diff --git a/docs/index.rst b/docs/index.rst index 322e610..f9032e2 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -20,22 +20,41 @@ Please visit our GitHub `page `_. .. toctree:: :maxdepth: 1 - :caption: Tutorials + :caption: Basic Tutorials tutorials/00_quickstart tutorials/01_neural_ode_cookbook tutorials/02_classification tutorials/03_crossing_trajectories - .. toctree:: :maxdepth: 1 :caption: Advanced Tutorials tutorials/04_augmentation_strategies - tutorials/05_integral_adjoint - tutorials/06_hamiltonian_nn - tutorials/07_graph_neural_de + tutorials/05_generalized_adjoint + tutorials/06_higher_order + +.. toctree:: + :maxdepth: 1 + :caption: Generative Models + + tutorials/07a_continuous_normalizing_flows + tutorials/07a_continuous_normalizing_flows + +.. toctree:: + :maxdepth: 1 + :caption: Energy-Based Models + + tutorials/08_hamiltonian_nets + tutorials/09_lagrangian_nets + tutorials/10_stable_neural_odes + +.. toctree:: + :maxdepth: 1 + :caption: Graph Models + + tutorials/11_gde_node_classification .. toctree:: :maxdepth: 1 diff --git a/docs/tutorials/00_quickstart.ipynb b/docs/tutorials/00_quickstart.ipynb index 05aa059..bfd51f2 100644 --- a/docs/tutorials/00_quickstart.ipynb +++ b/docs/tutorials/00_quickstart.ipynb @@ -16,12 +16,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from torchdyn.models import *\n", - "from torchdyn.data_utils import *\n", + "from torchdyn.datasets import *\n", "from torchdyn import *" ] }, @@ -31,37 +31,24 @@ "source": [ "## Generate data from a static toy dataset \n", "\n", - "We’ll be generating data from toy datasets. We provide a wide range of datasets often use to benchmark and understand neural ODEs. Here we will use the classic moons dataset and train a neural ODE for binary classification" + "We’ll be generating data from toy datasets. In torchdyn, we provide a wide range of datasets often use to benchmark and understand Neural ODEs. Here we will use the classic moons dataset and train a Neural ODE for binary classification" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "d = ToyDataset()\n", - "X, yn = d.generate(n_samples=520, dataset_type='moons') " + "X, yn = d.generate(n_samples=512, noise=1e-1, dataset_type='moons') " ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAANsAAADCCAYAAADAWrcTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAVTUlEQVR4nO2df4wc5XnHP4/xL8BuY2xorSTGTkBp7LQFcTGh/NEod+WXGpq2SQqcE4NBwF3TuGpVNRFVI5FGSlqpBKm5w5SgkN4ah9BGIW2qiDuIkFrAPhOaYCPg4iuJZVQbTBJjMOcfT/+Y2bBe7/zYnZl35515PtJqb+edH+/M3HfneZ6Z97uiqhiGUTzz+t0Bw6gLJjbDcISJzTAcYWIzDEeY2AzDESY2w3DE/H53oBdWrFihq1ev7nc3DOMUdu7c+bKqnt2pzUuxrV69munp6X53wzBOQURejGqzMNIwHGFiMwxHmNgMwxEmNsNwRC4FEhG5F/h9YL+qvq9DuwB3AlcBrwPXq+pTYdtG4G/CWf9OVe/Lo0/esX0UZu4CUjwYft4IrB8rvEtGvuRVjfwa8E/A1yParwTOD18XA+PAxSJyFvA5YIDgv2yniDykqq/m1K9yMtuAnZth7pXelp8ZD15NTHxekEsYqaqPAQdjZvkD4Osa8ATwNhFZCVwOPKyqB0OBPQxckUefSslsA7adDo9v6F1onZgZh60C25YE2zBKiauc7e3AT1s+7w2nRU0/BRG5WUSmRWT6wIEDhXW0ELaPwtZ5gchOHCluOycOB9vYKsE2jVLhSmzSYZrGTD91ourdqjqgqgNnn93xBn35mG3A/QvCkM/xIN2Zcdg63650JcKV2PYC72z5/A5gX8x0v5ltwANLg6uMHutjR44HfbDwshS4EttDwCcl4APAz1X1JeB7wGUiskxElgGXhdP8Zfto8A9+7LV+9+QtmuGlhZZ9Ja/S//3AB4EVIrKXoMK4AEBV7wK+S1D2nyEo/d8Qth0Ukc8DO8JV3a6qcYWWcjM5BPunsq1j3plw8RZYM3zy9NkG7Lg1m4hnxuEXz8PQZLY+Gj0hPhr+DAwMaOkeRP7OOji0u4cFF8Il954qriRmG/DkTb0VXJauhQ/v6n45IxER2amqA53a7AmSrDTL+d0KbcFyuGQCrnuze6FBsMw1bwTrWLi8u2UP7YatiyyPc4yXQ2xKw/bRk28up+GcwXzDuDXDb4m1qzB2LsjjDvyX3RB3hF3ZeqVboc07M7gKFZkvDU0G25i/JP0yM+NWOHGEia0XZhvdCe28Ebjmtd7CxW5ZMwwfPxRsMy0z4xZSOsDE1guPb0o542nBlaYfYdr6sWDbkjJTePKmYvtjmNi65jvrgLnk+c4ZhOuOubmaRbFmGK49GvQliRNHwn0zisLE1g2TQ+mqjueNlOte1tBkurDy0O5gH41CMLGlZftoukpfWYe7rB9LJ7j9U1YwKQgTWxrSFkTKKrQmaQVnBZNCMLGlIU1B5JzBcgutyfqxdDmcFUxyx8SWxOQQiQWRpWvLlaMlMTQZ9DmOE0csf8sZE1scafK0eYv9fM7ww7uAhfHzWP6WKya2KNLmaRffU3xfiuKSe5PnsfwtN0xsUaTJ084b6e99tKysGU5XMLH8LRdyEZuIXCEiz4nIjIh8pkP7HSLydPh6XkR+1tJ2vKXtoTz6k5ntoyTmab4URJJIUzA5ccTCyRzIPJ5NRE4Dngd+j8DmYAdwrap2vPsrIn8GXKiqm8LPr6lqF0/OOhjPtrWTNUoL8xYHw1uqxNZFxH/BCFx3wlVvvKXo8WzrgRlV3aOqc8A2Auu6KK4F7s9hu8WQJj/xOU+LIjF/U7u6ZSQPsXVjR3cusAZ4pGXy4tCi7gkR+UgO/clGUq7me54WRZr8zYolmchDbKnt6IBrgAdV9XjLtFXhZfc64Msi8u6OG3HhG5l0T23e4mrkaVGsHyPxdsCOW510pYrkIbZu7OiuoS2EVNV94fse4PvAhZ0WLNw3craRfE+tiuFjO0nh5LHX7OrWI3mIbQdwvoisEZGFBII6paooIu8BlgGPt0xbJiKLwr9XAJcCvbjmZOfJW+Lb5y+pZvjYzprhYFR5HDs3u+lLxcgsNlU9BnyKwO/xWeABVd0lIreLyNUts14LbNOTy5/vBaZF5H+AR4EvRlUxC2W2EXgrxvH+u9z0pQxcvCW+Pc/fKagRZmUHyWXvvE16fCDJY6WOxyQFZmUXx2yDxKJIHf+pkgpB+6csd+sSE1tSrlaHokgUCxL8KK0y2RX1Fltirib1KIpEMXBnfLtVJrui3mKbTqiqnVfzb+41w8nPTVplMjX1FtvRmKpa1W9gp2Voktgb3VaZTE19xZYU/tQ5V2sn6Ua3hZKpqK/Ykp6BrHOu1k7SsbDxbqmop9iSyv3d/ipMHYirTJ44Yle3FNRTbEmFkYsSqnB1JKkyaYWSROoptrjCSN3L/VEkHRMrlCRSP7ElhTt1L/fHkTTezULJWOontqQQ0sr90SQdGwslY6mf2OJCSCuMJBNXKLFQMpZ6iS0pzLHCSDJJhRILJSOpl9iSQkgrjCSTdIwslIzElW/k9SJyoMUf8qaWto0i8kL42phHfyKxEDIfLJTsicxiC30jvwJcCawFrhWRTr/a8A1VvSB83RMuexbwOeBiAku8z4nIsqx96ohHIWSjAatXw7x5wXujbJFZjULJPM9FP3wjW7kceFhVD6rqq8DDwBU59OlUPAkhGw244QZ48UVQDd5vuKFkgqtJKNlowKZNJ5+LTZt6PxcufSP/WER+KCIPikjTjSu152RmPAkhN2+Go0dPnnb0KNySMMbVOTUIJTdvhrm2p/rm5oLpveDKN/I7wGpV/S1gErivi2WDGbP4RnoUQr4S8X96+HDJrm41CCWjzkXU9CSc+Eaq6iuq+mb48Z+Bi9Iu27KO3n0jPQkhk+j1G7UQahJK5okT30gRWdny8WoCyzsI7O8uC/0jlwGXhdPyxZMQEmB5THd6/UYtjBqEknniyjfy0yKyK/SH/DRwfbjsQeDzBILdAdweTnNHiUJIgDvL1Z14kkJJ4ySq7xs524DHN0S3X1e+/ZeYX6wq3emK+3mtSya8CdE70ct5qLdvZFK+ZhSHx3lbEcWo6ovNo3zNSyqatxVRjKq+2OIoWb7mJRXN2+KKUXFFrDiqLbakez0e5xOlIekYVuB+Wzu9FrGqLTbL1/qPx3lbFMM9fkdXW2yWr7mhonlb3lRbbHFYvpYfFc3b8qa+YrN8LT/sWKaiumKrYGLuLXYugCqLzYoj5aGCRZJeqK7YrDjiFiuSJFJdscVhxZH8sSJJIvUUm8cJfakGkLbi8TF1RTXFVuGE/Lbb+t0Do1eqKTbPiyNxz969+KK7fuSKR1+ARUUPrnwj/0JEdoeGP1Micm5L2/EWP8mH2pftCc+LI3HP3sWNsSo1HlUk45747/UhZHDnG/kDYCA0/HkQ+PuWtjda/CSvpmg8KI7EPXtXusGjrVSkIhn3xH+WkfROfCNV9VFVfT38+ASBsU9/sES+OGpQkez1IWRw6xvZ5EbgP1s+Lw4t6p4QkY/k0B+jX9gXWSzzc1hHN96PG4AB4HdbJq9S1X0i8i7gERH5kar+uMOyNwM3A6xatSp7rw3DMU58IwFEZAi4Dbi6xUMSVd0Xvu8Bvg9c2GkjmXwjK0Zp77UZsbjyjbwQ2EIgtP0t05eJyKLw7xXApcDuTL3xqMTcK6Uya+0GD85NkV9krnwj/wFYAnyzrcT/XmA69JN8FPiiqmYTm+f32Jp4ZdaaFg/K/0U+NJBHzoaqfhf4btu0v235eyhiuf8GfjOPPvwSz++xNbnzTtgQY3dZWhYsjz4HHpT/4x4ayHKPDar6BEkUHtxja5KlxNxXPC//z4tRRFa36nqJzUrTxeP5MT5xIrot6xdgvcRmGH3ExOYpVv7Pn6KPqYnNU7wt/5eYoo+pia3EVLL8X2KKsBxvxcRWYrz6rbaKk8e5MLGVmKTql+Vt+ZF0LPO4FWNi8xjL2/LDxbE0sZUcy9vcUHS+Bia20mN5W//J6xyY2EqO5W3F4yJfg6qJzYMhHHljeVt2XB3DaomtIsNr2qlU3lbCL0QX+RpUTWwVGV7TTqXyNg/GtLWS57F35Ru5SES+EbY/KSKrW9o+G05/TkQuz6M/HfFoeE073uVtHlnaucrXwJ1v5I3Aq6p6HnAH8KVw2bUENgrrgCuAsXB9+eP50I84Spe3eTSmzeWxc+IbGX6+L/z7QWBQRCScvk1V31TVWWAmXJ/Rhld5m0dfbK7yNXDnG/nLeULPkp8Dy1Mu2wVRu+N/apqUO5QulOzocBg33T1JxyzvXDmP/8I0vpFR83TjOXlzaOY6feDAgYiuRA2zjRl+6wlJuUPpQsnOpzFmunuSjlne1hSufCN/OY+IzAd+FTiYclkgpW/kGed2N90zvAolPTgXLkNIcOQbGX7eGP79UeARVdVw+jVhtXINcD6wveee/PYX4LQzTp522hnB9ArgVSjp+bko5HaLqmZ+AVcBzwM/Bm4Lp91OYMoKsBj4JkEBZDvwrpZlbwuXew64Ms32LrroIo1kz4Tqt85VbUjwvmciel4PCX7HpvNr+fJ+966NEp+LiYn4Y9krwLRG/N+Klvo3iDozMDCg09PT/e5GX1ixIj788fB09oWijqOI7FTVgU5t/pfpaoZXoWSJcZ2vgYnNO/yrSpYP1yX/JiY2D/GqKllCbr01vr0oN2oTm4dYKNk7jQa89lp0e1EhJJjYvMRCyd5JOjZFjrAwsXmKhZK9EXdszjyz2B80MbF5ioWS3ZN0TLZsKXb7dp/NYyTmmd6FC+HNN6Pb68jSpfH5Wh5SsPtsFSUulJybg9FRd30pO/0sjDQxsXlMUig5Pu6mHz6QVO53YT1hYvOY4WFYsiR+Hsvdkq9q4OaXXk1snnPXXfHtt9ziph9lJqnc7yKEBBOb9wwPw+LF0e2HD9vVLelWiCv3MhNbBbjnnvj2TZvc9KOMDA3Ft4+MuAkhwcRWCZJyt7m5el7dGg2YmoqfZ2zMTV8go9hE5CwReVhEXgjfl3WY5wIReVxEdonID0XkT1raviYisyLydPi6IEt/6ozlbqeSVIF0las1yXpl+wwwparnA1Ph53ZeBz6pqk1vyC+LyNta2v9KVS8IX09n7E9tGR6Ov8l9+HC97rulqUC6dprOKrZWP8j7gI+0z6Cqz6vqC+Hf+4D9QIRjj5GFpG/y8fH6hJM33RTfPjjoLldrklVsv6aqLwGE7+fEzSwi64GFBJ4jTb4Qhpd3iMiijP2pNWNj8ZVJqMeIgEYDjhyJbl+4ECYn3fWnSaLYRGRSRJ7p8Gp3PU5az0rgX4AbVLVp5PhZ4DeA9wNnAX8ds3wK30gjqTJZhxEBSVe1e+91049TiHICSvMicMRaGf69EnguYr5fAZ4CPhazrg8C/55mu7HuWoYuWRLvHDU42O8eFsfgYPy+Z3HOSgMx7lpZw8hWP8iNwLfbZwi9JL8FfF1Vv9nWtjJ8F4J875mM/TFIrkxOTVWzWDI6mlzqHxlx05eORKkwzYvAr38KeCF8PyucPgDcE/69ATgKPN3yuiBsewT4EYHIJoAlabZrV7Zkkq5uEHgnVoUkH0hQXbiw+H5gvpH1o9GADRvi56nSmLfTT48vigBMTBRfgbTxbDVkeDgob8cxN5f8OJMPDA0lC60fpf52TGwVZnIy+VaA7/lbmjytX6X+dkxsFSfpVgAEN7t9FNzoaLoBsn0r9bdhYqs4w8PpKnC+PV3SaKQTmsun+pOwAklNGBpKF275UjBJUxAZHHQfPlqBxEiVv83Nwbp1bvqThXXrkoVWljytFRNbjUiTv+3eHVw1yhpSrlsX9DGJsuRprZjYakTa/O3IkeAeXZmKJo0GLFqUTmhlytNamd/vDhhuaY5MTlNcaM7jcjRzJ9Lkm01GRvrf3yjsylZDxsaSb3g3GR/v743vdevSC21wsLxCAxNbbZmchLVr0807NQULFrjN4xoNmD8/XdgIwb6UrSDSjomtxuzalf4Kd+xYkMe5uMoNDQXbOn483fxr1wb7UnZMbDVncrK7YSdTU4HXSRHFk9HRYN1pw0YIvix8EBqY2AyCPKfbcV7j44Ewli7NFl42GoENn0j3v00wMlL+0LEVE5sB9CY4CBysNmzoTniNBqxYESyzYUPg/NUN8+cHw2XKXAzpRKbHtUTkLOAbwGrgf4GPq+qrHeY7TjBIFOAnqnp1OH0NsI3Af+Qp4BOqOpe0XXtcqzgaDdi4MX2+5Jqy52dFPq6VxjcS4A19yxvy6pbpXwLuCJd/FbgxY3+MjAwPB8WQvtoHRDAyUm6hJVG4b2QUoe/Ih4AHe1neKJaxscBMIO3tgSJZuzboi29hYzuufCMXhzZ0T4hIU1DLgZ+p6rHw817g7VEbMiu7/rBrV3+vcr5fzVpx5Ru5KoxjryOwH3830MksOzKBVNW7VXVAVQfOPtsMlV3SvMpNTARP0xfN4sXBtqpwNWslUWyqOqSq7+vw+jbwfy12dCsJrMU7rWNf+L4H+D5wIfAy8DYRaT6f+Q5gX+Y9MgpjeDgY7zYxUcyPUixZEqz7jTfK+SBxVlz4Ri5r2oqLyArgUmB3aPv1KPDRuOWN8jE8DC+//NbVLovwmgJThUOHqimyJllL/8uBB4BVwE8IHI8PisgAcKuq3iQivwNsAU4QiPvLqvrVcPl38Vbp/wfABlVNHCtspX+jrMSV/s0WwTByxGwRDKMEmNgMwxEmNsNwhInNMBxhYjMMR3hZjRSRA8CLCbOtILhx7jNV2Aeoxn6k3YdzVbXjI05eii0NIjIdVYL1hSrsA1RjP/LYBwsjDcMRJjbDcESVxXZ3vzuQA1XYB6jGfmTeh8rmbIZRNqp8ZTOMUlFpsYnIx0Rkl4icCEcieIOIXCEiz4nIjIhEebuUFhG5V0T2i8gz/e5Lr4jIO0XkURF5Nvw/2pxlfZUWG/AM8EfAY/3uSDeIyGnAV4ArgbXAtSJSAjeQrvgacEW/O5GRY8Bfqup7gQ8Af5rlPFRabKr6rKo+1+9+9MB6YEZV94TWftsIzJW8QVUfAw72ux9ZUNWXVPWp8O9DwLPE+OQkUWmxeczbgZ+2fI41QzKKR0RWE9h5PNnrOrz/fTYRmQR+vUPTbaFPio90ZYZkFIuILAH+FfhzVf1Fr+vxXmyq2sdfDyuMvcA7Wz6bGVKfEJEFBEJrqOq/ZVmXhZHlZAdwvoisEZGFwDUE5kqGQ0Ij4a8Cz6rqP2ZdX6XFJiJ/KCJ7gUuA/xCR7/W7T2kIjWs/BXyPICl/QFW9sioVkfuBx4H3iMheEfHRWv5S4BPAh0Tk6fB1Va8rsydIDMMRlb6yGUaZMLEZhiNMbIbhCBObYTjCxGYYjjCxGYYjTGyG4QgTm2E44v8BG9BWgYIBfPYAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "\n", @@ -69,7 +56,7 @@ "fig = plt.figure(figsize=(3,3))\n", "ax = fig.add_subplot(111)\n", "for i in range(len(X)):\n", - " ax.scatter(X[i,0], X[i,1], color=colors[yn[i].int()])" + " ax.scatter(X[i,0], X[i,1], s=1, color=colors[yn[i].int()])" ] }, { @@ -81,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -92,19 +79,21 @@ "X_train = torch.Tensor(X).to(device)\n", "y_train = torch.LongTensor(yn.long()).to(device)\n", "train = data.TensorDataset(X_train, y_train)\n", - "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=False)" + "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The learner is defined as.... " + "We utilize [Pytorch Lightning](https://github.com/PyTorchLightning/pytorch-lightning) to handle training loops, logging and general bookkeeping. This allows `torchdyn` and Neural Differential Equations to have access to modern best practices for training and experiment reproducibility. \n", + "\n", + "In particular, we combine modular `torchdyn` models with `LightningModules` via a `Learner` class:" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -112,12 +101,9 @@ "import pytorch_lightning as pl\n", "\n", "class Learner(pl.LightningModule):\n", - " def __init__(self, model:nn.Module, settings:dict={}):\n", + " def __init__(self, model:nn.Module):\n", " super().__init__()\n", - " defaults.update(settings)\n", - " self.settings = defaults\n", " self.model = model\n", - " self.c = 0\n", " \n", " def forward(self, x):\n", " return self.model(x)\n", @@ -154,12 +140,12 @@ "$$\n", "\n", "where $\\hat y$ becomes the best approximation of a true output $y$ given an input $x$.\\\n", - "In torchdyn you can define very simple neural ODE models of the form \n", + "In torchdyn you can define very simple Neural ODE models of the form \n", "\n", "$$ \\left\\{\n", " \\begin{aligned}\n", - " \\dot{h}(s) &= f(h(s), \\theta)\\\\\n", - " h(0) &= x\\\\\n", + " \\dot{z}(s) &= f(z(s), \\theta)\\\\\n", + " z(0) &= x\\\\\n", " \\hat y & = h(1)\n", " \\end{aligned}\n", " \\right. \\quad s\\in[0,1]\n", @@ -167,7 +153,7 @@ "\n", "by just specifying a neural network $f$ and giving some simple settings.\n", "\n", - "**Note:** This neural ODE model is of *depth-invariant* type as neither $f$ explicitly depend on $s$ nor the parameters $\\theta$ are depth-varying. Together with their *depth-variant* counterpart with $s$ concatenated in the vector field was first proposed and implemeted by [[Chen T. Q. et al, 2018]](https://arxiv.org/abs/1806.07366)" + "**Note:** This Neural ODE model is of *depth-invariant* type as neither $f$ explicitly depend on $s$ nor the parameters $\\theta$ are depth-varying. Together with their *depth-variant* counterpart with $s$ concatenated in the vector field was first proposed and implemented by [[Chen T. Q. et al, 2018]](https://arxiv.org/abs/1806.07366)" ] }, { @@ -176,21 +162,20 @@ "source": [ "### Define the vector field (DEFunc) \n", "\n", - "The first step is to define a `torch.nn.Sequential` object and wrap it with the `DEFunc` class from torchdyn. This automatically defines the vector field $f(h,\\theta)$ of the neural ODE" + "The first step is to define any PyTorch `torch.nn.Module`. This takes the role of the Neural ODE vector field $f(h,\\theta)$ " ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "f = DEFunc(nn.Sequential(\n", + "f = nn.Sequential(\n", " nn.Linear(2, 64),\n", " nn.Tanh(),\n", " nn.Linear(64, 2) \n", - " )\n", - ")" + " )" ] }, { @@ -211,23 +196,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The final step to define a neural ODE object is to instantiate an object of the torchdyn's class `NeuralDE` passing some preferences and `f`.\n", + "The final step to define a Neural ODE is to instantiate the torchdyn's class `NeuralDE` passing some customization arguments and `f` itself.\n", "\n", - "In this case with `settings` we just specify that:\n", - "\n", - "* we want a `'classic'` neural ODE;\n", - "* we will use the `'dopri5'` (Dormand-Prince) ODE solver from `torchdiffeq`;\n", - "* we compute backward gradients with the `'adjoint'` method." + "In this case we specify:\n", + "* we compute backward gradients with the `'adjoint'` method.\n", + "* we will use the `'dopri5'` (Dormand-Prince) ODE solver from `torchdiffeq`;" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "settings = {'type':'classic', 'solver':'dopri5', 'backprop_style':'adjoint'}\n", - "model = NeuralDE(f, settings).to(device)" + "model = NeuralDE(f, sensitivity='adjoint', solver='dopri5').to(device)" ] }, { @@ -239,68 +221,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------\n", - "0 | model | NeuralDE | 322 \n", - "1 | model.defunc | DEFunc | 322 \n", - "2 | model.defunc.m | Sequential | 322 \n", - "3 | model.defunc.m.0 | Linear | 192 \n", - "4 | model.defunc.m.1 | Tanh | 0 \n", - "5 | model.defunc.m.2 | Linear | 130 \n", - "6 | model.adjoint | Adjoint | 0 \n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "b4a04464c84345a2906f5d9128470202", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=200, max_nb_epochs=300)\n", + "trainer = pl.Trainer(min_epochs=200, max_epochs=300)\n", "trainer.fit(learn)" ] }, @@ -313,7 +239,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -337,32 +263,9 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Dimension 1')" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "color=['orange', 'blue']\n", "\n", @@ -390,32 +293,9 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Flows in the state-space')" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig = plt.figure(figsize=(3,3))\n", "ax = fig.add_subplot(111)\n", @@ -431,17 +311,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "As you can see, the neural ODE steers the data-points into regions of null loss with a continuous flow in the depth domain.\\ Finally, we can also plot the learned vector field $f$" + "As you can see, the Neural ODE steers the data-points into regions of null loss with a continuous flow in the depth domain. Finally, we can also plot the learned vector field $f$" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -460,15 +340,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Sweet! You trained your first neural ODE! Now go on and learn more advanced models with the next tutorials**" + "**Sweet! You trained your first Neural ODE! Now go on and learn more advanced models with the next tutorials**" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "py37", "language": "python", - "name": "python3" + "name": "py37" }, "language_info": { "codemirror_mode": { @@ -531,5 +411,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/docs/tutorials/01_neural_ode_cookbook.ipynb b/docs/tutorials/01_neural_ode_cookbook.ipynb index f11f1ab..cd44de8 100644 --- a/docs/tutorials/01_neural_ode_cookbook.ipynb +++ b/docs/tutorials/01_neural_ode_cookbook.ipynb @@ -6,25 +6,23 @@ "source": [ "# The Cookbook of Neural ODEs\n", "\n", - "Torchdyn implements out-of-the-box a variety of continuous-depth models. In this introductory tutorial, we show how we can flexibly switch to one model to another with minor efforts. We will touch the following neural ODE variants:\n", + "Torchdyn implements out-of-the-box a variety of continuous-depth models. In this introductory tutorial, we show how we can switch between model variants with minor effort. We will touch upon the following Neural ODE variants:\n", "\n", "* **Vanilla** (depth-invariant) (same as the [torchdyn quickstart](./00_quickstart.html) tutorial)\n", "* **Vanilla** (depth-variant)\n", "* **Galerkin**\n", "* **Data-controlled**\n", - "* **Stacked (Piece-wise Constant Weights)**\n", - "* **Stacked with Discrete State Transitions**\n", - "* **Stable** (WiP)\n", - "\n", + "* **Stacked (piece-wise constant weights)**\n", + "* **Stacked with discrete state transitions**\n", "--------------------------------------\n", "\n", "For more advanced models check out \n", "\n", - "* [Hamiltonian Neural Networks](./06_hamiltonian_nn.html)\n", - "* [Graph Neural ODEs](./07_graph_neural_de.html)\n", - "* **Lagrangian Neural Networks** (WiP)\n", - "* **Continuous Normalizing Flows** (WiP)\n", - "* **ODE-RNN** (WiP)" + "* [Hamiltonian Neural Networks](./06a_hamiltonian_nn.html)\n", + "* [Lagrangian Neural Networks](./06b_lagrangian_nn.html)\n", + "* [Continuous Normalizing Flow](./07_continuous_normalizing_flow.html)\n", + "* [Graph Neural ODEs](./08_graph_neural_de.html)\n", + "* **ODE-RNN and hybrid variants** (WIP)" ] }, { @@ -33,7 +31,16 @@ "metadata": {}, "outputs": [], "source": [ - "from torchdyn.models import *; from torchdyn.data_utils import *\n", + "import sys ; sys.path.append('../')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from torchdyn.models import *; from torchdyn.datasets import *\n", "from torchdyn import *" ] }, @@ -41,28 +48,28 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Data:** we use again the moons dataset (with some added noise) simply because all the models will be effective to solve the binary classification problem.\n", + "**Data:** we use again the moons dataset (with some added noise) simply because all the models will be effective to solve this easy binary classification problem.\n", "\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "d = ToyDataset()\n", - "X, yn = d.generate(n_samples=512, dataset_type='moons', noise=.4)" + "X, yn = d.generate(n_samples=512, dataset_type='moons', noise=.1)" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -80,12 +87,12 @@ "fig = plt.figure(figsize=(3,3))\n", "ax = fig.add_subplot(111)\n", "for i in range(len(X)):\n", - " ax.scatter(X[i,0], X[i,1], color=colors[yn[i].int()])" + " ax.scatter(X[i,0], X[i,1], s=1, color=colors[yn[i].int()])" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -96,7 +103,7 @@ "X_train = torch.Tensor(X).to(device)\n", "y_train = torch.LongTensor(yn.long()).to(device)\n", "train = data.TensorDataset(X_train, y_train)\n", - "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=False)" + "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=True)" ] }, { @@ -108,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -116,12 +123,9 @@ "import pytorch_lightning as pl\n", "\n", "class Learner(pl.LightningModule):\n", - " def __init__(self, model:nn.Module, settings:dict={}):\n", + " def __init__(self, model:nn.Module):\n", " super().__init__()\n", - " defaults.update(settings)\n", - " self.settings = defaults\n", " self.model = model\n", - " self.c = 0\n", " \n", " def forward(self, x):\n", " return self.model(x)\n", @@ -144,9 +148,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "**Note:** In this notebook we will consider the depth domain $[0,1]$, i.e. $s\\in[0,1]$. Note that, for most architectures in *static* settings (aka we do not deal with dynamic data) any other depth domain do not actually afftect the absolute expressiveness of neural ODE is it can be seen as a rescaled/shifted version of $[0,1]$. Please note that, however, other choices of the depth domain can indeed affect the training phase\n", + "**Note:** In this notebook we will consider the depth domain $[0,1]$, i.e. $s\\in[0,1]$. Note that, for most architectures in *static* settings (aka we do not deal with dynamic data) any other depth domain does not actually affect the expressiveness of Neural ODEs, since it can be seen as a rescaled/shifted version of $[0,1]$. Please note that, however, other choices of the depth domain can indeed affect the training phase\n", "\n", - "It can be accessed and modified through the `s_span` setting of `NeuralDE` class" + "The depth domain can be accessed and modified through the `s_span` setting of `NeuralDE` instances." ] }, { @@ -162,9 +166,9 @@ "source": [ "$$ \\left\\{\n", " \\begin{aligned}\n", - " \\dot{h}(s) &= f(h(s), \\theta)\\\\\n", - " h(0) &= x\\\\\n", - " \\hat y & = h(1)\n", + " \\dot{z}(s) &= f(z(s), \\theta)\\\\\n", + " z(0) &= x\\\\\n", + " \\hat y & = z(1)\n", " \\end{aligned}\n", " \\right. \\quad s\\in[0,1]\n", "$$" @@ -179,71 +183,66 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ - "# model settings\n", - "settings = {'type':'classic', 'controlled':False, 'solver':'dopri5'}\n", - "\n", "# vector field parametrized by a NN\n", - "f = DEFunc(nn.Sequential(\n", + "f = nn.Sequential(\n", " nn.Linear(2, 64),\n", " nn.Tanh(), \n", - " nn.Linear(64, 2)))\n", + " nn.Linear(64, 2))\n", "\n", - "# neural ODE\n", - "model = NeuralDE(f, settings).to(device)" + "# Neural ODE\n", + "model = NeuralDE(f, sensitivity='adjoint', solver='dopri5').to(device)" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------\n", - "0 | model | NeuralDE | 322 \n", - "1 | model.defunc | DEFunc | 322 \n", - "2 | model.defunc.m | Sequential | 322 \n", - "3 | model.defunc.m.0 | Linear | 192 \n", - "4 | model.defunc.m.1 | Tanh | 0 \n", - "5 | model.defunc.m.2 | Linear | 130 \n", - "6 | model.adjoint | Adjoint | 0 \n" + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 322 \n", + "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 20 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", + " warnings.warn(*args, **kwargs)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "698523d60ac74f3286840c6b0c57da20", + "model_id": "f5de13a20f024fd8b6c63bb617518619", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" + "\n" ] }, { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "\n" + "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: Detected KeyboardInterrupt, attempting graceful shutdown...\n", + " warnings.warn(*args, **kwargs)\n" ] }, { @@ -252,15 +251,15 @@ "1" ] }, - "execution_count": 7, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# train the neural ODE\n", + "# train the Neural ODE\n", "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=300, max_nb_epochs=600)\n", + "trainer = pl.Trainer(min_epochs=200, max_epochs=250, progress_bar_refresh_rate=1)\n", "trainer.fit(learn)" ] }, @@ -273,7 +272,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -284,12 +283,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -307,12 +306,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -330,12 +329,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -364,81 +363,67 @@ "source": [ "$$ \\left\\{\n", " \\begin{aligned}\n", - " \\dot{h}(s) &= f(s, h(s), \\theta)\\\\\n", - " h(0) &= x\\\\\n", - " \\hat y & = h(1)\n", + " \\dot{z}(s) &= f(s, z(s), \\theta)\\\\\n", + " z(0) &= x\\\\\n", + " \\hat y & = z(1)\n", " \\end{aligned}\n", " \\right. \\quad s\\in[0,1]\n", "$$\n", "\n", - "This model, contemplated by the seminal paper from [[Chen T. Q. et al, 2018]](https://arxiv.org/abs/1806.07366), is usually obtained by concatenating $s$ to the state $h$ as input of $f$, i.e. $f([h(s),s])$. For a simple and flexible implementation we developed the class `DepthCat`, which takes care automatically of concatenating $s$ to the state at each call of the `DEFunc`. The final user only needs specify to which dimension $s$ should be appended. Specifically, for an MLP, $h\\in\\mathbb{R}^{batch\\times dims}$ and, thus we should use `DepthCat(1)`." + "This model, contemplated by the seminal paper from [[Chen T. Q. et al, 2018]](https://arxiv.org/abs/1806.07366), is usually obtained by concatenating $s$ to the state $h$ as input of $f$, i.e. $f([h(s),s])$. For a simple and flexible implementation we developed a dedicated layer, `DepthCat`, which takes care of automatically concatenating $s$ to the state at each call of the `DEFunc`. The final user only needs to specify concatenation dimension to which $s$ should be appended. Specifically, for an MLP, $h\\in\\mathbb{R}^{batch\\times dims}$ and, thus we should use `DepthCat(1)`." ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "# model settings\n", - "settings = {'type':'classic', 'controlled':False, 'solver':'dopri5'}\n", - "\n", "# vector field parametrized by a NN\n", - "f = DEFunc(nn.Sequential(\n", + "f = nn.Sequential(\n", " DepthCat(1),\n", - " nn.Linear(3, 64),\n", + " nn.Linear(2+1, 64),\n", " nn.Tanh(),\n", " DepthCat(1),\n", - " nn.Linear(65, 2)))\n", - "# neural ODE\n", - "model = NeuralDE(f, settings).to(device)" + " nn.Linear(64+1, 2))\n", + "\n", + "# Neural ODE\n", + "model = NeuralDE(f, sensitivity='adjoint', solver='dopri5').to(device)" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------\n", - "0 | model | NeuralDE | 388 \n", - "1 | model.defunc | DEFunc | 388 \n", - "2 | model.defunc.m | Sequential | 388 \n", - "3 | model.defunc.m.0 | DepthCat | 0 \n", - "4 | model.defunc.m.1 | Linear | 256 \n", - "5 | model.defunc.m.2 | Tanh | 0 \n", - "6 | model.defunc.m.3 | DepthCat | 0 \n", - "7 | model.defunc.m.4 | Linear | 132 \n", - "8 | model.adjoint | Adjoint | 0 \n" + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 388 \n", + "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 20 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", + " warnings.warn(*args, **kwargs)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e516c2469768461aabb649ab84f74cbf", + "model_id": "a09fb4621f724c83a7d90fa54c0637d6", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -452,15 +437,15 @@ "1" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# train the neural ODE\n", + "# train the Neural ODE\n", "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=300, max_nb_epochs=600)\n", + "trainer = pl.Trainer(min_epochs=200, max_epochs=250, progress_bar_refresh_rate=1)\n", "trainer.fit(learn)" ] }, @@ -473,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -484,12 +469,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -507,12 +492,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -530,12 +515,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -562,14 +547,14 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Galerkin-style neural ODEs proposed in [Massaroli S., Poli M. et al., 2020](https://arxiv.org/abs/2002.08071) make the weights of the neural ODE to be *depth-varying*, i.e. $\\theta=\\theta(s)$ obtaining a model of type\n", + "Galerkin-style Neural ODEs proposed in [Massaroli S., Poli M. et al., 2020](https://arxiv.org/abs/2002.08071) make the weights of the neural ODE to be *depth-varying*, i.e. $\\theta=\\theta(s)$ obtaining a model of type\n", "\n", "$$\n", " \\left\\{\n", " \\begin{aligned}\n", - " \\dot{h}(s) &= f(h(s), \\theta(s))\\\\\n", - " h(0) &= x\\\\\n", - " \\hat y & = h(1)\n", + " \\dot{z}(s) &= f(z(s), \\theta(s))\\\\\n", + " z(0) &= x\\\\\n", + " \\hat y & = z(1)\n", " \\end{aligned}\n", " \\right. \\quad s\\in[0,1]\n", "$$\n", @@ -582,73 +567,59 @@ "\n", "The model is then trained by optimizing for the eigenvalues $\\gamma_j$. Note that if $\\theta\\in \\mathbb{R}^d$ there will be $d\\times m$ final model's parameters. In this tutorial, we use a 10th-order polynomial expansion to model $\\theta(s)$.\n", "\n", - "**Note:** In `torchdyn 0.1.0` only Fourier `FourierExpansion` and polynomial `PolyExpansion` bases are currently implemented out of the box. Although we planned to add further bases, e.g. piece-wise constant functions, radial basis functions, etc., users could create custom `Expansions` by their own. A tutorial notebook will be soon released" + "**Note:** In `torchdyn 0.1.0` only Fourier `FourierExpansion` and polynomial `PolyExpansion` bases are currently implemented out-of-the-box. Even though a wider selection of bases is planned as a future addition, e.g. piece-wise constant functions, radial basis functions, etc., users can easily create custom `Expansions` on their own given `torchdyn`'s modular design." ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ - "# model settings (same as previous models)\n", - "settings = {'type':'classic', 'controlled':False, 'solver':'dopri5'}\n", - "\n", "# vector field parametrized by a NN with \"GalLinear\" layer\n", - "f = DEFunc(nn.Sequential(\n", - " DepthCat(1),\n", - " GalLinear(2, 32, expfunc=PolyExpansion, \n", - " n_harmonics=10, n_eig=1),\n", - " nn.Tanh(),\n", - " nn.Linear(32, 2)))\n", + "# notice how DepthCat is still used since Galerkin layers make use of `s` (though in a different way compared to concatenation)\n", + "f = nn.Sequential(DepthCat(1), \n", + " GalLinear(2, 32, expfunc=FourierExpansion, n_harmonics=5),\n", + " nn.Tanh(),\n", + " DepthCat(1), \n", + " GalLinear(32, 2, expfunc=FourierExpansion, n_harmonics=5))\n", "# neural ODE\n", - "model = NeuralDE(f, settings).to(device)" + "model = NeuralDE(f, sensitivity='adjoint', solver='dopri5').to(device)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------\n", - "0 | model | NeuralDE | 1 K \n", - "1 | model.defunc | DEFunc | 1 K \n", - "2 | model.defunc.m | Sequential | 1 K \n", - "3 | model.defunc.m.0 | DepthCat | 0 \n", - "4 | model.defunc.m.1 | GalLinear | 960 \n", - "5 | model.defunc.m.2 | Tanh | 0 \n", - "6 | model.defunc.m.3 | Linear | 66 \n", - "7 | model.adjoint | Adjoint | 0 \n" + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 1 K \n", + "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 20 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", + " warnings.warn(*args, **kwargs)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "542fbbb570b6466b816482e2408250ae", + "model_id": "85ef207648b841b6b3b0674e280bf234", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -662,15 +633,15 @@ "1" ] }, - "execution_count": 19, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# train the neural ODE\n", + "# train the Neural ODE\n", "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=300, max_nb_epochs=600)\n", + "trainer = pl.Trainer(min_epochs=150, max_epochs=200, progress_bar_refresh_rate=1)\n", "trainer.fit(learn)" ] }, @@ -683,7 +654,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -694,14 +665,14 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -719,12 +690,12 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -742,14 +713,14 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAb4AAADmCAYAAACqJ+DHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydeZAkV33nP+/lUVdX3z1Ha0YzI2mEkcEgQBKIRcOuEXbIhEA2h1Z4N9Y2mF3bYdZeAsvBLhb2IsPa3nU4YAMMGNvCCC8grADLGAlWsGBAAoyQkNGF5uw5eqanr7qyMvPtH798Vdk9PTM9M93T1/tEZNSRWZmvsqvzm7/zKWMMDofD4XBsFPRKD8DhcDgcjouJEz6Hw+FwbCic8DkcDodjQ+GEz+FwOBwbCid8DofD4dhQOOFzOBwOx4bCP8t6V+vgcDgcjrWIOt0KZ/E5Lhp79+5FKUUcxxf92H/zN3/Dq1/96iXb3ytf+Uo++tGPLtn+1hI7d+7kgQceWJZ9b+Tz6rh4OOFzLDk7d+6kVCrR09PTWcbGxlZ0TG9+85v50pe+dF6fveOOO/jFX/zFJR6Rw51Xx0rhhM+xLHz+859ndna2s4yOjq70kBwOhwNwwudYQcbGxrj55psZHBzkiiuu4CMf+QgAzWaTUqnE8ePHAfjv//2/4/s+09PTAPzX//pf+c//+T8DcN9993HVVVdRrVa55JJL+OM//uMFj/WXf/mX/Kt/9a86r5VSfOhDH2L37t0MDAzw67/+6yzUvu+LX/wid955J3/7t39LT08PL3jBCzrr9u3bx8tf/nKq1SqvfvWrO+MF+Na3vsX1119Pf38/L3jBC3jwwQdPex7e//73c8kll1CtVnnOc57Dl7/8ZUAsote//vW86U1volqt8qIXvYhHHnmk87n3ve99XH755VSrVa666io+97nPzdnvRz7yEZ773Od21n/ve9/rnPdf+IVfYGRkhF27dvFnf/Znpx0bwF133cWOHTsYGhrive9975x1aZp2xjE0NMQb3/hGJiYmgK5r+8///M8ZHR1l69at/Mmf/MkFnVeHY0kwxpxpcTjOmR07dpj777//lPefffZZA5h2u22MMeaGG24w/+k//SfTaDTMP//zP5vh4WHzwAMPGGOMecUrXmE+85nPGGOMufHGG81ll11m7rvvvs66e+65xxhjzJYtW8zXvvY1Y4wxExMT5rvf/e6CY/r4xz9uXv7yl3deA+bnfu7nzMmTJ82+ffvM8PCw+Yd/+IcFP/t7v/d75s1vfvOc9/bs2WMuu+wy88QTT5h6vW727Nljfud3fscYY8zBgwfN4OCg+fu//3uTJIn50pe+ZAYHB82xY8dO2fePfvQjs23bNnPo0KHOOXr66ac7x/V933z60582URSZP/qjPzI7d+40URQZY4z5P//n/5hDhw6ZJEnMpz71KVMul83Y2Fhn3ejoqHnooYdMmqbmqaeeMnv37jVJkpgXvehF5j3veY9ptVrmmWeeMbt27TJf/OIXF/zuP/zhD02lUjFf/epXTbPZNL/1W79lPM/r/H3/1//6X+a6664zBw4cMM1m0/zqr/6qufXWWzvfBTC33nqrmZ2dNT/4wQ/M8PBw57Pnel4djnPktNrmLD7HsvC6172O/v5++vv7ed3rXnfK+gMHDvD1r3+d97///RSLRV74whfylre8hbvuuguAPXv28NWvfpU4jvnBD37Ab/7mb/LVr36VZrPJww8/zCte8QoAgiDg8ccfZ3p6moGBAV70ohcteoy33347/f39XHrppfzrf/2v+f73v39O3/GXfumXuPLKKymVSrzxjW/sfP4Tn/gEN910EzfddBNaa2688UZe8pKXcN99952yD8/zaLVaPP7447TbbXbu3Mnll1/eWf/iF7+Y17/+9QRBwG//9m/TbDb51re+BcAb3vAGRkdH0Vrzpje9id27d/PQQw8B8NGPfpR3vvOdXHPNNSiluOKKK9ixYwcPP/ww4+PjvPvd7yYMQy677DLe+ta38qlPfWrB7/iZz3yG17zmNdxwww0UCgX+4A/+AK27l40Pf/jDvPe972Xbtm0UCgXuuOMOPvOZz8xJYPq93/s9KpUKz3/+8/mlX/ol7r777vM6rw7HUuGEz7Es/N3f/R2Tk5NMTk7yd3/3d6esHxsbY3BwkGq12nlvx44dHDp0CBDhe/DBB/ne977H85//fG688Ua++tWv8q1vfYsrrriC4eFhAD772c9y3333sWPHDvbs2cM3v/nNRY9xy5YtneflcpnZ2dlz+o6n+/y+ffv49Kc/3RH+/v5+vv71r3P48OFT9nHFFVfwp3/6p9xxxx1s2rSJW2+9dU4i0Pbt2zvPtdZs27ats/6v//qveeELX9g5xmOPPdZxCx44cGCOgFr27dvH2NjYnLHdeeedHD16FGBOQtL+/fsZGxubM4ZKpcLQ0NCc/d1yyy2dfT33uc/F87zO/uZ/hx07dpw10elC/y4Ox9lwwudYEUZHR5mYmGBmZqbz3v79+7nkkksAuP7663niiSf43Oc+x549e7jqqqvYv38/f//3f8+ePXs6n7nmmmu49957OXbsGK973et44xvfuORjVeq05UALsn37dv7dv/t3HeGfnJykVqtx++23L7j9bbfdxte//nX27duHUorf+Z3f6aw7cOBA53maphw8eJDR0VH27dvHW9/6Vj7wgQ9w4sQJJicned7znteJU27fvp1nnnlmwbHt2rVrzthmZmY61mg+IenSSy9l69atc8ZQr9c5ceLEnP39wz/8w5z9NZvNzt9x/nfYv39/J9HpXM+rw7FUOOFzrAjbt2/n+uuv53d/93dpNpv84Ac/4GMf+xhvfvObAbnTf/GLX8wHP/jBjtBdf/31fPjDH+68jqKIv/mbv2FqaoogCOjt7cXzvCUf6+bNm9m7dy9pmi5q+1/8xV/k85//PP/4j/9IkiQ0m00efPBBDh48eMq2TzzxBF/5yldotVoUi0VKpdKc7/Dd736Xe+65hziO+dM//VMKhQIvfelLqdVqKKUYGRkB4OMf/ziPPfZY53Nvectb+OM//mO++93vYozh6aefZt++fVx77bX09vby/ve/n0ajQZIkPPbYYzz88MMLfpfXv/71fOELX+DrX/86URTx7ne/e855+I//8T/yrne9i3379gEwPj7OvffeO2cff/AHf0C9XueHP/whH//4x3nTm950XufV4VgqnPA5Voy7776bvXv3Mjo6yi233MJ73vMebrzxxs76PXv20G63ufbaazuvZ2ZmuOGGGzrb3HXXXezcuZPe3l4+9KEP8YlPfGLJx/mGN7wBgKGhoUXFELdv3869997LnXfeycjICNu3b+eP/uiPFrzAt1otbr/9doaHh9myZQvHjh3jzjvv7Kx/7Wtfy9/+7d8yMDDAXXfdxT333EMQBFx11VX8l//yX3jZy17G5s2befTRR3n5y18+Z8zvete7uO2226hWq7zuda9jYmICz/P4/Oc/z/e//3127drF8PAwb3nLW5iamlrwu/zkT/4kH/zgB7ntttvYunUrAwMDbNu2rbP+7W9/OzfffDOvfvWrqVarvPSlL+Xb3/72nH3s2bOHK664gp/+6Z/mHe94R6eRwLmeV4djqVDmzDOwu5ZlDscKcccdd/D0008vi5hfDPbu3cuuXbtot9v4/tm6IzocS45rWeZwOBwOBzjhczgcDscGw7k6HQ6Hw7EeOa2r0zneHQ7HquN0HTeCIHBlEI4Lxgmfw+FYVhYSMJC6RGPMgo8L7SNNUyqVCr7v43meE0DHeeOEz+FwLBorWguJWV647PO80C20Lyte+UfbEi0vbHafAO12myRJCIJgTvs0h2OxOOFzODYwZ2rku5CILabYPC9i+WUpsPsxxtBqtfA8D9/3nQA6zgknfA7HOuFs1th8l+L5WmMr7WLMHz9JEpIkwfd9fN9f8bE51gZO+ByOVcpas8aWm/njtGM3xhDHMXEcEwSBi/85zooTPofjIrBRrLHl4kxlV3kBbLfbxHHsEmAcZ8QJn8NxHpzJCoNuMkZeyM7GWrbGVgPzBdAlwDhOhxM+x4bnYlhjTsQunMWeP5cA4zgbTvgc644zWWMLPdolf2G1wnYmEXNCdnE5l/PtEmAcZ8IJn2NV46wxB3DKjclicQkwjoVwwue4qJyPNbbQPsBZY47F4xJgHHmc8DnOm3O1xs6Ubu+sMcfZWIrfgUuAcYATPkeO5bbGFmpF5XAshsVkxZ4L9jeYpqlLgNmAOOFbp+StMStU+dfnYo1Z8oLlrDHHWidv/bkEmI2FE741wlJYY3Y/zhpzrDXON7llMbgEmI2HE74VwLWicjjOjYvxe3YJMBsHJ3wXiGtF5XCsL1wCzPrHCd9ZaDQaPPLII1x99dXOGnM4NhAuAWb94v6CZ2F2dpZ3vetd1Ot1ms0mURSRJElH8LTWeJ53xkVr3bHanOg5HGuHvMclSRJarRbtdnvJs0wdFxdn8Z2FgYEBJicn8X13qhyOlWQlbxjnJ8DYDFAX/1ubOIvvLPi+7+7uHI5VwGoQmHwGdLvdptVqEcexu0asMZzwORyOVc9qE5b5AhhF0aLi/Y7VgRO+RRAEAVEUrfQwHA7HKsO6QG0CTBRFq06kHafihG8RDA0NMTExsdLDcDg2NKvB1bkQ8xNgms2mS4BZ5TjhWwRO+BwOx9nIC2Acxy7+t4pxwrcInPA5HI7F4hJgVj9O+BaBEz6HY+VZra7O0+ESYFYvTvgWgRM+h8NxvrgEmNWHE75FMDw87ITP4VhB1rpQuASY1YVrR7IIhoaGOHny5EoPw+HYkKwn96DrALM6cBbfInCuTodjZcnHy9YDLgFmZVkXv6Rf/uVfZtOmTTzvec/rvDcxMcGNN97I7t27ufHGGy/IYnPC53A4lgOXALMyqLPcYayJ24+vfe1r9PT08O///b/nscceA+Cd73wng4OD3H777bzvfe/j5MmTvP/971/0Ph9++GGeeuopxsfHGRsb4y//8i+57rrruPrqq3nHO96xXF/F4XDMI01T4jimp6dnpYeyrOTn6vQ8jyAInPvzwjjtyVsXwgewd+9eXvOa13SE7znPeQ4PPvggW7du5fDhw7zyla/kiSeeWPT+/uqv/orx8XFGRkYYGRnht37rt/jMZz7DyMgIlUplub6Gw+GYx0YRPkteAH3fx/d9J4Dnx8YTvv7+fiYnJzvrBwYGLsjdefXVV/O1r33tgsfpcDjOjTRNSZJkw91wWgFUSrkEmPPjtCdrXcT4Lga2DsfhcFxcNmrCh0uAWT7WrfBt3ryZw4cPA3D48GE2bdp0Qfvr6+tjampqKYbmcDgci8YlwCw961b4br75Zv7qr/4KkHjda1/72gvan8vsdDhWDufiO7UDjCuAP3/WhfD923/7b3nZy17GE088wbZt2/jYxz7G7bffzv3338/u3bu5//77uf322y/oGE74HI6VwwmfMH8GCNcB5vxYF51b7r777gXf//KXv7xkx3DC53CsDDbBw9HFdYC5MNaFxXcxcMLncDhWGwslwCRJ4izAs+CEb5GMjIw44XM4VghnxZyZvABGUeQSYM6CE75F4hpVOxwrg7NeFo9LgFkc6yLGdzFwrk6Hw7EWmB//i+PYdYCZhxO+ReIsPodjZXDJLeeHS4A5Pc7VuUicxedwrAz2An4xSFOYnYUk6b7XbkOrdVEOvywsVAC/0RNgnMW3SPr7+13nFodjnVKrwfg4HDki4rd1K4QhBAHEsTz29cm6QgHWosGUtwCjKEJrTRAE62qew8XihG+RaK039B2Sw7FSLNf/XRzDiRNw8CAcPQozMyJw5bJYfVrD9u0ieEki20UR9PfLUiyCMWtPBK31bBNgNmL8zwmfw+FY1Sz1BXlqSoTuwAF5HkXyfhxDoyGv+/pg0yax+p59FiYm5Hlvr2wbBGIlzsxATw/4vojhWmGjJ8A44TsHCoUCzWaTYrG40kNxODYUF3oxjiKx7vbtg+PHRbSMEddlsymi12qJgJXL8vpHPxJhrNdF1HbulPdnZyXuZ4y4PQsFsf4sxsj6MLyw73wx2KgJME74zgGb4DI6OrrSQ3E4NhTncxFOU5iclLjdoUPyPE1lsUIXRSJSNsxVr8vrKALPExG85BIRtxMn5LOXXCIWn+/LfgoFEdLjx+VzYShCODgo+/A8+dxqDqXlBbDdbncE0PYFXW+sW+HbuXMn1WoVz/PwfZ/vfOc7F7xPJ3wOx8XnXGN8jYYkqhw4IGJVq8n71rqzYmdpNsVl2WhAqSQuzk2bupZfvS5WXrkssb7HH5fttYYtW2DvXtmPtfySRERx3z4YHpb3okgsxqXUkCSR/TabMj6Abdsu7BgbJQFm3QofwP/9v/+X4eHhC96PMYbZ2Vk8z+Mb3/gG+/fvZ8+ePRtuRmiHY7WSphKHO3hQLLyZGXkvSWRptUTY0lSEod2G6WkRDM8TK21wEEZGJL7XbMr+tBZxmZ4Wi7Fel237+iS2VyjIsaJIjhGG4uocGhL36OSkCJ9Scqxq9fy+nzEiwlEkYxgfl++6f78IbKUCL3uZHLdcvvDzmU+AieOYcC34bc+BdS18F8qzzz7LL/zCLwBQrVY5ceIE+/bt49prr+W6665zwudwXCRO526bnRUR2L9fhKrZ7LozrTVk43FWfKan5b1iUYTI92WdMSJirZaIixW0Wk227+mBzZu7SS9pKiILIpA9PV3B6+2V/Rkj+zBGxuf7sv+zJcJYa67VkjijFbq9e2FsTCzZqSkRc88Ta9Im2SzlOc/XAK4n1FncCGs2f3/Xrl0MDAyglOJtb3sbv/qrv3rB+/zQhz5Es9nkV37lV5ZghA6HYzFEUUSpVMLzPGBuGcKxYyIANm63kDszikTwajURhkJBHoOga0klSVccT54U4VNKrKehoa7LErpio7VYfoODMDAgx67V5HjFouy/3ZZHreWYW7fKe4ODcswwFGvNFsnPzsp3O3xYLLkjRyQDdXJShDgv4iD72L4ddu2Cyy+HPXtgqSMxNly0Bjmt03dNfpvF8I1vfIPR0VGOHTvGjTfeyE/8xE9www03XNA+h4eHefTRR5dohA6H41yYmhKhO3CgK04ggmMTVVqtrgjOzso2adqtzysUukkmNomlVpP9tdsiaKWSJLD098tzpURMjZH1mzZ1Lbt2W8a1d6+IU6slotduy9LbK/vyvO74SiXZ3/S0WG/j413X6/i4jGV2VgTWdpCxCTKtlgjg7Kw8WuHctq37nZYal9yyhrAJKJs2beKWW27hoYceumDhc23LHI6LS6sFY2OKiQnFxEQ3sxK6VpItRzCmm+hhSxNsuYF93mjI+tlZEZhGQ4RtYEASVfr7xWVoBSeKRFh27BCrr1IRMT15UsTuxAnZVxx3x2DdpkEg+7eW6PHjImCTk/J8YqLrWvW87mfiuPvdoTveVksWa51qLWI+MgJXXikxvh07LvqfaE2yLoWvVquRpinVapVarcaXvvQl3v3ud1/wfp3wORzLjy1DOHpUMTamOHzY64gJiLg1GiIC1lU5M9O17kolid2Vy2IRWevv4EHZ7+xsV+y2bZPHUqnrkkxTeW9oSKw7peRY4+NS22ddj9admqZd66zdlu37++UzBw7IunpdHtvtrms1TbulFFbM6/Wuu9QKpj0nINuWSvLdtmyBF7wAdu/uiuBy4Cy+NcLRo0e55ZZbAIjjmNtuu42f/dmfveD9OuFzOJYPm6146JDm2DGYnFSkqSGKDJ4nIlGvdwWmVuu+9n2x1Hp6xCpLU9nXsWNilTWbIkh9fd02ZJVK1/VZLkvcbfNmES2bPblvX7eHp40TRpEs1pqzAmiFKklE8PJxR+vmNEYerfhZ4bRCuBhKJfkOl18u4x0ZkbGfPClC7Tg761L4LrvsMh555JEl368TPodjaYljuWCPjWkOHYLxcUUcG9JUAymNhunU4bXbIjY2ycPzJIbW398tQTh2DJ54QsTOZlNWKpLwYd2YpZLE4fr7uzV7WnfjbgcOiFV39Ojc49laPyuKVrysQaS1jAm621jLtN2eO+PDuaC1WK7lsiw7dsArXgHPfa4I3qZNIn7L1TLNWXwbnGKxSGQb+zkcjvPCGBGYY8dg/37NkSOKWk2EQet8ooqi0VDUapp2WxNFsr5aFRfl4KC4HMfH4dFHRUBtOUM+G7O/X8Svt1dEYuvWbnF6rSZCd+yYZFKeOCECNzMjY2w0uouNvaVpN2boeSJ8jYYcu14/tUD+fCkUZNzVqlh2mzfL9/6pn4JXvUq+i3XPOs6NVSN8aWbnX8y5txwOx8Wj2RRh2b9fc+CAuDKti9AYQ5qK0ImVZbLEFYUxHkNDXbE7cUJakD38sGRU2ozLQkFEbnRUtrMF6Vu3SszOGBGmEyfgySdlH0eOSJKJLRew2ZRxPFe8gkCsLtumLIq6Da6Xcq6+YlFEubdXxj88LI/bt0ssb9s2EcDt25fumGdjPV6PV1T4vvWtb9HX18eOHTsoL1dkdonRWpMkSaemyOFwnJ4kEUvswAHFgQOKY8dUJiwKSIljRaslFt/0NLRahjhWWVmBYfv2hHI5IYp8nnkG/t//E4GyMbswFHHYvFnKBi65RIRueFjEygrdgQOS3GKLvycmRLhmZ7tZoTbW5vtdi07rbl9PWzC+lBQK3VKLgYFuvC4/9VGhIAXqo6MieJdeurRjOBPrUfRghYXvH//xH6nVaiRJwr59+ygUCoyOjnLZZZdx5ZVXcsMNNxAEwUoO8RQGBgaYnJxkaGhopYficKxKjBEXorTU0hw6pJicVJmrUlIzWy2x+GyavjEqKxg3jIwYwtAwM6N4+mnN2JjXyYhUSlx/W7eKyO3eLUKwdasIiC1T+Od/FpEbG+tmYVpXqHWHJknXVWkLzMOwm7gyMbH4hJPFoLUIWbEoLsz+/q7IDQ7K+K1L1tYcViqy/e7d8nz79os764MTvmXgzW9+M/v27WNiYoJrr72Wr3zlK0xPTzM9Pc2f//mfc/nll7Nz586VHOIp2AQXJ3wOx1yiyHYcEVfm+LiiXreF34ZWSzE1JRabuDdF7IpFQxBIUsv0NDz7rNTt2d6adq67zZtF4Hbvlrq1MBSL7vhx+OY3uyJ3+DCd41hrzoqm1t2YmO93BdCK4VKhddc9alujVatiidpyC5BjFovdkgpbGG9Mdwb4YlHGt2vX2pjqaC2wYi3LjDEL3k38xm/8Bj//8z/Pv/k3/+a026wkv/Zrv8bP//zPc9111630UByOFceWDezbp9i/X3HwoGZ6WuJ10jPTMDNjqNV0lr5v8H2F7xvabUWzKZZdrdad505rsXb6+mDzZsPoaMpP/ETA0JCI6/i4iNzhw7JYa85mXOZjc/MvH0kytz5uKbBZl0HQzRjt6xPLrVKZK1Z2W2vZ2W1tc2vbozOKxArculXieqOjslzsCMsablcGq7FlmVKKL33pSzzyyCNceumljIyMcPXVV/Od73yHa665Bji9OK4krqTB4RCxOXgQfvxjj/37FcePGxoN1Zl3rl4XC6/VUqSp6ghOq2Xdmyor0ladlmLVKgwMmE4GY7UKWidMTsL3vidid/y4xAJtiYEt9M5jm0Pb4valxM7kYCesLZdFuKxF5/vd7i12Joi8i9O6LwsF2Y9N+AmCbnzR9v/csqWbzWnn9nMsDSsifDY5ZGxsjCeeeIKZmRmiKOKTn/wk119/fae12GrsCu6Ez7FRqdclC/LJJzX79ikOHoRaTXUsLDsFUL2uOun9cSyPtkTBmO5sCKWSLAMDYv3YVmGzs4pHH7UtvfxOAko3A1SOF8fdrid2NvWlxDaytu7Knp5uaURfX7fNmLXU7OWqXO6KXRDIdnEsFumJE2Kxpqm8b0subCZqXx9ccYU8BkG33dpK3f+vNsNjqVgVszOMjY1x9OhRWq0WV155JYODgxfjsOfFJz7xCQ4cOMBv/MZvrPRQHI5lx1okTz4piSb79klSSqMhF3elII4N9brqNIW2BdvWpWhFTgRE4nni/jOAotmUmJztxJIv+LaiFsd6jiW31FgXZKHQjcENDHQL3fMCa0XOCqPNAA3D7na2s4xNyrGWcKnUtea2bYPLLpNH6yq1ll8ci4AuV1H6YvF9fy1nsK8+V+fY2Bi1Wo3du3czOjpKkiQ8+uijDA4OrkoXp2VoaGhZusI4HKuFVkvciU8+qXj8cYndHTvWTVSxfTNrNZicNDSb4ra0nUmsVVepdK0fsDMhqE6vzShSHZGDrrBY0VsOgQMZvxWqUkmszby7UsS8+13iuCuKdvYG3+8Kv7Vo7QwP1hK1ojky0o3T2XnzbB9RayXb7x/H3VjhakhkWa3X4QvlogufFbXHHnuMD3zgA/zKr/wKhw8f5p/+6Z/YtGkTN910E2martq7jKGhIU6cOLHSw3A4lpQokgv3j3+sePxxeOYZzbFjqtOM2YqdTfW3PStBdTIvrVvPlgjYIu+81WOtQCtqto/lcokcdF2VeZGzfT2VmivYVnh6ek51V9qZ3K3I2SQUa6lVKiJytsB8+3ax7mxpgrUWLWnatfTyblLH8rNiFt/g4CDHjh3jxIkTlEol3vCGN3DVVVcBLKnoffGLX+Ttb387SZLwlre8hdtvv/2C9jc0NMTJkyeXaHQOx8rRbkurrqeeUjz1FDz1lNcp8LZCFQTyaPtO2gJum4hhBbHdFsvHNl62SSc2ycNe9JcjFpfHWmblslhv1pKzImfHYsdjrT7Pk894Xrc7i7VMbf2frfuzPUK3bZO2YZdcIiI3PCz7KJW652j+2IJg7iSy7bZks9pzYq3K1cJ6tfhWLMY3NTXFj370o2UtC0iShCuvvJL777+fbdu2cc0113D33Xd3BPZcMcawd+9e3vjGN/L7v//79Pb28lM/9VNLPGqHY/loNiUb80c/Ujz1lGbvXklSmZ4WK87OLG5nMm825f1Wq5uhqFRXRKyY2Yt8fsqdpeXURDff7xaDVypiXfX0zK2RywtdoSDbe17XktO6W8dnZ27Pi5zvdxth27jc9u2SlFKtyj5hrsjlY3/WkrO1hHYGdZBzaIvm84+rSWvCMBXsbUcAACAASURBVFzL4rf6Ynx9fX1cd911JEkypz/nUp7khx56iCuuuILLLrsMgFtvvZV77733nIXv3e9+N1/4whdQSjEwMMAzzzzDF77wBV7xilc44XOsauJYsiOffRYef1zx5JPSFHp8XMTO9rm0vdfthd9abTamZ/8t8/PDLUe5wOmwsbVyWcRteLhbA2fHY0U4irqzGdjMSGtpWUG3maLWMrVtyuyM6bZ+7tJLu7M6FItyrLzIKbWwyNnzmBc525rMukZXWVOqBVnDondGVrQy0RizrLG8Q4cOsT3XzXXbtm18+9vfPuf9vOc97+H3f//3O6+vvvpq3ve+9y3JGB2OpcC6EFstqXU7cgR++EPFE08oDhzQHD8utW/5TEObVGLjbtZayyew5CeAvVjYEgKJySX092uqVREl6FqUVmCsyFkL0AqKjclNT3ebSed7cfb3i4DmLbn+/m4Rut2HJS9yFuuuzIuc7dpSqXTdltYd3GrZ+sTlPYdLwXoVPVhh4VvuE7uQG/d8jrnQZ1Zz5qljfWDFzC7WXWYfowhOnFCMjclMA88+K67Lo0fFyrMWzUITns5PtFjo2PnH5cJaZLaEoK/PUK0qKhVZn6aaNFWdWdBtkoqN5dmCcZskc/Lk3IlerRhakdu0qZt4kp+Mdv75OJPI5RtV50XOuoFtOYOdld3iebLtxb6RcJzKmu1Fsxi2bdvGgQMHOq8PHjzI6OjoBe+3XC5Tr9ep2P9Oh+Ms2DiTFTFbq5VfxD0mZQOzs90OJbOzqjNlzsmTiqkp1ZlKx84Knm/XlU8gyRd8ryTSk7Obqt/bK0LX398VHhEf1Rm/FRXbIcXGHq3wW5Gz8/TZVmfDw5JduWmTTNpqJ6G12ZX2b5AnDOcmlZxJ5GzGJ3RFrl6fu08bs8u7NdeClZdnPd/Yr2vhu+aaa3jqqad49tlnueSSS/jUpz7FJz/5yQver+3e4oRv45HvEpJ3ueWtMfu8XhcRs6JlX+fFql6Xtl7d2raugNnOJ/lZvO1i3Xh2HKsJm6RhO7NUq93elGKhdXt5KiXfp1TqWllhaPA8SFNFFCW0Wn6nRZn9jG0ZtnVrt4TAztJgZzewdXL5OJsV4LwI2ZuOhawz6/KEuYXp8xNUrKjbJR8TtQJaLq+uxJWNzLoWPt/3+cAHPsDP/MzPkCQJv/zLv8xP/uRPXvB+rfBtv5izQTqWjLx4WZeYvcPPuxIlpb3bQFlETGWC1V2slWYLsvPZgTZ5wu4/n9KfdzlaAbPP7YV4OZoqLwX2gm8TR6zI2eQTsaAkHGDHbmvmCgWVdUoxmXtQdb6zCJzqWIBKeRSL3YlZN23qxuRGRrrF4CKU3fFZCzAvQtC9kchbwdY6y4uhPe/N5tx9WremdYPOL+mwn7HP82JqXbNrBWfxrWFuuukmbrrppiXdp+vXuTpYyG2YryGzQtZsqk4mn6Ttq057LGuJ2a4iVrisBWZT2+0x7PO8YEHXxZgvhs67N5Pk1I4g+a4dqxV7gbclAN3WY13B830RuHyMS2vwPJWLlck2NhNUJnZVnQQaa2H19IjIDQzIvHybN8ds2+YxNKQ78bj512M7PphbamEtOYttM2b3YY9tyxnmi6G1Wq0VZ4vY7W+tXu8+nx8ftMfJlzaspvq8jc66F77lwAnf8pAXGOvys4kK4v7rug6npkS8bKbi1JTqFFnXaiqzxLruQyuE9hhWvGwMzL7Oi1W+0Dmfxg+nvr+WsVmQ+X6VNiMx36Q5P5+dFR8RGdV5bdfbsoHueVSd4m9bhtDTIwI3OGjYutWwaZPJpvORXp5hCO12SqEQnCJu9tH+HfJlFfl6Q/vd8lZZXuDyccR8WULehd1o5OcQnHucfCzPiuVasurOhLP4HHNwwrd47IXJxqysG8g+NhoiUlNT0h5rclIe7USi9bokdljr63Qilrf+8gKWF7e8exEuXg3aasBaVXZqHBuHs9aZFb35lpMVkFZr7iSuVkjs9vnCditapZKN7Rn6+8WCGxoyDA0p+vpEbIrFbk9KY2wtr8mNwaC1mWMty7bdceS/Y74rSh5bjG5jifa75YXTljvMTwayomtLJuziLLi1ixO+82B4eHhOtuhGxiZZ2HZW1lXYanUFbWJCCqZPnhRBO3lybtwsn9CRTxrJW1nzu4TMF7TVkLm4GsgLT6FgXY6yzvbQtOfLdmOxKfZW3Oycc/a5FU272BIE2xqspwf6+tLOjAb9/WK52cJv6yaU8SnAdMRHKdURKRunSxI1p2G1MXMtt7xwQfc3kH8vb5nmSwxarVPPWX6mBdvZxQrberHezgdn8TnmsJEsPtsJo14Xl6J1H4qlpjh5UurGjh+Xvo8TEzI9jc1ctIKWj4/B3MQOK2D5TiDzXVLnQv7CON9FuRIF2cuFda/lXZD59+x3ttPo2BsKK3Y2CcV+ztbTWcuoWMwLm6FSMZTLhmq1+3612rUU8+fWmK7w5P+uMqZ88srCn7HfSWZk15jUdCzB+dtorfA0c8w/+/uy4m2FzC72fTtux8bCCd95MDw8vO6EL0278TKb+NFoKGZmxGI7cgQOH4bjxxUnTxqmp2V9rTa380fe+spnK85PRFlss2J7QbcXc2t9wFwBs1PB5Pe9kCtztYte3mrJn0trydmLdv7CbS/sefeddWXmMw+DQBJHentNJ0lFJoI19PWZTp1bpdK1GPPp/CJUohJWfKLIdDIf867GvEVnXwN4OkWRoonROgETo1WCUgmeSvCSVF7rFE+l+KZFWRfwlO64PLXXTaTRnkYr0H4B3TM659w4QbswnMXnmMNatviMIXNBdl2NtZpiakraWh04AEePSod+G3OzmY22d6Mx3Tv2vLDlMx/ziSHzu4DkXWf5i7N1idmYjxXSvBs0n+qf32e+XdSZRDVvBdquH0uZWWkFxopQPg6U78KSd81ZkYK5Wan2/OTngssnbdhzZbeRhs2G3l6TfVaSRGwSSV+fyomb6SR0yLjVKcJlRcR+Dzm2OcWd2BEhDVoZNG2UaeGpFpo2mghPt1EmxlMJSqUoEpQyKFIUpnN8lBKB0yqL68UUS+WstaG4ScEONJdlE1agYJzaORaFE77zYHBwcE1MTWStuHwHkJMnNdPT0qF/bAzGxw0nTkg3kHwG5PwEEeiKj3Vd5V9bAclfFOfXeeVjT/YztjDbpoZHkYw3L2z5WE5eLK1Fl3fr5a1Bk7sOWlefda3lv5edesfzuu9ZYZpvIdoLvBVqKzw2RT5flA3drFQ7RY+1vsIQSkURilaWrWrjT77XbaVVCAxBqPD9lGIxpScTtv6+lL4+SRoZHIypVg1BAHGkaCeKYsFQLqf09orI+R4UCoZSSdyVnodYSpnIWJehfD+F9mzjeHlUuvtcvihgmpBG2dJCZYuctBSM9a1qTLYoPFAeqDB7tC1NFKjskZz6RhGqWDq17YkxiAjaO7A2NA/TEcVgALzCufy7OObhLD7HHMIwpG2vbKuIOBZrTcROMTGhmZoSgdu/H44dE5Gbmel2Bcm3iIJuXVM+nTs/1Uz+4p4XIRsPkouq6lggViDt9DbT03M7/9usQitw1gKyVkb+NOdr4ezx86n1NkkjP0Zr4Vlhyx/Lil8+u8+eA63B03IttkIXhoZCwVAIUnzPkBhDkkKznn2ntiZJtQiyUaRJijIadEypYAh8Q7GYYlA0GprZGUWaeKQmJfBSeodiBgciBnsjyqWUYsFQKSf09iQMb4rYMtRi0+aYnlJCGEAQQjvWtFo+rVijlSLsM/T2plTLKYWSxvNV9rcx+L4Hno9YSl6mL2ru0rnWGdGVNM2ErZktLVQSodIo2yYGk2K0j1EhRnmgfdBF0BUICvJahSgdYJQ9ts7GkX+0lpwdhMKoCIp2GncrduTEdf5jtiiXcnkhrGfRAyd864o4hgce8Hj8cbHkJB7XFbl2Wy3oCcoXe+drlay7TaluMa7t0FGpmMx6E5Ezxk73ItbLiRNdaydvkVlxs70Xrajkhda6TG2Ci70+B16K8lKKYYrnpZjU4AdKLtnGkCoj12GjMBrSWC7eRgPaYJTBw2BSQ2pyiRI6JdAGP4gxpKjYoPwEXxkCPyII5MKaGJ+46VOf9YnaHknqEycKg0KZzAVnUoo+eF6MHxrCIKYQpqQYojigNlskTnw8rejviemrNtg6MMvgQJNK2eAFmiDQ9Pe2GOyL2LK5xWBfQqFoMMonNZp226ceecRTPspL8f2IoWpMT7lNTyXB8wzFQkKpkBCGNj0SWQCUjBk0aA/wRJAMYNpywlMREEUKJieI2scoHxOUs88HoMPuHykvqMpjjsiaGIUvx7YCqIMzipTJxjtXEOc+dSw9TvgcC+J5HnEc46+ifOdCAR55JOXBB71TRM5eO2xNnXUrzrd08h0rZDFUKopSqevOSxLDzIxkb46Pd0sSYG6sLfChEBoCP8H3EjwvJU0N7RY0I0U7UiQxpEZhUoNWKVqneDqh6LXx/JjAxOigjWfADwxpYkhSjVEKRYpJFImBJPXQaUKSepCC9gyeMSiVZLaMQXtyPK0TtAKPhJQ0c3EqVKrRKkGHCk2KSSFqeTQaPmmiSWKF8iBVbSAmVHVCL0Yrg+8rFApft/H9Nr6XYoyinYbU6mWSVKFVm4HSFAM902zun6S3p0aYaUapGNFfrbGpb5qR/hq91SZhALEp0TpeohEXUX5IYkI8XxMUFAOlhGoFqr3gBQHFckixqAiKAcYvASGJVwS/KC5FpYHsTiZpQFKHeBaV1FHxDDqpiXVnYgwmO8ceSvnghRhVlv16RRErv4TxeyGsgi6A8rMl++GZzN3ZWWIwCcrEEOd6gaEx2s8ENMweFel66A7gWJWsnqv2GsPG+UZGRlZ6KB2Ugle+0vCd70jyiq1dyhd827hYPrnEZvL19IjI2dZU0I25HT9uqM1CbdaQJIY0FqtJq5RAJ5TDFqHXIvQaaC9GGUPc9mlFAa1GgZnYyzxRHkaleMQoHVPx2wReROC3CLw2nheLEKW+TEmjRJS0TiVklIh1kLR9DB5pKrEfRQoqJdQtvCAlNQnaiM9SYTAKNIYwVMjlNItzJVIgrXWKSlKxFNsBTQKSNCBJwQOUl1IKWmBSvNCgSUlSja9TPCVi6umYNNUkxqcWlUliheel9FcmqZZmGKlOUCm3KYRtAi+ht1xjsGeKwb6TDPRMUfKa+J6i1ioyOV7I8jiaaO8EngcFP6Kn3KCv0KDck1IMEkIfijH4KJjxYKYg7kVC8AJIlQTzMuvOkAIKpUMRMVXEBD0Yv5+kvAOCQfB6sm0BMtFKRBAljteAeBbaU2h1AAykKhT3pl8CvxcT9IhA6oJYdYSZ8GZWnMncpGkbTIRKY9ln9tcUofZRxkevtWkN1gHO4ltn3HHHHXzkIx/pCNadd955Xr08bWbnahI+gJtvhs9+NuErX/E6SSj5ouRqFcolqFYSyj0J5VKbUhih4og4jpiabHPsiMdM3aNRzy7+iW1LlRJ6ERU/IizVCbw6gU6JE00Ul2g1Q6biAu2klGV+atAGjzah16JUauB7TXEf+m18laI8LQJntAgpmRVKgiGlHSuSRCydxASAmKcqNWLVeRFaJ/iJAR/iRJHi4WmNVinGJCiddQJBkRgROl8bUoO4QI0mTgokiS+xQFI8FVMI6xLnUwZtIMLDo9tfshi0MZ7BJIY0LtJMC1JKEMT0FqboG5qlv1KjXGpTLrQphA0Gq1P0VRoMVCepFCI8nRLFRerRCLOJxng+gR8TBhG+n9BXqdFTqNNbrlMu1Qn9JgU/IvBaXYs+TiEyInKk4OWyH00uJTPRqCzehvZQKgQDqlMr4onFpkPwC0AR4xVQXgnjhV0RUzqz4NqQZiUJaYRKk+y4WUKLLoNXgUIfxuvDBFXwy+CVQAcYFWSu0gCDB7osn08TlElQSRMVx9BsiahaIV3nF2XH8qMWmqw1xyqvejp37rjjDnp6enjHO95xTp9rtVo88sgjHD16lKNHj/LRj36ULVu24Hke//t//2/K5fIyjfjc+fKX4W1vk3uachmqVUMprNPrHaDijePrFkk7YXY2YLJRptboYaZRJDIl0liT4qOUIfBahF6b0G9QCGoEPrQiTZyUacYhcRISJT4GH5OA9sSSC/w2Ydgm0HUKfpvAa+F5KUp5pHgS7zNZIrvJlkQTGY8kDojTgDhVYDyxTzpilaJVBCom8DVKJaSJj7jvJKbn+Slx4pEqhUpA+wplxMbTOpVMTYAsxpUag9IQ6Da+jlHKQ6uEONUkqRzf12BShQECX+ozlIHIeJJkowyeiimXG1SLsvT0zNBTaFEp1qmWavSV6xQLbZRR4ClSE9JOQzxlKIZtAj+hXGhRrTSolCP6ehpUSjFh2Cb0YgLP9gfTmDRB0QaVQJKKUKR1sZ5iG8yznQJiUGnn+0rih+rG7ZSfxdusWJJt16lPAIIsC7MgyTF+FeMVMV5ZxMgrorxQrDQ5KKQRKmmKOJIFjlUomZa6TBpUQAWoTMyMCsGz6wvgFUlTjzhNKZcz94PyRJSDHrFK/aqMxyWyLDm+72clJGua094hbTiL73yZnp7mL/7iL9i8eTObN2/m0ksv5aqrruLmm2+mUFhdadM//dPw9rfH/NM/+YQhxHGb1qEnmZmoc6Reot4aoh730I4DUuODMvgqoeA38ctNin6d0EtpxT5xGtCMi8w0+0gSTUIAqUH7Bi8Vy6QYzlBQEX7QItAROpD4Wqo8iY2lBZIY4tTLMjk1SaJJTZG28WjHHuCTxgrti9WndRvtxxRJ8MMElSLHVwEKnyj2SNPs4myQCzUpSWpQ2hDoNLsepoBBa4UxHgYtdWTGZGKc2ShJQDspZEaTxmjwVYpHG6MNvk5I04DEaJQGT6X0+BHlQp3eco3e0iw9xTo9pSbFQpNi2CLQbTxPQWpoRUWiuEgpbFDyIqrlGr3FKXrKTXqKs/SWG5QKbQJPEYQGT7WzcgAFeBAnWLejMjYoSxZUtWpuZJskEVGMY3lNnC1J53yAjZ+lQL6MQOce7YI8er58VCuU8qU0QWdCpYtizfklSYDxK7IkoVh4ShKNVLsBqoGOTmIygSOoSCzRCzNRTmX7VOOnBlpluhmffpaZakWwAn6vPIYjMgadT6rRc+OODgcbVPg+8IEP8Nd//de85CUv4U/+5E8YGBg462dGRkb40Ic+1HltE1t27969nEM9b37t12ByMuaee3xqtZC4sZukHWNMjK9i/KBNpTBL6DfxSABFOwlptos0WlWizJIyJuurSEzotSkHNQpeRBA0KWiD9tuSnGIUSerTTsskTYWJpW4rMZp24tOOQ+LUJ0nlYpoahaeMhJ5UQqAjAj9FeYaC18YoTRp7tFVIs6Gz5BBxV5qs8NnTCYoET6d4vhbLh5QUiGOxBJRKMakCneApEbA4lRhGEvskWTcSpVICk8pFXbfxtAfKYAjQxoCXUgzaVIotyqVZymGLYhBTLEQEQULRa1EstvGUohB4FEoBRS+lFDbor8zQ21Onp9SgUqhRLc1SKTTwdUzgx2hrnZGKhZakEv+y5QKxXZ9/zItamlsyIcxbbx1RyyeL6Ny6XE0cOrePLBkG5L0k20+a/7w9Tpa5qTwwHkqL4CilJNZoXagEWamDh9Jyw2O0n1lwRUxQxXiVbCmSqqxwXdkC0WxfaQuiaWgdA78i68PBTHgL4PdA0Je9PyDbOBbNeo/xrUtX56te9SqOHDlyyvvvfe97eelLX8rw8DBKKf7bf/tvHD58mL/4i78452N88pOf5Mc//jFvf/vbl2LIy8LRo/CzP+sxM6PwVRvfTOLFJ1EqJk5DWrFHkgak+Fk9mcqsmRhNm1IhItBttI4o+Im0BDMAYskZ4xGnmrYR6yuJs5igyeJ2qWyTIhmUyjN4Wi7qBT9GeTEqlWQTpXyM0aRKQ6qyy7Hc5SsiFAZPGVKyYmqjxFuXxduUqKLE44jxdSKZmgr5jNISjjJgtEKbFLRBmxTPUxgSMKC9GBKF9gyFMCH0Ikphg2LYoFxsU/ATSmGdnkqDnlKDHr9Bpdygp1SjrzTLQLVGb2WGSrFJpdSkp1iXc+9HEms00qlE6jfa3SQPDCJituYgBqLc66XEitk8i64jZPMFMrM65zzmxdXk9jM/E1OJBWZyJQnKlkdkr43J3Ju2+4CXZaKWwSuji/1QqEJQFXepX4VwCIpD3UzSNHOrKj8TvgoE/VJD6GXWqC5CYXApTuC6JwiC9ZBUtLFcnQ888MCitnvrW9/Ka17zmvM6xtDQEN/97nfP67MXi82b4YMfTPif/9Pjke8H1Fu9qLZPnGjpgqLEfebphMBvUPASPNWWi79SpKmmnWjSuJephk+SeiSpR5x4JImHwcOkRmJ8aDpuRaXQuX1rZcC0UYnUwilC6q0iiZF6MmOkFEApg0kTUFJlZhRoZVCqKJdkhcTIfINODcqTynSx6kB5ClJNajw8bfcL+CI0RilCT+r48DQKCHVKqlJCnVIsRBT8iHKpRX/PDD2lBtWwSX91guG+kwxVJ+krz9BXnKJamqKvUqNcqFEOaoRBW76zLfruxNhsp+i8oOUttpW4t5xvQZ6OvPVnxS3vBg1yry1ebtvseZpZooZcqQMSezTZtklLEnFUFodMpiE1cmdTL4gQeuVO1ijlS2TRobz2yuIC9bK6wGQW4ppYiH5FxLB8yQWfuY3Cerf41qXwnYnDhw+zdetWAD73uc/xvOc977z2s1b6dV5/PUxNJfzu7/q0ohBDgl/IXH2JodlUpK2UlJQEjYcmmWMJzO2k0b0QWqyLje46A9oEpASQdi+KOmclmM5nDUYib/hKoXTavUbGImqS7alQXiqX4iQbQSSTmxqk7RZJgmdS0AlpatBehK9ScSeqlGIYEXhtikFET7lGb3GWvsoUw30TDPVOMlKdYLjnBEPVSQZ7Z+gvi/UW+Nn5MDlXojHZKTIyIGxBZAq06MbVTO5xrZH/u8KpQpmvxcvib53n0BU/uxi5ezFWUHO/M+WByTJGVXYsnSXleMXMnZn1lksNtGegdgSCIoRN8IdBVSCakn2rrB2PX4K43o1DmkTcoGH/Up0kxxpkwwnfO9/5Tr7//e+jlGLnzp18+MMfPq/9rBXhA/iZnwGIufdezUPfLnL0mGZmeqEtjS0WWHBdN4ZE7lEcmd0Ln5U0awGCtWzSTDQ8idSRSRYgJQRaSWmBUuLWxDOST6EMyiSE2mA8g0ZckJ6fUvBitBcT+jGFIKZUbFHyG5SLDarlFtXiDEPVkwz1H2dL7xQjfeMM9EwzUJmkWpymFEZiqVk/KGmm71bQVa6Ldf772Acrdlbc1qLALQWGxbtls7ZpQDfbNEC6C1Qlk9T4GE9LlmfQB7pHOiIYIOgFEkhnITHQqIHfhFjqEiXrsyRL0C8xPlKIJ8G0QJ8Q16grkdiwrMsY38Vgenqan/u5n+O+++5b6aEsmkOH4MMfVnz2sx7j43Smk1kY+6eff0GY/34+MSKZs01WMCBdUzAolUpTZC/GV0a6pGiDr9tozxCoSGrY/ITQz8oivIQgkMSQUhhRCetUShGVQp1qpU5PoU5/zxSD1Vl6yzMM9MzQW56hUmxTCNoEfixxRaAjXLYPWseQySw2Y12UNu62UBJJG/dvsZwooIgUvJeg0IcOe6G4Cfx+8HpF2DQiisrrulKz+fpIs9+h9mQbvxcKm6EwDNUruzFGa6mjsjKKTAjVmo9tXRBKKUI7Rcra5rR3M074zhNjDC960Yv42te+ttJDOScaDbjrLsU3vqH4/vc1hw/PF8C8JWcFQwFJJmApWslcaZ6XEnhJ1pIsRuk2gRJrLAxahAXJdgz8lFKxia8jSr6sKwYtimGLYtikHNQlVlZs0lOoUS7UqRZnKRcblMMmxaBFGDQoF1oU/RZhGBN4bbSKs6b91v2a/50vFD/Lfzdyz/MJHcm89RcT6/rLuwf97vudRs7Z5kZnAg0L33zMt0TzmZ/zk1hWK2U0lSy2l/UFLfSJAJa2Q1AGvKxQvl/WGwUqa1XklRCXrJLEF78XCkPQswsIsnKKMiTNTAiRfXjFLPt0wznFnPDhhO+MXH311WtO+ECuB9PTcPfdmm9+U/PjH8vce74PhTCh1P4xoT5BMWhQLUpdWk9Yp1Ro0FOsUSy2KQUR5WKNUigtuAqFNuWwQcFvE4Yxod+moCMKYZvQTwiCmMBPCFRMELalBEHHku2pQKwsk7PGMpdj3krLGid3L+AiyHPJX9znC1x8mnXLSQEodeNUugqFASgMkvp94PVDYQhT6Md4PVk6folO82dta9GyWj0jrdmk1Vcsiy0WTxvQbqHSJiR1VFyHNHuMamDqEDekT2dal4t92swK37PphcgKzucIJxf5nM2niKYIqier3SuIheZlbdn8fnGHlrbKuQurco7QmThWs/hgVszvlyQZRmUWYWEkc3dKSYxkiNo5r/xOkb6UY6x/tNYEdqLGtc3Gyuq8mEid29qKD3geDAzAf/gPKbfckhLH3XnyggD8E4cp/ODX0KYBQDb/AJ2CaZWLz8zJfck6fliUkQsHmZjZedw6qexZgoO9qOennkm97LYr205ntQv2AmyQJIesDKFr4dl6tXbucbnu3zQQIkXVFalFK/SCP4QpbcYUNkFpG2nxkszVNpjFn7Km0Tqbf2kJMKd5DnTaipG05KIeNyUJJJ2FaAqV1FDRBLSnoD0J0SQqnkK1p6Bdk+SQtCVL0pY4Wccyzi+5lmVLSpOUNpg2OumDMEDigoZOaUY8C40jEPZBWAavKi3QggHww25j7VT6rZImdDraNI/Kb1d3u8bIXH4quymYlUVpFxdcJzjhuwB6enqYnZ2lWq2u9FDOC5k/b4EV4Yvxxn4KdeIbcpGwYib1BYgwWZdbrn4rze6yVWaZpYBpZu8xV8g6i7Xa5scMs312hCyfXDP/RC3YpQAAIABJREFU+UKvl4K827GQJU5kFlswhCltxZRGMcVLMZVRKGyRdX45E7VVYiFkUw/Jxbz3lNWdM2aTe9K2WH9pmzSahfYsNI+josPQPIZpnEAnk6hkBtWehvYMKq2j4pp8Nmto3RVDazla6zEvlvOx5yyfRGWfR6QcQzem6MQBg7Iku4SV7JgeqHEImlDaIiUOOiua90uImCVgomyGikYW4826wfjFzMr2Ja5YGMp+y62uhZxkWaKFofP/m6xi1tqN/PnghO8CsJmda1X4TktQINn5NvyTP4A4P9N8JmZkd9omyUQxb7VkrxWZxUcmiFYos1qFOany8wVr/kVv/kUyL5p51+a5YE1VW4/mA9kdfzgglllhM2lpCxS2YirbMcWtUNwisaQ1HAOy0/3YMMf8RxH6EkYVUcVe0ZjqlVmHG7kopsagTIQyTVRcx8Qz6PYkRCegdhjiY6jmhGRStqezKZCa0LZiY12rWVawDuVPkWaNr+f8PrT8lozNGAZQaBVDWpOJH5NZiI6DdwhqRXFxtiel7KH3sqxtmi9/Lx1mBe592SFSsWLjBpCINW4SaJ2UseqCuEbDgczlHi3fH8dxUVh7/7WrCCt8O3bsWOmhLD3D15FsuQnv+P1Z0D9zD3WmqUm7AqZMto215uJuvM72gjTWepvf8SP/fP66/KO9C51fUjG/9Vbeosx6NuIBdnaBorglA0lyMMURTHETFLZgisOYwhYobIIwS4nXhTUhbvm564wxHRFL0/SMd/B5MbOdOrTWcz5z+g4eBeD0N30mTcS92p4U12p7CtonITqJao2LKLUmIJ4WgYxnJQ6XZHFH05LXaZzdZOXc4F5I6vlo7YGqinvTJICW7VtTIrKNg9A4IJZ62C9WeTgg7c7C/swazrI6g/6s60uxa/W2p+SnVBjKskizbdcxzuJznJHh4WFOnDix0sNYHnwf85zfJK1sQjWPZ3fpmZuHCJKWzKFmu+9bUUwSoJ0lotiyAJuUkrm6OkkqOeEzNonFvpW38DIxs1Pn4HXjh9ouQSZSJdByN2/CTZhinxQsZ+7JNBiUdldBNXNrFbpJJKuQhayzcxEzO1GyFa/5Ires6GyqoaAM5dE5q4wxYvUltcwarIsIRuOo1nFoTUN7QoQynhGhak+JhRc1RZSSlvzs/Ba6WcjKHEIolKStmV8UEawfAXVUEmFKRyEYEddoemmWCBMiN2cNUDVoKyhfKmJn46JmIbesY63ihO8CWEtF7OdFeQvp9jeh2pNZckNbZs/OYjgmaaLiltyZmwiSCJO0ZPaANEuAsNmHaSTTA2V9KU0iIqhsokre2tNZ6rntrq/FYjOqAH6AscXJOpQLa9gjs4MHPVlz4kpO0LLpclaRsJ3d1bgwVtA8z+s8X8hiWxMoJXP++QVgbv9Mk6aZsNUluSazFFXzmLgfoyPQPAbRCUw0gYpmSE0T3Z6ShKemD8FkFvsbEkEMy5JRq1Joj4uAxi0RZV2CylYpkVCe3Ej5dsqlkh3UxT9HK4Sz+BxnZF1bfJbSVkxJWrxhDMZab7aswIpZmqXAd4ROZk5gzva5kgUrcp1/MhsXlKmDulPKeNiJU0HLRck2Ju5MP7Py/6inE7PldTWuU3SWPenbptLbgeyc2qxU6zZtjmPqR0gbY9A4CtERtLUSm2MQHQZCaWgdbpEYbdAnM82Xh7PElQia45COixCWLpHfsfUowIYval9vOOG7AIaGhnj66adXehgXD6UQN+PirKf1UAS6pl2N6w2luq3ICgPATnk/jaFdI2pOoqIT+MlxvNYxqO2D2rNiHbanofUvMPMjSWyp7IDocihvzZKZBqXoXQXiBm8dF5FcA/HdpcZZfOuIT3/609xxxx38y7/8Cw899BAveclLOuv+8A//kI997GN4nsef/dmf8TPS3PKsrHtX5zplITE7m5sRuoJmxWxNuxrXE9pHF/rQhT7SdDvtJCEhxSdCJ9NQPwz1gzD7DNQzIWwekSzQkwWx/HquhPIV0Lc9c49riE6Ku9XW7W1AEVyvbJi/5POe9zzuuece3va2t815//HHH+dTn/oUP/zhDxkbG+NVr3oVTz75JJ53eqsmSRKOHz/O8ePHefzxx/nkJz/JVVddxQtf+MLl/hqO03AhcTOY617c8K7GNYz9W6WpopUW8MOteKVt6OFrsyzNSWgcg5kfQ2Mf1PZCPAWTj8rzqUeg93IoboPyJnHbJw0RQq+UNbxe3ziLbx3x3Oc+d8H37733Xm699VYKhQK7du3iiiuu4KGHHuJlL3vZgtu/853v5Ctf+QojIyP09fWxf/9+Tp48eUahdJwfZ0rRh9P/g54ubpb/jBOz9YvWGq01aZqSJAlpmsrEql4BvM1Q3AwDz5c4XnQSWjPQPCxJL62j0BqHxiGYrXbjgdUrpQvMOmcjiB5sIOE7HYcOHeKlL31p5/W2bds4dOjQabf/H//jf3Sex3HMddddx6//+q8v6xjXG87V6LgYdK2/lFarhe/7eJ7X/Z3oQLqzFDdB3+XynjHi3qwfkrhg84CIovZOKclYjzjhW4O86lWv4siRI6e8/973vpfXvva1C35moQvuYv/4vu/PsUo2MkvlanRi5lhKTmv9ne53pZQkv/ReKa/Ni6VlW1IXoXSsC9aV8D3wwAPn/Jlt27Zx4MCBzuuDBw8yOrr+7+wWg3M1OtYLZ7X+TodSUuR+hg416wln8W0Qbr75Zm677TZ++7d/m7GxMZ566imuvfbaRX8+CAKiKFpT81edb4q+fXSuRsda5JytP8f/b+/O46KstweOfx4YdgXBZBEwNctEyd2oNDUrwxRLwQUTkqy07NJyDW/ezK6alklqeYsszbRc6iVJZmZo5DWXLmm3/GmpKaksCgKKCDPDzPP7o2YCQUWZjeG8Xy9esozPcwbBM+d7vovTajKJLz09naeeeorCwkLuv/9+unXrxldffUXnzp0ZNWoUERERaDQalixZclUTVQICAigpKSEoKMiK0V+Z7AYiRP1cXP25urqi0WjkZ52mU/HJQbQNNG7cOJKTky85a7QhLLHx8MUJTBKaEH8xVX8A7u7uTf73wjQE7CTkIFpruZZF7LIbiBCOQaq/mppKxSeJr4FMia++Q40Xn9guQ41C2NfFvT+dToebm5szVT7iIpL4Gig3N5fs7GwGDx5cY3hRNh4WonGpXv3pdLomWf01lYpPenwNVFFRQXJyMlqtlkWLFjWq2Z1CiLpV7/01perP3d3dmZLfJZ9I03kpYyVeXl6kpaXRvXt3RowYIZtWC+EEXFxczO0HnU6HTqeTzSqciAx1NlBZWRk7d+7E39+fNm3a0KNHD3r27Imrqyvr1q2zd3hCiGvU1Hp/1Vs0zk4qvgYqLS0lKyuL0tJSoqOjmTt3LseOHWPChAn2Dk0IYQEuLi64ublJ9edEpMdnBfn5+cTGxpKQkMD48ePtHY4QwkKcufdnSvBO5JLlqyQ+K7lw4QIJCQm0a9eOl156qUnNDBPC2RkMBgwGg1PN/GxKia/x/2s5KG9vb9atW4dGo2H8+PFcuHDB3iEJISzElPBMSx9MVWBj1lT6eyCJz6pcXFyYO3cuMTExDBs2jPz8fHuHJISwEFOF5Orqil6vl95fIyJDnTaSlZVFcnIyaWlp3HLLLfYORwhhQUaj0fxW7yOPHIyT7dMJ0uNzDIcPH2b06NFMnz6d6Ohoe4cjhLAw0+QXRVEa3ZFHkvj+IonPwoqLi4mLi+O+++7jiSeeaFLj6kI0BY21+mtsiboeZHLL1SgtLSU2Npabb76ZTp06sWvXLotdOyAggE2bNvHjjz+SmJhIZmYma9euveK5eUKIxsHFxQWNRoNGo8FgMKDX66X352Bk55Y6JCcnc9999/Hpp5+i0+ksNiPzyJEjjBo1CgB/f3+Ki4v529/+RkJCAlVVVc42lViIJu3iI48cvfprSqNPMtR5kXPnztG1a1eOHj1qkx+E9evX88orr7BixQratWtn9fsJIWyvMfT+nGyDapChzvo7evQorVq1YsKECXTv3p2JEydSXl5utfuNGDGCd955h/j4eHbv3m21+wgh7Me06TWAVqt1yKUPTpb0LksS30WqqqrYu3cvkydPZt++ffj4+DBv3jyr3rNXr1588cUXvPDCC6xdu9aq9xJC2Ef13p9p4bujJL+mlPRAEl8tYWFhhIWFceuttwIQGxvL3r17bXLfzMxM0tPTmTNnjkx2EcJJVT/yyFGqP0l8TVxwcDDh4eH8+uuvAGzdupWIiAib3LtZs2akp6dTUVFBUlISlZWVNrmvEMK26qr+nGHbs8ZCJrfU4ccff2TixInodDrat2/P8uXL8ff3t2kMaWlprFq1ipUrVxIYGGjTewshbKf6uj97bXptuq+TkQXsjdGWLVt4/vnnee+992xWdQoh7MOeRx5J4qtJEp+dHTx4kPj4eGbOnMk999xj73CEEFZWVVVl8+rPCbcrA0l81mMwGOjVqxehoaFs3LjRotfev38/x48f59ChQyxcuJDw8HBatmxJfHw8Q4cOtei9hBCOw9bVX1NLfDK5pYEWLVpEp06drHLttWvXsnPnTjQaDfPmzcPb2xtfX18GDhxolfsJIRyD6cgjRVHQ6XRWn/nZ1GZ1SsXXACdPniQxMZHp06eTmppq8YrvYqqqMmvWLPbs2cOyZcto3ry5Ve8nhLA/W1R/jrqbTANJxWcNTz/9NK+99prNfmAURWHGjBmMHz+eYcOGceLECZvcVwhhP6bqz8XFxWrVX1Or+CTxXaONGzcSGBhIz549bX7vMWPGsGjRIkaNGkV2drbN7y+EsD3TZBdZ99dwMtR5jf7xj3+wcuVKNBoNlZWVnDt3jhEjRrBq1SqbxZCTk0NcXBxPP/00Dz74oM3uK4SwL0tveu2EG1SDzOq0rqysLF5//XWr9/jqcu7cOcaMGUNUVBTPPfecM/7wCiHqYKkDbxVFwd3d3QoR2p30+JyVr68vGRkZnD59mkmTJqHT6ewdkhDCBuTA22snFZ8TWbx4MevXr2flypW0bNnS3uEIIWykIdWfafKME5Khzqbiiy++4MUXX2TZsmXcdNNN9g5HCGFD19L7a4qJT4Y6beTEiRMMHDiQTp060blzZxYtWmTR65eWlpKens7vv/9O7969GTRoEAMGDKBfv34UFBRY9F5CCMd08YG39Rn+bIrzAiTx2YhGo2HBggUcPHiQ3bt3s2TJEg4cOGCx65eVlfHzzz/j5ubGsGHD+PjjjwGYMGECwcHBFruPEMKxSe/vymSo006GDx/OlClTrLrxdEVFBYmJiYSHh/Pyyy87484MQojLqM+RR066TyfIUKdjycnJYd++feZT3q3Fy8uLNWvW4OXlxbhx4ygvL7fq/YQQjuXi6s8RTnt3BJL4bOz8+fOMHDmShQsX4uvra/X7ubi4MHv2bEaMGEFMTAz5+flWv6cQwrGYEqCiKGi12hoJsCn2+GSo04b0ej1Dhw5l8ODBPPvssza///bt23nqqad4++236datm83vL4Swv4s3vfb09HTWNogsZ7A3VVVJTEwkICCAhQsX2i2OI0eOMHr0aKZNm8b9999vtziEELajqiplZWXk5eWRn59PXl4eeXl5FBQUEB0dTUxMjL1DtAZJfPa2Y8cO+vXrR2RkpPnV1SuvvMKQIUNsHktJSQmjRo1i0KBBPPXUU01yqEMIZ6CqKps3b2bv3r3ceeednD592pzQTH+WlpYC0KxZM1q3bm1+Cw0NpXXr1nTu3JmgoCA7PxOrkMQnatLr9TzxxBMYjUZSU1OddQGrEI2SqqoYDAYKCwvJzc0lPz/fXKkVFBRQUFBAYWEhqqri5uZGSUkJFRUVxMXFERkZaU5qYWFhtGjRAkVRmuILXEl8ojZVVVmwYAGbN29mxYoV+Pv72zskIZyaqqqoqkpJSYl52PHit1OnTqHT6XB1dSUwMJCQkBBzIque0AIDA3FxcTEntN27d/P111/z4osv2vlZOgxJfNakqiqKoqDX69Hr9Xh7ezf4mps3byY5ORmDwcDEiROZNm2aBSL9i16v5+TJk+Tl5fHZZ5+xZs0a7r33XiorK5k9e7azDn0IYTWqqlJeXk5ubq55qNGUzEwfX7hwAUVR8Pf3rzHsaHoLCwsjJCQEDw+PplihWZokPmsxJb3z58/zxRdfsG3bNqZOnUqHDh2u+ZoGg4GbbrqJr7/+mrCwMHr37s3q1auJiIiwWNz79u1j9uzZhISE0Lp1a3Q6HR9++CHTpk1j1KhRznpMiRBXTVVVZs2axd13342iKBQUFJiTmymxlZSUoCgK3t7etZJZaGiouVJr3ry5JDTbkcRnDaakZzQaeeGFFwDo1q0bY8aMadB1d+3axcyZM/nqq68AmDt3LvDH4bfWlJubS2xsLI888gjx8fFWvZcQ9qaqKkajkcLCwhqzHU0VWn5+PoWFhRiNRiorK8nPz6dHjx7079+fsLCwGkktICCgqfbRHNkl/zE0tozC2Zh+yOPj4zl69Cj9+/fn+PHjDb5ubm4u4eHh5o/DwsLYs2dPg697JaGhoWRmZjJu3DiOHDnCP//5T2dd3yOcmKmPVlpaWmNSSPUhx4KCAvR6PYqi0KpVqxoVWlRUlDmpBQUF4erqiqIolJWVMXXqVMaNG8eNN95o76cpGkASXwPs37+fpUuXUllZydq1a2nRogX9+/dHq9U2qMFcVxVuq1eSPj4+rF+/npSUFCZMmMA777yDl5eXTe4txJWoqsqFCxdqVGim6sz0vmlrPj8/P0JDQ83D+Z06dWLQoEHmYUdPT8+r+r1q3rw577zzjrWemrAhSXzXKC0tjV9//RU/Pz8++eQT3NzcKC8vJykpCY2mYd/WsLAwTpw4Yf745MmTtG7duqEh15uLiwvz589n6dKlxMTEsGrVKpnsIqzqo48+IioqCnd39xrT96tXaMXFxaiqau6jmRJaaGgoffr0Mb/v6+srQ47isqTHd40OHDjAsWPH6Nu3L35+fmRnZ/Ptt9/yyy+/8Nhjj9G7d2+MRuM1DRVWVVVx0003sXXrVkJDQ+nduzcff/wxnTt3tsIzubzMzEz+/ve/8+6779KlSxeb3180bqY+WlFR0SWn7xcWFnL27Fny8vLo1KkTPXv2NE/hrz59v2XLltJHE1dDJrdYg2lyy/bt23n77be56667CAsLo0uXLpSWlhIZGXnN1960aRNPP/00BoOBpKQkpk+fbsHIr84vv/zC2LFjmTFjBoMHD7ZbHMJxmPpo586dq3PY0fSm0+lQFIXrrruuRoVWPaEFBQWh0WgoLS3l8ccfZ9q0afTo0cPeT1E0fpL4rMGU+MaOHcuQIUMIDg7m119/RafTsXv3bqf6BS4qKiIuLo5hw4YxadIke4cjrEhVVSoqKi5ZoRUUFHDu3DkURcHX17dGQqu+Hq1169Z4eXlJhSbsRRKfLSxevJjIyEgGDhxIRkYGZ8+e5aGHHnKaX3ytVsujjz6Kj48Pr776aoN7mcI2jEYjX375JdHR0RgMBk6dOlVnlVZQUMCZM2dQVRVPT09CQkJq7RpievP19ZUZv8LRyXIGazFVfQBlZWUMHDiQo0eP8tFHH/Hyyy/bPOlNnTqVzz//HHd3d2644QaWL19OixYtLHJtDw8PVqxYwSuvvMLo0aP597//TXl5OV5eXoSEhFjkHuLqmYYdi4qKau3pmJ+fT25uLnv37kWn09G2bdtaC6zvvPNOc0K77rrramyDJRqHpKQkNm7cSGBgIPv376/1dVVVSU5OZtOmTXh7e/PBBx84zWjUtZCKz0L0ej3PPfcc7du3Z9++fSQkJDBo0KAaidEWtmzZwl133YVGoyElJQWAV199tcHXVVWVRx55hBMnTnDmzBlKSkooLCykb9++TJw40S6nTDQF1fto1XcMqb4lllarRVEUAgICLrljSHBwMOvXr+e9994jMzNTEpuT2b59O82aNSMhIaHOxLdp0ybefPNNNm3axJ49e0hOTrbJ2mA7k6FOW8nKyqJZs2b06tXL3qGQnp7Op59+ykcffWSR6x04cICgoCDzLhV79uzhscceY9GiRfTp08ci92gqVFU17wZycZVm+vPs2bMoilLncTLV+2k+Pj71TmRarRYPDw8rPzthDzk5OQwdOrTOxPf4448zYMAAxo4dC0DHjh3Jyspy9pEaGeq0NtPShQEDBtg7FLNly5YxevRoi13v4r1Cb731VjIyMoiLi2PKlCnExsZa7F6NydGjR2nXrh2KoqCqKlVVVeZtsC6eIFJQUEBRURFGo7FGH82U0Lp3725+3xrHyUjSa5rq2g0qNzfX2RPfJUnisxBbNvrvvvtuCgoKan1+zpw5DB8+3Py+RqNh3LhxVo3l+uuvJzMzk7Fjx3LkyBFSUlKcchjN1EcrLi6utQXWhg0bKCoqIigoCIPBgKurK0FBQeZF1qGhofTt29ec0C4+TkY0Dlc6MeX48eMkJiZSWlqKwWBg3rx5DtMCsOduUI5IEl8jlJmZedmvr1ixgo0bN7J161ab/HD7+vqyYcMGnn32WR599FGWLFnSqCoLVVU5f/58jeNkqv+Zn59vPk7G1EczJbQuXbpw7733smvXLj755BO2bdtmsclEwnEYDAaefPLJGiemxMTE1BgFmT17NqNGjWLy5MkcOHCAIUOGkJOTY7+gq7H3blCORhKfk9m8eTOvvvoq3377rUXOBawvjUbD4sWLeeutt3jggQdYuXIl1113nc3uXxdVVdFqtbW2v6r+cUlJCYC5j2ZKaNdffz233367uZfWrFmzy76I6Nu3LyNHjsTPz89WT0/Y0Pfff0+HDh1o3749AGPGjGHDhg01Ep+iKJw7dw6As2fPOlRiiYmJ4a233mLMmDHs2bMHPz+/JjvMCZL4nM6UKVPQarXcc889AERFRdl0Y90pU6Zwww03MHz4cJYtW0bHjh0bdD29Xo+bm1uNz6mqisFgqHGcTPXJIQUFBZw+fRqj0YiHhwfBwcE1JoZERkaaJ4j4+/tbrI9m+k9ROJ/6nJgyc+ZM7r33Xt58803Ky8uvODJjSWPHjiUrK4uioiLCwsJ4+eWX0ev1AEyaNIkhQ4awadMmOnTogLe3N8uXL7dZbI5IEp+TOXLkiL1DIDo6mvDwcB566CFmz57NXXfdVa+/Z+qjlZSUkJ+fz8mTJ0lJSeH222/Hw8PDXKXp9XpcXFxo1apVjQXWt912mzmhBQYGmo+TEY3DlXpoAOvWrWPmzJkoikLXrl35+OOPbRJbfXpkq1ev5uGHH+a5555j165djB8/nv3799uk/7969erLfl1RFJYsWWL1OBoLSXzCKrp06cJXX31FbGwsOTk5TJgwgfLy8lrr0arPeLxw4QIALVq0MFdo48aNY82aNQwbNoxp06YREhJy1cfJCMdXnx7a4cOHmTt3Lt999x3+/v6cPn3aZvHVp0f2/vvvs3nzZgBuu+02KisrKSoqIjAw0GZxivqRxCcAeP3115k6dSqFhYUW680FBQWZF9SnpqYSHBxsnrpv2s+x+qGfzZs3rzOhpaSkkJGRIUOJTqw+PbSlS5fy5JNP4u/vD2DThNK7d28OHz7MsWPHCA0NZc2aNbWqzTZt2rB161YefvhhDh48SGVlJa1atbJZjKL+JPEJTpw4wddff02bNm0sfm0vLy927tyJqqrXPOTj5eVl0fWIwvHUp4d26NAhAO644w4MBgMzZ87kvvvus0l8Go2Gt956i8GDB5tPTOncuTMzZsygV69exMTEsGDBAh599FHeeOMNFEXhgw8+kJEJByWJT/DMM8/w2muvmdcAWpqcoeYY6tNDA/j000+Ji4vjv//9r812IKpPD62qqorDhw+TlZXFyZMn6devH/v377fZ8pEhQ4bUWpf3r3/9y/x+REQE3333nU1iEQ0j26s3cRkZGYSGhtK1a1d7hyKsyNRD+/LLLzlw4ACrV6/mwIEDtR5XVlbG4sWLufXWW20aX316aGFhYQwfPhw3NzfatWtHx44dOXz4sE3jFM5BEl8TcPfdd9OlS5dabxs2bGDOnDk1XrUK51S9h+bu7m7uoV3sxRdf5Pnnn8fT09Om8VXvoel0OtasWUNMTEyNxzzwwAN88803wB/nQx46dEj6vuKayFBnE3Cp9UQ///wzx44dM1d7J0+epEePHnz//fcEBwfbMkRhZfXpoe3bt48TJ04wdOhQXn/9dZvGV58e2uDBg9myZQsRERG4uroyf/58WrZsadM4hXOQxNeERUZG1pgS3rZtW7Kzs+2+44qwvCv10IxGI8888wwffPCBDaOq6Uo9NEVRSE1NJTU1FYD//Oc/JCYmMnLkyFrVoRCXI0OdQljA5s2b6dixIx06dGDevHm1vp6amkpERAS33HILgwYN4vfff7dpfFfqoZWVlbF//34GDBhA27Zt2b17NzExMWRnZ9s0TsB8QrzJnDlzmD9/fq3HeXt788MPP7Bu3Tqg7uQuRF0k8QmznJwcqfauQX0mjnTv3p3s7Gx++uknYmNjef75520a45V6aH5+fhQVFZGTk0NOTg5RUVFkZGRYbFanqqoYjcZan6srWe3YsYPPPvvM/LHBYODYsWPAH0O2xcXFAPTs2ZOFCxea98cUor5kqFOIBqrP4uuBAwea34+KimLVqlU2jbE+PbSrUVFRQWVlJf7+/vz222+sXr2a8vJyDh06RFBQEJMnTyYyMtL8+OpLWlRVrbXEpaSkBI1Gg4+PD19++SVZWVnk5+cTFRVFr169SElJISkpie3bt9OvXz/efvttPD090Wg05uF6WTIj6ksqPiEa6FKHfF7K+++/T3R0tC1Cq2HIkCEcOnSI3377jenTpwN/9NDqSnpZWVn07NkTo9FYqypbvnw5Pj4+vPHGG8AfiX/GjBl069aN+Ph4OnbsSHJyMunp6QCmUmV/AAAFfElEQVQUFxfzzTff8Mknn7Bv3z5zgtqxYwd9+/YlMTGRO+64g2nTppkrUqPRSK9evYiIiMDFxYXjx4/z5ptv8tNPP6HVas3XbtOmDWfPnrXa90w4J6n4hMO70sJrrVZLQkICP/zwAy1btmTt2rW0bdvWZvFdzSGfq1atIjs7m2+//dbaYTVYXVUa/DEsGh0dbZ54csMNN9C5c+cau+u0aNGCl156iQcffJDFixdz9OhRAgIC2LFjB35+frRv3x69Xs/OnTv58MMPadu2LZMnT2bt2rXMnTuXkSNHmjdUKCkpISQkBB8fHyoqKujatau5RxocHIxWq+X8+fM0a9bMlt8e0YhJxSccWn36Z++//z7+/v4cOXKEZ555hpSUFJvGWN9DPjMzM5kzZw4ZGRkOf1BvaWkpn3/+OWlpaaSlpaEoijnBh4SEcObMGfNjw8LCzJNRTEfhxMTEkJeXx7Zt29i+fTtz5sxh+PDhfP/996xcuRLAvF+raYj44YcfZufOnWi1WioqKtBqtRgMBlq1aoW7uzsGgwEvLy88PT2prKzEYDDg7e2Ni4uLue8nRH1I4hMOrT4Lrzds2EBiYiIAsbGxbN261aYz/Oqz+Hrfvn08/vjjZGRkOPxu/VVVVSxcuJD09HT2799PaWkp8FcV26pVKyoqKsyPDwkJMSc809mJpo2kt2/fTkFBAY888gjvvvsugwcPNu+vGRAQgLu7O+fPn8fFxYULFy7QrFkzvLy80Ol0eHh44Orqiq+vL25ubhQWFgLg7u5OcXGxeVKLl5cXp06dssF3RjgLGeoUDq0+C6+rP0aj0eDn58eZM2dsNkO1PhNHpk6dyvnz54mLiwP+6E1lZGTYJL6rVVVVRVpaGnv27Klz4/IWLVqgqiplZWXmEzU0Gg15eXm0bt0ag8GAq6srXl5eeHt7Ex0dzYIFC2pcQ1VV80zS9evXk5CQwLp164iKiiIkJIQ2bdowevRobr75ZiZNmoSiKOTm5hIcHEx4eDiKolBVVQXA9ddfX2P5gxBXIolPOLT69M+upsdmLVdafG3L07gbQlVVPD096devHy+88ALh4eHcc8899O/fH1dXVwB8fHzw8PDg1KlTNG/eHPijwjMtV3B1dWXq1Kn079+fMWPGkJSURGpqKu3bt+fHH3/klltuYejQobi5uREVFcXnn3/OypUr8fDwME+6mTVrFv/73/+48cYbadmyJdu2bcPX1xeAoUOHmuPdtm0bW7ZsYdiwYbb8NolGThKfcGj13bz4xIkThIWFUVVVxdmzZwkICLB1qE7B9IJh3bp1aLVaJk+ezIcffkhERIR5GztPT098fX3Jy8ujQ4cOAHh4eJCUlESnTp04ePAgAQEBzJo1izZt2rB06VIWLlzInj17CAkJITQ0FDc3NxRFwd/fn2HDhhEfH2+OwWg00qdPH/r06WP+nLu7e404q6qq0Gg06PV65s+fX+tFhxCXo8huB8KRKYqiAQ4Bg4Bc4L9AvKqq/1ftMU8CkaqqTlIUZQwwQlXVUXYJ2AkoitIBCAS0QAxwHFipqqqu2mPWAZ+qqrruz48fAm4EfgEKgAOqql6x8aYoyoo/H/uqoihuqqrqq33NBVBV+U9KWJhUfMKhqapapSjKFOArwBVYpqrq/ymK8i8gW1XVDOB9YKWiKEeAYmCM/SJ2CrcATwI64Gfga1VVdYqiKNWS0GmgG7AOQFXVy67IV/4oJU2T6VRVVU3buPwNuPDnJ/XV/061x1yWoiiugFESpKgvqfiEEFd0UdLjzxcjc4EZqqq+8WdlDmBEqjTh4CTxCSFq+XOY0TRD6LLV1MVJUQhHJ4lPCHFN/hy+RJKeaGwk8QkhhGhSZOcWIYQQTcr/A//Iv/B0ySnzAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -780,80 +751,67 @@ "\n", "$$ \\left\\{\n", " \\begin{aligned}\n", - " \\dot{h}(s) &= f(h(s), x, \\theta)\\\\\n", - " h(0) &= x\\\\\n", - " \\hat y & = h(1)\n", + " \\dot{z}(s) &= f(z(s), x, \\theta)\\\\\n", + " z(0) &= x\\\\\n", + " \\hat y & = z(1)\n", " \\end{aligned}\n", " \\right. \\quad s\\in[0,1]\n", "$$\n", "\n", - "In this way, the neural ODE learns a family of vector fields rather than a single one. \n", + "In this way, the Neural ODE learns a family of vector fields rather than a single one. \n", "\n", - "In practice, we simply concatenate $x$ to $h$ and simply feed $[h, x]$ to $f$, which should indeed be defined to accomodate the extra $dim(x)$ dimensions. Data-controlled neural ODEs type can be implemented by simply setting `controlled=True`" + "In practice, we concatenate $x$ to $h$ and simply feed $[h, x]$ to $f$, which should indeed be defined to accomodate the extra $dim(x)$ dimensions. Data-control inputs can be defined at any point in `f` via use of `DataControl`." ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ - "# model settings - here we set 'controlled' to True\n", - "settings = {'type':'classic', 'controlled':True, 'solver':'dopri5'}\n", - "\n", "# vector field parametrized by a NN which takes as input [h, x]\n", - "f = DEFunc(nn.Sequential(\n", - " nn.Linear(4, 64),\n", - " nn.Tanh(),\n", - " nn.Linear(64, 2)))\n", + "f = nn.Sequential(DataControl(),\n", + " nn.Linear(2+2, 64),\n", + " nn.Tanh(),\n", + " nn.Linear(64, 2))\n", "\n", "# neural ODE\n", - "model = NeuralDE(f, settings).to(device)" + "model = NeuralDE(f, sensitivity='adjoint', solver='dopri5').to(device)" ] }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------\n", - "0 | model | NeuralDE | 450 \n", - "1 | model.defunc | DEFunc | 450 \n", - "2 | model.defunc.m | Sequential | 450 \n", - "3 | model.defunc.m.0 | Linear | 320 \n", - "4 | model.defunc.m.1 | Tanh | 0 \n", - "5 | model.defunc.m.2 | Linear | 130 \n", - "6 | model.adjoint | Adjoint | 0 \n" + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 450 \n", + "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 20 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", + " warnings.warn(*args, **kwargs)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "0ee8fc6cded1419abdf24a6ec564c134", + "model_id": "fbee0ede759643bea521d10290a78631", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -867,14 +825,14 @@ "1" ] }, - "execution_count": 25, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=300, max_nb_epochs=600)\n", + "trainer = pl.Trainer(min_epochs=150, max_epochs=250)\n", "trainer.fit(learn)" ] }, @@ -887,7 +845,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -898,14 +856,12 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": { - "scrolled": false - }, + "execution_count": 28, + "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -923,14 +879,14 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 29, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -948,14 +904,14 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "metadata": { "scrolled": true }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -998,8 +954,8 @@ " \n", "$$\n", " \\begin{aligned}\n", - " h(s) &= x + \\int_0^S f(h(\\tau),\\theta(\\tau))d\\tau \\\\\n", - " &= x + \\sum_{i=1}^{N-1}\\int_{s_i}^{s_{i+1}} f(h(\\tau),\\theta_i)d\\tau\n", + " z(s) &= x + \\int_0^S f(z(\\tau),\\theta(\\tau))d\\tau \\\\\n", + " &= x + \\sum_{i=1}^{N-1}\\int_{s_i}^{s_{i+1}} f(z(\\tau),\\theta_i)d\\tau\n", " \\end{aligned}\n", "$$\n", " \n", @@ -1007,7 +963,7 @@ " \n", "$$\n", " \\begin{aligned}\n", - " \\dot h = f( h(s),\\theta_i) \\quad s\\in[s_i,s_{i+1}]\n", + " \\dot z = f( z(s),\\theta_i) \\quad s\\in[s_i,s_{i+1}]\n", " \\end{aligned}\n", "$$\n", " \n", @@ -1015,102 +971,59 @@ "\n", "In principle, $f$ can be chosen arbitrarily. Hereafter we consider, e.g. the `data-controlled` case.\n", "\n", - "**NOTE:** Let $\\Delta s_i = s_{i+1} - s_i$. Since the individual neural ODEs are *depth-invariant*, we can just solve the ODEs in $[0,\\Delta s_i]$" + "**NOTE:** Let $\\Delta s_i = s_{i+1} - s_i$. Since the individual Neural ODEs are *depth-invariant*, we can just solve the ODEs in $[0,\\Delta s_i]$" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ - "# model settings: here we chose Δ𝑠_𝑖 = 1 ∀𝑖.\n", - "settings = {'type':'classic', 'controlled':True, 'backprop_style':'autograd', 'solver':'dopri5', 's_span':torch.linspace(0,1,2)}\n", - "\n", "# We choose to divide the domain [0,1] in num_pieces=5 intervals\n", "num_pieces = 5\n", "\n", "# Stacked depth-invariant Neural ODEs aka Neural ODEs with piecewise constant weights \n", "nde = []\n", "for i in range(num_pieces):\n", - " nde.append(NeuralDE(DEFunc(nn.Sequential(nn.Linear(4,4), \n", - " nn.Tanh(), \n", - " nn.Linear(4,2)), func_type='classic'), settings))\n", + " nde.append(NeuralDE(nn.Sequential(DataControl(),\n", + " nn.Linear(4, 4), \n", + " nn.Tanh(), \n", + " nn.Linear(4, 2)), solver='dopri5', s_span=torch.linspace(0, 1, 2))) # here we chose Δ𝑠_𝑖 = 1 ∀𝑖. (s_span)\n", "model = nn.Sequential(*nde).to(device)" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "----------------------------------------------\n", - "0 | model | Sequential | 150 \n", - "1 | model.0 | NeuralDE | 30 \n", - "2 | model.0.defunc | DEFunc | 30 \n", - "3 | model.0.defunc.m | Sequential | 30 \n", - "4 | model.0.defunc.m.0 | Linear | 20 \n", - "5 | model.0.defunc.m.1 | Tanh | 0 \n", - "6 | model.0.defunc.m.2 | Linear | 10 \n", - "7 | model.0.adjoint | Adjoint | 0 \n", - "8 | model.1 | NeuralDE | 30 \n", - "9 | model.1.defunc | DEFunc | 30 \n", - "10 | model.1.defunc.m | Sequential | 30 \n", - "11 | model.1.defunc.m.0 | Linear | 20 \n", - "12 | model.1.defunc.m.1 | Tanh | 0 \n", - "13 | model.1.defunc.m.2 | Linear | 10 \n", - "14 | model.1.adjoint | Adjoint | 0 \n", - "15 | model.2 | NeuralDE | 30 \n", - "16 | model.2.defunc | DEFunc | 30 \n", - "17 | model.2.defunc.m | Sequential | 30 \n", - "18 | model.2.defunc.m.0 | Linear | 20 \n", - "19 | model.2.defunc.m.1 | Tanh | 0 \n", - "20 | model.2.defunc.m.2 | Linear | 10 \n", - "21 | model.2.adjoint | Adjoint | 0 \n", - "22 | model.3 | NeuralDE | 30 \n", - "23 | model.3.defunc | DEFunc | 30 \n", - "24 | model.3.defunc.m | Sequential | 30 \n", - "25 | model.3.defunc.m.0 | Linear | 20 \n", - "26 | model.3.defunc.m.1 | Tanh | 0 \n", - "27 | model.3.defunc.m.2 | Linear | 10 \n", - "28 | model.3.adjoint | Adjoint | 0 \n", - "29 | model.4 | NeuralDE | 30 \n", - "30 | model.4.defunc | DEFunc | 30 \n", - "31 | model.4.defunc.m | Sequential | 30 \n", - "32 | model.4.defunc.m.0 | Linear | 20 \n", - "33 | model.4.defunc.m.1 | Tanh | 0 \n", - "34 | model.4.defunc.m.2 | Linear | 10 \n", - "35 | model.4.adjoint | Adjoint | 0 \n" + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 150 \n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8585f062fe8b4cdfa69ff83dbae2f811", + "model_id": "5914cb0b295840d0898283169d5fd295", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -1124,15 +1037,14 @@ "1" ] }, - "execution_count": 31, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# train the neural ODE\n", "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=300, max_nb_epochs=600)\n", + "trainer = pl.Trainer(min_epochs=300, max_epochs=350)\n", "trainer.fit(learn)" ] }, @@ -1145,7 +1057,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1162,12 +1074,12 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1185,12 +1097,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1208,12 +1120,12 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1235,42 +1147,39 @@ "source": [ "## Stacked Neural ODEs with Discrete State Transitions\n", "\n", - "They are basically the `stacked` where, at the end of an interval $[s_i, s_{i+1}]$, the state is also updated by learned transition maps $g(h, \\omega_i)$ parametrized by a NN, i.e.\n", + "These are basically the `Stacked` model where, at the end of an interval $[s_i, s_{i+1}]$, the state is also updated by learned transition maps $g(h, \\omega_i)$ parametrized by a NN, i.e.\n", "\n", "$$\n", " \\left\\{\n", " \\begin{aligned}\n", - " \\dot h &= f(h(s),\\theta_i) \\quad s\\in[s_i,s_{i+1}]\\\\\n", - " h^+ &= g(h(s),\\omega_i) \\quad s = s_{i+1}\n", + " \\dot z &= f(z(s),\\theta_i) \\quad s\\in[s_i,s_{i+1}]\\\\\n", + " z^+ &= g(z(s),\\omega_i) \\quad s = s_{i+1}\n", " \\end{aligned}\n", " \\right.\n", "$$\n", "\n", - "**NOTE:** This class of models is still experimental and, altough\n" + "**NOTE:** While not standard, this class highlights how Neural ODE variants can be put together hassle-free via torchdyn's API.\n" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ - "# model settings\n", - "settings = {'type':'classic', 'controlled':True, 'backprop_style':'autograd', 'solver':'dopri5', 's_span':torch.linspace(0,1,2)}\n", - "\n", "# We choose to divide the domain [0,1] in num_pieces=5 intervals\n", "num_pieces = 5\n", "\n", "# stacked depth-invariant Neural ODEs\n", "nde = []\n", "for i in range(num_pieces):\n", - " nde.append(NeuralDE(DEFunc(nn.Sequential(nn.Linear(4,4), \n", - " nn.Tanh(), \n", - " nn.Linear(4,2)), func_type='classic'), settings)\n", - " )\n", + " nde.append(NeuralDE(nn.Sequential(DataControl(),\n", + " nn.Linear(4, 4), \n", + " nn.Tanh(), \n", + " nn.Linear(4, 2)), solver='dopri5'))\n", " # In this case the state \"jump\" is parametrized by a simple linear layer\n", " nde.append(\n", - " nn.Linear(2,2)\n", + " nn.Linear(2, 2)\n", " )\n", " \n", "model = nn.Sequential(*nde).to(device)" @@ -1278,86 +1187,48 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "----------------------------------------------\n", - "0 | model | Sequential | 180 \n", - "1 | model.0 | NeuralDE | 30 \n", - "2 | model.0.defunc | DEFunc | 30 \n", - "3 | model.0.defunc.m | Sequential | 30 \n", - "4 | model.0.defunc.m.0 | Linear | 20 \n", - "5 | model.0.defunc.m.1 | Tanh | 0 \n", - "6 | model.0.defunc.m.2 | Linear | 10 \n", - "7 | model.0.adjoint | Adjoint | 0 \n", - "8 | model.1 | Linear | 6 \n", - "9 | model.2 | NeuralDE | 30 \n", - "10 | model.2.defunc | DEFunc | 30 \n", - "11 | model.2.defunc.m | Sequential | 30 \n", - "12 | model.2.defunc.m.0 | Linear | 20 \n", - "13 | model.2.defunc.m.1 | Tanh | 0 \n", - "14 | model.2.defunc.m.2 | Linear | 10 \n", - "15 | model.2.adjoint | Adjoint | 0 \n", - "16 | model.3 | Linear | 6 \n", - "17 | model.4 | NeuralDE | 30 \n", - "18 | model.4.defunc | DEFunc | 30 \n", - "19 | model.4.defunc.m | Sequential | 30 \n", - "20 | model.4.defunc.m.0 | Linear | 20 \n", - "21 | model.4.defunc.m.1 | Tanh | 0 \n", - "22 | model.4.defunc.m.2 | Linear | 10 \n", - "23 | model.4.adjoint | Adjoint | 0 \n", - "24 | model.5 | Linear | 6 \n", - "25 | model.6 | NeuralDE | 30 \n", - "26 | model.6.defunc | DEFunc | 30 \n", - "27 | model.6.defunc.m | Sequential | 30 \n", - "28 | model.6.defunc.m.0 | Linear | 20 \n", - "29 | model.6.defunc.m.1 | Tanh | 0 \n", - "30 | model.6.defunc.m.2 | Linear | 10 \n", - "31 | model.6.adjoint | Adjoint | 0 \n", - "32 | model.7 | Linear | 6 \n", - "33 | model.8 | NeuralDE | 30 \n", - "34 | model.8.defunc | DEFunc | 30 \n", - "35 | model.8.defunc.m | Sequential | 30 \n", - "36 | model.8.defunc.m.0 | Linear | 20 \n", - "37 | model.8.defunc.m.1 | Tanh | 0 \n", - "38 | model.8.defunc.m.2 | Linear | 10 \n", - "39 | model.8.adjoint | Adjoint | 0 \n", - "40 | model.9 | Linear | 6 \n" + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 180 \n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "f36adfbeb4664007845b02daafcd1468", + "model_id": "dfb490dae0e64eedb4aae83900684029", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" + "\n" ] }, { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "\n" + "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: Detected KeyboardInterrupt, attempting graceful shutdown...\n", + " warnings.warn(*args, **kwargs)\n" ] }, { @@ -1366,15 +1237,14 @@ "1" ] }, - "execution_count": 37, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# train the neural ODE\n", "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=300, max_nb_epochs=600)\n", + "trainer = pl.Trainer(min_epochs=200, max_epochs=250)\n", "trainer.fit(learn)" ] }, @@ -1387,7 +1257,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -1409,12 +1279,12 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 48, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1432,12 +1302,12 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 49, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1455,12 +1325,12 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 50, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1479,9 +1349,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "py37", "language": "python", - "name": "python3" + "name": "py37" }, "language_info": { "codemirror_mode": { @@ -1544,5 +1414,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/docs/tutorials/02_classification.ipynb b/docs/tutorials/02_classification.ipynb index b918339..5d40187 100644 --- a/docs/tutorials/02_classification.ipynb +++ b/docs/tutorials/02_classification.ipynb @@ -5,6 +5,16 @@ "execution_count": 1, "metadata": {}, "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('../')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import torch\n", @@ -16,10 +26,10 @@ "\n", "import pytorch_lightning as pl\n", "from pytorch_lightning.loggers import WandbLogger\n", + "from pytorch_lightning.metrics.functional import accuracy\n", "import torchdiffeq\n", "\n", - "from torchdyn.models import *; from torchdyn.data_utils import *\n", - "from torchdyn import *" + "from torchdyn.models import *; from torchdyn import *" ] }, { @@ -33,16 +43,16 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "In this notebook we explore standard image classification on MNIST and CIFAR10 with convolutional neural ODE variants.\n", + "In this notebook we explore standard image classification on MNIST and CIFAR10 with convolutional Neural ODE variants.\n", "* Depth-invariant neural ODE\n", "* Galerkin neural ODE (GalNODE)\n", - "* Galerkin neural ODE with adjoint loss\n", + "\n", "In the following notebooks we'll explore `augmentation` strategies that can be easily applied to the models below with the flexible `torchdyn` API. Here, we use simple `0-augmentation` (the ANODE model)." ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -51,11 +61,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ - "batch_size=64\n", + "batch_size=128\n", "size=28\n", "path_to_data='../data/mnist_data'\n", "\n", @@ -70,7 +80,7 @@ " transform=all_transforms)\n", "\n", "trainloader = DataLoader(train_data, batch_size=batch_size, shuffle=True)\n", - "testloader = DataLoader(test_data, batch_size=batch_size, shuffle=True)" + "testloader = DataLoader(test_data, batch_size=batch_size, shuffle=False)" ] }, { @@ -80,19 +90,6 @@ "The **Learner** is then defined as:" ] }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "def accuracy(preds, targets):\n", - " \"\"\"Accuracy metric\"\"\"\n", - " _, preds = torch.max(preds, dim=1)\n", - " acc = 100*(preds == targets).float().mean()\n", - " return acc" - ] - }, { "cell_type": "code", "execution_count": 5, @@ -100,23 +97,27 @@ "outputs": [], "source": [ "class Learner(pl.LightningModule):\n", - " def __init__(self, model:nn.Module, lr=1e-3):\n", + " def __init__(self, model:nn.Module):\n", " super().__init__()\n", - " defaults.update(settings)\n", - " self.lr = lr\n", + " self.lr = 1e-3\n", " self.model = model\n", - " self.c = 0\n", + " self.iters = 0.\n", " \n", " def forward(self, x):\n", " return self.model(x)\n", " \n", " def training_step(self, batch, batch_idx):\n", + " self.iters += 1.\n", " x, y = batch \n", " x, y = x.to(device), y.to(device)\n", " y_hat = self.model(x) \n", " loss = nn.CrossEntropyLoss()(y_hat, y)\n", - " logs = {'train_loss': loss}\n", - " return {'loss': loss, 'log': logs} \n", + " epoch_progress = self.iters / self.loader_len\n", + " acc = accuracy(y_hat, y)\n", + " nfe = model[1].nfe ; model[1].nfe = 0\n", + " tqdm_dict = {'train_loss': loss, 'accuracy': acc, 'NFE': nfe}\n", + " logs = {'train_loss': loss, 'epoch': epoch_progress}\n", + " return {'loss': loss, 'progress_bar': tqdm_dict, 'log': logs} \n", "\n", " def test_step(self, batch, batch_nb):\n", " x, y = batch\n", @@ -131,14 +132,21 @@ " logs = {'test_loss': avg_loss}\n", " return {'avg_test_loss': avg_loss, 'avg_test_accuracy': avg_acc,\n", " 'log': logs, 'progress_bar': logs}\n", - "\n", + " \n", " def configure_optimizers(self):\n", - " return torch.optim.Adam(self.parameters(), lr=self.lr, weight_decay=1e-4)\n", + " opt = torch.optim.AdamW(self.parameters(), lr=self.lr, weight_decay=5e-5)\n", + " sched = {'scheduler': torch.optim.lr_scheduler.ReduceLROnPlateau(opt),\n", + " 'monitor': 'loss', \n", + " 'interval': 'step',\n", + " 'frequency': 10 }\n", + " return [opt], [sched]\n", "\n", " def train_dataloader(self):\n", + " self.loader_len = len(trainloader)\n", " return trainloader\n", "\n", " def test_dataloader(self):\n", + " self.test_loader_len = len(trainloader)\n", " return testloader" ] }, @@ -146,7 +154,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## MNIST (Depth-Invariant Neural ODE)" + "## Depth-Invariant Conv Neural ODE " ] }, { @@ -155,101 +163,56 @@ "metadata": {}, "outputs": [], "source": [ - "settings = {'type':'classic', 'controlled':False, 'solver':'dopri5'}" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "func = DEFunc(nn.Sequential(nn.Conv2d(6, 6, 3, padding=1),\n", - " nn.Tanh(),\n", - " nn.Conv2d(6, 6, 3, padding=1),\n", - " nn.Tanh(),\n", - " nn.Conv2d(6, 6, 3, padding=1) \n", - " )).to(device)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "neuralDE = NeuralDE(func, settings).to(device)\n", + "func = nn.Sequential(nn.Conv2d(11, 11, 3, padding=1),\n", + " nn.Tanh(), \n", + " ).to(device)\n", + "\n", + "neuralDE = NeuralDE(func, \n", + " solver='rk4',\n", + " sensitivity='autograd',\n", + " s_span=torch.linspace(0, 1, 10)).to(device)\n", "\n", - "model = nn.Sequential(Augmenter(augment_dims=5),\n", - " nn.BatchNorm2d(6),\n", + "model = nn.Sequential(Augmenter(augment_dims=10),\n", " neuralDE,\n", - " nn.Conv2d(6, 1, 3, padding=1),\n", - " nn.Flatten(),\n", - " nn.Linear(28*28, 10)).to(device)" + " nn.Conv2d(11, 1, 3, padding=1),\n", + " nn.Flatten(), \n", + " nn.Linear(28*28, 10)).to(device)\n" ] }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "logger = WandbLogger()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "-----------------------------------------------\n", - "0 | model | Sequential | 8 K \n", - "1 | model.0 | Augmenter | 0 \n", - "2 | model.1 | BatchNorm2d | 12 \n", - "3 | model.2 | NeuralDE | 990 \n", - "4 | model.2.defunc | DEFunc | 990 \n", - "5 | model.2.defunc.m | Sequential | 990 \n", - "6 | model.2.defunc.m.0 | Conv2d | 330 \n", - "7 | model.2.defunc.m.1 | Tanh | 0 \n", - "8 | model.2.defunc.m.2 | Conv2d | 330 \n", - "9 | model.2.defunc.m.3 | Tanh | 0 \n", - "10 | model.2.defunc.m.4 | Conv2d | 330 \n", - "11 | model.2.adjoint | Adjoint | 0 \n", - "12 | model.3 | Conv2d | 55 \n", - "13 | model.4 | Flatten | 0 \n", - "14 | model.5 | Linear | 7 K \n" + "GPU available: True, used: True\n", + "TPU available: False, using: 0 TPU cores\n", + "CUDA_VISIBLE_DEVICES: [0]\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 9 K \n", + "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 20 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", + " warnings.warn(*args, **kwargs)\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "8436ee51825d4fcc9eed7dfbbee48ce5", + "model_id": "0e20973f51644adca161d34b3e65ecf7", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jyp/.local/share/virtualenvs/GNODE--9w4TJnR/lib/python3.7/site-packages/pytorch_lightning/utilities/warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n", - "/home/jyp/.local/share/virtualenvs/GNODE--9w4TJnR/lib/python3.7/site-packages/pytorch_lightning/utilities/warnings.py:18: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` in the `DataLoader` init to improve performance.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -263,14 +226,18 @@ "1" ] }, - "execution_count": 10, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=1, max_nb_epochs=2)\n", + "trainer = pl.Trainer(max_epochs=3,\n", + " gpus=1,\n", + " progress_bar_refresh_rate=1,\n", + " )\n", + "\n", "trainer.fit(learn)" ] }, @@ -278,150 +245,71 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "2 epochs are not enough. Feel free to keep training and using all kinds of scheduling and optimization tricks :)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jyp/.local/share/virtualenvs/GNODE--9w4TJnR/lib/python3.7/site-packages/pytorch_lightning/utilities/warnings.py:18: UserWarning: The dataloader, test dataloader 0, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` in the `DataLoader` init to improve performance.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "db0f08ca29a046ad9caec0b3c38087f1", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=157.0, style=Progr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--------------------------------------------------------------------------------\n", - "TEST RESULTS\n", - "{'avg_test_accuracy': 95.87977600097656,\n", - " 'avg_test_loss': 0.1398904025554657,\n", - " 'test_loss': 0.1398904025554657}\n", - "--------------------------------------------------------------------------------\n", - "\n" - ] - } - ], - "source": [ - "trainer.test()" + "3 epochs are not enough. Feel free to keep training and using all kinds of scheduling and optimization tricks :)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## MNIST (GalNODE)" + "## Galerkin Data-Controlled Conv Neural ODE (IL-Augmentation)" ] }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "settings = {'type':'classic', 'controlled':False, 'solver':'dopri5', 'return_traj':False}" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "func = DEFunc(nn.Sequential(DepthCat(1),\n", - " GalConv2d(6, 6, 3, padding=1, expfunc=FourierExpansion, n_harmonics=4, n_eig=1),\n", - " nn.Tanh(),\n", - " nn.Conv2d(6, 6, 3, padding=1),\n", - " nn.Tanh(),\n", - " nn.Conv2d(6, 6, 3, padding=1) \n", - " ) \n", - " ).to(device)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ - "neuralDE = NeuralDE(func, settings).to(device)\n", + "func = nn.Sequential(DataControl(),\n", + " DepthCat(1),\n", + " GalConv2d(10+10, 12, 3, padding=1, expfunc=FourierExpansion, n_harmonics=5),\n", + " nn.Softplus(),\n", + " DataControl(),\n", + " DepthCat(1),\n", + " GalConv2d(22, 10, 3, padding=1, expfunc=FourierExpansion, n_harmonics=5),\n", + " nn.Tanh()\n", + " )\n", "\n", - "model = nn.Sequential(Augmenter(augment_dims=5),\n", - " nn.BatchNorm2d(6),\n", + "neuralDE = NeuralDE(func, \n", + " solver='rk4',\n", + " sensitivity='autograd',\n", + " s_span=torch.linspace(0, 1, 10)).to(device)\n", + "\n", + "model = nn.Sequential(Augmenter(augment_idx=1, augment_func=nn.Conv2d(1, 9, 3, padding=1)),\n", " neuralDE,\n", - " nn.Conv2d(6, 1, 3, padding=1),\n", - " nn.Flatten(),\n", - " nn.Linear(28*28, 10)).to(device)" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [], - "source": [ - "logger = WandbLogger()" + " nn.Conv2d(10, 1, 3, padding=1),\n", + " nn.Flatten(), \n", + " nn.Linear(28*28, 10)).to(device)\n" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "-----------------------------------------------\n", - "0 | model | Sequential | 11 K \n", - "1 | model.0 | Augmenter | 0 \n", - "2 | model.1 | BatchNorm2d | 12 \n", - "3 | model.2 | NeuralDE | 3 K \n", - "4 | model.2.defunc | DEFunc | 3 K \n", - "5 | model.2.defunc.m | Sequential | 3 K \n", - "6 | model.2.defunc.m.0 | DepthCat | 0 \n", - "7 | model.2.defunc.m.1 | GalConv2d | 2 K \n", - "8 | model.2.defunc.m.2 | Tanh | 0 \n", - "9 | model.2.defunc.m.3 | Conv2d | 330 \n", - "10 | model.2.defunc.m.4 | Tanh | 0 \n", - "11 | model.2.defunc.m.5 | Conv2d | 330 \n", - "12 | model.2.adjoint | Adjoint | 0 \n", - "13 | model.3 | Conv2d | 55 \n", - "14 | model.4 | Flatten | 0 \n", - "15 | model.5 | Linear | 7 K \n" + "GPU available: True, used: True\n", + "TPU available: False, using: 0 TPU cores\n", + "CUDA_VISIBLE_DEVICES: [0]\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 49 K \n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "dbf249a281fa4520ba59285a68312aec", + "model_id": "18a8b377f184447995c0b4f07bfd13a4", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, @@ -440,68 +328,34 @@ "1" ] }, - "execution_count": 26, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "learn = Learner(model, lr=1e-3)\n", - "trainer = pl.Trainer(min_nb_epochs=1, max_nb_epochs=2)\n", + "learn = Learner(model)\n", + "trainer = pl.Trainer(max_epochs=3,\n", + " gpus=1,\n", + " progress_bar_refresh_rate=1,\n", + " )\n", + "\n", "trainer.fit(learn)" ] }, { - "cell_type": "code", - "execution_count": 71, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jyp/.local/share/virtualenvs/GNODE--9w4TJnR/lib/python3.7/site-packages/pytorch_lightning/utilities/warnings.py:18: UserWarning: The dataloader, test dataloader 0, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` in the `DataLoader` init to improve performance.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "5a9ca16c17614c128174ee6968ca2d88", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=0.0, description='Testing', layout=Layout(flex='2'), max=157.0, style=Progr…" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "--------------------------------------------------------------------------------\n", - "TEST RESULTS\n", - "{'avg_test_accuracy': 91.18232727050781,\n", - " 'avg_test_loss': 0.3063780665397644,\n", - " 'test_loss': 0.3063780665397644}\n", - "--------------------------------------------------------------------------------\n", - "\n" - ] - } - ], "source": [ - "trainer.test()" + "3 epochs are not enough. Feel free to keep training and using all kinds of scheduling and optimization tricks :)" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "py37", "language": "python", - "name": "python3" + "name": "py37" }, "language_info": { "codemirror_mode": { @@ -564,5 +418,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/docs/tutorials/03_crossing_trajectories.ipynb b/docs/tutorials/03_crossing_trajectories.ipynb index 73049bb..254e89c 100644 --- a/docs/tutorials/03_crossing_trajectories.ipynb +++ b/docs/tutorials/03_crossing_trajectories.ipynb @@ -17,23 +17,19 @@ " y = -x\n", "$$\n", "\n", - "However, this tutorial also serves as a warning on limitations of *vanilla* ODE models which should always be considered when designing your task-specific architecture.\\\n", - "In fact, vanilla neural ODEs cannot approximate (in 1D) functions which require the flows to cross, e.g. the reflection map $y=-x$ as they would brake the uniqueness of solutions (and thus the determinism).\\\n", - "As we show later, one way to overcome this issue is to employ **data-controlled** models." + "This tutorial also serves as a warning on limitations of *vanilla* ODE models which should always be considered when designing your task-specific architecture.\\\n", + "In fact, vanilla Neural ODEs cannot approximate (in 1D) functions which requires the flows to cross, e.g. the reflection map $y=-x$ as they would break the uniqueness of solutions (and thus the determinism). As we show later, one way to overcome this issue is to employ **data-controlled** models." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ - "# allows imports from parent folders\n", - "from prep import prep_nbook\n", - "prep_nbook()\n", - "\n", - "from torchdyn.models.defunc import *; \n", - "from torchdyn.models.neuralde import *; from torchdyn import *" + "import sys\n", + "sys.path.append('../')\n", + "from torchdyn.models import *; from torchdyn import *" ] }, { @@ -43,9 +39,16 @@ "**Data**" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The dataset contains pairs of `(-1, 1)` and `(1, -1)`" + ] + }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -73,7 +76,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -83,10 +86,7 @@ "class Learner(pl.LightningModule):\n", " def __init__(self, model:nn.Module, settings:dict={}):\n", " super().__init__()\n", - " defaults.update(settings)\n", - " self.settings = defaults\n", " self.model = model\n", - " self.c = 0\n", " \n", " def forward(self, x):\n", " return self.model(x)\n", @@ -116,16 +116,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "We first consider the following neural ODE variants: `depth invariant`, `depth variant` (\"cat\"), `stable`. As we expect, these models will not be able to approximate the reflection map." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "settings = {'type':'classic', 'controlled':False, 'solver':'dopri5'}" + "We first consider the following neural ODE variants: `depth-invariant` and `depth-variant` (\"cat\"). As we expect, these models will not be able to approximate the reflection map." ] }, { @@ -135,29 +126,21 @@ "outputs": [], "source": [ "# vanilla depth-invariant\n", - "func = DEFunc(nn.Sequential(\n", + "func = nn.Sequential(\n", " nn.Linear(1, 64),\n", " nn.Tanh(),\n", " nn.Linear(64,1)\n", " )\n", - ")\n", + "\n", "\n", "# vanilla depth-variant\n", - "func_dv = DEFunc(nn.Sequential(DepthCat(1),\n", + "func_dv = nn.Sequential(DepthCat(1),\n", " nn.Linear(2, 64),\n", " nn.Tanh(),\n", " nn.Linear(64,1)\n", " )\n", - ")\n", "\n", - "# stable neural flows\n", - "func_s = DEFunc(nn.Sequential(\n", - " nn.Linear(1, 64),\n", - " nn.Tanh(),\n", - " nn.Linear(64,1)\n", - " )\n", - ")\n", - "funcs = [func, func_dv, func_s]" + "funcs = [func, func_dv]" ] }, { @@ -169,40 +152,29 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------\n", - "0 | model | NeuralDE | 193 \n", - "1 | model.defunc | DEFunc | 193 \n", - "2 | model.defunc.m | Sequential | 193 \n", - "3 | model.defunc.m.0 | Linear | 128 \n", - "4 | model.defunc.m.1 | Tanh | 0 \n", - "5 | model.defunc.m.2 | Linear | 65 \n", - "6 | model.adjoint | Adjoint | 0 \n" + "GPU available: True, used: True\n", + "TPU available: False, using: 0 TPU cores\n", + "CUDA_VISIBLE_DEVICES: [0]\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 193 \n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "3e4e45d66b574202ac9f987f1dbadff7", + "model_id": "bcb87f0f76584c6b96042c1c96ca0ed7", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -214,41 +186,29 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------\n", - "0 | model | NeuralDE | 257 \n", - "1 | model.defunc | DEFunc | 257 \n", - "2 | model.defunc.m | Sequential | 257 \n", - "3 | model.defunc.m.0 | DepthCat | 0 \n", - "4 | model.defunc.m.1 | Linear | 192 \n", - "5 | model.defunc.m.2 | Tanh | 0 \n", - "6 | model.defunc.m.3 | Linear | 65 \n", - "7 | model.adjoint | Adjoint | 0 \n" + "GPU available: True, used: True\n", + "TPU available: False, using: 0 TPU cores\n", + "CUDA_VISIBLE_DEVICES: [0]\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 257 \n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "9560a06b6adb474390d6194256e1e581", + "model_id": "46bb5f15fbb1475891c5d0b19afd97cd", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -256,56 +216,11 @@ "\n" ] }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------\n", - "0 | model | NeuralDE | 193 \n", - "1 | model.defunc | DEFunc | 193 \n", - "2 | model.defunc.m | Sequential | 193 \n", - "3 | model.defunc.m.0 | Linear | 128 \n", - "4 | model.defunc.m.1 | Tanh | 0 \n", - "5 | model.defunc.m.2 | Linear | 65 \n", - "6 | model.adjoint | Adjoint | 0 \n" - ] - }, { "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "cced4b9600274d3e82495a4fc3036abe", - "version_major": 2, - "version_minor": 0 - }, + "image/png": "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\n", "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -317,21 +232,19 @@ "source": [ "import matplotlib.pyplot as plt\n", "\n", - "plt.figure(figsize=(24,4))\n", + "plt.figure(figsize=(12,4))\n", "plot_settings = {'n_grid':30, 'x_span':[-1,1], 'device':device}\n", "\n", "for i, f in enumerate(funcs):\n", " # define the model\n", - " model = NeuralDE(f, settings).to(device)\n", - " if i==2:\n", - " model.settings['type'] = 'stable'\n", + " model = NeuralDE(f, solver='dopri5').to(device)\n", " # train the neural ODE\n", " learn = Learner(model)\n", - " trainer = pl.Trainer(min_nb_epochs=500, max_nb_epochs=550)\n", + " trainer = pl.Trainer(min_epochs=500, max_epochs=550, gpus=1)\n", " trainer.fit(learn)\n", " \n", " # plot the learned flows\n", - " plt.subplot(1,3,1+i)\n", + " plt.subplot(1,2,1+i)\n", " s_span = torch.linspace(0,1,100)\n", " traj = model.trajectory(X_train, s_span).cpu().detach()\n", " plot_traj_vf_1D(model, s_span, traj, n_grid=30, x_span=[-1,1], device=device);" @@ -343,7 +256,7 @@ "source": [ "## Controlled Neural ODE models\n", "\n", - "Following the work in [Massaroli S., Poli M., et al., 2020](https://arxiv.org/abs/2002.08071), we can easily approximate the reflection map by **data-controlled neural ODEs**" + "Following the work in [Massaroli S., Poli M., et al., 2020](https://arxiv.org/abs/2002.08071), we can easily approximate the reflection map leveraging **data-controlled Neural ODEs**. Data-control allows the Neural ODE to learn a family of vector fields instead of a single one, via conditioning the vector field `f` with the initial condition `x`." ] }, { @@ -353,16 +266,13 @@ "outputs": [], "source": [ "# define the data-controlled model\n", - "settings = {'type':'classic', 'controlled':True, 'solver':'dopri5'}\n", - "\n", - "f = DEFunc(nn.Sequential(\n", - " nn.Linear(2, 64),\n", - " nn.Tanh(),\n", - " nn.Linear(64,1)\n", - " )\n", + "f = nn.Sequential(DataControl(),\n", + " nn.Linear(2, 64),\n", + " nn.Tanh(),\n", + " nn.Linear(64,1)\n", ")\n", "\n", - "model = NeuralDE(f, settings).to(device)" + "model = NeuralDE(f, solver='dopri5').to(device)" ] }, { @@ -374,40 +284,29 @@ "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------\n", - "0 | model | NeuralDE | 257 \n", - "1 | model.defunc | DEFunc | 257 \n", - "2 | model.defunc.m | Sequential | 257 \n", - "3 | model.defunc.m.0 | Linear | 192 \n", - "4 | model.defunc.m.1 | Tanh | 0 \n", - "5 | model.defunc.m.2 | Linear | 65 \n", - "6 | model.adjoint | Adjoint | 0 \n" + "GPU available: True, used: True\n", + "TPU available: False, using: 0 TPU cores\n", + "CUDA_VISIBLE_DEVICES: [0]\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 257 \n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "29717016510344a8898b0146a61d45ac", + "model_id": "63979a6bff5444bbafc6b64497f600f7", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -429,7 +328,7 @@ "source": [ "# train the neural ODE\n", "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=200, max_nb_epochs=250)\n", + "trainer = pl.Trainer(min_epochs=200, max_epochs=250, gpus=1)\n", "trainer.fit(learn)" ] }, @@ -468,7 +367,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -485,20 +384,20 @@ "ax = fig.add_subplot(111)\n", "ax.plot(s_span, traj[:,::5,0], color='blue', alpha=.3);\n", "ax.set_xlabel(r\"$s$ [Depth]\")\n", - "ax.set_ylabel(r\"$h(s)$ [State]\")\n", + "ax.set_ylabel(r\"$z(s)$ [State]\")\n", "ax.set_title(r\"Depth-Trajectories of Controlled Neural ODEs\")" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -513,7 +412,7 @@ "\n", "n_grid=30\n", "x_span=[-1,1]\n", - "fig = plt.figure(figsize=(5,5))\n", + "fig = plt.figure(figsize=(8,8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "ss = torch.linspace(s_span[0], s_span[-1], n_grid)\n", @@ -521,20 +420,27 @@ "S, X = torch.meshgrid(ss,xx)\n", "u_traj = traj[0,:,0].repeat(traj.shape[1],1)\n", "e = torch.abs(y.T - traj[:,:,0])\n", - "color = plt.cm.RdYlBu(e)\n", + "color = plt.cm.inferno(e)\n", "for i in range(traj.shape[1]):\n", - " tr = ax.scatter(s_span, u_traj[:,i],traj[:,i,0],\n", + " tr = ax.scatter(s_span, u_traj[:,i], traj[:,i,0],\n", " c=color[:,i],alpha=1, cmap=color[:,i],zdir='z')\n", "norm = mpl.colors.Normalize(e.min(),e.max())\n", - "plt.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap='RdYlBu'),\n", + "plt.colorbar(mpl.cm.ScalarMappable(norm=norm, cmap='inferno'),\n", " label='Approximation Error', orientation='horizontal')\n", "ax.set_xlabel(r\"$s$ [depth]\");\n", "ax.set_ylabel(r\"$x$\");\n", - "ax.set_zlabel(r\"$h(s)$\");\n", + "ax.set_zlabel(r\"$z(s)$\");\n", "ax.xaxis._axinfo[\"grid\"]['color'] = (1,1,1,0)\n", "ax.yaxis._axinfo[\"grid\"]['color'] = (1,1,1,0)\n", "ax.zaxis._axinfo[\"grid\"]['color'] = (1,1,1,0)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -553,7 +459,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.7" + "version": "3.5.2" }, "latex_envs": { "LaTeX_envs_menu_present": true, @@ -604,5 +510,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/docs/tutorials/04_augmentation_strategies.ipynb b/docs/tutorials/04_augmentation_strategies.ipynb index e242537..9a099d2 100644 --- a/docs/tutorials/04_augmentation_strategies.ipynb +++ b/docs/tutorials/04_augmentation_strategies.ipynb @@ -20,7 +20,17 @@ "metadata": {}, "outputs": [], "source": [ - "from torchdyn.models import *; from torchdyn.data_utils import *\n", + "import sys\n", + "sys.path.append('../')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from torchdyn.models import *; from torchdyn.datasets import *\n", "from torchdyn import *" ] }, @@ -33,23 +43,23 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Generate 3D nested spheres data\n", "d = ToyDataset()\n", - "X, yn = d.generate(n_samples=2**13, dataset_type='spheres') " + "X, yn = d.generate(n_samples=2 << 12, dataset_type='spheres') " ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -73,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -86,7 +96,7 @@ "X_train = torch.Tensor(X).to(device)\n", "y_train = torch.LongTensor(yn.long()).to(device)\n", "train = data.TensorDataset(X_train, y_train)\n", - "trainloader = data.DataLoader(train, batch_size=bs, shuffle=False)" + "trainloader = data.DataLoader(train, batch_size=bs, shuffle=True)" ] }, { @@ -98,7 +108,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -106,12 +116,9 @@ "import pytorch_lightning as pl\n", "\n", "class Learner(pl.LightningModule):\n", - " def __init__(self, model:nn.Module, settings:dict={}):\n", + " def __init__(self, model:nn.Module):\n", " super().__init__()\n", - " defaults.update(settings)\n", - " self.settings = defaults\n", " self.model = model\n", - " self.c = 0\n", " \n", " def forward(self, x):\n", " return self.model(x)\n", @@ -147,9 +154,9 @@ " \\left\\{\n", " \\begin{aligned}\n", " \\begin{bmatrix}\n", - " \\dot h(s)\\\\\n", + " \\dot z(s)\\\\\n", " \\dot a(s)\n", - " \\end{bmatrix} &= f([h(s), a(s)], \\theta)\\\\\n", + " \\end{bmatrix} &= f([z(s), a(s)], \\theta)\\\\\n", " \\begin{bmatrix}\n", " \\dot h(0)\\\\\n", " \\dot a(0)\n", @@ -157,7 +164,7 @@ " x\\\\\n", " 0\n", " \\end{bmatrix}\\\\\n", - " \\hat y &= Linear([h(1),a(1)])\n", + " \\hat y &= Linear([z(1),a(1)])\n", " \\end{aligned}\\right.\n", "$$\n", "\n", @@ -166,25 +173,24 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ - "settings = {'type':'classic', 'controlled':False, 'solver':'dopri5'}\n", - "\n", "# We consider 5 augmenting dimensions, i.e. the DEFunc must accomodate 8 inputs\n", - "func = DEFunc(nn.Sequential(nn.Linear(8,64),\n", + "func = nn.Sequential(nn.Linear(8, 64),\n", " nn.Tanh(),\n", - " nn.Linear(64,8))\n", - " )\n", + " nn.Linear(64, 8)\n", + " )\n", + " \n", "\n", "# Define NeuralDE\n", - "neuralDE = NeuralDE(func, settings).to(device)\n", + "neuralDE = NeuralDE(func, solver='dopri5').to(device)\n", "\n", "# Here we specify to the \"Augmenter\" the 5 extra dims. For 0-augmentation, we do not need to pass additional arg.s \n", "model = nn.Sequential(Augmenter(augment_dims=5),\n", " neuralDE,\n", - " nn.Linear(8,2)).to(device)" + " nn.Linear(8, 2)).to(device)" ] }, { @@ -196,50 +202,35 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "----------------------------------------------\n", - "0 | model | Sequential | 1 K \n", - "1 | model.0 | Augmenter | 0 \n", - "2 | model.1 | NeuralDE | 1 K \n", - "3 | model.1.defunc | DEFunc | 1 K \n", - "4 | model.1.defunc.m | Sequential | 1 K \n", - "5 | model.1.defunc.m.0 | Linear | 576 \n", - "6 | model.1.defunc.m.1 | Tanh | 0 \n", - "7 | model.1.defunc.m.2 | Linear | 520 \n", - "8 | model.1.adjoint | Adjoint | 0 \n", - "9 | model.2 | Linear | 18 \n" + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 1 K \n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "27f33fecb01e46af9d8c9c5fe5e990dd", + "model_id": "9c0df0d11595427cba0c8b3bd8096c54", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, "output_type": "display_data" }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, { "name": "stdout", "output_type": "stream", @@ -253,15 +244,15 @@ "1" ] }, - "execution_count": 7, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Train the model\n", - "learn = Learner(model, settings)\n", - "trainer = pl.Trainer(max_nb_epochs=200)\n", + "learn = Learner(model)\n", + "trainer = pl.Trainer(max_epochs=200)\n", "trainer.fit(learn)" ] }, @@ -276,12 +267,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAANEAAADCCAYAAADXeCfaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO2deXDU15Xvv1fdrZbUWlpbSwJJSEhCgNiMgXjM4mDH2PECtuMsk3iyTKqcTDlTSZxUXuZl5k2mZlJZ3kuc5E0qmSQvcZyx4xk7ju14wTYGbLxhNoNACIQQWpDQrqbV6k3d9/3x7esrCItE/7S0uJ+qrlb3b+nbqvvtc+65554rpJQwGAxXTsp0N8BgSHaMiAyGBDEiMhgSxIjIYEgQIyKDIUGMiAyGBLFbcRMhhBvArwEsASAB/K2U8u2LnV9QUCArKiqs+GiDwVL27dvXJ6UsnMg1logIwE8AbJVS3iuESAWQcamTKyoqsHfvXos+2mCwDiFE60SvSVhEQogcABsAfBYApJRhAOFE72swJAtWjIkqAfQC+K0Q4oAQ4tdCCNf5Jwkh7hdC7BVC7O3t7bXgYw2GmYEVIrIDWAng51LKawD4AXzz/JOklL+UUq6SUq4qLJyQy2kwzGisEFEHgA4p5e746ydBURkMVwUJj4mklGeEEO1CiFop5TEANwFoSLxpAEb9QNerQNuTwEg34MgEhB2ADUjLA9KLgPn3AZmVlnycwXAlWBWd+3sAj8YjcycBfC6huw23AEf/L9DxHBA4CSB68XOPPARkzgMcWUCaB1jyP4CC1Ql9vMEwESwRkZTyPQCrrLgXRv3A218Eel8e54cPAr5B/bpzB5A1F8hZDsR8wMIHgeINljTNYLgQVlki62j4yfgFdEEGAN8A4Kvny85XAYwCKdlA6Sag6tNA4fWA/S8CiAbDFTHzRHT4hxc5IABkAsIGyBCAEIDYOG44zKdYEGj7T6DtvwGEAftcYN7dQN2DZkxlSIiZJyIMXOR9BwAJyBiQmg+Ee8A53VScO7frBAV2MeLnjp4Gmv8daP5Z/P1UIKMCWP0TYO4tiXwBw1XGDBTR+Qgwi2gETMtL4RNG48dHQYEJILUAiEaAaD+0lUqNn3Mxq6WWx4eAkWPAa7fypaMcWP97M54yXJYZmMXtuMB7EoAtfiwFiPRBiyIGIArY84EUOxBVliwdQFr8+HjcvvOItAHbbwAeywfanpn49YarhpknohT3eW84QBfMCdjdoFUJnndOOgMFwW7ocHgkft4oEmMAeOMuYNdnE7yPYbYy80RUvO68N8KgEEIAAnjfGiEDdNUAIAIEu8YcE7jk3NKV0P474NWPWHtPw6xg5oloxb+Cbtj5RIFRAQ7jUoCUdCBrAZCSAwotBFqfFNBqFQIYG8a2xa+148Iu4zjofgp47VNXdq1h1jLzROSuA+ZsvsABCUbuzgIYBWJhIDjI0DVSQOGlg+OfEDAaAYMRY0kFhZWKK+b0Y8yoMBjizDwRAcCK/wUUbLzMScNA5DT0fJEAUpXliQIYhP56qWDoOwi6hGND4lcgqPf+eeLXGGYtM1NE7jpgw+OAveQSJ6nQtLJCI0A0AL2oNiPu6mUy6ODIA62Qc8y1SlxiYu1re3Ji5xtmNTNTRACTSVc/hHPHNeecACADsHmAjHkAbJwjGiuQ7GrAcz2QVQM4XYAjG3CkQYsmDMA35prxEpjg+YbZzMwVEQBUfhzYtAN/2UwBCmAEiJ4BRk7E3x87qerj2CVyFnC4gdAgIARgcwHIAgMNV0h69ZVfa5h1zGwRAVzWsPT7570pce4EahSMuoWh55CiwOhZwN8BDDYAkQAQPgvIMBjFi4+jAExYVOsfm/j3MMxaLBOREMIWr7HwnFX3fJ+lXwdu2Ao4ii/VAlBcY8ZKIpNaifSAq9b9QGgIFJEEo3nO+PnjnVdym/VKhnOw0hJ9GcBRC+93LnNvAW7eBqRdzJXyQ1snO2AvAuwOwJ6qV8MiCoa9lbUSoAvoG3871j18BY03zGYsEZEQohTA7WABx8nDXQfc+DSQueQyJzoBmxOI+ICwD5AX+5qjmFBmw5qHgfIt4z/fcFVglSX6MYBv4BKZnpaVzHLXATc+C2RfyqXyA6FTfI714v01RX/BpZZMnMeah4Hqz4z/fMNVQ8IiEkLcAaBHSrnvUudZWjIrsxK4412Ok1IrxnlR5Ao/LAVY97QRkOGiWGGJ1gLYLIQ4BeBxADcKIf7Tgvtenrm3AHcdBtY/A+Sfn7hqBU5g0zvGhTNckoRFJKX8ByllqZSyAsAnAGyXUt6XcMvGi90FlG0G1j4CzP8CkGJRYUhHKfDJoInEGS7LzJ8nGi+ZlcB1vwDubQE+8Ahgu1Q4/DKIAuDmrda1zTCrsVREUsqdUso7rLznhLG7gKq/AbYcBJZ9dxyRvPOweYAP72QAw2AYB7PHEp1PmgdY8k1gcz1w22Gg4AYw4TQNF1yvlLYAKP80cMt2IyDDhEiCQiUW4K4DNu08971RP+A9BkACOQtNHTrDFXN1iOhC2F1Avqm7b0ic2evOGQxThBGRwZAgRkQGQ4IYERkMCWJEZDAkiBGRwZAgRkQGQ4IYERkMCWJEZDAkiBGRwZAgRkQGQ4JYsTy8TAixQwjRIIQ4IoT4shUNMxiSBSsSUEcBfE1KuV8IkQVgnxDiFSllgwX3NhhmPFYsD++SUu6P/+0Da8/NTfS+BkOyYOmYSAhRAeAaALsvcMyaklkGwwzDyjLCmQD+COArUsqz5x+3tGSWwTCDsKoCqgMU0KNSyqesuKfBkCxYEZ0TAP4fgKNSyh8l3iSDIbmwqnjj34BFG9+LP26z4L4GQ1KQcIhbSvkGJrxfo8EwezAZCwZDghgRGQwJYkRkMCSIEZHBkCBGRAZDghgRGQwJYkRkMCSIEZHBkCBGRAZDghgRGQwJYkRkmBL27AG2bAGuvRZYupSP++4DjhyZ7pYlztW7P5FhSvn+94Fnnz33vcOHKaJ164CUFOD++4G6JNyk0IjIMOn4/UBz84WP1dcDx44BQgAvvgj8+tfAhg1T275EMe6cYdI5dgxoa9OvU87rdcEgEAjwnAcfBO6+G3jkEYovGbBqZeutQohjQogTQohvWnFPw+xBSiAS4d9CAHPnAmVlwJw5QGoq4HAAOTlAWhrQ2Ei372tfA77wheQYM1mxstUG4GcAPgxgMYC/FkIsTvS+htnDwoVAVRX/Tk8HXPE9pkMhoLoaWLsWmDcPsNlokWIxoL8f+MMfgM2bgR/9COjpmb72Xw4rLNEaACeklCellGEAjwPYYsF9DbMEl4viAGiRbDagoADIyqJ4PB4gOxuoqKB1cjrp8sViwMmTwD/+I/Dd785c984KEc0F0D7mdQcuUHfOlMy6uunu5nMkAkSjdOFiMaCpCXjtNWBgAFizBvjAB4CaGrp8DgevCQQYcPjQh4DXX5++73AxpiywYEpmXd2sX89ntxvIzaUrFwxSKNnZfC8YpMjmzAGKiniuPR4/Hh4G3nkH+OpXZ55rZ4WITgMoG/O6NP6ewfA+mzcDJSV0yRoaKJholBbH6QQ6OymaVav4WkoGGhwOICND36e+HvjSl2aWkKwQ0R4ANUKISiFEKoBPAHj2MtcYrjI2b6Z1iUQArxfo6AB8PoonPZ2BBJ+PVmlkhAJyOmmJbDZG9QBe//zzwCuvTO/3GYsV1X5GhRBfAvASABuA30gpkyAwaZhKPB66ae+9x9d2O5Cfz4nVhgYGGgoKKJbFiymsvDxgcBB44QXONakweSTCDIiyspkxMWvJmEhK+YKUcoGUskpK+R0r7mmYfaxfT5cN4BgnPZ2W6NQpzhcVFWnhtLYCS5YA//RPwOc+xyjenDlAYSFFVF8PfPrTQEvLtH4lACZjwTCFzJ2r3bNYTLt1ubk8vnUrcPw4xVVXRxfvgQeAvXspsKVLgTvu0BkPra3A9743fd9HYXLnDFPGnj0MV0ejFMLAAMc+a9fSGnV08Lzqas4hPfYYBeRw0M2rqwMWLKCFOnSI5z73HIMMHs+0fS1jiQxTR2UlrUxKCh8eD/DhDwMf+xiwfLl22dLS6KZFIozMVVdzCcVttwE33gisWMH7AMDQEPDtb09vtM5YIsOUsWQJXTq/n2OgigqKIy8P+OQnaZnefpvHDx3i68JCYPVqoKuL7/X2MiPc4aBrGInQDbzpJuAjH5me72VEZJhS+vvp0knJUPZTT1Ekd94JnD6tXbOKCoa8XS4GHxobaX1On6YlKixkAOKtt2iNBgen7zsZERmmjKYmWhSAFqSvj8Jwuyms7m5aqy1bgH37GALv7+d5TqeeZ1q8mFnfv/sdXw8OAj//Oa1RZeXUfy8jIsOk0NICPPooXbK8POCWW4CXX6YFAhihi0RoUbZsobXx+4FrruG80bXXUmB79nBcVFvLZNSzZ/l4801aIMXRo8C99wK/+AUt21RiRGSwlJ4eJonu2gU88wyF4XLRsuzfz9A2AITDtDJNTcBPfsJJWLtdC+3OOxl0WLuWFioYZEjb6+XYqLmZ5xUUAKOjFNR77wE//jHFO5UYERkso6eHnXjPHkbYSku1q6ZWr44lHNYunt9PUYTDPJaezvuFwwxvOxzAmTMcE/l8PDc9nYGKYJAiisWA3bv5+VNpjYyIDJbg9wO//S0tid3OsPSyZcD8+RTKSy8xkKDIzGSELi2N4e5I5FyRdXZSXD4fzw0E+PD76c5lZ/ORkXGuW9fcDPzwh8Djj0/ddzciMlhCWxs78PAwMxCiUXby/fu5XqihQZ9rt/OYzUYL4/czcDBWZH19FNboKEUTjepjKSl6OTlAoY2999GjXFY+VZWDzGSrwRLKyxl6zs+nIACKQOXGScmHWh80MMAxUWoqF+HNn88AhM1Gkahnda+xfP3rwPXXUzyNjRQuwHs7ncx8+I//mJKvzc+duo8yzHYiEXZilWUwMsL31DKGtDQey8nh+CUQoFCiUYpm/XpaESlpgXp7ee3oqBZKcTGwaBHfUxO3bW28h0onUsstVFBjsjEiMlhCWxtFsnIlxXHNNRTAkSO0Ni4XI2kABRQK8XhvL9DezgCEKlSyZAnP37FDFy4RgvdZtYrjq+5u5tHNmcMJ29ZWiigWo4vY0sJo3dq1k//dE3LnhBD/WwjRKIQ4JIT4kxDCbVXDDMlFfj6jcbfcwufubo6Fdu6kFcnKYn6cEIymhULaVYtGaVmCQYrH6eSk6bJlnEdyOimgkhKdN6fqMXi950b1/H4Kr6WFrt5UkOiY6BUAS6SUywAcB/APiTfJkIy0t+vUnGXL6JY9+yyFkZ5OF+ztt3WiaG4uXa/RUS2Cnh6K4tgx4MQJRuUKC5mh4HTSaj36KDMUFi6k9Tlx4twqQGoSd2CAlmwqElMTcueklC+PefkOgHsTa44hWRkYAA4e5Hhn+XJOiA4N0fLYbBTV8DBf5+Ux4gbQQtntetwUi1F4TU2M4JWUUBQq166vj8+VlTweDDLX7qWX6E5mZvIcr5crYgHgX/91ctOBrIzO/S2AFy920JTMSm5aWphZ8MorF67/5vXSUmzfznma3bt16FrNAamI25kzFIXNRgFcey0tS0kJ3TafjxG9WIwWrLeX45zMTApw/Xq6dZEIxbZvH8+VkmOrsjK6haEQsG0b8MQTk/u/uawlEkJsA1B8gUPfklI+Ez/nWwBGAVw04UJK+UsAvwSAVatWyStqrWFa8PuBhx/mRGpNDQVTUkKL0NZGodTW8lh9PQXg9fJ9h0NH28aKr7ycx06dokAXLNBhcIeDLmBVFetyV1XRjduzh66ciroVFdEt7O6mNQuHmV+Xl6ejhHl5HK9NJpcVkZTyQ5c6LoT4LIA7ANwkpTTimEWo8PHAAP+uquLCucOHgTfe4Bjo2DFG3W64gRbm5EnO08Riek4oEqFVUDidFM3KlSzK2NZGi6IqpaoSWV1dPHb99Yzy7dlDkTU3Az/4Aa3XTTfRQt1wAz/b66W1GxykwFasoLWbzHB3QmMiIcStAL4B4AYp5cjlzjckF21tHOeMjlJIOTl0wdxudsy33mKnzcjg393dOnsgJYUiCgZ15Ayg4DweZjIcOwb81V+xs/f383qXi4GJlBQ91/P66zxWUsJ79vQwraeujiHvggKKq66OIiwvp9j7+xl82L6d81aLFk3O/ynReaJ/B+AE8IrgyPAdKeUXE26VYUaQn8+Bv8oqKCujm+XzsTPn5dGlyslhdG5oiO+razIyGEBQu0LY7Yy2uVwUaDhMgT74IPD00zzXZmP2wokTfLz2Gt/r6qL48vJomdQErCrBNTLCtlVX89jy5XQLDx3iNf39k2eNEo3OVVvVEMPMQxVUrKkBNm1iBK20lO/397P6ztmzFBBAt8pupysVCFAkbjdFdfq0zrqeM0cvZVi4kOOpDRsohKEhjqu8Xt7r+HHe1+/nsbY2imnjRgps/36KJDOT7mQkQovV0kJXrrQUePddliD+yleAm2+2/v9kMhYMF0VZorIyiubgQT3n09OjSwL7/XzfZuMvvdrRwWbjddnZdLkKC3VK0N13M6iwfDnw5z9THGVlOmydksIl4sPDvObmm4E//pHH3nyTx7OyeN8zZzjmysqiaCsrOcY6dIhCbG7mhG5DgxGRYYo5fpy/9jk5DARkZXEu5s03OZG5cycFlJLCcUhvLy1TIMDgQXY2rdLICMWycSPdr74+BhUGB3mfI0do5QoLaVU8Hl3cMS+P9zt1itZGSrqQZ8+yXRs3cgFgby/bsHIl75OdTQF5PLzOZqOYJiO724jIcFG6u5mF3d1Nq9TQwGja4CCFMDREseTkMA2noUFnbOfk0K0C9DzRtm287sQJ3kOtC3K5aCnS03meCp1Ho9xORa0Z8vn4EEInry5fTqE98QSFVF9PC1ZWRuukxl6BAN3O3FzgX/7F2v+TEZHhoqxcyQ7f1MSQ9o4dHGs4nezwoRAH75EIMxIyM/n+6KjOHli0iCJsatJjJCFokaqqKLRgkG6f2gAsEmFwIRzmc0EBy2KFwxROQQHHOlVVTCUqLmaUz+3mmKu/Xxd8zMtjm7xeivWOO6z/PxkRGS7Krl3AT39K66HqvKll2eEwHyrkPTLC50WLOE/k93M+qa6Ov/5dXRwnzZlD8UWjFGNrK48XF1Ogg4M8Ny+PYnz6aSaaqjFYVRVw++0URW4ux2mRCAV/zz0UytatDMkvWsT77ttHIat6dosXWxulMyIyXJCWFuChh+jOAeyobjdD11lZeoGdy8XO3tJCt6uyktG8l1+m+7R/Pzttfj5FFwxyfDUwwPt0dVGkbjddNrVEfNkyvlbJqGrMtHo127JjB13Ij3+cgmps5PitpYUunyqIcuQI3cz2do6JYjEu01i50rr/lRGR4X38fk6a/v73FIHTyc6tJlSjUZ4jhHbnnE49Xjl1iiHrggK6VceOUSz79vGacJgWLSuLIgkG6fZ5PLQYbW28TzhMMfT30zKpwMXoKNsZiVCUoRCtTUMDBdLXx9rd6emsFKTGQzk5vG80yrYODFj7fzMimkX09ABPPsnOu24dO/jRoxx3dHWxw+Xns5PV1vKaAwfotm3dys7o9ep9gDIyOCZRxGI6SJCRQWHMm6fHJnY7RVFfzxSctDS9digWoxjS0ylEJZaMDAqqq0sXIgmHKQafj8JRW1B2dnIsVV3Nzx0aYvtVG9LSKCQVtVPFHx99lO6my8Vrjh9nwMIqjIhmEX/+M/Cd77Dz7d/PTt7Wxs6jVofm5vJ4Vhbdmhdf5BhmbGqOwulkqFkFDNLS2JGdTnbuWIzh5oICPUay2zlO8ftpjcb+8qek0A30eBiZU4vytm3T4y2V6b14MX8UAgGKrKSE36m7W0fmQiGOu665hvM/zc064VQVfNy6ldbsuuv4Xd54g+MwKzEimkV0drIjqzSbcFi7XE4nO2BXFzuwWrrt92s3aSxpafz1d7vZmYuKeA81ydneznscPsww9cqVtAaNjRRNLKb3Y1XVemIxXUuuspJbULa00N3LzeV4KxqlEITQ1mPePLqBeXkUpdtNkWVl8ZjTqa2jSo5tb+f5qakU5j33MEjh99NaWYkR0SyhpYW/sDk57ExdXXxOS9NWISuLfw8PsyNXVfHvUIhuXGcnBeV209356Ee5OrW1ldaouJhzMF4v03jCYc7NFBby/k1NtALKAjkc3A7l2Wf5emhI57z199NK+v1sc2qqzvTOyuLz2bO8hwpXu1x05ZxOjr+ysii6ffsoDCn5WgkqEOBn9PbSDVQ/Mrt38/9l1UI9I6JZwhNP0C3KymJ0rLubYggG2XHr6tjBBgZoVdau5djg4EFaAbV8+913dT04l4t1sgMBRsWOH+f1J07wmrIydsrycuam1dfTeimhHjvG+95zD1eenj1La5SZSZE/8ogusaWEmp/PnDyXi1ZNiHO3Y1ErV7u7Kd5gkOJQ46nSUk7ALlrE9vr9/D4tLfzRaG7mfV56CfiiRanSpu7cLEHN4xQXs9OWlemyVLm5es1OXx9zzbq6GEhQNQrWrOFmWxs3MsK2eDHHSikpwFe/ys5ZUsLXPh+tRl4e3bgPfUhneKsonLKIlZXsvBkZbF8oxI6vSlz5fHTxolHev7aWAgHYbq+XlqaigvcqKNDuqcoGb2sDPvhBnnPqlJ7YLS2lKD/2Mf64HD3K+69axdWxVmEs0SyhsJAdpbOT8yUq56y6mr/MIyPs2IsW6U7e1MTXN97IzvfWWxxLzZ3Lqj3HjzNyt3o1LVBvr84qOHuWgqyq4tKEsjK9bUpfH61TSQk/6/hxdnQ1B6Q273I6KSq1tMLr5bFQiK5ZLEZxeb16UzA1zmtp4Rinv5/tOXKEn3v6NO+9cCHbfvAgxdfezvbZ7TyWYqH5sEREQoivAfg/AAqllBYP2wzjYdMmumLPP88VoOXlFNWtt3KHhf5+HfLNz6eV2bKFYigq4sI3tSz75En++hcU6LFGaioF6vVyiUFrKy3Ynj3Ar35FS9PczGvy8nhOaip//bu7/7LTquwFh4P3zc2lQAYGeC+nk8LMyeHzSy/xvKwsijMW08GN0lLWadi+nffOzKSAfD7eq6WFFretjW0aHub/xyoSFpEQogzAJgBtiTfHcKV4PJy9P3KEEarBQXaU4WG6PR4PO/TBg7q2QUWFrlA6bx7Pr62lgNav5y/30qUUWW0t8OqrHF+p5E6fjwJ5802eJ4SuIXfiBKNvXV06PUgJye1m1kJennbl8vLYFo+Hc1NpaYyyqTy9666jSFRQw+OhxfH7gbvuAj71KX7Xnh5+ls9HQZ45w4dK+wEo3pmW9vMQuET8GQvuZUiAFSvohrW3030rK2PH3rmTYwb169vfz0G/ChdLqff+qahgvYL+fmYt+P3sjELwmuJiRreamtiRbTbeMxDQa3/sdgYZfD6OmWIxClil4pSWcsx18CAtnRJDRwetSHk5j/X307IFg3qHiPx8vZWKSnbNzKQlzc+ne+lw8H/Q1KRz7gYH2a7aWuC++6z9vydaY2ELgNNSyoNCFQ67+Ln3A7gfAMqttKWG93G5gM9+lp2ps5Md5tQpulxKLN3d7NjLl7OjDg1xzDBvHs9rbKSYiov1qtQzZyiC1lYKJRrVS7tLS3U2d3G8JlRTk661kJ3N7AM14WqzsWP39dHNUpVNlaVIT9eZEfPn0wKFQvw8Na7p6+O5JSW0WAcO8IeirIw/An19DJo0NGgrqMZUv/iF9TXoEiqZBeB/gq7cZTEls6YGjwf4/OcZ7v7pT/lebi7FsXMnf92DQQYU3G52QpUC1NbGTjowwCyBhQs5v9LQwGscDo6h3G6dMKrGGL29tAInT/Lv0VGKZedOvgZoYVRtOJ9Pb+xlt9OaOJ16O8polKH6lSuZidHVRXEPD9PqjY7SgqWnU9wqE0JtSRkK8XOysxmNS0sDPve5ydlu5YpLZgkhlgKoBKCsUCmA/UKINVLKM5a20jBhDh/mQD8U4phmxQoO0gF2xv/6LwYcrr2W79XW0jJs384OqvZNbW9np8zIYKceGuIv+8gIO7TapGtggO+pIooAhZedTaGptKJolFatuZnHg0HOTzkcvEcgwHsWFemCkc3NfC8WY9tyc9mGaJTf02ajEEdG+CMhBIvi33knI4fXXDO5u0NcsTsnpawH4FGvhRCnAKwy0bmZwZYtFMLOnQwxHznCCN7u3XpDrrfeojhycxlM8Hr5ax4M0nIVFPDY3Ll0r9LS+HzoEK2Ly6V/7U+coABUjl0opAWUmkoBDA2xo4+Onptq5PXqrISUFLqgR4/qsZjKlXM69RhMbUepJlMzMtju3Fz+WHz0o8AnPmG2VjEkQGUl8G//xnJUr77KkO/QEMcrVVUcNx06RHetoICdtrAQ+MhH9ByLx0PRbNrEiNjbb7Mj5+dznJSdTffI69VpOaqyqc3GCVy/nwJTdbidTh1mz83lZ9TVcRyzZw+vVUGElBSek5Ghk1OjUY59nE62Pxiky7dqFR+qwMlkW5+xWCYiKWWFVfcyWIPHw2LuqvZAY6N26d55R2/nWFKiLcPQEDumWsYdDHKyVa3JUTuBR6MMXqg8Pb+fYlABhro6WjAVlauspCB6euimud0Mi9fUsFzWgQMczwjBR2amXipx++10R999lz8Ig4MMiWdnM/Dx+c/zMV0YSzTLqawEfvQjji0CAXb+Q4fYYdX6HrX36fHjtDC3385Mh9ZWvbu306mjXoEArdWZM7RenZ3aFcvJ4bn33ksLFwjwHsXFdOWqq/XmXrt28fHcc1z/VFREoQ8NUSBz5zJCp9YgrVvHMLsKbmzYQKuzaVyhrcnDiOgqoK6OS70bG/lwu9kxldVRi9+8Xj4CAbpIkYiux11URJE0NvL9NWs4ZlHJrere9fUUicdDlyoc5mdFInTpVD6fGh+pjIVXXqFwhoZ4TSSil0ccPcpzVZLp/PkM5V9//dS5bJfCiOgqweXSW5gsWsR0oL17aVl6e9np33xTJ5aqAf7AgE79SUvT2z92d/N9m42ullo16vPxvO3bWQfB4aA4AIorJ0cvUVAiKi1ldK27m+5bfj7P7e/XuzscPUorJCUnaktLZ4aAACOiq1GJxN4AAAolSURBVA6Xi5ahqYnumM/Hidebb9ZF4Jcto8vn8ehi8yMjtBDRKO+j5n5GRylGlUwKUCQdHfzbZqOIhof1buL9/fr6aJTnOhy8l1ruMDLCtp05Q8upVqvOnUs3bibN1xsRXYWUlzMNqKuLnbS4mNanupoDfbXzQmYmBRYKsaOXllIEp0/rOgyKsVunjCUaZSBgcPDi7VH3stloxRwOttHppJjmzOFyi5wcCn0qI2/jwYjoKkS5dnl5DBeXlNCV6+2lUFRkLBCgG6WyAdSSiaYmzjOlp+sKOlVVtBxjJ2PVxltjBaaKPap2VFZSyKWlXMtUWqrFogIeql7CTBLOWIyIrmIqK4Evf5nLJ/bv1yV8i4o47qmq4q++203r09fHY14vO/6qVQx/FxTQcrS1MbCwcqXev7WvT5ez8vlYqbSlhcEBh4PteO01tuVTn9IZFMmEEZEBq1frzOj9+1kTobubwigqooBOnGDnz83VQYZolBkRdjvdLb+fSyiKi5mOY7dz/DJvHsdZ4TCDAoODdA8bGykkr5fWr6WFgY+ZanEuhhGRAR4PMxXUepuGBopk9Wpaj8JCRuDUZsSVlRTLxo0MQPT3873Dh3m9lLoGQyikI34LF+oVrioSqD47EOA81fz51lYnnQqMiAzvo3Lh1I7ey5dz3JOby5WlasuTOXM4N9TTw7FKRwdFkpdHt62iggvlRkYYuVNjr7Y2rvtpamLofP58Zi2Ew3qOSC0hTyaMiAznsH49rZDaQnL5cl3ut6yM7tj+/UxebWmhG7d8Oa3RwABFVVZGYQ0MaGF0dPCYlNqipaTQVTx4UC+vUMGEZMKIyHAOHg/Tfvx+zs2kpTFXrqaGLl1bG0WgNu5auZIiU1kIxcUU1I4dHFeNjHDM09BAEd1yi3bvBgZo8c6eZRTQ4eBzWRnbkSwYERkuiMvFzIbnn6cLtmGDLtG7cSPFkZHBIMHx4wwiqC1U5syhS7dsGYW0dy8DEzt3MpxeVETBNTZyLigzk9bo6FFmcqenc5yULBgRGS7J6tV8drvZ0Wtq9NKEQ4cogJoaPR7q76fViUR0IUVV2L63l25iVhbHQgADFwcP8vjIiC4cmUxYUe3n7wE8ACAK4Hkp5TcSbpVhxjDWvVPltIaHKZxgkK6YKtoohM5tCwZptXbtoqXasIGvAwG9gG/pUlqpvj5dQ1ztdeT3J0+oO9FCJRsBbAGwXEoZEkIkkSdrmAgq5254mJakpYXjI4AuWXExLU9vL4MFakdvVWFV7Tru99Pl27OHJbGWLuVSbr9fW68jR7i+aN266f3O4yVRS/R3AL4npQwBgJSyJ/EmGWYqY0tuPfkkn6uq2PHLyngsJ4eBiLfe4vhn3TrOIS1cqJdVrF5NIR04QNdN1X+or9fljVesSB4RJVpMdQGA9UKI3UKI14QQqy92ohDifiHEXiHE3l6VwmtIKlSwISODbt6tt7JA4wc/SEE1Neml4lVVwE03cS5IZSG0tel6ciqcrbK3VSH8gQGOk44d05O/M51ES2bZAeQBuA7AagD/LYSYL6X8i5JYpmTW7KG2lu5ZeTnF4fdzjFNToy1SdjbngY4f165cfj5dwfx8hrb7+jgvFQyyrrYq81tYSCE1NiZHLt0Vl8wCACHE3wF4Ki6ad4UQMQAFAIypmcUoi6Q4cAB4/HGGuGtrmbQK6ADDWDfQ56PFUhVSd+3imGhgQC+FyM7WpY6TIZcu0THR0wA2AtghhFgAIBWAKZl1ldHdTTdtYIBu2YEDTE7NyeG4xu/XWeL5+cBTTzHgUFTEqFxrK0sXp6cz41sts9i3j+OpmZ5Ll6iIfgPgN0KIwwDCAD5zIVfOMLtZv54dv7FRZyKcPMkAwrp1dNN27KDl6exk4CA1lcVMXn+dr4uLaZGam/Xq164uLp2Y1SKSUoYBWFwe3JBseDzAAw9QLPn5uujIvHk8Xl7OLIdt22iBbDaOn9Q+RX4/55sWL+Z8ktrFQU3c3nnn9H6/y2EyFgyWMHacdNdd/DsQ4FyQWpkaCNDK1NRwvqm9nSJatEhvoJyRQcG1t1NkBQUzf+LViMhgOWpidutW5sOp3cUBne5z8CAnZVV5Lp+Plkglo6qi9Y89RqFt3jx93+dyGBEZJgW1Ydjp0xTItm0c45SV6fSfjAy9veSaNSyU8uKL3Bept5fvO52s1mpEZLjqcLk4GVtRoQvk79jB1J7iYlokKenGvfceo3k9PdwFfWSE1ktKPt9ww3R/m0tjRGSYNFRVIUCvRdq6VW9OXFTE8VFrK9+rr+cSiTlzmOnwxhs8tn071yHNVIyIDFOC2sUvEqFY9u3j30uX0lrV1DDKt3s3gw4dHXpDr9bW6W79pbFwI3KD4dJUVgLf+hY3aK6u5mRsMMh1Sd3dHCsVFTEE3hefsvd4gNtum952Xw5jiQxTissF3H03rc8LL3CrlM5O1lyIRrm+SO0B6/dTeEuWTHerL40RkWHKcbmYybBgAbO9d+yg6xYKMawdiXC5eVYWC0SqPWVnKkZEhmlDbdJ8551cpOfxUFidnQyRp6Vx28iZPNEKGBEZZgBqCTqgazokEyawYDAkiBGRwZAgRkQGQ4IYERkMCWJEZDAkiJiOhahCiF4Ak5HMUYDkXp6e7O0Hkv871EopsyZywbSEuKWUhZNxXyHEXinlqsm491SQ7O0Hkv87CCH2TvQa484ZDAliRGQwJMhsE9Evp7sBCZLs7QeS/ztMuP3TElgwGGYTs80SGQxTjhGRwZAgs05EQohvCyFOCyHeiz9m+LpIIoS4VQhxTAhxQgjxzeluz0QRQpwSQtTH/+cTDhNPNUKI3wgheuLVe9V7eUKIV4QQTfHn3PHca9aJKM5DUsoV8ccL092YyyGEsAH4GYAPA1gM4K+FEIunt1VXxMb4/zwZ5okeBnDree99E8CrUsoaAK/GX1+W2SqiZGMNgBNSypPx0syPgzsQGiYJKeXrAAbOe3sLgN/F//4dgLvGc6/ZKqIvCSEOxU32uEzyNDMXQPuY1x3x95IJCeBlIcQ+IcT9092YK6RIStkV//sMgKLxXJSUIhJCbBNCHL7AYwuAnwOoArACQBeAH05rY68e1kkpV4Iu6QNCiA3T3aBEiO9uMq75n6RcHn6pjcfGIoT4FYDnJrk5VnAaQNmY16Xx95IGKeXp+HOPEOJPoIv6+vS2asJ0CyFKpJRdQogSAOPagzgpLdGliH95xd0ADl/s3BnEHgA1QohKIUQqgE8AeHaa2zRuhBAuIUSW+hvAJiTH//18ngXwmfjfnwHwzHguSkpLdBl+IIRYAZriUwC+ML3NuTxSylEhxJcAvATABuA3Usoj09ysiVAE4E9CCIB96jEp5dbpbdKlEUL8AcAHARQIIToA/DOA74H7Dn8eXKrzsXHdy6T9GAyJMevcOYNhqjEiMhgSxIjIYEgQIyKDIUGMiAyGBDEiMhgSxIjIYEiQ/w9TvHNHATTKLAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -301,7 +292,7 @@ "fig = plt.figure(figsize=(3,3))\n", "ax = fig.add_subplot(111)\n", "for i in range(2):\n", - " ax.scatter(y_hat[yn==i,0], y_hat[yn==i,1], s=5, alpha=0.5, c=c[i])" + " ax.scatter(y_hat[yn==i,0], y_hat[yn==i,1], s=2, alpha=0.2, c=c[i])" ] }, { @@ -321,11 +312,11 @@ " \\left\\{\n", " \\begin{aligned}\n", " \\begin{bmatrix}\n", - " \\dot h(s)\\\\\n", + " \\dot z(s)\\\\\n", " \\dot a(s)\n", " \\end{bmatrix} &= f([h(s), a(s)], \\theta)\\\\\n", " \\begin{bmatrix}\n", - " \\dot h(0)\\\\\n", + " \\dot z(0)\\\\\n", " \\dot a(0)\n", " \\end{bmatrix} &= \\begin{bmatrix}\n", " x\\\\\n", @@ -341,20 +332,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ - "settings = {'type':'classic', 'controlled':False, 'solver':'dopri5'}\n", - "\n", "# We consider 5 augmenting dimensions, i.e. the DEFunc must accomodate 8 inputs\n", - "func = DEFunc(nn.Sequential(nn.Linear(8,64),\n", + "func = nn.Sequential(nn.Linear(8,64),\n", " nn.Tanh(),\n", " nn.Linear(64,8))\n", - " )\n", + " \n", "\n", "# Define NeuralDE\n", - "neuralDE = NeuralDE(func, settings).to(device)\n", + "neuralDE = NeuralDE(func, solver='dopri5').to(device)\n", "\n", "# Here we just need to specify to the \"Augmenter\" the input layer. In this case an nn.Linear(3, 5)\n", "model = nn.Sequential(Augmenter(augment_func=nn.Linear(3, 5)),\n", @@ -364,38 +353,30 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "------------------------------------------------\n", - "0 | model | Sequential | 1 K \n", - "1 | model.0 | Augmenter | 20 \n", - "2 | model.0.augment_func | Linear | 20 \n", - "3 | model.1 | NeuralDE | 1 K \n", - "4 | model.1.defunc | DEFunc | 1 K \n", - "5 | model.1.defunc.m | Sequential | 1 K \n", - "6 | model.1.defunc.m.0 | Linear | 576 \n", - "7 | model.1.defunc.m.1 | Tanh | 0 \n", - "8 | model.1.defunc.m.2 | Linear | 520 \n", - "9 | model.1.adjoint | Adjoint | 0 \n", - "10 | model.2 | Linear | 18 \n" + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 1 K \n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "e8968fb517974fe1bd50b6ebfa67a85f", + "model_id": "e49e2cfae5d242d1ba52e3f5f4ded7d3", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, @@ -414,15 +395,15 @@ "1" ] }, - "execution_count": 10, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Train the model\n", - "learn = Learner(model, settings)\n", - "trainer = pl.Trainer(max_nb_epochs=200)\n", + "learn = Learner(model)\n", + "trainer = pl.Trainer(max_epochs=200)\n", "trainer.fit(learn)" ] }, @@ -437,12 +418,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -462,7 +443,7 @@ "fig = plt.figure(figsize=(3,3))\n", "ax = fig.add_subplot(111)\n", "for i in range(2):\n", - " ax.scatter(y_hat[yn==i,0], y_hat[yn==i,1], s=5, alpha=0.5, c=c[i])" + " ax.scatter(y_hat[yn==i,0], y_hat[yn==i,1], s=2, alpha=0.2, c=c[i])" ] }, { @@ -475,14 +456,14 @@ " \\left\\{\n", " \\begin{aligned}\n", " \\begin{bmatrix}\n", - " \\dot h(s)\\\\\n", + " \\dot z(s)\\\\\n", " \\dot a(s)\n", - " \\end{bmatrix} &= f([h(s), a(s)], \\theta)\\\\\n", + " \\end{bmatrix} &= f([z(s), a(s)], \\theta)\\\\\n", " \\begin{bmatrix}\n", - " \\dot h(0)\\\\\n", + " \\dot z(0)\\\\\n", " \\dot a(0)\n", " \\end{bmatrix} &= g(x, \\omega)\\\\\n", - " \\hat y &= Linear([h(1),a(1)])\n", + " \\hat y &= Linear([z(1),a(1)])\n", " \\end{aligned}\\right.\n", "$$\n", "\n", @@ -491,20 +472,20 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ - "func = DEFunc(nn.Sequential(nn.Linear(8,64),\n", + "func = DEFunc(nn.Sequential(nn.Linear(8, 64),\n", " nn.Tanh(),\n", - " nn.Linear(64,8))\n", + " nn.Linear(64, 8))\n", " )\n", "\n", - "neuralDE = NeuralDE(func, settings).to(device)\n", + "neuralDE = NeuralDE(func).to(device)\n", "\n", "model = nn.Sequential(nn.Linear(3, 8),\n", " neuralDE,\n", - " nn.Linear(8,2)).to(device)" + " nn.Linear(8, 2)).to(device)" ] }, { @@ -524,17 +505,17 @@ " \\left\\{\n", " \\begin{aligned}\n", " \\begin{bmatrix}\n", - " \\dot h(s)\\\\\n", + " \\dot z(s)\\\\\n", " \\dot a(s)\n", " \\end{bmatrix} &= \\begin{bmatrix}\n", " a(s)\\\\\n", - " f([h(s),a(s)],\\theta)\n", + " f([z(s),a(s)],\\theta)\n", " \\end{bmatrix}\\\\\n", " \\begin{bmatrix}\n", - " \\dot h(0)\\\\\n", + " \\dot z(0)\\\\\n", " \\dot a(0)\n", " \\end{bmatrix} &= g(x, \\omega)\\\\\n", - " \\hat y &= Linear([h(1),a(1)])\n", + " \\hat y &= Linear([z(1),a(1)])\n", " \\end{aligned}\\right.\n", "$$\n", "\n", @@ -543,19 +524,15 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "settings = {'type':'higher_order', 'controlled':False, 'solver':'dopri5'}\n", + "func = nn.Sequential(nn.Linear(6, 64),\n", + " nn.Tanh(),\n", + " nn.Linear(64, 3))\n", "\n", - "func = DEFunc(nn.Sequential(nn.Linear(6,64),\n", - " nn.Tanh(),\n", - " nn.Linear(64,3)),\n", - " func_type='higher_order',\n", - " order=2)\n", - "\n", - "neuralDE = NeuralDE(func, settings).to(device)\n", + "neuralDE = NeuralDE(func, solver='dopri5', order=2).to(device)\n", "\n", "model = nn.Sequential(Augmenter(augment_dims=3),\n", " neuralDE,\n", @@ -564,37 +541,30 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "----------------------------------------------\n", - "0 | model | Sequential | 657 \n", - "1 | model.0 | Augmenter | 0 \n", - "2 | model.1 | NeuralDE | 643 \n", - "3 | model.1.defunc | DEFunc | 643 \n", - "4 | model.1.defunc.m | Sequential | 643 \n", - "5 | model.1.defunc.m.0 | Linear | 448 \n", - "6 | model.1.defunc.m.1 | Tanh | 0 \n", - "7 | model.1.defunc.m.2 | Linear | 195 \n", - "8 | model.1.adjoint | Adjoint | 0 \n", - "9 | model.2 | Linear | 14 \n" + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 657 \n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "162231848dda4063900792658da566f0", + "model_id": "1242d941ef374f999250fe4a41fc7971", "version_major": 2, "version_minor": 0 }, "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" ] }, "metadata": {}, @@ -613,14 +583,14 @@ "1" ] }, - "execution_count": 14, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "learn = Learner(model, settings)\n", - "trainer = pl.Trainer(max_nb_epochs=300)\n", + "learn = Learner(model)\n", + "trainer = pl.Trainer(max_epochs=300)\n", "trainer.fit(learn)" ] }, @@ -635,12 +605,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -660,15 +630,22 @@ "fig = plt.figure(figsize=(3,3))\n", "ax = fig.add_subplot(111)\n", "for i in range(2):\n", - " ax.scatter(y_hat[yn==i,0], y_hat[yn==i,1], s=5, alpha=0.5, c=c[i])" + " ax.scatter(y_hat[yn==i,0], y_hat[yn==i,1], s=2, alpha=0.2, c=c[i])" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "py37", "language": "python", - "name": "python3" + "name": "py37" }, "language_info": { "codemirror_mode": { @@ -731,5 +708,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 } diff --git a/docs/tutorials/05_generalized_adjoint.ipynb b/docs/tutorials/05_generalized_adjoint.ipynb new file mode 100644 index 0000000..bf558d6 --- /dev/null +++ b/docs/tutorials/05_generalized_adjoint.ipynb @@ -0,0 +1,418 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Trajectory Tracking with Integral Loss" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('../')\n", + "from torchdyn.models import *; from torchdyn import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Integral Loss\n", + "\n", + "We consider a loss of type\n", + "\n", + "$$\n", + " \\ell_\\theta := \\int_0^S g(z(s))d\\tau\n", + "$$\n", + "\n", + "where $z(s)$ satisfies the neural ODE initial value problem \n", + "\n", + "$$\n", + " \\left\\{\n", + " \\begin{aligned}\n", + " \\dot{z}(s) &= f(z(s), \\theta(s))\\\\\n", + " z(0) &= x\n", + " \\end{aligned}\n", + " \\right. \\quad s\\in[0,S]\n", + "$$\n", + "\n", + "where $\\theta(s)$ is parametrized with some spectral method (`Galerkin-style`), i.e. $\\theta(s)=\\theta(s,\\omega)$ [$\\omega$: parameters of $\\theta(s)$].\n", + "\n", + "**REMARK:** In `torchdyn`, we do not need to evaluate the following integral in the forward pass of the ODE integration.\n", + "In fact, we will compute the gradient $d\\ell/d\\omega$ just by solving backward \n", + "\n", + "$$\n", + " \\begin{aligned}\n", + " \\dot\\lambda (s) &= -\\frac{\\partial f}{\\partial z}\\lambda(s) + \\frac{\\partial g}{\\partial z} \\\\\n", + " \\dot\\mu (s) &= -\\frac{\\partial f}{\\partial \\theta}\\frac{\\partial \\theta}{\\partial \\omega}\\lambda(s)\n", + " \\end{aligned}~~\\text{with}~~\n", + " \\begin{aligned}\n", + " \\lambda (S) &= 0\\\\\n", + " \\mu (S) &= 0\n", + " \\end{aligned}\n", + "$$\n", + "\n", + "and, $\\frac{d\\ell}{d\\omega} = \\mu(0)$. Check out [this paper](https://arxiv.org/abs/2003.08063) for more details on the integral adjoint for Neural ODEs." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Example:** Use a neural ODE to track a 2D curve $\\gamma:[0,\\infty]\\rightarrow \\mathbb{S}_2$ ($\\mathbb{S}_2$: unit circle, $\\mathbb{S}_2:=\\{x\\in\\mathbb{R}^2:||x||_2=1\\}$), i.e.\n", + "\n", + "$$\n", + " \\gamma(s) := [\\cos(2\\pi s), \\sin(2\\pi s)]\n", + "$$\n", + "\n", + "which has periodicity equal to $1$: $\\forall n\\in\\mathbb{N}, \\forall s\\in[0,\\infty]~~\\gamma(s) = \\gamma(ns)$.\n", + "\n", + "Let suppose to train the neural ODE for $s\\in[0,1]$. Therefore we can easily setup the integral cost as\n", + "\n", + "$$\n", + " \\ell_\\theta := \\int_0^1 (h(\\tau)-\\gamma(\\tau))^2 d\\tau\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [], + "source": [ + "class IntegralLoss(nn.Module):\n", + " def __init__(self):\n", + " super().__init__()\n", + " \n", + " def y(self, s):\n", + " return torch.tensor([torch.cos(2*np.pi*s), torch.sin(2*np.pi*s)])[None, :].to(device)\n", + " \n", + " def forward(self, s, x):\n", + " int_loss = ((self.y(s)-x)**2).mean()\n", + " print(f'\\rIntegral loss: {int_loss} s: {s}', end='')\n", + " return int_loss" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Note:** In this case we do not define any dataset of initial conditions and load it into the dataloader. Instead, at each step, we will sample new ICs from a normal distrubution centered in $\\gamma(0) = [1,0]$\n", + "\n", + "$$\n", + " x_t \\sim \\mathcal{N}(\\gamma(0),0.1)\n", + "$$\n", + "\n", + "However, we still need to define a \"dummy\" `trainloader` to \"trick\" `pythorch_lightning`'s API." + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [], + "source": [ + "# dummy trainloader\n", + "train = torch.utils.data.TensorDataset(torch.zeros(1), torch.zeros(1))\n", + "trainloader = torch.utils.data.DataLoader(train, batch_size=1, shuffle=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Learner**" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import pytorch_lightning as pl\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "class Learner(pl.LightningModule):\n", + " def __init__(self, model:nn.Module):\n", + " super().__init__()\n", + " self.model = model\n", + " \n", + " def forward(self, x):\n", + " return self.model(x) \n", + " \n", + " def training_step(self, batch, batch_idx): \n", + " # We sample from Normal distribution around \"nominal\" initial condition\n", + " x = torch.tensor([1.,0.])\n", + " x = x + 0.5*torch.randn(4096, 2)\n", + " y_hat = self.model(x.to(device))\n", + " # We need to evaluate a \"dummy loss\" (just the summed output of the model)\n", + " # to construct the graph for the 'backward()' \"triggering\" the integral adjoint \n", + " loss = 0.*y_hat.sum()\n", + " tensorboard_logs = {'train_loss': loss}\n", + " # At traing we expect `loss` to be 1\n", + " return {'loss': loss, 'log': tensorboard_logs} \n", + " \n", + " def configure_optimizers(self):\n", + " return torch.optim.Adam(self.model.parameters(), lr=1e-3)\n", + "\n", + " def train_dataloader(self):\n", + " return trainloader" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Parameter Varying Neural ODE" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Model**" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [], + "source": [ + "# We use a Galerkin Neural ODE with one hidden layer, \n", + "# Fourier spectrum (period=1) and only 2 freq.s\n", + "f = nn.Sequential(DepthCat(1),\n", + " GalLinear(2, 64, \n", + " FourierExpansion, \n", + " n_harmonics=2,\n", + " dilation=False,\n", + " shift=False),\n", + " nn.Tanh(),\n", + " nn.Linear(64, 2))\n", + "\n", + "# Define the model\n", + "model = NeuralDE(f, \n", + " solver='dopri5',\n", + " sensitivity='adjoint',\n", + " atol=1e-6,\n", + " rtol=1e-6,\n", + " intloss=IntegralLoss()).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: True\n", + "TPU available: False, using: 0 TPU cores\n", + "CUDA_VISIBLE_DEVICES: [0]\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 898 \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3b93e2c5db5f4dcb88575a68689640db", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Integral loss: 0.31433892250061035 s: -0.01702913455665111591\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 112, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train the model\n", + "learn = Learner(model)\n", + "trainer = pl.Trainer(min_epochs=1500, max_epochs=1500, gpus=1)\n", + "trainer.fit(learn)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Plots**\n", + "\n", + "We first evaluate the model on a test set of initial conditions sampled from $\\mathcal{N}(\\gamma(0),\\sigma\\mathbb{I})$. Since we trained the neural ODE with $\\sigma=0.1$, now we test it with $\\sigma=0.2$." + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [], + "source": [ + "s_span = torch.linspace(0, 5, 500)\n", + "x_test = torch.tensor([1.,0.])\n", + "x_test = x_test + 0.2*torch.randn(100, 2)\n", + "trajectory = model.trajectory(x_test.to(device), s_span).detach().cpu()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Depth evolution of the system** -> The system is trained for $s\\in[0,1]$ and then we extrapolate until $s=5$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y1 = np.cos(2*np.pi*s_span)\n", + "y2 = np.sin(2*np.pi*s_span)\n", + "\n", + "fig = plt.figure(figsize=(8,3))\n", + "ax = fig.add_subplot(111)\n", + "ax.scatter(s_span[:100], y1[:100], color='orange',alpha=0.5)\n", + "ax.scatter(s_span[:100], y2[:100], color='orange',alpha=0.5)\n", + "ax.scatter(s_span[100:], y1[100:], color='red',alpha=0.5)\n", + "ax.scatter(s_span[100:], y2[100:], color='red',alpha=0.5)\n", + "for i in range(len(x_test)):\n", + " ax.plot(s_span, trajectory[:,i,:], color='blue', alpha=.1)\n", + "ax.set_xlabel(r\"$s$ [depth]\")\n", + "ax.set_ylabel(r\"$z(s)$ [state]\")\n", + "ax.set_title(r\"Depth evolution of the system\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**State-space trajectories**\n", + "-> All the (random) IC converge to the desired trajectory" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.add_subplot(111)\n", + "for i in range(len(x_test)):\n", + " ax.plot(trajectory[:,i,0], trajectory[:,i,1], color='blue', alpha=.1)\n", + " ax.scatter(trajectory[0,i,0], trajectory[0,i,1], color='black', alpha=.1)\n", + "ax.plot(y1[:100],y2[:100], color='red')\n", + "ax.set_xlabel(r\"$z_0$\")\n", + "ax.set_ylabel(r\"$z_1$\")\n", + "ax.set_title(r\"State-Space Trajectories\");" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "py37", + "language": "python", + "name": "py37" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/05_integral_adjoint.ipynb b/docs/tutorials/05_integral_adjoint.ipynb deleted file mode 100644 index 8d908f3..0000000 --- a/docs/tutorials/05_integral_adjoint.ipynb +++ /dev/null @@ -1,445 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Trajectory Tracking with Integral Loss" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from torchdyn.models import *; from torchdyn.data_utils import *\n", - "from torchdyn import *" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Integral Loss\n", - "\n", - "We consider a loss of type\n", - "\n", - "$$\n", - " \\ell_\\theta := \\int_0^S g(h(s))d\\tau\n", - "$$\n", - "\n", - "where $h(s)$ satisfies the neural ODE initial value problem \n", - "\n", - "$$\n", - " \\left\\{\n", - " \\begin{aligned}\n", - " \\dot{h}(s) &= f(h(s), \\theta(s))\\\\\n", - " h(0) &= x\n", - " \\end{aligned}\n", - " \\right. \\quad s\\in[0,S]\n", - "$$\n", - "\n", - "where $\\theta(s)$ is parametrized with some spectral method (`Galerkin-style`), i.e. $\\theta(s)=\\theta(s,\\omega)$ [$\\omega$: parameters of $\\theta(s)$].\n", - "\n", - "**REMARK:** In `torchdyn`, we do not need to evaluate the following integral in the formard pass of the ODE integration.\n", - "In fact, we will compute the gradient $d\\ell/d\\omega$ just by solving backward \n", - "\n", - "$$\n", - " \\begin{aligned}\n", - " \\dot\\lambda (s) &= -\\frac{\\partial f}{\\partial h}\\lambda(s) + \\frac{\\partial g}{\\partial h} \\\\\n", - " \\dot\\mu (s) &= -\\frac{\\partial f}{\\partial \\theta}\\frac{\\partial \\theta}{\\partial \\omega}\\lambda(s)\n", - " \\end{aligned}~~\\text{with}~~\n", - " \\begin{aligned}\n", - " \\lambda (S) &= 0\\\\\n", - " \\mu (S) &= 0\n", - " \\end{aligned}\n", - "$$\n", - "\n", - "and, $\\frac{d\\ell}{d\\omega} = \\mu(0)$. Check out [this paper](https://arxiv.org/abs/2003.08063) for more details on the integral adjoint for neural ODEs." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Example:** Use a neural ODE to track a 2D curve $\\gamma:[0,\\infty]\\rightarrow \\mathbb{S}_2$ ($\\mathbb{S}_2$: unit circle, $\\mathbb{S}_2:=\\{x\\in\\mathbb{R}^2:||x||_2=1\\}$), i.e.\n", - "\n", - "$$\n", - " \\gamma(s) := [\\cos(2\\pi s), \\sin(2\\pi s)]\n", - "$$\n", - "\n", - "which has periodicity equal to $1$: $\\forall n\\in\\mathbb{N}, \\forall s\\in[0,\\infty]~~\\gamma(s) = \\gamma(ns)$.\n", - "\n", - "Let suppose to train the neural ODE for $s\\in[0,1]$. Therefore we can easily setup the integral cost as\n", - "\n", - "$$\n", - " \\ell_\\theta := \\int_0^1 ||h(\\tau)-\\gamma(\\tau)||_2^2 d\\tau\n", - "$$" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "class Cost(nn.Module):\n", - " def __init__(self):\n", - " super().__init__()\n", - " self.g = nn.MSELoss()\n", - " \n", - " def forward(self, s, x):\n", - " self.y = torch.tensor([torch.cos(2*np.pi*s), torch.sin(2*np.pi*s)]).to(device)\n", - " self.y = self.y.repeat(x.shape[0]).reshape(-1,2)\n", - " return self.g(x, self.y)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Note:** In this case we do not define any dataset of initial conditions and load it into the dataloader. Instead, at each step, we will sample new ICs from a normal distrubution centered in $\\gamma(0) = [1,0]$\n", - "\n", - "$$\n", - " x_t \\sim \\mathcal{N}(\\gamma(0),0.1)\n", - "$$\n", - "\n", - "However, we still need to define a \"dummy\" `trainloader` to \"trick\" `pythorch_lightning`'s API." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# dummy trainloader\n", - "train = torch.utils.data.TensorDataset(torch.zeros(1), torch.zeros(1))\n", - "trainloader = torch.utils.data.DataLoader(train, batch_size=1, shuffle=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Learner**" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "import torch\n", - "import torch.nn as nn\n", - "import pytorch_lightning as pl\n", - "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", - "\n", - "class Learner(pl.LightningModule):\n", - " def __init__(self, model:nn.Module, settings:dict={}):\n", - " super().__init__()\n", - " defaults.update(settings)\n", - " self.settings = defaults\n", - " self.model = model\n", - " \n", - " def forward(self, x):\n", - " return self.model(x) \n", - " \n", - " def training_step(self, batch, batch_idx): \n", - " # We sample from Normal distribution around \"nominal\" initial condition\n", - " x = torch.tensor([1.,0.])\n", - " x = x + 0.1*torch.randn(100,2)\n", - " y_hat = self.model(x.to(device))\n", - " # We need to evaluate a \"dummy loss\" (just the summed output of the model)\n", - " # to construct the graph for the 'backward()' \"triggering\" the integral adjoint \n", - " loss = y_hat.sum()\n", - " tensorboard_logs = {'train_loss': loss}\n", - " # At traing we expect `loss` to be 1\n", - " return {'loss': loss, 'log': tensorboard_logs} \n", - " \n", - " def configure_optimizers(self):\n", - " return torch.optim.RMSprop(self.model.parameters(), lr=0.001)\n", - "\n", - " def train_dataloader(self):\n", - " return trainloader" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Parameter Varying Neural ODE" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Model**" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# In settings we have to specify both 'integral_adjoint' as \n", - "# `backprop_style` and the 'cost' we previously defined.\n", - "settings = {'type':'classic', 'backprop_style':'integral_adjoint', 'cost':Cost(),\n", - " 'solver':'dopri5', 'atol':1e-6, 'rtol':1e-4}\n", - "\n", - "# We use a Galerkin neural ODE with one hidden layer, \n", - "# Fourier spectrum (period=1) and only two freq.s\n", - "f = DEFunc(nn.Sequential(DepthCat(1),\n", - " GalLinear(2,64,FourierExpansion,2,2),\n", - " nn.Tanh(),\n", - " nn.Linear(64,2) \n", - " ))\n", - "\n", - "# Define the model\n", - "model = NeuralDE(f, settings).to(device)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------\n", - "0 | model | NeuralDE | 898 \n", - "1 | model.defunc | DEFunc | 898 \n", - "2 | model.defunc.m | Sequential | 898 \n", - "3 | model.defunc.m.0 | DepthCat | 0 \n", - "4 | model.defunc.m.1 | GalLinear | 768 \n", - "5 | model.defunc.m.2 | Tanh | 0 \n", - "6 | model.defunc.m.3 | Linear | 130 \n", - "7 | model.adjoint | Adjoint | 0 \n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "ef9f00134a074f649ce7e1687e3b3475", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Train the model\n", - "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=1000, max_nb_epochs=1500)\n", - "trainer.fit(learn)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Plots**\n", - "\n", - "We first evaluate the model on a test set of initial conditions sampled from $\\mathcal{N}(\\gamma(0),\\sigma\\mathbb{I})$. Since we trained the neural ODE with $\\sigma=0.1$, now we test it with $\\sigma=0.2$." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "s_span = torch.linspace(0, 5, 500)\n", - "x_test = torch.tensor([1.,0.])\n", - "x_test = x_test + 0.2*torch.randn(100, 2)\n", - "trajectory = model.trajectory(x_test.to(device), s_span).detach().cpu()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Depth evolution of the system** -> The system is trained for $s\\in[0,1]$ and then we extrapolate until $s=5$" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAf0AAADkCAYAAACSYv1vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOydeXxcZb24n3f2yb40aZMuSbqvaYBCi6yyq4BYC8jm2iIFrwr+9LrgClfwyr0qFy2yq62o1HoFXLggyCIUKNCmC11JmmbfZpJMZp95f398z5kkbdNmIwuc5/OZNnPOmXfOeeec7/6+r9JaY2FhYWFhYfHexzbWJ2BhYWFhYWExOlhK38LCwsLC4n2CpfQtLCwsLCzeJ1hK38LCwsLC4n2CpfQtLCwsLCzeJ1hK38LCwsLC4n2CpfQtLEYBpVS1Uuq8MT6HR5RStw/j8zuVUmeP4CkN5DuVUuphpZRPKfXaAD8zrOu0sHgvYyl9i/cdhgIOKaW6lFJ+pdTLSqkblFIj8jy8F5TO0a5Ba71Ia/3PUT6V04HzgWla61MO36mU+rRS6qVRPqchMx6MP4v3N5bSt3i/conWOhMoAe4E/h14cGxPyeIolADVWuvusT4RC4v3ApbSt3hfo7Xu0Fo/DlwJfEoptRhAKeVWSt2llKpRSjUppe5VSnmNfWcrpWqVUt9USrUa3ts1xr7rgWuArymlAkqpJ3p9XYVSqlIp1aGU+r1SytPfeSmlPquUetsIaz+llCoxtt+rlLrrsGP/rJS6xfh7gVLqn0YEY6dS6tJ+2j/CQ1ZKaaXU7P6uobeXavTPT5VS9cbrp0op92H98xWlVLNSqkEp9ZljXGuxUupxpVS7Umq/UmqNsf1zwAPAqcZ5fP+wzy0A7u21399rd65S6i9GNOdVpdSsXp+br5R62vi+PUqpK45xbp9WSr1jtFOllLrGuPZ2pdSSXscVGtGjAqXUJKXUk8Zv0K6UelEpZVNK/QaYATxhnO/XjM+uMKJNfqXUtt4pFOO3vN3YH1BKPaGUyldKbVBKdSqlXldKlfZ3/hYWR6C1tl7W6331AqqB846yvQZYa/z9U+BxIA/IBJ4A7jD2nQ3Egf8G3MBZQDcwz9j/CHD7Ub7zNaDYaPNt4IZ+zu8yYD+wAHAAtwIvG/vOBA4BynifC4SMdp3G574JuIBzgK6jnRfwaeClw75XA7OPcw3nGX//ANgMFAIFwMvAbYf1zw+Mc/owEARy+7ne54FfAB6gAmgBzu3vPA/77NGu4xGgHTjF6L8NwO+MfelG/33G2Hci0AosOkrb6UBnr/4rMo8zzvdHvY79EvCE8fcdiDHiNF5n9Pq9Un1ovJ8KtBl9ZENSGW1AgbH/n8ZvOgvIBnYBe4HzjPP/NfDwWD9T1mvivCxP38Kih3ogTymlgDXAzVrrdq11F/BD4BOHHf9trXVEa/088BegX4/R4G6tdb3Wuh0xIir6Oe7ziIHxttY6bnx3heHtv4go5zOMY1cBr2it64EVQAZwp9Y6qrV+FngSuGrAPTBwrgF+oLVu1lq3AN8Hruu1P2bsj2mt/woEgHmHN6KUmo7k7f9dax3WWm9FvPvrDj92kGzSWr9m9N8Gevr6YiRd8LDWOq61fhP4I9KPRyMJLFZKebXWDVrrncb2XwFX96oDuQ74jfF3DDEQSozrf1Fr3d8iJ9cCf9Va/1VrndRaPw1sQYwAk4e11ge01h3A34ADWutnjGt7DDhh4N1i8X7HUvoWFj1MRTzEAiANeMMIufqBvxvbTXy6b575IOJtH4vGXn8HEQV9NEqAn/X67nZAAVMN5fE7ehT51YhSw/j+Q1rr5GHnNfU45zUUio22e39P7+tvM5SSSX/XWwyYhlXvtoZ7zv31dQmw3Oxbo3+vAaYc3oDx+14J3AA0GOmC+ca+V5HozlnGttlIZAjgx4h3/n9GauDrxzjPEuDyw87ndMRoMGnq9XfoKO/7u48sLI7AUvoWFoBS6mRE0byEhHtDSCg3x3hla617C9dcpVR6r/czkEgBiCc+HA4Bn+/13Tlaa6/W+mVj/6PAKsPzX454qhjfP131HYUwA6g7ynd0I4YNAEqpw5Xe8a6hHlFYvb+nvp9jj9dOnlIq87C2jnbOR2OwfX0IeP6wvs3QWq89auNaP6W1Ph9RwruB+3vt/hXiqV8HbNRah43PdGmtv6K1nglcAtyilDq3n/M9BPzmsPNJ11rfOcjrsrAYEJbSt3hfo5TKUkpdjHjP67XW2w1P+X7gJ0qpQuO4qUqpCw/7+PeVUi6l1BlI2PgxY3sTMHMYp3Uv8A2l1CLju7OVUpebO7XWbyF57weAp7TWZgGb6X1+TSnlNArCLjGu7XC2AYuUUhVKCgq/d9j+413Do8CtZuEa8B1g/eAuE7TWh5B6gDuUUh6lVDnwOXqiF8ejCZimlHIN8PgngblKqeuMPnIqpU42igL7oJSarJS61DDuIkiKItHrkN8AH0MU/697fe5iJQWRCqkJSPT63OH9uh64RCl1oVLKbvTB2UqpaQO8HguLQWEpfYv3K08opboQT+tbSFFe7wrzf0dCtJuVUp3AM/TNSTcCPsRT3YAU5e029j0ILDTCtf872BPTWv8J+BHwO+O7dwAfOuywR5Firt/2+lwUuNQ4thUpNvtkr/Pq/R17kUK7Z4B9SISjN8e7htuR3HMlsB1409g2FK4CSpG+/BPwXSO3PRCeBXYCjUqp1uMdbKQRLkDqM+qR3/FHSEHm4diArxjHtSMFmzf2aqsWuW6N1FqYzEH6NQC8AvxC98xvcAdiLPmVUv/PMHo+ihRftiD341exZLPFu4RZUWphYTFADA96vdba8sbe5yilHgLqtda3jvW5WFgMBMdYn4CFhYXFRMQYH78Sq3reYgJhhZAsLCwsBolS6jYk7fJjrXXVWJ+PhcVAscL7FhYWFhYW7xMsT9/CwsLCwuJ9gqX0LSwsLCws3ie85wv5Jk2apEtLS8f6NCwsLCwsLEaNN954o1VrXXD49ve80i8tLWXLli1jfRoWFhYWFhajhlLq4NG2W+F9CwsLCwuL9wmW0rewsLCwsHifMG6UvlLqIaVUs1JqRz/7z1ZKdSilthqv74z2OVpYWFhYWExkxlNO/xHgHnotXHEUXtRaXzw6p2NhYWFhYfHeYtx4+lrrF5BFLcY1wSB0dEA0OtZnYmFhYWFhMTjGjdIfIKcqpbYppf5mLjt6NJRS1yultiiltrS0tIzoCcTjovhbWyEQGNGmLSwsLCws3lUmktJ/EyjRWi8F/gfod8lSrfV9WutlWutlBQVHDFMcFnY7uN1gs0FnJ4TDI9q8hYWFhYXFu8aEUfpa606tdcD4+6+AUyk1afTPQ0L7iQREIuD3QzI52mdhYWFhYWExeCaM0ldKTVFKKePvU5Bzbxvt88jIgMmTIS1NvP1g0ArzW1hYWFhMDMZN9b5S6lHgbGCSUqoW+C7gBNBa3wusAtYqpeJACPiEHqMlApWCnBzJ77e1QVeXGAO2CWNCWVhYWFi8Hxk3Sl9rfdVx9t+DDOkbF5iKPxiE7m75PyNjrM/KwsLCwsKifyzfdJAkEhCLSW7f6YSsLMnxd3WN9ZlZWFhYWFgcm3Hj6U8UurrEq7fZxNPPyACvV/L64TB4PGN9hhYWFhYWFkfH8vQHSVcXNDdDQ4P8n0xCdrZU8geDY312FhYWFhYW/WMp/UFiDs+LxaCqShR/WpqE+n2+oQ3fC4clUmDN8mdhYWFh8W5ihfcHSU6OKPhAQLz76mrJ66eny5j9UEj+HgixmBgK8XjPtowMac/CwsLCwmKksTz9QZKWBnl5kJ8Pubmi5A8dgsxMKe4baEFfOCxT+QaDUhxobjMNBwsLCwsLi5HGUvqDpLsb2tvFS8/LA5cL6urEW/d4ROn39tyPRjgs4/sDAXA4ZFrf9HQxKLq6pP2xmYHAwsLCwuK9jKX0B0lWlih7m0089IICUeINDeLth0LHno8/FhOlHgxK1X92NhQWyv+TJkl43++3igItLCwsLEYeS+kPklBIXllZ4uW73aKoGxrEEDAX4jkayaQo/K4uUfi5uWIomPvsdkkbaC25fgsLCwsLi5HEKuQbJMmkFPCFQqLwPR5R3A0NotDdblHqiYQo8d50dso+j0cKAtPTJV3Q3Cxtulw98/p3dEgEwOUam+u0sLCwsHjvYXn6g6ShAfbvh9paUdg2m3j9dnvP8L1w+MhivEhEFHkyKUZCerocv3+/FPSZhX0HDohREI1K+xYWFhYWFiOFpfQHSTwu+famJti5s8fjz8qS4rxYTAyBw6v4OzpEiWdlSf6+qQlqauQ4c4neQECKAtvapMDPCvFbWFhYWIwkltIfJCUlsHQpzJghSnzvXvHes7IkpN/eLiH5zs6eiXpCIVHubrco/PZ2Gebn98v2zk75bCgk22pqeoyL440EsLCwsLCwGCiW0h8ktbUSkk8mYcoUUdJNTRKSd7kkZO9yifceichnurpEoWdnS9i+pkZC+d3dovCDQfHuOzvluLo6iQxYU/taWFhYWIwkViHfIGlvh4MHRenn5Yn3fvCgFObl5IjSj0ZlfyDQE+r3euXYqiqorxeFHg7Lvu5uqQkIh8WzdzqldsCMGFgz9FlYWFhYjASWpz9IMjJkWJ3bLcrbLNqrrxdPPh4Xr93p7PHiQyH5XGurhPXNcH9DA7S0iMI3V+vz+6GxUY7r6pKXNVGPhYWFhcVIYHn6g2T/fti3T5S6GcZ3u0VRFxRI9b7PJ393d0uu3uEQY6C6WpR6NCohfHMp3kBAXolET11AMglFRdJOJPLeWbJXayl2tNuPHNJoYWFhYfHuYin9QWKuqNfSIoo5PV3C7/G45PYzM+X/aFQUeSgkirutTeoB4nHx8P1+MRr8fmkjL6/neLMGoLERSktl+3tB6Xd3y7WZBY5er6RElBp+21rLy2bFriwsLCz6ZVyJSKXUQ0qpZqXUjn72K6XU3Uqp/UqpSqXUiaN9jpMmSQX/nDnigdfXi2cfDIqSzsoSpeb3i4L3++X93r3i4TY3y3GJRM9EPQUFfUP8iYR8rqqqZ47+iU4gIMWJdrsYOR6PGDZtbcNLXyST0m5jo7xaWqwRDxYWFhb9Ma6UPvAIcNEx9n8ImGO8rgfWjcI59eCrJPrmD+l+4WaSr3+ByW23E699jkMHmgkEeobfeb2Svw+FekL5Pp/sq68XpRRufpu0hntx7P4eTc98n5bnbqPx+buh4e/Y4i10dUlkoLl54uf1IxHorNlFx/Pf5pE13+PmmfdxZ/5t1JSeRviDH6Lj138efKOVlSSuX0vLrBVsyb+Q7xffwxdK/8iDH3qUxmd3pVYufE9RWQmXXy5FJV6vWKBXXCHbh9reDTfI+NOMDClKWbYMNm4c2fMeL5jXO3eu9OGkSTB/PqxdO/Q+3LhR+iwrS/qwrGx47Y1nevdfdraEPYdzzxz+e5gLkAz3NxnPmM/wlClyzWPwvCk9zrSJUqoUeFJrvfgo+34J/FNr/ajxfg9wtta6ob/2li1bprds2TL8E/NVwtZvUvlWlIPNeTT58ugMuKlumUFLaAZFc+eRP3MxM2eK515bK6HrSETC2uEw7NljVPR3vk561wu47CGCEQ/xpA2bTRNPOOkI5dAdz6M5eiL29GLOPx8uuEDujYkY4tcamt94gp1P/JpvP7SaPbXzieLETpIpNPJv3MNH015m0nduxP3vXx5Yoxs3Ev/Gt2mujXBHeDW/5jo6yQYc2IhwMq+z6db9FN9247t6baNGZSXcdhv85S8QCqGVjZi24SIuuZG0NPjwh+HWW6G8fODt/f3vEAyyJwnzqQXSgASX8z3+cP5uuOuugbU3Edi4EW65RXJr8bjkgbSW/jOn1fzmN+ErXxlYe5WVcuxzz0EiwSLWs4uLED+qDZ11Elx44cB/k/HOxo3SP3V14skkEj35NJtNjNDvfndw/feFL8C2bRAM8kA8wRrqkHswyjX8iPVnvAb33PPe6D/ouQcbG8Hp5IFgGqtz4hL6/OlPYdWqEf06pdQbWutlh28fb57+8ZgKHOr1vtbY9u5zaBNEWshLb2FqbgPzCnficYbJ9PggFqBu9x662+rw+SSE3dUl3r3PJ4V5TU0Sho7792JreYVkMkmTv5C2zlxiSTeZ7gBp7m6iMReBLgfJrnfobGuhulpC4BN1St7Arv+l9v/u4OYHb2ZL7cn4ySCOohsP+5jNbXyTp4In0PGDnw3M4t24keT1N9Cy38+Xwt/gHm6kk0mY5SlJPLzKGay+PYvQnT97dy9uNNi4UYTB44/zm1AuCj823YWbThSdXKlvltzS44/Lccfrw17tEQ5zUfJbzKcTyAFcgJfHuJO8p28dWHsTgY0b4fOfh7o6VPxtFF2oZBdKd6KS74gC6+iAb30L/uu/BtbeqlXw7LOQTKJoZhcrEYXlBqaiOqvhySdFsU10j7WyMqXwrw1+EhVvRekAim5UspVr458Wb+brXx945On222HLFggEKItvZA1dyD3oBDLYwPcpe/GrYpy+F9i4EW66CerrUbF3UMFm1lDDCv+PJO97zz2jdioTTekfreTriFCFUup6pdQWpdSWlpaWkfnmYA0kI7R0ZNPsyyCJZvbkfaR7QnicISLBGO3738Dnk3y8mZdvaxOlX1cHwdYD2NpeQqFp8E+iK5yB2x0hy91BUitsJPE6ugnH3USiTqL+Juqq2mlsnJh5fd1eSddrP+YbG25me90iothRJFEoIEkCTSPFfJ9vciiYRujGrxxbyRjCp63LxY38kI1chQhZDcSwEQakSvBvXMbT33hyYiutXsL2q9Fz+CR7EcVsPgYO/sBtLNGPiPdaVyfH9yd0e7VHIsHM+KM8xdcRMdDNXXwKO7sAhY9lXL7vQhFUE7kPTWHb0YFKNiI+ggIixv+FKG1U5cZi4q0e63rN9g4dAq1R2gdkADGWcx+/JBMIAx5UqEoU20RXXLffDjU1rAj+kA3chdyDMePlYQM/ZYX+bxF6zz4rxtOxFP/GjfDEExCJ4Ehup5rzkd+iDk06OWwFFNWcwwMbn5jY9x/03DN+PyrRDOQjMivIbPbIMXV1o3Y6E03p1wLTe72fBtQffpDW+j6t9TKt9bKCgoKR+ea0GWBzs+PQHP65cwX/2HE2bV1ZTMupISfdD0rTVB/CV7OdxsaeYXzd3SIffLXvoHyvoeMJ2rpzCIYycTojJLWiNTAJfzAPf3ce0bgTkjHCUTeJpKaltoWDB6UeYJxlYo5Ld+VDPPaPxfxz1wfROAGFxgYkDLUl/9Ywm+/wLTp8SfSNx1Ay69bRdcjPHfHr+V8uB2TMn50QM9nHUraRgWnk2bmenxG58eaJKzTWrYPmZg4FNXfxGPK4BniRU9jJPOAgoNjBKr6YuERySQcP9q9kjPbQmlMSP6GKDyO/wQHqKOeTPEctH8HBbkCxkdvlxjuWITGe6SNsD2Aq51+ShSaP+8gEokAaStdJiC4alf472vX2ao94HKXbEAUYQpPNZr7M9SRJkgfEgUxODf0InnlmYvYfpBT0A5EYr7IaUNipQpODJgc7VYDiVVbzgFbinbz5JvziF/23d9NNEI2Sm/wXCUoBzXLuQzMHAB8fQMS6jTXUT2zD0zS0OztR0RrAC4TRjly0q5j1XqMsberoBKxh4in9x4FPGlX8K4COY+XzR5TpK8FdQEcwh9bOSeysncVf3roEfzCbSZmtuO0xghE3nfs307pvK8EgKa+/pb6NYONebMkogaiLtu58nI4oyQSEoulMymhjXtE+ZhXux+mKg7KTRBGKuunqjFK9Yx9tbROrKl1Xb8T39lP855NfIkY6oFDEmc4hTuYt5rAPDxHkFlT8g/N5Lb6EcMx+dKG7cSOx3/2RJ8PL+ClfokfhB5jNfkppopg25lINyNzFTZTxVMv8/oX4eMfIF8+gFrneMLUsYhat5BCnidOABkDxP/xK8tMOR/9KxmjvS6GzeJ3PAgoP22nkXApooYBWJtNEI+chXpyL6eE/Sm6qPyE+XjHrFmIxzo9+BygAEtxHDtcb0aA1aJLkIAo6m1NjP5bP1tcfeb292sPjQcXrAQ+i8PP7HKqA5TwCwGY+KcbYROs/6LlmYA2tyLNaT5xFqUPk73rAzhpaxNv3+aT+5PB7sFcfrkjejZ9yROHfz2Zu7nOoGABRwMOK5lsnruI3oyThO4FMIIYmT4R5PC4RJqdT0kCjxLhS+kqpR4FXgHlKqVql1OeUUjcopW4wDvkr8A6wH7gfGL1KrdxyqPghBSUzKJ1cR1lBDb5AFs/u+iB2HSM/s41k0k6zP5eGt7fReqiOSEQK+jqbG9E6TDjqoclXjMseI6kU0UQaJbk1FOfW4XGGyPQGmJF7kDRXiETCTiJpJ5JwU3uggcZ970ycvL6vkvCb/8nDT3+M+o4SY2OMGbmHOGn+NuZm7KeCHczjbRQhQBEhg+/wVTpjXvEuN23qac/wDmr9adzEPWjMisZuZvMO86liBZs5h+dYxlbKOJj66Be5A113FCE+3tm4EQ4e5IzANxDvQPMKK7BhJ40gGQRI4uQdzgQSgBNP/DURukdTMkZ7hMPczR+QR7+RGj7CJFpxIhalAnJVB+dyNwC1nCaC6dlnR+3SR4RNm1IzXj2DCNQS/sGaw7KBoqAfBmAzn5GitO5u+P3v+yqZXu05Ol/BjBokmXTkdyvFZvvNSArBKd7+4e1NBNatg/p6csP/RAycMNo+/4jDehS0l7L4JjE+Q6Ej70GjPSIRXuVTAJTyzBEKHwClDMNJ8SpXi7E10Yz3ykoxwO12XuWzACznoZ79SsGsWe9KEd+xGFdKX2t9lda6SGvt1FpP01o/qLW+V2t9r7Ffa61v0lrP0lov0VqPQFn+IMgtpy7j39irv0hL92yyM/34u/N58+AJ5GW24XJE6Aim0+Jz0rh/L/G4RFNDgQjRiJPWrmzsKoEiSTzhZXpuDe40O+84b2K77zK21y2lrauALI8fpyNOMukgHHHR3JZNbeVrEyevv28dXe0d/PyZT2LeYhmuDuYV78WTmyBx2gzUipMpoZmp1CFKC7ZxAk93LyXa5IPnn5e2DO8gFLXzWX6KjyLjS6LM4hDzqeKMGfUsv3QGFe4DnMMLVPA2prd/kIV0dqmjex7jFdMjSkvjJW4CYDLPUqq6mGTzkb1gKlmPPUTB/EmkqziX8UUAIsylMaKkGri3t9+rPfFQHUCEJnUq+TY/9gXz4LHHRPDYbNh0gidsd2J6+2sCV8oY1InSfwBbt0qRWOejSAg+TLVtpQhaj0eGTd1yC6Sns9l2M9ANOFGRPdJ/LldfJfP889DQwLWdV5GgBEhyH3kysZTZ3l13ySxbSkEyyck8Big2c/WR7Y13Nm4UQ6W7Gz8LAM01fEO8Uo9HJiq56y7532bjGr4OaKo5u2d0RG9DsVd7KliDRK7aqUq/RvqmsFB+j8JCee90stn5VeQe9PKAL3GkMzDeWbcOwmFUcBfyzHWx2fk1SSO53fC738n67KOo8GGcKf2JQFERFM0shPyT6Y7mYSNKbXsprV2TyM/0E0t6aeqcTGtTN4G2ZjraOiHRTWc0k1AkHaWSRONuirPrwWajKnEl9uwFLDp9MYtnNpFULiIJL15HgKS2EU866YqmsXd3hI6a3WN9+cfHV0mi5q/89rmzae4yyy+izJxUjceVJCfPzdSlyyk49UTcy09iGs24MUMYbn7Elwk4suHtt0VAbtqE7grwvH8h/+S81NcUUM9cqjivaB8f+MHFnLNhDeesX805+bv4GE8wiyrjSMWt0ZuO7nmMVwyPaEX7bYjCSvC680vkpYVxFheIsFi1Cvvvf0v+rBzWef8JBAAbRbwjQrf39RrtXdj+ZSAd0LzGCvLSwtiKp6Ta47HH4OMfB68XrzNOGnK/PcAdkjaYKP0HEmKLxajmdEBzNbeJwkpLg9/8Bv7wB6nUf+QRyM7mfkORQ37PSlmmkqmshF27wOViAz8CbGSzgzVOW9/2vvIV+OUvZby5x8NrGV9BUgce+U2OljYYj5hGosuFI7QFqajvZr3317I/Kwt++EO53o0bITeX9c4HgS7AgYrulOFLhw7J/l7tlYX+iDksT3vnSmQqJwd+/nP5PX7+c3mfTBpFTD5AsYZK8aBMZ2C8U1kJTz8tBiT5QJL7mSb3ld0Ol1wy6srexFL6g8Ttlue8cNZsXIVLwekkGHWzv2k2mZ4OSMbwd2XjD+TQVNtJtLuTWMJFoDuDZEKTVA5ys/wkgeb4MmYsnMnSpeDInIGt5FLmTasmzR0Gux27ShCLQzDkoaapkOatj6emsB237FtHMKS4++83Yt5eWS4fuZlB5pb4ueCq5Zx1wVTOOw8qLp1FXpadAhowq+53sJRtXcUkw1ERkFu3EuxKsJr/wszje/CxkGouKNzJWXevYvl1c8nIAFatouDe2znf+TLn82KqzXtZQ1LZJ0aI2hQWLhevcg0AZfyN7IwELq8dPvKRnnHL5eXY77idLHeEv/BRo4EsdNhYk/n3vxdBarT3f3wJUBTzHEtyO3F4nX3bAxlXnp8PGRk02i9EqozTxAObKAVpGzfC3r3k+v6CKKwQG9zrRACffHJfYbtqFVx5JauzXUAnYEeFd4vSCQYlYrBunVSad7yMWbjn95wtRkQ/7ZGeLvvpAGyo9lfFg50IfWimMoAE0wFtGEWIl//zn/dcc3m5RDmysrifBcgzN1n2paWJsl+3LtVeNWcgUYNvH729VavkvcsFgHbOMdrMk/40nYHxzrp1EAqhWl9B5FaA1V6nKPySEvj2t8fs1CylP0jMugunE7KKZkLGIpQ9SUtnPo3+IrzeGF1BL22dWfjaE8Qi3XSFcwknPdjsinRXELczTmekmBkL5uD1yvwUb70F22pO4h0+RZo7itcZwuGIgs1JJO7iUPs0avfWEm7YPtZdcGyanmPngWKq2mcZG2IUZ7cwp+gAS85Ygi17NslkTzpr0QJNMSGcmLkLF9/nGwS9+SIg9+3jd60foI65qfbmUM25vMg5Xz2FJasW9J1vf9UqpsxM40rP30inCYA4udR2ZE6MELUhLK6tv4AVfY0AACAASURBVAzTy//XpNvIdISguBhuPKyMZdUq0j5xKcundCIhahu28D6ZLMXlEo+ssxNP/d8QBRhl1+Rb8DgTR2+vvBwuvhjcbjJyHEAIsDFl5z0TI1rSK5XhZyHi5X9fvNOiIjjrrCM/s3YtuN3cTzkpb7+zU7zzvXtTHluCGUhYf5p4o4WF/bdXXAwuF/dzAmI4FaSKAMd9iNpMjTQ9jISlQ6z2aPF4rrzySA917VrwelmdEUPSag4c4TdkX309/O1vEAigmrYgCrCD9Z77+29v1So45RQRsjYbMgTSwYqO2ydGUaRpuOfkIAZQkvspk+s1n8kxnHDIUvqDxOeTYuZgUO7JjMJp2OxeQtF06tunYtNREjjwB7x0dDmxoQlFHCQTgM2OyxMhEJpEwRQvSU8xu3ZJ3VBWltwjXczDpxfjcoHDIUPbYnEbvoCXA40lBPb+bay7oH98lUQD7dy26WZMrzxNdVIypZHFZQ1MXfoBli6F006Dk06SmSjnXTCTsvRGimlNNfMyp9HU7oSODiJV9XyT76T25dPAKWo751e0sfiWC49+Hh/8IKd4dnIhm1Ob/i321fEfou4lLDbwAwC87CIn1oKKRcU7OJqwWLuWrLQ4jxmRAciWGzUeF+WVTBJhJgCruZbMcIsMTTtGe3i9qMmFXGLMdN3EUsjNHf+eqpHKuLbpOsTIibGhaKM8rOEwrFx55GfKy2HhQpkdjQBgF6WlFOZ4WVX/MnJPd7KmyAg/Z2X13963vw3BIKtdnUhe2skDLUnp961b373rHwlSqZEViFf+U5li2O0+0kiEHkPR4+F+5gGaBNN6lFxDg/Q9uUASPeXEY7cHYkwVFUFODqX8C4BXuVyiBxPhHgyFKNt1F2I0BVk9KV3O/WhGzihjKf1BYo6VNxeQcTjA7VIou6KlK5+2QAE2lSQQTCMcdRIIu0gknNgcCqctSiyRQ1ZGJzp3KVVVYviXlMh00/Pnw8yZEPPOIhJz4nZEsZFE4yAQTGfvoel01e8f2w44FvvW0R3K4KntPd7PtMIWFk7fx7zyfE4+GaZPN9IjhXDqqTDnvFIWfbiUIpoxi+9ipHFP9DqiMcXzoTk0m6FFwpRTzWVFWzjp4uL+V9Rbu5a0DBtXOR9HKqjhcVahC8Z5iHrTJvB68VX5MSv293mvwZtuO7awKC/HecEHOTdrN3K9diaHnxJBm0yS2fZ3zCF/P8t+A1u697jtcf754Pfzx/yfI4WWLrF2x7O33ys1soGvAYoc9oh3GI3Ceef172GddRZMm8Z9nIQoranyOfOzqbzsrJ5FNfozmkD6du5cw9trQfLSb4gRVlv7blz9yFBZCU1NXOu7Hpn4KsZ694/FyFmwoP/rNaIbqydL0SQ4WdHwLbneWAzVuRNRN8Y0pcdrb+VKMQyAquK1SAQmXbytiXAP5uRQzXIAruEnMHmyRN/6M3JGEUvpD5KTToIzz4SKClFe0Sh4Mj04bUmCcS/N/lxIxgnFXURiLuIJF0kULlsUjQ07IezpRRxqmUJ6uqzP4fX2LNbjdMK00jywe0ArnHYZShWOOXmnqZCG2sj4nKTHVwmNT/Pbly4jQaaxMcCM/EaWzd5NxUXnkZXV9yMul6wpcOKnTmBWmZ0C2lP71nMFXR0JrqdnesrpNPCR/Nc43fU6zss/1qetaLRnjQO9RDyPs3O3U8o+44g0/NX+8S0wtm6FcJi80MvIYLIu8rwhCXEeT1isXUumO8ZFxlC7ZpaKp68UAeYB8HnWkuaIDrg9vF6ck/MwQ/yTW/84vr39TZukHiE3F3MdAV/RZWKZHy2V0ZuVKyEUYs3CbMRwcvHRwJfB6UR1mGHpwOA8tmnTICuLZJ54zJDTswb3eOw/EC81mWQDNyNG0z7p0/5SIyZmdCMaZTm/B+BVPiEpDZuNlJefXzHo9qQeIAzYZdra8X4Per08sMuPDHOMsT5nnRg6xzI6RxFL6Q8Sp1NqdEpLRWFlZEDUNgWnI0oiYSMQziQc9ZDEQVjbicYduGxx4nGFVi7sjiQN4aWkp4uHH4+LM5FMSiFrLCZGgDc9CTYbDlsU0MRw0NBeSE29h1jzOLzZD20iZivkZ3/5ZGrTtNxmKmbuYemKIqbMP2L9JEDk55IlsPyKGZTQhoRCoZUiHudUDmJ+LsYpbOUi/TQ5F65IPTzxuKTqW1sl8tLeLkW+sdVrmZQZ4ZrMF1Lf9ZXgF8a3wKitFcuPXADWsQqvMy5ewvGERXk5jkXz2JC/HtMz/2L0XBYmzLxslJ/mvSgKcIDtmd7+hdwHQDOLRHiN17z01q0Qj+PYac5D0CUP1PG8cuhzvaVGWuhxviwPJ4VIMduHe6z0gXhsFRUykY9HPGZw8mBbQh728Wh49slFpwNJfAUflmemv9RIb4wixs3Ft5MaahfROBKVyO/RKQbAINsjI4NSXgPgVT4qAjg/f/zeg+Ewa3gVMdybpXhvIIb2KGEp/UFi1paEw6LwFy+G9OxccGZiU5pI3EVnMAONBpwkEk6UCmPDhiJGe2Q2zrQ8iotFnsRi8oxNniwrnE6ebIxiyfRit0nFm/xINrpC2eypK6G78uGx7YSj4dtKR4eTfc0zjQ1xSif7OWPJduad9/FjfnT6dDjh4lJmz4yQSYexVfFv3IU5VW8h9ayc/hYLsutTD08oBC0tovjNPszLk0+3TS0nfu6FfMK2CTPE/zCfHb8Cwwirfrn5dMxc9LV5NZI3njZtYG2cdRYZy+bj4AAA/8OveJuLAVjBr/CoyODaW7sWbDaezLsbCa96esLd4y0vXVkJVVWQSJCgCNDcx2IpHBloHtWIblQt/H+YQ+1W6J8gv0eY1Vn75aYbqMdmRA9EifoBxWpeH7+GpxEpKdv1CySyEZR85mC8VKMPoRlJaRyQVAlaUiNDbK/q5O8i92Aa7NsnD/14uwehl+GehUQ2Vgzc0B4lLKU/SKZPl9+uokKe3ZwcUdZ4i1BAPO4gpD1oFGBHo0gqO0rFCEVdRBwlFBf3zMI4c6ZEDC66SFbiPPdcWLgQHDnFuF0xbHaFWM2K7rCH3Y3z6ap5TcLp4wVfJQSqWPeXcxEBCemqg2VzdlGxvABHwbFvdqXE2z/jihKm0Zba3p3K5Sc5m1c5y/M6tgtEWHR3i+xwOqU+IC1NDGqPR5bkBvBddSNzc1ooM5QgZJDYe2B8CoxNm6C4mJ9heoC1pLkTkgOpqBhYGytX4mo4yP5Zt5AaaocbSPKs6zs9hVUDba+8HCZPxuEACa/aKG+7e3zmpdetg0SCB7fVYOai1yydPjgPq5e3bw61e5VrAVjOehHeQ2zvfpYhv0n++DU8jUhJtRFdW86zg4tsgFzzCSfI0sIkgWxEJkRY7U4OPrdt9mEwiFmv8oCvTDyjqqrxZTiZ9RDNn8GcAAsYnKE9ClhKf5B0dEgoORqF2bNlnYSpUyEzJxvlcKc8fPnRFTE0WjuIJRwEYznkTMomHhcPv7wczjlHJrXq6JAFetLT4eyzoWzuJNLSvdhVBIcxdWgUJ/saZ9LYWSZL/Y4X9q0jEdese7InXDdzajNnlb/JtNOvHlAT2dlw8spSFkzuRKWG7wkemvm44+9M9frgxhsJhaS/PB6RnYcX9NntYozF5i4iet6HuT77SWOPYn3s4+NTYBgC15w8p3rmF7BNKx5YGNSkvBzKyii0t2EqaYmUtOOJdoqwHUx7kMpLlxgh7+2cO/7y0mZYOi2N1byFXHOL3AhlZYPzsAzP8j6WIEraA8TZbL9FCm/y8obU3uqTy5DogWt8eqq9IiWpa85dO7jIhsmkScYcBRFMOVjK84P38k3WrpXfknYkerBJRgRMnTq+DCfDcN9gzIeRQ9XgDe1RwFL6gyQUkrqS9nZxCIqKJII4aRLYPFkksSGhMTvykNuJxxTxuAunM4FSIndPOUWUezwuE1dFIqK8zGV5P/ABKJxRiNOuUU4FRuSgsSWD6qZCkm3bxrAXemEU8HVFcmnoKjU2Rlg2Zy8nLolgyx/4w71gAZyav5upxvh6kzN4g7Pdr0JZGZF55fj98izl5kqU4Gh4PPIKXH09l+e/hFkr8NXuG8efwDAE7jlvfha5byIUte8cmsCtqMDT1cLZRh4eNG9zIspuE0U9hPbweNhXdCOp6EFRkRTGjZf+Mwv4lELWZNckT75GPPPBClvDs1zjjSD3jA0wLEybTRT/ENoTT1UKIst8fxp/hqcRKcnd9gDmao7MmDG0XHQkAi4XpbxobEhQ5bpS/hxKe+XlkJfH/ZxGqiCysFCiTePJcEoZ7hlAEt+J14ucGayh/S5jKf1BYrOJbLHb5Tnu7obMTPltne5MY9FYTc+a5xCNe9E2cDhtdHXJ0LwPfEA+G42KvMrKEhmVmysG8dSpsGDpJNIyndhUAjPE7+vOYfs7Mwi11Y+PEP+hTeDK56G/n405Nj8/zc9ZJ2xj2rwZfQ4Nh8VYammR/0Ohvk1lZMAZkecoPWy15PN5nsJYHYnJxfh80vfHUvgmmZmQnL+Q/Ckuso1FeFqYOf4EhiFwn+MKAPJ4G1dJ0dAE5MqVqA4/JamUBqTjE28jmRxSe4RCOKdNRu5BO7/ZUTe+PNWaGpg+nQdfO4hZD6GC3dDWNjRhu3btYTeXXW5Wp3PwSt9sz25nOc8BUM1COefxUtDXK1LiN+ZzuIafDC1SAnKv+f30qBclRo7NNvTcttasXlqEOFKOnhCf3z/4tt4NDMP92jcvRaIbYTHqhmK4v8tYSn+QRKM9BXjKWD46mZRwsswceWSXRpMOlIoRT7jIyYHly6WNeFzkyIEDsgT19u3yfyAg+yoqYGpJDk6naUQowgknlfuL6Qp7YO84EBi+reh4nP/50yXGBs2SmQc5fc7L2EpE4GotSr69XfrNbpf/fT6Ry72nFp7vqaEoNcxOqGYSKIU/4kVribD2O0a/F06nRLRDSTc3pD9lbHXQpKaMH4HRS+CmxuZnXDV0gQvg8fArbjPeKMrYIZ3sdg++rT6eqhSjfZK3xpen6nbDzp2sTlVMt0iu7IQThixsHwkqxIBIIp4bpKaSHCxG2mXziT8mVRBp5srHQ0Ffn0iJG4iz/pTnhxYpAWlHKar5gLHBRm7iJfkzM7Pfjx0Tcz5+Y9bJ3OfvkojdUH6PdwPDcN+ALAhbyo6hR0reZSylP0jy88VYTU8XZRYIiDx0OMCOqUTMG9GJTPRhIxb1oHSMJUt6jIZIBHbvFkOirExGAkybJoqwpUVSBjPn55Pm0ig0IjBs7G1aQFPHZGh6Zmy9faOALxy1U+2fZ2yMcuai15mxeBHklqO1XE84LNGMwkJR2pMny3Mcjcp+c+6B7IVTeZkT+nzNn7kEn7OQSEM72dkYhWUDIyMDdFY2H895EYzaiOu2rxo/AsMQuGtevxiJlMTIWjB16AJ30yaxKo3aAECq2WMx6fiheJaGp/oTzPqMrPHlqba2ygNjhPbv52NQUCAP61BYt47PsBV5jiUvfW3yJjF0jAljBk1FhXHjGsVob2bK/TceCvqMsHTua/cgKsGo2h9qpCQSMaqbPZgraPqZI1Z4e/vQjJyKCpg2jauNQlc/JSJAhtreSNLHcJehjlW5Hxue4f4uYin9QVJfn5qZE4dDnlutJV0aDXbR06U9IX5NkohOpzivHrtdHMyODqirk9ToaafJfTFrlkz+s3SpyNOmJvk7Lz+Gk6TRpoNmfz77G6ainfljW9B3aBN4p/L3f01GQlowJaOZD538Os5FYvH6fKLYc3NFXvbWs2lpoodiMXl2Qa67jkV9vqaOOdQlp+CuPUDa/sE94E4nuJYuYOrsdDCGAz7NqvEjMAyB+wCfB8BJDQ7iQxe4W7ey5m/Lkd8jhhiKTvYkM6Szh+JZGp7ql04Ik5qdb7x4qpWV8NZb/LptMmZof3VhMyxaZMykN4T2nn4aKECet70AbOBbcnMO1VNduVJ+01Qx2q+gulqGA9XUDK3NkaBXAV9PaP+/hheWdrsp2303Igu7Sa00aE5IMhRDceVKqKtjw9InkHvQK3UWixePvdFkGO7Xvv4RzJkvmTNn6Ib7u8xxlb5SKm8Ar5zRONnxQGsr7N8vofjXX5f72OOR7cGAqZgT9Hj7CoUNkprC7ACdnfLst7bKfbFsWV85opTI00WLxJjIyICZczJxeuKYnltn0MP2t3OJuUohOIYCw7cVgrV87w9fNTZoTp33BgtndkFuOYGAePjZ2cbQ3aPgdov+jUSg65UdHPzHPmShGUgNecHBhuAF5JTPGNIDnr7qQ9DczKVGThW8JN3esRcYfSqm0wDNIeeHhy5wjfYe4HoA7FQjK8cp5vPW8DzLigqUs2cBnvlv/nB8eKqGwP0Uf0aeOb/MnHXokOFtDq0904DQzjNJTQGbmTl0Q9EYynY/5ux8Rthr587UinJjwqZNPcLG8MzXL/2/4YWlW1upRpSdzM4nyz7nRv81dEPRMDzJNmdMtHNt5crxUZtjGO4bjOcuh+rhRUreZQbi6dcDW4A3jvEaB4m90WHxYpHHJ5wgz8WhQ+KRtzW20xV0YSpm+V8DNhTgtEfp6HLQ3daIzycG/uLF/Yeq586VY4JBmLt4EhmeOGaoLI6Ltw5WEGiqBjWGAiPqJ550Ulm71NzARSsqycoIEotJzZPHYywpfQzS0oypiDc+xQ3+b6a2T6Yh9fdvuVxCI0N4wL2nLME+Yyo3zPmXsUXx2+0Lxl5gGAL3G9sWYnrmkxYUDF3gmgLcCO23cia3pJbczR+eZ2l4qgt4BYA9nDg+hp6lKqbzkdD+yuEJ3K1bcb72MOY0yD2rvNm5tv2LwzMUJ01i9fwCUkP30tJk+1immWpqIDOTsspenvlwwtJG5EXqUxJstt/CNcbiUX5mDtvwZOpU7Mbong18WkKmY1lb0sdwN2YxzD1/XBbwmQxE6b+ttZ6ptS7r7wW9ZlR5j+PxiPedlyfD7srK4J13oLW+k3DUiwiLHgUNDuwkQdnxh4vobGrAY9TxHKsYTSm5X8yZ5gpzu3vttbOnfib+QMYY56UVe96OYXrmk9MbOHfpm+DKoaNDTi1ngDGg7Gyw7dzO/3GOsSXIhTyPOdSuhjJCvtCQH3DvCfNZON/M0cKXuXXsBcbWrVBXx538p7GhBXtO5tAFbk0Nuw5lIgZEnGxXhNvULuRedPJW8zA8S6Ogb/vCW0mNXy8b40lS+ghcFxBnde4wKqaN9uLGevDXcCfE4+Qgi1xt4PrhGYqRiCzcYQ7de+37ovgbGo73yXcPtxteeEFGFADLeUE8jaKiobW3aRPXHrgOc+gpTifr036NyET38AzFlSth507u5WpSQ/fGurbEMLQf2CapV4iO2wI+k4Eo/VNH6Jj3BF5vz1S8kyeLx681NLU5iGtlDFozy9HNvL4moW00+dOw6xZyc40pvY9DXp54/A4HzJrahMdpFvNBQ1suVc2lEBojgeGrhGg7X9/wtdSmD5a/yowZToKek4lGpXBvIFX2ALYdlWTU7kY8BFjIVi7jf/GmFuFx8mTdkiF7WmmXfwTn/t1MZTcAbUyXH26sQvymwuroAGOBogNTPimVnEPNA7rdLH3pFuSeC6Cys/DYY0AXoDiR/5Xjhmoorl2L3WHOEGnnsTcdY9uHhsDN3fYgKS91OAI3FSlxAwnWz3gCMjLwuc8iFeIfjqE4YwZ0dfUaunfC2I+CSK3e5QGSbD7lrsO2D5KtW9nA5wDEI09PN4yyIMOeo8AI8a8+0ZwDxTH2tSWG4b6GPyLPXad4MOOwgM/kuCJZax0GUMK1SqnvGO9nKKVO6X3McFFKXaSU2qOU2q+U+vpR9n9aKdWilNpqvFaPxPcOhoMHYds2CeknDGfea6snFFRo7CRIoox59gUN2IknnARDTjLtzcQ6DtHd3d839GXBAqniLymJkZEWJpXXj2by+r7ZJDurx6aC/9AmyF7EX7efb2yIcdnpW3DEDtGZ/TFcvaKXA2LTJv7IhzFrIdZMe505nhaW9Bq+92PfJ9CHhuZpOU4sx1lSzFeLzaF7ThKh6NiF+PvkUp1AnBmFEdixY+h5QK2JUwDA9fwCtMaW7uVLfNo4IG94nqWZVzXqBK5gg1jAGRljU4xmCFw/krs/nT8NT+Bu3coHHv0Y4qUaqxtGo0ZkJAo4xKMbqpFjeKqbl96JGBHesTWaABobeWB3GinPPJGQaMRQiyCrqhAjVhMvPl+qdIHlhsFZzcLhXXNqFIQRLXnzv8eutqSP4W6mly4dnuE+Cgymev8XiEd/lfG+C/j5SJ2IUsputPchYCFwlVJq4VEO/b3WusJ4PTBS3z9Q0tOl4r6sTIrUqquhsaqeWMKDOZZeAV57FIVUO8dwEo9rEkkb3XoK4YYddHb2GA3HIi0N5s2DKTPnUJTZSE/NgIPX9ywg5D1hbCr4fVuJdjSSNLzUXHc9Z55QQ7d9AcmshUcso3tctm7lqzvNhXninJl4npxcO6c7t2OmSt7kRKL+4JA9o7QT5nFReTtmH9687zNjF+I3cqmZlb9F7pugyLLheAiNjZhe6i8KHxKFnJ/PHTnbESXjGr5nOWUK16fSEXmS/33hhdEvRusjcCV//GL5L4cucI32XuF0AHIwFjvKzTVWcWpDqu4fH7qh2KcYTYyIBysjY2d4Gte8hk2Y0zUTi8k45KEWQS5ahFkEyezZcr1uN5vn/5RU1f1wDEWjtqTUiNhVM3/sakv6GO5GemmpGp7hPgoMRukv11rfhFS1oLX20VNmPRKcAuzXWr+jtY4Cv4NUFdK4obhYvO+SEvk/HIZDtW6S2k5PWD+J05kkwx5GYVTda4VOaNpa7QT9Tfj9PSH+aFSG8bW2Sv1RINA3urZgARSUTKd0aic24sZWxc6DM+lo8UkV/WhijM//3d9nYXrmF538FgXFWQTcy/B4BqkDDOHTwnQA0mjAk+7ENn8uH3P+DXdq5T0PVb6sIXsJ3isuIevgDsRehf/hurHztIxcaoApAFzKA8PLpVZWcvmfT0Ye6Qj20ukiWNva8LiSmHPxL9z2veFdr1LcO+8ZUkP3em0fVQyBe+020zOPyjkMVeCmFJaMovCdeYu0l0jAggXcz8dJ5ZGHYygaxWhmtOTzbBo7wzN1zeb8Bp8bXh9u3UrZo5/HNGJpahIDJ1XYY1Tdv3HJ0A1Fo7akatFNpKIlY1VbYhjuuZUPMSJFkKPEYJR+zPDGNYBSqoAeLTcSTAUO9Xpfa2w7nI8rpSqVUhuVUtNH8PsHjCnfXC6JALZ2ZBFPKmwkABt2FC57gpzsbryOJGAnlnQS1w7aOjLo7IjSUVdFd3fP8D1zStpEQuYAaGrqMQrS02XlvdKyJFlpPZmUmpYiaurcEKga3RC/Edq/9dc3GBs0V5/9HKHmAySnfHjwQ5k3bSI+fzHmCn2fz/0HYZUGDfUsrPBwku2d1KH/UX/1kL0EW0U57tIiPogxOxiZ0slj4WmlrDpZBW/jsr8ctn2QbNrERj4FgIMWqThNSwOtUdOmMse45rc5bdjFaOqsMxFP1c5nX1s+NsVoRmi/J3/cOLzQviHAU/Mb7NkjAnzBAqivFw+OmOwfjqFohPiv4REAEkweO8PT6EOz8HP1vKah96FhuFczH4DlvCSG7bRpMlESxlA2SP1mw6ktkQV4JK//wFjVlhiGu5leWs5LwzPcR4nBKP27gT8BhUqp/wBeAu4YwXM52h1wuAR8AijVWpcDzwC/OmpDSl2vlNqilNrS0tIygqfYl2hUcvxdIZl5L4kCktjtSWy2OPm5MTK9XUCMODZiMRv+YBaB+FTaDmyntpZUwZu5aE9hobF4j02GBIcNHT9nDswqn0VhViumrRVKeNiyby7kLB7dEL9vK7q7jkOdc4wNbZxaXku3fR6eKQtlga3BsHUr//Hk3NTby51/xZXlRs8oIXfxVM7NeBXzVvhz8lz080MPJ3tPmM+3Tn/LeGenzVU0Np5WYyOf2/0JzFyqU0eHnksFQ4lLLvUVLunxsqZMgXnz2LLgDqQPvSNSjKZoBuBhvjb6XtYRRZCa2JKrhl0EWXbfFYhIDEsoLxiUhTJSIXkpRsutfGjYIf71Zz6LREvcY2N4Gn2Y+8J/k/JSTSU91JkgFy1CUi1JNp95T0/UYNo0OPNMfCd9HrkHM0eotkSmhb6Bh2Uxk1mzRre2ZKSLIEeJASt9rfUG4GuIom8ALtNa/2EEz6UW6O25T4O+K69ordu01mbd+/3ASf2c631a62Va62UFhpX5buDzyTS6oZDd2JLEThyPM4zN6SYzI0p+XgCXLQ7YiMYddIU9tPnsNNYGiEbFCD58pjqXSxS/wyHfEY/L+9KFM5g1o5Oe4YB2XqhcQqyzYfRC/EZo39caxPTMP3Lia3hyp5DMWjL4WUoN4fPjoDnFa5BpOSEmTU9DLV5MMOHmgvRXwFhut4sCwknXkL0EzxWXMq/5FTDSJB/Z/oXR9xKMa37I8HhsNA8vl5oqoHIASZadktcjwM85B3buJN0Zxay6/8MIFKM9zzWkBPho998RRZAxlG2YuVStU8PWzHyxud0MyS/neQDx7EYkxG+Eu/dcNfqGp9GHfbzU4YT2a2okh29EDejsVcVeUSGTdsRiyD3oHL6hWFHRN1ry9tsya9pQnp+hMpJFkKPIgJW+UupHWuvdWuufa63v0Vq/rZT60Qiey+vAHKVUmVLKBXwCePywc+gdN7kUeHsEv3/QNDbCvt1tRKOm0nfgtIHXFcHriuLyuCmbniDdKyvkRZJOojEX9W1ZRIKd2AJ7+52cx2aT+iGlehalWbIEFs4Nk+Y2RwYo3npnMV3+2OiF+I3Q/ld+eV1q07XnPEugsQpX6UWDd8AN4dNtjI2ewy7sDkXO/i04L7mI7m5YdN40FhuhQbDxr66FQ/YS1NJy0mdNAWPin1c5e/Qr0FNekXipDUu+MOx89FmVt2Lm6pUVKwAAIABJREFU8/F4etpbuxbKymT8v1EbceUIFKOdcWYGYnw6Rt/L6pNLNfLHw82lNjZi5vOrJl/ZV4AfUXXvGZEQf59JZkbbcEqF9mUWvs3zvj289IjbTe5tHyU1qdGKFaLsKypS1yuGehBQMsxyONe7eDHry35FKlri98PmzdLmaJAqgvw9I1IEOYoMJrx//lG2fWikTkRrHQe+ADyFKPM/aK13KqV+oJS61Djsi0qpnUqpbcAXITUWaUw4cAAaa4IktJMkCkUSrzeM1xMhy9MG7ikUlxVSkG2G5B2EQg46ujJIugrx7Xv5mBX8drsofjPPP2MGLFw+m0kZraljDrZMprE9Z/RC/MEayJzNr1801scmxGlL60l4S8mYtuiYHz0qNTUkM7IwowY38xvsdvDMmkrG8kXEi2fgjfg5L/vN1Ed+2HjtsLwET3Ee3+M35rvRr0BPCVwnkKAgUjvsoWYvGFNlpFHbE9o32zM8y2/yReMDWcP3VCsqMIsD5917CTz11Oj130jnUlOREqPqvKSkrwA3w8l2w6PDzgOVwzAUjfbuZS2pKXlHM8RvTtf8QgepIsjhhPYrK+HQodTvcQ0Pwj//KbOWrVzZZ9RCn2jJcAzFHTvg1FNJRUu2fUze79gxtPYGS8pwz2NEiiBHkYHMvb9WKbUdmGcU0JmvKmD7SJ6M1vqvWuu5WutZWuv/MLZ9R2v9uPH3N7TWi7TWS7XWH9Ra7z52i+8esZiMFGn3KZJJjUZjI0mGu5Ps9DhTJ3eTkZuHLa2IyZO6jap7GzGtCIa8BIIZtLcEjjtJj8slsiUYFOW/ZHkJc2e0Yea4Y9rNG3tKIVg7OiF+mxsaniKJzK07q6gWz+QFOPIW4vEMoT23mx/eb4Y7NOcsasEb9kFRER4P2C/+EN07qvhI5iuYs/M9z8noRUP3EjyOONeW/AtzmuTNe4zq4tGoQDcE7swXvoPppSrPMAVur7HRNXPXHinADU/ru0tqSQ3dG66neuAA09kFwF5OEqu0ru7/s/fm8VHX1/7/8z0zyUz2jYQASSDsmyFSCYgK7lptXdDWBdraCi7t7b297e3t3trab2/3xWuFCrbaH2htNVVrbd0FQTbFIYQ9EEhYAiF7MpNJJvP+/fF+fz7JhAAz8/lMEns9j0ceyefN5M3M5DPnfc7rvM7rDA48bXcttbxcy9DqTLQvUmI48Px8PV7YGJjzJ2uBYmkpS+8YgynJO3Lk4EH8+sBaxjOYmbnVzocJEzD+HqtLn1NEpTFjeoNYHShuuvctTLTESqBYUwMTJoSjJYPJizAD90SgxxoJcpAtkkz/SeDjKKj9432+PiKlXBzH5zasrbERdnvr6Ox00oMAHCS6ekjxdJOV3cWkCSFGjYKODhiV20WyS4lJhHDjCybTfKqN5vY0k6h3NktLU/X9lhbVs/+R83w4+9T1/1FxGTLQEn+Iv6kCOmrpbGsHrT34b9c+SXfLUVImXRvbnlLyA/5DX3SQltBFsqNTsc4FJF8wnUDBBEpGN5KhyWMh0gjUnIj5Ay66AmRfOgvdfcrNLd8dPAa6drjVKBiyhA02tZq5gB5y8hNO309nWolZKajMyMFnd98We6ZVUgKFhRya8zVMcuCll8L48YMDT3d1sWrfAswsNSnJMgnSYJ2PY8fpSAmYAeGjLNG/lB22HrUZkLcWmZm3bhC5JeaBpV7DSq6x3Pmw6mE1nwC61F6lpeF/Dx0osnYtRufHqi0WAsWiIqiqYgV3YKIlgxU06UB7ybrLMafqWUFKBtkiUeRrkVIeklLegWouHQmMBWYKIRbE+wkOVzt4EKr3NxEIJSH1nHu3q5tEZ4jC9P2MLxnPZE1Idzkk6Sk+VIQr8He6qG/LotXniejQF0J9joJBVeu/4PLxZKf2jjvYvHsy/kBi/CH+2nJIm8CnHv62Xghx7dw9iKSRJI85L7Y9u7ro1vX82WwkIcmFa+FFpsNITgZmzsRTmMtCVy909+ruUZYY6En+RkaggoY6ZgweA910uEmAZNvkb1uG9i966iZM1vlABxaYmZYD1c3yePenrWVagQCOa6/GbGPbtEm9tsHItNxu7gv9B6bs6bRpKju3RIJUrPPqsu8M7MC1bv6yjxhzNRJtYaAbpMHNXDw43JKwzgedpZZYPLD6/z38foWCuN29j9GBolLtUhoF9/Fs7IGiDppUK6WaLTFoQZMOtI3Ww0xqPjDQPkRH5FsKrEPV3L+vvz8Qn6c1vC0Ugn374NRJQU83gBMHPbhdPtzuHsaM6WbOwiLGj1dZeps/gRG5PaAhfn+3i0b/GFrbXLS1RfZ/ut3Kr7W1wfQ545lUdNL8t9r6UTQmXAapE+I7atdXAz2dPLPuUr3QQkbBJJLdHTEnPDLRjcpS4QcTXyVpenGYA3c6wX3jtfh3VXPjiA3m7/2ocYkleNq928sTub/XCxbh7kgtzOGqfnCnJ8EytP8O8wFI58iZMw6dae1INjLVNGuQvM60DGJWjnfV4GRaun7cYw7FeTy8fhythSElwYGhfTBbFRUDXdf1t1lXN6yeeh8qU00eHG7JaaJGAesHlpT0aPnnuWwJWw+zQACuuYbFzscBzbqPNVA8Td1wEEftmp0KqqTWVLr0AwPtQ3REvv8A5gCHpZSXAecD8WuCH8bW0ADVO4/S1OzW0L7EASR5uklOgXHFycyapdT7srMhSDqjcjpI0Jl+Dy6amp20dyZx6tQ5/rM+lp6uPkcjR8LCOc0Y/frdMpkKbye0VUFyHJmjDjecXAe6nn/9jFeQ9Zuj09jvaxUVPPykG7S+QYnnAEnrXz3NgaeUzaCncBzzRx1BwaGwifMtMdDF+GLKxhvvoeDNivT4OwztcLO3P4Z6zR02QftqlO6xOV8+834605oyQ5UBwGUNkteZ1hwt+tNIweAETmb9WA/FGah+HI3V1DDvmZtRf4/O8FazvvuFMdCbAFRN3KK6oTKNlpy2HgfTnQ9rNAfayQmbOh+UyNSmkV88c+uaDhRXzyjHREtsaH0c9FG7brdCyYxAsW+nwgfAojn0O/sM33FrEt2U+Dyt4WtSwrFjcGDnUdq7UzW0L3A5u3G5guQmH2XavBKSkhQJePRoSMnOI0F2kJ7crHdx0dGZRFNjiIZDBwhFqGvocilEsasLLl6YSIqzFyZ4edNUaNgEGXFsWZFSB+/KQX1h0UYSE7pJcEYwRGAgKy/na21GPd9HMj6cGamnOXC3GxznzSCrKJ0CU7Qxle7mDksOI7loBEYQcTOPxN9h6AyhSbOcL+QNm1TkEoAQKTW7z+7AAwGc55egMiMHS1fkK/UnCwz0zZc8jCmHOhgMdK+XVQ95Ua6rSznca66JvZ7vdrO5W3U+ZHLkzA68T2a5kk+gsvNsawx0c9Su6oIYv+Wn6jqSEZyxmu58gHRAsoLP2tT5oBXy+nc+9LWwwElpRtgxwKh31G56/ANPjTTN2/JF1D3ot4Y0DYFFc+gfEUJkAs8BrwohnqefeM7/BevoUH6tti6RQHeizvEduF0BPC4YM6qbcSVKqc7jUZ+B/KJcgo5kRqS3YYzbbe9MpqE9j6bqbVF9xlNT1X1dnL2dSeN6If7XKi4kmDkfWuLYstJZx+d/cxMqKwoyvbiWlDEfARk7gcqPYs5PYBNJc0sGdOBCQPKia+nZd4CPJW02Vtl2PN+Sw/Ds8TKBTQC0DMaoXTNDUCznDfdusJYhuN089ug6TAKVoSJ3JgeemKgdfiMAj3GXZQa6KDAY6K74M9DN3mgDKWmEd95RBLFY6/m1tRhISdOc+8/uwPXfaum9czG7IKzwIoqKwOMx6/rVTFYBUzzhfRNy1/X8sv7rUVp5OfNMjYjOM5dHoB8k34Gq6z9lWTNi6YIMTOQg3oGnRpo2cymgA0UrSNMQWDSKfDdLKZullA8A3wEeYxgOxIm3BYMKzTp6IhPZAwKJQOJ2CzypiRSMdTNqlPoM+Xyq9DNtGric3aTnKLIQCAI9goZGQfOJhojIfIYZ2X6G4xAL5vRWV6qOjqG9oSF+bXtaiW/FG8ac8ibcCZ14XE2xlRTMDEE5uN8V/QXPlnVndODJZTOhsJBrCnv1mH4Q+pIlBrpj/Dj+PG2NXkiMr8iMPmD+vKUVIysSa9+yliFIyVL+pi9awtYHNA0b/4Qv6IX0sPWozWSg67r+ul/GN3AK643Gem+0WSpQegl0d5/dgdvNQNf7hdX149362NXFkn23Yx7SNnQ+bKYPUnImIqlhGpJfzGMAigtgi7qhQkvirm5ochB0Pf++VdaQpiGwqBT5jJ+llGt17/wP4/KshrFJCQcra2lqUZGyROAkRJKzlQxPE9PnTsXpVAd+KKSSrxkzIDM9gUR8JOLTOzk51ZxCQ30A37GdUT2HtDQgqYBLz9uKcj7QRSpV1Unxa9vTSnzGQbGo5AWSErsQLZVQGJvD7Zo0A3ULhigZ1YTDwRkduMsFCSXTmFGWiSJSwT8bplvLtEpLmbywACMQW/vo3viJzOgDZjHPYvZGW80QurqALADu5I/nduAaTv7K7CbUa06whYFe1reuH08Gut290V4vKx/ajomUnKtUEMZAV6U1Swz0sP10XT/erY9uN2tCdwHgpN6mzgeNlJR9/tytazpQXD3rr6h70G2TuqFKgNZwd/wCz9OIuEFrSNMQ2bBR5PugWEsLbH+3ka4eDxIBCBwiSEIC5OZ2M3XORECVtBIT1edp/HgYP3MUTppJTeo99Nv8KbSFxtG0942onoPTCckTr2F82hZGZfRC/C+/Vxq/tj2txGfU87/+6ddJSnVDajFkxVaPvuD5+/VFF8m+U+d04Em3XEfK8QMUUA1AiHRki7VMy3N4LwpqhOtD/xu/TKumBjo7CWqW8x08dnovc7TmdmPU89csfPPcDlwz0J3BAEam+oQNDPRNU76LWdePFwM9Hipy1dXcwyq90BSZA9cM9DtNBnqutVZFvZ+Rqc5bsTB+rY9mOcOo599lU+eDRkrOBu0bFgbx67KQFYRN7xdcYKgbpsQPsdOvd972r2FKXn+AWvUMi0aRb2ofNb4dQohD2KzI90GwkyfhWJ2H7qBDy9MI3AndJCQlUJhXz+jR6nPc06NG4oIqsZbMHUNKcgIZ6QGMun5LexINTSFO1RyJ+nmkFswkd3QGc6f2ihI+t+16ZEqc2vYcbn76QBXqlulh7IxJJObNhKzY69E7gooHmkQNSfPPP2d9O2nOTBg9mpvT3tMrTjrmXWEp03KNHcMsXgWgg9Hxy7RMApViOT9Z9tLpvczRmOnAdcbh853bgYcRqdQAo8/awEBX1QHtwPus22phKnJgi4rcjBkYSEnEpQLNQF8zoxwzU7U6tbCqinF6jMhmFsYPnu5Xzlhaeo5yxrmspoZVb01EBWHdZ+586G9hMs5CBToWETu1n1Y33LQpPoidJs5u5hJA9+db7XwYAotGke95etX4PgbM/r+oyFdVBU0dKQjZpYF1gSfBT5JoZnJRE2638r8OB6Ysrcul7omRo5ykeBwYE946Q25OnkrhVF0noYboPuAuF7hzp3LDFScxJHl37BtD4PAbIGy+2bUS39eeM6o5zSS1vA7tB2OD9s0DSx14f8n8MY61b54z43A6ITHo4+q5Tebaoy9mxs5ABwgEePELh/VFYvxEZsw6uz6kT1uP0srLKf77VzGlY89Vj4awLOsGPXtAkmETA13V9bO3PBIfBrrZG60O6cU8br3zYeJEzFJBaYQHVljgFASctsDT1bO+hFnXjxc8bXY+RFjOOJe53dx3/HZ90RZ565rmMmSikp3NXGwNYTO4Flptcp73G/FB7MzAvU85w0rnwxBZxIp8QDnQKKU8DHwKWCWEOD/Oz2/YmcsFPd3G2yZwEcKVECQ9uY1pxXVIqc6gpKTwZGfMGJg2O5+khGaMOjw4qW/JpCk0je7q56N+LqmTr2N28VYcur4YkOnU1wP+o/bW9bUSn+Fwb5r4BMmpiZA0JjZo38w4XIBkYeHhiDMOT5JgctUrGO/hrxpusgYnFxWRW78Hxf518E5VXnwyrbo6svasxjykrY7h9Ho5hJJ8HMu+yB24dsrPLjuCOmTctjDQjbp+EwXxYaCbnQ/qkF59X521zoeiIn1Q6Cw1IyOyUkEYPK0h+Yr/ssxAtw3uPpOFdT5AxOWMs+1XW2uK8kQlkqS5DD/j85iQvBWETe+XiXq/NjM/Pohdv86H09c/GBZNTf87Uso2IcTFwDXAE8CK+Dyt4WsNDdAdEghHAuBEiCCeREHuyASK807g96t7wID2DUtOhnmXjSUzPURagjEa10lDRz5NgSICzdGTqdz55zG6MI1ZRYf0imBd7Schdby9df0mLzR6UTe7ZPlvmnAWXGWpVe+bD6lhNxAg6cLSiDMOjytIqjOAE6V5cITx6h8sMNATd28HTbC8uv0X9mda2uE2UwCgDkgrYzhNApUeBTvnvyN34Dorcr39JspxOW3JsjZP7VPXtzvL0gfMKrPzodt6b/TMmWQ9+WVMkaTmZti4MbLRrJox3pupXmbT1EKtw28V7h7I4tb5oMpVUYskBQIsvacUk1C6e7dlxK7pnkcxgwir+w1kdnc+DJFFc+gboc31wHIp5fMY/Vb/h8zvBySEQl0qT0rowpXoZOzoNjJG5uH3KwKzy3X6706dCoVFIZJTeyPD1jYH9bXHaelIi+n5pLpb+eQNvZyA1c8XqEPartY93ar37DPGId1Nuv9taD9gqVXvf8whO204N22IOONwdftxzS/jat7XKx5ClyyMHU7W6nyzeA2ADsbYn2mZDtcDSDYveNjWITsiKQIClWFhjHEFh16+5wc2MdB1pmp3lqUPmPvMzocO650PlZVmEDaXDZCZqdCSSEazakj+Z9yNecjYMLVwHKqLZzML7Q+cYi1nnMnMElgfVbpoSgWmZoQSilq11m8NsTP30zr8fov7DWR2dj4MoUVz6B8VQvwO+CTwkhDCHeXv/0tYT9thBEFCQQcCicvVTbKriSn5O3EU3UCXHvo1kOXkwEcuzCcjuR2jrtvsT6G+KYnG+vaYIHlP1iiuLt2MIcm7ftccevyt9rXu6Va9W1c+qhd8eBK7oDn2Vj11YClRnvt5KLoDsKgIT7KD2+cf1QuCujd2Wftwl5by92uNDopElSVUVdn3YTYdrp7XHinh6Sz7LXlrCqYqXbT7aca4QGlAv8lcmxjoqq4/bsXt9vIidOeDASXPY6P1zgevFyMI27RwuXLgEydGFuiFicLoTNUqA72wkOqyb2DW9e0OnNxuVj34MmFKhrGWR3TgXrzu+5jlqmhLBSYy14YS6flDv/Uozfw9rcO/5Tpr+/U3uzsfhtCiObQ/iRqyc62UshmFE301Ls9qGNtI5zu43AIp3DiQJDqDpHi6mFgcJJimJs2d6dB3OmH+1cXkZndhACeSBI51TKY+MCUmSF4ULWJi+noSNNzd3p1Nu99tX+ue2aqXD8AN05/A4Um31KqnhAYSgRAP5T0VHQN20SI8NfsoO/ocBoHx6wcWWcuKZs5k5J61GHX9ur0titAXCdQbibndlD04C1Pf3apWt9vNmuMGh7Yp+v00Y/xXfFYvpNrCQB/LXgAOM9VeXkS/zoeNZT+33vlQXY2Zpfr90R9a5vutM9UVFhnjZuCk0RI7CaX6wFIHq9aIsKFV75BWYc/kWPTIlSaAGgN6esixRgA1CaWK5LuGxfYSSu3ufBhCi0aRzyelLJdS7tfXx6WUr8TvqQ1P8wQOIIIBpAwhRAhPYiIjRiZRkNdAIKCgfafzzL8/bhxMKqgjwWFA/A5OnHRxqsGN7IghS8gqITk7n6vOf9fcb3/HtfZN3HO44fjLqJtd8vSKo6pNz0KrnnLgSpXONa4gOgZsSQmJY0eRmeXCqMP/mVutZUWVlbjml2GI/pTV/RouvDAyqPdcph3uVj0JL5sj1hyumXEYrWZ3Rr+fhqe/WNKJKSdrBwO9xGCge+zlRcSh82FJxSLMXutI+sv7m8kYNzLVNTZNLVQllyXem+wLnPSBFUa6s9iqp5ArhZTENGVOE0A33fs66h70WCOA6v1WOn+uF7LtJZR6vSx5KBvbOh+G0CLp099mx2P+JaypgoSeo3QHhXKVzi6copVRGbWkZo84K7RvWEYGlM2oJd1tyKYKTrWk0XDkGMGQJ6an5cot4T8+U2Ve//Eveeqgttq6p1v1/vZiIoZynrvptdhb9QCkJG/PKsyst896xBYI4LnqEor18J0AGdayopoamDCBfPYBUMtM+/S7zQxBke4aSpdac7jmfkZtNoaMQ8PTjkyjDu+wRSBFZMaJgd7VRfGeFZhQslUCVU1Nnylz9bGVWzQkH5ap2jC1sFdZ7i77Aifzs6FmPqy+r87agWV2PmhRnkg7H/pamKSxvmdsIJQunWQgdon28SI0MrSGPujaB1CJz7BIMv1pfUR5BvraAYyI9xMdFlZbTmNwOoGAGwE4HZCUGGBC9g5EwfVAb2/+mUwImF9Sw8icFgx4urE5lZMtGfg6YzykCxdx4YQNGFnQ02sXQHer9dY93ap3w28f1wt+RGJ67K16AF1d1OtWs6lsjs2BFxXhObyXu9Ne1AtOQs2tluHpd/K/ohcsCq70tTDCU4/1DMHrRb5v9Fp3x75fGGNckL/i0zYJpKhM9ZoVM+xjoLvdHGIqAOPYZ51A5XZjaKev4POxl1sCATbd8xpmpmqFMa4DpxUYynJp9gROYdKxOku1emDNnMmqJzf27hdN54NhYQRQVSJZUnW7TYRSXXKputQeXkSsQk7D1CI59KfSK8oz0NfHQGOXFk0Ica0QYq8QokoI8fUB/t0thHha//tmIcQ4O/7fiM1Xgzs1k27hweEQuJxBUlODTBgfJJQ+A6dzYNZ+fxs78gTTJhgT96ATNycDM2luiZEXmVVCau5IEjQx66R/LF1Zl1tv3fPVQE8nRkx3zZRyBevH2qoH2uG6AcmuBb+MzYEvWoR7t5drsw1lPsHWw3mW4emxeX6UA3cgQzZkWdrh3rbuSkwCldXe6OpqRr/9I0ykJNb9dGZUqNGNExTbkmkZmeor3GRPpmWWMxSUXD3nqzaVRxSnZOmcCJQMz2RhjHGXdcZ4aSlL7xiDWXKxg1CqD6ys7cZkwg7rB1ZlJcswKrtN0XU+9DXNYzDRjeBdNhFKdckl+EV7eBF2dz4MsUUiznM4gq/odWT7mRDCCfwWpec/HbhDCDG938PuBpqklBOBXwE/YTDN4abx6EFkqAeHDJKQ4CI7x8WIMfn09Jw7yzcsPS+PC2cdRQ3ZAHBzuFbS0JoZ81MTMsA9N2zQVy5OHjoKwU5rdX2HG06uw5BXfe7Hj6trR+wEqmC1IR0bQvhjdLi6zW7c6B6M9/ALHd+2DE8ruDsACD664xvWsyztcP9sQsmnbGnVq0PNd5jA7tj305nR/tlfRwWfSbYIpCznc9giuGJYmJBTMDLlwXPs99hbEzDaTy3tZzLDdR3eKmN85kxF4DPb2JqtE0r1gdXbnrje+oHl9dKrjLgmus6HvqYRthXcoRfsIZQu5nHAhgl+hpmdD33QNStE3IoKeOAB+Nzn1Pd4TVQ8gw2nlrsyoEpKeVBK2QX8idNH996IEgUCeAa4Qgi7Rb7PYLq+Xd+QDCEHwtGDy9FOfkYtyWMX4HBETiZ2jF3E/AnvkONpNNeOnMzh5IlA7HC8SOT7t/zSvHxp/SSoX2etri8lq/52PkY93+MJmesxWXk5l768FJVxWHS4paW4Z03FmHb2XnCyLfC00FnHy1xmHZ42M4RUAH7P7TZJx6qst6r0K9b2CwRwX38lKrN0WmeMBwIs+87VmG1sdjDQvV7mPXQx6h7021Ie+a+OT2NmvVb2Mxnjip9jmTFeWakIpCY58EnrhFKz/q7q+ZsWroh9SBH0G4kdYnXZS9bQpp07WTpLYNbhbSCU2jbBDwbofGi1jjT9/OeI7y9B/OEhir9/Gfz854N68A+nQ38MaGaWsiN6bcDHSCmDqE9bzqA8O13fbuY8QJLoCpGcGKQgv4fkUVMQIooOoqwSJk12MaGgd0LeidZ86jsnxQ7HC0FOlh8j8/3pM9eb6zGb7GLZSkNv3w/OJMhdEDu8v9/LBuYBkMhJuNqCw120CPfhfVyth+VYnkWu4ek/c7desEFZrp907Kfvs5ghmA5cZ72xEKj671dVhdHb/Lg33ZZMy9jvMav76QMmbF67DeWR3qx3o7X9NGN8sXONXsiyxhjXhNLFfSf4WSWUzpyp6u3GPRNL/b2vmfVt1X0TU+eDYWESxFod0gZCqa2SxnZ3PpSXQ1YWCilx8q0xb6rreI1SHsCiPvSFECkairfbBjqd+qeUkTwGIcQ9Qoh3hRDv1tfX2/Lk8NVAQgZZmVLp6ie4SclwMzKzGZdLfc6jOV+z0pqZV9Zb169vTeLEkSa662M8YEIByFuAQ2eqBxpmIXMXqPVYzeHGqOfPHb8BMqaByxObEl9TBdJtSMfC/47/Ppx6B07E6HBLSkgYO5ovFa7TCy5CCy+zDE/fMqcblSVYVJbTGcLPtjgx6/k2SMfe+eRkzFYzqw7cGB6jRwsvY7ktmZaBvizlMWv7mQeMHnCy4Ms2KRnqrNeqMqIOFFdP+hMmumFD295quyb4AVRWMq/6J5jSsbHW3w2rqaH4qXsxOymsCk2ZQbASdipecZtNhFKb9jORKi03bLXzQQtNmfyAiW/ZLxd8DoukZc8hhLhTCPF3IcRJYA9wXAixUwjxMyHEJJueyxGgsM91AXDsTI8RQriADKCx32OQUj4qpbxASnlBbm6uPc8uuQi6W5g5sZ6UpCAJTklGaisjRnqigvYNc6YVctm0rRiDYyRujp1IpqO+LjaIP7kInB6+dYfBaPfQdmR37PB+UwWtdSdQbTnwxJd+Ayfeir1dr7acjotKMYbs3HPlUeikRJv/AAAgAElEQVQQcMwCoSgQYM6tEzECp5cer7MMT4trr0GhJYIfrDgZ+346Q/hvVuuFNlukY5/S/ABose7AdWY0n7cACJJrS6Z1p66pQpa1/cKUDHtsUTJU+7ns2c9uCeLTJvi5rMPTXq+aYodGSmKtvxvmdpuDnsYZg56soFfmxD3l6g8x0RbEbhy79H5TYt8vrPNBIyVWOx/CdEq6e8mfsQpNxWCRZPpvAhOAbwD5UspCKWUecAmwCfixEGKJDc9lKzBJCFEshEgEbgde6PeYF4DP6J9vBd6QcpBGHBUugq4mUhJbcAqJQwQZkdpMStEcNfI12rO1cBEzRqxjRLIxJtbJgboCGsWc2CD+wkXQdoAHbluBcQhW7MmIvW2vtpwfP32DvpBMHt8ECRba9Xw1PPj6VagMoQdOtEJmBtxmgVBUVETykX0Yojr/FviKTfC0ylS/xy9i38+M6BU5cxmP2yQdmw7AKpZad+AApaW8ffs/UfeMDYzx0lLW3LEXWxjobjdLHnQSJohiUclQ7aeREqv7QR/GeJ/Z8LEGimHwtM5UKx6KPWjqN5ipqezztkzW6x30ZLGTAszAqXGOvRP3qsu+iWVJY40MFW//FSayYbXzQUqK9zyMJZ0SixbJoX+llPJBKWWFlDJkLEopG6WUz0opbwGetvpEdI3+31BSv7uBP0spdwohfiCEME6fx4AcIUQV8GXgtLa+uFlWCUz7LzqCWQRDIVyuEPkTJ+EeMYHERKXEF+1+4yYmM23cYXPpQP0E6rumxsa4zyqBlEIc7nSMuv43nvj3mNv2ZKOX/3nyIn3VicidB6OuibmeL4Wbnz5ldHb64ZvzYGkplFhwuIsW4d6znUQ97ewwU22Bp+/lf/VCZuz7ud3IteswCE+Plr1kk3SsynrvLotBOnYgmzkTx+aNmG1nzRYZ4yYDXc+aj3U/fcCs4dN6ocmWVr0wUR47tNN1oOikAUDxD2yYuDdOt1IewgJBNWwwk8X6u7GfnZ0UhpkIm00EULskjTUy1KsRsdd650NXF4eY3rvfEEzqi6RlrxtACLFWCJGuf75PCPElnZGbj7FqUsqXpJSTpZQTpJT/T699V0r5gv65U0r5CSnlRCllmZTyoB3/b8SWVYIcuwQ8BSRn5pNTMAq3u/ezFK0l5JVw/WW9FYyDtSmcOmgBkg8F1MFMKwDrq0pim7jXVEGg6SiG3v60/Eqofyf2yXpNFXQ1H8fgB1w97UVrpQLDSkpwjh/Lf3ue0wtuW+Dp5ZcYA4wsDFKRksr9bkzCU5/1mKy8nFfrzsOEBa06cMNMxrhqE/vs9putMcbN/VSmmrd9VWz7mQdMBgAr+YRNSoZqmuUKFttzYOlAcQV36oU0WybuVU+9DzNTjRWeDhvMFLBezjClaPsgJXZI0YYRQB2sso1QalHS2CTOamRj4QPWiLOgg/4++w3BpL5oiHyZUspWIcRHgGUo+uHK+Dyt4WvdOrzJyFBfbreFrq7CRVw8eQtGZu7vyeB4fVLskHxyEbRV8Y2bjNa9NLraW6OfuFdbzu5TF2H05//sricAEftkvdpymkIzMPgBf/r2I9ZKBX2ttJR7P+HTF05CGzdbJgKJ80sx5GmPvOiNbb+uLspCT+mLdlukY286+Q190WHdgffZVx2Gqsz0OIutMcb1fkamWk9hbPuZmZkmPN1n8YDpT6BamGG93AL9Ju7psa42TNyzhSfgdrPm+F2ARjZsmKwXhpTYJUVrEkBVoPhVfmkLYmdZ0tjuzgezPKL381kQhrJg0Rz63Zo892ngJ1LK7wEz4vO0hq8FAuBwKH+bng7JyRY4GFklTJ/qIM1l6PAnUN06j0BCjK17hYugZSc/WvomKksQ7D86KuqJe6H2Wn5ptPwBV19YAYkZsU/Wa/LyxJPGoRkia+IcS6WCMFu0iNz63RhTCx/dPtsWIpAxzOe8I4/Etp/bTSd5ACzkFVukY316v4vYYE89Gsys6DP0aTuzIcuqLvl3zOE70e6nD5hV61qwRckQ+pRbtCiPnQQq8+/Qjal3YMvEPZ2prsiPHp42DxhDbvguWybr9SIl99snRasDp3EcAKCZ0bYgdpYljSsrWVL9GUxkwypxtrycJW/O6d3PrvJIlBbNof8QsB0lu/s3vZZq+zMa5tbZqXx3To5K3jyeGOr5fSwzrZnzZzSY197KBDrq9kQPyYM6kFOLISEDAz346iM3ge9IVPv5u1N5+pWJ+ipAQv4FsU/Wa6og0HSEB1YbtIwua6WC/qan7ikNefga/2kLEagMpW7YzNjo96uoQNbUYsgNvzVnuU3SsaptaP2cX9iXIeis6A8lhqBJgj1te1YY6PqAuY8nMUfB2kCgyt67GlOUp8+6ZTMDRUXmK/b+2pbWvbBMNdrAKWwwU8j6KNh4S9GWllJ9x+8wSxo2EEqX/nspJqE0lkDM6w1HNqwSZ71e1vj67DdEk/qiGa37R2AuMFNK6RdCTAQ2xu2ZDVPLyYHUVMjNVfdPcrI1/RuRUsTNl7xjXlcenkB9vSN6SN6wrFJIHoOhEvaP3R+nx98W+X5NFTTXNdKt6++j06ott+r53aV0UgxAQcZ+LJUKBjDRFaAQNWWwldHWBp8ABAJsvudVwhjt0exXXk5LvtFPb1F5UO/XU9yn1czODMHuCXlhDHSVqV5YEaVEsj5gwgRRbCBQhUnR2kmg0oFiGPnOhtY9xRPQmWq0gZPXy6qHvJhIidUDxpSi1fe0XUiTYSYBVIv0WCWUmoGYwROIUkPBJM6mo5CSz9oiDNWLvFjcz4JF0qdvHmlSynYppV//XCWl/Gz/x/yrW2IipKUpESWXSx36lqxwEQsnvoIBT9c0ZnOscUTUkHzf/WjZyd0XPakX0vAFEiPeL1j9HBv2zcOo53/l5qcs1d9lRw2nuqahMgT4zd2/sFYqGMgSE3ki/Uf6IsH64BNzkIpioAeao9zP62X672/BbMuxQTp27sOX2LdffwubkCeYv+JiWwRSknWmuokLo9vPJFBpQZSFb9pEoFLyxZsWrrCfQBUIUP2d1zFLGlYY6GE8AZ2pRhOI6QPmPpZjIiU2tOr1StF22F+LDiOUOlm1PdMaodTgRpiSxo9HF4iZ5QzVLbN0gQ2dDzNmYCIvVvezYBH16QshviiECLtbhBCJQojLhRBP0Ns7/y9vQqikIytLHfhJSRY3zCph+jQHLt0bDqkcbF8AqRNib91LLea3X/uHXnCys+W6iPfz1e3m98+MNa/v/lTAUv094BrPi6+4McQUb7yqHpILYisVnMmE4OJRh1AO10lICnM91v2UqZLBnO1fi3w/7XCPawGTCVTakiG8p6Vo0zhuf4agsyKXntK4kYW28CJ+wy2YvdfR7PdBJFCZjHFdIkm3yEA3AzF9CK6IAp7WB0wPIwGNlNjQqmcgL3NZb38t2iSUtgNwH49YlyAOBFjseBzQksbRIHY1Nax6ayKmRoQNwlBqP4c9+1mwSA79a1Fp6FNCiONCiF1CiGpgP3AH8Csp5eNxfI7DyvLyYOxYlSQkJVmr5xvmzi+hZIrRuuegsiJI1+HXYm/dyyrFPaoUAz34yfIiumpeP/d+TRW0nzrBmxWz9EI3qb51lurvfvd5PLzG4HsGcfY0wqmNkGFhclh/CwRIWDgfg8fwb1svUBHZ8eMx78eCBeTo/v8dXBz5IJXycuR0Q+pVUrXgBzZlCEqK9m/8u/0Zgs6KfmvOHbAgaNJnv6Vl6ZiM9mj2q6xkXLWRVfpsIVAtfqOMuBKoTAa6hpPXddrSumcIRS3jL5EHTl6vepwxFGfKU9aVDDs7MZCXTQtX2NP50NfiMSEvMZHVkw2JZHd0CKDbzbLjfTQibBCGuu/47ZjIi93lkSgskj79TinlI1LKi4Ai4ArgfCnlWCnlMimlxWHFHyzr6VE1fY8HUlIUxG/ZChdx+0Vvm5db9k6ivsEZe+ueVuczoubntl2Bv6PrnPt1Vr3AUf8FdOmxmTlJdTidMub6u5TQWb+fAy3K0bhphMRMyJkHLRYmh/W3oiJoa8NwkMv5qvpDWWGgezycuncl5tjZSAep1NTgL5qCyhDskY4NTZiEMY54YbxmeQcC3POdqzAPadsEUvpkqpHu5/UqoSWgmH22EKie9H8OiCOByuAymG1nj9jSumccgpAVWeAUJh2rs1S321p5xJSO1UhJPKRjT5uQZ3HiHvRB5jRX5bT1M5iJDCk/uJI7bSHihnFUhqBVz7CIiXxCiMuBFcB/ATcLIT4ihBg8weBhYikpMHKkyvAt1/MNyyrh2kubMORztx+cSE3oupjV9Ax1vsunvqkXsmlLuRyZcvb9/E11vPKuIQADt1/0LAhnzPX3zk6oO1gNqBrIkoV/V0N70ibGVro4k2mHcZ0pDJlhT5a1di0msSjSLMvtZuFPx6EiehukXt1ufvrDrYQRsuKRIZjwtH69VuFpcz/V/7+Mv0S2n0l4UkjJwbL/tolApZCS38WTQFVaqib3gSINWmWgBwKs/k4PYQz0cwVOGhnK2v4YZv3dhs6HeXu+RVylYweakBcIWIP4zdHHWtJ4y08jQ+zCOh96rHc+mPtpjkrpc0PSqmdYNC17q4EXUXr744HvAjvj8aSGs40bp+5Np1Nl/HbZlLFHMTTkO0IZHDvcSpe/O/bDMRTg0e9u1RcO3n/XT8AXPON+oRB0BlMof7l35tGXPrEeenyQNCqmp+A/vpPX1+dg1PN/+Lmn7W3XM0w7jKcvMIYN2SmQ0gUIPrH/c5FlWbW1vMu1gK6/25AhfMOUBW6LX4bQTyCleN0PbGnde5RP6IWsyPYLk461QXmwHyHr7ngSqGbOZFPx1zDJfFYZ6P1GFUcUiOnOh7BOBRs6HzZzKaCH9sRLOra0VB2EukSyZO8d1gNPjye8qyISxM7sfNDqlzYQcVXgopGSIWrVMyyaQ79KSvlXKeVfpJTfkVLeKKWceO5f+9eypCR1zyQm2nvoJ7pdjM3Yr68S2Hs4h/ba92Kv64tExqf8AwM9WPH8xfiOnnk/vx+aWxPx1k7RK0EK87VoUAwRfU8PdB78J0+8aYj8SPLyBHa365lWWkrq/BJUpuqg+WWLynwmPK0y1Wd67ogoywqNn4iBbLzFp23KEBTMeLfVWd5nMx04Ga2Ph5hsLdPS+y1bYNT1I2Sge73Me+pmzFGwJ05Ylo797lN9hvZY3e9sZjLQdaaaaZGBHjb6WJC1LgKlOrPzIQmz/m5L54Meb7zwK/GTjrVLSa/vftFKGp/W+dBqC9I0b919mEjJELXqGRZJy94fhRBfAjYKIb4yCM9pWFtnpzogExLsPfQRgkUXbzAvN1TOoNWXSkhGE5eF76dKVwo9eGn7PDq7EukJDbyfzwe7qrII6alwmQn1JHpckLsgJua+zwedTXVU1hqTl304Qi32t+sZFtaXCxdWf88WgZQ13KIX0s6ddXi9+LbuxOinn22DdGzIH8AgZK1a+Kb9BKq+VlrK4duXYzrIkSNtYqArpbpzMtC1gzRGwY6iylo9Wu/3IN/TC03W69tnM5OB3g04WLW2xRo8rQOnuaZQVEGv4zlT4BS3zgc93jie0rFhSnoAqYMvaRyPzocZM9jMJYBGSoaoVc+wSE6UJ/Tj8oFPCSEOCyFeEEI8KIT4xDl+91/OgkGVxSYnW9DcH8hCAW67odm83LJrPK3+THxNjTHvR94Cpubt0gs5NCUuwOc7/aFdXYrQ/Oq7k8216y98B5E5DVyemKB4nw8OHs/GyHrnT9oKI+bFrux3LtMf8Ez2ArCHi2wRSLlzlh4FjAsZOkvWoQ+YKzZ9EhXR2yMd+/zKdxm02duLFiF27cScuNdpFwNdZapfZdXZAzETilcDSY4t+KZN0H42ACu5O74ON1Yew9ksP59NUx9A1fU9qq54NgZ6ZSVZ1X/BZInbJh2rkZJ4S8faoaTX16KVNA7rfOixp/MhLQ1DlKdp5PXqbzgErXqGRcLef11K+Usp5WeklKXABODbwD6gLN5PcLiZ0aaXlmbzxslFTB9bg5GZn+ocSd2pDDoaTiAbY3AYyUXg9PC9e9brBQeb3unGF0g57aE+HwRO7OK1TePMtf/8+LMxK/EFAtDTsIt/ru3lAvxo8eP2TNY7x3/s/dwr+sJti0CKIhapGuNPdmSeOXPTB8wWbgQgg+O2EKhuYbW+aA9bj4uZDHRdU91ynS2ZVi+5rejsgZgp9arr+TZ0PsRVOra/6UBxJbfqhezBZ6B7vX3q+Rttlo49Ef96dBhi51TOdrAkjcNmPuhA2+7Oh7FjlcMdFRtPyg6LGjuWUgallBVSyv9PSvnVeDyp4W7BoGLx22qFi0gOeMlNqdMLbt4/NJ5g6nT8+/921l890360HeCmWavNpWfXltHjO0nn8R3mWiikEsj6XW9y4ESBXu1h2vjjMSvx+XzAsZf4y7qL9Ipk/vkH7ZusdyYrKmKsfy8GA12m2SCQMmYMRivgN1h55v1qauhOyUAhG5JNXGE9oq+rQ+ohO3fxcwUxxXv2dmmpcu5oB2kDA33Td3Zg9kqfLRBzuyl+8ArMer4NnQ8rH3yFuHc+GHbaxL1EGxnonYCDeVuWnlmDwuxU0PX8sp/b1PlgkxRtJGYq6Wkew9blgydpfNrMh1YbOx8cGGJfxvpQWYwF4/+75vGoz5xt7XqGZZXgzBjLdRe8ay79s+IaZNI42htOxrQfKYV4UpMxRGteqZxPd8JYOva/ZD7M51P334Z3tJMC0hMbScz/SExKfKGQQoXb6/ZTc2qE8b/gGnmBfZP1zmRhAimCj759sy0M9M+avdK5Z97P7ab99S0Y/fRTyyxG9BUV9Bw8jFHP/0PZRgWttrfHlwA0cybL+TjKQabbyEDXmeqZGOi6dnxIKxmOY48tnQ/383tMqHsweqP7MdBX7bXIi9AaFJlaKGozHzuzBkVY50PQ9s6HQZOODQSYm9AHHbJb0vhMgZg586FPPd8qMlRXx2auAHQ9fzAC93PYh4d+lNbRofy+7Zk+QFYpn/lkbwT//q48uo+tJRjyKEGsaC2kJHTz0hW01UM6xw7WEqjfQzCoHuLzgWjZyavvTMBorbvi/E24mtbH1FrX0QGyaRfeCheq1xrKxm9DnIpDq15/0x9wp5aTfZnbbWGg/37BGxjyqqHOroH3k5KLq7+uLwJh6zFZeTlv+z6CghltcOCRWmUly+6chyknaxsD/RytgGangqrnV5d+yZbOhzAHPhi90ebrVZrvy3jMlsCzadbdmATLM+3n9ZL11FcwgxwbOh+WPGUITcW586GvFRWx6VZDpMdtj6TxmDGoz6XzzK2AZueDrudbnflgIiXqnm4q+/zgBO7nsA8P/SitvV353rgc+oWLmDXmXYxDo6Uri827CnF1H6WtNgZJhOQiaKviniuM4TsO1nonInw1dBytpLNTlSqad7/Kln3nmb/2hetfIZbWOinVoe8+9Tf++u7HzfVv3V4e034xWWkp68Y+oC9sYqCbmZuTbfWFA+4nj9exS/cy57HTekTv9XLFgf/SFzY48EjNZKBrJT2bGOhhvdIDMdDNTC4BW3qjw6RjtQOPZ+eDYfr1hinp2RB4honWDMSz0AdMM+owmctGWzofekfLnohv50NfMwMn/XrtIJTu3Blethpov5kzWfXkRsx6vtXOB7uRF5vsw0M/SuvpUX87jycOm2eVkJKTx6gUI9tP4KUdt5CcM4ruw//E7z/rb59ueuLe5z/+srn0zFsX484Zj6/qn7S1qbLz+9vaafBl6Ef0MGfStpha6/x+Be93n9zBqxsn6FXJVee/E79Wvf62aBHzM3oZ6D3+Lnvmw+sZ7HOafnv6fhUVBA4exajn7xz/VWsRvXa4IV3Pv5knB8/hmnC86hpZxnO2MNBVr3QISD6dga5f77h138fU27eh82HVo+sw6/nx7nzoa6WlrL7D4JYk2tj6qBjo81YsPJ3Rbh4wWh9/wcM2QftGPf/+wTuwTEKpQkuytjxy7lbFCPZTrYC6bDVQIFZZyTJ0wkOr9c6HmhrmPWNoTviHdMhOXxsWh74QIlsI8aoQYr/+nnWGx/UIIbz664XBfp6g/FV6uj2DdgayBIeP6686al5veC+fjuN7cLVX0NYWJVqsJ+7l5idi1PXfq5lC26lTdJ3aQ1MTJHZU8vJ6Q3ISspNO4vGImCbhtbeDq30nlbsEDZ25etWH2+2wf7Lemcx0GH5AcP7W/7DFYdzFY3oh53SHUV5O3ejZGHr7Iwqs11K7ppZgOPDyBX8fPIcbxkDXDtJWBnrC6ev6gDnMNACFCthAoFrG31AOvDFsPe4Wxi1x2jZ8JxN1/27m4tMZ7V4vq546isoqbYDi+7WuLZ0ySEiTYfn5zOUtQNf1z9WqeC4rLWXpHWMwZ0sMFIh5vfS2d37GeueD283mbqU5kcmRIR2y09eGxaEPfB14XUo5CXhdXw9kfillqf66YfCeXq8lJamxurFObT2XOVILWXzp6+b1wVOj2FRRQLrcRfDUruiz/axSXGn5ZLkN9CCNDRVF9LQfxV+3l+Y9/2TjvgvMh18++z0SXD1RQ/FGqSCt+a/87f0bUQcWnD9uJw4HgwPtG5afzyh2A7CDy21xGH+4Yy8GEag7d3S4w6ipYe4r9+gHB6xH9F4vy/8cRH08g4MH7UOcGeiqrp+15ZFwBrrZy6xY59Ujb7Ol80E5cMlKLh5cApUZeDai6vp/tqX1sans85gM9L6M9oFU5GyA9pesuxyzk2KwkCbDhGDT1P+HqU/QZz0m6xeILVl3eXggZtbfdZBT5rfe+VBbi1nPn3P/kA7Z6WvD5dC/ESUChP5+0xA+l7NaWpoarxs3K1zEzBHr6W3vSOJvm+fjyZtMYv2L0Wf7GuK/5UIjkHBQvuFiRPpEPE2v8M76Lg4e7wVW7r/izwh39FB8W5uaOBhoPsar788w17987cOWhvbEZEJwbOq9GBPyQlKY6zFZP4fxq/XhE8C6XUmcZDwA57HeWkSvnc+X+JFeaBt8h2vyGHSb2N4HbWGg92ZuBeEMdBOKt6mX+TQHPnbwCVSlpaxM/l9MtMQ2kZluwBXOaI+TitwaPWrZSf3g16LNQFGR71ZtOWxtXLZJ8u1T1++LAJaXs6RiEQqtC9jT+TBhAuY9HW9RoyhsuBz6I6WUxwH09zMdqx4hxLtCiE1CiCEJDBITVbYfN8sqIXnEKKaPOqQXBBv3TOfA/i7Su7fQ06N8VzT7kVrMf36iFz1Yv+M8mk+2k97xBm9sHksPxgvq4vxpx6KG4v1+dU+npsKu6jHsPpyj/0Vy45UnLA3ticlMh6HkX9sOnLTFYRh1/a/Rp8bo9dJZcxKFbEgq5vzIWkRfXk7PtJkYMOMPeGDwHa4Ocgo1WrKZi23hRWya9RNU5pYUvp+U3MuzqCy1V5XSSufDYtOBdw4NgWrRIpZedgATLbFJZMYIxIq9v+4NxNau1VC8Ji3arCL3OwMtG8xatDku20BL1lsblw2Qn88KbsEMxPoigF5vnyDnhC3lkeKHFqGO2I4hH7LT1wbt0BdCvCaEqBzg68YotimSUl4A3An8WggxYaAHCSHu0cHBu/X19bY8/8E0d94Mbr68V0Dn4LEC1m4rJjGwn6TATtrbMVvuIrKsUsZPScWo65/oyKdifxa+hlrerT4P4zYoyj5Okrs7KiheSuXLjFHD/9g8GTWcA1JFI0meYO8DB8tMh6GJQI1/t8VhfIVv6IssQg6Xchj79vHrl7NQB5ZWkbMS0Xu9+GpOYfRGf2eKDVPSojUd5NQs+A5mm5jNDHTZ2We/ujpC5APwKX5rS+fDk9qBu6gf3PKIYabIjEZLti5TLT9paZYCp3E6EDvEVPWZKiiAXbs0FK+zVFtV5Lq526rmRCx2GrckxxZuydKpYAZihjU2amRIBTnBss/aUh45xHRATzoc4iE7fW3QDn0p5ZVSypkDfD0PnBBCjALQ3wdUo5FSHtPfDwJvAeef4XGPSikvkFJekJubO9BDhrU5x93MJy4oR92c0ClTeMN7Ae0Js8loeQZQQX7EVriIhI4KcpOMTNfNuh2z2Xb4PA4fzTYf9rFZL5CYEIoKiu/oUD46PR0aGmDd1iKM2+qK0tdwObpiHtoTs2mH8RlNvpPkEww5LDuMn099F/U3cROQidDZSU/tMb7Lt/SDNBQfa2uYdhZXbrwVFUTY4MBjNRPi7wYSrIvMhKkbChL2lav9du1SXxqK/2PZWls6HwwH3m3VgVux48cZh2J+b+YGlVlWVloKnKoXfA+zzh0IqLKTyxWepdpAgszasxr1OfaFrQ+aDYK64ZItV6lMZft2e1vrli9XThEPEGLT7B8Pi1Y9w4YLvP8C8Bn982eA5/s/QAiRJYRw659HABcBu/o/7l/CskoonJBKdtIpveDkvQNT8R6YhKPzMOm64yRiUp9W+/vovC3m0oad03lx8yW0dPWOCvzUde/jkB0RQ/E9PSqh9niUX63cuBfv3nzz3798y6sQ6oae9viK8vQ37TAeX/AGxiHt7xQ2OQyl9vfld/Ogs5NORzLG6Nsf8iP1Zni9sR1Y5eXI6TPYoiktWRweOmdh8hiasVNkZrEOxHoMdUO3m8X7F2NrLXW49EY3N1M96z8xWxWTksDhUP3fsZgZOOkuiJEjFbLU2YmZpY60AYqvq+vT7//i0KnIma/XBzgo3vs7m9QNFZlyDV9Qr62ujuKn7sWE4q0gQxUV8OqrrNqZjHlPV1cP+ZCdvjZcDv0fA1cJIfYDV+lrhBAXCCFW6cdMA94VQmwH3gR+LKX81zz0AU96NpdM75XkPVI/gtfXuekOekhJUXB6S4sOKCOxrFLu/Oh+83LvibGs3TkbA+Zy4Cd/hKpZRxrRNzUpf5qRocoNr/61ltZuAznoYvbMUwyaKE9/Mx2Gat27YP8PbXEYDt3+tYKHkLkyiZMAACAASURBVO0dNLS6UFB8iG/N3qzeu4aG2A6YmhoCyVkY/f4NedcNnbPQgdNKPo0Jr9oA8a82A7Ektd+xYyYUb1ctVanS2eDArVpmphKuMMhoa3cqXollQqkuW637hYr8/X7MIUW2kSCTgB42la0aOhU5/Xrn8gaAgsvtVjf0+UAIVS5BQ/FWkKHycsjJURMWjXbRSZMUy3mIW/UMGxaHvpSyQUp5hZRykv7eqNfflVIu1T+/I6U8T0o5S39/7Oy7frAtMSHEpxa+iLo5ob07lY07p1B9WP3JsrLU/R9p0tCedSvjM7ahoC0AD7VNhRjSu1NG7qMnBB2pV0YExbe1qcA/I0OdS8ePw9tb0zEmgRVmH8YjjwyeKE9/0x/wGagpg/soo6vHadlhvGHWGNPwBxxczff1A3RE7/fDlVfGdsC43ez5yw4M6V0xbogncpm9zUFsE5npo264ZO8dqj5kcy21mXEAXE350EH7oP7PggKc1KHQkvdVINDYGNv7V1IC2dksZjkAzRRDUhLF/qexDYovL2dlxUxM6d2hREp0oLhpwQrCAkVbuCWqbMXJkxrBSMYWKL6mRnM5lKjRSq5Q93isiUAcbFgc+h/a6eZy+Jl7YQJJjla9ksD+ExNYv8FJqKECl0vduwHdFn426+qCVudM0nNzmDzygF51EKJ3atBtl68j3d1CS2sI38D8SNN8PnXoJyf3djK8t7aK3Qd7+RO3XPwWrgTX4Iny9Df9Aa9c8GsMxriv02HZYSw0a4wuqrpHsxclN5zHPpUJORzw+c/H9JRlSHJ+2wp9NUS11L4WpkboUJnl8ePq4LYkh6omSa7hbv3StPRuMGhTLVWx2F+e/fuhraUuWgRHjxKc1WfCm8djjVsiJatn/R2jbIXDwSHmATZB8V4v9+h2USd1Q4uUwGm6+ZbbR/txS1wt77DKL7ENine79WcmEQiydIRPaUacf/6wgPbhw0N/+FpyEakcZNakKnPpRHMG6/dfzOEtr6mHJCtCcHv7mdv4gkGVWLhckJufzG0L/jnQo7h1/gZGZLTg9u2gOe3mM+oBdHQodMHt1gEz6vrNF/dR35FpPu6+q19iyKB9w8L6zQXzqr5BqLnVBoehDuRSnsKA4veI6y1D8YFjDcAYAG7jZ0M/kcvMLB8GoJnxSqTCYuAUXGDIoaaR0LUNc0CMFYera6l37LyNYVNLHSCzXFVhkYzWr2SwpOFWbIPiTWg/E3OU7lAiJdCna0F1M21mgcqmQyF45JGY9+vlloxkGXsAoYIcq1C8lBTveRhTenf8eMjNhZycc/3moNmHh/5wtcJFuGUdn5z/GgbE39GVws5DRWzb4lOfe5Q/SUpS2X5LS/hBHQjAKc0FzM4GhxPuuPhNcz/DMhNOMiZ1O8LhJHtUNsmjp9PWBvX16pAPBFR2f+qU+j88HrWfUZqs2raHLdvSMJSzPLRQkF45+KI8/c2E+NcBsJfL8PW4LUP8N2gdKYnRqRAka5THci21ae8JjFa9P5WtHxYTuXozyyDgVs7LFjKaOgR7zFa9H8Po0bE7XF1L/RNLAcjk0PCopZqvtx4F8b9sPVMtKFCvD1jD9zCDHNuQEkWCXDrb4n52mNG1MPsrKMQuRQVSSUnw2mvRv4encUvcGEFO0PMR61B8XR2HUP5uLi8MfeA+gH146A9XyyrBXbiQj83ZiJs2vZjIsVM5rH8/j9rKXg5jVpbK+Ds6FJLU0KAO7IYG5Z9HjFC+j1CAzuRZ9Nb1lRXn7cOZlAsOFyK7lMzM3kO9pUXt09ys7t++/wYqIFj30j4Onigw97tweiXu7CJwuIYG2jfsNIjfTVOby3Km+vyCPvAqAKd0bZqYoXj5yHJm738AlfV2WnfgdpmZWbYDDlxrH7GVjKbewyB/TH1CMUNjdbherxavSAFCNM2+xxqp0i7Tr1fOMrggWdbJaEePajKaPgSBTA7A4cOWWeeunX9GHQutQ4+UGFZaqh1YJ+Bk3ravq/svJye29zCM5OvELC91dSnp3Fih+OFEgjyLfXjoD2NzTLmPrIxOZhT3QvwNzalUHhpP5WuvmNk+qM96bq4KgEMhddgbay7FrSPkKWJvlatPEKEsO93HkTo3dDWYULzHo3535EgVNOTlqZ+Tk8N+laoq2PxeCidb0821+65/DpczGLbfkFk/Fv/smp8QaPLZNJtbHXwbmK4cxowZMffn+195mzotOzGb54aXwy0oYCXnA5IeRlknoyUksJgfoA5BTUDz+RRcFQsJUjvbldtCmANnrJIq7bIwiD8AuJTcq1UymlMT7XABIZpSr1D3nkXWuUJepIK/hwNSAirQaWhgHNsB2MylcOiQIszFMsvA7Ap4Ri/o8pLhKGOF4pcvZ17Ff2Mb8hIn+/DQH86WVYI7axS3L+iF5P2kcKxhJO9u6ebw9t1hD09IUP7YKCGlpIQnZDXiNrx78/A4w+X8Gtqy2Vk9mkDm1adB8U6nUqk0Pg99LRAA74Zq9lZngiYFCvxcPvnv0OOHkVcOHbRvmP6AX8H/B8ApZtJxvNUSGa1n6zYSeFsv9HCew6MiLQv9+a2pozGm6r23cPXwcrhHj7J0Vj4KknfTdrA+9poqwKlTrE77E6pkAPN4Wr3WUCg2EmR5OYwZwz08h3LgDepDYIFUaavpQNHJcUCwhnusQ/wtLUAD6vV2qYyyqwu2brWIlGgp39kvDA+kBFSgc/75VOd8EpPFn5enEKNYZhlorsom17/r/SQrGaugTN23H7VppGQzVwIwjneHT+Dezz489Ie5efKm87F520h2Gdm5i5ON6Ww/PJNdb79HIBDZPqEQ7Dk+jV210+nqSQn7t4b2Ebyzdzb7fNEoIqssf+PL+zhS36vqN62gipTsPMABk4eBw9Uf8Nfyfoyh7HXYNYFg7fGYMy1fwEk3s/SCg0Z0vaO2VsG2UVpwWwULdnwBU4XPYFEOF4drZpZKqCc9uCX2miqoaDGgZsMDbOVKdWC5XLGPgT1yBKM2u4oLVT0qO3t4OFsdeCoWfwhItUZGmzlTZ7jGmGInpiPo6ooZKcna9ijqb9I+fJASw0aMUIEcHYCTrMo/9NYwYzEpdcAgAMEqfqU+w8FgbHwVjZQYrX/VC/9n+ATu/ezDQ3+YW8L4m8hOPkrJxF5hnUZfMkdO5vD+9gD79kW2T00N7NxaQ039CPxmLVrZqeZsdh2dzvaNh0zi37mstRUqNlRTuTeRRl+Guf7pi9bgTuwZWgJff5NSE+yUhOHsul/QfqJDHxRRWkUFvpZuwGhPFMwNPUxnt4ZEKiuj3+9gHftZCMBk3hh+DlfXVFfxSRTilGutpup2s7jrCygYVJcMEhNVlhVLENHczModvbXZuxfOUH/voWp17G9hgVMn4GJe0/LYA6fXX1cohg5ywMUqktT+ra3R76cJfIa+wWIetdx+arsFAjBjBov5X0B3kuTnw/vvx3bPCEGx70mMI3Azd6j7xYDkozWvlyVbrkOVW4ZZ4N7PPjz0h7tlleApmM9t8w0GNYRIpr4lg51VmezZdvCcB3VnJ+zZA9s3n6C+OQ/6Hfp+UjjaOJr3vUG2r6+iu/vs+0mp5NK9Gw5xrCEXqVn7gk4+eUUlDpdzaAl8/S0zEzo6+Baf0gtFtAcS6Kmrj9phBB5eydrWKagDS5EqTnAx7TLFnNYVjclHllPX4sGA9vfO/p/h53B1TfXuORKDdb94y6XKQcaClowYwZN8TV8oSLmlSzvbWDJfIbiHF1BZm87+QiH1dx8upgOn3rr05WoynscTXeBkyLwG0jAJaAiWsU990F2u6N5DvZ8i63iAIKuzfjP8YOmiIqitZXXZqxhlJlJSYgs8KyqgsZFDXKwXeoBkVR/NyIg+WNRIyRruA2AcW4df4N7HPjz0PwDmmf45rp/jJTu5Sa84aGj1cKShkL1b97FjB2c9qHfvVof+4WMuGjtSMAhoRhABbk40Z7L/SCH71q9n+3bCSIL9rbpa77nXxcnGDHO/qaP2M8J9APzHhp7A19dKS8Hj4Yejd6AchoO7Wm+jo8cTtYPsePUdbuMhveBDOYwE3gkV0CUTokMPNIFv/pEH9cIw6C0fyEpK4KqrwOcjk32A4Em+HNvkwooKfbMqlj00AYJMDqqpTdFmvtqBQwYgkSMuVCprQ9lbPpAtWgTHjvWpS+vJhV1d0QVO5eWQlMQy3sUMcggBmerQysuL7j3U+7m2Po46DloU32W4wdI68FQHcivgQGz5c2yBZ9hAnCCqk8RBVuebav9oM31zvxSgh+rZ3xx+gXsf+/DQ/wCYO/880rKSmD95k7nW3p3BqUYPVfslNTXqvh/ooK6pUX553z44cSKNzp4E898KM/aYPzd3ZHK0KZ/du7o4sP0g27cPPL732LHewWi19cm0dPXyA+688BkF7btHDh9oH5TD8PshM5N01Gt+nS/SkT6K0KuvR+wgg7/9HR3tEsgD4Nvcjmplgxt5njbSlIJZpA53+XLafQ4aOA+Ai3l22NYBuf9+cDppmrUMdWilIg/HUJdevpx5FV/HmHUvk6ahDq1sxeD3+6Peb3HFIkxYtahIQftHjw4vWLWkRLW/mNwIB6Jhk4LjowkUvV49YEdB+yuZjAo+nRQHnlVtj9GgB3q/Hkbp/cpUS+axY8Pv/dOB50pKMO+Z6mrYuBGeeeZcOyjTyEbWzicw+AuL+S4gaWaK4g1E05mi9yve+VvUPe0fnoF7H/vw0P+AmCexiyVXrMWBagmTJNDU7uHQsRRqatRn1OsN7xirqVEZeXU1HN7fQEOzwCD/uOngvisfQ2W+0I2HxuYk9tcVU7NjFwcPwpYtiivT3a388d69sGOH4qvt31nPyVMeDEEeNx3cdskrJCYnQUoBw8oMh9HcTHPO9ag6qIc9+wTtPkdkh0xFBR2vbGDVqQWoj00PDzre4jXGYfRfN/vdKqiKcD//y+v4x4kSDEGet3O/Nex0uk0Lq0urzMjVvD66unQ/hnMxa/WwGF3nbv6pEp2Icr8n+TwKLaga3g63oADS01lJKeqeyVORdTSB4pEjrKpqRd0zAZYiWcw3Ackh5kePHpj7uYFuluZoQuXIkcPv/dOB59JJI+jlRvxYlXEefDCy93D5cvD71dwCYDE/YrVnNUbJYNW+KDtT9H6HUATeubwxfAN3bR8e+h8Q86QkMW/yDsbmVOsVBy1tmbS0eti1vZ6mJtVp8s47ajz0pk0K0m9thYMH4XjNSdo7kzH+5GPzqrl61iYKMw6b+9W3jaChNZntOxNpbFRnz/vvw9tvq30PHFD77d0LR6sbaGjPwoD2pxXuJDcnAI7E4VXPN+z++yEpCTEyD0NG93J+R0f6KHpefeOcDiP07F/xubP4gVmLbgYpuUJ0ofqvHZR1PkxLeiHy1XMfWvLZctrcI7iLn+mVNhVdNTUNyzog0IfQdxUgCTEmurr08uVInx/FcO7h4Ih7weViHqsB2Mwt6gCMNNvvt1/TR+4f3g5Xl5mWjnajDq0E5jX8MPJDpqICTpxgGV6UbOxxcDhYLYzg3c2qBiJHD/rtp0oFqDJLwTAL3KE38OzqYi7PArCZW1X74rFj534PDT7EsUxUstLN6sRHIRQik90obsRe5Uiffvrc6EHYfklAN5tyvzh8A3dtHx76HxBzj5xBYpKTj1/wFgaBrBMPLe1JnKg+wnbFDyIhQX3mg3qU+KFDcGhfAy3NXXSG9HQcQtxY9hojMjq58YLnUVmHoCOYQku7h7oTTrZsUQRUj0ftaXzfvRsO7G6gvcVHZyjN3O8zlz2LJyUJQp3Dq55vWJ9s/1ss04sFNNa20+o7N/mp7d29HD2VgKodQzkfVW+IEFyH+t1G5tBxrDmi/Xzv7aalVWDUordwgcpQh2kdEDDr0nfn1KECnQTuPHargoPXrj377z7zDDz9NOnHX8Ace6uZ0hudX0EJzXhYfOoOFfz8/e9nD5z0fq7jr+r92hS0NZwdbp8yU++h9YnI0Y3ly3UNLw0IEcxZoO5BpxMnR1GH1u7I0YN++8mceUprPzFxeAZNoJ5XcjKbZv8OFeh4WHXCoZ7zud5Dkw+h54KgZ4OHQjRlfhSDa7HqVILa71zogbnfy3q/k8M/cOfDQ/8DY6JoEUnOZm65ZAMZboPQ56K+PYvOlkaO7T/Axo2qxTQlpVcrZtcuaDt5hKaWLIyxtymOdm4qe4vMpAY+/f+3d+bxUVbnHv89M5PZkgyThUQgYAQRBfFCQVEoFZde97oUPtWibT+3qKi9tYv1ul5ba3u9ra3eci0KikutS1FUqt66FFREFAENEFA2WUJIQvZMEhIy/O4f531nJiErIDOTeb6fz/vJ5J13njnnzHnP7znPOe85UxdigLsqYq+kKh+tLa2o3L4Vy5aZtT527TK9/PfeM738UOVOlFXnwoxhAdn+vbhk4vvwsDwxFuTpCqu3f9/oTbBnPZ/VfB+aA/loefv9Lm/wtjagcVc1Lqz6OczNvR+X5+wBMjIAlwuvj34WZkKQA1MafovGwCDse6tre+Ew0LCrFhNLfwV7cZVTc1oSN6xqY49LHziAQiwDIHgO/2kclY0bu24g1641DajbjRCOB0Bcix+b91wuwOlEDtbBTBC8xzTE3fX2Y+wdQAHMs/nHJ36DG+N4fpR7B0yd8eGx4l5EN+yx49K/wNx3TabcAwFABG0Dp1n20vFYVbjn6IHtNJW+bdkLGXtZWWbOQCI6TYBJV1qaiTChAsbRWW1++54iTu+9Z0VAsgAcAHMnGieHNDZRBcBh7LW19Rw9iNgLWvbOSHzHHSr6yUPWKfAN+zqGD9yGU0esgb1CX6g1A3tDWQiVbULZjnKsWAEsWWJC8lu3Ao2Vm1Ff1Yj6lnTYIn3ysE8xLHcnAukNGFKQhjNHL4/Ya2rLwO7KIUD952iuqcCWLcCqVeYoKwPa6jahobIOtS32rH3inJOXIivXD0nzJcaCPF0R0+hOwgsAgL2YitbKetS4BuLASy93+rHapxdj/6YvsRdTjBm8at7IyTGTxmprMRnPAwDKMA3VX9ahpsmD1jmPHmSLBGqeWoz64l2ox0QAwAXW/ugJG1aNpaAASEvDl3nXwjhOPsyrbDJjyV01kIsWAaEQbi6fCPsxs3m5S8xjYjk5gMeDyrxvR+zNrLjSNJxLlnRr79jypy17+/DDXH90r+cEbnBtxxN5eXBiF4xorTeTZroLKUfGjs1yyDMxx1Qm0tgbODDG3qbu7cU4TWEMgZnANzzxnSbApOvuu4GmJtA9BqZ3HjDhze4iTmvXAhs24PTa/4Y9HwKhkHE6s8x+CMwaH7H3WHWzcX66ijhZ9ly1yxFxwkIh83sksuMOFf2kwjPmWqR5Xbj6G6/D67SX4nOhvDYfoZAT+yuLsW+fqf+NjUBbqAx1JdtREcpBGG4AhKAFMyb/H/x+BxwFl8DvC2PWuYuQ6bFXoXKipPYY7K5MR1vNRqSnGwc6IwPwsBSNZZuwraIQkQmBEsK1Zz8HLxK8l29zww2Aw4GPcm6HucEdOL/6JrBiL6rfWXPQI7p1T72C1lvvwq9bLof9bH6R9zojSm43cP75gM+H5aMfgglROzB2/4uQ1hZUvf4Rmj5eF7EVDgNVTyxG66134dTwHJjbbz/e8N4btZeoYVWbceNMZRCBCyUABNdjuxH9rkTmvfeAPXvwJzwBQODHl6aBbGoCLrrI7K4XDiPHGlt+FveasaVdu7q1txOTYATwnqi9RBYsoJ3j2TZgMuwnIR6rtSbg3XHHwSJj9cqvLr0S9oS7ZwY+YsRlwADgvPNi7JnHIU+v/Y0RrZtuOrgM584FSkuRVf4azL7vzZg1aEByOE0AMH06cMIJJqRpPwnRsqX7iNPcuUBLi5kDAGASFhkn2+UyKxwOHgyIwImdML39XeZ+7CoCY9kLYyiM03RK1F6CO+4q+slE1inwFUzG5BNXY1T+Rthj+40tPpTW5KKmogGtDWVwOk10r3LnVtTVulDdEIC93OQxmXvxzfFF8PoFGHs3/MdOwbjhn+OM4z+G3dtvPeDFppIR2L0zhL1fbkYoZIYNanZuwxc7B6Nm34DItROOW4PRhaXw+hJk2d2eaBeitrfcvRL1tc1o/bQYlQsWo6XF6vQ8+Soaf/6fkKpKPI7bAQCCMiN6aWmmUb3xRtOIV1TgPlwIUy6D8LuaM+GuKUftr+egrMw8BVGx4DXsv/VOlFW1oh5nAAAuxEPt7SVqWNXmiitMegHszz0TRrTS8XCzp3ORefFFYOVKPNps7wgXRqNvsgmrejym/M46CwBQmXUZzKqJbsi+T00l7sLesOa/wQhWC57xPd7eXqJj9/bbhZS3Gq9wxw7TC7dZu9Y4Ai0t+CvugHlK4fP2vfK77jL20tMxyYo4fYyrzefr69s7EmvXAq+9BuzbZx5RAzEfBdFZ/4nuNNlYESfmTUBknYJQqPOIk+001X0PZgJfKz7y/rtxEvx+4MwzI9GDNs/XYJx3H46rfrLziJNlT+pWwQyZNmCWtzZqL9Edd5L9+pgwYQL7E/srirj7qXN474zb6JEqAvUEapjp2slvnPAqr/z6i/zBd8t5zWWbeMm4hRwcKCZQQ6CBQB2vmfwYSx4Zw/CHs43B6iKWPzONr95yBXP82yx7VXSikjm+rZx64j951RXlnHFZOU8e9CG9UkqgmkCIXkcFH5/1XVbPH0R+dH18C6YvXHopmZdHZmVZ5dJED1awUdK5J2cMdz/6d3PkjGV9WjYvxe8INBFoZBX8ZHo6mZtLXm/luaiIDAYte7si1y7GVDa7A6x+4hVWvreedcPHscE5gECpdU0d6fMdbC/RWbiQzMoifT66UGzlpYr0es0xcqQpk4ULTTm7XAQqrOs2k2436feT06YZe0VFZEEBmZHBx+AmECLQyMvxS3NtXp6xZdkLO9Os362RM3H9wfaSgdmzzW+fFs3LPLhJp5P0eExeSXLGDNLj4Ty4CTSaOuP1mvoyYoQpO9tebi7p8RAos8q6jHS5TPlMnx615/PF1NMyYy87mzzllKi9ROeee8jhw8n8/Ji8lEbzO2OGycsDD5j7y+EgUEmgiYVYbMoqL699nkeNInNyOAl/sso6xPlwmt+kg735cFj1NMT58HZuL84AWMVONDHuomzShhkAimFctondXHc+gC8AbAFwW29s9zfRJ8mK1a9y7f1jeWLuSkvQK+nBXg4NFvPyry3g7LP/yO9/fQ7HDl5Kn2MPgSoCjcz27eDrt1zKymenktXRitlQvIg7/zyGV09+hF5HBYEqurGH6c4yZvt2cFhwPQcHNzDgKaEbFZa9Bp5e+Ca3zRnL5mfy29lLeOwGIxDgWfiD1WA0cQEu4QGAzfCwCV62wcH1ODbiGPiwnszMNILX8eYeNYrMyCDdbstxaiJQz7/gIrbCQQKsRIB+LI04BfMwwohVZ/YSnXYiU0ugkafhYXuUud3xGwyyGtEGI2iBAFlYaH6Hjvb8fgaxInL9w3C3s3UAiDTeQGnX9hKdoiLzu/v9DOLjqOMUW3YOR+S1necgVpg8+3ztncSiIlOHvF5L1Ossm9uj9kRIgIV4OVK+82GJpNcbdTSSATu/+flkbm6MEzir0zo4CQ9FnSa7/ILB9nmePZvMybGc981Rx7wTe6bjY5VvV/biTKKL/kkARgF4tyvRhxlQ3QpgOExcrwjA6J5s90fRD4XIkgVTece37qbfVU6ghl4pYUZaCYdlreeEYUs5etDHzPZ9SbeU0oEqCup4wZi/cuuDx7Nx46J29sJhsvT1W7ny3gkcO3g53Y4qpqGMQfdWZns3My99C/PStzDXt5l+RwmBagY9OznvB1dxz9xCHnh3epxK4hCxG4ysLDIQiGkga/kOJjFs3dg7kUfg84hIt9oNpN3zjGX2bHLAADIjg8UIWL0A40wMxIecjkdieiRNHIp/mF6Jw9G5vUQnRmROj/SMGtiGqFBFRbqWQBPTsK5rpyn2N/H7CWy3yirEoXiDbXDwFaRZDqf5reh2d20vGbB68XQ6I2UUxIqDBCYq0rVGXPx+IzAd87twoRFvh4Pz4YwIIVDB+ZatID6kHUkpxCvm+zMyTHQm2YiJOBlH0aoXnYp0XTTPaWmdR9ZiIk7to1P1nIQHSYDzgZg6WGWiAF3ZizMJLfqRxHQv+mcAeDPm/9sB3N6Tzf4o+rZIr/rtaRw7+AM6UUUPypiXvpGDM77g0Kz1HBLcyLzMzcx07qAD1cz2budzN3ybpU9MZjh8sM267etYMvckzv+373FY9np6nXsZSNvJgsA6npC/kiMHruRA/xf0yh760sp52YSnufWhE1j3zInJ1cu3sUPPbjffRr7VODYRKOed+AX/Bz9kJlZFRHoKHuleoIuKTMPp9ZIuF5cgm3aEoOMRwGrT6+oYyk02YkQmGlKujgh/GNLuPN3urp0m215enilnh8MSfvt3CcW8ruULdk+4O3uJTkydmYnZtMPFtsAQ4EzMiuR9Jq49OFzfkRhHYiaui3FoG2Mc0RCD+NDYysgwkZIEE6xeY0eInM4YMS7rIPi2eFcYgU5L69pJtO1F6nWpVXaNMU6UVZ9FerYXR/qD6E8H8FjM/9cA+N8urr0OwCoAq4YNG3ZkSzJBqN2+jiWPT+F/fecnzPJupxvlHJi+iaMHLef4oe/zlILlLMz6lH5XKX2Ovbx43PP84sEJrHrzp53aC4fJ0kXXsvThAt520d0cFixmwL2b2b5tHBzYyMGZnzPo3cEMz26OL1jKZXdO4u7549m2fPZRzvkRJEZkzsfvO4hztKfuwhYjMD0JdIwjQREegDAfy2jC/SECtfwefhoV/O4a72Shk96qye8umqGnJgIN/BvQO4GOcSQowqsxiya0XWfZ326aLRFzJKvg28TUmeiwRqPlLJVGBN+JYlNnYudMdEas8+l0WqK32Sq7OgIV0RB4GEx2KgAACqNJREFUb+wlOrHDGi5XjJNTbeXbDsPXmvricJgx/q7qTOywgdNJinASHrQcinqrHDdH62BP9uJI3EUfwDsA1ndyXBpzTXeiP6MT0Z/T0/f2x54+Sba2krs//js3//ksXjD2RWa6Sxj07OQJA1dy0nH/4PjB7/KYjE30u8o4IncNX7r5Uu5+9jI2l67t0mbd9nXcvWAKdz88jD877z6Oyl/JIcGNLAgUc0jmBg4JbOSpxy3lCz+6mCWPjGH14u8kZy8/loULTbjU4eBFuD/GkzeHHxt4wOE0YdXeCLTdiFsNhj2O2u5wucx3JnNja2OLjN9vNbqVHcqwlgtgOTm9FWhrspnd4z+o/GynKUEb2z4TU2eCWN4hQhQygp+WZoStN2Vo27Odp07C3RTpvb1EZ+FCMxHR4eB8SIzQ20c15yMmsvbAAz3bGzky4nh2eg9LH+zFibiLfm8ODe/3jcpKcs/GYr5y3684YdgyZvu2MT9zC4cPXMuC4AYGvTs5LLiOt1/8a257/nqWfV7crb0DB8iyTxaz/MlJLJ87hA9dcx0v+Zfnecbx73DK8W9xxmlP8O8//SYr5xdw96Lr2Fqe5IJl88ADkXG83UjjNDzBMXidz+JU09gOGEBOndp7gV64kBw6NCr8sY1FWlp0DDXZG1sbu5G0hP9aXEQ3PuPZuMc0nC4Xeeyxvc9vUZEp70DAfLbj5DaXy4zlJ2hje0h0qDOFeNmE4A+1zti/icfTuWD5fP2vDg4dGqkvMzGLThSbIRG7zmRn977OFBWR554biZZEyi22DvbFXhzoSvTFvJcYiMi7AG4huaqT91wANgE4B8BuAJ8A+C7J4u5sTpw4katWHWSuX9DSYpYZdzqBF57cgeefqsXeKgIHBBTA5wlj0oRq/PiWIcgdfhICgcgj1l2ybx9QvW0D/KXz4al5B9t2uLFrby48zlYUDq7BMSeOQe2QO+E9ZjSyso5OPo8KL74I3H+/2YN4/35TqF4vkJtrniO/4Ya+Pb9sr3q2ZIlZaEbEPEt9zDGHZi/RWbvWPB+9ZIlZ933fPnM+MxM4+2zzLHlfy8+2V1Vl7JHm2faRI4HbbjOLtPQnjnSdscvwjTfMQhFtbab88vPNolL9uQ5WVUXze6j3MHBwu+DxJM09LCKrSU486HwiiL6IXA5gDoCBMEssfUbyPBEZDBPSv9C67kIAD8HM5F9A8jc92e7Pog8AlZVmTY9w2Ky5sWKF2XTK7TaLVl14oWkjW1vNve7oxXJMDQ3myMw0h7UvCkTMvRQOm22nnc6vPn+KoihK30lo0f8q6e+ib/f2AwHTGSoqMgt1eTzAiBHmqKoyPfxAoPd2a2vNqqbWQl8go7v3ZWcb+4qiKEpi0pXou+KRGOXI4fGYKHRDg+l9T5tmHAGXy/T2KytN776nsH5HgkHTkw+FzPLTgLGjgq8oipK8qOj3AwYMMEN2NTVm0zK/35yvrzdh/WCwd2H9jmRmml5+a6sJ7bvd5q+iKIqSnKjo9wOcTrM7ZHW16dnbQt3cbBwA2wk4FBwOE0lQFEVRkh/dZa+f4PGYXj5gJvLt22d66sFgfNOlKIqiJA7a0+9HuN1AXp6ZXe9waCheURRFaY+Kfj9EH6VTFEVROkPD+4qiKIqSIqjoK4qiKEqKoKKvKIqiKCmCir6iKIqipAgq+oqiKIqSIvT7tfdFZC+AHUfYbC6AyiNsM9XQMjw8tPwODy2/w0fL8PD4qsvvWJIDO57s96L/VSAiqzrbyEDpPVqGh4eW3+Gh5Xf4aBkeHvEqPw3vK4qiKEqKoKKvKIqiKCmCiv6hMS/eCegHaBkeHlp+h4eW3+GjZXh4xKX8dExfURRFUVIE7ekriqIoSoqgot9HROR8EflCRLaIyG3xTk+yISILRKRCRNbHOy3JiIgMFZGlIrJRRIpF5OZ4pymZEBGviKwUkSKr/H4V7zQlIyLiFJFPReS1eKclGRGR7SKyTkQ+E5FVR/W7Nbzfe0TECWATgG8CKAHwCYCrSG6Ia8KSCBH5BoAQgKdJnhzv9CQbIjIIwCCSa0QkE8BqAJdpHewdIiIA0kmGRCQNwAcAbib5UZyTllSIyM8ATAQQIHlxvNOTbIjIdgATSR71dQ60p983TgOwheQ2kq0AngdwaZzTlFSQfB9AdbzTkayQ3ENyjfW6AcBGAEPim6rkgYaQ9W+adWjPpw+ISAGAiwA8Fu+0KH1HRb9vDAGwK+b/EmiDq8QJESkEMB7Ax/FNSXJhhaY/A1AB4G2SWn594yEAtwI4EO+EJDEE8JaIrBaR647mF6vo9w3p5Jz2EpSjjohkAHgJwE9I1sc7PckEyTDJcQAKAJwmIjrM1EtE5GIAFSRXxzstSc4Ukl8DcAGAm6xhz6OCin7fKAEwNOb/AgClcUqLkqJYY9EvAfgryUXxTk+yQrIWwLsAzo9zUpKJKQC+ZY1JPw/gbBF5Jr5JSj5Illp/KwC8DDN0fFRQ0e8bnwAYKSLHiYgbwJUAFsc5TUoKYU1EexzARpJ/jHd6kg0RGSgiQeu1D8C5AD6Pb6qSB5K3kywgWQjT/i0heXWck5VUiEi6NQkXIpIO4F8BHLWnmVT0+wDJNgA/AvAmzASqv5Esjm+qkgsReQ7ACgCjRKRERH4Y7zQlGVMAXAPTw/rMOi6Md6KSiEEAlorIWhgn/m2S+tiZcjTJB/CBiBQBWAngdZL/OFpfro/sKYqiKEqKoD19RVEURUkRVPQVRVEUJUVQ0VcURVGUFEFFX1EURVFSBBV9RVEURUkRVPQVRVEUJUVQ0VcURVGUFEFFX1GUbhGRQhFptjap6ez9X4rILYdoOygiN3b4roNWJxMRn7UQUauI5B7KdymKoqKvKErv2GptUnOkCQK4saeLSDZb3697XSjKYaCirygKROT71jafa0VkWS+uv1NEvhCRdwCMijl/tYistHrlj1rb2BaKyOci8pRl/0UR8VsfuR/ACOv631vnnCIyX0SKReQta418RVGOACr6ipLiWJt//AeAM0ieAuCSHq6fALPZyngAVwA41Tp/EoDvwGwbOg5AGMBM62OjAMyz7Ncj2ru/DVYUgeQvrHMjATxMcgyAWgDfPiIZVRRFRV9RFIQB+AD8QUQmWlvOdsdUAC+TbCJZj+hOk+cAmADgE2v8/xwAw633dpFcbr1+BsDXu7H/JUl7/sBqAIV9yo2iKF2ioq8oKQ7JJgAnA1gOYF7sxLruPtbJOQHwlNVrH0dyFMlfdnF9dzt9tcS8DgNw9SI9iqL0AhV9RUlxRGQkyUaSzwN4DYC3h4+8D+Bya0Z9JqLDAf8EMF1E8iy72SJyrPXeMBE5w3p9FYAPrNcNADKPVF4URekeFX1FUexJeWsAHAfgz91dTHINgBcAfAbgJQDLrPMbANwF4C1rv/q3YfavB4CNAL5vnc8GMNf6TBWA5SKyPmYin6IoXxFCdhdlUxQl1RGRQgCvkTw5Hp/vYGs7gIkkKw/XlqKkItrTVxSlJ8IABnS1OM/RwF6cB0AagAPxSoeiJDva01cURVGUFEF7+oqiKIqSIqjoK4qiKEqKoKKvKIqiKCmCir6iKIqipAgq+oqiKIqSIqjoK4qiKEqKoKKvKIqiKCmCir6iKIqipAj/D5MxEeiF9ZWmAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "y1 = np.cos(2*np.pi*s_span)\n", - "y2 = np.sin(2*np.pi*s_span)\n", - "\n", - "fig = plt.figure(figsize=(8,3))\n", - "ax = fig.add_subplot(111)\n", - "ax.scatter(s_span[:100], y1[:100], color='orange',alpha=0.5)\n", - "ax.scatter(s_span[:100], y2[:100], color='orange',alpha=0.5)\n", - "ax.scatter(s_span[100:], y1[100:], color='red',alpha=0.5)\n", - "ax.scatter(s_span[100:], y2[100:], color='red',alpha=0.5)\n", - "for i in range(len(x_test)):\n", - " ax.plot(s_span, trajectory[:,i,:], color='blue', alpha=.1)\n", - "ax.set_xlabel(r\"$s$ [depth]\")\n", - "ax.set_ylabel(r\"$h(s)$ [state]\")\n", - "ax.set_title(r\"Depth evolution of the system\");" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**State-space trajectories**\n", - "-> All the (random) IC converge to the desired trajectory" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = plt.figure(figsize=(3,3))\n", - "ax = fig.add_subplot(111)\n", - "for i in range(len(x_test)):\n", - " ax.plot(trajectory[:,i,0], trajectory[:,i,1], color='blue', alpha=.1)\n", - " ax.scatter(trajectory[0,i,0], trajectory[0,i,1], color='black', alpha=.1)\n", - "ax.plot(y1[:100],y2[:100], color='red')\n", - "ax.set_xlabel(r\"$h_0$\")\n", - "ax.set_ylabel(r\"$h_1$\")\n", - "ax.set_title(r\"State-Space Trajectories\");" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.7" - }, - "latex_envs": { - "LaTeX_envs_menu_present": true, - "autoclose": false, - "autocomplete": true, - "bibliofile": "biblio.bib", - "cite_by": "apalike", - "current_citInitial": 1, - "eqLabelWithNumbers": true, - "eqNumInitial": 1, - "hotkeys": { - "equation": "Ctrl-E", - "itemize": "Ctrl-I" - }, - "labels_anchors": false, - "latex_user_defs": false, - "report_style_numbering": false, - "user_envs_cfg": false - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - "r": { - "delete_cmd_postfix": ") ", - "delete_cmd_prefix": "rm(", - "library": "var_list.r", - "varRefreshCmd": "cat(var_dic_list()) " - } - }, - "types_to_exclude": [ - "module", - "function", - "builtin_function_or_method", - "instance", - "_Feature" - ], - "window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/tutorials/06_hamiltonian_nn.ipynb b/docs/tutorials/06_hamiltonian_nn.ipynb deleted file mode 100644 index 61ea18f..0000000 --- a/docs/tutorials/06_hamiltonian_nn.ipynb +++ /dev/null @@ -1,756 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Hamiltonian Neural Networks\n", - "\n", - "In this tutorial we train **Hamiltonian Neural Networks** (HNNs), a useful tool to learn symmetries and conservation laws from data, firstly introduced in [Greydanus S., et al., 2019](https://arxiv.org/abs/1906.01563).\n", - "\n", - "Let $q\\in\\mathbb{R}^n$ be a vector of generalized positions and let $p\\in\\mathbb{R}^n$ be the corresponding generalized momenta. Roughly speaking, HNNs mimick the canonical equations of classical mechanics\n", - "\n", - "$$\n", - " \\begin{aligned}\n", - " &\\dot q = \\nabla_p\\mathcal{H}(q,p)\\\\\n", - " &\\dot p = -\\nabla_q\\mathcal{H}(q,p)\n", - " \\end{aligned}\n", - "$$\n", - "\n", - "where the Hamiltonian function $\\mathcal{H}$ is parametrized by a neural network $\\mathcal H_\\theta(q, p)$. In the original paper, provided a dataset of tuples $(\\dot q, \\dot p)$ generated by some conservative dynamical process, the HNN is trained (the parameters of $\\mathcal{H}$ optimized) to minimize a loss of type\n", - "\n", - "$$\n", - " \\ell_\\theta := || \\dot q - \\nabla_p\\mathcal H_\\theta||_2^2 + || \\dot p + \\nabla_q\\mathcal H_\\theta||_2^2 \n", - "$$\n", - "\n", - "We hereby show how to implement this experiment in torchdyn for a simple mass-spring system" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from torchdyn.models import *; from torchdyn.data_utils import *\n", - "from torchdyn import *" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The vector field of an HNN, to be passed to our `DEFunc` can be simply defined as follows" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "import torch\n", - "import torch.nn as nn\n", - "\n", - "class HNN(nn.Module):\n", - " def __init__(self, Hamiltonian:nn.Module, dim=1):\n", - " super().__init__()\n", - " self.H = Hamiltonian\n", - " self.n = dim\n", - " def forward(self, x):\n", - " x = torch.autograd.Variable(x, requires_grad=True)\n", - " gradH = torch.autograd.grad(self.H(x).sum(), x,\n", - " create_graph=True)[0] \n", - " return torch.cat([gradH[:,self.n:], -gradH[:,:self.n]], 1).to(x)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We consider a 1D mass-spring system\n", - "\n", - "$$\n", - " m\\ddot x - kx = 0,~~x(0)=0,~~\\dot x(0)=1\n", - "$$\n", - "\n", - "and we let $q=x$, $p=\\dot x$. We then train the neural network on data generated from a single trajectory of the system\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## \"Static\" Training" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "import torch.utils.data as data\n", - "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", - "\n", - "t = torch.linspace(0,1, 100).reshape(-1,1)\n", - "X = torch.cat([\n", - " torch.sin(2*np.pi*t),\n", - " torch.cos(2*np.pi*t)\n", - "],1).to(device)\n", - "\n", - "y = torch.cat([\n", - " torch.cos(2*np.pi*t),\n", - " -torch.sin(2*np.pi*t)\n", - "],1).to(device)\n", - "\n", - "train = data.TensorDataset(X, y)\n", - "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [], - "source": [ - "import pytorch_lightning as pl\n", - "\n", - "class HNNLearner(pl.LightningModule):\n", - " def __init__(self, model:nn.Module, settings:dict={}):\n", - " super().__init__()\n", - " defaults.update(settings)\n", - " self.settings = defaults\n", - " self.model = model\n", - " self.c = 0\n", - " \n", - " def forward(self, x):\n", - " return self.model.defunc(0,x)\n", - " \n", - " def loss(self, y, y_hat):\n", - " return ((y-y_hat)**2).sum()\n", - " \n", - " def training_step(self, batch, batch_idx):\n", - " x, y = batch \n", - " y_hat = self.model.defunc(0,x) \n", - " loss = self.loss(y_hat, y)\n", - " logs = {'train_loss': loss}\n", - " return {'loss': loss, 'log': logs} \n", - " \n", - " def configure_optimizers(self):\n", - " return torch.optim.Adam(self.model.parameters(), lr=0.01)\n", - "\n", - " def train_dataloader(self):\n", - " return trainloader" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "HamFunc = nn.Sequential(\n", - " nn.Linear(2,64),\n", - " nn.Tanh(),\n", - " nn.Linear(64,1) \n", - ").to(device)\n", - "func = DEFunc(nn.Sequential(HNN(HamFunc)))\n", - "\n", - "settings = {'type':'classic', 'controlled':False, 'solver':'dopri5', \n", - " 'atol':1e-6, 'rtol':1e-6}" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "------------------------------------------------\n", - "0 | model | NeuralDE | 257 \n", - "1 | model.defunc | DEFunc | 257 \n", - "2 | model.defunc.m | Sequential | 257 \n", - "3 | model.defunc.m.0 | HNN | 257 \n", - "4 | model.defunc.m.0.H | Sequential | 257 \n", - "5 | model.defunc.m.0.H.0 | Linear | 192 \n", - "6 | model.defunc.m.0.H.1 | Tanh | 0 \n", - "7 | model.defunc.m.0.H.2 | Linear | 65 \n", - "8 | model.adjoint | Adjoint | 0 \n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "1be2094194d5459c88bcc2b9562b6ac2", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "model = NeuralDE(func, settings).to(device)\n", - "\n", - "learn = HNNLearner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=500, max_nb_epochs=1000)\n", - "trainer.fit(learn)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, \"HHN's trajectories & training data\")" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Sample random initial conditions\n", - "X_t = torch.randn(1000, 2).to(device)\n", - "# Evaluate the HNN trajectories for 1s\n", - "s_span = torch.linspace(0, 1, 100)\n", - "traj = model.trajectory(X_t, s_span).detach().cpu()\n", - "\n", - "# Plot the HHN's trajectories with random ICs\n", - "fig = plt.figure(figsize=(3,3))\n", - "ax = fig.add_subplot(111)\n", - "color = ['orange', 'blue']\n", - "for i in range(len(X_t)):\n", - " ax.plot(traj[:,i,0], traj[:,i,1], color='blue', alpha=0.1);\n", - "ax.plot(X[:,0].cpu(),X[:,1].cpu(), color='red')\n", - "ax.set_xlim([-2,2])\n", - "ax.set_ylim([-2,2])\n", - "ax.set_xlabel(r\"$q$\")\n", - "ax.set_ylabel(r\"$p$\")\n", - "ax.set_title(\"HHN's trajectories & training data\")" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Learned Hamiltonian & Vector Field')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "n_grid = 50\n", - "x = torch.linspace(-3,3,n_grid)\n", - "Q, P = torch.meshgrid(x,x)\n", - "H, U, V = torch.zeros(Q.shape), torch.zeros(Q.shape), torch.zeros(Q.shape)\n", - "for i in range(n_grid):\n", - " for j in range(n_grid):\n", - " x = torch.cat([Q[i,j].reshape(1,1),P[i,j].reshape(1,1)],1).to(device)\n", - " H[i,j] = model.defunc.m[0].H(x).detach().cpu()\n", - " O = model.defunc(0,x).detach().cpu()\n", - " U[i,j], V[i,j] = O[0,0], O[0,1]\n", - " \n", - "fig = plt.figure(figsize=(3,3))\n", - "ax = fig.add_subplot(111)\n", - "ax.contourf(Q,P,H,100,cmap='RdYlBu')\n", - "ax.streamplot(Q.T.numpy(),P.T.numpy(),U.T.numpy(),V.T.numpy(), color='black')\n", - "ax.set_xlim([Q.min(),Q.max()])\n", - "ax.set_ylim([P.min(),P.max()])\n", - "ax.set_xlabel(r\"$q$\")\n", - "ax.set_ylabel(r\"$p$\")\n", - "ax.set_title(\"Learned Hamiltonian & Vector Field\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## HNNs as General-Purpose Modules" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "If we want to try using using an HNN as a general-purpose DL module, e.g. for a classification task, you can do it well in `torchdyn`. Let us introduce a simple toy example" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Data**" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Generate data with torchdyn utilities\n", - "d = ToyDataset()\n", - "X, yn = d.generate(n_samples=520, dataset_type='moons', noise=.4) \n", - "\n", - "colors = ['orange', 'blue'] \n", - "fig = plt.figure(figsize=(3,3))\n", - "ax = fig.add_subplot(111)\n", - "for i in range(len(X)):\n", - " ax.scatter(X[i,0], X[i,1], color=colors[yn[i].int()])" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# Load data into dataloader\n", - "X_train = torch.Tensor(X).to(device)\n", - "y_train = torch.Tensor(yn.reshape(-1,1)).to(device)\n", - "\n", - "train = data.TensorDataset(X_train, y_train)\n", - "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=False)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Learner**" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# Define Learner - we will use MSE Loss\n", - "class Learner(pl.LightningModule):\n", - " def __init__(self, model:nn.Module, settings:dict={}):\n", - " super().__init__()\n", - " defaults.update(settings)\n", - " self.settings = defaults\n", - " self.model = model\n", - " self.c = 0\n", - " \n", - " def forward(self, x):\n", - " return self.model(x)\n", - " \n", - " def training_step(self, batch, batch_idx):\n", - " x, y = batch \n", - " y_hat = self.model(x) \n", - " loss = nn.MSELoss()(y_hat, y)\n", - " logs = {'train_loss': loss}\n", - " return {'loss': loss, 'log': logs} \n", - " \n", - " def configure_optimizers(self):\n", - " return torch.optim.Adam(self.model.parameters(), lr=0.005)\n", - "\n", - " def train_dataloader(self):\n", - " return trainloader" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# Define Hamiltonian and DEFunc\n", - "HamFunc = nn.Sequential(\n", - " nn.Linear(2,64),\n", - " nn.Tanh(),\n", - " nn.Linear(64,64),\n", - " nn.Tanh(),\n", - " nn.Linear(64,1) \n", - ").to(device)\n", - "\n", - "f = DEFunc(nn.Sequential(HNN(HamFunc)))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "# Define Neural ODE with Hamiltonian vector field \n", - "settings = {'type':'classic', 'controlled':False, 'solver':'dopri5'}\n", - "model = nn.Sequential(\n", - " NeuralDE(f, settings),\n", - " nn.Linear(2,1)\n", - ").to(device)\n", - "# We append a linear out layer after NeuralDE to use MSE Loss" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "INFO:lightning:\n", - " | Name | Type | Params\n", - "--------------------------------------------------\n", - "0 | model | Sequential | 4 K \n", - "1 | model.0 | NeuralDE | 4 K \n", - "2 | model.0.defunc | DEFunc | 4 K \n", - "3 | model.0.defunc.m | Sequential | 4 K \n", - "4 | model.0.defunc.m.0 | HNN | 4 K \n", - "5 | model.0.defunc.m.0.H | Sequential | 4 K \n", - "6 | model.0.defunc.m.0.H.0 | Linear | 192 \n", - "7 | model.0.defunc.m.0.H.1 | Tanh | 0 \n", - "8 | model.0.defunc.m.0.H.2 | Linear | 4 K \n", - "9 | model.0.defunc.m.0.H.3 | Tanh | 0 \n", - "10 | model.0.defunc.m.0.H.4 | Linear | 65 \n", - "11 | model.0.adjoint | Adjoint | 0 \n", - "12 | model.1 | Linear | 3 \n" - ] - }, - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2032d8ba66e2417ca4a3f26116fde179", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "HBox(children=(FloatProgress(value=1.0, bar_style='info', layout=Layout(flex='2'), max=1.0), HTML(value='')), …" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\stefano\\Anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\warnings.py:18: RuntimeWarning: Displayed epoch numbers in the progress bar start from \"1\" until v0.6.x, but will start from \"0\" in v0.8.0.\n", - " warnings.warn(*args, **kwargs)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n" - ] - }, - { - "data": { - "text/plain": [ - "1" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Train HNN\n", - "learn = Learner(model)\n", - "trainer = pl.Trainer(min_nb_epochs=300, max_nb_epochs=600)\n", - "trainer.fit(learn)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Plot Trajectories in the phase space**" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "s_span = torch.linspace(0, 1, 100)\n", - "traj = model[0].trajectory(X_train, s_span).detach().cpu()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_2D_depth_trajectory(s_span, traj, yn, len(X))" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_2D_state_space(traj, yn, len(X))" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "plot_2D_space_depth(s_span, traj, yn, len(X))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Plot Learned Hamiltonian Function over vector field**" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Learned Hamiltonian & Vector Field')" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "n_grid = 50\n", - "x = torch.linspace(-3,3,n_grid)\n", - "Q, P = torch.meshgrid(x,x)\n", - "H, U, V = torch.zeros(Q.shape), torch.zeros(Q.shape), torch.zeros(Q.shape)\n", - "for i in range(n_grid):\n", - " for j in range(n_grid):\n", - " x = torch.cat([Q[i,j].reshape(1,1),P[i,j].reshape(1,1)],1).to(device)\n", - " H[i,j] = model[0].defunc.m[0].H(x).detach().cpu()\n", - " O = model[0].defunc(0,x).detach().cpu()\n", - " U[i,j], V[i,j] = O[0,0], O[0,1]\n", - " \n", - "fig = plt.figure(figsize=(3,3))\n", - "ax = fig.add_subplot(111)\n", - "ax.contourf(Q,P,H,100,cmap='RdYlBu')\n", - "ax.streamplot(Q.T.numpy(),P.T.numpy(),U.T.numpy(),V.T.numpy(), color='black')\n", - "ax.set_xlim([Q.min(),Q.max()])\n", - "ax.set_ylim([P.min(),P.max()])\n", - "ax.set_xlabel(r\"$q$\")\n", - "ax.set_ylabel(r\"$p$\")\n", - "ax.set_title(\"Learned Hamiltonian & Vector Field\")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.7" - }, - "latex_envs": { - "LaTeX_envs_menu_present": true, - "autoclose": false, - "autocomplete": true, - "bibliofile": "biblio.bib", - "cite_by": "apalike", - "current_citInitial": 1, - "eqLabelWithNumbers": true, - "eqNumInitial": 1, - "hotkeys": { - "equation": "Ctrl-E", - "itemize": "Ctrl-I" - }, - "labels_anchors": false, - "latex_user_defs": false, - "report_style_numbering": false, - "user_envs_cfg": false - }, - "varInspector": { - "cols": { - "lenName": 16, - "lenType": 16, - "lenVar": 40 - }, - "kernels_config": { - "python": { - "delete_cmd_postfix": "", - "delete_cmd_prefix": "del ", - "library": "var_list.py", - "varRefreshCmd": "print(var_dic_list())" - }, - "r": { - "delete_cmd_postfix": ") ", - "delete_cmd_prefix": "rm(", - "library": "var_list.r", - "varRefreshCmd": "cat(var_dic_list()) " - } - }, - "types_to_exclude": [ - "module", - "function", - "builtin_function_or_method", - "instance", - "_Feature" - ], - "window_display": false - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/docs/tutorials/06_higher_order.ipynb b/docs/tutorials/06_higher_order.ipynb new file mode 100644 index 0000000..55b642a --- /dev/null +++ b/docs/tutorials/06_higher_order.ipynb @@ -0,0 +1,679 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Higher-Order Neural ODEs\n", + "\n", + "Following [Dissecting Neural ODEs](www.aaaa.com), In this tutorial we showcase how to handle **higher-order neural ODEs** in `torchdyn`\n", + "\n", + "A higher--order neural ODEs can be simply defined as the initial value problem \n", + "\n", + "$$\n", + " \\begin{aligned}\n", + " &\\frac{d^n \\mathbf{z}}{ds^n} = f_\\theta\\left(s, \\mathbf{x}, \\mathbf{z}, \\frac{d \\mathbf{z}}{ds}, \\frac{d^2 \\mathbf{z}}{ds^2}, \\dots, \\frac{d^{n-1} \\mathbf{z}}{ds^{n-1}}\\right)\\\\\n", + " &\\mathbf{z}(0), \\frac{d \\mathbf{z}}{ds}(0), \\frac{d^2 \\mathbf{z}}{ds^2}(0), \\dots, \\frac{d^{n-1} \\mathbf{z}}{ds^{n-1}}(0) = h_{\\mathbf{x}}(\\mathbf{x})\\\\\n", + " &{\\bf y} = h_{\\bf y}\\left(\\mathbf{z}(S), \\frac{d \\mathbf{z}}{ds}(S), \\frac{d^2 \\mathbf{z}}{ds^2}(S), \\dots, \\frac{d^{n-1} \\mathbf{z}}{ds^{n-1}}(S)\\right)\n", + " \\end{aligned}\n", + "$$" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('../')\n", + "from torchdyn.models import *\n", + "from torchdyn import *\n", + "from torchdyn.datasets import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Data:** we use again the moons dataset (with some added noise) simply because all the models will be effective to solve the binary classification problem.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "d = ToyDataset()\n", + "X, yn = d.generate(n_samples=2048, dataset_type='spirals', noise=.4)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAANEAAADCCAYAAADXeCfaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nO2da2wc13XH/2eXpGQ9gNqU5dpMTBKWW4Bq66BRGQsIihbcNk4Ax04bO7aGtuQHJHMTQCjQDw70JUAhtN9aowhpubYi2RzJsRM0sZGgaciiSGvQpiUgbi0Frpms6Fh2LEtuAUnUi+Tth7sjDle7M+fce2d2Zzk/gCC5Ozszuzv/ueeeex6klEJOTo45hWafQE5O1slFlJNjSS6inBxLchHl5FiSiygnx5JcRDk5lnQ0+wTCbNiwQfX19TX7NHJy6nL06NHTSqkbax9vKRH19fXhyJEjzT6NnJy6ENFsvcdzcy4nx5JcRDk5lrSUOZcJKj5wZDdw5Yz+v6sb+OxTQL/X3PPKaRq5iCRMlIBTk8sfu3wGeONR/XcupBVJbs5x+e711wooYPEy8NaedM8np2XIR6IoKr4Wx1xdp8xyONvktCW5iBoxXQZmngbATBWhYqKnk9O65CKqpeIDR3fruY4EtZDM+eS0PLmIwlR8YHonsDAnf+2aXvfnk5MJcsdCmCO7zQRU6ALu2Ov+fJj4PtDXBxCZ/1x3HVAo6P34ftPeSibJRRQwXV5a+xFRAD63PzX3tu8D69cvF8DwMDBr6de4eBFQSu9neFjvt68PKJf171xgjclFBFSdCGPy1xXXAFufT0VAvg+sW6cv8HPnEj8cAC2osTH9u1ZgHR25oAJyEU2UzATU1Q0MPpOIgMLmWaGwNNqcP+/8UMYsLCwJqljUI9ZKZWWLaLrceAG1EZ3dwNZx4KunnQsoMNXC5lkWijEtLuoRK2xibtiwckYqJyIiov1EdIqI3g49dgMR/ZSI3q3+vt7FsZxR8eUj0NZx4D634imXl89t0jLVkubMGf1+VsII5WokOgDgrprHngQwqZS6HcBk9f/WoOIDr++QvWbruBPxlMt6PhEIZ8zAkswSY2PtLyQnIlJK/QzAJzUP3wPgYPXvgwDudXEsJxzdDah5/vabRpwJaGxMzydWEoGp19HRnoJKck50k1Lqw+rfvwFwU4LH4jNRkkUj0CpgcNT6sIGAVjILC0uCaid3eSqOBaVrFdedIhPRTiI6QkRHPv7442RP5FCX0JFAwJ3PWR0ymPMkJaChIe18cPUzPg50dydzrmFmZ4FHHmkPISUpoo+I6GYAqP4+VW8jpdQzSqktSqktN954TQ0IdxxeA+AKf/uOdcDWF6zMuJ6e5MRTKAAjI8DEhNv9eh5w+nR9gY2M6OO64soV7XzIupmXpIheAbC9+vd2AD9M8FjRvLoZUBf4229TwP1njQXk+/pi++ADo5dfQ73RZmEBGLW3MkWMjurjhkctFwRmXlaF5MrFfRjAFIDfJaL3iegxAH8H4M+I6F0Aper/6TNdBs4e529vEUgamG7Dw/brO6tX64tUKfejjSs8T5/fwICb/WV1zujKO/egUupmpVSnUupTSqnnlFJnlFJDSqnblVIlpVSt9y4dZp7mb0sdxoGkLhwHXV1LwrlwQV+kWeDYseUmnw1ZDClq74iFig92Uh0A3HnA2ISzFdDICHDpUnaE04jRUX0jWLfOfB9BSFFWoh7aV0TTZWBqmL+9xVrQmjVGLwOgPWHj4+nPb5LE84CzZ/X7WrvWfD9B1EOrC6k9RSQN6dk4ZLQWFMyBLgh8FgEdHfoiO326CaPPdBk43AEcoqWfH/RVR253eJ4OY7I18Vo9fIhaqd3kli1blJMywodXA+oSb1vDcJ5SCZgUxq4GDA0l5CyYLgO/fCaUqk4QmbP1XtPZDWxxV1fP94HHH9f5S1IS+9yYENFRpdSW2sfbbySaLvMFtH4gVQH19urRx+mFMF1eGk1mxmpqPZjcIGtec+WMNoun3QwFnqdH7vFxoLNT9trJSWDzZien4ZT2G4kOEX/bbbL3bnoX7eoC9u93YLZdLeH1HkCdgLpsuUNLLKu/+j7w8MM6lUJCs0aklTESvSq4TXXJYlvKZW2bSwW0dq0DAVV84Hsb9IgwNwtANV9AgI5BnBrWN66XN4jnVJ4HPP+8vslImJxsLWdD+1T7qfiyRdXPPsXe1PfNXNjWd0zT8l3NIDD7Pn5N5KQJbi67dskyd4eHl7++mbTPSDT1KH/bjUNsE8T3l74wLkQO4toqPvD6I9kQUJiZMfHIFPbikcAaHx5ujWjw9hBRxQfANG9W3QKUeFd3YLNLWLsWeOEFi3WfiZK+CKeGASUImG01roRMPaZTYnRUz48kLvHZWWDnzuYKqT0cCy9v4JW7Kv4W8LX/Ze+2UJDFwHV16agDI0wrDmWJTSNsU08aRrVunV7gTZL2dSxUfJ6A1g+IBNTTIxNQZ6d2IBiRpoDW9Gpz9mrtcNJpHyCgaBFewGFmjO38GR2VjUjnzumlh2aQ/ZHoB328jgxCd7bENi8UtJfJeJIrcctzoCJw206zjNywG73zBmDxIrDgulZXB7D1AGteKrUGxseTczY0Gomy7Z2bLjtvaeL7wI4d/O2LReDgQcMvzsUIJDCRWPR79S/uig9M73IkqPmluMYYIT3xhMyse+gh/TtNr112zbkETCDfBx59FJhn1jBZu9ZQQBUfONRpd/4bh/To6lJAUfR7wNfO6WNuUzpcCpYj6NRwbMxeYNZxLQOltJDSdDRk15w73MFvZ7JxiOWR6+vj17QuFvliW4a1+IvA1oOt0dqy4gNvPgHMWxbLK65hVZPt6OBXSrJy8jSg/RwLjgUEyIrCHzwYv8012AqouLZ1BATo87j/rB6ZNlmEai/Msdp1Sj7zy5fTG42yKyIOW8fZApJgNHk1EhDp9xCYUF871zoCqmVwVJ+raXr93Ky2LiLWlDxP5rFLKxcpmyLixmgxL7hymV/FZmREKKCKDxzqMBuBLKsNpU6/B9x7Ykn0Qo8o1IL+nCYa+6qDzFlusl8aQsqmiKZ3OdtVsKjHmRoODAgjESp+1QslLXlacFa2uOlsHJK/5tRk5I0yCBPisnu3/BQkZE9EFd/pusUzz/C3PXZMuPMjBt9eV3dqPY9SoTRhJqSph2ItDq71cCbh8MPsiYgxAQXAts253h6jslCSznuFrsRatjSd0oQ27eg6wYsUMLU9Uki7BAZJktEMiYuIiE4Q0X8T0c+JyD73e+49xkYFVukrrq08MGAwCkkzQVNsWdk0HpT2w13QI1IDRkd1ugmHycnk6jSkNRL9qVLqM/V87InANIceZWRPdHQYCkjiSHDUdSITbJWWTVWRjoaJCX4l1qcFJQglZMuc+34PWHUDGBek7+u1hDgOHIjfZhkVX1YwEnAWdRC0qSwUdFRzvS7hQW+k4Hfq+Tj9nnxNieFo4AhJqWTeaxoiUgD+lYiOEtFO471UfOCSo+LW0DFZcYjd2UDVmSBw7dosUoYolZbaVCrVOEs0mAMGv2dnge3bl4su8aKJg6NyZ0NMsRTu9/RQY+vQmDRE9Hml1B8C+CKArxPRH4efZLdW4ToUrob4R8NxkYoT66bLMmeCZfBo0FGcyLx8F6AFFRZdUDSRSPeQLRQSGLFKE/IbyMxY5IjEmR8lMRolLiKl1Mnq71MA/hnAYM3zvNYq3Gjt2+IHO84EU1wGV2rGWQaP+r6+qybdUfzcOX3hJZJBOjiqPwfJqPRGY5fcxISOaYzD9QJsoiIiorVEtD74G8CfA3g7+lUN9xa/CePOzi06Ip6EvrUHbDPOwITzfW1mhZskpx07PDeXUIR0aUJ3JOSwGH3X4MbXSdJd4kh6JLoJwH8S0VsApgH8SCn1L2a7YlwxjDs7d/VaPBfijpTUJR6BfF/PW5JeNOSglBbwunWOxSTpSBgzN7rllvhdzM+7O/9ERaSU+pVS6o7qz2allFnfEockciFK6q3dKc8h37Gj9Zolnz+vxeRsEVPitYtZPjh5krcbzhIHh2y4uB0VWud+4dwFvKu8yXD1AXoUEq4H9fQY5i2lhNPSvoOj+jNyQC8jYMVVukQ2RHTUTQQh14MlrhfHTUoTjEK+rz1jrlpWJsnx4w5HJO5ndDi6n81eps2zh+n0jSIbIuIUMBSWBW6EuA0IN7xHEJWwebM2lSSRymHWrl3quBfXKby3VzsqensNRuAQzkr79nu8qAZ1ITKSwfN46RKSRMxGZENEHARlgaMQrw1xw3uYzoSeHn1nNyHoOnHuHM8x4nnAiRO6YOKJE0shNKZd7py5jvs9oLA6frtT0abFvn282gy259weIursjr3LN7XULLOeW6lkZr4NDOiR5cQJ+yo3QZc7pcxGpuFhR3Okzz3L2y4mHOiFF+J3wYleiaI9RNR7f+wmHNe22JTjOjwG98Vu4vvyqIOREX2xiwNkmUiCO8M4mSNxHTAxLUU5NxVTszmgPUT0wY9jN+G4tsWmHCcUidlITDrBHRlJp89rENzJiQQI42SOxK3XEDE34mIj+vYQESvHKJpuE78EZ4H17vhholTiT3CD0SfNRsmepyMBpJ+R9Rzpjr26nFYcMXMjjllqk2/UHiJac2v6x+SYcp3xV93mzXwzbvXq5nUZ9zzdpHl8XCYmKyH1e7oeHYeI74O7ZCEpFRCm9csIc1zIjCzWOD75RPgCTv2ELdEeQ9+XeeKeZc61l1Hx9blGRZdTUVfaWdOrP8sI89PzluYZmzfzzt+qIVe/F3/+gF5LjDjvYjE+6sM0KqT1R6Jfxtweimtj5xycYfpW6WDGSXmIOS/JPEic2zRdBg4V9MQ77lyDQphzs3p75hxD4tCwGpFibkYA9FpixGi00zyTLZbWF1FcpVNG5Z998c4x9gq3S95jTuWKRaEZ9/2e6vqVYZj3qUngxetYJisnvCZg+3ZDIXE9dRGOHu7nZ3J+rS+iOBhJeJzu1HJTw74dCnf0E5UsfnWzmwzgxYux2aSAvvlwS1ctLMgq9CyDMb900SHEpEZd9kXErcnt/sDWe7jC7CbJFvhESdb8mUNMNmnQAXw1I8AAsEgi5Jh0MXC8dCZR/tkXkWnt5xBG7m1LfJ8XncA2l6bLsa5eY4Leqw3mSp4HXLjA352xSSeuFLQcq0bUEWRfROs2RT7NcSo8ZXKTiwt4jXme61Rgz9XiHDAuODUZ6XTgLsgal/XlzI0cpc1IyL6ITv1b5NNxvn8iQ9drXMDrrdGhSJzF1e5uwbmlZdZGjHZcD1iiGbqvPxb5dBJWR/ZFFDM3ifP9d3YaHvbj16KfZ4QixWE0QjaR0VHDcssuUZciRyPOZyqNXGgDEdnBKeBYl7jKPg48RexRiGvChFueBD8mde8iWkQmFQwrIqIiEOczlUYurHgRGVHxEeudY9a/c0LERXOVRg6YoDkXBGnZc7PA6480FBJnNDJOl+AkX8ZUBIoz6aSRCxkQUYoXIxdO9LblHEVku8dcNACiQ6P6PWDbJdmopK40DH3ijEbHjxt66RwlX7okAyJqsTI3AC9q3NL1fn98ipQMjmdrcJSdQAggMpyIcxMwqm/goPA/J05SIvA0WqvcRUTvENEMET2Z9PFSgRM1fsuXIp+OW5x86SXB+bhkcB9cjP6cCbyL+gYmcCJFJAJPugJqEcC3oetwDwB4kIia7b+xhxM1/l60Ci5ejH65zA1sH4J0lX5PdyjnjqQN5kW2aepJwll748Y1AsmPRIMAZqpFHC8DeBHAPQkfcxmJFKrgmBScCkUxsM9rU0yRAGklpKCBMQdH5czShCPwG27g7y9pEfUA+HXo//erj12F3RXCEE4RCqMVdM4k3HL1nB2sOTi67Hz81x5E3+4KCt4C+nafgP/+D8xOgFMfO+JmIYnwdo7lZx9nKYRpumMhtitEh2H9piqcEHijFXROCSyO6zkCUbBmtcOCf+o/sPO5ZzF7ug8KBcye7sXwX33+aiF8US0BSX3sOnDMJqOUbM7IatJ0OoTks09aRCcBfDr0/6eqj/GZT7h3SJJEuJ656QNS9vzD5zF3qXFdgslJgZAsPWEcs4mT63UNHDe3pE+UJUmL6E0AtxNRPxF1AXgAwCuiPTSjfoJLGpgVXFNN2rWOMyG2aQh2LXaXECfX6xparL9t0l0h5gF8A8BPAPwCwEtKKVlgiIP6CU2lwcIsN9PyzBlZTyBxmnscsaaTiQpSgFNB1dWhkj6AUurHSqnfUUrdZtRapcXuOsthfHwOYuiU4o9cztPcU24k5ozFS1Yvl5RSbrpjoVUwmuBusnMcSEJ7zp9PoSFxPVKcW7jFTv2SLoTtISIHFTCNao5xu2A3OL+nnpKlYgQNiTs7G4uJs9LejEze1LEMAG4l71w6xKRFc9YrjDvRlRg5x6cm6zoYPA/4znfkF/X8/PJ5UtDLiIgXSsPOU2KttUSvZse9t8QEzWiA7YqMiIgRdhBRlaYZ5bCuYWq4oZBOn5bvLuidGjRBlhRlZ4fkcKLVY8ymOMEaJR5yxG3RmV1KRkTEMFAjagx4nnnPHRZc0yFiAZDTkCp1OE6RmBi712ISgI1gidsOyTpeNkTECYaMyd95OiYR1Qqu6RAxSd+3T955wQS2+cQNm4lZgohbTDUKuXLg8Yz7rCXrV9kQEXetKKY+WhzG7TUkpkNE1PPBg8nGmxUKAvOJFVhKsUsQcRdjokVLIog7L8lcLRsi4q4Vvb7D6jBuV/Ib0GBuBCy1fzRprMXh+eeZ86GKz4tC38poQ9eiSFzYcWRDRADTpIvuVc+Zdxivw0hSqxnd3cRd+2IQFcTnBs629EK4HZIuIdkRkYPwH06w444dhjuXplbH1LgeHZX3AmqEuKsep2ZDs+DM1Rx0kpeET2VHRA7uepw78fy8ecc0DO4DiNnyKabGNWDeWAtY6qgn7qr33etlB4qAM8cUO1M4njlGlHdHzNckWRbJjoi4xNzhOSadUXg+oIV+5wH+9lPDwPc2sMUUiEIpLZLgAiwWl4vGuB3lRAlY+D/etowuDZw5prhvEMczx+gkPx9t+YvS27MlIk6ITcwdfm4ufheLi5YtEiWVfi6fAd54VJyJOTqqLwSl9G/rNpQVn18QnzqddGkATM7bvp6EcS3wBmRLRJwQGyByUZNr6xr30QH4DXsDFi8DUw83pRg7Kj7w8oZYZ8dVqAjc+R0n3QnF7nxO0UwGrt3q2RIRwJs0Rixq7t3LC/o8f95Bw15R7bnFpRYmEWV6nTJR4rWjvAoBdx5kmUtjY/F7E4djvfG48AXpkD0RWVbADII+ORh76oClijkmta7nZo1MPBbTZeBQUYtV2s9o0xMsBw/XXBKX1VpkVA9x0K9KGoKVPRH1e7ziJREOBs/jLWjOzzvI36mpxMNm8TIwtcPy4DVMlKq9XA2yUamLHZnRrCgEAKkthYTJnogA4I8YgXAxXRs8j9cikVNyK5ZqJR75pHhejxiHirFex1gmSnad9O7cz9qMe9MRF2rhjsoO5mrSEZKUy/gHS7Zs2aKOHDnC2/gQ44LcNBJ59/R9nUYQx/i4o4qeFZ8/gRdDSCaXm7QZxxyFVq8GLjEys8ULwIdWAWD0wdkW/RkUCvEhP42eJ6KjSqkt1+wz/qxaFI7tyxiNODz0EG+7WPo9M9OORQICWtOr4+OYAvJ9noAAE9c2Q0CMiJEkxozsiohl+6pYM4jjZlXKIsK7FtM5Uqp06jv6vSdEkSLbt/O2EwfYvspsZjRoukpuR2IiIqJvEdFJIvp59Se6TYKUfo8Xqxaz+Mp1s05OAj098duxaGUhUQewTd4+sFTipdgb9cg9e5y3nYPQME7t9lqSHon+Xin1meqPfRPTWrh3noj1BUnE9AcfWHR4q8WkQ13SUIcsbKlKucxPIxE7argOBQeubcDMkZRdcw7Qdx5O0fXFi5FfhsQ+P37cIkC1lqBD3dZxVixaMlRvvWt6tYCEd3PuwiqgY/zEc6FpRuhIcQ3LvOeY5CbhU0mL6BtE9F9EtJ+I3IUHh+EWXZ+K9g5IoqTHxhwKCdAX7n2ntZgc3VFZbBoBti0azX8ALSDJgvTBg6LdaxYYaRmDz7Bc20klXVq5uIloAsBv13lqD4DXAZyGdhv9DYCblVKP1tnHTgA7AeDWW2/97KxJ+zSOuxsAVt0C/GX9evq+Dzz8sCy3fmgImGCG84mp+DpTNybRUI7MZR0F150NGC4TcJYECmuBB+JLHRWLvO82Sg6JuLiVUiWl1O/V+fmhUuojpdSCUmoRwD9BN/yqt4/o1iocONHdAHDpg4ZPeZ5On5aMSJOTDudItQRpFcHIFFQUWtNbfb8GX53QZR1FqcQXkCirNszr19xzr+VzvHkxR0CmFaGYGWRyiOhmpdSH1X+/AuDtpI6F0gR/NIrA85bKa3ErYB4/ri+oREakfi/aTKn4OkltblaLTC1oodyxN9HUbd+XmUZGaRrTZUAxvISM98kxvQsF84pQiUUsENELAD4Dbc6dALArJKq6iCIWapkuV+PCGDiKZAiTqGnXYqxfzy8WafS5cCM7Yr7HAI7bmmNuph6xoJR6SCn1+0qpP1BKfTlOQNZI1l5mxiIX8EwKhYiaZ2UU3wf6+vgCWrXKQEDTZX5oFENA3Fg+m7CubLu4a7m69sLg7PHIaIagUIiEyckmdG1IicATJ/H7PCftVlnx+dYEE9dZrPVoLxEBsrnATPSk1PO0OSJheLi9RiTf1y1dhofj6xLUIrq7V3yd3cuFua7GSctYxVhqjKL9RAQIQmoWY1fEJyaAW26RHb5dTLtyWYvHJD9IZA5XfGB6J9h5TswaD1yrQDxi1tCeIhoc1WtCHKaGY4NUT540myMR6Ul4oaDnElky9SSRCLWI0xze2gMsMCrIAHoEYtR4APghPLZpLu0pIkAvqnKFNDPGKqaolLz+27lz+nWzs7Leq82iVFpq1yJlfNywXJekQP19p9lubUm7GRvaV0RAw+iEujCKKQK6ILxJpC+w1FNo3brWE5Pv6xHTNDTGeEFV0uWQWdlUMoq6aCDQ3iICZLFojGKKnge8YFnH/fx5LSan8XeG+L4W9fCwecKa2HwLI0lZZxap4eY1AW4awLW/iKQ14C6f0TFrMUIaHwe6LLMYxsaa08w48LgFZpukP2mYQkF/DkYCqvjAIcHlt2mE7Xnltg41Hj1raH8RBTXgJEXO1Xxsfx7PA/bvty84HzQzJtI/SY1O5bKuPx0Ix7YiT3e3oFVLLRW/GlXPHPqYkQkSursdVI2t0v4iArSQvnoaomo7jP484YLzrhgbWxJU+IcjriCioFDQI82qVUuvHxuzaO5cQ2+vft/mAhqGqCaEQEDcUd2oV2wDVoaIAjYJ0xZfvI7lbEiin1AtjcQV/hke1l5ApfRIc1me5R1LZ6fFPCKouCpBkEYfrGvF0d3tqHpTlZUlosFRftoEoDNiY+ZHAUGYUJLtIptNd7euHmt0AU6X5XXvNg6xR6FSie+RczkKAStNRIBOm5CkY6t5UQuUEyf0SDA+nnDH8pQgWmrbYmzCSSLsAzaNsBsYlEp813yx6HYUAlaiiICldGxJOtXlM3oyzCyc4XnA2bP64pPG37UCXV36RrC4aDkBf3WzmYAEte4ka1tGKeoxrEwRBWw9IHyBimxc3IiJieTnTK4IGoZduuTgjv39Hn65qwCBCQfIorSNynUxWNki6vf4qRNhGPF2tQRhQ676sLokbLI5axh2eFVkOn5dBCZcgMRV76Sueh1WtogAcyExw4RqCbeODBwRRFpYac+hVq1yZLKFuVpgReAa3DikKw4J14IkkfJG5bqY5CICtJBM6r4FTbkYTod6BI6IxUUtrLNnk3NIEOm+O0RauOPjwMWLDgv1f2+D/iymhmUVirq6xaMP0BpzoYBcRAFbntJ5KiZcPqMvnpfNxBQm7JCo/ZG40GsbIS8u6qjmxUUtXGdzgyCdm7E4fS0Fo6Zt0hoYQ0PJzIUCsttaJQkqPvDGLmDRMJgsIIEwlZbEpucRrdKFNw0KRkoF5KqATPu1VkmCfk8XAtw6rutSmzIz5mRUalkqPvDddeYC2jgEPHjRqKyXxBs3Pp5OBaZ8JIrj1c1yN+0yCsCmXdkfmcI17mzYOGQ0BwLko5DrSzuRkYiI7iOiY0S0SERbap77JhHNENE7RPQFm+M0lbuPac+RiQcPALCoR6Y0u4K7oOLr8w3aXU4NN11ADwvqmKS5Lmdrzr0N4C8A/Cz8IBENAHgAwGYAdwEYJQrq4GaUfg9YP2C3j7nZqkevs7XFFBQOuSoag0bJtVgICAD27OHXSU/SnV0P21rcv1BKvVPnqXsAvKiUuqSUqgCYQYNa3Jni7mOyANaGVOPxJkrVu32huaNU2EUduKm5hUPi6OzWo7jFCLRhg6zeXZLu7HokVYu7B7orRMD71ceyT2kiVCPN8g4dnpgHo1Q4VaCrW7uAk6ir7coT2YigYZjFuUsCSwOSdmfXI1ZEUe1TlFI/tD2BmtYqtrtLh+DCOLrbcH2ESbD+FAirq1vnsl35BFhza+PC9VedAO8BXTcA8xdDYkmqy3gIB+I36SfUrHroTrxzRPTvAP5aKXWk+v83AUAp9bfV/38C4FtKqamo/bSkd46DtQevTdg67mzUlFZUMup/JCTtdaJXADxARKuIqB/A7QCmEzpW87n7mF5gzbjvxJhg3uNIQNIG02kIKAqrORERfQXAPwK4EcCPiOjnSqkvKKWOEdFLAI4DmAfwdaWUowz/FmVwdGktyCQJLWtEdB20oVTSDaa5uKrYY0O+2JoUFV837eX0HM0SVARu2+l88dj3gccf10GxXFavBi5ccHoakTQy5xLrlLfiCXe5q/jAkd3AlQSdEEmSpJcQ2olgUvf72Wfdn4sJuYjSoF7bSG43uKaQTqiS7wOPPcbv/RqmFcy4gDwAtVn0e0vhRLXNjZv1tazp1eezbSFRAYV7HkkFFNR+SDMiIY58JGo2Js2NXdHZrfOoEmySXIvvAzt3AnMGARHN9sI1IhdRq1NPZNNlYOZpXLNoSkXgxj8Bzs3ohdaoBdkmsWePmYBayXyrJRdRFgm701qFg98AAAI4SURBVDOGJAYuwKrrRArkIspJlWKRXxO8WWE8UnLHQk6qSNqeZEFAQC6inJThFFoZGGht862WXEQ5qbJ3b3RztIEB4Nix9M7HBbmIclKlUXO07m7tws6agIDcsZDTBDyvdd3VJuQjUU6OJbmIcnIsyUWUk2NJS+UTEdHHACyLmzVkA4DTCe27Vcnfs1t6lVI31j7YUiJKEiI6Ui+hqp3J33M65OZcTo4luYhycixZSSJ6ptkn0ATy95wCK2ZOlJOTFCtpJMrJSYS2F9GKaP9SAxHdVX1PM0T0ZLPPJwmIaD8RnSKit0OP3UBEPyWid6u/r0/jXNpeRFhJ7V8AVN/DtwF8EcAAgAer77XdOAD9vYV5EsCkUup2AJPV/xOn7UW04tq/6Pcwo5T6lVLqMoAXod9rW6GU+hmAT2oevgdA0FjlIIB70ziXthdRBD0Afh36v13av7Tr++Jwk1Lqw+rfvwFwUxoHbYtUiKTbv+RkD6WUIqJUXM9tISKlVMngZScBfDr0/6eqj2Wddn1fHD4iopuVUh8S0c0ATqVx0JVszrVr+5c3AdxORP1E1AXtPHmlyeeUFq8A2F79ezuAdKwQpVRb/wD4CvS84BKAjwD8JPTcHgC/BPAOgC82+1wdvucvAfif6nvb0+zzSeg9HgbwIYAr1e/3MQDd0F65dwFMALghjXPJIxZycixZyeZcTo4TchHl5FiSiygnx5JcRDk5luQiysmxJBdRTo4luYhycizJRZSTY8n/AxM1gjnGP4FpAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "colors = ['orange', 'blue'] \n", + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.add_subplot(111)\n", + "for i in range(len(X)):\n", + " ax.scatter(X[i,0], X[i,1], color=colors[yn[i].int()])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torch.utils.data as data\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "X_train = torch.Tensor(X).to(device)\n", + "y_train = torch.LongTensor(yn.long()).to(device)\n", + "train = data.TensorDataset(X_train, y_train)\n", + "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Learner**" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.nn as nn\n", + "import pytorch_lightning as pl\n", + "\n", + "class Learner(pl.LightningModule):\n", + " def __init__(self, model:nn.Module):\n", + " super().__init__()\n", + " self.model = model\n", + " self.c = 0\n", + " \n", + " def forward(self, x):\n", + " return self.model(x)\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " x, y = batch \n", + " y_hat = self.model(x) \n", + " loss = nn.CrossEntropyLoss()(y_hat, y)\n", + " logs = {'train_loss': loss}\n", + " return {'loss': loss, 'log': logs} \n", + " \n", + " def configure_optimizers(self):\n", + " return torch.optim.Adam(self.model.parameters(), lr=0.01)\n", + "\n", + " def train_dataloader(self):\n", + " return trainloader" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Train a simple Second-Order Model \n", + "\n", + "Second order models have also been considered by [CITE]\n", + "\n", + "We can train out of the box a 2nd order model for classification as follows" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# vector field parametrized by a NN\n", + "f = nn.Sequential(\n", + " nn.Linear(4, 64),\n", + " nn.Tanh(), \n", + " nn.Linear(64, 2))\n", + "\n", + "# Neural ODE\n", + "model = NeuralDE(f, \n", + " order=2,\n", + " solver='dopri5', \n", + " sensitivity='adjoint').to(device)\n", + "\n", + "seq = nn.Sequential(Augmenter(1, 2, order='last'), model, nn.Linear(4, 2)).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 460 \n", + "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 20 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", + " warnings.warn(*args, **kwargs)\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "b0f89df0709e4c51bd7ace5e488086f6", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# train the neural ODE\n", + "learn = Learner(seq)\n", + "trainer = pl.Trainer(min_epochs=600, max_epochs=1200)\n", + "trainer.fit(learn)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Evaluate the data trajectories\n", + "s_span = torch.linspace(0,1,100)\n", + "X_d = seq[0](X_train[::10,:])\n", + "trajectory = model.trajectory(X_d, s_span).detach().cpu()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfoAAACuCAYAAADefc8cAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9eaxk2X3f9znn3HvuVvX21+tMdw9nSGo4pCRTlBRZjq1EQGAFcuQggiLBRgTbiBHAyb+SEMGWgtiJ8o8AAQ7g2FlkxYAdIY6shZIsiiOCpCguMyRnhtM9O6e7Z7qn+/Xbq+ouZ8sfpy7rdZMzHE6T7J7u+wEu6lXVrVPn1Xu3vue3HhFCYGBgYGBgYODeRN7pCQwMDAwMDAx85xiEfmBgYGBg4B5mEPqBgYGBgYF7mEHoBwYGBgYG7mEGoR8YGBgYGLiHGYR+YGBgYGDgHmYQ+vsYIcQ/E0L8wzs9jx4hxBkhxEQIoe70XAYG3k0M1/LAWyGGOvp7EyHEq8BxwAIOOA/8FvDPQwj+Dk7tjiCEOAf8X8APA5eA/zaE8Kd3ck4DA2+H4Vq+GSHE/wj8TeBR4B+HEH71zs7o7mew6O9t/kYIYQycBX4N+EXg/7izU7pj/GvgS8A68MvA/yuE2LyzUxoYeNsM1/KCl4BfAD56pyfybmEQ+vuAEMJ+COH3gP8S+HkhxAcBhBC/KYT4x/Off0wI8ZoQ4heEENeFEFeFEH9TCPGfCiFeEELsCCH++35MIYQUQvySEOJlIcS2EOK3hRBr8+fOCSGCEOLnhRCXhBA3hBC/fOS1PySEeEIIcSCEuCaE+PVbXpfM758SQvze/L1fEkL810fG+NX5e/6WEOJQCPGsEOIj3+j3F0K8D/gw8CshhDqE8G+BZ4D/4tv7SQ8MfGe536/l+WfwL0MIfwQcfls/3HuYQejvI0IInwdeA/7DNznlBJADp4F/BPwL4G8DPzB/zT8UQjw0P/e/I7rP/hpwCtgF/tdbxvsrwPuBHwf+kRDi0fnjvwH8RghhCXgY+O03mc+/mc/3FPDTwP8khPiPjzz/n83PWQF+D/inbzLOY8ArIYSjXwxPzR8fGHjXcR9fywPvgEHo7z+uAGtv8pwB/kkIwRAvug3iRXwYQniWGBv8vvm5/w3wyyGE10IILfCrwE/3K/g5/8Pcgn6KKKzfd+R9HhFCbIQQJiGEz946ESHEg8CPAr8YQmhCCF8G/nfgvzpy2qdDCH8YQnDA/31k/FsZAfu3PLYPjN/k/IGBdwP347U88A4YhP7+4zSw8ybPbc8vNIB6fnvtyPM1UTQhxgp/RwixJ4TYAy4QE4WOHzn/jSM/z4689u8B7wOeE0J8QQjxk99gLqeAnVus8Ivz+b/Z+PktX049E2DplseWGFx/A+9u7sdreeAdMAj9fYQQ4geJF9envw3DXQZ+IoSwcuTIQwivf7MXhhBeDCH8HHAM+F+IiXHVLaddAdaEEEet7jPANx3/G/As8J5bxvq++eMDA+867uNreeAdMAj9fYAQYmm+0v43wL8KITzzbRj2nwH/RAhxdv4em0KIn3qb8/nbQojNeWnQ3vzhm8qEQgiXgc8A/7MQIhdCfC/RevhX3+pEQwgvAF8GfmU+1n8OfC/wb7/VsQYG7iT3+7U8f89UCJET9SuZjznU678Fg2vk3ub3hRCWeOGdB36deFF/O/gNQAB/IoQ4BVwH/h/gd9/Ga/868OtCiJLowvvZEEIthLj1vJ+bz/cKMUHoV26j9v1ngd+cj3MJ+OkQwtY7HGtg4LvNcC0v+BfAzx+5/8vA3yFe3wPfgKFhzsDAwMDAwD3M4LofGBgYGBi4hxmEfmBgYGBg4B5mEPqBgYGBgYF7mEHoBwYGBgYG7mEGoR8YGBgYGLiHuSfL6zY2NsK5c+fu9DQGBu56nnzyyRshhLt2F7/hWh4YeHu81bV8Twr9uXPneOKJJ+70NAYG7nqEEBfv9BzeiuFaHhh4e7zVtTy47gcGBgYGBu5hBqEfGBgYGBi4hxmEfmDgHmJvD/7dv4N/8A/g9WHLkIGBdy+2g4OvwsX/Dy6/nW7Eb849GaMfGLhfcA4uXIA//EP4zGfguedgZweMgbNn4Rd+4U7PcGBg4G3hLBxegv0vwc7TMLsIzRa4BsrT8ODb2mfoGzII/cDAu4zdXXj8cfj4x+GJJ+DKFZjN4nNJAuMxbG7CRz5yZ+c5MDDwFngPs9fhxhdh7ysweRHaG+BqCBakhmQM2SasfOi23moQ+oGBuxxr4dlno9X+6U/DCy/A/n58HKCq4IEH4PhxGI1AiPgdUpZ3dt4DAwO3MN2Cvadg5ymYPQ/Ta2APwVuQCkQB+hhka5CWkFSgl6E6d1tvOwj9wMBdyNbWwmr/4hfhjTei1R4CpCksLcHGBqytRSteyujG7wV+czMuAAYGBu4gpoHdr0R3/N6zMLkEZhdcF59XOegVSFfirV4BvQrZOug1IAURIFu9rWncNUIvhPg/gZ8ErocQPjh/bI24L/I54FXgZ0IIu3dqjgMD3ymshaefhj/4A/jsZ+H55+HgID4eQhTtkyej1V4U0WrvLfckiYJ/7Bg89BCcOhXvP/TQnf6tBgbuQw4vwfaXYPeLMHkB6i2wk/icTEEvQf4AFJtR2PNTUByPwi5FtO59A7YB0QICfHFbU7prhB74TeCfAr915LFfAj4eQvg1IcQvze//4h2Y28DAt50bN+BP/iRa7k8+CdeuQV1HYdc6Wu3r67CyEi12KaOwCwHLy9Gif+97o9v+xIkYm+86mE5he3vh2h8YGPgO0taw/xW48SXY/wJML0er3XsQKSQjqB6BYgPyDchPQHEK0mUggG+j+75+Ld7Hg9QEWXJ9e8xXXl5FlWN+7Cfe+RTvGqEPIXxSCHHulod/Cvix+c//EvgEg9APvEuxFr70pUWs/eWX4fAwPi4lZNnCGi/mC3gh4nNVFYX97Fl4+OEo7qurcVEwncayutdei2M5F19jzJ39fQcG7klCiNnwW0/Czudg72notqE7jMKuSijOQXkc9AkYnQC9Hh8nzK31fWivQpi75mSBVxXX99Y5/+oxnn+l4IVXMq6+nrCzJ9lYFfeG0L8Jx0MIV+c/vwEcv5OTGRj4Vtnagj/+Y/jTP4UvfxmuX4emWcTaqypa7eMxKBXd8M7FOPvKCpw5A488EgX+2LF4Tl3HzPsXXohjORe/K/rXV1X8WYg7/dsPDNwjeAuHr8LWX8CNz8LkZWh3IRiQeYyhrz4K5Yl4JGNQFQQHbgbtVrTcgwSVQLKEzx/k+t4mz76yxvMvFbzwsuTqlYQb23AwAWsFwgekcqxvOGD8jqd/twv91wghBCFEeLPnhRB/H/j7AGfOnPmuzWtg4CjWxpK3j34U/vzP4ZVXFrF2pSDPY6x9aSkKfZ9Ip3W00E+fju74Rx6J52kNbRtr4196KSbkWbuw9JMkjtmPledR6MfjeAwMDLxDuhr2n4Xrn4a9L8Lh5ehilwLSMVTvgeoM5OsxS17qWBbnOjB70N0AkUCSQ7aGT9Z4Y+cYz71Ycf75hJdeTrlyRbK1IzmYCJyTCB9QCWgtKQtBOQqMRwnvf/+bSt/b4m4X+mtCiJMhhKtCiJPA9Tc7MYTwz4F/DvCRj3zk9j6VgYFvgTfeiFb7xz4WrfatrSjOEAV4NIrueK2jEPfCvrQUY+uPPALvex+cOxct+a6LFvvFiwvXfu+O1zqO2d9mWXzNaBRvtV4IfnK3X90DA3cb9T5sfQ62/xz2zkNzDXwdBVuvwfhhqE7H+LoqosUePJj9uAAQOagMknW8WuGNvTXOX1jl/POKl19JuXI14fpOwmQ6F3YkUgvyVJCOBXkRWF4SjMpAkVvSLAAtayu318T2bv8q+D3g54Ffm9/eXh/AgYFvA8bEzPg//EP41Kfg1VdjnLyPtRdFLG8bj6MQ96K8tBQff/jhKOwPPxzd895HYb96NdbHN83ivZIkvr4/0jSO3wt7v3DIsvhzlsXxJpPBdT8w8LaYXIWtP48u+YPnodsFDIgsWuv5aSiOgcxApVHcceBncQEgNaQreDXmje1Vzr+yxvmXlnjx5ZQr11K2dlOm0yQKewClJVkOufZkhWc8cozKQFl4Uu3AO7yHugns7wq8gyIJwPI7/hXvGqEXQvxrYuLdhhDiNeBXiAL/20KIvwdcBH7mzs1w4H7m9ddj6dvHPgbPPBOz2psmiqxSUXyXl6PbPE2j6BZFLIc7exYefTRa7pvz3aL39qK4f/Wri/r4EKKwZ1kcox9H6zjuaBSfU2phzed5vN80cZFweBhFvmnggx+Mi4uBgYEjeA8HL8GNz8H2Z2Ps3ewDNibMlachPxnj7GkOMgEfYj27N9FiVxovRlzZXufZSyd54ZVVnn+54PVrGds7islE4T0gBEkiyHKH1p6qcFS5YTxyFIUnVRaCx7lAWwf2tyXWgwpQlS2n1y0njrW87/0COPmOf+W7RuhDCD/3Jk/9+Hd1IgMDRPf5pz8dxf0zn4lu9Ok0fkf0FvTGRrTae1Evy5hYd/YsvP/9MdZ+6lQU4skkltM9/fRinN4d34v6Uct9NFp4BPo4/lGr3doo6tvbcey6jkdfUpemd/bzGxi4q7BddMXf+Fysb59eAnMABEiXYrw93/yaiCPlvNLNxddLjZcFr984zvnXH+C5V07wwislr72RsbutmNQK5wIIj1aBTHcUuSPPPEsjw7hsKTKQ0hLweAvtVHHQJDgvECJQjRxnT7UcW285frzjxIZldaklkYZy6fa6X901Qj8wcCcJAS5diju/Pf54bDm7sxNj7X2GfFFEV3tRxKOqYuz9wQejsL/vffHnPI9ivrMTN5npk/F6bhX1XtjLMo6bpot4fJYtrPi+Pv7wMHoB2naRwd97FfpFQ78oGBi4b+lmsH8Btj4TxX12NSbToSCtoHw4uuZV75IH8BA68AlejHh9Z4NnXn0Pz186xvOX1rn6RsbODcm0ETgLCEcqG/IskI0clTYsLVuq3JLnDilBCIm10DSKptX4AAjJeNRx5oGaY2uGUydaNjcsa8sGJV3sd+86pO9IpSO/TaUehH7gvqWuY4vZfue3fnOYvimN1lHI+yz2vpb91Knohv/AB6Kwj8dRcPf2Ypb9/v4iGU+IRZy9d8NrvUigK4p4vz+vF/Y+2/7gICb7TafxPXqrXalFQt/ROH4fs0/TIUY/cB/SHMLel6Plvv8MzN4AM4kXjKqgejiWwskMlARHLJHzARc0r2+f5JmLD/HcpdO8cHmdq2+U7O4qJrMQy1ix6KSjSCEfWwrtWVlxFJkhyyFJIYSE4AR1nTHrFCEEEhkYVY6zmzXHNgynjndsbnpWVwJKCXANAosINWni0KUkr8Zk5Qg9WkEvbdzWxzII/cB9g/extezv/E6sa3/xxWgdN00UxT4mvrwcRXhpKZa8nTgRrfVHH42Z8SsrMSFvdzfG7vf3Fx3teuu/L3nrRTvP45hVFe/3ne56Ye+T6A4Po7D3cfamuTmDvyzjd1Y/bh/P78eKFkScn7y9RN2BgbufEKDZh90n4fpnYXI+tpztJnEFnI4heyS2nZUJCDUX9gbnJZevbfLM5Yd57uJpXrx8gitbI3b2UmYzcB6kMOikptSQ54Eid6wsO4oikGcCpebXvU+YNQnNgcB7QZLA0pLl1AOW4xuek8ctm8dheUkiVYUQBcLXSF+TyppsJMiKAl1uki0to6tVhK5AfHsu4kHoB+5pdnbg3//7GGt/8skYJ59OY3w8SeKxvh5Fvd/e9cSJmBH/2GOLzPgQosV+40asZ59O4/hHY/a9Rd4Le1VFYe6fg5vd8UkSBX1nJwp8XS/c8RAFu4//9+Lej3+01A7i/GazxRjGLPIGBgbuKUKAZhu2n4DrfwGHF2JDGtvOM1VXYHwSdBU71XkLweBaw1evbHLh9fdy4bWzvHjxBFd2xmzvltStxBmQiSPTdaxhz31Msh0HqsqjM4mUkhDA2UDdpjQNeEApwdoKnDojOXHSc+q4ZONYynLlkUogpEKEFkVNKvbJko4sU+iiIFs6SVosI7LxzcLuHd5M6eoGhCJfWnnHH9kg9AP3FNbC5z8fG9Y8/njMap9MovD1TWZGo2i1973kT52Klvr3fm/cCGZjI553cBBFuC+fcy5+x/Ru9t5i74+qisfRGvZv5o43Jgq0m+f8aB0XHP3ioV8YJMlC7KWM8+i6OL+ui0c/Rr8IGBi4ZwghuuFvfA62Phv3bu+2wJr5RjHLkJ+Jte0SCB7Tdly8mnP+4hnOXzzHC6+d4o2dFXYOK+omxXuBUB6dOkalo8yhqGB5DEUpyAuFAJwTeB+YzgRtpwhKkSSS1RU4sw7HjkkeOOVZW/Msjx0g46ZTUpFIRyqnZGpGltoYYitL0vIkIluB5ObNapyxdHVNV7e0tcU6QCSkeUJ+GxU0g9APvKvpk+h+93ejO/4rX4nid7Q1bJ8hv7oay92OH4/C/thj0SW/uRlFezaLFvv584sEuqONano3eS/AfclbL+z9QuKo+DsXrfXd3XjbttHq7vvQJ0m0uvu4ev8+R632ftHQ18f37nxjFguPPlzQLzjy/M4m4w27UQ7cNsHHbnTXPwU7T8a2s932fO/2DJJVWFqOdezeY1rDxUuKr7z6ABcuPhCFfW+D7cMxTZsRUAgZ0JlnvCQpskA5ThhXISbYVgoIuAC2E+xNBMao2AhPS9aOSVaX4eQpz6mTno0VQ1X5mAsjJEKlJEmOTg1ZMiWT22jZobNAWlSQHou71anFKtxa6BpDV9e0sxZn42rduhQvRxiXM60TKgebt/FRDkI/8K7j4AD+7M+iuH/+87HRTG9x99b2aBRd7idOxLay587FGPujj0bRL8somNvbMVa/txet4p6jrWVvrWUvioWw90l7vbBLGQX9xo1F/L/rojALEYW572bXJ9T1Gf19S9te5EOIr9vfX4xxtK/90Xn1wp6mcQHQx/XvIL/JsBvlwLeKs7D/PGx9Gna+CNNX52VwHqggOxZbygqJaS1ffTnnmZdP8dzlM7x05RRX9jbYnaxQtzmeBJkIMh1YXlXkBVQjSVUKihKKQhGEwluHsYKdvYDzEvDkuWR9U7C5ITh5wnHqhGdtpaEqY9NVoRRITao1OkvIkpZM7qLFAVq1JKmM+QHpsRhKUFFqjYGuga7u6JoW1zaAw1mwaDpbMmtyWqOoZwbfNiQckq574PQ7/lgHoR+467EWvvjFKOyf+ER0x+/txce9v7lhzcZGFPVz52JW/KOPxs1gynKRQHfxYnz9bLbY+rUXzqOWcd+BrhfUPrntqNWdpnGR0Ter6a31Pjmvt7ZHo5s9A/1rjybR9b9rn7XftouyvH6cXtT7rnhZtlgQTKeLckBYLD7uBMNulANvG1PD9hdjd7rdp6C5Ct0UZAA5imKpFF0jeeWVMV+5+AAXLj7IS1ce5I3ddXbrFeoux6ORiYoJtaMkXr/LgqqCQkuyQuGFwFmBMXBjNxCsQ0jBqISTJyXHj0lOnJScPOFYGbcUebSwhVIImZNmKbrI4rUlJ2iuo+Uhii4m+qVjSE9Ey10qTBdop56us3SzFm9mBNfgrcW6QNtpZm1K02qaFoKbosU2ebrH8WSfYrRDIhqqYoVB6AfuKUKIcfHf//24X/uzz8b+8V23ELE0jaVvGxtxh7f3vjcK+2OPLdrPeh/d+K+9FoW9T6DrBbgX9r7+/NaSt158j8bZ0/Tr4+zWRmH3Pp6vVBwHvr5e/hu5429NouvL+3q3fl9n3wt7kiwWAoeHi9h8f34/17uwvG7YjXIgUu/C9c/Azmdg/3zc9tU2801gCsg26GzCC6+u8uzF0zx/+QFeev1B3tjfYHe2Sm1ygtBIlZAXkqUlSVlKxmNBVYmY6KYFQSS0raK1hoMbnhAcSnnGFZw7EzhxQnHieMLJU57lcUeqOggglYgWe16R5ZoslzHGLvbQ4RLS7YPrE38qSFYJaoSxgvbQ07U34veVawm2w9sW23kaI6lbzawt6IwmINDaUqZ7rIwPKJN9Er+PCAbrJJ0vacIazm2ydhsf9yD0A3cFe3sxO/6P/gi+8IVYttbXjPeiV1VRxM+ehfe8JybPffCDMea+tBQFfH8/us1ffDGKcS++RzvQ9UJelnHMolg0pYGFS70XTGvjWH2zGmsXogxxfkVxcy18n3nfW+J9clwIi3a1t7rjjybgHZ1Xmi7ec39/8b635gP083838Fa7UQ47Ud6DeA8HX4WtT8H252HyVej2YnMaEpAZjV/jhSsnuPDqg5y/+CAvvfEg13bX2ZstU5sSVIpUirxQLK8oilwyWhKMSkVRSaQSOKfpjGTWeHb2WiSGXNeMlgJnT3tOnZacPJVyfFMwKlsUhwjiBSUlpJmaC7si0xadzNDsI+w+1Icxb0BGyz1ka3R+RNuldBOJsZKAwFuLdwbbdjSNYNpkNN0SnS1AZWSZoFwxbGZTMnFAEnahO8B2BtOmzNwahhKSkpCMkGlGUd2ea24Q+oE7QtvGbVw/+tHYavbllxdZ6H2ntyyLMfa+pewHPgDf//2LbV6PxsOPbgfbl8717vj+yLKbN4PphfHWLnQhxLGuX4/j9zHvozH8frx+AXG073y/UOg9Ardmx3fdzfH93h3f19j3NfVtu6gY6L0QfZOcfgHwLuNt7UY57ER5j2C7uBPc1p/D/lNQX4nd6nwHUjNrSl689gjnXz3L+csP8vKVB3hjf5W96SqdLfAyRUlJXihWliXlWLFUSooqoRjFUrem1Rgr2DsAaxxKthSZYXVsOfGI5fRJw4kTguPHE3LtEaFGhBa8QznQmUIXmizX6FyR5ZAqg3C7YCcxhEAAmeGLB+lYpfXLdDbBtBIQeA/edpimpp521LNA3eQYNwalKYqU8ZqnzBsyuY1yu9DtYg6ndK1l6hOszwhqRFAlKs3jfIqE0UhTFI4sb7kv9qMfeHfjPTz1VHTHf/KTcOFCjJd33aIWve9Ed+5cFPYPfQg+/OEo7CsrUbxns+jGv3hxYRV7H4VQ64UbfjSKt+Nx/Pmou/xoAl0vyH3f+D4zvnfH9+7vfky4eVFwtF1tL+zex4VC10XrvRfq/rV9D/te4PvFRX/+wcHNIYqqWsz1LnTHfysMu1He60yuw9afwY3Pw8Fz0Wq3B4BgOqu4cOW9PPfae7nw2gO8cuUU1w7W2J2uYGyOR6ESRZYKlpcTqlESe1GMFUUVy+GaNqG1ntm2x3lPlswoipYTxwwPHK85tml44JRk45hEqAQhAgIL3pKIgM4luqzI8jzG2vOEVIvohjf78egm4B0upHRhndav0PkS6wQQ8K7GOY9pWupJy2xqqGdgHUiVUFaK5bGiLGbkSYPwM0J7gNk+oJlN6WzMqkekkBYkSUZW5eSFZDR2FGWL1jMS0WKajm4SsO34trrjDUI/8B3j1Vdjo5o/+7OYTNfv0340O355Odaxv//98Jf+EvzAD8T7a2uLePiNG3FhsL+/iLM7d7Pg9tZw3672aDMZWMTIjzaq2dtbJNA5F297+jh7nyXfu997d7zWC49ACDeXvd2aS9DvaNcLfB8/7637w8PF+Ufj7EcXD+82ht0o7xOsgRtfhO3PwO6XYHYRugNwHZOm4PxrD3Hh8o9z/spZLl49wZXdDQ7qEa0tIShEItGZYGlZUlWK0ViQF5BnKcZLugbqVjKZBUTwZLlhubIc2zA8eLLm+LGOk8c9y6sJQWQIWSKFA9+R0KC1I8sCOlcxOz5PSBIL4QBcA5N9MIfgplgDrdV0vqILSzivAYf3W1gn6FrPbGqpp5amBuc8SQplIVkdKUZjRZp4JC3BNnR7h0xnNV3dxDwaISHJSJOUsswoRgnjsSArPDqdIkODmc1ob9TsNwbTtgRvwLbk4zXKB7/vHf+ZBqEf+LaxsxMt9o9/fBFnb5pFnL3Pjj95MvaK//CH4Yd/OJa/bW5GcWvbm0veehHst3Aty0W8vhf4fvvWo01ijibQ9Z6AyeTmUrymWcTwkyTODW6uZ38zYe93i+vL546OU5YLD8DRjH1j4rnT6dcLe/9+tyPs1i7i/l0XmwEld+gKH3ajvIeZXIcbn4rNaw7mLWfNAQfTnAuX38uzV36UC68/zFevnOL6/hp7zRKdyyAolBKkmWJlGaoSxiMoCxCpwBiJMQmzmeJwJkiTQJk5jq05Tp4wnDpec2qt5sTxhjQJBBKEDDFxrpuSyhotp2TaLAReS1QqIQgwHmY1+Amhm2Hals6kdFbTMcaLiiATnG9x/gZdlzCpJe3M03Qeb33M8Sk9m6tQlYpEK4QIeGvpJi2HswZTzwi2IQgQxGY3RaliTtCoIUtn6HQXvIlldns107rFdF1MSLQ1qTygEodoDtBiH8lJ4O+84z/ZIPQD75jJJIr6H/0RfO5zi73V+5KwPlms3wTm+78ffvRHY5b85mYUQefiAuGVVxZNZZyLoni0QU1vpZflwjI+6so+2iI2TRcu8GvXFnPqS96OluR5f/Nucn09e5pGkewFeTa7uff80Qz7o8l9vWj3/ea7brHfPNws7EcXD98qISzG74+jiYdDZ7yBbxvOwo0nYesvYO9JmL0KzT57+4pnLz/Ec6/9R5x//X189dpJtvY32JuNMS7FIVFKkGnJ6pKgHAWWKkeSOIRKsDbDuIS9qUBJQZoFxpVhc+2QB0/WnDo+5fTGLkvlBBEMIhgQEtml0IFOO7RsyGjR2pPpgM4SZJrFbnlSxB3pmprQzehaE68Vq+hcRZAbhKTCSR2/HxrFrE5pumi9B+fJ0pY8dywveapCkmQapMaagOkM090ZdjYjmBpvZyTSoxNDVgSqysbWuUmLTiy2C3RTR1N3HNSHuLaNm9mEGi0OGSuDTmu0bBHSYWxK5zL27RghVnjnDXAHoR/4FugT6P7gD6KwP//8IlmsF880jSVvDz0Us+L/6l+NpW99k5q+Z/zly1HY9/bia7tu0SzmaP16UXy9yxtuzow/2lp2a+sbl7z1mfF9ol//2r4rXZ+81ze1qesYKujFvRfqXtj71/YehqMW+5sJ++1Y7P1n1B9H4/5HewDAIt7/Lo/nD9wpQoDJFZsR4CoAACAASURBVLj2Sdj9HBw8R5husbsTePb1c5y/9Fc4//rDvHrtQa4drHNQj3BWR2GXAZ0LVlYEo9JT5A6pbNyq1SfMGo1SApUEct2wuVpzfHPK2WP7nD4+ZWN5Sq5bRHAIAkIEcBkqTUlTSZZ2UQy1jcKea0SyGreaFfMuVt7j2yndrKFtLF0Lxq+AynFyhFMVFkXdKqZ7is4o2sYihSXXHaPCUK5Z8lyidEEgx/iEpg10ezW2PSS0h9DukqopGS2ZbhiNDWXWolNL4muM8XT7lknd0TWWYBsIBiUtOjHxyFz0TgQRQwZuiUO/xKTbpAsrdGIdr0uWVo4PQj/wnaFt4Utfihb7pz4VW8MeTYDrLd/19ZhA96EPRYv9sceisI/H8brb34815zs7UdytjULVC25RxKY2fSOYvrTsaIz61mYzXbcoeZtMFsLex//71rd9yKD3DPRd7Xpx7jm6v/vRWH0fJjha8ta7w3tXeZ83AIvzjtbNvxP6RUN/e+t+9v0CBRaLgNns5nk79+4quRu4g9RT2H0iZsjvPYU/fIUb1wTPXnqA5658Hxdee4SXr53l+uEGk2ZEZxRCSKQMFIVgeRWq3KJUIFGWgMA4RVMLdCZIU8/aaMLG6ozTmzPOnD7g1LGGqvSkqUP4juA9UgiEUqhkRJoJdApZ2pCpCTqbn6tSIIvd5gIQLHYyo2tbuiaKqnUShMJRYEWFcQWzRjGrobUzbCdRsqXUHUu6YbTSorOAVBIfEoyRzLY9XWNxXU1wh9Adksl9KqYU6ZSRPiRPO7SqEVi6KXT7kv1OYqwC4kWbKkuZgC48OhOoNMOLgs6tULucna5i0i1jfIkJFaicVOekuWAt61CyIa3qt/rrfVMGoR/4Gt7D00/DH/9xzIx/6qlocfcJdL2wr6zEfdgfewz+8l+OSXSbm4uSt8lkEWfvy8qci+P3ce+NjUXWed+k5qjF2wt1L5h90trOzsKL0At7f34fYz9qsffCrNRi7H6nt17Y+25yfYLg0tLNZW/9wsHaRQ/9/j37LPp+nu/Eiu5DFUeFvbfWjy5wem/DN/JW9PPowxDv1iS+ge8S3sPuc9Edv/NZ/P5zXH/d8+yrp3j29Ye58Np/wsvXz7E1WWdWlxifIELv0TIsL3lS3ZEoSJQnBIn1AiXjSntcOtaXpxzbnHHmxJQzJycsL3t0EkiUA+8AixQGYQNJokhzSZYTY9hqG61a0sTO93TW0R3vVQxbdZau7WKMu7N4FzXfhQwbShpbMjUVbafp2gQXJGnqKHTNemWo1lt0YhB4nBMYIzg4EJjO4M2E0DVIt4+Wu5Rhj1IfMKr2yJIZWjU4p+hsSlsnHNoM5zSIBCFlvBZHoLOMtCyQqcZS0tmMwxamtaRuMjqXYkOOTDLSPCXLJMtJg8DRmSnGSnZmGuNSRk4NDXMG3hnew3PPRWH/xCeisG9vf32S2mgU4+wf+AD84A/Cj/zIoklNn+i2vR2z7Hd3FzHxoyVvR7vO9Vb70Rj10ZK3NF0I+40bcbx+l7e+lO5oc5ne5d9nuPfC3o/r3KI9bD/W0e54y8uL7nN9uVwfAz/qhu8XEP3xdXXsfdZgCMxNjZt/BoIPczEPXxN15xargzSFPAEhBbFGV2BaSeNEzNoV4qZufkfLBgcG3pLp1rwb3V/gd77M66/WPHvxFBcun+WZS3+Xi1tnuHGwybQt8CEBEUgST5paRnlHmjiSRJCoAILopk88ZW5YGls211pOn6g5e2qfzTVDnjoS5UmTjjDfKlY5Cw7SJJBqT54rdBrQSYdOWxLp4v+5TEFkkIzwzBPmaug6i2k8wRm8F1gKbCipzYiZWaY1GZ2TECSZ9hRVx+rajCqZkogZ+BpjBV0TmLYS0wF2SnAtKftkfodc7lLJbaryAK2mJMpiXEbnM6Ztwa5bJ4gMkgKVleiVBJ0qdJWTaAUqw9iMziRMWsFkP6E1abzWQ0aSa/RqyWhUkpUV3ktaI+hamHQa4xVSa5JxQp4rllPLaLn4pn/et2L4iriP8D4mzH30o9EV/+Uvx6YwfQe6EBad406cgO/5npgV32fGLy9HcW2aaFlfuLBwnfdWaV8atra2iK33TWq+US17/1jfq70X9q4NzGaB4KNISuHRqQcVSBOH1oFcB8oyzDeY6cVU0k1h2saynKaR0XgQAiHmyXwjR14EqjwglY+7YRHoDi0z5wGH8I40NVTSkiYGnRoUBloHjYHgIMTXxVVRIG68wVzcBQER21hahTEqruDtPBEAETOQtSRFAQqSBFun1CGdi3pCkiq0VugM0jSQaoEQvegr8BKMAub3+0MOPvv7nnYWS96ufRK39QSXX5nwzFeP8+yr5/jK5b/FpRtn2DlcZWpKrFOgBKmy6NSQJ4E0c6gUlBCkypGkhiozLFUt66sNJzYOefDYjJPHphSFRUuHTg1SSYL3gEd5izDxetUpZHmK1mK+qA9I2cX/VVGCjDu7WT+mo6BrFd3UYudJa9Z6rEvpnGbaLdGYcaxv9wlSBsrcMs5rKr1PpvZR/hBvOkxrmR1IuhaccwRnEH6C9odUYp9CbjHSuxRp3JBGBEkXcjo/Zj+cwthl0GNIl0nzgjLT6NShc4lSAe8Fnc2oXUo9TZnOAl3rMV1CEAmpjouA1WMZaTHC+IKuc0xrx+5eh7MOpSw6FVR5QCfha4sjX1uYtji7Dg+97x3/KwxCf4/zyivwsY/FWvannoIrVxYu76OJaadPx1r2D384uuPPno3bumZZFPCdHXjhhXjbt4E1ZlFb3tev93H2URWFOU08BIcIFq0MWhkELW3tmW5brh1a6qmhrR114wnGILxBJQ2ZbBC2JVEdadJQpjWlniHpEN5D6HDOU3eCthXUbUprFAGPCIIkMVS5JU8tZd6RaWAaRdKFlNZpIJr/Skl0rkhViDFFrRBOzjN3JfQLiSDmzehhYbUDwWGMwLhYItQZhXVy7g0ISBVIpCMmw0exdl7ReAUIkAlKyhh/zyBNJWkmkUgwCfgUTA5NEbe5lOk8+SiNbk2V3SzuQoBev2lLzIF7HNPBwQtw7dOYa3/Bq8/f4NmvHufpVx7imYs/w+WdB9ifrTDrSpwXCBGQwqKTQJ53UYCTefZ6MiNPDCtLE9aXJ2ysNJxc2+OB4zWjqkWnjjQBnXjEfPUuBchUIAmkhSDLE7JyCV2W6DxH5yJ6qoKP/7syIcgc40s6P6JzKV0b8KYmmBprGmynqbsxs3ZE6ys6N8aRolVHsVQzTqZU6Q5aHiDMPq6tMdOWw9bSNRZvPMG1qDBDs0el9imTbUb5PpmcoVODCxmdq2jDaQ7DKk6tglpB5Dk6rxjnKnrwlEFKYiMdp5mYgsk0o27y6KHrPErZmDS4qlgpFEIVdD6nMwm7tcPsWYKbkiaOLBMsr2l0VqCExHsf6+Z9SwgWrQI6c+g0kI5ub+E+CP09xuXLcSOYT3wiWuyXL99ssR8teXv44Vjy9iM/EsvfVlaiSFsbXfAvvxyF/eAA2jb+I+vEkmWO1ZFlZdmRJYYym1FlNVrO0GKKsDVip0HLQzT7uPaAtrYcTB3TQ0/deOoptFZ8bRGQqI6MNl4o0qKTljKbd5aai2oIAuMSjE2oO82syfBBQvAIGSh1zZpuyZOGPO1QMv7SoZXYmaIhWtKS6BUYaxO9A0lApgo6DUkJMz2PCRZxgw1VQFpBkoEagdIYV2K8jkeXYHxK8IAAIQRJ4UlEtPSF93ig6xzgwXuUsKTaUMgOnVjSxM7j6nPvQJDQEq1z5hY8ApgnCHgxX4T4GO/0DoSNt66NPcTP/V1Y/57v8n/gwHeNEODwErzxabqrn+bl8zd4+sU1nn7lHE9f/imu7Jxmvx7TtCUBgXMBmfi4OYsGnXtK7Sm1IdMtq9Uh6yuHrI8nHF/Z5cTGPktVoMgCulRx8aklIslBZcgkRUhNohPSLCErMrJCR2HPMtJcR0+bN4AHIfE+mWeX53Quw7QQ7BTXzLDdPl1tqBvJrMswbpXOVwiZkCUdRTZjPb1Mqack4QDMPmY2o9trmMw8pnUQDME0aDkjl4fkckJVTamyA7TqSFKBcRWdP8OUNXbVKiFdh2wVVYzRWRIXJdqRJg5cgzGCrkuZGslklsTeGa3Fdg2JaNFqj0p78hWPlyVdGNG5gq3dBGMCIsxIU0+RC5bWEnReIESCRxJcrJ0XoqZQM3TWoZNYgoiIrXE7juHUcW7HeT8I/bucq1fjZjCPPx6F/eLFRZOavuQty2JW+7lz0WL/gR+IiXSrq9ESDz6wu+N47aJh67rjYM/S1I521qDllDydsaoPWVs6JHUHVNkeldpDTw/J5CFiv0GGBp3MUKGhM4LOCHaajGmTM2szmlbTuTS60AGtLEUaSNLoks61pSoMKhVAAkFh3Ap1SKibjKZL57G3aFFnumN505IpQ5510XMgMgQBFwTOC5wPCByp6iiVQWsb44yym1sVYpFZRy+YDYQmCmsQBA/GZxi/hCHHhBwbKkJSQVogZInISmRSIlQGIiUIgQkpEEVapSo2/1iZW+opSDH3CngTe4J7E9+7OwB7CGY3CrarY89t18btPEMzb6phwEwhmNg7PMy/THExdukUqTqDGIT+3mK2Bdc/S/PqJ3jh2Td46sIyX3jxEZ6/8jd4Y+8YB7MlGpthbcwglcqTJZ40MVSlZVwa8rxlqZxxbGmf9fEua0u7nFg9ZFQ58sxTVSlpkZOVI1KtIV0CNULqCplEV3SqHHkpoxeg0Ggt4x7sws//l2uwM6wVc1Ev6FyB9Ql4h212sG1D07RMZwmdkbSmxPoRKlGUuWVZH1DpS2SqQbl9XDfB7M+Yzjq6psM2HSF0iNCRqykj2VDomlE1o9AdWnsEko4xnXuAfbES3fDpCPQSaZFRFgU6T9GZRiUJgUDXeZo2ZfcgZzJbpzNgjMAbQ5rM0LJjZdyhswTjxnSMmbkxe77AGYsKLTppqUaxfj7VCYEE7zwEi2/30bKmUFO06tCZRSaCQIoxKY1bojMVnUtx1tO1jmxsKW5jf6dB6N9lXL0aXfEf//jCYu/rxnth1zpmwZ85E0vefuiH4IOPedaWDaOyQ4aGneuHXLswYetay+62pZ7MaNuW1E8pkn1W9B5r+Q5atpTpAaPkEN015GmNsALpQacWbyWd0bSuYNuMmcyOUduKpsvxQiGQMVs/94zSWHqTJZ6yNGSqQQpD8B5jA61VdDNB3aS0nUKEQBCxiUSpDWtVS6odqXSoJAEhCULjSbCkCGKnqjyR6EyRZpIkVQip59bvPOkt+IUrHh9FM1is8VhjMSZgbcC0Ppa1BQ/YGNtjChwghEIoQfApHh1d5IkmyXJ0KknTJCYcyRbpDbQdHNax7aarY29t2wBtFGo3v/UGmFvmYV6uMBdw8IQgcE5ibIJxGuNTOpvT2eX4ZWozOqsxNuXR95a3sQ3GwF1BcwBbn2fy0uOcf+oqTz+3xhdeeg8XLv8E1w+OcVCPaDpNCIIgQEtLlnpGS4alsmWpalmqZqyPdzmxtsvqeJ/N8R7j0qAzQZ4nFFWCrkp0XqHyMSKpIKlQOkdKSZoasqQhyxp0SkyeK1JkkkWPU5iBt4TG0xlJZ9P4f+jiVrLeBWxXY5p9mlnDdOrpWknXCbxIyHRLoQ1LxRWq9ADNIcI12LrB7LXsTxpM5/CmI7gOJWMN+ij1lEXHqOhiEq8WeKHpzCZtGHEYKpxaApkhihJdFoyzAl3l6DyN63xr6FrH5LBlOnPMmozOxp3oJJ402UNry3JpEUpifIFhgz27gmlGBKFIZUuWNCzrGp2CShRBruF9lNcQWrRs0OoALWpSeYjwDu89ncmZmJyuK+lMivOBrg0EbwlYjJEgNLK8PakehP4u5+rVGF//0z+FJ5+MbWUPDhblakmy2Jv97NnABx61/Ac/ZPjQ+yasVLuMkxsk7gYH27tsP9dwYcuzt+uYHHq6JqCSliyZsZIfsFodkqWOsmipstgRKtceoRSJUgRZYMM6nc/obM7BQcVsmlO7HOvm+oklTR1ZbtDaoBNHnszQqkUnHd6D9RI7C8xcSmdTmi6bJ5gJ0jRQFpbxkkengiQRpEpFl7oXIGPCnQcS5dDaxm5UqSdR8+5ZiCiSrYea+cQk+I4gJLbz2JBgrZwfDmscwVm8t9g2IFTc4Up4My+vs8gQvpa4J5QhFTWJ7EhlR6paEuUQ07n/fp4YGJPkmCfPze/DvGYPEArvRVysuAzrMyxjjCux5JhQYRnF7TBdRW1KOpvT+moexkhxaKzXEAQeFV2CAc4uf/8g9O822gnceJL95x/nmS9v88VnlvjcC+/jpat/na2DWMPemhRPzEVJsKSpJ887ysxQZB1VVpPrjko3JGlHpj11o7j4xiZXdzbReYrSKUWRoosMlaq433ouqHLLqHKsjltWlzuWljyFtozHCXlVotKYSwLxmumMxFhN5wpMyEEVWJ9incXUM6aHLbNDg2kFxmqUzMm1YbzUUOY1hdhC+V2CbTDNjHavZjKtMW1DsDXBG3TSkSeOvOgYlZaq9GgtkInC2JIurDCxBWaqCTIDVaJ0ha5GMYxQjUiLMagcYxM6C5OpZDpLoqfQSKybf5+khlF5SCYnOGu/lkS7NVnB+hyRVqRpoNA1S8lhLKmVKrbPVSuQ5IgEssSg5RQtJiQyLoSMkXR2lak7RecqnKgwwWFtQ7AdzjQ4Gxf63qcgU/QoJc001frtXcnfstALISqgCSG4b3rywLfMtWtR1B9/HJ54Al57bdEQBhb7m6+tGc6dNXzPI1N+8Huv88GzW6zll1iWF0nNaxxeMuzuwYvbY7YPSg7rjM5olPCUWcdaNWW0WlMVUVirUaBIJcVYIajwQWOTgraTGK/YnxRM25ymTehswNuAwJMoj04c47GLbqjUReETHZ6ANZLWZUzbav4FIACFkAqtA2lpWVsJMSs38SjlEUIjQ4twHfgG6TpSPyFVE1I7JQ2HJLKJrTkbG0U92LnlHfA+YG2Cm7uwnRdYn+B8rH11XuF8gvcqhr+ZZ+1LgRKxwcU8vI4ShkREEU+EI00diTBI6WNCXJjH0JPYT9cH8CHBWoX1OTZorMuxIseKEhvGdIxo3Qq1X6ZxY9qwinEFTuh4vpEYr+m8JDiNReGcIgiBICBlXEgIBGrelEMlNj4nHEo5FAGSt97Hdnq008/AnaGrCde+wI0Ln+SpJ27wmS9t8IWXHuPl6z/JzsEa+7MS5zW+XyACqfQkiUMnoBNIEk+i4r9/Z3Jak6OEQwpPkkhUKlBKIqQElcbSOAEeiRICIQOJ9CgRkDqQykCiIZWgUkmmHVo7ytxSZI5MO6pSsLzkGS0LqlKxNO7I5IQQOoJt6RqHs5Y06SizjhVdUxQzMnmIDDNsXWN2DZOZpW0anHcE2yFwZKmlSgLlcmBUCYoyQ6cpQW/O49+aaaewRoFMQGWko7kbviji4kVrgsjoOkljArtbjsmkobMpxiq8l6TaoVPLatmhRIc1ns4lTOqKHb+OV2NUNkbnOaPMoFX8XkN4nFuKyYRIEu1iro2aotVVpG8I3tK1ktqmdK7E+AwbKoxPcMZCsJjugBA8wTlCSJDZOnpcoMuCskrmyZEWLXZuu4jmmwq9EEICPwv8LeAHiSlCmRDiBvBR4H8LIbx0e9O4f7l2LYr6xz8On/98tNj7fu8QBShNG45tes78/+y9abBt61We94yvm3OutfY+zT3ntrpCQggJWbIEVsD5EVJyiMsV41AVVajCqYJUXDZBCSkqf+L8cSo/EkyVk8JOLGIcYzoFMIWNyY0gQGEDBgUkGQmEkBCovdLtz9nNauacXzPyY8x9zrlX3W10r3CZr2qds/faq1/zm2OMd7zvOx448NqXP8o3vPoPeM19H+Ha6mMch8fo3CnnNxI3TjZ87Pwaj9y8xnZaM+fBdNmpcPm4cOnSzNG6sR6U9fGG9bDBR89UexTHoSZODpHd2DPOiWkSxlkoGWKoJrFxhePhQAoTIYwIheQytVr2uxuF1jxVN6CC0PBuJrpC53ZcTluC3xPZ4pgI9YA/zLArOJkJMll1LJngp1tMVxAoBre35pg1UVugaqC2jtIuGWTYekpLKJ7aElXDIjkLRpILDecsQQm+4YPgveKjMe+DF3zXEWKHCx3qI6VGg+yqcJgbpWSrZubGYU4cpjVjWTGWgaydVQizkqdMniBXYS6OUoO9NoUmAcGjElBnF1yHuIjzPTEGQlS8F1xQ+mS6Ze89LjrT7SZH6AJd7wnBE2LAB/AxEHxjffX604611ho/+ZM/yTve8Q7e/e5303UdwBtF5IP86V5+adY80R77LT79r3+N977njF999/381h+9jo89/p9ycn6FiQ4lcBsVajgqXSgMaWboJ1Zpz9GwZ9XPJJ9Z9ZlVd6DrZjZDY1hXhuRJfcIHB87jXcCFgASPl4Wf4sTaYyqUkphbZHvoydmxPXjGURgnx+mZZ8odpRpaZN0kR2sG4znJRCnEOLIZDlxZC9eOTrh++QbXj57gyuomczxljidYtVrRVoGKX9C4TYL1FdgcB7rhiLi5RIn3Mbc1h5I4zY6W7b24EIibxNB3pPWatNogaU3TjjlHzqfG/mxivy3McyNPaiKUTkmDcqnLiB6Y50qe4ebNjqzHqBuI/UB3+ZjVKpA8eF9QnWkKyIDGy6TkWEfzsI9skbqljmfM+5HzqTJnJWdHbZF5TqhkVGfyfAJ4WjW5UwhC6nr6S721T5KQ0kh0J0g5pe1PmPdnbA8Zly6xef0rn/dh92wq+n8B/DLw3wMfUNUGICJXgbcA3yci/0xVf/x5v4p/i9ZnPmOB/Zd+6faEtwtWvEhFZCZFuH51z8uvPclrX/aHfN0rPsCr7/sE148e5XJ6EieZ3bTmqUeu8sGTV/D47m520xGlrnHRM6zg8t2Fy1eUy0fK5hjWgyLeodJRNbAdA4+f9cxVKbOw36sxRMmEuse7c4aw51q3Ja0ONs/ZZdDMPEfyXhnz0j+g4nTGMeMZ6Zno4xnBzwSXiW4mkPEUpCmBbBWya/Z/tP9d8AuUHShtTeUae1lRdMOsx8x6hTneReWIKhuqdCg9unhcOw8hiFUmQeh8I6VM8A2nE97ZicW5ghZFqZS5MBfPlE1ZsB89+5PAbuoY54HcOg55w1xWTLVnyh25eHKFVpU6F1QPSJ3Q0mhiFb0LgeAF5wPRZ0KfcTKxlglPxrtGCDOxr8Qw0/eV1FnwjingY8R3a+KwInQbYt/ju4GUAjGZu5gTG5PpnNjFg0jABY+4gOufvr3f8pa38E3f9E187/d+L69//etxziEi7wf+In+6l1+cNY7UR9/FH77rXfz6r8889K7X876PvYYnzv46o654+inYuCBJRtbDlivrLZfXp1zbnHL1yo7oGk7M+8F5QXDEIBATzneIHNHCmr3rOGiHzAHfHE4cLgkdDdeU4NXM5tSZnaxAS1BqJWrDJxOZ1GwT5Q5zYD/CuG9M+4mxVKapoLVRS6a1ykHNyeop4ONtjbKGdh/OqSlqfDYf+dXIlaNzrl8+54Frex58Web+u3uu3GtBuyRhnCtlHm3SnFZCGOk7T1pZUA+bKxCvUNwl5nrEzdyzfVIZD4V5Vkp1BAexh/Ulpesabd4zb8+Yx4knnnKUeoT4QBwGVtcH4qKNR2daPUGLQlYkebpuIR0mJUiGsiOfb5kPB3ZTtecsjtwCpSRQpdZCLTsoEy0X0NHkxsmxWkE/BFKfLBnzDepMOTkw73fsp2ys/twWxNHRX35hALrohe3X57uBSFTV/EJv81KuN7/5zfqe97zny/0yAPjkJ03udjG69bHHFvvSmhEpZvUaZ65sTvjKux/htfd/iDe+/AO88p5HuX70BOu0I0vi9PwKj23v48n9/Zzsr7Odjyn+iC4JR8fK5c3E3dcLx0dlCQY2f3l/COwOukBp1TbD2BDd4dsBz54ujgxxy+BHRDJOJ5xm5gJ1btQCrRQL5j4bnO0y0S8DJkImSCGESvAVv4yODB5CVIIXQgyElAhpQN2KGi5R3N1U2VDcEbNsmPIRs1pFXgnU6qhFgWqQtJvxUvFO8MGROug6T4geHzw+BJwTRCqtQq6JqSbm3DHmxNk+sT137PbCNDYOo7DfB8ZROUxKmyu5YGY4CNoypZrRTnCQeiXFgIuO0EViSKQ+EJLQ90KSiT6c0flzkp4Y6uFtaEVIjugdIRoPIbgJz0yQc7zOiGs4Mf2/eG9Jj2LQpAQIvZ19/Qa6y5CuQLxs3AXX2e2Mxr+Y+TRIl5frbeWcic+w8xOR96rqm+/4/U/38gtZ+y3jJ/8l7/6V9/F//ew9/Mvf/bN88okH2LdLPD2oX1TrM0fdGVfX51xan3Jls6NPldI6k2xWR3UObaZBd94jEpGQ7OJXhBggJFwQohdiMki/T43UNbpO8U6RKCQfUBUkCNpskItrGXHWihNR0EIdK3U6RcoOzedIPSe6PZ1siXEktEwDxtxzuhs42204HzeLyqZnbolaDE2r6mkkxAfUJzyR5iOKQ6QRXSXGmVU3cjzM3HV55Nq1iXuvNx64H+65L3H5as/qOIE4Sz5GZZ6KuUqqoxscKQX6wRE7b2z/w8i4H5mnRquCj4u2fz2Qup4YCpp31GkL9YC0yQyDkpohTsg4RnQ6Z55G5r21JMzhztQErdneK1VQrbRSUV0MvhKk5FkfOQvqnSMGcFLRfCBPe+b9gflQmHOlqflpOLFzW0qOFBpx6JD1y+FVf/ULHnrP3Mt3ri9a0T+bTf8n6cTw5Vy1wu//vlnKvvOdZjBzcgLzNFNbNWqWq6zigatXbvBVd3+C17zsw/zZBz/MvZdvcOXoJrn0nJerPDm9go/c+HpuHu5hVy5RdMAnz2poXLmn8MDVmbuuFIYO+q6iTRnHwP4A5yeZed4yjRlpE74e8H6m45S7dM6hPwAAIABJREFUwglD3FmFqzNSR2pW5oMnq6dREQVxjeAynSvENNOvZ7xToqs2FMZbr9iHjtANVnnGnjAcE4YeiZep/ogiA4WBsUamEsx7uiZK89TsqVVozeFcM2g6iBnLhEzfOVLvCCHgux7vjvHBI9IouTIdTApzfvDsdp7TbWC36yyg7z2H0TFOgXESY7KKmMylecR7JDirNHroV5X+CqZ3TYUujqxSph8yQ5jp00zw1WZdRyXGZZTtksC4EHBxhfiEi3ch4WULIfAE6pn9n09MBqcYqU/rogYI9nvThXlfYKymDFg8wakFC+JY8HaLm55fW6CPawv6YQPxyK6/682wuuvW8fnMIP+51p/u5ee4dic8/r5f5Ef+0WP801/9Gj748Ks4m/894D94xg0bMBE5cHk443i1ZdPNNOfJZaCo53y6xul0D2agJETvECcGu0fBx4DTpcUkEKQRXQNphLYjUghaCLNJcPKk5HNlv3gziCiOmRAMNXC+4tWOK9GC6Iwsx5+XkS6ayubSasuqy8QoOBF8EIxkKrgwE/wZzj+K8wEfA+LXSDpmVy+zna5xXq5y82zgZOvZbR2HfSPnPWWsJl1TpWXPNPc8Mh7xqRuJ+hFzlnTe453gAnSx0XeN403j8tHI9SsTd1/fcWkzMqSKkxHqhJdmrpaDsDmCoQ8MR5EYAkKmnY9wOtKkkPzMumukuHBzyNRxz3w6cX4YmadKLmZ+lWuH+oSqJ9eAaKPpFlW3nA8cw9XIsBlI/Ya0HgipNx5wMQOf7eHAfJjIs6IaoR4T0kS/LqRofKeQOvPxiD2EY5MDDve/oMP0WZPxROTXgG9W1TMR+S+BHni7qs4v6BX8G7xu3jRG/M/+rPXXH3sMdrsDeTlVCkqQmaNuy/VLj/PK6x/nDQ9+mFfc+wjJFZzrGfWYs/YaHn7kbg6fvkwR85l23rNaFS5fn3ngcubK5oZpN2XHNBamMVOfGLk5jUzjjJQJp+f4diD5PZe6c1Zpb5pxX4luorTEnBN5tgNX7EXipRH8zMZV+i4TvBCj4GNP7Ne4dA+u2xD7FWHoiatjQrcipEhTR6lm9TrNcDo2pkMkny9EuKLUZpaYXire7wlhS/SNTWr062Wik/eEaHOplQsf+MZ0Vjndwvk+cHqeONt3nO9X7A49+9wtGvtArWISo6YIk5EEO6WPjU1X6a8q696qhlU/shlGVkMzDX9X6VKjW9yvvFR8qDjM6UoWn+5b8jdVtGR0VrRltDbruy9sd8Wh4lHpUImoRJpGFE+rjVYV1Wws/zLRWqPlSlUxL/9miIRqs9s3UBRt5nmgegDq4ri72O6iF7IHLgx2vvLfH1n9mW/5rOP2G7/xG3nooYc4Pj4GuC4i38O/5Xv5Wa3WqE99lP/nR36Df/xTd/Gbf/BVPLW7m8o3s3zwd6wCzHTsOV7PdH6G4GjF3OC2ecW+GoQefMV7peuVmKBPwtArsbNjMsVKlwp9V+m7Yiz0lEnuQPATtEzQgkimqVKLI2el1UYuoNU8JXJWcvPM28CNksjFqnsWOD96oeuUTVdZrSB2A8ia83adQ/Fm1eAcTkwN06+EoY+sj1YcXVtz+folLt1zD8PxZULXoWWmzWfM5zfJ28c4bM8YtwdOTwq7g2O/T4x1YLdfMWuitBVjrtQ2Me7hbJ/ZnyrzZBbZ8wiHQ2P7ZOQTDUSFpiucdOYT0PccrUaOhpnNemKzKawGZdXNDN2BfihshsbxsXDpGI4veVj1lFE5jJlahTqbZNZItN5G20qkBUCEWjKijbTGYPh1oluvSMOKtOrx0eyry5yZx8puPzEfMmWyNqcQiA7WR57Ue1IvuLBezLlMMWD8iWXk7oULl1+/oEP3ubDuLy1B/s8Bfx14CPiHwHe8oFfwLJaI/CXg72IOJP+nqv7tF/s5n7lyNjb8T/2Uydw+85mZ3bllpMu4EhyF5ApXVje49/IjvOz6wzxw9QZDBAkOkY6DfDW/85k3k4nQAk0rQiX5LcndYB3P6OWU6HbUXeCpR4THsyNXT64eQRb2dUNQvG90sUEL4K8gehlVT2seVUcj2KemAUGsdxWVrhMzb+k9setJIRI2CV97unWgq4t721hJ80w4QG0OEUW9Q2pdXOCM/+1QnFO6pHSxEkOhi5n1ujD0mS6VhZxnhLpcAuPkuHlqwftsnzjbJrb7xG634pA79vOKfelpJS6B1OR7Qcw5r4szfTdz7dLIZl1ZrTLroXG0mVl3mb6bGNJEF815zjtdIEpd3PaqBdFqTH1VaDWQm6NNnloTtXqaFsoMtUHNypSFkpWSsRPorLRaqRVqEVpTchVKUTOqq3ZfVUdTY/w2McauNo8u1RFNUVkCttr/qgspq1VAb1kB3PbXL0uMb2i9mGVrn/Hl1zVWn+NYPj095fj4mPe+970A14ArvER7+d+kpfPIex56Fz/w9nN+8T2v5LHTeyncD3zrM28JZCDTc6DvqpE+CbZfxORwQaBfTay6kRQLm9VMHwvrYabrM0dDJqXGkOy4jr6yupDI+Zk+jHi3JKLOzGAqbjFWsQltDkEc5BZoaiqXrAPTNDBmTy6KaCGGLQGr6lUcOSfmGihzYsprHtsG6lmkKYi3lsCwjGk+Pg50m0h3uWNYd7TYcWOvPPXRjPzRpwnyEYKe07kzjoZTjtIZlzZ77lnt6R9wxFc4SoucH3qeOht46uaaR5/qefLJnvPiKVUYxHH3pUK4C1SE6ISiQp6UWhtTVqY5kXNgrANzGyhtxVSPeWoKPDk33KkSPJbEd2YtHZIQeyGK4pyhGU7AB2cT9JIlMV0HfYK+L2zWBy4fVY6PC1cvO/rOM6wi/SaZr1YV8jRx2I/MhxPm3Z427aDtcXowL5JUSX0g9gEJG/PODytz3XS9Xfwy4+JiiZjvRj41340XsJ5LoM8iEoBvB75PVf+JiLzozTMR8cDfB/5D4GHg3SLyc6r6wRfrObdb+LEfg4cego986JRHH4fD1lO4sCEF29wzkBk4sF6ZN3TwUFrgxu4ebmzv4X0fdVapKRj0KogYqUakLs6QguKWilAW4dTyLHpnIrHMQ2EJmCLW1wEQy7TRJZhdSLHENqppwe1vYPIauXgkuXhGe0wFVP3yVt3F90DDkGaTgNsDiOfW87CMUbXxb7IEdmjqltfZLj6CZTUbfekU7yvON6LLhJhJvrJJI8Nq5mi15Wg1slo1rqxnji7NbLpM341s1jODG40BmyY6XwhTg1mYdsJBG945SnU0bVCUqp5SMZmdYlK86snF9LSqWDBuUDXQNFHV0dShzd1Ru7VbiYsN1amg1ZIeyTYMJ1R8qjiZ8VLwvljLRIqRE230jX03cmGOw8ITYInxnqagqiiWPLQGDU9t0KqjVVkSCk9TR65Caq/4nMd3jJFSCj/6oz8K8Kiq/g8vxV7+k7y0VD7wqx/h7/7tj/Lzv/0gj5zda4Qy/vznujUW2AtrPxFjWeDlYsoUbOJbn2b6NLHp9hxvZoY40ffFCKi+4QM4HCkVuqiE6HBSiFFxCMFlOz6nFZOsOGmerJFaO2oLzNVmwotbksgKpUXmokitlny2SmAkuS1dOJD8iIsNsqM2xyyBVoWCUmvFi6OLjaGvVD1Yb90FnChNhDx7Hn+08ZjMoHtSMPOaGGdWYWKzMle66AusCjU59n3i8ZPLIAn1NqvB+UjwSt81jq5O3PdgpYvWTz/ddZycr3j0iQ1P3fTs957tbAlMXDn6znF1GEirHhei7am6x8sZrZ5SS2WqHVPumOaO/RjYbZVpUg7bwulTmVp1+R6MpByCs3akV0uinDcPkF6IKRBiNFJssmTASybKnuhHEueswgmreMql4Sab/sB6mFn3hW4w+R9+AO/MB0RHmMVMsvwOJN2eU9Emc8jMI9S9/VxmWN0H177ueR/fzyXQ/2/A+zHI/m8u122e9zM/+/X1wB+p6kcBROQngW8BviSB/p3vhB/7Pz7Gb/xm5dNPbWgMQOR2QH/mUJCLKWWy3C5xYM1hD7clMXe4rnEn2VGe8TgWJPWO62QJ4suQ0uU2wp2PI8v9ANNz3wo2F4+xPLaTpeK+/drkjsfgjkdttx73Nvp78cMtnfkS3HWxsbVhL/YYcvGD3vExSLMfpSEiljI4cNRb7xExJODivTqJiIvL6zu69fqMM2pIhuqdw9YduIYsr+XWi3B2soSFG7EkOV5AQkNoOFcJorhFI++dEmLDuWwEIWeWuXFJPEIwy90Y6jJBz37uY8H5SgpCFyG4hkjEEez5pQErHNDEMrfWFEVoxeA8tFKVpQWhi1bX5E+lLu9c7WLHzDIhT+32ohffkT2+c42v23XczWev7/7u7+aNb3wj4zgCnCxXvxR7GfjyI3RaG7/xzz/M3/mfP8Gv/d4ruDnfA3TAVyyXz7oHMOGYWIf5lkok+kb0ZtS06rMdG11mCIUuFYI3MxuP4qMzZrzv0FBxy8CSGBtdEPqYrV0k4P2SOGqwVFLcQvYSXJuh7Qmt4FqlzJ65OOYi5NkZS92ZqsW5yTT3cdHZL06VuSSK2rAVJx6IiPNIBz56koOUFBc8Xhyzmix0Gj3zpBRpTJNSc6O1hNZqCUpSc+aMDgkJFyK4nuaSqUG80KeZLmWON4XVYPuqSw2/zLWPYaZzB47X5/yZVz5G96oZUA5txfluzc3zFefbgd04Mp9Z7CQ2Urdo/qOCV4a6p/qJLDOzKJqUJo45R3LrmebIfkrMszOrbMlElOgbQ1LWGxhWkdhFfFAahVxGpn3jcMMm4rViHCjnGyId3t2N9/cQoidGoRscfWcTNtcbON6YGdF6cPQpE91ECKf4ssOxx5Fvz+GWwKIrXrwCXmRnPBERtfUjIvIzQFXVg4h8FfCuO2/zgl7J518PAJ+64/eHgW94IQ8o8gQwwK0K/d7ncm/s/HTnujNc3g707lagbsu9jDgjzrzdhLZsajOrAMW5CtIsIIkiri1/b8t9FCdL6JYlIbgo6hcYHbkInG6p/G+jAhf3ux3qLcTfCtSYlSbNcTvVuP3eLcb6JVjbScgtgVVELGiLBShBjLPjBLeg0xafBKfQUHDNArKCeAtYpQjimiHYosvgGkfV5TWpwe3goDoKVtEggjZDRlhQBFVPvhX/1HCRSW+jJmqflwVNbiMkevsT02ZpiS6a41ufk15A7XceG7cTKlW9haSoCG5BWyxfsu/RSVsQHm4jPc4CfZCKl2rHTmgL+78gruK5SF4ugkPGiSUZ0Ihe+fonJl5151Gq9t18x3d8B29961vx3rNarfQl3MsvOULXSuPtf/MX+N9//BIfeexBGlew/fuK5fLMtbRDbgX1SnKV6POtQSfRWwLY+UKXJrqL65310oNA7AqpU7qgpNjoYqaL2bTvMVsySEW8mtmjNDueqhUItQFabY57M9SnNcjNU7KjNk8Ehj7T+8Kq37FKGR8gpA51icyGqWzYlivMuSPLQGsR14TBC12X2fSV1Wpm3Y84L5SaGOeO0iKH0RLRrhS0jLhhxDGZ97ybKa3nMAWm0nG2P+LsMHC+H7h5HqnFoaqEUFl1ezOn8ULxcC7CZz4TabXD+0bwE6uuLK04z3pYkbqNufUNiZRg3VnL4+qlkXvuOqdWGOfE+TZwuk08/mTHYYKSlVaF6M1zIoaOIVlCJtpYpRFhRziqHK8yXaekweFcYmorprnndNtzcup48gmYcoZ6wLmZ6CZWcc+l9Z4r1/dc2lxIgjs0djQ5sjkD1ds43TlwKI6zp4T8SKbmQssjqCE/yRdSEFYxMQzCqp85WmXWR8pmxaLo6Sl0BLfm+AXsg2elo18C/D9X1U/ecf0ngR8XkR/BtPY//AJexwteIvI3gL8B8PKXfzH3/8TtIP8lefZn/L4Yu9CMCesK3me6xQAmJWN7xgu4OjSCA1zFi5mYCg3xduI2KNgShAv4/aLPfAHhgzFiBVlmqYglBGqVwEX1bJC7uWG5BQoWUausBZzTBbsWcIZj298XCF8X6F289ZfF00RoNdLE2LitBooYm1zVTDZac4trnDO4uVlgLcugGoPLlxDp7XfnGwoEtWQIabD0J50YxOZdNVMhZ1B4Sg3vJlIspp8XLFg6g+6d2HuuGm0+QA3MLVDzBbPWU9SZOUgzR7oCRnxf+ukW7NVwCREjzjW53VqHxdZ2wV5Ulv480JbfMej9ImG4SE6KLt8hjfkigWtPzyW0XbRslszJLZX+HbdrCO//o0eexv1+y1vewlvf+la+5Vu+5Zl75KXcyy8aQvf7/+wP+c//m9/lPQ9/LXAVQ9wcZhHwudYFBD+xCssY5VBIvuH8RB8swAdXCMmUIEMytGcYRpNKOYPh42JoFJ1JJ0M0RCi4ipdiyfCUOczCKBfHoVteRViS2WUPiNBaYKodOQeKBGiepp6UjJmdkk1Dc72jxI4zP3Dqeop0aElUXXgBTulX2UbOJoOTQzTHvNwS+3ngMEfOD55aGo5FNuv3XLt8RtQdogUXGtpsSmPhKmNeMU0DGjcE8dx11XGXqPmB6EzJM4eDcLp17LaRKfeMs51f+mjDZ+JaGVKxVlLrqLIhh8C5BnqpzLlQXEZdBRfZlw0iAcRmwLc6kw8T05yJYTZfi2zGVKfby+Ri7QnnoEuZzWDIy9G6ctwVzmtgO0dadtTilvNJY9MfuOfoBO92ME+UUjmMjrl65rwhs+Gx/b08Nq5xKdF1ga4PrFaw2jSOkrUzXNvi9GBKhjrRtFKyUtUxZ2Gce3bjEfs5cbLvqPuO/ERkmt2tIsFR6NLI/fd7/vLrn//eeDaB/i8B/wXwEyLySgzq67Fw8ovA96vq7zz/l/BF16eBB+/4/WXLdU9bqvqDwA+CaW+/0AOqXgLgqYfezj/5sd/lZ3/7tXz4yTfy+PY+Dhxh1f7zSQYuTr63oeUMZCuy2GYAhR1cDCpJVIKf6IZC76clQ5/pUqFzBcVY8d4rzmXTZ4aKuLLYXIJzM15YqsPFItWBu0gGVJcTy9I+Z6ke75Dd2Ls0JMDIdcWCSlULYkuC0ZSFiCdLfbyUy1GNIyALhK5iCIS74AA4e2wRLua7X3S7tYELZjsrHmhKw6r+ovac2gJVbCpda9Em1GXrU5bmqNVRWsd+G5hbpJTVEqwdRYMFVhW0Ggpx8X7BkBbvKi5efKaV6Ea6UOiGbJ+pNFNK+IbzDa8F52w8rkPxjiVY69IzvdW9Nx6dyDKf/kKNIGQ15nMukTlHDnNafMM9uUZqDeQaKeqgOWqNGCXPEiddpuuVtgQMXb6N5bkfe/T8aUfnL/zCL/BDP/RDfNu3fRsf+9jHuHz5MsAbgI/w0uxl+BIjdCK/CrwJO5U9yNNPFc9cdbkUIhawLSG8XZE7N9OFhnNKjEvP3TVCULy4pc9cGKszyayzfnytjRgrKpnsIpo9Qre0VEDFgdogJFHAq5FxUZoKjkjFppzhA0g0UuuRp4vmQ98PgZA6Gj3FdYy65nyGuXh0hqaN6CBEaymthkLfmZ7bRcfUAmdjoB1sIBSt4mVC6gRqrl25FQ4zaOt5nDWVgIS0DI9KNFktA5W87Xcq3me8q5QiaG23FD3ilbiBq+sRaRM5F3IWpnHN2eyQAnH2DIOwWTlLXjaNIQiNntoiuwa7vSOOgnM2qz3JSIoHgiix83SDN34DCs1cOj1PUTIcZmGePYd5YHtYcTqveeJGR33U0cQMwjrdk8KWyA7PgcAB7yB2K4Z+TdcH1pcCx5uId2YlPM4wHw5M88i0V8qusH8iA4b4BF9ZdZWur6y6RuwDzkd8l/AukFS4HFhQmx0532QeFye/C2e9KhSNjHMgtBfWWXs2OvoReDvwdhGJGEv3oKonX/ieX7L1buDVS5LxacyO9ws7BzzLddc3v43v+mb4rmf+4VMfhI98P+Mj/x+f+PiB3/ijr+Z9n3gzf/z4q/nUUw/wxO4a290ldq1H6bCP0X32E3zOdZE4mA56BuY6sN8uV59e3K4AFU8lYqSeVTexGiY6X/EhE13DB8VpWWBvawEYnLtUvWJBWcSIXz4sdeQywx1fCIB3demXC0GMXCSiRJ8NZnbmaOd9w5LqivN2onN6u7I2z/ilTcEdbSZvDQK3VOOCW7IORfGoE5p6cNGCOdEIR7PZ2tbiacVbatQcFU/xgeqEVqL51DfBB+hErPIXm0ePU1prtxAL10B9M0RDZKnCxar3KlSNqCZK7hkb1BasJbC0HVpz0JQixpqvFao6SvNoEyP5FUssqgZKdUbqW4JzUzFeosqSHFy0Cy7+sSRKkAuwxsp6t7RlVExBsLRqIkt+pXV5CPvurt93z9OOvL7vedvb3sbb3vY2cs48+eST3H///R9U1a99lgfvS7KeGzp3nWe//2633DJCbY06BQvULdMC9NFT2zKvwU30MZuUzVslLOLwbukNizO3STqKWJUmYuY2OEXVLxC8JbZVHVoDlUBrYUF0MJ9zb/tRFGIo9KmydY4wOYKzJxQf8QguCs7NiJvpohKDkef6PtN5RQLQAvPkORs9aAAtCCPOZbyf8M3GrSoTUhs+2L6M3tO6nsO0YpdXTPPAfky0aiNog99ZcuTKrYmQY4bDaGhXbSDNnoN20YKL+NBQF2gu4XvBNUfJhcMEpydKvqiGHKSgIDaTXRab3FpNXupDIQalT2lJZpSj9cjxZmKzPnA8ZDYrZVg5vI/MJTHWwH7nmMY9eXyKecqM+4k8z0xTs0qjOVrzuCA4v8bHgHrH2ezRCdpN0KbEUAjMpDiyilu8ZHpXaKpMk2OeI6c1kmtC6awqd9CnSteNDPGcPh3oghUKUepCkDYENoZCAkJXqS2YwuK4cXzXJeA/fm4b6Y71nDr8i5nGI8/72Z7HUtUiIv818P9iO/WHVPX3X9QnffB18OAP0gOvWS4APPzb8OF/CDd/FZ0e5TCOPHZylQ986qv51594Ax965LV88vFX8eT2Hs7HS5zNA3XumTWYzO1WkL/o43PHdXLHz2BfTVhqkBXjDCczcH5xf/tLoNDHmeP1gc0wcbzOrEIBV1GpNKm3SHpNl5MNakG1OrQuve0KIv5psLIATdxFNxt1FxiHcsG014VX4Jd7yR1QpfhiWnRRM2jzJjFSCSYDCtHCmQTEBat6JC7DIm5f77xHYlz6YYL3whA9zoMLgjhHDP6zZ7ioQditWiNFW6OWRVLXDCatxVoVpdmgnlKUUoxsNBdlPgjzWJlmxzQJ0+RsFHwx4lyp5pJlrHe5VWVfcBusV8/tnocsvXW53b93YenZe72Yd2dcHGlEYTkJe1xQkgcX20KyguCqeeI7JUQ1X/QIMcCf/wt38flWjJH77ruP5UB6KdcXReieGzr3OgDe9w9+i7/2P36G9z/yOip3cxu2fyYitxgNcWFhA1NuC+xmjHmHETBjUEKwk3HwheBnhmQBqIsTyVd8dMvJ3HzYBYf3UBHC4gnBrc6XVZEOxSdIks3l0c+oeFBzhMxl4OboKEWoRW0QlBpjxi/JfZcqXa/0QYlJkRDx0qHeSK/eKcFVhBnPuSF0ruC0IYuLpbiAsLEZeC0xVUML5uLxHrqFcNr7M6oTyiRMB8eNyQY2abMCIYVCCHuGWIi+UdVTiwMCrXWIC4amlYZIhoYVJMGSYh8cuYgNgZlsTGspFlidt9ZljEYwjcs8ioYgrhKc4mMgBTFCoROcdzjncBSzm8YmdHr2OA64VpY2oqe1joKj5IGGI2uwNltRWLgZUUdStOmbiuAX5LS1NamfSaESQ2MVCyEWvMwEv2WeHYe5Y3/oOMwdh3KXzd5QhwuOPlXWQ2M1VI6OMuu+ETpH39k5zXlPCI6o7iXV0QMgIn8VSy3MJxT+b1X9iRf0Kr7IUtV3Au98MZ/jWa2Xfb1dsDe+Al55epNX/vEP81ce/jnY/gxwAzDzhbPdiodv3Mf7P/ka/uDTX8OHPvM1fPrmq3lifw+76YipdMw1os2bxKUtFbBAa2YCcztk3Hk+Fi4SgULHNq/Znly5zZ8G4LaufTUUjtaVa3cV7r9v5uX377lrY9rdoBOwZPSL1E9CIpdGxS3mLqbHraUxN0erVqnUqtQMuVZaaTY6tzpaK0vAq7cHWDSTnqEF0WkJdAcjI2GsYO+MqyDB2eSszli/5t2ebJN1ySobH3He45ahHU4CTTziF59473HimCqU2ZELzDPMs2O/E7YHx24rbHfCOAr7vSwmPTZ3IGe192clGbpMxtOmt74C8eaONzhDW0OA5NUgy6CEoOb458EHJQTogn03F0iD8SzM+haxFoCKnagv0BCr3J0lY87geafOVATO4wNEb5yGEM21MARhc/y5VPSff4nIf6eq3/ec7vTc14uC0L3pO7+B937nZ1//y//rT/D3fhx+5yOv5eHt/Zi44JnV/0V6FbhwIpizLsEfTLlhxMguNlNchEwKBu93odz6v+uU2ASSUIkWeETs2ARErZVVaZQmy8wFI9taID8gKCsPGp3523tB/ML7KI5cYS6Bs3PhrAWUhpNC8BPJFXxqdL4af2A57rxTXBSi86gM5DmRtV9mpgsx2HCZviscr3c4zDNei7Adg3XnQuV4PXHtrhFR03iWAtNCQKuaQDBJWudMleIyrVRycYzFM89Lq61BnhWpM9FlUl+hrzY2OjtKgzorczP3TJriQ6ZzM/FCjSYB8ZFCz1g62tzM7Y+D8aFkj3MTIRwgixEefaKGDT44tCXj4ZRGbUIulsBbIu9vtShyieQa0WZtSefUyNNOl4Bv/dAqhipK9Evi7Y0w7yw5MRm1tdjyHMgnHXMx7oXiwAVS8gy9pxuEzcastfsevnKCP/cC9scX9br/rDuI/ANV/c47fv/7qvpfvYDX8CVfX3Z/7LMb8Mc/DA//DJx/GIvAtwN1rcJ2XPHpJx/kj594E39w8xv41M2X8/FH7+XR06ucbFdsx55SErldkN5kiQ+J2jwiFpDmmeVxCzAFAAAgAElEQVSxM3dQtp7DMnShc4U0VIaucGU9cfe1HS+7d8/L7pu4fmVmPRSGQRm6Rt9bhu3TRS9ObqEBqG3sks32MRehlEwtSquZUqDmSimN1iplglyaucMVq5CbtgUqhFYMfSjqoTlyi0slLUZWmg0mG6tnyol5jhzaQJ48hymRW2DOgZI9tUWm6qziXlj6iygBMeaL9ebCIsXzSgyOmC4sb2/796fkSBFcUPxiC+qc2vQ4xy2L3BgvTrQsw2iwE5WY3a73Vt04UcQbbOn8hRTQCJgekEWN0YqhE6jJa2uFuZph3zzbpLyclZIb3/HXrvKaN3z+Odbf+q3fyk//9E/fxIZWCfAmVX318ziIntMSkf8I+H5uI3T/0+e77Yuxl5/8vY/z43/v5/n5X7+bD3zm1Tx5fjczKwwFeDbrQl1jwTlSl3HNk7XY0oFLRyOrbqbvM0MPMSZ8783OOTi8F2imgRenC+pjCI+53DVs9HKl6WLEtLSYtCpVjVczF0/JssxU9+TsMU1PwLyyHEpCvNAwpCwGwXk1JUBnsxigUTNo8+BsymOfZkteUqZbDHycYXSIBFLv6JLS942UArhGLco4CofJXouqt8TVV0QdQSYamTIZc7UWpeIMfZCwSFYN6k6xUNW87ccpsp86zg+J3bgiZ1l8Kvb0YU8vW6LbMcQJbY2siaYdMTlS8nQrR4qBmBp9mEh+XoZu2WTNEAuiYvunOaZDz1QdpYQFvQvspsR+ijaue+w4TANlIVKWar37qjadzgnUFs3f33mc2GdRb5FyTVkjqpbUVKGpY9pbW3IusphsJZzzfMVXwDve8YWPyhfkdf85Vicifxkj1LwMY6796bpzHV+Fr/1v7XKxHv4t+PAPwFP/As9jXFrvuLT+EK/7ig/xV/hJjH29YiqvYrt6Eyf1AT755DU+/vg1PvXYZR554ipP7dacnK052W3Yjz1z6Rizoxahts76v+22FDPnQp4z8xceSQQIU0tMOzjfweM3jvjwp659gfsslDBpdLHQd2Zgc3zcWK9nNr2yWpmaIHlFIoRFdtfECntHRdROMK0qTRd5UWtm9FHMNbA0AwNahbkJrXpyNkJbLmYpOjax4R/VNtLSc0C1oFScTPhQSL5wKTW6OOO8EiiEZCzrGExDi3N4V+zvzoJu8EqQRkjGRYhe8UFJoVilLkqMFR8bXjEeg7VlQSzItwZ6EOqFwqA61Dlyg3Eh09l358jZJpMVldtaeg1os6RHlaXXz6Ko0MUJ0SSLqja9fPuZu+ENn78OWCxwP6qq3wogIj/wxQ/uF76+3AjdtTe8gu/5h9/F99xx3ekTIw/9wEP83DuFDz18Pw/fuI/ttGFuz2wBGMR/sW+UwExgrrCvA0zLl/5UI3IxEnmmj2aYs+rPuXy0Y9VXUlS6zhGDIySHi0Lw5jzpREnJkJo+mCVzChUXM9EJVcGHSKPHelaBWiKHyXO29+x2NuMh54tGmyJSiMFQhaqOqh1zFcYCwYO4RpdMg5+8oDowswyRIVirYHCsV8JmA12yPVyKY794PUhwpMtAVsJcyWNlnArTQWm1oBJvuXl2EdZdo4uV1ppxiXSgiVBIjNpT6ahpwA+OgYrfnnM5n9LGM8p0YB5n8qSct8aQBO09fe/ZpIr3B2K04VbzTpmdMsSMDJU4FLquMQywWit919H1ntQJXe9InQc3MJXAOCW2e8d2nxhzYn+I1mqYhTE75pqYa289dbcocxBaa4jOtJbxOi4JlLA5CmyOPKlzhGCeGiXb/I5SKuMIc4Z5cpwfIod95Pq9Hvj8SfsXW8+nol8B/wkW5B8G/qmq7p/3K3gR1pe9on826+an4Pf+F3j852F+GHjmRyjAFehfC/e9mdZdZWqXOByE/UE53wVOzwNPnF7l8bO7uLG7wo3tJU73lznZJQ77yH7smGdhns0r+gIByJnloCrk0sgZxoNN1XvRBNTA7SqoLrCn3qqQY1i8BbwYfI31tN3iOdC48CGAi4rKS1t6kQXnC96Zttl3M50ofZzpummBWWeSr8RYra8dCkGyufK5SufNyMP5YrO1Q15mZc94Z1P5hIW0SDUI1sktgt3cAlo8swZqcYtDnZCbh2LeBLeId2In2wtfPVFZpDSCC3WZFyImCxSDfp3TWx4FcNHzFVqTBc5feglqPeOqjm/+tq/jwTd/fjetj3/847zyla+8VQWIyFVVvfFiHgHPdX059/KTn97zzn/0r/iFXx55/0fu5ontPezGDXOJ1j4x4SghjoQ2otII3iMiFAZqC9RmFbAuVZx9z40QGiHOptGPM10wrkWK1nYx2Yy379VcE0CWccTO+Bs+NqI006JHJTgbzpI6SH2jd0qVilbIWcjFMWVnx9YyBz5GIXVCcN5epySzzXSR4AIhGfoQOrWEfHFlFFlGQruLKW2VIYxElxGppDiZlC/AaqiL6seq9sOotHKRfAguelzowHUUHZjqwHxolMMJ8+EMn28i5QTyiNMdIoXOF0pzjPNAaZGxRsYpsRsTZXY0lJQyQ5zpOyV2WBAOA3MZqC2BT3RdZLXyrI9gNQjDkWO1iYSl/ReTX6ZuRkI0roETmw4pVLTOTGOj5MI4wWHv2I3C/tBRquCCo4uQohGg0QlhNgSzAgS6lWdYBY6PPX1v32+rlXm2YVa1NjaXOl7/79z3BY/XL0lFLyJ/AfjPMBz6A8AvYfPpp2f7GH+67lhXHoRv/H4MwWQJ/H8HHn8I5kexwH8Dxt+Ej/0mjsjAXQxX3sTV+/5dGF5u0410D/kx6jQyTyYcmttlsr/CJPcw6nUO5YhDWbMbO/aHwH4Ph4NnHD3jaAF+HGG/N/vfwwF2O2U8VHa7zDQp42g9s91emWZlGpX9wTHOsnAJno0M0U5aimcqMJUvdnsL6EEqKTZCMih81amN3oxYdR2VGMWmyTnrVeNgEiWjSIPYjGXvqrFczYscvGQLokGRUQkszHaxPqB3LKY+1lKwvy/kOdcIXhcEwCr56CsxmbVmjJV+OQn7YOdPIzsqWoWiAVCTJTUhK7TiKU0WrgPWs6xCzabFfxoiAKio2fIuPXtnZguIc5xw7XOKzX7lV36Fd7zjHRfyuruW+RUf+JMW5L/c69oDK779b/1Fvv1v2e+lwO++61F+6Wc+wG/8K+WDn7jOye4yYx0YWaFtQYnczCqdcNSfsu4n+njAOeFQL3GYN4x5xVyS6byJlNlb1VczLc/EvjKETBBHSIWgIL0dm+LDMk3N7rdXY4sDt9AeBDNnEkxFE5ZJi77aBDq/kHG33loAsqhVkhD7YgQwqaj3iIPgbEZDbf8/e28aa1ua1vf93mGNez7jnereW0MXFE030DQNJkBjIAwmSstGASwsTEwgxlYiC0cWEY6Ekg9WFAVZiSw5fIhiR8I2zpcgAbaCoRsDXd1V3VXVNXZ1DXeoqnvvGfe85vfNh3ets09VV926Ndyx1l9aOvucs88+7157r/1/n+f5P/+nnglRVlTGYq0TzUkqrBRo4XQpYQBxKOn3FL04pxMZ+t2cjfWCYa9geEZgVUyShyyykNlMUyyXFLNdPDumY3cJ2afTGeN1E6qyJC98SuOTVm6MdWlCiiqgK3KEtvgyJzWWtJQUZUhS+GT5gHmimeQBMndje2NV0etaZ2OrPSoRsMhiDg9CKhsglIfna8JQEcWKqM5edDocnUdbt0yWJfXMixxJ5TI3nYLByBB6KVIZysIwX0rS1CPNNIYQpSNCz5XntMwRJsNWKZM9wwQ37CbqaoYDRRCGSAlRJ/hA7+UbjuiFEBeAf4ArZH2yPj5urX3oA63gJuCuiOivh6qEnWfhuf8F9v8jlNdw+uDj8IETsPYZOPtZ6D7gmKRcunGoxcLV+GQ9ytQfQbgF4SaV7FHJPqUNqaxHVbk3bVWtDmNWtxuRWlG8eVMwGRtm04rZrGQ5L1ksDcnckGaGLDWkuaDMYJnAeCqYTQXzpRPkZIUkSWuBkXmbc/Aeoetap1TuNBxlC7QTwim5qqdLDVqA0K6FTdZ18iOBHG5LIoUFfUwJX39wCtk42UiQjUVwbXQj6i2PaKxsXcuUpbbfVU54KIUT27nUv0B7rkav604CTwr3VYu6Tl9yJCgwFmoHvCYx66yBXeeAtVBZ+NVf6/Fdnxl807k6f/48//Sf/lOKouBnf/Znr+AEcu21/D7w+ksJf/aHz/PnX1jwla/FvL7XY5F2SMsAi6hrwDmBlzKIxwyiGaPOIaN4ShgopvmA6WKNST4gyXwqfGxl8PwSXxaEfk4cJ0ReQehpvMjQCSq6HUvUqQh0AVriYahQFJVPWQqKUpFliiR3Svm03liYSlEYCUK7ur90qfkyk+SVc6Vs5lYo2TgBgvIMUipnVoXbGCDcteNrU9tIGwwSJUStPRCUeAjhPPmRGk8JtEgJvRmDaMJ6fI2t7uv0/AM63hxjSidUsx5SabTnHOJCXxB0NFprrAioRIdSdMjKEPBJTYdKRBjrIT0f7QUsEo+sDEgKzSLxWC4F06kkz1YDwTyvcn4J0qC0645KM+djILXCDxSe7xGEbtBNHLvBPp63uh3HoNQqY5osC7KkwJQlVVE6wyFRoZTrkU9SQZI4sZ8VAs9TSGXxlK0NllK0KsBUSCWIYo/1rYBHPnV9B9frRfTvhei/YK397Hu8Dm4L7vQPh/eMfA6XvwAv/XM4+DLYA+Ct4XAHwvtg+ANw32ehcw5EBsW8nn60qCeeSTe7PNiAcBO8Ifh9N8dchc5X+V1g7epoNAHHj7J0R5oY5tOSxSJnMclJk4LlvCRZViQJLBPjek8zRVIoksxjudTMFx6zhWA2henCMJ8aFgtLluOER7mgKqE0ro/XDXI7boHTdKPjVP21ir3OfrpEqFptDDztamdCivpDzT2ArHtgTVMxULU3gKmrnoKjTYqtz4tB1MrqlbJ7NYhIIaQEqiM/AeroQNYRv1ZVvSmplfRereb35FHUpT0Pz1dI6bIYvg9YU7sn1uY/Ev7OLwd8/Nu/ub/8s5/9LF/4whfqtb3zh8OdgLvtWj7YM/zlv3uBP//TQ556RvLypR7TRYck9zHGA2HQ0on2umHCWrzHdv8KJ4ZX2OofkJs1dubbzJI1FmWXtAgx6Lrlr6yd+yq0BqkVQWjoBBBEijA0hFFJ7FnCqKrfN04no1RBWRryHNJMsEwUSaprkyanKs9KTZJqZkufJFVkmaYonB5A1u/NKKjwA0EYCJTnrhmtJFZoLG76msH5x9uiBJMhTIowS0I5R7NEiQQlSqytZ2BIJ0ztRgWDXkm/lxMFEhVFoHrktoOVAUp76CAgjD3CyCfuavzQwwgPg+82L9ZHKVc6Q2qErEtZFUwmsFi4YGW5hOWiIlnmWAyhWk3Z9FSFrSoMitlCk6QeFR5eIIljxXDk0+tLOh3odh3Z+74j/yBwX5VygVGWQZZUlHlOVZZURYG1BVVlsGVFmsB8IVgsJWnuURmJUtIJe+vZG57MOH1a8YM/fhOJXgjxL4GvAieBa9ba336f18Atw9324fCeUFUwuQQX/wBe/1cwfQ7nsnP8dRRAHzoPwsaPwOn/xEXzJq2j/Wk9JcmA9CHog7cB4Rp4PfAGbjMg/aYY/OHCWpdtMAW2SKjyhDJLKPOCIqvIckOS+iSFs87MTIdF4pPlPlkuSdKSbGlIFwVpVrKYFcznhsnEMh7DcmaZZYr5XJGnbuJWVrhe3aJOidfdcsfnz7mednCRyjEVvpCNWMlHSomqndRcfztH5jVSmCO3PNdj3LwsgkrWEb9xKVZE3V9vFaXxaptc9/K6NsSKsnIGOLZabSRW16u7v2hebqEQwjv64BQC/vE/hl/4hdVp/8Vf/EU+9alPceXKFba3t/n1X//1luhvMvb3LI/+fxd49M+u8vSzkouXfA4WHRbL0JERIKgIPTcFby06ZHt0lXNrr3Ju4xLDTsa16QkOkw2m+ZC8CLAotBb4KkeoZgyuBumjlUR7PtrXxKEliizKE2gP1+sdQTcu6MQ5cT3CWYvctY9aZy2LFBgRsUgCDmYhO4cxu/sxk5nPdKbJ6nKdm7lQECjn367I8USClstVDdpU9XvdklcuUgbP+QcE4PuuE0H69bhW7SNVhA41na6iP5T0OxI/VkjpYaxPWTlzKpAoLY82uw3BWlvPr8/dR5wTvNUbZt+RsxBNu+2qXDmbWtI0R1pDFBUM+oWbmhk6t7uylExmPpO5R1b4KK0IAkXU8+j19Jui/SbNH4bukPKYRiq3mDIHW4DJa2FyiTUVWWYYjyXzBcyXHnnh2u82NzV//eeuL8b7oET/I8B3HDvWcFPsngK+Zq39t+/pnX8LcLd/OLwnZHPY+RJc+kO4+u8gu0jtsXsMGhhC/xE4+WOw+V2g+y7iTw7AJK4/CwleBN7Ikb7ug1cfOnLh5c2EceRPlboSRLUEk7ufCen+v/RBd7EqxuDqdq6GXbkOg7SgSHOyJKHMSoqioqoqqtxQlpY0c6WHyUwyn8FsIZlNJdOFZrFQLDNJliqSQpIlzimvrNXwpgQjFNY6QZPbHPgI6dSzUjozEk85HYBT55fOhEU7S2KpQQpx1Cdva8tgIaRLcUqXVrVojBGNeWCdtbCuk8A4gY7bAbiWu6qeE1BZ3IhhFP/wH/r8wA+t3OD+5E/+hKeeeuroODg44NKlSxPcZMr2Wr4FuHbV8qU/fo3H/+IqX3vW8sY1j8OxzzyNqKra2hhLoA2eLoj8hK3+Nc6sXeL+rQucHlzByA6zdMA8j6kqVYs4Db7MMUJTVZrURM4/3kYIqVGeIqxnrfuhJQycsVIQFMRBSb+zpBOmhDpFkyBF5qxgRYmWKcqmVJVlmQiu7K9xddzjYNJlf9ZnmQYUlYfAZZJk3V7qa4EfCsLQw3pdMtEjLweUdFgWPdI8Jq1cFCuU27woJVFKoT03B0JKR5pR5Ah6OHT1cq/+KGoIvSho5lA5J7pwRbhF3XVUHRMSVhVHj92r+fN47b3ZAJiyRMmCKCgZ9Eu6cUo3dr3/05lkPPeYTh3xa08RdjXdWNPt+4SRIK6tLLR2m5BmU9JsMorCrUWJAiXdZkk630asKSnzktlc0htovuv7378Y7/2o7jXwCI70P2mt/Ufv6QFuAe61D4cbhjEwuwi7n4dX/xAOHoVqD0jfcscI9BoMvwNO/jh0z4LfdcRazlyDNsblt70BBGuuxu91a9LvuhnLNyPaPw7rvKsxOVQJlHM3w9kULiRXK+JHxyCDOgtR19BNBbbAVjmmyDHFAlMUmLLAGuNIvBSun7+UVGVBUfemu/YZ3ASq3GOZKtJUMlsIlqkgWQoWqUeaOC/qvNTkhXQ9+6WmKFetjlXlRloeKa8x9UQBW/fgudQotcVuradz5K+Vs1xVPgjnWOZ+tzq0MgiRux5sUaKEszr+2/9lzCe+861jllcoyxLP854D/gnttXxbcOmi5Yt/coWvPLrD1581XNsTzBaaReJmIDjjKRdla1ESRjmDaMyZ4Rvct3GF7cEea92cUngUpU+oEsJgQexN8GRGWXks8g7jxcC1C1Y+WRlgrefefwp8XeLJAk+X9OMF3WBBN1gShQndICH0U6QA33O97XFY0I1KlO+zzDfYXZ7i6vQ012Zb7M83mWcRaREdtf5Z5aN0By/06HYUUeze136oKUufZSKYTFxqfT6vu4LKVZswrL4a4wizSZuvrcFgsEqfHy8fNuVFpdzRkG1VrUjd81b/q4nCGyI+rlFqdEnWGIIgpxsb1gYF3W5CL8pRtmQ6h8nUlT4qqwgDj6ijGI40nZ5PGCuCYPUcmgwDuMdO09VzxxqUyJGiQJiCtXXFA9/6zXqb4/hQif5uwL3+4XDDyBaw+xhc/RO4+nmYPg9MgfzYnWqPP+8MrH83bH0GotPO1aWJrJu+Ya/r6vn+Guhenea/RdF+A+PqflSpExxWTTbCuMK2DGrij76Z+GG1cTA5lOnq723hnqOQx/Lkpfu5bfzna4c6fCwaJG6SXFXW9XlNabTrTy4DstInK+ojlyR1C2OeQ7osSZKCLC0pMjfMoiqhyKAorTMaKpzurqhcH7cxrmvBTdFTGFYp/6Oo/+g0Vfzqfy359PdcvxuiTd3fOTAGXnje8tgXdnjisT1e/Lrl4KAiSSRZZl3ZqVIYIamMRghDFGR0/JTNwT7bw1221hZs9BOCOMTzQ4a9ivX+mM3uVXr+PmWRMVt47M2GHCz6jBcDZsmAtOiQmfBIoCuEJIoNUSjpxJLBQODHgjiUaN/1+3vauPR0JPADDxX2yMoOB9OAyUwwPTTMF5b51JJlhqKyFJVCWAXSta71uoK4I/FDRRBrBD6LRDEew2zmaurHo/ZG/3N8E6C1E8R1Oo74+31H/mHoiLSJpD2v1uio1UdCE1E3BzQmZA5hyJFY2ZhVm/Jy6e4nhTMe6nZLRoOSfpzSCTOkNBweGBaJYplqEJow1nQHmq1NRbfv0+17aL3ajOjaXbMs3fOezVabn14PfvAHr//+aYm+hYuAJy/Dtb+Enc/DtUchv4JL8x8X9mlcff8MrH0aRp+AcN0Rpi2gyl0UKgNH+sHIpfp1XJN+59ZE+w2OiD+DYlZH/E1GwndrORIaBqDeEuGaakX8VVaXCxriB6g/FSx1Ta0h/iMrM1d3VN6xTULl/j9iVW5Q9aZD+vUGZJVStxZnhlPW2YeqoMpzTGUocktZVo78CyhyWdtzSvJSUBSarPLIc+9oQ1GW7gPpJ34CTlxfv9MS/R2MLIMnnrB89c/3efLxfS68UjGZVSSJAErK3LhxtJWkKAOQhkiX+EHKqDNjvX/IKFqwvTlnbaiIRzGjjR4nTwWcPTllrbePZ8YsFwWHE5/9SZ+9xRoHi00m6YjxcsB82SEr3QQAqZxYtTcw9LuWTmSJOyWhLPF0hifTukugQiiJsRHTRcBkFjKZK+ZzQ5FVLBLIliVFJkhz6erQKDyt6Q2gPxCMRpLB0EP5HpXxmE4d6TWdP03qe7l052k+X5Fxk7rv92E0cqQ/GLiNgO+vSgHNJuB4eexISJxypJlpNhVNSSLLVuTfrCNN3aE1zka4VzAaFMRBThTmFKlhMjXM54I0VwS+pNNTjNY9NjYVccfHC9yI2uMZDSnd/xsO4ZOfvP77pSX6Ft+MdAoHj8G1/+hIf/wsmANcG19j1ysBH/SmU/EPPw79j7k0v6r7Oq051sK3BsHAkb3Xd1G/jm5Iyf+hwRQ1YafHUv05rl/Id4Ifr16/DN9EuEfP5zjxl4m73RC/ODacqCF+Y6h76GoJvVdvKFyffCOuc6I5ryb/etNxRPxvc46Ob0IarUKzRsxqAyKcwYqbZa6PRop6YVir/N8ZLdHfPRiP4UuPWp788iHPfPWQ198omE9KssygZYmtCucjT0BeeFgr8VSFrzPiMKEfTRh0lpwYjTm5mbC1qdjYCjh9LuLMWc2oOyUQB5giJUthmQfsz9c5WG6yN99iZ7LJ/rTLeOb0LJURrlPEt3Q6gn5s6HZLorCk180ZdRYMeim9OCcMKlAhB9M+h9OA2dJnuajcEKm8JM8qFnOYLSWzhUdRujp91JGM+pK1DcH6hkd34FEajyyTR2n+qnJkOJ26KHg8dsd06n4OK/I/XusfDFY1/zh2Pw+C1f2bDXOTUWhIt2k9Pq4TaEjfmFUWoixrMV7gfAQ6nYo4yglVzv5+yc6uYHwoSHKJks7ffjiQbGxpNjYVa+s+Umt8321azp+//vujJfoW14epYPIi7H4J9v4S9r4K84u4UXlufjdHg3RC8Lagdx56D0P3lCN1dSxNrnxH+v6g/l3sbusO35RKv5mwtibImrDLuctINP4CMqgzEFG9/uCb19YQf7NhKJtUf715kBo3ccQei/iPRfTIFfELfawk0BC/rsn+rZH/25RCjp7PsaPJ279pXh4uuxBsfHMG4y1oif7uhLVw6RI8+qjl2a8c8sLTM3Z2U2bTElMalMzwyDAC8jwkr3yqynNWuqpCqYyOn9CPZ2wNJ5w/scPZUyknTsID5wO2TnfpjRSynEK5AJtjrCaruiyrdXYXJ7g2OcEbh+vs7gVM55r5XFDkFmtdf71QAi3dUK1+J6ffS9gcLBkNE4Z9g7EeiywmzWOywnNGUWWBVgVFZphMKg7GivHYJ8kUUkm0pxn0Bf01xWhN0el4bqw0+k31+Cxzm4DpFK5cgf19ODxckXBzX3DkHgSrDcDWFmxvu9vN77ReDbxKklVE3xA/uAzB8Y1BUdR+IxP3N2W5Khv0ugWduCQOS5QoWdadQ0kCxkonFAwF/Y4i7mnO36/4zz53/Ql2LdG3eG9Y7sPB47D7KOw9BrMXIb2GE/XVxi0oQIPsQ3wC4jPQOQvRlovuvW5NoLpu1xuAP1yl+L3eN6WwbzqsqQm79heoUnfb2jq6Dty6ZfDOngLHH6PKVhuA48QtdL1BKN2GwBi3CRCq3mDUkXzT2F8d/3u1ivCPiP8dIn54s+agyupoH/d4wRbo6ztqtUR/byDP4Zln4PHHLM88MeXCyzPGewmLZYGonDWt76coa5xa32jKMgAjEL5TsIVeQj9esDXY4+FTl3nwzITz55bcf9ZntNEh6g1BG7dhNrnbTKoQo9aYF5vsp6fYmayzexixP/aZTgRJJkiWsEzc4J2qcoI2rSq6Uc6wl9DrpHQ6FlMJjPXBC1FKEYYS7RX0I9frPp0Ydq4J9iceSaKxSKTyiGNBfyTp9hVhrBF4zuHOE0QRdUeMu8wXC9jdhZ0dR/5NVqApBzTGYUK4aLzTcYS/vg4nT7pSWKP6b1r0GmKfTl36/rieYLFwt5uyQPN9Wa7EeFpDFFbEYY5SFUVWMZ2UZClkqbue738I/tFvbl73PdASfYv3jzKH8fNw8BW49kUYfw0Wl8FMcKR/PNr3QQ8h2obwFHS2XQ1f9+qv9QbAG61Meryu2wTcSkG8KpYAACAASURBVEFfgybN30T7TYpeyJrsY7cxUeE7ZyKOawSOR/6NrFd6jrxtdYz463Fz0qsj+jqVLyRgHPEfjdVTIPzaUachff+dN0imXGUxdP9dN1It0d+bGI/hscfgyScszz0159obUyaHKVmaIm2GtindMAUMaem7/nQTkBXOx98YCFRBPxqzOTjgkXOv8sjZN3j43Jiz90kGa11UZx1EDLJ0LbooEB5Gj8jlBok4ySzfYJbEzJcB84Wz1h5PBOOJZjpTLBaCNKmoSouUBVoUSFtgceJDId2kPM/3iGLBcFAw6OT4XkleVMxmMJ/KetyrRmon8otiRSeWCM/DDxRh7OP7ksHARegN8c9mjqCbtH+T7l8uHSlPp+52U6dXyv19o/rv9VwJoOnjbzwsYNXWZ4z7XWM33riLZpm73WwEGsFgrwedjiUOc6K4wpQlJ7bhF/52/7qveUv0LT4cGAPLazB+Eva+DPuPwewV97Oj3v0K6tneiNi15cVb4G9BNHDpZN2HYN217XkDl9b335rif5s0+s3EUaRedxqUybFov47wG6Hh29X2G1T5qiugatLrZZ1RrzcQtX6fMq+Jv+ka8I8d9abHlMeEgRzbHOhjmYf3Xw5pif7ehzFw4QJ8+cvw3LOWF5+fsX9tzmycYPIUJTJ8lRD5CZKKygqMCMmLiGURUVQepqjQqmAYz9keXuET97/CJx54lW+9b4eTW9Ad1TbbelBvRmtfDqkpxRopm2Rik1xsYb2OM/kxgjw3LJeCyUyyt6cZzyWLmSVPKvKiIF2UJEnFfCpYJIq08DDGheieL4lCQ+AbPFWQJII8c2Nf89z5+Qsh8T2F1AI/AKG8WgjnEcX6qC4vpSPcxcJF+Q0RN614SbIy1mmIurnkhKAe7OM0AI0WwPPebJHb/J9G1NdsHpr/sVyu1P9Sur8LAicoPHcOfuqnrv86t0Tf4uYgW7i0/v6TsPcojJ+B5SXnvEfGyohWAgH4PVADiGqlfjB0xO8PIdh2JQBv4H6uo1X73vWI9WahIewycTVKkznSbSJr1QEdurW9Ux38+Oahqv++qs+LoCbzY4K9KlsRv2hS/I32obbZO9IAUCv+/frTw79+yeEd0BL9Rw9ZBk8+CV/5CrzwguXyhRmT3QXLeQLFAikTQpUS+RlKFFgpsPgkecQs6ZGVgROjyZxhPOHk2lU+df4FvvNbXuVjp3bY3kgI4i4iGNVdOR33XjcWKxSZrYmfTSq9CUEfz9f4gUAp12Y6mwvmS02aSorcUpU5ZV6wmOTs7+fs7Cn2x5rZ3CMrNBXOtVJr50tdFpY8MyyWkOWWPJNUpaS0EoRyM+FRaCXQnsALFZ3YZQ0aJzshVmr648r7xha7SdE3G4KGoI8r9Jsjjt0xGrmj231zR8Dxfv00dZuKgwPqAWRw333wK79y/de1JfoWNx/GwPyyS+3vf9XV+KevQL7retVpotI62ieorXePRfTeAKIN8DdczT8+Xaf4m5T/0BHZuwjMPvznVq2i9HKxqu0j6vVEx1L818lEHI/2j2rrTW1egGjq6bVgr0wd8duqrteH7qAmfWtX0b61bjMkanFg01b4LqTfEn2L3V0X7T/5JLz8kmXnjRnTcUK5XCDMDEVK5C/xdUXgJUhRYfCYpiMm8z5p5WNKgadzNuJD7jt5he++/1m+44FXOL+9x2iQEwQaFfddaU+G4HfAiygKn8wOSNkgF1sQbCCjPkGg0L5EYGsCFFiUc9BTFi0LqiJlOU3ZvVayu2dcKSDxKK2H9gKiSKG0AOHa+mazyvnb19F5XkjSUlOVHlnpYUpAaaJYEXckw5HP2pqk31+Re5N+b5T3Ur65z/74cDBY/a4ZDNa07cHKsCcM3+wD0JQCfH+l5h8O24j+m9B+ONwBSMcwfQEOn3Jp/ukLsHgN8sawp1Gl16I+VbfkBR1Qdd0+HLmIP9qGzgMu4r/tKX67qsk3Nr1NlN6Q8RHpXycTYU2d3q83Dc1mArF6LFH/rS3rTUJ6LNoPwItdu17zeI0OoDkf0alWdd/iPaEs4cUX4fHH4emn4fIly8H+nGS8xBQLRDXDVwsCP8WXBR1/gdYledlhnK6xP+uT5S4DFXlLNvoTHjx5ke958Hk+dvoyp9b3GHQqwgD8SCP8Xm1w1cGoHpnpkpk+mVin0lsQruNFfYLIQ3oKU0KaWsoKQKK0dsY4XoEpMmaThN2rOZOxZTYXFEagpIcfB4Sxj+cp8tzWJlUVRVayXLrWviRTLBLNfOGTZB5poZBW43ck/Z6kN/BYW9dHEXijum/IGOrpdckqOm+ie6h77MM3E39TCsiyVRZBKY5a6hoDoLNnnS/G9dASfYvbi7KAxctw+BwcPOFS/NOXIN+rnfcKVkr+pse840hfRy7dH9SCvqDu6e/c74hfR8dU/LchxX/kzZ+sSN+Wq6haNc8hfGexYdM2d0T8taCuGVQkVU3oAifWK5z4qRHtyaAWM4Z1ir92+Qg3Vn4H74CW6FtcD9OpI/0nn3QbgKtXLNPxnHy+RJRTtJ0R6ARPJYRBSj+Yo7Vhlg3Zn21wOO2QWY1A0IsWnFg75NvOvMJ3PvgyZ9Z2WB+M6QQpnbDEDyReGCC8LuguheiT2nUy+uSsgbeOjNcJemt4gcYKN10vS01tJyEIQk0QgsSQLTN2d3IOD3Lm05IidyWzMHSWtEHsIVRQ292WmLJEmoI0LUiWJdOZZpZ47B8GTGY+eeVjjcQPNZ2epN9TrG96DAYCrVcWtkpxZMU7n7tjuVyZ8USRq737/uqrEO4+s9nq/svlSqF///3wG79x/deqJfoWdw6shWQHxi/A5BlH/JOvQ/KGi/btccOeWnAmozp9XyvhvY5L44frEJ6A7oPQf+CYH//tUvFXq3r8UYo/r9X3N6jih7qWn67+3pRu89AMuxf13wrxZoMgW9YK/tjpB4LNeubuO6Ml+hY3CmvhlVdcmv9rX4PLl+HwwDKfzTHZAlnN0HZCoFJ8NacXLRnEh1RVyP5yg73JFrM0pDQKTxWs9Rbct7nDJ86/wkOnr7DZHxN7S7rRhDgwRGGFF2i8wG2YMzskZYNMrGP0APw1/N4Gfm8Nodyo2jQVVHXe3PMEYaTxfEFVGg4PCvZ3UiaHFckiw1qDVNCNodMPUH6IwSfLFYICLevr2RbkScV4Kjk49Dkc+xzMQ9JcYyuF9BRRV9HrSYZDn25PEseOpJuafdOKN5m4zVPTZldVKwFfk75vRHtNqn+xcL39P/Mz1399WqJvceciT2D6DZg9D/tPuA3A7FUo9+oadRPtG8B39XBRy1Fl6NLXujbmiU+4aL/7AHTvcz/zh7feqAeOpfiPqfjtMRW/PJbiV00k/naP8zYp/sasx1ITu5v0hakFfaZ28+t9zG18roOW6Fu8X8zn8MQTTtT34ouu1j8eW7LlHMo5upwQelO0SIn0hFHnkChImKUjdueb7E/XyQoPkMRhxtZgzIOnr/BtZ9/g5GiHbpgSeXMiLyUMEmK/JIwqPN/DyJhKDslYJ5db4I+Q0Yigv46K10GH5KVPnjm7YCUhCCxB5DQsyRJ2rhUc7ucsZgVF7qbGBb6h25P4oYeQEbkJMVahlRv8I8iRNqPIK6YzuLbrM576HI4DFpmbgWGFwPcV3Z6i0/WIu/pIeX98KFVjpjObuaPZGGjtxHoN8fd6sLEB3/d91389WqJvcXfAVDB/DebfgMOnYfI0TL7hov3G4KZpTaNOjYtaDBeEYL3V4J1w3dWoo3MweNjV+YORS/Ffj1hvFpoae5k44jdZLbLzVin+Rtj3jnX9Y5uHRsX/phR/3bPfiPWCTWdYdB182EQvhPgvgN/CTbj8jLX28WO/+++BX8albP5ba+2/f7fHa6/luwPGuAj/i190xj0XLrjIdT635NkMZRIi9pF2TuTNGYSHjHo7CKPZX4y4NjnJJOlTGo2WhmFnyZnNHR45+zpnt8es9+Z4KkWJhEgnBH6OJ3PiuMD3LEb2KGUPI2ulf7CF1x3g9dbB28LIsJ7aB0IYfM8QhqB9TV4oDvdh/9AyPUxJFhmmLFCyoBOWdLoSHXhUJqYkQEgPz6uQIseTzjejyiuSxHJlR3M48RlPAxZpQF44y2yhFHFHE4SaqOMdWfE2xjvGNOfLHYvFyjvf8+DBB+Hnfu76r8H1ruVbaELeosW7QCron3PHqR9zgr75iy61f/A1mL3kxvAWe6solwzKQ8i8msB98GNYXgT5vBP2BT0IT7oov/uQi/rjk8dS/LfgMlC+O7z+m1Pz5QLKeiCPaFr34lXN/biYTohVBgBWm4ejun5t3tOEDEe2uLcUzwB/A/g/jv9QCPFtwM8DHwdOAX8shHjY2qZXsMXdDCldr/e5c+776RSeegoef1zw4ot99vb6jMfbJJlhbmaMF3N20inKHtIJJnxs+0VG0ZjxcsjObJPd+QbPXTzP06/cTxQVbA0mnD9xjUfOvc7pzQl+WbkIOymQVU7gpXhyiudNkeICKJ9UdzGqh4r6+L1twsEAEW9i9SZV2WEydWUtrQuGA8PWpsUKj8UyZm9fcHhgmE9TJrs5VDmhP6XTqfB9AcYjrWJSGaO8IdozdMKCRzZyTJlhqoTFHCYzwd6Bz3TmMV0ETA8CDvckypMo5TkvgI5PGAp6PThzxl26WbYy7JnPV5797xdtRN/i7kBZwOJV58k/ecal+OcXYXkFzNSR5RFnOKMORFBb7gZ1tNuBuAtqBPEp6J53or7OeefZr+Jb37p3PDVfLV25wuR1n/1bxXzvoa5vKwi3bpsYTwjxeeC/ayL6OprHWvtP6u//PfBb1tovXu9x2mv57kdVwcsvu9r+00/Da6853/kkAVMZtJ3i6zleNSHWe/TCA070X0MLw/5syNXDbQ4WIwobIYRk0Ek4tXnAAyeu8OCZPbZGc5QyaCyQIkwJ5CgytLRYIynxwIvxwggddgl6mwSDdbzuCBFsUcouVvgIIQmCijAwaG1dtD8J2N+H6dQwn+ZUZYayOZ0wIY4rtHLzLCoZIVSA9gMEliDI8WSJsglZVrCYWRaJYDLVTCYh44VPkgZkhUQIifJ8NyEw8Akj5+LXRP3DIXzv917/PLcRfYu7H9pzKfjBw2B/GtLdmvSfh+lzMLvgjnKyIkxRQjaHTNWitBDSwBH//CXY/0rdu19b9g7uh/g89B6EcO3WtO4J6TYjOgY7enNdv0qgOID8WF3f69SR/ltGAUsNsrYUbjYP8hZvWq6P08Cjx75/rf5Zi3scSsHDD7vDWtjbc3X9r3wFXn1Vsrc3ZD4fktgzzDFMshlX92YEHNL1r3L21FW+M3yeZa7YH29ydbbOS5dGvHhxG+8JGPUX3Le5x0Mndzh3ao9uJ8dXJWhBWWRYUWBthSwWJMspxh5i7BtUhKggxIs6dEYjvP42MhiRdjaZ+l205+P7MOhlbK5Vrq6eKPYO+xwcSmZTw5Vxga0yApURhzOiYILJLEb4ZPMQHYQove5Ef+sVQ1VwTixJkwXJYsZi6Rz/5kuf8TRkugzIEkkyUxzs6HqQj8+Zs+pdif56aIm+xd0HIdzwnGgLTvwA5AuYvwKzF5wv/+wlmF2GbNcRf+lSb4gUMgl53Yeu6l705DKICPa7TrwXnYL4LHTug/7DbliP17n5rXvHU/P+cJWaL+p+/WIGxWQ17EZ33r5fv9k83LRlij8G3m7S/W9aa//fD+HxfxX4VYCzZ89+0IdrcQdBCNjchJ/8SXckCTz7LDz6aCPok4zHAxbZgAVnmFUf52A2Q8+nRHKPtd5rfPf2RTz5NJNlxO5kg/3ZiKcOTvDkN+4jDg2boxn3be1w/8k9Tm9M6EYFQlrwLVFYIFhiqoqqmlLkU/IDzXz3Cla8BKqLjiP8aIjsbuF3N9DddVTYRXsecQc2Rzn3naywFqYzxe5Bh8mkz2RiOJxUiCrB1xndcIkophglsUhSFaO8AKnX8ANBPKrobxZoEoosY7lYskwgSSTL1Gc885glIcuFD7kARu//vLep+xb3FEwFyzecQc+kPpavOT/+/BCqBRQ5iIpats7RiFgZg1+nyGUXoj5469A5A51T0HkQ+t/iMgDv0rb24T+v0kX4R+58db9+43nfkP71+vXfBm3qvsWdgrKEV19dte+9/rpL8R8fKxsGBsUMX0wYelfY6F5gPdilKpfsT3rsTTcZpwOSrIv0NL24YGttxtntPc5t7LKxlhDoCqVKtAZhKjy1RJBj8oKstCRZQFFqKuOBilBhjPDXIDqB7Gyg4wE66BPGHt2eJIoMvq6oKpjMBdNpwHSmmC8MZV4ibUrkpcRhgq8rd3laD6EDlBcgVIAfaDxd4ekcLXOqPK1d/AzLRNEfdvjE95+/7vlrVfctPpqwFrKxU/FPv+6i/cVFSK66UbzVrG57K3AmM/UUPqVqW9sIvKi+3avT/CfcVL7oPkf6vQedN/+txFG/fpPib+r6sk7xxy5Tod49C3ELif7jwO8Cn8GJ8f4D8LF3E+O11/JHE8bAtWv1BL4nnYq/mScPqxGvYPDEjJ7aZxRdZrt7mVjtkC5L9g6H7M7XmKRDyirA8zW9KOfE5owzG/uc2Txg2E8IvQowCCnQ0qDFEiULKDKKsiIrFVkeUBqNIcR4A9BDRLiFiDZQ8QjhDwhjTdxRRJEbw1sUgukcZrOA2VySLC3GlvgipRNlhH5K6Oe1I55CeCFSB0gd4gca3zN4OkeJgiDSbJy9fqWrJfoWLQCK1Knxp99wpD//hiP95MAp9/NFPVSmblkzAqRYRcxed+UhrzvOnjc+UffvP+CIPz79rjPgP1R809S9tO7XB7r3u83KdXAT2uv+OvC/A5vAGHjSWvsT9e9+E/g7uNnG/8Ba+0fv9njttdzCWjd296mnXLT/yiuuzr9YrCxmG5MZJQ2+mjAM9tmIX2XkXyC0U6aLisNZj2vjTWbJgIqQIHD19+2NGec299geTul1U0KvQunKTcnDIG2BlinSpFRVQV5qilJSVT5GBBRqAHqECZxXv46GqM6IIPTwA4nvWQSGJBEsEsFsoZnONOnSYk2FpzLiKCHUKZ2owPMsnpbowEX7yg8ZrIWcf3hw3fPUEn2LFm+FtS6dP6tJf/o8JK+7DEByANV8pYSnoh53VavyA/Br4ZuOIBi4iD/YdkN54jPQe3gl6rtVPfvHrXTLxFngtkNtWtxjSFNX13/sMXjuOdjZcW1oR+n9Y9PnpDT0wjHr0Q5D7yJr/quIasJsZtgbj9iZbzJPOlgRogPJWidhcz3hvs19tkf7DHo5oSrxvBKDR2UEVBmCElNm2MpgqdxAmyrASo+CIZUaUeoTyNil+r3OkCD2a+IXmKoiSQSTOYynniP+hcUYNw440ilBkBF5Gb4v2DoZ8t0//OB1z8sdT/StyUaL245sCosLrrY/ft5F/smOG7mbz91BsjLtqQBhnD2vClejdVXfTeby1yHedKY13SbaP+NKAXcQWqJvcTejLOGll1ZDeF57zZF+M1mumQ1vakuJQFf04glr0Rus+xeJuYgoJizmhmvTIfuTNWbZACNCtKfqGv+Ck+sHnF7bZ3O0IPRLPFWA0FQWqtJSlgZhMsrc3a4QYBRWeZSiRyFHEJxAhGvoeA0ZDoi6PkHoLHqxhjQxTGeS6VxzOPZYLgVFUaJswcnTgr/xNzeuey7uhva61mSjxe1F0Ifgk7D2Sdezn7wO42/A7FmYvgzpFefFn82doM8soZwDubPxzQ/q3n3fKeb9Hsy6EPbd2N5gE6I1iE47057eQxCsvatzXYsWLd4ZWsO3fqs7rIUrV1Z1/VdecSn/xcJF+p4HqqeYpmscLta4oL6dTlzRCw7pD69wYu0SD3IBVb3MfG7ZmY44nPW5dLnPSxfvQ+v7CQLLsLfk5MaEE6MxZ7YO6Ucpw36G7ymsNWSZoCgEVVGS5hVFmRFUu5TTV8imIZntgh4w80/gdYaoeEQQD4m6PutripMnKqBkmVjmMxjPPHqDD/Y5cUd8ylhrnwc3fegt+Bzwr621GfCqEOIlnJjnukrdFi0+ELQHvfPusD8G2R5MXnaCvtlzzpI3O4AigWLh2t5sUtfHU0iuQPKaE/ERuMi+Ga3r9yF4zJF8uFmb9jzkXPt0fGv9+Fu0uIcgBJw6BZ/7nDvmc/jqVx3xv/iiq+vv7bkNQRA4M5q8UOzlG+yxged9gk5U0fEOiftX2B5e5H5xAZO9xnJpmCw6TJY9pocDdnbWeFKdRCtJGBRsDOdsDqec2jjgzOacXjij34UgKBAmpygEabokzxdkxT5pocnyl8mTkNz2SMSIPb2JDdbwOgPCeEA0iIhiydq6Ye36wfy74o4g+uugNdlocXshhCPkcBO2v6/u2b8EixfduN35RUj2XMtbkdfR/mJV4y+nMBvjvPl90H2X5g/W3G3/SQjWnTd/fMqJ+rr31yNmb3ELX4sW9xC6XfihH3JHVcE3vgFf+pJL8V++7KL9vT2XFYhj5z7nZtJvoPUGvv8JIr8iivYJg6usjS5ywl6G/GXSZcksDVkkXRZFj6tXh1y+eprHeQAlSzpRzqizYG0448TwkHMnx4x6CYP1hECkaDXFmpKiNGSZZplqkiJkmcXMDkYkO5tMxTaVt44KeqydXOPkuf77Phe3jOhbk40W9wT8Dqw94o5TP+1U+7NvwPjrMP+6+76YupnxZbZK8Rcz53qX7UB21c2XFxFEI/A3nAd+MHAbgGDkevXj2ps/PuWEf22036LF+4JSqxQ/uKlxf/mXLsX/4otwcOB6+MGRfq8H6+tQVYql3MLztvD9TxL6FX5nD793jX55kfX8dWxxlTy7wDJVLPM+ad4hKfq8vtvjtb0RT3HexQs6odspGHXnrA9nnBqNObE2ZWtwyPp6QiAPkHIHU75CaSRl6bHIOxwmGwT2HPD33vfzv2VEb639sffxZ68D9x37/kz9s7d7/N8BfgecgOd9/K8WLd4blIbuGXec+GHIDp2Ib/x1mDzrHPfSQ9fuVpja3nYK+QzM3KX9F1NYXHbEr3sQrTuy90fgjZxqP1hzQ3g6DzjHvujd58y3aNHinTEYwE/9lDvK0kX7zeS91193xP/6665Xv9OBtTX3N3mu0HqbMNwm6n4ST1b47BIUbxAnl5Dp6+TZHkX2OsZYZssOy6JPZnokZZeDcYerBz3k5ZMoaVACPK+gGycM4zkbwwXrvTHbwzHb/V3WB1O2B3uo/vIDPd87PXX/+8DvCiF+GyfG+xjw5du7pBYt3gZCOFIO12Dtu1z9Pnnd2fEePAuLlyHdgbLjIvSicnPjy5nzsy+XUOxDsQsop+YPR65k4I9cz77/+Kq23znrBvJEJ13dv432W7R4X9AaHnnEHeBq+1/6EjzxhIv2r12DS5fcvPgwhH7fzYfvdCCKFJ53gig6QbT5KTxdErJHv7iEWF5gO7lMnr1OurCkuaKoAooyZl4MSMoBSR5SlJqdgz5v7AywRqK0wVMFnq7ohBn9eMED5+Dnv/8DPMcP51R9MLzFZOMPhBBPWmt/wlr7rBDi94DncCYbf79V3Le4K+BF4D0E/Yfg5H8KyTXnyjd+DqYvOlvecg62A/a0s7gtp66PvxpDvoTlZXcI3wn1wk3wN12vvjeqNwJrzpu/c9659bXRfosWHwjdLvzoj7rDWtey19T2L1yA/X3Y3XV1/ziG0cj59/d6EMeaKDqB75/AH34Gf6MkFLtsFJcJy69DcpEi2SNf5hSlYll0WeQD0mpAZnpkuU+S++SlJMs1e9OA3fGA0is/0HO6I/roP2y0vbct7mhkE0f6s5edoG95CdJ9526HhkoCuSsF5Hu1Ve8SN19egghdPT886UR74aaL6v2RG03bOVMP5bkf/FvrjPdho72WW9xJaNL8X/mKM+25dMml+ZdL17cfRU7Ut7npvna7LuXv++5QlPh2By+/jE5ewcteQZWHmGJGUUmyMnKEX41YFEOWeUxW+Jw46fFL/8NPX3dtd0MffYsWHx0Eg1XP/umfdq14swswftpN4UvfcJ8oeh36p6GwLvrPdl1qP1+4vv70DcCrB/Bs1AK+k07V7w3g/C+A//DtfrYtWtwzeGuaf7GA55930f7zz7vo/+DA9fNbu0r1b246cd9goNnYOEUYn6K79b1oXWLya9jZJbzFywTJBUw+xeT7YEpKE1CJmNH29gdb94fw3Fu0aPF+oX3oPeCOk3/V1fHnF116f/K8E/SZqZtIFz4A5ltBFZDs1wr/A5fyXxzA4iUQAaghdE/C8LMwbIm+RYubhU4HPv1pdzSe/F//urPmfeEFeOMNN4xnd9e584XhKt0/GsH6umZ7+zSDwWlG23+FICwJ7RXU8hXk9AWq2UXy5YxO+MFS9y3Rt2hxp0AIF5VH27D5GefCl1yG6UswfRbmF2C54+bUBz03Sc9q18PfRPj5FMqrML4Cu5+H8z9yu59VixYfCQjhyPv7vs8dxjjif+klR/4vveSU/Lu7ro//1VddhiAI3IZhNILhULOxcR/D4X1sbHyWrYdKNuI3GPXTD7S2luhbtLhTEXQheASGj0D1U7WK/6KL9GcvOgc+MwYJ9O9z97M5pLVv/+YP3+Yn0KLFRxdSura8z3zGHVXlovtLl5w976uvutu7u07pv7/v/s73V+Tf72v6/bM89BD8Vx97/2tpib5Fi7sBSkP3nDtO/KCz4F1chMk36sl7taDPls7Cd+NTEA1v96pbtGhRQynXlrexAZ/6lJPhTKer9r1XXnGR/u6uywSMx478rXX3+yBoib5Fi7sNQjjL3HAd1j/levYXl2B5AQ6ecaY9yzdA3HsdNS1a3CvQ2kX8a2tO3FdVTr2/v+/I/8IFtwG4ehW2tj7g//pQVtyiRYvbBy+C4be4Y/tHXc/+8hKsffvtXlmLFi1uEEq5XvxeD86fh+/5HshzmM1WY3bfL1qib9HiEBPoTAAAB55JREFUXoLS0D3tjhYtWty1kNKp9MPwQ3isD/4QLVq0aNGiRYs7FS3Rt2jRokWLFvcwWqJv0aJFixYt7mHck173Qohd4OK73G0D2LsFy3kvaNd0Y2jX9O640fWcs9Zu3uzFvF/c4LUMd+/5v5Vo13RjuFvX9I7X8j1J9DcCIcTjd9owj3ZNN4Z2Te+OO209Nxt32vO909YD7ZpuFPfimtrUfYsWLVq0aHEPoyX6Fi1atGjR4h7GR5nof+d2L+Bt0K7pxtCu6d1xp63nZuNOe7532nqgXdON4p5b00e2Rt+iRYsWLVp8FPBRjuhbtGjRokWLex73PNELIX5SCPF1IcRLQojfeJvfB0KIf1P//ktCiPN3wJp+XQjxnBDia0KI/yCEOHe713Tsfj8jhLBCiJuqSr2R9QghfrY+T88KIX73Zq7nRtYkhDgrhPhTIcQT9Wv3127Bmv5PIcSOEOKZd/i9EEL8b/WavyaE+NTNXtPNQnstfzhrOna/W3It3+iaPurX8029lq219+wBKOBl4AHAB54Cvu0t9/l7wD+vb/888G/ugDX9VSCub//anbCm+n494M+AR4FP3+Zz9DHgCWBUf791u88Rro72a/XtbwMu3Mw11f/nh4BPAc+8w+//GvBHgAC+D/jSzV7TbTz/7bV8h13L7+E8feSv55t5Ld/rEf1ngJesta9Ya3PgXwOfe8t9Pgf8i/r2/wP8qBBC3M41WWv/1Fq7rL99FDhzE9dzQ2uq8T8B/zOQ3gHr+RXgn1lrDwGstTt3wJos0K9vD4A3bvKasNb+GXBwnbt8DviX1uFRYCiEOHmz13UT0F7LH9Kaatyqa/lG1/SRv55v5rV8rxP9aeDyse9fq3/2tvex1pbABFi/zWs6jl/G7eJuJt51TXWa6D5r7R/c5LXc0HqAh4GHhRB/IYR4VAjxk3fAmn4L+FtCiNeAPwT+m5u8phvBe32/3alor+Ubw512Ld/Qmmiv5xvB+76W2zG1dzCEEH8L+DTw2du8Dgn8NvBLt3Mdb4HGpft+GBcl/ZkQ4hPW2vFtXNPfBP4va+3/KoT4K8D/LYT4dmvtB5wm3eJuR3stvyva6/km4l6P6F8H7jv2/Zn6Z297HyGExqVo9m/zmhBC/Bjwm8B/bq3NbuJ6bmRNPeDbgc8LIS7g6kO/fxNFPDdyjl4Dft9aW1hrXwVexH1Q3CzcyJp+Gfg9AGvtF4EQ51F9O3FD77e7AO21/OGs6VZfyzeyJmiv5xvB+7+Wb6a44HYfuF3iK8D9rAQXH3/Lff4+bxbw/N4dsKbvwglFPnannKe33P/z3Fwx3o2co58E/kV9ewOX0lq/zWv6I+CX6tuP4Gp64ha8fud5ZwHPT/NmAc+Xb8V76jad//ZavsOu5fdwntrr2d68a/mmv/Fu94FTKr5YX2y/Wf/sf8TtrsHt0v4t8BLwZeCBO2BNfwxcA56sj9+/3Wt6y31vxYfDu50jgUtBPgc8Dfz87T5HOGXuX9QfGk8CP34L1vSvgCtAgYuKfhn4u8DfPXae/lm95qdv9ut2m89/ey3fwJrect+bfi3f4Hn6yF/PN/Nabp3xWrRo0aJFi3sY93qNvkWLFi1atPhIoyX6Fi1atGjR4h5GS/QtWrRo0aLFPYyW6Fu0aNGiRYt7GC3Rt2jRokWLFvcwWqJv0aJFixYt7mG0RN+iRYsWLVrcw2iJvsUNQ/z/7d1PiA5xHMfx96cnh0dtNsWRp9Um2bRlLxtJyUFxohTKiYN1kxDlqsSJXf9yQTk4bqktt90LbS0lHPzLVRKtp/Ds12F+D4PWs8+z9Nh5Pq/TPM/M/Gbm8J3vfGea+UoVSVVJU7n/apKmUg/ph5KOpO9ptzJ+t6RDv2zvt97Mksppm58ltfsTs2YLkuO5czjRW7OeR0R/7nc1IvojYi2wFdgGnG5x7G6ynuJ/FBHVtA//vA2sWcE5njuAE739RNJ+SZOSHkkab2bdyHpIHwQOK7NP0v10tX5ZUiltoyLpqaRbkp5IuiNpMXAGWJWWP5uGLUm6miqMMUnlv3rAZgXmeDZworccSV3AMWAwItYB25sdIyJeACVgE7Ab2JCu1mvA3tyiq4HhiFgDfCC78j9OqjAi4mharhe4mCqM98DOlg7OrMM4nq3Oid7yakAZOCdpIObXC3ozsB54kJ4BbgF6cvPfRMREmr4JbJxlnJcRUX+GOEnW3cnMGnM8G5C16jMDICI+SeoDdgBXJF2LiOFmxpDUQ3aCeUfWdvLEbJtr8Lsu37+7fuIyswYcz1bnit6+k9QbEdMRcRsYJWv72cz6y4BLwAXgHrBL0vI0b6mklbnFV0gaTNN7gHHgI9A1z8MwMxzP9oMress7mYJ1GngMHJjDOuV0K28R8BW4AZyPiBlJp4Cx9HrOF2AIeJ3WewYMSbpO1oN6JFUgE+kVnLtkvZfNrDWOZwNwP3qbO0kVYDQi+v6TcV4BAxHxdj7jmHUix3Pn8K17a0YNWJL/wEY71D+wQVZ1zLRzX8wWMMdzh3BFb2ZmVmCu6M3MzArMid7MzKzAnOjNzMwKzInezMyswJzozczMCsyJ3szMrMCc6M3MzArMid7MzKzAvgFsPWY5eaGoaQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Trajectories in the depth domain\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,:2], yn[::10], len(X)//10)\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,2:4], yn[::10], len(X)//10)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Trajectories in the state-space\n", + "plot_2D_state_space(trajectory[:,:,-2:], yn[::10], len(X)//10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let us now train a higher--order model, e.g. 10th order, on the same task" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Showcase of Higher-Order Models (10th order Neural ODE)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we introduce an integral regularization term leveraing the [generalized adjoint](https://arxiv.org/abs/2003.08063) for Neural ODEs." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "class IntegralWReg(nn.Module):\n", + " def __init__(self, f):\n", + " super().__init__()\n", + " self.f = f\n", + " def forward(self, s, x):\n", + " loss = 1e-6*torch.abs(self.f(x)).sum(1) \n", + " return loss" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With `torchdyn`, going beyond orders 1 and 2 is easy. Simply use the `order` argument during `NeuralDE` instantiations." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# vector field parametrized by a NN\n", + "f = nn.Sequential(\n", + " nn.Linear(20, 128),\n", + " nn.Tanh(), \n", + " nn.Linear(128, 2))\n", + "\n", + "# Neural ODE\n", + "model = NeuralDE(f, \n", + " order=10,\n", + " solver='dopri5', \n", + " sensitivity='adjoint', \n", + " intloss=IntegralWReg(f)).to(device)\n", + "\n", + "seq = nn.Sequential(Augmenter(1, 18, order='last'), model, nn.Linear(20,2)).to(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the training will be slower than `order=1` Neural ODEs: higher order dynamics are often more challenging to integrate, and adaptive-step solvers will require higher NFEs." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 2 K \n", + "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 20 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", + " warnings.warn(*args, **kwargs)\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e95d4c6b662043f687e7a23c360b65ac", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# train the neural ODE\n", + "learn = Learner(seq)\n", + "trainer = pl.Trainer(min_epochs=600, max_epochs=1200)\n", + "trainer.fit(learn)\n", + "# Don't be alarmed by oscillations of the \"terminal\" loss (printed at every iter)! Having also an \"integral\" loss term, it is the sum of the two that really matters." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Plots**" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Evaluate the data trajectories\n", + "s_span = torch.linspace(0,1,100)\n", + "X_d = seq[0](X_train[::10,:])\n", + "trajectory = model.trajectory(X_d, s_span).detach().cpu()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Trajectories in the depth domain\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,:2], yn[::10], len(X)//10)\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,2:4], yn[::10], len(X)//10)\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,4:6], yn[::10], len(X)//10)\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,6:8], yn[::10], len(X)//10)\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,8:10], yn[::10], len(X)//10)\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,10:12], yn[::10], len(X)//10)\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,12:14], yn[::10], len(X)//10)\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,14:16], yn[::10], len(X)//10)\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,16:18], yn[::10], len(X)//10)\n", + "plot_2D_depth_trajectory(s_span, trajectory[:,:,18:20], yn[::10], len(X)//10)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Trajectories in the state-space\n", + "plot_2D_state_space(trajectory[:,:,-2:], yn[::10], len(X)//10)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "py37", + "language": "python", + "name": "py37" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/07a_continuous_normalizing_flows.ipynb b/docs/tutorials/07a_continuous_normalizing_flows.ipynb new file mode 100644 index 0000000..305c68a --- /dev/null +++ b/docs/tutorials/07a_continuous_normalizing_flows.ipynb @@ -0,0 +1,479 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Density Estimation with Neural ODEs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`torchdyn` allows for easy implementation of density estimation models. Continuous normalizing flows (CNFs) sidestep architectural restrictions of discrete flows, necessary to preserve tractability of Jacobian log-determinants. By means of a change of variables in continuous-depth, the determinant requirement turns into a much cheaper trace requirement. \n", + "\n", + "The flow is normalized by this instantaneous divergence to preserve the integral norm of the density throughout the dynamics. We refer to this excellent tutorial and survey for an in-depth introduction.\n", + "\n", + "This notebooks shows a regular *continuous normalizing flow* [CNF](https://arxiv.org/abs/1806.07366), implemented with a few lines of `torchdyn`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import torchdyn; from torchdyn.models import *; from torchdyn.datasets import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Data**: we use a standard N-gaussians dataset. The data is z-normalized for easier training." + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = ToyDataset()\n", + "n_samples = 1 << 14\n", + "n_gaussians = 6 \n", + "X, yn = data.generate(n_samples // n_gaussians, 'gaussians', n_gaussians=6, std_gaussians=0.5, radius=4, dim=2)\n", + "X = (X - X.mean())/X.std()\n", + "\n", + "import matplotlib.pyplot as plt\n", + "plt.figure(figsize=(5, 5))\n", + "plt.scatter(X[:,0], X[:,1], c='black', alpha=0.2, s=1.)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torch.utils.data as data\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "X_train = torch.Tensor(X).to(device)\n", + "y_train = torch.LongTensor(yn).long().to(device)\n", + "train = data.TensorDataset(X_train, y_train)\n", + "trainloader = data.DataLoader(train, batch_size=1024, shuffle=True) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Continuous Normalizing Flow" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, we show a minimal implementation of a standard *continuous normalizing flow* (`CNF`). This exercise showcases the flexibility of `torchdyn`: a `CNF` can be defined as nothing more than a wrap for any module, handling the additional dimension dedicated to the divergence propagation during forward and backward dynamics. This approach is natural as it allows the utilization of any other `func` variant to handle the data-dynamics." + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [], + "source": [ + "def autograd_trace(x_out, x_in, **kwargs):\n", + " \"\"\"Standard brute-force means of obtaining trace of the Jacobian, O(d) calls to autograd\"\"\"\n", + " trJ = 0.\n", + " for i in range(x_in.shape[1]):\n", + " trJ += torch.autograd.grad(x_out[:, i].sum(), x_in, allow_unused=False, create_graph=True)[0][:, i] \n", + " return trJ\n", + "\n", + "class CNF(nn.Module):\n", + " def __init__(self, net, trace_estimator=None, noise_dist=None):\n", + " super().__init__()\n", + " self.net = net\n", + " self.trace_estimator = trace_estimator if trace_estimator is not None else autograd_trace;\n", + " self.noise_dist, self.noise = noise_dist, None\n", + " if self.trace_estimator in REQUIRES_NOISE:\n", + " assert self.noise_dist is not None, 'This type of trace estimator requires specification of a noise distribution'\n", + " \n", + " def forward(self, x): \n", + " with torch.set_grad_enabled(True):\n", + " x_in = torch.autograd.Variable(x[:,1:], requires_grad=True).to(x) # first dimension reserved to divergence propagation \n", + " # the neural network will handle the data-dynamics here\n", + " x_out = self.net(x_in)\n", + " \n", + " trJ = self.trace_estimator(x_out, x_in, noise=self.noise)\n", + " return torch.cat([-trJ[:, None], x_out], 1) + 0*x # `+ 0*x` has the only purpose of connecting x[:, 0] to autograd graph" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above template also lends itself to a simple `FFJORD` implementation by a simple change of `jacobian_trace`" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A \"correct\" solution of the dynamics ODE is often required for CNFs for accuracy in the divergence dynamics. This suggests the use of adaptive-step solvers such as `dopri5`, `dopri8` or `adaptive heun`. However, fixed-step solvers with a fine-enough grid `s_span` can be successfully employed as well, depending on complexity of the learned flows:" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "f = nn.Sequential(\n", + " nn.Linear(2, 64),\n", + " nn.Softplus(),\n", + " nn.Linear(64, 64),\n", + " nn.Softplus(),\n", + " nn.Linear(64, 64),\n", + " nn.Softplus(),\n", + " nn.Linear(64, 2),\n", + " )\n", + "\n", + "# cnf wraps the net as with other energy models\n", + "# default trace_estimator, when not specified, is autograd_trace\n", + "cnf = CNF(f, trace_estimator=autograd_trace)\n", + "nde = NeuralDE(cnf, solver='dopri5', s_span=torch.linspace(0, 1, 2), sensitivity='adjoint', atol=1e-4, rtol=1e-4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Augmenter takes care of setting up the additional scalar dimension for the divergence dynamics.\n", + "The `DEFunc` wrapper (implicitly defined when passing `f` to the NeuralDE) will ensure compatibility of depth-concatenation and data-control with the divergence dimension.\n", + "\n", + "Utilizing additional augmented dimensions is also compatible, as only the first will be used for the jacobian trace. Note that `Augmenter` concatenates augmented dimensions before (in the \"order\" sense) the input. CNFs utilize the first dimension (i.e `x[:, 0]`) to keep track of the divergence." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "model = nn.Sequential(Augmenter(augment_idx=1, augment_dims=1),\n", + " nde).to(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "CNFs require the specification of a prior distribution in latent space. We use a simple isotropic `Multivariate Normal`:" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform, Categorical\n", + "prior = MultivariateNormal(torch.zeros(2).to(device), torch.eye(2).to(device))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Standard Learner. It is often useful to visualize samples during normalizing flow training, in order to identify issues quickly and stop runs that are not promising. For an example of how to log images using `PyTorch Lightning` and `Wandb`, refer to torchdyn's `benchmark` notebooks." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "import pytorch_lightning as pl\n", + "\n", + "class Learner(pl.LightningModule):\n", + " def __init__(self, model:nn.Module):\n", + " super().__init__()\n", + " self.model = model\n", + " self.iters = 0\n", + " \n", + " def forward(self, x):\n", + " return self.model(x)\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " self.iters += 1\n", + " x, _ = batch \n", + " xtrJ = self.model(x) \n", + " logprob = prior.log_prob(xtrJ[:,1:]).to(x) - xtrJ[:,0] # logp(z_S) = logp(z_0) - \\int_0^S trJ\n", + " loss = -torch.mean(logprob)\n", + " nde.nfe = 0\n", + " return {'loss': loss} \n", + " \n", + " def configure_optimizers(self):\n", + " return torch.optim.AdamW(self.model.parameters(), lr=2e-3, weight_decay=1e-5)\n", + "\n", + " def train_dataloader(self):\n", + " return trainloader" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A warning: the training process can take 1 hour or more depending on hardware. Following tutorials will show how to speed up CNF training through stochastic trace estimators and / or integral regularization terms." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 8 K \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "564f83e123004edf8286a8a16c319e0f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "learn = Learner(model)\n", + "trainer = pl.Trainer(max_epochs=300)\n", + "trainer.fit(learn);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualizing the Samples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sampling from CNFs is easy: we query the prior latent normal and then pass the samples through the `z -> x` CNF flow. To reverse the flow, we flip `s_span`:" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "sample = prior.sample(torch.Size([1 << 14]))\n", + "# integrating from 1 to 0\n", + "model[1].s_span = torch.linspace(1, 0, 2)\n", + "new_x = model(sample).cpu().detach()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We then plot, samples, flows and density like so:" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Data')" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 4))\n", + "plt.subplot(121)\n", + "plt.scatter(new_x[:,1], new_x[:,2], s=2.3, alpha=0.2, linewidths=0.3, c='blue', edgecolors='black')\n", + "plt.xlim(-2, 2) ; plt.ylim(-2, 2)\n", + "plt.title('Samples')\n", + "\n", + "plt.subplot(122)\n", + "plt.scatter(X[:,0], X[:,1], s=2.3, alpha=0.2, c='red', linewidths=0.3, edgecolors='black')\n", + "plt.xlim(-2, 2) ; plt.ylim(-2, 2)\n", + "plt.title('Data')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also visualize the flows from prior to the input data space using the `.trajectory` method" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "traj = model[1].trajectory(Augmenter(1, 1)(sample.cuda()), s_span=torch.linspace(1, 0, 100)).detach().cpu() ; \n", + "sample = sample.cpu()\n", + "traj = traj[:, :, 1:] # scrapping first dimension := jacobian trace" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = 2000\n", + "plt.figure(figsize=(6,6))\n", + "plt.scatter(sample[:n,0], sample[:n,1], s=10, alpha=0.8, c='black')\n", + "plt.scatter(traj[:,:n,0], traj[:,:n,1], s=0.2, alpha=0.2, c='olive')\n", + "plt.scatter(traj[-1,:n,0], traj[-1,:n,1], s=4, alpha=1, c='blue')\n", + "plt.legend(['Prior sample z(S)', 'Flow', 'z(0)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Great! You've seen how to train vanilla continuous normalizing flows in `torchdyn`. Next, we'll look at the *Free-form Jacobian of Reversible Dynamics* (FFJORD) variant proposed in [Grathwohl et al., 2018](https://arxiv.org/pdf/1810.01367.pdf)." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "py37", + "language": "python", + "name": "py37" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/07b_ffjord.ipynb b/docs/tutorials/07b_ffjord.ipynb new file mode 100644 index 0000000..60e2567 --- /dev/null +++ b/docs/tutorials/07b_ffjord.ipynb @@ -0,0 +1,435 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Density Estimation with FFJORDs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Free-form Jacobian of Reversible Dynamics (FFJORD) is a continuous normalizing flow (CNF) variants proposed in [Grathwohl et al., 2018](https://arxiv.org/pdf/1810.01367.pdf). The core novelty is proposing utilization of stochastic trace estimators to improve scalability of the Jacobian trace computation ($O(1)$ calls to autograd instead of $O(D)$)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import torchdyn; from torchdyn.models import *; from torchdyn.datasets import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This time, we use a fun dataset: the `DiffEqML` logo." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data = ToyDataset()\n", + "n_samples = 1 << 14\n", + "n_gaussians = 7\n", + "\n", + "X, yn = data.generate(n_samples, 'diffeqml', noise=5e-2)\n", + "X = (X - X.mean())/X.std()\n", + "\n", + "import matplotlib.pyplot as plt\n", + "plt.figure(figsize=(3, 3))\n", + "plt.scatter(X[:,0], X[:,1], c='olive', alpha=0.3, s=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torch.utils.data as data\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "X_train = torch.Tensor(X).to(device)\n", + "train = data.TensorDataset(X_train)\n", + "trainloader = data.DataLoader(train, batch_size=1024, shuffle=True) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## The FFJORD model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In `torchdyn`, we decouple CNFs from the Jacobian trace estimators they use. This allows us to easily implement variants without alternations to the original module. Indeed, we can simply define the Hutchinson stochastic estimator separately as follows" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "def hutch_trace(x_out, x_in, noise=None, **kwargs):\n", + " \"\"\"Hutchinson's trace Jacobian estimator, O(1) call to autograd\"\"\"\n", + " jvp = torch.autograd.grad(x_out, x_in, noise, create_graph=True)[0]\n", + " trJ = torch.einsum('bi,bi->b', jvp, noise) \n", + " return trJ" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And then instantiate a CNF as before. " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "f = nn.Sequential(\n", + " nn.Linear(2, 64),\n", + " nn.Softplus(),\n", + " nn.Linear(64, 64),\n", + " nn.Softplus(),\n", + " nn.Linear(64, 64),\n", + " nn.Softplus(),\n", + " nn.Linear(64, 2),\n", + " )\n", + "\n", + "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform, Categorical\n", + "prior = MultivariateNormal(torch.zeros(2).to(device), torch.eye(2).to(device)) \n", + "\n", + "# stochastic estimators require a definition of a distribution where \"noise\" vectors are sampled from\n", + "noise_dist = MultivariateNormal(torch.zeros(2).to(device), torch.eye(2).to(device))\n", + "# cnf wraps the net as with other energy models\n", + "cnf = CNF(f, trace_estimator=hutch_trace, noise_dist=noise_dist)\n", + "nde = NeuralDE(cnf, solver='dopri5', s_span=torch.linspace(0, 1, 2), sensitivity='adjoint', atol=1e-4, rtol=1e-4)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Augmenter takes care of setting up the additional scalar dimension for the divergence dynamics.\n", + "The `DEFunc` wrapper (implicitly defined when passing `f` to the NeuralDE) will ensure compatibility of depth-concatenation and data-control with the divergence dimension.\n", + "\n", + "Utilizing additional augmented dimensions is also compatible, as only the first will be used for the jacobian trace." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "model = nn.Sequential(Augmenter(augment_idx=1, augment_dims=1),\n", + " nde).to(device)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Standard Learner. It is often useful to visualize samples during normalizing flow training, in order to identify issues quickly and stop runs that are not promising. For an example of how to log images using `PyTorch Lightning` and `Wandb`, refer to torchdyn's `benchmark` notebooks." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "import pytorch_lightning as pl\n", + "\n", + "class Learner(pl.LightningModule):\n", + " def __init__(self, model:nn.Module):\n", + " super().__init__()\n", + " self.model = model\n", + " self.iters = 0\n", + " \n", + " def forward(self, x):\n", + " return self.model(x)\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " self.iters += 1 \n", + " x = batch[0] \n", + " xtrJ = self.model(x) \n", + " logprob = prior.log_prob(xtrJ[:,1:]).to(x) - xtrJ[:,0] # logp(z_S) = logp(z_0) - \\int_0^S trJ\n", + " loss = -torch.mean(logprob)\n", + " nde.nfe = 0\n", + " return {'loss': loss} \n", + " \n", + " def configure_optimizers(self):\n", + " return torch.optim.AdamW(self.model.parameters(), lr=2e-3, weight_decay=1e-5)\n", + "\n", + " def train_dataloader(self):\n", + " return trainloader" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 8 K \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "cc8876747c844a738e45c70ecd0b3265", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "learn = Learner(model)\n", + "trainer = pl.Trainer(max_epochs=300)\n", + "trainer.fit(learn);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualizing the Samples" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sampling from CNFs is easy: we query the prior latent normal and then pass the samples through the `z -> x` CNF flow. To reverse the flow, we flip `s_span`:" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "sample = prior.sample(torch.Size([1 << 14]))\n", + "# integrating from 1 to 0\n", + "model[1].s_span = torch.linspace(1, 0, 2)\n", + "new_x = model(sample).cpu().detach()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We then plot, samples, flows and density like so:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-2.0, 2.0)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAD8CAYAAAC1kSj7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9aZAc53nn+cusrDvrrur7bgDdYKO7AQK8KV66admS6JXHqxlrxhEeWbsbE96I9YeJiYmwYyfGHyY8MxE7Hs+O5PWEPZI9lkTJlihxTImUCZACARAkunEQDfR9d9ddlVWVlZWVuR+qq1hodONikwDJ/EUwurvqrcw3M4uJ//vk/3kewTRNLCwsLCwsLCwsLCxuH/FuT8DCwsLCwsLCwsLiw4olpi0sLCwsLCwsLCzuEEtMW1hYWFhYWFhYWNwhlpi2sLCwsLCwsLCwuEMsMW1hYWFhYWFhYWFxh1hi2sLCwsLCwsLCwuIOec9iWhCEbkEQfiEIwiVBEC4KgvB7O4wRBEH4fwRBmBYEYVIQhPvf634tLCwsLO4M675tYWFhsXdIe7ANHfi/TNN8SxAEH3BWEISfmaZ5qWnM54H9W/89BPyXrZ8WFhYWFh881n3bwsLCYo94z5Fp0zTXTNN8a+v3PPAO0Llt2BeBvzRrvAEEBUFof6/7trCwsLC4faz7toWFhcXesReR6QaCIPQBR4BT297qBJaa/l7eem1th218Hfg6gNfrPTo8PLyXU7S4h6hWTWw24aZjymUBm81AkoSbjr+dfZfLAk7nzedgYXEnnD17NmGaZuxuz+NmvNf7tnXPtrgrmCamriNIEgjWPdzivfNe7tl7JqYFQZCB54H/0zTN3J1uxzTNbwLfBDh27Jj55ptv7tEMLe4lMhmNmRkHg4MawaBj13GmabKwUGBuzoEgwOHD3HD8rWKaJtlshUDAjmDdiC3eBwRBWLjbc7gZe3Hftu7ZFncDbX0dx8oKWmcnjra2Pd++oevoiQRSNIoo7Wnc0eIe5b3cs/fkGyIIgp3aDfk7pmn+YIchK0B3099dW69ZfEwJBOwMDmoEAvZbGjs+biAIAoFATUjfSAzfilAWBGFPRLmFxYcV675t8UGy1+JUikbRtn6+H+iJRE2sw/si1i0+WuxFNQ8B+P+Ad0zT/A+7DPsR8LWt7PCHgaxpmtdZPCz2FtM0yWQ0TNO821O5bi51Mbub2K2Pz2Q0ZmediKJIKOQEaLw+M+Mgm61c99lstrLre3sx9/c6zsLibmPdty0+aOriVE8kdnzf0HW09XUMXX/3M6qKMjGBrqrXjRclCUdb2/sWNZaiUbTOzvdNrFt8tNiLOtOPAb8FPCMIwrmt/54VBOEbgiB8Y2vMT4FZYBr4FvC/78F+LW7CXovK3bgVEZnJaJw7J5DJaLe0zfrcgWsi2Du9vn3/u0W971QU3+p5/KDOt4XFHmDdty32DEPXUZeXUZeXrxHDzewkTps/p62vIy0soExMoC4vo6squddfx3PuHOrUVGP8dsHdvK2bvaer6k3nWef9FusWHy3e87fENM3XgBuaTs2aKvk/3uu+LG6P27FS3Al1O4VpmszOOq/xP+9stTCv++xuVox3535t9Hr763VPdTzuIRYr0Nvr3XUfdbF7M59287hAwI5hGITDefz+3bd97dzen/NtYbFXWPdti5tRt2WIwSBGJnNDe4a6vEzlxRextbaiDw7iGRlpjG3ezvZtG7qOePEiVU2j4HQiyjL26WmEjQ2Kra24CgUSsRgerxd1eRkA18ZGw3rRvG11agpHJkPm4kX8jz2G5HLVxPPUFGIggCeZRNnYwLG+jgBo1ARz/bgsj7TFe8HqgPgRptlKcStR2eYxtzK+LjpN0yQczlOtVkmnyw2hWY/S1rfX21u+LsK8WxS35o+2k8lojW1uP6b6dhIJL3Z7mrk5B5mM1tj24mLxmn3casTa75eIRBR8PhsLCwUmJkQWFpzkcu9GMqwotIWFxUeZui1DnZpq2DO2R3/rf2ubmzg1jbyq4lIUihcvNsboiQTi7CzxH/6Q6pkzqMvLKJOTVE+dQl1bQx8aImMY2F9+meLSEmo8TkbXQZYx8nnMapXKiRMUvvc9lLk5coAYDKKrKqlXXqFy8iSZ48eRkklWTp/GNzfXiGSrU1PI58+jbW6iSBJSby9qNEqpr4/cxAT6mTNo6+tALaHRPHsWZXISQ9dvKdKtKQrKxASaouw61uLjgbX8+ohyJ1HZ5jEAMzMOBgbKDWG7PYJcF6emKbCw4CSf1/H5BMbHa58fGCgTCNQE5+SkDRAJhXSCQUdDsPr9nl3nnclovPZaFVm2cfjwu/aQZjEdCNjZt6+CYXhJp2uiuLvbjSSl6OryEwxq+P0SmUzt5077Mk2TmRkH0WiBnh4PCwsF5uedGEaBhQUnPT0lRFFElt3MzeUJBOwEg45rhLlpmszPK8zPOzl8WGv4u2/3OllYWFjcbQxdr0V1BQFHby+52VkkVcVYX0ecmSF+/DihZ58FRUFaqBVA0D7xCUIDA+TOnsXPlhhva0MMBtmYmUE6e5Z8Vxeiw4Ernyf19tsE7r8f3WZDi8exr65SDAaRV1cxAwFQFMqKQu74cSRRxF6tYq6toRgG6q/8CqKm4Tl3jkQqRWB4mLggEMhmibe3Ex0crFX7GBwkV61ilMvYFhfJr67i1TTSuRzuqSkKbjfe0dHGcVdyOeyGQa5aRU+nCXq9aFvCWk8m8YyMILlcaOvr2C5eJCsIRDc3SSUShINBK1nxY4wlpj+ibBfPN7Mg1KPHdQEMbAllbirCa9U2KpimiCDUort120d926OjVbLZCtWqvRFpnp93EAhUCIWcjehwKqVy8aKNxx+vVe+QZRt9fRrg4O23YWOjwKc/XSWfr+JyGTz//FVOndogFJJYXVVpb29jfX2DeLyL9vZlQiEXxWKRc+d0OjurCIIP0ywyOhpmba3I2pqJx1NBEAS6utrJ5xNcvSrgdrt45BEHuu4nk0ni84W5cGGWbLaTRx5xI8sK1aoOCMiynY4OGWjD7zcxzVqE3OezsbRUoqfHgyju/BDoVq0nt4sl0i0sLG6FZnsD1CK06uoq4pUrOEMhyoD4zjtUqlUqAwPkfvlLWtfXmT93jvCv/zrlq1fxORywbx8oCj6Hg435eZyGgWcrcdAej2Pk82QVhdZkko2FBaIOB/HVVXyLi/i9XqojI7j7+lBXVsgtLBB+5BEWf/ELOhcXWXE6CR49inL1KuGFBVbPnqXlmWfIt7Qg5fOU1tYoCgKOeBzHZz+LkclgvPUWiiQher1w7hx5w8AZCJBbXsaoVCgYBtVEAu3NN9FVFSOfR3rgASq5HMZbb2G7fJnV++7DncvhisdxpNPkMhmCTz4JQFXXwe8nEYshHz1KMZNBW1hAzWZBURrC2+LjgSWmP6JsF8+7lYLbyfcMNIQYsKsIbxaCzZFYwzAIhXIkkyaplEoyKeNwZEilvChKFZ9PoLdXA1yYpkEqpbKwoDAzI/Daa8ucO6fyve8laW93sLqq8dBDQY4fT+DxCKys9HDixAYXL7pZXV1nbq6HanUEyNSPCBgGskA70AZcAo4yMTENBIEyP/2pB8gDNiAApJEkCV0XgVYgxenTMnZ7AkUZQtMmgQeAVS5dEiiXQ2haFVF0Y7MVCAZVRkdncDrXeeMNP7LcyfT0Ii5XL6OjCmBis4k89VQ3+/eHME2T8+czdHW5GRgwGwuY7dfF75fI5fTbLgG4XaRb4trCwmI7hq5TvHgRj6qiU6ueUX7xRUxJwiyXyff2oi8tYczPk52dxf7aawRCIaazWfrn5kisrxPp7CSn63jSaXJOJ2VFgVdeQertpTI+TtY0MRYX0QD30hKbq6tEvF4y+/fjM02KZ86gjo0RfvRR3IJA3u0m+M47LPzhH9K3uspiLkd3LMamaRL2+dgsFmktFimcOIH03HO4NzeJKwoBtxuH00lpc5PN6WmMs2chkUCx2QgXi5Q+9Sk0r5fiygp+QSDhdtOyuIhRLFKcmiIAVD7/eeSxMZJra4gXLlA5dQpvJEKitRV3fz9BQSD18su4Bgcx2trwrq5S2tgglUxi8/sJzMxQKJXwyTKqJCGPj+963nfyZ1u+7Q8v1tX6iHKrdZTromtgoNwQzdsT8OpR4+2l7LYL9vq4dLrMqVNV1tac7NtXpacnTSLhJRTK4nSq/PCHs6yu5mlpcfPCCzY2NjwoisjSUpr5+QDJpIbN9jDV6iTQw3e+swYcA6YRBCcnTrShaSXgMWy2E4hiBodDpbPTzthYAEFYYHo6iMuVxuVaRRQ14vGfksuFaG9fIRKpcuBAiFJJJ51WEUUR04SWllZyuQSp1DLg5fBhhUjEwYkTSwhCO8XiGdzuNj73OY2VlTz5fIlUykW1mmNycoi33logmXyQF164TCCQQFXH8Pmm+MlPYuRyJi6Xh0OHpnnuOSfFosb//J8eOjsVvvCFAOWyyGc+00k06iGX0xuLm0hEIZmUd4xcZ7MVpqftRKO1xMsbXZv3KwJuYWFx71H39MK7toP631I02kgo1NbXEefmWFMUApEIWjyOI5Eg2d5OQJYpz88T2twkubKCa2YGl2Gw2dWF++hRksvL2INBEl4vTkVh9e//npjNRtYw6CuVWI1EMAIBbD/4AVI6Tc7hwGmz1SLI2SyVgQES8ThyKkXg6lUqqorN56MgipDL0dLaytK+fQS6u8lcvoxreBh7IEC4u5vV8+eJer3kpqexJZM4ZBmjo4Nsayue+Xm8ExOsxuN4s1kcpolerVJ89VUc/f24r14lE4vhDYUoHzhApaUFz8gI5dVVjHKZ4vw8tlAIZWwM+exZUktLtPt8lOx20hsbBFZXIZVCfOQRCskk6uIi7ulpsrEY6sgIrkOHyKgqwcHBXZM4d6thbdW2/vBiiemPIc1Ryp2qYzTbPbLZChMTAiBw+HClIbbrEc66t7m+zfl5J7mcQLVaob8/SbVq8OabCs8/H8fplJmeVrl40Qn0UIsiCzidDiSpSKXSTiAgMjKyyPDwa7jdJhMTOn6/m0xmmiNH0jidJbzeMLqeYXV1A0m6H1nO43AEOXq0QKUySHf3BidPOojFdFpb/fh8dh59VOTSpSyaFiQaLaLrYSIRhYUFJ+PjJsGgo1EVJBotADA3Z0dRqvzqr+qIokhPzyj5fLXhsY5EFIJBB7qu84MfZFBVL9/73jKjoxW6urpIJC4zOurj7Nk8ExMira2zXLkyyh//cQbDCJJO67z1lsxrr1XQNIFf/GKOr389zPHjZQKBPEeOtCDLAQKB8nWRa6gJ5mi0QCLhJRisXCOSty+m9qLSiBXdtrC4N9gulpujmPXEPHFqCs/AAOr4OMUrVxDm5qBcpjo4SFCWSU1MUDFNCj/6EXIsRiWbpRiNoqTTGK2tVDUNRz5PIhxG6OzE8PlIXL2KXxDg7FlKg4P4ZBm3z0dpdpYWXSfr8RAcH2e9UiHy7LOUZmawSRKrfj/9nZ2kCgVa83nSa2sE3n4bp99Ptq8PbXwcaWUF4dw5vJUKBAIUy2X8LS1UZZkWr5eVV1/FOz6O2dJC26VLqKkUcrWK6HTC6Ciuhx7Ck06j+Hxkw2GkXA59bQ2pUiGVz9OracyvreFWVfLxOGGPB2VsjM6taHjRbkd89VWKm5u4BQHj8GFymQyGw8FiIkFnKoW9UiE7MIBot2NbWsJbLqONj6OkUgQNg3I8jtvhAElCmZykkkjgTKUwhobwptPkYjFc7e27Npx5vxvRWLx/WGL6I0iz6AGuE0Dbo5TNoiubrTTsHoIg4PdL9PYWtoS385poaE+Ph/l5hTfe0NC0Kq+9NkOplGJ4OMCJEyrZrImu97K4WCGVOoQgpAAFOEAkcoYnnohRrUIs5mB0VCCbzdPX50cQHkAUTUzTxuOPq4DB0BBks35k2UEkUqCnZxS/X+LChSweT4RXX9WIREJEo1kqlTYGBvLEYjJjYwKBgI1cTuexx1pYWiqxuRnE4UhhGBL1YiWCIGyV1SuQSNQiwf39GvPzDsJhqWFjCQZtGIaB3Z4mkQgSCulEox7+0T+y4/O18Wu/VsTvlxBFkWBwHwBPPpnj9GmDp5/ezy9+scbiog9ZTqEoOqpaJZn08fLLBvPzMb71rRVOnpQplVoYHd3kqafyXL26yoMPhnn44Q4kqbbtvj4ZURTp7a0J6ZuJ5L3o+GhFty0s7g30RALx4kUEQN+qh1xHnZrC8+abVBSF4n33IW1uws9/ztKFC7TGYlAqseJ2452eJreyQiybZTqfx7exQVUQiGQyeKtV4k4nvmKR6tISrrY2tJYWeux2FhSF4MQE9koFbWSEstsNskylvx/PJz6Bt6eHSDxO5fx51KtXURWFtt5eUqEQ7qefpjg1RVs8TravD8PtptXjodLTA5JEulRCcLkwIhHkM2cwTp2iaLezEovRurpKOZmkCnjTaYodHUidnSibm7R3dmK6XBi5HILdTmtrK9VolGxLS83PvblJ8tw5gn4/eipFl6ZR1jSMSoVSayvVdBrPuXPkVleRTBPV6yX3xhu0Li2RzmYJ9vay7nTSOjJC8Z13iJZKaIEABacTs7UVqaODtXyeiChSCAbxpNOUfvxjXKqK4HSit7SgZ7OIySRCPI7a2YlraOg6S4e47VpafHiwxPRHkJtV5dgpStns0R0cfLcChmmapFI+AgGVhYUCXV0uBGGT73+/jNs9xauvaly5UsZuV5mcHEDTPHg8HkqlCk6njSNHFP7xPxZYXz/H/v0+OjpCvPjiPP/23z6M1yszP++gv79CX5/ciIzPzytMTgqAwaFDDtJpPz09KgsLLkKhPOm0j0wGDh82OHw4QjpdpqXFQbFY4eBBPysrBXp67NhsAn19MouLRV5/3YcgKA3BPDcnk04L9PWVMc1aUmT93AQC7y4yQqF3hWqzv7xSCRGLFQgEvNcI1VDI2Tj39cXLwICfSKS2nd/8TR8LCwXm5jpQlFqlku7uEl/6Uo6NjTzB4BDHjs0zOblCJtPNX/3VFc6fP8j3v5/kmWdWyGQMIhEbBw+WOHQowuc/3006rWEYBsGgY1d/9V5g1dG2sLh7NPtppWgUdWgIPZXCJcsU5+fRUyk8992HY3CQzLFjiD4frvZ21LU18uvrdCoK8XCYYKmEkMuxfuIEQksL89UqgXSa8Nwcyr59ZEZGQBSJqSr5SgVnKkU1kUAeHUWVZYIjI9gTCfKVCl67HWZm8GQylKNRQnY7YkcHdHRQXVvDq+s4gkEKDgcd5TLK5CTywACFtjb8fX34t4SrPDRE0WYj6nBg2mxw7BgJQcAsFgkuL1Pp7mbF66VjaAjT66Xy1FOEnnySyuoqHW++SQoIxGIY09N4SiXyXi9SNEosHCa5skJ0fZ2yKGK2tKAOD2NsVQvpKZdRurrw9vaibW5SjkSgt5fy3BxtySQrQ0O4nU4SKyt0ahqbly7Rls2SFASkkREcs7M4ymXEtTW8+Tzm7CxqVxeF1VWCNhvp9nakQAC3w0GxvR09laJkGIQyGTKvvoqs67WofDSKOjWFa2jopkmLlq/63kS4l1sfHzt2zHzzzTfv9jTuOjd7vL79/bp3GWoCqO7BbbYmbPc/19tz16OOmYzG1asSdnsKn89OIqHwJ3+iIAizLC5qTE3FMM0WNjayQAS/P05v7yYdHT4ef1xkYkJnYEDk/vuH8XqLpFI9PPFEkd5e7w2j5lBLYFxYKDRK0OVyeiMRry7ys9lKwydcqwCSplwOoGkJLl+O0dFRor3dz+HDJn6/xOJike5uN/l8Fb9fuqY+9MSECJj09Wm7+pObz9GNygXeihWiua51XYjXI/6RiEIgYKdarXLpUoZCQeGP/zjBoUMuZFnl29/eh6rOYxgdhEJZRkYWaW8fRlXjfPKTPvbt209rq7rjNbb4YBEE4axpmsfu9jw+SKx79p2xk0Da/pq2vl7z03Z24mhrozg/T/W11yiFw7hSKdyZDIUHH6S8vo4wOwtjY9inpjBsNsorK5Tyecz+fvylEovnztF16hSLgQAtAwMUCgWqfj/u++8nGolQfecdqn4/pY4OHEtLiF4v1X378KyuUjl0CPPkSSRFIeV2E9jYQK1W8Rw+jOPYMVxDQ2gzMzgGBzEytcRwMRgk98tf4srnUWUZr6ZRyWRgZAR5bKzRNKVeq1lPpXCk0ywcP47tnXcQ8nlaOjvJPvggbYcOoXq9uIaGat0MZ2fxP/poo2SdtrmJXKmgdXbWzqUso5w/TyUexx6LERRF1NZW1LU1KokE7v37kVwuCpcu4TpzBj0aRa9UkGZm0A8eJJNIIM/PUw6HCR45QjadJujxUAyHkc+dI9nRgc3vJ/X66/jm5ijZ7XQFg2x0dBDu6qJy+jTOaJRyIIA9maQsSRgjI4T8fsRyGfETn0BPJpHPnyd33324OjoaHmsxGGy0X69HrBsJo729VhR7j3kv92xrWfMh4EaP1+sdABMJL/v2VRoCShCEa+wY2WyFSERhft6BIIgcPlzZ0VPr9QocP77G8LCPXG6VP/9znUgkxcpKiZ//3EuhMIpp5vD5VJ58cgG3W8DhiPP00208+ujDxGK1LoGTkzbGxqrkcjqbmxG6uzP09ASvsxvUK01kMlpDgOZyOqmUj1BI27JLOK5p2iKKYuN9gNdfrzI9HeTAgTiXL0fw+9McOGAnGCxiGE4EoRah3i6G66J6bKy6JY49BIO7R16b/eX167JdNN+KnUIQhOvqUNfrZZumo5F46PV20N2d58/+rJ1AwE6lUqGvbwG73cUbb6zz1lsax48/jCi+TrV6jDffTPCpT53Ebg8hSfB7v9eH0+m0PM4WFvcw2ytq1AXSdcloskwqk8HV24t69iz5uTnsJ09iHjhAEnB0dsL8PNXvfx9hZYV8IkF/KESqpQXfoUNoa2s4cjmM+Xn8wSCpgwfpaGujIkkEDhygUirhrlbJA579+6n6fEQkiXJLC9IDDwDgWlqinMvhePppKvE44fV1yqaJr6sL2/g48vh47VjefptMIkHwyScbi4PwM8+gJxK4gkGKly7h3IoUb4+uapub2FdWSKsq7YcOoYoiZVEkGQrR8txz6KqKtHV+5GwWx9hYrdvhVl1rR1tb7femhYnc34/D4UBtbUWXJPSVFXxnz1Kw2RAVBXs4jD0WwxwYwNy3D3cshp5OY8bjtKytoWga4sGDSA89RCCVwr6+jghooRCuTIbq3Bz9fj+b4TAhSSLhcNA2NkamWMQtSaRaW5HHx8n97d8SWF+n2t6O2t6O5/77G7W4U4kEkseDMDFBMRbDUyqxPj2NODeHfPAg+vAwUiSCR1Upulx4LF/1PYUlpu9htlsvditPl0h4iUZrloM6gUAtyjk7ayeTSaPrYQYH4fBhAKMhCE3TJJ0uk8loeDzw7/7dBX75y3YOH94gl1P5xS/asdvddHe38k//6SyQo1Dw8MADTr785QdxOK6PgJqmuZWs6CQUcm55ekO7CrqdamIPDJQxzVqUurm6Rd2CUm/4IggChw6pmKZBe7uLXK7M8LCDbNbP6qqOLIv09SmNczcwUAZoROnr564e5b6REG5+f3sk/1avZbOw3f5afdFQO0YPNf+2j337alH0+Xk3v/EbQwQCdr74xTIbGzm+850ruFxDXLw4Sz7v48UXY2SzIi6XTCp1hlCog9FRk698ZR92u2XPsLC419ATiWsEUj0ijSyjSBKurTbc2swMwaUlVmdmCOfz6IuLqEtLZDIZhoNBlHwevVpFUxTsxSLVxUVWXC7aPv1p1IkJ5HPnUJJJ8Hjw6jrq009TbW3FdvkyajBIZGUFfWUFua2NkiwjaxrFQICgz4fZ2YkUjZJTFALFIrZcDrWzE4fNhu3wYVwdHY1ESNfQEJlEAr/bXasW0tSyu75Q8Nx3H6rNhqtJEOqJBLaLF2FtjeL6OoHhYbSODhx9fThME7lSQV1ZQYxEcG1soLa2om3Na/vCY3vEVopGUbe6E0rRKJ5gkKIgIPn9iJJEVZKQo1GM7u5rng7oqkoacIbDeKJRtGQS8epVsh4P3nye0uAgtqtXcUoSytAQ/k99CnFyEsf99yO2tyO8/jr4/bREoxCJ4H3iCTZnZnDu3499YoLEygrBxx5r1Odef+MNSqkUtmPH0FQVz7lzVJeW2HQ46O3ooFStQmcnnm1JpxZ3H+tq3EVuZgm4lYSvekSz7t2tUxdnhUIV0/QQjaYJBIKN5iGGYTA3lyedLvHyyxlefbVIIpFgdbUDURRwOiUOHuzmy19eZWREwmaT+PVff4hIxL3jnHcShnVuJjZ3qoktCMI1gjcSUejvNzHNWjfHZFJuRJFDISdjYxpzcwF8PoO+PhFBANO0kcmonD8vYpoaoijx+OO2RvfCdwXr9dUwbnatbqUJzm4dKOsVUZoXCM1VUuqi2u+XME0Fv7+2SGpeQITDLsJhF//m38TIZDQMo5u5uSy/+EWBZHKN06fTvPhiiFyuTFubzOuv/5Ivf7mXvr4gAwP+xpysqLWFxd1FikbRoRFprEepiy5X7eeWlxavlxXTxKlprAsCoseDp1DACyz19BB5/HFCW9YJ5fx5wleuIM/NkfzBD5BaWqgUCrirVQpDQ1TfeYdosUhyeZnWRIJCKIT2yU9iVCoYoohzfR3m5rAPDyP092PfEpjBJ5+sWTG25mt0duLf5t2VXC6CTz5ZWxDo+o6l3oxMpuYXzmSg/roskxUE6O/HGwqhd3fjamnBsbKCIkkUJQlZVdGgZnVp2u/NqmCIklQT8ysraFui3n///dcP3C7CXS4in/kM2thYbd5LSzgXFqh2d+PK59H370d8/HEwTcIHDqCcOoWnrw+xvx89maRd19m4/35sAwM4/H7UUIj+jg4WZmcxXnyRimmivPMOnvvv5+pbbyHNz2OIInZFwfPcc+TGxqiaJp5qlY35eUKy3FgUbK/i0ji3lqf6rmCd6bvIzcRyc4S27q/dzo2iqYGAnZGRMtlsmWTSTyZTS4rTdZ2XXlrk+ecLXL6cwun0c+VKK9Wqi4MHU3zjGzr3399CKOQmHB5teHrr1PfXLBjfS5OQnX41sAsAACAASURBVI7h3WOvCcpkUkYQCg1hPTAAfr+9Uc4uEinT16ddI+brolyWQRQTZLO+rS6N7+7vVqthbD++m0Wxb9SB8ma1vevne3JSBFyEQrWbZzIpEwhc69euW0ZM00QURcJhD+fPt9DXl+Py5TjLyx4UZZUXXtjHyZNlurtn+Rf/IkJvr58zZww++1kPkYj7hsduYWGxd2wXO/WIra6q5F5/HVe1SjyTwffMMyTPnEFaXiZ34QKy3Y556RJSPo9vbIxcNEr26adxl0q09vVha2ujqGl4OzoA0DWNZU2jc2UF7coV8pkMXr8fymWivb1sOp2Eo1HiXi/hT38ahyzDxAR6JkOhvR2H14urvf0aESxKEq6urncPZhfPbv2YDF1H24pMN7OT+NVmZohubpK77z7o7cXY3ERXVTRJqgnvzs5a5ZIdROKtVMG407Jzzcds6DrVgQH8R46glcu4AgE8ySRaZyfawgLh9XUyXV0E29qQolGK1WotCXNtDWN6GnHfPpSxMbzZLNqpUzhKJcSWFhLT0/gvX8ZMpSi2thJQVXInThAMh8lIEuLiIkapRCKXwzs+jpBIUEwmcQwOol65ghQO4+rquq6GdT1qbwnr9x8rAfEuciuCc6ekN+Cm3fEAEoki3/lOmp4eGVEUCASynDmjc/HiOqdO+VlczKLrh3j66VfYv78LWVb52teGGBqKXNf+eidbQ/Nr2+tP7zT+dusU7+RxXlwskkh4GRysNYeZmDCRpBS5XABZtjM2BqmU7xpRX6sOAoIg8olPSNf5lW+FG839Viwctzu+OYm0fv62R7ObxXz9XIXDeebnHfT2lhvXpFwu89//e4JyOc7LL9/PkSOLDAw4efHFPA8/nOXrXx/hwIHwri3P7xYf9rrWVgKixU7UEwnV1taamN5KNlNXV5EnJ1nVNNokibjLhT0eR5+awhUMsmYYBBSFisOB0dNDx9IShf5+Kn192ObmKLe1Ib/1FnlRxLa8jOl2433gAdTWVoozM0RyORJ2O21HjqBKEo7eXsQzZxD9fsSjR5GiUZSJCRzr6xhbrbDfTxHWnHBYTxQsnj2L5+jR2s8LFzBaWuCRR9CTSaRIpCEY7xbbF0LNfxu6fk1FjroX3lUokMnnccTjOMNhzLExdFUlf+ECuqpSzedxbG6ixePohoErGkUVRTp8PjYARzxOKZuluLlJuFhE/5VfwdvdjVtVSWWzOM+cQdi/H/9v/Aaurq5r5tQQ1ltJqxY35r3csy0xfY/TXI5tZsax5Y2279gdb3t96Z/+dJH/8T+i9PaeQ9chmWzj7NkypVIIm22Nw4fLgMI//+eP0NvLdV30dprHzQTjjdpgbxffzWJxtyol2wVl/W+AEyc0Tp8uYxgG5bLG8LCN554LbnU0NBuLj1opOvs1Jfhu9bzfipC70aJir9ntnG+v3tJ8/utz1DSNV15ZZ3DQy3/9r2t8//sBRNHN5z6X5MEHq7S2uvjUp7obXRjvtoi9XV/6vYYlpi12oi52DF3HtbGBIkl4VJWcKNZsFtUqejqNIx7HJoqo0SjleBzp3DnKpRKu/fsx+vsRJQnnlkCST59mRRCIpFLE/X6i2SzZnh78Y2M4YjEcKyskV1YItbWhBQJ4RkYArmv88kFaBLT1dZiYoJJK4QiHa4sBXa/5xBWFjKLgGRqqnbOTJ7F5vVR7extzv5cjrg0hrSiosoxjcJDixYsgijhiMaSpqVqZvFQK88IFBK8X45lnsEejCO+8g66qZNNp/D4f2uQkJcPAHo9jc7upPPMMnkIBNI3ClSswPY04Po73K1/B4XbjGBxEm51FCodrTweaOi9a3BirmsdHmObEtHq3u0BAa3h+A4F3bSDN5dUqlQoXLpQplY7z/PMHURQ4cqTAl74kMjiYpq0tyvh4lHDYdUvCaSdbw06v7WT3qFfq2G51uFFnxfr2697pes3sZo/xY48ZdHerVKsGb71lw+NxNeYwN2dHEER6ewvMzzvp7y9fJ6RvJJh38jjvdo52snC8XwKwvkDY7sdubrRTn39zBFsQBJaXfXz+8zVLyFe+IhOLTZJKSXR0mHzrW92UyyInTkwxNCQyMnKAY8fMO4ri7xVWXWuLDzOGrqMuL9dadMdi1wibuq1DSSYROzvZ+NnPkCWJnKIgX7pE9aGHGkLae/AgermMEY9TjcUQSyV8s7NkQiE8gQB5VSXV30+kXEbdt49ITw+V1VXCAwPI2SyqJGEMDhI5ehQjk8HTJKyusWx8wIjBIMVoFHp7KRWLuAYH0RQFhyyjzswQPHoUyeVCXV7GFgiQBfzLy2iRyLv+Z+7NttuNpFJZxjMyUvs7k0EAqu3tGCMjoOsIq6uILhdqOIw7FsNz8CCqzQZvvEGrILBpGDjCYfR4HHswSFwU6VRVnJkMa6aJM5dDdTqRqlVKzz+PKQgkuruJrK+jDg1hHD16zcLJEtXvH9ZZ/RDR3FAE3n3sPzkpMjZWplqtcvXqPKdPO5mdLfDSSyFsthGOHl3l/vvtPPtsLy0tMqGQ8xpRuJvou5PH7NsF0HZx6fPZmJxMMzLiZ3y8CpjU25ZvL+W30/bqvwuCgM1mwzBihMM5ZLmKxyOyuKiwuOjk0CGVcNiFadoRhJ2j3zcSvrcjkJsXFbfic3+v3K4fe6fz+PDDAg8+eIzJSRsHD6q0tc1z7lyRK1da+OUvfTzxxBQ+XwsXLuT5rd8awOnce1G9/cnD9nO1F10bLSzuFnoigXHyJM7ZWSq9vajt7QRlGZ2al1WZnMR25Qr5xUUCMzNkdJ1qNos2P0+mWsVz6BDORILS3/wNlMtIXi82m41ifz/JyUm6dJ3NapUuj4dkSwtSoYAjFsO1sICRy8GBA6itrbC1P1GSdvU4N8/5gxKp9STEzMoKfpeL4pUrOFpaYFtyoqOtDX0r+dA2NUWVe7/tdnNSab2aibYlaqVoFCOTwdHWhqurC31gAGFpCe+pUxQARyyGfuQIxUyGqKKQXloi5vOxVq2yP5Vi6tQpHB0deAUBh9dLNRTCHQ5jLi+TTySw2+1ouk4+k6F1bo5MsYiRyzW+e/fi4uOjgCWmPyTURVI0WrimyYckpdA0F88/P8f582VOnw4QiZjs2+fmC19I0dtrMDAwyrFjt+8VvpOkwu0CaLuIu3Ahy49+FAZSjI+HrxlXj7xDgfl5B7WotX6N57r+M5ut4PPZiEQUfD477e1OQiGFhQU3s7MCo6PVRhT38GG9UQqwmRtFPrcL5FuNkG6Ppr8fYnCn6ifXz/Vacdr8hKPZClR7KiDzu797iJmZLC+9lCWVmkVRuvlX/2qe2dk+/u7v/p7f/u1hPvGJTqJRz54tELY/nbCEs8WHnWYfMAAPPEB53z4wDOQtj6tHVTHW1+HiRdQ336Q4OgpOJwW7HZdhEM/n6cpmKdrtGLqOMx6HWIx8by+RZJL0yZN0VCoodjueJ55A8XhwBwJIMzMQi6GJIg6AHSpY3Iz3U6ReZyGRZTZmZpCdTjKyjC+bRYjHMUZG0Do7a6UBJyZwDQ3haGtD0nV0l6uRgHgvi8Lt82tOYmw03+HdMn66qqJFImCa2KemkABjbAx1dRXnwgKG3U77U0+x+Bd/Qf+FC2Tn53EcPEhxYIDovn2UHA6KPh+uuTnUWAyhuxvvygqFqSmKP/sZgWCQzJNPEm4qvdjcEKYu8K3I9Z2zJ2dNEIQ/B74AbJqmeWiH958C/g6Y23rpB6Zp/t97se8PE+8locrvl7DZkkxMOPD7y/h8Nq5encFujzA9PcULL/SRTi/g87n40pfSPP10N+Fw+zUtpm93TjeLMt/J8R46FABSHDoUuO79emWNmn2lQj1qXd9WvTlNXXRLUopUSqavr8zhw078/iB+f4HR0drcz52D8fHKNYuInUrc3cwLfrsR0vfbnnCj+dxulZHmsZGIm/vu89LdHeSFF4pEIu2src1y4sQRLl3SefLJd3j0URdf+9oBHI73LnwDATvj4xrN19nig8G6Z+8N2wVivVZyNZXC5vejt7fjam9HDAZRTp1CXF1l7Qc/wPHUU0jBIHaXC9fqKpVKhRa7nc2NDaIeD6uBAK19fbjicSr79iEMDhIql8levEggGKTg9+Ps78ebTlPxemuJZ7Jcq9vc1YW+VX8ZuC1x/H6K1O1Rb21mBt/SEoVcDvfXvobp9WLyrn9bmZhAPn8eBZDHx+95AX2r7LRgcXV1oT/9NHZZpnTlCqLfjwQ4Wlpwj4zU/OSHDuH5gz9g7S//Emcuh9HdTVdXF9lkEr/NhsNmIysIxLJZMm43UdNkWdcJ5PMsrK4S6O7GNTBQi5RPTaGEwzimpxH9ftSurtrTAKzI9Z2yJwmIgiA8ASjAX97gxvz7pml+4Xa2+1FLZtktoepWKj+YpsmJExpXr4ocOLDJykqOb3/bz+BgiZGRLhyOWRyOGN3dGp//fDfSLqvL7fu6nSSvO63GcbP23Ludj+YkukxG49w5gb6+Mr29XhYXi8zOSmxsqLS2uujvr2AYBhcv1mpJC4LAxITI+LhxjZjOZLSGnaTe2nx7tZT32/d8N7mV75rfL5FOl1lYUHA6q3z72zOsrIicPOlH1wM899w8X/3qfg4fjmKz2e7Skdz73MsJiNY9e2/Y3uK7HpnWFIXC22/jczioKgoFux2/08n0T39K2z/8A/n+fjzf+AaUSjhzObR8Hr2lBU1RcJ8+jePIEXzDw6jRKIgiUijUiBjWbQPFS5fg4kWc4TDC0aP3vAhqjogamQzIMvEf/hB5ZobqZz+Lq70dPZXCdeAAKArIMtrMTKM6xseB+vcpJwi443EqW8feXD2knjQqBoNkjx9HXFpCEUUcmQyVVApT0zA9HnS3m+hXv0r829/G8dJLtcT8Y8dwPvUU/moVxW7HW6mgd3XhGRm5JjL9ca1VfdcTEE3TPC4IQt9ebOujxK02+riRnSKT0ZiYEBgbM3noIThz5gLf+U436bSNYlHmsccUPvUp6O0dJZ+vXlO94WaJddv9tjdjLyO0pmlimiYDA+XropL1OTZXK9n6VGOM3y/R16cxPu4kl6swP+9kbU1hY0NidLRWtePw4Qp+v510utb1sH689ch2vb704KCGaXJNwuG9mvh2qwua3cbdalQ7EnE36k//0R+1Mj2d4U//dJ4TJ1L87GedzMzkGR2d56tfrfmp+/rke660nsXuWPfsO2O7yKh31jNUFW16GnVtDSOXQ/T7Ca6usu5w4EomcVcqZHQdSdPYLJeRslnEmRlc0Sg5QcAfiyFJEqVKBePAAYQHH4T+flyAePEiQiqFOT7eEMza+jpypYIyMoLZ0oL9HvUON1OPLDcvQEKf+ASmJFFSFLL/8T8SjURI7t9P2O/H3GpP/nGiEbVWVcx4/LpovJ5I4NrYqNlgFAV3Oo0+N4crEkHf3AS3G0kQKL75JrIkkXQ6sbe2UmlvR8hmsa2u4lhbIxcIEA6HKbhciFv/PkjRKOryMnoqhRQO1+pnY0Wqb5UPcsnxiCAIE8AqtYjHxQ9w33eFW230sT1prflzhmGwvFzCMPKcPBnn1VeH6Opa5Z/8E5FgUOFznxtutIkOBmtRwhtFhG/kt91rbrTtnSpQbJ+jz+fGMHKkUtDT4yEYTPPLX0I6XWJ52YvP5+TIEYG+PhfBoMboqIvl5RI9PcHGvmuLEREwG77c5kYt9XGGYVzTYfBOzsn7VRf5Rs1xdhu7Wz3qO9mnIAjs2xfkX//rYSYn47z+usY772T47ncP8A//MEV3t58//MM29u8PfajrQltcx8funn0zmq0KYjCIOjWFGAggXrxI4fx5hPl5bIUCyYMHKayuIu/fj+HzkdA07NksDlnGGBysCZdAANbWaHG5KAwOIoTDOKpVbG1t2Lq7GzWotaEh9FQKz1ZbcXg3wU3+EEUO61FVNZMheeUKocFBHMEgxaEhSq+9RtvaGnNAz333UcnlELfGf5yio3Xx3OwPb2a7RUR76CG0YBCjUsFfKFAOBMh7vUinT7ORTOI/fRp/ezuZhx9GamtDuHCBtKLQ1tNDtlTCyOWIJhIUbTYcra1UX3sNaWEB7TOfQdpqrW5xa3xQ39C3gF7TNBVBEJ4F/hbYv9NAQRC+DnwdoKen5wOa3t5wuy2n62xPWgsE7PT1lbhyJc3LL6+SSkX5q7+SEIRuxsdneO65FmS5k/379YaQbuZWE+vuJjebYyBgZ24uzyuvFND1CI88kuOdd2z8/OcmGxslZFmnq8uOzxcmnS43znu1GiGf1xoLi7ovtxYJFxoVNrafg1xOb7Qov1O7y17aQ3YT0H6/1BD9O7FbNY/bZaeFYCTi5qmnujl8WKNcbuHf//sLvPpqjDNnvHzzm5d44okOWlt7GBqykgk/Anws7tk3YsdH3bJMKpNBHhpCnZpCPn+ezIED6JKE0NrKxsYGwVgMV7FIQNPYzGYJeb24y+VaJLmlBVtLC45gEL2rC7m1lYLXS/CJJxAlCa29vbF/aWGB4sYGUiSC3zSvab19r/uHm88d1BYhuqrCyZOUpqaQ5+fJ+ny4OzoQL10iGImwtH8/7QcOoPf21ipapFK4KpWPZQWK3a5vc2dJPZFAcrloaWujGImg9/TgCYepTkxg+nyoQMVmo+jzEQ6FKLlcsLyMtLnJ/Pw87Q88gLa0xIyuEzt6FFcwSGVwkHI8TnV1FXl0FKg9Balbcz5OC5vb5QM5K6Zp5pp+/6kgCH8qCELUNM3EDmO/CXwTav67D2J+e8WtRqJ3EmPvRmNtXL2a5rvfneZHP9LIZMb41V+d5MEH93PgQJZPf3oYm82GIFSusUds3+adJAh+kB3nbiVR7sIFkUzGx/DwGp2dMbxejVxOYWkpSzweoaXFic2WZX7eweysyBe/qDEwIFxTlk7Yard9M//27Vg7dhPNe2kP2V7nurn03XbRbxgGi4tFeno8u1bzuF12O5b6dctmBf7ojx7gpz9d5G/+ZoFXXulnchKeffYCpVKUxx9v29W3b3Hv83G5Z9+I7QlzuqqS/PGPCa6skKtW8T/6KArgCATwlErMX71KZ6VCKhjE2dNDvlSizeUif/kykstFrrcXz+Agro4OjFwOXz6PousEH3us4QlubltdTCbxqCoaoDUlFH4Y0BOJaxYD0sIC2YUFfC4XWnc3mqKAYeBcW6MMVEIhWgYG0PN5PLFYTTSuraG0tSF/iI77g6L+3VRbW2t+/WAQyeVCDAbx6jqpL3wB17lzeKpVcjYbQVmmmsvhCIVYvXyZdkVhLpPBt7iI2+tFFQSk3/xNKpubVNbW8CSTKFuJoI71ddS2Nvxg2T5uwAfyr50gCG3AhmmapiAIDwIikPwg9v1BcqtiajcxVq1W+clPlvmzP8tz+XIHDkeRhx6a4fd/f5Ry2UZPT4xcTr+miUndG30nUdHtn7lXEu/qfurHHrPR01MkmWzh9der9PbqDA8LXL7cTSyWIRSqUi630dOTolAQMM3aed/J3nCza3M7EfubCc29oHkfu5Xpqy9+0ukyr7/u4/HHFfr65D2Zw80sOvXvya/92gD33RfmhRfymGaC48eDvPiiSGfnq3z1q4M89VQXkiR96FuDf9z4uNyzb0TdD42u18TtpUt4L11iPZMh0t2NNjNTa8ihqiz98Ic4Ll5kLptF1nU8iQTZjg7Unh5sS0uY+TyuVAqHJCH29CCGw+TicYI+Xy0Zb5tAESWp0ezD8SGMBkrRKMWNDTyqiqrrJFdWCGezpASB0GOPwZEj+A4cqNVbBiRdR9vcpDmdWRAEsO4VO1K3e9S/G3UfurKxgazrGEeOYACZt9+m1W4nWyziKpfJtLfjTafJZrM40mkChsGmw0Gr203qxAmM48cpzs5S2b8fj6Jgv3wZwedDGhlB20qEtNiZvSqN99fAU0BUEIRl4A8AO4Bpmv8v8L8A/5sgCDpQAn7TvJf7mN8hNxIgzWJiuxirVqu8/vomly6JvPSSSSoV5itfWeSTn+xkbKyLSMR9XQR7u4C+k6jo9s/cC4l3zSXw9u2rMD4eZn5e4eTJMq+84uULXxB56KFNdD2ArsvEYkVM04ks21hclAiHuU5sNh/P7Yi6O0ni2yt220fz6/Voe3+/weOPK/T07Gz9aOa9JjDC9UJ/374g/+yfeZiddbK8bHD+/BzPP7+fl17a5Bvf2OB3f/cQkiS9Jw+3xd5i3bNvjrhVp1laWKCYTILHgyJJyF1dlGUZOR5n4T/9J6q6juPNN6levUpUFFHm50kVi3SoKploFF9LCyVJQgQEUURPpXDH48i6jur14tlFoNzrVo4bYeg6RrVasx9sbiLb7cS9XqTFRYorK4gHD+K57z4cTZF4fXQUx/o6bB13MZlEVtXaguJDeh7eL7Z/N+ri2hUMoiYSSLpO8cABfPk8pYEBHH4/wve+hymK2CsVCsPDeEIhNk2TyOc+hzMeR9zYILGxgTeZpBoIEP/JT2hxOEjHYoTW1vAfOQJYnRR3Y6+qefyvN3n/T4A/2Yt9fVipJ8KNj2uEQk78fomFhQJtbRL/4T9cYGKinUOH8hw5YieVMvjt376PffuC121ntyjlrQi8m9VPvhORuJcRx7qQjsc9xGIF/H4PmUzNJzw8XMI0C6yuqqyuttPWViQSKeL3e5icFDl0qEwoJF3TSa8uNgcGap7qeo3qeoWQmx3rvRKp3413r7+TcPjWSkftdkzbr+ONjn2n703tM0EeeEDhd35nkH/5L89w5swR/uIvFF577TSPP+7md37nPgIB394cvMV7wrpn3yKyzMbsLF5Jouh04gwGsQUCiIODLH/nO0ROn0az2Sjs20eprw+zWiXi82F7/HHyqoq9rY3s5ct4P/lJHLLcqABSb5bh2XqU/lGj7iePu934nE6qxWKta+36OsbKCmIiQbJQIPTss7XIPNTKs23ZWZoj81Y09OY0i2tDknBtbFAsFvFJEmpnJ0a1CrKMqGkEW1tRfT7kuTmCvb219vYjI4iqiqejg8orr1DKZmmdmyNeqeCNxZDW11EkCVEUcayvo42P39VW9PciH73/i+9p3g3szM7m+G//Tcfrnee73x0CZnjooRBf/GIQURTp6fHsWt6uzu0K6PdDHN7ONm8mvOuCNxar1YDOZDRee03HMAwUxc7mZpZs1ka5nGB42IWuR8nlFATBRSjkJBRyYppmoxRec9m7upCuVQW5tej7BxGpfy+Lkebrv9N2buTN335M2xd7t3vsgYCdI0c0QCYQsPOtbz3JX//1ND/5yTonTgzxxhsSi4tv85//86M7Js1aWNxL1CtPpM+exXb8OKX2dhxdXQg2G4yMQLFIT0cHi488gmt4GI/TSSSbRahW0YtFbH4/rqEh1B//mMDc3P/P3ptHx3Xe5/2fuXNn3zcM9o0gABLgIi6mRJGSvMiyFNuxe+rYqdP492vanKTxcVw30WnOafJL2tRdfHp60iatYzeJl8axUlW2I9dSZFk7JZGSSIEkQALEvs6+r3fu3Pv7YzDgYDgAwUUyFzzn8NjCzLz33vdeDJ73+z7f5yHd3IxxcLDis1yThnenwjgwQCISwVIsEpqcRNfaik1RiA0OItpspEwm2peWSLz8MuZUCq3ZTKG7G/PQ0Do/7e2K9LWjWqW2DwwgNTdj3LEDKRAg/9BDuFpayI2NYZ2YoGwyke/pwefxVBIQAwH0Nhv6vj7kSITghQvYmpvR2GxkbDaMkoQYDJI6fx5VVRG93rvG/3sr2DaGfZ/gdOrZv79COqLRPC+9tMTIiIzD0coXvzjPf/7PLn71V3309trp6bGRTpeZnNQxN5flRnZXq2S3Sqo2I0iqqpJISNd0vOtp3EsmSxuO1ddXoqPDxNxcFkVRsFi0OJ1pFKXExITM22/LzM9byWTKqx7VOvbtU9b8uefmspw5A6+9ViKZLK2l/PX1lejsNJNKydjt4pp93GaoktX3UuPbaE4a3YfanzV6vTpOIiGtvdZo7M2v6fLYwNr7tvJcVBs9XS4DqZTM4qKNL3xhN//1vx7iM5+JMzR0mnPnBvlX/+okP/rRJOFw5blWFIWZmTSxWOGGnvNtbONGURsFLgUCyK++Cm+9hRwIkBBFEoUC2WCQbDBIYmSEiMeD51OfQlRVrOUyWkEgazSitdkwhcMAiA8/TPLDH8Z65Mha01i1Kn0nojp3gihiv/9+EouLNE1OVuYxHMbg9+M2GLDu2oXS3IzodqNzOMiaTJhXJR3buDFUFyF6q7Xi053JoJ+awikI6DUaPA4HOpsNsasLS38/4vg4udFRyq+9hu6FF8itrKBZWaHV66XY3o722DFMbW0gCKQ1GqRLlxBeeIHMuXNrvy+NUPv7dDdguzL9PkJVVWZm0jz9dIrp6Q727w/yyCM+duxoucJNo1G4yPVUMK9FCnI9lesbadzbSHYyO5vhtdesHD2awuUqMjoqYrenMBrN7NlTorMzjdHYzsJCilLJRV9faS3NMRKx4HbH0GhsVHcCaj2n68Ngft7yjUaLkfoqcb2OHLjiPt1o+ExlsVdCVTXrxq6X3nR1WTZ0fqlNUKw6ijidXr78ZYEf/rCLn/50gh/+sIOf/ETi4MGz/MEfDKDT6XjuOSOtrUWOHxd+7vdjG3cvat07AFStlqQgoG1rQ1hchFdeQaOqRM+fpzuZJLBzJ+rp03iyWcK7dmE/fJgmSSJnNFL2eBAAc3c31r4+ABSj8ZqivW8nVK3aFFlGv7S05uLh27mTpWgUq92Ozm6HpibUfB7b8DBaoxGjLKN2dOD0epFXrde2cXMher1IQ0MAGL1eZI8Hg8+HMRymYDCgyeUQPR5yXV3kz5xBKZUwiSIBn4/2XbuQYzHSZ89iLpXA70cQRRKhEI5MBmeN2w2st0Ssd8O507FNpt8HKIrCmTNhnn22Yl8my04++tEog4O+dVrXejJbGy7SKPZ6K6T6D0CIQAAAIABJREFUZrhU3CzUn8tG5L2z08yxYxnsdj0nT5Z5/XUtra1ZQKajQ+FjH+tgcbFAOOzE58vicFjWzr+vr4Td7lqNIW8cWGO3b13q8V5j4/uzvupclalUr7X+PlXHUVV1S4unRguZqo6/p0fF4TCsO7ZeHyccdgLrY9jrSXeV8Nced+9eFxBjeHgX4+MTvPiinbffbuOLXzzDX/3VAR5+OA9UUi03O8dtbONG0cg7Wi4UyJw7V/FBBpicRJEkYufP4xkZIdXUhC4apZzNEvZ4MLhczMZiaHM5jHv3EhYEmoeGUFpaUEQR6yqRqDYuVqULt7tsYbOI6SpxyjgcxKensen1yBYLBUmiaWCAgsdDsVjEuns3Qm/vGtmqpvmJRuMVjibbuDmolxWJ7e0Vq8dIBOuqf7Te6SQ3Po7NYiGjqmhlGZ/fT9Fmo1gs4ioUyEUi6IaGSBkMuItFpGSSjNuN0elELhTWAoyqyYn1ATN3OrbJ9HuEqnY3Hi+yuJjhiSfKnD1r4QtfCPKRj7TQ0eHn3Dkti4uatWS+zdIJG1Uet0qUNjvHzRoS32tsVqnu7rZSLpcZGEhhMsW4dEklkZAZH29meDi/GtCSRlEuB7HUz1f9HNS+/vOugG52j6pV4upioLpIcDgsa+/dSiT4Zmi0kJmfz61Z7FUXeZcXKE7m53NXxLBX710jwl+FIAjs2+ehu7vEBz+4l8HBPN/5zhucPPlB/viP38TjMfPoo/txu+UtLba2sY3rRX21TJFlEq+8gvDMMyjRKDmfD1smQzYSQZQkMtks8qFDmJubKaVSeGw2yoqCK5VC8Hph505aH3igQkhqSGatNdyd4kaxWaWxaiOYOX0a7alTRIxG5PFxfN3dFAIB4qOjtJvNFFwujC0ta44QdxPZupWwbmG3GvHutNlI3H8/9u5ucuPjMDWFMZ1GtttJ3H8/lv37KS0uYmxpIQkYdDqkl14iPTODIIq4pqbIHT26lpx4uy8erxXbZPo9Qjxe5Mknk4yM5LHbDfT1KbjdCTyedhIJK11dCvv2qYCKw6G/KgFuVHncCFslIT9vsnK1SvXsbIannhJwOuHddzVYLCqHDiVxOLyMjGiYmipRKlk5ejTB3r2u9yyN8L3Atbpl3OxraLQLUd0RqLXYqz12oxj22vHqCX+ja1JVlQ9/WMuuXYf57d9+lzNn2piZcXHmzPP8xV88gKpevVlyG9u4XtQTODkSwZzPE9Jo0JbLqAYDWY0GrSSRTCaxNDcjtrWhjcfR9fbicblIlMtoPB6Uvj7cDzywVlWtakTvNDeKakVacDo3JL+CKCIXCuReeIHyhQuUjEa6DQbmEwlMGg3uSIS414s2EEC8eBHR7UY5ePCuIlu3Mqrx9G6vt/Icz81h6uoiWSjgPH+enM9H4tln8aZSxCUJl8NB5Px51FdeQbXZUJqbWdJqsR04gOB0briDcSfj7rnS9xH5fJ5//+/PkEi0kEwK9PUV+eQnXbhcPgA0GuWKJrDNEvquNd1wqyTksuxBvKpzyI1gs4VCI//t6vkkEkXm5oqcOLFMNGpjeNhAW1ul6ul0punuNqPXx5Ek/1qzYXVMVVVXGxRvDSJ9vVHzWxnretDoORIEge5u6zV95mqv1TY0Ohy6VfmNDrvdy9e/bmBqKsq/+3ejjI8f4dd/fYx/+k99PPZYF6Iovu87Jdu489HQn3doCEIhFJMJcXgYQ3MziZMnMb/0EpZsluL584haLWYg7fWiFUXs/f1o7rkH0Whcpxc2BoNrlds7pTLXqCJd3dY3DgyshYbEX3sN4/g4qiQh7dnDvCDgbG9HJ4qk29ux3nMPlnickkZDwevFuBqGczcRrlsVtc9qbnQU5+IiUasV64EDyIpCOhLBd+kSC+UyZZcLQ0cHSi6HbLGQKBTwpVIYTCZ009Mk8nlM6TQpmw1ndbF5F2D7Kb5ObERoSqUSv/mbb/LsswcZHLzEV77i4v77W3C7jQ2JT3Ucm02Ly5UiFqtoRwXhstFKoyrmZoRqqySkvjHvvariblaFrX+t9nysVi3R6BLj453o9XEcDgOZTJmlJS2qalt16PCvEbTqnKiquhYQstmcv59a3K1GzV/PWLca6u0YR0Y0gIbu7hzRqHVN99/ba6e3187evV5+93dPceJEC48/ruHcuTM8/vj+bQu9bdx01Op+oUIUC4EAppdfJp1Oo8vl0HR0YA6FoFwm5fdjf/hh8rEYhmwWzcgINpOJ/P79OKvEsi7a+XavRNejkRwjNzaG6fXXyRSLFTJ87hy6YBDl4EGKbW2VgkEqhcliQWptpalYJB2Lkff5MO7ZU9HxBoNId8iC406CcWCAVCSCx2hEMhpR9uzBpdWSzeXQz83RvrzMdLmM12gkqdfT4vOR378f0e9H8PkwB4MEX38dZy5HymbDfd99P+9Lel+wTaavE/WEplwuc+5cnFOnAiwvH+TAgZc5duxeOjsrlmEbkbdkssTkpA6dLs7cnJ6VFQOPPJJbVyFsVMW8mYTqvd5O32z8Rq/Z7SIeT4ZLl9JEo1Y6O9+lr28nn/mMyN69leZCAKezUqVWFIXZ2QwOh46ZGSO9vcVNXUOuZ+5ulIDfzDl+r+/XVj2rN0J9Mue+fRIVOVOl8bNe928wGPj0pw+QSFzirbcUvvlNFXiXxx/fTzarbjcgbuOGUEugpUAAzdmzJFwuyvE4xkyG0NtvY00k0CgKYiiEZLUi+Hxke3pw9fYiAK6eHmLxOIKqErNY8B05sk4fXRvtfKehUYVdsNvJarUo5TKmSIRMJoOxqQnh4YcxFouUv/1tFFVF2rMHQ08Pie9+F5NGg25oCLGnpzJnqwE227i1IBqNOB98ECkQQFpexhgOIwwNYfzVX0UfibD44x/jsdkoRaMY29vJSxIGrxebwUDkzBlK/f0IgkA5lUIOhe6axMQ7++reQ9RKEqLRPM89N89TT7np7rYyMLDIL/zCg1gsOUqlprXGLa/3srVY7Theb5Zw2MnwcIY9ewp0dKwPbKmvYlb9ed3uNHa7pdHpXROut0q6VYK11XCZqpdxPF5kZETljTcWicfbaW7uxu+309VV8d+uygWgQtxOnCizvGzgyJE0vb1X+ijXk7vrkYDc6OJlMxnEtZL0RmPdzGp7dYFX+7xey/XX2zG6XIZ1ryUS0hXz73Ra+PKXm/nLvwwxOurh1VdNJBInEUUXX/5yJ37/tScnbruBbANqKseyTGFpCeniRQrLy1gMBkJLS/hVlfCBA6hWK8VTp1A0GixuN3azmeLiIubZWXJHjmAdGoJUCqvdDpkMWCsFjztFztEItV7BtdcphULIuRzFuTnSioKUy+EcGsK1ezexN94gHwxSaGvDKcvI8Thur5dYUxOG++67K5vTbnXUO7WsBedMTCBrNIirjiCCKGLct4/i9DSlnTsxhkKULlyg8NJLhIpFdkajLCws4Nuzh0xvL87BQYSpKRKjo9jvv/8KycdmDjG3G27vs/85okpootE8f/7nK5w4oSWdTvKRj+Tp6+ujt1emq6tpNSTEDFz2jK5vLrvc2GVb80vejLgkkyXOnhUAIy6XfN0e1HBjhONmVMerY3g8GWZnDaRSBQKBAi++uMzISAde7yQdHZ088EABsK2RvKpPtMOh4/77Febn05RKLjQa+YrrqCV3yWSpoQTkavPQqBp8M8jazdphuNk7FbUe542cZqqo9Zauym02Wzw1mn+nU09vb5bpaT//8B86+exno7z11gLf//5uotF5RHGUP/zDw2i12mu6jltdDrON9wdVpwkpFEIfCJBLJNCnUsR37MButyPl87gOHiT/8suYJyfJLyxgOnaMQl8fHquVgqKgb2pC39yMdPz42ph3IurJjRyJoB0dpRyLIbjdlQXJ1BTlCxcovPUW5okJUpEI7pUVstPTaA0GCrOzmGSZxMwMtrExckePkmxrw/3Rj2J0On/el7iNBtjIqcXgclFsaVnb1cFqJafXIzoc2HU6VpJJ1FwO88IC2nyei2YzvXo9qUwGd0sLciJBPJXCduECcUnCtmfPWj/BZse9HbFNpq8TqqoSixV47rlFJiY8eL0Bjh7V8Q/+QS86nRaHw7ihE0I9Gjkj1FZRG0VCX946198QabiRz16L3GAj4lkdw2YzUS5nmJmJc+FCjnw+h8Vix+8XUFU7gUAJ0NLVFaO93QFksFqNzM1VI8L1zM/nVhcu69HIYrCeFG/kkdxojCpuBlm7WZKN6x2n0X1Zv8C70qax9rPVeatd4NS+T1EU5ucr/uqCIGzY9NrVZcHhkAAjTmcPH/tYO/n8KZ54wsJTT+k5cGCaX/zFHet6Cd6rOdnGnQVBFCuV1QsXKPT2ojlwAMOJExRcLvR6PXmbDV0oRGHPHiIGA1ZZpnzkCE0f+hDS9DQmt3vtD72wKk243atoG6Ge3AhOJxm3m4IgIC8vo83n8UWjzObzGAWBSFsbZb+fQiqFfn6elW98A4NeT1IQcGi1zIXD2INBfCsrFKanMR448PO+xG00QCNdvL65GbnGN12/tERCltGHw0g9PWTOnsV16RKKycSi2UxLIEC6q4uY04k5k6E4N4dJq0XSasnqdOgDAQRBQK7ZlbiT7BG348S3iFoZgqIojIzE+D//J8lLL3np74/xpS95+c3f7MDjMTX8/LVEU9e+d6NI6Gp0czVsw+PJrIVe1Mc/bxZPfTmt7toJx7VcU1U6UI1Hr8o5qoQqlZI5dQq++90s3/uennPn7HR3h/F49jI8nKK/H1S1zPy8kfn5HLOzBs6fT/LqqxbOnUuQTJaIRq1r8o+tnHN1DqrJiRWP5K3Pw80gazcrsvx6x9ko4n0r4yUSEjMzOjyeDB0dpnXPYBXz8zlee83K/Hxu3biplLzuuPXPtF6v56tf/QD33htkYcHN7//+Ap/5zDOk0+ktX1v9NWwlFn0btz/qY4wVWSYzOkp5YoJSJILO46HkdGJVVfQGA4LBgHjxIsZoFN/Ro/iOHcPU0QGZDNa9ezF3d69Vae/0OHDR613XRClHImgvXqTwzDMYn34aRkeJ2myYurux6XTYZRmfw4G2t5eSJGEYG8MyPo7ociE7HLSZTBiWlsjo9Yhu98/56raxEaqym9pFYu3Pqs8FgoApkYBiEW97O+rgIIX77sPW2krabKas0aCeO0fx9GniWi2huTksWi1ydzcFn49CV1fFQnF2lsLiInDZ+eZ2jx+/M5fX7wGqpKOrK8dPf7rAiy/qcbvT3HOPh498xIvHY8LpvLEqcSNshbClUjLRqBWnU2p4Do3O6f3eAq+XDgCMjAiAyv79lf82mYqcOTOCIPTQ1CTxS7/UhMGQpLXVRjLpwOWKEY9bSSYlFEWPzSayZ08MSXIBpU1lCLXhItVqaCW2W8PeveqmHskb4U6wbruafOPqevhKBHg6XV73DFbRyLu6/rgbHSuXg1/7taPMzb3FyEgro6NlstkXePrpx66rMXFb9nF3oL66KkciWGWZrMmEMRymNDmJxmqFwUFkmw2T2UxxchI1HkcbDJJtb8cWCqGJxe7YKtpGqNUyK6vSGEWWoVAglcshqSot2SwZn4+Vzk7KgCMSweh2o3G7Ka6sEM3ncXV1Idps5AcHsQwOIhqNt/02/t2MNWLtdFLQ67Hv2IEUCCAYjRiKRexOJ7GBAQwOB/ozZ0hEIki5HO0GAxNnz+K02WhqaqJoMqEvFCjOz2Po7Fz3+yUFAgijo0hDQ+sSG28XbJPpLcJuF7Hb43zzm9P89KetBAIpdu92cfy4jMtlYGREYN++yh/prVQrr6V572qa6MuV6QphqSdIjQjTzaiqXqtmuOIlLa01nu3bV630QyaT4UtfeoaFhcfweF7HZuvjxAkLsixy5IhAsZjE47ERieTQaCx0dWWJxVx4vdk1XW+jc6glUNAoPfLWbUy7Xk32tXxuowXBRsSzduz6pMZGz9NG3tW1x63tEag2KELluW5uLvH44wf40z99nTff7CYc7uV3fucUn/3sIXbvbizJ2Qjbso87F1dUo/1+9KukV/R6kfftQ7FYCLz6KkbApNWi0WoxhcMUd+yA/n6ECxcQtVrE/n5UUUSFtTHgzm40bIRqoE1Aq0UuFFAzGcTJSRLT08QDAVpkGVmrRTIYUP1+tMePY5BlfDoduYEBnA4H6r59awuabdz+EI1GrPv2ASBlszinpshareSHh/Hv3080Hie6tIQ2HseUyRAOh7EsLOD0+wk2NdF68CDS1BS6chmpuRlr3cL01v1rfHVsyzxWsdkWsKqqzM/n+PGPkzz9dDvd3ct86UsFfuu3VHy+9lVpQeVzteR3s+3kjbbXN3pvrUSiHtXKdFXiUL+93WjL/nplAbXzdK3XMD1tWHMnqW7razQaXnlF4vOfP8nCwn3AKJ2dHfT2mvH5gmSzWkZGLuFw6HC5UpjNFSLU0WFGr08QiVTcTBIJiXi8SKlU4tVXA8irf1RrCVQ9maqQwUoU+VavYyvzcrNQO7/XMv613Jcq6sffiHjWjl37DN2IXKW+QXRkRMPIiMDCQp5SyUVfn8Jf//VR/uAPchw+HOZnPzvA97//FqXS5r9j9bhZkppt3HqQIxE0Z89SeOYZtGNjaz/LRSKEn3oKKZNBeu45ml95hczEBJpEgszYGInz50m8/joWScLo98OePRjb29f+3ana6HooskxhcZHC4uLagkT0esmtVvP1xSKC14vW56OQStGVz7Oi1ZI8coSi241pbg5paQmXyVRpNnzsMTSrCYd3gzzmboRxYIDskSOwezeeT3wCTX8/vqYmPD09WPfswbRnD/oPfADDwABLO3ZgNhqJv/QSsiSh7N6N3u9fN56+uXlt8XU74u74ptgCNtsCDoezfO97QQYGSuzfL7Bnjx+73cTevWa02jJ2uwWXS8Zu160RkqpjwUYhK9dSJbtsn1dxBWlkr3ezms+uhnqbud7eIqpaGWuzMRpt61ssGl54YZY///Mgc3N6TKZl+vtlHnvMgMkUAXoJBs9y/vwhpqbO8Y/+0QAajUpHR575eQ2xmJXe3iygXwsGyWaXefLJVlQ1zAMPtFxReW0U072ViPatzks1kKQ6pzfi+FFPMq/Hmu5az78+VKZKsq/nud0KGv1e1PpSQ45IxE0kEsfj2U97e4xI5BRvvNHK44+f5z/+xyGamjZObdzG3QHR6yXT3IypVCLrclE+exarLBNZWqLz7Fnmo1F0Ticxjwfx0CFK4TDmeBx1YQFrIkFy924cx47dVQS6CkWWyY2Oop2dpZzLwfHj67bZFaMRmprQ9Pcja7XI8/NMtbTQ5vFQ6uhAqyiIqRSi00nJbqeptRWhULir5DF3I0SjEXNHR0VSlclgHBggEQhgO3yYwkMPYezrQwqFkObnacvnKZw6hfzCC+gGB4l1d+NuaaHQ2ore71/b9bldiTRsk+k1bEQSZFnmT/7kPE8+2cnnPy/zuc/psFq1vPWWnVSqQE9PpeGwNrmvp6ewTnYBN5aAV3U72Mxe73o0oNejIa33EAYYGdGwb5+0zk/4asednNQxMTHO7/xOlpUVM+DE74/i91sJBtOMj7cwODiFKLbT0vIy+fxDXLp0EYPBz8xMEVH0oigB9u3z43Tq1wiYJLk5e3aZwUHPpudQG3NdTV68EVTnpT6QZCvplfXnUr+jUDt+9fnciKRfL3m/WiX6ep7brZxLo/Frn6Oqq4jN5sBuz2G32ykWPfzbf6snHPbyT/7JyzzxxENYLDfut76N2xeCKGLduxe5tRVxeRnD2bMEV1Yw//Ivs+JwYB0aojg9jdVkQu7uxqXVktyxA93x45SSSXx2O4rReNcRaViVcxQKxEwmbDodpUKB1OnTlUCWTIZIOl0J6SgWWX75ZXzvvMNCVxeqRoNmcZFyTw/KoUO0PPAAZDIoqzHhVW/qrcpj7iTP4bsFtQslKRDAIklkLBasQ0Mosozu/HmMfj9yfz/ZeBx7IsFiMknX8jK5WAxhaQnR5apIsW5zGdW2zGMV9VvAiqIwM5Pm2WcXOXWqA5MpR0uLhMnkp7vbziOPFFcJ7mVUCYlGo7nCWWKzRq9al5DZ2QyKolyx7V4l1JVGuZtTFbxcWVa3vF3eeKt8624eMzNpIpEckcgUf/ZnE8TjWUCHzTaJwdDE/LyRS5dUIhEdbneR5WURg6GbnTvPEI/7eeMNhdFRM7J8iakpO089NcU77wSJRvMoisLychGXq5lMRlk3rzMzaWKxwtp11soJbkTeAVfqiK+mV6+XYVTORWBkRLPhudTPe3WMqhtJ7XVdj2RlIwnE9TwjG11nI9Rb5dU70EBlgaHVaunpseHxmPjCF/r5D/8hR2/vCC+//CE+8YmfUigUrunctnHnoKqXhspWsXn3bkImE5ZgkNSrr6J1OtFPTsLYGHq7HUNzM9IDD+B5+GHcR4/iefhhlB077trKqeB0khIEBJuN8u7dSMEgpb/5G4ovvUR4cRFfNkusrY2kqmJwOono9bicTuS2NnQaDc2pFJauLoxO51plXxgdXbsn9djItUEKBNCMjGz4uW3ceqh3AVEyGQyxGLrxcXLj4ygrK4RmZxHsdmwHDpC2WBDSaSKpFLmuLqRQiIROR8ZqRS4UkAuFK+RGtwtuyvJPo9H8JfBxIKSq6nCD1zXAnwCPATng/1FV9fTNOPZ7AVVVeffdCN/5Tg6Xq8jx42X6+srs2DGIz5fD5bLgdhuv+NxmsoGtNHolEhKvvWbl2LFKNHa1qbFaqbueCvRm1cGq1nWj6vRmThhV1DehbQSHQ4fbnea555KcPFnmlVfOMj29D7N5jo6OOF5vE37/MoVCG7lckObmJE6nllQqwfnzMqlUO/ffX+DTn65or53OFtLpEE895eX//l+Jjo4C995rB1RaWxc5dw5U1cvx42UWFnK88IKZvr4Sx49r1uwE9+6VSCZL2GzrEyevFfXV1avtGtRLXlRVZe9eZVXm0LjZb6MgmvpK+HvRWNroGdns3Kqv2WzadTs0jSrw1fmpDyrabNdEr9fz2GM7sNub+d3f/THnzx/nc597gb/5mw9SLGqv+z7eTbhdv7Prq5dSJkP06aex6fUoR46syRNEp5MCoH3pJYRgkJDXS7MokjSb8QsCBbeb3OgooseDsb39tq6I3SiURAJxYgJ1cpL0wYOUYjFMpRJSKkVBltGl05SWl2mNRFhOpXAdO0bpyBF0fj9at5uc2Yx1YGDdmPW/ffWR7oyMkGluxrpv37oq9LZp5e2LaqiRRpYpiyLmQoHiuXM4YzFKP/gBWqMRTSpF8+Qkmb4+lJ4eTAsLRMfHMTz0EMzPk+nrQzc5idZuv+0q1TerMv0t4GObvP4osHP1368D/+MmHfc9QSxW4Kmnkpw8KXD2rIHWVisf+1gXAwPqFXrlRriWRqda8nOljdiVvtA3uzq4Gfmq/eyN+BFX3yfLMk89NccTT5xjeloP5OnoSNPWZgGsOJ3deDxxYrFu7PYc775bplx20toaQ6stkkhkSSYdLC3JhMMZurtLPPTQLCbTLIpSJhKZ4/z5Et/5jsR/+S/w9NMRzp6NcO6cjEYTxO9P8eyz85w6VWJkJMr0dILnn08zM5Neq/LG40Xi8eIV81ydf0VRrrgPW9l12GjOqo2ZgiCsNWRu5d5Vx9jIPab22Nf67NQfd6Pq+kZNsdXPLyzk1+3Q1Ffga8+r3iv9aosCh0PH0JDIP//nh7Fapzl58gif+cwLjI2pN7zTcJfgW9yG39n1zWzR559H/N73iL71FoWVFQqLi5UwiWCQuMeD3eUiqNHgdDjI7t2L5xOfQO7qQo7FML7xBrzxxl3bGLfWdJhIkCiVyBiNSM8/j/bECRZzOaRQCMOZM+TyeUxmMxORCM7+fpQPfADH/v245ufRX7iAsbV1XUx0o0ay+vumpFLoAwGk1X/y6s6SMjR0BYG6mv9w7evV/y8XCre1Z/HtCGE1ctzc3b32v6bPfQ7p8GFUl4uczUbp6FESPT0Y+vuxP/AA86qKM5UiHgwi2O2gqggWCxmdDuE2S8u8KZVpVVVf0Wg03Zu85ReB76iVv7pvajQap0ajaVFVdeVmHP9mQlVVTp8O8LOfJentNfLYYzo++lHfuqayq6E+9W0z1FYuNRrNmo1YfcX3ej1yr0ZKNqt21392q82GtajORXOzyJ/92VlefBFkuReIYTRepLvbi8lkYGYGFhcL+HxuXC6BlpY0Fy4MoNcv4fE0oddDMNiC2RwnFDISCJRIp12YzRIXLnTT3b1MNOpDFBcolbwYDClk2cxzz+VYWTFgNOpZWoowMrKTzs5ziKKHaFQiGrUBCzz4oMI776R45pkEw8PN+HwFDh/2sLJSpKPDgiAITE8b8HgyVyT9Xau9HGxcvb2We9fo2LXx7NXzhEaWgBuj/rgbVdfrI8frP2+3m3E610teKtp2qE/uBNb5VNcfs1FVu7vbymOPKWi1Or773Xd4++3DfO1rlQr1NjbH7fqdXd/MVk4kMCkKRZMJQyBAbmSEZD6PUZKwmUysGAw4rVaUqSm0e/eiJBIAGPv7Kagqosdz18o7pEAA6cUXKczN4dTpCEgSYipFdnoasySRz+fR2O2UW1pQLlxgUFFYEkV69u1Damkhs2sXZkm6YtxGGulqpDuyXLmH991HIRyG5WXsqkouGMQqy5VgkNVzq400F+fmyCwtoff70Tc3VxYC4+Pod+xAmprCmMmQCwYrOw3BIJnqeLD2/todjW199nsPQRTXAo+KTz+NOxolarVif/RRpLY21FCI3p07CQCOY8eQu7tRwmEyOh1Ok4nC+DjmoaF19+dWvm/v19m0AQs1/724+rMrvpg1Gs2vU6mE0NnZ+b6cXBWqqjI5meBP/3SOxcVDHDt2lv7+e8lmc0SjhnXOCptJH6qpb8eOZRp67G4F9WSiEbHaSoNXI1K7TgJLAAAgAElEQVRyvR7Em0lCNsL8fI6f/UzHk0/+hGef1QDtQBGncxyj8UOMjSU5ejTN/v0GdDoHra0Szc1ZXK6dHDwYxOFw0d5uJJkModOZaG/XotcXyWQs6HQpdu7U8Z3vRBke1hGLpQkEvPT0REmlHGSzMufOmZFlLc3NeRwOgYceOsfCgoeJCSiXZYLBJV54oYtwOMmrr5YZGWnF53sbh2MPw8PTlEptNDcv8xu/4eb06Um6u8243VnKZXvDRUXt/G7kdtIohrs+7KTR/G8FGxHZa5F+bOW4VQ1/beR4o8/XPz+1zYX1z/Rm55hMlnj3XchkZI4dY62K39tr55d/2cjBg0P81m9d5J13DvErv/Iif/zHh+nvd19T/Pg21uGW/M6uJ2reT32KpNlM89GjhJ97jtxLL9HudLJgNuMaG6NsMlH2+2HHDgS9Hu3oaGW/b98+7AcPvqfneiuhEQlRZJlCKEQ+GCSg16NPpZAliXJTU6WZDCh2d2MaHsaYTjO7soL7kUeIJZOY/X6cDz5YkYh4vVfo1muPIUciCE4ncjSKuVBAFkVEoxFdLEZZlsm1t2McGEBKJMBqJfHyy9j0ehIzM5TjcXSdnUjRKOLKCoJej3L8OJmxMUxvv010eBhLLkfc5cKl0ZDK5cik01g/8AGkQmFtoSQFAmhrAkHqg3228d5B39yM8uijJF9/HX88Tqhcxh6NojWZCJvNGNxuhPFxIhcu4AyFkN1uEoODWONxMuUy1r17156nW/m+3VrUHlBV9RvANwAOHTr0vkqowuEs/+bfTBCJDPHBD57kj/7oPiRJXkdMrh4CsnHqWz22okmuohHBuZ5q9Y2kwF2LHrdaSdTpSvzFX/wdb7zRCjQBpzEYdvL5zw+Rz89y+nQrKysCer2enTuztLQ0odOZsFqz+Hzt7NqlMD6e4Mc/3kFv7wzLy210d8v098skEm3Y7QkGBzXs3KkSjweZn7cBehRFj9lcoqMjT0uLgZkZhdFRH/fem0ej0dLUFEVVi2QyflyuZT71qQ6MxgVKpWUikUEgRrlso1xe4MyZZv77f7/A977XicORpq8vwy/8QhmjMcdDD/mYmMjQ0mJCFEWcTj0zM8Z1C69IpNI4Wps+GQ6b0evjdHQ41pHeG8VGRHaje3097h/1C4brtf7bzLawHna7iMsVR1WtV9j1uVwGDh9u4V//6zy/93uTPP/8ADMz0/z1X8Pg4N1ZdXw/8X59ZzeqLgqFAq7HHiPwt39L/oknsAIzdju2PXvQJBJoFQWbx4MyPIx1z541mYH+LqtG15IQ0etdm4d8LEb+7bfRF4tYFIWEyYS1pYWA04nHbkfZvRunKJJZXsYRDBL46lfx79gBsRjKRz6yVvXNnD2LMDaG4HCQ6+zEODCAkkigyDL6pSUSo6PYTSZSOh3C0hL4/UTGxtCYzfgOHiQ3NgZmM9kXX8S6tMSlhQWsFgu22VlCNhvm5mYUVYWuLuSxMYQLFyhns5QSCbQrK2h7e8kZDJReeglhaYng/DyWgQHUixdR0mm0djvmYhFpaQmoNF1mRBG91bquCr6Nm49qhVr0eon+3d9hSiZREgmKHg+GeBzd3ByJdBoHkLLZMHu9KEYjsZMn0U1OIrrdmLu7gVvbZvH9enqWgI6a/25f/dnPBY0IhKIofP/704yN9dPVNcmv/MoRJEm8gphspZq2Uepb/TlUq5N9fRWN543Y1G31mu128aoxzhv9fKOKZaP3x+NFfvCDCL//+z9lZUUHeIB5hod95HJWmppSGAwHMBimKJVkJicNzM/befjhDO3tEjt32nj7bbhwQSCdttPUFKRc1lEuFwCBjg4bqZTI5KQep1NDqVRGUfro6YnS32+nr08lGHSTTjsYGAij0fhwu0M88oiN06fLjI+3sG+fiiTF8Xp3EolkSKfv4bOfHWNsTEeln8ZAueziwoUS7e1G7HYZv3+JQuEeTpyYZWKin+efH2VmphuDYZp9+9q4774wDoeecNhKNCowOSmwuHiRvXt3rLtvPl+WSMRFOr21FL8bJb2bWdNNTlYkG1vpB6h+5moLypuNVEpGlt309mbRaHRXHFOj0XD8eBv/7b9p+cM/HOfChSG+9rWzfP3rx9HpthMPrwO31Hd21QvZXCggsxooMjqKMZMhurSE/uRJxESCxXKZnh07EEslSp/6FDabDQShYs8Viayrmt5NqMos5EyG5JkzGFIpkqpKPBDAlE4TT6WItLTQ7HYjZTK0iiIFux37wYNoV1ZQzWbyKyt0RKPEfD5MAwOYVwmNHIlgWFkhXy6TDoexhEJk5+dxCALK0BAZUUQXj7OyuEi5WMS1uMhyLkfLW28RUxQWFxfxxmIsBwL4m5qYUVW6l5aY1ukIRSLoAN3yMlJfHyWjEe2bb5IrFlE9HowWC3JzM8V0muBPfoJuYQExn0eYn6d86hTFlRX0QNTjofSLv4gjFEK+dIlCUxMOk4nAk08ihsMI/f24PvxhyGSuINbbEpEbhyLLFCYmMJdKyJKE6PGAywV2O6Xdu9E4HAjhMFm9HqMkkZ+expJOo8/nkWMxWCXTt3IK6fv1JPwd8EWNRvN94AiQ/Hlq7+qrs4qi8Moryywuevj0py8xONiHz1doqGPdajXtakSmWrH0erM4HBWLvY0ayTZz47iRinS9g8Jm7210fVUNK7AupEZVVUZHV/jiF9+gUHADPcA0e/ZY2bnTRSgkYDB4KZcjOBzd5PNprNYkGo3Kj39cwONpJ51eIps1YzIZsdlEHnxQ5c03O9i/f4Wmpk40Gonh4TIWi5PDhzPYbJUGmKUlM2NjXrq60tx/v5nFxTy7d7dit0cplTrYsUOD05mnUChw9KgRj6eXs2cFdu8WcTgStLb2YLUWMRrtFAoKAwMl2tvNDA5acDrjuFxHkOUYXq+fb35zkbY2F5cuxQiHfeh0S8zPt6LVGunsLNDRoeG116aZmRniwoVTPPZYJ8eONbO8LNHRYcLhkDbVoNfe+41CYTZC7WKtate4kSuIx5NhZkaPw7E1r/BrkWdcL+p3bS475JhJJkv09hbXOZ8kkyVmZ00cPNjKb/xGnt/7vSivvtrJ1772Lo8/fg/i9h+9a8Ut9Z1d9ULO6HSIhQKZU6dgbIyU2YzL7yd46BApQaA7nSaj0eDYtQt7R0dFPyuKGKamUOG2cwi4Waj6PStvvoluZIRoJoO6soJ7fp65UomdssycVova2UnJbkeTTOIslcjNzKAbHsZx+DDi0aNEXn8d5wMPYN61CzkSQTEaSZ0+jWo0Ims0mBUF7eQkpVCIQCCAs6sLo99P8dQpTJOT5FZWyJRK4PdzMZulxWJBCYdZfOcdPPk8oeVlCgcOMCtJ6AQBRyhERhBIxuO4nE6Sp0/jmZyklE5jcrlQ3nyT5aEh+Pu/R3vyJKrFQmB4mCaLhbjJhLOlhcDkJO35PLHxcXJ6Pfp4HFOxyKWzZzFFImhmZ5G7uogLAm69fk0KUkW9tOBWlhrcqpAjEQyBAEWtFs0HPoAiCEjpNGomQ6mzE7/dTliWaUqlEObnEd1upAcfpCwIWOz2Nc/yWxk3yxrvb4CHAK9Go1kE/j9AB6Cq6teBn1CxWJqkYrP0/96M414vqlpWRVGJx4ssLcX4l/8ygN3u4ctf9pLLQTxuI5WSr7vadjVC6nDoVj2jL1cDr9bEdi1b6ltJXNyosr2VinfVmUFVFbq7JXp7K01lpVKJ73znPF/60ikKhQepOJJcoKmpA4+nxM6dRrq6bDgcGmw2E21tWZLJMi5XG7I8xezsHozG8yws7KRUEjl+PE2p5EKrLXD4cJGBASdOp0QsZqO3t8iOHTJ2u21NWtHba8fpTCBJbjKZHLLsZmwsRqnkwuPJ4nA4OXcuxuysnUymQF+fgf37S1itehYX82g0Gh55pGKVNzdnobtbwe2WiUTcfOxj1lVbvQ5mZzN88pNOdu8u8clPFllezrFzZxeBQAGrtUg2W+b06RILC+2EQu/w5JN9nDgh8Wu/NsHycjP79oVob7ewsGBk794iPT22K+5p/b2vtcK7GqmuXazBlZXcem9sjUYAlE2fqSqqx63udGyG6w2RaVT9rlzL5YVb7XiXn1k9v/RLfVy8eJqnn9bxrW8p7No1w6c+1bdtl1eDW/k7u1HlT/R6KxXpQgHljTeQl5cRpqfR9fQQLZUwZ7M4jx0jtrCAs7UVJZUCq5VUMIhgsVAaGKhUtW7B7eH3C6LXi9zbS2FqCpPTSSAQQEwkKPt8BLRaXOk0yrvv4j90iFR/P8XTp9G++CI6gwHDRz+KfngYezyOkM+TOXkSu9FIaHQU94ULhLNZtEBs1y50O3YQe/ttXOfOsSgINH/+86SAlCRhbGtDnppCDQTYYbEwrtOhXVnBVy4zVSjgikYxxWIIGg1SczMKEDIY6AfiCwvYikUC0Sh6RWFpcRHr8jKmUIiMqiIKAjaDAb+ioM3ncXZ3kzcY8D76KOnxcfJvvolHlpENBpZzOVrHx1nS6zF7PAjRKOEf/hB1/34EWUZwOteaVeulBbey1OBWhej1Uti9G6JRjB4P4vg46VdfRffmmxQHB8n4/Th8PtJuN2g0WPv7Mft8yC++iJrNkpibw37//etcY2413Cw3j1++yusq8Fs341g3A1V/23ff1ZBKFflf/2uEsbF7GRp6k8HBwywvW+nuLuJwbCzVqLX1amQPVx9GsVXJRD1qie216J03S66rJ1KN5mcrkdX79lW8saNRKw5HkampJN/4xjt87Ws54BCVnqUQDzzQiterkEq14/MpHDyowWYTGR9XWV42YzY7aWvL0tk5zPDwCm1te1hYWOTgQQ8ej4uFhRzvvtuMokxy7txOHnggt+rLXSGMqpqlpwdUtXJf9+51rRK9Svz69LSFUKiAIFhZWMgjy26GhhJ0djrWiOFrrwX5yU9c7N1b4NFHTfT02HC7SzgchtVqewZV1a15IMdiNvbty9LV5VwnbQkGHXg8BdJpAwcOhAANktTG+HiEQkFLIuHi3Lk877yjYccOlVIpxnPPxfjQhyzY7Xrm53N8/OOd6PWV+e/tLWK3r296beQv3WjxVF2sVT9TK+2pj7xv5BW+GRFOJCRGRgS6urLEYrYNn8mb5UJTdQ5xOKSGC73aZzaXg0984hCBwCv84Ad7+aM/epn+fju7dzdtE+pV3Mrf2VX3hlwwuNbNr8gyUjCILIrIoRBpgwFVFNEuLGCQZQyZDJF8Hl9PD7FwmKZwmAxgBzSRyBVWbXcyapv+lNWmvsLEBJjNlJNJLP39BOfmkKNRvIIAikJueBhTOIxSKBBJJrH19VVcMjQaMnY75bk5Svk85cVFCk4ntlKJ+VWd9bRGg5LJ4F1aIh+PY9br0c/Pk5qcxB4Oszg7i3l0FGO5TKy3l75ikYjPx2yxiH5iAk+pRMFkwpbJoMoyqsNByeWCbBa9LOMH4gD5PMm5OSyKglGS0On15AWBYrFIKZcj19qKvH8/Orcb3fQ05XffxVMqsWAyodpsWC5eJGg00nLoEKgqOUC7bx+qxYL6zDO4X3+d8OwsLR/4AIH5eVxeL8WVFZQdO3B/+MNApZERqxUpGERwOm/5aumtAmG16dQMFEQRZWgIdXkZ7egommIR0WwGWcYsyxgCATR6PanZWczj46w4nbRbrcSLRSy7d18RFHOr4NY6m/cRdruIxRLg29+eIx7X0dn5Jg8/vAedTsc994DdbrmqTGNkRCCdlrDZdOzf3zjieyMpxVZRSxKuRSO9Ff/oqwW1bCQ9qI/hdjiKvPtuiP/0nxb5+79fAj4MvMXgoIBOt5tPfELCaPQTCJR48EEL6bSLpSUZjaaA2axnzx4Vp9O5SgJ7OHEixMTEDhyORVIpF729GtLpCFNTffT2hunqaiKVkolGrej1caJRFxpNds0Krr76vn+/ChipVMlF7rkHDhxwrWsINBh8fOxjQdrazCiKsnZ91dfn5gyAZpV0Voiq3W5eq86mUjKKopBKKSSTRTIZAavVx6c/XUJV7bzxhsTMjMgHP1ikvz/La6/paG1dZmQEnn++hxdemECrNZHLdfHcc+f58Id78ftN7N2rWVuwVJsYHQ4d8XgRtzuN3V4hy1VyWw35qV881d/7SlX/8iLv+oiwisOhw+Xa+Jm87B+9eTNuPerP6bJzyNU9zR0OHf39Ev/snw3w6qtvMT7+ET73uZf4n//zEIcPt2w7fNziEL1ecsEgxmy2EqzS1UXkb/+WJlUlabFgXl7GWC5DPo9Bq6XY10d0YQHbzAyRaBST10tGljF2daFYKwWRu6kiXZUhZFbncPGddzCMjhKLxWgbHCRYLmOYmKC1XGbG56PVYMBSKCA1NyNoNHhaWsguLtLc2UnYYkGvqig//jGZlRWEaBShs5NMJEI5kSCYSmFqaiI9NsayLFPOZEiIYsUVJJkklk6TiEahVEILWJ1OEk4nOp8PWzxOKZcjIAikBYE2i4WCxYI8MIAQCuEpFEh7vQi9vaiJBLqFBTCbiQ0NIQJ6vx9vIMBSKETn9DRyMEhpZgZ1cpLsygpqJMJ8uYxHUci6XKjxOEaPh2VZxnrpEuV4HOOZMyh+PwmHA2F5GaVUYnFkBH8kwrzDgTuRQJiZIQYYW1owZbMEL1ygWaslJ8vo/X7gsoPJtp56Y1Qr+vrVuWn+zGeIGo20iCKlVVlNcXaWYjRKWZKwJJOUCgWsOh3huTkMioIUCqE3GJCOH18nxbkVcFfd7VoiqKoqTzyR4Ec/akany/CRj2h59NGKd60gCFeQ4HoSWa3MqqoWjUa9oqpXxbUQ4Nrz3KgBcKtSj6v5R2/kGX01oj03l2VmRg+odHWlKZfLnDgxz1e/Os2lSzoq8soX6Olp53OfMzI+3kwiEUeWRUTRgsulY8cOUFUtYGlY1b/vPi/p9CJudwtebxaXy8L99zfR0ZGjs7MJQRCw20W83iwdHQ7S6VJDx5V6T+iNFjYV8lVCVT2MjAgsLqrrFkeX/ZHVNTJXO171OG53Go1GQzxuZ88eCadTg9NZ9Q0vkkyW6Ory0dPjYGYmzPT0AM3N0xw+PEdLi4jPZyISGeHSpV288kqAe+91c+JEjHvv7WT//hTxuLBG3M+e1QICLletFKmxkUI8XuTECYX771dwuQxrcoitkNKNnt3L1WzDhuOoqsr8fK6hF3X9+66Wpng1OUktqjtPgtDCt76l8C/+xbOcPXuM3/7teb77XTM7d7q2PNY23n8IoohxYIDEK69gDoeJj43RvLDAYlMTWoeDRLGIVC6TVxSa2tsRjUZMNhtquYzBbEYryxg6O9FbrbfcH9z3GtXgkpzHgwDEFhfRXbxI9MQJ7KrKtCjS5nIRt9spuVz47XaKCwtIkQg6RcE0PEzCasXpcDB59iw2q5VyMkl8eRn10iUyuRx6ux1lNc3Ol8kwKUm0RyKVuHFFQTAYiLW342huplAoYNNqMQHzLhfdLS1ou7rQHT9OIpmkrNfjKJexWa04HA7yTU20zM5SjMfJmkyYW1owNjejFwQywSAaQcC2uIhdEAgrCoW9e+mMRJjWahEKBTSqikOrRRUE1HIZn8HAitGIx+8nKYp0GgzEJQm7RkPIZELM53EtLFBIp/GJIgvZLJZYjIWlJXz9/STLZdR0Gunb38bS1oZss+EXBJabmnA7HDAyghQKkWlrw370KIWJCfQrK0irOyHbxPoy6psH9VYrvk9/uuIXbrGgnjyJcWYGbaFAKZUCrRbpyBFEpxNHsYhiMCD5fNyqQo+75g4risK5cwmiUQuCoMHvT3HmTBSDwca99yb4ylcGOXCgaa1qVU8kqpVouEy0ttKsdT1ewZs1m92ItV3tOW3kGd1InlI9rqIoTE+LuN0p7HY9585p+NGPQvzVX40BvYAbGGHfvmGGhnTs3t1Ce3uIWKydwcEw6bRp3bypakWzPjuboavLsjb3mYyyqrHOrC1S6kl3tTJd689cX8FvFBqymURAVdV1oSK1JK/+XleTBSuNcJXj2O0V0lg5F+s6Yuh2G9ci6J1OPR//uJ3FxQSlUh+PPhonFrMgCFp27fLxv/93hHS6hVBokp/8pJ9SaZ65OZlgsIkjR1bQ6XQcOeJDp9OtzY/TqV879/oFUiIhMTkpMDQk43Ybt/zcbPbsbuW5btRkWz2/WvK82TO90cLoaqjsHkhAE//4H/fxla9MMj7u4I03FvF4TA0Xcdu4daAkEthkGTmXw7RnD2FAp9VifP11svPzSJkM/miUcDRKq99PwetF++ij6CwWDHNzqIODd42soxZyJIIxGCShKOgnJyk5HMSmptCVyyRLJdRikeToKHJbG/pjx7BPTBC12bDFYqQSCcoXL9La18fiiy/SPjdHMpMh7vcjmc3oIxFUhwPRYCAfi5EVBGSXC1dzM5lslkJLC/psFnMkgnVujtZSiWm/H7PZTDQcZlCrJRWJILa0oFNVDKpKWacjZ7cjfvzjMDhI8+ws2WiUjFaLs6UF6/Aw2g99iHIyibFQoPz/s/fmUXJc933vp6qru6v36m2mZ5/BDGaAwTIAARAgAHERTZE2I0qinMhSZEVy3tFzchzlZDvnxSd+jnXixEmk2I4SH8mOldjSi2TLkSxTlmRTEkWR4AIS22CdwWAw+9b7Xt1dXfX+6OlBT3NWYECAQ37PwSGnu+rWrVu3u7/3d7+/7y+VwpJOM3n+PDusVqIWC6Lbzc7mZvLXr2MqFMgNDCDs2oUxPk5m9278Fgu2Uon04CAzbje+Z54hPzFB6OZNMiYT+dZWbLOzLLz5Jqosw/AwFlEknM0STKWIxuMEUykyNhtSVxfpXbsw2+2En38eQxAQhobwDQ8zc/06HpuNgiBgzMxQXFjAWSqh8V6i4mrQEwmcmkYqmUTQdfD7SXk8yLt2YRoexut2UwyFUA8dwtLQgLJv35LjylIb98luwLuGTE9M5Bgc9LJvX4zWVhu/8zvDXL3ax8GDN/hP/2n/UrSqVt9cTzJXI1rruSpsNgGrPtmslkCsF+neqHf1esSyNooLMDJiRpJiZDLWRa/fNIYxz9e+dgp4EDABL9Pb28PRo26eflpkzx6JsbEu7PYc/f1+JiZkUqkiXq9OMlkikSgyOCgwOirw4Q9n6epyLZHUri6VyckikYiDnTvfah1Y2//6Ma6XxtS+txYRqy8qspZEpyKrEBgYMBBFcen9jSywkskSk5N29u+3LkbZQ0s6ZsMw8dRTClevwsxME37/HJlMhj/6Ix/ZbJRvfCOMw9HFY4+9yac+1YPFYmVgwIfJZEIQhGU2d9XIsNst0dMDiiLddkLg7WClJNvq/dc/y/qdktqchNoFy0Z3eGoXjA8+2MzevZOMjrr4b//tKoYRor3dzcGDG7MlfA9vL3RNq5SDDgaRensRUyl8bjfZ2VkSmkbB4yFns6HG4xjJJJnz53EfPoyrtZW8x4Pc1ITe3PyuiwZWxy2n6+QmJ+HaNeLpNJ5kkli5TCkUojQ+jrywgDWbhZMnKTgcqCMjlAUBsVDANjvLyNQUzUePMrFjB6b5eUxjY+SSSZo8HmZkmdyVKzhnZmgxmYjs2oVcLmNrbq4sZILBimOG200iEqGpvZ2CJNHa3U0ml6NsNhNaWCB39SqOnh5yJhP+pibcH/4wclMT2osvYhIE3KUSSBLWp55CbmpCGhpCP3wYSyhE7vJl/IcOER4epqm7G9XlQisUyL/4Is6xMYS2NtrCYYSeHvJ79hDMZrl27hyhuTlM0SjS9DTmhx/GkGVsDgfCsWPM/8VfELDZkAsFwoZBp8fDjMuFIQhYgVS5TAFwJZPEVJXm69exxeMIdjuqpjErinjicTImE6b3vx/X9euYHA4SLhfud1hZ7LcTVemHXVHQGhtRBwcJXb1KbGEBSyhEbGEBr6ahXruGrigUg0FESUK9cAH7nj1IsnzfuKu8a75t2tps7N8fZ+9ehbNnF3j1VQsNDTf47Gf99PRU9LprkafNEK1a3E4kuTZSWk941yOEa3kA1xOpWvlKPbmqJ9sV+zQHe/YUmJ5O89xzJn7zN08DTwGDBAIzfPrTD9DdLREKGdjtjSiKwI4dJQ4etKMoFkymHOGwg1QqQSzmAKy0tyfJZs24XJYl8jQ6akWSYly86GPfvhiG4VyTPK9Pem9piTeDtRYuhmGQTpcxjNvV3xpLY+9ymZYI5CuvGDgcLvbsyWIYTk6cMBMMqpw/LxONDpFMHsJkusaf/3kzp05FsNtVnn56lM9+dg9+vw2TKcqFC1ZcLpWpqTyDg15Onsxw8mRlXGIxlVdeKXPihL4UKd+s3/hG319trtaP60o7JZWdIAEQOXBg+YJlo6iS9HLZw3/8jwU+//kxLl7cy5e//Ca/93v7cbubNtXee7g7qI0sARWd9NQUNkGoRDKnpwlbrch9fTimprDdvInZbqfU0YFb17EmEqR0HdHnw97bC83N7y6NtKqiDg0hejyYrlyhfOMGRjLJzNAQ5UKBlNmMu72dcCpFRyzGfLlMUdexzM5iTE4SzGSIyjKpxkaykQjtuRzxq1dp/LmfI5ZMok1M0KVpTLS2ErDbEUZHiZvNRH2+SoTZZCLpdOILBsl1deHu7sZksZC32zG3tKAkEpRaWnAGAhiDg5QWFjDt2YNiMuH40IcQRbFS+luSsDz+OF5NoxgOIy8sQFvF6rz67SJKEvY9e9AiEULHjqEnErgXI5L2tjZ49VWsra0IN25QCgbxnjhB6swZWm02ZtNpFLOZ8o4deHbvJqNp5Obn0V5/nQZNY8zlQsxk6GhuZr6tje7du8nmchTCYazZLKrFQrFQwJNMEunro2i1YvJ4kKNRiMVYSCQIJJOkQiFMZjM5u51Qf39FrtTbi9za+q5b4K2HWumH1NqKpqrEz57FmsmQKJXwzM4SKRZxxGLkhoeJxGIEPR5sQCISwblnz64I00IAACAASURBVFIBHvkeL1reFU/WMAwmJ/OUSl4ikQxf+tIV5ucPc+zYddzuNpLJ0qLlmbRm1LcWG9VC345muor1CO9GrlcvVamXj6wmKVnJT1sURQRBYHKywG/+5l8DDwHTHDiQ4i//8lm+850ib7xhJxjM09QUo6vLRSLhwestIooiHR0OIEs4rNDZmV28NxfJpEgqpTIxYWb/fp3u7iIulwePJ4vb7VjmOgFvXcisP8a3V5RtPZmDyyUhCG9tez2SWdUbx+MaL73kIBCYIhhsJRDI4nRa6Ows0t6u4HZn2bsXVHUfO3dOMzfXype+NITV6iESyRCPx7l+vZnhYZkXXniFkyftFAou/P4uFCVOqeSlo2OO9vYG0ukyN25YMJmizMy4SSbVJTK92oJvvYXg7SwUVxub+mdYr1Nfra3aPIaVfNgFQeDiRRO5XJDPfU7l137tCmfP9vBf/stN/uAPfPj9tg31+z3cPdS6d0h+f8VPOhSqJAL/7GfkBgdxd3ai9/ZSOnAANRqllMmg7NxJzmJBmp2tyAtisSU7s+Lc3H2Z8b9VqF2AqENDOC9eJLZjB4VkElHXUa9cwXzxIsW5ObSGBqZ7ezHPzTGt65gEAXFiAv2FFzCFQoR37cI1PU1geJh5r5cZjwevopCbn8fkcCD19jIlScjHj5OfmcFWLOIJhSjrOm5VJSkIONraMDc14dm7F2skQml6Gp/JRMbnw+n1ou/ZgyUUotjWhq5pQIVIuReJlBaJLCWmAUslv6sLLK3G1nCZ9rYmEim3tqI99hiKoqDv3Lm07W955BGKc3O0HT2Knkph7++vVIA8fx772BiGLBMPBAgcPEixpYVcUxPBPXtIh8MIfj+5734Xm8dDURRxxmLkEgnEkRECN26QMJnQrVYss7NM2mzIySQFt5uiomBRVYZOn6bJ66Vw8CD6oUNLlSHry7rfDzKF+wVCuUwhFqNotSKaTNj37CGZSmEfG8N17hyp7m7UBx7Aq6qYLl+mEApVFmOJxLL58HbjXfHkEokio6MSihLm93//Os8/381jj73GF77wEFZrJbJ4u9HjrTpuLWyGtKxVVGYl+Ug1elfvGFFFVdecSBTZs8fE6dOzfPKTPwGeBSbp7Z3k61//OWIxgfZ2O3Z7nlBIZWSkASi/RX99y5XBuRSNPXCghK5bmJgwlvW/s7NSOloUV/fH3ihxrRKyrZI5eDxmOjtzeDz2FSPla0XDq/focpkIBKZYWGimpSVBR4eC16vhdjuYmMgteWmnUkUefLCDn/3MQkdHG37/JFNTIpOTQRQlTzw+wUsv7eOFF2ZQlCyf/ORZXK6dOBwpTCYbiURlMVOx2VNQlDzt7Y5l97IRv/GNeJevh9Xmcv28rd8JWq2t8+chk9E4eXJliU21DLmu2xEEK8FggPl5OH1aZHQ08R6Zvg9Qde+wqyqqppGTZeTubtShISRFobxrF1G/H/2NNzAuXqS8sICrqQmrx4Pj8ccpjo9j7uxEd1TmtHj5MgLbt0BLtRqknMmQmZkBu52wz0dpbg774CBjsRiOXI6orlPSdZrjcYxr13AkEkwaBjZVxZFOkzp/HvHxxzG3tjI3PY1RKmGz2fA6HBjFIuVMBkcoRBSQBIHG8+dRFQXTAw9gbWhAcjiIR6MELBbMqRQxoMXppNDUhO3kSdRYDNnnQ5Mkqvt3cmtrZaEzPU2xpWWJPFbLkteW9l6WrLaB51g9R9e0ZY75oiS9JRFVo+LOEbHZsHi9+HbtovSDH2C1WCg0N+M+exZ1dpaFSITQ3ByJ1laERAJPNstoqUTQ7a7smgSDxCwW/JpGcHwcm2GQnp0l09OD5dIl/BMTpEIhxK4uGq5dY+HyZVySRMLpxNnfv7RouB9kCvcS1d2VYi6HQxDIpFIEXC7CVivG2Bj6a68xlkrhUBTcNlulAFNfH6LTiRwIUFxcoNxLvCvINFR+cM+cSfP1r0O5bOLRR5sIhdwAK8opNku6Vjp+o6+t19adRLdrsZJ8pBq9i0adb0kUgwpheemlEoODRQqFC/z2b2eBp4Hv8oEPKDzyyAd4/vkcVquHY8cyHDzowuVSEATweCquKLquLxVVqdrprdSnlbyOV1qM1J4zPp4lHLYTDC4vh72al/ZWJHBCJQEyEqlE2t1uicHBCnmu6s0NY/220+kywWArLS0J9u1TlqQMiURxKXFPEMxLPt4tLXYef1zlqac6mJnJcfasgSiGuXChm1dffYOZGQ+q2ssPfjDG1atF9u+/STC4i1deSeBwNHHgQEWaUl82fDUP8vqxX8u7fKNYbS7fTg5ClSgbxlv94Gv9tDXNRyAQR1Xb+Lf/tsgXv3id8fF+vvnN6xw4EHiv3Pg9Ru3WvZ7JoF+8SHx8HEepRMZmw3LyJI6XXiL7059SHh7G4nYTa27GfvIkxfFxFJcL3eO5RcgW292uUo/i3Bzm6WkSkoQrmURdWKhYik1MkJyYwF8okCoUsNnt+Do7SRsGsXQam67jMptJaRoK4NF1YlevYpudpen6dVL5PCWrlVxLC2avF0nTiL7yCsF4nLRhkHE64fHHCT77LKIkocVidObzZCwW8tev05pKkSmXUQYGAMhls9ijUXKyjL0q4wiFVi16slWkciPtWEIhcl1dNE5NIUgSusOBfuIE0tAQliNHyAcClF57DXsshtjYiPXwYUKnTpE0mWj0einNzSHoOllJoqujg5mODkgkGJudpcnpxOXzsdDZiZpIUBKEim1jJIIjFiPscODWdbLnzqF/7GMVDbAgYH8Xa6vVoSHs586Rb2hAfPJJHIpC+vXX8Y2MMP/ii/hGRtA1DWc+T7RcpjeVIm21Yn/mmbdE+u8V3hVkWlEs7Nmj8od/OM/kpIsPfOBN/sE/+AVg9R/xzZKulSoV1hfG2Gi7GyUtWxVlrdrMtbfbV0xUbG6O8uUvR/jhDxeoSDte4jOf+Tl+/dcDZDJlIhEfZnMMp9PGxYsCJ04IvO99pkVLNhcnTqTp7hbXXAxslJjVl9iORBxYLHEiEe8y+7WVxrnWgcPtNpNIVKLmyWTVgWPj7g4ej3mpkIhhZKj6WCeTJaJRJ11dWRTF8Zbzavvv8ZjZubOEx+N9i+Sh1se6Uq1T5/Rpg4YGMw0NToJBB6OjaVpbe5mbu0xLy+P09r7B9etvEIm0MzV1hqtX99Pbe5GRkRa6uqZpb/eRTCqrVkJcz1ljKxZ1m/G0Xml+1+cEaJqPHTtujXX1HF3XuXBBoKOjQHc3eDwKqZTGkSM7iUSK/NZv5fjOdxp49NFJPvjBHbd9P+9ha1CNKqpnzyLdvEnZMEiLIorFwkIshsPjIdrWhoWKfrbN6US9coVgLkfU5cL/wAPL2tEikXt6P3cD1citOjODbBjIO3aQnp0lfuYMjvFxTJOTJAG1WKSUTmMWBAqKgloooKRSJAGnKKLbbOQkiYTdzl6LhXAySbhQQNc0bOUyTlmm3NQEuRzecpmky4XY04O7owPHs8/i7Omp9GcxquoOBHDu24c6NIR7sdJkcW4Ou6pWdhn6+pZFDuujzlVsVWXBjbRTXcAV/X4MKuTaEgqhtbUhBQI4u7tJBYM4OzooNjfja24mOztbOb67m3IuRyAcpnjkCGazGauu02C3k3Y4sF+/ztQbb+CMx8lMTyOWy1jyecKdnVhUlbTdjgDYFhZYeO45vB4PJosFraEB6V1m5ViF3NdHIhLBa7Ohd3RUJFomE6VUCufRo8R27SI9PIw5mcRjMnHTaqVF04j9+Me4geLAwD23wdwWZHojpDIcTnPjRhlZFjhxIoTFciuyGYk43iJv2CxxqD1+pcIYm2l3o9euJyAbjXrX3rPHY17VC9gwDGZnk/yH/3CWH/7QDhwBXuLXf72RT3/aj88ns2NHpWrfzZt+3nwzx9ycyL59Gl1dNtxuCUHI0NZmJ50ub2gc10P9oqVCOhVSqdK645xMlpYWN6mUtmS5NjZW+YmuL7xTHYPVPL+rkhW324HXqy1F1VdysFip//VR+vpoekWedKu/8/NmXC4VqETGy2WFeHwcGOADH7hKONzG5cuQzZYoFAJMT8cIhw1ef/0SBw700tVV4OhRAbfbtWp/ViuyspUuICu1tdrzWsvNxjCMtywCq+f4fGkyGRPj41Z8PmEp6m8YBh/+cCeDg2d56aV2fvjDCT7wgRas1s0lp76HrYemqmiFAqmODtwWC1mrlfDMDK65OWLXrxPyeDC6u5E6O9HtdhwHD5KansYvyxWtdK3+dhtum2uRCOLly9g0jUJTE8WZGVLf+Ab+TIYxqxVdknBFIqilEpZCgaJhgCAgmM3omoZFkkiazQjNzSiGgb2tjUmbjbKmYctkyFksiKEQmtOJze8n39KCXZYRDhxAOXECcrllhKWWFIuShHMxIg23yr/bqxHDTcg07hQbbWcl+Ud1d0OLRLDv3k3RYsHT3U3q1Cn8LS0Y3d00lkrMZ7OwcyfBJ54gfuYMzRcuMCfLZB0OUg4HcjSKdv48crGIZrMRU1XMs7Po4TC2YhGhsZHowgL2dJpIOo3v0Udh0cGiNsL6btFTS7KMsqhtZ9ErXZJlxPZ2CuUytlAIdzzOtKri0zRM8XjFn7qtjUKphKmvb0kiBNyTMdsWT2e1aFo1QSkazfOFL4wyPd1JX99VHnzwoaVo5Eo+uLB5rfPKlQqXRzo3446wUS/dlRIM14t6195zMlkiHLZjscRxu5dvM01NxTh58kdMTPQAJXy+s/zO7/Tzmc8MkEppnDqlceIEtLfbMYwse/damJ7O096uLLuXVEpbIoX1VnWbRe091475alKQtcar6kXt8ZRYLdFtrTFd7fprRVbXWijVLxRu2cJV9NWHDy9QKilLRP7JJ3M4HM1AkcOHd3Dhgo7HM8yPfrTAmTO7CIUuEo8HSSSOcvr0z4jHd/Krvxrl4YdLtLU5lorf1JLnZLLE2JgVj6e0TIO8lvf5ZrHSmG7kedUfV90FqPUar55T9fyu7EbcstxLJktcvWrlscf2ce3aOZ57rh9FOcfnP38Ek8m0dJ2300LwPVSgDg3hPH2akqYRs1hwyTJ2WWbeZELRNOaiUZoefxzzoUPIzc0VwtTTsyxRDbYuwnm/QQoEKO7Zg65pqDdvEv7KV5BHRhh1u/G7XOSnpzFmZkhqGo02G2ZJwpxKYXK5cDU0MKNptFutpEwmVLOZUiKBp1ymFIngkmVKnZ14PB4EWaY4P4+zp4d8fz+BD30IfXoae6mEtsEkr60ixvcCSxUkJQmnppG5cQPF6SQ1MEDDoUPkr1/HPD2Ns7eXkqJgstnImM1o+Twt4+PomsasJOFRFJI2G7S10eTzEZubYyGdRkunsVmteOfnmZ6cpNvpZH5sjK72dooNDcsI/nZdGK4EUZIq82Z6mqIkgdPJ/NAQrkgEfWYGNR6nuVAgkkigKArllhaykoRDEMhfvowbUFtbsTQ2Is/Pv+1jti3I9GoEJZksce4c/Oxn01y6JOLzzfOJT/QQCpVwuysJcGtFEW8Xm9nK3uj7K/24r+SFvdGoN9xyTQgGs0QiXlKpW5HZdDrNyZPPMTHRD9hoahrnD/7gAT74wS5MJhOJRI7hYRMeT4w9e7yMj1vp6ChQLvtJpSrV/m7eNAMCnZ0Fduyo+HPfqWZ5s4uctTTAG/GGvhNpw0ZJ40rXqp4bCFRcT9LpMnZ7aPFveYlQJxJFnnqq4h9ttZbZubOXqakQkcgUXu8DOByDJBJn0bRurl6V+Pa3h5mdPUhXVxyn086xYyLxuBuPp7CUEFpr21ev269PXt2Ip/ntjul6z3o9su31Wld0fhkYKDI+rtPd3c716ym++908H/rQPA8+2Lzms3uPYG89qpE3UVEQPR6SO3diGhrCMz9PJptFN5lwPPoo+UiEFlmmqCh49++vaHYXSbQUCCyLRL2TidxaECUJKRAgdeoU6o9+hPv8eTKFApLXixAKES8UUKanaVZVFhoaMPr7sQ4PI7e2knE4sHq9qLpONhxGPXUKq92O5HKRdjgQDx7EdewY5nKZnMlEIJEgNT2Nz+Mhd+YMPkUhYzZjWYwabuso6eJiTFYUiokEsqKgJxIo1ainxYLf6yXjciG63YhA6cgRWrxeJq9dQ7h6FX9/P/mJCTz5PAWXi3AwSPiNN+iORMiqKsbAAEVdxyqK3AR8mQypoSHMfj9wqzy5qChk5uexOJ3LkjO3a8S6diGcePFFmqNRrmcyNB45QiIWI3n2LA67nazdjmC1oiwsIFit2Mxm1GQSMZFALZfviT3mtngKq1nIVZKU5vnBD2LMzvbx0Y9e4MMf7mZ62kkyWYm8vZ1FG9YjERuNWt5JVbqVPH1vOWxUrptKpdi79ztMTj4EpBCEC/z2b++mpWUH6bSGx1OtEpniypUAbncacC9G1CvOH+GwHa83DkAk4sPr1ZaeyWqlzLcK9brqtcbtdr2SN0Ks6qO+9eesV2ymqsmuPptaHXX13mo1+SdPFonFJNJpMw5HN5IUxmbrY24uRzSqYhhlLl0SsVhGMQwHghDgwQfty0jyjh0FDhwAwxBW1O3XJq/Wjq1hGItFbNb3894Kh5uNtnMrUn3LUcbrteLxmPlX/8qEYVzgBz84whe/+Ap/+qf+JblHvZxktRyI93BnqEbeUjMzmKen0QWBUk8P8YkJzJEIrkSClN1O48AAGVHEXShUSIUsL0XsgG0fvauSp9TwMOXvfY+FQgFHRwfxhQWabDYSuk6DyURCVUEQ8FsslJJJ3LkcqclJSk4nTbEY+f37kYaHaS0WwTCYs9nYXS4TcbloCAQwWyy4jhxBT6WwZbMYExPI3d1oTicWTatE/LbpYqWKFa33Fv9bnJtDzmaJzs/jb2khMTWFTVWRW1sx9u5FyeUI3LzJRKmE+ehRzH/5l5iSSbLnz9M1M0NEEPDrOrFUipjDQcfEBElRRDh9mvl4HF82S17XkQ4dwv+BDyxVCMzcuFGxf4OlnIDtOOdrx9559ChzQ0N0ptOk/H7ckQgmVWVGknDH44iDg5jb2lDf9z70UolCNIq3WMQWDiO2t7/ti4xtQaarqN+Kdrslrl2LMTrqoVgcIhhsw2w2sxZ/u5vRp/V+/NcibrVb/neKKqHV9YrtXa12N5fLcfjwXzI5+SBwDavVw+c/v4NPfGI3164lcLk8JJMlYjEX738/CEKB9naFdLqMx2Nd2nq3WuPEYm7AoKsrh9ttX7bQ2Uh0+nafRb1cYq0FzO1GyjdyXn3J8/pz1pOQ1C5yqnOjNtK6muTlF3/RwuRklnB4J7ncDL/0SyLPP59laOgm0ehTPP/8j0km97BrV5pk0kR3tweoepJbloj+WhUyYTnhrPg9C1Q9ve/m5+h22q5feIiiyM6dXr70pWN88pMv8NJLB/h3/+4sv/mbR8hk9GVSq+qYr5QD8R5uD7UR6SIgZjJk/vZvkXM5ctEorVevMmcY5C0W5MFBSoqCbdcuHKOj5GMx5P37l0k5tqOsowpd08gMDsL168y//jqBK1fwWK0UPR7sk5PE3ngDGhuJl8s4zWZuShIeux1nOs2c2UywVKKYTJIsFslls3h272bCYiEoSTgDAaabmmj42McwRBEaGrAvFhfRNQ2txq9ZX3Tk2K7jvBFUbRy9oRApVcV59CjFQADJ70eUJBp27mR0aIhGSSI1OorscDBuMuFubCQpSahNTcRnZghOTWGUSpjLZeIWC16zGfPEBDmbDc/EBOXJSRKyjPLww8ui5NWx365SplpYnE4Cv/ALGK++iqW1FXVoiILDgU2W8asq8cZG4g0NCDdv4hofR1FVUo88gm1g4J6My7Yi07Vb0SMjZkQxwvPPR4hEShw/nuTTn961uM1rrJqwt5Irx73e1q0lAlvRj2oU9MIFEcPQ6eqq2MplMhkOH/421693AUkUxcyHP+xgYKCP06fjjI014vFUjq1IRWoj+5UEw9qkwFsuGRVtdrXUdXu7/bYSLDeK1Ujmeseuh3onjs0mkq73dz3W0xHXW9rVJpYODPgZHIzzN38TYHY2Q6lkAo4CY0Anp0+LgMq1axLd3aWlyK3LZSKVqhRVWM/dpF4zXmttuFYew51+pmrnUr3N30rHrkaEDcNAVUUeecTPX//1Db79bSePPTaNKDYti7CvlgPxHm4fWiSCODpKKp/HefQo2uQklsZG1GAQCxBJJrF3dpIIh2mMxwmPjND+9/4ehZYW7IuOEZv1IX4noXYbX4tEEG/eZPq738WraczrOl6Ph5RhICeT5CIR3LEYpdZWJnWd9lyO8rVrKMEgJYeDostF0efDb7ViikQIZLNoDz+MI5fDoeuYH3gA0WarRD5leSmiVz/G21U+sxlUXUByly+jqCqaquI+dAhY9P+ORul67DHU6WnMfj+ZZJKuUomkYWDv7SVgMhEtFJhNJil6PIzl8zT19DAZieDNZgmPj8OixMMRjZI6dQr3iRNIsoxeJ2d6NzwLKRAg09CA6HIhmkwY3d14ZJl0Zyemchnryy9jN5uJDQwg9PbifeghRFW9N329J1e9S6j+uOu6jtkc5803C3z722ngMLp+mkJBXCKlq23brqRbvdfbunei212rzYGB4qKnsROHI8dHP/pDhocfBDQslnP82q8dJpVqJh5fQFE62b8/Tnu78hapCCwverOSFnkl2cJ6pOp273szMoLNHLuWE8dG2l7v7zvpb31iqSAI7NunMDk5ydWrrRw6ZMLhiHLx4ixwCHids2chkcjjdB5mYiLHyy872bcvRjzupOpuspHntJlEy83mBaz0ftXKcSUHmnqsRYSrfdE0EQhx5cpZBgfbOHCgmdqqmVslS3kPtyAFAsQGB3FduUKqXMaRz5NJJim73ZRiMTyKwlwiQaPZzJzVyu58nvD3v0/zr/zKttKIwsqODbVVIeW+PtLFIs0eDyPxOMHdu0ncvAnT08SLRbzAnCQRTKUIWK1YgFm7HdVsxu1yIXZ04KlUNaJw+TIzN25gy+exBoPkm5uxHjtWKaZyHxS+eCeg1he9drxq7fbshw8jaxq6JDF1+jSKqlIMhzHicfREAm86jZhMYogi6TNnsJfLZNNpGs1mZtNpGvv7mTx9mu6uLlKw5HRhunwZta8PSZa3nV66HrqmkXn9dZSpKWZnZvAIAvOhENZwmMSVK7hlGdHrJb5zJy2f+cySrtwyPY26qOuvH6O7qTXflk8ildIoFhXOnDkPHKG7+4d8+cvvp1j0EgxmMQyJCxfEpdLVqyUw3Q0Sezu4Gz/m1QpzlaSsAt/61ginToWAFDDPv/k3h/ilX2pidjaP1dpJY6NKR4d3GVmqap9Xs1Orv16tbGEjtn73G4lZSUe71bsWt1O8pKpFr0+mFUWRn//5VlpaYiQSChMTDfz5n6t8//sLgAdNe4jPfe6HOJ1Ojh9v4fjxFB0dnsXItLHhhNHVEi2rz9ntlkiltKWI/mqa+fXmRO379Tr/1bBewueOHQU0rYlg8CqTk0/w7W//mKef3oXH41mz3fdwZxAlCXtvL6VoFKm5mfiFC5iSSfSREYxr18g4nThlGUu5jPuxx5jRNFzlMqlz53AfPLitSMRK+tfaqpC5qSkEh4O5zk6aDIO5fB5TMonz5k0Mq5VSRwdKUxPmWIyFXA6rLGMym/G4XORNJsyCgOPHP8bU309zsYghy5RSKQyPh6DPh+B0IsnyPS3F/E7DapHhWrs9XdNIhcM0JJPk3W60SITSpUsIxSLZSATVZiMzPk4wkUBzuXBZLOQzGXyXLpG6fh3/7t1MWK209/eTePFFLB0diIAWiyGXSpX5sWfPtvos1EKLRHDLMonWVlyL0iNPayvpP/szgoODRCwWOHCAzo9/HEmWUaemKmTZ70dbWMBZKqGxfNfqbmrNxfUPeeegWvq6XC6j67NcvJjHZovyq7/az759zUu+ypVj9XVJSy0hqLgc3J+oJl7eTh8Nw+DVV8f5jd8YRddF/P4cv/u7IfbubcXvt/G+94Xo69NX3E6vkpvJyTzRqJNUSluzL1ViU+sOUesEceOGZUkacj+itv93q7+JRJHz51nUIK+O+uvX9q0WJpOJri4PLlcrAwMmHnusj64uCWgAfoKu9/C5z13k938/TTJZIJXSUBQLXq91xedU+3x1XWdsLIPLZVozCj0+nl26p+quxuiodelzVW1vvTmxksTlThYy1XPn5lz883/exe7dLzI62sd3vhNbkrq8h61HbdlovbeX0uQknulpDFEkZjLhEkUK+/Yhf+pTRPfvx6coOLq7scViSMPD264gixQIUGxpueWRq6rkLl9G6uggJYrMfOtblL/6VbLT00jhMPZ4nOTcHMViEd3txtbbS7GhgYzNRqMkUYjHcUQiZGZmcIXDCJcuIUWj5DwetJMn0X/5lxGffhr7L/4ixj3Sl74bIEoSosmEK5/H4nTizGQwxsZojEbxBYMU7Xaai0XMmkYsGERtamJOVZlWVaRkkrlwGLOmMXvxItKLL5K9do1idzdaoUA0FkPOZLbdZ6EWUiCA3t2N8+hR9ESCYk8Pzn37sDz6KPNNTYiaRmhujvn/+T/JjY3BhQsYr76KFo3iLJXIyXIlJ2NuDl3Tltqs/axtJbaETAuC8JQgCEOCIIwIgvD/rPD+pwVBCAuCcH7x3/+1FdetRzJZ4sIFkVdeKfPVr85z6dI+jh0b4fjxfaRS2tKPuCAIdHVVEuXWI0PvBJJ3u30sl8t85zvDfPzjbxIOH8JmG+UTn+jEZmvHZJKWOUysRKTDYTtmc5y2NttitNFYStZary/17a63C3AnC4a7gbX6e+d9XZ8gbmbXpBq1bmtz0NPj41/8Cwvt7VlAA6ykUi6ee+4sr76a56WXtKW+r3QPVb3y+HiW8fEsL7/sZHIyv+IcuRWFrng9r9T32rm73pxYaS6uNdYbfQ5ut8wzzwR54gkPDot+OgAAIABJREFUkYiH1167jN3OfTXf7gbu1fe2OjWF9sILpM6do3z6NOZolHldR96xA8+RI6R37MD78MM4QyFa7XYKY2OIbjelJ55APHFi25G/apSzGmFUh4ZwXrxI7swZpOFhrG++iXlqCnu5zNzu3UTHxxETCSx2O9q+faQLBTyvvYZpfJz5QgFnsUjCZsPX2UmhowP77t1EH3wQ18GDKJKETVEItbQgKwryYsTvPdwdyL29pHfvxtzWRjGTwe50kuzvJ3nsGJ7OTuyBAPlQCG8wSMkwsABNQFEQsKkq2dOnyZ47R3RwEOPyZdQbN3CdOYN5bo6UqiJu4xLk1c9F8cYN7G+8gWVkhOLoKB5VRentxdnWxmg2i3NwkMgLLxCNx0GWET0eMpKE6PEsRaKri476z9qW9vdOGxAEwQT8d+DngX7g44Ig9K9w6J8ZhnFg8d//uNPrroSKDljn8OEy4+PXSSRmOXlSob9fWJY0VrWDq41Ur9XmvZZ6rEcKbrePb745xz/+x5Ok0weBOY4f7+CJJ6Cx0c7evWU8HjPxeIFYTCUeLyy7vsdjJhjMUSp5SafLSwsVYNN92Yi04X5b1KwVGb3dvlbHd2BAX5ZYuNKzX+v69edUjxVFEY/HRn9/gEceaUWW80AU6GFiQufVV6dJpbLous74eJaRkUp1zCp5rkaPq3plj8fMyZMZ2ttXlvdUF2OxmIuurrd6bS+3SjQ2dY9VrDXWG3kOimLh4EHo6nKxa5cHUUzywgtmvvGNa4yMmO+b+bbVuJff21o0ihSNUhgbw5JKsXD1Kq1eL5lyGfHcOazFIvqpU2C3k923D1tLC85UCnt7O/bOzm1P/uS+PjL79mE/dIi814v1xAlmjx/H5HSSv3qVpitXkMJh0rKMJZXCMjGBkEhgL5UQ/H5sTU2Y9+9H+OVfxv/P/hn2ffsIdXUhvv46hUgEye+/a9G591CHTAafoiAWizjb2ii3tuLp7KTB66WhoYHi8ePk2trw3LiBMTqKIooUAcVqpVgqIUxPk/3xj4leukQ2EqGUzxNpbaUQDOJerPxZ3empRl+3G+S+PtSHHoKHHgK7nUIigdbdTUGSCFosRGZn4fJlvLOzZEqlyo7A2BjZb36TYibzts31rYhMPwiMGIYxahhGEfgm8KEtaHfTqP74/smfXOZv/sYE7OQnP4kt/SDX6ic3qne9ne3krY6irkcKVuvjSv2obs2XSiX+6I8usbDgBWJ85CNz/Nf/uov+fh8ejxWv10oqpXHhgsDLL5d5+eXSsoglsGxBUrtQ2ex4bYT03A+Lmo3idvtadW2pztXqa9WxWel5rvTaauOpKBY6OwvMzNgJBp08+eRxIE/F4aOPr3/9HCMj4aVkxooOvqKHj0QcxOMFxseztLXZ6Omp+LR3dlaKH60236tR8fZ2+4pyqXrZx2ax1ljXE/WVxqr2s/Psszvp6rpCIrGLP/mTWXy+9Dtivt0m7tn3tn3PHtTjx3EdOUKipYWQ3c6crmNYLNhu3CAcDqMNDpKfmsLZ34/0yCPwLpAj6JqGOjVFbmwMdX6e3NhYRT+u6yjlMrzyCraLF5lUVfwWC6lAALeqkgK0jg4yhw/T9tRTxIJBdvp8eHQdsyjiGRig4HJht1rJmc1YQqG7Fp17D8shBQLk/H50TUPfs4fAwACy34/J4SAXDGJrb6cpHicWDiPmcmiiSFoUidpsmBWFYjSKNDODbXycqTffpPitb2GcOYPbMMjJMsVMhtiPf4w4OrptJR+SLOMcGKg4mqTT2AsFClevEhAEMiYTNkUhMzrKlKbhbWxElCTSxSKeSITixMTbNte3gky3AJM1f08tvlaPjwqCMCgIwl8IgtC2WmOCIHxWEIQ3BUF4MxwOb6gDtT+SyWSJb35zCugF/j++/vUTb/kRvdtRzq1u/3bIWdUqbWSk4gFcvf+qa8P3vjfGd79rAtzs3h3lH/2jn8NutxOPu+nqKtVUizPYu7eM02lZ1mb9tvxmFx1raWVXOmYrNLJ3gs0skG63ryuNw2qSiCpWem29+RIKOfg7f8fgiSccfPSjTiADLABP8Hu/9zqjozEUJYmu61y4cCu5MZksLck6anMJ1prv1bFIpbRVj7mThdJaY11P1Kv9TCSKy3ZcdF0nkSgSDDr44AebkCSN2VmJSCSz6f68g7Bl39ub+c7WNQ09kcDS0IA8P08pHkc1m3FaLOSmpphJJiknk5hmZ0n87GdYpqeXqhpuV1Qji1W3hsyf/RnC//pfjH3hC/DSS1hefZXIm2+SCYcxslmKZjMJUcTicKBpGk1uN/beXoIf/zimYJD2xkZmrVbK/f0oDgfl9naCH/kIhYMHCXZ0oCcS9/qW3zUQJQk9mUQZHkayWDC///1IJ05gttlodbkQ9+9HOHYM+44dFAIBbKEQ1oYGJJOJuakprMkkEUAXRcypFNprr7Fw8SKJchld1zFeeQXra6+RyGS29WKz6m6DYRAPhQjZ7Sx0duJ6+mlUXcc7OYk1FkN1OtE1DcfBgyTf/37kHTvetoj92/UN9RzwDcMwCoIg/N/AnwDvX+lAwzD+EPhDgMOHD28otFub5e90imhaAVBoampjelpEkpa7BNztKOdWt387rha1VmlgXrr/5mYLJtN1nn/+JqlUA83No3zxi/0cOiSiKPKiQ8KtZMOq44fXWySRqLQZDFbs1zaDWluzaqJirS3h7ZRfvxOsV41wpb5s1Nv4drHSc17PXWal12rPqa8GGY066e7O4nYHmJ1V2bdvAIfjAn/6p0OL9+nmn/7TWf7JPzHR3OwFNJJJnc5OJ263hCBklqLMm/ENX+szsdb8vlPXlPrr7thRqdB586aZ+fkCoZBMV1ducVyKfOpTu3juuWGmpvz88R9P09Pjw+eTN33dbYINfW9v5ju7+qOYkSQy09OERkYY93rx5PNY4nGCpRITJhNFvx+310t4fBybx4Plxg0yoRDOgYFtR6yrY5ISRfB6Ke3cifrSSwTMZha8XjKCgD0cpmw2kyqXkex27JpGaWwM08AAGUnC09mJ3+dD3bmT1M2btDmdlDMZMo2NWDweJFlGeeSRt9i5vYe7D7mvjwxgX7S0s4RCqA0NaNEoDd3dxKxW3KJI9Pp1tGIR6/w8zM3RBBSAuMVCi9OJNjNDNpdDv36d7Pe+h+XBB8k3NGDx+ZB37NjWZcZFRSFx+TJOSaLgdpPVdWyFAuaREYSDBym63VgefZTCwkIl4dbrRXM4sEejleqdb4NTzVZEpqeB2ohF6+JrSzAMI2oYRmHxz/9Bxeh2y1D7g3nuXJhisQcY4WMfc7B3r2fNRKb6iONWSDTezijqav2tRhMrFmKWpe3uV18N88d/7OarXw1jGAGefNKEJLUwPp55iy669n4AxsYsmyaT1f5VExMnJnLcuFGJcldlBKvhbi566qOp9X/Xj2utVvhu7WisN/dWmle1RDSRKC5FWVfahamdE16vlSeftPLBD5bp6bFjMu2jUnhnJ1euqMTj0xw/LrJvn04k4mB8PIsgCHR2Ohe117fGo+oAspZ+G9YvArMS1pO5rIf63RNBEIhGnfh8WRoaLHi9GVpb5aW5GAq5efxxN+WyyOnTGebn05vq7zsI9+R7WwoEKslBExMUkkkmBQFhYgJrqYR4+DBzx47he9/7MH30o4jd3fjTabLnzqElEljm5rblVraoKCQyGaxzc9jjcSiXyagq4WQSwWpFnp/HazKRTqdpSyaRPB6iPh9NZjNpl4vWPXuw+nyogQCSLGN/9llKDgfmuTk4cwbTlSuVwi93MfnqPayOZTKFRbIrt7biHBhAGx/H19hIrKUFtVBAyOcpFgpoQIRKirjP6UQqFLDOz5NXVUz5PNr588y//DImjwdXby+iJC3tbkjj4+QuX95WGmo9kUBxOsksWmQKhQJ6JALT05ScToLPPIOYTGI7f57U1aukBQG3LJNb9ON+O7AVZPoNYKcgCF2CIFiAXwL+qvYAQRCaav58Bri6BdetbX/pB/OVVya5edPEzp1mPvjBXkRR3FSyWK1bwTshk3+1/q5EIkZHrdjtIqOj5ygUTuLzneLhh/czPp7ipz+18bd/W+TCBWENbbZ423poqCQmVqOYVVKzlgXZZt0bNoN6ol7vIV0rZ6n2ZaNJq7eLO5EHVc+tLlbWspOrHi+KItPTdiKRZhRFpLLrHwPgP//nMOfPL+B2S/h8aQYHBWIxdZnsZqXx2GpJ1Uoyl1rZ0u2019NTYv9+L93dZTTNx9SUujQXvV4rXV1lyuUc588387//9/A74nvgNvC2fW9XZQyaqqJOTZGfnSV38SKOGzfQRkcJFApEZRlZUegIBjHSaXxuN679+0l1duJvbkbfvXtb6qY1VSV16hQOUSQjSaRkmfTZs7inpnDHYsjDw1inpgg3N+Pq6yMRDCLIMu7OTnS7Hc/jj1Pctw/3vn2Qz6MMD2Nks8iKQiEYxNLcTCEU2nbj9k5FrbuEFokgZ7Mko1Gcuo4jmcRUKKC63fgAG6AA1nye+XKZsmFg13WiNhslw8AVDpO9dKlilxeLIY6OUpyfJ2M2Y1fVJXK9HUi1FAigdXTgPHqUnN2O89AhjGPHKLe24m9oIJnJYMlmmZMkzIJAZmiIhK6Dw7H03XO3x+KOl6iGYWiCIPwa8DeACfiqYRiXBUH4PPCmYRh/BXxOEIRnqCy0YsCn7/S6K6FYLPK1r42gaY/R2PgiTudxksmNVki7Rao2Wl3tfsBK/a2XVNQWyzh9OksuVwTC/P2/30Bnp0Z/v4dMpozHY0EUK8U66lFfLnoz/auvQFft4+2U8d4q6Ue9tKA+wltbTXC1c7YadxKJr57rdttRlLXbqC2x/dBDIoah0dDg5StfgcnJWWAf8fg8v/Vb4/zLf+mno0NjZkbm8uUYNlsjgUDmLeQ8kbhFeGvlMHe6u7CSzMUwuO05UNtetfBLdcyqJdU//vFuvvKVv2Bo6AF+8pMM//Af3j1pz73C2/W9rWsaucuXK8VH5ucRrlzBMTxMxmZjYWaGJkVhWlFwZTIIly6xYLcTaGggXSwSDIWQW1vRIhHsirIttb7q0BDK5CRzZjPmuTnS09N4FxZY6OtDOHQIfWICj9lMzuNBnJpCUBRagIQgQFsbYjJJsL+fnCwjezyk/H7MhQKOsTGEpiakjg7kbbbl/06GFAhQXPwvQG5+Hm8oxFRDA0JfH3ZNw66qJEdHsek6c4CnXGauWKQNuCFJtBcKGMUiE4UCPaOjpN94A39zM+GZGVxWK1prK8WWSvrD3SpQ8najuquiTk3hKBTIejz4Dx7EPDxMQtcR33wTUzqNZe9eCgsLOF9+meTICOzejb2zk5TTieJ0vqWIy1ZiSz5hhmF8H/h+3Wv/b83//2vgX2/FtVa5PslkiW996xJnznQBo4RCFTLkdjvXPLdqz1Wry9xodbX7ASv1t0qW/P4M0aiTHTsqO7WJRJH/83+ixOMP0NMzyP79bXz3u248HpWDB9eOXGyESK6kb13tvM0Q01oC/Xa4elSjl7Xa8bcDW0HWq23URohrtemwfIEzPp4lkegkFBriwQffz+TkZSrJiAd4+eWf8O//fTsOh0Jr6xxmcxP5/DyDgw4EoYzLJdHZWUnSq2rp29vtb1nc1X++tuLeNjMHVtNd1463olQi3hcuiIDM3r0+hoYsxOPzzMyY37KwvlMt9/2At+N7uxp9i6XTyN3dGEeOoPX0IMzP0xyNshCJYLS3I7z8MvnGRix/9++SKZXwNzcvSROkQOCuVi57u6GpKurQEHJfH3JfHzlAzuUwzp1DmpujlMuheL2kolE6bTZuNjdjzMzQkckwsmib5z1yBOn113G1t6M6nUgeD+ahIcp79mAPBFAdDpyLGt33cP+hmogr9/WRu3KFYEsL848+ijmRwBKJYB4eRiwWibW3Y52YoDka5SZQbmggbxgYkkRHqcT0yy8TbGhgLh7H6XKRvXQJpygitrcjKgqZaBR5m3hR65pGcX4ekklcXi+GLCM88ADC1atoQ0NMCQLBlhbisoxmGIjRKIWFBdKAv6mJjKLgvIs7NNuiAmIyWWJoSOR3f/ci0IrLNcjx4+/j8mXTmjKCej1v7ZZ+rVvB/Y56OUSVLFUlFQDnzhm88opGoZDAZFLZuVNGFJtwOIq43VtDTO9U37oatrryXS3Ws0u7l9jMGNbLferlNSslKAqCQHu7nYGBBHv29PDkkykeeywIhKko9vr47Gd/zLe/DdevB9C0GJrmQxBE9u4t09lZZGzMytiYBYslsaQnr1/wrCT1uJP5sZHnU+/ws5rUpN5VZmBAZ2DA4Fd+pR+3O83Nm/v50Y/OvkXbf7/5nt+vkBaJnV1V4fXX0VMp7Lt3Y5TLxBMJGotFhOvX0XI5UqkU1kgEn8dDcZEAVLfE72blsrcb1aIs6tBQReO8Zw+WYJDiiROIH/kIxlNPUcpmMZ8+zciFCzhnZvDpOiM9PbSHQjQ0NOAMBnH291Pu6loqKV39JNVqdN/D/YXqolAdGlqa23q5TGF2Fmc2i5zP09jaSunppyk88AC+1lacZjMlKsVc3JOTGNPTJAyDCUFAiESY++u/Rjx9mpkrVyCbJS0IFSJ98SLG4CDFubl7fdtbAi0SwalpsHs3xsAAoqKQm5gg/uqr6LOz2HSd/Owsyvw85Y4OhJYWiqqKd36e4ugokt9/V3dotsXej8djJhqdJJVqA+Z4/HE/zzwj4PWaNrzdXU847qaTxEawFZGv2kie1xvhuedU4vEG3ve+Gzz77G4eekjixAlx6Zg7JY9VEuVymRgcjFMsKuzcub5UZr17vZvyiq16zncjUrmZvlXlPuGwHah12FibdIqiyP79XsbHs8zOdrBvX5hSKc7LL48Dh7h2LcHly6f4jd84wY4dwcXFqRm3W2JsLIOiJGlvd+L1KqRSJQyDpUh47eKuq0slHq9Ij0RRvOufr43uZtTLUrzeSuGhnTuDtLfPcumSlzfeiJBMlpbeq97TO8X3/F5D8vtRCwXE4WFMY2PMvfYa9slJrLJMsrsbRz5PPhymweWi4HBg7+9HkqRlkbXqNu92QNXdQe7rAyoVIYs//CHlaBQtnUbr7iaTSiHMzmJ1ODAZBiWvF1NbG8lIBMvoKOaWFtyAJRhcGhtNkrBsg8XGdkZV5iErCsVEAjQNWzhMWhSxtraSs1hwaBre6WnKExMkPB6iTU2gaaSjUZyGgVAoEEgm0S0WirkcTE2hzc2hP/ggostFsVQi8bOfYZ6cRJybQ4vFoLPzXt/6HUMKBNAA56JsKXPhAubnn8c1MQHNzaQbGjA3N+NIJCg3NGDOZjGZTKR27CBwl4k0vMMj07VRpYMHPTgcE4CNyUkFk8mEzyevSSTWKjRyt38s14vMbUUyWm2k3eEwceHCDK+/LqEoTdjtbvx+Gz6fzM2b8luuUy6XuXAhRrlc3nC/q6R3cjLP4KAXiyWxofG7l1G+rXrOd+MebumgpXWjuFW5TzCYW9VhY7VnVz13YAAOHnTR3+9BlgUqEepmvva1ea5ciSEIAl5vpaDP5GSev/orMz/9qZ10uowoVhZlbreEJMVwuUzL2k+lNE6dcjExkVsqoPL/s/cmwXGk6Znm4x4eHpvHHgACWwQW7iABLslkZpK5VWZWKSu7SmWtmVbJZCrJTG3dbW19kM1pqg/TZnOb0xxk6jbJTC2bQ6sltaq7SrUqs7KKuZBJMskkCZIgQRL7jth3jwgP9zkEIzIIYiMWkgD5XkgAvvz+u3vE+33/+71fd7e6bOfDrcB6VzNWcmnx+ayEQiUgRrEoPfIePCurF886tGgU68IC1rY2pDNnSBeLuKJRsuk0hsdDxjAolctU2tpInziB/zvfQbJasS4sUBoZQXmwHL6bUMsci5KEOj1N5uZNhLExMnfuoHzyCdkf/5jWdBrJasUIBIjv20fR6aTp2jXIZDDFYgg3bgDUCcILp46dgdp9qlnkycEglUOHkE6dwvzmm3hffx39wAGyCwtYs1m0SIT2SgWP14vW1IRNEIgpCimrFUlVces6uWiURCJB5v590ppG+fx57NeuUWpro/zuu0g+364oQmyUfOmahtzbS/7YMaTvfx/1xAmCi4uId+5QNAyMmzepDA1hmpvD0tyMeOIEosdD+soV8uPj2zIfO5pM1wjMxESOP//zae7erYruX3vNTChk35DV2Hr+tpVjX4l8bbRRSzJZJV9L952ezjA5aUUUrfT1FXj55Wo3RF3XlyU1N2+m+Kd/8nHzZuqxxg0QCtl5/fUcR4541jV/TzPLt1X3eTuuoTa21RqeLN1+NceR1dwwBEGgu9uJxZLm7t2D9PU5qEo9XIDBX/7lIuPjXzcxCYXsfPe7Zd56q0Bnp63+7I2PZ/nNb6xMTOQeOncoZK+3Hq91ekyntQ13PlwL672vK82ZKIrs3evF4fBz/XqCy5dndoTk61mCrmnVAkS/v/6zTVVJuFwoR47A1BRNly9TOnsW/9QUPpsNstlqJ8CWlmob4ZaW+nF2G0rz81Q++wxhZIS5uTnSwIIsU85kWAiFyO3Zg57PY8vlkCYnScdiJFtakI4cwdbZSbGlBSkQ2PXtpHczREmqeoCbTJDLYY/FAPAePcr8qVMora3EczlKqRQ2UUTweLC43ZjzeaJArlhEKBaxl8u45uYojI5iTiaZM5kQFAW9UsE0NLSrpB7iyAjJTz5Bi0bx+/3YfT7s/f1kCgUqokimtRWPqmIWRUpeL64Hn9vpc+fgZz9D++1vyQ4Ook5Pb+k7syPJ9HKk8Wc/uwXsIxC4xg9/eBxRFEkmS1y7JtR9brf6/Eu/XB9HB7oW+VpKBtZz7BpZWpqV1HWdW7cipFLw8svTdHV1MTRk5vz5CoODpmVJzeHDbr773TiHD7vXNe7G8YmiSDjsqDdnWQsbudb1YCt122thM6R8rXE+DlFfKwtb09AvJdU1mco77wR5770oBw40U1XpjQKn+OUvp8lmv/ZcFkURv9+GrgdIpzUmJnLcuycxPZ0ll3v0WkRRfMijure3RGenbU2v8c1guXldSyNf+7vbbeaHP9zPwMBVFhdP8pd/OftCH/2YqGWl9VQK68IC6sgI0tQUTkFA7+zE8cYbTLhcOF0u4m1tCCdPAmBdWACoZ6StCwu70l9a1zRK2SxzQ0M47tyhJx4n43QSSqcppdP483maSiX0uTkEWUZ2Ogn29GA+ehShvx+f242eTD5kt/YCOw+1egC5t5esJIFh4LfbMbe3U0mnqeTztFgs2EIhFpqbcReLWFMpTJpGEZA0jQVJolguU9Z1UoUCjI9j/fhjjK++opxKrTmGnQIpECCtqnimp1FnZ4lMTCAnk5g0DXdbGwGrFWt7O7lQiOzRo0gnT1I5eBAASzZLTlXJeb1Y5ucRb93a0ndmR5LppaTR67Vw5owdiPLBBwoWi6Xhy3LridRK2dnHWep/XPK1nmOvRLrGx7P87d9Wl//d7iJut42+Po3XXjMRChVwOk309BQf2s9kMjEw4MNkMj10rJW8n5f6Mm+lTGWj2ClFYmuNc6uy57XjeDzyA4s5g6tXDcbHqw17rl0TkCSJ3/99Pz6fjZYWA5gFckAn//bffkgsVqiTb13X8fkyGIZBJGJHVRfRNB+9vcZD+uKVxpHJVNb0Gt8M1tt+faV9LBYLJ096gSxud6ZO+p9kkLaTUSMJ1v37yfv9aKLIVLlMOZ2mmMmQSafpCofJNjXh+8M/xHPyJHIwSN7vJ3PjBpUvv6wSzvZ2RI9nV2VfdU1Di8epFIt0mM3kWlrI7t+P8+WXqTidSHY7UlcXsa4uJEXB0tRE6cABKsFg1f4skUB9kJneTcWZzyPq9QDZLIqmYW1rIx0K0azr2GWZpoMHiZw5g2g245mfJ18oYALMQCWfRwJMiQQlTaOcy2EZH8eWzZLs7aVy6BA5RUFT1V3x7oiShOv0afJHj6JXKtjv3CEWi4HNRnpggOyhQ9jSaZRiEceNG8iXLpGfmiLx6aekDQNvSwu21laM/n70vr4tfWd2lMCq0T+5scFGtYgoD/i5evU+g4Mmjh4tb9gbea1ispVI63bKFdZz7JUK9UqlEuWygc9X4uWXm3C7bfh8OoIgMDkpAQZHj/JYZG2p9/NSX+at8Eze7DzulCKx5ca5ndZrteckkSiSzVYYH5fp6ioBYr3Bj9/fwfvv3+fjj8NMTX0FvMWFCyX+6q9m6erSeemlANPTDgTBwsCAQSCQY3TUjc+X49gxZVUyvdp1L4eNzsVyx1/rnEu9rDMZHVAZH68Qj6tIklS3G+zpKdadf15opx9FY9Ggmkph/fhjmkZGKALcuIG1pYXZ4WH8qRSJTz7Bf+YMoqqixeO4hofJWSzYjx1DDgYpzc/vKmu8xG9/izQ7i37oEFpbG9aDB6noOrbZWQoHD+LTNPKdnQitrXju3SPR00OX241ms5FcXKQpnycfDCI+KCzb6XPyAg3FiQ8CpPlsFskw0DQNw2QiPzxMR6XCcLmMRRRZKJfpMZmQKhVygFeSSLlcoCjEAgHc5TLS6CjC6CipX/8a/d//e1wPil53Mmo1B+pnn6FFIhRjMWwXLmBJpZA6OxF8PmYAtyBQttnIf/op4fv3WXjnHdTTp8EwqkHoFrvd7CgyvZwDQDJZ4s4dgWp9UJ49e2SOHNFwu60b9kZey2lgs97JGyEHG3W0MAyDs2dnmJ1tZWAgwXvv7aG5WQfA5ZIYGCg/+L+5vry9njEtdUtY6su8GQeOrXLv2O4mK1uF5cb5JNxkPB6ZM2eqsg+324HXq+F2V51d9u2rEAx2kEoJTE2ZgHngEP/lv1yjp+cbjI0l+f73TXi9lrobzOKiiiAodHeLdcnESs9549+AVZ+9jc7FUs/tpY1m1tqnt7fEiRPN/MM/mJmYCHL16gI+X3cJ4VnKAAAgAElEQVTd/aexecxWeWnvBtRaJksNzULk3l4yr7xCsbeXiqpiv3ePhN1OwOGgPD+P/949Rv/Tf6LtlVfQu7rQX3sNyeWitLj4dfYVdkX2VR0exnbxItn5eTSzGXsiUW0+EYkgTk0R6+7GHo3iTKXQPR5KgoDvvffQW1qQfT7sgQD5kZG6G8gL7A7Ugk9d01Dv3sVrMpFtaSF/4QIdMzOMlUoUBAGrIOAwmWh3uZhxu7EbBtaFBcbNZhxWK6Z8HtuNG7gTCbJvvUXBbqdtfJzUlSu7gkzXIMkyUjCI2eNBdTjIFgrI6TS5TIb2fJ54Po/mduP1+5mPx3G99BJSpYJy4wZZiwVlYGBLx7OjZB4rZZru3h3m1q3DeL336O4+SSZT2ZR8Yrszmk9KfmAYBmNjGYaGqss7H3xQLaoSBKFeAFaTD6zXi7eGzXg/P+4y+fO4rP4ksuqN7hw1N47avTx1ysQ77yj8y3/porl5H+AATExNSQQCZ9mzx1mXWNWy2cGgna6uhzXYK/lLN3q7b0cxbiPW874tfcZq8/Anf3KAgYEhIpE2vvhi4ZFuqT09xfq+O0FS9CSwVMOrqSrZixdxCwKt7e249uxB2rePUjyO5nSS3b+fSUGgfXqa5PnzmEdHkZub0WZm6n7MO92torFI0Lp/P4VTp5APHsSazxMdHiYZj5NSFMRSCd/8PHIySSmfJ+nzYXG5kKxWXMePY+/qQlaUFz7SuxhaNIo8NwcmE5Z330X+wQ/Inj6NcfgwemsrJr+f9JEjqLJMlyDglWUkUcQfj2MbHCSVToPdzozHg+2VVzAFAkzt2YPjjTdQp6e3vPDuSaP2Ltn7+tDffx/LA0JtedAlVJmaYrxcRnG7cdntlG02mt59F6vHU7WlPHJkWwLRHUWmV9Lr/upXYywsyLz2Wpl/9+8UQiH7uo/Z+IW49Iv0cWUPW1V8uBksbVZx44ZIJuOhrU3g2LHmhwrAatm0lZp71LDV5P9xj/e0tM9PgsSvZlf3tKzXUqkyN28K3LolcfJkM//6XwvAFSAGtPPLX/q4f7/wUMGeyyXR1VXttFm7V8s958s9b49bjLsa1gr8Vrvmpc+YruucPRvF6TyErs/T2lrVm6dSZa5dq+5TC0wbr+d5R6OGV9c0kp9+iu3qVRLZLBmnE8v8PAujo3R99RWZRAK/1Uqn2818Xx/yW28hOZ1VqYfVSrKjY1dkYBsDDMlqxf/ee1h/93dRbTYq09O4RkcRBQHh7bfJDgyQbW7G5PMhOxy4HQ6EQuFpX8ILPCFIgQAMDGB+6y1cx4/TdOYMrn/xL+g7fJhcRwf79+3D6O7GUSqRi0aZi8XIGwZJoGyxYLFYyKbTtDqdJP7H/8Dz93+PfOUKucuX0c6epXT27I5296g5emQvXkTy+VDSaeRAgMqePWQyGVBVAjYbgiRRtNtpCoUoBAJkBgfJj49vW/OWHUWml8IwDAYHE1y+rAMlKpUKvb1uRHH9l1XLqm3Woms7iw/Xwkrd3txuM/v3q0hSnNbWefbtcz5y/kaisZSILHVNafQ73gzBfdxg4mlpn58Eid/oObaf6IvkckXOnlW5cMGMKL4JOAGDfH6Io0fzuFxSffyTk3lu3hQYH7c80M6bl+0kupy3+1a+D8vN53qOv9wzNjmZJxJpR1FGKRQsDA+nG+ZbqAfgPT3FZb3qX6Bq/2aenSWpqvgUBfJ55HQaw2Ih4XIhnTwJbW2YvF5cx4/jzGbJms1Y9+1D7+3F8+abuyIDKwUCdZu/UjZLdnCQ0sICbpsNnE6yViv+eJxoNIpreholkaAUieAymYgNDOB87TWAFzZ4zwFEScLa0YG1o6PacnxhAXMgQM5komPPHhZbWymrKoqmIZXL2MtlmgBkGTSN5OIizkSCyYUFLH19LNpsSLpO8tw51GwWcYev8DY6emjxOHpfH5W9e9EmJujI5YiazQjvvIP97bdxHDiAFg5TSSSw/+QnpP7mbxAGB7fF+WZHk+lUqkw87qDqNqCzuGivOxM8DsnYCrL2NIvdlhLoxkz72bOz/M//KXHuXA8/+tHkI/s2ehlfvy5y/bpQJz81h46aHKTR73gz1/u45OlpZWmfxD3d6Dm2iugvR8o9HpnXX5c4dUqiUKgQDu/l+PFrVH2nRcDFD384xcREDpdLqtvbKYpMd3eJcLhahLpUzgGPfy8fN2hYLThcDcuNKxSy8+abBZqbrYCdS5dUYrHCg8Jmox6E1wKCF6iiloUtzc9TWlxE9vuxfetbGAMDSB0dLJrNBEIhjK4unPv34z19GtPv/A5mvx/99m3MCwu7rlGLKElVkrSwQPbiRWznz8OdO8zcvYu2sMC8201sfBzXxASk06g2G6LJRGZuDrnBGvCFDd5zBkUhGouhiSJpk4lEJEJxcRHb9DQRIONwULLbyba04BJFLLEY0vQ0+bk5nMkkotmM+b33SPb10TI9Td5iQXr77R1dsNro6GE/dAjJasWeSBDo6eG+y0WH1Urh7l1SgGV2FgDbvn3kOjowezwkdX1b3E12NJl2u80cPQrHj5uBDOFwgcFBg2vXviaE6/ky3QqytpGlaF3XtyS7uFS/LAgCIyMyg4MJ5uYkrFYz4fAd3nuvbcU5cbvNDAzo9Pfr9W1qDh21jLTTaaoTp+ehA9yzfI3b3bmxpqc+cqSJ116LEgweB6zAfeA1BgfHGR9PkEgUGR+vztGxY9DVpTykwQfWTW6X+/taQUPjPksLHjcbcNS8sfv6/DgcZaLRIOfPVz2QGy0GX0g7HkZN5gGglMtUQiFcx44hShLCp5/ijsVYvHgRTz6PdPs2aVXF2tuLtbUV4fBheOALu9tIY21elFOnyJw4QU4QEIaHcd64gfP8eXyRCHPpNDGzGb1YRIxGKc/OYrl/n9yDxhuix7OrG9m8wMMojYzgvnuXwj/+I+4PP6Ry5Qq+u3fRYzGcsoxQLOLI5dBVlYLPR8ThwKBqCFxeXCTy4x8TGB1F0HUEkwmL34+1o6N67B28wiFZrVXNdDKJ6PGg9/VR8noJhcMkMhmUa9cQf/EL0vfvk7lxA13TEE6cwNLcjGlsDNPQ0JZ/tuxoMi0IAqIoMjFhBoJMT7sRBJGuruJDeuD1FtU9KTQujW9FdnEp6au1SI7HFQxDx2aDl14KYbVaHzSy4aFGNjUS4vHIiKJY14Du2VOuN1+pjXd8/EWR1VZio4RvNaK/Wf1+bUyCIHDihInvfa+Lt96yceCADXBTzVDDn//5AjdvxlnuNLUVktr/BUFYs4nSWsXAa5HtpftvRcBhGAZvv93J229Po6ol5ufZcJb9eUGtWFAOBtHCYex9fYiSVCWAssxcNku7YTA6M0Nsagrb5cuov/kNmS+/RHzlFVwnTlTt8HaZd3JjEWXuzh1Mly+T0DRyDgfFlhbinZ1YLBac0ShCPk+mWET0+Sjs2YPJ68X46ivyQ0PA7m1k8wJfQ9c0RLeb3KlTWL75TVL79pF3Opkql9FSKZKJBC5dx6rrSKUSvmKRJlnGaGtDtdspAM2JBDOTkzSFQqgffID3G98AdscKR2l+vv5OSIEAgihidruRv/lNcl4v6XSalKriuHKF0q9/jcswKLe2Yna5KAQCW+5dv6PJdK1xhMOhAkn8/jSvv26uZ8dW+zJ9mg09auMKhezbktmqtUg+dgyCwTLlsplyeQyHQ3hARB7+8l8qE1mqaX14Hh8u/nzeXDa2GtshJdmsfr9RumEYVTnD8eMiL73UBsSBFNDHj388weioSChUYHKy2gGxkWguX4uw8rOy3Fw0jm8tsr10/60gu6lUmeFhKxMTArOzIb74YmTbOjbuNjT6TNcKngxAEUXGUilaVRV7LEZakkimUgSuXKFw715VHjI//5C13m6Brmmkz51DvHQJ9eJF/MkkQmsrgQMHED0eQskk5WKRosWC2+FAaWmBffvAMCjG41jm5gBeZKefA2jRKPZYDGtrK659+/B85zu0dnVhKRbxFYuYdJ2yw8Gc241x9Cixjg5ymoa5XEYulbDMzTEny/j27kWdmcESDtfrD3ZDox9d08hPTCBNTZEfGsKaybAgioiKAhYLHYZBJZ0m39KC1tlJef9+5KYmrE1NWNva0JPJLQ0odjSZTqXKXLigksn48Hgs/Kt/ta9u1QXra628nUu0azk1NNqRbTVq57BaBdLpEl9+2cXf/V0aQRA4etR4yGt3LZu72u+8XstD++6UDoObxXYGDduR3VzOoWa90HWdGzeSRCJ2pqYKXL8ucP68wf37EqmUlf7+fmAEsAAGFy7Mkk6X+OILB4uLUyiKSCJRJJEoPtRcCXigNWZFn+e15mItsr3euVzP/WwsvvV6M3R2duByjdDb28bERO5FALlOaKpK8pNPEEdGAEhmMgjXr2M3DPIWC+WTJ2l+/XXcJ0+SCAQQHA64fh39s892tOPAStCiURSzmUwggNHcTMFqxRoMkvR6cRw5wkxvL6WWFoKiSKmtjZLTiXdmBgYH0ffupdLXVz/Wi+z07kataFWdm8P46ivMfj+FY8cItLUR8XgQJAlNVfHk86QtFiSfj5BhIFYqJLJZhIkJSjduMJdK4TKbMd27R/7WrWrGe4dbTUI1WLeHw2idnYguF8nLl3FeuoT1t7/F0dLCzNGjtCsKeU3D5/FQmphAKZUot7cjB4NbHlDsaDLtdpv553++yuXLXQwM3OIP/mD9Fkor2extpf/x0yabyWSJzz4rAj4OHLjPH/yBe1nXgeVcF5bDcnKSjQQkWzXPS/Wy20V4n/Z9fFxsxqFmcjLP4KAXWU4SCtkZGDA4fVrke99z82d/JvLtbycBP9WPjgKDg8MoioQkpRke9nHzZorr1wWuXxdJp7WHnqvNBg5bFXis537WtkmnNU6fbuYb38jg98tompnx8Ufn9cUqzfJQh4fxTE+TzOUoLS6iVCqYOjqodHcTCIexBYOU29uxBIPYw2GsbW2UgkFEl+tpD31bIAUCqIpCwONBDAQw6TqVbJbg1BRSKoXS2Ym7UiFtNlPo7MTpdDIDUCyCoqCOjCBNTADs+MziC6yOWtGqLRIhOzKCfukSrtdeo/JHf4Tt29/G3dOD2WIhkM/jvHoVXzLJWDBIpbmZrCBQyeXIDw5i/+ILJqJRMlYrpsnJutf0TvebloNBjP5+JJ8PLZHA7PFQsFhIdHVhD4Vw7NtH2evF19REYmEBO1TrMx5YbS5tLLVZ7CgyvZx12+JiGl0HTXMzP7/6g7HWF95ams6l2O5mE5uFYRi8/HITXV3X+cEPXkaW5Ye8gZdqT+/fNz9W1m2j5GarfKZX08tuJZ72fdwI1jPm5Z6DUMjO66/nOHLEgyiK9aYuuZxBNhtA17sJBCxU5R59XLgQ5d69CMePGwSDJTo6bPT364TDKk6nqe4Is54CwtWwGbK6dN/1zE3jNtmsTjbrIZFw09yc4ehR45F9d1rA9aRQa5IgKgr6zZuYBAHj29/Gf+YMhT17MEejFD/5hNS1a+RGRtA1DWVgAPGBbnq3QZQk5OZm5M5OknY7PiADxM1mVF1HnZvDpKoIVittySTcuYNpbAxLNkthcBDP9DRpVa1r0ndyZvEF1oYUCGD091Pp7cU0NQUXL2LXdYLZLNmDByn6fMQlCb1cJlkoYG9uRorHac/lKAIEg+iVCvYrVyidO0d2ZITM9euUfvtbhOvXd/zKhhaLYbp1C+viIpWODrx79uA+cgShVMI5Pk7B6SRdKuFpbiYPeBQFPZncFs34lpBpQRB+RxCEYUEQ7guC8H8u83eLIAh//+DvFwVB6NrIeZZ+YU1M5Bgf9wAZmpuzdHbaHmv/5bF1lnpPu0BJEASuX48yM3OSmzdH664cy3Vrc7vN+P1ZxsbkdQcTjdjOpjUrbb+aXnYr8bTv40awnjEvF0DVHCwEQajLNRKJIqOjEu3tWXp64hw8GATuAS6gkz/7s2E++6yAw2HBZDIhiiLxuJOpqULdEWal+7JeEroZsrp03/XMzVIvdpstTqFQIZN5NgPnjeBJfG5LVivWtjbsiQTF2Vmit28T/+ILXMPDFL1ejEIB7epVhIsXUWZnKY6NbXnG6FlCTeecyudpkSSyDgdeh4NiuUwlFsMWi5G0WCh0dVE+cIBkeztCocCC1Yqtv5/s4cO4Tp/elXPzAo+iJscwud2ks1k0IL6wgDg1hRiJ4HS5MIdC0NGBo1hEHhsjm8/jNpspKQqe48dJORwYkQipyUlKsRiVr76iGIlQaG7e8iK8JwktGsWuqhRbW2FgANepUxjhMCa3G7W9nWSlQvHsWZTRUTKlEnI4TFaSED2ebdGMb5pMC4JgAv4CeB84BPyBIAiHlmz2p0DCMIw9wP8L/D/rPf5qGaWqa4UBuCkWbfUvS8Mw6iRgtU5oSwngWprOZa79mSBZKzVbcbvN9PdLSFICr1eqO3kYhrGK9vTRY66HKK/WOnqz3f1W2n4jetndio1kbmuuL9GoY9msf813PJkssbBQ5M4difn5FtraBKquHuNAN/fuTZNIKITD1eYljQW2NUeYx9FBb2a79ez7OHNVc7oRBKhUDK5cqfDpp6VHAs7a8wfsCLnHdn9uN0L0eCgFg6huN/67dzH/9rfMXruGxTAoxWKIPh+88grpM2cwd3bC9eu7Ui8NVQJgGhpCHBlBKpXQDx4kE4/jnJyk/NVXFObnEWMx2sbG0ItFyGZxl0o4CgXkwUHklpZd0cTmBdYHXdPI37qFePky1mgUIZejde9eos3NeA2Dsizj7OzE1NlJRtdJx+OURZHoyZNUPviAks2GL5GgWKlQTqVIj41RvHYNNRZD8npRh4eRJiZ2ZIa6Toh9PqAaeOiAeP061mgU9d49POPjTCeTiE4nptu3Ee7cIT80tC3Bw1Zkpl8G7huGMWoYRgn4O+B3l2zzu8D/9+D//wi8I6yD9VQqxqoZJa/XQjhcQRBUCgVPfbsqEajqNlfrhLaRjNWziKXX0fhzc7MNl6tApeJ/8PeHiWcjsWgMJpZKKNaSgNQIy0pdEl9oSrcXG8nc1lxf9uwpP0I0XS6JgQGdgYHqcxEMWjlwQMPpLBIMing83UASiABHMJvvc+SIpz4Wt9u8rgLb9b5zm3k313rvV0Pt2VcUC16vmYkJmJ6OPbN1Eo+BbfvcXgotGkWen8fS08P0vn2Y3G6cPh/5XI5gVxfayZPYQyF8bjcUCuysT9/1oda5UPR4KAaDWNrb0To7kVpbsVospC0WHKqKtVAgk8+TaG+n7PXSbRhEwmFMb765a3XkL7AySvPzSNPTlHp7EV55BU6cQFUUfAMDlD0eKsUiqVwOolGaNI2ArhMwDCxWK22GgeXiRUyFAmmPh3ZJwhKLYS2XEWUZPZ3GrqrkrdYdqb2vacpNt26hffYZWjyO1e1G8njIShIWh4OoxYLX40G6f580UIzHMU9NoQ4PP5Myj3ZgquHn6Qe/W3YbwzA0qt5a/uUOJgjCvxEE4bIgCJfj8eiaMop33mnG5Yrz/vs6oZAdqDUgMRgY0Jfdd2mb7J20NLsclsvY9/ZWM2dDQyKlkgeLJUU47KjrPWuZ+0bJx9Kl7UYJxUoZTPg6e+d2m+ue1DXi3NNT9fxezt966TFekO2NY6OZ25WIZjqt1fXSHo9Md3cZj8dKNutAEJo4cWIKCAFNQJ543EwmU9kR9/lx5qomf7Jam/H5RpiZ6WVsLL3pTPszgC373G78zI5EIg/9Tdc01NlZsvfuUbl4EV+lgmG3E7Pb8YdCZPr6MHu9WBcWKKfTyE1NGAMDu0ovXcsu1jKAks+H0dmJ+8gR9HgcfzpNZWCA5Le+xVxHBz3FIlouh7mtjRmvl86338a1d2+1McXiIpqqPu1LeoEnAF3TKC0uYug6lpYWKnv2oF24QOXsWTJmM+VQiF6XC6FcxqfrJNrbSb3yCtIbb+A/c4ZILoeiKCweOkTH7/0ehXCY7MGDVP7kT3D+/u+D3U48mUQKh9Gi0R0p9ZACAQrNzVCpgMOB2tICL72EHAhgCYcRW1rIezwIViuVVAp7Zyflzk6s+/c/ezKPrYZhGH9lGMZLhmG81NTUtGY26sc/niKV2svHH2fJZCrA193bGm3yGtFIGJ71TPR6yMdSQlT72e02c/Cgjsu1iNf7tT1ZtXV4NXNvGAY+XwZd1x86x1IJxdIMZiOW86kGlmm1vLp+d7mM3tMkX88C8VsvtmJVpSbpqQVANaTTGpGInXS6xNGjSWw2Cx0dbVR105OAxsWLN1GU2sfJ49/n1ca01fdgrblqPKcgCLhcErOzJVyuIIbxCW+8YXpm6ySeBpZ+ZtegaxrZ69fRb9ygkkohu91UFAUhm6W5XMbI5RAFAffdu+QsFsRXX63vt5tQ03bmH8gzTENDWOJxCoEAVCpkbDaaMhn8kQhOTSNpNlPx+3Hevk2rppHVNEoLC5QiEVxDQ6jDw0/5il5gu1ELwOyFAgW7HXs8jnTrFuY7d9Bv3sRy7hw2VWVsYACxp4eEzYbX4cCzdy/W73yH2NgYTXfvkkokaGlqIpvJII2N0bywgB6LoWcyGJcu4bh8meylSzu2gYsoSVhbW5GbmtCmp/HNzZH+7DOUW7dIJhIEs1nsk5OkCgUcd++Sk2WU/n6kB9n4rQwitoJMzwCdDT93PPjdstsIgiBRFVzGtuDcGEYFmMQwkjidpnXts4OyR5taNk6nNb78UmViws2PfqQzMZEDHs7cC4LAxISVwUFx1XOsRhKW86le2mq5KiF52N96pWNs1fVvFjtoyX5TqJHHZLJUD4CAh/yiZTnJpUtuMhk3ipImkTAhCHsABdjD+fN2Pv98rt6WHqqe1UuJ8OO+e1txD2rXt9x41nPOdFojm7UwPp5nbu5l/uZvFpmczO+IIGsVbNvndk3SUJqfR5qdpTI/j9jURMnvp9zWhtPnY06WiS0sUPF6KVgsWLq70WIxtM8/Rxgc3JFf7CtBCgTqnSDlYLAq83hg59VULpM+coSILJMZH8edy6GFw3hFkWggQLy7m4rJhP6Tn5AeHCS5d2/d2usFdidqRNqay6EqCq7Tp9H276e0fz/pU6fIhMNEFxawjY3B3bu4Z2cxdB09m0WemyP/z/+M/d49UsUiZpuNhUwGx9QU5XiccVXFG42S+8UvSJZKFNvbkUOhemHeTkKjdKoUDGI/cYKIzYbTbicyO0vLwAALx44h+P0YsoxQLmPyeuvdWBtXi7YCW0GmvwT2CoLQLQiCDHwf+Kcl2/wT8McP/v+/Ab8xtuibqLXVDTTxxRdlzp2bWNcX3E7KHm2G+DudJgqFBIVCmmIxXQ82GjP3breZUKhAKKRuuLPbcsVXK2XLV5rzlf7+NAOfnRR0bQY18gjUr7dWd3DtmsDkZJ7Dh928957KoUM6nZ0ePB43ra1RquqACWCBjz+O1Enm9esCExO5h0iprlcDOpdLWvXda8wMb+YeNAYJIyMyk5P5dWn4l54zHHbwve/pdHYuIstJ+vpEIhH7Tq8F2LbP7ZrtFIDW1obt4EFymoZzbAyPIKC2tWFOJgl+/DHpDz/EGgqRu32b3M9+RjmbJSNJ6FYr2evXd4WkobETpBaNIvf0kJEksNkoGAbBRILm+XmEdJqMzUbG60W4epXUr36F+bPPUCcmqEQiOG/fRjSbXxQg7nLUVjJUhwN7Xx+S1YqeTuO5dQtbOo1T02i2WJixWFByOUTA5PNhKAqpYhFbPl9tm338OC6HA9v4OLFMBrPHg7+nh7H5eaSZGYTxcUoPVpKEoaEdV/SrRaNIExNkL17Ems2S/+orHCYTyVQKn8tF0e3G7PMhxWKUZmep9PYimkzomlaf46zZvGWdRDdNph9o6f4D8M/AbeAfDMO4JQjC/y0IwncfbPbXgF8QhPvA/wE8YsO0UfzgB/twuW6SybzLf/yPd3ZdFnEzxH98PMvoqB1BcFIqGQ+5ndQIQDqtMTlpY3LSSjq9uQdqaUZvK4jG0wx8dlLQtRk0tpCvEWlFEfF4MoRChXo3RK/Xgqb5cbmSLCzkMZkcwH5ABr7Nf/tvV1hYsNYLXRvbkkO1IcznnytMTuZXHIthGA95U2/mHiwNEkIhe71IdjX/66XnFEWR+/fTDA31IIpmIhF73e5vp65ebOfndq3KXg4GUQYGoLcXb1MT6XgcNRTC3d+P2N1NvKkJy969lIJBzJOTOOfmyBkGPreb/JUrKDdu7CpJQy3IyF+5gvPOHaShIUq9vSRlmUlFQQBcpRLmRAJ1cRHL6Cilu3fRkklK3/wmwuHDdeeCF9i9aFzJqFkgSj4feY8HyWIhL8vkFQVnZyeC18tiSwuWvj6EfB65UsGQZZxtbQj9/WScThRNQ0ynEdvbyQ8PY711i7kbN9CnpqjcvEni448RpqbI3727IyRWuqahTk+jPSDDLpuNtKpiy+VQ793DbbOhtbVhqCqBmzfJRiL4EwlUhwOXYdStN7VwGLm5ecs6iW6JWaVhGL8AfrHkd/9Xw/9V4H/finMthcVipa/Pxxdf3ObkSRmXS3qoIG63E6GleLgYsMTEhAlVVUmnJTKZrzNp16+LDAxUCdTAQFXj7HbL6LrO5GSezk5bnVyvl8w0OnrUihtjMYU9e8rrtht8ATb9/D7u/ktXFkZGZCQpzs2bfl57LY0sJ4lEPDidRfL5OT79tMTiYjPl8gzVtuIjgJ+xMQuFwjzhcBter4ZhiMRiNtzuIoIg0Nlp48yZbL1QeDmkUuUGb2rHY197I77OMH/9/Ho81eLY5c6x2rwVi0UMQ+Oll1K8996xZQt1dxq263O7MRML1cYts+fPEzCbiRUKlAuFaoY6GMSZyZCPx8mWy0jHjtH8e7+HpmkoikJ2ZGTXSBo0VUWdnUXz+1H27yeRzyMMD5Obm6NleppkJoPFamVelmm221H37sUAkjYbHZEImUAAU3nUCw0AACAASURBVEsL9h3ouvACj4fG96eWRZWDQbTXX0c8e5bi2BiyxULSZsOcStHrcDA6MYE/lSLudiMHg7QaBrmREYKHDzM+M0MwlWImEsFTKlGcmsInSWRKJYRIBE+hwEylQqfJVD/XswwtGkW8dQsTIPb1oUsSiqKQPn8e6969VZccn4/cpUtEFQX6+yklEpg7OlBbWhAfBAxyMFiVikjSlhQi7njnd1EU6e52MjKio+smEokiJpOJkRH5oSXr54VY1zJl1UycwsmTFSYmcpw6VWB8XCYUKgKQTqskEkZ9Xmr/Tkzk+PxzhSNH4iQSTgxDp7s7t6pXcA01UlYl6wKGYaG7e/Ok6HlD4z3cSBCymf1r5NDpdON2Z3G5ZKJRB6o6z+CgzkcfSUxNOWhqGsIw9hCPf0mpdIBqMaIdVVXrz0ntWIZBfTxdXcqa568Wuq79vK2FxiBhPedYbd6mpgpoWojXXivwzjuO+t9XOsfzjhoJkAIB9GSS1sOHiXo8yM3N6OfOoWYymNJp1LExMmfPElJVMi+9hD4zg/QgIycPDDzty9gyqMPDKDduEA8GUSQJcyCA8Nln2CoVYpKELRBALxTwBINQLKJqGp50mjmTiUqxSFsuh8XpRA0GkY8ff9qX8wJPCLXVjBJg3beP5LVrVBQFs9OJUixi9vmYCgaRMhmExUVMokhbby+Tk5O0mkwkAgHCfX2kf/ITmhYWyBcKxAGzx4O5v5+mgwdZnJmhvVAgq2n4dkCwJgUClPr6AOpdQNXpaRzFIjmnE9ehQyQ/+QTx7FlshQKGx4PFMNAGBynJMi4gH4vVM/9bFTw8c24e60GjfCAcdnDsmIooWrhzR2dyMvdQtminLsNuFI3X7vVa6O+XCQQ6uXhR49atEufOzTM+nsYwBCYmLHUdaU1b2tFh5ciROH19Lvr7K3i92bo+tBFraU4HBgyOHjXWRcLXgx2sTX1sbKbJyHL7Pw5q5FAURdxuM4ZhoKqLfPmli88/t2G359mzJ0dLSzf5fBKHow24CvQBQT76aPIRtxyPR6anp1h3C1nP+bcz8F3uHCs5mdTQ2WnFYpmhvd36XEh/NovGdr1SIICxdy/uV19FHByEeJyS3Y6jrY3F0VF8NhvjoRDi6dPYVbVevLgTlpzXC+v+/cRbWzHPzSEMDiJKEpXWViqahsXvJyNJ2L1ekpJEOZFAnJ0lMzVFx9QUgUyGVEsLxoEDL2QezxsUhXgyWa0huHgR5UHdQaajA44do9LVhTUcxupwoPn9lPx+JiMRWgsF5hcX8ba2YjpxguIrr1DWNOLpNL2qSt7jwbF3Lxw9iu+dd1Btth3jYy5KEtaODqwdHXUZjK5pFKansWWzpM+fp3z9OuWpKYqVCia3m6wsY15cRNd18lYrdlXd8iLnHUmmq1621c5smUyF2VmZRKJCIJAnFHKs6Jf8PKAxUzY5mefAgV6CwfvcvLmf+/ev8ctf+vj5z02Ew0WOHoXOTht+fxZd17l61eDmzRTlspdsVkcURTTNR1NT/rFcNtayJtwIdmpQtF4ivNp2j9v8Zr2EdKVOobVzXrsm8OGHBYpFN/v3x3j//TJdXW7sdol8XiWZ9JJImIDDVGW3ChcvzuJ0murkWdf1+j0bHbVs6P49bjCxkcArlSovY+X4NUTRhNncRDTq3HHP4NNAY7te8YFTQObmTUqJBGWnE5fdTsRk4qDdzrzJROiNN1C6u9HCYYAda9W1EiSrFeXQISxNTeS8XjAMeOkl7B4PUjqNI5lEjUaxx2I4ymVMgoAWDpPt6iL33nv4v/tdyi0tW1Ys9QLPNmpOFdnBQcyff87i//pfmCYnSXV0kHU4cA4PI165Qu72beQf/QgjlyPf3U2nYeAtFMiqKs12O9rsLACOfB7ZbMZvs5FUFGxNTdgvXaIUiSArCrLPhyMe33HvXG2eAGzt7aSLRSypFJVYrOrc0dWFNjuL22pFDwaxtrZi7+tDC4e3vFHNjiTTVXzdYnx+fo5i0U0kMv9I9mu3F5GtRBxq2lO7PUdzswdNS9HRYeH06RIffKDT3+/F67WQyVSIxRRSqTLz8yqx2NfFVbXl8OWyy48TpGxFVnm953vSGey1zrfeIGBpx8nGfbZrpaWxZfhSou52mwmHVex2M5IU4+pVJzMzeXK5Atmsk3C4hMUyhtOpUNVMe4EUt287GB1N18dZW/kAHumQ+TjjfJxr3sgcrfV8JZMq2ewcFkt8Q9fwvKG2fFqzoUqfO4fjyhWkdJpkPo95ehpzby/37Hb8HR2Qz9f3kQKBHWnVtRbkYBDxxAlEScJx6RJGOo25uZmYIKC4XMhNTQg+H7MdHdj7+/EcPIjj5Elsra2IV69Wyc9HH+0414UXeHzUVnYqqRSlTAbjwgXKd+5QnptDBErpNIu3bpG4fZvC9DTJ8XEc4TDpUIjyq69i+dM/Rf32t5H8fvL37+M0mci0tmI+cIByTw/lcBgtmaQwMwOKgurzUezt3XHBWqNzUM5qxSnLpAoF5JYWxL4+inY7vmSSlKqiHz1a36/22bSV2JFkurHtNcA777ThdA4zM9POz3+efq4yRysRhxoRPnzYy4EDVhyOMuDn1Vdlurqq2TVd19F1HZ8vg9ttJhi00tOj1clzY5Z7aQbzcYKUtbrirQfrPd+TzmCvdb71BgFLO0427rNdKy01T+j+fr1OpGuSn1SqWjTqdMrMz6uMjFT41a90wExfn4lUKkk2uwezeZ6qxEMHIkhSF7/5zQSLizYCgVzdQaMm96h1yNwo0V0avCwXzGxkjtZ6vubni5TLHSwulnbsKsnTQM3PVZEkCi+/TGlgAJ+qkrh7l9w//iOeyUmMe/eIl0qk790j8vOfo05Po2gaejL5tIe/pagFC/IDz21Lby8FUaS3owO1r4+k3Y44MUEomyWXSJCJRNBHRlCuXiUrSWRPnMDW0fG0L+MFngBqKzvOV18l19ODu72diCDgGxqinEgwp+s4k0nkTAaTYeBSVfTFRfyAHIkgDg8jiCLiwgLy/Dyppia6Tp5EdbvZazZjmZsjs7AA9++z+Ld/i/3mTUoTE1vmbPGkIHo8pIFSJIK9UKA4N4e8sIBkNlO022kRBKZTKeyFAtLICObh4fr11bLaz1LTlm3Fcl+WjV98qVSZcHgvr7/uYHHRyeLi5Lq0masd/1nLbq6G1YgGgNdrobe3jCz7+OSTUVRVZXBQ5Pp1kcnJPIODIuPjFtJpjaNHqReINZLnpRnMjeHJ6KaftKxnq863tOPkSsTucbr3reecXq8FURTrJLqnp1qgOjJSPYfPlyUabaOzcxSXy8mePSqx2BzT033Y7RMIQgeKMo/J1AJAPC7x0Ucgy0nCYQeiKD40XrfbTE9PEV3Xl5WXrPW+N0q8YPlgpnH7jbxby+2zd6+Cw5HC4ah2095olv15gxaNYs1mq9ZVe/di7elBLRbJRaPYxsaYSSYpWSwYY2OU//N/Rvq7v6Nw9+6Wt/p9lmDt6MD89ttIViu+5mYie/di7+jAm0qhx+OM5/No4+NYv/yS+K1bRMtl/C4X7qNHMZ08+cy7LbzA5iE+cJjQJiYI9vVROnECc3s7kUwGcWGB3lKJgqahyDJRu51coUDF66Xc2Ukll8N68SLCrVtkdL3qnuPzEfd4aHG7mTl6FKOrC7cokkgkcNy7R05Vsfb27rj3TotG0a5dQ/3pT0kZBsLx44hOJ/l79xAiEeZHRnDYbFAsovX2Ut6/v559b6zr2Ao882R6PZm/48dNHDmioapW8vnq9hMTuXV9yS13/Gctu7kalgYWS6UC6bTGm2+24/GMc+PGK/zFX9zm8GGN/v4KLpdEf79OV1eRWEypE7law47r18W6E8rAgM7AgPEQaVwvUVmu++FGgpjaNdWKJZfbbivJ5nqw1vl2wrPkckmYzQmi0a/rDWoBgstlRtejLC4eIJfL88UXRS5caMZsHqKpKUg+v0g260JRbgN9aNoci4uzBIPLu+fUfnfunM61azwyzvWNf/UsdOM93sh8pFJl7t831z9DyuUyQ0M5gsEg4TCbyrI/b5ACAfI2G4yNkfjrv6Zy7hyWYhHJ60VSFAImE1osRnl+nqLFQtLlwtLT85BEZLcVIzZKYIxCAXulgjUaJV4q4ZFlHIqCLggIqoo1mSRbKpHz+apzoCjkb93aFc1sXmB51J55dXoaaXqatCiSvX8fy5Ur2BwOcn19jLe3k3W5KO7ZQ6C5mbDVimoYpDSNtN1O0unEEARsLS1YJAlJljF0HTmdRnI6cRQKJIBysYhaLpO2WADqNQ47CZW5OUwjIwhXr1JJpchJEvZUisrEBN58nsTMDOa2Nuyd1Yavlc8+q85tQ13HVuCZn7W1Mn+GYTA5maNUciLLKXw+C35/lmhUweNZ3d+4lsHu7lYxDKHeuW+nZjcbfZ5TqTI9PUVcLjOxmMSZMzb++3+/z6VLVm7ciDEw0MT16yJdXUXCYQdeb7meaXO5JAYGyoBR9+j1ei2P+PDWSEcgULXOA5a1IVzOPmw5G7K1LN2Ws1pbbrvV/II3azv3uNgJz1I6rVEuewkEshiGXD/OxESOaNTB66+rDAxksFrN/Nf/GuXGjSkkyUUymUYURWS5hb6+BDZbhGvX3Ny75+Djj2f5wz98tDq8RnQdDjNdXSXc7oet8tYafzUwK+N2r2xNV7vHtSx71aFj/ffa7a4+05GIHcPIcv78NB9+2MO77w7xx3/8yiPWf89LcfNGIEoScnMz+VgMXzTKtCyjHDyItG8fBVXFMTsL5TL2Q4cotbTgdbsRleozoakq6XPncNlsaLArMrK1jFhND17Ztw9bpUImlaL1+HEiExNIfj9GoUAyl8MolbBeu0bqpz+F9nZKgQBBTSMPKAMDD1kQ7jQS9AKPoiaLsqsqqtmMTZIoT0/jv3mTVDJJrlLBG49TunkTz717xJuasL/7LlGnE1sqRedHHzFqsyHt3Yujrw+9vR17sUimWKSpvZ358XHyv/41OtVMaksiQdFiwT07S+mXv4T334dcDuv+/Tui06YUCGB65x1yHR1YEwmUoSFSskwMKPX2ImeztMgyqsOBLxgkOziILRajEI8jdnVt6WfKM//2reXjOjmZ5+JFF9lsCbPZwVdfwfe/L+L1ltf8kqtV8Pv9WWIxpU6wnrR37Fadr9HneXTUQm9v6UGHQyseTwCXq8jUlMrnn5fo7FQZGSmh6068Xq2+X41orkSeayRFEKod7gKBKuHyeKrZufUS1eWIyFrkpHZ9hmGsut1qhLkmMzAM6sHTdmK7nqWVAoaNnK+mrzcMmZERuV6AGonYUdUF4nEHgmDl/v0ZLl/uZHExSbE4hih2oyg6UMTnO0JTU4x79xwUChUqleXnN5UqE4sp9PTkCIeVR/6+1vjXc32NQVftPVjuPq82h6GQnVQqyeiojU8/LTEzM4/dHqBQEHiQxHnhMb1OSIEA8je+QXJ0lBZRRL15k1aTCa2lhdLJk9VlV4sF/+uvI6pqPVOkDg/jmZoi2dmJZwctPa+G2tJydmEBRdOgrQ3a2lCyWdJffkmgrY3CnTtI+Tz2cpmcpuGNxYh/+CHK6dNIJhOzskzggetJow/xbgg2nlfUgiJd07CratW+bf9+9GQSr9VKwmYj+ZvfoNy5w/jwMHoshqJpmAUBk9WK8uqrGENDDAsCblVFampCb2/Hdfo02YsXcQoCWns7+tWrhCYnmTaZMA4dQmpqgu5uKskk5UKB9C9/SYfdjko1WHsWsdTD3iOKsH8/5UiEtCgiX7iAc2qKgqLAG28g6zpGKET+1i3knh6KJhP2bWgG9cyT6bUQCtn55jdzNDf7+PxznU8/zXPt2iLvvde95r5fZ3LteDzrd6Z4VprALB1L7WeXS3qIbB49WqK93c/8/CSffGLn9u0IiYSdSsWP15siHreg6zput/lB+2c7tbbOkYidpqZq5nm5zHA4XCXStXOtN1O3HBFZLzlZa7vVSHlNyvIks9Pbga3KsDc+QwCBQI7FRRvxeIz5+TzlspdIJEc0mkNRLLz55l1u3y4wNHSQEydu0NTUxuioj1OnFvB42ojH73L5spMf/7jCt76VpaXF+dC5aoGQx7M1/uNLr6FRc76ZoKuWrff74zgcFSoVjY6Oyoss9GOgkSD4ZBn1zTdRZ2cxJZNMT03hWlhAbG3FMjuLGI2SyGbxf+c7dbcKKRwmGY2inDq1a7KuUiCAqmmImoZa08VGo5DL4bXbWYzF0FWVOVnG1dODTZJYjEZpNQwidjs+j4dgsYg6MQEeT/14PNCB7pZ5et5QC4rUlpZqm2tFQR0ernYA1TQqD4oLS6kUrmgUfzZLwuvFEQqRm5tD/+lP8fl8BD/4AMvUFIZh4ABKo6PI8/OoqRRSezu+P/oj7n71FT6LBaFSoTg1hd1mo9TVhSOZxFkoEGtpwdvbizo9DWyP88XjopFANwaQUiBAdmaGwi9+QWV4GO0b30BzOCgfOoQwMIDn8GHyExOUL10iWC5va5Cw49+8WgdEux283t9w6dIRzp+f4913u9YkvY2krPblm0yWVt3nScsEGrFSprg2lpXG5vVa8HhkfvCDHMPDKb76ysXUVIZXXrGgKDIffWSjra3EkSMasZiCx1Mt7opGHchygmjUW5fMLCUpS4nts0BON0O2gXpL9VDIjig+m2UF65EYNAZX6bS2LtlLKGRnamqRX/1KYnhY5sSJJKpa4sYNF6OjExQKCkePmtm/v8Krr+7n/2fvzWPkOPPz/k9VV9/3Mfc95PCai4e4XImUtDq92sMbbbz2Zm2vDXhjG8jhAAFiAwniAAGCBZwEThAkcOLAceL12r8VvOtdSyvJurgSJVGiSA7JITmc+57p+6jurq6urvr90dPDnuZcPIbX8gEIztHz1vu+dT3v932+z7e52c8zzySxWnu4fFmgt7eDoaE477/fxve/P8rv/d6h1eMYhrEmUnynFqYbXfe3cx1UovUOh5tEIoYg7KFYDN/zBfSDBHVpCdPwMPrevWVtos8Hi4uUYjF8c3MYCwsUkknEYBAlGqVhbq5cEnh5GV0Q0Ht6rrt6uDavnPmgoEJKzCMjlHp70ZNJhAsXMCIRYqUSQqlEamyM3lSK0Y4OXH19SFNTxPJ5LE4nTlEk4nAQ3LVrtU0tFisXobiD1dwe4e5CCoXKuwsrOzDJkydxjY0RGxlBlyQ8Z84wKkm4fT60ri7mcjl87e1kNA3v+fNgt5N3OrG4XBQ7OjD5/ehtbUiAChiZDNL8PImxMfqDQRZtNgqaRmBkhEKxiN3tptDdjWax4H/qKZBlTMPDGHBfXFe1BLryP4BeKlGYnye0sMD0G28QikZJdnbiSySQ//RPcUoSFpeLWY+HppUdnZ3A/ckUbgGLiyq6vgdNW2ZiIk0slr+lxKPN/marKmk7jc38h9f7vhqCIPDkk8184xtFXK46zp6Nk8+Xo4bHjqV44gmRlhYrudwSLpe42lZbm2O1TV3XmZqSMQxjS7eErRL97mVFw62SBmdmcnzwgYuZmdxd7tn2sR2rwFqv5/WqWFZyBiruGvG4wuysxOBgij17bLjdGXbv9tHdPY6qikQiTlIpgS98oYTH48HttvLii60MDop8+ctFvv3tAE89JSFJMc6fh7GxJFNTMmNjN+5cbCehdDu4Ve3yVq4pXq+Z11+fY2ionfr6HP39oRssIn+eKnPeCgyuOxMoIyMIo6MoySTR5mb0+nqsfj9SMIj/scfIDQ5iaW9HSaUQSiUQxTvgAXR/onK1iD4f0VyO6McfY0xNYYlEMIJBpk0mOnUddWGB1mgUZyyG7+xZwq+/jrSwsOpAoEWjq7KAB8mF4RHWojopVYtG8dhshAUBXzxO4swZkpEIuizjyufRYzE6XnwRW6mEU1EwhUKkenpwHDwIH3+Mc2gI+9xcuViSJMG+fTj7+1EcDhoGBggfO4b1i1/EaGujaLWyJIrkFxcpfPIJ4ujoagS41NuL3tt7X1xXtUWgqufKFong6e9n4dgxhL17MWkaejyOMjGBeWmJRSDd2UmLx0Pus892LJn5gY9MV6JbfX1efvM35wiHHXz0kY9z55Y5erTlpl6wW72UKxrrjTSYO42N/Icr2I7e9MSJJi5enODKlT0IwlkOHuzBbLbT0SFy+XKG995rxOOJMzgYQBCE1fECXLiQ4PRpNy++mKWz03VDtLH62OtFC6sjkZtF+O9ExPJ22mhvd3DihEx7u+OWjn0vUT3uahmT13tdJw7XI8Xj4xbM5gTxuAswyGbDfPppHV/+cgZVHeHv/i6E0zmLLAcQRZ3W1jxPPlnP88+7SSTcdHUVEUWRmRkbsmzm+HGRf/2vuzCZxohEunj1VZnBwXq6urI3SDu2m1C6FXZCu2wYBlNTMqdPZ5mdzfGLvwhdXU0MDQmAwMGDxU13gx6hvD2sSRKWla1Zh6Iwm0wSWl6m6HYjNjdj9PdjamvD0tyMZLMR/j//B29DA7LFgr+nB0NRVqN1Dwtq58UyMoI3HGbSZsOVzWJLJsm7XERNJvQ9e1hobsZhGIRVlaCmoZw/j+nzn8fR2Vne9gYcjxIQHwromoamKKiShOepp4ifO4cvlSI3M4MhikzG4/Q6HIy9/TYNySR4vcSDQdqPH6dUV4czGCRrNmNtakLQNByxGFowSCYSQctkoKEBW2cn0gcfoAkCSZ+PVrMZaySCqmlIpRLaSnKerbX1vklwrRBoXdPWyk98PpTGRkqlEu2KQry1lWiphO38eeR8HiMYpLOhgXxzM2lRxGezle+5HYi0P/B3X/XL7Ld+q5dTp97iBz/o4tSpRV54oQtd15mezm5ry/525QE7jdslDTMzOT77LMDRoyU++WSOd97xUixGGRgIoOtOWlvtfPWrMfr6fDVR+DJpiMddeDxZvF77mmTE9eZkvbmqdv+oFPNYby7vBEG5HbIuiuKq3/aDhtpxV8ZerRMHVs9dWSPtxe9P4nZLXLjgp6MjxWuvZXn9dT+xWB63W6GlpUQgILF7t5/nnnMyOBhckY6U56mzU2Zy0kwyqRIKOfhX/6qb//f/kvT3mxkY0AkEbtRIV65nXdcJBmXcbvuWMqu7hWRS5cIFgXPnkkSjXlyuKN3dHoLB6y43tffIjRBNd7vf9xPEqu1h0edDXljA3NVF+MIFdEHAmslQHBnB7nBQtNkIv/YabR98wGhPDz27dlGYmMBz+PA9HsWdR+28CE89RbKlBZ/NhjoxgS0Ww2I2Y/Z6YWQEsVhEbWmhuVhkwWymxW6nmEigKQp6Mono8606hOjJ5D0nPo9w61CXljA++ghR07DX18OhQyxevVqWX0xPo/n9DJdK6IJAQdPIlEq0rWjoHfv2IbW04AVsy8sokoTS0IAyPIz01lsYY2Pk9u/HUldHaXmZjKrittnIWizw4otIgQC5cJhAd/dqf+63BFctGsU0PExJ08jFYoheL9alJTLFYjm/oqmJDCDNzuJxOBA+9zmSZjP+fB7h8GH0HdzBeeDvuGrSJggC+/d7EQSdUqm0YptX3rI/cULekCBtN4p5t50Z7nSbbW12jh1LoOtmwmEnH31kYnFxnt5eP9PTMqmUh4MHXZhMpjWOIJUt70OHVMCxOgfled+8uEg1KpZjFfePjebyTixaNmvjTkcT76ek1I3G7fFIq8mlgiCsnrvy+LNEowEEIYMgGNTXpxketuB2h9E0AbPZQ2enheZmlRdfNDE4GFgtxlJBZ6cLQcgyOWljetogm5VZWHDz6qs6ZnOCEycaN5ybdLqs1Ye1rjr3CuUFuEyhUCIaTeNwdBIIyKsWkRXU3iPrtFS6e72+v6Enk1gWF+GTT7Bns1Bfj5zN4gwESAsC4rvvQjTKqNuN97nn0PJ5pEDgXnd7x6Enk4QcDuRDh5BiMa51daGnUpRKJSySRCYWoz2fZykQwBgdxVVfT8LjoW5hAfniRZzxOLm6OjyGseoQcr8Qn0fYPqqTdUWXC1nX0QMB1MVFPAsLzNrtCHY70UKBelXFce0aelMT3i9+kZIsk8nlcE1PQ0sLlsZG1KqdD5/LxWxXF1Img6Bp6Lt2YVIU3FevYs5mIZ/HbLNh9flwjoyQHR2FpiY0RUFLJFD9fqT7JMFVCoVQe3tRl5dxKQppVUWfmcEUj2MsLpLs7saiqihmM8Xubjr9forz85QEAcsOa78feDJdS9qCQQcej5uxsSixWH5bW/b3eqt2J46/XpuZTIlk0ouul+jpSdDWZnD1qgmTaR6brYVkMk17e5lgeb1muroUEolyAluFPFX0rdVRz+1CEIQb3D82+tztzsNmbdzpHYZ7ff1Uo3bcFaJvGMZqcmnl/FYWAOV7I4vTaWJ6OsXcnItPP11C1204HF6eeUbmmWecjI62kskYpNMaglBas3io2MkZRnZF+lPP7t1LRKMmTp500doqEwjYbnCeqZWjbNdVZycxPZ3lo4+cDA+fYmiokcbGcTo6elZLrFdwr3eqHiRIoRByYyOSx4Pu8ZCRZdqCQUrd3YguF8rQEOZiEV99PQSDGB4P1p8DQlhJprL5fKRPnWJXUxOL+TyFuTkCqRRGLkeiVEKPxZB0nZyiEGxuRo1EMCkK2eVlctkselsbjl27UGX5vtC4PsLNoRIB1hsaUFtaMJ87hzY2xvLiIq7hYWzd3VglCdP4OEapxJTHQ8cTT+Dp76cwO0vDO+8g53I4urrKJetX7p2KDKhlcJDI3/wNzvFxVL8ftasLU7FINBIhsLyMaWEB1WxG8HhQw2Fs4TDFmRlcpRKZ/ftx+Xxlgn6P70lRkrC1tpYXDEtLaJOTGIpC0jDwpdMoi4uIySR1ra2kd+9GFkUsdjt6T8+O9/2hSUCs4Nvf3svLL48wNOTj7Nml1S37zSQeW1VR22nsxEt5Ix/nwUGdrq4i3d27eOaZFKmUn7ffuWFuhQAAIABJREFUtnP16jiLiyJvvy0zOZkByhHDU6fcq4l4tZURbwU3U+r5VpMbb6YPd6LNzc5fdbv3IlmtQvThxuS/SpW/VKpIJOLg9Oko+byN2dkLTE0VyGQM/P4iX/iCly99qZ2vf13nxIny+nu9hMZKhFkQBA4fFvnd323i13/dTne3iK6XKx5WyoAnkyrnzhlMTmZWpR21pcdvFndqfssEX2FoSEZVAzQ1JXnySdcN53c7SaCPUIYoSbgGB3F87Wvk2trYJQikV6Jdubk5JMMg3dNDxmwm+eGHWNPpsovHQ47qZCrbrl3Ivb3Y6urwd3ayuHcvBbMZMRKhbniYRCaDq1QiXCxiam4mNzpK7uJFLGfOIJw5c8fKIj/C3UVFJ50WhLJkp1BAHh4mdeYMlrNnIR4nL0ksGwbWYpFCqUSjYZD67DOMixextreXyXFjI/ZweM11ULm+LC4X7mPHKNntaIkE3vFxtHic+mIRmyiyND2N/NZbpC0WXJqGUleH+YUXyD/xBK5jx+67MuOV5ErzxASW5WVsDQ2YGhqwxGK4VJWlPXvwWq3oQ0Mgy1gaGgB2tJrqAx+ZroWiiBQKQSYnPXz/+6M891wHJtPm0sX1opjJpMrQkMDgoLpma3cncLOR2O3ICjbyca7Y5Pn9RQ4e7GN09BSvv76bn/1sgr6+BaCV06eL+HwF3G4Tvb0RNM1MPK7g81kYGFBX7Nactzze6mjpesmLFWwU8b1bkfztYrPzV90u3F6i3c2g2havXKRmrfuErutIUoZIxI/Ho5LPL3Pxooe33vqU2dkeLJYCjz+e4ehROy5XE7Ks09XlXm1jI518WYPtIJ1O0dfnJZ2209xsAfIsLGTxeIoYRrkyoiyXuHTJhMdzPaHvdnA757D6nvL7rXzucwo//WkLFy/m+da3Wuju9jwizbeA6op/ejKJZLPRcuwYy14v5lAI26efEp+YwCzL6MvLuMJhtOlpom1tNDz++L3u/l2DFo2Wk8WamrDu3o0uyzS1tpKJRkmNjDCvadhLJdLz89RJEnPvvkvQMCgWCqT37aO1oQEtFsOiKCSHh/EcP/5AVLB7hOs6YC2RILm0BJcvIywuoug6us8HkQjCW29RJ4qkMhmElhZSZjNdhQL5S5dwHj6M49d+DQBDkjBvRHplGafNRk6WyblcmNJpopKE4+BBzB99RGhykmnDwLF7N+ZKBUSbDclmW61Keq+xJiHS50Otq8Oi65jr6gg7nYjpNLZSiVB9PVlBwJVKUfR6V50/dlL/fVtkWhCEAPDXQCcwBfyyYRiJdT5XAi6ufDtjGMYv3s5xN4PXa+YLXzDx2mtxzp1z8N57czz7bPsNUcjtaVwFDEO/b5KiKtiINGxnXBUyBZDLwTe/eYyFhU8ZHu5Bkkp8/euL2O2tJJMq09NWxsZgedlgYEDjqadEBEFgaqqss+3ocK6S4oqueiM/4+rjV8pU79qlbhqR3yjiu9HPb0e7fDO+zTfTfm27d3IHYrP+XF8MFhGE8m6CYej4/Qmmp61kswpOp5X+fplUSiCXc/H22x9x/vw+bLYpXnjBxb/4F510dXnJZK4vnjY7ZkXGk0zG+egjN8nkMprmJxjMkE7rDA8bDA+bOHasyPHjEm1tCq2tdkwmY4MEvpsb9+3s8FTfU16vmenpJFevwp49GQ4caNjWnD8ouJvP7dqKf0pDA8VAgNbDh0nqOunTp7Hk8ywWi7Q6nUQPHMBTKGDdtw95aAgpGMTW2nrPtZo7jYrcw+HzoQaDqJEITrebRY+HRpMJcz6PKAgILhdhQcA/Pk6kWMTb2IhVUYglEtj9fuTFReoVhZzfj625+VEy4gMAKRQiGQigfvIJmVSKzNgYlnwet99PxmIhbrEQyOeZUFV6HQ4STU3UffvbxMbGcNts2CMRTCvyjo2gaxqi10vE78elKEQ1Da5epcNkYsnpJNDUxFg4jD2dxjw5SX5sDCmTAaeTXEcHjt7ee3Yd6Zq2WsgJwDI/T255uWyp6fUSSaUovvMOzadPsxwIlKPogoDU2Eg+EMB88OBqsReloWHH3IFuV+bxB8DbhmH0AG+vfL8e8oZhHFz5t2NEGsov9Jde6ub48QILC+384AdLJBKFNZ+pvDgTiQJTUzK6rt/Qjs9n4eDBcjSvenv6fsBGpGErn+zKZypSDYAjR0S+/vUAPT1OXnxRxm4Pkc2W9bCdnSp1dVa6u3X6+nQ8HolEosDiYpYLF8ra0qEhgVOndIaGhA39jGuPH406CYWyq7rrraLrG7lAbFSA5FYkKDfj27xZ+7VSg+p2a4+xniyh9mebSRe27k/5OBV5T3u7wuXLIMt5QETTSvzkJ5N8/HGeV175lPn5vXR0hPmd37Hyh3/YiSA0Iss68bibdFq74Zjr9a2snXbi9cokEi7C4QIzM3ZmZ+10dOi0txdobc0zMyNz+rSbTKaE32/dkphWH2ujcW9XdrFev68naEpEozn++39fYnTUic8nIMv+1WPdzjV2H+GuPbcr/rC2lcItlsZGHL29aB0d2JqasDY1IQkCdR4PJZ8PV38/VkUhe/YslvffR/3pT9e8SB9WrPHOjccxXblC6cMP8T/3HDOf/zym9naKNhsmu5281YqazSIZBhlBwDIzg/DWWxT+7M+wJhJE7HY0RUEcHyc3PLxj29qPcHOokMLq86FrGrmpKdJnzmAkEghXruAfG8MUjxMJh7EuLWEKBDA8HuxdXUTtdpTOTpzhMPXt7bhaWymsWMZtdp61aBTTlSsIV69SunoV09ISLo+H6eZmmo4dI9vZSUNzM+LCAkmbDZPHQ0nXkSUJmyzf0+tIi0YRh4cxDQ8DIEsS0txcWRqjKDhFsfxM7+jAdPw4niNHQJLQFhcJulxIDgfKyAiW+fnr3ts7gNtt9WvAF1a+/nPgPeD3b7PN20YwaOeFF2wMDSVJJj1MTaXXvGgrZDQeV/n7v7fz4ovZ1S3sCiqfLxNxges2+/ceG8kKqh0bNkKZWKmU7b3MXLyYxGLZz+/8zgyDgx386Z8W2LNHQ9ctpFIF+vokAgEnfr+VVKrI9LQV0BGESlsGhiEiCAZe79YJZJXKcl7v7ZWTXi9CuNMJYdtp/2akBut9tto+sBL5r9jYVa7drcZbIYmDg+US8YlEgWRSJZVSSae9HDuWwu0W+eu/HuV73+vEbD6LLPdhtUb4tV8zceLEIUKhIhZLlrY2+xqP6upjbiSF8vutfPGLQs0iQWRqSuT99wsMD1sQBAOTKYHH49nW3NdGjssJi9It7Rqt1++K3tvrLfDqqxO8804Rk0nkpZdEBgYEPJ7yo3I799gDgLv23K62gWPl/8pL2dLYiPT444iJBIZhUGxtRc9ksKoqsmEQCwbx3SfbyzuJaimMMjKCNDtLPpVCTSTwZTKwZw+WYpFZWcYky3jm5xGsVswOB26Hg+WlJfB4qLfbyVgsBEolzNEoaacTX2V7++cgmfN+x3oyA3VpiewrrxCanGRM11G8XhyKQqZYxG0Y4HDg6ejAaRh40mncNhv68jIAmccfx7NvH5a6OmzLy5smCEqhEGmrFb/PR8ThwLbi4lHX3k5ifh5zVxfy6dMEJAm5tRVlagpRVXEcO4aSzZYrbN6j66ji4FH5Ojc7S3F0lHwsRl17O+F8HltTE8W+PvzHjlGcncUeDuNwuZBbWrCtzE/OZsOxg7rv2yXTDYZhLK58vQQ0bPA5myAIZwAN+K5hGD/aqEFBEH4b+G2A9vb2W+pUOq1RV9dOb+8so6Mxzp1zkk77V3WZ1f62zc2bywXKEeriTW1D3ytUCEHFsaEatZpQKJMKVfVx6FCS/v4uLlyIk07bGBpawO1Oc+FCNwMDWV56SVxtY3DQYGDASjqt4fNZbkjs3IpAVi8EqvsEbFn6uhrrEdGdsi5cr+8bYatkxOoFwEZJotX2gZsVNtmoP9XFhdJpjQ8+KHLxosCBA2b27YuQTJZ49908ExNOdH2S1tZd+P3THDzYwle/6iEU0gBh9Vqq9qi+0cXlxoVmrYUclK+1kRGJS5e89PXJ1NXZsdtNzMxct5zb7HzXWmBWnGVuXYO+tt8VkmwYEq+9JpNM1vP88xf51V/9IrOzLgKB8jE2u8ceINzR5/bNPLN1TUO+cAHz/DxKS0tZirB7N+mREayjo8iKwlQggOvyZcS2NtImE0Gf75YG+aCgWgrjUBTk1lasvb1oV66gXLtG/NIl3B4PzkIBI5Gg5PeT6euj8dAhls6coW5+HlmWEffupaSq5BcWyA4OEjx2DG0Dd4/7pRjHzxVcLqLRKDavF2QZdXwc3WrF7PczPT9P09IS8rVrLGUyWM1mRJ8PqbGRXDBIWlWps1hIGgaB/fvRnE48oogzHqfU1LRlgqAoSXieeALZZKLxyBH0ZJLMhQvk3nuPwJUrRIaG8JjNRNxuhNlZGtJpci0tSDYbls7O1WvlXkNdWkL94AMKH3+MqbGR+fl53D4f0uQkpUgEwzCwWq0U9+xBNJmw1deXiyStEOmdvNa3bFkQhLeA9ZYj/7r6G8MwDEEQNgrfdhiGMS8IQjfwjiAIFw3DGF/vg4Zh/E/gfwI89thjtxQOLnsiS/zVX6WZnDzKe+99yNe+FsLjsa2JZPl8Fvr7cze8FDcqfLGTuBNazJv1VvZ6zfT0FPF6/QiCQH+/n97eS/zVX9UxMxPjH/2jcY4ebcLjkdYQNIB43I7fvzmh2GpM6yXnBYPb8xre6Sj0ekR/O+dmu8mI1Yu62r+vtg+sfGajpL/1UD03hmHQ2poinTbweBROnVK5cMHM/HwCQYCWlhCHDkV4+umD1NXlSaV81NUVb5jf9dxuoBz93s794fWaOXZMwjCK7N9vxes1c/p0kVdftTIwUOSpp8RN29nIt3y7C5etFsgVkmy3Z1hengUaOHAgSF2dE4vl+jEeFDu8u/ncvplnthaNYl1cJDs3V96era+HgQF8bjcTJ08SGBqiYLXSUigQm52l6ehR5NOn8T399ENL+qrt8bRkElcohLq0hM9kYjoeZ8/kJBGHg7zfT11rK4uCQGd3N1FVJT83x2wyid7ejqDriFeuYEkmKQUCsEKk1yPN91sxjp8HqOPjeEdHUeNx0sEg7itXCHu92ItFmo4cYeaDD9B8PlyyjJjNkpNllHyewAcf4LZYUBsbaW1spNDXh/vxxxEliVKVPGhLyDIBnw9VUbC0tqLF41j27iUpipgsFpRMBnMshvnaNRYee4zAU0+tKd99r6AuLVF6/31MHg9aUxOiKCJZLCSWlmhyOEiaTIgOB16LhZzdTsjvB6sVWySCkEig22x3pf9bngHDMJ7f6HeCICwLgtBkGMaiIAhNQHiDNuZX/p8QBOE94BCwLpm+U/D7rfzhH/Ygy58wN9fBxEQSWfYQjTpXZAZmZmZyayKAtb63d/OFWbu9fyuE+ma9lWs/bzKZ+Na3dnPhwmUuXmznrbemSKcDfOMbBQIB200n0m0leViPsNV6DW9EyDeKcN+ppLCdcOHY7nW1Ecne7rErUe+KrjmRcBGNJhgfz/LRR2YWFi6jKEF8vgBPPx1m9+4j1Ndn6O/3k06vJfEVrLfgrF5cbSW3EASBri43spykUPAjCFn27i0hyxkOHHDe0r222TVQK4+pdY6pvt8r89XdXeAHP5hkfLyXjo5lvvnNXTfMw07vftwp3G/P7WopgzY4iK23F0OSyi4fCwsU7Hb8Hg+iLOM0mYi0t+M7fJiwotBkGOSGh3GsbPU+bBHV9aQwAILJROgb3yAcCKApCvV2O/H5eZoXF5mdmcGmKHSPj1PQdWL5/Grp6OwLL+A7fhzR5yvPm6KgsZY0Vwj8/RBt/HmBbe9ecqUSUiCATdPIXLmCPjqKKopk43HacjnydjvJzk7ily/TvbTEnK6jezwU7Hbszz2HqOsEvV5MLtdNE0QpFELRNHRFQblwobwLcvgwtuZmzHNzJBUFcySCLZkkKcuYrlwhWSphsdtx9PZu6A5zN3Y5JK+XQmMjjgMH0AoF8rOzWK5dIzE/j6erC8lqpbhrF959+yhJEhKgejzo6TSOu7SzdbsJiD8GfmPl698A/rb2A4Ig+AVBsK58HQKOA5dv87ibovKidzgcdHT4uHJF5403ZgmH7ZjNidVIazTqXNnaNVa3jMva0rufrV+9vX8nkpvKJKpAIlFYddvYTnJWKOTgD/5gN489NsPFiw18//tzvPLKGLFY/qbnpDZCul6yWm1yXq3X8HYSvpJJ9YYk0drx3yyq+36ri6vNkhG3+rvt9H2r5MSxsbJeWpISxGICb76Z5rPPFpic3I8oQl8ffPvbe/jCFwr09/tuyue5ek62OkeVfqZSRYpFP1ZriqkpC2fPCsiyF5PJtC3f8c1Q24dK/6C8EDIMYzXBsHp+pqezqx7g09MyV68WyGRKPPecQH29F13X77o3+F3AXX9uVyKhWjS6Jtkud+UK0uuvU7p0iWJLC4nnn8fx1FO4vvpVCj4fgWyWpStXEKemylu8S0swNPTQJyVaGhthcBBfXx91zzxDc7GIKZ8n8OKLJAsF/HNzKMUiFy0Wps1m8g4HiCL2xkasK6RGmZvDuHiRpK6jKQrK3NyqXl28mYjmI9wRSDYbroEBRElC1zQygoA4P48wMYHDZCL77LOoX/sams+HlMmwoKoITU2YDh0i8Pzz1L/wAs6vfQ1jYGDLhMONoMViiMPDWBcXUZxOJL8fy/Q0+UQCazJJob+f/IEDBOJx5Pffp/jmm4ivv76agLieT3P1vb0TsDQ2Ihw+jGtgAMlmw9bUhGg2Y1VVjHyeRDKJtuLVbXz8MbnZWYyPPkKLx/EYxl3zq7/dO+m7wP8nCMJvAdPALwMIgvAY8LuGYXwH2A/8iSAIOmXy/l3DMHaUTFdepLpuYfduFw0NsLBgw2SKoqp1TE9nq162FiYmrHR3F1a1qbcbId4I27EV26o64HbardjPTU5aEARuysNXEAR27/bxy7/cxORkkdlZC//rf9nIZpf5zd9swjAMhoeT2Gz17Nmztt1q272tpDPbRS2R3XgO12pgK64lUE40q03e28481EZmK+Pbbju3OuZkUuX991UMQ2BgQKVcqntjmUwl+up2m5idLVf99HgkTKYYp06VWFxUOX/+AqOjnZhMBi++OMy//Jf9NDR46epyb1jQaKvrtVoutNlio7qfu3cX8Xh8KyTWQzAo4/W60HWdmZkckYiDurrr995mco31bPGqkxKr5TGGIazROns8EmZzgkjEh89XJJlUeecdkb/8yysUi09jtcaJx92YTLn7osT5HcZdf25XIqFoGuL4OLH5eYItLeiiSNZkQsjnCcgyGVHE6nQihsMY+Tz5aBS7JFHy+xEpR8FK8TjCQ+5QUR2tlgIBlGAQi9tNNpXCnMuRicdRIhG6NA1zLsfs5ctk+/vRk0kCb75J5M03SZvNBBYX0b/yFaTxcQTDgGeewdba+kgzfZdRXS7cOHeOxMmTWGIxUqqKu6MDNI3C4iK23bsR5+bYJ4pcbmig5amncNfVIX3+8zg6OxElCXVpqSzRuUn5hRaNlqPRjY1IwSCSJCGPj8PUFEmLhebRURgcpLh/P9GJCZx+PznDQDSZcHq9q6RZWSkrXvGOF32+Hd3lECWp/PyoWkD7jh1julQikEyWq4GaTBQWFtBMJuR8HuvEBGpjI3IggO0uRaZv6y4yDCMGPLfOz88A31n5+kOg/3aOc7Oo1pn+g38QYnR0hPfea+CFF1Ls2mVmctKBKJo4eLDaneB6Vb7qBLA7+QLdilzd6hZybbuVqHtHRwZBEG66wIogCDz5ZBMeT4yTJ+P88IdB3nlnhP5+mJqyMjER4skn53nssdY15KZMAjXA4Mkny20NDYkMDpb7tT1SzA2/36pgy3oa2GrXErh1mUZ1P26WHN+eXEgkl1OYmnLj969/HVYnJ46Nmcnnl5maauDECRmAS5dK/PCHS5w5UyCX20MolKKvz8Wv/uoBDhyw3ZLbyHrY6rqtvccAOjqcQBZdN3PunIHZvIzVGiIWm8MwWlbvvVrnjVpXj+praL2kxI005+m0RrHop64ui8fjQNd13nnnbZaXv0Jd3c94+uknsFiStLV5t3SoedBwL57bFXKoaxrJkRGCmQzJbBbJ68Xd10cuECB5/jyhTIaYw0GwsZGUYaBKEr66OvJ+P6aKC0ggQOnniADaWlsRX34ZgPyZM/jsduZ8PjplmUseDw6bjeZMhuTkJIZhkCsUUFWV0uIigstFdtcuPJ2dFPN5TCsRzeok0Eq09BF2BpX5FsbHSeXzFNJp9KtXyS0vY+vspNTdTeHddwlcukT08GHUI0eYMQz8hw5h6urCEQyima8/f25VolMpLe5a0dFb5ufJ5HI4vV7MZjOFQICsJOE5eRJrJkPSbKZeksgGg5iWlhBbW9GCQbQVz/jcyv87obuvXewpc3MoP/0p5kAAWdcxt7RQ19FBLh7H0txMUhQRw2EKdjsmtxvNMDBkGZfHg5pMrpFP7RQe6jtIEAS6uz20tYkoipW/+7txvvnNZnbvLr+YKy/3Wk3krUaIYXOSWCt7qP3crWp/a0mb11u2nzMMKxMT1i0TBTfq/+HD9bS3u/j444ucPDnAd787yUsv+ejuHiUQ2LPqPVyJ5Je30A0qBNYwDDIZFcMw3TDPm5Gi2t9X/91m2u/ayHHFUULX9Vu2M6vtZ7maIKvSmc2wFcnc6Hz7fBaefBIMwwnoGIaw7vGqx12uPFhHf3+cYlHgJz9JceXKMhcv5imVPHR0aPz2b1t59tkWgkHLptd2pV8ej3RHcgfWm4d0WmN62ko6XSQclikW/XR0LBKJtOB2R3C5QkxNybjdJsqPqfI1tZ68pDapdr0+V+vIK9KdikVjKlXkyhWYmEgBkzz5pMDRozbicTeZzJ1dUP+8Q5QkPMePk/P7kYpFHIpCQhDQZmao37OHTCpFU0MDaUXBevUqnnSahM+HdWgIPZ9H7+5G7O294eX9sEZaK+OqSDLcioLyzDPYCwXiP/kJA6EQUx4PxaEhSoqC68IFlJ4eEpJEndPJkijiSyaRvV4cgHz5cnmb/vJlsrEY5mgUGR4R6h1ARRahzM+jX7pE8swZfKkUKV1HnJsjl8mAzYYxP0+pWCRjs1FUFPZ0dbH4/POEMhm0ZJJcWxuBYnHNdXAr5LV6QauvFFDy7t1bdsyZmqJks2F1OjGCQbKAtbOT5ZER/IaB6fx5pGwWtbERh6KQVBRcvb2oG7jF3C5qE2TVcBhpaYnZ8XE6dZ2YqsLSEgFJImGzETAMtGIRU3s7lo4OzIaBef9+VJfrruUFPPR3Tzqt8eyzA4yPv8/p0510d0c4erR50xLht5NktFk0r7rd9Wy9blUWsN6CoBIp7u4ucDO2frV9CAbt/Lt/182//bdXKZWaeOWVBD09Zg4diqHr5e2TYFAmEnGi6zJ9faw6oJQ9uo1VDTBwg9d3NSmq9lJejxTdjDtIdWJadaJphXxup1JkLaGsaLvHxswr8oTrEdFbkQNtdL6rFwIb2b/pur4qV/L7rbS3O4AcLpedP/mTBf7v/00RixWBNgYGkvzjf2xm16791NWV7lhE+nZQ2TkwDBOG4SKVUnG7g1y5EsZqrefixTivvWbhV35FY3DwujVj9QLCMAy6upTVxUblXJfn4npSZGVMtUmIlbF5PBI/+tHHRCJf4ejRt/jzP/8STqeTQODWFtSPsDkkmw1bczPi+DiRhQWEq1fxLCwQPXyYxl//dZBlLKkU+Q8/JFYsUpicJJhOE/F4aHI4MOrrbyB+D6s7RfW4pFCorLt9+WVsikLR7SYWidDU3w8WC9nxccyzsyzH4zQEAuUkTknCncmg5vOQz2M7fZp0MonP5UIWRSRVxba0hNbc/FDN271AdaU+S2Mj6tIS2smTqEtL5JeXSc3Po5rNCMEgmtWKL5ejqKq4hoYQSyWWOzpoPHKEqCQRdDhQlpawO51oK8TXdodIoRaNln2pW1qwuFzYurspXL1K3u3G7/GQ6OvDtrxMPBqlqb2dRCBA0enE1NGBo7MTZWSk7F8uyzt2zVSi76LPh7q0hBQIUAyF8JjNJLNZrO3tSMBsOo2/qwshkyELeE6cQFRVxMcfv+uVU283AfG+h9dr5sABgccfryOVcjIyMoZjkwDl7SRBVV7oZQK7+Ut4PbJ4uy4ilb5XiNb4+PXkvu2itg+CINDY6OF3f/cIzc1zXLvm5v33fZw/H+WDD0oMDZXJTV1djulpK1NTVmZnc1WJW8KaqouVBLFqEnpdrmBw/rxAMqmuiSRWzsVWiW7rzV91xcVqYrVRO5U5rJDYip92ZQ4riaJTU1ZOndLWjGmzc1IZQ/X32znfG31mZibHG29YeeONPMlk2U96ednGj340wblzBolEBsPoZHBwnu9+t5lvfGMX9fX51QS8zbDd6/BW7pVqXb3fb8Xvt2IymfD5LHz4oc7ICAQCGVIplWjUxPx8DoCJCevqPBuGwdSUzPnzwmqycbmgUJY33rAyPZ1dc44rX8P6Fn9jY0mSSZGOjiX+y395HJfLdVuLpEfYGlIohOJylYuyOBxELBb8K7rI9NAQmYsXkbJZxEKBhmKR2N69BJ5/HsFk2rC9rbx2H0RUxlVx5qhUcXN0diIcPkxDRwdWjwf7sWPYvvxl1EAAhyQhLS7iyuXwxmIs+v0UMhmiqkokmUSYnCSeyeC12+HAAYyBgVXS8qha4q1Di0YxDQ8jDg+Xk2XDYYqFAtlolPTZszSNj6OMj5MbH0cRRSKiyAyQOn6cuM1Gq8WCPjeHz+PBarNh+dznKHV0EIpE0FOpO0YMRZ8PuaJ51jSU8XGsqRT2ZBIjGsVSV4d5bIzg6CjR6WlMkQh1Z8+SfOcd1KUlbHv3onV07Oi9thpFTyaRpqfR4nG03buxh0LB0j53AAAgAElEQVSIDgeiJJFOp+laXIRPPyWVSOBfWiL24x9j+dnPUMPhVY363cJDH5muvBSffrqVjo6LnDzZxR/90Xn+4A+OIMv6DdHJ27GoW88ubKMiJLdrf7bR8cfGzJjNCVTVRygkYxiWbUkS1uvDWslHkebm/WSzk+TzAm+/rfPyy3na2sAwXLS3O/B6i0xPy1y4EAASxOMuoByRHhjQVwjy2rark+bKxLlMwiva7+oI6WYkb7PEtNqKi5u1U5nDYFCmu5sbovoVGZDXq6LrJtJpZVNN+np69pvxMK89H4lEgVSqSGurjQMHohSLfgDsdoNXXvmEkyd9+Hwav/ALTlyuKM8910dPjwtZ1rddbGS963C9+b2VCPZGlnWBQIZwOMvZs3Z6erJomp9jxxawWjtIJhW6ugx0ndUdjqkpC7JcKUJUPpflIkyF1Z2N7u4Cul4m+pUFbkWaVCH1sVie//Sfpvnbv7Vx9GiaurrmDcf7CHcOoiTh6O1FDQaxNTbiXVqi2NJC/to17D/+MYrLRbGujnyphFgo4HvmGVy7d5edDlaIXyUB6n7wwt0pVMalLi3hUJTVKm6iJJWLUqRS5Px+HKEQ1kKBYDDIuMmE0tBAMpPBbxgok5M0X7jAYjyOGAwiLS+jRSIo3d3YDx3C0ti4oYVeBQ+rjOZ2UDsnos9H2uOhlEhgVxTs2SyLhQIUi7gLBS4bBt5CgaZwmOV8nrrlZYLhMJlz59gzOMhcOk3T4CCq348YDOIvFpElCbmhAcfevXeu38lk+VoaGUFaqTKaPHYMyeXCHIthFIto7e0kAU88TqFQYK6lhSZZRn//feR9+xBFEYfPt+PXgujzET59mtLZs1ibmii4XLiXllA++wxzczPJAwfI6Dq+RILkzAxum41sVxdmQbjrO1U/N3dFT4+fl15y8N/+m5U33jBz4sQybnfLuprcW01ArC41XCEN2y1CcidQ6Xs47MVqTeL1OtZsa98sqsmSIAjIcpDf+z2BV14Z46//+iCh0Keo6n4uX5Y5cMCgo8NNX58XQUjQ2+shkymRTEIs5iYQKK4hhdPT5Tk2mxNcvBjgxAmZjg4nXV1ZIhEngpClvd2xrsYcbvQ13kwysd7iYDM/7vL5d+H3Fzf1TRZFkXjcjc93Y6nv6vZq9ewblQDfirwlkypvvJEnnXZx7FiKeNyF1xvm7FmDn/50lldf7UUQxnnySTcnTvQwOCji91tXx3o7ux43o0/eLB+gIpvRdYOhIYH+/rKeva3NwbPP6jidBi0tDs6cUamvb6FYjBGJ1JFKJZmZseJymensLNDeXpF82FfdSPx+K8ePl/ta6eOpUxoul4VDh8qSrwqRL49H4uTJeX74wxlU9SgNDcsEArYNx/sIt4cbyIckYWttXSWLFgCHg2RdHRQKxJaX8RWL5RLK6fTqFrq+In1IDg/jc7nQYMPiJA8LpFAIVdPWvLAdBw6gmEw4nU7EkREkVSXS2oq3pYXCpUvsNQzmzWYa6+qYn5pCyOUo6TqRVApnLocsigiLi2WHlHPnWPb5sAtCufJejafwwyqjuR3UzokWjSKcP487nyehqsx8+im2yUkWczmcc3O0lkoUGhpYbG/HLcssSBLeQgH3U0+hdHbSms2St9txaRoFQSBnt+MpFtGamzf0eL4VSKEQuZVqmyqg79pFYCXKnBsexjc9TbGri4QsY0xNoaoq7hMnUNrbUaamsL3/Pi5RRFlZEN+J+26jxZoWjSIMD+McGyMly0iPP06iowPz7CwkEuT9fpqvXCHm8SA+/TQWUUQcGMDV34+6stC+W3j4njqs/zIXRZHvfGcfV66MkEz60XVtXT3xZgmIWxGe6lLD16261hYh2UlU+g5ZolE/gqDeFHGr/XktWaqryxKNBvkn/8RMsXgep3MXf/M3i+RyBQYHW9i9O8FzzznRtACpVJ65uTy9vR78/uIay7Jq6UVbmxevV6a93VHT/7WLmWrtMNxoX7gdacJ2CFL1+a/uc/U8VRwmBgYqtmvbdwvZiNynUkVGRyUslsSq53MtDMPA4TCxZ0+c6eks771nIh5PceaMHYullY6Oa3zrW25eeqkVSZJukCnc6YIzG+2krDfPtTs+ZamHQDqtrSxIVLq7PQSDRXRdp6EBJCmB1VqP2Rznk0+grk4jECgwPe1Clku4XCYEIbsmwj8zk+Xjj938wi+Uf+5yWejsLOD1ugBWifzkpAVRXObVVxMkEsd4/PFT/If/8MKqVv12JVePcCM2ImQVYm2Zn0cPBpH278d47z3ql5dJeDwIL7+MrVRCO3kS0e1Ga21FlSQ8NttqpPZhJ3vVc1SxRJNsNlyDg+iaRi6bxbO8jNTcTKypCXsmQyKZxHviBBlVxRMKEV5cxJTL4U+lyCsKqiCgf/gh+QMHsM3MYAwPI7rd5EwmPEeOrDl+rYPEz0Okeqsxij4f6fl5RFlGm5oiOzWFMjdHPBjEPTaG/YMPYHKSgN1ONp1mUdOwWixIbjeFfB59924cJhMmlwspEMBcKqEFg+jj49jCYRgcRFuxhbuT8y1WkWBLTXuO3l5yTiepv/97ml0uFl0ugoZB4dw5Si4XvokJZLudsMtFfUfHHbvv1mtH1zTU5WXMbW0sxOM4zGakN9+E+nrSU1MESyXyR44gt7Rgdziw9PXhaGu77p9+l58DD+VdUPsyr5AWs9nM0aP1fPihyP/4H9P81//qY6UuwRrcDEmoRvULuLqNuxnZWrsYWF/zudE4an9eOw+Vdg3Dxi/90ucYGrrKq6/aWFx0IoqT2O17SKUKdHcXmJ7O8ZOfBIE4g4OBVTLc3V3epi8fo0yEOztdG/TffENEs0JuancPtiOR2cpNpboP69ms1cz0hrZr25nr2t95vWbM5jgffeTG48nS1eVet4+CIDI/n+Uv/1IinU7i8WSxWr186UsL/MZv7CUUcuD3W++pNGGjfIDKOfN4ypHhgQEzPp9zVaZRPZ9dXTKTk36CQZkrV7Jcvhzk5ZczDAw0rmjaNUBjasqKIIgcPFjWU5ej9TJerwOfz8KhQ0W83us+3dWJsel0AZcrRE/POP/m3xyiocFdNc8PRqXDBwmbWXpJoRA5RUG+fBmnJJE4epTi5cs4VJXc5ctlC658nsTMDM1OJwWPh5zNhm3XrtXKig97Rb/q+aslV47eXrSKTMPjIVcoEBAEUl4vtuVlUouLOIpF3Pk8c93d1AkChXSa8JkzONrbSYkikttNfGoKlyAgj42hTEzg+tznEBUFKRRaQ5ZqEyMfBmJdPadQjtLastlyFLe3d23EVFFInjyJtLhY9n4ulSicOYM9GkUvFlnWNHIuF1ZJQna5CJZKmFIpLLEYpWgUl9OJS5YxNTRgGh3F7vNRbG3FtXcvWnNZalZdVGfVW5o7s1jcSBYlShJ6KkUolyMcCtH0K7/C0tAQTSYTqXAYk9eLFgjQmMuRePNN/F/60h3JVVjv2aAuLWGemyMWj1NfLJKOx8krCnI6jVMUiasqQbsdvbcXezyOFI8jdnWtFsW529fkg3vlb4Lal3mFtAQCGfr7G7h48RQ/+tEA//E/XuSP/uiJDYtWbNVuBduRD9xNbN/317zlz2sJXYXs9PQUOXiwB4djnO99L0M63cjU1DV+8pN6vvxlnYGBAIIQp6/Pu6btUknnww9LPPGE6YYCL9UyjsqxK04clRLwlb9pb3dsaF9YTcDTaW3N/xVsJ0q90TzV+lqXvbwlpqfL0pTq66m2jer5rF18tbc7mZ1VcbtNTE2Vq/VNTpbLuLvdJj77bJG/+Itlrl1bIpEw4/H0c/iwia98Jc8//+cDmM1mxsctiOKdlSZUy3J27968UE8l4XW9fIDKIimRKHLqlJvjxzOIorhhPoEoimQyGjMzDdTXL9DSElxtf2bGzsBACb8fQF89F4cOqYBzXc13pZ9er5mODpnvfU9ElnV+67ds+Hwda+Qhj3DnsZmuufIS94yOkgUce/Yg7NuH8tprNC0uEgsEEN1uGhcXmX7zTRr37EH0+4ldu4bP6UQ/fBhba+vdHdBdRvX81ZIrUZLwHDlCUpYJXbpEQhAomEw4dJ3S5CROXWepVELUdTSLBUs+TyoWo1WWifzZn9Hu9TJlMtGVzRJ/7z3UTAbn2BhLIyO0HjmyhlBqioKysIAWDGJ7iHYFqscBlC3g8nl8JtMqMaskaWaHh7F8/DE5UcQYHCQzPIw9kWDKYkE7fx7n5CSi3Y7H7Qafj7zTiW6xoAAuq5XInj3U9/Sger2EXnoJw+fDsXIexRXJSDXuRvn3CgEVvV5obiZw+DDa3BzNJhPy0BDC9DTxuTk83/kOSxcvUjc7i3LtGp7Dh1edTG6FvNYuYpS5udWf67kcTlVFjcfR/X5MbjeOcJiCKBJoawNdx7l//+oxK23ci2vyoSDTtYSv9mV+XXLhxO/XSCZbeeutBGfOGIyOJti7N7gtzeqtRqzvN2w0jvV+vt7Yqj/3zW/uobl5nv/9v4ssLHj47DML588v8U//qUIgUE7MqyYyqVSRhQU7s7NpkkkPYKxGFWtlHJVEyrq6LBU/4EpVw4MHtXXHUE38QqEssZhrVbderV/fzjb+RpKM9eZpZibHBx+4OHFCviHSvpm/drU3NkBfn0E6rXHqlJu+viiimGF2tsi///fn+eQTK9PTQWA3LpeDX/zFaf7ZP+tdjUbD7emiN8JaRxTnDb8bGhKpnMftFHdxu02kUjF0XWJszHwDQYcyMR8cVCmV7PT2xpmb8zIzYycYVFccRK7vRlTcVyrnxuORSKXKcpELF0wrxXvg/feLGAb09uYZGlrmxz9Okck4aWx0rPiyr+/n/Qh3B7a9e8lpGno4jH9hgURzM+bnnmP+gw+o8/vJWyzEnU4agGI6TTwcpt4wSIsi7oGBe939u4r1yFXFw1v2eNAuXyZgGMh791IMhbDb7dSLIrZr1ygJAlqhgL2ri6VUCquuMzM6iv3YMVJeL5bWVrh6lcX5eYyrV5mIxQjt3k1ufh7Hnj0oExMEFhfJHTyI2Nl5V4je3UC1HZsWjaK2tOAJhdBWqvzJFy7AhQsUkkm0QoF8Po+1oYHS+fNw5gxSPo/X7UaZmkKcn8fh9xPt7qatu5vk/Dw+j4dYXx92ScI1OIizowNHPo+8vIzY2blKKNcjgjudYKtr2moSqt7SgvjMM4iahsvlIq5peA8cYOntt2mfm2P23Xfxu1ykAWupdN0L/RbJa3VlRS0WQ5qbwyRJ0NuLfvQoSi5HqbERm9VKsbUVRzaL4POhDgzgOnIEdXm5XNGxSld+L67Jh4JMb7eyYMXC68knW/jc5y5y+vR+/uIvxvjDP/QyN6esG3mrxXqkeyf0lTdTIXAnX/5bSSNEUWRgoI5/+A8LZLMFfvjDDDMzTv7zf44SCtn5pV+aZd8+H598Utb79vaW2L8/Sm9vCFnWAfB4yprhiobdMAzM5gSK4sFqTay6ZXi916sa1mrdK30zDGOV+JWj19d169X69Y0WFBvNa60LRW3Uu63NzokT8qrH8UZtud0mJCmOy+VhejrLxIRENqvT16cyPW0DRPr6NILBWUZGbPzxH48xOhohHndjsbTR07NAY6PKc8+5+P3fP4qtJjFlJxZz6zmiVMZnGMYNTi1boZyY6iGR0OnqupGgV9qemckSizmQZS9ut0BnZ4FkUlip7imTTJbJ74ULJsCgs7O8iyFJcRIJF+3tBTIZ04rrioau60QiCouLOn/8x3PMzrbT07OE3d6/mu/woCyIHyZUR6Y8R46Ut9B/9jOsi4tomQz1hoF85gy4XJiffRatWETXNJpnZ5lLJMqWeuHwXfeVvZfYiFxJNhuOtjZcxSLp1lb8x47hjkZR+vowZ7OkzpzB9OmniKpKqlhkt8vFtCzTkM0SO3cO05Ej+MNhwuk0dsNAPnkSs89HZGgIh89HXJKwNTQQlyRCBw8ij42hhsMgCNgUZfUc3I+a6i010FXOKeLEBNHZWWzd3bj6+5EvXqT47rvI4TD2QAAKBSSXC7WtjfTrryMuLrIwOFiOkobDLM/P02YYlBobiXu9eM1mii4XjV/+MtKlS9gX/n/23jw4jvtO7/70MUfP9NwzGNwnARCkAF4SYYmiJVmWbK1du7bWm2zWlWQdV7LOZpOqTVUOb6439/FHqt68fmvzbiXrdcqbbLJxHK9jyZZsSbYlUrRE8QABEvfgPuae6Znp6enpfv8YDAhCIEXd9PFUsQRAg9/8unu68fy+v+f7POtUBwbQTJPg6io5ILxHqvRBE0FjcxPH2hpaayvqnt2PgtdLeWqKiqLg+XN/jtWpKaxqFWl7G+O++1ANo2HZODCAJsvvKLq7ebyYJm5NI23bUK3iyuUoX72Kb36eXLFIQFUpRKPUYzFcqopPkqgkEnguX8YIBHANDmLuXMMPw93n3viUv0vcLZm9aXtW5UtfamNjI8GLL0Z57LE1fL4unM4sPl/gwKazvWPcqVL7XuGdJgTeCXdLwG9Xhb2dhjgUcvHooyI+3xDx+Ar/+l9nsSyFhYUEX/2qh66uFJVKmOFhgcVFEUVppatLv0XesbDg2nVZsG2bWi2E292w18tmBfr6Go1r+8N29pLo5hh7id9+3fp+icLe47yTnKH5GWs2Gzar3OFwkcVFx46EKHiLDeJB2v2JiRwXLviw7TzVaoDt7QTBYAvXrqWJxRzMzeW5cEHjyhUXCwtTXLjQiSB8FL//HF/4wjq/9VtHcLlcZDI+dL3Ge9jkfVvczirvdufqrXBzUcSubn7/2FevZnn1VZWPfKTIsWPeXY/p5kIpn69x9WqIsbEsY2PenQWOQj6fJZXyUC7XEQQBn89FoaCTTHqQ5VWCQS8XL05TLDakHr/xG20cO9ZYHAUCby/g6Bd4b2CmUshLS4145eFhjM1NauUy1vY2Rk8PdacT/eJFPBcuUG5poevQIapDQ2guF+HVVYRKBXcyeUtl714icR80mrHRwZ1z4UmnsTwefIUCktdLLRwmv71NzDDIShKOHTs3a3kZM5tlI50m5HSyAbSKIpVCAcHvpzw1hWkYVFUV2e0mnUgQPHIEK5FAsm2shx/GfPzxXUIqTU5iHD26K7/ZT2bfS8J9p7Ga/88yzUZYCewmATb19nstFuVolPXvfhf5f/5P6gMDpBcXEVZWyP74xzgqFTaPHCHg8eArl9m8cgXx+nWUfB6PZWEpCoRCDI2MsN3TQ/zECZRCgZxt4zh1ClGSEB97jGq5jOfIEQDK09OoAwO7aYIfls2j3Yj2BW4Gu6QuXiTy3HNofj/qE08gdHaiPPMM5bY2AuPjlAsF5MVF0lNTxHp6sN5BdPfeZEZtexvnpUvImQyVqSn8uk7OsvCdPEk5HqeeyeAVBDL1OgFFQQ6HobsbDh2i3tW1a5v5Ydz/PxNPm7sls4FAwz84kXBy7FgLjzyywR//sYsrV7b5zGfCpNMhVlZKd6xQNf1r7zZS+r2ICH87tmR3Qi5ncPmyQG9vQ4pwkG1ZoWDeQkz3Wr7d7j33nn9dB1k+RFvba7zxxgiLi0tcu+YnHE4hSW5isTiDg5uoapRnny3j8UiMjUF/f2OspsdzX59FLiehqjoAi4sKgYDxJjK93xe6qdvdL5+4U7W5eUxLSyWSSc+urOQgd5ObqZKNKrdlOdjaqjAz46NYTKIo8V1yeZB2P532IklZvF4nq6urXLrUhsMxwWuv9VMuX+f11y103cTp7MTlOozDYTE+/jz/9t9+hPHxDiRJwrZtwuHbu428X9jvPnI76cdbYW/C40HI5QyWlpz4/SX8/sb1nJwU8Xod9PeXCQScpFJeenu3yGTC9PQ0FnTZbJVMxktvr757vcbG6ti2zMrKNisrcZaX5/kv/8VHPh/m6aeX+OIXG56p+/3hf+Ev/cFhr1VXeXoapqZwvvYapZUV5FwOQZaxtraQ83lyq6tkdB1jYwPviRMIMzPURkcRPB5kTUNfW0M1zdv6Jf88YC8Za1b93MFgQ+M8MECtsxPJ6UReXqZo28QCAbKHDiH84Ad402kWZ2YarhNDQ2wNDCBCw0ItkSBUqVBpbSVgWXi3t9kKh3E7ndSKRVRJIqRpGHNzDYJoWYjcnszezsHh7RDs2429F7sygnj8lma5JuHXQiHcySRaa2tjMTc/j6CqOFSVlXKZ0I0b6NeuYSwsYJVKeFIpyocPUwL0l1/GmU6TUVVcvb1ESiVKo6NUPB76f/M3MSYn0ba3iSQSGHNzqMkkxtmzqCdP7s5PPXZs5wuVDwvO1lbK6TSqrt/UhwPhnh7SDgeS34997Bjyygo1vx/r1CmM7W2qm5tw7Ro+p5NCSwvBd1hNb15HPB7Mep3K0aO4BwbITUwgx+OgKOgzMyhvvEGyWKT7vvvQAwH8J05g9fXteq+/142abwc/E2T6bnEz1UxEkuBXfqWHc+eyTE8LLC5mOHZMJhR6s5XdQZrsg9xCDrKae6fVu70E9e3Ykh00373QNINEwkUoVLulMry32trfXz3Q8u1uFi2f+EQHorjBo49+hG99a4WXXhJ44w0FTcuzvBzCslZZXW1DVTPMzyu0tNSYmFAYHa0SDN6cQ6HQqEz6/SWGh02KRRHbfvPCwe+XcTiypFJBQiHzwMo9cAtp3tuItnfBkkp5icVu2u3lcsYtdm57Q3lEUdy99p/4BCwvF6lWozgcWfz+m1tdtm2TTt+0CYxESmiah6kpG01TqdcX+eM/XsY0cxQKoOs9QBW3O8MTT9Q4cybAb//2r+B0OneuqXhXbiPvhwxo/+LjIOnHO8V+H3G/30lPj0Em40MQNFTVRW9vla4uD8vLZQYGbCDE1asCcDNdUtMakpOlJTeaZnD0qMW1axKm6aara4tyuYwotnLixBS/93sfIRJRbnFj+Wnrf/hZwG6Ay+YmomliPfAAlVoNt2VRKpVwVyrIra0UVBVHNIr+wgsoHg/b16/THYthFArY169jezw4o1HKnZ14fo4s3O6EW4h1Z2ejqatQwHPqFClRRJqZAdvG09WF9eST2OfP45IkwrkcpStX8AcCKNksWVFE2dig5HYj+/1YZ8+y/eqrOF59lbwkEazVqKoqxUQCfXkZr6qSHR1FSafZ/Na3iLa2Yh4+TH5+nsDAQOO66Do64NlJ4nsrUnxQJblJiK3h4du6SjSJoTMaxdR1Mj/4Ae6BgUazH4AgYGazWKkU2xMTDZ/lgQHSkQi+bJbKj36EkM3iqlbJiSKeSgV3Po9dLOKtVsk5HIQ7Oqj7fLjyebLr60THxqheu0Y4kaB46hTC2BiSLJOenCTU0/N+X/a3jb12eXsr9KRShM6ehQsXMLNZ3G1tGCMj2JUKwv/+3zhNE8PvJ9/RQeTUqQMr/XeD5u5UaWGBCKD39SEKAr58nlw2S21jA2l7G7NQQDl0iOKRI3ib1nx7XE8+TP3+z93TZa8Tw8BAiKNHk7zwQgcXL67x+7/vIhJpfcsmvNu5hRxkNfdOq3d78XZlJLdLcQwGnTz8MOzXHDePR1Xd5PMZfD7/bjrk261+y7LMgw/GqVbhz//5QR54oMAf/dE6V69GMYx1VldVXn89xeOPO/D5qpw86WV2tsbVqzKSVOfMGQehUA1V9ZPPb7O8LHP9uoiq3hoz3pRTFAomtVqIaFSjXpdZXCzS3e3BsizC4SKqqrCyUqG3t45ti7se0fubGA8ih3vt3AKBBgHfq+tukr9w2E0o5NpZOIUoFBoLlXy+xhtvWLz00hbFYpjPfjZJrRbEsla5eHGT55/PMDGhU6k8BGwiCC4ikRlaW/385m96+ct/+TjRqGeX2L+d3Yn3gxTezvrxvcD++R4/bmBZHgqFhg49FKoTCKgsLZV4+WWVsbGGH/exYzcjxgVBQFUlwKSnR2dpyY1tV9A0nfn5PNvb0NJS5/HHy/zO74zR2uoH3nrh+gu8/9gNcdnawujooOXppynE4yiiiPHSS0gbG7h6e5FzOZBlkqZJXNNYj0ZhZoZQOk1+ZITw0aO4d6qet2vm+nnFbpNZpUL5+HFcskyrrpNQFPpXV9n2+TA+/WnaDIPE5CTuWo3qygp6uUzS76dXUUgBg4KA5fNhJhL4ZmfJ2Ta210s1kcCq1/HNz1OMxVBbWij+wR/gm5tjo7cX4fp1ekolUvU63qEh5JUVjOVl9K0t1CNHkJeWSC8v4+zqwrG01KjUatpu1Lk2NYVar2O2t6OaJuWtLcRAAJFbFw23W0BZpkn2mWcI/OQnVKanqR8+jHtgABmohMPIKytoly+Tmpig/md/hs/hoObz4RBFtoJB5HAYCXClUiRtm7bOTpKdncRqNSqAf2SEwvIybfPzVObnMWMx9GAQd1sbnt5etCtXCFsW2tISvANt8fuN/fKS5r2T29rCOTGBUKthHTmCbZqIc3MUXS4YHiYgioiiiLGwgN+20ba2GlaW3P09J0ejaGtreCWJdEsLge5ujPl59OPH0Wdm8No2Gb8fORAgdOgQQns7rvl5bNjVSR90DB8kfu7I9N4/nOGwm3/0j/rR9dd57bVRvva164yOhqhUbjaY7bcw2z8G3Nlq7r2s3t0Nmk1hkYhGKqUSCNwkoLfbXm8eTyKhMTERBjI7BPVWMr5XDtLUsDars8vLZbq7PRQKJpcvg6bVefhhGBgI8Lu/6+L8+S0mJw8zM3ORK1cO8f3vZ4nHXWQyc/h8IU6ccFGvt5LJNFIHE4kahhFC1/NEIm5CoSKLiyEmJ02OHq2yvKxw7FiDeDV8raucO6ezuenhgQe2Mc0wpZJAPp/n2rUIo6ONYwqHi3R1NSqZluXabUo9qIq7187NsuwdZwjrlqp1JKLtsbbzEAg0Kvr1ep1stoooZpmbc9DTs8Fzz23xjW9oTE/ngVagF3AAr/DEE36OHFH54hdPY5oOxsZCSJK0O5e3uzvxfpDC99N7ea98qiS6sG0AACAASURBVPleExMSIBMMNiLAczmDri6FsbGGy0s+X9tdsDZ3fnp7NRYXnfT2Ghw/blOvO9jayvHqq9tcuKDT338fv/VbSQYGQh/4Mf4Cd8beqpKZShGNRikIAoLTiSOXg85OxEceoRyN4hIE7KUlHBsbBJJJcn4/UVXFyucxm6ScD7dSdTe4G63vO9EYH/RaM5VqSGlUFc/wMKLfTyUep+voUZLf/jYey8JVLJKbnaUzHCafyVDx+wkWixheL0lVpadWo7yyQuWVVwiVyyTcbqKCQNLtJlypsH31KoLXS1VRKL7wAs6ODtLVKo5Mhs54nDldp922qV64wMrUFGFATiQomiaVpSXU8+dJZzLExsdJzsw0fMadTlTLwjE7S65aRThzBqujA1XTKNfrMDyMSMP72crlMHUdx/Q0xtGjOFtb0a5cwZ6dZXt6Gn8gwObQELVsFv8zz7A9NISaTiPF45Q8HpSNDZibQyiVKHm9VE6cIA5EikXcsoxWKFBKJonKMg5VJdLZiZVKEbFtpMVFXE89RaWvD6FWozUUour372rG3cPDaDv//WlA897xBALY2SzVri7sdJq6YeDMZBAOHcIxNoYNSOvrGLUaekcH7mj0rtMHTV1Hn55unBNVpXTpElJnJ1tf/zq+ZBItHqdtbIxiZydhnw8lmWw4ehw5smsf6LxH7u2fOzK9F4Ig4HK5+OIXz2DbL/Pii0f55//8Er/8yw/Q0lLerSr39HgPbALcO87dWs29HbyTrfqbzXwQCtXeVjpfd7eHhx/W6Oz0MzmZJZkM3kLG98pBEgknjepujVzO2LWFa1QRs9i2d/cchMNuPvKRFgQhyUMPfYSBgSnKZSff/OYmFy8OoSgrvPqqwchIhWefLWMYEXp7IwSDM3R29hAKFUgmvWSz84RCbeTzdSzLSS7XODcrK2VefVVFkooEAkUMI0i1uonHE6ezU0QQMhw54mNqKksi4aVUatigCYLJww/flO309ekUCuabvKJt2yabrVIoNKQmexcsiYQLTavh8zk4ftykXq/zv/5XFocjzbe+ZTA7O8HKSgBByFEo9AKdQBfgpavrJfr6+nnyyZM89VQIy4rR2dk43/u9z9/uZ+mnjRTul0/tdW4B9tjv1RkdDbK8XMa25d171O/37N4rpZLF0pKLcLiRsLi8LDMxUaRYPIksv8rZsw+yuOh+z/24f4F3h71VJTEYRNvawtnTQ+XkSURVRTp9GqtQIJbPo7e0UD1xolFtvHoV8cQJKi4XgXwevV7HikQQzcYi7F6uSN+pcn5QXHWzUbPp+dz094WbTXXlqSks08Rv27dErYvB4G4kuZlKoebzOHf0up0nT5Lc2qL63HOECgXWikXC3d0U/X5qgQABlwt/NMp6NouqKOjXr1MtFIi3tiKm07hEkeTkJC2pFFpXF6VSiaObm0zOztJmmmjJJNeTSfpGR9m4cYPqjRu0Li6yPjpKPBxGnp3FTKeZPH+eXoeDhXCYbq+XypUr2IpC5v77qUkSwWoV5xtvUKlUMOJxxEuXME+dIux0oqXTeHSdQi6HUqlQunIF58YGzo0NMi+/jG9ignI0CmfPElpYwFhbo5RKIU5Nke/sxPPpT1N2OtGDQQTbxrIs1KUlch4PQlcXpt+PMDeHq1Cg0NaGOThIpFSi2tlJTlFoeewxPL29qIcO7S5mPHsWM83Eyp8WNO9H2TQx3G6qU1MEV1ZY83oJnT6NEY+jGgaa00nZ7cav6xjpdON33uKea54ffX0d9epVcqkU1Xwe8cYNMqurREKhRvphNstaqUT7X//rOFUVM5XC1ZSh3GO+8j/XZBoaFbGRkRqf//wAly+X+OY3TUKhS/zNvznG3lhruHtS+la4W5J8uyTHO/3ezYrkzUa821UoD6o0N6OeUykFh2OLWs3HD35Q58kn64TDbvr6dHI5i9HR+s74Ah0dLrq7N/B6/SQSGpmMl56eKrmcuCvFOH8e1tZaefDBEn/v753gmWeWmZ0NY5rXKRQiLCxITExk0TQBVU3T1jaBZQ0zPj5Db2+AZ59dR1UPceZMhnQ6wIkTWb7/fZuTJ8tksz46OzcZHFTZ2DCBJDduhPjYxzREUSWd9nL+fJJqNYjLlWZ83M+NG3kMI0QqVWZ9vcKRIwESiRLPPuviqadS9PT4ds9JIuFic7MGyFiWxJUrGba33aRSa0hSnddfTxMKSfzpn+b53vc2WF3tpVrdAiLAKcACXECWQGCS7u4qZ8928uUvfxaPx7NHuvL2Fj8/a9gvI2nuoti2vev+EQg4dxo5VQKB6o4m/taF3pkzDsDGsmx0vcL8/DyHD3cyPv4aX/jCw0SjLlpafiHluJdh5XKopom2tETA42HT5cKVSuGt1agGAhg+H0FFIT8xgbtSoTI/j9u2KTgcBCWJwvw8QVW9ZQv4QzmOfYEU+6vFYjBIYX0dWdeRd8h/8zVyNIpummCaGJqGtrhIZX6eWFfXrlbUTKXgyhXqhQLaiRNknn8edXERcWSETE9Pwzd4c3O3Ut+MJNfjccqRCPrCQsPWrq0Nh2XhDodJGAbdDgfZWo3+SAS9txfHI49gFYsEVlbg298mtrGBJYoUuroIBoM4KxUETSNnGNTW1/FKElOyjNs0qVer1HSdWC7H0vIykc5OjO1tcrUadjZLwe3GunqVYjJJb6lExeslGI9TnJ0ln82iXLsGmoZbltns6EAoFum6cYPk3Byd6+ukYjEqtRpyaytaqYSrVGLp0iXChoE9OorW1oZx//1klpdxuFw4V1Yo+nzoJ05QWFnBTCSQNzcpbm0R0HWEcJhSVxdKIoEC+GwbMx7H7unBrNUQJIlwTw+ecBhbUVBEkVa/n1q9fs/aAr4d7J9/81/Q6yUdDNIej2MEg4SGh9Gnp1HW1hr9KqZJcKeB8a3uuebC0DAMljWNaDZLVZaRW1vxdXVhHDpEZWkJYW6O9s1Nyhcv4t5xirndPD9sfPgzuEdw9mw7J0++wn/9r4P8i38xQ0/PPE8/PXxLyt672Tbf74RwkKZ5P/x+mUhEw+9veBfvda4IBp27TYF7sb8ieafgkVsrzS5Ms0a1uszgoI+FhTq1WpDV1RVefjnG0FARSWqkFj7/vMITT1SwLIsXXjAYGqpy8WKIGzfygIjXW0eSyty4EePjHy8iCAJDQzUsK4+uO/nv/z2FwxHl6NEtYrEALledb3xjm9XVdiTJoljMMzMziiRlsG2F8+c3mJ5W6O39Hq2tfv70TwOcOVPl0qVhzp9f4b77WtE0LxMTFba3A0Sjaa5f3+Chhzy88orG6qrI6qpCLJbENMNMTy+Ty3XQ0bHChQtO3njDx6/+6hqFgpfLlytEoxLXr+tcu2YQjWq0t5tUqz6WlzNMTW3yne84yGTmWF6OAxtAEIgDIvAwoAEdgEYkMovTadHfX2V4OMY//aefpKMjdOBC6aBr/mHgg/Iw34877fDslSftXTDuvSciEWOXZC8tFXn1VZ3vfneNV14Z4vjxBP/qX40Tiym/cOr4KUCTSIqmSXpigtBPfkItFkP/2McQhoYIVqvkBYG6YZCzLGzDoHruHMpnPkNO01BlmZym4X8PtKlvV26xt1oM7BJZyzSRJifRh4eR3e5GLHguh5JMYieTmDs+l+LCArnJSfxnzuyS38z0NK5XX8VhmqQlCSUSIX/pEq6+PsxwGEc6Teo730F95RWqigInTxKqVOD8ecwHHqAADcIejTb8gKNR9OlpXC++iG1ZlMfHQVGwIxFChw9jzs7iHh7GKhapAW6XC29vLz7LInXsGFWfD0sUaRseRjQMzGKRrZYWvA4HnnIZl6ZhjozgzufRHA4ctRrJchlvtUpxdpaA10sxHidq22Sefx5nLocYi1EcHMQaH8d0u/HNzCDMz1PPZNDSadyBAI6VFYJeL4u2jej3M1uvYz77LJ3lMiVdR5OkRthIvY6m6xQ7OgjoOpVz5/BtbFDzeJDrdcqSRMjjoZJMEnM6mRUEere2yBoG3mAQ6fRp2sJhFkWRsGlSr9XwJxKNfbKWFuqRCEoohHHffbj7+6kUizgDgXcdYHIv4KD5N+0WQ8eOYczP70pVrHqdan8/VrGI7POhlcu4VfVN9nT7F5WWaVIQBMQrV4ikUtQkCe9jj6E7nchOJ9rEBIGFBVK6TqKlhbZ4HMs0b410v8fO87si04Ig/BrwfwEjwGnbtl+/zes+CfzfgAT8J9u2/827ed/3EntJzX/4D+NcvvxtLl9+gt/7vR/y0ENttLfffBjfbcjHQT/b74Swt7Ftr6Z577jNKO1g8KbVWjRaYnHRhSCwmzi339puvx1c8+u9iXChkItAwEFfn042W6ezs8RrryX59rc7OX16m76+MKFQjmQyhsejAyKXLwt0ddm0t1cBePFFneeec1Eq1ZDlLLbtJJmUaWnRWVlxIoo58nn44Q9VBKHAa6+5yWZNNC3M+PgaGxtunn22A4+nSKnk5XOfS7GxIfOd72SRJDdu9yq63kMuJ1GtykxPjzAzU8C2A1y+PAUscu5cO6HQZbxeF7YtoigG0aifixdb+dGPMjgcfRjGPKFQiN7eLKIYZGKiTLm8iCzn2N6u0dER5ZVXspTLBsVilStXqszOmkBDPw4RfL4KxWIQCAHtgBcYBgI7X5cAP+HwC7S3xxGEIh//eBenT5/FsmQ++UkP4fBNU+jbNbE23UyajjIfBql9t82L7ycZP8iusHEvNe0sDZaWNP7H/4CXXkozO2ujqtN89KMxIhHl567afxB+Gp7bzWqYc20NORiket99GPE4/oEB6i+/TH5zk1pfH/VEAtGy0Lxe+pNJ0t//PnJnJ8lgkGgk0oh/3iGu8ObK8N3gILnF3u/3k2tjcxPzxz/GsWMnpsfjYJoNMgCY6TROXSc3OYnn1Cn0UAirXsepaQ3ZyqVLRIpFCm43iCK1ZBJXfz+lhx6iPDlJWBAo/rf/hn97m2JLC85PfpJ6qYSYz1PQdcyTJ2k9cYLcjRs4treRtrZwp1JoL71ESZIItbSQ29xEHR9Hf+IJaskknmKR4tWrmMkkiiBQlyRc8Tg128Y/NQXXr5M5dgzP0BDuJ59E/OEPMQ0D2baphMMEymWyuRySy0UmEiEuiohuN2I6TTkcxmsYuBWFar2O17LIBQL4BgZIZzK4dR3DtlHqdYy+PsztbazXXycdCBD1+8npOmqhwJph4HS50DQNx/Y2vnqdjKIQcTpZjkQwczk6k0nSLS1sBAIopRL2Cy+gu1y4UynKuk5VEDBrtcZuhqZh1WqsBgIEbJtyLIYrFsMfj1MKhdCeeIKeapXS4iK+UAiX200pGEQVBDh8GNHtJlqrYQaDEAw2PhM7n7V7Waf/VrjT/Js7RuXNTfLnzxNcX6c0OorPNNF+8hOcqkp+awu/bWOMje3qxfdKlORIBHl5GW1+HjmfJ9/aiqejA68sE5Qkiq+/jv/KFTZXV/GJIh63G8fEBGY0egtpvtfO87utTF8Dngb+v9u9QBAECfh/gSeAVeA1QRD+zLbtqXf53u8Jbt1advLNb36cxx77AUtL9/NX/soP+epXH0XXRXp6vG/SscLBxOOgqqNt27tOEHsb2263rX+QE0jz95rOEk1Hjv1ErGFrZ3P5MvT2Nhrkrl6V6Oqqks+LLCyUEUWRjg6F115Ls7wcJxjUcbtbGB9P8ku/5CcadRIIxEkkNBwOH8FgnWLRJhRycfasiN8v85nPSLS2btPWppDPh+ntNXakHzLXrkn4/TaBgMXAgEVHh4NoVKStrUapVKCtLUoi4SCT2aBU0vnBD3oYHRXY3i6gqg/R1vYGmcxDOJ0pYrFVtrd9OJ0VqtU8UAbu2z1X2WyAbLYF0IE6c3MzgMTqaicwAXSztlbm2rVOYJ0GIc7RkF4cI5GYBe7f+X2J2dlNIEZD3/x94FMUi5cAD9ACvEggEKdSeYZQyIdl5ejp8fHZzw7yu7/7m1SrDS/o5jVp7iLsxe2aWPemNH5YNm3vtnnxoHm/VwR7/6I0lzPw+SRsW8PnU7h2Lc/cnMT6+gxzc3k0bYxHH73E3/gbvXf0tv45w0/Fc7vpPx0JhymcOkVUVdHKZexqFa9hsLW4SEBRECQJ8f772ejooFapoCwv46zXMWWZ6vQ04WAQc2fMd1LJ2v9He1fPvVOB22vnJkejaIuLmNPT2MePE1JViufO4Uwmkc6cgWPH8ASDFF55heDqKqlqFXlpCVlRsOfmKC0t4U2nybvdyNks3kuXqG9uYh85gjg4SJskkbh6lUAkwobDQaxWIz81haJpFItF2vx+Stks9eeew8rlcFUqVI8fJ7W+jmt6Gl8ySToQID4y0miGGxjAKJVYuXQJLl9GVRQ26nV809OY8/MEjh9no1LB63QivfAC6e99j2pPD/7VVUqaRkRVsf1+Vm0bMZ/HB+gnTuD0eBCyWVrTaSr1OkK5TEzX2a7XMWo1XA4H4tWrlCoVrLY2SpubKOvrBM6dYzuTYUDTmPV6cbe14RYEREFAtixc5XLjGufzrNk2RV3HFQhAPA6ZDClBwPJ68XV2Il6+jHtmBjMUQm9poTYyQtvKCjmfDyoV0ltbhC2Lsqri9fko338/8b/wF8g980zjdfE4LkVBGhmh1taGcuQIgdbWXds34JZqa/P6f5iOEu8FDpp/cwFZjkTQZBkzmSS4vk6uVELQdYqhEJZhUEkmYXuboqLgHhqinEhgptO4h4cpu904czkKm5vY9TrBuTlKOwtL18ICxXodRyhEuacHLZcj0N6OqCjU778f4fjxN5Hme+08vysybdv2deCt/jieBuZs217Yee2fAL8C3BNkej+p6egI8ZWvnOCv/tVNLl68j6efvsSTT97HX/pL1m5lcS9p9vvlNxGP21Udo9HSm1ITb6dpvp0TSHPLey852UvEAoGGI4JlWWxsNJrm7ruvEasMUCpV+cM/rKLrXgYGtikWOzlzZoORkSCBgINiMXTLwqGvz7cbEBKJmAQCrt35OBwOVLWd9XWT0VGT3l4/giBgWRaiWMLvlxEEgbNnBQKBGAMDJoFAdHdrfmgoSyYzhGVZHD6cZHAwwtpaO4ODczz++H1885t5PB4/3d3DyLJOZ6dJPN7ND3+4weuvv0E06sHrFSmX8ySTCRoa5RJwCNgGfMAADceMKg0ZxgiwQEOGodCQZMjAMg2iHcPrLWEYE3g8bioVEZfrz+jsNIlGZbzeZb70pfsRRQ+GMU61KvKJT7h2z5fb7URRGuegEWl+8CLsTp/DD9um7XaJh3dLhg+a93u1MNjvDX7pks3CgkZ/v49CocCrr/qYnp7ipZcsoItHH73A1772cbzeD082c6/hp+W5vdf71h8MYuZyeIJBjHCY3Cuv0DI3x0ZbG7LfT6Rcpi7LkE6jGQZ6LofR0UGoVKIQDOI2zQYJfgeRx3sT2prk2aPrZM6dw1erYQ4PUxAE5B19snD5Msr8PJpts72+jn99HSOXQxocRJRlzMlJ3MeOkanXqZfL+CsVir29SMEgcipFzTCQAwEEr5dUPI6RTKLmcgiWxezUFB25HDldxzkyQnllBTuRoDwzQyQUYjMWI9LaSjaRwMrlqAWDCDMzhFMplrxenIBcq5EMBgkuL5P+7nfRZ2ZwFgq4CgVKbW2gaTiXlykuL1NaWyMiCORGRxFWVlDn56lfuUJKUWhtaWG9UsF19SpSpYJDlkn6fMjpNMbyMr62NpYHBnBaFurCAvO2jZRK4QPyuk5hbY1ItUquu5uuWIxaPk/GMChVq2zX64hAQtdRDIOS14sqikilEnYgQKqjg+jaGv5cjmi9zkIqRURRMP1+1I4OsqUSQjhMTZaxPB46YzHWVRWruxuxtxd7bo6gw0HJ7SYyOEg6EKBLUaiurxNpa6MsivhOn0aQJPTXXiPi9YLbjex235Lw57zN1z9raC4oRdPEY5qUYzFqjz2GtLlJNJkk43YTGB4mZ1nICwvIXi/6wgLuZBJ3NosOOONxCltbhDc3yQ0NkR8dpbq0hBCJ4LhwAfP116mLIo75eRRNwz5yBMf4OL7R0d2Y+nsZH8TsOoCVPd+vAuO3e7EgCH8N+GsA3d3d7+/MDn5/Dh2K8rGPWTz77AoXLwZIJt/gk58cYWXFAzSaofZbcjVhWdauTdxBfsVNycbe97tdxPWdtvkbfsnirmQjGHRiWRaJRJFEQiYUKqEoXjStTqFgoqoBQiGLkRGDiQkn7e0ZfvVXw1QqRbq6WkgkFCRJI5PxEQzemny4n+TtlZX09pZIJJwEgzf/OBcK5m7YRrNS3gw5aZ6PQ4dq+P3BnShwAUGI4/fLfOpTFbq770MQBBRF4do1gQcfjNLSUsAwgkQiJT7xiUMkEgmy2XZGRnKcPh3l2rU0c3MFurpcfOtbJRRF5MqVZYaGBGo1ibk5LzMzNwCdkye9JBIBFGUDh6PIb//2EJcuKXzuc8MsLxucOhXl0KHgrgVe08O4qVHPZqtcvgw9PdXdaudNt4nG9S0UzF25xjslj/eSI8fdkOG9n939r3kvFgb7Cb3fLyPLWxhGEFnOcvRojGp1m298I0k2GyIUKvB3/s4xvN639nj/sHTi9zDu+rn9fj6z9xJZ0zQxNzcRZRn/+Dja/DzuhQXcbjf5eBzd4SAQi1GdmqJlaopypUJ9dJTy/DyurS30zs7G9vO+yOO9JHlvtWu/Tro8OYlH1zE6Oho64NVVippGrVrFtbGB2NaG0dmJffw4xWAQ9/Y2cirFZq1GdGSE7MWLWF/5CrIkUentJeDxIAH50VF8IyNYpgnRKMW+PuSVFYT5eZyzs4iaRimTQZqfJ5hMsqaquIpF/BMT1F0uZJcLwe2mVC4Tj8fJ12oo2SzGjRvUenpwCgLbuRyRSITkwgJtokg+myWzvEzp/Hm8Ph+bsRjRQ4ewBgboqFRYtG08hQJ2oYBZKCCMj+M9fJiUKBKp15EiETKDg8g3blDe2CBQqZAMh1HicXzLyxTrdahWifT1sbWxQblYxCcIdDgcbLpcqF1dONNpqNUQAgHWPB6ElhY8mQxRUcSSZZzVKtFiEbdlseHx4LUsKg4HRYcDbzBIOZulqOukvV66XC4sUcQaGSFtmoTSaYRQiHxHB+2nT1NIJunUdUq2TUssRrFSwVksIj7+OB5FwazXkdfXqQJKWxvGyZN4enoovPIKsUqFgmm+43S/nwU07wtT1ylsbzeijgH/Qw+hLSzg9vux3W68O/aEZZ8Pv66j9/djiiJYFs61NZzd3Wyl01AoYL70ErF6na1KhVpnJ7WlJeqSRH1tDdXpxDJNvIUC4uQkWjqNMx6/JaDlXsNbzkoQhO/TMMXdj39g2/a33usJ2bb9B8AfANx///32ez3+3aCvz8c//Ic2Y2M5/t2/E1haauPv//1X+Y//8RHicT+2DYuLDnp7Nfx+7y3xw8vL5V2buN7eRjzoXlnHnZIVm4mJNyOtHbuJe/vdPHZGoF6vc/lyCp+vMcZLLymsrhYIhRQefriErnvIZBqENhRqkIrRUQ0I43A4GBryASBJNyUGb+UosZdY9faqhEK3HtdBkoW92EsSQyHXm5IGm2QmFHLh94vIssXZs63k8zV8vhArKxUee2yYyckChtGDy2Xy+OO9nDrVGOfLXy7R3X18Vz+eyeg891yFBx4YJRJR8PkkJiZygI1pRnYqyC6OHLE5c+ZWKcDtpAGCIBIKuXZ3Cfa6Tew9Bz8rjhF3czz7F3h78V4sDPaPXyiYKEqc0dFt3O442WyFr31tltdf7yYYrPLQQzY9PXdXhfxZSz78IJ/bH8Qz20ylkCYnqWcyiOEw8tGjSA88gDeXoyIIWNksXQ4H2/39WD4fW5KEvbOICq+uovt8uMbG0GUZS9exVld3GwAt04QrV9ATCWS/Hx577KbrxY7DhrG1hVvTyFSruCORhqdxsYhVq1G/fBmKRZKGQSCTwSHLiIODcOgQpfl5+ksl1qtVqs8+izo1RQoIJhLUVRVHTw/1kRGs8+cxenpQW1pQQiEUh4NUJoNLlimmUrhtG0uSMOp1rJYWwg4HeU1D6e7Gam3FSqUwTRMtnSY0MMDaygqt8TibbW2ouRx2tUrWsuhqbWWrUsGuVBAnJnCnUmRtm1h7O55ikVpvL+mFBdpDIYwdgi77/dTzeRRZJnD4MJWtLapAbXGReDZLesdP2et2U97aohIKIYRChEWR9PY26sYGzq0tlkdGMDo68DmdVDUNh89HLRTCbm9nbGuLG9UqiiCwFIkQMQyUVIoVUUTu6SHkdKJnMti1GuFUCjmTQZAkDFkmZppk0mlCp07hCwQIr62xoShIikK/203F76f9c58j++yzhJxOzO5unPE4blmGjg7Ezk5aNQ2tt5fQ+DhoGuqOnaDf7abQ07PbDPrzjmbDbH52Fm8+j/HUUzhbWhAnJ7GOHkV2u5FiMUy/H2t+HrGtDTkUov7KK6RiMdA0rJdeoqRpBOp1ZqtVDvX2spnPE9Z1MqUS3qNHKXd14YrFMI8fx9J1nJubSKnUh+7Ocye85afDtu2Pv8v3WKNhrNtE587P7lmIosihQ0H+1t86wdraOX7/9+O8/PIgv/ZrF/iTP3kAj8cDuAkEHLtNgg1JhgO/X+bMmSLd3TerYQeR5kZF1r6FLOdyBgsLDmR5i2Qyjt9vHOjm0SB/HsbGDM6fT/L978eIRHQ+9SmLX/5lB/m8xMqKk64uCdt209NTxe9vjB8MOnnwQRcTEyJLSzLh8M3mxr1E/U7E6U5JePuP9W6Iye0q93vTKvdGaDcrvmNjoVvmfLPi7bmlEbNQMGlt9RKJ3CTHfX1+5uYcxGINKUYoZLI3FXIvDjqm5rzgzW4TzZ+9n6Tsg66k3v3xvH/rX9u2KRYNbLshWQoEHAwO1vD7W8hmq3z96zM880wXTmeFv/gXi3zhC0fp7/ff1dg/a4ufcPqS8AAAIABJREFUn7XnthyNYhw9imCamDQEW74HH6RgWThqNQKVCjnTxKkoOCcnMRwOnOvr4HCwpap4Dx+meYfK09MIgN7aikfXyVkWlUwGRZap5XLIpokcjVJYX8dcXsa5uIjk9ZI1DHxOJ8bzzyMqCqLf33AOiccp12r4FAWrUKCaTOIwDGRJoi6KJMNhhHyeWE8PSUEgoChUHA5cLS24u7oaVfc33kCzLCqAKxKh6HAQeuop8pJE3OMh4/UiKAriyy/T5fWSb21FqVRwORzUajXUVIpSoYCnpYWCptHX2UkhHCb68MPUvvMd3KqKcOQImiwTXFykvrFBtlpFkiTcLS3olQquSgXhhz8k7PNREgTygQDRkycpahqxVIqibeNwOnGnUkjr6yj1OrmWFvxPPYXudqP+6Ef4CgWkWIzagw9ib20RbWtj8f/8H7o2N/EKAt2dnaRXVhByOSyfD6WrC0dbG0sOB3WHA2VmhkN9fWwHArhef53uQIBQTw8Frxevw8GmLGNPTZG1LHyqirdYJJVO0wUNR4hPfYpyLodrcxO3rpMRRVqffBJR14n39zccJCSJ4COPUFZVom43ZksLtLcTbDamquruZ86Emz//BXbvQ1FVqS0uIofDWKZJPZPB1nVkt5vqwADm9DQYBs4bN6hEoyhLS0jFIkWXC2VhAU9rKxuiSI/DwWoySdvx46QVhTZRROvvJxQIELt4kczmJv5HHsGIx6lz7wS0HIQP4hPyGjAoCEIfjYfxrwO/8QG877uGLMv8y395Grf7Db7+9RJzcx/h13/9HP/4Hz/M0FAN2/awsCATDmfw+YI7cdJeDh0Sb9HJ7q96Nb/v69PfZINWKpl4vY30wVzOZmnJRSBQ25VxSFKKK1cU/H6DQsEkmexgfDzB4KAf04wSiZj09/vp6zOwbZlwGMC1R4Zg0tvbIKPAm3TdzTm+UyL4Tip8t6vcH0Tg7kTk9xLu5qIjEHCQTqv09ZUIBr23jNPUpL/dY7oX5BfNOfX33yrJ+TCxf5HxXmD/oqGxA9Mg7M3jTqXKfP3r1/nP/xlEMcPnP6/zT/7JaZzOn92Qmw8A99RzW5TlXWcAY3MT59oaha0t3NksdrWK0d6ONxJBWlkh7/Nh9vcjyTJks4RNE2tqiurCAhVFwTM2BuUysteLVq/juHYNx+IixcFBIoEAdWjYxm1uYm9vo2saVjBIKBQiubKC4nTC4CBWqUTr7CzrxSKxkyep9/ZiJJP4LYstTUPe3CSSzZIOBlFtm9L4OC2f/zz1bJbQ9jYOhwN7dBRZ17ElCfHSJcLlMumpKeJtbVTjcWJPP015cpKoqlKZmcHx0Y9S8fkInzoFr75KTdNw9/Zijo7iTiYxCwWUkZGGxV04jJFM4ujuZi2Xo9e2KbS3o4RCrF2+jK9SoRIK4ezsbFQPCwWcnZ0UYjGqCwsMFApsXb+O68EHUSsV5NZWaj09GIKA0d6OvbZGuLsba3QU1/w8dHaSikbxdncTVFUElwsjGmXkzBmWXS5aTp/GEEWkbJa2dJrtep2yINAuSWi9vbgUhZLXi/TRjxJvbcUCSt3dlI4cwd3RQXVxEb8so6bTxCMRtLExXFtbVK9fp+J24x8bw+Xz4Tt0CK5cobq8TKi7G3HHEtAExPV1/FNTaDuEumlheJDDy73W4HYvoHkfOltbMQcGEINBylNTuPx+SskkYiJBxe8nmkqxBlj5PNLoKMXBQXwOB/ntbcotLeiHDhGoVCjNzhIOhahtb+Nsb6c6NESgqwsxGCTjcqGOj99y79/LeLfWeJ8F/h8a1gffEQThsm3bnxAEoZ2GldIv2bZtCoLwO8D3aFgs/aFt25PveuYfEHRd5DOf+QiPPJLg7/7d11hZeYCvfnWCv/23H8Dvr7G1ZQNeVlYqt7hv2La9q7cFdp08LMsik9EJhXTAueuLCw299dGjdYJBCUFwcumSzdaWjm27yOdrXL0qsb4usrUlMDZWo6fHy4kTOQyjn/7+GoJg7pIOQRB2q9430+TYrfLur6S+ncrcnYjc3nHeTvX0bsnM3bxuv/Xg/kbO/fPK5Yw7LgDuparlXr16w7Xl3gl5eT8I6X73jt7eMoHAzcVnNlvl3//7Jb76VR+Vis2jj6b58pdPvC0i/fOGn/bn9m4zlKZhZLPU63WUdBrZstBUFc/Ro0hLS1iCQF0QWDdN3JKEY2mJaLHIZiqFUqtRB+zTp6mHwwiFAma5TKmvDzfg0XW01lbsaBRfKkVtaIjCwgKeahVJlrGcTpzxOJlkktZSiXIgQPjECUxdJ6tpRAErECCvKNiWhXnuHJLXi79cxhwbA8BIJpH9fpx+P+bTT+OWJLbOnUN98EEqoohnx4/a3dGB+eKLBLa2yLe309rTg+H1YoyO4t3YwOrrQxwcRLx0Cc8bb1APBFDHxhqa75ERtEKBHklCq9dRT52ifPEi3WfPkhkaQt3cxBIEhHod0+9H8vlQTBNXJMJiqURI06hNT1N88EFkpxPZ48HZ1QWHDyOIIh5RpNbSguPGDXS3m2g0imd7m8r2NpLPhzw6Stk06enrwxwaQl9cxB8IsOHxEMnlUFpaKPb04N8pPpmDg9h9fTjLZYSeHsIDAwiCgDkxgX92lsrwMOWHH0bp76ft0UfRZ2fxDgxQP3wY2elENU0MgGPHcBw9CrJ8i8OGGAyiSRLu4eFb7BeNXxDnt4Xm+TQ2N1FrNQqxGJXpaeSVFTRVRTp1Cq8o4r1wgdTEBAGvl2w+j2NjAyUcxpQkIpJEcWwM++hRzAsXiK2sUPD58Hg8GG436vg42oULqOPjOHd2C+5lCE2ydy/i/vvvt19//UAL1A8MTVJsWRY/+tEK/+yf5VGUCL/2a3k+/eleVlYU+voaxLZQMHfTBHM5g0TCiabV8flkjh1rnOelJY1z57zUatv8xm9E0DQLy7KYnJQBC1V1EomUuO++AMvLZRIJJ8ePs1txtSyLfL5RqW4S4my2Sj5fu8WF426I7DuVCtxOprIfb0VS32r8d1NtvdMY++d1rzef7Q/8+Wma+7vF7Y69aYs3M5PiS1+aZGPjEA8/fIOvfOVh4nHfPXEuBEG4aNv2/R/2PD5IfJDPbH11FeHqVUqhUOOPeyyGs7WV8uQk1sQE+tYW6ddeI1yrIbe0UDxyBMnvx5XNIt64Qc00cR47hnroEGtXrxK5fp3a8eO4P/YxnC0tuzHcpq43iMLWFsIOeXSnUg0P6IEBXIkEwoMP4untxdjcbISuFIt4hodxd3ZSuHQJ13PPUTh2jLDDQX0nCpwrVzAzGeRwGI4dQ19bw/njH6ONjBB+/PFbAi/01dVdizE07UDfbFPX0aenG2EruVyDJHZ07B7Hbqz4/DwFXUcdH8fK5RrHNzuLt1ptvD4UwioUsFwuyn/0R7gsi+rJk8SyWTK5HNLWFqKi4BgbQxgdxTkwQPn69UYjZ6FA+XvfQ7RtvKKI1NuLHAohSRKVcBjfjRvkKxU8g4Pky2XkUIiQz0fZ4wHbxkil8CcSbJom6okTADjn5ij6fDhWVrAHBwmKIoIkwbFjt0alb27y/7P35sFxnPed96d7emZ67hPA4D4JkABJ8BZJyZJl2YqO+IjLx25cttdelze1ScVbrk1Vat+t8rvv7lYq2cqmUiln46yz2co6Vryx41i2LNuSLFkHKUviAZIgCRI3cc999/T0dL9/DAYEIQAESPCezz8kBjPdz9M9M/j2r7/P96eGw1hqajac/nC3ddG716gcv9yVK5h/+UsmZmbYZreT/OAHkTs7if7qV4ijo+j5PNjt2NJppnM5PIUCpb4+PAcOYOTzWFMp8oKA7+mnl+4kJH71K/zHjhE7ehT/E0/clvnczHd29d1zHSpV3rNnTbjdLfzbf3uJ73ynxJtveonF5vnCF+rweu3XiO4zZ0wYhoW2toodoZwz/eabGrpuwWodY2Kig3femcNuD5FOa4DOzp0GqVSGM2f8eDzZaxb3La8mm0wmRkYsiKK6lBzx1lvl9Izlix6vJ2BvdNHVWrF+qzXUuJGK7lYsBltv/ivHtdUV1a0WuCtF5K0c+93G8vlV5u5ylVu6j42Z+Kd/miCXO8qTT/6aP/mTR7Baq1nSDwqWUAhNkrAv5jwrkoSeSGDv60PxeMh+73vUWa1MZbM4BIEGVSVTV4cYixFtaCBQW4saChEOh7Hmcih2O4rZjF9R0Be3Jc/PE4lGsZ88ieLxIBw8iBGPo2kaJrMZub4eqb19SdxWsrG9hoGSTEJTE85du1AsFnydnRiZzJLvU+3rKzdzkSQswSCSoqBYrThU9ZqWzKIkYW9rg7a28sSXVemuaWIhyzj7+wHQl2VjL7crLI1PktAyGeSmJtS5Oex+PzlZxtnTU25RXml085nPIF68iKm/n+TMDNaGBvR0GgBTfX05aSWRwL13L6IkkTp5EpfHQ9blQu/qwlRTg1hTg0mWcXu9KDU12N1uJFmmrnKxomnIy1Jbos8/T300SmJ2Fse+fVhyOaSeHqRHHkH0etEiEQzK/tnlFVLz0BB6LIY5FkOT5Q1VmqtWjs2z8gKkkvJRcLtpamsjoutY3W5M589jnDuHcPo0htNJcdHP745GsWSzFEollEwGTz6P+sQT1H3kI9d0GLXv308McD60ZvjbXUVVTG+AqzYJAZ8vxFtvlYArvPtuF729YTo7OwmHp5icDHH4cJrdu52LIsC5JKbi8bKVI59XaW1tIxSaw2qtoaVFWRIMleqzx5O5ZgHjSla2nG5psfPIIxlaWjaXpevxmOnoKOdSV+LfbsaasVXe4rVE+FaJ1FstQLc6GWI9n/hWcS9UuCtzHx5O8Ld/m2R6OkIg0MVnP3ue3/3dQ1y4ILM8nrDK/c01+c+LKR3i4CC51lZSr79OrdXKlUCAhpYW8PvJ9vai5fMYAwME/H60HTvKvs0zZ1BjMbK7dhFqbiZnteJc1ohD9ngoLSxg6u4uL14Lh4k1NWHr7X1fVFclG7sSo1cRxRWRu1wIr/SByk1NiB/9KHDrurotz+5efgGgahoS5Uq3ODiIAOj9/bj37kVbXCQpFwqowSCWnVcbZlX865VGOHJ3N6kjR7B3dJQtKvPzKLKMKElIsox7375rXivPz5NZvCDKaRp6MonnySeJvfginitXUNvasPT3Iy+rHEur+GeXFsZpGqXFi5Mqt4bV2nhbQiG0Q4cQPR6s4TDmS5dIeDxgtaI6nWRkmUAkgiEIOFpamJck6qxWkvPz2F0uzH7/0vld2n5j422rSG8FVTG9QSqV1v7+AP/u3yWIRuv4n/8zzeXLJmCUWKwJTZtjcjJAa2v5NYmEitstceVKnqYmmV271CUBPDnpIB43IYolYjEXfn95QeHYmExnZ3kB41o2iZUZxqIoLlWkNzsnQRBWXRx5I0Jwq7zFawnGrRapt0pAbrXH+nZUn++VaLhisch3v3uB733Pitsd4stfnuIP/mA/oihisVwbT1jlwWBJVE9NUVJVIv/8zzQlk0z7/XT+1m8RT6UwdB2KRcwjI6SLRXLRKA63m3g6TUxVqZEkrM3NiIUCYiAAXLVQSMEgmtNZjtLTNHKShHfRz7zWeFYK1o3OY6sWWq0meJbvZ/ljy73DSl0del8fcG3lt3LBsnI+72vpnMmU27gvHi9VkkDTVh1L5bWy14uaSKBNT+O+cIEM4DlyBI4fx1Jbu+EK872wSO1+QAoGy5GRmlaOlQRyg4NY5ubIqSqlV15BLBYR9+/HEQiQrK9H0nXUcJii30+yqYngoUMYJ09SU1dHaTGqsJLzfre1Cd8oVTG9AVYKjT17ApRKXsLhMV57LUA2m8HjOc+HPlTH6GiBeLzE5KSNdLqA1xtjYiLE7t1xNM2Pz6cSjxf49a/dHD6cprXVh893VXgtF2FribKtrNyu3NbNCMHlom9lJvZq49rseLdapN4qAXkj4vdOV4ZX3u24G9E0jf/23wb41rfsJJM+HnroLF//+kcwmcpRedV24Q82UjBIOJMhqKrMNjcT+NCHKMky4vnzGC+9hBYOo9TUoJjN+FIptBdewFwq0XDlCorfj6Cq4PWiRaOokrTUItwSCl1juViqMq/DnbYPbFaQVJ5vCa7uHV5rPisfX77f6wnxa15bWRwoSUuLA7XHH7/nBNWDQOXiSxwZITY4iOT3Y5mZQc/lKOo6Nk0j3dWFraWF5M9/jhXIR6MINhuyIGA/fx5BELB3dUFfH/ba2vJnbdGac6c/OzfK9fscV1lVxJlMJj796XZ++7fzmM0qr77axZ/92TTT02Ux1NZWAASKRR+7dsVoarItJnqUs6g9nizNzXZEUVxaXAUs2SPgqihbKa7WerwiDivb2ggrt7XWtjfL8rGsNa7VHl+ZgrLeWDfCetu7m1I6buTcbSWVux2plHZH9r8WlfOnqip//MeneP55G52dIr/928M899zj1dSOKkvoiQRehwOtpgbP/v24s1n0ZBJbLkdmYYF8LoeRSmFxuym1tkJNDVG/n0RLC0pfH/66OhYmJtBOnSov5lusllWqb/cSS+kVG1xUt9nnb2Y7G912xfMtLdpC7uZudw8ylc9EIpPBefEi0qVLqA0NqJ2dmLxe9NZWbF1dKOfPEzKZiAsCoVIJvb4e8dAhzH4/6vbtFPx+RLe7fAG2uFD2Xqb6Tt0Aa1UaTSYTH/hAPTt25PjzPz/LW291MjFxGrt9DxaLmUceYdGH7ODMGRP9/TqCICCKIvX1DkSxLPC2qkJ6u8XhetXUlWPZaIX9Ro7FeuNYb3t30+K9Oy3s7/T+16IcCVnkv/yXV5if343FIvCFL2T40pceW6pIV6kC5Wqovm8f9n37yn+gEwksTifR8+fxt7URj8UwpdPYnU6yoRC2Ugn/yAhGqUQpm2X+4kVsIyMUk0no60Osr8c4fhxlMamjQjUBosqDTMVChN1O1O/HumMHxYsXsRoGxtgYibo6nG+/jdliIbxjB8G2NoSXX8a8cyeeI0cwud3oHg/e0VHUVArd6bwnK9ErqX4T3CSCIFBT4+BrX9vF/PwwAwN9/MEfjPDhDzfQ329i927/YrXxamV0ZXOLrbJt3G5xuBmhutq4rteUZSvGcbeIxOudyzsp7G+3xWStjqArf3Y6RS5eXOD3f/8NLl78KK2tr/C7v9vBF7+4/RohfactMlXuDpb7ZnVNQ6f8h99jt5M9erTc4fAnPyEsCLRpGrOahstiIVEoUJdMUjCZyBYK2O12Uu+9h75nD55olHwsdjVJg/X9yFWq3K9ULiJxOklkMpgmJvDNzhJOpfAODDA0MUGL10v25EkMsxmpqQn3vn2k5ubI19dT43QiShJGby/u1lbyoRCS33/PV6QrVG0eW0QgYON3fidEV9cwZ8/6ee65MV55RWZyMrconq8Kyo1aKzZy6389G8NGWO/119v2ZoXqRsZ6I1aO9caxVbaVm+VO2zjWozK2RELd9HvpRt5/K4/F8p8Nw2BiIsvQkMi3v32WT31qlIsX9xMMvsyXv7ybrq5tZLPGuturUqUieLVYDJMkYa2vRygUkGdm8M7PE8/lCDY0oLe24u7qYtZsRhdF5JYWki4X9VNT5EdHSXZ3I3d3A2Uxoc7NgdNJRpIQvd47PMsqVW4PuqaRGxxEHB0ldewYlkSCrCSRDwQwLBamEgl6VZWpZBIfkAuHEWSZWCSC+9VXcV26hDoyghaPl1NuJiZw7t6Nva3tvrm7UxXTW0QqpWEYtXzxiw3s2qXi9zcxN3eGhYUUuq4vNZmIxwsbFh4bEas3K7jXe/31tr1ZoXqrRE8laaUixu5Gri7wu/u+OCrvM2DT5+dGzulqi17LEY3l9+nCgo2TJ8/xX/9rhNnZJurrF/ibv9nFV74SYu9eYcMLcqs8uFR8mPbeXopNTTiLRSw1NRT6+pC6u7E/8wzSY49htLVhJJMEx8bQ43FIp6ndtYv5tjYcqop1bg7l0iU0RSE3OIg0MYE6MoJT09ATiTs9zSpVbgvq3BzS1BSJdBpbNkv+8mW8djsZXScwNYX96acZ37mTpk98gmR3N7U7duCoq8PR10cqFCK9ezdSKITk85GT5aXYyPuJu+8v+z3E8tvLlT/ouh7kG98o8H//7zD/+I87GBlJ8JWvTHP4cC1nzpjYTA7uRltnb1RwX6/9941sezPcStFzt0e7pVIakYgDyNLa6rjjlfLlrNWEZyPcyDld+b6uHIuBAZHe3gInT57nz/4sSTq9n23bXuIzn3mMbdvsBAK2DW2vSpXliQCVmDq314tksWCZm0NvbiZ36RLO4WGiuRxCMIji8VBvsbAQDiPa7WQnJ5FcLlyCQA5wFovkZBm5pwc1kbhvbk9XqQLrrwXQNQ1SKSz79pEdGcGw2Zi9cAG7ppFdWEBsaqIlGEQJh6np7KRgtWI7ehQhFsPf0kKsrQ0pHkeLx3Hu2oV2H35+qmL6JlitScn4uI3OThNf+cp2DCNKW5vC5csNHDt2ms99rpO6Ohcej3VLG5BUqrJrbasieAyD9wnO9YTIVouUWyl6tlKo3woPrsdjJhjMEok48HrvzqYiN3J+tuqcGobB3FycP/qjNzlxIkgy2c7DD/+Kv//7J1FVidZWx/ueX/VJV9kIy4W1s78frbERXVGwzs6SMZnw7NtH0eOh0edj5q23cE1NYVy6hNbWRra9HYfVipJIkJqaQm5vR6bqla5y/6HOzSEODqIsRhMC1ySq6IAyM4P2zjsURkaoMZmI2Ww4OzsRnU6ygoC+2AjJ6fcjOp3ITU3lrp4OB7z7LrZwuNzq/j78/FTF9E2wXkazYUh87nPgcAT5+teH+cUvGhkaGuN//I+dCIKw1JBltWrxZlkp6lcKjZupPG6GrRQ4d3Lx5a2ocguCQGtrWUg/qHaEtRYaOhwCb701yze/eZHjxx9GECL095/mu999nIaG1X2pd/udiCp3J5WmEMqZM0heL7ZnnkFuaED0eon/9Ke01NczLoo4CwWiNhv1c3PMaRpelwvn6dOoTiexVAp7Tw96Mom9r6+ciVxN96hyH2CUSuQuXcJRKKBnMqgf+EC5XXs4jKTr5EdGEN59l2QqRbyvj5pQiLzPh21mBqcoora2ItXXA1ezxp39/eX1BrKMAZjvs4p0heon/yZY7XZ15edkskg06sQw0hw5EuTs2WlyuXbOn0+we7eE2y2tWS1eyfWE5UpRv5bQuJfaaN9usbSaZcftlhbbu7//uN/IhcODbkdYfk49HjPj4xmGhgx+/ONTvP12K62t3Xz84+9x+HCQz3/+cerqXGtuq+qTrnKjaJFI2bLR1oZ7sdtfbnAQTyBAAqh5+GGKP/kJnqkpcqdPI9bXkzh0qNxgIpmEd95BGh5G1jTCly5hbWvDEY+j7t5d7cJX5Z7FEgqRi0ZxRiLMTU7itlqxKArKiRPkX3sNLZ2m1NhI1umkdnKSVDSKzWRCk2W0fJ70/v0Edu1atTPog9ChsiqmbxFXBZmDz35W4tAhE7OzWbZvD3LiRAmTKUxzs5O2NueGPc9rCcuVIm0jYnA1brayvJUC53aLpZXH2Ou1rNnOfbXnV1kfwzAwDIP2dgVdh5GRJC+8kOBv/uYSc3PbMZmifPKTGn/4h09tKD/6Qb8wqXLjSMEgGmBfrJypc3PYFYUEEGhqIjE3hzkUgkgEraYGPZvFMziIae9eSnY75mSSwr59ZGMxbO+8Q+7CBcw9PVQv66rcKyz3R0P5AlP0esHhYPZXv8J+/jxpjwdHdzecOYNpZAQjkcAlCBS2bUOfm6MoSajBIFptLbXxOBmr9YG+M/PgzvwWs/yPfSBgQxRFMhmRTCbP2FieEycc+P0KR48meOqppnXF62aFZWXf64nB1bieQLyZrOQ7YdvYzD5XuwC5nYsz70eWH/9kssjoqBWfL8Xrr2d57rlBzp/PEYk8Rm/vG3z1q8186Uv91UYsVW45q7bA1jRkTSOzsIC9UCAVDOLdtYtkby+cPUshkUAxDARNw93UhNnvR4vHMQkCZo8HY8eO8nbm5t5n96g2ealyt7E8Kx1AHBlhfnQUhoexTE6SGh/HWlND8t138btc5I4cwa6q5GtqcOs6Si6HaW4OKRBA7ukhk06Xu49GIvelH3ojVD/ZtxHD0AH4+Mft1NWFuXxZ4PnnbRjGFZ55pgVRFJc991oheCPCcrOC73rPv5lq7J2o5G5mn2tdgNyuxZnLuVcX160c90pbR2trjp/8ZJz/+B+niER2UVsb5dChY3zzmwfo7a0lldIwm417as5V7n10TSM3NIRbllHNZoxsFktbGw5ZxnC5KOXzlCIRipcuUb+wwGRnJ75EAquikGhtxbVvH6LbTebMGeRwGKWvD0mWl8TzyiYvVXFd5Xax2nut0g5cqavDsliZjg0MIL37LpnxcTKCgCsQoKTruIaHiRSLeL7yFcRsFrPFgvvkSUbMZtpzOSbn5ugEtL4+9MX1CA8q1U/ybcLrtdDeniUScSGKWerrW3G5phkeLvHuuzIOxzSiaOLhh2uRJOmm2mq73RKplIbHY96U4LueQLyZauydSNu4kX3eDRXn1c79ZgX2nRDkK8e9/FhqmsZf/dU5/vIvDcLhvXR0vMl/+A/baWz8II2NIslkkYEBgf5+FZ/PelvGW6UKgDI0hHdqikRTE3JjI6ZIhKIkoff1IWsaps5OYi0tWN95h/FEAikWQ8jnSWkaVkmi9MtforW2YpIkdJMJLRbDbhhL4lkKBlE0DRZFTLWDYpXbxWrvNS0SQZ6fR21sLIvqoSHEUIhMsYimqjgtFgo7d2IOBJg5e5buVIq5116jo6mJaYuFhYUFHIcOEZUkQn195GQZCzzwF4cP7sxvM8vTHNxuO15vkVIpwMxMjvn5LN//vsHcnItLly7S3e3j6NHaG26rHQhkiEadW14Fvplq7J1I27iVUW+3UqyuJug3e3HNM7+jAAAgAElEQVR1J+4EXJtmUz4+NpvB3//9RY4dm+eVVwKUSjY+/OF3+fa3P0x9vWfpoi+RUAEBuDub7lS5f5F7esgB7sVIsFwyiTOTQYlGkXt60GUZ2+QkkixT8Pup0zTm6upwlkqYZmZQNI2FbBZbTQ3eD30IsVAgputYMhm08XFESULXNKShoSVRo8IDXcWrcmupXLSJXi8qlP+dmyv/m8kQn5nBlMlg5HL4ZmaIFQr4gkEm5uZw5vOYpqexz81hNpkYD4Wo/cQnmD9zBl3XCcbjpKxWHF/6EsroKLLbXRbnK+xTDxo3JaYFQfg08P8CO4BDhmG8t8bzxoE0UAI0wzAO3Mx+71Y24ymuRNU9/bRILCZx/LjK6dNTvPyyh+eeE/nYxwb53Oe2kUgYG+4yeNX3a8frXV+I3wuVzrXYaPX4Vo75VojV5eNduc2tsOzc6nO4PIJxeDjBj36U4OTJS7z5Ziua1kNr6yTPPqvzh3/4IWprnQDXfB727Cni8Wz+WN5N7817ger39rVIsoyzv3/pZ3tfH7nBwXKXtkomrtNJMhLBIYqkolFq+vsRL1xgFiiMjmL72c/w1tSwMDVFi9+PEgggBgKohQJCPk9x507ssRho2vs821WqbDUrK9LK1BT6iRMkczmcxSLWs2fJJpOUfD7CQG1vL8mODjyZDImJCeyhELooQjpNs8dD5tQp6ksl5j0eCrt24di+HbJZggsLpBa7jT7oF4c3W5k+B3wS+NYGnvu4YRj3V//IFWxWYAmCgM9nxeu14PerPPWUg5///Ar/5/8YvPxyI7lchLY2F4cPF2hvd60pFFYTYdfb/0bHWtm2YRiMjlrveHrF9YTTykVvt6o6eyvsIOuNd7NV9tWef6uOx3J7USKhcuHCPF//+mnGxpoxmfro6prhscdi7NnTw759ZmpqHO/bxs3cuagmq2ya6vf2OoiStNQ1cUkgZDK4DIPC2BjmhgaUdJrE3Bw1mkZc15HdbkatVlpFkUgyiXnHDsTmZooLC7iiUTLj49i9XtSFhSUxvfyWuKYoKENDyD09q0aLVamyGaRg8H13P5TJSeyRCJn+foq9vegDA5impvDlchQAvaMD48oVQlYrmdZWhFAISVHQs1lsu3YRm5/Hs38/ZDIAZWsIYK++Z4GbFNOGYVwAqtWgRW5UYFWERDJZ5LOf7WTHjhhTU2mmpky8806WubkS27bFePrpJqTFL+C1ROP1uiFudqzLW5HfaS/x8vGsJZxWHovlY96KCqau60xO5mhpsW952sit9mtvZUV/+XFIpTSGh83APN/5zgzPPx9hYuIIHs8wn/rUML//+zupqXEsNRC6U/OqUqb6vX19Vkv8yIRCmEslspKEdOIE3oUFsiYTpQMHiHq9NHR3kx4YwNnVhXluDlMuh9baSsRmw+f3E5mYwBUOo8/OkmtrW2r4AmXftvPsWTJwTZW8SpWb4ZoFiIcPY7p0CWt9PXIsRtwwSNbUIEejaOPjSOk07vp6Ul1d2EMh3JcukbdaEY4cwex0Yp6eppTJlD8b09Ooiw1ZqpS5XZ5pA/iFIAgG8C3DMP76Nu33trIV1bWOjgIdHV7a2ty8+GIeVY3yq1+ZeestD4ZxBa9X5ujRGjIZfVXRmEioG1rItdGxXt321WY0d+J2+vLq53rCafmxWDnHrahgTkxk+cUvZJ58Mkt7u+umBPpq7ehXjmsrLQwbPecbOU6TkznefNPJI49kaGqSmZkZ47nnFnjttSD5vI3m5jf59/++lX/zbw6SzRp3rZe/yro8EN/b16MiSOx9feiNjTgUBV1RSHo8SD4fNa+9RimRYObCBdpMJqJOJ1ank8z4OAwPY0smmZ6YIGixkAiHKXV2EtI0FI8HSZYRvV5Ej4fUjh3Ye3ru9HSr3AMs90TriQSi14sWKd9AsoRCqHNz6CdOEI3HcZRK6N3dSBYLPPQQYjRKYWYG19QUJV1HT6XwRKOkvV4yTz+Nb98+rLOzzFutBEMhpNpa4OpqltWq3lU2IKYFQXgZWM3g9f8YhvGjDe7nEcMwpgVBqAVeEgThomEYr6+xv68CXwVoaWnZ4ObvfSoisNIRsaOjwNNP23jooSCJhMLsbJzhYRMnT3p4883THD5cy+7dQTwe2ypiYusWci3f9mZzq7eSrVh0uBU+Yrdbwu3O4nZbl8Y1PGwmGMzS2urYlODdSEX1Ti8kXEnleDU323jooTgDA1H+6Z9SvPqql5mZdnp6hmlvN/PBDx7lox/1Yjab8XiMDXv5q2wNt/N7+37/zl7pP5U0jVwySb2ioNTVkQY4cYKGmhqUVIrAk09CLodd10kODqJcvoxcU8Mk0LCwgFgqUXQ6MWZmsExMoHV14RVFlLo69EQC/QFPRahyfdS5OcTBQTI+H454nFxNDbZwmJKmkZmfR9d11MuX4b33SGWzmHbuxOd0ohw4gNfpLDcdqq/HPjaGqqrERkYI6TrFbBbh9GlUoK6tjVJLy9UUEEnCsvjerHr+3891P7GGYXz4ZndiGMb04r8LgiD8EDgErCqmF6sffw1w4MCBB2Zp//LFW5VKsCAI+P1lL1I8XsBmKxGPn+PFF3t4/fU0X/ziFZxOK4cP1xAM2pe2caMLua7HnbydvhX73gofsSiK1NfbEUVjaVzBYJZIpJzUcjO+5tWE/d1kYTAMg4mJLDMzZn7961O8806UCxd2Yxgivb0pfud3cjz22I6lJkWVua1ceFvl1nM7v7fv9+/slZW45Z5qORhEbmpC3bMHTVHQk0nkpib0RAJl927k+XnigoAzlcJns5ELBJAOH8b5xBOo4TDWaBS1tZWMwwGKgnVkBGUxVQR4n7caqk1gqpQpqSqZoSEEXcfU2UmptpbclSvor72GUSoRTiSwxGIYqkomnUbL5WB2FtViwVdTg+5w4DpwAK2piYDbTWFsDKvTiT2RoFBXh9DQgH3Z+68qoNfnln8SBUFwAKJhGOnF/z8J/H+3er/3KmtVVr1eCwcOFHn00T0cPDhNKlXg3Xc9nDpl48CBEb761WZMJtNSo5G1qq03YhtYL2XidnGzt/LXmvdmxerKi5XlkYc3K3hXE/ZbZWHYzHlf6wIjkVC5eNHgW9/6JW+80Us+H6S/f4JPf9rCs8+20dXlvabxUJV7l+r39lVWq8StfExuaip3P4xGib31FnI2Sw7IShLe+noyPT14XS4Uux3XwYMos7Pomkb24EEkjwfj3XfJOJ1oyST5XA7z+Diiy4W6d++SL7VyW18ZGionjVAVOPc6m7kwWv5cKRgkms/jnZwkazJh0zS0aLS8kPXUKcjlkM1mBJMJrbGRukIB8/Q0qbExHP39hJNJgpkMyaYmAr296IkEll27yu+vS5ew+P2rXshVWZubjcb7LeAvgBrgBUEQThuG8RuCIDQA3zYM4xmgDvjh4h9wCfiuYRg/u8lx35NsJoli+e9XPv7Rj7aj6zoHDyb4/veHmZnp5u/+bopSqYbt2/MUizF6ezupr3+/9eBGbAP3Q1rCWnPYipSMjWxjI2L2RqrQGxXJmzmHK8ehqirf//4omYzKhQsa588/zL5977Bjh5l/+S87MZkaqK3VbkhIV2Ptbj/V7+1bg+j1EjtzBmN0lMi5c1iKRdyGgWiz4e7txVxbi/XyZdSXXkK/cAFBFNG/8AW0iQmsY2NYnE6UfB5jeJjc+Djm9nbMNhtqXR2iJCGOjhKdmsJXV0fO68W+wrNarVjfe2ymgU/F2qEuLlwNNDayUCzi0jSUsTE8k5NcuXwZp9mM0tCAmkrhsljQDx+GUIjk6Cie8XFiNTX4PvAB1DfewGO3o46MYJ2bwwDUUAhbOIwRDqPJcvVibRMIhnH33pU7cOCA8d57q0ag3pNcz3O81u/Xe/zSJROjo2NcvhwkkUhhGDlOnQrykY+M09LSweHDIoGAbWmBm2EYiw0y2HB+9a0WPLdDUN1p0Xar/OYb3e5m518sFvnpTydJpRQuXUry3e+2USrl+PKXI6hqDR//uB1BCNHZqS4lkdzIcb2TPvxbjSAIJ+7XbOa1uN++szeKrmnkBgcRx8aIHD+OXVXRPB6MPXswWSx4HQ4S2SyW+XlShoFpbAxTPE7EYiHQ3Izm9WJpaYE330TVNOy5HMnGRjwOB3pzM55HHyXz61/jHBkh7vUS+NjH3hdHps7NlYVZY2NVBN0jrHUBpGtaeRHhslxydW4O49QpslYr7qNHUefmSBw7hqNYxNi/n+gPfkAoEiHpdMLu3QhDQ4inTpHbvp3Azp2kDQM5ncbe3EyprQ3J7y9fpC1Wo6XFavTyhYwP2kXZzXxnP1hH6g5zvcrjWr9frbOcx2PG4zHT3V1k//52xsczJJM2ikUTCwtJxsZ8HDu2wPi4zK5dJh59FHw+61I82WbzsG+l0Lkdle/bmfiwWe/zam3gNypMN1rN3mj1PJFQKRaL/Pmfn+N737Ojqnbq6xtpaBjBbK6htbWNxx5zLkbiFZe8/TfK3eQJr1LlRtEiEeyKQsxuJ3DoENnFanRFnCgLC9ijUfIzM4i6TtZuR1lYoGl8HHV2FscTT5A6fx5nOk3O66Xg8WBNpUiMjeE6dYqMz4f74YdJAT5JIjc4iKWu7hrBI3q9pKankRQFaVGEVbm7WW4XWi6stUgE0+AgWiyGyeMht9iNM2W34xwaYm54GGw23MeOkQ4GsdTU0OB0Eq6rw97bizQ+Tqq5GbPJhN1mozgzQ0CWye3cSdHvxzY7i1Fbu2RPchsGqiwjyTJSU9MdPir3JtVP223keoJmrd+vl6hReTwQsJFIeKipSfHMM1bGxhLE405iMUil8vzqV/PkchoHDtTS0eEmEMjgdttvzUQ3yd0sqG6kor1awsd65/5m2sBvlZdclnX++q8v4XTWcvz4JKdPtyLLcT7zmTmeeKKZpqZecjmdlhYnfr+8ZRcn1Vi7KvcDUjCIBngXo8qCi5VGZWoK0+AgYmcnisOBYLNhnD6NNxJB7+wkdvgwnkceoZBI4HrlFRZmZ3H5fKijo+iBAPh8WHI5EmfOoKfT2PftIzMwgDw1hSkSKScsVMRYIoEciWDMz5NLJpdyrG+H/eNBspjc7FwrVWe4tvq73PIhBYMoPT1o8/Moqor17FlUjwf3ww8zMzSE5/RpcnV1ZHw+zD4fhXAYa20t7p4eitEo4sWLuHt6EJ99FgDR40FNJLDX1QEgxGLVqLst5v5+19+HrFe97ugoYBgWnnrKQqlk4/z5BPX1Nk6ciPEXf2FlZsbL3r2z7NhxGVn289hjTgIBOz6fdalqfbu50/aL67HZTpGVOwaVhA+P5/o2iM20gd9KCoUC3/zmOeJxMwMDkwwPP0FDwync7l089dR5Ghtb+dSn2ggG746LripV7lauWZC4wmJhAHoyid/rJXHkCIbXizY7i97cTNPHPgaZDNHjx0nOzOCtrSUMNJpMxDwe7B/5CDlFwTo9jeOf/5lENEpNayvRXA49n8d8+TJyJlOuKAaDqD095C5dwp1IkBkYwLIonizT0+Tm569pFLMWNyIWN+P9vdfZyFxXCubK6ypVZwYG0OJxcp2diCYTltracttvTUNXFPS5OURJwqlpzJw7hyOXoxAOl5Nkdu0in0xSDIWwd3VhGhjAnUiQbm7GFYmgj4xgNDUh7t6NXF+PPD+P6vGAx4Nlehqlrg76+7EsS6e538/Z7aAqpu8x1qteC4Kw1PJbFEWczkYslgwdHW187WsTjIxE+PWvZf7u7+oQBAuvvTaO1eqgp0fiy1+up6vLe0sF7WrC+W5Z3HizaR8r51FJ+Kjkhq83v9sZHafrOiMjSQYHIzz//CQvvNCAqopI0m4+9KE3+NrXthOLRXnyyb3kctyVdwuqVLlXsIRCaJKE3etFSySwaxpeUSTR2orX6SQ3MYFlbg55dhZ7ezvZ/n6adu8mc+IEFsMg4PORs9nIqCppSUJ3uRh/9VXsgGVqCmw2kjYb/oceQj90CEmW8Xs8hBcW4M03MfX2IuzdSyKTwako5AYHryuob0QYP0jVzbXmutKmIQ4OYpRK5KJRRI8H89AQal8fllCITCgE8TjCe+9hTqUotbSQ6elBi8exKwqlUolIPI5y5QohQSDe1YWsaaivvopss7EgCNRHoxT6+pCeeorcyAiehx5CGRpCisWgrw/33r0AKACatjRuywNw9+BOUD2i9xErhd/VaqfGoUMdGIbB5ctxnn9+lMHBIuPjQc6dE7lwQWRiYpBHHnFy8GAdHR3epVv5W8lqwvlusXjcbNrHynm8Pzd88/Pbqqq9YRiEw1leeWUGUSzy3//7DNFoI4LQS3v7JAcPWgiFkvzrf32YixdlnE6BXM6o2i+qVLlJRElaElcV8aVJEu5FcS17vageD4LbjXHwIHbDwDE9Tam+Htf588yeOYMllcIvScT8frSXX8Z16hTxhgacXV3knE5qMxmSgFfTyr5pQSA9NIT33DkWXC7q9u7FZbEwe/Ys3poaMqUS9sU4tEoHveVV6IroEr3ectzfBsTXg1TdXGuuq9k0shcuYB8eJmOz4V4Me6jklGdKJUqFAgWTCQQB/fhxzLEYkbY2lMlJHCdOYE+nie3di+xwUHrjDZRMBq29HV86TUTT8Pn9WJxO7F5v+cKsrg5zIkGpvv6ql35Z++8H5RzdCapi+j5ipfBbWe0UBIG6Ohc9PdsRRZHf+q1Z0mmVU6ei/OhHfRw7NktXVxKLZYJ/9a9cdHYGaWtzb5mwXk04b7Vn9kYF6M2K+o343Tc71s1U7dfalqZpvPjiFC++GOH111vQ9UlmZ3fT0zPOv/gXCk8/3UVNjWOp9bzVqgIGHo/lrrfgVKlyL7Cy0rvSDqLLMn6LhYwkIU1NoaVSCI2NJItFnGYzVsMg6vPhEkWSgBoIYO/owNPVhcnjwZiexuR2o73xBlpHB+bRUTwzM+RLJZyqihoOk02ncc/Pk49EcKgqOcBZLBI5eRJbLIb2yCPY29oArkmPuJXWjXvBZ71yjKv5nZe39lY0DTQNKB9HWyxGPh7HHgoRLxZxZDIwNQWAHA6jxeOoHR0UIxFKuRz5VIrSwAC2xTsRnvZ2jL4+hMFBIq++iq+nB/O+fRTtdpz19Uv2ntz8PHZFQQ0EMJZZOODBumtwJ7k738FVbgmGYWAYBg8/LLFrl0ZLSzvpdImPfKQZn28GqzXHyy+nefXVvVy8eJ7Dh2tob79CX1+J7m4f7e2e6wrr9QTY7VhsdqO2kTuxEO56Y11L4K8WbxiPF3jrrRJHj5YwDIOzZyPEYnlOnYpz9mwXpZLAo4/O8pu/6ebUqUk++ckOenoC78uGrojqSrfDSMRBV9fmOjtWqVLlKtcVM04nsUQC+/79EAhgAuyahimdJu12o+Zy+Fpb0d9+G2d9PYV9+3D095M6exbTlSvkFhbIJpMICwukEgls9fWUHn8c5dQpZJsN/cwZCpKE7vEwPzmJO5fD299PBhAvX4Z4nKzPtySil1eoK+KwEtG2lQJ4q33WNzq25a+rjKtSsdc1DWlyksTgIO6HH0ZPJGBggEI4TKa+Hu9jjy15oJVQCCkQKNs5KtstFsl6vSy8/TaBUon5117D2dxcbtPd3IwwPIx2+TJyNovqcmGYzTiLRfIOB4EPf5ii2429pYXM+fM0ms2EGxup27kTyWxGXXZhJgUCS8dx5dwfpLsGd5KqmL4P2Ezjjoqnur3dtpQM0tFh8Hu/147bLfHII9P8p/90ic9+1kGptMB3v+vhxz8WaW3N0dU1w/btJvburSEQcNDe7nqfGEskVAYGRPr71SVhtnKMlbHciornrbCN3KoK7fXGulzgL4/Pm5zMMTpqJpstcvSozvx8mr/8ywtAiJ/9bBaLJcCJE37m5gwsli6eemqI/v4ujh5to6PDzTPPXH8OyWSRSMRBMJjF43Fs2ZyrVHnQuJ6YUUdG8M/OkpmYWOp2qGsamizj1DTk+XkUpxN11y5Muo4jlUIZGcFy6hTpXA65VMKeyZCJxSgNDeE4eJBUUxOdus6EriNdvIhZUZjXNBouXkS320kcP46Rz2MzDDKBAMFCAeHMGTLz80iBQFmQOZ0kjx3DW1tLLhpdaqFumZ5GWRTXyyu2KwXpaqJ2ZRe/rayYbnRh4MqxLZ+TFo0iZzIksllsmQw5m41SsYhvdJSMy4Xk95NMJJDjcZzJJLmaGnRNozQ8jCkcRunpwYjFEBar06VEAvXNN6lXFKZ0HffsLPMnT9Lc3U36sccwz8ygWa0YLhdGby9yNErWasXe2Ylks+EOhzHSafjEJ8geOEDj009jcTrRnE6cKxJjShtYXFrl1lE98vcBG63GrhRvV3++mhV86FADf/zHDnbu9GAYBjU1E7z9dpZ4PM9LL9Xx/PNmWlqS+HxRgsF5Hn+8jkxG4POf70JRRMpNgN7fCGj5GOH6i/JulM1WmDcilG/VIsmVY11vLJUx+Hwpzp4Fp3OW06cNFEXhG98YZnT0AF7vZVR1FzU1wzzzjMaePRKqOsfnP78fRRFX7ay5VgMfj8dMV1cRj8dRtXhUqXILkXt6yCz+W6EiwHVNK3tdg0EsoRCxSATnxYtks1lsgoDF5yNhGFhlmbzFQk0sRsTnw71vH1OlEpbmZkpvvUU2lcK1dy8L9fVoDQ1Yjx/Hd+ECU6JI6JOfRAkESE5OYp2aQisUsLW1MT8+jv/sWa50deG1WlFSKezNzejLEkIqwlWLRJAmJsgtinF5fn5VwZ0bHLymFfpqGcuwthhfj9Uq6cvRFIXE669jz+fR9++/2qDE6SQjSYiahpzNEp6cxK4oJCYncWoasUAAi9NJYWYG6aWXcIkiibo6soKAcPEi0pUraPE4xdFRirOzBAIBpPl5RI+HzMgIbrOZ2bY2SoKAMjODw2olVVtLMRbDPzXFVFsbdcEgRiiEVdMwqyri9DTikSMY9fUAeINB9G3bkJzOVS/O7t7Wew8OVTF9H7CRauxqQm014ZlKacRiTiYnc7S1OXn00SbcboHGxgxPPRVjfj7J6dMqP/xhHbGYyA9+oKDrMn/6p//Irl2NbN9uxu+3c/hw3/vi4lYujrxdiw43IlLXE8o3U+1eue/NjEXXdSYnc7S02LFYNH7wg/fweERGR2spFOJcvlzHyy9HiUT24HCM83u/J5LPX6K+vpGnnnITCNgYHbWiKKvPLZksMjAgAgZ79hRvaOFllSpVbg5Jlpcq0itZKZy8jz2GEgoRbG0lU1uL5fx56q5cAYsFY8cOiqlU+XWnT1NfKjEbDoOmIQcCpASBAJCIxbAUCkzNzeFQFFLnzuGsrcV64gTpbBZLayux06eRzWbS8ThKNIpldpZULIa8bRtaby/23l4UQFcUtPFxADK6juXcObSHHkJtbARNWxLcotdbFrK5HJmWFpwrqtHLq8rANQv5VkbMKVNTqAsLWBabjixfaLfeYjtlaAj3hQtkLRZs+/cv7TOzGEGXA1L5PA6TCS2XQ9y9G/X8eTwLC6TMZuShIfSxMeZbW/GVSognThCfn0cwmdA8Hkyjo1iGhsi0tmKdm0PfsQOX10tq2zZannkG9dgx5sfGkNrbEbu7ka9cYSGVwlooYE+nyUsSenc3aj6PvHhM5cUGKuv51yuJMZaqJ/qOUhXT9wEbET6bqa5mMirj41Z8vrLA2ru3iMfjo7vbj67rDA8nOHJkmsHBOBaLyDe/mWdo6DcZGjqO2RzC57Px05/+lKYmmVxOJhQS+M3fbOPxx5uXBOTtFGrrzX09X/Jy0Xuj41257/XG4nZLBAIZZFniueeGiMUynD7tYfv2JDMzOf7X/2rCYtEIBhX6+oI8/vgUfX1tjI5OIssNfP7zAcxm8+LdgfIcOjoKeDxrXyT096uL/9/Y/KqLEqtUuXMsF96WJ55A6elBmZ2llEhQl0qx8NJL1KdSJA4fRtq3D0s0iubzkWlowGU2Y6TT2Gw2EjU16H4/znicsCjiHB4mce4cYkMD+eFhfILArNdLnd+PW5ZJhkKotbXkwmHkgQEyViuZt97CGwigpdNoiQSpUglvPE7BbsfR0oLc04O6WJnODAxgPX6cjMeDVFND4t13EU0mnLt3I8kyotdLZn4ei9OJnkiQCwTQMxmSp05hWVhArqlBWxTN+vHjmEdH0VtayPT1LbXFtoRC5TSTmRnETAZ9auqaRYI4HCS7u7Ft27aUsKLU1SEHgyiRCMqVK0hTU2RdLhweD7S3k5qawmYy4ZFlMvPzCKqKzTBIpdOYAgGkVArJ6STf14eWz6MC1ngcdzpNqr4eZ0MD/scfR5Qk8qJIU18fGUHAnMuR03W8jY0UDh+m2NGBxe3GMjKC5nIhmEzXnvd1LDFVT/TdQVVM34esdvt+o9VVr9fCI49AJdFhpZBMJovMzLj46Ee7+cIXrGiaxpEjo/zJn7xCNNpIZ2eS8fFpXnllB4ZhAWKYzfX88Idhnn12jB073Pj9NvbsCXD2bIZPfrKZfF64aS/1eiJvvbmvJZQrorejo3DdpivrsZa1xu2WSCTKjyuKwp/+6VlcLoNTpyQMI8rrr/eiqnF03crLLzvZvVvi0KE0e/cmaWxsorVVp67uAHV1Cp/97AFSKQ1d1xkYEGltVZiYsAICe/YYa45bEIRrfO0b4W7JBa9SpUpZXHsPHgQg9stfUtveTsTvp/bZZxEVpWzZCARwtbVR7OpCaW3FZLVSOz6OfugQC+k0vqYmCtEofpeLSGsr7kCA9MAA3vp6CrEYxrZtyKOjEImgZTJobjeJX/yCmjffZO6hh5BkGfnyZcwzM6RCIZzj48jT0+RKJUSTCUlRwOlE8/lQ7HakN95AOHUKW3c3itWKpbOT6I9/jM0wiJ08iTOVgkOHEM6fp/jaa+Sam7HX1uJZFNocPEihtZXCwgLmN97AcLuxNTQsiW1bOEz+/Hl0kwnlyBEkWUZTFD9EDgkAABduSURBVDh+HLNhoPn9ZOJxrHNzFBsblwS3ZWQEfWKCYlMTajpN+vXXaQ6HCff2Yj1yhNKVK2R/9jNyFy/i9HpRenowBQIIu3djm5rCZbcTyeWQZJkw4GpqwpRIoITDGOfO4QoEUA4fRiwWses6pc5O5GQS+4ED2NvayI2Poy4sUCwWsbvdsMymUhXMdz9VMX0fUr59L1AWU8UlQb0R8bMxgXXVoSVJEs88081v/EYnZ88mcDhETpxQOX58EFXVkGWR8fEZ3n23ge98pwMI4/d72bZtgrGxVv7qr/4Zr7eeI0ck2trc/PKXeT7wARu/8RttmM3m93l5rxnFMgG9lsi72ai8jTRdWb4ft1simSwCV6vvlYsbi0Xjj/5oALsd3G4Lo6MmZDnNj340yeXLezCbdRTFTDDoIhSa5oMfdNDTEyGfL9Hc3EooVESW+6itzdPSYieV0nC7y/96PObFCyhjseJsULkg2krullzwKlUedFYuuPM++ihKXR0NPT3oiQSW6Wnk+nq0T38a0eNBSKXwd3eTMZsxyzLRujrqRkexpFKk+/vR2tux+XzoTifeaJTZdJr6UolUsYi1WCQ+OorP4aDg9yN7veQCAZRolLpCgRmTiYCuI/l8lDo7SbhcZI8dwxeLUWhpIZZIwPg4ottNJhrFuHiRgtdLaGaG3Asv0Dg7y4yqol+5gmA2g9uNYDYjl0oUolEsc3Okjh3DLcuoxSJyZyfi0BClS5dIP/oo+UIB08WLmMxmpLY2UokE4sWLWJqaCNrtKIKAmsuROXkSLlzA5vWSjsXw7NtHIp+nGI9j1NVR1DRMMzOURkcp+XxcyOWoa28Hyr7u4vQ0rmiUxMgIDpOJRouFOZsNXzBIZNcu5HyewtwczmwWbXYWcyhELp3GnMuR9HhwbduGODhIzmbD9/DDkMksVZtFSUKXJNyGgdbcjH0V8XwvxAk+qFTPxn3I1dv3Wy+mvF4Le/YUr9muYRik0yX6+/3E4wUcDgvf+MZR/H4ZgGKxyAsvjHPmzCwLC3bs9gUMQ+HkyQFGR/cCNl5+eR6/P0c8XssLL+T43vdOEQpZCQZVdu92MTamsG+fD00z89RTTZjN1wrotUTejbQDr3STrPiWA4EMLpeNeLyAYRhLlepUSsPpFBkcTNHYKHPypM7584OEwyILC3m2bROw2UycO2emrs7M+fMT/OQnu9H1aTyeRvL5yyhKAF3vxOcb5qMfNeP1FtizJ0BfXwsdHV5EUWRkxEIwmKWlJbAo1K9aTyqJLJX5lc+NdWnuW03VS12lyt3Bylv/yy0g+uLv5GAQsa2t3HwlGiUny1haW8nF48g+H+aRETJeL+7eXgqTkzRdvMhUayuKruOQJNRUipKqkursxJVMUojHsZhM+AIBprdto3Z0FGN+HqGjg3wohKW3F6+msfD22wSvXCEqCBQA+zvvYC4UELdtI5nL0aDrZC5eRP3bvyXgcDDT3U2xVMIzNkZSlvGpKqmFBfKHD+PIZEiPjmJaWGDKYiGkaaSzWQqAw2bDyOexnjtHemAAubOT4hNPIJw+jScWI5NMknG7yz7wN9/EEQ6TSqXIe734ampI5HKU/uEfqFEUcp2d+JqbKTgcpL1ejAsXaNM0Fv73/8aor6eQShEQRcacTrZZLMw2NDDrdmPXNArz83gOHsSRSBBubMR59iw6UGxsxNvZScZqpUaWyaVSkE5jSafRE4klTzQseqE/8AEA7KtE3MGD1bb9XqMqpu9DbuT2/Wa2vVJMLResgiDgclkQBH3p95Ik8cEPtvKxj3WSTBYZH09z7JiD//yfz3PhwhUUpcju3X46Oz384z9e5q23grzxhot8voTJ1I0snwQeIRA4S13dNn7+8+M8+2w9Y2NpSiWdF1/MMzOjUCiUaG21k06XaG11EQzKTEykiMdLdHXZUZSyH7xQ0Dl6tIE9e2oxmUwYhsHISIKf/SxJU5PCyEgawygxMZEmFHKSy3kxjBiBQIhIREGWzTQ25kmn7SQSEaan6/D5rjA9bebChV7y+ctks81IUg5J0igWLXi9RRobd7Bz5xgtLTqPPz6FrttIpxNcvjzFV7+6ne3ba9+X463r+qKQtiOKIoIgXCOel19ELD83K0V2lSpV7i/Wu/W/8ndSMIgG2INBcoOD+GdnSWzbhvCJT+AoFnEDuYMHSdTWYrdYcKbThL1esFqpSSbJ9vaS37UL6/Q0poYG4qOj1PX3k96xg8ylS/jefbdcfR0eJiOK+HSdcVWlrr8fOZEgXSoR6+7GtWsX9RYL03Y7TqsVsVQifeAAgUOHSP/DP5C32ZCam4kOD7NtaIjL7e3IO3eWxfSJE8h795ITBKyxGJKqolqtOPbuJZFIIJdKzI2PYxsdxWMYzDQ04DCZSP/85+TNZjzBIGp3NzQ2YldVlG3bMGsatkSCy7pOcMcODEHAtn8/zvl5FK+XWU3DY7Uizs+XUz927aJl504yly8T2rsXcXCQ+Hvv4e7qwlRbS/H/b+9sY9s6rzv+OxQp0hTFF71LfqHk10SK7cZWmxfba7sYRhZs6dJ1QPeha9YOXTEU2D4NGQLsw75sXYEBG9qhCLIBHRB06bp1yxa3TZq0DdDC8ZImtuMX2VYiJVYsWa8URZmkLvnsw71UqDeLlETqWj0/QPAl+eg+/3tIHZ/78Dzn1NXR9PDDZHt68Dc0zG+QDB87Rrqvj8CePczmcnivXCHvVB0pXmkuDq6XQxuwuBcNppUVKTVFYvGq8OKV649qT88Ri/kxxnDjhsWxYz3zq9dgB44HDrQyMDDF1avjvPfeNNeuvU9vbx1wkaNHG3nxxUu8+GI3p08PkUqFsaws09O3say9gAAjiASJRML4/cMkk/WIdOD1XsaYZlKpNLlcmo6OKR55ZJhwuIbxcXsl+erVXczNWYyN1ZLLNQOTiEQx5kNqavYRDg9iWe2IZPD7g4CffL4RkQC3b7fg8zXR3n6ZY8fquHVriM5OH4cPe8hm08TjYRoahEhkH4lElPvvX9ggpZDjvpjpaYvx8RDR6NLgGVZeKdZ0DEVRChQH14VSfKEDB/AGAvMBXbCpidDevVjpNOlwmNY9e0jfuMHEq68STaXwZjIEfT4mr16laXSUyWCQbe3tGL+f9NmzpHw+WtNp5lpaGB4episQYCoUYs6yCNXWEs5mSQ8OIuEwO48eJdPfjyeTITMzQ3Z0lG2zs5j2durr65nav5/Lk5PE29vJbN9O5tYtPMkkc5EI4VOnyN66RerKFepFmBsaovHRRxnv66Pjww9JvvcemZoa/Ok0ieeeI3rzJsFIhOGdO9n+4IN2HvnAAGmvF//u3Uz6/ezO55k9e5ZYezvp7dupra+n7tAhQm1teBsamL16lWbLYm7HDsLGkP30p/FEo4y+9RaNDQ2kOjrwJxIE02nSg4OEDh1asLKcn5oimE4z299PbXMz3okJ8l5v2SvNmjvtXjSYVlak1BSJldqYG2OYnMwwODhDPh/CDnbtIPLECc+SQO/992c5cybK8eNeTp7sJJ/Pc+HCFJlMhObmWaeySBt+/3s0N9fh800Si/no789z6dJ16uoy7N8fJpmcJR7P0NhYR1/fFMYkaWz0ce7cOG+9lWFgoInbt/O88ooXy4qSyeRpafHT0zPOwYNCKpVkZCRDX1+Ge+5Js3NnlrGxQe6918Ply2n27EnQ2RkC0szOWmzbluTNNz10dQ1z4sQBYrFtXLrk4+DBPF1d9UtqOxc3rynYeXGOe3EOdinB82rviaIoCiwtxbdkFbvo9WwmQ0cgwGg+T93Jk2SSSbzT00xPTEA+T/jyZZIiRONx0o2NWPfdR21TE9sHB8n29xPo6sJ/9iwz+/aR7+igMZGAcBhrxw5qczkSr71Gk2Uxbln46+rwPPAAc6EQoXffpSaTYSIWI9bcTLimBvF4yPl8WOPjeK5dI+hUDonkckgoROQLXyD9ox8h2SySzZK+fp36wUFG29ogHudAMMhoMkmsqYl0IIA/lWLm/HmCBw8yAWzr7WX4/HnCfj+hRILRVIro8DCmpYVQdzdzExME9u8n6+Q5W2NjNO/axXRLC3V79hAYGWEqnSZaCJIXfTNQ3PKbopbfutK8NdBgWlmR9a5uJhJz/OIXeYaG6nnooRTRaAxYOdDbtSvI8eMz7NoVBMDj8XDoUIyBgRkuXPBQXw8f+5ifp58+QCIxRzy+G4/Hs2wt58nJDO+/n2Lv3m727bM36E1OZrh1a4af/3yIXC5Hc3MdqdRtxsbS7N4dpaenA5/PRzx+iERijqkp+yYiGq1letqivr6GDz64PZ9yUcAYwxNPLJy/ubn0lurL5bgvvpEprF5rSTpFUapF4MABpsfGaA4EsEIhrEyG2tlZaGwk393NTCpFYzxO9t57CTtpDQDZjg68H/84yXfeQYaHCTU0EHj8cUil8EQi+L1eUiK0z8wwkssRC4fxjo4iloXv8GFu9vfTND7O0I0b4PeT27sXby5HzOtFrl0jl0zaqRF795Lx+ai1LILd3WQGB4kkk+DzMRMKkZuZobW1lZrPfpZUNkvT0aMwM0PwyBFm+/pouHiRRDZLx6FDTA0NsWtsjLEPPyTd2kpk2zZuDw1BczO1AwP4w2Ho6PiohbeTOhMtNJoJBAhHo1hTU0uCY4/X+1EHyUWbB3WleWugwbSyIutd3YxEfBw7lieRyBKPR1cNAj0ej7Piu1RDfT10dmaJRkMkEnNMTNQTi2UXlP4rruxhB/EhHnpoikgkhojQ0BBgetoCutm5M8uJE74Fm/j8/hnGx0M0NGRpaAgsSEEp2GGxvuXsVK7dlstxX3wjoyXpFEWpNt5AgOgnP2l3CrQsguk0Mx0d1La2EijaJBc4cmT+d4q7D4aNIdHQQN2uXfhCIQL33GNvhhwcJNvURO7kSXbs3481Nkb28GFqm5upbWuj8dQpZkZGqA8E8A8NwalT1Pb2kh0dpSYWwwPkEwlqGxvx9vUhk5MkvV5as1kmOjsJdXfTGQox/ctf4o3FCN9/P96A48+jUcAOYmebm6kLhzGBAJFQiInGRsIPPIDH62VqZIS6jg4yXi++SIRMW9uCZjOLV/Tnj0vMY1e2FlJo8LCmXxb5BvA72N9U9AN/ZIyZWmbco8A/ADXAs8aYvy3l/L29veaNN95Ysz5la1BKF8HiDXeFVWh79bpuwSpyPp9ncDBFJOIjFvMvON9KK89uQJul3H2IyJvGmN7N1rGYSvpt9dlbk7xlLehEeKeybIVufWmn7XghuC5uoDLfVjweXxJgFuYqbNDLT08T7O6eL/eXbm3FGh+385OdY29jo91O/OpVvEUb/wrnK7ecXCHgnw0ECDilBjeyHJ2WuHMn6/HZ640YXgbuM8YcAq4Cf7mMuBrgW8BvAd3AH4hI9zrnVX6NKKz0Lm6DXhxULq5q0dAQoKurfklQ7PF46OqqX1A1o3C+ZDLH+HhoPsVjPTeaG81y16woa0T9tlIW1tgYgZGR+Zbdy1EIgj3RKFmnGUpgxw6CnZ1L2n4He3qw4vFlc4ULc3kDAUJ79xI+cgRvIGBXsti+nbxl4RsaYsbnsytlYK+g14ZCBDo6CI6P2yvpReerHRpa8NxqeJuasOJxgj099rlXuYEol7VoUtzNuj4dxpiXih6eAT63zLBPANeNMe8CiMi/AZ8BLq1nbsXdLLeSWsnV1Y3YcFduoxZFuRtRv62USykl2cqpTHGnlIeV5ir8Tv7GDaSmhtqWFmrb2uZblq/0u2spJ1fplAwtcbf12MjvF74EPL/M89uBD4oe3wAeWOkkIvIV4CvOw4yIvLNhCjeOJsCNt5Qu0uWpgaAfZjOQjwFji57LbbZC7mgvT80manTR+7gA1VUeBzZbQAms22+rz14XW0qXF7wWWBXQU6AJGKvCPOWypd7HKuBWXWv22asG0yLyE2C5W7SnjTH/7Yx5GvuD/dxahRQwxjwDPOOc9w2X5hyqrjJQXeWhusrDzbo2ce6q+W312WtHdZWH6ioP1VUe6/HZqwbTxpiTq0z+JPDbwCNm+STTIWBn0eMdznOKoihKBVC/rSiKUj3WtQHR2e39F8DjxpjZFYb9H7BPRLpEpBb4PPDCeuZVFEVR1ob6bUVRlI1lvdU8vgnUAy+LyNsi8m0AEekQkdMAxhgL+BrwY+Ay8D1jzMUSz//MOvVVCtVVHqqrPFRXeaiu8qik33brNauu8lBd5aG6ymPL6VpXnWlFURRFURRF+XXGXZ0pFEVRFEVRFOUuQoNpRVEURVEURVkjrgqmReQbInJFRM6LyA9EJLrCuEdFpE9ErovIU1XQ9fsiclFE8iKyYjkXERkQkQtOHmLFy2KVoava9moQkZdF5Jrzb2yFcTnHVm+LSMU2N612/SLiF5HnnddfF5HOSmkpQ9OTIjJaZJ8/rrQmZ95/EZFbK9UKFpt/dHSfF5EjLtH1KRFJFNnrr6qka6eI/FRELjl/i3+2zJhNsVk1UJ9dMV3qs13ms0vUVXW/rT67bF2V8dnGGNf8AKcAr3P8deDry4ypAfqB3UAtcA7orrCue7GLef8M6L3DuAGgqYr2WlXXJtnr74CnnOOnlnsfnddmqmCjVa8f+FPg287x54HnXaDpSeCb1fosFc37G8AR4J0VXn8M+CEgwIPA6y7R9SngfzfBXu3AEee4Hrs99+L3clNsVqXrV5+9wbrUZ7vPZ5ehq+p+W3122boq4rNdtTJtjHnJ2LvIwW5zu2OZYfNtbo0xWaDQ5raSui4bY/oqOcdaKFFX1e3lnP87zvF3gN+t8Hx3opTrL9b7feARkQ3ud16+pk3BGPMaMHGHIZ8B/tXYnAGiItLuAl2bgjHmpjHmV85xErvyxfZFwzbFZtVAfXZ5qM8uCTf67FJ1VR312eVRKZ/tqmB6EV/CvjNYzHJtbhcbYrMwwEsi8qbYLXbdwGbYq9UYc9M5HgZaVxgXEJE3ROSMiFTKeZdy/fNjnMAgATRWSE+pmgB+z/mK6fsisnOZ1zcDN//9PSQi50TkhyLSU+3Jna+a7wdeX/SSm222kajP3hjUZ7vPZ5eqC9znt93897dlfPaqHRA3Gqlye/KN1FUCx40xQyLSgl3D9Ypzd7bZujacO+kqfmCMMSKyUv3FuGOv3cCrInLBGNO/0VrvUv4H+K4xJiMif4K9CvObm6zJzfwK+/M0IyKPAf8F7KvW5CISAv4D+HNjzHS15q0G6rM3RdeGoz67KqjfLp0t5bOrHkwbl7a5XU1XiecYcv69JSI/wP5aaF2OeQN0Vd1eIjIiIu3GmJvOVyO3VjhHwV7visjPsO8QN9oxl3L9hTE3RMQLRIDxDdZRliZjTPH8z2LnNLoBV7aZLnaGxpjTIvJPItJkjBmr9Nwi4sN2ys8ZY/5zmSGutFmpqM+uui712e7z2SXpcqnfdqX/2Wo+21VpHnIXt7kVkToRqS8cY2/MWXYXa5XZDHu9AHzROf4isGQ1RkRiIuJ3jpuAY8ClCmgp5fqL9X4OeHWFoKBqmhblZz2OndflBl4A/tDZ7fwgkCj6enjTEJG2Qs6kiHwC27dV+j9XnDn/GbhsjPn7FYa50mYbgfrsiqA+230+uyRdLvXbrvQ/W85nmyrvpLzTD3AdO0/lbeensFu3AzhdNO4x7B2Y/dhfnVVa1xPYOTMZYAT48WJd2Dt8zzk/F92ia5Ps1Qi8AlwDfgI0OM/3As86xw8DFxx7XQC+XEE9S64f+GvsAAAgAPy78/k7C+yugo1W0/Q3zufoHPBT4J5Ka3Lm/S5wE5hzPltfBr4KfNV5XYBvObovcIdKCVXW9bUie50BHq6SruPYebfni/zWY26wWZWuX332BuvaJHupz94YXVX32yX4RvXZC3VVxGdrO3FFURRFURRFWSOuSvNQFEVRFEVRlLsJDaYVRVEURVEUZY1oMK0oiqIoiqIoa0SDaUVRFEVRFEVZIxpMK4qiKIqiKMoa0WBaURRFURRFUdaIBtOKoiiKoiiKskb+H0g7MKBMv/InAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 4))\n", + "plt.subplot(121)\n", + "plt.scatter(new_x[:,1], new_x[:,2], s=2.3, alpha=0.2, linewidths=0.1, c='blue', edgecolors='black')\n", + "plt.xlim(-2, 2)\n", + "plt.ylim(-2, 2)\n", + "\n", + "plt.subplot(122)\n", + "plt.scatter(X[:,0], X[:,1], s=3.3, alpha=0.2, c='red', linewidths=0.1, edgecolors='black')\n", + "plt.xlim(-2, 2)\n", + "plt.ylim(-2, 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We plot the flows from prior to data distribution:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "traj = model[1].trajectory(Augmenter(1, 1)(sample.cuda()), s_span=torch.linspace(1,0,100)).detach().cpu() ; sample = sample.cpu()\n", + "traj = traj[:, :, 1:] # scrapping first dimension := jacobian trace" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n = 2000\n", + "plt.figure(figsize=(6,6))\n", + "plt.scatter(sample[:n,0], sample[:n,1], s=10, alpha=0.8, c='black')\n", + "plt.scatter(traj[:,:n,0], traj[:,:n,1], s=0.2, alpha=0.2, c='olive')\n", + "plt.scatter(traj[-1,:n,0], traj[-1,:n,1], s=4, alpha=1, c='blue')\n", + "plt.legend(['Prior sample z(S)', 'Flow', 'z(0)'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Following tutorials in this series (WIP) will discuss regularization strategies to speed up CNF training, such as those discussed for example in [Finlay et al. 2020](https://arxiv.org/abs/2002.02798)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "py37", + "language": "python", + "name": "py37" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/08_hamiltonian_nets.ipynb b/docs/tutorials/08_hamiltonian_nets.ipynb new file mode 100644 index 0000000..f6c2dcf --- /dev/null +++ b/docs/tutorials/08_hamiltonian_nets.ipynb @@ -0,0 +1,725 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Hamiltonian Neural Networks\n", + "\n", + "In this tutorial we train **Hamiltonian Neural Networks** (HNNs), a useful tool to learn simmetries and conservation laws from data, firstly introduced in [Greydanus S., et al., 2019](https://arxiv.org/abs/1906.01563).\n", + "\n", + "Let $q\\in\\mathbb{R}^n$ be a vector of generalized positions and let $p\\in\\mathbb{R}^n$ be the corresponding generalized momenta. Roughly speaking, HNNs mimick the canonical equations of classical mechanics\n", + "\n", + "$$\n", + " \\begin{aligned}\n", + " &\\dot q = \\nabla_p\\mathcal{H}(q,p)\\\\\n", + " &\\dot p = -\\nabla_q\\mathcal{H}(q,p)\n", + " \\end{aligned}\n", + "$$\n", + "\n", + "where the Hamiltonian function $\\mathcal{H}$ is parametrized by a neural network $\\mathcal H_\\theta(q, p)$. In the original paper, provided a dataset of tuples $(\\dot q, \\dot p)$ generated by some conservative dynamical process, the HNN is trained (the parameters of $\\mathcal{H}$ optimized) to minimize a loss of type\n", + "\n", + "$$\n", + " \\ell_\\theta := || \\dot q - \\nabla_p\\mathcal H_\\theta||_2^2 + || \\dot p + \\nabla_q\\mathcal H_\\theta||_2^2 \n", + "$$\n", + "\n", + "We hereby show how to implement this experiment in torchdyn for a simple mass-spring system" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('../')\n", + "from torchdyn.models import *\n", + "from torchdyn import *\n", + "from torchdyn.datasets import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The vector field of an HNN, to be passed to our `DEFunc` can be simply defined as follows" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "\n", + "class HNN(nn.Module):\n", + " def __init__(self, Hamiltonian:nn.Module, dim=1):\n", + " super().__init__()\n", + " self.H = Hamiltonian\n", + " self.n = dim\n", + " def forward(self, x):\n", + " with torch.set_grad_enabled(True):\n", + " x = x.requires_grad_(True)\n", + " gradH = torch.autograd.grad(self.H(x).sum(), x, allow_unused=False, create_graph=True)[0] \n", + " return torch.cat([gradH[:,self.n:], -gradH[:,:self.n]], 1).to(x)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We consider a 1D mass-spring system\n", + "\n", + "$$\n", + " m\\ddot x - kx = 0,~~x(0)=0,~~\\dot x(0)=1\n", + "$$\n", + "\n", + "and we let $q=x$, $p=\\dot x$. We then train the neural network on data generated from a single trajectory of the system\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \"Static\" Training" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.utils.data as data\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "t = torch.linspace(0,1, 100).reshape(-1,1)\n", + "X = torch.cat([\n", + " torch.sin(2*np.pi*t),\n", + " torch.cos(2*np.pi*t)\n", + "],1).to(device)\n", + "\n", + "y = torch.cat([\n", + " torch.cos(2*np.pi*t),\n", + " -torch.sin(2*np.pi*t)\n", + "],1).to(device)\n", + "\n", + "train = data.TensorDataset(X, y)\n", + "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import pytorch_lightning as pl\n", + "\n", + "class Learner(pl.LightningModule):\n", + " def __init__(self, model:nn.Module):\n", + " super().__init__()\n", + " self.model = model\n", + " self.c = 0\n", + " \n", + " def forward(self, x):\n", + " return self.model.defunc(0,x)\n", + " \n", + " def loss(self, y, y_hat):\n", + " return ((y-y_hat)**2).sum()\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " x, y = batch \n", + " y_hat = self.model.defunc(0,x) \n", + " loss = self.loss(y_hat, y)\n", + " logs = {'train_loss': loss}\n", + " return {'loss': loss, 'log': logs} \n", + " \n", + " def configure_optimizers(self):\n", + " return torch.optim.Adam(self.model.parameters(), lr=0.01)\n", + "\n", + " def train_dataloader(self):\n", + " return trainloader" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "HamFunc = HNN(nn.Sequential(\n", + " nn.Linear(2,64),\n", + " nn.Tanh(),\n", + " nn.Linear(64,1))).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 257 \n", + "/home/jyp/michael_dev/testenv/lib/python3.7/site-packages/pytorch_lightning/utilities/distributed.py:25: UserWarning: The dataloader, train dataloader, does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` (try 20 which is the number of cpus on this machine) in the `DataLoader` init to improve performance.\n", + " warnings.warn(*args, **kwargs)\n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "5b33d8f8888e41ac92c5e8386685de9d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model = NeuralDE(HamFunc).to(device)\n", + "\n", + "learn = Learner(model)\n", + "trainer = pl.Trainer(min_epochs=500, max_epochs=1000)\n", + "trainer.fit(learn)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, \"HHN's trajectories & training data\")" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Sample random initial conditions\n", + "X_t = torch.randn(1000, 2).to(device)\n", + "# Evaluate the HNN trajectories for 1s\n", + "s_span = torch.linspace(0, 1, 100)\n", + "traj = model.trajectory(X_t, s_span).detach().cpu()\n", + "\n", + "# Plot the HHN's trajectories with random ICs\n", + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.add_subplot(111)\n", + "color = ['orange', 'blue']\n", + "for i in range(len(X_t)):\n", + " ax.plot(traj[:,i,0], traj[:,i,1], color='blue', alpha=0.1);\n", + "ax.plot(X[:,0].cpu(),X[:,1].cpu(), color='red')\n", + "ax.set_xlim([-2,2])\n", + "ax.set_ylim([-2,2])\n", + "ax.set_xlabel(r\"$q$\")\n", + "ax.set_ylabel(r\"$p$\")\n", + "ax.set_title(\"HHN's trajectories & training data\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Learned Hamiltonian & Vector Field')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_grid = 50\n", + "x = torch.linspace(-3,3,n_grid)\n", + "Q, P = torch.meshgrid(x,x)\n", + "H, U, V = torch.zeros(Q.shape), torch.zeros(Q.shape), torch.zeros(Q.shape)\n", + "for i in range(n_grid):\n", + " for j in range(n_grid):\n", + " x = torch.cat([Q[i,j].reshape(1,1),P[i,j].reshape(1,1)],1).to(device)\n", + " H[i,j] = model.defunc.m.H(x).detach().cpu()\n", + " O = model.defunc(0,x).detach().cpu()\n", + " U[i,j], V[i,j] = O[0,0], O[0,1]\n", + " \n", + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.add_subplot(111)\n", + "ax.contourf(Q,P,H,100,cmap='RdYlBu')\n", + "ax.streamplot(Q.T.numpy(),P.T.numpy(),U.T.numpy(),V.T.numpy(), color='black')\n", + "ax.set_xlim([Q.min(),Q.max()])\n", + "ax.set_ylim([P.min(),P.max()])\n", + "ax.set_xlabel(r\"$q$\")\n", + "ax.set_ylabel(r\"$p$\")\n", + "ax.set_title(\"Learned Hamiltonian & Vector Field\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## HNNs as General-Purpose Modules" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If we want to try using using an HNN as a general-purpose DL module, e.g. for a classification task, you can do it well in `torchdyn`. Let us introduce a simple toy example" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Data**" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Generate data with torchdyn utilities\n", + "d = ToyDataset()\n", + "X, yn = d.generate(n_samples=520, dataset_type='moons', noise=.4) \n", + "\n", + "colors = ['orange', 'blue'] \n", + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.add_subplot(111)\n", + "for i in range(len(X)):\n", + " ax.scatter(X[i,0], X[i,1], color=colors[yn[i].int()])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Load data into dataloader\n", + "X_train = torch.Tensor(X).to(device)\n", + "y_train = torch.LongTensor(yn.long()).to(device)\n", + "\n", + "train = data.TensorDataset(X_train, y_train)\n", + "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Learner**" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Define Learner - we will use MSE Loss\n", + "class Learner(pl.LightningModule):\n", + " def __init__(self, model:nn.Module):\n", + " super().__init__()\n", + " self.model = model\n", + " \n", + " def forward(self, x):\n", + " return self.model(x)\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " x, y = batch \n", + " y_hat = self.model(x) \n", + " loss = nn.CrossEntropyLoss()(y_hat, y)\n", + " logs = {'train_loss': loss}\n", + " return {'loss': loss, 'log': logs} \n", + " \n", + " def configure_optimizers(self):\n", + " return torch.optim.Adam(self.model.parameters(), lr=0.005)\n", + "\n", + " def train_dataloader(self):\n", + " return trainloader" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Define Hamiltonian and DEFunc\n", + "HamFunc = HNN(nn.Sequential(\n", + " nn.Linear(2,64),\n", + " nn.Tanh(),\n", + " nn.Linear(64,64),\n", + " nn.Tanh(),\n", + " nn.Linear(64,1) \n", + ")).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Define Neural ODE with Hamiltonian vector field \n", + "model = nn.Sequential(\n", + " NeuralDE(HamFunc,\n", + " solver='dopri5',\n", + " sensitivity='adjoint'),\n", + " nn.Linear(2,2)\n", + ").to(device)\n", + "# We append a linear out layer after NeuralDE" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-------------------------------------\n", + "0 | model | Sequential | 4 K \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "f16d9e94170f461281dc824070cb2358", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train the HNN with adjoint gradient just like any other model in torchdyn\n", + "learn = Learner(model)\n", + "trainer = pl.Trainer(min_epochs=200, max_epochs=250)\n", + "trainer.fit(learn)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Plot Trajectories in the phase space**" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "s_span = torch.linspace(0, 1, 100)\n", + "traj = model[0].trajectory(X_train, s_span).detach().cpu()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfQAAACuCAYAAADAtP+vAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9aZBk2VUm+N23+B575FpbSmhFhURL1QIakBBahmkEQogWiNHSdDfqbmuwHjPMQLSsG03TjNDYNAY2zQyIRiBahTQaCkklqdBSWmqRqrIqa8mqzNq3rMrKJfbVwz3c/d35ce4X9/jLyMjIWDK2+5m5eYSH+/PnHu/c7yzfOddYaxEQEBAQEBCwsxFt9QkEBAQEBAQErB+B0AMCAgICAnYBAqEHBAQEBATsAgRCDwgICAgI2AUIhB4QEBAQELALEAg9ICAgICBgFyAQ+i6HMebPjDH/cavPgzDGXGuMmTPGxFt9LgEBOw3BngNWggl96DsXxpjnABwA0AbQAfAIgL8B8ElrbbaFp7YlMMYcAfBXAH4EwPMAfsNae+tWnlNAwGoR7LkbxpjfB/ALAF4N4L9Yaz+2tWe0/REi9J2Pn7PW9gC4DsAfAvgdAH+5tae0ZfgsgAcADAH4KIC/M8bs29pTCgi4LAR79ngKwG8D+OpWn8hOQSD0XQJr7bS19mYAvwzgQ8aY6wHAGPPXxpj/4n7+KWPMaWPMbxtjRowxZ40xv2CM+afGmCeMMRPGmP/AYxpjImPMR4wxTxtjxo0xnzfGDLq/HTHGWGPMh4wxzxtjxowxH1WvfaMx5pgxZsYYc94Y80e51yXu98PGmJvdez9ljPl1dYyPuff8G2PMrDHmpDHmhuU+vzHmFQBeD+D3rLUL1tqbADwM4D0b+00HBGw+9ro9u+/g09bafwAwu6Ff7i5GIPRdBmvtPQBOA/jJizzlIIASgKsA/CcAfwHg/QDe4F7zH40xL3HP/U1IyuvNAA4DmATwp7nj/QSAVwJ4K4D/ZIx5tXv8TwD8ibW2F8APAPj8Rc7nc+58DwP4JQD/uzHmp9Xff949px/AzQD+20WO8xoAz1hrtfEfd48HBOxI7GF7DlgDAqHvTpwBMHiRv7UA/IG1tgUxrGGIoc5aa09C6navc8/9NwA+aq09ba1tAvgYgF+iN+7wv7mI+DiEQF+n3udlxphha+2ctfbu/IkYY64B8OMAfsda27DWPgjgvwP4oHrandbaW6y1HQD/Qx0/jxqA6dxj0wB6LvL8gICdgr1ozwFrQCD03YmrAExc5G/jzpgAYMHdn1d/X4CQIyB1vC8YY6aMMVMAHoWIdQ6o559TP9fVa/8lgFcAeMwYc68x5p3LnMthABO5qPqUO/+LHb+UW4CIOQC9ucd6EdJ1ATsfe9GeA9aAQOi7DMaYfwwxoDs34HAvAPifrbX96lay1r54qRdaa5+01r4PwH4An4AI1Kq5p50BMGiM0VH0tQAuefxlcBLAS3PHep17PCBgR2IP23PAGhAIfZfAGNPrvObPAfiMtfbhDTjsnwH4A2PMde499hlj3rXK83m/MWafa7eZcg93td5Ya18A8H0AHzfGlIwxr4VEAp+53BO11j4B4EEAv+eO9W4ArwVw0+UeKyBgq7HX7dm9Z2qMKUF4KnHHDP3uKyCkOnY+vmyMaUOM6xEAfwQx3I3AnwAwAL5hjDkMYATA/wvgS6t47c8A+CNjTAWSdvsVa+2CMSb/vPe58z0DEen83jp6x38FwF+74zwP4JestaNrPFZAwFYg2LPHXwD4kPr9owB+DWLjAcsgDJYJCAgICAjYBQgp94CAgICAgF2AQOgBAQEBAQG7AIHQAwICAgICdgECoQcEBAQEBOwCBEIPCAgICAjYBdjRbWvDw8P2yJEjW30aAQHbGvfdd9+YtXZb7zoXbDkgYHVYyZ53NKEfOXIEx44d2+rTCAjY1jDGnNrqc7gUgi0HBKwOK9lzSLkHBAQEBATsAgRCDwgICAgI2AXY0Sn3gIA9B2uBrAVkTWBxDmhMAENhy/eAgB0HawHbBjqLwMI4MPcsUD4MDLx8zYcMhB4QsF1B8u40gMVpYOY5YPJ+YPIhYP5ZoHFO/vYLTwFRSLYFBGxbZI6423Vg9llg5hlg9jFg5ilg7jlg8ZzY+PA/Ad76xTW/TSD0gIDtAHrrrXmgOQlMPglMPwhMnxSDb54FWjNAqw5gEbKNtQVggPFxYN+2FrEHBOwN2Mw54U2gPgHMPg7MPApMPwXMPgHUXwBaU0BnAbANiB23/evPP7Sutw+EHhCwFchakjJfHAcmHgdmHgImHwHqTwMLo0BrFujUATQBtCCbZBnIAgCI/CUDkIgzEBAQcOVABzxru6j7BSHuqUcl8p59FmiMAO15R9xNeCd8Jcys67QCoQcEbDayDrA4AzTGgenHJeqePAHUnwEWzgHtGaC9AIm8W1je6C3EXFPIwsCtqNtAHLaIDgjYNNhMiNu2gMYMMPcUMPkwMP2YkPj8acmqZXWI/baxOvJeDtmln7ICAqEHBGwkbCaR98IoMPc0MPUwMHlSFoGFs4q8GXkvZ/SRuzEqX3SPt5d5LoCFhQ3/GKuFMeZTAN4JYMRae717bBCyz/YRAM8BeK+1dnKrzjEgYNXQKfPmlNju5EOu3v0kMH8GaE8DlvZ7MRteK4bW9epA6AEBa4W1km5bGAPmnpF029RDYvgLp4HWtKTc0IKQ8sUMP4EQOCPtRVyUvJd9+Zaa8V8D+G8A/kY99hEA37LW/qEx5iPu99/ZgnMLCLg4so5E3Z2m2PDEw8DkfRJ1zz7vHPB5AKx1L17igOuFAUrldR0hEHpAwGrRagKtCTH2yRPAzCNC4gsvAM0xoD0HIeLGCgcpuHuaXgsXCGMu+7xaa3/tOmGtvd0YcyT38LsA/JT7+dMAvotA6AFbCZJ3uyHZs8kHgdH7gLnHfb17SbPSxrrscdWI4bNxzqEvX72uIwZCDwhYDqx7z5+WWtnUQ8DME8DsM8DCGaA9C/HYV4q8U3hjTSH1sQV3v1HefgwUixt0rA3DAWvtWffzOQAHtvJkAvYYush7DJh4ABi7B5h5DKg/D9RHXL2bmpXOJQ64XmjSNhAijwEkQJwCUQpEBcAUgL6196AD24zQjTHPAZiFC1mstTds7RkF7AlYK8bfGJF0+dRxqZ1NPwnMvwC0JyGG38TyohUDMaUivMECQt4UyGxUnVsvDACQAmm6QcfeeFhrrTFmWY/HGPNhAB8GgGuvvfaKnlfALgFr3u0FGbI0cQIY+z4w+ygwcwpons9F3ptN3jHENvPkXRTxahQLgdsEiBz9GgtkmaT+F9e3TmwrQnd4i7V2bKtPImAXg9H37HOKvB8GZp4HmqMA5uF7vfMgoRbhiTtxz1+4yGvWAwrj9ALBITL6522F88aYQ9bas8aYQwBGlnuStfaTAD4JADfccEPovQtYGXpKYnMKGH8cGP8eMH1CBrQ0R13m7EqQN+2OtqnS5kgB44jbuOd1jB/+1G6LqM66tL5tQ7J8Flg8va6z2o6EHhCwcViKvkeBqUeAqQfFi595FJg7C9hpdA9q0aCRFuCFa4AY8Sw2p84Ww7eoMfJ3A2SWHIgUSGLx8pEA5fUJaTYBNwP4EIA/dPdf2trTCdiR4HS11ozoVsa+B4w/AEw/ATTPAYtT8N0im0neJG0igl8PEgCxbx3N3PMsgMxiaW2xFmi13bGsP6ZxEbyJ3XLTs64z3W6EbgF8w6Xo/tx58AEBq4fNgNYcMPOsCF/Gj8vQlumngdY4ZAFYrn7NVJlLjy0RKwUy6xv4sDz4nkB39G3ULZXHjXFG754fGR8FLC4CpdImnN+lYYz5LEQAN2yMOQ3g9yBE/nljzL8EcArAe7fk5AJ2Dpg6b80DCyMiWJu4W/Qr9VOSTrd6SuJmIoJ37l2te+lno+55A9DRsyHc+VnatnPQTQGwHUm7G3ejvceR1NPLA+s68+1G6D9hrX3RGLMfwDeNMY9Za2/XTwh1t4AuZG0x9qmTwNj9wMQxWQTmn4eozS/WAlaAj4AZBWfuthnkTS+f0bdF98LgFg4TS5ou4gS4xJG3e8zEQFSUn2MXHWyhKM5a+76L/OmtV/REAnYWsrZkzhangOlngdHvApPHgaknpe6dsV1ss9XmRv3Mejcf1yW1DrqJPkP35EaLrlKYcbZtUrHf2Nmudcc0zklnlG7c69K+dX2abUXo1toX3f2IMeYLAN4I4Pbcc0Ldba/CWknBzZ6WTUrG7wUmHpQ5ye1xyAKw3KAHGqpWm5PA5zfxhPPRNs2N6vfEG7MpiIFHzlOHEU8eTkhjIx+dZ5DnZmudRhUQcAVhLZAtyj4EzRHg3D3A+PfFCV94UVo+lwSkV+J61nZJktbZMf6euce0nak9FLiemNTZaOoyacY74bCOuN0xk8g/L3LHMYmP1iO2ta4N24bQjTFVAJG1dtb9/A4A/3mLTytgK2EzWQRmnwFGvg+MHZX+7/nTudq3Rr6+pcm7iZV7xDcCureUXr5Lm8eJGHMUSYqNzzGJM25dk7Nu3XBef2QAU5SFo1AUw09qQNIbZrkHbC9kHSHwxSmpfY/c7trGnpaWz2wOfljLZoMRuLZJkrgm9Y76ma/Lp9YtgKpkxyLnaBsLZC5SX3pq5Ii9KMcziVe4m1RS8TYCYkf+1jkAWQbEu2ewzAEAXzDGAHJef2ut/drWnlLAFUXWkbGpE8eB87dJ9D31GNB8EUAd3TPMCYrHaLCse7PNbDPBlBwjf8h9VFQp8kiM18BF3FwYImf4LuW2VFdzqfS4AkQVICkDcQ0oVP1jaRlISr4OV1ifVx8QsC4wfd4Ylw2GRm8Hxu5zte9RbJ6ANA9G1ZqMnXq8i5xJ2qQ/Pl9H3oycIyHjTqSy8UZJXxJpG40KYvc8bpyIQC6Cs/EM6GRyj8xt7BJL0BIBaBuVdVs7tg2hW2ufAfC6rT6PgCuIrAPMjwKjR4GxO2Tu+fRTQGsEXr2qodPWNF4S+JWIUhN1n8KnzAvibUexc/SNXxssJCKPVG08LgAoCFmnNSAqA0kVSHuApE8IOyrIohAVHckXgLgo75WWFdlXrsDnDghQWOr7HgVGH5AIfPJBYO4U0J7A5rRvLgdm4HQdXEfUupUM8BE6gwKSvcqMJS5AMO7YJhUSjuigu0EwpihZtojkbyRSz1zJL2u4x9xzlrJtLkOXOpFcXJSoPCnLsftfse5vJCDgyiBrAzMvSvQ9dlR6wOeeBTpsP1kufU7PGegWrm22x6/r7kybR87gtXjGuhSaq5kl1i0GjoyTshhs2ie3Qq+QcLEGRCU3KargSL0gz41LQFyVlHqhJkYfVdzzS/K8gIArAfZ+t+tA/Rxw/igwdqfsNlY/BXQmsfK0xI2CjrgJCtXyZS5G4MzYkcBbWLJdUwAS1y/eiaTkRWFaZBxpJ2KbxonbuGWxyaQlzbaAltO2WIhTH5ec414AkiJgSpJNiytuPXC2nBYAlFzpTZXjAqEHbFt0WjLw4dydMr1p6iQw9zxgZ7D81DVN3nA/X4k55VwUmL53NW+m4gxTZ0yRMT3uWsfikpBtoUcIO3G3Ur+ky9OKLAhJxREyCbvqI/KkKsdYWgi25cCYgN0OEnhrDqifBc7dJRH49AnZcCibwpWxyRSejBlVa8LWt/yaYdVjEYCS2F/sxGiIhUiNccG5s3/dYZK5tHpkxObRglekl6SzxLjSWFKRTFtcds63c9DTiovkE8B0XBubKrEtdauU/BpS2reuby0QesDGYbEhLWPnviu7Fk08DNRfhNTQWriQwKPcY1ciTQf4QTFAN5Fb54lnirDZ7+289aggxJ3UXMQ9CBT6geKQGHBccYTdA6SOtNMakPTI41FJDDlOA2kHbD2WIvB5YP4scO57Yr/TDwON04C9EvVvnRYnETsCXSqz6fZORtokbpI9M2NOxxK7lk+K1sDSV+yEaE7DEjlhG4WqUSKZOJM6m3ZknfQ6my5IlF2o+WMZ645d8qn5uOBujvSXymRld36O0OlIGF06WBsCoQesHc15YOoEMHInMH4PMPmobDmIGcgicCkCX24u+kaD6XJe6lw8aOQuXUfxS+SeWygApuyIuwoU9wGlYaA4CKT9QNrrhGq9nrgTlyZPnKdu1LzmgIDtgs6i1MDrZySFfu5b0gPeeAGw3DFwMxCrn+nMMm2uCdxF1UvPowKdkbore0Uu6kYqKXRkQso2curzWByWyLruEuPs0ZF25F6XlISs4ypQqADpgHO+qzKREbFz5iMXSbuNVBLWv6uetOOSI+ySI+wr67SH1SZg9WjMSu1s5E4Z4DL5CNA4B69ivRRBbzaB60ExrKvxcYLkTTV64gi4JIZZ7AfSIUl9lYclJV4cAAoDjrhrjuRrYsAk7RBtB2xXZC2gtSA94GP3AGe+BYw/KDVwO42NJ3AKVrUYDZBomlk4CllJ4gV0kzwJPJW/RUZINCr4KBuRyrBnYoMdSMsnDJAY51g7MWmhCsR9Ij4t9gkJxxUgZd27rKLqoiPlqjjvScU9TvIuO2dieyEQesDF0ZwGJh+S+vfYMWDycekjXTWBbzYoTmPfOaXlhPP2Y+dRpyUARalzpz2u5t0PFIeB8kEh7UK/pNFLg87Ye1xtzIlkNiAtFhCwqcg6soHJwggw/hBw9lvA+N0yz8FOYeMJXLd/WfUY0+F6MIuevkYCV1E30+smcsKxWCJtzmrgzAXr9DUGWGrfXBKcuZJYcdAJS3tcyavsatZFJ0ItOnLuca9hlO0EbOw02UHYWWcbsHmw1hH4IzLFafReYOpRReDLTWC70qDBM2UOdI9cdN57XPJCFVPxxJ32AqUBoDAshF3aL7Xv4qCQeaT7uwNxB+wQWLf1ZnMKmHkcePFbwMh3RZCaTWFjhynp1lFCt4EB3VqYvIhN/55gaUoatSqc2RCn8rkshMjRljUqduNT2fJZ6BW9SnHQEXivq3uXJaWeOFFqUpNaeIHRNoVohV1l74HQ9yqyDGjOAtOPAmN3A+PHZBvR+mnIONSN2r97PWCriB78QAKPxbgN0+U93Z55WhHjLQxK7bt8SG7FfkmjF/pcDW13GHLAHsKSEn0emHsOOHM7MPp1YPwE0OYY1Y0ChyZxOAszc5wBkdfFME2ue8FJM06MGpG0XcocsUuuuSErxtXNTQqkkTjlaVlsvDAkpbC0T5zxpOpq4DVF5m6mQ1pT4rO9IUINhL5XkGUyhW32SWD8PmDkbmDmYWDuBSCbhUxi22qwJqXr3xZ+IUiljh3XgGJP7r5PxGqlIaB8ldyKfRKZJ32uFSyQd8AORdYGOg1g/pxMYTtziwxkajKDtlGgiJTp8w6W71AhrHq+7gePATibix25G+OcEVcaa2VA6hzzzHWSLCnIe4W8S/skm1YY9DoW1rSXRKiuoyToWQKh71pkmffgpx4QAp86IZPYsmmIF38lUuj5YRAabEfRGyOwJ7TgZpZXpT0k6RVDTl36vNDnat/7gOIh8dZLQ5JeZ/1rtxN41pYRkvHWbJ26Eowxz0GYpgOgba29YWvPaIfBWqmDN2dk/+8XvwGc+7oMYsomsXF1cE3gTJU3sbzNKvvs2o2ME9DU/AQDuTbhWsJMJs+JC06QGkmtusCIuldsOd0vdlwccKTe79LkqqMkSndfxJ21pGwSOVHeGrGrCb3RcP3/u3xdByAE3q5LK8rEQ8D4UTcL/QmgMwapo222iI3EzIWBabn83/V0pxgyBrUIpE6kEvdIarzQ41Jrg77WXTwgKfTCsETnSym1wu4y8OXATS+yphi/dd9z+dB2vcjfYq0d2+qT2DHI2kBnQfrBR+4CTt8MjN8PtM5j49LoEfzWwRSsLUfgmrzj3GO6i4RDWjirvO0GsTi7jjiqmBMTSxJpJ71AeVCi8OKw07a4nwuuhSwpe1X7bgOFi0u27NbmtDcQ+nLIMuDd7wZ+6IeAH/1R4BWvAA4eBHp6XIvxtlz/LhPtOlAfAaZPAiP3yjzliZNA+zz8ZiabCV54HXWff0/XJ6p3HmP/aFJ06bJeR9y9zqCHgbITrBUGXZtJv/PSiy4CL+5OQ9ewmRB4xxl+5qIyE6mJVHvFY92F4LaizWnZB/zMV4Gz3wDmn3Vito1wwFkDZ627hQtFcvmNSyL1OMF+77RbpLZE4Ik45FHFt3fGJYmqS24wS3EAKOwTMWp5P1A6KI9xdsNu1rTwf501pXSyZMucNOkCk3UGJbuW0J9+Gvja14BvfhM4dAj4wR8EXvMa4NWvBl76UnlsaAjo69tBUXx7QbYknH4CmHxAWsnGHpaBEJjB5hG4HvZA0s4gM5zz4BAXdx9zalIqF2zS4wy7B0gGHHHvkyizNOQGNVRU72exW9iym0GxE732zH2/xrhIp7KTvgcL4BvGGAvgz621n9zqE9oWsJnsTLYwAowcBV74EjBxj6uFb1QUztHFrIHndx2kUl1PYtPIz0dPgIjRfENeYxLp06bSPOnxw5XSkhB0YdDNc7gaqBxyYlWXSt8LA5eyjmzSQofc2pwtlzb8e9i13+q5c3Lf6QCnTwPj48BjjwEveYkQ+itfKRH74cPA4CBw4IDcl8vbiNzbbk/h+ouSehu/Hxi5H6g/A2Acm0fgrG0X4HtJWxD1ex4lLKXgTEEELpyslLgBDGwLKwwAlcPimZcOOYGLI2wKXOKiisJ3SyplBVDsRO+dfbZRQTITUXGnRi4/Ya190RizH8A3jTGPWWtv108wxnwYwIcB4Nprr92Kc7wyyDoyWnXuBWkpO32zZNWycWzMXHTdFgZ3zPxxU/Uc7RCyLEZiZ+nKTVgzVko7USp6ltjVtYu017K388Kg2Hb5MFA7LCLVwqATrO246/fycbEoPHIz37mubeJ3sWsJ/brrJL0+6wSgjQYwOgosLgKTk/LzD/wAMDUlRH7uHNDbK1H7wYNAf/8Vn9onF0BrVrz36UeBkXuAyfuBsZMAzmHzRjK6AQ5LwyBa7r2WI/AiJPXmPJ8olgg8cRF45KYwFYaAygGgdDVQPiDRd+pmH8ep1NTSHpeWU1H4bq+Ds2c4XwfvMvqdrwew1r7o7keMMV8A8EYAt+ee80kAnwSAG264YauHHGwsOB994nHghVuAc/8AzD3tBrusN5We7+2mzbKdTKfZeZ/knqcnsbmBSZHx4x3iktRykwqQDAqRl3udnZadYG1AsmuVw64ldMDb9M7IIq0fNhPy7jQujMILVSxtwHKFsGsJ3RhPyJqYGw1gYsL/PD0NvOpVbl6BFcIfGxNiP3xYiH3THKosE6NfnACmnpJxqqPHgNH7gOwMLkyVbQQMhJSZUuNWpC1cmPKjgMaROFKZbWwiLG0FGFfFkEvDQOVqibwrB30azrj0XFJwabmKr/3unPTx2tHltTfdfslQdfDdpwcwxlQBRNbaWffzOwD85y0+rc1H1pJ6+MQJ4PmbgbFvAbOnAExvwMH1hDVAyFlPa2Sanfe07wZ865luAU1kiEvs9jBAItcgdw0sDruyV1VsttgPpE6cWj4gdfBCvx/Sssuu4RXBrBoza4ALVMr+u9iijMSuJfT5eSFsQHgzioB2WwRxrZb8fXwcSBIh8VYLOHJE/l6tShQ/Py/EfvXVUmffELQXZKLT/GlXA79bUukLz0Pq4BsNA0mLG3WjMCafsueCUASQSNRNwUxccNOZesSwq/uA4lVSGysdEFFbXJYvOnJkFbthELEm8J0iWFgHsrYi8HwavXcvODIHAHzByP85AfC31tqvbe0pbRKytpTFRo8Dz38RGPkWsPAiNsaW9VwGwKfHmSKvAEs7iBWcOS9CiL4BPwyGYjZHusYNd4GRendUVjsGVl1L6CCQuFbQomsHLQxiaeMh7hi2222Z6Cy6erhOpafbLiOxawm9WgXK8RiaKAMwyDIDZEB9TjJL7QIwP5dgrhIjjiM8/riQeuYc3n1uW9rRUWBhAbjmGhHQXTY6LaA1Dcy/AIw9KJsjjB0D5p8GMLlBn1aDtW8dgXfgN0NgSwmNvSA349Tn4HahRekR5eS14hBQuUbSa+mQtIwlJVlIoghLWxYmNXlcE/huF8AwCqfXvmwafe8sftbaZwC8bqvPY9OQdYDGpNTBX7wFOP012egEM1jfbAemxvWmQnS6LXy5K3bDWiKg3XFZn1n13k7AyojRxkDqRqxaI21kaQVI+v0oZHaXVA46x11NXCOBL41K3RvXMTquFt5ZcJu/6FR6aVtmJHbvSmstasUR1OuDyBChjRQZImSdCNNTGdCcQ39vE+MNIK4vIJlr4ZmJGJ3RNrKXWdhDJQzsK6K/v4KpiSqeaRRx8HCKAwejlWvrWUc89tlTwNTDwOj3pC985jkAY9hYIZvuFdX1NJ2O4/aEgCdwF4GbxAXgHPZQlVQ55yKXDwPVa9yEppp7XllSdEubIXD7QEbhe8joO00x9k5DGXxRJtdtU4MPWCOslcza7BPA6W8B524RnUvGrYLXCr07ICPvDpZaPaNeN2E1BmI3Za3dBNqshZPE3UASUxXCpqNt3EYnUeoU6RSuHRLnvDjkskaJt9+0JjbMrUDX0Re945C1gU5dMqm24ybdlbC0Heo217bsWkIvRG20Fg1MZBBlLaRoI0OEDorIEGNyoQc2a2GgMo3zi21ks5Po1GbQnlzEwqkJzB8+j+sOTKE92MLAQBtz7WE8/2Af5ocSXH1dAaU+l4pKa8BiHaifk6h78gQw+5QMeMEUNkbFqkHDX86Tz6fkKIqhCt156XHsvG7npZddXaw4BJSukpRbQvWqu5j19oVJjyPzgqqf7dpLqRtZS0g8b/B7LQW5V7Dopi2O3gO88FVg4ijQHsHyLZurBUtgnM/g7DYuAFlJbA5GzLfTBNCWmRMdriVuhnpUFnFqXHYk7lK/UUui8rgodlw6II5570uBwgGVJrbOSXeZtShxBL7HSBwQp7w9775v+B76uLSjbHrXrsImjlBM2rBZB4vgaEyqPC2AEqaa+1FvlnGwfwTnMIRmB5hrLKLeiDEyVcb50VM4PDiK64ZG0F99CpGxOPt8BZMnmjjQN4LhnnOoFLkT2WYPcQG6la1UtHLvYY5Y1ZuZMD2XyoWZlOlW4BYAACAASURBVKT3u+JGpZaHXfQ97FTqZSHvpCavyUfhUdqtSt9BF/q6kLV86i1rq0h85xl8wCrQackug1MnZeOTc98A5p7A8l0fqwHJmylzI+1gmXGRcQEwFRGO2ibQqov2orUIv145gepSDbvmsmIuErdW7HVpE5NhoPZSoO9V4rBHZSw5+3EKmKIbo5o4m3alob0Ea100Pu/sOvbzL7Z5JH4xXDahO9Vqw1p7JRhszTAz06i3iq4LgwsuvU4OXIixiF48P1VDJZrGRLEP5bSBWnkGtUIDL4ztx0B1Avv7x3CwdwxXDz2PoZ4pGJQxMnUVesq9qJbmMVCdRLVUR6VQRzldQJJs9IhVRuMkb0bhTKnrkYyuHp44rz3tk9R5cZ8QOGeixy5FR4887YHfK7jYHYUvpdJ3rf/XDV0T1xPa4qLMlY9LO83gI2NMvN1tdkvBUtncs8D5o7KH+OhdgB3F2p31or/FBclyWeuEabFE1HHJXWvzQGNCrjdt08bNIii5NDgSUfJmEZaGNVGZXhgUEu99hdh8HAG2JXXzyEX0sdsTnHMi4u00eOMKwbruova8/BwVJLDZBc75JVdoY0wE4FcA/C8A/jGkl6pojBkD8FXIFKinNvUs14CknGKqPoD2UhsH68v5hVj6NuvZAOoLHWChjWTmAGK0EUcdpIU2CnEHxaSJcqGBWnkWA6UpDPWdx1BtAgO1WfQU5zHcM4L9fRPoLc+iWqqjVppDpdBAIV1EIVlEMW6ikCwiTdqIossVzlysRucIHC76TtkDzsh7yC0EZU/wKLpUek3EHfTMY9eestcU6dbKJhJZ27WXtdwiaH0kXqi6hW9nkHiWZfjc5z6HG2+8Effeey8AXA/g7Ha32S1Bqw4suB3MRu8AztwBLDyJy4vGubYwM1YA4EpWSGVHsazj/hwDnUhINWsCjREhcxVkwPQCxRoQVRwpR06ZHksUH7u9wLnPQeUqoHKt3JJUSkGcDZ64LUQ52yBmtm2POOcaWRtozzmRm3VZy9quKi+s5r/6HQC3AvhdACeslSvFGDMI4C0APmGM+YK19jPrPRljzM8A+BOIVfx3a+0frvVYtf0VtJdS0qw7L7cga8KS57Zh5bWZARqMgq1I6wwAa5GkGSJYpEkLhUITqWmgXFpEOV1ArVBHtTSP3tI0Bnqm0V+dxGB5CgO1afRVZlEtzqFWqqNWnEG1vIByoYFSsoBqcR6lwiKSuLMM6as0OsrikcdFUaMaJ2bjHsAJbxWph6fu56RX+knjsqufq1GiEdN3u0DIZTPXKpa5n115wrqpV8hkgbUdr0gHXCo0dQvezp1U95a3vAVve9vb8PGPfxzXX3894jh+yFp7w2bY7I5E1gEao5JSP383MHIbMP4wgPO4PJV6AUskDEC2C3Vbf8YlLE1YzFyXiU3cXJemzGq3i+76iyQFnjiHPIndTnqu4yQpiZ2nvTLzoXhQRiaXh4HifpnIFkdApy0OqR5qAgh5J85534HX87qh6+PGOKemtiudmtV8ordZay9QdllrJwDcBOAmY8y6m/CMMTGAPwXwdgCnAdxrjLnZWvvIWo7Xtpx8pkQnWC1Z5bcGlClLGYpoWvGkmy2X9m6VgIU+AB3EMPJK00JkLKLEIkIHSbyIUuLu00UUC02Uk3mUiw1Ui3XUinVUy/OoFOuoFBvoLcyip7qAvlIDvdV51MptVHs7qJU6qFaBas2iFBVRrFaRVHoQFfsQl/oQFfvFs09qUmNLOWPZzVY2LtUXOYX7drqgrfs+eb/0c5Z7LLvw/gLyXgHGLZKInCqY30W6vb6PdeDWW29Fml5okhttszsOC5PA9CPSeTJyJzD1CNA8jcsb4FRAd9krgWTIakDUDxRiGXjRnnNDR9xz4sTN6Xf1WnRciYvbgtYcuXekFY2q9NKQZNvKh+RW6BNyLwwLSRvjNB6RHwITpT6VnLoS0V7DBWr1WAKepLpjMm1rwSVXsOXIfC3PWQXeCOAp18MKY8znALwLwJoIvVwGypjHIuKlarMXlGmF+OWCojMsHZXiNMZ6bVt0Y+f4PE9I3NcogkVkLEzcRhxZJFGGNG2jEAGFYgdxmqGYGpSLHRRLBuVSjHIlQqkYo1iNUKka1GoxevoMeqpA70CKvp4Ild4YlbJBtRahVjOoVIBSSQbmJK78lqZAHLcRRe0LHXabj1Ds8j8vPS93r8m36/fc3y74+TJg3IAcE/l740ZcGtYe3Y0/Lz1v90coy5F5Hhtks9sb1gLNcWDyJDByh2yGMvUI0DqDC3ccuxSYVm/DryEVIOpxw1kM0JoBGosyzCJzA5Y4F31xBjBcIUpAqRewTpcSZUB7VhzLQkXGJpf3S028co2L+Mt+V0KK10hUhT5xDJbGtroS2i5KJa8KSxPcFvxExrgEJH17xqlZdUhijLkdwDuttTPGmH8D6b34v6216+nf0LgKwAvq99MAfmTNR2u38c9+/OuYmK9hptGDuXoJ9WYVjXYBzVaKmbki5rMqxONeTbBicj/riF/3fwNesCZpeU5XFhqKkMHIX61F3JbWFWsimIaBMRZRbGBM5PjHIo6NbFoGmQ+RpECcWBRTi1IRSAtAsQDEsUWxBFRKFoVSG8WCRbloUSoDvX0WPVWLatWit0d+rlQtqhWLSsWiXLaolMURShOLNLVIUyzdLsmDS0/gNDp44uXjS2Srptat6ueo+7E9QMobgTe96U34yle+AgDYJJvdfugsAjPPAmP3ym3iGDD9OGSI03rEqmqPbxQlRY4EsAtAc1b9HXD9Zk7gprODTp9SSCWdbhvuuTWg1C/p89J+oDQo9ymza27aYlwRArcdr3RPnEBzaYhReXeUzVYDbi+8JGDVE9x699Z34XA5OcY+R+ZvAPDrAL4C4C8AfGhTzuwiWPUOTfU6/uzf/j7aixnqiwlm5yuYXShjdqGMsdleTM33YHR6EE+duxrHnnstnj7/Ssy2+uAFdEA3iV9wJrmf88+VVrLMPZ6pPAEQITbyTiaWCXZJ6kSwEL6yVgZOWBi0O0C7Y2EMsNgCTMM6zZZdmh2RxFbEswZIU4sklnG1SSrRecHdxwlQchMgS0V5TskRebXibjWDnh6gpwZUKkClKpF+tQpUqwalElAqGRSLQKFoUCgI6QdsL0xPT6O3txeQGaFbZrObinYTmDsFTDwAnLtbUun1jZ7CyMEvFNi2pb3sAgdBO7WsrVO4CpchajvuL7lU+j5Jn5f3OSFrv6jX2T4VlVybmRvx2jVOmS1nbi/x3QybOV1By5UuFj2Bd21JuvdIXONyCL1ljEkAfBDAJ6y1nzfGHNvAc3kRwDXq96vdY11Y9Q5NUYSymQKKLfQUMxzoWYQMg8jccYBOFqOTxchshJHJPtxy/K34/N3/DCdfuB4T9T50llLzemvCi6Xq6YkzFs8/T9flgY6F/N6W92gvU8aLY02UBgk3RYqMaDtiH6xa62+NhjxeX/B/KxYlAxjHknYvFuXYlYo8xpQ8j8vUfKEgZF8sunG6ZRK73Go12dWuRvJ3t3IZjvgD2W8V0jRFu90GgCEAv7kJNnvlkGWiSJ99Bhi5Dxi/Cxh/AKg/iY3Z/ORi4BK5iJVr7Vwj9EAnOvrWqdNrfuOT0rCbnz7oa99JFUv7irOlNCn7x7kT324SsBKWehiKVdtyn7Xdz8p5Wpp8V/bfRcjaAbg8Qv+/AByHpO0+4h6rbeC53Avg5caYl0CI/FcA/OqajzY9DWD0on+WqLaDJJa61nUHFvFv3/F3+Fc//SXc++Rr8dm7fhHfeeRNODNxGNPNIrKlr4oRfN6Yoq5jl0o05RhZJur5Tsd3Q2WZnxt/MXQ6ciO42Qx3kjPGE3Acu/c0nqT5PL6vtf6YrZb/mkjcSSLHIBkDco5Nt44tza8w/rmFgtxI3rWaEH1Pj8y+r9X8jcTP41/x7Wn3GH7zN38Tr3vd6wCgD8CX3cMbabNXDn/3eqB9fAveeLVjXZcK2Fga55pUhMBTt81ouR8o7BcST3tc62hNarxp1c16KMvPS8OdnGDTJDuLtEjQSwLWfMdJx/+u2+w0KOKNS93fw25yZDYYq+lDN1bwaWPMTQA61toFY8zLANyln7OeE7HWto0xvwHg6xCr+JS19uSaD3jJsJBptARA6vqwC0grVfyTH0/wY2++A2emXsAX7/sxfOn21+PkE0MYny6i2dKiOILHidxnkR3c0lSIq6dHSE4TWKcjYlhuCNNsymMkef1zu92tG+t0PJlbK8dYXJRjWCt7vHPTMwrh8qI4/i3L5HjNptzm5nwkXy7LuVcqnqDTVF4XRfKe7ba8ZnbWvydvhYJE9hTmVauy93xvrxD74CAwMOC/n0JwtDcE1loYY/ChD30I73nPe9DT03NyM2z2imJLyHwlRFjaEwEFIC0KMReHZNRqeT9Qvsq3lyU9bkvhmus4YQRe9MRl4q1RYGuB63LCVRLzco8t3atOk0sJXZe0NOy6cT3yXd9DHBaDNWBVfeiOyL9krX1ePf48gM8YYz4N6VX/6/WejLX2FgC3rPc4AIQdAPhUtxu7GLudhNKaeM4lGuBhoHxQNi4oDcEUBnFVoR//7l0V/NpCjO/dneDzn49x190RzpwB6nUhtItdt4yEFxdltzZG0DpN3dcnhFYqCUnOzcltft6TPaPpVkuOs7Agf8syH4FzL3dj/N/oEGiyB+S5ebLnLY75f5DjzM4CMzM+Ii8UhJx7e2Wf+MFBuTEjwC1qeb6Li3Kjk0AHhGl81uV7euQ4Q0Ny27dP3oNlgoDLw1ve8ha85z3vwbve9S7qTHiVbrjNXik8cfpqPDd+BAPVafSU59FTmkW5sIhC2kKEDEnSRhK1N/h6UYObEIuaPe2R+nZ5H1A4CPReC5QOyfpRGhIVelKTFDsJeomklyGopag133SwzMJy0Q6UFbpPdJdJF9GuscOE6BK4Ml3I3Rqj3N9yHSeBqDcN5lJOujGmBOBfQCbFvQSy44i7wvENiGr2gU0+z2Vxww032GPHLlIStBb44g9JnYU7h1WuEq+5eo1sE1gYkjpWUlLe4sXTOZ0O8NxzwBe/CNxyC/D447JveqvlSfBiMEYIiuSYpvJ7uSzkODAAHDgA7N8vJLewIETYaPj93Kk4n5kBzpwBJibkOa2WvDeJWqvSSa7tto/0SaxMy5PIeW5cFJkFiCI5Bo/Jx9LUEzIJvrdXbkzHa6LnvvONhvxMp4Pvx73o6TQcOCDb1u7fDwwPB4JfLRqNBj71qU/hxhtvxLPPPouzZ882AJzFFbTZyx0StaItA/jpV/0PHH/+J1FKZQBTpTiP3vI8auU59Jfm0FOZRn9lBv2VafRUZlArzKFcqqOUNFFOGogTmdRmswjWRuhkMayNnZjMicuiAqI4hklSRHERcbGKqFBCWh5C2rMPac8QCtUaCuUeFHuqKJaLKFUSFAp2ySkW5NbUdZHmBQ8u/3NXl4m6148v23Wy3O/L/ay6UwIhbymMMfdZa29Y9m+Xk3VzwyiGASxYa6c26PzWjEstAph8XHo0C71umMrKhH05mJwEbr8d+Lu/A+6/XwiWKW9do14OrB+TPEmk5bIQ2fAwcNVVwKFD8jujXIrdKhWJYvv6hPifeQZ4/nlgbEwyB82mPy7r64zWSaZ0QkjsmsQpjtNVC2M8AfNY+tKJIqeYd3X0gYHuTART98wEsLbfaMg569p+W4lX+Xn7+4XYr70WeMlL5PPnyxgBF6LVaqFQKDwE4M1XymbdkKgnoIZEAXjfSkOiLmXLJfMsmjjofpPhTtzLIEEHMTIkcQdZliFNOjDGIk3aMLAopBkiAxTiDpKkg2Kpg2LSRrmcoVTMUCpFqJYNKrUU1b4KSrUykmIJplBGlBQRJ+mSnVAwGqlAUz9OESiFoSw36d8rFbEVOrwBAZeDDSP07YZLEvoVwOIicPIkcNNNwG23CbnOzAg5RZGkzy8GEqBOR/PnQkFIcP9+IfbDh4UkrfXkDkhUfPXVwMGD8vgLL0gWYWREaukLC3IujMa5GLXbQqQsHTC9T/CyYCaB2QEuXnRcFha6swA66mYGglF8XhFPAV257LUAjOR5Tjqyb7X8+w8MyPdy3XVC8IcOyWN0RgI8VloANun9fgzAx6y1/5P7/XcBwFr78Yu95lK2bMw5iLZvNbDwkadOOQNeeS4TVuMkQRynSw42O0vYCUIC7unxxNzTI7dyubs7hM4lnV6dDZPP0J2h02JSZqZoI3SAKVKl7iUgYCV7Xstua78K4OfhtwT6srX2s+s7xZ2LQgH4R/8I+OEfBl58Efj614GvfAU4cQI4f14Ms90WI56d7X4thWhRJAZN4mTrWb0uUffTT4tx798vxL1/v0S9WSaZgokJ4LHHJLI/cgT4sR8TR+LppyVyn5gQJ4PROdvYent9pNxsCjnno+VWS46lnQ06IoWCvCdBcR+P1WzK+87MAGfPymfT7WxcxKpVr4jv7fVtcixjcHGkA1GvA+fOAc8+C9x5pyzC1apE7VdfDbzsZUL0rPGHtrluGGN+x1r7iU18i40dEgVgdcOfCOpmeFsebTdldbUgodKp1OJPLQCtVOR65rVdLvtrmo6DFrUC/hon6FzwuLSXvj7JVrG0xQ4STfrBod27uOwI3Rjz59baf61+/1Nr7b/b8DNbBbZDhL4cZmeBo0eBv/974K67JB2/sOBJcWbm4q/VaTpG0hSaMeqlUQ8OCrnTkJkV6OuTlP1110kdemZGnI1Tp+Tc5uY88ZIoAb8YMG3faHQvOPPz8lij4ZX2urZPomY90Vo5DoWBzaYX8wF+weJrGbVwoWKqnlkFngtLCHEs38v0tHzG2Vl5L0CO09cnDsehQ/J9sBa/b58cnxmH3R75GGMmIRssAcJ2P2ytffkmvt8vAfgZa+2/cr9/AMCPWGt/I/c8PSTqDadOnVrhmBzk0t1Rst3BiJxRubaTUknsuVbzkTidej0zAli+zZXZM86IqFZlXdB6lqEhyVxVq93C14Cdiw2N0CFbp/4sxAO/GkB5PSe3G9HTA7ztbcCb3gQ88QTwpS9JOv6ppyTi7uvzNen5+W5DpZI9ScQI6ZmzFa7ZlMh/bMyn6Gi8PT3eYTh1CnjwQTHol71MIvdXvUrS8OfOSUqeqfuFBU/S7bYsAOyVr9flb62WnDdJlQ6B/jtr/Ky/c8FiXf1i6XTel0pyjLk5v/hwoWPanlGOTl/29Qlps5WuXpfMxeysfP+PP+7PqbfXdxfs2yffz/Cw3Go1H23R0dA1/x2MjrX2vfzFGPP/bPL7beyQKADSpbLzwFISu1Ty4PXFazmOfX2d2Sy2j5Lsi0Xv1C4uik3rTFa+XFYoyLXd3+87Sfr65P7gQXk8DIDaHVhLhF4B8IsQIz0N4O+ttfVNOLdLYrtG6HlYKynn73xH0vEPPyykzFayNPXEvpyYjoTGml2WdafPqTbXg1xKJXkele09PRKtv+IVEq3298tCMDrqlfpZ5h0KRtZ6GE69Ls9jmYDEyuh5ft7fSNR6CA7PP44vTOszExFFPspnupFkrCfX0VlgChPwWgGq5Vm+oMMyO+u/tyzzETrPi4seI/vBQfneSO5cUDXh7wTSN8Y8bK19rfp90O28tlnvl0BEcW+FEPm9AH51pbkSl7Llf//vgRtvBMbH13ZOus6dF4HmH2MWSbd/5gczAfL7crXyS4Hvk39+vrtEO8d6eiMjeWbzqEthGYzXpLYvamR4vryOGd0PDPjW0cFB0exQeBu6S7YXNkQUZ4z5aUjr2hSAEwAeguyPfjl7D24odgqha8zOAg88AHz5y8AddwCnT0tECngjZIo6/68hcet0HUmW5MkUHsmdBs7IOIq82O7IESH53l4h6elpORem7kmGCwuepFnX1n3mHFDD11A0R+HdzIx3Eqz1C5MWIekBOcwWcGHVAiI6BCRg1in1PHm+N8+Ff2Oqn+dNp0Mr9rm48325YNJh6uvzzoIWN+l0Kp0R/TdN+leqxvntb38bN954Iz71qU+dB/C7uII2a4z5pwD+GH5I1B+s9PzV2nKnI9muv/xL4GtfE33IasBMEdPfWoTK61WTJh1LPZuBZEhHmVkpXRbTJSwthtOdG3pMs572qH/Xr+fPuuzE1+iSF2v4rK/zutWqegYEvP4pmmWWjPoAOsUDAz6yP3hQgoF9++TYq9q0KWDDsVGE/hyA/xWiTnmtu73GWvuyDTrPy8ZOJHSi0wGefBL4xjeAb35T0sITEz5KTVNfr2ZdmGAqmlPoOEOH5M6FgWTEewrNmk0v1CuXJRpl6q1SkWNxch0grwPkmHNzQvwLC57gmXJvt/3CBMjvjC7066emxLFhhkJHDCQ+EjwFe3qYjlbr8/i6/KBnyZOctfqe9X1jfBmDCzKhX8PFmIs9yyAsA/BWLHZrC/heetc6LaBaziHQgqv14siRI/jjP/5jvPvd734GwN9iG9jsxbAWW7ZWhJ+f/KToVZ5++tKvSRKv0WBmhiRNwuT/kMTGrJCeq8D/E7NCgBeQzs15HQp1I7x2aRt8H51FY+lNt5LSSU3T7uufpMzzprPBz6C1KbQNEj3JniSfJN52220/vIpkr7tLdCaLHTjXXCP3ei0K2DxsFKHfZq1984ae2TqxkwmdsFbq4XfeCfzDPwD33is17kbDLxz52rOGnr1eqYgRU9BG0mY9nlPqWIMzpluoxvoyleYcxUryK5Xk7ySbVsuPfZ2b81kFpiX15DpeZkxbM0qamJCU//y8Tw3S6ydpk+TpQHAR5ELGsgDgF0F+H3RS+LnLZZ+i1wrlOJbvjN8HFzWCBK+1DPxcrHuWy/L9UNPQ19ddYgC6ozw9JjdP7sxI6LS+Jn6dJr5YlPTmN78Zt9122xVvW1sLNsKWT54E/uqvgJtvFmf5UuD/a2BAIlD+r/i/pr2ROJmeZvaLjiWvBf7f9LyFRkPKBFqzoolYX8P5MpRO79NJ5HGZ2dIZBraNcr3QpQJeK7Q/kjKjeO2clp0qitd7fvIjr3/dgsexzozimf2r1fTAnYCNwLoI3RjzNwDuB3AIwHlr7R9t/CmuDbuB0DWaTamv33KLDK156ilZBLTIpd32anONJPGRKRWtUSSvJ6nmn6OVr1xIuHCVy7LQMWJnZNBq+Rre8LBX5DP9OD3draQn6JjQ2eDiVC77xZGK9clJHyFwYWNJIctk0dT1Rt7rVCYXN343egod069sJ9I1cS7qxaKPnHivnQaeC8VO8/M+0teLMB2LfMtRf78naqZstXPCn3kcLZzS5M+2SY0PfvCDeP3rX4+zZ8/iwIED+K3f+q09QehElgHHjgm5f/Obq4vcSUj79/vrvlLxREoB6MyMdzr5muFh+d/ShnjdMnM0OCj/7yiSa3tsTDQ0zHQxG6YV6CTzZtOTKe1TZxG0Q0gHkDbN65YErG0J6I7kaYckeL2pEtcMnVXQjgMdYf7O86nVfCvpS18qkTzHOgeSXzvWS+g/DeB16jYI2XXtOICHrLX/38ae7uqx2widsFbazL7zHeDWW0WtThEdvXOgW7ymQaLSQhkuSFyM6KUzeuViwAWAUXuhIIsRSZetYkztU1TG8bV0EqwVYmddnqI/kmWn052WZATBcwL84jg3171w6FQm0/qa7EjKeqqdjvz1HHv2/1OToIeF0HFgfZILKo/B52lFfxR5Ad7srBcJ8hwA/z+kqIkpUKaCucjqtiW2JebLAJ0O8M53dv//v/3tb+P48eNLtwcffHARsunRltvsxbBZttxqiR3deKM4yc89d+nXVKsSXR44IJE7S1u8XhoNIfbxcT+joVQSstq3T14Xx3KN8v9PWxka8sdtNKSldWxMxKmzs94ZILg883/PNLgeBsXrUmeBtKhUO6r8TmhLJGZe11qAypq8DgDYY8+OGn1d8jw5h4KzNOhYsNwxOCjfwZEjvp2UWS09ejpgeWzopDinYH01hNxfa6397fWf4tqwWwldY3YWeOghidq//31pR5ue9gbCtDbr7boFTo+gZMoZ8AbHtDWn0tFomZZmZMDUfankW1wYWZIwtSiP0X1/vye9VssTXN6xoF5AT63jsUiYuh9ej4zl8Rgh8DPRGeF5U7jHFKKOhnW9knVFPSSEZF0odAsG+fmXi56ZxWAZhKnV+XmJ0nSvP8WChO4r1m1/ulyh67jveMfK15Ax5j4Av4ZtYLMXw5Ww5fl54KtfBT77WSltvXhBI92FKBYlsrzmGrme9fjWWk3+p2NjklKfmfEZJBL7/v1iWyT3yUm/EyP3K+AsCabmOQhqdrbbedb1dsATMktRvGc0rqc/MgPAOriO5nkMZtC0oJR1+bzoU6vsq9XuqJvvQ7uguJbODe2ftsPsFTdm2r/fkzzLAlqHQnvaq0N0wujXXYBOR6a+ffe7kkY8cUK8epIfvW/2leejdt3TzihQD3whUdEb56SrclmOzciBtUItDGPNEfDPabU8QdKzZ62fYjQ6FRxgw6iUbXnUAej0It9L1xQpGJqbk4WQ9Xw6ONQA6GhF1x7ZnsfvgAtNvrbNhYvfD4mei6iOepjhYK2TCyG/E734aQEg2wKZwue5AN2jQpnOLZeBD3xg5YVtr9TQLwfj4zIf4qabJD0/MnLp16Sp7CVw7bVCOCzb9PXJPSc3nj4t12G7Lc8ZGJBIdHhYCCrLhKw5mpmTIvfvF0KrVOT1k5Pe+dP1d+1Ik+T5OImbpKzb1rQN53drpE3kdTt0kgF/PevOEa3x0ANzeL0z2tZOAZ0IltU0yWu9js5gUZOiB+dwHdPdCzq7pvUGuynqD4S+yzAzA9x3nyjkjx6VNCK3XKUqVg+F0TPaKdrRtV3Aq7w5/IKRu54tzbQd0980fhoeFa56VzcuHvTWaez5NCDfn4QOdJcASJracQA8aTNC5ghMQJ4/NdXdG69LBSRspsoZjeS3oOXnALqFenRUuNsc4lKQ+gAAIABJREFUU5FsoyMx58VVfB89TATo7ulnFKIFTvleYqbkP/rRlYeCBEK/OKwV+7npJmklPXFida1wxgj5vvSlIgSjUG5gQK6BLBNiP3dOrkFqT9j+deiQvAbwpSmm5lmbP3BAXkNtytSUH83MAUr5/Q90tE2C12TGrJQe0czn8bla7KZbPbVwTzsE+ehZz4tgIJF3oplh1JE8HVrdukrbX04rQNvj4B2WrnTZLN9CqjMT+jn5DpPtHPkHQt+lYNT+ne9Ib+5DD0nUzv3XGQUuLnpi0bUyGhsjPUabjBIXF71Xzucx1cg6N4mYiwAdhjT1iwePSZICuqNfbdR0BvToS903rNPcehMMZhoWFrrJlwTPNh8KCpneJ3HrxUWPmtXvyc+rVft8HlP8egOPgYHuRaanxx+fx9ViJy02Yp0T6Bbk8T0ZmRkDfOxjK4/0DIS+OrTbwPHjsj3yrbf67ZFXg54eicIPH/bCuoMHfbr97FlJ8XOqW6nUPcBleNgTLZ3QxUWfDRoelp9ZuuJsB103p83qbJHu3NBDouikkrh4XWs70mp8Xre6R57XqrZz/l0TOJ1mnZ5nWU+3qeoJkPq8mMWjU8t1CeheTxiE6PfSvfgMJoDu7ITW1GgHgBm45chfz5Xg7UohEPoewPy8iOe+/nWJ2p95xu+VTrIEfCpakxQVqRTTse2GXjlbVOhV61R6mvrond400N1rTceC0YT2uHUajgsGiV0/nwsAPW0uIKxH6lp7p+NFaXpIjX6e/i7owGgxEs+Zhgz4RZCLjFanA90kqz191sH1xh3sC+YkLpYjtIOjHSw6IMw26Fn8H/lISLlvNBYWgO99T6L2O+8Ue5pa5eazhYJXvx8+7PcSGBqSa/H0aSH36Wn53xaL8vxDh/x+A7QBlpCaTS8+JSlSJEe1vO6fp72yJ556E+pPmEYn0dNB1iJMPUCK58A1QROizjoB3t507z1tgT/Trki8JFw+pvUzfC99vnqbZe0Ia40MbyRsrehn6VFrjFjK0q2lgF+TdElCH1OvS5ytn1/XtPPC72KtmYBA6HsIWSbRwB13SOT+0EOyeDBdzUlR9HopgiG00EULuvSIVp1qo/fNi5mtVIwi+XqSGo0sv9WqronrqV66P1wPxKEHTYPnZUwyJIEC8jrOdidxa7EPiVz32OrFgkbL5+vBNnQsdIsdF0GguwVNpw11NEFHijcuNqzX65YiDgrica0FXvOala+JQOjrw8SEaFe+/GUpdb3wwurJPYr8aNahISHtl7xEiDuO5dhnz3qxHHdBZOS+f78XoLKWztYwOoRsr9PEzeuPo5NJiPPzXk0/P989OwLoVs0D3vnVE/N0ur5e99kmPSBH26OOorW4VQt4dW1ez7LXg310gMDPpTNT3MCKj9POdNsez12vATozlxek8meuR/wcQHcmgd9NvqTG5+t0vo7ytaamWJT/+cDAytdUIPQ9ikZD0obf+pYo5B97zC8cVJgDfryrVsVSqEOFNevCTMvxuSQ5PUlLkx/vaax66Ab7e/UQDW2Q7JPlcIpi0QvmqBnQgjeq+AFvTNrrr1bl+AsLPoJn5MtFE/BZCUb3eoGjDoCfkTem53QUrxcSLia65Uw7R0D3wBA9pUynC5kN0XvL//Ivr9zXGwh943DmjDjKt9wi6XlG2qtZRnUXSE+PJ/jDh+V/vLAgBM+yEDNnnMg2NCTXMG2QGhk9z6FSkWuHXRS8vvU+B9oZZQseJ9xRQ0MnWTvyrZbXyZCkAO8Q0BGmbepavs5kcY3g63X0ni8NkPRIgFxnSPDLdbLoFj5qTfSExuUGCFFwqDeO0jZPB5wRPUt5PF612p2C16UNDZK9XusAn/V49auB173uUtdRIPQ9DWslorjvPqkN3nOPRBncxlWrx7VQhikz3f6mB9IwMmUKT/euMmpgCkt76XwOnQVe4Do6ZvsZDZ8Gn/fY+Rr2u+oJWiRpHouROz8HFz+K19ghwKiFCwwf0wavJ30tV17QU9/42fXELS6QzJxosRsX3/wwG34PzIDwff/2b0MN/UrDWknDf/vb0nVy8qRE2rOz3RmvlaB3T6vVJNU+NORtgo4rr4eeHj/8hu1wvH7ZNQL4GRMkGUb3FNFpbQwJiY4o37Ne9xktZsWYLdPOKclOkyjXBtqPnjBH4S1tgN+ltnVN8EB3xA90l7RI8AwqtPOrBbLasdDvmW85ZRpdlxzohGthqj4XnRHQbX28Z6TPc+Zn0fZNYv/BH7xwUFQegdADlpBlElUwJc+d3+p1f2GTXEnsum2F5K7rT5xgp7dhpVfM1LEWv2gCYxRChTh7velY6PS19uzjWJ7HuhfH2eo2HYrduGjpaVaA9/w5EUsPpOFn133ArD/qVhsucFq5q1vjdGotP7pVK5S1sj4/qENHL3ox4Hdy880rz9AOhL65yDLZpvfb3xabevRRT+75Uc3LgXbF64MOLwVdvCb13AQq6vft8+K7SsWTMq8tRrUkOs5C0B0wvK7oLOuSGR1dEj0dUE3kdCgY0WobJyHma8YkSWbC9DwGHQDoqFd3mzAC1qlzTa5cD/SEyJ4er1nRTr+ut/Pc88JX2qCelKezAfr5/H70aF5dJtTfs54tUS4Lof/QD13qegmEHrAMWi1Jw992mwiAHn1UUvIUwWly07tK6chUT5rT6nZGBFoBTuLUW5vSqFn/YrSyb5+PVBYXu6do6SEZ2mC0x00j1LW9fK8qo4VGwx9Lj8FkpEGvWqt5uUg1m151zHPMdxPoDgA9TEeLaPgeXOgoctK3fG2On/mznw2Evl3Q6cio2Vtvlcl0J09K69rMzIWzIS6GvKhKjyrWy7WeCcHNUlh7L5d9lKnb1yi+JGmTqGnfdEDyGhmSp57UqNvm6GDrqFyfK+1W73IIePvQDivXBK4LWoOis2A6ba2dCP5NH1NrdNiNQtvjmkS9ih4PrTNvmsz5mbTTz9916yADEp6P7pLJK+0LBeDNbwY++MGVr49A6AGXxNycROvf/S5w112STqQKl+TOyJm9sNpT54LDyJ2CNV7QmqBoLIzK9WQ6Hp9eerksEf7Bgz7CoPCHkQjge7e1R18qdS8qWrSj1edUzeuUOD9bvk6XX1w6Hb/48vM1GlLi4KYzOhLS4jhN9NrZ4ILDMghvFDLydyr8v/zlUEPfjuh0gGefFQ3LbbeJw3zmjE9la1HYxaD3GeA1qEWZvEbYypmmQkzc1/yaa7rT+HntC8VfdBIpvNP2CnhHmbZKO2LWS9/TOddiOd3aykibtqI3k9LpbH6HeaLMn5MWm7L0xOfotjqSKe/zNXKdAcxveqVLdSR+vQ+9nq3BQILlQN7zu9GCZNbv+T395E8C73//ytfEtid0Y8zHAPw6gFH30H+w1t5yqdftxkVgq8F6+7Fjsgjde68fXKPbYtgyQ3LXNWWm4nnPRUmTEj14pseo7CbBU7zG2nir1S0MGx72hF2vi/Ohh18wgtfKUr6X3kRFiwBZ088P0GFWglE+/07T4QKhFaxcJLngzs/L98rpYExdMuLXdX5mNHjPKEm37PF9Ox3g05/ePjX0YMvLg4Nmbr9dUvMnT/qJcrqffCWQaHTkTCeW76EjVC1EZS/7wYN+ypreFlnPUGD2jD3vVNbr1DJr04xgdSeM7vTQTimjfBK5bgfj+qAHyzCap+PAKFxPo1yupk3HRovf+P3RmWCqXs+z150tmuwZTWs1vCZ+Ov2cnqk3uGEphFlJXX7jOQF+XXz5y4FXvWrl62CnEPqctfb/vJzX7fZFYKthrdTX771XFiLOv2Z9md42DVBHzFq0wgua0TDrVloIpwV4xaL3fvv6/AKj1fjaeaARMSXJWp+OjHVqSxM9lfM6fcjIR8/tZlRCz1o7DHrh0AIgHT3wvXRPvp5tzfPVqf28gIYOA+AX0XIZ+Mxntk+EHmz50qBdHT0qqfkTJ3yfOyO51YBkQoKgbZFEtS4D8Bkn2szgoNThualSrdY91lnPpGB2jhstcYATj63bOUlWOvWsI2vaAzNmeuYEoWviJHTah568SCLWynoSNuDLEjr61j3p+aE2ukNFnxezGvy7tk/tMOhz190+dMC0iI8Bih7p/KM/Crz97Sv/31ey5xWWgYC9DmPEo/+5nwN+9mdF6PP974ug7qGHJMKgmI49sbpVRg+loOiDaXndg80FgIZLkhsf914wh2lQ1ML03uKibI4xNtZtNJwBDVzYf6oNUk/VY+qcz6nXZZHVrS9aA0B1vnZwqMAfGPAaBJ1648QrZgR0T7muZ+ZrjXrxoCORF8oF7AzQrt71LrlNTgIPPCAZsfvvl22Tx8e7I+PlQCca6C4L6fnmhUJ3NoqvmZiQThfWkZlCZl+7zpaR/Pv75bxJbNxOVreR0lHVkSyFryTf/BAnCm31Nc3nkUipvwH8czSp8zvKt/TR7jkql8/RAjrqCUol7/DzOwG8QG+58beM5JcbpKPPk5MfJyY84ec1P8xUXIrQV7y2tlGE/s8BzAA4BuC3rLWXHLq4l7z67QQq5b/3Pam3P/ig1Abn5+XvjGb15i96hrpW3rIGpfvPtaqchMU0n3YEdOTPiETPS2cqka/R6TftfdMQtRpXRxx5o2Q9kOlMLoqc7JaPqrUITg/a0PVGPsYFQX9/etZ3vke2UJCeaI60XA5bEKH/cwRbXhMWFoAnnxRyv/tuEa1qUd1qhXWMrLXwktczU81MqwMXKsT1oCM9GprZMLbYDQ76TpNGQ5wTZtIYUeuODEaruudckzfQrUvRPfOM+HlM3cMNdE985PO1YI7BRb3uzzE/5Cpfk+d55Et3OnugbVILWPOiPO2IA75soUsPb3+77M2wErZFyt0YcyuAg8v86aMA7gYwBsAC+H0Ah6y1/+Iix/kwgA8DwLXXXvuGU6dObc4JB6wKJPe77pLoneQ+Nyd/ZxqKHrLeIIUeKomdAh3d4rYcsWvlOD1sPVqVtUFdn6ZoiCk4GikXBS3UoUHyHugekqOjA51WtLZ7tymd1qMSmO+p++W5WCyn3s9vGsEOAtbj5+akhp4fYKGx0YQebPnKIMvElh54wNfdn3nGd6LQgb4USNK8kYBJXLQv1qN1u5bWnmhlOK9vlsf6+/32p4zytUCU3R98D16vtCldQ6ezQbui3eqIn69j7Z7kyfKAvukJkFpQxzICM2cMPvRwGX43gCddoDt9T/vk59FOOeCzbPkWWN2GR7z97cB//a8r/z+3BaGvFsaYIwC+Yq29/lLPDV799kKWSVr+6FEh9wceELJnOk7XzvQ2r9qDpYqUkTcXFV3fYspaX7p5j5q1eC4++RGx+VS19rp1toBCHk51I3ED3U4F0J1O5KIAeIcjjrt3guLn1uNxuWDwb1qExMWM4j12FLzznd7bXw5bpXIPtryxmJuTyY933CGi1ccfF/uamfHkuRrosckUdPH6yvdZ54fk0MHU2TKmq3lt8vrs75dInt0svM7p3FPwqjNOunZeLHrS1VMW6XToqFc7H/wsOuuguwGYmeB8embr9GdnSyuzcnoHOB6DafZ8D/xyUbxeV/KBgz7e294GfOITK///tn0N3RhzyFp71v36bgAntvJ8AtaGKJJNKH7xF4Ff+AWpax89Krdjx6Tmzpo0a3RciDh/enpaFihjvKK9t7dbTaoHOOionepXLUgjCXIh4kLGgTjayHjTbTdAtyqVCnw9rpbvSxU8a288P3rmjKzp3HAx1ANF9OQqZh+oGWB0PjnpF8A0BX7+56/s/3klBFvePNRqwBveIDc6zw8+KJvHPPKIEPz4uBdZXqz2zusR8MTJ608PP9Hko0mHpa35ee+QMorXtkbbYwqfO8cNDvo95OnY0oZ0KYDqf4o/mbXSaXqK5VotLwylHdKOGNHrsbflspyHHnbFz6aPrTML+nNTRKvHQ2tdTz6q19k4XX7TkX2WySyB9WBbEDqA/8MY88OQNN1zAP711p5OwHoRRXJx/tzPSQQ5NSWzr48eldGzTB222155C3hBi/biR0b8AIi+Pi9KY806P+VJt4sx5U6Sp2BHD5LRM5oZbTAS56K2sOCjC54zIxJ+Xu11s85Oh6FQEOeEKTfALwBzc92iGh6Pi6PuVdfHY9veSun2LUCw5SsAOs9XXSWC1UZD2kuPHfP7Njz7rDjHFIgtB3ZuNBqi1aCjmd9wSQ8/0qloXUPmQCpdg9YtXprI9MRJltv0RjMkOIr6gO5IHvCOAnUuejiOJlaSplaj0/a16l070BTpkYSB7nkQXB8Y6TOC5+54rNHrjJ3e5Y7rkxbGpakEQevBtiB0a+0HtvocAjYPxojq+6d+Sm71ukQUR4/KfPlHHxXSbjT8AsLUPCN3LjpUs3PgTH9/91AHXfvWRJ4f5kJSZeQ8M9OdutPz5hlB85gcItNs+udrIQ/risCF56K1AUxN6ihILxhaQc/zJ4HrBXM7Vc2CLW8NSiXpX37Vq2QwyfS0iOvuuUfaTZ98UlTt3FKYc9/zoPOq/84yESN46lRoBzptziiX9kt7A7xDqgmfzrXu5dYqez3VjSQIeIEtiZw2yzR9b6/vWNFjpPm7Lp3l7Sqf2dN7J+hyhbXyWG+vX1uAbgeCpE8HgxvhMHDRO+g1Gj67t1ZsC0IP2FuoVIAbbpBbuy2RxH33CcEfPy49uky79/Z6Q9bjJrlb2pkz3al5LgKMtPOKeS5ArHfpGj2Nj0KamRlfv2bkQpLn67TCla1ufH89GCZJ/NAOndrL1xC5KGiVLFN6PLflXrvSYJmAvYe+Pm9jWSYZskcfFTu7/34/b35ubmWCB7oJnil6naan0wt0t2oC3m6ZBtf6FF17zg+ZAbpbXfXwKRIq7wH/HjwHDoYCfKsszwfoHtuqW9uozOdn1S2uesgMS4J6m2fdHaM3ZtICuuFhEQ7y+NTMMDt3/SXVJisjEHrAliJJZDrSy18OvPe90qd5/Li07Bw/LmQ/OSlESQNimpDpby44IyNeNU8hDgmehpgfA0nCZD+6Tg0yHcbncAcqLcbRwz0ITbZMxTPKoaOhJ8BxAWPtXtfl6Xxox0L3t1IFHBBwMUSR1It//MfllmViU489JgR//Lj8/OKLfj+CixG8TtETerBNpdIdzeshN1rQxuwWb1p1r4c7zc11k70e0qLb6RiR6/S5JnY6FHoSI0ts+VZTveVxfnIdCb7Tke+QaXj9WfT3TiLXWTWdZtefm/MJ1oNA6AHbBlEkHuxb3yq3RkN2sXrgAVl49EYX9NxZ16bR6eid6T7W3nt7/YKTT8/r2iAjbT3sgYuI7iO31qfM8qlEnf4D5Nz0DHwaNaMMtuzR46doj5kFtsixBsd6H5+jF5KAgJUQRdJipgl+akoG2jzwgNyeeEJS9Jx/wKEsy4HENz8vJKdr0bQ1Ei91LyRZ1rl5n097s7bMaJlkX69L+Y02rsmeNs5Z7Nyxjk637hjRLaTamef3pCcwameG0b0WCTLS146LHiaVb4UldOvskSPr+98GQg/YtiiVgNe+Vm4f+IAY8IMPyu34cRHWTUzIc1nb0/OgeT85KTemybilKwU5rENTTQ50q97psZPkuYgw5VguXyjM0334XHBI9FohTy+f70kyz6uD9YAcRvHAhVFBQMDlghH8G98oN0Cu3+eekw2bjh8XZ/q55+R6nZvz5ajlwIyXjvL1DnK6nZQZLqA7s6VT9cwGaDvSUS4zVgsL8vvsbLdzoFPedJS1FoCOMcldD4BixM+sGvekJ9Hn219ZttPDcvQYWf7O5+Q/c6ihB+wJUDX/jnfIrdmUBYbk/vDDUk+fmhKDofpcz1bX6fnRUV8XZ+2dmypwwdCtLEzNaRU7RXskVUbw+QiAKXsuPnQGtJCGiyC3iqVjottaSPTc8IFZioCAjUatJvXc668H3vc+uRbPnJHWuPvvF4J/+mmpw8/PC8GvNIM+P6Oe9qJb23Q9nuUpHcXrLUppk0D30CcttMu3t1KDowVwekiV7iqhUE8TvHaoGcnrATvargsFWUt0vzzPlz+zh51OQbsNvOY16/u/BUIP2JEoFoFXvlJu732vRA2PPCLEfuKELDijo15Byr5b9rbyMRL8+fO+vs0WGg5u0ftQ54fLaDGbFtSQzLU4RjsJ+cWI9UcdcS8s+HGvrOFNTcnn4vsw4g919IDNRJoC110nt3e8Q67h2Vkh9UceEaf6kUeAU6d8mp4zJ5YDI2oNTZ66L55kz3ZVnT3TI5yZAtciO03SugVND5linZ/rge6EyXeVaP2M/lk78loro1sAWbrTLaj5SXHM7K0VgdADdjyMkaj1R35Eblkmi8qJE7KJzIkTUh8cHZVFSI91ZD2METxbSRjB6y0R87vG6R5witfyU6TYMsM2G9bqaNS6b57P4UJRKgEHDnQvSIwyuCc8N4UJCLiSiCJxel//erm9//1iV6Oj0iJ38qTY3RNPeLHd1NTK42qZpcq/jx7VrAV3ukVUE7DesIU2DXQr1Jcbq0zCZ3RPx/r/b+9sY+Q6qzv+O353wI0TIBEJdhxXSbCTFEpNFJMmppiilLZEQF/SNlKRIiIgbT+0qgpKpaJWSK0q8qFqKLgVKqWFQJFQI2gABYEiIkIaRDCJ43jXXtu72Alev6yXJI693tMP5x7Ns+Nd791dz8vO/H/Sle/cuXPnzPWee57nPOcldTO9AqnX6UGAqR6BvE5eIz0BOeMvlw7K9tIrVsDVVy/s/0WPAtFzLFkSee+33hrb5GSste/cGek6O3fG+vvRo1MNfNkVrazMlgY+lTFd86XbOytrZeBNGTiXlA+ZnAnA1JF9Brili/HkyXNzY1evjuWHfKB1WWEZ0acsXw5XXBHbtm1x7NSp8H7t2RMz+F27YlZf18in8Wx256fLO3WunNFnSltzw6TmVM/mRi+lG765fGzpNm922cPU6o4l+bl0+ZfFr5LSq3f55Qv7P5BBFz1PRs+/4x2xZdpOuuazH/XRo432pWUZx9zKutIZYZvBNTl7z2j15tG/WaMKFjQeCmVE7EsvNVyGOVPPgKHywXLyZBxLd2I2dRGi21i1quGqz7agr7wSRn5gINLldu+O/ZGRMPLHjs3uei7L15ZMl/9dlrQtXeDlMlgZqFqWli0rN6b+lTXpy4DUNNw5A2+eoWfgXQ7Cmwtewfl7MtRBBl30HZm2s21bbOmi37MnjPuzz8b+6GgjL7dsn5qGvuzkdOJEXDsbsGQBmpzJr1wZBrtsmZhr5/nAyYdDc3emUu6yeEXprhdisbByJaxfH9v27XFsYiK8YENDMbhOQ3/gQAy+jx5t6Nj5mK7FbA6sm+u7l0Wfyjaz6Y4vSzRPV/a12WDnQLxsx5wD7XK9vlwiK71vS5dOP0iZCzLoou9JF32uwbvHTH3//oabcHCwMYPI2tjZNa65Y9PPfz51hrFsWRj2dM+vWtXIy82UnDL3tQyUy1l4GQlbloqF7ir9KsR8WLYMXv/62N72tjiWXquDB8PQ790bUfYDAxFxPzYWs/nZ2siWbVRLUtdg6jp62bUxdTCrQ5YNlEpX/pIlUys5ppEvZ+o5EG/20pWV9eoMWs57Hxf2cSF6D7OpaTsQCleuBe7eHQ+a0dFGG8bMVW/OP52YiIfP2FjjOzLHvKwXX1bXKqtMNXeuKtNjVq+Wu130JmYxEN60KbZkcjKWnQ4ciEH3wEAY+4GBqBY5OhqG/nxpdHmd6c6ZLpK92W2ehj/bIpc6mc1iSkM9ORnPhvJ6GQNQBv5lD4j5IoMuRA1WrIB162Lbvj1G12NjUU3ruefCwO/ZE5XsTpwI5U1XfVaIS0NftmcsR+RZQCZn72Vu7HSuvQwEOn1a+eiif1iyJJoyrV0Lb3pT43im0g0Ph7EfGgqdHByMwfiRI/Vm9GUAXTOpj6mHWSWyzFQpU+TKehTNy2Ppmi89bHv3LuzeyKALMQ/MGg+VG2+MYxMTsdaXD5KBgdiOHAnDnU0wsq1ic5WoTEU7fryxnp7r72ngM3WnXAvsxBq6mf0u8HFgE3CTuz9ZvPcx4G7gLPBn7v7N9kso+o1Mpbv44nObnGSvh5GRWKPfuzf+HR6O4jgZL9Pslm9mJkNfpqVlbEtZOrZMbyvT48rgONAauhBdQ6adXH453HxzHMu0nYMHG2uA+/aFkS9bKZY1osvGMS++GFsZTJO94TOCN8vAtpmngfcBnykPmtlm4E7geuAK4BEzu9bdOyOlEIQHK6Ptb7mlcdw9ZtnPPx/GPfV0aCiM//PPh66er6d8Xmem99PYZ/fH5csb6+xlgFwOBhaCDLoQLaRM27n11jiWee3lGuD+/TGDOH48DPz4eKMXfLrpm418rr2dOBHu+nbi7s8C2LnugTuAB939FWDIzAaBm4Dvt1dCIWYni1KtWRMdH0syKO/YsTDuw8Phvs88+pGRRqrr+PjM3zFdh7qSsmztoUML+z0y6EK0mYsuahj5226LY6dPh9uvdAkeOBCGf3Q0ZvPj440AvCyKMTERbv8u4krg8eL1SHVMiEVFBuW96lURO7N169T3z5wJfXzhhTDw6cY/eDBeHzrU8MLVLZ7z5JMzn1cHGXQhuoAVKxpVtrLj1dmz8UA4fDhm8DmjP3w4ZvNjY/FAaVXpVzN7BJiuQ/N97v4/F+D69wD3AKxfv36hlxOirSxfHumul1wCb3xjI6ceGoPt8fEYlA8Px2B9cDD2c+0+K+VllcrLLluYTDLoQnQpS5c2HhibNzeOnzoVrvnh4XhYZDW5C427v3MeH/spsK54/Ybq2HTX3wHsANiyZYuy6UXPkClul14a23XXTX0/S8CeOhUD80OHYsC+cePCvlcGXYhFxqpVjSIcXchDwBfM7H4iKO4a4InOiiREd5FBrq9+dWxXXglvfevCr7tk9lOEEGIqZvZeMxsBtgJfN7NvArj7M8CXgV3AN4B7FeEuRHvQDF0IMWfc/avAV2d47xOJDZvFAAAGpElEQVTAJ9orkRBCM3QhhBCiBzBfxJ0dzOwIcGCW014LjLZBnLkgmWan2+SBxSvTVe7+unYIM1+kyxcUyVSPxSrTjPq8qA16HczsSXff0mk5SiTT7HSbPCCZOk03/lbJVA/JVI+FyiSXuxBCCNEDyKALIYQQPUA/GPQdnRZgGiTT7HSbPCCZOk03/lbJVA/JVI8FydTza+hCCCFEP9APM3QhhBCi5+kZg25mt5vZc2Y2aGYfneb9lWb2per9H5jZhg7L8+dmtsvMdprZt83sqlbKU0em4rz3m5mbWcsjQOvIZGa/V92rZ8zsC52WyczWm9l3zOxH1f/fu1ssz2fN7Gdm9vQM75uZ/VMl704ze0sr5Wk13abLNWWSPteUSfrcQn1290W/AUuBvcBGYAXwY2Bz0zkfAT5d7d8JfKnD8vwacFG1/+FWylNXpuq8NcCjRAvMLZ2WiagF/iPgkur1ZV0g0w7gw9X+ZmB/i2W6DXgL8PQM778beBgw4GbgB62Upwvuf9t0eQ4ySZ+lz3Vlapk+98oM/SZg0N33uftp4EHgjqZz7gA+V+1/BdhuZtYpedz9O+7+UvXycaIrVSupc48A/g74B+BUi+WpK9MHgQfc/TiAu/+sC2Ry4Beq/YuBQ60UyN0fBY6d55Q7gP/w4HFgrZl1Z+uW2ek2Xa4lk/S5tkzS5xbqc68Y9CuB4eL1SHVs2nPcfQIYA17TQXlK7iZGZK1kVpkq1846d/96i2WpLRNwLXCtmT1mZo+b2e1dINPHgbssmpP8L/CnLZZpNub699bNdJsu15WpRPo8g0xIn+swb31Wc5YOY2Z3AVuAbR2WYwlwP/CBTsoxDcsIN93biVnPo2Z2o7uf6KBMfwD8u7t/0sy2Ap83sxvcfbKDMokuQPo8K9LnFtIrM/SfAuuK12+ojk17jpktI1wrRzsoD2b2TuA+4D3u/kqLZKkr0xrgBuC7ZrafWLt5qMWBNHXu0wjwkLufcfchYA/xQOikTHcTLUJx9+8Dq4gazJ2i1t/bIqHbdLmuTNJn6fOFYv763MrF/3ZtxKhvH3A1jcCH65vOuZepgTRf7rA8v0wEa1zTLfeo6fzv0vogmjr36Xbgc9X+awlX1Gs6LNPDwAeq/U3Empu1+F5tYOYgmt9kahDNE+34m+rg/W+bLs9BJumz9HkucrVEn1v+h9eujYgM3FMp1X3Vsb8lRssQo67/BgaBJ4CNHZbnEeAF4Klqe6jT96jp3JY/AGreJyNch7uAnwB3doFMm4HHqofDU8C7WizPF4HDwBlihnM38CHgQ8U9eqCS9yft+H/r8P1vqy7XlEn6XO8+SZ9bqM+qFCeEEEL0AL2yhi6EEEL0NTLoQgghRA8ggy6EEEL0ADLoQgghRA8ggy6EEEL0ADLoQgghRA8ggy6EEEL0ADLo4hzMbIOZvWxmTxXHzprZU1UP4x+b2V9U9aLnc/21ZvaRpu87pzewma2uvvO0mXWyFKMQixbpc/8ggy5mYq+7v7l4/bK7v9ndrwd+HfgN4G/mee21RE/r8+LuL1cytLSdoRB9gPS5D5BB71PM7I/N7IdmttPMvjeXz3r0ML4H+BML7jKzJ6rR92fMbGn1HRvMbLeZ/ZeZPWtmXzGzi4C/B36xOv8fq8suNbN/rWYM3zKz1Rf0BwvRw0ifBcig9yVmtgb4K2Cru/8S8FtzvYa77wOWArcBvw/cUo2+zwJ/VJx6HfApd98EnCRG8h+lmjG4+19W510DPFDNGE4A75/XjxOiz5A+i0QGvT85C6wGPmlmW3xhvYjfDvwK8H/VGt12YGPx/rC7P1bt/yfwqzNcZ8jdc43vh0Q3IiHE7EifBRCt5USf4e4vmdkNwG8DO8zs39z9U3O5hpltJB4kx4h2iB+b6etmeZ2U/aPzASWEmAXps0g0Q+9DzOwad3/R3R8Evka0o5zL518HfBr4Z+DbwO+Y2WXVe5ea2VXF6evNbGu1/4fA94BxYM0Cf4YQAumzaKAZen9yX6WULwLPAB+s8ZnVlQtuOTABfB64390nzeyvgW9VaS9ngHuBA9XnngPuNbPPEj2Q/6WaUTxWpbY8TPT+FULMD+mzAFA/dHEuZrYB+Jq739Al19kPbHH30YVcR4h+RPrcP8jlLqbjLHBxWYiiE2QhCmIWMdlJWYRYxEif+wTN0IUQQogeQDN0IYQQogeQQRdCCCF6ABl0IYQQogeQQRdCCCF6ABl0IYQQogeQQRdCCCF6ABl0IYQQogeQQRdCCCF6gP8HrgmzLGpQR0IAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_2D_depth_trajectory(s_span, traj, yn, len(X))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_2D_state_space(traj, yn, len(X))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAb4AAADmCAYAAACqJ+DHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAgAElEQVR4nOy9eZRcZZ3//3qeu9Xae3c63Z0NEtlkgCCLoIRxDDqMsggSBHVcENczOs6MMOMRcfyBMuIZxsEjo/JFXKNmxAxMgLCYYBBI2AkgkwDpJJ2lt/Tetdx7n98fz71V3SQhezpd/bzOqdNddW/dun27u971+Tyfz/sjlFIYDAaDwTBVkBN9AgaDwWAwHE6M8BkMBoNhSmGEz2AwGAxTCiN8BoPBYJhSGOEzGAwGw5TCCJ/BYDAYphT2HrabXgeDwWAwTEbE7jaYiM9w2NiwYQNCCHzfP+yv/Ytf/ILzzjvvoB3v3HPP5cc//vFBO95kYvbs2Tz44IOH5NhT+boaDh9G+AwHndmzZ5NMJslkMqXbli1bJvScrrzySpYvX75fz73++uv58Ic/fJDPyGCuq2GiMMJnOCTcfffdDA0NlW4tLS0TfUoGg8EAGOEzTCBbtmzhggsuoK6ujrlz5/KjH/0IgFwuRzKZpLu7G4AbbrgB27YZGBgA4Gtf+xpf+tKXAFi2bBnHH3882WyW1tZWbr755l2+1k9+8hPe8Y53lO4LIbjtttuYN28eNTU1fP7zn2dX9n333XcfN954I7/+9a/JZDKcdNJJpW3t7e2cffbZZLNZzjvvvNL5Ajz++OOcddZZ1NTUcNJJJ7FixYrdXoebbrqJ1tZWstksxxxzDA899BCgI6JLL72URYsWkc1mmT9/Ps8991zped/+9rc5+uijyWazHH/88dx1113jjvujH/2I4447rrT96aefLl33Sy65hMbGRubMmcP3vve93Z4bwM9+9jNmzZpFfX09N9xww7htYRiWzqO+vp7LLruM3t5eoJza/uEPf0hLSwvTp08v/X7297oaDAcFpdSb3QyGfWbWrFnqgQce2Onx119/XQGqWCwqpZR65zvfqT772c+q0dFR9cwzz6iGhgb10EMPlbYtWbJEKaXUwoUL1VFHHaWWLVtW2va73/1OKaVUc3OzeuSRR5RSSvX29qqnnnpql+d0xx13qLPPPrt0H1B/8zd/o3bs2KHa29tVQ0ODuvfee3f53K9//evqyiuvHPfYggUL1FFHHaVeeeUVNTIyohYsWKCuueYapZRSmzdvVnV1dep///d/VRAEavny5aqurk51dnbudOw///nPqq2tTXV0dJSu0fr160uva9u2+u1vf6sKhYL6zne+o2bPnq0KhYJSSqnf/OY3qqOjQwVBoBYvXqxSqZTasmVLaVtLS4tavXq1CsNQrVu3Tm3YsEEFQaDmz5+vvvGNb6h8Pq9effVVNWfOHHXfffft8md/8cUXVTqdVitXrlS5XE79/d//vbIsq/T7veWWW9QZZ5yhNm3apHK5nLr66qvV5ZdfXvpZAHX55ZeroaEh9fzzz6uGhobSc/f1uhoM+8hutc1EfIZDwkUXXURNTQ01NTVcdNFFO23ftGkTjz76KDfddBOJRIKTTz6Zq666ip/+9KcALFiwgJUrV+L7Ps8//zx/93d/x8qVK8nlcqxZs4ZzzjkHAMdxeOmllxgYGKC2tpb58+fv9Tlee+211NTUMHPmTP7yL/+SZ599dp9+xo9//OO85S1vIZlMctlll5We//Of/5zzzz+f888/HyklCxcu5G1vexvLli3b6RiWZZHP53nppZcoFovMnj2bo48+urT91FNP5dJLL8VxHL785S+Ty+V4/PHHAfjgBz9IS0sLUkoWLVrEvHnzWL16NQA//vGP+cpXvsJpp52GEIK5c+cya9Ys1qxZQ1dXF9dddx2u63LUUUfxqU99isWLF+/yZ1yyZAnve9/7OOecc/A8j29+85tIWX7buO2227jhhhtoa2vD8zyuv/56lixZMq6A6etf/zrpdJoTTzyRj3/84/zqV7/ar+tqMBwsjPAZDgm///3v6evro6+vj9///vc7bd+yZQt1dXVks9nSY7NmzaKjowPQwrdixQqefvppTjzxRBYuXMjKlSt5/PHHmTt3LvX19QD893//N8uWLWPWrFksWLCAxx57bK/Psbm5ufR9KpViaGhon37G3T2/vb2d3/72tyXhr6mpYdWqVWzdunWnY8ydO5dbbrmF66+/nqamJi6//PJxhUAzZswofS+lpK2trbT9pz/9KSeffHLpNdauXVtKC27atGmcgMa0t7ezZcuWced24403sn37doBxBUkbN25ky5Yt484hnU6Xrn18vIsvvrh0rOOOOw7LskrHe+PPMGvWrD0WOh3o78Vg2BNG+AwTQktLC729vQwODpYe27hxI62trQCcddZZvPLKK9x1110sWLCA448/no0bN7Js2TIWLFhQes5pp53G0qVL6ezs5KKLLuKyyy476OcqxG7bgXbJjBkz+MhHPlIS/r6+PoaHh7n22mt3uf8VV1zBqlWraG9vRwjBNddcU9q2adOm0vdhGLJ582ZaWlpob2/nU5/6FLfeeis9PT309fXx1re+tbROOWPGDF599dVdntucOXPGndvg4GApGh1bkDRz5kymT58+7hxGRkbo6ekZd7x777133PFyuVzp9/jGn2Hjxo2lQqd9va4Gw8HCCJ9hQpgxYwZnnXUW//zP/0wul+P555/n9ttvL5W3p1IpTj31VL7//e+XhO6ss87itttuK90vFAr84he/oL+/H8dxqKqqGpeGO1hMmzaNDRs2EIbhXu3/4Q9/mLvvvpv777+fIAjI5XKsWLGCzZs377TvK6+8wsMPP0w+nyeRSJBMJsf9DE899RS/+93v8H2fW265Bc/zOPPMMxkeHkYIQWNjIwB33HEHa9euLT3vqquu4uabb+app55CKcX69etpb2/n9NNPJ5vNctNNNzE6OkoQBKxdu5Y1a9bs8me59NJLueeee1i1ahWFQoHrrrtu3HX4zGc+w1e/+lXa29sB6OrqYunSpeOO8c1vfpORkRFefPFF7rjjDhYtWrRf19VgOFgY4TNMGL/61a/YsGEDLS0tXHzxxXzjG9/g3e9+d2n7ggULKBaLnH766aX7g4ODpfU90BWHs2fPpqqqittuu41f/OIXB/08P/jBDwJQX1+/V2uIM2bMYOnSpdx44400NjYyY8YMvvOd7+zyDT6fz3PttdfS0NBAc3MznZ2dfOtb3yptv/DCC/n1r39NbW0tP/vZz/jd736H4zgcf/zx/MM//ANvf/vbmTZtGi+88AJnn332uHP+6le/yhVXXEE2m+Wiiy6it7cXy7K45557ePbZZ5kzZw4NDQ1cddVV9Pf37/JnOeGEE/j+97/PFVdcwfTp06mtraWtra20/Ytf/CIXXHAB5513HtlsljPPPJMnnnhi3DEWLFjA3Llz+au/+iv+8R//sWQksK/X1WA4WAj15hPYjWWZwTBBXH/99axfv56f//znE30q+8WGDRuYM2cOxWIR296TO6LBcNAxlmUGg8FgMIARPoPBYDBMMUyq02AwGAyVyG5TnSbxbjAYjjh257jhOI5pgzAcMEb4DAbDIWVXAga6L1EptcuvuzpGGIak02ls28ayLCOAhv3GCJ/BYNhrYtHalZiNFa74+7FCt6tjxeI19mvcxzhW2OJjAhSLRYIgwHGcQ9K3aah8jPAZDFOYNzPy3ZWI7U2z+VgRG3s7GMTHUUqRz+exLAvbto0AGvYJI3wGQ4Wwp2jsjSnF/Y3GJjrFOPb1gyAgCAJs28a27Qk/N8PkwAifwXCEMtmisUPNG88zPnelFL7v4/s+juOY9T/DHjHCZzAcBqZKNLbfhAX9Vbq73PxmbVdjBbBYLOL7vimAMbwpRvgMhv3gzaIwKBdjjBWyPTGZo7H9QgUQjCKKwzDwMvQ+jZr9MUjW7dfh3iiApgDGsDuM8BmmPIcjGqt4EdtblIIwD8EwItcN3Y8he1Yhhl+DXBd+bjuc/G3YxbXa2+tnCmAMe8IIn6HieLNobFdf49vYN9ZY2N5MxIyQ7QOhD8EIojgIA68gOv+A7H8GRrdCcUhvR2L3rsLv/BNMO3unQ+zL9TYFMIY3wwif4YjGRGOTGKUgzCH8Ych1QeejyJ6ViNHXINcHfh4QICRIRxtMjfZhbfgJQeo4yNaNOZTar9+RKYAx7Arj1Wk4rOxPNLarY8Cuo7EY86Y2gYS+TmUWB6F/HaLzfmT/0zDaCUFObxc2SAGB0mt9SCAEiiAy+PWnwNt/Vjqk7/sIIUgmkwd0amOje1MAU/Hs9hdrhM+w3+xrNPZm5fa7i8bGfjUcwZSiuyEY7UZ0PwpdDyOHXgN/AIICKAnSAqnAD9DvSwIteIXolgNsFEmC0++CaacCWviklCQSiYN0uvrvVEppCmAqF2NSbdgzhzoa25UVlWGSU1q764eBVxHbHkD0rUYUO6E4AoEEBEgJKoQwBGWBtCEsAiOUhQ+9LxJBNbT/v5Lw7U1V7L4Q/w2GYWgKYKYgRvgqlLHRWCxUY+/vSzQW88ZUolkbm8IEOfCHECNdiB2PwfaHkcProdgfiZsELLAD8EMIbRAWIEDlQY0CAVr0FDrV6ejnIIAidt/z+J2roen0Q/IjjF3/MwUwUwsjfJOEgxGNxccx0Zhhv1BhFN31wUA7YvtyRO/jiMI2XagShIAFMgDl6+cEkeCpENQw5ehOoIXPQr8NuZRTnwEwoL90PgBNp+93ccveYApgph5G+CYAY0VlmFSERfAHEfluRM8z0Hk/cvBl8AchyKNCG4EA4YMqQCgBD4SKBHCUUuEKUI7wPCBBuZTAL7+mcIAUIsiVRO9Q/z0bB5ipgxG+A+RwlNtPaisqw+QkLlYp9MFoB2LbH5A9f4TcJvBHtVYFelchovvS1SlOoUDlonSmQote/OHNRguejRa/gPLBJDryS4CdAiGQfg/ByEZwWw7bj24cYCofI3x7YHR0lOeee45TTjnFRGOGykcF4A8j8l2I/ldg2wPIgaeh0BNVZopIw4qUUpXKA0TUhD6qRRM/uoVoQbPQ0Z1NWeiilKeQoJJ6u+eA8MBOglMLshpRGDiswhdjCmAqFyN8e2BoaIivfvWrLFmyxERjhsolLEKxHzG6BdGzBrH9YcTIOgiG9NpdEGcpcmgxs4GErtYMi2gRCxkveBbldGYc3cXbRXQMB0QKPBesBFhJsNIomUCEBRh6GQb+D5KzwXEO3/WIMAUwlYkRvj1QW1tLX18ftm0ulaECCUYRhR7ofw3ZuRLR9wTkOiDMQagiwStQrsCM0pQCvX4XFikXrES5TywgCTi6by/MA/loWyx4UTpTOuAktOiRABFFnGEvIBAK5PZ7oeoURLLqcF2VnXhjAUwsgGb9b3Ji3s33gG3bB72HyGCYUFSoxSW3FdH3sm40738OCl0Q5HWfXRinIuNUpavdVlQYid4oOnIL0GnPeH3OQYtjFN2F8TGs6OaCkwbLA8sB6enHw6KOLoXQDe7S1s9VCjG0DtnzGKJ+7mG+UDtjCmAqAyN8BsNUIfR1OnNkI7L3Keh8BDHyZ12d6RchjF1U8uh1uChVKaNWg7AAFHXlZimdKYAUWvTitb24R8+ivL7ngZsAmdRiJ+K1wij1qSwQoRbAsAiqqI9tOSiRgJHtuqjGzh6+6/UmmAKYyY0Rvr3AcRwKhQKuu+shmQbDEU1YgFwnYngDsmsVoucxyLVH1ZlxOtNHR24KLWJeJFC+LmopWYr50T42pXQmPmXnlbHVmxJIgZsCy0MpiZBKC7Bl6/VBpI4yxbB+PFRaaK0syq5G2AkEEnv4WehZA63vOkwXbe/YVQGM4zgm+jvCMcK3F9TX19Pb20tzc/NEn4rBsPcEo4jRrYiBlxGdj0D/M4j8Vr3mVoSyYMW+mR6IZNSWUIBwBF3MEqcrQQudC4xpWyj14cUN6AmQKbATYEtUKBF+AWFJUK4WvRDt4EI+aoy3wE5DIg2yGmwbEYa6ylSGIBzE0EYtjvLIetsyBTCTjyPrL+gIxQifYdKgFBQHdTpzx/PQ80dE33Pg79DpTAVa8KKRQFhANkpBimitbRAteHHLgqC8fgf6IDnd2gDE/pqQBCcSThFVexYC7VRmJ9FFMQEEI1FhDLpR3asCt0pXd8romL4fWZxZhITIYjeidxUUP6D3PwIxBTCTByN8e0EsfAbDEYsKId+LGHod2fskoudPMPRnLWJ+Meqti9boStFdWldWUgS/EM3HyzNe8OJWhJByO0Ic2en1O0UC4aR0BScBBKN6m5UE2wXb0unWcAiCQIudVQ3JDDjVKCsFKERxFAojIHRRi/bWt5AkCJxaLKcK+l6GaWccxgu775gCmCOfSbcS+4lPfIKmpibe+ta3lh7r7e1l4cKFzJs3j4ULF7Jjx45dPvfOO+9k3rx5zJs3jzvvvHOvX9MIn+GIJfRhdCuiaxXW6/8P68//H2LDf8GO1ZDvhuJoVIE5iBatJMpqBqdJtxIU+6HYB6oPGKLcdhCt85UEL25niHrvSILIgluHsF39GsVhvUbnVIHTAFYaLar9OsojAYlmyBxNWHUcym2GIEQUtiKGXwe/ExgB4aKcOlRqLirzF6jsiaj0LB017lgdCfSRz1gP3GKxSKFQ2CvDC8OhZ9LN43vkkUfIZDJ89KMfZe3atQB85Stfoa6ujmuvvZZvf/vb7Nixg5tuumnc83p7e3nb297Gk08+iRCCU089laeeeora2trdvlYYhuzYsYPvfe979Pf3c/rpp3PqqafS0nL4XSQMhnEEechtRQ78GdH1J+h5AlHYqqOtMHhD5aUDVKHsFELa0T6j0T55yqLmUI7k4qkJcVIoelwmtBenZZWPryTYmSh6dFEiQPiD+rjC0QLoNaBkSh8pGNKtC/g6srMSKCuNsLNg14OdRFna2FqEORRFgtwItlRIJwlHXQ31Jx+mC31wGGtVaApgDhuVM4/vnHPOYcOGDeMeW7p0KStWrADgb//2bzn33HN3Er7777+fhQsXUldXB8DChQu57777+NCHPrTTawwMDLBgwQKklNTW1jI6Oorv+2QyGY4//vhD8nMZDHuFn4ORjcj+FxFdjyD6n4F8VzTZvIhOU/qULMKsarBc7QwWjEJhEN1uMLZgJZ6QEN+PWxGEbjtAgoojPaGnL+CDSmjBS6RRPghRhKBPG1ZbSZBpcDIoIRBhHhEMEO2IsjyEqAUnA1YVyk4AAiFCCIehWECoPAiJwNaCLZNaKLevhLqTonObHJgCmCOLSSd8u2L79u1Mnz4dgObmZrZv377TPh0dHcyYMaN0v62tjY6Ojl0er6qqimeeeaZ0/6GHHuLuu+/mmmuuOchnbjDsJcUhxEg7csez0P0Iou8FKPbolgQUWvDGRndVCMuL1tZGIp/NHLpoBcrRXDjmfrT2h9Q9dUJGmx29n4yMpKUHXl1U/WlBMIxQhagPMImyEwgr6uELRxFRVKhkCmG54GQR0tXHsWwIQ0Q4jAjz+nWEA8JGyQxK6RYHoRTYeRAJCHboFK1bc3iu/UHEFMAcGVSE8I3lUBhAmzU+w4SgFBQHECOvI3ueQnStgMGX9Zt+EKcoY5uwaE3OrQIcHd0Fg5ETSxzhxSsX0VT0ktjF8/DQVZconb6Mh8nKQLu2yCx4WZ3SDPTkdfw8iAAlHC1mtouwdMuDwo3GFQGWi7BsEC5YSRQhggCCoi7MkQkQHioMUaGPtIugAoSwUE4G36rFrp0DXj04dVAcmJTCF2MKYCaWihC+adOmsXXrVqZPn87WrVtpamraaZ/W1tZSOhRg8+bNnHvuuXt1fCN8hsOKUlDoRQy9iuxZg+h+BIb+D4KBqLAjbiIXaJPnrE4Zgl67C4cil5W4JSEmrsaEcnozgV6LK44RO1s/JoVOk8oqcNO6z66Yh9EdIEZ1hablgUwhnCq9HU9HiiKv+/BECDKNslyE9PTxggAsGxUEiNBCqRBUPwgbISxwqgi9WvCawZtGaFcRIsDzoh7ETujbCm4DOKnD8As5dBgHmImhIoTvggsu4M477+Taa6/lzjvv5MILL9xpn/e85z38y7/8S6nic/ny5XzrW9/aq+Mb4TMcFlQI+R7tTdn5OKLnjzDyGgRxhBf7ZkZDXK0MSnoIKSNBGEWv3411UhGMFzyXcoRXBJHXGqpstBiG2ivTzoJdi3KrEaGEYi8UtkdWYjaINCpRjXCqwcrqp/o5CIYBLYhKphBOWldjKgsVtTqIwIcgj4hn+DkplDMN5TVCog28al3ZCfr1/EFEYVSfs3S1wDq7L0qbjBgHmMPLpBO+D33oQ6xYsYLu7m7a2tr4xje+wbXXXstll13G7bffzqxZs/jNb34DwJNPPsltt93Gj3/8Y+rq6vja177GaaedBsB1111XKnTZE6lUilwut+cdDYb9QYWQ60QOvoLo+hOi51EYeR38oajyMhY8h3iqgZIuQoAIcpAvAMOU+++gXJ0Zf+9Rdl0poAUyjvCiKk7LBjuDcur1OlxhEDHcoYtNrBBkCuU2Iqw6nVKVoPwCwu+Foq8jPVs3oys7o8XOH9Xrk0FOF7ZICSKJ8lpRXj24zZBs0q+Ni6IIoY9QI0hVAGxCkSBM10NVq15btDP6tSoMUwBz+Jh07QwTxSmnnMIjjzwy0adhqCRUALntyIE/I7sehZ4/wcgGHTWpWMSi6E4m9TpYXG2pRqLpBaOML1gZG+GN7bmLXk8UxjiuWPqLk9ARlFWDkgKR74LCgPbptF1tIeY0RWtqAijosUUqamewUuDUoOwaFJZeX/T7dMGLiqI/J4tymxGJepTXrKO2yKxaRRMcZJDTbi3SJXRrUHYduHWEVpZAKdLp9KH/nRxBxC0QQgiz/rd/VE47w0QhhCAMQ5N7Nxw4KoDRbciBl5FdK6H7MRjdrFOapf45S1t4CS8SPBk9PqJdVhihbDs2VvDitTsXPd8OLaIqWutT6O3SivrlqhFWQvf2jW7Uw1+lpdfOvEaUXYewFIRFVDiEUIH26MRFebXRtASrPOYozEW1M0lUogHcWZBsIHRqIicXG4IQRRERDCFQCOmg7CxBcga4dbp4xSoPnVVBEDnPTC1MAcyhwwjfXlJdXU1/f/+bNrwbDG9K5LKiU5orEF2PwUg7qGH0ulxUWCJcIFrLIppmIArgj6BTlHnKa32K8ugfCz0iyIk+68YjhGKicUBOOnJVARGOgt8NxaIWptT0yCTaA3yEGgLfASTC1qlWZUWjisJhRH6bbpUQEuw0ypsBqVng1RPaVbrCU3pRq0IBUYyEVSZQTjWhV6ddXpypFc3tC6YA5uBjhG8viQtcjPAZ9plY8AZeQmxfidjxGAy363RlqVk8gS7e8HRrgBBRZJePphjELQmxwMWCZ+ubSGjBFJFQqhylAbDC1SlEO5qFF/oQxjP4JHhp8Gp0s3kYIKxouKzwUFYVAqWLTSSIsIgoduvtWDriS85EJVpRiUbtwCJtkC5SjaLwEWGAspJgpQjcGnDqddpUOm+8UrvFRDg7F8CY9b/9Z1IL3yuvvMKiRYtK91977TX+9V//lS996Uulx1asWMGFF17InDlzAPjABz7Addddt8+vFQvf0UcffeAnbpgajBO8FYjeOMIboSxcSS1M0tPrY9JCBIXIUqxIuSUhal0o+WUCxKlQV6cCVfS8UmGLF6U0I+ELQyjq11bCQni14FRTKm4RRYSdRMkk4CFEiAh9vdbnD+s0qGVpNxi3EZWajnKng6snMgghdBo3co5RTi3KTus0p1OrPTz3syjFvLlr3tgAH6c/jQDuGxVT3BIEAa2trTzxxBPMmjWr9PiKFSu4+eabueeee/b5eJ2dnXR1ddHV1cV//ud/Ul9fT0NDA1dfffUuewUNBiBaw9uK7H8Jsf3hqEpzE7ryMhalaMyPlUApgRBSR3ZhHKnlKE9CiIpQxo7/icQSiApNYgeXqKBFWHo9TVh60KwltfBJV1dFOgndlK7QaUfLQ0kPKeR4+7PQ16/hpMFrQnktKG+6ruq0HIRQKEJdMGOnwEqj7AzKqdFRnZU+YGsx3/cRQpBMJg/oOJWIKYB5Uyq/uOWhhx7i6KOPHid6B8KmTZv43Oc+R1NTE42NjaVPV6eeeqr5BzTsmrhKs+8lROdDiM6VkOtAF6JAuejEBisye1YqsvsaQQte3KAeF6lEhS6AFrxklCKUus1AxccWQEqPAFIiGtYqtWG1besCmURSv76MiluUE9mLubrIJBiCIK/TnUhdjZloQHltkJ4Obm303EgwETqFaWdRTjXKzuoI0kpOKh/NycyuCmDi9T8jgLunYoRv8eLFuzScBnjsscc46aSTaGlp4eabb+aEE07Y4/Fmz57NsmXLSvd/+tOfsmXLFv76r//6oJ2zoUIotSW8gtj+EKLzYRh9o+B5+qt0ILSiuXQ53XhObC49xo2ltPYHkNKGzyKK5MK+MZFhJKZ2JEYi8sgURD1zVbpCUziRGEavIVxwkrqZvNiHCgp6bU5YCLeKMNGESLWhEq0IaaMsJxJUHaVipbXYOZHYycQhFTvzJv7mjBXAQqGAlNIUwLwJFSF8hUKB//mf/9mlE8v8+fNpb28nk8mwbNkyLrroItatW7fPr1FfX8+LL754ME7XUCmUGs/XIbcuh66HxgheLGBRSlNaOsILfRAjUYuBjxa4sR6aUGpUl0ldkBJ6ep2tOEA5InTRgmjpghYRF70ATjTo1Urr9b0wKPfcCUe3MagQiv2IMNCCZaX0UNhEK2RmIJwsoZXUx7SiNUIni7KrUU6VXq87xGJXusxTsJVhfzEFMHtHRQjfvffey/z585k2bdpO26qqqkrfn3/++Xzuc5+ju7ubhoaGfXoNY1tmKKFCyPUgB9chtj+A6FwOI5vZWfBs3Y8WiMg7M4ruVEjZb3OsYXTUxiAT4CQhdLWJc9BLeW6eC1RpIbLCqIrTASy9bmdVafcVIRHk9XDYeEyQnUSpAFEcRoytyvSaEenpKK8ZZWd1+lM4CClRViqK7Gr0vlaiIl1TKglTALNnKkL4fvWrXxQarFUAACAASURBVO02zblt2zamTZuGEILVq1cThiH19fX7/Br19fW7nexumCKUzKNfQ257ELHtfyPBG452cMo3aesxPUHsnRmbRccVmlCO8Dx0hJfQ4hVK8AMIetBtDCraJxNFZ4ryCCIPvCTY1XrQrApBjSLCSNhKUWMIwUjUoO5FVmFa7EKvCeFW6WIXaekKU6ca3HqUnY7W7CZO7OLiDcO+YUYg7Z5JL3zDw8M88MAD/Nd//Vfpsdtuuw2Az3zmMyxZsoQf/OAH2LZNMplk8eLF+/VLNxHfFEYpnRYcfg259Q+IrfdoL02GGVehiR1VSipdeEJc2i8YL3hxpOeh05UuOK72zQx88PspC17kwCIt9MggXXSC8iKrsSptBq3iQa9F/RyZ1SlKFeqpDkrohvhUGyRbCb1mlFePsFP6/0G6KLtKi52T1alPYXEksN+jxlRoolN23QBv2/aULoCpmHaGQ00Yhpx22mnjRhsZpgD+IGLodeT2PyI2/05PSyhFeHGVZry+FqCbzH3KTiyKndfxEiAzgAOOXRa8YJCy72ZUECPtKDCM19qSUXFJdFNRs3pYjHr6vHIRi/KjPr4aVLIVEtO1zZhVrUVTOigrA24tyq3VYrcPTeWHi2KxiOM4uK67d08Ii3pmIYC3b0saU4G4BWIKFMBUfjvDoUZKaRbZpxL+MGJkI6LrMeSm/4bBl9i5LSEyjEYBg9FXn3IbwthZeJGdmBVZitnRdPMgBH8HZRsyO/LotCKDFhl5ddo60nOrolaIPPiDUZGm0M4t0oqKTUKwkoRuHSrZhkw0635BKwlOVluLOTUot0FHgZZ3iC/mgbHX/3cq1AVAwUhkoZY9tCc2STEFMEb4DIbx+DlErgPRvQax8VeI/rXAULTRQgueRCH1BHHitoKxs/Li1gTQKdBUaSYdtoyW/PwoHZqjnNJMRoNVo1YGIbQoWZ62E7Mzeo3OH4wmlwOWiCYaeLqK00qjErWoZCvCqUEIi9DJINxa7aTi1k+6Xrs9viErpSdaFKMPH3amYkcXHSymegGMEb59wPM8crkciURiok/FcLAJi5Dbiux9FvH6LxEDT2s/y7GjgXBQKAQ+grjhPPLDRKIVLYTS/LtI8MKoAtNXUIxtxYrR/lElJh7IUL+JW1KvFdp6srqyMghVQBQGtKuK8CMRdfUan9OohcypgkQDykoiLG0CjdcIXgOhW6ePd4Ss2+0ru30zDnI6ylO+joTtqijVa9gbpmoBTEX8hcyePZtsNotlWdi2zZNPPjluu1KKL37xiyxbtoxUKsVPfvIT5s+fv8+vExe4tLS0HKxTN0w0KoBcF3LHWsTrixEDj4Lfhxa8WMA8tKAVEaUILRa8uHAlbj5PAilt8eUrkNG6Xz5e/4tHCblg1+s1O1GMtil9382inCqEzECYRxR7wB/W/XixICabCa1pCC+lJ7DbWUI7jbAy4NWivGmEiWnRnL0jO5W5N+z0Jhz64McfBGxw6yvi55woploBTEUIH8Af/vCH3fbm3Xvvvaxbt45169bxxBNP8NnPfpYnnnhij8fs6Ohg6dKlJc/OtWvX8qEPfYgwDHnwwQfxPPOPNmlRIRT6EP0vIzcuQXQ/CMUedBQGelpCHB3lKackFTp9CWXBiyPCjBY8JfQYIeFDId4nXu9LglOj1+3CaOqCCnSa0sminBpdaVkYhcJWCIb086WrvTKTbajEDLAlMgxQVoLAqUZ61QinhjDRjEq26cinQt6wxq3xKaUn0/tR+tmpOih+oAbNVHGAqRjhezOWLl3KRz/6UYQQnHnmmfT19bF161amT5/+ps8LggDXdZk/fz6NjY2Mjo7y3ve+l/e+970V+SloSqCUrtQceBXZcRdi+zLIbaXcbhC3JsSRXNxWAOV/lyg6K7UypMHN6kZ18no+nR+nQaPBsiKh151kSptRBwP6cTsNVh3KySCkp9f9hjdp784wiBrMG1Gp2ahUK0IFyDCHwiZMTkO49Ui3iiAxHZIzozl6FUqQ09WaKiindidp6vZIZ2wBjO/7e19RO0moCOETQnDeeechhODTn/40V1999bjtHR0dzJgxo3S/ra2Njo6OPQrfzJkzueqqq0r3H374YXK5nBG9yYo/ghjeiNiyHNnxaxjdiI7m4uKSyNiZAuW2AjXm8SLlIhYX0GtwqKhRPRjVGdLS82TUdpDR1ZzBCIQDurHdSYPdiLI9hAQR5CDXrdcOQ6Ub0tPTEdmZKKcJhEIGIyjpEaZmgDsN5VURetMhPaOyBSD0EcVewNftFm6tjoANh5Q4+qu0aA8qRPhWrVpFa2srnZ2dLFy4kGOPPZZzzjnnoL+OaWKfpIQFxOhWxLYVyPbFMPwyujUhFrx4oGs+usWMLVqJG9E9IKujN6ROuak4DRpNQpfRdIS47y4IdKQirMjjMhv1yyk9Ab0wrEVRypJfpki2gddIKCQyHEEJmzA1ExItuhfPbUR5jZW9rqUUBEOI4g79AcKrjabSGwwHRkUIX2trKwBNTU1cfPHFrF69epzwtba2smnTptL9zZs3l56zLzQ0NPDCCy8c+AkbDg+hD/ke5I4nEK/9ErFjDVrwfLSAxfPtfCBKPZYeG9uQHqdA0zp6k+hiE1WIXijq6xNKi54VTURHooJRhGWByGr7MBkNfaWoK0n9Uf16boNOZXpt4FWhLBcV5hFIVKItEr16cGq1SXSlC0CQR/hRtaZMgNekq1gNh51KzHBNeuEbHh4mDEOy2SzDw8MsX758pwnrF1xwAbfeeiuXX345TzzxBNXV1XtMc+4KE/FNElQIxT5E7/PI9l8juldC2Eu5EjMaEUSBsgsLlCO/gHIxioOu1EyDI7VQBbkx+yb1vnY0skdGVaAqDyrQVZZxeb1QIKVuiSjkdIuDWwupmZBq0U3mIqmfp3xITidMzwFvmt5mp6KilcpLPZUoTY3Q1ZrKqUNJoUcmGQwHiUn/17R9+3YuvvhiQE9qvuKKK3jve987zq/z/PPPZ9myZcydO5dUKsUdd9yxX69lhG8SUBxCDKxDbv4dYvu9kB9buBJNJx8neGOrMmN7MaLHUug+O1dXYBbHRn9e1GAejfqxPB3RKV8XX0AkUEFkI5ZAYSGKowhRBC+rqy8TbdFU9GjEj5DgNeKnjkIkmvV0B+HqKO8ItBM7qPgjCF83oSs7o6NrIXSxkGHCqMSIz3h17gMdHR1cddVV/OY3v5noUzG8kSCvC1e2P4jc/FsYehVdkSkoe2n6lNsSoCx4ML75PEprCgdEGI0UiiahW0m99iRVNJTV02lNFerUpfKj3j0LrAzKSiGEC4xAMa+rP5MzUYmmKEJ0wU6hpIfwagkTM1HJFt2bh9RTze3UYbqIE0ToI4r9oAoo6YJdPa4JPZ/Pk06nK7LIYjIwidsZjFfnwcBEfEcgKoDR7YiuPyI3/hbR/wyoeB3PRf/tB2jbsTB6koWO/N5oIh2lNWVG31f5aHaepdsEAlv35tmuNoSORTAY1RPRRRBFf1UomUXYLiIc0a0LdgZV/RZI1AE6daecakK3HulkwJtGkGjRz1GB9tWs+LRmVLzi65mByq7eSeTDMNz1cw2HjUqM+Izw7QOJRIJCwaRdjgiUgkI/ou8pZPt/I3r+CH7cgB6bSMftB3FTehz5udHjASVfTFIgMuW0pspHtmAeBI5uWUh4ukjFiiYq+CP6RqBTklYdyskiRAKhhrSfppWG1DyUVw1KIYQkdGsJkzMRdhbhZgi8aWBlo+GwEuXWVH65fliMorwiSia0f+huRL5SS+oNE8cRI3zxJ7v9mb21adMmPvrRj7J9+3aEEFx99dV88YtfHLfPihUruPDCC5kzZw4AH/jAB3YqgjFMEoJR7biyeZkeBpvfTHm6gaDcfhDbjkFZ8OLGdD96LAmiWguWGtY2WEpF44BSWvhcR9tiobQAFkZ1+wFBlK6s0VMTpKvX74IRPQoo0YCwMygVIlRImGwkzBwHbhVCWChbjwMS0dw+ndbMHNZLOSH4Qwh/CIREObW6VcFwxGIivoNMXGE5a9Ysksnkfh/Htm2++93vMn/+fAYHBzn11FNZuHAhxx9//Lj93vnOd3LPPffs9+uMjIxQLBZZs2YN+Xyed7zjHft9LMN+EPowvBHZ+QfE5rsQAy+jU5jR+lspuosrMmMhTEbb41l5oNf26iPByyGK3ZEjiBtZYCVQViJaawv0+CCKUBzWxxC2NpeO1+CE0lGgXYdKZUFkEBSAAJFsIsiehEo1IUMfLI/QbUBIB6GKKOlFEU8FN6FDNNC3DxHmop+5prJTuRVAJYoeTLDw3X///QwPD+P7Pu3t7SQSCVpaWpgzZw7HHHMM73znO3GcPVeyTZ8+vdSekM1mOe644+jo6NhJ+PaHu+66i29+85sApFIpOjs7uf322zn22GON8B0ulIJcF6LnMWTHvTqtGXRHG+N/zNjoGcrjgRKUI7y4qMUB6lCJOkToI/wePbVcObrwRGZQXhaB0GtPqqitwwqDutAFC2VnEU5ar9sJCyEckClCK4Gwk4jQB+lDYjpB1YmozNHIsIAg0FMSnGqEKgDh1Il4VIgo9OrU5lSJbCuAShW+Ca3qXL9+Pe3t7fT29hKGIX/4wx8AmDNnDk8//TQ33XQTs2fP3qdjbtiwgXPOOYe1a9dSVVVVenzFihVccskltLW10dLSws0338wJJ5ywx+Mppcb98hctWsQ111zDvHnz9um8DPtJcQjR/wJyy/2I7Q9Arp1ye0K8Thd/jSs4vehrkXL0ZwE1uidO+RD0Q5CPKjOTuiDFrUZYNhT69D4EupQ+iOzLLCcyRa5GWR7CTuhWA+EiLFePFQJwm1FVxxFUnwwSZHEApEfoNSBQoAKUlYrGBE2BiCe2HFMhyqnZJ6EPw5AgCEinK7xh/wglNqmepBx5VZ1KKebOncvcuXNLjy1atIgvfOELnHbaaVxzzTX7PPF8aGiISy65hFtuuWWc6AHMnz+f9vZ2MpkMy5Yt46KLLmLdunV7POYbP/GYys7DhApgcD1W1wrElvuh7zl0711k+lxKa451W4mLWkLK09IlUAVOI6EQSL8PyEEo9bqcWw12rZ5h5/dDboc+ZliIqjVDsCPBc2pQThqhPO2oEommUD6KAOE2oTLHENT8Bbj1yEIX+D6hWw9WGqHyuinbra/84pWYsKgjPUC5dfv8c+/re4Dh4FKpEd+ECZ8QguXLl/Pcc88xc+ZMGhsbOeWUU3j22Wc588wzgZ2jrTejWCxyySWXcOWVV/KBD3xgp+1jhfD888/nc5/7HN3d3bsdZbQ7jPAdBka3I3sfQ2xZgehdCYVtlL0yFeMLV2J7sXiiwlhfzTTIWpSbQvijSJXTxSlWGtwMJKbpqebFQcRoR7ROV4DiiF5PtB3waiBRC7IaJRMIS7+mkikEvt7fa4T0UQTVf4HKHAWFHcjcFpSVRHktulpT5VFWOoryKvPNZCeCvPbZFBLl1JkBsYYjhgn5SwyCAMuy2LJlC6+88gqDg4MUCgV++ctfcsYZZ3D22WcD7HUJs1KKT37ykxx33HF8+ctf3uU+27ZtY9q0aQghWL16NWEYUl9fv8/nboTvEOIPI/rW6uKVrQ/ByDooTTqH8dMR4lvsyALjfDWFjtBQClEc0utzIgFuCrwalDMdyCNyW3XBigqj6QkF7afp1aIS9WBX65RmGDm8yDSIEEFev5knZxPWnIDKHKMnKIxuAhSh1wyWV7bechsq33llLP6I9toUNsqtPaDCnUqNOiYDlXrtJ0T4LEv/E3zsYx/jYx/7GFu2bGH79u3k83ne8pa3UFdXt0/He/TRR/nZz37GiSeeyMknnwzAjTfeyMaNGwFtW7ZkyRJ+8IMfYNs2yWSSxYsX79cvtaGhYZzhteEgEAQw+jpW55+gawVix5NQ7KLspqLG3OK1PdBreQ7lKC9qT7AawE1AcRRkESxHO6O4VeBO12nN/GYo7NBreX40UghLpz+9JvBqEdgoEb2mHVWGiiJYKcLUPMgei8ocg/LqIN+F9AdQVhqVaNZTF8Lc1IvyQM879Ie0C4tTe8DrmJX65muYOCasuGXLli0MDw+XikQ2bdrECy+8wPnnn79PKc7Dzb333svDDz9segAPFrluZP/TiO1/QnQ+AqPr0BWYUfsAUG5ViIXPQVdswrh5eladXocLAwT5yPvS0z6YbpMuLinuQOQ2a7ELo8IVoUCkIdWCchu0RokAcLRIChfdwiBRyVbCzDGQmYtKTgcUMrcVCAndaWAnEcFwZLBcPXXW8qBsDh7mI+eZ6gMWfN/3EUIcULuTYf+ZxHZlcCQVt8SitnbtWm699VY++clPsnXrVv70pz/R1NTE+eefTxiGpajwSKO+vp6enp6JPo3Jj5+DoXVY3Y9B1ypE3xrwdzC+uTyelBAbRztAXN0Xi6OtLcbcRpS0EUERYYWgEigngXCrUW4TKBc5/Dr4neAXtcWYCkCkonFAjQC6AAUHZacRIoVQAUiFcqeh0kdDeo4WSKcOit3IQh/KSum1PJWDYPigvelPKsICotinK1btKTA2yTCpmbDV5rq6Ojo7O+np6SGZTPLBD36w1Hd3pIoeaOHbsWPHRJ/G5EUpGN2C7HsG2fUYdP8JRtaj1/Jiz8yYuNk8KlQp2ZDFkWBKp9KsWiBABEW9PmdVg+0g3CqUMw1R6IGRF6HQr9fqlK9tx9wZqFQLwrG19VioUFYG3AwCAcpHJZpQqTZIzkIlGyDRjBIOcnQjhAXCRDPY2WiqgJg6fXkxJb/NIRDWIalYPVKzP1OBSr32h1344gs5b948/uM//oMzzjjjcJ/CAWGKWw6A4hBi8M/I3ieh63HofxqK29BFKfE09LhiMxa9BNp5RaGnLSjA0xGFU6f76UI/GhEUFVFYjnZQsZKI4fUwslkfL1RaQxNNqOQMhJ2FcBDyo+CkCN1qpBAQBqhEHSo1GxLTwMmivCad2vSHkKMdui8vPRdUEeEPROtZNZXvvjKWMcNiD5WptmlnMBwKJix5W11dzRlnnEEQBIRhiFLqgP/I77vvPo455hjmzp3Lt7/97Z225/N5Fi1axNy5cznjjDPYsGHDfp33wMDAAZ3nlCMMYOh1ZNcK5Ob/QWxYguh+AIob0Wt0UB4bFIy5n0YLXzwY1tbVmm4j2E26alK42gnEqUVZNthJlF0LgY8YeB5G2iHwdRuDk4L0HFT6OO284u/QHQxuLcqtRhKCdFA1JxHWnA6pOboCNDkTlZiOyG1D5rYTOjWEqaMQ4ai237Iz4NZPHdELC1Do0U3poNO+xn6sIjER3yFAKXXQ0ppBEPD5z3+eBx54gLa2Nk477TQuuOCCcbZlt99+O7W1taxfv57FixdzzTXX8Otf/3qPx16zZg2PPPIInZ2dbN++nVdffZVzzz2XU089le9+97sH5fwrlnwvcuhVRN8L0LMK0bUawu2U7cUcyg3pY+fhxWODoDRVwUrpHjyrGrykTimGYeSGUtTPkUlEYQBym3SlppB6OrpTg3LbEKl6KPToobLC01EeAhCEmTmQOQFlJxAS7a6SmoXCQo60AyFhcgbYqXJ/2lRpRlcKwnxk41ZAzwqs0r+TQ/jmeCQXulU6lXzdJ1T4DuaFXb16NXPnzuWoo44C4PLLL2fp0qXjhG/p0qVcf/31AFx66aV84Qtf2Kt/rDAMaW5u5qSTTqKpqYknn3ySBx54YDJb+Rx6ggJidLNObXavga5VMPxnYBAtcE50i6O5+HfgURa+aCKCRE8xd7Iop1lPN1AFbTlGQUeUdhIhUpDvg/wWLYTC1U3obgMqfZR+3VwXIiiAlwUrqyfyJepRmRMhNR0oIsIQ5dSjEq0QDCML3boZPTETiIo4hBv1p1V4lBMW9TSMYBQI9TreYRC8mP2Z1mIw7ImKsVLo6OhgxowZpfttbW088cQTu93Htm2qq6vp6enZo3vLGWecMW4tsrq6mkKhYIRvd+S7kEPtsOMZZPej0PM0hB1ogRvrpUn0WNyjlwGSehSQEton04paErxGVGYmgpReF/QLKJXXb4pOCkU1otCttymlj0ECkq2EqTnIQjcUe6OAMrIoc7KEyZlQfTzKchB+ESEVYaoN5dQhCp2IYFRbjnnN0XpWIfLZrKrcqs2ozUOE+cizFD1NwUpNrcKdKU4lf+CoGOE7nMQFLsY49w0EBcToRsTAOuhaiex7GgbiKC9AR3IeWn1ylNOdLtpPMxtlPYv6zddCpzbT8wjSs7DyvZB/FRWGCOUjLAlWDVi1ujcvvyNyMfO0+783m9Cr0mlKf0CPD/LqdEO5N40gOxeRbEOFBd17Jm1U+mgUIHObAEmYmqX9OIu9gIpMliusp0wFOnoO84hQT40AEXmRVmuxm6DI1hS3GA4FFSN8ra2t4xxVNm/eTGtr6y73aWtrw/d9+vv7D8i2bGyEOeXJdyEHXkP0Po7oXg39z0MQr+UpdGVmCl2ZGVdnSiALogYcW/tjBvloLp4NiSbIHEdop7FG1kOxH4JAV3G6SXDbCJHIkdegOKDfnK0kePW6ItPPIYfX67SnV49y6hGJRsJkK6SPQtguKsghKRLaNahEC/j9yGCY0M5Asg3CXLSe52jRqwS/SRXoDxZhHhEWS1EdwkJZHsiE/vBwBHzir+So40inkq99BfwXa0477TTWrVvH66+/TmtrK4sXL+aXv/zluH0uuOAC7rzzTt7+9rezZMkS3vWud+3XL9e0NIwhKCCG1iP6nkZ0P47Y8SyMbgEG0FGeQ7kdoZ+ygXQCqNbrcJaCoBjZhgndqpBuRSXnQdiPHFgPhZwe+6NsXWmZaEUU+pG5DgiGdVRip8FrQskMIrcFioPaH9NrQSWbID2TwG1CJJpRykcEI0hlESZaUbaLLGwDBKHXAk4aUewHwsltO6aiwp+woCclqKIWPkBHda7+sCC9I9ZLtJLfgA0TQ8UIn23b3HrrrbznPe8hCAI+8YlPcMIJJ3Ddddfxtre9jQsuuIBPfvKTfOQjH2Hu3LnU1dWxePHi/XotI3wRo1uRvWuQPY9D39MwtFnPuSOaX4eLjupylFsVYruxDGCBVNqrU/lgWVpg0rNQVj1i9FUodOviFcvWIuk0gFWjU5u5Tm03Zmd1q4JM6UKMfGQw4NRBahphagYi0aTtyOwUKhhGIgmtDKFbgwzziMIwoVUFiXqd7vMHdAGLU3XECsJOqFCniVUxEjm/HM2BjuiEo9PH0p00P5cRvomhkq/7hA6inaz88Ic/ZGhoiE996lMTfSoTQ2EYsWM1VtcqndIc2QC5AbT7SgEtcJJym0JcvBLPy3P195aje+wIosisHtxmED6M9oAa1HPzbA+cNLgNEIRQ2KqdVoQVvXlbugBGRi0RThUkpqOSrZBsRTlZPTxWBEhho6RLaKeRwgWhUMJDuTUIIfXzhaN7847UQg6lh9nGAofyI5ELyvsICyVsfX2Eo4VuElagFgoFEokEtl0xn9EnDbZtH9EuWnvBkePVWQlM2QkNQR56n8bqfBgx8AIMtUOxLxrZM4xuRo/txOKxQTE2Jf9NIbUOxqlNJ7IeU0nIdYA/pMVPRhWeThWIFIx2g98XtSpEYlpU4DhRUUsGvAZUciYkm8FJo6wqlGUj0b1ngbCQVhIpJKGQCCerG+EhKuZIg+Udriv65qjIXi2+hWMFbsxnUmFHkVwqEjlnUoqc4ciikiM+I3z7wZRLdfqjiB3PI7oeQPa9oC3AisNagIICMIROZ8bTE5Lo1GbcnxcbTkfDYlUkjsLS1ZfYujgl2BYZR7taDEmCSGpTaf91CIb0RHREtI/U44LsjJ6d57VqB5VEFmRGjyJSfuTB6YBdjbS8yF4ri7BcHd1ZiUg0JkgsVKALe8aInFDB+AgOxkRx0XqcsKNb5b5BQWW/ARsmhooVvn/6p3/i7rvvxnVdjj76aO644w5qamp22m/27Nlks1ksy8K2bZ588sk9HruhoaHyhU+FkO9D9K7B6l0FfWshvw0KI7oQRRXQbQqx4IEWOIFOeY4lnqFXpDQxXVujQHGI8gBZWxda2EkIk6gwhwi2gxpFC6kEIpFyqsDNaFPo5HSEU42SKZSdAlxklGZVTg041Sg7rdsl7LReuytVLx6Gf4FSajIYI27BGHEbu6IgxkRwyTHiVvkCZziyqOQPHBW7xrd8+XLe9a53Yds211xzDQA33XTTTvvNnj2bJ598co9N7P39/aWBuf/3f//Hv//7v/O+972PU045hfe///2H5GeYEPwcDL2K6HsKq3c1DK6HfLdOc/qRUwqDlFOae0Kie/fiaCp+o4/X/KDU32e50ZrfCFpQA0qCSEY3jbtVer3PTqPcWoSdRbl1WixlCmwtfsqp19GfW60fk24UKR2Cta5xwhaNUQp9hAr192+M3EriJseImqVFeKr4fe4lhUKBZDI52deaJiWu60528Zt6a3znnXde6fszzzyTJUuWHNDxvv/97/Piiy/S1NREQ0MDuVyO008/nWOPPfZAT/WAGRqCwUHwPHBdfbNtPaFnrwgKMLIJ0fcCVt+TMPgKjGzSa23FuNFcoVsU9uWzkEV5qsJYoqiv5M05Agzq6k6gLHZJIKvtxewUuCm9jufUgFeHcutRdg3SrSF0M9qc2mtEebXlgo4DFToVFeiMFbboJlT0eGki/BiE9hdV0tXfx+ImbLP+to9M8jffSUslX/eKjfjG8v73v59Fixbx4Q9/eKdtc+bMoba2FiEEn/70p7n66qv36pinnHIKjzzyyME+1f3i5ZfhgQcsslnIZiGdVmQykEgo0ml9P5mERELfHAdEMAJDGxGDL2H1PwP9L8HwJvD7dV8cCp1ejNfqDgexnVkVeFV6nc9OglWF8uoRXjNhogWVaETYVeBmUU6tbjmwM1FEt5ef5cYJ2hgBK4ma2r2oIaL1NhmJWWSiXYrYpElLHiQKNsEwwQAAIABJREFUhQKpVGoyTwGflAghcN1Jb75emRHfu9/9brZt27bT4zfccAMXXnhh6Xvbtrnyyit3eYxVq1bR2tpKZ2cnCxcu5Nhjj+Wcc845pOd9sPE8+P3vBWEItbVQVydoblZUVwtqahSplCSVKJJ1ukiIzWTyL1MtXiATvkxabSbtdWNbo2iB29Ub/aFAov/8bPR8PT1aCCcTrd01gNcIyRmoxDRUqllHfTIBMkHoZMDKlIUuFrKwqIWMcPzXWMxicdvdZ7pIuJSQY4TMKgucsIyoHUaMZdnEUMnRHkxy4XvwwQffdPtPfvIT7rnnHh566KHd/iJjW7OmpiYuvvhiVq9evVfCZ1kWvu8fEf1FLS3Q3a3Ytk2QSEAyCelUSE2qj7pEBw2pLUzLbKQxs4WqTC8ZbwcJN0/Cdkh60/GcWqpS/VQlB6hJ9ZH0cgfxvX1sRaerxcRyAQtlZxCJJj1fz63Rc/GcBoRXT+jVopxqhJ2J0pZCGyVLV6cLVaCnJJQE7s3eIKUeISQisY3Tj9HjWsykWV87wgjDw/UhzDDVmPh37UPEfffdx7/927+xcuVKUqnULvcZHh4mDEOy2SzDw8MsX76c6667bq+OX1dXx44dO2hsbDyYp71feB6ccUbA739vk8tBPg/DfXkG7CLb7TTpRCvZRBW1mTZqM700125leu1WplV1kf//2fvyMCmq6+33VndP9+wbDLOBgKMoAqKAggZwDYqCishmFAKoEPVzFyJRMe4bissPlbgFo6JJDGiQuCASNxAUIoKADAgzzAyz773W/f44fapu9www4PQsTb3P03R1d3XdW0XPfeuc855z/A44HU7UNcahxJ6JGJsXSXHVSI2vQlpCOVwx3kNPwIANQCICehJ0ezJ0EQMJByT8wUbDNmoTZE+DiOkCxMSTcjEmFcKeCulMBGLiodnjITQnhLQBuoCw2yG0GCJjqYMVnlIIUA++IIFBfWYys1xknRlCCMvN2Q6wLL5OihtuuAEejwfnn38+ABK4vPDCC9i3bx9mzpyJFStWoKSkBJdddhkAwO/3Y8qUKbjgggtadHzO5esIxCcEcPPNwOrVQHU1ACmhB3zwC0D3x8Lrj4HbG4MadxLKatNRVJ2J3ft7o2tiGbLTipCZXIiuyRWIFfXQBVDTkIzKujTsq8hGnLMeCa5aOGweNPri0OiOR4M3Fg3eZLh9cfD4UuEVafCiK3Q44PNJSCmh+wMIQJKXMZh7JrUkUmPaHdQ7zxYHOIINZe2xgOaA4GosdicgNGiaDZomgtymQdOospkQgMMhYbMBNpuE3Y7gNgl7zIc0tjUNxn6aRrFOfq0KgoQwH+GvLViw0PlxVIhbIoEbbrgBY8eOxbBhw9p7KgAoxHXnncDSpXZ4PIDw1kETHtgdPtjhgz1Gh01IOB0exNrr4XJ6kOiqRXxsA1LiK5CRWIa0xArEO+sgYYPH50CDLwH17hQE/C4Im4DT4SYXqVOHcMTAZouH3e6AzeYD4IYGLxzCAyEkBGwQdgd0ewpVR7HHQdhc0O1JCCAO0hYLP+Kgay7o0gYddgT0GNrWBXy+YNNvHcq2MISfuh4s8Rnch71i4dsAxT6bIzPAfM1kaLczoUrExJjkyCTrctG+pKCVcLloOzbWVNSyutbhoP2ZUNWHhUND13X4/X4kJCS091SOOkRBuTIgWsUt7YmOVr1FCOD//T/gq68kfvpJQA/EwGUPwONzwKNLeBttcAg/NEhoNkBqOuyaDwKSRIpCg0Pzw273ITbGC6fdjQSXG3aHG06bB5omYXcATgcQE6MhMa4RDlsjbJofNpsGBCj2ptljAC0euoiFdMQCcEK3xQLCiYAWS/E1mx1St0NoGiAc0OwOABJCEJGpJCVlqNXFn/M5M3EBQX0LAE0TxmtdJ4FEIMDb9PD7YRCizwfw3wgfIxAQxvdpLBGciwiOYT7CLUiHgx5Op/kcGws4nRLx8RJxcabi1uUC4uJom0lTtV4tWLDQ+rCI7wjR0YgPALp3By67LID777dDIgb1fgcoCRwA7Aiw/e7XEVpHkxPK1W1+zVVXJMzcO0Cj6pbgMmUiSBxCCHpHE7SPTQvuT/8IBENvInxxF8Z2uGuRXZuqm5PJhj/nh+rOZAJyOIRBKur7Lpc0Xgshg8+mdSdl0MUqiJSJPCUCAQG/n0lUGKTKFqjHA3g8OmpqBKQUBlnbbEKZqwiSJM9NIiZGIDYWSErSERsLJCYSISYlSSQmmqkoh5Wj2ckR7bGmjopov+5RTXzz58/H4sWLjTjcQw89hNGjRzfZb+XKlbjpppsQCAQwc+ZMzJ0795DH7tKlC/Lz81t9zr8Ws2YB338fwPvvc/mw5v6Lw1dNgYN4BZrFAfV2zJeBsOcjAC/uqlUHhJKf+nk4WfJnvK+6H1lrokmMj1yTwnBhxsVJxMUJOJ0SLpdAQgIRUVwcfUdKCZtNBC1DCV0H/H4JXRfw+6VhQfr9gNcLw40LEIl6vRJuN1uSMnjeGlnYdhF8UJySx05OlkhJoe2UFCA+3iTEaIKVymAhUoiyP5WmuOWWW3D77bcf8PNAIIDrr78eH3/8MXJzczFkyBCMHTsWffv2PeD+5eXlqKmpwcaNG/H2229j0KBBOO644yJ1CoeFhARg4UKJQEDHihWd2yxQ1eyqC5RdlKrbU9NCLcFAINQFaldKXeo6fSYlkREANDaax5HSPI4QIiiYEXA4mCAFnE4ixsTEYPpIPBOjjvh4ESRNigOylUeuUj3EUgwEALebHn4/4PcLw/Xq98vgg+ZcXQ0UFQnoOp0YzYVIODVVoksXiYwMIC2NLMXYWCJECxYOF5bFF+VYt24d8vLy0Lt3bwDApEmTsGzZsmaJb/LkydixYwe6dOkCu92OX375BaeeempbT/mQ6NIFWLRIx5/+JPHmmzazEliLwV0WVHen+n7LEB6LA0IJjD9TLTsGE9CBjsfPvI8aA2Ri1HWTcLxeeo/dhEx+bCXxs+pC5WMA9MypIuq8+ZgOBxFjbKwtGLcjYuTtuDiJmBgJh8MWFMFIw6XKbk0h6PoGAoDPJ4PCHnKrknuV3KaBgGlZut0CtbVEiIGAFnTVAgkJZBmmpQHduunIyACSk815dRZXabQvwBbaB1FPfM899xz++te/YvDgwXjyySeRmpoa8nlhYSG6d+9uvM7NzcXatWubPdZbb71lbO/atQs333wzbrzxxshM/FciNRV46imJgQP9WLjQjj17DufbKtHpEAAcdkGLkCZh1wRkMCYXUKyycOm/SnYMFquEi1RYeMJWG+8XroLkz1TrTbXu+D31WOpzOOEysfn9ofNSXaK8v7oG87j8XY8n9LsscuHYYny8MAjQ6RRBsYuAw0EuzZgYESRDQNNk0N1JRMVk7vdL+HyAx0NiHZtNIDZWGEQYCEj4fBJ+v8D+/RIFBQK6LgBosNnIJZqSIpGeLpGZKdGlC7tOO6671CI+C5FAB/uZHz4OVrZs9uzZuPvuuyGEwN13343bbrsNr7zySquM2xHFLeGIiQFmzgTGjfPj88+Bb7/V8PnnAnv2CNTW+CENghPKQwUlg8vgLjEuVTBiWjtsJakEx4s/qx3N9UtCSnrBBMUWWrhIxOs1t5ncmIj4uBRnMxdsXZcQQhjHUR9AU4uT52+3NyVLlcR47gAJXpgo+Tx4PCImevD75rUQRpoDk198PJMg4HIJI0WCLbOEBEqr0DQizLg4qbhKZTBOSLFDjwdBq0+ia1c6wYYGSQUN6gXq6oCSEgGvVxjX0+VCUEBD7tK0NN0gRKrzSu7cuLimcdLw1JDWhpTSIr52gBAi6q97pye+Q5UtY1xzzTW4+OKLm7yfk5MT0k29oKDAKGN2MCQmJqKurq7lE20nCAGkpwPjxgHjxunweoEdO4CPVzbgP//ci627clFdH4+APPhPwesDfH5aKIUwJfqqVcZWDsfTOHWA50EuPmEcg79H+8lglQ4mUmkkpgcCgMcjUFtLizcTC5NLIEBERCQmQhLWHQ6TmFlgwvE0sqKIrNRzYFLjuXDMj0UvAJ0LEG7N0jkwAfLcGhvpdSBAXTTYBctjqDl/sbECTqcIkh2C1iAJbDiGyGIbVSXKNwGapgcJV0BKijsCgMOhG3P0+STq6wWqqgTq6gRqagQqK4GdOwUAm3HdYmMRTL0gAo6Pl8Ei6AimYlDx89jY0OR/c1s2SfkITwM5WLEAS9tiIVLo9MR3MBQVFSErKwsA8N5776Ffv35N9hkyZAh27NiBXbt2IScnB2+//TbefPPNQx67s94RxcQAJ50EnHRSHG6YJrFjaz4++ToHH3yShG3bYlBVpYWISlRISYt4YyMJLRITyVJITjYTu4HQVAVe3NRYmdfLVqMeJEJ6CEFuOr+fUgbIIiShSHIy0LOnDC78RHANDRJlZQIVFRqqqohUmGTY2vJ6zUXXZqNYWpcuZmqB10uuw7o6YRAiw+NpmifI5MjkHxdHJB0TI+BwCNhs0oj30eJtuiHdbs0QszQ0mC5SsshCRTWcBM/n6nTK4Nha8HMBl0sG3acwunFIqSlWGKtK+VkESUVDXByQlsYETjdEjY1AXZ1AfT1ZiPX1dE2rqui7VEGHyJ3nZ7fTc2ysjthYcz5EiJqR1K/+uUipG/Oj+YQ/q6IlAZdLh82mNSHOUIVuKIGGfx7ugm8uXtzcewd7jlZ01rXtcBDVlVuuuuoqbNy4EUII9OzZEy+++CKysrJCypYBwIoVK3DzzTcjEAhg+vTpmDdvXouOf8opp+Dzzz/vvD8UGSzwrNnh9QLbtwMffCDw0Ucadu0SqKpCi4QxdjsRYGYmCWtYTajrZJVQjpwwXJZqTIzdbZzInZhIi7jTSTJ+v98kCa9XwuslAYfLRe64Ll10ZGXRmI2NQHk5UFwsUF6uoaaGFm6Ph8jQ75dBUhYhOYB2uwzm+BExuN1Afb2E1yuauCzZQiQFpklWbNG6XCY5qi5KtshiYmTQlUTXh1y6Ah6PhMcjjBsLtk5VsmXLkKxqCU0zcwSZYPg6moIatqpFyOLORGi3S8NKc7nMOTNZut0a3G6aU0MDW7FmXJHBJE95i0SQJN7R4XBASdqXcLmkMRbdJJjnQdeZA7YieI10aJoNNpsGIbQQi1D90wsnr/BiCOEP1W0eHvvlbfU5/P3kZCB4Xx1V0DQNjuiQAx9wYY5q4os0hg8fjqVLlyIxMbG9p9KqcLupx9+HHwp89pmGn38mV1hLiuVrGpFgdjYtCgkJREqA6ZqLiSFBB6sS6+poTP4pUuyLYk7UVoniYBwH9HgkamsFGhslfD4NUtKinZqqIzMTyM2VSEqiY5aXAwUFQGmphvJyIjKvl61CPXhOtKJxrNDhkIby0e+n7zQ0cB6eufDZbGY6gtdL+3B5NdM9arqA2ZpTK7SoLj++yRACwZqnRIg+nwgpz6a6cJlo2YIKBGhyPC4nx7PLktMx+DskiBGGu5ldz+p3aTxpVMDxenUEAho8Hro+lL8ogrmHphKYbnQ42Z9Up+zmZfes3c7xTdNtyqkYFPME7HZqL0U3LXYIoTVxo/PNifo+EPoeP9R0GN5X3VZ/57wdfkyAyPz00+k5mmCz2TpE15lWgEV8kcCll16KBx54AMccc0x7TyViqKsD/vc/4OOPBVavtuGXX4DKypZZggCRYE4OVZVJTqaYE6kWRdCVJw0rqKEBqK4WhssyEGBFJKkRU1KI3GJjNTidAEAWodttfs/rpRhfYqJEerqOnByBjAxa+H0+IsKiIqCoSENlJdDYKILuTXZJmuXKABgqy7g4ipuRRUbWGccGHQ4mNLJOiMw1Iz+PY36A6Q42SZa+R1VbTOtLStFE3MPH4XghL+DsGo2NlUG3o2nRAnSt2Srkwt20vx4kOIqnssqVx+NYIVtIRFZcYUcY8VdKuRCGFayqbFU3s0rwXi892Prn8+SHGjPmmyUiRx0JCQKxsTYkJGiGt4AFQnz9eOxwNW74tpr6olrD4U6ccCUxb3frRr/xzur0aQ4W8VnEd1DMmDEDU6dOxSmnnNLeU2kTVFcDmzYB//mPhi+/1LBnD73na2GDdpcLyM0FevUC0tMlEhLIlcUkmJgokZREi3dNjUBFBblba2poDJuNLEjOT0tOlkhMJGvQZmO3Ibk3KyqAujpafWNj2RqUyM6mY2ga7VtZCRQXA/v3a6ivB9xurtEplYWcSIjSC8z8O7LIgKoqig9ybDE2lsQgTifF/NhqIyvVtDjDxTkmudC1Skzk12QtU7xQGLFLPgYfU70ZIWtQwunkzhVEWGxx2e067HZhWFYulzRSKshK1wwhD1u2gUCoOtcsDycMsY9KbHz9mAz5+2QZmhaxwyEM0vV6KWXD7RYGyavnqrqYieTM2J+aQqK6hdXX/KzGAoHQ9BmG+ro58uTPTjyRbu6iBVFSoBo4molv4sSJ2LZtGwCgqqoKKSkp2LhxY5P9evbsicTERONuZ/369Yc89pw5czB06FCcd955rT7vjo6KCmDDBuDjjzV8+62GwkKyplpKgnY7xQN79ZLIzQWSk8kSZDFLSgqRoMtFC19xsUBlJREhu0Xj4uhuOz1dIjVVIjUVQZGJNCyr2lqgrIwsQo9HBAlFR7duEt26Ub4jL2B1dQKVlSSYqakh2T8XudZ1SgtwuzXDQmFrLy6OLKZAQATjYURwbrd5ri6XNNx6gOkC5Hihz0eWJCXJixAriC0mdms6HBIulw6zqgyncbDbVaCxUTMsQ75p4PkCoVYVu2XNVAvTLcqFtsniEkG3Hrmq1Rgak4RaoJvcpmbxcRYscWyT3KPm+bF1xwSmEg9boLzt9fqDhK9B1zX4/VoISaopLECokpT/H7jLhjpnfo+t6AOJYlR3aI8eQM+eh/HH08FhEV8UEJ+K2267DcnJyc02m+3ZsyfWr1+PLl26tOhYdXV1+POf/wxN09CvXz+MHDkSKSkprT3lToGSEuDbb4FVqzRs2KChuJiIkauctAQcFzzmGIn0dBEsIE0WSUqKRFoauyslioooXldeTq5YgK0soGtXqliSnm7mxTkc5Ep1u2muVVUaGhvp+ImJRJpZWUycnENIrtPyconKShGMg5EFRyRH4pe6OoGGBmGUPlPdbVLKoGpUwOvlDhFm4Ws+llkQm+YpJcUeGxsFGho01NWxwKdpiyUmK9MCMl2aquuOBT5sXYbXMmWiYMtT10N7GIa3W2KiCI9XqkQKhLo41eLa6rLDNxEqkar9FFVLjS1FPoauB0CKUxa/mPE7vqFQcytZNMTWOae18HzU1AshQjtuqPFa84aAfns9egDREvFwOByIkua/FvFJKdGjRw+sWrWq2bqaLSE+KSWGDRsGr9eLxMRENDQ0wOl04pxzzsG0adM6RFPa9kZBAbBuHfDZZzZs3ixQVERy+IaGlh/D5QJSUkgck5FB3QocDg1paUCXLpRgnZhIJFhcLFBSoqG0lFICAgFyMSYnU83K5GSJrl1Ndx6LVxobBSoqgLIyEZwbxdjS0mj/1FRT4KLrJO+vqSHXaEMDkyBgs+lGSgALdUisw7FDXVEPavD59KAAhgtb8wLDikiW/wvDmnS5yFry+WDMgdWfarslzjlU/6R58Vbde2ztsQuSv6tWbmF3Kgt61Go4KjE1Rwyq5cipDLwtpQypH8rKVLUSDhMwz4PfD+2ZqAqGJDRNh92ugTu2h+dKsiiIz5/JmK8REyC7aNlS5m31WSVK/n6/fsDFF8NwD3dmWMQXRcS3Zs0a3HrrrQd0Yfbq1QupqakQQuC6667Dtddee8hjLlu2DGvXrsUf//jH1p5up4eUwO7dwNdfA198YcOWLQL795uLdksUooCZKpGcTGSYnEykl5oKZGToyM0lcvR6JfbvFygqEigtFcHYI7nnEhOJzFRLMD6eXY8Uf2MSrKsjq8zhAJKTdaSlUYkvl0uHppGM3+PR0dBACeD19eT6ZBek00mpGwBZaG43WWycGkGLqTCsEo6fmX3/TAuNF1lesCmfkRSrVDyA1LZVVfSoqwslM/WZF3GV/NidCBAp8ViqclR1OZKi1rSU+P9ZrXjDUF2rMTGmK5Ua9tI1ovhiqPUUXkxcre7D1hupXk0iorlJAHqQwDXY7TaDpFVlp1oZSAVfE3Vbje+FpoE0FR05ncCgQcCIES37XXdkxMTEdN4UrVAc8CSiQrpzsLJll1xyCQCqszl58uQDHuOLL75ATk4O9u/fj/PPPx8nnHACRhziV9wZypa1F4QgEUuvXsCECQHs3Ekk+NVXNmzdKlBaSlZgff3B44J+P7lNKypoIUpMpAUyPh5ISNCQmAijEHP37kC/fqSspMLN5HatqREoLZVwOnl/HUlJRGhUBSWA5GSJbt3IHVlVJVBWRsRWWkp5ZnFxIljKS0NSkhaseakFyc1M9m5sJJeq3U6LPM1NGipNsh7Njgz19Zy0H9o9noUtAJ232y1RXw8UFgr88otpySUmcj6ZNNSclZVkGapWIZOrGU/k5H16v6HBVJoCoTVOVRIz8wjN43K+IZMuu055rLq6UNGImk7BMTfuNcgqTeo/KI3uF1zVhgk6ND1BGtYziXz0IBkL2O1aSBoJj8cEz9eEbw74fFTCVVMg+LetWsAMTmthoY+FjoujwuLz+/3IycnBhg0bkJube8j958+fj4SEhIO2MwKArVu34t5778XLL7/cWlONeng8wLZtwFdfCXz9tYb8fIGyMlp4VUHIocDEohaCdrmIBLp2paT23FwdsbE6PB6J6mobSks1VFdTzM3hoJhhly7SqOaSkKAFq48IJCbSIlhXB1RUUDJ8fb05VnIyWZ0JCWS9cD8+j0cYhM6kzq5Bnq/Lxd0eiBC5YkxDA4LWoanSZCJR42wsYqFrRm5btlA4WZwLT7NVwmOof+68+LvdEg0NwoglqiXWeHFXq8rw9WeXI4tuWLjD1hlbV+H5dWqyOtA0p46Jk60/tVcip21wUW2qYGMSJnWy14OqVR0ulw12u81w3alFzfkc2A3LJfg4jshzZGIMr/8a7vIESOTC16GzwtnZT8BEdFt8h8Inn3yCE0444YCkV19fD13XkZiYiPr6enz00UfNCmDCkZ6ejsrKytaeblTD6QQGDAAGDJC4+uoAtm4FvvhCYMMGG/LzTVcoJ4yrJcRU+P1kYQHmomWzkctvzx4tmCOoBYmQ5OYZGTrS00loUllJLsidO83SY2lpCFqCIsTS6NXLFMeUlUlUV5Pbdv9+Wni5dFtiojBy8pKSEHSLmgpPrnzCrsP4eBFsIUSvPR4ah60xJlCVCFnMIwR9Ly2NrCC3W1WVAoWFpkCFrw93mufO8o2N7PIUSE+nnDS25tgqNC1ZUyCi5uFpGn3eXDoB/3+ze5WJlImEY5KAmuoQanlqmilOqamh93j+qsWoPmw2DTabFhT9yCAp6nC5NCPnT41pqvE+riTEn6l5gmw1mg2LQ8k9ECBlM990dEZEiYvzkDgqLL5p06Zh6NChmDVrlvGeWrYsPz8fl112GQCyDqdMmdKismV+vx+nn346Vq9eHampRyV03SyYzM81NRI//ACsXWvH999r2LPHhupqWvzNkmWHPjZ3Rme3FmAu/pQIz5YajFqdXDnG4zGby3btSmrS5GSBlBSuPUnEGBtLMbvyconyctNiYzFKUpIwKtZw4Wpe7JlM+HzY2mFLTXXJcUUUSqMwCYhdceox1CRxXsyJoKg6Drvh2MpjS0fNIwwXujDxs8XJVW8aGsxtdpeqRb9V5anqZlRFMWblGAR/A027aHBZOzVvj0UrqptRFd2Ej8sKWor/2YKvNWMefO2Y0NTrp86TH6qIh79nFgYwc03POafjtXhqCaKoXBlgiVsih1NOOQVr1qxp72m0O5ojM/X5QOA7TG6FIgTl623eLPDVVxo2bRIoKDCVoWxxcM7WwcDFkln9x5YE37GzS5B73klpxsU8HvpeUhKRZZcuCKpKiUDj4qjrelISiWFqa6WhEPV4mGy5150w3IGBgEmEPh+RIJ+TWrKM++eZZCaDi7QwyKe62iQe9fsk9BAhFpTTaZILwEIRGSw5Zo7Lbko1H44/4xsIKojNVqrpplWT8zl+xq5etTqKSipq2TY1nqi6WNWWT5zArsbe2Frk38OBlJdqTiT3OwRC1bCmAjc0P1FtyaQqRdXj8vdcLmDMGODccw/+++yIsIiPYBHfIRDNxMdkBhCB8W+F3z+QW0Tt58XPHGMJf30olJZStZivvwY2bhQoLCSXF9fF5IXwULFBjv9wCx1erIQwY0e8oNP5mos5qzZjYogE09IoaT4tTSA11XSRJidTAr3qEnW7zQU+IYGI0umkJH2y3Mj1yOfBxbHDy3fZbFxZhS0LM/+PCZuT+1XiUV2MqrLRrJlJJKmSDZ8/V8JhIY5KhmYbqNA4GX+PLUju+tBcWoQaL1SFI2xx8mt2K6pxRD4vilGGkiBfS1WpGVpY3HT3CmH+DptTb4bHHtV5q10nmAB5/nl5wI03dr54XxSVKwMs4oscTjvtNHz44YeI6URSruasM13XD+rfD7fM1O3DJbMjgZQUU/vf/4gEN20iEqytNeOBvPg1NBy8lqjNRpYe9xRUE6LVLgcc62Fi5XE4PkXKUlPows9EjlRWzekUqKkhlyjH+Ei+TySYkEBkCbDlRlYYL+ANDaZVpiZnCyHD+vZRqTcSbohg/dJQ1ayZbmAek4mDrSZevDmNwWYzu0twvltDA31HFeKo1rdaIYXLpAEm8ahqUlVwE25RqQ2M1XQJzgvkmxFzrqHVXZjs+L1wsY1psWmGBaemZ6jJ7HyTpLpx1XQU1Xplj8K4cdQCrDPBIj5CpyW+d999F/Pnz8fWrVuxbt06DB482Pjs4YcfxssvvwybzYZnnnkGo0aNavL9Xbt2YdKkSSgvL8egQYOwZMmSZsntggsuwHPPPYd5xC7gAAAgAElEQVRu3bpF9HwOhV/jamyOyNqCzI4Uuh5Kgj/+KLBvn+kOZatECE5qP3jeYFKS6fpk6yXcLcrVUWw20wJi64qJgnvRccfylBTaptQHICGBCjtTaTJhVFBhpSILamJiRLBeJbkj6XyE0ZqJ63XyQs9xLLtdhFUY4f52JJhhZaqaH8i5jFxVxiRc04pmEuBj0vUIbfhrqkxN9y3fJPBcmTDM4tahQhk1VsgPtVILxz6ZkHhuTI5q2TX+f1NVmmpLLCJhasqr65pBgExsapcNRvjNFJOxqkrl350QVJf2hhsoz7SzIIrKlQFHI/Ft3boVmqbhuuuuwxNPPGEQ35YtWzB58mSsW7cO+/btw3nnnYft27c3+c+eMGECxo0bh0mTJmHWrFk4+eSTMXv2bOPz+vp6lJSUYNasWTj33HMRGxuL3//+9616DgdzNR7KOmstV2NHh65TGbIffwS++QbYvJksQU7oVlMCeNE7WGyQ3aFOp5kiwbEtNZ+Nfy6BAC30nAIAhCZrJyQQCTIxJiTAsPS47iW3HdI0ep/3iY+XRhshFrgQSXDLolBRCue40X8xxRLZNWqWUpNB4QjlHnJHeyan8L6BLDJRY3hsXat5fbGxlNbBZMMExupQtWwYkUpoP0EGxxfJxWp2wQhP7wBMdyiXTFNdkarVZqYuyKC1bfZHpJsGPWjNmTU/2Rpli5StR/7NqWIcdSzen/8/RowArryy87g8jxbiixqbNhwnnnhis+8vW7YMkyZNgtPpRK9evZCXl4d169Zh2LBhxj5SSqxatcroxD516lTMnz8fs2fPRmFhIcaMGYO4uDhkZmaiuLgYW7ZswZAhQwwF36FwpK5G/pxdEdFKZocDTaPSZllZpKQrKZHYvp1I8H//M2OC1dWmJZCURAsUJ3erKROcfweYrlCywkKVjizdZ7dpaqq5yHNcsL6e5O2cfxcfb7pQzWMLY9tuN7tdkBtPGEpU7kaRkkKLrGp1sriFz4PiW8KwxGw2Ii4hiGx47ikpQHo6/f6IwM1cvpoa+k3ZbDS39HSy9vi4jY2haQ6VlcKwqjXNFBVRwXE6N7+fXKxEJNzMVoR0qlCrpwghjPfYIuRz5hQRFvqoMU0WyQChsUJueMtxU1PcogUJXA92tBCIidEMN7hqzfH1VV20asso3o+vRX4+lfE79thW/uFHCEdLOkPUEt+BUFhYiKFDhxqvc3NzUVhYGLJPeXk5UlJSDIJR98nJycF3331n7HvffffhuOOOw0UXXWQQGHBgV2M4OTKh2Wy2TuNq7KhQSXD4cCowrZLgnj20WFdX0/4JCfRss5kuURZhAKaFUlVFCyglR5vWoJo4r3YySE6m73McjJ9ra2lhVHPD4uLM43E+IVswPh/nJdLxuI1QWpopqOHKLewK5TZF5EYky5CtErtdGA1u/X6grk4Gf3vC6P6QnMyLtzQq0jQ2UocL7s3H8c2UFHLjMcmwRcikxLFR060qDFKi60akZ7dT0YDwRHf+v1EtLFWww8pY/n9iRS2PzyXWODbH22oRajVWB2gGuWmaDiG0kER3tp7VCjC6bsYiVRWqKrb5/HMYIigLHQOdmvhaUqos0igsLMT69esxatSoZgUgTFyapoUQnkVokYWmUS5e167AmWcCVVUSO3YA69eTOnT3biqDVlNDi7XLRYtVUpJpQbFbDjBJCKAFjklLrdCvdjBgFSknMpNi07SQqqvpoVb75zgjH4NjhuyS4zzAnTuBHTuISDi9gNMykpKkQcAul9m7j5+FEMY52e0imAZAbkq6KSCrzmYjy5CLhXP6A8X+yDKsqgrP+6OyacnJJim43dKoU6paSeRulkESFAY52WymO5rdi6oVyCTDXeU1zRTeqBYYEzDHHLkoAotrVJckYN7scP4k1/2kzzTjZiJ8f5VA1bQHlQg3bKDuDZ2he5ll8XUCfPLJJ4f9nZycHOzdu9d4XVBQgJywLpLp6emoqqqC3++H3W5vdh/GwoULcdNNN+HWW2/FwoULO5W682hCSgowZAg96uokdu+mBen77wXy8yltgl13vJDHxZkxNDVNgFMduOOEWjKLSUyND/J2UhLd+TMJsYDE6yUS5JqWTKZsFap5h6plyRZQZSU92D1IOYamO5VjXppGqQuq2w6gNAkuEUbbFHdkxWd1NbsGRTDtQyIriz4nQqGSZ7W11CqKhUFOpzSKUqemUvyPXMwy2PBXhMQLudMCi4xYUESWE5GtSWQiRLWpKkntdhlS4q1LF0DtAgGYliKrXtlK5LF8PlvwGslgCTQthNx4vs0pT3kealK8aq1aaH9ErbiFcdZZZ4WIW3788UdMmTLFELece+652LFjR5OA7hVXXIHLL7/cELcMGDAAf/jDH5odQ0qJhQsXYvny5fjrX/+KNMun0WngdgO//AJs3gx8953Atm2kGFUVkJwTppbP4k4B4aB8PXPhY0LkbSY2NR+NRSDsqlMVhSyUUWtV8mvVLcqLKy+8LLgI358/VxPB1U4LgJnSobpxHQ4zPgc0r6TkRZ3Li3EdUTV3z+WShiXrcAgjSV8tz8Y3G5y3R65VaZyv2maJXJtkrXJqiyqKMV2XpnXG14fHIGtTGu+53SJo8XPJOTp3slK1kGvXXKK8Crb6HA5g8GDgzjs7dhHrKOrMAByNqs733nsPN954I0pLS5GSkoKBAwfiP//5DwByhb7yyiuw2+14+umnceGFFwIARo8ejb/85S/Izs5Gfn4+Jk2ahIqKCpxyyil44403Dlm89f3338e9996L1157DXl5eRE/RwutC58PKCoCtm8na3DLFhLHVFbSosoWH2CSBxMgqw7DweIYtfUOu0DZMlCT6dX4FbvrwnPsNM38vupeVcmVUwaAUCUqp06QVSqM1A0+D47LqYnqrFBUlak8nurWY+ITQi0bZ5IGW8n19aFVT0hAIxVFLVmtgUBo8XKeo1pnk1zO0qimw2pZVlj6/ZTKUVdnCpfM9lChaS40F457mteb0x7IZazB69VC/o9YYMRqVLWqEN8c6TrF+B59lNzvHRGkAu7ArHz4OPqIr72wadMmTJ06FY8++iiGDx/e3tOxcITQdVJk7t4NbNxIaRK7dtF71dWhTWDNWFAoWYXnDrIFFe7K5NJqKpGoKReqnJ4VhJwDyDJ+tiJVtSmPp7Y3Ci8bpnY14PlwvFNVTXJRAF7kmax5XO6WwOenJqKrtTCZEKWUwdw/s4g3C1LUii5xcdK4Plz6jUQ8MjgXs1aqGndTFbkUewy9CVEr07Ala+b3mf9/6vWS0g8hdNjtNsTE2OBwaCEuT7WajNrqiG8idB045RRyd3dEWMRnwiK+I0BRURHGjx+Pq6++GldddVV7T8dCK6C+Hti7F9i6leKCP/8M7NtHLr3a2tCFNyYmtIvBgdyivBCHt1ZiqyU21sw/VK2y8NqVatyIiTC8iDJXOlGLKfOCzou7Oo+YGBkkQ2GQGid2+3wUo2PxCBMPzzMQCCViJnk1+Zwf7L5lwmRBDFlnZv6i6mJlco+PZ0ITRiyUCEca153I22z8y1BVueY8peEOZmIHwjuxS/j9etA6tBsitfA0CfVc1RsATmzPzGzqFm1vRFmdTsAivrZDcXEx8vPz8csvv+Cxxx6Dy+VCnz59cPrpp2Pq1KntPT0LrQC/HyguphytTZuAbdvIGqysJGuQRRKqC5Pv+tWKJgwmILZGVLLgJHi2yNg1ysTKFphqDbJlpybdM9mx9cdEoYoxAHPO4TU4VQvS5ZJBFadZ45OtMJ9PhKQWMBnyTQETkFldpikhkiVKohu1RRBdO2kQLlnWwrgRYEvPTKoPdTNzmkZoRwoRQkDhVWZUa1WtiqPrOvz+AKjTuwZAa5Lvp1qNfGwpKQVk2LCOl9RuEZ8Ji/gOE6+99ho2bNiAzMxMZGRk4KOPPkJZWRleeOEFdO/evb2nZyECqKkhgcxPP1G+YH4+xQpZIMOlvziepVY1UcUsKtREd17ImQwpbcEkL3axMeGEl/8CTEUhW178UNs38QKvCldUy0cV2bBLVLUqzeLZZmNcJnk+T6/X7DivVm1RuyyopKMqJU0ylsa14OoygCmMYRctnz+TXDiJqcdksiNSk8bc6LqJEJcnwHOU0DQdDoeEw2GHw2F2ewfMGw7eVn8DPXsCvXt3LJVnlNXpBCzia1+8+uqreOmll/DGG28gKyurvadjIYLw+UgVmp8P/PAD8NNP1FaptNQkQrXnHC/8asqESlhMAmrFGBaahItlEhNNFSRgVqdh8mUxBlseanUTPhaP1ZyLjueqimyYRHh+3OGCOzWo1pOum+kUbAWaLZDoM5X8+Px5PzUxnKHW7eTrwu5LIcwWTax6VVWjaid1PiafGz/U0nRqvVbel61dPjeat2bMXRUlqe5amw246CJSenYUWMRnwiK+VsLq1atx00034cUXX8SAAQPaezoW2gj19dQNfds26iixZw+M/oK1tfQ5L+4ALeQeD22rYguVCLkkGBOMmgTPrlJWOfJ+bLGoZKi2C1I7oAOhdTvVnDi1/qUq5mASYOtJdTWqcUs+HtBUSBJe9YTjmgBCLDC21NRODGqifrgwhR/spqR4p1nAO5zYVcUpH59dmCpph6Z2SAASus6qUA1CaE32U4mwTx/gsss6TnpDlNXpBCzi6xjYsWMHJk6ciHnz5hkpFBaOHug6VYspLDStwb17SSTDpdTcbnOB54WYF3S1m4EKmy204gu7L9kVyrJ/jtExOXK8kF2jXFWGXbNqnppKDuFl21R3qUoMqmWrlipTa5ZyaycW+ZCV1jRNRCUzvjZqMWo179E0WmTwPMw4ILtdVcuRj626VVWBUHh5Mz62es48b79fGHV3NU2ArT/1WqgVY0aO7DgVXSziM2ERXyujoqICV1xxBS644AL84Q9/iKZkUQuHCZ+PXKC7dwNbtgDbt5NbtKTEJEK1mzgvvCoB8mv1c5UIVXUlk1642pNdhOzeZJJl4mEXKVs8KqkBJmHwMdXqMkxCKomqFh67KpmU2UqkNAYRkurBuXkcG2WLkc9fjenxnFTSYjLj97maDf0J0t8hX1dT/BJKtny+qivUfMigVawHq+RI2Gy2YOxPMwiVxwYop2/wYLNubHvC4XBEWylFi/g6ErxeL2bNmgWbzYYnnngCQggEAoFDJshbiG643RQf/OUX6jX4888CRUVEhNx1Xo3Rqe5LdaFmAghNEA8lQrW8GhMUP6ultsKT6lWFanPkoFaBYWJg4g3PM+Q1lo+rqiGBUHUplzGjqi9EiqrlqBIKW7FqPI+vl3ojweDz5PdUV2644pX3Y4JlwjWFMGq8UEIIEvtQKyQqep2dTd0umEi7daMUh/a+B7aIz4RFfK2MBQsWYNOmTSguLsaPP/6ImpoaHHvssbj77rtxwQUXtPf0LHQgNDYS6e3aRSXV8vOJCPfvp0ok3AE9PC6mliJjUgrvG6cqRpuWJwslJ5W0AJNg+JjhsT41JsaNejkGx0Ss1rw0426hrkb+HpOpGh/jWF9o411KVjdrp4oQ166qUFXJT7Ve+T3VHclQK9Oo7l8mPJU4ef6BgEQgIOH3SwA2CAEkJmro29dU0Goa0L07iZPaE1FWrgywiK/jYN26dXC5XMjKykJ6ejr+9a9/4aGHHsLrr7+OXr16tff0LHRgMBHu3k2Nd3ftEiguDrUIOYcQCLVImrPOANPKYPIJd4+qbZO4OokaA1NFgKobU01HUIU7zQla1HqonEjP26olqh6ToboheSljIuLjcKxOFetw3FMlz/A1n+fOpKmqWjVNKu+JJvNSiZvmJREI6MG52ZCaqhkFCnSdumsMG0ZpKu0Fi/hMHPXEV1VVhZkzZ2Lz5s0QQuCVV14JaVrbGli/fj1mzJiBp556KqRXoAULB4PqGt2+HdixI5QIubs6WzTsouS4oCr4YAtHXezVHEKVEMOFNGren2olNmdt8nITHmtjYuaYHWBae/w9dsOqLlw1OqC6KNVjEmFS01tVXKKSIs8nPMdPjYmGE264wEYtDUfXQ4bMC+D9qNtDz54CSUmaQZI9e5Lbs728jVEYarGI70gxdepUDB8+HDNnzoTX60VDQwNSUlJafZyCggKMHz8e1113HSZOnNjqx7cQ/fD5qGHsvn0kluEY4f79pCZli1BVjrL7Uc1tU6uPAKFWoVpJRa2QojbjVWuOctqBSjA8phqn5DHUJHOeh5quoLp2VStMdXdKKWG3C+M91b3JY7ClqJ6zKozhfVXlphrz4+OGkz1fr/A4oqo8ZbJ0OIC8PMDlMsuenX12+3Rrj8I6nYBFfEeG6upqDBw4EPn5+W3iAqirq8OUKVPQv39/3HXXXdHmdrDQxggESBlaUkLNa7dsAQoKBMrKQvsPsghECLO2aLgQRLXa1BgXW4G8fSAyVGN4QKhCkt2EanNY1aJSK7iwUcL1UHmuqtJTdbkCJilxAQDV5ckJ/6rYhsmarc9wRWo4WarXg68RV/5i6zE8VUIIUn1mZEikpwtD+XnCCcCpp7a91ReF5coAi/iODBs3bsS1116Lvn37YtOmTRg0aBAWLlyIeG6rHQEEAgHccccdKCwsxKJFi+ByuSI2loWjD42NZAHu3Uvu0Z9/Fti/nyzFysrQtj28uLOFpubUAaHtkpicVIuN42ec6sBpCUyMTIrh+XBAaDxNzblTySw0lcA8NitE1VQMLmUWLvhR3bQ8V9XNq3bNUEucsUXKc+RrosYww0vG8bOa0G63A2lpEtnZACAQE6NhxAigb9/W/p8/OCziC8VRTXzr16/H0KFD8eWXX+L000/HTTfdhKSkJNx///0RH3vRokV4/fXXMX/+fHi9XpxwwgnIzc2N+LgWji4EAlRFprSUyqxt3UpWYWkpkSFXeFFrf6qWkEqGqgUEhMbcVDJU3YTcPoitMLVQtyo4UWtd8jarRsNds+GFuTkWyWpWJkYuGM5dHNTcyPCKOUDTrutqgQCqWyqDghrRpCYqz50svVCiTE/XkZenIy5OQtM0ZGfb0bu3ZnyvLRCF5coAi/iODMXFxRg6dCh2794NAPjvf/+LRx55BP/+978jNubFF1+Mffv2GW7OXbt2YcyYMbj++uvRr1+/iI1rwQLD46G+gyUlbBUCxcXkIi0vN2OFLJyRMrRDhFo6TLXWVLcmk164UpSJUU2CV7vYsytVPR6TnFpBJTx+F642VRWkXHlGdUuqKlg1mV+tpRreeUJVkqqvVcGM2qtQvQmIj6f8PpuNDtanj8CIEW3HfEcb8UXdmbYmMjMz0b17d2zbtg19+vTBp59+ir4R9kH861//CvkBbt26FVOmTEFRUZFFfBbaBE4nLcLZ2dQ4VUrqkVdaSl0ndu4k67C4WKCigqzF8HJnagNWdVtt1NrYGEoC4S5LNaUhPLVB7RTBFqIaq2MrU+0DyEpQdp+q8/H5iNCB0DHDj8Pvq3mS7EpVW04xcTY2huZYqsfg89Y0OgePBzjuOA1SBlBUFEBlZQDJyWbPv0jiaNMTWBbfIbBx40ZD0dm7d2+8+uqrSA1roRwIBDB48GDk5OTggw8+aPU5lJaWYvz48Rg3bhyuueaaVj++BQuHCyJDcocWFRER/vwzUFIiUFlJlmF9fdMWSdyFIrxTQng1GrXkGJMhC2TCH2qeHhfS5tghq0zVpHL+Dr+vEpBatk3NC1ST/1mlyuOq46nVblhwo3bd8HhMglRVtbpO8zn3XMrpAyR69PBh8GDA5XJEvIZmFNbpBCxXZ2SxYMECrF+/HjU1NREhPgDweDyYMWMGUlJS8PDDD0fjj9RCFMDtJpFMaSmwZw8RYkGBQHk5kWRdHVlBqhWo66agRm2d1JzKUxWZqEnp7Epkq0qt06k20lVjdCpJqikVgHlcFraoqQpMfnz85uqW8ndUQUxzifh8A8HCm+xsIDXVjEcOG+ZDSopuuCIjZf1FYbkywCK+yKGgoABTp07FvHnzsGDBgogRH0D5Sffffz/Wrl2LV155BYntXePIgoUWwO+ntAruTPHLL6QqZeuwosJUk4YnsbPwhEkxXEgDmIKX8KoyXJlFtcLUGCMTkhprU2Ny/BoITXcIF86ox2ACdThMcgRCCwM0Vw5Obf+UkgL06kX7pKZKdOumIxBkV4cjMtbf0UZ8VozvV+Lmm2/GY489htra2oiPJYTAPffcg7fffhtjxozBkiVLrK7uFjo87HYqypyeDhx3nPm+2y1RUWES4p49QGGhQEkJEWVVFcXdVGuQH4AZV1RjdWoKBvc6BJrWB2WLDgjNmVPdnSoZquIXPifeXyW88PSI8OowKhmqOY1qxRmbDTjlFEpxKCoCqqo0nHiihkAgAK/XGxHr72iL8VnE9yvwwQcfICMjA4MGDcLq1avbbNzx48cjLi4OF198MWbMmIHExET0798fgztSO2cLFg4Bl8sU0bBuS0qJxkYivfJyqkJTUEDP+/cLVFURKdbWhuYbspXIz2prITX5nONsajK+6hpVXZvhhpWaq8hkp5IkW4ccOwRCFajqmGq8UT0O77t6tUBOjkRiIrk+c3KApCQbuJOL1+uNmPV3NMBydf4K/PGPf8SSJUtgt9vhdrtRU1ODcePG4Y033ojYmBMnTsSuXbuQkZGBhIQErFmzBqNGjcL1118fccWpBQvtCY+HapBWVgLFxfTYtw/Yt08YrtT6erISGxpCm/eqbtTwdAu1E4OajA+YBMdWYni7JlWxyVDjgfx9rjWqxhjV9A3VXcvvJyUBAwZQt4njjwdGjzbnpevk/hRCtIqbMgoLVANWjC/yWL16NZ544omIxviaQ01NDSZNmoShQ4fitttui8YfrwULB4WuE9FVV5OopqTErFlaWkpxxLo6Ik01lsixQ1aXqk1t1cou6hKpWn3htTvNRPZQ1yUQSrIqRzGJ8rH5mcfp1s0UvNx5pwzp3qDruvFgVeaREGCU1ukErBhf+2Dv3r24+uqrUVJSAiEErr32Wtx0002tOkZSUhKWL1+Om2++GbNmzcKzzz4brT9iCxaahaZRB/OEBHIJqtB1iYYGco2WloY/yHVaU2OSYmNjKCGquXnhLZXUqi4qVEWpWhuUcw7ZFcqWHxMkq0NV66+2lt5PTwe2bQOGDFHPW4OmaYb1p+t6tIpUWh2WxRdBFBUVoaioCKeeeipqa2sxaNAg/Otf/4qYS/KZZ57BP//5TyxZsgTp6ekRGcOChWiCx2Nai1yZhot4l5UJ1NQQ+TQ0EDHW1ZnJ7pyjJwS9Vqu9AE3dqKr4JbzqDCs6uVKNKsCJiwMGDQKGDJE4+2zO8wvFr7H+orROJ2C5OjsGLrnkEtxwww04//zzIzbGv//9b9x999145ZVXcPzxx0dsHAsWjgZ4vURutbVEiBUV9FxTQyRZXi5QX2+SY0MDWY1sObJblVsqsVtVJUV1CVYT5YHQCi8pKcDEiRIPPnjg+R5J7M8ivqawiK+VsHv3bowYMQKbN29GUoTbLP/www+46qqr8PDDD2PkyJERHcuChaMZnDrB5Mh5iVVV9FxdTSRZUSFQV2fWOW1sNEnS7TaPoaZsqHVGWRxzxhnA4sWyiUtXxeFaf1FapxOwiK99UVdXh5EjR2LevHkYN25cxMeTUmLr1q248sorMXz4cPTr1w/x8fG47LLLIj62BQsWmoJLtLndZkyRRTdVVUSaVVVAVRURJFe4YbL0eum5Wzdg2jSJlvSqbqn1dzQSX1SebUeCz+fD5ZdfjiuvvLJNSO/BBx/EP//5T6SlpaFv37746KOP8MMPP+CWW26J+NgWLFhoHjYbVZKJjSWF5oEhjVxDjis2NtIzC3D69GnZmEx0uq7D4/EcMPH9aFSCWxZfBCGlxNSpU5GWloann366Xeag6zruuece/PDDD/jLX/4S0Sa6FixY6JjQdR1+v99IXVDJL0oLVAMHsfgs3WsE8eWXX2LJkiVYtWoVBg4ciIEDB2LFihUh+6xcuRJ9+vRBXl4eHnnkkVafg6ZpeOCBBzBu3DiMHTsWRUVFrT6GBQsWOjY0TYPdbocQAh6PB16vF3owH8Oy+JrCsvgiiEAggOOPPx4ff/wxcnNzMWTIELz11lsRS3dYs2YNbrzxRixatAgDBw6MyBgWLFjo2ODYH0DFqV0uV7Tm/lkxvo6IdevWIS8vD7179wYATJo0CcuWLYsY8Y0YMQL/+Mc/MHHiRMydOxcXXXRRRMaxYMFCx4KUErW1tdi3bx+Kioqwb98+7Nu3D8XFxbjwwgsxduzY9p5im8IivnZEYWFhSHeF3NxcrF27NqJj5uXl4ZNPPsGECROwc+dO3HjjjUelq8OChWiAlBIrV67Ed999hxEjRmD//v0GofFzVVUVACAhIQHZ2dnG49hjj8Xw4cNx0kkntfNZtD0s4jsKkZqaihUrVmDWrFmYOXMmZs2ahfLycpx55plWjz8LFjoApJQIBAIoLS1FYWGhUQWKyay4uBilpaWQUsLhcKCyshKvvfYarrjiCvTv3x8nn3wysrOzkZubi5SUFAghrBtcBRbxtSNycnKwd+9e43VBQQFyDpaZ2grYsmULpk2bBr/fD5vNhrq6OkyZMgVXXHEFBg0aZBGfBQsRhJQSUkpUVlYabsfwR0lJidF3LyMjA1lZWcjJyUF2djbOPPNMg9AyMjKgaZpBaN988w0+/vhjzJgxo53PsuPDEre0AqSUEELA5/PB5/MhLi6uRd/z+/04/vjj8emnnyInJwdDhgzBm2++GVHXg9/vN+4SGe+99x4eeOABvP7660a80YIFC4cHKSXq6+tRWFhouBqZzPh1Q0MDhBBITU0NcTvyIzc3F1lZWXA6nZaF9uthVW6JFJj06urqsGLFCqxatQq333478vLyWvT9FStW4Oabb0YgEMD06dMxb968Zve744478P777yMmJgbHHnssXn31VaSkpLTaeXz33dHMsL4AABUZSURBVHf4/e9/jyeeeAJnnnlmqx3XgoXODikl7r//fpx33nkQQqC4uNggNya2yspKCCEQFxfXhMxycnIMiy0xMdEitLaDRXyRAJOelBJ33XUXpJQYOHAgJk2a1OpjffTRRzjnnHNgt9sxZ84cAMCjjz7aqmMUFhZi/PjxmDFjBqZMmdKqx7ZgoaNBSgld11FaWhqidmQLraioCKWlpdB1HW632+i0MnLkSOTm5oaQWlpamhVH63iw0hkiAf6RT548Gbt378bw4cNDYnatid/+9rfG9tChQ/H3v/+91cfIycnBJ598giuvvBI///wz/vSnP0Vrfo+FKAbH0aqqqkJEIarLsbi4GD6fD0IIdO3aNcRCGzp0qEFq3bp1g81mgxACtbW1uOOOO3DllVfiuOOOa+/TtPArYFl8vwI//vgjFi9ejN27d+Ppp59GcnIyzj33XIwfPx533XVXxMYdM2YMJk6ciN/97ncROb6u65gzZw52796NF154AbGxsREZx4KFw4WUEg0NDSEWGltnvF1fXw8ASE5ORk5ODrKysgwiU59dLpdloUU3LIuvtfHSSy9h27ZtSEpKwrvvvguHw4H6+npMnTr1iOvenXfeeSguLm7y/oMPPohLLrnE2Lbb7bjyyit/1fwPBk3T8Pjjj2Px4sUYO3Ys3njjDWRkZMDtdlskaCEi+Nvf/oahQ4ciJiYmRL6vWmgVFRWQUhpxNJXQTjvtNGM7KSnJIjQLB4VFfEeI4cOHIycnB7/5zW/gcDiwfv16fP755/jpp59w7bXXAiDL6XBchZ988slBP3/ttdfwwQcf4NNPP43oH/a7776LL7/8EkVFRaipqcFJJ52EHj164KyzzsKCBQsiNq6F6APH0crKyg4o3y8tLUV1dTX27duHE088EYMGDTIk/CeeeKKhdkxPT7fiaBZaBZar81eAxS1r1qzBokWLcM455yA3Nxf9+vVDVVUV+vfv32pjrVy5Erfeeis+//xzdO3atdWO2xzWrl0Lt9tt3FUXFBRg8uTJuOeeezBq1KiIjm2hc4DjaDU1Nc26Hfnh9XohhECXLl1CLDR2N+bm5qJbt26w2+2oqqrCddddh7lz5+LUU09t71O00PlhqTojASa+yZMnY/To0cjMzMS2bdvg9XrxzTfftOofcF5eHjweD9LT0wGQwOWFF15ost+TTz6J22+/HaWlpejSpUurjA0AZWVluOKKKzBmzBjMmjWr1Y5roeNBSonGxsYDWmjFxcWoqamBEAJJSUlNYmhMaNnZ2YiNjbUsNAvtBYv42gLPPPMM+vfvj7PPPhvLly9HdXU1fve737XZH/7evXsxc+ZM/PTTT9iwYUOrEh8AeDweXHPNNYiPj8ejjz4arV2bow66ruPDDz/EhRdeiEAggJKSkmattOLiYpSXl0NKCZfLhaysrJCqIWypcRzNUvxa6OCwxC2RAlt9AFBbW4uzzz4b+fn5+Nvf/ob77ruvTe92b7nlFjz22GOGEKa14XQ68frrr+Ohhx7CxIkT8eqrryIpKSkiY1loOdjtWFZW1qSmY1FREQoLC/Hdd9/B6/WiZ8+eTRKsR4wYYRBaly5dQspgWegcmD59Oj744ANkZGRg8+bNTT6XUuKmm27CihUrEBcXh9dee+2odidbxPcrwQuEz+dDSUkJnn76aXz//fe49tprccIJJ4QQYySxbNky5OTk4OSTT47oOEIIzJs3D0uXLsWYMWOwZMkS9OjRI6JjHs1Q42hqxRC1JJbH44EQAmlpaSGENnDgQFx00UXIzs5GZmYm/vnPf+Ivf/kL/v3vf1vEFmWYNm0abrjhBlx99dXNfv7hhx9ix44d2LFjB9auXYvZs2dHvBNMR4bl6mxlrF69GgkJCRg8eHCrH/tg6Q4PPfQQPvroIyQnJ6Nnz55Yv359q7s6w7F27Vpce+21WLhwIU477bSIjhVtkFIa1UDCrTR+rq6uhhCiSTsZVRySnZ2N+Pj4FhOZx+OB0+mM8NlZaA/s3r0bF198cbMW33XXXYezzjoLkydPBgD06dMHq1evRlZWVltPsy1huTojDU5dOOussyI2xoHSHX744Qfs2rXLsPYKCgpw6qmnYt26dcjMzIzIXKqqqpCYmIg777wT06dPx+DBg9GlSxecccYZGDduXETG7KjIz89Hr169jPJ1fr/fKIMVLhApLi5GWVkZdF0PiaMxoZ1yyinGdiTayVikd3Siud6fhYWF0U58B4RFfK2E9gz09+/fH/v37zdet4XFN2XKFKSlpSEnJwfXXXcdli5divj4+KgtcM1xtIqKiiYlsJYtW4aysjJ069YNgUAANpsN3bp1M9JBON+TCS28nYyFzoGVK1fipptuQiAQwMyZMzF37tyQz/fs2YOpU6eiqqoKgUAAjzzyCEaPHt1Os7VwMFjEZ+GIsGLFipDXt912G2699VbMmzcPzz//fKeyLKSUqKurC2knoz4XFRUZ7WQ4jsaE1q9fP/z2t7/F119/jXfffRerVq1q1a4ZFjoGAoEArr/+enz88cfIzc3FkCFDMHbsWPTt29fY54EHHsCECRMwe/ZsbNmyBaNHj8bu3bvbb9IK2qP3Z0eGRXxRiIP9sT377LN4/vnnYbPZcNFFF+Gxxx5rlTHtdjueeeYZPPfcc7j00kuxZMmSiMcYDwUpJTweT5PyV+rryspKADDiaExoxxxzDM444wwjlpaQkHBQC+03v/kNLr/8ciQnJ7fV6VloQ6xbtw55eXlGv8pJkyZh2bJlIcQnhEBNTQ0AoLq6GtnZ2e0y1+YwduxYPPfcc5g0aRLWrl2L5OTko9bNCVjEd1Ths88+w7Jly7Bp0yY4nc4Q92hr4YYbbsCxxx6LSy65BK+88gr69Onzq47n8/lCmuYCRGiBQCCknYwqDikuLsb+/fuh6zqcTicyMzNDhCH9+/c3BCKpqamtFkezmvhGL5qLkYWrIufPn4/f/va3ePbZZ1FfX3/IEoSticmTJ2P16tUoKytDbm4u7rvvPvh8PgDArFmzMHr0aKxYsQJ5eXmIi4vDq6++2mZz64iwiO8owqJFizB37lzDDZmRkRGRcS688EJ0794dv/vd7/DAAw/gnHPOadH3OI5WWVmJoqIiFBQUYM6cOTjjjDPgdDoNK83n80HTNHTt2jUkwXrYsGEGoWVkZBjtZCx0DhwqhgYA77zzDubPnw8hBE4++WS8+eab7TDT5vHWW29h2rRpuO222/D111/jqquuwubNm9sk/v/WW28d9HMhBJ5//vmIz6OzwCK+owjbt2/Hf//7X8ybNw8ulwtPPPEEhgwZEpGx+vXrh//85z8YP348du/ejd///veor69vko+mKh4bGhoAACkpKYaFduWVV+Ltt9/GmDFjMHfuXGRlZVntZKIQLYmh7dixAw8//DC+/PJLpKamRsRjcSC0JEb28ssvY+XKlQCAYcOGwe12o6ysLGI3mBaOHBbxRRkOluvn9/tRUVGBb775Bt9++y0mTJiA/Pz8iJFIt27djM7xCxYsQGZmpiHd53qOatPPxMTEZucyZ84cLF++3HIlRjFaEkNbvHgxrr/+eqSmpgKInMeiOQwZMgQ7duzArl27kJOTg7fffruJtdmjRw98+umnmDZtGrZu3Qq32x3xgvIWjgwW8UUZDhZXWLRoEcaNGwchBE477TRomoaysrKI/nHGxsbiq6++gpTyiF0+sbGxmDhxYivPzEJHQktiaNu3bwcAnHnmmQgEApg/fz4uuOCCNpmf3W7Hc889h1GjRiEQCGD69Ok46aSTcM8992Dw4MEYO3YsnnzySVxzzTV46qmnIITAa6+9ZnkmOigs4juKcOmll+Kzzz7D2Wefje3bt8Pr9baJ8tLqodYx0JIYGgD84x//wPjx4/Htt99GpALRkcLv92PHjh1YvXo1CgoKMGLECPzwww9tlj4yevToJnl5f/7zn43tvn374ssvv2yTuVj4dbDKqx9FmD59OvLz89GvXz9MmjQJr7/+egghbdy4EUOHDsXAgQMxePBgrFu3rh1na6E1wTG0Dz/8EFu2bMFbb72FLVu2NNmvtrYWCxcuxOmnn96m82tJDC03Nxdjx46Fw+FAr169cPzxx2PHjh1tOk8L0QGL+I4ixMTE4I033sDmzZvx3XffNVFb3nnnnbj33nuxceNG/PnPf8add97ZTjO10NpQY2gxMTFGDC0cd999N+bMmQOXy9Wm81NjaF6vF2+//TbGjh0bss+ll16K1atXA6D+kNu3b7fivhaOCBbxWTDQkRNwLfw6HKhWo4rvvvsOe/fuxUUXXdTW0wuJoZ144omYMGGCEUNbvnw5AGDUqFFIT09H3759cfbZZ+Pxxx83GjNbsHA4sGJ8Fgw8/fTTGDVqFG6//Xbouo6vvvqqvadkoY2g6zpuvfVWvPbaa+02h0PF0IQQWLBgARYsWAAA+O9//4upU6fi8ssvb2IdWrBwMFgW31GG8847D/369WvyWLZsGRYtWoSnnnoKe/fuxVNPPYUZM2a093Q7DVauXIk+ffogLy8PjzzySJPPFyxYgL59+2LAgAE499xz8csvv7Tp/A4VQ6utrcXmzZtx1llnoWfPnvjmm28wduxYrF+/vk3nCcDoEM948MEH8fjjjzfZLy4uDhs2bMA777wDgAogWLDQInC1jAM8LBxFSEpKkrquSyml1HVdJiYmtvOMOgf8fr/s3bu33Llzp/R4PHLAgAHyxx9/DNln1apVsr6+Xkop5f/93//JCRMmtOkcfT6f7NWrl8zPzzfmuHnz5gPuP3LkSPntt9+22vi6rstAINDkPf69qfj73/8un3/+eeP1fffdJ2fPni2llLKgoECWl5cbn3388cdyzJgxxvEsWFBwQG6zXJ0WDGRnZ+Pzzz/HWWedhVWrVuG4445r7yl1CrQk+frss882tocOHYo33nijTefYkjy0w0FjYyPcbjdSU1Oxc+dOvPXWW6ivr8f27duRkZGB2bNnY8CAAcb+akqLlLJJiktlZSXsdjvi4+Px4YcfYvXq1SgqKsLQoUMxePBgzJkzB9OnT8eaNWswfPhwLFq0CC6XC3a73ajgYqXMWGgpLFenBQOLFy/GbbfdhpNPPhl33XUXXnrppfaeUqdAS4QjKl5++WVceOGFbTG1EIwePRrbt2/Hzp07MW/ePAAUQ2uO9FavXo1BgwZB1/UmLsRXX30V8fHxeOqppwAQ8d9zzz0YOHAgpkyZghNOOAE333wz3nvvPQBARUUFPvvsM7z77rv4/vvvDYL64osvcOaZZ2LKlCk4/fTTMXfuXEPVqes6Bg8ejL59+0LTNOzZswfPPvss/ve//8Hj8RjH7tGjB6qrqyN2zSxEJyyLz4KB3/zmN9iwYUN7T6MJDpV47fF4cPXVV2PDhg1IT0/H0qVL0bNnz/aZ7CHwxhtvYP369fj888/beyqHRHNWGgAkJyfjwgsvNIQnxx57LE466aSQ6jopKSm49957cdlll+GZZ55Bfn4+0tLS8MUXXyA5ORm9e/eGz+fD119/jSVLlqBnz56YPXs2li5diocffhiXX345LrnkEgBkDWZlZSE+Ph6NjY04+eSTjRhpZmYmPB4P6urqkJCQ0JaXx0InhmXxWejQaEni9csvv4zU1FT8/PPPuOWWWzBnzpw2nWNLm3x+8sknePDBB7F8+fIO36i3qqoK77//Pl588UW8+OKLEEIYll9WVhbKy8uNfXNzcw0xCrfCGTt2LAoLC7Fq1SqsWbMGDz74IC655BKsW7cOS5YsAQCjXiu7iKdNm4avvvoKHo8HjY2N8Hg8CAQC6Nq1K2JiYhAIBBAbGwuXywW3241AIIC4uDhomoaKioq2vDwWOjks4rPQodGSxOtly5Zh6tSpAIDx48fj008/bVOFX0uSr7///ntcd911WL58eYev1u/3+/H000/jvffew+bNm41mvWzxde3aFY2Njcb+WVlZBuFx70Tuc7hmzRoUFxdjxowZeOmllzBq1CijvmZaWhpiYmJQW1sLTdPQ0NCAhIQExMbGwuv1wul0wmazISkpCQ6HA6WlpQCoEENFRYWRcxobG4uSkpK2uTgWogKWq9NCh0ZLiher+9jtdiQnJ6O8vLzNOsC3RDhyxx13oK6uDldccQUAik1xYnZHg9/vx4svvoi1a9eiR48eTT5PSUmBlBK1tbVGRw273Y59+/YhOzsbgUAANpsNsbGxiIuLw4UXXognn3wy5BhSSiQnJ6OsrAzvvfcerr76aixduhRDhw5FVlYWevTogYkTJ+KEE07ArFmzIIRAYWEhMjMz0b17dwgh4Pf7AQDHHHNMSPqDBQuHgkV8Fiy0Ag6VfN2W3bh/DaSUcLlcGD58OO666y50794d559/PkaOHAmbzQYAiI+Ph9PpRElJCRITEwGQhafrOgDAZrPhjjvuwMiRIzFp0iRMnz4dCxYsQO/evbFx40YMGDAAF198MRwOB4YOHYqlS5di8eLFSEpKwp/+9CcAwP33349NmzbhuOOOQ3p6OlatWoWkpCQAwMUXX2zMd9WqVfjoo48wZsyYtrxMFjo5LOKz0KHRkvgZ75Obmwu/34/q6mqrlNURgt2Z77zzDjweD2bPno2//vWv6Nu3LzIzMwEALpcLSUlJ2LdvH/Ly8gAATqcT06dPx4knnoitW7ciLS0N999/P3r06IHFixfj6aefxtq1a5GVlYWcnBw4HA4IIZCamooxY8ZgypQpxhx0Xcdpp52G0047zXgvJiYmZJ5+vx92ux0+nw+PP/54k5sOCxYOBtGWsRALFg4XQgg7gO0AzgVQCOBbAFOklD8q+1wPoL+UcpYQYhKAcVLKCe0y4SiAECIPQAYAD4CxAPYAWCKl9Cr7vAPg71LKd4KvfwfgOAA/ASgGsEVKecjAmxDi9eC+jwohHFJKn/KZBlAdjdY7OwsWLIvPQgeHlNIvhLgBwH8A2AC8IqX8UQjxZwDrpZTLAbwMYIkQ4mcAFQAmtd+MowIDAFwPwAvgBwAfSym9QgihkNB+AAMBvAMAUsqDZuQLMiVZTCellHpw+/8BaAi+6VO/o+xzUAghbAB0iyAttBSWxWfBgoX/384d2wAIw1AU/JPTUrIxoTFNkECiSpS7JZ7twp+66KWGkT3J1lo7ajNPkjO2NAYnfMBDnRnvH2Cv21QfRRid8AG/1PkyosdshA+ApfjcAsBSLrdCNlD6WiAKAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot_2D_space_depth(s_span, traj, yn, len(X))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Plot Learned Hamiltonian Function over vector field**" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Learned Hamiltonian & Vector Field')" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "n_grid = 50\n", + "x = torch.linspace(-3,3,n_grid)\n", + "Q, P = torch.meshgrid(x,x)\n", + "H, U, V = torch.zeros(Q.shape), torch.zeros(Q.shape), torch.zeros(Q.shape)\n", + "for i in range(n_grid):\n", + " for j in range(n_grid):\n", + " x = torch.cat([Q[i,j].reshape(1,1),P[i,j].reshape(1,1)],1).to(device)\n", + " H[i,j] = model[0].defunc.m.H(x).detach().cpu()\n", + " O = model[0].defunc(0,x).detach().cpu()\n", + " U[i,j], V[i,j] = O[0,0], O[0,1]\n", + " \n", + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.add_subplot(111)\n", + "ax.contourf(Q,P,H,100,cmap='RdYlBu')\n", + "ax.streamplot(Q.T.numpy(),P.T.numpy(),U.T.numpy(),V.T.numpy(), color='black')\n", + "ax.set_xlim([Q.min(),Q.max()])\n", + "ax.set_ylim([P.min(),P.max()])\n", + "ax.set_xlabel(r\"$q$\")\n", + "ax.set_ylabel(r\"$p$\")\n", + "ax.set_title(\"Learned Hamiltonian & Vector Field\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "py37", + "language": "python", + "name": "py37" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/09_lagrangian_nets.ipynb b/docs/tutorials/09_lagrangian_nets.ipynb new file mode 100644 index 0000000..8dc1a5a --- /dev/null +++ b/docs/tutorials/09_lagrangian_nets.ipynb @@ -0,0 +1,736 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Lagrangian Neural Networks\n", + "\n", + "In this tutorial we take a look at **Lagrangian Nets** (LNNs) first proposed in [Lutter M., et al, 2019](https://arxiv.org/abs/1907.04490) and generalized by [Cranmer M., et al., 2020](https://arxiv.org/abs/2003.04630). Together with HNNs [Greydanus S., et al., 2019](https://arxiv.org/abs/1906.01563), LNNs represent the latest learning paradigm to discover symmetries and conservation laws from data.\n", + "\n", + "Let $\\mathcal{Q}\\subset\\mathbb{R}^n$ be a smooth manifold anf let $q\\in\\mathcal{Q}$ be a vector of generalized coordinates. The Lagrangian function $\\mathcal{L}:\\mathcal{TQ}\\rightarrow\\mathbb{R}$ is defined on the tangent bundle $\\mathcal{TQ}$ of the configuration manifold $\\mathcal{Q}$ (if $\\mathcal{Q}=\\mathbb{R}^n$, then $\\mathcal{TQ}$ is diffeomorphic to $\\mathbb{R}^{2n}$), i.e. the Lagrangian is a function of the configurations $q$ and their velocities $\\dot q$.\n", + "\n", + "Derived from the calculus of variations, the Euler-Lagrange equations of motions can be generally explicitly written as a second-order ordinary differential equation:\n", + "\n", + "$$\n", + " \\ddot q = \\left(\\nabla_{\\dot q} \\nabla_{\\dot q}^\\top \\mathcal{L}\\right)^{-1}\\left[\\nabla_q\\mathcal{L} - \\left(\\nabla_q\\nabla^\\top_{\\dot q}\\mathcal L\\right)\\dot q\\right]\n", + "$$\n", + "\n", + "**Lagrangian Neural Networks** try to mimick Euler-Lagrange equations by learning from data a Lagrangian $\\mathcal{L}_\\theta$ parametriezed by a *neural network* (with parameters $\\theta$). \n", + "\n", + "When a net of tuples $\\{(q_k,\\dot q_k, \\ddot q_k)\\}_{k=1,\\dots,K}$ generated by some conservative dynamical process is available, LNNs are trained to learn the Lagrangian from the data by minimizing, e.g. the *MSE loss*:\n", + "$$\n", + " \\min_{\\theta}\\frac{1}{K}\\sum_{k=1}^K\\left\\|\\ddot q_k - \\left(\\nabla_{\\dot q} \\nabla_{\\dot q}^\\top \\mathcal{L}_\\theta(q_k, \\dot q_k)\\right)^{-1}\\left[\\nabla_q\\mathcal{L}_\\theta(q_k, \\dot q_k) - \\left(\\nabla_q\\nabla^\\top_{\\dot q}\\mathcal L_\\theta(q_k, \\dot q_k)\\right)\\dot q_k\\right]\\right\\|_2^2\n", + "$$\n", + "\n", + "\n", + "We hereby showcase the torchdyn implementation of LNNs." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('../')\n", + "from torchdyn.models import *; from torchdyn.datasets import *\n", + "from torchdyn import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The vector field of an LNN, to be passed to a `NeuralDE` can be defined as:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from torch.autograd.functional import jacobian, hessian ; from functools import partial\n", + "\n", + "class LNN(nn.Module):\n", + " def __init__(self, net):\n", + " super().__init__()\n", + " self.net = net\n", + " def forward(self, x):\n", + " self.n = n = x.shape[1]//2 ; bs = x.shape[0] \n", + " x = torch.autograd.Variable(x, requires_grad=True)\n", + " qqd_batch = tuple(x[i, :] for i in range(bs))\n", + " jac = tuple(map(partial(jacobian, self._lagrangian, create_graph=True), qqd_batch))\n", + " hess = tuple(map(partial(hessian, self._lagrangian, create_graph=True), qqd_batch))\n", + " qdd_batch = tuple(map(self._qdd, zip(jac, hess, qqd_batch)))\n", + " qd, qdd = x[:, n:], torch.cat([qdd[None] for qdd in qdd_batch])\n", + " return torch.cat([qd, qdd], 1)\n", + " \n", + " def _lagrangian(self, qqd):\n", + " return self.net(qqd).sum()\n", + " \n", + " def _qdd(self, inp):\n", + " n = self.n ; jac, hess, qqd = inp\n", + " return hess[n:, n:].pinverse()@(jac[:n] - hess[n:, :n]@qqd[n:])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We consider a 1D mass-spring system\n", + "\n", + "$$\n", + " m\\ddot x + kx = 0,~~~[x(0),\\dot x(0)]\\sim \\mathcal N(0,I)\n", + "$$\n", + "\n", + "Following the LNN paper from Cranmer et al., we generate random values of $x,\\dot x$ and we fit (in a static manner) the corresponding $\\ddot q$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## \"Static\" Training" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.utils.data as data\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "m, k, l, g = 1, 1, 1, 9.81\n", + "X = torch.randn(4096,2).to(device)\n", + "Xdd = -k*X[:,0]/m\n", + "\n", + "train = data.TensorDataset(X, Xdd)\n", + "trainloader = data.DataLoader(train, batch_size=32, shuffle=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import pytorch_lightning as pl\n", + "\n", + "class Learner(pl.LightningModule):\n", + " def __init__(self, model:nn.Module):\n", + " super().__init__()\n", + " self.model = model\n", + " \n", + " def forward(self, x):\n", + " return self.model.defunc(0, x)\n", + " \n", + " def loss(self, y_hat, y):\n", + " return ((y - y_hat[:,1])**2).mean()\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " x, y = batch\n", + " y_hat = self.model.defunc(0, x) #static training: we do not solve the ODE \n", + " loss = self.loss(y_hat, y)\n", + " return {'loss': loss} \n", + " \n", + " def configure_optimizers(self):\n", + " return torch.optim.Adam(self.model.parameters(), lr=0.01)\n", + "\n", + " def train_dataloader(self):\n", + " return trainloader" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "hdim = 128\n", + "net = LNN(nn.Sequential(\n", + " nn.Linear(2,hdim),\n", + " nn.Softplus(),\n", + " nn.Linear(hdim,hdim),\n", + " nn.Softplus(),\n", + " nn.Linear(hdim,1))\n", + " ).to(device)\n", + "\n", + "model = NeuralDE(func=net, solver='dopri5').to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 17 K \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d391be985284431e9a8579170a6de2a1", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn = Learner(model)\n", + "trainer = pl.Trainer(min_epochs=1, max_epochs=2)\n", + "trainer.fit(learn)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NFE: 20\n", + "inference time: 48.30189228057861\n", + "avg time per function evaluation: 2.4150946140289307\n" + ] + } + ], + "source": [ + "# Evaluate the training results\n", + "import time\n", + "t = time.time()\n", + "model.nfe = 0\n", + "X0 = torch.Tensor(256, 2).uniform_(-1,1).to(device)\n", + "s_span = torch.linspace(0, 1, 100)\n", + "traj = model.trajectory(X0, s_span).cpu().detach()\n", + "T = time.time() - t\n", + "print(f\"NFE: {model.nfe}\\ninference time: {T}\\navg time per function evaluation: {T/model.nfe}\")\n", + "# the inference time to compute a full trajectory is currently still quite high \n", + "# and scales with the batch. We are aware of this issue and we will release \n", + "# an accellerated version soon " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, \"LNN's learned trajectories\")" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the LNN's trajectories with random ICs\n", + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.add_subplot(111)\n", + "color = ['orange', 'blue']\n", + "for i in range(len(X0)):\n", + " ax.plot(traj[:,i,0], traj[:,i,1], color='blue', alpha=0.1);\n", + "ax.set_xlim([-1,1])\n", + "ax.set_ylim([-1,1])\n", + "ax.set_xlabel(r\"$q$\")\n", + "ax.set_ylabel(r\"$p$\")\n", + "ax.set_title(\"LNN's learned trajectories\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Learned Lagrangian & Vector Field')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot Lagrangian and learned vector field\n", + "n_grid = 50\n", + "x = torch.linspace(-1,1,n_grid)\n", + "Q, P = torch.meshgrid(x,x)\n", + "H, U, V = torch.zeros(Q.shape), torch.zeros(Q.shape), torch.zeros(Q.shape)\n", + "for i in range(n_grid):\n", + " for j in range(n_grid):\n", + " x = torch.cat([Q[i,j].reshape(1,1),P[i,j].reshape(1,1)],1).to(device)\n", + " H[i,j] = model.defunc.m.net(x).detach().cpu()\n", + " O = model.defunc(0,x).detach().cpu()\n", + " U[i,j], V[i,j] = O[0,0], O[0,1]\n", + " \n", + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.add_subplot(111)\n", + "ax.contourf(Q,P,H,100,cmap='RdYlBu')\n", + "ax.streamplot(Q.T.numpy(),P.T.numpy(),U.T.numpy(),V.T.numpy(), color='black')\n", + "ax.set_xlim([Q.min(),Q.max()])\n", + "ax.set_ylim([P.min(),P.max()])\n", + "ax.set_xlabel(r\"$q$\")\n", + "ax.set_ylabel(r\"$p$\")\n", + "ax.set_title(\"Learned Lagrangian & Vector Field\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Forced Lagrangian\n", + "\n", + "Can we easily extend the framework to the non-conservative case where some forcing term is present?\n", + "\n", + "Yes of course!\n", + "\n", + "We can add a learnable forcinf term $f(q,\\dot q)$ to the system obtaining:\n", + "\n", + "$$\n", + " \\ddot q = \\left(\\nabla_{\\dot q} \\nabla_{\\dot q}^\\top \\mathcal{L}\\right)^{-1}\\left[\\nabla_q\\mathcal{L} - \\left(\\nabla_q\\nabla^\\top_{\\dot q}\\mathcal L\\right)\\dot q + f(q, \\dot q)\\right]\n", + "$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "class fLNN(nn.Module):\n", + " def __init__(self, L, f):\n", + " super().__init__()\n", + " self.L = L\n", + " self.f = f\n", + " def forward(self, x):\n", + " self.n = n = x.shape[1]//2 ; bs = x.shape[0] \n", + " x = torch.autograd.Variable(x, requires_grad=True)\n", + " qqd_batch = tuple(x[i, :] for i in range(bs))\n", + " jac = tuple(map(partial(jacobian, self._lagrangian, create_graph=True), qqd_batch))\n", + " hess = tuple(map(partial(hessian, self._lagrangian, create_graph=True), qqd_batch))\n", + " qdd_batch = tuple(map(self._qdd, zip(jac, hess, qqd_batch)))\n", + " qd, qdd = x[:, n:], torch.cat([qdd[None] for qdd in qdd_batch])\n", + " return torch.cat([qd, qdd], 1)\n", + " \n", + " def _lagrangian(self, qqd):\n", + " return L(qqd).sum()\n", + " \n", + " def _qdd(self, inp):\n", + " n = self.n ; jac, hess, qqd = inp\n", + " return hess[n:, n:].pinverse()@(jac[:n] - hess[n:, :n]@qqd[n:] + self.f(qqd))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We now consider, e.g., a 1D mass-spring-damper system \n", + "\n", + "$$\n", + " m\\ddot x + kx + b\\dot x = 0,~~~[x(0),\\dot x(0)]\\sim \\mathcal N(0,I)\n", + "$$\n", + "\n", + "and we let $q=x$, $p=\\dot x$. We then train the neural network on random generated data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.utils.data as data\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "\n", + "m, k, b = 1, 1, 1\n", + "X = torch.randn(4096,2).to(device)\n", + "Xdd = -k*X[:,0]/m - b*X[:,1]/m\n", + "\n", + "train = data.TensorDataset(X, Xdd)\n", + "trainloader = data.DataLoader(train, batch_size=32, shuffle=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "import pytorch_lightning as pl\n", + "\n", + "class Learner(pl.LightningModule):\n", + " def __init__(self, model:nn.Module):\n", + " super().__init__()\n", + " self.model = model\n", + " \n", + " def forward(self, x):\n", + " return self.model.defunc(0, x)\n", + " \n", + " def loss(self, y_hat, y):\n", + " return ((y - y_hat[:,1])**2).mean()\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " x = torch.randn(32,2).to(device)\n", + " y = -(k*x[:,0] + b*x[:,1])/m\n", + " y_hat = self.model.defunc(0, x)\n", + " loss = self.loss(y_hat, y)\n", + " return {'loss': loss} \n", + " \n", + " def configure_optimizers(self):\n", + " return torch.optim.Adam(self.model.parameters(), lr=0.01)\n", + "\n", + " def train_dataloader(self):\n", + " return trainloader" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "hdim = 128\n", + "net = LNN(nn.Sequential(\n", + " nn.Linear(2,hdim),\n", + " nn.Softplus(),\n", + " nn.Linear(hdim,hdim),\n", + " nn.Softplus(),\n", + " nn.Linear(hdim,1))\n", + " ).to(device)\n", + "\n", + "f = nn.Sequential(\n", + " nn.Linear(2,hdim),\n", + " nn.Softplus(),\n", + " nn.Linear(hdim,1)).to(device)\n", + "\n", + "model = NeuralDE(func=fLNN(L, f)).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: False\n", + "INFO:lightning:GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "INFO:lightning:TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 4 K \n", + "INFO:lightning:\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 4 K \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "e7eb66fa2424408f85cf82006a4d6c4d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Stefano\\anaconda3\\lib\\site-packages\\pytorch_lightning\\utilities\\distributed.py:24: UserWarning: Detected KeyboardInterrupt, attempting graceful shutdown...\n", + " warnings.warn(*args, **kwargs)\n" + ] + }, + { + "data": { + "text/plain": [ + "1" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "learn = Learner(model)\n", + "trainer = pl.Trainer(min_epochs=10, max_epochs=20)\n", + "trainer.fit(learn)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "NFE: 76\n", + "inference time: 52.34833216667175\n", + "avg time per function evaluation: 0.6887938442983126\n" + ] + } + ], + "source": [ + "# Evaluate the training results\n", + "import time\n", + "t = time.time()\n", + "model.nfe = 0\n", + "X0 = torch.Tensor(64, 2).uniform_(-1,1).to(device)\n", + "s_span = torch.linspace(0, 1, 20)\n", + "traj = model.trajectory(X0, s_span).cpu().detach()\n", + "T = time.time() - t\n", + "print(f\"NFE: {model.nfe}\\ninference time: {T}\\navg time per function evaluation: {T/model.nfe}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, \"LNN's learned trajectories\")" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the forced LNN's trajectories with random ICs\n", + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.add_subplot(111)\n", + "color = ['orange', 'blue']\n", + "for i in range(len(X0)):\n", + " ax.plot(traj[:,i,0], traj[:,i,1], color='blue', alpha=0.1);\n", + "ax.set_xlim([-1,1])\n", + "ax.set_ylim([-1,1])\n", + "ax.set_xlabel(r\"$q$\")\n", + "ax.set_ylabel(r\"$p$\")\n", + "ax.set_title(\"LNN's learned trajectories\")" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Learned Lagrangian & Vector Field')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAP8AAADiCAYAAACBQBGPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9ZXhVR/f//ZmjcReSkASCu7u7awulFIoUdwqUQinuFJdC0aJFiltxdwlWHAKBBIl7cmQ/L/bJOSchAXr//vS++zTrunJlnzVrj+y9vzNrrVkzIyRJIodyKIf+faT4b1cgh3Ioh/47lAP+HMqhfynlgD+HcuhfSjngz6Ec+pdSDvhzKIf+pZQD/hzKoX8p5YD/E5IQYo0QYvJ/ux6fkoQQd4QQtf/b9fj/Awkhaggh7n+k7HghxPr3pIcIIeq/L49/DPg/pjH/JBJCdBVCnPlv1+P/SpIkFZMk6cSnyFsIUU4IcVUIkSCEeCCEaPQeWT8hhF4IkS+LtB1CiJ/+D/WQhBD5/9P7s8gvjynPBKu/G5IknZYkqdD/q3I+RP8Y8P8dJIRQ/rfr8P+a/uFtWgQcAJyARsCL7AQlSXoJHAU6W/OFEG5AU+DXT1fN7EkIoXpPsoskSQ6mv1J/W6VM9I8HvxBCIYT4XgjxWAgRKYTYYnrh6elbhRCvhBCxQohTQohiVmlrhBA/CyH2CyESgTomDWO4EOKm6Z7NQggbq3uaCyGChRAxQohzQoiSVmllhBDXhBDxQojNgPm+v9imbkKIu6Z8ngghemdK/04IES6ECBNC9LAembJpUzMhxHUhRJwQIlQIMd4qr/RRqIsQ4rkQIkII8YNVuq0Q4lchRLSpTt8JIV5YpZs1MiFERSHEedOzCRdCLBJCaKxkJSFEHyHEQ1N+i4UQ4j2PQg88kyTJKEnSU0mS7nzg0f1KJvADHYA7kiTdEkL4CiF+F0K8FUI8FUIMsqqbUggx2vQdxZs0Dn8hxCmTyA3TCP2FSb6nEOKRECJKCLFbCOGbqZ39hRAPgYcfqLOZhBC1Mz3bbOubxb2dhRDPTBj4ITu5DCRJ0j/iDwgB6mfBHwJcAHIDWmAZsMkqvTvgaEqbBwRbpa0BYoFqyB2hjamcS4Av4AbcBfqY5MsCb4BKgBLoYpLXAhrgGTAUUAOfAzpgcjbt6QqcySatGZAPEEAtIAkoa0prDLwCigF2wDpAAvK/p021gRKm3yWB10Brk3we0/3LAVugFJAKFDGlTwdOAq6mZ3wTeJHVewHKAZUBlSnfu8AQK1kJ2Au4AAHAW6Dxe975bCAaKPOR34itqe3VrXjnTd+IArgKjDW9qyDgCdDIJDcCuAUUMj33UoC7Vb3zW+VZF4gwfQ9aYCFwKlM7D5u+H9ss6pn+zFWZ+LXTn+1H1Hc8sN50XRRIAGqa6jMHueN8By8Zyvtvg/r/AfjvAvWsfvsgg06VhayL6aE7WwFlbRbldLL6PRNYarr+GZiUSf4+MkBrAmGAsEo7x38A/ixkdwKDTdergGlWafl5F/xrP5DfPGBupg8xt1X6JaCD6dr8wZl+9yAb8GdRzhBgRyZQWANzC/B9Nvd2AK4hd3YvMHUAQAPg6nvatgL4xXRdAEgDvJA77OeZZEcBq63eY6ts8swM/pXATKvfDqZvLo+VfN331DH9mcdY/Q0nI/g/VN/xWMA/FvjNSs7e1O73gv999sg/hQKBHUIIoxXPAHgLIV4BU4B2gCeQLuOBPEIAhGaR5yur6yRkLSC9rC5CiIFW6RpTugS8lExP30TP/npzQAjRBBgHFEQeAeyQRyVMZV2xEs+q/hl4QohKyCN4cVN9tcDWTPdkbrODVXnW+WVVXno5BZFHnfKmOquQR6+PKSczDQYWSZJ0UAjRBzgohGgMVAWOZFcHZNV/j0lF7gwclCTpjZBnJHyFEDFWskrgtOnaH3j8nnytyRe5YwJAkqQEIUQk4IfcGcJ7npMVeUiSpE//ITLOmgR+oL6Z62MuT5KkRFN93kv/eJsfudFNJElysfqzkWQHUEegFVAfcEbucUFW69LpryxrDAWmZCrLTpKkTUA44JfJhg34q40RQmiB34GfAG9JklyA/VZ1DkdWv9PJP4tsMrdpI7Ab8JckyRlYSsZn8D76mPLS6WfgHlBAkiQnYPRfKCczqZBVVyRJ2gt8CxxC1pjmZHeTJEmngUjk994JWGtKCgWeZnp3jpIkNbVKf2emIBsKQwYnAEIIe8AdeGldlY/MKzv6UH2tKRyr9yKEsDPV5730TwO/WghhY/WnQv6QpwghAgGEEJ5CiFYmeUdk+zUSeSSa+n8sfznQRwhRSchkb3KmOSLblnpgkBBCJYRoC1T8QH4iU3tssIzMbwG9SQtoaHXPFqCbEKKI6SWP/Yh6OwJRkiSlCCEqIneKH0tbgFFCCFchhB8w4APlxAEJQojCQN+/UE5m2gqMFUKUEkIogAdAMrJK+yFH6lpgBrKZt8fEuwTECSFGmpyYSiFEcSFEBVP6CmCSEKKA6d2WFEKkA+g1ss2dThuR30FpU2c9FbgoSVLI/6G9melD9bWmbUBzIUR1k4N1Ih+B7X8a+PcjfwDpf+OB+cij2iEhRDyy86+SSX4tsur9EvjTlPYfkyRJV4CeyFNQ0cAj5JEISZLSgLam39HAF8D2D2RZNVN70v8GIYMuGhmou63qcABYABw3lX/elJT6nnL6ARNNz2esKe+PpYnINvdTZHV723vKGm6qbzxyR7n5L5STmX5C9m/sAKKQ29wHWa3fJ4Rwfs+9a5G1rs2SJKUCSJJkAFoApU1tiUAGfHo+c5CfyyHkDmwlsgMR5O/sV9MsRntJko4CPyJraOHIGkOH/0Nb36GPqK+17B2gP3KnFI783WQ7LZpOIqOJmkP/NBJCFAFuA1pr+/ETltcX2RlY61OXlUOflv5pI38OAUKINkIIjRDCFVm93fOpgC+E8BFCVBNyPEUhYBjyaJxD/3D6nwC/EGKVEOKNEOJ2NulCCLHAFFRxUwhR1iqtsRDivint+7+v1v9V6o3sE3iMPLPxf7GtP0Qa5NiJeOAYsAtY8gnLy6G/if4n1H4hRE3kIIW1kiQVzyK9KTAQOUyzEjBfkqRKQg5dfYA89/sCuAx8KUnSn39b5XMoh/6h9D8x8kuSdArZqZMdtULuGCRJki4ALkIIH2Rv+iNJkp6YHG6/mWRzKIdy6AP0PwH+jyA/MgZNvDDxsuPnUA7l0AfonxLhl1WgiPQe/rsZCNEL6AVggyjnp9BgHY6Tfm2dobDqGsX7eKabjUi80ulJNBhJM5lTCsBFrUSrUOCkUqJRWjJIL9NgaolKITPCktOISNEhAQ4qJZ62apy1llclFNYVz9BI82Vkso7Q2GQUQuDnbIOHnUaWzaLRBqOR+2/iSdEZ8XWxJZezLQhITNXz8FUcSoWCfLkcsbeR6/AmNoXQiESc7TQE+TihSK93VBLhkYl4utgS4OUEAgwGI3+GRGKUJAoFuGOjVQOQmJLG/ZBI7O00FAxwt7RJkaFB5qvHzyOJjU+mUD5v7O20WbTZIpuUnMbdB2G4uTqQN9Ary+djff3k6StiYhIpVjQQrU36OiRBZGQcISHhBATmwsPD5Z1yQp+/JjIyhqLF8qNSqzPU+9HDpyQnp1CkWGGUSnlhZdjLcN6+fkvBwgWxsbUzS0tWed66fj1CkiRP/gb6p4D/BRkjy3IjR1lpsuG/Q5Ik/QL8AlBAZSPNd5ADtDSmd61UWl6ARmO5T6XKgqdM51nuUagtoFZqlbxO1XExNpHL8Um8Sk3jWGQ84ak68tvbUC+XM3W9nKnk7oitrZovTt3lalQC+xuUoLCLHUqtiqgUHesevGLlvTCexqfQxM2dhnk96FzEBxuVEmFVnrCxeo1W/AexyfTfeYOzIZEEutmzqF0ZCns7glppda98nZCio+/6K2y++Iyy+dxZ3bcarg5abr6ModW0ozyPSGTdsLq0rpIHgJ8P3mXgktM42KrZOaUVLg5aJEli5PKznL8TTpkCXgzrXIWuk/Yyc1Bdpq05T0xiKqfndiBPHvnbXn/gNl+P2kqRfF6sndPR3ImaHzqASn7wUTGJlG82k8SkNE7tGI6Hl2nhpsJa1gLA8dO3M3HGNpbO7Um7djUtMop3834ZHk3R4t3x8nbl0OF55nroDUrq1unHs5Bwdu9fgru73AEYJTmPp09eULZEK0qUKsrSVTPMfIArl+/RoHozGjapz8ixowCIjoqmYrFKVKpWlekL5mKQLPXVG+X3EORk+x+FhP8n9D/h8AN5aSmwNxuHXzPkyLJ0h98CSZIqmiL8HgD1kAN5LgMdpQ8s/SygspF+djNHZ5qB/7Ggl/nyPZlBb7428ZWmEftpYgrHo+I4+jqWC5Hx+NpqiNMZqOnlzM4Xchi2l62aI83LkNvBxny/3mhk/8soNt97zd6nb/G21zCwbCA9SuXGyckq0M2qHgorLUHSKFhzKYRRe25T1t+V+kVyMbRpYZQKWV5YdQRoFSz+4x7D112huL8LqwZUp1Red9aefsqMbcHcfxnL3N7VGNCyBEIIFuz9kxFLT1E00J39sz7Dx8MBSZIYsew0czddxt5GTWKKjuql/Vk0ojG1+6zD3cWOU2t74uPpBMDUlacZM/cg3/euw9SRLawettWDN42c1249p1qrWdSoVJADW0agTNeirEAvTODW6fRUbzyOh4/DuXVpHn65vd/NW2Fp+5JlB+jfbzYrVn5Pl64Wt1Hwzee0bjGIZs1rMnfhj2a+XpK1j3Gjf2LeT8s5cmY75SqUQm+U+UZJRe8ufTi49yBnb14jl68PAEsXLGXSqFFsO3SIyMgYHJ2cqVyjpuldSxR0sbsqSVJ5/gb6nwC/EGIT8oomD+RQynHIy2KRJGmpKV5+EfIKrySgmynaLn0mYB7yoodVkiRN+VB5BdU20hLXwL8F9JllVVoliXoDZ97EsvNFFLufR6C3egW+9lpOty2Hh60mQ76oBKdfRDPr0lOOPYvC1UbNt1WC+KZiIC428sefDvr00Rwwj/LhMcl8uyOY7ddeUCWfByt7VqFALqd35IVawfn7bxj323XO339LnyZFmLvzFm5ONjStEMCR6y9oUyM/vu72jFl1nuFflud08Avik3Xsm9uegFzOXL0XTo3e60lNM8j1UgjenhjJ/dBomvRZQ8MqBVg2tR16vZHzwc/Ye/IeO/64xaxRLejyRXVL3ZXW7ZdfyKpN5+gxZCUzxrVnxJDWlnpnoQE8fBRG6SrfUrdWSXZtG4NCY+osrUBvNG03YDQaqV17MH/eecKtO5tw9zIvz2fY0Nn8vGgjpy9sokSZMpZ7JRXx8QlUKF6fgMAA9h3fiRDCrAE8ehxG36+7U7JsaabOXwRAQnw8lQoVRq/TkZycRMGixdh77rI5z38d+P9u8lKqpaZ2zqQII4lGIwlGA+5qFS91aQgESoVseiqFwFWpRCnAVaPCWanAWaPCU63CTa0iwNEGd7USIcRHgf4dvlpJ8S0XeJ2sy1A/AXQt5suYSkHkcrG18E3q/ZWwGH668ITXCWncj0jg25r56V81CAcnK1s4C9VekiR+uxLK4PVXSNUbmNaxLP0aFkahEBnMCDQawqOSaPjjPv58Hm1mbxzTmKsP3jB7i3lBGzVL5WbagDo0HboFV0cbji7pRKexuzh/K2N06YaZ7fmyaSmOXgmhac9VlC7sw6uIBELDY7i4cwhzVp7i9wPBHFzXn7o1i1putNYATAAfPfV3Zszbw/6t39G4QTkrWfU7sqvXHmHsxA2MGtmBfv0tnYXRsscIRpP6ffduCAMHzMY/IBfLV000gzgmJo7SxVqRNyiAP05sBKt79UYtG9duZsIPU5i1cCbNWzU3awUAP3z7PetWrODY1as4u3nTvlE9Hty1zETnK1iIA5euk2aQF5wWd3fIAf+nJCGEvPODEDgolNgrFBTUaAkzyE42CQkjsudQIeC1Tk+cwWAeocs42nI9PhkAG4XAz0aDv52W0s72eNuoKeJqR2FHOxzVyixBn95B6I0SFbdfJklvIJedFi97DW+T0ngYk0SS3ohSCBoHedCrQiB183igVAizeq/QqrgRFsuEI3fZf+813o5aRtYvTI8a+dCagJ9xRLdchyWl0vuX8xy7HUbbynmY1aUCvm52GdSdF9HJlO63hegESxh/teK+9GhRkm7TDmZ4nk939CUiLo2GAzdgb6th8ehm7Dpxn80Hb5Fo6tgCfF0IOTEagFGzDzJj2THz/XPGfka39pWp1nYO4W9iubBnJAUKWi0kTB/VTeBOSkqlcoOxvH4Ty42zs/DJ7fWuLIBKgyRJNGo6mnPn/+TWjeUEBlnMPaO1zW0C7ISxS5g+dQUHj66iRs3yZv6Gtdvp12MUS1bM5MvOn5nVewC9QUGLei15Hf6Kk8FX0Gq1Znv+7evX1ChZkrqNmjB5/iIaVSrL6zCLWypfocLsOiev0NYZJcp4OuaA/1NSAY2N9GvuQJQio9qflXoPMmglSSJFJYjTG4jWGXhj1PMiOY0XKTrC0nSEJqeRaDDwJNEClgB7LTW9nAlwsqGihyMVfF2wNRWizMZsSB+BH0Qlsu5eOOtuvsDFRoNekuhbMQ9dK+XByaTmp4P7QkgkYw/8ycmHb2lewpcvKgfSvkIAQogMoM9gDqgE604+pv8vF7DTqlg9tDZNyweYH8LVh2+pNXwHySbV3fzscrvw8EUMQkD6pzPy6ypM+7YxNx+8okHvtSiVgmOrvyEglwvbT9yj37gdJCSlMaR7Tdo3K031dgsxGuWbhYBWjUqxfWUfnjx7S6XmM3F3tef8/h9wdTOtYcnCpv/z3gsq1BlFpfIFOLx3PEq1ldaTQVtQ8vz5a4qX7Em5coU4fGQuCCvgWo3SRklFUlIy5Uu1wdbWjjNXdqJWqzFKKoxGI41qt8PR0ZmVG5bi6OSYwcF37Oh5vmzRhrHTJtNj4BBL/kYlcyZNYNGs6Ww/cYbcgXn4rncPThySO9Bcfrk5EHzXLJ8D/k9MRbQ20prcebK0648kxrM5IoZuXm7UcXeUVfosbHqwjODpI7okSbwyGPgzNom7sUncjUtCZ5TY90KOX1IrBKU8HKjs7Uyd3K5UC3DDQWOy07Px3qcpJPbce82Sy884/ywKR62KrysG0q9GPvJ7OJjVe0mSOP40gmn77nDqwVuq5PdgdsfyVAhyf8emN5NGw93QaL6adYwbTyMZ3Lok07pVRusgmxopaXrO33vDsWvP2XbiAQ9Co1EoYNw3Nbj+4A37zz0iTSd3Dmd+/Yaq5YK4+/gNI346wLV74Rxf15tCQV4kpRmp8tl8bt0PZ/6Ez9m48woXr4cgkLUrWxs1CSE/I4Tg1Pn7NGg3m/atK7F6QQ9UNrKdnpVNv3rtUbr3XcSEHzsydvSX74A+nYxCw/Lle+jTexbzFw6jX7/P3wF9OuklLQf3HeeLNn2YMHUkg4b1kvlGLcFXb9CgejMGDBvAj5PGmOXTqWOrdgRfvcrpmzdxcPYw86OjY6hXpjjV6tRlxi+rMRqNrFowl3mTxiGEgiuvotFL8mBTKZfT3wZ+5fjx4/+Ocv6naMnUyePbm6ZtVEpQKOSRXqkUrH8bzR+x8eyNjuNUbAL+Dlr8bTSoNEoUJgehUqtCoVKgUCsQJp5Kq0Spkn0CBd3sqeLtTMsADz4rmIueRXyp5ueCj72W8KQ09j+LYG9IJDOvhHA6LIaIVB2OGhVerrYItZJknYEqq88SnphGg6I+FPNxpmv5QJqW9CU2Wce6y88IDovl0P03FPR2xNvTHqFWEOTpQKea+fB3s+f3K6EsOHSPkKhEyge54+xsY64rGo3Zmebp7kCXBoWIT9axYNctbodGU66gN25uDqjUKvL6OFO3cj4GtCtP/twuHLoYwoXbL5n7XVMWft+M1FQ952+GsuPYPVrVKUKRIn6UKebHmu1XWL/7Gi0blsDb04luHapz9soTlm88x5JpXzKkZ12SUnTcvvcSnd5IdHQiTRqUITDAi7wBHsxcsI+4xDQa1S+LEFZe/XRQK1SULpWPsLBITp+/S5EieQgI8JLTTfJGoUEybV5cukwxzp+7xa1bT6heqzIuLvLILZni3PSSFqNp5juoQAFu3fiTPbv+oEXb1jg4ugLg5ZOb5yHP2LB6I62/+BJHF3m5v0FSI6GkcLFirFq8GL3eSI269dEbJYwSaG1s0NrZsXrhfCrVrEVKmg6/vEG8CQ8j5OEDPHz8KFyyNHqjkVWzp4ePHz/+l0/17VvTv3LkL2prI60PCuS1Tkdomo5wo44ko5EXOj1nYhN4nvquA85NrcRdq0YpBIUcbHidpsdVo8LNRo2rVoWbRoW/ow257DQEOtjg62ybwREIFvU+RWfgUkQ8h0IiOBwSyZ2IBACaF/Aij5s9zjYqppyUN32d0bQYQ+pbbeWuVhIem8ySk49YcuoRCal6WpT2Y1TLElQIkj9GYaMkLimNaTtvMW/fn1Qs4MlnVQLp36oUKvP0WAYbB4A95x4zeuV5XkYk8OvoJrSoU9jyDJQyMJ5FJNJswHoePo9i46z2fNagODfuhdOo92okCf5Y1ZPSJQO4fT+cOh2XYGer4eTWIeTxdyc+WUenAau4efclm5b1oXL5fNx9EEbZ+hPQ6wxcOTqRUqXlzXT6DVvF0lVH2Lx6CO3bW60ezmTTx8cnUbp8P4xGiRvXl+HkZJ+lM08vaXn2LIzypdpTpVoZduxZghAiWw3gyePXNKvflqrVK/HzmmVmfujLSKqXLE/9Jo1YstZyZkb6PP3I/n148fwZ0xYtw9ff3+zIS05Kon5JOeAnOjKCXLn92Xr2Gm0rl8LF3YNVB08ghKCar0uO2v8pSaNQSEZJwtqareBox6PkVNIkiUSDZTtAATioFBSwt8XbRo0kwEOr4mFiKjFpeqJS9USn6dFLEv72WkJNNr+tUkGgkw2NAtyZUrOgJb8s1PsXcckcfhbJpRcxbLr50vzBpNPqjuXpWCWv1X3yhxaVmMqSE49YePg+0YlpzO1SgYFNimQo51F4LEPWXOHAlVDKBLmzdHBtyhc0OciymOMMCY+l3bg9XLv/mtFdqzKhd215Pl1jsbtjknQMnLqHbYfuMPO7Zgz8uhoPnr6lQdflFCngzeRvm1K+bD6u3w6lXocFuLvac+L3b/HzceVNdArVmk8jNj6Js/t+pEC+XISFR1Op0QSEEFw8OglfX0/S0vTUaTGRG7dCuHB8OsVLWO2wlUm9P3fuDjVqDaVT54asXi07FbNy5hklFUsWbmDEtzNYuXY2n3dobuabZa0cedMnzmH2tDnsPrKLclUsgUKzJs9k3rRpbDt0iLKVa1jdK/Hy+XMali9Jyy86MmGePL2XlJLKyF5dOb5vj1nW3cub3cH32btpHdOGDWTqmt+oUq8Rdfxdc8D/KclFpZS+9HDFX6sm0E6Lv1aDj6MWpRCMfPCCba+j0SoEXQO96JXXGy+tOstpO2tbP1kpCE9M41lCCqFJqYTEJROSmEoRN3vGVcn3URF5Cq2K4LAYKi86+U6dK+d1Z3O/6viYpv6sHXkJkpGlh+/zeeVAgvysNnoxgVuSJH6/8IwhS8/wOiaZfq1KMqlbFZzstRmj6UwAT0nVM3DOEVbtDqZBpbxsmN4OD1f7DLIpEnQcupGdR+4wfkgjfhzYkGcvoqj71c/ExCVzZNMgypbOw+XgEEZO2cHriHhO7foedzcHHoVEUrXpJJwdbTl7aAJens4E3wqhRpMJNKxTkg0rBmPraE9YeBTlqg/H3s6GK2fn4OLhZqlrJpt+/LhVTJq0hk2/TebzdvWAd515AAaDgTo1uvAs5AWXbh7G1U02/6xBny6bmJhItdI18PD0ZP/pY0gmR2FSYiKdWrfB28eHBavXyeHZJkozGJn6/XA2r1rO72evEJgvPwnxcTQvV4LYaMvaNS9fP3ZcuUNSShoD2zbGP6gAI+YspmEejxyb/1PS+unTx88v6E8xB1v8tBpc7DUoTCq6l42aQFstC8oE0cjbBUdbdQa7XqEyTbVZTdspVEq0SgVejlryu9pRzsuJhvk9+bygN3WCPMz3CxsVQpU+x68AE1+hlfnCRsmpp5HsuGmZCrJVKzFKEqHRySw8ep9bL2NxtNOQ19MepZ0aoVKgVSupXjwXrukRf1Y2PSolQqmgaKAb37QoRXyyjp1nHrH+yH0KBnoQ5Osig94kL5Qq1GoVLWsWxM/HhUu3X7Lwt4vUq1oQTzd7s6xKpeSzZmV4HhbD/NWniElIo32rCrRuVIrf9lxlxW/naFirKOXKFiBPgCcLVx7l6Ol7dGhblVzeLtSoVpTFKw5z7NQdOrarSYC/FyWLBTJj3i6ePHtL6xaVcHJ2okrFQlwNfsyhozdo366mbH5kYdNXqVaWQ4cucvLkNRo1q4uDo9wJZrbrEWrKVSjJ0kXrePMmgobNmpvBnllWpbbFy9ub1cuW4+ufh+KlSqE3KlGqtUjAz7NnUaBoMfIXKkyawYjBNJDmL1aSzat+IfLtG2o0aYlSraVhm8+5fvEcEa/lzYttbO34rOcAFEolOr2eTYvnUrJSVQ7//luOzf8pqYS9rbS9eJDZBs/Kgy9JEjGSkcg0PYlCIkFnIE5nIMFoRCnkjfZUCoFSCDRqBSohcNIocXe0wdNWg6edGhd7jTzd9p6RPp3MgTgqBXdfxeFko8bb0w6NyTa/ERbLxvMhrDv7hDSDET9XO3rUK0D3BgVxsjOpwdmHJVrxVVy8E0636Qe4/zyaPm3LMKN/HRwd7azkLSrzhTthtBm0geRUHZvmfkWTWoUzaABGhYpvJ25nwaoTbF/Zm9aNS/P0eQR12s0lITGVo7+PoFSJvOzcf5XPuy2kfu3i7N40Ao1Gxe4D19m68zwrF/VFay+XP2HqZsZP+Y35P/VkUP+WoNIwd952vh2xjHlz+zF4UNssbXqAuw9eU6vq11SuUpKtOxdbYvSz0ABmTJ7Pvj3HmDxrPFWrVzbzrWUNkhpJkvi8YUPsHZ1ZsHotDo6O6I0Ser2eFtUqYjQY2HH2MiqVCp3RgqW5E8exbtFcNhw7T2Ah2XeSlpa9k1oAACAASURBVJrK7B++Y+/GX1EqlRx88kbmp6TQqXoZ8hQqyvUzJ3LU/k9JJRztpF1l5HMXjUrBvYRknqTpuBufzLOkVJ4lp/I8KRV7pbxAJzNV8Xbi/Ou4d/hqhcjwAagVgvpBHsSl6ing4UABd3vyu9tT2MeZIDc71CpllqG42QXnCBslaXoD+6+9ZN6BPzlz9w1Odmq+aViYgS2KE+jl+F7QW/hqklN0/PjLKeb9dpm8vi6s+rEFNSvnz1I+NDKRlr1Xc+vBK2b/0IpBXWsgrObVJYWCw6fu0qBmETP/Schb6n0+i8IFfJkzqSNFigayesMJvhnwC12+rMmqJf1QKBTvROUZjUbafDGVfQcuc/TQDGrVLIkkFLRuM5YDBy9z6vQiKlYsmqVND7Bg3iZGDp/FspWT6NC5vZmf2a5PTEyiepk6ODg5cuTcYdRq9TvAl2WV3Lh6hTZ1atD/u1EMHi3H96cZjBzdt4fBX3/Jj3MW0LZzNxNffv+x0VGM7P4V/kEFGDlrnpkP0LtZHR7cDGb88nVUa9iUVIPEtqULWDNzIsgHkuSA/1NRHlut1NTbhWuxidyISyLFKFHexZ6bcUn422kJtNOS18mWADstPo5anNRKHNVKXOy1OGlU2CoFSrUSgyRhVAn0Rgmd0UiiUeJtso63SWlE6vW8TUzDIODii2geRSbyJjHNXIf8Hva422spH+BKxSAPyge6kc/DHoVt+rx/1sE51r6DyyExzNt1i61nngDQq2lR+rcoQZH81otY3rXpweK9P339Od0n78XP05Eqpf2ZOLAh6vSyreQTUg18PWwDOw/dZuyQJowZ1BiVSmllXrwbhvvw8StqtpyKSqXkzIFx5Mnjw5yFe1i66jCtWlRi1tSuGeTT84mLS6Ri1UFERSVw9fIS/P29iIhOoXy5HggBl678iqurU5YjutFopGHdb/jz9gMuBO8jl69le4fMdv3+Xfvp9mV3xs+YSs8B8k5oWa20AxjQtTPHD+7n8LVbuHjKz1eSJL5qUo/w0FB2XQxGqbW1utfI8plTWDNvFn3HTOLi8SO06vINVRs1Iz4mmo5VSlG8UlXGr9wEQGxsDD1rlCEpIT4H/J+ShBCSSkAxJzvKuzhQzsOBMs725LbXorFS0TOH44L1wp2sAZmVip+u3sck63gUl8S91/HcDo/lyosYroVGk2SKomtQNBdOtmoalPSlQXEfAv2csiwjs3of+jaBVX/cZfbvN0hK1fFFnYKM6VKVInlM285nAXprfmJyGiPmHmbplktUKRXAhrkdyZPb5FzLpOLPWHKYH2buoVWjUmxc3B1bW02WwE8f0W/efk7t5pPwcHfkzB8T8fLxYOCw5SxedoCfF/SjT88mJvmMHvx7954zaPAiEhLTOH5iAWq1ivMXHtCi2bd0/KoRs+Z+b9lHIZPK/vhhCNXKt6JG7Sr8tmM5Bsmy+tFaA9AZNXRu044rFy9x7Np1vHPlkvOxAr3epMk9f/qExhXL0KZjJ8bNWWjW8K6eP8vCyeOp3bQlHfsMQG+UZ2p0aWn8tmIZy6aMTT9Ci8++6UufsZNJNUhsWjCLDfNmMG/vcfIUls+O3bJkPhvnTPl3gd90DNN85JV5KyRJmp4pfQTwlemnCigCeEqSFCWECEHeXNIA6D/mwRVwsJX2VyuCrVJhBniWC2+wAD+r+fqP9eDL6e+q9wAGteBOWCxXnkbx8G0Cmy+G8DJaXjdQyNeJBqX9aF0xgBpFvVHZWi3hzUK9fxuTxJzfg1m8I5ikFB1f1C/KhF41yJ/bNUvQy/lY+JsP36H3j9sRAlZM/4LPmphOjc60vHbR6hMM/nELVcrnY/e6gbi5OmS7rl4oVJy7eJ8GrSdTIJ8PJw5OxsHJgdbtJ3Pgj2vs3TWRJo1N51Bk8uBv3XqcDl+MY+i3XzJzlnxA7Zy5Wxk5fA5Ll4+lc9fPzfKZtYCfF65m784jdP7mKz7v0OadKL50evTwGQ0qVqRD166M/2m+RcbKfEufep0++js2Ll/K1tMXCSpY2KzKD+rQmvu3brL1QjB29g6kGSR2/rqC+WNGYE3t+g6hywg5MjAmOop+9atQp217vhox3izTvrD3vwf8f3UTTiFEC2CoJEl1Tb9DgPKSJEV8bJklne2lg7XNJ3W/M3UH7wc9WID/V5x5Wa20k/PKuKb+7stYDt8M4/CtcJ68iudBeBzujlraVM1Lu1oFqF3SVw7Wycamf5uoY86mS+w48YCXb+Pp1qIU43rWxMPLOUt5687gSVgsXw5ay5VbofwwsDFjBjXm9KXHrNh8nhU/dZJ30VFp2LbnCp36LSdfHi8ObB5OQG73LGPw5bLU/HH4Ot36LOTArgmUKpmXhIRkajYYzcNHLzl9ci6lS5t8MJmceYMG/sTPS35n6465NG9RC6PRSJOGfbl6+Tbnr2wlMF8BK3lLmak6Fc3qtOZZyHPOXD+Dq5trljY9wJK58/lpwji2/HGU4uUsB+JYx1vojBIxUZEM/qo9QYWLMuqnBYCs3t++epneLRrQa9Q4vuwnx/VHRrxlfK+vuX3Zck7MV0NG0m7AMPPv1dMnsmf1zyw8dBFPP3/0BiMdi/n8q8BfBRgvSVIj0+9RAJIkTctGfiNwXJKk5abfIfxF8JdysZcO1Cr23hV38BdU/A+BHrJ05qVKsO7cE76olAdnV8uobl1GklFwOPglW888Yc+lZyQk6/BwtqV/65I0rxxE2aKWdeeZ1ftXEfFMXHmG5Tuv42CrYXSPGgzsXM28lVZ2GkCaUcHMpYcZ+9M+ShfLzYMnr0lK1rHsp6/p2dkUbadQceLsXb7osZgyJfOwYEZXCub3yTIGP10+OTkVW1utWZMIC4ukU5cZREbFc+jgDDxzyba0tTMvMUVQt2Y3njx+wbnLWwjM48eL0FdULPs5BQrm5eDxDShV1ra2BeC3bj6gYbWGtOvYjp9+tuw2ntmuT0xIoG6Z4uQOzMNvfxzL4LTVZdAAJFbOmcEvM6ewYv8xipQua+Z//3U77l6/ytoz17B3dDLVPY2VU8ey59flALTs3ofuoyfK9+glIsJfMrBBRRp27E7nkRMA/lbw/y9s4PnRm3CazqZrjHxMUjpJyEd1XTXt05clCSF6CSGuCCGuRKbpM4z2mYGvVCveAb5QKzKM9pmBr9CqMqj4GUb7TMAXaiVCrWTzxRD6rblEpQkHuBMak6EMNBrQaLCzUdOqej7Wf9+AV5u6sm1CM+qUzs3Pu29Roe8mKvZazy+7bxKvk0cpoVSZVfxcvm4s+bElN7b0pXrZQEbOO0yptgvZfeoBkjrdNldZgK+S7XeNRsWYoc1ZPLUDwXdekJSsQwhYuPKoPK9uAnjtWiX5Y/sort98Ru3mk7j7wHQAr0ptAb5CZZa3dXTMsIuOb24vfprVh4cPX/J5+0mkpene8eJrtRrWb5qBo5MDjx49Ry9pyZU7kHmLJ3Dl0g3mzFwpyxq1GXbRMUoqipUoSu9B/dm0dhPnT5/FIKkzePHTbXutnT1Dx4zn+qWL7NpmOcksM/ABvujZF2dXN5bPnJKB3/XbUcTFRLNzjQz0VIOESq2m97hpfDNmMgBn9+8mTS+RZlob7uLlQ+XGLTm+bQPRkVGk6jKuoPzU9L8w8rdDPv+9h+l3Z6CiJEkDs5D9AugkSVILK56vJElhQggv4DAw0LQVeLZU2s1BOlS/xF8e7YWNijeJKTyKSuJ5QirPY5MJjU0mND4FrVLBw6hEUnQGUvVGUvQG8rjb8zQiEQcbFQ42ahxtVDjaaijp74KkFFx9HMnZ+28QAjQqJSsHVKNDXUs8/fum7aLjU9h4+C7L997i1uO32Nuq+bZjJb5sVJzCeTyyHNWPXA5h+ZaLbD1wk+Z1i7JwQlsC/dyy3DILoFqrnzh/JeOp1af3/kC1ahaTSShU/HnvBfVbTUKnN3B493hKl8qb5V55QJa76GzadIROX02kV+82LF7yXZZe/LQ0HQq1Qwb+jyOnsuHX39m6dyOlypbM0q5PTkqiToVqODk7s+PoUVQae4uMFbiT03R8Ua8GsdHRbD93FRtbWZuwnqJLd+ZtWLKAJZPHMn/bPkpWqmrmLxgzgksnjrBo/yls7R3MfIBBzWrz4uF9fjlzEztnS6Tig1s3GN+hMe2H/ECTrn3pVjp3jtqfldovhNgBbJUkaWM2eY0HEiRJ+ul9ZZZ2d5CONC6VJejBAvxkJK6/juPyq1guv47jUlgMuZ1sufTScmS6h52GAFdbivk6k5RmwEajQqtWYKNW4uygIT5FT3yKjoRUg+m/HldHDcduv3pnrTyAo62Kr+oWpFnFPJQr4Im3t4slMQs7XZIkLt97wy87rnHlzzBuPX5Lq9qFGdG1GlXLB70jr9cbWLD+POPmHUSSYNzQpgz5po48vZdp26yBozawbut54kwblwB4ejgSemcxWhtr56OaR4/Dqdt0LPEJyfyxewIVKxT6IOjBouKPHrWEWTPXsXDJaHr0+jxbB501PyIymRrl6uHq5sKhs4fRmDrIdPn0Uf7UsWMM/qYH3foNoN+wEVk68wDOnz7F0K87MGD0WNp0tSiR1iBOM0ikJCfxVfWy+OXNx+zNuxFCkGqQuHf9CsM/a0y3URNo9Y08dZg+yoc9ecTQZtVp02conw+QHYHpI/3MXh1QqtT0n7OCvpXz/avA/1GbcJpOZX2KfMZ8oolnDygkSYo3XR8GJkqSlHGrmUxU2t1BOt5K3v4pM+hfJ6ay+8lbdj5+y9ukVP6MTAQgr4stFf1dqejnSsFcTgS42OLvYov9B7bOym6+Xi8knL/aQKreaHW7AqMkYbD6OFtXz4ezgw31ywdSv3wgXt4Wp11mD/7bqEQWb77E4s2XiIxJolqZQEb1rUuTWoXlaTGrzuP56wQGj9vGrkM3aV6/BOOHN6dsiYB3pu2MRiM3body9Ow9ps/dRVR0ImVL5eX0wYnY2Wkz2PUhoZG07zSDlOQ0Vq8cQblyJmdcVnvmZVLvDQYDbVsOJjk5jYlTBlOxcqns19xb2fV/7D9Op8868+33Qxn2o+W08sx2fZ+O7Tl97Ch/XA4ml5+8S1Bmhx7Adz2+5tyxo+y4eAN7F1dzemYNYM/6NRz5/Te6jfiBIpUs+w6O6tiaF08e8svxK0hKq+2+DEbmDOrGvSsX+engRbSmrbv1eiPBpw6z+Ntv6D55EavGDPj3gB+y3oRTCNEH5A08TTJdgcaSJHWwui8Iy6GRKmDjx2zgWcbDUTrWsqwZ+FEGPb8/fMPOx284+zIGCSjoaseXJfwo7u1IhUA3vOzlD+4/8eJnFaRjMBipM/4QznZqGpbxp0GFAArldkEIQZxOIvhxBNcevObP0Gh2nHpEVFwKAKUKeNG8RkEaV8lHlRK5Udi86/FPTEpj9Z5g5qw+hY+nEzq9kSnDm1K/esEMkXkolez64wYzF//B5RvP+XFYC0YNaopKY70rTkYPfv9hK1my4g8qli/A7i2jZc3ESsV/9jKaWvVGEB+fxIljsylRQtY+sgvJtQZ4RGQiNSp3QK83cPrSTtzcXbMFvTW/f48h7NyyjX0nj1KkVDkrectzf/rkKU0rl6V+sxbM+GW1mZ/Zrn9y7y4d61SmQ+8BDBg7ycy35Cl3GKkpyXSuXpaAAoWZsn67mX/j7EnGdWlHrwmzqP/F1+itOpg7Vy6xec4kqjRtQ83POlvaYjAwuk1NXL18eBR86d8F/r+byng6Sifblud+dCKL7rzgwNMIYlP15HO1o00Bb9oU96Wop4M8WmYK1IEPe/E/GJ33kTH46WRQKrn+4DWHLz7lyJVn6HQGzt58QW5vJ9o1LEaHpqUpX9xPrq+Vra9HsG7HFSbMP8TzsGjqVC3IlO9aULmCdRivhqjoBAaO2simHRepWDaIXxf3olDhAEu9M3nwd+29SMduc6lcsRA/L+hHwQJ+GTSGJyGvqVFrKHq9gRMnF1GokJxXdqC3BvKlKw9oVOtLateryqbtK+QQYLIHvl7SEhMdQ72K1ahcvTqzly1DKC0mibWKP3fqJH6eOY3Vuw9QuopltM4M7slD+nJ013bWn76Kp4+fmZ9OqSb57SsWs2rqOKZv2UfhshVI00tIksTo9o1JjItj1u6TKFWqDI68SZ2akxgXx8Rtx1AoFOa0Ixt+YeeiafA3hvf+K1f1zZ46efzxsBhGnnvEg+gkvijiw8IGRRlTNT+1CnjhZa9FaJQZVt2BDOQU08ek1KpAqTDzweTFt+IJlYKkVD1h8ck8fZvAw/A4QmPTeBmVSFhMCq9ikomKS0GnUGFnr5VPvlGp5K2FwLyCTqEQ+OVypUbZQLo0L8VnjYpTLL8XkTFJbDpwm2VbL7F+TzBpRnmjTCcHG1CpUCgUlCmWm75dauPp7sj2A8EsWHWC6NgkCgZ54eohq7W2tho+a1mJooX8WLflHItWHMbfz51SJYMQ6Sq71S46hQvnoWG90vy64RiLl+2nQYMK5MrlZt5Fx9XVkSbNqvPrmoNs2HCYFq3q4OJqWjprtWNOVjvp+Ph64+LqxtKFa7CxtaFClWrZrrpLz0dt40hAnjzMmjgRe0dnylWqIstksu1LlqvA3q2befP6NXWbtUChUJiBrzcaMZoGwjyFS7BjzS8kxMZSsV4jMz/VIGVYvpu7QGEO/baWNy+eU7lpW/m9C4GTuyeXjx7E09cfz0DLPgR6vRGNjS2nd2zEv0gp3HwDzXzPgCBOb/sVo8GQs6rvU5IQQnK3UdO7ZG56lwvAw1bz3rBcsAA8YNw+ElL11C/sTaNSvjQs5oOdRsn9iARuPI8h+Fk0BiFx5t4b3sSlkJiiB0CrVpCqy7hJB0DNkn6cuvkSIcDL1Q4fN3tyeTqy5sfmeLrafTAyLzo2mR0n73Pw9H1+P3gLhULQol5R+n5VjXq1iplHTpRKEhJTmLf8GCs3nePV21i+G9CE7we3lEN0AVRqwl9FM2rCb2zYepY2zSuyYmEfnN2tgoOstIAHT95Qv/H3xMUlsW/PFKpVk89bSVfxb916TL++c0lISGL/wfm4e/mY783KoZfOkySJ7p2+Zd+uA+w6tJVylSq/IwsZ7XqdQUGvDu04d/I4+y9cwy9A1jYy2/VH9+5ieLdO/DBnMS07yqp3ZocewKLxo3lwK5hvZ84nd9585tE+s/ymhbPZPH8GM7Yfwb+QPAtiNBgY2rQaTm4ejFm7C72VXycxKZmxbWvgl68w/ef9miFtw7SRXN6/LUft/5QU5GwnXepSBTuzyp59sE5mFb/guH08i0rKsHutNXk4amlaxg8D4Olkg5ebA54uNrg72uBgr8UoSbJTT6HEaJTQG4y8ik3lVWQC4ZGJhEcn8SoykeNLOuLgYFpmm00wTmb+09BIlm08z6qtl4iISiB/Hk9GDWxM+5blzJF5IB9PNXLS72z8/Tx5AjyYM7UzrZqWl5cfK1QkJaWwePkhRk3YSN483mxdN4LSZQpYlWVR8Z+/iKBBo5G8eBHB79sn07BhRcCi4l+4cJuG9QdSpFgQfxz5BTt7y3qF9zn0EuIT6NaxN4/uP+LYxWM4uzhnu+ounZ6FPKNp5bJUqVmb+es3m2P/re36VL2Rni0aEB76nN/OXsXWTp76y6z6R715zdc1ylG9WSuGzlpk5qdTuhc/MS6W2UN64OaZiz5T51vU+E2r2DBjLN+v3km+EnIwUHragVUL2Ld8LqPWH8I7MJ95E1S9Lo3RjYrngP9TUtlcTtKZryp/9GiPWklEQgr7boczbu9twmNTLDJAET9nhjYvSoOSvuT2drCcOZf1AX9WvPevuMvMfx/w5f9y3qmpOrYdvMnKTWe5HByCna2WoX0a0q9bHZycHc23nbz4iIEj1nD7bii9u9dnzPDPOHfxPl36LGbXltHY2Wn44uvZREbFs3BOb3r0bG5pm5UHP/xNAk0aD8fJyZ5hwzvRrLlsT6eDdd+ek7T/bBj1G1Zly/b5CFXG+fp0ymzXX7t8jeZ1W9DyszYsWi0Hz2S36i5dxV+xYC4zx/7AvF83Ur95yywDdW5evkjPFg3oMWI03YZ+l6VDD2DRhB/Y8+tylh25gKe/Zb//NKsjlvQGIxtmTeDAuuXM3HsOd5OPICEunu+aVqJYlZp0nbjQIq83Eh8dwa/jB+NXoDjNen9nTkvVGfmxUeEc8H9KKpvLSTr7jcnh84HR/tabeOYfe8CzqEROPYrA2VZNbLIOAfi52bFtWG3K5/Pg8M0wbr2IoVm53BQOsjpEwsqhJ6nls+viEtOISzUQl5RGXKpRDvJRK3F0sMXBVoODnRpHF3vsbTXvTNFl2xlkE6hz5uozps7by8Fjt3FxtmNQr4YM6tkAN0/Z3tfrDSxfe4IRP65HoRDo0vSkpukpWzqIK+fmERERR6fus0lO0VGsaCAL5vVDrbUCqUnFj46Oo2mTkQQHP2D7jhnUa1TbIiOpWL1iGwP6TqRTl7Ys+mVqhmOtwAL8zObA3Omz+GnSVBasWkXr9u1Nsu+CHmQVX6fTMbTrV8TFxrLot+3Y2tllCe7RPTpz6eRx1p++ipunV5YOvei3r/mmZjlqtGjDwOnz3wF9OoWFhjKyeVXqf9mdzwePMfM3z53M0U0rGL/tFO4+fhlU/NVjB3H/0inGbD2DpLQ8zxzwf2Iq6+Msne1eLdvRXpIkDj2KYN6x+xy7/wY7jZIu1fLSpWpe4vVGGsw4StMyfqzpXx03By1CraD5lMMcuPYSgKBcjtQs4YvBKKFWKUhINXL3WSS53Ow4fDX0nfrk9XXmaVhsxjoW9uHxy2jy+buR39+dfHk9yRfgTslCPhQv6meJz88G9Jnn668EP2XKnN3sOnCNcqXz0uGzqgzs3RStKZ8/H4ZToeZ3JCVZDh3Zu30szVpUw2Aw8MOPa5gxawt165Zh6+YfcXG37EufruJHR8fRsMFg7v75hN93zqNOfYtHXS9pmTphAadOXqRew1oMG9lP5r/Hiw+g1+tp26gFD+/e5eD58+TKbdnINLtgnQtnTtOjVRP6jPyBbkNHmmQz2vUvnj5mbK/OVG3QlK7D5U0/s7LrV0wew/51K5l/8Bze/nnkNKuy0lX5ZaMGEHzqCDP2XcDOwYlUnYGoV2Es+bYrxarWo0UfObAnXcV/HHyRZd92pu3waZRp0Mac74SmRXPA/ymprK+LdLaX/GFmHu3PPolg5cUQNlx+jo+TDf3rF6RHzXy4u1i2ubobEU9hX+cMZ9z1XX6RXw7eJSsK8nGmSB53yhb0wt5GjZOzHU72WpzsNTg72qFQQHKqnoQ0IwnJaSQmp5Gik3gUGsnj55E8Co0i5GU0er2R4gVz8SDkLeWK+1OlfBDVyuejasX8eJtOvc1ybT2Y5+uDb4Xww6StHDh8naA83syc0oW2rSozY/Z2Ro1bn6HeeQK9efLwV7MZsnbtIXr2nktgoDe7dk+nQEErT7YJrJGRMTSu34dHD5+xfc9iqtWy2t3WoKBv9+Fs2bSLtVtW0qRFIyBr0INFxX/29Cl9v+5C3nz5mbdyzTsbZqaTtYo/rFtnzh79g61nruLu42slb5H56fuh/LFlA2tOXMbFx3I8mHVH8eplOD8N6k6xClX5YuhoM996+k6vN/Ls3i0md2pGm4Gjqdexp5m/4vtePLp+kXylKvDs3k0GL92Bs2cuUtIMLOjRFFtHZ7rPtgSs5oD/E1NZXxfp/MDa5t/CRsmb+BR+2HubtZefE+Bqy5iWxelYOQ8alTLbYJ24pDR+O/OUjWeecubPVxkcgC4OWoZ+VoZ+rUvi5maxs7O07T/CrtcjeB4Ww427Lzkf/ILzV59w+eZz0tL0VCgViN5gpHWzcrRpUoZihf0QSus8311q+8eRYIaNWcedu6FUr1qEAX1asGvvBa4FP+bhozDzcVqFC/tz/eoybGw0GIWGs2dv8VnbH9Bo1KxdP56aNcu+47h7+zaKxvW74+OTizEThlC+YikzwFNSUmlWryP37j7gwIldFC5WwtLGbDz5eqOSjatWMGbIQCYvWEz7r7tlC/p0cIc9f8YXNcpTq2lLxi9enqXq/ybsJV1qladum/YMmjYvS4cewLKxwzm1cwsLDl/GxiouH8igyq8cP4ywx/cZvnw7RklwZP1SDq9bQmpSollm4PJ9eAXInebpras4tGImfRbvxDtvQVLTDExvXeJftarvbydh1WqjRsEv555QYvphNl0LZUSDwtyY1Iyu1fOhtdVkCfyHb+MZvPIi/r220nfZeVzsNXSxOlijdfV8PFzXlTHdq1mAr1GbwWy98u6DwDetulOplAQF+dCmWXlm/tCa07tGEHtvDmd2DuerdlWxsdEwbsZOStYeR6EqP/DdhM3EJ+vNwBcKlSVYR6WmUeMKBF+Yy7JF/UlJ0dGl51z8cntx7fISEmN3c+HcQgoU8OPevVCqVh/Mg8fyZpNVqpbl3IVVlClbiCaNhvD7jrPyczStpANw9fBh5/5fefo0lHatevPgvmzq6I1aVBonft28AicnJzp93p3IiEj0kjZDPH76xpmrli5n9bIVANRt2pwKVaszfcwoQkNfmB9TVsAH8Mrtz5d9BnJ4x1aCr1iOwLYGuLO3L02+7MKRbZsIfWpZwJTZtm/atQ96XRr71q2w8PVGM/BTdQZSdQaKVanN87s3uXXm+P/H3llHV3Vtbf+3j8TdE0gI7u5Q3B2KlkJxp9Di0gJtgZaWFmnRFmmxFneKuxMcQnBCSIi7HNlnf3/so8kJ5X7ve7l3DN45BqPN3Gutvc9Jnr3WeuaczwIg4tg+G+ADePgGmset2qIL4VXqcvvUQfNx5u/S3kvwgwzmVFGk17qLLDr1iGpFvbg2uy3zelXD1VFlN0vv2osUBiw/R/lPd7HqSBRd64Vz6ceu7P6qAz+PbkT7uuEs/6w52+d0wMfHwmgXCvp8ALfrN5md6XtOpAAAIABJREFUvb2jo5oG9cszblhLzh+Ywas7S1j+wwBKhgewZeclOfeeghl6liEdGT6kLUcPfMOA/q1Y+NN2KlcfybkL96lbtzwPH/zO7j3f8vz5a2rVHMrefZcBCA8PZtWab6hWvRx9e01h3VrLYRQmEAeHBLB97zoUCoHuHQcSY1UMFRBclPV/rSM1JZVvZn2HXi/nQuQvtz134jjzZkxl4oihfFCuJBWqVUev0/HN5M9kcs8IfK0o2STrmADee9R4ajVuzspvvkQnipbUXFEy7++7jRiHSqVm6y8/2pTb6kWDeW/vE1KMGs3bcnLr72RlZNrM9tbL/woNWuDpF8i53RvR6kSGLlhDYLglRKpUO6B0dDaPq3T2wNHVg5tHtiPqdTZcwruw9xP8gsDd2HTqLz7JkagEJrYox+HJzSkfLCezWM/2gpOSxIw8Rvx2kfrT9pOQoeGrj2vxYm1ffp/SktoV5MQVFw9X9s3vwohu1RHUVmIZVsA3m73ZvrCXgcpKI0+ZTzDTXBsv18wHB3kxcmgbDu2czpMbi1GpHWxme3s19qgc8PLzYdWK8Zw68SNKpYJWbaYycvTPGAQHOnVqyLXrf9C4SQ3695vNnDnr0Bkc8PHxZP/hX2nesh6jh89m4Q9/2CTrGCQVJUsXZ8uuDSQlpdCna3/S0nLMq4PKNesx76eFbFm/gR/n/WA3bt+0TVt0Wi27tmzCYDCQlpLCpzNmcervg5w4sBewn3dv8ju7utGoXUfuXL3ElRNHgYKknk9AIF2Hjub1y2hev3gm++0Qeu0GjCQ7I51ze/40+03XTKsApUpNnQ69eHD5DMmvonH38WfIwo2ElJaTfxQKpTlUaprpKzXrTE56Co8jzvGu7b9iz/8WGn5NgT3IVX0AOyVJ+vpt+tqzEn5uUkJmHh5Oav4a2oB65eXQXP7ZXi8aWH3iEbP+vEFWno7xnSvzRZ8ask7+/0/cvpAMvSev03kSncyT6BRESeJJdDI6nYhOBL0o4ubqhE4vEujvQVCAJ0FB3gQFeFKsqC8lS4Tg4KB6o4SW2d6ixj47T2LuN7/j7u7ClGmDrPwCY0fNY+Mf++jesw2r1nyDs7MTORqBEYOmcu3qLc5cOYCnMY/AmsU/fuQsw/oPp/OHnZm/ZDEq42cXJTWTRo1i28aNrN+5l0YtWhr7Sty4cpnerZtZnhGBBs1bsHTzdmaOGsq182fZeu4abh6edjP05HEM6HU6hrRsgIOjE0sPnEKhUBTY26cmxDO2ZW0ad+3FkNnfAxQQ1tDrDayaNhpNXi7DvluFwvgStl4FaHUi6UnxfNunKfU/HEDbYXIMPyc7ix8++gC9Jo+Jf15B7WRRHtJoNKwc1orQirVo++kClvat8f4Qfm+j4WcE/yRJkjr+q30LuadU2PFXpiX+i8Qsvtx6k81nn9KiSjBLRn5A+VDvfy7EeUOyjiRJPI1J5eiVZxy/9AStTmTfqQc2z9a8QWmeRCejVinlf2olPl6uvHqdxuvEDDKzLAlGjeqX5XLEE6pUDKNmteLUrFaCWtVLUblimCyr/S8C/58q7yRJ4seFG5g1Ywk1alZk844VBAUHYDAYeP06jaBg+SVqL3z318a/GDd8PENGj+TrH741z/S5OTl0atqMpPh49p+/hF+QzMxrNRq+mTaZrevXmNVvw0uVZtfF69yKiGBQu2b0HjaKT+fMN9+rsFXAkd07+GH8cCb+tIJGnbtb2ucj9U7v+oslR6/g4mUJY1qD+9LhfayZOYYR3/9K+frNLeNYvSg0OgMHls8j+v4Nhi3abP7eL+/dyN8r59N16iLK1W9ps7o49ut33D62naHLj7J6eNP3Cvz/KObxBvD/S/p/Jgv1cZEi53XEUa20u7c/fieOvkvPoBMNrBrbmJ4flDAm29gB/lvM9reiXnPg7EN+23Wd569S5WcI9qJb60oUCfSgVPEASob5USLMFzerDDx7cfvsXJH4xHReJ6QTHZdGxM1nXL/1jIhbz8jIyCUwwBO9aKBty+p07lCHNq1r4enpajMG8C+BXvZbPueePWcZNmAyTZrXZ9Y3UyhbXq4S/KeY/ewpM/ht2Qq+X7aMPgMGmJf4Tx5G0aVJQ2o1aMjKLdsxWDGyEVcuM2fcKJ49eoigUHD+ZTJKpZL5k8ezf/MfrDtyhtAyFSz3spOsYzAYGN+pOWpHR+Zt3oOksPqMRhC+fvGMiR0/oO0nI+j12Uz5Wr69vajXMatbI4JLlGHkj+uBgsAHeHj1DBu+GE6vmUso37AVGq2IQdSzbGgrgktVous0i0qwViMS/zSSMxsWUqFJF46vnvNegb8Hcp2+tYxXXUmSxlq1aYqs2xcDxCK/CO69TV+rMYYDwwHCfFxqPl7QuQDwJUnip4ORTN8UQbkQT3Z80ZoyRYxKOm+5zDeBXqPVs+PMI1Zsvcr5m9EE+7tTp3JRWtYvRavG5Sgd7mfhBuCtk3UsfttlvsFg4MmzeK7fecGhIzc4cDiCpKQMVColTRpVYuCA1nTsUA8vL7f/EfBN/ts379Ozywi0Wh3b962lcvXab2wPoNEJDPjwQy6dPcumA39Tq14DuY1BYv/2rcybPoWPh49i+AQ5IcZE6On1egZ1bM3diKv0HfkpY2Z9Q3pKCn0a1SS8THkWb9svH7dtB/jy+Aaunz7OvBGfMOyr72neva/sz7e3XzF1NLfPnWDB/ou4GM/6yx/PP7z+Zw6tWczk3w/jH1rcqr/V8l+rY/HAFgSXrMCHMyypvcfX/ci1fRsY+etR1M4WhSZJkvhjQjfc/YKIuffu6vn/Gwg/wY4v/xvpOlBMkqSqwM/A7n+hr+yUpNWSJNWSJKmWn7tjAVJPLxqYte0mUzdco1vdMC7+1E0Gvkr5ZuDnI/X0egNL/7pCk5Eb6DdjB/Ep2Syc3I47u8exa+UgxgxoRJni/v8S8CVJIidPJCExgycvU3gak0pySiYGSWHe3yscHCldNozePRqx/rcJvH7+B+eOL2Di5915FZfChMmrCQnry+BhP3H5ciQiahtVHetz7PMTd/b8lapW4cCxLbi5udG5TX/On71o097Ux2SipEalUrHs998JCQ1j9sTPiXsVY87S69C9J7UafsDyBfOIvH3LJoRnEJSs2nOYosVLsG/LBtJTUvD08WHYtNm8evaEc4cPvBH4ANUbNyesTHl2r16KqNfbJ/UGjiK0TEUu7t9h4wfLKqB+J1ly6+LeLcY2BjPwTREChVJJxaadeHTtLFmpSeZrFZt1JqhUBe6fPWL5XvQiBtFAqboteXX/Gu/S/htm/n956W6S6wZK/6t9AWoW95Uuz2lnXuYbDBIDV55ny9mnzP+kDpO7V7Vd5r8lqXfy2nPG/XiEe08S6NehCh93rkGr+iXlsto3FOIAoFSSnJLFjbsvuf3wNXcjX3H7fgyOjmouRzwxJ90AlAgP4OnzBARBwMvTBR8fd5p8UBFHRzVVq5SgWpUSVK5UDBcPSwXd9ZtPWbV6P5s2Hyc7O4+qVUsxaVIfunVvhaOjrfYd2J+9L12IoFSZMnh4uvPTghW0aNuGgAA/enTsS/Tzl/y26VdatWv1xmQdgIeRkQzs1omixcL5Y98h8zI/LSWZrg3r4OXry6ajZ2y+H73BwJPIewxq3Zg2Pfsy+YelGAwGxnRpTVpSImtOXELK195kpr395SMH+HHcYMYsWEbDjh/aBfcPw3uRHBfD7G2nUCiVNkt/kJf5OxbNIjUuhj6zfkHtKAuH2LxMtCLJr57x65jONO7/OXW6DpT7akQ2T+uN2smFnnPWIeot9497/ICdX/eH9+msvrfR8BMEIQiIlyRJEgShDrAdKIbM8P+j/l9+q1ncV7rynZE+UAmMWnWRX48+ZG7/2kzvVd3of/tlflJaNmMW/M2245GEh3jx06S2dGlVqYCyjr24/bPoJHYcvs2ugzdxdFRx6sJDAIICPKlSIZTqVYqhUChw93DF3c3JfJpuekYOyWk5pKRmkZKSRa5Gx4lTt0lPl5NKFAoFI4d3YNmy8eZbGgT5HLzNm4+xatUeJINEamomU6YPZcCgLjg4qAuduXNycqlcujmurq6Uq1iawwdO8EHThuw69BeJiel81OUj3NzdGTZuLK3atQXeXIG3+8/NTBk5lJGTpjJ2unz4pc4gcfboYcb17UH/MZ8x9suvje0twFr61RdEnD/DxG8XUapKNSLOnmRavx4M+2IuXQaPLNDemtTT6vRM7SpHEL7edsyiEmRN6h3Zz5oZoxm+YBUVGrS06msBauTVC6ybOpAeU3+gYpMOWJt1ss7uH6ei1+TSdepitBrZf3X3Gi5uXcYni/bh7isfD6bViEiSxLYve5MeH/3+gB/+WcNPEISxwChAj3w69gRJki4U1vef7lerpJ90eX4HUAlMXH+VJfvvM71nNeZ+UudfZvPP33pJj6nbCS/iTbsPSjN5SBOcnd58KIZGFPh9+2W2HbjB8XNRAFSvHEb3jjWpV7MklSsWw9/PlKv/9iE8SZJ48SqVm7eecvPWE8qVK0afPvIfe/69vcFg4OSJCObMWcOli7cIDQti6vTh9BvQpcCJtaYXwuWLEXRt9wl5uXLEQRAErkdFEFI0hKSUHPp27s6De/dZv2MHDZs2Bd5cgffF2JHs+XMTK7bvpW7jpka/xPxJ43jx6CGjv/yaijVqmf0AWRnpDGhah6CwcBbvOIjWAF9+0oMn926z4sQV84EZhVXgndqznd+/mcqo71dQsb51KNFE6umZ06MJ/kXDGb14gzxWPlLPYDCwaGArfILD6D9fPjfAGvSm+10/uJkTaxbQbtz3ZCS+oniNRoCSjZO70eCj8VRs/pHN/a/vX0/EnpXvF/jftdUq6Sdd+aETvx6NYtxvlxnZvgI/Da2PoLae2f+ZzR/13UF+23OT4iFe7FrUh4rlithtaxojTy+w5q8LLFh+lJi4NHp0qEGdGuF82LEOJcL95bZvIPXs+f+nITxJkjh25CJfz1nJtat36da9NR8P6EGrtk2M7S3jL1u6gS+szpUD+OKbLxg1QT6CKiU5hR5tO/HyxQs27tlDtToNLfeyU4GXk51N7xaNyEhL48+TF/Dwk0OFmRnpfNSkLh6eXrTp2Yfdf6xl2qIVVK5dD73BwMEtf7Bo2udMX7aOhu068eTebcZ3ak73kePpP2lmocA3g7tPW5zdPZjy63az39xeb+DohhUcWL2QiWsPEhheytjGdvl/7PelnN6ygs/WHcXJy3Iqsul+yTFPubD1V6LOHzRfq9V5MHV7jGLrrE8Aga4z1wIgWq081o5q8F4Rfu/eBDj/IJ7Rqy/Rv3lpW+AbT8oBCgA/M1vDyesvmb/+Ir4tFrJq53XCgjy4vGm4Bfh2MvUkSWLr33ep2GIun365jfBQXw5vGcdfq4YyaWyHgsC3ysbLn5NfWJae9Uk4JuAbBId/JPUk1LRo3ZhT5zexZcdyoh48p0fn4XzS5zNiYoxklfE0HB9fb7x9LHLWAD999xM6nQ5RUuPpE8imffsICApmQPfu3L15A71BMgNfKxrMwNcZJNTOLiz47Q+Kly3Lt9MmmuP5ji6uNOvYhScP7rP8m1nEvnjOo7u3zcv5Nj37ElamHOu//xqdVkux8pVo3r0Pj+/cJCEu3vxs9kg9pUpF/Y49eXTjCi8e3CmE1OtNiWp1uXF8n7GvwWZMvWigasuuIElEHNltc81kl3euswE+gFdwMbQakVL12qFUO5CRFGsDfK1Gz7u09xL8elGi/5KzhAe4sXBIPuCbzGqZr1coaTpqI96tFtFyzCa+XHWa1Mw8Qvzdidz3Od7WxTv5+ielZNFz7B/0Gb2WujWKc2Lb55zeOZFWzataZLRtgCyPERuXCoI18/+/m7Aj+y3jiDjRvlMLTl3awcyvJnD44AnqVmnNL0s2mHPvu/fpzf3oexw4dYAxEz/D1c2NnOwc2jduaW7j4x/Chr0HCAwKZt7MacS8eAEUXnpbrGwFGrZsx4n9ezi44y/0BgNbf1vB1l9XYG05xgIZjSihF5QMmf4VcS+esW+DvOzuOvwzbl88y67VSzi4YQ1r587EYDDYTcP9oEsvHJ1dOLJpjeV7sQKhg6sn7t6+XNq3hexsS1KVNbhdfIIpXbcFCc+i0OlF8zWtRkSrEanfeywe/kWwDki5B4QDEFqpHq8f3eTFTUtK77sGPryn4I9OyuJVcjYbp7bCw8OYavmG/b1SKZCepS2g2Xdy/VA5tdaqrXX/Q2cfUaXdQvYdu8uCL7qx4edBNG2QTzvfCsiioOTgkRt0+WghYZXGcvW6sdLsf3m2f1MIT+3gwqRpYzh7/QR1GtTmqxlzGdZ/NE+fykIlCoWCarUbMOPr2TyIe0GLdu24f/s2YwcOJCdPBlmR0DCW/rGZyNu3GdGnOymplqKews6/q1SzDou+mEJyQjy1m7UmtEQpm+9ak5trE8Kr8kFTGrbvQsTJo6SnZYIgEFysBIc2/Mb6eTP4e+NvpCQlm9tbg1vp5EbdDj2IOLqPlPh48zWtTjTv76u27EZORhoPLp2Q++dj8wFK1WpM1MWjJDyTszRNpB6Ak5s3XaavsDmayys4HAA336J4BoYRffssWo3+PwJ8eE/Bn5ql5av+dahbzrhXs17m2yH2FCo1uxf2wskIdAHo2rw8pYv52ba16v/Db2f49pcj+Pm4cuXANCaPao1SqbCbtGNQKFm/9QK1ms6gY+8fuHL9CdMndKNoWKAt8E32vzTbv0lAM7x4Mf7cvYEV61dw9tR5WtZvyc7tB21KbyXBkXXbtjFz/gIO7t7NyL69yc7JRW+QKFW2HD+t28DTh1FMHjaQXK3ObhUegCQIzFi0DE1uLgumfE7R4iX59e8zfDhkpLnNg9s3rZ7PgCAIdBkyilsXznBo0xpm9GpL7LPHWJuzm7HOwE4VXpOeA5AkievGpX1+Uq9k9QZ4+AURcXiHGfgarWhD7JWo3RSFUkXU+cM2wDeF8Dz8gukwaTkIAiCgUjual/mhlT/g9cMbaPOyzc+YP6z477b3EvxB3s5M7lFN/uENxJ51Ce7FyDjytHoE5CyiyYMb2y2/lSSJOUuPMnX+booGeXHl4HSqVixqtwoP4Pq9GBq2mcPgMasoX6YoW9d/TvS9Fcz9qj8hwT6W9iYzjiGKIo+exLFjxxl+WrSN0WN/YeiQ7+jX72t6dJ/F558t4vPPFrHg+y1s2XSAi+dvkpySYx7mbY7CklDT+cNOHLt4lDLlyzHqk8FMGfsZWdk6q/ZKhowdx/yly8hIT2P8wH7o9Xq0ooF6TZrxxQ+LOHvsCItmyymzBQpvjPv44OKlGDxpJpdPHePs4QMoHR0ZNWseX637C4CbZ0+h1evN7bV6ifCK1anWqDkH1q+k05CxRpDJpnZwRKVWF1p+6xsSTsUGzTj111ry8rRWbeT2CqWSqi268OT6eTKS4guw+XrRgLO7F2FV6vLg/BEzX2Edu9dqRLyCilGkfG1AIjU22nwtpHx9DKKeuAdX3jnoTfZeHtrx55olc0Z0q25VHmsBrmBMeLEuyrn/MpUu4zfzcYeqfPZJQ0oX82NQH4uWvHX/qd8f4ttlRxjYuz7rFg8wVtwVnO3z8rTMXbyf/iOWo9XqWbFoGF/N7EXF8qEoHa24AFOeu8qBxORMNmw8xs/L99JvwPcsWryDrdtOc+bMHR4/jiE6OoGE+FTSM7JITc3myOFL/H3wHHt2n+TevSdMnrCA3TuPc+fuEzLSM/Hy8cXNGBrTGxztHo4B4OoZQI++fdDr9axdsYrIe/eoWrMmbp6WAphyVaqh1WpYt/xnYqKjadauA4IgUKZKNbIyMzhz+BCunl6UrlDJeL+ClXjlq9fi7tXLHN62mQ59B2BQqgkJL4FWk8fdKxcJLlac8HIVbdh83yJhHNm0lsoNmtC81wAiThzCIIqoHRxpO3AMYGT5zanCBnPClGiQuHpwO+GVauJbJKwAsefhH0Tco7sYBBUhpSuZ/ebn1oiIOh2RZ/dRrEpDXKy+D+uVgE/RMkSe3olHYBiewWUQRQPOnn68iryEQuVAUGn5iDGdRiTyxB//d2jHv9NqlQ2UrqwwxliNwH34OpN+s/fy28z2VC1r0XzTKxQ0+OQ3nselcXf3eAJ83QrN1luy5iQTvt7JqAGNWfpNLzmJxA7wE5My6DbgZ1LTs2jeuDJzv+iDl5drobH742fu8eOiHRw9dh1RNFC+fBgtmlenWo3yVK5cggoVwnFythQEWc/q6Rka4mITiI6O4+qVSC6cj+DKxetkZeVQr2EtFAoFPfv2pHO3Dnh4evyjnt6pY8f4aspU0lJS+PWv7VSqacnp14oGVi78jl++ncvHI8cw8etvEQQBURT5tG9Prl88x/pDpwgrU9aqj+1K4N61K3zWvR09R33GgMmyEq5Wr2dSt9Zkpqaw6NB5HPJl1X07rDfPI+/xw8FLxL94ypy+7ZAMBpade4hkJWeWv/xWr9Uyt9cHlKjegN4zfrIZ02Srx/fCIIp0nvAd8S8eU7JWE5QqtRnceVkZbJj0IdXafkyNjp/YgB4sYbzts3vj6hNMi5ELzc9yfsNXJD2/Q+cvtqHXyu12zGzxf6G+d2JW+/uZK0/z4EUyQX6WlFgc1CxYd45r92NZ9kXnNwJ/56GbfP7VDj4f3pyf5/YuFPhRzxJp0H4u128/4+sZffhl4ZBCgX/hYiSNWk6nVdvpaDQ6pkzuza0bq7l3Zw1Lfp7IoEHtqVWrXKHAN0gq3N1dKVO2OE1bNmPyjNHsOrCGZ/E3OH15Ly1bNyb+dRKfj5pMxfDqDPtkLNcuRyBJUqEpuh80b8OqLVtxdXOjb8e2HN1vEtWQ/3hHTJzKR8NGsWnlMtYt/QmtKCGi4MvFy3FxdWPGiIHk5eQUqr5TqnptmnXrxa41y4l9/hS9wYBCoWDQtDkkxsZwfOtGuY8VSLuMnEi7gaMQBAgpVZ42/UYAcP7ATsv3kg/48q/NgSrNOxF54Sg5GWkFSL2HEZcQBIH4p5H8OrYLe3+YSMKzBzYAVzu54htaigfn9+fb9xtswnhFKtRHk52OLi/H/CyBpWuQm55E6qsX/Cfs/QW/FfAv3X3FzpNRTOpXn0ATwB3U3H74mq9XnaZXm8r0bFO5UKWdpy+SGDJ5E7WrFWP+tK7GuoCC+/s7D+No0uFrMjJzObl/Nj26GrcO+YCflJTOxKlraNh8Ck+exrFq+XiOHP6e+fOGUKlqOSSFiZ3/19h80zWVSkWVahUZP2UCF2+d5u/Te/nok4+4fP4SvTr2omub7lw8K2vz2UvRLVG6DH8dPUnZipUY2/8j1i7/xdJGgklzv6PrxwPYv/VPTuzfA4Cnnz9fLl3Fs6hIfpo13WrMggU5A6d8iUqt5te5ctqvVi9RtnZDmnXvy86Vi8nOypLbG8N4JavUpN2AkShU8ufsNmYKPkFFuHJIBr894Mv9DdRo3R1Rp+PuOUuxjUYrp9vu+HYcsQ/vYG0uXpYjx0z7+2JVG5L66hmZSbFGv23sXqvRE1y2Dikvo3j95Lb5mm+YzDslPLlufM53q+P3foLffKKOLLAxbdlJAn1cmfhxPTPAJUliyZbLlAn35ZcvOhWqq6fR6Og9eg2CAH+tHIaDi4st8I0WHZdOq67zqVY5nEvH5lGvdhnjGLZhvOs3HlOz4QR27r3InFn9ePzwd4aP6IRKpfwfs/nmF4IxaQdkUq967Tp8t/g7ztyKYPrXs3j2+Ck92nakZ/uuXL140aypZx7XIOHrH8Afew/RrF0HDmzfyuqffjCz+QqFgonzF+Li5sY340fx6IGsrVK3aXP6jvmMA5t/f2Mlnqd/ID1Hf05qUgI3Llhi4Y269CI9OZGTOzYXSM6xFtPUGaBxj094fPMK0Q8sui72au+DS5YjvGpdbh6RT3o3EXuCINBq+EyszdXbH2cPb0S9aEPshZSXDwZ9efdioUk7ASUqo1CqiH90A5D3964+wbh4BRL/+Po7Bz68r+AHM5iPX33O2ZsxzBraGDcvV/PlUzdesm7XdUb2rY9foKmmvyDrvmzDWW7ef8W6RQMIL26ZFayBn60R6frxj+Tl6Vj83UBKFA8smK0HbNxykobNp2IwGNi25Qtmzx6Iq6uch/C/GcYrrL2LiwuDRg7n7J07zFqwgIf37zNm4EA+HzaYpMSEAtl6SkcnFq3fRHiZsiyd9xV/LF9qvCbh4OjIt79twNHZmemD+5GVkY5WlBg0cQYtuvbgx6mfk54ix+HtleB2GjCclPjX/Ln4O3kbIhooV7Mu5WrWZd/a5eh1MkNfGJtfp31PwivV4Oapgzbxe+sSXJC3DyGlKvIy8gZbvv6U1aM78vL+dfSigfKN2tNs0GRzW5+iJQuw+VqNiGdgKB7+RYm+fcHqmgX4er0BlI74hJUn4ckNdBrLC8aveDUyEp5jEEWz/13ZfwX4BUFoKwhClCAIjwVBmGbn+seCINw2/rsgCEJVq2vPBUG4IwjCTUEQ3q4g2iok9N0fl2hRO5yhPS3EFSoV81adJMjfnSE965h9lusyEJ/GpDBt/m6Gf/wBXTpY9bcCvkGhZODoldy+F82f6z6jfNmidvf3y1cdYNmqQ9StU46Iy8uoVae8ZYx3AHyTiZIaJ2dnho4Zw6nbkQwYOZpDu3bQpk5NDuzcjiRJNtl6BkHB7MXLaN21O4tmz2TTr6uM9zLgGxTM3NXriY1+zlefjsRgMKBSq+k9+jMy01NZNW9WoaffonKk24jxRF2/ws1zp8zu9oPHkhofx4UDOwsFvl5vwMXdE9/gopzduRG9VmtsUzBNd/t3E7iwQ86xf3jpOCmxL8hKSzG3q9zqIyo06QzI5J7JrPf3giBQtGI94p/cRq/NKwh8o/mHVyMl5iHa3CzjNRHf8CpkJ8eQFvfu9/3/cfAbdfiWAe2ACsA2qWexAAAgAElEQVRHgiBUyNfsGdBEkqQqwDdA/lBIM0mSqv0rLKmgVPE0LoOTES9oWqcEarUl7HfxZjQnLj9l4uDG8rFY9iS0lUpmL9yPWqVk5sTOluv58vB/33KW+1Gv+P7rfrRrVd0u8Pfsu8TYz1fh7+/JkUPzCQjyNTd518C3tFfi4urKiPET2HX6AkWLFePzwZ8wpv9HJCXI+fOmZb5SqWT2z6tp3LYDC2dMYtfG9eZxKtRuwKgv55KWnERGejp6g4HiZcvTY8Q4jm7/k5vnz9gQfmCpyGveoy++QSFsX7YQSZLQ6EQqNWhKWLlKnNouK/qCfdENgGotOpObmc6Dy6cKAN9kTu62h3AABJWS1XZNAG829EsQBHLSk2z8YCH2QirURdRpbDgC62fRaUT8S1YHyUDy8zvmZb5PUfkln/bKVsvxXdh/HPxAHeCxJElPJUnSAn8CXawbSJJ0QZKkVOOPl4Ci/I9MnvnX7r2FQiEwsLOphl8GxfzfTuPr5cKIPvUKldC+dS+GzbuuMm5YK0KCjMUu+fLzk5IzmDhzI0WCfZgwtqNd4F+99pCPBiykVs3S/LlpOg5OchjLlKZrMBj+v9J07e3v30QEvqn2vnT5Cvx15CSfz/qa00f+Zuv6NQXSdFVqNfNWradu0xYc2bWNiyeOmtn8DwcN58et+3DzNEpjiRK9x04gJLwEv8ycgCYvVx4nn26+oFTTZfg4Ht28RsQZOc1WEATaDRjNy4f3iLxyrlDga3UipWo2wM3bj6tH9lja5GP0mw+aRPHqlupDJ3dP3HwCbEN2EpSs1RxtdiZ52ZazDK33995FKyDqdSQ8uVXgWUzLeZ8i5XD2CiTxueUF4eAWhNrJjbTYB+9lhl8RwPr0yhijrzAbAhyy+lkCjgiCEGHU6Xsr0+sNrD9wm3YNS1Mk0MMM8sdx6eTk6ZgwqDFu9oQvjYlBXyzYg6eHM1PGysIV+YEPMOe7nWRm5bL4u4EI6oJhv4SENCbPXE9goBf79s7DxU2+n2m2lySJAQO+44uZcpHLm2b7XdsPkZiQ/P812+c/LMPS31pKS8GQ8RPYcfoiAz6dYPZbx+kVajXfrF5PZloac8YM5dWzp8Z7yC8HsOzvHRydGPnND2Smp3Hkzw2FluHW79SLMjXqcuXwXjOxV7VJK5ycXTm1Y6Oljx1GX6lUUblpBx5eOWU3lAegVKnpNHEhPiHhADi7e6PTWtqZ9vil67VGp8kl/uldo9+W2HN0ccc7uCQJT2/bBT6ApFDh6OJJ6qso8zVBEPAqUo7UGPvnPP477b8B/G+twycIQjNk8E+1cjeUJKkG8rZhjCAIjQvpO1wQhGuCIFxLTMvm72vPiUvMZEi3GjZhv60Hb3Py0hP69zDt9QsC/9b9GDKyNUwe3QZvH0+7wL/3IJaVa48ycnArKlYuYRnDqjBn2qwNXLkaxY5tswkMlFcP1sv8WbPWsXnT37i6OhcK/PjEbAZ8NJ6BfT9j+c8bzH5r4OtFBbdv3mbdqnV8PnoKU8dNoG3DprSu34SPOnakb6dOfDFhEht+XcXNa9fI1WgLLcMNLVUGB2MGoj2pbFc3d75avQGFoODLYf3IzLTsk/Pv76vUb0SNRs3Y+NN80pMTjc9qu49XqR2o1qQV5/Zs5dXjKON3pKJO++7cPnOMjOTEN4byqjbvhH9oSaKunrX486XqOji70Osr+Siu3Ax5gZmf0Q8oVQNBqeL1k1uFMvp+xSuT+OwuBlH2WQPftMz3KlKGtNiHaPMsKdIeQWXJSopGr7GkX78L+28AfwwQavVzUWSFXhsTBKEK8BvQRZIkc7mWJEmxxv8mALuQtxEFzFrA09/HjX2no2hUPYwOzYz0gpH93/73berXCKdosFehwprrtl7m8vVnjBrSynI9n/DGD0v34unhwldfykqx+SvyLl9+wLrfjzB2TFdq1JDDftbAX7Pmb+bPW8/gIZ2ZNM2yoLEG/rXrj/moxxgO7D3Ol99MYvqszwAL8BMTklj8wwrqVKzLl5NnMe3z6Rzcu4+szEwCgkMICQ3F28eHjPQMdm7ZxOyJnzFv5lQalA5n6qjhHN6/D02eXNKaf5n/ppNygsOK8eWyNbx4FMXCyePk/Xoh7buPmYxOo2HX6qV26+8B6nfoicrBkVPb/zD7G3bpg0HUc2HfNsu97YTyQkpXJDcrg3tn5Np6e4o7AA6uPvgXK4tep0Wvs62y02pEHF3cCSxekZdvYPT9S1RF1OWR+uqRXeADeASWQa/JITv5lbmfZ3BZ3APCSXv1iHdp/w3gvwqUFgShuCAIDkAfYK91A0EQwoCdQH9Jkh5a+V0FQXA3/T/QGrj7j3eUJA6ceUhQgIdM9BmB/+h5IjcjY+nRrmqhwNej5K/dV+jYqhpe5m2BLfAfPo5lw59nmD6pB76+HgUKcwwGA2PHLyM42Jcvv+gH2AI/6uFrNm36m3bt6rP4l5nmI56sgX/r9nO6thuMNk/LiYu7mTBlFCqVCr3BEVEUWbpwGaMGj2ferHmEFgvl48GDuBJ1h7vRT1i6dj3rtm1jzV9/sXT9JnafOsetmHjO3H/EoFFjada2PccP7ufTfr3p374lvy75ieysTKDwwpz8L4RqHzRhyNRZXD5xlAN/bbbpYzKtXiKkeEmaduvNkc3rSYqNAQoSeG5e3tRu3YmLB3eSmy0/h2+R4pSsVperh3eRp9HZBT7I+fulazfh6Y1LZGdZFTbly9EHqNr2I/SaXJJfPi5wDcAntCxJLx5gEPV2GX2/8Ir4FqtI0osoq2uW/jqNiGew/KJPi4sy93PzL0ZmwjOyky2FP+/C/uPglyRJD4wFDgORwFajJv9Ik44fMAvwBZbnC+kFAucEQbgFXAEOSJL09z/dM1erJzYxkxb1Stqk6247LOt+9uhkFTTIJ6V94lwk8YkZ9O1R3+grKLX1++bTKBQK+vVpbLcib9/+S1y/8ZgfFgzH3d2lAKM/bcovRFx7wPJfv0Jt3CtbA/9BVCxd2w/G2dmRdZt/oVLlcoA84794Hk2X1j355stv8fL24uz1M2w7dIAP+/SiSNGiGLBWuLV8NlGCoJAitO7clbnLVnE66hnLtmzDy9efJV/PokONiqz68XvzSuCNR2QZr/UcMZa6LduwcvZUXkc/L1RYs+uIzwHYtXJRoQRew64fo8nJ5sqhXRbFnc59SE+MJyZKJtDsxfABytRpjE6TS/S9azZ+sAV3kfLy7/3lvcvmGL75+9EbCChRCVGnIf6ZNbitBD48/clKjiXlZaTxmi3wQa7l9w2vRlZKnPmaSu2JysGVrOR3G+77j4MfQJKkg5IklZEkqaRJgFOSpJWSJK00/v9QSZK8jeE8c0jPGCGoavxX8W3EOwFiE+TZo2mDMhanSsWj54m0a1aB0BAje29HQ3/Tjst4erjQvmUVu8AXRQN//HmGNi2rE1wkoEB/gG/mb6Fhg4r07du8APBPHL/K3r1nmDJ9CEFBfka/BfiZORLzvlqKSqVk18ENFCsu75j0BkceRT1m8rgZPLgfxS+//cyq31dSomxlc983MfomM+3v1Wo1DVq2ZdlfO9lw+CSVa9Xl9KH99Glch2sXzlq1t7+c14gSWgMMnvYVCpWSn2daZLryk3t+IUVp1WcAr6NfmGf//DH88IrVqN22K66eljBoqRoN0ebmcP/C8QIae9YADy5XE5WDI0+unSkU+KJexM0nkOI1m5Ia+9JmLNMeP6CEXNmX9PxugWfUaeQkHa/gUqTFPbELfABBoUSXl036K/kFIWr0CIKAq28YWUnvIfjftaVlyrNXmeJG7TyVipxcLRt3R1CtojGKaAf4Gp1ETGwqPTrVwsnNkg1oLa554lwkMa+SGdi/ZYH+AHfuvSAi4iE9ejQ25+iDDHy9Xs/EiUsIL16ET8f3NfptWfqfFqxi57aDLF35LWXKlZT9Bkdex76mV6ePuXPrLruP7qJn356IOJn7vgn4qSnJXDh9kn07drBz0x/s2/only+cJ82YgVemak1+3LCVT2fNRVAIjO3ekZ+/mklWdq7VOPZTdf2CQ+g/cSa3zp/m1O5thbL6LfoO5UHERc7s2lJo8s7HM3+kWrN2gLy/d/HwokTV2tw5ewxry8/qqx2dCatch8QXT8x+e+IbACoHF57fPG1Vn28ZS+3ii7OnH4nP7xXK6HsGl5Qz9vS6AtdM0QpXn6JkJb9EtNo6uHqHvn/L/v+kJaZkmZn+65HxiKKButXC7R+XpVBx8240J89F0qZVdfPl/Kq6m7edxdvbjU4d7EQLFEp+/+MoarWKPn3bmN2mGP6Rw5fx8HBnzjdjcHJyLBCTf/LoOYsX/kaPPp1p0bqJOYafl5dHv55DSE1NY/POTVSoWOEfY/jZWVmsXbGciUMHUbdEKAO7dGD9siXMGjea6aOGMn34IJqVDadz3Wq8fCaDpmr9hqw/epaunwzmz1XL+H7KOOJfvXzjaTl6g4G2Hw+ibPVarJ03i4wUywk25j46Ed/gIlRp2IwzOzejNwLnTTF8k5Wt34LE6Mckxdg5XtuK3AutWJvou5fJTksuFPhajYhfsXLkpieTk5ZYgNUXBIGilRqSm2klS5YvJdc9oDiSqCczKboA8E3m6huKJjMJvVbmIAw6A65+JXD1DuVd2nsN/qv3LEGFK7eeA1CnplVYLl+BzqVrMgjq1y4NFAS+JEkcP3mbfn2a4uTkUAD4er3Ixk3H6NCxPn5+cr2Addbeho1HeBj1nA+7t7ABvslmz/wJRycHvvluuk0o74d5S9FqtKzesIqK1evYSG3ZA/7+Hdvo3rIpc6dOJDbmJU3atGfgmPHMX7GaA9fvsevideYsWc7omXMoWa4C/kEhZoC7uLoxbu5C5q//k2unjvNpt7a8eCTvgQtj9BUKBcO//pGg8BIc2rimUFa/0Ycfk56cyK3TR98K+BqdgXL1WwBw7/yxQoGvFw2ElK0CwMv7t8x+US9y49BGdnwzxPxC8A+XM+7in1oVBFnN0GondxIeX0fU6woAX68X8QgsgWdwadJfv7Ty225JnD1kvYic1FcYjNsVJzcf0l+/21j/ew3+a3eMvyCVA1duvCCsiA9BAZ5mX367FPGE0CK+FAnxsauj/+hpAi9jkqhapbhdnb0LF++h04kMGCAvXa2Bn55l4OD+M3zYoxVKlVzMYw38+/efcfliBJNnfIpfoGWGiHmZwOpfVlOhcgWatracHmMNepCBL4oi82dOY9ygTyheqjR/HTnJ7weOcPboYdYvW8Kgzu05eUCW3q7ZuDkDPp3AgrWbUDlansO0x6/fog0LNu9Cr9czoWdH7lyPsLqX7R+7Vi8RWrocRYqXYt/a5ebZPz/AKzdohk9gyD8m78h9Zb9XQAjlP2hN/FMLCWcvnBdQvDwKpYrXj2Vy0DTj6zV5vH50m5h7l4m5dxnPgDAEQUFytDxeflbfIyAMyWAgLc6WFzDt8d18QkiPe0xm4osCzw/yHt/VuwguXiHkpFhkxp3cA3jX9l6D/1ZkrBmkD57EU7d6uHzB3sm4KjWXrj2mXu1S9g/QUKi4dEX+g6lXv5JVf8sW4uChCDIysmnRomaBPP0D+8+Qk5NH917tzD6TGSQVO/7aR1JiCh/27mnj/37uDxgMBibPmmX22wM+wPIfv2fz2t/4eNgIflrzOxWNKjxK4ylFSQnxLPxyGh+UKELdIA8+adWIOZ+O4MsRA9n4y2Ii794174X1BgMlK1Ri0fYDOLu6sWTqeJ7cu20X+CbrMGgU2rw8jmxeZ3dmVyiV1O/cG21eHimvY/8R+CZz8fDm4ZVTSAZDoXF8CTW+oaWIf3zXDPydc4dyZadciHRo8XgOLR7Ps+unCChZhdzMVLvhPI+AMAAyE6OtrlltI0QFTu6+5Ka/tgt8ACfPQHLSYslJt6w8HdS25yG8C3svwa9QCMyb1J4xA5sCoNEbuB35ivJlggsFfkJiOtExydSvY5GgssnVBy5deYCHhwvly4cZ+9sq616LiKJKlZI4u1jUgkwg3771CMEhATRoWKMA8CVJYvuf+2jc7AMCgwLM/lcvX/Eo6hH9hgwktJh8z8KAf2T/XhbN/Zq+Q4Yz+4dFSFbPZkq9NWmTS5LxD91bLnqJvHmdFfPnMH1AL4a2acTeTevR6+R9uV9ocRZs3Q/A3BGfkJFikcvOT+4VKVmGms3bcHjzWjS58n43P7lXrVk7nt6+xr0LpyzjvAH4etFA0bJV0ORk2aj32mP1g0pVJv7pPSTjC8rBxZP8FlSmBs4e3sQ+sFrJWD2js6dMCGcmRBuvFWT1nb2CyEm1zOqADbknSGpUjm5os+XqQUOeHpWDC0oHlwLP8++09xL87q6OTB/XnuYNZSDHxMkETngxq6WX9ewO3I96haurIxXLG5fcdop0Ll15RJ3aZWUJr3zAlySJiGsPqFHTUqprPjVHknjw4Bk9e7U1Hx4JFqY/4uotnj+L5sPeXW38B/cd4trlawwcMQwoHPjJSYnMGDeWClWq8tkXswscoCFZzdYNW7Zhb8R9zsemsfjPXXyxZAWbL9xie8QD+o+fDILA3g1rGd6mETevXgHALyiETxcsITUxgZ8mjEIUxUJZ/bYDRpOdnsbpnZvtsvpB4aXw9AskKkJWEvon4AMUMe7nTRV1hYXzAoqXx8XLn8ykOLQakQZ9JqC0qrkILlsLD/8iuHgFkZ3yGslgKMDqqxyd8S9RHZ0ut9BwnotnILnpFvBbA9+0x3d09UaTnYIhz3LNydUiAPou7L0EfynT8VgASiXRr+Q3cGiIPalsGVCv4tLIysojPMzfLvBFUcTLy5UmjavY1dJ/8uQVaWlZ1KolpxNbz+4xMck8inpOiZKhNn6TRVy9ScUqFejQua2N/8Th4xQvVZKSpUsV6GMdztu2aQNFixVjwYpfwUqVWGeQOLZvD3m5uRQtXoJt5yL4aeM2fIMtAqamPb5vQCDtPvqElQdPMXDiDPJyc5nSsz1Ht21GbzBQqnI1hs/+lpvnTrFl6Y+W58hH7pWqWpParTvx4NpFG7/JRFGiTK0GPIq4SJ7Gkv9e4PNZjeseEIajiztxj+68MY7v6hNIWtxzMpNfA+DmG0StLiPMbcp+0BmtRo+rTxAGUUdWapLde4u6PFJfWkpw8xN/jh4B5GUlYxB1doEP4ODqiybTskqS9CKO/wf+d2jGkN7LWLmYI7SIj13gCwoVMcYXRJFQy6GM1m0TUnI4eeoWvr6WpaR1As/Vq/KStGatcgWW9ZGRcvVb6fLlbPwmO3ZEngWt1XVzc3O5cPYizVvJ+QSFxfG1epENq1bg5x9A8XIWmQSdQeL1qxh+/fE7KtWszeaTlwgrVfqNmXsgl9RWb9qKZX+fpeOAYVRr2MTcplXvfrTo1Z/rp48S++xJoax+ySo1uXHyMIkxL+zu/cvW+oDs9FRiH1sY96T4eFZ/1od7544UYPUFhYKSNRuh1VjKbe0foiG/1FLjYszXyjfticKo8BtcvgEAbj6yIpN1Fp41wB1cvdBkpxfwmz6Do5svKrUTeVaiIPnNwckLTY7tdaXKqZDW/x57f8FvFct/+VquPAstap2RZ7uEjolNxtvbDVdX4y8oX9puXJz8iwwKklcP+TP3YuMSKVeuGKXLlbXyy2NE3pNDiOUrlLLxg5zA8+TRU0qWKmHjP3fmGnl5eTRr3fKNCTy3rl0lLiaGVl0+NPtNRTrrf17M88ePmPPLahydnAoF/uvYGDPRZwrnubi5M2LWfLyDLNJlOhF6j5tCzOOH7Fy52OwvwOo3bA7AjTPHbfwmK1OrIUqVmpdRd439DTi7eRITdZvYJ5ZwmDW5p3Rw5NkNWe8vv3y2ydx8A0EQyEyWQS3qDSiUKjyDZL5EaeR73HyCAMhOlVcI+Yt0HF290GSn2gU+gNrRFb02B50m23zNetY35OlxcvNHZdzjS3qTmvD/7fn//WYl44XKAYMk0bxReZydTaf3FEzbjYlLpWiIMbXUTr7+63h59RAc7GNXfedldDyxsck4OprO0bM6FCTyOX7+Pvj6+RQAvlarJfr5S0qWLm3xS448e/qUUmXLUKPeB1btC6bs/r1nFw6OjjRr2x6wAD8vN5f9W7fQolM3QouXLBT4l08fZ0jLBuxZ/2uBr9Ferr6XXwAtevXn3P4dxEc/tzuzB4SG4x8azr2LpwqMCeDk4YOblw/R92+Y9/kqBwc8/YNJeSUTbflZfVdvf3LSU8zltCYT8zHxrsY9v42sdkVZzEPUySsHlYs3bn5F0OZm2a3Ok/fr6WZi1PqzASgU8gQhWiXxmMyyxxfISYvBoNVZ9XO2+338u+z9BL/JjMB9Hp1E1OPXRl9B4AN4e7lRu2apQs/Mi3stk4bBwVYSXFYzcnJKNt4+Hka/bcquSqWiafMGdoU4XjyLRhRFSpYuYW4P8OLpc17HxuHmbjyPrpBc/aePHtG4VRvcPDxsynIVDk6sP3yKoZOmFQr8xLhY1v/4LaElStOgdftCk3jyk3sdB49GqVRxbJv9eD1A1cat5e9CFO2G9LwCQkh5bQmF6UUDPiHFSIl9YTec5+btD5JEWqJln54/ew8gsFRVlCpbXsU00+dmpqLXG1A7OpOV9Iq8DEsmnzW55+jqBZIBbU5Ggc8mavSoHOXUb50muxDgW5b4oii/cMQ8EZXakjL+Luy/AvxvIeApCIKw1Hj9tiAINd62b6FmBVytTpS1+qzvmW/vf+PWU5KSM6x8tkk8ObkawsIC8A8qmKyhlxxJTUnHx8f+iTg3r98lLS3T4rfK3nv58jUqlYoSpUvacAXJSSl4+/oa2xdepBN17w6ubu42wB/+YSe+nzaBsBKlCAoLL/C8Jju0bTOP7txi5i+/4RlkEVd6E/ABvP0DqduuK+f2bjNvF6xNoxPxCS7K/YunSE1MtIxltUpw9w8mPfG1zbj+xUqhcrK/NHb1lsmynFR5PHvAB8jLSiPFqm5eq9Hj6OqFQqUmxyjkoVCqUCjV6HUWDsHGFI4o1U6IOo1d6S2Vo/yMupws+/0BhemQVr3lHp6BFQtt/++w/zj431LAsx1Q2vhvOLDiX+j7ZlOoyMvT4eSktiH4zGb06fWiubzWXvZeYmIaL18m4uRkOVDD2lJSMvDy9jL/bA1kjUZn3g7kl95KeJ2AXq/HzdMSoRAlNclJSfj6+b0R+AaDgaT41/gGBln5JZ4/irIhx6yvWcYycHzXNuo1b41PkTAbP8CVY3+zZOp4Vn05ice3rxc45qp4xaqkJyWQFPvSbkjPy18mTtOTZIDnD+l5BQSTkRiHzgrEagdHYiKvW57FRoxDTpLJyUgtFPggA9u0NTAl8agcnDDodeg1RuESjYhS7WjeBuQP6SkUSkRdXgHRDxOzr1A74hlc3pw3AbazvqQXLTO/XoNoPNrc3ccqtfwd2D+CXxCEdoIgXDbOrlsFQaj/v/wM/yjgafz5D0m2S4CXIAjBb9m3oJn2/KZDMzU6ORc/v1ltAXR6AyqV0va6VUhPQmme5eyp7IaGBVGqdLECtzBIKrQaLQ4Oaruae6a4v+m/JnIvJSkJb1/LC8FeWW56agpKlQoff8tqRJIkUpOT8Pb1eyOzL4oicdHPCQovaeMHyMpIZ8OP83gRFcnLx5EsmTSK7Ix0czuNTiSsTAWKV6xKwsuXNn6TufnIz5SeGG83lu/uE0Bohero8iwCHAZJwCAa03LzhfSUShWCoEBn56VmMlFvQKFQYhBFm+w90TiWoLBwQSoHJ0RtIbF849+P9Z7fOqQn6SA9LhLROKvnBz6AQu2ER0BZ9DmFP++/21T/3ITlQD/gPlAT+EEQhGWSJG35X3oGewKedd+iTZG37AvIGn7IqwbCivraXPP0ckNhZP8FhZ2vRKEyzvxKuzn/BsHBSm3Hvrz2/XtPzeDPH8vXanU4ONp5+QCCEfSGfGmz4SVL4uMXaK+L2US9iCYvD6Xxs2lFibzcXKrWqYeHr+U7sBfS0+bmUrpKdTx8fGz8ANnpaTi5utGiZz/K1ajLn0u+IyMlCVcPTzPABaWCZ/duoTGCNz/xJyiUeAeGoFDa/xPU5GTx7NZlVA7yd3XnzBEeXDgCkkRmWirO7nJI1TSz63VaJMlgbm99Tf4uTABXIeptZ2zJYHxmQWkGuGdwKVTOlrCtDbMv2MpOWgP/3uHFJD65BEDM7QOkxz6gSIX2uPnYvvglUUdGQpTNWJLOdpXy77a3WfbHS5J0XpKkVEmSjgFtgJn/1OlfsLcR8CyszVuLf9po+Pm62RB3ySmZxCem28/ZN5q3lxsurlb7TYXtKsD0OzTnvueL5Ts7O5Gbm2dXiNPBQY1K7VTAL38Y4/FhBoNNSO/xw0fEvZLfe/ZmfQAXL3kpnJ6Waga4k7Mzt65cIi3JqEFfCIknOLnw5N4dUhJs01RBPrYq7tkTXj56QEBYcQbPWkBweEkbgD+PvEepqrXxDQm18ZssMyWR1PhY1M4Wkss6gy83OxO1kzMKpQqNViT63jVSXj0HYPngZuyYO4aEZ5ZEG22eHFZzMHIC9oAP8uxuAjvILyJThqN1oCD1VRS6XCuOx8rMX5NksAE+yASmqJN1DrJTXvD64QlSX92Um1utIvR58oxvyjF418CHtwP/c0EQ5hr19QB0QOabOvyL9jYCnoW1eSvxz4JmHepT4+riSHaO1sZnNuMLISMrl4xM4xLUTgafINh7D1mA7OzsSG6uroAfQKcTycvNK+DXS47mmd92b6/E28eHlOTkQoGvM0io1WrcPb1ItiLVREnCLzCIpPg4G+DnN0EQ0OTmsGftygIEn4OTMw3ad+PI5vXERz/HzdOrwMwede0i2RmpBBcraTOuaf+fFCNXvXn6y3kC+eW38rKzcHRxMzP73sEW3kEyiDy7cY4HFyx5AppsmVxTO7sUGucH0OZk4+TmbZXdKzQAACAASURBVPMspuW7YJVarcvLQu3kJv+/nbp879DKINjCx6AzEFyuuY3PwcWXkHKtbYAPYBDlvwWFQvUfAT68Hfgl4EPgpSAI54DHwClBEEq/udtb2z8KeBp//sTI+tcD0iVJinvLvgXs8TPjbGYEuYuzIzmmvZcd4AN4eriSnm5J2gDbRB5fPx8qVipBXp7Gboquk4sLufYAbnDEz9+XpMRku5EALy8vatWrR26OsRDG+BLw9vUlJdmqiCYf8E3m5etLarJRQMMIYr/AYBJfW7LXrK+BbV0+QLKxrTWz33nYpyhVKtbNm0GunTTcoXOXMmH5ZqzT8a2Jv4fXLxFWoRqefoEFcvYBslISKFHNQi9Zgx+gRK2m1O46BJC3N1pjoZDa0TYakF+QIyc9EQcXN5tn0Wvz8Aktb06y0eTmYtDrUDu52T0/T5udSurLOyit4vKmkJ530cqonSyFW2UajkAh2G7pxDwRySB/Z4IhH4/0Du0fwS9J0keSJFUAigGfAV8BrsBvgiC8fGPnt7C3FPA8CDxFfvH8Cox+U99/uqcu35vW1dWJ7PzES754vqeniwx+RcFflkFSo1aruXf3KXEJ1gSVZQwnJycz+PObX4AfiYkWIFu/PDx8Arh26RKxMTE2s7+Xjy9pKXJWoVYsCB6Tefv6kWb1kgAoW6WaOZsN7AP/WaTla1z42TAb4AP4BAYzePYCYp8+Yu3sieZ9tLk8V6HA2cuKkLQCW8KrV9y/cILwijXMXIu5nWhAp8nj6c1LOLpZoiPu/pZQY8nazWk3bgFKqxd1XlYaRSrUQqF2M/vs6etnpybg6m3LlWQkvCLlZSTOnr7o9aI5M0/tZBt3N30G7f9j773Dq6q2Nt7f2jvZ6b03QoCQhARCCSEQeu9SlSagKCqWc1BQQT2CBQRFPIqFIkWa9N47UkIooaQTQgqkkt6zy7p/7Oy+4/G796j3+fjG8+RJMudcbSdjjTHHeMc7asoRJFIsrO0xFkGQ4OStTjg5eYXhFtDJYF4T2Vc2sRXpbzWVf3Gjzj8S8ANAFMV64EbT139VRFE8ilrB9cd+0vtZBF7/o8f+J1EqVQZpPVtbK2rrGkz2+YA2wOfsbE++HjuLyuht7uWlDowVF5XRooWPiRX3D/DmRvxts0AeN3dXEm7cwZy0CFQHinKzDckdXVzdqK+rRaFQGLifxvz6kdHdSb59y0DB3X392LNhDSWFBTjpZQL0Lf65A7vUgQxRJOVGPFePH6T7UHVPQk2kPXbEOPKzs9j3w1coFHImz/8EO0e1wprb5wMoFQp2f7WQ1h27ETN6slm23dyUBJTyRlp26KYdVyrU2zKppRVD31yqVXxNWi8/LYHq0mJkTTEEpZn8e2NdNfL6Gqwddc8sb1BSU5qHlb0LFjIbFAoljU24fcFC50UYpCtry5HZOCE0fe7GQB5NGs87ZJCBu69RfABFYzWWVo4IEjP/c3+R/O15/r9DjHPSgf4etPD3QK7J25qJ+Ds52WvdfnPwXQ9P9T6yuMiwWENjxd3dXSnIL9Zaf/20npu7JyVPSlCpVCbce04uLtg7OJCTpUceoRIJahtCXW0tDzJ0NezGig/g5unJzcsXKc7P045H9eoHwI3fzpv9fJRKJWf37TTIU6/5eD511dWGKTaFitGz/8nzCz4nNy2JD8f15eLerSbRdI3i1NdW8+vyD0i/cYn2vYfg4KkL1+if9/ap/bTu0hv/8C7asZy71wAY+8FPJoovqlTkp9/FO1jbvNlANFa/trwIADsXQyBWTWk+9q6+2rRebUUhgkSKrYsv5qShqhSZbRMNm5kti5Wd2hC4+nQwezxAY20pEqmVLoX7F1t9eEqVX6lUIYqi1uWytZWRnJpLQWF5s/DdkLYB+Hi7GiDW9NN6bk2gleLiUgPrrpEWgWq39VFOnkk+v01IGyIiI8jL18FJNZF9QRDwD2yptfyaAF9wqJoXIPmOOpJsTvEBOsaoceu343SdZlqFhePi7sH1C3oBM71j8nKyKC8uMrh/S0sZ9Q3mty39n5vBrE+/xTuwFZcO7mTe0Ci2LnmfK4d2cOvcCW6dOcyhn5bz6XP9SLl6jtGvf0inoc+aPdfjtLvcO3cIz6AQrGzstC+FtCsncW8RjG9bUwUvfZxJQ20l3m06qj+7ZtpplRdk4RHUAYcmNh7Nfr66NB8bF12BUtmj+4gqJfZuauIOY/iuSqnA2sk0zarJ5ysVDUgsrLCQ6bYN+lYfoLGuFCsb16Zz/j0Bvz/s9v9vEns7KyoqatV99gBff/Xe9HFeCQEtmtBwRig+O3trbtxMJ6+wCh8fw4CeQrTCw9OVrtERVFTUGYxrxL/Jfc/JfkRQcJjB8b5+vty+eZv01DS8fX0wlvDISEqKDWvL24SGYWVtTdLtW4yYYF6RAFq1i8DOwZGEuMv0GT1e/TgSCZ1i+3Dz0gVUKhVyUZepUKhUeAUE8vn2g1jKZDh7+rH643kkx18xePEZR/dbhITz7ro93L1ykSuHdlCY/YCrh3aoI/a11VjIrGjfcxCx42fQIizSrLuvUio5+tNSbJ1ciRk/SztenH0fpUJBaK+R2mP0UXxZt9XcAN7BHc26+xp5nBJPef4DnLxaahVfFEXcWrTDrYWOeq2y4AG2Lr7q6jyj86lUSiryU/CLGNIsbr+xphQrW1dtBshY8UW5kob6MhxcDDMhf7U8lcpfXdPAo/wKrfL7NRXjPNazvMbSMlD9ps/KKsDHx90Evmtvb0tOdj737qq7iRnn8zWWPyurkD564wBh4eo6/pTEJHr372tSouvr34J927dRXl6BvaM6kixKpISEtyf5TkKzVl+hUiGVSukQHWNg+RUqFV169+XKqWPcv3eHlhEdDZ5FIpEQ3jVGG+Sb+s6HvDOqD4fWrWLq/I+bZdYVBIHQ6J6ERvdEIW+kJD+f2qpypBYynLz8sbRS74XNKb5S3si+FQuoqyxj6Ksfaa2+KIqcXb+MsvwcwnqPUq/VU/yGegX3447TsnM/HNx9UOk9v77Vl8uV5KfE4R0SjURqoT2HIAh0mbBQt65BSWXhAxy9TQlSlA0KakpyUCkacXA3ndeuk9fj7BNhdk6UKxFFkca6UmS+Xf82qw9PqdsPkJ3blPu2sMTXR71fz2uqyTeH3dfU6R87Gtcsii8ktBVpqZlmr+ft40nfAb0oLFCnGfW3Bs7ufnh4epKalGy2Nj8qpjsqlYo7t9SxVk10v11kR1Lu3tWi/5rL23fvPxB7JycKH+tILLoPGopUKuXYLh1Qs7mCHe+WbXhj+Q+MmmU25qoVgyCfYIGbbwABIe1xb9FGq/jmpKq0mF1L3ybp4jE6DplI2+4DtS+Fe2cPkJt4nR7PvYGNg7PJsY8Sr1KSm06L9j2aVXyA8rwM6qtK8Q3t1mwTTQB5fQ215QU4erU2cfcBKgvVRUEOnjrl17f6SkUDZXl3tS6/sdUHaKgrxd45CGtbQy/v/48Iv/+Vkp1brI3uu7s7Ets9TAfi0YheWs/NU7012LHjDOZEJVrQNqQl6WkPkatkBuMAUqmUivJK4i7Hmz0+LCKc1KRks3ORUV0RBIGEa3EG4zG9++IXGEjaXdNMgb4id+rVn6Qb8Zw9uEc77uDkQrdBwzi791dqq6pMWHeNpfuwZ3B0dW/W6jc3biwaq69obORhYgJHf/yMb18cTFVpMUPnfEy3MTO1ax8mXObc+mVEDBhPeP+xgKnVTziyAXtXb9rEGFKcGXwWChV5KerPzr1Vl2bXyRuUlGTfxsk3BCc/8xV2lYUZWFjZYeNkuj0DqC7ORBSVOLiZegYa5a4tz6Kq9D7Wtp4mc3+lPJXKLwgC2Tm6PbTEQkZpWTXxN+43i92/elXNKpOR8Zi4uKZebUZgnpDQVpSVVVJcpM6rG6f1Ijt34E7CPZT6aL2mc3SN6YaVtQ3yJlZc/Zy+rYMjbcPCSYiPM8jpt4/uzv3kJC6ePvG7LbP9g1oTHhXN8Z3bDPbtI5+fRV1NDWf2/mrwHM2Rb/5RBTc4l5minfwHqXw2rgvr35lMUXYGEb2HMWruMjoOnqC9Zvq1M+xf9k+cvALo/uzr6ko6Iyudffsi5QU5dBg6DdCjLjOB3Cp4nHyF1t1GYm3vqvcMpkU7+ckXqSvLx8lHx7ikD+GtKEjDwaONrpaj3vBaVU/U2RcH91ZmrT5AdflDECTYOrYwO/9XyVOp/NbWlpQaofXCQvxJSdXDLBmBebZv0/WDe3HmJ1TV6kf91UoeEqYuyUxJNt9n3cfPm8qKSm7G3zKZC24XwfWrV7l765bZMt1O3bpx5+YNdV4fdXTf1cODiC5RXDxx7D8+85AJk8nJSCf9bgKgju63jexMSMcuHPplnW7roDC/dfg90X8p1FbrPtfGZqyZu39LokdPY+LClUx8/2uGvvEpLj7qtF9pwWMOf/0ep9d8TkB4V8Yu/NGsu/8kN5uLGz/Hzb8NwTEjTeY1olCoyE44Q2lOCh6tu/7uc8gbaii8H4dXaC+zBUcN1SXIa8vxCDJbO4aoUFL55AEyW1esbF0N5/Q+i+qyh9ja+yGVWpnM/ZXyVCq/zNKC+BtN+fGm1F5YaAAPMgtoaGg0WKsSZJSWVnLsmM7lvn8/l8X/+tHkvGHt2+PoaM+9O6nmwTxNlXQrlqrZbfU9h5ieajquKxcumL3nPoOGIm+Uk5hw03B88DCSb9/SwnWbK9PtNfwZLK2sOLn7V4O03sjpsyh+nEvCxbPaseLHuSgVij9k9fXHC3MyWTyhFxd2bdCW3urW6QUGLWQMnjWfdj2HYOdsqCTHvvuQjOvn6DBwPMP+sVyr+AY1+vW1nPzhPfVzTV9gQL9t3GhDpVSQdGoTLn7B+LaL1ZsztfqFaVdQKRrxaddXO6dv9QvSf6OxthwXf3X+3rhUVxRFFI21uAV0adbqi6JIdVkmdk4tTeYKc8+ZPebPkqdS+W1sZKSmP9aBeoB24UGoVCru388zsfpHj8aZBIaOHVW3qdZXck9PN5xdnYiPSzB7XQtLtbKfP32eW7d0RJRK0RJXd3fCIiK4fFHX/lq/aKdj9x7I5Y2cPXLYILrffZC6w8/l0yd+d99u7+RE35FjyclIp75WZ51jho4mMKQdW79eSn2jkvysTOaO6MXRzeuaPVdzIrWwIjAskn3ffsY3r02k4GH6fzzGmJJrwMsLeeHf++k5+XUsrUw57WorSjix6gNqK54w4JXPsHM1D8TRSOb141SX5BHab3qzxVcayUs6h42TF06+YWbnC1Iu4ODZBlsXP7Pz1SWZlD1OMCHl0LfsddUFWFq7Yu8SbDJXVmT4Yv+z5elUfmsZcrmC9Ae6ctWwUPX+KyVVB6PVIPmio8N45dVxvPqamgF3wYcvc+HyJoNzaqx4dLdOxMfd1mtrpbPuly+qKbhVKhUvPjeV0hJDNGD33r25GXeVBjOEFA6OTnTpHsvRvYbUWK1D29Fr8DDuxBsGA83FAEZMmcHtK79x4tfN2nFLmYxRL7xCZvI9Lh3ag3dgEBHdYtn57TKKm/rUN8iVyBvq2f/T19ToufXGEF5nTx9eXr6O5z9eSUleDjuXL2DHsvfIua8rvTVGVxqLe0BrnDx9zVJv56XdZsdH03icep0+Mz/Cr1204TMbWf2a0gLSLuygZdQQfEK7682ZWv3KwgfUV5UQ2HWsLj+vd77qkhyqn2Ti3VadqDXe6wMUZV1p4iloPqhY+iiBuqpcHN1CDMZVykaqyjOaOerPkb9V+QVBcBUE4ZQgCPebvps0LBMEIUAQhHOCIKQIgpAkCMI/9OYWCYLwWBCE201fw//IdTUsvYlJTZBZCxlhYS1wdXXg9t0sk/Vt2waw6vv5fL1yLjKZJfX1DTg7O5hF8kXHdCQ/r5BHuYZVc0qVlDMndK51/uM83njxZYPUXkzvfqhUKhLir5kt1fUPDKTg8SOO79/dNC4iCALB4e05tmu7NpXXXMovPCqa9jGx7Fm7yoDxptfIsbSO6Mj2lUuQN9Qz48MlgMjGzxZS36j+J79/+wYHV69k4+J3zPLyabYCgiDQvs8I5m08RlhMP+5eOM6qV0bzy4ezSb9+EaVct61qrq+ecUlu6eNMzqxdzG9bvsJCZs0zC9YRGNnzdwE9CnkDlzZ9RH1VKW17Tf5dqy+KIimn19JQU27g8utLXtI5BEGCZ5ueJnNql19FcdZVXHw7GiD7jPfzpYU3sXVsgbWtp8FcVfkDRJXpC+XPlL/b8r8PnBFFMRg40/S7sSiAd0RRDANigNeNePpWiqLYsenrDxX4WFvLkEolJCZnG4y1DPQiPl5tpczh9y0tLeg3IJprV+8a3qDe3j2qm/qtf/3aLQOrn5KUamLpk+7co7FRpwwxvfpga2vHmWNHzN53977qdtTL3ptHVYUOkDRq0jREUeTwr1tMjjGu2HtuztuUFhZwcvc27bhEIuH5dz+mpCCPI5vW4OEbwMQ33yPhwmniTx4CoF23nox9/T1unDrMobXfNFu4oxE7J1cGzXiDeZvPMmDGP8jPSObIj5+zfFIPdnz2FnEHt1PwIIX6GlNqCJVSQWFmMgnHtnLih4/YvuA5Mq6dpnVUP8Z+sBE3f9NqcmNAz/VdX1H2+D4xUz7AwV2vhsCM1S+6H0dJ9h1ax07B0lrNhqxv9RUNNTzJjMO//Uhkts5mrX5lURqNtaW4+5kPBgLUVZRQXZaBqxnPoLI0hb9aHf9uhN8zQN+mnzcB54H39Bc01e3nN/1cJQhCCmr6LvNJ8T8ggiAwZlQM6fcfG4xHR4ey/ddz6si3mTJrhWhFWFgrflj1K7V1SqytTT++iA5h9B0QS8LNe4wer4bTqkQL3Nxc6TuwL14+fhzYtYe+Awfw7cZNyGQa4k4p9g4OdO4Ww/ED+3n306UIgmCQ2tNYx4qyUl6dOIZVuw5iZ++AZ0ALAoND+OXbFUx+4x0sLJr/s0bG9iakYxf2rP6OAROmYGFpSaNCpF10D7oOGMbty+fpMXI8Q6bOIu7EYS7t30HbTtG4eHozdMZr5GdlcGjNStwDWtFloDrK3lw3XVB30O075TV6PfsSqdcucP/6Re5fv0hRdoaWmcfa3hGvVuGU5Wcjb6jD2TuQ/HR1zUJgx55Ej5tN+wETkcgctOdtzuqrlAqu7/6a6tJ8Iga/gGfr5pVRvV5Oypl12Ln64x85zOyah9d2U1eRh1fb3iZzmqq9ktybWNm54+qrU2xjq19WeAsQcfHuYjJXV1WAi0cUZcXmcSB/hvzdlt+rSbk1Sv67TcoFQWgJdAKu6Q2/0UTnvd7ctqGZE+HsbMfpc3cQpTq3O7prKBUVNaRl6IpajGG8PXt1prFRzo3rTU0hjWC8lpaWyGQyjhw8bXCcl48XOw7+ytc/raLvoAFkZWZiZWWIEwAY+swYHufmkHTHNGiYma7bOycn3GTu1AnUN5F8hER0QCGX8/Hs6QZttDWiifALgsCEOXNxdHbhwoFdBuefseATMu8lsO7jeUikUl5Y9BXpCfH8+N4c6usbEASB5xcupXVkFAe+/4L0m1f5PdGP8IuClJCY/ox8cxH/3HSG8Qu/Y8y7K+g3421CYofiHtgG//AutIkeSJtuAxn65lJmfHOYkW+vpOuYl7E2k+7TiMbqN9RUcPqHt8m8dhiv1p0IHzTdYJ1x0BYg7fxGrO1dadv/ZW16T9/q11cV8+juYbyCe+Pg2dqs1a+vLuZx6jFcfDohtTSPZFQ2KKkoScHK1gsbe8MgZW1VLuUlt7B3CGr2Gf8M+dOVXxCE04IgJJr5+s8su4bnsQf2AP8URVFDrvYj0BroiNo7WNHM4QiCMFsQhBuCINwoLq4gJjqE0tIqMjKaWL8kUqKj1Rj7+PgUk+M1St6jZycEQeDyb6a5eo0MGNybhw+yeJiZZZadZ9joUaSlpJKapCbM0M/r9x06HKlUyomD+03YeTLTUg32rneuXeX8CfVOp/tAdROMK6eO8c0H81Aqm3fLo/oNwtLKil++/IzyMh3rrquPP5PmfsidS+c4tXMLvkFtmPmv5dxPiGffqmWAmj77paU/4ebbgp/mzSIl/rL2+Oby+sbSKFfh5teS0B6D6TJ6BoNmf0C/mfMY/uZn9HtxAZ2GTaFt9yHYu+oq55rj5AP1nv1x8lUurP+IJ1lJdJu8kA7DZqFobD4mIG9QknvnBA+v7cXOPRCPVlFm1z24vAUQaRUz1WROY/Vz7u4FJPiHjtLNGX0WtZW5lBXcwLvlAJP4Q1HObwiCBa6ehgHMP1v+dOUXRXGgKIoRZr4OAIVNFNw0fS8ydw5BECxRK/5WURT36p27UBRFpagmYVuLmsq7ufvQEXh6OBHZQZ2O+XbVfu2a0NAABg+O4u4dNUjH2OoDuLg4Eh4RzKXfDNMy+kree4Cax23Fkm8wJ30G9EMQBI7u328y5+LqRrdefTh16KBJYC0vNwdRFJFIJEilFiz46lv6jlATbFSV62IABzevZ9GrM2msV5fgGnfaEQSBWR99TmVpCbt/+NrgGoMmz6RddCy/rviEJ3mP6D58LH0nTufkljXcOnuMBrkSBxc3Xvj037j5BrBm/ixS43/DWMwV7/wnMRfh/0/yOPUOp1b9g3Nr3kOQSOg/5xuCugw2WWds9Uuy75J4bBXuQZ0IGfCKyXqAskf3qCp6gH+HkVg7eJq1+nWVBRQ8uIB36wFY2bqZOYta8jKPIpFa4+7Xw+DFoFIpKCm6hrNbJBaWpsxAf6b83W7/QWBG088zgAPGCwT1a/JnIEUUxa+N5vQB1mOBxD964cj26hLbjb+cQt6kHFKpFEuZjMOHm3dnVaIFYycMoqSknOo682vaBKtLNffs3E9Fudqy6m8PXD396BYby9H9+82i+cZPfZ7SkickJqi9C01ef8GyFaz4ZQcrt+5BqVQgk8m0+/uSYkOW3UvHD3Noy4Zmn6NNRCT9xk/m2Oa15GVmaBVUIpHwymcrQRTZsHg+KpWKZ+d+RFB4R3asWExepjp37+jqwevfbMGjRSvWLZjNnd/M1zwYi36E/4+K/ktBFEVKH2WQcPhn9n8+g+t7V1JZmE3XCXPp89Jy3AP/c9eb4ofJpJz9GVsXHzqNXYhED9ehcfnrq0tIPPYVIiIto5ovmc6+uxuJxMLA6htLbVkhJfnxeLboY9KSq7z4DkpFDW5ePf7jff+35e9W/i+AQYIg3AcGNf2OIAi+giBoIvexwPNAfzMpveWCINwTBOEu0A+Y+0cvnJyuVpbq6jrenqdlDKN/v86kp+eSk1umHTPG8Hfs1I47CSlcuqgOzphrrikIAgq5gqnjplJfb0qCMXzMGO6npnI/1XSL0XfwUOrr6ti71RBLENE5ip6Dh9Gtb38GjBrD8X26nP+TQkOnafjk6Qwc96wJGae+TJ67EJm1DRuXfmQw7ujpy7QFn1NWVMDBNd9iKbPilS9+xNHNgx/ffoGyQvVWyd7Fjdf/vQWfoLac3Phvrh/bA2CWkNOcNJfee5xyk9+2fMXl7f8mbtcP3Dq0jrNrPmL/5y+y5Z3h7F8yk4Sj67GwsqFtz3E889F2QnqONYDkmiPeBHh09yxxm+eDSkHXSZ8aUHVpRKWQc+/IMpTyeiKGvGt2Hy8qlFQUplFfXYxfuxHIbHQxCWOXP//hcQQEvFuaeiSlBQnYObTC0eV/1mjqvyF/q/KLolgiiuIAURSDm76XNo3niaI4vOnnS6IoCqIodjBO6Ymi+Lwoiu2b5kZrgod/RM6d11XCrVq1nw0bjqMSZPQfoI7Wnj/XPNqqT9+uWFtbcfKYeShuanK6Vimvx93g1RmvmezBh4xWu+tH9+81Od7ByYnBo8dybM9uLWuvvgiCQOcevbh27gz3rqtjn5169KLH4GG89clyBEHA3tEJJ1dDN9S4ZNfJzYOp73xIZWkJV44abkF6jBxPy3btObh6Bfcun8PNx49J7y2hrrqK7+fOpKKJPNTO0ZnXVm7Gyd2LXV8u4OCqz1HqEeAbQIT/oNUvefSQtEtHSTyzm4Sjv1Bw/y5FWcnIbO1p2bEvfV9YxKSlBxn85iradBtuwthrLAqFUg3zPbmWm3u+wNkvlOjJS7A1YuNRNigQRZHU8z9RWZBGWP+3sHNVpwmNXX55QzWpl76jsbYM3zYjmr22KKqorniIu193rGxcEeVKlIp60m9/x6OMfZQWxeHi0UXLB/hXimAOsPG/XaK6BIu+Pm4cPhqvVVJLSyl37m4iONgfH+9nGD6iJz+v/9Bskw2AsaPfJD0tk9spp7SNNUBt+bds3M7c1+YbXPP9RR/x5vy3DUA9c195jcSEWxy9eh19A92oVHHjyiVmjhrKJ6tWM+q5KU3jukXV1dWM6xpBh+gYPlm31eBaKxa8TW7GfT74fh22TQ0s1fdmWq+vVCj4cPJICnOyWH7gPDbOuhdGQ10dn814htL8R3yw+TBOXgGk34rjh7kz8G8bzpyVm5FZ29AoV6JUKjjy4zIu7d1Eq44xPPfBSmwdXZpV/oonRUhlMqzt1OQkze33GxvUmHkt6q4Zii7jKkN9y5+Xeo3EE2uxtLbFzi2Q8MGvaptlGFB41zWQfvFnqgozcGnRiaCo57RzBjh+UST5zFeU5N4kcthi7OwNo/T6ll/ZdP8qZQNSC2tEuZKKkiTSbq0EQJDIaB+9FEtLe0S5kltxc26Komg++vhflr/b7f+bRODS5SSDgFpYWCASiYBEImHiswMpKSk3i2TTyOBhfcjKzCU9TVcJqAH1JN01hCCERYQT3qG9yTmiY3uSlpzEzWumMYYu3WMJbN2GfVs2mcyBug/A2BmzuHTyGDkPdFWECpWKsS/M5l78FTZ/97XBuDmRWljw6uff0FBXy8+fvGvwzFJLK+YsXw2CwA/zZtNYX0fbzjHMXPxvspPvsPOrD7VIQanUgtFvfMDYd5aQnXSTOLJ5PgAAIABJREFUH9+YQHayeUZigCu7VvPjrAEc+vpd0uMuaJtnmhNziv97Im9SuJKcFC5tWsDVzQtRyuto02MCEUPfMKv4SnkD944u59GdIzj5htGyy8Rmz5+XfIInOfG07DQJRyNGH3MVeoIgaBl9AepqdA6qqGok9fZS6mtNOyP92SJdtGjRX37Rv1vWrPlu0RtznqFXrwjq6xVIpAIpqdtwc1PTeuXnl/P1im2MfqY3nt5q19A4Zefu7krCzSRsbW3o3DXSZI2lhYy+A/oSH3edZd+uZNDwoSYsPS1btWbTTz/QKJczYLgaMKNJ7wmCgMTCkosnjtGtdz8cXHUc+OpribQKCWP3+tU01tfTfeBQ7biTqxtPCvI5sWMzfZ+ZgL2TMyo9pTau13d0dVNX/G1dj2dAIAFt1ftPlUrEztGZgLbhJF/7jYdJCUT2HoxHiza4+wVy7td1PLgdT3ivQVg0VdZ5BoXSunMsTx5lcWbjSlQqBS3COmGsE7bO7giCwIPrF0g6t4/Es3uprSyjtrIcaztHHQW3nrcj6kOejWv2m+aqS/PJuLKfhIPfkHntAPKGWkL6TKXzuPk4egUZsP1ojqmvLCZh7yeU5twhuPdLtOr2HBi9Z8SmF0XZ47s8Tj2BrZMfbbq9gCAIiPpl0CpDgyHq33/Th1D8+DdqqzRszAJKRS02dr7Y2rYg/9GR/EWLFq3hL5Cn0u13dLQVK0v3g0TKqu/3s2rVfg4d+ZLWrdXVWvkFVQT4jeSjj19lwYcvA6bKD9C72zgsLCw4fUm9b9dYfs1auVxO364D6Dd4AIuWLTFL0fXe669ydN8eLqVmYmdvb5DbLyktZUhkKEOeGcfClT/oHatbs3rZ55w/vJ8vt+3F1VsHHnlSkMfMPtHEDB7O/G9WN0vRpU+euXj6WOpqqvnHvzfg7utvYBlPbP2Z3SsXE/vMZCa88ymCIBB/bA/bv3ifFqGRvPjFWmzsHbXBvtrKco788Dl3zx3Cq1UIw9/8HK+gEINrAijlctKvXSD96nFyk25QX6UOtDp6+uEb2hV7Vy9snT2wdXLHxsENqcwKlVJBfU0tSnkjdVVllD5+QHleBuV5GSgVcuoqinELjCAgcgA+4X2RNTXfMA4CyuVK8u6dIv38euw9W+EXMQSvYHXZrzlyztJHCSSe+RJbRx8ihy7CwtLWLDmnvuhz9GnmEi68g7xRnQWysfPHr+VYHF3CQaH6S93+p1L5BUEQH2VtxS/Ai4yMxwSHzOCbb97izbcmaHP7sT1eQqmES3HqCjhzyr/yy59Z9MFy7qRdwLeFjolVf+38fyxk5+ZtJGSmYueov/9WK//1q5d5bshAln7/E+OnTjcB9nzx3jvs3bKRAzeScPP0ajpWtyYnO5vne0cxZOIU/rlU5+Y3KEU2ffkZu378hhX7T9M6Qsch3xxTz6OHmXw2Ywzuvv7MX7NLa81BXcF38McvOfnLDwyZ+SbDZv0TgJtnjrLts7fxDGzN9CU/Y68XM1AoVaRePcPhVYuoq6yg56TX6Dp6OoKFfv29/l5fTmFmCvlpt8lPv41CoSDnziWDv52VrSMNtboGmq7+wZQ+zsDezRdnn9Z4tumGZ+uO2LmoWZjNttgGqoqzSDz2PWWPEnH2Dyek76vYu+mYdYyVvyT3FklnvsTO2Z/2Az/Q1QA0KX99TTHWdh4m+319EeVKnuRfJzNxNYIgpWXIi7i4d0YQJIhyJQpFLXdvzPvLlP+pdPsXL168qF27QDp3bourqyM7dp4nP7+E56cPRWwC9RcVlrJt6zFmvTwOO3tdq2b9AKC3jw8/rdqIj68XXbvrMOSiXijF1cObX9auJyCwBe07qTMJ+rl9T19/MtJSuXPjGiOenaId1+T2A1q1ZvuaH7Gytiaqpxpbru/C2zg4Uf6kmMPbNtH/mfE4NnXmVYrQpn0kWakpJPx2jr5jJqprBYyYevTPZWXviIdfACe3rKW+poqIHurmHpoinrZRPSgtyOPCrg3Yu7jRIqwD7gGtCAjtwNUD2yjOeYBPm3YGgT73gFZ0HDSOssLHPEq5TdyedVjbOeLeIhhBIjFy68HexRPv4A4ExwwmqMsgIoc9T0jsaAI79sUvPAa/dt3wb9+HVlGDaR09nJZRg+gw/BXC+k6iRcd+OHq1RmajA8uo9NxwpULJk6wEUs+s5XHSeapLcggd+CqhA17B0krXX8+4EUd+8hnSLv2InbMf7Qd9qFV8AFEhUph5nuSLy7B3boW1nR4vn1GaVdlYx/07q1CpFLTvvhh7+2BtPENUKshI+RZ5Y/lf5vY/lQE/e3sbDhzUBdlGjYrlwoXbVFRUa8eGjuiHl7cbZ09fM3cKAAKDAugc1YH9e3TFhMYeQmTnToSEhbJj83Zzp0AQBKK6xxJ38SJ3b1w3vUbrNvQcPIw9G9dRW1Njlqln6htvY2kpY/M3yw2f09GJmMHDuHP5Auf3G+L4wTw/X9TAEQye9jJnft3A9ZOGPU8FQeDZeZ8RHjuAm6cOcumAmvsvpGsvXvl6CznJt1n91rPcv26I+JNaOzD67WX0m/kO9q4eHP/+X/wy71kyb/72u0FVUBOgOHr44t0mklZdBtAmeghBXQYS0KEXvmHRuPoFN5vq07f6pbkpXFw9m+vbP6AsNwm3wE70fHkt/h2GNJtmkzfUkHxqJWmXfsCzVSwdhv4LSytDFF7e/RNk3FiLk1c4Dm5tf/dZstO2IW8oJ7TzXGRSwxhOweMT1FQ//N3j/9vyVCq/jY2M02cSqK1Vg29Gje6JQqHk2DFdbj88og329rZs3/r7VcLjnx2JiITMDPN/OEEQePb5qSRcv8791FSza8ZNmYa9oyNb15pSgwE8//o/cfXw4PD2zWbn3by8eWbGS5zdv5vM1CQDYM/gZ6fRNrILG79YRHVlhdnjjWXsG+/TukMXNn32Ho8fGLLxSC0smLHo38hsbNn91QdcPah+qXm1ieCVf+/AydOXzf96hSt71psodmD7rkxZuoWRby9H0djA3iVvcOqnf/Hg+lmTaP/vtdnWlz9KJGrj5InM1onIUfPo9+Zm2vSahsxGbe2VDaaZhrK8JG7snEthxiVadp5E2x4vmyh+buJBHib8gqtvF8Ji30YqNSV/1UhR1gVKC2/hGzQcR1dDIo+ayofkPzqKi/vvcwz+t+WpVH5nZ3vq6ho4dUqt7DEx7XB3d+LCBV2xjkQiYfyEQZw7G09RExuvuZz/mAkjuJtwjx1bdzd7vfGTnsXB0ZFjB0zQywDYOzgwYep0TuzfS1G+KU4pMjoGFzcPflm1kgYzaEGA5157i/bR3Vm7ZLHBuAp49ZPlVJWVsu3rpc3eo75YWFgye+kPhHTpzqq3Z1FdbshDILO24aUlqwmL6ce+bz7mt90bAXDx9mf2N9tpFzuIUz9/xYGvFyKvN8RAC4JAaOwQXvhmH31fWEBRZgpHVs5j09zR3Dq8ifoq08YpfzTF97vPZOVM9+kr8Gs/wKBDsbFUl+SQdHIFmXFbEQQpnUZ8RmDH8Qh6EGCVUsHDhB08vLUN94AYQnq8pU0fmpOSvGs8TN6Ei2cnfFsZwoCVynoepq1HJnMmoOVzzZzhz5Gncs+/ccOPi2rrGpBIBEaN6YdEIuG55wYwafJQHSUzFri7O7Pmp10EBfnTJSoClR79gWZf7+BoT/y1O1w48xsvv/4igqBbo1lvZ29H0r1k9u7YwfOzX8fSsinPrLcf9Q1qxZbVP2BlY03nWF3duMa19/YPYNd69VawS9PeX39LaWltTWVZGYc2rye4Qyf8gtQBSJUo4uLpRWVZKad3bSUyti+uXj7aOVCDVo79spbc9GRatuuASiViY++Au68/Z3duIOP2daIGP4PUwkK7h5ZaWNCu5yAKszO4tGcjUksZLSO6ILWwJKTHYASJlILMZOL2/4JvSCT2TalKzTUlUinugWFEDBiHR8sQygtySD6/n7undtJQU4lCLsfe1ROJ1MIgxQdNXZY1n7HenHE0X39OZbT/1p8TlSqqS7JJv7COtHOrqa8swie0H6H938La1tA9rynJIfHMMp5kx9Gi/bMERU7T1QaYSfOVFtwk4/ZPODi3oXWH2VrvQFSIiKKKnPtbaWgoI7D1NGxsvP8v1fdnS1RUiBjS1p+Tp26Sl78faVOPeONOPKIo0rnDRDw8XDl+Zn2zaL/dO0/y8vOvsfPQDvoM6KM9XiNK0ZKrFy/y3PDhLF31I89Nn6leY0TVtXTBfC6fO83WkxextbdvGtcp6JDwVlSWlbLz6h3c/XTsNOpzqZA3NvLy4J4IgsB3Ry9iKZNpYwQ1VZUsmvkc9bXVfLHnFIKepVKpVCx7dRop8ZdZuHEfASE6QNLVYwdY/9GbRA1+hqkfrjAoR9Ug+3Z88S6l+Xn4tY1g6Oz3UKFek3n7KvtXLKCmvJReU16n25gXtHNgiuoreZTBvdO7Kc5KpSgzCQuZNX7tutGiQ08C2sdibe9skt/Xd/uNlb+5SL/muNryAgrTLlOY+huC1ILq4of4RQwnoOMz2i2BJs0niioeJR7h4c1tWMhsCY6ZjYtnJ4NzGkf6y4rucP/md9g5tSSk01wDoI+iTkFOxhaeFFwioNVzeHiq/2/+ylTfU2n516xZtej1OaO5des+bUMCCQpSW0JNpF+juIIg8ORJBQf3n2Xy1BHYO+oVbzRZfoXKipatAlm/ehM1NTWMHKMG6xh6CVL8W7Tg2IED3EtIYPILsxAEwcBQKEURRydn1n+7EidXVyK7dmsaR3sv2Q/uk3bvDkd3bKVj9554+Pg13YNaAaRSKT4BgezfuBYHJ2dCO3fVWlqZlRVOHt4c2bQGlVJJeEwv7bUbFSrax/Yj7tg+rp88TPcR45FZq/9RPVsGI7WUcX7HekSViuDOaiJMTe2+RCKhXexA8h/e5+r+X8h/kELb6L5ILWW4eAcQ1mc05fk53DyyjezEePzDu2DdlD0xBvDYOrrSsmNPQmOH49EqEgtLK/LTbpJx7TiPU+JJPreLosx7VJXkoWxsQGZjh8RC74X8O9Zd3tBAVdFDnmTeJPfOaR7G7SL93FpKsxOQ2bngE9qX0IFv4B7YFYmFpc4DlCt4kh1P6sXvKHt0B2fvdkQMeB8H91aG4B7QWn5RFCl4eJainHNYWNoTGj0PqcSwOCg3YzfFeefwDhiGT4th2mOfGssvCIIrsANoCWQBz4qiWGZmXRZQBSgBhebN+EePN5aoqBDxwrkVePlMZMqUQfy0en6z/ffS7z8muuN4Plw0h7feeQ0wreIDePcfC7kZn8DOwztxcXUxsfwAW9evZ8Fbb7HjxGm6do81S9I5a8wIHqSlcvhmIlbW1gZ4/pMH9vLRKzMBtdv8ysLFTHx5Dkq9v2G9QsWiFydRUpDPp7/sxsFNhy1oVIj89OFczu39lcVbD9Omg9pyaSL9mfcSWPLCONrF9OKNr9cjkUhoaGosuePLj8hJuUfXoWPpNX66CXFHg1zFtYNbOfKjGswz+eMfcHT3oqFRfXzi+UNc2PItEomUyCETiRr5PEqVLuRkjOfXiEqlovhhKkVZyeQlx/EkJ53acnUFo8zGAaVSgbWdEzI7RyytHbCyc0YUVcjra1E01qForMPK1oniB7dQ0z6AxMIK73Z9sXf1w7NtLFY26s9I0VhH6pkfKMm+Rbcpqyh/nEjW9R3UlOVi4+hDUJdpuPl3/t3uu0pFA5m3N1CcewUnj/a06fgaFpY2Bl5B3sOjPMrYi4dPHwJaq8lFNfNPDchHEITlQKkoil8IgvA+4CKK4ntm1mUBUaIoPvl/c7yxREWFiDfif2DK1M85cbLJ9bfQccQbu/cD+8ygpKSC+LtHmyy2qfIn3k2mX7fBLP5iEa++9apZ5a+tqaF7u3aMmjCRRV+uNKv81y6eZ9bYkSxYvpJnX3ipWeXXyNQ33mbm/A+0vzcoRR5nPeAfI/vRdcBQ3lmpK1duVIjUVlXyzui+WNnYsGTXSWTWNgZknKe2bWDnyk8Y+/p7DJ42WzunVMhZu2AOiZdOM/n9ZXQaPFZ3Tb28eHr8BXYsmYujuzdj5i7BvZWuvr60MI+z674g4/o5XP2C6DPjXQIimjycZpQ/N/EqV7atwK9dN/zCY3AP7IBC3kDZ4wwqih5RWZRNQ00ljbWVNNRUgiDQUFOBhcxG+2Xn5o8gkeHo1QoHzyCsHLwMAnjKBgXVJTncPbyEunJ1wNXawZP6qmJsnXxp0XE8nkE9TCC/xspfW/qItPjvqK18jH/wGHzbjNSmEdXdeVXk3t9LdXkGMpkrLUNeMJiHp0v504C+oijmNxFznBdFMcTMuizMK/8fOt5YNMp/4PB1xjyzgMNHljNkqM4N1iiuRsk3rd/LnFcWcfq3HXTt1tGs8gMM7zeW4qJirt69gkrQvUz0Yb1ffvI533+1jJM379IiSM0mpI/qE0WRKUP7U1pUxN6rt0Bvb26s/PaOTrz39Q/EDNI1qdSk+bZ/+yVbv1nGRz9vp0ufAQbgnruXL7Bt5RLCunZn6rx/GSi/XK5kx9efcGb7z8z6/Hs69dexodfX1rH2/VdIv3mZyR+soGM/dSmrcf3+o/vJnN7wNVl3rtH/xfl0HjZJzW/Q9JwPbl7k7M/LqCh8RHDMYHpMehN7V2/t8frKn59+mzvHN5OfdhNFYz0SqSWerTvg2ToSB8+WOHkHYe/mi0Qi/f3uuwZz6vsQVerGnFnx+ynNua1GGTWJrbM/rWNn4uIRoX1RiEbn1Ci/UtFAXvpRygsSqa18RNuo13BwNqzPl9dW8eDeGipKEvH074df4AQkTd2i9L2Cp0n5y0VRdNb7vUwURXPc/Q+BMkAEVouiuOZ/cnzT3GxgNkCLFp5dsh9uo64RfH3GMHJULBs2LtKuNVb+yspqWvn357mpz/DvHz5pVvl3/XqQOS/MYcu+XfQbPBDABM9fVJBP74hQxk+bzuKvvwUwgfRePXeGJe/O5fk35jJm2kzt3PnjR3hv5mQcnJypqapk0IRJvL/ie7NEnfKGBt4c2Y+G+jq+PXoBqZUhg8yGzz/k2Oa1vP3dBtr3GqS7R4UKeUM9K16bTE5qIv/8cQeB7SK1c431dfw07wWyEhN4fvF3hPcYYJayq7aynP0rFnD/+gVCY4cw7PVFSPXAOLVVtdw8tJGce3EUPEgiot84uoyaiZ2Lh0mOX6lQoZQ3UvjgLjn3rlL88B7FD5NQ/zuAxMISR89A3ALbgyhiYWWLVGaLpZUtFlZ2KJWNNFRXIa+vQdFQg1KpoiI/laqiLESlYXs2jXgF96bdoLkmLbn0RVEnpzjnKtl3f6WxrhQ336607DANKxsXA2hvXXUeaTe+pbHuCYGhU/D072PgNWiUX6VScDv+rf89yi8IwmnA28zUB8CmP6j8vqIo5gmC4AmcAt4URfHi/0T59UVj+VWCjAULfuLKlUQOH/kGOzubZiP6s2Z+xKkTF7l3/yw2tjooqH4xT2NjI53bdiGyS2c27Vaj38wV8yx863X2bt/K+XupuHt6mSi/KIrMHDGQ/EeP2H0lAWsbGxQqFQq5nGvnz9A5thc/Lv2UC0cO8MUvuwkMCdUerw/wuRt/hYWTRjP6xVeZ9q4u/69QqpA3NrBo2miKcnNYvOMEbprgYZNVrCx9wpIZo5E3NjD/5/04uOn+hPU1Vaz/6E1K83IYPns+wTEDDc6tEVGl4uLOdVzY8h3O3v6MnLscr1bqe9UoeOWTfG7s/5nkCwcQJFIi+o8nYtA0bJ10NQLmavgVDXWU5j2kvOAhlQVZVBQ8RGJpTdGDBOT1NVor7uQTTEW+ruTZQmaDo7caiWfvEYRUZoWNvReiIKEs5zZPHt5A0VCNk08YnccuMav8KpWC0ke3eJx8goqiJOxcWtIyYgpO7rq/g7qOX0VRznmKcy/SUF9KcIc5ODS16TJW/saGUh6kraauNvd/j/L/7sX/X7jtgiAsAqpFUfzq/6vbrxJkXLhwm/793mLDxn8x7flhzSr/pcuJPDvmVZZ8+T5TpuvAGMaVfF8sXsbeXfvZdnAPLYOCzCp/5v37DIqKZPbcd3jnX5+YKD/Ajcu/8fKY4bz18edMfe1NE1hvRWkpLw/piV9Qa5Zv368NQhmTda779AMykxOZ8vYHtO2kRpBpFLQg+yEfTByMf3AY763bhdTCwiB1lpWWwoqXx+MfEs5LS1djbafDtFeUlfHz+y/xKPUeY+ctpeOA0Qbn1khDo5KcpBucXf8l5YWP6DJyGtFjX0SpNMSXleXncOPAelIvHcHOxRP/iBjC+03Eyaulwbo/QuAhiiINdTXI62tRNtYjkUpBsMbCyhZBIjU5Th/hp2xUUF38EAsrO2ycvA2Uv7Ysn4KMsxRmnKexrhxXvyjc/LrgEdhTW5yj/XwK03mYuJnaymzcfLrh32Y8Vta6pqT6yl9d+YAHyT+hUjWiUtY/Ncr/JVCiF7BzFUXxXaM1doCkqWGHHWrL/4koisf/yPHmRF/5RVGkbfBkWgT6cOr0qmaVX66SEdNxJLZ2Npy5rKa80nf5NWsL8gqICuvK8y+9wKdfLTOr/ACvPT+F4oJ81u7ch5W9Tqn0m3C+OvEZUu/eZu+1u1jb6aClmiDgwS0bWLngbRZ+t5Z+o9V9BI2Vv7aqin+M7IvUwoLl+85gbWtnoKBXjuxj1btzmPDW+4x48Q2TDrwp8b+xbcn7uPu1YPby9Vg29RpolCtpqKth04ev8eD2NUa9+TFdR0wyq/wAtRVlnFyzhNTLx/FqFcbAVxbjFqAjwtAE/MoLc0k6f4h7J7aiVDTiHdyJsD7jCezYG4nU4g+z9/yRPb/22nrnNC7q0Sh/Se4tEk8tBUHA1a8zPm374+Ta3iBwKMqVNNSV8Sh1H4VZF7C0ciIwbBKuPtFgfM0m5S8pvEr2/S3IZC60CnmVlLufPjVMPn+EwNMLuCQIwh0gHjgiiuLx3zv+fyKCIDB9xgjOn7vJw4d5v7vupVencOvGPW7duNvsOm9fb8Y8O4Htm7ZQVtp81nHOvPe4dS2OTT993+ya197/FxWlpezZsNbs/IjJ0wluH8nqzz6ittq07RWArYMD/1j+HYU5WWxevthkvsvg0Yx86S12f/sFN06btgkLi+7F6Nfmc/9WHL8s/gdKhU5RrGzseGHpWoK79ubgt4u4uu+XZgt1bJ1cGPn2MkbPW0HlkwK2L5xC/L51KOSGe25nrwC6jnmFKcsPEj3+dapLCzi37kN2/+tZ4vd9T0lu2n8sBvozxNk7jMCOz9Jt3Coi+s/Hzb+LgeLXlOeQcetnEk69S3lREt5Bg4nsswQ3325m+wQqFXXkPthJVvpG7B1bExIxHxtbH5N1f6Y8tQg/jeUHyMouoU2rcXz0r1ks+GiOdp1xhV5lZTWhgb0YM2E4q9YsM2v5ARITHzAgOpZ3P/6AN+Yv0J3DiKb79WmTiLt4geMJiTg1leLKDdJ/Iis+fJcDWzax4/JNPHx8teMauXcznrfGDGHi7DeY/cFiE8uvkXWff8zhDT+yYM022sf20443yJXIGxtY9tJEHt1PZcGGA/i1CdHOaeTsrxvY++9PiB4+gcnvf4Fcz5LV1NZzbPUX3D69nw79n2HYqwu0TLrmmnHWVpRyas0SasqeUFddTp/p7+IXpjN2+gE/eaOcR0lxPEq6StpvBxBVSuxcvWkR2Rf/9n1wDQjVKtefafnBNOAnr2mgLD+B/IxTVBQlIZHK8AiIxTd4ODJLd4O1mi2BKIqUFt4gJ+1X5I2V+AeNx9O3vxrBwv8h/P50WbNm1aLZL49AFNTK6OjkROaDxzzIfMSEZ4cgkTTlXvUcIxUWWFnJyM0tZPevB5n50iSsbfTqug1q+H1IuH6Dk4ePMeOVV7Tc+ipR73witG4bwqYfVyGTyYju1Uc7rhGlCC1bB7Nz/WpKnxTRZ9hI7bhG3Lx9KCsu4mFaMm3CO+Do5qF3Dd3Ctl1iuH7mOLd/O0u3oaOwtlFH3pUqEanUgvax/bh8aBe3zh4jZvg4ZFbWKPVuJiA0EhG4uGsDiCJBHaJ1tehICI7qRX11JdcObCY35TZtu/bB0sraAMWnuR9LaxtaRQ3A2smFrFuXuHNiOzl3r+DoFYCjh6/BMYgCTl4tCIjoQbu+E7B386e+ppzsW6d5EHeIgrTrFKTfoL6qFJVSiczaiYrCTB4nXuTB1T0knVqHtb0rdvpEHSYYfP0gpdGc/otCJdJYV05xdhw5d/fy4MbP1FcXUV9ThH/YMwR3eQV3/25YyuxNavlRidTXFpOZuJb8rGNY23jRut0cHXPv04bw+7vE2PKrREt27zrD5EkfsvfAvxk2olfTuCl7T2JiJhNHvchLr03jzXe03cJN1l46f5HXZ85i4edLmDBFTdJhrkHHWzOm8tuZ05y8nYSTi6uJ5Qf4/vNF/PLd16w7do6wyE4Gll+hUlFZVsqsAd3x8g9g+e7j2loFY+qu7LQklr4yjRZtw5j3/S9aBJ9GMu7c5ItZEwjv3pvXv1qHvhFUKFSIosiJDd9xesuP9Bw/g2Evz0MQBINUX9zBbRz5/hMEiZR+096gTcwgXHxaGOT5QWfdFY0N3DzyC9d2qcuZJVIpVnZOWNs7Y2XvRMdh0/EN7aZ3nNoSN9ZWkZt4lccpcRRn3qGuopjmJGzgi7TsOkH7svojll8URRpry6guyKKm/BG15bk01lVQkqPmXJDZuODiHYmbfzecvNohkVg0S+FVV11A/oPj1NXkU1uVjX+bsbh79EYQDOMF8BTl+f8uMaf8crmCVi3H0KlzGHsPfts0rlZo4yDg2GHTSUvN4EbKVW2XXWPlF0WRsYOGUZBfyPmEBCwtLc0qf3pyEq9NfY6xU6cze+48s8pfXVXJxB6d8W/Zih/2HzNUyiYFP3dwL0vefJlZCz9h7EtzDOZAR911fMuw1CcgAAAgAElEQVTPrP9sIZPf+YhRL84xabV9Ye8Ojm/+kbCoWMbN/dhEYURRZM83i7m0dzM9x89k1JwFJrRgx35aSvxBHfeAnbM7LSNjiJn4Ci4+agtsnMvPuhPHoa/eRDTqb9Bt4luE95+kew4zAT9RFKkpKyDx1DZyEk6iUjRgLBZWttg4eyOVWiKV2SJtQv9Z2blSX1WKsrEORWMtioY6lPJaFIpGGip1jLoWMjs8gnpgZeOKq38n7FwCUTUYgrMK7qubs3oHqdu1lRekkp95nLLCBASJFC//fngHDkJm7dos99//uf1/sqxZs2rRS7N18FQRKVKphIqKKjZuOMS06aNwdnbQuvLGpbzuHq6sX7ONVm2CiOjQTjuuERUWCIKAm4c7v6z5mcCgIMI7dDBx+wHcPDy5c/MGOzeuY/SkKdg66DAEGgMvs7LC1sGRSyeP4unrR4vgUL3zqBe1bBvK/Xt3OLlzK31GjTNh7NUY3dbtO5GdlsypXzcS0b03zp6GQSb/4HaU5OVy5tf12Ng5ENS+s/o6TTcsCAJhMX0of1LE1f1buHlyH6E9BmJj76i9n+CoXqRdPUt1mRqQKa+vpTg7HfeA1ni3VsN9lUZusYO7D27+rcm4dko3KAj4BHfENSAEqYVl03E6hZNIBFQqNae/zMYBr+BuBMeOo6oom6onakp1qaUV4YNnY+3ohYCg9kAa62ioLqW29BEAFXkpKBpr1QAhmQ0yWxdc/drj2boH/u1G0ipqKi07T8K9RRROHiHIbJwNWHsVjbWkx31P3v2jVBSngCAl/8FJcpJ/RdFYiXerIQR3fBUXj85aGLnEQmKW9ff/3P4/WaKiQsT46+u0v2uKenJzC2nTahzvzJ/BJ5+/2azlF0WRHp2GIbW05FzcCVO8f9N6URQZGtuP6upqzt68CRLdefRx/VlZWYyI7siI8c/y8bc6Nh99975BLmfOmGHkP8ph07lr2DW9JPSte3H+Y2YN7EG7qBgW/bzdoOBH3zpXlJWxcOJgRKWSJbtPYWmnB1pSqFCpVKx+/zUSzh3nxc+/p1O/YSauckOjgqWT+lJerMbC+waH077PcEJjB+Ps5UfihaPsWTZPu97B3ZuZ3+zFykaHNDTXqOP4d+/z4Lq6759bQFtKctPxa9cN98AwwnqPxcLGEMNlrqRXVKlIOr2etAvb8Q7pTrcpi82W9GqvbUwDboa5VyPGQb/yvHRSLn2NvN6QhMTRPRQXzyg8/Hsibao8NNkWmLH+/2f5/2RZs2bVopdnj9b+rinldXKyJ/NhIZkPchk7Xsf4Ymz5BUHAykrGLz//SkxsNIFBgSaWH2iy/t5sXruWoDZtCAnXMejqx5VsHRypqqxg54Z19B8xGjcPNQmkgXEUBNq0C2fn2h9oqK8juu/ApvPoFtk5OOLo4cPFg3uwlFlpq/ZAZ/kBLGRWtO3YlZqqCjr1GYSg1+NOY0kjew0iKf4Sl/ZsoW2X7jh56DwEhbyR4+u/Ycist4k7pKbxqiot5sGtK1w/vJ2OA5/Br20EN47uQN5Qj52zO9WlRWTfiSMgPAobBzUo0xwnv29oJ1IuHsSrTQdGv7cG//AYSnMzSP1tH0lnd1JZmIOtkwe2zh7a+9Xeu1LnnXi27oxri/b4t++LpY09KqVITeljKgsz1ZRhEgst+45ohE3QD/qJenUA8voqqp9kUvroFnlpp0m9tOr/ae+8w6Oqtjb+2zOTmWRSJr1BQighCb131FBFOgoKIkgRRQFBseIVFGwIioDSuzRpSpXekd576CkkIb0nU873x5kkM2mAV+D6Me/zzJOZffbZZ2XPrF3WXutdxF7bjslgza5UsXZ/Ktfpj6NzUIH/vvnLsn5OCSHBtpn/EaO0mR9g+47TvNB+KLPmjqVv/xeBkum7cnJy6dFxAGq1mtWblpc48wMYTCq6tWqFr78/Py34tcDyXzSiLzU5iQ71a1GzQSOmr1hjLi9+bDfpk/f5Y8kCZm3eQ5XqNYtl4skxmBg74GUuHP2LH9bvpFwl2ZGmNLpusD7Ss5wRE+LjWTR2JAl3I3nzu9l4Bcpt3Tx/kunD++BbKQTJZCLmWmGGokp1m/Lql7NQKFUc3bCM45tW8PK42cRev8jxTcuJvnyK1oM/ofpzndHnWcy+FjNqTnoKktCgNFOHGw0m0u5Fc2nvaq4e3Ig+J5MKdVvhU7kO5Wo+i8ZR5ge4H5nH1X2/cu1AYWozlcYRjZMHdg46QEKhUMlGOKFArXUjKzkKfXYqedlpGHIzAAm1owd5mYmo1E4olBrkUD9BXnYh1Vn5kC4EVnupROpuS+TP/JIkkZZ8ntg7W8lIj7AZ/B4lSjL45UNvUtOonuy+e/jEmkKDV5FgH4Apk+bzxZiv2LpvA3UaFJIvFg3n/XPDBob07l0miw/Akpm/sH3j7wwa9SHNwluXqPxpKSn0btkA/woVmbbuTxQKRbHAnsS4uwzr8Ay+FSry7cqNKFWqv6X8uXojCdF3+OGtnggEI35eiYe/zCB0Zv8OlowdjoOLK+mJhRmCA0Jr0/uLGQWzu+U5f1JsNJunjiHq4glCmrXj2dc/xd5sKzAWWU5bbwkslvY5mVw+sJGYy8eIvnAIhVKFX2hjguq1xb9aU0wmi0G4SJvpiffITIgkJyORrJR4cjISyc1IwqjPxZibjSQZkUwmTEYjWrdy5GUmYefggp2dM3b2LtjZ63Bw8cXByReNo5xxKF+Bc7OTSYk9S2rcRbwDW6LzCpNlL2MAMGTlkXTvGLFRW8nJisFO7Yo+L8Wm/I8SZSm/QdIw8+cVjHp3IhN/+JB3hvctKJfrFv64UlL11A1pTJPmjVn022KrNvJhlOyQJImu4eHExcay6+Q5NPb2JSp/bk4OXZs3RK3RsGL3ISSLJaOlgm9atZJNyxfzXOfudOs3qMSovv2bfue74YPp/e6HvDx8dDG+/pJou6G48gPEXL/ClKEv4+CsY8TPK9F5epOnN3L12AEWfPYWRn0eFWo2oFHHV/j9x8+oVLc57d/4EDe/gGKZefPy9Bz7YyEHV/yCVudBu6HjKV+9wQMrv3xNzqabHH2N68e2cufULrLTEnAvH4LWzQ/fkMb4BDdAZa+zuu+fcPQB633/w2TsATDlGcjOiCIp7gQp986QlRGJvdYf3/LtcPdqxMmDtj3/I0VRJ5/8PT/I+/XgkApMmriQPbuO8Eqfjri6uRTs4y339iq1lpzsHBbPW0rHrh3x8vYqaCMfEkqEEARUqMCiWbNwc/egbqPGxSi8AFQqFT4BgayYMxNXN3eq1StcTVju7YOrVWf7utX8+dsy2nTvWeIJQYWqoUTfvM71C2cJqFIVN5/CVF5F27N05rHcQ6uUCowmCWd3T4LrNWb/2l+5eGgXdcJfQKm2x6NcIEE16hFx4iD2Ti406dKXsOZt2L9yNqe2rSUgrC5OHtYBnRKC8mH1qFi3BbfOHObq4a2kxNymXLV6Vgy4lvYAhUJY7cONRhNCCBxcPPAJbkDVli/iVak2Qqkk+vwB7pzeQcSBVcRdPUJ2mnz+L28NlFZtFiXxzIdQihL3/RadV9hOKVb7wnblKM2s9Ejibu3g9qVfibm5ifSUCNy86+EX0InylXqidQpACAV372y07fkfJRrUryodPzaj1JkfwMe9JWlpmbi4OLHq96k0adG8oE7BKYBJQ3JSMnVDmtCjVw8mTf/eqg2wDul9pVNnLp87x56zF4sE6pis3r/TqzvnTh5n9aFTuHmWnGL7zq3bDGjTjFqNmjBh4coSo/pSU5MZ2akVQgh+WL8TtWUo8gPM/EWvXTxygK0LppGXm82gb+ehNXMa3r54mvmfvIFSZcdrE2ajVNuzbOxQUuNj6DJyPCEtCvPXWz43IzWdI6tncnrLMrRunjzb70Mq1pM9HUuK6S/oozJIPPOy9aTGXif2ylFiI46SGncTQ04WCIGzVwVc/UNw9Q9B5xeMxsUfpZ38XZVl8Yey3XyLzv6GrAwyUm6SnnSdjOQbZCTfIi8nGQS4uIXg7tMAN++62Kldit17Yv+bT8ey/0E4+IQQIeY6+agEfC5J0hRzeO8bQL5716eSJJWdZQNwcNBI6akbUNjJZ64lKX8573CSkuQkFyqVkh9//oJ+A3qa61uTeUydNJ2vxk5kz7HdhISFlKr8J46e5MuPRtP6hU4MGVV4DFY0pPfG1cu8/GxTuvXtzwff/mjxLOuw3rULZjPt84/48MdfaNtDtlMU9e2/cuo4n/buQqPWzzNyytxCG0Ypyg8lL/3zyy/+tZt5Y97GLyiYwd8vKBgAIq9HsPjTweRkpvHyZ9PwrRzKb1+N4tbZI4S/PprG3foXey7ISh577Tw753xJYuQ1qjRqQ/M+76F2dLeq96DKX9Tol5WeTHLkZZKjLpMYeYnUmCvoczJwC6hBcuR5NE4eaF390Lr5oXHyRqN1x87BCYVSi0otk4Eo7ewx5RiQTAZMRvmvUZ+LPjudvOwkslMTyMtOJDcrESFUJMWcIJ9oxN7RB0ddRVy9aqPzrIadxqXMI7+nSfkfioNPyP6Q0UBjSZJuW8b2P+RzpRXLxtDzlfYFZfkDQL7iurs0Izur8AhHrVFzJ/4YDg72xZQ/MSGJ+mFNad2uFXN+nVOq8htMSob1f5XdW/9k24mz+PgVLsWLDgBzf5jIstkzmLRkJTXMy/+iym8ymRjxYgfiY6KZum4rnr5+Vsqff8/a2dNYPHE8g8d+R7ver8vlf1P5AS4e3sP8MUPxDqzCkEkL0bq4kqs3kZYQx6Ixg0mMukX3D74jtEkrts6dSPXwbvhWCiv2XCic4Y0GPcf/WMDNk3tJvnubBl0HE/Zcz0LnnhL2/SXJC2UH+OTlGMhMiiYj4Q5pcbfISokhKyWWrOQYTIY8DLmZFIXOL4zUu5eKlSvtHDHq5foqtRMarQfOnlVRqRxxdquMk1sl7DTOD2z1h6dL+R+KjEMI0Q4YK0lSc/PncfwN5be3V0u1alXir8OzCymaLZTfZDLhqC7s/woV/JkxfyLNWzY01y1O4/XNF9/zw7c/sevwTqrXql7qAHDj+h3aNaxDl16v8PV0C3LNIsqfmZFOj2YN0Ll7sHDrXlQqVYl5+u5cu8rH/XsRWCWE8fOXyb72RWZ/k8nE+EG9uXDsLyas2ExQaPWHsvhbIv/apSN7mffJW3hXqMygifNRO8rON9npqayfOpaIEwdp1mMALV95k7wiS+iSfPzzkRB5g4PLpnD7zAFcvANo+vJIAms1/9vKL18vm7+/4H9NT0efnYohNwt9bgb6rEwMebJymwy5YFQgFCoUShVCUqDSOKF2cEXj6AEGlVW79zP8WXH8PyHlf9Lx/D6SJN0FMP/1vk/9V4CiGS+HCSHOCiHmCyFKpfASQgwRQhwXQhx31Npz7NgV9u8/U6yeSuQihODFnm15481edOz8HPfuJRFWrUoJrRZi6Ig3cNG5MHHC92XWC6xYkf5vvc2apUu4eLb48/Ph6OTMB19NJOLCOVbNm1lqvcAqVekx8C2O7NrGlhUl5/JTKBS8O2k6IfUaM3nEQDLTUlEp5a8+7s4tdq36tdg9+ZOCxk5Z7BpAWONn6T9hBlpnV2aPeo0cM522g7OOHh98R0jjcHYvmcraiR+ikPSlyl8Ubn4V6PT+j3R6fwpCCLZOe5/tMz4mNfZGqfeoVP/Mz1jj7IyDzhdn70q4B9TCq1Jj/EJb4RfainI1OuAX0hrf4GfxrtQcr8pNcfWthlbnX+DB93ehtC+5jx81/hUcfuZraiAGqC5JUpy5zAdIQN5gjQf8JEkaeD+Z6tULlrw8dWidtKxZ8xVQ8r4f4Pz5W4x4ezxtXwjn/Q/fNNctmcBz0tdTmT9rAUvWLKZmvSYF5UWX/mkpKYTXqUFIjRos/H0TCoWiRCovSZIY3qcnJw8dYOX+Y3j4WVvs82d/k8nE6D7duXTqBLP+3ItH+SCL5xW2e/nkUca82p3azZ/jw18WY5JgwfhP2L5iIW9/P5OGbeWQ4cN/rufAHyt5Z9Ic7DT2ZRoELx49yMLPhuKoc6P/1/PwKFdB/h8MRg6umsvOhT9SLqQW3T/+CSc3Mz9+KUt/sD7vNxr0nNqygqiLR4i+eJTKDdtSt+NgXLzLm+97tKw+8HCuvmUd+z3o0v//1cwvSVIbSZJqlPD6A4gzL/cx/40vo6kOwMl8xTe3HSdJklGSszHMARo9iEwKhYImTarx+7r9XL58u8y61apXwdvHnZ++n0NKSlqZdd8YNgS1nR3jP5tQJtuMi6srH4z7kpTEJHZs2lBqPSEEo7+WdzSLp/+IsgRGmPz/Z/Sk6ShVSr4b9TZGi8g4laLwKw6t14j+H3/JyT3bWTtzCgCvfjiW4DoNmPufkdy8IK9EJKOBC3/tZd7nIzEVibIrOstWqduEN39YTG5WBnPff5XYG1cAsFMpadHrDXp9NpX4WxFsmT6WmKvn5DaUD/azU6rsqNWuD63e+JLa7fty69Re1nzRm4NLvyMzuayfijVUKuuZ1ZCXTeyVg+RmJD/UqkFhr7p/pVKg1FjLIIqsqJ7E7P+kl/3rgf7m9/2BktPYyuhNkSV//sBhRnfg/IM+eNg7XbG3VzN50or71v14zFukpqYzY+oiABSieEpnAGdnJ4aOepuDew+yd8euMtt8qW8/TJKJbz79iJxs60y2dopCJQ+qGMTbY8axesEcdm34vdT2vP3LMfzLiUiSxO+zp5Zar32fAbTs8hKrpk3k1L6dqDX2vPfTfFzcPJg6ciDJcXdp2rEHPUd+xomdm1kxadx9abMCQmoy9KdlKJVKFn06iNvnjxdcC2vWhoGTl5IYc4uln/bn1J+/ldmeUlVcCewddTR68R1e+XoNoc90J+KvTeye9zlHfptE+j05Mu9hlDgl+jIn10xg59Q+7JkxkHObJhN5ajNpsddAYbx/A2YIVckKnJeTSszVP8nJvP8AZTIZyEi9QeydHdy4PPe+9f9JPGmDnwfwGxAI3AF6SpKUJITwB+ZKkvSCuZ4WiAQqSZKUanH/EqAO8rL/FvBmvg2hLOR7+L0zbCpz523h+o2V+PpZBK6U4Mvfu+co9u4+ytmIXbi6upS69M/JNdG8TgucnZ3589C+Alagkog8D+/fR5+O7Rn20aeM+OSzEpf+AFm5egZ3bE1sVCS/7jmCq4dMa51XxLKvNxr59t232LNhLd8sX0/1hk3Mz7OO68/NzmLyiEEkx99lxA9z8AuqzJ2rlxj3ameqN32GweOnoFI7sGrKBLb9Optub39Im9eGFspveexmsXxNjo1m3fQJXDu2nx6jvyWsZWEykez0FFZ/9yE3Th6gRngXWr/xKXaawsQmpS39i18zkZF4l0t713Jh929IRiMBtZ+leus+6PyCrfujlKW/0ZBH4u2rJEddIDnqEslRF8nLSkHrEUBWYhQOOh8c3QPkl0cgagd31Fo3NFo3lGotkkW7lkv/7PR4Is+uJ+7mHiSTgYBqPQgI6SY/X59FbuY9slJjyc1KIC83hYzka2Sm3UYyyZOJ2t6dvJykp8Pa/6SQr/zXr8dQNfR1Ro9+hW++favYcR8UKv+Z05dp1rAXn/xnOB//Z1ipym+SVKz9bR1DXx/KtHmz6PFKL6Bk5QcYPqAfOzZtYMuRU3iXDygoL0rqce3SBfq3e4ZWnbszdvpsq2uF7ZrITE/j7Y6t0OflMXXTHpxd3YoF/+QZJOKj7vBJz+dx0rnyxbKNOOlcObFvFz+9O4Cwhs0ZMWU+Jkkwf+wokmKjqdemCy17vCo/x2BCn5tLTlY6zm6e1gNAYiLLxg3j9oUTtB34Pk1fHFhwopKTo+fgb7M4sHIGPkEhdBz1He7lgmSZcuWcfttnfE7lRq0JqtOyUN5SHH6yUhM5t30FVw/+gT4ngwp1WxFQOxz/sKYolKoHtvpLkkR6Qgxp8dfJuHebzMRIMhLukJUcjZNXEOlx1wrqKlRq1A5uOLoHYchJQyhV5GYkkZt5D1ORBCB2GhcUSg0aB3fSEq8UuaZDo/XByaUiTrpKOOkqobZ34+j2wTb33keJfPded3dnUtNz+HXJVgYM7FjAa6cQRouwXBMSCnx9PYmNS+Gvg8fp3K1tQV2wNgBKKAgJC2Hfrr3cuR3J8507olKprF2ILUg9atVvwNK5s0hOSiTczNEn1ymUV6kQ6Dy8kEwmVs2bRUjN2gRWNid/sPIslVBrNFSr35DfF8wm8vpVWnbshlKhKEbs4eiio2qd+mxePIcb50/T7IXulKtYGa3OnW1L55JyL5baz7Sjdss2nNm7nZ3L5+LhH0D54GooFIJFX4xkx5KZ1GrZFjuLGH0HrZZqz3Yk6e4d/lq3mIzkBKo0aIFQKFCplJQLq49/1ZokRN5g/7KpOLl54RUUgskokZ2ewokNCzmzdTlJUdfxq1oHtYNjMeKPfNdbO3st3pXrUbVFNzRaF9ITormwfTE3jm3BkJuNq28ACoscjJbuvEqVwioEWKlxwskzEPfAWviGtqBc9fZUaPiSbPWv3AT3cnVw8Q3F0bU8dhpHFEoNhrxMJKOevKwkjPqsYr8zjaMnzh6VcdJVxM23Nr5B4ZSr2onywS9SrkoXvANa4updAwcH3wKSj+gb6x+be+/Tqfyzpo0bMkRWNB8/byZPXoHWQcMzz9YvqFM0hh8gMNCH8WOnA/Bc6xaFdYsovxCCwKBAvhn7NVqtlsbNm5aq/FpnF3Sursyc/D01a9ehQhVZqZXFUnhDzQaNuXLuDEf37uKZ5zth7+BgpfwKITBJEp4+fmjsHVi/aA6efuWoXL1Wiaw+Xv7lcffxZfOi2WSlp1GnZSsCQmsimYxsXzoPCYlqjVpQN7w9N86fYtfK+fgGVcGvUlWc3Lw49MdyTu/aRO1n26HRWpCZCiVhzdtiNORxbu8Woi+fpVLdZgWEnm5+gQRUr0/MlbOc3LSU22f+omLdJmh1XlQP74ZKbc+F3eu4sHstGq0LvpXDsFy8SEWUGKHCq2JNKtR5Dp1/FbKS47hxdBNXD6wmPSEKhVKFo5sfSpWqxPh/KO7rr1ApwAR29s7yNsAtEJ1vKO6BdfCq3BSPcvXxDQ7Hr2prAmp2JbBGd7QufqQn3igYCALCuhFUuzc6n2o4u1bB3skHlZ0jCmGdrtvyi7Yp/yPG7NmFyu/ro+Pk6essXbqNN4Z0R6uVv5iSlN/bx4OIiCiWLVnHa693x9GcbEMhjAUDQP5KITAokAtnL7Bq2Up69e2Ds7O2YABQCKlgAFAIQdUatdi+cT3bN67npddex66AF7BQZqMESqWSoOAQ5k7+lrt3bhPeqStKhSg2+wOE1W1AfOxdfvvlR+q2DMfdp/C0VakQBQNAxWo1yUxP5/LxwxgNBoKq1ya0QTMSY2PYsWwenv4BBFWrRb1WHbhy4i/2/LaQ8lWrUa1xS4LrNePwxpWc2P47oU3CcTS7+hrNhCCV6zbDyc2TA6vncfHAVirVaYLGST7J1WidqPFcZwxGA5f3b+HkpqXcOLGXpOibOHv4ULVJOzKS73HzxB5untqLm18lHN3kwKmSAn0AhEKBq28QgXXbUqFeWxRKO7KS47m0ewk3jqwnKzkOlb0jDs5yOK7l7A8ls/qmxV8n6uwW8+yeh1KlQalSI1QK64AfCRzdAvEPaYfaQUdOegK+lVqhcfTEqM8hJmIbV49OI/72AcqFtLdi9xVKBZLRiD4vldjb22yBPY8S+YE9+di28yzt271H7dpVOH5SdpQpLXPP1WtxNKzZgQFvvMzEKV8WlJfE4X/z+k1a1nuGF3u/zOQZ00rd9xtMEiePHOaV9q3o//ZwPhj/DWC974fC/f2CKd8z89vxjPt5Lm27v1Ri3D9AWkoyQ18IR5IkftqwC63OtbAti0i0vDw9U0YO5sSebbz303xqtGyDQa9n+ffj2L1qMYMnTKNR+y5kZ6Tz07v9Mej1PD9gOGFNwom+dolfRvbD2d2T3mMm41cpn/O/UI6b506w8qsR6HOy6fHBRILMwTsgn/nvXzqNI2uLW7o7vPs9RoOe/b9OIjstmarNOtGwx1toXTwe2OPPaNATfeEId87s5O6lQxj1uWhdffCv8Sy+VRvj5B2CwiL5RtFz/zsnNnN51wyrDL529i44e8lOX2p7nRzr76DDTu0ie/8JmcMx/d5tMlNuk3z3NCajTCqqUKoJrPYSJqOBnPR4crPvkZudSG52Qr7hz2bwe5QoqvwmocZe0wq93kD//h2Z/ssH2NtrShwADJKGUcPGsmTBGo6c3UrFSrJTS2kJPMZ+MoFZU39my/7dVKtT+J2WxOT7n5HDWL1kESt27COslpwZtyQ2X4PBwJCu7blz7SpLdv2FrggJp+UAcP7UST7o1ZFaTVowZs7SAlpvsB4AMtIzmDDgRaKuXeajOauoVLMuudnZ/PBOX66fOcGb382g7nPtSUpIZPrIfsRcu8yA8dOp0aINsTcjWPHdx8TdvsHrX82kYs0GxdJ2J8XFsHL8CGIiztNqwAc07NwXYT4JMRhNrPryLW6f+augvlbnwWuT16FSO5CXncHxP+ZzZutylGoN9ToNonr4SyAK+7msYB+QDXz63CxiLh4k7tpJos7tQjIasHNwxrtyI7yDG+NZsS5CpbW6z5hrwGTUk50aR1ZKNJmJMWSnxJCXnUZOejx5WSnoc1KRTEacvYJJvxfBg8De0RuDPguNgycaBy80Wk/UanduX15qU/5HiQb1q0rHj0wH84hvEmpCqvbh2jX5zLhWrSqsWvMtgRUrFdxjqdB3olIY8voH+Pp5M3vRlILykgaAtNQ0BvR5AwcHBxb8tgwTaov61gNAakoyL7V6hup16/H1L3NQqVQlKj/AzWsRvN62JeGdu/HpD9MxSMKiLWtyj81LF/DLfz6gz7sf0mu4RTRhEXaf1MQEPu/TkdysTIpVP6IAABLKSURBVMYsXo93+QpkZ6QzrncH4iNv8exLr9Hj3c/Jzc5i+ruvEXn5POEvD6TLO5+QeDeKGe+9TnJcNJ2Hfkyzbn2Lpe7W5+awY/5kTm5dQ2CNBnQe+Q0OLq4YjCbib15m8ejCBKggqN+5H/W7DsZOLW/FUu7eZt+vP6DPySIjKY56nd+gcsN2BYPIw/j7Z2ekEX/9BLFXDhN39Sj67DR0/vKqxa18DdwCauJWvjoqjfa+RB+SJGHUZ6HPSceYm43JZMRkzCPtXgSpdy+RfPc0kiQ/306jo26bb1Gq7BEKZTHPvyObB9is/Y8Ss2dPGzfkjRdAyD8agZHZczZx757MwBoXl8SihRvpN6ArTk7yTGBJ4uHorONaxC3mzlpG+xfC8fP3AYob/gA09hry9BIzp0wjMCiIsJq1C+oUpfK2t3fA09uHad9MwNHZmbqNmlgZ/iz3927uHnj5+TNv8jc4OTsTVq+RRVsWhBwKQcXqtUlPTeHgFlmh83n9LL1sFQqB2t6B2i3C2b16GXF3bhDasDlOOldqNg9n18qF3Lp4hr2rFpGTmUH4ywM4sWMj108f5eifa1Fr7Al/eRDnD+zgzJ7NXDi4AxcPH1w8fVCq7FAoBEKhpEqDlmhdXDmxeQUX9m7EP6Q2rl5+OOg8SIy6QWLkdRp2fwM3v0CiLh7n3I5VuPkFofMuj72zKxUbtEOr8yLu2hku71vLlYMbyEyKxdHNl9ysTIx5ORgNeuw09ljOa0X390KhwsW7Av5hzanS7EXcAuugUCrJTokn7spB7l7cxc2ja0iNjSAl+iJ5mcmAQO3oDBbfm1ApwCihUKqx0zihdnRDba/D3tETnXdVOQ4g8FlMxjwyUm5hr/XEP7iDnKUHMxmIhVzREX/Y9vyPEkVnfoDQ6gO5cvlOwee27Rqzes23qB0KqaAsl/5paRnUDWtLaLVg1m9dKvPBl7L0zzPa0aVVe6Ju32H3qVO46OQ2LWd++bPM+vJO31fYv3M7a/b+RVCV4FJnf73RyKeD+nJo5zZmb9hOxeq1Ldqynv1zc7L5sFdHYm7dYOLqPwmoIueoL4nbL+LMSb4a+CJ+FYP5aM5vODg5s3zyeLYtmWWuKQCJ0MbPcPnIPqv/watCZRKjbssMuYBCqSKoZgOade9P5YaFe/2YiAv89vVI0hPiCO//HnVe6EN2WjLXju2hRnhXDAaIPH+UXfO+IjUukuCm7WnRZxRanYfsE2Aycf3YDvYs+BLJWNzjMvTZXjToPqzMWP/SfP6N+hwS7lwi+c5ZcjOTib28D2Oe7IUpFCqcPAJx8Q1D7aDDQeeLg4svGnsv7DQyQUtpPv85mfdAktBoPKyvW8j1OGf+p1v5oWAAqFPvLc6cuYa3txuZmTncvP07bm4upRr+DJKGOTOWMvrdL1m2ZjYdOrWWy0sZAE6cuEjHZ1ozcOibjJ1YGIFc0t4/PvYuLzSuT5WwMBZu2IoRa59+ywEgMSGB/m1bYO+gZdbm3TiYGYKKOvbkGiXuxUQzqmsbtM7OTFy7FScXXancfqf27eSH4a8TXKch7/28hMhrEYx/tYNV3U5vvs/p3X8SdfVCQZnKTk3LngPYvWyWVd2Qxs/R98uZVkE9qUlJbJz6GbmZ6agdnGj39lgcdWbvRYt0XsfXz+f4+oWo1Bqa9hpOlaadCox0uVkZrBnXp5ivf+Neowlu1qXE5X/89VPcPLYR/xrh+FRpgMLMGVBauK8kmchOiSUl6irp8ddJv3eDnLQEslKirOrrfMLQ56ZjZ++MnTqf9NMFO40OyWBCKJQIhUr+a1JgMhkwGXIwGnMx5GZjMuZx98YWm/I/SpSk/Jcu3SbXoECSJOrXG8RXXw/lgw9fK1P59Xo9Tep0wt3DnU07l5tj7kuv/9GIUSxfuITNBw8SVqOGXF6C8gOsXbqEj995kzHf/UDvwUNKnf0NJhMnD+1nRM8udOjVhw8mTbe6lo/8GP8Lxw4zpm93ajVtWWAALI3Z9+DGtfz80TvUfa49b38/k9EdGpOaICuZSq3h/dmruXryMOumflXYt+260XHoJ0zo2QKjQQ7lVdqpeeeXdXgFVi4W0ZeTa+DEpmXsXvQDGkdnOgwbT8W6MmWapWdfQuR19i78DpPRgD4niya9RuIXImcTykiKY/XY3uhzCh1t3MqHUKt9P8pXb261vdHnGrl9ajtnN88gLysVOwdn/MNaUK5WOB6BNTAarAfaspJ76LOyyU6LlV+psRiys8lMvoU+J01+Zaehz83AwcWP7DTr9O9al/JkpVkPHkJhh2TS2/b8jxKzZ08dN+QNM6+cee/l5eWKt68Xvr7uxMYm8vP0NQwY2BkXJ3Uxbz+Qz/aFQk3FSoHM/mUJOlcX6jesXeKZf379uo2acur4cbZt3ECv1/ohhCh25p+v46E1axEXG8uaJQtp1aEjzq6Fkc5FHXt8ygeCEJw7dhi1vT2Vw+SBpeje3yiBd7nyuHp6ce7oIe5FR1G7+TPF9v759wVWDcPexZWdKxaSk5WBT4VK3Lxwmi5vvkd85C3O7NtGo3ZdOb5tPUqVHVXrN+Pc/m1oNBq0OnfibkWgdtBiMhq4duIgVeq3wMnVrRh5qH/VWgQ3CufmyQMc37CEnMx0Aqo3sLKzaHXuVG3WATt7e26e2s/5nStJjr6OZ1A1nD39cPIox62TcjBVaMvupMTeJDX2Jhd2LkMIBTqfCihUdihVCpy9KhLc/EU8AqphMhqIvrCP2EuHuH5oDekJd0AyoXH2RKmyIy8nm/T4GyTeOkly1FmcPCoWpB9X2tlhp9Hh6FYenW8obgE18Apogm9wOOXCniegVlcCq3fDu3JLylfrRLmwDvhWbItflba4l2+Mf9XnKRfciYDQbgRWe4mA0G5EXl73dOz5hRA9gXFAGNBIkqTjpdR7HvgJmX51riRJ35rL78sBWBIa1A+Wjh/5ubDAYu9vEmquXo2kRvV+DHmzG1OnjS5z9pckia4dBnDm1EVOXNiJu4dbmbP/b78uZ9Sbb/P1Tz/Rd9AgubyU2T82OoqOTRtSOTSMRRu3YhKFylB09jcYDIzo2ZkrZ88wY+NOgqqGFlzLhyXDz8wvPmHjojkMnTCJ9q/0K5PXf/2CmayY9AUtuvSi1SsDCahajYSYSOZ9PpKoiMu06P4qNZqHU6F6fbYumMqu5XMJDKtFZloKPT/4Bn1OFtuXzCDq8lleHvMjQXWaWrWfT++tz81hz5IpnNqyksCajWjRexjuAaFWdY0GI4a8HE5t/pWTGxchmUzU7TSQauEvcmL9PNLiI2kzdCK52blEnt3Hxd0rSbxzCbWDM5WbdCK4eXe0rt5WS/ycrEwSbp4i+twe4iKOoc/JAEAIBZJk3RdNX5+GVhdoVfZPxfwDHFrX7+lY9gshwpBTnswCRpek/GbevqtAWyAKOAb0liTp4sNyAObjfsoPMPStScyfv4nzF1dQuXL5Us/8AS6ev0rzBl0Z9OarTJwyrlTlBzkpSK8XunL+zBl2nTyFt498UlDaALBm+TI+GTqYUZ9/Sb/howrKi0b0GUwm7sXe5fW2LdF5eDJjww4ctI4l7v0BjAYDXwzuw+mDexk7fwVhjZ+xbs9iAMjJM7B2+kQ2zptG61de5+X3v0AIQVJsDJPf7k1KfCxvTpxDSMPmGAwm9qycz+/TvyKoRj36j5+Bo86NxOg7LPjPUO7duU77wR/QqGu/goAfsE7ucf3UX2yZNobMlCQadRtA/a6DURVk7ymsl5EUz6GVPxNz5QSGnGxqtu9LtedeQmU+Gszn90+4dZ5Le1YReXYf7oFhODi7U6FeB3yCGyDM332+8c9kNBAXcZRzm2eQnVqYpRdkY19om7fQ+dVAq/MtpIB7CJ5/KHsAeGqUv0AIIfZQuvI3BcZJktTe/PkTAEmSvnlYDsB8NKgfLB0/+COoCs/cLc/8AWJiEqga3JuuXZ9hydIvy5z9AUa/+yXzZ69g37ENVKseUubsfz3iGm0aNef5Ll2YvnChXF6K8kuSxDuv9Wbvtj9ZsWMflcKqF1wrybPv2L49jOrdnTY9evHJjzPMpxAlz/5Z6emM7vkCCXej+W7VZnyCCkNii+3N8wys/HECWxfPol3fIbz07hiEEKQl3mPS0D7ci7rJ4K9nENr4OQBO797MrxPex82nHIO+nYu7XwBpaems/f5jLh7cTu3WXeg4bBx2GllRiyb3yEhLYfeC77mwez3u5SvT9q0v8KkkZ0QuGvJ7N+ISx36fSeS5QzjoPKnbcSBVm3VCoVRZnf2nxEdz+9ROru5bTW5mClpXb4Lqd6BC/Q5odV7FrP+3TmznzIZJ5J8ZKlRqTIY8XMtVIzMpGhefYPOrCk4ela1Phv7mAPA4lf9Jk3k8CMohx/LnI8pcBg/PAXhfKCQ5LNPf35ORI3tx7XoUOTm5qETxnO+W+PTz4Xh6uXPq+Ln7PqNycBVGfPg+ly+cJz1NZgdSWZBIqCzIPIQQfD75J1zd3Dl+cL9VO2qlsLhH/iobPvMcA9/7iHNH/yItOcnqGoDG4h6tszOfzfkVtUbDke1bUKss2ivCtiOE4OVRn9Gm9wAOb1lHepKcftvFw4t3f1mOf+VQdvw6C6W5/TrhLzD0h8VkpCRxdPMqua6LMy9/9hOt+7/L2d0buX3uWKFcautjT3tHFzoMG0+PT6eTl5XO7vlfF5CAFCX88AisyvMjfqDTBzNx8fLn0LKJRJ4/JPeRpnDgdfUuR/XWfenyn1U0e20czt6BXNy5iIOLPpH/5yLtlqvRino9xhSsDmp0HE2zQTMoX7sDXpUbkpMez80jKzizfjwHF7xOXlZhpt6irD+lEX8UXC+FK/FR4oly+JmpvO438/cE2kuSNNj8+TVk+8BwIUTKQ3AADgGGmD/W4CFYf54gPJE5Cv/XYZPzn0OIJEnO96/23+Pvk5I9ICRJavNfNhEFBFh8Lo9M5AlmDkCLZX+pvEmSJM0GZgMIIY4/rqXVfwObnP8s/g1yCiFKNHo/Cvwblv3HgGAhREUzg+8ryNx/8HAcgDbYYIMFnqjyCyG6CyGigKbAJiHEVnO5vxBiM4AkSQZgGLAVuAT8JklSvkvZt0BbIUQE8mnAt4/7f7DBhn8rHvmyvyxIkrQOWFdCeQzwgsXnzUCxHHySJCUCrf/Gox+LE8U/AJuc/yz+DXI+Nhn/J476bLDBhsePf8Oe3wYbbHgEeCqUXwjRUwhxQQhhEkKUau0VQjwvhLgihLhm9hh8rBBCuAshtgshIsx/Szu2vCWEOCeEOP24rMP36xshY6r5+lkhRL3HIdffkPM5IUSque9OCyE+fwIyzhdCxAshSjxufmx9KUnS//sXcuxACLAHaFBKHSVwHagEqIEzQLXHLOdE4GPz+4+B70qpdwvwfIxy3bdvkG00W5CD/ZsAR57A9/wgcj4HbHxSv0WzDM8A9YDzpVx/LH35VMz8kiRdkiTpyn2qNQKuSZJ0Q5KkPGAF0PXRS2eFrsAi8/tFQLfH/PzS8CB90xVYLMk4DLgWSaf2vyLnE4ckSfuApDKqPJa+fCqU/wFRlhvx48KDuitLwDYhxAmz5+KjxoP0zf9C/z2oDE2FEGeEEFuEENVLuP6k8Vj68oke9f2TeBA34vs1UULZP34Ucp+U5Q+K5pIkxQghvIHtQojL5tnkUeFB+uax9N998CAynAQqSJKUIYR4AfgdCC5+2xPFY+nL/zfKLz1aN+J/DGXJKYR4IHdlSfaDQJKkeCHEOuTl7qNU/gfpm8fSf/fBfWWQJCnN4v1mIcQvQghPSZL+l3z+H0tf2pb9hSjLjfhx4b7uykIIRyGEc/57oB2PPkjpQfpmPdDPbKluAqRKD5Ax+XHLKYTwFeZAfCFEI2QdSHzMct4Pj6cvn6TV8zFaV7sjj6a5QByw1VzuD2wuYmW9imwxHvME5PQAdgIR5r/uReVEtmSfMb8uPC45S+ob4C3gLfN7Afxsvn6OUk5V/gfkHGbutzPAYaDZE5BxOXAX0Jt/l4OeRF/aPPxssOEphW3Zb4MNTylsym+DDU8pbMpvgw1PKWzKb4MNTylsym+DDU8pbMpvgw1PKWzKb4MNTylsym/D34YQIlgIsUcIcVwIMVEIce1Jy2TDg8Om/Db8LQg5jdpi4D1JpsN2QPacs+Ffgv83gT02PHZ0Ay5KknTS/PkSkFJGfRv+x2Cb+W34u6gLnLb4XBvZX96Gfwlsym/D30UiEAoghGgM9APOPlGJbHgo2AJ7bPhbEEJ4ApsALXJOhVeBQKloQnsb/mdhU34b/msIIQKA1ZIkNX7Sstjw4LAt+234J1Ab25L/XwfbzG+DDU8pbDO/DTY8pbApvw02PKWwKb8NNjylsCm/DTY8pbApvw02PKWwKb8NNjylsCm/DTY8pbApvw02PKX4Pxr+oWYDW9nYAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot Lagrangian and learned vector field\n", + "n_grid = 50\n", + "x = torch.linspace(-1,1,n_grid)\n", + "Q, P = torch.meshgrid(x,x)\n", + "H, U, V = torch.zeros(Q.shape), torch.zeros(Q.shape), torch.zeros(Q.shape)\n", + "for i in range(n_grid):\n", + " for j in range(n_grid):\n", + " x = torch.cat([Q[i,j].reshape(1,1),P[i,j].reshape(1,1)],1).to(device)\n", + " H[i,j] = model.defunc.m.L(x).detach().cpu()\n", + " O = model.defunc(0,x).detach().cpu()\n", + " U[i,j], V[i,j] = O[0,0], O[0,1]\n", + " \n", + "fig = plt.figure(figsize=(3,3))\n", + "ax = fig.add_subplot(111)\n", + "ax.contourf(Q,P,H,100,cmap='RdYlBu')\n", + "ax.streamplot(Q.T.numpy(),P.T.numpy(),U.T.numpy(),V.T.numpy(), color='black')\n", + "ax.set_xlim([Q.min(),Q.max()])\n", + "ax.set_ylim([P.min(),P.max()])\n", + "ax.set_xlabel(r\"$q$\")\n", + "ax.set_ylabel(r\"$p$\")\n", + "ax.set_title(\"Learned Lagrangian & Vector Field\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/10_stable_neural_odes.ipynb b/docs/tutorials/10_stable_neural_odes.ipynb new file mode 100644 index 0000000..c76b920 --- /dev/null +++ b/docs/tutorials/10_stable_neural_odes.ipynb @@ -0,0 +1,499 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Stable Neural ODEs (*Stable Neural Flows*)\n", + "\n", + "First introduce in [Massaroli, Poli et al, 2020](https://arxiv.org/abs/2003.08063) *Stable Neural FLows* represent a stable variant of Neural ODEs. Their most simple realization has the general nural ODE form\n", + "\n", + "$$\n", + " \\begin{aligned}\n", + " &\\bf{\\dot z} = -\\nabla_z\\varepsilon(s, x, z, \\theta)\\\\\n", + " &{\\bf z}(0) = h_x(\\bf x)\n", + " \\end{aligned}\n", + "$$\n", + "\n", + "where $\\varepsilon(x, z, \\theta)$ is a neural network.\n", + "\n", + "They can be used both as general-purpose modules (e.g. classification, continuous normalizing flows) or, thanks to their unique structure, they can be employed to learn dynamical systems in a similar fashion to Lagrangian/Hamiltonian-inspired models" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.append('../')\n", + "from torchdyn.models import *\n", + "from torchdyn import *\n", + "from torchdyn.datasets import *" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Vanilla Version of stable neural flows\n", + "class Stable(nn.Module):\n", + " \"\"\"Stable Neural Flow\"\"\"\n", + " def __init__(self, net, depthvar=False, controlled=False):\n", + " super().__init__()\n", + " self.net, self.depthvar, self.controlled = net, depthvar, controlled\n", + " \n", + " def forward(self, x):\n", + " with torch.set_grad_enabled(True):\n", + " bs, n = x.shape[0], x.shape[1] // 2\n", + " x = x.requires_grad_(True)\n", + " eps = self.net(x).sum()\n", + " out = -torch.autograd.grad(eps, x, allow_unused=False, create_graph=True)[0] \n", + " out = out[:,:-1] if self.depthvar else out\n", + " out = out[:,:-2] if self.controlled else out\n", + " return out" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Learninig Dynamical Systems\n", + "\n", + "Stable neural flows variants in a (autonomous) [port--Hamiltonian](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.366.3380&rep=rep1&type=pdf) form \n", + "\n", + "$$\n", + " \\bf{\\dot z} = F({\\bf z})\\nabla_z\\varepsilon(z)\n", + "$$\n", + "\n", + "generalizes the Hamiltonian paradigm to modeling multi-physics systems. They obey to the *power balance equation*\n", + "\n", + "$$\n", + " \\frac{d \\varepsilon}{d t} = (\\nabla\\varepsilon)^\\top {\\bf F(z)}\\nabla\\varepsilon\n", + "$$\n", + "\n", + "Therefore, if one wants to learn e.g. some conservative process (of any nature), it is sufficient to introduce the inductive bias on $\\bf F$ to be a skew-symmetric matrix such that $\\dot \\varepsilon = 0$. \n", + "\n", + "Here, we showcase the capibilities of stable neural flows (in port-Hamiltonian form) in such tasks." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Conservative variant of stable neural flow\n", + "class ConservativeStable(nn.Module):\n", + " \"\"\"Conservative Stable Neural Flow\"\"\"\n", + " def __init__(self, net, depthvar=False, controlled=False):\n", + " super().__init__()\n", + " self.net, self.depthvar, self.controlled = net, depthvar, controlled\n", + " self.M = torch.nn.Parameter(torch.randn(2,2)).to(device)\n", + " \n", + " # impose the system matrix to be skew symmetric\n", + " def Skew(self):\n", + " return .5*(self.M - self.M.T)\n", + "\n", + " def forward(self, x):\n", + " with torch.set_grad_enabled(True):\n", + " bs, n = x.shape[0], x.shape[1] // 2\n", + " x = x.requires_grad_(True)\n", + " eps = self.net(x).sum()\n", + " out = -torch.autograd.grad(eps, x, allow_unused=False, create_graph=True)[0] \n", + " #self.out = out\n", + " out = out[:,:-1] if self.depthvar else out\n", + " out = out[:,:-2] if self.controlled else out\n", + " return out @ self.Skew()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We aim at using a stable neural ODE learning the following conservative nonlinear dynamical system\n", + "$$ \n", + " \\begin{bmatrix}\n", + " \\dot x\\\\\n", + " \\dot v\n", + " \\end{bmatrix} =\n", + " \\begin{bmatrix}\n", + " v(t)\\\\\n", + " \\pi\\left[\\cos\\left(\\pi x(t) - \\frac{\\pi}{2}\\right) - x(t)\\right]\n", + " \\end{bmatrix} \n", + "$$\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# We use this class to simulate through torchdyn the above nonlinear system\n", + "class odefunc(nn.Module):\n", + " def __init__(self, sys):\n", + " super().__init__()\n", + " self.sys = sys\n", + " def forward(self, x):\n", + " return self.sys(x)\n", + "## nonlinear conservative vector field \n", + "def sys(x):\n", + " dxdt = x[:,1]\n", + " dydt = 1*np.pi*torch.cos(np.pi*x[:,0]-np.pi/2) - np.pi*x[:,0]# - .5*np.pi*x[:,1]\n", + " return torch.cat([dxdt[:,None], dydt[:,None]], 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# define the system model just like a neural ODE\n", + "system = NeuralDE(odefunc(sys))\n", + "x0, t_span = torch.randn(1000,2), torch.linspace(0, 2, 100)\n", + "# simulate the system\n", + "traj = system.trajectory(x0, t_span)\n", + "\n", + "# plot the trajectories\n", + "for i in range(len(x0)):\n", + " plt.plot(traj[:,i,0], traj[:,i,1], color='blue', alpha=.1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Train the conservative stable neural flow" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import torch.utils.data as data\n", + "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n", + "# Data\n", + "vf = odefunc(sys)\n", + "X = 4*torch.rand(2048,2).to(device)\n", + "y = vf(X)\n", + "train = data.TensorDataset(X, y)\n", + "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import pytorch_lightning as pl\n", + "import copy\n", + " \n", + "class Learner(pl.LightningModule):\n", + " def __init__(self, model:nn.Module):\n", + " super().__init__()\n", + " self.model = model\n", + " def forward(self, x):\n", + " return self.model.defunc(0,x)\n", + " \n", + " def loss(self, y, y_hat):\n", + " return ((y-y_hat)**2).sum(1).mean()\n", + " \n", + " def training_step(self, batch, batch_idx):\n", + " x = torch.randn(2048,2).to(device)\n", + " y = vf(x)\n", + " y_hat = self.model.defunc(0,x) \n", + " loss = self.loss(y_hat, y)\n", + " logs = {'train_loss': loss}\n", + " return {'loss': loss, 'log': logs} \n", + " \n", + " def configure_optimizers(self):\n", + " return torch.optim.Adam(self.model.parameters(), lr=0.001)\n", + "\n", + " def train_dataloader(self):\n", + " return trainloader" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# vector field parametrized by a NN\n", + "h_dim = 128\n", + "f = ConservativeStable(nn.Sequential(\n", + " nn.Linear(2,h_dim),\n", + " nn.Tanh(), \n", + " nn.Linear(h_dim,h_dim),\n", + " nn.Tanh(),\n", + " nn.Linear(h_dim,h_dim),\n", + " nn.Tanh(),\n", + " nn.Linear(h_dim, 1))) \n", + "\n", + "# neural ODE\n", + "model = NeuralDE(f, \n", + " order=1,\n", + " solver='dopri5', \n", + " sensitivity='adjoint').to(device)\n", + "seq = nn.Sequential(model).to(device)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: True, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "\n", + " | Name | Type | Params\n", + "-----------------------------------\n", + "0 | model | NeuralDE | 33 K \n" + ] + }, + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "cba597dea6ad47c5b41070fc62eb5f2d", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "learn = Learner(model)\n", + "trainer = pl.Trainer(min_epochs=500, max_epochs=1000)\n", + "trainer.fit(learn)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Nominal')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmUAAADiCAYAAAAPpbBuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9eXBkWXbed24isSSQQGYCiR2oQnWtXT0z3T3dJGc4Q4pijESZS1ihCErywgibIVL6xyYjSFOWwhYpWbbosESLXhQORVikRFESKVMbTTpIiuIMZ+P09HT3dFV37SigsO9bJnbg+Y8PP56LbKAK1VU11V39bgQCQObb373nnvOd73w3JEliaUtb2tKWtrSlLW1pe7ot87QvIG1pS1va0pa2tKUtbalTlra0pS1taUtb2tL2gWipU5a2tKUtbWlLW9rS9gFoqVOWtrSlLW1pS1va0vYBaKlTlra0pS1taUtb2tL2AWipU5a2tKUtbWlLW9rS9gFoqVOWtrQ9xhZC+HwI4S897etIW9rS9sFuIYRKCOG5x3Ccnwsh/NPHcU1pe/otdcrSZmZmIYSREMLGgaGYDiH8cggh/7Svq7aFEJIQwrkndOyhg+Nnn8Tx05a2tH2w24EdnAkhtESf/aUQwucf97mSJMknSTL8uI+btg93S52ytMXth5IkyZvZS2b2spn9tad8PQ/dUocqbWlL2yO2rJn9xNO+iLR9NFvqlKXtPS1Jkmkz+x2Tc2YhhE+FEL4SQlgOIXwzhPA9bBtCaA8h/FIIYTKEsBRC+DfRdz8WQrgdQlgMIfy7EEJf9F0SQvgrIYRbB/v9nyGEcPDduRDCF0IIKyGE+RDCrx18/ocHu3/zANH7CyGE7wkhjIcQ/moIYdrMfimE8F+EEL4U31OMsIUQciGEvxdCGD04x5dCCDkz4/jLB8f/9MH2PxpCuHZwnb8TQjgdHfdPhRCuHxzn/zCz8HjeQtrSlran1P4XM/vpEEKx9osQwneGEL5+MN6/HkL4zui7z4cQ/vaBrayEEH4zhNARQvjVEMLqwfZD0faxTfrlAxv4WyGEtRDC10IIZ6NtfzGEMHZwnG+EEL7riT6BtD21ljplaXtPCyEMmNl/ZGa3Qwj9ZvZbZva3zazdzH7azH4jhNB5sPmvmFmzmb1gZl1m9r8eHON7zezvmNmfN7NeMxs1s39Rc6ofNLNvM7MXD7b7voPP/wcz+10zK5nZgJn972ZmSZJ898H3Lx5A/7928H/PwbWdNrMfP8Et/l0ze8XMvvNgv58xs30z4/jFg+N/NYTwZ83sr5vZnzOzTjP7opn984N7LJvZb5jZf2dmZTO7Y2afOcH505a2tH1w2+tm9nmTrfvjFkJoN9nC/83MOszsF8zst0IIHdFmf9HMfsTM+s3srJl91cx+yWRnrpnZz97nvP+Jmf1Nk927bWb/Y/Td101BcruZ/TMz+5chhKb3dXdp+0C31ClLW9z+TQhhzczGzGzWZED+czP77SRJfjtJkv0kSX7PZLS+P4TQa3Le/kqSJEtJkuwkSfKFg2P9Z2b2j5IkeSNJki1TKvTTcaRoZj+fJMlykiT3zOwP7ACZM7Mdk4PVlyTJZpIkh1CvI9q+mf1skiRbSZJs3G/DEELGzH7UzH4iSZKJJEn2kiT5ysE1HtX+spn9nSRJriVJsmtm/5OZvXSAln2/mb2bJMn/kyTJjpn9fTObfsC1pi1tafvgt79hZv9VFHyamf2Amd1KkuRXkiTZTZLkn5vZdTP7oWibX0qS5E6SJCtm9v+Z2Z0kSf79ge34lyZayHHtXyVJ8trBtr9qbg8tSZJ/miTJwsF5/56ZNZrZxcdyp2n7QLXUKUtb3P5skiStZvY9ZnbJhP6cNrMfPkhdLocQls3ssyb0a9DMFpMkWTriWH0mdMzMzJIkqZjZgimCpMUOzLqZUVjwM6Y04GshhHdCCD/6gOueS5Jk84T3WDazJhOqdZJ22sx+Mbr3xYNr6zfd4xgbJkmSxP+nLW1p+3C2JEmumtn/a2b/bfTxIZt20EbtsE2bif7eOOL/+xVPHWcPLYTwUwcUipUDO1Qw2bK0PWMtdcrS9p52gHb9sinNN2Zmv5IkSTH6aUmS5OcPvms/inthZpMmh8bMzA6qmTrMbOIE559OkuTHkiTpMyFV/+ABFZdJzf9VU0qVc/dE382b2aYptfCg45jpHv9yzf3nkiT5iplNmRxTzhPi/9OWtrR9qNvPmtmPmTtdh2zaQTtlJ7Bpj9IO+GN/1UTxKCVJUjSzFUv5q89kS52ytB3X/r6Z/Skz+5KZ/VAI4ftCCHUhhKYDcv1AkiRTJoj+H4QQSiGE+hACvKx/Zmb/ZQjhpRBCoynt97UkSUYedOIQwg8f8NrMzJZMztLewf8zZvYgbZ9vmtkLB+duMrOf44skSfbN7B+Z2S+EEPoO7unTB9c4Z0qFxsf/v8zsr4UQXji4tkII4YcPvvutg/P8uaCqz//axG9LW9rS9iFvSZLcNrNfM41rM7PfNrMLIYT/NISQDSH8BTO7bELUnmRrNbNdk33KhhD+hpm1PeFzpu0ptdQpS9uRLUmSOTP7J2b2k2b2H5vI7nMm5Oi/Me87P2LigF038dB+8mD/3zez/95EhJ8yIVN/8YSn/zYz+1oIoWJm/87E/7p78N3Pmdk/Pkgn/vljrv2mmf0tM/v3ZnbL5FjG7afN7IqJPLtoZv+zmWWSJFk3kWu/fHD8TyVJ8q8Pvv8XIYRVM7tq4tFZkiTzZvbDZvbzptTseTP78gnvMW1pS9sHv/0tM2sxM0uSZMFUnPRTpvH+M2b2gwd24Em23zEFvzdN6dJNS2kSz2wLosGkLW1pS1va0pa2tKXtabYUKUtb2tKWtrSlLW1p+wC0p+6UHXCUXgsSJX0nhPA3n/Y1pS1taUvbSVtqw9KWtrQ9rvbU05cHFWstSZJUQgj1Jv7PTyRJ8kdP9cLSlra0pe0ELbVhaUtb2h5Xe+rrBB5oO1UO/q0/+EmJbmlLW9o+FC21YWlLW9oeV3vq6UszswNZgrdM1Xu/lyTJ1572NaUtbWlL20lbasPSlra0PY721JEyM7MkSfZMS9cUzexfhxA+dqCo/McthPDjdrCuYUtLyyuXLl267zH398329swyGbO6uid15Wq7u2ZJonPu75s1NBw+5+6u2c6OriWT0bZmZltb+i6TMdve1r6Njdp3bk6fNzSYbWxo25YWs3ze993YMAtB+2Uy+ptWV2eWzfp1JIlf48bBQkTZrM6XzZpVqzom92Dmzy6b1d+1x+F/njX3xX1mMmb19WZNTboPMz/+3p6eCfuFoHPFz4h7iu8rBD8P18DvvT0/fgh+/vj6Mxl9v7mp+433ia8/vpajzr+3p3e3t+efcw/5vJ7r3p7Osb2t4zQ2+nVxHI6xv699uRZ+6uq0X2Ojv7uNDbPmZv1sbOge47/r6vz58dPY6O+uvv5w/93e1jXU9tsn0bjnEPReHqZ94xvfmE+SpPPBW37r24Ns2MPar50d/a59Vye7lpM/Y2xXNut2IZPRmK29HsYINqe+Xp9Xq/757q76WiZjtrzsfRFblc/r/4YG9bvtbR1/b0/bhuDjoaFBP9ixatXH4s6OzsU2nIP74XrYvnYcM9bZjn34nHHAmG5s1DNhXHHt29v6rK7ObQY2h8+wkRwbG8D5sSX8cP+M1YYGH78h6N5r7xUbeNS93q+fxPfMfk1NOu/+vtn6uu4Bu7Kz4++Qd7C15c9pf1+fY/+yWbf9ZmaVivbJ5bT93p6O19Agm8yzZ5tc7vDcwnVms+99nxsbbuvYp3a72sazfr9+AuOUd3+/dlL79dQ5ZbUthPCzZlZNkuTvHrfNq6++mrz++uvHHmN722x+Xi+nvf1kHfT9tsVFdaa9PbOFBbPubrPeXv++WjWbmHAHixc/N2c2OurXOzxsNjBgNjRk9sUvmr35po4Tgv4vl82+93vNTp0ym5w0e+cdnTuT0bmbm3X8alX3feaMWbHoA2R5Wdf57ru6hnLZ7LnnzNbWdK65Oe3b0qLvCgUNxFzOnSQ6OgYgm/X/Nzc1KHZ2dK61NX2Xy2nQtbSYnT9v9olP6H+c0MVFbTs7q/Nj5LJZ/8Eo1Ne70d7a0jkxYhiAxkazUsns9Gl3CJuadK7hYbPr182mp3WualXXW1+vZ9Xeruvk3mKHN3YWmfRwZra29PyWlnStLS1mfX16Xzs7Ot/t29r/+ed17HJZz2tvT/e+sqJjlkpmq6v6v1rVOy0WzS5f1vWNjZm9/rrO+f3fr2scGTH71Kd0rbOz2nZ9XffR3a3rLZXUJ5aW1FeK0RoM29tmd+5ou7Nn9QyfZNve1liprzfr6Dj5+AwhfCNJklef7NU9enuQDXuQ/Zqc1O983qztISVCNzf1jrNZPdv7TRRLS+qDpZLOubKizz/5ycPbLS9r2/19d/ZaWtSP/uAPtG+xaHbvnmxYV5fZa6+p3+fz+nxmRmP/9GntOzmpMUO/z2bdAV1aMmttlX06c0bj98YN9flMxmx8XPsNDsoe3r6t/otTwxhuapL9aWzUseNgiD6HTdve1pjZ2dF5zNxJLRTcFhWLuo/eXncuZ2Z0j1NTuq66Oj83zgzOJU4Vjtj2ttuyzU1da1+f7mtw0APM5WWzt9/WuTY29DnOME4PzjRODteMPTXTubGh29uyNZWK950QdA2dnWYvvaT/X39d99DTo8+npsw++1md/949va+REX2Xyeg5rq3JxiWJPn/uOc2De3tmX/6y+s6LL+re6+rM/uSf1LmuX5fNWl/XNX/uc/oce2amY7a26rix7Vhc1HWUy2b9/Q5slMv3HwfY2tZW/TxM29nRecz0fO53npPar6eOlB0s+LqTJMlyCCFnZp8ziXW+r7a/70apVHqyDtnamnv3y8syoF1d/v3uriYfogsGxtaWnMadHQ3ciQkZkkJBx3vrLXWOtjY5TPv7ZpcuaaCur8vYLSxo8ICggXZlszJ8+by+y+e1fZKYXbmi87W3y/m7fVvGbmlJnen0aRmdfF7Xtr2tjh4jcXt7HoHu7LjDhMHKZHwiWV+XkzA/r+tdXJRT2N2t+zl3Tve0uanrWVvTPtWqjEW16pHYUa2uToO7rU3PrrnZUblcTn/PzZl9/esarKurOv7mpq6zWNS1EIVi3HZ3tR2IXux8gl4RSeZyOn9bm57H2JjudWvL7Nd/3ewzn3En/eZNs6tXzV54QRPLwIAMQj6vc3LPOMNJIoO5vCxjXCzKwAwO6jjXr2sCbW6Ww/nKK3re09MyStWqrqVc1t+Li7rOtTV3Vs103wMDZnfvqi8ODT046nuU1tCgsbm4qL7X3v7kzvWtaI/Thq2t+d8P65BtbZ3cIVtZ0eTe1qa+gUP20kuHt9va0vd7exoThYL6anOz+uDCguzP6qo+KxR0DxMTeseVivpjS4v6JAg552xs1L4Ez6uruu6uLo3N+no5cIzZ8XGNh4EBjas33tD329vatq1N46m11VGMrS0dN0aFzA4jVrmcnpmZ9ltdVT/FecHZ2t01+/3f1/ZdXWYf+5iuo6tL59/a0vXgyC4ve/AWZwVC0DGKRTlhLS2a1JkDcjmNj6tXdTyC3ErFA8mGBg88m5u1Tzar8y0vOzrJHEiQiaNXKOjaNzd13EpF+ywu6l1vbCjAe/VVOWYzM7q/nh6zr33N7Du+Q9dupvMtLuo5xIgZ6P30tJyozU3NMzduyLnr79f8MDwsJ61U0nPr7tb53n7b7Du/04NfHPiNDT2TeIy0t6tfzc3pebS3+7xzv+CvUNCzXVtTf8CpP0kjS8G8zPN4lPbUnTLTwtb/OIRQZ+K4/XqSJO972YrlZXWIB3nHj9roFMD09fV6ITEECmIUO2Rmjozk8/p+bU0TYbls9pu/qc7T2qrONDkpA3TuYOXHuTlN/JmMOigDYGvLHSOiwkxG29bVydHDaJ4/b/aNb8hJqFb1eXe3Ou7+vgZLCPocKDhOBcfRJo7M9rbuA0eJSDGf1zEXFnTty8u6/7Exsy99SU7ZhQv6jWNDKoMJgc84L8+YiJR0CUja8rLud3hYzxBjs7+v6xka0rlIzTLhVCoeXeJ0kX4wc8cU+Jw0xsKCnkNrq55ja6vub3FRSMInPylHrK5OjtTVqzJ0IyN6t3E6pFrVNeL4NTW5oe/slNHr69M7un3bHdsbN/Rc+/q0LRNanGKZn3cEdHlZx2KMtLbq/+lpHafnCS8W1dSka1lZ0U+h8GTP94TbY7Fh+/vulHV3P9y+OzvqbydxyCoVR8UzGaEdZkJx4/0IcEF0cehx8u/d0yRbLGq7c+c05r/wBdmAENQXQ5Dzsr+vbe/c0fa5nCbeclm2DIfjzBl91toq52h6WuNhdFTn7+/Xd6+/rs9ATlpa9LOxoevLZHQdccMuxulJs8P2PM6w7O6qf5KqrVQOpy7HxtSXy2WhzKdP6/qhNWBLSPeRksR+xylhMzmzt29rfMcI1vq6B7+kM0slR98qFT3L3V3PKoD6EFDG75Z5g7kkm9UYhD6zsiL7VKmYXbwoZ/3NN/U+sln1hdu3/V1Vq3p+i4t6Bx0devf9/fp8a0vXPT8v+zs+rp/eXj3rmzd1rKEhs29+U/dcKGibiQnZPhwy7BnBZZweHRzUvuPj6o/0zQcFf8WinsfKis99J23FoiN5m5vvTf0/bHvqTlmSJG+b2cuP41jVqh5KW9v742KctJGiA6rd3VVniF9GtaptmpoO5/grFUemdnc1+AoFDbDlZXX0QkH38Ed/pAHy/POaJOfmtD0TN5ECfAuMQ2OjG6YQ1MmBtS9eNPvKV2QYNzY0eNrb9T3pUK45l3POBikAUKOtLf3s7HhEyn3u7Oi50LlJrXZ3a5+ZGQ1OHIXbt3XO7m45GGfOeLRbLL7XKYxTinAJpqZ0T5OTer70BSLozk49GyLUJPFtGhs9tcyxSYUSjWIM19f93knXMgERobW1qT/Mzupa/uiPZMw+/Wndx40bchq/7du0Tbl8mKdRrfo1wrnhHotFvbOhIR3j2jWzb/92GcI7d4TMTU9r2+eeUx9bXpazhnM3NCRHcnn5sKHq6tJ5Zmf1PuIU55NoLS16HpWKc/E+jO1x2bDZWf3GKT9pA5HPZPQ+7+eQbWyoL+ZyGl9vvaXPT53SZ3FbWfH0EjSBYlHv7Utfkv0hnVUq6bonJz0lCkre3a2fhgZPFXHcujrnXOK0tbWpvy4vyzFoalKAtb4uO9jUpMBmYkLjsrlZYwIEBSSIoKatzbMJ2BL4ndvb6n+g9GY+luG1FYvad3NT1wTPaXXVUcPdXaepkPXo6tL7KBbd2clkHEFaW9N7m57WcyF9in3Fsayv98C+WHSbvLqq52vm/Cs4fWRaoCLE3KlMxikXBLxbW7qexkY9Y8YlGZ1q1ezll5WWhqKxtKT33Nqq54+Tiq1ub3fkc25O+/X2ar+LF4WCjYzIHm1tyTH75Cd1/pkZ2dC1NWV4vu/7nHcW38PSkp5zjIKdOSMbOzysjMxJgz/Qe+b2h3GuOjt1j4uLj46WPXWn7HE1IOfGxkc37kzmR6UP4EERRVUq6hTxtru76izb2+qwMdke7lRrq7bZ2tJLLBbNfu3X1BlKJXXKuTlNrENDOub8vCIAnC46zeamBm6MjuCw3LnjAxuH7OZNHa+vT52UnH1Li/YpFA7zqyD5Quw0czQPwiZGhLQEESG8BVAzSOtDQ/p8ZkY/Zs69am52Q0RqEOcoSZykX6noXJXKYV4G918q6d0w+ZNeWFhw8m5Dg5NUCwXdU6GgZ7u3p+dMZAYptaPDUba5OZ1zZsafRaXiz2ZmRu/87bd1jFdf1THv3hUv8NIln6CYAGZn3bDBh9va0ucgZRj8kRE57UNDSg2PjcmY3b2r/kABAOmltTU9M1CIjQ2fjDMZRbZ37miCaWx870T9uFtbm09wdXVP/nwf1AZqYvZwaUvskZn3y+Pa1pYmHPrZm2/q80JBgUHcNjY8hU96cWtL/XFkRP0aZ21rS05dQ4OOyfXPz2vMXbqkY/T3C11jfAwPazKrq9N1heC8pZ0dTawtLdpuY0PXWF8vh4yUaEuL7gWS9+6uo74xJ3R724uqSEsSBEFsJwVJwAh/bnbWaRkDA46YbW66XYQbh7NHEBUXdpFKxAGFqM91Ysfgg+XzbrvJgMAbhfqCzc7nHTnj2PQpAAocYFC8Ukk/OzuyC0tL+nxmxkGA9XW9uzt3dKyPf9wd+bNnhfy//LK/AygYBOOg9vPznonBObt9W98PDuo6RkeFNJ4+7Rzdri79ffWqzo1TTQp3c1PPPg4gs1ld282bZrduyT6eJPgLwVOeIGsn5deCfoK2PQry/0w4ZUmihxiCXu6jtJ0dHQsHoLbCI+ZYLS3p4dcSDpeX1TkZVPHnS0syAtvbmvhAPqamNKG2t2tQDg/r96VLOv70tAbL9rbnsHFUtrd9AgVNmp/XuSoVJ9lfuaJOur0tI9ra6ohWPu8p2KYmDbDpaa/giquEzNyJwBgRlVLosLjoDhpwOtBwS4v2Bb1iYllY0DY4vaQSIMvS4oGJw0hk3Nrq0SkGaXdXg5dIMJfTd/AOKWxYX9c7mphwgxxXN5FqiCtL4bF0d8uozMzo/YBS9vfr98yMnn99vWD1tTV91tGhZ9HR4TyRXE79p7XVHebdXUexMKanT+tZXbsmfkehoEmvv1/HmZpS/9nc1PW0tTk6e+mSv7+4AAV+2eiongMFE0+ygYZSrRenIz4qDZTsYfh1SaIxs7fnSNFxjfRmXZ3O8e67/t3Zs4e35V1QjU3aslTSGL91y52k0VH9bmuTs4Z9mpzU+U6f1n65nOzJ6qqnReGngTgPDTnZ+uZNT5HByW1ulqMGB5fKcRx6+LQ4Qrmcc0ihGxBAMpZB63CIsaUchwkapGxlxe0cNnF11R00UKf9fQ/mcASZC0h91laIU5Rgpt+80xDcnprp/CCEnZ2HKxexV3GV+caG0zCghsSVoQ0Nep4UEpHBaGlxR3JlRe+6rk5Awe3bOt+ZM0ojf/rTHrDOzWkfONbLyzoWjnx/vz67fFlO/Oio7FGlovfb3u42CLrF3bvqp2QrGhv9GZIlipGtpibnTbMv7+qotDYNx2x+Xs+cQOAkrbvbM1mtre+fPvVMOGU4Bg/iUjyo7e15Cu+oqs3VVU+Hzc/74IwdBojZGIxYvmF2VgO2UND++/u65pYWs3/7b50PMjenH7hWm5v6f3raOyVcKib/zk5HhIjsRkY0MHp6ZMjeeUfH6u52SDeT8Sgrn3eSPTIewOnZrI4fD274e/X1ToiNuRwDAzo3ziiVPUSa9fW6jkxG10/1DunPtTWPHmvJ/qAqnZ0O1edyMkBEi5ubntYhHUgKBoNBpS6TIpEk754BGXPWeDbr6/qcitdCQc9oft4N78qKp22Xl2WE6DeViiLNT33KibDNzS6jgQOczztqNzur7Xi2HR0yXi+8oIjzxg1PCVDE0dam61he1jVubak/DA46zw+Ss5lz4yYnvWjgSfIzaw0h6MlHpcWVZSdNmRAg7ux4IHdci+1aR4fQdsZTbaWlmTtk2axLIrS2qh++/baOlc/7dYOyXbmivgaCXF+vCXx5WftD6SgWNVGWy9p2bc1Rn95ejVnSilRpw0UbH3enhEBpZ0f31dp6OHBaXT2MwoKMm3k6dmfH+VQ8E5A0kK9z57TdzIzbQri6pE5xgjY23K62tBx2zBhDsS3hh5RgW5sHmCsrnmKk2pU5o1h0R5Drjh1CZCqoXt/e9vTp7q6eeX29S+1ks3reOMpzc9oGm7276/PK2bMao6ROQb1OndL77e+X3aDwAHRsfl7zTJzZIeXd3697n5hw3tnMjOxXuazjvfWW2Xd/t1et4mRT2BBzZM0c2YS/1t+vayH4Ow4FY5xQoEY/fVADcKhWtW9c9Pcw7UPvlDH5khp7vy1GwY4qEiA1V1/vlTzwG2hEozs7Dl8yuc/Pe4Xm7q4GNcTtsTF1OhzBO3d0LxcueLn6/LxD23AdMCzlsq4jrob85jcd3k8SdehKxaUflpace9Dd7Y4SRiyWw2DQxoT3mAQPori1pb+bmjSgIYWWy7pXpB6obGpocMNLtEbxQFOT9uE8FBjEOmo8X2D67W1PY8P14rns7elZl8vuOI2MuDPJManEJL1BJAlfjkmgWvWBzf8LC84PbGpyJ3xtzR2zzU3xMj73OaGSw8Oa6D72MZc3aWzUNc7NOXLCd1Tulkp6PoOD6lfXrnm0Oj0tA9ncrMiNtBa6bBSntLe7w7a+fjh67OhweQXexZNsBELIJHzYKzIfpi0v6/fDGHH4XsXi/R05imywaysrPpl+4hPv3Z60XJJo21LJqQ3r60Jid3ZkN+7e1aTX1qaAD3R5fFx9/tw5D5ioSDTTOyaVRUDd3a1j1dVpTDQ3O3G9v1/7Q+on4CV9euqUo9pM2FSWmnnaj5Rs7AjBgcWJIUVL8RDaZHt7usZcTtdPkdXOjp5JXZ1XRyNFhK1m3Mbk/1qJDK4fxxVbj2PX0uJjELuPPcLugfJh02LUjMp5zoVTCG+V55HL6X84UtWqzkHAPzWlfT/2scM8vKUlzYe9vbq+mRl9jz2cm1P/np/XfcFrvXxZ1fFjY+qP1apQXHizN27oegoFnXt8XNcWp5/jitNau9HVpf4MTxZni4rM44KZujrfFsfwJEoOhYKrBtRm2k7aPvROGeXTjyp9sbzsUedR4porKw5hb2yoA8aaJqRQiTa4HgwFmilmh8vWGxtVYs3/kGMvXpQx2t7W9tPT2hYDWVfnFTmgRPv73omA5ru7zT7/ea9UKZfltGB4SiXdG7o3Zp4uRK8G9AYiajbrhQPZrM5JyTboGohijNwVChpoEGsxPggzwm2ISbqQc+PnTLoS3gTcFzMnMOPstbXpOTKQp6Zk4ImEOdf6uqc8hoacME3aE+MGJw5NuPFx5zJub8sYQSzu6tL5kkTH7+uTI7i+Lq2eP/2n9ewnJ/WMGht1rZS+YyCTxLlX1apXrJ09q344Pq7jvviiJrZbtxwtu3ZNfY8S87U13dvOjvZ7/nlPyzBRMK56evyeGhsfXqLhYeSf/9sAACAASURBVBtVXUc5ic9qY3LF0ThJW1/XT2vr/Z8RNmlvT+98b0/9wkwBX+35QFDoc6BbOFZ/+IfuMNM/4STduKG/MxlH9M+c0XWC6iws6FjT0xrbdXX6vFRy7ujkpH5fPZDdhdBOGhPSPU5FV5fbg7U12WaQZSo8QeB5Joz5GGlbW3NHa2PDuavY+FzusNN24YL2I+MByf7mTW2P/SIdS3AM9YJ7h/CP08b2TU2OILe1OSqGo0WlKPQUuH1bWy61USseTnCNI7ix4ZmIuHgBjh08NrQ4mQfGxtRfz56VA33vnv5+6y3RKFpbXWKH6nscVCgt2MyuLp1neloOXVuby/pcuODOfE+PrvXKFbM/82ecH0xQbObFbbWSFgMD2haUlWwU6cnjxh2FFWhpntT+gZaBsj1s+9A7ZWaPnlphMLe1vTfqBPonKiPVU+uRQ6CG7I2hoCwcsixcMlJPw8MyHkDgw8M6xtmzTvpeWPByYGBwOiIQMLyM3V0X0BsY0EBZXfUUJ1w0OAsrK06Qh6cxMKBjj4y4BhBCrTg/RFWtrZ7a7O3VtUGUhXtXqbjqNlIgfX3afnXVHbS9PedV8LyJbIHliegwLvDh4F0BjaP5Uy7r+d6750KN3APGqblZJNKmJt3v8LAif6ozuW/eQUOD6wJ1dYkPQQl5NusaQYWCrgPHbHtb9z06qmf02msqNV9b06TzHd/hDmZrq+vE8d54JnxeLuv86J29/bZEGItFGR2EOqemtF1zs6dVGxr0LKamnNS7vHzYiPAcQXJBT59ka2k52kl8VhuyByclBiPRAMp9v0bQUyqp77z9tj4fGHgv2RkHbnvb05bwdJqbnS8JkX1mRpNmPi+kAwdnYkLj5vJlL3ZBYJSqRlAyqtDb22ULEJHG4djackRufV33ETuvXV3upCD0SjqLVNbKiqcdccbiSkTuJ0nU9+vqnKxOGpCx29zsqUec6Y4O149cWHDBWBAYKhhj20naDeeH1GRMV4irzgk+46CXY8W2GweVKlHQsVj0m/sG/aewiaIp+Kwxz61Y1DuhuGBxUf2Bqvbpadk+qCrd3e7MLy+70z0zo0CRwPLcOT2zc+d0zokJ3UNDg4LJri5tf/Wq9imX1X/efVf9a3nZA2tQS5y92G5kMu+tyIwRs/vJZzU16dkyh52EXgBaRnDzsIDRM27yHtyIVJqbjzZUVDaFICOSz7/3JQKd7u/rOKSI9vc1WBcXvZoPGJXKjs9/Xi+7vV2de25OKBlqzktLchQo98YJ2tjQ/lQqEuENDzs5cmFBg2d31w1YCDp/qeQRGtcNcnfrlqdL6fR0TuB8dL1A2TIZpV3LZR377FmPFmJongIKIrJyWQZ5fd01kSCmx04Y+9HiZV8wHi0th9Ox09PibBFFErFBfO3q0rlnZ5XuJYLDaJsdLjYgXbC6qh8zTTjXr+s+Ll5UPxgb0z3s7DgpH0FZ0rmzs5psBgcd3bp7V9fT3a1rxPlDaTuWkICDhk5QoaB3vbqq+7pzxwmu167JCA4MqC9BjE0ST5EWCo70xuMAYz85qWP0939riP9HOYnPWgP5BPk+SWOyfZBcCZW1oOhvvKHPqUiubdgCM09bUhzS2CgEaGPDtexAtqpVTcggy7OzOt+pUx6AIV1AJbCZp926utT3cjmNo7o69TVQfqrQQeUh8ZfLTtcgxQ4iiFNCdTw6a0jd4KxgT9BUBAUDmaYqlGCM4LC11dEl7sVM45HVSqC7wEtjzFClhzMJYT+f92vA5mKHeGZkO0DEsGEgZyBaoJ1Um3KNcRUoziXOPbxeKjAJbpnP9vZ03IYG5yNPTuq6m5rcXt+4IakfhIPv3PE+RoFajBC2tLjjNzurd10syl5SkNTR4YVz9fWujxYv5UQGh0K92nRjbUXmxYvvrbQ8znlqa/M5/qR8V+6VNOnDtI+0U4beGB2ttpHSbGjQi2tocE+eRoRZraozgd6Q7pqYUCcEJYPv09GhSRPkLQT939ysSsmODtfzAu7GKUCrBYNbrToXBMi9t9fsd39XA5NlNzY2XOoCPgCCqu3tcjBQoMZhghwK+sf/pBtxnKjYGRkRTHzvngbm4KBrGeG4xlUzcBxAlaiaJGpHF4wWGxmMaS6n/SlNv3nTjRawf329axidPat9bt3SRAASaeZkW9K38BRxsjHApHNRwF5acjHEixf1HNBkg8dGX2ltdX7La6+Z/eAPapt794SkoXcWo2U4J5yTAoWuLj3f3l7d+ze/afZd36V7WFpyfiNRKFEvkip7e3Iiz5/3KDmeRMw8RYXRfNByIo/akCc5ykl8lhqp+pPeH5MtyNdxDXvAWrlIGIAY1DbkZXACQN6RpHn7bY0RHKzlZaW9Gxvl7DH+x8Z07uefV99tbHSUDK0q0qgINZdK7sCZeYUfxPCREU8dwpXq6XHbQxZgd1d9BtV5ECWCVoIqGv0bmgfi16Qi48wJmpDQO2JpoPp6X0kF5wVEDioMKeZY0R8CPM4TKDg/XD/3TLqOwBzl/8VFlx0iBcpcQXETGQFkinhee3vOMUTMuaXFxaXh/JGCJIgA3SMAvXxZ7+nOHTlRk5N6R+iYxXpmBIfYzaEh9Yvz5w/b0OZm2fGuLvXZN95wXbzJSdm5z37Wn19Dg/3x+tK8y9p0Y21F5vnzLi5bK6sRN1QdkOk4SaCIoCxI68OgZR9ZpyyW0TjKSybCamhw6La39735auQvgK2pcoHTsLKifYD2ERdtaJDaO+v/kaY8e1adlv1JG8VltpubrjWEAchkXOOro0OGlAHU0aF7geRfrfoi55Adr1937hSDkzQi6FxMDo3LrTE2kDyJjBcXdc/d3Uqlvfii7gdHEx5WXZ0XBoyOuqJ2qeQDlPPSSC1QPIBooZkT9zGQrP/5wgv67sYNPWtQMbh1zc2HdX44J1B/LFZL5RVSGkRFd+7o2C+95FVkCwue7sbh7OqSU1ipKP1z4YI+v3tXRggOBilD0pdEh0hqDAz4eoNwy155RcZrbMz5Htevq48NDvqSKogEVyp+jXAYY5kX0jQ4iPX1Jye+vt+Wyx2WMXnS6Ny3upGaPylKxkRDEHJc29py2YZCQf2JQKJ2CSUz74+gQZWKp+lYxo3Uf0eH/qZ6eWVFfQ77OTOj81KF19vrHKLmZkfV9/b0buEQmek6WVnDTP1/etpTZtmsrrGnxx2ieAHq3V1N1pWKzgFRH24cjlFMK+F5ERyCyJvpXhYXtR9OMOgcKDmIE1QSuKCMK2wmKE6M9seLj9emKc1cV5AiIqouMxnXFAPZB43DRnH/8drB/ODwxYvBc42zs85/g+eFvA9C4nBveX4xgZ65cG1N74kikZUVv0fGNSLv6+sudwJaRtHb/Lze6Sc+4UUCcO4mJvRdR4c707wPENJatX8znfPUKfXje/f0N1xKtOGOavDLlpa07UnWyMS5f9il5D6yTtn9ZDQ2N71CkEHb2fleTxqxPDNfL5IquUzGFxZmUl1YcBL5yIjn2+vq9H99vSbQri4n/ENmNHNnASQBPTEcmrgCicXOEfWDp4CsBw7Z3p4cCYxfc7OjRT09ut5CwUVWiaYxXqhKz8z4oCSdSOXXyIiQsuFhpb8+/nFfbgmIHWMNujU/7zppGIG4eILffI6Bw/iAkHV2KnJfXlZ0NTenARsba0rNccBAn1pbD/Oo4O1xTaSHSYvW17tz/dWvyglsbdW9zM3pmAgKE/XNzOgYZ844Wjk46OtU0q8gjUK2rZXIIBV7+7YcsM9+1lX79/d9yRK4jPPz2p+KVxaVJnWwunoYPc5mXUJkbu54dPlxNmQKnsU0ZqWi534S454kXsZ/v2dOIFdff3htUbOjKy3NnMsZgt55PFG2tZl98YteHMJyP5cva8xeueIO5b17jpKR8hwbczmK+XnnScHPQWsPIdh333XHCDmIYtFtXqnkYz9eLHxlxSU0cIZAuAoFTbws20SAhVO8siLbtLDgzgITNHZkdNQdpNj2kjIktUn2AMoFQSuFHGaHU6dxChWqC5wl3mU2q6AWLiGrN5DlgL+GI0YqFK4xzwHHlvG0uqrjow3J/IEeGkVvCwt+f9hCkEGcUOQozGRHLl8WZeLSJZ/jcPZx9np69Pzm5lz+4vnntfrJxIRsWVOT7Fl/v+ZF7FJHh7a5ckXFUqQtYweY5xcXedDK5cMVmV1dvvbw/QSsSS+Txn2Q2gNzLxpyJ20fSacsrl6qfbDob/Fi0dWpXdCUlw4CRQMOHx/3BXyB9nGMGhrEJctmXe9lbk7G49QpP/bUlKcdgZW3tjx1aebpxLExbdPdLS0sEKiGBid2wxvBGWXxVmDtUsmJq5DE4Y9RHg0MTgRZLHqaknTC9euur9Pd7VU9ExMafOPjOs/ly7oHCiHgOcSDCKMPb43oF1QsFoAk0m5o0PWwDuRrr/lKCmaOioHU1dfLCAwMOL/FzNEJeCVmLuXR3CwNJtZ9Gx11LRxEMt98U4amWHTNneZmd+RBJLa3te23f7u2GRkRtI4xh2xNVRgVR+jXVSq6p3hNzFdfdU2q0VEhcVeu6NpOn3YeCMaaxdTPnPHqISp0aVRLTU66DtWTrJDMZLz6KdbyehYaKymcJA0MGnI/HcaY/1oqaZxTaXnp0tEFExSykJbH4SftiU4djtLoqK4hn9dEDqKRzfoERyoSHT7Sz3BLzdTXenq8onh62hEYxtnYmCu2g9Q3NzsRH4d2cdGRjhB0zI4Ojf8LFzSeIe6jWRhLRRB85nI6xtiYO5OMewLQe/ec4wm609bm6FVMB+FaQSlBpWg4brUEfmxUoeBzEPeIwj4OIxw7HLG+Pj33/n69CxYJX1rSHBPv090tgv3+vlDKd9/1lVjIolQqLqPCSgk402ixNTbqulpbNZexXjPrGLe1eaBHxiiXc6oJfRW+cqHg6++2tXm2BYrGxIS/44UFZT0uXXKZF54ZGRLOUdtqKzJPKmBdKBzWRbtftgDkLuYFnqR95JwyIg4WkI4bKU0GLNU0R6llx2r5KCrjGLCuGBEGxNPz5/VSx8Y8cmxo0KCoq9MgoWMjQArxlOvb3XWuAwaNaIZrRpeIKhiIhlxbseiCriBkXV2OYnV1yYm4ft2XMSICNHPDhoOSyzksjLHd2HCIuFJxMnm1KscBgdz2djkuL76o/2dm9LxwuogGQSDjFCYOI5VR7e1OxLx71+w//AePKuvq9B0TIWvWffzj7lxSiIEDtb7uaQXgcfoBpOK+Pjk57e2aCN58U9vNz+vZvfOOTw6sqcYkMz8vQzM+rne+uKjruHfPnWcM/NaWvgcpgZO2vu68NRaVHx/XeT/5Sd0HfJNiUc++t9c5bBsbzruhCritzSPq2kgT44tj1tv7ZBX4SUGwUPez0EBlT+LQgtQ/SIdxZcXRjUzGFfsHBo4+D8hAjE5DEwBpeucdV+6Hu9PXp+NfveoB4eioxvjly26bpqfdUYLsvLure2Fi7+2VLWxuFlqPJMrUlC90TsBARoFVQVjcmkCM9OLgoIjmpGVHRnRtcQUjwR332tioc7W2av/nn9eYun1b91Gt6hwEMNiHuOgL0VzQI66T9x1rLWJTQN7MXOcM24QME/QMqDS1qFVPj6759GnPxly5cjjNGKdGqR7nvC0t6iODg9pvZEQ2cH3d56DubndSCwWnfLBSwuamO2JIaHR3qw++/LLLqIDAtrY6XQLZkoEB7XfhgvrN+LiC1GpVGZa+PqFls7M6XleXrunGDQ8kQZ/N/HdcEFfbzpwRojcyIscOncTjEDaOWyj4vFJLZ6ptFHWBWJ+kfaScsphHdpT3DJG2sdGFDjs63gtnojQPrwhUijTW7dvqqPBybt/2ib++XigZ1UWoyXd2yikyc5Qs1sUhn9/Q4FUoEObn513+4Stfcb2t3V3nhmGEi0V3Gsnx9/aqg54/r+v+nd/xKBFSK5U6cK4QXARlm5mRI9TWpuOdPy/jduaMDO+dO44cQmAHIZya0v0jGAgHrlJxlICUMKkM+G6Dg7rv3V1FUd/8pq6d+0M5urnZI9KODjnAqIDPzGipkNlZl8AwO5weiFO3pJFB/t55xwn+r74qQ0FbWvISboi13d06D6XoTU06Hur++bwMxblzjlKQMiDdixMOWgaxdWBA98HivqB0LGVy5Yqe96lT7iRjsEBcL11yYutRkWax6O+PheafJPG/rc0j4WehMUmfxJlFH/F+ac4Y+W9q8krLfP7oSkvsIOgzHBnQu2JRfRpyv5kXihQKvroIRPa5Oe3X36/j9vd7MQnpezQHt7a84ARkAnSCKuOpKR+v+/te/IPEB3w20oMIq37iE7I3U1PObSJ9iMNEUMU4hiQ/O+voOanOV17Rtnfviv/JaicxYkcVObIPDQ36HVM8kNQg0MSmENzyHgi00HSjoAf5nd1d5xQODOheCZDefVfXBxmfYjB4ZYxPBKzNtC2q9S0tsqXwkdE0pCCDAiECQ1J5OIhrazoW1IuJCV8vtbXVK9DzeXdQzfQZGpJQR/J5XzOY/jM9rfeCpBBCvVNTsvmf/rQXcmEneefHyeuwOsH16078L5U8oD5uyUYKwOB43s/2vR9Jn4+UU4bS+1EL9wLXUqXHckS1FRwMYlSGzQ4THxcWXMl4f98NA2tNTk25wGg+rw61v68JGMgflIZllHAKGZQ4gvCXGPxoBCWJO18MHooDkIpIEhmTwUGde3BQnXN01B0xUJE4pQhiZOYOGuRijCQ8MhyVy5e9vH142KNOom6i0pERd2BZBolq0dghZBmialXPgMhwcdEHZrHoBowKpu5urzJsafHUJrpiVHSyL442zhzPAD4B6d9qVU7Q6KgmhnPnHMkEQr9+XSrYEP9Jg9Afx8Y8zcAaloODzjPBGefZ0QdwXBcWlE6lgnVuTs4hkSeVQMWi+klfn86LkG+h4Avds7QS3DeqXGksQwLxn7U7n1Q7CX/jw9QImh7UNjY0Dkul49MkICpIG9y65d9duHD0PthBM0eM4wWud3Y0SdE30VLr7tZ4gPuVyXjF9rlzzj0FRWCcokvGBF8ouD1obtY1s+QaKDHiq5yH55HL+WoGIPDd3QpAMhkvaMH2EdhybsZkHNjgJFHtvbjohPKeHqFQ5865zAyUBgJDHElWScG2wzPjuZq5w4BDCLrDSh1UWHL/BN/wsc6eVeDa1CSbMTrqcxLOfmOjS3MQZIIOmnl6r7XV1feprM3l5OC88YZsNfaFKmGqULm3uB/CDWTprP5+9ZWXXvLVbAgASiVH3kitnjmj78+f1/nHxhTkViqaF3p6tM30tKcP83kvZoKIj1oAgTxByFHFSaTcUQ04dUrXSRX6cWh2W5tTRx4kKsvxTto+Mk7Z/dIAcLhIka2uur5U/BJ5uaiNw8uBYNjQoA4CF6iuTgO5o8M5AqBkLGOB3tTAgPaZmHCeF+RFIpFYvR80BzJsR4dU4nFIQGLgX21suDQFEWN/vybyvj6l3eAswC3DQFAuX7vALiR7DAapWjTH1tZ8gezLlzVJkJ7FuNXX694RiwTqjSF6BGVZXJxrIbIkDRA7emy7tSXnBl2b5mYNvtdf9wpbDE58D2gBwa+IBSdJAUAkRqB2eVlE1XPn9GN2uEr19m0ZVBSx0adjbcCtLTlSkPRRuYYzAuEf4u7amk8yc3O690JBz3txUcf6xCdkKFlQ+NIlRcKgZR0dLtMBKsui53xWu2i5mVdgompO33xS7SSE+A9TO0nqEsL5cQ5cLMAKsZ8071GVlmZuBwkkCfTgOLW2Cm1fXdVYZeWH/n5Pf09N+fJOOFZDQ+onLDYNl2x62tNy29teTIJG3sKCLwFGXyKNikNH2hLpiljyoK9P1IfdXUfecZRAAxGurhWOhhzPcmKkbUmFraz40ml9fbJTly7Jpg8Pe4GVmdNYWFcWJBRbEUtyYOvINJB1oEIT7hXLKyELMTTkjjDL+c3OuoPFerxcU6y3GC/NhMNHSo0l+6amnHry8suu3g9CBn+XyklsD1QWSP+nTjmHGDmd1lYvZIq5hRR1sKTe7q7+LpWcmgPaPzcnm3PqlGwpfObxcYEbn/uc7gsqUa2u5XGq/KRWZ2ddHiq2e0ehXXHRw4MqqPP51Cl7TwPCPC4NsLzsabjaMui4sfxLfb1r+RB91derA29teYn49LS+6+nxtQwnJtwB+NrX1FnOnNGgByVDO43KS5yfmPANiZPKm/Fxh6xBzpqaHK1DdoOOf+qUV3p+9atuwEol3ROLFqOUH2vwxLwMOifq33CgSIusrcmATU3pHl94QUaus1Pf3brl76a5Wc+Cc7AoOSX7QNM8DzgV3CdwNYT4oSHdJ9c4Nib5CY7X0KBBDuEfo0KUD8yPAY8LDOC1oOeWzzv6dvOmjvXii86Pu3tX9wkkv7goh4vVD9radH1UnXV2+tqCVBSZeZqJyZoomUrLnh79jI7qOGNjvo4laY1iUdeJE7e8rPMSSYag/S5ePCzkWouGIb8yNeWpzJMuqP2w7Uny1r7VLeYmHtdAye5XSo/ERLms3zGx/6iUCk4c10BwubnpJOvZWdko7OHysn5TeXv9uvOwxsd9AWqWWCLLQFoPB4NCjWLRaRu5nPotARfLn5m548A6nFtbnu6HX9Xb62swstQbK4qQ/qQ6HQcAkj9jmgAagj6EejPXVKOyPJ+XPenqEpozOqq+TxERVASqtgny4yp9yN84wSjnc22ghAR8Z87oB1I6MjtwlmMhVxZS5x1QXBCnb808lYrNZcy2tLhjnySy1TiyFGqQSgbxwqHkXubnXReT9TChYqysaBsquwlIW1p8mbnBQV3f6dOeBn35ZX13546e/eCg7ndpSX0J+Yy7dwUykFaFZI9Nq1QOa0/Gra9P75BiDuze/da9ZPmrtbUHizmnOmU1DaJnbQUl34EQMHBIX8WNSW1vzzkDOCc4DLOzjiBlMuokSGlks2Zf+IITUulwVC42N7vQYhzNoSNl5tU+dDoqVDo7zb70JSefc69U6DU0eHqxWpWzgubal7/sEQGCd0DWMbGeezXzqJdoFgieBXQhc8Ij4ZjDwzJwGFMQuY0NPav5eSePMklQBh8L1yImG/+P9k6pJESOZVYY8G+84QsJZ7O+egEihnNzLhVCQQTvIXbEGOhxyTuOVl+fc7HQdnrhBU93372r+z9zxidIOCgrKy4Ief364cXFSyXnuZB+7uvzlBCI3syM9zfIue+8Y/YDP+CO6OioUMs333QNPFTaSVuTpsA5xHE7al05qpFIpff0nFyd/qPaHsS/Q6Edx+SoFguJ1tc7jwzZlKMa8ihm6tOk2EGiGxpEBWBtX1Cy555Tnxof91QXiGpTkybczU2NqTt3vABqYcHHL1wwikqoUIYXaea8LoIyqr9XV3WfFDPs7MgRvHhRtuXuXe0PVaSxUcfCfkFN4NlyfDMPblgRBQeJcWzmtnRhwRHAgQFtc+6ca2uNjTkPDM4x77BW6xBOG/dDFSViuiyTt7qq507xw/y8gwsLC87XIzjDftbVuaB4rWoAAS08ZVKLZFC2t2W/9vbk4LN8Hc5aqeR8Y1K/BKw45ENDLnvEe0QgfHzcU4xra7pXnlsI+gxna2rqcHAI//rUKdlJEH1s3cCA/0+qOF7J4KjiJcbkmTM65p074kPDg6uVB6LV1TmqijrCce04ftpR7Zl3yhCSg8RZ+x2aIzgspBrjBsl0c9NRIbxu8vBvv61OxQsfG1Mn6O7W9ouLrk7d1WX2jW9o34sX5aTQmUEcmADpPERg8CMwaMDOSGXAk6AkmAV/2aajQ9fY2SkDTDqsudkJsrEeGjA85dRmPrBjRWqQNFA8VPZJtdXVuS4QFYN9fV79CAS8uuqVfaBMsUYZ74Pf8CfOn9c9xdc6N6fnzNpziAPCFSNVij4RESQOKHIUGNdYD43UKQ5ypSLUr6fH9X0mJnSdrI3HMibohSHmSlFJW5v+hgNGeXhfnz+DTOawmCyyARRvsDQO4rGgGa2tjliAlqEHhDTMwoL+p+oX7TLQlKPWlQvBJy00smLh2bS9tz3IKXsQSoZuGf15fNy/O3Xq6H1i8jfjFsV3M/W1W7d8maRMxvmsrL1686YjSxMTGlflsldnUuW3tOSTFI4+HNyeHq9qv3vX6Rmzs57KA70BXctkvOBnfV3nu3BB9wGnCskBnBMzT/+a+fjFNuIYoZtGZTvB5NTU4ZUlksSR4jg9CzfzYx9TAEa1JkUyBJA4YQR4OH84hV1dno7N5/U87tzxanQCOAotEHHe2/NgkyANagtOQ5zKw4YRSFEMhm4ZqFBzs3NPL17U9mNjXmzW0qK/AQnid4XGIvp0vb2yJd3dLtuC88hyf/TpuTndY12dHO+33lL/Zq3Lu3d1HArIyDigGPDuuyrQYAzBLYvR0eNI/A0NCkBu3nR+WT7vCOhRCBs8X/TTjmsPk0F46k5ZCGHQzP6JmfWY2b6Z/cMkSX7xcR2fteKOyiXzHelN8t61EwqDC7iXiIqXjhAn0QbGoq/P5Q++/GWv+lxaUocqFATTsjzI4qLD10RURA+kB9E8YXWA9nY5Hnt7jqQUi/rNotikUbNZdWBy8gxsyrynp3W/TPase0b6LxaxJSoy88gMJxDUCg5fW5svJszzW1uT0UEW48IFj/J5ByBWGxsu3Grmz4IfM22Luv7kpO5vacnfW+zgVqu6d6Q+4qWYcFBY4oSIjvdBf2Fb4HiU5+Fg9Pf7CgVNTa6Ls7JyWOUcR4bojkrMa9dk6KmCShLnQ6KKjfo2USzRMwhkuezyGJ/+tEfv9+7J0L71lo5fX+9pBkjGGNvxcRlA1LaPEnKtq3MOIusQPkl+2QetPU4bBkp2v1QwXMJy2XmYZscLxFJ5jUNGcAk9oq1N29y6pd+kKicnncA/NuZrHba0qH9ms/oeu8baq8i9UAyytuaBX6kkOY1YbgZpH1KOoO4goFlY5AAAIABJREFUGy0tjqSQ0gMBp/I0m/Ulh6pV9Ukm0lzOgzGzwwg7q5sgGQGHtq7Oq37r611GKElcnwpqBnIQVDSfPq39CbDgjoEm4RhSnFEo6LOVFd3D7dsug7G25s4hQRccPNLX/G3mFBJSwlTPgoLFhQ84Z9AX2ttlD1panM8G+n72rKeJuYYQvCocDjUSJbENXFnxFR7yeR0POwUvEWX9alXPF1kNVpEArSWr0d2tz65e9SIVUpxsOzfnKWTsNohobfESjetjXmpt1XiB91brG2QyzhmLhd4fpT11p8zMds3sp5IkeSOE0Gpm3wgh/F6SJO8+6oHRsIJoGjdWcSe1h9dey10BEUFc0cyhf7R9RkacaA65P5t1vhN6Ko2NmpyvXtWgACXDe5+ddV2euISckuSY6IrDhgIzqFHMfyKyxNg895zOv7CggcB5WNOQYwBJFwqHqwThdzAgY6X/OHqM9cPgaFUqziMAzqb0GyJpLueaO0zqROAxOgYfAw4FhRpf/7qnRXBC29r8mWxseIq0Wj0s6cGisxBhIZ4eVcEEZ4I0TCbjIsDA+pubupfdXUVeL73kgr3Dw7rfM2f07Ht7PUXd3u58CVLKk5N6dzjrLIXEigRw95igBwe1H9Hj3bvSbmL5Fyb1tjY59z09PjkvLclAVio6PkuEFAr3X4+SpVampnRvx3E3ntH22GwYzspxHJWdHUf+Gxo8bXnq1NE8NYqT4v/hoWJjWlo0dlZWDqNB8CWhHuBILCx4yr5cdjkOJvt83tPljPNy2eUGzNSnCX4Yrzs7Xmlt5nIXLNNTV6e+2t/vK56wL84V9wWfjcpdtolpJyA+tSr6BJVUHVIhyBwBn4tnRbERNowVNlguDoclTl/CWaX6EZ1C3u/mpgexyCZh83EiWQeXVC/3jQ3PZn3+Aj0DoQNAgFtLapSKa4JS9kOUdmND74MCrEpFzwFhczPn9cHLhp8K0b611QsUWCIKO1sqeZVtc7POe+2a7BTrY46M6Pk+95wCARD+ctnXxfzu73aUi8pa5oFMxnnbR1Et+vu9MIoVKhCwPkqXDLFtsmeP2p66U5YkyZSZTR38vRZCuGZm/Wb2SE4Z6vKor8eNCkucns1NveTaIgB0peCcMQE2NXnakjXbgENBsQYHXU/sq1/1wQ160tLimlxra77MB05ZjMww0BC+nZhwNOLaNSepbm/LCOzvq5OUSuqkCM4S4d2543wUyIx7e07Qb2/X8VmCJNbmMnMDwwCPhQyTxNfAI5LCeYSA2trqYo2kSVZXveLp3j13fuA0xQuDm7m+EYgXZFqibErSiSRnZz3yZG1MBIRBynp7tc/iohAijBbRPA4cqUSi8YEBFwMGymYVBzTJbt0S8X9hwScwqn0gwIK6EcXfuaP7Hx6WA4dMCn0Jvgi8FfghaKHx7Ii+z593ZGxkxEvPWUOzu1vbQWo28wKW1lZfy40xUOsEQHylT3V3fzTSmI/LhiE8ej8JEASI29rUP8z0Ho5bhgo0GGQfHUZQjWLR147FocFRQOz63j2NBwqUXn9dxz5zxhGouTl3kCoVrwDHuaAq+MYNp1ZgV+CSMbYpnoozEltbyjz09nplcqXiyBhr8IIesxYk2QfOZ+YZDlBwKh5jDivLTxEA8cyZzPN53TP3FqeFx8f1A9pJOhaHIEblSO/GP1AEmBNwxnCuYn4X9wpqbyZbhHgszzhG+ZlbCFpBActl/aZaElQPsIDAc33dETIkpHCwKSDBHrM8196ebMsrr7jzt7rq1Y5LS94XZ2YUmFcqsiFTU77aCNeKjNFzzzl1iOUBp6Y07+FE4tDHVBje8VEpx0zGs0mTk66McJwuGelegt1H5dQ+dacsbiGEITN72cy+9qjHYmI8KuKEw2Pm3vtR2wFJkrYEJgetoSSZkvKGBk2giOChRP722/p7YEAGbnVVHaa72yucFhcPp8vMdD4IoDiCRBRUCqE5VC47ogR/gLQG1ZY9PULp1ta8GhTyL52NpXpQlGegxVWPnAdHBRHduTkfGLmcBhfGMU5BopCNkCzOGeejrH1pyddZBIYmDRAbNRAknlM262X/aMlgKDDIGIsQ9GzW1lw8Ni7qiMvY48qtOK2Lk1Iq+dqWTFBss7ysvnHqlJP56+tlFIDj4a6USl5Sfv68a+KQsuLdsx4myBzo5NycBxm9vTrurVtKb9XVuSNIWn98XNvt7el6EIgkCkbgt7/f0yhHpTFJY7EIL5pvH6X2KDaMyeu4Z8YyZxCtSVl97GNHb48MAMv57Oz45GmmfpDNCllYX5d9MHObhm7i2Jg+R1Qbcnl3txOnSR3Cx4KCgAYeDj1BK5I18CEzmcO8HVAJnKPmZvU/kJdq1XlyrHlJSgq1f1AkM0e6Qfl5BkjgUNhCMRXXj2AtgSXpQRws5DqYsHmm2A2Kh7AdVEQitbC97e8FxyHmiGGPQNJJocJtjpffm5o6LPgd3zO8strirY0NT9XhnG5uug0IQfcEXQZUH7Qwn9d7QE4ozmggDJvJyMb09bnzxMojBLcIsFcqzqE1c2mqe/c0nyC5Mjqqa37uOX23sOA2uFLRPNfd7UEpRS3YbgCZo1B/M1/KaXbWMwWzs96faxtOGajxo7QPjFMWQsib2W+Y2U8mSfIeVY8Qwo+b2Y+bmZ06js160IB2EbKLG7pTeL6UFddWTsBlIm3JywSqbGsTJ8fMF3WuVBTBDQ05SvbFL2obdF1YUmloSBMn/KbVVYeDSbkRKaJRBaIGNE2FDMvwoP+DBMbYmPYDMUFyAdI9qQRECgsFRd9EiHASILszgDIZ16cBacSJgU8AN6yhQc8EJI/IFj5HW5unxqi4JJWBcalUDjubCN+irM3zILoGhcL5wzjv77sGTZI4yX5s7HD1kplzUUjDcXyMGtcFL7G52deKm572isq5OUcQ793zlGOxqOubmdFn8DQg0FL2j9r27KyvIxqT7eFTYHQ3N3XMoSHda3u7vsexogw9m9W7PndO/RjdMqJlOEG8o9lZ/Q9Ce1w1Jtpr09NuDJ+UTMYHrd3Php3Efm1suPhnbUOGgH4Zpy2PKhwACaitNGTsmKnfsb4l/SlJ9N7On9f34+NCVUlvX72q62TpMBwNHAecIsYuWYRyWX2QIiloDzMzh9NI9GPSZzhQ6KRNT3vVc6wl1djowrdUXkLsJziAmkL6luIefhB6htjd1ua2mPUnSVOiHRgHN2auTE/F5e7uYboFlAukJHjm0A94btwfKVc4YLH0EOlJnDECaRAsloWCamHmaCmpU2whPEPU9RHppdIcyZLubj1L1jWNaTbNze6sgpguL+tzikaGh5XKxKazzFup5EEJKgbd3XoeZCJGRmSzSSfDuztzRjYMh4hAknMBaEA54voQuT0K9TfzlSlGR3Uc5v6j/ArG7eNwyh5QB/StaSGEepMx+9UkSf7VUdskSfIPkyR5NUmSVzs7O+97PNZcO2ptS9KWIDbIN9RuR4RE+pNOtbmpDrqw4PvD07h3T79Rwa9WZTyzWe9YTHbd3Xq58CJIDdJhgK2JhuBpsVYYy08A2eN00GZm3JFCHmJqyiOSmRlHcjAWrAgAfE0JOxwFqhaJwOCdQSrHoUKZfmxMRpTKIlAaHFyi0+lp19VCMRrOBoujI944NKToqLfX5R8wsGtrOtbdu673hkNGwcH+vgYb1aaLi641xAK63d1elQipdnXVuSNJomfS0SFjQtpxZUWTGM4x4sKkc5NE99nV5ZID6N5R9m+ma4R8PTys50qgATeC1AWRN5Ph6qojVRCUOztdY4qJC5kLouOpKXfGu7q8mgoNK0QrzbxPgAbWNtLTqKPH/fJZbQ+yYQ+yXzEB/6gGr7VWHfwkaUtS+CDeFMWgzr+zo/6OjWhuVv8E1SIY3dtzR7u/3zk04+O+8sTSkq8DCScMBIN1WEGyQcpwHOLAikCT4LpcPsxBJa1IkEhWYnra7zWfd+kbbI6ZO3Vw5EoljRECUOaGmRndP4LaPT2+KDfOGcvRseQSqPzamssQwQNbWHBRbcY+9o79SM1hb1ZW/D5ZWogUK2nlSsVV9vN5X1e0XPYVTaCOoOfY0aFtKMCCZD8xofMgkRKvlEKlernsC45jA8jqMA/BF4NCZOaBMv0QuwQFg2I7KvoBDxCJpVqerBABRW+vq/mbeUr32jXPyGgMvje1CBp6VGPejmWPKMg4qlEYh7P9fttTR8pCCMHM/m8zu5YkyS886vGIMvL590aQKNM3Nnr1G7Br3Bg0RFnb207SxAm6cuWw2jaOyOnTTgR/7TV1UAjxo6PadmDAK5wod6Z8HG4RpceQJTEkZjomkyioFYOEv8fH9SyIMKnia2qS84PDyX1B/If8SpTFgCPyJBUCpwyoHu0copFq1asfSemhNA+fi1J0jBeGjgovnCIi/dryZo6xtOTctdj47O8fhvc7O7UvxgH+BBwRUrhbW64TZeYOKenbeJJDEgIDStqgq+uw8Z2Z8YkJHbz2dkfTUBYngsvl1J9iJxz1c/gvIagf4LSBQKKMziTC+ngTE64XxTtkzbe33tI2g4N+nbOzTnplsd6FBd1vXI1Zy8sgjYkzm8s9nE7Ph609DhvG2D5KYwyuGcHRlSv6/NKlo48Fqh6vgAHZPa7kvnHDl/wi2FheVn9ACHlkxLX0CHaYzEH2zNx539x0GYbNTfWbctn5nhMT3r+nprQvVAiQFtB30PEY6UcJn7QmsjU4JtAYWEIIRyzmlGE/EL9mEoXXBuKBHYB/y9qfOADYNiQ+qH4382IM7AQOATaMIJxnBwWBwAhkLJNxnhz2FrQQx7ahQecH1cOh5F55R9w3/Q0wAeFfOFGxEj9oGkDH9LSC4nLZ5Y3ItOzu6p5B65LEFfkbG7XvCy9ov2JRfYI+EMsOkQasVnXvAAvT007yb2nR/4jNnjmjNDx0pM5OzYHvvqulmqCUxDQknh3Zm6NI/MWiqyOgFcl8VZsBIHiF+/t+21N3yszsM2b2I2Z2JYRwkBC0v54kyW+/n4PReWrzxEDAEBMRWK19sExuEC5BBEgroQyPUClSCmNjjpJRdvvaa/r71Cl1TpYniT17FJrRmwL1MvP02f6+nBW8dQwkFXQYW9A5Fvjd39c9gl4liZPq0fKCC8YAJS1IMQScMDhfEEVJK8TpPpwXkBQ4H1Q8oo9FFRbIEGliyKvxGnRmhwcs7wjjRyoA/S2UsbkPJjOcCoj4IFTwXXDGuAec+zj6izWOQBkRv4xLo6tVX14GXgwOMSkbhC9ZJ5ClmoDxMchbWzJEhYIvd2Pm8Dm8FJAGnjNILiglQoi3bskwjo56GuDyZUfLIMd2d7sALhzCXM61y5AMOM5A8Wyp1qIS7hltj2zD6I9HpVFAyUg3mrnzUdtwrGq1qcz0/kBJt7dFZN7f17tGh6qpSc789rb66fq6xg7OQEODAk8kc0CLUHVvb/dUYH29/i+VPE0Zi06zfmQc7MGXWl7WNhDBQaIp6tna8oALxAnRaThKZr7mJZ/jpBGwE3Ci+QUHi6CCYI+CL5wzuJwI2oKIIesB8gMKGDtEccaBNC38LoADgk54t3t7GqvoZW5vO7UFuR/Q0TiAxHbFNizml4FcUfQEchdnYFgpAXs4N+crDmDjSQW2t3uqllQpK0dA/7h7Vyr9rLxAZT6rE+TzLtd09qy+Z+mlyUnnuo6P61rGx0XDGBmRDQUEyef12XPPeRBBGpP+igOJfT6KpN/b62uq9vbqntk+btBYSDk/SI/wuPbUnbIkSb5kZo+lRgttLmDGuDHh8zf6MLUNY0CpOKk0BjNpSpAkymuREkAj5upVR4iKRXns29teFUdHgEuAlx2jMK2tzsUi7w9RNzYmpNiosgRF6+lxrSqiWqQvSMtSak0lITwmuA90MK5P78wjOpAbnJj6euc8oflFVAeKxVqdZnpuONDwqnAi4/QqxhvCbK1EB9VEmYw7NiEoklpc1ISCXg5pVCI8iMZUgsY8GT4nDRRz27hX4HomFLhse3uuz7S66qToalUGiaopKhZjxzpJ9C6rVb0/1getVt1YM1HT59GeWl31Mm6iu+5uvdfbt33ZEips796V8Xv7bSfTgpayAsHKiiajyUn1r4EBD1RYELsWcW5tdccTnZ9nsT2qDWNyPsoexRWZOEZmx5P7SbEjbI3DjKMC+vzWW46AMo5AyUjtj46+lyMI8rq2pt/wjlDR7+hw24bThKzD4qJfR1xExPhGPBo7uL+vPlcq+VqTcDlj5I/qZQquQCtAa1ZWnPtFH8VJITglWMfWUUXHguwbG07t4Dm2t2usIJwMFxQ+KHaQVVUI8OL3DrINymfm/DiyKVQkYpOSxDltFCrg7OLw8Rl20cy/I6BFXwx0DVuOJAfnAWXi2qanFVSCqJN25/7q6/3cZtq3p0f3Ozsr+w8y2tGh4+HExH2S57G3p886O10e4/JlT5339GiboaHDaFm5rEDjnXfMPvMZD0JjWxVXpbLmdW2D8zY76yjdyooHw7Xbkoo+qoDgJO0DwSl7XA2PvhaGBP3KZl0JHdXguMUdmdRVrEnW2ipyNBIUoEZTU15xiY4UKFlfn69Nls+7IB7pPdI7cNbguxEFIW8B/4fUJQUIlLjDcyACMPNCAgzn0pI7UqTHiA4hO6IRw8CMI0oMDoYfZ2VrSwaXgQxHwswjMJaaQvxvakrb9PT4Yu3IZOAA45CB0tWqYmOAmRQoFqDStbHReWPj44cFgkHpeN/cV6XiaUeMGNwW0gxx9S0oQZzOpPADAjFoKsff3PQJDG4ZUfjKinNkQMHga8ADI5pGKmRz0w0qEThplY0NXwSatQYnJmTgiFCnpvR/LufrHsZL7VDdBr+D1RbMnEfIQthxQ7oD5w+eWtoON57LUXyyWOqB5YQYL7UNtJl+Q6qSiYdgpFLxpW4Yl5OTjpJROUeGIF41oL9f/2P/SCWSrgEN2d52ziUV1Ngw7ECMkjGe4DHt7jrfF4kVquW411hChmPhYPAscIhw+qBaEIRi55HWYfxQ2U1FaXu7Vz1DOZiYcImS/n45tNBmoJtAr0CHbGHBlwtCY3J93VGW/n4h2VAbRkedboHoKRWJXAvpV+gfKA8QsNNAIgkmQcFWVvxdcr/YAOwXSBl8PsR+SdlC8YkX8aaAA9HZJNGzaG72FCbpToJdMj+7u/68EGDv7PQ1guH5YYNHR2Xz0VokmC4U1LdBaklfwrVjvsUpP44Php4o900/q23c96PYumfGKQM5iZXbaUx0Zl4dUeu44Snj/YKSgT4AdU5NeaUNwrPz83K+ILXeuePoQU+PkDVSVD09GrjoSSG5gYPHAICXQdoV7kexqL93dz0y5N4bG120EZFW0lhmHo3RAeNIChSGcmizw+XcEGUZ2PwwkHmGiOwx4BmsLS26drSsZmbcQMEbKZVclBDuBs8GvhipZ9KFLOUEz4q1F1myY2rKtbl4Jma+tiX3CCcFo8wamDwvJhMMO4ROjhGL0VKBhbPCpIC6OZwVnB0mUe4RYVCczu1twfBoI5E2JUqrq3MnmckRHgjVvM3NctK3tpzwD+cObSW00GZmfEJvbfUKUZTZMxlPo8WFMDFPhpbL6T0yeX8USP8P29B5OirdAeWCdJiZUM2jGkukgQKAiORyejfwEK9e1fvq7XWnb2XF1+Bl3CAyCsLc2KigEmR/ctLpIkyS8KFArrq7/brJZLBkF2kuHCPsCJQEioeQ26gtDEBUlkwGxwchjNN08LXiKkV+g9aRXqXwCseKFH6p5PwoVN5nZ/WsQPZPnTL71KfE98OZ4B1jX+FqkYI+dUrizhcu+BgHkSZ4J3NCKpmVQczcOSMFzmc0HGVsW/w/NgY+GdtjW3i/FEBgF5GggFSPE4sdwq7F8kU4gtvbCjCQMIL2QWCJJAsBIXSgctmXsAOpNZNtxAkaGvL+Bd83BCFsZJJiSSMQUQoLkBypbTjDABmIqh9lz3A06c8P2556+vJxNSa4WsiQSRduGEva1BpA0B8GKN/jwJRKgkFDUIfBs4dnAYl8b0/iinSIzU05ZahRt7e78WDxcQiSZl4V1Nbmgz8WFiT6M/OqQgwM9763p+th2Rsg/t1dj54wlMD3RKc4W3FKLnYA6NA4g5yP/9kfgjoOA38XCr7WGlU91aqut6XFdYLMnIgJ54Jr4Xy5nKNpGAzSd/AvOCfyGaQo+CElQnRL4UKcqsQZYwDCAzHz/errvUScSRGED04ViCj8O0RbWe8TSQEzd/BIT05NadJkAqQqjco4yKWxfArpBRafZ8kS9Nja23U9CIT+iT8hY4nK/9aW9r15U8dhDMHPI02Kox0rwscNzTOew1Fpuo9qY8I/alkqApBSyZGq455dXMkL0s44xolqatKENjnpPKutLb17AkgmJhCBQkGpzo0N9QUkZWLKREODL8dDH8chiY8H0o+dAKEg0CGjAXLf0uJV1DhLTKTYa46JnYk5VSAw8KjiCnIzd9JAFQlOSQnyvAl4q9XDIuLQMmJCPEh7c7N4TgQ2SCzFlaax8C0rZRAcxksstbV5BqBSOaycjyMOvQI7yXyBfcf5os/xDrDb8fvkOfFMIcgzHyH6Oj/v2mxovBEAxA4PgEdPj64B7a/Y0Zya8mskq0XmxcyvCcL/nTuuQwaPd3xcNhKVfyRb2tt1zokJ8SFJxxJokurnN6uZ1DY0H6endS9o5dVui5wIxXoP254Jp4wcOrBi3HDW0ESJ0RIaqA7weVubk95ZXmNry190XME5O6tIB5RsdNSjzNOn1RHW1rycuVh0KQiiPBZ2NXPiIfAqhHcme/LvsRgeau6s9UWBADouZp4Cg7fB4MUwM4hjsiuGAJ4c5ec4LBglolhQPxA4EDzWpOSZgloheDoz4xpfpZI7zbFGWGxUSGHWapfB7VtYcCgcXScmuDg9Ea+ggPHincCHw4BizHHYSE3AXSMyxfDGiBpGs6HBU7vlskfOoFZbW3JqiBoxaCxVRSUWnBq0lJgIqMIkTR1LCKBPRkHBvXtKt1ClOTLiSto3b6pf9/XpunHCLl5UX0TzaXxcy5BwXceR/rNZJ9qyluFR6bePYiN1dZSWG5MTVAMzoZlHNbIBBC5mnkrf3PRldd59V/1scNADwErFlzabmvJjESBgV/r7D3NYkaGJxZ+RX+jr87UUcWiYaOGsgqiYeWoOJ4eMwuysB1tM8ki/MD7i4JUxh8MBkkPwhuMVC6xyfK4fJDoED0YIzs28ECCu9kaKpqXF1+pEDoJrju1XbCORuwEZIo2KtEi86DWZB1A8kDFsIo4Y903hAf3BzPnJaMvFAWhtERPvFRsJoo+dOXfO09KgYfQJUrKxvAeO9qlT6tNwe2P0DscfbnFTkxwi7COFI6urcsxWV12KqK5Offnddx3Zp4Dg2jXPaOH4InMFSorje1TGLUbLWJoOWazY70Bq5f1KYzwT6UvSZUdxyeLKEByuoxw30BIcETMf6CxpgqOCMZie1t+sk5gkZm++6ZNUJuMVbOWyOhCq2AxinC8aaB/VhmjXULoMwRDkh0gmn3cnrrtb9wz/Ym3NI8a4ipJSeKLFOLKE3Bgv3xFD/vC42tvVQUslX3IFxJHfpGlBpmL+AFpje3viCgwPy0EAReNZ46TgPPGe1te1z7VrQnmWl71CCh5VzLkAuYIrwTlwqlifkzXaYqFW+C9oe3V0+LpvTARxRRXbws8AEcWhQyWcdC2RMwEGzmgIugd4ifPzjiDirOMsUzZP/8UJRLS2o0PXceeOE4pZMmxkRPB/Q8NhQcquLh0P0cz5eb03Jlgzd7TidRbjhk4clUtp834BDSFu8LKam11HKXZi4kaKjYo3yv3zeXcUsllNZDhJBAlTU+qnvb36zTqXdXWyWXA/6e+gRZOThzXHikUnrDM+WKUChwF6AFV8Mc8LJw9nCK4Soq3YbzPvPwSVUAfMHInDmWEMc56YX0eKDQFrJH1wmnjm8JZwhhinIDfFottfUPq5Oa9MjRflhrZC4Q/fIanE2Mf5gH9FRSTII8VJcFxx1goFRyxjWkxckWnmS7Oh44b9wzGKkTSQQ+wLzhzXDm805mRxHuYT5uI4hTk66jIkcQoTXhhLfnG8nR2v3l9fV99kLiBwnZnxNDzcsiRxUezRUee64sBynXGlKnNnbYNbNjPjnG9Q1bhRiHIUpeNB7ZmIV0FhaqPvSsWRjfV1ddbaMnI4W8DwQJGgZw0NLuvAupKkcVBrZzDv7MigZTKa3IDt83mvIsKAkPPe2XFxWNICcZ4egwY/iW2ovGMQwaHAsQRaJQqDGwVySBoQ449jiN4NzmdcSh6T7mOS5Pa29mtpcR5TXOoNkoTkA4Yd44kALHyUmRmPUBFFxSED6eKdxpVHVCDmcocHFkaGVCmTQDzoSXGCcmHwcKziNAhOLBMLK0JQ4YVjhsMEn4yJE1SMKBItp+Hhw2KtROYIKo6Pa6kkjkU/RR4A40BKG9RheVkRYi4ntGN6Wj9TU+qX9+75b5Y5YTkwStxBy55/Xo4YUfD0tL6jP83N+bOMG4HK2pqnDj7qaBloyVEoGe8+l1NFmdnxumSQ+5lksGXweyDlX7+u786cccdobc0J0mtrLoYKD/HuXR1naEifga4xeSERxHI6LFvD2Fhbc06nmRcdYW+wLUz22MP6erd32BuCD5wTnCQCasYyxQnYOXhLBEhcP+M0lvoB/YgdTAJkHAXmBDMvwohRyRhB4/zYEfbBBuBUUe1PNiGbdfFrvifAQhPMzN85S9txf2QkYrtp5pkMUEXsUFz5yrF5JjgrpCW5bjjErPMcL0tIQMEzBPXq6fHCks5OHQfZEzTLQvB+RiaGADSbla2iOvjMGedtz8/rGfb06Jpu3tT+FCSsrEibb2DgcFB/FCcW3bLaYkCyE0tLsqW8l9oinZjb+7B27kOPlDFoa1EyYPS6One0ag42AAAgAElEQVQCjsoTU8lWV6eXw8BB0qC1VTICOCh00sVF/WYJHRYnN3Nuz+Skrg/FaLgIsSwF4ntIXeBcgHrBo8hkZNww4hhFEBKgbYioRM8MaowZBhGjDdEXZxNkLCbfYmhWVg4vAI7zBecMJKijw40gDhRGbGHBBzXkW9LG7e2KrnF09/ZkmGZm7I8XpZ2e1v/z884D6OrytUThgPDuicCp3sJBA4pnOSgmApA5Mx9MVJ7iUHCfMe8Q8Ujgf8jFccqA+yadGjvNoGKI+mIgSbvAScH5XV31oo5i0XXucEoxbLw3HCwQjJUVaZZB/qaQATHZujpfpHpry5XjMXysa7e9rf5spuuI+2ltY7KMq3M/yg3H+ijeCbIKMYp+nPMWO2PYAyrGcU5YtQJnuanJ31O57FI4oP/lslcOUvkW8xepGsQ2xeOctQInJz0dhIMEHYT9sEfIKICGsPA0KBmOEQhRzIcCocY2wl9lsodDOzvrAQnCxwSUUB3QbmQiN3P0h2cMAoNtZHk2NChR08fJivlmpM3QpoRT1d0tOwYXeH7+cHUf1e2xQ4YtAa0nAMzlnMoT89xYYzmuwIeaArrJXBDfNzYM5whbAx0BNQLSyPAbsY8E8/BOzbyyF3FZ5iNSqR0d/jf9EiF3+tfqqlOD6upcHJuilVzO++/eno65tna4ipl7jYukABOOs1Fo8XEP9Nu4Edy/nxTmhz5W5eXXGiy0nsz0YBAJjVuSHNb7gijPC6GToWIel2xPT7vzAVT59a/rJQ8M6DcLrnZ2alvQD7x/jEcMncYrEcAnw2jcvn3YIQAeBYHY3XWiNZ2fiAOPPiZ7xsR+9ITq6vx+iKRjcryZG0WcEVAvDC3EZQiPIAKkVujEiIviZKKCTck/6Y5a7piZR8qk4IDTzfzaQSUhzIKowsUADcAhYnLjWugbRJVE2JwXZxqiMX9TYo5DA4+FaJPJFsQNDa9i0R0oMzdM8YQHiXhpyScNlMNJycJxYOKA68W6nHDIRkedp4Gm2cyM2cc/7oRaCgFAy2ZnXU5jZ8erM1nSBc4FWkFxy2QckUGepDYS/Sg1JubalCQITqGgaN9Mk8xRjeo0xt/u7uE1/uAr3rypPtnb6zZzddUdCPTkKFZpbZVu3caGi6USFExM+PGRXGHMMNm3t8upjysjQcMZD6QqCazNXJ2elB12Ki7AMfMJmiCISmKqOSl4Qd8rvgacDNCrlRUvhCCghasGgkfwzHWTyod2gHPZ2OhV5oxb3il2Kb53Aq9MxpdhIngkdY0ALk48gTAZGlDrmO8HyhZnLMwcdUMWgzU0oYWA3gNUgNzHlZsEtPBh40pM0tU4iXHRE8VYPLPdXTnur7zilBmWRUJAuL3d7S/XjwrB7KwcLGSVWOpqakqyIr29+h4kCyd0eFjIL59RNAWlhMp3+GK1NgpVgIUF8dfgbgNk0OhLD9s+1E4Z/IRaot3+vsOmwPS125h5nh5Sa8zF2dvTw792zVEy0mTk9M+f9yrA2VmXK+jrk0GC6wXfCkg7NqR45yA7FAxgcFCZ39w8XHUTSzuA/Jg5cZGIhRQhpFYz55LF6UXgXIoadnd1/cD7Zm4UGWyQhLluUDYMDiRxVKJJ+VFSvLysZ0wkSeXO8rIbSZY/wgnD2SG9QLTE97x/UEacTgj4pEco5jBzp9zM1fd5/hh9nhPPAbVvUt4Yot1dH+igHDwL+g/bUjEJ8R90AONeX++RKM9mZESQ/eyso1v/P3vvEiNZeuX3nRv5inxHZuS7Xt013dNk9zTJniFIjoYSOICg0WgWBggI8KwNzMoLQSsDXhnwzmt7QRiGdjZGggQYggRDXowomxSHBDXNnplid3V1ddcjK9/vyGdEXC8Of3P+96sbkY9Igp1V/oBCZWZE3Lj3e5zvf/7nf86HRgNRL8Cd/hkf900EofbERJwo8fSpG5b1dQdbKyv+t7fe8g3t2bM4wmtuzg3R2lpQ+PPzkSSwtOQAj3IkZUedwZYR5n5dMzF1zNKmoUs24rLCu6xxgA/hOZhWWNDnz308sBkjI74ZwjpQlBbRN84A9RDRKGk2HaBlayvkFmRcE2FAtK6hSQ2DkTFIfcSzs2BzASfYRZwzdGHqVBJ1wEkkBAmbrw4lfa9ggUgHDBNABSccnSZgiUgCLPHMTIRhYS4p8IyDSZ+l399o+JpCBqKO4epqPBu2AzuJZhlgyWs4/TjgCsho7Cm7u5EgxDXUfnEvRHD4LMwXNRTX1z20Tn0zxhcBvbJIBwduM/r6Yk4i9aD8CX3Ee9GqsV+q3vHFC3/9zh0/fmx11efvyYknEzx75te8dy/m+5Mn7pBStoT1Bg7AYUaLXqsV+69S8b9xZGAnUT+lj8qKzHZrNxqUUZskNWwI/yuVqKxblnFJ+EhZMrMwJHkeFYgpqnd05JsWwmVEo3/1Vz5AsAoUZ5yb84k1NuYTiNAl4SVqtVBaA2ADamexb2zEAoWtYXFTY4Zq2pubIazl/rgWIEO9ODxCwhAcW1K2oMsaC5SaWHgXGBNCqqRzY6TRjZDhqTQ490yle0pTcP9m4WlCuxPuhFrG2AMSKTFBKQ3+RoYjYEwBbKeG98YcQyPV3x/CWTKIuFeMLZ4q8w+DbBYaPzKu+A6tbUeoFU+OEi0AMY7i0srcnB5BVf6FBc9Q+vhjz6okpEp5jLffLh5NBcCanfW/zc/HHMVrnZsL8TBnraagCzEyoeAyT/R1aITdcMq0kcVGxmUZcDMLhwigwOYGkOEsyYcP/bvm58NZ3dlxJmFpyd+zteX2qVKJTF3mA2HqiYmor0eZhNPTYOPY9HDEsJ+ARUKXuha0XlSzGfOFUg+AziwLR4lkGWXQYblIVoDhp2kYWJtGESg1g9ieyAHrTEtSsJ/Amg0Ohv01C8kHrLcK7bGrmnGokYfV1XD4mCe8b2Ii+htgy1zgGKo0A7Xs2WHbkKJw8gi2FFDKdZinmp2pMhQ9xYC9koLrsIGtVowNoUVY2lot7Al7t8qNNjf92nfvBrs/MRFasno9bNjRkf/t7l2f88vLwWQxro8eOVtGuJsxRsdIMeKjI/+e1Lms16PsUrVaZBdpqiu7DCi70ZoymIZUSMcA4NmUeex4NMThYUqYaJybhRGAciacOT8fVHuj4RtcnnthRzJwyJicmgpPBuSMABMROdmjUMb7+zERCVfBoKClQKwONT85GWnVeCwwM7BmLA4WKkCCkJpqlS4CyMzC+z06iiONYPbwsEgn5gw0wBBeFICI0BYeG6wO9c04HYBsKbR4GxuR0cqmBPWOEaGSP8CWfqSMBpmPF82YwUBRZ4gMJQApDYMKwCZsSWo6GaF4wKToM49Vt4OmhsrsMAoUSSQkxqkCsMkc8js97fcwN+fvW1lxwzI3F8wXSSz37/s94rGfngZjs7kZZ9RNT8f7zHycBwbCAUkb44jG5nVseNapsYaZHh6O2mT377/8eZI90lItgDPE5ysrUXgaBwaWcno6GC4kBTBNjx/7PS4sBHPW1+djjCQCjZlZgKipqTjAmQ0afSVnQTKfiQSg3cG2ARQ0PKlCf8Jo2Cc0lJQXwpHgc50AmVnYIJyxRsOB5PZ2aNlgkhB5AziIsiD3oEo/on/6BiePdY+9VvkFyVlPngQbxvVxZAmLsmfB0KCVw+7zHZpQUdZ4/fQ0nhdWR50F7DtzjGtjPxHxwzTSN2ax7+IYA+IIZw4MhK6MvQiyRbMwsSM40qOjoRf89FO/97t3o0YjexhifMp2NJtu6/b3va/NIhGGLH9kTsy/sur8sMOEbs1ezsIEjF5WV3ZjQRmTPNWSAT6ICSOMThsZl6RO69/RBy0vR+osNaZevIiQJCDpyZMAANPTDhAwcNPTQQcDyqDTmWzQyWQaMunJqkJcy6SBJibMiKEjJIaRwZDh+WAIlU7me2G6ei1XQPIAGZQYTpIBKLMBLY5GD0ABu7e764aGIqWqu0NIurrqoRkOBdbMSvoK1onTAtjE+vr8WVdWAlB1M2AXee6trfhuxoQGyCXUBOsJkNOjlGDPeI86FIiA0X5UKsHOYcRpfJYNDhYRMTAlVpaXfePFW69W3SHhMPMXL4qh86kp7zfCmuhEYGgplUL4Km2aEfi6Hr3USU8G4FG7VuZlI55nnjebAYLYWPLcN6xWK5jNs7MIVd+65e/Z3o5kDc5bxAmE5cYpNYt5DMgCOBA+pwYh7K/W8sMmaZYzmixYIEKZKhZnPaSbnGpLcQo1CnCZBlgCZADOKC+C80p2MbbOLFgYdGzU0SIzcmLC1029HmUdkCRwqDYJaRoRgLWr1WJOQCJwfBGOmUpNLtvyPLRRmolKA0SqDdawNBpXlYSw9+g8Z9/i2pxWQx+iN8N2IdRnTIkSmXkfTk/7e87OvI/b7bDnOJkUr4YkgBF89Cj2XkAx7DLaR3BEWaNEDHtwp9IYgLuLthsLyuiAFJSxSBh8rbNFU2Epgkez2GBGR32RwJgxEdptBwGLizEB89xDl1nmVGy7HQwBh55Tnwl9EHVfAFKwH4jONUTXbEaGqArsNcUcsT/PBnuDwQakKR1Ow6DzPd2aGtJuDaC5vR0bOlQ64RH6jzpysEaAJRZQlrlxXl72sPGzZ26IYEl5HY+PukyayUrSgYZ8d3biOr2AsbRhxLPsZbZMvXvGEQPAP/pCwxOMGaVTnj/3a3PWK0AeR4D3wxAD6CniSNIJGXWPH3u/j49HVuXKStQow+ia+T3Oz0fIC/0Pglw2d9gyzrxLG2F7rTH1OrVOOhNCl4S9yjIu2axhxWAwKAQNS7q1FVXXAQ3ogGZng22FWSDLEueiVvNx5Z5gOajRBZhCG0bpBzO/LpmcJNlo+QtYE00EAKhjJ9nYccg0y5KGOB1x+3lrGcamW4PNVueShBfALvIVno3vhWlstdw2v3jh65Wsz5UVt2XPnsW5lpALemoKQIDIAP2IsJ9Dyi8jM7lIQ0eMs6eNvtfQKMwcoBB7hM0nYQ57SOkNbP32dswLoh/YP7NiHTGcB0gJmMPT0whRkjV8chIVEgjRI5U5O/N5vrfnY0M/M8fUKWJsywDX9LT/D1tWBr40hHnRdmNBGZRuqkdB0M1xNmV6DESMsFC07e3QeT19Gp+F9sR7nJsLDQ80aJa52JAigbAeMzMRm6ZsBZ4DYS7oXBY8yQB8L3oyDBjGicmMQJaNF5AFkMTzSal8xLHE+js1wqwYBlig8+qvcF3OcMMgo72bmvL+hxnC8ONhE9qASeM7AZB4xWQCoesirIt3Sj/iuW1txVhflzHTpgcCq0OgY0fyAX9Hy8dn2Gx5dtgP6o6RbcVcgb0YGfHf0ScSJkD0THX/VstDU2a+OWxtufHiTLk8943j/n3/nhcvwuj090fJg1otWEYOj0b8WquFVidtnC8Le/w6NRXKa4NJqlYjtHL37sufZ96otpTNBibAzLVkZ2c+znyG43AA5LAshCKzzEH60ZGDb8Jlg4MR6mbNsB6RgsAAkfBE+F03X2yGMv0wZ8xVEpUAZMqQKBOkWiUytbs1lYxoBminhlyAQrC7u3HcEA7f1FSAYdY9GlmyQfVZiWDQf0RH2BOIFnBmLEcFccZss+n3srpaLOR9nY1acirroT+QfuBMMmYawtQTFrB12G9AHDYLbSL1wrDvMKP1ethA/mZWTNgaGPCMysNDZ3+xkewdt25FEV6VLBERQFcO28o+jKOBY5s2bOzeXgDFFLyRyfnagLLUi8S4sAjwxrVRWgCgQvwYISr6HqpUE+45PY1CmXh0fX1uPAnZIHjm3qani0eH8D/UrE5saFM0YYAyDgTGm1Jmi+twLzBUbJ6kR2s6sTY1gt3ACeCRlGLi6RjZboaNRUi6vYJJaoQh7mVCK5iAkmehKggj9MeZmQDLatXBMOVBMGrHx2FgyzyfssYCJivrIoJNvDLGQP+u4lsMFc+hmcKIZ7WAJZsSDgXPjLc8NeXfg9HHq2YM8P4ZN0L7OzvuMU5Ohm5yfNwdk6Gh8Cq5P8JhlNsYHo6SGoRxzUJLybFXaUPnpOVrXofGs6ZzSeuWAT7Ss3zNgnVSpokNhT4ltMVmA7N1cOBOJSc7bG87uM5z37xgwgDZWtpAtZHonsxirlMXbHc31hsMMBsrbIlZhO3zPMAJdROxi+iZzGIu02DcAIXdmjqV6lyWMULpWLEnbGz4/9hAhN31euhbSYLAKR4bi+PjtCwD5Xg0k5F+5Eg+qt9TUBY7ur5+sWSkXholltK+UceauYAjvbMTz6kZjOw/jB33rswpRdb7++PYQGQZhMkVwGNHOXllZyciBaOjUYqJ03AWFmJuA5SRGumpJNwP94qsppO8haoKqjnXxpxnbV+k3UhQBrgoC10qACFklb6HEKIeb4LIe3raNyi8MAzI6akDLs68Ahl/9JH/PzMTcXnCphxtQ1YPpSsIMcByETpispiFXmh8PFA6tKp6VIAGgCjADqRPGIAFQGOjB+R0ang+IH76C48TY9otJEA4dX09QgwssqGh0FrghaEp0WwZUtNhjAgLEwoGPI+N+RhR1A9GUs/YvIgxI3uN+juc0cbfysJK2gCRqTeuoXAMDOCccaPEBpsg85BNCU+QiulmIc7V9HXmMFpDQjxoZAYH40y5x4+LhmphIY6BuXcvROOErNhcYMuYo5SH4WfNaEobfUlx3telwXqnton5ynosc3ZS3RBrUpOFzFxL1mj4+MLOU3qBsNvurs8xND61WgjGx8d9TWo2HE4v4Im5iYOFBg12lM/ADGK3eS7WO6wHOkkNkSkIU6dS7fx5c4eNmgOz1cnCnqYSF20As/390JnhdPP809ORAUj2vCYeAU5xNGG5iKwQvp2ZiWPNACgUXF5ddYfnotoxwp08K5naCoy7PTM2WN8LW8Vewjhg45kffX0xR7SUBU4dYU2zyMTGieV8aSIEjC9lmjg/N89Do3x25rbo7CwyOrF3Z2e+DgB4ZiEvqlScZcvzID1YDwBSxQhpQza0t9e5NAb77EXbjQRlGAn1NAkHKW2eFos1K4YuNbS5uRkTgjIYiPcp4orhgrXa3/cQT3+/hxnQZkBta6X1nZ0YXIwuNC9iUDZoDXPhBaqejEXCxINCh3FgAqhRK6O4YQ07NQ2v0Od4KCwY7onQR6fGd21vh+4KQ55lbtA4R04zdTBAGLFmM1gy1bQMD/tiBDRTI8fMDcD6eoC98xpCeBIDyIal1hqJIOcBMzwo9TY1YQFGgHECVKuuEMqfzY1s0ufPwzMHeBGeRtPSbBYzeumLnZ04u/Lu3SjhsrXlY0Axxb4+D21OT/scQ//Cvc3OhuZicNDHlevu78e4np2FRkobzghawNellYUuzUJndl7oknVGrSzKYCASR8zPuiQTGpZscTFYMsJ+VDenoDBlfAhrbm8HINBsPGwCoTrY+s3NYOnQPpqFc6FaOEA+rL06FqotUhuGs3Ue401le7WF/A7To0ClE+uvEoONDV8LWebrgkgK+wCyDIT/ODdkvVIf7PAwMq6np31c0P3hgMNCr69HxOQirDLsmtZ4074sO5Ywbew96fuU6QSEsOeQKAcQAfTjuMO8IpCvVILRbbUCOOozYouINjGfkAjBUn7xReglzeL85EYjSrXgMOAU1WouzcC5RZ9IIXA9vrDMRlHSZ3//5XNTadjwi7YbCcqId2tjc4M5KWMz2OTNIpPGzCcDxRbxJgknskFStRxkzEaGtzg25p9lwEHwAAcMI2GowcHQgaRp7Xi2xOk1PMn9wnyB+AGlLARCXYCnFJSlRf3ShnGCncIAYyxTTQZamPPCe8fHvli2tiLbhQlfq/lmcPt2hE40/RrDykaQ5/75mRnXQ8FWUgen3Q5BP6Hjbg0gj3YD3UMa9lA9WLfnJWzYydCjB4FRAHASWmFuAEwx1O12eGZ8B4YABpiw58REgDXKsRwe+t/zPBhHkjLQ5R0dOaCiLMP8fHE+NptRk29jIxhdPGJCArATiLfTBgtKCPZ1aem8YdMnG9kshMTaVDBvFho/NK5mzhhQmLnV8vFFe4g4GpBGLTQq/QOyKf2AvSLMCJjRavfUqiNJoL8/zvZFy0O5A2VWYIbRVFEKho2etV/WCKd2mzNsrNgOXYfqQLIG0Wl2ci4VmHH0z+lpFAeHXRoetr87kxHQNT4ebNXkZNQFq9Wcia7XwxknGWpgII6UI9nrIro5WD/0a4AK/imoPg+YAZzSvyk7qzYKcEJmqY4RoTwKaeO4oaHb3w8Gn8QBwugcZg4IZ583i3AyOmE0fURFSFKam4uSK4BG2OCnT/09rCEAOzhDT3dJG9EA1nS6z5zXx2m7kaDMrFxPxkSBIUgXF3QqoSkaJRU4FBUjQYgNZuattyJ9Ns9dSAtjMDAQniSLj82NYzpYdLAkTDqoWCY1k6ZajeQCFhbPh9gUrxtqXEMfabYfTUNmnZp6wTBUhHgRZ6vWA5AGZd6pASIQ2+/sRHYkqc0LCw6ybt3yf2wk9OvEhAOwu3fjH/oqQtDNZhxbchGGDP1CnkdYmL8RykE7glcNY9Rt0eH16nswUhhYAJhqvgi/oi3jxAnei+4LxpasKbxKBXGMI8AP7Qoe3MKCv/b0qX+mVotafLDE1Puh3AvPXq87a0BBS7SYhKlhnwnjpI16S2RwvS4tnTOsxW5zCSZVWSRslJYwIPFoejpkExzPtbQUzCUaGMLzW1shuOaYINV2wZCw8fIziT/MGxg8WBI2zxSUqZ6sry+cIAWcNAVfrKfznErAFswcNpLnSkXyuhF3c6RYpxTc1SK72FxIgjt3fN944w1Pmrl3L35+662QKnCvaDhbrUisoJTJeSEwHGjICRx/EhKoIadnPJ8H8hhHnZdcX+ciz4xwX4vNKrNmVhwProMjp4fZo1ukNAb2SsujNJveXwC39fXIHNYCvsfH7nhUq8Uzm3Fcnz71z7F/cawW90d/lTGzkC/Yu3RfvZGgLMuy/y3LsrUsy/76op9JmTKyMck8KwtdIqhWgb9ZVGSmivbUVAzK4WGIO6HYYSKePPHBWlry74depnAgRzho7Rdq0TCJqZNGGQcMKPVwEK8DEjF0hDE0vAVgU8NW3t8XY41YAGWCe0BlmlgAs9iNQUJnQIX61dWg8E9OnJ3Jczded+54/87ORgXypaUwbhzNQaHdxcUQ5e7sBDvUrTFfCBFWKpEsADsKC8iB3lNTIdI9j+HBY9SmIJvxUvYAsSwbiQquNTuJI2XYfAk5cV0tY4Ljsr8fZ2E2m95nZsGwzM3FZk0dPjQ0m5sBAgBlrZZ/bng4GOd2OzxUKmKj59AGQ6EOxU1rV7FfZaAsLYWQNtY8m1irFceqsYFQegdGApHx8bGPK/MD7StZk+22j/Ppqa8vmE/C5egCAXLMPf7HAdCwJloqZbnZoGHv0aMxP5m3xf59+Xd1OMvHpJgYow47a0ztG4BH9W6dGtfgQO7l5TijeGkpxgSWEaecNUqIlnnAepqddbvSaLgN3NkJhv8igIx+Ros2ORlJHfV66NXm5iLs2k1yQmPP7PQatg17xfPgDKo2ln5HQK8SE+yFWejEmOtKNlDsm1MccNgHBgJcUXcR3STRE85wReJ0dhYHlZOghINJ3xCxyPNyUMYZv3t7cU1tF2EktX0pQJmZ/Qsz+8cXfTMLjsYmr6LCsnRzJraW0oABQktGSAwvNMt8g5+ZiUlVqUSoEiZlezsA4eholGIgQ42JScYUAKu/P4qp4rkBDqD0NZsO0KNhBrOgtwldqgeUepls7J0a963eJECWfwBLfS7GAP1AmW5G7wmN2d6eC80rFWe9oIN/+Usfk8FBD2m++aaDMZiw589dR5DnzuSMjfmi5FDviwAywm2UJRkYCA0V4UzNmqL6NskGFzFsgKr0+RkjNg1YSbRjasCY74zf2VkYJtg12As2SowirC0hAcpjzMz438j02tyMCv1mPgZTU/Z3x+9QQgNNIN8zOupe/eRk9CPXMwspARldZWOQZTeaKfsXdgn7ZfbynGGDIpyI2FsboChdz9gsMwdWjYZ/nixwzlekNtnJSQjH8zxCODAKOKBodba2IqNQQRPyApguEgDQzyKaNot7xjZhS4kUnJ3FeuWZOjk75zmVsGOqzdVwHWsRZ0mjF5p9V+bY05Qx4wSXZ8+8D2Zm3JlEZ4nzrUdBIVo38/ffuuWvb2z4GFLOgTXbremGz36Chmp0NJIPYM4Im05PByDu1srWLLZLE8uwXaqlxf4S/TELQE4ySJZFuJsMYi1LwV6SVhhgjIl8jYz4fkGok+gJzHC77WsAVpa5SDSBmmVaHUFDmHxvyi7isHMCRJnu7zKg7JLE2q+n5Xn+wyzL3rjo+1ODxsJnYpCKrw3vDs0NDS1LreYZSwAKQBPG6qtffTlEgEB1dNQ/iwicytTU2uFAVQwVoIyijGy0hBXNgjEDEOEBIYxnclDHRgGULoayvjuPstZJpenjAAWMIuBWmTLuFw+9WzowrN/Wln/miy98M3nrrdAckDX54kV8joVcrUZI+ckTN4qE5zoBAG16ZBVMJHMHXRn6npSqh7kaG4sQd7fWqc9Z+Hj1Wg5AqXO8fLMYh9VVN+Y4E5wpibAW9phzM3FAKGa8uBibKWe5LS+bvfuuv2dry1nBlRUHuhwttrLixo35WK9HyIysvnrdr6WZfYR6UhaIekg4Gudlhn3ZWq/2C8ZmfDyYsvTMUAADn2V+YHMQ2a+sRP1FRPyEcyYmAkSgE0N/s7kZ9gqWjTmrpYY0K51sO06H2NuLotHIGQBoqm3VsKHWroKBMiuu3XSDuwg7rTomzV7GvqfaTbWzfA773ikJhYQEFY4/eOChSdXuaQRDQQCJGADZzz+PunEUQL0IIFObi15Ns+UBd/QdrCpSB2QH5/UnYFkb9gmNMmCLRAPKq/DdOJgq7SHSU6vFOtjfD4awUon9VPcYIk+A0LGxiOxuFGQAACAASURBVJDABlJfEWnL3FysDcByX59/dnU1WGf0a5zGo+F7TlnQxvFlRB0ofUXrlt370phe/K2/2ZZl2Z+Z2Z+Zmd25c6/wmsamFThpA5ShE6Lt7gYjsrkZRyewWNBiEE5is/78c/88mR5oeqg/A/tC6AAdGEwWhphsTrMikwa4gHnShU3pDMABYS+0CQq80lIYZueDFRYefQmrg9HWEAr3R0jTLO5Jayh1YkGI7ZP5t73tJyS89Zb/o18UVFMqo1JxIPbwYWS9bm8HM3meCLhSCUDGEVAYbzYutHfqTWJs+LlT1s1F+pw5y5gD8Eh0aDbDs1bGlAxH5gIAFyM+OOj3yJmY3D/jgOfIBjE76waMkgj1us9xhPhPn5q995579c+fx/O0Wm4QnzyJEEGj4WEcMx8LDCHhtRSUIR0g3NWNobipTe3X7dtvFF7T+mSdGuOmeirK7VDLDIZYz4IkY41Ni9AlTPj8vL/32bPQY3LUDRskax37g9cPK4oGjbCp6ihZR9gNgKTaCgV46vx0auc5lfo6rAeOD0BKwQyAQxNrlE1jvZU1QIPW2vvlL71f33wz9LKMiTrNu7t+3c8/93XHGlZA0q3xDDionA8M07ezE04zQJjyQGah1+K4tG72q8yWsrcANiFF9vbiDGh9BiUfsGf7+wGSkAfpWdX83m57f1HYmv2OhAJ0kRsbbsfIgl1ednvGfj4+7jbs0aM4bPzkxOf9o0dRRJsIhOpx9YzLFJQRLaOfUlB2E8OX57Y8z3+Q5/k38zz/5uzsTOE1BHpkN6agTDdMLaXRbkdNHjqUDRZ2YmsrDkulo8laqlbNvvKVCAe1234twntsMtC7agSYzKRswwyR2g4dmnpuGGcGWScoBkcXQmrAzqOqtUEPE8ZVwAdjhgGF/TMLo6sGvFsoE50FhXcHBnyB/PjHHtZk419YCLbm+XOzn/7UPVMyDam6raHqskYiB8aX6v94QmwQpG1zMgN0PxoRsxBGX8QT6rYw6Wu9d0AZDIIyrYB95greYLsdTgHzjL5njbTboSubmvLPLi769TlWBmfj9NSfnxDmzEzoOpjXeN3r6xHCZMz1uKB0Tuuz33Rd2XmtaL/qhdd45m4MoSYyqU0wi81ieTnYAETSh4c+BoQuyb6lwj7M8Npa1HiqVF7W++BU4owMDPjPOG4Al7QYMveNvsr7ImyWshLKJnUDZhfN0sVpxIEF9LEu2BcULGC3WG+s6072C2cZQEVf7e25c/nRR6HVRFKxuelOziefmP2X/xKnYJDkhYPbDXxqDS2kFAAFyt4cHMQYTUxEHTUYc+qoUVLovJbarzKJjO61OIyAQZhWxoTn1OQE6i8il8EpheQgIsMcZu5NTEQ2+PKyv06pKEAujuj0dNgis5CLEHExCzYREkVBOvIibfQ9zHUvYv8bw5Rp0wXLRgZoKivLoBXrNTMQDQOHLhO7Vk9ue9sZAiZGlvmiUi3O06cRM2eBUNFaj8lhE8XrBEDyndRrYpMjREo8XVNylYrHq1LQR0snTzdxbKd+JkUbTRtGiCQIva5mEgJuARedQpnK9Kyu+ufm5vy519bci+TaGFUMPCcePH8eBrGb0YaVAcgTvoGNJAsQANLfHxW58zwK4O7v+/eyobApXXTDKHt+Ng+Ak1LqAHi8UTYDHIBGI5JIxsdDY6jPjW4L8AMzQgHYatWfb33dPc2BgQgFAH4JW25txc9IBp4/D9B4cOBjs7kZ83JsLDQ26SZHKJlMtle5pYCDjUlPQkgb4IY5otmFbH5ra6EtZMM5PY2MZWo2UVdpaChANOLzkZEo3kmxTYA1ziPlMNjMYGqUzVadEUww96/ADSdYtbPK9Kchs7IQWqem4V5CujC2VHdXhgubio3CaQM0dGL8VdiuJxcAKh49cnkLoFtDgTzrzk6MAQ52p6bgHftFzUccyTyPrMvBQV/fAJG9vSjCisSB5IRuus7U0aXf1EnHgeT+lXmkn3Qesy9QQFq13DDBGpXhs5Adqa6sWvXnQlJTq8UZmFQPqNfDuSYyhRSFMD7OgtYsY05g89QRB1dAqvRSFuPGMGWdmjJgp6fBPKXvgfFJQ5eVShzETNYlQncyHwkPqJ4MAfXAQNDQDCznOVYqQeEyAbV4InF3JjMTBy8Bw0XIMmVyeFZKPjBxuhmty4AGDP7sbDBJGj6cmXHmKq3tU1awkNh9WfV/FijGaH3dgS6lIGZng6manvbvZGG9eOHvRbvQzcNUQMZzcHYaDAJ6iHrd9VoffBAaLGp3vfees3a1WrHadDc2kPeUNWU/AFsYdjXc9J0Kk4+PQ5/BHFdDyPtJUycUjFePh4zhPjx0EExW3v5+gKT1dX8fQJiwqGob8XQJU8IAmPnagBUtGxscmfPCU69awy5wmDsspb6ufQJAUDYLtl6LdNLXMCRaG4oCwdVqOJmsd5wf5pFKAVQfBsAyi/AzAmocDd00FSCZxXwlvKZZkvqs2i7jVAIGp6ZceL+w4HOSM3Fv3/a/s26xVwBOdYBYj4C0NOKgDDeZ+OiW+CwJQjDZZsH44Eye51TqdyPqZ7+B+cpzn0NLS2a/93vuYGFLajWz99/38CIJPThoV5UNqMaLPmAfU30ztkoL1+qZkuxjOAeI/QE4sFFk/TNGAGGKfhMaJrQPgQDpgQaSckMQCez/ZIGSeUx/AyDpM22sHSI9qdj/vJB84VoXf+uvr2VZ9r+b2Y/N7J0sy55lWfbfXPSzqm1h8qdNO1BfPziINO6jI5/chIDwKtHU4CGenQUjsLjoHU+yABSoTkQQPWgcg4aWCmZBDRnPogkMXJdrNpsRe9dMFPUk04lwmYlBEcKpqZczlzCwCC9nZkKfoAkCAAzGCFCGQdL70QxEM18cX3zhgGt9PTwftAVoyfBszIrgpux5NP28v794igKZNcPD/ve33/b+/PRT/67Nzciw+uILf9/iYmgSYGsv08c0novwCYaZ66n4XfV+Z2ehpVN9D/NocDCuheFutSJbk/mP2LpW82s/f+5zH8NF3bTl5RATn515X8DwwVBvb0dVbOY1bCqC/jJRMeHv80LPX8Z2WfuVzhHmDus9Pe9S9WSqS9LQNCdWcP4oTMD2to8rBaYPD8PZBBysrvrcr9fjkHjWFJsL9gzWnvXIMT6Hh1GglrXGxqzPraADe4I94+9XYZvLGpnU9CcsuJ6VSUkjMkixIUQmcH5Yo9g5bAgNWwdYaDa9L9bWIvmGtQ04XluLY4D4u4KQsufhHmGGeDa+o6/PndZ33vF7ffTIv2dtzefIyorbr6Mjt3EUGNbTRK7aNLxOZQK02JAG2Hhsm5YH2dmJ+cDRfuoQwDzC2AIGiWJRhgrWGOkJZAf3ZRZ7J7o7s3BoyIBOnWw0h52YTOQCOCrnJWl0al+K8GWe53961c+yycKSlenJFBQohcwRRYQN9IgmQjeIv2EeqJECgwSD0mwWz1YjlAUogwlQJgNhI2FBjcvDLiiA0QxHDCLGrMyQ9eplUtR2YiIy6LhnBLx4aLWav1dDeCxS/nHvpCrDsig1jHeCZwfdjpdKiFHDtVoCpIxlQfeCpgqNBZ8DkBG6uXvXjdfRUSxiFhibDIJaju6AqcKoXKWxabHoYbrw1nQuU+h2c9Pvmc1AtRKEiZiXHCXGe8lIIrRFEWQymG7fdt0LGZscLL6w4OfFkR0LA0Ydszff9GucnoajYxZrAAOZsqsAE/VIb0LrxX4pIO/UtICrhn7Mwt4R4qfoMBsXbEqlEiwkerKJCX/Pxob3+Z07MQYAdWXMkCNUKhFqorzC/n5ofQhn8jNrBgkHQAfQrhpUs8uFKDu1/n6/N/0OyhrRN7u70accpE7WtmrMsFuMkdY01LpUuv75PJGM9Fxm/R/mJ2UJteEIMx6Ens0iUxNAdveur8Ojo3CIYMEYbyIxi4uR/Uk4mfV6kZaG1HEIOdILXSnvYT5gmwDJsFXYJ46+IhzKWO7v+1i128F+kaxEKZehIV8PJydxMgV79MGBf2Zuzh1uLYJOJG1jI/pZsz1VV1Zm43lW9uxU7H/R9qVgynppeHIwV2XolqYdxCChc1HAxuQClCkDQi0fBp/6ZCB14tocF4K2gmuq2BXgwUaMB9FuRzo7VDqbs4akyHpUL/M6Qj99feE5VqveB++84/2L6J3syKGhqH2UpmJr1WgV/iNOVS/HLDxJngtKmqN/MJCU59DsHwANTTd8dFcAMhgCwmWUkBgfd6O2vu5GbX3dxxsjaxZZsSsrod8A4KVA4zJNw5c4DLBHjC2eOPee53GEDa9rP8PYYmw0XJTnwQZPTfl1Z2f9fYiE6bedHR9zdDgc5JzWlaLeFHqLg4OYGzhPevpE2nAybhpT1ktThxEtadl7dONDN8paaLWicCWbGmFHMvI4uxVwRhha6xFqTSu0XmgTqZloFvXImFcjI1GjSfW71KHCmcI2IfVAy5RKL3oFZGYx/3GwFxZcjvC1r3n47t69KKZL+BjNmbLS2F1YM/4G4692DpYL4KGhT+5DIw04mIA7GCUaewWf1+9WoA2bzbmmnJVJ4lSjEYCT+mc7O3HUHQJ5HaOLttRu8TPPoaBNZSqAHp6ZfRBCg32cfmFfISOSUiV7ezHW6PgGByPDOMv8+dCmqQOux9QxhmNj/lk9Rg+ZgDJgaXjSrBilMLs64/vKgDKz8gw4vDA2MhpMzehoHPUDuDIrCu4BQIj80eiQ8s0G2tcXx/AQv1bAoAsRI6ibMAJDUqxZ3IgjVZOmcW4FJtcFyrTuzcSE2ccfe6r3xx/7vwcPfJHfvx8p8YjTAQmEbZXJg/XBqKXGkxADZ8lRY4eaPpSv0IxE2BcNizAnCD8DyLgOuic2xYmJKMmxvu4Gi42Dca3V4p6zzI0e84SzNq+6oQDqmA/Q8ynwZtyh9tFpVCoxhzTBgr5nY6RvAEYUCyXEyYHIa2v+N2pnjY76d8C21WoxVsw7AEWjEYAXw4eR05Mr0qZao9elMf80HFj2HuYVGziOhFlstHyWTNa9vcgGB2CZBbupZUiQPqB5Isuco4/MYkMkUQmJg/5uFnMYm4dkQ5k+IgvYPhW+99q4Ly33MjvrYdqf/tTsL//SQ/Tj487qTk0FSGBTV3YPMKERABhD1pmG2wCdADMV8LPGAQfYQsCVMknYchxYs0hYqFZj/QG+5+d9zLe2IuMQBolkAAoCt1q+721vhyaUeXiZmlo0WHxAFnM2ZT1ToT8AjjlEdIR70PJP9Cdzin2UBAvAGvKJ/f3IHm8240QFxPvsv4Da09M4rgmGkTFlHihjmrJlrL/0fNrLti9F+PKqTSlvjEXaMHap3oyNw8w7EfoapgojBwBgc1le9s8gEGfgyRZRb584PfowwpQK4vg+UqGZjGtrsSlrGQ3dmM2K4cHroP3N4lnwVp49C2YRKhe6eX3dPVBqV+3vR4kRraMDEEC8aebf0WhEX/Bsx8duMEgioNYS44iRr9W8L5eXi8wjhh29lG4aaAnYDJtN19LMzvq9b2yE2N/M7Ld/2+9DAcPTpw5Q0ePMzcX3sIAvuyA1pKFeJzoFDDgAjE3v5CS8e82ug4HQMaV/1DAdHjqLAAM7MeF9sLUVdXw2NiL1fHnZWYaxMWcLVZjP+Zx7e77RUQPQzL8HgJDncd/aFMy/Lo1xxsCn9Y+UJdNQCrbBzMfq+DjOMOUA+IMDn78jI/67HvmGU7mxEXNB5zB6H2wsTgOAB3AIK8vaVfCirBfOJLpBACibMpvtdQBy7GqexxE6a2v+GmwfUY5q1cN9Zt4XJP9sbQU7hv1g3WGDtLAsIAnnmZpazHE2f2wTdv3sLFgdTSJANgGrD0NerYYTxXiOjTmT3WjECSnY1JERD0vX6zHPHj8Op2t3NwAZwOQqoMwsACVjiC4xZR5T4M0cgrVljud52D/6XbXByjiSWISdMovs0rExfx/n8sLm1uuRTV+rBRgm6WZp6eW+0D367KwYmdM6ZmTzX6XdaFDGxtoJkJkVaVSlmZnMxLthJABOBwdRoLTVihj8xoa/Xq/HZIBepZAoIThCkBgq1QjxflgcNliYIDRKhPe4BpMTFkT1GNfhZXJtjC+0t3oITDYOnz07iw0BgDk5Gan0gCDuXw07gmRld6CpX7xwwLe0FN6keklPnjhzA6MJc0atGLxejBSaPsYXoExhQTxMvOAPPojSGBQ85bSA994z+8UvQizKpqbG+zIN469i7jwPZ8AskknUaLEZQvszr8kyVRCnhWapUYaxZzPQTMvdXd+g0AqOj0eFdkK2ePhkPZGZeetWHLNEyrtZsKJlGZiMzXmnI7xKjc2FZ04z4LBxrG1d59gzhMnYKOwCrDBrIstC+wUjur7u16zViqFlBOSEQdk4lanHHsDc8SwATOYxmymgjvvXUkB8R69OJd81PBxat+NjX9usa/rh7Mzt+NGRz1dNVJiainIuZkVNJ89NyBO7RykEwPPmZtQA1NIaOCXb2yH0B4wzVowngBC7rA4YAGF62n+mPhn3t7DgWZZEBLjWG29432C/SAbh/q8j2oLNINLDvabsEs460SV0iNhmPZ6NfZUoiYaQaZxowHPBInJ91aLV68XyLPR/terzhT1Jr09yDc6tNuwwjtGNFvpftSngKgNlGiPX1xnUajWAAzQlg7C/7wwIqBzPkYJ1mlJ7duYDz2cBB2g7UrE+wIoieXhkh4chqucaZrFZMREIFfFd6kn3qsfBG+vvLxaZ5B/AAwYSL6/dduPz9GmwWwoueE4Wpwp9GUul7kkGWF72MQIYtdu+YDY2wiOBrsbYtdtR8BdgkudRwkSL/wFgdneD3evrc93JwIB/58cfu4FttXzc5+b8O+7cca8TZk3B81WahjdUj6K6DfpWQ0SMDfNIQ9vK8FFLCkOYZX7vgL9m0/u5r8+ft9GIWm14mQj4SacnvIyeAo0m4FKLmJpF/3YDZTxfWnbgVWyMHwxOCsrUsKeAhbHd3y+WJGCTGR8PkTMODYWWYVuo7Yd2FnClIJB5xPxm7QPk+dzBQYx7mm0HWNMwrIawrurMpE0ZYepEArT0mcyCEWEDvX07jkxSfRP7grJ5OEXKYLbbRS0UffL0qdt1JDCnp6FNzrIIn2IfASmwyjiZJOwAnFmvHB6Prc7zqGjfbPpnsNPo5ppNB2wPHvh3UyoFpk+Tpy7T95q8xXMok0rYXcPVfJ/ai3Y7mHcNX6o2GOcSUoV5Tdh6czPWFzaIeYGuTNcNfcd7uRdsLvbJrLP2Fa1tvX515/JGgzJdHGWgTBe4ZjcxkMPDTuPS6eqF7u+7kJ1BM4vMjcnJAHRqTNmYMYpsrGyaKmJXw2AWEwORNJ/lNb13szg0nYmheqFemoYSychBLPnWW8FsPXvmobtKJYCtWZxfRlbfzk4x/EG4QkMfqpFDS0GqOqJLjgBSUDszE56UghUW88iIgwiYtDR7ZnIyatPAgOa5n9IAKP3ww2IW1+amp5TfvRuZPWSgUlSzWwHGbo3nxgixGeoGlo4vujtYK7Pi3ADksFlx8K96zmdnbtg3NqLYZKMRIXyynubnve9Jd+c8OpUR6EbS3x91gaimjbazDHjpOrlpGZhXbc1mzKEyxl8NP+vILAARa01ZK8A6J02Q4QYgwOmh4j7vRW5Av7P5MU5snIArRP6AH01C0WPK+CzAQ9e76k2vQ4IBozQ05PaaEHpfn9sTmOD9fXf4ms2itnRmxv8OC8azsjfwDCpA5/pouLAVt25FsWQFhkQNJiZ83aHr477MQlOL8wSjTyYpDilHYiF3MXNnkXX72Wdxak2WxekBS0s+XhRXhQkHkF7FIVLnG60g12RPZH4RylZHmrk1Ph59y7yB3IAlRMMMITAwEGuAepRkVqKN5ShEPsch5pRcIgt9dDRqjwLKjo6K9dU0uU7bwEBISNjvLtuXNxqUMZCExNKmBi0FZUx0jsnBQ+J1svT4LOwZ9CXsASJVMonQmeHxQLMqdc6E0xRrJiybsXopTF4mKCyb6k2uS4+hAJRjU2ZnHagsLPimzVliU1PuafX1hR6PxQGtD0iBGWPDJQxnFt4834/BM3MDQyYrzw6tPTAQBpTNBU0I48CGoIV2NQQMQwlwuXfP/7635x7u+Lg///y8fw8Hoz9+7IzZ/HwYdTwvnuMqnqayqUqpm4WxV/a31YqQlHrU1AJDzE24HIZYRbmEzSmOC9Dd3fV7GR2N+jtZ5n9fXAxdmWZgoqvgmhh+jC/OC+Jn1WQASghnvepNhcOdbBjzknUOyFaWDAaEEBoV2+/dC90TjijFZAcH45B6NjVqSrEu2EjZVFU60G77PGNusLZYVxqm4nMqX8B2pWukV1CGU4MuFbv5zjv+3Hfu+He8eOGA5uFD7ysYRI7sIeuUtaTaMtWO8rw8C4w04IG+1kLgAKb+/mINP5LIxseLrDv3hbMOe0ppCEr3kAlP+O6TT/xzt25FuZvNTQeKDx86AKXUjVk4kzjQV2mqjaVcBZnYOFqaVWrmf0frqOFflbmo88L+o+F21ZdRpHd7O2x7tRo2iD5kn9rYiHMxcTbOzuKoJk1S4d51v9bwpurdzF7WgF+k3XhQljJO2tQIpKCMRUGIhoKaDFwq3DYLRoiaVzBnXIujGcgu00FLRfsq2tVBx6AwKRVpq2AS44xRvQ4dAGAvzyP7c3TUWaF33w0h6cCAa6oAmR9+6P9vbXkfzMy40Wu1IuU8HTc2ZACqsiJsEAAG9A54igMDfh9Pn0Zf4N0RosRbB1TQf3iftZovuP1995QA1RzO+/nn/vO9e2Z//MdBiR8emv2bf+PXWFmJc9QQ3sLaXgVUsLgVnHP8ENm6upEBkihTodlhGg4GhCI+hZUFLB8dxfdA9e/uht4FzxFd3uamb26ELKlZBWAmLKq6NrNI9OBzZYJiDQW96i3VK5UZb51HjM/xccxpQNnCQswXmBSyaSnsStge50EZGtWS4khx4onKItBjwgix2WGPGFdKZpgVw+84GzgYaUiz13Hn/klMGhjwNfz2226zCK3fuxf248GDiAwMDnpfwiirHpLr8xyMD5mXMJfNZpwzymZPCSWzsLEvXkTIf2MjwMP0dAAt7BJaMsayv9+ve3rqz0TI9tYt//4XL/wzt297VX9kCcfHfqYwesLhYf9+1rqCjsu2dPzYw/SaKrEAvMOqafTErKhhxHHAZhGyRD/JXmJWDHs2GlET1Cz2S/ZntLE4scxftMK3bhWxA2OuTK++ns55QPVl2o1Wbegk6MSUsVmUgTJYG4AUGxixcIwRniNFZsfGwhNigqEB4DMYQDZovEWaaoCYeHgCWsGbwedaTFClR9nEew1dsii0vhqi0J//3MN2BwcetvzP/9n7oVZzbQJe3fZ2aLPYfNNn0PAW966Ai+ck1HB4WEya2Nz0zWhwMET6Zt5/ADhYMnQGbBo0mEZCf2jEBga8qODoqBvuP/kTf46lJWeHRkbMvv/9WMz7+0VRdK86KA1dqshbHRDdINvt4tE2jEM6XzBiNN1YcEiUVczzEEmTzGHm/UKBRDZ3vVc8VYCeOjXMaxI6yvqKtdbrXL4JjWfsxPbrulYWVTcu2EyKLhO6BDCZBSvFOLOBE86B2eE1syKjbBZsKLqg/v5iQWaiCdyr2j/ugeuYhSOrUYEyG37ZpuFaM7chb7zh3/vDH8Y5lP/pP7kdefddX+fYpa0t/4c43CwcFjZjbD62F3ZM64c1m5F9qZnjAFFOviDZhmoAhOVUloPuFTCR535/sGQ48SQt7O97387Pm33zm27XFhf997k5s3/wD6KwK3pQnYNXtWFptIf5qLIaDdGn4U6YMmw1fUDkhN91LwUEw7AD3giREt0C1MIYw5jpOdVgBcA4LCZrje/UtZoSDmky3FWc8xsNys5jyrTD9HWQNeiY8AHhN7Q0Gmokdbm/v5h5ppkxbJKEhRQ4MZn4nUWmYIr3p3obmJIU2DGZVbfRS2OBEJLFu9jeDoHo3Jz/Gx31MhikaGOMtEo819PMohQ8sGDRuShbNDDgBqVW89cArNwbOgFYyMnJYjiBUIBZkUEg7HJ0FNQ9dDjlH8bHHZAxpj//udnPfhae3T/6R7HIYdG0H6/SMArMC3UoFKwxl/DAKByqISKzMEy68fE8aM7MQp+i4fQsi/pXhEPQWFCIkXHVYrAIi9lkuBc2c7Piukhbt9detaahHtijTq+nISXei1MBEOBahPgZG5gxQHe7HeE99JbYLf1udQRwcrBDrGcN1zB3+c5UJ8e8g7VVG9grEFe9D9+/uFjUxypY2NvzDO4333R2DDDZaIRDgV0iKgBQwhFBS0aCFCE3gOGdOx5pAICa+XXm5tzR0+hDteo2jLFSSYyycAA1M1+jgEZkApSk+eADf/6VFWcDHz50jVm7bfa97wUJgM4Qm9zLPqKSC9ax6onNivNBbZrud9T6wv5p+FDZfk0oYS+EldQ5TzQG4AYoY4/jeoyz1r5UEGlW/FsKujSxquz1i7QbH76klU0kBsusaDRYbHhTsFZMfrQvfBbvBkpbAYLqw4j5g9rNYpPlf/6mniWLjQmHfiM1ZmWNe9Tr99pYJPPzsbGPjJh997tRV2x+3gsxbm35a7dvRxiAmD+LQe9LgeXJSRT2A0BRnBTPf2DAv4v74jl3dpyx0yzOet2vSZgZo8Zmg3Eg9ANIaLfdeDWb4cH+yZ/4OKyuOkNIPzx86M/KkUxUucc4K7vZa2PDUkaBvykLpuJpCsjyOd3otCQMmg/6VTN8OS9uYyPKm6AlQoOBeNasCMryPIT9GookEcOsGM5I+6qX8MlNa4wN/ZKeRqIGPQUs9JNqvWBScIQot8PcR3PIWDBPqIWl+jK9NzZMQpY0ta/cozoUzFHuTRlzHGENuZdls12msQZZh4TKd3b8/7ff9n9Z5uDkk0+CoZmfd/DSbLrzPT4eWd0AFf4HIOEc+CJBHAAAIABJREFUwexQlgfbTpmdr37V7Otfj9IXg4NuU/7qr9ze8f6JiSI7aRaFYmE6cXhHRnyNEeKcng4GbmLCbdTiomeOHxxEAkG16s82OekRjp//PBhUxruXpqHqTs6VagwVjKvjwXGHzJVUZwqIYj4yJsxRraJAwgrZtDwnUTAtiwFTr2sHsK3PmIaxabCrqj28bLvRTJkaKp3I+roicLPiJsGmrNdh8mu2nlkI/xBME+Y0Kwrc8XgRpvOdLDwNZeqmhSFRQJdm62i4Q+PinZ7/so1JBNDhvs/OXOj//HkUWD07c2NDP1BDB80Jiwr9BM+vRh+jrmFiquajz9vailo/b7/tXu3wsOshYKkwStyvspFQ2Wpc+T7AFN/Fmaa3bvn/6+tuuOln+vzhQzf0v/M7MTdYtGkdnss0DU+ZFUEZ46LAhvlDMgn3ogYGz88snp95CNNLKQM2bq3z02iEUaJ2ELWlCHeltY00UYONEi+Ve+f50vY6gTKesRMoS1kHfjaLsdewotoT1WypNANdIGwBoAzgz7gxDxV8MMfVfqk8g00qZb14jzImWjPvusLV9BPPMDsbJRjq9chGfPTI3/fmm2EHajVnr9jc0WkyBoS/UrsFWID9A3ShT221XLv25EnYvceP3YGFIcNOzs76dwG0VGurWryxMX8PLBAOLSzQ8LDZt77ltmtlJQTrs7N+32tr/v3vvx9Ja53kBJdtafhT54+yXbwXpkyZ2dSJTmUY7Msk0+EAQGqg8cuykL1UKqFTVvaXZ8eZYQ3BIrI2U3253qs2ZWtTdvui7caCsjLAlbYywKI6LjVo+h7COfo36GoWC/Qnk0A3E5B9atTUMCJixHCCrNmA+QzPyr2r56nhy+sK+aRA4ODAqf0nTyKxgWMoqOWGJzI3Fx4Ix/dw/0oT63fBhnHsCIcGHx0FG/X8uRsyzqP87LMwmoRj6vWirqDdju/H+yEbiDR+iuKOj/t9cwzN977n1//sMzdod+44AHvvPX/GRsMN7dJSgE28Wb77KiC5bBPm/jFeaPFS8SxzB6aAtaFlNdBK8pqe0gBlDxuGCJcjSBBPA7JxaMoKTurmxfyGRdY50A2UXccm/WVvPD/9kgqCO4EyZRp0fHWeo4k1C1vEqRD6PpgAs5eZK+YyTe+DjTJlA5Q9UFZcpQt8nnDidQFw5p06H4Th0QBrgW/KQPT1OUACuJmFw4Id1tpa6tip/UerDPM4MeE2CEfp+XO3owAFxmhoyG0spYLoQ2pWqm6TqEVfXxTFBswT4XnzTf+utTW3X7WaM3Xf+Y4fi4cT9vHHYSM1CpHuh1dpCnzUHiqzT2NfJFni9LRYSxJgymcBX8xXIl7sW8qUqUNN32oYWzWWqovF2eRv6likUTdtCspSO37RdmNBmRqsThNIaVGaGkA2C/XUQOlMBCYoHhGDrkJW2B0dWCZjysIxQQFlOkH4PmVDmLC6yanGiNbrQlKWzCzOs8yy0L8NDvqBvu+8EwzI1FSEKWGdMFAwSGnYo0yPos85PR2Gs173+minp14bjYwpvD7AoNYIa7fjmCjdWBB88jN9qJXt63W/5vKyGy9SyRcX48Du/n43iCsroedItQ+9NhZ0upmZBShT5gFDxEbNNXg/71MWSxnLPA9QxjPiibKR61mWODRcL2XKzMIwpVQ+67GM2mce9xrKugmtU0iSpn3KXFBHFMeQ8eV/nEo2a9VRUZ5HdavoplJwldocs6KkQ+egfo7rqI1mI9XPp/Om16bzhrVoFmsUwHL/vv9Mkhc2g/MhzRw4oaFkL0hBGffP/2dnkfxE5GRy0h3NoSG3LYQZKfFA38/MxLqCtdKsToqUk4WOg9ZshlPJcVnvv++2kmf6+tfdXm1s+P28847/vLPj/cEc0TG7jrFQB1WZLrW99Cf/q6SH+UpfswYYZ41E6b7KdZTwgIgxK44bJAt7EQ3mWPdiDePzvWWgS/WDrxUoOy90qZOrDJTBZoGIuSbMDRQ/C1p1XiBwroUXBVDBmIHEdRJi5NSTU7G+Uqk8mzJj+nx4cmV9ctnGYqDf8OCyzFmxwUFfwBx5ceeOv2dtzcEbhfoAQpzLxkJJwxkYZfWI2LyXlmIBHR259uHb3/bvf+MNT/GGeanXHVRpOQrGjfAKC1I3NIwfYIZil/fv+887O+GtfuUrUftmbs4NHefpUehQC8b2EgbQcVdWgZ+VMqcP+Zn5BxhSoM78SxkQNWiNRpQFwFmBTWM90KcIzPm7erCqT+EeNbTWjSlTRvlVbzoGZuXZl9rS/mXDoc4h7DbrUEPazA0FFBoSMyuy92kB5HTMFFwxJ9PwexrN0OdTkEaop9emEg/AFEVBkUc8fx4JSlozq1JxJ2xiIq6FjIVnVb2QOvy6f/BZMvGHhkKDurrqTFmr5XaG1+/cif6g5hvJBSmbSm1NzRbUE2BGR90ucbTUO+/4996967o5ynPgPOuY0xe96MpSAMb9M094jbnA3zXchxOBE6msJHMM+YRZMMFEbGCNWQ/IJtRJMSs6o4xjSuRoJYQ0/KrzTZuG9K/SbiwoS0N7aVPDkIYhzQLNwggoJTk8HACJw6ZVa6VhMiYzn9cNSYFYGlfXjZb7SlkRNVQpYEqZsvQ5r9p0MmlWXqXiocOtrahhxWuUTKBwK8/DRq3MDs+lVDKbuy4uylj093sK++Ki2T/8h2Z/8Af+nvV1B2MTE/4/4UOegUWpoFv1DoBsPUvNzHVra2sOzMg4pTgsVaBrteiv6ekAETpevYwFQD1llni+lCnTcI16b+rd0QDIrAMMC14pBk1BMf2JMSWUmTIGGEzVfCiQUGDIvZY9e6fXXrXG2KTjTFNgqg6cbp4AMHUAmdcwLppkQVhHgZQyDDAGOv94r0olUqZMM+hSQJ2yafytzGG4amOeMW+wTQcHxYz63/5tX+MaZkKg327H8Wy6rpj/WjoEB1DnPMAuz33f4HnOzjzC8Pf+ntk3vuE2jL/Pz0diDf2JhIB71PWsGZOARFjBgQHXw3I6yeKih2Xv3y+yghyTBnsGG6X2+aoOvjK69K9ZMTRaFk1QvZbOn9Sp5toK5DUCpckBjB3zXEOa6pwCUMns139aUJfn0O/txpS9duFLWqfFnFLn+n6zGDBAGe/VCaFGJxXf62DzWerMKOAAgKXfr/S6eph8Vj1RnkeZNt7PPfSykGj6LHwfmzBhrHv33LODEUMPVqlEKrLemwpIWRQ8t1LYfA9Fa2/fjv6uVl3/QGbhgwdO98/NRSkO2EXNqKHv8Zb6++PsNBg6vEyzMLroSaamohwHlb6VDWy1ogq0gghlgy7b0rlK3/A778FYpX/nd9VOIMzXeYK4WEMKapQxSoTt1ShWKnHqBRsHTgpjlho/rq26sl7n601vrHNsTsqUlUUD0r7U31MmXvtYnVFlW/Wa6JM01JwCaa6ntkLZCHVutaVAW50BrpU+/2Va6qRz7aGhOCKsr8+Z9jt3ikJ8SoTAOjHXCQ/TB2nfaZRDgS7sWl+fA66+Pnciv/pVsz/8QweIT5/6faCFpT9Ye9g9+jK9P2yu6gMpIbSz4//qdQdmn34aDL9GImDCVX94XQ6RjoeCV2VPdR/DDuV52A1skjoKXFuvm2q/YH8BgABuLVcBsGu3i6WD9P4ByGXzi3HpZsNeW1B22QmUsktcQz23lNVhoqhBSkMxbJS8V722NFTJNXTQFKDpZ9P3Kiunm/J1sGR6v0xutEQc1zI/H0cLccA1LFlqXFMGkkXE78q08HfV7QGQvvEN/+5PPvFaYc2mC+8xrAAEZXwIq9F3mqSBblDD04QMOKy2UvHXqG8EY0apFPRrGDTt//MWa7emhks3Q208q24GqaZR74XnV8NEY74h6OdveJywl7pRE05QUJYydMfHzjimbN15YcnXkSkrY8ZpahcUCJmVJ04ocNZ+TEPemoCkbJk6ZPp5tUu8F3aFdZeysvp8KTuijoxu2L00vQY/6xF6Y2MOhpaX3dli3quDjQPCZq+/K1sCm4xzltrnZtPZqEbDHdnTUy9Y+x//o5cSmphwoDQ56ffFOaT0KeuPsDPfoayOWTjB2FeABGL5vj5nBre2/BoLCyG7YO1qqRz+v+p+kn4u3W91Luh81rHTsD79nob4VXSP86l7iO7nOjfL9nDCmoBBfob5NCuOfTqPu/XFjQVlWZb94yzLPs6y7NMsy/67i32m/OfLfFZZJxreg5Y2UO9IF6waIaWadZLpz2Qg0vC81IhyDxomUHZOwYxOtF5BWRp6U4ODUZub8+M7VledJtewnW78aqjVmGnohL5SL4n7YMEQWuzrcyDI+Wlf+1owZIAkhLN4tAqA1dNlgStjyWKkLpGWKKjV3HBPToZxxYvFWCqI13G/StPPArLSuaQbafo5NXTpGoGN1DGnHxQsseGaFeehGk5lXnifAillbVIWkft5lZiyq9iwFPh0Y8rK5pRuRLxH2ZZ0rela1LCSOqMKivX7WTspmFK7xd9o6eabttTx7GU+pPfAvINZImRHsWt0eLVaOGFs7nq0mYbOaCmASJ8ZFr5Wi9NIvv51t18rK267vva1sFNaFy7PI+OSUKmyQJq8lOcvO58UbdZi2GbOmi0sOGOnyTk43p1C6JdtaT9hv3WeK7hXe692LwVQak+4hjqj6T6iEZqUHFFnNs+LEZyUzUuTptL1dN6cvZGgLMuyPjP7n83sj83sXTP70yzL3r3458sfXDuxjB1Lf9b3knVW9j2dPHndtNJ7Kgtjck01dOlk5D1lQOa6NzT9Du5LQQ1C+tu3PQSAATALD00LN/I5BQmqJ+B3BXapceLIkRcvXI/xla+4cfv2t6MIIEkZLDg1LqnxBGjqfWm4eHi4WGyT60xMRHo6Y8SzqA6BlgKRy7Sy8KU2nSvpnDALIKysl46t9oHO1dRB4XNpNhuGUMcx/Y5eGNzU+N2E1qsN003j5WsXf9Z+UUdRwVIaGkpfM3vZqUzncFn40aw4b5Rt0LFOn4P3pKHW9P9exlw/q8Czry+YoKMjX+PDw5GwROailiOBOcGxVH2SOsHp3KbfGQ+AQaPhoct/8k/Mfvd3/WcOA09tvTqV/I3QHeycCswVlKAdROfL/ZBFTnapZlarNks1hr2uv3Q8dU6ktiadowrQythUvb/UASljlhUE6v2VRbI6zcOyOd3NVvXimJ8LyrIs++Msy37yKy/wz7Ms+/2rfVXH9i0z+zTP88/yPD81s//DzP6r8+8rfu42gco6psyzOw+8ASIADp0GUDdN3dTSSZl+t74nvWYZ68H/1xXmSftJNUSAndFRB0MHB+FpKtBUT6UbUC57jtST6usLbcbenrN0b73l3i5HkQAQdFGZvRyiSxdIChR5Ha9UCxeiG5uZiXIaGHs8wbJnu2pLr5OCe/6WAl4dq7LNlhpNqTFMQ148s76efofeS9k62Nh42XNNn6ebM3Wd89qv+eW1YelYdmrpeJsVAXgK1Ms2DMT/uoGlm1en8TUrAj1lh3lfJ8dU2bTU1l1n67QP6BFkej4x4Xf+V0dGrwfTo//KQIWuP4AVocZq1Y89unPH7Qn6LnUK+acAMXX2dI9QkGgWYIvxSZ3r6Wm3Y1w3Xbud9p/LtvPASgpEzV4GTfp5ZbbSa2eZ960C/k4tHbP0nvkOMstTx7fs/d2e86rg9iJL438xs39uZt8xsx+Y2f+UZdmfXv6rOrZbZvZUfn/2q78VWpZlf5Zl2c+yLPvZ+vq6/L37g3faFPRn7eBOYEsHTZkIXut0HW1lxqnTgJb9LTW4Zd7adTV9VpgfwnYUHEzFwmX3XAbEzhsv/umJCaennvX52Wf+T73JtEBht+t3CxFxf92uUWY80tbLmKSbZbfn0vmgQEp1F/SlJgsoaNN5pe8pewYE3Z0com6A8tc1Ty/YfuM2rJP9umgrGxNdKzqmZi8z7qplNXt5rJlDaufKrqPfzfXSDb7MtqlDod//62wp4EVXSqmETszkRRxKbWnYnr+lzs/YWJwMkCZp6Pd2s+vqKOkaVodW70NbWYZ4J3vWqw3j/277aPqZsjmh70337k77izZ1WGidSJGy/u/EGHdr3TDARdpFQNlqnuf/b57n23me/99m9kdm9t9f/qs6trLHfOlR8jz/QZ7n38zz/Juzs7MdN4a/u2iHztPQUhpmOm+zKRs8WkqbKnBjUpSJnNVb4/OpF6qeKdcpm/DX2dJn1e/WNOEyD73sZ71WWX+ywOijdttDDHnuGURkF+3sePaleququ+J6nVi7svdhnBC760Im/LC1FRo77i/LXk5bv46mi7psU9TQqjbdEDoxTWy86bxPQZtu1lzz5MTHpGydlI1z+nP6jOe9do19+hu3Yan9Mis+50WYsrRPyjby1ENXZsesaPu6gS1d97qWyhwEstc6gQmdx6kG7dfVypgMEnc4xLus7IeOhc79bmOUrlMFO8p8ra97iYr+/rA1aWYz39ftuTSxSMdByyqlIM0sstfRk+kzpu3Xsbd0+y6dZyl7pkxlOj876RIBecx7gHDqwJZ9ltaNREnXWLfnvGxfXgSUfZ5l2f+YZdmvqqLYmZntX+5rurZnZnZHfr9tZsuXvUiniZx2dpoNqJkzTOh0cOnklL5n8QEM+D5oad3YWPSpZ8l19XqpJiRN1cXj0YXf6yJKP68eFFT/2Vkc1EudKrIY8UJ1QmrZj/SafCfPSz/ye5a5AaWa/oMHHsZcWHCx7N5e1OxhLLV4YJnmSY0WDa1GlvkzaWV8xoFistwP2U2VStQK6tR3vY5DutGpkdC5S1PvWXV2zC0tdIn+hWuWsQfULtNn0nnc6Rn09TIDdh4QueaN+0ttwy6yftNN36yYZJHKI9IxSoFuWqaApqyL2j1eS9ev2kz9HrVn6qR20s722sq0mIAdDl4fHo6yH4Qx0YRqsVwyjrlnZeLLHGx1WHlW+hC7+Ld/a/aDH5j96Ed+9ibJU0ghtJ+0OG27HaBO2U5N/qKvtcizCvkBoBsbnnmJTi7PXz7ai3Yd64+5kYJdnRuqU+0EfDR7kn5NT7VR54PPpeFo3YtSwJWyj+eBVr3P816/bF9eBJTlZvZ9M3uaZdn/Y2afmtlfZFn29uW+qmP7qZm9nWXZm78ymv+1mf2fF/lgtxhxmYbLrBjaYfPVAWZAU7EyBlDTpPVaKibs74+swLJ6P3q/aYkMNaQpe1Y2uGUb81VbSodrdujIiDNGy8tuVA4OIttRC1OqhiEFZVr6QiesPifAQRfr9naUV7h7t1i1emMjMjFZuNTMSo0Ai1sP6tZaWgcHcaCwmV+n0YhabF98EYWFEQcTCkmN9HW0lPVIQ44K3NM5y8/cVyoONnuZ3dVNRedlypa022H8aencZP6c92xlf78Ic3TJ9qW0YQpgOjGDKdjRDV83a97HBp86bMwdPZ6mLOmDxlFbqufhPjrZSH7WMFTZxqmf6fTcl21pmF/vCeByfOxgaGcnNvvd3eJz6hE5ukHr/ZZFMtSBBTQRpc5zs//wH7ya/8aG1w374os4OknHFZuk+wN7zdlZOI66TtW+cQTT4WGc9Tsx4d/H8YHsfXqEEc97HWORrt10j6NPtWmfpvMtZTSzrHhEnH5nWUhXbb3Zy2CN/VsZOd1/uJ5+RtdjN+f0KnvBuR/J8/xP8zx/18zumdk/M7P/wcxGzex/zbLsadcPX6Dled40s//WzP4vM3tgZn+e5/nfXOSz6cLQ1mkC8BkmO6AsRcpsYnihbOR4MWkaLWwRC2hiosjacE0mCNocNr1UZ6CegTIV6cLpNiku0xRUpMyfHi/S1+cgaHvbJzmZSql3lrJ9qcdJ3yk702w6KGo2HfyxIP72b/0ehofd6Ny/74Z1e9vDaRR9heWimCCfZ/zy3MEVRWSzLIwcHrX2J9W+h4bigPRGI+ZBKpynv/T/qzSuqQtfr5lqJBSk4TGXsagK4FJtiRpns6J3qkCbcdM6ZmYvM26skXSz78S6pM+SZX4A/d7e1fqweM0vrw0zKzp3L1/b/08BnH4udUA0fK3hG+aG2h0+r+Ary2JN6caTMmA0vRa/63fzHN1sNHPwqk3nks5xDgmvVt1mcFza7m4cFs46Ngv9Kps0az2VQ6Q1zMyCVcYOrq76aw8f+s/f+57ZH/2R25Rf/tJtXKXitoUTTNgbuAe9j3bbwRbfaxZMH+MyNub3S6hyZsZB4PCwO7JjY54opcBPjyxSoH3VxpzpBFzTcUqdZ51fZcCf/SWtnaj2TdlGLQ6rQEurBvB3tbutVhTw1Xsu+7mscfD8ZVsXXza9mfzYzH72q3/X2vI8/3dm9u8u+7l08yp73aycKWNjOTgIr18HphMoYxJoFWQFT0wsLaaqRs/sZU9A67hwfEa6mTLJFeip0bhOZiHd9DFeZ2duFLa2fJGvrARbZBZnsrGwWDT0P4ZGKXPdvNXIra15nZ+xsagq/4tf+Gujo/796+v+f6MR4Hpw0A0uXiKZlJwWQCYUlL4WnoX9GhtzwLe9HScBNBrhaVGUsa8vjlVJGYGrGrWyDa/T/2rUdDPWTVk38LKwFp+H8UuNoqbh62saJuF9Ojc13JOGHfR705aC+E7hlau0L5sNK2OxyurI6VhpX7L+Uy8+HQMFPDgraaFYtXXMB2UhUuCf2i/+noKzlGWK/ipqfvjbVZveu7IpVPPf2PAM7tXVYL739ornRsJGYU+pF8ZY8D6d1woOtA4itcpWVvw6f/AHblfy3Ow733FA9vCh1z6sVMJJZBw0WkBywulp2LPBwWKhazN/bXU1CsMODTlDdv++2+bxcXdw6RfumXCtzrurgImyRv90CmObxXh1OhRdf6d/6GvGamDAwS37ojr82BCIEJxwxo+xSisJtFpBSKS2nWcps2G99t01BVp+M00NUllHpEyVWdFjhKJXQ6joWQ0biwaQwedYgKlXw9lrFEDls3xGqzSzwXNt9A6pIJNJw8JM4+K9Nr0Gz4IXweL/7DM3cFQ65igS+uHw0P8OaOWYn3Sj5vopQ5NlcU4dFHx/v4dMHz7045Y++8zr7uS5L8Q0BAF4BuTqOXda84dxgA3MMr82NYQQ+J+ceDo5hSj3RY20uxvPknpzV2kpi1FG0aehGkAnhoU+5jq62atBUUPJ+5j7AFDKkvBaCsrov7QwL5tJCsrK2B1tuvl3Am6vWmPTSE9jSNc3/UFfYmN0TDV8qdIG/Q6dLwoE9PxKWB9lyZSRSZm1FHjr38s2MZ2ftF7GOr0e659nbzTcydrZcWdudzdY85OTcD6oX6b9iz3BZnOvzG1Cnmi6OAwcJ3VkxO3QX/yFV/RfXjb7rd9y27W2FmABG8IaVAYL24w9Zv3huAwN+fsfPfLj4UZH/Xt4/uNjr/d4547Z48cR6uREFO2vXtZdGWhJs/TTMefZqT3JnNGitvpe3qPjriWKsGUpKINo4b3s1YAyBWv0sx51pc/APZT1U+pcXbbdeFDWbRPUwddNgU1mfDw0QmaxqJkgyp5xdA+sDaEyrs3C5VrqZcECYexarWLRPkXvFP9Tb1cnkT6bAjP1uK/S1HNgouvGy/NC9QNqzMLwDA4Wz5QcHn5ZC2AWQA1vFNBHraDlZb92reZGcnnZQ1nVqr/nxQs3aPW6fw5WTT1WPN7UG6M/OaicsZmY8Nc/+cS/h+r++/vufS4vu5FdXva/jYx4GGBrK8Y1ZTd7aSl4Miv+rp4b/5QVVOZWkxlSMb9+hp85+xMP/vAwkijMImSCEdTwij4/AEEBnzpSnearXqOXOf1lb/Rhp/Blar/oS/qHtZiykoyl/l4GjpUFUgDH+k0ZCj7H7wB33Wh1zNL5m7IN+r7raMwvM7+3kxO38UdHvr77+50d292N9cp7sXeHh2EjSOrBrpAwoPMdB11tC4zN2pr3I5ou+mltza/DgeFbWwHocOBVb8ZzUZJmfLzI8BGdaLUcdN6+HafS9PW5lg2pyUcfxaHlWeY2jP0oZVyv0lJblTKL6jim71dQzz/6Up0TrgmIg/k1e9mxTAuSM29TKZFZOCLYK/7GfaoDw/d2Ysr+f1BmnctN0HQj6OuLMKHZy147YS+8TQZ9aCiKi8KaMJkwYlxHw51MJCYCzBITVSlSELv+jieAIYBWVSN0HUyZeppMXEpRwFotLbmHtb3ti2JiIqrgK3NCoVWzqBxddo+qTapWfRFmmTNxlYoDoIMDN0S3bsUhvtvbYcAOD0NrQb9wT1Db9PXxcRTRZP7s78fYbm/7d3HY+YsX/netj8axSwsLwQymhqcXT5P/FfiUsWcaTtIwkW7UqbOgFL6OOYaMtQHYGh72/gewsXkD2DFoOCvqTGDkYBLUgdBn1ZZ66q8DU6ahRW2pJ854sykwhwHMzBPYH2yX2kHGCM0Y12X+MHYk8Wi0QZkyjVAA/NR5TFm29HcNBV4XK6r2UFmXw0Pvm+PjYJUODsIRhCUC1Jj53B0aCsmDOhbp4dj63a2WAz911jgeDuasr8+vOzLiz72x4Xavry/+dnwcxADOa3+/X0t/R0JBJOfszH9fXHRH9aOPArwfHJi9847Z3/yN27aBAQ+vpmwUx0z10vi8Zgjzd+yVgn4dB7OQxWBXlLigv1VPRv9reST2euYE+y5EAE6jhqz5DPMTzTQ2VB3PbkxZL/rIVx6Upa9rpysYUtp1aCgWNYZtYMD/IaIkPIdRhEoGfCnq1gkHM8P/AD6dvBjbNLyUUtnXuXnpxDfz5yc0hwFfXTX7y7/0MOLZmdPkL14EQ7a9Hc+rWoW+vgAvKTDDIPN8nNU2Pu4/7+2FkSLsUK97iLHRiH7c2PBrwFCif1MqnHtqNPx9HEWyuVmcFw8e+LNxtNLf/EqyfXbmAt2xMb8Hvgdwkuq1rtJ042L+pucUEkrRjY45BQjSjRM6nfvl/ggf00c4KmxizOEy0MzmgTd+cFDc3PI8Tn2AqUnFxGUs2Ouy4pRsAAAgAElEQVQEypQ5MCsHZWnTzUwTWxRUV6shGWDjZv4rS8DYw7ToWlQWT0GZWYwRWXE6n7hvdSK439RGq73hur001aRii7nm0JA7XxsbbkcODnx9Y7NqNX+NdQVoUaZf7xObgp1mP8FekbV9dGT2/LnZs2f+/UgiDg4i2/v42Nkzs1hzfX0hByGpCOcG4Mga3NsLQHd05Aee37vn1xobc/b/wQO33z/8ob9naMjszTcj2QDnWBnAq7TU6VJHUm2j2jQNGdIHvJYyvuqAco9DQ37/w8NFMoExwSkHlHF9QBnzX+8bAK7RsDKpTQq+sH2vNVNmVqQ+09eVbaARhtQaU7rBVqsRZ1dmYHTUf280wviZBTrXAVPxKwNLGFAHHcOkwE09FWU/MAY8czrpe0HnXENpYJiSjQ0XyzLBBwcdlOzuxgJHj5HnbhzQOCjDwrNouKDdDpDL+ZqNhvf//n48N9T+8bGDqLMzvzeYy83NYv+go0CbAdN5ehqLkEwlxu9XNT3tww/dSH/96/6ZwUHXYTx/7mM+P+/P//Ofx/xQwSl9edmmjoECcZ0DKe2vFDyhWzxKFc6qlpG5iY5G6f6RkfDsmQdmRca0v9/XAmCZ+8TIqVAaI8jnzYoebtrSdfyqgzL9v1v4MmX9We/Dw+H8MLYwZaxhQteAMjY/tKs4TDoefAfMM+OShqjLgBasRbp5aihOdbGdwkCXbdwXa2Z3N4DT+roz7VTVv3XLwY3qfzY3A9jBkLBuSCZiLer6ox8It2mB2PV178Pvftfsn/5Ts+9/3+xb34oIA0Bhe9s/i/PPPgMTraw3jhEgBBBFSPPgwK+9tOTfc3gYZYUIfwI6NWKj43Vd605rVyooS4kFxgyphZapog+wdWmynTo3rAPA9dBQsVAwNo/v1GQvPTtUyRiz+J3rcD+pDcNevvagrMw4mIWXqB1pVqxPxkThfWz2arxgvjggG20BtDAxeQZEs5vSicjvGrPWsxYrFQ+NmRWFt2XXUboeg9FLU2MP2Dk58UW+vOyhw7ExN2jr677I2XApSmjm9w9gSg/41vtPs17xMiuV8GABRaenblwQ9u/uFkFes+mfp4wFgOHoKBYj90f2pAqSt7dDA3d05OxYlrkxrdfjfbdvm73/vs+Fp09jHuhC7WUcUgMGuNL5ofOZzVaL6CpbqP2bzlG8YxjCVitCNjgn9AmlAwgBIWhWo8q9AcDYvAADOEHngTLdEMrYolelKbNkFpsPTZ89ZQ4Zx/Hx4saqmzehMlhSQDMhbMYIDSHvBVizUalGUcGZsrN6Pb5Pw5I61sqsdQKeV2nMZTbS/f1gE/PcGX7u59EjX/Otltc+fPLE7Vy77WubQ8s141pDbwoAzXxuA/IoR3F46AlCv/u7vqb+/b83+9f/2jMgl5Zc/sCabTbdhp6cFJNrdGzQwe3uuvM0Ohrjs7Hh/4+P+3P86EfOlt27Z/bGG6Flnp31f++/7++BfADYq3Sml3GgMXcU+KngXte69qnOOQ3D8zv9xjVwjtmLeSbIFMLB7Mt8h64TIj6MMfuPWRE/MOd/XaCsh4/+5ps+eBlTxoCloI0JyiTEI9RyCVnmC6lWi0lRqwWTA1ADXbfbvpmT0YMx0Fi0WZGq1QWpGh/OllRvAjobo8tmB/CkP9IQyGUaE5GU8e1t11YNDjr1/dOf+qLf2orjdoaH/bXtbf99dDQ8Ru6V9Ouy0BT9iKBzfz+ABZ489D5hGYwl49ffH17l9HR4x2gw0BDwbIwThu301J+pXncWbHPT7Cc/MXv3Xf/M7/9+jM/pqeswfvzjov6B6+u4XbYps6sbmYYfMUwYHjZBFb3CCBJWJ9Si2j82LgwPmjwy1Vot738NCQwNORgnlEI5EBJAuPeTk2DJNGyagrKyTTjV6rwOTBnjDABIX9emoGxgwOcvn1NwDGMyMxP9Xq264wJYUKZMs2iZX2l4tNWKyvepHihl/ZirbHDctzK76riqjbxqw6FWln552UtQbG/7c374YdxHX5+Dk1/8wkENthqmf3+/qJtUpwiAxHydmPD3Y//z3J3T+Xmzv/5rvw7hRZj66Wn/d3gY+42yP2b+GsBCHdTt7Sjfc3AQ1xgZ8TW6teXZnn/4h+5EYwtgk370I/9Mnvu1NzdjLFPn4DItdajU8dD9WqUeutbZ69D4mhVLPqluFTvPHorTwZjleZziQPkQmF/9OwkB6P844Jz3aASGZ4HUKQtf8h79/zLtRvuhqrHqxJTxuoIVmA02CvQyrVZkZOZ5TFoM1NiYdzKb1uxsTGIyCg8PfYGysHVQyEzUuD3Mm2aJaMhAvU2dGKlR6zV0aRbGhtMIjo/9WScm/PpbWwHAhoacOWs0nDFi0dRq/u/oyP/R/2YxmQECMDcAL7w2ypUwroiW6ed2O+qlHRzEgjo7cy/y+DjYMtg+QqSAb8JwY2NhsKjlg87mz//c/7a359c5PvafNzZcW0YoQBk+PMGrtNQD0w2SeaAboDIegDTCtISwtO/1Z/rXLEJgjI0a6+HhGEc2u5ER/17NjGLNmHk/Mb4w0IQSmGcaik3nIPdo9mqDMl2zrI2y13Ve0MfYMxJq2HABWqxfHBHGyCwKINfrkdjBRoxNYePiWoBsFbujW8M5NYvx0uO5sGNszJVKgDu1Xb2OtYYR+f7NTU/Q+eCDCF+OjztT9Z3vuCzhxYsAYGhJ9/ZiTNBLYoMVFNBnSCpOT6PQ9NiYg0JqYXINilHD1pFNCWN/eho1zWDe6GdszP6+j8/ERKynlRX/f3HR7//JE7Of/Sy0t3z28WMvKIvDCrhUp++qTcF4CqTMivuwiv9T1kkJBuYcDibXVgaYZAxkLpRwYg8GpDOfcSwZd5gys5jXExMv3zPP2IntT997lX35RoMyBlMXijadHGrw2ByOj31wTk5ClNxq+YLAqAESBgbc84EF4n18DhYCQzg46AuTjZUFi7HDwPEa6JzNSJkMZdmgbBGx6zP2atR4VoxalrlR2dhwAPbBB06Ff/vbzqA9e+YGr9Hwz01N+ecaDb+eajFSgSTUMYwLYUPYSu4H5mVz079vbS2q8LfboZ8gFEpKO4sxzwM0EUarVCK7E+BRqbhmrNXyGkJo2v7Vv3Kgt7bm97C8bPZv/22Ak5GRYCpY6DzjZZuGKDV8icEsY9D4Xu6BsUuTSxiPlKUcGgoGkj4HbE1ORpiSDfXsLLR4qkUC5BFKBiiqOFZBWSdjxfgos/KqNp6T/kgNuo61jqG+F4CsNa3QChH6glEgo/LgwMdycrIYuoZhODqKiAE2UfU6ODxsfjhF2CPsmTrDMGYabtLfebbrAGZm4UAfHfma/clPfJP9+3/fJQnT05609MUXDsoAPSMjUQqDtaMsuCZPpA4YNc5IIoJ9zrLIEMcRBciurfnnRkej77BhALnDwwBWY2Oh7Tw48PsYHw+5BvczN+f26sEDF/cvLzvg+8UvvC843aBaDS0w86oXkb+G0NMyFWmoUu0Z7KCCMeYDn8c513WBRowoEuyXyiz6+oqOJYxiX5/bdq5j5p/f3fVxmJ6O+zcrMtv0UWrHsMPMw6sUv77R4Uuz2HzMYvNKX2cwVcvEQA0P++RVowMFDormb2zg1G2iBs3ami+a6enYiHiNTQ1aW+vRYJjMwhgAQgAdGi/HOGBsajX/rBq1Xhv3ND7uC5eChKOjYRAAQp98EmFMXq/V3GMjnKZgQXUrjBmTF1E/mTRsFk+fRvq6ag4GBuL5YcsAzHiAo6P+DDBl6KT6+qKY5Pi4MwbPn/tnVlcdgP7Wb7lHaWb2L/9lhJQpQJnnrglZXo5nZE4pw3nVpl4rBlM3CNgKNte0ACXGQlkpAI9uhIRANjaKjKVZOCFo8Ah9ckwLafxsyGzCbEzcH0ZNQVknzQXebKrZeVUbTlcZKDN7ea3Qd/wNRv7gwDdiANXgYIAEQDqbHwxqtVqsdq6aw2rVx3lvL5wgbBbCadgHwjwa4h8ZCY1nWr6Hucsmqo5CGhG4bAMQsv4bDbfvzL1PPgmH+8mTqImYZR75mJuLGl5U/deQumqZYH/ZJwj/4yQBajc3w/6onm5kxPtuZyfW4elpgGYyMxUoM5aHhw4ebt92O0j48vlzs/fe83uZmwutL0c+nZ7692WZf47rA/hwqNWZumjT8YOhTc8h1vcAAHkus9j3YKOUldQoCq9Xq37fjBPyC/ZQ2GH2NZL12Gspgg4JAUnQbsf+Qmhf9bmdQFm6r72WoEw7Ba9Qmy56XkcrQb0ps9jQjo99kMfGQrtEzLla9U18ZSUWBIudKu9a7wQhJsYUUIh3cnjo309ogTDS7m4AijT0CqCjeCoUrooTewFn3H+1GgLJgwPXYkxNhRAc/QSGaXbWX0c822qFB6Z6MsYM40bGpW4e9PnOToRUAcTtti9AikDSxwAzWDDCeizeRiOYH7ymgwP/G4f2ki01P+8L8qtfdVC4tubPZebjMzTkerPlZQ+hssFhNK7K7qRADgOmDCrvw4PEU97bi3mONsUsNimYXAAZ/Q+zRhYtma+Dg943hPE5zqpSib+j/+M6CJNbLe+/atX/58QFDcdiLLVhOFOt1avc2PwAS2kDFJvFpoCjZ1ZkZcx8HMfHo7SJhu0B0GzEWuCZECZAmgxbgDiha5h+QkIHB77u1c62WlGugfmcsvlpYoKG1nu1XwBXGKRWy9c1RWTNfC5rGZeFBZ/XsItEMjScznV1jTI2yCFYS8qOwa5pDcWDA1+zAOPDw+L48BrXOzwMDSFJVI1GZJjW6/6MlYqHJn/nd/x98/POBq6vB/s2M+N902i4w20WzLaGCC/bdOxgvZhbKfsP2FJ9nlk4J0NDsb8Q5cC+wsICymAdOZkBJ35y0scbRhdJhlnsoySDkLmqzuLIiP/P33VuQRykjfWmBWkv2248KNNO7ORpMhEAV2axyQCqQMl05uSkezhHR4Guq1U3QNScwdtQapXPs/GwaWk4hwlJSJPFCFBsNIJ+V0E7egRSqbWkQRqivWoj63Jw0J+t0Yhw7dZW9CVakeFhZwgnJ4ORouihCuFhaRQ0kw2jWVKtloMxQmazs54dNTlZzABbWTH7/HN/L5sOG0qr5UZtdNT/cVQSBhQK++TEPz856c+6uuqf//hjs298wz/73e86+AKQwKx9+qnPA5io0dGiZvCqCRcseoyabmrpBgewGh8P42wWukaeEX0Khp+5xJwjRDIyEl49mZeE5uv12CjGx6OYMH2P947HPj7u34U+Z3w82DqzcqZM9UdmrwcoY64AiGHvadpPqVQDMDc15Rsvc4/xRWO5tBQMMQAA2zc66n/f2XHNFQ1hukonFFzAaBAmguU2C1vJ/OR6Op6Ac0pAKMPSS1MdFppfNKGsd+6H71tcDKeYjGqcSmyqAkWkEgDqo6OQrPB3bBi6r1ot+qnZ9HHZ2XFnj3WIY8TP2HtsO3ODeoEI/u/dC/af53z40B3HszOXnQB2Bgc9XEsUAvBZr4cMpZe9BCYJYI+Dzh7FfqUaMZjFwcGYNyMjzlhyP8qeswcODLhdYUxwCPl/dDT0zSRMsNcCnChvRZFsnAmYTLNgPdnXzIrMsDbV0/K+y7Ybr9jA84c5SBvMGGCDBgVvFrF7/tZu+0aGZsksJs38vA/a7q5fk3ovZLvhGcF+cX9aaBDDA/Im3MkmDMo3i/vBy8IQADBZAPq8vTa88IkJN/jQuJqcwGYwP++eF7F4QlpK6dPvev8ATcAOjOLhYQDee/f82nt7DsAeP/b/nz3z673xRjBcMHekN5+chOevKfJsgCwuzsAbGXG6nzDgRx/5vaytuRf97W+b/d7vBVO6shKakcnJ2Aiu6mWaFY0WDEJK/aNDNItNBQ0en0VfAcjHsGtKOJlchHypUcaRL2NjEaY8PY1QEMdp7exEWAFDRlIG10Xfsb9fLPNiVj5PMeBpCPZVbrDGbACwuDTVKOo8MAsHsF4PXRj9CtiGzSQ7FnC8txehb0I+2DjCXGZFLZqy/WbhWPJ3NLSwHyonUW0jz6I183oNW9Kwnwj0FxYcnM3Px3did2s1lyqoUwZ4oSyMhqt0XeMway1G3scpJDisADKYHvaXej3sF5nMMJ4AMxhNQBlhOkK0R0e+ZoeG3H7RDg8965MQHdfa2fH7fPQo9irmHuNIksRlmzKekByAPvbBMs0YfQMj29/vz6cniQDcCSUyb2DtmXewwM1mJFuQdEY9TZjk7e24Powx7ClRKNVa6hpICQYasibaVfaCG8mU6YRJw5dp047T10dHQ/tEhhlefbMZTAMbOSBodjZq2LRaPsDVqk92RJpk/42MROgIQ4TeAo2OWXhYo6NR0X56uujdMHk1oUGpYhVu99q3eR7arKWlyEQilMGma+b9cXrqWgbqViGsV2+SBcn1tYYWi5nU/JERvy5GCO+mWg2BOX1HOIKsJYAqjAD9SigUowcbAZuwsODvm56Os/E+/NDZgyyLuminpy6eJTSLOJh76iV0yQLO83gOmCfduFTPQP+yEWrWKl4584a5zvdhjPCQBwbC6NdqEcLnOU9OnFUghIwxHB2NcDwsGywqjBrzUo1q2tiw2IQAm69yA3gTVqFcBU3tVwoQTk+9j2ElYVLQ6bAhqw4HkT7sDmfGUlZhbCxYF3Ro2EdC4WxU/FNNJSyvJiqpLpb3VSo+H8fHi6Ht62iwZWzSb7/t7BBieu372VmfsxzezTNpDT7WkrLXOG+aBAMYxKmZmPD3ouEilKVZ56OjEUYjzMdrOHqwnMhWWHN89+ZmZM0vLUXiwvGxM2bDw+5ADwy4HeOIPKQW9Xo4tVd1KM2KIWkkMGjKAGU8nzqWAHjYLRitk5N4XvZIBVz0KUAIh5R+QeuoRc3zPOYc2kHuc2Agoirvvuv3h8aORsQLhlcbz0oZoau2GwnKtJ0XvsQAmBU7iiN2Dg58IlCQzyyYgeHhyMQ4PfVFNjPjC3ljI0oijI2FAHxyMkJB/GNBcR0mSyoQZ6NSjxZkzrOSdQlrAu2KB3IdYn+MxtGRaxHeeSfAi5l//9SUPxusEeFbQqupQWMcMJgwNIyNamTwHllAyrBh8KkpQ+hTAQSbCfdDaIVisix63ofoH11cpRJ1gFZX/Z8aDvX+YClg/AgZXrap0dL/tfQJ80MLPTJ3VHvHqQVsMCrAh01R3SPGxCw8xZkZN1ZbW0Ut2NSUP2+amLGzE9llhBTYBNSAoc8oM/6E6nVjetUbz8iGnTJlacIH6151K2NjIaxHK6S1ttAI4kxRl84snErep/fAOmMdacgyz4MZZr0TwlNWREXdmumnc1sTT64DmGFrm83IMnz7bf8OGKmxMb/XZ88cxLC2AVGaNaq6J3UkNfsYu8d4EGJEsM/nlRlSh2d0NAgBsmfNYkyw73pM3MSE3+vRke9Ht275tW7fDmE/a5JwKMwmUaLFxQCvyjhdpel987vWSsSG4ZjhkADk0Scjd8myOOXArHiUHc4FQA1t2c6O9+vAQDjsRGyQwODc7+zEfsKehN3kdBdNBCDSoCcvaGOsNBv+Ku1Ghi9TpkyNVtmEUoaJ1zE41OGi0elmwZogPAexT035IG5thUickEC7XUxfRvCMYULYTtyZyddo+ERTAbZmZsFQEd7h+whrMsnNetdl4P1CBX/2mf/9K1/xzJ533/X7+/RTB21MZJgo9aQZL54F7wwPRMPOMGL0EYYIY4ReAkE5Hrbq8likeJ1kLsEyIFCHveF+trfd4xwb83Gfny+GWlX8C+U/NxcGREO0V9lYmJ8Ybeassn9scvQJIXIyPjHug4Nh4M2C3aAP1AByrNLAQJzNl2UONmGKeQ9gvNUK0KpAEYOPQSNxRutYYfzKmm7ufP5Vb/QFY1NmzFMQSx8CYgcH3QYxz1stnxespb29GGu0MiQxMV9Y74TSsCsUzwYsMP/GxmI9wqABNrBFhMFYM9gprgMLDLNNP3SaHxdlcQCMzP+NDdeJEpoHeH3yieuquOcsi2xFxgNHkPtnbSsgAwCaRVkcQCy/sz9pCAw9HzYdZlidKpwugDjsGUw1jj9Si4GBqCHJEUM4OTiLSHpu3w77SYY1AOWyjf2KccI2aN/S9+zB/P3/Y+9NmiS7kitNNTd3M59t9nmK8IhABBBIAkgMFOaClGKJsBa96ZaudYn0gtL/oKWFP6GX3Zvmvhe9qZRakCzpqk0Vs4rJAgkiM5GYYvZ5MB/MzOfBrBenPqrag5mHR2SQQAC4Ii4xuA3v3XevXtWjR4/iwDNwanCIo9OLc4v94kxkfeKkjozIPpO94nMjuhYDemwX9wByzcD2c92go3HgNyQDrReey5d727c7koce3BkefNKYw+fikCOFQ3QSozuqjMz0sFZX9ZrRUS//HhtTq4ydHS3sYtEdKxYBKSh6rVGdCaKEwSSNB2pBZByr5thU0dgRaRUK7Ys7GpHkeBHeBgsQFGZpSRFlhO9Jg5BmwymN0HR0MNmUUTE6OtEYdQw0Tkqx6MaNYoqDA3cgcKRxsnAQmVcimMFBd4SJHOFKUcjQ06MUQF+fnnXkCeJog0Kk0940PfK5XmbwbHj+OOK0XYmpK7P2/p0czvC7eGYYMSLAiEiAcoGm0OM0qVF1dORdDgYHdUhTyRWLAXCc02nnj/Gs83lfm/H5JgcHWUxzfd9HRBDj840DVAykxqydV5bNCvFYWfH0r5nbkd1drWm6bUCixq4ND/s6IJjhcKKwCS1HtAShBES6Bg5ATE3u7LjjFQ+zmIaPBzrX3Wm8SLBDsQ/7+PBQxRAcpNg35rbZ9LQf15kkqLPO43XE54WtI10cie7wixnsUQJ9kHayKlwj6wPqAU4gQSmt/+A/r6yoMIq9Dcmd1+OUAxTU6+1q/s/LtOBoPe81nMnYBO49ng2gZPyeMwJ7Bc0lfhZFS3RvwYFrNHweDw+dKwi/j+eBlubmpuuURjWEZlOfS4DPtYLS8Yw72TDmmOf3slSi75VTxkNMTgaRATA8ThlGA6I3VWtoTxWL+sxaTUYPEjOtS/b2PKVDX0D6M+IcovVk5huOw5fXkzKLshj7+56S47M4sPiuqBOFcWGjd4p2XsSoQXYlYiYaxHmIm4vWLZGoDQKFQcNZ6rbpcSRje55y2cmwsTsCiNzurgzp4aEXWwCZc20YkCjqSyUm14cjc37u0heTk1ofVPIQubGWUik57BDeozP9MiNG4xxczDUHQnRyQaDK5XZeCxwUuGFEwqS9eQ3FJaQIymUdWjhRuZwHGT09es3YmHNYQOZorBw5TmZeIYXYrJk7452MFc52jD5fpnLpdRsEFSDxoF0RFUKHrFNQhVNWKjlSUCg4teLgwPmuHOpUdtdqetalkoposGc42kdH3ocxOjOgOsgPNBpaP2QfQKpGRuTAm7VzjeJewSGLv/9deE0MArNGw/UV6ToBukhW4+REhzR7LMnbZLAXom2NzwP7RMDWbGp+sesgYRQDXFx4e7qY7oyfj93hbIt8PDN3sqFhNBoKoCsVZTaqVc/k8Px6evRslpaEruH8UaB11bjKIYtFPJxRMaMRMyY4wgQK2OZY6RhV+nmeBKEnJ1rnEU2ETwZC2d+v+z850XykUl7YsrGha0UbjtTnyYmkkMhEmfl1sTY6pS7NvKgqVvm/zPhW05epVOpfp1Kp36ZSqWYqlXr/uu/r5JTFyDE5mByMBQNkio1LxAcvCJQLxw1CYamkh4u4aqHg3Jx63Z2tZtNbaPAwiUZYnDg7GDQgz8NDb4QN3M2hHLXPiK5IzcXqzk7jRVKbELopaiCqY75R2ude+e6YjuRaceg6bWoMNa8dHVVl5eSk/m9vT5uIJuhbW74p79xxnSQMaDeEJSKYVDPhyBLpm+l7Vla0ofN5CckuLoqXMjOja11b8+cPT+d5KFm3wwYUIR5YGCIOaNY8zw9jROCA84wmWDrtTlKr5dIFrBWeI0Rwqmc5SJBDwaE+OtLBC7cQBxXjSzRJNRQSDxhIMzeynQwa6QPWcTfe2XdtvKwNi4MUOLpaHAYMbELklSUDkJERzT1p5kbDbU+tpmcBAoqDQkAxPu5oAb3/QD55XhCrsVcxDU5wSGUbaWu4hdgEHIJogwiIed7Pc8pexH6RsltZcWc3fs7xsWwJDlmc47gGYxquW9AVebNmLsdQLntQgpOC45vPe+EYabWYymVw3cw9a4DKZpA5UtaNhoLVX/9a77l9W3by9m1RT0ZGRElZW9O+BlVjD141rrJhMajEOcfhMfOAO6Jtg4Pt1buXl86PxPGMUiIECDh0BOQEm2S+CEBYc1CD6MAC/YLvJEhoNlX0ZeYUG8470sfY2+QgIGaNvKwSwrcdi35mZv+Tmf3fL/pGDLiZ3zzGKjkimS+iOThBVBmur/tmBDUrlRy+J7Ijhbm1pYMbVWWU/eGO5XLaABgqFiLwf9RWoeIMzalWSxs68ppYkKTmzNrJkXFjdEtVvkghAJsA+DvyRuA8JPl9sbqOAxYj3unZ8NyIxEsl5yRBXEZ2Iwr1UlhRr8t5y2b9+XXjFpp5hRpzxcbr6fF0cTrtPTQjGkm0en7uGjpExRjbq0a3ZxIPombTHfRazQ097+W+cC6jHAYRI5FxJN1zKPN5fX2OhrFmkHkplTRHW1vOT+vr0zO4vNS8A+Gz53Buy2V9H6mEGGhEA50cpJWHhz29/5qMF7ZhnYJK7MXmphBgUsBm3zwQmPOYek+ntU++/NJTxDjniCLfvOkNrKn0Pj31FCbBJwEL1bwxlYPTwXonEIwpG5ARgtGIdCR5so2GAgveE4s9OtmqF7Ff7KnLS9mGarU9XZysAozFBjicIFfYsW6D+c5mnZcKpSWX056KrZTQKWu1vNJ+Z6c9iO1kKwjgSa+enMgWUniVyXi2ZmND80vHGubv6MjlIGInmW72mdEtdRmDSkYsXMDm4EzFOU8KwdI5JwofwylD5qhQ0IJ2BZMAACAASURBVPtBDDmX9vY0r8PDOpNPTlyXjrkhSMF5Yz9wnmWzbjMZzAugQiekjKAD/i6vZ7xI8cS36pS1Wq0vzMxSLxESR+5YjKoxEMnUB5AoaBmR38iIjGBMAVLKf3GhDfPsmV6Tz/vvJyYkjbC1pQVQKul7KC2u1+W4DQ5qUyKjcXrqpH5gUQ5FtG0YbGwMGugE6apUSguMw5bIAON3Fb/sOiOmKokSI2oXOS4RuYvRMIbseQ4ZhwraWPm8uBHA/3yHmQ7++XkZm/V1kXXTaT2HpaWrU7iksGOhBaKqVDQhNHh2pu/AAQF2x2mIBwn/f9VIPgfmN0l4Ze1GWQL+D9g/HrhwLXBo4GbhaMZ0DOsGg7Syovve23NkbHzc0ZbRUR3og4MyhpubmjeEeSlRR8wRiQWug9Q8qDBrPKnoz33FNPTrMF7GhnVyyvgzpqbiYD2yt+A+mTnCj1MW+ZUcjqBiOAZUmu/t6X1UI8YqWqrECwVvR8S1ssbgRmHHQHpwUmKBB6kp0GWQ+LExR27hquK0JQOZ6Dg9b/DayLdlv0UCerRVkVMWebDXccjYU5DEadsEagYieHbmgeXuruwXVATI+iCQnQY8K2w81ARkL3jGOGDYt1iUwHzzfGiofp357PT/8SzmucfCCDPn3HZyugnIBgf9NdhpbAnfD/oOOgk/mAri2VmBLHt77Q5rqaT7Xl3V56BNRtr/9FQp354eP6949lwL95PMxkSpJSo243iR4olvGym79kilUn9qZn9qZjY9feMb3DGQMDz+Tk4ZixKnzEwPbHtbzs3oqBZnsagHTH/JTMZJ/XjmU1P+/+fn2nzonaCYjRErlbziKebTBwYc0gb2JIXBguZ9Me1J9EkF6Py8b4TIK4uIWhzXIWuaufMVUwYYrciPi98TIXwM31URGA4HKZRsVvM8NaX3o6ZPJMN302tzelqO3MOHMmiTk07YxQgnB2herN6ES4GjDn8Ew83cIyrMHEcuw1Wjk3McNzgoLM/x8tKd94iWcQBC1EfCYmhI67fRcISNYpFo3IHwCQqILFdWHB2enPTULuusVNJ3bm87ggCfDCOGjAsEYzggZu3Cvp3SyyCUzMnr4pRdd0T7NTOz0Pa76LiQykwOnrWZOz+RFM3BjzzP7Kw71VQWI9VDqqunx5HmUknCzNWqqANIBh0fyx4+fep8XBCL2PcX/hmV59gpxDt5rthlbBVVuxziDNZvcv/isF3HfsVKUA5w/o2zx2HPoQn3KfI4rzpQCX6QYKAaf3paZwJtfqBgcO+Dg7J54+M6gyikKpcdhY+yJ8kR5+zior1fI2nMnh5HUrlngktoDc2m1sbL2K8k55X5SCoLYLN4Jkl+bCwwiEV7rGtsCWfj6anml30DBQPnM/aDTadd/Hx0VJ+zve2vi5XMzabOUjPnFnNGc/+d2sOZeZs7EP6k//GdcspSqdR/NLOJDr/6s1ar9e+u+zmtVuvPzezPzcx+7/febyUNF8YMJwCni0EprVk79ycqlNOMFqj18FDRDn3FOFhISdLIGog6l9Phtr+v9x0duXowpGoQO9AWqkU40EAgTk+9YTZVjVHjaWjIBR9JX5JOAknpxnF6XpSJQ2fmTiSLLaJnoHJmbvA4cHk+V0VfRNV0BCiVdCD09IjzEHsmEmU2m65ivbkpI1gqCVUbGtL7ymW/xm5Gjf/n8y8uvMwc4zUy4unuGG2TMqTHGnprVyGS3aJMDgxSUN1I/rFCDTIrJH9gdxx7jBifh3HC6YE/R5ojn3e5gEJBhzAVpRxadDvY3XWnuLfXpRXOzvTsSKdvbDh3yczT/+y3OAiU4h79Ljllr8KGRfv1zjvvt+3ASHzPZr0tUJyDuP+wHdAgOJAzGTlYDx54JiGib1tbekZQJAYHZWOaTb1vcFB7in6WpMdw0Hg+/B8OBEjc5KSjramUp2S5PtYvAVHkSYLcsBeS8/MiaH9MPWI3IyrNiE4XewOnjYDuqsOU50ZTbDIoU1PaQ7u7yrLEvcxz5t5HRnRW3Lmjz/j6a+dlXoX4mznxH3sNZ/byUg5IT49TGZhvMh44N7Wac4KfN6fJ58I9cOZwLf39XnQAoh+5sJFDFrM82AcCQpwcEDYqTQkA4x6JjecLBX0+a3F4WJ9FtorWfKOjHvCzBpHHivfKeVCrOSUpOdAGBDEjGGV8p5yyVqv1L1/1Z3YiXEIs7obM8IDxiKMKMCJ8UXYBbSa4XWtrMkAshuFhL0NfWxOBslRStINRrddd2ZnUUtyYkAxjL0sW6tGRrgnHD34XnA0WCagJnxvTlkSUycgySbZMjliKnZzviBzhhMVNT/r4eQgZ0SWw/uSkDFm1qoMim9W8k/6KeXoqaM7ONPfLy/p3sShC/rNnnvrFaeg0uL7ozNbr7Qagp0ebmfkAGYM3GPvjXXWvV0WZEZHDkWEOeV18xkSQ09MKFnDYSA1SRUckCBk2ppRANSDCVqu6j4kJrb+1NSeDZ7OK6GniDDHYzB0qMzlurAm4ezgTUVix03OAFsD7X4TQ/U89XrUNi+l/BkFlPq81uLfX3jYn8sqStAIzd5RmZuSUgZLxmXCqFhb0/5mMbBkptHze027YL5DWVMr/PDxsT+WwthsNsxs39H4CSQo/oBdgH3CWuHbWJ5SAiCB3Qrv5jG4HHQ5qtIMR+eYZREeCvWh2vZQlexUOWT6vuR8b07P4/HMPqOJ3EODxdxT2+/u9uvnRI79nkMduNobPY65AxmI6ML4OR5Q+oDyn5w3WW7x/5iz+HRqIWbvGYkSQEJSN/FFs1eioKoFxqCgOAAwZHXU0DtBjYEBIbqMhOzU/r3vb3dXv6BCTyUivzsz7WWezClaOj1V1CSWEe4xcctZO0uFi3icm/L1JRO1FnLLvkOm7/gBujosEJIrN1Mnzxysn187I5x0CJrIrFv3ghWROeS2aMfPzWnSbm3p4i4t+2CHa2Gw6+hBFGkFXIMDHdCzQ8uWlDl6MipkvVKIdDCU9OGPU0Y3wjxN11UhG2nwukQ8/kZeArMHzHDIMGo16oyOwt6f/o8foyorQr+Vl/eAEP3um55HLyRien+v/T0+VuhkZ8YPmqntl7mPZ9smJNjROLy2nosHb3/eCjCR3IjniQcOIKAGfAUoWdYvMvnk4xfRhjCZJwZLKx3ARXGBAac2Dtg/GOZttrzwi8svlZIgopEBAmbQUlcqgBpSzkzYAYY6FCXHg5EKSTaJkl5eupfR9GUkjzTOD4A9BOQ6kKlgPoGY4wWZua/b2PD2JpMzOjjddhtCcTnvXhrExD25pj4XDn8t9E8Wkwwe2GBuFLYLIjZMEasW6xrbU69qnBA1mfp/d7FenFHgcOATR4Yr2it+x7wjMokbYVQMO8uCg5ntuTnP09KlQ4ljVncv568makBHBztPft9lUBxUq/CN9oduIla1mWgv7+7KP29v6bOxXva7nXa26VMrzAqBO0g4xkIwIt5k7LVxTRPMiUgan6/zcZaXQlEM1P512BJD1NDzs5xBSRgTHuZzO691dXRNBPVXqW1tOQyHAIeOzsKDr3t3Vn7Rl4geELJn1wO5GZy35mhfRr/xWOWWpVOp/NLP/08wqZvYXqVTq01ar9SfPf5/+jIgOiwPxy07SELRNApbHqYHkurOjQ4kDgPLi8XEZrPV1lRWfnGjTjI3pT4ToaGy7suLl5VRJAXtCZD089KpBKp56e91Amen6Y+UmKFRfn0cSfX26LtSZiaYj9B0lOMx8kV0VbeLcRkI7/x/5TWZ+XRwQz4u8cMgqFW2gVEqGbGDAW2EsL/v8sTkZzEVfn2sQVSqa82rVUytsOBCzbveKIwlKxfOgAggDgOwHRtCsnXvSaWC4ug34DPGwAHkgLc3BFPXISC3CQ4TrhjOHuCKkbQ5AqoeHhxWR9/fLwSWNCSKGsW61tM4vLnxfgBzipJ6eujNH1Saor5kXI0TZkThiA3V4T8nfv6wo7z/1eFkblkxP4sS0Wo4CJwf2K6I8x8eewmT/zc2ZffKJt58BHW00tM9u3XJhTQo55ueVdvvqK68oJzBtNrW/1tf1LDnQcMaPj/X/ZCpwclin8d5AcOEQptO+ZrE1mtfODpmZ77du/DsGtAv2UCyQiOl8rotCiucR3rGHIyOyMzQ7X1724DqX07yg6RdBhMiLZY/jiKB1tbDgiCJITBKtigNbzL1iv9AzTKYPOYeuc7/R1ie/jzOEQB9ElfUbszWxS4GZV1bivMInY10PDjqaH0VjJyb8PuF+06+YtnyxjVgqpc/a2vJAlDQpfLRC4ZtpSWxgX59eR4o6OZChgeSftPcvUnlp9u1XX/7czH7+ou/jppOGDQenUOgcSRHJgxyAeFG5sr3tkDStGuBcVCoiY25uasNBYp6ZkbFaW5OxGx/3VMH4uBZHf7+jDeijgB5E9Az+EtEyUQK9OUkjYrBAO+h9iQHS3HokyKaI6CE8pOdxJmIFTExd8lnx790KC+LIZHR/EFzRdKMR8uam90skio2CmpHzhVPSbCrqg59Bo3mU5HkfyGWnAXkZ0UEzd74iCoCBwjDjcHQbsUNEHJF0zL9J4XDgESXzHDFqODw0WaeyCG4PayoaOSJVKsQuLvS78XHnk01M6JnQPmxvT6+fmPB0OiRxuB0nJzqYZmZ8riMaY+YBEBVTcYBGIznCnMXBYfldHC9rwzrRL8z03HM5PYNkYElxR7QBMYVJyziQZ1KgaB4eHWl/3bih1xHUsOdKJTliDx/qGdKmhjUGSo8jDgKxtKT3Hxxoz9H2i+Agl2snQkekLCqlk+bCeQIh6kS3YC0/j7NKwIUDxrmAY2vWHrg+z0HBeQSRGRvTvMJFRmbm2TO9HvvI90VeHfYI9Idzp173AgvuHy5tt+Il5gS7DnoFVSembc3a+XZXDbI2ccT0M2cS5w/nK/05GdHBJq2MvcNRHB520WvmhWpRaEMg8IeHLm20u6u1PjysgITCFuYVJw5+H/avv1+O2ump2Ucfue3iOce1ybXHloyMRsNlPMy+md7sVkXbbXxHTd3Vg02WrBiJIpXdBoRx0lIM9JWqVR3sKFKbucEaGtKBT+uKoSEZuEzGW5xMTnpVG2kwqmKoxAGxoJQZBw2yc+SgbW35tbE5uf94OPb0uOYMh3hMWSWdEZCtbtUkZv65VNIAtWNkiLY44J/nkCE5MT7unD0QoeNjGfe9PUcSccaoLOQn9oyD/9Jo6BlsbTnaBlejWNT7iJq6jVbLn+35uT8LyOlIOVByTiq720hWlDEi1yTJG4s913AASRma6T7Tac1hVI7mwIsFIUT/pE0omMDJJ3Wws6PviIc5UgoIyVJGTuoyPm9oAXAho5YQjhtRdHLg1EZhyWT68ip9s9dxxDQZg8M+8hk7ldYnU5jYQea+1ZLtGB93VA2UEiS+WtW/sReDg7JTfX3O10QaIxYSsfbN/IAkqKULCXw1yNVHR464YS8IGKMoLmly0LWYmu1EMscGXWW/cF75O44RdgxbFrlDz3tumYwjypWKpwMJsJaX9e+DA08bEpRFztz5uRd5IfYKPYDrqVb1nrk57ScC1+fZMM4SnMChIedWgUhxblyF4vBdyXmJZwvOH9mTkREPtCL6jyPGc8AWUwVJMEJ3GJCnVMptDRXjdL0hA7C7q/fk86L70C6PivFCQZ+/taXvy+X8zMXuwt9EuDnaKvYUcxIH9wptyeybfTP5/+uO19IpM3Ohz+jFR+2mbiO264kHCxwLSK94xzgP6bQcrp0d1zTp69PDLJd1kJECohUEXJ1WS4apVHLeDD0V48ID+mYjATPPz7tzhBGhXJpFtbcngxg3SixmAN2JA6N3FeeKyrqk0CKQPA7M8wYO2cSEc6aA6qmkRDPs/Nz5ZhxCEI/5wQkFDQPm3t+XAwGXASemWHSi6PNQl9NTj/YgNvMs2MykGq4asbCEgUED7o8QOXwT4PDI28DwEfnPzDha0NvrDmiE/iH5812plD8HELW1NU9jzc56IQPrf2xMf25utqf6SSm2Wq7RNzDgmn8YJuYJvkhygKogJ5NEyS4vPY3+fRmdDjozR1Xh51GWHwfpITN3bgggIESnUhKKhUhOQRH0CXrYUmQzNOT6c+Wy/r297XuHfU9VM7y/3l5Ha3lO2AayFc2mB0lRKiHJpdzZ8Up1tPXM/L7Yzwyu43nc2MtLD+74iSg/QdjzBihlqSSHbGhIh/z+vhfEbG+7yj6FK/m8zo3JSTlxlYr+PjWlz+KsQEZpY8M15SDjt1o6AyLH7CrHzMydPmwVdhOH7TpBNGdT0nFLUjdwnHHGeU3kk/EMWSfIU4CCtVpul6j85vNZXwMDbr/hnu3teUoS+SqCGYoABgcV8LNPQHx3dvSc3njjm/IjoIvptKckOwWVfFdE0JLny4umL19bp4zqn2RqqJOzFgdEZ2Dh6MVWKo665POa8FLJo/2pKb0PhX+iWrRNnj3zsmgzPXQ2PXplCPzx3VwP14wUR4RAS6X21CXGiEO5r8/V16NGjZkbsni4M0De2HxXDQoh+KHX5XUGZcqIksJzgkuGQ3p56UJ/6L1Fpy8aERwk5i2f9wrE42M5G3CwGg19V7nsaeTn3a+Z3s/9Qn4mTfM8RxSnpBNJGScJIwWSxYFbr+vv8TkikBg5Za2WpyqYQ4o8SF3GghDS6H19DvdDSi6Xtf5j6hLNuP19zWF/f3uwgKGE9wjiweEK4klw0yl1SQEAaGHS8LG/X7aP3HdxgFwn9w/3fn6u5wSRPg6cAw45ni16S9gznidpNXpiZjJebUYAGVvETU7KprHOqQQmnUYwxh4CJaCClrQma5R1HnmZrM/o3MHtIcXN/owp/qQDBurVSaIgOc7OvHq40WjXPnzeAAUeG9Oc0lOR+8CGwcUcGtIZAMG/VvOq8viTSuk1lYr+JIg6PNTrQbNolj097YgZ8/m8gcPXaOj5Hh5er9oyttWKg2eAI0ZBGNkEbI5Zu33jufM8CbIg+ZOexBnt6fFAG5SXHpZkDi4vvXp4aEiBSLWqfwOyUBG+vKzPpCI50nAWF3Ut1ar+xMaRSeNaQf/jqNd9T76q8Vo7ZSBMyf/v5KzFAT8iHhpmWuz9/Yp4ePjw0EjpTE4qqmSjDA6KS5bNylk7PxfigEo6KUwOJnL0cIdQ3zbzDXN56X0vcWJIfbJRMCZU4EH8Bynj7xjrCDkzSI1BOn3VI5XS50Loh3zKgbS15c7X4GB7Y3Az1yCbmZFBmp6WYzw7q+dAn1IQJKIt5mdvT0a4r8/5GPm8G4Hr8pSI6K6DCHLdON7x4AUVMPNnwuEDWkYRCgcaSBiHHuXgrK2hIW9GvbfnDhP9C1nnyBuQIiA1vbWl98zNuW7V8LDWd6Ggn+Vl57IVCi6MbOYBDinRZlOHt5nmnMKbJHk/+XvmohOfDA7h92XwzJM2KmqKFQqunZccMYVJIQzoKNXEPT06bHBG4N/QrWR11R1qeIJray7vkM16RiCm3yIKihNWLruQ9e6unj97EwQC+5UkpHPggYZAfuf/QUlJfSXtF4jMdRyzSLTvFrQnnxMp/4kJ3WdPj4vAnp3pLID20N+v12DHcLDIbkR+GeR9UpzptN47MuJo9e6uOzkEqBMT2u9kRa4TXL7oiAFiMs1OUMk5Y+ZO99CQI4VkaJhrni8FGji6PM8ohA1QEIvNsDekHnHgEUXO53U24FhR6FUoOKLZ2+tgB8Ho9LTmPDrn7B+Qa2xScq5bLU/ZEwwl1yGO3Ys4ba+tU4YBT/LHWAxX5XEh85v55jDT+xB9BVY9OvKc9MWF0B5SAKAQlYoeLv3MCgVfPPxfs+mpThwkkAUIjfTggtsB7L+xoQVn5uTzKFfBgjo89LQBRi+ZEkrynEjN9fdfz7Bdd6TTHqnQOgnOHEJ/OFKkVUAAIdFCaobvwZwBv4N+oV3D/ZK+pboGpxjHjJ6mzNWrNGxU9ph9k5QbOWTcW4T4afHE/0X+jZmnNcfHPe03MOCEVtLMPN+jI0fIMJrDw+7Ab215Jwu6VbCfenrk+J6fa62jbWbm6d10WocEThOBC/dPpDsw0Nko8TxoEpwsrTf7/vHJzDyQ6MR9xaaRpukkjcFhBkoWieSRrDwxocOKno+NhvfT3djwNCOV4dvbemZjY46ionkHMgKvMln8QgBYrbpTBzfu+NizEJHHRVUoB3O16vIdSSFhHJooomzmn4nExPPGVRWMycGejDasWnWBX2QYTk/liA4OtiNmZprHUknzTl9f2i+B7oMOoUhPmhg5G8jvODzlsvYm6brrIGbXHaBJVHdztrDHY4VwLDJJpfx+OMMikZ/1QiFbTCNSnAciT/YIpJCMAHYeRBiHNpNxCSX2C/1GMxlVmZt5YECR2MWF2dtv6/tw5qBRgKbhVMHrjoPenlS587zjQC7jRc7W19YpM3OOQvTmUynfHFel10i5kJZjo/Ig19dl1IjOIBSi8L+66uW4IyPKS6fTEr7r7XV9McRkG432xrRmTlSnBRSkZzgVePCnp650T0oO4i0He2+vjOjIiPN32DDRkCUrukBzQPKuw7m6auAEFApOHKeaMJt1ww9yA2EZwjEcMcRgMV44FkSuxaIMEw4LvR8xFMDmRPqQ2Yk8h4e10cplJ9D+rgMkKkkc5tDiXuFYEAWSdu7tdcJ1fGagmRD44QuBfsAnA00gFRIriYgSh4ZcVJE0fKUio1at6v/5c3ra/rFlVSajtQuSCbqK9tjBgR9OOMcgfp1QMqJ/jDeRbxykPL5vTpmZr83kQM4HzbJOThkINAcMawrE+fjY19atW45IgvrjQG9ueuEMe2BrS3QMujrQW5dU8+Skc1tZfzgn/D/2JJ/3/Ul3DO4P3iL2CPSXAxibGJEZ1kmkYfC9FDMkD8UXHexTUHrsD2nPvj7njsGJhdweERxsCylPgmzkaEqldmcNRxdKRuwtSxEFf4dzNTOjz6Zg43ex29w7Aradzk9sJI40vGooMyD6Zu1pzhg0QJqH41YoeCC+v+8BIzzIWPzD2cC5v73tRStzcy5NVSjomlA/2Nx0CRMyNM2mi5ODyDHIaLRaroTQyQah7xcdrmRQyee+iA17rZ0yjHgyhYnTcxVaBqnarD1/DBKBBhMoDqKyl5cyTPW6nCAW5sKCN+49O9OGgQB6dOQGp1RyhzCdds4UQoIsQsjXOIv0hcSDZ/ED0VIxBceMNBe5eAxo5HEwMGpmnr7oRGrsNljEVCuOjbVvbg5nIGOETYl8QQZpFYQzisTDzo5HRfW6/x1HC+VqCP2xyomy+4sL7z3KAcPr4WkwXy86IMAXi+5wYYAYGKeYsmEN8KxAS3mGRIsgZDFa5dBFrJUKR6JU0sQgKZBkqTpOp2XULi6UDh4e1nzS4gu0ZHnZK2CJakHgKhU/6OGiYaConoVomxw4CrHk/ofAJ2NQ8JNMDyWlMVi3yUEFsJnTHKJMAe+ZntZzxNE+OHBUgYKYQsErnDc39T6KbHAGoiQAaxaEn2pbeJes1yiWymHKegQBhcoB/4hgA8cMmxh5dJ10CwlY8nnnTZpdDwUHmeZPZBQmJrx4hWtDPobKU5xi+GVw+dgrm5simW9v6731uvbZ6qo7ERQEwKfFHqdSTojHNtCCCJR5YkLPE4kT5ua66D+2m16c2CkcTOaQZwVyTybGzFH401N3XHHOWecEy6wdClQowOIMh6JBZST7gSKUWHW5t+fVvTQgJxggY/Hggd6PmgHiyBcXZu+8o2tCLBYebhJx7uToX1woYMFhN+ts515mvNZOGQ84GXHG8vyroGqUp1nwES3LZuVETEz4w6Rig02wtOQpx0JBwrLn59pwIyNeCk6J9Pm5awHFQxtdLpxDFmix6AjR1pZXwgGZR6I30HCjoe+IVZgYPgabI3JbYuqrWNQGoDqLTZT84TsQfaWyCJgYVA/hUZ4TUR3wNpEWOXxgc1JmbLrpaTkQExNeBQgnDeQNx44qJX5IF+Ek49jgUI2Pe+N4nNZkYURyjYFYUFmLMSLlyutimpl5w/jEKBBDFAfIwvGxR2XVqlfpcQCgzo0BhCzLgRcblrdaru0zMiJkhMINOEqIKKNVhoOAozQ46IR+eEvFoq9j5hhnOY5kAQB8nOTrQHe+T3wyRtRwi4Nnhs5etypMMgI4NzgFSbRsYEDIaiS2Q5ze2tJnw1FCCPbwUEHlyIhsICgoAQv8T6r5zs8dxdjbkwMSeWUEkRMTTlOIz5W5aLX0/kKhHSnDfsWKPP5u5o4hwUax6IEle5m9Fp0CfrgWxGCnpvT+y0vdC3SYRsP3NWsfZxA0zMxlHdjbQ0Pt/ZIpNsKx4bNBZrDfOO3sIYKv2IAbvvHsrAdS3DPBadIOct+8LpfzqngzByTM/BmAHPG5cFJxZCsVL1TArpNij1W5OEsEnhD5d3e9ShbH9OjIz4UoPH1y4u2pMhndN10Menu1fmZm9BkrK7oOUulbW/oMMiXYSjO3+aRsAXc6aZNBSSoWHfzh+TPY2y+K9L/WTpmZV1smodahIT/Muo0YxVFCbOZ8mijPQDRI7nh6Wg9mfd0j/rfe0vc+eaKFMDenz6LJb6PhqSJaOOBxR7I/BG4OfF4zN+ewMem5bNbRkUxGFaCkL3HKSKexUUDLuHczd6I42AcGnANXKnkESgk9TmehoHuamnJyJdEc0QxaYkRbGAgQLqIpUED6ik5PO4xNlQ0NdDMZGZIbN3QNUXcnanKZubNENH505GT3KMnAs4GLQ7qB+cThIw3I3MBNixWhDBxg/s61mblxJOLe2fFnxJrEqdrf12sgbxPdYrR5dqwrnCIOoVzO1dt7e7VOTk4cEVhf12u2t3Xvs7NOYiatTNl+T49XBCOfQEm6mVer4rglBxXJpNhxFOIg1XydyuDXcXQLKM0cgWo2XSagU5UgTo+ZP+tOaNmNG1qz29vusFUqWkfLy+50E+CtCyMunQAAIABJREFUr2s/Vyp6Bhx2UEWoLo+oL4T2Vkvfi6wHBVMXF1ozSA0k0TIcI8S1+Yn2GTsRgw32FgEDMh6lku9j9K3QW+M+QXFxhCYmZPNAFEF9IuE+2iu0LAlYSPmB2I2Py2YTOEFByGb1fzdueEUlCDvnC/qIzB12AooL+mfQBJpN2Uz6b+KUgqZzz/wfHK2xMb0P24hDxn0kA3qcOX6PLSTrE9ON0GvMPOiHJ23macxi0dtBcX0E5nAPI60FBBIO4t27ylCZuXNZKOgcjpxUilwuLsw++ED3DJcMrUzOiYj2dho0P4/oWNJOvQyfzMy+XUX/VzHQEaMUn0EqisOh2xgedqi20fDSfeD79XVtrAcPXKW8WtVmWlrS4TYxod+Njekw+/JLGZfJSVfd39rSRiwWtVlpwwG3hmvG4aKiivROT4++h0pDBPSIfopFd1qoRjo+9ko6ytijgCNRE1Az0TC8sGzWqyZxeC4vfaOwQc0cHYpdCigbByEiUiJ6xLixEYaHNS9HR46snZ+3R1pmHq1FXtX4uBONQaEYUaeICjBQKZy+yH+Cy4FhgCtj5tEhyCnRLAYZ441Bi8gYxipWV4LqnZ3p2UV+D7wwDENvr9YYTcHhk1EUsburw4VKUZw7kEycUDPnVSwu6prqdS9CmZrSveNsFQrtczY05CkCUGaM4eWlo86U7icHqDEVhqRv4+CZXSUO+rqPbNad52jQBwYcbSmV5BTt73tVK4NqSoQ6CYQQtqY1TH+/nvOvfuWBJyKvGxtC0uiEQV/E+Xl3aDY3HYVptbyfII4CKe3hYW/tg5NGUHN01I6us2fgq7F2zs70PtJC2AD2Dk4sh3+cN15Xr3tKMNr3mIY1cztCdTBIHx0m2H+k8aLmYzbrDkascIcKcXys/QOVAdAg6UTzvNEIrFbduQG9i4UDpAnZH9jVKJE0M+MZF84Y7DZBIs+FAhCUAHCemNsYyPPvWEzEWjo48MARbitFRTjr6bTmDNI/ziAOP1QgnP/IOSZ1if1Fvw2U9/FjtymQ8p8+1fsJ2jc39SeZEbIaPJeIkuEzoMEYB5mByUmXremU4uSzX5R+8do7ZRxsaHvFTUqZ/lUVXKAfRAiomHM4PXrkVY37+1pUGxv6nrk5sy++cIL9yIiqOR48UKuS997zNjY7Ow5/U/EUFZwheLPhMCKlkjz+nh7dC+2gzBxRA4YmHbezo/fBgWPBkc6AjxAbn5v5xjTzFAoOCGgO0DWGiOuNBQc4YxhbnhPVW9G4wUliA0M+h1NBVIfzGVHN83M3BPW6c9rgOAG7c+2UalPJyTwT8eB8EVXGHqRcK84dsDfOLM4I1x2hfeYfMj8EYaJCHOr4XSABRGwUQuB0gtCdnLimEVE4xGuQUpCu7W1dNwLIxaK4kNWqtxyBNLu66oFOoeBrKVZnDQ3pdRRlmLVLxXQyVKTHeK4ouScHh/j3keTPwO4kK6Qj/WJ8XL/b3PymU2bmjhAHCoe0maNlxaJQmSdPtM6mp70oY2NDgeW9e/r31pY7ZouL+t3amvdiJGgF5SAQu7yUM/DokaPahYI7SqTvCwXZMZx11gD2hsNzYUGfAxp0eenVetEucVAT3BHwQDVBDBcaBfYQu8D+hQsHio+8TAwacMDgb7HfqCDO5bzpO45QDDqj/eAZ4URzuJOV2Nz0QA5HLDprFHbgzBLg8sOejPaO7ySYQq8N5xO7i51lHrkH9iwpSuwXtgXHHC4g7zNzEIC1zbqgsAjiP2nGszPnXpPy5PPW1pxkf+OGd9mBfjI5qXPk8NBRvP5+ve7y0uzDD3Ut6+u+D1l7PT06SzhHOqH0oGulkv89iYZdt8K303jtnTIzJ7ISITIGB100r1NJKwP5ChY+OW8qZjY3ZaDoP0nT5akpoWVPn3pK8uZN/X1lRYbuxg0ZKvrL1etewQmCgnFDQ+rgwBcF2lAoRs/PtwsXcnAdHnrUubamawDNImo+O9MGgo8GYZKUKI4biAjCuVRKRakGor/I7djddSOKIwHvLabp2PQ4eycn9o/NjkGvqFKtVFwLK3JI4BU0GvqhbRAtRTo5pRg37iGWaYM+UpyA8weiZdYe9fI+rgUnMaZ0cESJAPv7nSfFZ2JMt7fd+eQe0f2hJ+vsrEe1VNmauao6nwX/jFRpRDzMXB9ufl5r6+uv9We97ogXr6Xo4uTE+R9jY55iODjw1mKxkplgITngYBaLHpAk0TCeRycux/dp4DTjpMfBs6c/6dKSHxZx4ChxQIPSciBx2Pb3qxLzk08cLeMwXVtrR8sgov/0p7KbHIKVijsmY2PerYR1Hp3DvT3ZRwJZCj/oimLme4mAksOzWtVaByUCBWSNw2skpYnTYebrv9n0HqIg//BQo44hASWBIvMFOg9ShK0ENY6IeVSiJ1gj0CNFGqUrQIIIUKK2F0FdqeR7P3LecKKiygD3g5MD7QFeFrYbm8c944Rx9mH3YlYDWw9dIjq1XBOBOXaWecERwxmG3gKQcnKiAHBlRXNHOhQbh7MbNTsPDmTrd3e1vhYXZb8uLx016+0VKJJKOZpJFTki5jxf1kycHxysTkFQs6nvxmFkJJ039tiLFMwxXntOmZlX+SSrLaleiWmbTiOdbif9RyXtmRn9ubWlh3l5qc+EVHr7th7S6qr+b3TU7Cc/0XseP9YiKJW8hcbOjh7s3JwLNzabWohEoED2UbOIhbOwoO/lfnBkSCtgFI6PPcrG2TDzaCaiP2w4DnKIuagj83sMFw4GUe7WVrsyP68jvck1RLIpXCFQRDhG09OSF7l7t/1e0RyjAonqv8VFvf7WLW36kxNdD6gQaTauG9jezJ1WM0/D1Wrt6whSOhpeoGKRwxIhesi7OFjJykLQQ1BHeljCp2CeIQBHRGFhoZ08v7fn6BvSLBhbIlS4gbGnJ7yyxUU/EGo1vXZ+XkaSpuIQWbm/SsUd7K0tlz8xa0fJOvEocOKIfOGMJUv5Sed/n1OXZu7Ad9Mrw7miqhdHOTkQkGatRbmI3l63Z7Tq2dlx+gONyldWnFvFQdtoaO2MjMi+4fxz2Jk5FSGmDel/ysE3MuK0CF6L3cPpwjknGCIrgC4a6bnLS6+kwwlgL0UO0NmZCywTCNL3s1bTD3uRvUQPRdLA2CyCEYpu2J8UNK2ve7cAMy94AmmJyDnBJY5sNqs5n5311kEHB/rMgwOdP6RWCbBxeEjxgTISHHIP/D3+4HTCTTs5cZ5VRASR2MFZga5BgMlZMTGh9/LsCewBCHhm2GL4roAGaIHynECsWBPNpl6L431xoWeVTuusODnx9QzBHwCEoDQW/X34oT4Xwj9OPQE1gUU3zTv0NcfHPbjohPQj+vwygeX3Aikz00aFkBm908FBF5rrBkea6SEQQbCg2QBjY9okyC2gBVWvyyF4/Fgw//S0Fse9e2Z///eKbm/e1GG6seGdAChLr1T0YDGo+/ve2JT8/smJnI2lJb2uVnNipJl+D28klh2vrZndueMp0ZERR46Gh9uJ/XCaOCgxInApdnZ8AYJymTlyxIGN4Y1VThg23gs3BNI43CM0gagoo99YkrwceW2kXXFIh4d1n7QxAXEkUt3fb68mAv2JzhNIX+TrgSYSNeL4gJThFGPQkLKAW0HEHFOR0dFdW/PrIvWQyehZM5dUWFJwAkdsf98LOfr7nWuBMwefDJgdfT2qWZeX9b5aTY5tPm/21Vd6LeRa1iHIMc740ZEOE1LaVJBRAZYc6PoVi26oO6U4aYKdrMb8Pg6ESEGd4xgc1O+aTdmKWFQUBxxSUvjQNeCUUngxNKRg52//1vmzoPDPnulZUh24t6f/e+MNIf0PHuh1IE4EB6TBCKoqFdkqgq183p0cuI75vAehIH3wlOCkrq+LCgKSDrqE/eL/QHRwlkCJsBMg2Enb1Gr53LKPzTyINHNqA8KxOHwUIZDiRB5jctKfKbwlUqfYyKRNOz3VNRIMTkx4FxiCQPjKdBIg40DFNNXVkRvL9cZAmAF/C8c58vN4rjhG6IYhDYWjRiEaaVTOIYoTksEhjhxOEEE9EiOcQ1wbTiGvg0sNwZ9OOlRXohTQ32/2d3/nNItUSq8hoCwWvSqS62RuyLSYdXa0SK1TyY4T3qlIidGJU/u88b1AysycFMhExZHLOeen2yD6w+lCrddMm6u/Xw93ctLTMxQY3L0rg/X0qR86b7yh71xbk/eODhR6NXj1RF0cfERjEH37+7UAikVHOd56y9MeRIpUoeZyngKgIgdHCKN/cODRq5k7ZBCr2aAQc2PEg9MaS9vjYULESlUODhB8hMtLL0gg0lpY8HmFd4cxIZKD7Fyvu8NKegFdHUqUp6aERA4P6z1bWzIuUeID+J8oNBnRRq5JvS4DvL/vxjM6h7EEHBQy8l04xDgs+SmX9Sy2t9sRgVggsLOjz5ibc9mL0VFPXxIVkwLCmeUAQVyStEe1quu+edONIoZ4erozSkZKZWzMUyTwz4h+6ZU4Oto5Ojw+9sbB8Bp5FnGwrl6V5s93fXTTWjTztXl46JpwRPjJAQLFAUtQAF8NjT4cL9AGEIyDAz17RE1HRpyPOzbmNiUeYBMT/hmkvHCqLi50gJXLei+VuaenLjPE54CukyIE+YEPR1DFXidAAJWBehDRNg50nFRaF8X2Rzg9OHQ4AgRfUEhAjlIpdwjhjrVaOh8ICGdntbeQPuKakYuAwsKcUck+NaVzBNSZfQvfbGvLe/cSuBGMm7WnNOHKgbqBDCIjQXDEGomoPsg15wk2jYwFzhXFZfB641kBkhfpOeWyB6M42uWynwWsYRw0Us5wzJjDWs1T+nSrIGsyO+vnK1y0iER/9JFnZ9hfOLKsTbPODpmZ03Miwb8TiR8/42VSl2bfI6fMzKsL4RwwOAhiJU2nQVqFSAM17Z4eOVDwh1goQ0MyZDduaBM+e+YCdu++q4f76JEW7NSUFsDGhh+uk5N+iKdS7giSciWiAOmKVZhJ/giGKEL7KyueAujraz8s4SURHRGpkNeHzxYdulheHXkKvb1ezYWAKM5N1MM5OnJnsVRy3bG+Pu+zB7y9uqqfiCLEKqbjY0XTjx97KxhkFHp79fmgQVTrxM0YU5oxZRjvK1Yr8Xrm2cwhfIwZBwLIIykOnhFGgkgz9pGMaWEQUTZ1JuOpSwwklZqplNY1vEiq1+DnTEz44dpoaA5yOR0ca2uOjtK6ZWVFn0nFEmkRWvEMDelAOj/3Qzki0bncN9ORoBKsY/ZgpxQnCMrLGrTXbZBC70SvYB7gBVEQkrRvZu3pNA7H3l532KFI9Paavfmmnh9UCoLRp0/1b3ow9vVpj1GJubrq2Yh02rt/kMJk//X0OEJFOirSCCgWIEhDeoJgl7TVxoYTx3Ga2JPYqcgLIjAnuGEfDA/7/iQtDKUiqtGb+V5mbWLrkNPAGYPGMjKiPxcXvWKfYPzv/s7s44/Nfv1r8Z6Wl11M9rPP9LuPP1YBBik/JB5ohwX3+OhIDgdObSweQvIjZi6wxdxjrKaMPwRzZn72ISFE0IsTheNGhToFQPW621ScKYIrbBsSVXSF4JzAyeI8Y0/gZM7O+hrf29P5QYUphXJoao6Oap4BWHp7NbeplNbw6Khr/gFqcI8EiWadU5esR7reQHHpxDtDCoNA5EXH98opY7N3UsDGIenU4DcO0jMsILze0VFvbloo+OID+bl/X699/FgbqFwWWnZ87IUCvb1aSPv7Whxzc97TkmoVGkJDBD068lY4XNfyshYlCBGGl8UCV43+nDMz7hzhRJyf63UYET6LjZXNumEmxUA0xL8xckD+RJagZzgzyCuAVpXL2myjo44ImmmDbm46bwGSPM4ERRD0SMNZQ5yWKhyiUiQ90Fw6O3P+GoYFpAtDHIsKQPdiZRuOGIdIX58riOOQsWEpOiAax8CBkjUaul+eC6lQngmHMal52q/k87pHKk/5f6rgcB6p5Nrbc7Lr6anWXbms78awz87qIGk0XE4AFK6/3zkgZo70EgDg9I2MdEa4SNnj0J+edm5tBXKRrKL+vo/YSDw5cHbgiLZansZKDtYWDhl/kvIELUUDkHVB+r9Wk1M+NqbDZnhY9i6b1XebecoOe0VBBzyliwvvc0kVJ5pZ2A5ew17lWeOk4Vjh/JTLHljCVSJQ4H4jp5O9G7mzMcAi/cjAsRsa8qACh4X90Wh48IdtLJWcp4fO1eefm/32ty4ITlVmTP1je6DHnJ2piv/TT503mM2KBlOpuCwNXLvNTa+oJu2Ls4B9Z165t4jmM98E+cjwRI4tjhISO6Rosffwq0GlsKM4dGRXIh8NpxpHkupaPhu7jZ1EyBundH3dbc/t274PCgXZeGg22GievZlAkmbTgx+ef0yvmmntdxoEQxMT7l+wPuLg88y+GZxed3yvnLJUqr0aJA7y4kT+V31GodDOk8FY4tygOQZ/aGNDhm5yUtFmtarF+N57WuwPH+q7aSRNxAmxmgiFFGskppKrp40Ph+Bbb+maIL0TyfT0eErp8lIbmPYdRNuRwwZMjmNG6ojNRf4cQ4KjEo1NPERBzjAOwNOUaE9OagOhYo2hQSCTlGWE10H5iExxiuBs4TwgabK21l5RlMtp7icndQ+Nhp4RyE3k42UyHv2ysSPfAsMzPOzzghMUNZFwUkH+MNDptP7kUII/BR+DIoJMxg3MvXuuS4TjODTkvA1I2ziDRPcRySJNaqZgYW/PU2MYteVlX/9UblGxxPVtbemaiNb3910Pq1NkSMoBnTyQnE5cMoQ/r9NY+vs0SFMSnMTBWif1Sxl+NxuGDlQ8kKPG3v6+/nzzTT1H0tejo1pHT5/qtePjjs7v78uJGxnRGonyAXNznsIBzeY5XlxozaHQXyp5unJ83B1+CP/JVOHJiewXHTxwzLCVEMYp0MIJgMsKqsOeweHATuK4xdZ3sWoZh5iCAdC5XE73jS2t1eRUsX+wH9AjSCNHjTXSeDhnBMD1ujidcHj7+7X/6VFKBTl0CioO4UbhnMXqQCQmQNGwc9gwOHicG5Du2c/wBVst3TtO3O6u86DJLnF9gBpURXI+cD6Xy3KyWNdIrMSqV85YnExQdKrQ4dfSZxQuLPf0+LG+9+23NS84cSDIpGep/ARFTQ5QMoJVnLJOig5k115UMDaOb9UpS6VS/0cqlfoylUr9OpVK/TyVSr0k4OeDyK1Wa/da4++oIuo2cAKANSN5GpE/kDKii40NPfyLCzlhRLaLix5lLS5qEayvu9L9zEz7ooXDxEaLKUrkCXB4UJJG+8rMq59IQdIKam7OYewoeliv6zohp8PR4L5wOOAIkMKiSkrP0Q0ZyNLRkacLads0P6/P4P9xxhgY1tFRXe/srN4zPy+nYWZGPwsLmsuFBf0bRWwik3Tae2ZSVXly4sUEY2O+RkALMHqRX4axQA0fBxQ+HhsYRAzC69CQl3FTXYb2WW+vcxLW1ty5JN3Z2+s9TEnxlMuOIPH7XE732Wh4qTyyJqS9JibkRHE4sg5mZhQYZDK61tlZrV/I3wgb4/BVKi5mfHjoVb3wxEhldSL3R6cNVIC0eRxUg3X63Xd5vAobFtOUkSTMoPr68FDOUW+vHIBOg4AByZyIlpFWol/gwoJ3toBbxrqk7djwsHNp83mvYIy9gnGCCBSoVoS7lAwoQKtAhEFV2B/89Pd782+KgECXIM+fnGhOQORJnzIXOHFRviIGl6DgvA4kp9mU/ajV2lN28/OaC5yxx4+da0eKHy4VDjWafTHdGasbOadGRlwjc39fTsb+vuanUFDhFvfQ0+N0kONj7XXS15Fzht0ivYctYx5x5ioV/6xs1tFNJHygxpjJXoCEEgCwvyleAEXiOcKpnZ11e0nwzfnVarVnWuBRnp9rvW9v671vvqk1aaZ5oSVcteq2Nupm3r3b7hAn9drIonUSijVr55IRODEnycE5/No6ZWb2H8zsfqvV+omZfW1m//ur+NB83snycYACEP1dNYjMUik/fPhsRBaLRecb7OzoPVS0ra/rvR98oM95+NB7ZkI+r1blbOCsUGFUr3v0x8JttWSYqARaXVX1iVl782l0ash1n58r2iTCMdPCj2rJ+/u+qXFioqAlC51rxDEEDseIggphSEdHtbGmp3U9OEmkEc0cnevpcYL+zIxePz+ve5yYcLSmWNS/4aONjek9t255WTmpxlTKm5m3Wo5CTk56SyUzr9aksitqgLFuiDohF2OISCtEVBNEANSMqJP0Zrns6BXRF5WXGPLNTd0DVVdozCFJETXhcJhIR0B85WA8PHT+0N277Z0kCgXN37NnbpwpcMAwkhbb3vaiE1Lt9N7rRO4nwAB9jIhhchCtvoYE/1diw2KaMjlI/1C9SwqF4CY5qH4FlcQ2sFbYD3fv6tlyuLLuEaumIwn7dWJC17mx4c4ja4a0YmynYybbsrHh0hoEMqen2q/YLv6P/RulXp488ZZvBDdRLPX8XLYDXhUHJzYOJ5C9QfBo5vaLgBOHiDlCpoaWSSB4q6uaE4Jc5Gj4bJBHfherA6EgVCr6E+FxHJqREU9bUkAGMnTzpq4D/hnFUVT25/PeKgq9P3TMzDz1i7M+NqY/q9V2hB9eM0g+qeNSSde1u6sfbBfabKwLvoP5i1X4o6OezUD5P3ILs1nfDzxPKs+h+1CsRmusL790TiJFeT09ksCAC8heooLezMGZTtww5mttzZ8ZfkOl8s3XdqIfvMz4ViUxWq3W/xf++Usz+59fxecSJVBFRiWamRZgLue8pKs8Wg5c+qBhHGdm9O/9fVfYR9rg/n39+eCBFszMjFCd3/xGh+ONGy7OOD2tn4UFET+JGg8O3ACBXtDuCB5Wq6UN+qtf+WEO4ZvqNjgV6+syKrdv6/XAvjgiFBkQhcOloxwb1MbMHRIiheg4AvFDeCXaovKLVADRKXD35GR7ZEfFEVEqaYkIxxPVUnEEjwXuDKr1RE1EWcDrRKzZrPf3o/ckfAbgfBxOCgCIRk9PvRqzr885XKR3aNcyOupzOT/vunY4YFHGpVbT6+CNsJ5w/nG4t7b0+aQaiQQp0Jibc4SQiqRKxXXIiEinprzikoMDhIPengQdrZa3RsHZJW2ZRLdw2o6PZTSZs07GD52kbobxuzxelQ0DJerWFo6+pQcHms+dHa0LkJU4UikXhiW4g8tF0Ebnktu3RUQ/PHStp/V1R8vKZX0OYthPnjj5H74pch3sHTPnO56caB0sLOi6oHCgkfbokfMxDw9dN4313mrJYahWdd9IwOB4EZj09+uaNjbchiJHgzNE5gFHjKIT9LsiD4osCEE4ewxuZywQIoCN/SajBiR8Xq0Xf05UZ+M0goRHbtXQkJ7Vxob3Qu7pkUO9u6t5p7AitkgCYQclxObioBP8E0CTTiV4r9c111BTqHZFMww7Tuqb4JPqbyooEWpNp11Hcnxc/DnsM+cI15jJuPOVSnmT+/5+3fezZ74nxse9iAuHuF73AHhhwYMXzhxQTDJSZL06jeVlPcv5+Xb9yk5yPXwPFbQvO75Vpywx/hcz+39f1YfR+xHeVDw0BgedQE7k1Wn09LiC89GRFgeRxcyMDBQwMJs7lZLj9fChUoe3bgkte/BABujePcHSCMnu7MgZmprSQ8Uxq9VccwtjcnjommmUx8/OKpKCE2ama6pWtYFBa5aWHH169sw5BMDjqZQjd8gbcB1U1kX5CyJUYOJM5pvOWCTxwxFjIyNqSjoU4jqkcTMniUIQ5/9IE8Kjq9c9EqIRMHMHpy3yrnBWqTzL551kjJNFf0ki+0gcJfqM0D8pbyJa5owIsbfXjSRN1eFmAOGDeKFPNjrqDi8pD5xtyK8TE46ascbpGLGxoXthXd2+7e9LpbSGp6elqcf1IUA5MKB55ICp17U2cHpplQP/Mg6cbyQyQHngzSRfC6/ke1Bx+TvZMNrCkXqMAycAvbHZWVWaIbmTHDEwjY4Z6SmKXW7fdl2xmRlHGp48cUR6bc3FoScmZCdwCEHikG8A7evvl71ZX3dJGSoesZetltYp6xPe0tCQIzTss8eP1WFgakqfSTBJgRLO7Nyc80XR8cPJAxHD8TLzg5qgiz0/MqL9wP2AhJPGi5IRpZIXO1CkAEJHZoECBjQNIejHHsA8d1KraDnGwqClJU9nU0lLwAQNAtuIwDmVqHwnThmpNqpYKxWnfuzv+/cMD+v909P6/eamfg+d5uzMeWXMLfxb7oUUdE+Pt/kjUEUvE7QQzjKOOuK8c3Nac8+e6ZpmZ7Ue//Zvfd0MDemczWbNfvYz58hxPTiPfJ+ZPqPTYN1OTOgZxabnnQao2+8qev1P7pSlUqn/aGadbuPPWq3Wv/vvr/kzM7sws//nis/5UzP7UzOzubm5a3yvHiAlzElELJ93j5/cdadBpU10zOg7iIdOFcz5uYzXnTtaOF99pYU8NyeP/fPP5aRNT+vvy8teGXjzpgwhlZFwyCD/o/vF4UmVzjvvyCk7OPASZeBiCJqplCKN7W2hdkQeVGzCvyPVCacr9kYjVcDhj/HJ550cS09E9NswmDgvoE4TE7o3HBJkMoDUEdaFd4JDhkE5P3d+U6zORHUfCBzkis4EVADSHQBUDs0dDC5FAlEPjbQS6Q+i5HRa3xGrEEnZRX4PfBSkPkghA/tTNQyPJptVVEiFUqHgTvb+vgvvgshRcQbBH/L0zo5X9N68qTXHwTM1JUND42uizIsLGVBkDNbW9P5y2Z1nyLrdCPs4bfRmJIWZHFTYvWz5+D/HeBU27Dr2a2BA80+VcnIQaNbrvh6qVdcC6/T6WJEbHRkO30pFB/t//a/6N8jQ6qqeO4Kb+/sKLG/dkoO0suJ0gd5etxcx+IXbhHwN3B5S2fW6O1Hwkfb2/N7h2rE3VlZkRwkq9vY8wAadvrx0dIaG4NhUHIbIG43cYOgtOCMEKFHkGu4aATtIFBIROAG2WagnAAAgAElEQVT0YSTgJbsATYEAFZQIPULOJcj2lYoXGnAGHBxoHyP70N+vZ1ivK1AnVRt1JSOHGq4d3GICMKqkWQdR+Lq/37mtUeMO3TTWLkHz+bnWB9QW+vTeuOGOOg5fzLKQJmTOsCXptM6utTX9PzQWlAw4j9bWdO+gvPS3xGEE1cQ5o1gjOZpNOcDZrAciZu1ZozigSnXSLXvR8U/ulLVarX951e9TqdS/MbP/wcz+uNXqRHP9x8/5czP7czOz999/v+vr4iAy4zCO0ScbsFr15szdBvl1UBSq5WZmvO0PSAwozhtvKFWIKvZHHwk9e/JEh+OjRzIyt29rUc3MuIijmUth5HKehsKBGhmR80ckNj4uZ4rNTnXbzo7uEdmFR490n/fueTQVW/YwLzg7tF3heiKChQ4WixTnCKMPbwlkradHBz2Iz+mprg9l/NFRObMgVxBmBwacI0OEh8HEacKQkIJEzwcktFj0NDMK0lFQE+Is98VGxZiBXnIfOFFEuKAbROYcVGNjHuneuuXVSicn7pTSSglyMGlZjODTp87FoTfl5qY74dERxahNTztagEG/e1dzu7qqay+X9VmffuoOLHOWy+l3FBU0m3Lgenr0ucD+SMPEgdOIYCQHYScng+rm6Hh/F8ersGHXsV+kkI6PPV0UB/u60fDnvL+vA/r27U7X5UFJ5Jah9g5yPDcnR2t93VGggQHZqvFxBRO0LiMoRJqBqlzQchwcAstMxrs/gI4VCtoLOAQEQhTXEODBQcTZWlnxw/jszLuq0FkAkViQLtqI1WruSBH48ZSohmZ9YrsQqeYa6fgCMgbylc87T4/KRzNPReZyul/OH1KaFEzwPdifVkt7FNoIAQ2oZ73u2QVsHumydFpOKxwqUsh8bsxyxNTs3l67sC12BZmgVktroL/fG86zPqPgeWz5R0Bqpudy44ZePzoq5x7AAB4WxWvptGwNVfjIYBSLcvJ+8xvZiqkpUSn+5m/cuRscdO3F3/99TzeCQBIA83k4tJ3G6qqu+84dRwPNuvfQ5tz+XVOXZt9y+jKVSv0rM/vfzOwPW61Wh4Lw333QjgZOTfRySTmxGK/qUwV3p17X6yE/Tk3J8aJ9w/m5NtvMjBbwF19oMYGWPXigBTo1pd8vL2uTLy7q4EZ9HqPG93J4sWhJyy0tmb3/vtlf/IWuDU5GNusOXaUig9po6JB/801xlT77zKHnTMYrEcnvRzV3BCKJKEnXYkwpUiBdyoHSbOr7qTzi0Ma5gudEexcI/UTHjYbmBEQrXguFBFQhYqS2t3UvlO9jOFArRysOdIkIkVQ0JesckkRtkaTMgUY0imMGsbVS8Y06P6/3Hxxos3PtVGqCLmYycrb7+rRGSD+iwn587MgZfQm3ttorihBm3NhwMm5fn4wLPLbeXh3o6+suK4DD1dcnw0OrlVpN6w2eCWsfhDSOZlPfhxI7PMdOr6XYBqL06zpetQ0jDUh6Ozlw5Ot1PaeZGdmAjY3OaRUQSqpkQUxIZ4LO/uQnev47O05AB9WlwKhel826c0cO2fKy1iZOWbmsNQrvCmcfqsb6unfu4ECu1WQXv/jCuXRom5m5JI6Zp+9+9jPdB72F4WFysIP2Ii0zPu6oVHTIIo+J19dqXjRDtT5yErExdqHgFdyzs/o3KA+dWkDLCexwOkCYqLoHXXryxCkkZs6DHRzUPqLwptGQ7eBsIChFZ433kF7GdoEaYi8i6o7oOW2x+Jzzczn8uZzOLnTrkN+g0hYHiCpqWg5yv6zdatVTrPCAKXhCUJbrhOBvpvORbhaVildcxurvx48153fv6toQl43IGPNm1l2T7PBQc08mgLRlN4cLlCwqAPwu49vmlP1fZpY1s/+Q0in+y1ar9b++yi9gA5HGSZa9wmeCe9EtH0xUhDOyu+sii3ChqMDBeXvjDSk2P3wouYwPP9TGW1rSIlta0s/cnIzV/LyEB4k4Gg2HwSHxFwq+aWhvkcn4AY0BoOcakSPVOMvLjkrdvi0jiwGdnNRn8h60gzDmRKykAoi6+TeROD+VipP36ecGf4NqJqqqcJ53doQwovTM9/AMMGLRQaPP3OSkDOLOjnNkNjZ0jxx0tHxB74mG62xYkCsEeOkyAAE3zgONxCmpR5OH1Haz6bIdDx/KSJA6gMOGk0RfQUjG9FSl8hHIHhFexHDhy7B2Fxa0zk9PdXAeH8vZr1R08DH35bII3qSgSSNPTjpvcmvL05agbpD1OzkMaCdRTcaB34m4jnZZufxqDNm3OF6pDeMgh4aQRMsgXdMuB64RKeZO6WSCIYjlOGYclrWa1u3Cgnhq9B4cGpK9mppypLda1fouFGS7QOGpjAbBR2uMQ5PA+OZNd5RIO8I1RDbBzKshWd9m+sydHe3n997TvTx9qvkggwEK2Gy6+nsUtj48dD5pT49TLbDboPPwoMw8i0IAwfvm5zX/xaL219iY87PW1136CA4VTiGoWCajz8MJvntX34NWGfZuY8OzMyDxtHsig0LQh8wOWpNIO0XbTaEEBWzNpq8biPvY7Dt3NG/Pnuk6zs9dLJtMi9k3pUjQJGw2ZVPOzmQHf/1rVxfo7XVNM1BSUuKXlwoItrf1HTdvak4yGedgg5KR7sQuvvWWa5LhhEY1Ac6mTqPZ1Jrie6KCQzffgOC7G4r2ouPbrr689c/xPSx+Sp2TiBjVIxE96TQoQ8aJAzGYmVFJ7uWlXsPhPj6uDfv11zJ4N254qmBhQQtjY0M/qEPDsSAtxSGHEj1VRFNTTqZ+9EjFBH/5l46W1WquSYMDiYPx9Kk+h5QHjll/v+4FFA6nK1atRLI+/IxI7oQzhmgjxRZws7hP9MKGhvR9v/yl7pEUHrpBIHM4hkS2Zk6Y3d2VA/H55/rehQXNz9iYvm983J0zuGEDA25M6RZAqoCyeCLbiPJgzDFykS/CfJIKnpuTM/7ZZ/4dVAxVqy70Wa87HyK2EKFxPWltEAMqZeGwMT8gGisrmg+u484dLw6hsomSdJoob215dSjoIWlL+DsHB87TSw6QSvYah1+n19LPFI7O6zxexoZ1J2lojI5qL1CUkhxoPJGen53Va58+1cHeSQCTbiQENKxfDsbjY6Hnq6tam9PTes/ysn6QzNnf1z66eVOf9/Spfsc94YTTpBw5iM1NT3niYJBCPTnRPTx54ql/KCVUX1NwcnDgBVa3bulelpZc2iPy6KIGYPLeYzU1KUycCvYUavZokFFUdPOm7rlU8iAGesijR7p3ArhY0cnA0QbBomqViskbNxTAHxzoXMHeIWBKBf7FhdMOcOKpKIXeQREAziBBJU4h+zM2usfezM56YVK16iABQShrEf4wTmKl4lyziwsvAIM/SuYC7i73TsaGym1S3IuLXlFJ+hoJEFLEjx5pvb79tu8x0pbc2/a2S/x00lQ001o/PdXawtE1607upwcma63beN6ej+PbRsr+2Qa8g06IWOSXkebsVPJq5ro9SGrAW6NvIP03azV91t278ui/+krR3QcfOFrGYfnsmQ7iiwsthq+/dv4F8hgx1ZCUx0BDhjQlRiVyNqjUW1/XIn32TL/DiH/9tUcV09PaSCBBXAu8KuYMgwYHhFQJshoRGaPXJT9m2lgff6zvgDBLxAxiR5k3URfoGNwTYG94LI2GnKDPP9d33rmjdG257Ny7hw89HQpvYmxMc01hCNVTODwYssiRwwlHF4joE5HhN9/Uc97f17yPjnr7oqgwTt81qtjeeUepAsq6OTBAD9GEYt4w7AsLXgBBanJmRmvz4UNd//S05uUf/sEFMUELbtzw9in1undAQMcNXbak8YnPulLxZ9UJBWs2nevyuwgsvs4jKWqdHFQcI4fTydiDLEPWB+VaXtZzTA6QfqQM2L8gOPW61vHdu+rZiK0ZGXG0jE4Q1aq+jxTnxobzSyHiozsHcs/huLoqO0grOgqBSiXtFTPnM2HjcPDZezgrcKjM9F66ZIA+g35RMAXfln0dWxHRYg5ZCAS0We8HB/quyUnvgEFrn//8n50rGhE3UE9QQ54788+90jScysYnTzS3s7NyMs7OfP+a+Xwj8gyvGEcMaSDSuQSPOGbwuHCIY5EC9uDmTdcPA/EjQBga8qxAT4+3WoJLBiett9dpF1T9E+wWi871g4s4Pu7PmGK0TEZOGRWVVFz+zd948QU0kqEhrd/NTb+W83O9DxTNrHsakvQ9AQhpS/TrOg3Sts9DyZAsus74wThlZi6OStovestU4EVeRaeqDBw4COa1mreEIG0EWff0VIuyUtEhC2+MBfrhh3qY1aqMVS6n383OOu/q4MCbSEOgRsdmctJ5V48eiVv2V3/lWkZHR07+rlZdrR0NmqdPda337+seHj3SZx8fOwSN7hYGDE4GhFlSo1QlMS8x2pye1rVSdPb0qaNWbEIqIlEA5/lEoj8lzXwPHCvSr3A6KArY2PBq0jfe0A+isZubuoaoq5PJ6BqRjQDRiUTcGNki94BqPYUBi4v6rvV1ReggYPQP5UBCOmJ0VHPS16f3wiUjTVir6boRWETBn6pWxGlJyYJqtVq6jtiIfWpKBxhpyJ4eFxdeXHQNsuFhfSep+t5evT5JyL+4cEcWI3187M8hOeCudCoS+KEMHPyr7n90VGsHPbHkgJZRrWp95POOgCLnkBxRRZ0BWtZq6XNu3fJWcRQfLS/LXk1NeSD49Kns1Pa2bFex2I6iDA62V9UNDup9uZw7IEgYkMqem5PzQXcIKAikuOhIQCunr77SZ5MSJZVKUAHdJFaPm7nThJ2gCp0KetJ+vBYHbHRU9zw5qfn4y790jiefTeEUzlFykFGAs4rtwREnpYjo7tdfax++/baQeBpuo98GHQE0DseLrAg/MXWJjhlk/7Mz50SjgQaS+emn3rEgKvOn097mLZXyALpY9KpOekVSQQvdgvMR3TwI99gEWuWdncl+8R3FokuikNbO5z0A/+AD56ChRUbQgS1CMDw5jo4EqoyMuCwUo1vwyHdBL7lqRI2z540flFPWCRGLHjCREfyzbhWZkV8G8lYqyaiQ9ybnX6tpkf/1Xyuf/rOfyRlbWnJV/q0tbzI+Py905+lTbU64ZbEPHdEcBEccQ7S/qlUvG4d8PjKi9+IMoAJNBeH9+84TWVnxdGF/v2/Q6JgAD7P5EGtknkkfIqDbasmgLC15myqcEsRKSQffuKH3jY/LyMUy9iiAeHamQ2F93atonzxxFIYKoVrN7L/9Nx0Ad+7oZ2JCPxsbuiaqS3E2kccoldqFLEH+cA5jy5mBAbPf+z3d+8aGrmt5Wa8fGdF6IsWSTrdXhFHV+dZbcuBxXIpFTwFTqQq3Boc2nda6YT0uL2tO0Zl6+tTRytFRHSjoI9EPc3bWnT3Slma6Xtq4JI1Tq+VVXrmccx9B95Kj0fCq3k4pth/SAA3qNgim0CXr5OBGEj9ttZCOoIoyOUCBCLLYTzjTCBb/9V97ld3oqNune/c8tfTWWy4mS7oRXhAHMAETRUeQ9d94w1P3CFWPjblYJzpqVM6D5lLFiJbg11/rO999V/uGNlGTk/45OAIg6lRYRhoG0kexO8bEhGuETU7qzy+/FJIIyoNURU+PI2Vm3hGG34Hsm7mDhL7awYEHpDiJSJbQs5aCi/v3Zb8ePtTnQlUBiY/2hM4mZu408HvoKigLHBy4ePjYmN772Wfepi2Xc8SP7iJUnkdqydiYO20EdbOzeuaIgY+Oepcc2jMReHAm7OzoWbzxhtYE2Yfxccm3YFOpthwf97ZynHm1mtN3cBY7ZcAuLkQp6u3V2cNzMeuetqQQwax7eyYG/OPrjh+caUynv+l4RS8XA/K8ikz6mYFKwJMYG3Nnh0oqEIrlZX3v4qIv1A8+cM7F5qauh+rMr77SwwdFAuUiCqI9Eqm+Z88kvfFXf6XvJSWHk0h1UbnsEQkO2NmZ0m3wsDY3/cDu7W2XwyCNSQQWe7fNzGjOaGV0dubNenFoUBTHARgZkVOxuKj7PzyUgcOhQV/GzLlmGBy4JW+9pfdwSOzuaq6JwHCqPvlExvLOHb0vFgesrXmFD846SCBVRbGSiqqtwUGPoCcmFLmtr8uQYrRRnkZuABL04KCcpnRa80/1Le1M9vZcl+7goH1+IMsy31RHMq+3b7cTeaenteaaTa/c2t3VNS8seJUv7XRAYSB2JweHM9WkSCB02jMYYVKmP+QBKfl5IpNRl6yb4Sf4i2nML77Qod2JXxYRNtLxBCKplDcfn57WXqL367Nn+vfcnDtYKyvaO4jJjo5qrZI+xDGP1ePIOoB4jYx4NgCB4y++cAej0dC19PV5Q2qKjw4OtAYfPND///SnuiZQuWrVC43Ys+xrUB/SmchfQLynkpGWRp99ZvaLX7TL37COOZxzOW+rROAaObGRx4ZA6uCg7o85QtYHdDCT0VqhEnF9XTbg/n05LLTEgthPlT2BNI43yBwpULhdNDUfG/NU4Rdf6HNR+6fSFMoGepRUdpOtoGCB4JF0ZKR2QL1IomSTk/5MqZq/edOd5mLRWxjivOZyznf86CO33Uh10DSdM76b3Xn2zOUvenr8c0D+Ow34uujrXTVYH9cdPzinzMwJjlSLJQ+cWJEZjUtyAP3iwGWzWohIS4A8HBzI2GxsCC37oz/6Jlr2y1/qcJ6cdP4G7W8oHceQQAwHccFZg9cxP6/PInqFZ5HLucgqSEitpu8hYl5YUNSJfMb5uRYp6TkcMCqsMETZrJcqo+b/D/8gYw20TwUf0HO5LKM3N+f8GNoHmbkxMXOjEhWyU6n21BwVM4iuPnyoOV9ddbFE+qJ+8omMD73kQPSirEa97nNPqsHMI+xiUT+Tk566+fhjPfOlpXY9KSIvrhOFcwQXR0e1Dh49cqcJhX0KJeCKUDGK0Z+bc87hkyf6zEpFzv3Tp/reSkXf/eSJ1g3yGwMDmgO0jUBbEeRFmT0ZYfJ7OCSkeDuJMUIZYA3+0AepHJyhq143MtLOJUwO0H9kYEolPU80EUlJxxERNvYYuluQ6d95x6UsYgHJzIyCBxzye/e0xjY39TuCielpl/WBjkB1Zr3uFegIiWInp6Z03eia5XJyrkg7xbSXmd5HL85GQ3y1SkV7npRks+lVkCAWOI5okBG4gSZPT2vOf/Mb3XdsY0SABwKHhIyZO0fcD5WXSR4hyD9BDKncdNr5YZDZsX0ENsgEFQo6V/7oj/T8Hz9u53IinRGLtFotb9tHsDk0pGeXyYirReYBkj4OGelPs/a2VMzn5KQDBkgz3b7t4uYUFkXUk1ZSzA9ncjotO768rL+Dkv3iFy6z9OSJ1tTt2+5s0tmBeyZA7IZ4bWxof83MtMtfIA7eaeDQml2vNRwSVdcdP0inzMyJpJClk9E91SMskE6TStQJx4s+cESZOC17e/o+Kow2NnQA0wj6/fe9JcnGhj5zYUEL6ckTR4qOj92YHh97eoNenAcH2ph/8AeedwcWpvS8UvFm11TX0AONqp2dHUUNP/2pE1ExaLGtEvcHGfn0VNf/+LFXreBM4Ixls5qfmzd1bfW65oBI1cwjRJwwiLk4Y9Ex5EA5OHDji5L8vXueCibFAmGVyq7f/laR9tiYNvfsrFeOYVghkpp5+gQOG9IjDx/qezgk6MiA0nlsldRotDtYvb1Ke1JxCdoAioVTjIMd0xzDwy6DQfEJvDZ4Z4WC5vzZMxdwRCh2cdFFbptNrSX0xi4uvFopjpMT1xuiF143Yv/lpTuR3dSzf2gDB//w8PlOKq2VCPo6zR/coBhkol+2suJczjiQyTg58QrqSKSvVLR3fvUrvYa9+vix1gyO+OqqPn9nR99FMQsVbqDCZo5cHx76OgV5oT3Z7q4CUkRCaaUGIZyAjQMXR4N0Ijy0jz5yviR9XHHoIPzjkJnps0hXPn5s9p/+k9NACDgYiPsWi36P6bReD8oSm5GTviKQxH6C+B8eelcT0n6Dg07hwD5j96jKPzrS9335pV53/76+t1r1YgCKlrCdZroGpHCgLXz8se6boJQzEYmew0MHAJpNfW8m4xzFhQVHbbEbZDIePXIggWuIItmzsy7uurzsciOsm0rFdT95FqyFfF58O+zV4KArDwBUkBlKjv19OWGFgmwgmSGzqzuM0E2nk8BzclAJ/CLB6A/WKTPzlB4LNwlvAvOTQuoU1cJFICrEURkd9fZIOEzz81oEn35q9id/ItXhpSX93507ypWDlpXL+j/a4JD3jw2FIZuDtNRqLjHx7rvqCba3p89j80AI3tx0/gdCoyBDOKsYhkpFhpdNFasxDw/lOK6suKE188qeGBXNzckZzWZ1XaBCGAz0dCiRxtih70MaIJL9cSQjhy5C88g8oAu3suLOy+CgnnGz6bpCOI2kNXHGibwwUpmMPufLL3UwNZu6BnoEFouOvNHSCbkUjMXmphdDlEpymjB8FHGAkp2dtQsiwi2bm3MJCyLSYlFO78qK5q5S0X2gR5XJyPjl85oXDoZyWeuHFAiCvnFcXGhP0Ic1ldKz4ICKo9XysvarWpn9EEd/v9YLGlPdBk707m53iQwz7RVSYLGP6daWVwgnBzIZsR8gNq5W8+phBE3zea1vKotBy0BDNja05uGWUQ1JcACVAHrB0pL33oQecHjorecQRO3tbZfpoNqPoIC0vZkHC7WabNft21rjrZbrP5o5DQLC+vq67C9FK9g2OK04RAiK9vTouVCNivYVqVMcIZAznDEz/7zINWLf9/Z62nBoSHswtivb3PRMA+2ZqLZ+8sRRsJs3PfDEJsbiNhy6zz7zSkdkgWJ2iO+BN02QhZbe6akLgzO/k5N67iChpF9jBxz04whqUyldDw3nb9+W/ert1fvKZQXPZnrmT5/q/t5775sNx0dHNU8TE16ElhxHR17oRrNx+IDIBHUapC3NrkfDoMr/R6TsBQbpLAiLMUVAxcf2tldkdjpYQB7QQRsYcO0y0gsYPzgfT5/KQVlYUITy4Yd63dqacyEWF71HJtyy42PvcRn1Xubn/Ro2NoS8LC1pU+zseN9EorzLSydTTk7qHkgtEBmDyj1+7DwOM3ekqMTBYIGYEMURudy4ISMBeZWGwhD2mUMMWCTpR16EWfs1wPHCKWPDg5qh9QbnDxSTwgpU/yPid3HhzeTNPNpDsgLnm8jXTH+nhRM6bVNTXnyA2nfsi4nDms06ssmBBAGfQgR4XdyjmZN0b970Axun+tYtRza550ePvBiEtBVR8v6+93hDFmRw8JucikjspxE5jkWn1Nrenssd/NCJ/clB2x7I9VcN+qQiwdNNYwmNKhyzmRmts5UVpzvEEWUyQKRBzAh47t+Xs1Kvu3jp48dCs1iTm5sKDvb2tG8oamFd0CM2ldL6QaIASgR7jDnZ3pbN+OQTXQ8ZAgqVkFPo6fG+rRC7cS6hD9C/ENI9Tc8pQuA+qR6E5E/rIAqQqDyGBwUHuFDQ9+/vu5ApKCSSQthOKAc4ZKT/KCjifngu6bQCNaqrx8ZcpzLqVhKY4rRvbcmGwVmLVeNmjpJHegaBbuxWEPumojiAXWGdtFoumos4MalgxIfhE2LDeS8BM/cEXWdmxu0FgMCDB16tT4o0n/dWY3A0Ke64Sv4iEvsXF51rbeaBZqdBz2Wzqx03BmfT8PCLZQh+NJXWjoiBJDDSaW1IVOJpjRFHlMmgaTkKz8DI2ax+NzWlxffrX+tQ/PBDbbyVFaXb/st/0YYqlWSA7t719BVoDPoxu7v63ELBu96jJP/112Z/+Idm//bfuqMI4ZL3mOmz6Rpw/76cAxzDk5N2BWuqgmLVFkUAEGCJtPJ5d06QTYDfQNQGn4KecUTFMd2Jowc5NFnSDVJJgQLOCa2IopAjyFGpJM4MSuixqAEBRubr8lKfiYNo5tEnTuDOjnMIKxVPEcPpGxpyzouZPnd5WYbv/n1HMbNZd44OD72A4+TEC0gw6Gj2IIr48KEXgywu+udPTroIIk3e19b0eWhKIUfQbPo8kEKNAxIyByicmk7oDc49fMMfR/uA0wQa87yRz7vjfxXqSFUcsj8LCyoYevJEtiT5TAcGPHABgQXlqdedy0NFJwHmzIzWLmjZ4qJsztaW1hIHey7nNpEG18WiXodg8dtvO1qGc4GK+6NHHkSaaQ/Rs3F/320TKvM4GaDmVLCzt7AfEP+jM0KangC4UPDgsFBwaoKZ9gcEbvoukuoslbx3LM4fxH0Qf+wJaAspzNNTd2rgYaJtSIcNHMTTU59brht7ub3ttpG1Qro4CgZHvUSuh2dMpSrcaZxqpIlA18fHnVIxPu6oGIEm8k3YBKgv0F5aLdk27uPGDa03MgHDwwInQOG++kp//sEfuHRUrLbEeevEI2s2Xfrpzh3XhjPzfpjdBrbxujQMHLjr7O84fnTKzFNIGL1kqjIWBqAJlBxo2wDBDwxogZLrLhbbq0p+9SshaXfvKlp4/FiVmIWCq2oPDgr1+OILf8CkMAsFb2ZL5Dw3p025seGH+bvvqoQbKQ2cA+4pk/H2TK2WjPjcnIw4jpFZu8o+G+nszDVkqAKcmnKOABVaOFUQRWnjAa+hr0/fQ2UNkVDkXgC9x7QpzhbfD8I2NqbX0WSX3m4IUJI2zOWUhrl3r10FH8NLegMCLoYenhxzhi7U9LTmdnvbjTrwPAUWuZxXTJVK3oP04EDPmvRMoaDriFwyVK2p/AUlg3RPnzoOgclJF44FbaHAYGFBn3V0pO8aGdG8kJZMoioHB94bk7ZMURE8DlAQnLcfR+eBRhfpoasGCARIZTeCcUT3sWU4TA8eyN4kizZyOeeX0esRva/DQwUw1ao+EwmGJ0+0dkslPWt4sp9+qn2M81Aua81RKYzkAcR1yOvYD/QBd3cdbcZJo+oTBKhQ8F67e3tas0iBIDOBeCvzC8JP27RIVocHigQJKUUEXbFXBwe6fhyzkxPts+lpXf7rscYAACAASURBVDfpT1KW2CcKhHB6cSBB/fv6tC/Tac0nTg42G0kHAi7oBoi5YuvSac0DyE6sWAclpJo9FoGh57W+7nxl9nc264Lj3DMIIp/Fc6GQCLkTCtTgLqJjNzen74FL1mjImYO2QiEYrb8GBjQvo6P6f1LR8CJHRz3DwP0kx7Nnuq+FBX3e+rr+v5uEDCMqEVz1ujho/fWiWYIfnbL/Pjgk0TBLkpYjZwMh0OQgr76357D1zIwcLqLGgwPXn/riCxnM3/99b2cCWvbokaNl9+55z0N6b+bzfthnMq6cjA5RtarD+L339Lmbm15JBVw7Ouql07TRaDa9NybRBz8nJ16thRNE6g89L6BxIlQiNxxfGuWCQpEyZYPRzBvuWGyLEo0LiBEwO/cE32RoSPdKFdXQkOvGAaPv7Hg6cWxMziQ8HEr3j48135RmY2hBiEAEz8482r+8dOPe0+PPrlDQczg91X3+8R87uR/hRBznWO06PKx5wrnt65NDBn/wwQNvaXPzppz6/n4daqBw9LPc33dlclTXp6b0vHZ29BlJNJj07Pm56xB1I+4zx6yLH0f3Af8oHn5XDZDlWs35qp0Gtiw6ZgsLsgePH3s7MEbUbzw/9z1mprWDTM/nn3tFHp/99ttaNzs7jmxtbHjnCIJVhJ7Pz7VucRy3tvSa997zfXNxof8/O/MOAxD+qSDH2YLwTQoSlIZsAlwy9hMVrwRcSCDFwAspEu4rl/OellTlca2Tk247uUacKARkYzcQ7Bz7Bv0y7gXkmkr4Vsud3IEBzSG6kwTTo6N6fqQQSWfC+SJwJphutdwR454zGefTQeOAdnB2Jjs1POxO8OWlnjfAg5k3fp+YcHoIaCuIGWcnCB5nAJ9x65beC+0F6Q2AjYcP9XxRCACtJ1tD+rFTMLixoWuamNBnUWlJb9RuI+rPdWtinhxHRy9O8Gf86JSFQdl2t1QlLZZqtfYcPSOVcqiX9BPaLbWaPpvo4cYNs7//e1UZvf++nLMvv1RUWi4LuZmf1+J84w1FC0+eaLMSBYKqsDCzWa/EZOMtL5v9i39h9vOfe9SSzzu0n89r4QwMuEYWGjzNpv6E5I9hAf5GSBBonTLhKLIale9B5o6OdDjwenqexSgSvgefY9ZeVh7bmJAKIhI/PdV8Y8CA2C8u3DnjMMRIraw4TwFZDzguVIaZeTspouxGwxE+jDLcD9K2UYWflMT773sD9p4e13VDG480DpE55GEOucVFN3oYrbt3XZSSJvdff+2p2K0tvffGDZ/b+Xnd9/a2R6cxsru8dLQC4eFulZZnZ7qmTKZ7K5Mfhw9Qz6sEYpMDZIFgolvv0KQtKxa1JpaW9JOsyEQmA34RQRBozk9+okMMJIKq6Xff1d5CwPT2bdk1CklArnHUSYkdHrr22OGhrhGnApR1b0/r8949VUmTasxkdC3T056iA3UD/cAxpTCKSk3WNpXdzGk267pnNMGmWAsUD1L+7KzbYNK9x8cKuAgkzZyjTGAJqh8lJqB8mHnQB6UDRGtoSLahWnUxb7IO+bzbLyRUUAQg9Yqdjp0k6Nhyeakgjjmv1TylCfd1a8vT3KBvU1NaBzs77YKzlYpzfOt1rz6NHQdAyYaH9VlLS+29NilOmp1VqpIK8uVlreO33vKist5eL3BjrjulLWOlJZ0v2INXib9SiW7WvYl5ciBbhbP9ouNHpywxOFB2dzur+kdNoE7cDqJZeBoDA1oEpJ7KZXnscM4ePhQqBbdsdVVG6Be/cG5ZpdIuLHp5qWugvQgyD6Sn5ue1mJBmODoSKvPv/71+j4AujV/PznSAI8NwdOT6OBDbQalwRszaVfZjGw9Sg4OD7pSB6lWrjnAND7szBV+OCjCMC44XTgSaPfTVw9GBMExESarz8FAGa21N14SgIQYX48FnUvHIGBz09AcOCpViROEgiMWi8weRjTg4cEd9bU3fs7ioKPjzz3V9HJDn51ofIGukPXZ2vMpxaEjvRxiR1DaQ/uqq6w7Vavod/ShPTrQ2/v/2zjY2z/Oq4+fEcfwWx07i+v0ldu1kSduEbm2nblMFY0CH2LoNIYEmDcSHiQ+IIYQ0YIIJpknAJITEJ5A2iUkDhCgIpA2pTDCFamq6NU2bumnzYseOXxLbsV0ncWzH9sWH4x/ntmvHj5One54nPX8pSuzYz32e+7muc5/rnP/5H0Z2ccKemPDZqBuzL+yD+no/NW/WaYkQbUhf7Ay5CMRuRH29c2Dvxi/jIITMwXYdmUgaZMn+cDxXVswvnTrla/rqVfvz2GP2mszEHBiwrycnnetFmQtuaVmZi1RPT1vj0/Hj68t0t29bgNXba/dnfNylcvbssX1NAxFlVWQlqqvt/pCJ29hwQKBw+7YHovhugig695if2dJi74kmg9VVCxTQLoNisbjoh0aCqGyWTMQ7L+G/qXoGjoOWiFM94E61tNjrjI879SM7mBubRDwjyAgnSsYMs0dot67O3hcl2SwHDW7Z8rJLliC5QtmQwBgR2Ndec50znn00NdFwQlDMuikrs+cgA+v7+jxAX1gwu5aW7PXa233PEDBPTfmQ+I2+h07Lmhrzf1npi7sR9lNyKkuuhyYRrzjda6UggrJNQOmFsl325vLQocy52SKgjInMRGOjBQPMpYOb1t1ti/LMGZFnnrGFePasK+uPjdmiqK52kcb+fu/cmZpaH0DiVCh57d9vm3lkxE4XTz9tIrXo0NTW2gagW6mry/7AT8JBiHgJMjtKCb7E0pLzLaqqfEQRJ20ySaurdr1shovRO6iBLy/bxhwedh4atnCfCaBwOvv22WdCZyGBJ3wLpDZQ+a+udr4V3W+UPwhGCYi4BwSeBJQi3v1JlxmOLysv0tBgrzk66qeyp5+2z3J+3psbOjp8OgQBKmUfiKusy95e++zp7kSXjG7TtjZbP/39Pl5mYsLLUAR8iNpSttyY3UIVnUzb4uLm3IvsafJuKtiBdyMrEEumJ5ff2dictBXoGibTyixJiNTZsg1lTAL4LA+J7P7QkKuoV1R453hbm70HRGFfecWugcAyQRMlfQISpqJUV5uvQ9l9edm19cbGLGCju5z9V13tMznR92LWJs01aAoS8FAezJYu2TdkHvfs8QMgxHX8F5IVBBmo6VP2RUSaLDa0Az43qBc0HMAPpYqA3hoZo6xIMwPc8Zf4fvYl2nf4VtYSnyc+u6bGD65weBsa7D2QvVpZsc+Se03zCNpmdOsT3DPEnGHgZEZ5Ld5vVZUdHhmhNTjo6gGsNWgn/f1mE0r+TU2mP4dPpHJ1/br9H59zFnfurO+0RCNSZPsOSvhmlM1zAYkClATuBRGUbQFU/bPESQDZmY238QPLljEZc9TY6MFOc7M9lPfutQUO5+ujH7XvX7liJcsXXzS+UHOzz6dEXI+FT+fPzZs+uw3CKITU1VXLynzwg3b906edewWfYGXFdbo4faua3WTLIN9DFM6SVzkBEcgwogdnV1Pj1+KUA8+urMyuffGiB2BIZvB+stIYlD9wnNPT5pw5iTU12X0hE4YT4rS6sGD3tbLSnChq4ZSdKQHizOicyhJ2s+OEmAm3sOBZLlT55+YsIKMM8clP2rph6kNrq/NrDh70IdQEnRMT3lRRWWmOr6LCvn/+vF1z3z77vLND7ScnzW7UwVNaP2y9qclef2zMM7jZsiU8MhFfy5txL9AiW1kJ6Yt7BZ2s8FBzyTKyd8iC3Y2TRpkKf9Dd7R2ZR46sD7LJPEAh4Fp0G584YQ9BNO/GxswnHTvmXdvNzbaeEDGtr7e1Ax+RhyqkaRTwr151KgVrjrJdXZ1l5M6ccd0/SnSzs96ksLrqhw3KcBwcKdvxPYjt1dUu80BQoOr+nazh6KhrTlEWzZL/Ga2WfV8VFX5443pQALLC13BNeVbQSZ5t0Lp2zXlKJA1WVpxuMTnp18z6JHwZ2T8CY7TP7tyx+8yBlAYpAkM0H6uq7FqUwekU37XLbK6ocKmQqip7TWYbYxMNRCsrznMuK/MZ0FVVloCgygBdp7zcfCXPM5H1Wp2blSFXVy0go9Ny40zLu+0zMmQiWw8x3wwkMbYaYp4LwoXeBbRiszGzp1jIhZAXN55w4Whky5jt7d4Jh+ZPV5ctgNOnRZ591hbkyy/bz7a12Sa/csU2UkeH8YZeftk3Odm6rO4YGbLDh23hTU7a3xcuGJdp1y67HjwiygF0BA0PexkXB0XZEq4aZUQczOKibSokKER8zmF2fMvcnL0ugdjgoL9uSvbz8KvQv8megAhQILLSFYb6drZLcN8+Dz6mpjwrQSoakinq1A0NXhKAPAyXDBFFTn3ZRg+c6p073lSwe7ePkyFz+dxzZuPoqDsKOr9QNYezQRC/sOCZwQMH7LRHGZhyTW+vO97GRnsfr77q73NszNcTHUFNTS48ubFsSXkcJXSyAJvxxCgdIxgauDcwTojDVS6orrbP6sYNpwzc7fWzvgwO62YzMuFdQkdYXPTSdV2dl97ZSyMjtu7IRFy+bH5tasr+D5kYpGZYa3AyqSJcu2bv6QMf8EYG/OzQkPnGo0ft2swUhieqak0GkMpTctFkxMGzfkbES2+U5vEpHMSZCADnj/stYj73xg3zH0ND7udoOiLLyIGUgC/bLCSynv5AwMgYJRGz7eBBz7wzGonJJVATKIM2NHgGKatyj9wJ+o1wZqurPai9c8fnneKz0N4sL7dr9fT486Suzon7XV0+Hos1PDvrosGQ79vbPQgfHra1dfiw+9nWVlsPr79uv9vaaoFVZ6cdCNB6JKhk6slmBHw6LXt6/Fkpsr2QNRJH2JMrslN3NnY47wQRlG2DbBt6VhFZxB6kzPVjQ2UBYZtyZVOTk/7RW1letpPruXNeCrhwwRwbiv7nz9sDdW7OHBZjKxA3ZGgspHLKEgy2ZlDt7Ky99uOP26J85RXb/Jy0sun+1VUfGwJBF0cl4pucEiPBCmU8SOmMK6qqcp7HuXPrBQjr6uz9PfywORVOk1wPzgUBIBmbxkbnY8FpunTJgh7maCJWyYMhK2oLzwS+2tCQB6i1td6dSnYwS9idnfUyJVm0lRUvVyJcKWLO6LOf9aHxKJEvL7tyNYRYHkZ8tjwsamstq8Fp9O237R7W19tD8vJl//fQkF+X9dDV5Z1gdGVOTrp0QRbT0/b+IArDl9voyDaOjwrcOzjY0f2Wq1OvrfXyIoeOrbBRUiM7I3NjRybNQAQoIq7999hj5pfgF42P21rv6bED5NKSZ6Dhne3f793okNs5WLJG5+fNN16/buu1osL2BmVMOkePHbOAktfAN0ENyZZBs7qI3Fd4ckjv4L/xMRx48HsEY/iC0VHbg1k1evieHJAJ+Ah+KC/iPzhYYg8SGvBgKWXPzxulhTJhdbWLVMMBHhuznz1wwEvVNFHhiynLcl04bfhaOscRueZzJUvF2K3pabeN0u+hQ+7zoIdA8Zmf98ANbh2yHtev+1SZqSn3cSMjLqJ79aq91pEjbjtZyulpr4psfPaOjdlaaG31KSUi/jzcCnNzniHORSA2C7KLW3VF54oIyrbBZro/OCk4GFlRx2xKdGMZs7LSgytSvpOT9veVK0aQfO45c3ovvmjX6e62oAxV/c5O44eRLaMblFEX09PumAksIEhSXqisNI7Gnj3GMRsdtYXY2OiOgm4WvhaxjZCVqSDwwtlxCqQ8yeuUl9v7IyBKyRZuZ6c5WAZeU6JkkxGMEfgRFOAEuT7lTDJsaCER6NI6zZBiBFWnplx5Gs4JOmjMycySc0X8fdKQgMOuqvJpAgsLFiSlZOvjU5+y17x0yewk2OvosM8fLSfEYumaI1isrrbPpr3dvp+VL+nrW5+Sr6uz65CtQ6rgwAEnUe/d6wEjUhlgbs4Hk1PW3kxUEf4dzjZw/+AQRzZ5J7+3uuoZs60+D3wZfFhmCg4P2/7s6PCfRVUeVXIy5JSxIf0vLTnpv7nZHtyzs/Z6PT22loaGbI23tHgwQdcpr93c7IOwa2rsNdmrY2Nm28CA7eGuLvMFFy+6nA6BAA/t2VkfJZcVcOZggv9CvoJMFIEY9BXKxBMTFrxCK4CfBi+Xh3Fbm9laX2+vxexPslQcKqkeIJtBcDU87K+V1RSDF4qcTmurd9BDzZiZ8WCMjCQVhuwEFHwqk0DoBmVaxPy88+YoWSJizhxnpIZaWux3Bgft/+GA0dBFF391tXdXMnVmcdGedWQy29tt3Z8549Imo6N2jdZWf97dueN8QLpVsyAwp9JDKXI7IevsxBTkPXIFnyPSRveDggZlqvo1EXlORFZFZEJEfiOlNFZImzbDRnJ/dsApZR14Fhu5HWR1cLZwnsbHbcFQQjp82PR43njDs2Wo/A8PmwPq7LQFxpDtsTFPR+Nk4Wa0trqsxKFDnm0bGfHmgUcftfd18qTzJw4etO/BW4PMiuwEzgQnI+J8Exw25PLJSXOknFb37DG7jh2zDYpzohMTJe3hYZ/FRrlAxANCyqaQVknxZ+eQlpUZR++JJ+xev/66cxgQUH3oIf9s4KSgQ5Tl1BCcZN8vJ08CQpoLxsc9e9bVZV2vKyuW2WKIfFOTj7BCBgDxx4MHvTsq20J/5Ijd/5s312fJeFgdPGgB/MCA2UhZgoHlNAu0tjrPg1MmWFy0NU7QTHZgYxZsaclHM73ftcjy6cN4GBPs7mQSAtIIdHlvJdqb1WO8ft0FUCcnXT8MoLoOH2tpybsiu7tdW7G52dbD4KD5q/p6FxdtaTFfNTrqIsWdnS5Wy+Hr+nXbi3Nz5td27zb/dPOm+cmJCbvmpUvmwx5+2Ow9f978GVqLHLDofiPjnNUnxHdwoMPPMbJOxA9Kk5N2PUqQS0ueXd61y95rX5/tMSgN6AnSiEMTB76MTnaaserrXbbnySft85iaMqL7+LiXcOkKr6x0eSSCV6SJyLxl1wLBKAfibKMUI45qa+1eE6ghft3YaAf4K1fWd14iwEoHbXZkGHOIWQPQSDh0X75sn/fevbZ2JiY8E3fpkndbjo7a9594woNnDh3ojW2Uv5if93Iyz0uR7YWsb9/2+5tNvOQC7jXD6e8Xhc6UfSOl9MciIqr6OyLyJyLyW4U1aXPA1aK0kz3JVlQ4sZygJAse/JQOHnrI/s2pYmDAFm1Tk/ElenqMlP/CC7b4jx41DtiFC7ZB6utNz4yTEVyRqirbJAzJzQo3Hj5sgR3ZueFh+73WVpHPfc44SBcueDDEhmFmGQR4smGU80hHE6DAi4FbsWuXdwz29XmLPCccumfOnvVhtDgWuBdZFW5AcEbGZmjIGw5aWvwBUF5uDryjw97XuXN2H+C+jI6a7e3t5qDg6MAHIXAkY4YdpNJp7WZQMI73mWfsFDg/b9ecn/cGDMYkcY9YG2QnEWpdXbWvGXUzM2MPLMikhw+brQRbTI1gbS4t2XtH4Zx0PA+vLDE2JZ+nd+CAB9Eby2GM9+IwEtIX+fVhkK/n5nLXRQIEZkg2bPWAKCtbf8hsa7NgZHjYAzGAGDUPRBEnTB8/7odRqgmzs+abTp60h+2RI/ZgHBmx9Qf5nuYGxhCRbYdYfuuWZ8hGR+2+oMV37pztjw99yO7Rq686/7Ky0q7HuCCadER8LFtWYocyIzqPZKLHxz0Lzh5FJb6uzvZeT4+T8G/dsgBxbMyDMERW8Rk0VlHChGNGM1NNjQUEHR3298c/7t3r/f1+OGRiBpWMixe9dE0VgAwb75F7gL+meQqRYQ5jlMEbG83/nzhhfhKaC0LTXV2uu4lEVHm5JxzgWvNsxCdNTTn/9sQJ7+Ds7jY74ajCy2tpcYoJPOCZGbsO8iVgedmzmQ8/7OOTEMrdCggbi7x7zGIuQK8uX9qMBQ3KUkpzmS9rRCRt9bPFALhadMdlH1iQKzfjl1HGJFuWVfqn7PjOO7bJT52y9O1HPmLOZ3TUHNHgoJ0i2trs9WlPf/NNuwaCkj096xWd2ewpWWB04YIt9PFx5wwcPWpBxPHj5uCGhlztnuifTcwpjxFLZJmy+mUp2Sbo6zN7amvdwTEY/do1ywyihcQfEbtXLS1OmCRAy7aTQ/i/edMfBjihwUFzVKrmPBob7T7v3i3ysY8Zp+7aNbvPNCe8/bafnuvqnCTMKZVgNFu2vXHDXoeSwa5ddr2nnvIB0mfPeum1t9dei7Jlba1rEq2seOYUbgIlo6NH7fdnZoxLs7BgTolB483Nth6uXXNlcIbQd3aag6ystPfEMHjWEWAaAtwXSvPZoGt11V5XZHOO2fsR+fZhHFZmZpxgvpPfzUrkiGwdmGUPmcjzvPWW+aQs8Z9sEJIxZIkXF22fdHZawIAkweCgBWXwN+fm/LXpOK+rszULnYEB5YiSjo/77MZ9+3yOJBp8jz5qfu+HP7QsyjPPWCZ8bMx5YgsLtqeznZBkt/FhlA/J8nNYosFn9+71g8y7uizLT4PB3Jy9dwIx9isBITIz9fXrda440GUDGkqRU1Pm9+kM7+mxvdrdbdcYGLA9T5CKDiU8q8FBD2CgV5SXmy0Ea/yhwYBJHzSzVVba+zx40O7htWv2ubS02L1qaPCM/siI+0AOjlmR8ZoaO4gyDeDSJedX88xk6DhZspYWC0Q7O+2zJkuW5RNvVqYfGrJ70Nu7XousoWHrPTM/7xkyZoruBFSJoHvkA4XOlImqfl1EviAi74jIzxTYnG2BmvKNGy5KKLKeXzYzs77EKeKlHoKn5mYXMO3oMCdDh+XgoJ3EnnzSB/c+8ogPK0dq4fhx2xRkTm7eNMfV3m4nELIvWTv7+sxBdnU5GfKll+zUUlNjQ8xnZsyGgQHnh0GW5cTF38hDVFTYe0brDEeGjhclipMnPb1NsAVXDpIsDprxRqTduZ/ZDBqn/kOH7Ptzc3ZPCGwuX7Y/e/aYXdx30tvz8+YM+vtdMw3hS0i8XDPbPYVdZJS6ukxDB82i2VlzaNjY2+udQGNj3vBB2h+ndeuW3Zfbt+2+HDli92V83JwOA98fecTb1NvbzcFdveqSFyl5Vk7EnCot9gcOrD9QQPpnnSDnsTGFPzOzfvxKwJBvHwbBG1XwnegdwRujTA/fajNk9RjLymxtnj9v+6Gvz4NueJeM14IecOuWPTTJhDGEemzMMv2zs7auurr84Z2dINLS4vI5yG7Ae5yasgfz7t1mC5ItAwP2u8ePm62nTtkeeeQR22P9/d5BCcmcwxY0A3xZdh4mFIvVVefi7tlj/uLYMT+gvPOOXXdkxCUkqqvt59rbLUPDzFuCQ3xZtit9/34LtMjEU2K9csX81fS0S2yUl9uBrbvbDmjsfTJzBMtcR8S7QaGhcNBijeC/5uednrN7t12jtdX+ffq0vcfeXj8wlpdbkHjnjj2LZmedlybiWdW9e10/srzcrgVnUMSeb5OT9lkePuwajWTs9+939QCeteXldo82K1sSGLe3+yFa5O7dk9mADPrLToA+I9nTfEHTRiZznqGq3xeR5k3+6ysppX/P/NwfikhlSumrW7zOF0Xki2tfPioib+Tb1vcADSIyVWgjckCp2ClSOraGnfnHkZTSfSgA3Rvy4cNK1H+JlM76CDvzi1KxU6R0bM3Jf73nQVmuUNUuEfluSunRHH72xymlJ34CZt0Xws78o1RsDTvzj2K3NVcfVuzvI4tSsTXszC9KxU6R0rE1VzsLygpR1aw6zqdF5K1C2RIIBAI7RfiwQCCQTxSaGfLnqnpErJ18SIq08zIQCAS2QPiwQCCQNxS6+/KX7/FX/y6vhrx3CDvzj1KxNezMP4rO1nv0YUX3Pu6CUrE17MwvSsVOkdKxNSc7i4ZTFggEAoFAIPB+RigNBQKBQCAQCBQBSjYoU9WvqerrqnpGVV9Q1R3Mc//JQVW/oapvrdn6b6pav/1v/eShqr+iqv2quqqqRdfJoqrPqurbqnpRVf+g0PZsBVX9lqpOqGpRSx6oaoeq/o+qnlv73L9UaJs2g6pWqurLqvramp1/Wmib8oHwX/lH+LD7R/iv/OJe/FfJli9VdR9q2mvjTY6llIqOZKuqPy8i/51SWlbVvxARSSl9ucBmvQuqelSMrPy3IvL7KaUfF9ik/4eqlonIeRH5OREZEZEficivpZTeLKhhm0BVnxGRmyLy7VzkXQoFVW0RkZaU0mlVrRWRV0TkM8V2T1VVRaQmpXRTVctF5EUR+VJK6aUCm3ZfCP+Vf4QPu3+E/8ov7sV/lWymrFRGNKWUXkgprWk5y0si0l5Ie7ZCSulcSuntQtuxBZ4SkYsppYGU0pKI/JPYEOiiQ0rppIhMF9qO7ZBSGk8pnV779w0ROScibYW16t1IhptrX5av/SnKvb4ThP/KP8KH3T/Cf+UX9+K/SjYoE7HxJqp6RUQ+LzYIuNjxmyLyn4U2ogTRJiJXMl+PSBFuwFKFqh4SkcdF5FRhLdkcqlqmqmdEZEJE/iulVJR27hThv95XCB/2HuFB819FHZSp6vdV9Y1N/jwnIpJS+kpKqUNEviMiv12sdq79zFdEZHnN1qK1s0ihm3yvKDMLpQZV3Ssiz4vI727I3hQNUkorKaWfEsvSPKWqRVtWySL8V/4RPiyQxYPovwotHntXpJQ+keOP/oOIfFdENp2b+V5jOztV9ddF5JdE5GdTAUl8O7ifxYYREenIfN0uImMFsuWBwRrH4XkR+U5K6V8Lbc92SCnNquoPRORZKYHZkeG/8o/wYQHwoPqvos6U3Q1aIuNNVPVZEfmyiHw6pTRfaHtKFD8SkT5V7VbVPSLyqyLyHwW2qaSxRkD9poicSyn9VaHt2Qqq+hAdf6paJSKfkCLd6ztB+K/3HcKH5REPsv8q5e7L50Vk3XiTlNJoYa16N1T1oohUiMj1tW+9VKRdVp8Vkb8RkYdEZFZEzqSUfqGwVjlU9RdF5K9FpExEvpVS+nqBTdoUqvqPIvLTItIgItdE5KsppW8W1KhNAD1r/wAAAepJREFUoKofE5H/FZGzYntIROSPUkrfK5xV74aqHheRvxf73HeJyD+nlP6ssFbdP8J/5R/hw+4f4b/yi3vxXyUblAUCgUAgEAg8SCjZ8mUgEAgEAoHAg4QIygKBQCAQCASKABGUBQKBQCAQCBQBIigLBAKBQCAQKAJEUBYIBAKBQCBQBIigLBAIBAKBQKAIEEFZIBAIBAKBQBEggrJASUBV+1T1B6r6Y1X9yzVRy0AgECh6hP8K5IoIygJFD1UtE5Fvi8jvpZSeEJEqEekvrFWBQCCwPcJ/BXaCoh5IHgis4TMi8mZK6fTa1+fExqgEAoFAsSP8VyBnRKYsUAp4XETOZL4+ISKvFciWQCAQ2AnCfwVyRgRlgVLAdRH5gIiIqn5YRL4gIq8X1KJAIBDIDeG/AjkjBpIHih6q2iAi3xWRahH5noh8XkQ6U0qrBTUsEAgEtkH4r8BOEEFZoKSgqh0i8i8ppQ8X2pZAIBDYCcJ/BbZDlC8DpYYTEqn/QCBQmgj/FbgrIlMWCAQCgUAgUASITFkgEAgEAoFAESCCskAgEAgEAoEiQARlgUAgEAgEAkWACMoCgUAgEAgEigARlAUCgUAgEAgUASIoCwQCgUAgECgCRFAWCAQCgUAgUASIoCwQCAQCgUCgCPB/VLu6GQRQt2cAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Sample random initial conditions\n", + "X_t = torch.randn(1000, 2).to(device)\n", + "# Evaluate the model's trajectories\n", + "s_span = torch.linspace(0, 5, 100)\n", + "traj = model.trajectory(X_t, s_span).detach().cpu()\n", + "sys_traj = system.trajectory(X_t, s_span).detach().cpu()\n", + "\n", + "# Plot the trajectories with random ICs\n", + "fig = plt.figure(figsize=(10,3))\n", + "ax = fig.add_subplot(121)\n", + "ax2 = fig.add_subplot(122)\n", + "\n", + "for i in range(len(X_t)):\n", + " ax.plot(traj[:,i,0], traj[:,i,1], color='blue', alpha=0.1);\n", + "ax.set_xlim([-3,3])\n", + "ax.set_ylim([-3,3])\n", + "ax.set_xlabel(r\"$q$\")\n", + "ax.set_ylabel(r\"$p$\")\n", + "ax.set_title(\"Reconstructed\")\n", + "\n", + "\n", + "for i in range(len(X_t)):\n", + " ax2.plot(sys_traj[:,i,0], sys_traj[:,i,1], color='blue', alpha=0.1);\n", + "ax2.set_xlim([-3,3])\n", + "ax2.set_ylim([-3,3])\n", + "ax2.set_xlabel(r\"$q$\")\n", + "ax2.set_ylabel(r\"$p$\")\n", + "ax2.set_title(\"Nominal\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Nominal Vector Field')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Compare the learned vector field to the nominal one\n", + "import time\n", + "fig = plt.figure(figsize=(10,3))\n", + "ax0 = fig.add_subplot(121)\n", + "ax1 = fig.add_subplot(122)\n", + " \n", + "n_grid = 25\n", + "q = torch.linspace(-3,3,n_grid)\n", + "Q, P = torch.meshgrid(q,q)\n", + "H, U, V = torch.zeros(Q.shape), torch.zeros(Q.shape), torch.zeros(Q.shape)\n", + "Ur, Vr = torch.zeros(Q.shape), torch.zeros(Q.shape)\n", + "\n", + "for i in range(n_grid):\n", + " for j in range(n_grid):\n", + " x = torch.cat([Q[i,j].reshape(1,1),P[i,j].reshape(1,1)],1).to(device)\n", + " H[i,j] = model.defunc.m.net(x).detach().cpu()\n", + " O = model.defunc(0,x).detach().cpu()\n", + " U[i,j], V[i,j] = O[0,0], O[0,1]\n", + " Ur[i,j], Vr[i,j] = vf(x)[0,0].detach().cpu(), vf(x)[0,1].detach().cpu()\n", + "\n", + "ax0.contourf(Q,P,H,100,cmap='inferno')\n", + "ax0.streamplot(Q.T.numpy(),P.T.numpy(),U.T.numpy(),V.T.numpy(), color='white')\n", + "ax1.streamplot(Q.T.numpy(),P.T.numpy(),Ur.T.numpy(),Vr.T.numpy(), color='black')\n", + "ax0.set_xlim([Q.min(),Q.max()]) ; ax1.set_xlim([Q.min(),Q.max()])\n", + "ax0.set_ylim([P.min(),P.max()]) ; ax1.set_ylim([P.min(),P.max()])\n", + "ax0.set_xticks([]) ; ax1.set_xticks([])\n", + "ax0.set_yticks([]) ; ax1.set_yticks([])\n", + "ax0.set_title(f\"Learnerd Energy & Vector Field\") ; ax1.set_title(\"Nominal Vector Field\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Classification (WiP)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Continuous Normalizing Flows (WiP)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + }, + "latex_envs": { + "LaTeX_envs_menu_present": true, + "autoclose": false, + "autocomplete": true, + "bibliofile": "biblio.bib", + "cite_by": "apalike", + "current_citInitial": 1, + "eqLabelWithNumbers": true, + "eqNumInitial": 1, + "hotkeys": { + "equation": "Ctrl-E", + "itemize": "Ctrl-I" + }, + "labels_anchors": false, + "latex_user_defs": false, + "report_style_numbering": false, + "user_envs_cfg": false + }, + "varInspector": { + "cols": { + "lenName": 16, + "lenType": 16, + "lenVar": 40 + }, + "kernels_config": { + "python": { + "delete_cmd_postfix": "", + "delete_cmd_prefix": "del ", + "library": "var_list.py", + "varRefreshCmd": "print(var_dic_list())" + }, + "r": { + "delete_cmd_postfix": ") ", + "delete_cmd_prefix": "rm(", + "library": "var_list.r", + "varRefreshCmd": "cat(var_dic_list()) " + } + }, + "types_to_exclude": [ + "module", + "function", + "builtin_function_or_method", + "instance", + "_Feature" + ], + "window_display": false + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/tutorials/07_graph_neural_de.ipynb b/docs/tutorials/11_gde_node_classification.ipynb similarity index 73% rename from docs/tutorials/07_graph_neural_de.ipynb rename to docs/tutorials/11_gde_node_classification.ipynb index 14cc47e..ae9612e 100644 --- a/docs/tutorials/07_graph_neural_de.ipynb +++ b/docs/tutorials/11_gde_node_classification.ipynb @@ -2,9 +2,17 @@ "cells": [ { "cell_type": "code", - "execution_count": 50, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using backend: pytorch\n" + ] + } + ], "source": [ "import math\n", "import numpy as np\n", @@ -23,7 +31,7 @@ "import dgl.data\n", "import networkx as nx\n", "\n", - "from torchdyn.models import *; from torchdyn.data_utils import *\n", + "from torchdyn.models import *; from torchdyn.datasets import *\n", "from torchdyn import *" ] }, @@ -45,7 +53,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "This notebook introduces `neural GDEs` as a general high-performance model for graph structured data. Notebook `07_graph_neural_de` is designed from the ground up as an introduction to neural GDEs and therefore contains ample comments to provide insights on some of our design choices. To be accessible to practicioners/researchers without prior experience on GNNs, we discuss some features of `dgl` as well, one of the PyTorch ecosystems for geometric deep learning." + "This notebook introduces `Neural GDEs` as a general high-performance model for graph structured data. Notebook `07_graph_differential_equations` is designed from the ground up as an introduction to Neural GDEs and therefore contains ample comments to provide insights on some of our design choices. To be accessible to practicioners/researchers without prior experience on GNNs, we discuss some features of `dgl` as well, one of the PyTorch ecosystems for geometric deep learning." ] }, { @@ -57,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -73,9 +81,18 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading /root/.dgl/cora.zip from https://data.dgl.ai/dataset/cora_raw.zip...\n", + "Extracting file to /root/.dgl/cora\n" + ] + } + ], "source": [ "# dgl offers convenient access to GNN benchmark datasets via `dgl.data`...\n", "# other standard datasets (e.g. Citeseer / Pubmed) are also accessible via the dgl.data\n", @@ -86,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -95,7 +112,7 @@ "(7, 140, 300, 1000)" ] }, - "execution_count": 7, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -120,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -129,7 +146,7 @@ "13264" ] }, - "execution_count": 8, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -148,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -164,7 +181,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Neural CGDE " + "## Neural GCDE " ] }, { @@ -173,7 +190,7 @@ "source": [ "As Neural ODEs, GDEs require specification of an ODE function (`ODEFunc`), representing the set of layers that will be called repeatedly by the ODE solver.\n", "\n", - "Here, we use the convolutional variant of neural GDEs based on GCNs: `neural GCDEs`. The only difference with alternative neural GDEs resides in the type of GNN layer utilized in the ODEFunc.\n", + "Here, we use the convolutional variant of Neural GDEs based on GCNs: `Neural GCDEs`. The only difference with alternative neural GDEs resides in the type of GNN layer utilized in the ODEFunc.\n", "\n", "For adaptive step GDEs (dopri5) we increase the hidden dimension to 64 to reduce the stiffness of the ODE and therefore the number of ODEFunc evaluations (`NFE`: Number Function Evaluation)" ] @@ -187,7 +204,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -198,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -254,40 +271,31 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ - "settings = {'type':'classic', 'controlled':False, 'solver':'rk4'}" + "func = nn.Sequential(GCNLayer(g=g, in_feats=64, out_feats=64, activation=nn.Softplus(), dropout=0.9),\n", + " GCNLayer(g=g, in_feats=64, out_feats=64, activation=None, dropout=0.9)\n", + " ).to(device)" ] }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 35, "metadata": {}, "outputs": [], "source": [ - "func = DEFunc(GCNLayer(g=g, in_feats=64, out_feats=64, activation=nn.Softplus(), dropout=0.9),\n", - " GCNLayer(g=g, in_feats=64, out_feats=64, activation=None, dropout=0.9)\n", - " ).to(device)" + "neuralDE = NeuralDE(func, solver='rk4', s_span=torch.linspace(0, 1, 3)).to(device)" ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ - "neuralDE = NeuralDE(func, settings).to(device)" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [], - "source": [ - "m = nn.Sequential(GCNLayer(g=g, in_feats=num_feats, out_feats=64, activation=F.relu, dropout=0.4),\n", + "m = nn.Sequential(GCNLayer(g=g, in_feats=num_feats, out_feats=64, activation=None, dropout=0.4),\n", " neuralDE,\n", " GCNLayer(g=g, in_feats=64, out_feats=n_classes, activation=None, dropout=0.)\n", " ).to(device)" @@ -302,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -320,7 +328,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -334,38 +342,51 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[150], Loss: 0.742, Train Accuracy: 0.943, Test Accuracy: 0.790\n", - "[300], Loss: 0.497, Train Accuracy: 0.964, Test Accuracy: 0.830\n", - "[450], Loss: 0.462, Train Accuracy: 0.979, Test Accuracy: 0.834\n", - "[600], Loss: 0.364, Train Accuracy: 0.979, Test Accuracy: 0.821\n", - "[750], Loss: 0.352, Train Accuracy: 0.979, Test Accuracy: 0.826\n", - "[900], Loss: 0.347, Train Accuracy: 0.979, Test Accuracy: 0.827\n", - "[1050], Loss: 0.303, Train Accuracy: 0.979, Test Accuracy: 0.833\n", - "[1200], Loss: 0.262, Train Accuracy: 0.986, Test Accuracy: 0.835\n", - "[1350], Loss: 0.337, Train Accuracy: 0.986, Test Accuracy: 0.827\n", - "[1500], Loss: 0.209, Train Accuracy: 0.986, Test Accuracy: 0.830\n", - "[1650], Loss: 0.258, Train Accuracy: 0.986, Test Accuracy: 0.829\n", - "[1800], Loss: 0.269, Train Accuracy: 0.993, Test Accuracy: 0.824\n", - "[1950], Loss: 0.232, Train Accuracy: 0.986, Test Accuracy: 0.828\n", - "[2100], Loss: 0.198, Train Accuracy: 0.986, Test Accuracy: 0.835\n", - "[2250], Loss: 0.188, Train Accuracy: 0.993, Test Accuracy: 0.831\n", - "[2400], Loss: 0.162, Train Accuracy: 0.993, Test Accuracy: 0.832\n", - "[2550], Loss: 0.199, Train Accuracy: 0.993, Test Accuracy: 0.829\n", - "[2700], Loss: 0.187, Train Accuracy: 0.993, Test Accuracy: 0.828\n", - "[2850], Loss: 0.144, Train Accuracy: 0.993, Test Accuracy: 0.833\n", - "[3000], Loss: 0.162, Train Accuracy: 0.993, Test Accuracy: 0.832\n" + "[150], Loss: 1.457, Train Accuracy: 0.514, Test Accuracy: 0.377\n", + "[300], Loss: 0.730, Train Accuracy: 0.907, Test Accuracy: 0.731\n", + "[450], Loss: 0.542, Train Accuracy: 0.921, Test Accuracy: 0.766\n", + "[600], Loss: 0.416, Train Accuracy: 0.950, Test Accuracy: 0.816\n", + "[750], Loss: 0.557, Train Accuracy: 0.943, Test Accuracy: 0.810\n", + "[900], Loss: 0.353, Train Accuracy: 0.964, Test Accuracy: 0.819\n", + "[1050], Loss: 0.265, Train Accuracy: 0.971, Test Accuracy: 0.807\n", + "[1200], Loss: 0.340, Train Accuracy: 0.964, Test Accuracy: 0.828\n", + "[1350], Loss: 0.201, Train Accuracy: 0.971, Test Accuracy: 0.828\n", + "[1500], Loss: 0.368, Train Accuracy: 0.971, Test Accuracy: 0.824\n", + "[1650], Loss: 0.255, Train Accuracy: 0.979, Test Accuracy: 0.812\n", + "[1800], Loss: 0.241, Train Accuracy: 0.971, Test Accuracy: 0.820\n", + "[1950], Loss: 0.304, Train Accuracy: 0.979, Test Accuracy: 0.821\n", + "[2100], Loss: 0.248, Train Accuracy: 0.971, Test Accuracy: 0.828\n", + "[2250], Loss: 0.223, Train Accuracy: 0.979, Test Accuracy: 0.815\n", + "[2400], Loss: 0.180, Train Accuracy: 0.979, Test Accuracy: 0.834\n", + "[2550], Loss: 0.321, Train Accuracy: 0.986, Test Accuracy: 0.825\n", + "[2700], Loss: 0.166, Train Accuracy: 0.986, Test Accuracy: 0.808\n", + "[2850], Loss: 0.171, Train Accuracy: 0.986, Test Accuracy: 0.821\n", + "[3000], Loss: 0.190, Train Accuracy: 0.986, Test Accuracy: 0.827\n", + "[3150], Loss: 0.207, Train Accuracy: 0.993, Test Accuracy: 0.823\n", + "[3300], Loss: 0.159, Train Accuracy: 0.986, Test Accuracy: 0.817\n", + "[3450], Loss: 0.183, Train Accuracy: 0.993, Test Accuracy: 0.829\n", + "[3600], Loss: 0.161, Train Accuracy: 0.986, Test Accuracy: 0.831\n", + "[3750], Loss: 0.143, Train Accuracy: 0.986, Test Accuracy: 0.826\n", + "[3900], Loss: 0.182, Train Accuracy: 0.986, Test Accuracy: 0.826\n", + "[4050], Loss: 0.156, Train Accuracy: 0.993, Test Accuracy: 0.817\n", + "[4200], Loss: 0.177, Train Accuracy: 0.986, Test Accuracy: 0.819\n", + "[4350], Loss: 0.160, Train Accuracy: 0.993, Test Accuracy: 0.811\n", + "[4500], Loss: 0.182, Train Accuracy: 0.986, Test Accuracy: 0.829\n", + "[4650], Loss: 0.130, Train Accuracy: 0.986, Test Accuracy: 0.812\n", + "[4800], Loss: 0.143, Train Accuracy: 0.986, Test Accuracy: 0.830\n", + "[4950], Loss: 0.207, Train Accuracy: 0.993, Test Accuracy: 0.818\n" ] } ], "source": [ - "steps = 3000\n", + "steps = 5000\n", "verbose_step = 150\n", "num_grad_steps = 0\n", "\n", @@ -403,20 +424,13 @@ " test_acc,\n", " ))" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "py37", "language": "python", - "name": "python3" + "name": "py37" }, "language_info": { "codemirror_mode": { @@ -479,5 +493,5 @@ } }, "nbformat": 4, - "nbformat_minor": 2 + "nbformat_minor": 4 }