{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Counterfactual explanation for question answering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An example of counterfactual explanation on question answering. The method implemented in the library is based on the Polyjuice model developed by Wu et al. Please cite the work: https://github.com/tongshuangwu/polyjuice if using this explainer." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# This default renderer is used for sphinx docs only. Please delete this cell in IPython.\n", "import plotly.io as pio\n", "pio.renderers.default = \"png\"" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import unittest\n", "from transformers import pipeline\n", "from omnixai.data.text import Text\n", "from omnixai.explainers.nlp.counterfactual.polyjuice import Polyjuice" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Load the pretrained model for question answering\n", "model_name = \"deepset/roberta-base-squad2\"\n", "model = pipeline('question-answering', model=model_name, tokenizer=model_name)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Build the prediction function, e.g., the context and question are seperated by \"[SEP]\".\n", "def _predict(x: Text):\n", " x = x.split(sep=\"[SEP]\")\n", " inputs = [{\"context\": y[0], \"question\": y[1]} for y in x]\n", " outputs = model(inputs)\n", " if isinstance(outputs, dict):\n", " outputs = [outputs]\n", " return [output[\"answer\"] for output in outputs]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Initialize the counterfactual explainer based on Polyjuice\n", "explainer = Polyjuice(predict_function=_predict, mode=\"qa\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO:polyjuice.polyjuice_wrapper:Setup Polyjuice.\n", "INFO:polyjuice.polyjuice_wrapper:Setup SpaCy processor.\n", "INFO:polyjuice.polyjuice_wrapper:Setup perplexity scorer.\n", "Asking to truncate to max_length but no maximum length is provided and the model has no predefined maximum length. Default to no truncation.\n" ] }, { "data": { "image/png": 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7b4wJ3tBv3zA8ijs7+/buwb59eyPdjTF0X1uyxAv37gVj6tQZhi5a7+XFxPyi90pKAUIgmgT0KngvXDiPwXY2HNGliwZT4yYWWL9+HbZu3aH8rVv3nmjSxIL/Xrduffj6rsD79+9hVrQoPD29kCFDBrx58wYDB/bDndu38P37D/To2Qt2dkOwYf06jB49AunSpUP69BmwcOFi5C9QQImDHDgJLd+VPvj06RNatmqD6dNn4vz5cxgzeiTevHmNxEmSYMaMWahXrz4/V6Z0CfTt2x+HDh/Ey5cvULFCJcx0mB0OMb331auXCLobhJCPIUiSODFcXOfC1NSU7yWHPXXqZHz58hnVqteAg8McJE+eHIo6+fv74sf377wtNn26A9KkSYNz587CzdWF2/P06RMWIKPHjEPduvWUvBRpHx8/fuTo+NlzZ5AqZSpeNFSNIB3k4sULGDrUDl8+f0HJUqW4zBYtW/MCQVtdFA0ODQ1FkcIFcPXaTY76nDxxHM2bN8WVKzeQNVs23Lx5A32se7GdFVGfiOyybftW5kkpBXfu3IFJRhO4uc7jOqlexMDVxRlZs2ZFcHAQXrx4gclTpmHr1s383KePHzFt+kxl6gtFkilCef/+faRNmxYTJ01R8nr58iVsbQfi9q1AZM+RExUrVsLHkBDlJKrJRpocv6b+FBLyAWNGj8LJk8e5P3Xt2h2DBtliy5bN8PNbiVWr1iqb2MmqA9q1a887H66uzlizehV+/vqJ3r2sYd2nn9LO/QcM4kXDx48hOHnqHEaMGIbjx48h9FsoihcvgRUr/bi/UB/bvHkbP6eNBbWpoXkj7N2zGx8/fULqVKnguXAxTExMwvDv1rUTevayRq1ataPpVuQxbQT0IXh//PgRrn8sWbo8yuN24oRx8PJayLtl6dOnx6bN26Do24cPH+J+Om3qDLRs1Rp5TXNh2rQZcHNzxrdvoWhq2Yx9q/pFfvLhgwe4GXiT/zePqSnc3ecr/WTQ3bsYPMQWz54+Qa5cueE+dz77/149u+Pdu7fIkSMn+vTph1GjRujkg7T5xYjKovcrfE6OHDkQFHQX5Df69R+ADh2swjRn27atmDZ1MjP577/s8Fq8DKNG2kN1rJ49FwA/P1/Mn+eOr1+/IHPmLFi4aAny5MmjLEdX3xZRfel9uvrjyPyBer1V/d769WuxbNlSrFu3ERfOn8P4CWN5PqJdIJqvjC3yLl5HCERGQK+Cl9IMChXMh3PnA5AyZUqUK1cKAQFXUa5sKRw9dpIFXuFC9PdLLGppsH399g2+vquQOnVq2NkORJ48phhmP4K3js6cOc1bbSSAqlapgFOnzyNTpkzo368PC+mIclJp0C5dshh+/mtYRJJwpsjFs2dP8fnzF+TLl4+jCCQsqE50kWgbOWoMbGzsOFWCIh6TJ09FlarVwvAkR+7jvQwHDx1FunTpsXnTRixe4sVi/vHjR7Bo0gjbtu9kh20zaAAKFS7Mke1169ZgxQof3oYmATl27Gj8/PGDI+HkeC2amGPfvkMoUbIki7gmTRrixIkzPAGpOqQRw4exwBs/YRJu3QpEm9YtceLkGeaquL5//45KFcvB2cUNtWvXQUDARTQyr49FXkuZl7a6qDa2VctmGDLUHjVq1MTUKZNw4OB+WPfuC6tOnUFpAoGBgZg5c5ZS8NKz6nYhXgs9F2D7jj3Imzcv/P39sHbNKt4aVBe8xIC4Fi1ajEVjr57dWNSRoKc0GJqYd+/Zz/apUb0KJk2awmLu7p07aNmyGXbu2vO/ibIXTE3zYsyYcXj16hWaNG7AiyrK4dVmI02CV1N/GjLEFhnSZ8CEiZPx6dNHtG/XBn369oe5eSOUKlkUp89c4D5OE2X5cqVxMeAqC89ly5Zg1ep1+PHjOxo3asiRVYrWUvnUV2mipD66e/dOFsZLlnozKuoXiglUIXgjY0HvTJo0Gbx9ViJJkiSYMGEs0qVNB/vhI5X4qRxnJ0ds274LSZMmjcx/yN+jQUAfgldT/4jOuC1ZoiiPPUWElxbLyZOnwNSp03m8hYZ+Q9q06ZArZzb06mXNC0zaJTBvWA+Ojs68U6B60bhftMgTu3fvQ86cuXjc0yKQ/CT59dq1qvO4IQHl57sSW7Zs4jGxcoUPrl69olyc6toWTX6RfK2mssjvNmncEDt37UW5cuVZ8FarWhFXrt7kIIXqRTuVT5485kU4XepjlX67du0q+x8a81MmT2Q+5HMU/l0X36aNjS4saDGizTdGVG+F3yP/QBxpwZMxY0bUq1cL8+Z5cCriu3fvWPTSfCSXEIhLBPQqeAmElVV7dOnSlR3mCp/lWLZ8BYs/iqaa5s2LYcMGY//+w0rH0b59R7Rq3Yb/vXHDeuzduwcLPBaGY0qCaObM2Rwd1CZ4u3S2QoeOVrCwaKrRLiQKSZgH33uoFLwBl66xmKaLooelS5dBp85dwjnyZ0+fKqO/FP0rVDAvaIW/epU/Hj56gGnT/kQ8KDLn4DCDnXznTh1ZKFJUm663b9+yCLobdJ8d4tAhdsqoOP2dIm7t2nfkNqgKsQL58ygXC3QfRV3t7UewKFVcHN0dYscTmOJq2rQxR0xI8Gqri2pjnRxnczSYxBFNGoMHD+WJaekyH/Tt0xuWzZqjaVPLSAXvg/v34eTsyq9+/vw5Gjaoi0uXr4Xhqs7g3r17sLAwx7VrgXwfTR5lShdH4K0gUA6rnd2gMO0bPXokTPOYom+//jDNkwOXLl9XOueZM6fj/bt3PPnQxKXJRpoEr6b+lC9vblwMuKIshyJBJFB9VvjyAReK8HfsaMULjP379sHDcxG6dumEjlZWaNz4Tz+YPduBBcCoUWPYzk2bNkOXrt34bzduXEfXLlZwcnZTpozQ76oR3shYcE59py5o3rwFv3PTxg3Ys2e3cnxRtJsizitW+oeL+mocPPKHKBPQh+DV1D+iM27VBS/17QsXL7N4U70oMHD+/CXe5aHLftgQToOJyE+qjntVP/nw4UPY2g7AwYN//BNFqvPkzo579x+zD1UVvLq2RZNfzJDBRGNZlL9Ou5HHjp9SNpHOm1BqBy3OVa+IBK/qWFXvEIcOHcRir0VY6esfzr9r821XrlzRWF93N5dI/XHuXLm1+kZ1H0P1pt8oeu/u5oqVvqt4sU0X+XgSvuT/I0t1ifKAkAeEgIEI6F3wLpg/Dy9e/DnJmy9ffnTt1p0joRRVLVasOG/bq66UbWwHo3r1Gnw/RfZoG9vLaynIMbi4OOLpkye8uqR0ibXrNrIQ1SZ4G9Svw5HTsmXLhUF67NhRLPZaiC9fvvDvp0+fYidLFznyh4+ecTl0jRo5HEXMzNC9e88w76DIBaVJUPRQcVWqVA4rV/rDd+UKrF7tD3KydNFWoEkGE45K0mp5zhznMHWiaMnNwLssbCZNHM8RNsVFEZaSJUtx+QohRu3Oa5oT+fP/f/oGbeXNmDkLlpbNlM/u2b0LSymKqLKl3rNHV2VKg7a6UJRdcZ06eQLOzo4cgezRvSvXjyL1JPIqlC+D/QcOs0NUPcgSUYT369evGDlyNL/29evXqFmjCq5dvxWGK4m4KVMmYcuW7fz7gwcPuN0nT53lf9M7ihUtzAsEimzRtptq+yh3/M3r1+yci5oVxIOHT5XvX7x4Ee7cvs2ClzhrspEmwRtRf6KUg6JmhcKUQykz1G/27juI/fv3gcr191/DIpcWgA0amoPeRQwUESQ6pGPRtCnnBlL5qmNB0Uednebg2bNnyrQNVcGrjcWkyVPDvVN1fNH7O3RoCycnF45MyaU/AvoQvJr6R3TGrargJf9mVqRAmL6tIBMVP0m+aezY8eH85L3gYNCZAkoPUFyUxnDo8HHeAVEVvLq0hcaSJr+YInlyjWXRwU1Vn0N1oejo0mXeKFiwUJjOEJHgVR+rK3y8sX37VhalFNDIlDkz7+hFxbdR+zWxCQ66G6k/Pnv2tEbfGJE/oEaS36E0MkpRIZ+uCPpQP1gwfy6najRsaM67iqo7ifobLfJmIRBzBPQueCnqRLk/tGXvudCLt7QoP4vSBChHt2MHK9Rv0JBbpC4yVCdkEgcUsWvTph3fW79ebTg6ubDgHdC/Lxo1bhJhSgNFmDt37qqMptKz5IAqVSyLHTv3oECBgiBnXLxY4TCCV/VzO9oEL+V7ubnN4zpRpLhggbwIuHQVq/z9WOjTVp361bFjO3Tp0i1MhJfEY1DwA3aI/ftZc5RYcbVr2wqU5xxRhJeil6rCVL0sivBShHrf/kPKP7VsYYkePXszL211UX0X5fGWKVOCI8ivXr7kAygU7WxqaQmPBfNx6PAxvl1V8KrbRf3QmjbBq5qXqk3wRhTBVo3wUrTo2vVApEmTluvnOGcWpzaQ4PX0WKDRRpoEb0T9iSY1ymckuyuiYKoRXopalS1TEnv27kfDBvVw/sIlThcgft2694gwF07b4ZFLAQHo2LEtfw3j7t07yhzeyFhoG1/Ehk7nK3LFY87FyJvUCehL8CrKUe0f5BuiOm5LlSyGAwePKCN5pnly8i6M+ha2+lcatPlJOuTl4uLOVaRdDPKTNA4op9fefggHAtQvChpcuXJZmdKgqw+iCG9EfvHK5csay1LPhae6REXwqn5Ok4TqrFkzsWHjZk51o6DDcu9lSsGrq2/TVl9dWETVHyjmYPpKC+X+Xjh/nneoVC9alI8cac/pWySa5RICcYmA3gUvOTfarqcDSorUBQJkadkEwUFBOHX6rFKMaJuQ6SAZHcKgSC2t9Nu0aclRRhK8lAP7b8aMGDpseDj2tCKlw2F+fqs474wiyqGh39HIvB6nA9CEMHeuG5wc5+De/UfhRBv9oM2R06p3954DfACDotk7d+3gtIVHjx6imaUF/PxXo0gRM45K0hY+5V2uXbsaPj7eHPGj8seNGwM6xTzH0ZkFLy0GyNHQVjdFCjt2aMsCOKIc3uQpkmPChMksoIKDg0GHLuiTYIqLHCPl8M6f78H5r+REGzWqDw9PLxa82uqiDpPyxt6+e8sTF3H39l7G+dF/Dt39Sd1QnQTV7aIPwUv9i7YeaWFBKSKKHN4dO3fz4qp37x4wK2LGeeCUE9vUohGnBJDg1WYjTYIzov5E0anBg204R3zy5GnKHF5r675o0bIVc6F8uHfv3yFtmrTKlA7a6aDo+/LlKziFgOpH7aGoinr5lG+cMmUqjqLTAq1WzarYs/cgR2MUE2hkLLSNLxLt1M+HDrVXblHHJUcWl+qqD8GrqX/Q9nNUx22d2jU4TYvOS9BFKTkZ/82IiROncP+kHM7MmTOHGeuR+UlPj/nYtXs/+z/KzV29ZhX7ScoJrle3FvtuxSFaWsRRIGLHju1YusQL69ZvUppXl7bQWIvIL1JeqqayYlLwko+gnUmK6JLfH9C/D76FhkZZ8GpjQ0AiYxFVf6AQvCTeyfbNLJugU+eusLLqBEqvKFGiBNvBa5EngoKD+cyGXEIgLhHQu+AlGLSNmztPbmU+K/1GuYK7du7Art37lLy0Tch06n/atCm8jVKhQkWQkOvV25qFF61Gu3XtzM6TTs0qBia9mAY9rbbXriHn8wWt27TlLWM69LRx4wZkypyJo60+3suVeaBRiVxQhIKivCQ2c+bKhblzFyhPH9Op5kmTxuPF8+dIliw5hg8fybm7dLk4O8LbezmSJEnMXxugVASKQpLjpVPAJNbOnD2Nf5L8w18k0PSVBtqWp/QQOkiSL38BrF69LlzEl95JUV7aejczK8aLj3r1Gigj4prqot6RaTudPslz9Vogp3vQJFu6VHF4+/gqo9Wq7NTtcuDAvjD/4YmYiPBSHamcwYNtQXmCJBxpu01xgpgWGXT4kQ7V0cloOkRGvyn+wxOabKRJ8GrqT8R2xHB7/m5oylQpeVeBDj0q0mJokUaLPDoEovofVqEo89KlXpwaY2KSEfPme3CfVi+fDmza2Q7iw2108Kx//4Gc3xvRVxo0sdA2vtZsESYAACAASURBVGg8Va5Unhda9AUIufRHQB+CV1P/oFZEddxu3boF48aO5rFEOze0I0ZfCDl54s/XdugwFC3kouInaRwcOniAU9Ny5MwZxk+S76QvHVy7dg2/f/+ChYUlZs9xYl/Ryao9goKCeCHWuUtXndpCC0JNflFTWTEpeKl8Shsj4Z4lS1Y+L7F23ZooC15iram+utpVm2+MyMep/kbcSfTSTuic2Q78yckUKVPw+Qj3uQvYn8olBOISAYMI3rgEJCp1pYhldL4vqa0MheAlYSSXEBAC8Y+APgRv/KMkLRICQkAIxCwBEbx/wVMf/yGFiCINf1FFeVQICAEjIyCC18gMItURAkIgQRAQwfsXZhbB+xfw5FEhkEAJiOBNoIaXZgsBIRCrBETwxip+KVwICIGERkAEb0KzuLRXCAgBYyAggtcYrCB1EAJCIMEQEMGbYEwtDRUCQsCICIjgNSJjSFWEgBCI/wRE8MZ/G0sLhYAQMD4CIniNzyZSIyEgBOIxARG88di40jQhIASMloAIXqM1jVRMCAiB+EhABG98tKq0SQgIAWMnIILX2C0k9RMCQiBeERDBG6/MKY0RAkIgjhAQwRtHDCXVFAJCIH4QEMEbP+worRACQiBuERDBG7fsJbUVAkIgjhMQwRvHDSjVFwJCIE4SEMEbJ80mlRYCQiCuEhDBG1ctJ/UWAkIgLhMQwRuXrSd1FwJCIM4REMEb50wmFRYCQiAeEEj09t373/GgHdIEISAEhECcIJA4USKu56/f4nrjhMGkkkJACMQLAol+/xavGy8sKY0QAkJACAgBISAEhIAQiJBAotDvPyXMIJ1DCAgBIWAgAkn/Scwlff/xy0AlSjFCQAgIASGQ6GvoDxG80g+EgBAQAgYikDxpEi7p2/efBipRihECQkAICAERvNIHhIAQEAIGJCCC14CwpSghIASEwP8IiOCVriAEhIAQMCABEbwGhC1FCQEhIARE8EofEAJCQAgYnoAIXsMzlxKFgBAQAhLhlT4gBISAEDAgARG8BoQtRQkBISAEJMIrfUAICAEhYHgCIngNz1xKFAJCQAhIhFf6gBAQAkLAgARE8BoQthQlBISAEJAIr/QBISAEhIDhCYjgNTxzKVEICAEhIBFe6QNCQAgIAQMSEMFrQNhSlBAQAkJAIrzSB4SAEBAChicggtfwzKVEISAEhIBEeKUPCAEhIAQMSEAErwFhS1FCQAgIAYnwGmcf8Fq0ENeuXYOrm7tBKzhn9ix8+/YN48ZPMGi50SlMV0aWTZtg+PCRqFmrVnSKkWeEgF4IiODVC9ZwL82TKwfOX7yETJkyaSzw9OlTGD92LPbs269TpaJ6v04vlZtilEDgzZvo2KE9LgRcitH3RvdlR48ewaCBAxAaGop16zegWLHi0X2VPPeXBPQS4S1buhRW+PqGMeyWzZuxYoU31q7b8JdVjt+P6yrmokPBqmN7DLKxRdWq1XArMBA/f/6EWdGi/Kr4LHipnePGjkFwcBDSpU8PB4fZaNGyZXQQyjNC4K8JJDTBu3fPHlSrXh2pUqX6a3ZReYGxCd7NmzaheYsWUWmC3u8dbGcL7+XLkCxZMmVZJP5LlSrN/96+bRtsbQbi9t1gJE6cWHkPzfEPHz7g39KkSYOWrVrDYdZs/PPPP9iwfj1orlnuswIdOnQM04ZJEyfAYeYMXLp8FYWLFNFL+7QJ3tjoi7Vr1sDU6dNRvXoNbm+iRIn00m55aeQERPBGzsigd+hT8J49ewZFipghbdq0GDN6FMqXr4BWrVvHe8GbM2dOfP/+nR3sjevXYd6wPu49eBTGgRvUyFJYgiaQkATv79+/UatGdWzYtFlrpFUfHUJvgnfcWOzZq1tEWNGud+/eobF5Q5w8fUYfTY32O0nwFi5cGP0HDIzwHR3at8WbN294p6xBw4ZhBK8iqPXixQtYdWiPtu3aoW+//ix4Z89yQOYsmbF12w7lM9QXSpcqgSSJk8B/1WqDC97Y6os5s2fD9Zu3kC5dumjbSR6MGQKxJnh37tiB8ePGIiTkA/Llz4/58z34fxuZN+DBVa9+fXz9+hXZs2WB5yIvtGvXnlucO2d2XAi4HMZ5UkemCOWyZUvx6eNHtGvfAY5Ozjhz5jSGDRmCV69fIUmSJHB2dkVDc3N+T6EC+TjauX//Prx4/gKVq1SBi6tbGKq0up071w27du9V/t6xQzs0b9ES7dt34DJ9fLxZTNWuXQdOzi682t2zezc8POZj46Ytyufy582D02fPh3P65Cz6WPfCzZs3kStnLlSpWhUfPnzglAZFuyIqQ7WiujLr0b0rs3367CmGDrbjaKdJBhN4+6zApk0bQXW5du0qbt+6hYwZ/4XnokUoU6ZsuJ7m470czs5O+PLlC7JmyQqfFSthmjdvmPto64+cXrZs/+Hu3Tt4/uw5Zs2egw0b1vP7Q0JC2EaKdAOKONvYDMS94GCkTZsOMx1mKR2sNkZUKJXj67uSI9b9+w/AwEE2XJeIUhqIaa4c/+Fu8H0kT548ZkaRvEUIRIGAvgSvYgxRhCt5ihTYvn0nChQsCE2+VpsfJCGUK1cuDLMfzi0jH5c3Ty6cPX+RF8x2NoNw6vQppEqZCk4uLqhZ80/aUKmSxTF16nQMHWKHWrVqI3OWLJg/by7MzIoig0mGcEKRxmjDhubshx89fIRSpUr98d9zZrN/KVCgAJYu9+bFaWT+kCKVs2fPQvJkyXkhv8LHG8dPnmafe+f2bfTv1xePnzxGnjx5sMhrCbdPNUXh8ePH6N2rBx49eoRvX7+iZ6/eGDV6TDi/RvNWjuw5cOzYUaROkwZz5jgpfVVE5WTOnBnNmzXF6VOnULRoMfZ5AQEXdZrnUqRIoZG1tjaRT8yZMxfu3LnN85vt4MHo0qVruF6qTfC+fv0a9evWgZv7XCz2WgSflb4RCl76kez19OlTngNJ8B46dBC7d+3EoSPH8N9///FzRw4fxqKFnrhz5w7POeoRXiqvV8/uCAwMxI/v39Gnbz8MHzFS6cstLJpix47t+PTxE1KlTgVvn5XImDEjfvz4gZEjhmPb1i0wMcmIzl26YOmSJeFSGkaNHBGuL1L/Gzx4KEaPGomQjyG4cfMWNM1vijlNE1dPjwXw8FjAqYHp06WHr/8qTJ08CevWrUWJEiVZ00yfMZN3VzXNdRHVh7QKLSQOHz6Ee/fuoU+fvlzG7l27eDHSrXt32NjaMaePHz/qPDanTJseaX+PgluLE7fGiuAlUVO/Xh12fiRyN27YgOnTpuLMufO83UEdeMLESSwcybkUL14cS5YtBznyTlYdce7CxTBwV63yx0IPD2zcvAXp06cHDRxyck+ePMGXz5+Rv0AB7hzUqRV5PenTpuYyyKGTUKIoxMxZs1CjRk3lu6keBfPnxbETp5AjRw58+vQJhQvmR+Dtu9iyZTOWLVnCZdJWnf2woVxvcg5REbxdO3diBpMmT8HLly9Rq2Z1ngBI8Pr7+2ksQxXAjOnTdGKmKgB7dOsKy2bNw0R457q74dDho1wfmixIRKqKfUWZV65cZmdqYmKCsWNGMxf1nGNyDnVq1WSbFi9eQrnNRdtlNDkeP34Mo0aMwNHjJ5h/2TKlMHPmLDSxsGBBTCKenCVNStoYkTMhJ7pl63aelMmOHgsXolKlyhEK3j+LrBCD50jHCW8glTQIAX0IXhpD5cqWxvjxE9G6TRv2gTQ+H9y/r9HXkojU5Adpa9p+6FAcP3mKmdBWsJPTHPYHtjaDOFo1bfoM3LxxAxZNGuHSlWu82M+SKSPMzRthvoenMqKlabGvWJSSOFjh64dfv36hSqWKHBncvGUbb483aWwOO7shMG/USKs/pLmBfMbR4ydBOzrubq4YMdwej548Y1FUoVxZzJjpwO8hYbx+/Tr2GaqCl0STqakpRzsp35L8Mfl91YvuJx+zbftO1G/QgHeMGjdqiIDLV7m9msq5e+cO2rZprZx/dPXZmljTnKOtTbSNfvjoMVSsWIkDGaVLFkfw/YfhFvnaBC8tVN6/f4/RY8ZyZPbwkWPIkCED41BNW3z48CHat23D91k2a8a+/uDBA8yD5uEhQ4fxM32se6NVq9Y8Z/j5rwoneMn+J0+eQLVq1fH8+XOUKlEMV67dAC0YaO6itIs1a9dz8IpsRe8fO248i/G1a9ewPelvXTpbIfBmYIQ5vOp9kd775vUbDtqQTqBL0/xGttfElYJz5cuW5vrSIuX+vXvIY2rK78ua+V8OsND4iGyui6g+NEZnz3Fk0UuLChLAI0eN5vM2NJcVLVII124EMo+ojE1d+rtBHKIBC9Gb4FXk9yjaQmKEVjiUw+vm6gIaJBThU1zly5bBkmXL2IBTp0zG7j37MGSwHSpUrIiJ48fh1p0gLF2ymA90Obu4hkHUpnVLdOnSTWt+FJVP0eKXr9/ys9SJ7gTd48FEl82ggShXrhy69+gZ5t3kNGmFSoN29epV2L51K690W7dqgW7deqBZ8+Z8P620zAoXxPOXr6MkeP81Sc+DQeFIJk+aiLdv37Ig01aGaiUp0qALs8gEL60e5y/w4Fc/e/YM1atWZkbarv379mHBgnlYv2FTuIlhQL9+OH8xgH8PDgpCndo1OZWArs+fP/Ni4vHT57h48QL6WluzOFZcQ4cMRt68eXnlqo1R2zat0LVrd3a0dE2bOoUnTlrMqEd4J4wfx0Jg7rz5ks5gQCcjRYUloA/BSxFD6169cPb8hTCFafO1lKepyQ92694DRQoXxJ49+3jipuhoxYoV0aNnL2TLkgk3Am+zoKarYf16GDN2HGrXqcPvO38hgCPLiisywduzZ2+0bNWKb+/VozvvcvW27sP/ptQrWvSSCNXmD52dHDnAoZhTSLCapE+L+w8f4/HjR+jTuzdOnz3H76TARMYM6fD67XtcuHBeeWhtyWIv9vFz587XuN1Ooqd3r564cvW6sn3kgzp37grTvKYay6GFh6rg1dVna2JtktFEa5v69emDi5cuK+tIkfeNGzdzMEP1Us/hZbH28DHfUrVyJfivXsMR8SmTJyF79uxKu5Dgff78Geej0nzlvWIl2rRpy8+R4D1wYD8GDByIbl26cJ8kf1+xQjkEXLqCiuXL6ZTSQAETZ1dX3mUkX969e09ezNFFAnfn9u0c/W/R3BLUhxRz8cEDBzBs6BCdBW/Llq04mh/RpTq/ke01caUxUryYGezth6NL125hcqJVBW9kcx21U70+NKaC7j3Av//+y1WkeXP7jl0oVLgw/7t61SpY6OXFZ6aiMjZ16e/xzXfrTfBqO7RGK4ssWbIot8sIajNLC/TvP5BFcT7T3CyMypQuiWPHT4LSCKZMnYYF8+ZxOoF64n+1KpXh6u6OChUqhrHP4UOHWIzRYKPrxPHj7OTook707sNHZQI5DfxixYrBuk/fMO+g1V7vnj3ZWbZv14aFdVNLS45EuM+bF6bMDOnSsIA7fuxYuJQGatOZcxfCpDTQ9gNtr799H6Is02PBfN7SIcGrrYzUqVMrnyHnrguzyAQvrVLHT5jI73316hXKlSmldH6qUGjhQSkQtMX49s1bjsiopm/QveQcxo0Zg737D/CjtOK1tLTA5SvX+N9UFuXY0QKBUkcWLfLkqI7ioi0yEqe0gtfGiGz/6tVL3sKli7YiqY/Qili1vSSCK1eswHaUQwPxzY3FrfboQ/BS2oKn54IwY4ioaPO1jZs00eoH6aAnRUdt7QZzVIm+eEBRtkwZM6BgoUJK6B9DQuDk7MqiVd2v0k2RCV57+xGoVbs2v8+6V080MDdXprBRHbJmzcoLX23+kBb8FLxQpGDQu3L8l5Ujz2fPnEHnTh2RI2dOZZ3fvnnD6Rn3798L85WGFSt84OrsjBw5c8DFxU0Z9VM8SH6NdqYOHj6ifNeA/v1QpkwZ3vXSVA6l2qkKXl18NkWQNbEmYaqtTaq+lypKAjWivFlNEV6a9ypVKI+kSZNyO8nXly1bDoeOHOV/q0Z4G9Sriz79+qFt23b8N4XgnTd/AfvcRYv/BKouXrjAfllTXSgo4uAwkxco5KPPnT2LbTt2oly58uzLVfsJlbFxw3reGSBh7jZ3rnIuprS8Lp066Sx4Vd9L9dc0v6nPaepc79+/j5kzpuPA/n3cXxVpBqqCV9tcR2l86u2kMtTHFO0yHz56HNmyZWPeNatXw9z581GgQMEoj83I+nvc8qyR1zZWBK/6apyqqYjwUtSBtqYo0kodj9IeaHuKxKG393KcPHWGnbDq1bJFM/To0Uu5wqO/UcS1eNEivEVPKyF6ngSWquB9H/JJ+RpNgpduoEFL+aytWjTHzVt32OmrryqpvCKFCuDFqzc4sH8/3NxclJMPOQsSwxTJVf9EDkUaaEVNeXF0UWoHbaWR4NVWhrppdWGmKgB7difh3kzjoTVNgpcmVppcdu7ew+kjO7Zvh5fXwggFr+rnfrQJ3nPnzoKiwZoivNoYUXTf2rovb1WqX6rtpQg/LXgUE2vkQ0PuEAL6IaAPwXv+/Dn079s3zBii2kfma2ky1eQHL1++hEEDBmDylKmYN89duYtDUSTyZaqLbgUp9ffR7wXymeLUmXMRHlpT34XRJni1+UNqJ23d05cC6KKtY/K5tI3/6NFD2AwcyOlT6pemz4wtX7YUXosWKVM6FM/R/T17dMe16zeVr6LIM+0y5THNo7GcoLt30aZ1qzAiTBefrYk1RfSj0qaoCt7h9sNQokQJdO3WXdlOSqHw9fPn+VRV8NJnt/r17cPRWxLIqoKX5m7KjSYRSiklJUuW0ih4KXgxyNYWHTtacZkkZEnIKQSv6icmVQUv9Ys+ffpxOhxdVB87G5sIBa96X1Tvf9rmt4j6SkRcaXeUtAIFj2hRqSp4I5vrIjp3oj6mNAle0k5RHZsK42rq7/rxgLH31lgRvDT4Gzaox/lgtPW1aeNG3jKh3FzKK6P8JvqES4eOHTmVgJK8rTp24L+piiIFNkoy9/H25pPAlMdCA+x7aChqVK/KApUcs5PjHF59vXrzjh/T5ujVzTFvrjvn7ObPXwAengv5z35+vli6eDE2bdnK7ycHQYnktF1OOcrUvstXr3M+z5o1qzkPlfLJ1AVvZ6uOKFqsGG8JUkSzbp1aqFOnLgtebWWo11EXZqqDiXKOaYuE8q7oUv8smSbBS6zp4BlFdClKSwfhqN0RRXh1FbwUfaUtt+nTZ/KiRZHDe/DwUeTOnRvaGHEOr6cnVq1ZywshYkjvU+R9KZwkrb7J+dKhCrmEQGwS0IfgpW36kiWK8Sf3aAzRwVfyly+eP9fqayPzgzShFy1aFJbNm/NBXbooT5D8Gh3AIYFD/jxnrlwcCIhI8NIWtoubG+dmql9REbza/OH169fQ3LIpR75o650OEFEQg3wupV5Q0IJ8HR1mowAE+RgSbqoihvJxacufDrNShLNHt27hzosocng3bNzMAouEHH19gXw9BS00lUPb/pRrSZ/3olxOunTx2ZpYU66qLm1S8I6K4KXgAKXnnbsQoEy1U8wR1K+mTpseRvDS3yiPmbbi6aCZquClXNwK5coge/YcOHXmLFdHU11oF4EOetFOLaV8WDRuhAOHDkcqeOkMx7ZtW7Fu/Ubu85QWc+XKlQgFr3pfVO9/2uY3bYI3V+7cePzoEe980PzTyaoD2rfvyJ+/VBW8kc11fyt4ozI2denvsekn9VF2rAheasi2rVsxduxoPlSWN18+/kqDIu+LDjTVq1ObV4xFzMy43UXNCqNJE4sweb8KINSJKOro57uST/Z26GjFWyd0KnPtmtXInDkLevbqhcVeXkrBHJmjV4VNEVdKGaCDCqoRQjpgR3kwiZMk4YNYlFusiNSSuKbDeFmyZuFvGu7buxfbd+4KJ3hpNchfabhxg79oQE6UflMcAtNWhmoddWGmOphoEdGuXRuOhKz09eO8Y9X/8IQmwUuRcvpUze3bt5EtazYMtLGBv5/vXwleagfVh/IE790L5pO2NJkqoraRMSIh6+npwV/ooK9LLF66NJyTpJV1l86dcPXaDT7YIJcQiC0C+hC81BYSaRTZoq+ipEqdGlu2bOMJWJuvjcwPkiijYMGDR0+UEV3yAeRb6RQ++YyCBQthy7bt/PeIBC/5weH2Q3lcq+cYR0XwUhu1+cNlS5fwVxrosBud6KeUtq3bd7DPJVFuZ2eDq1eusCChtCf3ufPCCN6Fnh7c1qQk3NOlh6OzM3+zXPUi0UNfAPj54wdOnjrJZTk6Oiu/0qCpHHoHHdZa5e8H80aNscDDkw/uRjbPaWOtS5uiI3g1fTP/wYMHqFu7Jp+noR1Z1bTFU6dOokO7tnx4ig6IUw4vpTTQRemKdevWw+AhQ7UKXsqfnjBuLNKkSctfTQr99g39BgyIVPCSQKezNvSVhnTp0qP/gAHwWLBAeX5E1X7qfVG9/2mb37QJ3qzZssHSoglevHiOf5ImRf36DVgP0FyjKngjm+v+VvBGZWzq0t9jy0fqq1y9CF59VTa23kuHIWrVqMZfZ1D9+HZs1UfKFQJCIO4S0JfgjbtEpOZCQAgIAf0TEMGrA2M7WxtOEFds/+vwiNwiBISAEIiQgAhe6RhCQAgIAcMTEMGrhTnlh9I2VOnSpeGzwlf+QwWG759SohCIdwRE8MY7k0qDhIAQiAMERPDGASNJFYWAEIg/BETwxh9bSkuEgBCIOwRE8MYdW0lNhYAQiAcERPDGAyNKE4SAEIhzBETwxjmTSYWFgBCIywRE8MZl60ndhYAQiKsERPDGVctJvYWAEIiTBETwxkmzSaWFgBCI4wRE8MZxA0r1hYAQiFsERPDGLXtJbYWAEIgfBETwxg87SiuEgBCIIwRE8MYRQ0k1hYAQiFcERPDGK3NKY4SAEDB2AiJ4jd1CUj8hIATiIwERvPHRqtImISAEjJaACF6jNY1UTAgIgXhMQARvPDauNE0ICAHjIyCC1/hsIjUSAkIg/hMQwRv/bSwtFAJCwIgIiOA1ImNIVYSAEEgwBBJ9//Hzd4JprTRUCAgBIRDLBP5Jkphr8OPnr1iuiRQvBISAEEg4BBK9f/9BBG/Csbe0VAgIASEgBISAEBACCY5Aojdv34vgTXBmlwYLASEQWwSSJE7ERf/8Ja43tmwg5QoBIZDwCCR6+eqdeN2EZ3dpsRAQArFEIFnSPykNod8lpSGWTCDFCgEhkAAJiOBNgEaXJgsBIRB7BETwxh57KVkICIGES0AEb8K1vbRcCAiBWCAggjcWoEuRQkAIJHgCIngTfBcQAEJACBiSgAheQ9KWsoSAEBACfwiI4JWeIASEgBAwIAERvAaELUUJASEgBP5HQASvdAUhIASEgAEJiOA1IGwpSggIASEgglf6gBAQAkLA8ARE8BqeuZQoBISAEJAIr/QBISAEhIABCYjgNSBsKUoICAEhIBFe6QNCQAgIAcMTEMFreOZSohAQAkJAIrzSB4SAEBACBiQggteAsKUoISAEhIBEeKUPCAEhIAQMT0AEr+GZS4lCQAgIAYnwSh8QAkJACBiQgAheA8KWooSAEBACxhLhzZkjKx49fi4G0UIgJhhZW/eEpWVzNGvW3KCs27drDVu7IahWrbpByzVUYefOncXUqZOxefM2QxWJ5cuX4uaNG3CYNUdrmW5uLvj27RtGjBhlsLpJQZETiC+CV1e/FN/64a9fvzBoYH+cOXMK1WvUhKvr3MiNHkfuiO/+Oo6YQaqpJwIxHuGlAWNl1RnNW7TkKt++fQtVq1TEkaMnYGZWlH87deokRo6wx+Ejx6Gr01Rv/507t/Hz508ULlxET2iM57XRZaTaAn0J3t+/f6NihTI4fuIMkiVLhgMH9qNy5SpIlSoVFx/fHagI3r8fJ+p9KDpvfPjwAYbbD8WlSwFIlCgRunTtjtGjx0bnVXp/xtgEb2RjWBMQXf1SdAUvLdaOHj2C+vUb6N0mUSng4MEDmOvuig0bt4DEb+LEiaPyuFHfG9/9tVHDl8rpnUCMC153d1c8fvQIs2Y7cuUXenpg4UIPdO/RE7a2g/k3VxcnvHj5EjNmOERb8E6eNAFlypYzeMRS7xaJoABdJxZtddOX4KUyjxw5jJo1a4EmzsaNGsDXbzX+/fdfEbx66izxMcKr6EPRRfb582cEXLyAylWqIiQkBM2bWcDF1R1lypSN7iv19pyxCd7IxnBMCN7Qb98wPIo7Dfv27sG+fXsj3cnQm6E0vHjJEi/cuxeMqVNnGLpovZcnglfviKWAWCQQ44L3woXzGGxnwxFdumgANW5igfXr12Hr1h3K37p174kmTSyQ1zQXpk2bATc3Z3z7Foqmls0wffpMvu/NmzcYOLAf7ty+he/ff6BHz16wsxuCDevXYfToEUiXLh3Sp8+AhQsXI3+BAkqMJLwoquC70gefPn1Cy1Zt+J3nz5/DmNEj8ebNayROkgQzZsxCvXr1+bkypUugb9/+OHT4IF6+fIGKFSphpsPscKah9tA21tEjh3lizZcvP+Y4OisjmuSkaYv7y5fPqFa9Bhwc5iB58uQsBqlO/v6++PH9O79j+nQHpEmTBhQldHN14fY8ffqE3zt6zDjUrVuPy1cVvEF372LwEFs8e/oEuXLlhvvc+ciRI2e4el68eAFDh9rhy+cvKFmqFJfZomVrXiCEhHzAmNGjcPLkcebQtWt3DBpkG+YdoaGhKFK4AK5eu8ltO3niOJo3b4orV24ga7ZsuHnzBvpY92I7K+o3ccI4eHkt5Kh7+vTpsWnzNrZ/3br14eu7Au/fv4dZ0aLw9PRChgwZwpQXGQNN7abnfLyXIXuOnFiyeBEmTpyCevXr85bj48ePeUu/a9duGDLUPlIbuLo4I0eOHAgKuouXL1+iX/8B6NDBiuvp5+eL+fPc8fXrF2TOnAULFy1Bnjx52HaaUhqoT/Xs1RvHjx3F/fv30aNHT3wLAxVxgAAAIABJREFUDeVJ/N3bt7wT0rdff34/7VhQhJLuS5s2LSZOmqK0P9XF1nYgbt8K5HZWrFgJH0NClEJAU5/TFFnTND409YstWzbDz28lVq1aq7RZJ6sOaNeuPe/kuLo6Y83qVfj56yd697KGdZ9+ynHef8Ag0OL048cQnD0XABILSxZ7ITT0G9KmSwdf31XInj1HmD6ujQX1p4bmjbB3z258/PQJqVOlgufCxTAxMQnTn7p17YSevaxRq1btWHSvERetD8H748cPjBgxDMePH0Pot1AUL14CS5Yuj5ExrOgXhw8fYhtPmzoDLVu11uq7VVtO/fDhgwe4GXiT/zePqSnc3efD1NSUb4tobJOv6NWzO969e8v+rU+ffhg1aoRO/ujjx4+8g3j23BmkSpmKAytV/5dSpc2PaBv/ivZs27YV06ZOZh/633/Z4bV4GUaNtId6P9fmL6icrFmzIjg4CC9evMDkKdOwdetm3LlzB58+fsS06TOVKWAR1Zf8j66+ObKxpF5vVcG7fv1aLFu2FOvWbcSF8+cwfsJYnptoB4XmLmOLvBvdQJcKGR2BGBe8lGZQqGA+nDsfgJQpU6JcuVIICLiKcmVL4eixkyzwCheiv19i0ZMrZzb06mXNEzxFacwb1oOjozNHami76MyZ07xFTo6hapUKOHX6PDJlyoT+/fqwkI4oJ5UG6tIli+Hnv4ZFJAlnijg+e/YUnz9/Qb58+Vh00ERMdVKIypGjxsDGxo5TJShSOXnyVFSpWi2M0cghpE6dGouXLOetrBHDhyHjv/9i1KgxePz4ESyaNMK27TvZSdsMGoBChQtzZHvdujVYscIHfn6rWUCOHTsaP3/84Eg4iSaLJubYt+8QSpQsyaKnSZOGOHHiDAtHhaAkHrVrVceEiZPZ2fj5rsSWLZuwavW6MHX8/v07KlUsB2cXN9SuXQcBARfRyLw+FnktZV5DhtgiQ/oM/J5Pnz6ifbs26NO3P5o3bxHmPa1aNmOhWKNGTUydMgkHDu6Hde++sOrUmfNIAwMDMXPmrDBipWSJojh46GiYCO/Xb99Y2BA3O9uByJPHFMPsR4QTvJoYkADU1G5i18mqPayt+2LwkGH4559/MGHCWOTOnQe9e/cBCffXr1/x5BSZDZo0boidu/aiXLnyLHirVa2IK1dv8oLl2rWrbFPqs1MmT+S+Sjm02gQv2W3K1Ono2bM3nj97hjJlSmDIkGEc6SIBWKF8GZw5ewGpUqVGjepVMGnSFBZzd+/cQcuWzbBz157/Tfa9YGqaF2PGjMOrV6/QpHEDXkRQ+dr6nCbBq2l8aOoX5uaNUKpkUZw+c4HbT5N9+XKlcTHgKgvPZcuWcB/88eM7GjdqyJHV8uUr8GKHxh4tDmjMffjwHjVrVMOp0+eQIkUKPHjwALlz5w6zqKOxp40FvTNp0mTw9lmJJEmSsK3TpU0H++Ejlf1p9+6dcHZyxLbtu5A0aVKjc7r6ELzUZlp0LFnqze0lH0ILspgYw7RwTp48BaZOnc6+kRcradNp9d3qgnfRIk/s3r0POXPmgr+/Hy+gKACizaetXOGDq1evKBd2uraFfDL5jPETJuHWrUC0ad0SJ06eYb+rzY9oG/+q7aFdyydPHrNQpUu9n9Nv2vwF+TnykUWLFgMtJnv17MZnAEiUU7ofBQ5279mvlY0uLCiQFNlYUh2firbQmQsaW8SRghYZM2ZEvXq1MG+eB6clvnv3jkUvzU1yCYG4RCDGBS813sqqPbp06cpOcoXPcixbvoLFH0VTTfPmxbBhg7F//2HlRHf+/CWOGtJlP2wIb0N26twlHEdyFDNnzuaIpTbB26WzFTp0tIKFRVONtiBRSMI8+N5DZT0CLl1jMU0XRdtKly4Trh7k3Dp36QZLy2Z8HzlkiiYeOnyM0zcePnqAadP+RKgp2uLgMIMde+dOHVkoUlSbrrdv37JouBt0n0XT0CF2yqg4/Z0iVO3ad+Q2KATvlStXYGs7AAcPHuV3UFQnT+7suHf/cZiJnaO7Q+zYqSqupk0bc5SEBG++vLlxMeCK0mFR1IImS58VvmF4OTnO5qgoiQmaKAYPHsoCe+kyH/Tt0xuWzZqjaVPLSAVv+/Yd0ap1G373xg3rsXfvHizwWBimLG0MSLxqajflbFIkKODSVXbCdPl4L8eGDes48l6wYCFlOZHZgHYmjh0/pbyfcs8pPSNv3rxh6nro0EEs9lqElb7+kQrey1du8IRBV+lSxbFu/UYUKFCQ/92wQV24uc/D99DvsLMbFMZeo0ePhGkeU44Am+bJgUuXryvtNXPmdLx/946FgLY+p0nwahof2voF9XHasejY0YoXDvv37YOH5yJ07dIJHa2s0Ljxn349e7YDT9S0AKSx0rRpM3Tp2o3/RmKpcqVysLEZzOOTcr4Vl6KPX750SSsLPiPQqYtycbZp4wbs2bNb2Z8o2k0R5xUr/cNFfcMYMRb/oQ/Be+PGdXTtYgUnZzdOL1JcMTGGqV9cuHg53K4M2UwX30398MH9+3ByduVqkU8pVDAvR/wfPnyocWyvXuUfRvDq2pYC+fMoAypUHu1M2duPQIYMJlr9iK7jPyLBq9rP1buWur9Q9fX37t2DhYU5rl0L5MdoIV2mdHEE3gqCNn/v7uYSqW/OnSt3pGNJvd40vih67+7mipW+q3ihShf5e/JjNBco0tVicQhJ0UIgWgT0IngXzJ+HFy/+fHmBtvy7duuOzZs2clS1WLHivG2vWB2T03z46JlSrIwaORxFzMzQvXtPkDNwcXHE0ydP+O+ULrF23UYWotoEb4P6dThyWrZsuTBQjh07isVeC/Hlyxf+/fTpUywW6dJWD9WXkEMYMNBGuVVKUeN6dWvh2vVbmDRxPFav9mfHyhP8r58wyWDCq3VaIc+Z4xymThTdvhl4FzRZ0bMUkVJcFFUpWbIUc1CIAYqmUS4uRSsVF235HTp8nLfIFNee3buwlKJuKlvQPXt05ZSGunXroqhZITx4+FR5P6V6EPe9+w6G4XXq5Ak4OztyxK5H965cP4rUk1im6OT+A4fZCaqmXEQU4bWxHYzq1WvwuymiQdt3Xl5Lw5RFglcTgxzZc2hsNx1WmjJlErZs2R7mfatW+YH6Yfbs2TFj5mx23JHZQP09FB1ZusybRfMKH29s376VJxlarGTKnJmj9ZFFeFX7dtkyJTmCrLAVRd3nOLrgyZNHvHWoai/KhX/z+jVPMEXNCoax1+LFi3Dn9m0WvNr6nCbBG9H4oIiztn6xf/8+ULn+/mtY5NKCtkFDc9C7Xr9+zVFwuiiFxKJpU85vpLGianv6O9nLyWkODh86hH79BihTOhR9iCKVmlhMmjw13DvV+1OHDm3h5OQSYZpPtDykHh7Sh+BV+DNnpzl49uyZMiXmb8cwpYSZFSkQpv8pkOjqM6kfUprB2LHjlTQrVSqHlSv9cS84WOPYJn+nGuHVpS3UD/Oa5kT+/P+f4kZlz5g5CymSJ4+SH1Ed/6rdICLBq97PtfkLVT9Duxw0Tk6eOstFfP36FcWKFuZAiDZ/Hxx0N1LffPbs6SiNJSqf6kKpFpReSP5dEQCifrBg/lxO7WrY0Jyj57RbK5cQiEsE9CJ4KUpD+T60Ze+50Iu3sSgni9IEKIezYwcr1G/QkDmpH8hSFbw0mVKEq02bdnxv/Xq14ejkwoJ3QP++aNS4SYQpDRRh7ty5qzKaSs+SSKlUsSx27NzDETZygsWLFQ4jeFU/j6ZaD1WDkkNo3aYt2rXrwD+fPXuGo8EU4fX0WMBCn1IF1K+OHduhS5duYSK8JB6Dgh+waOrfz5ojHoqrXdtWoDznMBHey5dhbz+EBbS2iyK8VKd9+w8pb2vZwhI9evbmyDTlTVNEVJFHqynCS+kAtA1P0ZFXL1/yVjxFB5taWsJjwXxus7oNS5UshgMHj2g8tKZN8GpiQJEKTe2O7CsJvitXcPoFifnIbKCei6uY8GhSnjVrJjZs3Ix06dKDFhTLvZfpJHhV+5QmwUupAOoRedUIL0Xxr10PRJo0aZm345xZnNpAgldbn9MkeCMaHyTktfUL2k2g+u/Zux8NG9TD+QuXeFeB+kO37j0izOfTdgDm+fPnnIoycuRoFs4KPxDR7oQqC/V3qvcn+kqIIvfdWB2xvgSvor2XAgLQsWNb/nIKpRH97Rg2zZMTly5fC7eFrc13q7KnfkiHvFxc3Pln2gEoWCAv9yHK6dU0tmnsXrlyWZnSoKs/oggv7YhQ21WvK1r8Z0R+JCqCV/XTiyRUdfUX2gSvtvrqwiKqY0kheOkLJ5T7e+H8+XC7frSgHTnSnlPiaAEqlxCISwT0InjJodF2vUlGE2XqAkGxtGyC4KAgnDp9Vjl5a3OadOiHDl5QpJZW923atOQoIwleyoH9N2NGDB02PBxvWoXS4TA/v1Wca0YR5dDQ72hkXo+3usgRzp3rBifHObh3/1E40UY/aBO8nz5/xurV6ziq1btXdxQxK8pbuI8ePUQzSwv4+a9GkSJmvFqniZ1y6dauXQ0fH2+OkFH548aNAZ1cpm13cra0GKCUAtoapohrxw5tWQCr5vDSljBFk6nNlJpAIuXu3TvKLXIFCHKGlMM7f74H54WR42zUqD48PL34ucGDbTi3efLkacocXsqBbdGyVTiWlCv29t1bnqyIu7f3Ms6P/nPo7k/qhqoN69SuwYf9KO9a4UBVJwNtglcTA4okaGp3RBNVYOBNznlV5N7S4og+gReZDTQJ3rNnz3JUmiK6ZNMB/fvw4TNdIry6CN5ixYrxp/tooUQpL4oc3h07d/NisXfvHjArYsZ5z5Rz19SiEW9bk+DV1uc0Cd6IxgftGkTWLyin7937d0ibJq1ye5p2bmg3YfnyFZxCQPWj8U+RIXVxStu1tFtDB0zpHho7rVq3DZMWQ79rY6FN8NJ4oHE7dKi9MkXKGJ2xPgQv5XKnTJmKd1xoMV+rZlXs2XuQF55/O4YpnSXjvxn5QCjZh3I4M2fOrDVYoS54PT3mY9fu/ewLKTd39ZpVnOqlzaft2LEdS5d4Yd36TcrX6dIW6qfJUyTHhAmTeVEWHBzMh1EpLzUqfiS6gpfGl67+QpvgjczfR8YiqmNJ1V+T/25m2QSdOneFlVUnTq8oUaIE28FrkSeCgoP5/IZcQiAuEdCL4CUAtO2ZO09uZT4r/Ua5dbt27sCu3fuUjLQJXvoaw7RpU3jrpEKFinwAqVdvaxZetALt1rUzO0w6KasYjIoIAq2w164hgfKFI7K0xUqHATZu3IBMmTNxtJVyPRV5rrpGK2jCpbrs3LUDr16+4q161a800EnmSZPG48Xz50iWLDmGDx/Jubt0uTg7wtt7OZIkScyncGmbjaJ2JNro5C+JmzNnT+OfJP/wSd2IvtJAzptOBV+7dg2/f/+ChYUlZs9xCtfn6J0U5aWtajOzYrz4qFevAQte+m3EcHv+xmXKVCk5Gk6H9RQ5sKovoy1SOll/9Vog/50mVspF9fbxVUarVdlt3boF48aOZvFDEeDIInKKsiJjoKndEQnepUsXY667G5ImS8oHmqbPcEClSpUjtYEmwUtikFJCaHGRJUtWzoVeu25NjAle6rvUnwcPtuVcR2JHW4aKU9C0aKLDfnRIkNIh6BAZ/ab4D09o6nOaBC9NhBGNj8j6BS06adFKB1lU/0MiFGVeutSLv4hiYpIR8+Z78BhVtz3t8tDOBR0I/CfpP6hTuy6PARIiqn1IGwtt/Yn8Q+VK5XnhSF8pMNZLH4KXDvfa2Q7ig4N0qK9//4HK3Om/HcO0O0ZfgDh54s+Xd+gwFC2OdfWZ1A/Jdxw6eIDT1HLkzIm5cxcov9KgaWxTNJF2AYKCgngR07lLV+jSFhL8lOpDKXR0wC5f/gIcoKBAQ1T8SHQFL5Wvq7/QJniJtTZ/rwuLqIwl9QAFcSfRS7uic2Y78OcnU6RMwWcL3OcuCJNGZ6xjTeolBFQJ6E3wxlfMNOHSp9EUn7mJiXYqxB4JiYR6CYOEavmE1259CN6ER1FaLASEgBCIGgERvFHjpZf/clhkeahRrGKcvF0YxEmzSaWjQUAEbzSgySNCQAgIgb8kIII3igD18V+iEbEHrV87iKKJ5HYhYNQERPAatXmkckJACMRTAiJ446lhpVlCQAgYJwERvMZpF6mVEBAC8ZuACN74bV9pnRAQAkZGQASvkRlEqiMEhECCICCCN0GYWRopBISAsRAQwWsslpB6CAEhkJAIiOBNSNaWtgoBIRDrBETwxroJpAJCQAgkQAIieBOg0aXJQkAIxB4BEbyxx15KFgJCIOESEMGbcG0vLRcCQiAWCIjgjQXoUqQQEAIJnoAI3gTfBQSAEBAChiQggteQtKUsISAEhMAfAiJ4pScIASEgBAxIQASvAWFLUUJACAiB/xEQwStdQQgIASFgQAIieA0IW4oSAkJACCgE75u3738LDSEgBISAEDAMgSSJE3FBP3+J6zUMcSlFCAgBIQAkev/+g3hd6QlCQAgIASEgBISAEBAC8ZZAou8/forgjbfmlYYJASFgbAT+SZKYq/Tj5y9jq5rURwgIASEQbwkk+hr6QwRvvDWvNEwICAFjI5A8aRKu0rfvP42talIfISAEhEC8JSCCN96aVhomBISAMRIQwWuMVpE6CQEhEN8JiOCN7xaW9gkBIWBUBETwGpU5pDJCQAgkEAIieBOIoaWZQkAIGAcBEbzGYQephRAQAgmLgAjehGVvaa0QEAKxTEAEbywbQIoXAkIgQRIQwZsgzS6NFgJCILYIiOCNLfJSrhAQAgmZgAjehGx9absQEAIGJyCC1+DIpUAhIASEAETwSicQAkJACBiQgAheA8KWooSAEBAC/yMggle6ghAQAkLAgARE8BoQthQlBISAEBDBK31ACAgBIWB4AiJ4Dc9cShQCQkAISIRX+oAQEAJCwIAERPAaELYUJQSEgBCQCK/0ASEgBISA4QmI4DU8cylRCAgBIRDrEd70aVPjfcgnsYQWAnGd0enTpzB+7Fjs2bdf7CwEEjyB+CJ4dfVLc2bPwrdv3zBu/IR4Yftfv36hd88eOHHyBGrXrgPPhYviRbuoEZZNm2D48JGoWatWvGmTNEQIKAjEuOClAdOtew+0adOWywi8eROlShbH+YsBKFasOP92/Pgx2NnY4NyFi9DVaaqb7FZgIH7+/AmzokXjvTWjw6hs6VJ48uQxEiVKhN+/f6NK1aqYMHESypQpqxdeC+bPw6dPnzB8xEie3A4dPAjzRo24rKgI3sF2tihcuDD6DxiorOe7d+9QuGB+PH/5Wi91j4mXHjxwAOPGjkFwcBDSpU8PB4fZaNGyZUy8Wt4RzwgYm+Al/1DUrDAuXb6KZMmSYe+ePahWvTpSpUqllbyufim6glfdjxhLN9i3dy8cHWdj1+69IPGbOHFiY6naX9dDBO9fI5QXGDGBGBe8jnNm4+HDh3Bzn8vNnuvuhnlz3WHdpy/sh4/g32Y5zMSLFy/g5OwSbcE7ZvQolC9fAa1atzZivDFTNV0nFtXSSPCu8PXlRcaHDx/g7+eLyZMmYufuPShVqnTMVEzlLffv38fPHz+QL39+7Nq5E7t27YSrm3uCEbxBd+/i+/fvKFykCG5cvw7zhvVx78GjeDUZxninSaAvNDbBS2agBVudunV5cVyrRnVs2LQZmTJlilXBq+5HjKW7eHosQFBQEGbPcTSWKsVYPUTwxhhKeZEREohxwXv27Bn069OHI7p00QBq1qw5Vq9ahX0HDip/s7bui2bNmyPzvyaY4+iE2bNnIfTbN7Ro2QqOTs583+vXr9GrZ3cEBgbix/fv6NO3H0cQV69ehaGD7TiSZpLBBN4+K1CwUCElXnLaFFVYtmwpPn38iHbtO/A7z5w5jWFDhuDV61dIkiQJnJ1d0dDcnJ8rVCAfBtnYYv/+fXjx/AUqV6kCF1e3cCaj9tA21sGDBxDyIQQFChTA3PkLlNEQctIU6fv85TNq1arNoi958uQ8kVCdfHy8WRjRO0jwp0mThiOg9Lf06dLj8ZPH/N5Jk6egQcOGXL6q4L1z+zb69+vL9+XJkweLvJYgV65c4eqpKngVf3SYOQPnzp3FuvUb+aedO3Zg/LixCAn5wEJ1/nwP/l/Vq5F5A97iqle/Pr5+/Yrs2bLAc5EX2rVrz7flzpkdFwIuY9nSJRzZpaimVccOePvmDXLlyg27IUNgamqKCePHwcysKHZs34bESZJwtNnKqlO4ekcW4aU65PgvK16/fa98tke3rrBs1pwXP2Sfhg3N2Y6PHj5CqVKl/th/zmx8+fKF7bV0uTcLUU39S9FvLSyaYseO7fj08RNSpU4Fb5+VyJgxI44cOYyRw4fjQ8gHjqA7Obkoo9n0LNk6V47/cDf4PtteLiGgSkAfgvfHjx+wtRnEfZP8aMlSpeDnvxo5s2fjhRdFa48ePYKG9esh6N4D/Pfff7h+/Rq6dOrEvlrhY0aNHIH58+byWM1gkgF79u7nBfOwIYNx4MB+3lWb7ejE41+b71ZtL/k2WhDTQvD+/XvImzcfFnktRt58+fi2iHza+/fvwviRgTY2GGJnq1NbPn78CDubQTh1+hRSpUwFJxcX1Kz5Z4tek/8kHzx7lgNy5syFO3du8xxgO3gwunTpGqbzbtq4EePHj8WH9++RI0dOrPT1g52dDQYPHorRo0Yi5GMIbty8BR/v5XB2dmKfkzVLVvisWAnTvHnZ11M52bL9h7t37+D5s+eYNXsONmxYj9u3biEkJITnKkVKQUT1zZo1q852pZ1QG5uBuBccjLRp02GmwyzlvEK+Ur3eqoJ31Sp/eC1ciO07d/Hcqc3nyQgXAnGBQIwLXnKIJIpuBN5mJ1ukUAHcvhvM/3v+4iWkTZuWBQv93cTEBBnSpeHt6xkzHfD582dUr1oFc+fPR/XqNXi76OTJE6hWrTqeP3+OUiWK4cq1G8icOTNURY46aBqoCz08sHHzFqRPn56FDUUrnjx5gi+fPyN/gQLYvWsXO6gLAZeUopJE2DD74ezUKcoxc9Ys1KhRM8zrySGQSPX1W8WiiSYZejc9S5HturVrYv/BwyxCrXv1RBEzM45s+/v7YdmSJVwn4mI/bChokqJIODnBOrVq4sSp0yhdugw7p9q1aiDg8lVkyJBBORkRjwrlyjIrShfwXr4M69evw5at23USvDTh1Pm/9s46Pqqj+/8fSilQQYL2wV2La4s7hOBuIQluwR2KBw3BAyGB4O4Q3N2Du1PcCqVF+3t9Tr+7v81ms9kACdnkzD/P0829d2bec++Zz5xzZihVAvcfPpY6ypUtLRMaRe7KFSswfNhQHD56LIhXcsTwYdJO9m/zpk0ikHPmzAnfWbMlXaVxo4aSmmIatqT4DQwMDOLhLVWiOJYuW4GqTk5i2IsX+xU3b98NJgi/hODlwmHu/AXy/hQtXAhJkibB6jXr8O2336JK5Ypwd+8i/Ky9XxxnhneXLF0ui6NePXsgXrx46Nd/gDxzpp+feM+fPXsmopfjZCj/LSJeGvtvD4ZA2xhxBMJD8K5ftw7z588VkcvC75sCiwvW3r37olTp0rIQZ7pCu/btJe3MZ8Z0nD9/Hp7jvYIsqjOkS4NDR44ZPbzt2rZBnDhxxKNJ28iFLb8Fa7bbXPBSRO/eux+pU6fG3Dn+8J89Wxwg1myauR2xtS+0yWzfsOEjcOH8eThWqYTA02fF7oZkP2mDaaN27dmLQoUKSwQyT66cuH7zdjAbxajl3bt3MXLUaOkmbcXTJ09F1HJuYTl9+pSIZ85x/fr2kXQvOj8Mtp52NmfOX7Bi+XI0alhf9jdQlDPdr3fPntizb79VNrawoCMpX97c8PAYhSqOjmJ3ed/O3XtlfrLUboPgjfltTHTq0EHalShRolBtXsR9PVqTEvh0Al9c8LIpNWtUg6trCzGSvr4+WLR4qYi/CpUqIX369OjQrh0OHDpsFJoXLl0RjwNLh/btUKBAATR3cQ3WK4pCTy8vyUO1Jnjr1K6Jpk2dUb1GjRDJ0MtKYf7oyTNjO65cuyFimqVjh/bInz9/sHbQILBvNWvVkutOnQqEm4sLjhw7Lukbt27dEo81y+5duzBk8CAx7LVr1YCzs4t4tVmePn2KbFkySV4qjWC7Nm2MXnH+vV7d2mjcuKn0weB9CQw8iVYtWuDQkaPyDApRhwTxxNsZK1asIH215OGlOGOf/37zDhO8xotAN3jTeXOBfHnhO2tWkJSHvXv3YOiQwdi0eSu6dHZHwUKF8PuA/rh05Rr8fGfi7NmzMmGGJnhbuLni9Jlzxjbm+iUHVq1aE8yjTMFLIU+xaSj0mFJUkpUtHl7T8XFzaS75yy1atpLHMRWGxt40R9hQj+n7xXFu3twVtevUkT8vXboEAevXi3fYuWkTOCRKJOLXPOxLTzYXWJMmT9F0hk+3S1H6zvAQvGfPnkGd2rUwdaq3pCYYChes/H74rlLs9ezdGyuWL8PCRUvkPa5Zq7ZEZUyjSOaCN2liB1y8fFXEm2nhPbbYbtqGGzduYMrUaXI720M7dO7CJdy6dTNEmzZv7pwgC2db+5I8aWKjQ4X10avdt19/JHRIGGJdx48fk8jkicBTxi5y78nKlauD2ShLgrdmzVpwdWth8b3dtnUrpk6djOUrVgWz9devXRMnBL3wLHT6ZMqQDnfvPYA1e0+moY1rmrRp0LplS3FiGErXLp2RLl06dOzkLoLXvN38zRARW7FilVHAW7N5Ufpj1c5FKQLhIni9xnuKR5aFIWS3Fi2xbNlSbAoIwC+5comn1bA6ptF8/ucrETQsFDw5cuSQnF8ag5EjPXD37h35+9EjR7BuQwDy5y9gVfD+VrQIvCZORMGChYIM1q6dO8Xw0Kiw7N+3zxgat9YO04fQIHTp0g1lypaVn9mXooULireSHmMa6YQODvI3ekOpHz1XAAAgAElEQVQcEjrIap1ewYmTJwdpEz0kNGxnzpxGn169sH3nLmNV9KrkzZtXOBgmI6YgNGncEClSpjRex9SBI8dOIHny5EH6aknwUpxXrVIZt+78IR7LpEmTikfbUKo5OaJt2/aoXKWK8be3b98ifdrUYpDz5smFvfsOoGGDehgydBimTp6M6jVqiigPTfD279sXW7ZtNz6X7Vu4aLHkvJqWT/HwNm/WFNWq1zCmNHTv3hMlS5WSx3KhVb5iRWMKBr1cDAnS4Ft7vzjOps+hJ2bliuXiOaa3ZrznOAlbVq7iiOEjPMTrT29VkUIFZUFieJ+jlLXQznwRAuEheMWe7d8HjxHDce+Pe8bQNResTGWa5j0DDevXExvDaBsXrNmzZsaBQ0fEgxeS4OW7zrSIZy9eBuu7rTaTtoFpBoOHDDU+I2eObFi+fKXkwoZk0wI2rA8ieG3pC50siR0SBElxe/XyJcZ5eokDJqS6mGphq42yJHhNbQU7SWfAqlUrRZQ+e/pMokwrV60RwWtaz80bN+Dk5IhTp88KGy7o06RKIYt7a/aeaRehjevBAwcwY4a3RLcMhaldXJAztcHcxvEa/nb16lVJi+G7YXAAhWTzvsgHoQ9RAhFEIFwE74kTxyXfhx7I2XPmShiLO+1LliiGnDlyomkzZ1SqXFm6aL4hy1TwUrh26NQJDRs2kmt/LVJY0h0oeF2bO6OqUzWLm9boYXZxcTN6U3kvPao5s2fFzl17kDlLFjHANCyGXFBr7TAdCxqEBg0boXHjJvLzwYMH0LF9e/HwTpzgJUKfAsi81KjuJJ5hUw8vJ56Hj5+KEWzu3ExyvwylqmNlMM/Z1MN78uQJqYsCOrRiSfAytHb71i3MmTcfnuPGilgPzcPLehgGo8edRpwpEOwn+fn7z8aBg4clr9VU8M6e5YeTJ09a3bT2qYKX7xQ9Tk+f/2lEwJClm1tLo+A1PVbHmuC19n6Zb94wFbyGihnade/UUTxfnEAYNeAiyiC2Qxsj/Xv0JBBegtdAk97KGtWcJCWKCzHuT6CHk2F6Hg3GCBj3SkwYP17slrkdzpg+LQ4ePmqMXlBAMvplmrYTmu02HVnaBgrbad7T5WcuDH9OlkS8wxSaIdk0czvCxbctfaGHl/nzP/zwQ5AXzJr9tHSSTEg2ypLgNbU5FKqMinGDMFPqNqxfDx+f6UbBa3pEozXBa629trDgfg1GDq15eM2PIKPdoy29dOkiuB+HaWimxdzmRc8vWHttrwTCRfDSoDFc7+CQyJi6QEDlypSWRP1TZ85JLm9oRpPGbf7CReIV5eresXIl8VBQ8DIHlp6JPn37BWNPz9scf3/ZacxcLuZbvXv7VvJGaWRpCMeNHSPekMdPn4faDtMKaBBe//Uaa9atl9yuxo0aSC4nc1yZzlC+bGnJ082ePYes1u/fuye5dAsWzIffzJlYtWat1N+jezfJhWPom8aWOcM0Lk7VqskGAU5YDPmZ5vDSY0wPIvvMDVr0HjAviwLevJgK3kePHsF3po+kXOzYuVuu56kCFcqXlaN1MmbKBG7GYPoF83HNj9lhKHH1qlVo0LAhunTtBm6E4MY0XmcwpqaCd83q1fD2nooNAZukWWGZTELz8PJ5PKJs1eq1ciQdcxXpefb1mx1mwWvt/bImeBlqNJx0wdxEekSY1sGNOVwMcDOiFiUQEoHwELxMT2KOKm0iF6P58+XBvv0HRbRywUov41Rvb7GdM31mwHvaNMnrNSx4TRf8hQrkx/gJE2TvBAvPnE2UOLHsHaBtZ2oUo0O2OgloG/hd7Nm7X2whc3Pnz5snqV7WbJq5HWFbbOkLc3jpzaXjgaletHUpU6WSXPyQ7GdYbFRogpfzDzeh0aPLOcCleTOx9QYPr62CNzR7HxoLjhXTMoYP9xBHiyGHd8euPeKEsnQig+E3HkvH+drF1RXNnJtLeoUlm6dfuRKwJwLhIngJoG6dWkibNp0xn5W/cXfqurVrsXvvPiMja0aTpzEM7N8PP/74k5yawDBLm3btxGhTdNWrV0cMJnfKmh61xQ+dK+wF8+fJLll6ZLnhgjuQly5ZjCRJksLVzQ0zfXyMgs1W402DUKRIUenHo0cP5SQG01Matm/bJqkN9+/fE0HM3DluEGFhCIrCk6cUcIMCRRKFvxjb/v2QOlVqHDh4QDZXjR3rafGUBhpv7go+c/q0TD5MKZg4abJFwctzeHkN82HZzgEDf5dNdIbCPvTr10c28nHHNE9poPg1L9xIUbZ0KZwMPG28n+d2VqniaJwwTQUvjTu97FevXEHvPn2RPUeOYP/wxKd6eNk2elAG/T5QcvK4A/q72LFRuXKVMAtea++XNcFLrzFP6YgTN67kw/nM9JOUEnpUmjZpjDNnz8vkqkUJWCIQHoKXm3tbt2opUQZ+7+7unY05pVzY8ygtpiUx1YbimHmi3JBpiDiZ2j9uYO3RvSsSJnQQDzCjYzz1gE4HseNjx6Fu3XphErysd+vWLZJGxNNbfGb6Gk9pCMmmmdsRF1c3cVKE1hcKftr6TRsDRGhmypRZHBR0NIRU15cUvKy/Qf26uHz5MpInSw6eMMFjIcMqeMnamr23hQXnSZ7qc+PGdRlPLgIM56NbE7w8JYL2mxubGRUdNnSIRZunX7gSsCcC4SZ47QlCWNoqRqJnL+MxN2G5N6RrDYKX6QJalIASiNoEwkPwRm1i2jsloASUwOcTUMEbRobhcTB3WP4lsjA2Vy9XAkogkhFQwRvJBkSbowSUQLQgoII3jMOsgjeMwPRyJaAEghBQwasvhBJQAkog4gmo4I145lqjElAC0ZiACt5oPPjadSWgBL4aARW8Xw29VqwElEB0JKCCNzqOuvZZCSiBr01ABe/XHgGtXwkogWhFQAVvtBpu7awSUAKRhIAK3kgyENoMJaAEogcBFbzRY5y1l0pACUQuAip4I9d4aGuUgBKI4gRU8EbxAdbuKQElECkJqOCNlMOijVICSiCqElDBG1VHVvulBJRAZCaggjcyj462TQkogShHQAVvlBtS7ZASUAJ2QEAFrx0MkjZRCSiBqENABW/UGUvtiRJQAvZDQAWv/YyVtlQJKIEoQEAFbxQYRO2CElACdkcgxtt3H/61u1Zrg5WAElACdkog1rffSMvfvf9opz3QZisBJaAE7I9AjH///VcFr/2Nm7ZYCSgBJaAElIASUAJKwEYCMZ49f6GC10ZYepkSUAJK4HMJfBMjhjzio/oaPhel3q8ElIASsJlAjEePn6vgtRmXXqgElIAS+DwC38X6L6Xh7TtNafg8knq3ElACSsB2Aip4bWelVyoBJaAEPpuACt7PRqgPUAJKQAmEmYAK3jAj0xuUgBJQAp9OQAXvp7PTO5WAElACn0pABe+nktP7lIASUAKfQEAF7ydA01uUgBJQAp9JQAXvZwLU25WAElACYSGggjcstPRaJaAElMCXIaCC98tw1KcoASWgBGwioILXJkx6kRJQAkrgixJQwftFcerDlIASUALWCajg1TdECSgBJRDxBFTwRjxzrVEJKIFoTEAFbzQefO26ElACX42ACt6vhl4rVgJKIDoSUMEbHUdd+6wElMDXJqCC92uPgNavBJRAtCKggjdaDbd2VgkogUhCQAVvJBkIbYYSUALRg4AK3ugxztpLJaAEIhcBFbyRazy0NUpACURxAip4o/gAa/eUgBKIlAS+uuBNmSIZ7tx9ECnhRNZGzZ7thwvnz2PkqDER2sQJE8bjzZs36Nmzd4TWq5UpgahEIKoIXlttd1SzGx8/fkSH9m1x+PBBFCteAl5ek6LM61m/Xm10cu+C334rFmX6pB1RAgYCX1zw8oNp1KgJqteoKXVcvnwJvxYthN179iNbtuzy28GDB9CrZ3fs2r0PthpN8yG7cuUyPnz4gCxZska70QxPwevm6oxWrduicOEiMGcclomreLGiuHfvD8SIEQP//vsvChUugt69+iJX7tyhjhdF9Z49u1GuXPlQrzW94NmzZ+jRoyv27N4l70a27Dkwbdp0pEyZyuJzTgUGYuSoEViwYHGY6vmci3fv3oWhQwbh5s0biBcvHgYNHoaqVZ0+55F6r50RiGyCV77Pgnmxb/9hfPfdd9i+fRuKFCmK77//3ipZW213WOyGaYWfagfC+3XYsWM7Jk30woqVa0Dx+80334R3lRH2fBW8EYZaK/oKBL644J040Qt379zBqNFjpTvTvadh+vRpaO7iik6dOstvXuPH4eGjRxgxYuQnC97BgwYib778qFat+lfA9nWrDE/Be/z4MWTOnBk//vgTzBmHZeKi4J3h4yuLnJcv/8TSpUsw0mM4lq9Yg19++cUqwK1bNmPr1i1h9mB379YF3377LQYPGSZC+8iRwyhUqDBixYplsb7Xr1/j3LmzKFCgYIQN6PXr1/H+/TtkypQZFy9eQM0aTjhz9mKUmjQjDKadVhTZBC8xciFWokRJWZxWrlQe8xcsRqJEib6Y4H375g16hDEy9Kl2ILxfC19fH9y4cR1Dh44I76oi/PkqeCMcuVYYgQS+uOClYOrs3lE8uiz8gCpXccTy5cuwdu0G42/OzV1RpYoj0qVNhWHDRmDCBE+8efMWVZ2qYfhwD7nu6dOnaN++Da5cvoR3797DxdUN7u5dsGL5MvTp01M8ZPHjJ8D06TORIWNGIzYabYqz+fPm4K+//kLNWnXkmceOHUXfPr3w9OkTfBMzJkaMGIWyZcvJfXnz/ILWrdti564dePToIQoVLAyPkaODDQWfMXBAP/Egnjx5Aj/88CN69eqNZs4uyJolA27cvGu8p22bVtL3o0cPI368+OjWvaf8jffmzpUDm7dsQ0DABvjO9MHbt2/wU7x4mD9/Ef73vxRB6n306BE6dWqPy5cu4n8pUoqIe/XypQhCQ18XLpyP9+/eSYht+PCR+PHHH4M8o1bNahKqKlWqNP755x9kyZxeQnE1a9WW67Jny4Q9ew+iXdtWct2D+/eDMV63fq2wYTrFlStXkNAhISZ4TbbotTUVvIaGjPcci+PHj2PuvAXyU58+vbBt62YZ23z588Pb20ciAm6uzfH8+TOkSJES7dp1QK3adSxeay5kG9SvA1fXFqhQsVKwcaO3ukf3rrh0+RLixI6NpUtX4umzpxg6dDBWr14n13OC5X///fdr/FasOEaOHIPYsWPLu/Tnixe4fv0a6EXmOzV6zDjkyZNX7rP07PQZMsDLyxNLFi/Ch48f0MKtJVq2ahOkXRy7bFkzIvDUOalHS/QgEB6C9/379+jZsxv27duLt2/eImfOX+DrNxtZs2TEmbMXxFt7YP8+VK9eFadPn0ey5Mlx4cJ5tGrpJrba4K39fWB/+PhMl8hZ/PjxsWr1Olmw9u3TG7t27ZR3edjQEWI3rNlu05Hk93P71i1cuHhB/jdN2rSYOHEK0qZNK5ddu3oVnbt0wv17fyBVqtSYOGkKXrx4EcQOtGrVBr1797SpL69evZII4pGjh/F93O/FsfLr/4XoLdVFO3P06BF4jfdEihQpcO3aVdDmtmnbDg0aNAryUq5btxbDhg4WJj///D/4zJyF3r26o227DuIgePXqJY4cPYkFC+ZjyuSJ+Oefv5EkSVJMn+GLNGnSGOtJliyZ2JOHDx/KAn3t2tViU/969QrDhnsYUwostZfPs3VcDbbp5s2b+Omnn/D7oCEoU6ascR42b7ep4F2+fClmzfLDsmUrcfzYUQwY2A8vX74UZwLnmLBG4KLH1629jMwEvrjgpZjLnCk9jh47ibhx4yJ//tw4efIM8ufLjT17D4gQo9g6eiwQCRIkQKqUyeHm1lI+RHrcKlYoi7FjPVGk6K8SLjp8+JCE12gYfi1aEAcPHUPixIlhEJOWPLz8UP18Z2LBwiUiiimc6a24f/8eXr/+G+nTpxcPIg0U28RCg9+rd1907OgugpRejsGDh6Lor78FGb+SJX7D5Cne4qXkSp9GysNjlIjIkARvxowZxXgfOHhEnsVw/ZgxozBv3gKUKP4bDh46ijhx4uDWrVtInTp1sPelVSs3pE2bDn379sfjx49RpXJ5lClTTgTvsmVLMHfuHAnLc1Lr168PPrx/b/SwGx42buxovHv/Hr1798W2bVsxbNhgZM+WA1OmeovIbOHmIikmpgbPnDEnruneU7F+w2akS5cOCxcuwNIliyS0Z14sCV56NB2rVMSVqzflco5tvnz55f/XqF5VUik4nvPmzsGZM6eDeHhDuta03kWLFkhEgZPpL7lyGf/E8SxR/Ff07NUH1avXkPeB7x4XZwbBe/fuHThWqYR16wNEaHfs0A6Zs2SRqAT7zfdp5669SJgwITZtCoD3tKlYuWqtvCuWnr12zWrMmuWLRYuXiUe3cqUKGO81MYg3mRMnJ+eIzsWOzAYpOrQtPAQv30kurnz9/AUhBQ4FFhe6Xbp2R/HiJSSVZvuObWjZojUaNW4CRoouXrwo9ss0PSHXL9mxY+ceo4e3a1d3xI4dB0OHDpf3XRbnP8WzarvNBe+MGd7YtGmrpBfRbixYME8cILTxpUoWw8DfB4uAWjB/HtasWSXfjbkdsLUvPXt0E3E3YOAgXLp0EXVq18T+A4fFPoZUFwVvlcoVELBxC/LnLyCC97dfC+H0mQvBFqO0MX/8cVeEKgttJm0KRS3nFpazZ8+IHaGdGTL4d5nb+J2zHtpA8s2ePQfWrFkNppFx0U1RznQ/Ljo2bd5mlY0tLOhIoh0eNGiIOAGuXrmCmjWrIWDjZmmbpXYb7H/MmDFBjlzwODg4oGzZkpg8eZpE7J4/fy6ilwsiLUrAngh8ccHLzjdqVB9NmzYTIzl3zmzMmj1XBAS9qWnTpUO3bp2xbdsuo9A8dixQPA4sDEvnzZsPjZs0DcaRhsLDY7R4FK0J3qZNGqFBw0ZwdKwa4li8e/dOhPn1G7eN7TgZeFbENAu9gfTgmbcjbZqUuHHzjlxD4zV6lAeWLF1hVfBSxJUpUwKenhPkmd26dpY+NGnSDEUK50fHjp2lvcyfs1TSpkkhXkCDgfHwGI4Xz5+LAW3SuKFMXvSWs9ADWSB/Hly99p+oNJSDB/Zj1CgPEWl9evcUj+rwYUNx4uRpzJ3jj/MXzsvEF5rgvXXzJsZ5esljHzx4gArlyyDw1NlgzbYkeGkoM2dKh4ePngW7fvjwoXBI6IC27dpbFLymN5hea/6gjRs3wHPcWGHZp29/8ZScPnUKHTu2E8FqWjh+BsHLSez2nVsYNuy/6AI9ZSNHjpBJmYL3j7t3jYsILr7Klyst/Q7p2c2aNkbDRo1QufJ/4zJ69EiZwLjgYBk2bAiePX2KMWM9NZ0hxK80av4hPATv+fPn0KxpI4zznCCpCYbChS4jCd179BKx17lzVxGUfrPmoHWrFnCqVl1yyK0J3vTpUuP4iVMi3kwL77HFdvP7MbUbbA/tAD2ht2/fRqdO7bBjxx55ND3VaVL/TyJlixctDLLwtbUvGTOkMTpU+Ex6tbt374kECRKGWFdg4EmJTO7dd9DYRe49YWoHF/emxZLgrVq1Gpo2c7b4wu7cuQMzfWZg3vyFMmd07eJujIDeuHEDjo4VcfbsRbmXwjhvnpy4eOkaTp8+HWJ7J04YH+q4pk6VGu7uHURcGwqjamnTpEXrNm3F1pu3m7/Rez9xghfmzV9kFPB8Vyh8+R6FluoSNb9a7VVUIBAugnfqlMl4+PC/kxfSp8+AZs7NsXrVSvGq5siRUzYzGVbHNJq379yXFSNL7149kDVbNjRv7goag/Hjx+LeH/9tfqJHbumylSIarQleihHmEBu8h4aB2rt3D2b6TMfff/8tPx06dNCYgmCtHaYDzUmDQpNeZxpyeuj69RtgUfC2ad0SVRyritfSZ4Y3bt66icGDhyFP7pziTaUBuX37FsaNG4NdO3eiTZt2YohMC5/PdINbt+8Zf545cwauXL4s7eDKe8wYzyB9pdf8wsWr+OGHH4z3vH37Frl+ySb5osV+KyLpFK4uzujXfyB8ZkyHY1UnWSCEJnjpye7Vq48898mTJyhRvCjOnrsU7FuwJHjpta1XtxbOnb8sht3TcywCT54QwcfwHtNc2rfvGEzwWrs2pI9w/769aNnKDf7+80RY+vrNxKJFS4Ncbip4B/0+AIsXL5RJkYWh24QJEoqnheMcUr+3bN5k8dl8B8nHkKrADTiOVatK3h+Fb9kyJbF9x27jex8VjIn2wTYC4SF4DfbMc9wY3L9/3xi65kKX3xmjCy7Nm2Hd+o0SbeNCt2CBvNi2fZfYoZAEL9N3mHZjan8MvbTVZpraScO9hQvnx7x5C3Hj+nW0bOkq6QGGwnSmnbv2gd+WaaTHlr7we0uXNiUyZPj/KW60oSM8RkkqU0h10Q4PGTIIa9asN7aDNsxvlr/k25sWS4K3Y6fOKFasuPEyOhHWr18ropROiMRJkkgUjjbHtB5G9WhzDdE/2pkc2bOIw4L9D6m9169dDXVcjxw5JCkJpnaPe2yePnmCQYOHSr3m7eZvtMVML+S7YXAA8T2YOmWSpGpUqFBRvOfmaXO2vf16lRL4egTCRfBy9zvzfRha957uI2Es5mQxTSBb9uxo2KARypWvIL023+lrKngpGigA69SpJ9eWK1sKY8eNF8Hbrm1rVKpcxeKmNXqY6T01eD15L41O4UL5sCFgMzJmzCRCNWeOLEEEr+nxaKbtMB0eiuTmzk2QK1duEfP9B/wuwpKeiQzpU+PmrT+Ml9etUxNNmzWXNlL8VKxQRjww3MRnfjIAvaWNG9UXMVm+QsUgbwQ9HmfPXZSNZCxjx4yS1AYK3oYN66FpU+cgHl5OaNeu3wr2VjEMRo81jTFDVQzL//XXKwkvbt22S8L1poLXnLH5prWwCl6G9u7cvYMZM3xBgUkjyjxpbjRjGC9psmQieOfPm4vTp08ZQ/3WrrX26TC9I2nSpChZshS6dO4UxNPB+0wFL1lwkcbQqnmx1m/mcVt6NqMMzs1dLOa5MbrA98h0gvx6JkBrjmgC4SV4Df0IPHkSDRvWlVMXaJvy5v1FPJyPHz2SjWN8N6s6OWHa1CnGqIepHeb+Ai7GDJ48RrUYzTAPYVuz3aZM+f1wk9f48RPlZy74MmVMh2PHAyWnt3v3LrKwNC/mdoCLdlv6Qg8vI2KmC34+m9GYkOoytQWGdoRF8Joe5UWhymjaipWrES9efGzetBGz/WcZBa/pvgFrgtdae21hceLEcfEmW/Pwmh9BRvvPOYu5v8ePHcOcufODDAsX7r16dUeC+AlENGtRAvZEIFwELw0aw+rc1GRIXSAUJ6cquH7tGg4eOmIUb9aMJjeSceMFPbVc3depU1M8FBS8FDOJHBzQtVuPYLy5CuUmrgULFkmuGT3Kb9++Q6WKZSXURUM4adIEjBs7xpieYKvx7tu3N4oW/RVOTtWC1Zsvby4sXLRENnwwh654sSKS72vIM3Zu1liEf5OmzUTE03NJ7zU33JFZC7fmqFW7brBjqlq0cEG2rNlk0xtzxao6VpKwJQXv0qWLMWeOPxYuXCL96t+/L7gjmqFy88KQIDeesW4KSxo15hbTw2owiqaC15zxpwpeinOmtnhL/u8mWXDwHMssWbNKzjRzq6tVc4Szs4u0a8OG9fDz9cGy5aukC9auNe0jvbq58+QVDsyxa9ignkQSKCyZ/80jwLgI4oaTGDG+kU07hsnnzp3bqObkiAULFyNr1mzi0eUihHmQ1vrNhY6lZ2/bugV+s3wxe/ZcWUhw3DjG9JjQmzRt2lTZTKMl+hEID8HLHPS4cb8Xby0X8yVL/IrNW3aIaOVC99nzZyI4aTv9/WdJTvp/G1z/S+ExtX+lSxWXhSijWIbvzyGRA37/fYi8w0xNSpIkiVVnhbng9Z42BRs3bZPvibm5i5csknQh5gQz2kE7TjtJj+jVq1fERpjbAT7Tlr4w9zR2nNgYOHCwnNDCk1G4GY15qSHV9SUFL+cfbkKjU4N2hBuB37x9G2bBa42NLSw4VkzL4CKeds+Qw7shYJM4oSydyGD4jWNfzakKGjdphkaNGkt6heF0HUYrr12/LilwWpSAPREIF8FLAMxhTJ0mtTEnkr9x1/rGgA3YuGmrkZE1ocnTGJjryNBJwYKFwFWtW4uWYrQp1pybNRGDyZ2ypkdd8UPnCnvpEhqcv1G7Tl0JJdOLuHLlCiROkli8onP8ZxuFnq2Cl0eqMbeTpzPEiRtHJgVukqLI4sp+hMcwCYVzJ23s2N+hXPmKRsEbELAeTHNgCgD7RPHLED83SHwb61uULlVGQm80zKaFwsu9U3vZYMLdvRUrVhIxZtjsxNMP/P1nI2bMbyRnlc8weINNn8MNEU5VK2Pf/kPInDmL/Innb5avUMk48ZkaQXPG27dvDfIPT4Tm4eVC4+PHf/Hdd7Hk1AN6rw318jgwsqC3k5MgJ1+mrVDw0otAb/e1a9fQtWt3yTcO6VrT/lEYb9mySd6JRIkTy6kbPLWBhZtIuHOb4TpuXlm0aJmIAFNvC3ehDxo0AA8fPMB338VGjx69JD86NKFv6dlcxNBr7OfnI57shAkdMHnKNHl36Xlp1dJVNmCaj7U9GQ9t66cRCA/By02d7p06yAbJWLG+Q9u27Y05pUxz4AZbpjPxG6M4ZlqV/5z5xsiQqf1bu3YN+vfrIws15r0zOsYTIA7s/+/kHW6GqlGzVpgEL+vduWO7pKmlSJkSkyZNNZ7SQEHKkw7Onj2Lf//9CEdHJzkFxdwO0FFgS18o+BkVYgodN9ilz5ARixcvExsdUl1fUvCyfleXZiLckyZNBp4wsXTZkjALXrIOqb38my0saMM7d+4kOdQcT6YiGE5XsCZ4OY/Q/lL0Mio6ZvRIObqOcx5zgCdOmipzkRYlYE8Ewk3w2hMEW9tKQcsTEaZO8xZBSSHTuXNHlCpZ2uImOwFcSU4AABhOSURBVPPnrlq5AhsC1ktIX4sSUALRk0B4CN7oSVJ7rQSUgBKwnYAKXttZicfuzt3bRq81UxIaNayHzl26yfm21go3ytG7yjMWDaHCMFStlyoBJRBFCKjgjSIDqd1QAkrArgio4A3DcDH3k0fXXLt+DbG+/e9f76rfoKGcI2ytMJVi9epVaNbM2WLOcRiaoJcqASVg5wRU8Nr5AGrzlYASsEsCKnjtcti00UpACdgrARW89jpy2m4loATsmYAKXnsePW27ElACdkdABa/dDZk2WAkogShAQAVvFBhE7YISUAL2Q0AFr/2MlbZUCSiBqENABW/UGUvtiRJQAnZAQAWvHQySNlEJKIEoR0AFb5QbUu2QElACkZmACt7IPDraNiWgBKIqARW8UXVktV9KQAlESgIqeCPlsGijlIASiOIEVPBG8QHW7ikBJRC5CKjgjVzjoa1RAkogehBQwRs9xll7qQSUQCQhoII3kgyENkMJKIFoRUAFb7Qabu2sElACX5uACt6vPQJavxJQAtGRQIzHT5//Gx07rn1WAkpACXwNArFifiPVvvvw8WtUr3UqASWgBKIlgRgvXvypgjdaDr12WgkoASWgBJSAElAC0YNAjA8fPqrgjR5jrb1UAkogEhD45psY0oqPanojwWhoE5SAEoguBGL88/a9Ct7oMtraTyWgBL46gdixYkob3rz78NXbog1QAkpACUQXAip4o8tIaz+VgBKIFARU8EaKYdBGKAElEM0IqOCNZgOu3VUCSuDrElDB+3X5a+1KQAlETwIqeKPnuGuvlYAS+EoEVPB+JfBarRJQAtGagAreaD382nkloAQimoAK3ogmrvUpASWgBAAVvPoWKAEloAQikIAK3giErVUpASWgBP6PgApefRWUgBJQAhFIQAVvBMLWqpSAElACKnj1HVACSkAJRDwBFbwRz1xrVAJKQAmoh1ffASWgBJRABBJQwRuBsLUqJaAElIB6ePUdUAJKQAlEPAEVvBHPXGtUAkpACaiHV98BJaAElEAEElDBG4GwtSoloASUgHp49R1QAkpACUQ8ARW8Ec9ca1QCSkAJfHUPb/yffsCLl3/pSFgh8CUYNW3cCDVr1Uat2rUjlLVT1Sro0aMXSpQsGaH1amVKILISiCqC11a7NGb0KLx58wb9BwyMrEMSpnZ9/PgRLVxdsP/AfpQqVRre02eE6f7IfLHa68g8Otq2zyXwxQUvPxjn5i6oU6eutO3ihQvInSsnjp04iRw5cspv+/bthXvHjjh6/ARsNZrmHb108SI+fPiAbNmzfy6DSH//pzIy7Vh4Cd5///0X2bNlQeCpM/juu++wZfNm/FasGL7//nup3lYD+vjxY6RK8TMcHBzwzTffIG7cuCLQR3iMRMyYMTF1ymT89ddf6NGzV6Qfr/BoIN/19u3aYvOmjfjnn39QrHhx+M3yx48//hge1ekzw5FAZBO8oX3DIaGw1S59quClSN65YwcqVqoUjqMR9kdv3bIFY8eOxsZNW0DxS3sVVYqt9jqq9Ff7Eb0IfHHBO3bMaNy+fRsTJk4SkpMmTsDkSRPRslVrdO/RU34bNdIDDx8+xDjP8Z8sePv26Y0CBQpGuMfya7wetk4s1toWXoKXde7Yvh2ly5QBJ86SxYthxarVSJw4cZgFb+5fcuDuvQdy34MHD1C3di04N28OtxYtcfPmTXx4/x7pM2T4GkMQKeok5yJFi8rCol3bNsiSJQu6duseKdqmjbCdQGQTvKF9w19L8G4MCMDGjQHwmjDRdrgRcKX3tKm4du0aRo8ZGwG1RWwVKngjlrfWFrEEvrjgPXLkMNq0aiUeXRZ+QNWqVcfiRYuwdfsO428tW7ZGterVkSRRQowZOw6jR4/C2zdvUKNmLYwd5ynXPXnyBG6uzXHx4kW8f/cOrVq3EQ/f4sWL0LWzO+LFj4+ECRLCf85cZMqc2UiOwotehVmz/PDXq1eoV7+BPPPw4UPo1qULHj95LF5DT08vVKhYUe7LnDE9OnTshG3btuLhg4ciLMZ7TQg2GuwPw1g7dmzHyz9fImPGjJg0ZarRo0kj3b9fX7z++zVKliwlxjp27NgiBtmmOXP88e7dO3kGBT89dIcOHZS/xY8XH3f/uCvPHTR4CMpXqCD1mwreK5cvo22b1nJdmjRpMMPHF6lSpQrWzqNHj6B927bSjrx58uLd+3eoW7e+LBD+/PNPdOvSGXv27hEObm4tggmnt2/fIuX/kuPGrTvStz17dqNCubK4duMWfv75Z5w7dxZNGzeWcTa0r3evnpgyeRKyZcuOBAkTYPOWbTL+FSpUxOxZs/DixXPkyJkTs/3nImHChEHaTA+vqeDlH4cNHYK///4bw0d4CB9DWNTNpTnOnz8v99++fUsiCsOGj5C6Qhqb0PjP9PERjtOmThGvsourG7p26SwTLt+9ggULYfacuYgVK5bVLzRgwwYZ/0ePHiJNmrTYvXcfXr58GSJv9uvZs2e4evWKvHdsp8eoURjpMQKvXr6SuubMm48UKVIEqZeLSDLje6LFvgiEh+B9//49OnXsgN27d4kdzZU7NxYsXPxFvmGDvdi+fZtE1UaPHYd69epbtd2mI8J3nAvW8+fO4ebNG0iXLj1m+MxEuvTp5TJLNo22olHDBnj29ClSpUqN9h07oot7J5vs0atXr+DesQMOHjqI7+N+j3Hjx6NEif9SqkKyn7TBo0eNRMqUqXDlymX5Fjt17oymTZsFeblWrVyJAQP64c8XL5AiRUrMm78A7u4d0blzV/Tp3QsvX73E+QuXMMd/Njw9x4n9SpY0GebMnYe06dKJrWc9yZP/LN/8g/sPMGr0GKxYsRyXL10SW8G5ypACZqm9yZIls3lcGQnt2LE9bly/jp9+igePkaOM8wrtpXm7TQXvokUL4TN9OtYHbJS5s1ePHvjz5Z+IESMGxo0bH+k87/ZlBbS1X4PAFxe8NIj/S54U5y9eFqGUNXNGXL56Xf732IlA/PTTT0jxczL5O0VPgng/om279iIyXr9+jWK/FsWkKVNQrFhxCRcdOLAfv/1WTDx+FESnz55HkiRJ4OLcDE7Vqlv08PJDnT5tGlauXoP48eOLcKbH8Y8//sDfr18jQ8aM2LRxoxio4ycDjaJy4O+D0K17DzHq9FRSeBQvXiLIuNAgUKTOX7BIQlmcZPhs3kvPdplSJbBtxy4RTy3dXJE1WzbxbC9cuACzfH2lTeTSvVtXcJKiJ5xGsHTJEth/8BDy5MkrxqlUyeI4eeoMEiRIYBSU5FEwfz5hxTCf/+xZWL58GdasXR+kjRTUObNnxdRp01G2XDkcO3YUJYr9hrnzFggvCmayp5Dk5FCtqqOI/dp16gR5TqWK5dG7d1+UKl1aRBzTFdq1by8C02fGdBGdnuO9ggjyDOnS4NCRY0E8vG/+eSNe3x9++AGtWrZAunTp0Ldff6uC9969e6hft44IWRp/S2HR58+f49eihbF+fYBMntbGJjT+tWpUR7v2HdCrdx98++230ja+exS6LBT7ZGQtB/rmjRsoXaoE1m/YKKk2jx49knfVGm/2y8/PF4ePHJNvo7N7JyxfthQnAk8LQ48Rw2WMOFaGcvXKFdStUxtLly2Xd1mLfREID8G7ft06zJ8/V0QuC20IBdaX+IYZTYgTJ454NGkbufCMFy+eVdttLni5EN69dz9Sp06NuXP84T97tjhArNm0WX6+CAwMNHp4be0LbTLbR9tx4fx5OFaphMDTZ8XuhmQ/aYNLlSiOXXv2olChwhKBzJMrJ67fvC0OC9PCqOXdu3cxctRo+Zl25+mTpyJqDd/j6dOnRDzTzvbr20fSsej8MNj6w0ePIWfOX7Bi+XI0algfm7duE1HOdL/ePXtiz779VtnYwoKOpHx5c8PDYxSqODqKoOZ9O3fvlfnJUrsNgjfmtzHRqUMHaVeiRIlQtHAhzPTzk7RELtApejk3aVEC9kTgiwtedr5mjWpwdW0hRtLX1weLFi8V8VehUiWkT58eHdq1w4FDh41C88KlK+I1ZOnQvh0KFCiA5i6uwThSFHp6eSFv3nxWBW+d2jXRtKkzqteoEeJYUBRSmD968szYjivXbohAYenYoT3y588frB00COxbzVq15LpTpwLh5uKCI8eOS/rGrVu3xGPNsnvXLgwZPEgMe+1aNeDs7CJebZanT58iW5ZMePDoiRjBdm3aGL3i/Hu9urXRuHFT6YPBgxoYeBKtWrTAoSNH5RkUzA4J4uHJsxdBPI/07vJ5NKqGUrZ0KbTv0FEEW9LEDrh05ZrRYNFrwcly6bIVQXiNGD5MPI79+g+QiaJn795YsXwZFi5aAuemTSTHtkbNmqEK3iZNm6F+/Qby7CVLFmPjhg3wm+0fpC5DDm/SpEmlXzSqPXv1xu+DBotxtSR4ORFnypQJXbp2M048IY1NaPwbN2wgCzPWZan8PnCA5Be7d+4S4js1cYKXeLLouTct1nizX1yIGaIJXMRs27pVvLosjBj4+88S5ix8vyjOOflwcaTF/giEh+A9e/YM6tSuhalTvSW9yFC+xDfM9/fi5avBojK0S7bYbr7jN27cwJSp06RZtCm0vecuXMKtWzdDtGnz5s4JInht7UvypImNDhXWx8UqF9gJHRKGWNfx48ckMnki8JSRHfeerFy5OlgalSXBW7NmLbi6tbD4MvJ7njp1MpavWBXM1l+/dk0WyYyksdDpkylDOkntsmbvyTQ025wmbRq0btkyyDzAqBUdDh07uYvgNW83f5OI6JjRWLFilVHA0947JEokc4EhXc3+vjxtcXQnEC6C12u8p3hkWRjyZw7msmVLsSkgAL/kyiUTvGF1TKP5/M9XRqFBD1eOHDkk55fGYORID9y9e0f+fvTIEazbEID8+QtYFby/FS0Cr4kTjd45wyDv2rlTDA+NCsv+fftELLJYa4fpS0KD0KVLN5QpW1Z+Zl+KFi6Im7fviseYRjqhg4P8jd4Qh4QOslrnCnni5MlB2kTvNg3bmTOn0adXL2zfuctYFcVc3rx5hYNB8DJc3qRxQ6RImdJ4HUN+R46dQPLkyY2/bVi/HtOnT8PqNeuMvzVsUE9SGpgmkTrl//DsxUvj3xiu6uLujn0HDgb5Hvbu3SOh9WneM9Cwfj1pHz31FMvZs2bGgUNHZPVvmnJhycPbvXtPlCxVSp5Nj8bKFcsxd/6CIHWZpzRQ8Hbv2gVJkiaVd8Vc8DJ0S2ZMGWBaBou1sQmNf/++fbFl23Zjm/iOsO/0jtOTf/XqVbRs2coori0ZDo4/JwNGCQyFIUprvNkvbkIbMPB3uYXer0OHDmHylKny35s3bYKPz3TjYmTc2DFI/vPPaNy4SXS3XXbb//AQvGLP9u+TiMC9P+4ZQ9ef+w3TM8nUJlN7YQBvq83kO84oxeAhQ41jljNHNixfvlJyYUOyaQEb1gcRvLb0hU6WxA4JgqS4vXr5EuM8vcQBE1JdTLUwtwH58uTGwkWLkSVr1iDvmiXBa2rjeLGf70ysWrVSROmzp8+QJGkSrFy1RgSvaT2MCjk5OeLU6bNSB21BmlQpxBFizd4z7SI023zwwAHMmOEdZB6gkGXEk6kNtJfm7eZvtHVMi6F9NziA+B6M9xwnqRqVqzhKxEk3zNqtCYq2DQ8XwXvixHHJ96GnjnmPDGMx/FyyRDHkzJETTZs5o1LlygLdfEOWqeClcO3QqRMaNmwk1/5apLCkO1DwujZ3RlWnahZDzPQwu7i4Gb2pvJceVYb5d+7ag8xZsogBpmExFbymx6OZtsP07aBBaNCwkVFwHDx4AB3btxcPLz18FPqm4WfDvTWqO4ln2NTDS/H48PFTMYLNnZtJ7pehVHWsDOY5m3p4T548IXVRQFsr9PAyHMUUCUOpWKEcWrduK55p5k3Tm2nIow3Jw8s8XuY20zvCEB+PFaL3nHnWE8aPlz6bj2HG9Glx8PDREDet2Sp4+Vx6yJn6QU+1qeBlSJUCdpa/P3LnzmPso7WxCY3/gH79JHxnKBSvfEfoeWWKA/OTmTtn8CZb4s8JgaFOQw46r+GEZ423uZAPTfDSE8XcYC40tNgngfASvAYafEdqVHOSlCiKks/9hikgGf0yD2Fbs92mI8N3nMJ2mvd0+ZlpDD8nSyLeYQrNkGza7Fl+OHnypDGlwVZ7RA/v1es3JYXKtFizn7TB5jYgLILX9OhFCtWhQwYjYNNmSamjA4KLVoPgNa3HmuC11l5bWFiK9Jl7eM2PjKQNdXNriUuXLoL7ccyjfrS97p06ytxB0axFCdgTgXARvDRoDNc7OCQypi4QSrkypSVR/9SZc5KvaC6W+N+mQpOGev7CReIV5eresXIl8TJS8FIIcdLv07dfMN5chc7x95e8UeZyUYS8e/sWxYv9KkaWhpCeMnpDHj99Hmo7TCugQXj912usWbdecrsaN2ogeU3M4WW4uXzZ0pKnmz17Dlmt3793T3LpFiyYD7+ZM7FqzVqpv0f3bpILN2nyFBG8zBmmcXGqVk02CHDCYsjPNIeXHuMihQpKn5maQDHFvCwKeNNCY0hxP9NvluSF0XAyh5ebxXhfm9atxBDTc2rI4W3XoQPq1q0XjCVzvuihmOrtLdxn+syA97RpktdrEHamE1+hAvkxfsIEybtmMd/1a6vgJTsa1o8fPsDH1y+I4GV6AVkwR8/WsQmNv/lkx3M2mYdLby29+OXLlUGLFi1F8FLYFipc2NhHQxu4waRC+bLYtHmreJj43nGzmTXeYRW8XFTlzZcvWG65PRmd6N7W8BC83D/AHFXaRH7T+fPlwb79B2Xh+bnfML+FRIkTy94B2nZGX5h6FBbBy/d2z979YguZmzt/3jxJ9bJm09asXg1v76nYELDJ+MrY0hfm8NKbS8cDN5leu3oVKVOlkkhQSPbzSwpezj/chEaBSzvm0ryZ2PqwCt7Q7H1oLDhWTMsYPtxDHC2GHN4du/aIE8rSiQyG33i0JOdrF1dXNHNuLukVBucC87HpBeb+DS1KwJ4IhIvgJYC6dWohbdp0xnxW/sbdqevWrpUwtKFYM5o8jWFg/3748cef5NQEhlnatGsnwou7T+vVqyMGkztlTT19/NC5wl4wf57skqVHlhsu6KVbumQxkiRJClc3N3BnviHP1VbjTYNQpEhR6Qd34vMkBtNTGrZv2yapDffv3xNBzJwnbvJiYQjKd6YPvokZU4QoDQaFvxjb/v2QOlVqHDh4QDyKY8d6Wjylgcabu4LPnD4tk0/1GjUxcdLkYO8cn0nPCXcN58yZUxYfFStWEsHLMDt3Me/cuQNxv/8eLi6uIuws5a9yUcBjeJhjxr9zYmWO2ZKly43ealN2K1esQI/uXZEwoYN4gMMieHkOLydSQyEjr4mTZBI3CEN6m1kfjyeL/d1/m0kqV6ki4dLQxsYqfzMPL9NMnJs2ldMt0qZNK6c/sP8UvLVqVoeTUzU5ycG8UNAPGjQQz589E08svfHWeIdV8DaoXxdly5aTVBct9kkgPAQvN1i2btVSToDhsXXu7p2NOaWf+w0zOkZ7QaeD2PGx42RxbKvN5DvOb2fr1i2SpsZTF3xm+hpPaQjJplEkMlrHTZq9+/SV782WvlDw09Zv2hggQjNTpszioKCjIaS6vqTgZf38Ti9fvozkyZLLCRMLF8wPs+Ala2v23hYWnCe5afbGDUb0HGQRYDjX2Jrg5UZhci9XtrRERXliDk8mihM3ruQA+8z0C5JGZ59forY6uhEIN8EbVUGKkejZy3jMzZfop0Hw8hgvLZ9OIDzG5tNbo3cqAcsEwkPwKmsloASUgBKwTkAFbxjfkPA4mNuSdyGMzdLLw/CvuiksJfA1Cajg/Zr0tW4loASiKwEVvGEceRW8YQQWgZeHx9hEYPO1qmhCQAVvNBlo7aYSUAKRioAK3kg1HNoYJaAEojoBFbxRfYS1f0pACURGAip4I+OoaJuUgBKIsgRU8EbZodWOKQElEIkJqOCNxIOjTVMCSiDqEVDBG/XGVHukBJRA5Ceggjfyj5G2UAkogShEQAVvFBpM7YoSUAJ2Q0AFr90MlTZUCSiBqEBABW9UGEXtgxJQAvZGQAWvvY2YtlcJKAG7JqCC166HTxuvBJSAnRJQwWunA6fNVgJKwD4JqOC1z3HTVisBJWDfBFTw2vf4aeuVgBKwMwIqeO1swLS5SkAJRAkCKnijxDBqJ5SAErAXAip47WWktJ1KQAlEJQIqeKPSaGpflIASiPQEVPBG+iHSBioBJRAFCajgjYKDql1SAkog8hJQwRt5x0ZbpgSUQNQl8P8A7ctuwMD3bmMAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = Text([\n", " \"The option to convert models between FARM and transformers gives freedom to the user and let people easily switch between frameworks. [SEP] \"\n", " \"What can people do with model coversion?\",\n", " \"Electric vehicles emit much less harmful pollutants than conventional vehicles and ultimately, create a cleaner environment for human beings. [SEP] \"\n", " \"what is the result of using eletric vehicles?\"\n", "])\n", "explanations = explainer.explain(x)\n", "explanations.ipython_plot(index=0)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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" 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