{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| default_exp activations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Activation stats" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#|export\n", "from __future__ import annotations\n", "import random,math,torch,numpy as np,matplotlib.pyplot as plt\n", "import fastcore.all as fc\n", "from functools import partial\n", "\n", "from miniai.datasets import *\n", "from miniai.learner import *" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import torch.nn.functional as F,matplotlib as mpl\n", "from pathlib import Path\n", "from operator import attrgetter,itemgetter\n", "from contextlib import contextmanager\n", "\n", "from torch import tensor,nn,optim\n", "import torchvision.transforms.functional as TF\n", "from datasets import load_dataset\n", "\n", "from fastcore.test import test_close\n", "\n", "torch.set_printoptions(precision=2, linewidth=140, sci_mode=False)\n", "mpl.rcParams['figure.constrained_layout.use'] = True\n", "\n", "import logging\n", "logging.disable(logging.WARNING)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#|export\n", "def set_seed(seed, deterministic=False):\n", " torch.use_deterministic_algorithms(deterministic)\n", " torch.manual_seed(seed)\n", " random.seed(seed)\n", " np.random.seed(seed)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "186ac878d5364852a4c5b49eca7debfd", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/2 [00:00\n", " /* Turns off some styling */\n", " progress {\n", " /* gets rid of default border in Firefox and Opera. */\n", " border: none;\n", " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.2082.2430train
0.2042.1650eval
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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(1)\n", "learn = fit(nn.Sequential(*cnn_layers()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hooks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Manual insertion" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class SequentialModel(nn.Module):\n", " def __init__(self, *layers):\n", " super().__init__()\n", " self.layers = nn.ModuleList(layers)\n", " self.act_means = [[] for _ in layers]\n", " self.act_stds = [[] for _ in layers]\n", " \n", " def __call__(self, x):\n", " for i,l in enumerate(self.layers):\n", " x = l(x)\n", " self.act_means[i].append(to_cpu(x).mean())\n", " self.act_stds [i].append(to_cpu(x).std ())\n", " return x\n", " \n", " def __iter__(self): return iter(self.layers)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.2472.1100train
0.3761.6590eval
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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(1)\n", "model = SequentialModel(*cnn_layers())\n", "learn = fit(model)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for l in model.act_means: plt.plot(l)\n", "plt.legend(range(5));" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for l in model.act_stds: plt.plot(l)\n", "plt.legend(range(5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pytorch hooks" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hooks are PyTorch object you can add to any nn.Module. A hook will be called when a layer, it is registered to, is executed during the forward pass (forward hook) or the backward pass (backward hook). Hooks don't require us to rewrite the model." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "set_seed(1)\n", "model = nn.Sequential(*cnn_layers())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A hook is attached to a layer, and needs to have a function that takes three arguments: module, input, output. Here we store the mean and std of the output in the correct position of our list." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "act_means = [[] for _ in model]\n", "act_stds = [[] for _ in model]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def append_stats(i, mod, inp, outp):\n", " act_means[i].append(to_cpu(outp).mean())\n", " act_stds [i].append(to_cpu(outp).std())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "for i,m in enumerate(model): m.register_forward_hook(partial(append_stats, i))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.2632.0910train
0.1642.2450eval
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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit(model)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for o in act_means: plt.plot(o)\n", "plt.legend(range(5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hook class" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can refactor this in a Hook class. It's very important to remove the hooks when they are deleted, otherwise there will be references kept and the memory won't be properly released when your model is deleted." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "class Hook():\n", " def __init__(self, m, f): self.hook = m.register_forward_hook(partial(f, self))\n", " def remove(self): self.hook.remove()\n", " def __del__(self): self.remove()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def append_stats(hook, mod, inp, outp):\n", " if not hasattr(hook,'stats'): hook.stats = ([],[])\n", " acts = to_cpu(outp)\n", " hook.stats[0].append(acts.mean())\n", " hook.stats[1].append(acts.std())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "set_seed(1)\n", "model = nn.Sequential(*cnn_layers())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "hooks = [Hook(l, append_stats) for l in model[:5].children()]" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.2472.1220train
0.3971.4560eval
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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn = fit(model)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for h in hooks:\n", " plt.plot(h.stats[0])\n", " h.remove()\n", "plt.legend(range(5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A Hooks class" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class DummyCtxMgr:\n", " def __enter__(self, *args):\n", " print(\"let's go!\")\n", " return self\n", " def __exit__ (self, *args): print(\"all done!\")\n", " def hello(self): print(\"hello.\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "let's go!\n", "hello.\n", "all done!\n" ] } ], "source": [ "with DummyCtxMgr() as dcm: dcm.hello()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "class DummyList(list):\n", " def __delitem__(self, i):\n", " print(f\"Say bye to item {i}\")\n", " super().__delitem__(i)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1, 3, 2]" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dml = DummyList([1,3,2])\n", "dml" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Say bye to item 2\n" ] }, { "data": { "text/plain": [ "[1, 3]" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "del(dml[2])\n", "dml" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "class Hooks(list):\n", " def __init__(self, ms, f): super().__init__([Hook(m, f) for m in ms])\n", " def __enter__(self, *args): return self\n", " def __exit__ (self, *args): self.remove()\n", " def __del__(self): self.remove()\n", " def __delitem__(self, i):\n", " self[i].remove()\n", " super().__delitem__(i)\n", " def remove(self):\n", " for h in self: h.remove()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "set_seed(1)\n", "model = nn.Sequential(*cnn_layers())" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.1662.4750train
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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "with Hooks(model, append_stats) as hooks:\n", " fit(model)\n", " fig,axs = plt.subplots(1,2, figsize=(10,4))\n", " for h in hooks:\n", " for i in 0,1: axs[i].plot(h.stats[i])\n", " plt.legend(range(6));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### HooksCallback" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "class HooksCallback(Callback):\n", " def __init__(self, hookfunc, mod_filter=fc.noop, on_train=True, on_valid=False, mods=None):\n", " fc.store_attr()\n", " super().__init__()\n", " \n", " def before_fit(self, learn):\n", " if self.mods: mods=self.mods\n", " else: mods = fc.filter_ex(learn.model.modules(), self.mod_filter)\n", " self.hooks = Hooks(mods, partial(self._hookfunc, learn))\n", "\n", " def _hookfunc(self, learn, *args, **kwargs):\n", " if (self.on_train and learn.training) or (self.on_valid and not learn.training): self.hookfunc(*args, **kwargs)\n", "\n", " def after_fit(self, learn): self.hooks.remove()\n", " def __iter__(self): return iter(self.hooks)\n", " def __len__(self): return len(self.hooks)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "hc = HooksCallback(append_stats, mod_filter=fc.risinstance(nn.Conv2d))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.2052.2320train
0.1002.3050eval
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ACxezSXmXawY3odqvGVyONMAppfIuGB7M4Gr8XtwucXwGF4jEKEuxF1y6mqvL6A1F6R0Hu5/niwY4pVTeJXdRulxCfYXP+ZNMwlH8KXbzTleiVOC4lgpkTQOcUirvQpHYaavlj4cFl3NZyQQGA5wu15U9DXBKqbwLRqKUJWUz9ZVeR2dw4WiMaMxkXQcHSauZaIDLmgY4pVTeDV1Zv7GyzNGbng4uLp17BqcBLnsa4JRSeRccMuGiodLZY3CJZchymWRSX+HD7RINcDnQAKeUyruhXZQNlT46+8JEorEitip/EgEul0kmiaJ4DXDZ0wCnlMq7UCSGL2ln6sYqqxbuZJ8za+EG1t7MIYMDmFCjxd650ACnlMq7VF2U4Nz1KAe6KHPI4CC+XJeWCWRNA5xSKu+SC70BGioS61E68807eQfzXOiCy7nRAKeUyrszxuASXZQOXa7Ltgyuuozjp0LEYsaOZo07GuCUUnk3tNC7weELLtuWwVWVEY0ZR5dU5JMGOKVU3g2tg6uvcPaWOUGbMrgJNX5Aa+GypQFOKZVXkWiMSMyc9mbvdbuoLXfuaiaBsH1jcKABLlsa4JRSeRWKpp4y31Dpc24GF9/BPJeVTMDqogQNcNnSAKeUyqtgPJsZui5jQ6WPEw5dcDkwzDlnaiCD01KBrGiAU0rlVSKD86UIcCcdOnnCrgyussxDpc/N0W4NcNnQAKeUyqvBDO70N/tGB3dR2pXBQbwWTjO4rIz62xeRKSLyOxHZJiJbROTWFMdcJiJdIrIp/vGFpPtWi8gOEdklIrfbfQJKqdKWyGZSdVGe7A1hjPNqvALhKB6X4HHbFOB0ua6seNI4JgJ82hjzsohUAxtFZJ0xZuuQ4/5gjHlX8g0i4ga+DbwdaAdeEpFfpXisUsqhBtZlTBHgIjFDd3+E2gpvMZqWN7ludpqsubqMHYd7bHmu8WbUfy+MMYeMMS/Hv+4BtgGT0nz+5cAuY8weY0wIuB94T7aNVUqNPQMZ3JA3/ESxtxOX6wqEo7Z0T4I1k1J39c5ORq+AiEwDlgIvprj7AhF5VUQeE5GF8dsmAQeSjmkn/eColHKARAbnc5+ZwYEzF1y2M4ObUOOnJxAZWP5LpS/tACciVcCDwCeNMd1D7n4ZOMsYsxi4E/hF4mEpniplh7uIrBGRDSKy4dixY+k2SylV4obbOqax0poC78QAZ3cGB1oLl420XgER8WIFt3uNMQ8Nvd8Y022MORX/+lHAKyJNWBnblKRDJwMHU/0MY8xaY8wyY8yy5ubmDE9DKZWO7z+7h0/e/0pBf+awdXBVzs3gAuHYGV2y2dJauOylM4tSgB8C24wxXx/mmNb4cYjI8vjzdgAvAbNFZLqI+IAbgF/Z1XilVGbW7+ng0dcPEy7gTtqDsyiHjME5eD1Ka/cEmzI4Xa4ra+nMolwFfAh4XUQ2xW/7R2AqgDHmLuB64GMiEgH6gRuMNfc3IiKfAJ4A3MDdxpgt9p6CUipdnf1hQtEY+zt6mTWhuiA/c7hZlOU+N+VetyMzuGA4lvM6lAkT4gFOJ5pkbtQAZ4x5jtRjacnHfAv41jD3PQo8mlXrlFK26oyvHLLj8KmCBbjQMAEO4st1OTHARaLUxyfR5Kqh0oeIZnDZ0JVMlBpHuvqtDUZ3HB46Tyx/BjO4M8ekGqucGeACQ3Ywz4XH7aKx0qcBLgsa4JQaJ4wxdPbFA9yRwhUOD9bBja8Mzq4yAYCmqjINcFnQAKfUONEbihKJWVU6O4+cKtjPTcyiHFoHB84NcHZmcKDLdWVLA5xS40Sie7Kt1s++jl76Q4UpHA5GYvjcLlyuM4fyrQWXnZeZBGzO4CZU+zWDy4IGOKXGicQEkxXTGzAGdh0tTBYXisTO2Conob7SRyAcoy8UKUhbCsWaRWlfgEvsKODEhanzSQOcUuNEV3z8bfn0RqBw43Aj1YQ1JtajdNDGp8YYAjbWwYEV4MJRM5CFq/RogFNqnOiMvzkunlKLz+Mq2EzKYGT48aiG+HJdTtr4NBw1GJP7ZqfJtNg7OxrglBonEjMoGyp9zJ5QxY4CTTQJRoZftmpwRwHnBLjAMPvf5UKLvbOjAU6pcaKz3woideU+5rZUs7NAe4wFR1h4ONFFecJBXZSJVf/tWosSNIPLlgY4pcaJrr4wPo8Lv9fF3NZqDncHBsbl8ikUHXmSCThrweXhFpfOhQa47GiAU2qc6OoPU1fuRUSY02ot01WIiSbBEWrCavwevG5xVBdlorDdzjG46jIPZR6X7iiQIQ1wquS88uZJvvrrrURjOiXaTp19YeoqvADMbSlggItEUy7TBSAi1Ff4OOGgWrhAPIPz25jBiQjN1WUc7dZi70xogFMl56GX3+IHz+3lnuf3FbspjtLZH6Ku3OoSbKv1U+33FGQm5UizKCGxmolzpr8PLk1mXwYH1kQTzeAyowFOlZx9Hb0A/PsTO3izo6/IrXGOzr4wtfEMTkTiE03yP5PSmkU5/FuNteCyc964g3nI4CCxXJdzfk+FoAFOlZy9x3tZMb0Bj0u4/aHXdPUGmyTG4BLmtFaz40hP3n+/ofhSXcNpqCxz1CSTQJ4yOA1wmdMAp0pKMBLlYGc/K2Y08rl3zOf53R3c/9KBYjfLETr7wtQmBbh5rdV09Yc50p3fN82RxuAAGiq8jppkMjAGZ9OGpwnNVX5O9oUH9tdTo9MAp0rKgRP9xAxMb6rghvOnsHJGA//3N9s41NVf7KaNaYFwlP5wdGCSCcCcAk00Ga2LsqGyjJ5AZKB+bKwbmEU5QlDPxoQaq1TguI7DpU0DnCop+45b42/TGitxuYR/fe85hGMxPv/wZu2qzEF3fJmu2orBXaYTMynzXfA9UpkAwIKJNQB88Acv0n5y7I+5JjK4kYJ6NpqrtBYuUxrgVElJTDCZ1lgJwFmNldx21Vye2n6UX716sJhNSykWM3z5kS186Vdb+PEL+3h+13GOdAdKLhgnFulNHoOrr/QxobqM7XkOcKFobMQuyrcvaOE/b1jCjsM9vOM//8Cjrx/Ka3vyLRjOTwY3UrF3TyDMke6AY7Jgu3iK3QClku093kttuXdghQuAv1w1nV+/dogvP7KVi2Y10Rj/T7YUHDjZx3/9cR9ul5xWt1dV5mFGcyXvWzaFD66YisiZe6EVUmKh5eQuSoC5rdXszGMXZSQaIxozw65kkvCeJZNYOqWev73/FT5+78vcuHwqX3jXAsp99gaJQghE8pTBxQPc4e4A2w5188qbnWw6cJJX3uxk17FTJP6nKve6qavwWn9HFT5qy71U+T1U+z1Ul3mo8nuoKvNS7fdQU+6lZuCzl5pyz2n/jBhjiMYMkZj1WQRcIvEPcLtkxGs7GjOcCkasj0Bk4OveYIRL5jRTVZbfEOTIAHfgRB9f+fVWPC7B7ZL4ZxduF7hdLsq9birL3FSWeaj0uanweagsc+PzuJCkF88lggi4RfC4XXjdgscV/5z0vcdt/QyP22V9jn+tMre/o49pTZWn3eZ2Cf92/Tm8844/8KVHtnLnjUuL1LoztZ+0xgZ//JHlzGiqYvexU+w5dordx3p55c2TfP4Xm9l5pIcvvGtBUa+JxELLiTq4hDkt1fxk/X6iMYM7xYakuQpG0l+2ampjBQ/cfAFfX7eTu36/m5f2neDOG5cyv63G9nblUyBPGVxT/B+7z/9i88Bt9RVelk6t59rFE2mo9NHVH6azL0RnX5iTfWG6+kPsOX6KU4EIPfHgMlrnQmLGayQWI921FoaLcSP9rCc/dcnAOHC+ODLABSMx2k/2E43FBv7ziEQT/4nECIRj9IZGf6Fz4XEJ5V43fp/b+ux1xT+7qfC5Kfe5Kfd6KPe5qPB5hgRdDxU+6+sav5fWWj+Nlb6UOyI7zd7jvZw/rf6M2+e0VPOJy2fzjd/upC8Y4fPvWsD0IYGwGBJjRlPqK2it9dNa62fVrCbA6r7818e3871n97C/o49vfWAp1X7vSE+XN4nNTlNlcMFIjDdP9OXl95lJgAPwul38w+p5rJrZxKd+ton3fPuPvOucNv78vCmsmN4wJv4GRtrBPBc+j4u/vWIW3f1hlk6tZ+nUOqY2VGTUOxCLGfrDUXoCEXoCYboDEboDYbr74x/x7wU5LUFwxb8WIGqs7YCiMUPMGGLGyvRStcLtclFZ5qba76GyzENV4sPvYWpDhW2/m+E4MsDNmlDFY7dePOIxxhgC4RinghH6QtZ/NuGo9YKZ+AsWMxCLp+jhaIxI1AqQ4aTPVvC0AmkkagjHYoQjhmAkSiAcoz8cJRD/6AtZM9k6ekP0nYzSH/++LxQZGJgejtctTKj2D7yJttXEP9eWxz/7aa4uwzuGM8dAOMrBrn6mNU1Oef8nrpiF3+vizqd3cdU3fs9fXTSdT1w+q2hBA6xZn26X0FbrP+M+l0v43DvmM62pks//YjPXf/cFfvgXy5hcn/8/7KG6BiaZDAlwiZmUh3vyFOCyqwm7aHYTj996Mf+xbiePbDrIQy+/xZSGcq4/dwrvPW9SUX6H6QqMsHtCrj591dycHu9yifVPdJmH1hTXrNM4MsClQ0SsLMrnBoo/phON/2fVF4zQG4rSG++n7uy3Bo8PdQU4HP/YerCbp7YdOSMoiljL+cyeUM2CiTXMb6tmQVstM5orx0TgO3CiD2MGJ5gM5XYJf3PpTP7s3El87fEdfO/3e3jo5bf47NVzee+5k4vy3337yT5aa/wjdj/euHwqU+or+Ni9G7nu28/zww8vY/GUusI1EquL0iVQ5Tv9T352SxUiVoBbvajV9p8byjCDS9ZYVcb//bOz+T/vXMATWw7z840H+OZTO/nmUzu5cGYjH714BpfOaS76+OZQI+1/pwpr1AAnIlOAHwGtQAxYa4z5zyHHfBD4h/i3p4CPGWNejd+3D+gBokDEGLPMttY7iNslA+l7OowxdPdHONTdPxD8DnUFeOtkPzuP9HDP8/sG3lx8bhdzWqtYMb2Rqxa0sGxaQ17GW3K1N1EiMEomMaHaz9f+fDE3rTyLLz2yhc888Bo/Xr+fb75/CTOaqwrR1AHtJ/uZXF8+6nEXzW7ioY9dyF/e8xLvX/sC33z/0rwElOF09oeoLfee8U9Ahc/qKsrXRJNEF+Vok0xGUu5zc93SSVy3dBLtJ/t46OW3+J+XDvAX//USF85s5HPXzOfsybV2NTln+czgVGbSeTeNAJ82xrwsItXARhFZZ4zZmnTMXuBSY8xJEbkGWAusSLr/cmPMcfuarUSE2govtRVe5rWeOQgficbYc7yXrQe72Xaom80Hu/jxC/v54XN7aaj08bZ5E3j7ghYunt1cMjPVEiUC04fJ4IZaPKWOhz52Ib/cdJB/+vVWbli7nvvXrCxokGs/2T8w5jaa2S3V/OKWVXz0Rxv4u/te4Wc3X8CSAmVyXf0R6ip8Ke+b01Kdt2Lvwb3R7LnGJtdX8Hdvm83Nl87kpy/u546nd3Htt57j3Ysn8pmr5zKlAOM6owmGY7avYqKyM2qAM8YcAg7Fv+4RkW3AJGBr0jHPJz1kPZB6EEUVjMftYk5LNXNaqrlu6SQATgUj/H7HMZ7cepjHtxzm5xvb8XtdvH1BKx++4CzOO6u+qN09+zr6qI8H7XSJCNctncTCiTXcsHY9N35/PfevuaAgE1CCkShHegJpZXAJTVVl3P3h87n2W8/x8Z9s5JG/vaggZQ+dfaHTlulKNrelmqe3Hx11Sa1sDIzB2ZzR+Dwu/mLVdN573mS+9/s9/OC5PTy2+RAfWjmNv3vbrGGDeSHk4/eospPRVSci04ClwIsjHPYR4LGk7w3wpIhsFJE1GbdQ2aaqzMM7z2njP29YysbPv52ffGQF1583mWd2HOX6u17g2m89xwMb24tWLLrveO+o3ZPDmd1SzU8/upJI1HDD2hcGujvz6VBnAGPIKMCBVWB9103ncbw3xN/e9wqRaP7XFuzqD58xgzJhbms10Zhh91H7f2eZzqLMVLXfy21Xz+WZ2y7nvedO5p7n9/K+771AT6B42+8ENIMrGWm/CiJSBTwIfNIYk3ITKRG5HCvA/UPSzauMMecC1wC3iMglwzx2jYhsEJENx44dS/sEVHZ8HhcXzW7iq9edzfrPvY2vXreIQDjGbT9/lVX/8jT/8eQOjhR4c8V9x3uHnWCSjrmtVpALRw03rl0/sOxXviRq4LKZ0bdoUi1fvW4Rz+/u4D/W7bS7aWfo7Dt9J4Fkc+O7e+djHG5gkkmeJ1201vr5l/eew4/+agW7j/Xyyfs3FW3D3GAkautu3ip7aQU4EfFiBbd7jTEPDXPMOcAPgPcYYzoStxtjDsY/HwUeBpanerwxZq0xZpkxZllzc3NmZ6FyUlnm4aaVZ7HuU5fwk4+sYOnUOr71u11c8e/P8Ic3CvPPhlUiEMgpwEEiyK0gGIly4/fXs78jf0EuUQOXaQaX8L5lU7hx+VS++8xuHt982M6mnaGzLzRst930pkq8bsnLkl2JLsqRtsux00Wzm/jStQt4avtR/u2J7QX5mUMFRll7UxXOqK+CWIMyPwS2GWO+PswxU4GHgA8ZY3Ym3V4Zn5iCiFQCVwGbUz2HKj4R4aLZTfzgw+fz9KcvY0pDBX91z0sFWQNyf3xj02lNuU8SmNdaw71/vZJAOMqNa9fnbdPU9pPD18Cl60vvXsDiybXc9vNX2XMsP5uPRmOG7kCEmmEyOK/bxczmqrxkcME8LVs1kg9dMI2bVk6Nl5G0F+znJmgGVzrSuepWAR8CrhCRTfGPd4jIzSJyc/yYLwCNwHfi92+I394CPCcirwJ/An5jjHnc7pNQ9pveVMn//M0FLJ1az9/d9wp3P7c3rz9vYAalTZNDFky0glxvKMpnH3zVluccKp0auNGUedx856bz8Hlc3PyTjfQGIza20NKdYqHloea0VLMjHxlcOL9jcMP54rULuWBGI7c/+Dovv3myoD9bM7jSMeqrYIx5zhgjxphzjDFL4h+PGmPuMsbcFT/mr40x9Un3L4vfvscYszj+sdAY88/5PiFln9pyLz/6q+VcvbCFr/x6K//6+Pa8rZK/L80auEwsmFjDrW+bzfo9J3h+t/1VKunWwI1mUl05d964lF1HT3H7Q6/b/jsebqHlZHNbq3mrs5+uPnsnZwzOoixsRuN1u/jOB8+ltdbPmh9t5GBn4fYTDIQ1gysV+m+GGpHf6+Y7HzyPD6ywxoo+88BrhPMw629fRy+NlT5qbF526wMrptJSU8Y3171he+CwApw9dVerZjXx92+fwyOvHuSpbUdtec6ErjQC3LKzrPU/1+/tGPaYbBSjizKhvtLHDz+8jEA4ykd/tIG+kP3ZcSrBSEwDXInQAKdG5XYJ/3zdIj515Rwe2NjO3/x448B/5nbZe7yXsxrtL9L1e918/LJZ/GnfCZ7fbd+bdzY1cKP5m0tnMrO5kq/+Zqutv9/EQsu15cPXhi2dWo/f6+IFG39HkLSSSZGWipvdUs0dNy5h66FuPvvAawXZp09XMikd+iqotIgIt145m69et4intx/lG+vesPX59x0/c5scu7z//Cm01fr5+rqdtr3BJWrg7Fw5w+t28YVrF7Kvo497/rjPtudNJ4PzeVycP63B9q7cfNfBpeOKeS3cdtVcfv3aIR55Lb+bqRpjdC3KEqIBTmXkppVnccP5U/jes9Z+XXboD0U53B1Ie4muTPm9bj5++Sw27j/JH96w5w18sAbOvgwO4NI5zbxt3gTufHoXR3vsqUMc3Atu5O7fC2c2sfPIqZQ7RmcrGIkO7LNYTDdfOpPFU+r44i83c/yUfec3VCkEdDVIXwWVsc+/awFT6iv4+59t4pQNs/72n7B/gslQ71s2mUl15bZlcbnWwI3k/3vnfIKRKF97fIctz5cIcMMt1ZVw4cxGAF7YY2NXbonMKHS7hH+//hx6g1G++Mstefs5iVmjOgZXGop/5akxp6rMw9fft5i3TvbzT49sHf0Bo0jMoMzn+pFlHje3XD6LTQc6eWZn7sXriRq41hr799Sa0VzFX66azs83tvPqgc6cn6+zP0RVmWfUcoaFE2uo9nt4wcZuylA0VjLrMs5uqebWK2fzm9cP8djr+emqTIyd6lJdpUFfBZWVZdMa+JtLZ/I/Gw6wbuuRnJ5r73ErG8rHJJNk1583mcn15XzDhiyu/WQfbbW51cCN5BNXzKKpyseXH9mSc1u7+sKjZm9gLdC9YnqjvZNxSiSDS1hzyQwWTarh//xyMyd7Q7Y/f8Dm3RNUbkrnylNjzqeunMP8thpuf/C1nMY19h3vpanKl/eduX0eF397xSxea+/i6e25TcW3qwZuODV+L5+9eh4vv9mZ80oyIy20PNSqWY3s7+gb6ILNlbWyfum8zXjdLr52/WK6+sN8+RH7uyo1gyst+iqorPk8Lr75/iX0BCJ8LocC5b0duS2ynIn/de5kpjZU8I3f5pbF2VkDN5zrz5vM2ZNq+f8f3Z5TDVdnBgHuwpnW3nZ2ZXHBSCynzU7zYX5bDbdcPotfbDrIb3PsfRhKM7jSUlpXnhpz5rZW89nVc1m39Qg/35Ddun/7O7LfJidTXreVxW1+qzvrrtV81MCl4nIJX7x2AYe7A3z3md1ZP09nX4i6EWrgks1pqaKx0mdbPVypTpn/+GWzmNdazT8+/Lqtq7cENIMrKfoqqJz91arprJzRwJcf2cKBE5l1bfWFIhzpDhZkg9KEP1s6iWmNFdz1++yCxuA+cPnfPXrZtAbevXgi33t2D4e6sltuqqs/nPYmsiLCBTMbeX73cVtmm4ZKrIsywedx8e9/vpiO3hD/9JvcJ0ol2L2DucpN6V15asxxuYR///PFBCIx7n/pzYweu69AE0ySedwurls6iVcOdGb133u+auCGc+uVswlFYlllnMaYEfeCS+XCmU0c6Q6yx4b99IKR0ppkkmzRpFrWXDKDBza227ZBbmKzYM3gSoO+CsoWk+srWDmjgcc2H87oP//ELgKFGoNLuGhWE8aQ1cod+ayBS2VGUyVTGsp5dmfmbe0NRYnETNpjcDBYD2fHOFypzaIc6gPLpwLw1DZ7xuIShd5aB1caSvfKU2PO6kVt7DnWy66j6e9rtjcPuwikY/GUOip9bp7blXnQOHCyL281cKmICJfMbuaF3ccHdshO1+A6lOkHuLMaK5hY67elHs6aRVm6b/ZTGiqY01LF73bYs8B1IoMr5aA+nuiroGxz9YIWROCxDHan3ne8l+bqMqrKPHls2Zm8bhcrZzTyxywCXPvJ/rzWwKVy8exmekPRjPc2G1zFJL1JJmAF1AtnNfHC7g5isdzG4Uq5izLh8nkTeHHPCXoCuU820QyutJT2lafGlAk1fs6bWp9RgNvf0Ze3NShHc9HsJvZ19GU8MSbfNXCpXDirEbdL+MMbma3C0p3GQsspf97MRk72hdme4yaooUisKFvlZOKKuROIxAzP2bBOqWZwpUVfBWWr1Yta2Xaom/0d6Q3a7+3IzzY56bhoVqLmK7M3tvaTfQWZQZmsxu/l3Kl1GY/DpbPZaSoXDIzD5famH4zEirZVTrrOO6ueGr8n5+J/SC4T0AyuFJT2lafGnKsXtgLweBpZ3KlghGM9wYKPvyXMmlDFhOqyjHYYCEaiHOkOFjyDA6ubcvPBLjoyWDVmcCeB9LsoAdpqy5nRVJnzRJNgJFqSdXDJPG4Xl86dwO92HM29SzasuwmUEn0VlK2mNFRw9qRaHt8yeoArxCLLIxERLprVxPMZjDUd7LS2sCl0BgdwyZxmjCGjiTGd/dYkk0wzOLCyuBf3dGS9g/vA3mhj4M3+innNHD8V4vW3unJ6nkCJbA+kLKV/5akxZ/WiVl55s3PUwuRilQgku2h2Eyd6Q2w73J3W8YUuEUh29qRa6iq8GXVTdvWFKfO4suoyu3BmE72haNZv+pGYwZixkc1cOmcCLoGncuymDIZj+MfA+Y4X+koo261eZHVTPjFKN+X+DitYTGsqzhgcwKr4OFy6sykLXeSdzO2yMs4/vHEs7VrDzjR3Ekhl5YwGgKyX7Rrc/LO0uygBGip9LJ1az+9yDXBjoEt2PNEAp2w3s7mKOS1Vo3ZT7jnWy4TqMip8hS0RSNZS42f2hCqe25Xem3h7gWvghrpkdjNHe4Jpz27s7A9l1T0J0FhVxvy2mqwnmgTjMwpLbbHl4VwxbwKvv9XF0e7sd1IPhGO6ikkJ0VdC5cXqha38ae+JYSdE7Djcw29eP8iyafUFbtmZVs1q4k97OwameI+kGDVwyS6eY2Wc6ZYLdPWHM55gkuzCmY1s2Hcyrd/NUIMZ3Nh4m7li3gSAnIq+S72wfbwZG1eeGnNWL2ojZki5fmJvMMLH7t1IVZmXL717YRFad7qLZjURCMfSKqIuRg1csrbacua0VKU9DtfZl/5Cy6lcMKORYCSW1TjcQIAbIxnNvNZq2mr9OZULaAZXWvSVUHkxv62aqQ0VZxR9G2P4x4dfZ9/xXu64cQkTqovT1Zds5UyriDqdcbhi1MANdfHsZv607wT9odGzKiuDyz7AzZxQBcCbHZlvgBoaQ2NwYM2qvXzeBJ574/jAxqWZCkai+MfI+Y4HowY4EZkiIr8TkW0iskVEbk1xjIjIHSKyS0ReE5Fzk+5bLSI74vfdbvcJqNIkIlyzqJXndx+nq39wCaT7/nSAX246yKeunDOwuWaxVZV5WDqlbtRxuEQN3JQiB7hL5jQTisR4ce/o44adfelvdppKW631D0g2W/UkgsRY6aIEeNu8CfSGovxp74msHh8Il/7KLeNJOq9EBPi0MWY+sBK4RUQWDDnmGmB2/GMN8F0AEXED347fvwC4McVjlUNdvaiVcNTw9Harm3LLwS6+9MgWLp7dxC2Xzypy6063alYTr7ePvH3OYA1c8booAVZMb8DncY3aTRkIR+kPR6mryH4Mzu9101Dp42BX5hMvEl2UY2WSCVilEWUeV9bdlIGwZnClZNQrzxhzyBjzcvzrHmAbMGnIYe8BfmQs64E6EWkDlgO7jDF7jDEh4P74sWocWDK5jtYaP4+9fpieQJhb7n2Zhgof33z/Elyu0iqEvWh2EzEDL+wZPmgUswYumd/rZsX0Bp4dZaJJYh3KbMsEEtpq/RzqzCKDG4Obf5b73Fwws5Gntx/NasPX4BhYe3M8yeiVEJFpwFLgxSF3TQIOJH3fHr9tuNtTPfcaEdkgIhuOHctsQVlVmlwu4eqFLfx+5zH+/mevcuBkP3d+YCmNVWXFbtoZlqSxfc5ADVxDcbsowSoX2HX0FAdHCDydtgW48oHsNRNjsYsSrG7K/R19WW34qhlcaUn7yhORKuBB4JPGmKHLPqT6d9yMcPuZNxqz1hizzBizrLm5Od1mqRK3elEbwfhu1J+5ei7nT2sodpNSGtw+Z/hxrfaTfXhcQkt18QP0JXOsv5GRygW6slxoeahJdX4OZjEGFxpjsygTLk+UC2TRTWllcBrgSkVaV56IeLGC273GmIdSHNIOTEn6fjJwcITb1TixfHoDE2v9XDl/AmsunlHs5oxo1awm9h7vHeiKHKr9ZD9tdcWrgUs2p6WKlpqyEcfhsl1oeai2unJ6AhFOBSMZPW4srWSSbHK9tQnqU9syD3CBcHTMZaxOls4sSgF+CGwzxnx9mMN+Bfzv+GzKlUCXMeYQ8BIwW0Smi4gPuCF+rBon3C7h8U9dwl03nVdy425DXTQ7vn3OMFlc+8l+JtcVv3sSrFmqF89u5rldx4kOs1B0YjfvXDO4gZmUGY7DJboox9Ikk4Qr5rXw0r4TdGe4CWowEtOtckpIOlfeKuBDwBUisin+8Q4RuVlEbo4f8yiwB9gFfB/4OIAxJgJ8AngCa3LKz4wxW+w+CVXaavzeksh6RjM7sX3OMONwVg1ccSeYJLtkTjNd/WFea+9MeX+iizKXQm+AiXXWOWc6k3KsrWSS7Ip51iaoz2ewc0MsZqwNXsfg+TrVqIsAGmOeI/VYWvIxBrhlmPsexQqASpW0xPY567Ye4c6n3uDiOc2cPakWt0uS9oErjQwOrBVYXGKNFS2deuaSZ519Ydwuobost7U+ExncSBNaUhnLe6MtmVKH3+ti/Z4TrF7UltZjEgFdM7jSUbxVbpUqQR+9ZAY7jvTwH+t28h/rdlJb7uXCmY3Ma60Bil8ikKyh0sf50xp4YssR/v6quWfc39kforbcm/PeZC01flySeRdlKDo2x+DA6lY976x61u9JfyeF4MBu3mMvoDuVvhJKJZnfVsNv/u5iNn7+Su64cSlXLWhh04FOvvHbnUBxt/ZJZfWiVnYc6WHPsVNn3JfLVjnJvG4XE6r9mXdRhqOIgNdd2mOvw1k5vZEdR3oGxjJHExiDdX9OpxmcUik0VpXx7sUTeffiiRhj2H2sl73Hezk3RVdgMV29sJUvP7KVx7cc5uOXnb46TFe/PQEOoK3On/FyXcFIDJ977O5uvWJGI8bAn/ae4KqFraMerxlc6dFXQqlRiAizJlTx9gUtJfdmPbGunMVT6ng8xeayXf25rUN52s+pLedQhsXewTE+4WLxlFrKPNY4XDo0gys9Y/fqU0oBcM2iVl5r7+KtIWNknX257SSQrK3Wz1ud/RktXzXWd7cu87hZOrUurUWtgYE98zSDKx36Sig1xq2Od58NzeI6+0I5LbScbGJdOcFIjJMjLEY91FjP4ABWzmhk66Hu03bEGM5YLWx3srF99SmlmNZUybzWap5ICnDRmKE7ELFtDG5iXealAk4IcCumW+NwG/aN3k2pGVzp0VdCKQdYvaiVl/af4GiPNU7WbdM6lAlttVZ5xKEMZlIGwzF8YzybWTq1Dp/blVa5gNbBlR4NcEo5wDWL2jAG1m219t7rtDvA1WW+8WkwMvbXZfR73SyZUseLaWyAmsjgxvo5O4m+Eko5wJyWKqY3VQ6MwyVqt+zqomyqLMPrljMmsozECV2UACtnNLD5rS56RlmXUjO40jP2rz6lFCLC6kWtvLC7g86+0OA6lDnuJJDgcgltGZYKhByydcyKGY3EDGzYf3LE4zSDKz36SijlEKsXthKJGX677ahte8Ela6vNrNjbKRncuVPr8bpl1HG4gQDngKDuFGP/6lNKAXDO5Fom1vp5fPPhpL3g7AtwE+sy29k7GImOya1yhir3uTlnch0vjlLwPdhFOfbP2Sn0lVDKIUSEqxe18uwbxwbGyuwagwMrgzvSHRh2/7mhgmFnZHBgjcO9/lYXvSNs+ppYe9M3BraGGi/0lVDKQa5Z1EYoEuNXmw5SXeaxdR++trpyIjHDsZ5gWsdbXZTO6K5bMb2RaMywcYRxuESXbKkt5zaeaYBTykHOO6uepiofh7sDOW90OtTExL5waY7DhRxQJpBw3ln1uF0jj8MFwlHHBHSncMbVp5QCwO2SgZXv7ZxgAoM7e6c7k9Ipk0wAKss8nD2pdsR6uEA4puNvJUZfDaUc5ppFVoCzc/wNrB0FIL1ib2OMowIcWOtSvtbeSX8omvL+YCSqNXAlxjlXn1IKsN6Ia8u9NFaW2fq8NeUeKnzutGZSDuzm7aA3/BUzGghHDS+/mXocLuCgSTVOoRueKuUwXreLH39kOXU2FXkniAhttf60FlwODays75w3/GVn1eMSWL+ng1Wzms64XzO40qMBTikHOmdyXV6ed2JdeVpdlEEHBrhqv5dFk2qHrYfTDK706KuhlErbxNpyDqaxo0AiwDmh0DvZyhmNbDrQObBqSTRmeOXNk3zztzvZfrhbM7gSoxmcUiptbXV+jp8KEorERgxewYF1GZ31hr9iegNrn93DnU+/QfvJfp7deYyTfWFEYPHkOj58wbRiN1El0QCnlErbxNpyjIEj3QGmNFQMe5wTuygBlk1rwOMSvv273TRW+rh87gQundvMJbObqa+0d8xT5W7UACcidwPvAo4aYxaluP8zwAeTnm8+0GyMOSEi+4AeIApEjDHL7Gq4UqrwEvvCvdXZP2KAG5hk4rC6sNpyL/evWYnP42LRxFpcLl21pJSlk8HdA3wL+FGqO40xXwO+BiAi1wKfMsYkj8Jebow5nmM7lVIloC3NWrjBDM5ZXZRgZXFqbBj13ytjzLPA6NvZWm4E7supRUqpkjUxnsGNVgsXjFhjcE6bZKLGFtuuPhGpAFYDDybdbIAnRWSjiKwZ5fFrRGSDiGw4duyYXc1SStmowuehrsI7egYXduYYnBpb7Lz6rgX+OKR7cpUx5lzgGuAWEblkuAcbY9YaY5YZY5Y1Nzfb2CyllJ3S2dnbyV2UauywM8DdwJDuSWPMwfjno8DDwHIbf55Sqggm1voH9psbTiiaKBPQDE4Vjy1Xn4jUApcCv0y6rVJEqhNfA1cBm+34eUqp4mmr83NolGLvgS5Kh82iVGNLOmUC9wGXAU0i0g58EfACGGPuih/2Z8CTxpjepIe2AA/HN//zAD81xjxuX9OVUsUwsa6crv4wfaEIFb7UbyEDK5no7taqiEYNcMaYG9M45h6scoLk2/YAi7NtmFKqNCW2zTnYGWDWhKqUxyRmUTppNwE19ui/V0qpjLTFd/YeaSalzqJUpUCvPqVURhI7e4+0bU4oGsMl4NGVPlQRaYBTSmWkpcaPyMjF3tZu3m7iY/BKFYUGOKVURnweF81VZaN0UUZ1FRNVdHoFKqUy1lZXPmKpgJXB6duLKi69ApVSGZtY6x9xDC4YiWkNnCo6vQKVUhlrqy3nYGcAY0zK+0PxMTilikkDnFIqYxPr/PSHo3T1h1PeH4xEtYtSFZ1egUqpjA2WCqQehwtGYjrJRBWdXoFKqYyNVuwdDOskE1V8egUqpTI2WrG31UWpY3CquDTAKaUy1lxVRrnXze5jvSnv1zIBVQr0ClRKZczlEua1VbPtUHfK+0ORmC60rIpOA5xSKivz22rYdqg7ZalAMBLTrXJU0ekVqJTKyvy2GroDEQ6mWNEkGIlqobcqOr0ClVJZWdBWDcC2g2d2U+osSlUK9ApUSmVlbmsNQMpxuGBUVzJRxacBTimVlaoyD2c1VrDt8OkBzhgTX6pL315UcekVqJTK2vzWGrYd6jnttmDE2s1bVzJRxaZXoFIqa/PbatjX0UtvMDJwWyLAaQanik2vQKVU1ua3VWMMbD88mMWFEgFO6+BUkWmAU0plbX7bmRNNgpEooBmcKj69ApVSWZtcX0613zMkwGkXpSoNegUqpbImIvGJJkkBLqwBTpWGUa9AEblbRI6KyOZh7r9MRLpEZFP84wtJ960WkR0isktEbrez4Uqp0rBgYg3bD/cQi1lLdg12UeoYnCqudP7FugdYPcoxfzDGLIl/fAVARNzAt4FrgAXAjSKyIJfGKqVKz/y2avpCUd480QckTTLRDE4V2ahXoDHmWeBEFs+9HNhljNljjAkB9wPvyeJ5lFIlbOhEk4ExOF2LUhWZXVfgBSLyqog8JiIL47dNAg4kHdMevy0lEVkjIhtEZMOxY8dsapZSKt/mtFTjkhQBTrsoVZHZEeBeBs4yxiwG7gR+Eb9dUhx75r4aiTuMWWuMWWaMWdbc3GxDs5RSheD3upnRXMXW+IomiTE4XclEFVvOV6AxptsYcyr+9aOAV0SasDK2KUmHTgYO5vrzlFKlJ7E3HOgsSlU6cr4CRaRVRCT+9fL4c3YALwGzRWS6iPiAG4Bf5frzlFKlZ35bNW919tPVFyYU1S5KVRo8ox0gIvcBlwFNItIOfBHwAhhj7gKuBz4mIhGgH7jBWFv8RkTkE8ATgBu42xizJS9noZQqqoGJJoe7CYZ1JRNVGkYNcMaYG0e5/1vAt4a571Hg0eyappQaKxYkzaQM6SxKVSL0ClRK5WxCdRkNlT62Heoe3C7HrW8vqrj0ClRK5UxEmN9WzbZDPQQjUdwuwaMBThWZXoFKKVvMb61hx5Ee+kJRHX9TJUGvQqWULRZMrCEUibH9UI8GOFUS9CpUStkiMZPytfZOLRFQJUEDnFLKFjObq/C6hd5QVFcxUSVBr0KllC18HhezJlQDWgOnSoNehUop28xviwc4rYFTJUCvQqWUbRIF3zoGp0qBBjillG3mDwQ4fWtRxadXoVLKNokAp5NMVCnQq1ApZZuGSh+tNX4qfNpFqYpv1MWWlVIqE9+8YQl1Fd5iN0MpDXBKKXutnNFY7CYoBWgXpVJKKYfSAKeUUsqRNMAppZRyJA1wSimlHEkDnFJKKUfSAKeUUsqRNMAppZRyJA1wSimlHEkDnFJKKUfSAKeUUsqRxBhT7DacQUSOAftteKom4LgNzzPW6HmPL3re44ue96CzjDHNwz2gJAOcXURkgzFmWbHbUWh63uOLnvf4ouedPu2iVEop5Uga4JRSSjmS0wPc2mI3oEj0vMcXPe/xRc87TY4eg1NKKTV+OT2DU0opNU45MsCJyGoR2SEiu0Tk9mK3J19E5G4ROSoim5NuaxCRdSLyRvxzfTHbmA8iMkVEfici20Rki4jcGr/d0ecuIn4R+ZOIvBo/7y/Hb3f0eSeIiFtEXhGRX8e/d/x5i8g+EXldRDaJyIb4bePhvOtE5AER2R7/O78gm/N2XIATETfwbeAaYAFwo4gsKG6r8uYeYPWQ224HnjLGzAaein/vNBHg08aY+cBK4Jb4a+z0cw8CVxhjFgNLgNUishLnn3fCrcC2pO/Hy3lfboxZkjRFfjyc938Cjxtj5gGLsV73zM/bGOOoD+AC4Imk7z8HfK7Y7crj+U4DNid9vwNoi3/dBuwodhsL8Dv4JfD28XTuQAXwMrBiPJw3MDn+pnYF8Ov4bePhvPcBTUNuc/R5AzXAXuJzRHI5b8dlcMAk4EDS9+3x28aLFmPMIYD45wlFbk9eicg0YCnwIuPg3OPddJuAo8A6Y8y4OG/gm8BngVjSbePhvA3wpIhsFJE18ducft4zgGPAf8W7pH8gIpVkcd5ODHCS4jadKupAIlIFPAh80hjTXez2FIIxJmqMWYKV0SwXkUVFblLeici7gKPGmI3FbksRrDLGnIs15HKLiFxS7AYVgAc4F/iuMWYp0EuW3bBODHDtwJSk7ycDB4vUlmI4IiJtAPHPR4vcnrwQES9WcLvXGPNQ/OZxce4AxphO4BmsMVinn/cq4N0isg+4H7hCRH6C888bY8zB+OejwMPAcpx/3u1Ae7x3AuABrICX8Xk7McC9BMwWkeki4gNuAH5V5DYV0q+AD8e//jDW+JSjiIgAPwS2GWO+nnSXo89dRJpFpC7+dTlwJbAdh5+3MeZzxpjJxphpWH/PTxtjbsLh5y0ilSJSnfgauArYjMPP2xhzGDggInPjN70N2EoW5+3IQm8ReQdWn70buNsY88/FbVF+iMh9wGVYq2wfAb4I/AL4GTAVeBP4c2PMiSI1MS9E5CLgD8DrDI7J/CPWOJxjz11EzgH+G+u6dgE/M8Z8RUQacfB5JxORy4DbjDHvcvp5i8gMrKwNrG67nxpj/tnp5w0gIkuAHwA+YA/wl8SveTI4b0cGOKWUUsqJXZRKKaWUBjillFLOpAFOKaWUI2mAU0op5Uga4JRSSjmSBjillFKOpAFOKaWUI2mAU0op5Uj/DzK2fOJpiq+TAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(1)\n", "model = nn.Sequential(*cnn_layers())\n", "fit(model, xtra_cbs=[hc]);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots(1,2, figsize=(10,4))\n", "for h in hc:\n", " for i in 0,1: axs[i].plot(h.stats[i])\n", "plt.legend(range(6));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Histograms" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "def append_stats(hook, mod, inp, outp):\n", " if not hasattr(hook,'stats'): hook.stats = ([],[],[])\n", " acts = to_cpu(outp)\n", " hook.stats[0].append(acts.mean())\n", " hook.stats[1].append(acts.std())\n", " hook.stats[2].append(acts.abs().histc(40,0,10))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.2132.3790train
0.10021.7710eval
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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(1)\n", "model = nn.Sequential(*cnn_layers())\n", "hc = HooksCallback(append_stats, mod_filter=fc.risinstance(nn.Conv2d))\n", "fit(model, xtra_cbs=[hc]);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "# Thanks to @ste for initial version of histgram plotting code\n", "def get_hist(h): return torch.stack(h.stats[2]).t().float().log1p()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axes = get_grid(len(hc), figsize=(11,5))\n", "for ax,h in zip(axes.flat, hc):\n", " show_image(get_hist(h), ax, origin='lower')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#| export\n", "def get_min(h):\n", " h1 = torch.stack(h.stats[2]).t().float()\n", " return h1[0]/h1.sum(0)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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YO/+U17dT22pGKZiQFs3igkQWjUkkNToUDceGOue3WadTpESFyGqMH7HY7Cz80+eEBxs40WjCaNDx6A1TmZ0b7+uhCeE3lFKbNU2b7qvXH+6cIU5lsdl5Zu1RHvjkAO0WG1+dn8O3lo4mMiTI62PRNI1rHl/H/spmln13UZ838/ZXNnP1v9YSExbEq3fOISly+Hf/B+Nr/91EWX0bH317oUvHF1e1cObflnPPGfnce1aBW8dyx7ObOFzdyiffWeTW5+1pV3kjl/1jNWcUJvPPG6f6zWqZ8G8DzRkBuwIy3DQZTdNoaLPQ0mHFrjmCF3tnEGOza4QE6QkzOv8Y+r3bYbdr7KpoZPn+ar44UM0jnxfz0LLiPo8PDdJTkBJJUWokY1OjKEyJIjshDINO17kCAzrlWJEJNujkl93DPt5dyfFGE0/cPJ2cxHC+/swmbnxiPT+7sIib52TJ918IMSIF6XXcNj+HSyaP4s8f7effKw/zxpZyfn3JOM6bkOrVsby1rZwNR+r43WUT+s0kGJMSyX9uncEN/17PLU9t5KXbZxMd6r2AqarZNOD+j+5GJ0Vw5tgknl13lDsX5RFqdF+Kb2VTR689QNxtfFo03zt7DL//cB+vbirj6hkZA3+REAMI2ABkuJRSxIYb3bKcqNMpJqbHMDE9hm+dkU9jm4U1h2pobLegFCgUnf9hsWkcrGpm3/FmPtxVyYsb+q/sERliYGxqFEWdf8amRpGfHCH7FNzoP6tLyIoPY2lhEjqd4q275/Gdl7dx/zu72VneyG8uHS/fbyHEiJUQEcwfr5zI9bMy+elbu/jmi1t5JjSIeaO9k/Pf2G7ht+/vZVJGDNe6cHE7NTOWx26axtf+u5Gv/3cTz9w202vv0SeaTBSm9N4FvS9fX5DLNY+v47UtZdw0O8ttY6lsbKcgyTsNOr++IJcv9lfzi3d3MyMnjpyEcK+8rhi5TtsAxJOiw4JcunukaRqVTSb2Hm+ivL4dm13Dpjked/y/RkVDO3uPN/PKplLazI5GQQadYn5+AldNy+DMoiSCDf51cWy22l3Kj/UHO8oa2Hy0np9dWISuMy0uKiSIx2+azoOfHeTBzw6yp6KJ3142nimZsT4erRBCeM6kjBhevH02l/9jNXe/sIV37p7vlX0Wf/3ffupazTx968yu9+GBLCpI5K9XT+ael7byzRe28NiN0zDoPTvv2Owa1c0dg077mpkTx4S0aJ5dW8KNszLdsqputdmpbvbOCgg4brT+9epJnPfgSr798jZeu3MOQR7+fouRTQIQH1JKkRodSmr0wBue7XaNY3Vt7DnexLbSBt7ZVsHdL2whOjSISyaP4qppGYxPizrpjc1u12g1Wwk26L0WEByubuGyf6zhK3Oz3Z7v6gn/WV1CuFHPVdPTT3pcp1Pce1YB49Oi+cmbO7nsH2u4ZnoGPzh3jBQaEEKMWBHBBv5983QueXQ1X3tmI2/cNY8ID21yBqhqMvHcuqPcMCuL8WnRg/raiyeNorHNzM/e3s0PX9/Jn6+c6HIAMxS1rR3YNUiOGtwcoJTixtmZ/PD1nWw6Ws+M7LiBv2gANS1m7BpeC0AARsWE8rvLJnD3C1t46LODfPfsMV57bV/QNE1SsD1IApAAodMpshPCyU4I5/wJqfzw3EJWFdfw2uYyXtpYyjNrj5IeG4pOKdrMVlo7HNW7wJHGdcXUdG6cneXRKic2u8Z3X91OY7uFh5YdZFZOHHO9tIQ/FFVNJt7bUcENs7KI6mPT5VlFyczJi+ehzw7y1KojfLjrON87ZwzXz8z0+N02IYTwhaz4cB69fio3P7WBe1/exr9unOaxC/t1R+qwa5xyE8hVN83JprbVzAOfHiQhwsiPzh/r5hF+qarJtSaEvblo0ih+8/5enlt31C0ByHCbEA7VBRNT+Xx/Og8vK0anFPecke/RoM9X9lc2c8mjq7DbIThIR2iQnpAgPSFBOnITIvjR+YVkxUsa2nBIABKg9DrFooJEFhUk0thm4Z0dFawprsFo0BEebCC8c/N8eLCe3RVNvLD+GE+vKWFObjw3zcnirKJkty+fPr7iMFuPNfCHyyfw75WH+fbL2/jo2wuJc2PZvsY2C+HBerdc/D+//hhWu8Ytc7P7PS4i2MCPzx/L1dPTuf+d3fz87d28uKGU30lalhBihJo3OoGfXTCWX7y7h79/esBjd7vXH64lIthAUWrUkJ/jnjPyqWnp4F8rDpMeG8pNc7LdN8BuXG1C2Jswo+NG4Avrj/HzCzuGvZI+nLEM128uHY+mwYOfHWR3RRN/v2aSTyqnedK20npMFju3dBai6bA6WjO0W2ysLq7hnAdW8J2zCvjqvBy5GTlEEoCMANFhQdw0O6vfzW0/u7CDVzaV8sL6Y9z1/BaSIoPJTQzHZLFjsjj6m7Sbbdg1jYUFiVw5LZ2Z2XEu39nYX9nM3z85wPkTUrhmRgYT0qO57NE1/OC17fz75uluWcZ8YuVhfvP+XiKCDczIjmVWbjyzc+MZPypq0G8AHVYbz68/ypIxSS5vphudFMlzt83iw12V/Pq9PVz52Fq+uWQ031o6Wt6AhBAjzi1zs9l7vJmHlxVTmBLFBRPdXxlr/ZE6pmXFDus9VCnFLy4aR0WDifvf2U1qdChnFiW7cZQOziaESZFDCx6un5XJ02tKeG1zGXcsyhvWWCobHQFIqhdTsJxCgvT85aqJjE+L4jfv7+XSR1fz+M3TyfNAt3dfKaltI0iv+PlF405pm1DZaOKnb+3idx/s470dx/njFRMZO4wA+nQlAchpIiEimLsWj+aOhXksP1DFyxtLqW+1EBliIDEymJAgPaFBOkwWOx/tquS1zWVkxIVyxdR0rpia3m/XWYvNznde2UZkiIFfXzIepRTjRkVz33mF/Oq9PTyz9uiAqwz90TSNv39ygIeWFXNGYRIp0SGsO1zL5/urAQg36pmTl8DNc7JYkJ/gUrDz3vbj1LSYuXXe4MallOL8CanMz0/g/rd38+BnB1lxsJoHrpk86OVYu13DrmkSvAgh/JJSil9dOo7i6ha+++o2RsWEuHXVt6alg+KqFi6fmjbs5zLodTx83RSufXwd33pxKy/fMZuJ6THDH2Q3Vc2Oi/7EIQYgBcmRzMyO44UNx/j6gtxhpS4dbzJh1OvcmmEwGEopbp2XQ2FKFHe/sIVLH1nNA9dO5oyx7g/8fOFobSsZsWG99mxLiQ7h3zdP4/2dx7n/7d1c9PAq7lyUxwUTUzne2E5Fg4njje0cbzBR32bmJxeMZXTS4CqnnQ4kADnN6HWKpYXJLC3s+02izWzl492VvL65nAc/O8gDnx5k3uh4vnv2GKb2Mvk8sqyY3RVN/OumaSctK986L5tVxTX89oO9zMyJG9IdArtd41fv7eHpNSVcMz2D310+oesNoarZxIYjdaw/XMdHuyu5+akTjEmO5LYFjrr2fVUH0zSN/6w5wuikCOYPcY9KVEgQf79mMksKk/jJmzs5/8GV3H/xOK6alu5SALT8QDU/eXMneYkR/PerM4c0BiGE8LRgg57HbpzGpY+u5pp/reO+8wq5dV62W1a1Nx6pA2BWjnuavoYHG3jyK9O57NE1fPXpTbx519x+b54N1ommDhIijMNKX75hdib3vLSNVcU1LCwYegndE40mkqKCfb5Jek5ePO9+az53PLuJrz2ziZ9dUMRX5+f4dEzuUFLTRlY/FeCUUlw4cRTz8hL49ft7eOTzYh75/Mv+b/rOptMVje1MTI/h3rMkAOlJbr2KU4QZDVw2JZ3nvjaLVT9cynfPKmB/ZQuX/2MNdz67mUPVLV3H7ixr5JHPi7l8ShrnjEs56XmUUvz5yolEhwbxrRe30t5ZRthVVpud7726nafXlPD1BTn84YoJJ92NSIoM4cKJo/j1peNZ9cMl/OWqSSgFP3htB/P+8DkPf3aQsvo2NGcb+k6bjtazq7yJr8wd/iR68aRRfPTthUxIj+YHr+3grue3cOBEc5/H17Waufflbdzy1AaqmjtYcbCaulbzsMYghBCelBgZzLvfms/CggR+9d4ebvvvJmpbOob9vOuP1BEapGdi+uCqX/UnKTKEp2+dQYfVxq1Pb6SxzeK2565qMg278/q541OICzfy/Pqjw3qeyiaTT9KvepMWE8prd87lzLHJ/PaDvew93uTrIQ2LpjmqjrqS1RAbbuRvV0/m9W/M4dHrp/LGXXNZ96MzOPCb81h931IKkiLZUdbg+UEHIAlARL/SYkL51hn5LP/+Yu49s4CVB6s5++8r+MmbOymrb+O7r24jIcLI/ReN6/Xr4yOC+fvVkzlU3cL97+yitK6NNrN1wNc1WWx84/ktvLG1nO+dXcCPzx/bb7AQbNBz5bR0PrxnAc/dNovxaVH89ZMDzP/j54y//2MufmQV33l5G49+XszfPzlAVIjBLcv+4PgePf+12dx3XiGf7j3B2X9fwbkPrODRz4s5VtsGON7Q3txaxhl//YL3dlTwf0tH89xts9A0WHGg2i3jEEIIT4kLN/Lvm6fzi4uKWHWwhvMeXMmaQzXDes51h2uZlhXr9oIo+cmR/OumaRytbeX2ZzfRYR3cza++nGh2rDoMR7DBUfb9071VXfs4hqKycXAd2T0tJEjPn6+cSExoED96Yyc2uzbwF/mp2lYzLR1WsgfRA2daVhwXTExlamYsKdEhXTdLJ6ZHs72s8ZQboUJSsISLwoMN3HNmPtfPyuThZQd5Yf0xXthwDE2Dp2+dQXRY3xUw5ucncMfCPB5bfohXNpUBEBqkJz7CSHxEMBHBeqw2Davd8cdmt1PfaqG8oZ1fXTKOmwdR0UQpR5PG+fkJFFc1s+5wHcVVLRRXtbDmUC1vbC0H4M5FeYQZ3ffjr9cp7lyUx+VT0/hwZyXvbK/gzx/v588f72dSRgxhQXrWHq5lSmYMf7h8ImNSIrHbNeLDjXy+v4pLp7gnGBJCCE9RSvGVeTnMzInnWy9u4YYn1nP34tHce1ZBr7ny/WloM7P/RDPnu9C0dyjm5iXw5ysn8e2Xt/Hzt3bzhysmDHvFu6qpg3Gpw1+tuWFmFv9afpiXN5Zyz5n5g/56ZxPjM/1sv0VMmJGfXjiWe1/ezgvrj3qsGpmnHa1tBXBLmd2JGTG8urmMsvp2t6YDjgQSgIhBSYwM5leXjOfWeTk89NlBsuLDWDwmacCv+8E5Y5g/OoGKxnZqW8zUtnRQ22qmpqWDNrMNg04RGqRHr1MYdIq0mFB+esFYlzrK92V0UuQpG7+aTBZK69rI99CGsKTIEG6Zm80tc7Mpq2/j/R3HeXdHBXuOt/LLi8dx4+ysrolap1MsGpPIsn1V2OzaoCdwIYTwhaJRUbz7rfn88h1H7ntFYzt/uXLSoDZVbzhSh6bBrJzh98Toy6VT0jhY1cyjnx9iXFrUoG5m9WS12alp6Rh0E8LeZMaHsbAgkRc3HOPuJXmDLkTS1G7FZLF7tQmhqy6dnMbrm8v500f7OXtcil+t0riqpMaRudDfHhBXTe4shLC9rEECkB4kABFDkpMQzt+vmezy8TqdY2XC16JCghg3yn35xv1Jjw3jjkV5/ZZbXFqYxBtbytlWWs+0LM9NxEII4U5hRgN/vHIiabGh/O2TAwQbdPzuMtdXGTYcqcNo0DEpI8aj4/zuWWPYX9nML9/dQ35SJHPyhrbhvbbV0Xl8KE0Ie3PDrEzueHYzy/ZVcXaP/ZMDOd7U2YTQDwMQpRS/uXQ8Zz+wgl++u5t/3DDN10MatKN1beiUYw4frjEpkRj1OnaUNXLhxFFuGN3IIXtAhPChBfmJ6HWKz/fJPhAhROD51tLR3L0kjxc3lPLLd/e4nOu+/kgdUzJiCAnqvVqhu+h0ir9fM5mchHDuen4zpXVtQ3oeZ+O/ofYA6emMwiRSokJ4fv2xQX+tc++It7uguyo7IZz/WzqaD3ZW8tneE74ezqAdrW1lVEwoRsPwL5GNBh1Fo6LYXtow/IGNMBKACOFD0aFBTMuKZdm+Kl8PRQghBk0pxffOHsPXF+Tw9JoSfv/hvgGDkCaThd0VjczKdU/53YFEhgTx75unY7NrfP2ZTbR2DFwIpaeqziaE7kopMuh1XDszgxUHq7v2HLjKGQz54wqI0+0L88hPiuDnb+8e0vfbl0pq28h2w/4Pp0np0ewsbwzojfmeIAGIED62ZEwSe443DasiihBC+IpSih+fP5ab52Tx+IrD/P2TA/0ev7mkHruH93/0lJMQzsPXT+XAiWa+9+r2QVclOtHZhNCdexqum5lJsEHHnz7eP6ivO97oXI3x3wDEaNDxu8snUN7QzgOf9v/z4G+O1ra6Zf+H08T0GNrMtpNaGPizPRVNPPTZQeo93CJAAhAhfGxJoaMZ1fIDsgoihAhMSil+cdE4rp2RwUPLinm0W1O2ntYdqSVIr3ptbOtJiwoS+dF5Y/lwVyUPL+t7fL050dSBUpAQ4b7O48lRIXxj0Wje33GctYdqBzEWEwkRRrekCHnSjOw4rpuZyVOrS9hV3ujr4biksc1CQ5vFvSsgnfuctgVIGtaWY/X87ZMDmG12j76OSz+9SqlzlVL7lVLFSqn7+jhmsVJqm1Jqt1JquXuHKcTINSY5klHRIZKGJUYMmTNOTzqd4neXTeDSyaP488f7++wTsuFIHRPTYwg1enb/R2++tiCHSyaP4oFPD1De0O7y11U1mYgPDx50xaqB3LEol7SYUH757m6sLl7wVTaa/Dr9qrv7zi0kNszID1/f4fL5+dLROkc6XKYbV0ByE8KJDDYETEPCqmZHsB0f7r5guzcD/iYppfTAo8B5QBFwnVKqqMcxMcA/gIs1TRsHXOX+oQoxMimlWFyYxKqDNZit/v8GLUR/ZM44vel0it9fPpGchHB+8NqOU/L/28xWdpY1ejX9qjulFN8/Zwwa8NIG1zeAVzW7pwRvTyFBen56wVj2VTbz4sZSl77meKPJbzeg9xQdFsSvLxnH7oom/r3yiK+HM6CSzubB7lwB0ekUE9Kj2V4aGKtA1c2eCbZ7cuXZZwLFmqYd1jTNDLwEXNLjmOuBNzRNOwagaZrcyhViEJaOSaLVbGNTSZ2vhyLEcMmccZoLNTq6Ypc3tPP7D/ee9LnNR+ux2jWvbUDvTXpsGGcUJvHihlKXb/qcaPJc5/Fzx6cwJzeev/5vPw1tA+fde3IsnnDehFTOHZfC3z894Pf7II7WdK6AuLlnx8T0GPZVNtFhtbn1eT2hqqnDbdXe+uNKAJIGdA/Lyzof664AiFVKfaGU2qyUutldAxTidDB3dDxGvU7SsMRIIHOGYHp2HLfNy+G5dcdYU/xlKtb6w3XodYppWd7d/9HTDbOzqGnp4OPdlS4df6LJMysg4FiVuf/iIppNVv42wAZ+k8VGfZuF1ABJwXL61SXjCDHouO/1Hdj9uBrU0bo2UqJC3J4eODkjGotNY+/xZrc+rydUNXeQ5KGf9e5cCUB66yrU86fHAEwDLgDOAX6mlCo45YmUul0ptUkptam6WvoeCOEUZjQwKzeOz/dLACICnswZAoDvnTOG3IRwvv/aDlo6U7E2HKlj/KgoIoJ92wd5UX4iGXGhPLfu6IDHWm12als7SPRg1anClChunJXJc+uOsvd4U5/HubscsLckRYXwswuL2FhSz/PrB/6e+8rR2la37v9wmujsiB4AG9Grmk0kRvhHAFIGZHT7OB2o6OWYjzRNa9U0rQZYAUzq+USapj2uadp0TdOmJyYmDnXMQoxISwuTOFTdyrHaoTXKEsJPyJwhAMf+hj9fNZGKxnZ+/8FeTBYb20obfJp+5aTTKW6clcX6I3UcONH/XemaFjOahsdWQJzuPauA6NAgfvnu7j7LBB9v9N8u6AO5clo6C/IT+MOH+wZVAMCbHD1A3B+ApEaHkBARzHY/34hus2vUtJj9ZgVkI5CvlMpRShmBa4F3ehzzNrBAKWVQSoUBs4C9CCFctmRMEoCsgohAJ3OG6DItK46vzc/h+fXHeGRZMWab3Wcb0Hu6anoGRoNuwFUQZ+O/ZA/33YgJM/Lds8ew7nAdH+zsPTWssnMsgZaCBY5Us99dNgEN+PEbOwfdi8XTWjusVDd3kOXGDehOSikmZ0T7/QpIXasZm13zSo+ZAQMQTdOswDeBj3FMEK9omrZbKXWnUurOzmP2Ah8BO4ANwBOapu3y3LCFGHmyE8LJSQiXAEQENJkzRE/fPXsMuYnhPPJ5MUo59of4g7hwIxdOSOWNLeX9duvuCkC8kPZ03cxMxqZG8bsP9va6YdmbY/GEjLgwvn/OGJYfqObNreW+Hs5JjtW5vwJWdxPTYzhc00qTydLr59/eVs6za0s88tquqmp2Nrn0jxUQNE37QNO0Ak3T8jRN+23nY49pmvZYt2P+rGlakaZp4zVNe8BD4xViRFsyJom1h2ppN/t/pQwh+iJzhuguJEjPn6+chE5BUWoU0aFBvh5SlxvnZNHSYeWtbX1fDJ9oduy78EZail6n+PH5hZQ3tPP65lPHdLzRRLhRT2SI/3wPB+vmOdlMy4rlV+/t6brg9QdHax0VsNzZBb27SRkxaBrsKju1HO+x2jZ+8NoO/vjRfp/2S6ny4s+6f7fRFOI0s6QwkQ6rnVXFvTfwEkKIQDQtK5a/XDWJH5xb6OuhnGRKRgxFqVE8u/ZonylB1U0mdF5ozOY0f3QCkzJi+Ofy4lMuRk80BU4Twr7odYo/XjGRdrON77+6w29SsZw9QDyxCR1gYlo0ANt7BCCapnH/O7vosNpp6bCy04dd46s7ixz4RQqWEMJ7ZubEkRARzPde3c5ne0/4ejhCCOE2l09NZ1GBfxUTUEpx05ws9lU2s/lofa/HnGjqICHC843Zuo/pm0tGU1rXzjvbT67fEEhd0PszOimCH58/luUHqnnWhUpk3nC0tpX4cCNRHlpdig03khUfdkpH9I93n+Dz/dV8Y3EeAGsO1Xrk9V1R3eIIQBL9JQVLCOEdwQY9r39jDmkxodz230386aN9Pl2OFUKIke6SyaOIDDb0uRn9RLP3G/+dUZhEYUokj35efFLfjMrGwGpC2J+b52SxeEwiv31/LwcHqETmDUdr2zyWfuU0MT3mpI3orR1WfvnubgpTIvnuWQUUpkSy1ocBSFWTiagQAyFB7u2D0hsJQITwM1nx4bxx11yum5nBP744xI1PrverPFkhhBhJwowGrpiWzgc7K6npvAPc3QkvdYbuTqdT3L1kNIeqW/mos1mi3a5R1dxByggJQJRS/OnKiYQHG7jnpW0+7xLuCEA8swHdaVJ6NBWNpq45/aHPDnK80cRvLh2PQa9jTl48G0vqMFl8871wNCH0zs+XBCBC+KGQID2/v3wif7lqEttKG7jwoVWsOVRDQ5uZ2pYOqppMVDS0U1rXxvHG9n7frOx2jermDraXNvDJnhMcPNHs151ohRDC226cnYnZZud37+9l2b4THKpuwWx1rD5XN5u8dlHW3fkTUslNCOfRz4vRNI2a1g6sdi0gS/D2JSkyhD9dMZE9x5v42//67wLvSSaLjYrGdo+vgEzKiAFgR2kj+yubeXLVEa6ZntFVGW5uXgIdVjtbjzV4dBx9qWru8EoTQnB0oxVC+Kkrp6UzblQUdz2/hev/vb7fY8ONeuIijMSHBxMfbqTdYqOioZ2KRlPXROoUEWxgYno0kzNimJQRQ2FKJDqlsGsads3RjEjTNGLCjF7JBRVCCF8anRTJxZNG8cbWct7oLA+rU5AWG0pNi9njTQh7o9cp7lycxw9e28EX+6uJj3Bsgh8pKVhOZxYlc/2sTB5feZhFYxKZm5fg9TGU1behaZ4rwes0blQUOgXbyxr414pDRIQY+OF5XxZmmJUbh07B2kM1zMnzfsPOqmYTUzNjvfJaEoAI4efGpkbxzjfn8da2CixWOwa9Qq9T6JXjb4tNo77NTG2LmbrWDmpbzRxvNBFq1DMhPYZzxoeQFhPKqOhQ4iOMHKpuZXtpA9tKG3h8xWGsA6yGpMWEMjkzhikZMUzOiGF8WrRX8kOFEMKbHrx2MvdfVERJbSslNW2Ov2vbSIkK8dnm+cumpPHgpwd5eNlB7lzk2KQ8Ejah9/TTC8ay7lAt331lOx/ds5DoMO+WGT7aWQHL0ysgYUYDBcmRPL2mhGaTlT9eMYG4btXVokKCmJAew5pDtXzHoyM5laZpVHkx3VACECECQGRIEDfNznLLc03JjOXKaemAY9l5d0UTh6pbUDjuuOmUQqdT6JRjw+PW0ga2HWvg/R3HATDoFOmxoaRGhzIqJpS0mBDH37GhFKZEyYqJECIgKaWIjwgmPiKYaVn+0SwxSK/jzkW5/Ozt3V29SkZiABJmNPDgtVO47B+r+dnbu3jouileff2SrgDEsysgAJPSY9hX2czUzBiumpZxyufn5sXz7xWHae2wEh7svcv0JpOVDqvdKyV4QQIQIU5rIUF6pmXFMi1r4CXXqmYT2441sL2sgaO1bVQ0tLO6uIYTzSa6l3FPjgpm3Khoxo+KomhUNGNTI0mLCfVaCUt3s9jslNS0cuBECyW1rVwxNX1EXgAIIfzTVdMzeGhZMR/srMSgUySEj8ybPBPSo7lrcR4PLSvm7iWjGZMS6bXXPlrbSmSIgVgvrLzMHR3Pm9vK+c2lE9Dp1Kmfz4vnn18cYmNJHYvHJHl8PE7Vzi7oXko3lABECOGSpMgQzh6XwtnjUk563GKzc6LJxLHaNvYcb2JPRRO7Khr5Yn8Vzuwug06RERdGVnwY2fHhZMaFkRwVQmSIgcgQA1GhQY6/Q4KGnd51rLaNmtYO0mNDSQgP7vUNvj8NbWbe3lbBxpI6Dp5o4XBNCxbblxHWZ3tP8ModcwI2oBJCBJaQID1fX5DD7z7YR1Lk4N/TAsmt83J4fOVhnlp1hD9eOdFrr1tS20Z2fDhKef57e/GkUSwtTOqzm/30rDiMeh1rD9V6NQCpavJeDxCQAEQIMUxBeh3psWGkx4Yxd/SXmwdNFhv7Kps5UNlMSW0rR2sdOdWbSupp6bD2+lx6neIXF48bcrrZ1mP1XP2vtV0Bg9GgIy0mlLSYUDLiwpiUHs20rFjyEiNOmsQ1TWP9kTpe2nCMD3ZVYrbaSY8NZUxyJEsKkxiTEkF+UiT7K5v57qvbeWhZMd85q2BIYxRCiMG6YVYW//jiEKkxob4eikfFhhu5clo6r2wq43vnjPHaxfCx2lbGd3Yq9zSlVJ/BB0CoUc+UzBhWH6rxynicqpq91wUdJAARQnhISJCeyZ0b17vTNI3aVjM1LR00m6w0myw0m6w0max8vKuSX7yzm5z4cObnD64SSl2rmbuf30JSZAj3X1REZZOJ8vp2yurbKWto58Ndx3lxwzEAokODmJoZw7SsWPQ6Ha9uKuVwjWMJ/toZGVw7I5OiUVGnvMb4tGjWHq7lkWUHmT86gZk5/pEnLoQY2cKDDTx+03QM+pG7+uH01Xk5PL/+GM+uO+qVGz0Wm52y+nYumJjq8ddy1dy8BB747AANbWZiwowDf4EbVEkKlhBiJFNKkRARTEIvtcYvm5LGFf9Yw90vbOHtu+eRneDahkC7XePbL2+jpsXMa9+Yw8T0mFOO0TSNIzWtbD5az5Zj9Ww+Ws/n+6sBmJ4Vy11LRnPBhFRCjf2ngP3i4nFsKqnj2y9t5cN+qrVYbHYsNjthRnmbFUIM3+lywyM3MYIzCpN5bt1R7lqc5/GqixUN7Vjtmlc2oLtq7uh4/v4prDtcx7njUwb+AjeoauogJEhHpJc2vksSsxDCb0QEG3jilunoFHztmU00mywufd3Dy4pZcaCa+y8u6jX4AEfgk5sYwVXTM/j95RP5372L2P7zs1n1wyW89o25XDktfcDgwznGB6+dQlVzBz96cweadmoZ4xUHqjnzb8uZ+4dlfNzZxVgIIYRrvrYgh7pWM2929mTxJGcFLE/3ABmMSekxhAbpWevFNKzqlg6SIkO8sg8GJAARQviZjLgw/nHDNEpqWrnnpW3YBuhTsuJANQ98doDLp6Rx/czMQb1WdFgQ6bGDr/s+KSOG750zhg92VvLKptKux6uaTXzrxa3c/NQG9EqRFhPKHc9u5idv7qTd3He3eiGEEF+alRPH+LQonlx1BPsAc8BwHattBSDbwz1ABsNo0DEzJ441h2q99ppVTR1eLaMvAYgQwu/MyYvn/ovHsWxfFX/53/4+j6toaOeel7ZSkBTJby4b77U7NwC3L8hl3uh4fvHOHoqrmnl23VHO+OtyPt5Vyb1nFvDhtxfw5l3zuGNhLs+vP8ZFj6xid0Wj18YnhBCBSinF1+bnUlzVwvID1R59rZLaNkKD9H7Xw2puXjwHq1q69mb05GqGgKuqmk1ea0IIEoAIIfzUTbOzuGFWJv/84hBvbCnDYrOf9Hmz1c7dL2zBYtP4x41Tvb7XQqdT/O3qyYQE6Tj/oVX87K1dTEiL5qNvL+CeM/MJNugxGnT86PyxPHfbLJraLVz26BqeWHkYa49zEUIIcbILJqaSEhXCE6sOe/R1jta2khUf5tUbWK6Ym+coxLK2xyqI2WrnZ2/tYuIv/8eWY/Vue72qZu91QQfZhC6E8GP3XzSO4qoWvvPKdr7zynb0OkWIQUdwkB4F1Laa+ccNU8lLjPDJ+JKjQvjbNZP5/Qd7uXNRHpdNSet1Epufn8BH317ID17bwW/e38tv3t9LkF4RYtATHKQnJEhHVEgQt87L5spp6X43EQohhLcF6XV8ZV42f/hwH3sqmk6qTGi3a7y7o4LXNpexqCCRm+ZkEWwY2mb1kto28hL9Z/+HU9GoKKJCDKwpruWSyWkAVDd3cNfzm9lYUo9S8OmeE0zNHLiR8EBMFhvNJitJUd5rsisBiBDCbxkNOh6/eTpvbimj2WTFZLVhstjp6Px7elYs50/wbenEJWOSWOJCs6i4cCP/vnka7+88zqGq1s5zcZyHyWLjYFUz339tB69sKuU3l07wahdgIYTwR9fNyOShzw7y5Koj/PXqSWiaxmd7Ham5+yqbSYwMZuXBGp5Ze5QfnlvI+RNSBnUDp6rZ0UT3jELvNfxzlV6nmJ0bz5rDjo3o20sbuOPZzTS0m3nw2sk8u/Yoq4pr+IEbXsvbTQhBAhAhhJ+LDg3iK/NyfD0Mt1BKceHEUb1+zm7XeG1zGb//cC/nP7SS2+bncM8Z+YR7qSSiEEL4m+iwIK6ensHz64+ytDCJJ1cdZsuxBrLjw3jouilcOCGVlcU1/P6Dvdz9whamZsbwkwuKmJY18KqApmn85M1doOCq6RleOJvBmzc6gf/tOcEjyw7y0LJiEiOCef0bcxk3KpojNa08+NlB6lvNxIYPr1dIVw8Q2QMihBCnF51OcfWMDJZ9dzFXTUvn8RWHOfNvy6WMrxDitHbrvGysdo27X9hCRYOJ318+gU++s4iLJ41Cp1MsKkjk/f9bwB+vmEBpfTtX/HMN//fi1gErD765tZxP9pzg+2ePYXSSb9J4BzI3Lx6Av/zvANOzYnn3W/MZN8rRsX1BfgKahlsqZXm7CzrICogQQviV2HAjf7hiIldNz+Cnb+3ijmc38/hN0zh7nHeaUQkhhD/Jig/nFxeNw2rXuGFWZq+NCfU6xTUzMrlw4ij+tfwQD39eTJPJwuM3TcdoOPVee2Wjifvf2c30rFi+Ot9/V9hHJ0VwRmESo5Mj+P7ZYzDovzyXSekxRAQbWFVcM+wu7lVN3u2CDi6ugCilzlVK7VdKFSul7uvnuBlKKZtS6kr3DVEIIU4/07JiefOuuUxMj+bel7exr7LJ10NymcwZQgh3umVuNrfNzxmwK3p4sIHvnD2G3146gS/2V3Pvy6f2ktI0jfve2IHFZucvV01Cr/Pfoh9KKZ78ygx+dN7Yk4IPAINex+zceFYVD79McVVzBwadIi5seKlcgzFgAKKU0gOPAucBRcB1SqmiPo77I/CxuwcphBCno5AgPY/fNJ2wYANff2YTda1mXw9pQDJnCCF87fpZmfz4/ELe33mcH7+xE037Mgh5ZVMpX+yv5r5zC8lO8L/qV4OxID+B0rp2jnY2UxyqquYOEiKC0XkxGHNlBWQmUKxp2mFN08zAS8AlvRz3LeB1oMqN4xNCiNNaSnQIj980jRNNHdz9/JZT+qH4IZkzhBA+d/vCPL61dDQvbyrlN+/vRdM0yurb+PV7e5mTG8/Nc7J9PcRhm5/v6BWyqrhmWM9T1ezdLujgWgCSBpR2+7is87EuSqk04DLgMfcNTQghBMCUzFh+f9kE1h6u5dfv7fH1cAYic4YQwi9856wCvjI3mydXHeGBTw/yw9d3oGkaf7pyolfv9ntKbkI4o6JDWHVweAFItZebEIJrm9B7+xfSenz8APBDTdNs/dVfVkrdDtwOkJmZ6eIQhRBCXDEtnX2VTfx75REKU6K4fpbfvofKnCGE8AtKKX5+YREtHVYe/OwgAL+9bDwZcWE+Hpl7KKWYn5/Ax7tPYLNrQ97PUt1sYnJGtJtH1z9XApAyoHuB5HSgoscx04GXOieSBOB8pZRV07S3uh+kadrjwOMA06dP7zkhCSGE6Md9543lwIkWfv72LvISw5mVG+/rIfVG5gwhhN/Q6RR/uHwCeqWw2OxcP3Nk3cyYNzqBVzaVsbO8kckZMYP+eqvNTm2rmUQvluAF11KwNgL5SqkcpZQRuBZ4p/sBmqblaJqWrWlaNvAacFfPiUQIIcTw6HWKh66bQmpMCH/+eL+vh9MXmTOEEH7FoNfxxysn8rdrJg+qU3ogmDfasQ9k9RD3gdS0mNE07zYhBBcCEE3TrMA3cVQq2Qu8omnabqXUnUqpOz09QCGEEF+KDg3i/PGp7ChrxGTpv9GWL8icIYQQ3pMQEUxRahQrDw6tHK8vuqCDi40INU37APigx2O9bh7UNO0rwx+WEEKIvkzLiuVfKw6zs7yRGdlxvh7OKWTOEEII71mQn8BTq4/QZrYSZhxcj/Gqps4u6FH+l4IlhBDCj0zLigVgU0m9j0cihBDC1+aNTsBi01h/pG7QX1vV3BmA+FsKlhBCCP8SHxFMbmI4m0oGP9kIIYQYWWbmxGE06Fg9hHK8zhSshAgJQIQQQgxgelYsm4/VY7dLcSghhDidhQTpmZEdO6SGhFXNHcSFGzEavBsSSAAihBABaHp2HA1tFg5Vt/h6KEIIIXxs/uhE9lU2d61ouKqqqYNEL69+gAQgQggRkKY794EclX0gQghxuluQ7yjHu6a4dlBfV91sIilKAhAhhBAuyEkIJz7cyEbZByKEEKe9otQoYsOCWDnIfSBVzR0kenkDOrhYhlcIIYR/UUoxLSuWzbICIoQQpz2dTjF3dAIf7TqOXgdTM2OZlhVLXmIEOl3vzRftdo2alg6SvNwFHSQAEUKIgDUjO47/7TlBVbPJJxOIEEII/3HnwjzazTb+t+cEr2wqAyAqxMCUzFi+tiCHBfmJJx3f0G7BYtO8XoIXJAARQoiANS3bsQ9kc0k9501I9fFohBBC+NKE9Gie+soMNE3jSE0rm4/Ws+VYA8v3V/HNF7byxfcWExtu7Dq+qwu67AERQgjhqvGjogk26GQjuhBCiC5KKXITI7hqega/v3wC/7l1Ji0dVv72yYGTjuvqgu6DFXQJQIQQIkAZDTomZcRIQ0IhhBB9GpMSyY2zMnl+/VH2VTZ1Pe6rLuggAYgQQgS06Vmx7K5oos1s9fVQhBBC+Kl7zyogKjSIX76zB01zNLCVFCwhhBBDMiM7DqtdY1tpg6+HIoQQwk/FhBn57lkFrD1cy8e7TwCOFKyIYANhRu9vCZcARAghAtjUzC83ogshhBB9uW5mJmOSI/ntB3swWWxU+6gHCEgAIoQQAS06LIiC5AjZiC6EEKJfBr2On19URGldO0+uOkJVs0kCECGEEEMzPTuOLUfrsdk1Xw9FCCGEH5s3OoFzxiXz6OfFHK5u9ckGdJAARAghAt70rFiaO6wcONHs66EIIYTwcz85vwirXaO21eyzJrYSgAghRICbkR0H0Gc53sZ2izeHI4QQwo9lxofx9QU5gG8qYIEEIEIIEfDSY0NJigw+ZR9IY5uFX7+3h7m//4xjtW0+Gp0QQgh/c9fi0VwyeRSLxyT65PW9X3dLCCGEWymlmJEdx6bOSlgWm53n1x3lgc8O0thu4ZrpGYQF6308SiGEEP4iPNjAg9dO8dnrSwAihBAjwLSsWN7feZyXNx7j8RWHOVTdyty8eH56QRFFo6J8PTwhhBCiiwQgQggxAkzPdvQD+eHrO8lJCOffN0/nzLFJKKV8PDIhhBDiZC7tAVFKnauU2q+UKlZK3dfL529QSu3o/LNGKTXJ/UMVQgjRl6LUKK6als7PLizi428v5KyiZJ8FHzJnCCGE6M+AKyBKKT3wKHAWUAZsVEq9o2nanm6HHQEWaZpWr5Q6D3gcmOWJAQshhDiVQa/jz1f5/jpe5gwhhBADcWUFZCZQrGnaYU3TzMBLwCXdD9A0bY2mac7yK+uAdPcOUwghRICQOUMIIUS/XAlA0oDSbh+XdT7Wl9uAD3v7hFLqdqXUJqXUpurqatdHKYQQIlDInCGEEKJfrgQgvSURa70eqNQSHJPJD3v7vKZpj2uaNl3TtOmJib6pOyyEEMKjZM4QQgjRL1eqYJUBGd0+Tgcqeh6klJoIPAGcp2larXuGJ4QQIsDInCGEEKJfrqyAbATylVI5SikjcC3wTvcDlFKZwBvATZqmHXD/MIUQQgQImTOEEEL0a8AVEE3TrEqpbwIfA3rgKU3Tdiul7uz8/GPAz4F44B+dZR+tmqZN99ywhRBC+COZM4QQQgxEaVqvqbkeN336dG3Tpk0+eW0hhBCDo5Ta7MsgQeYMIYQIHAPNGS41IhRCCCGEEEIId5AARAghhBBCCOE1EoAIIYQQQgghvEYCECGEEEIIIYTXSAAihBBCCCGE8BoJQIQQQgghhBBeIwGIEEIIIYQQwmskABFCCCGEEEJ4jQQgQgghhBBCCK+RAEQIIYQQQgjhNRKACCGEEEIIIbxGAhAhhBBCCCGE10gAIoQQQgghhPAaCUCEEEIIIYQQXiMBiBBCCCGEEMJrJAARQgghhBBCeI0EIEIIIYQQQgivkQBECCGEEEII4TUSgAghhBBCCCG8RgIQIYQQQgghhNdIACKEEEIIIYTwGpcCEKXUuUqp/UqpYqXUfb18XimlHur8/A6l1FT3D1UIIUQgkDlDCCFEfwYMQJRSeuBR4DygCLhOKVXU47DzgPzOP7cD/3TzOIUQQgQAmTOEEEIMxJUVkJlAsaZphzVNMwMvAZf0OOYS4BnNYR0Qo5RKdfNYhRBC+D+ZM4QQQvTLlQAkDSjt9nFZ52ODPUYIIcTIJ3OGEEKIfhlcOEb18pg2hGNQSt2OY7kdoEUptd+F1+9PAlAzzOfwd3KOI4Oc48hxOpxnb+eY5eLXypzhW3KOI4Oc48hxOpznoOcMVwKQMiCj28fpQMUQjkHTtMeBx114TZcopTZpmjbdXc/nj+QcRwY5x5HjdDjPYZ6jzBk+JOc4Msg5jhynw3kO5RxdScHaCOQrpXKUUkbgWuCdHse8A9zcWdlkNtCoadrxwQxECCHEiCBzhhBCiH4NuAKiaZpVKfVN4GNADzyladpupdSdnZ9/DPgAOB8oBtqAWz03ZCGEEP5K5gwhhBADcSUFC03TPsAxYXR/7LFu/68Bd7t3aC5x29K8H5NzHBnkHEeO0+E8h3WOMmf4lJzjyCDnOHKcDuc56HNUjnlACCGEEEIIITzPpU7oQgghhBBCCOEOARmAKKXOVUrtV0oVK6Xu8/V43EUp9ZRSqkoptavbY3FKqU+UUgc7/4715RiHSymVoZT6XCm1Vym1Wyl1T+fjI+Y8lVIhSqkNSqntnef4y87HR8w5Oiml9EqprUqp9zo/HlHnqJQqUUrtVEptU0pt6nxspJ1jjFLqNaXUvs7fyzkj8BxlzghAp8N8ATJnjKRzlDnD9XMMuABEKaUHHgXOA4qA65RSRb4dlds8DZzb47H7gM80TcsHPuv8OJBZge9qmjYWmA3c3fnvN5LOswNYqmnaJGAycG5npZ+RdI5O9wB7u308Es9xiaZpk7uVGBxp5/gg8JGmaYXAJBz/niPmHGXOCNx/O06P+QJkzhhp5yhzhivnqGlaQP0B5gAfd/v4R8CPfD0uN55fNrCr28f7gdTO/08F9vt6jG4+37eBs0bqeQJhwBZg1kg7Rxy9Gz4DlgLvdT420s6xBEjo8diIOUcgCjhC537AEXqOMmf4wTjddK4jer7oPB+ZM/xgrMM4R5kzXDzHgFsBAdKA0m4fl3U+NlIla5318Tv/TvLxeNxGKZUNTAHWM8LOs3OZeRtQBXyiadqIO0fgAeAHgL3bYyPtHDXgf0qpzcrRlRtG1jnmAtXAfzrTIp5QSoUzss5R5owRYCTPFyBzBoyYc5Q5w8VzDMQARPXymJTyCjBKqQjgdeDbmqY1+Xo87qZpmk3TtMk47vjMVEqN9/GQ3EopdSFQpWnaZl+PxcPmaZo2FUf6zt1KqYW+HpCbGYCpwD81TZsCtBL46QE9yZwR4Eb6fAEyZ4wgMme4KBADkDIgo9vH6UCFj8biDSeUUqkAnX9X+Xg8w6aUCsIxmTyvadobnQ+PuPME0DStAfgCR572SDrHecDFSqkS4CVgqVLqOUbWOaJpWkXn31XAm8BMRtY5lgFlnXdbAV7DMbmMtHOUOSNAnU7zBcicQWCfo8wZuH6OgRiAbATylVI5SikjcC3wjo/H5EnvALd0/v8tOHJgA5ZSSgFPAns1Tftbt0+NmPNUSiUqpWI6/z8UOBPYxwg6R03TfqRpWrqmadk4fgeXaZp2IyPoHJVS4UqpSOf/A2cDuxhB56hpWiVQqpQa0/nQGcAeRtA5InNGwP7bnQ7zBcicwQg5R5kzBneOAdmIUCl1Po5cQj3wlKZpv/XtiNxDKfUisBhIAE4A9wNvAa8AmcAx4CpN0+p8NMRhU0rNB1YCO/kyD/THOPJ6R8R5KqUmAv/F8fOpA17RNO1XSql4Rsg5dqeUWgx8T9O0C0fSOSqlcnHcwQLHsvMLmqb9diSdI4BSajLwBGAEDgO30vlzy8g5R5kzAtDpMF+AzBmMkHOUOWNw5xiQAYgQQgghhBAiMAViCpYQQgghhBAiQEkAIoQQQgghhPAaCUCEEEIIIYQQXiMBiBBCCCGEEMJrJAARQgghhBBCeI0EIEIIIYQQQgivkQBECCGEEEII4TUDBiBKqaeUUlVKqV19fF4ppR5SShUrpXYopaa6f5hCCCECgcwZQgghBuLKCsjTwLn9fP48IL/zz+3AP4c/LCGEEAHqaWTOEEII0Y8BAxBN01YA/bVTvwR4RnNYB8QopVLdNUAhhBCBQ+YMIYQQA3HHHpA0oLTbx2WdjwkhhBA9yZwhhBCnOYMbnkP18pjW64FK3Y5jyZ3w8PBphYWFQ37RPceb0DTQNK33FxsknVLoFKjOv/U6hV4p9DqFTqe6PjboFQadwqDTodc7/tb19h0QQogRZPPmzTWapiW64al8MmccbzQN+Wv9gYZ20ndJg5PmQLumoWmOv+12sGkaNruGXfvyi8KNBuIjjESFBKH8fN4qb2inoc1CTFgQdruGvfPcrDYNk9VGRmwoMWFGXw9TCNGHgeYMdwQgZUBGt4/TgYreDtQ07XHgcYDp06drmzZtcsPLf8lu17DY7VhtGhabHUvX33ZMFjstHVZaO/80d/7dZrZhsthoN9totzj+tHXYaOmw0mSy0NRuoclkpandgtWuYQNsQEe3140LNzJuVBTj06IZPyqa8WlRZMaFofz9HV4IIVyklDrqpqfymznjdGC3a1S3dPD6ljJeWH+Msvp2VISRq6ZncP3MTDLiwnw9xFNomsb8P37OuFFRPH7z9JM+Z7XZuf7f69ld0cir/7eAnIRwH41SCNGfgeYMdwQg7wDfVEq9BMwCGjVNO+6G5x00nU4RrNMT7I6z6kHTNNrMNupazdS0dFDXaqa2xUxNawdHa9rYVdHIEysPY7E57jZFhhiYkhnLrJw4ZufGMzE9miC9VD0WQpz2/GbOOB3odIrkqBDuWjyaOxfmseJgNc+vP8a/lh/iiZWH+d1lE7hqesbAT+RFh6pbKG9o564lead8zqDX8eB1kznvwZV884UtvHHXXIINeh+MUggxHANeqiulXgQWAwlKqTLgfiAIQNO0x4APgPOBYqANuNVTg/UlpRThwQbCgw193jHqsNo4eKKFXeWN7ChvZFNJHX/+eD8AoUF6pmXFMicvnosnjfLLu05CCDFcMmf4L51OsXhMEovHJFHR0M4PXtvB91/bwbG6Nr5zVoHfrNovP1ADwML83rM3UqND+cuVk/jaM5v4/Qf7+MXF47w5PCGEGyhNc8cOisE7XZbTa1s62HCkjvVH6lh3uJZ9lc0oBUvGJHHDrEwWj0lCL5tIhBB+Tim1WdO06QMf6Rmny5zhTRabnZ++uYuXN5Vy8aRR/OnKiYQE+X414eanNlBW38ay7y7u97hfvrub/6wu4fGbpnH2uBTvDC5AbDhSx+3PbiJIryMyxEBksIHIkCAigg1EhRqIDTMSE2YkNiyI2HAjsWFGUqJCSI0JkWwN4RYDzRkeSFYS3cVHBHPehFTOm+CoMlne0M5LG47x0sZSbvvvJtJiQrl+ViZXTU8nKTLEx6MVQghxugjS6/jDFRPISgjjTx/t53hjO/+6aTpx4b7b3G2y2Fh/uJbrZ2UOeOx95xWysaSO77+2g3Fp0aTFhHphhIHhb5/sx6DTcebYJJpNVppNVlo6rFQ1m2hst1DfZsFstZ/ydTrlWGFKjw0lIy6M7Pgwzp+QSm5ihA/OQoxksgLiIxabnU/2nOC5dUdZc6gWvU4xtzM965zxKUSFBPl6iMLPmK12jAa5MyV8Q1ZARrb3dlTwnVe2kxodwn++MsNnF5zLD1Rzy1Mb+M+tM1gyJmnA44/UtHLhQysZmxrFS7fPxuDFu/eapvlN2lp3m4/WccU/1/KzC4u4bX5Or8domka7xUZ9m4X6VjP1bWaON5ooq2ujtL6d0ro2SuvbONHkKLmzZEwiX52fw/zRCX55zsL/DDRnSADiB4qrWnhjSxnv7qigtK4do17H4jGJXDx5FGeOTfaLJXHhW6uLa7jpyfWMGxXNOeOSOWdcCqOTImQiEF4jAcjIt/loPV9/ZhMRwQY+++4in6Ti/Pq9PTy77ijbf342oUbX5r63t5Vzz0vbuOeMfO49q8DDI3TYWFLH1/67iUevn8r8/ASvvKarvvr0RrYeq2f1fUsJMw4v0aW6uYPn1x/luXVHqWkxU5Acwa3zcrhsSppcm4h+DTRnyO1UPzA6KYIfnFvIiu8v4c275nLj7Cy2lTbwzRe2suBPn/PihmNYbaculYrTx8PLDhIXbkSvU/zlfwc46+8rWPrX5fz+w73sKm/09fCEHztW28YrG0tpaDP7eijCz03LiuUvV03kWF0br28u88kYlh+oZlZOnMvBB8Alk9O4dPIoHv28mH2VTR4c3ZeKq1pobLdw+7Ob2Hqs3iuv6YrdFY0s21fFV+flDDv4AEiMDObbZxaw+r6l/PWqSQTpdfzojZ3M/+PnLD9Q7YYRi9OVBCB+RCnFlMxYfn5REWt/dAbP3TaLzLgwfvTGTs57cCWf7T2Br1ashO9sK21g3eE67lyUx1t3z2P9j8/g15eOJz02lCdXHuHCh1fxjec2c6i6xddDFX5oa2k9P3h9BzUtEoCIgS0Zk8SkjBgeXlbc6x4BTypvaKe4qoVFBYPvd/nzi8YRFRrED1/bgc3u+Xmy2WQBICY0iFuf3siBE80ef01X/POLQ0QEG7h5brZbnzfYoOeKaem89635vHT7bOLDjdzy1Ab++NE+uUEqhkQCED+l1ynm5yfw2p1zeOzGadjsGrf9dxPXPr6O7aUNvh6e8KLHVxwiMsTAtTMdmzKTo0K4aXYWz942i80/PYt7zyxgxYFqzv77Cn7y5k6qmgK747Nwr5YOK+DoTSTEQJRS3HtmPuUN7by6udSrr72i8476UAKQuHAj919UxPayRv6z+oi7h3aKZpMVnYIXb5+NUa/jpifXU1rX5vHX7c/h6hbe33mcm+ZkER3qmX2kSilm58bz9jfncd3MDP75xSGufXwdFQ3tHnk9MXJJAOLnlFKcOz6Fj+9dyK8vHc+h6hYueXQ1D3920NdDE15QUtPKR7squXF2FhG9dNiMDgvinjPzWf6DJdw4K5OXN5ay6M9f8Nf/7e+6QydOby0mRwDS28+PEL1ZVJDIlMwYHl1WTIfV5rXXXb6/mtToEEYnDW0D/MWTRnFGYRJ/+d9+jtV6NhhoNlmJCDaQFR/Os7fNwmSxc8MT6316A+ix5Ycw6nV9bjx3p5AgPb+/fCIPXjuZvcebOP8hR5aGEK6SACRABOl13DQ7iy++v4TLpqTx108O8PdPDkhK1gj3xKrDGHQ6bh1gOT0hIphfXjKeT7+ziDPGJvHwsmLO/vuKrjuK4vTV0mFFKQgbRE69OL05VkEKqGg08com7+wFsdjsrC6uYVFB4pCLayil+M1l4zHodNz3xg6Pzo/NJiuRndUqx6RE8p9bZ1DT0sHNT22gsc37N3/KG9p5Y0s5183MJCEi2Guve8nkNN77vwWMig7ltv9u4pFlcnNUuEYCkAATEWzgr1dN4urp6Tz42UH+FiBByL7KJq745xo2HKnz9VACRk1LB69uKuPyqWkkRbnWIyY7IZxHrp/KG3fNJTzYwM1PbeDHb+7sSsMRpx/nnVqpmCYGY0F+AtOzYnl0WTEmi+dXQbaVNtDcYWXhENKvukuNDuW+8wpZc6iWVz0YPDWbLCelNU7NjOXxm6ZzuLqVb764xWOv25d/rzgMwNcX5nr9tXMSwnnjrrlcODGVv31ygD0V3ikEIAKbBCABSKdT/OHyiVw3M4OHlxXzp4/3+30Q8sL6Y2w+Ws8NT6zjNR9VVwk0z6wpwWyzD2lCmZoZy3vfms/tC3N5ccMxzn1gBWsP1XpglMLftXRYiZT0KzFISinuPauAyiYTL2/0/F6QFQeq0esU80YPv6Tt9TMzmZkTx6/f3+OxlCjHCsjJv1fz8xO496wCVh6s8WpRkJqWDl7ccIzLp6b5rBljSJCe31w6nujQIH7xzm6/vyYRvicBSIDS6RS/vXQCN8zK5J9fHOIPH+7z2194u13jo12VLMhPYGZOHN97dTt//Ggfdi9UKglUrR1W/rv2KGeNTSZviA3BQoL0/Pj8sbx25xwMOsV1/17HL97Z7ZW7mcJ/tJisRMgGdDEEc/PimZkdxz++8PwqyPID1UzJiHHL5mnHTboJdFjt/Pzt3W4Y3amaOyxdKVjdXTEtDZ2CN7eUe+R1e/PUqiNYbHbuXJTntdfsTUyYke+fU8iGkjre2V7h07EI/ycBSADT6RS/uXQ8N83O4l8rDvOb9/f6ZRCytbSequYOrpyWztO3zuT6zqDpG89vps0sqUG9eWVTKY3tFu5ww4QyLSuOD+9ZyK3zsnl6TQl///SAG0YoAkVLh1U2oIshUUrx7bPyOdHkuMPuKbUtHewsbxx2+lV3uYkRfPvMfD7aXcmmEven/va2AgKQFBnCgvxE3txa7pWbbBabnWfXHuW8Cak+617f3TUzMhifFsXvP9hHq6T+in5IABLglFL86pJxfGVuNk+uOsIv393jd0HIR7sqCdIrlhQmEaTX8dtLx/PzC4v4ZM8JrnpsLccbfV++T9M0vxgHgNVm54mVR5iRHcu0rFi3PGeoUc/9F43jymnp/GdVCUdrW93yvML/NXdYiejlTq0Qrpibl8Ds3Dj+8cUhj62CrCquQdOGVn63P9dMzwAc+0vcrcXUd2B/+dQ0yhvaWe+FPY8NbRaaO6zMyonz+Gu5Qq9T/PLi8VQ2mXj082JfD0f4MQlARgClFPdfVMRt83N4ek0JP397t9+kN2maxoe7Kpk/OoGozosgpRRfnZ/Dk7fM4GhtG9f/ez0WHzcyWnu4ljm/X+YX+yTe33mc8oZ27ljo/uX0H5wzhiC94rfv73X7cwv/1GKyyB4QMSz3nllAdbPnVkGW768mNiyI8WnRbn3e+IhgEiOD2Vfp/iaB3atg9XR2UQoRwQbe2OL5/Y7Ocuv+1OdnWlYsl09N44mVRyipkZtdoncSgIwQSil+esFY7liYy7PrjvLTt3f5RRCyu6KJsvp2zhufesrnlhQm8cA1kzlS08pbW72XL9sbZwOpf3zh+zs2j684zOikCJYWJrn9uZOiQrh76Wj+t+cEqw7WuP35hf+RFCwxXLNy45mUEeORzeh2u8aKgzUsyE9Er3N/pbbClEj2Vbq3KpPJYsNss/d50R9q1HPe+BQ+3FVJu9mze2e6Go0G+9cq533nFWI06PjVe3t8PRThpyQAGUGUUtx3XiF3Lc7jhfXH+NEbO30ehHy46zh6neLMouReP3/G2CTGp0Xx6OfFWH24ClLX6riLtPJgDTvLGn02DpPFxu6KJi6ZNAqdByZjgK/OyyEzLoxfvbfbp99z4R2yCV24w+VT0thX2cze4+69mK9sMlHT0sEMD6UQjU2N4sCJFre+1zV3NveM6uf36vKp6bR0WPnfnkq3vW5/Y/GnFRBw7IW554x8lu2rYtk+aVAoTiUByAijlOL754zh/5aO5uVNpfzg9R3YfBiEfLSrklk5ccSFG3v9vFKKby3Np6S2jXd3+K5qRn2bGaNeR2SIgX8u990qSH2bGYCESM81knJWxzpwosWjG0uF79nsGq1mm6yAiGG7aNIoDDrl9tXqulbHe16Sh97zxiRHYrbaKXHjvrcv0576XnWYlRNHWkwob3i4GpYrY/GVW+Zmk5sYzq/e3UOHVaovipNJADICKaX4ztljuPfMAl7bXMZP39rlk3EcPNHMoepWzhuf0u9xZ41NpjAlkkeWFfssWKprNRMfYeTmOVl8uKvSqzXcu6vvXImJDfPsZHLOuGTm5sXz108O0NAZ9IiRp9Xsn3dHReCJCzeyeEwib20rd+v7tPOmS183qYarMDUSwK37QJxpT/0F9jqd4tIpo1h5sJqqZs/0IgFo8tMVEACjQccvLhpHSW0bz6496uvhCD8jAcgIds+Z+Xxtfg4vbjjGrnLvpxV9uKsSpeCccf0HIDqd4v/OyOdQdSsf7DzupdGdrKHNTGyYkVvn5WDU63h8+WGfjMM5GceEeWYydlJK8fOLimhqt/DApwc9+lrCd1pMA18oCeGqy6akc6Kpw63FOpwrILEees8bnRSBXqfYd9x9AYiraU+XTUnHrsE72zy3uu+vKVhOCwsSmZEdy3Prjvo8JVz4FwlARrj/OzOf6NAgHvBB74cPd1UyLTOWpKiQAY89d1wK+UkRPLzsoE/epOpazcSFG0mICOaaGRm8sbXMJ2V5nQGIpybj7gpTorh+VibPrjvKwRPurxIjfK/rTq2fXpyIwHLG2CQiQwy8sdV91Z2cAUi8h1ZAgg168hLD3boR3dW0p9FJEUzKiOF1D6ZhBcJNhhtmZVFS28YaP6gyKfyHBCAjXFRIELcvzOXTvVVs90At9L4crW1l7/Emzh0g/cpJp1N8c+loDpxo8fimvd7Ut1mI7ZwAv74gF7sGT6w84pNxAMSGeyef9ztnjSHcqOdX7/lf/xgxfM0BcHEiAkdIkJ4LJqTy0a5KtzWRrW81o1MQ5YYO6H0pTIlirxtXQAaT9nT5lDT2Hm9y++Z9p2aThTCjHoPefy/nzh2fQmxYEM+vlzQs8SX//YkVbnPL3Gxiw4K82gH7o12OIGKg9KvuLpw4ityEcB78rNjrF8N1reaufRcZcWFcPGkUL244Rn2rd/dHNHS+Xkyo51dAwJF3fc+ZBaw8WMOmo/VeeU3hPV0lOmUFRLjJZVPSaDPb+N9u91Q2qmszExNm9EgJXqfC1EjKG9pp6ly5GK4vq2ANHDQ5N++/6aFS8311ZPcnIUF6rpqewSd7TlDV5Ln9MCKwuBSAKKXOVUrtV0oVK6Xu6+Xz0Uqpd5VS25VSu5VSt7p/qGKoIoIN3LEojy/2V7PZSxeZH+6qZEJaNBlxYS5/jV6nuHvJaPYeb+LTvVUeHN3JrDY7je2Wk9KevrE4jzazjf+uLfHaOMAxGUcEGzAavHdv4PqZmcSEBfHESt/se/FHmqaNiBWhL9MzvFshR+aMkWtGdmd1JzddUNe3WjxedGNsShQA+920Ed2ZguVKaqNj834Sb2117+b9rrF0WPyyAlZP183MxGrXeGWT+3vJiMA04FWOUkoPPAqcBxQB1ymlinocdjewR9O0ScBi4K9KKe/cwhUuuXlOFvHhRq/sBTne2M620gaX06+6u2TyKDLjwnh42UGvXQA2tDsmk+5VWAqSIzlzbDJPrylxW6qBS2NpsxDj4cm4p1CjnhtnZfG/PSc46sZSlYGqurmDSx5dzb0vb/P1UIatpcP1CyV3kTljZHNWd1p1sNotd7NrWzuID/dc2XGAMSnurYTVYrISZtS7vGpzxdQ0qpo7WF3s/uavzabAaDSakxDO/NEJvLih1KetATxpJNy08iZXbrPOBIo1TTusaZoZeAm4pMcxGhCplFJABFAHeO+qTQwozGjgzkV5rDxYw8aSOo++ljP9aigBiEGv4+4leewoa+SLA9XuHlqvnGVoY3tsgvzG4jwa2iy8uMF7d2zqO6txedvNc7Iw6BT/WV3i9df2J1VNJq59fC07yhp5a1sF6w4H9qZJH+0BkTljhOuq7rR9+NWd6lstHt/zlhodQlSIgX1u2ocx2LSnpWOTiAw28OEu9+9vbAqAFCynG2ZlUt7QzvID3stw8IbyhnbOe3Alf/hwn6+HElBcCUDSgO5XYGWdj3X3CDAWqAB2AvdomnZK21Gl1O1KqU1KqU3V1d65uBRfunF2FgkRwfz9E8+ugny0q5KC5AjyEiOG9PWXTUknLSaUf6/wTkqQswt6XI8L/2lZsczKiePJlYe9dsem+2Z4b0qKCuHiSWm8sqmUxjb35EkHmuON7Vzz+DqON5p45qszGRUdwu8+2BvQpSNd6VfgATJnjHCjkyKYmB7tliZ7dW1mj/UAcVJKUZga5bYVkMGmPQUb9IxPi2ZPhfvL4beYLC7tRfEHZxYlkxgZzPPrRk4D3MPVLVz1zzXsPd7E29sqZBVkEFwJQHpbY+z5HT4H2AaMAiYDjyilok75Ik17XNO06ZqmTU9MTBzkUMVwhRr13LU4jzWHat1ax7271g4rG0vqOLto8KsfTkaDjutnZbLmUK1XGgJ21aHv5S7cV+ZmU9FoYsVB763GeDofui+3zc+hzWzjhdOwO3pZfRvX/GsdNc0dPHvbTBYWJPK9c8awo6yRd3d4roa/pw02VcRNZM44DVw2JY09x5uGta9C0zTqW72z6js2JZL9lc1uuaEwlI3fY1Oj2H+i2e03swJhE7pTkF7HtTMyWLa/irL6Nl8PZ9j2Hm/i6n+tpcNq58bZmVQ2mSipDfzz8hZXApAyIKPbx+k47lp1dyvwhuZQDBwBCt0zROFO18/KJDkqmL9/esAjkXpZfTt2DQo6c26H6urpGQTpFS+s9/zFcH+deM8Ym0xcuJFXvbRxrs5Lk3FvikZFMX90Ak+vOYLZesrN6BHrWK0j+GhoM/Ps12YxLSsOgEsnpzFuVBR/+mg/JovNx6McmpYOn+SHy5xxGrho0ij0OjWsniBNJitWu+bxFRCAwtQoWjqslDcMv7+TI+1pcDeKxqZGYrLYOVLj3n12gRSAAFw7MxMFvLwxsDejbzlWzzX/WkuQXsfLd8zh1nk5AB67uTsSuRKAbATylVI5nZsErwXe6XHMMeAMAKVUMjAGkJI6figkSM/dS0az4Ugdq4vd/4tS0fnmnhYTOqznSYwM5pxxKby2uczjF3/9deI1GnRcNiWNT/acoLalw6PjsNrsNJusXt+E3t1tC3I40dThs4703na4uoVrHl9Lq9nKC1+fzeSMmK7P6XSKn5w/lvKGdv67psRnYxyO5g6rL5oQypxxGkiICGZRQSJvb60Y8qqCs8y5VwKQzpti7ujH0WKyEDnIwH5sapTbXt/JYrPTbrEFRBUsp7SYUJaMSeKljaVYbIF5o2tNcQ03PrGe2HAjr945h9FJEeQmhJMUGcyaQ+4vNDBSDRiAaJpmBb4JfAzsBV7RNG23UupOpdSdnYf9GpirlNoJfAb8UNM0+VfwU9fMyCA1OoQHP3P/Kki5mwIQcHRPbWy38N4Oz14M17eaCQ3SExKk7/Xz18zIwGLTPFbH3clZjctXKyAAi/ITGZ0Uwb9XHh7xuawrDlRz6aOrMVvtvPj12YxPiz7lmLmjE1hamMQjnxd7vSeMO7SYrIO+UBoumTNOH5dNSaOyycSGIRY2qeujAIgnFCS7rxLWUFYd8pMjMOiUWwOQQOiC3psbZmdS3dzBp3vc00vGm1YdrOErT28kIzaMV++YQ3qso9WAUoq5efGsO1w34Nxptdk91pgykLjUbEDTtA80TSvQNC1P07Tfdj72mKZpj3X+f4WmaWdrmjZB07TxmqY958lBi+EJNuj5xuI8NpbUs+6weytilTe0E6RXJEUOv6zi7Nw4RidF8Nw6z3ZPHWgTZEFyJJMzYnhlU6lHL8r7qsblTTqd4rb5OeyuaHL7z4a/0DSNJ1cd4Sv/2cComFDeunte193J3vzovEJaO6w8tOygF0fpHi2+WQGROeM0sXhMIgadYvkQKxZ2rYB44aZLeLCBrPgwt/QCGUoAEmzQk5cY4d4AJEAbjS4qSCItJpTnvZBi7U4mi40fvr6DzLgwXr5jNklRISd9fk5ePDUtHRRX9b939anVR7jgoZVUNp7eTRmlE/pp6urpGSRFBvPQZ+69qKpoaCclOgSdGza9KqW4YVYm20ob2FXu/uohTg1tA5eBvHp6BgdOtLC9zHPjcFbj8tUmdKfLpqQRH27kyVUjLyOmw2rjB6/t4Nfv7eGsomRe/8bcAZtl5idHcs2MTJ5bd5QSN+dve1pLgPQIEIEpMiSIqVmxLN8/tACkzospWOBIw9pbObwAYDhpT2NTI9l73D2VuICuzu6BlIIFjqbD183MYFVxTUD1nnpy1RHKG9r51SXjiOklaJ6TmwDAmgH2gby1tQK7Brs9UBUtkEgAcpoKCdJz56I81h6uZcMR993pLq9vd0v6ldPlU9MJCdJ59E6JKxu/L5qUSmiQ3qMb55yb4X2ZggWOn40bZ2fx6d4qr1Qh85aqZhPXPb6OVzeXcc8Z+fzzhmmEu3hxfu9Z+QTpdfzp48Cq8+7YhB5YFycisCwqSGTP8Saqmwe/R877AUgUJTWttJuHvq/QmfY0lFWHsalRVDaZ3JbO6ezzExVgKyAAl05xVOb+eLf7e6N4QlWTiUc/L+bsomTm5iX0ekxGXChpMaH9bkQvrmphT+cqmLvKQgcqCUBOY9fNzCQhIpiH3ZhaUtHQzig3BiDRoUFcPGkUb28rp9nkmf4U9S7UoY8MCeL8Cam8u73CY53RnSlYvtyE7nTj7CyMBh1PrTri66G4RUObmUsfWc3e483844ap3HtWwaBW6ZIiQ7hjYR4f7KzkP6uPDHgBc6SmlZ++tZPfvLdnuEMflmaTJeDSM0RgWVTgKI+8cgilyuvazBgNOsKMve+/c7exqZHYNThYNfQLv+H01unaiD7MVRin5q5gyPdzxmClx4YxNjWKTwJkH8ifP96PxWbnx+eP7fMYpRRz8uJZd6S2z8IM7+2oQCnHtY0EIOK0FWrUc8fCXFYerGHz0fphP5/FZqeyyUS6GwMQcFwMt5ltHtsE7mrp22tmZNDSYeWDnZ65Y1Pf5vtN6E6JkcFc0BlwWQO0Ukl3W0sbqGg08fB1Uzh/QuqQnuPrC3OYnhXLL9/dw9w/fMbf/refquaTc3i3lzbwjec2s/SvX/D8+mM8seoIn+/zTddfTdN8VYZXnEaKUqOIDzcOaR9IfauZuDAjSnmnT01hiiMA2DeMNKjhpD19WQnLTQ0RO8fii31e7nBWUTKbj9Z7vMLkcO0sa+S1LWV8dV4O2Qnh/R47JzeehjZLr8GFpmm8u72CmdlxzMiOZb+bAtFAJQHIae6G2ZnEhRvdsgpyosmEXcOtKyAAE9NjmJgezfPrjrl9E7ils/StKxf9M7JjyUkI5xUP9QSp9/LdwIGcXZRMk8nqluDU12pbHKtL+ckRQ36OMKOBV++cw8u3z2Z6dhwPf17M/D98zvdf3c7b28q59vG1XPLoalYV1/CNRXms/uFSchPC+fX7e3zSV6XdYsOuBe7FiQgMOp1iYUEiKw/WDLocb12rxatFNzLjwggN0g9rBWI4aU+JkcEkRAS7bSN68zDSwfzB2UXJ2DX4zEc3aVyhaRq/em83cWFG7l46esDj5+TFA/Rajnfv8WYOVbdy0aRRjEmJ5FB1Kx3WwOwx5Q4SgJzmwowGvrYghy/2V7O9tGFYz1Ve31mCN9a9AQjADbMy2X+imU1uvhj+sgnhwHezlFJcNT2dDUfq3N5MCujsCBzktbuBA5mfn0CQXrHMjycHVznvsMVHDK86m1KKWbnx/Pvm6Sz77mKunZnBezuOc89L2yipaeMn549l7Y/O4AfnFjIqJpSfXVjE4epWnllb4oazGJxALdEpAs/CggTqWs3srhjchXVda4dL773uotMpCjo7og/VcNOeHBvR3ROABGoVLKdxo6IYFR3i12lYH+ysZGNJPd89ewxRLvybj4oJJTs+jHWHT90H8t6OCvQ6xXnjUyhMicJm1zhUFTib8N1NAhDBzXOyiQkLGvYqSEWjIwBx9woIOLruRoYY3F6St8GZ9uTiXbgrp6aj1ymPrILUt1n8Iv3KKTIkiFk58X59d8pVta1mgg06wt24upSTEM6vLhnP2h8t5fmvzWLFD5bw9YW5J13wLylMYvGYRB789CA1Xk4zaA7wixMROBbkO/aBLD8wuPeK+jYLceHDL9k+GGNTHAHAUFfTm7tSsIb2e1WUGsXBEy1uacLXZLJgNOgINvjHqvlgKaU4syiZlQerh1UYwFNMFhu/+2AvhSmRXDMjw+Wvm5MXz/ojddi6rQhqmsa7OyqYNzqB+IjgrsaY+07jNCwJQAQRwQZum5fDp3urhlXutmsFxAMBSJjRwBVT0/lwZ6Vb80XrBlmHPikqhCVjEnl9c5nb90Y0tJn9YgN6d0sLkyiuagmoUom9qWnpICEi2COrSzFhRuaNTsBo6P3t9GcXFtFusfHX/+13+2v3R1ZAhLckRAQzPi2KFQcG10uyrtVMnJff8wpTIqlvswypahd024Q+xABkbGoUZpudw9XDf09tNlkDsgJWd2cVJWOy2FlV7H99SJ1ld39+URH6QRQtmZ0bT7PJelKZ3e1ljZTWtXPhRMcexJyEcIx6nVv60gQqCUAEALfMyyYyxDCsVZDyBhPx4cY+O4oP1/WzMjHb7Ly/032d0Z3lEAeTh3zV9AyqmjuG3Hyrz7H42QoIwBljkwACPg2rpsVMfIRvvrd5iRF8ZW42L20s9Wg/m56GU61HiMFamJ/IlmP1LlcrtNrsNLZ7dw8IQGFXJaqhXfgNd9/FlxvRh3/n29EQ0b9uWg3WrJx4IkMMfLLHv8rxVjd3DFh2ty9f7gP5Mg3r3e0VBOkV54xLAcCg1zE6KWLIP4cjgQQgAoCokCC+Oi+Hj3efGPKSYHlDu0f2fzgVJEeSmxju1nzRurbB16FfWphEQoSRN9xclauhzezTLui9yYoPJy8xPOADkNrOFRBf+dYZ+cSFGfnVu3vcXkihL84LJdmELrxhYUEiVrs2YBM2p4Z2R6DirR4gTl2pL0MMAIab9pSb6Ljz7Z4AxBLwNxiMBh1LxiTx2d6qk1KWfG3DkTrazDbuWjLwxvOekiJDGJ0U0dUPxG7XeG9HBYsKkogO/TJgLEyNPK0rYUkAIrrcOi+bkCAdT68uGdLXVzS0MyracwEIwFljk1l3uLarFOJwOVdABpP6FKTXsbQwiRUHqt2WhqVpWucKiP/dzTqj83vuvKMeiGpbzMT7MLiLDg3ie+eMYUNJHe/tcN8KXn+6NqhKI0LhBVMzY4kINri8MuztJoROMWFGUqNDhtyDYbhpT0Gdd773uCEAaTFZR8Qer7OKkqltNbP1mP9UXCxvaAMcqVJDMSc3no0ldVhsdjaW1HGiqYOLJp1cAr4wJZITTR1ua0wZaCQAEV1iwoxcNiWNt7aVdzXFc5WmaY4u6B5cAQHHG5XFprF8v3vSn+paLYQb9YO+m7W0MIlmN5aobTJZsdk1v0vBAse5Wmwaq4bQaMwfaJpGbWvHsCtgDdfV0zMoSo3i9x/s9cqGy5YA7xEgAovRoGNOXjwrDlS7tMo32P137lSYEjmsAGS4aU9jU6Pc0gukeYQEIIvHJBKkV35VDau8vp3IYMNJKxaDMTcvnjazjR1lDby34zghQTrOHJt80jFdfWlO0zQsCUDESW6Zm43JYufljYOr8tTQZqHdYvNIBazupmTGEh9udNsbVf0Q057mjU7AoFN87qZA6Msu6P4XgEzLiiUqxMBnewMzDavJZMVi00jw0R4QJ71Ocf9FRVQ0mvjPGs93mHeugIQHB2aFHBF4FhYkUlbf7lKZ8qHsv3OXwtQoiquah3QjoMUNaU9jUyOpaekY8kZ4p2aTJeD3gICj4uLs3Hi3zetrDtVwxT/XYLIM/UbPcFPKZ+U69oGsPFjDBzuPc0ZhMuE9fm5O90pYEoCIkxSmRDErJ45n1x0dVD5meYPnKmB1p9cplhYm8fn+KreUMaxvMw8pBSAyJIgZ2XF8sd89F+VfdkH3v8kkSK9j0RjH93ywjcb8wZc9QHwf3M3KjWd6VizveyENq7nDGtAlOkXgWdRVjnfgGzND2X/nLrNz47HYNNYfcW2/SnfuWHUoctNG9JGyAgKOpoSHa1oprmoZ9nO9t+M4m4/WD6vSWFl9+7CuZ+LCjRSmRPKf1SXUtppPSb8CR2PKuHDjaVsJSwIQcYqvzM2mrL6dz/a6fjfCWwEIONKwmk1WNhypG/ZzOZr/DW0CXFqYxL7K5q5zH+44wDd3A11xRmESNS1mdnixipO71HR2QfflJvTulo5NYndFE5WNJo++TovJSmSAb1AVgSUzPoychHBWuBKAtAx+/527zMqJI9igG1IlQ3dc9LujEpbdrtFiHjm/42cWOdKT3LEKsqUzNXo4DYPdUVRnbl4Cje2OFbPFY5JO+bxSijHJkadtJSwJQMQpzipKJjU6hGfWut70z5Nd0HtakJ9IsEHnljequiGugAAsKXTc7XPHKoizI7s/7gEBWFSQiE7BskEEpf6iawXEyw3P+nJGoWOi/dxNq2d9aemwyv4P4XUL8xNYd7huwPSXujYzkcEGn6zQhQTpmZUb71Kg1JM70p5iw42kRIUMKwBpMVvRtKF3ZPc3qdGhTEiLHnY53pYOKwdOOC7oD1cPbTWlyWSh2WQddkq5sxzv2UXJfbYnKEyN5EBlc0BmFwyXBCDiFAa9jhtnZ7GquIbiKtci84qGdkKCdF5JIQo16lmQn8Ane04Mu6RpfevQe2/kJUaQERfK524oUevPKVjgmDCnZcUGZFf0mlbnCoh/BHcFyRGkxYR6fE9Ni8ka8CU6ReBZNCaRdouNTSX9F+iob/Vt2fFFBYkcqm6ltK5tUF/nrrSnsamRw9qI3jLMfiT+6KyiZLaWNgxrb8yOsgac1/KHh7gCUuGmjI45efHMzYvnlrnZfR5TmBJJu8XGsUH+HI4EEoCIXl07IwOjQcd/17i2ClLe4MiX9ESn6d6cVZRMeUP7sN7AO6w2WjqsQ77oV0qxZEwSq4trh7XZDRyb0HXK0Y/FXy0tTPZK6pC7OVdA/CW9TSnFGWOTWF1cM+yfm/40d0gAIrxvdm48Rr2OFQNUzatr834Twu4WFThWsAcaZ3ddaU9ueJ8emxrFoeoWOqxDew/4siGi/84Zg3VWUTKaxqDSv3vaeqwBgHGjooYcgLgroyMi2MALX5/NpIyYPo/xx0pYB0408+SqIzS2u6fdQV8kABG9io8I5qKJo3h9S5lLPTcqGto9XgGru6WFySg1vHzRBueqwzAmwSVjkmi32Ia9H6W+zUx0aBA6nXcCuKFwdkX3dOqQu9W2mIkJCyJI7z9vd0sLHT83aw8PfhOsq0ZKjwARWMKMBqZnxw5YKr2+1UycD1d88xLDSYsJHVQaVqsz7ckNgf3Y1Cisdo2DJ4aWJuTsOD+SfscLUyJJjw0d1ry+9Vg9uYnhTM2M5XB1y5CyJJz7OtO9cE1TkByJUv5VCWtTST2/fm+Px8vF+8+MLPzOV+Zm02a28dqmsgGPLW9oJ90L+z+cEiODmZIRwyd7h54vWu+GKixz8uIJNuiG3Sm8vtW3dwNdkZ8UQXqs51OH3K2mpcOnTQh7Mzs3ntAgPcs8+L1skRUQ4SOzc+PZf6KZNnPfzUvrfJyCpZRiYUEiq4trXa6o2OzGtKfhbkR351j8hTOrYN3h2iEFDpqmsfVYA1MyYslNDKfZZKV2CE3+yuvbMep1XilcEmrUkx0f7leVsBravVMgQgIQ0acJ6dFMzYzhmbUl/W6QMlls1LSYPd4FvaezilLYVd7Ula85WM5GWMPZ+B0SpGduXvywN6LXtw29Gpe3KOUogezp1CF3q20x+00FLKeQID3z8xNYtq9q2PuY+tLSYT2l7rwQ3pCXGAHQbxnUulazz28MLCpIoKXD2pW2MxB3pj3lJIQTEqQbcupN0whcAQEYnRRBq9k2pH0gpXXt1LaamZIZ09XBfCileMsa2hkVE+K1jIQxyUNvjOkJjW0Wgg26PjfOu4tLAYhS6lyl1H6lVLFS6r4+jlmslNqmlNqtlFru3mEKX7llbjYltW0s7ydPtmvDlhdXQMCRLwpDzxetb3W8gQ+3Dv2SwiRKatuGXHEDHJvQ/XUDenfeSB1yt5rWDr8LQMDxvSxvaGf/Cc9MPC0m31XBkjnj9Jab2Hnx10cOfrvZRrvF5vNV37mjE9DrFMsPuHYDyZ1pT3pdZwnWIa6AOBuNjqQ9IADZnYHDUErobi11FD6YkhnTFQQfqRn8vFxeP/wSvINRmBpJSW2rx1OeXNXQZvFKeewBAxCllB54FDgPKAKuU0oV9TgmBvgHcLGmaeOAq9w/VOEL541PJTEymP+uKenzmIoGx6Zkb+4BAcedktyEcP43xHxRZyOs2PDh/aItGePcGzH0rugNbWa/7ILekzN16IsAqoZV22L2iyaEPTl/boabvtebDqsNs83ukx4BMmeInIRwlOq7DGpX+quP3/OiQoKYmhnDigM1Lh3f3OHetKexqVHsPd40pFXQkZiCBZAT7whASmqHEIAcayDMqGdMciSjYkIxGnRDWgFxFtXxlsKUSDSNrvLBvtbQbiYm1PO/m66sgMwEijVNO6xpmhl4CbikxzHXA29omnYMQNO0wLk6Ef0yGnRcNyODL/ZX97kkWt7gKB/nzV9YpzOLkll3uNaljfI91bshBQsgIy6M0UkRw0rDqms1B8QKSEiQnhk5caw+FBgrIGarncZ2i9/0AOkuJTqE8WlRHtkH4izR6aM9IDJnnOZCgvSkxYT2efFX50eNVxcVJLKzvJGaloFTftx90T82NYr6NgsnmgafbtRssqDXKUI9nCbjbaNiQgjSK47UDL4s7ZZj9UxMj8ag16HXKbLjwwZdCctkcaR/pcWEDfr1h8pZCctf9oHUt1mI9ocVECANKO32cVnnY90VALFKqS+UUpuVUje7a4DC984elwLAyj7SsMobTOiU44LK284qSsZi04bUUKqu1dEIyx3VkZYWJrH+cB2tHX1vuuxLu9lGh9XuF5OxK+blxVNc1cKJJv8vx+u80+qPKyDgqOa25Vh91wWZuzjTMyJ8k54hc4YgNzGCw32kvzh/3n29BwRgUYFjJbKv+a27L1Ow3PN75dyIvud446C/1tmPxFul773FoNeRERdGyRAChz0VTUzJjO16LCchfNCp0cc7y8x7MwUrMy6M0CA9e/2kElajl1LCXbny6u2nu+d6oQGYBlwAnAP8TClVcMoTKXW7UmqTUmpTdfXQ01WEdxWlRpEQYeSLPlKMKhraSY4K8UmZ06mZscSFG4dUtq++zX1VWBaPScRss7O62LWl/J7jAP/tgt7TvNEJAKwNgFUQ56qdP+4BATijMAm7hss56K7qCkB8swIic4YgNyGcI9WtvaYXdb3n+UEAMm5UFPHhRpfSsNy9AlI0KgqlYGfZ4C88m0dwo9Gc+PBBp2DtKm/EateY2i0AyU2M4FhdG1YXq5xBtx4gXszo0OkUBSmRfrMC4k8pWGVARreP04GKXo75SNO0Vk3TaoAVwKSeT6Rp2uOapk3XNG16YmLiUMcsvEync5QrXHmwGlsv1bDK673bA6Q7vc5RmWnZvirMVtffZKBz47ebJsDpWXFEBBuGtA/kywDE/1OwwHHXLjo0aEjBlrfV+lkX9J4mpEWTEBHs9tLGPu6SLHOGIC8xnFazrdf0IucKiK/3gIBjfluQn8CKA9X9VnsE96c9RQQbyEuMYGd5w6C/ttlkGXEb0J2y4sM5Wts2qL0xzkpmk7s1/ctJCMdi0yird71SprOojjfbCgAUdlbC8lRVxMHwm03owEYgXymVo5QyAtcC7/Q45m1ggVLKoJQKA2YBe907VOFLiwoSqW+zsKOs4ZTPVTR6d8NWTxdMSKXZZB30Hgx3NsIyGnQsyE/gi/2DL6vqbIgYCJvQwRH0zcmNZ82hodVq9yZnF/R4P10B0ekUSwsTWX6g2uVeBK7w8QqIzBmC3K5SvKemwNS1mtEpiAr1jwvohQWJ1Laa2TNARSpPpD1NTItmR9nQU7BGopyEMNotvQevfdlyrJ6MuFASI798r8/rqsbmehpWWUM7ygcp5YWpkdS1mql2YS+SJ5ksjpRwv9gDommaFfgm8DGOCeIVTdN2K6XuVErd2XnMXuAjYAewAXhC07Rdnhu28LaF+YkoBct77LWw2zWON5h8tgICsCA/gYQII29uLR/U17m7EdaSMUkcbzSx9/jgllG77gb6QTqCq+aNjqe8oZ2jtYPfKOhNtS3+vQcEHPtAmk1WNpXUu+05v9wD4v0LFJkzBHxZivdQL7n8da2Oqn96L/VZGMiCfMfqWs/5racWD6Q9TUiPpqq5Y9B76ppNVqJGaAAylFK8zgaE3eUmDNyPpqfy+naSI72fUj4mJRKAfYO8fnC3rhuifpKChaZpH2iaVqBpWp6mab/tfOwxTdMe63bMnzVNK9I0bbymaQ94aLzCR2LDjUxKjzllH0hNSwdmm93rPUC6M+h1XDRpFJ/traKxzfVqWPVtZremACwpTEKn4MNdxwf1dQ1t3uk66k5zO/eBrD7k32lYNa0dGPU6n5SjddX8/ASC9Ipl+4ZWTro3XbnqPjpvmTNESlQIYUZ9rysg9W1mv7rhkhgZzLhRUSwfIIW2yWR1e9rTxPQYALaXNgzq65o7Rm4KVvYgS/Eeb2ynssnE1MyYkx6PDTcSExY0qEpY5Q1tPrme8ZdKWPVevB6RTujCZYvHJLK9rKGrfC04lisB0mK8XwGruyumpmO22XlvZ89U896ZLDbazO5thJUYGcy80Qm8ubV8wFzi7uq9eMfBXXITwkmJCmFNsX9vRK9pNpMQYfTrSjERwQZm58a7tR+IL1dAhABQSnVWIep9BcQf9n90t6ggkS3H6vst6e7Yd+He36mi1Cj0OsXO8sGlYY3kTeijYkIx6nUuV8Jy7v/oXgHLyVkMwVXe7gHiFBduJCky2OeVsL5MCZcARPiRRQWJaBqs6FausKsLuhdrZvdm3Kgo8pMieGOLa2lYnqo8dfnUNMrq29l01PV0mvo2MxHBBoyGwPl1VEoxd3Q8aw/XDirY8rba1g6/3f/R3dLCJA5Vtw669GRfWkxWdIoR1yNABJa+SvHWt1qG3QDW3RYVJGK1a/3eVPFE2lOoUU9+UsSg9oFomjai94DodYrM+DCXU7C2Hqsn2KDrKmvcXU5C3+Wge7J1ppT7KqNjfFo0H+w8zs/e2kVx1eA7uLtDY3vnCoi/pGAJAY6l4tiwoJPyZJ0l60b5eAVEKcXlU9PZfLSeoy4s236578K9k+A541IIM+p5c2uZy19T32oOqPQrp3l5CdS1mtnnJ6UDe+OvXdB7OnNsMgAf7650y/O1dDjujvrzyo8Y+XITwimrb8dksZ30eG2rf6VgAUzNiiUi2NDvPhBPpT1NTI9mZ3mjy0U9TBY7Nrs2YlOwALLjw1zeY7jlWAMT0qJ7vYmXmxjOiaYOl3p0VTWbsNo1nxXV+eXF47hgwihe3ljKmX9bzk1PruezvSe8epNPVkCEX9LrFAvyE08qV1jR0E5UiMEv3ggvnTIKpXBpFcT5S+buFZAwo4Fzx6Xw3o7jp0y6falvs/jdZOyKuaPjAVjjx/tAals6/LILek8ZcWFM6Lz75Q7NHshVF2KwchPD0bSTc/k1TfO7PSAAQXodUzJj2NVPKpQnNqEDTEiPoa7VTHmDa+Viv2yIODJXQMCxD6SktnXAi2+z1c7O8kam9Nj/4ZQ7iA3tXT1AfLQCkhEXxl+vnsSaHy3le2cXcOBEM7f9dxNL/vrFoPcIDVVDuwQgwk8tHpNITcuX5QrLG3zXA6Sn1OhQ5ubF8+bW8gHvJHmy8tRlU9NoNlldzulvaDMHTAne7lKjQ8lNCPfbfiCaplHTavbbHiA9nT8hle1ljZTWDb+yWEuHZcTmh4vAkZd4ahWiJpMVm13zy8areYkRHK5u6XX+8GTa08S0aACX07CafNvnxyuyE8LpsNqpHKA62N7jTZit9l73f8CX5aAPudAR3RkApvv4miYhIphvLs1n1Q+X8sj1U6hvNfOf1Ue88toNbRaMep1X0nclABGD4ixX6Oy5Ud5g8nrDnv5cNiWdY3VtbB5gD4YnO/HOzUsgOSp4EPtRLAHThLCnuaPj2XCkzq09LNylucOK2WoPiBQscPSzgcFXUetNS4dVNqALn8vpvPvcvRJWvR+XHc/tbJ5Y1XxqLwaTxY7VQ2lPhamRBOmVywGIcwUkagSvcjp/dgbaF7f1mGOu72sFJCs+DKVcWwEp8/EKSE9Beh0XThzFrNz4IfWKGQrHDdEgr6TvSgAiBiUxMpgJadFdebLl9W1+swICcO74FEKD9LwxQE8Q5wpIjAcaYel1iksmp/HF/qqu1+lPfZvZL+8GumJeXgKtZluvDSp9zdkDJCEANqEDZMaHMT4tivd3Dn8fiKdSRYQYjPBgAylRISetgNS2eu7mz3A5+0b0drfck2lPwQY9hSlRLndEd5bZHsk3Gbp6gQywp3PLsQZSo0NIje79OiQkSE9aTKhLvUDKG9qJDQsizOhf39dJ6dEcrmmlsd31NgND5a0u6CABiBgCR7nCBioa2mkyWX3aBb2niGAD54xL5r3tFf3uwahvNRMdGoTBQ82GLp2chtWu8d6O/ssCW2x2mk3WgNyEDjAnLx6lYLUfluP19y7ovTl/QirbSxsoqx9eGlazrIAIP5GXFH5SM8KuFRA/vOnibJ7Y28Wqp9OeJqQ7OqK7shG9+TRIwUqNCsFoGLgU79bS+j5XP5xyEyNc3gPiL6sf3Tl7xfS3P8ldGtrNXmsJIAGIGLTFYxKx2TVe3lgK4FcrIACXT02nyWTl8372YNR5OO2paFQUhSmRA6ZhOTfD+2M6gitiwoyMGxXll/tAapxd0APoe9uVhjXMVZAWk9Wvmy+K00duwsn7Kura/DcFKyUqhNAgfa8BiLO3jqfSniamRdNssrpU+amlw7kaE5g3rlyh0ymy4sIo6ef7Ud3cQWld+ykd0HvKTQjvc29PdxU+6gEykInpjj1C272QadDQZiFaVkCEv5qcEUNUiKErAPG3OwbzRieQFBnM6/1c/De0mT2eAnDZlDS2lTb02gm4+ziAgNyE7jQvL4GtxxpoN7tW9ctbalsdKyCBkoIFkBUfzrhRUbw/zGpYzjK8QvhabmI4zSZr1w0Bf94DotN1Nk/spW+EMwXLUyuLEzovMne4cJf7dFgBAUcaVn8rIKuKHangs3Lj+n0e596e6l729jhpmtbZhNC3Pc16ExNmJCs+jB2lnl8BaWy3eCQ1vTcSgIhBM+h1LMhP7KpO4W93DPQ6xaVT+t+D4Y1OvJdMTkMpeKuf/Sj1XeWAA/dO1tzRCZhtdjaW1Pl6KCdx7gHxxwud/pw/IZVtpQ0ul+TsyWbXaDPbJAVL+IXcrkpYjov6ujYzRoOOMKN/NsnMTey9e7unL/oLkiMJNujY4UK5VWc6WISf7VVwt5yEcI7WtfVZinf5/moSIoyMHxU94PMAHOpnH0hDm4U2s83vbqg6TUyP8cpeS9kDIvzeogJHNawgvSLRD+8wXzbFsQfj3e2978Gob/X8CkhKdAjz8hJ4c1vfZYE91ZHdm2ZkxxKkV6z2s34gNS0dRIcGBVSHeeiehjW0VRBnqoisgAh/4OzDcLjzTnZdi+Pmj782ycxNjKCsvo0O68krul9uQvfMxVmQXkfRqCgXV0AcZbZ1Ov/8HrpLdnw4ZqudisZTb8bY7RorDtawMD9xwO+DMwjubx+I84aPv91QdZqUHk1Fo6nfVZzhMllstFtsXsvICKyZWfiNRWMcAUhqdKhfvgmOTY1ibGoUr24u7fXiv85LjbAum5JGaV07m/ooC+xMRwjUTejgaL44JSOWtYf8ayN6oHRB7yk7IZyi1KGnYTkDkJGeniECQ1pMKMEGXdcKiD82IewuLzEcu8YpezG8kfY0MS2a3eWN2AZovuepfiT+JjvBkQ5VUnPqPpCd5Y3UtZq7rkX6kxoVQkiQrt906K4SvH4agDg3ontyFaTRi00IQQIQMUTJUSFMSIvuqhrij66fmcGu8ia29VjSbjfbMFnsXll16CoL3Md+lPoA34TuNHd0PDvLG2ls83yZQFfVtHSQEABd0HtzwcRUtnZWmhusFmd6RnDgBrVi5OjaV9GZ/lLX6t8BiLMUb8+L1WYvpD1NSI+h1WzjSC97ULprOU0CkJx+SvF+sb8apb7sTdYfnU6RHR/etQrXm64VED9NwRqfFoVOwXYP9gNxFsWRKljC7z1xy3T+dOVEXw+jT5dNTSfcqOfZtUdPevzLKiyev0AL7ywL/P6O3ssCN3TmQ3uj66gnLchPQNNg+cFqXw+lS21rYK6AgGMfCMAHQ1gFcVbIkT0gwl/kJn558VffZvHLHiBOOYm97xdo7uyt48kVf2e1o4GazjV3WEZ0BSyn5MgQgvsoxbv8QBUT02NcDmZzE8P7T8Gqbyc0SO+3+zHDjAbykyI9ugLyZVEcWQERfi45KoSkyBBfD6NPEcEGLp+azns7jp+0Gf3LtCfvTILOssCf7T21LLCjCaF3uo560uSMWBIigvl41/Cb6LlLbUtHwAYgOQnhjE2NGlIA0nWnVvaACD+RmxDBsbo2zFY7tS0dxPnpRR44fm+So4JP2YjebLJ4fNUhLzGC0CD9wAHIabIC4ly5ONpjBaShzcy20gYWFwy8+uHU/WewN+UNbaTFhvr1XDxxEL1ihqKhMwUrWqpgCTF8N83Jwmyzd5UMhi83fnsrDWDe6ARSokJ4fUvZKZ+ra7UE9AZ0J71Occ64ZD7fX9VvA0hvsdjs1LdZiA/QFCyACyakdDX8HAzZAyL8TW5iODa7xpGaVppMVr9eAYHO3iU1p6Zgefp3Sq9TjE+LGvAut2Ms/hvEuVN2QtgpKxcrD9Zg13Bp/4dTToLjZ7C0jyav5X7aA6S7iRkx1LWau/aruJszhVpWQIRwg4LkSGbnxvHcuqNdG/ucqyHeuvB3lgVefqD6lAoWDW3mgN6A3t2541NoM9tYccD3aVjOVa6EyMANQJxpWB8OclWpRVZAhJ9xViHa3FmMw9+bgzpL8Xa/0+yttKeJ6THsrmjCauv9Tj18WQXrdJCdEE5pXftJG/O/2F9NTFgQkzo3Zruivy734L9d0Lub5OGGhN6uyikBiBjxbp6TTXlDO1/sd6RA+aIR1pXT0rDZNd7edvJmdH+vCDMYs3PjiQ4N4qPdvk/DcjY9Swjg721uYgSFKZGDTsPqKsMrKyDCTzgv/jYddfQK8vsVkMQIGtstJ6Xuemvj98T0aDqsdg5W9b0RvclkJeo0+f3OiQ/HbLN3rQTb7RrLD1SzID8R/SD24ziLC/S2wb/NbKW+zeL3KyCFKVEY9boBU/SGqqHdQpBeea1HjwQgYsQ7qyiZ5KhgnuncjF7XZkEp7+U5AoxOimRSejSvbS476a6ao+mPf0/GrgrS6zhzbDKf7jmBpZ+7d97g7IIe74c9agbjggmpbD5aP6g0LOcekPAR3qRMBI6okCASIoK7VkA83QR2uLrulndL/XFuQve0CWmOu9w7+7jI7LDaMFvtp02KZbazElbnv8We403UtHQMav8HQHRYEPHhxl5XQJzvr+l+vgJiNOgYOyqK7S40qxyKhjYL0aHe69EjAYgY8YL0Oq6bmcnyA9WU1LRS32omJjRoUHdP3OHKaensq2xmd0UT4LiT09Bu8duqG0Nx7vgUmkxWn/cEcXZBD9RN6E4XThoFDK4aVkuHlXCj3us/30L0JzcxvKu3hr+vgOT1Uoq3yUv7LrLjw4kMNrCjvKHXz7d09SMZOfNGf7LjHQFISedG9OWdKb4LBxmAgONncMORuq6mkk7+3gOku0np0exyoVfMUDS2ezclXAIQcVq4fmYmBp3i+fVHqWsz+2Tj90WTRmHU67o2ozebrNjs2ojYhO60ID+BMKPe52lYNS2OFZBA7QPilJMQzrhRUby7YxABiMkq6VfC7+R16xnl73tA0mJDMRp0J90tbzZZvJL2pNMpxqdF95lm442GiP4kOSqY0CB91wrI8v3VjE+LInEI+/vuWJjHsbo2bn5qA03dghB/7wHS3cTOXjH9NVUcqoY2CzFezAxxKQBRSp2rlNqvlCpWSt3Xz3EzlFI2pdSV7huiEMOXFBXCOeNTeGVTGccb2n1yBy4mzMgZY5N4Z1tFZ5Um75YD9oaQID1LCpP43+5Kj9yhcVVNi5kgvSIqNPAn6YsmjWJ7aQOldb1Xb+mppcM7qSL9kTlD9OTMwQf/f8/T6xTZ8WFdvUDMVjsdXkx7mpgezd7jTXRYT60oeLqV2VZKkRUfxtHaNppMFjYfq///9u48Oury3uP4+zvZgCRkgAQISdgDsoUQ0YqigltBuKVqe4tb7XY89mq1p6t6bntPe9vbxV673Fq9HrXa9qr1UmuFotRS7W2LGyj7IggIIeyQkA2yPfePmQlDCGGAyfxmfvm8zuEk85tfZp4vmcl3nt/zfZ6Hy89i9APgqvGD+PlNFayprOHWx99q3/l71+FG0gOW1NsKRByfiB7/eSChkvAk6oCYWRrwEDAbGA/caGbjT3HeD4Al8W6kSDzcetEwahqbeWdHtWejDjdUFHOwvonXNu2PWg7YX0PpsycO5kBdU3u9txcO1h1jQHZWUq/pHqs54dWwFq6uiun82mMt5HhYnqGcIZ0ZNTA0ApKblU5mevIXX0QvxXt8aevEvK8mlwRpbnVs2F170n2R8qGeUoIFoZHg7Qfq+cfmA7S2OWaMHXjWjzVr4mB+cXMF66tquOWxN6luaGJXdSOFwV4pUbY6siCH7My0btmQMLQqZ+I+G8XyV+BCYItzbqtzrgl4FpjXyXlfAH4HnLzbmkgS+NCI/owZFLoK59WH/svHFpCfk8nvVlRS3b7mdnJfDTxTM8YOJDM9wEtrz3wTvXhJ5V3QOyrp34fykiCLVsX2/1l3tJlcb6+OKmfISSIjIMk+/yNiZEE2Ow420Nza1v6hP1GjDuUlQYBOJxvX9sB9fobnZ7PjUANLN+4jt1c6U8L/P2frmgmDeeSW89m0p5abH3uTTXtqU2L+B0T2isnrnhGQxuQrwSoCdkbdrgwfa2dmRcB1wCPxa5pIfJkZt04bDniXBDPSAswrL2Lpxr3tK6z4aQ4IhJL0ZaX5LFm7p9t2bD2d0C7oqT3/I9rcskLW7z4SU91vEpRgKWfISYr79SYjzVKoA5JDS5tj56GGhM+7KMzrRUFuFis764CE29K3J42ADMimpc2xaHUV00fnk5527iNoV44bxH9/8nw276tj455aioJ94tDSxJhcEmRD1ZFT7up+No61tNLQ1JpcJVhAZ2NSHT9V/AT4unOuyy2Qzex2M1tuZsv37/d+szLpea6bUsTwAX2YOCTPszbcUFFMc6vjN2+ElgX20ypYEbMmFlJVc5Q1u7pnvfLTOVDXlNJ7gHQ0t2wIZrAohsnoSTAJXTlDTpKeFmBUQQ6D+6bGhYHojeuOJLjsycwoLwmeogMSaUvPGQEZNiDUOTja3MaMM9j9/HRmjh3IY5+cSlZ6gNJBOaf/gSRRVpxHU2sbm/acXKJ3tiLzYfISeEE0lldwJVASdbsY6FiMPBV4NlxvnQ9ca2YtzrkXok9yzj0KPAowdepU72aoSo+Vk5XOa1+d6Wkbxg/py7jCvmzYfYSA+fNK1lXjBpIeMF5au4eyM9itNh6ccxyoO5bSu6B3NDivFxcM68/CVVXcfWVpl+fWej8CopwhnfrFzRX0ykjMJmfnqn0p3gN1DAsvBZvID/3lJUFeWb/3pLr89knoPagDMiL/+ApqZ7P8blcuG1PAG/ddSd8Elh6dq8gO8Ksqq5lUHJ+LqTWRkvAkK8F6Gyg1sxFmlgnMB16MPsE5N8I5N9w5NxxYAPxLx0QiIsfdUBGqSAn2ySSQAhPfzlSwTybTRg3gZQ/KsOqbWjnW0pb0S32eqbmTC9m8r67Lq17OOeqOJWbH5i4oZ0inRhbkMCRFau2jN66r86DsqX0eSIda/9qjzfTKCJARhzKkVFGQm0V2ZhrnDc6lMC/+r59+2ZkpMQE9orhfb/r1yYjrRPTq8AhIIkvCT/sKds61AHcRWqlkA/Ccc26dmd1hZnd0dwNF/OijU4pID1hC6y0T7cMTBrPtQD3v7Y3/euVdOVjnj13QO5o9sZCAwaIuVsNqaGrFOW+X6FTOEL8YWZDN1v31xyehJ7BjX1achxms3FF9wvHaBG2ImEzMjM9eOpLPzxjldVOSgplRVhw85V4xZ+NwfWRbgMS9tmJ6NznnFgOLOxzrdPKgc+5T594sEX/Lz8liXnkRrW3xm0SWbK6ZMIhv/GEtL6/dw9jBuQl73gM+2QW9o4LcLKaNGsDCVVV86eoxnS4xHFku1OvyDOUM8YOR+Tks3bjXk83/cntlMLogh1UdrnLXej/C6YkvXT3G6yYklcnFefz81f00NLXQJ/PcXw+REZC8JCvBEpFu8KOPl/GT+VO8bka3GZjbi6nD+vHHNVW0JXBTwoM+2QW9M3PLhrD9YAPrqo50en9P26RMpDuNLMjmQF1onwgvyp4mhyeiR5ex9sQREDlZ+dAgbQ5eXBnb/lCn0z4HJMlWwRKRbuCHTfJOZ/4FQ3lvbx2P/31bwp7TryMgALMmDCY9YKfclLCuB+4RINJdRhaEJqKvqqzx5EN/eUmQQ/VN7DzU2H6s9mgzffX+7vEuLS1g2sgBfPMP61i+/dA5P151YxNpAUvoxSt1QESk21xfUcSHJwzih0s2sqYbNk7qzPE5IP7rgPTLzmR6aT6LVu3udHJ/XfsIiK6QipyryFK87+2t9aRTH5mIvjKqDKv2qOer3EkSyEgL8PAtFRT1683tv17BzkMN5/R41Q2hTQgTeWFUHRAR6TZmxvevL2NAdhZ3P/su9eEr9N3pYH0Tub3SyUpPjeU+z9TcsiHsqm7k3U72CKg7ltgdm0X8bGj/PqQHjNY258kIyNjBuWSlB06YiF57tFkjnAKEVpt8/LaptLY5PvPk2+371ZyN6sbmhC+Kow6IiHSrftmZ/PgT5Ww/WM+3Fq7r9uc7UHeMfJ+tgBXtmgmDyEwLsHDVyWVYXkyWFfGrjLQAQ/uHNsHL9aBTn5EWYFJRHit3Hm4/Vqc5IBJlZEEOD99cwbYD9Xzh6XdpaT27hW067jeTCOqAiEi3mzZqAHfOGM1zyytPuYzs4fomnn1rB1v2nduyvQfrmny3B0i0vr0yuHrCIBasqDzpilf7KlgaARGJi0gZlled+vKSIGurjtDc2kZrm6O+qVUXGOQEF4/O59vzJvLX9/bznT9uOKvHiJRgJZI6ICKSEPdcVUp5SZD7nl9zQr3q3iNH+c6i9Vzyg79w7/NruObHf+VrC1axq7qxi0c7tYP1x3w5/yPa5y8fRe3RFn79+gcnHI/MAclWB0QkLiIT0b360D+5JEhTSxsbd9e2v781AiId3fShoXx2+gieXLadX7/xwel/oIPqhmbyVIIlIn6UkRbgZ/On4Bx88bcr2bq/jvt/v4ZLf/Aqv1y2nQ9PGMyCO6bxqYtH8MK7Vcx84DW+vXB9+6TyWLS2OfYe8XcJFsDEojxmjC3gib9vo7Gptf143bEWstIDZKbrT7tIPIzMj4yAePOhv30i+s7D7SOeGgGRztx/7ThmjC3g3xetp6bxzOaD1DQ2E+ytEiwR8amhA/rw3esmsuKDw1zxn39lwfJKPj61mFe/PIMff6KcqcP7881/Gs+rX53BR6cM4cll27jsh6/ys6WbY9pL5Fevb6emsZmLR+UnIBpv3TlzNAfrm3jmrR3tx3rqJmUi3cXrEZDifr0ZkJ3Jyp01x+d4aYRTOpEWMO6+spSmljb+vH5vzD/X3NpG3bGWhE9C16tYRBJqXnkR2w800NDUwmemj2BQ314nnVMU7M0PPzaZ2y8byQNLNvHgK++RkRbg8zNGnfJxd1U38sCSTVw+poBrJw3uzhCSwgXD+3PhiP48+n9bufmioWSlp1GnJTpF4mr0wBzSA0ZBrjejqmZGeUmQlTsPU3u0GFAJlpzalJIgRcHeLFpdxQ3nF8f0M5HRkn4qwRIRv7vnqlLuu3Zcp52PaKMH5vLILeczZ1IhP/rTJlZ80PmGS845vvHCWpyD73x0Yo/Y5BHgrpmj2XPkKM+/swsIlWDlaAREJG76Z2ey6O7p3FAR24e57lBeEuT9/fVU1YTmxWmUU07FzJhbVsjfNh+guqEppp+JnJenVbBERI4zM753wySKgr35wtPvdvpHddHq3fxl4z6+fM0YSsLLZvYEl5bmU1acx8OvvU9La5tGQES6wXmD+9Irw7t9hSaH54H8Y8tBQB0Q6dqcskJa2hx/WhdbGVZ1Q2gERKtgiYh00LdXBj+/aQr7647xlf9dfcIu4NUNTXxr4TomFeXxqYuHe9dID5gZd84czY5DDfxxzW5qj7VoF3QRn4l0QP6++QCgEizp2qSiPIb278PCUyx531F7B0QlWCIiJysrDnLf7HH8ecNenvjH9vbj31u8kcMNzXz/hkmkp/W8P2lXjxvEmEE5PPTqFo40apdkEb/J653ByIJs9hw5CmgERLoWKcNa9v7BmFaRrG6MjICoBEtEpFOfvmQ4V48fxPdf2sCqndW8/v5Bfrt8J5+7dAQThuR53TxPBAKhUZD39taxq7pRJVgiPlReHAQgI83I0jLbchpzygppbXMsiaEMK1LWHMzWCIiISKfMjAc+VsbA3F7c9cw73P/7NQzt34cvXjnG66Z5as6kQoYNCM190SR0Ef8pHxoEQuVXPWWRDTl74wv7MjI/m0UxlGHVNDaTFrCEL++sDoiIpJRgn0z+66Yp7K4+yrYD9fzHdZPonendBNFkkJ4W4I7LQ0sUawRExH8iGxKq/EpiYWbMKSvkja0H2V/bdRnW4YYm8nonvmOrDoiIpJyKof148BPl/OuccUwv9f+mg7G4vqKI6yuKuKy0wOumiEicnTe4L5npAXVAJGZzy4bQ5uDltbu7PK+6oTnhK2CBNiIUkRT1kclDvG5CUslKT+PBfy73uhki0g0y0wNMHdaPbI1wSozGDs6ldGAOC1fv5tZpw095Xk1jM3kJXgEL1AERERERSXoP33w+aPqHnIE5ZYX8dOlm9h45esqNf6sbmsnPSewKWKASLBEREZGkl9cngzwPSmUkdc0tG4JzsHjNqcuwqhub6JfgXdBBHRAREREREd8ZPTCH8wbnsmh1Fx2QBm9KsGLqgJjZLDPbZGZbzOzeTu6/2cxWh/8tM7PJ8W+qiIikAuUMEZHkMLeskBUfHKaquvGk+1pa26g92pLwTQghhg6ImaUBDwGzgfHAjWY2vsNp24DLnXNlwL8Dj8a7oSIikvyUM0REksecstCCLZ2VYdVEdkFP0hGQC4Etzrmtzrkm4FlgXvQJzrllzrnD4ZtvAMXxbaaIiKQI5QwRkSQxIj+bSUV5LFhRiXPuhPuqk7wDUgTsjLpdGT52Kp8FXursDjO73cyWm9ny/fv3x95KERFJFcoZIiJJ5JaLhrJxTy1vbTt0wvHqhlAHxIvFDWLpgHS26Jvr5BhmNpNQMvl6Z/c75x51zk11zk0tKNBmWSIiPqScISKSRD4yuYi83hk89fr2E47XNDYBJO0qWJVASdTtYqCq40lmVgY8Bsxzzh2MT/NERCTFKGeIiCSR3plpzL+ghCXr9p4wGT0yApKsJVhvA6VmNsLMMoH5wIvRJ5jZUOB54Fbn3Hvxb6aIiKQI5QwRkSRzy0XDaHOOp9/c0X7scKQDkoyrYDnnWoC7gCXABuA559w6M7vDzO4In/ZNYADwCzNbaWbLu63FIiKStJQzRESST0n/Plx53iCeeWsHR5tbAahpaMIMcnulJ7w9MT2jc24xsLjDsUeivv8c8Ln4Nk1ERFKRcoaISPK57eJh/HnDXhav2c31FcVUNzaT1zuDQKCzqXvdSzuhi4iIiIj43PTR+YwqyOapZduB0ByQoAcrYIE6ICIiIiIivmdm3HbxcFZV1rByZzXVjc0EPVgBC9QBERERERHpEa6vKCYnK52nlm2nuqHJkxWwQB0QEREREZEeIScrnY+dX8yi1VXsPNSgEiwREREREelet04bRnOr43CDSrBERERERKSbjSrI4dLSfADyNAIiIiIiIiLd7bZpwwHopzkgIiIiIiLS3a44byDfnDuea8sKPXn+xG99KCIiIiIingkEjM9MH+Hd83v2zCIiIiIi0uOoAyIiIiIiIgmjDoiIiIiIiCSMOiAiIiIiIpIw6oCIiIiIiEjCqAMiIiIiIiIJow6IiIiIiIgkjDogIiIiIiKSMOqAiIiIiIhIwqgDIiIiIiIiCaMOiIiIiIiIJIw6ICIiIiIikjAxdUDMbJaZbTKzLWZ2byf3m5n9LHz/ajOriH9TRUQkFShniIhIV07bATGzNOAhYDYwHrjRzMZ3OG02UBr+dzvwcJzbKSIiKUA5Q0RETieWEZALgS3Oua3OuSbgWWBeh3PmAb9yIW8AQTMrjHNbRUQk+SlniIhIl2LpgBQBO6NuV4aPnek5IiLif8oZIiLSpfQYzrFOjrmzOAczu53QcDtAnZltiuH5u5IPHDjHx0h2itEfFKN/9IQ4O4txWIw/q5zhLcXoD4rRP3pCnGecM2LpgFQCJVG3i4GqszgH59yjwKMxPGdMzGy5c25qvB4vGSlGf1CM/tET4jzHGJUzPKQY/UEx+kdPiPNsYoylBOttoNTMRphZJjAfeLHDOS8CnwyvbHIRUOOc230mDREREV9QzhARkS6ddgTEOddiZncBS4A04Ann3DozuyN8/yPAYuBaYAvQAHy6+5osIiLJSjlDREROJ5YSLJxziwkljOhjj0R974A749u0mMRtaD6JKUZ/UIz+0RPiPKcYlTM8pRj9QTH6R0+I84xjtFAeEBERERER6X4x7YQuIiIiIiISDynZATGzWWa2ycy2mNm9XrcnXszsCTPbZ2Zro471N7NXzGxz+Gs/L9t4rsysxMxeNbMNZrbOzO4JH/dNnGbWy8zeMrNV4Ri/FT7umxgjzCzNzN41s0Xh276K0cy2m9kaM1t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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig,axes = get_grid(len(hc), figsize=(11,5))\n", "for ax,h in zip(axes.flatten(), hc):\n", " ax.plot(get_min(h))\n", " ax.set_ylim(0,1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## ActivationStats" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#|export\n", "class ActivationStats(HooksCallback):\n", " def __init__(self, mod_filter=fc.noop): super().__init__(append_stats, mod_filter)\n", "\n", " def color_dim(self, figsize=(11,5)):\n", " fig,axes = get_grid(len(self), figsize=figsize)\n", " for ax,h in zip(axes.flat, self):\n", " show_image(get_hist(h), ax, origin='lower')\n", "\n", " def dead_chart(self, figsize=(11,5)):\n", " fig,axes = get_grid(len(self), figsize=figsize)\n", " for ax,h in zip(axes.flatten(), self):\n", " ax.plot(get_min(h))\n", " ax.set_ylim(0,1)\n", "\n", " def plot_stats(self, figsize=(10,4)):\n", " fig,axs = plt.subplots(1,2, figsize=figsize)\n", " for h in self:\n", " for i in 0,1: axs[i].plot(h.stats[i])\n", " axs[0].set_title('Means')\n", " axs[1].set_title('Stdevs')\n", " plt.legend(fc.L.range(self))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "astats = ActivationStats(fc.risinstance(nn.Conv2d))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
accuracylossepochtrain
0.2082.1990train
0.2891.6950eval
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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "set_seed(1)\n", "model = nn.Sequential(*cnn_layers())\n", "fit(model, xtra_cbs=[astats]);" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "astats.color_dim()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "astats.plot_stats()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Export -" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import nbdev; nbdev.nbdev_export()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "jupytext": { "split_at_heading": true }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" } }, "nbformat": 4, "nbformat_minor": 4 }