{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example of using litstudy\n", "\n", "This notebook shows an example of how to use `litstudy` from inside a Jupyter notebook. It shows how to load a dataset, plot statistics, perform topic modeling, do network analysis, and some more advanced features. \n", "\n", "This notebook focuses on the topic of programming model for GPUs. GPUs (Graphic Processing Units) are specialized processors that are used in many data centers and supercomputers for data processing and machine learning. However, programming these devices remaining difficult, which is why there is a plethora of research on developing programming models for GPUs." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import other libraries \n", "import os\n", "import sys\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sbs\n", "\n", "# Options for plots\n", "plt.rcParams['figure.figsize'] = (10, 6)\n", "sbs.set('paper')\n", "\n", "# Import litstudy\n", "path = os.path.abspath(os.path.join('..'))\n", "if path not in sys.path:\n", " sys.path.append(path)\n", "\n", "import litstudy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Collecting the dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this example, we have queried both IEEE Xplore and Springer Link for `\"GPU\" and \"programming model\"`. IEEE Xplore gives 5 CSV files (1 per page) and Springer Link gives a single CSV file. We load all files document sets and merge the resulting document sets." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "441 papers loaded from IEEE\n", "1000 papers loaded from Springer\n", "1441 papers loaded from CSV\n" ] } ], "source": [ "# Load the CSV files\n", "docs1 = litstudy.load_ieee_csv('data/ieee_1.csv')\n", "docs2 = litstudy.load_ieee_csv('data/ieee_2.csv')\n", "docs3 = litstudy.load_ieee_csv('data/ieee_3.csv')\n", "docs4 = litstudy.load_ieee_csv('data/ieee_4.csv')\n", "docs5 = litstudy.load_ieee_csv('data/ieee_5.csv')\n", "docs_ieee = docs1 | docs2 | docs3 | docs4 | docs5\n", "print(len(docs_ieee), 'papers loaded from IEEE')\n", "\n", "docs_springer = litstudy.load_springer_csv('data/springer.csv')\n", "print(len(docs_springer), 'papers loaded from Springer')\n", "\n", "# Merge the two document sets\n", "docs_csv = docs_ieee | docs_springer\n", "print(len(docs_csv), 'papers loaded from CSV')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also exclude some papers that we are not interested in. Here, we load a document set from a RIS file and subtract these documents from our original document set." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 papers were excluded\n", "1440 paper remaining\n" ] } ], "source": [ "docs_exclude = litstudy.load_ris_file('data/exclude.ris')\n", "docs_remaining = docs_csv - docs_exclude\n", "\n", "print(len(docs_exclude), 'papers were excluded')\n", "print(len(docs_remaining), 'paper remaining')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The amount metadata provided by the CSV files is minimal. To enhance the metadata, we can find the corresponding articles on Scopus using `refine_scopus`. This function returns two sets: the set of documents that were found on Scopus and the set of original documents not were not found. We have two options on how to handle these two sets: (1) merge the two sets back into one set or (2) discard the documents that were not found. We chose the second option here for simplicity." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1440/1440 [00:03<00:00, 361.20it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "1387 papers found on Scopus\n", "53 papers were not found and were discarded\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "import logging\n", "logging.getLogger().setLevel(logging.CRITICAL)\n", "\n", "docs_scopus, docs_notfound = litstudy.refine_scopus(docs_remaining)\n", "\n", "print(len(docs_scopus), 'papers found on Scopus')\n", "print(len(docs_notfound), 'papers were not found and were discarded')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we plot the number of documents per publication source." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "litstudy.plot_year_histogram(docs_scopus);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this example, we discover that one document was published in 1997. This document should not be in our set since GPUs were not used for general purpose computing before 2006. We can remove this document by filtering on year of publication." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [], "source": [ "docs = docs_scopus.filter_docs(lambda d: d.publication_year >= 2000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Print how many papers are left" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1386 papers remaining\n" ] } ], "source": [ "print(len(docs), 'papers remaining')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## General statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "litstudy supports plot many general statistics of the document set as histograms. We show some simple examples below. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n"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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "litstudy.plot_year_histogram(docs, vertical=True);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "litstudy.plot_affiliation_histogram(docs, limit=15);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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0iMGDB5dYLiEhgczMTKpWrQpARkYGaWlp5OXlkZmZ+bsy4vbs2ZO5c+cCoFarWbhwobJ+fknWrl2r5BUASE5OJiwsjK+++krvewYEBODn58cbb7yBm5ubkldg165dhIaGcunSJQICApQcDTdu3ODhw4d6bZmbm6NWq4v0ISUlhWvXrhXZHxQUpGRvLu47vkjfXF1dmThxopI1WQghhBCivCuXTwQAatWqhYODA6dOndLbHxwcjJeXFwMHDuTrr78GYMqUKcTGxgJw9uxZ/P39SU5OVu5+e3l5kZycDEDfvn359NNP8fb2JiwsjGnTpjFx4kTCwsLYvn07w4YNY+jQoXz//fdF+pSVlUVSUhKTJk165t3nw4cP07FjR2U7MjJSSeBVXN3PS6VS8csvv6DVajl+/Dj79+8vttzkyZPx9vbm8uXLgC4Lr4WFBePGjWPChAncvXsXgNjYWFxcXDAyMqJt27bExMQQExND27ZtMTY2xsXFhZs3byr1rl+/XkkSVigvLw+VSsXEiRP1nh5s3LiRMWPG6JV98OABcXFxRdb7P3r0KO7u7qxcuVLJBv17+mZqaoqlpSX37t17kdMqhBBCCFHmlNtAAHQZZzds2KC3b/jw4WzdupWvv/6aLVu2oNVqcXV1Ze/evQDs3buX/v37Y2VlxaZNm1Cr1fTp04f//Oc/gO5ivn///mzevBmA3Nxc1q1bx9tvv82ePXsICQkhODiYFStWoNVq9do+cuQIPXr0wM7ODjMzMx48eFBi369fv46jo6OyffDgQd59911cXV3/8BQWOzs7kpOT6dKlC3369ClyfPXq1YSEhDBjxgz8/f0BSExM5N69e2zcuBEvLy/licKTaSisra1JTU0lNTUVGxsbZX9hmfPnz1OpUiWqVKmi115oaChqtRovLy/mz58P6J6IJCUl8cYbb+iVLS6QaNKkCREREWzfvp3ExEQluPk9fQNd8HjlypVnnT4hhBBCiHKhXAcCdevWxdLSkpiYGGXf/v378fDwYMyYMSQmJpKamkrXrl05duwY+fn5nDt3jnbt2pGamsqHH36Ih4cHoaGh3L9/HwAzMzMaNWqk1Ne8eXNA9x5Cw4YNMTY2pkKFClSpUoVHjx7p9efAgQNERkbi7e1NXFycMsf9WZKTk7lw4QIfffQRfn5+xMTEkJKSgrm5OTk5OUq5nJwczMzMnqu+J6f9PK3wmLOzM8bGxmRnZ2NtbU379u0xNjbmzTff5Pr16wAYGBgon0tPT8fGxgZra2vS0tKU/YaGun9mxV3EP9lehw4dlHci1q5dW+S9jri4ONLS0mjYsKHefktLS0xNTTE0NKR3795cunTpd/dNCCGEEOJVU27fESg0YcIEPv74Y6pVqwbAhg0bCA8PB6B3794UFBRgampKo0aNWLduHe3bt8fQ0JC9e/fSqlUrRo0aRWhoKFevXgUo8h5A4XbNmjX59ddfyc/PJzs7m/v371OxYkWlXFpaGhkZGcpc+MzMTCZMmICnp2ex/a5bty63b9+mdevWHDhwgKlTpzJ06FBAN8f90KFDvPPOO1y+fJnc3FxMTU2JiorSC1KKs337dpo3b17qBXBGRgYVKlQgKSmJrKwszM3Nadu2LatWrQLg8uXL1KhRAwAnJycuXrxIw4YNOXXqFGPHjgV0F/IajYZff/2V2rVrA7qXd/38/MjJyeH69ets3ryZESNGUFBQgJmZGVeuXMHW1hbQXfQvXboUgDt37rBixQqaNm3K7du38fb25vbt21haWlK3bl2qVq2KlZUua150dDROTk6/u2+FbZY0HkIIIYQQ5U25DwQaNWpE9erVlSkgnTp1wt3dnfr162Ntba2U69+/PyNHjlRWrenQoQN+fn78/PPPODg4YGxc+qmqVKkSAwYMwN3dnYKCAj788EO9i+2DBw/SunVrZdvCwgIDAwPi4+P58ssvlYveQt27dycgIIBBgwYRHh5OQECAcuzNN9/E39+fYcOG4eXlhZeXFyYmJlSrVq3YO+6RkZFcu3aNgoICnJ2dlZdqjx8/TkZGht70IK1Wi5eXF+bm5mg0GmbPng3oApNGjRrh6emJVqtVVivy9fVl1qxZ5OfnM3DgQOVCfsCAAXh4eGBsbMzixYsBlOlX8fHxLFy4kFGjRnH//n3Gjx+PpaUloFspCXTvchTq168fvr6+AMoLv4GBgTg7O+Ps7MyOHTvYuXMn5ubmODo6Mm3atN/dt9zcXB4/fqwEjEIIIYQQ5Z1BwZOTpMU/yty5c3n//fdxcHB42V0p93bv3o2lpSW9e/d+rvKuvt/+xT0SQgjxV/tqdk/I17zsbvzpbG0tSEnJfNndEM/wd42Tvb1VicckEBDiBSQ9kh/YssDQ0ACtVn7i/ulknMqG8jhO5TWzsAQCZcM/IRAo91ODhPhLlMM7SOWRtfwxLBNknMqG8jhO8ksuXnWyZIoQQgghhBCvIHkiIMSLMH52Fmnx8qVl5spYlQEyTmVDeRyn8jo1SIjnJYGAEC9gzKLIl90FIYQQf9BXs3u+7C4I8VK9clODNBoNM2fOxN3dHXd3dz777LPn/uyMGTM4f/78C7e9atUqdu3apWxrtVreeecdsrKyii3v4+Ojd2zQoEF6y4iGhYURFBSkbEdERBAYGAjoltwsLNOjRw+8vLzw9PQkMDCQ3NzcUvvZo0cPVCoVKpVKWU517969yr6ePXsqy52+9957uLm5MWzYME6cOKHUERgYiLu7O2PHjiU5OVmv/tGjRyvLjz548AA3Nzc8PT1xd3dXMvsGBgYybNgwhg0bxr///W/lsz/88APDhw/Hzc1NL1EcwLp165TvDfDw4UN8fHzw8vJSlh+Nioqic+fOyndJSkoCdCs0FSaNE0IIIYR4FbxyTwROnDiBmZkZoaGhAKSkpDzX5zSaF3ulSKPRKEnH+vXrx5IlS5TEYNHR0TRp0oTXXnutyOfOnj1LrVq1lGM3b97E0dGRqKgoCgoK9LLmPou7uzve3t5otVoCAgJYt24dU6dOLbG8ubm5kviskKurK66uroAuQClcz3/mzJk4OTnx6NEjRo4cSadOnbh69Srnz58nNDSUAwcOsGnTJqZPnw7Af//7X0xMTJR6K1asSEhICIaGhkRFRbFx40YCAgJwdXVlypQpFBQU4O7ujqurK/b29qxevZpt27bx+PFjpk2bpjeO165d0+vzsmXL+Oijj3B0dNTb37NnTyWXQqEhQ4awdetW/Pz8nvu8CiGEEEKUZa/cEwFzc3Nu3LhBbGwsgJJkqvCO95AhQ1i9ejWgu3v83nvvMWXKFL270nFxcYwePZrbt28THByMl5cXAwcO5OuvvwZ0d+GnTZvGxIkTlTvqAPXq1SMlJYWHDx8CsH//fr072E86dOgQXbp0UbbDw8MZOHAgLVq04OzZsy/03Q0NDZk6dSoHDhxQ+hkdHV2kXF5eHiqViokTJxIXF6d3LCMjg6tXr9KyZUsAJYuvmZmZkkDt9OnTdO3aFYBu3bpx5swZ5fNbt27Fw8ND2TYyMlI+l56eTsOGDfXqNTAwwNjYGENDQ2JjY3FycqJChQo4ODiQn59PTk4OABs3bmTMmDFKvRqNhhs3bhAYGIinpyf79+9Xjh09ehR3d3dWrlypJJpzcXEp9lwIIYQQQpRXr1wg0K5dO/r27cvMmTPp1auXcoHYvXt31Go1u3bt4ueff1amjDx48IBVq1YxYcIEAH777TfmzZvHp59+iqOjI8OHD2fr1q18/fXXbNmyBa1WC+gy1a5bt065+1+od+/eREREkJeXR1RUFJ06dSq2n9evX6d27drK9s8//0zHjh0ZMGAA4eHhL/z9zczMlKlBgwYNom3btkXKhIaGolar8fLyYv78+XrHIiMj6d69e5EnEgEBAYwcORKA1NRUbGxsAF3glZmpW24uIiKCTp06YW5urvfZa9eu4ebmxsKFC4v0JyIiglq1alGlShVSU1P1skFbW1uTkpJCQkICSUlJvPHGG8qxhw8f8ttvvzFx4kQ2btzIxo0bSUlJoUmTJkRERLB9+3YSExP1AgQDAwOys7Of70QKIYQQQpRxr1wgADBs2DBCQkIIDQ1l5cqV5Ofnc/LkSWXeeFxcnDJfvGnTpsrUHoAvvvgCLy8vqlSpAuju6nt4eDBmzBgSExNJTU0FoHnz5sW23adPHyIiIvjvf/9L27Zt9abJlOTSpUvcvXuX8ePHs2LFCo4fP45Go8Hc3Fy5Iw6Qk5ODmZlZqXXl5ORgampaahk7OzsAOnToQEJCgt6xffv2FXmKERwcjKGhIQMHDgR0F+hpaWlKexYWFmg0Gnbt2sWwYcOKtFevXj127NjBhg0bWLhwobL/zJkzhISEMG/ePABsbGxIT09Xjqenp2Nra8vatWsZP368Xp02NjZUr16dOnXqYGFhwRtvvMHt27extLTE1NQUQ0NDevfuzaVLl0o9F0IIIYQQ5dUrFwgkJiaSkZEBgJWVlXIhvnr1agIDA1Gr1dSqVUuZMvJkEAC6eefBwcGcO3cOgA0bNhAcHMxXX32FtbV1iZ8rVLNmTfLz8wkODqZv374l9rNu3brcunUL0F18L1myhKCgIIKCgujTpw8nT56kfv36nDlzRmkzKiqKRo0alVinVqslMDCQd955p8Qyubm5SnBx5coVZeoU6O6yJyUlKdN3AL777jvOnTvHzJkzlX1t2rTh+PHjABw7doyWLVvy4MEDkpOTmThxIp999hk//PAD+/bt03tx2crKSnlacPXqVT799FNWrVql7KtduzaxsbFkZmaSlJSEkZERZmZmxMXFsXTpUry9vblz5w4rVqzAzMwMBwcHHjx4gEaj4erVq1SvXl0vkIiOjlamIAEUFBQUeVohhBBCCFFevXIvCyckJLBkyRKMjIzIz89n3LhxGBsb07dvX7y8vKhXr16pF4NWVlYEBgbi4+PDBx98QKdOnXB3d6d+/fp601ZK06dPHzZs2KBMg/H391dW4SnUq1cvDh8+TNu2bTly5AjTpk1TjnXs2JE9e/awdOlS2rdvj7u7O0ZGRjRp0oTOnTsXaS80NJRjx46h0Who06YNEydOBHTvCNSsWVNvOs6jR48YP348lpaWAMyZM0c5FhERQe/evZXtwhWYGjduzMiRIzE0NGTLli04OzvTsGFD3N3dsbS0ZPny5djZ2bFnzx5AF7AcPHiQfv36cfbsWVasWKFMNZoxYwYAixYtIi0tTXmpefbs2TRo0IDJkyczevRoDAwM8Pf3B3RPJAr169dPWSFo+vTpTJ06lby8PFxdXalcuTI7duxg586dmJub4+joqJzXmJgY2rRp81zjJ4QQQghRHhgUFN5OFv84Pj4+fPrpp8WuKiT+XHPnzmXSpElUrVr1ucq7+n77F/dICCHEX+2r2T0h/8VWBfwns7W1ICUl82V3QzzD3zVO9vZWJR6TQECIF5D0SH5gywJDQwO0WvmJ+6eTcSobyuM4ldfMwhIIlA3/hEDglZsaJMSfohzeQSqPrOWPYZkg41Q2lMdxkl9y8ap75V4WFkIIIYQQQsgTASFejHHxq0KJf5a0zFwZqzJAxqlsKI/jVF6nBgnxvCQQEOIFjFkU+bK7IIQQ4g/6anbPl90FIV4qmRr0/xUuB/pn2bhxIzdu3Hiuss2bN0elUjF06FC++uqrUsvm5eXx/vvvK7kDNBoNHTt2JDQ0VCkTGBhIRESEsh0UFERYWBiAkgwsMDBQWTLVw8ODrVu38qz3xmNiYhgzZgwqlYpNmzYBsHz5ciURW7t27fj+++8B+OGHHxg+fDhubm7ExMQAusRorq6uNG3alOTkZL2609PTadeunV6/AdatW6eXwCwmJgY3NzeGDx/ODz/8oFf222+/pUWLFsr2/Pnz8fT0ZPDgwWzdulXZv3PnTtzc3JTkcQC7d+/m4MGDpX5/IYQQQojyRJ4IABkZGaSlpZGXl0dmZiYWFhZ/uM733nvvucvWrFkTtVqNVqulT58+DB8+XFnH/2kHDx6kY8eOyrr7P//8M927d+fQoUO4u7v/rj5OmTKF3r17k5ubi7+/PxYWFgwZMqTYsrm5uaxZs4Yvv/xSbznT6dOnA7qApE+fPnTq1AmNRsPq1avZtm0bjx8/Ztq0aYSGhuLo6EhoaKiSx+BJQUFBNGvWTG9fSkoK165d09u3dOlSVq9eTYUKFfDw8KBLly4YGRmRl5dHREQE1apVU8r6+/tjampKfn4+ffv2xc3NjczMTHbt2kVoaCiXLl0iICCA1atX4+rqysSJE0tNtiaEEEIIUZ7IEwEgMjKSXr160atXL+WOdlxcHMOHD0elUjFhwgQA7ty5w7hx4/Dy8sLHx4ecnByioqLw9vbGx8eHfv36ER0dDegSY50/fx6tVsvMmTPx8PBApVJx8+bNEvuRnZ1Nbm4uWq22xDKHDh2iS5cuynZ4eDgjR46kQoUKJCQkvND3NzU1xcfHh3379gHFP804d+4c5ubm+Pj4MGbMGH799Ve94ydPnqR58+aYmZkRGxuLk5MTFSpUwMHBgfz8fHJycqhQoQIVKlQo0v6DBw+Ii4ujadOmevs3btzImDFjlO2cnBw0Gg0ODg5YWlri5OREbGwsAF9//TWDBg3C0PD//kmbmpoqn6tVqxYmJibExMTQtm1bjI2NcXFxUcbD1NQUS0tL7t2790LnUAghhBCirJFAAN1d9nfffRdXV1dlekhUVBS9e/dGrVazdu1aAD777DN8fX3ZunUrbdq0UTLlZmZmsnr1aj799FPUarVe3d9//z2vvfYa27dvx8/Pj4CAgCLtx8fHo1Kp6Nq1K8OGDcPKquT1XmNjY6lZsyagu0t/584d6tatS//+/dm/f/8Ln4OqVaty//59QPc0o06dOnrHExMTuXbtGqtXr2bWrFnMnz9f7/i+ffvo27cvAKmpqXpZlq2trUlJSSmx7fXr1zNu3Di9fQkJCSQlJfHGG28o+1JSUvTOjbW1NampqWRmZvLjjz/Ss2fRuZ7Tp0+nV69eNGvWDAMDA1JTU7GxsVGOPzkdqlatWly5cqXEfgohhBBClCevfCCQnJzMhQsX+Oijj/Dz8yMmJoaUlBTeffddHj58iK+vrzJv//r16yxevBiVSsXevXt5+PAhAA0bNsTAwIBq1aoVueC9efOmMuXFxcWF27dvF+lD4dSgkJAQoqKinrvvx44dIzExEW9vb0JCQjh06BAAZmZm5OTkKOVycnIwNzcvta6EhAQcHBxKPG5tbU3Lli2xsLCgbt26ZGRkKMdyc3M5c+YMb775JgA2Njakp6crx9PT07G1tS223ri4ONLS0mjYsKHe/rVr1zJ+/Hi9fcXVa2Njw+bNm/Hw8Ci2/uXLl3PkyBF++uknrl27hrW1NWlpacrxJ58gCCGEEEK8Sl75q6ADBw4wdepUgoKCCAoKYsqUKRw6dAhDQ0M++ugjVqxYwYkTJ7h58yavv/468+fPR61Ws3PnTuUuduF8/eI4OTnxv//9D9C96FqrVq0Sy9arV48aNWpw7NixUuuLj48HdHfhN27cSFBQEMHBwdSsWZPY2FgaNGjAqVOnANBqtZw+fZoGDRqUWGfh/P/CO/rFadasGTdv3kSr1ZKUlKRMuwE4evQoHTt2xNhY98pJ7dq1iY2NJTMzk6SkJIyMjDAzMyu23suXL3P79m28vb357rvvWL9+PVevXiUuLo6lS5fi7e3NnTt3WLFiBebm5hgZGZGYmEhmZia3bt2idu3a3Lhxgy1btihl/f39le8Fumk/5ubmmJmZ0axZM06dOoVGo+HixYvUrl1b6UtcXBz169cv8RwIIYQQQpQnr/zLwuHh4XrTdd588038/f2pUKECarUaIyMj7O3tqVWrFh9//DELFy4kM1OXWXHixInPvKPco0cPjhw5wogRIzAwMGDBggWllvfy8mLhwoU0btyYrVu34uvrq3e8V69eHD9+nH/9619cu3YNR0dH5VjHjh3Zt28fkydP5sSJE4wYMQKtVkvPnj2pW7dukbYCAwMJDQ0lPz+fnj17Ki8Kb9y4kR49euhND7KxsWHgwIF4enqSn5/PjBkzlGP79u3Dy8tL2TY2Nmby5MmMHj0aAwMD5cL83r17+Pv78+uvv+Lj48OwYcPo378/vXr1Uvrj7OyMs7MzwcHBSn39+vVTzsOMGTPw8fGhoKCA999/H2NjY73x69evH0uXLgV0K0E9fvyYvLw8evXqpQRhAwYMwMPDA2NjYxYvXgzogobHjx/rvWwshBBCCFGeGRQ8a81I8UI++OAD3n//ferVq/en1puXl8e0adNYs2ZNqU8ixO+ze/duLC0t6d2793OVd/X99i/ukRBCiL/aV7N7Qr7mZXfjT2dra0FKSubL7oZ4hr9rnOztS373VAKBv8C2bds4duwY69evx8iofGVhFDpJj+QHtiwwNDRAq5WfuH86GaeyoTyOU3nNLCyBQNkggYAQZVRSUvqzC4mXTv4Ylg0yTmWDjFPZIWNVNvwTAoFX/mVhIYQQQgghXkWv/MvCQrwQY5nyVRakZebKWJUBMk5lQ3kcp/I6NUiI5yWBgBAvYMyiyJfdBSGEEH/QV7OLJqIU4lUiU4OeMm/ePH766ScAfvrpJ9q3b68c+/jjj5X1+f8Md+/eRaVSKf9xdXUtdS1/gC+++IKYmBhle9myZQwfPlzZjo+P10vElZycjEqlAnRLb54/f574+HjatWuHl5cXXl5efPzxxyQmJpba7vHjxxk8eDBubm4sX75c2d+8eXOl/8ePH1f64OHhgUqlYvz48cpyq9u3b2f48OF4enpy8eJFAPbu3at8vmfPnsrSn48fP8bf35+RI0fqLU0K8O2339KiRQtle/369XTr1q1IArLAwEDc3d0ZO3YsycnJyvkYO3Ys7u7uBAYGApCfn8/kyZOR12WEEEII8SqRQOApLVq04OzZswD88ssv1K9fnxs3bgBw4cIFmjZt+qe1Vb16ddRqNWq1mi1btlCpUiW99fmflp2dzf/+9z9cXFwAXbKws2fPYm9vT1xc3O9qu3nz5mzdupWtW7fSq1cvPvzww1LLr127ljVr1rBjxw4uXryotFeYFVmtVtOlSxcAdu3axdChQ1Gr1bi4uLB//34ePHjA3r17CQkJYdWqVSxbtgwAV1dX5fONGjVScgqsWbOGIUOGsGXLFrZu3ar0Iy8vj4iICL31/gcPHsyWLVv0+nv16lXOnz9PaGgogwcPZtOmTQD8+9//ZvDgwYSGhnL+/HmuXbuGsbExzZs3VwIZIYQQQohXgQQCT2nZsqUSCPz666+4ublx9uxZkpOTsbCwwNzcnDFjxqBSqXBzcyM2NhYAlUrF0qVL8fLyYsqUKYDuTvMHH3yASqVi5cqV9OvXr8R2//3vf9OoUSM6d+5cYpmff/6Z5s2bK9unT5+mdevWDBgwgPDw8Bf+zt27d0ej0ZCQkMDly5eLXFQDODs7k5aWRn5+Pvn5+VhaWgK6JGEeHh74+vry6NEjQJchOT1dt6pOeno6dnZ23Llzh3r16mFkZETlypW5f/++kvkXICMjg6tXr9KyZUsAzp49S3h4OJ6ennqBwNdff82gQYP0ErnZ29sXSex2+vRpunbtCkC3bt04c+YMoAvuunXrBkDXrl2VJzxdunTh0KFDL3wOhRBCCCHKGgkEnuLo6Eh8fDz5+flotVpatWrFuXPnOHfunDIdZc2aNajVat5//329DLidO3dm69at5OXl8dtvv/H9999TuXJl1Go1HTt2LLHN//3vfxw5cuSZd+WvX7+ul0l43759uLq68tZbbynTmV5U1apVuX//Po0aNWLkyJFFjvfp04exY8fSu3dvmjRpgp2dHQCRkZFs376dDh06sHLlSgBat25NaGgorq6unD17ls6dO+Po6MjFixfJysri5s2b3L17l9TUVKX+yMhIunfvriRJu3DhAr169WLz5s0cPnyYa9eukZmZyY8//kjPns+e05mamoqNjQ0A5ubmyvSkzMxMzM3NAbC2tlb64OjoyJUrV1709AkhhBBClDnysnAxnJ2d2b9/P87Ozjg4OHDv3j3Onj1LixYtyMrKYsGCBdy+fZv8/HzlghigcePGgG7KT2pqKrdu3VKmEjVr1qzYtjIyMpgzZw5ffPEFJiYmz93HvLw8Tpw4wZ07dwDdvPwrV65gZ2dHTk6OUi43NxczM7Nn1peQkICDg0OJxxcsWMDu3bupXLkyvr6+nDlzhlatWinfv2/fvnz99dcABAQE8PHHH/PWW2+xfft2Nm3axMSJExk3bhzjxo2jevXq1K9fn4oVKyr179u3Dz8/P2W7UqVKyvsZ7du358qVKxw6dAgPD4/nOj/W1takpaUBkJOTg4WFBQCvvfYaOTk5mJmZkZ6ergQLQgghhBCvGnkiUIwWLVoQHBysTMOxtrbm+PHjtGzZkh9//BErKytCQkJKfcG0oKAAR0dHLly4AMD58+eLLTdv3jxGjx6Nk5PTM/tVt25dbt++DcB///tf+vfvT1BQEEFBQSxevJjw8HAqVarEgwcPyMjIAODkyZM0atSo1HqPHj2KoaEhVatWLbGMkZERVlZWGBoaKhfZmZmZaDS61OzR0dHUrl0b0L27UHiRX7FiReWCvE+fPmzbto3JkydTp04djI11cejDhw9JSkqiYcOGSnstWrTg119/BXRPBxwdHblx4wZbtmzB29ubO3fu4O/vX2J/27Rpo8z5P3bsmDLlqFWrVhw7dgzQvQDdunVrAG7fvo2zs3Op50kIIYQQojyRJwLFaNmyJcuXL1cCARcXF86ePYuDgwPNmjVj/fr1eHt7U69evVLr6dGjBwcOHEClUtGkSZMid/xjYmI4ePAgiYmJhIWFAWBiYsJXX33F4sWL8fHxwcrq/7LBdejQgW3btgG6O+jDhg1TjrVq1YolS5bwwQcf8PHHHzN27FhMTEywtrZm8eLFRfp27tw5VCoVBgYGVK1alc8//xyAy5cvEx0dXWR60KRJk/Dy8sLY2Jjq1avTuXNnfv31V2bPnk2FChUwNTVl0aJFAEyYMIFPPvlEudD/9NNPAfD19SUpKQkbGxvmzp2r1B0REUHv3r312vP19WXOnDlkZ2fTqlUrmjRpQkBAgHK8X79+ygpDu3btIiwsjJs3bzJq1Cg+//xznJ2dadiwIe7u7lhaWiorHY0bN47p06cTHBxM+/btlYv/48eP884775QymkIIIYQQ5YtBgayZ+JfKy8vDxMSE6OhoZcWcPyIwMJC33npLWTlI/HH5+flMnTqVwMDAIi8dl8TV99u/uFdCCCH+al/N7gn5mpfdjT+dra0FKSmZL7sb4hn+rnGyt7cq8ZgEAn+xiRMnkp6eTl5eHosXL37mUwRRNiQ9kh/YssDQ0ACtVn7i/ulknMqG8jhO5TWzsAQCZYMEAkKUUUlJ6S+7C+I5yB/DskHGqWyQcSo7ZKzKhn9CICAvCwshhBBCCPEKkpeFhXgRxkYvuwfiOaRl5spYlQEyTmVDVk75m0IjxKtOAgEhXsCYRZEvuwtCCPG32jy318vughDiT/bKTQ36+uuvUalUyn86dOjApk2biIqKYsGCBX95+99++y3u7u54eHjg7e3N1atXSyybkpLCRx99pLfdpEkTZX18gBkzZujlKFiwYAFRUVHEx8czfvx4pcygQYMYOXIkKpWKffv2ldrH+/fvM2jQIFq0aKFX9+PHj/H392fkyJF4eXmVWnb69OnKOX4yJ0BMTAxjxoxBpVKxadMmAE6fPo2bmxsjRoxQllG9du2a8vlBgwYxcOBAQLfMZ58+fZT1/wt9/vnnuLu7M3r0aOLj4wHIzs5m2rRpjBgxgnnz5qHVapU+uLm5MXz4cH744QcAbt26Vewyq0IIIYQQ5dUr90Rg+PDhDB8+HIDr16/z4Ycf4u7uriT++iudPn2ab7/9luDgYMzNzXnw4AEPHjwosfzXX3+Nq6ursn3w4EHc3NwIDw+nS5cuv6vt+fPn07RpUzIyMpg0aRKVKlWiQ4cOxZa1tbUlKChIWf+/0Jo1axgyZAitWrV6ZtnCdftTU1Px8PCgYcOG5ObmsmbNGr788ktee+01peynn37KunXrqFixIl5eXnTv3p169eqhVqsB2L59u5KUzMXFhbCwMIYMGaJ8/uLFi9y4cYPQ0FB+/fVXVqxYwcqVK9m9ezdNmjRh7NixzJ8/nx9//JG33nqLpUuXsnr1aipUqICHhwddunShdu3aJCQkkJqaKtmGhRBCCPFKeOWeCBTKzc1l+vTpLFmyBEtLS0B3V9jHx4d+/foRHR0NQHBwMF5eXgwcOJCvv/4agLCwMKZMmcKkSZPo378/165dA2Dv3r0MGDAAHx8fRo8eXSSb8DfffMO4ceMwNzcHoHLlynrZdJ/2ww8/6F2sHzp0CB8fH+7evUtOTs4Lfe8KFSowYcIE5anA4sWLSU/XXwHHzMxMyQz8pLNnzxIeHo6npydbt24ttWyhgwcP0quX7nHyuXPnMDc3x8fHhzFjxihPCbKzs6lcuTJGRkY4OTkRExOjV8e+ffvo168foAs8Cs9foVu3bvHGG28A0LBhQ86ePQvoAq9u3boB0LVrV06dOkVOTg4ajQYHBwcsLS1xcnIiNjYWgHbt2nH06NHST6AQQgghRDnxygYCn376Kf369VMuIAEyMzNZvXo1n376qXI3evjw4WzdupWvv/6aLVu2KNNLTE1NWbt2LZMnT+Y///kPGo2GdevWERoaSkBAAPfu3SvSZkJCAg4ODs/dx8ePH2NqagropuBYWlpibW1N9+7d/9AFq4ODA/fv3wdg1qxZetmLS3PhwgV69erF5s2bOXz4sBIAlWbfvn307dsXgMTERK5du8bq1auZNWsW8+fPB8DS0pIbN26QlZXF2bNnlbv/APHx8Wi1WmrVqlViG87OzkRFRZGfn8/Jkyd5+PAhoHsaYW1tDYC1tTWpqamkpKTofd/C/QC1atXiypUrz3UuhBBCCCHKulduahDAkSNHuH37NrNnz9bb37BhQwwMDKhWrRopKSkA7N+/nz179mBgYEBiYqJy0dioUSMAqlWrRmpqKsnJyTg4OChTXgqPP6lq1aokJCRQp06d393nAwcOcPv2bby9vcnNzaVSpUq88847mJmZ6T0dyMnJKXLH/Gn379//XQFJoUqVKtG+fXsA2rdvz5UrV0pNkHb//n0yMjKoW7cuoLvobtmyJRYWFtStW5eMjAwAPvnkExYtWoSxsTH16tXD3t5eqWP//v306dOn1H45Ozvz9ttvM2rUKBo2bEjjxo2V9tLS0rC3tyc9PR0bGxtsbGz0noAU7hdCCCGEeNW8ck8E7t+/z+eff86yZcswMDDQO/b0NsCGDRsIDg7mq6++wtramsL8a0+WLSgowM7Ojvv375OdnU1eXp4y7eVJAwYMYNOmTWRnZwOQnJzMb7/9VmJfLS0tyc3NBXTTgkJDQwkKCkKtVpOamkpGRgYNGjTg1KlTgG660+XLl3n99ddLrDMjI4ONGzcqd+l/jydf+r1w4QKOjo6lln/6Ir5Zs2bcvHkTrVZLUlKS8rSjYcOGfPXVV6xevZqsrCyaN29eYh0l8fLyYtu2bfTu3ZuWLVsC0KZNG+XF6uPHj9O6dWvMzc0xMjIiMTGRzMxMbt26Re3atQGIi4vD2dn5+U+IEEIIIUQZ9so9EVi3bh0ZGRlMmzZN2ff2228rd5Gf1qlTJ9zd3alfv74yzaQ4RkZGjB8/Hjc3N2rUqEHlypUxMTHRK9O6dWv+9a9/MXr0aAwNDTEzM2PmzJlcvnyZ6OhoRo4cqVe+W7du/Pzzz7z++usYGxvrvWDbqlUrIiMjGTx4MLNnz0alUpGXl8fo0aOVO+FPmjdvHlZWVmi1WoYMGcKbb74J6N4R8PHx0Zsuk5eXx7hx47h27RrXr1+nT58+jB49Gl9fX+bMmUN2djatWrWiSZMmJZYFCA8PJzAwUKnXxsaGgQMH4unpSX5+PjNmzABg06ZNHDt2DCMjI6ZOnaoECFevXsXW1lbvCcH58+dZsWIFd+7cYdSoUYwfP54OHToo565q1arMmTMHgEGDBjFjxgw8PDyoW7eu8oL1jBkz8PHxoaCggPfffx9jY93/DaKioli4cGGJYyyEEEIIUZ4YFBTe4hZ/WF5eHiYmJuTm5jJ48GBCQkKee/59cVJTU1m4cCEBAQF/Yi9FcW7dusW2bduYNWvWc5V39f32L+6REEL8s2ye2wttriQVKwtsbS1IScl82d0Qz/B3jZO9fcnXohII/IlCQ0PZv38/GRkZDBo0CJVK9bK7JP4iSY/kB7YsMDQ0QKuVn7h/OhmnssHMxIicrNyX3Q3xHCQQKBskEBCijEpKSn92IfHSyR/DskHGqWyQcSo7ZKzKhn9CIPDKvSwshBBCCCGEeAVfFhbiT2Fs9LJ7IJ5DWmaujFUZIONUNmTlyPsBQpQ3EggI8QLGLIp82V0QQoi/1ea5vV52F4QQfzKZGiSEEEIIIcQr6JmBwIULFxgzZgwqlQp3d3dWrlz5l3UmMDCQiIiIF/58jx49UKlUyn+SkpJeqJ7Lly+zZcsWAPr16/fC/fk9Bg0a9FzLhN68eZPFixcr27/99hsNGjTg+vXryj6VSkVycrKyPX78eOLj44mKimLBggVKGTc3N0aOHMmoUaM4ceJEqe2mpaUp/w68vLy4f/8+oEvUNXjwYNzc3Fi+fLneZ06fPk2DBg2UvixfvlwZm3bt2vH9998rZePi4mjSpAnnz58H4Pr163h6euLp6cn69esB3RKfI0aMwMPDg5EjRxIfH6/0oU+fPrRu3Vqv/R9++IHhw4fj5uZGTEwMAFqtlnnz5jFixAimTZumJHebO3eu8p2EEEIIIV4FpU4NSktLw9/fn/Xr11OjRg0Afv7557+lYy/C3NwctVr9h+rQaDQ0atSIRo0a/Um9erabN2/i6OhIVFQUBQUFxWY4LhQcHKyXeCw8PByVSkV4eDg+Pj6/q921a9diZ2dHUlIS7733HtWqVaNu3brFlo2IiKBVq1a8//77fPPNN+zYsYOpU6eydu1a1qxZQ7Vq1Rg5ciRxcXHUqlULgC1bttCkSROljunTpwO6c9ynTx86deqkHFu/fr3ehfxnn33G7NmzadiwIVOmTOH69evY2dmxdu1abG1tOX78OOvXr2fRokW4uLgQFhbGkCFDlM9rNBpWr17Ntm3bePz4MdOmTSM0NJTjx49jaGhISEgImzZtYvfu3Xh4eDBkyBC2bt2Kn5/f7zqHQgghhBBlValPBI4ePUr37t2VIACgQ4cOACQlJeHt7Y2npyc+Pj5kZWURHx/PsGHD8PX1xdXVlfDwcAB8fHxQqVQMHjyYQYMGAbqLwsJ9586dK9L25s2bGTFiBMOHD+eHH35Ao9Eod5NdXV2ZMmXKc33BI0eOMHjwYFQqFatWrQLgv//9L25ubqhUKuVuc8+ePZk9ezbTp0/Xu3NeUFDAggULcHd3Z8mSJQBcu3YNlUqFh4cHEydOJDc3V6lj1qxZDBo0iKCgoBLP09PCw8MZOHAgLVq04OzZs6V+n4sXL+pdrEdHRzN9+vQ/FKDZ29szYsQIDh48CIC/v3+RMnXq1OHx48cApKenY2dnB4CzszNpaWnk5+eTn5+PpaUloLsb36pVKywsLIrUdfLkSZo3b46ZmRmge6pRoUIFqlatqpS5c+cODRs2BKBRo0acOnWKihUrYmtrC4CJiQlGRrqXC21tbTE3N9drIzY2FicnJypUqICDgwP5+fnk5ORw+vRpunbtCugyN58+fRoAFxcXoqOjf//JE0IIIYQoo0oNBBISEpSLs1u3bqFSqejduzepqals2LCBYcOGsW3bNpo2bcrOnTsBePDgAUuXLmXLli3KxfAXX3zBli1bqF69unLH9ZNPPkGtVvPZZ5+xZs0avXavXbvGL7/8QkhICFu3biUwMBAjIyPUajUbN27Ezs6OyZMnF+lvdna2EiwU3jWPiIhgwYIFqNVqfHx80Gq1LF68mHXr1qFWqxk3bhwA9+/fx8fHhxUrVujVmZWVxZAhQwgNDSU+Pp6LFy9Ss2ZNtmzZwvbt26lXrx6HDx9Wvrufnx87duxQzkdJ5+lJP//8Mx07dmTAgAFK8FSc5ORkvUzF586do1mzZpiamvLGG29w4cKFEj/7LA4ODsrUmKVLlxY5Xr9+fX755RdcXV3Ztm0b/fv3B6BPnz6MHTuW3r1706RJE+zs7NBqtYSEhODu7l5sW/v27aNv377K9rp165RxKFSnTh1OnjxJfn4+UVFRpKWlKcdycnJYs2YNXl5eJX6f1NRUrK2tlW1ra2tSUlJITU3FxsYGACsrK1JTU5UyBgYGylQhIYQQQojyrtSpQVWrVlXmnteuXRu1Wo1KpUKj0RAbG6tcvLVo0YJ9+/YBUK9ePUxNTbGzs1PulAMsWbKErl270qFDBzQaDatWreL8+fMYGxuTkpKi1+7Vq1e5dOmSkpk3MzOTjIwMLCws+Pjjjxk3bhwNGjRg//79hIaGUqVKFVasWFHs1KD333+foKAgHj9+TL9+/XBxcaFy5cpUrFgRQLmrXKNGDapUqVL0BBkb07hxYwCaNm3KrVu3eO2111i2bBmZmZk8ePBAqat69ep6d6yBEs9ToUuXLnH37l3Gjx8PwO3bt9FoNEq/SrNv3z4uXLiAt7c3jx8/xsTEhCZNmmBmZqZ37nNycorcMX/a/fv3cXBwKPH4pk2bcHV1xcPDg2PHjvHZZ5+xaNEiFixYwO7du6lcuTK+vr6cOXOG+Ph43n77beWO/5Nyc3M5c+YMCxcuBHTvEdSqVYvKlSvrlfv4449ZsGABGzdupFq1atjb2wO6KT9+fn54eXmVOI0JwMbGhvT0/0v6lZ6ejq2tLdbW1kpQkZ6ergQFQgghhBCvmlKfCHTt2pUjR44oL2UC5Ofr1hF2cnJSpvScPXsWJycngGLnt2/ZsgVLS0sGDx4MwK+//sqdO3cIDQ3lk08+4enkxnXq1KFZs2ao1WrUajXfffcdFSpUYNmyZXTq1EmZW96nTx/UanWRu/hPqlKlCgsWLGDp0qUsXbqUihUr8vDhQ+VOsFarBSjxwjs/P59ff/0V0L047ejoSEhIiHKXv0ePHkr/i/vuJZ2nQvv27WPJkiUEBQURFBREnz59OHnyZLF9qVixonIRq9VqOXfuHDt27CAoKIgdO3bwyy+/UFBQQIMGDZRpLmlpaTx8+LDIhfaTHj58SEhICO+8806JZbRarRLw2NraKv0wMjLCysoKQ0ND5SL7ypUrHDx4EG9vb3777Tc++ugjpZ6jR4/SsWNHjI11MeilS5c4d+4c3t7e/PTTTyxevJjk5GSqV6/O+vXr+fe//83jx4/p0qULAPPnz6d169al9hV0gWtsbCyZmZkkJSVhZGSEmZkZbdq04fjx44DuJeMn30soKCh4ZsAkhBBCCFFelPpEwNramqVLlzJnzhzy8/MxMTGhZcuWWFlZMW7cOGbMmIFarcbW1pbly5frrVTzpOXLl9OiRQtUKhWOjo7MmjWL1NRUvLy8aNmyZZHyDRo0wMXFBQ8PDwwNDalevTrTpk3j66+/xsXFhb1799KyZUs++OADvc8VTg0qNH/+fMLCwjh79iz5+fkMGTIEQ0ND/P39ee+99zA1NaVjx45MmDChxHPw2muvERYWRkxMDE2aNKFJkyakpqayePFidu/ejZWVlXKBXJzizlOhgoICjhw5wrRp05R9HTt2ZM+ePWg0GjIyMujTp49yzMDAgCZNmnD9+nUSExNxdnbWa6tOnTqcOnWKsWPHMmvWLHbt2kV+fn6xc/4BJk2ahJmZGQYGBnzwwQfKHXZ/f/8i04NUKhXTp08nNDSUvLw85s2bp9Th5eWFsbEx1atXp3PnznTr1k3vc0+uhrRv3z69KT1eXl7K9owZM/Dw8MDOzo5vvvmG3bt3Y2BggJeXF5UqVeL06dPs2bOH5s2bExkZyRtvvMGMGTM4f/48K1as4M6dO4waNYrx48fToUMHJk+ezOjRozEwMFDOQZcuXThy5AgjRozA3t6eZcuWARATE0ObNm1KHEchhBBCiPLGoODp2/HiHy02Npbt27cza9asl92VcmXu3LlMmjRJ74Xl0iQ9yvyLeyT+DIaGBmi18hP3TyfjVDaYmRiRk5X77ILipbO1tSAlRf5O/dP9XeNkb29V4jEJBIR4AUlJ6c8uJF46+WNYNsg4lQ0yTmWHjFXZ8E8IBCSzsBBCCCGEEK+gUt8REEKUwPjZqzqJly8tM1fGqgyQcSobsnLyX3YXhBB/MgkEhHgBYxZFvuwuCCHE32rz3F4vuwtCiD+ZTA0SQgghhBDiFVTuA4H4+HjatWunZBwOCwv7U+t3dXVVstGuXLkSHx8f5Vjv3r31EnudP3+e0aNH4+npibu7O5GRpd9V9vHxISsrS9keNGiQ3lKcYWFhSvZm0GVRDgwMBKBfv35KmR49euDl5YWnpyeBgYF6fSpOjx49ipyvvXv3Kvt69uypLC/63nvv4ebmxrBhwzhx4oRSR2BgIO7u7owdO1ZZVnbdunV4eHgwdOhQvdwPxbV36dIlXF1dadq0qfL5tLQ0Ro4cyYgRI3B3d+fixYsAREVF0blzZ6WOpKQkAB4/foy/vz8jR45Ulih9+t/D5cuXlf6eP3++1PMihBBCCFGevBJTg5o3b86GDRv+krqbNm1KTEwMbdu25erVq2g0GkCXqdfOzg5TU1NAdxE7c+ZMNmzYQPXq1cnNzVUSjRXn7Nmz1KpVi9deew2Amzdv4ujoSFRUFAUFBcUmLyuJu7s73t7eaLVaAgICWLduHVOnTi2xfHEZml1dXXF1dQV0AUqvXrpHxDNnzsTJyYlHjx4xcuRIOnXqxNWrVzl//jyhoaEcOHCATZs2MX36dLy9vZk4cSKgyy9w69YtateuXWx7jo6OhIaGKuUBTE1NWb58OQ4ODly/fp1FixYRHBwMQM+ePZk7d65eHWvWrGHIkCG0atVKb39x/x7c3NxYtmxZqcnphBBCCCHKk3L/RKA4v/76KyNHjkSlUjF37lwKCgoICwtjypQpTJo0if79+3Pt2jVAdyd8wIAB+Pj4MHr06CJ3jVu0aKEkLDM0NKRmzZrExcVx9uxZmjdvrpQ7evQo3bt3p3r16oDuorZt27Yl9vHQoUNKNl2A8PBwBg4cqLT3IgwNDZk6dSoHDhwAdE8LCjMQPykvLw+VSsXEiROJi4vTO5aRkcHVq1eVRHCFmZLNzMwwNNT9czp9+jRdu3YFoFu3bpw5c0b5zoX1W1paUqlSpRLbq1ChAhUqVNBr29zcHAcHB6WuJ7NBHz16FHd3d1auXKlkej579izh4eF4enqydetWpez58+cZMWIEn3zyifI0x97enoSEhGc+LRFCCCGEKC9eiUDg3LlzylSQ3377jcWLFxMQEIBarcbCwkKZ0mJqasratWuZPHky//nPf9BoNKxbt47Q0FACAgK4d+9ekbpbtmzJ2bNnuXz5Mg0aNKB58+acPXuWc+fO6WVNTkhIeO5kVQDXr1+ndu3ayvbPP/9Mx44dGTBgAOHh4S98LszMzJSL3UGDBhUbjISGhqJWq/Hy8mL+/Pl6xyIjI+nevXuRJxIBAQGMHDkSgNTUVGxsbADdxXtm5v+tkbt8+XJ69epFpUqVsLCweGZ7xSkoKGDp0qWMHTsWgCZNmhAREcH27dtJTExk//79AFy4cIFevXqxefNmDh8+zLVr16hSpQqHDh0iJCSEihUr6gUI9vb2RQIfIYQQQojy6pUIBJo3b45arUatVtOgQQOuXr3Khx9+iEqlIjo6msTERAAaNWoEQLVq1UhNTSU5ORkHBwdee+01TE1NleNPqlOnDjdv3uTs2bO0aNGixECgatWqxQYSz+PSpUvcvXuX8ePHs2LFCo4fP45Go8Hc3JycnBylXE5ODmZmZqXWlZOTo9yZL4mdnR0AHTp0ICEhQe/Yvn37lPcPCgUHB2NoaMjAgQMBsLa2Ji0tTWmv8IIfYPr06Rw+fJiMjAx+/PHHZ7ZXnMWLF9O2bVvat28PgKWlJaamphgaGtK7d28uXboEQKVKlWjfvj3Gxsa0b9+eK1euYGpqqjxp6Nu3r1JWCCGEEOJV80oEAk+rX78+q1evRq1WExYWRv/+/QH07nIXFBRgZ2fH/fv3yc7OJi8vj19//bVIXQYGBjg5OfHNN9/QrFkzatWqxbVr18jIyFAucAG6du3KkSNHuHv3LqCbDnPq1KkS+1i3bl1u3boF6C6+lyxZQlBQEEFBQfTp04eTJ09Sv359zpw5o0yFiYqKKjZYKaTVagkMDOSdd94psUxubq4SXFy5cgVbW1vl2MOHD0lKSqJhw4bKvu+++45z584xc+ZMZV+bNm04fvw4AMeOHVMCosInEUZGRlhYWChPJ0pqrzjr16/HyMiIUaNGKfvS0/8vy290dLQyXalFixbKmF24cAFHR0cyMjL0yj751CUxMZFatWqV2r4QQgghRHnxSrws/LSZM2fi6+urzOufPXt2seWMjIwYP348bm5u1KhRg8qVK2NiYlKkXMuWLdm7dy9WVroUzlZWVsq7AIsXL8bHxwdra2uWLFnCzJkzyc/PR6PRMGbMGAD8/f2VVXgK9erVi8OHD9O2bVuOHDnCtGnTlGMdO3Zkz549LF26lPbt2+Pu7o6RkRFNmjShc+fORfoXGhrKsWPH0Gg0tGnTRnkBNywsjJo1a+pND3r06BHjx4/H0tISgDlz5ijHIiIi6N27t7Kt0WiYOXMmjRs3ZuTIkRgaGrJlyxacnZ1p2LAh7u7uWFpasnz5cgAWLFjArVu3yMvLo0WLFrRv35779+8X2969e/fw9/fn119/xcfHh2HDhtGmTRtWr15Nq1atUKlUVKlShRUrVhAeHs7OnTsxNzfH0dFROVe+vr7MmTOH7OxsWrVqRZMmTfjhhx8IDAzEwsICa2trli1bBkBSUhJVq1Z95tMSIYQQQojywqCg8HayKFZeXh4mJibk5uYyePBgQkJClAv+v5qPjw+ffvqpsnKQ+OsEBgbStWtXmjZt+lzlkx5lPruQeOkMDQ3QauUn7p9OxqlsMDMxIidLFlQoC2xtLUhJkb9T/3R/1zjZ25d83SqBwDOEhoayf/9+MjIyGDRoECqV6mV3SfwDJCWlP7uQeOnkj2HZIONUNsg4lR0yVmWDBAJClFESCJQN8sewbJBxKhtknMoOGauy4Z8QCLyS7wgI8YcZGz27jHjp0jJzZazKABmnsiErJ/9ld0EI8SeTQECIFzBmUeTL7oIQQvytNs/t9bK7IIT4k72Sy4cKIYQQQgjxqpNA4AmFy2G6u7vj7u7OZ5999re0+3SCrtL4+PiQlZWlbA8aNIiAgABlOywsjKCgIGU7IiKCwMBAvXbCwsLo0aMHXl5eeHp6EhgYqKzxX5yUlBQlM7O7u7uy3KhWq2XevHmMGDGCadOmkZ2dDcDt27dRqVS4ubmxc+dOvbpOnz5NgwYNSE5OBnSZhgvrbteuHd9//32J7UVFRdG5c2flWFJSEgAzZsxQXuRevHhxqe1duHCBYcOG4eHhgZ+fHxqNhvz8fCZPnoy8LiOEEEKIV4lMDXrCiRMnMDMzIzQ0FNBdAP+TnD17llq1ainLid68eRNHR0eioqIoKCjQS4j2LO7u7nh7e6PVagkICGDdunVMnTq12LK2trao1WoAjh49yuHDhwE4fvw4hoaGhISEsGnTJnbv3o2HhwcBAQH4+fnxxhtv4ObmRq9evZREYVu2bKFJkyZK3dOnTwd0QVifPn3o1KkTZmZmxbYH0LNnT+bOnVukj/Pnzy926c+n2wsODmb69Om0bt2amTNnEh0dTYcOHWjevDnHjx/nrbfeeu5zKIQQQghRlskTgSeYm5tz48YNYmNjAZSL1+vXr+Pp6cmIESOYPXs2BQUFREVFsWDBAgCSk5OVZUW/+OILhg0bhpeXFwcPHgRgzJgxyh3ywrpfxKFDh+jSpYuyHR4ezsCBA2nRogVnz559oToNDQ2ZOnUqBw4cAHRPC6Kjo0ssv3fvXuXJwunTp+natSsA3bp14/Tp0wDExsbi4uKCkZERbdu2JSYmBoAffviBVq1aYWFhUaTekydP0rx5c8zMzEpsD3SBgbu7OytXrtS7g79gwQJUKhU///yzsq+49pydnUlLS6OgoICMjAwqVqwIQJcuXTh06NCzT5gQQgghRDkhgcAT2rVrR9++fZk5cya9evVi//79AAQEBDBjxgxCQkIwNjbm+++/L7GOI0eOsG3bNrZu3UrPnj0BWLNmDWq1mvfff5/g4OAX7t/169epXbu2sv3zzz/TsWNHBgwYQHh4+AvXa2ZmpkwNGjRokF6m4SdlZWVx4cIF5Xhqaio2NjaALptyamoqgN4FurW1NampqWi1WkJCQnB3dy+27n379tG3b99S22vSpAkRERFs376dxMREZXymT5/Orl27CAgIYOHChWRnZ5fYXteuXVm0aBF9+vShoKCABg0aAODo6MiVK1ee/6QJIYQQQpRxMjXoKcOGDWPYsGE8fPhQmdYSHx+vTC9p0aIFN2/epFmzZsV+3s/Pjzlz5mBgYMC4ceOoXr06CxYs4Pbt2+Tn52NnZ/en9PPSpUvcvXuX8ePHA7p5+RqNBnNzc3JycpRyOTk5Re6yPy0nJwdTU9NntnnkyBHeeustDA118aO1tTVpaWkApKenK0HBk1OUCvfv3buXt99+u9i+5ObmcubMGRYuXFhqe5aWlsqx3r17Ex0dTd++fZVz6uDggLOzM3fu3OHChQvFtvfJJ5+wYcMGnJ2dWb58OXv37qV///7P/O5CCCGEEOWNPBF4QmJiIhkZGYDuDreJiQkANWrU4MKFC4Bunv7rr7+OtbU1CQkJgO6ivFDLli359NNPGTJkCGvXruXHH3/EysqKkJCQP/xCat26dbl16xagu4O+ZMkSgoKCCAoKok+fPpw8eZL69etz5swZpZ2oqCgaNWpUYp1arZbAwEDeeeedZ7b/9DSdNm3acPz4cUD3vkDr1q0BcHJy4uLFi2g0Gk6dOoWLiwtXrlzh4MGDeHt789tvv/HRRx8p9Rw9epSOHTtibGxcanvp6f+XxCs6OhonJye9/ZmZmVy/fh0HB4dS2yuc8mVra6sEMrdv38bZ2fmZ50AIIYQQoryQJwJPSEhIYMmSJRgZGZGfn8+4ceMwNjbmo48+Ul5QdXJy4u2338bAwABDQ0O8vLxo3ry5UsfkyZPJzc0lNzeXKVOm4OzszPr16/H29qZevXrFtpuTk8OoUaOU7bVr17Jw4UKWLl2qV65Xr14cPnyYtm3bcuTIEaZNm6Yc69ixI3v27GHp0qW0b98ed3d3jIyMaNKkCZ07dy7SZmhoKMeOHUOj0dCmTRsmTpwI6N4RqFmzZpHpQampqcTFxeHi4qLs69KlC0eOHGHEiBHY29uzbNkyAHx9fZk1axb5+fkMHDgQW1tb/Pz8lM+pVCq9lY727duHl5fXM9sLDw9n586dmJub4+joqHz/Dz/8kPT0dDQaDZMmTaJChQoltjdt2jQmT56MiYkJ5ubmrFq1CtAFMs8TDAkhhBBClBcGBbJmYpni4+PDp59+qqwcJP64/Px8pk6dSmBgoDIN6VmSHknq9rLA0NAArVZ+4v7pZJzKBjMTI3KySl5qWvxz2NpakJIif6f+6f6ucbK3tyrxmAQCQryApKT0ZxcSL538MSwbZJzKBhmnskPGqmz4JwQC8o6AEEIIIYQQryB5R0CIF2Fs9LJ7IJ5DWmaujFUZIONUNmTl5L/sLggh/mQSCAjxAsYsinzZXRBCiL/V5rm9XnYXhBB/MpkaJIQQQgghxCuo3D0ROH/+PJ9//jl5eXloNBrGjBlDo0aNWLhwIRs2bHjZ3StixowZXLlyBUtLSzQaDUuXLtXLHvy03bt3Y2FhwbvvvguAWq1m48aNHDt2TFnxpl+/fuzbt0/5TOF2YGAgzs7O9O7dm+bNm9O0aVMMDQ2xsbHhww8/VNblL87y5cs5f/48AFeuXGHJkiXUq1cPf39/DAwMMDY2ZvHixdSsWZPs7GxmzJhBYmIizs7OzJs3j4yMDKZMmUJeXh4FBQXMnj2bN954g7S0NKZNm0ZeXh4GBgZ89tlnODg4MH/+fK5evUpWVhb/+te/8PLy4tq1a8yfPx+Ax48fU1BQwJ49ewgODubIkSMA3Lp1i7FjxzJgwIBi29uxYwe7d+/GyMiIpk2bMmvWLEC3rOiSJUuwsLB48cEUQgghhChDylUgkJaWxsyZM9mwYQPVq1cnNzeXc+fOvexuPdP8+fNp2rQpkZGRbN++nZkzZ5ZY9ptvvmHLli3K9uHDh3nrrbeIjo6mffv2z91mzZo1UavVAMTExDBlyhR2795dYobh6dOnA6DRaOjTpw+dOnUiMzOTtWvXYmtry/Hjx1m/fj2LFi1i9+7dNGnShLFjxzJ//nx+/PFH2rVrx/Lly3FwcOD69essWrSI4OBgIiIiaNWqFe+//z7ffPMNO3bsYOrUqfj7+2Nqakp+fj59+/bFzc2NevXqKX3evn27kgxs9OjRjB49GoChQ4fSq1cvTE1Ni23vzTffZPjw4RgYGPDBBx9w5swZWrVqxTvvvMM333zDiBEjnvscCiGEEEKUZeVqatDRo0fp3r071atXB8DU1FRJjPXo0SN8fX1xdXUlPDwc0GWuValUDBkyhNWrVwO6TLyjRo1i4sSJDBgwgJMnTwK6pFSLFy9mxIgRzJkzh7Vr1+Lm5oa/vz8A165dQ6VS4eHhwcSJE8nN1a213LNnT2bNmsWgQYMICgoqtf/p6elYWlqWePzKlSvUqFFDufMfHx+PnZ0dnp6eynd6ES4uLjRo0ICYmBiSkpJYsWJFiWVPnjxJ8+bNMTMzo2LFikqWXhMTE4yMdC/7nT59mm7dugHQtWtXTp06hbm5OQ4ODoBuXArL1qlTh8ePHyvf387OTikDumRrtWrVUrI8F9q3b59e1mGA2NhYzMzMqFq1aontOTo6YmBgoPS5MJtx586dOXz48O89dUIIIYQQZVa5CgQSEhKoWrVqsccePHjA0qVL2bJli3JB3r17d9RqNbt27eLnn38mKSkJ0D1ZWLNmDRs3btTLgPvWW28REhLChQsXcHZ2ZseOHdy+fZvExERq1qzJli1b2L59O/Xq1VMuKh88eICfnx87duxg586dxfZt3rx5uLm58fnnn/Ovf/2rxO93/fp1HB0dle39+/fTr18/GjZsyK1bt8jLy/t9J+wJVatWJTExEXt7e3x9fUsst2/fPvr27au3LycnhzVr1ijZgVNTU7G2tgbA2tqa1NRUpWxBQQFLly5l7NixANSvX59ffvkFV1dXtm3bRv/+/ZWy06dPp1evXjRr1ky5eAddAKTVaqlVq9Yz+/Z0e4XOnj3Lw4cPadasGQAVKlRQxl8IIYQQ4lVQrgKBqlWrcu/evWKP1atXD1NTU+zs7JS79SdPnkSlUqFSqYiLi+P+/fsANG7cGCMjI6pUqUJOTo5SR+PGjQGoUqUKDRs2VP53amoqd+/eZcKECXh6ehIZGUlCQgIA1atXx9bWFlNT0yJ3tQvNnz+fHTt28O9//5uFCxc+9/c9dOgQ27Ztw9vbm8TERE6cOFGkTEFBgd5FdEkSEhKoUqVKqWVyc3M5c+YMb775prJPo9Hg5+eHl5cXdevWBXQX/4XTdtLT07GxsVHKL168mLZt2yrTmDZt2oSrqyt79+5l5syZfPbZZ0rZ5cuXc+TIEX766SeuXbum7N+/fz99+vQp0r+DBw/yzjvv6O17uj2AmzdvsmzZMr22hBBCCCFeNeUqEOjatStHjhzh7t27AOTl5XHq1CmAYi+GV69eTWBgIGq1mlq1alGYZPnSpUtotVoePHhQ4pz5J+srKCggJCSEYcOGsW3bNnr06KHU9TwX4YVsbGxITk4u8XjdunW5ffs2oJuK9PrrrxMcHExQUBAbNmxQXhC2srIiPj4egDNnzuDs7FxquxcuXOC3337DxcWl1HJHjx6lY8eOynQa0AUxrVu31rsAb9OmDcePHwfg+PHjtG7dGoD169djZGTEqFGjlLJarZaKFSsCYGtrqwQQhcGaqakp5ubmmJmZKZ8pLhC4ePEi1apVU6YWldReYmIifn5+LF++XK9sRkYGlStXLvX7CyGEEEKUJ+XqZWFra2uWLFnCzJkzyc/PV1YNqlatWrHl+/bti5eXF/Xq1cPc3FzZX6lSJSZNmkRCQgIff/zxc7XdrVs3Fi9ezO7du7GyslIubp/HvHnzsLS0JDs7W5mWs3HjRnr06EGdOnWUcvXr1+fOnTtotVr27dtHx44dlWO1a9fmypUrZGVlMWvWLOXdBVNTU2WlnSfFx8ejUqkwNDTE2tqaVatWYWpqSlJSElu3bi12etC+ffuU6T+gexdgz549NG/enMjISN544w1mzJjBoEGDmDFjBh4eHtStW5cuXbpw7949Vq9eTatWrVCpVFSpUoUVK1agUqmYPn06oaGh5OXlMW/ePAB8fHx4/PgxeXl59OrVS5kGdPXqVWxtbbG3ty/StyenBZXU3qpVq0hOTmb27NkATJgwgY4dO/Ljjz/So0eP5x4zIYQQQoiyzqCg8Na1AHQvCx88eJC5c+e+7K4U6+nlQ8WfY+rUqSxduvS5lw9NepT5F/dI/BkMDQ3QauUn7p9OxqlsMDMxIicr92V3QzwHW1sLUlLk79Q/3d81Tvb2ViUeK1dPBF4FgwcPftldKJcKV416bvmav6Yj4k9lLX8MywQZp7LhtQpmEggIUc5IIPCUdu3a0a5du5fdDSGEEEIIIf5SEggI8SKMjV52D8RzSMvMlbEqA2ScyoasnPyX3QUhxJ9MAgEhXsCYRZEvuwtCCPG32jy318vughDiT1aulg8VQgghhBBCPB95IlAMjUajrD1/+fJl6tWrh4mJCZMmTaJDhw5/qG4fHx8ePXrEjRs3cHBwwNLSkmHDhuHq6lqk7NMrBKnVajZu3MixY8cwNNTFcP369VPyBzy5HRgYiLOzM71796Z58+Y0bdoUQ0NDbGxs+PDDD3Fyciqxj4GBgURERGBnZ0flypVZuXIlALGxsSxdupTMzEwaN26sLFG6du1aTp06RX5+PrNnz8bc3Bx/f38MDAwwNjZm8eLF1KxZk7CwMNauXass56pWq5U209PT6dGjB/Pnz6d3796kpaUxbdo08vLyMDAw4LPPPsPBwYH33nuPtLQ0tFotPj4+dOrUCdDlOAgODkar1TJ48GAGDBjA7du3mTVrFnl5eQwaNIhhw4YBsHPnTsLCwjAxMWHJkiXUqlWL3bt3U6FChSIJyYQQQgghyisJBIphZGSkXKSqVCpWr16tl3zqj/jiiy8AlHX2mzZtWmLZb775hi1btijbhw8f5q233iI6OlovU+6z1KxZU/k+MTExTJkyhd27d5eYLA1gypQp9O7dW2/fsmXLWLZsmV6OhB9++AFDQ0OCg4OVfY8ePWLt2rXY2tpy/Phx1q9fz6JFiwBwd3fH29u7SHtBQUE0a9ZM2Y6IiKBVq1a8//77fPPNN+zYsYOpU6cyc+ZMnJycePToESNHjqRTp04kJycTFhbGV199hZHR/80zDggIwM/PjzfeeAM3Nzd69dI91t61axehoaFcunSJgIAAVq9ejaurKxMnTpRAQAghhBCvDJka9ByuX7+OSqXCw8ODiRMnKllve/bsyaxZsxg0aBBBQUEAJCQkMGLECLy9vZkzZw4LFix4oTavXLlCjRo1lDv/8fHx2NnZ4enpSXh4+At/FxcXFxo0aEBMTAxJSUmsWLGi2HLr1q1jxIgRytOGO3fukJ2dzZw5c1CpVJw8eRKAQ4cOkZKSgpeXF3PnziU3N5eKFStia2sLgImJid7F+a5du3B3d2fz5s3KvgcPHhAXF6cXFNWpU4fHjx8DuqcFhYFY4ZMMMzMz5dwcO3YMCwsLxo0bx4QJE5TM0rGxsbi4uGBkZETbtm2JiYkhJiaGtm3bYmxsjIuLCzdv3gR0idcsLS25d+/eC59bIYQQQoiyRAKB51CzZk22bNnC9u3bqVevHocPHwZ0F7B+fn7s2LGDnTt3AvDvf/+bMWPGEBQUhIODwwu3ef36dRwdHZXt/fv3069fPxo2bMitW7fIy8t74bqrVq1KYmIi9vb2xWYQ9vT05Ntvv2XDhg189dVX3Lt3j8TERC5fvsyCBQtYtWoVCxcupKCggMTERCwsLNi6dSsVK1bkP//5j1JPTk4Oa9asUbIR9+jRg/DwcLZs2cLx48c5d+4cAOvXr2fcuHF6fahfvz6//PILrq6ubNu2jf79++sdDwgIYOTIkQAkJiZy7949Nm7ciJeXF8uXLwfgyVx51tbWpKamkpqaio2NjbL/yTK1atXiypUrL3JKhRBCCCHKHAkEnkNiYiITJkzA09OTyMhIEhISAKhevTq2traYmppiYmIC6O5CF97ZdnFx+dP6cOjQIbZt24a3tzeJiYmcOHGiSJmCggIMDAyeWVdCQgJVqlQp8Xjh1B8rKyvat2/PlStXsLa2pnHjxtjZ2VGpUiXs7e1JTk7G2tqajh07AtC5c2flQlqj0eDn54eXlxd169YFdBfjRkZGmJqa0r17dy5dukRcXBxpaWk0bNhQrw+bNm3C1dWVvXv3MnPmTD777DPlWHBwMIaGhgwcOFCpt3379hgbG/Pmm29y/fp1AL1zkZ6ejo2NDdbW1qSlpSn7C58qCCGEEEK8auQq6Dns2bOHYcOGsW3bNnr06KHcRS7uort27dqcP38eQPnvF1G3bl1u374NwLVr13j99dcJDg4mKCiIDRs2KFN2rKysiI+PB+DMmTM4OzuXWu+FCxf47bffSg1S0tPTAcjPz+fcuXM4Ojri5OREeno62dnZZGVlkZiYiK2tLW3atOHixYtK3YVPMebPn0/r1q315twX1ltQUMDp06dxcnLi8uXL3L59G29vb7777jvWr1/P1atX0Wq1SkBia2urXLx/9913nDt3jpkzZyr1tm3blkuXLgG6l7tr1KgB6KYRXbx4EY1Gw6lTp3BxcaFZs2acOnUKjUbDxYsXqV27tlJPXFwc9evXL/X8CSGEEEKUF/Ky8HNo164dn3/+Obt378bKykrvZdmnjR07Fl9fX0JDQ7G3t9ebhlKSjRs30qNHD+rUqaPsq1+/Pnfu3EGr1bJv3z7lrjvogo0rV66QlZXFrFmzlNV7TE1NmT9/fpH64+PjUalUGBoaYm1tzapVqzA1NSUpKYmtW7cWmR60bNkyrl+/jkajoV+/frz++uuA7gXi0aNHk5eXh4+PD0ZGRgwaNIhZs2ahUqmoUKECAQEBnD59mj179tC8eXMiIyN54403mDFjBl999RU//fQTBgYGtG7dmjfffBNAeYm3cKUjZ2dnVCoV06dPJzQ0lLy8PObNm4dGo2HmzJk0btyYkSNHYmhoyJYtW6hbty6NGjXC09MTrVarvJfh6+vLrFmzyM/PZ+DAgcp7CwMGDMDDw0NZ0QggNzeXx48fKysaCSGEEEKUdwYFT06SFn9Yfn4+RkZGGBgYsGbNGuzs7BgxYsQL1fX08qHir7N7924sLS2LrJRUElffb//iHgkhxD/L5rm90OZKduGywNbWgpSUzJfdDfEMf9c42dtblXhMAoE/2b179/D19aWgoAAbGxtWrFiBpaXly+6W+JMlPZIf2LLA0NAArVZ+4v7pZJzKBjMTI3Kycl92N8RzkECgbJBAQIgyKikp/WV3QTwH+WNYNsg4lQ0yTmWHjFXZ8E8IBOQdASFehLHRs8uIly4tM1fGqgyQcSobsnJkWpAQ5Y0EAkK8gDGLIl92F4QQ4m+1eW6vl90FIcSfTJYPFUIIIYQQ4hUkgcATJk2axC+//ALosuIOGjSIhw8f/mn1Z2RkMGfOHDw9PXF3d2fOnDmllt+9ezcHDhxQttVqNZ07d0ar1Sr7+vXrp/eZwu3AwEAiIiIAaN68OSqVipEjR+Lj40NsbOwz233nnXf06n7w4AFubm5K35/OwDt79mzGjx+vbP/www8MHz4cNzc3YmJiAEhLS2PMmDGoVCq8vLy4f/8+oEuWNmzYMNzd3fnxxx8BuH//PoMGDaJFixZF8jFoNBreffddgoKCADh8+DBDhw7Fw8ODDz/8UMm6fPv2bVQqFW5ubkrmZ4CdO3fi5uaGSqUiLi5O+c4HDx4s9bwIIYQQQpQnEgg8YebMmSxfvhyNRsPGjRsZOnQolSpV+tPqX7JkCS4uLmzbto3Q0NBnLlX5zTff6CXkOnz4MG+99RbR0dG/q92aNWuiVqvZsmULY8eOZcqUKeTmlrzyQ7du3ZSEZYUqVqxISEgI27ZtY9q0aWzcuFE5duPGDb2ASaPRsHr1aoKCgli9ejVLly4FICIiglatWqFWqxk0aBA7duxAo9EQGBjI1q1bCQ4O5osvvkCj0WBra0tQUJDe9y8UFhZGrVq1lO1GjRoREhLC9u3bqV69uhI8BQQE4Ofnx/bt29m1axcpKSmkpKSwa9cutm3bhp+fHwEBAQC4urrqBQtCCCGEEOWdBAJPqFmzJm+//TZLly4lKiqK4cOHK3ew3dzclDvpKpWKpUuX4uXlxZQpUwBd/oAPPvgAlUrFypUri9yp12q1nD59mqFDhyr7nkwS9rQrV65Qo0YNDA11QxQfH4+dnR2enp6Eh4e/8Hd0cXGhQYMGxMTEkJSUxIoVK4qUsbOzw8TERG+fkZGR0pf09HQaNmyoHFu/fj3jxo1TtmNjY3FycqJChQo4ODiQn59PTk4OderU4fHjx0oddnZ2PHr0iMqVK2Nubo65uTmWlpbcunULMzOzYhO35eTk8P333+sFCDVq1FD6a2JigrGxsdIPFxcXjIyMaNu2LTExMcTExNC2bVuMjY1xcXHh5s2bgC4Zm6WlJffu3Xuh8yqEEEIIUdZIIPCU0aNH88MPP+Dn54ehoSFr1qxBrVbz/vvvExwcrJTr3LkzW7duJS8vj99++43vv/+eypUro1ari73AT05OLjUj8dOuX7+Oo6Ojsr1//3769etHw4YNuXXrljL95UVUrVqVxMRE7O3ti2QVLs21a9dwc3Nj4cKFtG3bFoDz589TqVIlqlSpopRLTU3F2tpa2ba2tiYlJYX69evzyy+/4OrqyrZt2+jfvz92dnYkJSWRnJxMcnIyly9fJi0trcQ+bNu2jeHDh2NgYFDk2O3btzlx4gQ9evQA4MmVca2trUlNTSU1NVUv2/OTZWrVqlVkypMQQgghRHklgcBTTExMqF69OrVq1SIrK4sFCxYwYsQIAgMDlTntAI0bNwagevXqpKamcuvWLZo2bQpAs2bNitRrZ2dHcnLyC/fr0KFDbNu2DW9vbxITEzlx4kSRMgUFBcVeID8tISFB78L9edWrV48dO3awYcMGFi5cCBR9GgBgY2NDevr/rbOfnp6Ora0tmzZtwtXVlb179zJz5kw+++wzDA0NmT17NlOnTmXevHk0atQIe3v7YttPT08nOjqabt26FTn28OFD/Pz8+OyzzzA1NQXQOxfp6enY2NhgbW2tF2gUPuUQQgghhHjVyFVQKX788UesrKwICQlh8uTJlJR7raCgAEdHRy5cuABQ5OVW0F1wtmnThl27din7fv755xLbrlu3Lrdv3wZ0d+Jff/11goODCQoKYsOGDcocfisrK+Lj4wE4c+YMzs7OpX6nCxcu8Ntvv+Hi4lJquac9+U6BlZUV5ubmgO4uvJ+fHzNmzCAmJobNmzdTu3ZtYmNjyczMJCkpCSMjI8zMzNBqtcpTEVtbW+WCvH379qjVahYsWICZmRk1atQotg83btwgOTkZb29vgoOD2bVrFz///DOPHz9mypQp+Pv74+TkpJR3cnLi4sWLaDQaTp06hYuLC82aNePUqVNoNBouXrxI7dq1lfJxcXHUr1//d50XIYQQQoiySvIIlKJZs2asX78eb29v6tWrV2rZHj16cODAAVQqFU2aNCkyxx50LyMvW7aMb7/9Fo1Gg7OzMx06dGDjxo306NGDOnXqKGXr16/PnTt30Gq17Nu3T2+6Ue3atbly5QpZWVnMmjULf39/QDfPff78+UXajY+PR6VSYWhoiLW1NatWrcLU1JSkpCS2bt1aZHrQDz/8wJYtW7hz5w6jRo1i5syZPH78mBUrVih32WfMmAHA3r17lTYWLlzIqFGjAJg8eTKjR4/GwMBA6Z9KpWL69OmEhoaSl5fHvHnzAFi2bBkXL17E3NxcKZuXl8e4ceO4du0a169fp0+fPowePVoJpMLCwnj06BEdOnTgyy+/5NatW8r7DoMHD2bAgAH4+voya9Ys8vPzGThwILa2tgAMGDAADw8PjI2NWbx4MaALdB4/fky1atVKHWchhBBCiPLCoKCk29zid8vLy8PExITo6GhCQkJYtWrVH6pv9+7dWFhY8O677/45HRQl2r17N5aWls9cyamQq++3f3GPhBDin2Xz3F5ocyW7cFlga2tBSkrmy+6GeIa/a5zs7a1KPCaBwJ9o4sSJpKenk5eXx+LFi5/5FEGUXUmP5Ae2LDA0NECrlZ+4fzoZp7LBzMSInKySl54W/xwSCJQNEggIUUYlJaU/u5B46eSPYdkg41Q2yDiVHTJWZcM/IRCQdwSEeBHGRi+7B+I5pGXmyliVATJOZUNWjkwLEqK8kUBAiBcwZlHky+6CEEL8rTbP7fWyuyCE+JPJ8qG/Q3R0NNevX3/Z3RBCCCGEEOIPK5eBwIULFxgzZgwqlQp3d3dWrlz5h+vMzMxk69ateuvOlyY+Pp527dqhUqlQqVR88MEHRco0aNCAr776StmePXs2/fr1K7XekydPEhQUpGwfOXIEFxcXvQReT9dRuB0WFqZ8tkePHqhUKkaNGsV7771XbO6Dp61du5bRo0ejUqn47bffAIiNjWX8+PGoVCqWLl0KQHZ2NtOmTWPEiBHMmzcPrVYLwJQpU/D09GTw4MEcOHCg2PN0+fJlQDeGw4YNw8PDAz8/PzQaDaBb2nT48OG4ubkRExMDQFRUFJ07d1bqSEpKAuDx48f4+/szcuRIvLy8lO9x9OhRRo4ciUql4ptvvgFg7ty5egnjhBBCCCHKu3I3NSgtLQ1/f3/Wr1+vJKYqLXHXkzQaDUZGxc9TjY2Nxc/PD2Pj5z9lzZs3Z8OGDSUed3Jy4qeffmLMmDHk5uaSmJj4zDo3b97M8uXLle3w8HCGDRvGoUOHGDx48HP3zdzcHLVaDcCtW7eYOHEi27Ztw87OrtjyP/zwA4aGhgQHB+vtX7ZsGcuWLVMShYFuKc4mTZowduxY5s+fz48//shbb73FihUrMDU1JSMjg6FDhyrLohZ3noKDg5k+fTqtW7dm5syZREdH07ZtW1avXs22bdt4/Pgx06ZNIzQ0FICePXsyd+5cvTrWrFnDkCFDaNWqlbIvOTmZsLAwvvrqK72xHjJkCFu3bsXPz++5z6EQQgghRFlW7p4IHD16lO7du+tlp+3QoQOgCwhUKhVubm7MnDkT0N2RdnNzw9fXl2XLlrFw4UJUKhUjRoygXbt2AERGRjJv3jw++ugjduzYAUBgYCAfffQREyZMYMiQITx48OB399XExITq1asTFxfHjz/+SKdOnUotn5GRQVZWFtbW1gBkZWWRlJTEpEmTOHjw4O9uv1Dt2rXp2bMnP/74I4CS1OtJhw4dIiUlBS8vL+bOnUtubi537twhOzubOXPmoFKpOHnyJACnT5+mW7duAHTt2pVTp04BuoRnoHu68mQG5PPnzzNixAg++eQTsrOzAXB2diYtLY2CggIyMjKoWLEisbGxODk5UaFCBRwcHMjPzycnJwfQjXvh05/ChbDOnj1LeHg4np6ebN26FYBjx45hYWHBuHHjmDBhAnfv3gXAxcWF6OjoFz6HQgghhBBlTbkLBBISEqhatSqgu9OtUqno3bs3qampNGvWDLVazY4dO8jOzuZ///sfAHfu3GHRokXMmjWLOXPmoFaradCgATNmzECj0bBy5Uo2b95MSEgIu3btIjk5GYDq1auzfv16+vbtq0x1edK5c+eU6SrLli0rtr99+vRh//79HDhw4JmJw27cuEHNmjWV7SNHjtCjRw/s7OwwMzN7oWCkUNWqVZWpMYVTfJ6UmJiIhYUFW7dupWLFivznP/8hMTGRy5cvs2DBAlatWsXChQspKCggNTVVCVasra1JTU1V6hk9ejT/+te/6Ny5MwBVqlTh0KFDhISEULFiReWCvWvXrixatIg+ffpQUFBAgwYN9OotrDslJYUmTZoQERHB9u3bSUxMZP/+/YBuelGvXr3YvHkzhw8f5tq1ayQmJnLv3j02btyIl5eX3tMVAwMDJRARQgghhCjvyl0gULVqVe7duwfo7nSr1Wrs7e3RaDT89ttvjB49Gk9PT86dO0dCQgKgm6v/2muvKXUEBwdTsWJFBg4cyKNHj3BwcMDS0hITExMaNmxIfHw8AI0aNQKgWrVqehe7hZo3b45arUatVjNjxoxi+9u2bVtOnDhBRkYG9vb2v+u7HjhwgMjISLy9vYmLiyMiIgLQXdD+3vQQCQkJODg4lHjc2tqajh07AtC5c2euXLmCtbU1jRs3xs7OjkqVKmFvb09ycjLW1takpaUBkJ6ejo2NjVJPcHAwBw8eZNOmTaSnp2NqakqFChUA6Nu3L5cuXQLgk08+YcOGDRw4cIBatWqxd+9ebGxs9N6FSE9Px9bWFktLS0xNTTE0NKR3795KHZUqVaJ9+/YYGxvTvn17pc+F+9588015+VsIIYQQr6xyFwh07dqVI0eOKBfrAPn5urWPN2zYwPTp09m2bRvNmjVTLpafnCseGRnJ5cuX8fHxAaBixYrcv3+fx48fk5eXx+XLl5W78gYGBsrnXjQvm5GREe+++y7Dhw9/ZtnXX3+duLg4QPcuREZGBmq1mqCgIEJCQjh06BAAdevW5ZdffgEgLi5O70K8OHFxcURGRip36YvTpk0bLl68COjutDs6OuLk5ER6ejrZ2dlkZWWRmJiIra0tbdq04fjx4wAcP36c1q1bo9VqycvLA3TvJ5iZmWFmZkZGRobSRnR0tN7L2La2tsp/p6WlUbt2bWJjY8nMzCQpKQkjIyPMzMz0goPo6GicnJwAaNGiBb/++qten9u2basECpcvX9abQlZQUIC5uXmp50oIIYQQorwody8LW1tbs3TpUubMmUN+fj4mJia0bNkSKysrevfuzUcffUSdOnVKvHD/9NNPqVy5MiqVCgsLCzZs2MDUqVMZOXIkBgYGDBkypMQXap9WODUIwMzMjE2bNrFx40Z69OhBnTp1lHIjRowo8tmwsDBq1qxJ27ZtlX1WVlZYWFiQlpbGwYMHad26tXLMwsICAwMD4uPj8fX15ZNPPiE3V5cKftasWUXqz87ORqVSYWhoiKmpKUuXLlW+l7+/f5HpQYMGDWLWrFmoVCoqVKhAQEAARkZGTJkyhdGjR5OXl4ePjw9GRkYMGjSIGTNm4OHhQd26denSpQs5OTm89957AOTl5TF27FhMTU356aefCAwMxMLCAmtra2UK1bRp05g8eTImJiaYm5uzatUqjI2NmTx5MqNHj8bAwEB5lyE8PJydO3dibm6Oo6Mj06ZNA8DX15c5c+aQnZ1Nq1ataNKkCaB7kuPp6YlWq2XBggUAxMTE0KZNm+caVyGEEEKI8sCg4EVvZYuX4uTJk1y8eBFvb++X3ZVyZe7cuUyaNEl5v+RZXH2//Yt7JIQQ/yyb5/ZCmyvZhcsCW1sLUlIyX3Y3xDP8XeNkb29V4jEJBIR4AUmP5Ae2LDA0NECrlZ+4fzoZp7LBzMSInKzcl90N8RwkECgb/gmBQLmbGiTE3yJf87J7IJ6DtfwxLBNknMqG1yqYSSAgRDkjgYAQL8K4+MRz4p8lLTNXxqoMkHEqG7JyZFqQEOWNBAJCvIAxiyJfdheEEOJvtXlur5fdBSHEn6zcLR/6skVHR8va9EIIIYQQ4h/vlQoEoqKilOUiAc6fP68k+lq8eLHeevRP69ev3zPry8zMZOvWrXpr4ZcmPj6eBg0acPDgQWXf6NGjGT9+fKmf2717t14mY7VaTefOndFqtSX2t3A7MDBQSTzWvHlzVCoVI0eOxMfHh9jY2FLbzc/PZ/HixYwaNQqVSqVkWI6JiWHMmDGoVCo2bdoEQHJyMmPHjsXd3Z3AwEBAl+l5xIgReHh4MHLkSCXXQ3x8PB4eHqhUKsaPH09mpm6u8Pbt2xk+fDienp5KDoOoqCg6d+6sZGxOSkpS+qfRaHj33XcJCgoC4PDhwwwdOhQPDw8+/PBDJY/B+vXr6datm955vnXrFosXLy71+wshhBBClCevVCBQmlmzZmFlVfJb1c8jNjYWPz8/jI2ff8ZVkyZNlEAgKSmJnJycZ37mm2++4Z133lG2Dx8+zFtvvUV0dPTv6m/NmjVRq9Vs2bKFsWPHMmXKFCX3QHF27NiBi4sLmzdvRq1WY2dnR25uLmvWrOHLL79ErVYzduxYAP79738zePBgQkNDOX/+PNeuXcPa2pq1a9eyfft2vL29Wb9+PQC7du1i6NChqNVqXFxc2L9/Pw8ePGDv3r2EhISwatUqJb8AQM+ePZWMzU9mYw4LC6NWrVrKdqNGjQgJCWH79u1Ur15dCZ4GDx7Mli1b9L5b7dq1SUhIKDZDtBBCCCFEeSSBwP9XeIf72rVrqFQqPDw8mDhxYpEL48TERFQqFd7e3uzevVvZHxkZybx58/joo4/YsWMHoLv7/tFHHzFhwgSGDBnCgwcPirRbuXJlsrKyyMzM5MCBA/Tu3bvUfl65coUaNWpgaKgbuvj4eOzs7PD09CQ8PPyFv7+LiwsNGjQgJiaGpKQkVqxYUaRMZGQkV69eRaVSsXLlSkCXNM3c3BwfHx/GjBmjZPL95Zdf6NatG6DL9nzq1CkqVqyoZAs2MTFRMjrXq1dPeRqTnp6OnZ0dd+7coV69ehgZGVG5cmXu37+vjMXRo0dxd3dn5cqVSmK4nJwcvv/+e70AqUaNGpiYmCjtFQZo9vb2yvl7Urt27Th69OgLn0MhhBBCiLJEAoGn1KxZky1btrB9+3bq1avH4cOH9Y5v3LgRT09PgoKCcHR0BHRTUlauXMnmzZsJCQlh165dyrSZ6tWrs379evr27as3nedJb7/9NkeOHOHHH3+kc+fOpfbv+vXrSrsA+/fvp1+/fjRs2JBbt24p019eRNWqVUlMTMTe3h5fX98ixxMSEqhduzZqtZq7d+9y7NgxEhMTuXbtGqtXr2bWrFnMnz8f0E2TMjc3B3TZnp+8056Tk8OaNWvw8vICoHXr1oSGhuLq6srZs2fp3Lkzjo6OXLx4kaysLG7evMndu3dJTU2lSZMmREREsH37dhITE9m/fz8A27ZtY/jw4RgYGBTp9+3btzlx4gQ9evQo9fvXqlWLK1euvNjJE0IIIYQoY16pQMDc3Fxv6k1OTg5mZmZ6Ze7evcuECRPw9PQkMjKShIQEveOxsbE0b94c0N1FB3j06BEODg5YWlpiYmJCw4YNlfnvjRo1AqBatWolTjvp1asX27Ztw97eXrmD/bwOHTrEtm3b8Pb2JjExkRMnThQpU1BQUOwF8tMSEhKoUqVKicdtbGzo1KkTAJ06deLKlStYW1vTsmVLLCwsqFu3LhkZGQC89tpryrlOT0/HxsYG0AVNfn5+eHl5UbduXQACAgL4+OOP2bt3L/3792fTpk1UrFiRcePGMW7cONatW0f9+vWpWLEilpaWmJqaYmhoSO/evbl06RLp6elER0crTyCe9PDhQ/z8/Pjss88wNTV95jkQQgghhHhVvFKBgJOTE5cvX1ammERFRSkX6oVCQkIYNmwY27Zto0ePHjydeNnJyYmYmBgA5b8rVqzI/fv3efz4MXl5eVy+fJmaNWsC6F2Al5TEufACe/jw4c/8DnXr1uX27dsAXLt2jddff53g4GCCgoLYsGED+/btA8DKykoJRs6cOYOzs3Op9V64cIHffvtNCW6K06ZNGy5cuKCUd3R0pFmzZty8eROtVktSUpJysd2qVSuOHTsGwPHjx2ndujUA8+fPp3Xr1npTeLRaLRUrVgR05zItLQ2APn36sG3bNiZPnkydOnUwNjbWe6E7OjoaJycnbty4QXJyMt7e3gQHB7Nr1y5+/vlnHj9+zJQpU/D398fJyemZ5zYuLu6Z50kIIYQQorx4pfII2NjY4OXlhZeXFyYmJlSrVo1x48bplenWrRuLFy9m9+7dWFlZKReohcaNG4evry87duygatWqmJmZYWRkxNSpUxk5ciQGBgYMGTIEOzu739W3yZMnAygX76CbhtSjRw/q1Kmj7Ktfvz537txBq9Wyb98+OnbsqByrXbs2V65cISsri1mzZuHv7w+AqampMmXnSfHx8ahUKgwNDbG2tmbVqlWYmpqSlJTE1q1bi0wPGjt2LP7+/gQHB1OjRg169OiBkZERAwcOxNPTk/z8fGUVpnHjxjF9+nSCg4Np3749zs7OnD59mj179tC8eXMiIyN54403mDFjBhMmTOCTTz5R5vB/+umnAPj6+pKUlISNjQ1z584FIDw8nJ07d2Jubo6joyPTpk3DxMSEXbt2AboXhh89ekSHDh348ssvuXXrlvK+w+DBgxkwYAC7du0iLCyMmzdvMmrUKD7//HPs7OyIiopi4cKFv2vchBD/r707D6ii3B8//mZHliNqiEtuKalpilvuWyrmgpkrIgdD3HJBzQ2TNEmv5lIS5pZoAoJpWt2rueBKeRVBMVxwgdwwQRTZRFnOOb8/zo/5egKUvBWCn9dfzcwzz3zOeewwn5ln5iOEEKKsMtIVd5n6JTNs2DC2bNlChQoVSjuUZ9q5cydWVlb06dOntEMpN27cuEFISAjz5s0rUXuXGT/+zREJIcSL5Zv5zmhzpbpwWWBnZ0VaWnZphyGe4Z8aJ3v74t+KKYkA8MUXX5CUlKRciRbiWVIeyA9sWWBsbIRW+9L/xL3wZJzKBgszE3IeFf+KafHikESgbJBEQIgyKiWl+OJz4sUhfwzLBhmnskHGqeyQsSobXoRE4KV6RkCIv4ypSWlHIEogIztXxqoMKI/jZGJshEam0QghXnCSCAjxHEYvCi/tEIQQL7BNvr1KOwQhhHiml+r1oUIIIYQQQgg9SQSeQ2JiIuPHjzdYFxcXx5YtW5657507dxg6dCj5+fpbxsePHy+yii/Axx9/bFDQzNvbm+nTpyvLkZGR+Pn5Kcvnzp1TXt+pVqtJTU0lMjKSzp074+HhgVqtZtGiRQbv4i+KWq3G1dUVtVrNhg0blPVHjx5l1KhRqNVqfvjhB0Bftbeg/fbt2wGIiYlh+PDhuLu7M27cOKUuwNq1axk5ciRDhw5VXulZ4NatWzRt2pRz584B+grK7u7uuLu7s27dOqXd+vXrGTJkCEOGDFGqChdYu3Yt/fv3V5ZjY2NxdXVl+PDhHDlyRFkfEBDAiBEjGDNmjFIBOiAgQDm2EEIIIcTLQBKBv0jjxo0ZNWrUM9tVr16d3r17880335Cbm8uqVauUk/cnJSUlkZ2dTbVq1QDIysoiIyODu3fvkp395x4s6dWrF0FBQQQHB1OnTp0SvSt/zZo1BAcHM27cOABSU1PZtWsXmzZtIjg4mIEDBwL6qsCzZs1i69at7Nixg7S0NGrUqME333xDSEgI3bt3Z+vWrQB4eXkp7c6ePcuNGzeU461bt04pOgawfPlyfH19CQkJ4cKFCyQkJJCTk8P333/P9u3bCQoK4quvvlLap6WlER8fb/AZlixZgr+/P5s2bcLf3x+NRsPVq1c5d+4cYWFhDB48mI0bNwLg6urKN99886e+VyGEEEKIskwSgb/Ik1fnn7wqPX78eIMiYQDvv/8+4eHhLF26lIEDB2Jvb1+ov4MHDxoUCwsPD8fZ2RlnZ2cOHTr03HGq1WrOnDmDVqslIiKi0FX1ApMnT8bLy4u4uDgAjh07hpWVFWPHjmXChAn8/vvvAFy/fp1mzZphYmLCW2+9RWxsLA4ODko9BjMzM0xM9A8BFlQdzsvLw9ramipVqgBw+fJlbGxslKQH4Pbt2zRq1AjQJ1lRUVGYm5tTo0YNcnJyyM7ORqVSKe03bNjA6NGjleWcnBw0Gg0ODg5YW1tTt25drl+/TnR0NN26dQP0xeNOnz4NgL29PUlJSUrVaSGEEEKI8k4SgVJgamrKtGnTOHXqFCNGjCiyTUJCArVr11aW9+/fT58+fXBxcWH//v3/0/ErV65MamoqXbp0oW/fvoW2+/v7Exoaio+Pj1Kd+O7du9y5c4cNGzbg4eHBsmXLAHjy7bMqlYr09HRl+cGDB4SGhjJkyBBl3bJly3B2dqZKlSpYWVkB+ik9f6zw/Nprr3Hy5Eny8/OJjIwkIyMDIyMj2rVrxzvvvMPAgQPx9PQE9HdPUlJSaNKkibJ/Wloatrb/97qsgtjS09OpWLEiAJaWlgZ3V+zt7bl169af/DaFEEIIIcomSQT+ZsWVaahVqxY1a9bE2PjZQ5Camsr58+eZOXMms2bNIjY2lrS0NCwtLcnJyVHa5eTkYGFhUaL+KleuXOz2gm2Ojo6Ympry+PFjVCoV7dq1w9TUlA4dOpCQkACAkZGRsl9mZqZykv3o0SOmTp2Kr6+vwbFmz57NwYMHycrK4ueffyY6OppatWrxyiuvGMQwZ84cvvnmG8aNG0f16tWxt7fn2rVrHD16lPDwcPbt28eaNWt4/Pgxa9asKfTMRsWKFQ2ehSiITaVSKc8s5OTkKMmIEEIIIcTLRhKBv4G5uTlpaWnk5uYWmrdeUvXr1+fmzZsA7N27l6lTpxIYGEhgYCBTpkzhwIED1K1bl7i4OGU6S2RkJI0bN35qv1u3bsXJyempCUhWVhYAKSkpPHr0CEtLS9566y0uXrwI6B+MrlmzJgB169blwoULaDQaoqKiaNasGfn5+UyfPh21Wk3Lli2VfgviNDExwcrKCgsLCy5evMjZs2fx8vLi+PHjLF68mNTUVGrUqMG6dev4+uuvefjwIV26dEGr1WJjY4O5uTkVKlRAo9GQn5/PrVu3WLJkCV5eXty+fZuVK1diaWmJiYmJ8kzFjRs3qFOnDm3atCEiIgLQT3d6Mr67d+9Sq1atPzVOQgghhBBlldQReE6//vor77//PgC1a9emX79+yjZPT0/UajWNGzematWqz+xr7ty5LFmyxGBdjx49WLFiBYMGDWLPnj2sWLFC2dahQwfmzp3LsGHD8PDwwMPDAzMzM6pXr15oig3ony+Ij49Hp9Ph6OjI/PnzAYiIiCArK8tgepBWq8XDwwNLS0s0Gg2+vr6APjFp3Lgx7u7uaLVa5XmIGTNmMG/ePPLz83nvvfews7Pjhx9+IDo6mocPHxIUFETXrl0ZM2YMfn5+3Lhxg7y8PFq0aEG7du1o164dHh4eAPj4+DBy5EgqV67MDz/8wM6dOzEyMsLDw4MqVapQpUoVGjRogKurK/n5+QwcOBAbGxs2b96sxN+/f3/lLUw+Pj54e3uj0+mYNGkSpqamODo60qhRI0aMGIG1tbUyxSklJYVq1aopzzEIIYQQQpR3Rrri5q6IUjd//nwmTZqEg4NDaYdS7gUEBNCtWzfefPPNErV3mfHj3xyREKIs2+TbC/I1pR3GX8rOzoq0tD/31jpROmSsyoZ/apzs7W2L3SaJgBDPIeWB/MCWBcbGRmi18hP3oiuP42RibIQmN7+0w/hLycll2SFjVTa8CImATA0S4nmUsyt95ZVK/hiWCeVxnOQXQghRFkgiIMTzMDUp7QhECWRk58pYlQHlcZzK4x0BIUT5I4mAEM9h9KLw0g5BCPEC2+Tbq7RDEEKIZ5LXhwohhBBCCPESkkSgBBITEwsVrIqLi2PLli3P3Fej0fDOO+8oyzNmzGDp0qWA/r36ffr0KXbfjz/+mKSkJGXZ29ub6dOnK8uRkZHKazwBzp07h4+PDwBqtZrU1FQiIyPp3LkzHh4eqNVqFi1aZFBoqyhqtRpXV1fUajUbNmwA4MSJE6jVatRqNf3792fy5MkA+Pr6Mnz4cIYOHcoPP/yg9LF9+3alj4JqvQkJCbi7u+Pu7s66deuUtj179lT63rVrFwDbtm1j6NChuLq6snjxYoP4MjMzadu2Lfv27QP0rzxdsGABbm5uTJs2jcePHwP614cOGjQItVqt9JGXl4erqyutW7dW9gf9W4POnTv31O9FCCGEEKI8kalBz6lx48bPLN4F+uJZDg4O3L59m5o1a/Lw4UOys/UPxZ0/f54mTZoUuV9SUhLZ2dlUq1YN0Bf5ysjIIC8vj+zs7D9VEbdXr15K7YDg4GA+/fRT5f35xVmzZo1BReD27dvTvn17AD777DPls48ZM4a6deuSm5vLgAED6N+/P1lZWezYsYOwsDAuXrzIihUr8Pf3Z/ny5fj6+tKoUSOmTJlCQkIC9evXx9LSkuDgYIPjd+jQgeHDh2NkZMT06dM5ffo0rVq1AiAwMJDmzZsrbSMiIjA2NiY0NJSNGzeyc+dORo4cCcDChQsNXglqamrKl19+ybfffmtwPFdXV5YuXcrKlStL/L0KIYQQQpRlckfgOT15Nb5///7K+vHjx5OYmGjQtkWLFsTExHD37l2qVq2KmZkZubm5xMTE0KJFiyL7P3jwIB07dlSWw8PDcXZ2xtnZmUOHDj133Gq1mjNnzqDVaomIiOCnn34qst3kyZPx8vIiLi7OYL1Op+PIkSP07NkT0FcWBjAzM8PExAQjIyNiY2N56623MDU1pVmzZly7dg2A27dv06hRI0CfSEVFRQH6q/RqtZoPPvhAuXtQu3ZtjIyMlL5NTfU5671797h165bByX10dDTdunUDoHv37kRHRyvb/Pz8UKvVnDhxAgAjI6Mii7zZ29uTlJSkVD8WQgghhCjvJBH4B7Rs2ZKYmBjOnDmDk5MTb7zxBufOnePs2bPKVe4/SkhIoHbt2sry/v376dOnDy4uLuzfv/9/iqdy5cqkpqbSpUsXg6rCBfz9/QkNDcXHx4e5c+cabIuKiqJx48aF7khs2rSJPn36YGJiQnp6OhUrVlS2FZSqeO211zh58iT5+flERkaSkZEBQFhYGMHBwXh4eLBw4UKDfmNiYrh//75yB2DdunWFqic/eTxbW1vS09MBmD17Njt27GDFihV8+umnypSh4tjb2yuJiBBCCCFEeSeJwF+sqPpsLVq04OzZs8odgObNmxMTE8OVK1d4/fXXn9lnamoq58+fZ+bMmcyaNYvY2FjS0tKwtLQkJydHaZeTk4OFhUWJ+nty2s8fFWxzdHTE1NTU4AR69+7d9OvXz6D9vn37+PXXX5k4cSIAKpVKOckHMDbW/zObM2cO33zzDePGjaN69erY29sbHK99+/YGz0Rcu3aNpUuXsnz5cgBu3bpFRkaGclehwJPHy8zMVJKCgn4dHBxwdHTk9u3bz/xuhBBCCCFeFpII/AXMzc1JS0sjNzeX+Pj4QtttbW3RaDRcvHiRevXq0axZM/bu3UuNGjWUk+Q/ql+/Pjdv3gRg7969TJ06lcDAQAIDA5kyZQoHDhygbt26xMXFKdNZIiMjn/ncwtatW3Fycir2uKB/HgEgJSWFR48eYWlpCein8Jw8eZIuXboobSMjIwkNDWXZsmVKn82bNycqKgqNRsOFCxeoU6cOADVq1GDdunV8/fXXPHz4kC5dupCbm6skM1euXMHOzg6Au3fvMmvWLJYtW6ac0MfFxXHz5k28vLz497//zbp167h69Spt2rQhIiIC0D8v0Lp1awDloejs7GwSEhJwcHB46ndz9+5datWq9dQ2QgghhBDlhTwsXEK//vor77//PqCfv/7kVXFPT0/UajWNGzcucv45QLNmzUhOTgbA2tqa/Px85fmAuXPnsmTJEoP2PXr0YMWKFQwaNIg9e/awYsUKZVuHDh2YO3cuw4YNw8PDAw8PD8zMzKhevXqhaTOgf74gPj4enU6Ho6Oj8uBwREQEWVlZBtODtFotHh4eWFpaotFo8PX1VbYdP36cNm3aYG5urqybN28e1tbWynH9/f2pXLkyAwcOZOTIkZiamipv7Pnhhx/YuXMnRkZGeHh4UKVKFZKTkxk/fjzW1taA/k1JAKtWrSI1NVU5/oQJE5RnJED/lh9HR0ccHR2pX78+hw8fxs3NDXt7e+WtTB9++CGZmZloNBomTpyIjY0NAFOnTuX8+fNYWVkRGxvL7NmzSUlJoVq1agafTQghhBCiPDPSFTWXRbwQ5s+fz6RJk555JVv87wICAujWrZvBQ8hP4zLjx785IiFEWbbJtxfka0o7jL+UnZ0VaWnZpR2GKAEZq7Lhnxone3vbYrdJIiDEc0h5ID+wZYGxsRFarfzEvejK4ziZGBuhyc0v7TD+UnJyWXbIWJUNL0IiIFODhHge5exKX3mlkj+GZUJ5HCf5hRBClAWSCAjxPExNSjsCUQIZ2bkyVmVAeRyn8nhHQAhR/kgiIMRzGL0ovLRDEEK8wDb59irtEIQQ4pnk9aFCCCGEEEK8hCQRKEJiYiLjx483WBcXF8eWLVueu89ffvmF6dOnA/qiY2q1mqtXrxbbPi0tjZkzZxosN23aVHlfPoCPjw/nzp1Tlv38/IiMjDSI38fHh0GDBjFq1CjUajW7d+9+apzJyckMGjSIFi1aGPQNoNFo6NOnD4GBgYC+roC3tzdubm6MGDGCK1euALB27VpGjhzJ0KFDWblypUEft27domnTpkrf3333nbK/j48PGo1+Zq1arcbV1RW1Ws2GDRsA/bi0bdsWtVqNWq0mLi4OgGXLlinr2rZty6FDhwA4cuQIw4cPx9XVldjYWED/etQFCxbg5ubGtGnTlGJp8+fPV17vKoQQQgjxMpCpQSXUuHHjZxbreppOnTqxY8cOTpw4QWJiIm+++SaOjo7Ftv/2229xcXFRlvfv34+rqyt79uwxKOhVEgsXLuTNN98kKyuLiRMnUqVKFdq3b19kWzs7OwIDA/nss88Kbdu1a5dBwa1Tp05hY2PDl19+SXR0NBs3bmTZsmV4eXnxwQcfAPoT+hs3bihFxdatW6cU/AIYMGAAQ4YMAfRJS2RkJB06dABgzZo1hSogOzk5sX79eoN1s2fPBvSJSt++fenUqRMajQZ/f39CQkJ4+PAh06ZNIywsjIiICIyNjQkNDWXjxo3s3LmTkSNHMmTIEIKCgpg1a9af+m6FEEIIIcoquSNQQpGRkfj5+QH/dwV60KBBytXnlJQUvLy8cHd3x9vbm0ePHhXq46OPPmL58uWEhoYyefLkpx7vyJEjBifrBw4cwNvbm99//12pxPtn2djYMGHCBOWuwOLFi5XquwUsLCyoVKlSoX1zcnI4dOgQvXv3VtbVqlWLvLw8ADIyMpST9oKiXHl5eVhbW1OlShUALl++jI2NDdWqVVP6KGir0+nQarUGicbkyZPx8vJSrvwDnDt3Djc3Nz755BPlan6BkydP4uTkhIWFBdevX6du3brY2Njg4OBAfn4+OTk5REdH061bNwC6d+9OdHQ0oC/4durUqZJ+lUIIIYQQZZ4kAs9h8uTJBAcHs3nzZr766isA1q9fz7BhwwgJCeHNN99k+/bthfZzcHDAzMyMVq1aYWVl9dRjPHz4UDlJTk5OxtraGpVKRY8ePTh69Ohzx+7g4KBMgZk3bx62tsW/W/ZJISEhDB8+HCMjI2VdtWrVyM7Opk+fPixcuBA3Nzdl27Jly3B2dqZKlSrKZ127dm2RlY83b97MO++8Q3p6Oq+88gqgr1AcGhqKj48Pc+fOBaBq1aocOHCA0NBQKlWqRFBQkEE/u3fvVio+p6eno1KplG0qlYq0tDTS09OpWLEiALa2tqSnpyttjIyMCiUXQgghhBDllSQCzyE4OJgRI0YwefJkfv/9dwCuX7+Ok5MTAC1atODatWuF9tuzZw8NGzYkNjaWxMTEEh9v79693Lx5Ey8vLw4dOsTevXsB/dX7J+8O5OTkYGlp+dS+kpOT/3Sl4szMTE6dOkX37t0N1n///ffUqVOHvXv3snHjRj755BNl2+zZszl48CBZWVn8/PPPREdHU6tWLeVE/0menp7s37+fevXqsWvXLgDl7oKjoyOmpqY8fvwYc3NzbGxsAOjXrx8XL15U+sjNzeX06dPKtKKKFSsa3O3IzMzEzs4OlUpFRkaGsq4gKRBCCCGEeNnIMwJ/UlpaGvv27WPnzp1kZGTQt29fAOrWrcvZs2fp3bs3MTEx1K1b12C/rKwsNm7cSFBQEJcvX+Zf//oXa9asKfY41tbW5ObmYm5uzoEDBwgLC6NChQqA/sQ5KyuLhg0bEhUVRevWrcnNzSUuLo569eopJ7p/lJWVxYYNGxg3btyf+sy//fYbqampeHl5cffuXfLy8njjjTfQarXKNKInT7AL4jYxMcHKygoLCwsuXrzI2bNn8fLy4sqVK1y/fp01a9ZgY2Oj3PmwsbFREpmsrCxsbGxISUnh0aNHWFpaKutA/3xCwXMHAEePHqVjx46Ymur/SdepU4fr16+TnZ3Nw4cPMTExwcLCgjZt2hAREUGXLl2IiIgweF5Bp9M9M5ESQgghhCgvJBEoxq+//sr7778PQO3atZUpJxUrVqRGjRqMHDmSN954Q5laM3bsWHx8fAgODsbOzo5ly5YZ9BcQEMCoUaOwtbWldevW7Nixg2PHjlG1alVOnTrFqFGjDNp3796dEydOUK9ePUxNTZUkAKBVq1aEh4czePBgfH19UavV5OXl4enpaXBCXmDBggXY2tqi1WoZMmSIctV88eLFeHt7G0wPysvLY+zYscTHx5OQkEDfvn3x9PRkx44dgP6B4QcPHtC+fXuaNWvGjBkziIiI4NGjR8pbkfz8/Lhx4wZ5eXm0aNGCdu3a0a5dOzw8PAD9Q8EjR46kcuXKrFq1itOnT6PVann11VcZN24cWq0WDw8PLC0t0Wg0+Pr6AhAVFUVAQABWVlaoVCqWLl2qxL17926lfwBTU1MmT56Mp6cnRkZGyvSiLl26cPjwYdzc3LC3t1f6iI2NpU2bNiX7xyGEEEIIUQ4Y6XQ6XWkHIQpLT0/n008/ZcWKFaUdykth/vz5TJw40eBB5qdxmfHj3xyREKIs2+TbC/I1pR3GX8rOzoq0tOzSDkOUgIxV2fBPjZO9ffHPg0oiIMRzSHkgP7BlgbGxEVqt/MS96MrjOJkYG6HJzS/tMP5ScnJZdshYlQ0vQiIgU4OEeB7l7EpfeaWSP4ZlQnkcJ/mFEEKUBZIICPE8TE1KOwJRAhnZuTJWZUB5HKfyeEdACFH+SCIgxHMYvSi8tEMQQrzANvn2Ku0QhBDimaSOgBBCCCGEEC8huSMAaDQa5VWhcXFxNGjQADMzMyZOnEj79u3/1mNnZ2cza9Ys0tPTyc/Pp0+fPoVeJfqknTt3YmVlRZ8+fQB9cbMNGzZw7NgxjI31eV3//v3ZvXu3sk/BckBAAI6Ojrzzzjs4OTnx5ptvYmxsTMWKFfnwww8L1T54Un5+Pp999hlXr15Fo9Hg7+9P5cqViY2NZdWqVeTl5dG1a1fGjBlDamoqs2fP5uHDh3To0IEpU6Zw48YN5s6di5GREaampixevJhXX32VxMRE5syZg7GxMVZWVnzxxRdYWVnh5+fHgQMHcHZ2Zv78+QaxrF27lj179iifseD1qWZmZnTu3Jlx48aRmJjI4MGDef311wH46KOPaNy4McuWLePcuXMAXLlyhX/961907dqVadOmERAQYFA5WQghhBCiPJNEADAxMSE4OBjQn1QWnOT+E77//ntatGjBmDFjAH3Bsqf54Ycf2LJli7J88OBBunbtyqlTp2jXrl2Jj/vqq68qnzk2NpYpU6awc+dOpbjXH23bto1mzZoxb948ZV1ubi6rV6/mq6++Mqhz8PXXXzN48GD69OnDuHHjiI+Pp0qVKqxZswY7OzsiIiJYt24dixYtYseOHQwdOpSBAwfy1Vdf8dNPPzFkyBDGjx+Ps7MzBw4cMIgjLS2N+Pj4QvGtWbOm0Jg5OTmxfv16g3WzZ88G9Mlf37596dSpE6ampjg5OREREUHXrl1L/B0KIYQQQpRlMjWoCI8ePWLKlCm4u7vj5eXFvXv3AOjVqxdz587FxcWF0NBQZs+ezbvvvsv27dsBSEhIwN3dHTc3N3x9fdHpdCxZsoTjx48DkJycjKenp8GxKlSoQFxcHHfu3AHAzs6u2LiuXLlCzZo1lSv/iYmJVK5cGXd3d/bs2fPcn7dZs2Y0bNiQ2NhYUlJSWLlyZaE24eHhXL16FbVazRdffAHA2bNnsbS0xNvbm9GjR3Pp0iUAzpw5Q/fu3QHo1q0bUVFRVKpUSflsZmZmmJjoHwxs0KABmZmZAGRmZion8w4ODkVend+wYQOjR48utH7y5Ml4eXkRFxenrDt37hxubm588sknPH782KD9yZMncXJywsLCAtAXGvtj0iGEEEIIUZ5JIlCEvXv30qJFC0JCQhg8eDAbNmwA4N69e8yZM4etW7eydOlSZs2axbZt2wgJCQFgxYoV+Pj4EBoaiqmpKYcOHWLAgAH85z//AfTVbwsqFBcYMGAAjRo1YtKkSfTv35/IyMhi40pISKB27drK8k8//UT//v1p1KiRUsn3eVWrVo27d+9ib2/PjBkzCm1PSkqiTp06BAcH8/vvv3Ps2DHu3r1LfHw8/v7+zJs3j4ULFwL66U6WlpYAqFQq0tPTlX5ycnJYvXq1UgW4devWhIWF4eLiQkxMDJ07dy42xqSkJFJSUmjSpInBen9/f0JDQ/Hx8VEqCFetWpUDBw4QGhpKpUqVCAoKMtjnj2NRu3Ztrly58me+MiGEEEKIMk0SgSLcunWL5s2bA9CyZUuuXbsGQI0aNbCzs0OlUlGrVi3s7e2pUKECWq0W0F+hb9q0KQAtWrTg2rVrNGnShN9++43Hjx8THh7OO++8Y3AsU1NTxo4dy65du1i9ejWLFi0qcZwHDhwgJCQELy8v7t69yy+//FKojU6nK9G896SkJKpWrVrs9ooVK9KpUycAOnXqxJUrV1CpVLRs2RIrKyvq169PVlYWoL/LkZOTA+iv8lesWBHQT8eZNWsWHh4e1K9fH9AnT3PmzOE///kPAwYMYOPGjcXGsGbNGsaPH19ofcFdBEdHR0xNTXn8+DHm5ubY2NgA0K9fPy5evKi0z83N5fTp03To0OGZ34sQQgghRHkliUARXn31VX799VdAP82l4CHaJ0+oizq5rlmzJufPnwcgJiaGevXqAfD222/z9ddfU61aNeXktEBiYiK5ubmA/oS2YNpPUerXr8/NmzcBiI+Pp169emzevJnAwEDWr1+vPDxra2tLYmIiAKdPn8bR0fGpn/f8+fNcvnyZZs2aFdumTZs2ymc7f/48tWvXpnnz5ly7dg2tVktKSoryfEGrVq04duwYABEREbRu3RqAhQsX0rp1a3r37q30q9VqqVSpEgCVKlUiIyOj2Bhu3brFkiVL8PLy4vbt28oUpoIEJCUlhUePHmFpaamsAzh16hR16tRRlo8ePUrHjh0xNf2/R2Ru3rz5zO9JCCGEEKI8kYeFi+Di4oKfnx+HDh3CwsKCzz77rET7zZw5U3nDTd26dXn77beV/nr37o2/v3+hfa5evcr06dOxsLAgPz9fmZazYcMGevbsyWuvvaa0ff3117l9+zZarZbdu3fTsWNHZVudOnW4cuUKjx49Yt68ecoUGXNzc2XKzpMSExNRq9UYGxujUqlYtWoV5ubmpKSkEBQUVGh60JgxY5g7dy6bN2+mZs2a9OzZExMTE9577z3c3d3Jz8/Hx8cHgLFjxzJ79mw2b95Mu3btcHR0JDo6mu+//x4nJyfCw8Np0qQJPj4+TJgwgU8++UQ5KS/4rteuXUt4eDj379/nxo0bBAYGsnnzZiWe/v37M2PGDLRaLR4eHlhaWqLRaPD19QUgKiqKgIAArKysUKlULF26VNl39+7dytSkAhEREQYJihBCCCFEeWek0+l0pR2EKLk/vj5U/O/y8/OZOnUqAQEBT70j8ySXGT/+zVEJIcqyTb69IF9T2mH8pezsrEhLyy7tMEQJyFiVDf/UONnb2xa7TRIBIZ5DygP5gS0LjI2N0GrlJ+5FVx7HycTYCE1ufmmH8ZeSk8uyQ8aqbHgREgGZGiTE8yhnV/rKK5X8MSwTyuM4yS+EEKIskERAiOdhalLaEYgSyMjOlbEqA8rjOJXHOwJCiPJHEgEhnsPoReGlHYIQ4gW2ybdXaYcghBDPJK8PFUIIIYQQ4iUkiUAJTJw4kTNnzgD6yriDBg3i/v37f0nfOp0Od3d3Ll++DMAvv/xSZGXfJ3355ZfExsYqy0uXLmX48OHKcmJiokHhrdTUVNRqNQA+Pj6cO3eOxMRE2rZti4eHBx4eHsyZM4e7d+8+9bgREREMHjwYV1dXli1bBujrAMydOxd3d3cmTJhAWlqawT6enp74+fkpy9u3b8fV1RW1Ws2tW7cA+O6773Bzc2PEiBH4+Pig0ehn1/r5+dGpUyeD/S9evIiLiwtvvvkmqampyvqi2mq1WhYsWICbmxvTpk3j8ePHgL5mgFqtxtXVle3btwOQkZHBzJkzn/r5hRBCCCHKE0kESuCjjz5i2bJlaDQaNmzYwNChQ6lSpcpf0reRkRG+vr4sXryYnJwcPv/8c+V9/EV5/Pgxv/76q1L8S6vVEhMTg729vXJiXVJOTk4EBQURFBSEs7MzH3744VPbr1mzhtWrV7Nt2zYuXLjArVu3OHjwICqVipCQEIYOHWpQGfi///0vZmZmynJaWho7duwgJCSEWbNmsWLFCgAGDBhAaGgoYWFhAERGRgIwfvx4pU2B2rVrExYWhpOTk8H6otpGRERgbGxMaGgoTZs2ZefOnYC+mvGsWbPYunUrO3bsIC0tDZVKha2tLQkJCX/iGxRCCCGEKLskESiBV199lbfffpslS5YQGRnJ8OHDGT16tHJV+fr16wCo1WqWLFmCh4cHU6ZMAfTvqJ8+fTpqtZovvviC/v37F+q/UaNGNGrUiFGjRjFw4EDs7e2LjeXEiRMGJ8HR0dG0bt2agQMHsmfPnuf+jD169ECj0ZCUlERcXBxbtmwp1MbR0ZGMjAzy8/PJz8/H2tqa69ev06RJEwCaNGlCVFSU0j4oKIiRI0cqy7Gxsbz11luYmprSrFkzrl27BqBUJNbpdGi1WmrVqgWAg4NDoQrONjY2haozF9c2Ojqabt26AdC9e3eio6MBuH79Os2aNcPExIS33npLubvSpUsX9u/fX/IvTQghhBCiDJNEoIQ8PT05cuQIs2bNwtjYmNWrVxMcHMykSZMMKt527tyZoKAg8vLyuHz5MocOHeKVV14hODjYoBLwH3Xu3JnY2NgiE4UnJSQkULt2bWV59+7duLi40LVrV44fP/4/fcZq1aqRnJxM48aNGTVqVKHtffv2ZcyYMbzzzjs0bdqUypUr07BhQ+W4x48fJz09HYB9+/bRqVMnLC0tlf3T09OpWLGisvxkCYvNmzfzzjvvkJ6eziuvvPI/fY6ijmdra6vE9uRxVSqVsr527dpcuXLlLzm2EEIIIcSLThKBEjIzM6NGjRrUqlWLR48e4efnh5ubGwEBASQnJyvt3njjDQBq1KhBeno6N27c4M033wSgefPmRfadn5/Pl19+yYwZM/D39y9xTHl5efzyyy8sX76cCRMmkJiYyJUrV7C0tCQnJ0dpl5ubi4WFxTP7S0pKwsHBodjtfn5+7Ny5kwMHDnD37l1Onz5N165dqVatGmq1mps3b+Lg4IBGo2HHjh0MGzbMYH+VSkVGRoay/GQVX09PT/bv30+9evXYtWtXib+Dp3nyeJmZmUpS8OSdgyfXCyGEEEK8TCQReA4///wztra2hIaGMnnyZIorzqzT6ahduzbnz58H4Ny5c0W2CwoKolevXnh5eZGYmKi0L0r9+vW5efMmoJ+DP2DAAAIDAwkMDGTx4sXs2bOHKlWqcO/ePbKysgA4efIkjRs3fupnOnr0KMbGxlSrVq3YNiYmJtja2mJsbGxwkj19+nSCg4OpX78+PXv25N69e6SmpvLBBx+wfPlyjhw5wu7du2nevDlRUVFoNBouXLhAnTp1AH2iUsDGxsbgLsL/ok2bNkRERAD65wVat24NQN26dblw4QIajYaoqCjleYubN2/i6Oj4lxxbCCGEEOJFJ3UEnkPz5s1Zt24dXl5eNGjQ4Klte/bsyd69e1Gr1TRt2tTg4VmA5ORkfvrpJ0JDQwGYN28eH3/8MSEhIfzrX//C29sbW9v/Kw3dvn17QkJCAP20oCevurdq1Yp//etfTJ8+nTlz5jBmzBjMzMxQqVQsXry4UGxnz55FrVZjZGREtWrV+PzzzwGIi4vj1KlThaYHTZw4EQ8PD0xNTalRowadO3cmNTWVqVOnYmJiQoMGDZgzZw5mZmZ8//33gP7B3/379ytTngYOHMjIkSMxNTVVYlqzZg2nT59Gq9Xy6quvMm7cOADWrl1LeHg49+/f58aNGwQGBnLnzh3mzp3LpUuX8Pb2ZtiwYQwYMKDItl26dOHw4cO4ublhb2/P0qVLAZgxYwbz5s0jPz+f9957Dzs7O0CfLLi5uT11PIUQQgghygsjXXGXs8VfJi8vDzMzM06dOkVoaCirVq36n/oLCAiga9euypVs8b/LyMhg4cKFrFy5skTtXWb8+DdHJIQoyzb59oJ8TWmH8Zeys7MiLS27tMMQJSBjVTb8U+Nkb29b7DZJBP4BH3zwAZmZmeTl5bF48eJn3kUQL76UB/IDWxYYGxuh1cpP3IuuPI6TibERmtz80g7jLyUnl2WHjFXZ8CIkAjI16B+wdu3a0g5B/NXK2ZW+8kolfwzLhPI4TvILIYQoC+RhYSGEEEIIIV5CckdAiOdhalLaEYgSyMjOlbEqA8rjOJXHqUFCiPJHEgEhnsPoReGlHYIQ4gW2ybdXaYcghBDP9NJNDUpMTGT8+PF/er/jx4+jVqtxd3fHzc2N4ODgP32Mnj17olarGTlyJJMmTTJ4f35RPv74Y5KSkpRlb29vpk+frixHRkbi5+enLJ87dw4fHx8A1Go1qampREZG0rlzZzw8PFCr1SxatIjMzMxij5mRkcGoUaNwc3NjxIgRXLhwwWD72rVrDaoff//99wwePJihQ4eyZcsWZX1AQAAjRoxgzJgxpKamAuDr68vw4cMZOnQoP/zwAwD37t3D1dUVd3d3RowYoVT2TUxMZOTIkajVasaPH092tn7+8JQpU3B3d2fw4MHs3bv3qcdLTU1lzJgxjBgxgoCAAKXtkSNHGD58OK6ursTGxgL6WgubNm0q9nsRQgghhChvXrpE4HncvHmTzz//HH9/f0JCQti6dSuvv/76n+7H0tKS4OBgtm7dSvXq1ZViV0VJSkoiOztbKfCVlZVFRkYGd+/eVU6KS6pXr14EBQURHBxMnTp1+PTTT4tta25uzrJlywgNDWXRokWsWLFC2ZaWlkZ8fLxB+/Xr1xMcHMy3337Lt99+S25uLlevXuXcuXOEhYUxePBgNm7cCMCYMWP49ttv2bp1K+vWrSM/P59KlSoRGhpKSEgI06ZNY8OGDQDs2LGDoUOHEhwcTLNmzfjpp58AWLlyJSEhIWzZsoUvv/wSoNjjff311wwePJiwsDDOnTtHfHw8Go0Gf39/AgMD8ff3Z8mSJQC0a9eOn3/+GY1GHvETQgghxMtBEgEgPT0db29vPDw8GDt2rHJFucCePXtwdXWlcuXKABgZGdG2bVsA/vOf/6BWqxkyZAj+/v4lPubDhw+xtrYudvvBgwfp2LGjshweHo6zszPOzs4cOnToz3w8A2q1mjNnzqDVaomIiFBOsAtYWlri4OAA6JMCE5P/m7e7YcMGRo8ebdD+tddeIzs7m8ePH2NpaYmJiQnR0dF069YNgO7du3P69GlAX9EXwMzMDBMTE4yMjDAxMcHYWP/PMDMzk0aNGgHQoEED5c5FZmam8t2bm5sDkJ2drVQBLu54Z86coXv37gB069aNqKgorl+/Tt26dbGxscHBwYH8/HxycnIAaNSoETExMc/71QohhBBClCmSCKA/wX333XcJCgpixIgRbN682WB7UlKScmU+OjoatVrNgAEDAOjRowfBwcHs2LGDEydOkJKSUuxxHj9+jFqt5t133+Xy5cu0atWq2LYJCQnUrl1bWd6/fz99+vTBxcWF/fv3/y8fl8qVK5OamkqXLl3o27dvkW10Oh1LlixhzJgxgP47SElJoUmTJgbtevfuzcCBA+nTpw8DBw7ExMSE9PR0KlasCOgTiz/ewdi0aRN9+vRRkoz4+HhcXV359NNPeeuttwBo3bo1YWFhuLi4EBMTQ+fOnZX9PT09effdd5V1xR0vOzsbS0tLAFQqFenp6aSnp6NSqZS+VCoVaWlpANSqVUuZmiSEEEIIUd7Jw8Lop5acPn2ab775hvz8fOVKc4Fq1aopc/Vbt25NcHCwMk/+5MmTbN68GZ1Ox61bt0hOTsbOzq7I4xRMDQL45ptv2Lx5c4meV0hNTeX8+fPMnDlTiTctLQ1LS0vlajZATk4OFhYWJeqv4Ap7cRYvXsxbb71Fu3btAFizZk2hWLOysli/fj379u3D3Nyc0aNH07NnT1QqFRkZGUpMVlZWyj779u3j119/Naiu3KBBA7Zt28alS5f4+OOP2bFjBytWrGDOnDl07dqVrVu3snHjRj744AMANm/eTEZGBkOHDuWdd94p9ngVKlRQvpPMzEwqVqxIxYoVDZ6RyMzMLHa8hBBCCCHKM7kjANSvX59JkyYRHBxMWFgYvr6+Btv79evHtm3blClDOp1OmUvu7+9PQEAAwcHB1KpVi5IWarazsys0BemPMd28eROAvXv3MnXqVAIDAwkMDGTKlCkcOHCAunXrEhcXpzx0HBkZSePGjZ963K1bt+Lk5KRMxynKunXrMDEx4f3331fW3bp1iyVLluDl5cXt27dZuXIlxsbGmJmZYWVlhbm5OZaWlmRlZdGmTRvl+Ydjx47RsmVLJb7Q0FCWLVumHP/JB6ZtbW2VK/harZZKlSoBUKlSJTIyMtBqteTl5QH6pMrCwgILC4tij9eqVSuOHTsGQEREBK1bt6ZOnTpcv36d7OxsUlJSMDExUZKnW7duPdezH0IIIYQQZdFLeUfg119/VU5ya9euzYwZM5g/fz4bN25Eq9UybNgwXFxclPa1a9dm+vTpeHt7K/PaBw0aBOiTBA8PDxo0aKCcxBanYGpQgaVLlwIwd+5c5aHVAj169GDFihUMGjSIPXv2GDy026FDB+bOncuwYcPw8PDAw8MDMzMzqlevztixYwsdNzw8nPj4eHQ6HY6OjsyfPx/QnxxnZWUZTA+6c+cO/v7+tGrVCrVaTdWqVVm5cqXBdKn+/fszY8YMAN577z2GDx+OkZERTk5Oyol0o0aNGDFiBNbW1ixbtgyAefPmYW1trcTo7+/PjRs3WLlyJUZGRgDKW48mTJjAJ598gqmp/p/oZ599Rk5ODuPGjQMgLy+PMWPGYG5ujqOjY5HHGzt2LLNnz2bz5s20a9dOudMzefJkPD09MTIyYu7cucrniouLU+66CCGEEEKUd0a6kl7CFv+4+fPnM2nSJOXhXfH3OXnyJBcuXMDLy6tE7V1m/Pg3RySEKMs2+faC/PL1FjI7OyvS0v7cW+tE6ZCxKhv+qXGyt7ctdpskAkI8h5QH8gNbFhgbG6HVyk/ci648jlN5rCwsJ5dlh4xV2fAiJAIv5dQgIf5n5exKX3mlkj+GZUJ5HCf5hRBClAXysLAQQgghhBAvIbkjIMTzMDV5dhtR6jKyc2WsyoDyOE7lcWqQEKL8kURAiOcwelF4aYcghHiBbfLtVdohCCHEM8nUoCcsWLCA48ePA3D8+HGlmBbAnDlziIqKeq5+d+3aRZMmTbh//z6gf41oy5YtCQwMfOp+H3/8sVLIDMDb25vp06cry5GRkfj5+SnL586dU16/qVarSU1NJTIyks6dO+Ph4YFarWbRokUGBbWK4ufnR6dOnQz63rZtG0OHDsXV1ZXFixcr60ePHo1arUatVtO0aVPS09NJTEykbdu2yvq4uDhAX5XZ1dUVNzc3du3apfQRGxur9LNx40aDWDw9PZU4YmJiGD58OO7u7owbN04pIhYQEEC/fv1Qq9UG38+RI0cYPnw4rq6uxMbGAvr6BAsWLMDNzY1p06bx+PFjQP+GpuTk5Kd+L0IIIYQQ5YkkAk9o0aIFMTExAJw5c4bXX3+d3377DYDz58/z5ptvPnffTZo0Yd++fYD+BPWP1Yv/KCkpiezsbKpVqwboq/hmZGRw9+5dsrP/3EN1vXr1IigoiODgYOrUqcOnn3761Pbjx483qFsA+toF27dvZ9u2bdy7d4/Tp08DsGnTJoKDg5k/fz5vvfUWFStWBMDJyYng4GCCg4OVImefffYZq1evJjg4mJ07d5Kenk5ubi6rV6/mq6++Ijg4mDFjxijH/O9//4uZmZmyXKNGDb755htCQkLo3r07W7duVbZNmTKF4OBgvvjiCwA0Gg3+/v4EBgbi7++v1GmIiIjA2NiY0NBQmjZtys6dOwEYMmQIQUFBf+p7FUIIIYQoyyQReELLli2VRODSpUu4uroSExNDamoqVlZWWFpa8s033+Dm5sbw4cM5cuQIoL/6vmTJEjw8PJgyZUqRfXft2lWpfrt//3569+791FgOHjxIx44dleXw8HCcnZ1xdnbm0KFDz/0Z1Wo1Z86cQavVEhERwU8//VSojYODg1Lgq0Dt2rWVdWZmZkqhrwK7d++mX79+yvK5c+dwc3Pjk08+Ua66P378mFdeeQUTExPq1q1LbGwsZ8+exdLSEm9vb0aPHs2lS5eUPoKCghg5cqRBXBUqVFBiMDH5vznFa9euxc3Njd27dwNw/fp16tati42NDQ4ODuTn55OTk0N0dDTdunUDoHv37kRHRwPQrFkzTp069ee+TCGEEEKIMkwSgSfUrl2bxMRE8vPz0Wq1tGrVirNnz3L27FlatGhBfHw8Z86cITQ0lKCgIAICApR9O3fuTFBQEHl5eVy+fLlQ35aWllSqVIn4+Hjy8/Oxs7N7aiwJCQnUrl1bWd6/fz99+vTBxcWF/fv3/0+fs3LlyqSmptKlSxeDqsIlERMTw/3792nevLnB+oJEBaBq1aocOHCA0NBQKlWqpFxpt7a25rfffuPRo0fExMQodzji4+Px9/dn3rx5LFy4EIB9+/bRqVOnIqs1P3jwgNDQUIYMGQKAu7s7P/74I+vXr2fTpk3cuXOH9PR0VCqVso9KpSItLY309HTlroWtrS3p6elKGyMjIyVpEUIIIYQo7+Rh4T9wdHTkp59+wtHREQcHB+7cuUNMTAwtWrTg6tWrXLx4EbVaDUB2djZZWVkAvPHGG4B++sqTJ5dPeuedd5g9ezYeHh5otdoSx5Samsr58+eZOXMmAFevXiUtLQ1LS0tycnKUdjk5OVhYWJSov8qVK5f4+AWuXbvG0qVLWbt2rcH6s2fPUq9ePWxt9QUrzM3NMTc3B6Bfv36sXr0agE8++YRFixZhampKgwYNsLe3V56XsLKyon79+mRlZaHRaNixYwdr165V7tAUePToEVOnTsXX11f5DJUqVQL0J/bt2rXjypUrvPrqqwbPQmRmZmJnZ4dKpVKeLcjMzFSSAiGEEEKIl43cEfiDFi1asHnzZpycnAD9leSIiAhatmzJa6+9RvPmzZW57//+97+xsbEp1EdxxZo7duxI/fr16dmz5zPjqF+/Pjdv3gRg7969TJ06lcDAQAIDA5kyZQoHDhygbt26xMXFkZubC+gfHi6Yj1+crVu34uTkhLHxnxv6u3fvMmvWLJYtW1Yoidi9ezf9+/dXlguSI4BTp05Rp04dABo1asSmTZvw9/fn0aNHODk50bx5c65du4ZWqyUlJQVzc3Pu3btHamoqH3zwAcuXL+fIkSPs3r2b/Px8pk+fjlqtpmXLlsoxCk748/PzOXv2LLVr16ZOnTpcv36d7OxsUlJSMDExwcLCgjZt2ihTtCIiImjdurXSj06nK/IOhBBCCCFEeSR3BP6gZcuWLFu2TEkEmjVrRkxMDA4ODjg4ONCsWTNGjhyJsbExNWrU4LPPPitx32ZmZixfvrzQ+rlz5yoPsxbo0aMHK1asYNCgQezZs8fg4d0OHTowd+5chg0bhoeHBx4eHpiZmVG9enXGjh1bqP/w8HDi4+PR6XQ4Ojoyf/58QH8inJWVVWh60Nq1awkPD+f+/fvcuHGDwMBAVq1aRWpqKr6+vgBMmDCBjh07otFoiIiIUO5WAERFRREQEICVlRUqlYqlS5cCsHHjRo4dO4aJiQlTp05V7hy89957uLu7k5+fj4+PDw4ODnz//feAPrnZv38//fv354cffiA6OpqHDx8SFBRE165dGTNmDEuXLiUhIQGNRkP//v2pV68eAJMnT8bT0xMjIyPmzp0LQJcuXTh8+DBubm7Y29srscXGxtKmTZsSj6UQQgghRFlnpCvu8rUodfPnz2fSpEk4ODiUdijl3vz585k4caLylqZncZnx498ckRCiLNvk2wvyNaUdxl/Kzs6KtLQ/99Y6UTpkrMqGf2qc7O1ti90miYAQzyHlgfzAlgXGxkZotfIT96Irj+NUHisLy8ll2SFjVTa8CImATA0S4nmUsyt95ZVK/hiWCeVxnOQXQghRFsjDwkIIIYQQQryE5I6AEM/D1OTZbUSpy8jOlbEqA8rjOJXHqUFCiPJHEgEhnsPoReGlHYIQ4gW2ybdXaYcghBDPVO6nBiUmJjJ+/HhAX0hryJAhnD59+i/p78+6d+8e06dPx93dHVdXV4PKxEX58ssviY2NVZaXLl3K8OHDi40lNTVVKXbm4+PDuXPnSExMpG3btsprRufMmcPdu3efelwfHx8GDRqEWq1m8eLFAMTHx6NWq1Gr1QwaNIj33nsP0L+CtG/fvgbv4wf4/PPPGTFiBJ6eniQmJgLw3Xff4ebmxogRI/Dx8UGj0c+i9fPzo1OnTvj5+Sn7b9u2jaFDh+Lq6qrEUCAzM5O2bduyb98+g/Vr1641qGcwevRoJeamTZuSnp5OdnY2kydPRq1WM3PmTKUg2/z580lOTn7q9yKEEEIIUZ6U+0SgQFpaGhMmTGDmzJm0atXqHzlmwYlugVmzZjFkyBBCQkLYtm0bLVq0KHbfx48f8+uvv9KsWTMAtFotMTEx2Nvbc+vWrT8Vh5OTE0FBQQQFBeHs7MyHH374zH0WLlxIcHAw8+bNA6BBgwZKIbXBgwfj7OwM6Oss7Nq1y+C1mxcuXOC3334jLCyMOXPmsHLlSgAGDBhAaGgoYWFhgL5GAMD48eMN6iSAvlbC9u3b2bZtG/fu3TNI3gIDA2nevLlB+7S0NOLj4w3Wbdq0ieDgYObPn89bb71FxYoV+fbbb3nrrbcIDg5WYgcYMmQIQUFBz/4yhRBCCCHKiZciEcjMzGTChAlMnjyZdu3aAXDixAlGjhyJm5sbq1evBuDw4cMMHjwYtVrNqlWrAJg3bx4jRoxArVYXupNw6dIlRo0ahVqtZv78+eh0Onbt2sW0adP44IMPlJNMgOTkZHJycujYsaOyrlOnTsXGfOLECaWoGUB0dDStW7dm4MCB7Nmz57m/ix49eqDRaEhKSiIuLo4tW7YU2c7Pzw+1Ws2JEycKbXuykrCdnV2harw3btygSZMmgL6acExMDADm5uaAvoKvVqulVq1aADg4OGBkZGTQR+3atZV1ZmZmmJrqZ7Hdu3ePW7du8eabbxq037BhA6NHjy7ys+zevZt+/foBcP36dSW2N954g6ioKECf0Jw6darI/YUQQgghyqOX4hmBq1evUr9+fTp06ADoT0RXrFhBcHAwVlZWeHt789tvv7Fv3z78/Pxo0qQJWq2WvLw8Ll68yM6dOzE2Nkar1fL7778r/S5evJjPP/9cqVD7yy+/AJCbm8vatWsNYkhKSipxsSqAhIQEateurSzv3r0bNzc36tevz5YtW5gwYcJzfx/VqlUjOTmZ5s2b07hx40LbZ8+eTeXKlUlOTsbT05Ndu3YpJ/uJiYkGJ/FFcXR0ZPv27YwdO5bo6Gju37+vbNu8eTPbtm2jbt26vPLKK8+MNSYmhvv37yt3ANatW8fYsWMJD/+/OfpJSUmkpKQoJ/h/FB4ezrfffgvA66+/zvHjx2nVqhX//e9/SU9PV9oZGRnx+PHjQomNEEIIIUR59FLcEWjZsiUdOnRg3rx56HQ6Hjx4oMyvV6vV3Lhxgzt37jBp0iS+/fZbZsyYwbFjxzAzM2Ps2LHMmTOHjz/+mJSUFIN+r169yocffoharebUqVPK3Psnr+QXqFatGnfu3Hmu+PPy8vjll19Yvnw5EyZMIDExkStXrmBpaanMcQd9AmJhYfHM/pKSkp5arbhy5cqA/kq9o6Mjt2/fVrb99NNP9O3b96n9Ozo68vbbb/P+++9z8OBB3njjDWWbp6cn+/fvp169egZ3TIpy7do1li5dyvLlywG4desWGRkZNGrUyKDdmjVrin1u4+zZs9SrVw9bW30xjaFDh3L//n08PDx49OgRVatWfWoMQgghhBDl1UtxRwDA29ub+fPns2zZMmbPnk3dunX5+uuvsbS0RKvVotPpyM3Nxc/Pj9zcXPr370+XLl3o2bMnffv25ccff2Tr1q0MGzZM6fP1119n1apVyolzXl4e//nPfzAxKfwaPAcHBywtLTl+/LgyPejEiRO0b9++yHjr16/P+fPnAfjvf//LgAEDmDZtmrK8Z88epk2bxr1798jKysLGxoaTJ08WeYX/SUePHsXY2PipdycyMzOxtbUlOzubhIQEg6Thp59+4uuvv37qMQDl4eTo6GjMzMwAfaJSMD3IxsbmqVfe7969y6xZs1i5cqXy/cbFxXHz5k28vLy4efMm1tbW1K9fn1u3brFkyRIAbt++zcqVK5kxYwZgOI0J9NOTFi5cCOgfLm7Tpo2yTafTyd0AIYQQQrw0XppEAOCTTz5h6tSpbN68mWnTpjF27FgATE1NWbFiBZs3byYmJob8/HyGDBnCw4cP+eCDDzA2NiYvL4/58+cb9PfRRx8xY8YM8vPzMTY2xtfX96nHX758OYsWLWLt2rXk5+fTsWNH2rdvz+LFi/H29lauWgO0b9+ekJAQQH8y+2QC0qpVK/71r38xffp05syZw5gxYzAzM0OlUhV6ww7or4qr1WqMjIyoVq0an3/+OaA/sT516hSjRo0yaP/hhx+SmZmJRqNh4sSJ2NjYAPo7IHZ2dtjb2yttz507x8qVK7l9+zbvv/8+48ePp3379kqf1apV4+OPPwb0V+5Pnz6NVqvl1VdfZdy4cYD+hDw8PJz79+9z48YNAgMDWbVqFampqcp3OmHCBJydnZWHlAMCAnB0dMTR0ZHNmzcr8fTv319JAjQaDREREcycOVPZfvnyZRYtWoSJiQmtW7fm7bffBiA2NtYgKRBCCCGEKO+MdDqdrrSDEEULCAiga9euypuDxN9n/vz5TJw4scTPcbjM+PFvjkgIUZZt8u0F+ZpnNyxD7OysSEvLLu0wRAnIWJUN/9Q42dvbFrtNEgEhnkPKA/mBLQuMjY3QauUn7kVXHsepPFYWlpPLskPGqmx4ERKBl2pqkBB/mXJ2pa+8UskfwzKhPI6T/EIIIcqCl+KtQUIIIYQQQghDckdAiOdhWvjNUOLFk5GdK2NVBpTHcSqPU4OEEOWPJAJCPIfRi8Kf3UgI8dLa5NurtEMQQohneimmBp0/f57Ro0ejVqsZMWIEX3zxRYn33bVrF4GBgcVuP3jwIMnJyc+9P8AXX3zBsGHDGDlyJLNnz35q22vXrhm8IvTy5cs0bNiQhIQEZZ1arSY1NVVZHj9+PImJiURGRuLn56e0cXV1ZdSoUbz//vtKVeTiZGRkKN+hh4eH8pkPHDjAsGHDGDFiBD///DOgr4+gVqtRq9X079+fyZMnA7Bz50569+5t8F5/0BdgK2gfEREB6N+YNGzYMIYNG6bULbhx4wZubm6MHDmSUaNGkZiYqPSxZs0aPD09UavVXL58GYAjR44wfPhwXF1diY2NBUCr1bJgwQLc3NyYNm0ajx8/BvRvDXraOAohhBBClDfl/o5ARkYGc+fOZd26ddSsWRPQn6iWhEbz7Me9Dh48iIODw1Mr9T5NfHw8cXFxbN++HYC0tLSntt+8ebPBe//37NmDWq1mz549eHt7/6ljr1mzhsqVK5OSksK4ceOoXr069evXL7Ltvn37aNWqFZMmTeKHH35g27ZtTJ48mYCAAHbs2AHok4sOHTrQvn17pVDaZ599phQ56969OwMGDOC9994z6PvVV18lODjYYJ2LiwtTpkxBp9MxYsQIXFxcUKlUrFmzBjs7OyIiIli3bh2LFi3iyJEjGBsbG9QT0Gg0+Pv7ExISwsOHD5k2bRphYWFERERgbGxMaGgoGzduZOfOnYwcOZIhQ4YQFBTErFmz/tR3KIQQQghRVpX7OwJHjx6lR48eShIAKCepKSkpeHl54e7ujre3N48ePSIxMRFXV1dmzJjB0qVLDfqaPXs2arWawYMHc/bsWX777Td+/vlnFixYwNy5cwFYunQprq6uqNVqLly4AOgLek2cOJEBAwYQHx9v0KeFhQXJyclcunQJnU6HnZ3dUz/PhQsXDE7WT506xezZs0uc3BTF3t4eNzc39u/fD6B8lie99tprPHz4ENBXHq5cuTIPHjzglVdewdLSEktLS6ytrblx44ayj06n48iRI/Ts2ROAypUrK1WGn3Tnzh1GjhzJjBkzePDgAQB169YFwMjICFNTU4yNjalUqZLy/ZiZmSkVnA8cOEBaWhoeHh7Mnz+f3Nxcrl+/Tt26dbGxscHBwYH8/HxycnKIjo6mW7dugD4xiY6OBqBZs2acOnXqub9DIYQQQoiyptwnAklJSUqRqBs3bqBWq3nnnXdIT09n/fr1DBs2jJCQEN58803lqvzt27dZtGgR8+bNM+jrk08+ITg4mOXLl7N69Wpee+01OnfuzMKFC1myZAlHjhwhPT2dbdu2ERwcTKNGjQAwNzdnzZo1TJ48me+++86gz1q1ajFp0iQ+++wzevToQVBQULGfJTU11aD68NmzZ2nevDnm5uY0adKE8+fPP/f35ODgoEyNWbJkSaHtr7/+OmfOnMHFxYWQkBAGDBig3E1ITU0lNTWVuLg4MjIylH2ioqJo3LgxVlZWTz12eHg4W7dupX379oWmbe3bt49atWpRtWpVZV1OTg6rV6/Gw8MDgLt372JlZUVQUBCVKlXiu+++Iz09HZVKpeyjUqlIS0sjPT2dihUrAmBra0t6errSxsjISJkqJIQQQghR3pX7qUHVqlVT5s/XqVOH4OBg1Go1Go2G69evM3bsWABatGjB7t27AWjYsCEVKlQw6Eej0bBq1SrOnTuHqalpkVN44uPjadu2rbJccMW6YGpM9erVDU48Czg7O+Ps7ExWVhZqtRpnZ+cSVbjdvXs358+fx8vLi4cPH2JmZkbTpk2xsLAgNzdXaZeTk4OlpeVT+0pOTn7q9KaNGzfi4uLCyJEjOXbsGMuXL2fRokX4+voydepU7OzsaNy4Mfb29gbx9evX75mfo3LlygD069ePb7/9Vll/+vRpQkND2bBhg7JOo9Ewa9YsPDw8lDsjKpWKjh07AtC5c2d2795N27ZtyczMVPbLzMzEzs4OlUqlJCuZmZlKUiCEEEII8bIp93cEunXrxuHDhw0eLM3P17/SrW7dupw9exaAmJgYZTpKwQn8ky5dusTt27cJCwvjk08+oaAgs5mZmfIsgaOjI1FRUco+Wq0W0F9pLvDHQs5paWnKg73W1taFEpAnVapUSTmJ1Wq1nD17lm3bthEYGMi2bds4c+YMOp2Ohg0bKtNcMjIyuH//Pq+88kqx/d6/f5/Q0FB69+5dbButVkulSpUAsLOzU+Jo164dwcHB+Pn5YWFhoUzBysvL4+TJk3Tp0qXYPgGys7OV7+/UqVPUqVMHgKtXr/LZZ5+xatUqgyRm4cKFtG7d2iDWNm3aKNOwzp8/T+3atalTpw7Xr18nOzublJQUTExMsLCwoE2bNsoDyREREbRu3VrpR6fTPTNhEkIIIYQoL8r9HQGVSsWSJUv4+OOPyc/Px8zMjJYtW2Jra8vYsWPx8fEhODgYOzs7li1bZvC2nSfVq1eP9PR0PDw8aNmypbK+a9eurFixgiZNmjB37lxOnDiBq6sr5ubmz3wDEOivSvv4+KDVatFqtfTo0YNq1aoRERFBVlYWffv2VdoaGRnRtGlTEhISuHv3Lo6OjgZ9vfbaa0RFRTFmzBjmzZvHjh07yM/PL3LOP8DEiROxsLDAyMiI6dOnK1fY586dW2h6kFqtZvbs2YSFhZGXl8eCBQsA/TMRFy5cwNLS0uA4x48fp02bNpibmyvrjhw5wpYtW7h9+zbvv/8+H330Ebm5ufj6+mJjY4O5uTmLFi0CYNGiRWRkZDB16lQAfH19yczM5Pvvv8fJyYnw8HCaNGmCj48PgwYNYt68eajVamxsbFixYgWmpqZMnjwZT09PjIyMlNi6dOnC4cOHcXNzw97eXnkOJDY2ljZt2jxzvIQQQgghygsj3R8vUYsX2vXr19m6dWuh5xfE/2b+/PlMnDixRFOyAFxm/Pg3RySEKMs2+faC/Ge/ea4ssbOzIi0tu7TDECUgY1U2/FPjZG9vW+w2SQSEeA4pD+QHtiwwNjZCq5WfuBddeRyn8lhZWE4uyw4Zq7LhRUgEyv3UICH+FuXsSl95pZI/hmVCeRwn+YUQQpQF5f5hYSGEEEIIIURhckdAiOdhWvjNUuLFk5GdK2NVBpTHcSqPU4OEEOWPJAJCPIfRi8JLOwQhxAtsk2+v0g5BCCGeSaYGPUViYiINGzZk//79yjpPT0/Gjx9f7D5xcXFs2bKl0PqbN28yYcIE3N3dcXNzY/78+Uo9g6KkpaUxc+ZMg+WmTZsq78AH8PHx4dy5c8qyn58fkZGRJCYmKjEWvF5z1KhRqNVqpWja0z5z27ZtUavVqNVq4uLiAFi2bJmyrm3bthw6dIgbN27g5ubGyJEjGTVqlFKrISIigr59+xq8o7/ArVu3aNq0qRL35s2blX67dOmiVFaeMmUK7u7uDB48mL179wL6Wg6urq6o1Wo8PDyUSsgBAQH069cPtVrN9OnTAYqNrbjjTZs2jezs8jVHWQghhBDiaeSOwDM0bdqU/fv307t3b1JSUsjJyTF4N/4fNW7cWKkkXCA/P5+pU6eyZMkSGjVqBEB0dLRScKwo3377LS4uLsry/v37cXV1Zc+ePc8s0vVHCxcu5M033yQrK4uJEydSpUoV2rdvX2x7Jycn1q9fb7CuoCaCRqOhb9++dOrUiezsbNasWYOdnR0RERGsW7eORYsW0axZM3bt2sWQIUMK9b1u3TqDBMHT0xNPT08Ahg4dirOzMwArV67E3NycrKwshg4dSp8+fahfvz7btm0DYNeuXYSGhion/lOmTOGdd95R+lWpVEXGVtzxevfuzQ8//ICbm9uf+m6FEEIIIcoquSPwDK+88gqPHj0iOzubvXv3GpxsXrp0SbnSPn/+fHQ6HZGRkfj5+Rn08euvv9KgQQMlCQBo3br1UxOKI0eOGJysHzhwAG9vb37//XdycnKe67PY2NgwYcIE5a7A4sWLyczMLNTu3LlzuLm58cknn/D48WODbSdPnsTJyQkLCwsqVaqEnZ0doK+wXFCR2c7OrsgKvZcvX8bGxqbId/Vfv34dCwsLZVvBd5Odna0UTjMzM1PaZ2Zm0rBhQ2V57dq1uLm5KZ+tuNiKO17nzp05ePBgUV+bEEIIIUS5JIlACbz99tscPnyYn3/+mc6dOyvrFy9ezIoVKwgODsbKyopffvmlyP2Tk5OVE86HDx+iVqvp378/ly9fLvaYDx8+VE6Gk5OTsba2RqVS0aNHD44ePfrcn8XBwUGZUjNv3jxsbQ3fLVu1alUOHDhAaGgolSpVUqbOFNi9ezf9+vUzWJeTk8Pq1avx8PB46rHXrl3L2LFji9xWVL+enp68++67Bt/5iRMnGDJkCKGhoTRp0gQAd3d3fvzxR9avX8+mTZu4c+fOM2P74/FsbGxISUl5avxCCCGEEOWJJAIl4OzsTEhICPb29gZXpa9evcqHH36IWq3m1KlT3L17t8j9HRwclJNTa2trgoODadq0Kbm5uSU6/t69e7l58yZeXl4cOnRImTNvYWFhcHcgJyenyCvxT0pOTsbBwaHY7ebm5tjY2ADQr18/Ll68qGzLzc3l9OnTdOjQQVmn0WiYNWsWHh4e1K9fv9h+o6OjqVWrFq+88kqR2wumXz1p8+bN7N+/n40bNyp3Ltq3b893333H7Nmz+fzzzwH91X8AW1tb2rVrx5UrV54ZW1HHE0IIIYR4mUgiUAIVK1akU6dODB8+3GD966+/jr+/P8HBwezatYsBAwYUuX/z5s1JSEhQHrwFnvqgMOgThoJE4cCBA4SFhREYGEhwcDDp6elkZWXRsGFDoqKiAP1JelxcHPXq1Su2z6ysLDZs2FDoyvsf2xQ4deoUderUUZaPHj1Kx44dMTX9v0dLFi5cSOvWrZ95Un3x4kXOnj2Ll5cXx48fZ/HixaSmpgJw4cIFqlevTuXKlQHQarXk5eUBYGlpiYWFBRYWFgaJk0qlUpKegiQhPz+fs2fPUrt27afG9sfjFXzu4pIUIYQQQojySB4WLqHJkycDKG+fAfjoo4+YMWMG+fn5GBsb4+vrW+S+pqamrFq1iiVLlpCVlYWFhQU1a9akbt26xMXFcerUKUaNGmWwT/fu3Tlx4gT16tXD1NSUChUqKNtatWpFeHg4gwcPxtfXF7VaTV5eHp6enqhUKjIyMgz6WrBgAba2tmi1WoYMGaJc0V+8eDHe3t4G04OioqIICAjAysoKlUrF0qVLlW27d+82mGITHR3N999/j5OTE+Hh4TRp0kR5k9HKlSu5ffs277//PuPHj8fDw0PZ18fHh5EjRyon4n+cppOTk8O4ceMAyMvLY8yYMZibm3PgwAGCgoIwMjLCzMxMeRZj6dKlJCQkoNFo6N+/P/Xq1Ss2tqKOB/Dzzz/Ts2fPIsdPCCGEEKI8MtLpdLrSDkIUlp6ezqeffsqKFStKO5SXQsFbnaysrErU3mXGj39zREKIsmyTby/I15R2GH8pOzsr0tLkNctlgYxV2fBPjZO9vW2x2yQREOI5pDyQH9iywNjYCK1WfuJedOVxnMpjZWE5uSw7ZKzKhhchEZCpQUI8j3J2pa+8UskfwzKhPI6T/EIIIcoCeVhYCCGEEEKIl5DcERDieZiaPLuNKHUZ2bkyVmVAeRyn8jg1SAhR/kgiIMRzGL0ovLRDEEK8wDb59irtEIQQ4ple+qlB586dw9PTE3d3d0aMGEF4eDiJiYmMHz/+L+n/p59+4osvvgDg0aNHNG3aVKkovHPnTlavXl3kfmlpacycOdNguWnTpkRERCjrCl7VWcDPz4/IyEiD+H18fBg0aBCjRo1CrVaze/fup8Z76dIlXF1dUavVeHh4KFWIly1bhlqtRq1W07ZtWw4dOgTAkSNHGD58OK6ursTGxgL6OgALFizAzc2NadOm8fjxY6V/jUZDnz59CAwMBODgwYMMHTqUkSNH8uGHHyr1AwriVqvVLF68GID4+HglhkGDBvHee+8B+sJjBeu7dOmiVEOOjY3F1dWV4cOHc+TIESWGgIAARowYwZgxY5RaBgEBAQbfpRBCCCFEefdS3xHIyMjgo48+Yv369dSoUYPc3FzOnj37lx6jRYsWhIWFAfoT05YtWxITE0PDhg05e/Ysffr0KXK/b7/9FhcXF2V5//79uLq6smfPHrp06fKnYli4cCFvvvkmWVlZTJw4kSpVqtC+ffsi29avX59t27YBsGvXLkJDQ5k+fTqzZ88G9Cfyffv2pVOnTmg0Gvz9/QkJCeHhw4dMmzaNsLAwIiIiMDY2JjQ0lI0bN7Jz505Gjhyp9FmrVi3leI0bNyY0NBQzMzNWrFjB3r17lcJsBXEXaNCgAcHBwQBs3bpVqZfg6emJp6cnAEOHDsXZ2RmAJUuW4O/vj42NDSNHjqRLly789ttvnDt3jrCwMPbu3cvGjRuZPXs2rq6uLF26lJUrV/6p71YIIYQQoqx6qe8IHD16lB49elCjRg0AzM3NeeuttwB48OABM2bMwMXFhT179gBw+/Ztxo4di4eHB97e3uTk5BAZGYmXlxfe3t7079+fU6dOGRyjevXq3Lt3j/z8fGJiYnj//feVZCM2NpZmzZoVGduRI0cMTtYPHDiAt7c3v//+Ozk5Oc/1eW1sbJgwYYJyV2Dx4sVKVd4CZmZmyn9nZmbSsGFDg+0nT57EyckJCwsLrl+/Tt26dbGxscHBwYH8/HxycnKIjo6mW7dugL4wWnR0NKAvFHbo0CGDSr81a9ZUjmlmZmZQtdjPzw+1Ws2JEycKfZbdu3fTv39/g3XXr1/HwsKCatWqkZOTg0ajwcHBAWtra+rWrcv169cLxXb69GkA7O3tSUpKMqheLIQQQghRnr3UiUBSUhLVqlUrctu9e/dYsmQJW7ZsUaaxLF++nBkzZhAUFESbNm34/vvvAcjOzsbf35/PPvtMuWL9pEaNGnHp0iUuXrxIp06dSE1NJTMzExMTE2xsbIo8/sOHDzE3NwcgOTkZa2trVCoVPXr04OjRo8/9mR0cHJTpPvPmzTOoKlzgxIkTDBkyhNDQUJo0aWKw7cmqvOnp6ahUKmWbSqUiLS2N9PR0KlasCICtrS3p6ekAhISEMHz4cIyMjAod8+bNm/zyyy9Kdd/Zs2ezY8cOVqxYwaeffmowvSgxMRGtVmtwZ+GPsaWlpRl8NpVKRXp6ukFslpaWZGf/3ysL7e3tuXXr1lO/PyGEEEKI8uKlTgSqVavGnTt3itzWoEEDzM3NqVy5snKVOCEhgcWLF6NWq/nPf/7D/fv3Af2JvpGREdWrVyctLa1QXy1atODMmTPk5uZibm5OpUqVOHz4MM2bNy9RnHv37uXmzZt4eXlx6NAh9u7dC4CFhYXB3YGcnBwsLS2f2ldycjIODg5PbdO+fXu+++47Zs+ezeeff66sz83N5fTp03To0AGAihUrGtxRyMzMxM7ODpVKpUzbyczMVNqdOnWK7t27Fzre/fv3mTVrFsuXL1eSn8qVKwP6xMXR0ZHbt28r7X/66Sf69u1bqJ/9+/crdxuKiq1ixYoGseXk5JS4krAQQgghRHnzUicC3bp14/Dhw/z+++8A5OXlERUVBVDkVet69eqxcOFCgoOD2b59O2PHji227ZNatGjB999/T926dQFo3rw5mzdvpkWLFsXuY21trSQgBw4cICwsjMDAQIKDg0lPTycrK4uGDRsq8ebm5hIXF0e9evWK7TMrK4sNGzYoV82L8uTUGJVKZZBYHD16lI4dOyrTd+rUqcP169fJzs4mJSUFExMTLCwsaNOmjfJQc0REBK1bt+a3334jNTUVLy8vNm/ezI4dOzhx4gQPHz5kypQpzJ07V/l+AOUkPjs7m4SEBIPkpahE4MKFC1SvXl1JICwtLTExMeHu3btkZ2dz48YN6tSpYxDbsWPHaNmypdLH3bt3C91lEEIIIYQor17qh4VVKhX/+te/+Oijj8jPz0ej0TB69GiqV69eZPs5c+bw6aefKtNJPvjgA4yNn51LNW7cmGvXrilv8mnRogULFy6kRYsWxMXFcerUKUaNGmWwT/fu3Tlx4gT16tXD1NSUChUqKNtatWpFeHg4gwcPxtfXF7VaTV5eHp6engZXvAssWLAAW1tbtFotQ4YMUa7oL168GG9vb4MpNEePHiUoKAgjIyPMzMzw8/NTtu3evRsPDw9l2dTUlMmTJ+Pp6YmRkRFz584FoEuXLhw+fBg3Nzfs7e1ZunQpFSpUYMeOHYD+geEHDx7Qvn17vvrqK27cuKE8pDt48GAGDhzIhx9+SGZmJhqNhokTJypTqK5evYqdnR329vYGn/HJaUEFfHx88Pb2RqfTMWnSJExNTXF0dKRRo0aMGDECa2trli1bBkBKSgrVqlVT7kgIIYQQQpR3RjqdTlfaQYjC0tPT+fTTT1mxYkVph/JSCAgIoFu3bgZvKXoalxk//s0RCSHKsk2+vSBfU9ph/KXs7KxIS8t+dkNR6mSsyoZ/apzs7Qs/D1pAEgEhnkPKA/mBLQuMjY3QauUn7kVXHsepPFYWlpPLskPGqmx4ERKBl3pqkBDPrZxd6SuvVPLHsEwoj+MkvxBCiLJA7ggIIYQQQgjxEnqp3xokhBBCCCHEy0oSASGEEEIIIV5CkggIIYQQQgjxEpJEQAghhBBCiJeQJAJCCCGEEEK8hCQREEIIIYQQ4iUkiYAQQgghhBAvIUkEhBBCCCGEeAlJIiDEn7B9+3ZcXV1Rq9XcunWrtMMRxYiJiWH48OG4u7szbtw4MjIySjsk8RTR0dE0bNiQ1NTU0g5FFCM2NpbRo0ejVqvZuHFjaYcjiuHn54erqyvDhg0jMjKytMMRT8jLy8PV1ZXWrVuzb98+AFJTUxkzZgwjRowgICCgVOIyLZWjClEGpaWlsWPHDsLCwrh48SIrVqzA39+/tMMSRahRowbffPMNFSpUICwsjK1bt/LBBx+UdliiGFu2bKFp06alHYYoRm5uLqtXr+arr76iQoUKpR2OKMb169dJSEhg27Zt3Llzh5kzZ7J169bSDkv8f6ampnz55Zd8++23yrqvv/6awYMH06dPH8aNG0d8fDwNGjT4R+OSOwJClFBsbCxvvfUWpqamNGvWjGvXrpV2SKIYDg4OygmLmZkZJiYmpRyRKM6RI0do1aoVVlZWpR2KKMbZs2extLTE29ub0aNHc+nSpdIOSRThlVdewdLSkvz8fDIyMqhcuXJphySeYGRkRNWqVQ3WnTlzhu7duwPQrVs3oqKi/vG45I6AECWUnp5OxYoVlWWdTleK0YiSePDgAaGhoTKV4QWl1WoJDQ1l9erVHDp0qLTDEcW4e/cu8fHxfPfdd9y5cwdfX1/CwsJKOyzxB9bW1tSoUYN33nmHx48fs3r16tIOSTxDdnY2lpaWAKhUKhITE//xGOSOgBAlpFKpDOaaGxvL/z4vskePHjF16lR8fX3lytgL6j//+Q9vv/02FhYWpR2KeAqVSkXLli2xsrKifv36ZGVllXZIogjHjx8nLS2NAwcOsGvXLvz8/Eo7JPEMFSpUICcnB4DMzEyDi43/FDmTEaKEmjdvTlRUFBqNhgsXLlCnTp3SDkkUIz8/n+nTp6NWq2nZsmVphyOKceXKFfbv34+XlxeXL19m5syZpR2SKELz5s25du0aWq2WlJQUzM3NSzskUQStVkvFihUxNjbGxsaG7Ozs0g5JPEOrVq04duwYABEREbRu3fofj8FIJ/MbhCixsLAwfvzxR0xNTVm8eLEkAy+oH374gUWLFtG4cWMAunbtypgxY0o5KvE0arUaf39/uXvzgvruu+/YtWsX+fn5zJo1izZt2pR2SOIPNBoNPj4+3L59m5ycHEaNGsWAAQNKOyzxhKlTp3L+/HmsrKzo3LkzY8aMYfbs2Tx8+JB27doxderUfzwmSQSEEEIIIYR4CcnUICGEEEIIIV5CkggIIYQQQgjxEpJEQAghhBBCiJeQJAJCCCGEEEK8hCQREEIIIYQQ4iUkiYAQQohyr2HDhgaVVn18fIiIiPhLjzF16lQGDBjAv//972LbhIWFERAQ8Jce96+WkZHBjh07SjsMIcQ/QBIBIYQQ5Z6NjQ3ff/89jx49+lv6v3v3LtevX+ff//53mX93uyQCQrw8JBEQQghR7llaWuLs7Mx3331XaNuxY8dwcXGhf//+Jbpav2bNGvr374+LiwuHDx8GYMKECdy4cYN3332Xy5cvG7Q/ePAgvXv3ZsiQIcTGxirrY2NjGTRoEC4uLixYsACNRgPAmTNnGDJkCAMGDFAK4T15ByMxMZFhw4YBEBAQwNy5c3F1daVnz56cOnWKGTNm0Lt3b7788kvlWN999x2DBw9mwIAByp2RyMhIvLy8mDBhAs7OzqxduxaAL774gitXrvDuu++yceNGTp48iYuLC++++y6urq4l+8KFEGWDTgghhCjnOnTooEtKStI5Ozvr8vLydHPmzNEdO3ZM9+jRI1337t11v//+uy43N1c3fPhwXVRUVLH9/Prrr7rBgwfrcnJydMnJybru3bvrsrKydLdu3dINHTq0UPuC/pOSknQ5OTm6IUOG6L788kudTqfT9evXT3fu3DmdTqfTTZ06VffDDz/ocnJydD179tTFx8frdDqd7sGDBzqdTqfEq9PpDI715Zdf6ry8vHQajUYXHh6ua9Omje7mzZu6nJwcXdeuXXVZWVm6q1ev6ry9vXX5+fk6jUajGz9+vC42NlZ38uRJXbt27XSpqam67OxsXZcuXXQPHz4s9FnGjx+vO3HihE6n0+kyMjL+x5EQQrxI5I6AEEKIl4KDgwOtWrXip59+UtZdu3aN+vXrU716dczMzOjbty9nzpwpto8zZ87Qu3dvzM3NqVq1Km+88Qbx8fHFti/o38HBAXNzc5ydnQH99ButVkvTpk0BcHFx4cyZM/z222/Url2b+vXrA2BnZ/fMz9WlSxeMjY1p2LAhNWvWpFatWpibm1OzZk1SUlI4ceIEZ8+eZdCgQbz33nskJCRw48YNAFq2bEmlSpWoUKECr776Knfv3i3Uf4sWLVi+fDkhISHk5uY+Mx4hRNlhWtoBCCGEEP8ULy8vZsyYQaNGjf6xYxoZGRX533+GsbExOp0OoNDJuJmZmdJ3wX8X7KPRaNDpdIwYMYIJEyYY7BcZGYm5uXmh9qamhqcG48ePp0uXLhw+fJihQ4eyc+dOKlWq9FyfQwjxYpE7AkIIIV4a9evXp2bNmpw4cQKAevXqkZCQQHJyMvn5+ezbt4+WLVsWu3/Lli05ePAgeXl5pKSkcPHiRRo0aFBs+3r16hEfH09ycjJ5eXmEh4cDoFKpMDEx4dKlSwDs2bOHVq1a8dprr3Hr1i0SEhIASEtLA6BGjRrExcUBKM8llFS7du3Ys2cPGRkZACQlJfHgwYNi21tbW/Pw4UNl+datWzRu3JhJkyZRs2ZNkpKS/tTxhRAvLrkjIIQQ4qUyduxYhg8fDugfIl6wYAFjx45Fq9XSu3dvWrduDcC7777Ljz/+aLBvs2bN6Nq1K++99x5GRkb4+vpibW1d7Im1paUlH330ER4eHqhUKoOkYfHixXz00Ufk5eXRokUL+vXrh4mJCZ999hmzZ88mLy+P6tWrs379eoYOHcoHH3zAvn376Nix45/6vK+//jpeXl64u7uj0+mwtrbm888/L7Z9pUqVaNiwofKA8O+//05kZCTGxsa0bNnyH72bIoT4exnpCu41CiGEEEIIIV4aMjVICCGEEEKIl5AkAkIIIYQQQryEJBEQQgghhBDiJSSJgBBCCCGEEC8hSQSEEEIIIYR4CUkiIIQQQgghxEtIEgEhhBBCCCFeQv8PWOq9P3DTiD8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "litstudy.plot_author_histogram(docs);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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CAChAVAEAFCCqAAAKEFUAAAWIKgCAAkQVAEABogoAoABRBQBQgKgCAChAVAEAFCCqAAAKEFUAAAWIKgCAAkQVAEABogoAoABRBQBQgKgCAChAVAEAFCCqAAAKEFUAAAWIKgCAAkQVAEABogoAoABRBQBQgKgCAChAVAEAFCCqAAAKEFUAAAWIKgCAAkQVAEABogoAoABRBQBQgKgCAChAVAEAFCCqAAAKEFUAAAWIKgCAAkQVAEABogoAoABRBQBQgKgCAChAVAEAFFBTVVXV0YsAANjXOVMFAFCAqAIAKEBUAQAUIKoAAAoQVQAABYgqAIACRBUAQAGiCgCggA6Nqh/+8Iepr6/PxIkT89prr3XkUjqVn/3sZ5kwYUI+97nP5fzzz09DQ0PWrl2b8847L2eddVZuvPHGtm3nz5+fCRMmpL6+PkuWLOnAVXcOixYtyuGHH561a9ea2W5YsmRJvvCFL2TixIn57ne/a2a7MGvWrNTX1+fMM8/MwoUL8+abb+bSSy/N2Wefnauuuiqtra1J3pprfX19JkyYkPnz53fwqve+bdu2pb6+PkcffXTmzZuXJO06tlpbW3PVVVfl7LPPzqWXXpo333yzQ57H3rSjmc2YMSMTJkzIGWeckfvuu69t2x29du7sWHy/2tG83vYXf/EXmTVrVtvlvTqvqoOsW7euGj9+fLVt27Zq8eLF1SWXXNJRS+l0Vq5cWTU2NlZVVVVz5sypbrrppuraa6+tHnrooaqqqmry5MnViy++WDU3N1djx46tNm7cWK1cubKqr6/vyGV3Cl/84hercePGVb/+9a/NbBeampqqyZMntx1rVVWZ2btYvnx5de6551ZVVVWvv/56dfbZZ1e33357dcstt1RVVVUzZ86sfvKTn1RVVVX19fXVypUrq02bNlVjx46tmpubO2zdHaG1tbVatWpVdcMNN1T/9m//VlVV+46t+fPnVzNnzqyqqqpuueWW6vbbb++YJ7IX7Whmy5cvr6rqrX9XR40aVW3btm2nr507Oxbfr3Y0r6qqqieffLKaPHly9dWvfrWqqp23xp6aV4edqVqyZEn+9E//NF27ds3QoUOzfPnyjlpKp9OvX7/06NEjSdKtW7d06dIlzz77bEaMGJEkOfHEE/PMM89kxYoVGTRoUHr37p1+/fqlubk5TU1NHbn0DjV//vwMHz48PXv2TBIz24Xnnnsu3bt3zyWXXJIvfOELWbp0qZm9i4MPPjjdu3dPc3NzGhoactBBB2XRokXvmFdTU1NaWlrSr1+/9OrVK4MGDcqKFSs6dvF7WU1NTQ455JDtrmvPsbVo0aKceOKJSZIRI0Zk0aJFe/sp7HU7mtmgQYOS/O/rQE1NzU5fO3d0LL6f7WheSfIv//IvOeecc9ou7+15dVhUbdiwIfvvv3/b5cpXEL7DunXrMmfOnIwfPz6NjY3p3r17kqRPnz7ZsGFDNmzYkD59+rRt36dPn6xfv76DVtuxWltbM2fOnJx11llt15nZu1u9enWWLVuW2bNn58orr8xXv/pVM3sXvXr1yoc//OF8+tOfzqRJkzJp0qTtZvP2vNavX5/99tuv7X5vX/9B155j6zdfH/bbb78P/Py+973v5TOf+Uy6dOmy09fOHR2LHzTz5s3Lcccd13acJTtvjT01rw6Lqj59+qShoeF/F1LrM/O/acuWLZk6dWpmzJiRgw46KD169Gg7O7Bx48bsv//+2X///bNx48a2+2zcuDEHHHBAB624Y/3oRz/KSSedlA996ENt15nZu+vTp0+GDRuWnj17ZvDgwdm0aZOZvYsnn3wy69evz8MPP5x77rkns2bN2u7n2LvN6zd/qH9QtefY2tFcP6jmzZuXxYsX56KLLkqy89fOD/rMWlpactddd+XMM8/c7vq9Pa8OK5kjjzwyzzzzTFpaWvKf//mfGThwYEctpdNpbm7OX/3VX2XixIkZNmxYkmT48OFZsGBBkuSJJ57I0UcfnYEDB2bFihVpbGzMmjVr0qVLl+2i4oPkV7/6VX784x9n0qRJeeGFF/KlL33JzHbhyCOPzPLly9Pa2po1a9akrq7OzN5Fa2tr9t9//9TW1qZ3795pbGzMxz72sTzxxBNJ/nde3bt3T5cuXbJ69eo0NjbmlVde8fMt7fsZtqO5fhAtXLgwc+bMyXXXXdcWAzt77fygz+yNN97I2rVrc+GFF+b666/P/Pnz86//+q97fV41VQe+73bHHXfk/vvvT9euXXPNNdf4wfP/3Xfffbn66qszZMiQJMkJJ5yQcePG5bLLLsvmzZtzzDHHZOrUqUmSxx57LP/4j/+YmpqaTJ8+PUceeWRHLr1TmDhxYmbPnp0kZrYLc+fOzT333JPm5uZ8+ctfzuDBg81sJ1paWnLFFVfkv//7v9PU1JTPf/7zOeWUU3LFFVfkjTfeyODBgzNz5szU1tZm8eLF+frXv56qqnL++efnU5/6VEcvf6+bOnVqnn/++fTs2TOf/OQnc9555+32sdXa2pqZM2dm2bJl6du3b6699tq2z5m+n/3fmT388MPp1atX29tUs2fPzkEHHbTD184tW7bs8Fh8P/u/87rsssuSvBWjP/7xj/M3f/M3SXbcGntqXh0aVQAA7xfv74wFANhLRBUAQAGiCgCgAFEFAFCAqAIAKEBUAe12+OGH5x/+4R/aLl9xxRVtv/OllKlTp2bMmDF54IEHdrrNHXfcsd2X83ZGDQ0Nueuuuzp6GcBeIKqAduvdu3fuvffebNmyZY/sf/Xq1VmxYkUeeOCBjBkzZo88xt4iquCDQ1QB7da9e/eMHDkyc+fOfcdtCxYsyOjRo3Paaaft1lmkm266KaeddlpGjx6dxx9/PEkyZcqUvPLKKxk7dmxeeOGF7bZ/9NFHM2rUqIwfPz5Llixpu37JkiUZN25cRo8enauuuiotLS1J3voi3/Hjx2fMmDE577zzkmx/Zu2//uu/2r7a4sYbb8z06dNTX1+fk08+OU8//XSmTZuWUaNG5YYbbmh7rLlz5+azn/1sxowZ03bGbuHChZk0aVKmTJmSkSNH5uabb06S/N3f/V1+9atfZezYsfnud7+bn/70pxk9enTGjh2b+vr63Rs4sG+oANrp2GOPrVauXFmNHDmy2rZtW3X55ZdXCxYsqLZs2VKNGDGiev3116utW7dWEyZMqJ555pmd7mfx4sXVZz/72aqpqalatWpVNWLEiGrTpk3Va6+9Vp1xxhnv2P7t/a9cubJqamqqxo8fX91www1VVVXVqaeeWv385z+vqqqqpk6dWt13331VU1NTdfLJJ1fLli2rqqqq1q1bV1VV1bbeqqq2e6wbbrihmjRpUtXS0lI98sgj1cc+9rHq1VdfrZqamqoTTjih2rRpU/Xiiy9Wl1xySdXc3Fy1tLRUF1xwQbVkyZLqpz/9aXXMMcdUa9eurRobG6vjjz++2rx58zueywUXXFA99dRTVVVVVUNDw3v8mwA6E2eqgN9Kv379Mnz48Dz00ENt1y1fvjyDBw9O//79061bt/zZn/1Znn322Z3u49lnn82oUaNSV1eXQw45JEcccUSWLVu20+3f3n+/fv1SV1eXkSNHJnnrLbbW1tZ89KMfTZKMHj06zz77bF5++eX8/u//fgYPHpwku/VF0Mcff3xqa2tz+OGHZ8CAAfm93/u91NXVZcCAAVmzZk2eeuqpPPfccxk3blxOP/30vPTSS3nllVeSJMOGDcuBBx6YHj165Hd/93ezevXqd+z/qKOOyvXXX5/bb789W7du3eV6gH1H145eALDvmjRpUqZNm5aPfOQje+0xa2pqdvjn9qitrU31/7+h6/+GTbdu3dr2/faf375PS0tLqqrKWWedlSlTpmx3v4ULF6auru4d23ftuv2P2QsuuCDHH398Hn/88Zxxxhm5++67c+CBB/5WzwPoXJypAn5rgwcPzoABA/LUU08lSQ499NC89NJLWbVqVZqbmzNv3rwMGzZsp/cfNmxYHn300Wzbti1r1qzJL37xixx22GE73f7QQw/NsmXLsmrVqmzbti2PPPJIkqRPnz7p0qVLli5dmiR58MEHM3z48PzBH/xBXnvttbz00ktJkvXr1ydJPvzhD+eXv/xlkrR9jmt3HXPMMXnwwQfT0NCQJFm5cmXWrVu30+179eqVzZs3t11+7bXXMmTIkPzlX/5lBgwYkJUrV7br8YHOy5kq4D2ZPHlyJkyYkOStD7BfddVVmTx5clpbWzNq1KgcffTRSZKxY8fm/vvv3+6+Q4cOzQknnJDTTz89NTU1mTFjRnr16rXTSOnevXu+8pWv5Nxzz02fPn22C7BrrrkmX/nKV7Jt27YcddRROfXUU9OlS5d84xvfyGWXXZZt27alf//++c53vpMzzjgjF154YebNm5dPfOIT7Xq+f/RHf5RJkyblc5/7XKqqSq9evfKtb31rp9sfeOCBOfzww9s+nP76669n4cKFqa2tzbBhw/bqWT5gz6qp3j4HDgDAb83bfwAABYgqAIACRBUAQAGiCgCgAFEFAFCAqAIAKEBUAQAU8P8AWyPxelSc/lAAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "litstudy.plot_number_authors_histogram(docs);" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This names are long, which is why a short abbreviation is provided.\n", "mapping = {\n", " \"IEEE International parallel and distributed processing symposium IPDPS\": \"IEEE IPDPS\",\n", " \"IEEE International parallel and distributed processing symposium workshops IPDPSW\": \"IEEE IPDPS Workshops\",\n", "}\n", "\n", "litstudy.plot_source_histogram(docs, mapper=mapping, limit=15);" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "litstudy.plot_country_histogram(docs, limit=15);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "litstudy.plot_continent_histogram(docs);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Network analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The network below shows an example of a co-citation network. \n", "This is a type of network where nodes represent documents and edges represent pairs of documents that have been cited together simulatenously by other papers. The strength of the edges indicates how often two documents have been cited together.\n", "Two papers with a high co-citation strength (i.e., stronger edge) are usually highly related. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 1000/1000 [00:00<00:00, 1752.38it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "BarnesHut Approximation took 0.14 seconds\n", "Repulsion forces took 0.32 seconds\n", "Gravitational forces took 0.01 seconds\n", "Attraction forces took 0.01 seconds\n", "AdjustSpeedAndApplyForces step took 0.04 seconds\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "litstudy.plot_cocitation_network(docs, max_edges=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Topic modeling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "litstudy supports automatic topic discovery based on the words used in documents abstracts. We show an example below. First, we need to build a corpus from the document set. Note that `build_corpus` supports many arguments to tweak the preprocessing stage of building the corpus. In this example, we pass `ngram_threshold=0.85`. This argument adds commonly used n-grams (i.e., frequent consecutive words) to the corpus. For instance, `artificial` and `intelligence` is a bigram, so a token `artificial_intelligence` is added to the corpus." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "corpus = litstudy.build_corpus(docs, ngram_threshold=0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can compute a word distribution using `litstudy.compute_word_distribution` which shows how often each word occurs across all documents. In this example, we focus only on n-grams by selecting tokens that contain a `_`. We see that words such as `artificial intelligence` and `trade offs` indeed have been recognized as common bigrams." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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count
artificial_intelligence13
author_exclusive41
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chinese_academy6
coarse_grained16
......
synthetic_aperture7
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xeon_phi21
zhejiang_university6
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63 rows × 1 columns

\n", "
" ], "text/plain": [ " count\n", "artificial_intelligence 13\n", "author_exclusive 41\n", "berlin_heidelberg 83\n", "chinese_academy 6\n", "coarse_grained 16\n", "... ...\n", "synthetic_aperture 7\n", "trade_offs 10\n", "unified_device 108\n", "xeon_phi 21\n", "zhejiang_university 6\n", "\n", "[63 rows x 1 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "litstudy.compute_word_distribution(corpus).filter(like='_', axis=0).sort_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the word distribution from this corpus." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 3))\n", "litstudy.plot_word_distribution(corpus, limit=50, title=\"Top words\", vertical=True, label_rotation=45);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This word distribution looks normal. Next, we train an NMF topic model. Topic modeling is a technique from natural language processing for discovering abstract \"topics\" in a set of document. We need to manually select the number of desired topics. Here we choose 15 topics. It is recommended to experiment with more or less topics to obtain topics that are more fine-grained or more coarse-grained" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "num_topics = 15\n", "topic_model = litstudy.train_nmf_model(corpus, num_topics, max_iter=250)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To understand the result of NMF, we can print the top 3 words for each topic." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Topic 1: ['cluster', 'mpi', 'node', 'hybrid', 'communication']\n", "Topic 2: ['mapreduce', 'big', 'data', 'hadoop', 'cloud']\n", "Topic 3: ['simulation', 'particle', 'numerical', 'fluid', 'flow']\n", "Topic 4: ['learning', 'network', 'deep', 'deep_learning', 'training']\n", "Topic 5: ['fpga', 'memory', 'access', 'cache', 'bandwidth']\n", "Topic 6: ['openacc', 'compiler', 'openmp', 'directive', 'language']\n", "Topic 7: ['image', 'segmentation', 'algorithm', 'medical', 'sensing']\n", "Topic 8: ['sequence', 'alignment', 'protein', 'database', 'search']\n", "Topic 9: ['video', 'decoding', 'encoding', 'ldpc', 'motion']\n", "Topic 10: ['gpgpu', 'cuda', 'code', 'general_purpose', 'general']\n", "Topic 11: ['energy', 'heterogeneous', 'power', 'consumption', 'systems']\n", "Topic 12: ['graph', 'vertex', 'framework', 'analytics', 'edge']\n", "Topic 13: ['scheduling', 'task', 'heterogeneous', 'resources', 'execution']\n", "Topic 14: ['intel', 'matrix', 'phi', 'xeon', 'cloud']\n", "Topic 15: ['opencl', 'portability', 'benchmark', 'platforms', 'sycl']\n" ] } ], "source": [ "for i in range(num_topics):\n", " print(f'Topic {i+1}:', topic_model.best_tokens_for_topic(i))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "An alternative way to visualize the output of NMF is to plot each discovered topic as a word cloud. The size of each word in a cloud indicate the importance of that word for that topic." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 5))\n", "litstudy.plot_topic_clouds(topic_model, ncols=5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These 15 topics look promising. For example, there is one topic on graphs, one on OpenACC (the open accelerators programming standard), one on OpenCL (the open compute language), one on FPGAs (field-programmable gate array), etc. \n", "\n", "We can visualize the results as a \"landscape\" plot. This is a visual appealing way to place documents on 2D plane. The documents are placed such that similar documents are located closed to each other. However, this is a non-linear embedding so the distances between the documents are not linear." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 20))\n", "litstudy.plot_embedding(corpus, topic_model);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced topic modeling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can combine the results of topic modeling with the plotting of statistics. Here we show we a simple example.\n", "\n", "One of the topics appears to be on \"deep_learning\". First, we find the topic id for the topic that most strongly belongs to \"deep_learning\". " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "topic_id = topic_model.best_topic_for_token('deep_learning')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's print the top 10 papers that most stongly belong to this topic to check the results. We see that these are indeed documents on the topic of deep learning." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "High performance networked computing in media, services and information management\n", "What do Programmers Discuss about Deep Learning Frameworks\n", "Sparse evolutionary deep learning with over one million artificial neurons on commodity hardware\n", "Deep learning for intelligent traffic sensing and prediction: recent advances and future challenges\n", "SOLAR: Services-oriented learning architectures: Deep learning as a service\n", "Reveal training performance mystery between TensorFlow and PyTorch in the single GPU environment\n", "Network Management 2030: Operations and Control of Network 2030 Services\n", "SOLAR: Services-Oriented Deep Learning Architectures-Deep Learning as a Service\n", "DLPlib: A Library for Deep Learning Processor\n", "Machine Learning and Deep Learning frameworks and libraries for large-scale data mining: a survey\n" ] } ], "source": [ "for doc_id in topic_model.best_documents_for_topic(topic_id, limit=10):\n", " print(docs[int(doc_id)].title)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next, we annotate the document set with a \"dl_topic\" tag for document that strongly belong to this topic (i.e., weight above a certain threshold).\n", "\n", "After this, we define two groups: documents that have the tag \"dl_topic\" and documents that do not have this tag. Now we can, for instance, print the publications over the years to see if interest in deep learning has increased or decreased over the years." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "threshold = 0.2\n", "dl_topic = topic_model.doc2topic[:, topic_id] > threshold\n", "\n", "docs = docs.add_property('dl_topic', dl_topic)\n", "\n", "\n", "groups = {\n", " 'deep learning related': 'dl_topic',\n", " 'other': 'not dl_topic', \n", "}\n", "\n", "litstudy.plot_year_histogram(docs, groups=groups, stacked=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The histogram shows that interest in deep learning has clearly risen over the years. We can even calculate the exact amount by calculating the percentage of documents on deep learning each year. The example below shows that this percentage has increased from just 3.4% in 2011 to 13.6% in 2021." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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deep learning relatedother
20050.000000100.000000
20060.000000100.000000
20070.000000100.000000
20086.25000093.750000
20090.000000100.000000
20102.12766097.872340
20113.40909196.590909
20122.94117697.058824
20133.73831896.261682
20143.30578596.694215
20159.56521790.434783
20167.27272792.727273
20173.44827696.551724
20187.20000092.800000
20199.02777890.972222
20209.73451390.265487
202113.60000086.400000
202214.28571485.714286
\n", "
" ], "text/plain": [ " deep learning related other\n", "2005 0.000000 100.000000\n", "2006 0.000000 100.000000\n", "2007 0.000000 100.000000\n", "2008 6.250000 93.750000\n", "2009 0.000000 100.000000\n", "2010 2.127660 97.872340\n", "2011 3.409091 96.590909\n", "2012 2.941176 97.058824\n", "2013 3.738318 96.261682\n", "2014 3.305785 96.694215\n", "2015 9.565217 90.434783\n", "2016 7.272727 92.727273\n", "2017 3.448276 96.551724\n", "2018 7.200000 92.800000\n", "2019 9.027778 90.972222\n", "2020 9.734513 90.265487\n", "2021 13.600000 86.400000\n", "2022 14.285714 85.714286" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "table = litstudy.compute_year_histogram(docs, groups=groups)\n", "table.div(table.sum(axis=1), axis=0) * 100" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternatively, we can plot the two groups for the publications source. We can see that some journals/conferences have a strong focus on deep learning (e.g. \"Neural Computing and Applications\"), while others have no or few publications on deep learning (e.g. \"Journal of Real Time Image Processing\")." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "litstudy.plot_source_histogram(docs, groups=groups, limit=25, stacked=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can even calculate the most popular publication venues for deep learning in our dataset using some simple Panda functions. It appears that \"Neural Computing and Applications\" is the most popular publication venue." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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Neural Computing and Applications33650.000000
Computing3121520.000000
IEEE International Symposium on Workload Characterization IISWC14520.000000
Science China Information Sciences281020.000000
IEEE High Performance Extreme Computing Conference HPEC17812.500000
European Physical Journal C17812.500000
Journal of Grid Computing17812.500000
Journal of Computer Science and Technology3212412.500000
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Journal of Supercomputing202052258.888889
BMC Bioinformatics222248.333333
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Cluster Computing352555.454545
International Journal of Parallel Programming587925.434783
IEEE International Parallel and Distributed Processing Symposium Workshops IPDPSW121224.545455
Journal of Signal Processing Systems142432.325581
Soft Computing016160.000000
BMC Research Notes0660.000000
Journal of the Brazilian Society of Mechanical Sciences and Engineering0550.000000
IEEE International Conference on Cluster Computing CLUSTER0550.000000
IEEE International Symposium on High Performance Computer Architecture HPCA0550.000000
IEEE International Conference on Parallel and Distributed Systems ICPADS0550.000000
Journal of Real Time Image Processing057570.000000
Journal of Scientific Computing0550.000000
Computing and Visualization in Science0550.000000
Visual Computer0770.000000
IEEE ACM International Symposium on Cluster Cloud and Grid Computing CCGrid0660.000000
Euromicro International Conference on Parallel Distributed and Network Based Processing PDP0660.000000
IEEE Transactions on Parallel and Distributed Systems0770.000000
International Conference for High Performance Computing Networking Storage and Analysis SC0770.000000
Frontiers of Computer Science0880.000000
VLDB Journal0880.000000
Computer Science Research and Development010100.000000
IEEE International Parallel and Distributed Processing Symposium IPDPS011110.000000
International Conference on High Performance Computing and Simulation HPCS0550.000000
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" ], "text/plain": [ " deep learning related \\\n", "Neural Computing and Applications 3 \n", "Computing 3 \n", "IEEE International Symposium on Workload Charac... 1 \n", "Science China Information Sciences 2 \n", "IEEE High Performance Extreme Computing Confere... 1 \n", "European Physical Journal C 1 \n", "Journal of Grid Computing 1 \n", "Journal of Computer Science and Technology 3 \n", "Multimedia Tools and Applications 3 \n", "Journal of Supercomputing 20 \n", "BMC Bioinformatics 2 \n", "Journal of Big Data 1 \n", "Cluster Computing 3 \n", "International Journal of Parallel Programming 5 \n", "IEEE International Parallel and Distributed Pro... 1 \n", "Journal of Signal Processing Systems 1 \n", "Soft Computing 0 \n", "BMC Research Notes 0 \n", "Journal of the Brazilian Society of Mechanical ... 0 \n", "IEEE International Conference on Cluster Comput... 0 \n", "IEEE International Symposium on High Performanc... 0 \n", "IEEE International Conference on Parallel and D... 0 \n", "Journal of Real Time Image Processing 0 \n", "Journal of Scientific Computing 0 \n", "Computing and Visualization in Science 0 \n", "Visual Computer 0 \n", "IEEE ACM International Symposium on Cluster Clo... 0 \n", "Euromicro International Conference on Parallel ... 0 \n", "IEEE Transactions on Parallel and Distributed S... 0 \n", "International Conference for High Performance C... 0 \n", "Frontiers of Computer Science 0 \n", "VLDB Journal 0 \n", "Computer Science Research and Development 0 \n", "IEEE International Parallel and Distributed Pro... 0 \n", "International Conference on High Performance Co... 0 \n", "\n", " other total ratio \n", "Neural Computing and Applications 3 6 50.000000 \n", "Computing 12 15 20.000000 \n", "IEEE International Symposium on Workload Charac... 4 5 20.000000 \n", "Science China Information Sciences 8 10 20.000000 \n", "IEEE High Performance Extreme Computing Confere... 7 8 12.500000 \n", "European Physical Journal C 7 8 12.500000 \n", "Journal of Grid Computing 7 8 12.500000 \n", "Journal of Computer Science and Technology 21 24 12.500000 \n", "Multimedia Tools and Applications 25 28 10.714286 \n", "Journal of Supercomputing 205 225 8.888889 \n", "BMC Bioinformatics 22 24 8.333333 \n", "Journal of Big Data 11 12 8.333333 \n", "Cluster Computing 52 55 5.454545 \n", "International Journal of Parallel Programming 87 92 5.434783 \n", "IEEE International Parallel and Distributed Pro... 21 22 4.545455 \n", "Journal of Signal Processing Systems 42 43 2.325581 \n", "Soft Computing 16 16 0.000000 \n", "BMC Research Notes 6 6 0.000000 \n", "Journal of the Brazilian Society of Mechanical ... 5 5 0.000000 \n", "IEEE International Conference on Cluster Comput... 5 5 0.000000 \n", "IEEE International Symposium on High Performanc... 5 5 0.000000 \n", "IEEE International Conference on Parallel and D... 5 5 0.000000 \n", "Journal of Real Time Image Processing 57 57 0.000000 \n", "Journal of Scientific Computing 5 5 0.000000 \n", "Computing and Visualization in Science 5 5 0.000000 \n", "Visual Computer 7 7 0.000000 \n", "IEEE ACM International Symposium on Cluster Clo... 6 6 0.000000 \n", "Euromicro International Conference on Parallel ... 6 6 0.000000 \n", "IEEE Transactions on Parallel and Distributed S... 7 7 0.000000 \n", "International Conference for High Performance C... 7 7 0.000000 \n", "Frontiers of Computer Science 8 8 0.000000 \n", "VLDB Journal 8 8 0.000000 \n", "Computer Science Research and Development 10 10 0.000000 \n", "IEEE International Parallel and Distributed Pro... 11 11 0.000000 \n", "International Conference on High Performance Co... 5 5 0.000000 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Compute histogram by publication venue\n", "table = litstudy.compute_source_histogram(docs, groups=groups)\n", "\n", "# Add column 'total'\n", "table['total'] = table['deep learning related'] + table['other']\n", "\n", "# Remove rare venues that have less than 5 publications\n", "table = table[table['total'] >= 5]\n", "\n", "# Add column 'ratio'\n", "table['ratio'] = table['deep learning related'] / table['total'] * 100\n", "\n", "# Sort by ratio in descending order\n", "table.sort_values(by='ratio', ascending=False)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.2" } }, "nbformat": 4, "nbformat_minor": 2 }