{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting and Data Visualization in Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial focuses on how to quickly and easily create a range helpful data visualizations in Python with [seaborn](http://seaborn.pydata.org/index.html), a plotting package that \"provides a high-level interface for drawing attractive statistical graphics\". While the examples show some of the parameters you might use in different functions, this shouldn't be considered a substitute for the excellent [documentation](http://seaborn.pydata.org/index.html) created by Michael Waskom.\n", "\n", "There are a wide range of plotting libraries available in Python, but [matplotlib](http://matplotlib.org/) is probably the most commonly used. Although matplotlib allows users to customize every object on their plot, it does not provide easy functions for quickly exploring patterns or trends within data. Seaborn fills this gap by making a few difficult tasks easy to accomplish. \n", "\n", "For a better understanding of how seaborn differs from some other Python plotting libraries, check out [this entertaining and informative dramatic tour](https://dansaber.wordpress.com/2016/10/02/a-dramatic-tour-through-pythons-data-visualization-landscape-including-ggplot-and-altair/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Why data visualization tools are important in data science\n", "Humans (including data scientists) are great at [recognizing visual patterns](http://journal.frontiersin.org/article/10.3389/fnins.2014.00265). Using this built-in ability allows a data scientist to better understand the data they are working with, and can help guide them in their work. Exploratory visualizations don't have to be publication-ready, but it does help to understand some basic guidelines about what types of plots and color choices are appropriate for the data. Understanding the different types of data, and what plots are appropriate for each type, will make it easier to visually explore your data. And being able to easily create useful visualizations means that you will be more likely to use them in the course of your work." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Content\n", "\n", "### [Data types](#Data-types)\n", "### [Plot types](#Types-of-plots)\n", "Different types of plots might be used depending on the types of data available. In the seaborn library, graphs are generally split into three types:\n", "- [Distribution](#Distributions)\n", "- [Regression](#Regressions)\n", "- [Categorical](#Categorical)\n", "\n", "### [FacetGrids](#Using-FacetGrid-objects-in-Seaborn)\n", "### [Selecting color palettes](#Color-choices)\n", "### [Other useful resources](#Other-color-resources)\n", "### [Data for this tutorial](#Data-import)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data types\n", "It is important to begin any data science task with a visual exploration of the data. And to figure out how best to look at your data, it helps to understand the different types of data you are working with. One helpful set of data categories [(borrowed from Altair)](https://altair-viz.github.io/documentation/encoding.html#data-types) includes:\n", "- Quantitative: Data with continuous real values\n", "- Ordinal: Ordered quantitiative data (e.g. \"Low\", \"Medium\", \"High\")\n", "- Nominal: Unordered categorical data (e.g. \"Male\", \"Female\", \"Other\")\n", "- Temporal: Date/time data\n", "\n", "This tutorial focuses on plots for the first three types of data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data used in this tutorial\n", "This tutorial uses individual household [microdata](https://www.eia.gov/consumption/residential/data/2009/index.cfm?view=microdata) from the Residential Energy Consumtion Survey (RECS). The data are minimally pre-processed and have not been properly weighted. [Import and processing code](#Data-import) are included at the end of the notebook.\n", "\n", "All figures below use these data categories:\n", "- **Quantitative**\n", " - Income: Estimated annual income\n", " - TOTSQFT: Total house square footage\n", " - HDD65: [Heating degree days](https://en.wikipedia.org/wiki/Heating_degree_day)\n", " - CDD65: [Cooling degree days](https://en.wikipedia.org/wiki/Heating_degree_day)\n", " - KWH: Annual electricity usage\n", " - TOTALBTUSPH: Energy use for space heating\n", "- **Ordinal**\n", " - STOVEN: Number of stoves\n", "- **Nominal**\n", " - House: Type of house\n", " - School: Education level\n", " - Climate: Climate Region\n", " - UR: Urban or Rural\n", " - TELLWORK: If a person can telework" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Installation and use\n", "Seaborn can be installed with either pip or conda:\n", "```\n", "$ pip install seaborn\n", "$ conda install seaborn\n", "```\n", "Dependencies include:\n", "- Matplotlib\n", "- Numpy\n", "- Scipy\n", "- Pandas\n", "- Statsmodels (optional but recommended)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import scipy as sp\n", "sns.set_context('notebook') # Other options include \"talk\", \"poster\", and \"paper\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Types of plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Distributions\n", "These types of plots are used to visualize the distribution or density of **quantitative** data over their range. They are useful for visually determining the general underlying distribution (e.g. normal, log-normal, uniform) that data may be drawn from. The most basic type of distribution plot is the histogram. By default, the seaborn `distplot()` function returns both a histogram and the kernel density estimate (kde) of the data.\n", "\n", "One especially useful aspect of `distplot()` and other seaborn functions that show histograms is that they use the [Freedman-Diaconis rule](https://en.wikipedia.org/wiki/Freedman%E2%80%93Diaconis_rule) as a smart default to set the number of histogram bins." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# irq and _freedman_diaconis_bins functions from seaborn\n", "# https://github.com/mwaskom/seaborn\n", "def iqr(a):\n", " \"\"\"Calculate the IQR for an array of numbers.\"\"\"\n", " a = np.asarray(a)\n", " q1 = sp.stats.scoreatpercentile(a, 25)\n", " q3 = sp.stats.scoreatpercentile(a, 75)\n", " return q3 - q1\n", "\n", "def _freedman_diaconis_bins(a):\n", " \"\"\"Calculate number of hist bins using Freedman-Diaconis rule.\"\"\"\n", " # From http://stats.stackexchange.com/questions/798/\n", " a = np.asarray(a)\n", " h = 2 * iqr(a) / (len(a) ** (1 / 3))\n", " # fall back to sqrt(a) bins if iqr is 0\n", " if h == 0:\n", " return int(np.sqrt(a.size))\n", " else:\n", " return int(np.ceil((a.max() - a.min()) / h))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's helpful to view the distributions of a few continuous variables from the RECS data. We see that many houses use little or no space heating, and electricity use follows something close to a beta distribution." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zgT/HLdzbvd+/nNOVCwCDI4GW60q3feXIwVez2zoWseU6k8nQ399Hb28vNeFk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NPIyu3Khk0ByipqWFdRQygcIRyBZas3s2z1Zt79agUA3fIzGdw7j749OrF3/wI6Z/npkpuuHmaS\nNHal5founHmGDgf2Ap42xiy31r4au5IxJht4E3gGOAe4GHjTGDPQWltjjBkNPAZcCMwGHgD+ARzv\nbv874HTgJ0A68JwxZk3MhcBTQAZwCDAWeMwYY621M9p67FS1ubqOR6fMJwLkZPo54wd7xztLIm0S\nOwFa1JbNFdu89no85OdmUJUZoCYQYET/nuzbL4uaujCbqoKsragkLS2dzTWwYUst9cGtF7MRIFAX\nJlAX3mafy9aVAqXbLPP7vHTKTqNTVhqdstPIzU7f5u/sDD9ZGX6yMnzO73TndWaGT48zkT0l6evv\n9n9L4u+rhWuZvWQDkUiY+k3OZGYDB5k450pke16vl559BtCrv6F7jyKWLfoWO28Gi+bNYGP5OiDS\n0HX8M3ebgsIiivoMYpAZQVHvAQzdrx++tAyKV5Th80LZpgjFa6sa6tl1GwOs2xhg2rw1Dcf1eT30\nKMiioHMm+TkZ5HdKJz83g7ycDHIyG9WtGX68HigvL2+yDJpcTXa3VgXXbqV3PnCMtXY2MNsYcwfw\na+DVRqufDlTH3K3+jTHmh8BPgaeBXwEvRO9WG2POBoqNMf2ttcXAZcD11tppbvrVOHfJ7zHGDAJ+\nBPS31q4AFhhjxgKX4Nwpb+uxU051IMijb8xnU6XTyjfxh8PUai0dTmwwngcUAbklS6gJVLJPv55E\nIrnU1keoqg1RWrYWT1oO6Zm5VNcGCdSGqKkNUh2opz60fWtSMBSmYkstFVtqW52vjDQvmWk+MtO9\nZKb7yM3JIDsjrclAPPbv7Aw/menORUVGmlrOpXkpVH+nlKlzV/OPtywA/upi6mqrARig4FoSnN+f\nxpB9DmDIPgcQOeUC5n4zlZJllrWly1hZvJj6OqcuLF9fRvn6MubP+gJwhjwUdOtJXn4hOZ260Kvv\nQIYXdMef3ZWacBalazdRVe8jUO8hWtOGwhFK11dTur66ZXnzefB6IqT7ffh9HtJ8HjLTvfg99Rw8\nrBcD+nSjW34W+bkZmndI2l1rW65HuttMi1n2OXBtE+se4qbF+gLnLvXTwBhgcjTBWrvSGFMCjDHG\n1AF9oeHGV/Q4/Y0xPYDRQIlbMcemX9PWYwMpF1zbkgoem7KADZsDABxxQG/231szJotENdUCnh6p\nxONLa+heHrWqZAmV1QHyC3oQ8XrZXFlHoC7Ehg0VBPHhT8uitj5MXTBCbX2Y2voQ4ciOK29nvTCb\nGq4bWnYBEcvj2RqkO13ZfXTKyWy4o5+Z7neC8egd/nR/w13+2PT0NK+C9NSUKvV3SqgO1PPG1OW8\n86XzNqSneQmucT6aLl0K2NsMj2f2RFrF4/FQUFhE1x796NW7L6FQkLKVyyheugA7dwZrVpdQXbkJ\ncIZBbFhbyoa1Tu+vb2d+0rCftPQMsnM6kdMpn8LuvcjN60rEn0t1LQQ9mfiz8gl5sgh6MgmGm299\njs6zUhcMbZe2bN1KwBke6fN66No5k8L8TArzsuiWn0nnnPSGutK5ge1r6HmW5t9x/RiORAgGw87x\nPRDEy4byagJ1IUKhMD6vh4x052Z4ZroPv6/5/YUjEWrrtt7UX7O+nNo651rB5/OQ4Q5X615YQHZm\nmlt/ayb2RNDa4LonsN5aG4xZtgbINMZ0bTRmuSfOWCkarTs8Jr20ifQ+blqkUfoanCGQfXaybVuP\nnRKqAvV8MHMlXy9aR8mayoblY4b34PQjB8cxZyLJr1OnzvQq6kZ2dgbV1bWEwhFWlQTw+NLp1bvv\nNuuuKllC2JNGYfde1NWHqQ+FqKsPs6aslFDET3anPOqDYeqDYeqCYaqra8jwewjhI1AXorYuTE29\ns82ORCIxXdirokt3LUhvaB1P95Ge5sVLmDS/l/ToT5qXNJ+XLvm5dMnLIhQM4fd6yUj3ke73kpHm\nIz3NR0aa1/3t7Cc9bedd4CORCHXBMGk+r1oU2leq1N9JJRKJUB90brKt2xigrLyKucvKmWnXUR90\n/qcLOmcwYRjc8vocAE4//QzS0tPZ8X+8SOLy+fz07j+E3v2H0H/QcDy+dPLy8ihbtZyyVctYU7qc\nlcXfsXnjBupqt472qK+rZVNdLZsq1lNa8t0Oj5GRmU1aegb+9CwyMnPwpWXg82fg9acTCoM/I4eM\nrFzwphPBR33IQyAYIYIfj9ePx+vD4/VTVe5jhfu3x+sHjxvwerx4cH7j8eDxOHWS1+vF6/Xi8Xrx\n4sHj9RAKRwiFnDHkreHx4NazTt0ZCkeoD4aod2+4t3bGhTSfh+wMP9mZPjrnZJKbnUZOZho5WX4y\n3Lo4o6FOdm7EZ6T5SPN78Xm9+Lyehh+veyPAl55GTW2QSDiC103TDfgda21wnQ007vMYfd24j3Fz\n62a0ID0bwFpb1yiNmPRd3XdL0lvE50vcMRtPvLmAbxavb3idnenn3OOGMmZ4UZv3HS23M2Zla/Xv\n9XqoramistGY15rqLfh86Sm13Ov1UlW5mWDIkxD52dPLvV4vdbV+amuDCZGfeCzfsnljw3sQDod3\nun6odgs+wOeBzHSo9lfh86XTrSAfnBQAykrLCARqKehaGLMXL2vL1pDTqYC8rt0JhiLUh5yL9vXr\n1xHBT2ZOZ+rdO+b1oQiVlVXUBcN4fGmEwhAMQTAMoZ1csUciUF0bpLo2uOMVAWcuqtZJ83nxNPrq\n9LC1oq4LhohEID83nUnnH0J+Ag9fSeQ6oAmpUn+32J7+fFasKOG6669jRWkZ4XDEuTCO7Pjy2O/3\nUp7u5cvnnXsbubm5nHLKqXw5e9F2dazP6yEQqNwt323x+H6Mx3d4S9eN1nE11ZV4vf64vIdtO2Yl\neEL4/ZmEw+EWrL/7z5VIp1x69OxLj559gcMoKy3G600jt1MuFRvWUrFhDZsqNrC2rISa6irqamuo\n3LKR6srNNKU2UE1toBqoaDJ9z/HEBOQe97UnmrJ1nW028exw+c63a5Te8GsPBr2eHRzNszXn6Wk+\nTjrheC6++Nd7KGNbxauObm1wHWD7Ci76unETSXPrVrcgPQBgjEmPqaBjj9OWfbckvSU8nTtntWL1\nPWvSReN26/5PPK65/Y9t4bJUWN6cRMvn7l5+SILlJ1WXi7RJqtTfLbXH6+guXYbxxn8aD1/fNSf2\namrolgHGN7G8Pb5j4vG9lgzHPHA37rujvIeq66RjaW1IvwooNMbEblcE1FhrNzaxbuNm0iJgdQvS\nV+Hc9ChqlBaJSd/VfbckXUREJJWkSv0tIiKSsFobXM8C6nEmM4kaD3zVxLrTgUMbLRvH1slUpgPf\niyYYY/rijLmaZq1dDZTEprvHKbHWrnG37W+M6RWT/j13eVuOPR0REZHUk+z1t+pnERFJeJ7ITsYD\nNWaMeRCnopuIU5n+AzjHWvu6OxPoJmttwBjTCVgM/At4BLgIOAUY7D4ncwzwEc4jPWYA97rbnuQe\n52qcR4SchXMX/FngTmvtfW76f4FM4HKc2UfvBw6z1s5s67FFRERSTSrU37vz/REREWmrXRnpfQUw\nE/gQeAC4wVr7upu2GjgVwFq7BfgxcBhO5TsaOC5aOVprpwO/BG7EeezGBpwKP+pO4AWc52++ADwV\nrZhdPwc249zN/gNwnrV2ZjsdW0REJNUkff0tIiKSyFrdci0iIiIiIiIi20qq54iIiIiIiIiIJCIF\n1yIiIiIiIiJtpOBaREREREREpI0UXIuIiIiIiIi0kT/eGYgnY8wo4GsggvO4EIAZ1trRbnoB8Chw\nNLAO+KO19rmY7fcHHgRGAHOBi621X8ek/wy4GegJvANcYK3dEJN+G84Mq17gcWvt1bupqO3GGJMB\n/B04GagG7rbW3hPfXLWOMeZEnFlso597BHjFWnuqMWYvnM98LLAc+K219r2YbX8A/AUYiPPM1wus\ntcti0n8D/B7oBLwE/NpaG3DT4v7euXmYAfzKWvupu2wv4lTmnR27vTVT/vuAS9n2fLjUWvt3Nz0l\nyu8+V/h+4Ag3Ly8Cf7DW1nWEc2An5e8Q50AyM8a8AzxnrX06ZlnK1dGJUE80ykvC1BetyHdCfte1\nsgyDgL/hPDpvA/BXa+1dblpSlCHmeG8Ca6y1E5Ml/6lwnWiMSXfz8TOgFnjCWnudm5bQZTDGnAM8\nybbvvwcIW2v9xpgBOI9qTMj8d/SW632Ab4CimJ9jYtKfwnnjDwH+DDxmjDkIwBiTDbwJfAIcgPPh\nvWmMyXLTRwOP4Tyq5BCgC84zRXHTfwecDvwE+D/gTGPMFbupnO3pLpzyHg5cAtxojDk5rjlqvX2A\n/7D1M+8J/MJNex0oBQ7EeTbrv40xfQCMMX2BfwOPAwcB64HXojs1xvwf8EfgAuBIYAxwR8xx4/re\nuV8Y/8Ipf6zXiF+Zmz12e9tB+YcBV+OcB9Hz4Ql3m5QpP/AKzrOFx+F89xyPE1hAfM/7PfUe7Kj8\nHeUcSDrGGI8x5gHgB00kp2IdnRB1bILWFy2VqN91LWKM8eCcu2uAUTjPer/eGHN6spQh5ninA8c1\nWpwM51AqXCfeDxyFc/PxDOACY8wFSVKG59n6vhcB/YHvgHvd9IQ+hzr0o7iMMTcDA6y1ZzWRNhDn\ng+xvrV3hLnsU8FlrJxpjJgLXWmsHx2yzCLjFWvu0MeYpIBRzp64PUAwMtNYWG2OKgeuttc+46WcC\nN1trB+7WQreBe7GyHjjGWvuZu+w64Chr7ZFxzVwrGGOeAYqttdc3Wn4kzj9g95g7WO8Bn1lrJxlj\nJgHfi5bVvUgrA4631n5qjPkEeN9ae7ObPg54F+iKcyMrbu+dMWYY8E/35X7AEW6e41bmnR17T5Tf\nTVuB85zd9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3FuOo/DGVL2iyb2X9LEo7hC7V0IkY5EY65FEsNfgBHGmLMaJ7gzgv4RZ0bu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\nHIYmj5XOc1aRNtcsfNP+6su43tw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GAbYQQojUEg4EaH7maQAc5RPIOWfJgNscbqvoeTwj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\nbPOij7Xx4tZq6po9gOlxd+nSCae1LyF6y8+2MW/2JHbvO0hVc4C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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# These four plots show a few of the distplot() parameters.\n", "\n", "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2,2, figsize=(10,8))\n", "sns.distplot(house['TOTALBTUSPH'], ax=ax1)\n", "\n", "# Fit the data to a distribution (black line)\n", "sns.distplot(house['KWH'], fit=sp.stats.beta, ax=ax2)\n", "sns.distplot(house['HDD65'], ax=ax3)\n", "\n", "# Add named labels, adjust the bandwidth (smoothing function)\n", "sns.distplot(house['CDD65'], ax=ax4, label='Default kde bandwidth')\n", "sns.distplot(house['CDD65'], hist=False, kde_kws={'bw':500}, \n", " label='kde bandwidth = 500', ax=ax4)\n", "sns.distplot(house['CDD65'], hist=False, kde_kws={'bw':1000}, \n", " label='kde bandwidth = 1000', ax=ax4)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Joint distribution plots can be viewed using `jointplot()` function with `kde` or `hex` as the \"kind\"." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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TOG7qKCrrWti+p56tpXXsLKvvWBC0rKaZsppmFn++t+M4p8MgJTGW1KQ44mKdNLd6aG71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\nYUpEgOKqVl6GKsgeilJDVjF9UG6bzRWkRKJjYGiE57YcZN3GLroO94/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot('HDD65', 'CDD65', data=house, kind='kde')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ll4mJv5cQAnDMHLzV27D7rzUbb6gVxlo7Z3L9tycbt+YitY5jppW3wpvnjak2\ntARYWXljRvK2/HycgedCqDXb1ovJBbEic6HfNUSIlVMXbGuIyZ3OWWzeut3obkSiZyiOTAF4PICf\n1Wq1R9RfVqvV5wLYDeDM1tGk66rV6vMAvA7AXyBsku6o1Wp/3dL/IYB91Wr1mbVa7XYAbwZwQ61W\n+3br9TcC+E61Wn2HzdGpPCdqEYi2E3qeY7Q0bwOAStkLnc99ER6KS9E6DlAquSh5XssvJ/3WbdUU\nznUdY628BTnbiDNuIJcXN2kmmB83ac6X7UQdf83RaqWRn/SgyfItUuNEO+d8rRo3zxFc1WblTWQQ\nqHcaT3NVlj9naWUcm1zoV97IOTPLm25zQa+NTB0dbS50mzc61/kwrv5pBeoYdLkQGZLmP9kgmTe6\n9ZUWA0XWEDnWNFZDDbHLG/MaQo+p4WBYWtKTAfwi5fdnAvifROPzfYSn/OTrt8sXarXaIoD/AXB2\ntVp1ATwFwH8qf/sjABUAVk+TdF0XIoh/IxZBeDRqpOKhXPZaOie2EUiCIIDvRw0PAJRKHioVr+WB\nEn27EiJszkYqJZRbj6qRhn/SoE2NKx+fITc2G63rdmqjsce9VtS/k02hapyneqLIv1O/OaqFQS1k\nUuv7ca36OI+8uOoORY5B/bcaN9pRRQaK0XuIRNyg7SGjauUOr3NuQ18YdQzqDi9tHWTcvLyJDB+T\na5at7SYX0rRyHZJx5RhCc8P4+qrrpOZNUpu3vja5kKVV8zEvF7LyJpkLaXmTlwuu63bETdPKuFKb\nlwvS/yjKhewcS+aNLheSa1ZEDVGbH5saksyxY7mGJPPGtIaQwTMsR6aqAM6vVqvvBuAhvLbpKoSn\n+x5OaPcDkP7+ea9vADCqvl6r1fxqtXqo9fp/2QzQVYqs67qZz88D4o8uAKSjcLo7bqXswfd9NP3w\nYrGRkVLmt7f4t6B8M09VG31Lz9emFbXkeCXqEZssrVq08sYgDfjkN2KdNlkMs+Yh6RgN6F2g5Riy\njkSqn1nmgqlWjj/P5VuOQf3brLjd5IKtVjcGtdBnxVWNOU3yxiYXVG1eXLtcCLVqLmStWfLxNv3O\nBRNt/EhKcblgojXJ3WSDYLKtB8GxWUOA/DMfqtYkF8jgGHgzVa1WdwIYA7AI4OUAdgP4aOt34wDq\niT+pAxhp/Tvv9XHl56y/t8Z1XZS97EcdxLVmDr2e58F1zRyYwyKQ/TDXpFY9dK7TZh3aTxKeCjCL\na+Pm63nTdd0FAAAgAElEQVTFuQSHjY++AIUNQvbpiGRcwNzhWp52MRmDybUg4fp2Ojtna81zzFRr\nlwvmWptc6C5v+psLtnljozWpIeEO1iwXu6khpnnDGmKXC5J+1xBy9Bl4M1Wr1e6vVqubarXadOtX\n/1+1WvUQXmz+OQAbE38yAmCh9e8ldDZGIwAOt15DxusL6InBJvMwbEs2YxgGLSmOotbh2M4b1pBh\nWN9hmIdB5oLjOCiVHJRKPF3YKwNvpgBAaaQkdyM8RbcP4cXpKtsA7G39+6HWz8nXfwrgEMKGahta\n12O1mrRNyt93hd3Gaia2+bZhc56c2mK1NtgcmjfNB5uYwzBfJkcBih7DcGj7nwusIStVa7Nu/W28\nxsbK2LBhDTZuXNPXuKuRgTdT1Wr1+QC+BOAE5ULz0xHaHPwngLdVq9WRWq0mT9c9HdFF5T9q/Sxj\njbf+9qparSaq1eodrdflRepPA7AM4K5exiyEeUNlcojeRgdE1+pQO3itDSYP85WY5oNNzGGYL9PT\nKkWOYTi0/c8F1pCVqrXZhs21JiwuNjA9PY9SaVwvXsWYNJsDb6YA/ADhabdPV6vVvwDwaIReUB9A\n2AQ9AODz1Wr1GgAvRniH3iWtv/0swmbrHQC+CeC9AH7TskUAgI8D+ES1Wv05wgvRPw7gU72bdkpv\n0cFgaK0yNGMYBi0pjqLW4djOG9aQYVjfYZiHQebCwYOPYHnZR7NJF/ReGfiJ0lqtNgfgBQC2ALgD\nodv5J2q12odrtVqAsIHaBuDHAF4F4IJarfZg62/vA/BShL5T/43wDr4LlNhfBnAtgE8C+DeEDunv\nPDqfjBBCCBle6IDePxwbF+rVSL3htydIek1JLxjpA5WG7wfwlVuKvZxDs42mj6VlHw6AsZESSjlx\npbldGDf7dtpQK31f9Fp5SzOgv65F9TzRHcpWx6CLK2/tNtEOegzS6FDeYZN36F012Msy9kvT5t0u\nHX4um1wIDRQBfVybXJDzFY6hf2tWdC7YaE1yIVrf/Lgyb8JLBfqXC2pck1wYdA3pJm+OxRoiLRp0\nYzCoIV0d2rrh098U55/zBGzevLmbP181bNmyVju/w3Cab+hpu5eLKOGbzdCIM+k3Jb1WAkUbBAKi\nZeqoFiMhBBaWmmERchwIAPNLDXiujzVj5Q6tvC1W5xIcd0p22tq026GTjsZSC3Ru3HLjVwt7lo+V\nLNjJuOla+X5O+1bs8HedRSPppZPnVJylTdspJD1v8rRpfj46bbRmIvO6oeQYstY3imuWC6oTttT2\nIxfStGljTcuFLD8i2fR15kLnGJK/t82FLH+frLg265uXY2pdMM3HvFzojKvPBTVuVi4UUUPka2Z1\n4divIUljzrR8tKkhZHCwmdIg1CRXNjSZ8MuNAK4vUC65CER0gaC6TUrjt6YfwHXCx0ssN3wsN4UM\npryjAz8QmJlfRqXkYnSk1P4Wmdx4ksZ+0gtFfU3VJgtMlmmeasAnC4z8O1kA0rTxR5N0mtsltQA6\nCracW+mFo2qTBVtqpSGkLDDRUaMsbbSzSSvY2dp4wU6ur7qzSRbANK2ckyyzxfjOMfKvyVqzpDZ7\nDJ1mjDptZy7kj0GuYVYuqEaT6vqqTZ9cB5kLqnePSS7o8kY1bozmxDxv1KYvmoNofZPa5I4yL2/y\nckH+nLetS203eVNkDXHdTtdu1pDeawgZPGymDMhLVrnBNpsBHDf/sL0sBIt1v10s8qg3/Nbz+dxc\nrVrk8k4HxHdM+eZ6aoEx1+rd1lWtHHv254oXjXxXZamVO7k8rbpjynY0TtOarG/ym3c/tbrTPXlN\ngUoyF8zWTLR3iHnInYZtLpitr30umK+v3rk70uYb98p1AND6AqLXFpcLdnnDGrKyaojv++Dz+QYP\nW9o+4DhO6gOLM7WGLraO4wDCIq6hNtyYza6Vs9Oap5Pr5jeIccwc50PMHJijcZiNQV4zosNmHYrV\nmuWYfS6YEa6BTd6YxU4eucrHNhf6mzdy/gefC8OQNza5YK41rSHF5s1ga4jvm80XKRY2U4QQQggh\nPcBmihBCCCGkB9hMEUIIIYT0AJspQgghZBVy6NBBTE0dal+gT7qHzdSwY37NLykQ42vlSVdwfocD\nrkNxDOPcjo2O4r/v2Y+pqalBD2XFw2ZKQyAit+BMROhMK/1EsmXS8wQA8uMKIQAh0Gj4aPr53xpU\nzyDdNww5BhOtvBXeVOv7QWws2dqgPVcmWqBlhBrkr4O8rdpUC6A95kFqTfLGRmu6vlIrRP/zxlZr\nmgtSZ5Y3drkgPX5M4/ZrfW3iFpkLcvsZfA0x0drVkLaZ8jFYQ3ox79x2/E6sW7ex678nEfSZ0tBo\nBnABeF7nrbXSqK1SKbVvK/aDyONHJSrUDkqeB88VaPgBRCA6vrIIIeBKwzrHwXIjQOALlEqdY0jz\nWsnyX0nzcElz/lUfXZB0jDZxVc5y/pVGeKqPTZ6201VZH1c150vz18ly43acztuh0+bRRqua9Zmt\ng5k2Ly7QqU2OKy+uiTbLMVq9rV7Vpvnr9CNv0tbXJm/SzDTldpqVN6Zrps5jZIp6dPMGMF/ftDFk\naXupIWEM0aGVxpsmuZBc337VkLbhchc1pJ9r1m0ukMHCZsqAAEDgC3jCbzmYh/9Vym7MLM1xHJQ8\nB8INTTzls8ADZcehaislD77voxlEhcZxHJRLXofHSDMQaC4HKJcESl5kCJjmh5I068vTho7HUYEJ\nC1vnRprc4ahx07Se58SKRlZxztKmjSHpLp332aRWxo206W7cQPwRD1mml+pjOOT7ZpkiJg0h1bjJ\nZlt1BFd3EmnazvVFx44+qVXXN22+0uNm50LSaVzN33Qn6vDxS6o2L2+k2WZWLsi4/c8bNRdEe83U\npk+SzAXVp0mXN3k5Fh+DfE10zK2MqzasQH9zwUSbVkPUzyyJNyT5tSmvhpjWG9tcyNKa1BDbbV1q\ndSa7NnHJYGEzZYEfAAECjI6UUClnT53jOCiXPTT9AI2Gn1pcJZ7nwfOAZtOHaP2cjYNGUyAIfFTK\nnQ1XcgxyJ5b3/kC8wKQV7E59dgMR/2zxopGHjVYtMCZxo0dDmGt13/hUh2uT8ZrEVZsUOZ48rbq+\nJu7SWc8JS4srtfluzfG8yc+xYnLhaOSNaS4I0b9ckGMwceNWc0Hnxm2bC9Jp3LaG9Es7bLnQz/VV\nj9iZ55heSwYDV8UaByXDZHYtrjh0PVfTSEWYuhRLitAKQ4deqTWlCO2g5yrSmunDnZxxZONxyKNu\n/daupFyw0dqvr1lgm7i6hicZ1+ZoxaC3i5WUN0XNlQ02NYQcfdhMEUIIIYT0AJspQgghhJAeYDNF\nCCGEENIDvACdEEIIWYUcOLAXADA1VcHk5KT2AnuSDWfOkqbvY6nhG2mF4QWpQNzoUD+GAI2m2Rhs\nsLlwc6VRxGfTmrl2aM30NnF15q/dxj6Wc8GGYcgbU7m0yDDBcWzzzHwMxyqD/mw2NcSUoNmgC3qf\n4JEpQ4QQWFr20fQFFup1zJcbmFw/Bi/l7pm2szSAUsltmbxlx236AkFLIPwAXsYdPEIILNYbCAKB\nxSUfIxUPa9dUMrXSHyfL4ympdV29FpC3E0uvluxb+FVzO13c6BZwJ9UEUEX6Qcm4ebdXq1rd7eCq\nl4tOG/ekyh+D6tCsuxVb1epuxZZauX5Z66DmgolW3i1qmzd5uRDdWt5N3mTnQjTGweeNye3+Mq70\nL8q7zT2eN6a5oM8bOU82edPPGmKTN2ouRGuiryE2eTOoGhLVApscgzZvbNh2/E6s2zCJmWk2Ur3C\nZsqARsNHvSmt/cNkrzcC7D80j/HRMtZPRA2N7wcIWsVMbhauKx9PEDfW82UTldiQm61iJ5sqIQSW\nl5to+LIjcyAALNWbWG76WDNaxthouf33cuOPNjgnZgipFpikNiqyac6/4cYvi5nUphUC+V5q3DRH\nYbVgy7hJQ8ikVv2dLPTJHUiaVnrm9KJVC7bUSt+t5I5JLazJeZR/l1yHfjqVq9pkLqTtbDrjZudN\nMq5qfpi07kjG7SZv0nJBbo9yXGreqHNgmzdJd+u8XEhqZUOVlQtp2vic2+VCN3mTngvpY+h3DZFz\nnNSa5IJcX5Makpc3w1JDovoR+W71UkPIYGEzpWGx3kRTaWJUAgHMLTawtNzE+jUVlEpubINW8Ty3\n9S1IoNnw0QzCk4Bp30SiAhNuoFmPnYHjIAiA2YUGFutNrF1Thue6qd9wIgO+6HRivFjGtWqBkaR9\nLtXYT9WmOzDH3YdbfaRWK00ss7Vxl+D8McS1+WOI3KXlR8taX1Ur42Z901TdpeVa918bjTctF9Sd\nTXjKJ328WXmTlQvyswsRrYUub+RjRwC7XEhfh0irYpM3WesrtWou6PImcu5OP0qSXDOTvIm+lPWe\nN2ouqPNQZA3JcjtfqTXEVFtkDaEb+uBhM6UhaqTyNYGB+7EsGvWGHx6N0mgBoNFyRu9opFLHme+E\nDcQLTD9dgiNt53MJ07Th0Qu9wV24M9LHjLT6sapa3eFydadgsr5SaxJX7kCK0trkgt6B2SZvuskx\n87wBTPPGLhf6qVWbWNO6UEQ+Srfzwa/vsVtDisgbm2290WjCdbkrHzQ8RtgnbC427/M1hMXHLQBd\nARw2bC4+XWnalcZKyx1ThmF9hyNv+u8kPwwpw2392IbNFCGEEEJID7CZIoQQQgjpATZThBBCCCE9\nwGaKEEIIIaQHeAtAvxCd/jpZOA7avii5IUXoQ2V0oaUQSeeG3LimYhut9E8x0Se9VjSjQBDA6G6c\n8C4jszt3ALs1G6RW3rlkgul7S21xudD/vJG3w5uur3kuONbz1m8t80bmghk2NaS4vBl8DenFFuHA\ngb2Ym5/HwvwMpqYqAMDHynQJZ0xDuZRvYQAAJc+BHwgsN/zcR8IEQYCm76NUCr2g8h7n0PQDTM8u\n4eGD85hfbHR4mqg4AMZGSnAcRzEHzR6D9PUJtdljULVJDxgV1RtFjiFPG3nUdHrLpGllQTGJG0pF\nbtzIX6nTXydLK2+v1s9t0OEXo9OaxRXt26t1WtU93FSrywX5umnehDs5szUDzPJGmjXK8ZjmjUnu\nyp2XSS6Y5U009/3OBZmPZnGLyRvZbNjWkCyKrCHd5Y2+hsi4g64hpZKXqdERNBsQ/jLGRkfxfw8u\n4Ts/uoePlekSHpnSUC55KHmtRimR164LjJa9djI3fYFms4lK2WubdAKRO648yuQ4QKXswfd9NP34\nN5AgCB8Zc+DwIvxWkTo8V8fsooONEyOolL3Yt5VyycXEeCX27SQQAiLh/JvmmJvlNJ7mniyLRvIb\nU5pWets4TtL5N+nAHBXONK0aN3y7LEfhpDYqnGrcyDU70npe+vyorsqR1s3Uivbaxr2FkqZ66U7J\n6QZ86jdv+TvVrC++ZuEY1LnN1qblgpuZC8k1y3KiljuBZI6Z5oJOG7lbA+a5EGrTckHms+qanbe+\ngGOcN0mHfFNtVi6o2mQuJE1BVWd2fd50br9q3OT6quOX47WpIfK1ZNyVWEPk77qvIfH17aWGdIt8\nnIyER6S6h82UAY7jYKRSQrPptx/pUvFcVCpeZzI7DpabARw/QKXliB4kNhKJ53nwvNCY0/fDhu3Q\nkSUs1JsdY2j6Ao8cWcKa0RLWjlcwUvYwPlZCpdy5hO1CEIjWg2fynHQjAz71UHi6W3N8w8/TJhuP\nZLHM04bvla6NFxh93KSjcJY2zT1cp1WPJuSNIek0nuUYrTYpefOgmjE6jnSBTnfjTmrl72xyIU+b\njJs1B4D5mgF2uWCijTcp8fdKi5vU5o2h27gmuaCLq5o8+r48pafPBSh1IW37TTqYm+SCSQ2R86Dm\n7mquIXLMujGY1BAyWLgiFpRKHkYrHtaMljDSOq2WhRDAciMwuuapXPLQaPp44MBcaiOlMr/URMMP\nsH7tSGojpaJ+2zVxCbbRyg3aRqtDak2+HYVFTh9XfXSDmaOw2x5Lv+K6roybvpNLal03+7FEKmpM\n3XUT6ufqZy7IdTCJa7pmcgymuWCqletro5Xxi9Ca5o1JLoRHBJ32//NQ37/fdcFUq+bCaq4h6ljy\nsKkhZDBwVSzJ+lY/iHEQQgghZPCwmSKEEEII6QE2U4QQQgghPcBmihBCCCGkB9hMEUIIIYT0AJsp\nC4QQeOjALH714DSaOeackpJnfrH6xFgZO7asgYm80fBx6MhirumnHC+Qb5anaoVArumoqpWGjKZa\nE2fjyNzPRBsZLeqQ4+y31mRe41ozd+c8s8BO8o390sehidjKBVMtYJ4LpmOwywVhlQtF5I1q0Gmq\nNcEmF3Qmjyo6E001phyHibbYGtLvvBl8DbHBpoaYcuDAXjz80APt/w4c2GuVnySCPlOGTM8u4eFH\nFtrWBXMLB7F14xiO3zLR0TC5DlAueygp/jqZFglCwHMdeJUStlZCD6n9h+ZxeG65Q1opuxgpeYDj\nYGZ+GYtLTWxYO4KJ8Upn2EDAdZPeJ+l+LqoRXpqxX+eQRaYJYFpc6cWUp43GF2nTbgFWDRSlW3PS\ngE/VquZ2Oq00OpTaLP8o1RQx+Tmz5kD17cnSyh296p+Udeu2qlV3onljMMkFGVf118m6gzVNm3U7\nuJpjaYafnXEdbd6opojS5btfudCLNi9vpAmrLhfS8sYkF+TfZmmTuZA0j8zT9quGpMVdjTUEEJAm\nt/2qIbZIB3T1Z9IdTr+752ONfYfmxf37ZjEzv4y0LzsTYyWceNxarJ8YASBC9/MUr5ekCzpaG52X\nUhiCQGB+cRn375/DcjMsHmMVL9NfZKziYXL9KCrlEkTb1Tk9ruqSndxI49r4Bpss2EmtWrx1hcFG\nO8gxpLkdZ+1Q4jt2p6Ngp8WV857naJx8Lc0pOfpcyZ11vLgntcnCD/SeC1JvumZqXJs1s4nbz7wx\niZtc+2RuJLXJvLHJhX5oO3MhnkdpWnW+pPGmLm9Mmu1ucoE1pOXU2gWf+eoPhOqAPjM9haedsh2b\nN2/uJtwxy5Yta7XzyyNTGmr3T6O+7Ge+PrfYxC/un8bjdq7Htk1rMouFdB922htdthGf6zpYu2YE\nj9tZwsMH59FsBvJZCKksLvvYe3Aex2+eQKXsZZr2xZ2Ksx2NQ22ySJhr87y4kkdSbLS6MUitzogv\n6VSct2Zy56IehcnSJl2r9XGj55bp40bavLyR65t8jIWJNs+xGsjfcSb1tmsmP2t/cyFsCkxyweTb\nfjJv8tZMNjAAYs1HmjaZNza5YKKV47DLBb1WiOh90rWddSGLYash6ph60R6NGuL7vT2fj/QHXjOl\nIa+RkviBQKVcMjrs6rouHJgdoi2XPLiOk9tISQKB9hEpozE4ZsafcpzmWv11YrJYmxighq9Her3W\nzCk5fG9Th22n9f9+a82ckrvXmufCoPIm2nGb5YKaOzqtPI2iQ8Yy1ZrmjU3cIvNGWDjJq2PRaW3y\nBigmb0xriF3eDHp97XLB5PowUjxspgghhBBCeoDNFCGEEEJID7CZIoQQQgjpATZThBBCCCE9wGaK\nEEIIIaQHaI2gYWykhMWWUWcWrgNMzyxh3ZoyKuX8KZW3Kjs5niuSRtOHqeOtl/Co0Y8BxloAbU+T\nLFQ/FXnLdJ5W3oHiunqtHIfuzh0bbeiXk+99o2plXL02sNTmm112G9dxbMe7kvIm3S8pqZXjMMkb\nm1yw0UpTyMGvr03c/uaC6ghusr6OY64FzGqIEIAQ/a0htnkj4/Z7zbKsKUw4cGAv5ubn2z8vzM9g\naqqCyclJo7sJSQSbKQ1PPXkr7v7tFA4dqcNPuQW15DlwHeDA9CIOz9XxmBM2YN2aSsft+dKTxPfD\nIhH4ATwv9J9JM7tbWGriwOFFNP2WR4yLVIsEB8DYiIetG8fb7tK+n2XOp/oEQasFkkZz6beapxsq\nZmsBJEz/8rXy1nmbMWTFVQu2ieFe0q9Jpw39w5xcx+i4Nt+JOiuuiflinoN5p0liXtxOQ0U5L2k7\nm07TzqOfNzZx7cwX7XJBvp6XC7JxsMkbub55uSCNN03zJvpcNrmgzzF1vrKak2O5hnSTN7Y1pFuS\nDuhjo6P473v2Y3JyE407LaEDugbRmqBDRxbxqweOYGYhtNv3XAeem24Ct3HtCHZuW4fx0RIcJ9yA\n87xASp7TfgxDveHj0JElzC92Hg1zALjKt5BKycXkulGsGSt3aFWDR3XjTytmYUMV1+Z985c7yzyn\nZKkDIi+UPPPCuDbbCC/pEmyijT8KIt2HKk1rEzdLm+Y0njUGtdmV75MVV37bl3mT5ZQs48o4uvW1\n0SYfaZO1Q0vGzXNmz9Jm5Y26s9GtmTpHtrnQj7yxy4XOR89kadPWIWsMnY8hyjZsTeZClvN+VlzT\n9R32GqJ+7n7VheT20oe86erwVNIBHaALehp0QO8jm9aPYXLdKH794DQeemQ+t9k4PFvH9OwjOGn7\nOmzeMKaN3fQFGs0GFuo+Dk4vZeoEwsanXHKwbk0Fk+tGM8cgi2O40803L/S86FtQ+HP+Nx1doYjG\nED/qYupEnXd4XXUJNtcGsW//eVr5zdU0bmQ6mfW5VMfo/HUwKawSk0deZMXVrYPUZu281TF05xht\nngs6rcmz/oA013m7XDDV9i8XzLUmj9hJam1zQf05K65pDYmv7/DXkKiBMasLpjVEvqY7nWeTC2Rw\ncFUscBwHu7avQ6Xs5Z5LB8LGZ++h+dwjUiqLmkZKZXykhE3rx7RjkCOxcfM1dQ8Xhq7KkVY/Vqk1\n+VzhYfD+u7jLz28T1wR5msFUa7a2gHSHtxuHGcOQC2YO23a5YKq1yQWTuVLHYKM1zQWbUz6ma6aO\nQ0fYIAxH3qyUGmKDTQ0hRx82U4QQQgghPcBmihBCCCGkB9hMEUIIIYT0AJspQgghhJAeYDNlia2V\nRFHWEzZx6X5BCCGEFAetESyYX2zg0MwSNm8YxfxCE3NLjUztxFgJm9aNYXaxgdGyi5FKKfs2WQDr\n1lSwZqyMg9NLmFvMjjs+4qFS9jC30MBIJfx3GtKZVwCACA343Jy7S6QPVZZZX1wbFKKVt3brbhVW\nfbNstL4f5N5pZKONnLhd7RikNvyM2T454evhHMi/M9GG8bNv3w9jBcrf5GvVddC5QHeTC7ZxTdfM\nJBfC29v7nzeqc7YuF0zHINdM/p1pLujsEdT1tckb0+13GGpIv/OmiBqiurz3s4bYkHRAXzM2jvmF\nGQDb+xJ/NcFmygDfD7B/agGLyz6AsFCtnahgdNTD9Gy97VIOhGae2ybHMTpSat+mu7jsY7kpMDbi\noVxSmx+Bkue2XdBLALZvXoPFegP7Di3E4pa80FuqXAq1AsBSvYnlho+xEQ+eF8UNAoFA+iq1N1aB\nAAE814Vai6JHMsR9T9L8TOQGr/4+S5vmeSM9fpKFIM3zJsuDRsZNatM8kWy0yTHkuZJHDUl0C3Ra\nkxI3B4zipu0U0owObbRZrtV52s456HxUS14uyM+uanWGjurf5+VCUpv8nfp7m/XtzF2bXMgeQ3J9\n0xpW+ftk3GRjmWbCapsLeXFN8ibNWFWXCyZa+RpriFyfyB+r1xrSDaoD+vzcLM547EZMTu7B5OSk\n5i9JEjqgazh0ZFHMzC+nPkoGCBO7vuxjeq6OzetHMTFegZfzDaNccrBmtAzPc8NH0WRom00fM/PL\nOHhkCevGKxipuJlaIGy2RkdK2qMUQRDAAeC4DtDyWMnTSn8XE1d0QPq8ZBvWqTsK+XNWXLWQyG9l\neXGjZ6Hlfzu30ao7lTxnaVXreW7qjiCujQq9iVYWb53Roao1HUNoSphvTmmbCyZa9YiOHINZLgB5\nrtmqa3X47/QnFahxTXNBvq9JLqhHLvO1Zs7dRWvjeZOfCwCUeTDLG53hZFLb/xoC6PJmpdYQdGlA\npTqg0/k8Gzqg94HDs/Xc1x0nbGJ2rqmglPKcvSSNZrgxZ52ek5RKHjauGzU+nNtoBiiX9Id/5bcg\nB07s0TR5Wp0TdlybXzAjR+HWMwdz4kZOxfrTEapW943NRqu6D+tOTalafdzIXdpkbqVWZ3KoPs7D\nfM1s1rd/WjUX8h4TIrXStVq+hz6u/pRm0bmgjidbG62vjdYmF4rKG9O4dtoia4iZdiXVkGbTR6mU\nvz8hxcML0PuEq9lI4pgdDXQcx/jrRnjqzzyujdZmvOYu3w6Mp0vTSKWPo79aU6fkbrSmmGrVIycm\nWrv17b9WbTz0cc2csOPjWBnaIvLGNheGI2/MsKkhuqa6l3EMuoaYPmWDFAubKUIIIYSQHmAzRQgh\nhBDSA2ymCCGEEEJ6gM0UIYQQQkgPDNXdfNVq9VsA9tdqtde1fj4JwN8DOBvAbwG8tVar3aLozwVw\nA4BHAfghgDfUarV7ldf/BMDbAKwF8FUAV9RqtaUixm56QTdgd3EjzK/dNNehy/to+0g3TvK9eqr0\ngtWSrTDtoCkyFwadN0XBvOnmKRCsIaQ4hubIVLVavRDACxO//jqAhwE8GcAXAdxUrVZPaOlPBHAT\ngM8AOAPAwZZexvsDAFcBeAOA5wI4C8D1tuMaHy1pG49mM8CBw4tYqjc1G3joNbLc8NFo+rnaIBBo\nNn14XuSlkhlVCPhBgMV60yiuaDmjS7O8bG3Q9n5R3ZiztL4fABBGWnk7vIk2jGmmlWPtl1Ydo+8H\nuXfOSDM9wDHSytu1fT9/HZJxdetrGlcaNspbsfuZC3ba0JPJbM3McwGAcY6Z5kI4X3Z5E33G/LjS\nzsEmx0zzRr++NjkWxD5b/2uIed6whgQxw2YyOIbiyFS1Wt2IsNH5b+V3z0V4xOms1tGk66rV6vMA\nvA7AXyBsku6o1Wp/3dL/IYB91Wr1mbVa7XYAbwZwQ61W+3br9TcC+E61Wn2HzdGp4ybXYGGxganZ\nJTSa8Q0mCAIsLjWxUA+d0fdNLWDNSAkb1o10eE45DlApee3HyjSaAr7fRKnkoaT4pMidRdMXgAOU\nPMXtMBcAACAASURBVA+eGzZWfhAZ1UmtEAJB6zbaQAALS01USi4qZS/mv6L6t6imomERj/u6pLkq\ny8+b9GlRteqtx+mO05F5napNMwlM8x7KchROe68sl+A092IbbbZjdNKB2WkX76S3TGdcJ3UdbLSq\nAWb0+2gnmra+qhu3Lm7yM6QZCqq6tLlJ5oI8UmCaN2lrZvL3ReZN1vqqcUPTTJu8CdrrY5I3QOfc\nyFwwzxunYwxZeZP8DDY1RH6OLO3RqCE2ebNyakh3qI+TWZifwdRUBQAwOTmp9QUjcYaimQLwIQD/\nAGCH8rszAfxPovH5PsJTfvL12+ULtVptsVqt/g+As6vV6vcBPAXAe5W//RGACoBTAfyXzeDGx8oY\nGy3h8MwSZheWEQQC9YaP2flGx5m1+XoT8480MbluBBNjZbiui7LnYGy03FlUhIPlRoDAFyiVwtd8\nXyAAYufhHMdBuVxCSQgsN/xWkWgdrXI6vVaWmwEazQCjI1Gj5rZ2nMkxeJ4b29kA2WaLSXPBzoId\n16o7m86CHR+DWmA6d/TRPKjf3qVxX1rBlqZ6stCr2qTfTFILOKkFO/xckame3NlkGShKbRQ3Po/J\nOQDiz+bTadVvw7o1S8bNWgd1Z5OXC6pWdXZOMyVUH5ehc4FOavNyQZp4qjmW9v5q3vh+5Fptkjdy\nm0jzKVLjyvzOcuNO5o36edPmAIBV3iSPjPQ3b6JrDfJywaSGAOG8qbmQN4Yiaog02xyGGiJjZpnW\n2tSQblAfJzM2Oor/e3AJC7+4B88/aw+d0C0ZeDPVOgL1DABPBPAJ5aXtCE/xqewHcILB6xsAjKqv\n12o1v1qtHmq9btVMAeHGMrl+DONjZdx971THUaokUzN1LNZ97N6+DmWN23kzEGgum7nujlRKWKo3\n4Qfpz0GTCACLdR9jFYHRkc5GLhlX7hRMNlL5CBTdtyIZ10SrFg1TR3ATrdqkmGptXMmT/86KG7lA\n5580llpAf22dbORMDAnlo2h0Y1V3CibrG7lA9z/uSsmbotzsbfJGHv1ynMHljWkNsc2FY7+G6F3n\no1zQu9nbsO34nZCPk+kcF7FhoM1UtVodQdhAXV6r1erValV9eRxA8lkudQAjBq+PKz9n/X1XeK2i\nZUIQCJRKZokpLBxvHdeBExh7oxdy0eUwXEy5ki7SLMqJehjWtyiGIReKmwdTx3cb9/DiXNyLYBjW\nbKXlgsU198YxvZQjZ6WSY7zvIiGDPjJ1NcLrnm5NeW0JQPLR1SMAFpTXk43RCIDDrdeQ8foCeqWA\njcrqMQpWgc2lNt9IqLWniMdZ2MQchvmyucZjGMZbnLb/uWD3KJZhmANqQ63NuvV35zM+Xsb4eHw3\nuVyvYMOGNdi4cU1f3+tYZ9DN1CsBHFetVmdbP48AQLVafRmAvwJwckK/DcDe1r8fav2cfP2nAA4h\nbKi2AfhFK6YHYJPy991TwKOQ5PUAJuSfYEwGNpeanuajtjvk9RYmmN7SbxNzGObL5FRJ0WMYDm3/\nc8HGBmI45oDaUGuzDZtrTVhYaKAyEj+Bs7i4jOnpeZRK4xl/tfowaSwH3Uw9C0BZ+fl6hLv/dwA4\nCcC7qtXqSK1Wk6v9dAD/2fr3j1o/AwCq1eo4gNMBXFWr1US1Wr2j9bq8SP1pAJYB3NXzqC2OtZq3\nSFYDKEBpOYICHtBbpJYUR1HrcGznTTGVwfjdh2AOhmF9h2EeBpkLoa1OfBJCWx6Bpua6YBJnoM1U\nrVZ7QP25dYRK1Gq1e6vV6n0AHgDw+Wq1eg2AFyO8Q++SlvyzAN5WrVbfAeCbCO/c+03LFgEAPg7g\nE9Vq9ecIL0T/OIBPFWXaSQghhJDVydBeYVar1QIAL0F4qu7HAF4F4IJarfZg6/X7ALwUoe/UfyO8\ng+8C5e+/DOBaAJ8E8G8IHdLf2fvIBDZvHDNS7js4h//7zSEjrevC6GuSEAKN5QDNpm8UFwB8X68V\nQmChHpqJmuA45g7ERVzkGZ7SMNeaUpRW+iqZafONEJNjML0hQvUfMtWbYJsLqz1vTNdLaovIBdtx\nDEPemLKSciHE/BRfcecaSK849gu/uvCDaILaPioOML+wjN/uncFivbP5WKw3cM9vD+PgkSUIIXDi\n1rU478yd2LQ+rQkTKJciI80gCNAM0q99aDR8zC820ZQGc46DSrnTOwrhKFEpu+H1Ka1bq8uldO3S\nchMLS81wY3UcVEoO1o5XMq+/kNcD6IzjVGPHNFO8ZEz5um3cPK2Mq94hpxuD9H7Ju3VcNYFMM9Xr\nHG/oB5blaQPEDRRbv8mMqxodSs8xXVyzOYhMEW3mS6e1WbNhyBupVf2N8nPBLG9sciEy7jTTmuZC\nUps1B3GtPm9kvtpqi8qFPO2w1BDppZXlkRYfb24udHWe8DNf/YFIWiPMTE/haadsp8+UwpYta7Xz\ny2ZKgx8IkbVhNps+pmfr+O2+2ZZ5oMCvH5zGwwfnMb/UjGknxsqo7tqI5zz5RJRbt5yWXAdeyYk5\nkofvGRp5yjPWQgjMLjSw3Eg/h+25iDVKlZILz3M6xisCAc8Nb3l1HAfNpo+5pSaavjTbi3AdYLTi\nYXy03B5DmsdJmvN2lvuxuoOQBSZPmywwahFOi6vGUIta3Dm4M0aam7fUJndMWbmQ7tZ89LXJnYJN\n3DRn6LS4atOXtqNQL77Vra8aI2unkpY3aWuT9X5ZuZCmtckFnba3dehd23su6OOmrU2eVjVXlQxz\nDRGtL6IroIZ01Uxd+7f/LMbXrIv9bmF+Bs88bRcmJzcBoBs6wGaqL/iBELq7ZJbqTfzPPftxx90H\ncHg2aW0VZ8uGMbzo7JNw0o51scfIJJEb9+xCA4v1JvKPyAs4cDA+6nU8RiYtroPQJb2e0ZwpYnie\ni7VjJYROvtlxk4egddrImFKnlc9YQ+63vKRWZ4AqC2U4Vr1WkvftsZu4Jlq5UwjnIH++bLXS6DEc\ng14L9DeuzAUbbTgGs1wI0Wttc8E0x1SDTJNckEfDTLX9zgXAPK6kX3G7qSFmeWNfQ0L6nzdAMTXE\nS5pFGfL+G/9JrJlY2/H7NRPr4bou5uaO0A0dZs3UoO/mWxHobjceHSnh/v1z2kYKAB6ZXkSl7OY2\nUvI9Pc9BfdnXNFIA4EAAKJVcI0dhAPpGKhTDb38LzI8bPSJBf+uu1Jrcyu22TFLlA5/1WrNb76XW\n5BuXrdb09n9TreoCrRuDrdbWwbzfWtu8kTtEHUWur02Oqf/XaU3WzEZbZC6Ep7GKygVzrWkNkUeH\ndBSdN0XUkOXlZtfP6EtzQCfdsbqP3fURKzfhrr5DkEHCA7hkNcA8Lw7O7bENmylCCCGEkB5gM0UI\nIYQQ0gNspgghhBBCeoDNFCGEEEJID7CZ0mBiHSGEwMR4CSWTO84cYHq23r5dOI8gEHBcwNz11jEe\nr+vA6IrIIAjg+2bPaIrfVqzXmttyCOvY/dTKW7BN1qwbremamWqlLYGpVsbXazv9yPqnNSO81d5U\n7xSSN0KYr6/6f522iFywzxuzGhJ+flOt7RqY542dO/yxWUP6+eBj0j1spjTUl334fvZG6/sB6nUf\nzzr9BLzgzJ3YsiH7UTOVkgvHAf7p1l/iX39wLw7PZD8msNn0sVRvYqTsoey5OeUlbIzGRz24jgPf\nzy4aQojQO8pxsGGigpFyvj9Mo+FjamYJv3roCA7PLLbMPdO1quFjEASZYwjNTYPYbdtZRSMIRPu2\nbnkrdrY2aN96LONmrVlSm1eU5XvKW5p1cSNjU6GNK7VyTrJQx5CnlesAiPbt4HotjOOarK8cr4k2\nGdckF8zyRq6vY50LOq16y7pJLoSfM3/HX0QuJLW6XIhMIB3DHJNWFfq40lolb6ysIZHWtoaUSl7q\n6+ToQtNODbMLDQGELuMlL/JxCoIATT/ocCVv+gFu/+lD+MX905hbbAAI3ckhgKVG/NEzlZKLC571\nKOw5aRKjldDyyw8CNJo+lhvxdRFCYLHux57w7QAolxyMj5Y73Hyl+V/bJbi14Ze8uAlcs+ljfqmJ\npi/aD7Xy/QDzi6FZqMpI2cXxWyYwOlKCm3AJTvqcJN2H01yOJUmXYBNXZVWb5potPwfQ6dacZoSX\ndBTOckrO0iYdr9UxqGaFWY7G6XH7o006m2dp01zJ87RpjtFp75/U2uZCckyqVl2jvPVNrkO/tFm5\nYBI3L296zYW0bdJGm7YN6vIm7jSePwYTbZE1BEBH3Kwa0ksuHMUa0jcHdBXVDX01O6HTAb0PyGYK\nACAEyuXwKFG94eeeJTs8s4Rb73gAew/Oo97IN97cNjmGP3jOY7Fl4yiWln3kbRdhoxXAdRyMjXi5\n30rC4hI2HmUv/bl8kqV6A/NLTSzWfczOL+eeWNw4MYLNG8dQSnlkTRLVfVhnLGfq7AxEBcY0rs0Y\nJCafTX7rz5tbdSegcz9WHaN17sc2cWVhVxvRvM9luw7hePuntVkz2TQXlTcm440+W75rdtwd3kwb\nvr9Z3sgvUf3KMTVvipmv/ubCSqshkV6fC5ptva8O6CprJtZjYWF2VTuhs5nqA7FmCvFD1zoOHlnE\n5795d+xoUhYnbV+LC8+rmg3K4tCu5wKVspn2oUdmcWSuYaTdsWUCG9aOGGlN3XyL1Jq6D9tqbTBx\n+ZaYODvbxixqDoZhfVda3thoTXPBVAcMxxwMw/oOwzzYaTO3966aqbQHHaex2h9+bNJMrc5jdoQQ\nQgghfYLNFCGEEEJID7CZIoQQQgjpATZThBBCCCE9wGaKEEIIIaQH2ExZ4rlO6BulcSVfXGrgF/cd\nxs7jJrTO6BPjZZz1hG2oN3z4vp+rbTSaODxbx9TMYqb5XET4erPpa52Cg0Bg68ZxbJsc194WMlJ2\n0Wi2LBQ0ceVt6yYuwfJWZRPH9fCOSjNtNAb9XZU22uh2adO4QquV5oXqrdB5WkAYzYGMZbIO8rOb\nam3XzCYXzMZglws2ccP/9zcXTLW2uaDqdVp1HP3Synkqbvs99mqIpJ81hAyG0qAHsFJwHAHPjXyV\nXNeBHwj4fqe55t2/ncID++awUG+iXPLw6B3rMbewjIcPLsRaMNd18Jwn7cDjdm7E6Ei4FM1AIBA+\nSglfKCEEZufrqDcCCAANHzhweB5rRsuYGK903BLttnxW5G20TT/0pko3mwtvqa6US9i0oYQ142U8\ncngBM/NxmwTXdbBhYgSlUji2esNHYzbA+GipbTqqjjdp1Jg0j1S1ScO90LU4fazm2sipOXQpztbK\nIhyZsorM26Y7jfwAIdJvb5ZjUM1eI4fj9LiqNgiKMQPN8suJ1sjG1DFy2DY17czLhaQ2afKoi5uV\nN6EzfJQLWXGTpo4meROfr/T1TV+HfK1J3qTFzcqbtLjq3+rH21veRHHDtY8c1M1y4VisIdIdvh+5\nQAYHfaY0zC00hDS+TPNw8f3wEROBAPYdmsc9v53C4dnl1FhCCDwyvYjpuWXs2bUBZz9xO9ZPjHTG\nbbnOeS7guS4W640O93OVsudi7ZoKRislOI6A6zipG3BUcFx4rcdGZJnbBYHAwlIDDx+cR6MZYGKs\njLHRUsYGLFDyXEyMllAqeZoCHXf6tSnmWYVUamXxznPNTtNmORonx5DnlJyMm+eEnabNckpOuj4n\nd95Jrer6rNOqnyVvHZJzlBdXfjb1UR95OdZbLui1eU7YWVrTXDjaeZPMheTTANK1ZrmgfhabXLDV\nZudM/HMfyzVEp+2mhoA+U4VC084+UG/42gkSQuCntQP49YNHwsey5OAA2LN7I3ZtXwdP981CCCws\nNdEwOAztANi2aRyVsqc17guCoH3kS6dtNJo4PLdspHUAbJioGJng5RXATq08qtC/uHmPpuiPNt/R\n2Fab13D1po0fhdFrnbbLtonWxFDUXmvjLD3YXJBHM/qZC8XljW0uDEPesIYEQQDP01xLkoHucTIA\nsGZsHPMLM3RA18DTfH3AcRzMLza1jRQQXsW0ce2ovpEKAyMwbHYFzAobIL8hwahglUqe8eFkQ/Nl\nZQzmjbzNIW0TrTy8b6rNOm2SrdVPho02PLpg5nZup3XbR5LMtfp5kFqTL8yh1iwXTHNcjW0S0yYX\nbLThGPqbC8Xljds+hWWiHYa8Ma0hYSN3bNYQ3xfwunzWcdBsQPjpZ1IAYH5uFmc8diMmJ/dgclJ/\nBGs1w2aKEEIIWYVsO34n8k7zzUxPYXJy06o9ImUDr2AjhBBCCOkBNlOEEEIIIT3AZooQQgghpAfY\nTPULq5sibczcihoDIYQQQvoBmykNDgycigOBk3asxfqJijZeyXXw4IE5LNWbWm3oXxXe0ptP6Al1\n794j2rjyVtrILE+vrXiOfgxCtOdKd2eWNMkLjRP1zuymzs7Sd8VUC9hp5byZanWEGv06dKfVjyHK\nBTOtqRN1tF42WvNckKaUem1x61tM3P7ngnTNHvT6hnFNHd/NtaY1RBporrQaYqLt0hWB9Bnezaeh\nXHLRaIYbrZPiuusAqJRdPHrHBuzatg53/N9+3L9vFkvL8cfCSF+1ejPAvQ/P4oH9czjtcVuwdXIM\npcR9rUEQoN7wMbcQNUYlL/0W3GYzwN5D86jdPw0hgPHRR/Ds04/HcZvWoJS4DTfycAk9pgIhIDTO\nv57nYd2Eh0bDx9xSM9U41AEwUvEwOlJq39abZjYXGSjGXYLTnKhVrxWpDQ33OudBNcKTt3WbaOX7\nZTkK28RVP7PUZvnVpLlD52mTvzeNm+cYnabN8vhJOjDnOUbLuUjGzXIaV8eQ5S6d5tEjG6q0vJG/\nN8mbpJlmP/JG9XaSY9blTRG5AMRzzCYX8rRqXBP3cFUr/9+PXFgtNSQrx5J5QwYLTTv1CADwfR/N\n1rdd+VvPdVAqdSbz9OwS/uvn+3FgagGBCI9GNVou6UnWr6ngtMdtxrqJEQBAoxlgdqGR+m3LcYCS\nFz0CYXqujv/91RTqjc7n+e3evhZP3rMVG9aOtMYs2k1UxwcUAZxWwdE5Gi8t+1isN1ufRaDsuVgz\nVk6PGwg4LRd3nRGe6tCc9yiKNG1eXPV107hyfvPmQXXVzjMaVItpOJ5sR+OitOrOXQikNrrqfEkP\nMqktYh1stIPIBfsxhKaUuryRO3fHQSyH0rTq+iabvrS40Y49Pxfk+su6kO3M3pk3/ViHovJmGGqI\n6XjlmqkO+TY1JCVvCnFAX+3O5xI6oPeH2AQ1mj6EiJqaPH72q4P46S8egYGJOvbs2ohtm8ZRb+gP\n3S/VG7hv3yz2TS3m6hwHeOHZu3D85gkjIz7k7GRVAiEwt7CMStlDuWTgFmcYN+1IgU5rYphXlNbE\n2TrS9t+5uzttMa7kpmaaRWiHJRf67bBtq9U95qe3MZjlQt4Ry7S4ReXCSskbIPxsfVizQhzQF+Zn\n8MzTdmFychMAYHJy0vhzHUuYNFOrb1Z6pOSFz7UzKQAnHLc283l6SfYenDdqpADg8Gxd20gB4cXr\nUzNLxjt8QP+4BwBwHQdjIyWzRsoirvwGbKPt13t3o7WZ17AAmemzjiCm41gVN7sxm2lN16worW0u\nFJE39rlgrjUdR3h6yCx2ePSx/3lj8sgYdQxF5cJKqSE22NQQU6QDetZ/Y6Oj+L8Hl/CDn+3Fd350\nD6ampvr6/scSvGaKEEIIWYXoHNCJOTwyRQghhBDSA2ymCCGEEEJ6gM0UIYQQQkgPsJkqmNERs4u0\nS150O74Ov+XVZKRtBsYXwQvoDUq7ZdB3ja6km1bt5mrwH6yg621JgXDN7FlJNYQcfdhMWSCdbqVH\nTBai5aA7MV7Gi5/xaDz15OMyi5cDYNe2tdi1fV3bfC5rZxoIgYPTC2j6AY7fvAbr1pQzx+A6wM7j\nJjBf93HnLw5g78G53J20CAI4kGaI+XcVBkEAz3UBISBy50FAGLr5qkaBOkdhaegXGoTqtfK2an3c\noH0buG4OQvdlM8foKK7eiVqOUXWOzosbj2+mtYmbp43G6LRNNPO06jrotKa5kIzbv7yJckE3Xza5\n0E3emORC5CKvzwXV6bxfuZCMmzeG5Pqa5kI/a4hN3CJriPp3eag1RLcOZDDwbj4DIt+QuCWCfFRD\n3JFYIGj5nLiOg9ERF4/fPYnjt0zgztoB/HbfbFs7uW4EJ2ydwEglXIbwyBDgQMBJ+JTMztdxZK6O\nJcU+Ye14BWtGSzh0ZAnLzWgD37JhFJPrRtvGcot1H795aAYHpxexe8d6TIxFj70JggCuo5rQOa2d\njt9xW7b0Q4nGFbmdC8RvCRZBy/MmERcIUuMCyTGkO/9KLx2dNm6sGdeqDt2qNr6+UTFMi6tqs8z8\n0uNmOVlLn6JIm+VKLv9e9dLJcq1O8x7Kcq3O+rx5WnUdshyuO+PKHAs6zA9tciE9bl7eOB1x03Kh\n00DRPBfkuNJyIa2GpGnTniAQ5UKWA7p5LnTmaKeHUzd5k/wMWd5QcfPPKBfS6qvJtp4+hpVRQ9TX\neq0hZLDQtFOPyDNnlMmO9tGqbHO7ph/gwNQCfvSzvTh+8wTWjpdzj7e7TuiIfmhmCYtLzcwTOg6A\n5YaP2cUGdmxeg0olu0cueQ42rxvF7h3r4Tro2EhV5I48fD3fCC8sMIA87ZT3mAMZF4DWZFAWGPm2\nWVr1MRNSr9c67fHmaeX657lb96LNc8IGkq7V+TmmavOcsENt1JTpjA6jdXBSm4J0LdrxdWPQrVla\n3EHkjVwrk7yRO2fdjs82F+S2aJM3NrlgqpUNtKlWZ2pqmws22mO9hjhdmlvpHNBVVrMbuolpJ49M\nGZBnWBd+23XQbPrabwklz8XxWyZw6mO3dDy7L41AAI9ML2q1AkC57GHX+lHtGJq+wL7Di9i1fS3K\nOU0XEG7E4Qatd/MNjzbJjVuvNXUpDndGQmsGKGOFR8/y48a1+WOV61ukVvd8rTD/zOKqWn3c6Bux\nyZpJrUlcUxfoKMf0xpCq1ixv9K7Ztnljs77qkUudtptc6K/Wbn1ttPa5YFNDTHOhuBpikmNF1pBG\nw0e5bG6grHLgwF7Mzc9nvr5mbLz9TNq5uSMAtnf1PqsBNlN9Qn5HMcHKkdxiDJ7r9v1yZHkkwuIv\njOPajqMIrSk2U7DStEVgkze2OVZULhTlXG3KMORCEXlTVC7YaQefN8WtWfeLJh3Q05ifm8UZj93Y\nfpQMsB2TkzT4zILNFCGEELIKyXNAn5mewuTkplV5Wq8bePUaIYQQQkgPsJkihBBCCOkBNlOEEEII\nIT3AZqpPOFaXilsFNqYI3+zo9t/+Rg7v8DGPaXORZRFax7HTmlKc1vSiWPP1tdeaIe/gMtMWs77D\noGXe2M+rqVy1PShiHCb8/+y9eZRt2V3f9znDHWt6VW/s13NrOBIIBAhhSYhYYEzsOIA8BIOd5eV4\n2YmTsBI7xvbyMsFeyNjLdhLjiYAdiIkhDmDAjnGwAQ9IIAQSDUJ0S6fV6lar+/XrN9RcdzzDzh/n\n7rr7nnuGvavufVXvvf1dq9frqvut39337N/Z53f3OfuzlzWGmCxoslqebDGloSo6rQqcEzXk3zRN\nieOEq1tdVts+VeeA40Cr4fKmRzfYXG1StUq24Tlc3mzz2OUu3ZZfOWw1PIdLGy36w5hxlFSe3FMy\nsNAk/wocx1X+riouSCJ4mVcFFUoIYJmmlGhHyyuXNKvvURVX8nfqckHGraNAT/PG1fCmx0ul64jR\n0us4aHrFsVcnF0y8kh6ukzcqOLFI0/4V2v2rmwuyfxeZC2qsurh5MntdLpjmjQ5pXMZ1HLVPquKa\n540e5ds0b+wY4vsnwyJYLVZ2NZ+G5GCUpwzLC4ZkrbiuR1JA/hVCkKTTE9VzXa5dWqU/jNjeHzKK\nZjlSDc+l2/bw/ax7nnlsk/2jITfv9ugN42Of68Bqt8FjV1ZpN7OtZR651OCwP2LvaMxYoaW7Dqx0\nGlzb6tJs+gjgcBDT9B06TW/mhJzSuKcVnPqtqp6a7U6AgbOsFNU7TzrOk+TnacBl71dEP67yqnFl\nO4qI0Xmv5zkzF2rpVb/1yveSg2xR3kjY4jRv3JnBOZ9j6u88z50p4PNx1d9lvJr5uCr4UX4Gz3NK\n+iFrg9oPVV7XdXJ8nGK6dDHIsizuPGF72mdlRHC9XFDjTo9Pfd7IXMjnTVEuyP7VGUPq8iY7vk5t\n3LJc0IkrL+RJMhtDhYCeJG/U46uTC2V5UzQu3I9jSNG5rr6XyRhidfayxZSGVJCaSsgtSmTPdXAd\n9/giJgQkaYoQGUBPVbfdoNPy2T0ccnA0RgCtpke76c9Nt2+stllfaXHz7hE7B0Nc1+HqVpet9c5c\nG9a6LVY7TXb2BxwNYnzf5fKFDuurrTnvOBaM45huK6XZ8CSXvBAYNztoZMegCG4nj1f+G1u+iDo+\nZp4745Vxi6av1QuIbEPZgKIWKerviqQWKbKJZcdg+q1RHL9HmVe92KjvVRZX9ZZ9NhXGWJeP0ptv\nQ1F75d+rx7ZswJa/U49t2S0i+V51eSPjqv0r4+p4q+Lm86bsGJh4p+NCfY6ZjCGmeaMb1yxv1D6T\nbdDLhaq8kbHz53pZn03bUD0u3J9jyHTGbhG5YHW2ssWUgXTJv/IEIBUMR3HlcwiO47C13qHb8umP\nklrv9ctrXN7s4jrl20hI78ULXbYuiMLiLK/+KBssOq3yzZOl5PYUdSd0dhy8wj3YiryymNCLq++d\nUo0XSRp3C/+/SNOLTfm2RHmvnAGoa4NOTBlX53OpXp0BW14YdeMuo39NvYsmUZ8kb3SOr5oLOpRv\nHZ/06hwv2Qbd/pW5oJs3Jm04D2OIjtd8t4JMurmge77rKk9At8Tzk8sWUyeSJuXbIGLd9gWqfINv\nJb5XPBtkZbUoGTyrey50v7XX6nzoQRxGVQK6JZ6fTraYsrKysrKyegilEtAt8fx0sjderaysrKys\nrKxOIVtMWVlZWVlZWVmdQraYsrKysrKysrI6hWwxZSC5RFaXpiuEwPf0nlr0XId2U687JrQRGzPj\nKgAAIABJREFULW/2/nreOBGMc8yrIkmQZxXYT/Xqkn+X5dVp59RbDRY8nVevHXXQU1V1wMC8MtaZ\nnnTjZsu7759cuN/yZhm5oAPRVGWWN/p9dj/lja5MjquJTMYQq3svW0xpSh2oMjRAWjrAqKC1ZsOj\n6TulK0GEECBSfM+l2/JZ7/qUL9YTOAhcBzzHwaF8Gw7fg27Lo+l7+K6D65QXgC7guwAOw3FCbxAR\nJ+VFleQqZZ+znKKuQvfqKdAn91YN9PK1OmL0LIzT1epfFUJY5VUBfVVtUEnYddRqGUeuAq266GZx\nsqXarltNl1a9dVTyaRvmmVNFcXX718RrkjdqLlTljfqaTt5MYY36eWPiVblmxcdgNsd08kb1LiJv\n8rlQ51XZbFXn74M8hqhA0EWNIVZnJ7uar0b5pJdSiwkVRimBbSo3xPc9XDc7YaM4hQnZFgSu4+A4\nU2/D91jvukRxQm+YTEolwTHyU6nK3AlxLhVi4gDHEbQbHp6CRHAc57j4EkKQSmiDEBlkVMEyOI5D\nKmAwSvBdQbvlHQPmJBV9SnaeMlUkEXx6YZ/FPagXXBVQV0SxLvNW9UP+tSJq9iysb8rpqos7Sw+v\njjtLjJ6Pq24pocaVbcqTxmWBpTKHJDVb5c2oBZV8vyISdh7yqHol22raZ7OQx+mxLffKz53vh7Jc\nUH8uOndOmjdFPxf1mZq7VW0o6l8Tr0neFMWVeaN6VRK2ehzK8iafC1OvWd6ojLkir5o3qlf1FXmL\n+vt+GUPK2lA1hhRfT04+hlidrWwxpaEy+Jr6TUH+XE7SdXBdD9d1iOKEVBRTs6W31fTxPZfDQYRI\nKYecOA7uZGBt+A6+55dC3eTA5SjfnpwSLzhESUoyELRbLq7jVrR39sJ0DC2t8eYHyzKvHKjKBg6V\nKDz9FlnuVS82enGne5FV5YJ6sany5i82+QtnmVdCGav6AaYXkOq487NJOv0raujWoBZ2zFxwyuLW\n9dmyvPm8yfqsLm/q+0z11gFjTeLO5s188V3mNcmFk+SNDj1c5oL8zGVe2Wf32xhSn2PLG0OSROD7\n9ibTWcv2wAIkb4noUqCnf1Pvzc9Glclxsj3/dOi42UwaFYXUNKag+oKoeuUMna5XB1QqByN19q9M\nWTxmZuXqvHpx9ftsuV69HFtGG6Z9gEEu6Hllf+nkgus6Wv2bxVtOLlRd5PJe9d/Fes8uF0y8J8sF\n/RzTHUPknpEP4hhib/mdD9mZKSsrKysrq4dQ6nYy/d4BOztNALa2trSKOaup7NGysrKysrJ6CCW3\nkxHJmE67zfOvDfm5j32GnZ2ds27afSc7M2VlZWVlZfUQSt1ORsrOSJ1M9qhZWVlZWVlZWZ1Ctpiy\nsrKysrKysjqFzsVtviAI3gT8Q+CrgW3gH4Rh+L9MXnsK+MfAe4HPA382DMOfV/7264G/AzwD/Arw\np8IwfFl5/c8A3wGsAT8BfHsYhkPdtsnl6FWSgLyqJdCqVy7BrYsrRLbkdRzVr9aI4pRRlLCx0qxd\nCSOXVet8tiRJiWMHt1G/akayV9Rl0HXeuoWKEvync2zvN69c/qznTSdeodm/+l4hdPM8y0N9r16O\nTePW582Uh3X++1d+9sXngjj+d9G5oLa7zru8vDHLMZ0xJGvr/TEumI4hVZgSq3unM++FIAgc4F8D\nt4AvA/408J1BEHzrxPIvgdeBdwE/Avx0EASPTf72ceCngR8EvhK4C/wLJfYfBL4L+FPA1wHvAf6W\nSftSUU7zzVPRodorX2s2vONtXsq8kHGjttbbbKw08dzMX+Td3h/wH379VX7mlz/Px557g8PeuPCz\nyDbEiSBKBHFcTeMejWP2emNe3x6wezgiioup6GmaEsdJFjdOieKklOYrGTmely1rrqL5St6KXNZc\n55UXWROv4+gQo8XxUmn5t3mp/Su9enmjF1flS9Xl2NQrtOJ6nnsMASw+Bnlydz1dWi5bryJRyz6a\n9lm1NwMa6vVvljdmueC6rlYu6OaNPO56uTAbt6rPYBZYWRVXzZtF5YLKuNLJG3lsy4josm0muaDm\nmF7/nq8xpMg7ZWeZjSG2mDofcqoS/F4oCIJrZDNLfzIMw97kdz8J3AR+kqyYuiJnk4Ig+HngI2EY\nfncQBN8NvD8Mw6+bvNYB3gC+MQzDDwdB8IvAL4Rh+KHJ618N/BxwUXd2Kk6yrBcixWEKycuTdVUV\nD2Lz7BQhsuJDnaUSIqOS+/4su0QIwUFvzHCUHJdUvUHEC1/Y5aWbhzNxXdfhq95+hSevrtFsesff\n5pN0SkpX5bvgOhnAUwhBnKT0hzFRMpsbrgOXL7RpTQjr2SAsSCbfEPOfzffdY/ZVGYFZetXXJG29\niD1U5JWDT17z3nmasFT+Pau9s7DAKm+ejFyXN2qcujbkvWVx1TZMCer1ccto61Xesm/SKjG6LhfU\n9zTNmzyZPR9XhTOW5U0+zqLyxiQXirzlbThZLph4TfNmSmbXy5uqc103b87DGKKfN/rnumaf1QMG\nC/SDP/FRkX8A/WBvh/e94xEuXbp0kpAPpC5fXqs9vmd+my8MwzeAb5M/TwqerwH+O7KZpGdzhc8v\nkd3yA/gdwIeVWIMgCJ4F3hsEwS8B7wb+ivK3HwOawDuBXzVpp9zyRSXpVpGdpTf7uXgq2nGyvfuE\nEIyjbJOXZtMrnN52HIeN1RbddsKd3QGv3jri2c/eLfyGk6aCjz13i99+aZsPfPmjrHUbky1kitsb\np+CIBMd1GEcpg3HJDJSAW7tDWg2XS+stYGajm7n2JokgTZJjOq8OMbpqwFa92bEVx9+QdeJWgSGL\nSONVVGWYFs1V3vw2Fjp5UzWw5r1F21gUtSE/G1YVV6VLV33rVb11cdVZjKq4eWJ0nVfmguNkBVhd\nXB2vWS5kXhlXJxd0xpCq7U/m26DvnX4JWl7eqO2v8+r0r0olf9DGEJgdR4pkMoZYnZ1OPT8YBMG7\ngyD4/UEQvHUBsT5PVhz9CvBTwCNkt/hU3QIem/x/1esXgLb6ehiGCdkzWY9xUjnZCVN3Px/Ki6j5\nkA7NhltaSKlq+B7b+0M+Ed4pnVaWOhrEvHa3N92Lr0LCcegP4tJCStUoSukN48JZrrm46N/XzwZZ\nfTp89jd6xHeofx5n+V7dvKknKkupM6B1vmk79Lw6fSafkdOjNTu1BdrU62p7s4u+Xi6YeE36V7Zz\n0d7zkgvL8Orngn4+3m9jiNSixxCrey/tmakgCF4C3h2G4fbk53Wy55M+MLGIIAh+lOx2XfFDO/X6\nA8A14H8nu/XXBUY5zwhoTf6/6vWu8nPZ39+XMjmXjE47E/OSvEafzY4p50LL6odl5cL5yJuzbcR5\nOAbnoX/Pw3E4y1y4e/smg0F/5nf9owMODlr4ftaura2LWsXpwy6T23xPAZ7y8/eQzfC8B/ht4KvI\nHgT/EPAXT9KYMAyfBQiC4H8CfnQSbzNnawGy94fMF0YtYHfyGiWv9zmFzE5W/W+Vy2iA0WDhFD/k\nXiTXILCR1+CkPQ9eE5lMzevmg0nM83C8TB6WPQ/tXZ538blgMoacj2NgvZnXpN8WW3g1mtBszP6u\nubnO5+6kvLy9zdHhPt/8dStcvHh5oe/7IOo0z0z9XjJMwa9Nfv6PQRB8OxnGQLuYCoLgCvDeMAz/\npfLr58mebboJvD33J9cmvwe4Mfk5//pvkN3OG05+fmHyXh5wUfn7E0kI/SJFZ4mvie+4AZoyWl9g\nYE4NvV69LfNqLAc+T14T6SxPl9LNB5OY5+F4JUmqXVCdh/Yuz7v4XDAZQ87HMbDezGtyDut7dXRh\n8zoXNrdKX/cGY/b2evh+t9TzMGhzc6XWY1JM5a+eLvC53O9CsmeVTPQ08FNBEDwWhqEscr4SuE32\nsPmfD4KgFYahvF33fuAjk///2ORnAIIg6AJfDnxXGIYiCIKPT16XD6m/DxgDnzRs47mSSYFktFbT\nqPBajtfos53tQlSriZbVD8vKhfORN9lD8Gf27ufgGJyH/j0Px+Esc0Gu8i5TmgriOMPoWFXLpJhy\ngG8PguDXgU8DPwt8M9ksktQfBT5j2IaPA58Afmhye+9pMhbUXyMrgl4F/kkQBB8Cvolshd4fn/zt\nDwHfEQTBXwB+hmzl3kthGMri6fuA7w+C4DmyB9G/D/hHJtDO+13LQl+cNVLDysrKysrqvMjkXsYP\nAt9ABs78NPDfAt8dBMEmHPOf/irwN0waEIZhSlaU9YCPAv8I+N4wDP/B5LVvIrtV9wngjwAfDMPw\ntcnfvkL20PqfAH6NbFbsg0rsH5u05weAf0u2SvBEz3PBlDmSTv7V8QpBrTdbMl4OWFQ1Hsc8fnWV\n3/OeJ7iw0qj0rrR9bm0P+OQLdxgMo8q2JnGC42bMqSoJIbi13ePjn77Nb75wh6jmG8tk8SNxnNR+\nNrlcuwoIKZUtJ57iJ+riyr+pkgpFrIurLgPXj6uXNxLUp5M3IErBfrPe6efS6Qddr0k/SK9J/y46\nF0zimuSNenzrvKZx5fhQJZMx5CS5oBM3i2eWN7r9sAzveRhD8vHr49bngtXZ6ETQzsn2L18CvCMM\nw782+d0PA/88DMN/tdgmnq2m0M5ZdskUUujMPWAtt4aY8l8kmG7+IVEVZii9koY8246E4SghUQCf\n4zjhtVtH/Orzt4gVwKbnOmyuNrNlwpPftRouVzc7PPPYhZl77kmSkCQglKlmOfWbP2cP+2Nu7/Q5\n6k8Ls27L5/GrKzx9fWPms0kIngrYS9MUd/JZVW8R86aMbZP3VoEl8zGqYIJFccsAgSbeeThfOVhy\nHs5XDBMs+hxlx6uobWV8n0V4dcCWVXHzQNQqb3kuzB8Hk1wo8pZxg06bC2VgSfO80cuF/LlimjdV\ncXX6V76W9xbFVblKprlg4n1AxpAT3ScsgnaqsgDPTDrQzjMnoJ93xUkqqsjOx5A610U+HFTllReK\nOhCeOpAMRjFxMk8ZlzrqRzz38g4vvLrHhdUmrYY3VwhJrXZ8nrq2xuWtbradTFn3i6yYSlJBlKTc\nuHXIYT8qvb9+YbVJ8OQFNtfayK0bih6UVEnZrkPpACK96gOXVV51gBGC0guP6pUgybILWuad9lMd\n6FAdvE28urlg2gaduDrefJGi115nMkNQTsJWL8Ly5zLaumkuyD6Vf1vev7O5UJ03089ddKGv8+r0\n77K8i8obk1zIFylVD2UX9W9V3ujmwsMyhmCLqaVq4QT0IAh+B/CBMAz/5uTnrwXkc04vAv9rGIYf\nqQhx3ymbTSq/95VB4qoH4by3jnirenvDiCSpXqWz2m3w7rdfYTSO6Y+S8gKJDOT56Vd26bQbNBsV\na+wcB9cBB8FnXt5jGFXDPPeOxvzWi9t84F2P4fvlcVXCteOWk4elV9KHoY6qnN1PlBdyE2/Vqpvp\nt8FUq39NvKa5YBa3fjNgXe+0z/Tj1tHLZ+PWE7ZPngvVcc3yZtq/ZUVf3ivbvoxcWE7eVK9Ck++5\n6LyZ7d/FjQsPwxgSx0nlmGt1b6T9zFQQBH8I+GUmkM4gCP5z4BfIKuJ/TYYy+PeT3z9Aqi/4ZcLr\nLEuW5F9tb6pLx60++VVpPCJwLOE42hiEVOh/PXJdfbJz3WA1H1v/S5r+8nR9jo9R/y7Nq9dnWTxN\ntpi7LK+LbuboUr5nY+t6F583cB5ywcyro+XlzXSGX8drwuA661xY1hhin6E6HzKZmfqrZMiBvz75\n+TuB7wnD8LukIQiCvwx8N9nKOisrKysrK6tzqtu3b3LU65W+3u8dsLPTnPnd1taWUWH6sMikmHoT\n8M+Un58G/nnO88/IiiwrKysrKyurc6w0jhBJ+e5vnXab518b4r6eISCPjvb5hve87aF/hqpIJsXU\nS2RohB+Y/PwbwDuB31I8X0VGJbeysrKysrI6x7p2/QmqHkC30pdJMfU3gf8jCIKnyWagPgT8cBAE\nHbK9+d4DfBfZ7UArKysrKysrq4dC2sVUGIb/VxAEKdkzUX+BKQP/+yeWQ+BvhWH4vQtv5QMm7eeu\nTbWsLV6MGrGsD3e2WlqfLUn3W3utzkefnYc2LGMMEQb7qS5LZ/3+VsuVERohDMMfAX4kCIIAeCuw\nDkTAa8CzD+o2LVUbiKpYhLrlyirwTccbRQnjKD5mNpV5UyHYOxjSH0UZu6mi+nGAJE158bU9nnl0\ng3arKgUEDnBls8PdvQGjqHwZoOc6tHyX3cMhF9ZaNCqW6qZpigMI1zlmTlV5hUKR1/HmIYZlXtD3\nyrh1y5VVqnKVd8pY0vNKEKxO3siVfHXL3FXKep1XsnR0vbptUInSdcvnpbcMzFnk1cEjnCQXdPAI\n8rPrjwv6/buMvFG9i8wb2V6dXJCrCXVzQbbnYR5D/LptK6zuiYyKKakwDMMgCF4FNoD9MAz7i23W\n+ZIKmlSVFQUOvjddoiu3XSij+Up8gRyQhJgfYOI4oT/MmFEAJCkNL+Ol5L39QcQLr+7xuRsHx79b\naftZcZcrqhzgaDCmP0rYPhjx0s0DvuKtl7m61c1hFcTxX7iuw6NX1riytcIrNw847I2JcmyFTstj\nc71Np+Vze3fAzsGI65dWWOn4M+1Vj6PnToGKRYOGCttzFW/RRUGF7alwvqK4RVRxuQ3HfNz5C3E2\ncBb3b56rZOLVzZuTtaGYLl3UhvznLaOKl3mzYzhLdi662BRRs8v6t4gOXZY3RQDFurzJ50Jx3PnP\nm6YpSTLPl8t7JawR5mn2Rf1blwvzlO/F501dLuh755EtKkRTesvO9XzBapILZXGrxoX7eQyxOlsZ\nEdCDIFgD/jzwbcAzykufJduz73970AqrRIEsqdTjfFGQ1/Sbk3N8kpYTetNj3yhKOOxHhbwXRwga\nDQ/Pc4iTlJt3ejz7wt1CKrnjwEq7cfz/o3HCXq941cbmWpMve/Nl1lebk6nocm7WwdGI124fcTSI\naPouaysNNlZbhd61boMrm11aTS87Bs78VjJS8qIvj23VQJH3Vs0QqH1WRVXOx60iJatenZkH3VyY\nxp0O/GXHQJ3lrCPvqxeVulmdvLeqH0ziqkVOXVx1pwDzXNDbVaAuF/LnelX/muSNmgtV1Oy8Vz9v\n6vtXnjOLzht5nBabN7P9YJIL530MkTN1RQViWRsqcuFENxHrCOh5PaxE9IVuJxMEwUXgw8DjwE8D\nnwL2yGan3kW2WfHngK8Jw3D/hG0+d0pyxEo5Ze1pcDbkCa0DdRuNIw560cwee2XaORjw6Zd3OeiX\nb14s5TpMqOj1cd//pY9w6UKncgoass/12q1DWi2/tJhU9eZH1+m0G7VxIRuMtOGjBt66WwxSZbOQ\nZV59CJ9ZXNCD9umQsO+FV5c7s6z+XUYumHhNznXTXND1mvSZzu2mZcc9D7lw1mPIAuPaYmqJWvR2\nMh8iI6Z/cRiGr+ZfDILgMeBngT9HtqrvgZTjODiaj2SbUIKFQKuQgmwvPp1CCiBOUm2C+WAUaw2C\njuNwYb3FuOIZqtk26BcdZy11hkPHaxZ38W3I9sAza8eivQaT2+dCy2hv1mfl+2fOe5eTY2edC3JW\n5mGW2flrGnfhYa0WJJMbrr8P+PNFhRRAGIavkQE7v3URDbOysrKysrKyuh9kMjN1lezWXpU+CTxx\n8uZYWVlZWVlZ3QvVbSeTl7q9jN1WZlYmxVQTGNR4BkDj5M2xsrKysrKyuheq204mL7m9TP+Fz9ht\nZXI6ERrBysrKysrK6v7WSbeTsTNS8zItpv5cEARVc4Krp2nM/SAhhPa6CbnCR+t5TAd8z9F6CD1J\nUjzXKUQi5HVhrcXOwYhxXP+weG8QEcUpjRoInBCCJE61V7P1hhGr3WbtSif50KbJKjldLePBTdPV\nfNNNA3S82q2Y5Jh+O3S8Quh7H+znjU3618SrJ5MxJAtrlpPLyJsHVWf92UzGEKt7L5Ni6gvAt2j6\nHkgdsz6EQ5Qm2pypuuW3SZLS9D221j2G47iUMxWNY27u9BmOEx69vMJgGHF3f1S4XrDpu7zpsXVW\n2g3iVHB7t8/nXjso9Pquw+Zak93DEZ968Q5Xtjo8enmtcPAcRwlHgzFRPOEsTU7usoHW91x2D8f0\nBjFb6y0219uFXgkfzPgsEvJYzYhxXaeWPjyF5tVT51WeTN0S71n2jD5nSjcu1JOd5WevW4qtsoV0\nvCoDKE2rWVdqn0E1Z0ryceqAg/k+0+EFSW8VL+gkeaOTCypbSNdrlgt6Y4jjTIvguv7VzRuTXJDe\nulzIe6tzISsgdPNG4inq2nBexhDXdRc+hlidjYygnQ+jklSIshNTEtA9b5rYVcTpfIyyuFGc0B9E\nxwR0IQS3d/rs90ZE8Wx/pWnKfi/icIJKcBx46toam+utubjDUczLN/e5szfKvMDWeouG784Vb2vd\nBo9fXePCWnvyPoLD/ohxnJDmJrnkGKS+n+86hV+nOy2PRy52abcax5+tjE6dDaJTunwZ3K6ISFzu\nLeqH6YW+3jsdsPPe/EC/iFww9eq0QSVZ61DNi6CGVQT0/CxGGQG9iGRd9F5l3qpcMPHmSdb6uTBP\nW5dek1xYVt4sug2meVMGuCwioOfBqGV/X5ULeW85DV9/DCkCti5zDMl7k2SeZK/GUH5/TzhTUg8b\nb2qh0M68giDo8hBsJ5OkQlRNcU+/3TlQcILkvXL/q6KTKe8dRwmv3Trkje0+g3FS2c4oTkgSwbVL\nKzQb5fviCSE46I155eYB7ZZfOXXtuw4bay0eudRlHKWVtxUdsm9jfsGWN3m5DqyvNLmy1cFBZ980\n57gu092vS8crP3vVt9L5uOVe0/5Vz72qb6WmcaXXJC7UHa9pe4suyEVekz6Tt7J0+kw3rol32ga9\nXND16u7NN73Fvdgx5CQ5BvX9q/LzzioXVC06F3TjTtu7uDHEJBeU4tYWU0vUoqGdpdvJBEHwwG4n\nA9XPoxwPUKJ8Clz1el79lL30tpo+d/eHtYUUQMP3uHaxrRV3Y7XFWrdZ+xxVnAq294dsrDRx6p53\nQt5eKC/kpFIBg1GCWzG4S2UXIz2asLxwnZXXtH/l9P6i43qeWVwdbzZWL8ObvZ6frSjz6j67c5L+\n1SFhm3rVf8uk5sKixxB5u2mReXNecgH0nuWajiFnnze6uWDSv1EUa7XXarnSLqYKtpP5AWa3k/lL\nwLcEQfBAbSdz1jK5LW50C93ebjfSsu6G329xrZan89Bn56ENy3jI+jw8XmTP9QdbdjsZKysrKysr\nK6tTyKSY+n3Af1+1nUwQBN8J/G1sMWVlZWVlZXWuZUpAl7Ik9HnZ7WSsrKysrKweQpkS0KUsCX1e\ndjsZKysrKyurh1AnJaBL2RmpqeyRWJQcPbKxXCas69VZKSJlktiu5hOZrgOp5hOOSZIwGsda3lQI\nEg3aeyYxt2S5XM5k6baedL26fWbiNc0FM69e/5qTu/W82XHV9aZQiJMtboN+Luj3r6nXlGKuo2Xm\njY6WlTdmuWDSX6n2sZXoBz3dX2PICakIVguW3U6mRg6QVCxpzcCdGTytjiisgtYyKF61F+DL3nqF\nz35hh9s7g1KUQafl8diVVa5fXuXm3R4HvTFl57fnOnRaHl/65su89Poee4ej0i1sfC/jO93cGXB5\no0WrWZIuQnB754if+cXnubPb449947t48vpmRXEnGIxiXnp9n+uXV+i2GoUDQv54VvF6VECfEFRS\nglVAX5qmx8C/MjI7ZIVqBtArL3BVrxzodXJBx6u2QSdvZBvk/+u0ocybhzXqEaOz3KmikqsARaju\ns5N6dXNBeutyTOaNWT+IWq9JLpiOIYvMBROvmjd1GBAVvDkl6pfnjVr4meTNeRhDTPpMJxd8vx5H\nY7V8aUM7gyD4PJpfH8MwfPrkTTp3EkIIkiRFMMs3kYme31Imf7Epo+MWkXuLSLwAvcGY8JVd9g5H\nx4WS7zlcutAheHITX/H3hxE37/aOCeqQfdNpNVy67eZMGw56Q165eXhMUAfwPIeMQTrb3k7T5eJG\ne+bk7g/G/NqnvsC/+eVwZonuV73jcX7PVwdcvNCdWZecpulcobe52uLSZpu2UqzJwbSI/Avz/aD+\nrspbRmXOE5/L6MdVcYsG3ry3jJo9bUN9LhSRwssuakVtq/LmP3M5YXs+p8suluoWG3Vxi8jbZduI\nlHmL21uWN3q5YJI3urlQ5c3HXcQYYpoLp/UW9Zl8TS/H5knhprlQ5H1Ax5B7Cu2UeljgnUshoAdB\nsAIMwjBMld99EfByGIZ1z1Tdjzo+QEk6vcXgOvMX+pk/EipRuI6OqxKFq7037x7x+ZsH+K7LW564\nwMZqq/T9t/eH3N0fAA7dto/vFX+DEUJw884RN7d7pCmkVEMyt9aaNHyHV17f5Z/9f79JfxgV+jzP\n5Q/97i/hXV/0GM2GV01Qd+D6xS7rqy3cyYBUdctBpQ/X3Qqd7odWfSs0Tx+u619ZTNfB+PIkan3S\nuD5VuYpuDbN7t9Xt66Uer7q4aj+YxK27JW3iVY+Dblyd/tUlguep5LpxzdqwuDFEpf/r9plO/5rk\nwjLOXzWuifcsxxA5C6c73kgVtMEWU0uUTjFl9MxUEATfCrwMfHnupb8DvBYEwe83iXe/yXMdfM/N\nZqO0iMJu7QURpgOP67q13kcurfLut1/lXW+/UlpIyfe/dKHD1c0u6yut0kJKeq9fWePiRhvc+u1g\ndg7H/MTP/RY/+FMfLy2kIBuAfuzffJJXbu5UFlKQDTw37vYZjRM8z9OiGusMgjD16NCHpUenf00I\n15lHY6sdN8sb19XJm2nMuuMlP4/MSR2vTly1H3TiZhdavT7T9co2mMTVPX9lfF2vSdyzGkPUHF9k\n3pjENT1/l5EL52EMycevj1s/hlidjbR7JQiCD5BtGfOvgBu5l/9H4P8FfjwIgvctrHXnUI7jnDk8\nvG62IO81iasrwwlNKysrKyurB1YmD6D/JeDvh2H4Z/MvhGH4GeC/CoJAAN8J/GcLap9Qq4E5AAAg\nAElEQVSVlZWVlZWV1bmWSTH15WRbxVTp+4CfOXlzrKysrKysrO6FTkJAX+l0jze+PzraBx5ZQsvu\nP5kUU23qoZ07QPfkzbGysrKysrK6FzIloPeODvnKt2yytXVx8ptH2No6+QPsD5JMiqkQeC/wuQrP\n+4BXTtUiKysrKysrq6XLlIB+sLfD1tbFB3713klksizgR4APBUFwvejFIAgeBT4E/PgiGnZeJWnN\nOkgJc0JvPdlZxtOh7qZC0G37rHTqa2YHwZPX1nji6kqtd2O1yZ/+L76KD37t22u966sdfv0z23zu\n1b1ab6vhMhwnDEf1FHUJ0NQ5DplXjyg8XS69WK9sr45M8kaXDj/Nm8V7p3BOPa/sjypJJIBO3Ixb\npHdOTJf6n10umHoXPYbk21EXE/T67CR5Y5ILel7zXDjLMURq0WOI1b2XCbTTA/4j8A7gh4CPArvA\nReCrgT8OvAD8zgeMNyVgHjxYxQaZB+6VU4LngWzVsLt57zwTSkxIzhIyKoQgilOOBmPG0Xx/+56D\n7zo4roMQgt4g4sUb+xz0ojnfl73lEpcudGj4Hkma8uIXtvl7//dH+dyruzNe13V5+olrtJot4lTQ\n8ByuX17lvV/yyBzSwXUdLqw2aTamSATfc1jrNObovvKCMe2HjK9TtIw/D82r7odZKKJOny06F4q8\nZrlQ34YqQGGRtwxQmG9DHf2/KG4Riyj/nlWQ03ycMrBlsbea3K3rzbfvLPLm9GOISd7o5YJJ3pTl\nwrQNWZy6vFHbZ5YLxZBTNe6yxhDTfij624nuCWfqYeFK5bVwaGcQBC2y2ac/Aag9cAv4QeB7HrBC\nCkCUbUGQP4F1LhLytSo6btHJXndBcZzplg2pKMYnpGnKOEo56I1IhYPnZkVL2UV193DEC6/uESeC\nNz26ztPXN+i05me5BsOIX/3Uq3zvj36U4Sjm0asX2dhYo2j3m9VOgzc9usFXftFVfM9lvdug0/YL\n2+AAzYbHWrdx3H6oGpwc7YFMHbiqtkdRvVUXlHyRYlIw1OXC7GBudpEoy5v8a0UEadWrXmyqvPKY\nnaQIqG7Dyb2mF7Uqr5oLZQVD0bhQnzfLH0NMC82yvFHjmORNFdz2pP0A9bmgepeRC9M2nN0Ygi2m\nlqqlENABgiDwgWfICqo7wEthGD6o84+1n0sOGlUXmKk3O7F0vZnqoX1pmpJU7A+lKo5TjgYjoN47\nGie0Wx5r3Wat98atA/7ujz3LKKo/aI9fWeW//L1vm5mNKpQQWdG10qg9XtlgpHds62Zo8l5ZsNb3\nmUkumOVNJr1cMPEKDWK1Glcnx5bhNekH0/5dRi6ohOtF58KyxhAh6sn7qvd+yZtl5cJ5GEPSVOD7\nJ9vt2BZTetIppkw3OgYgDMOY7JaeFdmAkiTVW7BMve5kA019r+fVnyeu65KkSe0ABOD7Lo6j97hc\nq+mx0mloxV1daeG4PoL6Z57GcVpfSAE4jtagklkdqNkKR/VW3ZY6aVyzXDDPG+1cMPDKmdez9Ypa\nb3aR14PLmvavibdqo9q8F3Rp3OdkDJls7qvjPQ95IwvWKsnXzzpvljWGxHGC4WYmVkuQ7QErKysr\nKysrq1PIFlNWVlZWVlZWVqfQiW7zWVlZWVlZWd3fKiKgq4TzvCzxvFy2mLKysrKysnoIlSegzxPO\n87LE8zLZYsrKysrKyuohVJ6AbgnnJ5d9ZmoBkkt0dWnNutRq87j6Xt/LVpdUSQhBkqREUUIdJVgI\ngec6XL/UncQul+tAp+UxGsfUojmEQJBxXOq8aZrBSeM40fIKsZxj+yB7s2NWnwsmXtm3dX0mPTpU\ncInJ0M0bmQuLzRt9Ivh5GUMcA+p89u9ic0F6dfo3SdJjjEB9XKGVCzJv7qdcKAJ9Wt172ZkpDZXB\n21SomlxOXAZvUyGJUyDbFDSZ96qwOzlwFDFdVN6L7zmkYpYQnvc6MOE2tRiNYwaj+JhPlW9DkqRE\niWAUjWk2Ita7rQlWYdYbxym9YcRBb8wf+Nq38NxL23zi07e4vTvPb91ca/FFT1/knW+5xGE/Joqz\nLW+KBgTHgU7Tp9P2j3k9RUuRs+MjGEcJyWT8a/gpTd+bi6tC8+qgf0X9a54L9V7Zv2V5IyGJqrc4\nF8zyRv0cJt6MbVOcYzKWCj7MlnmXx53th+Il4UXwxbJl6bpetYCra4MKSawDQKowTfn6eR9D1LaJ\nmjFE9cpxQjdvZPyycUw3F2CxeWOaC6ZjiG7enGa8sTpbnQja+ZBJQPG2AupJqkq9AMq/hfotJuTf\nlkHzirf6mOenHH+zYn6rD6+AutsfRoyjzC+EIEkFUZQgCqC6690mrZaH72UXiOEoYfdwRJrLozhJ\n+fBv3OCFL+xy2I9oNz2eemSd97/zUVpNby7uWrdBs+Edf+6m75SCQtULSJKmRHFKFBflsaDd9PE9\nl2yLifI+K6NA6243YhK3Km/kxVL+bd32HSfNmzLYovq5Tbzqtj5FUttQtX3HfNzyfjD1qkVKXZ+p\nx36RuXDexhC1PXVe01woi5v3qkT1qjYsMxfKvHnS+CLHkPyXjlOOIQuBdj6sUM46LY2A/pBp5gDV\nnaT3wisHmDoInSyq5EBQ5U9Twd7RkOE4oW522XUcVrsNeoMxo6javHsw5CO/eYN3vOkS1y5Wb6Ls\nuQ6XLrRZ6zZo+PMFV769SZoyHCfUjSPZbUW/9hhkcc36QXeKfdm5sIx8LBvcVeULj0V7dUjYJt66\nC/2s93z0wzK8pu3VyQWTNtx/ubCcvJH+BfSvLaaWKJ1iyt5sNVSWyHp567rzt8TKJKfudaVH8+V4\nernOn91CoraQAkiFYPdgWFtIAWyut/lP3/NUbSEFkKSCVsOrLaRke0fjbIaqvr1ZYalLVdaVybMK\n5yVvFv35Mgo0WrcaTuLVp1br9q+Jd5m5oO+9X3LBJO79lwv6FHWT42oikzHE6t7LFlNWVlZWVlZW\nVqeQLaasrKysrKysrE4hW0xZWVlZWVlZWZ1CFo1gZWVlZWX1ECq/nUy/d8DOTvP4562traU9A/ag\nyRZT96EkwkDnYcg88+YsNIoSfM0HWONE4wn4iUT29OhJm2VlZWX1UCu/nUyn3eb514a4r9/k6Gif\nb3jP2+zKPk3ZYspAKpE2436UFwhy6bH0Vq2GkV5J3y3zSgZUmqakUMiNUr3DUUIiBA4pzYZLs1G8\nSk6IDHjZaXo0PJfeMKKqpmn4Ls1GxogZRQlldI1RlPDsZ25za6fPhdUW73jTRbrtRvExSFPG44TP\nvrrPWrfBU4+s0WoWp2cUJRz0xkRJRl1vNb3SYtEB2k0P161fgqyyu+q8Klep3rucvFEp1HVL12ep\nytXL0aW3DB6Z9zoOpeDGk3rlcajzTr8s1KMqTPpXhTjq5IJuG2ZzoTruMsYQ+b7yGED16jO1H+py\nQXqrgK75NpjkQl1ctX918sYkF5bhlewo+Rnr+kx+d6wbQ0yU307G6uSyxZSGipgoZdTqIrhdGVF4\nCm6b9RYNBHGSKsyoKak4itO5omocJURxSjpZ9iuA4Tj7Xaft4zqqNyZNsrPUdV2aLviewzhK6Q3j\nGciW5zo0lILMdbOBOE5SxlEy87k+/fkdXn79gMN+BMAbO332e2MevbzC257cmjmO4yghjtNjevne\n0ZjnXt7h8kaHx66uzhyb/d6Y0Sg5bleSCvrDGN9zaDZmi6pWw6XhuzMDTxkzRw7YKjG66GIzC/HL\nfj8F9OnlQlH/LstbxMcpo1arNP28t+x4zR5bUThRWHQc0zQtLBDydOsqb3EbiguEsrhFuVDW3vK8\ncbTy5qzHkCJAZhnNfvplQT8X5o9tOZV8/tjOe8v7bN5b1oaqvMl7YTF5UxdXHUPka2U0+1mCenX/\nWp2tLLSzXqLqG4ZKc14koVelGsexpJkXnzhpmuI62VYj41gUbg+jfBwanovvQZxU3y6Mk5ThOJ7c\npvOygq3Em6ZZQfX63R6fevEud/eGpTv/XVht8ubHLnB5s0MUpcQVe3Z1Wz6PXlmh1fDoV86YZZ+j\n6bu0mz7Npld6a1G9WFWRpfNeWSzU5YJOXHVAXnTeyIKoioSd99YBFNV8rCJhF8Wtmk2YfuN2KknY\n6kyRVFlc9QIkZ4yq+le2sa5/TfImP3NZ513mGOK6bu3MkmnegH4uSG9ZcZVvg1kuOFTBNNUiVicX\ndM/18zaGsCBopyoL8JxKB9ppZ6Y0VDUAZAOOUzulq8Yx8UZxguM6lWeK/GYzjLKTr/rbisM4ThHC\nqZ2K9z2XbssHyosotQ2pSPiVT91kMEoqvXtHY8JXdlntNqgbA/qjmNduHXFlq1PjnUAAHfd4L79S\n5+Rbns7tCNVb901QzYW6uCfJBTNv9W0h6ZW3hXTi6txCmvXW345QvVVx5fEs20Ip79Xts2lcPa9u\n3shcUN+jzru8XKgn9Z+sf828y8gF+Xf1XrP+XWQuLHsMieMEXwN0bLVc2cf0FySTCT4zr57ZcRzt\nwPKbn3Zcze88QmS33XQ0+b6qF9fR9zqO2cP2ul75jXkZXl0tLW9K5xBP69VT5tXt35PEvj+8y8sF\nPZ/xuHDGeZMVJnreusLkNO046zEk1RxzrZYrW0xZWVlZWVlZWZ1CtpiysrKysrKysjqFbDFlZWVl\nZWVlZXUK2QfQraysrKysHkLlCeiq8jT0Oj3stPQzL6aCILgO/D3ga4E+8OPAXwrDcBwEwVPAPwbe\nC3we+LNhGP688rdfD/wd4BngV4A/FYbhy8rrfwb4DmAN+Ang28MwHN6Dj3UmSoWYYUgtTroxBdXr\nDlWrPpndEQbEd/S9JjIJd795lyET5IopnsWkf8+a/m+i85ALZ32oJMZA36sbFyRCQTf2/TOGnLyd\neQK6KpWGXidLSz8HxRTwk8A28NXAReD/BGLgLwL/EvhN4F3A7wd+OgiCt4Vh+FoQBI8DPw38z8C/\nBf4K8C+AdwIEQfAHge8C/ihwG/hh4G8B/4NpA1VSbV4qQ6Se5SIywGWc0PQzDlIVy2UUJRz1Irod\nfw5IqSpOEu7sDnn5xj5vfvwCq91mqVekAkEG6RSihhKcChzXod10GUUpIi3fviVNUxzgi5+5yOdu\n7LF/VHyCAjR9lyhOeOWNAx67vFq5rNd1JJgzotPya7/5jMYJ/UFMq+nh+9XcFygGPxZ5p2BOPWZR\nXS7MsmeqqeQqeLMO1qdyauq9Etpl5q1bti35N/L/dejwQtSTnVV6uC6zKOuPcm+eWA31/SuPgY5X\nhwdlMoaY5o1+Lky9Ov2bSS9vxDG5uz4XpnmjlwtZbL1cyPyLyxuVkA9nN4aUjXM6sgT0xelMoZ1B\nEATA88DVMAzvTn73rcDfBv4YWTF1Rc4mBUHw88BHwjD87iAIvht4fxiGXzd5rQO8AXxjGIYfDoLg\nF4FfCMPwQ5PXvxr4OeCi4eyUKCISQzEJt4g4LYm142hK+QbwHGg2XDzPnfFGccJhb8w4nppbDZdu\n258pPIQQ7B+Nee6lbXYORse/f+raGo9dXaPd8me8RQBFRwgkyVz1ZgWGg+d5x7/rDyOiRMwstZYU\n9t4gOv59nKQ899I2r985YjCeMqd8z8FzHKLJIAEZVf1tT26yud6eaZfrZK/5/vTYOA6sdxs0/Hxh\nmc2Iud70s7nA6sSrDkYqnHD22FDYv1BMss4fx7JcKIIPFnuncEM1F4rAfUUF4CyZ3an1ln2Gos9b\nlPtlcaegzGqvCqpUVUYfz/+uPG4dtf5kn7eoz6q8p4lbNIZUHZt87qpFn04uLOLY6HqlvygXdOIu\nLm/0Pm/RcVxELixhDDnR9FQVtNNEDzrg836Adr4B/B5ZSCnaAN4DPJsrfH6J7JYfwO8APixfCMNw\nEATBs8B7gyD4JeDdZLNVUh8DmmQzV79q0kgVuqYWn0XfLiR0LTthBQKI4pQoni9aEwGDcUrDz6jk\nQkB/FNEbxHPeUZQyisastH1aTY9xnPDKzUM+++r+nPfzbxzy6p0jvuipLS5d6GRsHpzC9grHIREg\nkoyizqSIys8WOY7DSqdJkmTbzMRJSpKkDEbx3GfzPZd3vuUyT1/f4FOfu8PdvSHe5BtvnOOnJKng\nuZd3WOv4vPXJLbrtBr6bHe/8gCkE7PciGl7MaqeBPylCHcfBzQ+uwEE/ounHdFsNPM+dKRLzn206\nM+EcFwRF4ED5frJ/5cxDVS7o5U32OxlXft6iNsjfqXu3qb8v8s7O6hR7Z9uQsYGq2iC/JEw5Qtlx\nzF888155ISlrQz5u2SxJUdyii/f0/J1u2VEWd/5cn8YtyhvPc2b6TD2O1XHLvSfJG9VblzdqLqi/\nL4srtYi8gdntl2Te6OSCTt7IuFUE9Yw0r5c3sq1ZgWuSC3pjiMxLScuf/1z6uWB1tjrTHgnDcD/3\nDJQDfDvw74BHgNdzf3ILeGzy/1WvXwDa6uthGCZktxMf44Ry3ek+b3XJ7MniaDhfbOQVxYKD/pjt\n/UFhIaWqN4x58dU9fvHZ1wsLKakkEXzqc9u8sd3HdV2ckqliqXRCOW80vMrbbp7nsr7SJIpiDnpR\n5WdbX2nyvi+5ztZ6izhJERVfng4HMb/+mdskaUJjMltXpigR7B6NEQ54vjtXSKkax4K93pgkSTTo\nw/K2az093PP0c2GaN8UFbT6uHGx12jAbv7oN8l+duPJ2SB2JOntdKMeu2isvMLpe13Ur+ywft7p/\nneOLbl3c6TGtj3uyXNDzHn9ZMPDqUMnzbdHx6uWjXt6o/bDIvJFxdXJBP29c7bjTXNAbQzLp7RSg\nO4ZYnY3OW6/8beDLgb8MdIFR7vUR0Jr8f9XrXeXnsr8/hTRnVB1n5pZYlYQAXZBtNtNVukndjOLy\nzezmVTCrUCYh9HyO49BuVm/vMhvYgFRsQoHWt565zB4oPfnDp9Vt0Pee4ZMCD7xMHy7WP39P0pqH\nW4ZdYfWQ6axv8x0rCIK/SfZw+LeEYfh8EARDIH8zt0W24g9gyHxh1AJ2J69R8nqfe6glXerO+P3N\nZNSGs68jrAy1rIuMSdxleZens23EeTgG56F/z8NxOMtccBwn28D+lMoeDXFO9TD8/a5zUUwFQfD3\ngf8G+KNhGP6Lya9vAF+Us14DbiqvXyt4/TfIbucNJz+/MHkPj2y1YP06zxpVTTXPSfNsXVrBYZDb\nJt+C624bnthr0AYTDISJ13Q2QLsNSzgOJjFNbg8sy1t36+NetOF8eBefC0bnzrk4BtabeU36bbFj\nU7fboNs9/c2a8ajJhQsrbG6uLKBV96fOvJgKguCvAP818IfDMPxp5aWPAX8xCIJWGIbydt37gY8o\nr79fidMlu0X4XWEYiiAIPj55XT6k/j5gDHzytG2uQiXMSa4LrrOZNMDEbHCXz4jbYrC5ppHXoA2p\nEOjulW7iXRabyCRvdNtgErNuafq98GYP3Z5tG86Hd/G5YJK35+MYWG/mNTmHDa49Gur3I5qt/NMw\n5hoMxuzt9fD9br35PpROkXimxVQQBG8HvhP468BHgyC4qrz8i8CrwD8JguBDwDeRrdD745PXfwj4\njiAI/gLwM2Qr914Kw1AWT98HfH8QBM+RPYj+fcA/utfQTn0EnWnURTuXp6UViufhw1kt7fkbk7jL\n8i5PyxkZtN/9HByD89C/5+E4nGUu3Lr1OodHR6eKsdLp0usfEMfXiDWf5X0QddY3OL9p0obvJCt4\nXie7Dfd6GIYp8EGyW3WfAP4I8MEwDF8DCMPwFeAPAH8C+DWyFXwflIHDMPwx4G8AP0AG9fwVMhDo\nqSSXsWpJpPie3kniu9Dwdb99QqetN8/SbnrESVJvzKKTaD6wvtZtaH02IQRXt7o0G/Wp5rkOg1FE\nojGTNYpiPvvantYD9nEUc3dveAzqrFIUJfSHsdYMmdEsWm5p86K80+Xguu1Y/Cyh45ytV54TOjL1\n6sosF5aTN8vMhfstb3R0HnIhk/5s4qK/QUoC+kn/O9rf5u2PtfiG97yNra2HG/55ptDO+0QCZuF2\nGZOonGOiAtwA4jijmReiAYTA86bckijOCN5FY9doHHM0iBhPqv/ROOb2bnGRsLnW5OnrG3TaPg7Z\n8xTlFHWBJ9kpk7uSlUuARTaFHccpR4Mxd/dGc6e4EII4TonTlFRkx+CN7R7hF3YLvw0+crHL1no7\nwzP4Dt22z2pnnuSeCsGt7T67hyPGccpK2+fJa2s8cW1tziuE4Kg3YhhlgLum77K13mJrozP3/qkQ\nHPUjoiSFCQSx0/LotBqFh0AF/1WRqFXwn7wglHGT8nlTl2NTSCZU8ZhU8J+Y0J3LbrWpwMgiYOj8\nMcheryM7m3jV14tAhotqQ1VcFaKqexym3vJcOOkYsgyvzIUyr1neTOGhdcfLpH9P4z3LNujkjbwV\nWAZOldIcQ040tXVaaOeDDuuU0oF22mKqXqLsxCw6scq2J0mSlDgRx4UQZJRv1y3wpinjccJglEze\nR7DfGzGOkrkiS6SCo0F0TEBv+C5vfeICG6vNwpPYc8CfEMTFpJDzKijF8jWRjaYTns1szNE4Zudg\nzNEgOv6sUZIWzjANRhEvfmGPW7sDIJvhun5ppZBt1Wq4rHWbxyT3vcMRd/YG9IazLC4H2Fxr8bYn\nL7Cx1kYIwXAU0x/GhW3otDweudil3WoghGAwihmO0/nvfELgey6rnSl5vjwX5snMZblgQms+rbds\nS4q8t2pAL/OWX4TTWm8R3b2M9lxEoi6jhBe9X1k/nNZblws6cato+KfNBZO4qtc0F8oKyKK4Knyz\nzltUNJjmTf5zFO00UPZ+i8qFfJ4uaQyxxdQSZYupxUjUPdgpp+J14HpxkjKOYsqovzPeOOH2Tp+D\nfv2trzhJaTU8Ll/o0GhU3AKctLPddGdgg8VWcVxQFJ3QqtJUMBhFfP7m0QTQWdUEwd7hkL3D8cyW\nN0Vy3Yyo3htEHA0iqu7qNX2Xa1tdrl/u1oJSPQfWVpp0243s2NbM93caLu2WX1pASKl7kZXNFM16\n9fJG1ysHejmA63mp7d+TeOVH149bvg8ZTC82et7pfmw6fZa1Rc9rElfOZpxFLph4ZTEhc3eRuaBL\n7jbJG5njWXv18iaLW583WVv08wZ0z/Xs/5cxhnie5vMkOdliSk86xdRZPzN1X6huhYwJmdb3XDyn\nvpCCbAZpME60niHyPbe+kIIMJIoe/dhxHBy3vpCCbIBoNjyStLqQknFXu63aQgogTeGoH7Hfqy6k\nAMZxyjhKagspyLbySVKR7ZWo8eCEJCbr5cKUSF3v1csbXe+UgK3v1enfk3in7daJW32Ry2I5x/1Q\n73Xrb1crXtD3msY9q1ww8arF1qJzwTSujlfS7Iu2din2Tv3VXrNckP8uOsdM4iaJnRA5D7LF1IOk\nE303sbKysrKysjqNbDFlZWVlZWVlZXUK2WLKysrKysrKyuoUssWUlZWVlZWVldUpdObbyVhZWVlZ\nWVnde92+fZOjXu/Ef9/vHbCz0zz+eWtrS2thxIOoh/NTL1hy2a0OJVhM1rzqkp0bmvuYuc7k+XMt\n1IWYtqVGJuRjiVHQUUZ81/R6Dg3Nlb+7hz2Go7GWN4pTLWK0EIJE6NHhTXPB1KvbZ/peuRRc16uX\nu9KrIxNqtznle7Fe+dnNvPdLLiw3b3Rk6l0eHX5ZubD4MeSEVISsPackoHfabZ5/bchHf/smP/ex\nz7Czs3PittzvsjNTGqrixKiwuTRNFcLxvDdOUuI4I4JnkDlRWMULIRBpxlC5fnmV3YMBu4fjjM5d\noHYzg1CudpsMRjHjqARPIASu49BqeLiOk72HU94GhMBzXXDcUnhcdgyygSpJ4elH1nlju8fhICqk\nuDtAo+Gy1mmztdHh5t0jDnrFHC3XAc91cZsezabPYW/MYBxTNB6lacIrX3idf/fhT7Cx3uVP/uHf\nxTNPXC1sr0NGQ4jilP2jMaudBr5fsgx5csySRNAfxbQbXqlXpUCnqSBJqsGWat6UefOQwqwfKvLm\nGKDoHl9syrwqeNDEW9UG+dnkOVBFos7DFnW8cul8GYxUvr+MM72IlntlP4hJwazTZzJu1bgAkhOE\ndlx5LumMN3q5oJc3U7hlfd6ocEuduGr/lufMLNzSJBeqvbO5YJI3dX1m4jXJMRk3G0N04upu4T6v\na9ef4DScKaupLLSzXgLmT9iqEzhfeKRpShwL4sJvGmLOm3XJ7MmTpIJb2z2OhuPjYqLhOWyut7i6\ntTJzsqVC0OtHxMq3PIds77+mP7uljBBiwp2aJfSq9HPV6zgOjrLdSJoK4gLOyWAUcWt3cExxh2yG\nqdv2aTVma/jeYMwb2/0ZsrnvOTPcGanROOawHzEcT+Pu7Ozx7z7ya2zvHMx43/eugG/8XV/Jpc21\nY5aUHEPz/dZqeHTa/vT9JOjQmd86wvcyppZ/PJhPi4K85Lf9k+ZNmbcoH1WCdJ23ug2zxOiiuMVU\n8uKLZf6iWkXNzl+sq2ncs8VYFZk9T76u8s73QzFhu8q7mH44uXdxuVAft4w0XtUGtR/yRPN83Hz/\nFuVCWY4VFaX5wq0ub1SAZxl5v/h4leeNST9oes8E2qnqQQZ4WgL6YjRzgNR9uKqAavIETYUgiqun\nrqd0Xo6JvmUajCJu7/ZpeC6PXV2rvK0WRQn9UYzjOHSaZfvyTduAM4FT1sDixGRAyT5fqQ0hBLuH\nQ3YOx9l+e61GaVwhBHf2BuzsDwFwKijBQmRb6LxxZ4/f+NQL/NZzL5a2wfdcvu2b38/7viKg2fBr\n7+evdBq0mx6eWw9WbTVdmr53PGhXSRZVOnmjUr51cgzqqcpVF62itsq01yFsS9V51dukdcdWnme6\nbZDDmG7csgt9Pm6mejCkidd0DFlm3tQdA9O8kWOZbt7o9IPMG924QoPirsYFk1wwOSfqc0H66/oM\navPGFlNLlCWgL0GSLl2X+DLhx1H9MwDZtyO04nZaDZ68ts5T1zdqn09qNDxW2lrOcqgAACAASURB\nVA26LV+rva7j4HvVRRdkhU6cVBdSMubWeofL621W2vObFue9Vza7rK00cWsowY7jsNZt8pFf/vXK\nQgqyW6v/9Kc+TH8w0nowsjeItAopgNE4JdUopIDJoKqXN5J8rJtjOlRl+boeNdvE606+udd75THV\nObbZLRH9NpjG1fFOSdQ6/avvle+t02eyb3VzQYeaLV/XOQameaNTxMh4uv2gS0VXPYvOR5O4Jrkg\npTOG6F57rM5GtpiysrKysrKysjqFbDFlZWVlZWVlZXUK2WLKysrKysrKyuoUssWUlZWVlZWVldUp\nZIspKysrKysrK6tTyEI7DaUurdZZqtxquIxr0AhJkhyzmnzPqYSw9QZjbm73afoOj19do9Us70KR\nCnwv46jUwbvl8v4kSWpXBA2GEcNRjOs6dCpWCmbvK2i1fJw4maxsLFen5RE8cYHbuwNeu1O+xYEQ\ngje2e7zjHV9Mq9Pl0y+8XBHV4eojj/FPf/Y5PvCup3nnW69Wxo3ihBt3j9hab7PaaZZ6k1Swsz/g\n9q7D1c02q90Kb5IwirL+bTVcfL+8f9Xl8KCXY1VwUNWbtSXVWAaeAWOrIItTb3r8r85SdMfRbUPm\n1W2DaVxdr/xX/zgU88ZUTceQ6pWgKpYA9HKhjK2U98p21OWNRCjoHgPdvJHH4CzzxiSuaRuyf+tz\nYfo31V51XKi79pjotNvJqMpvLQMP1/YyljNVL2NoZ5G3CNopL95pKo6hkkwgb40cXDNJU27cPuKw\nPz4ujBq+w8WNDo9eXpk/ucQs3C5JUpI0RYh52J0cUFXgnmSkqHGjOGEwjCfcrMl7uA5N350r6pIk\nY2wJJPoho/kOx/FcYdfwHFYUCrkQgt4g4qUbBxwOohnvwdGQN7b7HPaz3zvA0dEhH3/2k+zuHc54\nNy5ssbF5mVGS9UPTd3nmsU2+8WveysULnZljECcpcZIe4x4coNPyuXShTVOBjAoh2D8a0RvEx/3p\nOrDa8Xn08urMQCuEYDSeFMpK/3pecRF6WvjiaUGNJvDFItChObSzuA0m0M48fLEc1DgLXzSFdpaB\nGueP7b2Hdp52bCrLmyKAa1HcMoCrDrRTJ+484PO0AFd9aGe+HxYFezXJG81cOFF19T1/9/8RK6tr\nJ/nTQq2sbhy36+hon294z9seCO6UhXYuRkJn2wi5DQOUQ/OSJCWKE5I04x8VbaEC02+s/oR3JGGW\n47h4ZqfT8nj00goX1tuIVOC6xQOpnMVIjsno2YletW3E8YnRH1fMLGVbrrSbHp7nEk9mNoqOgUiz\nwmUwjgCH1U6DZsMtvaDsHo548cY+/UHE63eOOOiNC4nrDilv3LrNr37it3Acj6uPPoFwmyQF3o3V\nFl/65it8w3ufwXUcooq+8L2sjRc3OgxHMXtH49J+aHgOF9ZaXNnsEMVptvdf6bdIQcN3aTW8OUp6\nXvNbiJT3r1qkVF1U80WKTlyZ11VxZXt1vCfdQqSqwJLvL+NUXYCLvGUXyrK4OuOCSdy6McQkF9S8\n0sub7Bjp5M3s1kJ63qrZoiJvWRvyRUrdFjHyeJnmTV2f5ePqbhdUVmDl21BVxOfjcg6gnXk9SBBP\nW0wtRrUHqG7AznsPe9k+e3VTtUIIbm73OepHlT7IZke++JmLdFr10M00zfbRc5z66eIkSTjsFe+z\nV6S2BiBUtqHhu1rAvBu3D/jXv/zKzBYyZdrePeDlG7uM4/oG/86veILf+a4n6zuYbFYLHC3vpY02\nK51y2ruUEIJ206NRti9gzqtzCweqvxEXeasG7FlvVoTr5E3Vfnin9+rBE+Vn0/PqxTUhgsv+0rnd\nYzqGmOSCfv8+yLlwtt66Qi7vNcmFNE3xTrjbsS2m9GQJ6PdI2VSxHvHWcRxtarbjOMRxfQEBZDMg\n6NK4XTDw6hZSgEbpmclzXe3nCYbjVKuQAkhSR6uQAljtNnWbmxUoml6dC0zmc2b+rfPqPishj+vi\nvWZ5o5sMJs9USMq3nvQKKZN2mBDBp179/jXx6vbvcrzLzAV9r+6zQ2Z5Y5aTZ50LRbPvVvdetpiy\nsrKysrKysjqFbDFlZWVlZWVlZXUK2WLKysrKysrKyuoUssWUlZWVlZWVldUpZIspq4XKPgqZQfX0\nzUtrhpWVlZXVPZIloGuojlQsl8fqEIWjONGiBMul7RfXO9zdHzCqoYf7nsNBP8L3XBqNasL2KEoY\nj1NaLfAr0ARy2W2r4da+vxCC/jBiMIrZWG1WUtzl8RRCgACnYtVKmgqubnZ48toar985IqpYudJq\nuARPXQRSXnl9n6gC+95p+Tz30jZPXr/AxfX2FKpZ3GCOBhGdVqOSXg4wGsf81ot3eOsTW1zcaFfm\nQn8w5gv7Qx6/ssr6aqsyri6NW126r+PVJVxPCdv6cR0NErVcjp/FrV59J5EPchVZ1Won9XjVLfU3\nOX9VyrdOXMmOWnQbpLcKLWKaC9l5ufi80c0F07yRny3jXFWPIaZ5Y5ILpn2m5xXaeaODlynTIgno\neRUR0cv0IJDSLWeqXqKMJVL0+zKIXZKkjMYJRwrR23WyQqLoZGn4DivtjFUUJymff/2AvaPRHD3c\ndRxaDfeY7+S5Dlc223Ra/txJFsUJh/2Io0E8abfD5mqTZsMrJAq7bhbPcRyiKOawHxUCM0fjmFu7\nffYOxwB02z5PX9+YYy3Jwdr3MsI7ZNuyFA0acmCNk+lWPC+/vsezn7nD3f1h7hjA5lqLNz++ydpK\ndvJ+6oVbfOy3X+Pm3dmBwvdcuu0GntfEm7ThK956iS95yyW67cbcZ4uihJ2DEenkPLmw2mS12yzM\nhZvbPX7pkzcZRwmu4/D1736cL3nzfNwoTrh5t8cnPn2LOBF4rsN73nGNp6+vz5Hki3KsKh/z1Oky\noGE+RjVpfDauDqSwjhhdxGuq8s6T2YuZSEUMpjz9PB9X/X3Z+Vv0fuX9MM/5WsQYYpoLJt7T5E05\nlXw+b+SXqCIieN5bxNIqpq0Xc9XKiP4wD0U1yQXTvNHPhXkKukEunIgztWgCel4qEb1M9wMp3UI7\nFyMBsyem41B4oh//gXLC42QX5KPemMJJFXmiuQ4O4HkO3ZZfOANy2Bvzyq1DeoMYB2j4bmHRBBkV\n/dJGm1YzI2wPxwk7h6PCW1Dtpstat0nDd7OLjpMNakWfbTCK6PUziGecpOwfjXj9Tq/wbtW1i12u\nXVzJCoTJ52w25uPKY5sKcfxNPk7mt76BrPj6xPNv8OJrexwNYtY6DR67usr1y6tzceM45d9//GWe\nf+kuB70Rq50mzWYT15ufkG34Ll/3lY/y5LU1PM8jSVIOeiOG4/nZLdeBSxc6tFs+4LB/NOLjz9/k\n5vZgzrvaafDN/8mbePLaGq7rsHsw5BOfvs3e0WjOu9Zt8DVf9ihXNjtkJOrygkUd0IWg8GIipQ7o\n0lv2bVYtGurglOqFqc6rXhSqthpR49ZR3E8bV8drehzqwIyySDEZQ7KZGv1cqAJvqkWKWd4sLhfu\nVf8uKu5J2jA9DuW5IL901AE989eeklw4d9BOXd0PcE9bTC1GMweoag+lvOI4oTeMGBVckPPyXYdO\nx6PdnJ8dmWmMEHz+5gH9UUKz5pYTwNZ6iyhOtECWlzZatJvFxdlcG17f5wu3jqb79JXIcx2+9C2X\nWe14lbf+ZNwoTgtnv/I66o/42G+/wePX1itvVQJs7w/48Z/7NCn1dPjLm21+97ufoD+Ka9vQ8B3u\n7g35zc/erfW+/alNnrm+wYuv7dd6v/RNF/mKt13RyrGqrTTyMqVL65Cwl+3VmfrPb3103r0mY8iy\nyN2meXMecuFBzJusvXobItcQ/W0xtURZAvoSpLNFx7EcR6uQmlhrC6nM53BhtaVVSAEc9MbaRPA0\nLf/GlW/D0SCqLaQgm0lKkqS2kJJxdQopgNVui+CprdpCCuDiRodLm/MzV0W6szvkoD/WasNwnBC+\nuqfl/eyr+7x0o76QArhxt6c1uALaF0QpE69unutSs0/i1ZGcZVmGV1cm3mwM0fUuk/K9nM/3oOaN\nrky8mXSJ7w4nrJms7oFsMWVlZWVlZWVldQrZYsrKysrKysrK6hSyxZSVlZWVlZWV1SlkiykrKysr\nKysrq1PIFlMnkt4Dg3JZsY6G45jBMKo3AnGSoLsKs+G72g+7Atpx201/KXE9g4di2xVw0rw216uh\nmKqONB9AT5LU6HHQcZxo+YajmJ0cS6tcQvvYmkgum9eR8fO2Vtoy7VvbZ8uTXfhuVSWLRqjX8QGS\nS4+lqlbOSDaJEBnUUoIy80pTwY07R+wejnBdh0curfDWxy8UFmFpKrh5t8fRIJqsbpmHzx23zYHL\nmx1W2j6pEBz0I3olbXCdjHHU9D1cB1zPodkoh+PLJfb9YcRLN/a5vTvPVwJoNz2evLZGt9PAdR3a\nDa+Uzi6EwCFbsRInKaNxWlqyOg40fRfXdekPI167c8S4hNDuOhmoM00FN7d7/OxHX5kBp6pa6zZY\n6WTw0631Fk9eWys8DkII7u4N2N4fMY5T0jRlv1degK13MzCq40C75dNpFiMaUiHY3huwdzSi6Xt8\neXCZb/yaZ0pXLKr5WMW+yXuhPHcl9T5bNTTl5NTy1KhmC82ykKr5OyoLqY7bpLKQqlhMmXeWB1Xl\nlecvOJUspiLvIvphNq6Zd1G5YBJXZSFJor2ut6oNat7U5UI+x6pQCipPTSdvpqsJq+Oa5M2UkF+J\nPDj2qirwnqg8/hv/8CdFd2X9JH+6MPV7B3zTB76MK1eunGk7qmQ5U4uRKCMzFwHcysjMUZTQH0Yz\n27Ls7A94Y3fAYDQ7Y7HW9XnToxtcu7giG8DOwZDdg9HcdipOxgWdObkurDbZmJDNlQ/BaJywezie\n2WZlpe3TbnozF2w5EDV8ZwZpUMRvSZKUvcMRz7+8wyjKPofrwBPX1thYbc0OqELgeQ6ddgNXHWDE\n/CCZJBlvaqziF4Sg2fDwPHfGG8cZYPPG3d7Mt8em58x9BR9HMeEre/yHZ28gt8TwPYeLG+1sMFb+\nfqXtc2WzMwME7Q0ibt7tc9AbzxR7Dd9hPE7oKXyqVsNltdsiSWf7rN306DS9yaxhFvewN2Z7f8BB\nf7bQe/TSCl//VY/zFW+7OnNsYDbvykjURQTlonyebhEi5rySmaPmc1ncIsJ1MY27mFpd5c1fnItY\nSUV/XwZFLDp/Tc71Kq/J59UdQ8pJ5fOftwicWZULusexqEjRzTE1dv7YlH3esuOYzwVd4vtJPm/+\nnKqKq5MLZcfxlHlzomJq2QR0HfWODvng17/bFlMPgUQVVM3km1OaCqI44c5un1feOOKwH5XOvngu\nbK61efNj6+wejhmOq28RuU6239zlzQ7tkpkPyAa+wWSmbLXt45eQzuVnc10H33NqGTajKObW3T67\nR0OubHbntkXJq+E5tJvZNjZ134zHUQKOg++5ld+4h+OY29t9jgbjWt7OwdGIX/7k62wfjGj4TuWe\nfxdWm1y/vEJvELN3OJ4t8BQ5ZAT7o8GY9ZUWjuPMFVJSsr88R7B9MOKgNy5lbDV9lzc9usG3fP1b\n2Fht1XzbnaVWV387l5/DQYhqKKI6qyP/rfsmn/mqZz5MvaoWGVfO9FbFNZ2Jk0VoHSzVZCYuP97U\n5YL+7ItKRteb4ZPHQS/HMun0r+yLReaCSVzdXJD7CNa14aQzuCa54JjDrQAL7dSVTjFlNzrWUNVz\nT47j4HlO7aajMk6r6XPjTn9uBiKvJIW7+0NaDbd2c12AVMCVrQ7tmiLG81xWO008x638XDCF2unA\nAFsNn0evrLLSbZQOrKqSVJRuWZNvb8txshtONd5202el09Cil6+vtrh6scv24fxsX157R2OieHbW\nqkgCiBPBxmor20Ox4otKKqA3jOn1x6W3HaXGccqnX9mlN4zZ2uhUeiXYT4cCLV9PkkTbq0N2lq/r\ntiG72NRDJKUX6nNBd4Nh1VvXVhnLxCvj63h1xhA53uhscKvmwmK9Zv1r4p3OqC06FwSuu7i8Ufth\n0Xmj27/SG0VJ5eb2VvdG9gH0M5DJd4hlzRue7HtMXUx9srPpFyl96rzBETNog8Fz8UYP0Zts+G4y\ni3w/TTgvLRdOEPt+kUn/Lsu7DP3/7L15tCXJXd/5jdzv8vaqV6/2pVV9e6PVLaml1oJWEDBIZrMH\nBh+MLaPjMwM+A5ixz4xtzJjjwcMBe2COsYGDWI5ZbIZRYxCLGMCSsCRQo16kXm53dXftVa/e/t5d\nMzMi5o/IuDdv3lwi671b9aoqvudAq979vnhxMyJ/+cvIjM8v/h6Vmle13ds/byY3ZnfQyX4XSydT\nWlpaWlpaWlq7kE6mtLS0tLS0tLR2IZ1MaWlpaWlpaWntQjqZ0tLS0tLS0tLahXQytUcq874iKfM2\nc4l3C2nBrrRBk5wr97fcS89y+6+aV71pdcp3mRdHbVOdDl+0ky+uLMRBmiSbay/bLTu+qses7Piq\nSnhVv5vc8l+m7TvDWyqGTMA72bmw9/NG4BzUvHH21l73o8z4TsKrWmVDa7LSyZSCkkyT0c84KBVb\nXillBV7x+eP3H8TRA1XYZvZJYBoEVdeCH7IBpDFLYchwbbWFpz7zGi4t7yDM8TPGQAfcrPwAwyPI\nJiB4T3le+b3rFUvsfMvwStK5Y5tgHKAsu13OBZer06fo9cPcMjqcc/T6IXp9CssyCnffEQCP3LeA\ntzYOYabmZPosk2Bx1sODp+ZwfLGGqpuNnjANAoMAa5s9MMpg5YyvQYCNjQ389ZefR6e1BSvnTPQc\nE0vzVXzu2at4/coWgpwEjFKGXj/EVttHzw9BC+cjH2zbzktS2GCcuNJciLdb5JUX27x2h2R2AOC5\n7XLOo3NGsHryzknplSwmVe9of9K+1/BzFW/ZGCK38Kt61doVSbjwFo+Z9KrNhfw4OupVnQt8pD9Z\nXjkX5P8uandSc0HVqzof5fiqoHO0Ji8N7SzWgIAeB6hlkXTz6NJJEN52q48Xz69jc2dI0xaJhoGq\nZ8GK0ccJEbXoSOJvbbd9vHxhA0EMJHliqY4nHjyEuSl38PcGUL4E5yQM6SBwxvtrGCQqgTJKOlYh\nD3PO0emF8AM6tt5gRwT0JM3XSMD0KGXwQza2GmOZBHZUSkYqCCm22/5IyR7OOcKAgjI+0of4xmvZ\nBz+gePql67iy0h6Bo87UHBxdrGFhphr7WwxXbrSw1RolyVsmQasTjAA9CQEWpj0QQ3DD5N/v9bp4\n/oVzWN/cHngrnos33XcajuNBfmXTAKZrLhbnqvBiSdyBGQ/vfHQJCzOVAUleAmE7vXDk+5oGUHVt\nWDHaej5VeRTCmFXqQoIoR8nd6RydNEJ22rzJ+nka+btsu1netHbL92E0LqRRsycVQ3brzZ4L41Ty\nIvr4qDd9HORnez0XVAnowOTmQtKbRaIf9kFtLiTnUwZB/aaWp/ZLOZn3PnYS8/MLIz+fn58v5HLd\nKmkC+t5ocIBkgJHaq5pWF67v4MK1bQQhQ8W1cunhtkVgGgR+QPHGtW2sbfVTfYQATzy4iPtPzMKx\nTAAk8/Ei5xxhyMAZBzHGy8gkFScK55KSOUerI8jehkFQcczMuyjOeVRWRjzO6mfU2ovccGwTBiHo\n9kOs7/Qzl/spY6Dh8E47D/65utnFM80b2O74ODhbwbHFqcwl9J12H9fXOuj2KfoBxU4OhLXimqhX\nbQRBiAuXruGV1y5mepcOHcSRw0uoVlwcmK1iuuZk9veRM/N46Mw8XNtEtx/mPgZ0bWMAdFWhKst5\nXgQvlKsORXNBeNXmDTBa2zLPmyRR552TN+vNO3/F95IXNzXvXseQst7R1Y7suRBvl/P8eZNst3je\nqM8F1XbLjFnysd9ezhvZrkof5OptUbuTqs23H8rJAECtPjPynVqtLXz4yQf2DRVdJ1N7o7EDlFde\nZuyXFd9DWN/q4bUrW4peUY5GZeSefOQQHj6jNiF5RN1VIpgr0Jql/CDMTc7i6nSzS+wktdnqK71H\nxDlH3w+hEm9Ecrut5A1DiqdfXkGnV0xc7/f7OPfqK+j0sgsiS83PTeObP/h2pTl2cqmOxxtqNa1c\n20Ctkv1IMy7x2EltjjOWX9w32e6d5FWhVk/aqxpDyrzztB+OwX4Y3/1wHMp5M689N5VM7YdyMmna\nbyVmVJKp/bGGpgWz4O4sLs7V30sv87KuSumNm9GkKNSq9wFlvhch4jGiqreM8t5fGhFXT9azav9p\naWlpad066WRKS0tLS0tLS2sX0smUlpaWlpaWltYupJMpLS0tLS0tLa1dSCdTWlpaWlpaWlq7kE6m\nSioOi1Pxqu6W9FwTRw9WC32cc1Q8C4uzXqHXtgwszFQQBNmwyxEpgPVkHwSEr7hNSiko5aC0mPTN\nOYfrGCAKx9cggreUB8aUqkTQS1PBW/cs3H98TqndhRkP73r0sNIL69WKg1Mnjhe+tM45R7/bxpef\ne1EBcsjxzMsr+LMvXSocC8Y4bqx3cWOjUzgXGOPYavfR6hTvPKSUIggZgqB4R2OZeTNEDeytd7h1\nXsU7hG4WqQism9auqlc1hhQBIeNSgWjGVeb7qXhvZi7s9bzZD3OhjMpce7RuvTQaoVgcGAfeZYHb\ngFHgnfxdIBtgJ1krANDthbiy0sJWe5RbxDkH4xyU8UFQ8QOKqystdPrjicojp+fRODmHWsWGpI4b\nZjo/ijMOwxD9ywL+JfssCMzpwD/ZXz+gAxCd3LYdh0eO9mEI0qNUwDrjAEwpArHF34rAnWHI0O4F\nWN/uj4UZ0yCYn3bhORYMgwzgnqubvbF2LZPg4IwH17VgEIKeH+LaShtvXN8Z87q2gaWF6oAH1u4G\n+Mq5NTz76uqY1zAA1zLgh0z0j4W4fPkarly/Md4Hg8MkDK2O6N/hxXk8+vBZHD96eMy7vtXF9bUO\ntto+CIDjh+r48JMncPb43Ohx5RytboB2J0AYzZuKa+LIgdoYJoFzjp2OL8CffHhcpms2HNsa8/qB\noOnL8TUIgesYqfM8DkrMgj9Kxbk7RQweVW8SiqjijZ/re+WNwxaLYog8t+TvZrWbjCFp0FCp+DgU\nnevx7zIpb14MyfLuxbyJQzPzxiEJzSzylp0L8jPVuZAzbzQaYYLSnKm9Ec86KZInTxbFNsubFfQo\nZdjp+Dh/bQch5aBRmYWsbfDtboBLN1pgjOPgjIe3P3wI89PeeIITQTllQsOjO7O0QJY8YYuIxtLL\nuSBxM8pTi4IxxmEaBGbUhzT6efw4+AGFzKlsi8CxzNSA4wcUGzt9tCPm02zdQc0T5O+RY8A5+j7F\n6lYX7W4IAmBh2kW1YsMyx73tboBXLm1is+WDEODwQhVVz04d37WtHj77zBXc2BDJUMUxQDnGyvuY\nRFDQX2qeQ7fngzMKzyHwgwC+P7rC4zk2jh45iCcefwT1WhXdfoDLN1rY3BlnbFUcE2dPzOJb33cf\nahUbfT/EVstPTUoNAkzXHBw9WIdpGuj2Q7TaPsKIbJ6U5xiYqQuifhBShJQPQI5xkahtxxH0/DTa\ntFRyTpXxqs7HvHbjMMaidtPOV9W4UMa7VzEkeQHOS3CSxyuDsJ36PfKSofEYInxpPCzVMUvrQ5H3\nZuJYXrtpZPOi8Y2PZ9Ecix/3JCk92W7suN9xBPRapZoJktbQzrtThQdInoRZJ/TNev0gxMvnN7HT\n9QuZSowxHJqv4siBGuyCWk2cc9gRQbyIZzTsb75XPmIIQp4aLJNeAFFZmHwGFOccYRRQrAKgKGMC\nzsmBsVI4ad+r0wsHdQLzRCnDjY0O+iEbS7iSCinF55+/jjeubhVQ3EVSde7cq9jYWEOnm/9IbXa6\nhrNnG4Dppa5ExrUw7eJvvPc0pmtuYYFm2zQwP13sA0SSVKvYhdwu+ajFtU2l8ZUrrSpe8X9qXpko\nqVDcZZ/LeIvPdT5YzdjLuDBJr5S6Vz2G3K7xLTvHbmbeqMwFdW/58TXNm6t2fLsI6O3WDt7/tjeN\nlZCJ604rJ5Ndt0RLWfLRlMrAl/E6tgXGWWEiJdtdnKsUJlJAFCSgVm1cLpkXeUWyZYDzsPC9IBGk\nigOb9JqGoUQpNgwCxxGlc4q9BtyCJErKNA04tgXKi98LskwTjLHCRAoAKAcIWGEiBQCb2230AgYW\nFr97trbdB2VQSpACyhCEahRoFsFiDYUxE/8tBpsSQmCaZHD3rtKuyrwVc2y8pmCaRMIzGa/4797G\nhUl71c41tbgQ96rFBaLsNc30Va40r2GoQXYnOW8oVfWWGzPfD5Up7kktHTmB2/GYb3tzHfPzC/tm\n5WkvtD/SPi0tLS0tLS2tO1Q6mdLS0tLS0tLS2oV0MqWlpaWlpaWltQvpZEpLS0tLS0tLaxfSyZSW\nlpaWlpaW1i60r3bzNRoNF8DTAL6/2Wx+NvrZKQC/COCdAM4D+KFms/knsd/5OgD/FsAZAF8A8PFm\ns/lG7PMfBPAjAKYA/DaAH2g2m+PUxl1IbrtV3QJdxlurWOj0QxTBii1TMH3kduw8CTRBMcIg3l8V\nb0jlzsNiNEIYCoZLEe5AbpcOaTGWQCIXVI5tWa9lih2QKiCRwwdquLbWwU4nyPW5toFDB+ewvb2N\n7VY311txbexsb2Nm/iCKNvTZJsHl5S3UKweKd/lwjp5PUfVUdlaKfZIqc4EzDsYBUmqO5e+4Gm6d\nT2cgJb2y7b2eC5yrewcsNYWt86p9KBtDCIFSXBi2q+blXG0ulIkhqt446wlQnzd7PRcm4S03F9R2\nCGpNXvtmFKJE6jcBPJT46CkAVwG8FcB/BPDJRqNxLPqd4wA+CeCXALwNwGrkl21+B4AfBfBxAB8E\n8CSAnyzbNxZBM5PinA9KB5hRUkBpevkHyWESW3qHwMosL6UMjANnjs6hcXwONS897yUAaq6FYwdr\nYJyg1w8QhunlY+TPXMccbFfOKn0gvrM4mSV9OKv8BGMMfT9Et08RMpH4iAlvkAAAIABJREFUZHkp\nY+j5IbY6IVY2+2h1A4QpUElA8J2CkMIPBW3b9yloTh845zANA5ZpgGeMmWy374fwQ4aQIepv+vEK\nQ4qdjo+ActgWQd41xjQIpqsOvvaxY/ieb3wA9x2dgZ1SloYAODDr4W0PHsJ3fvOT+Pvf+fVonD6S\nirWwTAO1ioN+P8D5N87h9VdeBGgvjYcK0wAIQly4dAW//Mm/wq/9l6exsr6DLLZGGFKs7fRx8UYL\nV1fb8HPKDjkWwfy0B9cxYUYQyGxxmBYBZRwBpcpzTJ4j2V6uPB/lhVPOc/V2i72maQy2r2fNG5ls\nABic67cjhkhkCYDMduWxlO0CPLNdxobtmmbxOCRjSJbKzoXR8VWfNzQnNu1m3hS1K+eNHN+8eQOo\nzQU5b5JgYq3bo30B7Ww0Gg8C+I3on48C+ECz2fxso9H4IERytChXkxqNxp8A+Fyz2fyXjUbjXwJ4\nT7PZ/GD0WQXAdQAfjX7/MwD+v2az+ePR5+8G8GkACyVWp0QVkGiSx1koQDa5O0lVjpN187zy5CEp\ndNxLyy2sbHQGRGvXNjA/5WKq5o6161gGHHsYmAgA0ySwUi7YcQq0yp1/nGQchAx9n6au2BgEAzAo\ni1aj2r0AjJMx30zdGUAeBe1dAEDH+8BhWwZMwxgAEYGMcYhdJOSYhVS0OyYuyOySfUWZ+F5pgExK\nqWibD/vvOibqFWesv199fQ1f+MpVLK+Llafpqo0TS1M4fWRmxMs5x5eefxVfePolXFneAADUKg4o\nZej1xzlUR4+dwIGDSwi5GE/L4Fjf2MLG1mj5G4MQfPN7H8ATjxxHNSofwxhDuxugnzgOBMChuQqm\na87gomoaBuoVC44zXk4mDEWJo0G5IIh5m7aqYUZcMZVyI6OlPvJLFo2W+sguN3IzpT5UznXFUh+R\n99bEEJU+xM91lT7kkdnTvHkxJNmHMnNBrnqnzYXRckH582ZS5YJUvfK7lBmzgnlzRxHQO+1tvPex\nkyPQzv0E6UzqToJ2vg/AnwL4ZwA6sZ+/A8CXE4nPX0A88pOff1Z+0Gw2u41G48sA3tloNP4CwBMA\n/kXsd78IwAHwZgB/WaaDo5M+f2lVpXRBmldcF9KDCiEEJ5amcPhADa9d3gQ4x4HZSmbC44diVafi\nWbAtE3ZGTTzRPxK7ky2GDBIiVjX8gA3qvaWJRY9DCAO6Po2SmJTgyoGNHR+OLVZ2GOPgyErmCIKQ\ng4LCtvMJ6qZBYBBx5xqGFP2Apv59+aUoBxhlYAxR0pduNU0ThiGOl2EaqHtWapIKAI+cWcADJ+fw\np1+6iBvrXTx4ej6VuE4IwdvffD8ee/A0nvrjL+CFVy6h3cnO969cvohr167gzJkGiGnjwo21VB/j\nHL/3mZfw5196DR/7tidwcH5qUHInKQ7g+kYXq9s9nFqawnTNGRDP0/pr2+LOmbLhCkjWWFAuLoxW\ndEzzHj+OrniQTG/84iIuTvle05TlbfJvFuRnKl6RWAxXiPIqBdyKGFLkVSnBEm83uVpS5FVpN77y\nlJVAxNuNrzxltRuHv6rMmzJzoaw3PheK5g0gH8XuzbwpKxYG4LQYGrzXqngeXrzcg3H1GoD9Vz7m\nZrQvkqlms/kf5P9uNBrxjw5DPOKLaxnAMYXPZwF48c+bzSZtNBpr0eelkimpouXqpFd15Y+DKN1b\n2JaBE4em0O0X07h51GBRuRQAg9UFlROVEIKeT5UI2yAErW52YhKXH3D0+hS2Qn8ZRKJgkqLETwQ4\nkUAUH2AOglbXL3w3ihCxyjddswvbtUwDH3jrcbxycaPwODiOjXe97SE8/fy5wr4ySnHlykWY3myh\nt9Xx8VzzGt75eKXQK2v+1atOgXN4EU2upKZLXOxUxlcSo82Ux6TjXknuLvaapqRLq3lVaNyyD2W9\nKioTQ4reI0trW6XNMnFBlR4ukuDsosWj/ZRzoYz3zpgLUurt7u2TpNtFQL8btT/X1IaqAugnftYH\n4Cp8Xo39O+v3tbS0tLS0tLR2pX2xMpWjHoBk2uxi+Ciwh/HEyAWwEX2GjM87uINV4oZnYu0S1a1t\nJb1lnvyXufPTKqlJjUOJ27fS83EC3snp9nZiPxyD/TC+++E43M65IGqf3v6DYBgElkXu6Jfp93sy\ndQXju/uWAFyLfb6U8vkzANYgEqolAK8AQKPRMAEsxH7/pqSyLCyleqEpk29M6kJX7hGB2K2l5CUE\n6a+op3tVVeoaTtQK/8p2J7IvY2INl/j7qtYSk4wQojx3jRLtlnk35M7zTiCG7PEjPu29Vd5ycXcv\nVa3aqFZv/4Mav+9gdraGubna7e7KTWu/J1NfBPBPGo2G22w25eO69wD4XOzz90hzo9GoAngcwI82\nm03eaDS+FH0uX1J/FwAfwHO76ZQKh0VKha0ClEikSprL7NZU7SuAUs/uWYk+MM5R/EaNUJm8pMyr\nBhPLd273ztkyc6HEJOMCEKXkZVAfXxXOzp3rnUAMKXX+7odjoL3Cqz4XynhV1OkEcNzkmzC3Xt2u\nj83NNiyrWmy+DVJJ8vZ7MvUZAJcA/Eqj0fhxAH8DYofe340+/wSAH2k0Gv8YwO9D7Nx7XQI/Afwc\ngP/QaDRegHgR/ecA/MJeQztvteS2X9UkTT0Yq/dhUt5JJYp3kmRuovL14tvQi0RpqD4XyiTLjMEw\n1VIkTjlUsylx4VDzTmw+TkzpO1tv2V/fB8dgP8Sb/XAcbudc4JwrP2GYpMSOa57JHLwTtB8fUA5G\nttlsMgDfAvGo7mkA3w3gW5vN5uXo8wsAvh3AxwD8FcQOvm+N/f5/AvATAH4ewB9DENL/yU13bLBN\neAhMy5KE2+XB5+JeAg5wXngR22r1sLLZRasj4Jx5Mg2AMaDTowhptpdH29YZ5whCWnhyMcZQcS14\nTvFDG8cmODjrYbbu5C5eEAAzdRu1qg1L4c7LNsWz/qJjK7dr1zwLtpXfroB+ArNTLipu/hXfMoGF\nGRdVz0IGFWEgShkIgNNHpjFTs3O9nV4Iw/bwt7/jG3HmxJFcr+c4sE0Ci7VBePbuTs45Ni8+jU/8\n9A/jn/+jj+ONc81cLzjHG1e38VxzBZ1u9rZpzjk2dvq4sSnmZJAzHxnnuLy8g6++vo7mhY3coMk5\nR68fwg8Yev2wMGmWlO+icxIYIgGKvPHzVnWOyfZV293rGDKA/Racv/IYZIE5k175X5VxkP9VaVeO\ng6pXZQfkkPi+d96y4ys9Ku1Kqc+b4rmgdXu0L6Cd+1wj0E65dJsHm4uD5sTvpsPm0kB4MigmM4++\nH2Jlo4ueP7xgEQhUQtWzRtol4LAtE0a8VEsEsKu45oiXsSF4Uf6cMTaAbSa9kkklf04pgx/SMRCm\naQKuZY7wl4KQot0L0O6OXnSrrol61R4hgEv6+Rjg0wBs0xhskx4ew/H3FJLMG84Fnb2fgnUwiICa\nxr1ByNDq+ojnoQTAdM1GxbVG+iDb5RgdX5pYReSco9MLcGWlgzAWQMOQYmOnj04/xPDHHMvLq/ij\nP/siur3hUjwhQL1WQ0g5/CiB8Vwbtu0igAsSw0V0t67j6ld+HytXX4XfF20sHDiAJ9/9AXzsf/xf\nUKkOl9UZYzDJ6LtwtkWwOFfFmWOzIy+qdroBttqCDB8/hlXPwnRtFF66vtXD8npnZO46loHFuQqO\nLtZHjk0Q0IhdFht3Lsr52Pbo3E1jGmWxi9LO3yxgZdq8yQJWZrWbhim41TEkeQzS/l4Wv6mMNw2Q\nmQ+sZGPxJs2bNb5lvJOYC3FQbFG7WeM7Ae9NLW390m9/nu8HNML25jre9cjhfcuZUoF26mSqWDzv\n+Xd8oheB5eIndxHcToAIRSa3stlBu5PNajII4NomXMeEE1HEs5/Xc9jRhUmCDtOewcugYRgERsSE\nyQLLjSYpHJ5jwjLNTK8fUGy1fHBwzNRduImLZLLdIGSDxNE008GQ8YuNmNL5BOaQcvT8EASCQ5XF\nsGGMwQ8YWt0AFWc86Ut6g5ChHzCRkOS8SxRShu12H9dXO9hs+2h1ggHZfswbBnjl1Qv43F8+h2rV\ng2GY6PTS6/7Vqh4M00UvYFh+8Y+wevF5bG2up3rP3HcW3/xt34Vv+MjfGpSIyZpjVc/C8UN1HJit\nYGOnj56ffXdsmQRTFRuGAVy+0UarE2Q+va1F7darNoJgmNgnxTmHQQhsiwzZVhnjG7/YiIW2bML2\n6LwRvcyeN8MkReX8BYYMLFXvXseQW9OH7Lggb3SKeFXxpFCsFmWPWfLRdpE3/p5RnjeeFBbHkLi3\naN5MfhxwhxHQk0ojomfpdpDSdTK1N1I6QMm7rczGcu5c07yXlnfQTSlpkqaDsxUlICLnHBXXVJqQ\n8iKm8tIjYwwcgKnQbhkvZSKZUumvfMSh0l8/oJkX7zFxnkuRj2un44sEUMH7pReXsbyRX+RY6g/+\n5PO4spxOOo/LIASv/9VvYeVKMfjTcRz84q9/CgsHDhV6CYBTR2ZAFI4t5xwb270BADS3D5aB+0/M\nKgZIkayrzQVBwladu2W8ZQCZqu+pTSqGqEI3hVft3CnjLXNOJsus5HuLie+jXtXxLdNf9bkwKW8Y\nUliWAqU0Rf/qZ36L1+pTN/Ore65afaZwLG8XKf1OKidzx0s1sEjybxnvXmu4eqPmVX1BclJ0eKIY\nBIXKlVtQ3naeU7YmpQultqmrynHU3txmnMMy1I6t7/vKOAoOudtS5WJbYscnGfw/BWvequu4JrXt\nfBLIkdsdQ4RXJB0qXs7VvMMamqreCcSQEsnvpGKI6viW9e7mGqEJ6Hun/fgCupaWlpaWlpbWHSOd\nTGlpaWlpaWlp7UI6mdLS0tLS0tLS2oV0MqWlpaWlpaWltQvpZGqPVOZ94wm8mxw1PKF2S+nu3B1a\n5tCWA76ru8uQilUAllJlIIClyhMpO+9elTle+yGGTCw2ldLed2I/bFqf1Pjqgu/7QzqZUlBeQJRk\nWkkRL/KqEoWld27ag6NQSdsgQKfnIwxpYbsRIlGJqiy/W5GXRpypfsAKL+RhyLCx08PGdr+wfICk\nKQvuVrFX/lfFK9FSRRc8SaUX7RaPmWVEhasLxgEAHjgxh4Vpt/DyYZsEjz9yFseWFpC3yceyTExP\n1XH80W/E0rE35QZaz/Mwt7CI3/nt38L66o3cv88YwxsXr+GpTz+Njc1WrpdShkvXt3Hu0gb8IB/r\nYRDBD+v1AwUiOENIGXp+qOSV81Zl7oZhBIlVnGMqpHFVIvikY4ikfO9Vu5LMHv+ORV6VGDIcK5XY\nxAbno4p3UjFEjlmZuVAUQ8rOBfPmqAhaeyzNmSoWlydCcnttGmE3C8qWxkTJo/myGBuGc461rS52\n2sHY6gQhgGmMQierrgU3weIRXBpBD4+zqNL6MGDTJPhSacA7zkU9pX4wpH8TAI5twDJJ4vtydPsh\nlte7A/q3ZRIszldQda0xbxK2mEUJTiM+Z7F40r5vGJXQ4Ri9y+PR34rzpWRgTmuX0lHopT+geScU\n/b4EkHLO8dqVTbxxdQet7iiMU+JjJNCQc46vvPQamucuYi2R1EzVKzCdOrjhRdvcKa599Q9x/dxf\nYX1tecQ7O7cAYlUQcjEXbNvGx//B9+Pt73gXXK8y4l3b2ManP/tlNF+/CkDQ1r/vOz+ANz9wEq47\nLI/DOcfmTh+fe/YyltcFO8u2DLztwUM4OFsZS+xc28Bs3YFtC0ILIRw1zx4DvgqYKI8YqPLnHJ5t\nwjSNsTmqPm8EXJWOsLA4LHMcDpt+/qZTyWVcGO3XkBt0K2JIWrtlvGl9yKJ/Z8WQbGo8Hx/flPFJ\nA4KmebP7detiSNrfyvZO5HpyUxnVfiGgq+p2kdI1tHNvNDhAwzsVknrixJW8q8njlsS9LIdRFAQh\nVjZ76PTCCGIp6N1pfoMQ1CoWbEtQgUyTwMkhjcugIVeuDMPIXGqWXsoEzTxrkUCQ2cWFyQ8o1rb6\nY8mCVK1i4cCMB8c2UwNjXDLASIZOFoE5zZtHSg7C6K6RiMhkmQRmSgFfGZDlhZRSQWrParcfUBFs\nIfphZVDcg5Dh+XMruL7WAY1K+lCWDnzs9Xz85Ze/igtXbgAgcNwKuFVHvJTMwNvewKUv/w6WL74I\n27JguVX4zE5t9/DhI/j+f/hDOHPfWfT9EM+88Do+/blnU++QTx09gI/99+/HiSMH0fNDvPD6Kp59\nZXXMBwAHZz08+qaDqFdFPcFa1UbNS++DbZJBuR4Jh8yajKYhoJ+maZSaC5SyKKFP94ryQsaAe5R3\nro/Px+xzWH4+yRiS540nOQAfu3gnvfJcVPHGy00V9SEeb/LaTZLG873DJGVSMaQIlhrvQ9G8kZU1\nVCCsyWtPyjHQydQEpZOpvdHIAZoUUThZwy1Pq1uivIxKH2ZqDmoVKzUpGOtvdHKrPILv+3SkLlue\nur0gKh9TrBNLdXiOGktWLHGrPalW9coSNlklY+KS5WNUTqEwFKtUKuNwaXkbzzRXlF6c+MrLF/GV\nc8swzPwCygBw4Zn/giuvPQvDLD6+3/ht34PlLROdWE3ALH3HR96LjTZBoFDx/aPvOY1jh6aUQKH1\niq08vhXXgKVwbAHA98PMsjlJyRJGRZKPZ1TjAqBG7i5LGs9L5OKilOVe6EfbVadxT+KcvBO9qnOh\njLfg2nNTydR+KSejqjJlZ6T2ovyMJqBPQDdHDy/jL5ZjmugaaiVmAChdwId9UPOVeRm60w+VjwJT\nTNDKSvV7EUJGCvoWeVXngmkaYIpHYarqKnd4dnYKhpleey+p+txhGOZXlbzNV96AM3NcyfvaxXVM\nzcwpeQGuTFxnjEN16nIGQNGbtdq3G5Ulopchd6vGENVEarTtvfXeze9C3+7vVibeqIqFATj197bR\nCarieXjxcg/G1WtK/ltZfkYnU1paWlpaWvegdDmZvZPezaelpaWlpaWltQvpZEpLS0tLS0tLaxfS\nyZSWlpaWlpaW1i6kk6mSEi+Oqr0FONxarORW9nb74YDTVCTLKvOyqzqxWfUlbc45giAfJBoX42p9\n4JwPdkDupWR7Ku0yzpVfSi0xbeDYBg7NVYqNAE4uTePMkRkl7wP3n8Xho8UvlXPOsblyAX5vW8l7\n48Yy+v3iXX+MMfzFX76AdrdX6KWU4eXz60o7BCnjuL7eKQQnij4InIfK+Pp+iJWNjpI3DCmCUG0+\nlqLIl4gh5eJN+X6o+cq1q6rJ0cPL96VIk9ohX+bao3XrpdEIxRrjTKkwRCSbpIgnM8p9iU6YjDb7\nfohrq220I86UZRrw3HR2lGUaWJh24boWUMDqGbKlhiyXvK3Ycqs0Y4LNlHW9a3d9bLd9hFS0L3cb\npfXXc01MVWxYEZLAtkgqIkFCQmmMB2UaZPB7aX0FinkySXaU3IKcNWaUMnAQGASgEbAz3Sv7IDo7\nDp8clW0KdhjjHDfWu/jiC9fhB+MH2LENPHxqHjN1FyFleOG1G/iV33sO3X445p2uOXjfW89gbqaK\n0O/j+We/hF/9xM8h8Md38RiEwzaBdmsHtfo05pbOYurY4zCM8eNrEg7LANrdHmam6lhaOozDx0+l\nfreNtRVcuvg6VlbXcXRpHh/+2sfwkQ89keq9eH0br1zcxGbLx2zdwcNnFtA4OTfm5ZxjdbODta0e\n+gFD1TVx7FAdi3O1sTY552h1fPR8Cs44iEHg2eYIwDbuvb7WxsZOHyHlqHoWTixNYbrmpnq7PXFz\nwyHOG882cubjEF+gwiESKh9D9ooHFfeqMKluhh2V14c4ALWo3TjgMg2AmeaN76zM6wMwGSaV5EyV\nmQtpoFjcI5ypstorLpXmTO2NeB6FNnnC7pYyDIiLM2cAiU5Yxjmur7ax3fbHkAQGARzbHFC6CQHm\nplxUPRtWIpCIBICPgh2j1ZU0erH4HsMAncY4kYlFP+SDbbt+EGJzp49+ShJAogRItmMaBDN1Zwwo\nKoNt/MJEKUVIU0jl0XewjCFkM5tIPE46zqOaAxgkVfK4sJTjIMtEyGMg7tAZGM+eC/Hk1jQwIG/H\n1e0FeP3qNr762hokPvHs8Rkcmq+OsbC2dnr4r0+fx6f+27nBsX33Yydx4vDsWB+2N9fw6T/8XfzZ\nn/zB4BhWHAOB30O73R7xHjh0DPMn3ozK3Kmh1yYIwhC9/hDCSgiweGAex06cxsyc4MD0el1ceL2J\n1ZVV9Pyh1zQNNM4cxfd8+/vQOHMMALDT7uO5V1exstkdAcEaBDg0X8U7HlnCwoxYsWt3/cGNRVwE\nwHTdwZuOzqDiCfZW3w/R6kTlakYuQBymQeA65oBRtbXTx/JGBz1/FD1iGMBMzcXpozOD86rnhwiC\nFOAF5zAj8GicnC8uwrcmhtxKWnpeFYX4z+U5lkVAjycpWVTzNMBlVjKS9vNsqvk4zb5sDAHSqebJ\nY1NmzEpce3QylSKdTO0v8SKY5uDiCOTeXSSX4fPuWmQg2Gz1sbLRhV/wuMMyCA7MepidEhTxnC8T\nSwgIzFyqsuxvMWRQAiyXN7ro9oqhiAYBZqdcVBJlZFI6DDNarYknmKlWJr8Tyb17lP0VQ5FPSpZe\ngESP9fLhhZKszQXKvngucMC2x8uXJL1brT7OXd7EgekKKp6V672yvI0//dJ5HD00C8/Ng3lyXL74\nBn7+Z38Cra1VbG1tZTo9r4K5xeM4fP97YVo22t3sx3qe52BhYQGu42B1ZRlbO+1M71Stgrd+zRm8\n68kncH29i14/m5/mOSZOLk3h+GIdO93x0kpx2SbBwkwFC9OuElyWgA2qC+TNXccycGi+gqmaq8Sr\ncm0DVkRSv10xRPjyz99JeWWSIhfci7zyxgjYG+L7zXrl6rFKDJFPINTiTf74JtstGt9YwqqTqRTd\nymRKc6YUVBQw5bJyEWVVnhgqJF1CRAKxvtUrTKQAIGQc0zU3N5GKt0sU+iuW1mUtrSKvAcOAUiIF\niDuqakY5kUSHQZm4C0yplDJqNcQSuAqk1DCMiAKtUETaMBAqek3TEI81C2KbnAumgcxHQnHv7JSH\n04enM0v3xL3HlmbwaOMw2t3xR34JN46dOAOTsNxEChArTNcuvoJDb3oXet38TvR6Pi5fvgrPNUdW\nrtK00+7i6a+ex9GTDwxqO2a261NcvtHCVM3J9QFAQDk6vQDTCl4A2Nj20So8XoAfMvghzy37FBdJ\n1M3M0iRjiMo8l17VPqh6xTV+Et7R1a4ib3I1LN+rRjpXHbOb8aqOGSEEvh/CcW7u9ecbN66h1c6+\n2bnT1WlvY31dxIC9IKHnSSdTe6T9scC3LzqhNSERqNOwjRKr/qUCzO3GQO8DlToCJU7J/RBD9kMf\nJqH9MG3347G90wjoZSWJ6Z1XXp44CV0nU1paWlpaWveg7hUC+iRXpAZ/Y+J/QUtLS0tLS0vrLpZO\nprS0tLS0tLS0diGdTGlpaWlpaWlp7UI6mdoDye28qvTjMl7TVH9zsmg3lFSch1TcB0D9ldsyRHB1\nWjMBBluxi9slY1uhM9sl6u0SqI+ZKs2ec8HMUm5XdKLQCwjyvYoMAlSqVSVvrVaDUbSlMpLnOqM8\nsxyZ4PD7XSUv5RwhzcYnxBVQBqo4FwyDKM/yrh8qtxtSpjTHOOcR0FWdoD6JeKN6/orvpB5v1L2s\nlLcMHV41Lgz7oerd2woTZcfsJqkIWnss88d+7Mdudx/2u35MAvfSFIenxcFvWV4AA+pt3rZe2e78\ntCdKYIQ0EzngmAYWZj1UHGtQ4iSLlByGDK1OH+1uKLgvBURwyVoZsk8y2qUMfsDguSYCykFz2D6O\nbWBuyoUZHQcgu12DENgWAYm2Fud5ZcLB+DiALy4ZhIfbq7PblV7TNIDogpflDSlDtxdiq+UPtmJn\nBTrGBI+q64vSJmaOl0Y+ynjh5jCDAPWKhbMn5hCGAg8QZoxFzbNw8vAUvutvfRtarR1cv34dnU5n\nzEcIwakzD+D9H/0YHnn8SRAWwvf7CIJxlIBpEMxMz6A2fxju1CJci4GzMDUBskwCg3Zw7tk/w9Of\n/zROnroPU7PzSLuYEgL0+j6efvEqXn5jDYcXaqhV7MxtWmFIcX2tg/WtHupVG46VTbPvBxTtPo2B\nHVObBDhHqxPgpfPr2G77mKm5cOz0dkPKsLnTwyuXNtH3Q1RcawyyOuwrw07Hx8pmD5TxVHirFKUM\nIRMwWMYZkFOtID7PVWKTjGOUskxvEsYZB96meZMxpIiZJMHDQ45VdruS1xSnyo9/r1FIZ5FXvd3h\nseWxEjrFXl7oBVBqzCK0yv+eairQMy9e+jHXUytddSer3+vi+OIUqoo3jknVam7h8dXQzmJxYJxO\nm0XHzfOmBUhBuB1eSLPIw30/xJWVFtrdcHBBNQlQq9hYnKsmAiqPQIHG4OdhyND3wzFitEmAem2U\nQJ7Vh/gdsfRSyuCHFJSNHoNOL8B2y0cQAyNZJkHds1GrjvKl0knJAkQaL/eRRiDPIhoDACEcJhle\nmLK8QwjhaLvpVOUoiGF0fP2AYqvdR/KGtuKacG1z2C7joIyhH9CRRIAA0QV32F9KBQi159ORJIpS\nCnEdHb3j9xwDM1MejFi7rY6PZ5orWNnsDBhVjm1gYcbDiUPTI/Pm3LlX8a//9f+Jv/7rp9HrCSjn\nwcXDeOjxr8Vb3/cdMGL8ru3tTbz26iu4sboeXXyBqXoV1al5EHd2lALtt9HbuYHt7e1BMuqaDOuX\nX8bVCy+MHK83v+09+NA3fyemZheHv08pzl/bxNWVnVHv2UU88fAR1KtDlhRjDNttHz1/dCCOLdZw\n9EANblSiSN4A7HSCEainJPpTykZuXuT5F2+XEOBr7lvA8UNTI+12ugEu3miN1BUkBDhzZBoHZiuD\npIoxMbZrW70RACkhwPyUh6pnDeaCJOyn5cUmQZS4D708JcmS5VhU4k3a/M8q0ZLlTWtXfjZKGk9v\nN41KLufauHeUQD5M5FIqTCSo4mkE9mS7RXEhr12Va0QZb8a1R0N5SVCDAAAgAElEQVQ7c7RbeKcm\noO+NBgcofoIWEW9HKcFFdNwh+beIsL2508PyRhcGgMW5yiCIZ8kyCULK0OoEuTBNzzFRjcjaecA6\nmZAwJlaf/JwVKM45tnZ66PYpHMfE7JQ7cqFP88uVsqw7fuljlEFeqoq2vZpEwBNJgTf+KCAtuMfF\nZGLHOHY64xfvuAwDqLo2DAMIQpY7DiYBqlEZlE4/H4AqkyrTlCV5sufCpevbeOn8OgyD4NTh6Uwy\nOuccTz31FD7xy78Cb+oA3vNNfw/16blM77Url3D+wgUYlgu7tjiScCW9tLuGnfXraG9ew+tf/Rw4\nS39cZxgmPvo3/x4eest70OoxvPTGauYjD9Mk+PA7TuPMsTmEIcNWOxsSahoE9x+fweyUi74vVqOy\nJFZxKfpRsrO6lV2c2XNMvO3BRUzXXKxsdrGxk02Hdx0TZ4/NoOJa2Nzx0fWzQaG2JeprWpYRJVt5\n8VysbhKQzNUUqfhjqSIa97DGaHFskt6ic0f0YXi+FJ2/8T4UeVXP37J9UPXGrxFFfRiW18lOPJPt\nApnXE51M5UgnU/tDYwdIlaYLqBF6y/gAoO8H4FzN2+0HCEK1Ma5XbFQreeVHhmp385OzuMIwVKKS\nAyL5K6K4SwUhVeaHWIokakAkKSrtMs6xvNZRPg55CWKaVLyWKWrGqXg3d3pKlG8A+OJXruKFNzaU\nvNdXNnBttaXkvfTlT+L1l59W8r7/2/5nmFNHlLwf/dqzqFXHCxGn6czR6cxHbkm9+PpaavHoNN13\ndKaQfA+IR7GHF2pKXtMkODhbUZw3HI7i9xKUb3Wv6nlWxqtCcd9P3kkdh3LezGvPTSVTP/HvfodX\na9M386t3lDrtbbz3sZOYn1/I9OQR0nU5mbtUYhn7dvdCXeUSiAl25C5U0WpB0lum3Ul4tbS09o/u\ndgK6lCShG1evpX7eam3tmpCukyktLS0tLa17UPcKAf1WSKMRtLS0tLS0tLR2IZ1MaWlpaWlpaWnt\nQjqZ0tLS0tLS0tLahXQyVVJiG6saqViV0CvZNmFIC/0C8Ggo7ibkqFVs1CrFr8aZhqBmU1rc55BS\nGIbgOBWp2wuwseOj3fWLjwXnYFSARYvEGYdtGUpEcAJ1KrnkfintcuUcCzMeTIWxqFcsVFwr6ku2\nGOPYbvWx3eoXkpX7fohzFzfxwutrCGn+MeOco+pZmKk7uT5A7DZ7+8NLeP9bjqLoqy0tVPC9H/ka\nfMv77i/cPHDk4BS+6+98H77hI3+zsA8mAnzxUz+L683P5Po452itvoHf+PVfw0svvlDofeGVS/iF\n//wXeOX8cqG31w+wMOPBtYvD5EzdQbcfDDhIWWKcY22rh5curKNXsEuQMY71rR7euLIFPwehIPvr\n+wydXlA4d4OQYnPHx8Z2d8D9yvNutX1st/tKsYlzFB4DAAN8gAppXJ4HKu1KjIJKu7I9FYK5bE/F\nK9sts1Ne9XqiGse0br00GqFYHBgHsmWB5uRnwKg3/u9Bw5yDxqi70msYhmDGFEDhKGUIKU3FJBgG\nEYTpiLobhgztrg8/gUkgEOBPxxawyCHYcjxhk6BDGgHuBrypFAZOEFJst334wTCo2RbBVNUe4yHF\n+VKyXUIEFygNEGhEx0BSihljCFkKWiIC28ljGQdzjoPxRgGBMiCmJa0SOijHIaQM3b4gnyflOQYq\nriUpxQMQp59IGDnn6PYCdPtD0r1BAM+1UKuMQ06vr7axudMbjGfFNXFssY7jh6YKoX9+QLHT8dFN\n4Sy5jgE7Ar5yzrG508d/e/4qXr20NeJzbAMfeMsxHF2swTLNqE8t/D9/+hJefGNttE3bxDsfO4H5\nmZr8Brh+5QJ+81f+Hc6/9srocWAhTNZBp7WFXq8L1/Nw+NQjaLzne1GfPzbi9TubWLv4HDbWriMI\nQlQqHt503xl803/3EczNjbKxlle38KXnX8PVG5ugjKPq2Xjg9BK+/cOPoZ5AKvghRb8fjsA8u70A\ny+udsdy94pio14YJqkkIbJvAsa2xMev0Aux0AvR8OjguB2c9nFgahacKb4hOLxzAPG2LYH7aw+ED\ntbF2wzAqWTP4OYdtGnAdc8y73fJHILAGAWoVC7WKM+5t+8N5Gp1LVddCxRvHp6RVd8hi8cmSMYYx\njCFpvKskTFPFG48hqt58APPoZ3kA5mQMyeNHlbmeKHo1Z2oXKuJQac7U3ognib2DD/hoaYU8Gncy\nMIiaXdntyjIRokzNKN036RVJlQhQBIBlpZejYIwjiC6kjI9f6JPeOBFcwCbTWVgSXsn4MAj3MoCT\nBOKCPV0XAE8CpFKK5XczCIFlye8t/r6ZFpwYi0Ceon9G1PeiYC77nwVWHS8FkQ06jCcppgHUqzZs\ny8wcs75PQTkQBCFa3TCz7ItlEtQqNlzHwlarhxtrHXQygJMzNQdnT8xipu4WUKg5/CDExk4flImL\ntWOZmcH86koLf/jFC2h3Q7y1cRAPnppPZZJRSvHy+XX88u89h04vwGONwzh5eA5GWruhj5e/+mX8\n6i/8X+h127DRh9/dwfb25ph3dn4RxxrvwH1P/m0Qw8Tm5eexuXIJrdY43+rAwhweffTN+MAHPwTK\nOL74zKu4cHUN7e54sntwroa3f80pfOidD4iE1g9FcpIyFIwxbLd8bOz0YRCIkkimkbrWKHlplmkg\nCBk2W310+2HqQmq9YuHYYh0HZqvwA4pWJxhLtqUqronDB6qYqXsIKQWlQ6p5XPLccR0DtmWi0wvQ\n7gaZ8E/bJJiuO7AtE91eiK6fBYzlsAxjMLeTF/rR45VMRLJ5SskEIb/d0Xld5I23W0RmH+9DXkI4\njPvFMQSDm9WsJK+MNyVh1cnULqSTqVujwgMkEw9AhaQbL4mSPz6M8cGqSrFX3J2aZjEYMqQMnIki\nykVeGq1EcRTzhMKQYnm9m5kUxGWbBg7OeUqwOgIOx06/0Mclgw8HT024kl6Z+Bb1Ia80RVKMcfSi\nRzLFBGaO1c0uWp2gcJIRiNIwLQVYqmUSPN44iKmqozQXWh1fiVfV64fYavXHVsrStLXTwxdfuJ5J\nRI9r5foF/MQ//rtYW71e6F060cCR+9+D7e2tQu+Jk/dh/thDWN/OL6JsEOCdj53B17/7ISUAa78f\ninOowEcAUMrR6Y+WrEmTaQCHD9RRda3CPhgEOLZYVxoHcFHqqOjvS9lWVC9TgR02V3eU4k3ezeDu\nvcWxUXhHbw6zlLxB3kuvagwpG2+ilTKdTO1Ce5FM6Xem9kBiCbp44ksv40wpAEiPmtdQBjiKun1q\nsEX53ZTAjITkFjgetyue/wUlbuLticeDal4RiFW96uNr5hSqTXrDsPiiDIhU3Q+yi13HFdLsIs9J\nyRqOKl7PtVBXSNAAoFpx4LlqGDvGgG5np9gIYHN9VSmRAoCdXlCYSAEA40C16iqT7A1D4Q4LwhNy\nppTIRLWFlfrAuEioVM/JUPWLQazwqpNz1eaYPG8m4S0RQvb8XN8PXsMgSu+SaU1eGtqppaWlpaV1\nD+rGjWtotdu3uxu3XZyGAA7vqg2dTGlpaWlpad2DulfKyeSp3drB+9/2JszP7+5xp06mtLS0tLS0\n7kHpcjLifan5+QXlYtNZ0u9MaWlpaWlpaWntQjqZ0tLS0prUpuZS7U6oE3rDtpbWxKWTqT3QkI6r\nQvMVO/nKUXfV2lXxim23ZbwcxCgmggt4YDr7KE2UCc6SSruIqMpFXrFNWI08L7dKq3lLji8EoV3F\nW6tYsBRp9qZpKNHWDQKsb/bgB8XjEYR0gNXI/esRG4uIfxS2a1kE8zOVwu9GABw7egRPvOPdqFar\nuV7Pq+CxNz+Khx64bwz8Ou51MTddx8H5qcJj5rk2Vjfb8IN8yrgUjbatF8k0CDzXhOcU4yFskyAI\nuTIsaH27rzy+/TBUmrsEYu4Uji8X505AaeFOMhkXJFxX3as2HyUaoMjLGC8VQ/Y+3ux9LJcelZ3D\nWpOX5kwVi2eB3pLEW/GzbG8cYCfJxRzj6APGBOVbMlzyiMLJv5cHekv3poND4wwXQgjCkArgX8pV\nJAgpWu0A250g6xhmquJamK4JAOC4OCyDwHHEhTMLzpc8PvIYpHFl0gjvee0mj6Wql3MuQKdRMpr0\ngnOQiHRPKcPyegftbpi6iEApQz8iyVPKIm4QG7vmGREBVcJVPcfEAyfnMFN3xnARAhoaoh3BP0lE\ndc6aN5TyAY1bsrwi+NiIlxDAMghsW8BKr6+18fKFDWym0OErjomDsxUcnKuAEII/+tRT+MTP/yxe\n+OpzY97Ggw/ju7/3H+Aj3/qdAIA//+zn8Yd//Oe4cOnqmPfIkaN45PF34OjJs4LMvryCa8tr2Nju\njPYVwOLCNM6eOYoD8zPidw/UMD/tpkMdqYBvSo6a5xiwTGMMZ0AgCPGeI4C4jHFsbHfR6o7zpiTl\nfrrmDM4B14rO+7EeiHHr9MQ8sUyC+47OYLrmjF1QKWPo9kKsbHYjlALBTN2GkwKRBQTuwY3GjFI2\nAPCOne/R3LIiRh0hQMWxYFnjeA3BqGOI5wSOnY5woZQN/q6UZQlAb9p8LAP4VPGmxdi8yhVJSOck\nYkheH1Ko7ZozdZMqYkwBGtq5V+LA6ESX/wayyd0SCAnkE7bjJHT51ySrKKk40E62m0XSjZ+waUlf\nvK/xxCOv5IosfxNGZGBKGXp9ivXtnjKjJ0uzdQcV1xqQf02DjJXDSB4H0d/sMgzDVTgSrQaOJohp\nx0GOU3G7o2Tn7FIQFCHlgwujpKmnrZZ0ugFWNruDxIkzjn4GWyoIKYIYjNE0iFgxSWn30FwFpw5P\no1axBQU/pJnwTwOAGStDxKLyN8mLqqTBRzhXiDlD4DnW+MWPczTPr+PSjRY6fQrbMjBbc3BssT52\nzPx+H//3v/k/8EefegpXr17G4qElfN03fBQ/8I/+GTyvMuLt9fr4jf/0SfzVXz+H9Y0tzM3N4szZ\nB/Hw4++GmYCFBmGICxevYmVtE51egNmpCo4fOYgzJw+P9dc0CU4tieMVfVt0ugFa3fGVKwKg4lnR\nEUBUxsUYKycDAP0gxPpWD52IhO45JupVGxV3nCQvErLYd+AcnX46JX+mZuPk0jQqnrjp6PsUq1vD\neRSXaxuYqtiwTAMgGFQYsBLHa1DqKkowZBIlb/KSsk0DjiOI73IVKghZ6vkr25DVHSjjmXw60xDn\nebwSRB5FXX6ed06W9cZJ6Hl9KBtDZCyQ/VGJN/LfKTfWOpm6Selk6tZp5AAVndBx5d0xjfwBPrzr\nT6vJl1SZPqh6i0oiJL3bbVFWw08J2Dcr0yA4NF9BxTXHLoZpfcgq3ZNUXu2tNK8KKVl4s8tjJPsa\nRuV4ivrAOceN9Q5Wt3oIwvxzk3OOXkTjZsgHHRICPHRqDp5jjtVnTJNBABZLAvP6AAhydlpZori6\nvQDPnVvF3JQXS1TSdfnSBfzcz/wk/s73/UOcvu9srvfS5av41d/6fTQefSfqU9O53p1WGyur63jg\nTcfhOvl9mKraOLxQxU4nKHzyZZkE0zUHVS+fSs45x07bRz+gmKoVA1ANA+CUo6dwnh1frImSQ+3i\nre5zdQe1ig07ZUUp2V8BgRWA1yJ5jgm5aFkkcQMgbnDyxLmogKBy/paJC2VjiHpcUPcKv1ocKYjl\nOpm6Selk6tZp7ADF7xIKf5mn17O7WR8gkjTV5+SqJ2pZ79WVVuqdeprkXbuKjh2spdZ8S9N+OA6q\nkglV2spRUp1eiFcujtenS1MQUnR9tXfVDs55WJqvFRuh9s6XlGWSwkRKanWzOyj0W6QwZKCK8enp\nF5exstVT8s7VHWUq+OGFqsorYgCA44t1JXo45zz1MW2aGOcIFG9YbMvA7JRbbAQwXbFxYK5SbES5\n88EgyHhkv7t2zejRsYrKxIX9EEPKeTOvPTqZukntVTKlOVNaWlpaWlr3oG4HAb1WqSrdVN4qtVpb\n2C39HNDJlJaWlpaW1j2pW01Ab7d28Lazc5ifX7hlf7NYh3dNPwd0MqWlpaWlpXVP6lYT0CVtPO+R\n2p0qDajQ0tLS0tLS0tqFdDJ1U7q9L+0rvqc+2T6UeOZtmureniI4sczGCc6Ld6XdjLesyrSrusFB\n7P5Ua9MsMXHKzLEy01EFOipllZg3FU/t5WQAqHrqC/KOpRYiCdS/G4H6+BqEKJ8/piHQBUp9IOrn\nkAoYc/K6vX2QKBAtrSzpx3wlJFEH8n/n7QKJe+M8kTTJLa/yhFVpt4iNkvQC+XgE6YkzVfK8h+Yq\nmK05uLHZRd9P321kGgSLcx4qroV+QHFjvYcgg5jsBxTL6x28cmkDC9MuHn3TAdQqTqo3zo+ilKYy\nsaRojLzMGR2AUHfrTXJq8o6tpERbZkS+z8tUOEfNs/Dw6Tnc2Ohieb2baZ2pO5iq2qCMY2Wzi/Xt\nfqqPQOw0m5/xYEgoY3YP4NoGbEvwgnr9EHmQa882YVlEUKNzvhuJ2j22WEfPp7i+1k7lIAEi+T40\nX4HnWOj1Q1xeaQvWVYpsy8CxgzU8cGIWl1fa+IPPn0e7l56QH5rz8HVPnMD8jIurK2185pmr6GdQ\nxA/Oenjs7EHUPBsbOz28enkrk8p9cNbD6aMzcB0L7Y6P1c1eZuJc8yzM1B0YhGAr8mbp0LyHpbka\nCAGur3VwYbmV6T2xVMeRAzUQEKzv9DLnAiCYbvWIOQaSnQRyzrHT8dHzGQxCUKtYqLjZlwzbIrBM\nQ/DHJJ8qQ5yPVlbIOs8kvoBzAsoobItkYlPi1R2K4sIQBVMcy8u0KxNPGXfzY+5wZ16Z64n4Pb0O\nst+k0QjF4mlk2iwqeZY3jeGUxj/KIpingTezvGl8qyxwZ5aXR0TsuNKCA6UM7W6AGxvdEQjk/LQz\nQnUGxFb3djfAylZvcJfHOMfKRgfbbX+EDu05Jo4erOPh0/MjsLq0xDANxinLTXAkj7m4MIwQidko\n3DPPmzbu8cAc71feXJCU8rg37W91ugEuLrdGEgTXMTA/7Y0wgjjn6PZDXL7RGklS5qYcHD1YH4Fp\nyuOYhHFaJoFrmyPjzpgo8dHrh4gXO7FNAifFC3Ak8x7bInCsUW9IGXbaPq6vd0bu+A/Mepiu2iOo\nhTBk2Gr1cS3mJURgC2ZqLqzY6lGnF+CF19fxX5+5MvDaloEPv+M4zhyZGQFhtrsBXj6/jr9urgx+\n5lgGnnhwEYtz1ZH+9v0QV1bauLo63Pnk2AYeOj2PmfooMT0IBMh2J1YRwDQJDsx4A8q4HIcgZFjd\n7KIVG9+Ka+JMBFmNe9vdAK9d2R7hSE3XHJw9PjPm7fZDXFvroB/DUHiOibkpd2zekOiAxpOqbi9E\nuxcO+Hfx41OvWiPntWkIHEJyLnDGRuaMFE8wmBjjAyhoXGnnuoyXTuI4qsaFrHaz/lZWXEiLN+kx\nfvymN41vVTaGpFx77gg0ggqGYD9Kc6b2RjzvDiOeEOVR0eNe0zQKV4DitPMimGbSmwe3kye3rA9Y\n5FVt1w8oNndEvbCFGS+TXg6IC9PGjo/LKy2sb/VyOUnTNRv3H5/F4YUa8kB4gwBDDIDzCJCZ7zWM\ncl5Z4CNvfGXCqjYXRPkMQhAlUunekFJst3xcWm5hdtqF51iZc4Eyhu2WjxubXZxemka96uTOG0o5\nGGfwXAtW3qpdVMYmDBk8xyxctaPRnHUjKnbeXFjb7iMIKQ7MeCMXyaR6foiV9S5AgIOzFXgZqySc\nc6xv9fDZZ69gZsrDW+4/gKlaOn9Jej//lWuYn/Zw5sg0XCe73XY3wLlLm1g6UMPSQhV2Ro1Azjl6\nfojltS5majaqnpU7xzr9EDc2ujixWMfslDNGJJeilGFzp4/Xrm7hzNEZzE97ueTunU6AGxsdzE+7\ncO3seSNXUyjlouxNDtiVEJGYTVdtuApzQdawA1FYHefx/uTANDmHYQ4TwCxvPHHh8lzLGQcZa8X5\nqxYXis71eEKkEhfKxZBBXNbJ1ASlk6m9kdIB2udAtxHJx4nqXrVlZXknp+LdavXx2WevKpWhWZyr\n4B0PHVLqL4vuhlViS1ZdwlTx/GQy2a7qmJWBBq5tdZXL9limoUSsFl41mj7nHJypQ2iTK1dZokzU\nZVOmS0fJZ5GCkAKEKHlbHR99nyqDc9Nq0aUpDKnyuzYV14SXkcglRRlTBqW2u+o1Mze2e7mPdeM6\nfqimBOhkTFR4UIo3jCvHMYDDtkzluJD3eC7pBfIrCgx6oEhQl+2W8arGkDCksMq8YBiTTqbUpJJM\n6Qeve6QyOenkvGpmcTKX8ZaR+huwqomBuJtU70eZPk/CO6n7kzIjUcar2l95d6/qVT20hmpCi+Eq\nnlK7hqHuJerjq5pUAyXnV4lRK9fuhFTi/FUWUe9vmTmmfNMU86tIrHZNxquqrHf5tG6t9AvoWlpa\nWlpa96DW11bQ7amVYSIAPM/b1d/bK9r4fpROprS0tLS0tO5BBe1VZfRGZ2cT3/jet6BWU6vvma69\noY3vR+lkSktLS0tL6x7UwaVjmF08qeTdXL2GhYUF1Ov1CffqzpR+Z0pLS0tLS0tLaxfSydQeqcxL\nlvvBq6ryuz0V/ZxDmTvHy/VjUl5VTW58y5j3vg8THYMJbLQoR81W35QxqQoIExresr3Yc2upU6zE\nVChDJeclYgjHZOb6vogLWhPTXZ9MNRoNt9Fo/FKj0dhoNBpXGo3GD5dtI2+3hIRDEhKRpXO8jN28\nN++EFSyXSXkFIEbwqfK9cpuwirdesfHImQXUK/lPmqcqFpbmqyN08jTFAXvgxV5KBdOGKbQbUoZ+\nQOH7VKldeQzyvHJ8ASjPhXrVjkqs5AdvxzJQ9UwQUhDoORfARVPwtvK8nAmoqG2Jv5/rjXHXVOYC\nIMoT5R0v4R1uQy/2RsBVQsALzl9wjnrFQsW1C/IDwWIyDSKYYwXHlhCBO7AV3kkxDQLDJLFzLru/\nlAo+mcq8CUPJcCtKLDlMg2BpoQLXzr8sGASYrloRJb94fGn0nVTGjEZMqqJ2k3OsqF35OyrnL+dQ\nijeUMoSMIQzzz/XxMdvbGFKmXJfW5HQvvDP1UwDeAuD9AE4B+LVGo3G+2Wz+v6oNCJgdSyXpxum2\nZlQuJOmNE2uT3iR7JA6OG/WyMd5TGh3XNEl0Mqp509qNw+CGSAIy6GtcabR0+bc4Z4l2h5RhQgjO\nHJnBiUNT+Mprq7i22oEfQ2e7toGlhSoePr0w0nYa7HScMizLm6TTi+OMLYJhADMIGak5SKm4EHBO\nABCEjCP0GWyLj4Eok32Q0L2s8Y0DAQmRgTGbnG+aBkwAc1Mmur0AnX6IkdI00RjUKxacCCTpWAJ0\nmQQwyrH1HHPAKjI5RxhGsM0E0Z8QjJTxsDhHENABmDPuNU0DpjFa8iNtPiaJ0wYAbpDBRSdZKcAg\nGCV353kjInf8OPrhMNkf9Dc6H2S7s7aFoGJhu+WPzEUpyzRG+kApB5NLKYnzwjLJoA9WxUQQUvQG\nyfjQaxDAcyx4sXqBPCMucM4FQy2NHp4yb0Iq/pack/LmSXR3OG8Mg8Bz7QEz6uiiha1WH1stHyEd\nnTueY2JxzhuATQ3CB3EsGUNEcjREGHCOsbkvvTI+EiIPDwHjDCQxvnLuuilEfyCbaq5CQGdMJPUk\ndnzS4o1MDgXdnYABoCGDZYjvlfTyWLuAqPrAU64n8ubqZmKI1u3XXQ3tbDQaVQCrAL6h2Wx+LvrZ\nPwXwoWaz+UHFZgYHaLTeXn5dvPgdRZE33i6gVkNvr/swegdUXJtPJCz5ZPaR1aLoxM9akt5q9fGV\nc6vYbPmYnXLw8JkFTOdQqzG4MOZD82TpFvF7+bwqxmRpDQkazLTCIENgYBHUNDlvCvugMBc459jp\nBPCj2nKea6Lm2anHQZYXoVQkX7ZFRsqaJL1ByMQx4yLhzgIzcs7R9+kg4TJNI9cbp0vnsZpkEivW\nfzhMw8ilfKt6w1AkgDKZsAxk1nnr9AK0OoGATRLkEv0FRV7SqvOPbd8Po8ROlKOJl4FJeiUkFZD5\nWn79ODlVQipvANJ9NFa+xbYMeK6V2gfGOFY3Omj1QlgGweyUg9mp9K3xg1WdKC7IuZblJWSYLPAc\n/hLnHESkkCAGgWWRTDp8mXgzvMGNHgEiuw8iLsh6exwsb/2Si0RaJo95z+sGN5uDuXPzMeRmCei/\n+Ot/zMu8gP51Tz5wT76ArgLtvNtXpt4M8R2/EPvZXwD4326mMRmkGSumVssTQ144itpN3jXntatK\nx52kV4XcLVZUzAHdOu/7zdRdvPvNR7Cx08NMPZ9lQkQkBlcaBwLCCcKoQGmRFwB8PxRlaXLEOEE/\nYPBcs7BdOb4qZOf453nHixCC6ZqDIKAwrXw4JSEEVc9GEIawzOykQHod20QY5hd6ll7PtRCGIUyF\nduWqadGYmaZIiELKYBXMG9MUKwGUcdgZF1kpyzJhRhf9Inp41bNRcS1s7PRgFo4vgcHFKpNlZYdU\ncbxsuI64kNt2dh/kDQIHH1sBzPKHIYvu/PLHwTIJCBgqnpPbrmEQLC7UMNMP4LpW4RyzLBM9nxYm\nEfFVHxEX8r+XuLlDbqkh6RVxjGcmyXEvIQRBGBUuzvGKc5IgCMKRVcH0hoEwSsCL4gIhoig0QbG3\nTAzRuj2629cIDwNYbTab8TLyywC8RqOxcPPN3t7JfCcuJqokioQQTFWdCfztcv604qz7VaapTvk2\nFctpAGUp3+rtllH8cUv+31dnh5chYRNCChOpuFf1kUv8EX6xWc1WVqqlVQDAtk3lOTYpqVLyJ/ky\n9h0YdrVuoe72lakqgH7iZ/Lf6c+Q7gDd5rhWug8T6++E2p1Yd/fBuE1Ck/pek5pjpbzQF9E77XhN\nbD7eQTdZqjLIsFh0kUzDgGWJ/9Ma192eTPUwnjTJf3cU2xibaZOoE1fmjqrMS4d3mlelcOpQ6l75\nUraKrMreB4uytcFUVWYu7ofxVV6RmWAfynin63fsPdceSrQHTIgAAAszSURBVP0889zbf0mZVLwx\nJ/bdSqyU7vHOvb//3R8u0WBjT//23aa7PcW8AuBAo9GIf88lAN1ms7l5m/qkpaWlp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.jointplot('HDD65', 'CDD65', data=house, kind='hex')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Regressions\n", "Regression plots are used to show how one **quantitative** variable in a dataset changes with respect to another. The simplest regression plot in seaborn is `regplot()`. It provides a scatter plot with a regression line and shaded 95% confidence interval. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+Oavp/hEuWQmvBBpMMA3fHDx89zZGRgaYmcliNyixaRctMS8i0n26IoDjjUZ/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\n01lKfP35sxw7M7VoNHul0pND+0Y4Yo2vOhiv5u9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jnDlaTk9aXy881yEKfXmlzVAZGSlh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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.regplot('TOTSQFT', 'KWH', data=house)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`lmplot()` also plots regressions. It has more features than `regplot()`, like the ability to add hues or rows and columns for different categorical variables. These plotting features are explored further in the sections on [factorplots](#Show-any-categorical-type-with-factorplot) and data-aware [FacetGrids](#Using-FacetGrid-objects-in-Seaborn)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plot below uses `hue` to show Urban and Rural houses as different colors, and `col` to split by climate region across columns. The `col_wrap` parameter forces two of the climates onto a second row as a way to keep the figure a reasonable size." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DSTMSY7w/hLAVeA3wNyTDNv/9ANv0hxDeQlJj8V72vfm+AThxihsRBZLhoUem399bsr/d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\nPTk2PbyL2zbvZHTP5ET7spY6Np69mpN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PgwZa4vAWDUzH4ouZb/h+8SZ+sLkY0K138cno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ZGRszDVs/3ZEUJwt/Idv174mHXvYDFIQeGtoat8NPEBRet0xZHDaDU93GaLFBXTzJ74x9fzE24/\ncLl516XiHizqdBgomVy/4vDaxcKBcM+TkqYpDddFSwUFO8OrY1MUi8VTfQ+JRPJyk6QJ8/UlVqM5\nmgpoFIG2OADtQ9OlsT4mh/6Kv5n7R8peBUszKZh5SnYJIdKuxY8/LTyg2nhcOE5TwaMVlzBOuDxR\nYnI4v/3+KY1WOyvIybWnDjqWC3GS8t1yjf/7Nw+oN0NURUHXVG492OK//levHhAPOmt/uR7gBzEZ\nS6OvYB+6B5guTfC1dW9PxsFp++jvnl6I45jmdvhxpKV7bHsaDRfXd1muRnx6o8raVnDgtVQF3rxS\n5P1rfeQyjz//pr/JrcpN7rqzve2ItCyvl97gcuYSfXaeUrGAbpxsNYzDkCRMMFWToeIA4+ODVCpN\n4lh25kkkEkm36TWADW8ThYO2bfsffxaT6E97Tn5R6DXlcZwmviO9T5KwVSvjxR5WzsZWpH3Ns0AI\nQTWo7QQZz7sLXZsUe2GqBpOFc0w5k0w7E4znRtHPuD4ikZyUI/8XOjMzM9XjrvGZmZk9nhizs7Pz\nJ7oqieQFJk5SPrm50rPL8UnsHot/uOLiNjdJU9H2YY4SqvWAyZEcl8ZLXTdydyrfdn3dzkZwdwdE\nX6ZIoXj5FD51b6puhZpffybWRI9q8/xq4WMWG91tEV7vn+EXkx8ymOk/82vp0Gy2qDdbCMXAME82\n2SCEYHnD5+Zdl9lHDZIe4wWaClem81y7UuTcsH2qWQJxFOE1m2gpFOwsb05dJJ+XnqYSieT4dA7X\nc1sbrPktsMGyazjqDG4r3MkVADB1k381/ed8uXGLDW+Tocwgbw+9yWz1ftfX3mhWgSGgLRrMr7cD\nkIMooeXHPFh2UQC3FZLN6LjNkFYQ8/7VEaZH2u/5yc0VbtzfZGmjQZq27RlsQ+PRap0/zK7z4Zvj\nO+/XWfvLrr/zXrapMzWS5+FKlanzCXONBQAuOFNMO5PoqOiqxs/O/Zi56tKhPvonKbQ4ZgEBtFoe\nYZTiRRDEIX1CJcmn+EGLmldjsxnzuxtV5la6d7bNnM/zs7f66XPa0xgdO6JblZssH2JHNGyPcLV4\nlSn7HE7GPnF+QRzHxH6IqZg4GYd8sZ2roOsvT+FJIpFIToNe02tDmUE2va0jPf40J9FPek5+Eeg1\n5XFaTXxCCLaqZVpREyNrYdsyx+AsEUKw5Ve2bYcWmHMXewpy3bA1ayebYNqZZCw3gqq8HP+tS344\nHEfaegQHEjwU4J/3/V2AnJCS/HBZWG/s2QzB3qDF41BrhnsKHh1+9/Xazojo/tc8LCdhfwfEYmOJ\nzXiDt/uuQ5euk5OQpilrW2sk+tlbEy03VvnVwsc8qD3qev+l4gX+bOrnjOVGzvQ6dtNoNqg3fBTV\nQDdzJ3qtIEy586DOjbs1NqsHQ8o6lAoG1y47vPGKQ9Y+nZ9hIQRhEBD7EWqS0pcrcGn6EvncyT6T\nRCL5YZOkCV+sfcm9ync0PIEQOoqiENCkQRmHoT05A0ma7PgxKyhselt8tvYnzuW6Bw8M5UqsVdv/\nuxOADGBtT14trLcPfaW8tcfuT1PbNkYPV1yqjYBy3Sfdbl5PU0GcppDA/cXaHuGgs/bvfi8/jKk2\nfRbT23x5fxVVa3fi363c5/WBV/nF1Pvb73m4j/5JCy0liiQexEJlvRYQxAmmyLJYjllb/JrJc0X+\n8G2dbx92txaaGs3w83cGdmzu/MTjTvUOtyq3aMTdD88qKpecV3i98DrDZh/5rEU+fzA4+agkSULk\nhRiKTt7KUhgckVZ4EolE8gS62eA6lsPbQ28eyDg47Wm3bpzmOfl5pVdR+TjF5m4IIai4FRpBAz1j\nYllSMDgLhBBseJvtfC13kfn6YtecxF5k9SzTu4SC4eygFAokLzzHEQ5+eWZXIZG8RNSa3Qu7uwsg\nR6WYM/cUITrESdpzg9Vrg3guP9a1A6Li11hsrHAuO77/pZ6a3dZExhmO3m16W/x64RPulO92vX8i\nP86fT33EtDN5ZtewGyEErltnebVKio5hnay4vrYVcPNujTsP60Rx9+kCRYFLkzmuXykyPZY5lemC\nJEmI/BCRghqn9OXzDEyOUsgXTnV6QSKR/DDpiNj3Kt9RC1z8NMEHCmKwLR6IFijtnIHOlNz96kNW\nm+s4Zn7nAFb1a6iBg1tTSTSPYs5EVRQcy+Gd4Yv8rtbOOPCjdsHeNnWc7XwgP0y6yuWdtbqzlhv7\nCvMiFaBxwPqt8/jOe+3cHm/QEpukoU8+07ZO8uOApfoyi40VBgeeXCh52kJLHMesb1aIhMq7o+9z\na+khW9EaeqCihDottcnqFnx8a6VrPs5wv8XP3xng/Hh7Wu4odkSWavFG35vMZK/gmBkKuQzZ7NMV\nN9I0JWz56IpO1swwMjD01CHHEolE8kNkvw3u7qm2XrefJad5Tn5eOayJ72lI05RyrUIraqLZBtYz\nyAr8IZGKlNXmOvP1TpjxEl589EyBgpFnymmLBNPOJIN2vzwvS146jlPRa8zOzv7xzK5EInlJ2B1a\nvJt8xuDhinssm4Fuj+kUPnptsA7bCPbsgAjcUxMOnoU1US1w+efFT7mxcRtxYBAKRrJD/HLy51wu\nXXwmC3dHMPDDGKdURLezpEmPlOInEMUps48a3LhbY3XzoL90h3xW49rlIlcvOxSyJxdnwigiDWJU\nNLRUMFQo4uQzOIWC7OqUSCSnSkfEtrR2l79lavhhSJi2sMhhKVlKeYuxgczOlNxaa4Na4OKGLhP5\ncdIUZheqBNWITDiG6Ris21sMFDOUSu1iesfO79tHFe7FCbqm4jZCnJzZM/OlE4rcWctHB7Js1Hyi\nbc98RVXImDrXXxncs6bnt/3+bWPv6ypmSEJ8QIAIkvCAkN+Lpym0VKpV3GaIaeewOutgM4tatxEa\nrNcVltfCnWmK3RTzOh++PcDM+TwCwYP6d9ys3GS5tdTz/bJajmF7GEcrkFctJgf6n8o+IU1TQi9A\nFxoZK8PwwKAUCyQSieQE9Jpqe9K021nQ65zcWXtfBg5r4jsOcRyzVSsTJD5G1pITBqdEkiasNNfa\nEwX1BRbqSwTJ0YWrklXcmSaYdibos0pSKJC89Byn2vTFzMzMFvCPwN8C/zA7O7twNpclkTxfHMdb\nuFtocSFr8nClylJzhRAPkwyTK+N8dH3iUPFA11R+enWET26mBGGCZWrt8EZFOXSD1Wsj2LMD4hRC\ngoUQrG6unqk1UTNq8snSZ/xh7auu3Y79dolfTHzIGwOvPhvBIE2puXWafoRm2Jh2th306PcOK+7F\nVjXk5r0at7+rE4S9Qx3Pj2e5fsXh4kQOVX36z5imKUEQoCYKhmJiY5DL58nZBqViURZqJBLJmVHx\nXSqNAD/USBMNRU8o5k0MoTGoDfDj0StMDxdZaj4+eHdEBj8OqAV1llcTVrZaKG6Bil8nFLMogcea\nZ7OwVebO2hz/5r1/wcRQnnuLVeqtmFYQoWsqxZzJ1QsDaKqC23p8WOyEIsPjtTxNBdMjeTZrbcui\n8cEcM1NFVjZbe55byJo4WZM0FVS3JwVtU6dkO8SahWruXbMszTzy2nucQovv+6xvVVH1DFam/VmC\nwGertsVGs8xCOaFcSYm7DAxkbI33r/Vx7XKRiICvyl/ydeUW9UPsiM7lJsiqGbJaBl1VsW0LlJRK\nXGOMo+0FhBAEno+WqmSMDEN9A+i6DAqUSCSS54HTDDPudk7evfa+DJx0miMMQ8pumSANsXI2liIF\ng5MQpzFLjZVtoWCRxfoyUXr0s/qA3d+eKNgWC4qnUDeRSF40jrMr//muP/8OKMzMzNwF/h74O+DX\ns7OzRzf/kkieI3YHBjtmgYn8+M7ifpi3sKKIA8/TNe1AaHEr8vkP9/8RDxcdA5MsdXeT6fUCl8b6\nDr2286MOi+vNE2+w4iQlauT3Wjqg0GcXmciPIXrXqp9IEASsVlcxc/aZWBP5ccDvVr7g9yt/6LrQ\nF4w8H018wFtDV898xBbagkGlVscLInQzg2U/XZdMnAjuz7enCxbX/J6Py9gaVy8VuHalSKlgPO1l\nE0cRcRijoWPpJhndwbRVbMugr1jAMJ7+tSUSieRJxEnKo1WX39+usEUdy9AAB2EE9BV13hx8jR+N\nXN/5Hd89JeeYBWqhSxAHVFotak0FEVkQZAlHbpDaVRSh0hQ+cezhlxP+uHCfYWuM2w8rKEpbjE+S\nFC+IMQ2VfNbEtjRsU6ffaa+rnWKIrqk7a/n5MYdWENFoRaiqgmUoPKwtEm03AhSUAeqtkDcvDnBR\nczg/5uwIB8WCznyUcKcySxC313FbtzhXGGc0M8K9hQoLKzXyttGzGHOUQkucxHy9OMuWX6cvN8CI\nniMMAiqNMoEI+fQbl7uPWgThwWk4Q1d49/US777RRz0p8/H6r7nr3iUW8YHHAmS0DG+UrjKTv8KG\nv0YtqWBZe9fBo/gBB34AkSBj2Iw5o5jmy9NxKpFIJM8LJyn8dzsHP1ypcv4iNOPGgXPzk9i9tnbO\nybvX3peFp5nm8H2fslsmUhPsrI19RPFdspcwCVlsLDPntq2HlhorPe0VuzGcGXxsPVSYIG++PKKW\nRPK0HLnCNzs7+ynwKfA/z8zMKMBbwEe0hYT/FeibmZn5PfB3s7Oz/9NZXKxEchbsDwwGmK8v8cHY\ne2iq1tNbeG69xnI62/V5uqbt+A4nacL/9se/pypWAQiAQGmBgIeVpScKB6exwdq96bPENA3KNPyI\nn712nuvnr1Cv+e3Ax6fgsTVR9qmefxhRGvHF6pd8uvwZXnywsJ7RbX42/hPeG30bQz37oneaJFRr\nDfwoPpFgUK1H3LpX49b9Op7feyMzOZLh2hWHy1N5NO340wVCCKIwJI1SDNUkZ+YwcgYijbENjaKT\nI5ORm1KJRHL2+GHMv//tHHNrLm5LIy5q+Ga7iKHENgP68B7RAPZOyamKwrncOCu1CkE9g1bPolRM\n0qG7iEwNRU2ABEFCJBRU0WJ2ZZ2bmwmL6w1MXSWfNUBX2ax5/MfP5xks2vQVLM6POLx+vq9rYeX8\nqMPEUHsN9cOEVCR8sXELP222r12Bmtgg713k5oMt3nplkGuXBvas0efTn3K+OMmj2hyJEGTiIaxm\nif/340fkshaeF1KtBztThudHnT3Pf9I+oOrW+OeFz/BEiKIorJXXuRN8w5W+GTZq8KsvNinXDoru\nigLXrjj85M0SG8kif7PyG5YOsSMasoe41nedKXsSQ4FCLkumoHC3clAkyBvdM37iMCQJE0zVZCg3\nQKZfrkESiURyVnQt/C+7TI3maXjxE4WE/efgVCR8437DyryglG9PAu4+Nx+FztoqadNoNqg2q6Qa\nWHkLDdnIdRz8OGChvrRjPbTSXCM9YkekgsJobnjHemiqMEHWkPsSiWQ/T9UaPDs7K4AvgS9nZmb+\nF+BnwL8G/ivgQ0AKB5IXhm6BwW7gstRYYcqZ6Okt/LC8SJDp/bzdrx/Q2PO4WESESgvF6O1hv5uT\nbrB2b/pURcNhCAJQ/BL6U3boCyFY21wlPgNroiRN+HLjFh8v/o561Dhwv6Ea/HTsXd4few9bt071\nvbteT5xQqbkEUYppZzGt4wsGaSp4sNjkxl2XR8utno+zTJU3LhW4drnIQOn475MkCVEQoaYKlm7S\nnxlAzWokkY+laxQKNvncyUKbJRKJ5DD2dzeODWT5/z59wLcbczSSBnFqIFZGMfNNogTGiv1M6xcO\nFB12+wSnQjC/1sBr2KiVSaJ6SGxskGpNRKqACgogSEnSCC8OuP/AI2rUaAUxrQAafoSmKjT9mDBK\nieKUjapPtR6w5foY+uPCSWeyUNfUPWtoXWyB7hN7KUGUYBkaG80q1eYyKhPcuL+557nQ7jy8UJxi\nMj/BJzdX2GgEVBtV1ioe+axJFMX4YVtE/uRmyuJ6c8/zofs+oB1+XGbB28AnQqSCRqNOoiQEYYa/\n/nqNlbXu4nQuB+9ezaMNLvLXy39zqB3RxcIl3uy7Rp9SxNTBKeSwbRuATGqx3AuTXEQAACAASURB\nVFyjET5eq/NmnpHs0M7fkyQh8gJMxSRv56hYLhtRmSCKmLCO3qkqkUgkkuNxoPCfCm4+2GJ+vb5T\n+N+/Zu2m1gyJ45SVrSYNP0bL1VCKDTKhvfOYbudfyZNx6zVqLRcMFTN/9ufZl4VW1GJ+WyiYry+y\n2lzvmnnYDVVRGcuNbE8TTDJZOPdMagkSyYvOUwkHMzMz7wJ/CfynwHtADHwM/Pe08w8kkheGnoHB\n27f38hZWzLagkApBLXCpNFuIVMOI+xjPje9svtywTl8uy2arSpw8Vr9VPeXi0FDX1z5tniZY8TB8\n32e9to6Rs07VmkgIwddbd/inhU+pBNUD92uKxrsjb/HhuZ+Q69HNeJrEUUy1VieI24KB9RS1jXor\n5ut7LjfvuTRa3W0fAMYGLa5dKTJzPr+neHUUwigiCWIMxcA2LAaKg+3bgxaGkpDP6hTywzK4SSKR\nnDnduhu/+DbmbusWntUg1VMCJUboZaLKFEnTQLgGH7xycK3VVI0fD/+IPy084NuVFVYeCoSfQ8ls\nEGaapIoLqYaSaog0Rqjtg6MgRbQs6mWbUl6jFSSkqSCMUoRoP6azRsdJymbNBwHnxx3cZogfJlQb\nAZPDeS6dK+5ZQ0M8LEPDD5OdNT1OUmwrwsm2P0PZ9fn8zhpZ29jTzbm7gNMRCir1gCRJtm2bINh+\n78WNxqENA+VKO/zYyuTwmgvU6y5xGpOQYf5uiY0VCzgoGliWID/YICnN8QexQrrRXVjo2BG9VnoD\nM1GxdJVSsdDO8dmFqmq8M/Qma60NGlGTvJFjJDuEoqj4LQ891chaGUYHhxGIQyc8T4M4SXmw7FJ2\n/RN7cUskEsmLzv4zoLudwROEj39zD1tzMpbGje+28ML2GSZJKqipx0j/3knzXudpyV6EEFTdCnW/\niWapmAX7yU/6gdMIG8zV27ZDc+4iG97mkZ+rKRrn8mM7QcYT+XFMTdoiSiTH5cgVv5mZmX9DWyz4\nC2AQ+Jq2SPBvgd/Mzs4erXVaInnO6BkYvH17L2/hqaEhbm9tMl9fYr1W3ykgBC0NvTGyE3zsmAWK\nlsNwsY7rtYiTFF1TmRkcZ8o5dyafaX9mQz7b3ZvvsIDlXpRrZRphA6twelMGQgjuVR/w64WPWWtt\nHLhfQeH60FX+k4kPnkkgURiG1GpNwkRg2hmsY2ojQggeLbe4cbfGdwtNRI8mCENXeO1CO7tgZODo\n3Q5CCAI/QEnAUE2KdoHMQA4hBKHvIWKPXMZkbGAIVZUFE4lE8uzoZu+32FgmVHdNWglINZ/EqKEn\n/bitkBv3trg4VtxT5G3bG82zUY14uGLQ8GKUsW9QbQ9VGKikpGoAid7+ndUSFCUlaTikyxcxdFAU\nhZytE0QJYZQghIKmKnveJ4xSBDC/1sAPHwu8v7u9yrmhHE0vYrXcwjY0jGx77bMMFUNXiRJBLqNz\nzuwH2qLB4kaThysuF8YcVFXZ6ebcXcCxTY1as13oThKBte1MYJntYk4vYT8IAta3qiiajZXJUatX\n8ZstIqGx+KjI6oKFEAdFYtMUZEfXSfvmaFnlnv9+Q9YQb/Zf53z2AkoSk9ENSv15VK13YV9VNcby\no+3v0g+ImiEZI8N4cWxPds6cu3DohOdJiZOUv/98nuU1lzRtL7yHddJKJBLJy87+Bjg/aovFnbWm\nQ681Z73SItrV+KYkFmkqaHoRA87jonev87SkTZqmVGoVGmEDPWNiScGgJ7XA3QkynncX2PIrR36u\nrupM5sfbtkPOJBP5MfQzyF+USH5oHOf/Rf8nMA/8D8Bfz87OrpzNJUkkz5bdVggdHMvhXH4M6O0t\nrCiCW1u3d8QAAF0xUFBYbKywuFFqeyNvvz5A3aoTJCEDmT7+cvrPj9xhd5xQq26ZDXmjgJM7h9t8\nXBAp5S0mh48e9pMkCaubq2CBlTs90eCRu8Cv5n/DYmO56/2v98/wi8kPGcz0n9p79iIMAipugzhV\nsSx7p5BzVFp+zFd31/n85ha1+kE/6Q6DJZPrM0Veu1DAMo9WzEjimDCI0NEwdYvh3DCGaW6LCC3i\noEnW1hke7UPX5QZJIpF8P3SbcFPNEDVREAKiKAWl7a+v2z5Zq4luRSw2AubWB3Zyf+Ik5d//do77\nS1X8IKHph6Qj91ALm6SqIEWD2EQRCiK2ECmgxqRBlnjlIqQ6Ae0g5FLeIogS6q0IXVNIUgEI2uZG\nkMvoGLpKK9g7FRbGCf/hd3MoCjtTCGbDpGGrJGqKberESULsW2T1fua3GlTrAQ0/alsrrTeYGs7v\ndHPuLuA4OZNqI6ThRYRRgqYqFHMmzvZj9gv7Qgg2tiq0ghQ7U6DecKnXXFJNZW4xx59uD5AkBwWD\nYhGGX1ljTZ1t5yt1QUHhUuEV3uy7xqDej0JCztbI54tHmlSLoojEj7A0i/5sH7n+7hOBT5rwPCnz\naw0q7t48pKNMb0gkEsnLyv4GONvQsE19Z63psHvN2X3uvL/o4mQNwjglSVJUZZBYa+5ZL3efm/ez\nv5ntOEHKLwNJklCulWlFLYyshW2dfibgi4wQgkpQ3QkynnMXqIXuk5+4jamZTBXOMV2YZMqZYDw3\n+oP670sieVYcp7r0fwH/Avh3wH85MzPzt8Dfzs7OfnUmVyaRPCM0VeODsfdYaqzsbGrO5cf2LDq9\nMgamnUnmN7eIlRYaOiZZFEUhEK2dzo2jvH6HbgIBcMD2oVsHXee598tzrCUbFHMm6vaBvxHVef0i\nKP7gUwUsN5oNthpbWPnMqdndLDdW+fXCx3xXe9T1/kvF8/xy8ueMb3cxniW+71N1m6SomGaW42w3\nhBAsrfvcuFvj3lxzuyB1EE1VmDmf5/qMw9igfaTvMdwVIpkxMwz2De9MEASBR+jVsU2DsUEHy5L+\njBKJ5Punm71fwcixGjeJ9ahd6PcMVAWyAw2E4hMBTcvlHx+0qDV+RF8+Q5KmbNY8AOI0Rc25pIUt\n0KLten+CYsao3gCJlyX1sqShhfAKINq/k0lCe0pBUVCArK3TlzfZqPpESUrG0MjZBu/MDLJa8fYU\nQmxTBwGb1bYlw9RIHrcZslXz6Y8u4wz6RHgYVoZKzWIt9PHDmDhtTxW27Yxi3FZIKW9Ra4S8caH/\nwASjkzPx/IjdS0cpbzEx9FjYbzSabFXr6FaOJPVY3lxEGCrfLPj8/lYFz0/oiCAdMsUWIzOrbCkP\nWBTdbfJszeaN0lXeKF3FSDVUUppeTIRGjEI2K9C0g2tVmiYs1VeouBX6zCKX+i9QGh574rr2pAnP\nk1Jrdh9+flpbRolEInnR2d8Al7+k82ilQb31+Hdx95qz326w4YW4rYhizkTZnlIQ3kWuFA2mHevQ\nc223ZrbTtqd7XonjmM3qFkHqY2ZtbFsKBtA+N296W7smCha75hn2IqPbe4KMR3PDqIqcKJQcnSSK\npXfzU3Bk4WB2dvZfz8zMKLQzDf4S+C+A/3FmZqYM/D3wd8Dfzc7Orp7JlUokp0Cvzn1N1Q6MyR+l\ny7/PKtKXKRJ6e1vTLSW7p3Oj2+t36HRiVHyXB3MBeAVUpb2ZmlutMzGcO2D7sL+DbvcmbyPdxN0W\nLqZG8jviQTNucnV06ljflxCC9fIGASF24XQ2PJveFr9e+IQ75btd75/Ij/NnUx9x3pk8lfc7jFbT\nw202SdExzeN9viBM+OZBnRt3XbaqvYsSfQWDazMOb1x0yNiHb5LTNCX0A9RUxdRM+jJ92M7j6Y4o\nDIiSCEtXGS7lyGRON5RaIpFITsr+7sZUJNTZxMiEiDREMQXoAYmXI00VVE0gRLu4G0ZbmPFDSuow\nbjMkiEKqyTqx7ZHqqyjKXmFW0wWGHZKuTxHV8nts4RQFcpZOLqOjKArFnMWlc23roD7HpuoGjA/l\neO/VEc4N5fjsm1UWVuvEiaDfsRgfzLFZ87G3CyWqolDKW3hhhK+WiRCYZMjRB8MVqr6LZZlk7RJN\nL6FTQw+2swzyWZ2F9QaFnIlpqLjNkP6CxchgHs8LqTYCgjBhtD/Lj18bQddUkiRhfaNMmCqkisZ6\ndRUMhQfrEZ9+tUWtsV8QEJgDG5QuLFNXV1lr33QAS80wmhlhMjfJ5cwlbHRyBZuvH7m4u4pJy5tN\nfjQzhLa990nTFL/Z4sbGN4RpQCabZU1s4TUiPii8h6YcvsY9acLzpBRzFqsV/+DtT2HLKJFIJC8L\n+xvgpkecA5P0nTPufrvBsYEc6xWfIEp21sOBQpa/eGOmLbAfwmJj+Uzt6Z43kjRhrrbAwsYipmEy\nPTiJrf2wBQMhBGut9fZEQX2BeXeRVuwd+fk5I8t0oZ1PMOVMMpwZlJl9kiMTRzF+6BMGj3PJgvXc\nFeDW93tlLx7H8rOYnZ0VwOfbf/7tzMxMH/DnwL8E/jvgf5+Zmfl6dnb2rVO/UonkhHQLbOzlfXvU\nx07kx5nsW6TWWN7xRbbIMZEf29Mt2HnN/UKEojwOCqw0AtaaLSxyjKszqIpGtREQxt2DC3d30O3e\n5Jm0i8l+GOM2252OcLCjL05S5tcbJCt1NCEYH8ju+WxBELBWXUPPmljaybvZa4HLPy9+yo2N24gu\nlYyR7BC/nPw5l0sXz3xD0Gw2cZseKAaGebyQ5bUtnxuzLnce1Ynj7tMFqgKvTOW5fsVhcvTwKY0o\nioiDGEPRsQybPqd/j9VQHMfEoYela/TlM+RyJblhkkgkzy37uxs9bZOtTUHcGCLUPGItQtV1mpGF\n0NqWbkkqSBJBGKcsVcrkS4MsbNSpWfeJMi3iRJBadRQtRhEqqAJVaRfz1VQnbeT2rCoKYJsqI/2Z\ndtFbQCnfnsJzGyFhlNLv2FyZ7GN6tMBvvlrmq/sbVBoBUZziegENNjAyMVtNnY1aHwNOBienU7e/\nI1I8UqEhhGCem2RwyBdNmn6EKlzSxTE8P0HXVAxDxcmaBzo8616EkzNRVQVVVXbW6pxtoGsqW5Uq\n3z4qU/cFKE0GByzWqim/+dMWG5V9YrUWYQwvkTm3QKQ26Wb8o6BQMksM2yPktBwiTQjiJko2Yqg4\nxOJ6Y49oAOC2Qla2mgzmDbRUIWNkaBlgZA0MHjdMHLUQdJwJzKdhaiTPuhvged07aSUSiUTSe5Ie\nDtoN6prK9VcGiJO2Pd9wX4Z3rgw9UTSAs7ene54Io5C/vfuPVIMaRtZECRXKmzXeGXoT9SWfrthN\nsj2R+F11jvntiQI/OXoUqmMW2kHG21MF/XafPPdKnogQgjAI8PyAOBHt/LA0BUVF0010zURVQdUU\nzKzTvbgmOZSTGmEnQB1YAR4A49t/JJLnjm6Bjb28b4/6WE3V+PDcj5kqLPFgYwMRWVzoO8f0cPGA\njVA3IWLqQrLTidHpSgxo0qCMw9Chn6eYN3fEiK/ubVJpeKjZOiENUpGioOBvv+b+jr7O9bitkEzG\nxPNCHiyZO8JIuVamHtRPZcqgGTX5ZOkz/rD2FYk4+DvdZ5X45eSHvDHw6pluDIQQNBoN6q0AVTWP\nJRhEUcq3jxrcuFtjbav35sfJ6bx3bYArU1myVvdNYnthCxGxwFQNClaB7EBuz2dPkoQo8DB0hULW\nxBkafi43TcfJ3pBIJD8cdhclbm2uk6lruE0FiywWgAL5fpOUkLoXtb2TNYECxIHGg8o8VXuZUKuh\nk0EVoEQ2WB4IHTVRQEtREg016EMvtKCeJUoUEKDrKoWMgaruyjAwVObX94YfF1ZcnJzBg5UaS5tN\nojglFSlhYZ7VJCQT6oQiRaRrbC5MUxz00foCSNqZBxg+vmiSMW3GBkrMrzdYr9TQzQx6XERVFAq2\nybmhHHfm9ob7RXHC4kZAvhWhCEEha6AqCjlL4dHiCr//ZpNyowZ6SpAYLH1ZpVzbO2Gg2A30kXmM\n4SWEktAtWcfWbF4vvUHRKOIGNYRIMDSwMhlQwEvbnX91b++zoyBERCmNrYg3xycwzXbX/vLmGqkQ\nuGGdIAmwtLZVxVELQYdNYJ4UXVP5ix9PcXN2jXLNP7Yto0QikfzQ6WY3qGsq7746fOysmLO2p3se\n6FgSPXTnaGoeZu5xs10jbLDW2mDsGdjufl/Eacxyc5U5d5GF+iIL9SWC5Oj2gH1WiWlnYlssmKRo\nOc/lmVfy/JDECX4QEIQRybZAEKcCTTXQDANVU9C1kxe6JXs51vc5MzNzAfjZ9p8PgDcAD/gE+Afg\nv5WZB5LnlW6BjdDd+/Y4j9VUjQulKS6UetsA9RIiko0KHUN9y3xcaA5Ea8eu+NJ48cDzS3mL0f7s\njhhRaXo8CL5GSdsFXAUFoQimnHPMDI4d6OjrvF6nqNK5nrnVGrbeBEvBzp9MNPDjgN+tfMHvV/5A\nlB4sZxSMPB9NvM9bQ2+eqc+lEALXrdP0Q1TNwrSOLhhsVgJu3HX55kGdMEp7Pu7iRJbrV4pcnMxR\nLGap1z3S5HH/axLHREGEioalmQxmBjH3ZRIIIQi8FromyNomo/0DaNrz26FynAkeiUTyw8UxCxRz\nJrVGuKdoP5mdpKVt4Ysl4jgg8hX0uEhoVKjGLWK9jmoFJGmAiAqI2EYJsqAqiNRA6B5oFqEIUUrr\nGDkLZf0ccQypEDS8GFAY6c/y6lQ/lXrAeuXxeLxt6igK3Ft0ebhSxwu2he1MDXQfkShtawZLJ9FC\nlKiOGwbk4wTb0AmihCAJyeUM+vIauqZSypu4zRCThCGngJM1QUn5avk+btrAJENBGQBUqvWQsuuj\n1wIUBE7O5MKwge9r3Hy4zoP1Krpls7kuKFd3j/UL1NIG+sgcWnFr+5aDDFiDXOu7xmXnCmkcs+mv\n4Rs1DGOvxV3eaK+JhYxBHIUkQYKOQdZ0MAs20+cGd0QDgLyeY6GxRBA//u2vhS5XB197qv8+Thtd\nU7kw5jAppwwkEonk2Oy2G0xFQl1sYdgRqa2TpLknntl2NxXls3nyRoFG9FhYPk17uu+TMAwpu2WC\nNMDKZYiDBCU6WPBuRM3v4erOjiiJWGysMOcuMF9fZLG+TNwjR6kbg5mBnWmCKWfipRKRJKeLEII4\njvF9nzBKSBJBnKakQkHXdHTDRNHbBW0pEpw9R/6OZ2ZmVoBh2lMGnwP/D/DfAL+fnZ3t1uQkkTxX\ndOuggO7et8d57FHoJUSI0GTbWWhPYcVS2kX7Ut5ierTA9GjhgBflbjFBzdZRkpA4SXc8KDOmwSvD\nI107+7pdj+83+W65zrXXnxxweBhRGvHF6pd8uvwZXnzQazij2/xs/Ce8N/I2hmZ0eYXTQaQpNbdO\n04/QDPvIgkGcCO7NtacLltYPXn+HrK3x5mWHa5cdnHz7c+wWYsIwJA1TDEXHtjIMlIYOCAFCCAK/\nhaYIMpbO0GjfHpui55njTPBIJJIfLh1fe0bAbYb4YcJArsi/vHiV/3j/t+Aq6JpCoIcE6jpprENi\nQ9q2AkKNSBSfNDVRmg5pkEczIrSshtAVhF0hSVJSLEIjixKVMLfDiTVN5UdXhvjx6yP8+sslDL0t\navYXbIrb1kXVuk8c7xKGjWA7K0GA0tbwdU0FK0SEFknSQDFpez0LE4UYSzPbdoPldoF/KF+ipFmk\nImE5nSWNPCLRfo+a2EBsTrCw3iRjqeiaTrPl4TXKXBwd5g8PXZbKIWsVlWYzZKeLQIvQBpfQR+ZR\n7VbX71pB4WLhIm/2XWc0M0YU+GhJRMnJMjp4mXDDpxE+DiHMm3kGzD78eouRjMVGph9/l/1EN5sf\ngWD/DkEB9gRMSCQSieSFpGM3OLde4/PVP6JrHrmMwW/nb/BZcpf3Rn7E+ZFi1yahbk1FTu4cr19s\nZ+2dtj3d94Hv+5TdMpGaYGdtbNpn9o4Iv59et78oBEnIQn1pRyhYaqyQit7NdPsZyQ7tWA9NORPk\nXvDvQ3I2iDQlCAL8ICSKBUm6bTWkaui6iabqqCrIxKrvj+NUqDzgr4DfzM7Odo0+n5mZGQT+j9nZ\n2b86jYuTSE6T/YGN0Nv7dmwgyx9nBZs1D9vQcHIm/Y791D65vYSIC/0TLKdN3MBFVRSmRvIkocm0\nfp6+QmbPiP3+Yuzu4n+ERzFn7ogGo/1ZnJxJM+7e5bD7eoQQ1OpbJFrE4PDoU4sGSZrw5cYtPl78\nHfXo4E+EoRr8dOxd3h97D1s/eWZCL0SaUqnV8YII3cxg2UdbYipuyM17Lrfvu3hB7w3R1GiG6zNF\nLk3m0HYJBWmaEoYhlqIgWgkls4hdyHb9PsPAR6QRGdNgbNDBss7u+zgrjjOVI5FIfrjs8bUvPva1\nX2wsY9gRjplnI2hiWAlJ6oEOih6gtgqkSUCiRLRNeEzS0CbZGoXSKupAlchsi7tprCK0Jmq/QtJ0\niBMFQ1fbIfZzZcIoZW2rRRilBGFC04sR5CjlLfoKFk7epBnEpKmAyELJKigKewojIjSxkj4yqg+0\nf+cssqgoVCsQRC2CKMFralRqFs6woM4WAU2GnQxuM8ILYjaaVTxXI0ryqKHAa22iqyF6RuNR9f9n\n781iJLvyM7/fOXeNPfe9sorFJbizu9lNSi1KI9myrYFhGJYBG8bAD2NjrJeBPGMYlm3AGniebI3t\nGdiGXvxg2IYxhjfJ9nhmZGE0WlqtltgLySabHUUWWbnvmRE3Iu5+zvHDzYzKrMysyiKL3Szy/oBa\nMm7ciBs3I+Kce77///tC9g8NmzsKY4qx48SOyJraQFgX27L60ue5sed5cfwlanadPI2QOmF2sont\n3J3qf236JXbCPXpxgKdcFqtzNGWd5kwLIQRzU/rSwMwThnnIUn2BfjogUSme5dJw6wzzi8WMkpKS\nkpLHC9uS2LUBzZZGG5fVnRObv5Bv92+xuj3PjZswzAc03QZL9QUsaV1YVBQMc0Q8xYtzl3fmPw4M\nwyHdQZdcavy6j8XZ4re56gybw51z4vxs9f7Ww583ojxmtb9eCAXBOlvDnQuzCS9CIlhqzbNUW+Ra\nY4nlxhIV2/+Mj7jkcePewGJlNIVGUHYRfJ55mN/HMlC/j2jwi8D/DEw+guMqKXnk3BvYeNlFca40\n33lvBymLisIkVRjgZ16YPZdbcGenx8dH6wgn5ebMNNebixdWUVwmWlyfaXFDfLKgwNOL/y4VhGAk\nGlwWiHzv8ex3+wzTfaQvGKs3mJt4eHsiYwzvHrzPH679KUdJ99x2S1h8ffYrvLH4+mdaZaCV4qjb\nJ8nVlQUDpQ0frQ95u9NjZSu69H6+K3nhqSYvP9Nkonn3cZVSZHGKhYVne0w25piaatHrhSh1dpKV\npylKpXi2ZGqsRrUy8clf7OeAR92VU1JS8sXltK99rjSrOwPe2d+gb1KaY4Z+ALmycITHMEmJswxh\npVhJCyMi9LCGGYyjowagkTMrGHcI0hQ+PbZA5A7CTZHVPvmwxUGQ4NiCW2tdPt7sszhZZa8bkWSF\nhVGUZFyfa/JLX1skCBMy57AQvXMXaddwKzlCgFIGS/tU5CRV3+Wa9wKhPCIxIZ6scqM2x53uNjFD\nXGWT9zx6OqNbTVD1CN+1Gat7jNU9NvaGDOMMv5aTdCOCbhe37uA26sSxxbudFKUADLK1X9gRje1f\nel5902JaP8WSfZPnx8YROsMVGdPT42gDWwch/SijUXGYm6iQpylTjLPcWqRVb53rgrtfYOYJTbeB\nFJKW1zx3e0lJSUnJ5xulFavBOh8FKwA80VzmevPauWvPk9ya3vCszWCsB/woeIetVTO63lztb/DN\n+W98IYuK+oM+vWEP7YBX9y5dPJPSGonzg2xI3akxW53+3AcjD7OQ1WCNlWOxYCfcu/K+UkgWanNF\nR0HzGk+0lpieHCPoReTq6l0JJV9MTgKLiy4CfXlg8U/7QEuuxMMIB78N/E/tdjvtdDq/e3Jju92W\nwH8K/IfALYquhJKSzyVXuSge+f8LMZoQAWwfhiOLoMN+wu2NI7ZFh4yiyq6zf4cXr23wxuJr5yZf\nDxItPklQ4GkxoiEm6Zt9hJvQPF7QvZ+HpG1Jnlt2uVMTWP40h90IxxJsHYTMT1axruBRb4zhg+5H\n/NO1P7lwkiEQvDL9Ar+w9E3GvNZDv76rkmc53V6fJNe4fhX3CvOzYJjxww8C3v0gYBBdXMEJsDDt\n80q7xTPXa6Pflcpz0iTDwcZ3fCbHpkaLL5Z1trsgz3NUFuNaglatQr3e+sIEPj1MB09JSUkJnLUx\n6GnY0yED0yU/7irITE4aG7QGY1JE7kLawjpYQhmDrASIiU2EW3zvGHNskyM0SIWQOTgxhhZaG5SG\nNNPEqeLWRkaSFd/3QggGUcphvs0HwYCPzUfoZo6bGTKl8WWVv/TUSygR0+sKmnKSm/PjrO8OCMKU\nJtMgiu+8uu9QZ4rDPZ84zXFtSDJFEGZ849k5DkmRx9/7ji2puBKTROQmoTJRJ8tt9vcsjBYgc6zZ\n9fvaEYGgpReY1k9RYwqVZfSjIYMpn2euzyKEQCnN9zp7BGE6Cjler9f5519rU/E/XYfbifVUkASj\n274ontUlJSUlX2SUVvzp5p/z7sGPRzk1t44+5NnxNtfs5xmEinqlWB7a7iqOVHI3/+eYnJSEIXF6\ndywJkoCNwRat2sXX2I9bUZExhqDfox8PwAGncbVxU0rrcx+EHKR9VoNCJFjpr7MfHVx5X1vYLDbm\nud4ohIKl+vwZ2+Ey4+7Li1aKKD4fWCxl0UVQBhY//lz5d9fpdH693W4b4H9pt9u/2ul0/mG73b4G\n/H3gZ4H/FviNTqdzuSl4ScljwGXVEodBwp2tYqG0209YHayTVbtFGLGAOM1ZP9pno7V1oRBwFdHi\nqpwETzVrDq4j8V2bVxo/h6z0H+ghmec52wfbCF9y49oE797pctCL0caweRCyuT/k1fb0peKBUprv\nr3/IX+z/GQfZ7oX3eW7iGX7p2htMVT67BqQ0Ten1hqTK4PoVvAd8mxljuLMZ8nYn4KON4aV2zK4j\neO5mk1eeaTI9XkwUVZ4TDxNsHCpehanxGaS87Pwo4nCIFIZ6xaU5NXXpZ+TnvQAAIABJREFUfR9n\nrtrBU1JSUnLCaRuDGhN83F/jUGWYaoARGqMkKBcshUhtZFrD6s+TWWDG1zBWjKj1QCrAgDGYEy1W\naISTIcZ2kIDMfUzUIDsOS+a4OUEIgRQGptY5FDl/tpZh3AGxEWRRHSEkthfx3ff3eO36M/zqNxZG\n32s3F5oX5g29c/tgVJF50v03VneZq86hdY8gCTDGEPZ79A8TZiefJc5z9g80WkmEP8B5gB2RJz2e\nH3uBRnqDoCvJ0ghNhO+5uF4TI7yRML2202Nvr4dt7oYcG2Cnm3Bj7tMJB2espx6yU7KkpKSk5KfH\n+mCTtf4mcZ6QpIVNSGTlfDf4kDVjUzdTrO4W5hJLMxW6RhDpBCGKsc2jhn3sMu675zsUnp1ZuFJR\n0ekA5VbN5drM5+P6QWvNUe+IYTrE8m2c+uNnJXsaYwzdpDeyHloJ1i90B7gMRzpcayyOMgoW6nPY\nslz6/TJjjCHLMpIkORNYbIzAKq2GvtA81O+z0+n8u8fiwf/ebrd/C/h1IAR+pdPp/P5ncYAlJT9p\nLrNgidN8NBGKM4WS8Zkw4uI+iqM4IO13ub1RVOPdmG9gScEgyh/J5ChOc/7Bt1eK/AX3OH+h4fPy\nk5PY1vh99+33Aw7DI7x6BSEEW/shwb1elGHK9mHI4gWV4+vBFv935w/YV5sXPv7N1g3+mWs/z8Jn\nWG2RJgndYECmJZ7n4z0gX3kY5bz7YZ93PugRDPJL7zc97vKVdotnn2jgOpI8y4iHMTY2Na9Kdbx+\nqQBQhBxHeDZUx22WFyZH/tRfZB6lGFZSUvLF5PQCwc5hiDamCCUeZPTX58j9BOH0kBJMLsG5OyYJ\nP0Rb69hRE+3EGCsGcdxZII7VX0GhCGgLhMbyQ8TYHiLz0JUe6mAJo+XIoVcYg6wFGCsmSQXGTbAt\ngxI5wkkRykdpQ6SHrO72R4HvSis2hpv07T5jMw3mq002hhv0rIDIOsLgIY4brn3Xpll1GQwV37z5\nDd5e+SG399d4auZJrNDh1scxwcAgWwe4D7AjmnAneXniZZ5uPoMlbNa2DuimAbVKBdu5OwDWfIt4\nEOEKm3zoMF47n1n0qOwiTltPlZSUlJQ8HgRpnzhP6A3SkZVMrjWkA1rVITpsjkTwQahYqLUJxAGJ\nDqnIGnUm6JsDMqc76nA/oek2rlRUdFGA8sp2nzdenn+k4oHSivXB5kjgPslhuIgsy9g52CPVKU7V\nw/Mqj+w4fpIYYziMj467CQqh4MRy6ip4lsdyY4nrzSKfYL42WxYFfIlRuSJOTncRGJQ2IGUZWPwl\n5KGFoE6n8zeOxYPfBL4F/MudTufokR9ZSclPicssWDz37sfFdyyspAj7KSZexaDqOhYf3olZW1kh\nTnOMMXzrnS0mmh7X5xpIIa40ObqsEiNXmn/w7RU+3LhbLXDUT+gOEtJc8fTS2IXChDGGnYNdMpnj\nN+7mGPSjixcR+mF25uf96JA/XPsWPzrsXHj/GW+WX3nyl7jRvHbpa/q0xHFMrz8kNxLPrXK/GhBj\nDOs7EW/fCvhgdYC+xGbRtgTtG3VeabeYm/TI8hydpKjMoebWqE007mstlMQhAk3FtZmaaVGpeIyP\n1zg6GpLnpbdjSUnJl5t7Fwi6/YTuMGVhskpnpcsgVBjLwepNQmWIcULQIJQHQpHlGmlFuJNDpLMP\naLCTItvgzFezwMQVELIoi5Q5Gg/cBOP3IWyN9AUAY8XkymBJMMoiyRTGGIzM0MYQC4VUNcIkpTdI\nUVrx7a03R/Y8uc75fwa/R8Xy8W2f6oxD32ia8ZP4rkOz6iKlQJiItztbKNtlrvEc3/rBAR+s97Cm\nN/BurlxqRyQQ3Kg/wcvjL7NQXURpjc4SbNfw0tPzKFyCMC0qv5KEluux3GwxOTaOZVnEecBecF6M\neNzsIkpKSkpKHh1Nt0GWijP+81obhLLIYged3e14S1KFrHuMiRmW5xtMND16g5R6bYr13DDI7i5I\nn7are1BR0UUByt1BMhLpHwX3jtlwN4fh9EK4Uoqt3S22j46wKx6eeLwEA2MMu9F+kVEQrLPSX2OY\nXWZzeJ6qXWG5uXRsPbTETHUaKX76nR8lP1nuzSJQSqOMwSCxpFV2EZQAn/B33+l0/ma73dbArwEv\nAn/ySI+qpOSnyGXVEmu7Az7e6LF1MGQQZ2RJHWl52JVi8uW7NjW7RnfDI04Lx64kU0RpTm8oCIYp\nY3Xv0snRiVhw1I/5aLOPFCBlsTJyIjas7Q7Y790N8TUGdo4iesOULNOEcX5OmEiShN3uLlbVwbXO\nLho0Ki77vbOTN4BGtahi7CUBf7z+bd7aexfDeW+fKi2W5cu8NP4MN5qfTdhvOIwIhiEaietWuV/d\nQ5wo3rvd5+1bPY6C7NL7TbQcXnmmxbM3akhyhAITGcYqTfx69b5iQZrEGJ3hORazE3V83/8Ur66k\npKTki8udnR4rwRopES4V6tUJukP4eCsgy3Wx9p87iGofI/NCEJAaIxJ0VMVojfEDYjtD2GlhR2Qd\nd44ZGPkUKRssA+r4Z313emt7CTqGk3USA6jMQ2LwXRsbh0THGDK0FWEsgdQ2kQjY0D/G9ed5c+cH\nfHB0G8/yqDs1bvc+5jDu4eAjjU3F8fBrE1QrEU1RJwwHHAa7RJlHrT7O7bWQ99ZuY82s4n91/VI7\nIss4PFl7ltfnv0rDaZJnKXkWUa+41CcmRmPTizdabO/0SWLJwhPL3FycPFMwcFIAcdgP6ZsDUiIm\nqy3mJz87cb+kpKSk5PPNUn2BppzC5pCc4jrJES4iH8PSLXzn7lWWd8qKaKLpnbluvaFf+8R2dT+J\nAOX1weYZ0QDu5jAsN5eKyvzuIbGJmJ4fp1KrPhZhvtpotoe7I+uh1f46UX51l/C6UxvZDl1vXmOq\nMvmFyd4ruRrnuwiKLAJLOliOg7QElsV911tKvpxcWThot9u/ec9NPaAL/L/tdvvvASMPkE6n87cf\nzeGVlPx0uKhaYmbM5/3Vo7sTHgPe4TJfeaqOX824OT3N0Z7HX2R3g4JzVSy2K6VJ0rsLBfdOjk6q\nMg+DmI39ATtHEVXP4ZmlFrYtR2JDb5iemdQlWeFPqZQYTfAOg5i/eH+Hqu9giYRaLafWrHIR81NV\nDgYpcXx3kb1ZdWk04Pfu/AHf3XkLZc4vcHjUWJYvMSWuI4Q41676KBgOhwTDCISD4158/FCo5Nv7\nCW/f6tG5Mxid83uREp5ervP8ExXmx1wc6RSLQNUGtn3/r8IsTVF5gu9YTLaq1KqfjUhSUlJS8kVB\nacWbO99j39wN3uuzz9L0M9zZGhSWcDpHVYYYOwEMQguEVYjixlDYFlkKkx9fxTjH2QZQiAbaKiyL\npMYIU2xTNiYrxiQBmPxY3BUaUe0jnASTOejUJXM0FU+CGifRQ7TOEMoGXWQC5DLkO3t/inFCeseL\nENvsMEwj4lSRmgShTRGYbDvcmEixwx4r/T2E4/PeqmEnfg9rZhXv5btzg3vxTZNJ/SQTzgSLYx5B\n1MM3Fs1alVqtBUCepqhU4UqXmeoET7xwuQhgW5KffXGGf/Tht8iHPaquhVNL+Yvd752ruCwpKSkp\n+XJgSYtXp1/lYNunZ7axLcm0M0+QV/HrRbdc9/g6t1616OldHD9D+zZK10Zjx6exq2vVXLRRI1Hb\npUJDTD7SjrjL7Hl6ScBh75B+3Mepevhu5XO9cK60Ymu4MwoyXuuvk6irCywtt1kIBc1CKBj3xj7X\nr7fk0WGMIc9zoigize7pIrBsbLvsIih5OB7mffJXL7gtAw6Af/PUbQYohYOSLxxvfXiAbUnqFQel\nNNICWe0zzA0vzi6zVF+AaDha2DcGlDakmcK1Je6pBf97J0druwMOg5jV3QF73ZBhnBMMU+Is5+Un\nJrFtWXQ/1FyatWJSF6f5qDqi4hd+ylobVncH7B6FVN0Y4yomxuq82vYvDDu2peTnXp6n8/EB3X6C\n52k+Tn/Eb7/zPVJ9vmK/7tRYtl6kmV0ftTI2qy5zE5cv7D8MxhgGgwGDKEUIB8etXXrfNNO8/3Gf\ntzs99o4un0Q1azbPP1HlxesNxmo+Vb+O7z+4FTXPc/I0xrMFY7UK9XqrnGyVlJSUXJH1wSbKKjrk\ntNYM8iGZOSDSGiEXCJMUNbaGqe0jtERIBQhIjxf63QhhJ2DnkLnFwn+RbsxIPBAaEBgtQUkQCpPd\nHY906qEHdQwaa2od4SYjhyOTuajuFBXfoal9ukmX2O6iMGg0QkCkh9zaCXnu2vToMaMsJs0V2hhU\nDihNnmZE0TY/Dpo8O1/hMHbZyW8jpldwK5fbBjxRv8nTjZeQYZ1t9RFGHrAXCXzXITMhk85zxIMQ\nV7g0K03qrfqVx6HtaBvHy5jz7p6P0xWXJSUlJSVfLnKlWd+JUIMWdlpcY/VdmxdvTHBzscEgzHnl\n6UmU1nxv7/vYVkSj5vL+4Y/ZGG4+EuF5YarCH6zcphv37h6X12V+8sanetzT1Ow6R4MiANpzLZpV\nhygMGZoB0XRyxrb380SuczYGW6wE66z211jrb5JdcD1+GZP++HFGwTWWm0uMea3P8GhLPi8YrUlG\nVkMGpYtOAqRVZBFYTtlFUPKpubJw0Ol0nvgsD6Sk5PPO7lGEEOC7FgbBsPoRqYxZ6/tU9gb8YP1D\nlqxnqfoOjg3b0Q6ZFwIeSo/THSS06kWQ8dI9wcO9YUowTImSjDjVpFkhCPT6Cbc2ujx7bXxkmbSy\nXVRRBGHKQRCTZJpnFltIKej2E8IoQRBSa9WwLPfCsGOtFdvhLpGKmDWTTI1V+Ch+lz9d//MLWx59\ny+fnFl/jtdmvIbHYPgzphxmNqsPcRPVCUeJhMMbQ7/cZRCnS8u7bYbB7mPDOrR7vf9wnzS7uLhDA\njfkKX3myxXPLk1SrtUuDjU+jtSaNQxxbUK+4NKemrrRfSUlJScldcqX5YHuXOMnJtWY/3SE3xcVv\nkq+QZj0ypwZ2BMpCSIWQBiEkJqxhnAHSjcHOClsfpxCHjZYILY6zDMyxXZEELQsRQVuF0GAy9KCJ\nsHPkzB2wcmRlWFgaZR4gEE4CYsBhr4KLBOmToUeCvMCAnTEYOny8nuLWi+wEKS2MzhHaJksMeTxE\nOgLbHueg5/KPkz+H2XWsS+yIXOnx3NhzvDT2MmOVFvWaR2fjA+wwpuL7GAx5nHEUH9B1eryw8Nwn\nGocuq7h8mKDEkpKSkpLHk4vy8tZ2B/TDlOXZOsEwHS2s31xo8uTC3UXmlWCNZqrhVKLcJxGeLzqG\n7WibmWmBP6wSpwrftWjWBDvRDsvOpxe1c6W58xF0A0FCQjwcIm3NC08scn12GfmIO+6U0mwdhPSj\njEbFYX7y6tfFqUpZH2wW+QTBGhuDrQs7/S9jpjJVZBQ0r7HcWKLh1h+8U8ljzUVWQ0qDZdlYZRZB\nyWdI+Z4q+cJzWdDwaZRWhR/isVfjUn0BY8QocyBKFGGcEacKz7HI3C5KFgvsVc9mdWdAnOYEskrV\nGidpriDcHrYx2NMZkm2C/jJS1PiZF2bPPL/Sikjus6tXGAiAGlKKIqxKCqI4xxhYmq6fy1+oVxxW\ntvsEYbGoEgwHKNFjcmbiTFXi6bBjrRXf3/shg3QAGH6w/w4fHa4Sq/NZB450+Jn5r/Oz89/At+9O\nHhen66OJ0q313kNPlE4wxtDrBQzjDMvxcb2LOwyyXHNrZcDbtwK29i73cqz5Fl95coyfeXGRydbV\nqkmMMSRxhCU1Vc9mdn4Syyo1+ZKSkpJPwon13kaQ0TMpw3xAbtJifDCQZZJcRNjNHA3gJghLISyD\nEBpR62EyG20EUupCEDhuMhBSoxMfE9cQboSwczAWSIVwctAak/pIN0ROFwvkwike3ygLk3lwbFUk\nq0PQAUJPYaw+lvLQQxctouK5hEAkFXIj2MsiGkqAk4EQNK1x0qMUISIc10YlVVInIlv6Fpc1BNTl\nGK9Of4VnWm0c6ZDnOWkc4jZt/LrADgVZmOJYDq1aC2EJ9vQh7x3+eDQveZhKz6bbeKjbS0pKSkq+\nGJyMw6dDiFe2+zRrRYadFIKx+t3rukF0tqr9UQjP9x5DrjP+aGWNvLaN0jlztZkzx/CoRO072wGr\n20PywSSZyKiNuVTcBgvujc9ENPheZ290HQ6wuT/k1fb0hdfEcZ6w1t9gpb/GSrDG1nAHba6WrSAQ\nzNVmjjsKllhuLFF1Pp+dEyWfnhOroTBMSbKYo25Imim0Edi2U1oNlfzEKd9nJV9o7p20aKP4wfqH\n3LzuMe43C3sh4Ntbb54JUbrTW0ftLdIdZCNRwLUludLEqcL1isXrimdTrTjsdws7hsSEaGPoxgHa\nGLTfY6iLyURWzfnBYUDvD3N+7oV5bsw1EcLw7a036ZoeotojToaocQ/vaBmBhe9azIxXeWKhORIb\n7s1fuD7XYH1vwOrWDuKaRT+ZOGdlcBJ2DLAd7tJP+uxFB6z01y7sMLCExddnv8Ibi69Tc84v5j/s\nROlejNZ0gz5RkmM5Pp5/sa/lYZDyTqfHe7f7xOnlE6snFxq8/sI8z10fw7piZWYch0ij8D2HxZkW\njuM8eKeSkpKSkvuytjugO0hoiEn6Zp/8OOMgyzRaWajIRmuDVhpZPc4wyFwQGUZqMAKBRLgJSMXI\nW0gAGITUmNzFIEDEiGO7IqAQELwhws0KwUHZCHncQWApjMqLTgNPICwNGozoYbIxMqeLY/vkYQUt\nMwQCM2xApQ8TBwRKQWbQcU5GBZGPYVyNcg4RjX0uHHkMOLrBmDXJG4tfZ742R5al5HlIreJS8erU\nbY+mqdOsNUd5O9po1gebtNwmUV7ML1b7Gw9lE7FUX2C1v3FmbtP0mizW5x/uF1pSUlJS8lhxMg6f\npjtIcJ2Lr5HutdA9EZi1MQRpnzhPyFKBE81RywLmJ6tsHYT3Lco7fQy5znhf/xFxOMRVmoyE/fiA\nFyefw5b2mef8NORK80c/WOHO1jaWL7GccWRgMTVZZRg9fPjxSYf+IBtSd2rMVWfOiA9bB+GZa2Hg\nTKd/mEVngoy3h7sYLu6WvxcpJPO1Wa43rnG9eY1rjcUzRXwlXxy0UsRJSpqetxryXA+n6iEdjSuv\n9t4pKfksKIWDki80pyct2ig2dYdkOCTarjJW91jtb7BYmztzYQ2wdrSPHkj0sEmcFrnfaa65Mdcg\nShSylmONZcxPVtnv3V1490SVw6iHMQYlIzQZWhdThDBLMPRZOVrHvAPru0OWn1AESYAUgmeutYiz\nnC4J/lhI3UxR8WwWp2tMNC+fKEgBjujz5M0aQjbPLeifziAwxnDr6Dbf33uHYXbed1kgeGX6RX5h\n6Wfv64v4oInSZRitOer1iZIMx6vieucFA6UMH64NeedWj9Xt6NLHqno2r7anee25WSZb/qX3O02W\nJqi8CJiem6jj+1fbr6SkpKTkavSOgxWlsFiQbSKj6ccfoVIJykcbMBhUMIbjhceWQHEhGiAAhbFT\nhMzviganEJZCVPugLEhdcFOgCE0WQoMfj8QCTv7VhbWRcLJj/UGAkUhjk5Kg3D0EAmoJ0ksKF6Sw\nCa1DEAoVWmQqQQgLx68SeXuYyp3iWC46CcqmKScZc8eouhVqns0gDVBui6pt4ztVXOkyWRtnYWGK\nujdOby0czUWCdIABGqcWUh7WJsKSFt+c/wYbg61RN+Vifb4MRi4pKSn5gnMyDt+L79qM1b0zokKz\nZqP9Lj/cXx91ty3VF1gJ1nj34MfEeUJvkIK2yII7BHs+h0HG1JiPPC5UW9nu88bL82fEg9PHsGM+\nIjZDAKRxsK2cKE/YCfdYrM8/ElF7MBzw7sfrhKqH27h73ZxkikGcnSmiuwpnO/QLNoc7fG36pZF4\n0L+nUyM1EYHZ44+23iHY3GU32r/y81nCYrE+P7IdutZYwLUeXWB0yU+fky6COI5JM4VShlxrtCms\nhuwLrIakVeYrlnw+eCyEg3a7vQD818AvASHwvwL/UafTSdvt9g3gvwN+FrgD/M1Op/P7p/b9ZeDv\nAjeBPwP+WqfT+fjU9r8B/PtAA/jfgL/e6XTi420e8NvArx4/73/Z6XT+q8/0xZY8Uk5PWvrmgIRi\n0hKnhX9gkARkqriPNpogHZCohEGoUZFDcmAX9kSuhRCQK0VzKmRs3IJaBQl4bjF58KhRZ4L9LMKy\nJNrSpLlGm0Id1rkk1oqqFRGnGSvBGuurewgnoek2sC3JyzcnubXeg6Fh2qrSrF2ciXDCMBxy0D/A\nrfujLoNX29MXZhCsBGv8wdqfsNbfuPCxnmgu85ef+GWmKpMPPK/3TpRGt4cX366VotsbEGc5tlu5\nsMMgGGS880HADz8ICOPL/R2vzzV4/flZXnxi4lx1y0XkeY7KYlxLMF6vUq+PP3CfkpKSkpJPRqtW\nfL9rYwiGOXQX0WkXY0eFbZDIIPFB5EWosUwRdo457jRAKoyVXWr5Y3SxwSgHlIPJfES1j7AycPLj\nDgQKceDE5kiYIt8AMMJg4grSEghLgJVjRI7QXnF/SyEMaCfFJA45BwgkTs1F+AOoHIG4UNNApnVu\n1p+iUZdYwsIAOs/QecZktcJ0tUHdr1OvNxBCYNvFGHbvIn8l3KfpNkaLMifca+XwICtGS1pXEhqu\nYulYUlJSUvJ4cDIO38tE0+PlJyfvWt7WLNbzH/PeQUDvOPNgsvohf/npN1iqL7De3+QgG+JpD5cq\nqYjYiXbo96u4jhxZDXUHCet7g1FHfK40wyhj+zDEdy0i/24Qsm1Jam6TVCU40uGlqeeZrcyyujOk\nN0ypV4qxehDlVxqP+v2AbtgDRxJbkvGxGlEekmR3ryUtKUdFdFdlO9w9IxoADNIBO+Ee8/U5oLBC\n3NN3CMwuPbNHzPEYfb427xyOdFg6EQqa11iqz4+6L0oef+7XRWDbLpa0kRJKaajkceFx+Xb6P4AD\n4OeASeC/B3LgN4D/C3gLeBX4V4Dfabfbz3Y6nfV2u30N+B3gPwF+D/hbwO8CrwC02+1/FfhN4K8A\nu8D/APwW8OvHz/tfAF8DfhG4AfyP7Xb7TqfT+T8/25db8qg4PXFKuVu97rtnK+5ObAHiPMEA+2GM\njnNE2GAYKWwbGpMhcWUTV4M0k4zhY9C8MPsEtSTFRA2ksBizpumbfYSMifWwsGZWFmQuShiiRBK0\nbjM0KU6UobI+vTTgWn0R25I8uzzGtLxBRU2OApHvnTAZY9g52CUVGV6jcmabZckzVf9bwx3+YPVP\nuN37mIuYrIzz/ESbv7T4zSt7PzYqF1dt3FvNoXLFUS8gyTSuf77DQGvDx5sh73R6fLRx+SzLcyy+\n+swUrz83y+wVJn5KKbIkGoUct6anz9k3lZSUlJQ8eq7N1PloM+CHHx0Qp3nhnTxYhOkPEFaOyixk\nJcBq7YG2wUsQUoERGIoLfYHGaArx4N71guOvcmFnYOXowTgmcLCmNouFfwBMsd8pFyO0VYgHMsck\nVYyXYzka2xXYwqEiqwxDQ54naKVQSYBRLt6UQfoDhH2xoG0MmN409egGv/zS88xP1fjR4bv04x4q\nzam6LlO1KV5/4hu4zuWXiKcX+VeCNd7df7847GOriEQlTFUmUVphSetSK8Ybyw6pTqhYPmN+64HZ\nCJd5Yd9bPVpSUlJS8nhwbabOynb/zPf6WN0bXVOeLPCvBGsEe8HIlhegO9jlHw5/yBPXPVpek2ho\nk4q7jzNUQ6BKclyEp7UhGKb84NY+xsD8ZJXvvLfDYRATp4ruICGte9AoRAPPtRCAZ3m8MPksC7WF\n0RikjWF1p1isX56pI6W4cDwyxnAUHDGIh1iexG0UHeSNSooQgoWpKoMoI001riv56tNTD53DN8iG\nZ342xhCrhLf33+Mvtr/PSn+dbtK7ZO/zuJbLcmNxZD00X5stOwC/AFzWRWCMQFrWhV0EJSWPI5/7\n92+73W4DrwGznU5n//i23wT+Trvd/sfAE8Drx10C/1m73f5ngX8L+NvAXwPe7HQ6f+94v78KbLfb\n7V/odDp/TCEQ/N1Op/OPjrf/GvD/tdvt/4DikvPfBv6FTqfzNvB2u93+LeCvA6Vw8JhweuLkUiyw\n+65N81RFpJdP8eHh+3TzEM+1SFKFhU2caxSHZHmNrLWOcvvU7AQjJTtxRpJO43sOY5NN/qWvLY2q\nN56/2eKt9ZC3NhMEITotAhmNAZN6xPmxxzKCcb/BgJQoT9joHuKYCpPVFl99+ibeJZ77YRSy19vH\nrXt48nILo/3okD9c+xY/OuxcuH26MsWN6pPM15aZcicx5uoL6/OTVTb3h5daIuVZTrfXJ8kLwcC7\nZ140CHPe/TDgnVsB/TC/9HkWp2u89twsrzw5ievcf3KltSaNI2zLUPVd5ibKkOOSkpKSnzS2Jbk+\nV2dtt0+SWtQ8B+Ue0kWiohrYUREybOdADoa7XQGnvH/FyX9Pto82KITQGCx0UkVHNWQtwOR2YXsk\n9fFOGoMEJTCpj8h9TOqBnSKkRiZNGq2MmAGOtGi4Dfq9PkkUIewMb8YCp4+4xFPW5DZqfxFveI2W\nX0MI2NgNaDk5z7rLmKZBupLx6vhDWwSd5BN04x5rgw2SPMG3PXbDPb699SbfnP8Ga7vDc1aM8WDA\nx3cCpK3wbI9r9cUHZiNc5oV9unq0pKSkpOTxwbYkb7w8P7o2PV2IdrrDbF/v0o2SkWhwwn7YY35Y\nWAd5p4rtjAGRuwyijJrvkCvN+t6w2F/A2x/u872OQR6P2c2qg9IaK1rCmzhAuwPCLMSSFrPVab4y\n/eKZMSgYpqNjCcJ0ZKu0vjfg2kyNO91VNg43cKXL0uQiXuOs5ezp69NG1YVqcX26MHU+r+9B1Owq\nYRbSTQN6SUAv6ZPqiy2gLqJi+8dBxoX10FxtBilKMf5xpuwiKPky87kXDoBt4FdORINTtICfAb5/\nYi10zLcobIsAXgf++GRDp9OJ2u3294Gfbbfb3wK+QdGFcMJ3KD6KbwjZAAAgAElEQVTrr1AIBzaF\nvdHpx/6PP/UrKvmJcXridNSvsZJHWG6KFAJtDLt7hix1QLcwJiDJFMJUUENBnmdgx9gNg/YSjMxx\nbQttDEfDkFR08YY1vhOvcu3VJa7N1ND+IW/u/ICskTMxbhHuNhBGY9IWKvYxUQNvtkuaa8bqHmN1\nn6aZ54PtPQa5ZEbOo8MJ/izZvbDa7+DogKGO8JuVS14x9JKAP17/Nm/tvXthANN0ZYqXGq+yv1kn\n7sFg3Ocw7bG5G/JqexooMgz6UUaj4jA/WT1TpaG1YifapTE7wIss3LxJs+YzN1FFqZyDwwGZAtev\n4J36hjHGsLod8daPu3y0HqIvyfdxbMkrT03x2nMzl1o0nX7MJA6xhKHq28zMjY/CJUtKSkpKfjoE\nYYKo9pDViJryUUmMObbtE5ZCSI0QJ4v8l1jTnYgFJ3qCKP4IS4MXQaIhGwflFJ0LuYsRBiFSkAaE\nKIQEI4vnkQrhZOiwAUkVe+qIkBClINcp+933UcrGGc/A0ghxsaitoxr5zjLWcBbPEfiOxbDfhyxF\nthwmJuskMhl5RX+SisIT66Lv7rzFfnTAmNuk4dYBwcrBHnHvffSgiTYGKcTIijElRGUxddshyRP6\naR8pxH2zES7zwu4Nrr5AUlJSUlLy+eJ0Z8EJ93aY9XTGZjrEseUZe0BPVPHycZrVLtr06A1SoiRn\n2LdwBnUEhkGUcWutBxiMgf1uxEEQYzSMNVwGUT4SAQxgxeOMN22iPKJiV2gyy7sfH7F3lKC1QUox\nshIGRh0NABu7+7y9/y2CLMCpuAghODjsnckbgKLr/jLL3gdhjGEn3BsFGa8Ea4T55Vl791Jzqlxv\nXGO5WYgFM5Wpstv9MeV+XQSWZWOVXQQlX0I+9+/1TqfTA05nFgiKqv9/AswDm/fssgOcXB3db/sY\n4J/e3ul0VLvdPjjeboD9TqeT37Ov3263JzudzsGnfGklPyFOJk435pq8rKdGHsK9HuwdanazBOV6\nOF6FICh8lcMoJVcGkXm4foq2JJZwSLJ45DmsKN4aWeywsttjU3dYDdbZCfdIVIKoCpyqiw4dHFNH\nmjHsmmCqOYFb3WN5to4Ugt4wR+Qe0/IGTVEs3J+u9lNacae7yp3dFVrNFovNi8OjhlnItza+w3d3\n3kKZ8wsxFVHnl6//POnBJJtrIXu9CCEgShUz4z5BmLJ5MGBrPzrTSbC5P+TV9nSR23BBUFS9EnCj\n3mb/8IhcSzyvgneqWSKKFW/f6vLuhwG9weXZBTPjFV5/bpavPF2EQt+PJIkQOsf3HBamW7juZ6ft\nl97PJSUlJVdHacVq9iP2zS7GQDdMGNohQiQgNEYqEArsDC4Qt89xruOAQghwE2Sti47q6LiCbBS2\ngEZYRbWjMejcRhgLpMFIhURgSYFVj8EPSfOEJIqRNsga2DK5+BAM6N40+c41rLzGbKPCnh4wOBow\ncELcmsvY+Ay1GykfDG6P9ntQtf/9sKRF1akwU50CGFk4xGlOJPZwhhbdYcrybH1kxZiT4Zwan5Lj\nDKd7sxFOc5kXdqte1syVlJSUfJG4t8OsISax9BZJFo1sfE8y+8YbFV6eKbJ3lhsBqxspG4HEn3So\n+w6DOGPrYEiU5KSZ5ui4IswYOOrH1KvOaOE8c7pok9AQkyyOuazuDFhJDwjlHfSwyVE/oVVzGcYZ\ncZrjORaOLRgOuqQmxhlXxE6C63ij59jsHpL2P2K5OX+myO1ey97L0Eaz0d/huwdbdHY+ZiVYI1YX\nzwEuouk2uN5cYvnYemjSHy+FgscQozVJkhAnZRdBScn9+NwLBxfwd4CvUnQL/HvAvd/wCXDi31K9\nz/bqqZ8v2i4v2capxy95jFBasT7Y5CjpEaYRb350RDAQ2OkYSeYwrGpwcmq+DW4CxmC0QqUOVhVc\nKgidg6XItSbJwRMuVW+cjw/XifweB4MBe+ERRugi/GksR9gWvlBMjzWYn6wipUFOGqQogoSTVI0m\naSdoY7i11uWwH3Er+B6J6eLVffb7R+wk+2cqLOI84Ttbb/Kdre+S6vPhxLbxuSZfYFbehKBGP4pJ\nMj3anqSKQZhRrzisbg+I0rOL+0GYsn0YsjhdPxcUleeKnXAPN62x0FjiZGlEa83qZp8ffjDk9kaE\nuqS9wJKCF29O8Przs1yfbdx3wpWlCSpP8V2L2fE6vu9fet9HRen9XFJSUvJwrA82sbwU37XpDo4t\nELwBUmYIIdBWiHESwFycMHwvx50G524+7jyQlSEmd447CvKi2wCKToO0gkGAVKAsTFpDWgpdOySO\nAyzXYNXl5UHMx3ZE+c41ZGWIPbWCSWBnbZkkBv9aglMVCJGRVu9wqwsvVm5iy2J8CJLgvtX+D6Lp\nNkb/752ycPBElXrNpTtMCYYpbrXoQqw6PtK9O757lnvuce7lfl7YJSUlJSVfHO7tMJPC4qb3Anvp\nDin7gKDGxGgMsKRkubnEchNMsI+aCEb7jtU9+sOUbj9BnbrME0CmNEmmR2KEdFM8xyJOFYa7Y1li\nQsYrk9zeKMKZPccijFKGwwFTYw207zHVaFJrBQyOo/CMKYrakkwRi0PCrn+myO0ylFZsDLdYCdZZ\nDdZY629ceN18GWNei+vNa8cZBUuMea1SKHjMULkiThKSNEMpfSwSgLTsMougpOQBPFafi3a7/Z9T\n5BL8a51O50ftdjuGU6utBR53s+xjzi/ye8DR8TYu2R5SnJuLtnHq8a/Ew4bxlFzM6UqCh0VpxZ9v\nfZejuMtaf5NuOCQQmqzqkNkguovkO/PISp9odptmxaGbCPTYPhYVqnYNaWfM1xdYOzogT0H0lxjm\n49yyAxadIbvpEUfmiKGJwAhsaTFedalUBE0h8RKLYZxzfbbBzz/7C2xHOwRJwIQQ/HhfsZ+meK5F\no+qwtjtgrOby4d6POLQ3qdV8FpoCiSDMhuxEe+RhlR/sv8X7/bdI9PkKCaEd6uFNatENjOMipywO\n+wlSiCKYKmK0WJLmGikEQopRR8VpwkRhW5JIRUghSNKMoyAiVQbPdUlrOQjDYBBx6+OId28P2etd\nbnMw2fR4/YU5vt6epnZJ0DJAmqaYvDgv4xNVatXJh/7dfxpWdwcEYYqUd89JEKZsHYY8MX/e+/nT\nvEdLLqY8p4+WL9t5/LK93s+Sq34Wh2pYdPrNN/ho09BLAyypMLmFJsfIvLApOq0n3+/a+6JtAtAC\noxxAICtDdNRApDnCjcBSoCVYGpSFEKCNxDhdlBhiORqnAuISv2EdVcl3rqP2F7EaXaz599AmJM/A\nFi2oeVRbEqs6wJjCFNCInF6c8eHOLs8uzAGF3c870SZMj7E8e75b7fQ5zZVmdWdAb5jQqnksz9a5\nMbbExnCTXhKQ5hohBJ6o0pSTSCG5MdegUXWZGp9iJU0QbsTGYIv4OBOh5TcZ91tcH1vEkhe/VtuW\n/OLXFovOumMv7Me1s64cLx495Tl9tHzZzuOX7fV+ljyKz+JE02d152wHmi0k87M5w9zmMEgYsElQ\nSRByEduWZ/a9s1Us8CepwnMtLFviOBb6VNGZbUsmWz6WFFR8m1xpUrtGlPfwPYsk06MFd1/WGA5z\nqp4Ek+DaOYvzAtcfY3qyzhMLTeYmq2wPYS/aBYrrsNF4KCtIIRhEGXu9+IzgnamM9cEWd3qr3AnW\nWe9vkOnLc/XuZaoywY3mNW60lrneXKLllZk/D0JaYvSvzU/3s59lGVEck2Y5uTLkuQYhkLaDbXtY\nNjwOSYgnc7fiX33/O5c8kMvmwiUP5rERDtrt9n8D/BrwVzqdzu8e37wBPH/PXeeArVPb5y7Y/gPg\ngEI8mANuHT+HBUwe7y+BqXa7LTudjj61b9TpdLoPc+zN+/jRlzw8n+R83j5cIZExsYjJRY4GMqtP\n5kgUEjlmEG4DpQSJiSDzqFV8tAbPhSXvGlXfZRD3ibZ8RNRE2zZHSY4lFc6BZtPaIpV9hK1BGFKt\nGEYVGo6HVhZBlCHjHN+36YaKF689DcDvfecOUbJLnOQM4pzdboRrGxynj/QVvvFRGtIMWg2HXCn+\nye3vsRHdITHnNSxb2NTjm1i961RsD2GJYn9leGqpyX43xnVt4lSNvCTrFZeZqTpL03V+9PF5F675\n6TrNVoVmWOH2QcLWYUKuQCtNP+iT7yasqCPeud0lzS4e1KQQvPz0FL/w1UWevTFxoUABkOc5eRrj\nOpLW7BiNeu2nVtGhtvpUKuebExWC8fHLg7bKz/yjpzynJZ+E8n3z6HnQOV0yM+ykOwAsTNfZT/ZJ\n8gSDBVaMsI4XGARgjr/bzfFfJ1/1gvMWRRdg0uN6DitHGDBRAxNVka19hJ0VAoVj0KlGS41d08cX\nthc/sOpOk+8so3tTWH6Ev/RDcn8PlIfj+NjCQ4dNtJuiBYjj3AaJwCgLy1IkOiVKNUf9hCjJcRyb\nTtJjN0j4515bvnBBvlrz+NP3djgKipqW7aN4dP9/cfyXWO2u8567yVqe0rSmkOLu5e7Xn5/jqWtj\n5Po6q911DsIjojyh4vhMVsZYHlvCvoJV0vTU5V0Jjxvl5/7RU57Tkk9C+b559Hyac/pKs8JukIzG\nGoDUPWRIzOZBiNYG37VZPTzk99//Mf/GG6+NxqwXah7/9K1NDoKiWG0Q57iOxbPXJ1jZ7pMpjS0F\nBnBdm/GGRzBMSTODyVoYecgwVow3PQZRji9rNFWd1XCfjIiF+RaTY2Oj41qeb/L8U4VVX6t1nSN1\nSJD00WGGbUk8WWXSuTsexjpjM93g9uEKtw9XWOltoPTlFrmnEcB8Y5YnJ66P/jS8suvuk1Kvf/au\nACcYY0iThDBKyHJFnmtyZUBKHK9Crfo4yAMPplorDU9Kfro8FsJBu93+W8C/A/zrnU7nd05t+g7w\nG+122+t0Oicl128Af3Jq+xunHqdKYXP0m51Ox7Tb7TePt58EKH8TSIG3Oe60owhg/vbx9p8H3nzY\n4w+CCKVKhfDTYlmSZrPyic7n+v4ucZTSHw7JM0WmU7RRSAlGWmBl6MYOxmgyFJmOkMamZU2zNF3H\nDBP2N+ts7ntEQ4E2OZYoqvAFcGf7COZijFDHYrBECkmWegSBTy22iboRudLsHYVEUcbNhRbXZuts\n7w1YmKzQHSQcBglH3SMaDYVxJ5HaI9fFa+0PY3rZAbe7K6QXdBhIJMtuG/voOoOhpB+mxMQ0qi5C\ngMo1T843CPoJ3SjFdyRJllOrerz81MSoSsO1BMGpVtZmzcVkIT/u9NBWlbBv0T8aYpRFMhgj7I6x\nGlrA4YXnvlVzee35WV57bobmsZdyPzgbNqWUIk9ibFtQr7qMNRpIKVE5dLsP1eDzSLGMIYrOd05Y\nGI6Ohudv/xTv0ZKLKc/po+XkfH5ZKN83j46rfhZbZhxP+/SSANcSGBRKG4zRmJM2A0ExVp6IB8pC\nJR7S+f/Ze5MnSc4zze/3Le4ee0buS2VVYS8SbIJNNqdb00OTjSSTTBeNtfQHaPsTJJl0GUkHmcls\n5qbLmEYmk8mkk8x0Ge0zWqy3YbO7yeYGEiyAKKAqK/ctFt/9W3TwyK0qs1AAAQIo+A8Iq0yPDA+P\nqMr43N/nfZ+nQuhqZk90w3OcORF5ebHB6tlmhxoeIoISlMEZg/egOoq6cfJpwcBbhT3cxOzfwRdd\ngsAztzDFMGE+WmeqQnIsvpA4CT5IcLINRQfhzp7VE9oWofBgFbtHMZVxRKJD4AdkVUmWlfz4l7tI\nKc+nCl7eGLAw3+Xt9w7Y2Z9cOa4sK/nZ/X1eXh8wL5b4F24tUB7uzCyF6mLIsBfRi+DHH/6KSTll\nEPZ5uf/KlUyF6Tjnq0KzXnz6NO/pp8tXaQ3O8owPt3fAgRACgUAIiZQCLTVKKbTSSCmRUqKUaqxf\nnsGn9bv43dcXzyfMeh3N9x8+4IPxKXFW2/ZoVTHshmwfHfKz+/vcWe2yNd3h3d19aJUszA0oS08r\nVPTaAc5Dr63JCsM4rq+Z+u2Aoqw4OElpR4peO+Ru93fI8hGDnievWpgsYBJNCToBbTztlibPL6yD\nFJ7J+OJ68c3B19hLDyE9xE8skW2zZ7YY+wPG/pBkenJxjvERCATrvVVeHt7h66uvsBKu0pIXxW6f\nwyR/4lrVWXaTA5IqoRt0We+ufKL8ohcZqQS9Xos4znH2+f4uPg7W2TqPIK8bGI11OOcRWhPoYGal\nMLtZKKub3Q++LCgp6XQj0qSosxcafiOaiYNPzhdeOLh3797Xgb8P/JfA9+/du7d66e4/AbaA//7e\nvXv/BfD3qLMP/t3Z/f8d8B/du3fvPwb+N+A/Bx7cv3//TCj4R8B/fe/evV9QhyT/I+C/uX//fj57\n7v9hdv+/Tx2Y/B8C/87HfQ3Wuno8quFT4ZO8n13VxTlPIEO890jpEaIuPHjvEViQBmx9wioALw0l\nKdb0cHlAVhjSoh53w9eFgspapPTo1R2E93irENoAHm9DvBW4PMSmfSpbX+hX1nE8yRn2IvLS4JzH\nWMfj/SmnkyNECyZVwPZhwtrCHNofM+GQo+yQLM6efnEelsVLvN76Fr5ssV+lpEVOOBsv1Vow34v4\n3dcWwcPiXMS7WyPy0jDfj1ie77B3lLI+XwdLffv1JfZOUiZJiXQFnZbgdFQgkYRSMZi+QXW0xPGJ\nxdrrT/AF8MbtIb//5ipv3B6iZlY/9tJJhHOOMs/QytNthyyvzKOUmt1X3/95s7HY4cF2+JT38/pC\n55n/Bpvf+U+f5j1t+CQ0/24+fT76PRX8wep3eTTZ5gfvPmIo1kl8SS6mtX2QkHXmAICv/YqpItxo\nDaIM0TtFBmUdgFzv7oKZw5HwAoFHdqd4bbAnK4iwQgxOEFGGsxU4kKG8sRDlsg7m4C728BY4DSpH\n9Xa53bmNtUMQCwRZCyc9kEB7jJemnixoJ8jQ4k2E10VtmRBolrhDXywhpQER1dlFXuK8x3nPn/50\nB2c9eWVpBYqX1gf8m//KG5xMctw1WUAn45zbyz2MdWwdxPTaGq0ErVCzMIhYX2zz/Z2/ZlJciA4f\njLY+cSDzi0Lze//p07ynDR+XsiyxyoO+JPJi8d5jTY4v66Kf9/VC4K1DIJBCXrrV4kIUhLSiFlp/\n4UsXnzmfxu/i7eUet5fhg90JVRbU+5stQcY48tIStNocjRI+LN9mUkzYG6WMXEEUddlo3zvv9H9p\nrc+3X1/kr985YPsoYb4X0WsH/PTXx0yzksoEOOuIkwmrCxLR7fIvf+cu+6cZ07Si21Y8PkhJ8go3\nO4hBJ2R5roW5JJAkVcZJNuLE7PLAfcjUnT7365VCstFdqzMKBre53dsg0hFaSQZzbSbj7MpzPYlz\nlr85/PmVnL/H090rmYMNnNsTOeuf+X4+D6Yy5GVOWViMdRjn8F6gZnkECJCac0Okumzw6YsVnz/1\n+2id+0zEmK8ezXnMJ+XLsPr+PerPhL8/u8Gsrnv//n117969PwL+W+CHwK+BP7p///5jgPv37z+8\nd+/evwX8V8B/Bvxz4I/Odnz//v3/6d69e3eBf0wdlv4/A//Jpef+D6jFhP8PGAP/6f379//JZ/VC\nGz47NnsbPJpu47xjUk7ITYFEIWWAR2G8wHvwZRsRlghpQdT+iNOJpF/MUZQ54onPa++B1gSpZj0O\n0tXigXQIadAioJW+VCvirVO8KhA2wvmI0bTgdFrg8TzcOeI4OSFotxAIjPXkpeWw3OcoeMiUo7MG\nwytE+Rr95A1W+gsUYc6jyQ7WaYxtU1iBVoKlMODWUo/VhQ4/un/I9mF83lUyTSuW52GSXAQgSwEd\nbShcSqBbtEWHqN3h/d2Mv3pnnw92z7wxny7GdFuaN24PubvWZ2Oxy/pi51w0qN8vT5FnKOnoRJqV\ntfkv9EWAVpLvvbXO48ML7+fN5S+n93NDQ0PDbwslFWRDoqwiyB0uOcULi48SMBp0iZBuNtsZ4ssW\nQhq8CRFFG6/NRePY2bo7W0rEmb2R9GA9Qlnk3DE+6+HlBC8sKrr5Qt6OljD7d3HjpXqnskQu/Ro1\nOMXubnI4MXzztVWOxjl5aZDpbVT/McYlCNPCF2HdPRuWqOkqLheIoKCt57g1/zIL/Q6bK13efnB1\nCm8UF+ydpAigqCzGenZPUr728jypPObQbRPSpi8Wzwsyc70QYx1//rPdpwTst15dZDvZviIawNVA\nZussj+Od82mEzd7GV1pQaGho+PwRQnysc//KG9IyxWUOrEdJhRLqXFgIta6LibPpBaUUUt4sGn8V\nOBObx0nJXPfp3Jqz+3/y3hE26dOSXXIu1hJhWvRYoNCn52tMNAs6LkiIOWHAMgALg4iX1gZMU0Mr\n1Djn+dXWKXFekucZZXFK2hUM57oUqsvSYh+tFbcu5RFsLPbYOUp4dFBfY64ttpmWMY+TbR5Otng0\nfcxh9rSV7k1oobnVXz8PMt7sbRComzP1Poq99OCKaAAQlzH76SHrvSddsRs+Dt57qqoiz3PKymFm\nocUIidIhWoVIWRfqGhp+U7xvxJdPyhe3Yjfj/v37/wD4B8+4/33gX3rG/f8U+Noz7v+HwD+84b4M\n+Pdmt4YvKWcXzv2wRygDNvu3eHR0yo/H72Kcox90SEXCpDRQRQjXRgYlXhp0ukpY3uUgzjieFlTW\nIfyFw4IAVFSCiRDRtO6QrMcVUD5ioT3ED1JG7gjrEtzsw+pATKhOXmd1vsMHO9uM8pyw0wIEWgpE\ne8Lx4AH7wdG1rykolujHbxDaIR7HWD2iEIaUFEJQCxHRdANroR1K2i3Fn797n6N4QmIFng4CSVFZ\nJkltW3Q6ShD5lLL09NpDNpdfYZpZ/vpXB/zwVw9J8psDpZbmWvzdb29Qlo44r5gkJZOkZOco4ffu\nLVNVORJHK9TcWpkjCD75ydtvG60kL601gVgNDQ0N13FTgeJkWvDoIOZoqshbFS6QCKMRyoHVdeeU\n1bhsANXMu9WDS+eQyiI6pl5TnahFgjPEJSXBS7y30D5Gzx1TZx0/LezWdkS3MAd38fksn0ZY1PIj\n1MpDfKXxJ7fwxSop1PYKraAW2YVABCUiqJAqR0QKX7QQtk3UtoTZGrbyrHfm+NarK9xdq7MCHh8k\nV4r9WWHBwzgtMabuxpskBf/4z/4PfvfrPcqgPg+Z+iM25L1agFjusXUQX9kP1CLE48OYqb4acnnG\npJxineX7u1enER5Nt7/y0wgNDQ1fLoQQhNH1/t4OT2wyfOVwhce5+jrNO19fpwmBQCLPrZJqu6R6\nsqG+kpNSoqVESlWLEkqdiw/yS2hrcZ3Y/HBvyvfeWkcreeX+cVJwcJoTBncZqBG5T1C2xVq4wUK/\nQ6s7glm9fK4bMo5L8tLUGXuiFrE3l3t47wmlIY5HnMYpx5MR1lfItiSKQqSUGF/bhKwtdK497geH\nB2xn20z8Af/8g0Ny4mt/7joCGXC7f6ueKOhvstFbQ8tPr8wVV0/b0z5re8P1eOfIi4KiKKmMwzqP\ndR4hFToI61Bl9SUoUDZ8YfDeU1SOLLekub34s3jye3e+veGT0fxeNrzQXL5wdt4zKadIITnZWsLt\nvIlRY2xQYMshSp1iRIZz1B2FZoAZrfIhCWVlqayr75vtW4j6FtJGqBhj2gjl6jBGJG0WWB22ORVT\nVFzg0jNvZ0+uTzgwP6dtl5hfnqM6AedBtzOS3nvY3sG1rydwHXrjbxCWy3g8/W6ACyf0FgVlJc9P\nCJ0sEO0EkfRIy4qfHv6cUTHFWk8YSIq2op3dxhnL6GRM4BzzcpHl9VcRUnH/0Sn/61/+mve2xjcO\n/UWB5JWNOb79+hJfvzvP7nHKrx5djI1WZcFRNmX3QPA7r67Rav32gpIaGhoaGj57nlWgyAtDWpSM\n9AOcrfOERDizpbABQjm8VwhVgS4Q0uGLNnY6D3jQJTLIQPnrBtxwzoLMkF1utiPKO5j9O9jDzdqO\nCACPnN9DDrcQnbQWJaoe9uQ2OIkDdk8yXtkIWBpGPLbvQ38fEUxwwtc2SWEKRY9quoqwnnaoWei3\n2DqIz4WDzZUupakvUF7dmCMKFT/45Q6lPqHQGb4METjGxYT3tiyvb84RZxV5adhYdHz3Tl3kGSfX\ne/SO45LhyvWBxoOwX08aPGMa4Vk0kwoNDQ1fFj7p5HJtWOGx3lA4h7MOXzm893gHZxd9l62ThJAo\nIdFKEeja/tb72Z68RwiBlFezG37bAsSzxOaX1gZsHcScTHMmSUlWWJyDovSsLqwhhUAryd/+xhp3\n1/psJ47teBsAKQR3VntMkpJVvczd/oBBx3N4uk9pS9oDyWAp4LiStPttfB7QloIoUFjv6LU0335j\nEaVqm+CT/JSH08c8nGzxYPSIxDy/UBCpiDv9Te4ONrnT32S9u/qZrVHWOtJYcjTKCUNJv11nBwL0\ngu5n8pwvAk9aDVlf11HkzGpI6LoQ2RQjGy7jvacoHWlhbxQDzrZluSWdfYY1fPY0v6sNLzRnF87O\ne7bibQpTkJWG0+KAMuoh8zmsNdhSMlQv4aOEwieUWYBNehghMNbUnspCIITHz+w6tZY4B7qapxvm\nJKKg9CVKCBQBvop49/GYlX4frWSdOSDARqdk+Sm6E3Lcymn5CVF3nrjzPmlnm6f8kADpQvp+mZ6a\nw6oWiDrYqRUqgjnodkKmWUm/HVAai3GeAENQaXwYU5KhpaAoLdJbqiLFpYfIdMDKxjy31he5e2uO\nP/npHj/81cGNhQqA2ys9/uDNVb75yiKBvjgRnmYVxlTYqkBLQacVEbUWCKJeIxo0NDQ0vIA8q0DR\njhSlHuFshneirv17BV7hjUZEkzonoCVmgjv4KEd0p7isi0/6+PkccVm+FuBtPdmn9M2FmKfsiM4e\n3h6jb91HBDkyqOMWvJM4r1CLO7ijTZyTGGs5PM3oLMToXowP3YVboPDo0CO8o9MJWGv1WV/ooLVk\nFBc82B3x9u6HHKfjc+uhWlDo8idbD6lMjHce2oAu0bpDWl64YBMAACAASURBVBjirGLYq7tqe313\nbisx171+QH+uF7LZm+fR9Kpd0SAacKu3zi9P7l/7uEl5/ZTC+XvXTCo0NDR8hRBCnE8ZPA8OyF1F\nUmX1RNrshqiLXmfTD2fZDcxyHM4nHp6YgOB8uzjfrpVCqTrw9eLYnk98eJbYbJ3l3eMP+cXJQ0pX\nIFyADFvgwXQC3rq7wbc3XyGaTYafWf2O0lOqsqIsS3phh1cXusggw7cipNC0ZiWlb7+xTJxX9TGE\nHh1ALsdUIsP1A7bKhL98d5dH08cfq1u/o9vcGWyeWw+tdJaR4rMXY6x1/Oj+IeNEkjvFJM2YJhUb\nS136UY/VzvJnfgxfdLz3lEVBlhd4IM4SRqMM67liNfTlm91p+DTw3pOXT0wEXBIFzkWASxMC10R+\nNXwBaISDhheaswvkSTmlMHVxIyssToLv7WOjMbYIsAGM/ZiXwzc5Gc+RxgXWeZy3eMcsSHk2YaAF\nSkl6LY2UgjBQLNrX6ckFjsX7dRiQCSm9Q7sOQbSIkilhoMjdmLw8RPU0GkHKiKk6wCxl1woGwml0\nMQ9FDxdqREcwnIOg1aIsHSvzbe7cbfP++AH9dsg0qUDUPoDStBGhQgclSV7iK4/PDC4KGfZbiCBk\naXGTuxtD3n7/iP/lzz+48YM6DCTfenWJP3hzlY2lq90VVVVhq5yuLmlpiHrDK92fc73GlbChoaHh\nReRZBYr5fot2zyCnoh6pU2eld49sJXWWkHQIziz+AO0R0qCUwQt7LihALRgIJZA3CAbeydqOaP8u\nPu9duU90TxGDHWSUgxT4qoPQOdIFmDzAlxEEBb41hXQOaz1xXmGKKcHAUTiHkgGI+liFU0jbImwZ\nnPccjDM6oabXUfzxwx8wrS6K81N/BNN7BIMJCwuQH4uLztQARFCiVUReXoxPD8KLSYLbKz0e7k2f\nyjjYXO6hpOQP1/8W2/Hu+XTArd46Sqor+7jMTdvP+E0mFRoaGhq+CkgpkeGnf31zNgVR2gJnM1zp\naqHZOZSSjPMuk0mOt5zbLklRd/B7aoGirKaM46vBwQJBYSz/569+yK929tg3OzgMwkuQtbDfq9Z5\nMDrmIP2A7658CyEE1ltuyVUCrUhVxvzSkLXuyrWBwNY6fvLeEc55olBS6inH0fv4MMYHOdvCsf34\n+d6HgBYDscK9xbu8tfEay+3FzyWzYvc4ZZKWCKFYlS+TMKY0OQtyhW8u3/nKBSObylCUBUVpsLMs\nAuM8SgaoIEBriQrbhG3RBPm+oHjvyYvrJwLOpgKe/P7zjhWIgtq2u91SdFuKg+fPVW+4RCMcNLzQ\nnF0gF/ZqRyTCoQIHWKo8wHuPlRnvHm1hk0HtjwnnhXR/6U9jPZ2WxDjAOoytpxAq08G7N7F6hJUZ\nrmwRVAMS24FOyHSyj2uPCIch3gscFUZOr7VgkDYiSNYpKo9BoCXkpcXYnDBUzLU0UGcO+LxLV3dJ\nTMLGUpdpWmBTxepwhdHIkhVtorADoUCHJa0wwAhHlXR4Z/uEv3zn8Mb3b22hwx+8ucrvvrZ0HooF\nYK2lLFIiLZnrRvR7K2yue1LzdIDj5nLvul03NDQ0NHzJeWY3/HKP5e48O+k2QuSgKoSaZeVIj3cK\nIc1FYJAAIezsPofwHufrzv5nCQauDDG7L2OPNsFezc8RUYJcfoDsTMB0wUX4NEBEKT7r4bwCWSL6\nJ2ACpJGIsEC5FpghVRFico+PRH0MQuE8OKMRRnNw5DnITunMJbR7Fl1ZBvNXxZSzIEmdeu7dHlJU\nllFcIIVAyS6BskSBojVbY88mBi7zpO3R3bX++USCkuragv5Zp+h10wjP4qaJhI+aVGhoaGho+HQ4\nnzK4tKRpJQl7LUJbZ+ScUV+iziYYgM3NAftJwSS9WIsGnRA5TEnGGb5n0U4AQS0e4JEigK5HdTQZ\nOQf+mPXuGhKNcppIRVSVuXLN6pytQ4OrhI5us3ea8E78IWN/wHT+CEv13K93LhzQ9Uu07SIDsUKL\nHnPdiN97eRmlbu5Vv3wMvaDLWud6UeOTMs0uXoMQih4LICCyvRdaNHDWUpYleVFiZv/ezgOLVYDW\njdXQi4Jz9URAmptZwd89NRVw+fsvhBAQSjqROhcDOpGi01a0I0XnbNvs1o4USl18cEkl+P7PPseD\n/xLT/K43vNCcj1heunCea7cp0gpHHZh4WRRwMse5AVJw44ei81CUFb49wcoC7SJsvkBRGEw0IZAl\nrgxxSZfMex7tjlEqRA9XqVSFcyd4VV07YaAIWfP3mO6ukGQG39sBXWCQKAlVHnI80uxVJ7QihXOe\nNDO0wwVur85R2II3Fgd0N7tklDx4WBCN14jLUwpR4Ks+27uayUEP7wXwdECMlJ7bm5J/7Xe/xkur\ng/MOD+ccaRpzdJpROsetlUVWlgfnxQutBN97a53HhzHjuDwvHOlnnPA1NDQ0NHx5udwN77xl6o8J\nWhVVIPlw3/LGyjq/LP4CY6e1B6mshQGMRgQW7wVCXrUiAof3DiE9SgtuGnB3WZdq63XcaJWnFHhd\nIAa7yMEJkgCfLoG/2I+wAV446J8glEEi8MIhOzFitA5IbDXBjTYJ2gNkUOCdxc3CmpVro8ohZD38\n/CPyqMQrhVcJZelpuQUirahEiqFCu11e7b7BiAlvvbLIu1tj0qIi0JKX+6/TDjQvr0XMtwbnEwNw\nfYbE5RyFZ6GkunEa4Vl80kmFhoaGhobPH6Ukv3dvmb2TlGla0e8ErC10eH/yAACpDFGoqCqHw9Xh\n00pS2PLcx3/ciVnv1YX5vzn8OXF5kT+wk+zzjfl7/NnOD9hN9hmXEyblFOef32i8I/u8vnCXl+Zu\nc3dwm2E0h7XuqWP+KNHgumP7zvI3P7Wifr8dXL+9c/32Lxvee6qqoigKyspircc4h/eXsggUTWDx\nlwjn/EXX/zNyArJ8JhYUn39AQCucTQTMBIAzUaBzSRi4/L2Sv/3po4bmM6DhBefswnmzt8Ff7f0I\n6yzdoIsv9znNHUkVIsIMpSzOKpxZAmpx4MaPJOFgcQcZFnjrEVpgXQyVRagcJyW0PWKwi5mWiFCC\nWEJEKXSP8frpDgyJYkPcY0N+jW7Y5mA5ZecwJc9vQxRjRE5LdlBVj7T0OOcIjGNnZ8SOUyzODVju\n3mZjscXfHP4Yq7ZoB4I8KMnbLbrTe+xsj5nENyfJd7qO23cNG7ctYQitQYL1XR6PHpLZmGE04Pig\nQ5x7QHASn7B1kPC9t9YviQeSl9YGv+HfWkNDQ0PDlwGtJN97a52HB2P+au9HaJXRbQf8s/s/whSa\ncTXGC4N3AoTDVwHeS4QyeCsQ6pIVkfd465BKosKzMYSreA8u7VJ9+CY+WXz6gGSFHO4gumMoBriD\nV/Fhjuxetd7xJkDM74OedWQKjxAgpINWgs8HEOS4MMYd3yYohyyup2QmxWQhUbVIOe1j+yeUUe3r\nW1Z1LkHuUkwVM3YZQeiwzuO9ZjfdYXHQJSXha3eHTJIS7Tv8q69/i4VuCNc0K3xUyOVHcdM0wrP4\npJMKDQ0NDQ1fDJSS3Hpi4vssyLfXarM7GeG8ByTOQ24tbSGYmBJSaJcFrw8d+9kBcRljrGU/PmVc\nTMl8zP/14f/7sYQCTIAwLTAtVsUrvDx4iSXXJkw1EyeYMCHJLf12wOubc88UDM7YSw+uiAYAcRmz\nnx6y3lt7/mN7BuuLHXaOkqemN9YWOp/K/n+bWGPJi4KirGY2Qx7rPEiJ1iFKaqSs7Y4bvjg455km\nFYcnBUlqnmkJlOaW/IsgBETySsf/WcH/7OvLUwGtqBECviw0wkHDC4+Sipfn7nCnf+u88+4bi1/j\npzvv85f2bUyV4z14JLIzxqYD8PK6a3gAdHeKapU4Bx6PtUA0qr2ZqwiBx6hDnJoQDVoIBYTbGHnN\nB7mHjlvi68HfJpL1CZ2UMNeNkEJwOMpJC4Ur+1gpKK2hykqwClN1ELqNdZ5RIvnjH+8QDqbQ38NY\ngys7lNMh+zsKa0+ufS1CeAYrKYPlCbeWO/S7AUIIjKk4TvbZSx5SqQqlJdvjI0aJYEPeQ4q6k+Pj\nFDAaGhoaGl48tJLobsxgzgERp3FBVhiOsyMKn1BYg3Ma8IigRDhViweizg1yMwseqSUyuL5L0Htw\ncZ/ywzchm3/6B4RFLmyjFvYQyuPyLq7o4NO5mf4wOX9+lEEph3cSnAJRe0PjPUJ4ZGjwRR1W6cKC\nwGl0sciafRUhYOoqElPhpSVR+cXUIh5ThOigQLdzvLNUxhOIkI7u8PDoGJG+ynfeuE1iEgbLfe4O\nb7G0OOD0NMGYp88RnpUh8VnxSScVGhoaGhq+uKx1VthJ9hklBZEKEaIE18Y7MHgwIQQQ0sZkIX+9\n9Q5b5a95PN1hWiVcq25fhwdtBqhiOMsK1HhbCwHSReh2yK/HD3g8adOV82wfpCBqS75hN2LnKOH3\n7j3bogi4MVz544QufxQ3TW88j7DxeXE2RZDnOWXlapHAezwSJVU9RdDYDH1uWOevtwCafX1lOiC3\n5OXnLwRcdP3LczHgih3QmV3QTAiQjRDwQtJ8XjR8ZXiy804KwU68xztbh1ij8FWICEtEe1oXG25C\n197EZ6N83nu8r1AKRBlS2RGykxG0Faj8qg3DGR7mxCrB9A5Rtcw+Dpiyvtjh1VsD3t+e0GsHjOOS\nSWyZjGOkU2jVQqshTkpkoMlLi3OesrJIVyDcISKOyEbLFOnNY5RhZFm5VdKdT6l0jLOOg5FjHMPt\n5T69TkS/1+IoS1Azm4iitBQUxJwwYPl8XyeTAu8njJOSuW7I7ZXGnqihoaHhq8Rl//uitBSVpfIV\n1lvOrZhnYch4gUv60JmiAoe6QSwAcFWAOVrA7L2KqK4TqB1yaZtg7QFCG7zV+CpCSIOvIgB82sd3\nR6i5Q1C2zmFWFqSpLQO9qG/SAp6ObtOea+G8x9k5tAyIAkVZWV7bHOKd5+0PT/AeRNGCsD6fOLuF\n1TyhEgiZ4p1mGPURQuA9bJ2e0H9vhdc3b7Ex3/vIYvyzMiQ+Sz7JpEJDQ0NDwxcHax27xynTrKLf\nDlhf7PCd5W9STh9Qig5GlVSyICkMReEwkcEHGad+hwf+R7D3/EKBdBHCtGgX66h4g36rTSgVUUsw\nMaecFhMkEaI1JVb7VMYyMZ4i28Mmq0gheH/bsTZf5yDtnaRPTUw8ydkExfNu/6RcN73xRcE7R1EU\n5EVJZTzW1ZMEYiYQSCVQChrZ/7PDWv8RlkBXRYLicxYChOCi8H85J+CKJZCk09K0W4pWKBshoAFo\nhIOGrzDH6YTHuwaXda70UIigwAuH6Ezrr6sIn/Yv/JFNhPcxUorZmCfgFFWWI1xCsGjwbVNbHlyD\nSpbZ5Jts9Jd5bGLizGC9Q0nJ/knGXDeiHUoe7Y44PczIMwiYR4cB4BFSID0kmcFYS5al4D06aOMO\nV+sCyA2EgaS9eEI0nCJCyWlSsdTt4ayHwCCVxqJY6MwT6ejKY8/CkQufnjtIOO/5YGfCo0uhMw/3\nplfsixoaGhoaXmwu+99HocJYh3CKKotAeVC1aGBNCV6gF5N6Gu+a/ALvAQ/VOMJsfRORL11rHSiH\ne+jN95DtpG6E9AIhPDiNK9r4bHZMXuKSQb2mW4NzCtmeIrTD4+u12s+skWyAMH16/YCW6LLWfYk4\nsxSl5ZuvLvL7X18F4OVbfd7fnrB1GLFtcwpSysqilES7Fr1ymaneQSt5LhqMk5IgEXyQT0hzw8O9\nKX/3O7ee+b5ezpA4Y9iL2PyCFjEaGhoaGj5/rHX86P7hFYuds07+O4N1Tk8sW+4XTN0JRZDiotnP\nPY9W4AETIUU9teeswhUddDmHS2/RbUd0w4CFQURWWu5019HVHLE/xgQGIaAo6y54J2eWgHkfVVlO\nJjkOT6elP7Kz/2yC4rJdUS/ssdpZvvExX2acteRFHVhsZ2HF1oGUGh02UwSfFsaeTQTMwoIL91Tx\n/+zrLLcU1RdDCLjc/X+dJVD7fCJAnudXNjR8HJrPloavJHlp+L//4pBpUdVF8PMTJQ+6RN95ByF8\nPYUA+Pl9iOdQro2uhrgyxsoMEFRFjh17wmGAXjmFML+2yOGrEHHwCovqJQYLHeKsIi8spbEY61HS\nUuU5P5tmDNpd0qKFcQFB4BDWI6WovQjxiM4E4yZUcQep+4DEwbUnfEo7elFIFCiKyhHlS3AqMVFJ\n6Be4NXiddlsycccUPmVVL/OH61/ncbzD9nTnfD9z3ZBxXBKZC19H5+CyCO2858O9CaWxvL45bKYP\nGhoaGr4CrLXX+HH+a47TcS1QR5oknsOnFVYoXHCKnsvQbcdN1ytnE3zVSOEOvgaT24hrVlPROyG4\nfR/ZG1/aCHXbo8Ubjdl99WoYclBBFeGJEEGO8BKcBnumGVhs1kfsvURrrc2iWGZOLiKFYtjTDHsR\nv//11fP17NWNIa9uDPn19og//ZlgVB0xMhNU1SI0Q4YLHVQroSIFoKgsvgoJzPBchD+Z5vzgF/us\nLico79lY7Dy1Xp5lSDw+jBnHJXO9kM3lZl1taGhoaLgeax0//fUxD3YmRKGk1w4oyXg//pAP7v+Q\no3KXY3da//DzLCVOQtFFVG2EC3BWIlAoJfCqwHkDRQdzuoIKoDSWMJQIKfj2G4tIIbm11ONhkhL7\nLtO0JM4Mvqon91EF3veorCMtDCoRHJxm/Oj+4TMti6RUfGf5m+ynh8RVQi/ostpZ/tSCkT9PzvMI\nigpjHdbXIoFWQWM19DEx1pFmT0wAPJkPkFuyog4LLqvnnLT5jJCCq8X+tmI4iNBylh3wRFBwK2yE\ngIbfDs3nTcMLh3WWx/EOp8WYtMyIE4+o2twZrhN0UxIT88Gjgvg0QoYRTuYIao9jEWWoIEe0MgBE\nkIMAKS0+KMG0cGaMmXQxYYqpMpRq0Vofo4bH1x6PdwKXdnGjFYJ4BYaC1zaHnIxz7m+NSOIUV3qM\nUWjVpui2GcUAFUoKKuspKks7UgjpKDuPMHkHl67g3c0nR92uY20lpEWXaVwyiWPKyhCKiGFvk1Aq\njPMUlacbKQZiGQS8trCEkuqpgEQpBL9ze4NN/QZxYpnrhRxPCrb2a4sK5z2P9mPy0lCU9ryjspk+\naGhoaHhxMdbxF28f4KabBHTIfcrdzhrF0R6T4D3U8JSwfbMnv3cC7yzlGPzxPRi/fKXof4ZoTdGb\n95HDoxvFhzqqQDz1+DPbIgCUxSOgCvEmBCfxTuNOl3HTJRIZsPRKi8wdkMWKVxc2+e691afWMWMd\nj/ZiJrGhLHu0fQ883Fru8nfeWmNt4TX+2c9/wVE6RhYSmXZohyGDTni+Xh6Nc17ODVlW8mA7vHa9\n1Eo2OUINDQ0NDTdyZks0Tkq29qccJCecuH0qe0JVnmJULWIzefZ+AHAS4SJC30GZFibrUR6s1mtr\nJ4bO0UxwENgyBBdg4gHegPOm9jqPNNZ6Jolhrhvy2q0+nekC7x6dkseWIs4oZ8KBHffwWYkSEtHS\nqCCgZSXH+yk/KfdpRQGDTsjGYhd1PsU3a6QDVuUyq9FsyiAHh73mRdXX+d5f/bNSgkB6siSbNeeJ\n+n8BQgikUiilPtPCrKkMeZFRlBZrfW2FjEQpjdYhUtZv980GxF8tKuOuDQW+bBF0+f7KfM5CgOSp\nYv+1ocHt2iooekIIkErQ77eZTrPaIaKh4XOiEQ4aXiiss3x/968Z5SMeTbc5GMdgFT0W+cHBXzAf\nznN3bcCvRqekHYvdXceGMegCryskIFtpXZTwQDizB7AahME6i+1+iJEWIUM6cxbR3rm2iOGNwpUt\nfKVxoxWYrNDqBGjpODwcs3+Yk5yWeHogNFLXT5kWBq0UgQYbTqCd42PBeNKqgyPT2ze+fikFC/2Q\n1zfn6Hc0ewcjoEB4Q7/XQxaOdrsOQJ4fREzTinaoMdaxfZhgrGdx0GJtoUMr1B8ZkOj95Fw4mCQl\neVl7U551VDbhyQ0NDQ0vNlsHMaO4QApFxwwpsowfZ39CsnSCuvYCnvNAYVtIqpMQkW7gR6/UUwBP\nEmYEt95Dzu8gJFw70vfEzkV7DEJe2A1mXXwnQoQFWFVfgVuNz7sIXSGUAW2QqiQdvscfb5e0dURL\ndhkfH1K+/S3+xW9tXinqbx3ETNKSOys9JmlJUVqiUPF33lrj1Y0hAP/Gd36Xx4cx726N2NEJg06I\nlIJRXJCXhoX+haDRrJcNDQ0NDR8XYyx/+s777GTbHFf7TDnEdfPn34EXCBPhixa6GCK1wFpP4WYL\ntShwwRSf99F5F6IpQpW1UD8LVRZFDz2zrdUC8iRDC82jD0fEqSUMAv7gdza4NSyY5vvMDSRpYamy\nAO83cZEg0JKNpS73bg+RQvDoIKYwktWFiEkKcW753lsr1zajnTUNnl2vbvY2PjJDCEBryXDY4SSK\nKUszyy2sb9ZajK2oKotzFusd3jucd1hvcd4hpAQpkPKjRYbrQouNcyAkSodoFSElfLYJRl88qsrV\nRf4ncwKu+T7NLeZzFgKUhHZLz4r/8kYx4MwqKAyaiYCGF4NGOGh4oXgc7zApJoyLKUfJiMyWCOpK\ng/El40LzaF+ye5JQ6AS7UODiefxkCTl3VNsinHXxC0C4WZCiwQqPDY6QytBa0aDz6wUDK3FpD5fW\nFkIA3mhsURKXjtAMOAkjdk8sQvXxzuOu2OMJwOHmH2OpKMddXD5E6uBG70nVTunPWb6++AqjcYKw\nGUcnntPU41HnY5utQBAFilZYWy+8sj7HvVcW+R//91+SFoYokPzzt3d55+Ep//a/fo9WqJ8ZkHjZ\nfzkv6wJRK9QMOhenPeP45k7ThoaGhoYvN6O4IEnHnLpt9vT7nEY7dejwNZzlFzjnqBID47twfA9f\ntZ7+YV2i199HrWzNcgie3BnXiAgSoRxqaRvsRVHedyLs8QailSCCHNkbI4RHtqd1/oJVyFaMenUH\nH5Tk0mOFJjUxeWl5JHZ4fDi8UtQfJ/XaJqVg2Lt4rjg1Fy9hNi2wudzjz3+2e55VkJe2XiufCD9u\n1suGhoaGhmfhvGc/OeDh9DEPJ1t8MN4it/Wk/POk4AYyoC07ZKYAq6kKiRMWj6MsQTiLc/58yRUI\nUCVKCpSUhNkm1k6RQYXLJPmpxruKQGqUCgl9l0DOMdeNeHRQT6JTwo/fm3Bn9Q4vdwec8pg2GusG\n5F2LsY7eLMBZCnHejDbsXayRN4nrZ02DZxPyAI+m2/zh+t96LvFACIGUEq0/XlnMe49zrhYYjMHY\nijyveHQ44XSSEinLXE9jnaVydSaBUJogDFFao2RAGHy20wy/bbz3FKVlNK1IEvPM0OCzbeZz7qLX\nSlyEBV+TE3AWFlx/rwkD8UL9nTU0PC+NcNDwQjEppzjveRzvMikSjHMIIbCiIqTDpMgYjwWlPgUq\nBAalK3xnjE/7SAHSthG+wksDSKxPqXKLkNAaAhKEME89t3cCX4Z4E9T2Rq0EWyhMWeAyjTTrqKhF\nv9fFeYEU9QmYFB7v63FNKSEKJLkfURwN8EWPG9srpaWzdEJ/7ZR+S9NVHXpqzKCzxO5JQVYYisqQ\nVyWdKGBtoc2gG/HarQGdVh1a9dL6gJ9/eIoHWuHFydXxNOWfvv1zuj2Hr0Jent/kpdW5Z/ovv7s1\nYufooqPyjLneV613oqGhoeHFJ05iRskpvxj/hJ8Fb5NweuPP+pk47oylygwi3YDDr+Pza0J+pUWt\nfohe+wChL621Z5OAZ9eY/tJ2AC/wTiKCChEW+OyimC/CAtFK6sBkAT6BYBBjncJVLahCZFggOvFs\nxxIrHE4biqLNKJ8wjssrXY2ZlDivkOJqYeK6Ne/JrIKV+TZ7x+mVtfKmxzY0NDQ0fHVx3rGXHLAV\nP2b7vR3eP3lIZp5/okC7FoNwjoVul2E0oK1bTMuED4/3iCuL88XF9EB7ghcel3fhPGXIgw1phZpe\nR9MLIBBLtIKIvbgkbyu0DlAaZGeKCY8Z2QKfLJ9PogMUpWWSGBbnllgPNadFgW9DK5hNJoo622CS\nVESBfG5x/axp8DKTYsJ2vHve/GasY+sgZpyUzHXDTyWDTwiBUgrnHMYakqTiL36xxyip30+pQ+YH\nbb77tRWUkudTDH7289YaqtLMagCe8/98/Z5fsVaabfezkyAhzvyU6g4KKQVCSuTs9mkVtr33lJWf\nFfsNaX45KNg8FRycFV8QIeCyCHCNKHDZOijQjRDQ0PA8NMJBwwvFIOwzLiZM0gLr605+j8M6gZUF\n2rTJXYLTVb0Az2wRRFjg0gGmqK0MZNzD+ymOCtlShHMglL1+wsCDy9u1ndEMkxd4SqQKCDt9vBD4\n7h7mZJPTaYnWil5bk+YVeVWHRToPVWWx1oHo3/gaZVARLR0QLu0z15NEKmJeL9LrtGh7xWjq65yB\nymKcRyuJlDDohgx7IZsrPV5aG9T+zPsxf/XLPcZxgRQCrSVhIEg6D/jhTnne6XH/8CFv7r31lFUD\n3NxRCTDsRWwuX1MYamhoaGj40pHnOXtH++zHh/x08kt+cvw2SZVe+7PeM8sPEDhbYssKUazAwZu4\nZHjNIxxq+TF64/3aUuipHTLLLnDnIoL38mIawar6fl0h2jGYcJZtUC/cIsiR3XEtIgA+TBHSIfIQ\nEIgwr3cqLkYZPA6rUnwZ0W4L/sk7f8LjeAchLXOdNmXQY6F6/Vw8uG7Ne7Jg8Y2XFwD485/tMkkv\niiDNetnQ0NDQYJ1lJ9nj4WSLh5PHbMXblPb5p9G07RCU8ywEq6xGGyz359m47Xh//OD8ZypXEYYK\nkQokFufrvADnJUJY0FW9hgKuDHAjTRWVLM13iQYVWThmYbFDMOhysFtfKyadB7igJAolKRNSc4Lk\n9mzyv7axdd7zwc6ESVJRGUdeWPLKsjrf5vZKjzirKErL2mIH6zxSfLS4Pimn174PZ9uNdU9dn55n\n8OnnFw+89+R5XocWl3ZmNeTxSHQQsjdypDYgbF2k+tQGfgAAIABJREFUEUyzir2TlFvLPYQQ51MN\nwW9oSHQ27XBmq+ScxVqDcRZbGpxzOBzOe9zMXskLDwKME5RGkJfuqSmAi+/duThg3Ucfz2eJ1qIu\n+j+ZE3BNbkAnUgRBk6vY0PBZ0AgHDS8Um70NstyBUyihqHwFTuBNgEHiMo1T+UWRobpYuIUuMQfr\nWH0AYYpSy7RWT5HzCcinV80zywVfhvi8A6qgyip8GaKjLkFP48sWLpmrXY+6E7x8RJwtYI8XCLWm\n3w6w3pNlJV5IpLphpFI4gl6MRhJVIToQtMIOHdmhTAP2bcHxpGJNL1EWdeeGubTSayXJirrr48fv\nHV2EOqYlOwcJ47hESEErUIjuGE9KR1x8PBQkPJru8FfvBHRawbXdGk92VM71QjaXf/OOjoaGhoaG\nz4+qqhhNR5QuZ6RO+bOtH/GL4/s4f8PVpAlwti4+2KrCVhXCDuDwTexk5dqHyPk99K33kO3k2Qfj\nASFnIwwKb2brlDLUiYa+rvsrW6+5ZYRLB/V9ypwLEh5wViF0jg9KlAmR2tRrvZfgfV1IEQJhAza6\n6/zk8QN+kfwSQwXAUSpZHvRYW32Jrpu/ds17VsHie2+ts3uSYhEoPOsLnWa9bGhoaPiKUbmK7eku\nD6e1UPA43sG4pyfbb2KxNU/bLtG2iwzEMqHs4DVsrvSY64WsLXQQwrOfHRCXMQChCpBeo4ShnIUO\neQB3ls8XUsUSm2lIh7SCHr12F7twyAf2IcbkHI0F/V6H9votXDLERZYoCIlChQDGSU6lR4Rm4Xx6\nYDKz+DvLBto7TkHUgoBW8tz27/ZKn9NpwcP9CaeTev28vdpjbaHz1OsfhNc3251tP8thusyZ7dFr\nm9c1MYAxhizLyYqyFghmIoFSAToIkTpE6avOUNOsunZf0/T67b8JZ9MO3nvy0pJkniT3xJklyQ1J\nZkjyqr7Nvo6zijQ3sxDoz49gJgQ8Wfy/KSsg+BjiTkNDw2dHIxw0vFB4L+jlLyHKMbZUCGfxToJV\n6Mkdykpg2woXnYkGdduiI6byOb6dov0QNajQax8go+ya56AWDKwAr7C5okoyZOAJojZe9BDK4I3D\nO4VopciwHin1ykJYUXBAOl2kGnfxNgShrjUkEmGGXtxHdyZEPiI8fp2ltQXurr4Ci1v87NEOxtYn\nl8oFjKuIfmcWTqUkYNFKEGrJaVyeezLXhYySYTekHSm0llTGzaydMjTQb190THgP26MTilGP1dlJ\n23m3xhPiQRPs2NDQ0PDlxlrLaDomK1MKKt7PHvLD/R+zHe/e+JjVaJ3p9gqjkYOld3EuR4g2HL+F\nPdngOts92T9Gb76L7I2ffUBnFkVe4L1HiHrdEQiErkC4eqES1Gu+UfU2ZSEooAqQg+NaOChb+CrC\nlSEyyJFhhuhOQNf2hOd6iNNgA9ToZb7x5gL/z9YvzkUD4xylsRxPY9KFI/7wlTevPexnFSxeWhvw\n8vqA+fkup6cJxnzObX0NDQ0NDZ85pS3Zmm7zcPKYh9MtduI9rLfP/fjVzjJ3+pvcHdzmTn+TXtjF\nWsfeScr0/2fvzZokuc40veec41vsuW+1gQDZANkkSAIEerrFbrOxmemRTNajn6CfoV+he93oVjY3\nstGYbGxMPTatVg+b6AYIkNhIgsRWVbnvsfl6Fl2ciMjMysyqwlJY/TEkMjMi3D0iKjOP+/d+3/um\nFZ1myNpCE/WAEP3C8o/YHu1x9/AY2e8S5AGYg7MHWIU1Bq1TTH8RMbhNqBIIIY4VN247too9inAA\n0jEuIasKVjuCOysthnmTJFIze6HTUcGpgI5u0m1F3qJXSVpxcJYN5GDneMzJoKCsLEnot++1Q476\nObvHGWleESjJ1sGYX769y1/9ZOPCtefN9gYf9ze5f3JIURriSHFrfokb7XXgLI/oQfqjEmstWZZx\ncnrKOK1mUwTWCYIgJIwShIQwhPDKvZxx/rr5wu3NR2157p/AOfLCzAr9XgSYCACTr9NcT+77agkB\nzUTRbAT0OhGhgiSWF6cC4loIqKn5OlMLBzXfGKadfVm/jR510FrggEAKhGkQ6UXSYYUZNJFLmziV\noYsU0eijIkU830NEh8jWh8jo8kmGcz742LdkCEwOJtcIZQmTJaTydgmuigCHaPiCvlAGEVTee7m/\njB71MMN5cNcFNllk9xjiY8TcASo2xPRoiRZz82P+5vsv8PT6HP/lVyHh2CJVjjIJQTXHoNJ0mwnL\nvQZFZXzo0sQRUeBIopBuM2L/NCMvNcfWIaVkbaHBMK2QQtDtLRAu+GCsKUVlMEVI3D17zteFVNXU\n1NTUfP2w1jIcDRgXKZWrKAPDGydv8fr+b661IwpEwPPLP+DF5Z/wxjsZr+5skleHRN0AOf4R5vDW\nxF7oIqIx8IJB9xBx3TXkVKQX59yDxMx4yD9GTr2Rvf+vcAIhDS4AlzZwVYSQFaJVIMLC2y/EGS5v\nYLOu37803u7IBuAEwkp/wLyFylZI9BK/+eCQ3BlKMfXvdVgHp+OStz844ufrmiS6fEr9sIJFTU1N\nTc03n1zn3BtuzayHdsa7nEUPPxyBYK21wp3uLb7Tu80Pb34Xk4kLU+UASkluPMLqzjnBvbuCtz/0\nNjVSLFJZgW1qqqLAkSNCiBpNHBLX3Mcc3kQgUUqyOzgmb43QziCtwDgLWPZGxywkByzNLTJMK/ZP\nMuJIMdeO+fmdZxH53GwSXRvLOx8ez55TuxGS5oZCWarJa8orw+b+iLc+OKSsDK0kRAh/LXpvf3jp\n2tM5gTm4gR1JrEuxaROj13Eb/jyh2wzRVUVZlWitvcWwc6x04O4WzM13SCsFQXBpiuCTsL7YZPtw\nfMGCsNMI6TRD9k+ySfd/xejcFMD4gjigSfOKL1kHIIkUrSSk1Qgmn0NaSXDptkYoSEKJEHaS81Dh\nhKXdjukPxlRmYpE0sUkS0uCMRTvvsCBlLSDU1HydqIWDmm8M086+uVZCc+9p8mqfSmTgGkR2jio8\nhe4QM4Jip4FoWqIFh0wcQlhk7+BKwQDA5gk2T0BZnBxhUo2QMWErBmlwY4s+XsNlDURoQJW+SKEM\nzgrM0Trm8MbVQZBTghLZ2UfO7/gOSkKEDMAGCBGw1Gvw9EZC0k0J1AJSKCK9ANqLGv1xiTaWwajg\nqfUuzsFL31+h0pado5RhWs6Ci2dByNPai5R0W36ctdtaRCw6tvsnZ6FWOqEjl+g2Hx1SVVNTU1Pz\n9cA5x2g8YpSNqFyFSkL23CGv7j7cjqgXdfnZ2k/46fLzNMMGH94/4u7Hx+g0Ippr4+79OcZecYoZ\nZYQ3/oBc2PHLzzTwGM4UAudvdE5Mvp7eJXDWTxIIMckikNNMAvxt+KmDmUezsDgd+XXaKISc2BGF\nJcJ5WyShY2SofNaQDbyvs5G48Rzu5BZpYHj7w2Ma822qlkS7Cof3gxYiYnDQ5D/98i7/019+55LV\nUK91tY9xHYJcU1NT880krVLuDTf9RMHgPrvp/mNvK4Vko7U2mya43blBHHj7nkBJWlGDQXZ5Gv5x\n2Doc8daHR7NrN4dj3A+piltEC0PCxVOsDXCZn8iXUYFrDgnLeVbmGgyzEabhMNb5CQllAUdelXyw\nf8BdOyRyHZIw8IX+NGTj9jrxXHgu66dCG4eUIIVglFUsdGPm2jHlpOHtdFTwq98fcDIqyEtDXhp6\nrcjvszSXrj3v748YjDUdlmgaTVkWbA6PeCMyrC+0sNrinKGyEhX6qfn5ZsSdG8tEkSJOEvIixTxG\nqK+1jrS4uug/yvyUwOmwYJxXFJWhKA3/8R8//lT/Xp8XSaRoNULa5wv/STARBC4LBJ/FMlEpQa/X\nJA4uvp/TYGhjNFprtK4w1uCcxU5CoP1nn8vgZudyvltESB/ULaScff48Q6BramoeTS0c1HxjmHb2\nSSG4tdLB7Qr645IgtOjFdxlmB9jIEM7FhLaJHSwgmyeozsn1gkERY06XMPu3cWqIDXcJlyGaCxFY\nECU4sHGJTFKctJjDm8jeIaa/hM06uNHcQ6YLHKJzhJrfxokSQYSMJt7Nk3qNs6CtpKh8Z+U07OmZ\nG11+d/eErKgYpBVpXhEGkm7HiwMAy3MNnlrr8tHOgDffP5wdtduKvFVROyIrLZU2xKEPrRrnlpd7\nP+aH6yPuHR3iqpjEzLF/XMz2O6UuftTU1NR8/ciyjP64T2lLVKQQDcUfjj/i1Y/feKgd0TMLd/jZ\n8k/53twzSCEp89J3KhZNhuMIIySiv3p5w6AkWP8AtXIPId3E7k9NYgkcVkeTi0ONKyMvnitzdlHo\nBK6KcE4hlO9q875EEoKSmQIxXaKEgLAEF/tpAn+jD0tWBozC6chPJIQFSvpjKaAqJa5owXgBKQVl\ndELUqHC0UOMVtDrFCY0kpCkWifQCh/3sygm8jaUGv9485SjtE9GgIxZZ6DTrEOSvEA+GVz+Y31RT\nU1PzMIbliHsT26G7g00OssNHbzRBCcXN9gZ3uje53b3FzfY6kXoy11b39kbkpcY5hy5LirED26ER\nh35qvtQI5xAClJQIKWh1LYuijVKCuJwjTbu49tCvo1gv6GtJf2yQIic2MT3Z49bCEt1ykZ2jjJvL\nin94c5N7w21O8wGmiOjJJX783WWaSUB3ci05GJcc9XOGWUW7ERBIb7mrjaWoDEmkiCPlJxcmGQR5\nUfLhvSOOT4bexlAGBGGIDGPSKiJM2oTAXzzfvtLKyVjHYFywe5QySMtrJgHO2QQVfmLhy6QRq0uT\nAO3GFRMCk8/qK9DZPw2GDoKAOH68baYB0D4E2k7EB//+G2dwlcVag8NPnLrJmKr/+vz3Xohwk30y\n+U4IAVJ4UWKSGaGuy5qsqamphYOabw7Tzj7rDLI5wLW2wRTkzR2qcEDUsTgszhoQI9TCHjK8OnzK\naYUtEpwJcaKgNMeI4SKNH+wgmwohzaQzEpyJfKdjWPoiRphjBwtgrw6BBCAoCOb2kd09v52QuLzt\nbY7MRMSoYkhSnFFYHXKc9/noOGeluYSxhqfWuvzwqQVefW+PqrJIIcDB1v4YifeOnHZl3Fppc3d3\nOPNalkLwo6cXeeZmF4Ng72DE+5t9rHM0QsU/vrVLGZzw9J2Y7250udFa5ZV39i94Nc+147r4UVNT\nU/M1YRpynFU5hIK4GVOVhn/af4PX995kVF0dTByIgB8tfZ8/v/Ez/mTjDoN+RjrOEdox35rjVx8f\n8n/94h6D1CEeHPKXGrX2McHaRwh1zsNZ+No+VvrLOaO8VZAKwPnQY+EqLy6oydSAA6sjhG0iQg3C\n70+o0q/HU9FgOplgAlyZTIQD548vfPixKVrY4TwySQlsg0BYZGAJlMCkIbaKEUULsXwfwoIgUog4\npadjTvbvYGRBU7boBEsIJHGkLnVBGmt4df91woU+zbgkL/vIVsaff/fndWH6K8LDwqvrf6Oampqr\nOC36XigY3OfucJPj/OSxtw1lyK3OxmSi4BY32msE8smUY4zxE+f9cUlRGrb2B+SDDF0qwmgOEzqc\ntgRKomhQ0feigZLEoSIKJBudZdJTv7hGKqC6fwf31AmiNfSXwVbgpMGJAisESDjJYzbG38E2Ba+8\ns0taVmya31GRoq3FGMdutQ3vP89fPn+Ddz8+nokao6wiLw1RIOm2QrJSUxQ5qckI2zGtIMKUKZt7\nJUoFhFFCr9cj6vsGAesclbZURUV/XPDm+4e+6D8VAx4IDc4K/ZimUU+OZhycmwSYCAAPTghMRIDm\nV0QI+CJ40sX8qShhrUFrjbEanVdY57B4ocJOJiKssyBAKoGQshYZar6V1MJBzdeWaZfY8bAgLzRR\nKBmlY+4Xb1IwJo0Nck1DOEY5MSkyWERkQfiOigdxRuG08lJ1UKKLMUJJktUYlwZeMHCS2TiAcCAs\nNm1hT1awg8WHTBcA0ZCgt0+wtIcIvSWDLSPM0RImnUMEJeZ0BZxDhCWy3UcKB90BGZaTcYv99IBf\n7rzGX6y/xFMbHTYPR0SBYucoReAYZhX39kcM0oofPrPARzsD+uOSmystbq22GKWaXjvi5nKbJA6Y\nn2/x+rs77J9kWOu4uz/gKPgDpso5uhvyx6N7/PDWBi99/wXefP+YvZOM1fkGL/zJcn1hXVNTU/MV\nxhhDf9QnLVKMtMSNhDhJ2Brt8Or7b/Du0e+vtSPqRh1+tvpTXlj5Ec2wSaAkRZZTjQrmkx7vbB3x\nv/3T22wfXWWbYFHLmwQbH/hA4quQBqT1xYcoRwqLQyKMnKgKDpu1vDCv/HMUVmJH8zgjUIt7CKWx\nRYKICkRgJm1m0gsSVeTDHvMWau4QVIUQvutMhhnmdB51IyVoZqx351nqJZSVoBHdYTNXFOunmLYj\nDBLSXBMqSZxY7DhhdLxA0ggRSJIooNuMLk3gbY62GRQDpJiEQAJQsZftcTu8+Wn+OWs+Zx4VXl1T\nU/PtxjnHcX7KveH9WUZBvxw89vaxirnduTGzHlpvraLkky84GmN5/b0D+qOCuzsn5GODcDFhsIi1\ndmL9YmDaeZ11EfEpIiyIQomKS6yTIC1xJClKS1FZZCtHZz2cU8hkPLEMNN6a1wRUpUTIlLsnW2Qf\ntwiVxDROSaNTnHMEky5/58b8fv8enfcjhBBkeenta4qcqqzIVEkjiFnpQF9FLMy1uL3aoRGFvPnx\nmFF2Ng0wyiqOBwV5qScZRF8eQkyFgPO5ANdYAyUBzSREydpu58tATuyOICCKHj0GYYzBGkOlK7TV\nmLw6Jyx4ccHhcx2ElCBBTbIcapGh5ptALRzUfC2ZdokdD3I+3jmlP+oTRob2coFrG1qqiSgqMkaU\n1oHKcdKcdTk+gLMCM5jD5i2C7glap1htCRsxQkrMuEKoPt7qIPRBjDhcfwlzcAs7Wrj2uTphEM1j\nRHKCih1BZ4hUCldN7IjSLur0NhiJccxGIB1gB8sECzvYRoGoAixdQDAoBmyNdhhlCd1WxGBcToKJ\nrD8Bkz4M6s0/HhEGZ8X9uXZ8ZSddf+wvnAfjkqE7xMh89j7npebe8SHHu+8i8jkEsH+S8U/v7n2i\nrrzPYgdQWwnU1NTUPB7OOR9ynI8pbEXUjAnbMdIa3j36Pf+8+/pD7Yhud27y8toLPLfwPeQkubjM\nS5wTrG+s8eHRNv/7K7/lg53Rldur3j5q44/I5shnEFyHgKm9kJyEHAvnxYSp9ZBsjnBZG5c3QRpM\nfwmhKtT8ESIZ+SkCK3FlDE7P8g4wAUIZrHDYrAlhB9ka+AYCGyACS/TMbwn0PMvdDnPdkPlGj//+\nuX+FFAG/aO3wx8GIgYtmQYoEOSma3kpERyzSjEMasRcNFrrJpQm8qa3gg1x3O9Rr3RdNHV5dU1Nz\nHuccB9kRdwf3JzkF96+dxruKRtDgTuemFwq6N1ltLs/W0S+S7cMxh4d9RkOHLZu0GjHOORLnQ4az\nQtNsBMhS4KylMiAObyJaQ9zKNtY6WmELOgcsr1S006f47d0+gaxASkzexgmLiDNAIIT1zXdlRCUt\nR9kpNouIAomNxhjjvevLSuO0BCOp8hGvvHWf5fkWw7Sk0mAJqZxib2DZ7ReYSVLw5lHJWx88/mTH\n50mgBIGSJJGimYTcWm7RbkZXigHNOLhk6/skmE6TDLOKTiNkfdFbL9U8OaZTBmH0aCuxM5GhRFsz\nmWSYTDFgLwgNQgqEkjOBoQ6NrvmqUgsHNV9LPto6YXN3j+PRiNN8TNBKcCKklCOEACEhChQnY4uN\ni4lX8uX9OMfEHsj7J+MsxSglaEDUjn0RwjiEFX4SAXB5C3NwG3OyBvr6xcNag9UVQWdMMHcKCB+Y\nLA3WAEUDoROkEvRWNeWwQ1kaxrnGzsIiJdaE6LSBCCRBWzIYl8y1YwblkHajzb29EQenGUVl0MYH\nNrbigKw0HJxmNJOAvPTekNa5Kzvpei2vtOeVmYkGwKxgcTLMyU2fZTk3u++TdOV9FjuA2kqgpqam\n5tGkWcpgPKC0JTIOCFshDUJG5Zg3dt7kV3u/ubYAooTiR0s/4OW1n7LWOssoqIoCVzpaUZP9fsn/\n+Q/v8Pp7V/s3d9oCu/xHXOMAq7RPNJ4q4Y97HT0VE6ZroHC+k7HCr5lBTrCyiQgmIoG0oDQ4620D\npT0LVzYK8iZq7hgRZggnZwcRyiACTRJofnTr1mwt2U33ud29yc+fXye5N+Tdoz5RJDnVQ46zPpXR\nkEh+8vQyT8V/ymhsZhN8D65H3ahz5Uu87vZ6rfviqcOra2q+3Vhn2UsPLlgPZfrxw4fbYYs73Vvc\n6fiMguXG4pca2GqMoUoLBkcF3WSZNCvIihH9UU4USjaWWjgH46xiZb5BpS0f7gwYjAsckiiQOB2h\nNRTOoJTk/vEhXZ3QTjrsZjHEAhDYtAtWIYIKO+7g0hbOBGAlVAHODcjzAJG3Qba8HeG5qXwDVMBg\nJ/3C3h8poHkuHLjdDFnoNggVNOOz25NI8avfH7B12MfEfazMiWWb270FfvTUEje+RKve6TTJID0T\nuLcPx7z47HItHnxF+KQigzGaqqpmodHnRQakIxeQjzIsDqkUUghUENTh0DVfKLVwUPO1wDlHmqYU\nZsT+4QkfHh5B0+GqgNA0Zo/JxhLtNJGFoT2hahxOuhcf3B++MGGk/0JZXHCIMQFRs4mICwQW56Qv\nZIQFevNpxNENXNbh2iqIrKB5gs0DRDVPECXIxtlI69Tj2TlAVEjZIFQCpSqem5snqzTvfnBEoc+6\nNF3li/pSCoSAvPT76EYdysK/7lFWUemzAk2hLTKrKEtDIzn7NT8dlTy11uWptYtP+/Zqmw+3+pwO\nC1SRAF40iMOzE7xYNC+93MftyvssdgC1lUBNTU3N1RRFQX88IK8yRKiImhExfk3cHu3y6u7rvHv0\nHsaZK7fvRG1eWv0pL6w8TzM8+xuvyxJbWEIZ0U8N/+mVTV7/w/Gs++88G4tNXnh2mcPjY963jlQo\n0IlfeydTAE5YZk2XjocLCZOcY6zClQmujBHS4BCohQNEVHKmLPiJBRFphLU+20A4H6ScN/zOjEJ0\nsokm4cMWhXSgY6KYC92B02mAQEl+evMZdrMd7g432S8PENIRBAonS97r/4E7t27SZYHTUYlzo0vT\nATfbG9wbbjEozs4BunGXG+31K192vdZ98TyY/wR1flNNzTcZYw07473ZNMG94RaFucZO7wp6UXcW\nZHync4uFZO4rUbzTWqOzknbUZm15BWtHHL+3z93dAYO08sHBuUAbx1NrHVYWGvRHJXsnGcb4QFlj\nDM6MkIXAGUk1CnjvpKKqJKI4JdCavErQpxuAAqsebs/LuaX+6lOQz4wUEMUQhBYV+KyiVhLwveWb\ndBoRRWVwwGIn4an1Dq1G6DMBJygl6PWa9Psp5pzN0eb+iGGWk3fuYpUXkipO2NR9bo9f+lKFg51J\nkPN5BmnJ7nH6pT6vmk/HVGS4zi5p+jN6Go0pS40xGq290GCt9nZJjkkug59mcMJ5q6SJHVMtMtR8\nHtTCQc1XFq01w/GAvMwpbUWYhCx354jaCUsLHQ5HJ8Shv0i3znE6KpFpiAn76OAQpy4HH08FA2cA\nG4J0GG3RWU4QNYijCPBd+85JXJlgDtcxxxug42sDlERjgFrcQs7tgYmx/SVMX+HSzqzwDz5DYVp3\ncSYAbZFCYnSEjixL3YROK8KMSn8iB7i0A60+MjYY40giNSs+vL1/Qq8dEYeKsjI4562YtLFYJy8V\nefJSk5eX35dASX7+/Dq3Vlv84zuw60bIqEQISKKA9d48HF22Y3rcrrzPYgdQWwnU1NTUnKG15nTY\nJ68yrIIoiYgTLxYYa/jd8R94dfcNNkfb1+7jVucGf7b2Is/Of/eC37IuS0xhkFaRl4q///0Rv3zn\ngKK6fNU/34n565du8f1bHX774TaGgGrnOfTc7yBKcZVCJulEQACi4sxK6BE4J0GHuKwNiMnaK3y4\nMVyzH98FKQACDc0RoqomWQfC5yS4qV2hQEhohDGnI7/WFaVhAYme98d45Z197PAmmdmkcj7UstNu\nIYQg1wX/73vvsKx/MDv6h9sD7qy1GWV6ZjP0F+svsTXaYVAO6UYdbrTXr/W3rte6L57puc/mwYj+\nqLx2eqSmpuaT45yjLEu4yqrHnf0Nt9b6CfDJNpceytU5PNcc9PyuqYxmL9tnK91hM91hJ92lcpev\ng66jF3a50Vz3H411OucmxlwOJ/lg+iTPPd+Lr+GKl3SBB+t55x9/9rVDBZK0yBiNcoz275muKkxp\naAZNOu0uWW5J8yOEsdzd2uPo5ASjHQ6BEIKqyDC6REnBMNNUE9HAH0dgTlbhWkcgByiYNCc8CaSA\nIJCEgZ9+kIEmSiy3lrus9xZoRiGbByMqbQgDRa4OSaNtHFCZs58TG3bALVNpf9veSUpWaF58dhnU\nowuow6zCJQOsuTh9UrgxRXDK5n7ypdkEDbPq6tvTq2//NJz/PXTOXfr+wcdMbsAoQVkGlGWJ/YR5\nEw/+3jyIeOzR1ekGD3n8Nb+U55/D7PU9+No/a/39gUM/qqCvAkmeCcqywEx+ngOlCM7lJpzfpRAC\n59xskkFrTZVVE4skOwt+dtNMBgFCSj/FoBQqUBee05Xv+6NEiEf90XsYT1jgkE7gjKlP8j4FtXBQ\n85UiyzKG2YjKlGgMYRKhWiEJ4YULufXFJtuHY5x19MclOycpVbwDKx9DdHnEdDZhMAlO9MKAQKcV\n1mniTjLpmqhwRmCPV9HH67jhItevEBYxt0ewtIlsjf3OpQEpEFGBmtvHNfuYow1cM0ZEBa6KvV0R\n3iLJ4tB5RD5qEvQknaYvxAtm2ZA4JzGHN8HmrC41+Yvb3+V29wZKKnqtiLKyNGJFWSkq7ZXmQAnC\nQBJHF3/Fkyggia7+tQ+U5JmNOe6sdrm7v8ZHJ1uIsODp5WU2Wuu88s7+p+7K+yx2ALWVQE1Nzbcd\nay3D0YBRMUZjiBoxYXwmSo+rMa/vvcXre78jbi0lAAAgAElEQVRhWF2TPSAUP1x8jpfXX2T9nB0R\n+OKDzipcJXBE/OqDIX//5i6jKy5QW0nAv3zhJi89t4wpU5oxjKqEe3unjFOLTZ9Grn2AiDPMaB4R\nZYhA48YxojH2dkLTQtD55XU2RCCginFF0wvvQQU69HeVCSTp5e2cACd8kLITExsjh1AGKQuETsD6\nqQfhJEoENKOImCabByOiQBLTYmsk2Lr3Ea1GwN5RSrcV0RAdQpeAhbKyJJGiKA2q0L6Ggm9eePvD\nI+7vD2dByFObodvdi0HI53MMFroJP+76Iky91n05BErWEx01NU+AwWDI3tEQFYRX3Ov/iE9rRBeK\nUw8Wjj5BIUk7w36+x3a6zW62zV6+d+3E3VXMRwtsNDdYb26w0digFV68zrmwJ3HN15+Qh5XYLix1\nEkobcpqWnJ7mZKkFG6FdPAkK3mWc6VlgcH9c4mQTeW4JccDJ2J7bu7h8oM8VC8pMpggDRJxCUCKV\nQSjLfDvh3/34JXrNhEYsOThO+f39E6wzHKo/UorMb9s7xHVPicuncFWKQmArSO0pJ8UYAUSTKXkB\nbA62OSkt3ebZiz/M4d62u9CVHyhJFVl0nqHtWaE4kSXIIVT6QhNeGAvu7m2ym52JT3dbIT97bgUl\n5cUfiWt+bh/943zxAQ8+vhNV2OqyvVMnjpE2v3T74x3l4nGmz/38ROaDtwkuN0GEoWKuFxNYjdZX\nCH7XvHbB9e/XlJlg8dBHnXvsowS7K7Io5Ow1ntWcLhTRn1BR+yrBdEoQSObnW5xE6ur39FPud4q1\nFmMMWldURlOVJcaZWfCzsRbj/DSDm7hfiEkew8NCnz/te/U4z/mzECiBFtubT/Qg31Bq4aDmS8U5\nx2g88iGOpkCGiiiJCYge+sOplOTFZ5fZORozDvbY6rwB4eDyA92ks99y5ocMmCKiGmlUKyAMY/84\nHWKO17FHG7jy+m4Kaw3OGlRnTLi8iUgmQoXwkwq2jHyHIyCiApGMMYc3EY0hIiwwJ8sgBCIocVWM\nzTssL0X0WhGjSbfAeZ0DfMGnyzLzLHC834BszK2VNrdW2ix0Yz7eGVBpQ6mt36aAVhLSiBRz7ZhK\nW+JITUIcrx6FmxIoyTPr8zyzPn/h9s/SlfdZ7ABqK4GamppvK6PxiFE2pLQVKgkJWhfXxu3RLq/t\nvsE7R79/qB3RzyZ2RK3wouVcVVXorETnDqUavLed819f/5CjweWLzyiQ/Js/u8OfPbeMrnJCV3Bj\nY5m7eyOkgFJ7kV40xoDEFa2zjeXYTws4eW5xs3B+CXHgTIgdzGFOV8GGXigQFjXncxVc1sbF6WTd\nPXdxYSc7cgI3ExEshKUPSnYxjLs4WaBCS6gi2tkzJI0EI3MWoh5NO8/mQUZeasJAUmnL6biku7TC\nsdhEuwptLKAQLqAnzsSXwbgkLzVFeXYRdZXN0IM5Bvf2huwPCn72vcV6raupqfnGEUYRQfDkxM/S\nlOxmO2ylW+xk2+xn+94X/DFZjJfYaG6w0bzBRmODRvDkuukfxDlHpR1pbshyQ1pMPk8+pl9nxdn3\n+hN2cX8RuIkfO9ZCMkZ1ThCy8vlEWISA6mgRpCOcOwZ88TkIJAurbTq9Pust37W/d6RphDDkFGRJ\nJBQCgVIBKtZkNqXb7TJMKwptSdQcSp6ijcMiZza7oprHlAmlC0lCRbcVIaWg2epye2Np9txnRdmT\n8YWi7PqqZac8wY3SSYagpRmHrCw0EINFusncxfdANbj5BQnQS4vzjMrw0rnCj5/98vOQgkDSabfQ\nFY9V5D7fSDGd1PyyX8NXjSCQxHFMHGuU+mTCweeNtdbbomlNpUsqrbE4rDM+k8HZ2YfDIZRASIGU\nEvkIoeGLIlCSxmLyxQWrfIOohYOaL5ypWDDKRpS2RMUBYTMi4bKH/nUYY/n11ge8evAKh9UeXNHM\nYkc9bNpCtE4RYeULCRaqvMTmAiVWkSbDjpvYwQq2vzzxP74KC8kA2RpA2oO8g5BgiwZi0t0owhJn\nJXa0wHlJXYQFLu35j/Pvw/R+Kfj+7XmCQHLaz4hCNbMeMtYhBMx1YnrtkI92BmSFZq4dc3d3yJ//\ncIW1mxXh4SFCgBy0sE5gz6m1UgpWF/x7+1mKEJ+lK++z2AHUVgI1NTXfJvI853TUpzA5KlKEzZj4\n3OmasYbfH/+Rf959/aF2RDfbG/zZ2os8t/C9S/Y4WmuyYYZJLWHSZqdv+NvX7rJ1eDk8WQrBy99f\n4V+/dJO15Tanh8eszLdpNnyBpT8ukVIw1woZ5xU2LADnp+uUASMRqgQ1mQZw06iBAOGszzIGv36e\nLqLv/dCHKAqLaA4RYemFfwcgMf1lKEbeBskJv/9Qn+UZWTkREoT/T8cEQYRFgm1CCVK0EOU8Sibc\nmG8iheA0Lc6s/CZLaF5qunmPpeQ2Q3FIJ1EsNlskyTwcnRUfptlDcXTxfX7QZuiqHIOTQc79/RG3\nltv1WldTU1PzEHKTs5Nus51us51tcZgfPtLiZIpAsJyseKGgscFac51EJZ/bc3POUVbuQqE/vaL4\nf/7zVblBXwZCeJsgO7MtmlhIWYPAIPETe0vdBqO8JC80VeXfeSEVQkgQElG1kMEAFWtwARZwZYwy\nK8jeITKIUBIacUgUKhpJA9kQLC74ZrX1ZcF+3zCwB6hz+QnNJAQhOM2HvHe3wDpHHCocCUMlkXGJ\ntQ4wVHlI0G9OOqj9ecHpuOT2SvuxJ/gCJfkff/Ij/vP7fY7GfW8T3IoYDRQxl617v0hLwW/KdfGD\njRRwNqn5dXst3xaklERRRBRF8Ii63ZldkqHSlQ+Azq8SGhxuYp+EAKT008FCeAulyUed0fDlUwsH\nNV8IzjnG6ZhRNqQwE7GgFZF8ih/BzeEO/+G3/5UDvXXl/XbYw6RtBNLbFjkF1mANfsogbhKIHtX2\ndzEm8gWK64hS1Nwust33j1Ma2RiD9OGKropAg7MCc7SGbGQ8OId3PuPgSoTjzfcPWV9scjQqwMF8\nJ+LwtABh/YmRdRz0c3qtiGJSoDjsj/n3v/k7Dkan0CxRrsTEp4ijm0gh6Y9LhBDMtWOaccAzN7vc\nWe0+scXYWMPmaJuTfEA2UsRmnvl2Y9Y98FmFh9pKoKam5puK1pr+sE82yS2Im/ElMX1cpbyx/ya/\n2n20HdFLay+w0V678jjDkwG2lDQac5xax9/+/X3e3+pfub/nn1nk3/zsFgvdGF1mNENL58YKZaW5\nO7jPoBwywLI5OsJ0Bqjc4gyIuQNEUPrwRCt9nlDaQoYFTmlEWCKE9b7LzicLiSoBF3pVQVjU0iYi\nmlxQOv8/m3aRzT5kXWzWnQj2vlFARJW/T1pEUCEQCBcgyh7OCELdoRU2MFVM2y2wvthmbaE5K/rn\n53Ic5joRe8c5aVER9iV3Gs9xszXi6dsJ80mX1cbqBfu+JFIkUXDBFgEu2ww9LMfg1nK91tXU1NSc\nJ9XpRCjYYivb5rg4euxtpZCsJqsz26G1xjqRevzpBy8E2IsTAMXl4v9UGMhyg/lyG4KJAkkYKqRg\nNjmntS/KhaGk0wjptiKGackoKykKja5KrDU0IklaGqrynCAgA4QMQSoCBUbGNJsJKjQUpaG6YgLC\nHN6E5mTKvoxxWQecnF0PC4SfOFCC+U5Cd5IboY3FWMsorShtgEuYZe21GyH39kbY0wZpodHGkpeG\nOJSE5R0acylWFZgyYjxo0ogcc+2YUk/W91LjHJ+oeS4OQ/7m2b+6kFNUNlq8M7ocAvFFWwp+E84V\nrmqkuGpSs+briRCCIAgIgoA4fkQtbMLUNsla66cbjMZag678945pNoPP3bj+88SKSohLIoS6wqKq\n5vGohYOaJ0qapQzGA0pbIkNJ2Iw/lVgAcJQd8x8+fIVf77xz5f0u7aB3nsJahexOTiytAgTVCHQe\nEqllzN4Kpr/ERY+E81hE9xDZOkZ2T72X22SaQEgLzSHgwCofoJy2wSS4vI1T7qzQge+ycFnn8iFm\nnZQFpoo5GUFaasrK0m6GBFISKLBaUE1O+KQQxGFAHCmsdbx/vEmRHRAoSZpXfjohKhDNEWQ9tHGc\njgrGuT/Jur835s7qk1mIjTX8cuc1TvM+9/ZG5KUmpsWGfLbuHqipqam5Auccg2GfUTHGYAgfyC2Y\nsjPe47XdN3j78HfX2hG1wxY/W/0pL64+TytsXbrfGMPJwRG2DOh0Fxk7yX985T5vfXB1Eea7N3r8\n25dvcWO5TVnmuGrMrfUllpd6HB4N+OXOawyKAdpa3tz6kKEokUEPtVBhWzuIMPPWRNNpAh2CDvx0\nXmC8pZCyPm/IBH5yQFqEsIjG0E8KROcvKCdezNJwfu2eFiJc3sUe9zDColbuIVunOBsQ2IQoUj7z\nhwbN8gYAa4tN5tox37s5N7t4TSb+yHGoGIwrhPAX5wgQQvE//Pj5CxlB5zv+2o2Qu7tDBumZMHDV\nhF+dY1BTU1NzPaNqxHa6xXbmpwpOy2uTei+hhGKtsTazHVptrBHIs7/Zzjny4nKx/7qJgKz4CggB\noaSVhLSSgE4zYr6bECpBMw5oNfzt/nNIqxEQBYrN/RG/v+ffN+scw7Tk+HSMFIZG7KiqjDLP0aUh\nUAqlEoyTaOcIIoeTV89wVAZOBgVhIHDgpyXOXc+6KsalXiQw496l7V3awTX72LjEGEcgJTfnFlht\nrPL+1imvvLuHMZZ2I6TMFsj1MSsrvgGuPy5xZUxQzdFrVRSVwRhLGEiSqEEv7nE6LknzCiksdjKx\nvzrfoKy8Xe93Nj5585yS6kJOkW5ZNvfS2lLwc+BhjRQ1306m0wWfFefcTHyYihHGGqw1oB13/9sf\nDj6Hp/utoxYOaj5XziYLvA2RCBRRMyLm03tGDooh/7D1S36z/zb2ilMZWbUIjp4hP+5hNYjOWSHE\nlgqTGoS+gRquo/MrivhTwhy1tEmwtImISl/oMAHOnhU0vM2C9EKCMwgnfVdFVWJHvQtZBq4667K4\nwIVOSm9xhNskP76BKbpkuU9FrozDGH/i45zEOkuYlbSTkMG4JLNjoomXY6iUt1gICujtem+5tEMY\nhEz//j5JFX9ztM2gGNCf+DwDFIwZcYwcqbp7oKampmbCo3ILAKyzMzui+8Orp+vA2xG9vPYC31/4\nk0t2ROAnDE72j7GlYn5+gyKW/O3rm7z62/0LlnZTNpZa/NuXb/G9m3NYaymyIQvdJp3OAkHgF5P7\nQ//3HmCnf0xhCsLIga0QYoSMvGjgzjX1iKBC9Y4m0wd4AUH44wthQYhJxvHE4kg4RJhPrI7URCAQ\n3p7oCkRYTIYSJHY0748nBXEcEIWKdiMgGPkL++lkwFw75s5ahztrHTYPRhwPCjo7A/rjgv2TzNsE\ntmNur7aRQrB7nF5Yxx7s+Jvu52HWAVflGMx3E26ttB8v8a+mpqbmG4JzjkE18BMF2Rbb6TaD6oq8\numsIRchKvMZCuEaXVZJqnjyH7NTwXm74dX44EwCmYsCX7QwUhZJmomjEkmYS0EgUzUTSSBRJKIgE\nLLRbrCzO025EhMHZGqKUoNdr0u+nmGuyDrTWzDcFsSgYTQJ8+6dj4jBkrtdmJz0gD8eUjQBpO+Sl\nBQfaVrMpAaoY0iuuX/HLVKXdRFh3sLA5sSec3N/s+4mDq6x/ncQc3kS2RwQ9Ryx7LLs/4f/+x3t8\nvDtglFVEgbcZnO9EzPNdnmkruj3HTmFoyphBqOmLiiRSgCJUkspYjHVIAe1GOLkOFRSVQYgzu95H\nZfw9Dt8Um6CvAnUjRc2TQghxbXhzEEg2X/1w70t4Wl97auGg5jNjjGE0HpIWGaUtCeKA4DOKBQBp\nlfKL7X/mtd1fX9llKXWCPHoa118mqxxKCgQWdIQAqrHEjRcRxQ9w19oROUT7GLW0iVrYnxUyAIS0\n2Ep4qyPjZl2RU79lLyQ4CHzGgeye4HTiOyrSy50Ws/02hzPRQDYHoIxvylzaRI67VMe3UNJPFSgp\niELv66aNI1CSneMxo0wjgoQoGCMELHQj8uAI7UooBMwdQGuAHN6hPy5ZX3BIKZ6Yij8ohwAzG6Up\nhUtB1N0DNTU1326muQWlLWbTd/EVp2BplfLG/lv8au83s7+rD6KE4k8Xn+WltRe40V6/8jG6qjjY\nPcSZkMWFGzih+Ie3dvhvb21TVpdbKBe6MX/90i1++PQiUgjydEwzVqxvrFzyFT3/vMaVD1EuKoPT\nOVqmV/tNCxDK4ORULJgEHUjrAxS1DyqSyQijA9T8IWIqEoQOkYxxVYxNOwhpEZNRBjfJUhBJiND9\nyfrbQbT6yKTCAZ1GyA9urHEr+AFl5UiigIVufOFi/6m1Lk+teWumv3tjk2rSodhtRcjJ6++PyocG\n+T2OdcCDRYeFXsLzz64yHGSPFSRYU1NT83XFOcdpeToTCbbTbcb6atu9q5A2JMgXYbxAeTrP8LTF\nYFag1sAX30Qah3JS/Ff+c6wufp8oGvHZ94G6bJNhraVMS1pRi15n7rG8vJ1zVGWBMV4k95Pqkm4j\noDE/x50bi9zdG/Dab/eJMkfUHXIQ/45Tk1HlATYBLSL0ge+mv2ANyMMFAIe//NXxgCAqLojeIioQ\njeH118FOEhQ9krwBhPznV+5jrGOUVeSFn7z316sFUglOhw3+3X/3FN/pwTtHx3RbktNzTWoL3ZhK\nO7Q9Wz97LS8QFJWZXZdOpwIeXMO/s/HJm9oeZ62vQ38fzVWNFPX0Rk3NV5daOKj5VFRVxWA0IK9y\nNIYgCQlawae2ITpPYUr+aedXvLLzGqW5XHBuqAaN4TMEwxuMM8PYVFgHCt+NUY266EEbYdpce+ol\nK+T8Dmp+F9kcQ1CdEw2mWzmQDlcGoENcFftCxiQM2Z8pCYQqQAlk8xShKuy4izm8dXW3hbDI9gki\nGXsbB+W7InwYjPadHo0hJuv5wytBHCoQgkbsPSGP+gVBILBpm/HolHbHokVGswlVmVDlycRWukDZ\nMYI2g7Rkrh0/MRV/6k/5YDBkLHyXR909UFNT822jLEv6oz65znFKEDfjawX13fEer+7+mrcPf/tQ\nO6IXV3/Ciys/ph1dtiMCqMqKve0DhItYWX4KhOS13+3zd7/eYpxVlx7faoT8qxdu8LPnVgiURJcl\nxhasL89d60k6/XsP0AoT9u0JZWURlYLQT8xdYra8Wp8/NMkxwJ1/+GSiLx7724wC5ddFIR0WkLKJ\niHNcmSDCAtkYeRtBHaHm9mfFDnt0EzopqmVYXVjlr595kf2TYnYRf12HYKAk37s5R5rry+9/I/xc\ngvzOFx2CQNbFhJqamm8k2li2BgdsZ3vs5tscVbuU5I+9vasi7HAeM1zADhZwWZsHc+Q+b+JIPrL4\n3zx3m7pCCHhcrLWUWUFDJawvbFxr0VFVFUZXBNKhE4cwOZEQzM01iOO5K7fTxnJ/b8zxOOWw8Ral\nO8aUBSaQuFhhxx0Ii2usAR9DAAAIi0sTHAKQYcHVZzEe44cMKUpDgSOJAwIlqIwlrwxSnE0LlJXl\n73+zRTsJORzkFKWh147oNEKKyrC+2OI7G132TzJ++9GxF/wnWUODtGRjqcWf3JqbFaN/8dYOx4Oc\nwbgkrwwr8w3+57/5IdpYPtoZfC6F/jr09/Gopzdqar5e1MJBzWPhnCPNUobpiNKUOAVxIyaIL1ss\nfFq01fxq7zf8YuufSHV26f5Exfzr7/6cZHiLLTJGQUXeMuyfpPRHGl0qqkIC8vrTyngI8QnB2jaq\n4Y8hpPFCwFQ4cPgQJyfAgTlaQyjrixdhAaHzdgtO4IRFTDooiXwYsQoL7LiLS+cvHntiUSQnVkYi\nKL2dw8SCwZkAIUDGJTYTSCVoJQGNOEBKfxI1SivaTYjCkLICt7PBYmCgucN8oCh0QF+VWOHQxkGQ\nA46iNE9Uxb/Z3uDecAvr+vRH5SzjoM1C3T1QU1PzraGqKvqjAXmVYaQjbsRESXLlY62zvHf8R/55\n9w3uDTev3eeN9jovr73ADxaevdKOCCDPMg72jsFGrK18B6kUb39wxH957T7Hw+LS46NQ8pfPb/Dz\n59eJQ+W9n9Mhc52Eud7qQ1/jrc4GH53eZ1AMWO8t8NHhAVhAxzjTxCVDP5F3HodfY63zFYPpmusE\nziqwAlcm2OE8MskBgU27iMYIEVQ4LaFMUFLhqoYvaoSFtzYSoJpDyHrYqMA1hwTlPIlZwA0Emzrg\n/0jfZ7GbzKYHHnYRf10XnMNdKDgkoZ8MrK34ampqai7zv/zj/4oILgvW1+HKGDNYwA7nscMFXN7i\nswoFSfSIiYBY0Wx4EaCRqC8kONNoTZVXNMIma3MbMzsNrTVal2ANSkkCKQiUpNWMaDRaJEnE/HyL\nk5PxIyfU7u+POB6mHDXepjCHWFmgqXBS4GSEC0qo4ok14NX7mFkAXsM0Y+hxb5+irWHgDmm2NN2o\nQ9ZvobW/bnUOLD7Xzy/Pjg+3BljniEOFEIJRVtFOQu6sdchLw+8+PqHTjPjezbkLOUNPrXUvrPMf\n7Qw4HuTc2x/NJhb645J//7fv0YrUpyr0XzVZUIf+Pj7fhJDnmppvC7VwUHMtZVkyHA8pdEFlK2So\niJoxMVcXQT4t1lnePHiH/2/zl1daM4Qy5OW1F/irW/+C1cV53v3jAdsip9UIyXPBeBiQja4upgAg\nNbK7j1qeFGaqBkLibYekAQRY6S0P5CT02CofrFwmuKyNzXqIxhA76iG7x8j2MSIsEcEk/NE5hNQ4\nIlAG2e5jHhAOphZFbnqipqS3KVIGV8YI7TskdB6Bc97XUggaccAgrUhzjXGOsrIMXEW3GVJqS0cs\n8NKdFf44+AP3spE/yVEQhqB0i1gpfvTMIi9/f/WJqfhKKv5i/SW2Rjvc7gzIxopYzzHfadTdAzU1\nNd9otNacDvsTscASNxLCOCa85vFplfHr/bd4be/X19oRSSH508VneXntxWvtiADG45SjwxOECVld\n/g5hGPLHzVP+n1fvs304vvR4JQUvf3+Vf/nCDdoN/wyLPCWSjlvrS1f6gV7ex9nf+0E5ZNyZ553D\nYwqToXWMCwpEqw/BuZ7D2SCCBAcOhTAW5yROR9i8BZNuUps3kY2U6QQCxq+N0gWEoUKEFdo5lEgw\nOAwOoQwyLpFljIhLEtTssKejgqzQjBf1LK/gYRfx13XBvfnB0YWCA8DpuOSpdW9zVFNTU1NzxqNE\nA5s3ZiKBHS7gigaPEgqSWF7o+H/YVEASfzFCwONSliW2tCQyodNsI3BYnSOtQE1shpK4SxiGj2VX\n9DD645KhO8IFKdIJrJPARLCXZnLNGvsi/zWHepQAMA07PptWcD7bKMp9Pt8DOQkCQFqC5S1ss0I0\nI/byIyoVoYa3vf8REEhBFHpbJ20deWmQUhAqR6sRkBeGYVYxyirm2v45DtOSHz29iFLi2u71/rj0\nwn95caLww60+vWZI95zn/uMU+q+bLOi2rj77q217a2pqvs7UwkHNjAvBxqbEKUGURKg4RF1bAvls\nx/vt8Xv8/f1fcJSfXLpfCsmLKz/mL2/8C9rR2eLfTEK2dko+3EwpH3JOKpp95Pw2onGKDPxZkR31\nYJp3IDXE+qzr0UjQyhcyigauSibdGBUulbi0h6OH0wlCaRADkJOARzexG1IGTABY/n/27ixGkutM\n9Pv/nFhzz6x97YVLt0RSJMWltYw00p3RjObCFx7AD341rv1kwIAB+8GAAcPvF9eGny5sw08XfjEM\neIOvrZGutYxISSQlUiS1sLn3vlR3V+Ua+zl+iKrq6s6s6uru6v37AS2IGRmRkVHVfSLOd77vU7Xu\n9SbJo0YZLCjPDDNqQpagK/2yDNKoiVIKkwbYqI6joB461Ks+oe/ge5oodOgOMlDlzUqaG0LfYWmm\nxuuHl/ni/bMEXkScFuSFwTUhNaaYm6re06DBFkc7HGqucEgWDgghHnPGGLr9DUZJRK5ygmplz2AB\nwMXhZd65+C4fXvkzuR0vhQNQ86q8tl2OaHKmlrWWwWDAlWt9POsz3zmMHwScWxvwD29/yqfnuhP3\ne/Hpaf7m9VWmm2XwvygK8nTETLtBrVa9re+/9e89QJhscOnsl1zsjzD6FKAxaRXFCOWUwQNbOJSB\nAIUpHJR1yokMCxgHZVVZ9mDYxGzMo5zz5WRE4aJIsIWLzQNwweoClbs4SqPdBHKDMRZDjlIhjqlg\nbVnfeCsrACBKcs5eHpBtrtQMfWfPkkU3TxjEST424RCn468JIYQYZ6LqdpDA9DvYtHK9SXB7R7Pg\nYDxLYCsQoB+iQMBeLFBkGVmekUYRgfZoV1o0p2qEgU8YBnjewT9bb2nVfFIiXOUReBoyj8JmWAqU\nMhjjYtMAG5WlB28MAHDDtt2/ZNnsWFX6KD9G19ZRboozPYLCGSvd6zoKVRug/ARjFINRRl4YrBNh\nvA100cZ1yrK3eWExm4EE39MYa7d7IaSZwXf1WF+9QZTx0jMze16TOJtcRCnOCm5+fL3VRP9umQW+\nN/l5W8r2CiEeZRI4eMIZYzYbG49ITbajaePdNTbei7WWz7pf8rMzv+TCcHJT8xdnnud7K9+mE7bL\n87SWk1/2+M2HX/DHz3pbixLGKVM2HK5fwJ29hHIsNvPLYEHhUKwvAgp39jTK29HXQBfl6ggsKvMB\ndb2EUObdGASIalirUcbFphYVbKaLWoVSBls4KD/F8S5f/87VLma08wZMQRaUVZFyFzKPfNDGRi20\n1RTaMogKWvWyvmMYuCxOBwzjblmCCCgKQ+gHPL3cxNEOr8+/Stb/mGZ9SBZ7OEmLcMrjW88vyIp/\nIYS4S9ZaBsNBGVy3KV4lwK37uOz+MGis4eT6p7x94V1O9c/s+r6l2gLfWHx1z3JE1hi6vT7XNob4\nKmSxvUoQhFztxvz4l5/w4edXJ+737EqLH544xNLM9b4I8WhAveKyNKH58e1ama1TCVwcrVBuUfYl\nUGCts7mC0JYrDTfLE9ncpxi0UbrAWiuvmDkAACAASURBVIWyGray/xRjkxGuCdjqe5gbA1EAVuE6\nHrlNUCpFKcC4eKaCSZoYLMZAbsrsvdBz6A4SLq9HaA2FsVzrJ/SGGf/ud44Q+re+HQ58oNIlMkMc\nE+JlbSq+v699hRDiSdPIF9F5lbazwKy3SKtTp7p4PUAQ+vqRCQTsJc8yClOALXC0xtEaRUGAYq7R\nYvbwM7ju/R0nVufqTJ9tsdGvkqU9jC1wCclMRhFXMVdWKIbN7Un97TF3+1n3xmyBXdlyYV35/D0o\nF9ABeIyV7jXWot1kK1GfvCgHdu0oVJCiUoXvarLCkhcGpRShr8kKQ2HKvoIoyHNDYQyeqzHG3tCv\nIC/Mrs+8q3N1ZlqVGyb7Q99hpl0hm7AA4FYT/d3h5MBC6Lu064E0/RVCPFbkaecJlOc5/WGPKI3J\nbIYTeHhVj+A+/Dqc7p/lp6d/uWs95+OdZ/gnq99lrlquGBiMct76cI13/rhOd7B7qyXXUTjVPsHU\nRUZJCo4LaR28BAoHm9QwowZ21CybMwajMuNAGcrUTTYnLEwZRAiHqCzADJvoenfzZiiHwsWMGhRX\nFmD2AkpnGOOWqyqVwcQ1bFwdu9lSfgKjZlmSyE8AWwY4YLN0UY6ulU2RDWWjZ60VaVYw3aowjMvS\nRPOdKt1hSl4Y5jpVnj8yxeH5co3EkfkWZy+tlDcqNaBW3qgcXth7xUheGD4/X9Z9vNuGUEII8biJ\n45iNQZfUJDi+g1vzCW8xXt5OOaLX519hpbG067GKvGCj22cwjHBVyGJ7mTCs0h+l/OiNL3jnz5e3\nV+bttDxb44cnDvHM8vXmhlmaoGzG0lwb3z+Y1W8Xro6Ya1fwXc3H/Qp9t8DqDK3Aqq3ux+p6E2RT\nDrg2rW6WLbo+caS8dLsh49Yfonnwu+ggI1Q1aqpN1/+cLM/QpoWyERTgdFepMUMesJllUOB7Dgud\nClFa0B2mWCxZBmXvn5w/nbqG4yj+/jtH9xz3ClNwtvgIt7OGnxXkRRdHD1gJn2equXc5ByGEeBL9\n13/5z/n48hVc9/FYaV0Yc70HwWaAwHEUjapHGNRwXIckStAFNMI6zUbrrgPzd+Mr84f4aO1LbNwk\nDDK0Z0hGPsn5o6hMYzFsd0qwW5n1t0kZVLVflgP2krLM79aYflPpXoXCyYPNhtIKay3Glp0JdR5i\nKZ/nw8BFq7Il0lTDp7tZrnfrsKHv4Loag90uHxh4Dh+dXuez8z2+9fw8RxaaY2O662j+2bcP829+\nDVc2orKRcs3HDzzW84KNfkKz5qO12tdEf6s2+fd6qhnw4tPT0vRXCPFYkcDBEyKOY/qjsl9BoQxe\n6OPU7k0JokkuDi/zszO/5JONzyduP9I8xF+tfpeVxhLWWj491eNX769x8vRoe6XhzZSy1Kdilto1\n1i8X9IjJUSjHK6sfDJsoL8WMatjcB+Ogp86h611UMNps3rhdeLmc7M98bO6Bttjcw0QNvMXPd6yg\nSHC8uAxCDJvgJ9ikBl4KRlFcXUZ5CbrWGz9fN91e0aHr17BZWGZDoMppFT+5PmFiyxvUYZzz3JEK\n569astxweL5Bb5TiOppvPb/A4YXG9o3IbnWZ97pRyQvDT94+zflLve1yDvttCCWEEI+rPM9Z720Q\n5xHWUQT7zMS7NFrj7Yvv8uHan/YsR/Tq3Eu8Ov8yjV3KEUFZD7nbHTKMEjwdMF1foFatE6c5P/nt\nGd784ALphAaJ082Qvz2xygtHp7YnLYwxpPGQTrNCq9kZ2+dudIcpWiummiGr1Spf5CFxqrGmKEc3\nnWOMA5vjsE0C7KiOTSuTx8odDRl9BxQORB28XIHrkDoKPTpM4W1g/BTHzOHGLTQar+pSrzh4rmYU\n53QaAcuzNS5eGzGMUxLnGlbFuCbEJi2KwnBlI7plLeOzg/M4QUolcMvsBhwgxakOZBWhEEI8ZvIs\noyhylLK4mwGCqucQNuq4rntDQMBaSzqK0anHXH2GMDzYXoC3K05z/o9ffsGHn19hEE1jA5fESwhV\njY47Q1TJuZKWK/+3JuiB7SDAzjK7k7IOAleR5BaUwZk5i/ITtB+jvAxMsf1su5PvQjVwsGaKqp+Q\n2CFZbrHGYLMAEzVwtMLzHOoVn63L26gG1Co+wzhDo7AKOo2AZtUnLwxFbmnVPDYGKZfXIwDe+MBw\n9vJw4rNs6Lv8/XeOcnZtwLVewpcX+3iOplH12OgnjJKcb70wz+H58cDDzVbn6py62J+YWSBNf4UQ\njxsJHDymjDEMRwOG8YikSFCegx/4eOHeNZgP2tVonZ+ffYM/Xv1o4val2iJ/dei7PNU6zHCU8m9/\nfZb3Tva51tu9ZnClkjO1mODVe2iVUdUKJ59ntOaSJhHWiTffqTDDBijQlSG62itX+7tpGTRQmysg\n1WbwwCoovLKskQGbhuWkhnNTpoNToKs9irVDk9M6a11gfDLEZsH1FR1+gvXGv+PWhIlS4LtlOu8o\nKRs6LkxVqYXengGB271ROX1pwHovvuG1/TSEEkKIx01RFHQHXaIdfQv8fUwAGGv4eP0z3r74Ll/2\nTu/6vqXaAicWXuG56eO4evfbr9Eooj+MiNMc13rM1Oao1RrkheFXf7jAT989V66+u0m94vFXry7z\n+lfmcPT18SGOR4QOHFqaReuDDwjXKy4bg4Q4LRh5liTXWBzKyXUFTobOKhRRrewbBJhBZ3NeYZex\ncpPnaqyy6FoXE6RYWyFLWjQqAUrNEycFjlbUmx5RUhB4DkrBTCtk9dkGRxbrDEY5c52Afvgpl4fr\nqMJS0EVVuujkaQLfuWUt417aRyvFofn6ZnPFgtB3eGohlCC7EEI8oiyQpymFyXC12swi0DRrPmFQ\nQzuTSwfCZkB+FBPokKXO0n0vRzRJXhj+rze/4J2PLjGM87L/T1RHqTpO6JHULBuDjLywZbncHUGD\nrSDAFlvtUlxZGWtwbLB4DuRhf/v9Ng03s/nLzP2tEsFm2N7eU2ldtgNcP4RV66BGuFlAxXZwqi7V\n0GW+U+FK9/pzaeA7YKESuNuNkLc0a2WpwI1BQrKjd0GSFns+y249K1vb4+zaAK0VWqnt4zta72tc\nv5MFe0II8ah68COcODBpmtIf9onzmNzm2yWIQm6v6eFB6KV9/vHsr3jv8ofYCYmPs5Vp/snqd3m2\neZRPTq/zP//yM06eirbr999Ma1he0CwcGtCetnT7IzaGFs+rQFTnSjdBobFrKxRhF13fAMAajQ6j\nsjHxZjkhpQ3WUtZVtlD+j8UaZ7OBI9s3O7o+3rR52y5pnXbUwFa76B03X6oIKeLrJYO2JkbGEliz\nAK3YvnENfZckLZhaCO9Jg+PuMJn8+i0mUYQQ4nGw3eQ4jchtvq++BVuiPOK9yx/yzsX36KbjE+BQ\nliN6buo4ry98nZX60p5lCwbDAYNhQlZYdOEwFU5Trzcx1vL7T67wk9+eYb0//m924Dl896VF/uJr\niwTe9UmOPM8xWcTcVJNq5d70LcoLw+mLAzYGKVGScWFUkFXraC8B16CSCoRDsM72eFdsNl10NJB1\ny/IGm7YaMmqgEmhcT2M7Z7BujFJQ0ENVujjpMzx/ZJr+KKM7TGnXfeqhxyDOJmbkfb5xmlqvwIsd\n8mIz6OLFoHtESY1hnO1ZG7npl+P3zskFgE4oAXYhhHgUGGvJsxRryoCzozWeq2g2A3y/gdpnYN0Y\nQzqMqXpV5qZXcPYILtxvZy4POHWxz2CUbfYF2MwosJAVhv4oJc3LSfadFQ5VtX9D0ABuzITfYgHP\n0VRCj3W1Y+zOAmxSK5+3by4RDORFmTmvgN7Q4jpNqm4HrRWLs1X++tUVzq+N6A4SBlFOnOaEvkuz\n5tOulT0B+6Prz6btesDKXI0/fH6N+KYmyYFf/jyu9RKs7dEdphNL8e7Wo+B2noEls0AI8aSQwMEj\nrMwqGDKMh6RFhnUgqAS4wf4mPe6FURbx5vm3eOfiexPLNLSDFn+5/G1WvBXe/6jP//Ppp6ytZ7se\nr1lzeeGZOl9drrA43eGL7CT9dEC92qa4NMCmAdFGjUE8pCjKGwdd7aHc8pi6voHSOdZs3tRZXWYW\nKFsGCawGo7FGYdNKWZvRuNs3OwaL07x6Y9ZB4WAGrZtP9TqrMVdWULUyG6FSteRGY2sDimEdYzQq\naqBqXZywvDlRm82SSZpoV+O7msB3aNd9vvb09D0JGgC0agEX1+Px12/REEoIIR5V1lr6gx7DeEhi\nMvxqgFvb/7h5ebMc0QdX/kRu7q4ckbWWXq/PKE4xRmMLTTOo02iXY8zHZzb4h7dPc+HqaGxfRyu+\n+dw83/v6MvXKjbmE8WhAo+oyNXv3zY/3cubygN4o5dBcnXNXBtirDZRfQTkam1hspYsqXMBBV0ag\nwV48gmIzcH91lSLobWfuETdwlKYSuPiexlY2sEGyuQJQkWYGHaZMdRJcR9NpBPzlS0s4jtpzxd8w\nH3B4oUGz5vP5+R5ZUVAUFktCkhkuXhvxxgcXdi3Tt1Jf4nT/HL3keoCoGTRZri/es2srhBDizuR5\nXpYawuAoVS7G8jRhrYrneXc0Ll4PGNSYn129Jxl8d+tKN+L8lSG5sduBga2ivHrzOmhVlvzRlO+x\nlBnvO4r3bttZOnDrWGlmgBzc4IYt10sE1zGDzg0Nlq2FLDdorfAcReA7TDdCjiw20VpR8V2+9/JS\nmSWw2NwOHEw1r/cauHllP8DZy8Obmh27NKs+xlq+ON/jtHP953xzKd7dehTIM7AQQoyTwMEjZqtX\nQZqnZDbHDbcaGz/Y1Q5JkfKbC7/l1xfeIS3GI/U1r8o3Zl+jFR/iw3dG/O+nzpLmk7MLlIKnlmu8\ndLzJYsfByWG62WJ2qsmry/+UP5z5lPVRlxema5iowb+5chpHQWbBhL0dKybsZiPkaLPe4mawwHE2\nmyIrbO5CFlBszGBGbZSb3lB2yI5aFBuzZRBA51jjYocNbLRH4ACwVmNGDdyZLpmTYbVF+6AqG5ir\nq2jlwLVDVKZiFucdisSjNwxJqtfv8nzXYa5dvWdBA4BD83Uu9xKi6KZVHFKzWQjxmBkMBwyiPkmR\n4oQeXs2jss/ifcYaPln/jLduUY5osTbPiYVXeH76K3uWIzJFwUavbOqH9jCZQ9Wr0m53UEpx9vKA\nH719ms/PT+gBALz0zAw/eG2FqeaNpZSyLEEfcPPjvXSHKcZaeqOUQZQTuC7ZlRVstQ/1a5AFWC9G\nOZsLBMIRaulLOPM0Sjl4rkNQTJGllsDT+HWHMFA4tT6JjSjcAcpVKKXKJspKEXgOuYq4eG3ETKvC\n8myN0N/7drbpN9BKMd0M6TQCzq0NubQ+YiZss1ito5Xas7SBox2+vfg65wYX6KV9mn6D5foijn54\nVpoKIcSTZiuLwJj8hlJDjYpL4Ddwvbuf6ngUAgZQZgC+/+nVsd5HZdCgLIEbepqhUjgalFLkhcEY\n0Fkw8Zj2ptctkBuwaYFNywz768/dZfDg5vJGUD7bG2PQysFsNkVuNvyy9F9W8PHpDVZm6xxZaHJk\nYfL3mzQ2f+fFRVbn6vz6jxfJC0OzWjY3zguLvik2dPMYvzpX58zlAcmOagfyDCyEEJNJ4OAhZ61l\nMByUKyOLBFxNEAa44YPLKtgpNzm/vfR73jj3FqN8fEVk4AS81HoR59oh3n0j48KVK7seq1Zx+Nqz\nTb72TJNGzaV/bYOGbrFyeJ5qpYLralztcLi5wnJ1qdypDU8vdzl5ZoO8sNsrJsCiqz1wclC2LJtg\nFbbwsHENm/qgC8ygjRm0y0CA1eNFlaymuLKKGk7oZbALBbiOgkof6yfkhrKhE6CCFK/WR6dThIHD\n975ylB+8tsr/+vPPsNGAegWSrEArxcpcjaNLt27OdDdcR/M3Jw7xwclLXOvGUp9RCPFYSZKEKxvr\nJHmM9jVeNSC8jVufKI/5/eUPeefSe2wk3Ynv0Urz1aljnFh45ZbliPIsZ6PbJ8kNjhdgsoKK59Oe\n6qC15ko34sfvnOEPn1+buP+x1TY/PLHK4nTthte3mh9PtSo0Gwfb/Hgv9YrL6UtlACROc6IkpzAK\nRi20H0M4QLsWlMJurYD0R2VZhLhNxXepVz0aFY/Ad9HacMX5BOPGVLVCeSkpI/y8Q1FYaqFbzlxk\nIaHvoBX85o+X+M6L5cr/M5cHE8sS7MwY0ErhuZrpSptFvYDe8fPaq0SBox0ONVfu5eUUQgixi7wo\nKPIUrNmuQx96mrBawfP9A8+u2woY1Pz6Qx0w2HLm8oA0L/vvZLnBmLJYsAICTzPTConSHEcrfE+X\nAQNdjs1F3MSk3Rt7HGyWDpyknGvXFFdWJvf728HVZbkkaxWuq8hyS5zkfHmhTy0sG02fvzrcM+tv\nN66jeXq5xeGFxg0ZCVd7CWcu9cfev3OMdx3NX768RDcqOHOhS73iyjOwEELsQgIHD6E8z+kOesRZ\n9MB7FezGWMP7a3/kF2ffpJeOD8yucngm/Cr5xad463c5cTrc9ViHFyu8dKzFU6s1HK0YDHqkG5YX\nn3qGWq22635b6qG3Xahxu3eAl26WF1LYzMfkPsooTNTARg1sGt4yALBtl14GO23dqlpA6TJwoMKM\ngnJFh+NoLBZTWPBTqrps8pRkZrMe8zxvfGBI0oLAd7ZXTEw1J68AOUiuozm62GRVVlgIIR4jURRx\nfuM8XlghULdX439tdGW7HFFmJpfTq7pVXp1/iVfnX9qugb+bNEno9oakBbh+gC1SPDSzU8toremN\nUn76u7P89qPLmAmDzcpsjb/7xiGeWhrPdovjEaF775of759FaY3vGiqhR6ErmGpCUDXEiSE3GlBQ\nuDh+iptr2g2f5Zk6G4OEaugQ6Q2sjamFHq2aT2/okNkR2kuo+DXitEAVIYdbS2XmHuUqwlOXepy5\ndGPJgp1lCW7OGJhCc2Gkt4+xRUoUCCHEg7cVJFBYHKVwXU3Nd6g0mweSRbCXoijIRskjEzDY0h2m\nVAOX6WYIFuKsIC8M1pTB+4vrEc5m4Nx3HSxQUQ5FYeiN7L6CAGMmPCMryt6EAJ5bBnjKc4DAc/Ec\ni+dq4rTAdTTtekCz5u+Z9XcrO3sN5IXh3NqQi9dGhJ5Ds1Y+U0M5xueF2V5kMNUMeekr80zXPfKb\nMjWEEEJcJ4GDh4C1llE0YhANSYsEoy1+GOD6D0dWwU7WWv587WN+duYNrsbjKyI1mgX1NPGZZ3jv\nvAUmr94LA80LTzd58ViTTrP8jkkSk0ZDjswuMT87v+9zGqU5ge+S5inFZmNiFe4IVBQuRHUsquxb\n0J27re+8m50pkEqVtSOtLVd3ZLlFJT5OtUybDX2HJDMYZdBFSCVwqQQuSrF9k3RznUZJlxRCiDtn\nrcW9jVrGZTmiz3n74u/4Yo9yRAvVOb6x+OotyxEBDIcjBqOYwio8L8SkMU6imG4v4jgOcZrzy/fP\n8caHF8gmPLTOtEL+9vVVnj86NfY98jzH5BHzUy0qYTi27/0wiHIOzdXpjVIuXh0x3VSAIvQVejan\n6ylSMpRnyl4+SRVtA7StEPoO080KSpUB9nYtoCCnbsvyUXlhSDKDKlpoXaERTKETh5Y7Mzbh/9nZ\nHqMkx9iCvr1KYkecu+gRZynHV6c3sw+uZwzkHcMb3Qsy5gohxAP2IIMEOxVFQR6l1LwaC7Nzj0zA\nYEur5m9OwJfP3td6CaMkIzOWOClAlRntWoOrNXNTFbLCcrUboZRC7WOh3G62Sh+FvkPgaZK07GfQ\nrPukmSHZzHQIPM1UM6Qwlu4goV51aM9FXLXX8G2F9X7trpoN54XhjQ8ucK0fE6cFG4OEjWHZh2mq\nGbIwVeWND66P/acv9bncS3jt2ek7/kwhhHgSSODgFo4fPx4A/wr494AR8N+cPHnyv73b4xZFwWDY\nZ5REZDZDuRq/EuDzYB7+b8Vay2fdL/nZmV9yYXhp4nva+RG6nx7ls17AeHul0tJsyEvHWxw7XNtO\nBUziCEcZmo7H6tPPEQS3t8peK8VMKyTJCuIEiisrWOPgtNawxoXMZysn4OZajfv/jPJPYdhO+7Tb\n/6dsUlkLXaKkIC0MWIsa1jcbIGc4m82gbBbS0DMcnq/TqgdoVTZ0PLKg+c6Li2ONnyRdUggh7q04\nj3lv7UPeubh7OSKFKssRLb7Can15z2CEtZZ+v88wzlDKxXFDslGMzS0LrUVc1yUvDG9+eIGfvXuO\nUTLeYLlR8firV1d47SuzOBMmL6JRn1YtYGpu/0H2e6G1uZKvXQ/AwsX1smRhY3pEHGR0zBJpuMZG\nPARlcVQNR9Vp1RZY7NRZnS8n6rey7HxTZoZYW2YSxGm5YlLHLUZ6muWZKu6kyRwFxhacNyeJ7ZDu\nMCUvDN0ra4zir401RXQdGXOFEOJ+2tmPwNEKR5Wr0euhQ+jf3yDBTlmWUcQZdb/OwszDHTDIC8Pn\n53tc68VjJflW5+qculhWATh7eUB3kOA6mjQ15bOrBassxijSvNjMei/LFkWJwnGgKK4/wTu6HCsd\nVfY1KIxla6ux5XNx6DuAwnXKP9XQI/RdaoHLIMnp1H0Cz6EfZVzZiJjrVFmerdEbpmRFjmmf5qq9\nvsjwVB7xopm54/5BZy4P2BgkaKU4NF+nN0xJ0oKF6bJn4Nb2ndZ7MWcuDyTzXggh9iCBg1v7l8Ar\nwPeBI8C/Pn78+JcnT5783273QEmS0Bv2SfKYgqLsU1BzCR7yH8Pp/ll+evqXnO6fnbg9iBbpffoU\nF3apg+h7iueeKrMLZjvlxL0F0jjCd8sJh6oOmZ+ev6P6lE8vN/nzqXWmmwGX1yPSXGOuLaJ0se9a\njZOozf9xtcL3HALPwXMVvWFGkpd3VhaDrvVRQUqj2cbbqDGICoyxhL6HGh7FZYCrc4IixLdtjj87\ndcPkxFZphJ1plvfSWIpm8/ZKeAghxONgLbrKOxff5f21P+5RjqjCK3Mv8dr8yzSDvcePrYbHUZLh\neCGeXyWOIkg1c80FPM/DWMt7n6zxk3fObK8K3CnwHL738hLffmEB3xt/cM7SBE3G6sI0rvvg7x1W\n5+p8cWGDM/3zpNURxBAUHbwwIwaqoc+xuWfpJX0+v7SBU7RZaj5Ps+qhqwPmDluigcMgcgCHhpqm\nb6/Qzcqm0K2aj0l9mswT+h4vPzPL+SsTsvPmarz56UckDEk2yzMAWDdmwDX0wBkrgXC/xlwhhHgS\nacehSGO0NTiOInQ1Ya2KdxuZgPdSPIpxjaYR1mjOtR6Kc9pLXhh+8vZpzl/qYTZrGu4Mim8FxE9d\n6nHq0oBK6JEXdnuR21bwQG01Rs4NruPQqHiM4hzQaGVQSqO1Yr5T4dnlNnOdkJ++e55+lG5nLKSZ\npVX3OLLQ5NTFPrmxNKseaW7QSvE331jl/NqI/qi8z2nXAyq+y0w7RCtVZkYUI3L/+n1Q6JdlDM8N\nLtxxP6Hu8PrxtNpc1ADUQg/X0Tdsv2G/Qcrq7B19pBBCPBEe/FPnQ+z48eNV4D8Cfnjy5Mn3gfeP\nHz/+L4D/BNhX4KDf73PhymWiJAZX44c+Xhjg3cPzPigXh5f52Zlf8snG5xO3q8E00alniYbtidvn\npgJeOtbkK0cb+F45UV4GDEYErmZ+pkUWJ3QqbZqN8brN+3VkocnXnprm9KUeSWYYRhlprshvo1aj\noiw35GowlCWHPEdTr3gorSiMpV4pay57bszGIKEwBqbO44TljdTIHUEnIDSreI5Ls+rRHabYuE3d\nDZjrVMobqh01ju53aYStFE5J0RRCPImMNXyy8TnvXHyXz7undn3fQnWOEwuv8sLMrcsR7Wx47AUV\ngtAniRNsbJitz+EHAdZaTp5e5x/ePsPFa6OxYzha8c3n5vn+K8vUwvE7BGstaTyk3QhpNe9f8+Nb\nUcrizJ7Dda+QpwXLHU3dVdSYZq0YlrWFlWKq0qZ9uMWsPkKQtzmV/2lzgkBhrGXdt3TSp9HKYUkf\nx7WX0UFCqGvUK1PoahlEiZJ8YqYAwNtnM4jYDhq4jibwHBI7ArV342MhhBAHq1Gvsbw4W85UP0Ti\nYUSgfObrs4QPqMzfnTh9acB6L77htZv7AriORitNp+6TpDlp6uBosGXbvzLTwykn7pdna1ztxWit\nme9UiDNL6GpW5mp89cg0s+3w+jOq0py+1ONav3x+XJmt8/VnZ/nyQg/HKZ9rs8xs9+mr+C7fe3np\nhrF6YarKxWuj7f8+QsSfL/eI07Kh89b9wqTeifvVqk0u8by1SO9W24UQQkwmgYO9vUR5jX6947U3\ngP9yvwe41F9DVxwC/9FZ1X0tXufnZ97kD1f/PHG7GbTIzh7D9MYnm11H8ZWjdV461mJ+OthevWGs\nJUsiAk+zMNPGYimijMXOIr5/d4O16+jNm5Mmi9M1PjnbpT9KWOvGxImLTS1KQYrdLjOEAkeVNwpK\nKZLMbKZkllkFnqtZmavTrgX0hilxWvDUUotnV5t8dGqDdz66TOJcJa8XOE45yVMJHNIsh3xE3c6Q\nZMV2wGFhukq7HmCMZWGqWjZ+fAClESRFUwjxJIrzhN+vfcg7F99l/RbliF5feIVDjb3LEQHEcUyv\nPyQrFH5YIXDLkgd5apiqdQjDKgBnLvf50Vun+eLC+MOwAl5+doYfvLZKpzG5lF4Sj/C1ZWVhGse5\ns/T9e+Xs4DyDrL+9qq+U8exUm8owopf0tl9thy1eX3yGs4PznL+SsVVCUCvF3CzMakOl6Gw2L5zl\nD59fw1i7OQYnhL5DveLtminwzeOH+fXpDa52Y/pRRuA5KAWBKn8OMjEghBBPriRKcAvNQmv+tsvi\nPgy6w2Ty6zcFxbvDdLvXgalaBnGGSXK0VgSeQyVw+c4Li/zFiwv86K0zXOlG2xP+U83whrJ+W7ae\ns28u7TdK8onlFrfK8N48Vu/8b9Vr3XTvUGr6+68OcLOtck279S+atL3TDFmdq+9WZVkIIQQSOLiV\nReDKyZMnd46Il4Dw+PHj0ydPm6M+ZwAAIABJREFUnrx6qwMoR8N4v8OHUi/t84szb/L7tT9sTrHf\nyES1MmCwPsfWA/+WqZbHS8daPPdUgzC4PrFRBgxGVAKPmdk22nFI44SQgJm5hQNLC92aSFiZrRP6\nLl9e7JHmBkfnuI7GdzXdQYKlLAUR+BqtFEcWm7RrARvDhI1ewtJsjde/Ms/ybO2GVRE7J/ithU/O\ndllXeVkAcvPzjy406Q5TekWBGparHl1Hlc2qquWEhdaKWujx0jMzB/K9b5ekaAohniRXomv89soH\ne5YjqrgVXpl7kdfmX6YV3Lp0zXA4oj+MMGh8v0rgQZZnmLigVWlTmy4fUNc2In78zhn++MW1icc5\nfqjN376+yuJ0beL2oijIkyEznSa1WnWf3/j+2m1l4DAf8e3F1zk3uEAv7dP0GyzXF3G0M3EfrRT1\nhuGFmXJszAvDqYsDPvz8KnFa3oKFvsupi30OLzQmBtwPN5c5N32eZq3L6UsD4jQnoEadKWl8LIQQ\nT6gsSSCFmeYU1crDOZbuR6sWcHE9Hn/9pqB4a3Pl/laN/3Y9oDdKqQYec52QV47P8tRiC9fR/P13\nj+6r189uAfu7WcG/Ul/idP/cDQsMmkGT5friLffdza36F928faoV8uLxefq9iDx/RCZshBDiAZDA\nwd6qwM3h/a3/fvSWKuximAz5+ek3+f21P1DYYmy7SSrkZ5+huLrEzoCB1nDsUJ2XjrdYngtvCAIU\nxlBkMZXAZXZuCqU11lri/oiZxgy16uSJkru1dUOwOldHa8XZtQEKxTDOqIQe850Kh+cboMqUzywr\nSwdNNUKeWmzdsMpit9rHW6WRPlrrccV2cR1Ns+bTaQR0GgHTC4cZXKtyrRczSnLateCG8kQPctWj\npGgKIZ4U//I3/wN/WPt41+3z1dntckSe3ruA4M0Nj12/nHwo8pw8zqmHDZozZcm93ijlp787y28/\nuoyZsIJtda7O333jEEcXdw9SxNGIaqBZWr6z3j/3y24rA5t+A0c7E+sU77XPFtfRHF6oc+ZynyR1\ntldD9kbpWK+CLY52toMVhxo9oqFDkLfpNCrS+FgIIZ4weVYG9NvVFo3Oo9/P5tB8ncu9hCi6vghs\nUlB856r6dj2gXQ94rj41MZPgbnv93GqF/152jtk3LzC4G7f6Tju3u66WewMhhNgHCRzsLWY8QLD1\n3+NFinehHYXLwzUoWWtZ72/wq/O/471rH5DZ8ZWYNvXJzj9NsbZ6Q2+AVsPjpeNNXnimSa1y469Q\nURQUWUKt4tKemdme8EjTFJVajiwcuuNSC87mwO7cYoB3Xc3xwx2eXmnx5cUen53tcbUXjU3iH1ls\nsDhd2y4btDq3v4kF19X89WsrPH2pwVsXUgon2l7d0Qqa/MXycRztkBeGf/z9+bGbqSOLzQd2k3J0\nqXlDuSKtFZ1myJHFJg/v1NSjY7+/o2L/5JoerCfpOk4KGigUz00f4xuLr3K4uXLLSXljDN1ej2Gc\n43gBQaUMshZFQTZKqQd1WnNtlFJESc4vfn+eNz64QDZh5dpsO+TvvnGI549O7fq5eZ5DHrMy33ro\nai9P+rt4pL3CueF5ujtWDLaCJofbyzh68u/afveJ0oKp5vg1GEQ5rjv52C6ap6YO3d4Xe4Dk37eD\nJdfz4Mk1PVhP2nXUjkLf5x4HeZ5TxBntsElreXIfvkeR42j+5sQh/vjJGtd68a7Prq6r+f4ry5y5\nfH3V/X6fcW/X3X7Wgx6z5d+3gyXX8+DJNT1Ych3vnLJWCrrt5vjx498CfgGEJ0+eNJuvfR/4v0+e\nPLmvnPfPLn1pK9WHp7/BaBix3u/xzsUPeevy74jyaOw9NnfJLxwlv3QYTBkY0AqOHW3y+temefpQ\nHX3TpEee5Zg8oVELaLUaN0yKxMOIVtBguvPgGvDmheEnb5++oalUpxnyNycO3dWNVG4KTm+cZSPu\n0Q6bHGqv4O5YKZEXhi/P91jvx3QaIUeWHlzQ4GE+JyHEffVExAn//f/lP96+wal6Fb61+irfOfwa\nncqtJxLyLOfqepckM/hBBaW3StVZkmFM1asx1eqgtSbLC37x7jn+3199wTAer/Xbqgf8s+8c5dsv\nLu46mW6tJY4GdBoh01MPT/Pj/bjVOHin+3xyZp13/nRpbN8Tzy3wzOrjMxkkhHjiPBFjcLfXtd1i\ngOven3WKeZ6TRxmtSoOp9u4BeiGEEE80GRzugGQc7O33QAZ8E/jV5mvfBd65nYMMBjGmeHABmjiO\n6Q0jkjTnk+Hn/O7a7+hn4zWGbaHJLx0mv3AUinJVZb3q8uKxJi8ea9KolaUchoPrk+/l6siUei2g\nWa+jlKK/OTlvjCEbJsy2Z9GErK8P7+p7OI6m2azQ60UUxe3XIXzt2emxFRH93njg5HZ11AydSlmX\nud8drz05XfeYrpfX7iA+7yBsnZPjlCmad3pNxY3u9ndUjJNrerC2rueTYr46yzeXXuXFmefwHA9S\n6KW7/zscxTG9wYgsAz8MQGnSPMFaSzpKCJRPpzWNox263Yj3PrnCj98+zcZgvH9M6Dt8/+vL/MXX\nFvA9h0F/fHwAyNMUZTMW5qbQyr3rsfJe2evv4q3GwUlutU+74hI4aixrr1VxHtprdLvk37eDJdfz\n4Mk1PVhP2hg8GMRodXelZ26lDBikNCoNOs0ZFIqNjX0XBnhkyN/FgyfX9GDJ9Tx4ck0P1pM2Bh8k\nCRzs4eTJk9Hx48f/NfDfHz9+/D8EVoD/HPgPbuc4prDk9/kvepqmDAYRSZZhcDibnOWtK2+xka6P\nvdcaRbG2Snb+KcjKsgBHlqq8eKzJ0yu17dI+O4MfeZZiTUajHlLvTAFQGAubTZXTOMUrNIszyyil\nDrThUFGYOz7e6mz9ehNgizRC2nQ311SMk+t58OSaitv1P/07/4IvL51Hu2Xgdq9xeDgc0h/Gmw2P\nQ1wfjAGwxFGEb31mmvO4rou1lj9+cY1/eOs0l9bHgxCOVnzr+QW+//UlqmH52cWExQPWWpJoQKdZ\nodXcbAr8CPyO38+/i99+YWGsyeHjOHbLv28HS67nwZNrKu6EKSxG3ZvfmzzPKaKMelhnbnoOpdTm\nWPt4V1OQv4sHT67pwZLrefDkmooHTQIHt/afAf8K+CnQBf6rkydP/p8P9pQmK/KCbn9AmuUUVuH5\nIReyC/xm7TdcSdbG3m8tFFeXyM89g02qVEKHF441ePFYi3ZjcqPILCtXRjZqVWq11sT3xIMRnUqb\n5tTk7UIIIcS9dqtyOdZaer0+ozhFaX+74fGWOIpxjMNsfQ4/KNsbnb7U50dvnebLi+NZewr4+rFZ\nfvDaCu36ze2RbpTEIwIHDi3NoncpXyTuvnGjEEKIx8vOgEFnbkFKEgkhhBD3mAQObuHkyZMR8M83\n/zx0TFHQHwyJkozcKIKwguv7rI0u8OYXv+JyemHifsX6HNnZZ7FRg5X5kBePtXj2UB3XmXzzlaYx\nGkO7UaVSmRwQyPMcE+UsTS3heZMDD0IIIcSDZIqCje6AKM1w/QpeULthe5qkqBxm6tMEQZnOenkj\n4sdvn+ZPX45n7QF85VCHvz2xysJUdeL2LUVRkCdDZjpNarW93yuEEEKIUlEUZKOERtiQgIEQQghx\nH0ng4BFkjWEwHDKKM/LC4vohru/hAmvRGj8/+yvWijMT9y26U2Rnj+GnU7z8dIOXjrWYbvu7flaS\nRLjaMtWsEYbh7u+LYioqZEZu5IQQQjyE0jSl1xuS5AY/rBKE/th2MmhXW1RaZTChO0z5/353lt+d\nvIydUP3g0HydH544xNHFW6+Kj0dDqqHD0vK8jJNCCCHEPhhjyEYJNa/G4pyMn0IIIcT9JoGDR4S1\nltEoYjSKSQuL4wW4XgVnc2H/he5Vfn72V6zrUxP7hJtBk+zsMeb8ZV56qcXxI3U8d/fyCEka4yrD\nbLu+XaJht/NKBhEzjRlq1dqu7xNCCCEehCiK6A2iMisvCAluuvNJswybGlqVFrVmvdwnyfnH98/z\n5ocXyCf0J5htV/jhiVW+erhzy0mMPMuwRczibJtgj/FUCCGEECVjDOkwpurVmJ9ZkbJ+QgghxAMi\ngYOHXBRFDIcxSV7gOD6uVyHYDBZYa/n43FV+c/ktBuGXKGd8csNENcyFYxxvP8PL320xP7171gBA\nksR42pYBA3/3TASAPE1RqWJlZgXH2buWtBBCCHE/5XnO+UtXcfwKnlfh5lEqyzNMXJQBg+nG5muG\n3/zxIj///TmipBg7ZrPm84NXV/j6sVkcvXfAoGx+PKRZ85nqzB/U1xJCCCEeW1sZBhW3wvzsqgQM\nhBBCiAdMAgcPoTRJ6A1GJFmB43i43o0rJEdxwfufrfHBxnvknS9QVTOWZGCSkHD9K7y68DzP/aBJ\n4O8+sW+BNI7wHcVsp3bLgAFAMoyo+3Wm5qbu7EsKIYQQ91Capljt4nk3jml5llEkOY2wRWOmLDFk\njOW9T9b4t789S3eYjh0r9B2+//Iy33phYc9sveufHeOSs7IwhevKrZYQQgixl50Bg7npZVmUJoQQ\nQjwk5Gn2IZFnOb3BkCTLMWgCPyTYcb9kreX8Wsx7H1/j8+QPOPNfoKbzsYCBzXymk+f49urLrL5Y\n27OEQhkwGBG4mvnpJq53618HYwzZMGG+PS8lF4QQQjwyijwni3MaQZ3GdAulFNZaPjq1zj+8c4bL\n69HYPq6j+NbzC3z/68tUbq5xNIExhjQeMt2q0mhIYF0IIYTYS57n5FFKza8zPzMrGQZCCCHEQ0YC\nBw9QkRf0BwPiNKewGj8I8W5a7Z+kBX/6vM/7n6yz4X+Gt/Q5rje+GpLCZUU9z/effp1mde9yRDsD\nBgszbRx3fys60jjFMy6rc6vSmEoIIcQjwRhDOkqp+TVmp683Vjx1sc+P3jrNqUv9sX2UgleOzfLX\nr67Qru8vSB5HIyqe4tCSTHwIIYQQe8myslxgI6zRnluQZ0shhBDiISWBg/vMGkN/MGAUZxRG4QUh\nru+P/SAuXY15/2SPP3/ZxbbP4R76FD+Ix46nrMNTwXP85aETVNzK3p9NGTAIPYfF2Tb6NlJA4/6I\nqWqHRqO5732EEEKIBykdJVRVlcWppe3J/EvrI3789hn+fGp94j5fPdzhb0+sMt+p7usz8izDFDHz\n0y0q4d6BeyGEEOJJthUwaFUaNOdaEjAQQgghHnISOLgPrLUMhgNGo5S0MHh+Bdf3xi5+lhs++mLA\nBx93uXg1Rncu4X31E3RlOOGgiuON5/jmwglqbm3PzzfWkqcRoefedsAgz3NMlLM8vSx1moUQQjwy\nwjBkZWYVPyiD6t1Bwr/93Vne/XgNa8fff3i+wd994xCHFxr7Or40PxZCCCH2J89ziiiXgIEQQgjx\niJGZ4Hvs0to1RpEB7eF6FUJv/D1XN1Le/7jLnz7rk2QFunWF4PlP0LXexGM+2zjGidlv0PJbe352\nYQx5GlEJPGZmbi9gAJBEMRVVYXZ+8bb2E0IIIR40rTWO4xAlOb/4/Tl+9YeL5MV4xGCuU+GHJw7x\nlUPtfU9kSPNjIYQQ4taKoiAbJTTDhpQkEkIIIR5B8rR7j2UZ+JUq5qbJirywfHK6zC44e6ksQaTr\n6/hPf4zTnFw+4Wj9KCdmvsF0OLPnZxbGUGQx1cBlbm4KdZu1lq21JIOImcYMtere2QxCCCHEwyjN\nCn75wUX+8YNLxGkxtr1V8/nBayt8/dlZtN7fREZRFOTpiKlWjUZdmh8LIYQQu4mHMTWvzuLcvAQM\nhBBCiEeUBA7us41+xgcfd/nDpz2ixACgKn28lY9xOmsT91mqLvPN2W+xUFnY89h5UWDymFro0+xM\n3dENWp6m6EyxOrsqzR2FEEI8sv7T/+5NrvWSsdcrgcP3X17mm88v4Ln7H+fi0ZBq6LC0NCcTIEII\nIcQe6rU6R+YPYa2Ml0IIIcSjTAIH94ExZXbB+ye7nLoQbb+ughHu8ic40xeYNAcxG87xzdlvslJd\n3XOSIs9zbJFQrwbUp6bveEIjHkS0wgbt2c4d7S+EEEI8LG4OGriO4tsvLPK9l5eoBPu//cmzDJNH\nLM52CILgoE9TCCGEeOw4joPjOOS5edCnIoQQQoi7IIGDe+zN97t8+NmQwWhHmQQvxlv6DGf2LEqP\n11vu+B1OzH6Tp+pP7R0wyDKMSWlUAxqNvcsX7aUoCvJRykJ7XiZFhBBCPFaUglePz/HXr67Qqvn7\n3q9sfjygVQ/ozO+d8SeEEEIIIYQQQjxuJHBwj/36wx0Njp0Ud/EL3PlTKGd89UXdbXBi5gTHWsfR\navfyCXmWYm1Gs1ahVrvzgAFAGqd4xmV1bu+sBiGEEOJR0qr7rM5W+cFrh5nrVG5r3zSJ8JRhdXEG\nx3Hu0RkKIYQQQgghhBAPLwkc3A86x104hbvwBcrNxzZXnAqvTr/G8+0XcPTuExRZlqJsRrNWo1pr\n3fVpxf0RU9UOjUbzro8lhBBCPEz+x//ie3z8xVUcd/9ZBkVRkCdDptsN6vXaPTw7IYQQQgghhBDi\n4SaBg3vMmf8Sb+lzlJeObfO1z8tTr/DS1It4eveJjTSN0RjajSqVyt0HDPI8x0Q5y9PLuK78Cggh\nhBDJaEgldFhanpcMPCGEEEIIIYQQTzyZNb7H/MMfjb3mKpevdV7k69OvEDrhrvsmSYSrLVPNGmG4\n+/tuRxLFVFSF2fnFAzmeEEII8SjL0xRsysJsS/r8CCGEEEIIIYQQmyRwcB9pNF9tP8dr069R8+q7\nvi9JYjxtmG3X8Q9oEsNaSzKImGnMUKtK+QUhhBBPtq3mx+1GSLs196BPRwghhBBCCCGEeKhI4OA+\nOdY8zuszJ2j5k0sNWSCNI3xHMdup4fv7r8l8K3mWQWxYmVmRJo9CCCGeeEk8InCQ5sdCCCGEEEII\nIcQuJHBwjz1dP8rr899kypueuL0MGIwIXM38dBPXO9gfSTyKqTtVpucnf74QQgjxpMjznCKLmGk3\nqNWqD/p0hBBCCCGEEEKIh5YEDu6xv1v6AcoLMYW94fXtgIGnWZhp47gHu+LRWkvSj5htzVKtyOSI\nEEKIJ1s8GlCvuEzPzknzYyGEEEIIIYQQ4hYkcHCfGWvJkhEV32Nxto2+ByUSsiTByTWrc6torQ/8\n+EIIIcSjIksTMClLc50DLQMohBBCCCGEEEI8ziRwcJ8UxpCnEZXAY3ZuCnWPJvTjQUQrbNDudO7J\n8YUQQohHRRoPmWo3aDXnH/SpCCGEEEIIIYQQjxQJHNxjBQUmHhF6DnP3MGBgjCEbJiy05wmC4J58\nhhBCCPGoCMOQp48sY8yDPhMhhBBCCCGEEOLRI4GDe6xVC6hWGhTG3vrNdyiNU7yiLE0kdZuFEEII\n0FqjtcZI5EAIIYQQQgghhLhtEji4x9qtJlkGZTvkgxcPIjqVFs2p1j05vhBCCCGEEEIIIYQQQogn\niwQOHlFSmkgIIYQQQgghhBBCCCHEvSCBg0dQnqboTLEyu4K+Rz0ThBBCCCGEEEIIIYQQQjyZJHDw\niIlHMQ2vxtTs1IM+FSGEEEIIIYQQQgghhBCPIQkcPCKstSSDiNnmLNVK9UGfjhBCCCGEEEIIIYQQ\nQojHlAQOHgF5lkFsWJlZwXGcB306QgghhBBCCCGEEEIIIR5jEjh4yCVRTEVVmJ2fedCnIoQQQggh\nhBBCCCGEEOIJIIGDh9RWaaLp+jT1Wv1Bn44QQgghhBBCCCGEEEKIJ4QEDh5CeZ5jo4Ll6WVcV35E\nQvz/7N15mF1VlbDxN4MEoiCTkgg0g8OSwWYQCCCCgoIziMqgAhIbEYnIJBEHoiAiAgLSDRGQqXEI\ntCICCiIiCCQtM43gwk/meRAETQIkqe+Pfe7lcFOVVMKpIan39zz11K2zz7jqVO7NXmevLUmSJEmS\nJKn/2Cs9yLww83mWZElet9LYgT4VSZIkSZIkSdIQZOJgkLA0kSRJkiRJkiRpMDBxMAjMmjWLOTNm\nWZpIkiRJkiRJkjTg7KUeYKU00ShLE0mSJEmSJEmSBgUTBwPE0kSSJEmSJEmSpMHIxMEAsDSRJEmS\nJEmSJGmwste6n1maSJIkSZIkSZI0mJk46CeWJpIkSZIkSZIkLQpMHPSDWbNm8eI/X7A0kSRJkiRJ\nkiRp0LMXu4+9MON5lpi9JCuttNJAn4okSZIkSZIkSfNl4qCPrbriyrz44jBmzZoz0KciSZIkSZIk\nSdJ8DR/oE1jcveY1zmcgSZIkSZIkSVp0mDiQJEmSJEmSJEltg75UUUS8FjgO+BAl0XEJsH9m/qNq\nXx44DXgv8ARwWGb+uLb9BsApwNuA24F9MvOmWvuuwBHAWOAyYK/MfKrW/l1gfHXsH2XmxL67WkmS\nJEmSJEmSBtaiMOLgh5RO//cB2wJrURIFLWcDSwPjgCOB0yNiI4CIGE1JNFwFbAhMBS6JiKWq9k2A\n04FJ1fbLAWe1dhwRBwG7ANsDHwM+FREH9tF1SpIkSZIkSZI04Ab1iIOq439HYPPMvKVatj9wdUQs\nAawKfBBYLTMfAO6MiM2AL1BGCewCTK+NEtg/Ij4AfAI4B9gXmNIaoRARuwH3RcRqmXkfsB/w9cyc\nWrVPpIxO+H4/XL4kSZIkSZIkSf1usI84mEMpUXRrbdkwYATwGmAT4P4qadByDbBZ9Xpc9XPdtbX2\nTYGrWw2Z+SBwP7BpRIylJCb+2LHv1SJipVdwTZIkSZIkSZIkDVqDesRBZs4Eftux+EvAbZn596pz\n/+GO9seAVarXYynzGnS2r1Nr72n7sUBXR/tjlMTFKtVrSZIkSZIkSZIWKwOeOIiIJYGVe2h+JDOn\n19adAHwc2K5aNBp4vmOb54FRDbSPBsjMFzraqG3fKyNGDPaBHYuGVhyNZ3OMabOMZ/OMabOGWhyH\n2vX2Jf8Wm2dMm2U8m2dMmzXU4jjUrrcv+bfYPGPaLOPZPGPaLOO48AY8cUApJ3Ql5en+Th8FfgUQ\nEV8ATgS+lJlXVO0zmbsTfxQwvYH2mdVxl6glD1rrTmcBLLPMUguyuubDeDbPmDbLeDbPmGpheN80\nz5g2z5g2y3g2z5hqYXjfNM+YNs+YNst4Ns+YaqANeOIgM69iPnMtRMTBwPeAgzLzP2tNDwFjOlYf\nAzzSQPtDlLJEYyjzHrTaumrb98qzz85g9uw5C7KJujFixHCWWWYp49kgY9os49k8Y9qsVjyHCu+b\n5vi32Dxj2izj2Txj2izfg7Ww/FtsnjFtlvFsnjFt1lB7D27SgCcO5ici9gCOpow0OKmjeRplsuI3\nZGZrLoItquWt9okd27wDOKLWvgVwTnWsVSnzF0zNzEci4v6q/SfV+u+kTMa8QPMbzJ49h1mz/ENv\nivFsnjFtlvFsnjHVwvC+aZ4xbZ4xbZbxbJ4x1cLwvmmeMW2eMW2W8WyeMdVAG9SJg4hYDjgJOBs4\nLyJWqjU/npn3RMRlwLkR8SVgE2BXYMtqnf8BjoqI44FTgc9T5i44v2o/BbgyIqYBNwAnABdl5v21\n9qMjojX64CjgmL65WkmSJEmSJEmSBt5gnx1iW+DVwB7Aw9XXI9X3Vat19gCepYweOBTYMzNvBMjM\n54APURIJN1ASC+/PzBlV+zRgb2AScA3wFDC+dvxjgCnAL6rvZ2fmiX10rZIkSZIkSZIkDbhBPeIg\nM6dQOuzntc4TwA7zaL8BePs82s+hKlXUTdsc4ODqS5IkSZIkSZKkxd5gH3EgSZIkSZIkSZL6kYkD\nSZIkSZIkSZLUZuJAkiRJkiRJkiS1mTiQJEmSJEmSJEltJg4kSZIkSZIkSVKbiQNJkiRJkiRJktRm\n4kCSJEmSJEmSJLWZOJAkSZIkSZIkSW0mDiRJkiRJkiRJUpuJA0mSJEmSJEmS1GbiQJIkSZIkSZIk\ntZk4kCRJkiRJkiRJbSYOJEmSJEmSJElSm4kDSZIkSZIkSZLUZuJAkiRJkiRJkiS1mTiQJEmSJEmS\nJEltJg4kSZIkSZIkSVKbiQNJkiRJkiRJktRm4kCSJEmSJEmSJLWZOJAkSZIkSZIkSW0mDiRJkiRJ\nkiRJUpuJA0mSJEmSJEmS1GbiQJIkSZIkSZIktZk4kCRJkiRJkiRJbSYOJEmSJEmSJElSm4kDSZIk\nSZIkSZLUZuJAkiRJkiRJkiS1mTiQJEmSJEmSJEltJg4kSZIkSZIkSVKbiQNJkiRJkiRJktRm4kCS\nJEmSJEmSJLWZOJAkSZIkSZIkSW0mDiRJkiRJkiRJUpuJA0mSJEmSJEmS1GbiQJIkSZIkSZIktZk4\nkCRJkiRJkiRJbSYOJEmSJEmSJElSm4kDSZIkSZIkSZLUZuJAkiRJkiRJkiS1mTiQJEmSJEmSJElt\nJg4kSZIkSZIkSVKbiQNJkiRJkiRJktRm4kCSJEmSJEmSJLWZOJAkSZIkSZIkSW0mDiRJkiRJkiRJ\nUpuJA0mSJEmSJEmS1GbiQJIkSZIkSZIktY0c6BNYEBHxX8Damfnu2rLlgdOA9wJPAIdl5o9r7RsA\npwBvA24H9snMm2rtuwJHAGOBy4C9MvOpWvt3gfGUJMuPMnNi312hJEmSJEmSJEkDa5EZcRARmwOf\nB7o6ms4GlgbGAUcCp0fERtU2o4FLgKuADYGpwCURsVTVvglwOjCp2n454KzaMQ8CdgG2Bz4GfCoi\nDuybK5QkSZIkSZIkaeAtEomDiHgV8EPguo7lawIfBD6bmXdm5hnAucAXqlV2AaZn5sQs9geeAz5R\nte8LTMnMH2fm7cBuwAciYrWqfT/gG5k5NTOvAiYCE/ruSiVJkiRJkiRJGliLROIAOBS4Ffhdx/Jx\nwP2Z+UBt2TXAZrX2azq2ubbWvilwdashMx8E7gc2jYixwKrAHzv2vVpErLTwlyJJkiRJkiRJ0uA1\n6BMHEfFWSomiA7ppHgs83LHsMWCVBtrHUsoiPdzRNqy2vSRJkiRJkiRJi5UBnxw5IpYEVu6h+RFK\niaLDMvOJiOhsHw0837FRUGpQAAAgAElEQVTseWBUA+2jATLzhY42atv3yogRgz4/s0hoxdF4NseY\nNst4Ns+YNmuoxXGoXW9f8m+xeca0Wcazeca0WUMtjkPtevuSf4vNM6bNMp7NM6bNMo4Lb8ATB5Ry\nQlcy96THUEoUDc/M03vYdiZzd+KPAqY30D4TICKWqCUPWutOp/eGLbPMUguwuubHeDbPmDbLeDbP\nmGoh+P7bB4xp84xps4xn84ypFoLvwX3AmDbPmDbLeDbPmGqgDXjioJp0uNvUT0T8HtgoIp6rFi0B\njIiIZ4G1gYeAMR2bjaGMVOAVtj9EKUs0hjLvQautq7a9JEmSJEmSJEmLlcE+VuNTwDrAetXXZOD6\n6vXDwDTKZMVvqG2zRbWc6vvmHft8BzC11r5FqyEiVqXMXzA1Mx+hJAy2qG37TspkzI+94iuTJEmS\nJEmSJGkQGvARB/NSdd63RcTfgRmZeU+16J6IuAw4NyK+BGwC7ApsWbX/D3BURBwPnEqZZHk0cH7V\nfgpwZURMA24ATgAuysz7a+1HR0Rr9MFRwDHNX6kkSZIkSZIkSYPDYB9x0Bu7A89SRg8cCuyZmTcC\nZOZzwIcoiYQbKImF92fmjKp9GrA3MAm4BngKGF/b9zHAFOAX1fezM/PEfrgmSZIkSZIkSZIGxLCu\nru7mJJYkSZIkSZIkSUPR4jDiQJIkSZIkSZIkNcTEgSRJkiRJkiRJajNxIEmSJEmSJEmS2kwcSJIk\nSZIkSZKktpEDfQKSJEmSJEmSJC3OImIOsG5m3tGx/B5g38z8dUScBewKPF81DwOmA5cBe2fmjP46\nXxMHkiRJkiRpniJifeAmoIvSiQFwQ2ZuUrUvD5wGvBd4AjgsM39c234D4BTgbcDtwD6ZeVOtfVfg\nCGAspXNkr8x8qq+vazCLiFHAycCOlE6j4zLz+wN7VoNLROwA/IKX7ssu4OeZuVNErE65JzcD7gUO\nyMzLa9u+BzgeWBOYSrnn7qm17w8cDCwNnA9MyMyZ/XBZ/a66126gdFxeXS1bnT6K31C4t3uI6YnA\nF3n5/frFzDy5ajemHSLiDcAPgHdTrus84NDMfGERvUe7ernOiZl5SO1c1wR+DXwD+GoD59ErliqS\nJEmSJEnzszZwMzCm9rVdrf1sSufLOOBI4PSI2AggIkYDlwBXARtSOnAuiYilqvZNgNOBSdX2ywFn\n9fkVDX7HUuL1LuALwKSI2HFAz2jwWRv4FS/dk2OB/6jaLgQeBt4OnAtcEBGrAETEqsAFwI+AjYAn\ngV+2dhoRHwMOA/YCtgY2Bb7X95fT/6oO0p9SYln3S/oufov1vT2PmK4FTKTcp6379YxqG2PavZ8D\nSwLvAHYBPkxJMkPf/o33VTyHzX+VuWXm3ZR/69Zt4Bx6zREHkiRJkiRpftYC7szMJzobqichPwis\nlpkPAHdGxGaUzpbxlM6e6Zk5sdpk/4j4APAJ4BxgX2BKa4RCROwG3BcRq2XmfX19YYNRlWz5LLBd\nZt4K3BoR3wMmUJ6wV7EWcHvnfRkRWwNrAOOqJ4i/GxHbUO7Hwymdhddn5gnV+nsCj0bEltXT4fsB\nx2fmb6r2vYHfRsQhi9Oog4hYC/hJN8u3pjylvWnT8aM8xLzY3ts9xbSyFvC9zHy8m7b/wJi+TEQE\nsAmwUmY+WS07DDgmIi6lj/7GGYTxjIgNgZ2Afh1F4ogDSZIkSZI0P2sDd/XQNg64v0oatFxDKR/R\nar+mY5tra+2bAle3GjLzQeD+avlQtR7lYc+ptWXXUGKpl/R0X44Dburo5O+8J+v33AxKKa7NImI4\nsDHwx9q204AlKL+XxclWwBWUuNSfhO7L+C3u93a3MY2IpYGV6fnf0c5/B40pPAq8r5U0qHktJV6L\n8z36xYj4e0T8MyJepIycODYzf9CP52DiQJIkSZIkzddawAYRcVtE3BcRkyPiNVXbWEq5iLrHgFUa\nah+KxgJPZuas2rLHgCUjYoUBOqfBKID3RURGxP+LiKMi4lW8sntuWUpplHZ7Zs4GnmIxuyczc3Jm\nHtzNKIq+jN9ifW/PI6ZrUWrXfz0iHoiIWyJi91q7Me2Qmf/omLNgGOWp/ytYdO/RF+i+AtBIXpoM\nGeCkzFyeUrrvWOA1lNJM/cpSRZIkSZIkDXERsSTladjuPAG8Efgb8BlKR8YJwH8DHwVG8/IOD6qf\nR1WvX2n7UNRTTGBox6UtIv4NWAqYQSl7tQZlEtWleGX33Ojazz1tv7jry/gN76ENFu/4vhWYA9xB\nuU/fBZwaEf/IzAsxpr1xDLABZbTAgSya9+hDwGrAba0FEfFqYCXgwc6VM/NF4NCIeAtwcURsnJkv\nvMJz6DUTB5IkSZIkaRxwJeWJ2E4fBVYAZlRPZRIRewDXR8QYYCZzd6aMAqZXr19p+1DUU0xgaMel\nLTPvj4gVMvOZatFtETGCMknqmZQEV11v7rmnqzZ6aB8qsZ8JLN+xrKn4jeyhDRbj+GbmORHxq9r9\nenvVGbwP5UlyYzoPEXE0ZV6CnTLzjohYVO/RKcA3I+IvmfnXiHgd8B3glszMeWz3OeBOyvwNX3mF\n59BrJg4kSZIkSRriMvMqFqyc8Z2U+t0rU56gHNPRPgZ4pHr9StuHooeAFSNieGbOqZaNoSRvnpnH\ndkNKN7G4k1KC5FFKaZi63txzN1PKlcysfr4LoEpIrMDQuScfoswfUddU/IYzRO/tHu7Xd1evjWkP\nIuIkYG/gU5n5y2rxonqPHga8CFxaJQ2mA78FPjivjTLzqYjYHzgrIs7LzJte4Xn0inMcSJIkSZKk\nHkXEWhHxbESsVlu8AaXz4/9RJpVcLSLeUGvfolpO9X3zjt2+g5cmnpxWrd863qqUOtPTGLpuocS3\nPkH0O4HrB+Z0Bp+I2DYinqzKbLVsADxJmfT07RFRf2q4856s33Ojq22nZmYXJc5b1LbdnFKb/NbG\nL2RwmgZs2EfxG5L3dkR8KyIu71i8AfCX6rUx7UZETKI8bb9zZp5fa1ok79HMnJWZkzLzjZm5TGaO\nyczdM/OJ2jp7ZuYh3Wz7k8xcor+SBuCIA0mSJEmSNG9/Af4KnBYRB1BKwEwGTs3MfwD/iIjLgHMj\n4kvAJsCuwJbV9v8DHBURxwOnAp+n1JhudQKdAlwZEdOAGyjzJ1yUmff1y9UNQpk5IyLOASZHxHhK\nIuUgYI+BPbNB5TrK07qnR8ThlHk4vgccDVwNPEB5OvcI4COUuuifqbY9Azg4Ig4BLgYmAXdn5tVV\n+8mU2P+ZMoHqyZT7vXPC28XVVfRh/IbovX0R8JWIOBD4JbAd8GnKXAdgTOcSEWsBX6eU8rkuIlaq\nNXuP9gNHHEiSJEmSpB5VT2d+BHiW0iF7AXA5ZXLKlt2r9mnAocCemXljtf1zwIcoiYQbKImF92fm\njKp9GqUMxSTgGkoZifF9fmGD34HAjcDvgZOAb1STqArIzH9SOl9fR3kS+DRgcmYeV5UX+QilvMgN\nwCeBHTLzwWrb+4AdKffZn4BlgR1q+54CHAX8ELiMMjpmYv9c2YBpz29SxW97+i5+Q+Xersf0BuDj\nlH8r/w+YAOyamX+q2o3p3D5C6bv+OqVz/2FKKaGHq3t0B7xH+9Swrq7u5j2SJEmSJEmSJElDkSMO\nJEmSJEmSJElSm4kDSZIkSZIkSZLUZuJAkiRJkiRJkiS1mTiQJEmSJEmSJEltJg4kSZIkSZIkSVLb\nyIE+AUmSJGkwiYgRwATg00AAM4GbgaMy8w+19eYAn8nMcyJiErBHZq7Zh+e1KrB5Zk7pq2N0c8wz\ngA8AYzOzq5v2rwEHA2My8/l+PK8VgUOA7YFVgSeBK4HDM/NvC7CfK4F7MnN8D+1bVftdPTPvry2/\nFPhRZp6/8FchSZIkDV6OOJAkSZIqETEK+AOwP3AisAGwNXAH8LuI2LWHTY8BNu7j0zsb2K6Pj9Hp\nR8DrgPf20L4bcG4/Jw3eAtwCjKMkeNYCdgHGANMiYq2GD/myhElELAVsDvy24eNIkiRJCyUi7omI\n3btZvkdE3LMw+3TEgSRJkvSSI4B1gXUy8+Ha8gMiYhngxIi4MDOn1zeqfn7Zsj4wrI/3P5fMvDYi\n/gp8io6O8ojYFHgzpdO+P50L3Adsk5mzqmX3RcSHKSNDvg+8vw+Pvw1wS2b+ow+PIUmSJDVlrpHD\nvWHiQJIkSQIiYiQwHjijI2nQ8jXgZGBGN9t+k1KqaI2IWA24B9gVmEh5Iv52SumjnYB9gVcBP83M\nCdX2w4CvAHsAqwPPA9cC+2bmPVVJna2ArSLiXZm5ZkS8Cvg2pVP/tcD/AZMy8/Ierq9VdqeLuZMQ\nXZk5oofQnAF8LSKWzMyZteV7ALdm5i21YxwC7E15+j+BYzPzJ7Xj/66K4yHA3cCDwGszc5vaPgK4\nk5K8ubPjGjYENgK2ryUNAMjMFyJiJ0ppqdb6bwWOBt5B+b/P5cBB9bJDHft/J2X0yL9X539mN6t9\nAPh1d9tLkiRJiwsTB5IkSVKxJrA8cF13jZn5KPBoD9t2MfeTPN8G9gSeAX5Z7fdiYEvg3cApEfGb\nzLwE+BJwEKX0z+3AG4HTgeOAHauvi4H7KYkHKKWLgpKgeBj4MHBRRHw0M3/TzTleS+nQX1DnAEdS\n5hOYAhARS1CSIF9vrRQR3wF2rs4vq+s8OSKWyczJ1WojKB3v44BXA6sBF0TEypn5ULXOHsCfOpMG\nlY0oce7pd/Tn2vn8GzAVuIySdBlNGY1wdUSsm5n/rG8bEWtU654J7A6sA5zWzWHeD+zQ3fElSYu+\niDiT8l7UXaIdasn2iNgWOADYBFgSuBc4D/h+Zj5XrTMJmDSv/QFrZOb9VTm+b1HKJC5LeX+/hDKH\nz+Md57kRcCDl/XZ5SjL+V8AxmflYbb09KO9t3R3/ycx8fTVv07zO7+ye5gOS1L0PH3ThEpTPk0sD\nf7vouO0fms8mg46JA0mSJKlYvvr+dEP7OyYzrwGIiF8A+wGfq+YDuCsivkUpi3QJ8Fdg91qH/wMR\ncT7wcYDMfDoiXgBmZObfI+JNlBJB62fmbdU2J0TE+pSn+edKHFRP6D/euXx+MvPRiPg1ZWRDa2Lm\nj1A6SFqjCUZT5oXYJTMvrda5p+qMnwhMru3ymNYExhHx5+qcPg0cXY28+DQlUdGdBfkd7Qs8B+yW\nmS9Wx/s4ZTTIpzvOCeBzwCPAhGoi6Luq5MP3WytU8ye8KjNv7cXxJUmLpv0o710tj1bLzquvFBFf\noyQEjqvWf5Yy39HhwC4RsXVmPkIZyXZKbdMbgJ9W27U8ERGvB66hdP5vB/yd8oDAscAfIuLfW6Pt\nqjrmp1HmItqB8l66LnAYsGtEbFtPplM6/8cwd2JgTvW9/mDBLsDxHevPNdpSUs8+fNCFr6U8QLRs\ntWjrDx904R8vOm77KwbwtBaYiQNJkiSpeKL6vkJD+/tb7fW/gEc7JhGeAYwCyMxLImKTKpkQ1dc6\nlKcHu7N+9f2aqrO9ZSQ9dKpHxBZ0k1CodGXmMvO4ljOA8yJi+cz8O2VkxAW1Ov9rUyUSIqI+8mIE\nsEQ16TSUjov/12rMzNkR8d/V/o6mzB+wIvCzHs6j/jt6ood1WtYFbmglDarjPRYRCbyth/VvrpIG\nLZ0jGz4AXIokabFVjRR4rvVzqaDHs/Un/iPiXZR5kXbJzHpC4d6IuBS4kdKp/4HOeZAiYjbwr25G\nEHwCGJmZ/1FbfH9Vhu8O4H3AxRGxJiURcVhmHt2x7uXA74GfRsR69fe0zOzxfbPj2v4xv/UlzdeW\nvJQ0aNniwwddePNFx23/94E4oYUxfKBPQJIkSRok7gYeo9TDn0tEvDUiLqueOu+NFzt+ntPtWmXf\nX6HMP7ACZR6AvSlPGPZkOKUTfgtgvdrXOsBmPWxzfce69a/1e9im5WLKk487RcSKlHI9p3ecD8An\nOva7LvCWbhImdWcAa0XEBpRRDRfOY+Lh6yhPP/b0O9otIn5WlVLqaTLp4cz9u4ESz87/H3Wu5/wG\nkiQoIxBu60gaAO3Ew7eA7arSQ701B1g6Irbs2F9S3t9/Xy36HPBPuvmcUCXLv0J5/33vAhxbUrNW\n7WbZMGDlPjzmi3Tf19/TZ9/5csSBJEmSBGRmV0T8CJgQEcfUau63TKTU2L+3Dw5/KPDNzDymtSAi\nJvLyzu/6k/C3V21vqJUGIiKOpPzH4JudB6g67+9emJOrjQzYpVp0f2b+obbKX4BZwGr1+RUiYj/K\n5ND7zGPfGRFTKfMjbF87Rnfr3hkR1wETI+Li+gTJVbmkicCD1UTJtwGfiohX1UoVrQS8GfjPbnZ/\nC/CZiBhZ2+/Gtf2/hlLD2vkNJEmbAT+fR/sVlPfpLYC7ernPnwFfppQluoWSKPgjcEVm/qW23hbA\n/2bm7B72cx0wk5Jk/20vjy2pWU8Cr+9m+VN9eMxngNd2s3zZqm2BmTiQJEmSXnIksC2lBNA3KP/5\nXh74AqUu/k6Z2Rd1fh8Ato2Ii4HZlMl5P8rLJ2P+J7B6NZHwHdW6kyNiAvBnytP+E4HP9MH5QSm5\ncABlgrcz6g2Z+WxETAa+HRHPUeL2bkr5ofp8BT2NAjgT+AFlVMPl8zmPz1FGZ/yumpD5LkoyYBLw\nOkryAUoZh88D/10lVJai1Jl+nJfmaqg7hTIvwhnVft9U7bNlW0rpo+e62VaSNLQsz7w7AJ+svr+u\ntzus5jPakDLh8cco77kHAjMi4qjM/Ha16orM40GA6kGIv/PyTsthEfEscz+QsHZm9lQWUdLC+yPl\n8+mrasv+ctFx2z/ch8e8jZLUPLFj+Tjg5oXZoaWKJEmSpEqVFNiK0jE+kfIU+sWUCQK3yswLaqt3\n8fJRAHS0zU99nd2A0ZRyQldRShLsDbw+Ilap1plMqc1/azWvwc6Upx0nUxIHuwHjM/PcXhx7gVWl\nEv63Ooezulllf+AEyqSQd1BKJXy91tEBPcdlCqUz4+yOOQa6O487KE/+/4XS2f9n4NTq501aEy9n\n5n2U3+VywFTK/A4PAVtk5rPd7PcRYGvK0PIbKUmGI2qrvI+e54iQJA0tT9L9k70ty1XfF2iegMx8\nJjMPy8x1gDdQHlr4E/CtiNi7ts/l57OrzieMu+i+TGFfdmJKQ9ZFx23/COXz6Z+AOyn/nzi/jw97\nCrBDRBwaEW+MiHUjYhLwIeC/FmaHw7q6evN/GkmSJEnqGxGxBmXkwFtbHf+SJA0GETEH+ExmnlNb\n9jPKHD4b9rDNTsBPKU/0Z0fbPcCZmXl4x/JDgHu7mzchIqYBj2fmR6pRcXtRyhXOVbc8IsZREuYf\nzcwLI2IP4IzMHNHL612g9SUNHhGxDWXE7HqUhOHNlAd5rl2Y/VmqSJIkSdKAqEZTjKPMgfAbkwaS\npEXE8ZSyhp/uHOlXzYlzGPDbzqTBfIwDPhkR/5OZczrangUeq16fCnwR+BrVnEYR8XnK6IRvVF93\nA5cs0BVJWuRl5hWUOVYaYeJAkiRJ0kBZkTK/QQJ7DvC5SJLUK5n5vxFxEHBaRKxNmdj4GWBD4FuU\n/rbxC7jbw4Grgd9GxNGU98Y3UOYwGgd8qTr2vRHxWeCsiBgLnEYpc7gdpcOwC3hvZs56ZVcpaahz\njgNJkiRJAyIzb8nMZTJz48x8YKDPR5KkbnRb4zszfwBsA7wVuJQyv8+3KfMPvb2aO2dB9ncrJUHw\nGGWupbuAXwH/BmyemXfW1j0P2BR4NXABZW6efwd+WG1zblVySJIWmnMcSJIkSZIkSYuJiHg3sGxm\nXjDQ5yJp0WXiQBoAETECmECpQRjATMqEJUdl5h9q67UnYapmQt8jM9fsw/NalfIkw5S+OkYPx/0D\nsCXwg8zcv5v2rwDfAc7KzPERsRXwe2CNzLy/j87pSuCezOxxeGlPk1r1dvsGznGuSbo62s8EVsvM\nrfvqHCRJi5befgaZzz6+SflMssY81pnne5QkSZKkwc1SRVI/i4hRwB+A/YETgQ2ArSnDGn8XEbv2\nsOkxwMZ9fHpnU+oi9rcu4AVgxx7adwLqk0NdC4wFhnpJgzFAvyZ5JEmLrlfwGaRTFz2UWZAkSZK0\neHByZKn/HQGsC6yTmQ/Xlh8QEcsAJ0bEhZk5vb5R9fPLlvWBYX28/3n5PfDeiNgsM6e2FkbEm4G3\nUGo2AlBN8vR4/5/i4JKZQz4GkqQFslCfQSRJkiQNPSYOpH4UESOB8cAZHf9hb/kacDIwo5ttv0lV\nFiAiVgPuAXYFJgJrAbdTyg7sBOwLvAr4aWZOqLYfBnwF2ANYHXie8uT+vpl5T1VaZytgq4h4V2au\nGRGvokzu9CngtcD/AZMy8/Ierm8r4ErKU4idSYiuzBwxj/A8CvwR+AQwtbZ8Z+AiytP1reO8i5Jo\nWL1afi1wSGYeX7V/B9gHWD8z74uItYBjKeWQnqu2PSgzH6vWXwI4GvgksARlQqnGRmTVfl/vysyr\nu1tWlRUaDjwD7E4ZYXES8DPgVGAj4K/AXpn5p2ofLysDERFfB/YGlgXOB5Zs6hokSYu2BfkMEhHL\nUd7/PwysCNwEfC0zr+ph3ytX276b8j42sfkrkCRJktSfLFUk9a81geWB67przMxHM/PGzOxu+H93\nZQG+DexHKWG0XLXfN1E6yL8KfCEiPlit+yXgIOAA4M3A9pQn+Y+r2nekdNhPoXRSQyld9B5KgmJ9\n4Dzgooh4fw/Xdy2lI39s9b3+NbaHbeqmAB/vWLYzpfO8rh2LqhP9O8DhEbFGRGwBHALsXSUNxgJX\nAwlsCHwQWAaYGhFLVfs7iZKw2B3YHFgVeGcvzndB9PQ7rduFUrJpQ8rv5TDgV5SkxsaUOtT/1d3O\nI+JQ4GDK73hD4GlK7CRJgl5+BqEk/i8H3kFJqG9IeXDgtxHx9s7tqjkTLqv2/U7K++mXsZSRJEmS\ntEhzxIHUv5avvj/d0P6OycxrACLiF5Qkwucy83ngroj4FqUkwSWUp9V3z8zfVNs+EBHnU3XUZ+bT\nEfECMCMz/x4Rb6J0ZK+fmbdV25wQEetTOuZb+2lroITQL4D/jIhNM3NaRKwLrAL8mlKPuSeHA+8D\nTgfWoEyifF7Vtg/wQGYe2Fo5InYBngA+UcVtD+DzmXlZ1T6eUvO5N74aEV/uZvmSlBEFLd2Vgepc\n9mRmfrk6hxMoiaGfZeYl1bIzgeN7OI8JwAm16z4oIt7dy2uQJC3+evsZZDvK3AfrZuad1bJ9ImIT\nSkJgl47130MZ+fjGzLwXICL2pEy4LEmSJGkRZeJA6l9PVN9XaGh/f6u9/hfwaJU0aJkBjALIzEsi\nYpMqmRDV1zrAgz3se/3q+zVVmaOWkfTQ6VA97T9XQqHSlZnLzOtiMvOJiLiKksyYRim7dEFmvhgR\n89pudkTsRnki8lHgi7XmDYF1I+K5js1GUTo6glLW6Yba/p6PiJtq1/VrXhqB0EUZzfDT6ufJwA+6\nOa2fzOtae3B37RymV9d8d619BqWU0stExAqUER03dDRNpVyjJEm9/QyyLvCPWtKg5Wpg2x7Wf7qV\nNADIzFsjYq6yi5IkSZL6RkTcC/xbbVEXpYzoH4EJmdlT/1+PTBxI/etu4DHK8P/zOxsj4q3AicD+\n3fyHvTsvdvw8p6cVI+IrwDeAM4HfAd8HdmDuJwdbhlP+kdkC+GdH2+wetrkeWG/epzxfUyh1lg+m\nlNqZ0Mvt/p1yzmOr1/9bLR9OmdNgH+Z+wv8ZyjwJw5i7dFs9tp8Flqr9/Fjt9d8zs965D0AvOky6\n+/e38/cJ8/id1rTKQczrGiRJQ1tvP4Nc28P2w+n+faWL7suf+h4kSZIk9Z8uSiWSViWKEcDalHk8\nz6KMFF4gJg6kfpSZXRHxI2BCRByTmQ91rDKRMr/AvX1w+EOBb2bmMa0FETGRl3em1+sR3161vSEz\nL61tcySlM+CbnQeoRjvM1Ym+gFrlij5HmeT3ivltUM1jMJlS2mcN4L8jYr3MnFFdx87Ag5n5YrX+\ncsA5lAmTb6DMHfAO4LaqfQRlxMXvq+t65BVe0wvV9/qIi7fQUP3nqrTUA5Rr+FWtaaPasSVJQ9gC\nfAY5AVg2ItbOzDtq7VsAf+5m17cAr42ItVoPPUTEm3n5e54kSZKkvvdsZtZLiD8SEYdR+smWzszO\nahzzZOJA6n9HUob6XxMR36BMUrg88AXg08BOVYd30x4Ato2IiykjBnYHPkop7dPyT2D1iFg5M++o\n1p0cERMonQWfoHQsfKYPzg+AzHwqIv4AfA/4SWb29MR9PeFxBuX6jgSWBu6gzAXweeBk4HPAjyPi\n29V2x1JKK9yemf+KiJOAb0XEo9W2XwZWbvCaHqmGjO0fEX8FVgSOoNmJI78LHBsRSRmGtjswrnot\nSRL04jMIZaLjW4CfRMR+lLmLvkh53/x8N/u8EvgT5T8j+1I+Y5xEz6MTJUmSpMXeTlP2GU2piLE0\n8Lfzdj7llT5ou7BaD5Qu8Ofz7oYVS+pDVVJgK0pn90TKf84vBsYAW2XmBbXVu+i5c7k3nc71dXYD\nRlPKCV1Fmd9gb+D1EbFKtc5k4G3ArdW8BjsDP6+W/7nax/jMPLcXx34lplD+Yf3ZPNbpAoiILwDb\nVOc1KzOfppQ32isi3l/VXN6q2t81lA6OGcC7M/Opal9foSQY/osSny7gwl6c54J0/H8aeC3l9z25\nOub8yhDNb//t9sw8hTJp9derY6wNnLYA5ydJWsz15jNIlbB/L2Vy419Q3hfXBrbOzOu72WcX8AHg\nL5Skw0WUeX6e6FxXkiRJGgp2mrLPcpSHc95HqQ6x+05T9nl/f59HRLyR0v/0m8ycvqDbD+vqavKB\n11cmIkZRyobsm5lXV8tWp3R+bUYp33JAZl5e2+Y9lCeL16RMBLpXZt5Ta9+fUit9aUo91wmZObN2\nvJOBHYHpwHGZ+f3atvM8tiRJkiRJkiRJLTtN2WcHSgnsTv953s6nPNkXx4yIe4CVeGlkwUjKaIML\nKH3aTy/oPgfNiIMxjGkAACAASURBVIOqE/+nlCea6n4JPAy8HTgXuKD1dHRErEq5+B9RarI+Wa3f\n2ufHgMOAvYCtgU0p5U9ajgU2BN5FyQJNiogde3NsSZIkSZIkSZI6vKGH5WP7+LiHAetR5ie7lDIP\n6VcXJmkAgyRxEBFrAdMok5rWl29NGUmwdxbfpYwqGF+tshdwfWaeUE3GtielPvuWVft+wPGZ+ZvM\nvJFSluWzEbFkRIwGPgvsl5m3ZuaFlKTChF4eW5IkSZIkSZKkusd7WN7X5Twfz8y7M/NWyvxlw4Bf\nRcSIhdnZoEgcUGqtXkEpCVSf8HQccFOrtFDlmmq9VvvVrYaqbutNwGYRMRzYmJdPDDoNWIKSeVmP\nMmRjase+x/Xy2JIkSZIkSZIk1V0NzOxYdtt5O5/yaH+dQGa+CPwHpWTSAQuzj0GROMjMyZl5cEcn\nPZThGw93LHsMWKUX7csCS9bbM3M28FTVPhZ4MjNndWy7ZESs0ItjS5IkSZIkSZLUdt7OpzwOTKY8\n0H4L8HNKuf1+lZk3UEr8HxYRYxZ0+5HNn1KjRgPPdyx7HhjVi/bRtZ+7ax/eQxu17ed1bEmSJEmS\nJEmSXua8nU95hlJhp7909bD8q8DHKCX6d1+QHQ72xMFMYPmOZaOA6bX2zo78UcDTvDQcpLv26ZRr\n766Nqn1+x5YkSZIkSZIkaUBl5po9LH8KWHFh9jnYEwcPAWt3LBsDPFJr7xxmMQa4mVKSaGb1810A\n1UQQK1TbDwdWjIjhmTmntu2MzHwmIuZ37F7p6urqGjZs2PxXlCSpfwyJNyXffyVJg5BvTJIkaZEx\n2BMH04CJETEqM1tlg7bgpQmPp1U/AxARo4ENgMMysysirq/aWxMobw68ANxK+dD2IrApcF3V/k7g\n+l4eu1eGDRvGs8/OYPbsOfNfWfM0YsRwlllmKePZIGPaLOPZPGParFY8hwLff5vl32LzjGmzjGfz\njGmzhtJ7sCRJWjwM9sTBVcADwFkRcQTwEWBj4DNV+xnAwRFxCHAxMAm4OzNbiYKTgckR8WfKRMcn\nA6e2JmGOiHOq9vGUSY8PAvbo5bF7bfbsOcya5YftphjP5hnTZhnP5hlTLQzvm+YZ0+YZ02YZz+YZ\nU0mSpKFp+ECfQDfaEzlUJYS2p5QIugH4JLBDZj5Ytd8H7AiMB/4ELAvsUNt+CnAU8EPgMmAqMLF2\nrAOBG4HfAycB38jMC3tzbEmSJEmSJEmSFkfDurp6mnBZDel6+ul/+ZROA0aOHM5yy70a49kcY9os\n49k8Y9qsKp5Dpb6y778N8m+xeca0Wcazeca0WUPsPViSJC0GBuOIA0mSJEmSJEmSNEBMHEiSJEmS\nJEmSpDYTB5IkSZIkSZIkqc3EgSRJkiRJkiRJajNxIEmSJEmSJEmS2kwcSJIkSZIkSZKkNhMHkiRJ\nkiRJkiSpzcSBJEmSJEmSJElqM3EgSZIkSZIkSZLaTBxIkiRJkiRJkqQ2EweSJEmSJEmSJKnNxIEk\nSZIkSZIkSWozcSBJkiRJkiRJktpMHEiSJEmSJEmSpDYTB5IkSZIkSZIkqc3EgSRJkiRJkiRJajNx\nIEmSJEmSJEmS2kwcSJIkSZIkSZKkNhMHkiRJkiRJkiSpzcSBJEmSJEmSJElqM3EgSZIkSZIkSZLa\nTBxIkiRJkiRJkqQ2EweSJEmSJEmSJKnNxIEkSZIkSZIkSWozcSBJkiRJkiRJktpMHEiSJEmSJEmS\npDYTB5IkSZIkSZIkqc3EgSRJkiRJkiRJajNxIEmSJEmSJEmS2kwcSJIkSZIkSZKkNhMHkiRJkiRJ\nkiSpzcSBJEmSJEmSJElqM3EgSZIkSZIkSZLaTBxIkiRJkiRJkqQ2EweSJEmSJEmSJKnNxIEkSZIk\nSZIkSWozcSBJkiRJkiRJktpMHEiSJEmSJEmSpDYTB5IkSZIkSZIkqc3EgSRJkiRJkiRJajNxIEmS\nJEmSJEmS2kwcSJIkSZIkSZKkNhMHkiRJkiRJkiSpzcSBJEmSJEmSJElqM3EgSZIkSZIkSZLaTBxI\nkiRJkiRJkqQ2EweSJEmSJEmSJKlt5ECfQG9ExCrAKcCWwFPAiZl5YtW2OnAasBlwL3BAZl5e2/Y9\nwPHAmsBUYK/MvKfWvj9wMLA0cD4wITNnVm2jgJOBHYHpwHGZ+f2+vFZJkiRJkiRJkgbSojLi4Hzg\nOWBDYH/gyIjYvmq7EHgYeDtwLnBBlWggIlYFLgB+BGwEPAn8srXTiPgYcBiwF7A1sCnwvdpxj62O\n+S7gC8CkiNixT65QkiRJkiRJkqRBYNCPOIiIZYFxwGcz82/A3yLiUmCbiHgWWAMYV40S+G5EbAOM\nBw6nJASuz8wTqn3tCTwaEVtm5tXAfsDxmfmbqn1v4LcRcQglqfJZYLvMvBW4NSK+B0wAftFvAZAk\nSZIkSZIkqR8tCiMOZgD/AvaMiJEREcA7gJspIwRuapUWqlxDKVsEJeFwdashM2cANwGbRcRwYGPg\nj7VtpwFLAOtVXyMp5Y3q+x7X3KVJkiRJkiRJkjS4DPrEQWY+T3nK//OUJMKdwK8z80xgLKVMUd1j\nwCrV63m1LwssWW/PzNmUORRWqbZ9MjNndWy7ZESs8MqvTJIkSZIkSZKkwWfQlyqqrAX8ijLnwNuA\nkyLiCmA08HzHus8Do6rX82ofXfu5u/bhPbRR23+vjBgx6PMzi4RWHI1nc4xps4xn84xps4ZaHIfa\n9fYl/xabZ0ybZTybZ0ybZRwlSdKiZtAnDqo5Cz4LrFKNPri5mvz468AVQOfT/6OA6dXrmczdyT8K\neLpqo4f26ZTYdNdGbf+9sswySy3I6poP49k8Y9os49k8Y6qF4X3TPGPaPGPaLOPZPGMqSZI0NA36\nxAGwIfDXKmnQcjPwVeAhYJ2O9ccAj1SvH6p+7my/mVKSaGb1810AETGCkoh4hDLiYMWIGJ6Zc2rb\nzsjMZxbkAp59dgazZ8+Z/4qapxEjhrPMMksZzwYZ02YZz+YZ02a14jlUeN80x7/F5hnTZhnP5hnT\nZg2192BJkrToWxQSBw8Db4qIkbX5BtYC7qFMZnxoRIyqJRa24KUJj6dVPwMQEaOBDYDDMrMrIq6v\n2lsTKG8OvADcCgwDXqRMwHxd1f5O4PoFvYDZs+cwa5YftptiPJtnTJtlPJtnTLUwvG+aZ0ybZ0yb\nZTybZ0wlSZKGpkUhcXAR8D3g9Ig4EngrcGj1dTXwAHBWRBwBfATYGPhMte0ZwMERcQhwMTAJuDsz\nW4mCk4HJEfFnSoLiZODUzJwJEBHnVO3jKRMmHwTs0beXK0mSJEmSJEnSwBn0MzRl5rPANsBY4E/A\nccDhmXl6VULoI5QSQjcAnwR2yMwHq23vA3YExlfbLgvsUNv3FOAo4IfAZcBUYGLt8AcCNwK/B04C\nvpGZF/bZxUqSJEmSJEmSNMCGdXV1DfQ5LO66nn76Xw7vbcDIkcNZbrlXYzybY0ybZTybZ0ybVcVz\n2ECfRz/x/bdB/i02z5g2y3g2z5g2a4i9B0uSpMXAoB9xIEmSJEmSJEmS+o+JA0mSJEmSJEmS1Gbi\nQJIkSZIkSZIktZk4kCRJkiRJkiRJbSYOJEmSJEmSJElSm4kDSZIkSZIkSZLUZuJAkiRJkiRJkiS1\nmTiQJEmSJEmSJEltJg4kSZIkSZIkSVKbiQNJkiRJkiRJktRm4kCSJEmSJEmSJLWZOJAkSZIkSZIk\nSW0mDiRJkiRJkiRJUpuJA0mSJEmSJEmS1GbiQJIkSZIkSZIktZk4kCRJkiRJkiRJbSYOJEmSJEmS\nJElSm4kDSZIkSZIkSZLUZuJAkiRJkiRJkiS1mTiQJEmSJEmSJEltJg4kSZIkSZIkSVKbiQNJkiRJ\nkiRJktRm4kCSJEmSJEmSJLWZOJAkSZIkSZIkSW0mDiRJkiRJkiRJUpuJA0mSJEmSJEmS1GbiQJIk\nSZIkSZIktZk4kCRJkiRJkv4/e/ceG1l63nf+e86pOqeKLBbJJtnd7Gb3jCTbR5LlkS15JHk81vqS\nRbD7h9ewd7GbXSwSK+sNYBhBLoazm0XshYMsDMGJkyzWsJO1kzXyT5AgjoEYQeysnZVHY9ljydZI\nGumM5sbmtXmvqlOXc98/6tJFssjmpdhkkb8P0JjhOVXFUy+LfKue532fR0REepQ4EBERERERERER\nERGRHiUORERERERERERERESkR4kDERERERERERERERHpUeJARERERERERERERER6lDgQERERERER\nEREREZEeJQ5ERERERERERERERKRHiQMREREREREREREREelR4kBERERERERERERERHqUOBARERER\nERERERERkR4lDkREREREREREREREpEeJAxERERERERERERER6VHiQEREREREREREREREepQ4EBER\nERERERERERGRHiUORERERERERERERESkR4kDERERERERERERERHpUeJARERERERERERERER6lDgQ\nEREREREREREREZEeJQ5ERERERERERERERKRHiQMREREREREREREREenJXfYFnITrujbwS8BfAALg\n1z3P+986554H/inwPcB7wF/3PO93++775zr3fT/wh8BPeJ73bt/5vwb8NDAB/CvgpzzPa3XOOcAv\nAz8KNIC/73neP7jI5yoiIiIiIiIiIiIicplGZcfBPwZ+CPjPgf8e+AnXdX+ic+63gFXg48C/AH7T\ndd0FANd1HwC/Cfwa8N3AFvBvuw/quu6PAT8L/ATwg8CngM/2fd9fBD4GfD/wk8DPua77oxfyDEVE\nREREREREREREroArv+PAdd1p4DPAD3qe98XOsV8EPum67lvA+4BPdnYJ/ILruj/Uuf3P004IvOZ5\n3j/s3O/HgXXXdT/ted7ngL8K/JLnef++c/6vAL/juu7P0E6q/GXgz3ue92Xgy67rfhb4KeDfPKvn\nLyIiIiIiIiIiIiLyLI3CjoOXgT3P817pHvA877Oe5/1PtHcIfKlbWqjjFdpliwA+CXyu735N4EvA\n97iuawIvAn/Qd98vADbw0c6/HO3yRv2P/ckhPS8RERERERERERERkSvnyu84oN2b4D3Xdf9H4G/T\nDuz/M+DvAfO0yxT1ewwsdP7/uPNTQKH/vOd5ieu6253zGbDleV584L4F13VnPM/bHsJzExkZcZKy\ntOFTqYdMjts8uF0iZ41C7lFEREREREREREROYxQSByXg24D/GfhLtJMBv0q7WfEY7WbJ/QLA6fz/\ncefH+r4edN484hx9j38iloKrQ9EdR43n8Jx0TOMk5dWvrrPnP/mVWNrw+fR33lPyoI9eo8OnMR2u\nmzaON+35XiT9Lg6fxnS4NJ7DpzEdLo2jiIiIjJpRSBzEwATwFzzPWwZwXfc52s2KfweYOXB7h3ZS\nAaDF4SC/A+x2znHE+QbtsRl0jr7HP5FyuXiam8tTaDyH72lj+s2lXYIko1i0e8eCJKPSTPiWBxMX\nfXkjR6/R4dOYylnodTN8GtPh05gOl8Zz+DSmIiIiIjfTKCQO1oBWN2nQ4dEuJ7QCfPuB29/t3IfO\n+bsDzv8psE07eXAXeBPAdV2LdiJijfaOg1nXdU3P89K++zY9z9s7zROoVpskSfr0G8qxLMukXC5q\nPIfopGO6tFah2QwHHp8p5S/yEkeKXqPDpzEdru543hR63QyPfheHT2M6XBrP4dOYDtdNm4NFRERk\n9I1C4uALtPsKfIvneW91jn0YeK9z7n91XdfxPK9bQ+VlnjQ8/kLnawBc1x0Dvgv4Wc/zMtd1X+uc\n7zZQfgkIgS8DBhDRbsD8auf89wGvnfYJJElKHOvN9rBoPIfvaWNaKuRJ0+zw8WJOP4sB9BodPo2p\nnIVeN8OnMR0+jelwaTyHT2MqIiIicjNd+cSB53lvuq7728A/d133J2n3OPhbwM/TDvgvdc79XeCH\ngRdp90IA+HXgp13X/Rng3wE/B7zjeV43UfDLwK+4rvs12k2Sfxn4J57ntQBc1/2NzvnP0N7h8DeB\nv3jBT1nkynlwu8Tiem1fj4OpksPCXOkSr0pEREREREREREQuwpVPHHT8D8D/SXsnQQP4x57n/V8A\nruv+MPBrwJ8AbwE/0i1r5Hneouu6Pwr8I+Bngc8DP9J9UM/z/mWnX8KvAjbwr2knJbr+Bu1kwu8B\nFeDveJ73Wxf4PEWupJxl8vIL8yxv+lT8kMmSzcJcSY2RRUREREREREREriEjyw6XH5GhynZ369re\nOwS5nMn09Dgaz+HRmA6XxnP4NKbD1RlP47Kv4xnR/DtE+l0cLE5SljZ8KvWQyXGbB7dPnlTXmA6X\nxnP4NKbDdcPmYBEREbkGRmXHgYiIiIjIlREnKa+8vravjN/ieo2XX5jXjjwRERERERl5+lQjIiIi\nInJKSxv+vqQBwJ4fsLzpX9IViYiIiIiIDI8SByIiIiIip1Sph4OP+4OPi4iIiIiIjBIlDkRERERE\nTmly3B58vDT4uIiIiIiIyChR4kBERERE5JQe3C4xVXL2HZsqOSzMlS7pikRERERERIZHzZFFRERE\nRE4pZ5m8/MI8y5s+FT9ksmSzMFdSY2QREREREbkWlDgQERERETmDnGXy/N3yZV+GiIiIiIjI0GlJ\nlIiIiIiIiIiIiIiI9GjHgYiIiIhcWXGSsrThU6mHTI7bPLitckCjSj9LEREREZHRocSBiFxrClKI\niIyuOEl55fU19vygd2xxvcbLL8zrb/mI0c9SRERERGS0KHEgcowkTVj2V6mGNcr2BAule1imddmX\nJSekIIWIyGhb2vD3/Q0H2PMDljd99RYYMfpZioiIiIiMFiUORI6QpAmvrr1GNaj2jj2qrfDS/ItK\nHowIBSlEREZbpR4OPu4PPi5Xl36WIiIiIiKjRUtuRY6w7K/uSxoAVIMqK/7aJV2RnJaCFCIio21y\n3B58vDT4uFxd+lmKiIiIiIwWJQ5EjlANa6c6LlePghQiIqPtwe0SUyVn37GpksPCXOmSrkjOSj9L\nEREREZHRolJFIkco2xOnOi5Xz4PbJRbXa/vKFSlIISIyOnKWycsvzLO86VPxQyZLNgtzanI/ivSz\nFBEREREZLUociBxhoXSPR7WVfeWKyk6Z+6X5S7wqOQ0FKZ6Ik5SlDZ9KPWRy3ObB7Zs5DiIyenKW\nqb4014R+liIiIiIio0OJA5EjWKbFS/MvsuKvUQ1rlO0J7pfm1Rh5xChI0U4avPL62r6dF4vrNV5+\nYV7JAxEREREREREROUSJA5FjWKbFw/LCZV+GyLksbfj7kgYAe37A8qZ/45MqIiLDlKQJy/5qb8HB\nQumeFhyIiIiIiMhIUuJAROSaq9TDwcf9wcdFROT0kjTh1bXX9pU4fFRb4aX5F5U8EBERERGRkaMa\nFSIi19zkuD34eGnwcRERaUvShMXqEl/ZeoPF6hJJmhx522V/dV/SAKAaVFnx1y76MkVERERERIZO\nOw5EnjGVMZBn7cHtEovrtX3liqZKDgtzpUu8KhGRq+20OwiqYW3g4xx1XERERERE5CpT4kDkGVIZ\nA7kMOcvk5RfmWd70qfghkyWbhbmSGiOLyEi76ET8cTsIBvU/KtsTAx/nqOMiIiIiIiJXmRIHIs/Q\naYMQIsOSs0w1QhaRa+NZJOJPu4NgoXSPR7WVfddUdsrcL80P5XpERERERESeJSUORJ4hlTEQERE5\nv2eRiD/tDgLLtHhp/kVW/LXeLoj7pXntKBQRERERkZGkxIHIM6QyBiIiIuf3LBLxZ9lBYJmWdhCK\niIiIiMi1oMSByDOkMgYiIiLn9ywS8dpBICIiIiIiN5kSByLPkIIQIiIi5/esEvHaQSAiIiIiIjeV\nEgciz5iCECIiIuejRLyIiIiIiMjFUuJAREREREaOEvEiIiIiIiIXx7zsCxARERERERERERERkatD\nOw5ERERE5NpK0oRlf7VX0mihdE8ljURERERERJ5CiQORC6AghYiIyOVL0oRX117b10T5UW2Fl+Zf\n1LwsIiIiIiJyDCUORIZMQQoREZGrYdlf3TcfA1SDKiv+mvojiIiIiIiIHEOJA7nx4iRlacOnUg+Z\nHLd5cLtEzjp7+49RC1LEacJ7lSV2mxXtjhARkWulGtZOdVxERERERETalDiQGy1OUl55fY09P+gd\nW1yv8fIL82dOHoxSkCJJE37/nVdZ290kTTNAuyNEROT6KNsTpzouIiIiIiIibWdfVi1yDSxt+PuS\nBgB7fsDypn/mxxylIMVSbZXdVmXfse7uCBERkVG3ULpH2SnvO1Z2ytwvzV/SFYmIiIiIiIwG7TiQ\nG61SDwcf9wcfP4mF0j0e1Vb2lSu6qkGKUdodISIiclqWafHS/Ius+GtUwxple4L7pXntqhMRERER\nEXkKJQ7kRpsctwcfLw0+fhKjFKQo2xM8Dh8PPC4iInIdWKZ1JXsMiYiIiIiIXGVKHMiN9uB2icX1\nGjvVFtV6SCtKmJ0scvfW2Lked1SCFA8m7rEVb7LW3OwdO+/uiCRN2g2iO0kTNVsWEREREREREREZ\nLUocyI2Ws0w+9e13+O0/XCSIEgq2hWnCF772+FwNkp+1OElZ2vCp1EMmx20e3C6d6Not0+IH3v8S\nX116i91G5dy7I5I04dW11/aVaVKzZREReZaUwBYRERERETk/JQ7kxlvbbmCZBnf6dhl0GyQ/f7d8\n5qD8US7i8V55fW1fk+fF9dqJEx850+K58gJ3C3dY9ld5Y8c7c6Bl2V/dlzSAJ82WR2EHhoiIjLaL\nTmAPew4XERERERG5qpQ4kBvvuAbJ5w3KHzTsxwNY2vD3PR7sT3ycxLACLWq2LCIil+kiE9gXMYeL\niIiIiIhcVfqUIzfecQ2SjwvKn8WwHw+OT3yc+LpqRwdaTuOopspqtiwiIs/CRSawL2IOFxERERER\nuaqUOJAb78HtElMlZ9+xqZLDwlzp2KB8kiYsVpf4ytYbLFaXSNLkqd9rGEH+g45LfJzUsAItC6V7\nlJ39uxzO22xZRESkX5ykvLtW5c/e2uLdtSpxkvbOXWQC+yLmcBERERERkatKpYrkxstZJi+/MM/y\npk/FD5ks2SzMtWsWHxWUL41bZyrtM4wg/0EPbpdYXK/tWwXZTXyc1LACLZZp8dL8i6z4a72mlIOa\nLatxpYiInMXTygUtlO7xqLayb34eVgL7IuZwERERERGRq0qJAxHayYNB/QCOCsobxRrVndPXUB5G\nkH/QtR+V+DipBxP3eHdvaSiBFsu0jh2Di25cKSIi19fT+vqcNIF9Fhcxh4uIiIiIiFxVShyIHOOo\noPzXd78x8PbVsHbsavphBPmPus6TNkLuipOURxs+yVoNK8v4xO2P87j5eOiBloMusnGliIhcb0eV\nC9qtNTHGKvvm3ofmkzllGDvdLmoOFxERERERuYpGKnHguu5vA489z/tM5+vngX8KfA/wHvDXPc/7\n3b7b/zngl4D3A38I/ITnee/2nf9rwE8DE8C/An7K87xW55wD/DLwo0AD+Pue5/2DC36KcgUNCsof\nVcJnPD/+1NX0ZwnyD1u31EO1EVIs2jSbIeUxm5dfuMfD8sUGQC6ycaWIiFxvg8oFpVnCYvwGq1tR\n71j/3DvMnW5XYQ4XERERERF5FkZmiZTruv8d8F8cOPxvgVXg48C/AH7Tdd2Fzu0fAL8J/Brw3cBW\n5/bdx/sx4GeBnwB+EPgU8Nm+x/5F4GPA9wM/Cfyc67o/OuznJaPpqCbAWZYeuZr+Kjmu1MNFu8jG\nlSIicr09uF1iquTsP1isYdn7dyL0z73H7XQTERERERGRwUZix4HrutO0g/p/3HfsB2nvJPhUZ5fA\nL7iu+0PAZ4Cfp50QeM3zvH/Yuf2PA+uu637a87zPAX8V+CXP8/595/xfAX7Hdd2foZ1Q+cvAn/c8\n78vAl13X/SzwU8C/eSZPWq60o2oov7HjDbz9VVtNf1Sph4o/+PgwXWTjShERud4GlQvaM5us+Mah\n23bnXu10ExEREREROb2RSBzQXv3/G8D9vmOfBL7ULS3U8QrtskXd85/rnvA8r+m67peA73Fd9xXg\nReDn+u77BcAGPko7cZCjXd6o/7H/9lCejVwLg5oAP201/WlqLA+jHvNRBpV6AJgsDT5+FnGSsrTh\nU6mHTI7bPLjdrgN9kY0rRWSwNE2pN+qEScBLn/mxb/v6b37pzcu+JpGzOlguaLFaZsVfOXS77tx7\n3p1u/fNZaczCHKtRj/2Bc/NFzt0iIiIiIiLP0pVPHHR2Fnwf8B3Ar/SdmqddpqjfY2DhBOengEL/\nec/zEtd1tzvnM2DL87z4wH0LruvOeJ63fa4nJdfWcavpT1NjeZj1mAd5cLvE4nqNauPJDoOpksPC\nXOncjw1Peij0l0NaXK/x8gvzveSBGiGLXJwkSWg0GzSCBnEaE2cJlm1RLBa4/4n3Dy9DKPKMHBeQ\nf9pOtvPsdOufz9IsYTX1MOyAh3dKmIZxYb0URERERERELtuVThx0GhT/CvCTnucFruv2nx4DggN3\nCQDnBOfH+r4edN484hx9j39iljUyrSSutO44XuXxzGHy6QefZNlfoxpUKTtlFjqr6d+rLOFHNUzz\nSTkFP6qx3nrMcweC6MuVlRPf9kzXmTP5/o/dZ3WrQZhm2KbBvdkxckMa20cbPtVGuO/6q42QtZ0G\n75u/vk0lR+E1Omo0pieTJAl+3acZNomSiMRIydl58qU8ub6p3rQMsji5xCt9tvS6GZ7L/F1M0oQ/\nWvsTKn0B+ZX6Kt97/xNYpnXs3AuD5+b5sdus1td7iYgHE4N3BvTPZ7V0h9BoQAS1ZsR0ydk3N592\n7tbft+HSeA6fxnS4NI4iIiIyaq504gD432n3KfiPA861gFsHjjlAo+/8wSC/A+x2znHE+QbtcRl0\njr7HP7FyuXjau8gxRmE8Z2cOB8ffaUYUiocX+qb5kOnp8TPf9jzmZi+mIXGyVqM44PoTjKFe/1U1\nCq/RUaMxFX/3vAAAIABJREFU3S+OY2qdREEYhaRGRq6cZzI3eNdQEAT4jRZBM6L+qOgCX322V3w5\n9LoZvssY07d3FgnM1r55MaBF1djl/dPP9Y4dnHvjNGFxb5m9VpWpQpmPPPgWcqZFnCb8/juvstuq\nAPA4fMxWvMkPvP8lcgd3APbNZ5UoJBe3z2cYvevpzs1nnbv1Oh0ujefwaUxFREREbqarnjj4b4E7\nrut2u9c5AK7r/tfA/wF8+MDt7wJrnf9f6Xx98PyfAtu0kwd3gTc7j2kBM537m8Cs67qm53lp332b\nnuftnfZJVKtNkiR9+g3lWJZlUi4XL3w8kzRhqbb61FWIp2WGeVrNw82Hzchmd7d+5tuex0WNqZVl\nNAdcv0U21Ou/ap7Va/Qm0Zi2RVGE36jRCgOiNCIxMpyCg2U9+dsU1iMgAiBOYur1Bq0wJo4zMsPE\ntm0sy6JQnrkxWw5u+utmmC7zd3F5a2PgnLi8tcG0MTvwPkma8PmVP963S+Grzjf53vufYKm2ytru\n5r7brzU3+erSWzxXXtj3PqDWMKk3TEzDgtQmTtu/PgZZ75q6c/Np5279fRsujefwaUyHqzueIiIi\nIqPiqicO/jMg3/f1Z2n3H/gZ4Hngf3Fd1/E8r1tG6GXgDzr//4XO1wC4rjsGfBfws57nZa7rvtY5\n322g/BIQAl8GDNrRl08Br3bOfx/w2lmeRJKkxLHebA/LRY7noPrE7+4tDaU+8XzxLu/mlw7VWL5b\nuHPo+ZzmtsMw7DG9NzPGOyv2vh4HUyWH+VtjN+J3Qb/zw3fTxjQMQ2oNnzAKiLKIzDTIO3ksx8LC\nwaI9GcadQE6WZTQaTZrNgChNSVODnO1gmQ5WZxZNU8C4OWMIN+918yxcxpiOW+OkaTbgeOnIa1ms\nLrPbrOw7tt3Y49W33mSjvkstazE5bmMaT8oK7TYq3C3c2fc+IM0ytnMZ0+EHGOcWlWwTww6YKOZJ\n02zf3HzWuVuv0+HSeA6fxlRERETkZrrSiQPP85b6v+7sPMg8z3vXdd1FYAn4567r/l3gh4EXgb/U\nufmvAz/tuu7PAP8O+DngHc/zuomCXwZ+xXXdr9FukvzLwD/xPK/V+V6/0Tn/GdoNk/8m8Bcv7MnK\nlbDsr+77wA9QDaqs+GvnbuZrmRYvzb/Iir/W281wv68G81lvOyxxkrK04VOph0yO2zy4XTpzzwPD\nyHj4voRkc5cstHnfrQWeuz05tB4KV12cpLy7Vh3KWMr1l2UZrVaLeqtBGAfEWUxmGdiOjWnncI6Y\nqoNWi3ozIIxikhQsK08uX9iXbRe5Ds7S3Lga1vZ9nWYZjx77rEer2BTZyhrs1VpMTUOYhjiWw4dz\nY4feB5iGwe05mDNTiskMHx3/XsxijXpcPzQ3X8bcLSIiIiIiclGudOLgOJ7npa7r/lfArwF/ArwF\n/Ijnecud84uu6/4o8I+AnwU+D/xI3/3/peu6zwG/CtjAvwb+Vt+3+Bu0kwm/B1SAv+N53m9d+BOT\nS3Uw0ACQZilv7b1LJaxStidYKJ29dFGWGST1MnG9QDJuk40bR97WMq0TJSuSNGkHOjpBirNcX5yk\nvPL62r4dAovrNV5+Yf7UAe99uzYsoAiraZ3njRdP9TijKk5SPvdnq+xUW71jZx1LuZ6yLKPZbFJv\n1QmTkDiNMfImtuNgOXmsI0L/SZxQb9RpBTFxmoFhkbcdcrY9upO5yAmcJSBftvf38KnUQ1phzIQ5\nRolbVNMNNsNH1CpQsC2cnMOSv0LZOdyjyDQMShMpH5ntlkWaPvZaz7vQYBQN472IiIiIiIhcLSMV\na/A878cPfP0O8APH3P4/AB885vxnaZc/GnSuCfx455/cEAcDDWmWsuyvMmmXacZNAB7VVk5Uuujg\nh+i7xbv84Vc3hhKc7/8eB0srnfT6+j167O+7LoA9P2B50+f5u4eDKMe5yF0bo+Dd1crQxlKuhzRN\naTQbNIImURISZzFW3iJfcMhhk+NwM1WALE1pNFvt8kNJQopFLm9j5fNH3ENktB238+20AfmDuxSC\nMMFhnBK3MA2LCXOWWrqNY8CdsQkm7AlqoY9jOQMfr//9gYLk+w3rvYiIiIiIiFwtI5U4EBm2gx/+\n58fu8Mh5Emiohj4ZMNEXMDhJEHzQh+g/bb1FWltoN1jsOE1AeVBAZaU+nCB9pR4MPu4fbvL4NIN2\nbRx3/LrZrQ1vLGU0JUlCo1mn3moQpzFxlpBzcuQL9rGJAoAwCPAbrcPlhzRbyzV33M43w8hOHag/\nuEvhFiZr3SbHQESAY4xxZ2yMSedJsqCYK1DKT7C0u9VONtgWD6Zne2WRFCQ/7KYvGBARERERua4U\nipAba+CHf2eF7577KK9vv8Fmc5uC5VAan9/XPBGeHgQf9CF6u1Ehzxhl5vYdP0lAeVBA5d3VKnFp\nnfVaA8e29jV5PG2QfnJ88ArLydLp1zUf3LXxtOPXzfTE8MZSRkMcx9QbPs0oIE4jkizBcvLkx/Ic\nXXiorVt+KAhiojQjM0xsu6DyQ3LjLG0M3vm2uFFhNfXOFKjv36UQT6e8Unkyj9oUKdg5yuP7/zZP\n5CfYWpog9U3SrEHaGCOJ58nutedXBckPu+kLBkSeJkkS/HqNKA156TP/zYe//ptfeuOyr0lERETk\nJBSXkBtr0If/vdYev7v0n7AMCwNoJQHV5iYLpXuYxpNyQt0g+FHlCgZ9WHZsi2a9AQfaGpwkoHww\noJKmGa+/s01+okWrEJBlGevVHaYncxRy7QaPpyml8PBOiXdW9pfYmSo5LMyVnnptB52lieXTjFJZ\niPfdm+R1b2Nfj4OpksP8TJHF6tJIPAc5XhRF+I0aQRwSJTGpkZBzbHLFHHmcYxMF7f4GLRqNFlGa\nkqYGOdtR+SG58Sr1wUn0d3eWCYrnD9TnLJOXX5hnedOn4oeUxqdZjjP86Ml8XXbKJI0JqvVdysZc\nb76u1uPe7sDTBMmPKr3UndPqSZ2F7DaT2TSH3hyMkJu+YEDkoCRJqDd8GmGLKIlIjZSck6dQtLnz\nwgM1vBIREZGRocSB3FiDPuRXQ58wCbk91m6AWLYnqIRVaqHPZKdhYjcIfly5gkEflifHbcaDSXgS\nTx4YnB8UaDgYUKl2mjwWgklsZ5ctHhGHEZGfZ3JsjMXaEkv+CrXQP3Rtg4LVBwMqkyWbhbnSmXov\nnKWJ5XFGrSxEzjL59Hfe4721am8s52eK/PHGF0fmOch+YRhSa/iEcUiUhmSmQd7JYxUtbJ7+8+uW\nH4rihDjJnpQfegbXLjIqJscHp84M+3BCIc0y3lx/zM5G4VAvhOPkLHNfacDn008cmqu+8s7uwPt2\ndweeNEh+VOml7/nI7d58YJoGj8PHOGmBT9757pGdDy5iwYDIKEnTlHqjTr1VJ85ikiwhV2gvKLAZ\nvBNVREREZBQocSA31qAP/0ESUOhrjGgaBg9K9ynlx5gbm90XBF+sLh1ZrmDQh+ipwiSf+M7vYG27\neWRw/qhAw8Lt8X3fpxUlABTsPIVOg0fLiCiZYzwozbHir2NAL9nRf21HrdA8GFA5j9M2sTzOKJaF\nODiWx71WrupzuKmyLKPVatFoNQiTkCiNyCwD27ExbQuH4lMf46jyQ1YeLGULRAZ6cLvE4nrt0M63\nh3NzfH1nu3cszTIePfaZiKfwjfbf1W4vhNMmuy3T4n5pnszPqIRVMj+jNDZ4p113d+BJg+SHdgpm\nCYvVJbbe/BqBWaVslzA7icfKiM8Hw14wIHLVdRMFjaBJnEbEWXziEoUiIiIio0SJA7mxDn74T7OU\nnJmjGbfIaCcWTMPANAw+MPW+Qx/ojytX8NBcOPJD9PN3j/44cVSN5we3S0yVnN65Qt7q1WbeztoN\nHh3gVnEM0zAIkgBjQNmDUaw3fB1qJ1+H53BdtUsHNam36kRpRJREGHkT23EwjRzOCabJLE1pNFs0\nmwFRkpBkJvkrWH6oGTfZaW5d9mWIDHTUzjfDyFipP0kgV+ohWehQMm/17rvnB71SQqcxaEdbKT9B\nefw+1XrcO9a/O/CkQfL+nYJplrCaegTU2a7VMfIB1bDKw/L93m1GfT4Y5oIBkasmy7JeoiBKQqI0\nJufkyBdtcrT/iYiIiFxHShzIjdX/4X83qLBYfcSkXWa1vka1UaMSVnlQus9UYfLQSsIkTahHDR43\nNnEsp71ysNMDobuT4Swfoo+q8ew3o/21mT+Q4701n1ojxM7aK6CdvEmWa/G4USVKIsbt8UOPM4r1\nhq9D7eTr8ByuizRNaTQb7VWCSUSURZg5i7xjYxknWyeYZRlhEFBvBoRRQpym5HIOuVyBfI5LX2mY\nZRmVaI+t1jZbwSZbrS22gy3qcb1zC039cjUdtfOtO1fvBRUa1U1sEmrZNhPMYBqdVfv+4PnzOIN2\ntPlRjQ+/H4zW7JG7A08yv/eXXqpl2wS0f//G7QKNLKAVB1RDn7GxAqD5QOQqybKMRrNBvdXovVew\n7Bz5ghIFIiIicrMoeiA3zqBGuxkZy4YFRnsnQi30CZKQO2NzfPzOR/etJOyuUNxrVWglAZWgyl5Q\nYcKYJZ+OExbGicfTM/UHOKrG82TJPhRQee5OmeVNn93aOO+Edd713+LdnYCcZTJRKBAmIWmWYRrt\nnQfDqDd8GU2KT1M7+ahGlJdN9Z8vz5NyAg3iNH6ySrBgY52ioEAcxfj1OmGUEiUJppknZ9vk7Mud\nSKM0YifYZivYYqu1xVawxXZrmziLLvGqRIarW1JosbZMYNao0aCWbVHLtrhnupiG1SsldBpHrfKv\nx3U+cvfhua65v/RSSBOAgp3jbnmSlXqLIA4IkvYuwknNByKXqlum0G/6REm79JCZN8kXnFO9VxAR\nERG5bpQ4kBvlqEa7E/aTmsamYfZ6A4zli4cC490Vit3+B5WgyvJ2BTN1uGM8x1f9XZYfN85Ub/mo\nGs8HGyjDk5WZC3Ml3v7iJGEjDxhkUQ7SCWbulLgzNsdYvjiUesOX1aT4pGUhjuoPcZafw7Cp/vOz\nkyQJ9YZPM2wRpRFJlrTrDhfzp1olmCYJjWaDZjMmzlLSzCBvFzDzBs4lxQ8acYOt1ua+JEEl3CMj\nu5wLEnmGunPv5LhNxQ9phTEBdXx2eFha6M2Tp0kgX+RusP7SS29t13mc+JTH7d57h1pY4375Lh+7\n92HK2TRZeri8oIhcnGazid+sE6UhURJh5k+3+1BERETkJlDiQK6d44IGRzXatc3BHxAGBQ/6Vyia\nhgFxgXySkjOcXsmEs9Zbzlkmn/r2O3zpzU0e7zS5c6vIx75t7tjA99KGz26zhmO0SxNlGVTqEem6\nz/jt23zsA+5QAufdsUuzjEo9JAgTdu2AhfEV3jd1vpWZT3OSshBH9Yc4y89hmPa/Hst88Pa9S09k\nXCdJkuDXazSjgDiNSEjJOXlyxRx5nBN/9G/3OmjRaLaIk5QkBSvvkMsXnnn4IM1SKmGlV2aovYtg\ni0bSONPjGRjk4jKJP0FQHQfeHu4FizwD3bnXNAwe3ilRrYe0woT7kzlefn87QRwnKZ/78jJLtVVC\nmtgUebB2j09/dGHg392L3g3WTfA/uP1hXl2r976PaRg8KC/w6QefZPZWmd3dOnGaDuV7ishgQRDg\nN3zCJCRMwl4/IyUKRERERI524sSB67qfPultPc/73NkuR+R8nrbqfFBZgjTLqIU+tahOkia9fgVH\nBQ8OJhOCMAHAMcb2HT9tveUkTVisrvAFb5GolWfCmGFjt8kXvvaYl1+YxzCygWWCKvUQm3afg3bS\nICROUuIkZTWN+VxtlYd3S/jN+KmrL49LulTDGmmW8eixTyt80jTyC61HPPj44KDMs3RUf4iz1L0e\nlqNej5/69jusbTeuXEmlURDHcXtHQRQQJRGpcbZEAUAURfj1BmGUkKQZppkjly+Qs55dVj1KQ7Za\n22wHW72dBDvBNnEWP/3OA+TIY8dTJPUJ6jvjxPUJsmYJsv7XlxIHMnr6517TMJgqOQB86+yd3t/P\n9x5XeKP6eq+fQJZlbFTeIXn7W/m2u3cPldc7uBtsPNeex9/Y8YZajk+7zkSevTAMqTV8wjggSiMy\ny8ApOJhGjoLWzomIiIicyGneNf0nIAP691If/Lp7TJ+E5FI8bdX5waB/mmUs+StM2WUm7AlqYY1G\n3OQTdz7Gw/LCwA/1B1coOraFwzglbu273WnqLXfLAC1ub/K42V5V3K3dvOcHLG5UWE29gWWCJsdt\nJowZatkWlahKnLRXLRbNccbSaV5/Z5tHG7VekOWo8j3HJV0MI6MeNXhvd41akGIzhtHpnRC18pe+\nqh+O7w9xWQa9HndqLX771UUs68mfzqtSUukqCsOQrZ0mG9sVWmFAambtUgJFCxvnVI+VJgn1RoNW\nKyZMEjAtbLuAlb/4SSvLMupxvZcc2A622GptUokqZ37MolnCjqdI6xP4O2M0d8fJwiKHp2WR0Tdo\nd0DJLpGkCV/ZeoOyPcHbuzv7kga1bIuYiG/spoS53YHl9bo72k5Sji9JEx5Vl3mnugjA+8oPea78\n4EQJgJPsnBORs4uiiFqjRhCFRGkIlkneyWPaORwlCkRERETO5DTvot534GsD+CrwXwKLQ7sikXN4\n2qrzg4GHaljDACbsEqZh9HobWKZ1KBDQ3xj4/nh75WI9qvPhW+O8G0O1/mSF8FF9CY7SLQPU3b0A\n9Go3l5nj3Z1lguLhEksr/hoPbt9jcb0GNZcoWCWMqhTNcd7vLOA3knYd6PDJczmqfM9RSZdu0mKv\nVaEetqhnTQKjwUQ2S8EoUeLWpa7q7zpNf4hnZdDrsdop83Tn1pMdKlehpNJV0C4X1KTeqncaGUdY\njsXs3CRmsR3kP+3jBa0WjWZIGMf7yg9dZJ+CJEvYC/c6ZYY22e6UG2olrTM9nmmYlK1pnKS9k8Df\nHmdvs0AzPt2TmBjLMX+7wBffO9NliFyqQbsDlvwV3tjxerdZDXbJsgzDMAhoENNpEm6159buvDko\ngH9UKcPu7ZM04fOrf8RXt79BELfnmTd33+LDMx/k5XufvPTdA/3vUYa5W+IkTtNXQmRY4jimVq8S\nxO0eBakJdsHGzFs4nZ24IiIiInI+J04ceJ53KDngum4GLA86J3IZnrbq3DItPnH743xp6R0263vk\ngfFcwkZjmyg0yKUFCk6e3VKVe+NPPgiXxixWkm/gR09KHZWdcm8l4oOPpixv+lT8kMmSzcLcyT80\nx0nKN9c3WK82COOULIPOYn6CrAEGGPbgwHw1rPGw/KQBY2nJYXWrTnnMxjQNWlH7fo69P3hQ8dvl\njB5t+CRrNawsY7c2OKjZTVqYhsH98XssBdvERIybU9wxPoBpWKda1X9RAYb+RpRn+TlchEGvx1aY\nULAPB3OuQvLlWUvTlEazQSNoEicRURZh5trNCU2jvUIwZ5mY5sl/hkmc4NfrhFFCGCeYZp68bZOz\n7QtZbxgkAdtBp9RQJ1GwE+yQZMnT7zyAYzpM27M48RRpYwJ/e4yt9Txr0el2EeRzBndnCtyddZif\nKzA/W6A0lsO0DL74z850aSKXrn/V/mJ1iVro7ztfLJhUGg2ICyS0k/k5y2R67EmidlDJwpMcX/ZX\nWaqt9pIGAK04YKW2emQy4lk5yW6Jo+533mTD00pEigxLr6dR2CJMIjKrfweiNruLiIiIXATt25Rr\n5bhV53GS8t56lT/82mOSJKU0Ns1i+jY1cwMDiJOMnJFnwp+l0GqxvbRKtRGSZglr6VtUzRWmxsfI\nZ0UKdo40q/SCBd0GiN2g+Fff3aE0ZmGO1ajHPmV7gvmxO6w1Hu/7gJ5lBq+8vsZKNWIvC8gyaAQx\nY04Ow2j3TZgqOTycm+PrO9uHnm+39FL3+y/MlfZ9gLfzJmkKzSABAsrjNqZhUBrL8crra1QbIcWi\nTbMZEkYpptlp+NynP2kxVXKo1su0wpgc7WbQp1nVf9EBhu44XBWDXo+zk0XMATHgyyyp9KwkSdJJ\nFDQ6Owpick6OfMHG4mzNCbMso9Fo0mwGxGlKkpnkbQczl8cZ4gyXZRl+7B/aRVCNqk+/8xHK+TIz\nziyFZIqkXsbfGWNjw+Bd//RJh5kpm/lZh/nZAvNzBWYm28lDketqUKB/0pnAms2Rhjl2mhF+GlIu\nFpl0npQpPFiy8KTHq2GNIGn/Lc+yjCAJSbKEndYeu0GFh5wscdAfrJ8uTjIx+a0nut9xnrZb4qjr\nOEuy4aCnlYgUOas0Tak3fBpBkzAJSY2s3dNoLIejRIGIiIjIM6HEgVwrR606B3jl9TXeW6uyvtvu\nIUCzgjVtEIcmiRGRM03iLKIZRby3kbGW22Z+psg6b7KTrlAJauyFFQqmw4QxS8UPeThR5WHnc3F/\nUDzNElZTD8MOeHin/f1/r/UH3HKmqTVigjBhZuwtPlR+gT0/6PUoCIw6Y06OUjHPpFPmE3e/jedu\nT2IYGSv1/YGBQc2b+5//TjUgilIqTkilHlCpw54f8h3vnyHL2h/s+wOLptFurtxfHv1g0sI0DB7e\nKVGth9zJzfEtt2ZPtaq/P8CQZhnVesj6TgM7b/KJD925dqsTB70e794a4wtfe3ylSipdlN7qwCgg\nTiOSLMFy8uSLeXLY5DhbsqS/qXGcZFhWvt3UmOFMakmWsBvsshVsdhIFW2y3tgjS4Ol3HsAyLG45\nM8w4M5S41S43tDPGxmbCN3YD0rR7y/S4h+kZK1jcnXW4N1fg7myBuzMFHPt6/e6IPM2gQL9pmHzq\n7sewTIu9oMLbe4vUGhEbuy0c2+LB9OyhebNrUA+F/nm2bE/gWA5ZllENa8SdXUV+5LNYfcRHZj74\n1ID7wWD9sr/CVrzJd01/lPP0JjntLor29z59smGQp5WIFDmpdqKg3t6FmEbEWdx7z2BzulKFV02S\nJmw0t3jceHzZlyIiIiJyKkocyLWTs0we3B7HGKtQDTdYqU8Q+SX2/IBW9GQlbzOtY0cZdjJNK22Q\n5hLi0MBqTRLUIgwi6sY2uek6SWyRphmpAS0CkrhGKxrj0dY2ptluytiqFVmsLhHSJMxatDIfIzSo\n1kPIB+y2Kmzvxhhxu6Hrnr/B2vI3uOPcxTQt7pkuPjsEWYP3lef4gQ9+aF8Qor+2c9me4H5pfmCQ\norvqPsuq5PMmz92ZoNpo19V3bIvn50vUGvGh+5mmwcM7E9wqO+zWmgS5XQrjTWCcCbvUKwlhGgYP\nZ+Z4af5Dpy5p0A0wpFnGo8c+rbB9HV95e5swSo/deXCZ9ZvPY9AuiKtWUmlY4jim3vBphk3CJCYz\nO6sDiznyOGfYT9CWJgm1Wg2/HhKlCZnR19T4nL0KWkmrt3ugmyTYDXZITxjEP6hoFZlxZpktzDJp\n3SJtlKntOqwvh3xjq0Uz6D5u40SPZ5lw+9aTckPzcwXK47lec3KRm+qoQP/D8gKWaXEvucfW0gQ1\nf400a5A2xkjiebJ7g393DvZQODjPLpTu8WDiHuuNx72kQc60mLAnMDBPFHAfFKzfbVVY9te4P3bv\nzGNx2l0UcLZkwyBPKxEpcpQsy3qJgigJn+xCLNrnWlxw2ZI0YbO5xVr9Mav+Omv1xzxubJ65hKGI\niIjIZTpx4sB13YdHnLrnuu6+KKTneY/OdVUi5zBo+321YuJkz1HIPwk0W2mBKKnQClKS1IYAwjiF\nRo4x08AwDJppnXwYE4V5UkzCLME0DJK0RZAEfGXVAKcBZHxzc400LWIYBvV0jxY+ZlyktV1nomTQ\nimOSqMWY4fSuIcjq7DVaWGM1QprYFJkxFviWW3cOBcX7azufRDdIb5oGU6Un37NaD2hZu2ymaxQY\nw8merL68VXZ4cHucpeSN9vj5sAKU7BIfnvkg9ah+bNLiaboBhmo97CUNoN2D4bjSBsMqqXBVXLWS\nSmcVRRF+o0YQh4RxSGbRrjc81u5PcB5Bq0W9EZCkKcVagWYIRr5w5jBClmVUo2pv90A3UeDHpwuS\n9Zuyp5h15pgpzDBjz0KzzN6OyfpSgLfVYqcSAc3Ov5OZLOX2JQnmph1ylpIEcv2dNjncDfQ/qq7w\n9sYmWewwX7hPlrV/X7o73LIsA9p/A46bZ9qlButU6gUmx8vcmy5h9fVXyTKDe+aHmDP2SKxHFB2L\naWeKSaeMaRgnCrgfGawPqudKHDxtt8QgZ0k2DHJciUiRflmW0Wq18Js+UaevkZW3yBeckU0UtJME\n26zVH7NWX2fVf8zjxoaSBCIiInJtnCay8x6QHThmAP/fga8zUOFJuTyDVvQlVhOfHcrjs+x1gtb5\naIoorpDLNchh0QxijLhA2pjAmbAoOjmqSYG9+iaR0SROTTDBNCwcymBkZHl6OwqCrE4G2FmRFj5+\nUsNMAiLDoV4zSLKMsjG+rxrBpFNiJ3oLsieNiWNnj/mZ58/dRLgbpE+zhFq2TUiTPA5p1CRvxoR5\nn1q0STPc5Xb2LUyViizMlVj2Vw6Nnx/6WIbJR2Y/dPofSJ9ugGF958lq64KdozzWvtajShsMq6SC\nnE8YhtQaPmEcEiYBWCZ5J49VtHAonuuxkzih3qjTCmKiJO01NbbyBs5YkTBpkiYHp6DB4jRmN9zp\n7SDYam2xHWwRpmcrnZEzcsw4M8wW5ph1ZpkpzGLHk2ztJKyttfjmVotXdgLieOdUj2vnzXbJodkC\ndzvJgrGCpk+5ec6aHM4yg8V3LXx/GoCvbu+y/LjByy/Ms+s3WU09Auq929eyLd5XK/cSB915dqcW\n8O5qdV+fn/7+O/2lCLP0FlZWw0xzTJZLvdufJOB+ZLDeOV8i+Wm7JQY5S7JhkKNKRF6HXXRyfq1W\ni1rDJ0pDoiTCzFvtBQbG2foaXaY0S9lsbHWSBI9Zra/zuL5JnB3exXucxkZj/IIuUURERGToTpM4\n+IELuwqRIRrYMHHcxm9FmIHBw9slqo2QnGUyXf44m63HhDSoxFBpFMgVc0xPFLhzq8ijjYRd6+uQ\nb0HfqZ3BAAAgAElEQVSSkmWQhhZhq0huvEFGRjNIMM0Ax7YI44QgbhCnGaQmmBk50wQyjNSiFeaI\nzYicZTLRCSDcvm1iGmO0woSCbVEeN1itr7H4rnWuJsIPbpd4d22PN6pv9AInWa5FPYx56Nzn4Z0S\ntWZERsL9csp33W8/9nnKF3SDMLt+k8DapVhKmC6UeytHuwEGO2/ylbe3cWyLUtGixiZh2uSuNU+S\nTh8KdgyrpIKcThAE+A2fMAmJ0qiXKDBtiwJj53rsLMtoNls0Gi2iNCXNTHJ5GyufxzlFLKEZN9nu\nKzO0FWyyF+ydudTQWG6snRxwZnuJgjFjgs3diLXNFm9vtXhlq4nf8E/1uIYBs1N2byfB/GyBW5N5\nlRwS4ezJ4eMa8wbW7r6kAUBAnSC3B9zZlwzYqwWs7zYo2Dke3mknA7qP8+D2OK8tfpNvVtewKTLO\nNDW2aIV1qvWQqZJz4oD7/Ngd/iz7KtvNHRzLYapQZrowyUJpnuxsf7J6TrorsX9RwvyYy8KtGvX4\nfLsJr8suOjm/MAyp1WsEcdAOqOdM7BFMFKRZylZnJ8Gqv95OEjQ2idPTJQkAHNNhzplhxpllzp7j\n/8mC+xdwySIiIiIX4jSJA9/zvC9e2JWIDMnghokGn/q2hxitqX0r4pY2fL78VnsV8+x0xqPIpxmG\npIVdtrNN6oUKTjJBltiYWUgUmqRBniRNsE0DvxmzltUpT2YEWcL9W7NUmg0aVQsYo2iOYWGRkJC1\nxoibRQzTwUiKJOYs+Qc+kyW7t2IR2vX/X3triZ2VSQp5i/K4jWka7NQa/MmjNxmfSE9UxiFnmTz/\nflh7lNEKHQq2RYOQ1doe1XrAVGGS0lgeKw91cwPD+MCR43fc8a5uEGan1uit8uwGYfpXjuasdiPk\nMEqf3DZr33YzDXl1be/QKtNhlVSQo3VLCNRbjU6t4YjMMnAKDqZx/tJDAGEQ4DdaRPH+psYnCSVk\nWcZeuNdJEGz2yg3V4/rT7zyAgcGUPc1sYbaTKGjvKChaRXYqEWtbLd57p8UfbtbY2tsmO9lmh55S\n0WK+07z43lyBO7cc8nmtwBUZpBrWSDtNh4MkwLEcyvbEU5PDxzXmLZYTCnZuX1m8gp2jON4uIdKf\ndOj2P2qFcS8ZALBba7KUvMGbO+tUs/Zta2xx1/hWGsYeZQO+Y/b+iQLuSZrwR4+/hIlBwXIIkpA0\nS/m+5z9JsxYRp+fMHJxAf7Kka6rk8PILrnYIyJlEUUStUSOIgn3vGyxndBIF7STBDmv19V6i4HFj\ns71g4pQc02HWmWHWnmHGnmG2cIdbY7O99/mmZWBav6M6RiIiIjIyThMJes113W3g/wX+A/AfPc9b\nupjLEjm7oxsm3sea2v/Bvr82r2kaLMwVWc0e4ZTajYTDaJ1Ws04+msYxCyRJQmqkWIaNlZi0sgb1\nVoxh5MjyNtUUpqfH8KMarVaeUjaNb2zTSgIyTMqTefJY5EMLw96kXN5f3qXbNDjcLhB0Ptjv+gHl\nUo513mR5JeF98+16yicp41CP/V4AJE5TvJUt/KROjoDtYAerZnJ/egYjsXh17TVemn/xzOULukGY\nWrbdW+XZDcKYxv6Vo92dB3/y6E12t2Om7bF2gsQwBq4yHVZJBXliX63hNCJKIoy8ie0ML1GQJgn1\nRoNWKyJMUjBP1tQ4SiN2gp12giDYZjfaZuOMH+IB8ma+vYOg07R4ppMoyJk5Gq2E9a0WS49a/PHW\nLutb6wTR6QJ4OcvgzoyzbzfBxPj5x0/kpijlxlnyVwjiJwHtSlh9anm84xrzGoUyD++UOj11ujv6\nbKYL7ZXx3aRDmmVEcYLfbO8GbAYJU53y/EFul2pQxbGfzLMB9U7SYI7vmJvlYflkK+27uypMw2Sy\nU5rINA1Wq2tMG7MneozzOm6HhnYMyEnEcUytXiWI26WHUhPsgo2ZH877houWZinbzZ195YbW6xtn\nSxJYNnPOLLP2LDP2Labzs0wXZsjnRyNhIiIiInISp3mH9319/34JmHBd903gd4HfAX7f87yzLf0U\nGaLT1Po9WJu3aW3hpO1AxKPHPllqkRoxYdYkiYrkLAMDkxl7ilI2zSbvkuBjRSU+YH+MVlJlLgdJ\nOWU1qlKPd4iykCQyybKUllGhkVtnPD9NwRxno+5jZS1mCzOYhkGlHpKFDmVrhqWgQZykbIYtnLBG\nNlGDRp5Hj/12MKQTYL83fu/IXgj9K/LXKjskSYaJSUpGSkqWprSCmHK5tC9gf9payfAkCBMeaATb\nCtsLqw6uHM1ZJoXxBKdm0QoTMtrXP6jJ5El/pqdtrnmTtEsDNam36u2mhOnwaw33yg81W8RJSpIa\n5GwHK188svxQI26w1drs9SLYCraohHtkh1rqnEwpV+qUGeomCuYo58sYhkGSZGzuBqystfiTrS3W\ntwL2aqcPFtyazDM/295NMD9bYHbaxjJVckjkOMf17cnIOPgbZABHbfXplcWrtYiTDNNoB+HhSWNe\nwxjnUW0F0xiccJ4ct3vJ+mYQEScprTDByQXcuVXk1kSBwngT/PZtK37Y270QZA2mJk7XAPio3RN7\nrSrTxWeTODhuh8Z1EacJ71WW2G1W9D5gCJIkYa+yx/r2Ds0gIDXT9vuGooV9xVvapVnKdmuXNX99\nKEmC24W53k6C6dwtJuwpbLuwb9ewiIiIyHVz4sSB53mfBz4P/ILrugbwncCnaScS/m9g2nXdLwC/\n43ne37uIixU5qW6t324g+Y0d78gPkP21eb+ytcF21WDXD2iFMRO5CZppnThNyIJ2cMJxDGynxVr4\nZ8QJ5LBI83U2eJu72beyU1/iVnkKa9bk0d46zUaKYVgkeR8/i0mTkNRKcbIxik6ecmGMO2NzjOWL\n2K2EgmGz5DdoRQmtIG7/16lSKmXYOXNfKYXdVpV33jaO7IXQv1K/HrUAgzEmCWkR0sAkh2OMYxpm\nr0xE//idxuS4TZpmhI0cPu2Vm07eotBZqXmwrFCcpLyzGPC4/qRRcsUPeXinNLAEUfeaugGjr2zs\n7gs+nbW55nWVZRmNZqNdeigOiYmx8hb5goPF8EoIhEFAvdkijBKSNMMwc+TzBXLW/gkmzVIqYYWt\nYLPXrHirtUUjaRz52McxMZl2pvuSBHPMFmYoWO1dPFmWUfVjVldafGlri7XNFhs7IUl6uoREwTHb\nOwk6uwnuzjgUnJv3ehI5j0ElcvrnqnrcYKF0j1roEyQhjmUzYZeox4f/Phx8LNNs5xfuz5WI4vbO\ngqWN/5+9N4uxbMvPvH5rrT2dMeYx8+a9twaH7SoXdrWr7CqXkC0m82CQGETz0A888YIaeAKEZITF\nEy/wgBqJBxBCiEFItETbVtvthrar7bLLbttV19eOGvLenGIezrDnvQYe9jknIjIjIzMiI/NO+ydl\npfJUxIkTcTPP3uv//b/vi3lrtXul4PzWapc/2z4kLzVCCOY6AQ7BfDdgfbHN139qjSeJ5Un8BCnE\nBffCl5Y2+bm7qzxJnry0UP28aL356M1t+l/l0Pg0YKzh/73/h+yeHmIn7/Wf5fuAm2CtJUkTkjyp\nOwqUY2l1DhFJAj/8qF/ec3HO1SJBssfORCjYS/YpbyASBCpgvXUmEiz6S3RkD88L8Bo3QUNDQ0ND\nQ8NnjBt5Sre3tx3w58Cfb21t/Q/ALwF/G/h3gG8BjXDQ8JHzokHyZdvp04N9MdmSl1KwEqwxTAKq\nUqB6Q4rS8th9CGGCFQpbzeM8w7EdM2QfvyhpjTzmwzkWwkWG+WNkYJGVoBQVlpJEW6S3wxwrULZ4\nu/8WX17+KTrViH/y4AlFZei3fdK8qiciJqASRxzlCaEXYI8d1jn0IGf3kb3QhXA+dkBJxS+sfZU/\nP/w+Hf+IERkWg8MCAouhIMG6+s+v0hmwsdTmd4c5o3FE1fbJZY6xjm7LvzRW6NFBDFmPkM6FaCNT\nBs+NILpq+PQkuVm55qcF5xxJmpAW2TNCgUeAx+0Mhow2JGlCUWgq63BCnsUPTT6msiXHxfHMQXCc\nH3FcHNdDiBsQqmASL3TmIlgMFi8MgorSsneQs3t4wu5Rzu5RQZZfL0ZYSlhdCGsnwUrExnLIfK8p\nMG5oeFUui8g5GeX8yV/v0458MikBMYvwmXLZNenp55JCTJwD45nz5+F+PLs2PO/931OSdzf7xFlJ\nUdbxhP12fR3tRP4z4rsUYlaE/NW1d/nj/T+7llB9WeTeXNjn3vxdxsP86h/gNbjK2XE+nnHK1KHx\naeDReIfTfHjhsc/SfcBNmAoFaZGhbYV2GhX6+O06WtNTEs/zgJtFBb4OnHOc5INaJEj22I332U33\nKc31nTOB9FnvrLESLrHoL7LoLdFVPRASzw9Rsun+aGhoaGhoaPhscyPhYGtr6+eBXwX+FeBrgAb+\nAPh16v6DhoaPnGme8HmmB8g73Y1LRYVfWPsqD8MnnAbnBhxVRDe/S+UPqFSMDnOMihHKIIXD+seM\nrMTKHE2OzAVeqdhLD2i7eQQCiwbfYE0BwmCFYcwRPzzOWOst0PZb9PwuQxWTqVMcIWXlkFKgPIHq\njjEyo7KaXAsqkZE82ECcVASeQwgYJCX3VrtIKWaxA9MyxlExYmNugZ14n8wkBLQxVCgpiAKPURlz\nt3vnlToDHh/GeJ4g8Dz84guEcwlhpFnz7vC1jS88I9bsnRggYlNuEXNC4VJC0eZt753nDl6uymce\ne5fHQLyoXPOTirWWNEtJi4xSFxgM0lcEtywUOOfI0pw0z6mMxc7ih3x850h0wm784ays+Cg/ZFgN\nX/zEz6Hn9WY9BMvRCqvtZTYX14jjHGvc5Ht3HA9Ldg/jmUhwPLj+wKDf9c65CUJWF8NPVUGoriqM\ntThtwQmUkPieYng/Gb34sxsabo+nI3KsdTw8iDkcZKwttrFOcRo4VleYxX48r8fmsridUVJSVIa1\nxfbssZfJ7l/shbMeoPNMN/CfF5N31f3F8wbUlz3X2/N38G5xE/554vo3vrzKXrbHqBxz790ub2UL\nxIlhrhtwd6X7qXnfe971/tN6H3ATLiwZmJLKarzQw28Ft3rvcFs45zgtBjMXQR03tE9xA5HAlz4b\nnTXWWiss+QvMe4t0ZQ/rQCkf3/94fe8NDQ0NDQ0NDR8HXlo42Nra+jvUYsG/BCwD71GLBL8B/P72\n9nZxxac3NLxxLjsoWuf4wd4+29Up++ZwlqkP9aF/Lz2oC4I7T/hO/pAq90nyFkMqRJBTeqdoWyKk\nwakS5Yu6B0EKrCywto5rcViMM2hxQsQCmoqsGgESpAXhsNZRiIKsqNiJ98iqjLmwT3ctZ+wM4eFd\n5ghJxCGVXyKKeYTIUYEl8CJE1sc5QVHV0Qx5qRmldYTRdOhxfrjhScW9xWWejCwBEQvRGt12gPQd\nm611vrnxNZwTfLA7unRT8Sq0sfzRX+1zcHrWb+DFcyy3u7TM3Ew0mIo11jme5Mecmop18UXm5Ap9\nuQLAQq/1vC9zZT7z/OrlbolXcVF8nDgvFFw47EcBPuEtBQ/VlEVBnOaUlcbY+kAtPJ+RHtQOgtG0\nj+CQ3NxsU1YiWQyXWI6WWApXJmLBEpGKLn6cEsSp5ocPYnYOMnYPC/aOcyp9vcgh3xNnvQQTN0Gn\n9fEvcrwKozXaGKy2CAdSKJSQSCFRQtLxugStAM/zkVJircU5jYmj44/6tTd8tng6IqeO/NHMT65V\nUigWys+zIi3dnqXjdTBpj+/fP33mWnRZ3E4+uQ4+zYuy+99a7fLB7oBH4x1KMgJavNXbvLCBf1l0\n300H1E9H7n3v+IS3UsP8Lb0XXersGKf89o++jR+ebYz3wz7f/NynL76nH/TYL/cvffyzyjP9Rq56\nLUsGt8FUJNhN9mdCwW6yT2Guf8T0pc96Z5WNzhorwRJzcp6e6mEsODdZgGjcBA0NDQ0NDQ0NL+Q6\nJ5X/GXgI/BfA39/e3t59PS+poeF26Ae9WW5/YQoCGTA4hb6Zp3AjRi6dZerPxINyzD15l7d6dzF3\n+tzfGXFS5YS+R9byiI0GC8J6CGXQ5CBBCIl1BjjbiK7P45bQ89AFk3ggcFYipAMrsUiSzNGOytn2\n1Hw3ZNSLweaIkzYusJRB/U/VmDZzYYgxFqNyVHtI6VKkbONX8xSluRA78PQQo+W16EVtfNvGdx2k\n9lib7/KFuXdxTlyZQX0Vjw5ijLEXHpsKGU+LGNY5HsVPyCnIZcmu/RsSe8Km3GKx174yMuGqfOa7\n3YVnYiCet7H6SeAsZzidxAeYmVBw24f9p+OHSmcY2fGsh+CoOOSkOMG460X/TAllyHK0wnK4xHK0\nwlK4zEK4gBLPDq0qbTk4KWonwWHB3lHOKLlexJEQsDQX1ELBSsjGcsTSXDArT/2kYIzBTIQBrEMK\nOREHBFIo2l6boBWilIdSZz9Lay26KrFGg61AG5CCyFf0ui2+/4/+++/D3/sIv7OGzxpPR+TUg36P\n/rn3dCkULbPATy4sTq5Fp1hnGLtj/IcVv7j1Nm/371wat7M81+KyGeCLsvuFcKiVJ3jeEbo0eEGM\nWnAIcefKz3veIPplBtTnXQFSCvZOc0Il+OaX11958/8ycX3sjtHJkPXwzI3xaY3veau3yZE+ZDc7\nnD32Sb4PuAnOOfI8J85iSl1O3Ijy1vuNXhXnHINieBY1lNRCQX4DkcCTHuvtVTa766xFqyz6c7Rc\nF2vBWIeUHl4QIOAjrXOedi81NDQ0NDQ0NHySuI5w8H8C/yLw3wD/9tbW1j8E/uH29vZfvJZX1tDw\nimy01/jH+R8wmOTd5qVBlwHr8iu4yYD/fNEw1If+p63+ga8YJRUKn0AGlCrGYRCy7gUQOJSSGGMm\nfwZPKZTwUM4nMzmZzXFCAxasxBmJQIL1cdIxzlN84VEU4NmIfsdndbHFoeoytPOkQUKsY3JdIDyH\nJCDzTxD+gE7LR5BgqzFr/Z+h3/FnxZBPDzG6focPkgOksZSiYJiUWN3il9fXeLj3/Bigq6IetLH8\n4NGArNBYWw9ippnwnpLPiBijckyhCwT1UMd3ihaazSXLz9+7WqS4Kp9ZSXllEebHnWdzhg0qUPjt\n23cUOOdI04w0zRlUYw7zUwZmyElRxw2Nqpsn2fT9uUlZ8VkfQcfrXNoT4JzjdFyxd5izc1SLBIcn\nBdfsL6bTUrWTYBI5tL4UEfgf/03CqWPAGTcRBtTELVALA5EXEYYhXse/IAzMPt8YdFVS6hQlBZ6U\nKCVo+Yqo0yIMQ+RT01TPkzjn7DNP1tDwGvGU5Ftf2eDxYcwwLlldaLF3ks5E+ylz3WC2NW+dYcdu\nU5DgUsfv/vgRc90Wv7D2Vb7x5U12jzOGcS1Ory+2+c5f7V87u/9xvENcjS/EFcXV+IVD9cv6Cl52\nQH1V5N5V19qX4TJxvSSjfYkb49MY36Ok4lc+903ee/QjTtPhJ+4+4KZkWUacJVS2pDK1o8APA7wo\nuFkm7S0zFQmmUUO7yT678f6NHIue8GZOgo3OGsv+Im3aGAPaWowVeARITyG5YSbvLWBMHal4eFpw\neFJwcFpyeFKQl83lt6GhoaGhoeGTxUvfT21vb//tra0tQd1p8KvAvwb8V1tbWyfA7wK/A/zO9vb2\n3mt5pQ0N12Q33Wc5WiSUAZnOqYqU0lkO+IBV3mXMEQUJ+aQIeXrof7j/bPHi8nyE6i5wmimcLyiM\nwTiDj6x7CIRCCYPGIKj/7LQiNiXOFVOvAU5YkA6cxFkBNkAoS64LjsYJ2sR4wqfHMt2u5N/65c/z\n8GiJf/DwR4Quw5WG1JRIT6FUHytzrJejhI+2loE5hn3Fw/2YD3YHvPWuYVTGDJMcz7WotKNn7jAn\nV6goiGSHFbvOzlF2ZQzQ85iKLLvHCYO4pKg02jgWugGLcxHf+NLZBuWsePrcNpkAljod5sI23Z59\n4bbl08Onp/OZL4uU+LhijJlED6Voq88KCVv+xFFwu2RZyqPBHnvpAYfFCaflKcflMYW9WcqcEqqO\nGgqXZ0LBUrhMoJ6/4ZsVhr1JJ8HuYc7eUX7tQ7SSgtWlkM3lcBI5FNHreB/LAuOZMKAtXIgSOnMM\n+FEdJXSZMDB7HmMo8gxrNZ4UqIlA0PYV7X6XIAg+lt9/Q8N5PCVng/HLsving/73PjgB6k35gqTe\n0nWHjJKCw0owzIf85NJP8K3NX7gwaL/q2vA8XiVy6KZC9U2utS/LZeL6UnsOv/Psc39a43s8qXi7\nf5c77c2P+qW8NvI8J8kSSlNSmhLhS4IwRImP3lHgnGNYjtiN99hJzpwEmb6ZSLDWWWGzs85GZ431\n1god0aEsDVpbtLWIysMEIcIDHz6S7z4vDYcntUhwcFL/Oh6W2EYjaGhoaGhoaPgUcK3Z1Pb2tgP+\nZPLrN7a2thaAfwH4l4H/HPgft7a23tve3v7ZW3+lDQ3XZFSOkULSC7oMyxFGlJRUHNmHWKFZF18k\nFQPuzHm8Pb/E/mnKP/ir75LHCmXmkFIwsscM8hG2ClhTPlpmaKMxzlC5+iDuGYXDoYSi47cBgdAh\naa6wcgiqAhw4gRCTIYYJEGWPThTQoY2QBWlVH/S1q3DC4bIeeycpYTfj88sb7A5PScgQzsNSUkQj\nhJAYY9E2xwSKkgQA6wzvj97n8QPL3knJqIzxZE4vfwdZLNBf69fDS1kPMIdxeWUM0NNM85l/8GjA\n7lFCO/JIc01W1hbsONf0O447K53Z50w3NAfnNjQjL6QX1BuhLzvEOD98+iShtSZJY7KqQNsK48xT\nQsHtRQ9lOmd3tMfD4WP20iOOimMG5QDLzU6xLdWalBUvz4SC+WABKZ4/lDPWcXRasHs4iR06yjkd\nVc/9+Ocx3/N5e7PD8rzP+lLIykKIUh/9kNw5NxMGMPW/72m3wPT3cBIlNO0YeBFaa7QuwVqUBCUl\nnpJEgaLVCAQNnyKuEoGn16KSujOncAkpQzzAGslhdow9/hvude/w7vzbF57zOtcGYw1JlbKfHhKq\nkH7Qnb2nvcz16CZCtbGGTB5xaHcJaDEnlmf/34tilV6G8z/X03FG4Z0StHweJXb2HgWfvfieTzpl\nWTJOxpSmpLIVeJIgDJDCI/oIPQVuEge6m+yxcy5uKNXZiz/5KZRQrLVX2eyusTERCua8HkVWUmmL\nsRaTCBIPPC9EBW8+dsg5xyjRHJxcdBFcN06xoaGhoaGhoeGTxKvebRpgDOwC94HNya+Gho+c6cF/\nVNYRP2GgyEuDZ30KEob2kNSNSU9S/umjPyeig5KSvDRUucd8N+Q4HaEn2f3HyZhMlKAsJdWss6DC\nYYzFk4pIRfTMHbJxjyQ9wnWHoAxIwNl6xd4pfNvFs4tYmwCCxWCNMjulciW+COj5K7OBvpMjHh8k\n5KUEOjigkCk2qOj6bUARZxUlFUbUg9mxOyZ3CUc7FUVlgBADkBlCbS/EM0E9sNhYbD83Bug85zdF\n907SSaSEoxUqlBIYY+m1fZbnI/ZO0tkgZ7qhebe7yZ/s/RnGGnqTQc2ncYhRliVJFlPoksporLB4\noY/X8m4temhq/99PD9hNDtgZ7bKfHRHr+MbPOR/M1yLBJGZoOVqmrdpXDqydc4wTXTsJjnJ2D3MO\nTgq0uV7mUBhI1pdqJ8HmSsT6UkSn49HrtRiPM+w1n+9VmAoDxhiscQgnJqKAQgqBkoqW18MP/ZcW\nBqZMBQJnDJ4nZy6CXqRoRX18328EgoZPPecH/cYaHsdPGJVjOq0u/Y7HcNwCICcG4fAmrhwlFIM0\n5dv3/xo2Fi4UJ78sxhr+cPe7DPIhuSkYFiNG5Yi73U3mo/lrX4/q178zcx/c7W4+4z6YfU03pPRj\nRqUmtkd8wX3lpWKVXhZPSd5a7fDIvF9HKaV1Gb1xmpbXQgrJ3c6n63r7aaOqKsbpmKIqqGyFU4Iw\nCpHCI/yIhALnHMNiVIsEk6ihWiRIr/1ctUiwwmZ3/SxyKFykKCqKoqLSBj22nMoCzw+QnsDjzcYO\naeM4Hpy5COrIoZKiutkChqcEKwsBK4shv/+9W36xDQ0NDQ0NDQ2vkWvdg21tbb0L/NLk1zeBLwEZ\n8G3gHwH/WdN50PBxYb21zp/nP2J/OCJ3GpSh1ZLMqQBZCe6n3wWgGBcUNkdaj767i1FjsnBMXAZ4\nZgmBRCmI5TGVKxDO1pFDkxmmEw6LxTiJsiF9fY++nOeEmFoxEICrfxN1wSlVC2sdbS/EUPHkIEFb\nD4FPCQxiyeqSY64bsBsr8vLiNpPWAt8/Gz17SuIJiXL1YyUZRWWoniostirDaUdRnpXcLvQj3lrt\ngntx1IOxhu8++CE/HO3i06LUEXFWUVWWKPRohQpQLPUjpBDPRC8oqXh37h73enc+sV0ElzEtIyx1\nRlIOODodoZ0jiAKkrwhuYS9OW81hdsxecsB+elD/nhxQ2JvFW3jCYylcYik6EwmWwiV8+WJJo6ws\n+8c5O5Py4t2jnCS7XnGyELCyELJxLnJoof/mBubOObTWGK1xFiS1+0ZSdwwo6dHyWgRhgHfDQX5V\nVRhdgrMoNREIlKTf8ojCRiBoaICzgfr5voDuSo9vrH+RP9uPscUJzpyJBnkO2lScFDl/mRzxYG/M\nt75ydT/O1CU3TGp3nWsNGBUjpBC81b3DuBxTmJK19ip/a+2fu9b16LwIMUxKitKw1P4R/+oXv0V4\n7jr9ON6Zfc17a11GSUmpDW/dg59e2ZzdU1yXp7+3t1a7PEl2Lvw8wbGb7DMXZMyFfd4/2eZxsss3\nN772ib72flrQWjNORuRVibYVVjK5f/hohALnHOMyZjfZYy/d56A45OFgh6S6mUiw2l6u44YmQsFq\naxlrLFmWUZQWkxj2xyOU8vH84I27CbLc1MLAaTmLGjoZltfuW5rSaSlWFkJWFwNWFkJWFkMWen7t\n8lWiEQ4aGhoaGhoaPlG89N3o1tbWLrBK7TL4E+D/Bv4D4Dvb29vXz59oaHiNaGP5o/cOsOO7hPRd\n3awAACAASURBVDbjwL6HE5pOFHBQ7ZEVGm0doQwxzmCdw4qSE3EficApTSVilDem61YoVYyxGoSp\ni5XPHyYcOCcwwN5ozDj/kF72BZxTiDKqS5GVQUiHc4D1kBKkn1Jqj7Zro62jVhZA2QiX9TDWoY1l\n55HCFAHCL6hEiqZCoViSa1gvZVAM8ZSio7oEro11jjLzyLRBCTC4SWUzeLbFQjfkZz6/RCfyWZyL\n+MrWGuNRRlFWPEl2GHtj5ld73O0uoORF0eAPd7/LD072GNpJsbII0OYuRWUpjSUKWrRCj367jlx4\nXvTCJ6mL4DKccyRpQlZkVKaishXCl7TbLdptj6hqzZwqNyGtUvbSQ/aTA/bSWig4yk6wN+y0bav2\nTBhYjlZYDpeZC+aujBqaYq3jZFSeRQ4d5hwPy/rv8jXotb26uHhSYry2FOJ7r6/A+EwYMGDrfwNS\nKBRy4hjwaPutukDyFQf45wUCT0nURCCYb/tE0fwFka+h4bPMyw2564LiaC7n31z95/mdB4Y/PfgL\nBBKPkNQYPHzmxCpwdbGwNpYP90Z85719tLH0OwFSCtLgCb3l+k1sVI7JdY52mr30gMfxzqWOgefx\nON5hkA95uB/PRP5BfMBvJd/n1776szNBY9qbYCfxLoUsaHUi2n2NpyRav9z7+9TdMMiHJFXG/Ucp\npgjpiSWkUDzYGzN/5+LPc+q8jNSZ0DwqRi8sgb4Jl/03vq4j5NPOVCioHYkVVjr8MEC1b2fR4LqM\ny5ideO/MTZDs3UgkkEKy1l6ZuAjW2eyus9paRiLI8oK8KNGpZT8e4ITE98M36iZwzjGMz0cN1S6C\ncXqzqCEhYKHvszoRB1YnjoJO6+NQSd3Q0NDQ0NDQcDtc584mA34N+P3t7e1LczC2traWgf9pe3v7\n127jxTU03JRHB3XBsRSKFn0sBu00g6w+HFSmQpoI4zRWTBwB0oBwOCFwGIQAIwpi9oD6sUtx9f84\nZylNSVEcclJUkPZQcg5lQlxngKd8jNOgLFXrAKxHaXxc3KOlV2h3DB2viyrmCBc8skLz3v0TxolG\nn26Szv01QbvCEwEeIft6BxMXmElkUhSUtNoxuz9uk5Vt/HaLzMRUxuF7E0FCWOT8Iet353i7v0oY\n+HhKXrrx+XD85MI24nRbMgwURWXqwbjKac+nREkfbRzdls+d5Q5SiluNXniZGIjXibV2UmScUZmy\nLjL2FX4UojgrI7zu8Nk5x0k+qB0E6cFMKBiXN4saEohZ1NBKtDJzE7S99ks/R5pdjBzaO84pq+up\nBL4nWFsK2ViOZm6Cbvv2D9K6qi50DEyjhNR5YSAK8bxXL092zqGrCmM0ODMRCCSeEnTaQSMQNDRc\nwvkhcrfl8XAvZpSeDa8vG3JPGRRDHowf43CstJYZl2OyQtMWc/TECn2xMvvYy4qFp7F6H+6N2D2J\nqfwBsiy5O78EuWKQFIzdEbkuGJUj9KTzQPDs9e8qRuWYYVI+4ww8SocXBI1+0MM6x6P4CYUuZp/7\nw6MPeffuu0yXB67ivLvhUfyEYZqS59BjmbE4YlNuMYgLouTi6y5M/fXCp8rrX1QCfV0uK71+GUfI\nbWGs4ccnD3h8dEBHdd74vcLzsNYSJ2PSIqM0FU5NhILWmxcKaifB/kQoqEWCuEqu/TxSSFZby2x0\n19mcCAWr7WU86aErTZqllLnlMBmircVTQR075HOLjU7Pp9KW40E5EwcOTgqOBsW172em+J6YuQem\nAsHyfPBaFyAaGhoaGhoaGj4OXGeScw/oXiEa/DLwvwJLt/C6GhpeiWFybquOQ3xCrBVYZwiUhxOC\nigqjPRwSpySoCuEETtTb/7Wc4DDO4KwE4cBJcA6EnSUQAeAEGB+nPWwZgMqwNsTJFBWNUcJBFeEo\ncSqrv4aTCAepv4cZz3Gv9zkWOxF0mPUGAPQ7AXt5gjECpXuEgcL5OZ4HWIkvfDyp8GXAD48eYUsI\n9CLe8C2seoAfpXREHxFqwrkB63fm+Kvjv+Z7Oz/mnehLvLO5yLDafWbj8+ltxOmAYa4TIOTZgMOq\nnIXeKneXO/S7AWsL7Utjjm7Ky4gaL/r864oO1lqSNCHJU4zTVFbjhR5+FNy4yLgyFQfZ0YWooYP0\nkNLezLDlS/9cF8EyS+EyS+ESnnz5t3VtHAcnddzQzmHO3lHOML7+5t3SXMD6ucih5fl6q/dVMcZQ\naYMvIY8zsBfLhztel6AdXLtj4CqmAoHWFVK42j0gJb4n6PVCorCL5zXbhA0NL+LpIfIgLhjEJfdW\nu7P3h8uG3FMynU+ifST3encYlzHHMsFL1lgTn0eKs8+b6wbPbLobaxnEBVlZkbTvY2QOwJNySN/v\nEhQFQzci0zmlKQlVCI5J30FMZSo+P//OM9eMp79Op9W9EP83JRTtC4LG3e4mf3H43kw0AIi8ECkF\nj+Nd7rRfXBE2FfBH5ZhCF2hj0c5QihSBIOaEPiuEeoF+ezC7boYqJPRCek+VPr9MCfR1mC5tnOcq\nR8htYqzhj3f/lELm5FmJte5a9wq3ydP3ENppvCjAa3uEb1AoiMuEneRMINiN9xlX119MkEKy2l5m\no133EWx011lrr+BJbxbVmOUlJ8djtLU4BJ4f1tFD6vW7CdLcXHQRnJac3MAZOaXbVjMXwTRyaL73\nas5EozXaGIRzJIfjN1fY1NDQ0NDQ0NDwilznXu7vAf/L1tZWub29/fenD25tbUngvwT+U+AH1K6E\nhoaPlLnO2WC3lgAEwnr40kch8ZBoU86G8+gQrAS/whMChENgMTickfX/J0HIWlSYHUYmMUVoH1dF\n2NECtaJg8e7er8UGUWKErocWTgG2/hipwYRIz0BrgHOcDTnECd2eYWg79MQSi4tgSp8oUKwvtsmF\nZjexCCFRUqGtoagy8soRqBynLVnnQ6TMCTyFbA+I2povLL2FFGIWqTBWHQ4HFcfmAZ1Fh3zqUHR+\nG3E6YJBC8NZKh4fWURlDN4J2eEwiMr5y5wuE3YxRecCT5HacAdNByYXX9ZIRCy8rOhhjSNKYrMzR\ntj7kq9DHb/s3EgriMuHxeO9c1NAhx9lJHXN1AzpedyYQTH/v+3PXOsROLfq7h3Unwe5RzuFJwXUT\nlVqRqnsJliPWlyPWl0Oi4Gb/jZ+NE7ooDEReRCsMWV6cJw4KzC2WIzvnqKoSqzViIhB4ShI0AkFD\nw63w9BA5Lw15qRmlJfPdcPb400Nu6xymCNiJCxIK5joBUkjmwj69oEdsO8ji7D1nvhuyvth+ZtM9\nTivaLQ8bDjFFPntcG0vupcTFiMxqSjSOWtyNq4R4lNL1O5SmJNPZ7JoB8GD0hO9sP6DIFEJA6VK8\n0FIFGbnLCKmL5H3a6KTL/mnKB7ujukcIQUsv4+ljUIaFdpuFVh8pJKNi9FLCwfSaPHUQ1OK8wVAL\nvoVLQcBCr8VXVr826xL6aa/No/jJBTdbP+xfuwT6RZxf2rjw+CWOkNvmcbzDsBgRtc6u168rjulp\nnHOkWUqSp5S6QDtTLxu0b75scF3iMpkJBNO4oZu4FwWiFgk6tZPgbn+DL27cI4t1LVRVmizPGJzG\n9Z+txZt0E7xuN4FzjtNxVQsEJ+WksLggvmbH0hQh6sWHmYtgIha0o+vf0zjnanHgOfczba9N0AoJ\nw4CIL9+/0QtuaGhoaGhoaPgIeOmpyPb29t/d2tpywP++tbX1b2xvb//W1tbWW8D/BnwD+O+A/2R7\nezu/8okaGt4Ab612ebA3ZhAX9FnlRDzGeWdBANIEBIdfJHcpspUiqw5itIK79xcIL0Fi0VickYiq\ng5MFOIezDjGJNMKCdap2HUiD0xI3sSGI7gCCHGEUSFf/EhamGfUOkBaCFCk9FlYM+ahCCcE4+jEl\nKYPEEAUKoXeYk0uEYS0azHdDBkWIEpJYpwhT1ofWQmONxiQSEZ5iZI4AlBT0ewotCpIqwVbhLFKh\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5rAKOgb9z7jEHNMJBwxvHWMNvP/g97g8+BCDXBYUt6Ae9OuYmPSA2IwrKutwYWx/+JQg8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\nIVakcCCEEEIIIYQQQgghhBBCi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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot('TOTSQFT', 'KWH', data=house, hue='UR', col='Climate', \n", " col_wrap=3, scatter_kws={'alpha':0.5}) # alpha is the transparancy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Regressions plots with discrete values\n", "If one of your variables is **ordinal** (discrete ordered values), the resulting figure might not be very helpful. " ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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p/25ZL/SxW+q80GQ09fNNymVtHJnONy6falwua2PPvqkV638fmspp/25pOwVj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\nSDkQQn8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot('STOVEN', 'KWH', house)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With `lmplot()`, it's possible to show the mean (or any other estimator) of each x-value. Seaborn automatically calculates a bootstrapped 95% confidence interval." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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re9LVTIUQIiNIGIuUSwplAlMe6LW0Ipc7bqrhgppytIRZfFFgx95W7nukFlXX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\nIi77/2QYxt16tmtIAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot('STOVEN', 'KWH', house, x_estimator=np.mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Categorical" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Categorical plots are used to show **quantitative** values across **ordinal** or **nominal** data types. The regression and distribution plots above made use of categorical splits in the data to show multiple plots, but they didn't use those categories on either of the axes. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Common categorical plot types\n", "The four figures below show some of the most common categorical plots, and their features in seaborn. From top-left to bottom-right, they are:\n", "\n", "- **Boxplot:** The boxplot, or box and whiskers plot, shows the inner quartiles as a box with the median as a horizontal line. The whiskers extend to show most of the variability in the data, with extreme outliers shown as individual points. This is a common plot for showing the statistical distribution of data.\n", "- **Barplot:** This plot uses the height of each solid bar to show the mean value. Seaborn includes lines that represent the bootstrapped 95% confidence interval around an estimator. The confidence intervals below are narrow because the dataset is fairly large.\n", "- **Pointplot:** Pointplots look something like a scatterplot, and are not used as commonly for categorical visualizations. The connecting lines between points serves as a useful visual aid when comparing the change, or rate of change, across categories. As with the Barplot, it is possible to specify an estimator other than the mean.\n", "- **Violinplot:** Violinplots put a KDE around a small boxplot. They help show modes in the distribution of a dataset." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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+sHn5+9//PoceejhTpkwtMSqNRh0dHaxcuWLQ+69fX/xu3No6+LGHpk9vp62t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POTfGDhPcv8667/AmwGCoHHtdb/8ffjGiQ/ihAhweeTwFpY5/PP1+L1mrMGJ43t0+HrTRrbh926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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2,2, figsize=(10,8))\n", "sns.boxplot('Climate', 'HDD65', data=house, ax=ax1)\n", "sns.barplot('Climate', 'HDD65', data=house, ax=ax2)\n", "\n", "# Shrink the point sizes (scale), change the estimator from mean to median\n", "sns.pointplot('Climate', 'HDD65', data=house, scale=0.7, estimator=np.median, ax=ax3)\n", "\n", "# Adjust the bandwidth (smoothing)\n", "sns.violinplot('Climate', 'HDD65', data=house, ax=ax4, bw=0.4)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Moving to a slighty more complicated example, the two figures below add the house type as a hue category. This barplot is beginning to look cluttered. It is difficult to compare the same house type across climates, or see how different house types respond differently to the change in climate. By comparison, the pointplot is easier to read (especially with the `dodge=True` parameter)." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VqVKV665ryMiRz7Bp0/9h7SbGjBnJyZMnCQ4uedYxioiISMHR8onz7MjBmEJ9L+/Z2+uu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\nRcSM+goRsRclaH5KZt4H3B4RB1ACxbHocsqXgxcAP4mIycBLKK9FImI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.barplot('Climate', 'TOTALBTUSPH', data=house, hue='House')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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WyxrNE088zZw5M4iJiaZu3QYMHjwsx7mcX/fp049p0yYzfPgbpKenc889tRg/fvIld6vI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9Y2D+9tOcZbG4tCTrAxZWwSNy6azLRxwVd0fvFcQcdkDmpcMj/8Sv6A768QQgyGjIyEsE7AMpQn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\nFEuSJKn1DIolSZLUev8Bje+PO6sXk2UAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difficult to see full range of overlapping confidence intervals\n", "sns.pointplot('Climate', 'TOTALBTUSPH', data=house, hue='House', scale=0.8)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KpUqVvjiazp2fZtasacTEHKV27boMHDg0y7mcv+/duy9TpnzAsGGDSEtL4777qjNu3AdX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\nu8AXwCVADMbKgRla6ysCzuUBI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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Set dodge=True to offset points on the x-axis and avoid overlap\n", "sns.pointplot('Climate', 'TOTALBTUSPH', data=house, hue='House', dodge=True, scale=0.8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Violinplots may not be as common as bar or boxplots, but they can be just as useful. The figure below shows income distribution across a range of education categories. It splits each violin by another category - if the individual is able to telework. With this plot we can quickly tell that:\n", "\n", "- Income generally increases with education level\n", "- Very few people with no schooling are able to telework\n", "- People who can telework generally make more money than others at the same education level\n", "\n", "There are many other observations that can be made about the data. Knowing that violinplot assigns equal area by default, is it possible to infer anything about the proportion of employees who have the option to telework within each education category?" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ps379wwB0dc1jxYpVKLWKFStW0tzcMsVPIYQQQsxOEjQIMcP09fVy9913cu+9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\nX+VuXdj3SjjuFq0CznH7dSCEE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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# \"Split\" places the hue categories on the same object\n", "# \"Cut\" limits how far past the last datapoint the violin will go\n", "sns.violinplot(y='School', x='Income', hue='TELLWORK', data=house, \n", " split=True, cut=.1, orient='h')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The figure below recreates the violinplot as a horizontal boxplot. Picking between these plots is largely a matter of choice, and will depend on what type of information you are trying to extract from the data. The boxplot figures clearly show the IQR and median values for the TELLWORK options within each education category. But they omit any information about the overall income distribution within each education category." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XUj5h9IwctXfXHtr8YxcREREpJSVVGcM7novN7MfOub8GC51znWaWBLbijUq4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.boxplot(y='School', x='Income', hue='TELLWORK', data=house)\n", "\n", "# The legend is created manually so that it doesn't overlap with data\n", "plt.legend(bbox_to_anchor=(1, 1), loc=2, title='TELLWORK')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Show any categorical type with `factorplot`\n", "Any of the categorical plots described above - and a couple more that weren't mentioned - can be used with the `factorplot()` function to show data across rows, columns, and hues." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ge1l+5UrmdSwaEuvftWPIsuu/cTeVA2YPWb6t82EuuxBOOmlJQ8opSWp9Jh0kSZJa0LyO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\nIiIiIiJSEap0EBEREREREZGKUKWDiIiIiIiIiFSEKh1ERER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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.factorplot('Climate', 'KWH', data=house, col='UR', hue='STOVEN', kind='bar', aspect=1.25)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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sy8D7gEGgr/z9vsw8vkx/AXAssCVwCfCOzLyxKc8PAIcAawOnAwdm5vIJe1OSJEmSJKly\nPTMoaBnMOA3YuiVpK+AwYBNg4/L3SeU2TwLOBL4NPAu4GzirKc9XAfOAdwDPA3YCjhnP9yFJkiRJ\nksZfT7TQiIitgFOHSN4KOCYz72yT9nbg8sz8UpnPW4HbI2L3soXHQcCxmfnTMv1dwM8i4lBbaUiS\nJEmSVF+90kLjucDPgZ0pupUAEBFrA3OA64bYbifgosaLzFwGXAnsHBFTgB2AXzetfykwHdiuysJL\nkiRJkqSJ1RMtNDLzhMbfEdGctBXFmBlHRMRLgMXAFzPzlDJ9E+DWluzuADYFZgFrNKdn5oqIWFym\n/67ityFJkiRJkiZIr7TQGMrTgZXAtcBLgG8BJ0bEK8r0mcCDLds8CMwo0xgmXZIkSZIk1VRPtNAY\nSmaeEhHnZObSctE1EfE04D3A2cByHhucmAEsKdMYIv2BkZZhypQ+pkzpW/WKktQlU6dWG5ueOnUK\n06b1ery7O6o81qv7cbZ+lSRJnerpgAZAUzCj4U/AnuXfiyhmPmm2MXAVRfeU5eXr6wAiYiowG7ht\npPtff/216OvzhktS71pnnTUrz2+99daqNM/JospjvbofZ+tXSZLUqZ4OaETEJ4BdMvOFTYvnAn8u\n/74U2K1p/Zll+rzMHIyIy8v0xsChuwADwNUjLcM999zvEyRJPe2++5ZVnt+SJfdXmudkUeWxrutx\nrioIY/0qSdIjVueHHJ3o6YAG8N/Af0bEB4GzgBcBbwT2KNNPAg6JiEOBc4EjgRvKKVsBjgdOiIh+\nisFBjwdOHM2UrStXDrJy5WAV70WSxsWKFSsrz++hh6rNc7Ko8liv7sfZ+lWSJHWqFwMaD9/dZOYV\nEfFq4JPlz03A6zLzsjL95ojYB/gyMA+4GHhl0/YLImIz4BsU07X+CDhsgt6HJEmSJEnjJiL+Bfgc\nsDswFbgB+ApwPsXkGoNAH7AW0GgaOgi8JDMvjoi1KBoGvBrYELgbOAf4eGYuiYgnl3nukJlXtex7\nT4qxLTcB/gfYiaJHREMfcFdmbll+L78R+M/MPKYln5XAv2bmtaN9/z0X0MjMqS2v/5uipcZQ659H\nMRvKUOnHAMcMlS5JkiRJUt1ERB/wv8C3gX0zcyAidgfOBN6emWuX660F3AdsnZl/a9p+TYrhGW4D\nXpqZf46ITYFPAVdExDMz868RcR7wZoqxKpsdAPxXZt4fEYPAwZn59VUU++MR8ZPMvKZp2ZibbK6+\nw6tLkiRJklRfGwCbA6dm5gBAOfzChyl6KDTrK3+aHUQRE3h5Zv653P6WzNwf+CtFyw2AbwKvLyfZ\nACAi1gH2AU5o2ceqnAJ8PyIeN8rt2jKgIUmSJElSzWTmXcCvgAsi4uMRsUdEzMzMkzJzwQiyeBnw\no8xs10LiuzwynMN/A/8EXtqU/gbg6sxcOIoiDwIfpega86lRbDckAxqSJEmSJNXTS4DjKCbO+Clw\nT0ScGhHrj2DbjYDbh0i7DdgYIDNXACcDb2lKfyvQ2r3kcxFxT/mzpPz92ZZ1llN0XzkoInYZQRmH\n1XNjaEiSJEmSpFUru5ocBxwXEdOB3YCjKcbV2HsVm98BPGmItM14dLDjW8C1ETGr3GZL4Ict23w4\nM48fQZmvjIijgFMi4hmrWn84ttCQJEmSJKlmImLfiLi+8TozBzLzF8DHgZEECs4E9msZz6LhzRQz\nmDTyvhm4EHgdsD9wSmY+OPbS82ngLuBYHBRUkiRJkqTVygXA4yPi2IjYECAinkox2Oc5I9j+axSz\nn5wdEVtFRF9EbBER3weeCMxvWf+bwGuB1/DowUBH6uHBPzNzJUUXlteNIZ+HGdCQJEmSJKlmMvMe\nii4mc4BrIuIfwM+AS4EPtaz+mFYQZXeV5wJXUgz8eR/wS2Ax8KzMXNKyyTnAU4G/ZOZ1bYr0hYi4\nr+nn7+XvzduVoczjsBG/4TYqH0MjIjbOzKEGFpEkSZIkSRXIzL8A+65infspZhZpl7YcOKL8WdW+\nVlAET9ql7bnKwrYpQ2Z+jaKlyJiMqYVGRKxoNGlpWb458H9jLYwkSZIkSdJIjLiFRkQcALyxfNkH\nnBkRAy2rPRFobZYiSZIkSZJUqdF0OTmLon9OYyCPW4BlTemDwDXAd6spmiRJkiRJUnsjDmiUA44c\nABARAO/PzPvGqVySJEmSJElDGtOgoJn5VoCI2AiYTtP0K2X6XzsvmiRJkiRJUntjCmhExM4UXUue\n0pLUR9H1pO0IqpIkSZIkSVUY67StXwFuAw4B7q2uOJIkSZIkSas21oDGvwJzM/NPVRZGkiRJkiRp\nJKaMcbu/AY+vsiCSJEmSJEkjNdYWGp8CvhwR7wL+nJn/rLBMkiRJkiRpBPr6+qYD203wbq8eHBwc\nGOnKETEDOB7YB3gA+EJmfrHTQow1oHEE8GTgD2XhHpWYmQ4KKkmSJEnS+Nvu2S9552Xrzp4zITu7\nd/EifvfTE3cELh/FZp8HngnsAWwOnBIRN2XmGZ2UpZMWGpIkSZIkqcvWnT2H2Zu0TkLaGyJiJvA2\n4EWZeTVwdUQcAxwITHxAIzO/28lOJUmSJEnSamE7itjDJU3LfgN8tNOMxxTQiIh5w6Vn5vyxFUeS\nJEmSJE0imwB3Z+ZDTcvuANaIiNmZuXisGY+1y8lb2+SzEfBP4OKxFkaSJEmSJE0qM4EHW5Y1Xs/o\nJOOxdjnZonVZRKwDfBv4bScFkiRJkiRJk8ZyHhu4aLx+oJOMp3SycbPMvA84EvhQVXlKkiRJkqRa\nWwRsEBHN8YeNgWWZubSTjCsLaJTWBWZVnKckSZIkSaqnP1AMT7FT07LnMLppX9uqclDQdYD9gF90\nVCJJkiRJkjRi9y5e1LP7ysxlEXEKcEJEHABsStGz4y2dlqWqQUEBBoCfU8HUK5IkSZIkaUSu/t1P\nT9xxovc5yvU/CBxP0QDiXuBjmXl2p4WobFBQSZIkSZI0sQYHBweooPvGeMrMZRQNI9o1jhizsbbQ\nICL6gBcB21L0h+kHfpGZKyoqmyRJkiRJUltjHUNjfeA8YHuK5iJ9FGNo/D4iXtjpSKWSJEmSJEnD\nGessJ58HZgLPyMz1MnMWMBdYA/hMVYWTJEmSJElqZ6wBjZcD/5GZf2wsyMyrgfcBe1dRMEmSJEmS\npKGMNaDxOOD2Nstvp+h6IkmSJEmSNG7GGtD4PfCeNsv/A7hq7MWRJEmSJElatbHOcnIE8MuI2Bm4\nuFy2G/AMiplPpJ41MDBAf//CSvLaZpttmT59eiV5SZIkSZJGbkwBjcy8JCJ2Bw6lCGD0Af8C7JKZ\nPT3/rdTfv5D5C45i1pzZHeWzdNFi5u13OHPnbl9RySRJkiRJIzXWaVufCfwE+E5mvrpcdhNwdjlt\na39lJZTGwaw5s9lgi426XQxJkiRJ0hiNtcvJF4FzgI82LXsK8C3gWODfOiyXJEmSJElahb6+vunA\ndhO826sHBwcHRrtRRMwArgDem5kXdVqIsQY0tgcOyMyH30BmroiIzwB2OZEkSZIkaWJst+sBL7is\n0y71I7V00WIuPumCHRnld/8ymHEasHVVZRlrQOPvwJbADS3Lnwg82FGJJEmSJEnSiPV6l/qI2Ao4\ntep8xxrQ+DFwfES8B/hduWwH4GvAGVUUTJIkSZIkTQrPBX5OMWPqA1VlOtaAxn9SjJlxPjDYtPxM\n4MOdFkqSJEmSJE0OmXlC4++IqCzfsU7bej/w0oh4GrAt8E/gT5n5l8pKJkmSJEmSNISxttAAIDOv\nA66rqCySJEmSJEkjMqXbBZAkSZIkSRqtjlpoVK3dnLQRsTnwTWBn4Cbg4Mw8v2mbFwDHUsy6cgnw\njsy8sSn9A8AhwNrA6cCBmbl8It6PJEmSJEkaHz0T0BhmTtqzgKuB7YG9gTMj4umZeUtEPIliINKP\nAecBR5brb1fm+SpgHvAG4E7gu8AxwEHj/oYkSZIkSZoASxctnpT7WpWeCGgMNSdtRDyPouXFTmWr\nis9GxPOBA4D5wDuAyzPzS+X6bwVuj4jdyxYeBwHHZuZPy/R3AT+LiENtpSFJkiRJmgSuvvikC3ac\n6H12sO3gqlcZmZ4IaDD0nLTPBq5sCT78hqL7SSP9okZCZi6LiCuBnSPiN8AOFK02Gi4FplO04Phd\n1W9CkiRJkqSJNDg4OABc3u1yjFRmTq0qr54IaAwzJ+0mwK0tq98BbDqC9FnAGs3pmbkiIhaX6QY0\nJEmSJEmqqV6f5WQm8GDLsgeBGSNIn9n0eqjtJUmSJElSDfVEC41hLAfWb1k2g0e6pSznscGJGcCS\nMo0h0h9ghKZM6WPKlL6Rrq4amDq1ujje1KlTmDat1+OCmuyqPKcb+Xlet+f1ozrWr5IkqVO9HtBY\nxGNnPdkYuK0pfeM26VcBiymCGhsD1wFExFRgdtP2q7T++mvR1+cN12SyzjprVprXeuutVVl+0lhU\neU438vO8bs/rR3WsXyVJUqd6PaBxKXBYRMzIzEbXkd2AXzel79ZYOSJmAnOBeZk5GBGXl+mNgUN3\nAQYYxYis99xzv0+QJpn77ltWaV5LltxfWX7SWFR5Tjfy87xuz+sHlQVhrF8lSXrE6vyQoxO9HtC4\nEPgb8J2I+CSwF8XMJfuX6ScBh0TEocC5FDOa3FBO2QpwPHBCRPRTDA56PHDiaKZsXblykJUrK5tV\nRj1gxYqVleb10EPV5SeNRZXndCM/z+v2vH5Ux/pVkiR1qhc77z58d5OZK4FXUHQbuQJ4PfDKzLyl\nTL8Z2Ac4ALiMYmaTVzZtvwD4DPAN4DzgEuCwCXkXkiRJkiRp3PRcC43WOWkz8wZgz2HWPw94+jDp\nxwDHVFZASZIkSZLUdb3YQkOSJEmSJGlYPddCQ5IkSZIkjUxfX990YLsJ3u3Vg4ODAyNdOSKeCBxH\n0fviAeCHwEcyc8R5tGNAQ5IkSZKk+truA7vsetlm6643ITu7+d4lfOm3F+8IXD6KzX4MLAZ2BWYD\nJwMP0eEYlwY0JEmSJEmqsc3WXY+nbbBBt4vRVkQEsCOwUWbeXS6bB3yODgMajqEhSZIkSZLGy+3A\nixvBjFIfsG6nGdtCQ5IkSZIkjYvMvBc4v/E6IvqAA4ELOs3bgIYkSZIkSZoonwOeATyr04wMaEiS\nJEmSpHEXEUcDBwH7ZuafOs3PgIYkSZIkSRpXEfEV4F3AGzLzrCryNKAhSZIkSZLGTUQcCbwT2C8z\nz6wqXwMakiRJkiTV2M33LunZfUXEVsARwKeB30bERo20zLyjk7IY0OgRAwMD9PcvrCSvbbbZlunT\np1eSlyRJkiSpp139pd9evONE73MU6+4FTKEIahxRLusDBoGpnRTCgEaP6O9fyPwFRzFrzuyO8lm6\naDHz9jucuXO3r6hkkiRJkqReNTg4OABc3u1yDCUzjwaOHo+8DWj0kFlzZrPBFhutekVJkiRJklZz\nU7pdAEmSJEmSpNEyoCFJkiRJkmrHgIYkSZIkSaodAxqSJEmSJKl2DGhIkiRJkqTacZYTSZIkSWpj\nYGCA/v6FleS1zTbbMn369EryklQwoCFJkiRJbfT3L2T+gqOYNWd2R/ksXbSYefsdzty521dUMklg\nQEOSJEmShjRrzmw22GKjbhdDUhsGNCRJkiRJqqm+vr7pwHYTvNurBwcHB0a6ckQ8BfgasCuwGPhq\nZn6+00IY0JAkSZIkqb62e9W//8dlT9hg0wnZ2Z1338KPzz1+R+DykawfEX3A/wC/A54B/Avwg4i4\nJTN/0ElZDGhIkiRJklRjT9hgUzZ94lO7XYyhbARcBfxHZt4PXB8RPwd2AwxoSJIkSZKk3pOZtwOv\na7yOiF2B3YF3d5q3AQ1JkiRJkjTuIuIm4EnAucAZneY3pdMMJEmSJEmSRmAf4OXAXOBLnWZmQEOS\nJEmSJI27zLwyM38CHAy8MyI66jViQEOSJEmSJI2LiHhCRLyiZfG1wHRgnU7yNqAhSZIkSZLGyxbA\nGRGxSdOyZwF3ZeY9nWTsoKCSJEmSpK4aGBigv39hJXlts822TJ8+vZK86uLOu2/p5X1dDlwBnBQR\nH6QIcBwDfKrTshjQkCRJkiR1VX//QuYvOIpZc2Z3lM/SRYuZt9/hzJ27fUUlq4Wrf3zu8TtO9D5H\numJmrizMjgcjAAAgAElEQVS7nHwV+C1wP/ClzPxqp4UwoCFJkiRJ6rpZc2azwRYbdbsYtTM4ODhA\n0QqiZ2Xm7cCrq87XMTQkSZIkSVLtGNCQJEmSJEm1Y0BDkiRJkiTVjgENSZIkSZJUOwY0JEmSJElS\n7RjQkCRJkiRJtWNAQ5IkSZIk1Y4BDUmSJEmSVDsGNCRJkiRJUu0Y0JAkSZIkSbVjQEOSJEmSJNWO\nAQ1JkiRJklQ707pdgFWJiFcCZwCDQF/5+8eZuW9EbA58E9gZuAk4ODPPb9r2BcCxwJbAJcA7MvPG\nCX0DkiRJkiSpcnVoobE1cA6wcfmzCfD2Mu1s4FZge+B7wJkRsSlARDwJOBP4NvAs4G7grAktuSRJ\nkiRJGhc930ID2Aq4JjPval4YEc8DtgCenZnLgc9GxPOBA4D5wDuAyzPzS+X6bwVuj4jdM/OiCX0H\nkiRJkiSpUnVpoXFdm+XPBq4sgxkNv6HoftJIfzhwkZnLgCub0iVJkiRJUk3VoYVGAC+OiMOBqcDp\nwDyKrie3tqx7B7Bp+feq0iVJkiRJUk31dEAjIp4MrAksA15D0cXkuHLZTODBlk0eBGaUf68qfUSm\nTOljypS+0RV8DKZOra6xzNSpU5g2rQ6Nb7rDY63JpspzupGf53V7Xj+qM1H1qyR1wuv+xPFYayx6\nOqCRmX+NiNmZubRc9MeImEoxAOjJwHotm8wAHij/Xs5jgxczgCWjKcP6669FX9/433Cts86alea1\n3nprVZbfZOOx1mRT5TndyM/zuj2vH9WZqPpVkjrhdX/ieKw1Fj0d0ABoCmY0/AlYA7idYsDQZhsD\nt5V/Lypft6ZfNZr933PP/RPyBOm++5ZVmteSJfdXlt9k47HWZFPlOd3Iz/O6Pa8fVHaDOFH1qyR1\nwuv+xFndj7UBmLHp6YBGRPwbcCqwadPgn3MppmD9NXBIRMzIzEbXkt3K5QCXlq8bec0stz1yNGVY\nuXKQlSsHx/4mRmjFipWV5vXQQ9XlN9l4rDXZVHlON/LzvG7P60d1Jqp+laROeN2fOB5rjUVPBzSA\n31J0IflWRMwHngIcAxxNMYPJ34DvRMQngb2AHYD9y21Pogh4HAqcSxHIuD4zL5zQdyBJkiRJkirX\n0yOlZOY/gBcBGwKXA98ETsjML2TmSoogxsbAFcDrgVdm5i3ltjcD+wAHAJcBs4C9J/xNSJIkSZKk\nyvV6Cw0y808UQY12aTcAew6z7XnA08epaJIkSZIkqUt6uoWGJEmSJElSOwY0JEmSJElS7RjQkCRJ\nkiRJtWNAQ5IkSZIk1Y4BDUmSJEmSVDsGNCRJkiRJUu0Y0JAkSZIkSbVjQEOSJEmSJNWOAQ1JkiRJ\nklQ7BjQkSZIkSVLtGNCQJEmSJEm1M63bBZAkSVL9DQwM0N+/sJK8ttlmW6ZPn15JXpKkycuAhiRJ\nkjrW37+Q+QuOYtac2R3ls3TRYubtdzhz525fUckkSZOVAQ1JkiRVYtac2WywxUbdLoYkaTVhQEPS\nuLH5sSRJkqTxYkBD0rix+bEkSZKk8WJAQ9K4svmxJEmSpPHgtK2SJEmSJKl2DGhIkiRJkqTaMaAh\nSZIkSZJqx4CGJEmSJEmqHQMakiRJkiSpdgxoSJIkSZKk2nHa1g4NDAzQ37+w43wy/1xBaSRJkiRJ\nWj0Y0OhQf/9C5n3pNNadPaejfBZdfxWbv2BGRaWSJEmSJGlyM6BRgXVnz2H2Jk/pKI97714E3FtN\ngSRJkiRJmuQcQ0OSJEmSJNWOAQ1JkiRJklQ7djmRJE16DuAsSZI0+RjQkCRNeg7gLEmSNPkY0JAk\nrRYcwFmSJGlyMaAhSV1iNwhJkiRp7AxoSFKX2A1CkiRJGjsDGpLURXaDkCRJksbGaVslSZIkSVLt\nGNCQJEmSJEm1Y5cT1YYDKEqSJEmSGgxoqDYcQFGSJEmS1GBAQ7XiAIqSpNGoqnUfwDbbbMv06dMr\nyUvS+LJlr7R6MKAhSZImrf7+hcxfcBSz5szuKJ+lixYzb7/DmTt3+4pKJmk82bJXWj0Y0JAkSZPa\nrDmz2WCLjbpdDEkTzJa90uRnQEPSo1TZPNtmmpIkSZLGiwENSY9SVRNNsJmmJEmSpPFjQEPSY1TR\nRBNspilJkjSZ2bJX3WZAQ5IkSZI0arbsVbdN+oBGRMwAjgf2AR4AvpCZX+xuqSRJ0nCccnHieKzr\nx+mI1Uts2atumvQBDeDzwDOBPYDNgVMi4qbMPKObhZIkrb5WrlhR6Ze/yfiFxCkXJ47Hun6cjliS\nCpM6oBERM4G3AS/KzKuBqyPiGOBAwICGJLWo8ov2ZPySXZX77ljKDb/6HivWXa/jvG6+dwkc+alJ\n+YXEKRcnjse6fpyOWJImeUAD2I7iPV7StOw3wEe7UxxJ6m1VfdGezF+yq7LZuuvxtA026HYxJEma\nVHw4s3qZ7AGNTYC7M/OhpmV3AGtExOzMXNylcklSz/KLtiRJqisfzqxeJntAYybwYMuyxutJ2cnT\niOTE8VhLklS9yVy/OgDr6msyn9e9yIczq4/JHtBYzmMDF43XD4wkgylT+pgypW/I9KlTp3Dv4kVj\nK12Tf9x7J9MW/aPjfBYtvJkLz/oaf3r84zvK585//IP3HPc1nvnM3olIeqwnRlXHGao71ksXLeYv\nf0mmTp1SQamqUcX/q9fOaYC/33kvN9+7rON8br53CY+r6H82GY91VccZimO97dQpTJvWO5+Pkahb\n/bp00WKm1vA4j0SvHevJWr8C/PGP/bz/iM/z+HU7+6J116L/Y9Od1+y4PJ7Xq+Z5PbxevG+s8l6m\njvXr6qZvcHCw22UYNxGxM3AhsEZmriyX7QGcm5mdXU0kSZIkSVLXTPZw0x+AfwI7NS17DnB5d4oj\nSZIkSZKqMKlbaABExNeBXYEDgE2B7wBvycyzu1kuSZIkSZI0dpN9DA2ADwLHA7+gmBz9YwYzJEmS\nJEmqt0nfQkOSJEmSJE0+k30MDUmSJEmSNAkZ0JAkSZIkSbVjQEOSJEmSJNWOAQ1JkiRJklQ7BjQk\nSZIkSVLtGNCYYBFxY0S8uc3yt0TEjSPM49URscEw6SdHxMqIWFH+XhYR/RFxUCdlL/PeIyLO6zSf\nqkzg8TypzfLNyuP75NGVekRlarvPpvS277uXNJ2Dm7ZJe3eZPm+MeT83IlZ0XsruGM2xWdW50EEZ\nhj1/h0vvYplG/Lke4f4uioj/GiLtDRFxT0Q8rqr9raIsL4uIX0TE0oi4MyLOiIitRrH9L4f7PJXH\ndfem12tExF0RMbXTsvcS69jqWL/2LuvXoVm/jrlM1q9Db2/92uMMaPSWVc6hW16IfgjMXMWqC4CN\ny59tgGOBT421gmvyfOCCDvOYKFUezzHvY4wOAt4/TnlPpH8Ce7VZ/kpgZQf5Xgxs0sH2vWCkx2Y8\nz4VVnb8TPa/3XymuWX8bZp0qy3Qa8LKImNYm7TXA6Zn5zwr311ZEvJ/imn0OsCPFdfYB4NcR8dRx\n2u2uwGWZWdsvLmNgHVsd69fus34dmvXrY1m/Wr9OWu1OMvW2KYzsgrMsM+8q/74TuCEiVgLHR8SJ\nmXn7GPf/fODAMW7bi0Z6PCd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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# This uses a countplot to show the number of datapoints underlying each of the bars\n", "# in the figure above\n", "sns.factorplot('Climate', data=house, col='UR', hue='STOVEN', kind='count', aspect=1.25)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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r8NdzTUQanoJPIiIiIiIiIjHWunn6/m3XIqOeayLS8BR8EhEREREREYmxEf2y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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# By default, factorplots return a pointplot\n", "sns.factorplot('Climate', 'Income', data=house, col='House')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Using `FacetGrid` objects in Seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have seen that some functions in seaborn (e.g. `lmplot()` and `factorplot()`) can use categorical data to split plots into hues, rows, or columns. This behavior can be generalized to any type of seaborn or matplotlib plot with `FacetGrid()` objects." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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nGgW0L/AKhjgpkJmnU+pjv5tycnMT5YvIcZn52cWt249tzwW2p3xROpRysnUx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\nklySJEmSJEmSNLT+H81omd/oHZ0wAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(house, row='UR', col='Climate')\n", "g.map(sns.barplot, 'House', 'KWH')\n", "g.set_xticklabels(rotation=30)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LgbuBm4FPE+bKuyFK2wu8AcDdB4FXA6cRAroTgVe4+2iUfifwNsLE63cA3cDZ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\ngQ8CvzPGrLbWho0xZwE3A+8DtgDfBm4FXuu9/mrgMuD1QAFwuzGm2Rd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oAAAg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\nlaU6l6W6KsuEDa001mQZX6810gNlVwd8DUB7r7LC7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nrTFxU14LNt+7bsBSxx97+5+w+J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\nlPL/ASc8dDNqThDqAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.FacetGrid(house, row='UR', col='House')\n", "g.map(sns.distplot, 'KWH')\n", "g.set_xticklabels(rotation=35)\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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GwPCA474C1ANaAoOAZ40xXXPjBEVERERERLLKFXfogKuB76y1hwNXGmNuBKoAjfx31V40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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = house.sample(1000) # taking a subset of the whole dataframe\n", "markersize = data['Income']/data['Income'].mean() * 20 # normalize and scale income as markersize\n", "\n", "g = sns.FacetGrid(data, row='UR', col='STOVEN')\n", "\n", "# Make the markers empty black circles with size scaled by Income\n", "g.map(plt.scatter, 'TOTSQFT', 'KWH', sizes=markersize, facecolors='None', edgecolors='black')\n", "g.set_xticklabels(rotation=30)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Color choices\n", "There are three main categories of color palettes for data visualization: \n", "1. **Qualitative** (or categorical): Data of different classes or categories. Color does not have a quantitative value assigned to it. These palettes are used in the categorical plots above.\n", "2. **Sequential**: Color represents quantitative values from low to high. There is no natural midpoint to the data.\n", "3. **Diverging**: Color represents quantitative values with a natural midpoint. The midpoint is often 0, but does not always need to be." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Qualitative color palettes\n", "Qualitative palettes are used to differentiate groups or classes within a dataset. Seaborn provides access to a wide range of prepared qualitative color palettes that can be selected from a default list (as shown below) or from the famous [Color Brewer](http://colorbrewer2.org/) tool. See the [seaborn docs](http://seaborn.pydata.org/tutorial/color_palettes.html#qualitative-color-palettes) for more information and tools." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Seaborn defaults\n", "By default, seaborn includes 6 qualitative palettes, called: `deep`, `muted`, `pastel`, `bright`, `dark`, and `colorblind`. The default palette is `deep`, and all of the palettes have 6 colors (notice that the last two colors in the `palplot` objects below are repeats of the first two).\n" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAABhCAYAAABGShAtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nKOF9AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('deep', n_colors=8))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoAAAABhCAYAAABGShAtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZUlwKaGlSfoAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('colorblind', n_colors=8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Making your own qualitative palettes\n", "If you want to invest a bit more time in your qualitative color choices, seaborn allows you to pass through any colors (rgb, hex, etc) that you like. Even better, you can use named colors from the [xkcd color survey](https://blog.xkcd.com/2010/05/03/color-survey-results/) - I suggest using this [awesome interactive tool](http://www.luminoso.com/colors/) to pick out your favorite." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAeQAAABhCAYAAAAHpNImAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAIIMAAEEGQAC/AJk9lYxSHvSpwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colors = ['cobalt', 'orangey yellow', 'steel grey', 'dark lilac', 'bluish green', 'tomato']\n", "sns.palplot(sns.xkcd_palette(colors))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sequential color palettes\n", "Sequential palettes encode some quantitative information from a dataset with upper and lower bounds. Importantly, the data should not have a natural mid-point (that's what you use a [diverging palette](#Diverging-color-palettes) for). Sequential palettes are ideal for kernel density and correlation plots. See the [seaborn docs](http://seaborn.pydata.org/tutorial/color_palettes.html#sequential-color-palettes) for more information and tools." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('Blues'))" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Cubehelix returns sequential palettes with linear change in color brightness\n", "# and a range of hues\n", "cmap = sns.cubehelix_palette(light=1, as_cmap=True)\n", "sns.kdeplot(house['HDD65'], house['CDD65'], cmap=cmap, shade=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Jet \n", "Under no circumstance will seaborn let you use the Jet colormap. If you aren't familiar with the name, Jet is that rainbow colormap that you've seen in every MATLAB figure and [National Weather Service maps](http://www.weather.gov/forecastmaps). As explained [below](#Other-color-resources), you should never use it." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAvcAAAA6CAYAAAA0lnb4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Showing a jet colorbar - notice how some colors are more intense than others?\n", "import matplotlib as mpl\n", "fig = plt.figure(figsize=(8, 1))\n", "ax1 = fig.add_axes([0.05, 0.80, 0.9, 0.15])\n", "mpl.colorbar.ColorbarBase(ax1, cmap='jet', orientation='horizontal')" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "ename": "ValueError", "evalue": "No.", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Trying to show a colorbar with jet in seaborn\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpalplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolor_palette\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'jet'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/Users/Home/anaconda/lib/python2.7/site-packages/seaborn/palettes.pyc\u001b[0m in \u001b[0;36mcolor_palette\u001b[0;34m(palette, n_colors, desat)\u001b[0m\n\u001b[1;32m 163\u001b[0m \u001b[0mpalette\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mhusl_palette\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn_colors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mpalette\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"jet\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 165\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"No.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 166\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mpalette\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mSEABORN_PALETTES\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 167\u001b[0m \u001b[0mpalette\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSEABORN_PALETTES\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpalette\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: No." ] } ], "source": [ "# Trying to show a colorbar with jet in seaborn\n", "sns.palplot(sns.color_palette('jet'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Diverging color palettes\n", "Diverging palettes encode some quantitative information from a dataset with upper and lower bounds, where there is a natural mid-point between the two extremes. Diverging palettes are especially useful when showing the change with respect to a baseline. Diverging palettes usually show one of two different colors on each side of a white mid-point, so don't use two colors (e.g. red/green) that might look the same to some viewers. See the [seaborn docs](http://seaborn.pydata.org/tutorial/color_palettes.html#diverging-color-palettes) for more information and tools." ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.palplot(sns.color_palette('RdBu', 9))" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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27Tvy2ocTKS4q4uRTz+PwZs33es2GNSvocOZx5Y4d2a4NdZO/qHRuzuEtWP79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hPHc8ZbhVm0f0lJUNigVweat27Di2OfIee37yhIuorZoMfLTUOXCOjkmUIr1yTGtFSz8vOPkMvl\nfz2ZhISExD/BZrv7P3cZrVbbHngWuPk94irADWgDvAcs02q1Lcv6OAM/AfuB5sAR4CetVqspq28N\nLAPeKuvvBaysNOd04HFgIDAEGKHVal+8k3VLFl+J+57vlyyi7v6T+ApykCnwsEDNE5f45oP3mfT2\nO+Xt/ENqkGm24nPTeadsUeDZFSto2KhxuXW292PDWb9hCx1KbDTLyOXE5jW0GfZUeZ+i/DwSz5+k\n0eDhVdYTGVWb/b/uoWePXnw6+2UicpJ4OtQXAu2C9GxGGhPmf0fX/kOZ9PanHHzvBYbUsofA8lNo\nGOui4eulC6nZqz/HD13lq90GrsYm8mSXFg7zCIKAZ4gPRUlJHPNW8NzE4ezetIrGQ4Zy7fMviHKq\n2GiCYKFh9w7lv2fExeHsbBdofi5qRssEXvh0FUJeLra8Qjw1vnjn6svbOwkyGibnUcff547uTXWM\nfOwxsr78mgPZ8Ti7VU1T7OnlTrLeMZGFyVKN/0UZPj4+GIr0xF29QmTtOgBkZ2Zy9sQJpk6expez\n3yLv9Bkwm5CHh/HUq28QHFqj2rF69B+Atlkzfvj6a0x6PW0efpiO3XsAEBQYxNL3Z7Nn3z6up5yj\n55DuRESM/SeXQkJCQuLvcZ8fbtNqtU7AV8Dhm8ojgX5AuE6nSwJitFptO2ASdivt40BJJSvtNK1W\n+zAwDFgNPAesv2Eh1mq1TwPXtVptuE6nuw5MBV7X6XRHyupnYrcOf3K7a5eEr8R9T9rxk0TedCAp\nUWEh4cx+lr8ynlInDW36DaN9l+68t+Ir6ohW5GUWWrPNxhVPf4Y2aerQPyQkFL/hgzmydhOtDHKu\nf/89Gy6dp06nbuhTEiD6BIE2KzmxCVXWk5ubg6urKyqVCkN2Ln1CHcVi0wBvzmfbeHjAEJZ/+gGP\nRlQN3+VjyOPq0b0sfvtFVEoln369GpvNViVWbYFCQD+8PbMH9sDNRYOeC8ibtGJPj4sc3bqDKKWa\nWMxEPdKTsSOGYTab+XLZSrSlBQguFZZhG9C0dUdUamei539IUZaFm//8PW1ydGfPwfDH/+KOOJKW\nlsbRP2IIqRlFUFAogiDw0sQJeKxcQVFuNm7ejimILTnJOJdaMHjZfWWtxiIaagP+dI7+jwxk85aN\n7P1lF3KFAldnF6ZOnsaiWTNoeuQEXnL7XqwXdCx+biJvbfwBpVJZ7VihoTWYOntOtXUymYzePXrc\n0f4lJCQk/geZBZwDrgJdKpW3ARLLRO8NDgKvVKo/eNNYh4B22IVvW+D9GxU6nS5Zq9UmAm21Wq0J\nqAH8cdPY4VqtNkCn0zn6sd0CSfhK3P/cFFrrslBKjW51GN9SW162cfsKNC6ujHn/E9Z8MBt1Ziqi\nIGAKCuPZNypETuwVHSf27aVm/fo89fwLJPQfwPzp0wgpSOd5WSYl+7/HU6XkutLCVldv0g8e40p0\nNHUa2EWazWbjo9de4633PgQg2McbQTBUXXNpCQAyJyW/xiahcXKifY0AVAq7gL9SamPJtNHlr817\nd+/IxkOHGd6pWfkQV1MyqV83ipH9K3xfo4J9OZqSxIS5H/G+qZSL164j5hRw4mwM0974kLDIKK6d\njaZvqGPUhq1ZBgbPepzsrEx2u7hgDXKC6/kObQoUNpo3b8btIooi815+iYJ9R/DNKSbPyxll+xa8\n8tlnKBQKnhz2GK99NI8Wj41FqbJbp2OP7mVczyakZeTy8ZkUQKSBPJ7JY9+rdo6iokKWvfcawaW5\nRCkEdCY5jR55nM69+lJQkI947ly56AW7S0jHrDx2blzPoyNufWBOQkJC4n5GvI8tvlqtti52F4cm\n2C25lQkCUm8qywBCK9VfrKa+QaX6W/UPwu5WkXpTnVBW/+8TvlqtVgWcBJ7T6XQHyspqYneibgck\nAC/odLpfK/XpCXwKRGL3JRmn0+niK9VPA17C7o+yEZis0+mMleZbAgwGSoD5Op3uts3pEnfGj+vX\ns3fNekw5+WgC/RgwYQyde/UmonNHUs9cJrjMJT3TV8XYSqIXYGi9YL7cupaJb3zISwuXYjQaEQQB\nlcruTyqKIgtmTMf5xEnqm21cF0R21gjhpa+W8tnmbXw55zUOxcdQAwvHzHI8WnbG/dIFInwEDi77\niK1OnphEBYUXdNjUalxd7dZUVWAoRVnRuKkqrIuiKHIlI4tDe38l/9wRWocEYLOJfHcxlqb+XjQJ\n9EHl7ePgK9ogKpKMjGxeXLaFuuEhFJkhIzuHj6c947DPA9HxNB7ah++WfsGUF14mPDy8ynXMGDCY\nxW9MJ9JciKdKSTRqWo56HhdXN35Zv4bQLr2x4UTOqo34lNpdDMyiDUOLKPoNHnLb92vNV1+i2baP\nUJsM5EoCCi0U7jrC8vkfM2HmK7i4uPD2C88zc9Z0wmtFIbeZeaR5Hbq1aofVauXw+c94qP8w+j00\n6ZZZ2VZ8+DajAgQ0TnaLcBfg++3fom3cjKKiIrxKjCB3tOwGyhUcibt22/uQkJCQkKhAq9WqgZBb\nVKdhd3F4U6fTZWm12pvrnYGbw+eUAqq7UO8MoNPpTDfVUan/X/LACN8yEboWuPl491bs5vYWwCBg\ni1arrVtmHq8BbAHewH4y8K2y9k3KxhwCvAmMwH7AfBXwEXYfEoCPsTtfdwVqAqu1Wm2CTqf74d7s\n8n+XXVu3su+teQQWlgWQisthw5U3cFvuybAx4/js6jWuHzhMaL4em7tHlf6CIGAqyKWkpARnZ+cq\niQ22r/2eWoePEyZXUIiN6II8ZIX5vNG3F+1GPsOkt94nLy+X2NhYrhw9yJX0VAZEudG5TsXjVmw0\nMeFwJjM+WF5e1rrHw3z+5i7G1wnGz0WD3mRmQ2IW3Xt05NDqxUyqF1zedpx3Az45dI5jci98w2qV\nR4C4QfcOrTlxPZdHx72AWq3m++WLORp9jXYN7VEF9p68yNGraWRs2cTgRwZSo0b1fqwBAUG8+fUa\nZs99h0ZtOjCqS3cEQSBWF8OvW7Yw5ZuNCILAwcAA4vbswVZqpgATq9Z8d1sHt44fP8bpM8cpysmh\ntHNTCk/HEFF239yREXPsVHlbT08vOjWsxfNPDXQYQy6X07JxA/r37XPLeYqLi3EvykAT6OgGMTjS\nl63rv+XJZ58n3dsLCvQO9dFYadWj11/uQ0JCQuJ+RbwHh9HugDbAPqoeWgO7i4NMp9Mtu0VfI1VF\nqAq78fCf1t8wSiorid8bbUu4TR4I4avVausBa6op747dktu2zEr7gVar7YHdgXo2MA44odPpFpS1\nHwWka7XazmUW46nApzqd7uey+gnAbq1WOwN7xIsxwEM6ne4ccE6r1X4ETAYk4XuX+W3NOgIKHaOm\nhmYZ2PL1cpq1as20Dz8iIyODyxfOkfLrtiqi0Wy1knjwOC/37EZY167MeO8Dh/q4g3/QTa7AIops\nzcviqYBgnMqsjNe//Z4Xdu/izaUrOHr8MGMmTGDt5x/SuY6j4HJVK2nbrjF161fEcc3OzmTipFFc\nuBBDTnoGKjcPnntpOHuPnOShAEd3A4CHteGU9H0SDy9vNvx6kOG9KyLmbv39GE3adCnPbvb0uCkc\n3P8bn/58AlEUqd+8PfMW3P7h1ddfeYM1677nnfGjcTOYscbE0qDIyOlfd9Kidz86DnmCjkOewFhS\nwrkd68qt2H9GdPRFMjKTmT69Yh07N23m0My51Cy22AtExw9svUWocr9iE1PwDQrjzzCZSlELVT93\n1Qo5JkMJSqWSuoMHc2LlKlraBARBIMViJrFZQ0a061DNiBISEhIPBqL1/0/46nS6/dwi6pdWq90L\ntNRqtUVlRUpArtVqC7EbJlOAmw+2BGK3FPMP61OwuzUEAomV6sRK/f+SByWcWRfgN+zuDJUdPtsA\np2+4JpRxsKzdjfoDNyp0Op0BOA2002q1MqAVjk7SR7HfxCZlPwrs7hGVx25zF/YjcROWguIqZXYr\nbmH57wEBAXTp2ZuBz0xi+dlELGUfDEazhTmbficuPQ+ntDxy1mzliXr1OLDn14rByiyZx4oL6O3t\nWy56AcJVanzi4ln09HAshhLc3KtGIigf5qZX8vUbNOZsbDKuzhr0OfnkX0tg2fK1nLkcS3WBCsxW\nG7t+3IinlxcetVowd/UO3l++kTe/2oDgV4f6DZsgihUdO3bpwegprzBm6izadexSdcA/QSaT8dST\nT9O//wBKE5IIzSvBy2Lj+Mql7P5uKdevxHDmwK8c3riCiaNH39aYhw7tZ/hwx0gXDw8dgrlxFAB6\n0UpA08YO9b36P8bcpevJzrX7FJ+5dJWVOw/Rp9+jfzqXt7cP6XLXKuUHknNo0/NhAAaNGkOLeR+x\nv1VT9jWuh/m5Ccz8fMkdpVxOiI/j5y0biYuV3CMkJCQk/oIR2P1xb+ikL4ETZf9Oxa6jwrVabXCl\nPh3Lyin7782pQTtQobWOlrUHoOzNfShwRKfTpWEXvJVzLHXCfpjutvx74QGx+Op0ui9v/Psmf5Lb\ncaK+Vb0noK5cr9PprFqtNqesXgSydTqd5aa+aq1W61M5mLLEP0cTEoB4PtFBsFhEEY/wqjFla9dr\ngHrq23yzbiVxB/cjZOYTl5XPozJfnAS7MG1qhlVTXqDpsUO4u3vQpE9fLp85T47FTGeVusqYAU5K\ntDYbuw4fAqBW87acufw7zcL8ytsYTGbMrn4O/Xx9fTl+Koau+mwGebiCUo7FWMLHsan8XrMG2pui\ngx0vNDL/tYm8u/xzakbUw3zuDM0FE1lmK+uPHuf0I0PAJlKvTh1693wIsMcxTkiIw8vLG7lczo5t\nmzCXlqBQaug3YAheXt7l4yclXufY3t+IqFeP5q3bIggCfQYNpn2PHvy4fj0AXw23xyU+e/4cHVo2\nJvKxwYiiyMlTp9DFxtKuVQsiI2pVe5+UKmW1otLZ35fzMisn3TW837+/Q11kZBRPTZzBph9/QF9c\nSERUXaa+/NYt/XrBnoxk/rKVXDe4kLr/IlNbROLtrGbP9WyyQurRu3mr8rbNW7eleeu2txzrVlit\nVha+8TJ+iVeop5Jx/IdVbAmsydS5n95WGmUJCQmJe8X/p8X3zygTn+VotdpcwFDp7FS8Vqv9BfhO\nq9U+D7QGngA6l9VvAt7XarWfAl9jPyTnjP2MFdgTW+zTarVHsZ/pWgD8qNPpEivVf6jVam9Yf98H\n5t3JHh4I4fsn/GMn6T+pl92iDu7AiVri9nhmxkt8HDOe8IQCFIKAWbRxXevPey+/XG37GuERjJ/5\nDnP3P0yBPp1w1OWi9wbtSp3YtHw5o194ke79+rMiOprszZuINZRQS+Ps0DbdbKKDUolrbg4lJSV0\n7/sI38RcIPZsPB1r+nI5PZfD2TbGvfq+Qz+bzYZvqYGGHhWWSYVMxvgwf372D+Or+GTaamwgCJwo\nNKAMCeWbzTtpUMOH86d+J0o0UcvTjVpAK2+RZWeOE9y1NweOHkWj1pBTqGftL3tRFGcjL8lBqVLz\n1KC+DOw9AH2Jgc+/WcigJ+xRE76cMxv5oRNEFBo54iRnc/2avLJsGe7uHri7ezBi3HiHtXfq0Amw\n+9LO+vBjLKENcA2KZP/W/YTYtvHmiy9UEbkWsxWTyeQQKkwURU4XGEkbMg1VUC2+2/YLrZo7ZlNz\ndXVj2BP/+ZMnoAKz2czwiVMokPsiAknODbiW7IRbTiyvv/0eA7R1b2ucv2L9siV0zYoj0NvukhLs\nAjkFKXy/+FOemTbjrsxxP3Hm7GkOHz6ISqPGbDIREhzKgP5/bnWXkJCQ+BuMxJ6E4ih2F4RROp3u\nFIBOpyvSarWPYD8gNx44D/QteyOPTqc7WuZ2Ogd78opfytrdYB7gh93l1AIs0+l0n93J4h504WsE\nvG8qux0n6byyOm5RX4L92lRXB3fgRA0glz8oHiV3hxv7vZN912/YgDlb17N6wecUZ2TjHR7KJy9O\nc7BmVkemXCTHWIrcLFLipMG5UrxfNTIOHT/KKNHKsoWfEH81mtr9evPz4WOMND7KmasAACAASURB\nVFhwV9gf/4v6Irw1SpxkMvIMBtZ9s4yRz05izPRX+WnLD0z88D3CfAKZv/XHciFosVgoLi5CLlfg\najKAi6OQ9lYpcXdSMPS9z1i78F16tGpMraRU2jeuR1SY/Q3QiIe7s3XX70QfPEwDd1fkMgH3zGSC\nG7SiRpN2rFv9FbmpSUS4KwkI82XQf2bSoGEjLkVH887CFbw89gmeHtibGSOfINJoRlmsJ63ESBDO\nRFkVhJ2P5+u33uSVhQv/9Bp+tmw5rh2H4aTWAKBp3pW81AQ2bdvKE0MdozwMHjyETz75hKlTp+Ls\n7IzJZOKtDz8ju0Z31F4hlOalk5SWhiha/7bVdPTkl0hTNUTu4g9AqdWMPvEUDVt0wC/AD4Xi7vw9\n5V46T6DG8U/cR62k6Oql25rj7zzn/1/EJ8Rz4dIFJk2bVl529vRpfvppGwMHDrqjsR6kfd9NpH3/\nb+77/4v/58Ntt41Op3unmrJs4JbfqnU63UnsAQluVb8ae0zf6ups2CNxvXTHiy3jQRe+KVSN8nA7\nTtJngBzs4jcQuAKg1WrlgE9Zfxngq9VqZWUX+kZfg06ny+cOcHfX3Enzfw13um8vLy0fLVtcbZ3J\nZMJgMODhURHRYe2qleTGxVHbpMFVpuCkqQg3mYxmTnYf3XOCEU1tLaPbNKe93ImWcidizp9H4+rM\nvhbNyN7/B14iRLq50Nvbl3yzmXTRTMv92/ni+AFQKHAvyCEKMzn5+Xh52S2Di95+h5T9+3HWl1Ds\n5UWJyVJlvRmGUsLq16MwN51ifQkdWjbm+MXL5aL3BgMf6sKcg8fKAxg6qzVonF1w9/Jm1Mtv8+2H\nr6H1VvDMK+/i6mq3Ktdv0IAaL89i5bJFxO85wASbArnKCVTOiN4i36Qk01u0i86rp89w9VoMrVq2\nuKXfa4bBgqfa8V65B9ck+uyO8j1X3KNIpk6ZzLq1azhxNpo4owsFPk0QVCoC47czpGtzavYdyKrl\ni2jUtDl9+j5c7Zy3wmAwcCYhH3lgvfIyQe5EqUsUaanplJQU4OVV847GvBUKJxmYqiuXV9n3n/Eg\n/H2vWPkrT4x09ONu2rw5p44fuaO9VuZB2Pe9QNq3xH+D+9XV4d/Agy58jwIztVqtSqfT3XBD6EjF\ngbWbnaSdgWbY48+JWq32RFn9jQNw7bH/r/Acdt8RM/YsIjdS8nXC7sR9RxQWGrD+Dz3EcrkMd3fN\nXdm3yWRi3oyZpB89haA3oqgZzNDp02jftSsr3niPnnoXBLld0LWVeXDaUkiqxcgFjRHvWiGk/fgD\nM30Cyg+z1cGFfYW5pGWl49+7J2lHjuCBjZ9KClAHe7F+6ni2Hz5PQFoOJ6+l41Qq0s/Zi2slJUzp\n15+wZs0J3fUzDeUKMs1m3HNz+aGogMNKgfZe9qgIBouFHaKKPqE1ObViAa00sOmnPSiqCRUmCALK\nSrGGk1x9aFHJyl2vbTeSzh4oF703cHNzIzktm5ppOcgrpS4WBIGuPt7sytcjdO1Os0GP8eP5BL76\nfhOTn3mamuE1q6zBaq0+ULrZZCEvT1+lXC7XMGLEKBo2vsiMJZtQuPngn7CT9fNfKXeB6Ni+Lcu/\nXUt0WBTBwbcKB1mV69cTsKiqpk2WufhSknYBf//Qatf0d/DSNib9+K8OVt8cowmXRvVua467+Zzf\na0xmGwpF1Y97QZDf8fV8kPZ9N5H2/b+5b4l/Hw+68N0PJAErtVrtHGAA9kgNz5TVfwO8VBaebAf2\nOL5xN5JfYE9O8aVWq43GfshtCfB1pQQWq8vqR2M/8DYduD1HxUpYrTYslv+dD4wb3I19z5sxE+WG\nPWiRcUkoRizKZcWECezq0Q2fAiOC4PjB1FjuxmZ1AV/1a4VcJuOr9BwMNhunrRY8RRt1nFR0dvPi\ns5gY1syZxhKlgSeaReCqVqJW2q2kQzs3Z/qiDbQTVUR42F0YWnkoaZSdzaL16+ikVnLWWaBOTR+u\n5etx0YsctmlI1fihEi3I/IN5fuI0vp//Ds+WHWyNTk9id0wKNtsjDoe6MnPzMebkcF7lxB6rmi4z\n33LYz5XTR6gd7GglvkFxURFuVhvc5FHgoXAiOTwUH/9gkhLiadPjIWo1ac0b78xkaO8e9Bk01CFe\nb5inCzlFBajdKqzpeQmX6dWg7p/evwb16vPxc8NZ8u1amtYLrJIieMSwQcz+6DNmvjr7lmPcjK9v\nAP5qc5W4NNaidNo1iEKhUJavqbi4iPj4OGrUCMPT0+u257jB0NHPsjA+Ft/EK9RTClwxiaQFRzJ1\n4rQ7em4fhL9vpZOK/Py8KtfJUGL422t/EPZ9L5D2LfHfQLL43jseROFbHutJp9PZtFrtQGA59tN/\n14BHdTpdcln9da1WOxj4DHuiikNU8jvR6XTrtVptOHYnayX204YzK831InYxvBcoAN7Q6XTb7uHe\nJCphNptJO3KK+oKcM0IhgwL98FfarXNpx8+w3WypJiCfSHN/d1yUTpSYLWR5eHKmX186Dh5GWnwc\n61d+Q6/EZJQqFc4aNUoZ+LpXfdWr1qiIsFSIQ5sociIvj4LsbCyt6jCpeUV0kdwSIx8ej+XFBVvx\n8nJhz96DLPr6GzKuxWGtWR+5TEaDQB8ma1TMWbCUZ//zGAE+XkTHJvDu3K9RXE4jzga5nVuQej0W\n78Bgzp48zpFjJ4m/eIWMhGt0Pn6c1q1bl895+tQpsnKyOeUkEHnT2nfl53FRHYnlggFOnWXvT7uZ\nMPNlopq1IXfBAmZv28qspSvKk3xMGzeWN+bNJ905ACe/GhRfPUN9Xxf6j3zuL+9Rvbpa3p0xlcO/\n/1ylzsnJiZykWPLycv/SV/sGKpWKAZ2a8M3+RMwudsFvMxuIEOOY/95KwG4ZX7hsOTFZxSgCwrHs\nPEC4BmZMfu5PI0XcjFwuZ9rcT7ieEE/MudO0bdSUiMjqo1k86Ax6dAiLF3/O+Oeew9PTC7PZzPer\nVtK5c9f/76VJSEhI/FcRKscMlbgniHl5+v+pb8oKhQwvLxf+6b6Li4t4s3NvQrL1mNxt9PX2daj/\nNDmJLjYPZJV8Vw+LRUx+pCEhbi5cLtAT3+0xHh5aEXfWbDYz98lhRIZ68s6s5/jkq1VMbK91EEyi\nKDLig9W8qPbmsqEEvc3K+axc2uDCJbWV54e1rxLPd8Gpa7yxfhfPz3qDXy/kYVAFgSGHuqZovhnQ\nAH83u+W4yFjKWyeS0FtlnDsfh2CU420polu/DoyZPAaL2cLL878m2b0e/rpD9JXrCVUI7M7Jo7Rm\nLQY+PZKL585w4ugRNq1eyvZNW4lesY4OVhkyAX4rLuB7mxeFEd0c9lPbNYOuHVvT4tuvcZHLuTZg\nAP+ZNt1hD9+t28DK7fvQK3xwlltoGeHJu7Om/+UhNYVCxoL57/Hqi1Mc/Ii3b99OQGEiZ4yePPHM\nhL+63Q5s3radHfuOUmq2UT8ikBcnjS9P7LF5+3aO6dV4hVd8+SjKTCGiMJZxI5++o3n+iry8XNYu\nmYdKn4MoCFg9AnnquRm4uLjctef8v0VxcTHbtm/BWGrAZrXx0EMPE1bjz5OIVMeDtu+7hbTv/8l9\n335A8LtMzqKX77o485k87/9tP/cTD6LFV+J/BFdXN+RhQeRmxtDMuWpWsYe8PFmXn09TswpXQU60\nzIhf93YgswfdOGl2YsTgYQ59nJyc8GnWnFdH9gBgUL9eLN60hYndm6OQy7FYrSzZH40iKIK1JTkM\n6d8JH083cn85Rs7FVOSCWEX0Ani5u7N6zXp2XCxF1ITYs6y4+HFZ04m39h7li4FNsdlE1usySDS5\ncrY4GCGqEQBZxgIaKm1EhochiiKiZwi+sad51wecZPZ9R7m7sicrFfZvZFxUKMN7NODLxYuZMm0a\nrTq154dv1yFabfyy/xiF3t0c1iYIAunZRaTt+4UgpQpBEMiNueTQJjExka93nkYfYo8dbAJ2ZxWi\n+Ogz3nvtrw/Pdu7Wg1dffZ2x48cR4OfHj9u3U5pyjT6dmnD0RPpf9r+ZIQMHMGTggGrrTsRcxavT\nUIcyN/8QLsccrrb930UURZa/P4vpbcJQOXkC9rTVX3z0Os+/8+ldneu/gaurKyOevLtfDCQkJO4N\nD0pUhweR/634JBIPHEOnv0B2kCeX9I4HcERRZHdBPmMVnvgrZYhyK48o3VAU6tlWLMN0iwNbAM7u\nbsQm25O8RIQG89jwoczYdJCPD1xj8fkCeo2dhZezjPkvjqBDo9rUrRHIq2MH4tK+NvJiE9HpOeQb\nSrGUfTCJoojJw48/TpxDVDv6UAoyOcfy5Cy/VsDXKVb8Oj9KTL4zglOFb7Kg9mBfTB5pGZkU6/Xk\nmBRojdkO2eUAuvn6oEtIQ6N0IsDDBUtGMlarlbDQEKbNms6EFydjskF1b3FK83LokZqMINjTB3NT\nEo9lazZR7OsYXUamdufEtUxst/EB3L17d5zlAhd3rmfjonm097Awsmtzth27ROeH+lfbJ+7qFT6f\nNYWvpoxgybRnWL1w3m3NZaN6o4XtLttHjh85SK9QF1ROFfYBV7WS+qpS4uNj7+5kEhISEhL/FSSL\nr8R9i9FoJC01gYaDe3B0x27iTUYilHbBdkpfREOZM0qZnChZRQzdIN11mi38iJXbNxJ3+Ri/bNlE\n3yGPldebzWZkIuy7ksP2g6dxdpJRZIb+o56ndVt7AJC0tFS61A2rEv7r6YGdmXrwPJsuXKNRiB+F\nRhOIIglFRp6avYBTX61CFF2r9PMPCmLsHHss3SVLl1Gq8Koi3bItrsRcjed69EVMyVepGv/BHmbE\nVknUKkUbpaUmnJ3tIvqTJV8xbvQoPt5wiCJ1xSts0WqipSGLWi526/EpbLQf5mgJ1xvNCPKqLg1G\nq4DFYqlycK3K2gSBHoOf5o8tq3i6Y0O8XJ1Z98dZij3CiYyMqtK+qKiQrZ+8xUStP0KgPRteav5V\nVnw6lzHTX//TucJ9PUgvyMXZo8Jv2GwsIcD17uaVSU2Mp6dP1TcNEV4aUpMSqV279l2dT0JCQuIG\n0uG2e4ckfCXuS7Kzslg171VGtwwjpJUf0YG9eOmLH/HXlyKTCRT4ePBQcV6Vft6lFopzcilKzadr\nisCl+UvIjkug22OPkRwfxx+//crkSVPY/MUn+OYkEuoEp7IL2Xz2NDtX+2DKLUGlUNC8oV+VsU/E\nxNGpWQT9GlQcJ4vJzMU5KYMdK7/EJ+EaKpuBUq9IxNJiu1XXaqZVi5qA3RIb7O+L2nSaUqcaDmMH\nOBXh7+PJmYN/0FsUOGmRYxNF4or1HM/PR6WQk6o30LVdg/I+Z5MyWbjkS4L9/UiLu0aUqOdCbj5T\nH+vCt9t/J7HICTcnCz6mVOoGeXLQZCLfw4P6jw6iTaeuDvM3qRPGnr2JKLwcfT5reMj/UvSWj9G8\nJTVradm94weK4vLo9ugEaoSFV9t2x/rveCLMw+FLQrC7M5ZrMZSWlqJS3VrEjnv6aV55732KI5ri\nW6sReYlXMF46xAezZt6yz9+hZfsuHFh9lEGNHfdwLLWYR55sdlfnkpCQkJD47yAJX4n7jlPHjvDt\n/DksHt0TJ4Xd9rnmhz8YW6LCU2Z/ZGPSC7mosNHtptfb5+VWJrdsxe8ffoogCDTI1KP/ch2bVm3A\npdSK14Bu7Fq7kkdleXiH28Vt82A/Vh6/hPVKKp3V7giCwE/FGTzeuRmlZgvf7DmGKFOQVVCMWpCT\nXlRCYNlhtXr+3vwRm4Il8SrP+3tivHQCY9IR6iqUJFst6OQir605ydkTx9i7egmNVWYiipO5pPBE\nprJbEwVjLn6KPLZu2kIvVxVuXk7YknKYeTGZzsGejGtVt9xFYVNsMmd93DmeZcDF2YVn/EWM5lQ8\n6ngD3oSk5ZIT6M2u7xah08Xg6+uHWq1GLldgMpnw9vZGFEXWbdzMiQsxBPh4UsfHjaw131I3z8QV\nbX9kfrWxmUpwyzrK5OefuqN75+LiwqDhf+1HWpyTiZezukq5t1ykqKjoT4WvUqlk/ttvcvT4MY6f\n2U27enXp9uTsWybo+LvUCAtnt2sopxMzaR7mjyiK/BGbhiKiMR4ennd1LgkJCYnKSBbfe4ckfCXu\nK75d8AmlazcRFeFaLnpPXkkkIKEIT1mFUKonKNlv03POYqGxwh6O7KJZT5bByPovvkB0UgD2nCYu\ngpy6RrCKcrJUaozXr+Ad4hjCLC4xh5GaisQJzTJLmTn/e5SB3nRs0gB9cQmP9+mCj7sb73y+ggl1\nQ1GU+eAq5DIQRS4XFNHILNDGreIVfJbFxKqPP8KYpmOS1p6Ct02wL4tPnmdbqoXIeg3o2qYxz4yY\ny5L5H1JguoKbkxNP1/ABUzGPN4gsF3SCIDC0VihzT15n9FsfEbf2U1QKBapKiQkaBXmz/PxJuvbq\nS6m+kB/WfU2o0kKhWcTgHsSTk15mwvTXOFPkBxpvrNeK6HX1GyYH+NHXW83R+O0cuyonWV9AF5WC\n/XOuEv9QH56c8vzdusUARDZqweUjW6jr6+5Qno4KH5+qCSxuRhAE2rVpS7s2be/qum5m9POz+P3X\nn1ly5ggi0KjjYIZ36HJP55SQkJCQDrfdOyThK3HfkJ+fR9q2H+luk3HAaC4vX7njMA9T9XV7D0HN\n3uICdHIjAD6ikiYyd+KOncK/SX1K046hEioOiMV4Khk7dgy7FjimFk8r1ON+k1dtsEKJNrGQQ7mF\nFCbn4qNQ8M2+4/g1r8eIQQ/xxy976VYzCKvNRqnZgi6vGMFopa/S0SfUT6Hk9z17GNO9IvSWk1zG\ntDZRtEzKImjUM9StW5+t363CnJjEhqQsXqxrf7WuVsirWDEFQaBWSDC1akVx3FT1NFdmkR4Pv3pk\nZGQQvX0VL7Su8K/N0xt484UJnCppiExjT1YhL0yhr5tL+djt3JxpB6Q7exCTk0/7QgO6jZvYFRxM\nnyHDiIuPZdP27eCkwmaxEBUWyuNDh1ZZx82Iouiwl259+jFv705cC4oJ9XDFJor8lJBNg17D/tRy\nK4oiKSnJKJUq/P39/3Lef4ogCHTr/TDdet9Z6mUJCQkJifsTSfhK3DecPnKEOnlF4KTGKa2Ii/Gp\nuLlocBdtJFhL0Socs7RdshioLXfFWSgTrWV6yWoo5YWP5vGhYQq2czFoigzE+7ri4uPJhrnvk5CV\nRaGvCne1XUwfTs8hSy6yKSsDD4WCTh5eqGUyDpuKmBpYuzxO8EMqFUdOX0bfpC5peiNZxQa+OnoB\nubOGTm0acnznMQRnRwsmgMxkxtnJUVjnG0o5nV2AYts6lsyJ5qHkLB5SqYk1Cnx86jKNQvxIKDZU\nEYyiKGLRuKJWq7EF1iIlP5cQT7twtdlEvrucxYS5s9m86ktGNHX0TfVy0RAoM2JDBmYjCkM22rzj\nFCuqBncptpjRlF1XLXJ+3fUzbbr3YPXmLTw65rnyNcXHXOS7dWuZMnFstff0/PkzHD64HxdXDaZS\nExpnNx5/YiQymYwX3/+cHRu+Z9OxAxgsVgaOnkrzlm2qHQcg+uI5Dvy8mfph/hhKTVzLKOCxkZPw\nDwi4ZR8JCQmJBxGb5Opwz5CEr8R9Q1BYDWJVToTaoK1Vxdrlv3JSX8DiPm1YmHOB0BIrLjK7GMuw\nmogp0dNQlFUIX+zC0D0qHFdXV+asWEFGRjrbvv8exXebaHg1E+FaFuE2Cy8mJvNc90ZEebqw87iO\n1gY1kTJXCswWVutT6OXjg4+LxiE5BkAbV1e+WfcTGQV5ZNlsDB/Uk3YNoijQG9j7+0m2FGbR3cUL\nD7n9T8smiqQbitgck8SElnUASCnUs6vYxquzX8XDzZWM7Fw+fGcBfsl51FK7ECk6s6rAiskgZ8O5\nWB5rUqvcx/fLc1dpOs6eeGLUtFms+WoB+guXkdsslDp7MfSFd3BxccFk0OOsrBqlIT87m0HFW/CW\nyUgpLqFlsDcXU3JpLLqVi1lRFDmYk8tjHhUWVcFkYvP2bfR+/D8OQjyiXkN+OnGo2hBqGRlpnD19\njBnTp5aXxccnsG7tap4c8QwpyUlcO7qPrh4yPJVO/PHtIjITE+gzeHiVsYxGI3/s3MBrowaXl1ks\nVt5dsYipr8y51SMlISEhISHhgCR8Je4b6jVoxLqomjTQXccJgcSMAmopnCi12pjcpRHrTl+jpEAP\nMsjGStNcd6LRU2oTCRZUlGAlNsyT1998o3xMf/8AEn/7nXYlVigTbO4yBb0MIifco9h09SrdDM4E\nyOzWXw+Zgp6CFz8Yi6jl7FpljSJwNTGFni3rglyO2WLl1yPn+WX9Pp6TeyP3EthTmIu/oKCWUsMe\ncwHj64ZxIj2XJccu8VSTKHak5vP2u6+VZ4sL8PVmzoezeG/sLHqb7K/XzRkZDFd6kplWyqKss2g0\nSgr0Rq6XGDB98j6Hl3xGSIcujHnljWoPgtVr0YGTZ3fQMrxCvP5xKZ6GoowukRURJU7n5BEW4MH6\n7CxCccJstXG9WE8HjQfysuult1pxrVOHEqMRF1dHVw5DiZ74Qwd4c/AprIKMkNbtGDZ6PIIgsOvn\nHYx9xvGgW0RETQwlPyGKIj8s+oCpdX3LhXSkL6zfv5309p0JDAxy6Lfnl58Y8VAHhzKFQk6zyEDi\n4+OIiLg5cbOEhITEg4t0uO3eISWwkLiveHHJFxxs25TvVFYCRBV1rRrWnI1FrZDzTGstk3o1YXy3\nRlhLRTzlStrLPLEi8os1i3SMaBQyBIWCFZ9+wFdvz+SrBfMwxydWmSdQcCL50iWCXb3KRe8NBEHA\nVZRzHVl5koob/JyRScvmjagfGsizHRqTmpDETxv2MUDmirtcgYtczkAvPy5j42XnYFz9fAjUaBC9\n/Rj2yTL2BjRCFhLukCIZwMVZgya4IoRaiUyGRpBRU66mn+hOF70Kk8nK6w3q8nRQEKO8PGh77gSL\nXq0+q1r7Lt05UKzmeEIGoihSZCxlw+9n6BLgmPa5uY8XBYZSnu/cmBpRvly2GYmVK7CVLS/RamZX\neDBPT5uOv7c32RkVWdhEUWTzzOeYbNHzcEEu/fOz8d2xmaXvzwbAZrOh0Ti6p9xg+epV1BT1Vfx5\nB0T68cvmtVXaFxcV4O1RNaaut7sLxcVF1c4hISEh8aAiWm13/UfCjiR8Je4rPDw8mbFoCS3+8x/8\nBCecBTmyJCOf7L/AkaRMfr6azKxdJwnItj+6giAQJtPgJ1PRUulBo6RC5jw1jB4p54hIucKa36JJ\nkVcVX0U2CyZrCTK12iEpxA0KSwxEmoysjL3OsZxc4ov1rEzPJPDJp5n97WYCBo/n0xPxeGuUNDZV\n/TN6xMUNXH2IFTXklJb+H3v3HR5VsQZw+Lc1yaYHkhBCCXXoTUCaqKCAIKKo2MCGXbB3vXavvWBF\nigoINkAseEWpggJKlzaglABpQEJ6svX+cTYhjSaJCeR7nycPZObMOfPtbpJvZ+fMcCg4hEaNGnPN\nbWMIjiy/aoHP5yM/OweAdI+b6C6d2Wj2kup28YXJx/ueQnrF1cVqPpwohtlsOP7SpKWllTufyWRi\nzOP/pbDbxYzf6eGJ+ZtJiKl4tQQz8NHKraz6bTfnpAcyJMfKD24v33Zsjf3B+3h62gyCg4O5eOgw\nFs2cRk5WJgBrF/1E34w0gkusKtHIbid/9Uqys7OIjollx45d5a73u05iwh+55OTlV9ifiqZNnN1v\nIF8vWlGu/LfNO2ndum25ciGEEKIiMtVB1BhpaWnM++ozAoIcJO/aTnqgmzpOG429AXhTfGxNSmKj\nOR9rZF1CTAXF7daTRVC4FW0vJDfPRT1fIME2KxOTzbi7jmKX5wv27VhNvOnwvNs10TYi64ZzyOtk\nlcVJd+/h6QIZXje2EAuXxsRhNZvZnJ3FxAI3ny1cTGioMerY+YyuBIc8xjfPP0KQr/w76RyfF7fX\nS1riDibstBLgM3N1+zO4/JH7adiyHSs3bOXMDq2Kj//8u/kkZeYznkJs9aIYceNoJoyfxIHIZtTp\nezFet4spC2YwLHUTZwUfXtYtxuUkNTW5whUOTCYTPfqcQ48+5/DDNzPZ+u00CjweAi2H50R7fD72\n5eYTm+Khg9kBJqhjsjIk08sfaekMuvjS4mMDAwN55O57+WLWV2Tm5bNl8c885Cj/pqJ+QT579+5l\n0KALGffWK9ww6ioSEhrjdDp5+d3JaJrhiG/O/NVLuKLMzXvf7khj4CMPAUYCPHP2TPakJGO22UhO\nPEDSxzO5f+TFFDidTP1+MW26no3VKr/GhBCnF1nOrOrIXwxRI8yZ+hGJsz7nbKuZQq+XdemHsMYG\n8vfeApp6AzABBVYfAfUjuf31d/hi3Dvs+G0FbnchF7SIo399485+p9fLK5s0y/emkupoDYCn+wim\n2AKot3cTgR4XhbZcYk1mnMvXUSfQjjblkmQqpLnNwW5nIQeDfPSqF1m8Tu+WjGx6XTysOOkt0lK1\nIiA6liW5a2gfEFwqgfvKBRE7ljPQGYq1qDzNzewn/8sjcz5Db9/Cjx9+RkiADbfJRmRcE2ISYhlR\nP5jYkCAWfvkBqXUUceca2y1bbHaiLryZuV++QU93avHI766QMAY3b3nMx3fghZewbsVSPt64msvr\nRFI3MIBDhU5mZBaSV6cxrVKTSx1vMpmw7NpDdnYWoaGHV6oICQlh9HU3ALC0ZXP026/QKrD0RhT7\nAh1c0LAhVquVu+5+kB9//J5PPv2chRuTyIjri62OMaVjZ7Nh3D7/c25tU4fIIDtL0vKI73shcXH1\nAZg5eyZ1m7Wg19DDN7R99clEnpvxM7Ex9Rhw1R3HteavEEIIUUSmOohqd+DAARJnfcHgQDvBVitR\ndjs31ovB5oNeA1qwK8HKrgQrfQYq2nQ7g07duvHip1MZ/cYrxEWHFie9AHazmbGqOT+s3okr7xBg\nJHG+LheTfNHj/D30UQJsFqKdLsa2bcE1zRN4tnNbLm1aj611rQx/6k6Ci9ACYgAAIABJREFUYqNp\nEh3OjrxcADILXRRm5ZTrt9vtZp3eRROfjbf372Flbiarc7N4+8A+9tigpcdzOOn1a59t4ok7b+fP\nTVto2LobI8c+yU33/Id96/5gTMu61At1YDKZ2FPgpU73C8pd09OlPyvS01mTnc387BwaDRh8xHm0\nJVksFh554U163Xwf00xBvHXIyW/tevLo1Jm07dAJTwVtPBYrVmv5lSGK9Ol3PmvqxpHtcheX7XS6\nCDuzFyH+m+BsNhtDh15Cv/MGkR7WGlvo4XnMloh4trYaxc+OZuzqNISr/vsBgy+7urh+T0oyLdu0\nL3XNi6+5HntYXa669iZJeoUQpy2Z41t1ZMRXVLufZn9JH0v58raBDnI9Xu4eeAaFbg8zEzM4+8rr\ni+vPHzaMtZPfLdcu3G4jymrDvXsjprZZ2DfPJz5pC0FuJ/s8+fhchxjRqXWpEdp2keEsTE5j87uf\nctDjpkPHeD5P2Y4zx4vVYiZ15VqS9u2jfnx8cZsJ771Hhz/3sszqpmVkBLvcbpyFbm6Lb8AnB1Ix\nVfC+0oaJ0KBgrhgxkuzsrOJya2Ya5ugSSaHPjTsvG3vw4dFWr8dNgF5E2JWX0LNbJ5av3USm21Vu\nrV+AlOQkZk96G0t2Oh6LnYSufRh86ZUMvmg4gy8aXurYYaNHM+nHBXTNPLxpiNPnJaBdq6Mm1SaT\niQffncCMd9+gYNffuDCR0KsvN1x9bbljO7TvSJzzCw7SpvRzlb6Oe594nODg4HJtzLbySbfNZite\nr1kIIU5XkqhWHUl8RbULDg0l3+MhrEyi47RZSVM9mZGdQbYXotq3IicnB71pI9+8+w6+tAOkHsqE\niNJJU47LzbacPK502vjpq8e4xu6ggcU4t89n5VOLqdQ81yIOuxW31UN0Xh63/L6fYTFh7PG62Jdr\nxr13H89dfA0J5/amftPGrPt1OdnL/8BpyuOeM9tQL9hIEAvcHsav3solEVG8k5NMa08gyRSSE+LD\nB+R5zdijI1mvtxIeEcm4997mkF6PLSUJmkeTWVDIxPlrCcp2kXFwCo5rHzv8eKyZy8eP30R8rDGf\nt23L5mz5axfffzOLoRcf3j0tJyebac8/xNh29bDERACwbtNCZufmMPza8htNNGqcQI8H72HZhMnU\n2ZNKXnAg7nZteOD118jLy8PpLCQiIrLC5y4oKIhbH/0P+fmZ5Oe7CQur+Diz2cx/br+Gp9+bRpqj\nJVhsRGVrxow4v8KkF8BTWFiuLP3gAcKCyy8zJ4QQQhwPSXxFtTt/2KW8NesLRpQo8/p87IiK4Yl7\nH2bquFcxr1zCGbs3s2nBd8zWKYywhmMymfjdXcjK4HTOjI4CjJu13tmyne6uMOwmE8rjLk56wRil\nLCxwc7DQSZ2AMtsghwXy5F2XciA7l3s+nU8SsThysmneUBE5pANJmzX6x0X8nLIXU5Cd+C6daJy+\nrzjpBWOb4QHNG7Dhr1TsdSNYkpfDRc1iGdA4DpPJxMKk/exp0JDzLjC2wN0w7xtuiYK5By2k5eQx\ndfEGBjoDsQc5aJi6m1mTnyGvfS9MNgttXMnFSW+R1s0TmDn/N/78cwMpaal0O6Mr330+lTrZB/lo\ncSqDOjejYWQYnWIj+H3tr/hGja5wS+DBl49gwCXD0XorUVFRhIaG8vErTxOSmUqAGdIswQy47g7a\ntO9Yqt2WLZv5ecE8mjZvTn5+Pkl79nDN1ddRt27dctfo1KE9s95/kWXLf8PldHFW7ysrXIO4SL+z\n+jJ72kcMvWIkNrud9IMH+PqTiTxw932ljsvOzuKbGR/jykzDbbZz3vCRNGna7IjnFUKIms4rN7dV\nGUl8RbVzOBwMvO8RvnjnDZplpeM0WUisG8N1T/+Xtat+J2TlYnqEOwD4WydymT/pBehuDWFtYhbP\nJacRZjFjd0HBISdBpmAKfB7CKhjZHWGvy1tbtvFQW0WozYbX5+P71DQuOq9L8TGNMgoYsj/NuM6h\nZLbu2MvaYBvB2VnUM5tpdeNouvU/j6xXHil3/paRoUy1pBHi9dEs3EF+jovJ6/+ia3xd+sfHMHuX\nJvNQBoGBQdiTdhDeMJwRbZswYc0WrBkF2EONWJXVxqOZaexY8BmL+vYjtsQ0i5L2/LGal2b9RKfb\n7uSHxW+S9OWX9CywE2yyMGFdEo06xnFz/y6E4SI/Px+Hw1HheaxWK23btgPgrcfu5oYYE0H16gHG\nCgvvf/AyCa9NKm5fUFDAT/N/5O4HHiw+h8vl4t033uDee0qvL+zz+fhy6gSy924nwOwjDxuRIUGc\n0b1nhX0B6NypC3Wi6jB3xhR8JggPCeWBu+8r1f+cnGw+fPZ+xvZIILxRFG6Pl6lTXiHrotF0PKP7\nEc8thBCidpLEV9QIZ/TqQ+cevdB6KwEBATT1j9h9//GHDA0NZPa23RxIzyctOw9LSOmPxjvbglnv\ncjLUHkmE3cqErH3ggwDMHHC7yl0r1+uliy2Yz7fsJNVuwhEVwj2X9qVNQ2M09YufV3OeKxBTiTVz\nW2Fhw95kzrdH8UtCLCPH3kNhYQGzLYF0LnP+31MPkpmdw5OqGeEltg2enZREfEgQXawe1i3/lU49\ne+Pw31ZmNZsZ1rIxi/dtKXUuk8lEQkAQAZhI99rJzMomPOzw6hK7E/dh2pbEeQddLJs0AbMjmEGF\njuK+t3IGsm1tMlvaHCTTFHBcN8Lt37+fegUHCbLXK9WPEQkR/DDrMy4bNRqA+fN/YvjlI0q1tdls\ntGrbhl27dpKQ0KS4/KtpEzkryonqcDgZnfjzbGLqxdGwUcIR+9KoUWNuv+W2I9bPmf4RY85MINxh\nrCxhtZi5sUdL3pz7uSS+QohTlszxrTqyqoOoMcxmM61btylOev2FzPlrLw0zYKgtgjoWG+4KNjjw\nOQKJsBjv4+IDAzjgdWIymQj12liWn1m8KcIhr5uFrkM4AgJICQ7izdcepMsZrYuTXoCC7AICzeV/\nNALMZnw+H55gB1arleDgEAK79mFT9uGNGFLy8vl50146BQaWSnoBBsfGsnB3KkluiG3YiPCISPYH\nHL55rX6ogzRb+dh+83mI79ufrMSdPPfU88xbtJQD6RnMnvM/nh3zFC0OujCZTDTYnYpjx+5yUxma\nuwL4eOlGmvcZUOE0h7IyMw9Rx1b+uChHIJkHDxR/n5WVSWQFKytERkWR5d/kovjYvdtRDWJLlV13\nTmd+/varY/bnaJyZaUQEB5YrD3RVvDmGEEKcCnweT6V/CYMkvqJGO/fSq9i1P5sGVmMuaG9HON/l\nHcTjT2R9Ph/LQ63UUc2Kd2AbHFEHU7CP9aYsUmw+9rZozE/tE1jVqwM/dmzCJR+8S/epH3HWTTdQ\nJzyU9q1asHTbnuJrRsaEk+lxl+tLvteLyWQi+eBeEnfuAODysQ+QPew6ptvq8NC6nUxeoulZGEKw\nrfyHKYEWC4VuN3NT0gkNDyc3JwdvXCPGb9hBjtMYmY6tF86ktH1kedx4fD7mZ6azyGpCfzuNBG8m\nkeFRfDZ3CXcOHs0fT0yg7d+ZmP3JbIgPCivIa934CGrRgUHDrziux7xJk6bowvL9X7j7AGcNuqj4\n+3PO6ceP339f7rg1f6yiTZt2pcrspvKjF3abFZPHeVx9OhKvNRB3BSMjTvORl2ErS+utjP/wPSZ/\nPJFJk8ezf//+k+qTED6fjx9++J4Jkz5g4qTxfPPN7Ap3JBRC/PtkqoOo0Vq3a09AUAj4/2ZE2+yc\nFRLO97nppOKlWe8zGXH37dgC7Hx7+/30KjQ+lh8SWZc9eMgdeQXXjLmr+Hw5OdlM+ngSh7IyCYiM\n4a3ZC3js6sF8vWg57y9ZT5DFxF+FXpYHm7kqz0ugf5R3ce4hGpoCSPM4uaBFPN+99hSDxj5Ks1Zt\n6Np/ANs3ruOvLAv3EQZmSM0uv+7vxswsUvDSvF17PnrjZTo1COf2vu0I7N+GaV/P48eZi4k+ZCHU\nbeOjrGS8Jh8Wl4krHniAK0YdXiIsPz+fO7p2I9pX+sawvwN9FKpmuNfvKrV+sI528NAzzx/3Y26x\nWGg/+HJmfD+d4c2iCbBaWLb3AMn1FENatS4+rn79eDwuF9/Nmc0FF15EYWEhX302g7at25bbTS3f\nVP4mtr0HMgiPbXjc/arI+cOv4ZOPXuKmnqq4bNXuNBp06HFc7deuXY3+S3Pr2LHGjY+Fhbw/7i2u\nHXmDrBMs/rGPPplI775nceHwYQD8tX0b4z98j9tvG1PNPROnCtm5repYnn766eruw+nu6YICF15v\n7Xm3bzabCAqyU1lx/770F5odOFT8fYjFSowtgI31ozj/ios5f/AgYuvFUhBThwU7/mJLxgG2RoQS\nPOxCRt51T6mP9+32AHqc2ZMGcfWJrRNN3cYt+WreQjxeL66AUFzRzbjr2Tfpe/nlLDy0n+12M1vi\n6rKuIIvYXBdmn4+G7eO4tGk0Gxb9xK/zvmPX/G+4IDCfmXtdNM3OJNRkAaePFXmHaBEegt1sZmNW\nFlvMbjq3bUmXEaMZfsVIlixeSFxYEPHRkew8kMkvi1eT4Aoi0GQhwmcj3GNjtzkPj8PKeUOHFcew\nft0aAgr2sjk5lbB8Hz58bAv10mlgR/YEh/O3Mxu3x02Wy8meZrEMeuBuOnbtekKPeUKzFsR26sl3\nm3awJt9C8yFXMeSyq8od165te+w2G/N++JatGzcxaMCQ4hvkSrIHh/P9jz/SvlEsVouFPfvTmbRU\nM/LWe05qy+GIiEhMEXF8uWgF6xJT+W1fNr6mXRly6dXHbgzMnjOTG2+5tfg1YrVa6di5CzO/+Iwu\nnc84atvKfp2fKiTuo8edmppKSloK5/bvX1wWVacOKSnJ2K32Iy4NWFPV8uf7meq6fsaPM5+u7HNG\nXXBZtcVTk5jk45cq58vIyMXtrj3v3qxWM5GRwZxM3IWFhRw6lEHdutFsXLOa7x5+hH5ZBdhNZvZ7\nXPyqGnPBzbfw3fhxPPj6KzRt1hSA7XobL73yJq+/P/m45rMWcTqd2Gy2cm0+eftlAhM30jMmlB0Z\nOczasAuHxcyz/TuVOm7SukQ+9HSn0ZrPuKbAit1kJsfrYaUlh4wwO82bNyK2UWO6Dr6UnuecBxgf\nh65cvoyd27diDQpmyRPPUJDrIsf/0b3NDGcHRrCmRTTvz/u5+Frr1q7GvOEHVHw0n89dhsvt4bIL\neuJ2e1mUE8nlV1/Hnj2JZGZm0qpV65NKLI/H8T7fyUn7mDfnC3zuAiJiGzL44hHFy5nt3rWTjX+u\nJaFJC9q2a3/Ec1S2yR9PYPRtt5cvHz+e0TfcfNS2lfE6PxVJ3EePe9GiBTRu3oTmLVqUKk9JSWbl\n0uUMLfEm9lRQy5/vatsu568xIyo9OWv+7pey/Q8y1UHUMD6fjzeffpotPy3Gl56NNT6aftdeyejp\nnzJnwoc4MzKo3749T466DrvdTvKuHTxz173E1ovFaTKT6/by8nuTTijpBbDb7eXKli3+mZYHt9Gt\nRRwA9cND6Bpfl9c372f8n3u4JCGKOsFBfLs9id9S0hkeuYzYHs1Yl5ZBXr4Zm9VOoT2OoZcM58pR\n12PxL62WmpLMl++8BgdT8doCaNanHwMuvox5zzzPIEdYqT64fT7qNW/JtA/epCB5Jz4guEFzDu5J\no3ebJoy5elDxsW/88DsjH3oZgIYNG9HwGLMIPB4PCxctYMeunbRo1oxzzu6HuYKb+ipLXP14rr+j\n9Bq8Xq+XSR+8SfPYMM7r0pY/9QbG/TCLW8Y+fFwrUJwsp7P8HGO3242ngtVAhDgeCQlN2Lp1S7nE\nd+vmLTRp0rSaeiVONbKqQ9WRxFfUKBPfeIM9k2ZRz+VPXDOSWPDCOzRo2pTbnyr/Kc1lN97CRSOv\nZ+/ePcTExBASEorX6+WzSe+S+fdmzCawRDfg6tvuPeFEavOvi7ihful5nomZObjys2jWuR1LMrPY\nuDmVBNWZW63r6FTHn7Q2jOTzLbvQPhN33XAVW/Vf3D6gN43qNyRKtSZl8zpurRuINdAMuNn801dM\n3rUDd3QEy1IPYnVBe18wwWYLvwa6qWtzcoE1mejWxiYdSZmJTMp388J3v9OveTQ2q4VF21LoMvDy\n444xJyebN98dR7+LhjPsnPPYtmUTL7zyIveNveeIO6lVhbnfzmZ43060bNIIgLiYaHp0asOEqRO5\n8da7jtG6vOzsLFwuF1FRxzc/t1XL1ixeuIBz+h3+WHrK5EkMGjjkhK8tBBg3h373/RwyeqcTGWX8\nzGZnZfHHypXcf+9D1dw7ISqHUuoZ4FaMPHIWMFZr7fTXRQETgfOB/cCTWuvpJdp2Bj4A2gMbgdu1\n1mtK1F8FPAfEAfOAm7XWB0vUvwTciLFAw2St9cMn0ndJfEWN8ueCJUS4So/WRmc6+eLDCWz/azMO\nRwiDhgwjNPTwyKjdbiciIoJNf24goWlzvv7oPYYEZRLf0tiuN7sgnfeeuo/7X36/3EhwWloae/cm\n0qJFy1LnBMrdhV3gcrMoLYu3772u+DyFThe3vDiBa9o3LnXsFa0a81Whjez0Q7D0Nx5vUA9wkbtl\nDVMSE/HUUcU/fBaXk+Q5s3mgbgzWsDDyPR7e270bS1xjwhJiCMlLY876gwxqnUDDqDDqh4fQIegQ\nXW56hP1pqeS6Xdw04swTmtIw/bMZXHPH3TgcRpLbsnVb6jdoyGdfzuCmY3zEX5kOJO+m5Xmld4ML\nCw3B7D6x5cgyMtKZ+tqzRBWkE2CGJBwMvnEsLVu3PWq7c8/tz5Ili/jg7XHYAwIoyM+n/7nn06hR\n46O2E+Jobr3lTqZ/NhW3x43JZMLkg9tvlRvbxPHz1uARX6XUI8BtwAggF/gMeAp43H/IFCAAOBPo\nCUxSSmmt9SqllAOYC0wDrgNuB+YqpZpqrfOVUt2BScAtwHrgHeATYKj/2vcDVwLDADswXSmVqrV+\n43j7L4mvqFFceQXlyg42CGHAuZ249pKzyc7N4/UXHmXv1kTOuuRSLrn2Oia/9jymrWtRVg8zc90E\nhQYQ371VcfvQQDu9QjJZ/fsKup5p7BTmdrv54LlHiUjeQWOrl889VoI69GDknfcXt+vQdwDLf55G\nzwbG9rsL/97HyKHnlUqeA+w2zuvenuS0FOJCD+8oZjKZMLtdrPrxZ4YHHy4Ptlq5LD6e+buTGdK0\nAQC/7Erh6ujDa9wGWSyMadyYib4Cxl3RE5vVgtvj4YO5yzjH7aFZTCTt6jjYsX0rZ/cf+I8eZ6fP\nW5z0FgkJDaPAVX4Zt6pVOVPOPn7xCW5rGozdWh8w3rS8/f6LjHlt8lG3RQY4++xzOfvscyulH0IA\nBAQEcOP1/94bSCH+LUopM3AvcL/Weom/7EmMJBalVDNgCNBYa70H2KKU6gncgTFKeyWQV2KU9h6l\n1GDgcmAqcCfwRdEIsVJqFLBbKdVYa70buAt4Qmu93F//MMbo8HEnvrKOr6hRolok4OXwSGu2ycP5\no4cy+sqLsdlsREWE88IT9xAXFULyS+N48rabaJ+4gUvqhdKmbgStAk10iY8qd972MeFsWrOy+PtP\n332dwQXJXBQfQcfYKEbUD6OhXsmCH74pPqZbr7NYmGlh0sot7DyYyap9+4mNDC937gYxUWQUFJYq\ny3G6sEZEEpSbV+74mMAADhUcnkNqreCNfaDFQquQQGxWY16w1WJhzNC+/KQTAdhwIJcWrY4+mnk0\nR1rM/N/eH75ewyZs2r6zVFn6oUxMASHHfY7ExN20MOditx7entpkMnFJo3Dmz51TaX0VQoh/i8/r\nrfSvStIWqAMU/7HUWn+mtS664aQ7kOhPeosswxj5BWMUeFmZc/5aor4H8EuJc+8FEoEeSqk4oCGw\ntMy5GyulSu+QdBSS+Ioa5c6n/kNKuzhyMUYeDzZwcN3Vl5Q7rtfAvgR7fCT/8ivNQw/Pa20SHsqf\niakAON0eJv68itemL+SlaQtYOPOr4puZcv7eTF1HALsyshm/9E/eX7SepLR0fvluNtnZWRQUFPDM\ndSPpvHwj6s+D/PjVSnas3cmsn34t15dffl/Psj2p5PtHS9PzC3lp9Tauv2Ek+RWMNmY6XVgth0c6\nMypIQr0+H6bA0pswmEwmHIF2EjOySQmuT/34Bsd8PI+kQVwcf2/bWqpMb9xA04aN/vE5/4lBQy5m\n3qptTJszj+07E/n65yW8++U8rhx103GfIzPzEFH28r/K6gYHkr4/tTK7K4QQ/wqfx1vpX5WkKZAO\n9FZKrVFKJSql3lRKFd0hHgcklWmTCjSohPo4jFX9k8rUmUq0PyaZ6iBqlPgGDXlzziw+/2gyB/cl\n08LuIzs3j6iI0iOtmemZBJhMONw+3D4fNv/0g4hAO9l7ctiSfIBvf93EWTlWwq3BEBjMIbeL1+8Z\nw6PvT8Dk9bJo+z42rNnDGV4HSwuz+G1nBrHmJF5cfyF7A+DabBeRViP57G0Jo6c9lMnf/0KwI4ih\n53Sj0OVm4txf2HMglzFtmvD1tt14vT7sVgtZgWG8+O5HNGjfFr1mHcphJOden4+v3SYie/Tjq/Q0\nvLYA4gcPY/2K3+hoOfzjOCfzEKMuKz+NQafnERjckltvO7mPUS8ZNpxPpn3C2uW/Et+4Cft27yA8\nKIhRV486qfOeKJPJxPU3jyE1NZUNm9aT0Olczr6k2bEbltCqVRsmZHs5s0z5T7sOcPaYsZXXWSGE\nqAWUUoFA/BGqw4Fg4EXgHow88kOMgdS7AQdQWKZNIcacX06y3gFQdBNdiTpKtD8mSXxFjeF2u5n8\n0rMUbN1AkNuJPTSKbpeM4PUPpvDCo4fv8He5XPwx7xd6mG1kWU2kFziJdQQW1w9pVI8XflxBp0Ib\n4SERxeURVhvRW7fx9/Zt+GLiWf7rWs71BbPamU2cKYBGAf5zHMgnx5NBZHT9Uv0zm0zUyywk95tf\neep/v7KlMJ+AmGjCI+vwn7mrqWezkm0zE9KhE9c89wKF+XnM/eBlYuKbsD47C5vHAzGx3HT3A8Q3\nKD2y+uPML/j2+2+w5OTgiYqixaWXsz51I60axxUf8/Wav7n41ofp1rNPucduz+5dfPH6K3iTkyEw\nkGbn9ufSG488amoymbjh2hvIy8sjJSWJQb17/yvLhx1JbGwssbED/lFbm81G6/OHM2P+VwxvUQ+7\nxcKCnakUNOlEo0YJldtRIYT4F/g81brHwpnAIqCiTlwNBGGs4rAMim84m4GR+BZQPgkNAIrm/Z1M\nfYH/evYSyW/RseXnFR6BJL6ixvjolefp/tc6YkLsGC/NAuZM/ZCtmS7uuPsJBlxwLtkHDvHHvF9o\nvTmZjQ4Tddu15gdbDC3376VjeBA6u4D52R6a1Ymi5YHyN2o1drnZtnED511xHZ9NmwM2SPU4aVNm\nTqnVZ8Ln85HmdpHr9dDYHojFZMIDNLQHsMqXyzOjzqdFXF1yC518mJ9OzJaDNPLZ+Xx3CmaLhbpx\n8TRu04lHxx571HHQZVcw6LIrSpWtWrGMNxZ8R5CvkHyTjY5nX1hh0pudncWku+7g0rxCzCYTZGaz\nY/qnTM/L5Zoxdx/1ug6Hg6ZNm5cq+/nbOSz9chbe7FwcjeK5/pGHT2paxb+h3+BhJHXqysxZM3Dl\nFdJ75DVc0LZDdXdLCCFOOf6b1iqcCquU6ouREOuSTYBApVQ0sA+oV6ZZPSDZ//+Tqd+HMa2hHsa8\n36I6X4n2xySJr6gRfD4fOVvWExN8eCOJpLx8YvJz8JksNFiwlWl/7aRpw2iCPU4SO9XDHhvBhReN\n4pzzB7Nx/Vp+/WM5Ldp14qUze/LGUw+xcd4CYu2l3zhut9sYekY3IqOiyDAb0yNMFawsEOOz8WFW\nMl3CI4iwW/kuM50wj4nIADvLC3O59fr+NIkxth4NDrBz31X9efqdOTRJN3FReja/fDqZ82+/F1OF\nb5iPT9cefejao3yiW9bsjyYyKDsPc4nlzJparHy3cAHeO8ae0KYU30z/lA0vvk2LPGPesXfDLl7a\ndB3Pzp5Z47darV8/nuvHPljd3RBCiJNWg5czWws4gY7AfH9ZGyAbOAiswLjZrL7Wumgubh9/Of5/\ny6672xtjZYai+j4YKzyglGqIMX93udY6WSmV6K+f4T/+LIyb6Y77hg5JfEWN4PF4sDqdEByE0+Pl\nvdUab7qHULcZguCnqEC67ytkz6E9ZFi8FAbaGHvbvZzTz/h4vF3HzrTr2Ln4fPc/+yrPH7yFpD+3\nUN9mJNP7nIWs8RSS/8rLnDNyJDkN48jea8wVzvF6CDEfXhVgn83F2CZNsPmTxk5h4UxPTcHatAnJ\n3rzipLekiNgwfAezCLVYcackcyBpL3FRR04WnU4nH3z8EanZ+fiAQJ+LDi2aEV+/Ad26dT/u3eey\nkpIJrWAN36CcXAoKCnA4HBW0qthvn39Fu7zDN9uZTSba7zzIjPfe547HH8fj8ZCYuJuoqCjCwyOO\nciYhhBD/lM9brVMdjkhrna2UmgS8o5S6HmNk+CVgotbaC+xUSs0DPlVK3Y2xysNVQF//KWYCLyql\n3gQmYKwH7AC+8td/ACxSSq0AVgFvAd9prRNL1L+slCoa/X0RePVEYpDEV9QIVqsVV51o8OYwbdMO\n4vZbcJjsYIZ6hZCKj40JdWi4Zz9newPIzvby/X9fpV5sfVq1bVfhOR97ZzxfTvqQdcuXs2PDOpq5\nfdwZURfTn1tY+djjXH7HbUx9/Q0CkzzMzE/jrIAImloC2eHLJzbSUZz0Frm0bjRrunYnO/8QLren\neKmxIoV5TkwmE1keNym52fy17Cfuvv3OI8b80tvjaHDuxdQLN5Jjl7OQ/015m17dPMz4bArt2rTG\n44Ezup5J167dj3ieuFat2P/770TbSm+7nB8ZccLzdt0H0suVBZosHNi7j29mzGDxR1Ow70nDFeYg\nontnHn7jdazW6psbLIQQ4l93L/AK8IP/+2nAYyXqr8XYhGIFxhSP0RZOAAAgAElEQVSEG7TWq6E4\ncb4Q44a4W4ANwAVa63x//Qql1K0YI8CRGDu33VLi3K8C0cBswA1M0lqPO5HOS+IraozzR9/J568+\nQ1p6Pm1NpUcpYwtBb99F94A6YIIozPTancG0Z57lhS+/rPB8ZrOZK2+5nan5BfTcvpNw6+HlwXp4\n4YfZs/ls+Ur+2r6Njye+T69+Z/HlJ9MwZx+keXb5jTRsZjPOggJ8jjBmrNrOdT0Ob5KxI+Ug7r2H\ncPkC+C7MzqNPP02TJk2PGGtKSjLO0LoEhx8eEbbZA4hr3QlneiqTx79XPOI7++tv+OP3lXTrXnbd\nAsPQq0fx/Lz/MWT/QUIsVnw+H7/jo/PlVxz3qHFxH6LrQGrpewTyfR48jgB+eektWh7yrz+cn0fe\nt78wLvgJHnvj9RO6hhBCiKPzVu/NbUeltXYD9/m/Kqo/AFx8lPargDOOUj8V/1SHCuq8wAP+r39E\n1vEVNUaHM7px/XtTyAkIrrA+tMxytyaTCcvOPRw6lHHU8x7atatU0lvc/sBBfD4fzVu0pFlLxQVD\nB/PxrM94acYMdjgc5bYsXul20f+yK6hTNxp19kDeWf4XHy/fwqvzVvHKt7+zPyiYP/r14D8zZx41\n6fX5fKxYsRxLUGi5OmfaHu67685SCevwS4axZs3vRzxfQEAAD0+awsYBA/gpoRE/t1Z0fPpZBl02\n4qiPS0X6jryKHSGH3w97fD42NovBU+iiaYaz1LEOk4V9K9eUPYUQQghRY8mIr6hR6tSpQ8tz++Kc\ntQi76fD7sv24iLSUf7l6rVZsZT7iLysoOpp8r4cgc+mpCd7wsOIEs3GTZvy5aTPt27Yhum5dxr7+\nCp8+8TS9c/KJsFlZ7vXhGHgBLVu3wRESwuplP/LgU89QWFiIzWbD5/Px4vuf8MwL/yUjIxe3u+Ib\nE5YtXMj0l16D7XvJ9nnY1r41/f7zPGFRxrbINk8BJpOJObNnsffvbQA0aNaSwIDyiXtJISEh3PTw\nY0c95ngMHnEFIZERLJr+OZ6cXIIbN+Dxhx5i4jPPGStGlOEtdJZ7gyCEEOLkVOKGE6IMSXxFjTP2\nuWd5cs+NhKz/i8hCLylhdqw9z8C6fhNkHl6izOXzYmvTkuDgikeIiwy/9XbeXbaUYbnO4kR3q89D\nq8FDio8599zzeOetV/D5fHRo15bmLZsTN2ggGzKyCAkIYsjwy2nUOAGABg0bsSkijrcnf0q/3t05\nkJ7B4hVrufrao28qkZWVySePPkXj3Zn+Egue3zULn3+Ci98YT1riDvanpPDem69zXpt4Lh1m3Auw\naUcic1evhBtuO8FH8p/pe/5A+p5fevOMTv3PZfX/lhLjOfzmwefzEdo84YSnUwghhDi6al7H97Rm\nktGaKuc72gjg6chqNRMZGXzUkc9j8fl8rPx1Gds3bqRnv340b6n438yv+GXCZCJ3p1DgCMDVriX3\njhvHnCkfk7hyFQAJPc9k1JixWCylR3d37fibmW+8hi8lFW+wg3aDBjPkqqtLHeP1elmyeAG7dv6F\n1WZjwMChxMYeefvvvLw8Vq9aSUREJO3ad8Rmsxw17knjxrHzvxMINJXu27YgN7aLzsNht9GtZ29C\nkzcwetj5pY6Z+sNizhhyXbWtp+vz+Xj6jjtwL1hBfL6PbJOX3c1jeGDCB7RspU76+T4VVcbr/FQk\ncUvctYE/7mp7V7/24gGVnpx1nvOTjFIgie+/QRLfSuR2u9m6dQvpBw6wadlS1i77le5/7ycCI5nM\nwMv+QT157J13K/W6x+NYcb/57LNkvvcVljIjpEkhZh78aRbR0dFMHP8uo89uRUL90gn37qRUVhy0\nMuCCi6o0hmP5Y8VvLJ37A3GNG3PJyFEEBgbW9j+MEnctIXHXyrirLVFcPfT8Sk/OzvjuZ0l8kakO\n4hRjtVpZ/MXnmP63kJicAmIK8omwHb5JLBIzSb+uYveunTROaFKNPS3v4pHX8PJn3xJf5iYxU/N4\nmjRpislk4sKLhrNp3c/lEt+NO/eR0Om8477WH2vW8umcH8n3QPN6EdxxwyhCQkKO3fAYuvXoRbce\nvU76PEIIIUR1kFUdxCnlj1+XEfD9fLo4YY/HSSNLYLljYjPz2bx2bTX07rDF8+Yy/ukHGf/0gyz8\n3/f4fD6aNG1Gx+suY1+kHY/PR77Pw+4mEYx69MHiebItVStW7dpPZnZu8bkys3NZtWs/LVXr47r2\ntz/+xMMfzWddYA+2hfTkuwMNufHBpykoKL9EmxBCiJrH5/FW+pcwyIivOKX89u03dHObwASNrHb+\nzC8gylx6xYO00EAGdupUTT2ESa/9l+ZJmxgVEw7A+sVf8PGW9dx43+Pc/sgj7LpiBN9Mn05oRASP\nXncdoaFhpdrffNejTJ7yIaaCLAB8gWHcfNejx339Gf9bhje+X/FGzJbAEJKievLpl7O46dprKiVG\nIYQQVcdbQ3duOx1I4itOKbagINz4sGEi3hbI0vwssrxuwszGSzkTD6aeZxx1Hd2qlJqaivWvdXRO\nqFtc1jE6nJ07/yQ1NYXY2HokNGnK3U/854jnCAoK4obb7vlH13c6nRwoKD+NyxpSh627//hH5xRC\nCCFOFzLVQZxSht44mt9CD6/be1loNH/5cpnrcPFnxyZ4br6CR6vhxrYiK5f+whkRAeXKu0YEsmb5\nsiq/vs1mI9TqKVfuKcwjNrL8hhlCCCFqHp/HV+lfwiAjvuKU0rBRY7o8eA8/T5xMvX1pZDsCCO7e\nh3fGjSMkpHRit3njn6xatICmbdvR+9z+/8p6s01atGDt104aRZQu35XrpGGzFlV+fZPJRP8uLfhS\n78IcmQAYS5GF7VvMTXc/UuXXF0IIIWoySXyPQSkVALwPDAfygNe11m9Ub69qtwGXXEr/iy7m77//\nIiIikpiYmFL1Xq+X1+67i5hNG2lnspA452ue+mgiD7w/gbCw8CrtW/uOnZhmCaOr04XDbsw9zne5\nWecLZmD7jlV67SJjRl9H0PTPWbBqMfluqB9m5d5HbyMyMupfub4QQoiT45Wb0aqMJL7H9hrQBTgH\nSACmKqV2aa1nV2enajuLxULLlqrCutlTPqbznxupbzemRCiLhYT9B/n4v89x90uvVXnfxr7wJh+9\n+jy+3XvA58MU05A7nzv57YRPxOhrrmS03McmhBCnJJmaUHUk8T0KpZQDGA0M1FqvB9YrpV4BxgCS\n+NZQe1atpLXdXqoswGymcMff/8r1Q0JCuOM///1XriWEEEKI4yeJ79F1xHiMlpcoWwb8u8N34sSY\nLSdWLoQQQtQgMuJbdWRVh6OLAw5ord0lylKBQKVUnWrqkziG9gMGstXtKlV2yO0mokOHauqREEII\nIWoCGfE9OgdQWKas6Pvya1YdgcVSu95fFMVbXXEPumQ4k7dvY97CBSRkZZPicJDfoS33Pfo4VmvV\n9am6464uErfEXRtI3LUz7uoiN7dVHUl8j66A8glu0fd5x3uSsLCgSuvQqaQ6437gxefIzHyAzZs2\ncVGTJsTFxf1r15bnu3aRuGsXiVv8G3yyc1uVkcT36PYBdZVSZq110duvekC+1vrQ8Z4kKysfTy16\n92axmAkLC6oBcVtp1dpYQiwjI7fKr1Zz4v53SdwSd20gcdfOuMXpRxLfo1sHuIAewG/+srOAE9r7\n1ePx4nbXnl8YRSTu2kXirl0k7tqltsZdXbxyc1uVkcT3KLTW+UqpqcB4pdSNQAPgfuC66u2ZEEII\nIYQ4UZL4Htt9GDu3LQQygf9orb+p3i4JIYQQ4nTlq0XTSv5tkvgeg9Y6H7jB/yWEEEIIUaVkHd+q\nU7vWJxFCCCGEELWWjPgKIYQQQtQgcnNb1ZERXyGEEEIIUSvIiK8QQgghRA3i88rNbVVFEl8hhBBC\niBpEpjpUHZnqIIQQQgghagUZ8RVCCCGEqEFkObOqIyO+QgghhBCiVpARXyGEEEKIGqQm79ymlIoA\n3gUuAPKAaVrrx0rURwETgfOB/cCTWuvpJeo7Ax8A7YGNwO1a6zUl6q8CngPigHnAzVrrgyXqXwJu\nxBi8nay1fvhE+i8jvkIIIYQQNYjX46v0r0r0AVAP6A2MBK5XSt1don4KEAqcCbwATFJKdQVQSjmA\nucASoAuwHJirlAry13cHJgFP+dtHAp8UnVgpdT9wJTAMuBS4Ril134l0XhJfIYQQQghxvC4A3tBa\nb9VaLwFmAP0BlFLNgCHAaK31Fq31R8CnwB3+tlcCeVrrh7XhHiAbuNxffyfwhdZ6utZ6IzAKGKyU\nauyvvwv4j9Z6uf/aDwNjTqTzkvgKIYQQQtQgPo+v0r8q0UFgpFIqSClVHxgEFE1V6A4kaq33lDh+\nGdDT//8z/d+X9GuJ+h7AL0UVWuu9QCLQQykVBzQElpY5d2OlVOzxdl4SXyGEEEIIcbzuAM7DGKnd\nC+wDnvXXxQFJZY5PBRpUQn0c4CtTnwqYSrQ/Jrm5TQghhBCiBvH6qm85M6VUIBB/hOpkoBXwB/A0\nUB94H2PKwYuAAygs06YQCPD//2TqHQBaa2eZOkq0PyZJfIUQQgghahBPNSa+GNMRFmGMrpZVlODG\na63TAJRSwcD7SqmXgQLKJ6EBGKs/cJL1Bf7r2Uskv0XH5nGcJPEVQgghhBAA+G8aq3AqrFLqcmB/\nUdLrtxZjFYcojGkP9co0q4cxUsxJ1u/DmNZQD2Peb1Gdr0T7Y5I5vkIIIYQQNYjHV/lflSQJqKuU\nqluirDWQo7U+AKzAuNmsfon6Pv5y/P/2KnPO3hjLmhXV9ymqUEo1xJi/u1xrnYyR8PYp0fYsjJvp\nUo83ABnxFUIIIYQQx2MFsBmYqpR6AIgGXgHeAdBa71RKzQM+9a/t2x24Cujrbz8TeFEp9SYwAbgN\nY+7uV/76D4BFSqkVwCrgLeA7rXViifqXlVJFo78vAq+eSAAy4iuEEEIIUYN4fL5K/6oMWmsPMBjI\nxVh2bArGOr5PlTjsWiALI0l+FLhBa73a3z4buBAjEV6FkRhfoLXO99evAG71n28ZxtJpN5Y496vA\nF8Bs/79TtNbjTiQGk696J1DXBr6MjFzc7pq7/WBls1rNREYGI3HXDhK3xF0bSNy1Mm5TdV1/RnSb\nSk/Ort6/udriqUlkxFcIIYQQQtQKMsdXCCGEEKIGqeblzE5rMuIrhBBCCCFqBRnxFUIIIYSoQSpx\n+TFRhiS+QgghhBA1iEx1qDoy1UEIIYQQQtQKMuIrhBBCCFGDyFSHqiMjvkIIIYQQolaQEV8hhBBC\niBpERnyrjiS+QgghhBA1iNzcVnVkqoMQQgghhKgVZMRXCCGEEKIGkakOVUdGfIUQQgghRK0gI75C\nCCGEEDWIzPGtOpL4CiGEEELUIDLVoerIVAchhBBCCFEryIivEEIIIUQNIlMdqo6M+AohhBBCiFpB\nRnyFEEIIIWoQmeNbdSTxFUIIIYSoQWSqQ9WRqQ5CCCGEEKJWkBFfIYQQQogaxFvdHTiNyYivEEII\nIYSoFWTEVwghhBCiBpE5vlVHEl8hhBBCiBpEVnWoOjLVQQghhBBC1Aoy4iuEEEIIUYPIVIeqIyO+\nQgghhBCiVpARXyGEEEKIGkTm+FadUyrxVUrNA6ZrraeWKIsCJgLnA/uBJ7XW00vUdwY+ANoDG4Hb\ntdZrStRfBTwHxAHzgJu11gdL1L8E3IgxOj5Za/1w1UUohBBCiNpOpjpUnVNiqoNSyqSUegc4r4Lq\nKUAocCbwAjBJKdXV384BzAWWAF2A5cBcpVSQv747MAl4yt8+EvikxHXvB64EhgGXAtcope6rghCF\nEEIIIUQVq/Ejvkqp+sCnQBPgUJm6psAQoLHWeg+wRSnVE7gDY5T2SiCvxCjtPUqpwcDlwFTgTuCL\nohFipdQoYLdSqrHWejdwF/CE1nq5v/5hjNHhN6oyZiGEEELUXjLVoeqcCiO+XYBE4Awgq0zdmUCi\nP+ktsgzoWaJ+WZk2v5ao7wH8UlShtd7rv1YPpVQc0BBYWubcjZVSsf84GiGEEEIIUS1q/Iiv1vp7\n4HsApVTZ6jggqUxZKtCgRP3GCurbHkf7OMBXpj4VMPnrU08gDCGEEEKI4yJzfKtOtSe+SqlAIP4I\n1cla67yjNHcAhWXKCoGASqh3AGitnWXqKNH+uFgsp8LAeuUpilfirh0kbom7NpC4a2fc1UWmOlSd\nak98MaYjLMIYXS3rEuDbo7QtoHwSGgDkVUJ9AYBSyl4i+S069mjJeFmmsLCgEzj89CFx1y4Sd+0i\ncdcutTXu6jLet8tU3X04XVV74qu1XsI/n2u8D6hXpqwekFwJ9fswpjXUw5j3W1TnK9FeCCGEEEKc\nIk71zy5WYNxsVr9EWR9/eVF9rzJtemMsa1ZU36eoQinVEGP+7nKtdTJGwtunRNuzMG6mk/m9Qggh\nhBCnmGof8T0ZWuud/k0tPlVK3Q10B64C+voPmQm8qJR6E5gA3IYxd/crf/0HwCKl1ApgFfAW8J3W\nOrFE/ctKqaLR3xeBV6s+MiGEEEIIUdlOtRHfiuYBX4uxzNkK4FHgBq31agCtdTZwIUYivAojMb5A\na53vr18B3IqxgcUy4CDG+r9FXgW+AGb7/52itR5X+WEJIYQQQoiqZvLJkhlCCCGEEKIWONVGfIUQ\nQgghhPhHJPEVQgghhBC1giS+QgghhBCiVpDEVwghhBBC1AqS+AohhBBCiFrhlF7Ht7oopcKB1zGW\nSjMDc4F7tNaZ/vooYCJwPrAfeFJrPb1E+84YawS3BzYCt2ut15Sovwp4DogD5gE3a60P/guhnRSl\nVADwPjAcY1vn17XWb1Rvr06cf0OUt4FzMeL4EnhUa+1USiVgPLc9gV3AvVrrn0u0PQ94E2iKsVHK\nzVrrnSXq7wEeAEIx1pMeo7Uu+BfCOiFKqblAqtb6Rv/3CZzGcSul7Bj9vwooBD7SWj/ur0vgNI1d\nKdUA43dRX4zlHMcVLdl4Osbt/x21CrhTa/2LvyyBKoqzpvxOPELcPTD+jnUA9gKvaa0nl2hzWsZd\noi4M2Aw8prWeWqL8lI9bHJ2M+P4zH2IkrYOAAUBrjF+cRaZg/FCcCbwATFJKdQVQSjkwEuUlQBeM\nH6y5Sqkgf313YBLG2sJnApHAJ1UeUeV4DSOmc4A7gKeUUsOrtUf/zCwgEGOXvyuBoRhvRAC+AZKA\nM4BPga/9yUPRzn9fA5OBrsABYE7RSZVSlwJPAjcD/YAewCtVH86JUUpdCVxQpngOp3fcbwP9Md6s\nXg3crJS62V93Oj/nXwHZGD+39wAvKKWG+etOq7j9SclnQJsyVVX52q7234kVxa2UigV+ABYCnYCn\ngXeUUhf46xtxGsZdxisYg0sl25zyz7c4NlnH9wT5E9dDQC+t9Sp/WQ/gFyAEaAhsBxprrff46ycC\nFq31jUqpGzHeYTYvcc5twPNa66lKqSmAp8RIWwNgN9BUa737Xwv0BPkflwPAQK31Un/Z40B/rXW/\nau3cCVBKKYxRgFit9QF/2ZUYm5lci5EMxJR4h/8zsFRr/axS6lmgT1G8/jczKcBQrfUvSqklwHyt\n9XP++t7AT0Cd6h4JK6KUigTWYyQCm/2v2X4Yv/xPy7j9MacC/bTWy/xlDwEtgemcps+5UioCSAfa\naa03+8tmYjz3X3Maxa2Uag3M8H/bATjX388qe21jDCxV6+/Eo8R9K3CX1rptiWPHA8Fa61Gna9wl\n6vsAHwHBGJ/mTfWXPwOcdarGLY6PjPieOC/GFIf1JcpMgAUj8e0OJBYlvX7LMD5GA2MUd1mZc/5a\nor4oiQZAa70XSPSX12QdMabOLC9Rtgwj3lNJCjCoKOktIRzjOVhT5g932ee25HOXD6wBeiqlzEA3\nYGmJtisAO8ZjV1O8BkwFtpQoO5PTO+4+wKGipBdAa/2K1vomTu/nPB/IBW5QSln9b/p6A2s5/eI+\nG1iA0X9TifKqfG3XhN+JR4r7f8ANFRwf7v/3dI27aFrTBIwRWWeZdmX//p5qcYvjIInvCdJaF2it\nf9Jau0oU3w1s0FqnY3x0klSmWSrQwP//k62vqeKAA1prd4myVCBQKVWnmvp0wrTWmWXm95mAMRi/\nRE/muYvAmD5RXK+19mDMq6wRz61/9OssDk/rKHJax40xl2+XUmqUUmqLUupvpdQT/uf+tI1da12I\n8dq+DSMJ3gL8oLX+mNMsbq31eK31AxWMNldlnNX+O/FIcWutE7XWvxd9r5SKwZjWNd9fdFrG7fc4\nsFprPb+CulM6bnF85Oa2CiilAoH4I1Qna63zShw7BrgMGOgvcmDcHFNSIRBQSfU11ZH6DTW/70fz\nKtAZ453+ffzz585R4vsjta82/vlw44E7tNaFxuBfsZN5zdbouP1CMKY13AJcj/EH7EOMm1NO99hb\nA99ijPS3x5jnuYDTP+4iVRmn+Qh1UIMeB//fu1kYCd0Ef/FpGbdSqg3Gz3n7IxxyWsYtSpPEt2Jn\nAouAiiZAX4LxhwKl1B3AOOBurfUCf30B5V/kARh/RCujvqY6Ur+h5ve9Qkqpl4G7gBFa681KqQIg\nqsxhx/PcZfjrOEJ9TXh8ngb+OMIoyOkcN4Ab42bUq/xTi1BKNcb4KLRo/l5Jp0XsSqn+wGiggX/0\nd63/noInMD7hOC3jLqMqX9vWI9RBDXkclFLBGH/PmgO9S4yQnq5xT8BYZansVLYip2vcogRJfCug\ntV7y//buPcaOsozj+LcFA6kSaoO9GAU1lae2SLUY0LJUqgFUYikELAnEVaRoNKFcVCiXrluJpEHF\nFJUUlFZDuFRI46aaWlK8ALpFV2o1wAOGVmyXlBYpu1waLj3+8bxDh+leztl2u7szv0+yOdl558y8\nT88502ffed/n0M80EDP7JrGa83J3/3GuaSswsbD7ROCZ/dQ+XG0FjjCz0e6+O22bCLzi7juHsF8D\nYmY3AV8FznP3bFXvVvZeIVzPa/cIcTtsV/r9iXSOg4jkYji8tvOACWbWnX4/BMDMzga+R3njhujH\nrizpTZy4fbkVmFbYvyyxzwCeTElv5hHgKsodd95gfqZHM4yviWZ2GLCGmOoz292fyjWXLu5UqWIm\ncKyZZSXGxgDLzGyeu59OCeOWvWmO7wCYWTOwhBjpvbHQ3A4cZVELNtOUtmftMwvPOZE9E+Lb0/7Z\nud5L/AfczvC2AXiNty7COwn469B0Z+DMrIW4HTbP3X+Va2oHZqRpAZnia5t/7cYQ0yT+4u414t+i\nKffcmcTiivxCyaHySeL2X7ZIo41Y1T8dWE9544bo/6FmNjm3bSpR07UdOK6ksXcCk80sPwDyIWAT\n5Y47bzA/08P2mpjmr68C3gfMcvfHC7uUMe4txMj2R9hznesErgUuTPuUMW4pUDmzBqXSR/8B7gEW\nFpqfdfeamf2WmAS/gKjysJS4uHSkv7KfJOoL3kIsLDkbmOzur1iURvs98A2i8PaPgBfc/czBj27f\nmNnNRBJ/AZGsrwCa3f3XQ9mvRqQyOBuJUc6fFpq3Exe4fxELwOYQ74Fp7r4l3R5/FGgFVhO1mI92\n94+mY88j5tF+ibjg3kaUxrl0kMNqmJktB2oe5cxGU/K4zayNuOX9dWKO7y+BxcSXO2wE/knJYrco\n4P8YcB9Rb3wK0b+F6bGsce8GTk7lqQb1vT2cromFuOcT7+3PE1ULMq+6+/NljbuHtk1AS66cWWni\nlt5pxLdxpxK1/5qJN34ncZujk6jhS2rrIv56XAh82d07ANy9myiHNotIbI8HPpvKpuDu7cQt9hai\nFMpzxIdoJLgM6CCKot8EXDsCP/BziM/FNRRe33T7ai5x++pvxBcdzM1ukXvUWT6LeL0eJlYBz80O\n7O53A9cTC6d+R4zyX3FAotoHKe4zKHfc5wH/JkoVrQCWuvtPUuxzKGHs7t5FfGnHJKLvPwAWu/vP\nyhw3ubUbB+C9PZyuiTX2xH4WUeZrNXuuc53EIrcyxl1XW8nill5oxFdEREREKkEjviIiIiJSCUp8\nRURERKQSlPiKiIiISCUo8RURERGRSlDiKyIiIiKVoMRXRERERCpBia+IiIiIVIISXxERERGpBCW+\nIiIiIlIJSnxFREREpBIOHuoOiIjUy8yWA81ADRjVwy41dz8o7XsqcClwPHAosBlYCfzQ3bvTPi1A\nS1/HA97v7k+b2dFAK/ApYCzQCfwGWOzuzxb6+THgMmAWMA7YArQBN7j7ttx+zcDyXs6/w93Hm9nu\nfvr3C3e/oIc2EREp0IiviIwkFwMTgUnpMb8t246ZXQ2sBjYAs4FpwHeAc4GHzWxSeu4NheNtyW3L\ntv/XzMYDDwIvAacBHwQuAk4C/mBmbw4imNkXgYeAncBcYApwCdAE/N3MphViquXOl/+Zmtrz/bsk\n7T8ht31BA/9+IiKVphFfERkx0khtd/a7mQF05Udczexk4LvAue6+Mvf0zWa2BugAfg58zt1fBl7O\nPfcN4KUeRnDPAQ529wtzm582sy8AjwKfAVab2QeAm4FF7r6ksO99wP3AnWY23d1rubi29xFzPrYX\n+ttfRER6pxFfESmbi4GNhaQXeDNxbgVOS1MX6rUbOMzMZhWO58Ro8v1p00XAi8D3ezj3a8CVwDHA\nKQ2cW0RE9hON+IpI2XwCuLeP9nXEfNkm4Ik6j3kX8C1iWsMGItF9AFjn7o/n9msC1rv7G70c58/A\nLuBEYG2d5xYRkf1EI74iUjbjgOf6aN+RHt9V7wHd/XlgBnAdcAixaG4VsM3MrsntegQxt7e349SA\n/wHjc5tHmVmXmXXnfrrM7D319k9EROqjEV8RKZsdwOF9tL8zPTY0T9bddwKLgEVmNgH4NDAfaDWz\n7e6+LB1zXD+HGstbk+MaMJ29qzZ0NtI/ERHpnxJfESmbB4gyYr2ZTSSbD9V7QDP7NrA5mzecSpLd\nAdxhZu3A6cCydO75Zva2NKe3eJwTgDFAe367u2+qty8iIiAV/NcAAAFISURBVDJwmuogImVzI/Bh\nMzu/2GBm7yBGbdemhWn1OgG4ysx6umZ2AVlt3luImsFX5875NTN70MxmA9cDTxH1f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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot electricity use against size of house with color determined by income\n", "# I find the color range to be easier with matplotlib than with seaborn\n", "data = house.sample(500)\n", "\n", "# Defining mean as the average of maximum and minimum income so the colors are centered\n", "data['income diff from mean'] = data['Income'] - (data['Income'].max() + data['Income'].min())/2\n", "\n", "plt.scatter('TOTSQFT', 'KWH', data=data, c=data['income diff from mean'], cmap='RdBu')\n", "plt.colorbar()\n", "plt.xlabel('TOTSQFT')\n", "plt.ylabel('KWH')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Other color resources\n", "Check out the video below from SciPy2015. It's an amazing tour through color theory that I don't have space to reproduce here. Plus it gives a thorough explanation of why you should never user Jet. If you don't have 20 minutes, at least check out [this blog post](http://jakevdp.github.io/blog/2014/10/16/how-bad-is-your-colormap/)." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "HTML('')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Data import" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Read in a portion of the raw data\n", "input_columns = ['TYPEHUQ', 'EDUCATION', 'MONEYPY', 'Climate_Region_Pub', 'UR',\n", " 'TOTSQFT', 'HDD65', 'CDD65', 'KWH', 'TOTALBTUSPH', 'STOVEN', 'TELLWORK']\n", "\n", "fn = 'https://raw.githubusercontent.com/gschivley/Visualization-tutorial/master/recs2009_public.csv'\n", "df = pd.read_csv(fn, usecols=input_columns, na_values=[-2])" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " TYPEHUQ HDD65 CDD65 Climate_Region_Pub UR STOVEN EDUCATION TELLWORK \\\n", "0 2 4742 1080 4 U 1 5 0 \n", "1 2 2662 199 5 U 1 2 0 \n", "2 5 6233 505 1 U 1 6 0 \n", "3 2 6034 672 1 U 0 2 0 \n", "4 3 5388 702 1 U 1 5 0 \n", "\n", " MONEYPY TOTSQFT KWH TOTALBTUSPH \n", "0 23 5075 18466 10873 \n", "1 9 3136 5148 38606 \n", "2 18 528 2218 40248 \n", "3 10 2023 10015 40196 \n", "4 20 1912 2869 36136 " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Several of the columns have integer values that need to be translated\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Read in pre-defined translations of integer to category values\n", "fn = 'https://raw.githubusercontent.com/gschivley/Visualization-tutorial/master/Translations.xlsx'\n", "income_df = pd.read_excel(fn, 'Income', index_col=0)\n", "education_df = pd.read_excel(fn, 'Education', index_col=0)\n", "house_df = pd.read_excel(fn, 'House_stock', index_col=0)\n", "climate_df = pd.read_excel(fn, 'Climate_region', index_col=0)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Climate\n", "1 Very Cold/\\nCold\n", "2 Hot-Dry/\\nMixed-Dry\n", "3 Hot-Humid\n", "4 Mixed-Humid\n", "5 Marine" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "climate_df" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def translate(codebook, code):\n", " \"\"\"Takes a dataframe of translations and item code, returns the translated value\n", " Inputs:\n", " codebook (dataframe): Dataframe that matches RECS (integer) codes with category values\n", " code (integer): Integer code from the RECS database\n", " Outputs:\n", " (string or integer): Translated value returned from the codebook. In the case of income,\n", " the returned value is a random integer over a range. \n", " \"\"\"\n", " if codebook.columns == 'income':\n", " middle = codebook.loc[code].values[0]\n", " # Range is from halfway between middle and low to halfway between middle and high\n", " low = (middle + codebook.loc[code-1].values[0])/2\n", " high = (middle + codebook.loc[code+1].values[0])/2\n", " return np.random.randint(low, high)\n", " else:\n", " return codebook.loc[code].values[0]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Translate columns \n", "df['Income'] = df['MONEYPY'].apply(lambda x: translate(income_df, x))\n", "df['School'] = df['EDUCATION'].apply(lambda x: \n", " translate(education_df, x)).astype('category', \n", " categories=education_df['Education'].tolist())\n", "df['House'] = df['TYPEHUQ'].apply(lambda x: translate(house_df, x)).astype('category')\n", "df['Climate'] = df['Climate_Region_Pub'].apply(lambda x: translate(climate_df, x)).astype('category')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/Home/anaconda/lib/python2.7/site-packages/ipykernel/__main__.py:5: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", "/Users/Home/anaconda/lib/python2.7/site-packages/pandas/core/indexing.py:465: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", " self.obj[item] = s\n" ] } ], "source": [ "# Remove apartments from the dataset and drop the categories\n", "# Remove translated columns from the dataset\n", "# New DataFrame is named 'house'\n", "house = df[(df['TYPEHUQ'] != 4) & (df['TYPEHUQ'] != 5)]\n", "house.drop(['MONEYPY', 'EDUCATION', 'TYPEHUQ', 'Climate_Region_Pub'], axis=1, inplace=True)\n", "house.loc[:,'House'] = house.loc[:,'House'].cat.remove_categories(['Apartment in Building with 2-4 units', \n", " 'Apartment in Building with 5+ units'])" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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The iteration is not making good progress, as measured by the \n", " improvement from the last ten iterations.\n", " warnings.warn(msg, RuntimeWarning)\n" ] }, { "data": { "image/png": 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N3vDERI5Sqbz6jpsokYjT359dsa3DI2eplAoApJJpzpyZJpebI51Z2Ls+l5sj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\nZVMREVkrJdeyyPw614sr171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OUFtbRW1tvk5pJ7RPG5VcS9XcGirX3ZG1rk+dyXFgX1/T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\nM5h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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# These four plots are used to detect extreme outliers.\n", "\n", "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2,2, figsize=(10,8))\n", "sns.distplot(house['TOTALBTUSPH'], ax=ax1)\n", "sns.distplot(house['KWH'], fit=sp.stats.beta, ax=ax2)\n", "sns.distplot(house['HDD65'], ax=ax3)\n", "sns.distplot(house['CDD65'], ax=ax4)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In both space heating and electricity energy use there are a few very large values that I'll filter out to make the plots easier to view." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "house = house[(house['TOTALBTUSPH']<200000) & (house['KWH']<60000)]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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HDD65CDD65URSTOVENTELLWORKTOTSQFTKWHTOTALBTUSPHIncomeSchoolHouseClimate
047421080U1050751846610873111890Bachelor'sSingle-Family DetachedMixed-Humid
12662199U10313651483860632504High SchoolSingle-Family DetachedMarine
36034672U002023100154019635187High SchoolSingle-Family DetachedVery Cold/\\nCold
45388702U10191228693613685197Bachelor'sSingle-Family AttachedVery Cold/\\nCold
58866270U10348563877410018411Associate'sSingle-Family DetachedVery Cold/\\nCold
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" ], "text/plain": [ " HDD65 CDD65 UR STOVEN TELLWORK TOTSQFT KWH TOTALBTUSPH Income \\\n", "0 4742 1080 U 1 0 5075 18466 10873 111890 \n", "1 2662 199 U 1 0 3136 5148 38606 32504 \n", "3 6034 672 U 0 0 2023 10015 40196 35187 \n", "4 5388 702 U 1 0 1912 2869 36136 85197 \n", "5 8866 270 U 1 0 3485 6387 74100 18411 \n", "\n", " School House Climate \n", "0 Bachelor's Single-Family Detached Mixed-Humid \n", "1 High School Single-Family Detached Marine \n", "3 High School Single-Family Detached Very Cold/\\nCold \n", "4 Bachelor's Single-Family Attached Very Cold/\\nCold \n", "5 Associate's Single-Family Detached Very Cold/\\nCold " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "house.head()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" }, "widgets": { "state": { "04674b17d065400e819b2da1f77e333c": { "views": [] }, "0e390510c3c24f469dafea88b001ddd1": { "views": [] }, "62849840ec76465f8c83805d8a630dd5": { "views": [] }, "847cdc1f26a843978976258fe8b61db7": { "views": [] }, "c128e090e62a4a6e9e503d6c9b33ce8c": { "views": [] }, "c7e88fca39294cc1af4c95a0383440d5": { "views": [] }, "d82d038dea39458683da476d12721102": { "views": [] }, "db0cb9d6f48e433cbab03b18ee13b426": { "views": [] }, "f7d83633acbe480abe6bc1a6fb9bc16e": { "views": [] }, "f926f90bd8f84ad09094f971a4c15a37": { "views": [] } }, "version": "1.1.2" } }, "nbformat": 4, "nbformat_minor": 1 }