{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "\n", "# ETHZ: 227-0965-00L\n", "# Micro and Nano-Tomography of Biological Tissues\n", "# November 18th 2019\n", "\n", "## Ground Truth: Building and Augmenting Datasets\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Overview\n", "\n", "## Motivation\n", "\n", "## Creating Datasets\n", "- Famous Datasets\n", "- Types of Datasets\n", "- What makes a good dataet?\n", "- Building your own \n", " - \"scrape, mine, move, annotate, review, and preprocess\" - Kathy Scott\n", " - tools to use\n", " - simulation\n", "\n", "## Augmentation\n", "- How can you artifically increase the size of your dataset?\n", "- What are the limits of these increases\n", "\n", "## Baselines\n", "- What is a baseline?\n", "- Nearest Neighbor\n", "- Linear Models\n", "\n", "## Reproducibility\n", "- Version Control\n", "- Data Versioning" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# References\n", "\n", "- Revisiting **Unreasonable Effectiveness of Data** in Deep Learning Era: https://arxiv.org/abs/1707.02968\n", "- Building Datasets\n", " - Python Machine Learning 2nd Edition by Sebastian Raschka, Packt Publishing Ltd. 2017\n", " - Chapter 2: Building Good Datasets: https://github.com/rasbt/python-machine-learning-book-2nd-edition/blob/master/code/ch04/ch04.ipynb\n", " - A Standardised Approach for Preparing Imaging Data for Machine Learning Tasks in Radiology https://link.springer.com/chapter/10.1007/978-3-319-94878-2_6\n", "- Creating Datasets / Crowdsourcing\n", " - Mindcontrol: A web application for brain segmentation quality control: https://www.sciencedirect.com/science/article/pii/S1053811917302707\n", " - Combining citizen science and deep learning to amplify expertise in neuroimaging: https://www.biorxiv.org/content/10.1101/363382v1.abstract\n", "- Versioning Datasets\n", " - https://dvc.org/\n", " - https://github.com/iterative/dvc\n", " \n", "- Augmentation\n", " - https://github.com/aleju/imgaug\n", " - https://github.com/mdbloice/Augmentor\n", " \n", "- Reproducibility\n", " - [Trouble at the lab](http://www.economist.com/news/briefing/21588057-scientists-think-science-self-correcting-alarming-degree-it-not-trouble) _Scientists like to think of science as self-correcting. To an alarming degree, it is not_\n", " - [Why is reproducible research important?](http://simplystatistics.org/2014/06/06/the-real-reason-reproducible-research-is-important/) _The Real Reason Reproducible Research is Important_\n", " - [Science Code Manifesto](http://software-carpentry.org/blog/2011/10/the-science-code-manifestos-five-cs.html)\n", " - [Reproducible Research Class](https://www.coursera.org/course/repdata) @ Johns Hopkins University" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Who am I?\n", "\n", "\n", "## Kevin Mader (mader@biomed.ee.ethz.ch)\n", " - Deep Learning Software Engineer at Magic Leap\n", " - Cofounder of __4Quant__ for Big Image Analytics (ETH Spin-off, 2013-2018)\n", " - __Lecturer__ at ETH Zurich (2013-2019)\n", " - Formerly __Postdoc__ in the X-Ray Microscopy Group at ETH Zurich (2013-2015)\n", " - PhD Student at Swiss Light Source at Paul Scherrer Institute (2008-2012)\n", "\n", "- ![Kevin Mader](https://avatars0.githubusercontent.com/u/116120?s=460&v=4)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Motivation\n", "Most of you taking this class are rightfully excited to learn about new tools and algorithms to analyzing your data. This lecture is a bit of an anomaly and perhaps disappointment because it doesn't cover any algorithms, or tools.\n", "- So you might ask, why are we spending so much time on datasets?\n", "- You already collected data (sometimes lots of it) that is why you took this class?!" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "![Sean Taylor (Research Scientist at Facebook)](figures/data_tweet.jpg)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "![Andrej Karpathy (Director of AI at Tesla)](figures/karpathy_slide.jpg)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "![Kathy Scott (Image Analytics Lead at Planet Labs)](figures/kathy_tweet.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Data is important\n", "It probably [isn't the _new_ oil](https://www.forbes.com/sites/bernardmarr/2018/03/05/heres-why-data-is-not-the-new-oil/), but it forms an essential component for building modern tools today.\n", "- Testing good algorithms *requires* good data\n", " - If you don't know what to expect how do you know your algorithm worked?\n", " - If you have dozens of edge cases how can you make sure it works on each one?\n", " - If a new algorithm is developed every few hours, how can you be confident they actually work better (facebook's site has a new version multiple times per day and their app every other day)\n", "\n", "- For machine learning, even building requires good data\n", " - If you count cells maybe you can write your own algorithm,\n", " - but if you are trying to detect subtle changes in cell structure that indicate cancer you probably can't write a list of simple mathematical rules yourself." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Data is reusable\n", "Well organized and structure data is very easy to reuse. Another project can easily combine your data with their data in order to get even better results.\n", "- Algorithms are messy, complicated, poorly written, ... (especially so if written by students trying to graduate on time)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Famous Datasets\n", "The primary success of datasets has been shown through the most famous datasets collected. Here I show 2 of the most famous general datasets and one of the most famous medical datasets. The famous datasets are important for " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- [MNIST Digits](http://yann.lecun.com/exdb/mnist/)\n", " - Modified NIST (National Institute of Standards and Technology) created a list of handwritten digits\n", " - ![Digits](https://raw.githubusercontent.com/yashk2810/yashk2810.github.io/master/images/mnist.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- [ImageNet](http://www.image-net.org)\n", " - ImageNet is an image database organized according to the WordNet hierarchy (currently only the nouns), in which each node of the hierarchy is depicted by hundreds and thousands of images.\n", " - 1000 different categories and >1M images.\n", " - Not just dog/cat, but wolf vs german shepard, \n", " \n", "![Performance](https://cdn-images-1.medium.com/max/1600/1*DBXf6dzNB78QPHGDofHA4Q.png)\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- [BRATS](http://braintumorsegmentation.org) \n", " - Segmenting Tumors in Multimodal MRI Brain Images.\n", " - ![Sample](https://www.med.upenn.edu/sbia/assets/user-content/BRATS_tasks.png)\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## What story did these datasets tell?\n", "Each of these datasets is very different from images with fewer than 1000 pixels to images with more than 100MPx, but what they have in common is how their analysis has changed.\n", "### Hand-crafted features\n", "All of these datasets used to be analyzed by domain experts with hand-crafted features. \n", "- A handwriting expert using graph topology to assign images to digits\n", "- A computer vision expert using gradients common in faces to identify people in ImageNet\n", "- A biomedical engineer using knowledge of different modalities to fuse them together and cluster healthy and tumorous tissue\n", "\n", "### Machine Learning / Deep Learning\n", "Starting in the early 2010s, the approaches of deep learning began to improve and become more computationally efficient. With these techniques groups with absolutely no domain knowledge could begin building algorithms and winning contests based on these datasets" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## So Deep Learning always wins? \n", "No, that isn't the point of this lecture. Even if you aren't using deep learning the point of these stories is having well-labeled, structured, and organized datasets makes your problem a lot more accessible for other groups and enables a variety of different approaches to be tried. Ultimately it enables better solutions to be made and you to be confident that the solutions are in fact better" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Other Datasets\n", "- Grand-Challenge.org a large number of challenges in the biomedical area\n", "- [Kaggle Datasets](https://www.kaggle.com/datasets)\n", "- Google Dataset Search\n", "- [The Cancer Imaging Archive](https://www.cancerimagingarchive.net/) (multi-modal medical data)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# What makes a good dataset?\n", "\n", "- Lots of images\n", " - Small datasets can be useful but here the bigger the better\n", " - Particularly if you have complicated problems and/or very subtle differences (ie a lung tumor looks mostly like normal lung tissue but it is in a place it shouldn't be)\n", "- Lots of diversity\n", " - Is it what data 'in the wild' really looks like?\n", " - Lots of different scanners/reconstruction algorithms, noise, illumination types, rotation, colors, ...\n", " - Many examples from different categories (if you only have one male with breast cancer it will be hard to generalize exactly what that looks like)\n", "- Meaningful labels\n", " - Clear task or question\n", " - Unambiguous (would multiple different labelers come to the same conclusion)\n", " - Able to be derived from the image alone (a label that someone cannot afford insurance is interesting but it would be nearly impossible to determine that from an X-ray of their lungs)\n", " - Quantitative!\n", " - Non-obvious (a label saying an image is bright is not a helpful label because you could look at the histogram and say that)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Types of Datasets\n", "- Classification\n", "- Regression\n", "- Segmentation\n", "- Detection\n", "- Other" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Classification\n", "- Taking an image and putting it into a category\n", "- Each image should have exactly one category\n", "- The categories should be non-ordered\n", "- Example: \n", " - Cat vs Dog\n", " - Cancer vs Healthy" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/kevinmader/miniconda3/envs/qbi2019/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n", " from ._conv import register_converters as _register_converters\n", "Using TensorFlow backend.\n" ] }, { "data": { "image/png": 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X2ce2yerWrau5pOeLlFb23KGttir6vw0nTJiQznJQAscff3zUJQTFTAUAAAiCQQUAAAiiVLU/qlevrnm//fbT/Oijj2quX79+ys9r93i/7777NNtNlPJxlUeqypQpo9ke0W03oFq6dKlme4T8ltip3Q8//FDzbbfdVqw6kXm2TZbMdH4+shu7tWzZUrP92bN27VrNAwYM0Pz777+nuToUV+3ataMuISjevQAAIAgGFQAAIIicbH9UrVpV8xNPPKHZTg+mOqVkp9DtEdgisasIVq1aldLz5qPPPvtM88SJEzXbc1MsuyrEtrAsuyqk8B74ITfSQvQOP/xwzc8++2x0hWSZ7bffXnOiDfnmzp2ruVu3bmmvCSX3ySefaC7c+svFtjozFQAAIAgGFQAAIIisbn8cdthhmu0x1oceeqjm3XbbLaXnXLlypWa7AdNdd92lecWKFSk9J2LNmTNHsz1H5dJLL9Xco0ePIp/n4Ycf1vz4449rnjFjRklLRJaxm18B+WTy5Mmap0+fHvM928bfe++9NS9YsCD9hRUTMxUAACAIBhUAACCIrG5/nH766XFzIj/88IPmUaNGaV6/fr1mu7Jj8eLFJS0RRbDHwPfq1StuRn569913NZ999tkRVpIbpkyZotmuVjvyyCOjKAdpYNvwIiKDBg3SbM+XuuqqqzTbf/eyATMVAAAgCAYVAAAgCGf33E/7izmXuRfLE977YB+b5/6Ex/3Jbtyf7Bbq/uTKvalcuXLM18OGDdNsz3sZPny45s6dO2vO5MrFRPeGmQoAABAEgwoAABAE7Y8cx/RtduP+ZDfuT3bLt/ZHYbYdYld/XH755ZobNWqkOZMrQWh/AACAtGJQAQAAgqD9keOYvs1u3J/sxv3Jbvne/shmtD8AAEBaMagAAABBZLT9AQAASi9mKgAAQBAMKjZxzm3rnBvsnJvlnFvmnPvGOffvqOtCAefclc65L51za5xzz0ZdD/7JOTfUOTfPObfUOTfNOXdR1DWhAO+f3OCc28c5t9o5NzTqWoorq48+z7CyIvKriDQXkdki0lpEhjnn9vfez4yyMIiIyG8i0kdEjheR8hHXgvjuFpELvfdrnHP1RWScc+4b7/1XURcG3j85YoCITIy6iJJgpmIT7/0K730v7/1M7/1G7/0oEflFRA6KujaIeO+He+9HiMhfUdeC+Lz333vv1/z95aZfe0dYEjbh/ZP9nHNtRWSxiHwQdS0lwaAiAedcdRGpKyLfR10LkCucc48551aKyBQRmSci70RcEpD1nHOVReQOEekadS0lxaAiDufc1iLygogM8d5PiboeIFd4768QkUoicpSIDBeRNVt+BAAR6S0ig733v0ZdSEkxqCjEObeViDwvImtF5MqIywFyjvd+g/f+UxHZXUQuL+p6IJ8555qISEsReTDqWkLgg5qGc86JyGARqS4irb336yIuCchlZYXPVABFaSEitURkdsE/QVJRRMo45/bz3h8YYV3FwkxFrMdFZF8ROdl7vyrqYrCZc66sc66ciJSRgjdcOeccg+Is4Zzb2TnX1jlX0TlXxjl3vIi0E5GxUdcG3j9Z7kkpGHw32fRroIi8LQUrdXIOg4pNnHM1ReRSKbip851zyzf9ah9xaSjQQ0RWiciNItJhU+4RaUWwvBS0OuaIyCIRuV9ErvHej4y0KvyN90+W8t6v9N7P//uXiCwXkdXe+wVR11YcbNMNAACCYKYCAAAEwaACAAAEwaACAAAEwaACAAAEwaACAAAEkdF1ys45lpoE5r13oZ6L+xMe9ye7cX+yW6j7w70JL9G9YaYCAAAEwaACAAAEwaACAAAEwaACAAAEwaACAAAEwaACAAAEwaACAAAEwaACAAAEwaACAAAEwaACAAAEkdFtuoFUPPzww5q7dOmiefLkyTHXnXTSSZpnzZqV/sIAIEd98MEHmp3bvNP2McccE+T5makAAABBMKgAAABB0P5IQqVKlTRXrFhR84knnqh5p5120vzAAw9oXrNmTZqrK11q1aqluUOHDpo3btyoed999415TP369TXT/kivunXrat566601N2vWTPNjjz0W8xh771I1cuRIzW3bttW8du3aYj9nvrD354gjjtB81113xVz3r3/9K2M1IRoPPvigZvt34bnnngv+WsxUAACAIBhUAACAIGh/bGKn3W+44YaY7x1++OGaGzZsWORz1ahRQ7NdtYCiLViwQPPHH3+s+ZRTTominLzVoEEDzZ06ddJ89tlna95qq83/TbLrrrtqLtzu8N4Xuw573wcOHKj5mmuu0bx06dJiP39pVqVKFc0ffvih5vnz58dct8suuyT8HnLXPffco/myyy7TvG7dOs12JUgozFQAAIAgGFQAAIAg8q79YVcK2CnU9u3bay5fvnzMY+wGIb/++qvmZcuWabYrEs455xzN9pPwU6ZMKW7ZeWPFihWaWckRnbvvvltz69atI6xks/POO0/z4MGDNY8fPz6KcnKWbXcU/pr2R+nRtGlTzXYl0Keffqp52LBhwV+XmQoAABAEgwoAABBEqW1/2E8+33vvvZrbtGmj2W5qtSXTp0/XfPzxx2u2U0q2tVGtWrW4GUXbfvvtNTdu3DjCSvLbmDFjNCdqf/zxxx+abTvCrgoRSbz5ld2Ep3nz5sWqE6mz7VxEw24Wd8stt2hu165dzHULFy5M6Xnt4+1KxZ9++klzt27dUnrOVDFTAQAAgmBQAQAAgii17Y/TTz9d80UXXZTSY+1UkYhIq1atNNvVH3Xq1ClmdUikQoUKmvfcc8+kHnPIIYdotm0oVo8U3+OPP655xIgRca+xm+gUZ9VA5cqVNdvj7O1GWpat48svv0z59VCg8GZk5cqVi6iS/PXkk09q3meffTTvt99+MdfZlRrJuPnmmzXvuOOOmi+++GLN3377bUrPmSpmKgAAQBAMKgAAQBCltv1hzyhIZObMmZonTpyoufDZH7blYRU+ghsl99tvv2l+9tlnNffq1SvhY+z3Fi9erPnRRx8NWVpeWb9+veZEf/9Lyq6k2mGHHYq8fs6cOZrXrFmTlpry0cEHH6z5888/j7CS/LFy5UrNth1VnFZUkyZNNNesWVOzXXWVyRYXMxUAACAIBhUAACCIUtv+sJ92veSSSzS///77mmfMmKHZbuSTrOrVqxezOiSjd+/emrfU/kDuaNu2rWb7Hi183k48t912W1pqKq1sC2vJkiWa7caAIiJ77713xmrKZ/bn2f7776/5xx9/1JzsyozttttOs23X29VztpX12muvpVZsCTBTAQAAgmBQAQAAgii17Q+7iiBdU+eHH354Wp4X/2TPk0h0lgSyQ/v27WO+vvHGGzXbDePs2TmJTJo0SbPdbAtFsyuhPvnkE80nnXRSFOXkpT322EOzbffZ1tSVV16pecGCBUk97wMPPKDZrnS0/+7961//Sq3YQJipAAAAQTCoAAAAQZTa9kequnTpotl+snZL7Cd4rQkTJmj+7LPPSlYYRCS25VH47AKEV6tWLc0dO3bU3LJlyyIfe+SRR8Z8ncz9Wrp0qWbbLnnnnXc0r1q1qsjnAaJmjxx/4403NFerVk1z//79NX/00UdJPa89srxTp05xr7nzzjuTLTNtmKkAAABBMKgAAABB5EX7w24IYo+W7dmzp+bWrVsnfHwyKw/sp247d+6secOGDakVC0TETtu++eabmpM9gr4k7OoEeyw00s8ekY3klS27+Z/PDh06aB48eLDmRP922JWDN910k2a7qkNEpGrVqprtKg/nnObnnntO8xNPPJH8/4E0YaYCAAAEwaACAAAEwaACAAAEUao+U2F36DvggAM0v/7665pr1Kih2S5Rs5+JKLwM9IQTTtBsP59h2f7aGWecofnhhx/WvHbt2i3/HwCyhO3Z2pwM20cWSW4HVLvL47///W/N7777bkqvjdSdcsopUZeQk+zheIMGDdJsl1Dbv/v2AMuDDz44bj711FNjXmO33XbTbP/tsjtvXnDBBSnXnk7MVAAAgCAYVAAAgCByvv2xzTbbaLZtiuHDh8e9/vbbb9c8duxYzePHj9dsl/EUvs4uu7N22mknzXfffbfm2bNnax4xYoTmNWvWxH0exJfsgWLNmjXT/Oijj6a1ptJm8uTJmlu0aKHZLpcbPXq05tWrV6f8GhdeeKHmq666KuXHo3g+/PBDzRwoVnxt2rTR/Mwzz2i2h93Zg9zOPfdczYsWLdLcr18/zc2bN9dsWyEisa1H21axu3P++uuvmu379qefftrC/5P0YaYCAAAEwaACAAAE4TJ5OJNzLsiL2VUed9xxh+bu3bvHvd5+gtwejmSnqWz7wh5iJCJy4IEHarYrOPr27avZtkUKf4L3b//5z38033vvvZrttJg1adKkuL9vee9T+2j+FoS6P+lgdyZN9u9so0aNNP/www/Ba0pGvtyfZFWpUkXzX3/9Ffeak08+WXO6V3/ky/0588wzNb/66qsx37Or4OyOw7NmzUp/YUUIdX9C3RvbCq9Zs6bmPn36aLZtkUTsn7PdBdPutCmSuP1hvfjii5rPO++8Il87lET3hpkKAAAQBIMKAAAQRM6s/ihTpozm3r17a7ZnzK9YsULzjTfeqPnll1/WbFse9pO2dqWA3ThLRGT69OmaL7/8cs32E9WVK1fWfMQRR2hu3769ZrvJzJgxYyQe+0nevfbaK+41+WjgwIGaL7300qQec8kll2i+5pprgteE1B1//PFRl5CX1q9fn/B7dop92223zUQ5OWvkyJGa7QpD+3M7GXb1RqIVhSIi7dq102xXZ1lz5sxJ6bXTjZkKAAAQBIMKAAAQRM60P+xUtm15rFy5UrOdFn///fc1N23aVHPnzp012zMGypcvr9muKBGJ/TRvommupUuXan7vvffiZjuVZTdFsa699tq4v5/vpkyZEnUJpYZdPXXcccdptp9stysCSsq+5+xZOMgcO21f+L1Uv359zbZNeMUVV6S/sBxTkr+/duXT2Wefrdm2zgtvWDVs2LBiv15UmKkAAABBMKgAAABB5MzmV/PmzdNsN6qyZ2jYab3ttttOc506dYp8/l69emm2Z3eIxG68lG3yZfMea9q0aTFf77333nGvs+eF2L8DmdwTP1vuz5FHHqn5lltu0dyqVSvNdrVRqp9mt+fltG7dOuZ7/fv311ypUqW4j7ftFrtKyq6wSodsuT+Z9NBDD8V8bdtT1atX11ycs11Cy7bNr0ripptu0mxXMNpjzA855JCYx2Tbyg6Lza8AAEBaMagAAABB5Mzqj/nz52u27Q+7WUvjxo3jPtae5fHxxx9rtkeRz5w5U3M2tzsg8v3338d8Xbt27bjXbemI9HxjN3dLtNnO9ddfr3nZsmUpPb9to9izckQSn1kwbtw4zY8//rjmdLc8EMveH3u2EUrOng9y0UUXabZ/5k8++aTmbG53JIuZCgAAEASDCgAAEETOtD+aNWum+bTTTtNsp1r/+OMPzU8//bRme7Q403u5z04XisQelY3is+fahGTfl2+99Zbmq6++WnM2rDTIV3bzpVNPPVXzG2+8EUU5pYo948m2QoYOHaq5Z8+eGa0p3ZipAAAAQTCoAAAAQeTM5leILx8377HTiCIio0aN0rzvvvtqtkc6161bV3M+bn7VpEkTzVdddZXm888/v9j12D9HewbPJ598EnOdbVclOr45KtlyfzLpt99+i/l6hx120HzAAQdozobzdnJ986tEG17Zsz9ytc3E5lcAACCtGFQAAIAgaH/kuHycvs0l2Xh/7IZxnTp10tynTx/NdkrcbhJnP81uj9O2m9Plkmy8P+n28ssvx3xtW4b23JVZs2ZlrKZEcr39UZrR/gAAAGnFoAIAAARB+yPH5eP0bS7h/mQ37k92o/2RvWh/AACAtGJQAQAAgmBQAQAAgmBQAQAAgmBQAQAAgmBQAQAAgmBQAQAAgmBQAQAAgsjo5lcAAKD0YqYCAAAEwaACAAAEwaDCcM4Ndc7Nc84tdc5Nc85dFHVN2Mw5N845t9o5t3zTr6lR14TNeP9kP+dcW+fcj865Fc65n5xzR0VdE0Scc1c65750zq1xzj0bdT0lwWcqDOdcAxGZ4b1f45wPjuC9AAAgAElEQVSrLyLjRORE7/1X0VYGkYJBhYgM9d4PiroW/BPvn+zmnGslIoNEpI2I/FdEaoiIeO/nRlkXRJxzZ4jIRhE5XkTKe+87RVtR8TFTYXjvv/fer/n7y02/9o6wJCBn8P7JereLyB3e+8+99xu993MZUGQH7/1w7/0IEfkr6lpKikFFIc65x5xzK0VkiojME5F3Ii4Jse52zv3pnBvvnGsRdTGIxfsnOznnyojIwSKyk3NuhnNujnPuUedc+ahrQ+nCoKIQ7/0VIlJJRI4SkeEismbLj0AG3SAitUVkNxF5UkTecs7xX8JZhPdP1qouIluLyFlScG+aiMgBItIjyqJQ+jCoiMN7v8F7/6mI7C4il0ddDwp477/w3i/z3q/x3g8RkfEi0jrquhCL909WWrXpf/t77+d57/8UkQeE9w8CY1CxZWWFnnA28yLioi4CCfH+yRLe+0UiMkcK3jNA2jCo2MQ5t/Om5VYVnXNlnHPHi0g7ERkbdW0Qcc5t75w73jlXzjlX1jnXXkSaicjoqGsD758c8YyIXLXpXu0gIteIyKiIa4KIbPqZVk5EyohImb9/zkVdV3GwpHQT59xOIvKaiDSWgsHWLBF5xHv/VKSFQUT0/rwjIvVFZIMUfBDwVu/9mEgLg4jw/skFzrmtReRhETlXRFaLyDARud57vzrSwiDOuV4i0rPQb9/uve+V+WpKhkEFAAAIgvYHAAAIgkEFAAAIgkEFAAAIgkEFAAAIIqNLVpxzfCo0MO99sH0auD/hcX+yG/cnu4W6P9yb8BLdG2YqAABAEAwqAABAEAwqAABAEAwqAABAEDm5tzgAILy6detqfu+99zSXKVNGc82aNTNaE3ILMxUAACAIBhUAACAI2h8AkMf69++vuU2bNpqrVq2qedQoTkhHcpipAAAAQTCoAAAAQeRd+2O//fbTfNJJJ2m+5JJLNE+cODHmMd98803c53rooYc0r127NlSJABBU9erVNQ8fPjzme02bNtXs/ebdrCdPnqz5wgsvTGN1KE2YqQAAAEEwqAAAAEE4O92V9heL6KS4Sy+9VPP999+vuWLFiiV63mOOOUbzhx9+WKLnKi5OWcxumb4/9u+0/ST/6tWrNR900EGaK1WqpLl9+/aax40bp3nu3Lkp1Tl//vyYr0eOHKn5yy+/TOm50q00v3/sRlb2517r1q1jrnNu8x/BjTfeqNneq1z/+ZYN98b+Ob/00kua7f2w7XkRkTlz5qS/sGLilFIAAJBWDCoAAEAQedH+sJu4/Pjjj5p33nnnEj3v4sWLNdup5vfff79Ez5uK0jx9Wxpk+v707dtXc7du3UK9dIls3LhR8w8//KDZTgHbPHPmzIzUJVK63z92Vcenn36a8Do7Ld+hQwfN9p5EpTS1PypUqKB56tSpmnfbbTfNdhWiiMigQYPSX1gx0f4AAABpxaACAAAEkRebXy1cuFBzz549Nffr10+znZqaPXt2zOP33HPPuM+7/fbbaz7hhBM0Z7L9gZKxxziXL19ec7t27TRffvnlcR/79ttva+7cuXMaqkvdGWeckdL1f/31l+b//e9/KT3WTuHWq1dPs31fiIgccMABmhs2bKj5zjvvjPvamWx/lDZ2xceLL76o2bY4CrN/Z+xKHYS1cuVKzdOnT9ds2x877bRTRmtKB2YqAABAEAwqAABAEHnR/rAGDhyo+bLLLtPcuHFjzUuXLk35eR999NGSFYa0atmypWY73WvbHFWqVNGczKoo++n6bHH88cdrtlPh06ZNi3u9nZKdN29ekBrshloiIt99953mRK3EU045RbNtKyE1HTt21Gz/rN955x3N9ueeSOqbm6HkBgwYoLlFixaa99133wiqCYuZCgAAEASDCgAAEERebH6VyFlnnaX5lltu0dykSZOUn8tOW02ZMqVkhaWgNG/eUxx2s5j9999f8yGHHFLkY5ctW6b5hRde0Dxx4kTNdkMge55GIvl4f2xLSST2z9Jas2aN5qOOOkpzJs8HKQ33Z8KECZrtz67ffvtNs12dNmPGjMwUFkBp2vzK2mOPPTTPmjVL89q1a2Ou22uvvTSHak+GwuZXAAAgrRhUAACAIPJu9Yf12muvabZ74xfevMpOoyfSp08fzbatgvB23HHHmK/vvvtuzRdccIFmu+nZV199pfmee+7RPHnyZM2rVq3SXHgDNPzTNttso/mRRx7RfN555yX1+MMPP1zzpEmTwhWWB0499VTNhx12mGbbzn711Vc1J9OqQzTsxmT2PSUSuyrqiSeeyFhNJcFMBQAACIJBBQAACCKv2x/t27fXbDe/sucTJGtLRwsjrFtvvTXm6wsvvFBz//79NdsVPcuXL09/YXng6KOP1mw3WurUqVPCx6xbt05zly5dNGdylVRpYM9UsatlElm0aJHmOXPmpPx6V199tWa7WsHq1q1bys+LWFtagVm4HZILmKkAAABBMKgAAABB5EX7o379+prfeOMNzXXq1NFctmzJ/ijefPPNEj0eBewR9DfccINmO9V+zTXXxDzmww8/1Dx69GjNfOI9jEMPPVSzXRlVpkyZpB5vp3ftqpoNGzYEqC5/2D+vgw46SPNWW23+b8ONGzdq/vjjj5N63muvvTbu71911VWaa9asGfearl27at599901c55I/mKmAgAABMGgAgAABJEX7Q97LofdS72kLQ/LTiHaaUOkpkePHppt+2PYsGGaC29ORpsjvc455xzNybY8LPsJdnusuT3j46233tJsW5R2c7J817x5c8129Ydtedj20p9//hn3eQqfbWSfy262ZK1YsUKzXUlSr149zXYzwbZt22q2Z1ug9GOmAgAABMGgAgAABJEX7Q87nXr99ddrvvfeezWXK1euRK9Ro0aNEj0eBW666SbNdtVAqkeOI5zhw4drtq1Ee5x8tWrVUn7egw8+OG7u2bOn5oceekhz3759Nf/xxx8pv14uqlSpkmbburXsEefPP/+8ZnvEed26dTV379495vH2HBHbMrFtxn79+mmuUqWK5rFjx8b9fSTPnv2xpY2wcgUzFQAAIAgGFQAAIAgGFQAAIIi8+EyF9cgjj2iePn26ZntYT2F26emjjz6quXLlyoGrw3//+1/Nts9u/9xXrVoV85gxY8akv7A8NmHCBM0nnnii5j333FOz/UxF9erVYx5/xhlnaL7gggs0216yZXeIvO666zTbXSSPPfZYzXZJZWlz5JFHan7wwQfjXvPUU09pvuOOOzTb+3D//fdrbt26dczjly1bptku3baHhe2zzz6aBw4cGPexH3zwgWaWkSavNHyOwmKmAgAABMGgAgAABOEyOfXinMvJeR47TdurVy/Nt912m+affvpJs52aTfc0oPc+/hxyMaT7/hx22GGav/nmG81r167VXLVqVc1dunTRfOutt2pevnx5wuedMmVKmGIDyaX7kwnt27fXbHeetYeWJePGG2/UbJeapirb74/dVfbOO++Me02inYHHjx+v2b5HCrM/rz766CPNTZs21fzpp5/Gfaxd8mvbJaGEuj/Z9t7ZY489NG/p34ijjz5as7032SDRvWGmAgAABMGgAgAABJF3qz+Kwx6IZFse1rp16zRv2LAh7TVlM7u76KhRozTb1QL2ALahQ4dqXrhwoWa74sO2PypWrBjzerZlguz2wgsvaH7llVc0/+c//9HcrFmzIp+nTp06YQvLUnZVmm3Djhw5Mu719rCwWrVqxX1s165dYx5jp9XtzpsvvvhikY+37Q+EZ9vquYKZCgAAEASDCgAAEATtjyT06dOnyGsGDx6sec6cOeksJ+t9/fXXmu0GYfaT7LblkcjVV18d9/ftVLmIyOTJk1MtEVlg/fr1mr/66ivNybQ/pk2blpaaspldqZfMqj27KZi9vlGjRjHXzZ49W7M9WPGXX37RfNRRR2lesmRJkhUjHzFTAQAAgmBQAQAAgsjJza923HFHzc8884zml156KW5OlV29IBK7oVKi8z723ntvzT///HOxXztV2bh5z0033aS5R48emsuXL1/kY+15LPa8AbtBzJlnnhnzGNtuyTbZeH8SsX/vL774Ys327789G6KkypQpo3n06NGajznmmLjX23aJvSbRxkzJyPb7k8wGVPZ8ELv645577tFceMWUZVd2/Pnnn5o7deqk+d13302u4MDyffMr+zMw21aCsPkVAABIKwYVAAAgiJxc/WGPLz/55JM1241bfvvtN81z587VPGPGDM32KGX72Ouvvz7m9RK1PPr16xf39fLd3XffrdluCnbAAQdobtmyZdzH7rDDDprffvttzfZcAXsPUTK77LKL5vfee0/z/vvvr9nek5Kyx3HbY80TtTysH3/8UXNJWh65xL5/Vq5cqblChQqa7RkfxWlnJzr6PKqWBzazx9T3798/wkqSx0wFAAAIgkEFAAAIIifbH3YaaK+99tJ8+OGHax43bpzmmTNnav7hhx802w1dKlWqlPD17JSi/SR8z549Na9evTqJyvPP/fffH3UJ2AJ7doNteVj2PTZ16lTNq1atint94VU+tp1oWx6J3nN2NYKdmu/SpUvc60szuylYu3btNNs/xxYtWhT5PEOGDNH83XffxXzvm2++0Zxtx2uXVr///rvm77//XnODBg2iKCcoZioAAEAQDCoAAEAQObn5lWVXYNhVAY899liw17DHcduNt7JBtm/ek++y/f7YTa6eeOKJIq+3U+WJzoCoUqVKzNd21U8yli9frvn000/X/MEHH6T0PMnI9vuT70rr5lfWxIkTNdsViSIio0aN0nzKKadkrKZksPkVAABIKwYVAAAgiJxc/WF17dpV87bbbqs50V73dirWfpraKjyt26pVq5KUCGStMWPGaH755Zc1t23bNu71qbYytsSe5WFXobz++uuav/jii2CvB2SjSZMmaS7c/tjSmS3ZipkKAAAQBIMKAAAQRM6v/sh3fHo9u+XS/bHtQ7vqwp7LMW3aNM2JPo1uN4grbOzYsXGvs1PAmZRL9ycf5cPqj1q1aml+6aWXYr5nNy0bOHBgpkpKCqs/AABAWjGoAAAAQdD+yHFM32Y37k924/5kt3xof+Qq2h8AACCtGFQAAIAgGFQAAIAgGFQAAIAgGFQAAIAgGFQAAIAgGFQAAIAgGFQAAIAgMrr5FQAAKL2YqQAAAEEwqAAAAEEwqNjEObe80K8Nzrn+UdeFAs65bZ1zg51zs5xzy5xz3zjn/h11XdjMOVfLOfeOc26Rc26+c+5R51zZqOvCZs65ts65H51zK5xzPznnjoq6JhRwzu3rnBvrnFvinJvhnDs96pqKg0HFJt77in//EpHqIrJKRF6NuCxsVlZEfhWR5iJSRURuFZFhzrlaEdaEWI+JyB8iUkNEmkjBvboi0oqgnHOtROReEeksIpVEpJmI/BxpURARkU2D75EiMkpEqorIJSIy1DlXN9LCioFBRXxnScEPx0+iLgQFvPcrvPe9vPczvfcbvfejROQXETko6tqg9hKRYd771d77+SLynog0iLgmbHa7iNzhvf9803torvd+btRFQURE6ovIriLyoPd+g/d+rIiMF5GO0ZaVOgYV8Z0vIs95lsZkLedcdRGpKyLfR10L1MMi0tY5V8E5t5uI/FsKBhaImHOujIgcLCI7bZpan7OpPVU+6togIiLxjhF3ItIw04WUFIOKQpxze0rBtO2QqGtBfM65rUXkBREZ4r2fEnU9UB9JwczEUhGZIyJfisiISCvC36qLyNZSMAt7lBS0pw4QkR5RFgU1RQpmx7s757Z2zh0nBf8OVYi2rNQxqPin80TkU+/9L1EXgn9yzm0lIs+LyFoRuTLicrDJpvsyWkSGi8h2IlJNRHaQgh4+ordq0//2997P897/KSIPiEjrCGvCJt77dSJymoicKCLzRaSriAyTgsF5TmFQ8U/nCbMUWck550RksBT8V9eZm96IyA5VRWQPEXnUe7/Ge/+XiDwj/KOVFbz3i6TgHyhaulnKe/8/731z7/2O3vvjRaS2iPw36rpSxaDCcM4dISK7Cas+stXjIrKviJzsvV9V1MXInE3/5fuLiFzunCvrnNteCj6b9G20lcF4RkSucs7t7JzbQUSukYLVBsgCzrlGzrlymz6T1E0KVlE9G3FZKWNQEet8ERnuvV8WdSGI5ZyrKSKXSkEveL7ZT6R9xKVhszNE5AQRWSAiM0RkvYhcG2lFsHqLyEQRmSYiP4rINyJyZ6QVweooIvOk4LMVx4pIK+/9mmhLSh1nfwAAgCCYqQAAAEEwqAAAAEEwqAAAAEEwqAAAAEFk9ARB5xyfCg3Mex9ve9di4f6Ex/3Jbtyf7Bbq/nBvwkt0b5ipAAAAQTCoAAAAQTCoAAAAQTCoAAAAQTCoAAAAQTCoAAAAQTCoAAAAQTCoAAAAQWR08ysAQPaqXbu25rvvvlvz6aefrrlRo0aap0yZkpnCkDOYqQAAAEEwqAAAAEHQ/gCAPHbEEUdofu+99zQvWLBA84ABAzT//vvvmSkMOYmZCgAAEASDCgAAEATtD2SVjh07aj7uuOM0N2nSRHO9evUSPv7zzz/XfPLJJ2tesmRJqBKRZtttt53mcePGad511101/+tf/9I8c+bMTJRVapx44okxX7/22muaBw4cqPmWW27RvHLlyvQXhlKBmQoAABAEgwoAABCE895n7sWcy9yL5QnvvQv1XJm8P9WqVdM8aNAgzbZlsXjxYs0TJkxI+FwtWrTQbKfO7cY8++23X7FrLYlcvT8h2bbFTjvtFPeaRYsWaT766KM1P/PMM5qnTp2q+dBDD9W8bNmyYteWL/enTp06mr/99tuY733yySeaW7durXnjxo3pL6wIoe5PNt+bXJXo3jBTAQAAgmBQAQAAgmD1RxK6du2qeZttttG87777am7fvn3cx9op+AYNGqShutxkN9mpVauW5r59+2q+7777NC9cuDDhc9WvX1/zf//7X81169bVfNttt2m+4447Ui8YIiLSsGFDzV26dNFcs2bNhI+x92HPPfeMe80999yj2baqnNs8wzp37lzN9n2I+MqVK6fZthi/++67mOvOOecczdnQ8sg3VatW1dymTZuY7918882abRvR6tGjh2Z7XktUmKkAAABBMKgAAABB5PXqj+bNm2u207r290Vij/2107HJsNOJM2bM0BxqNUIufXq9VatWmm37Y9iwYZrbtWtXotewrQ07LThr1izNe+21V4leIxW5dH+SYVseDz74YFKPWbNmjeZXX31V8zHHHKM50dSufb+dd955mocOHZrUaxeltN0fy7YPr7zySs377LNPzHVz5szJWE2pKq2rP5o2barZvo/sqiYRkVT/fX7++ec1d+7cuZjVJYfVHwAAIK0YVAAAgCBK1eqPGjVqaH7ppZc0165dO+71VapU0Ww3TSrc4vjqq680H3jggSnVtNVWm8dt9jXyUdmym/+62VbQyy+/HOw17DkGtv1hPwlfuXJlzUuXLg322qVVr169NHfv3j3uNUOGDNFsj8wWEbn//vvjfs+e5zJ69GjNdmM0e729t4hv22231dyhQwfN9gyVbG53lGb27/VTTz2l2a4iLPzeGTFihOaRI0dqtq3As88+W7Ntq9gVUmvXri1u2SljpgIAAATBoAIAAASR8+2Pli1barZTSnvssUexn7Pwyow///xTs53Csp9Yt2cU7L777nGf94cffih2TaXBhx9+qPmAAw7QHPJYZbvSwKpevbrmc889V7M96hnx2bZd+fLlNdsVNfaY7Hnz5iV8LnsGhd3Yx54JsmLFCs229bJ69eoUqs5P119/veaKFStqtvcH0bDtC9vyeP/99zXbs1e2ZPr06Zrtv4H23x77GoXPe0knZioAAEAQDCoAAEAQOd/+sNN9ybQ87PT4DTfcoPnzzz/XbI9YLuyvv/7SfPXVV2tO1PKYOXOm5o4dOxZZX2mWienrn3/+WfP333+v2Z67UnjzH2yZXXVxwgknaLZtQnt2xxVXXBHzeLvK6oEHHtB84oknarZnu9x5552aH3/88eKWnZeOO+44zePHj9f89ddfR1EOjFWrVsX9fdsWKSm7ms227TOJmQoAABAEgwoAABBETrY/7BSf3ewjkdmzZ2u2LQg7PVgciVoelp3aimo6Kp+sW7dO8/r16yOspPSYNGmSZtsmtO0Pe46HPeNFJPZsg0RHn99+++2a+/fvX/xi89CRRx6p2f483H///VN+rhYtWmi2GzHZViKKx26qaPOiRYs02036RET23ntvzZ06ddJ80EEHaZ4/f75me3bS3LlzS1ZwMTFTAQAAgmBQAQAAgsjJ9kfXrl01V6hQIe41EyZM0GynVovT8thhhx0020+/N2vWrMjXfuedd1J+PRSfPfug8FTi35YtW5apckoFu2Iq0VkpdiO4119/PeZ7dqrXHuU8ePBgzfaMA6TGnvHx448/av7ll1/iXm+n0UVE+vXrp9n+rLP3vVu3bpoHDBhQ7FrzmV2BZt8H1113nWb7b5tIbJvDatu2reZsOxOHmQoAABAEgwoAABBETrY/nnzySc32LI4lS5Zotuc72E/HFsdll12muXfv3nGvsZ+OPuecc4K9NlJTq1YtzfXq1Yt7zXvvvVfk89i/V40bN9Z8+OGHa3711Vc1b2nDtNLEnvdRHLYdaI9E//XXX0v0vPnsggsu0Gx/7tn2hT0Gu2fPnjGPv/TSSzXbI+jtORT2bKOffvpJczLvJRSwGydWqlRJ88EHH6zZtgpFYtsk9oykbD5HipkKAAAQBIMKAAAQBIMKAAAQRE5+psIuWSu8fC2Ek08+Oebr2267Le51dsfGgQMHauZzFOlll42KxO5sesQRRxT5eHuvvvrqK80HHnig5qpVq2q2B9XZ5ah16tTRXHiZXmlSpkwZzUcddZTmwv3fRN5++23Nhd9bKB67PLFs2c0/xhPtImv/bhf+HESiJYmvvPKKZrtr50033ZTwuZCYvWd251P788v+mRc2fPhwzXymAgAAlHoMKgAAQBDOLllJ+4s5l7kXK4ENGzbEfJ3oz+iKK67QbJe5ZpL3Prk56CSk+/6UL19e884776zZTs3aaUF7SJVVeKdMO62YDHt/58yZE/eaZ599VrOdvreHws2cObPI18ql+5OIXTp7xhlnpPx4++d3yimnBKkplFy9P8cee6zmMWPGaLaHvE2ZMkWzXcJol5eKxC51TMQ+73fffafZtsbSIdT9yeZ/exo2bKj522+/jfme/bfH3oNp06alv7AiJLo3zFQAAIAgGFQAAIAgcnL1RzrcddddmrfaKnastXHjxriP+eijj9JaU66ybY5evXpptp/8r1+/fkrPaQ+yKnwgmP3Eu/0kvDVo0CDNdvXH119/nVIdpZk9FKxz586azzzzTM12Otb+2dlpW/tYkdhWF9Jr7ty5cX+/pIfoJWoTouT2339/zcn+25PNmKkAAABBMKgAAABB5HX7w34K+oADDtBceMrJTvleffXVmqdPn57G6nLXiBEjNLdq1UqzPeDIrgj45ZdfNI8cOTLu9XalReGpWPsp97p162r++eefNV933XWaly9fXvT/iTxkVxTccccdca/p0aOH5kcffVTzaaedprlw+yObN+rJVXbjsWQ3ISuJ5s2bay5pKwWxVq1apbnwvz3jxo3TvHbt2kyVVCLMVAAAgCAYVAAAgCDyrv1RoUIFzR06dNBsp+kLe+mllzS/8MILmnPxk7mZcNxxx2m2rQ27cdKkSZNSek67quPee++N+d5uu+2m+Y8//tB8zjnnaKblEV+LFi00P/LII3GvsRtW/ec//9G8yy67aE50Po5IcpuEITW2JZuuDQy33nprzZdddpnm559/Pi2vl0/s6rcLL7xQ84IFC2Kue/zxxzXnyvuImQoAABAEgwoAABBEXrQ/7L73Tz31lOazzjor7vXXXnttzNf2U+60PIpmp2MXL16sefLkySk9jz3jw54/ceKJJ8ZcZ1eJtG3bVjMbWxXNtv2qVKmi2W7sNmrUKM12Svykk06K+9jCqxEKT+mi5OyKmnnz5mm2LV07dZ4se3/t42vVqqX5/PPPT/l5EfseGT16tGbbvr3hhhtiHpPoWPpsxkwFAAAIgkEFAAAIIi/aH3Z6KVHL46efftKc6FPwSI49lrdJkyaa7fHwO+64o2Z7boTdsKp79+6a69Wrp/mLL76Ieb3LL79cc6qrSvKdbeclWlFgp8TtJlcPP/yw5kWLFmm256yIFG8aHltmWx723KJ+/frFvd6uWqtdu3bM9xo3bqz55ptv1rx69WrNdkXXn3/+WYyK0bdvX8323yS7ujDR/cslzFQAAIAgGFQAAIAgSm37w24u0rVr17jX2Gn6f//732mvKV/YP/vevXtr7tatm2Z7xO8JJ5wQ93nefPNNzfYevvfee0HqROJjye2KjTFjxmg+6qij4l5vz/t46623AlWHZAwYMCDu79updLuCrTB7lodt/fbp00dzrpw7kW1atmyp2a7Msed95OIKjy1hpgIAAATBoAIAAATh0rVvfNwXcy5jL2Y/7dymTZu411x11VWac/UT6t77YOceZ/L+5Itsvz/XXHON5kSfPLebWS1cuFCznXa/5557NNup3WyX7fcn34W6P5m8N3ajsK+++kqz3czPtkLeeOONjNQVWqJ7w0wFAAAIgkEFAAAIolSt/mjQoIHmypUrx73GbsA0duzYtNcEZLMhQ4Zo3mabbTTfeuutmr/88kvNdkXOgw8+mObqgNxQvnx5zXalmj3v4/XXX9ecqy2PZDBTAQAAgmBQAQAAgihVqz/uvfdezXYKatasWZpbt26teerUqeksJyP49Hp24/5kN+5PdsuV1R/2/CG70diECRM0242w1qxZk85yMoLVHwAAIK0YVAAAgCBKVfvj2GOP1Tx69GjNZ3NKch4AABBxSURBVJ55puaRI0ems4SMY/o2u3F/shv3J7tlc/vj0EMP1WxXdjz99NOan3rqKc1z5swJXUKkaH8AAIC0YlABAACCKFXtj3zE9G124/5kN+5Pdsvm9ke+o/0BAADSikEFAAAIIqPtDwAAUHoxUwEAAIJgUBGHc24f59xq59zQqGvBZs65qs65N5xzK5xzs5xz50ZdEzZzzu3rnBvrnFvinJvhnDs96ppQwDl3pXPuS+fcGufcs1HXg1il6f4wqIhvgIhMjLoI/MMAEVkrItVFpL2IPO6ca7DlhyATnHNlRWSkiIwSkaoicomIDHXO1Y20MPztNxHpIyJPF3UhIlFq7g+DikKcc21FZLGIfBB1LdjMObediJwpIrd675d77z8VkTdFpGO0lWGT+iKyq4g86L3f4L0fKyLjhfuTFbz3w733I0Tkr6hrwT+VpvvDoMJwzlUWkTtEpGtR1yLj6orIBu/9NPN734oIMxXZId6adSciDTNdCIDoMKiI1VtEBnvvf426EPxDRRFZUuj3lohIpQhqwT9NEZE/RKS7c25r59xxItJcRCpEWxaATCobdQHZwjnXRERaisgBUdeCuJaLSOVCv1dZRJZFUAsK8d6vc86dJiL9ReQGEflSRIaJyJpICwOQUQwqNmshIrVEZLZzTqTgv4zLOOf2894fGGFdKDBNRMo65/bx3k/f9HuNReT7CGuC4b3/nxTMToiIiHNugogMia4iAJlG+2OzJ0VkbxFpsunXQBF5W0SOj7IoFPDerxCR4SJyh3NuO+fcv0TkVBF5PtrK8DfnXCPnXDnnXAXnXDcRqSEiz0ZcFqRgdY5zrpyIlJGC/1gqt2nFDrJAabo/DCo28d6v9N7P//uXFEy3r/beL4i6NqgrRKS8FPTuXxKRy733zFRkj44iMk8K7s+xItLKe0/7Izv0EJFVInKjiHTYlHtEWhGsUnN/2KYbAAAEwUwFAAAIgkEFAAAIgkEFAAAIgkEFAAAIIqNLVpxzfCo0MO99vO2Ri4X7Ex73J7txf7JbqPvDvQkv0b1hpgIAAATBoAIAAATBoAIAAATBoAIAAATBoAIAAATBoAIAAATBoAIAAATBoAIAAASRk+e1AwBQ2r300kuamzZtqrlt27aav/jii4zWVBRmKgAAQBAMKgAAQBC0P0qgbt26mgcOHKi5ffv2mufNm5fRmrBZixYtNH/wwQeat9pqq7jXfPTRR5koCwCSUrNmTc21atXSPHToUM377bef5nXr1mWkri1hpgIAAATBoAIAAASRde2PSpUqaa5YsaLmJUuWaF65cmVGa0qkdevWmps1a6b5oosu0nz33XdrXr9+fWYKy2OdOnXSfNVVV2neuHFj3OsfeOABzc8995zmAQMGaOa+Id/ddNNNmu+8807Nffv21XzjjTdmtKbSaI899oj5+uCDD457XZ06dTSXLbv5n3HaHwAAoNRgUAEAAIJw3vvMvZhzRb5Y7969Ndspt+7du2t+8MEHA1dWPEceeaTmcePGxb2mfv36mmfMmBG8Bu+9C/VcydyfbGRbHh07dtRsW1KWXf2RqC1ipxdnzZpV7Nq4P7GfYL/22ms1X3HFFZrtFO7LL7+s+dxzz01rbdyfxGwreurUqZqrV6+u2U63/9///Z/mwYMHB6kh1P3JlXvTsGHDmK+/++67uNeNGDFC85lnnqk50c+zdEh0b5ipAAAAQTCoAAAAQWTd6o9Eevbsqfnnn3/WPHLkyCjKERGRXXbZJbLXzgfbb7+95iZNmmh+5plnYq6rVq2a5nLlysV9rilTpmi27Q+7gRnC6Ny5c8zXDz30kObp06drvvTSSzXbT73b9/odd9yh2d5DpIdtQ11++eWabcvD+v333zV/9tln6SusFLN/5rblvyUvvvii5ky2PJLBTAUAAAiCQQUAAAgiZ9ofdiMsO/193HHHaf7yyy8zWsd1111X5PVnn322ZrsRFuI77bTTNF988cWa7X227QuR5Kb/7rvvvriPf+qpp4pVJ0S22WYbzV27dtV82223xVxnNxiz92Hx4sWaDzzwQM22/bFs2bIwxSIp9njtZH5eXXbZZZp/+OGHtNRU2tnVjOle7ZQJzFQAAIAgGFQAAIAgsq79MXPmzCKvqVy5subbb79dc4cOHTQvWrQoaF1/s5siHXrooWl5jXxj79uQIUOKvL5w+yMZzsXfQ6c4z4UCdpVHnz59NF9zzTUx1/Xv37/I57LtrT/++EPz3LlzS1IikmCP1H7kkUeKvP6DDz7QnGjTP2yZbe1eeOGFEVYSHj9RAQBAEAwqAABAEFnX/nj22Wc177rrrprtJ8Kt448/XrPdA33QoEHhi5PYqVm7CVft2rXjXv/qq6+mpY5cZ1sednMku5Jj9erVmu0mO/ZMAhGRqlWrxn0N+/ilS5dqrlKlStzXQ9Hsn7U9p+e1117T/Pjjjyf1XPZMkIsuuihAdSiOt956S/N+++0X9xr7/rEreFatWpW+wkoZ2y589NFHNdtVVF9//XXMY+yqqFzBTAUAAAiCQQUAAAgi69ofGzZs0Gw/idy+fXvNdgWGZY/efeONNzT/9ddfwerbeeedNSdqeSA+u7GVXeWRqAXxxRdfaG7ZsqVme9S5SOINrG6++WbN9u9D4cdjy+zZBOPHj9dsW1L2nIj169cn9bxDhw7VbN9L/fr1K1adKJ4GDRpo9j7+CeGPPfaY5jFjxqS9pmxlNz9s3LixZnuG0GGHHab5nHPO0bzDDjvEfc4uXbpofuedd2K+N2PGjOIXGxFmKgAAQBAMKgAAQBBZ1/6wlixZotlOuyZqf+y///6a7VHKybQ/7Cdw7ZHMhdmzPFA022qwqzwsu0rDtjzstOCWfPvtt5ptWyXRKgS7UsFuQsNmZvGdddZZmu007zHHHKN54cKFST1Xu3btNNtzJpYvX675/vvvL1adSI49i0UkdmM42/6wm1zZlT75bPfdd9f89NNPa7bvC8v+G2bbtH379tVsN3y0z5+rmKkAAABBMKgAAABBZHX7w/rss880n3/++UVef/jhh2ueNGmS5iOOOCJutp/q7dGjR7HrFBH58ccfNafrDJJcceutt2rebrvt4l5z1113aU7muOVPP/005ut3331Xs12RkIidal+zZk2R1+c7+36bOnWq5gkTJiT1+F122UWzbYHZc1fs+SDJ3EOkZsCAAZrtKiyR2JbH//73P812xZ1tUeazKVOmaG7UqJHmffbZJ+71dtOw2bNnB6sj0c/SbMBMBQAACIJBBQAACCJn2h/2LI/mzZtrPvfcc+Neb/dWtzkROxVb0vMg7P75dqpx8ODBJXreXNGkSRPN9pwO+2dcpkyZYj9/yA1h7CffOQY9Pnu+zm233aZ53bp1ca+vXLlyzNevv/665mrVqmkeOHCg5nvvvbfEdSKWXc1kfw7ZdlRhTz75pOYFCxakp7BSwrZOJ0+eHOQ5ly1bFvP1/PnzNdv7duqpp2q252VlA36KAgCAIBhUAACAIBhUAACAIHLmMxWWPXDI7tBXEvZzFIkO1SkOu2tgaf5MRcOGDTXbHro9RKekn1UJxS4ftjupZkt92eDYY4+N+/sjRoyI+/v2cxdPPPFEzPf23HNPzfbzMPbAN7v0DmFccMEFmmvUqJHwOrsEfuTIkWmtCVtWePfnX375RbP9TMWHH36YsZpSxUwFAAAIgkEFAAAIIifbH+lgp2ULtz/efvttzfaAGLu8Lt898sgjmu10dzayB2RxiFh8dldLu5visGHDNNvlwjvttJPmwruU2mW7dmdH+15CGNdcc43mCy+8UPOWWrqtWrXS/Ntvv6WnMAQ1b968qEtIiJkKAAAQBIMKAAAQRF60PxYuXKjZHupiV5G89NJLST2X3S2S9kdqrr/++sheu379+pr79u0b95qZM2dqzvcDlOwOgZdddplmO6X+7bffarbvn8I72H755ZeaC68MQcntsccemu39sTvEbtiwQfNTTz0V83haHrnBtrD++OOPCCvZMmYqAABAEAwqAABAEDnZ/vj55581P/fcc5pr166t2W7oYj9xHurgl2Qdd9xxmu1GUIsWLcpoHdmg8MYu6WZbHnZTnx133FGznUa0q0Ls6od8Z99jNttVHQ899JDm6tWrxzz+jDPO0JzvbaVQ6tSpo/nNN9/UXK9evbjXP/jgg5pvuOGG9BWGGPY+Va1aNe41K1eu1Gxb9SIiDzzwgGbbtrWrrWyuUKGC5j59+mh+9dVXNdu/L+nATAUAAAiCQQUAAAgiJ9sf9pwAu799Ntptt90023MmShs7FW4/dW4988wzmu00eknZszzs85566qlxr7fts5NOOknz1KlTg9WUD5o3b675yiuv1HznnXfGXGdXfyAM2+ZI1PKw0j3lnY/sz3Pber/kkks0X3rppZpta8Jau3at5uXLl8d8L1HLxLYzFixYELemKlWqaJ4/f75m2h8AACAnMKgAAABB5GT7I0qLFy/WbPdf39LRwn+76667NNtpsfXr1weqLjr2k8avvPKKZjsFZ9mje+2mLnaVhm1H2I2zbKtFJHbKz57lYT9Vbf/shw8fHvc1kJoXX3xRs91AKdHmYggn0bS4NW7cOM0//PBDGqvJH3Zl08MPP6y5TZs2KT2P/bfD/vz7/vvvY66zG8yVxJAhQ4I8TzKYqQAAAEEwqAAAAEG4LR2JG/zFnMvci2XAYYcdptlOqRfe/Cce2xZYsWJFsWvw3ruir0pOqPtjVwW8/vrrmu3/Z7tCZOPGjSk9f+HVJfbxH330keZEmzZlUjben5I4+OCDNU+YMEFzly5dNA8cODCjNZVErt4fe06NPfvDslPyr732WrpLSotQ9yfUvbn22ms1242pEhk1apRme9bU+PHjNa9bty5EaRmX6N4wUwEAAIJgUAEAAIKg/RGInRa2U17VqlWLe/2xxx6r2U7Zpyrbp2/t5l92U5gePXpoTrX9UfjY308++USzXVWzZMmSlJ43HbL9/iSjXLlymm3Lw55l07BhQ80laedlWi7dnwYNGmi2KzvsSpDbb79dc+/evTVn8ud8SNnW/qhVq5Zmu4mUXf1kV7/ZDf9KG9ofAAAgrRhUAACAINj8KhB7voH9hHD37t01v/3223GvL83mzp2ruWfPnprt+RvdunXTbI8rnzJliub77rtP808//RTzGvaT1Aivc+fOmhs3bhw351LLI1c1bdpUc6VKleJes2bNGs252vLIZnbVTaNGjaIrJIsxUwEAAIJgUAEAAIJg9UeOy6VPr+ej0nB/7LkRdnr9kEMO0Zyr59fk6v2ZNWuWZnukdqtWrTRPmjQpU+WkTbat/sBmrP4AAABpxaACAAAEweoPAFuUaHOlXG15lAY1a9aMugQgLmYqAPx/+3ZwAwAIAzFs/61ZIqAC9gr9RIgDSIgKACBh/XG5W3+v/8J9ZnOf2aw/5rL+AAC2EhUAQEJUAAAJUQEAJEQFAJA4uv4AAN7lpQIASIgKACAhKgCAhKgAABKiAgBIiAoAICEqAICEqAAAEqICAEiICgAgISoAgISoAAASogIASIgKACAhKgCAhKgAABKiAgBIiAoAICEqAICEqAAAEqICAEiICgAgISoAgMQC9smOMZPxH0sAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from keras.datasets import mnist\n", "from skimage.util import montage as montage2d\n", "%matplotlib inline\n", "(img, label), _ = mnist.load_data()\n", "fig, m_axs = plt.subplots(5, 5, figsize=(9, 9))\n", "for c_ax, c_img, c_label in zip(m_axs.flatten(), img, label):\n", " c_ax.imshow(c_img, cmap='gray')\n", " c_ax.set_title(c_label)\n", " c_ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Regression\n", "- Taking an image and predicting one (or more) decimal values\n", "- Examples: \n", " - Value of a house from the picture taken by owner\n", " - Risk of hurricane from satellite image" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# [Age from X-Rays](https://www.kaggle.com/kmader/rsna-bone-age) \n", "![Hand X-ray](../common/figures/bone_age.png)\n", "- [More details](https://www.kaggle.com/kmader/attention-on-pretrained-vgg16-for-bone-age)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Segmentation\n", "- Taking an image and predicting one (or more) values for each pixel\n", "- Every pixel needs a label (and a pixel cannot have multiple labels)\n", "- Typically limited to a few (<20) different types of objects\n", "- Examples:\n", " - Where a tumor is from an image of the lungs\n", " - Where streets are from satellite images of a neighborhood" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Nuclei in Microscope Images\n", "https://www.kaggle.com/c/data-science-bowl-2018\n", "![Images](figures/dsb_sample/slide.png)\n", "![Images](figures/dsb_sample/labels.png)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Detection\n", " - Taking an image and predicting where and which type of objects appear\n", " - Generally bounding box rather then specific pixels\n", " - Multiple objects can overlap" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Opaque Regions in X-Rays\n", "![Opacities](figures/lung_opacity.png)\n", "https://www.kaggle.com/c/rsna-pneumonia-detection-challenge" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Other\n", " - Unlimited possibilities [here](https://junyanz.github.io/CycleGAN/)\n", " - Horses to Zebras \n", "\n", "## Image Enhancement \n", " - Denoising [Learning to See in the Dark](http://cchen156.web.engr.illinois.edu/SID.html)\n", " - [Super-resolution](https://data.vision.ee.ethz.ch/cvl/DIV2K/)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Building your own\n", "- Very time consuming\n", "- Not a lot of great tools\n", "- Very problem specific" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Code-free\n", "\n", "### Classification\n", "- Organize images into folders\n", "\n", "### Regression\n", "- Create an excel file (first column image name, second column to regress)\n", "\n", "### Segmentation / Object Detection\n", "- Take FIJI and manually draw region to be identified and save it as a grayscale image" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Free tools\n", " - Classification / Segmentation: https://github.com/Labelbox/Labelbox\n", " - Classification/ Object Detection: http://labelme.csail.mit.edu/Release3.0/\n", " - Classification: https://github.com/janfreyberg/superintendent: https://www.youtube.com/watch?v=fMg0mPYiEx0\n", " - Classification/ Detection: https://github.com/chestrays/jupyanno: https://www.youtube.com/watch?v=XDIJU5Beg_w\n", " - Classification (Tinder for Brain MRI): https://braindr.us/#/\n", "- Commercial Approaches\n", " - https://www.figure-eight.com/\n", " - MightyAI / Spare5: https://mighty.ai/ https://app.spare5.com/fives/sign_in\n", " " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Simulations\n", "Another way to enhance or expand your dataset is to use simulations\n", "- already incorporate realistic data (game engines, 3D rendering, physics models)\n", "- 100% accurate ground truth (original models)\n", "- unlimited, risk-free playability (driving cars in the world is more dangrous)\n", "\n", "#### Examples\n", "\n", "- https://download.visinf.tu-darmstadt.de/data/from_games/\n", "- https://pythonprogramming.net/self-driving-car-neural-network-training-data-python-plays-gta-v/\n", "- https://towardsdatascience.com/learning-from-simulated-data-ff4be63ac89c\n", "\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Dataset Problems\n", "Some of the issues which can come up with datasets are \n", "- imbalance\n", "- too few examples\n", "- too homogenous \n", "- and other possible problems\n", "\n", "These lead to problems with the algorithms built on top of them. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Bias\n", "\n", "![image.png](https://pbs.twimg.com/media/CIoW7wBWoAEqQRP.png:large)\n", "\n", "

Google Photos, y'all *** up. My friend's not a gorilla. pic.twitter.com/SMkMCsNVX4

— I post from https://v2.jacky.wtf. 🆓 != safe. (@jackyalcine) June 29, 2015
\n", "\n", "- Solution was to remove Gorilla from the category (https://www.theverge.com/2018/1/12/16882408/google-racist-gorillas-photo-recognition-algorithm-ai)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- Better solution would be to have training sets with more diverse people\n", "\n", "![Celebrity Dataset](figures/celeb_dataset.png)\n", "\n", "- [IBM Diverse Face Dataset](https://www.research.ibm.com/artificial-intelligence/trusted-ai/diversity-in-faces/)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Digit Distribution')" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from keras.datasets import mnist\n", "from skimage.util import montage as montage2d\n", "%matplotlib inline\n", "(img, label), _ = mnist.load_data()\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(16, 8))\n", "d_subset = np.where(np.in1d(label, [1, 2, 3]))[0]\n", "ax1.imshow(montage2d(img[d_subset[:64]]), cmap='gray')\n", "ax1.set_title('Images')\n", "ax1.axis('off')\n", "ax2.hist(label[d_subset[:64]], np.arange(11))\n", "ax2.set_title('Digit Distribution')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Augmentation\n", "Most groups have too little well-labeled data and labeling new examples can be very expensive. Additionally there might not be very many cases of specific classes. In medicine this is particularly problematic, because some diseases might only happen a few times in a given hospital and you still want to be able to recognize the disease and not that particular person." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## Transformation\n", "- Shift\n", "- Zoom\n", "- Rotation\n", "- Intensity\n", " - Normalization\n", " - Scaling\n", "- Color\n", "- Shear\n", "\n", "## Limitations\n", "- What transformations are normal in the images?\n", " - CT images usually do not get flipped (the head is always on the top)\n", " - The values in CT images have a physical meaning (Hounsfield unit), scaling them changes the image\n", "- How much distortion is too much? \n", " - Can you still recognize the features?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "```\n", "ImageDataGenerator(\n", " ['featurewise_center=False', 'samplewise_center=False', 'featurewise_std_normalization=False', 'samplewise_std_normalization=False', 'zca_whitening=False', 'zca_epsilon=1e-06', 'rotation_range=0.0', 'width_shift_range=0.0', 'height_shift_range=0.0', 'shear_range=0.0', 'zoom_range=0.0', 'channel_shift_range=0.0', \"fill_mode='nearest'\", 'cval=0.0', 'horizontal_flip=False', 'vertical_flip=False', 'rescale=None', 'preprocessing_function=None', 'data_format=None'],\n", ")\n", "Docstring: \n", "Generate minibatches of image data with real-time data augmentation.\n", "\n", "# Arguments\n", " featurewise_center: set input mean to 0 over the dataset.\n", " samplewise_center: set each sample mean to 0.\n", " featurewise_std_normalization: divide inputs by std of the dataset.\n", " samplewise_std_normalization: divide each input by its std.\n", " zca_whitening: apply ZCA whitening.\n", " zca_epsilon: epsilon for ZCA whitening. Default is 1e-6.\n", " rotation_range: degrees (0 to 180).\n", " width_shift_range: fraction of total width, if < 1, or pixels if >= 1.\n", " height_shift_range: fraction of total height, if < 1, or pixels if >= 1.\n", " shear_range: shear intensity (shear angle in degrees).\n", " zoom_range: amount of zoom. if scalar z, zoom will be randomly picked\n", " in the range [1-z, 1+z]. A sequence of two can be passed instead\n", " to select this range.\n", " channel_shift_range: shift range for each channel.\n", " fill_mode: points outside the boundaries are filled according to the\n", " given mode ('constant', 'nearest', 'reflect' or 'wrap'). Default\n", " is 'nearest'.\n", " Points outside the boundaries of the input are filled according to the given mode:\n", " 'constant': kkkkkkkk|abcd|kkkkkkkk (cval=k)\n", " 'nearest': aaaaaaaa|abcd|dddddddd\n", " 'reflect': abcddcba|abcd|dcbaabcd\n", " 'wrap': abcdabcd|abcd|abcdabcd\n", " cval: value used for points outside the boundaries when fill_mode is\n", " 'constant'. Default is 0.\n", " horizontal_flip: whether to randomly flip images horizontally.\n", " vertical_flip: whether to randomly flip images vertically.\n", " rescale: rescaling factor. If None or 0, no rescaling is applied,\n", " otherwise we multiply the data by the value provided. This is\n", " applied after the `preprocessing_function` (if any provided)\n", " but before any other transformation.\n", " preprocessing_function: function that will be implied on each input.\n", " The function will run before any other modification on it.\n", " The function should take one argument:\n", " one image (Numpy tensor with rank 3),\n", "```" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from keras.preprocessing.image import ImageDataGenerator\n", "img_aug = ImageDataGenerator(\n", " featurewise_center=False,\n", " samplewise_center=False,\n", " zca_whitening=False,\n", " zca_epsilon=1e-06,\n", " rotation_range=30.0,\n", " width_shift_range=0.25,\n", " height_shift_range=0.25,\n", " shear_range=0.25,\n", " zoom_range=0.5,\n", " fill_mode='nearest',\n", " horizontal_flip=False,\n", " vertical_flip=False\n", ")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## MNIST\n", "Even something as simple as labeling digits can be very time consuming (maybe 1-2 per second)." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from keras.datasets import mnist\n", "%matplotlib inline\n", "(img, label), _ = mnist.load_data()\n", "img = np.expand_dims(img, -1)\n", "fig, m_axs = plt.subplots(4, 10, figsize=(16, 10))\n", "# setup augmentation\n", "img_aug.fit(img)\n", "real_aug = img_aug.flow(img[:10], label[:10], shuffle=False)\n", "for c_axs, do_augmentation in zip(m_axs, [False, True, True, True]):\n", " if do_augmentation:\n", " img_batch, label_batch = next(real_aug)\n", " else:\n", " img_batch, label_batch = img, label\n", " for c_ax, c_img, c_label in zip(c_axs, img_batch, label_batch):\n", " c_ax.imshow(c_img[:, :, 0], cmap='gray', vmin=0, vmax=255)\n", " c_ax.set_title('{}\\n{}'.format(\n", " c_label, 'aug' if do_augmentation else ''))\n", " c_ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# CIFAR10\n", "We can use a more exciting dataset to try some of the other features in augmentation" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from keras.datasets import cifar10\n", "(img, label), _ = cifar10.load_data()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "img_aug = ImageDataGenerator(\n", " featurewise_center=True,\n", " samplewise_center=False,\n", " zca_whitening=False,\n", " zca_epsilon=1e-06,\n", " rotation_range=30.0,\n", " width_shift_range=0.25,\n", " height_shift_range=0.25,\n", " channel_shift_range=0.25,\n", " shear_range=0.25,\n", " zoom_range=1,\n", " fill_mode='reflect',\n", " horizontal_flip=True,\n", " vertical_flip=True\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from keras.datasets import mnist\n", "%matplotlib inline\n", "fig, m_axs = plt.subplots(4, 10, figsize=(16, 12))\n", "# setup augmentation\n", "img_aug.fit(img)\n", "real_aug = img_aug.flow(img[:10], label[:10], shuffle=False)\n", "for c_axs, do_augmentation in zip(m_axs, [False, True, True, True]):\n", " if do_augmentation:\n", " img_batch, label_batch = next(real_aug)\n", " img_batch -= img_batch.min()\n", " img_batch = np.clip(img_batch/img_batch.max() *\n", " 255, 0, 255).astype('uint8')\n", " else:\n", " img_batch, label_batch = img, label\n", " for c_ax, c_img, c_label in zip(c_axs, img_batch, label_batch):\n", " c_ax.imshow(c_img)\n", " c_ax.set_title('{}\\n{}'.format(\n", " c_label[0], 'aug' if do_augmentation else ''))\n", " c_ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Basic Models Overview\n", "There are a number of methods we can use for classification, regression and both. For the simplification of the material we will not make a massive distinction between classification and regression but there are many situations where this is not appropriate. Here we cover a few basic methods, since these are important to understand as a starting point for solving difficult problems. The list is not complete and importantly Support Vector Machines are completely missing which can be a very useful tool in supervised analysis.\n", "A core idea to supervised models is they have a training phase and a predicting phase. \n", "## Training\n", "\n", "The training phase is when the parameters of the model are *learned* and involve putting inputs into the model and updating the parameters so they better match the outputs. This is a sort-of curve fitting (with linear regression it is exactly curve fitting).\n", "\n", "## Predicting\n", "The predicting phase is once the parameters have been set applying the model to new datasets. At this point the parameters are no longer adjusted or updated and the model is frozen. Generally it is not possible to tweak a model any more using new data but some approaches (most notably neural networks) are able to handle this. " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Baselines\n", "- A baseline is a simple, easily implemented and understood model that illustrates the problem and the 'worst-case scenerio' for a model that learns nothing (some models will do worse, but these are especially useless).\n", "- Why is this important?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ " - I have a a model that is >99% accurate for predicting breast cancer\n", "$$ \\textrm{DoIHaveBreastCancer}(\\textrm{Age}, \\textrm{Weight}, \\textrm{Race}) = \\textrm{No!} $$\n", " - Breast Cancer incidence is $\\approx$ 89 of 100,000 women (0.09%) so always saying no has an accuracy of 99.91%" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "DummyClassifier(constant=None, random_state=None, strategy='most_frequent')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.dummy import DummyClassifier\n", "dc = DummyClassifier(strategy='most_frequent')\n", "dc.fit([0, 1, 2, 3],\n", " ['Healthy', 'Healthy', 'Healthy', 'Cancer'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "(array(['Healthy'], dtype='\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
xygroup_id
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488.388243-11.1225310
698.947938-8.7744670
1054.943428-6.8201840
27-0.2861683.2926012
\n", "" ], "text/plain": [ " x y group_id\n", "72 -1.100380 0.794467 2\n", "48 8.388243 -11.122531 0\n", "69 8.947938 -8.774467 0\n", "105 4.943428 -6.820184 0\n", "27 -0.286168 3.292601 2" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.datasets import make_blobs\n", "%matplotlib inline\n", "\n", "blob_data, blob_labels = make_blobs(n_samples=200,\n", " cluster_std=2.0,\n", " random_state=2018)\n", "test_pts = pd.DataFrame(blob_data, columns=['x', 'y'])\n", "test_pts['group_id'] = blob_labels\n", "plt.scatter(test_pts.x, test_pts.y,\n", " c=test_pts.group_id,\n", " cmap='viridis')\n", "test_pts.sample(5)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Nearest Neighbor (or K Nearest Neighbors)\n", "The technique is as basic as it sounds, it basically finds the nearest point to what you have put in. \n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "format": "column", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n", " weights='uniform')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "import numpy as np\n", "k_class = KNeighborsClassifier(1)\n", "k_class.fit(X=np.reshape([0, 1, 2, 3], (-1, 1)),\n", " y=['I', 'am', 'a', 'dog'])" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "format": "column", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['I' 'am' 'a' 'dog']\n" ] } ], "source": [ "print(\n", " k_class.predict(\n", " np.reshape([0, 1, 2, 3], (-1, 1))\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "format": "column", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['am']\n", "['dog']\n" ] } ], "source": [ "print(\n", " k_class.predict(\n", " np.reshape([1.5], (1, 1))\n", " )\n", ")\n", "print(\n", " k_class.predict(\n", " np.reshape([100], (1, 1))\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "format": "column", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n", " weights='uniform')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k_class = KNeighborsClassifier(1)\n", "k_class.fit(test_pts[['x', 'y']], test_pts['group_id']) " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "format": "column", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Testing Points')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xx, yy = np.meshgrid(np.linspace(test_pts.x.min(), test_pts.x.max(), 30),\n", " np.linspace(test_pts.y.min(), test_pts.y.max(), 30),\n", " indexing='ij'\n", " )\n", "grid_pts = pd.DataFrame(dict(x=xx.ravel(), y=yy.ravel()))\n", "grid_pts['predicted_id'] = k_class.predict(grid_pts[['x', 'y']])\n", "\n", "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(6, 12))\n", "ax1.scatter(test_pts.x, test_pts.y, c=test_pts.group_id, cmap='viridis')\n", "ax1.set_title('Training Data')\n", "ax2.scatter(grid_pts.x, grid_pts.y, c=grid_pts.predicted_id, cmap='viridis')\n", "ax2.set_title('Testing Points')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Stabilizing Results\n", "We can see here that the result is thrown off by single points, we can improve by using more than the nearest neighbor and include the average of the nearest 2 neighbors." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "format": "column", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Testing Points')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PaTAYugmjGPoJ4j/SbX+ptSD52y1JocH/QOxrmm3/xIAYWvsb8H2YvBMIPkT6ENWHoQ3FIFYZGjgjUTZkawFAAfEjBRd36PkMBkP30U+8rwZI5DlYpe2rUxR6hW1KoSVRiC1NPqT16cfQBhzHQTWaWabi30HRL8Aa6kaD5R2ClD/hBgR0E6oOGt+MJlWnNRgMmTA7hh0VyVAOW+Op57yTIfp56rXWYKiYimoDau8MhVdhBY5JnkYspOD70MEWn9nCaXoF6v8ETgOgaOBEpPgPKQmCBoNhG2bH0A1odCFO5Xk4G/dwW3A23I9qmvDSbkTyzwNa95SwwB6REmEkRb9PXGttuw4LnE2J3YS6jubaX6HhD3IsefvRyCdQ+2twKnF3RxG3fEdt9sugGAz9CaMYcozGVqFV5ySa54Td7m4Nt6P11/WsYP4TIHAq4AMK3OQ/awhSdnfKpZK3FzLwGfCfDJ7dwDOBtHkThNCGW3MsePvRhntI9Y2EIfTGttBbg8GQgjEl5RhtvCdNG9AQBB9DC3+GWKW5m9tpgOh8sIrBMzm58mpsKdAE3gmu/d//bcR/VMakP/GMQUpvQDWCbt4/86TRpTi1fwbPaCRwcvf2nm5N/Ov0x8UL8c1uL26DwZCCUQy5JrqA9G/XcbTpZaQgN011nMb/QP3f3UUQx+2uVvb/EM9INPw2Wv0z3MQzB1gE0TmQt+f2E+KcLa4fIiMhaHoIJODuHgY8jnjGZO25OoR3Hzfzu/XPXx3w7NIjIhkMfQFjSso11s6Zz4Vfz8mUGpkD9TfhlsZucAvfxdei1RfhOHG09mpcE8vWBTMCTi3acOf2B9/uW3ZiTG0CrUNrM+dS5BopvCzRm7vFr7kEoPBHSNqe3QaDAYxiyAmqDhp+D6f+RpDizBdmyc6tTgMaXYw6te73wYdJta077tt+5G1w0oWfxhI1jdpGxA/555DquE4rGUQ/77EwUfHsggyYDr6jQcrBMw4pvg4p+FGPyGMw9BWMKSnLqEbQqu9DbEGiRLUvw5Ve8B3WxbkUrb8Rgv9xTUYaRQMnQ6yS9D2iLbd+EhlMQVYbSqwFUvS/qOS582oErAGJnUm6Sq5CT75/iGcMUnZHj81vMPRFzI4hy2jwCYh+0aJvQbokMi9YJUjBhV2c60E3+3iryYhwop6RBaSJ09co4jsE8g50ZUgiAPntk0fExiq6HBn8KTL4Y2TQu+A/Pc2YdqKKbSbl2H40uhCn6gKcTXvjVByB0/ho1hsRGQwGF6MYsk3Ts6SacQB8bs8CexwUXIAMeAHpalRM47/YVmpiKyGIzQNrGNuUgwABKLoCsQqR0hvd0uP4QYqAPMg/Awmc2qHpRWzEKkSbpkPoWdyyGuD+WuWDvTNScn2nH28rGlvuhvxGZiX8Jeug/ga04ZYuj20wGFIxpqRsI3bG41J8PeIdl725nJr0xzUMAx+D0Ay3B4VVjhSch+RNdUWxSpEBT6Kx5RDfCJ4JiD2wUyJo6C2o+zPJytCCvClI2b1Ipp9HR+ZouCtNyG8TND6AFlyCWAVdnsNgMGxjh1EMqlEIv+smmHm/gXh3y8k8EjgDjSZyBJJOlIJnbHYn806G6Kepx+2RWHYpFHzP/cokq2dsl2XSxjtJ3SHFIDLbVVCZSm90hOgXZG5EtBas3PxfGgw7KjlVDCIyAvgPMBT3L/s+Vb211TWHA88DqxKHnlHVP2VTDo2tRqvOdc0QiRh89R2OlP4jK2+0SQROcaN7Iu+DxhJ5BB6k7K7kBLMsIMW/RSvPx/VjOLgmIx9SfG1W54FEX+nGhyC+ErxTkIJzXVNYfEOGOyzQaiALisEenaERUSyrjYgMBoNLrncMMeBXqvqZiBQBn4rI66q6sNV176lqztqrafVPEn0KWjgrw++gwSeRgrOzOpeIjZTdiUY/h8gcN7HMdzRiZWGBbD2Xd08Y8BTaeJebSOcZgxRe5h7PIhr+CK2+lOZ2npHP3JDYgc+5fRXCb5IaBdWEVp6HFlyE5J/bpTaqUngZWvURKY2IAifkNHPcYNhRyaliUNUNwIbE53oRWQQMA1orhtzJEFubKI2QunDR9DhkWTFsRbx75rQZjcY3ok3PQnwz4j8eSm5s7qGgsTXujkUC4DuqS2UpVBWtu5pk01gYNIbW34IU/gKNzEo0+2n1M3bWQf2NaHwVUnxNp2WQvL2h7Da07k+JHYoX8s9Eiv6302MaDIbMdJuPQURGAd8AZqc5faCIzAfWA1eo6oI0918CXAIwcmRHavlHyBh8ldJysm+g4Q/Rmh8nzGIRNPQseMZB+cNow92JaKVE/oBcC6V3Ib6DOzeZUwnxTWlOxCH8DlJ6A5Q/gTb8A8IfkupvaILgU2jhT7sUhSW+w2HgYW6uhPjbbilqMBi6RLeEq4pIIfA08AtVrWt1+jNgF1XdC7gdeC7dGKp6n6pOUdUpgwYNav/k9ugMiVs+CJzU/nF6CapxtObyxBt6QrFpEKJfopumQuPduD6HEBAEbUJrfoKmRPW0EwmQPlkOsArdS7y7YZXdA57xGcbIg9iKzs3fchgRN9zWKAWDIafkXDGIiBdXKTyiqs+0Pq+qdarakPj8MuAVkc7FTqafHym9OREds7WzWb5b/TP/gmxN033ElpA+aS6OqwwyZDx3sk+CWAXgO5zU5DU/5LeKePKMJu2vlIbBbqNmlMFg6FXkOipJgH8Bi1T15gzXDAU2qaqKyH64K0tlVuXImwoDX0ObnoH4BiRvf/Afg6uzei+qUTT4CASfAGLg/7ZbRqPDTX4UyNx+c3tIyV/Q6oshugjE45rgAidC3iFo4wPujsD3LaTgh2joFZp3Ms3EIL4F7GGdlsFgMHQfksuyAiJyCPAe0DIQ/SpgJICq3iMiPwV+jBvB1ARcrqoftjXulClTdM6cOTmTu7fgVF8C4ZbROD7XNEZjopx0e/Ehgz/M6IRWpw4NTofoZ+AZi+SfhdhDU6+LLnMdyp4JbumPxn/iKh3L/bfkBmi8360T1RrPRKyBaa2EBoOhmxCRT1V1ynav64v1ZnYExaDRz9Gq8xO+hBZIPhT+HBq2NgDKZD5qQeBCrJL05a81vhGtPCXREzkE5IF4kPKHEO8eGWT7Aq08l1RHsy8hSzqnvoUM+RyRvDTnDAZDd9BexWBqJfVWIvPSN8TZWivIdxTbahO1RT7iPyjjWa2/EZxqti3yEdBgm30UtOkF0i/+diKhLx1uop/BYOj9GMXQW7GHZFhk/eCEIfQSrt9gO7sFAfIOyHw+/DZpy3DHVqBp+zaAaxVMM2/zXK0ru/og8N0uJbkZDIbuw/yl9lZ8RyRCRVuV0RAbtJLUqqoANu6buY27OPuR0lvc5jqZyHhOMr79i/8E0pf1jkPxH8F/NOBLVG71ge9ApLjnOrkZDIaOYfb2vQjVmFvoL7bcDf0s+w/UXg6xVYCAPQgpuRkNPpB+AAlAwc8RQm6OgX/a9pPK8s+ChvtI9he4TYQyKRTJ+waafxYEH8M1KdmABcXXYtmDofRmNL7BzV2wRyKejiQkGgyGnsYohl6COtVo5VngbHadyuIHqwwpfxKIup3X7BFuIT79Dhp+u0UzoK04SMEZHepnLAWXoNEFbp6D2ICCPQqK/w+NfAzRxeAZCXmHJhUctIp/iwZORkMz3UY8/mmIZ8S2ce2dwN6pKz8Sg8HQQxjF0EvQur8kQlATDmVthHgYrfsjVtntyRfnHQb+adD0Mm6ymxcQpOTmDje5F8lDyu5GYyvcPAV7BGqPgeoL0fhy1zwkHrd9Z/ljiL0t61y8ExHvxK48tsFg6IUYxdBbCP2X1CijGIRnoqpJJbtFxE06yz8bwu+DFID/+KRFu6OIZwx4xgCgdddBbDHbSm6EXSVV+zuk/N5Oz2EwGPoGRjH0GjJFF2WOOspZBdemGaTNXo68i2qkS7kIGt+UUGZ+8B1uuq8ZDL0Qoxh6C76jIPwaybsGO+EEzm6Dn+3TVn5E5xMinYb7oeG2hC9D3LFK7+x85VeDwZATTLhqL0GKf5fIXUi8QUs+WAOR4j8kXacaQkOvo00voPEtuRHGdwyp7wzitkQVX6eG1OiX0HA7bi+HoOtD0aBb+dVp7UQ3GAw9idkx9BLEHggDX4XQa2hsuWvz9x+btBBrZA5afQmgoArE0aJfYhVclF1Ziq5EI7NBa9xFXAKADyn5v06PqcFnSJ8tLRB5D/zf6vTYBoMhuxjF0IsQyYPAia1T2gBQDbtKwa1Qvo36W9C8/RDv5OzJYQ+AQa9C6GU3lNXeFQl8G0n0X+gcW/tSt0LVdW4bDIZeg1EMfYXw+xlORNDgdKQke4oBcHcqge8ige9mZzz/cWjopTS5FzHwHZKVOQwGQ3YwPoZejka/xKk8Ha25LHW3AICTZrHtheQdkijzkZ84kCjbUfSbLrX8NBgM2cfsGHoxGvsKrTpvOwt/PpIl+7w6DW6Zb2tg1iOhRARKbobIh2joNZACJPAdxJuhHajBYOgxjGLoxWjjP9u2v0u+W83Ud0T7xtMQRJe4pTZa1C9Spxqt+TVEPsCtyTQYiv+C+Pbv4hO0ElcEfAeb8FSDoZdjFEOWUI1C6FU08gFYQ5D805GutrKMLiJtSWy8kHcAkn+umyTWjnLWTvAJqL8esEFjqGc8UnY3Yg9Cq36YyHROtP+Mr3Ud3QNnIJ5duvYMfYxwLMbtH8/iqYVfEnUcvjVmHFcceAgD8vO3f7PB0E8wPoYsoNqEVp6B1v4Omp6GxvvRimlo+L2uDeydhGuLb40gJdcj/iPbpRQ08gnU/Z9rJtJEp7bYArT6UjS6EOLLSe0JHUWDD3VN/j6GqnLh88/wr7mfUhEMUhMK8fSiBXzniUcIxTrfM9tg6GsYxZAFtPFRt8Q0W30BUSCE1vwKTdeFrZ1IwUWQklDmd/Mb7CEdkO8BUttwxiG2HI3MBU33axCD6MoOSty3mb9pI59v2kg4vu3/LOY4VDc18cLSJT0omaG7iTkOd38ym4P+dS973XM7l700gzW1tT0tVrdhFEM2CL1I6sILEIVY5xcU8eyClD8M3r0By218k/89pOSGdt2vTgNO3V8TXdrSTgBWOemb/rAtC3sHYWHFZjRNyY9gLMq8jRt6QCJDT/G/r/+X2z/5iI2NDdRHIry2cjnffvxhKoKNPS1at2B8DNkgU5kIdaALBecAxDsZGfBkh+9TjaFVZ0LsKzLWPtKYG0aKTdrks9gXHZ63LzOiuAQ7TTSW3+Nh1zITUrujsK6+jv8uX5q0c3RUaYpFeWj+PC4/sP8HT5gdQxaQ/HOA1n0QxK19ZI/pCZEgPBPi60hfhgIgAEW/QKw80ju4AacyR8L1Tg4aMZKB+QUpysFr2ZwywfSd2FFYsmULeXaqby8SjzN34/oekKj7MYohG/hPgsAJgA8IuCYYa4Ab9dPtlVFdNPpF5vwHezRSdmeixlIeWBn8FZ5xOZOvN2JbFk+edhYHj9wFj2XhsSz2GDyEJ08/i7JAxxogGfouI0tKiDqpO2iPZTG2fEAPSNT9GFNSFnAb51yPFlwCkTlutzPfIYh4e04mezhKgBT/gRSA/wQ0+AjacKubA1H4S6i7hmQ/iR8p+nU3Stw7GFRQwL9PPpVgNErccSjyda6arKHvMrZ8AHsOGcq8jRuItDAneS2LC/fapwcl6z5EtfP19XuKKVOm6Jw5c3pajF6NOg1oxRGgdWzroWC5SXEaY5sS8IE9CAqvhMb7If41eMYhRZcjeVOyK5NG0IZ7oWk6EAP/cUjhzxCrJKvzGAxdpSES4Xdvvs4ry5ehKKNKS/nLUcey705dzE3qYUTkU1Xd7h+2UQz9GI0tR2uugNgy94BnIsQWkep38EHhZViFP86dLKpo1QUQnYtbaRXAC/YwZOCLXeoKZzDkinAsRiQez/rOcUVVJatrahhbPoBdSkuzOnZbtFcxGFNSN6OqaPAxaLwLnC1g74IU/Qbxt6+sRUcQz1hk4HOoUw1YEFuKVl8K2loxhCH8JuRQMRCd737RssRHFJzNEHoVAiflbm6DoZP4PB58nuwtk8FolB+9+DxzNqzDY1lE4w6H7TKK26admNbh3VPk3PksIseJyBIRWS4iv0lz3iciTyQJB3EyAAAgAElEQVTOzxaRUbmWqSfR4L+h/gZ3QcSB+Cq05udoxrLanZgj8hlO7dU4NZejoddBSlxzjVUGmRLurEFZmz8t0S9J348hiEY+a9cQGt+EU38bTvXPcBofQJ367MpoMOSY6959i0/WryUUi9EQiRCOx3j369Xc+tGHPS1aEjlVDCJiA3cC04CJwNki0jru7wdAtaqOBf4BtC97qw+iGoeGO0lNKAuh9TdnZQ6n4S606kLXjh96Ea35X7Tmp6g6iGcseHYhtcxGAMm/wJUxvhltehENv+3Wf8oW9jA3oS4FP3hGbfd2jX6BbjkOGu+D8H+h/h9oxVGugoh+mT05DYYcoao8u3hhUn4EQCgW47EFn/eQVOnJ9Y5hP2C5qq5U1QjwOHByq2tOBh5MfJ4OHCU9FeOZa7TerVeUjvjqrg8f3wgNd+M6lrf6joIQ+RAi7o5Eyu5LhKEGQApxeyJcgfj2x2m4E604Cq39PVpzObr5YLeWUjbwHQpSTMqvnHiRQOtfiTTPVnuV2ye62T8ScluP1v8NrToXp/Jc0zva0KuJqyZFObUkGO1dtbhyrRiGAWtafL82cSztNaoaA2qBlGBhEblEROaIyJyKioociZtjpAjEn/6cnYUqpuEPQNLYKTWIht5wRbCHYg2cgQx8Gim7Fxk8C6vgfDQ8Gxruw/UBNLrF9rQGrf5Bl+o9bUXEgwx4HLz7AF73y7MblPwdwu+jkU9QTWNqAtdkFFuRYeS4q2yj89H6m7osp8GQK9y8mKEpxwU4cPiI7heoDXKtGNK2L+7ENajqfao6RVWnDBqUY3t4jhCxofAyUrOk/UjR5V2fwMon/Y/TBqsoWRbPWCRvKmK59ZC06XHS1kzSEETb5wPYHmLvhDXgUWTwLBj0NngmQM3P0brfo9UXo1uOc3c9KTd6Sf9cLYlA6NmsyGlIRVX5dMM6nl60gC82b+ppcfos1x15NPleL17LXXrzbJvCPB+//2b2g0+6Qq6jktYCLVXhcKB1TvnWa9aKiAcoAapyLFePIfkXofgSUUmVYI90o5J8h3Z9cN/hGU54t9+72UnXNhRAstI6VJ1qCL0FRF05QzMh9BoQ3taMKL4GrfklMuCxZAnEj/q+CeF3yFj3CdJEWxmyQV04xHnPPMXKmmrAVRJ7DBnKA98+hYC355I4+yKTBw/h1fMu5MF5c1m8pYK9hgzl/L32ZnBBYU+LlkSuFcMnwDgRGQ2sA84Czml1zQzgAmAWcBrwpvbF5Ip2IiJIwXlQcB6qmtWSGSIBKLvPDUkFQN1ktuKrXcdzW/cGjkcjH5Oya9AYePftklxO03+h9koQC1SB6xI7mNY7lDhEv0DjWxB7YLJ8Jde7TvX4V+4uJiXCyXL9GIasc+3bM1lSuSWpTMT8jRu4cdb7ve5Nty8wrKiYqw49rKfFaJOcKgZVjYnIT4FXcUNh/p+qLhCRPwFzVHUG8C/gIRFZjrtTOCuXMvUmcuFjl7ypMPgj199AxO301p7MYv+JEJwOsQWJHYIF5EHxtYjV+bcZdapcpUAo2UDoZGpZaqV10ItVBgOec30J0U+h/g7c4n8hwA8SQIqu7rSchvQ4qry8bGlK7aBwPM7TixYYxdBPyXmCm6q+DLzc6tg1LT6HgNNzLceOhEgedCBhTjXi9peOrQEVsEeAd3+k4ALEu1vXhAnNBJE0XiNJfLV687fKwB6edigRgby9kby90cApaHC625LUOxkJnIpYxV2T1ZCCo0o8wwY+HOt6UIKhd2Iynw1ozc8g/CHN9ZPiYdB3ofiqLIweTZiP0iAFibpNTbiRSh6k5G/t2kmJVYYUXpwF+Qxt4bEs9t1pZ+asX5ek2y2Ew0eN6imxDDnGlN3ewdHosmSlAEAMnHq0KQtRPr7DSbNdAHxQdjcU/Qb806Dg+8jAlxDf/l2f05BV/u/IYyjy+fAnSkP4PR7KAn5+d6gxI/VXzI5hRye20M19SFm7mxJhqud3aXixd0YLfwENt+L2wnYAP+SfjpW3H+TtB5zdpTkMuWVs+QDe/N5FPLXgSxZXVrDnkKGcuvskin0ZcnIMfR6jGHZ07OGkf6PPA3vXrExhFf4A9R2Khl4AjSH+45C8vbIytqF7KA/kc+mU/XpajGYaIxFsS/B7TLhsLjCKYUfHu49bxyi2iqQcAfEi+WdkbRrxjke8v8raeIbej6oScxy8WawaurRyC1e+8SoLN28GgUNG7MINR3+LQQUFWZvDYBRDr0HVgcgsiK8B7yTEu0e3zCsiUP4QWvObRD0lAXsUUvpXxM7Q8rMPoU492jQdInPBMxbJP7NfPFdvJhqPc9OsD3j4i3k0RaPsWlbOHw8/ioNGjOzSuDWhJs6Y/jj14bC7x1V4/+vVnPn047xx/kVY/bTEWk9gFEMvQOMVaNU5bn8GjQOC5u2NlN2HSO5bS4pVjpTflyhCF0Gs7msckks0vhGtPCWR1R2CcB4afADKH0a8k3pavH7L7956gxeWLiYUc3egK6qr+OELz/LkaWcxeXDnlfIzixYSicWTDJ8xVSoaG/lgzVccOnJU1wQ3NGOiknoBWvtriK9NVA8NAU0Q+QxtuLtb5RArv98oBQCtvxGcarZFXEVAG91KrYacUN3UxPNLFjUrha2EYzHu+mR2l8ZeUV1FKJ5aEiWuypra2i6NbUjGKIYeRp0gRD7CzeJtSTjRG7nvo6FXcSrPwqk4Bqfuz2i8m6rjht8m9eeK28kuY20oQ1dYX1+XthOZAkurKrs09l5DhpKfxtksCLsP7JuFNXsrRjH0OOlLTQP9oiic03AXWnOlG/oa/wqCj6OV33ZLZeSajGY4SVRsNWSbESWlRNP0HLBEmDxocJfGPmn8BEr9fjzWtmXLZ9tMHjyYvYfu1KWxDckYxZBFNL4ebXq5zd4CrRGrEDzj05zxgP/Y7ArYzahTn2gc1LL2UdRNnmt8MNNt2SNwFtA61t4LviO7xXezI1Ls83HuHnsRaNUn2Wfb/GTqAV0aO+D18txZ5/Gd3XanxOdjQCCfC/fehwe/c2pO6o7tyBjncxZQVbTuT67pZ2v7SqsMyv6DeNLX/WmJlPwVrToXNIprDw+AVZadHg09SWwxSN62strNRNwif0W/zOn0UngpGvsSwrMSDYzUjbgquS6n824PTXTyyrPtfrmgXXXo4QwpLORfn31KTTjEXkOGcvWhhzNuQEr/rQ4zMD+fvx1zXBakNLSFUQzZIPQiND1Dcm+BJrTmJ8jA57d7u3gnwKA30OAzEF+FePeGwAluGe2+jDUooexaI2DnfusvkoeU3YvGlkN0caI44J49thirKv+eP5fbP55FXTjMgEA+Vx50CKdOnJz1uVbXVDNjyWKC0ShH7zqGfXfaudue2xLh4n2mcvE+U7tlPkP2MYohC2jwYVJ7CzgQW4nGvkY824/fdovC/SAn8vUU4hmFeidC9HOSG+z4kILue1bxjIXt9KPoDh6Y9xk3zXqfpkTETkWwkWvenonf4+WE8V2sYtuCpxZ8wTVvv0lcHeKOw0Ofz+OEceO54ehv9fodyivLl3LnJ7PZ3NjAPkN35lcHHtLuncbqmmo+XreW8kCAb+4yOq0T3NA+jGLIBpkiXMTOSvezvoyU3Y3W/AIinybMbB4ougbJ27unRetWVJU7PvmoWSlspSkW4+aPPsiaYqgJNXHN2zMJt3AAN8WivLxsKSdP2J2DR2TuLR6OxfDado8lij0w7zNu/PC95p/R6yuX8/6ar3j+zHMZU55ZOagq17w1k+mLFmCJYIuQ57F55JQz2G3AwIz3GTJjnM/ZwH8ckM6Z6QPPuO6WplchVhlW+YPIoDeR8qeQwbOw8r/d02J1O5F4nLpw+uZE6+vrsjbPu1+tTora2UowFuWFJYsz3nPEg/9i0t23sec9t/PX998l5rQveCJbhGMxbm6xmwI3xDUUi3Hr7Flt3vvK8qU8u3gh4XiMpliUhmiEqqYmLp7xLP24GWROMYohC0jB98HeGdjqE/AAfqTkr4iY7SyA2IMR7zhkBw0TzbNtBgTS+4xGlZZlbR6PZSOkvvFL4lxr5m3cwI9eep6vamtwVAlGo/zn87lc+/bMrMnUHtbV16Ut5eio8tnG1m3ik3nki/kEY6m+rKpQE4u3dFPOTD/DKIYsIFYhMvA5KLoKfMdC/nnIwOeRDnRRM/RvRIQrDzo0JYzT7/Hwm4O/mbV5DttlFPE0odJ+j4dTd5+Ycvz2j2elZCmHYjGeWbSAunAo5fpcMTC/IG3+A8DworZb07aWfysWkvGcoW2MYsgSIgGsgjOxyu7AKr4K8YzuaZEMvYxTJ07mhqO/xejSMvJsm90GDOTu47/NYaOy97tSkJfHHcefRMDjId/jxWfb+GybH+4zlW/stHPK9Suq0icaei2bDQ3dlx1e7PMxuCB9b/Hz92y7RPtJ4yc0NxFqiWVJl2oz7cgY57PB0I2cOH4CJ46fkNM5jhi1Kx9edCmvrVxOUzTK4aNGM7IkfQ2sSYMHs7a+DqeVLT6mDsOLuq+H9tq6WrYEG1OOeyyLpVWVnNDGvWdP3pMZSxeztHILwWgUr2VhWxY3HTstqyW/dySMYjAY+iElfj+ntyM/4tJ99+OtVSsJtTDjBDweLtxrHwry8jo1d304zIwli1haVcmkQYM5afwEAt62fUtLtmwhz7aToqkAYo7D3A0b2rzX5/HwxKln8vrKFbz71SoG5RdwxqQ9GFHStgnKkBmjGAyGHZCaUBO/nfkab65aiaNKwOMh5igD8wNcuu9+nL9n58KJv6qp4ZQnHyUUi9IUi5Hv9fKPjz7k+bPOzWgqAhhZUko0TSSU17IY3448Bq9tc/y48Rw/Ll15GUNHMYrBYNjBUFUueO5pFm+paF6Mty7iT51+Nju3MiE9t3ghN836gA0N9QwvKubKgw/l+HHp8y6uevM1asOhZtNUMBolHItx3btvc9u0E5OubYxEuG32LJ5bsghQSn1+qpwgkRYKwmvbXLDXPll8ekN7MIrBYNjB+LJiM8urqlLe0IPRKN984H6OGD2GPxx2JMOKi3lm0QJ+99YbzdE9X9fVcsXr/wVIUQ4xx2H2urUp/oq4KjNXrUg65qhy1tNPsKyqkkjCfOS1LNfkFI0RV4dx5QO4/qhjjUmoBzCKwWDYwVhTW4Ntpc9udoC3Vq9k3sb1zPzeD7hx1vtpw1n//uH7KYrhkc/npSiFrditku7e+2o1q2uqm5UCQNRxyHMcbp12AoeOHEX+dvwShtxhwlUNhh2M3QcNJhrPnNm8NdHtmUUL2JghZHVtXXLHtPkbN3DDh++lvTbPsjh5t92Tjn1ZsZmmaGqOQWM0ypItW7pNKYRiUd77ejUfrV2TMY9iRyRnOwYR+TtwEhABVgDfV9WaNNetBupxW23FVHVKrmQyGAwwurSMw0eN4p2vVmdMAGuKxVhQsZkhBQVsakwNIx3Wyg/x6JefE46lX1iHFZfw61ZJfMOLi/F7PQSjyRnL+V4vw4u7J0z2tRXLuPy1V5prQ3nE4t6TTmbqztsvld/fyeWO4XVgsqruCSwFftvGtUeo6t5GKRgM26chEmH+po1s6kIC2m3HnchlU/anPEOZDr/Hw8RBg7j8gIPTZmtfcdAhScdWVlehaYpaBGwPvz7oUApbhb4eN2YcAY83qWCfJYLf42Ha2NxHFq2rr+MXr75MMBqlIRKhIRKhJhziouefoSHS9zsndpWcKQZVfU1Vt76OfAQYNWwwdAFV5bbZs9jvn3dz/rNPcdiD/+TiF55LeetuD17b5qf7HcAnP/wxkwYNxtuijpIlgt/2cMqESZw+aQ/+ePhRDC10Q013LiriL0cdm5SkF3McFlakr0kUVYepw1L/9H0eD9NPP5u9h+6Ex7LwWhZ7DRnKU6efvd2ch2zw/OKFxDMUCnxj5fKcz9/b6S7n80XAExnOKfCaiChwr6re100yGQx9ihlLF3Pvpx8nmX/e+3o1v535Krced2Ibd2ZGRHjklNP54ztv8eLSJcTV4YBhI7juyKMp8bttUU+bOJnTJk5GVdP2c5i3cQMZfNkMLyqmLMOuZJfSUqaffnai6qxS7GvdhjV31IRCafMmYo6TsQrujkSXFIOIvAEMTXPqalV9PnHN1bhdWh7JMMzBqrpeRAYDr4vIYlV9N81clwCXAIwcuf3GNwZDf+PeOR+n9HOIxOO8umI59eEwRb7O9bEu9vm56dhp3JhomZmpmU/m46St6AowvHj7oabFnZS7Kxw2ajSPfvl5ym5LRDh4hFlfuqQYVPXots6LyAXAicBRmqEwuqquT/y7WUSeBfYDUhRDYidxH8CUKVNMkXXDDkdlU+sugS6WCHWRziuGrXS0u1soFiUSd9hryE54bQtaWbTyPV5OmzipSzLlioOGj+TA4SOYtWZNc8nufI+XUydObLMp0I5CLqOSjgN+DRymmr6NmYgUAJaq1ic+Hwv8KVcyGQx9mQOHj+ClZUuIt3rHKvDmsVNhUdbnm79xAw/M+4z1DfUctssozt9zb4p9fmpCTfzmjdd4a/VKFNi1rJxfHXAI13/wDqpKJB4nz7Y5fNTonBcMbC/LKiv5eL3b9vPIUbvi83i454STm5v8eG2b0ydO5shRu/a0qL0CyVWHIxFZjtvWrDJx6CNV/ZGI7Az8U1WPF5FdgWcT5z3Ao6r6f9sbe8qUKTpnzpycyG0w9Fa+qqnh5McfJhiLEnMcBDdC6MZjjmNahhIVneW5xQu5+s3XCcViKOCzbcoD+bxw1nlc8PzTLK3ckmSjz/d6eeb0c5izYR01oRAHjRjJXkOGdngXoqrMWruGTzesY1B+AceP261LpiZHlV+//l9eWr4UAFssvLbFI6ecwe4DB3V63L6KiHzanujPnCmGXGIUg2FHZV1dHfd8+jGfrFvLyJJSLp0ylX13GpbVOSLxOFPuvyslbDPPtjlp/AReWbY0pWOa17K4ZJ+p/KpVGGtH5/3+808zf9NGmqJR/B4PtmXx8HdPZ88h6VyZ2+f5JYu4auZrKb6ZYUXFvHvhDzusuPo67VUMpiSGwdCHGFZczJ+PaNO112WWVW4h3ftiJB7nwzVfkW4tjToOy6vTN/1pL498MY+5Gzc0R11tXcx/8vILnV7EH/vi8xSlAFAdamJx5ZYdctfQHkxJDIPBkESJ30/MSZ/FPLigkLiTqjX8Hg/7DN2pS/NOX7ggbSZ2VVOQlZ1UOuF4+sxugaQ6TT3B4i0V/Gf+XF5etpRwL2tBanYMBoMhieHFJew+aDBfbNqY5OgOeLz8ZOr+PLVwAe99tZpQYtG1RSjw5nHm5D1yJlNnTT4n77Y7Syq3pCgcr20zadDgbIjWYRxVfvnqy7y+cjmq4LEEr23z6ClnMKGX7GDMjsFg2IGIOw5fbt7EoorNtOVfvPeEk5kwcBABj4eivDx8ts2Pp0zl6F3Hcse0E/nx1P0YUlBIsc/HSeMn8MLZ53U5Qe30iZPT9m4ekJ/P6NKyTo159uQ9mTRocHNRvjzbJuDxcOu3TsBj9czy98yiBbyxcgWhWIxwPEZjNEpNKMSlLz7f5v9Jd2Kcz4ZOo7GvIfwWiBd8xyL2wJ4WydAGH69by09ffoGmWBQFSnx+7jnxZPYYPCTjPUsqt1DR2Mgeg4c0Z0Jni8pgkM3BRkaXluL3eInE4/xwxrN8tnE9oWgMv9eDLRaPnHI6k9uQcXvEHYc3V63k/TVfMSi/gFN3n8RORdkP720vpz75KHM3prYrDXg8PHfmeYxrR8e6zmKcz4ac4jTcBQ1341Y0sYC/oCV/wQp0rjSDIbdUNQW5aMYzSZm+wWiU8555ig8vuiRjf+fdBgxktwHZVfhN0ShXvP4KM1etJM+yiavy8/0P5JJ9p/Lgd07l43VrmdMiXLV1Ab6OYlsWx4wZyzFjxmbpCbpGNIP/xhLJeK67MaYkQ4fR6EJouAcI41ZVD7mfa3+LOtU9K5whLTOWLE7bRCeuDq+t6N6icVclek1H4nEaohGaYlFunf0hLy9bioiw//AR/GTqAZwxaY8uK4XeyHcnTExrMvN7vMbHYOi7aOglXIXQCrEh9Fa3y2PYPhXBxrQRP9F4nC1Nqf0WckV9OMwrK5YRbhUR1BSLcfec2d0mR09yzuS9mDhwULPfw2fbBDxebjvuhKQy5D2JMSUZOo7GIU3tffdY79gKG5I5YPgIHpw/N6VonMey2G/YiG6Toy4cxs6w+FWkaQjUH/F5PDxx2lm8tXolH6z5miEFhZyy+0QGFxT2tGjNGMVg6DDin4YGH8U1IbVAHfAd0SMyGdrm4BG7sPeQnZi7cX1zwlfA4+GwXUazVxtZxarK3I0b+GjtGgYEAkwbN75D0UcNkQivrVhGbTjMQSNGMrasHL/Hk5J0ZomwX5q+Df0V27I4etexHL1r7/B7tMZEJRk6hVP3Vwg+imtSsgAbin+HlX9mD0tmyEQkHuepBV8wfdECbMvizEl7cMqEidgZwjbjjsNlL8/g/a+/JhKP4bM9iMCD3zmNfXbaebvzfbphHRc+97S7j3QcRISTx+/O/sOHc/WbrzcrB1uEgNfLjLPOY1Qnw1IN7cPUSjLkHI0uREMzQfIQ/zTEY+rY9yemL/ySa9+emfJ2Pyg/n1k/+FGb9vCY47D/P++hOpRcKjzf6+WmY6dR4vNz1ycfsba+jqk7D+cnU/dnZElpTp7DsA0TrmrIOeKdiHgn9rQYhhzx1MIv09YZCkajLKjY3Gb+w9yN69OGXgajUZ5c8AX/+vYpHDC8+3wb6WiKRvnL++/w9KKFhOMx9h82nD8efhRjTT8GE5VkMPQ24o7TKzJgM0sg25UvXT2lrcQy9Frubi5+4bmE8oviqPLR2jWc+uRjnXaC14SauOnD95n2yIOc88yTzFy5IssSdx9mx2Aw9BIWbang92++ztyNG8izbb47YSK/++YRzWGN3c1pu09iweZNKbuGgMez3TpD38hQUM8W4aO1a5h0160cN3Y8vzv08Iw9oQHWLd/Awg+XUjqkhH2O2gPbY3f8QdKwpHILn21cnxQ2q0AkHuORL+bziwMO6tB4deEQJz76EFuags3F+eZv3MiPp0zlp/sdmBWZuxOjGAyGXsDGhnrOeOpxGqNufkg4HufZxQv5qraGR045Iydzbmpo4OHP5/FlxSYmDxrCeXvuzZDCbSGTp+w+iVdXLGP2urXN/RFEhDtPOCmjw3orPo+HW487gctemkE0HmfrHiGuSlyVqOPw4tLFzNu4gVfPuzClbpHjONxy6X3MfORdLNtGLMgvzufvb/6Bd0Ob+dfcOdSFwxwyYheuOOiQdvWWbsmKqio8kvoM4XicBRWbOzQWwMOfz6eyhVIAaIpFufOT2Zy/5zeyXk4k1xjFYDD0Ah76fF6KTT4cjzN34waWVVZmvX7OsspKTn3qUSLxOJF4nFlr1/Dg53OZfvrZjE+UwPBYFv886bt8sn4ds9etocwf4MTxu1HqT/+GvyUYZOaqFaDKkaPHILjO6UyGo6jjsLmxgXdWr+KoXccknXvz0fd56/H3iYSibG0mHWoI89NvXcvyKyY172JeXLqEd75azWvnXciggoJ2P//Y8nJimiqZz7bb9J1k4p2vVqUk7YFbtO+LzZs4ZOQuHR6zJzGKwWDoBSyq2Jy2P4DHslhZU5V1xXDt22/QGIk0+xEi8TjReJxr357JY6duCzmWRH7B9nIMnlm0gKvffL05UukP77yJ3+NJu1i2JBSLsbRqS4pimHHXfwk1hpOOqSoN62qJbaiHQa5yclCaolH+Pf8z/vegQ9vz6ACMHzCQfXfamTnr1zXLKECe7eHsPfZs9zjuM0SpDKZta0/McTqksHoLxvlsMPQC9hgylDw71X4eizuMy0GUzCfr16U4lzVxvKNsqK/jqjdfJxyP0xSL0RSLEY7HqQ2Ht3uv3+Nh17LylOOtlUIzliCR5Df9iBNn9rq1HZb7vhO/w5mT9iDf68UW4cDhI3nmjLMZlN+xhfziF55jTV1tqqjAqNKyrBch7A7MjsFg6AWct8fePDhvLtF4vHnB9tkeDhoxMu3C2VX8Hg+NrcpjbD3eEeZuWM8PZjzbqW5oHhHKAgGOHLVryrnDzzqYdcs2JExJ21CvENkpP+mYLcKunUiMC3i9/OHwo/jD4Ud1+N6tLNpSwacb1hNNE2k1pLCQB04+pdNj9yRmx2AwZIm44/DO6lXc/9knvLFyeYfCMgcVFPDMmedw6MhReC2LYp+PC/b6Bncef1JOZD1t98n4Wu1QfLbNabtPbvcYW4JBvvfcdGrCoYzX2K0cvJYIlgi2CEeOHsPTp5+DN81O6bv/M41h43bCX+ADwJNn48v3Uf6LA8nzJiuvPNvmB/tsN2crJyyr3JKx9tNeQ3fqVfWPOoLZMRgMWaAuHOKM6U+wrq6WcDyOz7YpD+Qz/fSz221j3rWsnH9/59QcS+ry60MOZXVtNbPXrcVjWcQch/12Hs5vDmm/nf7phV9uV/ntNWQICyo2k2fbROJxLthrH6486BBEpM12nYHCAHd8/FfeefJDPnv9cwaNGMC0Hx5F4c6l/Hbma7yxcgUIDMov4Pojj+kxc83osnLSpWz4bJvde0kJ7c5gSmIYDFngtzNf45lFC5JMCh4Rjhi9K/ee+J0elKxtVlRVsqK6ijFl5YzpoC/jmrfe4OEv5mc8L8CVBx/KdydMZEN9PaPLyrrc/nMrwWiUxmiEgYH8ZgVTFw7zj48+4MWliwHh27tN4JcHHJzzng6nPvkoC1oEDwhQmOfjje99v8P+ilxjSmIYDN3Ii0sXp9iZY6q8tXoVccfZbtx/TzGmfECHFcJW9hs2nGcWL0wp5b0VS4SY4zC4oLDTJpWY4/DWqpXM3biBYcXFnDR+N4p9fvK93qTEv5jjcMb0x1ldXUUk8f/wyBfzmb12DTPOPj+nfRDHED0AACAASURBVA7+ffKp/OmdN3lh2RKi8Tj77jyM6444utcphY5gFINhhyUWjfHxy3PZuGozY/YexZ6HTWzTvNEWmfbdfXFH3l6OHTOOOz6ZzarqqrTOV69tc0wXyko3RiKc9fQTrKqpJhiNEvB4+NsH7/H4qWewe6vM67dXr2RdXW2zUgA3BPer2hre+2o1h40a3Wk5tkeRz8ffj53G3445Dke1174EdASjGAw7JJvXbOGXh/6e+uoGouEY3jwPoyaP4IbXryFQ0HFzxzG7juWlZUuSbO62CAeN2KVfLBTpyLNtpp9+Nvd9+jEPfT6fuoQTWhDyPDY/+Ma+zclyneHeTz9meVVlc56Bm9QW4+evvsRr530/6doFFZvTRlkFo1G+3Lwpp4phK5JwqvcHjGIw7JD8/ft3smVdFU7cXchjkRgr5q3m4T9N5+IbzuvweFcfejifrl9HdaiJxmi02dRx/ZHHZFv0XkVhXh6XH3gIlx94CIu3VPDSsiU4qhw/djyTOpFB3JLnlixKmyC3praWjQ31DC0saj42oriEfK83xaylwD/nzmHauPE5Cfvtr+TsVUb+P3v3HR5VtTVw+Lenp0ECoQdC770jqCiIiCAIgohdEfSzt2tvqNiuXnvvDVCkKKIIiqIo0qT3XpKQACEhZfr+/pghZjIzZEgH1vs8eZI5dc0kOeucXZV6XCm1Xym1yv81JMx2g5VSm5VS25RS95dXPEIck59rZ+3vGwuSwjFOu4v5n/1WomMmRkcz/8prmTxgEDd168kT/Qfw29XjaVCtWlmEXK5ynU5Wp6Wy/2h2qY7TOrEWd/fpx71nnFnqpADBTV2P0SHWXdC8ZVDz22OyHA6GTvmMHZmHSx3T6aK8nxj+p7X+b7iVSikj8AZwHrAPWKaU+lZrvaGc4xKnsaIJoTCPu+RzVltNJoa1bM2wlq1LfIyK9s6Kpbzy91+YDAZfxWm9Brx54bAyaz3kcLvxak1UCUaIvaRtO95Y9jf2QqO7KqB5jZpBTYCjzGYmduvJc4sXhazvsbvd3LdgHmckNSI5Pp4LmrcMiCkjL5c1aWkkxsTQsXadEtc1nSoquyipJ7BNa70DQCk1FRgOSGIQ5SamWjQtujRh87LtAZXDJouJs0dXzhDJXq1ZvHc3OzMzaVGjJr2TGkZ8cdqfnc2f+/ZQzWqlf3ITrBH2Xp6/fRuv/v1XwIV3Wco+bvvxez4eXrr+FIfy8njgl5/4dddOtNY0TahBvM3G7iNHaFi9Orf3OqPYgeXGd+nOH3t2szb9AC6PB4vRiM1k4tXBF4bcvmH16thMZvLdoVtJrUxNYUVqCtFmM8/8sYgZY8aRVK0aL/z5Ox+tWonZaMSrNfVi4/h0xCXUi4sLeZzTQXknhluUUlcBy4G7tdaZRdY3APYWer0P6FXOMQnBvR/fwh39HsblcGHPdRAVa6NG3XiueXJshceSmZ/PpdOnkppzFLfXi8lgILl6PF+OupRqVutx931+8SI+WrUSozJgMPh6FX8y4hI61alb7HnfW7ksaK4Fl9fLkn17ycjLDWpu6fZ6WZnqm5mte70GpG1NY+OSrdSsn0DXgR2w59j5/r2fWblgDSucmaT0TsBd1zfY3dbDhwqOk56Xy4Q5s3hh4GAubNkqbHxWk4kvR45hWcp+1hxIo15sHAObNgub+PonN8FwnFx67BYgz+XC7nZz/8/zuKJjZz5ZvQqHx1NQn7HrSCYTv5/Nt2NPvK4pnHyXi3UZB6hmtdGyRs0q/0RSqsSglFoAhPoLfAh4C3gS3+/jSeBF4Lqihwixb8j2fUqpCcAEgEaNZG5hUTqNWjfgsx1vsHDKYvZvS6Vlt2b0G9kTs6XiJ8V59NcF7M46UtDk0+HxsC3zMM/88RvPDBgUdr/f9+wquKjBv0Vg1387gyXX3xg0x0FR6WFGBDUbDBzJtwckhlVpqYz/biZOtwe0ptrHm4hbdwST0YDBYMAWawM0uUfycOQ70Qaou3gfB65uQV774HGM7G43T/2+kCEtWh73Ihnp6K7gK076cPhILv/mK9zFNBP2as3S/ftwejxBTxgerdl2+BB7s7JoWP3E5nkIZdq6tUxatBCjQeHxekmqVp0PLxpZpeufSpUYtNYDI9lOKfUeMCfEqn1A4Ylfk4CUMOd6F3gXfD2fTyxSIYLFVItm6MTKbTWktWbe9uBxlZweD99t2XTcxDBt3dqQxSYOt4cVKfvpVcycymc2Smba+uygcxuUgeT4+ILX+S4XV8+azlGnbxKhuD8PYF19CLfLy7Hnjbyj+b7bPP9/pvKC8nqpNXU7ade1JGFBCub0fBwNY8kc1ABXvWgO5edz1Oks9qnoRPSon8SyG/6PiXNmszItBYvRGLYDHvh6S4diVAaOOosfHbY4q9JSmbTol4Ans+2Zh7l61nTmX3ntCT05bD98iP1Hj9ImsVa5D+VdbkVJSql6WutU/8uLgXUhNlsGtFBKNQH2A2OBceUVkxBVjcZ39xqKp5hxiMKVpStFsfMgANzcoxdzt24hx+koeFqJMpl49Kz+AUOAL9i5PWA8oOp/HMDgChFbiLdhsHuo/+ZGlFujAPMhBzHrM9l/a1tMTRIinrY0PTeHN5cvZdHunSRGxzCha3cGhuk8V91mY+oll5Jlt3MoP48PVi7nm00bAkaANSpF76SGdKlbn91ZR4JGhzUaVJkMd/7JqpUBdTjg+32n5eawLiM9okmBsh0OJnw3kzXpBzAbDDg8Hka3bc8T/QeUW4/u8qxjeF4p1Rnfn8suYCKAUqo+8L7WeojW2q2UugWYBxiBD7XW68sxJiGqjIy8XF71twgKujD5Rx89nmEtW/P3vn3kFS0K8XrpXr9BseevGxvHD5dfxXsrl7N4z27qx1VjQrceQcU22Q4HnkKznalQSSGMYwmh4LUG5fRS+9s9DPngnGKLu8D3OV345adkO3wJbNeRI6xPP8BtPfswsXvPsPtVt9mobrNxX7+zWZmWyr7sLOxuNzaTiViLlecGnk+sxcLszRvJyMvF7nZjVAqz0cjkc88LOerriUrPyw1ZNm5Uisz8/IiO8Z/5P/JPWhour4dj49jO2LieVjUTuaJj51LHGEq5JQat9ZVhlqcAQwq9ngvMLa84hKiKsh12hn35GYft+UFFOdFmM3EWC4+c1f+4xxjasjXfbFzPP2mp5LlcmAwGTAYDzwwYFPGdeO2YWB468/jn6ZPUkMIPNTldaxL/cwoGd5FLXqGiJACMCjyhn4ai9uRxzxn9Iorxg5UrCpLCMfluN68s/YvLO3YudpC8alYrcy67kt/37GbjwXSSqycwsGmzgqei78ddxdcb1vLrrp3Uj6vGVZ26lNnIqAObNuOftNSgpwanxxNRA4Fcp5OFu3YGTfua73bz4aoVJ19iEEKEN2XtGrIdjuDyfeC2nn24smPnYtv+mwwGPh4+ioW7dvDzzh3E22yMbtuebIeDa2d/w5ZDh2hVM5Hbe58R0UUonKYJNbi0XXumb1hPntvFkXPqE7f6MMYjTrTdg9lqwmA00POCriyZswKz1YTX46Ve0zqkbEvDke8MOmbN2tUjeloAWLx3d+ixmAwGthw6SNd69Ys9htFgoH/jJvQPMTRGrMXCtZ27cW3nbhHFcyLGtO3AZ2tWkXY0B7vHlxyiTCZu7dmH6rbi+4rkuVyEKy0KVz9SFiQxCFEJ/tq3t+BCUViMxULThISIO4QZDQYGNm1eUN7+5949jP9uZsEdamrOUZbs38uHF42kdzGV0cfz2NnncmZyY6atX4vT7WHYj4OJXXWYNb+up05yLQZfdy61GyZyKDWTrSt2ULN+As27NOGdez9lzts/4cj7NzlYo62MuXd4xOeuFxvH+oz0oOVOj7fKj2AaY7Hw7dgr+WLNKuZt30pCVBTXdOrKmcmNC7bxas3a9AM4PW461akXUL+TGB1NreiYoF7pBqU4O7n8xn+SxCBEJUiOj8e4V+EpUvHs9vo6WB2Py+PBaDCErHh84rdfgoot7G43Ty5ayPfjripxvEopBjRpxgB/vceaRRv46uu/yNh7iLiEGIwm38WsZr0Eag799857/DOXk5edz8+fL8JkNuF2e7j4tgsYfvPgiM89vmt3Fu/dHdCyx2ww0Klu3eM2J83PyefLyTP4+fPfQSnOu/IsLntwJLbosmsFFYlYi4WJ3XuGrA9Zn36A8d/NIsfpKGih9L9BQxjQ1Pc5K6V4ZsAgJs6ZhdPjwaM1FqORGLOZu/r0LbeYZaIeISrBjszDDJvyWcDFzmQw0KpmIt+OvSJkM8Z16Qd46Jf5rM9Ix2QwcHGrtjxy9jkF9Qlaa5q/9lLIyk6DUmy79a4yiX3eJwt57eb3C54CTBYj0XHRvLPqBRIbhG7JczQzh4y9h6jbpDbRcVEnfM5vNqxj0qKFeLXG5fXSo34DXrtgKPG20MfyeDzc0vMBdm/Yh8vhq5w328w07dCIV/+ajKEKjHjrcLvp/cHbZBUpErKZTPx0xTUkVfs36W09dIgPV61gR+ZhejVI4spOXUr0tCQT9QhRhTVNqME7Q0dw34IfybTb8WpNrwZJvDRoSMiksD87m7HfTCtok+/0eJi1eQP7jmbx2cWjAd/dZXWbjSP24DmY4yMoz46Ey+nirTs+Digacjs95GblMeWZmdz6+viQ+8UlxBKXUPL5j0e1bc+wVm3YeSSTBJut2Il/lv+4iv1bUwuSAoDL7mLPxv388/Naup3XqcSxlJVfdu3AHWJeUI/Xy/QN67mj9xkFy1rUrHncPi1lTRKDEJWkX6Nk/rh2Aik5R4kxm8Pe/QJ8svofXEWatDo8HlakprD98KGCWdjGd+nOG8uWBDyJRJlM3NC1R5nEnLItLeQghB63h+Xzwk/zWRYsRmPEcztvWb6D/JzgBOnId7J52fYqkRiy7Ha8OvizdHm9HAzTK72iVP7zlBCnMaUUDeKqHTcpAGw6mBGyZY7JYGDXkSMFr2/s3pMrO3bBZjIRYzZjM5m4qlMXbuhabOlBRKrVjMPtCt15rlrNqjPoXO3kRP8wHYGsURbqJJdNU9TS6tkgKWTnxmizmbMLVU5XBnliEOIk0KlOXZam7AvqCOfyeGlR899yfYNS3N/vLG7r1adgMptI+zREIqFOPJ37t2PFgjVBTw77t6WSmZ5FQu3Sjy9UWmeN7sO7936KI5eCPhhKKSxRFvqNDN8priI1TajBJW3bM2PjhoJe7FEmE+1q1ebcJk0LtstxOpm1aQPLUvbTLKEGl7brQJ3YkhfLRUIqn4U4CaTn5jDos4856nQUVC7bTCbOTm7MWxdG3vQzEhsz0vlw1Qr2ZmVxRsNkruzYmYSof59osg5mc2n9CUFzV5gsJobfPJgbX7w64nPlHMll4ZQ/SNuVTpveLekzrHtBC6fS2rNpP89c/gq71+9FA007JvPA57eR1LL4fg8VRWvNTzu2MWXtGuxuFyNat2Vkm3YFTVYz8nK5aMrnZDvs5LvdWIxGzAYDn48cU6K+KZFWPktiEOIksSPzME8t+pW/9u0l2mzisvYdua3XGQHt3ktrwY5t3P7j9zg8HrxaYzUaifP3HD5W4bt74z5u6fUA9hBl+PWb1+WTLa9FdK7tq3dxd//HcLs8OPJ8Q5/Xa1aH/y16skQtl8I5kpHlq5hPrLqjmYZz/4J5zNi0IagjZIsaNZl3xTUnfDxplSTEKaZpQg0+HD7yuNs4HS7+nLWUlO0HaNYpme6DO2OMMHF4teaBn+cHVFw7PB48djuvL13CpHN8gynHVI/GUwb1DJPHvUJu1r+VrPk5dvZuSmHqszO57umyG0szvlblF22V1IKd24OSAvjmjMjMzw94kitLkhiEOEWk78ng1j4PkX80H0e+01fR2rgWL//+JDHVi2/zvjcrK+QQ1W6vl4W7dhS8Tqxfg5bdm7J+8eagbfuOiKz108GUw6TuPBC03OVw8cuXf5RpYjiZ2YzhL9Fl+aRYlLRKEuIU8cJ1b3IkPYv8HDtej5f8HDv7tqTy4cNTI9o/zmoJGEW1sKLj+jTt2DjkNFvzP/0tonNpjxcdZoA9g8mA1pr921LZtzWVk7G4u6xc1qEjtiIz1pkMBs5o2IiYYgYPLA1JDEKcAhz5DtYu2hDUUsjtdLNwyh8RHaNGVDS9GiRhLtIrOMpk4vrOgcXSf323LOT8C6k70jmcVnQG30ALPv+NGzrejSfEnBHWKAs9B3fhmla3MbHzPdzY5V6uan4Lm5dvj+g9nGomdO1B34bJ2Ewmos1mos1mGsfH88J5F5TreaUoSQhR4OXzL+T672ay6WAGZv88EZd36MSI1m0CtgvXcsjj8Ry3VdH6Pzfz8o3v4cgrMjKoAlu0lRZdm7Lgi0XkHvm37iFtZzr/GfgEX+x6i9j4qj1oXlkzG428N2wEWw4dZENGOg2qVaN7vQblPme0JAYhTgHWKCvt+7XxPTUUGmbBbDHR/9IzjrNnoISoKGaMGcfWQ4dIyz1Km8TaJEZHB213wfUD+OSxaegiQzpor2b/1tSwLYCmv/Qdzvzg4aKNJiN3v38TTruL12/9IGi91+3l12l/VvpUrJWlZc1EWkbY67ssSFGSEKeIuz+4ieq1qhHl7/EbFWejbtM6XPvUZSd8rBY1a3Jmo8YhkwLAgCvOCrlca82UZ2aGPW767gxCVRlYo60kNqjB4bQjOO3B8zfY8xwcTj1+EZUoO/LEIEQVsmPNbr5/dz5HMrLpM6w7Z4/pg9kSWc/lek3q8NmON/j9m79J3XGAph2T6T20W7EdxvJz8pn38a/88/Na6jWtzbCbzqdB83rH3Sf7YDZRsTbysotMT6khZUdwa6Njug3qxM51e3A5AocGdzvcNOmYjNZgtprxuIuMOBpro+0ZrY4bkyg7khiEqCJ++vRXXv2/93DZXXi9mqVzVzLrtbm89NskLLbIWqBYo6wMDHM3H0r2oaP8X/f7OJKRjSPPgdFsZM47C3hi5r3HHWguqWX9sH0Z0BqPO3Rdw8g7LuSHD34hJzOnYMwlW4yVcQ+OJKZaNO37taZtn1as/3NTwQiu1igLzTs3puvADhG/L1E6UpQkRBWQn2vn1f/zzXFwrI7Anutg1/p9ETcBLYkvn5nB4dTMgspgj78X8gvXvIE3RMeqY6Ljohh973BMluB7y7Sd6Xz82LSQ+8XXqs71k8f9O8CdguhqUdRqmIjWGqUUT825n+ueHkeTDo1o3L4hV0+6lOfmP1ol5lA4XciQGEKE4XS4mPnK98z7+FfQmkFX92fkHRdGfPd+Ilb+vJYnRr0QXDQDdD63PS8seKxUx0/Znsba3zcSX6sa3QZ1wmT2XdCvbHYzaTuDp820Rlt5Z9ULxy1S0lozsuY15BwJHiI6KtbG7KxPg1rP/PTpr7xy03s4i8wDbbGZufj2Cxn/zOUleXsiQjIkhhCloLXm/kFPsmX59oLJ7D97cjpLvl/BS79NKvO716hYW1ALn2NiqgdWAGut2bR0G6t/XU+1mnGcdUnvsM04tda8dsv7zPtoIQaTEYN/hNH//vIYyW0bhh2TyOvxFlRih6OUwpEf3FMafE87HrenIAEdi+X9+z4PSgoATrsvCY+556KgYTXSdqUz6/Uf2L1+L237tGLojYOqxAiupzJ5NhMihFUL17Htn50FSQHAme9kw59bePvuT45bzFISrXo0IzYh+OJui7Ey7MZ/Z+7yeDw8OeYl7h3wBB8/MpW37vyIcck3sv7P4OEpABZNX8L8T3/DaXdhz7GTdzSfrIwsHrnoObTWDL7uXCxRgU9ABqOBlt2bUqNuQrFxt+zWNOTy6GpRzHlnPrlZuQXL8o7mk304J+yxzFYzO9bsDli2aelWbuh4N7Nf+5Hl81Yz9dmZXN/2DlKPU8EtSk8SgxAhbFyyNbgTFr673u/enBeyrX1pGAwGJs99iIQ61YmOiyIqLgqz1cwld18UUAm8cMpilv34D4483x25PddB/lE7j498IWRP4u/emoc9N/B9aA2HUzO5pfcDvPufz3zTXypfEoqKtdGgRV0enhbZ/NA3vnQ11mgryhBYZJSblcf793/Blc1vYd+WFMB3fGtU+GI4t9NNYlLgnNEvTXgHe44dt8vXislpd5F7JJf37vssovhEyUhiECKExAY1sERbQ65zuzz8+OFCDqYcLtNzNm7XkCl73+Gxb+7h7vdu5POdb3D142MCtvnxw1+CLvTgGxJj64p/B7pzOV188/IcNv69NeS5nHYXW1fswO10+4qwtK9z2sPT7uKD9S+TWL8GOU4nbyxdwgVffMKor75k9uaNQeMWte7Zgtf+epp+I3thiwn8vBx5DnIO5/DiDW8DYDQaGX33MCy24Oa3BpOBFt2aktTi3zqN/Fw7u9fvDdrW69Ws+GlNyPclyoYkBiFCOHNUL0zm8O3/LTYz21ftKvPzGk1Gug7syNljzghZlBOusYhCFbRm0lrz8NBn+eihKSHL849tE6pOY8+mfb66A7ebUV99yevL/mbzoYP8k5bKgz/P55GFC4L2adIhmUe/uhtCDNOgNaz7fSN7Nu4DYNxDoxh7/8UBycFgVHQ7rxOTZt8XsK/ZYsJgDH2JCjVtpyg7khiECCEqNoqXfn2CmPjQPX/dLg+1G9YMua48nX/NOUF35gBmq4lWPZoBsH7xJjb8tTmgfuQYg9GAyWwM2czUke9k/9ZUAL7dson92dk4PP92RMt3u/hm43r2ZmWFjM10nI50T4x+0Xd+g4ErHx3Nt9mf8XX6+3y85VW+TvuAyd8/SFxC4HSVJrOJsy7pg9kaGKs1ysKwmwYhyk+5JQal1DSl1Cr/1y6l1Kow2+1SSq31bydtUEWV0aRDMq8sfjqoctZkMdK4XRJNOiRXeEwDrjiTTue0xxZjRSmFNdqCLcbGI1/fXTAhz/o/twT1LD6mda8WPDT1zpAXcVusjba9fb2Lf9+9izx3cIsjk8HAyrSUsLGFG9ztwK70groG8D0ZxSdWp0Hzesed3Oe2N8fTumcLrNEWYqpFYbGZ6TW0G2PvGxF2H1F65dZcVWt96bGflVIvAqFvM3zO0VofLK9YhCip5DZJPD7jXl4a/xbZh3PQXi+dz+3A/Z/eWinxGI1Gnpx9H2t/31jQXPWcsX0DLq416sVjsZnJzwmsjLZG+3pF9x3RkzZ9WrJ+8Sacdt/F32QxkVC7OmeP6QNA/bg4TAZDyNnDakWHbhp7/eRx/PjhLwU9lgszGA0h60aKE1Mtmpd+m8TOdXtI3XGAJu0bUa9pnRM+zonKzcrlp09+ZePf22jcviH9rzqLd7euZuamDbi8Xs5ObswjZ51D/bgTmy7U4/GwfvFm8rLzad+vdZUdLbbcO7gp3y3EHuBcrXVQTZhSahfQ/UQSg3RwExVNa03GvkNExdqCijwqyuG0TKY8M5OlP/xD9cQ4Rt99EWeO6h20XX6uncsb3cjRzNyA5dHVogqGrnY6XEx9bhY/fvAzbqebM0f15upJl1Kthi/B7DqSyZAvP8VeaJpPg1LUtUbz7YixVK8ZF3LK0C8mf8Pnk77G7QxMSnEJMXx94INix22qCjL2HeLmHveRd9SOI8+BxWbGadCk3d6e3Dq+ug0DihrRUfxy1fXERjhhzs51e7j//KfIz8lHKYXb6eaG569kxC3lO7dCYZF2cKuIxHAW8FK4YJRSO4FMfNN+vKO1fre4Y0piEKebrIPZ3NDhLo4eDhxjaMy9w7ny0dFB2+9cu5tJo18kY+8hUJBQJ56Hp91Fq+7NIj7nwl07uOenH3B6PHg8XpJ+Sccyfw9et5eoWCvXPnUZQycGlvXn5+Rza5+HOLArHXuub+wlk8nIw9PuovfQbqX7ECrIU2P/x+/fLAmY9EgDjkYx7L/r3/GaokwmHuh3Nld07FzsMT0eD+Ma3RQ0Qqw12sILPz9Om14tyiz+46mQns9KqQVA3RCrHtJaz/b/fBkw5TiH6au1TlFK1QbmK6U2aa0XhTjXBGACQKNGjUoTthAnnZmvfE/OkbyCpAC+3sVTn53JxbcNCSqSaNIhmQ83vkLaznS8Xi/1m9U94cldzmnclKXjb2LLoYPMeOArFn23HYf/YulyuHj77k+JjY+h/6V9C/aJio3izWXP8suUxSyft4rEpBoMnTgooBlqSWmt2bl2D0cysmnVvWlE81iXxNIfVgbNhKcA695clMuLNvuqZvPdbtYcSIvomOv+2IQ9xx603JnvYs7bP1VYYohUqRKD1nrg8dYrpUzASCDsrYLWOsX/PV0pNRPoCQQlBv+TxLvge2IoRdhCnHRWLFjr64hWhNlqZvvqXXQ6u13QOq/HS+1GiaUqvjEaDDg3pPPrh8ED+TnyHHz6+FcBiQHAYrMw+NpzGHztOSU+b1EZ+w7x4JCnSd2RjtFkwO10c9UTl3LpvcPL7BzHWKxm8o8GX8QxKHSh5jo2k4lWiZFNnpOblRdyjmytNUeP0xu8spR3c9WBwCat9b5QK5VSMUqpuGM/A4OAdeUckxAnnTrJiSHv+N1ONzXrBfZ3yNh3iAcvnMyF0eMYEjWOB4dMJmPfoRKf+5Wb3g+7LmN/2XbyC+eRi55lz8b9OPIc5GXn47S7+HzS1yz/aXWZn2vwdecGd8IzKfI61gB/vwoFWI0mLmnTPqJjtu/XGrczuKWYLcYasp6ospV3YhhLkWIkpVR9pdRc/8s6wB9KqdXAUuB7rfWP5RyTECedUXcOwxIVeLEymY0069yYpJb1C5Y5HS5uO+NBVvy0Go/bi9fjZcX81dzW50GcIZ44iuNyugKamRbVpH3DEz7midq7eT/7tqQEFe/Ycx3MeGVOmZ/vqsfH0L5fG6zRviFCbLE2EmrHU21HLk3vWkLSC2vofMTCN2Muo7otso521WrEcd3kcVijLQUJ3hZjpXH7RvQfG/nUqxWlXEdX1VpfE2JZFRJLZwAAIABJREFUCjDE//MOIPxsIEIIANr0asFd79/Eaze/j8flweP20PaMVjxSZEyjv2YvIzcrL+Ai6vV4yc3OY/HMpZwztm/RQx+X0WTEYjWH7CwHcMNzV574mzlBRw/nhC0Oy0rPLvPzWWwWnvvpEbat2snONXtY/dt6Fk5djCff6XtS2J+H4/klOM4fDL1qRHzcUXcMpU2vFnz39k8cPZzDmaN6c+64fhHP0FeRZNhtIU4S547tx1mjerN/ayqxCbFBRUgA+7akhuwvkJ9jL+jVfCIMBgMXjB/A3Pd/DhheQxkUQ8YPoMOZbU74mCeqWefGQU8L4BuWpM9FxTawKbHmnZvQqHUDXr05eP4IR56TTx+fxjM/PHxCx2zbpxVt+1T9KUplSAwhTiIms4nktg1DJgWAJh0ahRwyIyrGRpMOjUjfk8H7D3zOoyOe46sXZnM0s/iKzxuev5IzLuqO2WYmpno0ZpuZITcM4NY3xpf6/YBvAMDdG/aSffhoyPXWKCs3/e8afzGMb5klykKNugmMuHVImcQQzqGUzLDrdq4NHuDvVCFPDEKcQnpd2JWa9RJIs6cXNG01mY3UqJdAfO1qjG9/Fy6nG7fTzcr5a/j6xe94c/lz1EoKP+6TxWrmoSl3cig1k9QdB0hqWY/4WmUzUc60F2bz+aSvUQaF2+nhrEt6c9d7NwbNkjdk/ECS2zZk5qvfcyglk95DuzH0xkHEVAs9llVZqVEvnnBdvRq1aVCu565MMrWnEJVAa82qtFS2ZR6meUINOtetd8L9DMLJPnyU9+79jEXTl6DRnHVJHyY8fyV3nf0ouzcENhA0GA2cc1m/Shni49dpi/nv+LdwFCr6skSZGTDuTO5676YKjyec9+7/nNmv/xgwP4c12sKz8x6hfd/WlRjZiasyPZ/LgyQGcTLLcTq5atZ0thw6iNa+0apb1KjJpyMuIc4aeg6IUp/zSC6X1Lkejyt4Mp+4hBhmHPq4XM57PBM63c3OtXuClltsZr45+BG2MPNhVDSv18u052bx1X+/JSczl4at63PT/66lx/nF93iuamTOZyGqqMm//8qG9HSc3n8v0hsPZvDU77/y3MDzg7bXWnMkIxtbtIWo2NBzNBfHbDWFfSKxxlTO3AaH046EXqEUOUdyq0xiMBgMXPbASC57YCRer7fM5/uuik79dyhEFTN788aApADg9Hj4bvOmoG1X/ryWq5rdwuXJNzEy8Tomjf5vwDzKkbJGWel1YdegeRisURaG3XjeCR+vLLTv2zpksoqOi6JG3fhKiKh4p0NSAEkMQlQ4V4ihrH3LPQEztO3euI9Hhz9H2q50XA4XbqebJd+t4NHhz5fovHe9dyNN/a2WoqtFYYmy0HNIV8YUGVZCa82Czxdxa58Hub79nXzy+LQSJaPiXPv0ZdhirQGztFmjLdz08jUBF+D8nHxWzF/Nhr824w3z2YmyJUVJQlSwvg2T+X3PLryFkoBBKc5o2CjgDnrGy9/jdgb2VnY53Wxeto29m/fTsNWJtYqpViOO15c+y9aVO0jbmU7TTo1DDm732i3v89MnvxbMq/D5pOl8+8Y8PtryKtXKcMjx5DZJvLnsOT57cjob/txMvaa1GffgKDqf8+8wEz9+9Auv3/ohRpMBrTWx1WN4eu6DNGkvA2mWJ6l8FqKC7ck6wsXTviDf7cbudmMzmbCZTMwYM47G8f/2T7ir/6OsXbQxaP+Y6tE8PO0uug8q+aABh1Iz+XvOCpRB0XtYdxJq+5qfHtidwbWtbw85YF/D1g34cMPLJT5npNL3ZPDzF7+zb0sKC6cuDpqNLqFOdabsfeekmNuhqpHKZyGqqEbV41l49fV8vWEdGzIyaJNYi9Ft2weNu9OhXxs2/b0t6CLttLto0qHkd8zfvzefN2//yFdco+D1Wz/gjncmct6VZ7NxyRbCtZrdvzWVzcu20apH84DlB3ZncCQ9i+R2DUtdYbxo+l88f/XreD1eXCEGnQNfr+PVv22g64AOIdeL0pPEIEQFyT50lEOpmdRvVodqUTau73L8G7cRt17Ad+/8hMftKRgSwhptZeCVZ4bt+Vyc1J0HePP2jwqm9Dzm5Ynv0GVABxLqxuMJMfzEMVuWby9IDNmHjvL4qP+yeelWTBYTXo+X8c9ezvCbSzYjWX6uneeveSPsuEyFVcWhqk8lUvksRDlz2p08c8UrjE2ayO19H+aS2tcz7flZxe6XUCeet5Y/T/+xfameGEf9ZnW54bnLue2NG0ocy29f/RVy3CGU4o8Zf9PhzDZEx4VuEmu2majTuHbB6ydG/ZeNf23GaXeRl52PPdfBe/d9wYr5JRsKe82v6zGair8kuVxuOp7dtkTnEJGRJwYhytmrN7/PHzOX4nK4CoqFPps0ndqNahU72mmd5Fo88NltZRaL2+XG6w2uV9ReL26nG4PBwPPzH+H/etyPLrydgvjE6nQb1BHw1QNsWro1YEY58E3eM/3F7+h23onXfxgiqDOwRlsZe9/wgjoRUT7kiUGIcmTPc/DLl3+EGJ3TwZRnZlR4PH2H98BsCb4fVEpxxvAeADTv0pQ73p4QMOOYUooLJ56H0ei7eGemZwf1iTjmYErJJu/p1L9dyH4NJouJZp0bc+ao3jw4/S4cQ5twzaxvuOX5j5jQ6z7G1L+Bh4c9w7ZVO0t0XhFMnhiEKEc5R3JRhtC1uZkHwvT8LUdNOiRz8W1DmPnaXJx2F0opzBYTlz1wMfWb+aZvz8+18/Zdn0ChBwbt1Xz+5HT6DOtO43YNadwuKWSRlMliosfgkg0VYbGaeeybe3h0+HMopfC4PaAUF94wkJv+dw1ZDjvDpnzOoR15mP5Oo9bUHRhcvhiWzl3JqoXreXruAzhynUTF2mh7RsuCRCZOjCQGIcpRjbrxRMXagp4YlFK0q6QB2K5/5nLOvKQ3v339F0opzhnbl2adGhesX/r9ypDzE7udbn76ZCETnr8Ka5SVG567gnf/83nB4HImi4m4hBhG31PyeZi7nNuBqfve4Y+ZS8nLzqfboE40au3rr/HeyuVk5OXidLlJnrW7ICkAaO17Crv33CeIirWhtSYq1sbkuQ8FvDcRGUkMQpQjg8HA/71yLS+Nf6ugw5jBaMAabeG6p8dVWlwtuzWjZbdmIdfZ8xyB9Qt+Xo+X/KP2gtcX/d9gklo14Ov/fsuh/YfpPrgzo++5qNTl/zHVYzj/mnNw5DuY/+ki3vvPZyTUjWdOD4XT48GQ78aYF7opq/Zq8rLzAcg/auf+QU8ydf+70ufhBEliEKKcnTu2HzXrJvDl5Bmk7jhAu76tuPzhS0L2Oq4Kup3XMWQxkS3GSt+LewUs6zqgQ7n0J8jPtXNb7wdJ3ZmOI8+BwaA4GNcOkmPx2oxog0J5iu+c67S7+OeXdXQf1Imda3ezZ1MKyW2TaNyu/OeqPplJYhCiAnTq345O/dtVdhgRSWxQkyseHc0XT03HaXehvRprlIV6TeuwfdVO6iQnnvBwHEXZ8xxk7D1IYoMaIUeM/f6d+aTuOFDQp8Hr1cT9lor90qZoq5GsvrWpvjg9oDgpFI0m80AW9wx4nE1/b8VoNOLxeGh3Rmsmzf4P1qiqMYJrVSNDYgghQtq0dCvzPl7I9tW72bpiB0r5LtBGk5FL/zOcqx4bc8LH1Frz8WPT+OalORgMvgrmITcM5MaXrg6oKL6970Ns+GtL4L5A1uimZPeri9VgJGb6dmL/TMNqNqO1xuv2BDWfNdvMnD26D7999VdAD3KzzcyFNwzk5leuO+H3cDKTITGEEKXSumcLajVM5KpmN+MuNDyFx+Xhq+dn03dEzxOu2J31+g/MeGlOwGxoP3zwMzHVo7lm0tiCZbEJMUH7KqDu3P28dc91HKlppNYlsbSMjSf74FGqJcbxwPlPsX31Luy5DpQCS5SVyx64mCmTZwQNK+Kyu5j38cLTLjFESvoxCCHCWvLd8pDNbV1ON799/dcJH2/a87OxF0oK4Bv7aOYrcwOGHB9+8wXYYgKLeZRS1Kxfg27dWzKwaXM61alLVIyNOsm1iIqx8cIvj3Hr6+PpcUEXzr60L0/PeYBxD47EGWJAQABnfujlQp4YhBAl5HF7yDuaHzSExsH9hziw+yCN2jQgrsgw3dkHj4Y8Vn6OHY/bg8nsuyT1vKALo++5iCmTZ+B2e0D7iqHqNqlNfo495LAdZouZQVf3Z9DV/QOWdzizDWsXbaBwqblSik7nnBx1PpVBnhiEEGH1HtY9ZNNVgG9emsPImtcwodPdbF62DXueg0eHP8fVLW7loQsnM7bBBN6599OAJ4FmnRuHPFb9FnULksIxPS/o4pvEp9Dp1/y2nifHvHhC7+G2N8YTXS0ai80M+OaUjqkezS2vSjFSOFL5LMRpYPfGfcx85Xv2bUmlU/92XPR/51M9sVpE+/7wwc+8fusHaO0bU8nj9oIiIGFExdrodn4nln6/MmDkVlu0lYkvXsXQiYMA2PDXZv5z3iSc+c6CO3hrtIXHpt9Dj8FdAs47afSL/DFjCUUvURabmY82vULtRrUifv+ZB47w3ds/sW3lTlp2b8qFEwedluMtRVr5LIlBiFPcygVreHTEc7gcbrweLxabmai4KN5a8Ty1kmpGdIz0PRksmr6EtF3p/PDBz0Hl8yazEa9Xh+z/UL95XT7Z8lrB623/7OTTJ75i+6pdNGrTgCsfHU3bPq2C9rux671sX7UraHlM9Wgmz30w5D7i+CJNDKUuSlJKjVZKrVdKeZVS3Yuse0AptU0ptVkpdX6Y/Zsopf5WSm1VSk1TSllKG5MQwkdrzX+vfxNHnrPgou20u8jJzOGTx6ZFfJzajWpxyV3D6HBm26AiHwC3K3C+6sKyDwXWKzTv0oRJs+7ji11v8cwPD4e9wHc8uy0mc3CPZZfDRaM2SRHHLk5cWdQxrANGAosKL1RKtQXGAu2AwcCbSqlQ/dKfA/6ntW4BZALXl0FMQgh8U3hmZWQHLfe4vSyd+0/B6zWLNvB/3e9jsHUslzaYwMzX5oa80DfrlBzQdPUYs81MdLXgCmFlUCXu2Dfmnouwxdp89Qx+thgrl9w9jNj44OasouyUOjForTdqrTeHWDUcmKq1dmitdwLbgJ6FN1C+MXbPBab7F30CjChtTEIIn6hYW8j5FwBi4qMB2LxsGw8OeZqtK3fgcXk4nJrJBw98yadPfBW0T1LL+vS4oAvWqH8f7A1GAzFxUdzx9gSs0ZaC5q1Gs5HouCjGP3N5iWJPbFCTt1Y8z7nj+lGzfgJNOiZz+1sTAvo7iPJRns1VGwBLCr3e519WWE3giNbafZxthBAlFFMtmu7nd2b5vFUBd/rWaCsX3zYEgE8em1YwwN8xxybcGXvfiKBhIx6eeidTn5vFnLfnY8+103NIF8Y/ewW1GyaS1KI+U5+fxf4tqbQ9oxWX3nvRCVUSF1W3cW3u++TWEu8vSiaixKCUWgDUDbHqIa317HC7hVhW9NYlkm2OxTABmADQqFHJJ0IX4nTzn49v5uGhz7B99S6MJhNup4vzrjyLoRPPA2DHmj2hd1SKQymZ1Glci+U/rmL76t00aF6XM0b04IqHL+GKhy8J2qV5lyY8POXO8nw7ogJElBi01gNLcOx9QOEhDJOAlCLbHATilVIm/1NDqG2OxfAu8C74WiWVIB4hTktxCbG8svhpdm/Yy4HdB2naKZnE+jUK1jdqU59DIWZd0x4v1igLN3a5lwO7MnDkO7FGW3j77k945c+nqd0wMeIYnA4Xm/7eisVmpmX3ZhgM0oWqKivP3863wFillFUp1QRoASwtvIH21W4tBI7delwNhHsCEUKUQnLbhvS8oEtAUgC46vFLsUYHNga0Rlu56ObBfP7UdPZtSSU/x14wH8PhtCO8NP6tiM/75+xljK5zPY9c9Cz/OW8S4xrdxLZ/ZBrOqqwsmqterJTaB/QBvldKzQPQWq8HvgI2AD8CN2utPf595iql6vsPcR9wl1JqG746hw9KG5MQInLt+7bmsen3kNTK9y8ZEx/N2PtHMP7Zy/l12p9BrZC8Hi+rFq4POwZRYak7DjB53MvkZeeTl51P/lE7h1IO85+BT0S0v6gcpa581lrPBGaGWfc08HSI5UMK/byDIq2VhBAVq8fgLnw0uAsejydwnuSwhbaaoC7JIcz7eKFv7uYifM1lV9KvyMQ/omqQgj4hRIGApACcNbpPUCczg0HR4ay2WGzF90U9kp4dNEcCgNfrJftQTumCFeVGEoMQIqzxz15O3aZ1iIq1Ab5+EdVrVefu92+KaP8egztj8+9bmNfjpbOMblplybDbQoiw4hJieW/NiyyZs4Idq3dTv3ldzhzVK+IpMXsP60aLrk3Zunx7wTwMthgr519zDvWbhWoBL6oCGURPCFGuXE4XCz5bxILPF2GNtjB0wiD6XNQd38AHoiLJ6KpCCCECyJzPQghxHLnZefwx42+yDx6lY/92tOrerLJDqjIkMQghylzWwWwWTV9CblYe3c/vRPPOTSo7pAAb/97K/ec/idfrxe1wYzSb6DWkKw9NvUN6ZSNFSUKIMuC0O1k8axkHdqXj9Wq+nPwNAG6nB5PFyLmXncntb9/Ags8WMeftn3DaXZw7rh/Db7kAW3RkFdllxev1clnSRA6nHQlYbouxcvtbExh4xVkVGk9FkqIkIUSFSN1xgNv7Pow9z4491xE0R7TH7WHh1D9I2Z7mmxs619c6ad/WVH776k9e/WtyyMl/ysvWlTvJz7EHLbfnOvjhg59P6cQQKXlmEkKUyrNXvcqRjCzyj9qDksIx9lwHaxdtKEgKAM58J3u3pLJ45tKQ+5QX7fWGHtcZQk5NejqSxCDESWb9n5u5b9AkxiZN5L7zn2TDki2VFktuVi5blm0PmxACBV+N7Tl2Vv68tuwDO44W3ZpisZqDlh/rXyEkMQhxUlm5YA33nTeJlQvWcijlMCvnr+E/A5/gn18q9uJ6TKRVlGabGZM1uLjIbDVRq2HNMo7q+IxGI498dTe2GCsW/0x0thgbHc5sw3lXnV2hsVRVUscgxEnkjTs+wpFfdLY1J2/d9QnvrvpvhccTGx9Dsy5NfE8NRbKEwWgArTHbLPQd0YMV89fgsjsDkonRZKyUu/RO/dvx2Y43+HXqn2SmZ9H5nHZ0Pqe9dLrzk8QgxElCa82ejftCrtu9fm8FR/Ov+z+9ldv7PYzT7sKeYycq1kZiUg3Ov+YcXA43PQZ3plWP5uzZtJ/HL36e9L0HMRgMWKOtPPDF7dRKqtgnhmPia1VnxK0XVMq5qzpJDEKcJJRSVKsRG3JU0mqJcZUQkU9Sy/p8vvNNfvvqL9J3Z9C8axN6DemK0RQ4Kmuj1g34YMPL7N+aitPuonH7htJnoIqSxCDESWT0PcP54snpBQPSgW+2tUvvHV6JUUFUjI3B1xZfJKSUIqll/WK3E5VLEoMQJ5Ex915EblYuM1/9AaV8lb+j7hrKqDuHVnZo4hQiPZ+FOAk58h0cTj1CjXrxEQ+BLYT0fBbiFGaNslKvaZ3KDkOcoqTmRwghRABJDEIIIQJIYhBCCBFAEoMQQogAkhiEEEIEkMQghBAigCQGIYQQASQxCCGECFCqxKCUGq2UWq+U8iqluhdafp5SaoVSaq3/+7lh9n9cKbVfKbXK/zWkNPEIIYQovdL2fF4HjATeKbL8IDBMa52ilGoPzAMahDnG/7TWFT+QvBBCiJBKlRi01huBoMkttNb/FHq5HrAppaxaawdCCCGqtIqoYxgF/HOcpHCLUmqNUupDpVRCBcQjhBDiOIpNDEqpBUqpdSG+ih0AXinVDngOmBhmk7eAZkBnIBV48TjHmqCUWq6UWp6RkVHcqYUQhWit2fbPTpb+8A+Z6VmVHY6o4ootStJaDyzJgZVSScBM4Cqt9fYwxz5QaPv3gDnHieNd4F3wDbtdkpiEOB0dSs3kgcFPkbrjAAajEZfDxcg7LuT6yeOq3BzHmQeOAJBQJ76SIzm9lcuw20qpeOB74AGt9eLjbFdPa53qf3kxvspsIUQZmjT6RfZs3IfH7S1YNvv1H2jRpQlnjzmjEiP71+4Ne5k87hX2bk4BNI3aJPHgl3fQqHW4NiuiPJW2uerFSql9QB/ge6XUPP+qW4DmwCOFmqLW9u/zfqGmrc/7m7SuAc4B7ixNPEKIQOl7D7Jt5Y6ApABgz3Uw45XvKymqQPk5+dx51qPsXLsbl8OFy+Fmx+rd3HnWIwFTmIqKU9pWSTPxFRcVXf4U8FSYfcYX+vnK0pxfCHF8uVl5GE1GwBW0LvtwTsUHFMKi6UtwOd0UnkxSa43L7uKPGX8z8IqzKi+405T0fBbiFNaodQNMluD7P7PVRN8RPSohomDpew5iz7EHLXfkOUjfc7ASIhKSGIQ4hRlNRu58ZyLWKAsGg6+i2RJlIb52dcbcU2zDwgrRqkdzomJtQcut0VZa9WhWCREJmfNZiFPcmaN6U795XWa9OpcDew7S7byODJ14HjHVYyo7NAC6n9+Jhq0bsHPdHlx2X5GXxWYmuV1DugzoUMnRnZ6U1idfy8/u3bvr5cuXV3YYQogykp9rZ9pzs1jw2SJQcN5VZ3Ppf0Zgi7ZWdminFKXUCq1192K3k8QghBCnh0gTg9QxCCGECCCJQQghRABJDEIIIQJIYhBCCBFAEoMQQogAkhiEEEIEkMQghBAigCQGIYQQASQxCCGECHBS9nxWSmUAu8vxFIlAVR7WsarHBxJjWajq8UHVj7GqxwcVG2Oy1rpWcRudlImhvCmllkfSbbyyVPX4QGIsC1U9Pqj6MVb1+KBqxihFSUIIIQJIYhBCCBFAEkNo71Z2AMWo6vGBxFgWqnp8UPVjrOrxQRWMUeoYhBBCBJAnBiGEEAEkMQghhAggiQFQSj2ulNqvlFrl/xoSZrvBSqnNSqltSqn7KzC+F5RSm5RSa5RSM5VS8WG226WUWut/DxUyxV1xn4lSyqqUmuZf/7dSqnFFxOU/d0Ol1EKl1Eal1Hql1O0htumvlMoq9Lt/tKLiKxTDcX9vyudV/2e4RinVtQJja1Xos1mllMpWSt1RZJsK/wyVUh8qpdKVUusKLauhlJqvlNrq/54QZt+r/dtsVUpdXcExVtn/5QBa69P+C3gcuKeYbYzAdqApYAFWA20rKL5BgMn/83PAc2G22wUkVuDnVuxnAvwf8Lb/57HAtAqMrx7Q1f9zHLAlRHz9gTmV9bcXye8NGAL8ACigN/B3JcVpBNLwdZKq1M8QOAvoCqwrtOx54H7/z/eH+j8BagA7/N8T/D8nVGCMVfJ/ueiXPDFEriewTWu9Q2vtBKYCwyvixFrrn7TWbv/LJUBSRZw3ApF8JsOBT/w/TwcGKKVURQSntU7VWq/0/3wU2Ag0qIhzl7HhwKfaZwkQr5SqVwlxDAC2a63Lc9SBiGitFwGHiywu/Lf2CTAixK7nA/O11oe11pnAfGBwRcVYhf+XA0hi+Nct/se7D8M8gjYA9hZ6vY/Kuchch+/uMRQN/KSUWqGUmlABsUTymRRs4/+HyAJqVkBsAfxFWF2Av0Os7qOUWq2U+kEp1a5CA/Mp7vdWVf72xgJTwqyr7M8QoI7WOhV8NwVA7RDbVJXPEqrW/3IAU0WfsLIopRYAdUOsegh4C3gS3y/jSeBFfL+0gEOE2LfM2voeLz6t9Wz/Ng8BbuCLMIfpq7VOUUrVBuYrpTb571rKSySfSbl+bpFQSsUC3wB3aK2zi6xeia9oJMdftzQLaFGR8VH8760qfIYW4CLggRCrq8JnGKlK/yyhSv4vBzhtEoPWemAk2yml3gPmhFi1D2hY6HUSkFIGoQHFx+evJBsKDND+QsgQx0jxf09XSs3EV9RTnn9MkXwmx7bZp5QyAdUJLgIoN0opM76k8IXWekbR9YUThdZ6rlLqTaVUota6wgZei+D3Vq5/exG6AFiptT5QdEVV+Az9Diil6mmtU/1FbekhttmHr07kmCTg1wqIrUAV/V8OIEVJQJHy2ouBdSE2Wwa0UEo18d89jQW+raD4BgP3ARdprfPCbBOjlIo79jO+Sq5Q76MsRfKZfAsca/lxCfBLuH+Gsuavy/gA2Ki1finMNnWP1XkopXri+584VBHx+c8Zye/tW+Aqf+uk3kDWsSKTCnQZYYqRKvszLKTw39rVwOwQ28wDBimlEvxFxoP8yypEFf5fDlRZtd5V6Qv4DFgLrMH3x1XPv7w+MLfQdkPwtWzZjq+Ip6Li24avXHSV/+vtovHhaxm02v+1vqLiC/WZAJPw/eED2ICv/e9hKdC0Aj+3fviKCdYU+uyGADcCN/q3ucX/ea3GVxl4RgX/7YX8vRWJUQFv+D/jtUD3Co4xGt+FvnqhZZX6GeJLUqmAC99TwPX46q5+Brb6v9fwb9sdeL/Qvtf5/x63AddWcIxV9n+58JcMiSGEECKAFCUJIYQIIIlBCCFEAEkMQgghAkhiEEIIEUASgxBCiACSGIQQQgSQxCCEECKAJAYhhBABJDEIIYQIIIlBCCFEAEkMQgghAkhiEEIIEUASgxBCiACSGIQQQgSQxCCEECKAJAYhhBABJDEIIYQIIIlBCCFEAEkMQgghAkhiEEIIEUASgxBCiACSGIQQQgSQxCCEECKAJAYhhBABJDEIIYQIIIlBCCFEAEkMQgghAkhiEKIQpZRVKZWjlKpf2bEco5RqqZQ6UtlxiNOHJAZxUvBfrI99eZVS+YVeX16K4y5RSl1x7LXW2qG1jtVap5RN5AHnelYp5fLHfEQp9YdSqkdx+2mtt2it4yM8R2ullLv00YrTmSQGcVLwX6xjtdaxwB5gWKFlX1R2fCfgE/97qA2sAL6u5HiECCKJQZwSlFJGpdQjSqkdSqmDSqkvlFLx/nUxSqmpSqnD/jv1v5VSCUqpF4EewPv+u/gXlVI2pZRWSiX5950qIXtkAAAgAElEQVSqlHpZKTVPKXVUKbVYKZVc6LwXKqW2+o/7ctEnkHC01k7gUyBZKRXrj/8JpdQepdQBpdSHSqk4/zkCngL853jM/z1bKTVXKZXgX70IMBZ6muri3/8PpVSWUipDKfVpWX3u4tQkiUGcKu4FBgH9gCTABfzPv248YAIaAInALYBTa303sAwY73/yuDvMsccBDwA1gFTgCQClVF1gGnAnUAtIAbpFEqxSygZcDWzTWucAE4ExwJlAC3xPFC8d5xDjgMuBekA8cLt/+VmAp9DT1D/AM8As/3aNgHciiVGcviQxiFPFROB+rXWK1tqO7+J9qVJK4UsStYBmWmu31nqZ1jr3BI79ldZ6pdbaBXwJdPYvvwhYprWe41/3XyCzmGNd6a9I3gO0AUb5l18OvKC13q21zgYeAi73xx/Ke1rr7f73Mb1QTKG4gMZAXa11vtZ6cTExitOcJAZx0vNfPBsCc/1FOkeAf/D9fdcEPgB+A6YrpfYppSYrpYwncIq0Qj/nAbH+n+sDe4+t0Fp7gf3FHOszrXW81rq21vo8rfWaQsfaXWi73UAUvqeUE4kplDuBaOAfpdSaSIq6xOlNEoM46WmtNb4L8rn+i+6xL5vW+qC/pdGjWuvW+IpaRgNjj+1eilOn4iu2AkApZcBXXFUSKUByodeNgHzg8AkeJ+j9aK33a62vw1fsdBvwoVKqUQnjFKcBSQziVPE28KxSqiGAUqq2UmqY/+eBSqm2/gt3NuAGPP79DgBNS3jOb4FeSqkhSikTcBeQUMw+4UwB7lFKNfJXOj8FfOlPeiciHV/lc8GFXyl1qVKqvv9Yx/pDSJNWEZYkBnGqeB5YAPyilDoK/Al09a9rAMwGjgLrgLnAV/51/wOuUkplKqWeP5ETaq1TgcuAV4GD+J4e1gKOEsT/FjDDH/d2fE8Kd53oQbTWmfg+ixX+YrXOQB//6xx8zWMnlEc/DXHqUCd+QyKECMX/1JCGr4/FX5UdjxAlJU8MQpSCUuoCpVR1f/PTx/BVBK+o5LCEKBVJDEKUzlnATnxl+wOAi/2d14Q4aUlRkhBCiADyxCCEECKAqbIDKInExETduHHjyg5DCCFOKitWrDiota5V3HYnZWJo3Lgxy5cvr+wwhBDipKKU2l38VlKUJIQQoghJDEIIIQJIYhBCCBFAEoMQQogAkhiEEEIEkMQghBAigCQGIYQQASQxCCGECHBSdnArCe05gM6fAZ4UlKUX2AahlCV4O+0Fx29ox69giEdFjUKZQk92pT1p6PxvwJOGsvYF6wCUMoc4pgccC9GORWCo6T9mUogjgvakoPOmgzcDZe3nP2bwr0lrNzh+Rjv+AENtVPQolLF+6GO69/ri9B5GWc8Ga39CzWyptQscC9COP8FY1xensW6YY+7xH/MIytofrGfjmwen6DGdYP8J7fwbjPVRUSNRxjphjrkTnT8TvFko2wCw9DvOMX9EO5eBMckfZ2KYY25D588Cbw7Kdh5YziDUNMpaO8A+F+1cAcZk3+dpCD2rpnZtRdtngTcPZRsElt5hjmmH/O/Rrn/A2AQVPRJlCD2Pj3ZtQufPBu1ARQ0Gc4/Qx/TmofPngHvN/7N33mFyFFe/fqunJ27eVRYC5YgAIbIIQgJEkBDRgMHGYIwjjtjG2GAwtjE2tsFgbHAAHDFgMggjCYkkkkgCZWmV42rT7O7E7q77R/XOdHX3CPxZvve7oPM8emB7z75TPTNd1V3n/M4BcyQieQbCqK/AXIbMPgbScpmTKzB7lJ+1FMxRiOSZCKO2AnOJen0cRGImIhbearorn+fRlctZ2rKT8X36csbY8dTE46G+b2/fxuMrV4CA08eM48D+4d+5dD7PQ8uXsrJ1F/v368/sMeOojoVdw5I3tm3lydUriQiDM8aOY/9+4d+5zlyOh1YsZVVrKwf068/sseNJRcOuYcnrW7fw1OqVxCIRzhw7nnF9+4Uy27NZ/rl8KWvb25g0YCCzRo8lWYH5yuZNPL12NUnT5MxxExjTFP49bs1k+OfypazraOeQQYOZOWoMcfO/N33/f1lE75BDDpH/jvJZFl5Htl8G0gYKQArMIYjG+xBGVdlPWsqv8DaqerKp/tX9FCN5ss7ML0K2fx7VCKwAIgWR4Yimv6EqMPcyC8i2T4G1DGQGiAIRRP0tiMQ0H/M5ZPsVLrOomOZoROOfESLuYeaRbZ8Aa5XLjAEGouF2RPxYnZmbh+z4uo85AdF4t7YwSplFtn4c7HVlpogg6n+LiB+pMZ3sHOj8lsu0FDM6CdHwO20Rk04Psu08sDa772cMhKn8YofqzMyjkL5G8XqZscMR9Xdoi5h0upCt54Kz3R1nXI2z4V5E7EAf835I/1CdN7bLPAZRf6u24EinA9l6Dji7PExTve/R/XVmz1+g66ceZhLiJyDqbtYmXem0IVvPBrvdPfeEy/wbIjrWx/wjdN2C+m5KEAlInIqo/bHOtFsU00l7mDFE030Ic6TO7L4Dun9bZpKA5JkYdddpftLe7jK7UZ1Eky7zAYQ5VGd23QI9f3SZqPcpdT5G7Xc0vy3pNGf84y9kikWylkXSNElGozz8sQsZUlen+d744nP8Zcnb5G3VUC8eiXDJQZO58qijNb/1He2cdf/fyFsWWcsiZUZJxaI8ct6FDKrRF7HrFs7ngWVLyVlFBBAzTb5wyGF86TD9e7y2rZVzHvg7edsm5zJr4nEePf9C+lWVW2hLKbl6/lweW7XCZQpiZoSvHH4kn518mMZcsauF8x78B0WnzKxPJnjkvIvok0ppzG88M4dn1q4hYxWJCEE0EuFbRx3Dpw46WGMu3bmDC/55P5bjkLMVs09VikfOu5D6RJJ/x4QQb0gpD3k/vw/9VpKUjpoYZZbyFzoD1npk5h7dOfc4FN5SvwfUJJWD9FXq7q/EtJGdX0ddSC5TZsBag+z5q/76mYfVnZjsZRaBHLLzSrzVmaUsIjuuVK9HscwsrkBmHvAx74PiCg+zoJgd31BPEiVmAdn5zSDTeg+yj+rMnj+DtVZnyiyy8+vqKarEzEL6KlSTMqvMLLwJuSd9zD+CtcHzfhZAZtxxlm9IpNPtLgo5H/NVyM/1Me8Ee7NnnHnF7PQzOyF9g8u0PcwXIP+czuy+DextPmYPsuObup/dCl03+ZhZyM2DwiLdt+uXYO/wnHsOZDey8yofczt0/dJlOoBUzOxTUFzsY/5ULV4aswvZebXuZ22C7t/oTLKQfRhZeEf3Tf8InFb1e1D/lWlk+hofsxl6/uBhOso383dkcbnme+3CebTncmQt9VlmLYuOXI5rF87X/FbsauHPS94ma1k4UuJISday+MNbb7C2rVXz/e6zc0nn8yVmxirSls1yw/MLNL8lO7bzwLL3yFpFpDvKnGXx69dfZWNnh+Z71fxnSOfz5DzMXZkebnzxec1v8bYtPLZqhYcpyVkWt7yyiG1dXZrvt+Y+TVdBZ+7s6eHmRS9ofos2bywtCgC2VMybXnqelkyP5vuNZ+bQXSyQs8vMbV1d3PLqf68X1Id+YcBe795h+S0P2ce1IzL7OOULxGsGFDy9V6xV4FkoypaD3GO+Q4+5i1KIFT0XaXEZ4W14c5DTJ3E17rDXt9STicYPbh0gs2rbQnuZCkyZBWt1+efCm0BwGwqyajtCYz5BaJdLp1N9LiXmaxCyXYZ0t020l3mS8gLvMXsHONs8zEWVmTkfM/cvSgunxtyEtHd5mC9S8dxzc3zMZwj9PK1VSMczmeSfJ/wyzCGz/9IP5eeHMCUU39VuXNTCF/K5k0P6Flrl6/j8JBReV1ugJb8FIX4ABWTuWe3ICxs34Ph2IhwpeXHjem3xnr+umaJt4zdHOsxf16z97atbNocyF65fpx2b27yGvBXeznrB+jIzb1m8tX0b/v0SW0rmNa/Rjj2zdg05K/j9MIRg4Yby63fl86xo3RXwsxyHZ3zMp1avKi0KXosYBi9sWF/6uTWTYV1HR8Cv6DjMWb0ycHxP2Yd/YSBG+BcaEL49T88WkG4SvPEIEYNKW3ABZvi+qmJ6fidi6lio+ca1OybePdfdMP3nWokpneC5V2T6HmtDYjjKnJBzr2CB97OSr0Rt0/VajPDJUQTHyW6Y3piRiEHIHr26jPzjDO4pl82zuIhK4zTA8H8fKzEF2qVccZyRkHFW2qc2fOOKEb4oRhCGzjRD4kIApmFoW2PxSIRIiK8hBHGz/FoCiISej2J6LR4xMYxwZixiaj8bFZjRiH6e8YgZ6iuEIO7x9Y9FY/p+lzBNjJDPXSCIeZjRiEGl6817PnvaPvQLgzD3AXM/ghdfEpIX6L6pj6njAYtD1LPvFxkOkf5BpkgiUuf7mOeHTESAqAbTs39tjgURFkQMY14QPk7RCOaY8s/RiSCqQvySiNR5vkNhTAGRgRAZ6mFOInQiFUn3/fMOPYxpgDlMD5THDiP8q5hEJM/1HTqPwEKJAeZYRMRTTTg+JYQHEEckz9YPpc4NYUYgehDC8OyJx44l/CKNIVJn+sZ5DoFJmIgKVBvlvWbi0yowo4jE6T7mmSFM0w38ez6TxAkVblwiiORM/VBiNsHPMwrxk/TAf2JGhXEakDhFOzJrzFhtcgOIGhFmjh6jHTtl1OjQYDjAySNGl/5fCMHJI0cHJteYEWH2mHHasZmjx4QuIhI4aXg5DhONRJg2dHjIwhLhrLHjtWOzx4wLLBagnlhOGD6i9HMyGuWoIfti+l4/Holwzng9VnXW2PHEzLAEEMnUocNLP9fGExw8cFDgnBKmyccm7O//8z1mH/qFAUDU3w5GH3eSTKh/8eMRKd+kEzsOUuejLr6k8hc1iMa7tACoEALRcAcYjT7mSZA4Q2fGT4RE7wWdcJl1iIY7tQtPMe8E0eAyk+pvkjMhcarOTJwGydPc1+0dZwOi4bfahSaEgWi4C0SdzkycDfETdGbyTEicVD4XUQVGI6LhDh/TdJk1vnFeALFj9Pc9dR7Ep/qYfRD1t+l+Iuaee7XOrPoUIn6E7lv1CXfS9zL7Iepv8TETiPrfqIBziRmD6s8iYpN8zE+7i1OyzIwMRNT/XPczqhD1vy4zhTvO6isCQWpR/XmIHez69DL3QdT9xMesdcfe+zmm1DhrrkRER+u+NV9Ri702zn0RtT/0MRuh7mb3PUq5zDjUfBdhDvMxr4ToONcn4SYnDEX4gtQi0g/qfqI4XmbtdYjIYM33u8dMZVRjE6lolKRpkopGGd3UxDXH6skWg2tq+eHx04lHIqSiUVLRKPGIyU0nzKB/dbXme/3UaYxoaKTKwxzXty9XHX2c5je0voFrj5tWYlZFoyQiJr848RSaPMFfgB9PP5GhdfUac/9+/fnGkXrge1RTE9+ecoximi7TNLnt5JnUxvUbip+dcDL71NWVmEkzyqQBg/iyL/A9oV9/vnr4UcQ8zKRpcsdppwcyrX4541QG1dSWXjdpmhw6aHAg8L0n7SORlQS9qZgvgrMDogcHLjrN19oIhZfBqHNTO8O3mKQsQP4FcFogdkggM0RnrlfBVKNeLUoVtkQU8zlw2iB2KMIcHuqnmM1QeF0tUP67Ro2Zh/xCcDrUHau5326Ya6CwGIy+ED82NP1WMXMuMw2xIxHmkMrM4ioovglGf4gfE5p+q5hZyC0A2Q3xKYEJR2cuVzGUyECITanMdHrUOGUG4kcjIgN3w1wKxXchMthNaw3bOnGD5fmFKs4UP6Zi+q1iLlHxo8gQ9T5V2GaRTpfax5dF9b5HwnupSCnVeVsrILKvmypbiZl2mbb6fkSadsN8S8XOIsMgdljFO3npdLjxBqmujUopvW5655q2VkY2NnHooMEVmW3ZDAvWr0MA04YNr5hpI6XktS2bWdvexuimPkweOKgic1cmw8L1zZiGwbRhwwMTeK85bsro+o52xvXpy0EDBlZktvT0sHDDOqJGxGWGb786UvLSpg1sTqcZ37dfxfRbgB3d3Ty3YR0J02TasBGh6bcAtuPw0qaNbE53MrH/ACZWSL99P/ugWUkfmYVhr+21vbbXPur2QReGj47ATUqwlqu7e3P/indP4N69Fd9SWzDRAyrfPUmpsoCcXRCdWPHuSTE71Z2eUQ/mxPdhvqeeGKIHVhQvKWaHy2xS2oTdMYtLQHa6++bh4iXFbFN3zUZfMMd9QOYkhFFTmWm3qnMy+qlYQEWmo85HdrvM6lA/xWxR770xABEdU9lP2lB8W2VXRSdpupUgc4f6jhiDEdFR78N8C2QeYgcjwmJIJeZ29+5+n90/UUrLZRYgNrniU6pibnXv7vfd/ROlLLpMy2VWSloAaW0Gew1Ehgb0C14r2DZvbN2CBCYPHLRbkdXGzg7WtrcxvL6R/eorf4/zlsUb27YigMmDBgfiE15b39HOuo52RjU2sU9tXUW/vGWxeNsWIsJg8sBBoTGCXmtub2NDZwejG/swuLbytZGziizeupVYJMLBAwftNti8tq2VjelOxjb1ZWBN5WsjWyyyeNsW4hGTyQMHEdkNc3VrK5u7OhnXpy8Dqisz94R9JBYGae9Ctl8K9gbABJlHpj6JqPlmYJJyeu6FrpvdrBJH7fk33h24WKS93WVuASIgi8iqyzBqvhJ4faf799B9a5lp9IWGPwa2X6S9Fdl2idruwgBZQFZ/AaP6CyHMO1Sueok5ABr/GFA/S2ujGqezy2UWkdVfxaj+tO4nJbL7FpWrLmKADZF91Dh9WyXSWodsuxRke5lZ8y2Mqk8EmV0/hcyf3ewiSwWyG/4QUCpLa43L7AIESAtZczVG1fkhzB9C5h9udpiNNEciGn8XWJhlcYUrbOwpM2u/j5E628d0kOnrIPuQy7SQ0bFKiGfU+ZhLke2fcVOQhXr9uh9iJGf5mDYy/T2VWizi6j2KTlSxJd+CJwvvINsvp5wy6yBrb8JIzvAxLWTnt1V6bS8zNkmJAH0Lniws9ggwASTU/TwoqpQFpZ/JL3DPvYiMHarEkr4F7+VNG/n8U49paaO3nzKLY/cbqvnlLYsrnn6CFzZsIBYxKNg2R+87lNtPmRlYSF7YsJ4vzXm8FNY2hOCOU0/nqCF6tYGcVeQLTz7Oy5s3lZjHDx3OLSefFlhInl3XzFeefkJd21JlC/125mwOG6xXG8gUi3z2iUd4Y9tWokaEgm0xY8Qobj7plMCk//SaVVw592mVnSRV8Pp3s87g4IH69daVz3P5E4/wzo7tJeZpo8Zw0wkzApP+4ytX8J35zxAxBFJC3DT5w+lncoBv6ymdz/Hpxx5mactOooY69zPHjueH006smFn1n9pHIvgsO65Qufgy6048Bcj+NSjIKiyGrp+jBE7dal/a2YpsuxT/lpts/wJYzS6zW/1Nzx+ROZ8gK78Ium/TmfYmZPtnQpiXq8VLZlxmAbrvRPoFWfmF0HOnj7ke2f5Z3U9KNTH2CsJ6x9n9K2T+Ff1Nyj8DPfeo15Td6rysZmT7F4PMtkvB2aozu25W5SS8lnsSMn9zmV30aiJkx5d9TFupw50dahKX3UAOun6MLL6r+2b/CZkHy+MkC9ZyVxzoZVouc6fOTF+PLOr53zJznyv4K5T9ikvVJKwxXRW7s8vDzELnd1W8x+vbc29ZcyG7XOY7yM7v+phZZPslapGV3eXPs/ObSqimMX8Hubk6s/AGMv0D3c/pdhevTg+zB9nxVfUE4/Xt/rUbM8h7mK8h0zdqfp25HJc9/gjpfJ7uQqH073NPPhoQZN388ou8sGEDeduiq1Agb9u8uHE9P/WJvHZlMnzuyUfp8vDS+TyfefwROnK69udHLzzHy5s3asyFG9Zx6yu6sHB7dxdfmvM4PcWiYhYLdORzXPrYQ3TldU3N9c/N5/WtW8hZFl2FPHnb5pnmNfzm9Vc1v83pTr7+zBwyHmZ7LsunHv0nmaKuRfjegrm8tX2bxnxqzSr+8JZ+bTS3t/Ht+f8iYxXV+RcLtGYzXPzIgwEdxjfnPs2SHdtdpjr3R1cu5y9L3ua/Zf/1hUEIsV4I8a4Q4m0hRCAwIJT9SgixRgixRAhxcBjnf2rS3q62RvAJaWQWmblXP5T5C0FBlgTZprZNeo9YG13Rl18fkVUTgsb8M0HRnKPEWNYKD3MNWBsrMP+kM3vuJSiac8DaoE9Q1nI1MYYxM38OMgPjtMFaqbYZeq34jvuk4I9N5ZAZn+q75+4QpgXFJUh7Z/lQYbF7V+9nFtSk7bVM2DgtNZk57Z4/fZlQcR0FZOYfPuY9Icwi5F9QgeZeyz9PuAjRQmYf9DH/TFAwWFC1qLxitJwbyA2YrWp7acy/hDNzT6pto9I45xKeruoERYiZvxN8n/JKJe1hzFmzKnScUkqeXKUvtP94713ytv4+5W2b+5fqi/yTq1fghIY4JU+tXqW9xj+XLS2Vzei1nGXxt/eWaMceW7kiIITrNa/IzHIcHl25gkII88/v6hPuQ8uXYTtBLZSUMH/d2vI5WhZPr1kTyvzTkre0Yw8uW4oVwrQcyXMe0Vx3ocDC9esp+nyzlsXdb78Zep57wv5vPTEcL6U8qELQ4xRglPvvcuA3e/SVZXdlEY/T6fs5bMIDtV3iUU/LrspM6VMpeicrzSK6ItvZDdPPcIJKSED9vcZMU/Ejdto+OFM790pMGWTKMMV5JWbYI7HjlmvwHqrAxHDr/fT6dVbwc9RCr42zO9wVw12wvOMM+35Ywc+oIhM01bxMgwyqf6EY/ExKJTv8ZoN3YXC6CF/ACiHjrMQs4L2Z6sznApMTqJhDZ05frMIUvaAmM+9ik87nKdrBcRZsm858melIGVhoSq9V1FXwHblcYGIGsGxHG6fl2KETM0BPQWe257Kh525LnZm3LWQFMVq3n5nNhr6+Ix06PU822WIxXKsIdBXCbnz2jP1v2EqaDfxJKnsFqBdCVM4p/HctMpRwZWtUCYG8Fj+RoNAJddFFPVUkzVGEv3Uxl/FBmLabk947nHGEK7TjrrjIY4kTCQqdQG1+egQ/0Ykgwy6oRAVm2PtkuOfbyzxIn4RKloS4jxmfRrhaN67SInstNhlkSJkLkUTET/L96fGEhsaMGpVmWmIeVmGcKYRfwxE/llBVr9GkAuYl5uHhk7hIIeLH+5hHE/odiQxWSQ0l5pGELjYihUhM1Y/FjghnmiN00VzsyHA/koEii8QOJXRRNidoKcBThuwXEJgBJMwoR++npz8fMjA8zdifXjplyH7EzeD3IxaJcMy+Q0s/RwyDif2CKZ8CAnGDY/cbSiqEaRiCKfuWx5kwo4xuDCagCOCoIfr5TN1vWIWKq2jMmlicISEBcQM42secNmx4KNORkqP2KcdX+qRS9EsFEyYiQjB1v2GB43vK/m8sDBJ4RgjxhhDi8pDfDwa8m6mb3WN7xIQwofaHqMm593Tjqvx11WW6b+psVyXdO5EL9f8139SyboSIQe0PfMwERPohqj7lY54PkUFBZu3V2sUsRAJqrg1hDkCkLvQxP+Eqr3uZBpCEmu9rmSfCqIKaq9XvShd/AiKDEUldpSyqLlFBcY2ZgNofaFoGYdRCzZWuXy8zCeZ+AfWvqP6smlxLi5hiirof6oJBoxGqv4yukk5CZIQS+GnML6rMrhIz4jJ/pAsGI/2g+nM6UyQhOjawKIrqr7qTtZeZdJkecV9kMKQu9inZk0rBHp/uY34DRC3lxbYC09zPFVX6mNGDg4LBmquUCLDENNXiWXuD7hcdBckzXBFa78EUxI90FxfP4drv+phRtSjVXa/57d+vP6eMHK1NuikzyvFDh3HwAD0Ae93UaVRFY6WFJGoYVEVjXHecHvieNGBgYIJMRaPMGDEqUCb7h9NOIBWNlpixSISqWIxrfaK5wwfvw5R999WYSTPKGWPGBUpa/3j6SaSi0VKgOWZEqInHufoYXTR3zH5DOXTQYJK+cz9vwkSG1ZfLqAshuHH6SSTNaEn9HItEqIkn+PYUfUGeNmw4B/YfQNITjE+aUS4+8GAtM0oIwU9OmEHSNEvq53gkQl0iwdePrKTu/8/tv65jEEIMklJuFUL0A+YCV0gpn/f8/kngRinli+7P84FvSSnf8HEuR201se+++07esGHDvzUOWVyhYgrWFiV0Sp0fmrYpZQ6ZeQjy/1LK39RFiNjkCsxlLnObEhClzgtNsVQ19B9URdCMPojUJwMlosvMJarSqbNTCeGS54amWKoa+g+owKHRD1H1SYT3CcTrW3hbxRScXapEdPJs/Q6zxOxW++/558AciEhdjIiODyGqQL3M/FVtTcRnIFJnhqZYSieNzPwd8i+BOdhljg0hgiy8pqrTyk6In4pIzQ5NsZROBzLzN8i/Aua+LjM8vVTmX1avL7sQiZmQnBXeh8NpU69deA3M4er9NEeEEEHmX1SxD5lRJSYSs8L7cNitKm5VeEPd1VddHJoKKqWEwvPqvZd5RPJ0SJwW3ofDbkFm/qRKw5ujXWawX4iUUvUAyT6A6scwGxKnhPfhsLer70dhCUTHqvczpF+IlJJnmtfwwNL3kEjOHjeBk0eODs2M2dqV5p633+K9lh1M6NuPTx10MINrgtebIyX/WruaB5e9h0Bw7oT9OWn4yNCU5i3pNHe//QbLdrVwQL8BfOqgSaFpm7bjMGfNKh5avgzTMPjYhP2ZPmxEKHNjZwd3v/UmK9t2MWnAQC4+cJJWcrvXLMfhydUreXjFMuIRk/MmTOT4ocNCmes72rn77TdZ09bK5IGD+cSBB9E35K6/aNs8vmoFj61cQTJqcsH+BwYyvHptbVsrd7/9Js0d7Rw+eB8umnhQQMn9Qex/pcBNCHEd0C2lvNlz7E5goZTy7+7PK4GpUspt4ZS9Are9ttf22l77n9j/in4MQogqIURN7/8DJwHv+dweAz7pZicdAXTublH4T83bW+D9/D7oormnmVLK/+fMD+b3UWfu6e/H/1tmpWyevcz//4378M8AACAASURBVJj/qf23BW79gYfdxy0T+JuU8mkhxOcApJS/BZ4CTgXWoDqQXLKnByGlrfK1M/eC7EKaoxA11wQKtIG7PZS+zu1lkECmznGFcAkf00J23ar0ELIbaY5F1F4T6EymmEuQndephj0iiUx+DFFzZWBLQ8oCsusWyP5NpdOa4xG11waKvgHIwlvI9PUqJVWkkMkLEDVfC2xpKObNkL3fZe6PqPs+InpACPN1lRNvrUSKakh9AlF9RWBLQ8ocMn2TEoSRQ0YPRNReF7rtJPMvI9M/BHs1UtRA6mJE9RcDWxrSySC7fgLZh4ECMnqwywyqmmX+RZfZjBR1UHUpouqzgZpB0ulGdv3Y7V9RREYnI+quD1Ugy/xCZPrHSg8i6qHqM4iqywJbBdLpUq+dexKwkLHDELU/CN0icrJzofsmsDciRQNUf15t0wSYHcj0DZB7GrCRsaPUuYdsETnZp13mFqTRBFVfRKQuDGG2ITt/4DY6cpCxo9W5h7R/fWzlcn666AW2dnXRN1XF1444ivP3D34/WjI9XLtgHvPXNZeqgN5w/PTQ7Zx/Ll/KzYteZEdPN/2rqvnGkVMCFUZB1Qq6ZuE8FqxrRgjBtKHDueH4E+hbFdx6ue+9Jdzy6iJ29vQwqLqGb045JlBdFdQ21jUL5vH8hvUIIThp+Eiunzo9sPUipeSv777Dr157mV2ZDINrarlqyrGcNjr4ndvU2ck1C+fx4sYNRNxqr9cdN42GZDLAvOftN/n14ldpy2bZt7aO7xx9HDNGBrc613e0870F83hl8yZMw+C0UWP4/nHHB+o6SSn53ZuLufON12jP5RhaX893j5nK9GHhW517wj4StZKc9A9cUZQ3rS6h2nB6qmJKewty12m+FL44xI/CaLhTZ3ZeDdknQpgPaJOZtDYgW2f7mAmIT8Vo+JXO7LjSbfDiZSYRfR7S9rultQa562z03HuVaWTU/0xntl/hNmPxMEUK0fSYNvHI4nJk63mB8yF5OkadXr3Tabs8qBMQKUSfJ7XCd7L4LrL1wsD5kDoHo1bvEOa0Xew2Q/JkJ4lqRJ85mvJaFt5UIrMA8yKMWr3jmtN6gath6WUKEDWIvs9oKmmZf1UJwrT3KAmpSzUlu5RStcG0VlJWKQsQtYi+c7XyJTL/gisO9I2z+osY1Zf7mLPAWudhGiDqEH3nazErmXsW2fHVILPmaxiepAcpbeSuU8HeRDlt1VAxsz7ztPjSU6tXcuXcp0sdxwCSpsl3j5nKxyeW42BF2+aEP9/Ntq40ljtnRISgb1UVCz75aU3R/PCKZXz32bkaM2Ga3HD8CZw9bkLpWN6ymPanP7KzpxvbZZpCMKC6hvmfvFQrY3Hfe0u44fkFpQ5uvcyfnjCDmaPLMatsscjUe/9AazZTurs2DYN9amuZe9Elmvr43nfe5KcvvRBg3jrjNE4cUb556C4UOP7e39Oey5WYUcNgaH0Dcy68WIux3PnGa/zq1ZcDzN+cejrHDS1nEXXmchz/pz+Qzuc9zAijm5p47PyLtIX+V68u4s43Xg8w/zDrTI4cErx52J39r9hK+t9g0umCzAMEhUF5ZPcdum/PvSFpk3nIL1KithKzvUIXtQKy57c+5h9B+vONcyowaJd3zKTd4t4xhjF/pzO7f0dQlJSD3BzFKTG3qiqgfqYsqHFpzN7+wD5m9lFVk6nXz9oQLh6TRRU09x7quj1knFnI3K8Jx2RxtdtS1ff6sqACx9o4bwueD1nI/FlVZy0xl7rd7LxMCTIfEM3J7luCTJmFzB+19qsU3wK7Gb3bWy9TF6PJrhAmWej5rdZ+lcKrSpmuMR2QuUCXPdn9i3Bm96/1raXCi66w0Zuq7ICTAV+nuZtfflGbwEHpDW7xKYoXrG+mLZspLQqgup115fP8a+1qzffnIcycZfGLl1/Sjj3TvIZ0PldaFAAsKWnPZbUObgC/fOUlbWLsZf7cx3xqzSp6CgVty8VyHFp6enh+4/rSMSklt/om8F7mzS+/qB17dOVyMsWixiw6Dlu70ry8uTwv2I7DHa+/WmGcOvOhFUvJuS1Ny0ybdR3tvLFta+lYwba5683F4cxX9HPfk/ahXxiwt1UQjklViMxrxeWECoNEDGxPC0F7M+EduhzwlVtQk1NY7nsMrPUe5gbCu6jZqr+zxlxBqOZBxN27xF6/9YR3PLPUFpR2aFUFZtStB9Xr11zh3Itue1Lv0NcQnqNvqs+l5Ndc4TMqBJnWmhA/QBjgWRSxmgn/eufdz9k7znUhfqhEda9oz1pHuKI4p6nYFXN9BWYBTdxnN0NovCDrPpl4zFcio8zs0Z9IrXWEazgySEufxLekwwWDrdmM1nZzbXtbYLIH6CkWWdumCwb9fZB7bXt3l7aX3tzeRk8xOM6sZbG2vcy0HYeWTLgQb0uXPv5VrbtCBXYF29bGmbWsQImMXtuU1sWRK3e1BCZmUCplL1P1eg4TK8IGX7/pZS0toe+nlFI79/ZstmJcYV17W+jxPWEf/oUhMohwkZcA07c/GZ1AqCBLFlTXthJzSIULz9AFZuB2aQvrPZwHb9OUyNCQJwtQncQm6Iei4wkVZMk8RDxCGnN4yBMQajymb783Oo7Qr4MsqGJ6pT8dUeHcoxDzpcuaYwgVT0lL9VHQmGGfUQx8DXC0DnUaU0LEI0YzRxKuKE4EmZEKVU9FRPW68DJDLel+Jt5xVqh6KuK6wM0cpRa1MKbpZ1boo1FqmuQZZ9jiLVKBPiRD6sKrnvZJVWlbOaMb+5AIqaRaFY0yqkkXilWqejqoplbbIult5uO3pGlq4rOIYdA/JOYABARl4/r0DWXGIhFGeZhJ06SuQo+G/Xzvyfi+/TQNQ3lcgtEebURNLE4yGh62HVavF3jcv19/TcPQawKhjbMxmQxtfwowMkSgt6fsQ78wCKMaUh8n2GIyjvBVLRVVF4fcYceVRsFTCVUY9ZA8qwLz8z7mpSFMFQ8QkbKaU0T6QHIWYf2dRdVnfMzLQ54uVDzAW05cRAa46m4/M6YEbRrz8wTV1ElInqtVGBXmvq5S2MsUapwpvbqqqP5S8LXdeIB371yYI90Oat7X72V+3Me8IuR8klB1iZYgIKLjIHqgj2m4TJ+4r+ar4eOsulxPEIgeANEx6ApxA0QCkTzLN86vhzP9gffoISHqfAOMKoSvYqsoCQv9zC/rwefYUa6o0juZRdQC4usG+O2jjglM+AnT5EqfeOq4ocPoV1WtqZ9NIahPJDlphB5Y/VYF5jeP0jujnTB8JI3JpFbJNGoY9ElVcfwwfWG98sijQ5nfmqKLAE8ZOZraeFxrhRk1DAbW1HKMRyMghODrR04JTM5hzNPHjKM6FtNiCVEjwtC6eg73KK8jhsGXDzsylHml79zPHDueVDSqjTPmxhgmDSjfNEUjEb546OGhTH+nuT1pkeuuu+6/Bv9v2V133XXd5ZeHiagrWGyKuoMqrgQKqh9D/S8QMT3zQhg1SsFqN4O9XSlCUxch6q4NCoPix4IQLtNSfRvqfxnIzBFGHcSPA2ut2vcVNVB1MaL26hDmVFQxvFUucxKi/tZgi0ejQZVcsFar/hKiDqovdbOnfGt9fDpQdIv+2RCdjKi/DRHVLzwRaVITirVK1ScSdVD9GTfTycdMnKi2LnoLCcYOV0zfHa2I9FUTfnGlYhqNUPVZRPWXgsKgxAyQ3ep9QqpuZw23I8zBPuYAVUKjuFyJ64w+arKt+myQmTwFZKfLRHV6a7hDW5AVc5BaRKwVLrMvVH8FUXWpr62pUBOr0+7GGlDd1up/Hei4Jswh6smkuEyNwegP1V9XgskAc6YSH9rrAKE6ozX8GhFp9DH3U73Bi8vUdpQxEGq+hVHl699dYu50t7QMJWxsuD3Q32NEYyOjGptY2rKTrnyewTW1XHPsVM7yZRAZQnD66LFs6+5ifWcHESGYMWIUd5x2eqCT2eimPgyta2Bpyw66CwWG1NXx/eOmMcuXQRQxDGaNHse2ri7Wd3QQjRicOnI0vz51FlW+Tmbj+/Zjn9o6lrXspKdQYL/6em44/gRm+BYl0zCYNXosW9JpNnR2EIuoXtO3nzKLpO9JYmL/AQyoqmFpyw4yxSLDGhr58bQTmebL9olGIswcNYbN6U42pTuJRUxmjxnLLSfPDCxWBw0YSFMqxbKWFrLFIiMbm7hp+oyAcC1umpw2agzrOzvYnO4kYZqcNW48v5hxKjEfc/LAQdQlEixr2UnOshjd1IefnXjyvx14Brj++uu3XXfddXe9n99HIitpr+21vbbX9trerKS9ttf22l7ba/9D+0h0cANUl6zM3WBvhdjRiKqLQltxSqdHpTPm54LRgEh9AhE/qgLzLdVzwNmuthRSF4W24lQ1iP4K+WfLtZLih1dgvq76Lzg71ZZC6sLwmk5OWtXhyT/n1kq6GBELvxGQ+VdVTSenFeLTEamPV6jp1KFSTgsvgDEQUXUJInZQCBFk/iX1+k47xE90a0+F1XRqc5kvqeJ9VZeEiusU8wVkz1/UNklihqo9FdI2U9UguhcKr0BkiNry8Qfowa0XtFDVVZI9qlZQ6tzwmk72TrcG0auqvWXVpSpOEcqcX6qVRGImInVOeP0lezuy5x4ovqHqL6U+HdgWLDOf0WslJc+swNymvnPFt8AcpcYZEhR3pGTO6lX8Y+m7WI7NmeMmcObY8aHtKDenO/n9m4t5d+cOxjT14bKDD2F4Q/DacKTk8VUrtFpJs8eMC21HuaGjg9+/tZilLTuZ0Lcfl006JLS9p+04PLZyBQ8uV7WSzhm/P6ePGRtaf2ldRzu/f3Mxy3e1cEC//lx28CGhgW7LcXhkxTIeWr6UiGFw3oSJnDpqTChzbVsrv3tzMavbWjmw/0A+ffDk0JpORdvmoRXL3FpJEc6bcACnjBwVWitpVesufv/mYta2t3HwwEF8etLkUBFg3rJ4cPlSHl+5nEQ0ysf3P4ATK9SJWr6rhT+8uZh1He0cOmgfLp10cGhNpz1lH4mtJCf7BHRejcqpl0AMjDpE06Nai0npZJCtZ7qplG6+uEhC1RUY1XolVifzT0hf72HG1ULS51EVAygxu5XAzd5JOac/CTVXBlphOj33QdeN7mu7zEgfNU7P4iCdTuSu2W6vgjwqUJuAmqsxUuf5mPdC1y8oi+HcKrBNj+jiKafNZXaUmcSh9gcYqTN0Zvdd0P1rH3MQoukhTTwl7V3I1tPdHgqFMrPuRozkaT7mbdD9e51p7odoelArpCft7WqcssdlGkBMxYx8ZdSd9M2Q/TPlpkYJMEcimu7TJl0lbDzDTfkslpkNv0LEp/qYPyqpyJWpiq2i8a+aQlwJG892/XqZcUTDbwI3Gk7ntZB7tMwUSdUXvPFeLQ4lrbXI1nNR/RwsVGZaDNH4+4Di/spn5vD02tWlDmNJM8ohgwZx9+yztQlyxa4Wzn3gPvK2heU4RIQgFonwlzPPZZKvbeUVc55gwbrmUjpo0oxy1JAh3DXzDG0yW7pzB+f98x8ULAtLSkwhiJkmfz/7PCZ6qqZKKfnck4/y4saNZF1myowydegwbjtlpsZ8e/s2Lnr4AfKWhS0lpmEQj0S4/9wLGNenr8a89LGHeG3L5lKKacqMMmPkKH5+0ina+by+dTOfeuSf5G0bR0qihkHcNHnoYx/XMn4cKbnooQd4Z8c2jXn6mLH8eLpeFn7Rpo185vGHKdg2tstMmlEePv9CrRKr5Thc8M9/sKxlp8Y8d8L+fN9Xhfa59ev4/FOPUfCMMxWN8fgFF+2273WY7d1Kck3KIqSvozzZgmpY0oHs0WMwMvuAviiog9B9K9LT+EXKAnT90MfMg9MWFI5l/uZbFACy0PUzXeQls9B9o/qdl2nvUneyXmbPn9wezr1MqcbZ9WOtO5h0ulX/ak0hnQN7R1A41vMHN2ffwyQHXT/QRF7S6XRblfqZW1XbTY35G3eh6f17l5m+ThN5SbsVuu8MMq2NbstND7P7dkrtWQGlvcgh09cgPemp0t7ulkDxM9cGRF6y6xaXWe65DDlk5zVa3r20NkHmPh/T1RvkfS1du25WwXSNmXXH6WU2qzIgXqbMQvE9V7HuOZy+yV0Qe987WzE7r9X8lu9q4ak1q7S2k1mryBtbt/LSRr0q8Q3PL6CnWCg1jbGlJGtZXLNgnub3zo7tPLturaYRyFpFXt68ide3btF8r3vuWTLFYkkMZ0lJpljkuoXzNb/F27bw0qbyogCqyc+C9c0s2aG3IL1mwTwyxWJJDGc5Dj3FIjc896zm99Kmjby+dYumO8hYReasWcXylp2a7/eenUfWIzIrOg49hQI/emGh5rdw/TqW7NweYD6ycjlr28qNpKSUfPfZuWTdxauX2V0scNOLz2vMuc1rWO7TR2SsIve9t4SNHs2DlJKrXRW5d5xd+Tw3L9JFc3vSPvQLA/YGwrtZFd1etx7LP0tQWYqb0eRpIegTCZWtEMKcT2iLSWFCcalnOMsJ1SaQh9yzvkPPElQpo/7eK4YrvldBjJZ3GR7LLUBX3/aa1EVlxbcrMHPuuXpf5jkqvvdeAVjxzQpCvCzSP878C+FMJ6ML8QqLCd8pzSL9n1HhJULFfU6HqyDuHefrStvgN5kJ9OWm8Eo4096uspRKfq8RqvUgg8zrkwnF1wgVDNrrkU5ZAPbq5k2hRdkyVpEXN+kLg1dl67Xlu1q0DmOvbN4Y2sUsWyyyyMd8a3t4Dcy3t2/TxvXK5k1kQwRuBdtmkU9RvMw3qVca/6JNGwN9mHsZizaXBYI5q0hziEBMAq9t2awde2Hj+lAmEl72MLsK+YDgDtQTxytbdHHic+vXhTINYfCq5/V3ZTK0ZYPiPgcZ+Cz3pH34FwZRW0E8hS5eArepTIUWk97Ygaj7N5h9wv2krTON+t0wfUKWkNiIYlpBZpjqOmxcH5Qp6gnvNCdCmA0hfi7TK/Iy6gmd8DDc5kH4fMPMBm8sxmgI/yiJBN9PEdxTVubowjFRT/glY4ace3BP2YWgNfox6sMXG6Ih46zENLWFtT6RCI0lxCMRmpJ6IbnqaNiCrNIpvTn29YkkMSM4zrhp0uhjVoUIzNTxmLY9VBdPEI8EF+9YxKQhUX6PDCFCxXUA1b601sZkkngkOM5oJEKjh2kakdD3CJRQTWemQrvXRQyhjTMeMUPjGGHMPqlU6OsbQtCQKMfAUtFouNgeKgr09oR96BcGEekH0UkE7x6TSnzm9U19kqDIy52cPEphYe7jKoV9TJFEpPzCsYsJipIMMIeAWQ5ECnO4q5b1f6mTwa5wVZcQFNdFVDMYb5VPcwwYgwl+zElE1SeDzECg14To/npFzugB7iToZ4YI3KouDWfGJut5/9HJ7uTsv6hiiNQFwXEGzj0KsaP0wH/scFQHMz8zGmCSChtnDOLT9CB9/GjCW5WaiOS5PuanQsYZg8TJevOhSq1KiaiOghrzkwS/S3ElbPTEN04cPjJ0gjKECFQj/cQBBwUm3XgkwsfGT9Qm8VNGjg5daAWCmb5qpBdOPIhEJCjIumCinnQwa/TY0ECrEHDqKM+1IQQfmzAxsIgkTJNPHKBXHp49ZlzFcz/JUxjPNAzOGjc+sIgkTJOLD9SZZ48bHxpgjxgG04eX9UC92oSYj5k0TS496GDt2LnjJ4YuDNGIwbGelp1VsRgnDB8Ryvz0pPAGYnvCPvQLA4BouNUtg5Bw77riUH0Z+PoJi9hBUPtdIKnEbSKpMlQa/hj4Aov6O5TYiITyJQ5VX0AkjvcxD4Oab3r8VMtK0fC7ILPhTre/svv6JKDmK4i4rkIV8aOh5svqNUWN8jdHIxr0An5CCETj71WLTI35zUCwUiSmQ9XnXKbrZ45D1N8eZDbcrUpviGT5nGq/G+xKFz9ZTbqlcapyFKL+lz6mgWi8V5UaEanye1/7g2Ap78RsSF0ExDzMAxG+qrJCmIppDPIwq6DuxkAWj0idC8nzPOOMq8Wr7kYfM4Zo/JMSlmnMm4PivtRFkDzTM844xA5D1F7vY8YRjfeo3tIlZo0SNvpKZIuqS111vIcZPwpR+z3NryoW409nnEPfVIqqaJTqWIy6eJzfnDab/tV6JssXDzuCU0aOJh6JUBOLEY9EmDp0GN85Wm9FWRuPc8/ss2lMJqmKxqiKxqhPJPj9rDMCTwxfO+IoThwxosSMRSJMHzYioNRtSCb5w+ln0pBIlJiNiSR3zz4rUHr6qinHcvzQYdo4Tx45ii8dppfO71tVxW9nzqYuHqc6FqMqGqVPKsW9s88OiOauOfZ4jt53qDbOWaPHcvlk/doYVFPLr0+dRU0sTnVUMftVVfHnM88l4SuVccPxJ3DkPvsSj5gl5lnjJnCxb2HYr76eX550KtWxWGmcA6ur+etZHwssAjdOP4lDBw0uMeORCOfvfwAXhJRG31P2kchK6jVpNatAcHScVuYh4OdkwHpP3cWaY0LvasrMNWC3QnS81hc6yOxWMQWjQaUZ7o5ZXK0CwdEJoWmlQWZjxdaW4KZDWqvUnnl0/9C00jIzreIdkabQNEiduUIFbc39Q1uFlpmdLrOfejLaLXO5CrBGJ4amlZaZ7UpRHRkQ2gtBZy5TGUfRA0JbhZaZbVBcpTKsQnoh6Mz3VHZQ9MDQtNKSr92qYlKRwVpZlSDTcZkFd5y7Y7aoIHpkn9AWnL1mOw7v7tyB5Tgc2H+AVvvIbzu6u2lub2Pf+vrQdE0vc8mO7ThIDuw/sOJ2DOAqmtsZWt/AwJrK14blMgVwQP8BoXfnvba1K82Gjg6GNzQGFjmvFW2bd3ZsxzQMJvbrv1vmlnSajZ0djGxsCu0D0WsF2+adHduIGREm9h9QcdsIVP+GzelORjY1hbb17LW8ZfHOju0kTJP9+/XfLXNDRwdbu9KMburzP2rrCR88K+kjtTDstb221/baR9k+6MLw0RG4STcTx26B2CREdGJlX2sN5BeBUadqzFS4w5YyB7n5Sk8QOyS0g1nJt7hKZaoYDUpkVuEOW8qsy2xTWw/RsaF+irkcCq+rwHFieqgYDNwnoPw89cQQO3L3TxfFpaphjtHHZYbfYUunW2UhOZ1qO2N3TxfFd1W/hUg/tW9f4W5YMeeC0w3xoxHe6rNePylVh73iEoj0h/jxu2GmITdPPTHEj634JKCYb6nGPpFBSlwYmn2lhIDk5gM5iB1b8UlAMRer2kaRfVQxxtDy4u7TSm4+UFR+kcHhflLy6pbNLN/Vwn519Ry739CKd+27MhnmN6/BkpJpQ4dXvGt3pOTlzRtZ1drKsPoGjtl3v4p32C09PcxbtxYpJdOHjah41+5IyUsbN7CmvY2RDY1M2Xe/infDO7q7mb9uLUIIThg2ouJdu+04vLhxA80d7YxuauLIffatyNzW1cWz65uJCMEJw0fSp8Idtu04PLdhPRs6Oxjb1Icj9hlS8Wl+S1eaBeuaiUYinDh8RGALrdcsx+G59evYmO5kQt9+HDpocEXm5nQnC9avIx6JcNKIkdQnwq/hom2zcP06NnelmdivP5MHDtrtrsN/ah+JJwZprUG2XgTkUSWjIxA/ElF/uy5KklK19cy6TVfc34mG3yNieqBHFlcg2z4BWC7TUBd0/S26KElKZPo7kH0KleUSBQSi8Z6AAlgWlyLbLgbsMjNxEqLup1ohOykdZOc3ITfXw4wgGv8UWJxk4R1k+yUorYPLTJ6GqP2x9sWS0kZ2fMVNB7VdZhTR+JeAWlcWFquOZ1JSynpKno2o/b6PWUR2fEktiLKXGUc0/VXrSAcg868gOz7nJie5zNTHETVX+ZgFZPtnofBmeZwiiWj8e2CfX+ZfdLuoCQ/zUxi139D9ZB7Z9mmw3i2PU1QhGu8LbNXI3AL1PgkD1UdBQvVnMaq/5GNmVac5a6WbhRUFUYto+kegiJ+TfQY6v+Eypcu8Quv0BtBTKPDxh+5nbXsbluMQNQwakykeOPf8gAr28ZUr+Na8pzGEQKK+h9886hgu9QUs0/k8F/zzH2zs7KDoMvtWVfHAORcEtiseXPYe1yyYV5qMHSn53jFTufAAXR3fmcvxsQfvY2tXmqLtEI2o6qb3n3NeYOL727vvcMPzCzTmD6ZO59wJ+o1baybDxx68j5093SXmkNo67jvn/EARv3vefpObXnpexcNc5k9OmBEIvLf09HDug3+nNZOh6DiYhsHwhkb+dtbHAtlOd77xGre8sshlChwp+cVJJ3PKKD3wvr27i3MfuI+OXLbEHNPUh7+ceW6giN9tr73MHa+/ihACQyjmbSfPZPpw/drYkk5zzgN/p7tQoOjYmIbB/v36c+/ss7XOeR/E9grcPCbbrwDZTlktm1Vd2XydvMg/C7lHULqDvPKXPcj2z+uCLCmRHV9U+eglZg7yz5cXlRLzacjOUb+n4DK7ke2f07puSekg2z8PMu1jzoXcEzoz95h6AtCYaXecHvGUtN3JtltnZp+C/L/09yjzoLsoZD3MDmTHF3zMIrL9Cy4vU36vsg+73eK8zL9D/mVXvNXLbEe2f1n3kwVkxxfUXb3GvA8Keicx2XOP2wLUw3Ta1GStMbNqUSLrY/4JWXhd9+2+Sz2BeMfp7EJ2+hYQp7vcWlNm3Pc/D913IQvv+Ji/dqugZjzMncjOb/mYndB5peLIrId5u3oi9NjPX36Jla27yBSLFGybnmKRrV1prpr3jOa3K5Ph2/P+Rd62yVoWOcsib9vcvOhFTZAF8JMXn2Ot2zCnl7k5neZ7C3TB3vbuLq5ZMK/EzLrMH76wUBNkAfzg+QWs72hXTEcxN3S0c71PjLaps5Mbnl8YYF67cH6g2c+1C+ezKd2pMde2t/Njnxitub2Nm156gbxtk/Mwr5r3DC2ZHs33O/OfYWs6XTr3TLHIqtZd3LzoBc1vxa4Wbn31ZQ+zSN62+PozT9ORy2q+V859mm3dXRpz1pBs/wAAIABJREFUWctObn1V/x4v2bGd3y5+rcTMFIvkLIsrnn4i0EDoq/96kl2ZHnqKhRLzne3buWPxq/y37EO/MEhrkyt88j8Z5SD7D903+yC6qrXXimqbodfstWDvCvHLqno3XmbmfnRFb+nF3H7Erlkr0Dp7efxCmWHjlJ16J7HiuypAGjrO+32HKozTbtE7nBXeJFwIl1XK8QDT//oS7I1IyyMiKlT4gstsQE1N1t+7G1Sp8jVI2yOCyr9EeOOhHDL7sI/5EEERogPF97S2puSfJ7ypTiHQhpPswyFMGwqLkY5ngso/Gz5OCsjs49qRR1Yuo2DruhRbKqFT3qOgnde8hrBdBsuxeXyV3hXuiVUrA0zLcZi/rlnrHOZv39lrjpTMWaN3Qnxq9cqAGK7oOMxZozOeXrsKJ7R7HTzteT1HSuY2r9EEd4pp88Rq/XyeXL0SO4QpBMxdWxZqFmyb5zeu11qV9h5/dKW+ID+2ckXgPQLV83pe89rSz5likde2bA50XMu7dZa89siK5eQrMBduKF9vnbkcS3Zs19qfKqbFg8uW+v98j9mHfmFQKtkKe3H+Dl+h3c5Qf+/tWiYtQq+80ut5mWGTqMvUfHczzoDS94Myi5WZATFdBaYQPt/dvZ/+c68g2MNAE95V9CP4/lX09WwXAWqcYdukMuQz2Q1T+pihW6+SwPsX2j2u1zwTl7RAVGLq47Kd8G1fKSXSc65Fxwk9c0cSmFzDJlHlK7UnxaJdiSlDmOHjDGOGta10pMT2MSu1t/S/J0Xbxgl5n6RvnNI3lt2N33LsUF8J2jgrjRGfX+84KzEtu+xb6fN5v9/9p/bhXxgiQysocBOQnK0dEckzQoROAFI1h+k1c7SuiNWYesE5kTyToNAJVBtQT4zBHE+4eCoJCZ2pfg5jxvR2kNEDCZ/Ek4iUnzmboHgKlVfvDSzHDiF0whUpVRVUe5nTCQoGUcHyiCcIHDuswkQaxpwVzowMAsOzdx+bEs4UqUBnNBKnEfrem8O0jnhK4BbGTCASelFAEieHMFU7WS2tOT6V0J7PIoFI6EXfZowYGQg0G0Jw8MBBWj79tGHDQyeduBlhxkg98WD6sBGawrmXedSQfbUA9InDRyJCvksqEKsnHhw/dFggKGwIwXH7DdPiRScOHxmaQmsIoe2zG0IwZUgweK0Cy3r684wRo4iZ4Wm50z0NeOKmySGDBgeYpmEwY4R+PqeMHB2qvHako3Waq47FmNC3X+BdMg2DU0bqsYjTRo8JaCBALSDHDR1a+rkxmWJESAvPmNs86L9lH/qFQQihBFUiRWlCESm3ZLGu/iVxqkcxC6rdYgJR93MtO0cIA1F/i84kpbQMflVt8nSITQoy63+pZb0IYbrMJKU2jyKl8vl9CliROlcJ9krMuArA+gLfQqiqo2rC9zBjB0NCn3BF1UVKza0xU+44DQ8zjqi72WX2jj8JsSPAN5GJqkvc/sO9zIQK6tb/Uu9iZlRB3U88TLdsRPwYtwOdl/kZMIf6mNWI+p/7mDVQe4M6j97kO5GE+AkQ01s3iuovuguVl1mDqPOJ5oxGqL3GHaepxklSLSwxvYy6qPmqWqx6xymSrnDtJt0v0hdqrnKZEQ/zLERMV+B+e8qxDKiuLvU0TpomtfE4PzlhhuY3uKaWb7itMCNCYLi+F048UKtuCkrk1a+qzExFozQkEvzo+BM1v/3q6/nSYYd7mKpMxacnTdb6HgNcd9x0+iRTGrMpmeL6qXrV0FFNTXzm4ENImKqURG/piy8eerhWiRTgR9NOoCGRLPVeTkWj9K2q4ppjdUHphH79S2puA7V4JEyTrx0xhcG1uj7jxuknURdPkPIw+1dV8+0px2l+kwYO4tzx+5M0TQSqpWnCNLnq6GMDQf+bTzyZ2nii1IozFY26n4cuUj188D7MHjO2zDQMEhGT7x83LZDt9IuTTqE2HteYQ2rr+PLhR/Lfso9EVhKodECZeRSc7Ur1G58amjoopYTCy8j8C2DUI5KnI7yN672+disy+wg4OxGxI1Q6ZEjdGykdKLyEzL8ERpPL7B9CRPUFyD4KTisifiTEjgm21iwxn0fmXwajLyI5O9Besszcjsw+Bk6bUk3HjqrAtCH/HLLwKhj9XWZ4w3Fpb3PH2YmIHwuxI0LT56S0IL8AWVgMkYHq3CvUZZL2FnecaaUgjx5agVmE/LPIwptKOJY8PbQPBoC0Nqq9etmDSExTrU0rMuchC29BZF9EclZFEaS0Nrj7/1lEfLpqwRrKLEDuGZWuG9nXHWd4yqi0mpHZJ4A8In5SUEXuWt6ymLNmFe/t3MGIxiZmjR4byKDptTVtrTy+agVF2+GUUaMDi0Kv5awiT61exbKWnYxqbGLm6LEBlXCvrdjVwpOrVyKlKlsxvm+/UL9sscgTq1eyclcLY/r0ZeaoMYGsnF5b3rKTJ1evQqDupMf2Cf8eZ4pFHl+1gtWtuxjXtx+njRodetcN8O7OHTy9ZhURoVp9jmoK/x53Fwo8vmoFa9ta2b9ff6UCr5Dp886O7fxrzWpXIT0m9E4eoCuf57FVK1jf0c7Efv2ZMWJUKFNKyVvbtzG3eQ0J0+T0MeMCC2KvpfM5HlmxnI2dHUwaMIgTR4wMKKQ/iO0VuO21vbbX9tpe02xvumqISacTaa1Xd4e785OOuiu0W3frp5gdLnM3AVTc1FFrgxIyvS+zzWXuLoCp7saltV6Vh/hAzA3/BrNjt37gPjFZG7S023Bm0WV27tZPMXepu/z3ZRZcZkgmV4DZ4jJ3fxOkmOuQTtdu/RRzJ9IKL2+tM/Mus3u3foq5A2ltfl9mb8no7kKlZImybevqYks6/b7MbFExez4Ac2tXOrS8tN8yLjO0ZLXPtnSl2foBmD2FAs3tbaHlur0mpWRLOh1Iew2zbpeZs96fuTndyfbu92d25fM0t7dp2WKVmJs6O9nZ8/7fj/QHZO4J+0gon6WTQXZ+W/VKECYQQdZ8ByN1TtA3twCZvlrV98dGxiarPXHf9od0ulVOev55lxlF1nwPIzU7wHSyz0D6Gjd11EbGDlMdx3zbH9JJIzuudHP3IyDiyNrvB7qdKeaTqgGRLChmfAqi7meBNqDSaUd2fMOt+x8BkUDW3oCRPCnIzDwMXT9CZd9YyPhxiLqbAvWapNOm8vkLbyqmUQW1PwoUEFTM+6HrJpRoz0LGpyHqfhJQfku7RTGL77jMaqi7SW19+Zk9f4XunwOOYiZmIOp+FKitJO3tSt9QXIqqklsHdT9DxI8IYd4D3beispYsZOI0RN0NAUW1tLcg27/ipgUbKpBe/7NAUUIpJbLnd9Bzh3vAQibPQNReG2RaG9U4rTWAgEgfqPtFoK2qlJJfv/4Kv1n8OoZQGUbnjFcdv/xB6eb2Nq6Y8wTN7W0IIehfVc2tJ5/GAf0HBJi/fGURf3hrMYYQWI7k4xMP4Oqjjwuon1e3tvKlOY+7ugXB4Noabjt5JuN820mOlPxs0Qvc+85bJeHWJw44iG9POTYQ7F2+q4Uvz3mCzek0IBlSV89tp8xkjC9uYTsON774HH99dwkRQyCl5JKDJvONI6cEtvHe3bmDr8x5gu093UgpGVbfwO2nzgq0K7UchxueX8D9S9/FNAwcKfns5EO54rAjA8y3t2/jq08/yc5MD1JKRjQ2cfspMxnq2/op2jbfXzifh1cswzQMJPClQ4/gs5OD26Kvb93M1/81h9ZsBkdKxjb14fZTZwW6suUti+8tmMfjq1ZgGgYC+MrhR3HZwe974/8/tv/qVpIQYgjwJ2AAKkfvLinlrT6fqcCjQG/y7kNSyh/sjvtvt/Zs/6LbNMZ7N5RENNyhVS6VxZWqdaKWJ2+CORajjy5cc9ouc5ux+Ji+Nouy+B6y9eM+ZhSiB2A06V3UnLZPuuIt751LQimaPZOELLzlKqS9zBjEJmM03qszW89TDXv8zKa/a32SZf5VpWYOMI/CaNQ73Tm7zlSKXi2dMqHacHpU0mXlsVcfEYf4VIyG28p+UiJbTwNrHXrWT0K1SvWUxpC5Z5EdXwsyEzMw6m/2MB3krpPB3uRjJhF9ntDKWMjc08iOb/uYCUjOwqj7kYdpI1umqx7f3pRTkUT0+ZemaHYyj0D6+0Fm6lyM2ms8zCKy5Xi3I5+XmUL0mae1nr3vvSXc8PwCretX0jS56ICD+M7R5YBp3rI4+u67aMtmtfyx6miM5z51GQ3JckbbPW+/yc8WvRBgXnbwIXztiPK1kS0WmXL3XXTmchqzJhbnxUs+Q41HfXznG6/zq1cXBZhfOvQIPn9oOUjflc9zzP9h773jpCjy//9XdffEzYmc4xIlShRJCqIkAcF8cuZ8enp3nmcOF9TTU+8U1DMrYgAMqEiUnPPCAsvCsmzOs5M61O+P6pnt6q5BvYPvx5/H+/Hg8WB7a59T3TNT1V31fr1fb85HvUXQRcB8BtbOvTG+eQ0AL2xaj3nbtjiY9w4byam568JhnPfmfO5pioD5NKy97kZurf+v69bgrV07HMw/njcaV/Rp2uOpDAYx5q3X0Gh5SpEIQbbPj++vu4HLrHps9Up8uG83wjbmY6PHY0bPpu9bWSCAce+8wT1NSYSgRVIyVv/qem5SfmD5t1h0IA9hnWf+dfxEXNztp2Um/VyWkjQA91JKewAYCuA2QoiooND3lNJ+5r9TTgo/NahRLZgUACAE2vgq3zb4lqCdBmhHQNUmIQ3Vy0xRloAZsNmFNr4haKcC6j5QrUnIQrUiVk/IoSeIMNtNjvkanOKpKBDdDmpxMaNagekMZ2dGmaE8x5wHp3AsCkTXc8IxquYBWgFE2gqHBWngFThFcxG2GW1dUlN3A/pJOFNBNdDgu7Z+/kvMDH/NLwGp2wCjQsy0CxsDImYYCC1htatiEd3IRIR2oyKqgwZt4r5G0bmHgeBCzioVke/BVOQCpk2I98+tm7lBDABCmob39uzi8uSXHy1AWNMdScWaYTjEW6/aBtsY8987t3PLT98cOcRy7x1MHV/aRGbzEzBf28HfzH11OB+qzp83BRA1dHxjEcNRSvHGju1C5rxtvIp98cE8h66CAghrGidG0w0Db+/eKWS+snUzd+yzA/sdTMO0K11tEaOpuu6YFGJMu0r5o317hMy6SATriprc68Kais8O7OcmhRjz5S0bcabijE4MlNISSul28/8NAPIAiKuDnanQqyC2ooQ5GFlCOwGhOxmRAaOs6Wej4scz9URMF6BbmeUJmNRkWJkiJXeMaVH/6mUJmIaAKbZ4BHGbA2zsT8sgdhzTzbtz68uUCtqZ/bRODEYZxB9FTdDPMkE7AJAB615LwnYq85Lm+im2jQQIKxLIMUVP2FFnPw2RMh5gS2oW5bNRlkDDEXEwq4JOi0cAiGg6NxiVNQagClS1YV1zrOPXhEVKf7aWbxV6lQYCjgEPYAOUfR2/NiJS2wO14TA32ZQFApzfc7yfmoYSyzq+QSkaogJ7XEH/SxoahP2M6jrHjOp6wrX6SpuVZnF9nVClrBoGSgJNewNBVXUI2eJMWzmOEw11QjW1QQ1uD4M9TSUoPtjYKDx+OuL/2eYzIaQDgP4ARPUPhhFCdhFClhJCegl+/5+H0g7iL7PsyD2HZyiE4ika5YVjcqcEClzFyXQPR1xDYGdaK6cq3QSKXABwAR5bvrJ7KISCLKqaRj+xP82FWM3tBtx25hAIt5yobjrLxfrZKwHTY56rlTkYYh9r8AI3V58E5+4V9HMghB9bogDWtGJX3wTvkc/JdPWH8MtHfLy1qLtvAjGaH8T+vtsKJMZDSgezCI21E6elAn7HvkWidFOrtgEA+iXwNEhyuTCwFX9f1iNBamj79HRu36Jfi5bClEu/y4X+LXlDIbuuwXrcus7er0VLrt+x8CoK+rdoei9lSUKnBGmc9tTWAS1bCZkuSUb/lk1Mr6KgZbI4ddh+nQe3aiNkSgRcP1M9HmT6RMJTOPZ2hrRuK2RSsOsSi2x/ktAqlYCd65mK/ycTAyEkGcAnAO6m1FEQaDuA9pTScwC8CGBRAsaNhJCthJCtFRUVoiYJXtsDJP8GvFJYYl/mpJv5tv4rTN9g6xfAx6p8WtZ6ieQHkm+3MWXGtFXEJEnXMPWwnZl0Hbf5TKQUIPkmm/JaYeIth13oXFN5bR10fUDyTdxGMZEyTDtIG1NKAUmy2XAm32SKsezMO7ly3kTOAfyXC5hpIP45tn7eajKtHzMfkPwbbgOWyC1NtzMr0wVIGSA+PkGAJN9pXiMbM+V+XjCotAN8k5xMOQvErnhPuScB8w+8YFDpAnjG2phuQGoO2BIESMpvBefuBVIe5IV4rp6AZwR41bkHUFoDXj5B4A/nnR8XRMWJioKHRo1xDLiDWrXi1LoeWUb79HRO/QsAD44aDa+A+fAoXow2pHUb9G7W3MZU0C0zG6Pad+DaPjRqjEMp7FUUhxhtZLv26J6VzbX1Kgp65TTD0DZ8KfOHzx/LtSNg6+wPjhrNtRvTsRM6pmdwlp1eRUH/li0xoEXTQEoIwcOjxcwHLPs1AHBh5y5om5rmYA5r0w69LZMIIQQPjRoTF6JZmb8fwTviXdy1O1okJ3NaBJ+iYEyHTtzEKhGCB0eN5pgSIfC5XPjtcGdixumKM65jIOzb+gWAbyilz/2I9oUABlFKEz2L/2cCt/BytqeglwPuISDJtwvr6FO9kq05R1YAUipT73qnigVM4W9Y5oleyTwJkm8T1tGnehlo4J8sg0lKZwO79xIHk1IKhJeyPQSjhnkSJN/mKNPMmKWggZeAyFo22CVd7yih0MT8gu11GLWsNHjyrcwL28EsNpkbADkHJOkGEK8ze4kxPwNtfAsw6gHvWJCkW7jJM95WO86Y0c2A3Bwk6SYmNHMwDVYwL/gO82PwjgdJvlkohqNaIWjgRbZRL7dk7Tzni5nBj4DQuwANAd4JIEk3CsVwVDtiMncwZ7TkWx2Wqoyps6qxwQ8AhAHvReycBMI1qh4CDfyDFTNU2oIk3SbMiKJUAw2+BwQ/BBBln42kG4TufXkV5Xh+03rsKy9Hx4wM3HHuMJzb2uniFtV1vL1rBxaYa9nTcnvghgGDhXepe8vL8MKm9cirqEDnzEzcOWQYBrZ0fo4j5t7Dwv17QUFxaW5PXD9gkFBktqusFC9sXI/8qkp0zcrG3UOG4ZwWTqFoWFPx+o5t+DSPFZmb1bM3rus3QPh0sr3kJF7YtAFHqquQm52Du4YOFz5FBVUVr23fis8O7IcsEczu2QfX9hsgFIRtLj6BFzdvwNGaGvRq1gx3DRkuFO0FolHM27YFn+cfgEuSMLt3H1zTt7+wpMfGE0V4cfMGHKurRd9mLXDX0OGOLCuALRO9um0zvsw/CI+i4Io+5+CqPucIn/bWHj+GlzZvxIn6OvRv2RJ3DRmOLgkEdqeKn4XAjbCR7y0A1ZTSuxO0aQGgjFJKCSHnAvgY7AkiYcfOCtzOxtk4G2fjp8fPxcFtBICrAewhhOw0jz0AoB0AUEpfATATwC2EEA0sjWPOqSaFs3E2zsbZOBtnNs7oxEApXYtEW+pNbV4C8NKZ7AcA0NAXbCnJqARcg0BS7na4iAGxJZoXWIorSQH814L45zhqC7HllCUszdOoBlxDQFJ+43ARY8xi0Ibngeg6gKQB/utA/LOES0k09CnQ+DpAa1hNo+S7xUte2nHQwPNAdAMTWfl/DeKbLmYGFwLBNwBaD7hHsnOXnRtXVCsEbfg7oG5mNZ2SbgS8kwVMw1xOeRugDeby1F3iJS/tiMncxmo6Jd0EIhDssSWa99hSEg0yu87kO8VLXmo+aODvgLqT1XRKvgXEO0HA1EAb3wZC77OlJM94k+l8BKdqHnuPtN2A1JIt4XnHCZgqS/UNLQBoBPBcCJJyB9vPcTD3sXPX9rGaTsm3g3hGO9pFdR3zt23Bgv17oOoGJnXphjuHDEOa11ntdldpCZ7duA55FRVol5aGu4cMx3m2NX6ALfu8um0LFu7fC50amNw1F7edO9ThdgawJZpnN6xFflUVOqSn4zdDR2B4W6cFakhV8a+tm/Bp3n5QAFO75+K2wUOFdZU2F5/AcxvW4UhNFTpnZOGeYSOES16N0Sj+uXUTFh3IAwEwPbcnbh08RFhXaUPRcfx943ocra1Gt6xs3DNshHDJqyESwctbNmJJ/gFIhGBmj964edBg4ZLX98cL8fzG9TheV4fc7GzcO2wkt/kbi/pIGP/YtAFfHsqHS5Ywq2dv3DhgsHDJa1XhUbywaT1O1NejV04z3Dt8pHDJqyYUwgubN+Cbw/lwywrm9OqD6wcMEi5PLS84gn9s3oCTDQ3o27w57h02MmGdqtMR/xO1kozAPCDwMpryyiUmSspaxA3k1KgGrbiIDaDx/Hcf4JsKKe0xG/NFIPCajZkEkr2E22egegVo5cUm08xoIT7ANxtS6gM8s/5vQPBdGzOZCbIsgy7VS0ErLwFooIkJH+C/xmFbadQ/AYQWosnYRwJIKkj2V9yeANWKQKumskHZ2s+kGxy2lUbdQ0BosaWfMkDSQHK+4vYEqFYIWjXdZMY+Zz4g+XZIyTfwzNr7gfA3FqbCNp+zl3JqbmbTOtM8H9rUz+R7Idmq5Ro1d5tGOGELM5udu2X9nqp5oFVzzHaWfqY+AMk/28a8mfmBx5kutneS/SW3SU/VPaadrE3glvoYJFvJ82sXfYwtJ4vjaZYuSUbr1BQsveJabuDZXnISV3+2kMu99yoKnrlgIiZZSjBTSnH5px9hV2kpImb+u1tim89fXH41N/BsPFGEXy/51MH8x8SLMd5STtugFDMXfoC8ivJ46qZbltElIxOL51zFrYt/f7wQN32xmEsb9SoKXrl4KrdRrRsGpi14D4eqq+Kpmx5ZRm52Dj657ApOJb386BHcsfQLB/P1ydMxzDKJqbqOyR+8g8LaWkSNGFNB3+bN8eGM2dxNzteH8nHPsqUO5tvTZmKQJXsrommY9P7bKG6oj/fTqygY2LIV3p42k2MuPpiHPyz/1sH84NLLuD2WsKZiwrtvoTTQEDc18ioKhrdph9emTIc1Ptq3B4+uXhF/j4jZduGsy3/y5PBzEbj9nwelYaDROikArJRCiG0IW9s2vmfmmFvzi0NA6FMmaou1MwJAYH4Cpk3gFnzTKWCiISD4ASfyokYduwMXMRvfsPVzPj+Ax/oZfJOrHUSNarahSe3MoCnmszLnme1s/QzM4xzHqF5qOp5ZmSw3nwbf55mBl/kBPNbPxpfZ+xJrp50AwkttTA0wGhzCMdrwAlhpEQuThoDA85xwjGpHgchy8KI9DTDqHMIx2vB38JOC2c+GZ3hLV/WgbVIAAJVpZUK8/SpteMZ2PmB/F/gLVwdqd1kptlomBYA5k5U3Njqc0Z5au9ohyAprGp5Ys4rTB2wtKcbe8rL4pAAw0VhxQz2WWUReAPDk96sSMq2x4cRx5FdVcvn8UV3HsbpaznEMAJ5Ys8qhJQhrGh5fs5I7tvpYIY7W1nD5/BFdx6HqKqwrOsa1fTwB88m1q7ljy48WsAHcsDI17Ksox5aTFvEnpXj8ezHzaRvz6yOHUNYY4PoZ1jRsLynB7rImrY5BKZ5MwPzLOt4u9PP8g3GvaWu79SeOI6+iSVejGwb+vHYN9x7FBHt/s1mQns74xU8MTMwkOk2DLW9YI7oZTpUyAOLhLTP1o2Z9JMeLATY/YcYU5OgTN2BRU0M7xI45QjUZVuZWCF3HiNustxP70wOs746IJmCKTGgUQC+0MPMS9DMCRGxMdTuE4j4QQLOI4bR9CYR4Yaftp7pTzKQ6oFsEdereBO9RyHnu2m4ItS40wgvV1L0Qr4yGHD7SrK0gjAaANhUo3F1WKjSFC6oqN5AB4AYMa1QEg1y5hj1lZUKBW1BVsaOUFzLmV4mT/4rq6zjG7rJSoSCsUVWxu5QXMh6uFhefLKip5iawPeWlwgJ7YU3D7rKmGzHdMBy+0on6v7P0JHctYqHqOjeIhzQtYeG6vEo+HX57yUlhPw1KscvCrI+EURcWi/v2VfCCyy3FJxAUiPsIgN3lTW0rg0HHxA2wT6v1fE53/PInBjkngXgKgGxbu1c6QCjIoipgTUOVWiQQeRFTUGd9jQ4Qew/bmHKrxEzZtm8ht4dwgKJRXuQlt0pw7pJ5rlamcx8jzpQs66NymwTCMRmw1DSKtxUyNfa+xNu1hlj96xL0M5FwXmd7LfF2rSAc7OHmBXsAIIn9NgDKBGlWptDz2S3op3O/xfyFqWth0To1VZie6FUUR21+uylMU1uZy3NvnZoqTM30KQrapfGputl+kRMhq4FkFbi1TkkVupj5XS6HAU6WzWgmFhk+H7fs0jolVZg+61MUtE5pYkqEIE2wN8L6z79W27R07lrEwi3LXD+9ihI3/bFHsyT+mrRPSxeeuyJJHDPJ5XYUM4xFc9t718GmtYiFRAh37uleb8JN2lYpqQl+89/HL35iIFIG4L0ATkWzzylwS7oWTkWxC3D1YOKmWDs5B/CMEjC9IEk32Zhz4VQ+uwF3PybCijNbMYtLR1sPiG09niRfL3htN9NnWCYGonQwFbj2c/KA+OfamDfBae3JCt5x4j5XV1OxbWe6HY54JOkWMdN7Aa8lUHqZA6v9y6eA+K+y9fNWOG1NvYBvCp/37xoASK2cTKI4hXgOsWKMOYOv2OoeAkhZcNw8EMUpxEu6zSZWNJn+yzlx36h2HZDm9TjsNRVJwqU9+LJid5w71DHo+RQFv+o3gJtcxnTohGS3W2BbKWNq91zu2G2DhwiZNwwcxA3iEzp3jTutxc8RbO/iYpvF5C2DzhUybxl4LndsUtfucMsyN/ARMNvNiV0s3zdCcOOAwULmrYN4xfnkbrmOzVuJECS53Jy4TyIEc/sPFDJvH8xrTabn9nQM+DIhSPV4cH77ppshlyzj6r5+thHCAAAgAElEQVT9hcw7bG5rs3r2FjKzfH5u49+jKLisV2/HxORTFNxxrlMTc7pCfuSRR84Y/EzFvHnzHrnxxht/uGEsPKNZLSDtCAAXQFKBtEch2YRWRMpkA2l0s3mnLQGe80DS/+Eo6QzPGEA/DmiFiG2UIvVJSF5ejUjkHMDV02RqJnOMaW9pmwQ841iFUf0Y66eUxcpee2y2kXJzVkIjutm805bYYJv2NyfTewFbXtKLTGYOSPozIFYPa7CJicodWUYSNQDIgHciSPrTnKKYMS9k1VX1YpPZnJ2PzXWMKG1A5TaW5TUZ8F0CkvYE555HCAG8E9jSl36SXU+5FUjGC0wZzDHbg0rNzaUvytr6poKkPmyzNTWZ2n5ziUlhmUHpL3EVYBmzE6iUaZYRJ2Y/Z4Kk/lHMVPea9ZUU5syW/k8QF5/hRlxdQUmKuZwmsbb+2SAp93MZbhIhmNilK3aXlaKisRGKJKFjegbmTZ6G9rYnhh45zeCVFewoLYFECFyShKv79se9w0ZwA7YsSZjQuSt2lpagKhiEIknokpmF+VOmO0o6927WHLIkYWdpKWSJwCXJuK7fQNw5hC89rUgSLuzcBdtLTqI6FIJMJORm5+D1KdPRwlZaol+LltApxe7yUsiSBLcs46aBg3HzoHM5pkuWMb5jZ2wrOYnacBgyIeiV0wyvTZmOHNsd9sBWrRHVdewpL4MiSfDIMm4dPBRz+/OOfB5FwZiOnbCt5CTqwhHIhKBP8xZ4fcp0h2Xmua3boFGNYn9FObPWVBTcde4wXNW3H8f0uVwY1a4Dtp0sRkM0CokQnNOiJV6feinSbZljQ9u0RV04grzKCiiSBJ/CFMqX9erDtUtyuzGiXXtsOXkCjaoKiRAMbNUar02ZzlWqBYARbdujOhTEwcpKKLIEv8uFP4w8H9NyRfVITx2PPvpoySOPPDLvh9r9T2QlxYIaQZYdJOUILTjj7Sg1i9olCdWnPLORpWxKzYR2mf8ZM8A2rKWcH2AaJjP5JzCbCVXcTmYK82I+LUzdLDyY6vBhcDIb2GaylPPjmFIalw0kZtaz/QIp+weYGttTkNKdNwIOZh1AVaHa+z9l1oZDUA0DOQmWd2Kh6joqg0Fk+nwJbSitTM2gjiUXe0R1HVU/klkdCoJSIOs0MquCQRACx+Btj4imoToUQpbf/4PWllXBICRCuDLjp2Jm+/3CVFFrVAaDUCSCdO+pmWFNRW04jCzfDzMrgo1wS7IwPdnOrAmFkZOUlHDJ6ofiZ6F8PlNxVvl8Ns7G2TgbPz1+Lsrnn01QvZTV4tFLWCVM7wTnsgvMO9HIKtDIKrOI2wyhaI0xS0CDHwNGGYh7OFvOEWTXUKox8/rI94CUaTKdAiKApW7S0CeAUcHcyzzjuWUXnvkdaGQtu7v2zxTWaWLM4yazGsQzCvCMFT4xUaoy8/roBrY85J/J7VnwzEImxjNqQDxjmMhNyIwC4W9Ao5tYXSPfDKEQjjGPmMwGVk/JPUr4xERphNWUim4B5LYmU1wllGqHWXqqEQDxjmcCP1HdKxoGQl+BqtvY8pBvplAIB7C0VRpaBNAgqyXlHi5khlQVS/IPYEfJSXTKyMTMnr0S3hHvryjHogP7EdZ0XNSlK4a2aStkNkajWHwwD7vLStElMwszevRKeEe8p7wMi0wvgYu7dsfgVq2FzEA0ikUH9mNveRm6Z2fj0txeCe9ed5WWYPHBA6CguKRbd6HADGB1gD47sB95FeXIzc7BpT16CcV1AMv6+Tz/AAgIpnTPFQrMGDOMT/L24WBlJXo3a45puT2RLBDXUUqx5WQxvjp0ELIkYWr3Ho7qprGoDYfwSd5+HKqqRJ/mLTCtew+hYI9Sik3FJ7D0cD7csoxp3XugV4Jqt9WhID7Zvw9HaqrRv0VLTOneQyjYo5Ri/Ynj+ObwYXgVGdN79EpY7bYyGMTH+/eisLYGA1u1xuRu3YWCvdMV/xNPDDS6mbmTUR0sHdXPipplfsgtl1CqgtZcD0R3AQiCzZsKkPZnSL5JPDOyDrTmFrAUT9VkdgTJep8XOtEoc1vT8kztAWOS9L87lLU0sgq05s4mJvEDSleQzHdZldg4MwJafSXbO6BBsI1gGSTjRUcxORpexqw9obF/xA8oPUEy3+QmRkpDoFWXm3smQbBNcBkk418gHr6cthH6Eqj7QxMTfraZnvEaN4lRIwBaPcf0uTCZRGbtbCWlmePZQ3w/XYNBMl7hJhxqNDCBm1Fmnrubbf5mvOmwwjSCC4D6J0ymzjaD3SNB0l/kJhxq1IJWzQCMKpPpYczMt0Fc/Nqw0fgO0PA39v5AB+ADvONA0p7lBt2qYBDTFryHmlAIQU2FV1GgSBIWzJjtsMKct20Lnt+0HlFNBwWFV3Hh4q7d8JfxEzhmeWMAUz98D/WRCEKaCq+swK3IWDjzcnTN4iexlzZvwD+3bkZU00ABeBUXLs3ticfHjufalTQ0YOqCdxGMqvF+emUFH192ucMK89kNa/H6jm2I6joopfAqCi7v3RcP2qqmnqivw7QF7yGkqghpGnyKAp/Lhc8uuxJt0/g9jqe+X4X39uxCWNNACIFHlvGrcwbgvhHnce0Ka2tw6UfvI6xpCJvMJLcbi2Zf6cjOeXjVd/h4/z7GBOBWFNw8cDDuHMJ/jo9UV2Hmwg+Yn4XOmKkeDxbNvgrNky0CSErxh+Xf4vP8gwhrKggI3IqMu84dhpsG8RvqByorMPvjBVAN5pHhd7mQ7vFi0ZyruOU8Sil+881X+K7gCIIa22NwyzLuG34erus3gGPuLS/DFZ98BNXQEdF1+F0uZPn8WDT7yh9cJrPHWYGbGZQabGCkITRpFIKAVgga5F3MEP4CiO5kvwfABpQwUP8AL8iiOmjdvex3cY1CkDm9Ndocx4KfAep+c8BpYtK6+3hBFlWZ37OVSYOAepBVCOWYHwJqvoWpMmbtb3lBFo0yX2qEEdc90CDTDYT46ua08W3TmS3GjAIIgdbdywmyKA0B9Q/wTARZVdLwlzbmvwHtGM+kIdDae7h8dmoEzEnB1k91CxD51sZ8hW16UyszaPbTyqwzJ4UI4voMGmJlSSKreGbgRbZBHWdGANoIWns/306vAhr+avYzll4bAsLLGdcSz2xYi/LGQDxXPaxpCESjuO+7r7l2pYEG/H3jOoQ1DQYoKICQpuKrQ/kOHcOf165BZbAxbm4T1jU0RCL4/fJvuHZFdXV4ecsmk4k489MD+7CztIRr+/ialag2J69YP+siYTy4YhnXrqCmGq/v2MaYNNZPDe/v3e3QVzy8ajlqw+F4/n1I01AbDuOhVd9x7fIqK/Dunl0ImZOXQSlCmoY3dm7HEZsW4o8rlqEuHI6Lx0KahupgCI+t5kVzu8pK8fH+fU1M85z+tXWLQwvx++Xfoj4SibujhTQNlcGgQ+C2taQYn+cfREhTTSZFWNPw/Kb1DpOi+5d9jYZoJN7PoKqiPNjoEKOtKzqO744eiV93gzLmX9etQYXN1Ofeb5cioEbj4sKgqqI00IDnN63HmYpf/MQAvZCVhnZExKlWDX0Op1oVACTTi9kMLd9U39ojzCYX7tCSBEyYxvex/++HUGCGsMmwROhzOG04AWZDut/GF+kdQqAhGzP8hZhJQ0x8F4vodojNdxIxBc5bRj0vmotuFovRaBA0xE82CH0FoQhRLwcMy6AXXZ+YaZvAWCkOgd5DLwLVLQKq6FokPPcwP+B/e+Qwp2qNRX5VFedxvLrwKCTBcllIUx3K5+VHj3CuakCT0ClsEUutLCwAEbzvYU3Dt0cOc8dWHTsKQ8DcfLKYcyNbcbRA6E4W1XV8d5RXU39//JiDaVCKtcePcZP3iqMFQiGeQQ0sP1rA/e2m4hMOVYoByllrAsB3BYcTOLNRrCxsYkY0DTtLSxxMnVIst53Pt0cOc9c3FhIhnOq7IRLBAYFgUDMMLCvgr/vSw/lC0ZwsSfj+WGH856pgEIW1TnGfahj42vb5OJ3xy58Y4IZYfQunKjhh1gjl2xIPhE5e/xXTDbEgC3BoAYRqZoCdp/V3p2DaM3kSManx4/vpYIoU0mY/HUwh0Hn9Ep47Ba8B8UCsUiYCfUGi16e8Ipu4AWFWk+Top1tO/NWyZpR4FAWSACkR4shdVyRxdgshhJtcPLIs3EuQzZTMRH2xv76V4ZZloRBPFvZTzFQkiU8tTcCUiASPYkkTNl9HFC7bNfHISgImgUfmzW4SZajZs4g8suLQhACIL33F4lSZQvZ++hQXJMHnk4Dvp0uWkOj75pbP3BbxL35iIEobUzxlP1Uf4LuCb+ufLRg0wL70rv5NP8sdTYWx7Y0lPhD/5TbmnATMZEDp3fSzkgsQkX2hiGl3UDNDymb6hli4+oA5vdlf28fOlTt0haCfhKl9rcprV38I7U8FTHZ97UwJUDrx1V3d50J8J+4F8c3iD/lnwymak5gI0Zo6KjDZaWLyYjT4LxMwZcDVH0SyrIm7RyGRmpr4+MJns3r2cShbFUIwrE07Tu07tmNnx901wAan6bY89Zk9ezmZkoQxHTpyqZsXdu5qLkrxoRAJk20Ct+m5PR1pny5JwsTOXbnB8KIu3YSlOyRCMKkLL3Cb0i3XwXTLMiZ341/7oq7dhE82AMVFXZo+x4QQXNSlG1y2gdctyZia24M7NrlbrvAJjII5scXPUZYxrmMnB9Mjy5jRg3cXnpbbQ5hyalCK8Z2a9Cs+lwsj2raHYptEPLKMy3r25o5d2qMn3IogWQMUozs0ieZSPV4MbNnaMTF6FVaN9UzFL35iAACS/hIbNEkS2EDlZa5jftsA4R4F+C4HG/h8rD1JBcmY5xA6kYx/shIMcaYH8EwEvLxtJDzjAe8MGzMNJONVbgOUMV9lk4OV6ZsC2J3ZvBcDvsk2ZiZI+iu8bSSRQDLmASTNLMMQY85kYjpr+KYBngvZtYkxpSyQjH/amApI5jyApNj6eQXgton7/JcxISDHzAZJf5FvR9zmuSeb5+JnzKTrnOI+/9WAZ6SN2Rwk/Xkb0wOS8YrJSzInPQ+zP7VtUpOkuabntYUptwRJf4ZvJyWBpL/M+mftZ/JdIC5+MLlt8BAMbNmabbwqCpJcbrRJS8MzF0zk2qV6PHhp0mSzjQt+lwseWcbvRpzn8E7+zdDhOKd5C/gUV7x9h7R0PDWWd9nL8Pnw/IRJ8NqYfzp/jKPMxv3Dz0OvnGbwuxjT73KhU0YmHhvDfz5ykpLwtwsmwiPzzCfGjHeUxPjjeaPRLSubY3bNzHJsUrdOScWTY8fDI8vwu1xIcrngkRX8dfxER/mPR0ePQ5fMLCRZmD1zchyWme3T0/Hw+WM4pldR8NyFFzkywp4cewHap2c0MRUX+jRvgXuG8jcVXTKz8PsRozimT1Hw4kWXINXD31D89YIJaJuWHm/jUxQMaNkKt9tUyj1zmuGeoSMYU2FMv+LCvyZNcWRFPTfhIrROSUWSyx1nDmndBjcM5BM4Tmf8T2QlAbH0zu+ZKMrVn5V2SNRWKwKiG5n/s2c0lxHEM1WTWQm4Bwr9HZqYx9haupRupnaKly8ojTILUKMGcA8Csdcf4phHmapYymIK7VMyVwFGHSubkSBVljEPs30EKYdZiwqL25npnZHVbL/APYw9mSViqocAdQcgNzPTRcWPwJSGTGaAWaUKPCOamAcAdTerSeQekVCwSI0gO3caAjwjEqbKMuZ+ZsMpt2bnlJDZaDIjJlOctgiw9f+8inK0Tk3D8LbthEsSAFufXllYgKiu4/z2HZGTJBa5UbNw24HKCrRPS8eQNm0TMutNpmYYOL99x4QiN0opdpSWIL+qEh3TM3Bu6zYJl1nqwmGsLCwApcD5HTokTL+llGJrSTGOVFejc2YmBrUUp8oCzJdgVeFREAKM7tAxoXgsloZaUMP8GPq3aJmQWRUMYvUxtn8ztmNHxwBuZW48UYRjdbXIzc7BOc1bJGRWBBux5lghXJKEMR06ORTKsTAoxYYTx3Girg49cpolTJUFWKbZmmOFTLFtljIRhW4YWF90HMUN9ejdrDnnNf1T4qzA7WycjbNxNs4GF2cFbraglDItgVEOKL1PWcqAGvXsDpekAq5zEpalYMx9pitcX6FxfROzlmUJkXTWNsFdCWPuMV3hzhE6gzUxq9lds5QJKH1OzVR3A7QWcPXj183tbfUq9vpSNqD0OgXTYOdD6821+MSVHqleCWh7AakZoPT4AeYOgDYCrgGnLPNB9XKWgSW1AHHlJm5HdZMZMvt5KmYpKysut3bUU3Iyt7PMNNfAU5b5ONlQjwOVlWibmubQGlhDMwxsO1mMqK5jUKvWQkFULIrr63GwqhLt09LQ+RSG8KquY+vJYmjUwOBWrU8piCqqq8OhaubgZtcvWCNqMg1KMbhV61OWuiisrUFBTQ06ZWSgQ3riz3FE07C1pBgEBINatT5lqYujtTU4WlODLpmZjkqxduaWk8WQCWOeqizFkeoqHKurQ7esLEctKWuEVBVbS4rhkmQMatX6lJvNh6qqUFRfh+7Z2Vy1VHsEVRXbThbDYy45nYp5sKoSxfX16JGdg5YpKQnbnY74n5gYqF4BWjOXFb2DDNAoqP9qs6AZP0gZjW8CDc+a2SiUDeSZbziWdKheClp9HSv6Rkxm0q+ZFaedGZgHBP5hZt8YbNDNeMOxpEP1YsY0ygFIjJl8C6Tk2xznZAReAgKvWJjNgcx/O5ZfqHYctOY6Jt6CBFAVNPkuSMnX8+0oZXaZjW8wJjXYxnPmG47lF6oVgFbPBWgdAMKYKb+FlHStk9nwF+ZKR9wAdLaRnfG6Q6lM1UPsPaIBC/MBSEmXC5iPA8GPzH7qoEpnkMzXHBMzVfOYYJEGTaYGmvowJP8MG9MArX+IaTuIm7VzdQfJmM9XgQVA1b2mWDJsMnXQ1Mch+adw7XTDwO+++wZfHDoIjyxDNQz0adYc8ydPdyiAd5ScxPWfL4JqmssYBsXfLpiAi2xVSzXDwG+/XYpvjhyC22T2a9ES8y+Z5liX3lx8Ajd9sRi6mT1nUIrnJ0ziXNkANtDf/fWXWFlYEGcObtUar1w81TE5rS86jlu+XMJtbL848RKc34H/bkQ0Dbcv/QJrjxfCLcuI6jpGtG2PlydNdkwka44V4valn8d/JiB4edJkjGzHVxsIqSpu/WoJNhWfgEuSENV1jO7QES9MvMQxkSwvOIK7v/ky/j2UCcGrl0xzWIs2RqO46YvF2F56Ms68oFMXPHvhRY6J5OtD+fjtd1+zZTsKKLKE+ZOnOZTfDZEIbvj8M+wuL4szJ3Xtjr+On+DIllpiur0pkgRKAY8i47Upl+Ic29JTXTiMuUs+xQGzMF9E1zGtew88Ne7ChMuI/238T2w+09o7TZVwyBx4okDwfacgK7oFaHgOTOBkFogzToJWz4V9yY3W3Grm4luYjW8CEV4YRCPrTVvRqMkMAvoJ0JobnMzqG9nkRYMW5jzQCC+4oeGVQON8G/MYaA1f8ptSygbGmCCMBti5BV4EjWzgL1LkW6DxrSYmgoBeAFpzm41psEnBKGHXJ8ZseBY0ajM+Cn8BBD+w9DMEaIdBa++yMXVz8iqzMZ8GVffwbUMfA6FPLP0MAdoBU91tZarmJFthYYaB+kfZ/oS1bfADUxsSbWqn7get+72NGTWZVRZmCKh/EFTjc9/f2LkdSw/nI6rraIhGEdY07CwtxQPLecFeSFXxq8WfoCYcQiAaRSAaRVBTce+yrx2CrFe2bsK3BYcRsTB3lJzEQ6uWc+0aIhH8esmnqIuEm5iqiju//tIhyPrHpvVYdewox9xcfAJPfM8Lx2rDIdzw+SI0RCNxZiAaxS1fLXEIsp7ZsBZrjx+LMyO6jnVFxxwuZpXBIG75cjHHa4hGcNMXi1Eb5rU/T32/GhtPFCGsaXHmqkLm12yN0kAD7vj6CzSqapxZF4lg7pJP0RDhNTWPrF6BrSXFHPO7o0fwr628OdSJ+jrcs2wpgjGmGkVtOIzrFn/q0CL8ccUy7Cwr5ZhLD+fjtR38d6Ogphq/X/4tQma7gBpFVSiEaxd97NBh3Pfd19hbXhZvG9V1fJ5/AO/s3okzFb/4iYEtD+yFUzwWctpbBt+DU5BFAVrDlmJiR7TjpuhLwGy0M+12nQBgsEHQ4gpHtcOAfgIOzQUNMVWynUkFTO0YP0DFls4cOo4QaPAdntn4lrifWj6z3oyFutt8UrDvTUXM62dlvilgaoC6m7NKRXQrG2gdEWWDtjWCbwnOnTnnWa1SEd0AobgOUYeSHEHRubPEAmpYXL4iayB0zoPGamZZ4u1dOxzOW6qhY1kBL5ZafvSIMF1VNwx8krePO/bO7l0O28iIruPLQwc5odiygsPCpFqDUiw6uJ879v7e3ULmp3n7uRuXpYcPwfmes5uPL/IPcsc+3LubsxWNMRfu5yf5Lw8dgCHc4qT46lCTeItSik/y9nG2ooyp4YO9u7hjiw/mCa8nAHxzpEmoqRkGPs8/wNl1AkwE+O4envlp3n6huI9ScGK4iKbhmyOHhcy3d+3gji3cvxeaUNxHOdFcIBrF6sJCh1gypGl4c+d24XmejvjFTwygAbbUIwqjzvZzDUQffrYEY1FP0waxqhYwB00rU2xJyJiWuzej4RT9rD31z7EgCuPE29Uj4Vts1Px4Jnfu9RALx6iTSUWK8xgzYGsnYhpsr4U71CBoBwASYPGmFqvdTSa1Ma19sTPjZTJi/RR9PjRY7ToB9oVOFNaBuD4SEQ5kqmGg1mYTGVTFTN0wuIGjPhIRDmSqrguYYnfDqK5zKuv6SFio5I7qOuptTJEVZew45ZgRqLqzbVTXOXW4QaljoknU/7pwxDEwA4CmGxxTM3RogvMBgGCUZ9aY5dDtoVOeGdE1oX4EABpt711tKAwtwQ2BlRlSVbGmEqf+jP238cufGOQOECtbXYCXLyjWlMdvC6ryAjelK8SXzm0yfgQTOhOgxbvTE2KFtocZ41hD6EgHABRwWQQ/rr4QW2Z6meGMgym6TrJ5vjFmf4jtQn2Ccx8Hp9MbWN/lDk0/ugdCaGtK/Kx6KfenYyDcGpNSedtP95AE/fSDeC6wMc+HUGAnZbG03ThzqPh6Ej+Ihzd9Oq9de6GytU1qGtIsqZMj2rYX3jX7XS6M7cBbkCZKd+2SmcWJ5ka0bS/c4Pe5XBjdnt8PGNK6rXBK7tOsBbcROrJte+HGqFdx4bz2HbhjgxJUXB3YshXXr5Ft2ws3r12yzO0xyJIkTPkkAIa04S1pR7XvAL9gk12SCMf0Ki50z3ImoEiEYHg7fu9vTIdOQgtSSsG5raV6vGiX5ty8lsA+D9YY21HMNCjF8DZNzGy/H80E/hwyIRjdoYPj+OmKX/zEQIgCpD4JNjjHTtfDxFtJ/AYs8c8AlPZoUusS9v+U+7lsFkLcQOpjNqYXkJuBJP3KxpxtDlixwYCw/6c8yFVhJcQDpDxsvraV2RLEf6WNeY3pKRxjSibzEU5zQSQ/kPqA2Y5YmG1AfJfxzKS5TGdgZ6Y+xmkZiJQCpNxnY/oApT2In1f/kuQbTStMnknSnuQFg1ImkHy3ee4WptwZ8F5iY97G3PLiTNnCtAgG5Rwg+RZwymviY7aktsmGJN/FRIDxyVZmSu60p3hxn9wK8P/KphD3AUofwDYx/G7EKKR6PXGlskIIfIoLT4+7kGO2T0/HlX36cv7DPsWFwa1aOwbcB0aORorbHd9sjTmEPTWWn+i6ZmVhRm4vbuDxu1wY3qYdhtoG0odGjUay2w23WbLBJTGHMHsV1l7NmuOSrt0dzLEdO6G/rUz2o2PGIcnljpeBcEkyklxuPDKaF831a9ES4zp15pmKC5O6dHPk6T8xZjz8LldcqeyWZSS53XjIJpob0roNRrZrz00OfsWF6bk9HYLBp8Ze4GAmu914YCRfoXhku/Y4t3Ubrp8+xYXLe/d1CAafHnch/Iorrn72yDJSvV78zibEG9uxE/o1b8n1M2bTahUMEkLwl/ET4FOUuPrZIzNTn3uG8oLS0xn/MzoGqh5g6+p6MRNZ+WezQc7ejoZZRdTIt8w7wX8liHuAgAhQdT9b79dLmXeA/zJhOiQ1gsxnILKcKX/9VzlsMJuYe1iFVqOciet8M4VOatRoBA0tZEIruTmI/2oQV28nEACN7gINvsvSaj3jQPwzhK5n1AiABhcA0e/NCelqh7VmE3Mb21MwagDPBBD/NKFDGTXqWTXY6HqWBuq/BsTVXUBkm/80+D5g1IF4L2KWnSLPDKOW7T1ENzE/hqRrOU9urm1kI2tLAyDei5m1qJBZY2F2BEm6BkTpJCCClVwPLgBoEMR3MeC9RCgErAwG8c7uHdhWchKdMzLxq34DHAMJwNbQ1xwrxIf7diOi6ZjSvQcu6dZdeIde0diIt3ftwI6yEnTLzMav+vUXpm1SSrGisAAL9+2FauiYntsTF3XpJqwjVBYI4O3dO7CrtBS52dm4rt9Ah5o5xlxWcBgf5+0DpRTTc3thYpeuwqeYkoYGvLVrO/aWl6NXs2a49pz+QvN6g1J8e+QwPsnbC0IIZvbohQs6dRE+8RTX1+PNXduRV1GBvs2b45pz+jtsRQG2HPP14UP47MB+yJKEy3r2xtiOnYTMoro6/HvnduRXV6J/85a45pz+QnGhbhj48tBBLD6YB7cs47JefTC6fUchs7C2Bm/u3I7DNdUY2LIVru7bXygu1AwDnx88gCX5efGJxn4zEIuCmmr8e+d2HK2twbmt2uCqvuf8oNudKM4K3M7G2TgbZ+NscHHWj0EQlFLOW+DUbQ1HOulZ5s+P+ePanRlmouwXe/zYdv9/Yv7YG8r/S6bxP8z8b+OMC9wIIRMBvAC2GPwapfTPtt97ALwNYCCAKgCzKaWFp7MPlOrMjCX4NkADoHIXkNQ/gXiGOduq+0DrH2Y1c2XGOwUAACAASURBVOAB9c0ASf2dY5mEUhW04QUg9B5Ag6BKN5DUhxzOZIC5lFP/KFNJEy+o7zKQlPscSxqURkEbngNCH7I0VSUXJPUREHd/AXO7yTwAEB+obw5Iyj0JmH8FggsBhEGVXiBpj4C4+gqYW0xmPkCSQH1XgaTc5ahtRGkYtP7PcT0BdfUFSX1UuOxEI+tB6x8H9CMASQb1XwuSfLujDhE1gqANTwGhxSazv8l0LjvRyPeg9U8A+lFQkgokzQVJutmhUKdGALThCdN3QwV1DQJJe1S47ETDK9nr68dASRqQdANI0vUOZn0kjEdXr8QX+QehUwNDWrfB42PGC9XC3xw+hKfWrkZRfR0yvD7cMuhc/Lr/QMfyQ204hIdXrcDXh/OhU4phbdriybEXCJeIvsw/iD+vW4Pihnpk+ny4ffBQXHtOfwezKhjEw6uW49uCwzAoxch27fHkmAuES0SLD+bhL+vWoDQQQI7fjzuHDMcVvZ3q/IrGRvxp5XdYUVgASinOb98Rj48ZL1Thfrx/L57dsBZljY1olpSEe4eOwCxBNdDSQAP+tHI5VpleCWM7dsLjY8Y7iugBwAd7d+P5jetQEQyiRXIy7ht+nqMCLQAUN9TjwRXfYe3xQhBCcEGnznh09HjHcg6lFO/s3okXN29EVSiIVikp+N2IUY4qsABbcvrjymVYX3QcEiGY2LkrHh09zuGgRinFGzu3419bNqE6HEKb1FQ8MPJ8TLRUi43F0doaPLhiGTYVn4BMCC7u2h2PjB7rqOtEKcW8bVvw6vYtqA2H0S4tHX86bzTGdUpcm+2/jTO6lETYtz8fwAUATgDYAuBySul+S5tbAfSllN5MCJkDYDqldLYQaMZPXUoy6h41BzFrWp0XJOs9zrqRaidAqy7hUxThATzDIGXMszEfMAccK9MHkrWAK9FAtULQqmk2phfwnA8pg68yatTeC4SXOZnZn3CDGdUOMytKLp/fC3gvhGSrCGrU3M4K01lz+okfJGsx52VN1TzQqjng8/m9gG8ypLQneWb1DazIoJ2Z/SXnO03V3aBVV8F+3eGfCSn1IRvzGtMEyJKdRJJBspdyRepodBsTmTmYV0FK5R3XjKo55gQfy04iJvNbzs+ZRjaC1twI+3VH0lxIKU1iPEoppi54DwcrK+LpiwQsG2XltXO54m9rjhXi5i8Xc6mpPkXB7YOH4pbBTRVjDUox6f23cbSmOs6UCEG614uV1/yaK9T2XcFh3Pn1lw7mPcNG4tf9B8aP6YaBC999E0X1dfGUTJkQZPh8WHXt9dwm6pf5B3Hfd187mA+cNxpX9mnaB1N1HePeeQOlDQ3xNEuJEOT4k7Dq2l9z2UWf5u3Dgyu/czAfGz0eM3o2VaGNaBrGvP06Khob46mxMiFokZyCFdfM5dTHH+zdjSfWrORSYX2Kgj+Pm8CVEg+pKka/9TqqQ8E4U5EktElNxbKrruP2WN7cuR1/W/89x/QqCl6YcDEusJToDkSjGPPWa6gJh+N37C5JQof0DCy98lpuj+XVrZvxj80bHMx/TprCldOuC4cx5q3XURcJxxNcXZKEblnZWDLnKm5SfmHjeszbvsXBfG3ydC4r6sfEz2Up6VwAhymlBZT5WH4IwFaXGlMBxFRhHwMYRxIV0/kPghoNQIjdLfMRAQ38i28bfFuQ4hgBIhuYqC3OrE7gohZh1pNWZuPrALULrcJAZBWo3uQ4RvVy00nMzoyCNr7GMwPzxczwN6B6hYV50jkpAACNgja+YWP+y9kOYSC0hNV5irXTCp2TAgBQ1SnEa3hZzAwu5IRjVM03LVVtKas0yjajuX6+COc1CgPBd1l11jhzLxP4cc5slDFDC2zMFwTMEBD8N2e/ur30JAosA7hJRETT8PF+Xoz27Ia1DuFYSNPwr22bufz5jSeKUFxfxzENShFSNSw+mMf9/TMJmC9t3sgtMXx//BjKGxu519EpRVBV8UU+r/p+dqOYaVcUrygsQE0oxOXeG5QiEI3ga4twDACe27BOyHxuI29/+m3BYTREIpxeQqcUteEQ5+AGAM9vXOfQR4Q0Dc9uXMsd+/LQQTSqUY6pGQYqGoNYbXFGo5Q6BnCAaUye2cAzFx/MQ1BVuWusGgZONtRjw4mmcUE3DLy8dZOQ+ayN+UnePoR1jVM9qIaBo7U12FrSZOka1XXM37FVyHxuA389T2ec6YmhNYAiy88nzGPCNpQZFtcBSFwZ7KeGXgIIS0dTtmRiDdU+kJhB3IBusRDUixMwDebFbA3tAISWncQNaIUW5nGI3cl0wFbCgTEFa+HEDeiWy60VQuyOpnGqa3boUAKmi51vvN3RBOeumtfP2vXDEArCiMLel3i7owkEg1En01Z6ookpAZZJEdpRiD/eEUE/jwraAaC8wK6gpkZoVhPWNeRVVnDHjgnsGIGYeKtpEiqoqXbYdQLM2tPOLKqrc7QDmHjKKvRik5fzMxdUVRyyeSkX14uFgNWhIKemLqipdgz27LVVFFTzgsGSgFiEWBpo4NbSC2qq0SgQ2IU0DUdqmpi6YaAiGHS0A4CTthIfh6qrhKK9qK6hwMIMaZqjREYsiur563ywskIo2tMMiiOWc2+IRhDRRLohOMqb5FVWCK8npRQFNU1C0ZpQKOG+wtHaauHx0xFnemJIIJH9yW1ACLmRELKVELK1oqJC8CcJQm4FUJFqkgAK7/4Edx8IBVk0ynLq48x2CcRTkilUs4TSB8KtHBoBrOmQckfBUwDAnMR4Exi4ekMoyKIR060u9tqdxMIxuEyG9VBPCD8OVAVkS+670iXBubvN62cJJRfCt5dq7H3hmKL3yM2LAAFAEae6glJTh2FlJhD3OZgJvDmIzCrXmtEtM0v4YfUpCvrY8u47Z4orlHpkhRO4dcvKFqZ7+l0u9M5pxh0TpboCQIrbgyTL8lDXrCyHM1mM2SObL16YqEJpTlISt5TTLTPbYeEJAEkul0MfkKhCaauUVG6JpGtmNtfvWPgUBd0sVWNlSUJzwZ4DALSzvVaP7ByhcMwty1w/fYqCNK/Yo6FDOn9NejVrLhTNyRLhmCluD3wu8batfQ+qd7Pm8AmuJwHhzj3T54OcoLpz18zEFaL/2zjTE8MJAFZFTRsAJxO1IWyXMw2AYyqklM6jlA6ilA7Kycmx/zphECkZ8F8Jp8WkByT5Vr6t/xrzrt36RfUyPYHFiIZIaYBvBpyKZg9I8s08M+k6wZOAF/BO5NbOiZzF3NoE/s4k6QYb8wYx0zeFqzBK5BamotnOdIP4r7Mxb4ZTTe0D/LO4ktpEaWsqha1ticm8mmcm3+Z8bfgA/1WcNoMonU17TzvT67Q1Tb5DcD5sP8CaIEBcPQB3PxtTMpm8XShJvlvcz6SbuM38vs1bIDcnh6vmKRECn8uFS212kL8dNtIxkPoUBXcOGcatcw9u1RqdMjLhthyTCEGSy40p3fkbl/tHjBIyfzN0ODfgjmjbHm1S07jJQSYEqR4PJnXlN0F/N+I8B9OrKPjtMF48dX6HjmiWlMwxFUlChs/Hrcefinn/8PO4Y+M7dUamz8/pNVyShJykJIzpyGtI7hs+0jGQehUF94/gmRd16YY0j5ezwnRJElqlpHLKZ0II7h2WgDmcF6NN7paLZLebY7plGR3TMzDEUrFVliTcNWS4kPnb4fz1nJ7bE34X7/vslmV0z85GP4tg0CXLuG3wECHz3uGJ7Gv/+zjTE8MWAF0JIR0J+4bNAbDE1mYJgFi95pkAVtDTvCNOUu4Hku8wVbgK80PIfIsNHtZ2cguQzAWs9AFcTA2bdC1I+rNOZuqfgORbAZJpMvuDZL3jyHghSluQzA8A12CTmc4GsbSnBczHgOQbwbyfXYBrEEjm+yDWpwAAROkAkvke4BrIXptkMMvK1MedzLS/AElzTWWvC3CdC5L5gcNxjbi6gmS+Dbj6mcxMIPkWkJQHncz05wD/NQBJZUz3MJCsjxzluYmrJ0jmv5uemqRsIPkOkJT7nMyMl9kETlJM5kiQrIUO3wziPgck83VA6WUyc4Dke0CS7xQwX2Ue0SQZ7IlmFEjWxw6PC+IeyNoqPUxmc6Z2T+Kr1RJC8NbUGbisZ28ku5gCeUyHTlg0+0pHKe1hbdvhlYunoltmFhRJQsvkFPxp1BjM7TfAwXxv+izM6NkbfpcLblnG+I6dsWj2lY5S2qPad8BLF01G54xMKJKE1impeGz0eFzVl7cqlQjBgpmzMc0cfDyyjAmdu2LR7CsdngzjO3XBCxMuRqf0DCiShLapaXh63IWYafMoViQJH8+6HJd0y4VPUeBVFFzUpRs+vexKR9nrSV2745kLJqJ9WjoUSUL7tHT8bfxEh9+0W5bxyWVX4OKu3eA1LSsv6ZaLj2dd7hD3XdqjF54edyHapqZBkSR0TM/A8xMm4cLO/NOeR1Hw2ewrMLFLV3hkBT7Fhande+CjmXMcT2aX9+6Lx8aMR+uUVCiShM4ZmXjxoku4TWKAPWl9NvtKXNCpS9zec3puT7x36WWOzK1fndMfD40ai5bJKVAkCd0ys/DKxVMxoi1fEiPV48Gi2VdhbKdOTMXtcmFWz954e9pMB/OmgYPxwMjz0TwpGYokoUd2DuZPnobBrRK7Jv63ccYFboSQSQCeB1v7eINS+iQh5DEAWymlSwi7zXsHQH+wJ4U5lNKCxMSzArezcTbOxtn4T+Jn4+BGKf0KwFe2Yw9Z/h8GMMv+d2fjbJyNs3E2/m/if8LBDTBFZo1vAMZJZh6fdI3QipPVC/qQ1UoiGaydR7yWR6PbQRv/DRhmraSkqx2OX4zZwNIuI8tZ8T7/tSCeoQmYW5iPgVEOeMawukoC20xWg+hdILISkFjxPpG4DojVC3qLGcx4xrH6T8KaTrWgje8A0TXMMjPpusR1oiLrWHoqrQU8F4L45ySo6VTN2kXXAVIrkKS5ietERVazOlG0ge3B+GeLazrplex8ohvNWklzhXWiKKVAZCW79rQR8F7E6lmJajrp5aDBN4HIFkDpwM5dJNgz6wW9t2cXQqqKKd17YFbP3sIqoSUNDXhj5zZsPVmMzhmZuH7AIORmO/fHKKVYevhQ3MdgavcemNmzt9DisrihHq9t34qdpSXompmFGwYMFlqGGpTiq0MH8eHePdAMA9N79MSluT2FFpdFdXWYv30L9pSXITc7BzcMGCQU7BmUYsnBA1i4fw8MSjGzZ29M7d5DWNPpWG0t5m/fgn0V5eiZ0ww3DBgktPfUDQOLD+bh4/2sVtKsnr0xuVuusKZTQU015m/figOVFejTrDluGDAYbQXVTDXDwKd5+/Dpgf1QiITZvfvg4q7dhZv8h6urMH/7VuRXVeKcFi1xQ/9BQhFgVNfxyf69WGTWSrq8d19c1KWbsFbSwapKvLZtCw7XVGNAy1a4vv8goQiQpTnvxeL8A/ApCq7ocw4uTFAnKq+iHPO3b43XSprbfyCaJye2qf1v43+iVpIR+hyoexAsV50CcANSKkjWEm4NmxqNoFWXmqmUsZRCH5B8G6TkG3lm8BOg/lGwPH0KVrE1HSR7MTfhUCMAWjUV0MvRlNPvA1LuhZR0Dc9s/ABoeNry2mYV2OzFnE8zNepAK6eYqZRW5h8gJc2xMd8EGv6OJuGahxXdy1rETQ7UqDaZtWB6AsLapj4CyX8pzwzMM13pYkwvILcCyfqU8z+megU7d6PewvQCaU9B8l3MMxv+AQRft4j2vIDSju0JWAZyqpeCVk5lAz2iYNtkbiDtWUg+vsqoUf83Zitq7afSmYkQLZvKTNg43RQhqnEmyfgHiGc0x3xs9Uos2LcHIdNsx6coyM3OwYczZnODbmFtDaZ9+B5CmgrVMCATArcs49VLpjlsK/+44lssOnCAY/Zp3gLvTZ/FDZBHqqsw/aP3EdY0aBbmG1MudZSfvvfbpfjm8CEELcyBLVvjzWkzuAHyQGUFZi38ABFd55jvTJ+FAS15m9g7ln6OFUePWvrpwrA2bTF/8jRuMNtbXoY5nyxARNOgUwqZEHgUBe9fehlXPptSipu+WIx1Rcfi6aA+xYXRHdheipW5o+QkrjbdzXRKoUgSPLKMj2bOQQ9L9pZBKeYu/hRbThbH++lXXLiwcxc8N2ESdz6bi0/gusWfxL0nXJIEj6Lgk1lXcJOtbhi46rOF2F1WyvVzSrdcPD2er9S7rugYbvx8Ecf0Ki4smnMll1WmGQbmfLwAeZXlHHNWz16OKrSrCo/i1q+WIKrrMCiFS2L7HEvmXCWcGE8VPxeB2/95UKqaA3gITVmwUcCoA218lW8bWmibFMD+LvAiqMXUh9Io0PAEmiYaAIgARg17grAyg+/ZJgWT2fAML/KiISDwZ9trRwCjyikcazTv/u3MwNO8yMsImFalVjVzBNDLHc5otPF1y6QA87zCQMMTnMiLGrVA4EUbMwzoJ5ntppUZeEXADAH1j4Ba0lOpXsWsSqmNqRUBIT5XgQZeYk8UcaZh9vMhUEt6KtVLBc5sYUArAMJLbcznTWYsDZcxad2fuLz7oro6fLB3V3zAAVg+/MGqSiwrOMwx/7ruewTUaFy4plOKkKbhjyuWOXL5PzuQ52DuLS/DqkJeX/Hk96vRGI3GhWsx5oMrv+Pa5VVWYOnh/PikEGNuLz2JdcePcW0fX7MSjarqYD5kY+4qK8WKowW2fqrYWFyELSeLubaPrFqOoKrG9Rkxcd0jNgvSLSeLsb7oOKcRCGkqVhUWYldZKdf2TzamZhhoVFU8voa3IF1fdBxbS4q5fgY1Fd8cOYS8inKu7YMrlyFkTjQAE5g1RqN4au0qrt2qY0exx7TWtPZzcX4eDlt0IZRSPLjiOydTjeIva9dwzGUFh3GgqsLBXLBvD6d5oJTijyuWIaxpcT2DauhoiEQcornTGb/4iQH6MYjtGFVWstoakZVwKmDBBF0Wa08mBhNltEdNhpW5AkKLSaIAqkUtq+ZBqE1ARMBcCYdKGGB/r1psFtW9CcRoYbNf1kOJmJT5ZceZu348M7oaCa+9Xmj5cXsCZgjUzox8L2YaQV6IF90KsUlQCNR+PaPrIRT3GbWmNSqLzSdPCHPKg6rqGMQ3nCgSCpNKAw2oswjcNp4ocrSJMa1K3djri57vC2trOFHXphNFwqJsQVXF2iJ+YthWYs8eZ5FXWWFTaB8XupiFVBXrbcydtkE9FrvKSrl+bSou4gbwWER1zaEotg/qifq/vui4UOCmGQbWW651WFNxtKbG0Y6CPUlYY+3xY2KnO8q/fw3RCIobnIJBg1JsLObf59WFR4VMiUjYZHn9ymAQ1SGnuM8AdbyXpzN++RMDSU0gnoKZvmr9ORviAd8ArHsHJC2ByAucIKqJKQiqm4YzsXYZp+injWHvd5yp8f2U0iEemImAKRZkOZkZEDvNEd7t7IeYxPIILKVDqJCGJGCKBVmAzlzcrP0UFlaRnUyS6HGcAqRp3yTd64UkOaGKJCHb5rJlT1+Nv5Rp2NPE9HH58bFg+fx80bdUt5ipSBK3H5Hu9QnX/T2yjCxbDf9kt0gZz9I+rf1K9/riZj72dnZfAJFoDQCS3G5ueSjd64NHdu7NeGQFmZa6UxIhQnGdqP+ZPl/cHOn/Y++8o+Qozr39VE9PXG1SzjkjiaCABJKQhAKIDCIZ2wTbOGDANvjibLi28TXGBuOMsXHiYjIGIUBCIIQkQETlvMphc57Y3fX9Ub2zU909Al/Dd+8Bvedw0PbWPlPdM1PVXfX+3l9hREIhjWkaIcyA8wG0+lQA3eKJwHMPGQZdC4roRUNm4D4G+N+77olEoAgxJASVBcK7RDgcqLYH9Xn8sOIjPzGIUE+InIR/nz2uxGeFbROfwi/yMsDoCWbn5qYw+7tKYQ9TxJUTWuGhkqvwi+tCYA5AhDvFRsIcAuYwfE8NIo4ouVI/VHJ1EeZwXfNgjgKjH/63OYbw7G+IkmvAt9FrQnicci7LHxrvDqxeZhSR+KSf6eunCZGJymGtI8IT3cHZ+6WK+AVugcywSigonDQiU0EkAphh5apXGCVXB5x7RG3+F+zDzBg4OHBD2DQMLjlO3/y+5oSTfKKkSCjEwhEjtY3q04cMDRzEQ4bhE81dFcCMhkzOHz1WY8wfNjxwgDKE4PzRunbn0xNO8A260ZDJpceN1wZxtdHqQ2IIwdkjdTX6FeNPIBbyC7IKi/IBnD1iVOBEi4AzC4R4QgguPW5CoGju0xP0ysPnjRoTeO5CCOYXCPFMw+DCMWN9k0jcNLnqeD3h4sIxYwP7GTIEcwqEeFHT5KwRowKZ1xQUOQS4eOz4wA32cCjEzAL71ZJIhLlDh/k+d3HT5LMnvudWwf84QrfeeuuHBv+w4t5777312muvfe+GHRE9DbJvqKUB4dpHdrkWI/EJrZkI9UYaXSHzGoiYKokQGoio/CMi5LmrjM5WWTFOi2qLgC5fxkhc5GH2Q4pS5QwmYqgBfDCi8j5/ZlB0tlrWcNrctgaUfhUjfq7ONAciRVQtl3S0M0cgKn+vK4qFgNgclRHkJDtfv/Q/MOJneJhDkBiqwqlw7UXN0YjK32obykII1c/MK0C6k1n2XYyYbm9JaBgIC7Lr3EHaUBNN5a88tqYCorMgsxLIKVW3MKHsPzFiurIVc5TaJM5t6Bz4w8cjKn+h25oKQzHTKwDLZYbVxrc3I8wcqz4buc2dzMgkRMXPtU3qkGEwc9BgXtpThS0lUdMkEgrx8/lnMrGvXgJsQq/e1Cbb2VpXSyIcRiCY1n8AP5u/UNukNg2DGQMH8eLuKkAxoyGTe844m+M9Pscn9O7DodZWtjfUkwhHEMD0gYP5ydz52t1vOBTilP4DeXF3lUohcMVjv154LmM9ZTYm9u3H3qYmqhob8szZg4fyw9lztckmapqc3L8/L+6uwhAQCZl0iYT5/dnnM8JTEmNKv/5UNTawu6mRRFhdv/nDhvO90+Zog2E8HGZin768uHsXIWEQCRmURqP84ZzzfVlRU/sPYHt9Hfubm/P9XDhiFN+aMUubCEoiEY7v1YcXd1e5T1IGFbEYfzr3Ql/5j1MHDGRLXS0HW1ry/Txv1Bi+fsoMjVkajXJcj168tKeKcChE2DDoGk/w5/Mu8rnSzRg4mA3V1Rxua833c9HYcdzoUadXxGKM7NqdFXt3EwmF8k+dfz7/Inp7so1mDhrCO0cOUdPeli/3ccX44/nipJMDM5iOFrfddtvhW2+99d73avexyErqCGntBqdWDXgBKaD5dk7S9U4oAzM4Ja2TuUttBJtjAq1CO5ntYG0GUYEIF6nNk2fuVJaZ5pjAtNJOZptiGl2LWluCm7Zp7QDZDObYwLTSTmarqkpqdFOlKo7K3KY2bcPjAtNKO5nNqq3RQz0ZHZW5FWQbhMcHppV2MptUEUSjl1Y+PJi5RU0m4fHa5OFnNkBuh7I1NYuXM5ZSsqm2hrRlMb5nr8BU1Y6oSybZ1VBPv7KyojWEQK1Db6ypJmvbTOjVO/DJpCNqk+3samhgQFl5YGplIXNDTTWWYzOhZ+/AVNWOqGlvo6qxkYHl5YEWnB1hOw4baqqRUjK+V+/Ap52OONLWyp6mJgZXVARacHaE5ThsqD6CEILxPXsF3kl3xOHWVvY2NzG0sjLQs6EjcrbNhppqQkIwvlfvoks8oFKA9zc3M6yya6CtZyFzfc0RwkaIcT17HZV5oKWZgy0tDOvaLdDWsyOyts366iNETZNxPXoedazZ19zEodZWRnbr9j+y9YT3n5X0sZoYjsWxOBbH4uMc/2eUz/9XQsoMpJerJ4bIiYEOZvm2uR2QfRWMUojOK3rXLmUa0i+oJ4bIJIS3CqrG3ArZtWCUQ3Ru0bt26SSVEM5pgMjkQJFVJ3OzWiIzukJsbtG7dum0Q+YFcJohcnKgK1oncyNk31Ib3LG5Re/apdMGmWXgtEL0lKJPLFJKldGVe1ftTcROL3rXLp1WZVQk2yA6HVFYfdbHfEctJ4V6q72AwPLi7tNK+gX1xBCd4as7pTPfUplcob6qcGIRZmMqxdKqnWQsi1mDhxStUCqlZO3BA2yqrWFAWTmzBg8petfekEqybNdOMrbNnCFDiz5dSCl59cB+ttbVMqi8gtMGDyl6116XTLKsaieW4zBnyFD6FXkScKRk9f697KivZ0hlJTMHDi56117T3sYLVbtwpGTu0GFFnwQcKVm1by87G+oZVtmV6QMHFWUeaWtlubvsNXfosKJPArbjsHLfHnY3NjKiWzdOHTCo6F37odYWXtxdRcgwmDt0GD0Swd83y3F4ee9u9jY1Map7d07pP7DoXfvBlhZe3FNF2DCYN3Q43Yo8CViOw4o9VexrbmZsj56c3K9/Uea+5iZW7NlN1DSZP3S4zxGuI7K2zUt7qjjY0sK4nr2Y3Lffv7yM9K/Ex+KJQTmeXQFk3WyiEESnIip+hShIk5RSIlu+59pLOqhickLtB0T0zSOZ24ps+BRgFTBnICp+odlWSukgW74JqWcVU5iAgai836cAlrmNyIYrVTvpCq1icxHld2oWk1I6yOab1ESH46Z6htzCgPrkJLPvIhuvAemovmJAfCGi7MfaB0tKC9l0I2RWAbbbzzCi6999E4nMvols/JwqdZ1nXqBsSDVmDtl0HWRed5lhIKKc8zwTicy8imz6AkjhMgUkLkOUfsvDzCq3tdw7bnZTRG3QBxQblJlXkI1fdn9yM6kSV2KU3ay3kxlkwzVq+VDmXGaJW2xQF44tr9rFDc8tBgSOdADBFyZO5sapp2jtUrkcn3ziEbbV12E5DmHDoCwa45GLL/Mt1Ty3YztfW/Ysgk5P3xtPPoUvTJqitWvLZrni8YfZ1diQZ1bG4zyy6HKfCvapbVu45YWlGELle0kpufmUGZrTG0BLJsPljz3EvuYmci6ze6KERy6+3LcE8simDXxvxXIMIfLMb8+Y5SviJHqufwAAIABJREFU15ROccmjD3G4tYWs7RAJqSKCDy26zDfwPbD+XX74ygqEEPnzv23W6VzisQGtTya55NF/UNPelmf2LyvnoUWX+qww73/3be5YvTL/uZESfnz6PM732IDWtrez6JEHlfeE4+SL8z140aW+bKffv7mWu19fg0AghGLeOf8MFo7QvxuHW1u5+JEHac6k88yRXbvz9wsv9pUDv+f1Nfz2zbWASlOVSJ97HKhlqYsf+Qdt2QxZ2yZshDiuZ0/+cv5FvqKI7xXHBG4FIRuvV6Ub8mrZFGRfU6UvCiPzIqSfQmkZskASZDuy8Yu6IEtKNeDJZp2ZeQVSj3uYz0PquU6mTIJsQzZ9UTOel9JBNn5JrdnnmWn19JB+Wmemn3I1Ax3MdpAtyMYvaXniUtrIpi+qO3CSnczUs6pfhdco+Zg7KaQK+tmMbLrOw8whG7/o9rGAmf6nT28hkw+qjfw8sx1kE7JRr4QqZda9nqkCZgZSD7sag4K27X9WG+QyBeQU06lHNn3Fw0whm653XzuleGQg9Tdk9g29bdu96qmmQ/ks28GpQzbrE0hrJsMNzy0mZVmkrBwZ2yZjW9z79husO3JYa/vLta+yubaGZC5H1rZpz+WoaW/j68ue09o1p9N8bdmzpC2LlGW5TJt71r7qy93/+aur2VZfpzEPt7byjeVLtXZ1ySS3vLCUjK2YaZd755pVmiAL4L9WvczOBmWY08E82NrCd19aprU73NrK91YsJ2PbGvNHr6zwmdD8YOUK9jQ10p7LkXMUc29zE7e9rGtS9jc388NXXiZj29r5f3/Fcg559ADfW/EC+1uaNWZVYwO3v/Ky1q6qsYGfrnklz1T9tPjm8mXUJtu1tt9cvpRDrS35c0/mcuyor+fONa9o7bbW1fKLta8qZsc1tS1uWvocjamU1vbrLzxHdXubxtxSV8M9r+uf43XVR/jdW2/k3++UlSNtWdz4/DM+A6GvPr+E2mS7e+4OSSvH+uoj+Unlw4iP/MQgrX2u8MnzZCRTauDRDj3iUd92hKXuUDvC3gV2XUC7FDLpsY1MPoyuvi14/dyGgpfYCjLATUumXEYh86Hgfspm3ZkttwFkgGAPP1NdiwCmXas7nGXfJlAbIZM+5bNiel9fgr0faRWIiLKvBfQRde6pxzzMR4OZ1k5lj9oRmdUEGw+lkaknPMzH8IsQHcht1GxNX967O3DpImPbPLF1s3bssS2bydi6UZAtJW8cOkh7tlNIuHz3rkBm1rZ91p5PbttMNoC5ev9eMgUK2mVVOwnKArUdm8Xbt2nHnt6+1ef2ZjkOy3dXaQK9pVW6fWdHOFLy7E7dtXDJjm2aOA6UAthrAfrszu3uU5c/nt/VKap0pGRZ1a5A5uId+vk8s2Ob5jzXEYaAZQXMrG2zct8en3te1vFf939u2+K77qDSVZfv7nQUTOZyrD14wMfM2DaPez4f/9xahCkEK/Z2ft+a02nWVx/xiSUztu2zk/0g4yM/MShbzSJrcV6Hr2KiNe/vpE1gUjfgGzSLidboWDIp/Lv3yQwUrf2LTF+/ijCF8LT9F5hHPfeCax/otNbxO+97Uqyth4mN72ZAAf81ZkHfLCd42VVK6VMF20UGPED7kluOE9jNQOZRXl+iM4NaOhLf4FrMNtKRUntStBxZhCn/DaYT2NaREvt9Mr3XxLKdQEGYt5/S0xeN6TluO05gWynR+lmsjx0MrZ+OHcx0z6GzL8U/R0f73b8bH/2JITRYVxjnIwbx87QjIn5+gNAJQELhHoM5QlPE6szz/UyfIAtUTn/BBrg5FgjY7BRxiOlM9XMQM+py3AhPIHgQjyMSXuZ5+F3MUCY3hfsBkUkEjmQigfDoLZQjXcBGs9FN2aPmmVOKTA4BzNg5wcxQXzAK8v4jpwQzRQIRP8fDPIvAa28OUc56bpw2aLBvEARV/Oxsz1rzwuEjfcpWAYzt0VNT1s4ePDTwCx5zxVKFsWDYcB/TEIKT+vTV1prnDBkaOOhEzBBnDNdTpU8fMgzTc5NjCMEpAwZqm8VzhwxDBHyWwqEQ84bqa+KzBg/xqbkNITht0BBtv2je0OGBm/GGEJw+dJj286kDBvmYISGYO1RPUJg/bDgRM3iDv5AZNU0m9e3ne1ozDYMFnjX+M4ePDFReO9LRnOa6RCIc16OnX1JpGJw5XH8vzxoxKnB/wHYcThs8OP9z13iC4QGWshHD4JyRo/mw4iM/MQghEBV3uwO5O/CJBIRH+hTFxBZCZBrQsekWAWKI8p/7xFOKmSA/SIkEhMciPKI54ucp5bXwMCvu0ja+hTBdZlxnmhMQXtFc4mLlW5xnRtUGbMXd2sa3EBFExV2oSSTSyYxMgphHNFdyhavmLmQmXKZRwIwiyn/mXssIIFzmNIid6WFe7U6iHcyY2tStuFsbIIRRAuU/cc/bvSYiDtGZED3dw/wcmEM8zC6uGK2QWQplP3T7GVb9JA7ReRDRRXOiy3Vqosoz4yBKEeU/1dpVxuPcNut0oiGTsKFMGeOmyTmjRjPVU930a9NOpX9ZWX7DMWGGKYtGuXOeLizsUVLCt2fMIhoyMQ0DAzUpXDx2nK+66Temz6R3l9I8M26GKY/G+K+5C7R2/UrLuPmUGYopBAaqpMSnJpzAOI839XdnzqZHSZfOfobDVMZi3D5Hr1Q7qKKCG6ZMJeaWyugoU/HZEyf5PJ9vm3U63ROJvE9ywgzTPZ7gtlm6AHJEt25ce9JkYqYqJRFymV+eMtXnb337nHlUxuJaP3uUlPDdmbO1dsf17MWVx5+omHQyvzb1VF9W1n+dvoCKWCxfoiQRDtO7pAvfOPU0rd2Jffpy6XETiJsmBriVXU2+Of00XwbVnfPOoDwayyvUS8Jh+paWcbPHhnNKv/6cP3oMcdNE5Jkhbj3tdJ9G4ecLFlIajeaZiXCYAeUVXD9lGh9WfCyykkCJl2TqabCPKN+C6GnaIJpvJyVkX0dmXgajEhE/12dZmW9r1yNTT4FTg4ieDJEZRZgOZF9FZlYp4Vj8HM3vWWfWqn46tYjoNGVxGVC4TTFXITOvKuFY/FyfDWYns9pl1iOi05UVZyDThsxKZHat8nhInBfoWaGYR9xzb0JEZ6o02IDlNcVcgcy+CaHeqp+BT3Ag7UMusxURm6WsTQOZFmReRGbfUeW+4+cE+mAASGs/Mr0YZDsiOhvCJxVh5iCzHJl9V2Uixc4pKoLc29TE09u3kszlmDd0GCf07hPIzNo2S3ftYH31EQZXVHLOyNG+OjwdUdXYwNPbt5K1beYPG+FTPXdExrJ4btcONtZUM6yyK2e7fsRBsbOhnsXbt2FLhwXDRvgmhULmszu3s6m2hhFdu3H2yNG+DJqO2F5fxzPbt+EgWTh8pFbyujBSuRxLdm5na10to7p156wRo4gXYW6pq2XJjm0YCBaOHMWobsGf42Qux+LtW9nRUM/Y7j05c8SIolk5m2qqeW7XDkLC4OyRoxjeNbi+WHs2y+LtW9nZ2MC4nr04Y9iIooLF9dVHWLprJ+GQulsP8qwAlaTw9Pat7GlqZHyv3iwYNqKoYPHdI4dZumsniXCYs0eOCvSsAGjJpHlq21b2NjdxYu8+RZ+23iuOCdyOxbE4FsfiWGhxLF01IKTThLR2a/4Cge2kjbT2IAMzj7zMRpd5lI3rQqbT8D6YDS6z2OZtB9NS7d4P065Xr3+0jV7cdFRrN9LxlyT2M+veJzPrMpuO2k4xa5HWXi2V9+jM5qO2U8wapLXvfTKrkE5Adpgnqtva2NvUVHQDsyMylkVVYwMtmYDS65443NrKvub3ZqYtlarpTWsMikNuuYf3Yqbc9M+27NG/G6BKSBxoeW9m0mW2vwdTSsnBlpbAktXeaM9mqWpsCC6D7WEeaGn2pb0GRWsmQ1VjA6n3wdzf3Mzh1tb3zUwHlBX3Mvc1N3Gk7b2ZLZk0VY0NWgbahxUfC+WzdNqRzd9QefbCBELI0lswEpf426ZfRLZ8C5wUYCMjJ6k1cc+SinTakM1fV9oFYQImsvQ7GN5NXcBJPQ8t3wMyIC1kZIpaE/csf0inBdn0NZW+6QrMZNn3MeJnBzAXuwZEOZc5DVHxM9/yh3QaXeYbQAhEDFn2A4z4fD8z+Ti0/giwFTM6E1F+h0/5LW1XN5B7RzGNBJTdjojNDmA+BK13FDBnI8p/ohXmU8waJbDLbXCZat9BRGf4me1/h7afoTKMLGRsPqL8dp9KW9pHkE03qOJ4hFRZ7vI71BKdj3k/tP3C/UMLGVuIKP+hT/18sKWF65Y8xbb6OgwhqIjFuWvBQqb066+/tpT8/q03+OXa1zCESq08f9QY/nP2XN+ywt6mJq579ml2NdQjhKB7IsHdC87y7TFIKfnl2tf4/VtrMYTAchwuGqMcv7zq56rGBq5b8jR7mhoRQtCzpIR7zjhbc1DrYP7s1dX86d23CLnMy8ZN4DszZvmUytvr6/jys4vZ39yEQNCntJRfnnm2rzCfIyU/Wb2Sv61/F0MIbEfy6QkncMv0mb7N3i21NVz/7GIOtbUiJfQvK+NXC8/xLSfZjsPtq17mvzesI2QYyqnthJO4adp03zLehppqbnh2MdXtbUgpGVxRya/OPJthnuUky3H4z5df5JHNGzFd5udOmsyNJ0/zMd85fIivuHoCKSVDK7vy64Xn+JZ+crbN91Ys58mtm10mXDf5ZL44aYqP+cahA3z1+SU0pFJIKRnZrTu/XniOT/WecQ2eFu/Yln+fb5wyjc9NDLby/SDiY7GU5DReB5mX0Y1o4ojK32h+zjK3FVl/CXqevAnmaIzuunDNafiMqpiqMWOIrn/UvJdlbiOy/hMeZhjCEzC66S5qTv2nlGkNhXcZMUTXvyIinepSmX0b2XCVnxmZhNH1Lx7mJarMg5aOGkN0e1BTScvM60rNrDEjEDkFo6tejNGpO18VsPMxH9VKiXcqjwv1EVGIzsKo/GVnOymRdQtd857Cp484ovuTWuE9mV6uJjovM7YAo+LOAqaDrFsA9oEA5mJN0SzTzyKbvuFhxiB+Nkb57fkjtuNw2l/u40hbm5aaGDfDvPCpqzVf38e3bOK7L72gOXTFTJNLxo7TrBtzts2MP/+BumRSYybCYV668jNaKYcHN67nhytf8jE/NeEEvjm9c8M0Y1lMv/9eNeAUnFGXcISXr/qspj6+/923uXPNKxozbpp89qRJfHVq53cjlctx6p/upTmT1pilkSirrv6ctnfyuzfX8su1r/qY102eypcmn5w/1prJMOPPf/A9TZVHo6y+5vPaPsfdr63hD2+/4WPeNG26VtK6KZ1i5v330Zbr/F4KVOLA6quv1fYPfrJ6JX9d946P+e0Zs/hEQYnwumSS2X+5j/aCJwpDCLrFE6y6+nPaWv9tL7/IQxs3kLZ15n/OmstFYzu/b0faWpn71/s1lz1DCHqVdGHlVZ/VJuVvLV/Kk9u2kPb08ydzF3D2v5iZdGwpyQ3pNARMCgApv7Vn8i8B7SywdiELnNGkfUTVPfK1TSsVbSGz/U/4xVM5yG1S1V472ln7VT0hvI+eGWW7qTHvC2Zm39aEY9KqgtxW/BqFrN+CtP1e/MKxrNo0LxCOydwWsHYHMHPu9Stgtv0ev2hOOdJpy1+59eAcxq8nyCGTf/f083fBzPRzqtZS/k/fAqcumJnSFe+y7bcBzDSkntasUtfs30dzOuPLV7elw8ObN2jHfvvmWm3AAUhbFg9v3qgJm1bu3UMym/MzHYfHPAKmYswH1q/T8uSX795F2rJ9ScWW4/jEW/e+5WemLIv733lbWyp6ftcOck4Q0+YZj8jsvrffDGTe945+M7dkxzYtZ78jco7DcwWiOSklf3r3rUDmvW/pKvantm3F8iwZStRk+UJVpxjNdhz+tv7dQKZXUfz4lk2BWg2vc1/Otnlokz4pdDB/8+br2rFHNm309dORkpZMmtX7O93r0laOJ7Zu1iaFDuav39CZH2R85CcG7HqCbSNx/Z0LwjpIoDuZMMGp7vzZqTsK02OVaB8gOO8/DHYhs6YIU7oM72sUYTq1Be2qizCdIsyA8DKdauVT4Qvbz3SCLR4Vs2BicKoJ/ihaAf2sDmgHEFKlyt+znaW8pLV+1gY3RajCg25Ut7cRJPPK2jYHmvW9Dm/5hXy3HKmtuR9pbwvURmRsm4Mt+vp4fdJv8djRtnDgqG5vD1T/pm3Lt+bemA5SxkN7LqsJvY60tfkGJ1ADlHfNvSkTzGxOp7XJprq9Xbtjzp+PZXGkrdMP3ZGy6N5HY1qf0A+3tgb2M2s7HC5Yx8/adtG1+nqPleah1hafih3UDcGR9s5+JnM5n5CtI+o8n4cDrc2BymdHSm2/4Wh7U7XtwZ+xDyI++hODOZBgBWwIIifrh6JTCRRPyYwuHAsNLSLIMpVzWGFETiFQPCWzEC54DDRHFlFehyGqF2hTrxEw4Muc0g3k/3S0eh1fRNx+eZkBW07ShsIqp+ZxRZjRAOZkgn2s0QVu4fFFmDFXV1LInETgx1aYEOpTwJxQRHkd9/czfCKBQkAR12xAT+jdJ1DdmgiHmTpA9284oVcfXzuAynhMs2Q8sXefQBF9Ihzm5P76vsX4Iummvbt00ZZdTujVO7CSaSIcZpLHUGhM9x6+dgCDKyq1fYsTe/cJTONMhMO+vZBi6aajunXX1tlP6N0nMC02apoaM2QYDC2Sxjmmu9d4qG8g0zQMjRkzTW3przAm9NT3YSb37R/IFMBJvTvf57JoVLP6LIzje+ufh6n9BuZ1HoUhUdelI7onSigJSEcWwEl9+/qOf1DxkZ8YhIhCl6+hK4VDSrxV8gW9beIK1ze48A2LQ+IKTSMgjAR0ud6jkg4p8VaXz+nMkk+r8t2Fg66IQ8nV2uazMEqhy+c9/TSVeCtxlYd5jVIkawN5HLp8UdsoFkYlJK7yM40yRInHhrPLta7Aq2AgF3EovUF3Wwv1gMQnPMwwGOWIxGWefn6JvHOb1s+btE1dEeoD8Qs91zPs6kgWefp5A3mHuUJm6S26YNAcCPGzPP2MQKi7T00tSr8WwIxB6bc0Xcrwrt2YO2SYZq8ZCYXo3aWLT/l8y6kziJthbbM1bpp8b+ZsbXAc26Mn0wcO0pjRUIj+ZeXMH6arlL8147S8ICrfS9Pk1tPm+Abcyf36aWrdaCjEkIpK5gzRzZe+M3MWsQDm90/TxWhT+vVnQs/emmVnzDQZ1a07MwYN1tp+b+ZsjSnctl4x2vSBgxjdrbuPOa5nL072bOZ/f9Yc7Xw6mN+ZOUtrN3vwUIZWdtXsNWOmycQ+fTmxYMAVQnDraaf7mHHT5JszdIHb/GHDGVhW7mOeMmAgxxVM1kIIvj9T76fhenx/49SZGnPhiJH0KS3VEhHipsmcIUM1waAhBN91r6fGDIe5edp0Pqz4WFh7isjxyhLSPkRnKeuf+UoqCxFzS0Nk1BJUaACi9KuIks/4MgpE5CTl0WwfAkIQW6AyjUJ9PMy4UhnLlFrqCA1ElN6MSHw6gDkFzMEuMwyxM1ymfqcojBKIn4OqAtqkrELLbsHw+CMDSsxmDnALCUYgdjai4k6fGE4YpWoglW1q+cQchij9JkZiUQBzOsLso/opYhA/V13PUKWHWa7U0LJF+TaYIxBl38FInOdnRmchjJ4uM67KeFf8VDE0ZoViOs3KAtUchSj/HkZ8YQBzjiq/4RxWzMQiN8uq1MPsCrH56v1x2pRzXvmtGPF5PuT8YcOpjMU51NpKl0iEy44bzx3zzvTd1fUoKWHe0GHUJ5MkcznG9+zJj+bM10oodMSZw0dSGolyqLWVskiUy8cdz0/mLvAJwnp16cKcIcOoS7aTtnIc36s3t58+3zcwCyE4a8QoEuEwh1tbKY/F+OSEE/jx6fN9d/19S8uYNWgItcl2MpbFSX368pO5C3xKbuF6O8fCYQ63tVARi3Pl8SfywzlzfUKr/mXlTB84mJr2drK2xcS+/fjpvDN9TytCCM4dNZqIGeJwaytd43GuOWEit806HdPDHFRewSn9B1Ld3obl2EzpN4A755+p3V2D62s9agyGMKhub6N7PMFnT5rEd0+b7cvcGlJZyZR+/alua8N2HKYNGMjP5p/pEwKGDIPzR49FCEF1Wxs9Skr4wsQpPltRgOHdujGpTz8Ot7biSMmpAwZx14KFjPY8mZmGwQWjx4KEmvZ2enfpwpcmn+yzFQUY3b0HJ/Tuw+HWViSSmQMHc/eChT5L1fcTx6w9j8WxOBbH4lho8b/u4CaE+ClwDip1ZxdwtZTSp3ASQuwBWlHpI9b76fSxOBbH4lgciw8vPkyB2zLgm1JKSwjxE+CbwC1F2s6WUr63zPjfCJlarFIdnToIT0SUfi3Q7F7ah5Gtd0N2JYhSSFyJSFzuqy0kpUSmnoTkfcraMzzFZQ72M60DyLa7IbsaRBkkrkEkLvEtJSnmY9D+R5BNEJmK6PLVQGN6ae1Dtt3liuEqoOQziPhFwczkPyD5Z7WkE5mOKP0KItQvgLkb2fpzyL2hajqVXAuxcwOYDjL535D8i1p6is5U/QyoKSWtncjWu1T6qNEdUfIFRIBgT0obmfwbJP+OsuGcjehyIyLkr8Ujc9uRbT937UJ7Ibp8CRFbEMC0lLFP6kGQaYie7jL9dXM219Zw55pVrK85Qt8upVw/ZZrPSQtUSuJ9b7/Jg5vWk7FsFgwbzlemnhJozr6hppo717zCptoa+pWWcePJpzAnYCkpYymzn4c3bSTn2Jw5fCRfOfkUymP+arfvHjnMnWtWsbW+lgFl5Xx16qnM9CwldTB/++ZaHt28EVs6nD1yNNdPmUZZQK2mtw4f5M41q9jRUM/g8kq+Ou0UTh0wyNculcvxmzde5/Gtm3Gk5LxRY/jylKmBtZrWHjzAz15dxa7GBoZWduWmqadysmd5CpSS+ddvvMaT27YgEFwwegxfmjw1cLN3zf59/Py11expamRE127cNG26b3kKlD7inrWvsnj7NkJCcNHY4/jipCmBdZVe2buHu15bw76WJkZ1687N06ZzYh//pm5zOs09r7/Kkp3bCBkGl4wdz+cnTg7ckH9pTxW/eP1VDrQoa8+bp033CQtBWcTe/foant+5g4gZ4rLjJvDZkyYF1lV6oWon97z+KofaWhnfsxdfP2WGT1j4Qcb/l6UkIcQFwCIp5RUBv9sDTPpXJoZ/WeDWdi+0/ZrOXHVVEVR0e0IbyKXTgKx118Tz+e9xiJ+HUf6fOrP1HjWA55mGy3wKYXZunEm7Bll3FshW8qmwIg7xSzDKvq0zW36qBkaN2UUJsgoGXWkfRtadrfYY8um1cUh8EqPs6x7mDyD5qIdZhuj+jNpI7mBa+5H156lBuZDZ5XMYXb6sM5u/A6mnC5ghEOWIHks0hbi0diPrL3SZsoB5HUYXfY/Iafo6pJ+nU0thglGB6P6sts8gczuQDRerPZsOplAb2kbJp3Vm4w2QWeFhdkd0X6Jt0m+prWHRIw+StqzOXpom35k5m8vH6d7gn336Cdbs35dPiTQNg14lXVj6yau0PYF11Uf4xGMP+cRTP5g9lwvH6Parn37iUd48fDDPDBsGfUvLeO6KK7WB563DB/nUE4/6hE53zD2Ds0Z2bn5LKbnssYdYX11Nxs2pjxgGA8sreOYTn9b2BF47sJ9rnnpcY8ZM02cx6UjJRQ//N1vravOpm5FQiGGVXXnqsk9qWVCv7N3D55/5p4/524XnctrgTrGi7Tic/9AD7Gioz6duRkMhRnXvweOXfEJba19etYvrn1vsY953zgWcUpARlrNtzn7wb+xtaiLrdDLH9+rNQxddqt3kPLtjGzcte87H/Mv5FzG5b+d3OGNZLPzvv3KgpSVvahQNqQ3tv12wSGM+uXUz335xmU+E+OCFl2iZSalcjgUP/Jnqtra870YsZDJtwAD+eO6FFMZDGzdw28oXfe/7w4su0za/30/8XxO4XQM8W+R3ElgqhHhLCPH+d5TfZ0iZ8kwK7kvKtCtsKjja/oA7iBWmoqYg9QSyIC9eOm3Qfp+H6Shmu0fglvyLZ7BFDWrJf2giL+k0Q/KvAcyUK5Ir7Od97sBYmDOdguRftTo/0mmA5EMBzCQy+VcP83fBzLZ7kU5nvrS0j0DqSQ/TBtmuniIKmW2/0QfwDmb7b5AFznLS2g/pDvvTjrDAafO717Xdo+7+C5kyBW13azWwpFXlWo16mc0+B7c7X12lTQqg8vPvWL1S0xhsqavVJgVQorHGdIqnPMKxO1avDBRP/XjVy1rK67rqI7x1+JDGzDkOtcl2nzPaj1etDBQ6/eiVFZo+4M3DB9lUW5OfFACyjsOhtlaWVe3U/v5Hr6zwMdOWxQ9fWaEdW7N/Hzsa6rV8/qxt583sC+MHr7z0vpgv793DnqZGLZ8/Y9vsaqhn9f6974t5u4f5wu5dHGptyU8KHczNtTW8cehg/piUkh++8nIg879WrdSOPbdrB9XtbZrTXca2eOfIYdZXd2p1HCm5/ZWXA0WIP1mtM5/evpWGZEozY0rbFq8e2K9ZutqOw09W+9/3tGVx56ur+LDi35oYhBAvCCE2Bvx3XkGbb6Nksg8UwZwqpTwJOBO4TggxM6iREOJaIcSbQog3a2uLCZICwtoPASWmwVbLG4WRXYtfUQyIiG6Zae92axn5XgyynieZ7Fr8amaXWaCmxtqhjvki5zIKmW8S6LgmImAVfPFzW0EElXnOBjDfJtDJTJhuqYoO5pYi/cxAxsPMvU2gYBChi8yszUWEeGm3xlMh890iTAfsAkFdblOR9yjlO/f11UcClS4Z29ZERBtrqgPNapK5HGsLBh2ATR6/5o5ozWZpKhBlbag+EliMLpnLaQMZ4POA7ojaZFIr17ChujpQ4JbM5XjH4029vT74Qf1AS7PG2FBzJFAQ1p7LaYMjwK6G4KIySKG8AAAgAElEQVSOVY0N2rluqDmi9bsjUpbF+urOGzHbcdjXHFwscbvHw3rdkcOBzJxta/1MWRY1BeK0wthSp48vbx8+FFi0z5GSdQXMlkya5iLiPu/n4c1DBwPFfQJYX9N57nXJpG+iAXVb5L3uH2T8WxODlHKulHJcwH//BBBCXAmcDVwhi6xZSSkPuf+vAZ4AphRpd6+UcpKUclKPHsGinMAI9SgiHANCnjVPcwiBgiyZg8I1eaN3EUGWcAV1ha8xmGDvYQ8z1PcozMEe5iACBVkyq4u8Qv2KMI0Apn/9N880Ch5XQ/2LCMdC7vVDbxvIzKn3pbCfgfaa4QCmf01ZMS0oLHQY6kuwsDGiC/aAPqXBvgtIJUjriH6lZYFeykojoBdE7OUxcMl3Swi6RDon635lZYFitJhp+sxqvKYwnW1Dmg6iX1kZkZB/UoybJgPL9X52TwQ5EaoaSIXpnf1KywJdzOJmmH5l+vXrFrDfAsqNrHDZpV9pWeBeQtw06V/ANISgPBrgLgh0T+ivNaC8QrsWHREJhbR+xkwzb9DjjZ4l+jUZVF4ReO6mYWgF70rCEV9KbEd4Pw+DKyo1XURHGEJohkIVsVhRw9++xT63H0B8aEtJQogzUJvN50opA7X8QogSIURpx7+B+cDGD7QfRqXKUfcpmmOILl/U25Z8Gr+iOKyc2QrsLUWoB0RPC2BGESWf9zA/g1/5HIHIidqmsgj1dZXY3rZRRMlndWaXzwW8dkRtVhdMDMIcBOETAl9fJK7xMD+P39ozqjaBC8V94REQHoPvOomIe/0KDpV8KZgZW6BXljWPg9AQfLkQwlSiQ62f1wUwXS1FYRXY8Enu5BDE1IV4Hc5kGtE0ufi4cdqG5dT+A+ieKPFZTJqGwaXH6XsRN548zTdAxU2TT44/QdtcnDlwMBWxWCDzwjFjtWM3TJkayLz6hIna5DJ78FC6RMK+fPhwKMR5o/Sia1+efHIg89qJk7VBfMGwEXmntY4QQNQM+SxIv1SE+QVPNdCFI0YRCYW0ga/DGa7QXlMIwecnTg5kXjdJr15wzsjRhAOYJeEIpxeI+wwh+MyJEwOZ10/W1fYXjB7rG/BDQlAejWob/+FQiE8ff2Ig84aTdebFx40LZHZLJLQ9k6hpcum48b7PZ9w0ueFDdHD7MPcYfgWUAsuEEO8KIX4HIIToK4RY4rbpBawSQqwD1gLPSCmf+6A7Isp/DPGzUYNpVImeyn+sBGWF7czhiMrfgtGXvM1k9DRE5e/9zIo7IbYANehGVemE8jsRkRP1duHRiMpfuX7EHczZiIpfBzB/AbG5BcxeiIpfIMLjPMzxygbU6OkyIxCbp455mZW/gehs9bpEweiDqPwVIqx/mUVkIpT/FIzuBcwzEBV3BDDvVbabeWY/RMVvfVleInoylN+urnfHtY+fgyioWArqiy+6/gkip7rMiBIXVt7ny8gS0RlQdhuIygLm+YiyW/3Myr8VlA+JQGgwovJPPhHi3KHD+f7MOVREY8RMk1hIVUH9zoxZWjtDCP5x0aVM6defsGHkN1//fuEl9PDcZS4cMYpvnDqTsmhUMU2Ty8dN4Oun6mXEQ4bBQ4suZWKffoQNg7ARYmTXbjx44SW+TKcLxhzHTdOmUxqJuHe8Jp8+/kRu9Aw6kVCIRy6+nBN698kzR3fvwT8uupQyz533ZeMmcMOUaXQJK2YiHOYzJ07iC5P070bUNHnk4ssZ37OXyzQ4rkdPHl50mU/cd+XxJ/LFSVMoCYfzzM9PnKJVQQVVTuORRZcxroA5vmcvHr74cl8G0bUTJ/PZkyaRcJkl4QjXT5mmVUEFVZbioUWXMbp7DyJGiLBhcELvPjxy8eW+bJ/rT57GVcefRNx9f0ojEb469VStCiqoyqz/uOhSRnXrTthlntSnLw9dfJlvcL952nSuGH98/j0vi0a55dSZviqoPRIlPHDhJQyv7EokpJhT+vXnoYsu803o354xi0uPG08spJjl0SjfmTk7MGvug4qPlcBNyhQ4LcoKM3DfoaOdVIXVRMLnReBr6yRVxtH7ZpYo5fJRme0q48joEWgZ+T9jtqlN8PdkOi6z1OeZEMxMqUyf98M0yrTyGv8e01apx0a5z4fBz2xV9a6Mbkdl2u6mb0UsVtQysiNaMmmytuNbyvCG5TjUJ5NUxGJFLSM7ojmdxnIcur0HM2fb1KeSVMbi/yvMxlQKiQxM0S2MrG3TkErSNZ4oam1ZyAS0kuBBkbEsGtMpusUT72lt2ZBK5j0zPihmfTKJaRiBqcReZlM6TbdEoujyUkfUJZNEQoZv0vZG2srRlE7TPVHynsxiccza81gci2NxLI6FFv/ryuf/ayHtI8jko+AcRESmqWWSgOwaZV7/EjKzQuXRxxcFitYU85DLPIyITIfYfK2QWyfTUkbzmZXqrjW+KFC0Bq4YLvUoOLWI6HSIzkMEZNco8/oXkJlV6ikgvkjTT+jMfS6zHhE9DaJzijCzkF6KzK5WS06JRWrvI5C5W4nxnCZEdLaqdRRQjlsxn0NmX1VLTolFgUI4xdzlMlsQ0dPVMl7AU5iUGUgvQWbXqiWn+KJAIRzAnk37ef7PL5FqTXHq+VOYOP94jIC7rbSV4+nt23jj4AGGVFayaOw4zSSnMLbU1fL4lk0kcznOGD6C6QMGBT6JJHM5ntq2hbcPH2JYZVcWjR1X9M59U001j2/dTNayOXPESKb1HxDIbM9meXLbFtYdOcyIrt1YNHZc0bvs9dVHeHLrFizH5qwRo5jSr38gsy2b5Yktm9hQU82o7t1ZNGZc0Tvid48c5p/btuBIyTkjRwcKzECVi358yyY21dZwXI+eXDhmbNE74rcOH+TpbSrr77xRYwIFZqCefh7bsoktdbWM79mLC0aP1QyCOkJKyRuHDrJ4+zZMQ3De6LEcHyAwA/Wk8tiWTWyvr+P4Xr05f/TYwGqmUkpeO7CfJTu2EzFDXDB6rK+mUkc0pJI8unkTuxrrOaFXH84bPTZwk11Kyer9+3h253YS4TAXjh7LmCKitdpkO49u3sjuxkYm9e3HuaNGv+dT7b8TH4snBpldq9zJpA1kVcXPUH9E139oS0VS5pANnwFrvas9UJadlP8YI36WzsysRjZ+CZU2mgMSqphdtwe15RIps8iGK8HaojFFxc8Rsbk6M/2SsrfEVkyRAHM4ousDqkpsnplB1l8B9k6XGVbMyl8gorM0ppNaCs03u/20XOYYRNe/aBOjdJLIhsvB2gsUMnWXO8VcDM3f6mSSgMjxak+gYGKUThuy4VJVwE8mgQiIEKLyD779HSf5OLTc6l5LW/UzPAlR+XttwpFOC7L+YuXhkGeaiMr7ffs7z/xhGb/9yp/JZS0c2yFWEmXivAl879GbtcmhMZXigoceoC6ZJGnliIZCmEaIBy682KdY/fO7b3PHmlfI2jaOlCTCYWYPHso9Z5ylDbp1ySTn/+PvNKbTpFxmOBTioYsu9X35f//WWn7x+qtkLRsHScIMc+aIEdwx9wyNWdPexnn/+DstmQwpyyJmmoSNEI9cfJlWkRPgntdf5XdvrSXr6jNiZpgLRo/hh3P0woCHWls4/6EHaM9m88xoyOSxSy5naKVuZ3vnmle4/923ydg2Ukpipsll4yb4qqbub27mgocfIJXL5ZlxM8wTl37ClxX1o5Ur+O+N60hbFkIIoqEQVx5/Iv/hqUa6u6mRix7+b9KWRdqyiJsmiXCEJy+7QsviAfjuSy/w+JZNGvPakyZz41S93PrOhnoWPfIgWdfPIm6GKY1E+Odln6RXl8JxQfKN5c+zePt2UlYOA4i4m7/evZgtdbVc9ug/yNoOGdsiYYYpj8V48rIrtBsNKSVfeX4Jy6t2kbRyGEIQCYW42eNIB0pB/4nHHsZybDK2TcIM0zUR55+XfvI9l9688X9N4Pa/FlI6ygpSpsg7rskkWHt9Lmakn4bcOnfAATXopaHlW5qTl5Q2sukmlMirIxU2CVYVst3jOJZ8XHkOe5iy+T90QZbMKQ9p0p1MmYTcdmTyIQ/zQWWtmWfmgBSy6evq6STPzELLLS7TKjj3zcjkkx7m38CqUudRyGy+WT1F5ZkpaPm2ziQJ2Xch/YzObP8TWPsK+plVgr2mm7R8dum0uZNCmnzaqkxC7k3ILPUwf18w0XQwk24/O5ktDa385sb7yaSyOK5LWLo9w1vLNvD6M29rzF+8vobDba35vPKMbdOey3LTUl2TWZtsz4uNOkRqyVyOl3ZXsWqfLsj62aurqEm2kypgtmWzfP0FPbficGsrd7+2RjHd9NqklWPJjh0+HcOPV63U8trTlkVbNsM3luvXaH9zM79983WXqZJ2U64T2LseHcMPVr5EQyqlMVsyab794jKt3a6Gev74ztuk3HNXTIsHN65nsydH//srltOUTmvM5kya761YrrXbUlfLAxvXkXInL0dKUpbFn9e9w06PPuE7Ly6jOZ3OC71SlkVjKsUPXn5Ja7eu+giPb9nkY/7urTfY26SXavvGC8/TmskUMHPUp5L8eNXLWjv19LE9/1467jn94vU1PuOj/1j2HK3ZbF5cmLRy1CbbuXONLkZbvX9fflLA7Wfasvjpmld8Bjw3L32W9lw2Ly5MWjmq29q4+/U1fFjxkZ8YsPeoks++yPgHstRi/BaPACFXAOaGtZ1AIRxpSC/2HCosHeGJ3LqCf28mOJc/7TIKIrUYvw0nKHeyzR5+kN4hBemnPC+zmMBzkiklvuuI7FsEm++kkClPP9PPBDOdFl00l10bLEaTSfc9KXyZJfgtVQG7BpxOF7p3lm/EDPuZ6fY0Kx5arR1TtpV+0dz+lmbNiW31vr2BmoOklfOplJfu2hnozLa9vp6WAhHUyr27MQKWy9IBzOW7d2muaqAG/Q3VR0gXiKVe2lPl4ymmxdJduvL55b17fOZDEjUYFrqRvbRnN470n0/WtjXLTIBV+/f6mI6UrN63V5u8X9xdFSjEsx2HF3dXaX/7+sEDPlWKg+Tlvbrq+oWqnYEObiC165KxLN4NEDbaUrJ8t34+y6p2ate3IwwheHnvnvzPrZkM2wIEg5bj+BTnz+7cHihwCxkGr+zrZNYnk+xp8tUe9dmfftDx0Z8YRJRgpWzH7wp/LvZYJvW2IgoBX5JgZrFMA0f/3dH66c3bPxpT0zdEijO951qMKYP6WWT50ccMUl27/fRez2CgWlJ6X0xJ4blHYuHAOVEIQaxEP9cgMRiox/2IEdLaBeU0GQjfem+xLBwBmAXMqGkGiuY6DF7eF1MIbXJRTP9XO2QYxD2TZbhIdktICG0ZKxIKBU6KISF8zGIZM6ZhaMxoEaYhDKJm57kK93WCImzo1yQaMgNfv0MfUfhzMab3OkdDpi+FFMgvU3XE0TKFvP2Mm2GMgE+TQBAt+DyGQwbFvm/FPrcfRHzkJwYR6ueqfL2nGof4J/S2iUuCJwcRd+0f3QgNcRXGwtdOJLzMy4owy5SwqyPMUSD8VT8hjvAY8CiBlpcplAbBHNl5KDweRIB9oYj73dbilwf0U0Con775Hj6JQPtTEUckLvV0/fKAfhpgDtU3tYtagMYQiYv1Q4lL8QvcDCVCLBDiTZw3IbB8RSQeZsHV+pr4pcf5BUQhITipT19tE3bW4CHBWmozxEUeMdrFY8f5lK2mEEwbMFDbiJwzZFigXWg4pDY4C+OiMcf5mYbB7MFDtMFs/tDhgd7UISE4x5NPf/7osb6BMGwYnDF8pDYYnjl8JEHbkYYwWOgRuJ07crSPGQmFfK+9cMTIwPeo4/U6QgjBmcNH+iaxSCjE+aPHaMfOGTk6cFKUKJOl/DmGQswZMtTHjIZCXDRG1w2dP3qMb2AH9SQzd2indiceDnPqgEGYnkkkGjK59DideeGYsUTMgGQNJLMKCg2WRWNM6tvPN4nFQiaXjRvv+/sPKj7yEwOgxGRGdxAlqIEqBrHTEV53sshMd7KIqjtVUQKizLcBqsRTv1bCrTwzCrEzlFtbYUTnQnyR+j1xl1nhMg0P83cguqJsO11m/DzlWFYYsbMgfq6HWYmo+J12RyaEocR5osJtk3CZFyt3s8KInw/RM3Sm0V0J5AqvpQghut6rJjaNeYUSnxW2TVwCsTnqeueZPRAVv/QwI24/u7jMOBCBkmv8IsTEpyA6w8Psjai4S2sXiUX4z6duIV4aJ1EaJ1YSJRwNc8W3L2Ls1JFa28+eNIlp/QfkRWMl4TB9S8u4a4HuCpcIh/ndWeeRCIcpCUdIhMNEQyG+evIpviqX100+mUl9+xEvYA4or+Cnc8/Q2pVFo/x64bn5Nh3Mb5w6kxHd9BuFr049hRN69yFuhvPtB1dUcvuc+Vq7ynicuxcsdIVgnczvnzaHwZ4yG/9xygzG9exFIhx2N3TDDKvsym2z9M9Hj5IS7px3BrGQzvzRnLm+zd9vz5jFqG7dNebIbt35jmeTum9pGbefPo+oyywJh4mFTO6Yt8BX/uO2Waczoms3jTm2R09u8WxSD6qo4NbT5hANhTqZpsld8xf6dBc/mjOPwRWVlLjMuBlmQq/efNWzST28aze+OX0m0VDIfe8V81dnnuPLtLpj3gIGllcUMFUV1usm617wY3v05KZp0wuY6vP027PO9WVF/Xz+QvqXlWvMqf0H8LmTdCX5Bxkfi6wkcFNGs6vVWnTkRK3Eha+tdUD5HBhlbhpmUNG4jpTRVUpoFZmI8NTg0Zn71Fq6UaH8C4oysy6zASKTVVmLosw9qqCe0RWiMwJTZTuZK5UNaGRK0VRZxdyl9lOM7hCdfhRmBjIvq/2b6NRAf4dO5k7IvgOhnhA5NTBVVjHTLrMNoqf4FMpa29w2yK2HUG+InBKYKguQak+zdsk7pNvTTJw3ge79gp7KVGyprWF99RH6lpVx6oBBgcsHoFJGV+zZTdq2mDlwsE/1XBgba6rZVFvDgLJypvYfUJTZls3y0h615j5j0OCiqbKgNli31tYwqKKSk4ukoIJKGV2xpwrbkcwcNLhoqqyUknePHGZ7fR1DKrsyuW+/oszmdJqX9uwGJKcNGlI0K0ZKydtHDrGzvp5hXbsxsU/fosymdMqt0CqYPXhI0VTZjjTU3Y0NjOzWnRN69ynKbEgleXnPHkKGYNbgoYE+FB3MtQcPsKepkdE9ejKhZ6+izLpkkpV7dxMOhdyyI8HfYcdNbd3v+jGMP0pp7Nr2dlbu20MsZDJr8JDAVNkO5pr9+zjY0sz4Xr3/x14MxwRux+JYHItjcSy0OCZw84SUUmXs2DUQHqeZ1PjaOs2Qe0ctl4RPKFrqQjE3gl2n8viNroHtFLNJ3TUblRA+vuhdiZRS3Qk7De+D2QDZdeqJITzhPZjrlNl95ES9gJ23rV3v3ol3B3PcUZiOKoEtWyB8EsIoXulR2rWQ26ieGMyx78F8G2SbctkzAvZH3Kg71MDOt3fTY0A3hh0/uGg727bZtHob6fYM46aPJlFaPO/7cGsrm2tr6FdW5jNvLwzLcXjrkDLWmdS3X9G7PICDrS1sra1lQHm5T2vgZb5x8AA5x2Fy336a6Y83DrQ0s62ujkEVFQzvWvwJKGfb+eyiyf36HVUQta+5iR319QyprPTpFwoja9u8cegAjpRM6dv/qOUz9jQ1squhgaFdu/oqxRZGxrLyqbmT+/Y7KrOqsYHdjY0M79qNQRXFP8dpK8cbBw8SMgwm9e131JIcOxvq2dvUxMhu3RlQXl60XcothR52mUcrn7G9vo79Lc2M7t7Dt9RWGMlcjjcOHiBmmkzs2++oG9hb62o52NLCmB49PtTKqvAxmRikXYNsvMb1ZgiBzCITn0SU3uIbpJz2+6H15yh/AAmiHLrej/CUf5b2EWTD1eAcBgyQOWTJ1cri0stsuxfafukyHbU3UXm/b0lH2geRDVepukIdzC6f9zmoKeYvoe3eAmZP1U/Pko609iEbr1ITTZ55vc9BTUqpbD2T96P8Fhww+rjM3h5mlTp32dzJLL0Jo+SqAOZ/QfIBl2lDaCBU/sk3McvcDvUeyTZAuMxvYJRc4WP+6oY/8uwfXyQcMXFshwGj+nH7s9+ioof+pd61bg/fPPNHpNvTCCGwczbX/fIazrzmdP1aSsm3X1zGE1s3EwmFsB2Hkd26c/95F/rq7KyvPsJnnnqctGUjhEqt/NGceZzv2Si2HYf/eOF5luzYRthlHtejJ/ede6FvWePtw4f47NNPYNkOCHAcyR3zFvg2dS3H4aalS1i6ayfhUAjLcTi+V2/+cM4FvmWNtQcP8PnFT+bTWx0puWv+Ql/htaxtc+Nzi1mxZw+RkEHOcZjUpx+/P/s83+S0ev9evvTM050ppwLuOeNsbbMU1EB/3ZKnWb1/H+GQQc52OHXAQH698BzfoP/ynt1c/1xnSrIAfr3wXKYP1JdQU7kcX3zmKdYeOoBpKOZpgwZzz5ln+wb95VW7+Mrzz+S/hyEh+N1Z5/msRduzWa5d/CTvHDlM2DDI2jZzhw7j5/MX+gb9Z3ds4+svPJ9fCjQNgz+ccz4T++jft5ZMhs89/QQbaqrdfiol+0/nnuHLwPrnti18a/lSdVyqJIY/nnuhT6XdnE5z9VOPs62ulpDbz/NGjeHHp88vujT578bHYvNZNt0A1i4g5Q48WUg+6NcxZN+A1ruAjGon28E5jGy4xmemIhu/qHLxZdJlZqD9L35BVma16yDXwUyCfRDZ+Dld5CUlsuFasPd7mH9Q5TkKmemXXAe5QuY+ZKNe8ltKiWz8DNiHdGbbr5EZjzgm8zyk/qquTZ65x1V3FzIdZMM14BzRma13Ib0mRemnIfmPAmYKrJ3q/dCYtjt5Vatrnmf+BJlbr7V99o8vsvTPK8ilcyRbUqTbM1St38vtn/iF1s7KWdwy7wc0Hmki1Zom2ZIik8ry6+v/xK51e7S2f1//Lk9t20LWFaGlLIvNtTXcvFQXo2UsiyuffJT6VIr2XDbf9lsvLvMJsv74zls8t3N7XtiWsizWVVfzzeXPa+1SuRxX/fMxmtJp2lxm0spx87Ln2Nes56//9o3XWVa1K89MWxbvHD7M9z3CsdZMhmueepzmTIa2rMvM5bjx+Wd8gqxfvLaGl/fuIWNbtLrMtYcO8IOVunCsKZ3i2qf/SWs2o/rp9vVLS57yCbJ+uuYVVu/fS8a2aHPFXqv37/W5mNUm2/nikqfyfWzLZmnNZvn84ifzRfU64kevrOD1g/tdUZ9irty7h7te0zUph1tbuf65xbTncnlmcybDZ55+gpaMrqm5dcXyvHueEqXZLN9dxW/eeF1rt7+5mZuWPUeygNmUTnP1Px/3Gfh8+8WlrKs+UtBPm+d27uAPb+vfjarGBr65fCkpt11bLktDKsWVTz7qM0S6edlzbKqpzrfN2jaLt2/lr+ve4cOKj/zEIO0jys3LJx5LIZN/1tsmH8AvyJIgG9XySscRa5870QQw2z2Wmcm/4Re4OWpgtQrsIO1dYB/ApzuQQcy/ukpuD9ParzaPO8LaAnatn0kKmfQotNuDmDZYO5T1Zkfk1rlPCt69qbTf2rP9L/jP3YbcBs0qleybBUrmwsgqlXdBPPnLJaTb9ffItmw2rtpCc13noPfO8g3ksgFOXlmLJX94QTv2l3Xv+Fyyco7DK/v20lowmKzcuwfb8e/J5WybRzbrNiJ/W/9uAFOJwQrFUst37wpMA7Udh8c2b9KO/X3DOp94K+vYPLNjmyYU84qpOsJxJP/0WJA+uGm9n2nbPL51s3bj8uzOHQTl00spWbxjm3bsoU0bNAtQUMrvhz3XaMmObYHnDrCkQLwlpeSxLZt8zLRt8Y+N+o3DU9u3BKb/Aizd1SnUtByHp3ds02xFQYkAH9iwTjv2xNbNmtivsF8vFFzrjCsgDGL+bf272rFHNm/EChT3SVYUiPbasllW7t3jE2CmLIu/HJsY/o2QbWr5KCi8iminkWAxiQGyoO3RmFK/I8PxqxZVhNw744K+FO2nx9awGFOEVEaPxizyFnsZ3tfIM03PubcSqBxDutev8FBLQLsOZpunXRDT8fWzvTnQ8wkjZJBsTWntghIrHNuhpV63dGzNBqnYwRDkyyAAtGQz+bIVhWFLSVNaV6K3Z4Oc81RkrM4BoTWbDVQU5xyHJo9NZDIXzLQdRxs4WjKZwIEs69g0p/VzDbKsBDXZFaqsWzOZQHV41rZp8Zx7sPJYHdfKlmQy5Gx/25zjaBOyI6VvsO0I7+TbkskEtrUcR3tisBw7UJkO/mvSmE4FnrstJa0F73PGtopJP2n3vHdN6TRWwOdTSqmde8rKUWy1qO0on7F/Nz76E0NoMH4HM4Cwa4pTENH5+AVZgMy5TmhumMMJvnQRiOpFyhQzKP3OVgK0fHfG/j/23jtMiir927+rOvfkQA4DAzMMOeecREGCCgiKmHUxrWIWA5hX17SmVVdddMWAERVRJKgIAioiYYhDGtLk1Lmrz++P6pnp01Wtvt/V3/t9d3muy8uLmjN3n67uqVN1nufzfDBflBxRB7qYcI7HVGSGAFuMiMjWHYTZH5QzAdPsPFnAmhfD7I25VaoLHBPipj4WoyMe+twt7Rr/ae+LqQWp4kJxyudz0Jl9sdqMC2hyWhLNchrzFj1GdiEcMr53Z5KDodPk+u9ROe1NVbBN3ElS2eig1m1MLyZum42x7eVS5eE57Uz3f1unpkk5hiGt25re4bptNsa0k5lD2rQ1ZdbX99fH0ATdXt1WGyNjHMcABrVqY7okd2/aXEqEDmubY6qSdlptDI9jJuq42q+FXAY7rE0ODpOEuE1VpRyDRVUNzQxBv5UY0EruKDyibTvTTqaqokhMp9VGJ5NiAFVRGNJWzv2NbpeboDsqDI1xW0t1OGlrkrxWURjetp10bGx7c6YmIgyOYWa73AarUdDzJvG5nd8z/uMXBkWxRh3DnDSqa3qh+eIAACAASURBVJ26eCveMtN9DlhzaFwcFH1sym1SF1ZFsUPqfVGm2si0NEWJS8Aq7llR7+N6phpl3iV1YVUUB6QsNGG2NNpbuudGldf1C049c6HUhVVR3ZB6RxzTBdY2KK6ZMjPpYr1qKJ6Zep+kZVDUFEi5NTpOiWG2R3FPk5nJV0Td2+qZFsCFkvagLBhUMyH5hug5ijIVl74gOc+UmHPumk5qdip2l76IqRYVh9vBjS/PkzqmZjbP4PwF5+BwN54PZ5KDjr3bM+xs2Q5y/uChpDtdDa0ILIqCy2rl4XETDB7Fl/XuJ7WqcFtt9GrWQrKNBF04luZwNCiVraoaZZ4mMXPS05nTvZfMtNno37K14YK7YPgoUuz2BqZNVXHbbDw4Vl7k87KymN65q3ThcdtsDGubw6C4BOzdI0eTbHc0JHDrmfePkW+aujRpypn5BTLTamNsbi69m8t6k0WjxpJst8cwLSTZ7CyME831at6C8bkdDPOcmJdvaGl9/+hxJNlsDYuTXbWQbLdzT5xobkCr1gxvm4M77nyeU9DVUBX24NjTcMcyLRZS7HbuGDZSGjesbQ4DW7WWmC6rjfO69zAIBh8eOwG3zdawqDosFlKdDm6Nc+4b3U4/by6JaeWSXn2lKiZFUXhk3Om4rNYGRbXDYiHd6WT+ILnr8e8Z/zU6BhHare+ra8VgH4binmlaDimEH+H9SE/Gqlko7vNR7L1MiCBCO6PM47p3gGu6qeObED69y2pgla78dZ+HYu9pQgQR2h5llujiOtd0Uyc1EfHo3gWBtfqC5L4AxdbVCAREcKu+/x8pBcc4FPdZpk5qIlKH8C3VxXCWFlFmZxMiiOAWPScTqQTHaSjuadKi1MisRXjfgeA6vdW5+wIUW74JUU/+C++bEKlGcZ6h+zibCAFrK+v49MUv2bJ6Gy1zmzHtuonkdDb3oti6dgefvLgST7WXUTOHMHr2UGx2451apc/Hkm1b+e7oEdqnZ3BRrz4Jyza/PXKIN7f/jC8UYnJ+AWfmF5iWGZZ7vbyxbSvfHztKh4xMLuzV23AhAX374JvDh3hr+88ENY0pnQqYmNfJlFnq9fD61p/YcuIY+VnZXNSzj2mJpRCCNQcPsHTnNsKRCNM6deH0jnmmvYlKPHW8tnULW0+eoHN2Uy7s2ZtWqcZySBFtMLd05w6EEJzduSundeho+hRzvLaW137ewvaSk3Rt0owLe/amRYrx7y0iBCuL9vFe4Q4UFKZ37sq43A6mTzxHa2tY/NMWCstK6NGsOXN79JbaY8cyV+zbwwe7dmJVVWZ06c7odu1NmUeqq1m89Ud2l5fRu3lLLujRy1SwqEUiLN+3h492FWK3WDi3a3dG5LQzZR6qquKfW39kf0UFfVroTDNxYTgS4ZM9u/l4TyEum41ZXXsYqrHqo6iygsVbt1BUWcHAVq05r3vPX3XQM4tTArdTcSpOxak4FVKc8mMwCSGE5Ffwy2M10+Tlv8cM/19mmifw/rcxtQSJxvjQwr/9MzJLxppFOBL5TczIfyjzt0REiISVP/8vMoUQv5mpRSL/TzD/3fjvELiJMKLuafC+BsKLsOSipN6F4hhiHBvagai+W1c0Y0e4zkFJvc1gOC9ECFH7JPje0EtKrXkoqfeg2I2NrURwK6Lmnmh5qhPhnoGScothm0SIIKL2MfC9BcKPsHZCSV2IYu9jwvwBUbMIwrtBcSJcs1BSbjRhBhC1j4B3KRBAWLtEmcatLBHcFGXuA8WFcM1BSbne0NtICD+i5iHwvQ8EEbbuKKmLTLeyRGA9ouY+0IpASUK456IkX2vobeTz+Hn++n/y5b++JhwM03lQHn9+/gpyexgfrTev2MKz17/Ksb3Hcae6mT7/TM5bcI7BsrM2EODer1bz8d7dhCMR+rZoyf2jxxua04FeNnrf12s4Ul1NisPBlX36c2W/AYZtkpqAn3vWrmb53t1oQjCgZSvuHzPedNtpxb49PPjNVxytrSHN6eSqfgO5tHdfw/ZDld/H3WtWsWL/XiJCMKhVGx4YM95U2fvpnt08tO4rjtXVkul0cc2AQVzYs7eBWe71cvfaL1lZtJ+IEAxtk8ODY8abbhF9uGsnj3z7DSc8dWS53Px54GDO725U55d6PNy5ZmWDV8KInHbcP3q86RbR0h3beOy7bynxeGjiTuLGwUOZ2dXYDfREXS13rv6ywVdhdPtc7h89ztBED2DJtq08+d16ynxemiUlc/OQYZzd2fidO1pbw4LVK/n28CEURWFc+w7cO3oc2XHbOUIIXvt5C09v+o4Kn48WySncNnQEkzsVGJiHq6tYsHolG4qPoCoKEzp05N5R4wy9ooQQvLzlB577fiPVfj8tU1JZMGwkp+cZt08PVFWyYNVKNh0rxqIoTMzLZ+HIsYZeUUIIXvhhMy/8sImaQIA2qWncOWIU43IT93v7d+O/YispUr0wehGLLatzomS9gRJTGSTCxYjyM+Nq6h1gH4Sa+VIc83bwfRrHdKFkvSXty4vwQUT5NCPTMQo1Q+4yGqmaD/4vjczs96SmfyK8D1F2DrJGwAnO8ajpj8nMyqv1nEGsPkNxoWQtkxr0idBORPlsI9N1JmragzKz4jIIboxjulGyPpF8p0XoZ0T5HOLPO65zUNPukZg3jV3IzvV7CAUaK57cKS5e3vmE1Phu+7pCbjv9fgLexiomh9vBlKtO44pH5krM6e+8yfbSkw3liwqQbHewau4l0kViw5HDXPrxB1KZpctq5dLe/Zg/uDHBJ4Rgylv/Yk95WUP5ooLeIXXNhZdKKumvDh5g3vJlBuZV/QdKnTYjQnDGG4s5WFXZwFQVhTSHk7UXXip5Gn9ZtI/rVnxqYN4waCiX9WncHdAiEcb/61WKa2oa7jAtikK608VXF10mJXs/2bOLW7783MC8fdhI5vRozK2FNI2xr73C8brahjJWVVFo4k5i7YWXSorm9wt3cNeaL6VSUpfVyqJRY5nepbH9dCAcZvRrL1Pq8TQwLYpC8+QUVs+9RFIfL9m2lQe+WWtgPjT2NKZ0avx784VCjFz8Dyp9vgamVVVplZLKlxdcLOVYXv3pR/66/huJ6bRaeXLCRE7r0FiJVxsIMPq1l6ny+xvu7G2qSk5aOivmXCTdPPz9+008vWmDgfnsxMmMjqkyq/b7Gb34ZaoD/oZaRJuqkpeZxcezL5AW5Se+W88/ftxsYL40eRpD2yRusmkWp7aSoiEiteB7F6PjWQBR96w81vtPk1LMAAS/Q4QbrRtFpAJ8H5szPS/ITM/LIOLr5AMQWIvQGm0WhVYC/i9MmEGER16URN2LGIV4fvB/ofclamAeNS4KACKo225KzL+bvLYffB8jYvQJekfXuEWhnumNE+LVPmM+T9+7up1nNA5sP8yujXulRQEgFAzx8fOykvy1RUulRQEg4A2w7NnP8XsbX2tbyUkKy0qlmnYBBLUwb26XBUyPf/etofbeFw7z8pYfJBXqD8ePcSDmAl7PDIQ13o0Toz2WgPnC95ul7YDvio9wrLZGYuo2jyE+3LVT+v1H168zZT67+TtpK+Lrwwcp9Xik19GEwBcO8cmeXfI8N5jP86mNG6Rjqw8WUen3SdqGiBDUBQOsiBGO1TPj9QW+cJjH41TKn+/fS20gIDF1TYiPL+Nc1J7cuP43MT/duxtvKCQxw5EIZV6P5LYmhODpjRsMTH84zF83yDacy3YX4guFpHMcikQ4XlfL+iOHG+ceifDc9xtNmY9vkOf5buF2/HG6h1AkwsHqKr4/3mjpGtQ0Xt7y/W9i/p7xH78woB2P9hOKD6FvmcRGaDeNHs4xodhlK0rtaLT3T3xEIBRntxfehallp2KHcCzzcAJ3Mi06r1jmbkyd2RS73lKjYdyhBPPUovOKZZorW1FsekuNhnEHEpzPMITimNr+BEyr/rlEo3jPcSwmpiWhQJj9Px2Ujh3ZddQwDvSy1YrjjQtYUWWFqTNaQNMoLCuVjh2sqjQOBASCipjWDAeqKk2Vun4tbGAeNrFjBF1kFmvtWVRZYbDrBP2ityvOJrK4xlyE6AmFJFHWgcpKU0GWNxRib1zrjvgWGfVR4fNKauqiygpT4ZonFKKookI6dqLOzEoXTtbVSXmRA1WVeEwEdr5wmKLKxs9Ei0Qo85oLG4/Vyq+1t6LcVLQX1DSKKhvn6QuHEwobi2vkc7K7vMxwYQYIR4TErA0GJPFibMS3N9lVVmZ6PoUQ0nuv9PkS5h8SfW9/j/jPXxgsLcE0kauCNa4U094dU0GWCIIlpk7d0jaByEuF+H12aw9MUzkiALH+DZb2Jk8WABZZCAdg64ap45kIRN3q6l87NwHTFmXEHuqC6ddBBMESU/tu7Zjgvduj5y8mrAWYKpqFpn8u0cjp0tpUjGZ32sjvL+sDzHIOoLd7yGrZWAqan5VtesF1Wq30bCqLpfIyzbueWhRVKjPMT9DJ1GW1Gnrud8w0L3V1WqykxZi75Gdlm5Z7uqw2usX13G+foHw21e4gKWZ7KC8ry1SM5rbZ6BzXNbZtmnmH0iZJSdJWTn5WtsHlrp4Zrw9ok2reobRVSqq0RZKXmS3Nuz5cViudYvJAFlWlmUnOAaBt3Gt1zm5qKhyzWyzSPF1WK+kJfB/iS4q7Ro2M4sOiKpJILsXuMNic1kd8Dqp702a4TLvIKtL3LNPlwpqge0Gi7+3vEf/xC4OiJoN7DkZFswMl+Wp5rHtu9K499g/VqesJYvbOFTUt6spmxpQb2SlJF5s8CTjBeQaKpfFioliyoq5s8f7ODqMQL+lyc6ZrqtSmW7E0B+cEE6YdJekS+VDyPIxqahe4z5VaaivWNuAYFcdUdKb7gjjmNQmYc1DUxlrxtgWt6DW6G3ZXjJBOUbC77Ez+kyzemrtwJg63/BTkcDuYcdNkHK7G1+qc3YQ+zVtKVpj1vr/xSdAbhww1XPRcVitX9Rsgde7s0aw5XZo0kY6pKLhtNkMS9MbBw0yZ1w0cLO1z92/Zig4ZmdhjjqmKQordLu2dgy6aM2PeMHiodMEd2iaHNqlpkh2lJZq3mBiXBL1t6AhT5s2Dh0nHRuW0p1lysqStsKoqWS63oWPrLUON83RardwSJ/Ian9uBLLdbYtpUlaZJyYyKU33fMnS44ULqtFoNDm5ndMwj3eGU7DVtqkqr1DRJI6AoCjcOHmbOHCLPc3J+ASl2u6SOt6sq7dMzJOW1RVW5fuAQU+bNccyzCrrgttkl32e7xUJBtm5A1DB3i4WrBww0Zd445I8TuFkWLlz4h8H/qHjxxRcXXnHFFb8+sD7sQ/QLaXhPtL1FD5T0x1Hs8l2zoiaDc6y+xaOdACUFki5ASb3b6BDmGKH3Jgrv0Z9IbL1RMp4wCMIUNRUco/WqHK1Eb+OddBFK6u1GnwfHKFCU6HZUWPckSH8KxZYXx9Rd4Ajv10VrSjokX4aScpMJcwx6g729gKY7uKX/zdBGXFEzwTFU316LlOm+EUlXoCRfbxTxOMcBgehWnAD7YJSMvxnaiCuWJmAfpL92pEJXQSfPQ0m+2sAcfs4gAp4Ah3YWI4Sg7/ie3P3uTTRrK9/hZrfKpPvwLhzYfojq0hoyWmQwd+FMzr15qoE5MS+fumCQfdGtjpE57Xl+0hSaJ8tVNC1TUunTvCW7ysuo9PtolpTE/EFDuTiugkhRFM7ML6Da72d/ZQUKehXN85OmGkRRbdLS6NGsObtKS6kO+GmenMytQ0dICd165uT8Aip8vuj2l8q49h14btIUMuOqaHLS0+napBk7S0uoCQRomZzCHcNHcm7cQqcoCpM7FVDu83KgqhKLqjKhQx7PT5piqHjJzcikU1Y2O0tLqQ0GaJ2ayl0jRnNW3EKnKgpTOhVQ4qnjYFUVNlXljI75PDNxspQgB8jLyqZDRhY7S0uoCwZpm5bGolFjmRTXRtyiqkzOL+BkXR2HqquwqRbOzO/E02dMNnhcdM5uQk5aOjtLS/GEgrRLz+D+0eMMi5I1yjxeV8fh6irsFgtTO3Xmb2dMMvhRdGvajFYpqewsLcUbCtEhI5OHxp5mWJRsFn1ex2prOVxdjdNq4azOXXliwkRDG/FezVvQNCmZwtJS/OEQeZlZPDJugkG45rBamZTfieKaaoprqnHZbEzv0o2/jj8Dexyzb4uWZLhcFJaV4g+HKcjK5tHxZxhU7L8lFi1adHzhwoUv/tq4P6wqSVGUhcDlQP3m6x1CiOUm404HnkLfG/mHEOLhX2OfEridilNxKk7F/3n8b3Fwe0II8ddEP1T02/BngfFAMbBZUZRlQoidiX7nVJyKU3EqTsUfG/+3BW4DgH1CiCIARVHeAqYCv/vCIII/6SWa2jFwDEVJutDUNlNE6vS+Qv6VoGbo4xzme3ki+APC86q+7eQYiZI0B0U16YUTqdX7H/lXgyULxX0himNwAuamKLMUnKP03kKqSS+cSLXu9eBfG23ed7GpuA6iIjPPYn07xzlW7/9k1icqUonwvB7tldQ8yuybgLlO93CIVILzNBT3bNM+UVWl1Xzw1HJ+WPkzzXKymX7jFDoPzDMhwsblP/LRs59RV+lhxPTBTLpyPK4kY4Kw8mQV7z35CT+t3k7z3GbMuHEKnfp1MIwTQrDh4+/5+LnP8db6GHXuECZePk7KRdTHybo6Xt7yA5uOHqFdegaX9+lHVxMTdyEEXxTt442ft+ILh5iSX8DMrt1N7SiP19byjy3f88Oxo3TIzOKyPv0Myd965mf79rBk+88Ew2GmFnRhRpdupnaUR2tqeOnHzfx04jh5mVlc3re/qWVoRAg+3bubt7b/TDgS4eyCLpzduaupHeWR6mpe/HEz206eoFN2E67o048OJol2TdNY8+a3fPbyKoQQTLhoNOPmjDCtKDtYVclLP34f7ZXUlMv79je19wxHIny0u5ClO7ajKDCzS3emdCow7elUVFnBiz9sprCslB7NmnN5n36myfNQ1E/i/cIdWFSVWV27c2Z+gWmSf295OS/9uJk95WX0bN6Cy/v0o7VJ8jyoaby7czsf7tqJ3WJldrceTMzLN+2VtKuslJd+/J79FeX0adGKy/r0NbXiDITDLN25nY92F+K0Wjm/ey8mdOhoytxZWsJLP27mQGUl/Vu15rLe/Uz7RP1e8UdvJV0E1ADfAzcKISrjxkwHThdCXBb99wXAQCGEwctSUZQrgCsA2rZt2/fQoUPxQxJGxLsMau5Er6kXgB3UVJSsjySLSRHxIMrPjpZn1lfzuCD5aoMVZsT7HtTci177X89MR8leJi04IlKLKJ8aNcyJYabMR026UGZ63oDaR2gUmTlAzYwy02KYVYiyqVG7zljmbahJs+OYr0LtkzLT0lR/7zEXchGpQJRNifofBNET8A5IvQfVfY7MrHsB6p6LY7ZEyfpAavhXcaKSK3vdjKfaSyig95W3u+zMf+lPjJktJ+P+ec9bvPf4Jw0mPA6XnRYdmvHMxoekC3lpcTl/6n0z3lof4WA4mqS2cetr1zE8rmvqS7e+zrLnPm9kuu206dSKp9Y/gN3RuN9cXFPN5Df/hTcUIhTRUBUFu8XCM2dMZkxcO+2Fa1exdOeOBp8Gp9VKQVYT3p5+rnTRPVBVybS33sAfDhGKRBqYL5w51dCC+fZVX/Dx7l14o0yX1Uq3ps1YcvZM6QK5r6Kcs99ZQiAcJhSJYIkyX5lytsG2cv7nugVoLLNPi5YsnjZdukAWlpUyc+mbBMJhwkI0MF87a7pkWymE4P5zn2DTZz82nE9nkoOeo7py37LbpIvZtpKTzH7vbQLhMFqU6bBaWXL2TKl9thCCKz75kPVHjjScT1e0NfizEydLzC3HjzHng6UEoz4RVkXBbrWydPosOsdUb0WE4OKP3uP7Y0cbSkzdVhvjcjvw5OmTpHO06WgxF3/0XiNTVXFYrLw/8zxJHa9FIsz5YCk/nzzRwHRZbUzO78TD4+RW898eOcQVH39IQNOICIFNVXFarXxw7vlSZVI4EuHcd99qyBvUM6d36cKiUXJn27UHD3DV8mUEY5hum41lsy74RY9qs/j/ReCmKMqXiqJsN/lvKvA80AHoBRwHHjNDmBwzXamEEC8KIfoJIfo1aZLYqN34eyGojb2AAwQhUo3wyDkY4Vsara+PLfH0Qd3TiBgjGyGCUHu//jOJWWkUjnmXxC0KUWbtY5LISwhf3KKA/juRcqODm+c1iJSbzPNhnVM/LlKn+1fHM7USE7e1f8QsCkTflx9q79ffbwOzCuqeMWEeR/jelZhLHnyf2sq6BuGaEBDwBnn6mpfRYuq9K09W8c6jyyRntoAvyImiElb96xuJ+dqid/BUewgHw1GmIOAN8tS8F6UeS6XF5Xzwt89kpjdI8Z5jfPWObGv62IZvo0Y0+u/rArMwC1avlOruD1dX8faObZJ5jz8cZk9FGV/slzUxj3z7NZ5QsEFPkIi5v6Kcj3YXNlzAQa+x31FawpqDRRLzwW++whNsZOqitTB3rpEd6QpLS1ixf6+BueXEcdYdlm+o7vtqDZ5QqME0pp559xrZLnT35n1sXP6jdD79ngBb1+7g56/lB/xFa1dJIjNNCLyhEAvjLEg3HzvKhuIj0vn0hUN8degAW0+ekMbetXYVvuhCAxCOMu+NsyD99sghfjh+TNIdeMMhvijax87SEmnsnWtWysxIBG8oyAPfrJXGrT10gG1Ra83YeS7bs0uydBVCsGCVzqzXHoQiEeqCQYOt6Rf797G7XNYy+MIh3tmxnUMxGhghBHes/gJ/HLM2EDQI8X7P+LcWBiHEOCFEN5P/PhJCnBRCaEKICPAS+rZRfBQDsbc6rYFjJuP+56EdAsx0DCG9ZXVsBNZgVP+ii8RivYfDezFf08yYqzGqf9FFYqEYtWyoMIGDWzA6r/h5mrk3WWQxXGh7AoFbwMj0r03ARBYChrYmELj5o++1MTav+AnNRJ+ghTSK9zYK3HZu2IPNbtyK8XsDfPfJD9KxH77YihY2irf8ngAlhxoFYdvX7cJqN55PvyfAxk9/lI59e+SQqTNbld9HSYyf8eZjR7GY1JR7Q6GGXj/18V1xsakw6WRdHdUxAreNR4sNY+qZX8c9FW86Vmx613SwqlISdW08av7a3lCIb4/IzB9PmP+57SorlZTTW9fubFiMY8PvDfDTGtmy86e4i3oD4+QJaVHcePQIvgRitA3FsqK4MO6i3jD/4/L8Nxw5Yipw0yIRNhQ3ij99oZAkJKsPAWw+Jn8m6w4fMne6E7pyvT5qgwGOmYj7BMbP+etDB0yZqqKyKeb1y7xeg/81QARh+Cx/z/jDdAyKosS6d5wFbDcZthnIUxSlvaJ3f5sFLPt9J5KaQOBG1EQm9t/ZmF/wNVBj9jLV9AQiLyA+b6EmeLoRYb0ktGFcxi/MM24POX7eEjN2nhmYL4rKv8k06/CoGN5rWrYxjwEQDmmkZDSWd6ZmpZh2ClUtKhnN5T3k1CxzZiSskZTeuI2Vlp2CYvJZWqwqmS1kZqzgLDaEQCqbTHc6TfeprapKtlsuV01zmKnY9VLSWHOWDJfL1D3Opqo0SZLLVVPt5kyrqkr5iHSny1Tg5rBYyIrr4Z9sN7tx0MspY+eVlp2CzWFcvO1OO2nZ8v55ks2cmWS3S9tDseZIEtNiITOm71S9/sQs4uef5XJJ2pX6sMUx7RaLpPOIjfjy2yyXG7vJWIuqkBnTRM9hsZp+P8D42TVxJ5l+RhZFISOmpNhtsyX0xU4k0Ps94o8UuD2iKMo2RVF+BkYDNwAoitJSUZTlAELvLX0N8DlQCLwjhNiRCPg/CcXSFOx9MObZXbr4LHasey5GQZYKalOwNmoeFEurqMLZjBknHEu6EKO1pwWsbSXDGsXaHqwdMCqaXUZXuKSLMYrrLGDtiCIpn/NBbW3CdETnFcu8RHdNk8IKtm4oMSplrN2jC0D8V8eB4p4jHZlx4xQcSfL5tNotdBtWQGbzxkWx69BOpGQkG5JuNruVKVfJe7gzbpyC08C00ue0nqRmNi4aPUd3xZXiNPjlWm1WJl0h24Ve3qefQUBkt1gYm5srXXiGt22H3STRalVVZnaVNTGX9O5rypyYly8lqse0yzW9QFlU1SCau7hXHwPTYbFwVkEXSSSmm+cY/7RVRWFagayzubBHb1Mx2rldu0ufx/BzBqKY9BhRVZXRs+TijDk9ehqZFivnd5c7+p6Z1wnVjKkonBGjeVAUhVndeuC0GOc5t0dv6diUTp1NL84WReG0GM2DRVU5p3MXwyLislq5uKfczfjszl1M52lRVSkH5bBaOTOvkynzkt5yEceMrt1ME+w2i4UROY0aoyS7nfEdOhgWJpfVymW9fzVV8D+OP2xhEEJcIIToLoToIYSYIoQ4Hj1+TAgxMWbcciFEvhCigxDigT9iLkr6U2DrATh10RoOSL4SxSlfdBR7T0i9S79AKsmACyy5KJmvGi5aSvqzYO0SZSbr/0++FsUxKo7ZP2qFGcO0dkTJkBvjASgZL0TbSLgamSnzDe3BFcdQSLlBfm1rAUrG3+VxioKS+Y+oR3WUqbgg5XYUu/ylUpyjIelqmWnripLxrJGZ8arewiOWmXqPoZX38HMGce4tU7E7bSSluXG47HTqn8edb90gjVNVlUe+vJtWeS1wJjlwp7pwJTu5/sUr6dCznTR2zHnDOOu6iRKz65BO3PbatdI4i8XCo6vuoXn7ZjiTdaY7xcXN/7zG4PY2o0s35nTvhcNiIcXuwGGxMqBla/4y7nRpnN1i4Y2zZ9IqJRW3zUay3U6K3c5TEyYZ2ijM6dFLr1ZqYFoY2qYt94+WFyWH1cq/zp5Bi+RkkqLMVIeDZydOliweAS7t04+zCrpIzBE57bh7pGxv6bbZeO2s6TRNStKZNjvpTid/P3OqoZ31vP4DGy5m9czR7dpzW5yiOCktiYdX3ElGszRcTxqnUQAAIABJREFUKU7cKS7SslO4/5PbDE8M1w8cwoQOeRJzQoeOBivKDJeLV6acTabLRZLNRpLNRrbLzatTz5F8sUFXfY/NzZWYk/I6cfWAQdK4JklJvDh5GulOJ8k2O0k2G03cSbw2bbpBNHfXiNGMzGnfwKwXw8V2qgVdAPn8xCmkORwk23Vm86Rk3jhrhkE0d+/ocQxtkyPNc0aXbsztKS9gbdPS+dvpk0ix60y3zUarlFTeOHuGoRrtobETGNi6NQ6LtYE5u1tPg7Dx94z/irbb9SHCB3WlsLXAtFyzYZzwRffn08CaZ1o+1sgs0hPB1s6m5ZoN4yJeCO/QS2BjWmibM/fpZaDWLlLrCCPTA+GdeuWS1Viuac7samoV2sis030j1GyDOloaJ4SeaxE1+lOFkvix1lPtYf/WQ2S1zKBVxxYJxwkhOLDtMN4aL/n9OmB3mm9JgG7veWDbYZq0zqJFrrGsNJZZ9PMhfHV+nekwy4/oUenzsae8jJYpqb9Y7SGEYGdpCX4tTPemzU3LSuujwudlX0UFrVJSTb0QYpnbS0sIaRrdmzYzLSutjzKvl/0V5bRJSzMtg6yPiBBsLzmJFonQvVlzU6vQ+ij1eCiqrCAnPd2gDI8NTdPY+0MRQkB+v1wsvzDPk3V1HKyqpF16xi+WVmqRCNtKTqKgq5HN7qTr40RdLYeqqsjNyDS14KyPcCTCtpMnsKgq3Zo2S7jFA3ojwSPV1eRmZtLEnZgZ0jS2lZzEZrHQtUnTX2QeranhaG0NHTIyTW096yOoaWwrOYHTYqVLk6a/eK0prqnmaE0N+VnZBh+I3xqnrD1Pxak4FafiVEjxv0X5/L8mhPDrJjiRUrD10fslJVidRWgPBNeDmqob3Sd4EhDCF2WWgb2fZPpjZBbqPgZqOjjGJ3wSEBEvBFbqGgX7QBRbl19g7owys8AxLuGTgIjURZnVYB+EYjM6VNXH7s372L5uFxnN0xkytT9Ot3nC01Pj5dsPNlFX6aHP+B6062ret0UIQeHGvRRu2ENWywyGTO2f8EmgrsrDug824a3x0m9CL9oWtDIdJ4Rgx/rd7N60j+zWWQye0i/hk0BNRS3ffrAJvydA/9N70Tq/pek4IQTb1+1i9+Z9NMtpwqDJfbHZEzDLa1n3wSaCviADJvamZYfmpuOEEGw8Wsz2kpO0TUtjdLvchE8CZV4vK4v2EdI0RrfLTfjEEhGCDcWHKSwtpV16OqPa5SZ8Eij1eli5fx/hSISxuR0MW1OxzG8PH2J3eRntMzIYldM+4V172bEKNny0GSFg8JR+NGltXrSgaRo/fPEzhwuLadu5NX1P65Hw6aK0uJwNy75HUWDw1P5ktzTvIqtpGt+v+Ikju4/Rrltb+ozrbnDtq4+jtTWsKtqPRVU5LbdjwqeLcCTC2oNFHKyqoiC7CUPatE34JFBcU83qA0XYLBbG53Y0OMLVR0jTWHOwiMPV1XRt0pRBrdskvNYcqqpi7aEiHBYrp3XoSKbLnBnUNFYfKKK4ppoezZrTv2WrX3y6+Hfjv+KJQYT3IcrPA0LRaiKL3kwu4zmUmNJLIQSi5i7wLUOvvLGCoqBkvGTYkxehQkTFXCCst6bGCo5heoO6mLJTISKI6tvAvyKGqaJkvGrYkxeh7YiKC/VxIgSoulI57TGpOZ4QEUTV/GjJqRYtH1VRMhejxLXTFsGfEJWXgIjoc0UF1xkoqQ9LXywtrHHvjMf48cuf0UIaVrsVq83CX9csMrS63vZNIQsmPYhAoIU0VFVl3NwR/Pm5KyRmOBTm7qmPsO2bnTrTYcXmsPH42kXkdJEXkh9XbeOeaX+JziWCoipMvGwsVz15scQMBkLcOelBCjfuJRzSsDmsOFx2nvjmflrnydtUm1dsYdH0x1AUiGh6JdW0a8/g8r/IXWCD/iC3TbifvVsOEA6GsTmsuJJdPLnuPlq0l7ep1n+0mQfPexJFVRqYM26ewkWLZknjvKEQc95fyp6KMkJaBLvFQorDzrszZhu2fz7bu5v5X3yGqigNZabXDBgkOb0B1AWDzH7vbd0sSItgt6ikO128O2O2Yavmw107uX3VSlRFr64SCG4cPMywf14T8HPuu29TXFNNMMrMdiexdMZsw4Xvs1dW8cw1L6Moil42KwRX/nUuU66SczE1FbXcMPwuSovLCQVC2Bw2slpm8tS6+w1VZcue/5wXblysf8YKiIjgmqcv5YxLx0rjKkuquX7YnVSerGpgNstpwhNf30dyunzRf3nLD/x1/TcoKPpnL+CBMeMMyfwSTx3Tl75Jpc9HUItgs+gdU5ecPdNQmfT37zfx1EZd/1L/Of11/BlMypcbAx6rrWHG0reoCQQIaho2i+7K9sbZMw2tu5/6bj1//2FTA1OAwT0O9AVpxtI3qQuGGpids5vw+lnTDTmOX4tTDm7REEIgKq8BUQ3Cg16r74PgRoT3LXlwYBX4653ZgoAXhAdROU8XyknMq2OYIZ0ZWIfwvicz/SvA/3kcsw5R9SeEiHEXExFE5TwQtTHzjGoD/B/HMT+KLgo+fZzwgKhFVF4llX0KoSGq5oGo01+3nulbAYEVEvKzl1fzw8qf8XsChIJhfHV+ais9LDz7UYkZDoW556xH8NX58dcFCAXCBHxBVv3rG4Pm4OPnP+fnr3c0Mmv91JbXct/Mx6VxQX+QRec8it8T0McGQgR9QVa8os8pNt5/8lN2btiD3xMgHGVWl9Zy/yyZ6fcGuG/m4wS8OjPoDxH0h1j23OcGQdZbf/mQ3Zv34a/zNzCrTlbx0Pl/k8Z5arw8eP6TBHxBifnuYx9TuFF2Mfvbxg0UlpU0qKk9oSClHg83fSGf9yq/j/lfrCCgafjCYQKaRkDTeHbzRoMg67H169hbXh7DDHGirpbbVn0ujSv1erh91UoCWhhfOIxf07mPbfhWEmQBPLTua4oqdcOceubR2hruXL1SZhaX88w1LxP0hwj4ggR9QYL+EC/c9BrH9su6heeu/yfH9p3AV+snHNTw1fo5UXSSZ/8siz+PF53khRsXNzADXp35zLUvU3JENil6+uqXOHmwVGIW7znOCzculsbtryjnsfXrCGga/uj7D2hhFqz+ktIYTQroivPjtbUN790bCrG3vMwgHCssK+VvmzY0fDb1n9NNK1cYNAY3r1xBiacuKm7UmYVlpTz5nSyq3HryBC/8uFli+sNhrv98OTUBWfd0/efLKfV6Jeb2kpM8t3kTf1T8xy8MaEeiLS7in4z84HtHOiJ874Iwikl0F7WfYv65P6o8jg+fCfMdZJVw/Q/8eoK7PsK79EXBMM6H8MYxvYmYNbIzW+hn/XVM5im8S6Ujy//xJQGvUYhXcaKKI7sbRUQ7vt0tqZbrw+8JsOIVWeC2/B+rDDacQsDxAyWcONh40du61rxC2e8J8MXitdKxFa+sIuCLZwoO7zxKeYyD2w9fbDV91A54A6yMY37+6hqCflmXEokI9v5YRE1F42ey+bMtqBbjn0zQH2LVG7Ky9YNdOwho8nnShOD740fxBBvnv+pAERaTUshgWGPZ7kLp2Ed7CglGjMxvjxyWLEi/LNpv6l4Xjmh8skd2A/xkz64GxXfjuAirDxZJIrl17280AtGfxL5+9zvp2NdLNxiMl8IhjW/ek8d98953RCLmOxaxrxeJRFj/0feG7104GOarpbIF6ad79xjeD4CqwBdFjULNoKbx9aFDBjOnYCRiOO/LdhdKFrH1YVEVVsVYkHpDITYfO2pkahof7pZvRj7ctdOcqSiSWLLa72fbyRMGwWJA03iv8Het7JfiP39hMBVjRUNov/xv6WdheVzC/b04QdkvMaWxYczFdSZMM6tQiP6+FjcuATNOTFe/LWIgKkh/kGaLQsMs4y4Gv5WZaByAFvqfzTPROCEgHP5t84z/WcJxQhgU3mbucQ2cWI/jSMS0CYxAGOw5tQQX0fjtYC1ipuPW37smZGYi28iIEBI3okVMRYgiIgzfiUTb0xHNhGnyniIRYVC3J2bGn6OIqSAsIoR+riWeOTP+s4tEhPl7j2MmOpf6vEw+IzNm9GeNc/mFv41f+Nm/G//5C4Mlx6hGBuodz2JDcU01EXlFI7bLqDUvWutvxpwWxzwLoxgNdMvOHjHMroBJUlZxgfOsuJeZloDpkO1KbT0x/4hdKG55nuPmjMDhMr5+cnoSOV0a6/67DSsw/UI7kxyMv0CufR87Z4TkylYfGU3TpIRtj1FdTdtcOJOcjDlPbrY35rzh2J1GZtOcJjRt06jm7jOuu+ki5kxyMGZ2nDvZrKGmqt62Ba1Ib9KYBO43oZdpiw+H28HImbLWZGLHfIOyVQG6NGkq7V+Pbp9r+gfutFoNxjand8wzMFVFoW+LVrJorn2u6Wdkt1qYELd/PS63o+R2Vs8c0qatlIAePKWf6ROYxW5l2Flyt5uBE/sYnqxUi8qAib0lxuCp/bHYjAlpVVUYMrVfzL9V+o7rYWBarCqDJsvb5RM65pmKEAHG5jaWdDusVvq3bGVINFujpkaxcUZevqnyOiIEo2MEbsl2O92aNjPcitWbGsXGpLxOpvkBLRJhRE67hn9nutx0zMwyMO1RQ6I/Kv7jFwZFUXSBm5JEgwJZcYMt36D+xXlG1O2tPulmB5zR5K89hqmipD8ZHeeIYXZFcZ8nM11TwN4vhukAxaU7s8UkvhXFEp2nK47ZCyWuu6ninq5f9CWmO8q0xDBtKOlPoC8i9kamvT84p0jMKVdNoGOf9jiT9XNkd9lxJTtZ8NYNUuWH3Wnnjjeux+GyN1xMnUkO+o7vwfDpcrL0nOsn0b5bW1xRpsNlx53iYsFbN0gXCFeSk1sXX4PDZcdqb2QOnNSHwVPkP/xzb5lKm4JWjUy3HXeqiwVLrpfGJaUlMf8ff8Jez1R05vBzBtFvguyiNueu6bTs2KKB6XQ7SE5P4rbXZdFcalYK1z13uc60WVAUBYfbwZjzh9NzlNHas3VqWkPC0WXVvZ4fGy8napu4k7hz+CicFitWVUWNjp3ZtTt9WsgVVLcOHU6LlJQGn2S3zUa608nD42T705YpqdwStey0KAoqCq6oSrhbXCvxO0eMomlycsM83TYbmU4XD46RhXgtOzRn7sKZ2F12LFYV1aLicNmZefMUQyHBNU9fQmbz9Mbzmewko1ka1z4jW9TmdG7NrFun4XDZUS0qFqvOnHP3DIPe5c9/v4K0Jqk4o23YXclOslpmctWTF0njujRpykU9dTW3iqJ3drVYuWnwMENV1sPjJpDhdDa0KHHbbLRITjGI+3o1b8Gsbj1wWa2o0NCF9Y5hIw2Cwb+OP500pxN3DLNVaio3xdlwDmjVmrMLuuCyWlHQFw+HxcqiUWMNlUlPTJhIqsPRoHp322zkpGdw7QDz1v2/R/xXVCUBiEgl+D5GaMdR7APAMcJo10n0ETO4CRH4Wm+j7ZoieTPLzAqEbxloJSiOgWAfbrTWbGCuRwTW62I01xSp3bc0VitD+D6GSJnu2WAfkoAZgeC3iMB3uhjNNUX3jTZllkSZFbpq2j7Y9O4vEomwecVPbF27g+xWmYw9f7hB1VofZUfLWbVkHbUVdfQ/vRc9RnQxZWqaxqblW9j2TSFN22Qz5rxhCfsdlRwpY/WSb6ir8jJoUh+6Di0wZ4Y1vvvkB3as303zdk0ZPXsoKRnmJcUnDpaw5s11eGv9DJ7cl86DzHvoh0NhNiz7nsKNe2iR25wxs4eSlGZe4ni86CSr31xHwBtg8JT+Cf0lgprGyv37+LnkBO3SM5icX5CwN9HBqko+3rOLoKYxPrej1J46NgLhMJ/v38uO0hJy0zM4M7/AoOitj6LKCj7Zs5tQROP0Dnmm/hL1zM/27aWwrISOmVlMyutkqKCpj0M7j7D2nfUIIRhxzmBDxVoD0xfg66XfcWD7Idp1bcvImYNNfTAADmw/zFdL16MoCqNmDjEsNPXh9wb46p31HNp5hNwe7RgxfVDC0uedpSWs2LcHi6pyZl4nU38JAE8wyCd7d1NUWUHXJk11xXaCvkzbSk7yxf692C0WzswvMPWXAL167JM9uzhQVUmPps0Z36FjQhHk1hPHWVm0H6fVyuT8AnLSjf4SADWBAB/v2cXh6ip6NmvB+NwOvyiCTBSnBG6n4lScilNxKqQ4Va5qEiJSiQjvl/wFTMcJDREuQmilvzhOZ1ZEmQm6rTYww1Fm2S+OAxBaeZSZoNuqxNyP0MwqpOSoPFnFkd1HJc8CswiHwhzedZTqsppfZVacqPxNzFAwxOFdR6kpN6m6iovy45UU7zlGJPLLibVgIMqs+HVm2dFyivce/3WmP8ihwmJqK+t+cRzo5ZtH9x1PmBStj4AvwKHCYuqqPL84DvQa+ENVVb/K9Ht1pqf615klh0s5XnTyV5k+j59DhcV4a82q8uQ4cbCE4wd+A7POx6HCYnx1v8wUQnD8wEmpUi1ReGujTI9ZtV0cs+gkJw/9+t+wp8bLocJi/CZVefHMY/tPGEppzaImEGBfRTn+8K9dFwQHqyo5Xvvr3+Nqv599FeVSBdofFf8VymcR8SCqb4HAV6BYARWRciuq+1zjWP+XiOoFQABEGGHrjZL+pGGbRkRqEdU3QeDbKNOCSFmA6j7bwIz4PoOau9EFdmGEvR9K+hMGG1ARqdaFa8GNUaYNkXo3qmuykeldFjUgCkeZg1DSH0dR5a2f6rIaHpj9JNvX7cJiVbE7bfz5+SsYMd24P/n5P9fw/A3/JKJFCIc0+p3Wk1tfv5akVHnPs7KkmvtmPs6ujXv1fWG3g/kv/YkhU4zWop+8uJKXbnkdERGEQxoDJ/bhlsVX40qWk+dlxyq4/9zH2fN9ERariivZyU2vXM2AM3obmB88vZxXF7wJCoSDGkOn9efGl68yqLRLjpRx34zHKPr5EIqqkpTm4tbF19JnXA8Dc+ljy3ht0VKUKHPE9EHMf+lPhq2KEwdLuHfGYxzacQRFVUnNTObW16+l50g5xyCE4M2H3ufNhz5AURXCQY0x5w3jz89fblBUH6yq5OrlH1NUWYmq6M3lnjp9kuSgVs98/d6lvPPoMlSLQjikMf6CkVz7zKVYbfKf8uFdR7lv5mMc238SRYGMZuksePN6CgbkGZivLFjCB08tR7WqaCGNMy4by7wnLjIolQ9sP8x9Mx/n5KFSFCCrVSZ3vT2fjr3lnlqRSISXbv0Xy579HItNRQtFmDzvNK549AKDUnnfTwe4/9wnKCsuRwDNcppw19s30L67vEWlaRp/n7+Y5S99icVmIRKOMO26iVz64HmGrcHdm/fxwOwnqTheiRCCFh2ac9c78w3NE7WwxjPXvszni9ditVmIaILpN57JhQvPNTB3btjNg+c9RVVpNSIiaJ3fkruW3mgQVQY1jbvWfMlHuwuxqSoRAVf1H8BV/QYamJuOFnPD58up8vuICEHHzCyemzjFoHoPhMPcvvoLlu/dg01VEcC1AwZxZV8zi5vfJ/4rtpIilVfpPsaSEY0LJeNZFEdjhYoI7UKUz0Q267GCtRNq9gcys+ISCG4yMjNf0nMYDcxtiPLzjUxbD9QsWWAXKZ8DoS3ogrn6cOqKZnvjBVIEf0RUXBTHtIG9L2qm7PZ27eA72PdjkVRK6nDbefyre8nv21il8dOa7dw5+SFJd2Bz2Og9thsPfHJH42sLwby+t3Bw+xGp6sfhtvP0hgelP+h65XGsPsLmsDFgYm8WvnezxLys2w0U7zkulR863A6e/+EvtOnUeIFc/9FmHjz/KYlpd9oYdvZAbv/XnxvPZSTCxZ2u48TBUgPzpW2PSYrmr95Zz6OXPCczXTbGzB7Ojf+Y13BM0zTmdriGsuJyqf7emeTg5Z1PSlVRXyxey9NX/0O6C3W47Ey4ZDTXPt2YhA1pGsNffYkyn1cqd3TbbKy58FKpqdsnL67k7/MXS/N0uO1MnjeBKx+d23As6A9yXs48aspqpNJNd4qL14uelXI87z/1Ka8seNPAnD5/Mhfd26jm9nn8nJ8zj9oK+WkqKc3NGwefk/Ixbz78AW/c/14c08F5d5zNeXc03jh5arycnzMPT7VXYiZnJLHk8N8lv+/F97zN0seWSd9Ph9vBxffN4pwbzmw4VlNRywXtr5aefBQFUrNSWXL4eWmhf+nW1/no2RUS0+l2cPmjFzBlXmPn5cqSai7seA2+On8MUyG9aRpLDj8vLcoL167inZ3bJWc2l1VPKk/v0tiV4ERdLeNee1Vy2VMVhWZJyXx90WVSRdjtq77go92FBuZfxk3gzP/DyqRTW0nREJEKk0UBwGe09vQuNhkXhnARItQoHBPaCZNFIcqsi2N6XsHo4BaG0E69M2v9uPAR3R2N+EfPAMLzchzzHybMEAS3IMKN7k+Hdx3lwM+HDPqCoD/Ee098Ih17+5EPDWK0UCDET6u3U3asouFY0c+HOLr3uKEUNBQI88HTn0nH3nr4Q4NoLhQIsWn5FmmratemfZQcKTfUpIeDIZY9K6t633zofQMz6A/xzXvfSVsr274ppLKk2ljnHtL45O+yqneJGdMXYvWSb6Qtiy2rtlNX6TGIsrSwxmcvy7aVbz38gWFrIuALsuKVNQQDjZ/xV4cO4AkFDTXwWiTCeztlAdPbJucz4A3yyd+/kLbzNnz8A0F/0FDPr4U1vowT4r3z6EemzA+eWi5tFa17f6Opg1s4pLH2bVnV++5jH5swA7z3hKzg/+qdDaYlxVpIY917jQI3IQTvP/Wp4fsZ8AZ459GPpGOrl6wz0VVAMBBk/UebG19D01j23OcGpt8b4J1HZObK19aaajUC3gCblm9pOBbUNMOiALqt6vPfyyrld3ZsJ2yiKakJ+CX7VV8oxIe7dpoyn91sLjr8PeI/fmFAK09gRUnU3zkmwkcxFcQpVojE7H9GyhJYZpowtaOYCmkUG2ixzJIE8xRRRizTTMkdZUYa91TLj1U0lH9KxIgw7L2WHDbPU1jtVipPNHrQlh2twGKi/o1oEU4ckPeIS48mYlqoKmn00C4/VmFqhKKFIxyP23cuO2a0YwSwWC1UlzXu05YnGBcOhQ172RXHq0zHKoqCJyY3UH6swjRPEQqEDeez8mS1YRzo58kfc+d50uMxFa4FNI2jNXKep6rUnBkKhAnGqMHLj1WYXsQDviClR+TPJFHex1fnky6G5ccqCfqNubmAN0DZ0QrpWKIcTW2FR1psyo9VSB7SsfOMZUYiEbw15nmK+PmXFZcblPGgn6NYZigQNqjd6yP+PJccLjMdGw5rEtMXCkniNGleXjkfdLS22lT5HBGCk57G81cbTJz3iG/x8XvGf/7CYG2b4AcWsA+UDzkGY3RwA0QgKkCr/9XcBIpmK9jlWn7sQzEVrokgxHY5tXbC3C7UBnFGPdgH68cNzJAuvotGh57tTL/QdqeN3mPlTrC9RnfFaiI2imgR2sR0Oc3vm0swYLzo2F12w959zxFdTFtIKCi0iBG45ffrQMiE6XDb6RM3z+7DC0yZVpuVpm0bt3I6D8wzFaM5kxz0HiMzuw7pZFrC6kxySNaiBQPzTJW6ziQHvUbJzQs7D8wzFcenZqWQktlYWtuneQtTcbrbZmNga3lPPL+fuedGdqvMhvp+gM6D8rGYiLxcyU66DZW3Hjr0MvfcaJXXQtoi6TwoD5tJaagz2UmXwbJ4K1EJa7vucpfRzoPyG7QOsWF32SWmxWKhTYF5V9z4+XcZ0smUabVZJKbDZZe+L7ERu8UK0H14F1OmoiAxUx2OhN1RezaXcxGDWrU1LQkWQO/mje81251kWuKsAH1amp+T3yP+4xcGRXFA8o3ISmGLLghLniePdZ8HahryRdcF7jlS8llR3ZB8XZxK2gJKEkry5TIz6QK9fXdsnl9xQdKlKDFeyoqaDMnz4uZpBSUZxR1nQZp0SVR5Hfs04ILkeVKL8NSsFKbPP1OywrTaLCSluZl2zRkSc9ZtZ+FKcWGxNn4lnG4HFy46V0rqZjRLZ8rVE2Sm3UpKZjKTrhgnMc+/azquFKd0IXe4HVz60HlSm+ymbbI5/ZLREtNmt5LWJJXTLxkjMecuPBdnksPAvOKvF0gXsha5zRg9e5g0d5vDSmbzdMbFKbQvfmA2zmSH9NTicDv4U1wCNqdza4ZM7Y9DYtpo0iabUefKi/dlf5mDI8kp2WE63A6ufkruFtu5SVNG5LSTLDsdFgttUtMMCtwr/zoXp9sRx7Rz9d8ukZgFAzrSfXgXHO7GC4rdZad1p5YMOlO2mJz3+IU43A7p93XmpdK4HiO6UNC/o6SOt7vs5HZvS9/T5C7BVz15MQ63vWFhVJQo80nZ9rbPuO7k9siRmA6Xnfy+ufQYKbebv+Zvl0rvRxcX2pn3xEXSuIGT+tCmoJWkjne47XQbWkDnQfnS71/z9KXSa9cLFq/861yJOXRaf1p0aGZg9hnXQ0q8K4rCPSNHS5+lqii4bTZujxPNTczLp2VyiqRvcFmtjG2fS15WlvT7d40wMl02GzcPlrsC/J5hWbhw4R8G/6PixRdfXHjFFVf85vGKvYdumakdByzgHIeS9jiKVb4jUxQnOKcCQb1JnqUtSsqNKEmXGO4oFXsf/e5cO6ZvNTlP16uCLC3imC5dZSz8ICrB2g4l+WYU9xwTZn+w5kaZdnBOjDKbyuPUJHBNBuHVO7xac1FSb0V1zza8915jutGyQ3NKDpdic+gJ1dvfuI6MprKQJinVzehZQ/HU+Kir9NC2cyv+9MRFTLhotIHZd3xPmrZtQsnhMhwuO+MvGMFtr19HWpZcEZWcnsSoc4fiqfbiqfLSrlsbrn7qEsaeZ/xCD5jYh+xWWZQcLsOZ5OC0i0Zz22vXGloqp2alMHLGYGor6vDW+MjtkcO1z1zGSJMqq0GT+5LRLJ3Sw2W4kp2ccekYbll8Le4UuSIqvUkqw88ZRE15Hb5+j4s6AAAgAElEQVRaPx17t+fPz1/O0KnGqo8h0/qTlp1KyeEyklJdTLx8HDe/erWUKAV9AR06bQDVpTUEPAHy+uZy/QtXMHBiHwPz9I75pDmcHK+rJdXhYHb3Hvxl3ASccXeUWS0zGTy5L5Unqwn6QhQM7Mj8l+bRN+5JTVEURs4cjCvFRWlxBSkZyUy9ZgI3vPAng29FkzbZDJjYW29n7Q/TeXA+N71yNT3jLsyKojB69lAcbgdlxeWkZqVw9nUT+fPzlxsqoprlNKHfhF6UH6skHNToNqyAm1+9hq5DOhmYY84bht1lp7S4gvQmqZxzw2SuefpSrHFPPC1ym9FnXA/Kj1WihTR6jOzCrYuvpWCA7Iaoqipjzx+OzW6lrLiCjGZpzLhxMvOevNhQZdU6rwU9R3ej7Gg5EU3Qa0w3bn/9Wjr2zpWZFpVxc4ajWiyUHa0gq0UG5946jSsfnWuosuqYmUX/lq05UVdLBMGwtjk8cdokOmXLglarqjKtoAsKUOLx0Cw5mav7D+SmIcMNbTo6ZTehd/OWHK/Tt81G5rTnydMn0TGBaO+XYtGiRccXLlz44q+N+6+oSjoVp+JUnIpTcaoq6VScilNxKk7F/zD+OwRuQoD/Y4TnBdDKwN4XJWU+irWjcax2HFH7hF7iqqaA+0IU93mGfkVCCITvA/C8FLXhHBBlGpN5InwEUfcEBKJ2oe6LUNyzDVtJOnMpeF6GSJXe0yhlPopJAv3ovuO8suBNtq7ZQWp2MjNunMLpl4wxMCORCJ++uJL3nviUuioPfcf34OL7Z9O8XVMD88juo7yy4E22fb2T9KZpzLx5KuPnjjRlfvTMZ3z4zAo81V4GnN6bi+6fJdXx18ehnUd4+Y4l7Fy/m4zm6cy+7SxDx1TQywc//NtyPnr2c3x1PgZO6stF980ytXks+vkQryxYwq6Ne8lsmcn5C85h5AzjVpIW1njviU/4+PnP8fuCDJ7cj4vvm0VGM2M/mn1bDvDKgjfZvXkfTdpkMeeu6Qw7a6BhXCgYYuljH7P8xS8J+kMMPas/F907y7Sn1O7v9/PKgiXs+/EAzXKyueCemQyebLxZCwZCvP2XD1nxymrCwTDDpw9i7sKZpGYae0rt/G4Pr975JkVbD9EitxlzF840FQEGfAHefPhDvvjnGrRwhFHnDuGCu2cYtuYAtq8r5NU73+LgjiO0ymvOhYvOpe/4noZxPo+fJQ+8x5evf40QgjHnDWPOXTMMW3Oge2y8etebHNl1jDYFLbno3ln0Gt3NMM5b6+Nf973L6iXfoCgKY+cM5/w7pxu25gB+/PJnFt/zNsV7jpPTtQ0X3zeL7sM7G8Z5qj28fu9S1ry1HtWiMOHCUcy+42zTXk2bV2xh8cJ3OL7/JO17tOWS+2fTZXAnw7jayjpeW/gOXy/dgNVmZcIlo5l16zTTXk3fffIDry96hxMHS+nYuz2XPDCbTv2N15oKn5cnvlsf7b9kZVbX7lzet79pX6Uv9u/l6U3fcay2hu5Nm3PTkGGGhoi/Z/xXbCVF6v4/9r47Porqa/+Z2d2Z3U1IIwQIEELvofeO9CpSQxVUioBK7whSFREEFEEQREWKgvTeO6GkQAgJIQkhhBDSNtm+O/P7Yza7e3fu+vV9X3w/7085n08+kuvNs3dnZ++5c855zvMdoN/kJsLDSMnnkgfAKMOd80QhF2J2D0nwxqlroAE0fcD6LyMxC78G9D/AJZjDOjAPEbkL0f4S4qteDhEewYWpHQTWbwGJqfsCMPzigekDJvgoGIWriudl+iuMi5gOY6HRWVOv9uHRd1J3fLBqBIG58aNtOPHDeWddOcsy8Anwwdb7XyGojIt5nfkkCxMazYSxyOSsvFH78Bg0oy9GfTqYwFw77juc3XXFhalgUSLQB1sfrCXaVD9LfI4Pm86GqcjsLFNUa3kMXzgAQ2eTrcRXjVyPKwduOTEVSgX8SvpiW/w6okFe6oN0TGkxD2aDyVmnz2t5jF0RiXc+6kVgfjZ4DW4dvessX1SoFAgM8ce2+HXEZvY4OgVT2ywkyWhaHhO+Go3e48guowv6rET0uftOTKVKgaDQQGy9v5bYzBJuJWFGp8UyQtaUb95Dt9Fk3mZ216W4fzXBWXKq5JQIqVAS38d9RWw8968mYE63pR6YHKZv+xAdh7i6d4qiiGntFyHxdrKzKk3FK1GmUmlsifmSyAnQiI28lsPcnz9G67ddORZBEPBRy3lIiXvqhqlChRqh+PbO50T8PupkNJa8s5ooG+W1HBbtm0E4Mbvdjg+bzEZ6wnNYHdwOTq1CeN0wbLixgojfF0uqEpgaDp8dmkNUrtmsNoxvMBOZT144K904tQrVGlfG2ktLiUPOxX3XsXrMRtl7X3l8AeFwLGYrxkVMx8u0bFgdZcCchkPtFtXxxZlFBObpny7i64lbZJirzy4mmi0arVZ0+3kHXuiLYHOUuKoVSrQoXwE/9CO7J+y+H4ull87D6EFw2ztwqNfGiN7sTSjJYaJoBIrcnQIAiIBoglj0LTlX/7NDVtO9zNEIGA9CtGe55glFgH4rSBU1QVJbo5HmRANIfoQRMOyRyHdOzALA8JMXTJLgtm/1IZgNZoJoZdKb8cf6Y0QNed7LAoeKmmvDEwQRJr0JB9YfIzB/XXUAZoOZKMc06SWyjzuL9FVGDk7/dInEtAswFplweNMpAvOnz36D2WAhatdNBrPEijW6/j4zJQuXf79BYNptdhh0RhzfShLHdi7eI63T7TxjNpjx48I9sFpcpbnpjzJw080pABJxqjBPj5M7zhOY2+f/SqynGHPb3F+IWv4nsWmIPn+fwLRZ7dC9KsT5X68Sf79t7i4qIev7WT8TXIhHUY8Rf/0RwUOwWWzIyyqQqZN9P+snCqYFm6f/SFzj+1cS8PheClGqbDXb8OpZDq7+EUX8/eYZP1Ixv/OQzIw+dx9pDzM8MK3IfJJFkLwASOxsIw1zBzEWdTwamclZTqcASGTF9IQM3D0TR2JOp2AaLdgyk2T6Xz90G9npr4jyZ4vJiuToVMRddimziaKI76bvoL73LbN+IsYu/3YDOZl5TqcAABajBQm3kpBwy6UKJwgCtsykf0Zb5/xMjB1OTECu0eh0CgBgsttwMyOdkHS1CwK+uHqZcAqARHBb7SFB+jrtH+8YYEsHKG2rJbnOu+SQJQpyNjOkCiF3yUx7ihcymh2weDzJWG5BzmZ2YFrdZBZtSV5IczbHulwWd+WhjM0MSCe4pw9dZLiUuKeyKhRA2iRiL5JSgw+uJlDFchQqBTKSXKS95OhUqlCOxWSVYT68kUhVPWNYBplPXDf/43upVCKe2WiR6TM/vJFEbd4mCAJB3kq684QovXViGsyIu0RKNybeSaaqfllNVuS6kfsS7zyh8h1MejPirpCYSfeeyOYBgEFnINpKJN5OpnIjjEUmxF8jZTiTY9Jk8wAg/2UB0a4h6c4TKofDWGSSaVOnPngmmwcAWakvYXNTz0u8nQwrheBmLDIh8XYyMZb+KEM2DwCePSKbDibdeUKsu9jMRguBabfbkfkkSzZPWn868XvCrSQqps1qIzBNBjNB3HS3lFjyOsffeESQEotNsIsEZlG+3muzxMf3Uonfbz/PINphuFvcS9d7fWUwyJyCc17WC+r467B/vmNQlPJCHAOg8IjdKysBoPQ4F62Awq2hGVtGIqjJjAGUHuQeRWVQL7MnpiLUCyYLuIW7AIl8RNugrGYrSlVwlbCVrhhMnHKciAoWFWqQ5Bh3RTV3s1lsCC7nivOXDg8hNgzn8pVyzDKV5HkMQDq5B5V1xflLVwymOhClSoHynpiU3AgA2O0CAkJcYazS4SHUzV7FKWXrLEXJjQAS2civpCuMVbpiMMEhKDZOrUKF6mSZcqny9FJCVqGA1s8VxiodHgKW4sB4DYdyHg3agkPp/f85DUfU+IdUDIaSciDgtTzKVSFDD7R8CyAJHbmT5EqHh1Dj6WofHqU9PpOAUnQND/9SfsR9G1IxmOCuONep4VAm3FXeybJSqJJmQR7rL1u5DBVTxauIdfIazqs+RJDHdQ6tUoaqbqhQKYh1aktoqCRRAChVnsyVVQoMBE/JJbAMg/J+rusXoFZ7FfwNLUG/zq/D/vGOgWEDAXU3yBnNajC+E8i5PqMhZxSrJGU2t0Q1oygF8B0omDwYn/EemGMhZz5zANeISCozilAHa1o+l/EhSXNDZvWTndqlhnf1iARwuaplUbtFdah4z7lKDJhGdmwdOqc/sbkA0obXvHdjYvMIr1MBVRtUkp3wlZwK/T/uSYwNnz9AjqlRoe2AFkRitVqjyqhQo5zsS6XklOg3iVQ8G7ZgAEEwA6QveecR7Yi8Qe2W1VEmvJRMOlLBKdF7Aql4NnLRIDmmlkOP9zoRm0f9DnUQVCZQ9iSiUCpkRLwRC+mY/SZ1I7qrNu4aAb+gEnLZSpUCXUd3IDGp6+Qx4JPeRIy/Re/G8PHTEIQ9hpGcYqdhpKzp8AXvUDEHz+pHbOKt35aIfQyByYBTq9B+MJn4HzZ/gKzTLa/lMXQOKSfbblBLcBqOeB2GlYhrrd3kQhmGwZDZb8vWqdbyGDafjMd3HNoKSpWSYJ2zLANtCQ1a9G7kNsZi4PQ+1Pc+cuEgYqzLqPay+704r+auBqhUKfH25B50zEUk5sDadaFkPe5NhkGw1gcty7v2BV6pxNC6ETJpUY1SiY+b/30Kbn+bY2AYZg/DMNGOn1SGYaK9zEtlGCbOMe9vIScw/iskQhh46YcNBvxXEV1QAYBRVgETuBlQlIe0QasAvoM05okZsFqSAgUn/bAhgP8aMBwpG8moaoAJ/AZgy7phdgITsJGCuQ5Qd3XM4wG2jCTXqSJbOldvXAUL9kxDcLkgqNQqqHgl2g5ojvm7p8owFx+YiZZ9GkPFKaHiVQipGIzF+2ehUl3yaalOqxqYvfMjBJUJAKdWQcWr0H5wK8z+cbIMc9mRuWjWoyGUnFJKaoaHYNnhOUQXVEDaSKdv+xCBpf3BqVXg1Cq8Nbwdpn3v4ZAZBqtOLkDjbg2cmKFVymDFsflEF1QAaNqtAT7e9AH8g0tImBoOXUZ3wJSN78kwvzjzKRp1qufELF+9LD4/tVB2mm/ZpwkmrR8Dv5K+Tsye73fGhDWk9CvLslhzYQki2teBklNCySkRVqs8Vp9bTCTyAaD9oJYY/+VI+Ab6OE70PPpM7IaxK0jpV4VCgbWXl6Je21pQqhRQckqE1w3DmgtLZEp3nUe0w3srh8HHXwtOw0Htw6P/Rz0w8lNy01GqlFh3ZRlqt6rhXGfl+uH46tJnMlW6nu93xqjFg6H104DXcFD7qjFoRh8MmUXqoXNqDl9fXYaazao6Mas1roy1l5fJKoj6TeqOyHn9oSmhBu+QiI2c2x/vfEwWB2h81Fh3eSmqNa7sxKzZtCrWXVkmO80PntkPg2f2hdpXwtT6aTDi00Ho5VEc4OPvg7WXl6KK4/Ci5JSo1bI61l1ZJmt3PnzBAAz4pBfUPjw4DQcffy3GLh+KLqPaE/P8gkpgzYUlqBxRUcJUKVCndQ2svbxU1nrk3WVD0ffDbuC1EqZvoA/GrR4p0wQvpfXBrgGDUS2oJFSsAiqWRbNy5bF7wBAZwW1e2/aIdDgHXqFEAK/Gonad0LmyvNLpddn/SlUSwzBrABSIovgZ5f+lAmgiiuJ/Vr9w2H+X4CaKJkDQSVKY1LxD8TxRYj4zGoll/KeYRkAoAtiSfwHzlVS59J8wBYOUBGeDqSEjd8y8rHxoSmio5X3uZiwywlhkQmDpgD/FFAQB+S8LoPXTyk59NEyT3oyAEP//iJmXVQDfAK3Xx/diMxQaYTZaEOARdvA0u92O/Je6v4Sp1xlgMVkRGOL/p/OKMUsE+niVjHRiFuhhtdiIKiwqps2O/GwdSgT5UvM97laUr4fdZvcqp/rfxRTsglc51WKzWW0oeFUIv5K+sg3U0wrziiCKIrWclobpH1xCxo72tGLBpf+EabVYocsp+muYOYVgFSy1RNfdLGYrCnOLEFDKj9pjyt0KXumgUCpeK2aOwQCVQgE//s/vY7PNhgKzCSU1WqIt93/F/s9IezLSt/spgE6iKCZR/n8q/pccwxt7Y2/sjf2b7a86hv8NgltbAFk0p+AwEcAphmFEAJtFUaT28WAYZhyAcQAQFuatY6p3E+2ZEA37AOE5GK4loO4BhlIFJIp2wHwOovk8wAaC0QykktYkzAwH5gswXBtA3dULpg0wn4Fovig9BWgGgvFMUjss80kWjv9wDrmZeWjarQFa929GPRnZrDZc2X8Tt0/FoGRoILqP7SQLuxRbxuNMnNh2DvkvC9CsZyO06teUeoqxWqy4/NsN3D0Ti1IVgtF9bCeUrliKgihVnpzcfh4Fr3Ro0bsJWvRpLOtFA0gnp4t7ryHm/H2EVCyF7mM7UYlwgESGO7njPIry9GjZtyma92ok60UDSOStC3uuIfZSPMpWLo3uYztRiXCApDp2csd5GHRGtH67GZp2b0DFNBnMuLD7KmIvx6N8tbLoPraTLDxUbMkxqTj14wWYDWa07t8cTbrWpz7dGPUmnPvlMh5cf4SwGuXQbWwnr08tiXeSceanS7CarWg7oAUavlWPimkoNOLsz5fw8FYSwutUQLd3O3p9wki4lYSzv1yGzWpHh8GtENG+NhVTrzPg9M6LSLyTjEp1w9BtTEevJ/f4649wdtdliIKIjkPboG6bmlTMonw9Tv14AY/vpaBqw0roMqo9wUcpNlEU8eBqAs7tvgqGATpFtpX1VCo2XW4hTu24gCexaajepAq6jGwnC40VY8ZeiseFPdegULLoPKKdTLmu2Ape6XByx3mkPkhHzabV0HlkOyphTxRFRJ+/j0v7rkPFq9B5ZDtZF9Ziy3tZgJPbz+NpwjPUblEDbw1vI1MsLMa8czoWV/bfAKfh0HV0B1T10u02W6/Hvvj7SMnLRZNy5dG3ek1oKN1ZX5f9j54YGIY5A4BWzjJfFMWDjjmbADwWRXGNF4xQURSfMwwTAuA0gCmiKF6izS22/+oTg2i+ATF/vKNVtgVgtAAbCqbkXqIbqShaIeaOAWz3HdwDpfTjvwKsprcH5hWIeR9C4jxYAWgBZUUwJXdLjfOcmBaIuaOkclcCcw1YDRkfvXHkDpYN/Qp2qx02qx1qXzUq1iqHry5+RoQ2zEYzprX/FOkJGTAWmaDkFFAolVi4Zyqa9yK7Z17+/QY+H7UBdpsLs0r9cKw+u4gIGRj1JnzSZgGeJ2fBVGSCklNCoVRgyYGZMhbsuV8vY83738FutcNukzBrNq2KlSfmE07MUGjERy3nIevpK5iKTFDxEuayw3NRvwOZNzm54zw2TNoKm9UGu02A2leNem1qYunhOYTDKcrXY3Lzuch5ngeT3gQVr4JCyWLVyYWyDeXI5lPYNO1H2Cw2CHYJs2Gnuli8fybhHHQ5hZjUbA7yXxbApDeDU6ugUCqw+uynMsbq/q+P4Id5v8JqtkIQRKh9eDTv1Qjzf51KbJB5LwswqelsFOYWOTGVKiXWXFwi+/Lv+eIP/LRkHyxmK0QHZpt3mmPWjskE5qvnuZjUdA4MOoOEqeGg4pRYe3mpLGe0c8le7F19UOIdiCJ4LY9Ow9pg6mYyv/PyaTYmNZsLk94Ek94MXsNBpVZh/bXlspzRtrm/4MCG4w7OhQhew6P7e50w6Wuya2pmShYmN58Ls8EMs8ECXsuB13DYcGOlrPpt09TtDq6NVJHHaaQE/QefjyTmPUt8jo9azYfFZIHZYIFay0Ptw2PjrVWyw8u6iVtw9mcH18aRIB84vQ/eXTKUmJcWn45P2iyExWyFxShhav00+CZqFYLLufJQoijiy7Hf4tJv12HSm8GwEubw+QMQOZdMfifHpGJa+0WwWSS9B7UPD99AH3wb9TlRxCGKIlYM/xo3Dt+GSW8GyzJQ8SqMWR6JAZ+Qe01s1gsM378PNsEOs90OrVKFQI0GB4cO99rm25v9rxDcRFHsLIpiXcpPsVNQAngHwJ4/wXju+O9LAAcAvFYhU1EUJG1m0QgnR0E0APZ0iPrt5GTTYcAa59jAAcAGwATo5ku5BCemHWL+dOn/OTkKBknpTU+SY0TDfsD6kII5G6LoTpSy4fPRG2A2WJwcBVORCakP0nF0C6k4dnTLGaQ9SHfWa9ssdpgNZqwatYEoJbWYLFg99huYjSTm43spOLXjAoF5cMNxPEvMdNZr2yw2CXPEekIdzGQwY+24zbAYLU7yl6nIhIRbSTKS1741h5yOBpD4Eya9GatGrifq2fU6A9ZP2gqz0eLkUpiKTIi7/JBQ8gKAXSv24+XTbJj0xZhWKqYutxCbpu6AxWhxlsKaiky4d+4+bhy5Q2DuXLIXrzJcojEWkxXGIhM+H72BmJeXlS8R14wWJ7nQpDfj5tG7uH0qhpj7w/xdyH2RT2AaCo1YPeYbYl72sxzsXLwXZqPFyWcw6c24sv+mjMPx/eyfUZBd4MI0WmDQGfDV+5uIeZlPsrDnc0mRTxREiKKEefaXK4i/kUjM3TT1R+he6ZyYZqMF+nwD1k0gH9yfJmRg//pjDnKhA9NgxvFtZ/E4OoWYu3HKNhTlFjk3e7PBgsI8PTZM2krMS45JxdEtZ2DSF2NKqmh/bDyBtHiSn/D1xC0oytM7MU0GM3Q5hfj2E/I7nHArCWd+uuTAlESpzAYL9q0+hOfJZN3/Vx98B32B3kkuNBnMyM/WyQhu968kOJ0C4ML8aelveJlORsC/HPstDDqjkwho0puR96IA2+btIubdPROLG4fvODEFQYTZaMG2ebuQ+4IUmZpx6jj0VgvMju+hwWZFlr4I626Qynmv0/7uctXOABJEUaSyaBiG8WEYpkTxvwF0BXD/ta7AngoINJUqM2A6SoyIxiMgmcfFpgAsbmQ4WyKoRDgKJkyHvGDCIeUpWdLdFAgUgpnZYME5jw333K9XqCpVgk1AcnSq8/eEW4+pj/lmgxnnd3tg7r5CsG+dc40WpLmRoO5fSaAK5Zj0ZpzfTTIxL+y5RrBai60oX0+Q5mIvxlPrv016My7sIdd56bfrVFGf3Bf5ePnU9SW9d/Y+NQRnKjLh4l7yC+VNtvJFSjbyslwkqDunY6khOJPejMu/3yDGrh2MopLM0uKfESSoqBPRYGjhMoPkHNztxuHbMhKiKErEO3fm9q3jJBO52CxGC64fIsmSUSfuyaRKRVFE3OWHxIHg5tG7VK6J1WzD9cPk0/udU7FyTEHE3bNxhPO+efQulWcj2O24edT1fRMEATEX42XERkEQcfskWex4/fBt6n1c/HrFZjFZkHDrsYzrItgF2cHh6h+uVi3uxrIsotyutV5nQErcU9k8u81OyIoC0j1n0stJcwqlAndOxTp/zzEYkFYgV+6zCQJOJnuLzv/P7e92DEMB/Oo+wDBMKMMwxf0YSgO4wjBMDIBbAI6Konjita6A4UGV6wQAxqOSh5HHASUTybkMD4h/FdPbox6JyWs4qmwkABlhh0a2AaQvEOcupKJWUVm1AChcAHpFhCcmr+GoqqLSOsn3zlMY0oD05fNcJ80YRlIIczdvc0VBIIVUNBxVGY1hGdk6PXkeTkxRJOrXObWK6mhZlpF9Rt4qexiA4FbwGo4qa8oqWDmml3WyLEM4a06tojpvVsnKPnca4xyQymjd3yunVlElXRUKFmrNX8NUcko5JoXcxyoUxP3BMIzXyh7P1+LUnBdMlvjesAqWet0B+WfHaziwNDIayxDrVCgVVNU+QP7Z8Vqerm7IgMBUKRTw9oXjFH9fivhvdQyiKL4riuJ3HmPPRVHs6fj3E1EU6zt+6oiiuPx1r4FRlHMwmj3fqgbQkDXljHYI3TkwGkDlxk9QVAIUZSHbeRiNpAJHYA71gukHKF3dJivVC0NgaXliUu3Do/d4kpDVZ0JX2abBMBKLNbxOBedY9SZV4OMvd0wSJpnfoGMyKBMegvJuDNzaraoTN647Zs8PSAW33hO6yTYihmVQoVY5IgFdv0Md6hef0/Do8d5bJOb4rjLSHKtgUbVhZSKG26gzPXnLqVUyMlqvDzrLnC2rYFGnVQ0iYdq0R0NqOw4Vr5KR0Xq830l2nRRKBRq+FUGUFrfo01h2ugYkLkLnkWQ9fbd3O8oco1KlQPPejYnNrPXbzagHAoWCRcehrYmxziPbyTYtJadE24EtiDxMu4EtqNsTo2DR3kO9rtOwNlDx5Kal4pXo5PHa7Qe3oj4tFb+e8zUYBu0GtpQ5ARWvlKnxdYpsA5ZyL4mCiDbvuLrlKlVKtOzbRPakqlKr0G0M2eTwrRHtZERJQHpiadXXFa5Xa3k06hIhm8upVejxHnnPdRnVHioveuzNeroaDfrxPJqEloPC415WK5WIrBvh+eevzf4VCm7gWgOmk5A8rxKSilsXMCU+ITcPRZjESbA+kPoWMbzEOwjaRnQ3ZRhG0mE2nYTkHByYml5gfCZ6YFaS2nJbE9wwfR2YpQjMhm9F4PLv18GwLJQqBVgFiy6jO2DwzL4EZsU6FfAy/RXSHqRDxaugUnPw8ffBqhPzibYQEmY9XPrtBhRKBRQOzF7jOuPtKT0JzEoRYchMfoH0hAyoeBU4NYcSQb5YeWIBUQPPsizqd6iDS79J7YeLMft/1FPmbKo0DEd6QgaeP34BFa+ESq2Cfyk/rDw2n9hwWQWLeu1q4/JvN6DiJExGwWLIrH6yDbd6kyp4EpOKF6nZEmlPrUJQ6QAsPzqXqFBRKBWo07omLv1+AxzvwGRZjFg0SLY51mxeDY+ikpH9LMeJWapcEJYemg2tn8uxqjglajavhiv7b0LFq6QTMMtgzPJhshbdtVvWQPy1R8jNzHMjF5bCZ3/MIvSDOV6Fao0q4eoftySyouNUPf7LUTK1t7ptaiD28kMUZOscpD0VQuP1o08AACAASURBVKuWwae/zSA4J7yWR3i9MFw/FCWRFTklWFaSsvTU5a7Xrjaiz8WhMLdIIm85OqYu2DOVcJYaXzUq1AjFjSN3wGmKMVlM/X486rUhW1/X71AHt0/GQF+gd5LMwuuEYe6ujwnehY+fFmUqheDWsXuudSpYzNo+CbWakzrSDTvVRdTxezAUmZxEwKoNK2HWjsmEUywR6IuSoYG4cyoGnJpzFDywmPvLx6jWiFRma/hWPanRosEMpUoBhUqJms2qYvrWCUQY0j/YD34lfXHvbJwDUwWlUoFF+6bLkv6NOkfgxuHbsJisTsx6bWrio03jiMNPUJkAqH15xF6Md65TxSmx5MAshNUkk/5twyriVPJj2AQ7lCwLJcuiVfkwLGzf8b/MZ3ij4OZhomgDLNcAezbANQCjpJeaAVIZKsw3Je0Evh21BNWFeQWw5zhaXNBLzQBJkwGWKIANAPg2XjFtVhtun4xBwSsd6rWt5bWHESCVocZdTkBgiB8ad63vlfBjtVgRdSIahblFiGhf22tZKyBVf9y/+ghBZQLQuEuE10d4i9mKqOP3UJSvR8NOdRESRi9rBYC0h8/w8EYSSoYGolHnetSyVkCqtoo6EQ2DzoiGb9Xz2m8IkMpQH0Ulo1T5IDToVNcrpslgRtTxezDpzWjYuZ7XslZA6p6aeDsZIRVLoUHHOtSyVkCq4Io6fg9mowWNu0R4LWsFJJ2Hx9GpKBNeChHta3vFNBQaEXX8HixmK5p0a/CnZLxHt5OREpuG0KplUK9tLa9EQL3OgKjj92Cz2tG0ewOvZa2iKOJR1GOk3k9H+eplUac1vQQVkPJDt47fA0QRTbo38FrWKooiHt5IxNOHGQirVQ61WlT3ilmYVyTF6hkGzXo09EoeE0URD649wrNHzxFetwJqNK3qFVOXU4ioE9FgFSya9WwIHz96SLc4n/L88QtUiqiIGk287wv52QW4fTIGKk6Jpj0aUstaizFjL8YjM+UlqjYIJ3ShPS0vKx+3HU6sWc+GXomqgiji+rOnyNDpUC+kNGqVovcM+0/2f4bg9nfYG4LbG3tjb+yN/dft/xLB7f+EiaIo8RPs2YCqHhHGkc0VCqQqJNYPUDX02upCFEXAGiu1z1DVB6PwfsIVhTzAEi09MagaeD3piKKIhzeTUJCtQ60W1f605UJ+dgEe3khCQIg/ajbzfnoSBAEPbyShMLcItVtW/9P2CHlZ+Ui49RhBZQJQvUmVP8WMv/YIRfkG1Gldg0peKraczDwk3k5GydBAVGtU2Sum3W5H/LVEGHQG1G1Tk0peKrZXGTlIupuCUuVLokqD8D/FvH8lASa9WcL0cnIEJAGkx/dSULpiKVSpH+51nt0mYZqNFtRrW5NKXiq2rLRsJMekomzl0rKwg7vZrDbEXX4Im8WGum1r/WmLk8yULKTEPUW5qmVQsXYFr/OsFiviLifAbrOjXttaf9ri5HnyC6Q+SEf56qGyUIa7WcxWxF2KhygCEe1q/WnrkGeJz/E0IQNhNcuhfPVQr/MsJgtiLz0Ew0ihrT9r8/E0IQPPEp+jYu3yKFe1rNd5ZqMZsZceQqFgUa9drT9t85EWn46Mxy9QqW4Yylb2/jRtMpgRdykeSk7p6G3lfftMuf8UmU+yUDmioteOwIDUVibucgI4tQr12tb60/YZT2LT8CJVegr5syf012H/Cscg2l9CzBsD2DMAsIBogagdDqbEHLlspX4bULjOobcgSknioO1glJU9MDMh5r4LCFlumO+CKTFdjln0HVC00aG3IAJsIBC4QybZ+SL1JWZ3XYq8F/lgWAZWsw1DZr+N0YtJBTUA+HHxXuz94g8oOSVEQURgmQB8fmqh7CbMeJyJ2V2XQpdTCIZhYLPYMGLRIETOIRXURFHE1rm/4MD6Y1BxSgiCiFLlS1Kbzj1NyMCcrktRVKB3Yo5ZHomBU/vIML+btgOHvzsNFa+CYLejTKUQrDq5ECXLkuGXlPtPMbf7MhgKjQ5MO8atHoF+k3qQ11IQsHGKpEqn4pUQ7ALKVSuLVScXyJzo43spmNtjOcxGCxhGEtWZvH6sLKEtCALWjtuMc7suQ8lJmGG1ymPl8fkyJ/oo6jHm91rpFAWy2+z4eNM4dPFIFNvtdqx+9xtc/v0GlLwKdqsdVRpUxPIj82ShkgfXHmFh31VOXojdJmDGtonoMITMhdisNqwauQHXD0U5MG2o3qQKlh2eKwtrxFx8gMX9Vzsr3QS7gNk7p8hyIVaLFcuGrsXtE9ESpsWGOq1rYPGBWTLndPdMLD4btMaZgBdFEfN3fSIjVVpMFiwZuAbR5+9DqVLAZrWjfoc6+PS36bLqt1vH72HZ0LVENc/CvdPRpCtJqjQZzFjc/wvEXUlwYjbuEoEFe6bJHMm1g1FYNXK9sxMswzBYcmCWjFRpLDJiYd/PkXAzCQpOCZvZiua9G2PeLx/LNv2L+67jy7HfOCuJFAoWnx2cjboe+RV9gR7ze63E4+gUKFQSZpt3WmDWjkmyTf/ML5ewbvxmKJRKAFIF3PIjc2UsbV1uIeb1WIHUB+lQKFlYLTZ0HNoa076f4DWE+j+1f0UoScgZIp3sCWU2DRj/ZWA0rs1MtERBzH0fJO+AAdiyYEqdJzZ84VV/h3iPGyajAeP/BRh1Nxem+aqDIe2OyQKKMDDBJ52Yoijig4jpSH/4jKhSUfvwWLCbZDTfOHIHyyPXOskxgFQ6F1a7PL6P/cr12qKId2t8hMzkLKKaRq3lseTgbEIS8dJv17F6zDckpoJF1Ybh+ObW5673LQgYWXkSstNfETXgvJbHyuPzCUnEs79cxroJmwlMhZJFzebVsO6ySyrVbrcjssIEmXAKr+Xw5bnFxBfl2Naz2DR1O4mpUiCiXW18cXqRc8xmtWFoufEoeKUjMTUcvr62nHgiOPjNcXw/+xeiVl3JKdC4S30sOzzXOWYxWTAkdJxMjIXXcPjm9ueoWMsl6br3y0MOtTmLG6ZUCbNo73TnmMlgxpDQD2DQkVwXTsPh+9g1RI7p52W/YffKAwSHRcUr0W5QK8zZOcU5ptcZEFl+vEywhtNw2J7wNVERtm3eLhz4+iiJqVahy4h2mLrFxZLW5RRiWMWJsnp+XsNhZ/JGIs+yadoOHPnuFKH2xqlV6PlBZ4IlnZeVj5FVJskUz3gtj11pmwinvG7iFpz+8QKJqeHw9pQehJxt9rMcjKnxkYzno/ZVY3f6d8RT6BfvbsSFPVcJXgyv4TB4Vj9CzjYzJQsf1J0mw9SU0GDP8y2EA1029Ctc+yOK4GfwWg4jFg7C0NmutuNPEzIwsfEsGefCJ0CLvc+/J57EFvb7HLdPRhNcG17L470VkejvIWf7n+yNtKfDRPsLwBoP0ikAgFGS3XSfq/8ZEpuZGAXEfIdjcYzYngK2ZDmmaISoJ6UGRZlcJwAI0pOGzaX69fThM7xIeSkrXTTpzfhj43Fi7MD6Y8TGCEilc5lPXuJpgks9Kzk6Fbkv8mUlliaDGQf/CqZdQOr9dGSmuBSlEm5KISnP84TFaMahTSeJsf3rjsgw7TYBibef4NVzl6xp3KWHsnmAxBY+uplkfdPWabfacf/KQ8IJ3DsbR0h9FpvVbMWx7894YB6XbXg2ix13TsdCrzM4x6JORFNJXjarDSe3nyPGDn5zXLbh2Sw2XD90myCj3Th8m65IZ7Pj9M4LxNihb0/KNier2YZLe68RjPerB27J8ABAtAs4+8tlYuzoltNyTJMVp3+6RKzLk8DnxBRFXNhDEgaPbztLbOCA9Fme+IGUVL2w55pXno27rKkoijKnAEiEPc/P8tyvV+h8IBG44nZd7Da7zCkAEqHTU6L29M6LhMSrO+j1Q64DqsVkwVUPpwBIJNVD35L0rFM7zlMJkKJdJAiKhkKjzClImGb8seG455+/NvvHOwaIRQDj5XHLkxEtFoBOJmEB0W3un2GK5AkVgpy1KJlCwnGYvsBAJeYAgM5NChIAivKKqPMUShb6AtdGpi8weCXxFHpiepEkVKgUMkxa7bkoAoU55PXU6+iMb4WSJU7IBp2RSgwSBRG6HHKdBreN2t1YBUtoU+sLDNSPUqBgGgvp62RYhnBCBp0RIoXYaLcJsutpLJSzWgEAokhscPoCAwS7fKE2q12GSZOXBCT1OvfNyKAzUjcyq8UGvcfnTGP0AnD2l3Jfp52i3Gc122T3jqdDdI4bzYSzMeiMVOazzWIj7jlBEKjzaOsvytNTmfF2mw36fBdmcU8umnkykovy9VQpXcEmEOu0mq1UJw9A9vSmyy2ifkaCQGKaDWav+TODl/v2ddg/3zEoKkGutAYAHKAm6+7BdwVASfqJNpLgpqwG+qXjHBhupu5Gx4QdULlCOVUbVqLeVJyGQ7sBLYix1u80pzOARaBKg3Dnr9WbVqHe/LyWQ9sBZKy5df/mVGatQqkgSHO1W1anbhBqHx5tPdbZql8TKomH1/IoV80VIqnbpib1i1/cTM7dWvSRk5IAwDfAh2imVr9DHVi9rLNNf7IdV7OeDalJv5JlAhFUxkWaq9+xDvV6qn14tOzTlBhr2r0BldlapnJpIlHfqHMERMoJV+2rRvPe5BN/oy4RVEcfXrcCEc5o2LkeaJ5W7cOjafeGxFj99nWoG0/1plWIa0IjbgHSveSuYgbAUUIrmyorrW3UJYLK4ldyCjTp5soxKBQKWTNDQHqL9duTeYOm3RtQpT1ZlkXjri4OB6/hUamevBiAYRkZ16NZj0YytjwgPck07uKa6+PvQy0vZ1lGljNp2aeJjNUPSE/pDTu5iK8BIf4ILicvh1YoWVlu53XaP94xMIxCUnCDBq63q5baX/t4qH5p33GwpIsTeYz07xJziC6sDKMC/JZJOO6YitIOeVA3TM1gQFkBLufASv8usYjowsqpOXz07Qfgta4WCbyWQ0hYMPpM7EZg9pvUHSFhwU5WMcsy4LU8Ptr0AZGI0/ioMenrMeC1nDMRx2t5lK1cGj3eJ1nKA6f2RsnQQCermFWw4LUcpm4eTyTifPx98MEXIyRMxoVZvkaoTPlq6Oz+CCwT4PzyS5g8pm+dSCTN/EqWwJilQyXpSMe+ofbhEV43DB2GkqzaEQsGwL+Un5NVrHC0eZi+7UOCIxBYOgAjHDKg7pjVGlWWOZvRnw2VRG8czlahVEDtw2Pa1gmkRnGFYAyc0ZfYeNQ+PGq1qI7mvUky2nsrhknqbcWYKglzuod6XdnKpdFvcg8ZZkS7WsSmAwDjV4+CT4CP04ErVUqofdX45DtSTrZirfLoMbaTDLNx1/qIaF+bmDtx3bvQ+mucTGUlp4TGV41PNpEE0qoNKqHj0DYyzJZ9m6BWczJZOnnDe9CU0DgPBSpOCa2fBpPXk11YazarilZvN5NhdhjcStaB9uNNH0BTQu1kP6t4FbR+WkxcN4aYV69tLTTp1kCG2fXdDrIKrqmbx0Ptq3be35xaBR9/LcZ/OYqY16hzPdTvWEeG2WdiV5kjmL51ItQ+vPPwwqlV8A30xftueRBAOozUblldhjlgam+i4ohhGEzf+iF4Le901JxahRJBJfDuZ0Pwd9m/IvkMAKI1CaJhp1SZxLUBox1MbPbOeaIZouEgYD4FsEFgtMPBcPUpiIBoTZByCPZMgG8v6SxQ1NlE0QjRcAAwnwMUwRKm29OCuz2+l4KDG48jJzMPzXs3RtfRHaili0a9CSe3n8fNo3cRXC4I/SZ190qkeRT1GAe/PYH8rAK07NsUXUe3p/ZGMhQaceKHc4g6cQ8hYcHoN6kHKkfQdSPibyTi8KaTKMjWoe2AFnhreFtq6aJeZ8Cx78/g7plYlA4PwduTexBPIO52/2oCjnx3CoV5RWg3sKXUWoFSZliUr8fRLacRff4+QquUQb/JPbyWWMZcfICjW87AoDOg/eBW6Di0NbXMUJdbiKObTyPmYjzKVy+Lt6f0JFqBuNu9c3E49v1ZmPQmdBjSGh2GtKI+cRS80uHwppN4cO0RKtQoh7en9KCeKEVRxN0zsTi+9SzMJgs6RbZFu0EtqBUneS8LcOjbE3h4IwnhdSvg7ck9qOWQoigi6kQ0Tmw/B5vFhs4j2qHNO82pBLvcF3k49M0JJEQlo3JERbw9uTu1HFIURdw4cgenfjwPURDReWR7tOrXlIr5KiMHB785gaS7kh7D25O7E62si00QBNw4fAenfrwAhgW6ju6IFr0bU59iXqa/wsGNJ5Ack4oaTaqg76Tusuq2YsyrB27hzM+XoFCy6DamE5r1aEjFzErLxoENx5B6Px21WlRD34ndiNYqxWa323Hl95s4u+syOF6F7u+9hcZdIqiYmU+y8MeG43ia8Ax1WtVAn4ndqORCu82Oi3uv4fzuq+B9ePR8vzNREOJuz5Iy8ceGY3iWmImI9rXRe1yX/6jKR7M3BLc39sbe2Bt7Y4S9qUqimNTzXV6pQp9r85pIkmPSE2OeZrfZ/zImvQri/19Mm/WvXU9BEP7/wbT/OzHtdvtfwhRF8W/D/Ctmt9u9diz+p2P+T+1f4RhE0QZBtwbiy0YQs+pCyO4G0XyVPtcaB+HVOxCz6kDMioBQsIgQ6XFhWiHoPof4siHErDoQsntCNN+kIEphlwmNZqIHH4k+viOwcco2WEzyyg2rxYpN03agT4mR6MFHYlz96bh/NYGKef/KQ4yrP13CLDESm6btoJZnWkwWbJi8Fb19R6AHH4mJjWfh4U16H/eYCw/wXt2p6MFHoq/fKHw/+yfqjWgymLF2wmb09hmOHnwkJjWbg8Q7yVTMO6djMKbWx+ipjkS/gFH4YcEu6iZtLDLiy/e+dWJOaTkPyTGpVMxbx+9hdPUp6KkehrcDR+Onz/ZSNxW9zoDPR29AL+1w9FBH4pM2C5D6IJ2CKJGiRlaZhJ7qSPQv+S52rfid+mUtzCvCiuFfo5dGWue09ouQ/iiDgihxQ4ZXmoie6kgMCB6DPasPUjdJXU4hlg75Cj01w9BTPQwz31qMjMeZFERJNyMybAJ6qiMxMGQsfl93hIqZ97IASwZ8iZ5qCXN216V4kfqSinlq5wUMLTcOPdXDMKjM+zj4zXEqZk5mHhb2+xy9HOuc13OFTKim2I5vO4sh5cahpzoSQ0I/wLGtZ6jzsp/lYH7vFeipHoZemmFY2HcVUcpcbKIo4vB3JzGozPvoqR6GIeXG4eSP5ymIUnhoTrelzve++J3VhK6GO+aB9ccwsPR76KmORGSF8Ti76zIFUWKGz+y8xIn52eA1Mo5MMebeLw9hQKmx6KkehuHhE4nSW3dLf5SB6R0/RQ8+Er00w7Fi2DoUUioOBUHAryv3o3/Jd9FTHYmRlSfh6h/0kuTXZf+KUJJQ8ClgPACSo6AGU/JnMCpXgk+0pUPM6eOmtgYAPMA1BxtEqk8JBXMA4zEPTI0k7alykbyeJT7HxMaziLJHTq1Csx6N8OnvMwjM5cPW4drBKIL0wmt5fHNrJZE4S32Qjikt5hKYvIZDq7ebYd4vHxOYn/b/ArdPxhCOSO3DY9Pd1UQM/fG9FHzSdiFR/sdrOHSIbI0ZWz8kMOf1XI6YCw+IskuNrxpbYtcQ8e6EW0mY0WkxUb7IayVt24+++YDAnNHxU8TfSCKEfbQlNNgWv5aITd+/8hBzui0jau95rZQIHL/alTQURREft16ApLtPnDXgDANo/bTYnvA1EUe+dy4OC/uuItap1vJ4Z2ovjFkaSWB+2GQ2Uh+ku2Ey8AnQ4sfEDUTM99bxe/hs0JcyzKFz+2P4/AHOMUEQMK7+DGQkPneWRDIsgxJBvtiZtIEgZF07GIUVw9fJMEctGYxB0/s6x+x2O8bW+gRZqdlOJ8yyDPyC/bAzeSORszq/+yrWvL+J+NzVWh4ffDECfT/s7hyzWW0YXX0KcjJynZVZrIJFYGl/7Hy8kcgvndp5Aes/3EreS1oOk9aPRY+xLta5xWTB6GpTkPsi31kaq1CyKBkahB+TNhC5oCObT+G76TtlmNO+n4hOkW2cY0a9CaOrTkZBts7JCVKoFCgdFowfEr4m8jb7vz6C7fN3w+SBOeenjwiGuF5nwOiqk6HLLXLyLpQqBcpWKYOt978iciy/rjqAXct/J7+bWg4L90wjqoh0uYUYXW0K9PkGpxNWckqE1SqH7+6uJnIXOz7djd/WHJF9Nz87OFtWQfWf7E0oyWGioAOMv0NOXDNDLPqWnGv4EZCFmsyA5SZEW5obZi5gPOIFk5CfwL41h6lkn1vH7+Ll02znWE5mHq4euCVjQlrNVuxZfZAY2/PFHzJMs9GCqwduErKAWWnZuH0yWvZ0YjVb8dtXh4mxXSv3y17bbLTg/K4r0LnxE54lZSLmYrzs9a1mG/7YcIwY+3npb7KadrPBgpPbzxPEsZS4NCREPZapvVktVhz6liTN7VyyV0bIMhvMOPztSRjd6s8T7zxBSlwaQQwSRem9H/UgRf24aI9snSaDGfvXHYXFbU0Prj1CRlKmB6YIq8mKE9vJ0+uOhbupmHu/OEg8MUWff4CXT7OJOnlREGExWHDGg4y2fcGvVMxdK/YTTze3T8YgLyufeB1BEGHSm3DBQ7lvx6LdMi6AyWDGziX7iLHrh++gMLeIKNcV7AIMOiMue8ivSu+dxDQbLNi5eC8xduXALQePw4VptwkozCsiiGMAJPlTCuaOhbuJsYt7r8NYZCaIonarHXkvCxB13KX2JggCfl76O+EUijG3LyC0xXDul8swGSwEGc9mteNVRg6iz7kEJ+02O3avOiAjYJoNFmz3WOepHRdkvAebxYbM5Czcv+KKElgtVvy+9qj8vRst2LHIq2Ly/9j+8Y4B9heOvkeeJgK2x+SQ9RFcGs5uxnCSRKgTM8PR98jTBMBGhmlS4tKobFkVr0LGY5cGbWbyCyo3QbALSIkl5QJT4p56xcx84goXZDx+QeUm2G0CUmLTiLG0B+nU8IGSUyIrzeXAMhKfU7kJNqsNydEk5tOH9BCLUqVEdnqO8/dnSS+oVT1Wsw1PYkjM9ITnVExWwRItNTISnztLdN3NYrLKML2FbURRREG2K1zwLDGTeo3MRgtS7pOf0fMnL2TzAIlk5k4Iy0h8TpV0NRnMSPWQicxMoYeCjIUmYjPKSMyEjULyMunNSPP4TNzlUN1N90pHhBEzEp9TJTONRSY8SyQ/k1cZ8lAQAORk5BHXLyMxU0b8AqSNNP2RC9NutyMvi04U9QxlpSc8o0pmWs1WYp1mh142zbJSs4nfU+PTqURAu00g1qnXGWQHpmJz/14CQOr9p1QioCCIxDoLXhVCpHzXARDyuK/b/vmOQREqEdRkxgJKsqYbXD0AlA1ftABKN4KNIozyZOHAVJGEm+pNqlAJWRazFRXcSizLVQ8lTqfOl1KyqNGU7BFfrXFlKnnKarYSxLGwmqFUzWWlSikjDFVtSMe0WWxEx8mKdSpQMVW8EjWbk5hV6tO7ntptdpSu6OrXE16nPJVZyqlVqNGMxKxcvyKdJS2KKBnqKl0MrxtGdZ68hkNND8yKXspnFQoFAkJcZYbhdcpT56m1PKo3JpssuvdN8nx930BXeCi8bhj1uhdzLtytQg16+axvoA8h/lOxTnmqvKbGV40q9cny49Aq9G6iQWUDiVBOeN0wqnKfxleNcI+usd66iZYOL+UhOFUemhLyUmxeyxHkM4VCgeBydB0Nz/VXjggnrkWxqXgVsU61lkcJL1oSnp1gqzaoRCXNKRQssU4ffy11HgCE1SLLqas1qUKdyzAg1hlQyo9KLAQkYuPfZf94x8CwvoB2JFyktWLjwfiSsXNGO8rxJMAQ88B3lCRCnZj+gHawHJPhwfiSBKaB0/pA5VHfz2s4tB/cihCNCQzxR+cR7WSylZyaw6AZfYmxobPfln1JeS2HziPbEx1Gg8uVRNsBLWTsUpVahQFTexNjw+b1lz2x8FoevcZ1IbqBlgkPQfPejT00eaV19ptMdkIdsWggZZ08+k3pQbSqrlCjHBp2qku8PsNIerq9J5BM8lGLh4Dz4GDwWh6DZvQluBmVIyqiTqsaBKZEBOTQ3UNmcczSSNl1V2t5RM7rT/AoajStiqoNKxFPYcV6z109yH1jlw+TXXdey2Pk4kFEnLtum5qoUKscIYXJKlho/bToOKwN8ffvrRxBxXx36VBiw234Vj2UrVyaeLJTKBXwDfRB+0Etib9/f9UI2XvntRzeWzmcGGvaowGCy5UkHI5CpUBAKT+06keGrN9fNZyK+b4HZqt+TREY4k9sfEqVAiXLBqFZD5Kh/R4NU8PJiGNtBzRHiSBf4glUxSlRJjwEjTq7OAIMw2Ds8kiK9jmH91aS8rwdhraGj7+WcOAqXonyNUKJppEKhQKjlwyhY64gMTuPaAe1j9oDU4XK9SsSBxelSolh8wfIMbUcxiyLxN9l/xJpz5YAqwFsjxztLSLABHwFhqtLTGNYX0D9FmBLc4SgSgA+o8H4LQDj2RuJawswSsCW6MBsCCZgHRhVTWKab4APWvRpjPRHz5HzPA8lgnwxYGpvjF89SkYMatZTIuGkPngKu01Avba1sGDPNBlj0y+oBJr1aIj0hAzkvsiDX8kSGDyzH95bMUyG2bJvEwiCgLQH6RDsIup3qIOFe6fJTkUBpfzRuGt9pMU/Q/7LfASU8kPknP4YtWSw7NTfql9TWC1WPI2XOsE2fCsCi/ZNlynDBZUJQINOdZH2IB0F2ToElvbH8AUDMHz+ABlmmwEtYDZapPCTKKJx1/pY9NsMlA4LJuYFhwYhol0tpN5/Cl1OIYLKBGD0ksEYPKOfDLPdwBYwFJmQ/jADAIOmPRri099nyFTcQioEo06rmkiJkzBLhgZizPJI9P+IlD9lGAbtB7eCPl+P9EfPwbIMmvdujMW/z5CRosqEh6Bm82p4EpuGonw9SpUvifc/H44+E0gWO8MwOZYkYQAAIABJREFU6Di0NQpzixyYLFr2bYLFv8+Af0mSFBVapQyqNa6M5JhUFOUbULpiMMZ/ORrdx3SSYXaKbI38bB0ykjLBKhVo804zLNo3Hb4BJKmzQo1QVI4IR3J0KvQ6A8pUCsGHa8fgreFtiXksy6LTsDbIfZGP549fQKlSoN3Alli4b5pM46Ji7QoIq1UeyTGpMBQaEVqlDKZsfB/tBpJOiVU4MDPzHPKvKnSMbIMFe6bKSJ2VIyqiXNWySI5OhbHIhHLVyuKTzePRqi/ZikShVKBTZBu8yshB5pMsqNQqdBreFvN2fSIjdVZrVBmlK5ZCckwKTHozwmqWw7TvJ8qckopTosPQ1shOz8GLlCzwGg5dRrbH3J8/lrX8rtmsGkqWC0RyTCosRgvC61TAjB8+RKO3yCQxx6vQYUgrZKVmIys1G2ofHt3GdJRJlQJAnVY1EBDih+SYNFhMFlSOqIhZOyYjop1HxOMv2Btpzzf2xt7YG3tjhL2pSnpjb+yNvbE39t+yf4WCGwCIlnsQ9T8A9ucA3wqM9l2qFKcoFEE0/AKYTgNsABif0WD4thREIO7yQ/y+9jCyn+WiaY+GeOejntT+JUX5ehz85jiuH7qDgBA/vPNJb689UWIuPMDva48g50UemvdshP4f9aTKZupyC/HHhuO4eewuSpYNxIBPessUqort7plY7P/6KPJf6tCqXxP0m9SdKptZ8EqHA+uPIepENEqVD8LAaX1kClXFFnXiHg5sOA5dTiHa9G+Ovh92o4qj570swP51R3D3TBxCwoIxaHof1G5Zg4p548gdHPzmOIryDWg7oAX6TOxK7ROV+yIPv311BDEXHqBs5RAMmt6X2n1TFEVcOxiFw5tOwlBoRPvBrdBrXBeqxOWrjBz89tURxF2KR2i1shg8o68s+VuMeWX/TRz+7hRMejM6RrZGrw86U/tEvUx/hX1fHkL8tUcoX6McBs/sS5UMFUURF/dew9EtZ2AxWfDW8Hbo/l4nqsTli9SX2PflISTcTEJY7fIYPLMfVTJUEARc2H0VR78/A7vNjs4j2qP72I7UPlGZT7Kw54uDSLqTjEr1wjBoZj9q8txut+PcL1dw/IezEAUR3d7tiC6j2lMryp4lZWLv6oN4fC8FVRqEY8jMflR5T7vNjtM/XcKpHecBBug+phPeGtGW2ifqaUIG9q4+iCexaajeuAoGz+xL7T0l6WOcx5mfLoFVsuj5fmd0jGxN7emU+iAde1cfRNqDdNRoVhWDZvSVhUQBqWz0xLZzOPuLpPLXa1wXdBjSilpc8SQ2DXu/PIT0h89Qu2UNDJrRh9p7ymKy4NjWszj/6xXwWh69x3dB2wEtqJiP76Vg7+qDyEjKRN22tTBoeh9q76nXZf+KUJJgOAjoFgIwQ2rSzwFsCTAlDxHaz6Kgh5jTX2qKh+LyNA3g+yFYX7KD5fFtZ/HNxz84S85UvAp+JX3x3b3VRAJYX6DHhIazkPsiz1nKxmt5jF0+FO98TCaAD317Altm/ewsjVOpVQgo5YfN0V8SzkGXW4gJDWciP1sHqxvm+C9HymLYv311GDsW7XFicmoVgsoG4rt7q4nYcH52AcY3mInC3CJn1RGv5TB5w3uyGPauFb/j15Wuem1OrUJIWDC+vf05kVTOyczDhIYzoS+QeuQzjNRGfOqWCXhrGOlsty/ajf1rXcI+nIZD2cql8c2tlURs+GX6K0xsNBPGQhOsFpuUpFarMHvnFFnb7y2zfsLhTSedmLyGQ/kaoVh/fQWx6WamZOHDJrNh0ptgs9jBsBLmgt3T0KI32dp445RtOLnjvAtTy6FS3TCsvbyU2HSfJWVicrM5MBvMsFntYFkGKrUKi/fPkrVg/uqD73B+9xUCs1qjyvjy/GJig0yLT8dHLefDbLLAbrWDVbBQ8SosPzJXdihYOXI9rv1xy4mp1vKo1aIaVp1aSGyQyTGpmNp2ISwmK+w2F+bnpxaiTiuXAxdFEZ8NWoPbJ6NdmD48ItrXxrLDc4nNLPFOMqZ3WAyLyQLBLoBVsODUKnx5bjHhwEVRxMK+qxBz4QGB2bhLfXz6+wwCM/76I8zushQWsxWCXYBCyYJTc/jq0mdEJ1ZBEDCn+zLEX0t03vPFXWDn/fIJcY1iL8VjXs8VsBZjqhTg1BzWX1tONHq02+2Y2WkJEu88ITDbD2qJGT9MIjDvnonForc/h9VkhSCIUKoU4LU8Nt5cSThGu82OT9ouREpcmnMPUfvw6DKqvYz8efPYXSwdvAYWkxWiIELJKaD2UePbqM//VKOaZm9CSQ4TRStQ+BkkMlqxE7QAQgFE/WZyrnGflHSGe82yESjaAFFw1chbTBZsmraDqEO2mq3QvSrEb2tI4tjhTaeQm5VH1DebDWb8MO9XQmjDqDcRTgGQlLTys6VTvLvt//oY8l8WOJ1CMebmGT8RhB29zoDtC0iykcVkRe6LfJlK1d7Vh6DLKSRKUc0GCzZ9soMoo9XlFuKXZSSz02KyIvtZDk78QKqY7VqxH4V5RU7hFFGUMDdO2UbUyOdl5WPf6kMkptGCFykvcXrnJQLzp8/2QV9gcOo3iKIIs9GCrz/8nmiLkf0sB39sOE5gmo0WZCRl4qKH4tiOhbthKDDAZpH+XhREmA0WrJuwmai7z3yShePbzpKYBgtSHzzDlf0kyWvb3F9gKDQ6y3AFB+bXE7YQmE8TMnB212UZZnJ0Km4euUtgbp7xE4xFRqfyl2AXYDaYsW4imUtMjknF1QM3CUyTwYyHtx7jzqkYYu6mqTtgLDI5yXDFmF9/+D0x71HUY8IpABIvIvZiPGIvxhNzN07ZBpPe5CwXFuwCTHozNkzZRsyLu/yQcArFmHdOx8jatqyftBUmg9mJabcJMBaZ8O3H24l5987G4eGNJOKeN+nNuHbwNh7fSyHmfj1xC8zumFY7TEVGbJ5OKjveOnYPSfdSZJgX9lxD2sNnzjFRFLF2/GaYDRYnwc5mtcOgM2LLrJ8IzKt/3ELag3RiDzHpzTi5/TzBqxFFEesmbIHZjWBns9hhKDDgBw8i3uu0f7xjgC0VcllPALAB5ovkkOkc5GxmAAwPWOOcv6bFP6M+7lktNtw8Rn6Zrx+5A4uRwiXglEi688T5+5OYNKqCm9Vkxc0jd4ixm0fuUFWqFEoWT9yIa0l3nhBlkMVmMVpw8yiJeevYXZl8YLE9jXfd/Ak3H1MxzQYLbnis8/aJe1T5QrvVTpD7Hlx75AXTjFse1/POqRiqWI5Jb8bLNBfZ6f6VBCg5eTjCpDfLPqO7Z+JkkqqApHKXk+liksdeiqdyDkx6E26fjCbGos/fp8pWvnqeS/TDib0YT+VlGItMuH2a3MTjrjyUSaoCEjnSnfUdc+EBlcNhKjLhnhtTF5BO4jRLjXtKMKdjLsRT7zmT3ozoCyTmoyh636zE28mEU4y58EDGPAakQ1bshQfO3+12u4yUWGyeDiT63H2q0p1gsyPGDdNkMONZopwgJopA3BWyP9md07Fe1fPc11mUr8erZzmyOaIoIvYS6TyjTkZTyX2sgkXcZdfr52XlU3syCYKIe2fjZOOvy/75joH190JwA8B6xOgUpUByGIrNDrAu8pRfyRJeN1HPskV3BTAC0WqHX7ArH+EfXMJrB9BADwzP390x/f8CJsPI1xVY2l82D5DitfJ1yjcdhmUQ5NEb37+UvAe9hGmHX5ArNOYf7EdlFLMKVo4ZTCclCXYBPgFaYh5D+SwVShZBZcn37ldSnsMBpE3CPW/iH+xHdQxKlRKBZch10vJCgHTt3XMc/sElwFLi6SpOiSCPe8nXXyubB0glmu6hMf9gPyrBjVOrZJ+z1o+OyWk44r36B5egOm9ewxGhUwBU0hogkeHcD1T+wX7gKbkZFa+Cn5t+AcuyMg5Dsfn4kXkt/xA/agcBJack7kcVr6TmWwDAN4C8JoGl/anvXaFkiXXyWp4qewvI74egMgFU4ivLssQ9rvFVg3oaAIjv0Ou2/7FjYBhmEMMwDxiGERiGaeLx/+YyDPOYYZhHDMN08/L3lRiGuckwTBLDMHsYhtpr4r+/PkUIwDWGPM+uAeNDKkox2lGQy4CyAFsaULpiuKUrlkK1xlVkjES1D4+B0/oQY+983Et2U7MKFqFVyxBJw/LVQ1GxdgXZUwOv5fHOJ2QuYuDU3jLCi0LJIrxuBfw/9t47Loprfx9/ZrbMFqoIiCKCBRUVFURRRMXeey8x9h5711ijxhqNJUZNMXaNRk2iJnaxYRcFFQQpivS6ZbbN74+BZc/ObJLPTe73d1/3+n698rp3x8OzZ2bPnPo876dKzXJ1rH99P1QK8BJ0ZnIlgz7Tu5GYs3qIYEoQGFYTXlXLtQSBTWqgYpUKAotJuUKG3nYCtwFzegnUnVK5BA0i6xIDaL2I2nCp4CxIYSFjpOgxiRS4DZjdU4Apk0sR2rEhXGyUrA2j6kHprBDMxqUyKbpPEGLa37uMkaJ5zybEwNCkU0PRA2GJjEYXO9Fcv1nC30iukKH1oAjioLpZtxDxDkJKo+PHbYhrfWd0E8Vsb3cA3KK3uHkORdMCfULvaV2FokqlHF3HtSM68ch+zURTjFA0jajBEcS1XpM7C4V4SrnAibDN4BagRAZaiqbQekD5eRFFUeg2vr2oqNNeVNluaKTovdMSGhE2lq4SiQSdRrURxexr9250HNlGdPCWSCVo3qP8DErOyBA1JEJUKNp3BonZeVRb0UN7mUJG2JoqnZSI6N1UkNqGUTHoP7un/Z//Y/FPrBieAegLgNgMpigqCMBgAPUAdAawkxKoxAAAnwPYwnFcLQD5AMaIlPlbQbl9AcgaAlAAlBMABnCaAEpBdhCUvCHg8ilAKUvLKQFJDVAVvhFsHS37cQ5qhVQHo5RD5aoCo5RjxLKBAnFMg8i6mLhpJBgVA5WLEoyKQUB9P3z2y0JBPVeeno/qDf3BqOTWsmPXDhUwmELaB2P0miH8d7sowajkqNEoACtPzyfvh6Kw5tfF8K9f1fr9CjWDiZtHon4EKcRr1i0UI5YNIO4nsEl1LDsxW4C57sJSVK1TBYoyTCcFpm0fK2AGRfZtxqu0FXKoXZWQK+Wo2ywQi4+Qh4A0TWP9xU/hW8sHCjWPqXRWYObXEwUsnqghLdF3ZvdSG0Yes15EHSzYP5UoJ5FIsOHSMvhUr2TFVLkoMe/7qQK3t06jotBzciertaNcIUfD1vUwe+8kopxUJsWGy8tRKcDLiql2VWHRoRkCdkyPiR3RdWw7yJgyTBkat2uAT3aMJcrJFXJsuLQMnlU9oHRSQOWshJO7Gp8en0MMyADQb2Z3dPiotRVTppAhrHNjTN7yMVFOqVbg898/hUflClZM5wpOWPnTPFSwW9kMWdgbUYNbEvVs3iNUoChWu6qx7sJSuFdyg9JZAaWzAq6eLvjsl4UCJt6IZQMQ2S/c5nnK0LJvM4EVpUsFZ6z5ZRFcPV2smO7erlh7bomANTdm7TA079mk/N4ZGdoMisDQRX2Jcu7eblh5Zj5cPJx5TCcFPHzc8flvSwUMt4mbRqJp58bWesoUMrQf3gr9Z5OTO09fDyz7cQ6c3Z2gclZC6aSAp68H1l9cJmCjTds+FiEdGhL33mVMW/Sa0pko51PdG4uPzITaTWV9h7z9PbHh0jKBwG3Wnolo1KYegdlzckfBZOSfjH+MlURR1FUAcziOu1/6eSEAcBy3tvTzBQDLOY67bfM3FIBsAJU4jjNRFNW8tIzo6qIs/lWBG2dKBSxZgLQ2KNqxLR7H6QHjc4B2BSUV0iBtIz0hAwWZBaje0F+UrlkWOo0erx+/gYuHs0MbyrJIe/kWhTnFqNGwGsHyEWCW6PD68Ru4erqgau0/xkyJT0dxXglqNg4QpWuWhaZIi+SnKXDzdnNobQnw+6YpcekoKdCgVkiAqFWoFbNQg+TYVFTwcRelF9pivnmeBm2RDrVCAkQpoGVRnF+ClOdp8KhSQZReaIuZHJsKvUaPmiHVRWf8ZVGUV4yU5+nwrOrhMN9PGWbS0xSwOgNqhQSI2o+WRWFOEdJevIWXX0VRyqIt5uvHb2BgjQgMre5wmwPgGWRpL96hUoAXPH0dUxYtFgteP34Dk9GMwNDqojPUssjPLED6qwz4VPf6QxqkxWJBwsNkgONQMyRAlFZaFrmliubKNSuJWnCWhdlsRuLDZICiUCskQHTGXxY57/KQ8ToTvoE+ohacVkyTGQkPk0BLaNRs/MeY2em5eJ+cBd/aleHuJb6lCvDbqgkPkyGTS1GjkXgesLLISs1GVmoOqtapImrraYv56kES5AqZw9xiZZGZwmNWC/L9l2w9gf8frD1FBobtAO5wHHeg9PM+AOc4jjth8zcVS8vULP1ctbRMfRH88QDGA4Cfn19oSor4YdSH+BAf4kN8CPH4qwPDXxK4URR1EYDYVG8xx3GnRa4D4qe49qPQXynDX+S4rwF8DfArBgff6TA4Tg/oL/IrBlkIIGvocHROjk3Bw4uxULupEdm3qagYDOCZDTdPxSA/swANIuuKiqzKIvFxMp5ceQ7nCk5o2beZw9WFrkSH6FMxKMwuQsM29URFVmXx6sFrPL0WB1dPF7Ts09Th6kJTpMXNUzEozitBo7b1RUVWAD9rfXkvEc+iX8Dd2w0RfZo6XF1oCjW4cTIGmgINQto3QECDaqLlOI5D/J1XiLv9ChV83BHRO8zh6qI4vwTRJ+9CV6xHaMdgQY4oW8xn0S/w8l4iPH090LxnE4eri6LcYkSfioFeo0dY50YOV1ZlzJFX95PgXa0iwns0cbi6KMwpQvTJu2B1BjTtGuJwZcVxHB5feYbER29QKcAL4d1DHK4u8rMKcfNUDIysEeHdQx3y0y0WCx5dikXS01RUruFdekYh/hrnvec9PswmC8J7hDpcBVksFjz47QnePE+Hb6APmnZp7HB1kfM2F7dO34fFYkGLXmGC7a6yMJvNuH/hCVLj38KvTmU06dzI4eoiKy0Ht8/cB0VRaNGricMVi9lkRsy5R0h/lQH/er4I7djQ4UogMyUbt8/eh0RCo0Xvpg5XLGaTGXd/eYi3ie8R0MAPIe0bOMTMSM7E3Z8fQiKToGWfpg5XLCajCXd+foCMpCzUaOSPxm3rO+xr3iZmIObXR5ArZIjo01RwkF8WRoMRt8/cR2ZKDgJDqyO4ddAfri7+bvxPbCVxxgRwecMAGPkU2pAC8jBQ7rtA2Xg1cBzHi40OR8NisVhfuM9+WURkUQT4jn5u2xUwm8wwGkyQSCUI7RCMT0/MJl4Ai8WC9R/vQPTJO7CYLJDKpaBoCmvPL0FQeCCB+fL+a8zvsBIWswUmgwm0VIJm3UKw+PAMorGazWasGbIVd399CIvJDKlcClrC79MHhpIpup/feomFXVbz9hMGE2gpjch+4Zj77RQS02TGiv4b8ehSLExGM2RyKSQyCTZeXi4YSJ5ej8OS7mvBcYDZZAJF02g/LBIzdk8gGqvJaMLSnp/jWXS8FVPGSLH52kpBp//w4lMs67PeWheaptF5TFtM2TqawDSwRizuugYvYhJgMpogY2RgFHJsubFKoKzlXdQ2gaJ43jtFU+g1pTPGrx9BlGN1LOZ3XFW67cJjKtUKfBG9WtBB3/wpBmuHbQVFUVZznP5zemLUysFEOZ1Gj7ntViA1Lh1Gg5HfG3dRYevN1YItpavHbmLDxztA0TS4Usyhi/sRTm8AoC3WYXabZXibkGHFdHZ3wtabqwWd6e8/XMMXE74GRcNKmx25cjAG2mXqLSnQYGarpchMyYaR5THdPF2x9eZqQcd3bt8lbJ+2DxRF8bM3jsO49cPRe2pXolxRbjGmt1yC3Hd5MOqNkClk8PBxxxfRqwXbKmd2nsfuOfsBiueQcRyHyVtHodu4DkS5/KxCzIhYjPxS/Y6MkcGrmie2XF8pYPyc2HzWarZDURTv5vfVeHT8qA1RLjcjH9NbLEZRHq/fkcllqFyzEjZdXSFIDHh47UkcWMVvdlA0Bc7CYc63UxA1iDx4z0rLwfSIxdAU6mBkDZDJZahatwo2XlommLh9v/wojq3n59U0TcPCcVh4gHSPA/gBaUbLpdCV6GBkjZDKZageXA3rf1/6h1u4YvGfIHA7A2AwRVEMRVEBAGoBIIxKOX5UugKgf+mlkQAcrUD+peA4DlzBVIArADgNeCMeHWCIAaclBSK3Tt/D1aM3weoMMLIm6Er00JXosazPekKQxXEcVvTdiJICDXQlepgMJrBaFg9/f4rz+0iR1/Xjt3Hz1F2wWgOMBh5TW6TD8j7rCUGWxWLBst7roSnUQlfCq3rLePyX7Jy8Lh24gZhzD8FqWSumplCLZb3XE05eZrMZy/qsh65Yb4NpQPTJu7hx4g6B+eveS3h4MRZ6DQtTKWZJvgYr+m0kXaaMJh6zRA+9Rg8ja4JBZ8Dlw9G4fZYcrM/svIDYG3EEZnFeCVYO2ESUM+gNWNF/I/QaFnoNCyNrAqvjnd7u2wmyTm75GXF3XpVimqEr1qMwpxirB20hyuk0eqwauAmstgzTCIPOgLO7LuDJtedE2SOf/4SEB0kEZn5WIdYO30qU0xRqsHb4VrA6A/RaFga9EQa9ET9u5utkGz+sOI7kpyml7YPHzHtfgM9HbifKFeUVY+OonTDojWBtMA+vOYnEx6Qg65vFh5ASl0Zg5rzNw+axpGtgfmYBvpjwNQx6A1itwYr5/bKjSIkjPa93z92P9FcZ0BWXY2al5uCLiaRoLjs9t9Sr3AhWZ4BBx+PumX8Q716TpkQ7ZnyL90mZPKaRx3yfnIUd078hymUkZWL3nP18/XQGHldvxM7p3xLuhgCwbdIeZKbklGOW6PE2IYMfVGwi9cVbfLv0iPWeyzC3TtxDuBsCwOZxu5Cdnlt+7yV6pMan45tFh4hyr5+8wcHVP5Zjlj7TjaN2Eu6GALDh4+3IyyiArlhnxUx+morv7dzrXsQk4PjGM1ZMvZaFQWfAuuHboCnUEGXXDt+GgswCaz31JXokPkzC4TUn8e+Kf4Ku2oeiqHQAzQH8UroyAMdxzwEcAxAH4DyAKRzHmUv/5leKosqmd/MBzKIoKhGAB4B99t/xt8KcVpriwj70gI60Lzz/7WWBLR/A6wOe3yoXAqXGp6MgW+gopdeyOGc3MPxqp5S1LfvqPilwE3OU0mtYnNt3ibhmr74tC02hlhC4vYxJJNTRBKadSvncvkuiLlX5mQWES9Xzmy/FxVOlqk0hJulSxXG8Q5atMb2t8Mge87fvrxLXzn97WeAkxnEcUl+8JcRoD39/Kqo5YLUsLu4nhY2/fXdV4LzFWTgkPEwmXvx75x+LYhr0Blw6SCq0Lx64LsC0mC14fusldCXlivc7Zx+IUjaNrBFXDkUT1y4fihaIzCxmCx5eiiXU6bdO3xOllpqNJlw9Rqq+rx27JdDk8NsrD4hJhr2y2/r9JjOu200ybpy4IzBeMhnNAowbP94RbUscx9t+Wr/DYsHts/cFmhyTwYRrIvcjJqqkaODmT/esn40GIx789lTw/UbWhMuHyed+5chNq9LeNmgpTUyGdBo9YqNfiGAacemA3eTu4A1RtzdaSuPur4+sn4vzS5DwIEkgwDTojfjNrh3/k/G3k+hxHHcKwCkH//YZgM9Erne1+f9JAJral/nnQtwWj/9ysgGJCbcAABSIH9titoifjgCwmElMMdtGgF/i2jZ0s8nsENP+hfgn6mmPKfaCloGSnrziIrz/EyZFlnX83XzH81cwKbF7F9kl5TjA9FcxAaJzdIQJjhP8zo7sGHnMchAeUwjK4a/XE+AIDIeYFpF6iqizAf7POTtMsW1njhPWy9H2tMXMgeM469Ygjyl+P/Zt3BGmff3NZvNfqqf9/ZH1tNh9Nos/J46sp6NnCZDtiK+n+G8E+3r+AabDfuAfiP9+5bOkmlDhDABQAMpexJUOI1o7tOarZ8P7r1avKtTOQsUoo5Kjg52TV8eRbRzYAkpQt1kt6+eaDuiZChWDDiPakPX8qLWoEpRRylGjkb/1c51mtUQP0njHsb+G6eSmQrWg8kyb9VvWEe0cFWoG7Ye3Iq61H95K1A7S3duNoK0Gt6knOoAq1AzaDSMx2w5rJaps9fb3JKibIR2CRQcxhZpBW7sEflFDWgoERBQFVK1ThTgMbNKpkSgmo2LQxm6vudXAFgJvbIqiULNxALF/3axbiGiHL1fwLn+2Edk/XCCGo2gKQS3qEG0nvEcT0U5PxsgEiQZb9AoTHDTTEhoh7RoQZ2UteoWJHnZKZRJE9CbNcsK7hQpWVrSEthpRWTF7NxW1rSw7hLb+LU3zB812mBKpBM17ktvlkX3DRVXK4DiirJyRIbhVXYFQUyqTCJ5Rq/7NRduxxWxBePcQ62eVsxKBoTUEz0kqlwqc89oMbCEQKwL8hMlWC+Xi4YxqQb4CoaaMkSJqSAT+XfFfPzBQFMUL3Cg1gDKBiwqQ1QalHkmUbTUgHCHtg60duYyRgVExWHRoBsFQoWkaS47NgsJJYW0wSicFAkNroJudqrbdsEg0iAyCotSHVq7gMZccnUm8kBKJBEuPzoJCzVg7PoWTAnVbBKLz6CgCs8uYtggKDyQwFWoGS47OIl5mqUyKxUdmglHZYKoVCG4dhLZ2tpE9JnVCrZDqVr9cuVIOpZMCS47OIhq6XCHHokPTwSjl1s5UoWYQ2rEhIvuTL1TfGd1QvYGfFZNRyqFyVmLJkZkEplKtwLz90yBXyvmXmuIxw3s0QXgPMrvpoHm94FfXtxxTJbeKzGxD7aLCrH2TIFfK+QN/irfgbNW/uSC76bAl/VClViUbTAZqNzUWHPiEKOfi4YxPdo3jMWUSUDQFRsWg3fBIBLcm3bQ+XjkI3gFeVkyFmoFzBTXmfU8K8dy93TDpi1FWzDL70W7j2gnICePWDYeXX0UC08VQ6KXCAAAgAElEQVTDGXP2kUI83i1uOORKOSRSCWgJn1KizyddUbNxAFF24qaR8KjiXo7ppIBrRWfM2E1mE/ap7o2PVgwiMZVyDJzXS0AkmPLlaFSo5GZtn0onXrhmL+7zq1MFgxf0BlOafkMipUuFogMIBT8AzNg1Dm6eLtZ6Kp0U8Kjsjkl24r4aDf35bANWTAnkpXad9gyqWXsmwcXDmahnRV8PjPucFPfVaVoL3Sd2AKOSg6YpPgurUo4Jm0YKBIPzvpsC5wpO1j5E6axAJX9PgQ1ng8i6pZMxBhRNQVqKOW3HWIFGYeGBT6B2U5djOilQuaYPRnw6AP+u+J9Iuw2Az46qOwvOkglKFgowrYR2nSinLd6/8AQuHk6IGtJSYAVZFoU5Rbh8KBp5GfkIbh3kkD7HcRweXX6GR5di4ebpgqghEYIGVRb5WYW4ciga+VmFaBRVD43bidPnLBYLHl6MxZMrz+BeyQ1RQ1o6FOfkvc/H5UPRKMwpRkj7BmgUJU6fs1gsuH/hCWKvx8GjcgVEDYlwKM7JeZeHy4duoDhPg7DOjdAgsq4optlsxr1zj/H85gtU9PVA1JAIInWFbWSn5+Ly4WhoCjRo2jUE9VrUFscspRjG33kFL7+KiBrSkvClto3MlGxcORINXYkezbqFom6zWg4xb5+9jxd3E1ApwBtRQyIEzJSyyEjOxNWjt8BqWYR3D0WdprVEy5mMJtz86R4SHiahcnVvtBkc4ZCm/DYxA9eO3YJBb0SLXmECdllZGA1GRJ+MwevHyfANrIzWg1qIelYAQPqrd7h67BZMRhNa9mlGpKe2DQNrRPSPd5D0NAVV61RB64EtHNKUU+LTcf34bXAch8i+zRzSlFkdi+sn7iDleRqq1auKVv3DHTJo3jxPw/UTt0FRFFr1D3dIU9ZrWVw/fhup8ekIaFANkf2aOaQpv37yBtGn7kIiodF6YAuHNGWdRo9rR28h/dU71GgUgIg+TR3SlBMeJuHm6RjIGRlaD2whGLysmCU6XDlyC+9ev0etkOqI6B3mkFL88l4ibp+9D7lSjqhBEQ5pypoiLa4cvon3yZmo3bQWmvcI/UMRpKP4fy5w+38ZH6w9P8SH+BAf4v8e/wl01f+4KMwpQko8zyv/ozCbzQKWi6PIzyr8a5gmHtOeMieKmVmAlPh0giIrFiajCSnx6cjPLPjDcgC/akh98fYPD48Bfkaa4oB1ZR+5GaWY5j/GNLA8plj6YPvIeZeHtJd/AVNvQEp8uoAuKBbZ6blIf/VOcABoH6yORUpcGory/hwzKy0H6a/eOTzALAu9lse0TbXtEDM1G+kJGX+KqdPokRKXJqA1isX7N1l4m/gXMEt0PKYIM842OI5DRnIm3r1+/6eY2mIe09Z3xCFmUiYykjP/FFNTpC2l7P455rvX7wn2m0PMQg2PqRFPrW2L+TYxA5kp2X9YDuD1ISlxaaJpxe0x0xMykJWW84flgNKULXFpYHV/jPlPxP+EtaeuRId1I77EvfOP+b1hisK4DSPQfXwHQdnoU3exZcJuGHQGmE0W1GlWC0uPzRJs0/Cc9m14eDGW3xuW0Ji05WN0+jhKgHnt2C1snfQ1TEYzTEYz6kXUxtKjswR7icX5Jfhs8BY8vR4PiUwCqVSCqdvHCNzOAODiwevYMe0bmExmmI1mNGwThEWHZgjEPoU5RVg9aAue33oJiUwCmVyK6bvGCw7DAJ4K+tWs73mBndGM0A7BWHDgE8GWSn5mAVYO3IyX9xIhkdCQK+WYvXcSWvQME2Ce/eoC9s4/CI7jYDLyB2vz908ViH1y3uVh1YBNSHiYDImUhkKtwNxvpwiSEgLAyW2/4LslRwCKNy1p0asJ5nwzRbD9kZWWg5X9NyIpNhUSCQ2lsxIL9k9DSPtgAeaxjafxw4rjoGgKJoMZkf2aYfbeSYKtiozkTKwcsAmpcemgaBpO7mos/OETgYMax3E4tOYkDq89BVrCY0YNjsCM3eMF6ue3iRlY2X8T0l+9A0XTcPFwwqJDMwSJDjmOw/4Vx3B8wxnQUhomgxntR7TCJzvGCrYVUuLTsWrgZmQkZYKiAHcvVyw+MlOw7cVxHPYtOoSftv0KWkrDbDSj0+i2mLJ1lECpnBybgpUDNyM7le/EPCq7Y8nRWQJ1vsViwddzf8DZXb9BIuMxe0zsiPEbPxJsiyY+SsaqQZuR+zYPAOBZ1QNLj81G9WByi8psNmPXzO9wbu8lSGQSmE0W9J7WBWPWDBVgvryXiNWDtyA/swAcB/gEeGHpsVmCLSqzyYwvp+7Fb/uvQSqTwGKyoN/sHvh4xSDBduPzWy+xZugXKMwpBmexoEotH3x6fLZAVGk0GLF10h5cPhQNqVwCi5nD4AW9MWxxPwHm0+txWDt8K4rzNOAsFlStWwXLjs8RbCcZWCM2j92F6yfuQCqXgLNwGL60PwbN641/V/xPbCUt67Me984/IjjgjIrBsh/nIKxTI+u110/eYHrEYoJ7L5FKENDAD7serCcwF3ZZjSdXn9thyvHZz4uITuLl/deY3eZTAlMqkyCwSQ1svUkyeWdHLUPc7VcEr5xRMQKbxWc3X2BBp1UkplyKei1qY+Pl5QTmtOaLkPAwieB2MyoGm6+tIPaxH12OxdKe6whMGSNFo7YNsOaXRdZrHMdhUug8vHmWRqw+GJUcX95eQ+w53zv/CCv6byL0ETJGhqZdGmP5ybkE5tj6M5H+KoNg6DAqBrsefE7sD9/8KQZrh28jMPl0As2w6OB06zWLxYKPa3+CzDfZAsw9TzcRL9+1Y7ewYfROElMpR9TgCMzZN9l6zWw2Y0T1Kch5m0fQCBVqBvviviAON3/7/iq+nLqX0JswSjk6jorCJ9vLD2FNRhOGVZuE/MxCYrasdFLgu1fbiLOon7/+HbtnfU/MQhmlHN0ndcTEjeVECoPegKF+k1CUW0QwIlXOSvyQtIOYkPz4xc8Clz9GJUe/md0xalX5galOo8cwv4kozidXKWpXFQ6+2UmkjTm87hQOrv7RDpPBkIV9CDW3pkiLYdUmQVNIrlKc3NU4lLKLmDx8v+wojm86Q7RPhYrByJWDiFT3RXnFGBEwhVilUBTg7OGMw6lfEQP9nvk/4PSO8wQmo2IwfsMI9LRJEZ6fWYCRtaYRxjoURcHNyxUHU3YSA/32T/bh/L7LYHVkPad+OQadRpVPGrPTczG67nSifVA0BY/K7jiQvJMYlDeP24VLh24Qhl+MisHsvZMEKc//LD5sJZVGQXYh7p1/LBAGsVoWRz//ibj207ZfBYIws8mM9FfvCOFYzttcPL0mdLRitQYc3UBinth8VuDgZjKa8frJG6S9fGu9lpGciRcxiQKxkUHH4vimMySm3QsC8GKf+DuviKVz6ou3SI5NEQh+DHoDftzyM3Ht2IbTAkwja8LjK8+Q8y7Pei3paQreJmQItqSMrAkn7SxIj6z7SSCaM7JGxJx7RGwrvYhJRHZaroC2aTIYcXrHeTvMUwJMg96I6JN3ia2V2BvxKMgqFGCajWb8vPt34tqhtSeFmDoDrhyOJrYXHl16Bk2BVsidN5oFIsQj604JRIhlam5bMVrMuUfQa1jBForZZBYImI6u+0mwNcHqDPjlq9+JrbfbZx/AwBoENHmTyYyLdkK84xvPCO6d1RpwatuvRJ2iT94ViNbK7v2qnVXqiU1nRTBZQZu7duy26NamyWjGjR/LxXAcx+Hk1l8E7VOvZXF8I/luXD4ULdiG5DjeCfHW6XKBm9lsxpmdFwSYrJbF0fVk8oXff7gmqCfHcdBrWcTYiNGMBiPO2Q0KZfU8vI6Uep3/9rJQq2HhoCnU4uHvT4m/vXTwhqAPYbUsDq/9D1Y+/6dHQVaRqMUjwI/atvH+TbaoxaNEKkGuTeeY975A1CELALJTScyslGzRfVOpTIrcd+XnDbnv8kVZBhwHwrISADJTxPcjZYwMeRm2mHnimBZOsE+alSa0JAR4E5z89+VnGDlv80RNSyxmCzLfkJg5b8UxpXIJCrLKzzBy3+WJK3VNFry3w7R9ZrYhkdIozCm2KyfENBlNgn3nvAzxMxqKoqApKB9sct/liZ5TGA0mwfPMzxI/o7GYLYRNZO67fNHO0aA3Cp6no3Mfo8FEqMFz3+WJOgwadAZk2/3Ojs5o9DY+0GX1FFPq6rUsct7mEdccnaeU5GuIdyH3XZ6ogt+gMxC/s8VigbZI/EzBvv456bmCzh7gn5FtPY2sSfR+AKDQ7jlnpeaIljWbzEQ99RrWoaC1wK49ZL3JJvzVy4KzcASm/WrKNvL+whnovxr/9QND5ZqVRAVZEimNxm3J7N6hHYJF6W9G1oiaNvuofnV9RVWHUpkEjewwQzoEC8RTZZi2YrSABn6iL7OMkSKkA2nU07hdA4F4CuBXDf42rnA1GvmLNj65QibYZ28UVV/UScxitqCqjX9EYGh10YN2RilHaAcSM7hNPdEUEhQo+NgI3GqH1RT1E2ZUcoS2J++9Qau64vaacim8q5Unp6vbrBbMIof3CjUjMD6qH1FHlMKqcFIQNqp1wwNFJw4KNYPGUSRm3fBAUS9n14rOcLaxZAxqHiiqTlc6KdDI7tyidlPx7L2evh5Q2FBWg5oHimZHVTop0KAlmQzSXtdQFlUCKxOTiqDmgaLCMaWTAkE225wAUKOhOIU1INiPeM5Bzcu1OLYhV8gQ1KJcwyGRSOBXV5xuWsOu/vUi6li1DrYhlUmIejJKOdFebMM+S3JwqyBRTIqiiHo6uanh5iVO77YVswJAw6j6UDgJ6buchUPd8PKy7t6uovarFEURott/Ov7rBwY5I8PYdcMIlSEtoaF0UmLIQtL9qduEDnD2cCJWAwo1g15TuxCHzwoVg5ErBhKHnRKpBEpnJQbNJw+Eek/tAic3FdHpKtQMBsztSRwUq11UGLq4L6GSlkglUDmr0M/e2nNWd6hclMTLr1AxGLq4L8GTd6ngjP6zexCYUpkEaje1wIZz8PzeUDorCWtRRsVg5MrBxH26e7uh15TOxDWpXApnDyd0szvMH76kP5TOCqIjZ1QMxqwbRnDFPX090HlMW6KeMkYKN09XdBpFulR9tHwgFGpGgDlh40fE8/Cp7o22QyOJ313GSFHBxx3t7BTaoz4bAoWTPaYck7Z8TOz1+tWpgojeTe0wZfCsWhGtB5KH+WPXDgOjVhDKWkYlF2SLrdHQH2GdG5OYChl8qnsTVpQAMGHDR1CoGWJ1xSjlmLKNxKwdVhPBrYIIJbtcIYNv7cpo1i2EwJy4+WNeZFX69xTF13PqNtL2tkFkXdRtVouw7JQr5QgIriaYEEz+YjQYldw6MJZhTv5iFFGucbsGqNGwGoHJKOXW+tvGlK2jwShtMXkhoL17XdOujeFXtwrkyvL2xajkqN+yLtE5UxSFqV+OIZ4RRVNQqBiM3/ARgdmiVxgq16xEKO4ZFT8RstWGUBSFKdtGE5g0TUGhVmCsnWiu1YDm8PbzJCaNjIpB855NiENymqYx6YuPSUwJDYWawejPSNHcPxmS5cuX/9vA/13x9ddfLx8/fvxfLl87rCZqNPJHVloOJFIJIvo0xaJDMwQzBkYpR/sRrWAymFCYXYTKNb0x+rOh6Dezu2BGWa9FbfjXr4rs1BxIZVJE9gvHokMz4GmX/lhRqow16Iwoyi1GlcDKGLtuOHpN7izADG4VhKp1qiArNQdyRoo2g1pg4cHpglzySicl2g6LhF7DZyv1q1MF4zd+JOiYAX4lUKWmD4+pkKPt0JZYeGC6IO+72kWFqCEtrVlVqwVV5VlWI9sIMEM7BMPb3wtZaTlglAzaf9QKC/ZPE7CsnNzUaDMoAtoiLTSFOgQ08MOUraPRdkhLAWbTLo3h6VsRWWk5UKgZdPo4CvP3TxUI11wqOKP1gOYoyddAV6xHjYb+mLZ9DFr1E7KswruHwsPHHdlpOVA6K9FlTDvM+26qQGTmWtEFkf3CUZyvga5Yh5ohAZixa7woy6pF7zC4eboiJz0Xalcluo1vjznfTBaIzNy93RDRuykKc4rA6gwIbFIDM3dPEGVZRfZtBpcKzshOy4GTmxo9JnbE7L0TBYIwDx93NO/ZBAVZhTDoDKgbXguz9k4SrIAoikLrgc2hdlUhOz0Xzu5O6D2tC2bsniAQb3n6eqBZtxAUZBbCwBoR1Lw25uybLOiYKYpCm8ERUKgZ5LzNg2tFZ/T5pBum7xQyoryreSKsc2PkvS+AyWBCg8i6mPvtFNRrXluA2XZoSzAqBjlvc+Hm5Yp+s7pjyrbRkNqteHyqeyOkQzByM/itt4at62He91MFs3uaptF2WCRkjAy57/JRwdsNA+f2wqTNIwUsqyq1fNAoqj6/RWi2oHG7Bliwf5pgFUVLaLQb3goSKY28jHx4VHbHoPm9MX79CAEjyq+uLxpEBvHnchyszD5bf3eAn/S1H9EaoCjkvy9AxSoVMHRRX4z6bIgAM6C+H4Ka17ZuzYZ1aYxFB6fDr44v/q+xYsWKjOXLl3/9Z+X+J1hJH+JDfIgP8SE+sJI+xIf4EB/iQ/yL8T8xMHAch4sHrmNs/Zno5zkan/b6XGBYUhZZqdlYO2Ib+nuNxkc1p+LUtl9EmSgcx+HCt1cwOmg6+nmOxor+Gwn6qW1kJGfisyFb0N9rND4OnIYzuy44xPxlz+8YVecT9PMcjVUDN+NtopiXRKkoauAm9PMcjVF1puPXPRdF2U8WiwWnd57HyMBp6O81GmuGfYGM5ExRzNQXb7G83wb08xyN0UEzcOG7Kw4xT279BR/VnIr+XmOw7qMvHSo33zxPw9Jen6Of52iMrT8Tlw7eEMU0m804vukMRlSfgv7eY7Bh9A6CJmsbSU9TsLj7GvTzHI3xDWcLcvKXhclowpF1pzA8YDIGVBqDTeN2OVSeJzxMwsLOq9HXcxQmNJ6DGw78B4wGIw5+9iOG+U/CgEpj8cXErx2yhV7eS8S8DivR13MUJoXOw60z90TLGVgj9q84hqHVJmKgz1h8OXWvQ7ZQ3O2XmB21DH09R2FK2Hzc/fWhaDlWx+K7pYcxpOoEDKw8Djumf4OSAnGldOyNeMxstRR9PUdhWvNFAnOkstBp9Ni78AAG+47HoCrj8NWc7x0qpR9feYbpLZegr+coTI9YjEeXY0XLaYt12D13PwZVGY/BvuOxd8EBh6rmhxefYlrzRejrOQozWy3F0+txouU0hRrsnPktBlUehyFVJ+DbJYcdKpBjzj3ClKYL0NdzFGZHLSN8V2yjKK8YX07bh4E+4zDEbyK+X34UBr2Q/QQAt8/ex+Qm89DXcxTmtl+BFzEJouUKc4qwdfLXGOAzFsOqTcKB1SccZlCIPnUXExvPQV/PUVjQaRVePXgtWu6fiv+JraRDa37E4bXlvPKyTJs7739OKBfzswoxtt5MlBRorPx3RsWg3dCWmPn1RALz20+P4OSWnwlMpbMCXz3aAJ+AcvFUbkY+xtafCU1hOf+dUTHoUmpbaRtfz9uPs7t+K8ekKaiclfj66SZCPJWVmo3xDedAW6wjMHtO7iSwrfxy2l789u1V64tB0xTUbmrsid1MnF1kJGViYuO50JXorR23QsWg/5weGLl8EIG5edwuXD5808pVpyW8Anjf8y3E2UXay7eYErYAeo3eyqlXqBkMXdRXcPC/dvg23PzprpVqKJHScPFwxr64L4hD+uRnqfik+WKw2nJMRsVg1OrBgkP6lQM2IubXR1ZeuUQqgZuXC/bFfUGouRMfJWNG5FKBIGvCxhHoMZF0mV3cfS0eX3lmpYdKZRJU8HHH3udbiHOG+LsJmNtuuZ14So5p28cS6niO4zC/4yo8v/WyHFMuhaevB/Y+20yw5J5Fx2NB59UCzFl7J6Ht4JYE5sxWS5HwIMlKs5TJpagU4IXdTzYSgqxHl2OxtMc6gnvPKOVYYGcxabFYMC18Ed48Sy3HZKTwDayMXQ/WEwf/vLBxI1lPpRxLj89Gs67lh99msxmTm8xH2ot3VvacjJHBv35VbL+7lthr54WNWwX3vvKn+QTDzmQ0YUKjOXj3OtPK8pMrZKjZOABfRK8mzvWuHruJjaN3Cuq55txi4ozFwBoxrsEsZKXmEJh1wwOx4dIyAvO3/VexbfIegWhu/cVPiWy5ei2LsfVm8tTiUn2IXClHw9ZBWPPrYtjGL3t+x66Z3wva55brK//QE14sPmwllYZey+LQGlJsxHEcWJ0BB1b/SJQ9veM8dCV6QhTFaln8fuA6wcnXFGlxYuNZIaaWxZF1pMDtx9LBw1YUxWpZ/LLnIjHTLMorxunt50lMCwdWaxCIeI5u4EVJ9pint58jOOT5WYU4t/cyMVuyWDjoS/Q4tfUXAvPQ2pPQa0mhlV7L4viGM4SKNDs9FxcP3CAaaRk3/8zOCwTmgVUn+HrazD30GhaH1pwk8r1kJGUi+uQd4mUym3ju+q97LhKY+5cdE2CyWhb7lx0jZlupL94SgwKPaUZJgUbgCvfN4sOigqxvFh0muPyvn7zBk6vPCM2AyWhGUW4xLtvZr+5bdFBEPGXAnnk/EKvFl/cSEX/nFYlpMCE/qxDXjt8m/v7reT+IYn49Zz/xu8XeiMfrJykE976Mx3/rJ3LVsnvOfoEgi9UZsHv298S1R5dikfbiLYnJmvA+OUuwatk163thPXUGfGWHGfPrI2S8ziQo1UbWiPSX7/DARuQFAF/NFsHUGrB7Lmnteev0PWSn5RLUb4PeiKTYVGKFwXEcf+8i9dwz/wBx7frx28gvPUi3xXx5LxHxd8tXAxaLBXvmHRAVze1beJC4duVwNApzigjRoEFnwNPrcYSlq9lsxt4FB8Xb52LSmvifjP/6gSEjKVOU924xWxBv59P77Ea8OO+fkSE5NtX6Of1VhqhozmyyIM5uKfosOl5UnyBnZHjzrHw7KzUuXVTvYDKa8PzmC+La85svRFWoMkaGtBfl21nJsamipjZGgwnPoknMuFvilp0SmQRvE8q3s5KevBHFNOiNeHYjnrgWfydBlPdP0RTeJ5eLzBIfvxEVDLI6A2Lt6vkiJsHh9pateCvxYRJoqfB3Z7UGQT0THoovy42skUhQmPAwWVTvoNewgi2IxEfJgnIAv3VSYpNWIuFBkqhLl75Ej7jbJGbS01RBOYAXT+ltFNqJD5NhFmlzuhI9XtxLJK6lxKWLYmamZBODIr/6EG6d6Er0SHiQRFxLf/VOUA4A3r4ik/klPkwm0kyUBaszIPEh2TnathfbSLWr/8t7iaKYJoORqKdeyxLCTdtIjk0hPsfffSWKaTFzRD1LCjQOt+teP35DfH5+84WouA+gCMz8zEJRe14ASPg3bif91w8MHpXdRTtmAKhcg0xWVbV2ZdFBxGQwwcuG2urpW0HUA5aiSgV1NuEbKI5pNJgIuqxXNU/RQYmiKVSxS9TlG+gj2kEZWSM8bbacKvl7invVSmj4BpK55CvXqCQqyDKyJlS0cUbz9vcSzfoqkdKEEA6Aw9zyZqMZFWy2sSr5e4oOSlKZVFDPSgFeopgWswVuNloTb38vUWGjjJGiam3yeXr5iQudABBitEr+nqIKbblCJqinrZucbdASCVQu5XRZb38v0QGMUcpRpRaJWbGKuC8Io2QIhzFvf0/RSYZCxaCy3W9SwUbAZxtqNzXRbr39vURdzBROCv5Z24Q9Fdp63cuFaLfe/p6iAjdGKYe3f/lvIpFIiN/BNty9yfr7VK8k6pgoY2REPRmlXNRBDQA87PxXqtT0IbQW1nrJJEQ9Vc5KUZEoIPztfAMri06waAlF9DUuDu4bALz8Kjr8t78b//UDg0sFZ97QQ0n+CHxSL3Kfu8/0boIXSiaXolZodVSrW84ZrlDJHc26hgh+WLmSweAFfYhrA2b3EChGZYwU9VvWITpOr6oV0ahtfcH3yxUyDJzTk7g2cG4vwf2UqZltO6TKNSqJKlZljAz9bBKPAcCQhX0EL75cIUPzHqGEuM+/XlXUbBQgmOFL5TL0+aQrcW3o4r4Cu1C5Uo5W/ZsT5wY1Gwegap0qglWYVC5BrymdiWvDlvQXYPL6k9aEPiGoeSAqBXgJFMBSmVTgsjfi0wFCTJUcXca2I7QEwa2D4OHjTogAAUAik6LzaFKIx2OSHQ+jkqPX1M4E7z+0YzBcPVwEkwepXCqwXx2+tL8IJoO+M7sTHP1m3UKgclESmBTFY9o79w1b0k+QlZZRMRg0rzfRiUf0DoNCpSAGRoqiIFfIBOI+e6EmwA9K9u9GZP9wyBUy4nvKXPFa2on7Bs3rJVrPoUv6EdeihkSUOvaVX6NLz+psbThpmkb/WT1En+fwpf2Ja+1HtBK0d1pCw7mCGk06lbsBSmVS9J7aRRRzxLKBxLVOo9sK9B8SKQ13bzc0iipXvMsVcnQb316kfTIY/m90cPufELg16xqC3Ld5SIlLBy2VwLWiC2Z8NYE4CAN4oVNQ80DE3ogHq2NBS2iEdw/FkiMzBakywruHIvNNNtJevINEKoG7tyvm7JssEBu5e7shsElNxF6Pg0FvgERKo0WvMCw8MF0wCLToFYaM1++R/uodJFIaHpXdMe/7aQKxkUflCqjR0B9Pb8TDyJogkdJo1b855n43RZAqI6J3U7xNyMC7xPeQSCWo6FsBiw5OR5Cd2MizakX41fXFsxvxMBnNkEgliBoSgVl7JgoacMu+zZAal46MpExIpDS8q1XE4sMzEdiEdB2r5O+FKjV9EBv9AmaTGVKpBO2Ht8Inu8YTHTZFUYjsF443z9Px/k0WaAkNnwAvfHp8Nmo09CcwK9eoBK9qnngW/QIWiwVSmRSdRkUJ0kRTFIXI/uFIik1FVmoOaAnNp0o+MQf+dumXfQMro4KPO57fegnOwvGDx/j2mLBxJHEAWuYwlvjoDbLTc0FLaFStXRkrfponSL9cLagqXCo6WwaIrHcAACAASURBVLcBpXIZek7uLEgTTdM0WvUPR8KDJOS+zQMtlaBakC9Wnp5PkBgAoHpwNahcFIi7/QoU+AG+7/SuGLliING50hIakf3C8fL+a+Rl5IOWSlA9uBpWnV0gsLes2TgAMoUML2ISQVGATCHHwDk9MXRRXwJTIpWgZd9meHE3EQWZBaAlNGo2DsDqswvg4UPOhmuH1QRF03gZkwiKpiBXyjFkYR8MmNOTwJTJpYjoFYb4mAQUZhWCltCoHVYTn/28kFj9Abyg1Gy24NX916X2pwxGfDoAvad2Ia1nGX4yE3/nFYpyS0DTFOo2D8Tqswvh6kGmq2gQWRcGvQEJD5N4NbGTAh+vGixIx88oGTTtGoK42y9RnK8BLaFRL6I2Vp9dKBBgNoyqB12JHomP3lhTvY/7fBg62glFlWoFmnRqiOc3X6KkUAtaQiO4VRBWnVkgSHMf0j4YJXklSHqSAomUhtpVhYmbRxKEg78aHwRuIsHqWGiLdHD1dBG1yywLjuNQkF0EhZpxaJtoj+nm5Sq6vfOvYOq1LHQlerh5uvw5ZlYhlM5Kh1aMZaHT6KHXsH+KabFYUJhdBJWL0qEVoxWzRAe91vCPY7I6A1wr/jVMtavKob1jWWiLdTCyRoc2pWVhNptRmF0EJ3cnh/aOZaEp0sJkMP0lzKKcYqjd1H+OWaiB2WQRKMgFmCYzCnOK4FzBSeDtIIpptji0U/1XMEsK+GR49t4f9mEymlCUWwwXD+c/taEszi8BRVEOLVrLwmgwojiv5C9hFuUVQyKhiZTgf4TpWtFFNMcUgZlbXNo5/zGmgTVCU6CBS0VngeJaFFMmcWgla4tZkl8CV0+XP8V0FB+sPT/Eh/gQH+JDEPFXB4b/CQc3gOf+/7rvMrJSstG4bQO0HtRCdAZnNplx68x93P35PlwqOqPLmHYOjcTfv8nCub2XkJ2eiyYdGyKyf7jobMtsMiP6VAxizj2Eu5crOo9pB1+7g8WyePf6Pc7tu4zcjDyEdWqMyH7NRGdGJqMJN368i3sXHsHDpwK6jm3n8LA3PSED5/ddQn5WIZp1DUFE76aiMyMDa8SNE3fw4Pcn8KzqgS5j2qGSv/hhb+qLtzj/zSUU5RQjvEcTNO/ZRHQWY9AbcO3YbTy6HAuvap7oOradYDujLN48T8P5by9Dk69B815haNYtRBST1bG4cuQWnl57Dp/q3ugypi0qVhE/7E16moIL312BtliHlr2bIqxLY9HVol7L4vLBG4iNjodvoA86j24nyFFVFomPk/Hbd1eg07Bo1S8cTTo1El3d6Ep0uHjgBuJuv0TVOlXQZXRbwWFpWby8/xoX918Dqzeg9YDmCGkfLIqpLdbh9/1X8SImEdWCqqLz6CiHh73xdxNwsdRLoPXAFmgUVV8UU1PIU3hfPUhCQINq6DwqyuGq5fmtl7h08Do4C4eoIS3RILKuKGZxfgl+++4KEh+/QY2G/ug0Kkp0hcFxHJ5Fv8DlwzdKcydFCpzryqIorxjnv7mC5NgUBIZWR8eRbURn7hzH4cnV57h69BYkUhrtR7QWZDcti8KcIpz/5jLePE9D7bCa6PBRa9GZO8dxeHQpFteO34aMkaLDR21Q227rtCzyswpx4ZvLSIlPR1B4INqPaCVwLCzDvP/bE9z48Q4UKjk6joxymO02730+zu27hPRXGagfUQdth0X+6c7D34n/iRXD4yvPsLTnOt5a02CCQs3Au5ontt1eQxxYmowmzO+4Cq8eJEFfoodEKoFUJsGsvRPRdghpr3nvwmOs6LcRZpMJJoMZCjWDyjUr4Yvo1cQPZmCNmNt2OZJjU6Er0VstO+f/8Aki+zYjMG+fvY/PhmyBudQCVKFm4FfXF5uvrSC2YFgdi5mtPkXay3fQl+ghlUkhkdFYcmQWwruHEpjXT9zG+pHbrRagCjWDGg39sf7SMmJg1Gn0mBGxBO9ev4dew0Iql0AilWL5yblo0rEhgXnp0A1sGfcVTEYTzCYLFGoFaofVwLoLS4hBTFOkxSfNFyErNQd6DQuZXAqJTIJVZxagURSZnvz8t5exfeo+GA0mWMwWKJwY1G9RB6t/WUgMDsX5JZjabCHyMvJ5TEYGiZTG2vNLBB3KmV0X8PWc/eWYagaN2jbAilNzicGhMKcIU5ouQGF2EfQaFnKFDBKpBOsvfiqwwuQdzw7DqDfCYuGgUDNo2iUES47OJDrI/MwCTA5bgJL8EiumVCbFpqsrBC//kc9P4cDKEzCy5ZgRfZph/vdTCcycd3mYErYAmkItWC2PKWNk2HJjlSBJ2/fLj+L4xrMw6A3gSjGjhrTEzN0TCMys1GxMaboQuhI9WC0LRimHTCHD1pufwc+OZbZnwQGc3n6+VHPBgVEx6DQqClO3jSHKZSRlYmqzhWC1LFidoZQBJMeXd9aicg2Stbdzxrc4t+9SKU+fz5jaY5JQqJn28i2mRywBqzPAoDOAUTFQqhlsj1knSIa5ZeJuXD54A3oNy59xKOToN6s7Rq0cTJR78zwNM1ousfpZMCoGKhcldsSsI0gcHMdhw6gduPHjHRtMGYYs7Es40gH8pGF2m2UwGXi/B4WagZObGjvurSPc+DiOw2dDvsDdXx5Ar2FB0xRkjAwfrxpMONIBPAV3bvuVMBvLMV0qOmPnvc//dCvTPj4I3ErDYrFg7fCt0GtYK21Vr2GRkZSJE5vPEmUvHbyBV/dfW41UzCYzWJ0BW8bvJkRiZrMZ60bw9pImg9mKmf7qHU5vJx3HLnx7Ba+fvLHyoM1GHnPjqB2Ek5fJaMLnI78EqzVYNQp6DW8kby/y+nn370iNS7fW02Q0gdUa8PnILwkqqUFvwMYxO8HqDFYXN72GReLjN/jtu6sE5qltvyI9IcPKrTYZzGC1LD4fsY1wxNJp9NgyfjePWepJodfo8fJeIq4cvklgHt90FhnJWVZMo8EEvYbFuo++JPjsmkINvpy6D6zOYKWt6ktYPLv5EjdO3CEwD689iey0nHJM1gi9hsXndphFucXYPft7ElPD4vHlWNw5+4DA3L/iOHLflpvGGPRG6Er0WD9yO1EuP7MA3yw6BFZrsOoz9BoWMece4v6Fx0TZbxYfQv77AgJTW6zDhlE7iHLZ6bn4YcVxvp42mDdP3cXTa2TKhz3zfkBBVqFV7GTQG6Ep1GLT2F1EuYykTBxbf5oQQeo1LC4fihZod3bO/A5FOUVWTFZngKZAiy8m7CbKpcSn46cvz5WKCzlwHI95/pvLAs3Gl1P3oTi/xCqcY3UGFOdr8OWUvUS510/e4Ne9F0sd7Epd0TQsTu84L0hZs3XSHpTka6xCQFbLoiivBDumf0OUi7+bgEsHblifOy8SZXFi4xm8e/2eKLt53FfQFmkJzMLsInxtJ5qLvRFvHRTKMQ04uPpHZKWSZkobR++EtkhnFQLqNSzyMwuxb9EhotyD359aBwWAF56yOgO+WXJYkLZl/cjt0BWTmHnv8vH9sqP4d8V//cCQ/ipD1P3JoDcKLAmvHLkpKjqhJTQhXHvzLE1UdGLQGXH1CNk5XjkcLeooBQp4GVMuNkp4mCwqdGK1Blw+bI95U6BWBQCLyUIIaXimiXCZz2pZXDkSTVy7evQmob61ltUZkPK8XET0/OZLAV0TKO147DCvHb0p+pw0BRpCNPfkWpwo/1uv0QvyIF0/cUfU1CfvfQGyUsvzNT26/Ex0C06vYXHtOInpyLby/ZssQuB2/7cnoltweg0ryK1068x9UWe2lPh0QgR17/xjUCJbW6yWRfQpEvPOzw9E9R4JD5IIJbmj/EkGnQG3z5Ir7XvnHwtEiBzH4dnNF8SEIObXR6LfbWRNuP0zifnw4lNBW+YsHB5eiiUG7zs/PxD9LS0mM+7+Un4PFosFT6/HCYSNFrMFD+zyOt35+b5oO+Y4EJgGvQEv7yUK7E8tZgtRDuDTcdgrjwG+X7h3vnxCoCnSEqLVsjCbzLh9hnxGN0/dFe1rJBIaD34rV30XZBeK5jYzGc2IPhkjuP5Pxd8aGCiKGkBR1HOKoiwURTWxud6BoqgHFEXFlv5vWwd/v5yiqLcURT0u/a+rWLm/E4xSLtqgy/7NNsSEMQAADgTHn1HKRRW9AMCo/xomZ+GEmA7qaY9hz2kuC4vFIsAUG2wACBypHLGFRDEdbD/a73mKiYIA/uWzxxQLioJAAOWIgcRZLKSRilIu6oxG0ZTg3sWERgDfmdjy13mjGCEob8ZCPj9HDCQKvDDKFpMWEc2VmbHYhphorez7CZMhpVxUVCmR0gKOvZgTIMCLymzvlVHKIRHDlNBQ2LUdR7a3vL7ADlNkkkFLJUT7oCjKIVvI/rscYUqkNNHOaAkt+twB4XNWqBhRO1u6lIpb/h0SUZEoIGwPjJ3ZVFlQdpgyuVQweFkxHbTbfyL+7orhGYC+AK7bXc8B0IPjuAYARgL44Q8wtnAc16j0v1//oNy/FN7VPFG1ThWBYlWhZtBjEpkgrdv4DqIdOaNmCLu9KrV84OVXUdBJKNSMIOla94kdRTGd3NUIDC1PgBXQwA/u3q6ChsVjkoKsnpM6CTApihfe+dcr5+jXCq0uSv9TqBmBqY84JoVK/l7EQXlQi0BRaiyP2Z641kMEk6Yp+AX5EgfQDdvUE33x+WSD7UjMiR0EAyMtoVEzpDpxsBvSvoFoJy5XyAWucN3GdxAMThIpjfoRdYgD07AujUUHRRkjE/DUeXGcHaZMgsbtg4kBNLxHqENP8PYjWhPXOo+KEnQGUpkE4d2bEKSHiD5NRTFpCS0wSerwUWtBRyiVSxHZP5w4h4ns10xMSA5KQqP1oBbEtXbDWoqKOu2/u/XAFqKrJQBo1T+8/DsoCq0HthAMAjJGJnhGUYNbghZpS5yFQ0ubMz2pTIrmvcIEK1W5QoZOo6KIa+2GtyIG87KwWDi06Fm+Xa9QMQjt2FDQluUKGTqPIdtcx4/aiA/KHO9CVxZqVzXqt6wjGOwYpVzwvv2T8bcGBo7j4jmOE+Sp5TjuEcdxZQlTngNQUBT1xwT2f2MsOzEHHpXdoXJWQqFmIFfIENGnGTqPJhtAWKdG6D21C+QKGZRODFTOSjhXcMJnPy8UiKdW/jQP7pXceA1BKWabQRFoN4w8pG7eowm6jmsPGSODQq2A0lkJl4rO+OznhaTik6Kw6swCuHq6QuWihMJJAblChg4j2yCyXziB2WpAc3T4qDXkChkUTgqonJVw9XTFyjPzSaETTWP1zwvhUtEZKhcllE4KyBQydBvfXnBI3W54JFoPbMFjqhkonRWo4OOG5afmEeUkEglW/7wQzu5qqJyVUDoxkDEy9J7WBaEdyEPqLmPboUWvppAr5VCo+efpUaUCPj0+mygnlUmx+ueFULuqiHsfOLeXQNzXc3JnNO0aYsVUOivgWdUDS47MJMrJFXKsPrsAKhdlaT0VkDEyDF/aT8BQ6T+rO0I6BIOxwfT298L8H6YR5ZRqBVb8NA9KJ4X1ecoVMoxeM4SweASAwQv6oEGpvWYZZuUalTD32ylEObWLCp+emFNaprye4zd+RKjtAd7WNKhFbTAqhi/vpIBv7cqYsZsUe7pUcMaSI7PAqOT8vTvz9Zy6fYzg8Hf0mqGoHVYDCjWPqXBSwL9eVXyyYyxRzt3bDQv2TwOjlEPprCjFlGPWnokCltmEjSNRo1FAOaaaQfVgf0zcPJIo5+nrgdl7J0Jui6mUY953U4mDWgCYum00/OtXhdJJYcUMbFIdY9cNI8r5VPfGJzvGlr7D/LvBqORYdHiGgGk1Y9d4VK1bxYrJqBjUDQ/EyBWkStmvThVM2vIxZDaYCjWDT4/PFrCiZu+bjCqBPgRmg1ZBGGp3SF09uBpGrx0KGVOOqXRSYPmpeYKV94IfPkGlAG8oncsw5WjcrgEG2GVE+CfjH2ElURR1FcAcjuMEVCGKovoDmMhxnGB4oyhqOYCPARQBuA9gNsdxognzKYoaD2A8APj5+YWmpKSIFXMYZrMZjy49Q+67PAQ1D3RIQQV4psbjK8/h5K5GWOdGDgU/ZpMZDy8+Rd77AtRvWQdVaopTUAF+v/rptTi4eDijSaeGDsU5JqMJD35/isLsIjSIrOuQggrwh4yxN+Lh6umC0A7BDjGNBiMe/PYURbnFaNimnkMTdICntj6/+QIVKrkhpH2wwyW8gTXi/oXH0BRo0TCqnkMKKsAzSuJuv4JH5Qpo3K6+Q3GOQW/AvfOPoS3SoXG7+g4pqACQEpeGFzGJ8PT1QKO29R0KFlkdi5hzj6HX6BHSPtghBRXgk6e9vJ8E72oV0bBNPYeYei2Le+f4zK2hHYIdUlAB/oA18VEyKgV4IbhVkEPRnq5Eh5hzj2EymBDaMdghBRXgvSNeP0lBlZqVUL9lHYeY2mId7p17BLPJjCadGjmkoHIch1f3XyP5WRqq1q6MoOaBDjE1hRrEnHsMjuMQ1rmRQ5Ebx3F4EZOIlLh0+NWtgrrNajnELM4v4c9aKApNuzRyKB7jOA5xt18h7eU7BNSvisAmNRxiFuUV4/75x5BIJQjr0lhg52qL+fzmC6QnvEf1YD8EhopTUAGevXb/whNI5VI07dJIlIJahvn0ehzeJ2ehRiN/waTBNvKzCvHgtydglHI06dzIIQXVYrHg6bU4vH+TjdpNqiOgQTWHmH8U/5jAjaKoiwAqifzT/9femcc3VWwP/DtNmqQtOwhWFkGQTfZ9FxFalkcRRVGfCqIiIj7cRRE3REV9PhXZxX33KbLIVkBAEFFAoEALlNVCZSu0pXuS+f1x05DJvSnVH4S+9+b7+eTTZO705GTuvXPmzpwzZ7yUcp6vziosDIMQ4ipgPhAnpTRtBSiEqIEx7SSBiUCslHJEcL1gdICbRqPR/HnOW4Cb1Ui/lArUAuYCd1gZBZ/sowH1ZwML/8p3lYbiUdHJ9FM0bFefapdZ71QJxmhjx7pdlKsUw1VdG4UcORaPik4dPU2TjleWOHLMPJHFzvW7KV+lHE07NyxRZvLPuzl9PIsmnRoqG9gFc+pYJsk/76bSJRVo0in0KM/r9bJz/W6yM87QtHPDEn2fM/44RcovqVSuUYnGHRqUKHPHul2cOZ3DVV0blbjlwokjGezeuJeqsZVLHOV5PB62r00hLzufZt0al7g9wvG0k+zZvI9LalWlQet6oWW6DZn5OYbMkrYyOHboOKm/HaD65dVKHOV53B62rdlJYV4hzXs0DTkaBeNJcd/Wg1xarzpXtAg9ynMXudm2xtj2vUWPJiFHo2AEQR7Y/jux9WuY4hcCKSosYtvqnXjcXlpc3bTEbVPS9qRzaGcaNRvGmqawAinML2TbmmSk15BZ0hYnv+86zO8pR6jd+LISn9AL8grYtiYZIQQtejQpcYuTg8lpHN6dTp2mtUIGiYLxVJe0ZqexB9HVTUvc5uPAjt85kvoHdZvVNk21BZKXk0/SmmTskTaa92hSosz9SQdJ33eMei3qmPa8CiQ3O4+kH5NxuCJp3r1Jidt8pG7Zz7GDJ6jfqm6JT/3ngwsS+SyEqAR8DzwppVxXQr1YKWWx3+JgjMXs886JIxmMi5vI0YPHibBFUFTgZuCoPox6Y7ipQ/nq9fl8+MwX2B12pJSUqxjDK8smmIJ9jh06zhNxEzl55BQiQlBU4Gbw2P7c/fLfTTI/nfQNn036xpDplVSoWp7JiRNMU0/p+4/yRJ+JnD6WiYgQuAvd3PhYAsOfVwNzwMgg9/Xr8w2vBa+kUo2KvJr4jClSOW1POuPiJpJ1Mtsv8+9P38CtT6lznlJK3h33CXPfXkyk05BZtWYVXk18xrSF9MHkNMbFTSQnKxchDJnDJ97MjY8kmGROf+gDvp+ViN1hx+vxUqPuJUxe9oxpSmd/0kHG9X2RvDMFCGFsdX7Pq7dz3Zh+Sj2v18uU+99l6QeriHQaMms2iOXlpU+bjGjqb/t5st8kw31RGC5+o98czoB7+phkvnHPDFZ+vpZIn551Gtfk5SVPm6ZfUn7Zw/i/vYy7wA3CiEt5YNrdxA9T16s8bg+vDn+Htd9uwO6w43F7uaLF5by06CmTwdu+LoUJCa/4vdI8bq8RVBm0SZq7yM3Lt73Nzws2+mR6uLLNFcb6TFC07tZVO3h28Kv+RWivx8vjHz5gCqosLCjixaFvsClxG/ZIG54iD006N+SFeU+YpjU2JW7lhRv/6f8svZLxnz9IxwHqelVhfiHP3fA621btwBZpw13koeXVTXn2m0dNhmTDos1MuuVfyj0z4atHTEGVeTn5PDf4Vbav24XdJ7Nt7xY8/dXDJo+ftXM3MPmOKX6vHyEEz337mCmoMjc7jwkDX2HXxlRsdhvuQjcdB7Thqc8eNHXQq7/6iddGTPMvAkfYIpg47wmadWui1DtzOofxA15ir2/DO3eh2x+sGDwtu/yT1bx57yz/wrY90saLC58yrYFlZWTzZN9JHNyZhs1u9F89h3bhkTn3/eU9k87F/2uNQQgxGJgCXAKcBrZIKeOFEE8DTwKByU7jpJTHhBDvAjOklBuFEB8DrTCmkg4A9wYYipD82amkf3Qdz65fUhV3UFeMkwdn3KssFm9dvYPxA15WfJaFMHYe/XjfVGWUf1/bx9m37aBJ5uMfjFEWizcu28rzN7ym+CwLIbisQQ3eT3nbf0NIKbmn+cMcSjmsuJi6YpyM//whZbF4/YKNvHTrm4rMiAhBnSa1mJ30hr9MSsmwhg/wx75jipeKK8bJ83MfV1Iirv56Pa+PmKrKtEVQv1Vdpv062V/m9Xq5rd5oTqSdVNzonNFOXl48nubdz94oyz9Zw1v3zVJk2uwRNOpwJW+tfdFf5vF4uKX2KFPiFGe0k9dXPqtEHy+avZxpD32gnCNbpI3m3Zvw2vJn/WXuIjdDa44k64SaO9kZ5eCtnyYpu7Z+985iU5Yse6SNNn1aMGnhU/6ywvxChl420pSMxRnlYOrGycpI+6vX5vHR818pMSx2h53OA9vyzNeP+svycvK5ueZIU6yNM8rBrG3/VEawH0/8mi9f+U6JYYl02ul+Q2ee/OQf/rKczBxuqT3KlFzGEeXg/eQ3lfwT7z75KXPfXqT4/kc6I+l9Ww8enn02nW3WyWxuvfw+kz+/M8rBR3vfURaLpz30Pt/PTFSyvTlckfS7+1olSvrU0dPcXv9+U5yPM9rJZwenK0b5X6NmkvjhaiVnicNlOD3cM/lslPTxtJPc2egfpjgfV4yTL9JmKk+Mk4e/Y8TaBMRSOKMc3PRYAncEpLNN33eUu5s/bIqPiCofxZeHZypPdxOHvsH6eb8qeVCcUQ5umzBE2Xb8UMphRrd93KRnTMVovkqfrTw1TUh4hY1LtyixNs5oByMm3cr1YwfwZwhL5LOUcq6UspaU0imlrCGljPeVvyiljAlwQ20lpTzmO3Z38VqElPJ2KWVzKWULKWVCaYzCn+V42klSf9tvihHIzylg7hTVO3bB9KWmC19KyM44Q0pAMNqRvX/we8pha5lvqzLnTV1sCmSRUnIy/RR7tx7wlx1KTuPogeOmuIP8HCNlZyDfTTHL9Hol6fuPcjD5bDDa3i0HOHU00+S6mJ9TwHcmmYvMMj1eDu5MUwJsUjbs8e2uqVSlMK+A+dPV1J5z3/reJNPj9pK6eR8njmT4y5LWJFNgEexTmF/IwpmJqkxf9K0is8jDjnUpZJ7I8pf9tiLJMkFTUaHbFEn+nYVMd5GHzcuTyMlUg9EC03KeretmyXsrlbJ505aYOjx3oZv1CzapwWgLN1n6qXvcHlMK0gXTl5k6kqICNz/+e70S8b4uKH1nMV6PlxVBKUgXzV5u6vCKCopY/ska5br58ZufrcJCkFKy6gs1YHDJeysVowBGQOnS99Xfs+rLn0LE2UglramUkuUfrTYlsirML2LR7BVK2crP11qeIxD8GBAQ5nF7TEYBjIDOBTPUay7x49V4LYIVQbI+IIq+ML+Qn4KMQrHM4LS3yz74wTKoUnolGxb95v+cm53HxmVbTXULcgtN/cL55L8+8jk3Oy/k41ZO0MgvO+OMZT0RIZQRXW5WnqWvNGAaTWZnWKf6i4iIICcz96wumbmWmbwAsk6pep05Za2nzW5T9MzJzA0ZxBOYXtJK77MyzXoKYdZTSsg+qY7OcywizsF4EgluT6teR3ql6ZzkZuWaKxbLzFZ/u5XjvdfjJeukKjMv21pPESHID+jcc7PyLDsdj9trOid52eZUkABIqXSaOZm5loGN7iKPSWa+RXpJAI/Hq3QcuVl5llHX7kK36TxbRfQW1w3UKycz1zJzX1GBmzOZwTItIv0x1hICjU1uVp5lhkF3oUe55rxer2W9YpmBnDmVYxlN7XG7yQ2QWbzPlxWBaVKLZVp14l63V9GzqKAoZPBnXpDMrIwzlufI6/Uq13hBbkHIoLncENft+eC/3jDUahhrynYGviQhQVmiul3fyTKq2FPkoWnnhv7PdZvVJsJmneLRFHMwpJNlZK/X46VR+wb+zw1a17O8qBxRDnoEyex+QyfLNItIqN+qrv9jw/b1LS9+Z5SD7kNUmV0Hd7SMrLXZbcoCZ9MujSw7CGe00/TbuwxqbxnE44x2UvPKs1Mkzbo1trzxXTFOJSgJoNPAdpbbZ5SvXE5ZX2nZ8yqKLPS0ktlhQBtLt9yqsZWV1JetejWzbE9XjJPOCe2VsvZ9W1lGtsbWv1Rx8WzTuwXSwti4yrnoNFCV2bZPS0tDX7dZbWVhuU2fFlj1Jq4YI+FMIC17Wu+42qhDA6VN2sa1tAzyckY7aN+3tVLWvEcTy84seCfWtnEtLBea7Q6bkhnNZrPRuEMDUz0hBC17qusG7fu2sgwojYiIoG2ATGeU09IZQEQIUzxOxwFtcFm4kUopadvn7HRsTMUYajYwL15HRAja922llHUe2M4yranX46V1QLKvStUrWqZ0tdkj6BS0JqoHFwAACkZJREFUtnM++a83DDabjUfnjMYZfXabAGe0g8qxlbjpsUFK3fjhPandqKb/wjLSDDoY9cYwxfPEHmnn4VmjTDKr1azK9WPVXT363X0tsfVr+LciiPDJHDPlLuVmdrgcjJ0+0pDpu/md0cYusMER2gn396V6nWp+IxZhi8AZ7WDsjHuUhbioGBf3v30nzmiHP/LbFW3sAhscUTzkob9RrWYVk8yHZ41SOoiYCtHc+/odhkzfTe6KcVKn8WX0uUONQr35ieuofGklv2EslvnonNHKU1yFquUZMekWk8x6zevQMyiq9rYJQ6h4SQW/TGObBwePzBmtdDqVa1Typ9csLnbFOGnYtr4pbeSw54dSoWo5v7G1RdpwRjt55N37FJmX1KrKTY8lKB2PK8ZJ086N6DhA7XDveulWylc+K9MeacMV41Tm7cEIyLrugX4mmS2vbkqb3mo2wJGv324k/PFFP9sddqLKuXho5r1KvTqNa9Lvrl4mme3iW5kCBke/OZyYitH+QUGkT+bYafco9eq3rEuvW7ubZHYZ1N7UaT8w5S6iykf5o58jnXaiK0QxZoq6C2uj9g3odn1Hk8xrhnY1eYWNnT7SkOkolhlJdIUoRr85XKnXvHsT2vdrbZIZf+c1Jm+rB2feS1Q5lz+lrMMVSUzFaEa+pu7s2qZ3C1r1aqYYB1eMk4TRfU1eTA/Pvg9XjMu/eO1wRVKuSjnuekkNxOvQvzVXdWlk0nPIIwOVmCAhBI/MGY0r2uk3zI4oB+WrlGfYC0O5UPxPbLsNhkva/KlL+OPAMdrFtyL+zmss910vzC9k5Wdr+fHbDVS6pAID74szbb1czP6kg8ybuoRjh07QoX8b4of3tHQzLMgrIPGjNaxf8CtValRi4Oj4kIE0qVv2M3/aUk4eyaBj/7bEDe9p6WaYl5NP4oer2bBoE1Uvq0LC6PiQLpa7N+1lwbSlZBzNpEtCO3rf3sPSzTDvTB5L3v+BXxf/RvU61Rh0f9+QgTTJG/awcMYyMk9k0W1wR3rd2s1y9JeTlcuSOSvYlLiNS+tVZ9D9fbk8KLVmMTt+2sXCmcvIzjhDjyGdueaWrpYugWdO57Do3RVsWZlEbP1LuW5M35DukEk/JvP9rERyMnO5+qYu9BzaxdIlMCsjm0WzV7B11Q5qNYzlugf6hQxY3LpqB9/PXk5+Tj49h3bl6hs7Wz5xZJ3MZuHMZWxfm0KdJjUZdH+/kAGLm5dvY/GcFRTmF9Hrlm50u6Gj5RTo6eOZLJi+jJ3rd1O3WW2uG9PP0nVRSsnGpVtY+r4xl33t37vTdXAHSzfpjD9OsWDGMlI2pFK/5eXGwMMiYFFKyS+LNrP0g1VI6aXP7T3pNLCtpcwTRzKYP20Jezbt58o29UgYHW8ZsCilZP2CjSR+tBohBHHDetJxQBvLp5jjaSeZN3Uxe7ccpFH7+iSMjjdFSIMxHbPuu19Z8cka7JE24u+8JmTOjKMHjzNv6hL2Jx2iSeeGDBwVZ+ki7vEYm9at/OxHIl2R9BvRK2TOjPT9R5n3zmIOJR+maZdGDBwVZ+ki7nF7WPPvn/nhi7W4Ylz0u6sXrXs1N9UDOJyazrx3lvD7riO0vLop/Uf2PmdWPit0BjeNRqPRKOh8DBqNRqP5S2jDoNFoNBoFbRg0Go1Go6ANg0aj0WgUtGHQaDQajYI2DBqNRqNR0IZBo9FoNAraMGg0Go1GQRsGjUaj0Sj8R0Y+CyGOA38u6fOfoxpGytGySlnXD7SO54Oyrh+UfR3Lun4QXh0vl1KeM/3bf6RhuNAIITaWJmz8YlHW9QOt4/mgrOsHZV/Hsq4flE0d9VSSRqPRaBS0YdBoNBqNgjYM1sy62Aqcg7KuH2gdzwdlXT8o+zqWdf2gDOqo1xg0Go1Go6CfGDQajUajoA2DRqPRaBS0YQCEEM8JIQ4LIbb4Xv1D1OsrhNglhEgVQowLo36vCSFShBDbhBBzhRCVQtQ7IIRI8v2GsKS4O1ebCCGcQogvfcc3CCHqhkMv33fXFkL8IIRIFkLsEEKMtajTUwiRGXDunwmXfgE6lHjehMHbvjbcJoRoYyXnAunWKKBttgghsoQQDwbVCXsbCiHeE0IcE0JsDyirIoRIFELs8f015/006g3z1dkjhBgWZh3L7L2sIKX8n38BzwGPnqOODdgLXAE4gK1A0zDpFwfYfe8nA5ND1DsAVAtju52zTYDRwAzf+5uBL8OoXyzQxve+PLDbQr+ewMKLde2V5rwB/YHFgAA6ARsukp424A+MIKmL2oZAD6ANsD2g7FVgnO/9OKv7BKgC7PP9rex7XzmMOpbJezn4pZ8YSk8HIFVKuU9KWQh8AQwKxxdLKZdJKd2+jz8DtcLxvaWgNG0yCPjQ9/7fwLXCKoP6BUBKmS6l3Ox7nw0kAzXD8d3nmUHAR9LgZ6CSECL2IuhxLbBXSnkhdx0oFVLKNUBGUHHgtfYhcJ3Fv8YDiVLKDCnlKSAR6BsuHcvwvaygDcNZxvge794L8QhaE/g94HMaF6eTGYExerRCAsuEEJuEECPDoEtp2sRfx3dDZAJVw6Cbgm8KqzWwweJwZyHEViHEYiHEVWFVzOBc562sXHs3A5+HOHax2xCghpQyHYxBAVDdok5ZaUsoW/eygj3cX3ixEEIsBy61ODQemA5MxDgZE4F/Ypw0RYTF/543X9+S9JNSzvPVGQ+4gU9DiOkqpTwihKgOJAohUnyjlgtFadrkgrZbaRBClAO+AR6UUmYFHd6MMTVyxre29B1wZTj149znrSy0oQNIAJ60OFwW2rC0XPS2hDJ5Lyv8zxgGKWXv0tQTQswGFlocSgNqB3yuBRw5D6oB59bPt0j2N+Ba6ZuEtJBxxPf3mBBiLsZUz4W8mErTJsV10oQQdqAi5imAC4YQIhLDKHwqpfw2+HigoZBSLhJCTBNCVJNShm3jtVKctwt67ZWSfsBmKeXR4ANloQ19HBVCxEop031Tbccs6qRhrIkUUwtYFQbd/JTRe1lBTyUBQfO1g4HtFtV+Ba4UQtTzjZ5uBuaHSb++wBNAgpQyN0SdGCFE+eL3GItcVr/jfFKaNpkPFHt+DAFWhroZzje+tYw5QLKU8o0QdS4tXvMQQnTAuCdOhkM/33eW5rzNB+7weSd1AjKLp0zCyC2EmEa62G0YQOC1NgyYZ1FnKRAnhKjsmzKO85WFhTJ8L6tcrFXvsvQCPgaSgG0YF1esr/wyYFFAvf4Yni17MaZ4wqVfKsa86Bbfa0awfhieQVt9rx3h0s+qTYAXMC58ABfwte83/AJcEcZ264YxTbAtoO36A6OAUb46Y3zttRVjMbBLmK89y/MWpKMApvraOAloF2YdozE6+ooBZRe1DTGMVDpQhPEUcBfG2tUKYI/vbxVf3XbAuwH/O8J3PaYCd4ZZxzJ7Lwe+9JYYGo1Go1HQU0kajUajUdCGQaPRaDQK2jBoNBqNRkEbBo1Go9EoaMOg0Wg0GgVtGDQajUajoA2DRqPRaBT+Dy+dkkQ0Uh2xAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k_class = KNeighborsClassifier(3)\n", "k_class.fit(test_pts[['x', 'y']], test_pts['group_id'])\n", "xx, yy = np.meshgrid(np.linspace(test_pts.x.min(), test_pts.x.max(), 30),\n", " np.linspace(test_pts.y.min(), test_pts.y.max(), 30),\n", " indexing='ij'\n", " )\n", "grid_pts = pd.DataFrame(dict(x=xx.ravel(), \n", " y=yy.ravel()))\n", "grid_pts['predicted_id'] = k_class.predict(grid_pts[['x', 'y']])\n", "\n", "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(6, 12))\n", "ax1.scatter(test_pts.x, test_pts.y, c=test_pts.group_id, cmap='viridis')\n", "ax1.set_title('Training Data')\n", "ax2.scatter(grid_pts.x, grid_pts.y, c=grid_pts.predicted_id, cmap='viridis')\n", "ax2.set_title('Testing Points')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Logistic Regression\n", "So logistic regression is linear regression adapted for classification. Instead of predicting a linear output we predict a dichotomous variable. " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "log_reg = LogisticRegression(solver='lbfgs', multi_class='auto')\n", "log_reg.fit(test_pts[['x', 'y']], test_pts['group_id'])\n", "xx, yy = np.meshgrid(np.linspace(test_pts.x.min(), test_pts.x.max(), 30),\n", " np.linspace(test_pts.y.min(), test_pts.y.max(), 30),\n", " indexing='ij'\n", " )\n", "grid_pts = pd.DataFrame(dict(x=xx.ravel(),\n", " y=yy.ravel()))\n", "grid_pts['predicted_id'] = log_reg.predict(grid_pts[['x', 'y']])\n", "\n", "fig, ((ax1, ax2, ax3), b_axs) = plt.subplots(2, 3, figsize=(12, 8))\n", "ax1.scatter(test_pts.x, test_pts.y, c=test_pts.group_id, cmap='viridis')\n", "ax1.set_title('Training Data')\n", "ax2.scatter(grid_pts.x, grid_pts.y, c=grid_pts.predicted_id, cmap='viridis')\n", "ax2.set_title('Testing Points')\n", "ax3.axis('off')\n", "for i, c_ax in enumerate(b_axs):\n", " c_prob = log_reg.predict_proba(grid_pts[['x', 'y']])[:, i]\n", " c_plot = c_ax.scatter(grid_pts.x, grid_pts.y, c=c_prob,\n", " cmap='magma', vmin=0, vmax=1)\n", " c_ax.set_title('Class #{} probability'.format(i))\n", "plt.colorbar(c_plot);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Trees and Forests\n", "## Decision Tree \n", "Taking a problem and dividing it into a number of yes/no questions based on individual variables that are followed in a specified order.\n", "A decision tree for likelihood for getting Manchester United Football tickets might look like follow\n", "\n", "1. Are you a member of the ManU fan club (Yes -> go to 2, No -> go to 3)\n", "1. Probability of getting tickets 90%\n", "1. Are you willing to spend more than 1000CHF (Yes -> go to 4, No -> go to 5)\n", "1. Probability of getting tickets 80%\n", "1. Are you a famous celebrity (Yes -> go to 6, No -> go to 7)\n", "1. Probability of getting tickets 90%\n", "1. Probability of getting tickets 10%\n", "\n", "## Forests\n", "Basically the idea of taking a number of trees and bringing them together. So rather than taking a single tree to do the classification, you divide the samples and the features to make different trees and then combine the results. One of the more successful approaches is called [Random Forests](https://en.wikipedia.org/wiki/Random_forest) or as a [video](https://www.youtube.com/watch?v=loNcrMjYh64)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "format": "column", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "Tree\n", "\n", "\n", "0\n", "\n", "X[0] <= 0.5\n", "gini = 0.5\n", "samples = 4\n", "value = [2, 2]\n", "\n", "\n", "1\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [1, 0]\n", "\n", "\n", "0->1\n", "\n", "\n", "True\n", "\n", "\n", "2\n", "\n", "X[0] <= 1.5\n", "gini = 0.444\n", "samples = 3\n", "value = [1, 2]\n", "\n", "\n", "0->2\n", "\n", "\n", "False\n", "\n", "\n", "3\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [0, 1]\n", "\n", "\n", "2->3\n", "\n", "\n", "\n", "\n", "4\n", "\n", "X[0] <= 2.5\n", "gini = 0.5\n", "samples = 2\n", "value = [1, 1]\n", "\n", "\n", "2->4\n", "\n", "\n", "\n", "\n", "5\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [1, 0]\n", "\n", "\n", "4->5\n", "\n", "\n", "\n", "\n", "6\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [0, 1]\n", "\n", "\n", "4->6\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.tree import export_graphviz\n", "import graphviz\n", "from sklearn.tree import DecisionTreeClassifier\n", "import numpy as np\n", "\n", "def show_tree(in_tree):\n", " return graphviz.Source(export_graphviz(in_tree, out_file=None))\n", "\n", "d_tree = DecisionTreeClassifier()\n", "d_tree.fit(X=np.reshape([0, 1, 2, 3], (-1, 1)),\n", " y=[0, 1, 0, 1])\n", "show_tree(d_tree)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "Tree\n", "\n", "\n", "0\n", "\n", "X[0] <= 2.468\n", "gini = 0.667\n", "samples = 200\n", "value = [67, 67, 66]\n", "\n", "\n", "1\n", "\n", "gini = 0.0\n", "samples = 66\n", "value = [0, 0, 66]\n", "\n", "\n", "0->1\n", "\n", "\n", "True\n", "\n", "\n", "2\n", "\n", "X[1] <= -6.195\n", "gini = 0.5\n", "samples = 134\n", "value = [67, 67, 0]\n", "\n", "\n", "0->2\n", "\n", "\n", "False\n", "\n", "\n", "3\n", "\n", "X[0] <= 11.263\n", "gini = 0.119\n", "samples = 63\n", "value = [59, 4, 0]\n", "\n", "\n", "2->3\n", "\n", "\n", "\n", "\n", "20\n", "\n", "X[1] <= -5.193\n", "gini = 0.2\n", "samples = 71\n", "value = [8, 63, 0]\n", "\n", "\n", "2->20\n", "\n", "\n", "\n", "\n", "4\n", "\n", "X[0] <= 4.768\n", "gini = 0.094\n", "samples = 61\n", "value = [58, 3, 0]\n", "\n", "\n", "3->4\n", "\n", "\n", "\n", "\n", "17\n", "\n", "X[1] <= -7.585\n", "gini = 0.5\n", "samples = 2\n", "value = [1, 1, 0]\n", "\n", "\n", "3->17\n", "\n", "\n", "\n", "\n", "5\n", "\n", "X[0] <= 4.465\n", "gini = 0.375\n", "samples = 4\n", "value = [3, 1, 0]\n", "\n", "\n", "4->5\n", "\n", "\n", "\n", "\n", "8\n", "\n", "X[0] <= 9.368\n", "gini = 0.068\n", "samples = 57\n", "value = [55, 2, 0]\n", "\n", "\n", "4->8\n", "\n", "\n", "\n", "\n", "6\n", "\n", "gini = 0.0\n", "samples = 3\n", "value = [3, 0, 0]\n", "\n", "\n", "5->6\n", "\n", "\n", "\n", "\n", "7\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [0, 1, 0]\n", "\n", "\n", "5->7\n", "\n", "\n", "\n", "\n", "9\n", "\n", "X[1] <= -7.312\n", "gini = 0.039\n", "samples = 50\n", "value = [49, 1, 0]\n", "\n", "\n", "8->9\n", "\n", "\n", "\n", "\n", "14\n", "\n", "X[0] <= 9.496\n", "gini = 0.245\n", "samples = 7\n", "value = [6, 1, 0]\n", "\n", "\n", "8->14\n", "\n", "\n", "\n", "\n", "10\n", "\n", "gini = 0.0\n", "samples = 32\n", "value = [32, 0, 0]\n", "\n", "\n", "9->10\n", "\n", "\n", "\n", "\n", "11\n", "\n", "X[1] <= -7.296\n", "gini = 0.105\n", "samples = 18\n", "value = [17, 1, 0]\n", "\n", "\n", "9->11\n", "\n", "\n", "\n", "\n", "12\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [0, 1, 0]\n", "\n", "\n", "11->12\n", "\n", "\n", "\n", "\n", "13\n", "\n", "gini = 0.0\n", "samples = 17\n", "value = [17, 0, 0]\n", "\n", "\n", "11->13\n", "\n", "\n", "\n", "\n", "15\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [0, 1, 0]\n", "\n", "\n", "14->15\n", "\n", "\n", "\n", "\n", "16\n", "\n", "gini = 0.0\n", "samples = 6\n", "value = [6, 0, 0]\n", "\n", "\n", "14->16\n", "\n", "\n", "\n", "\n", "18\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [1, 0, 0]\n", "\n", "\n", "17->18\n", "\n", "\n", "\n", "\n", "19\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [0, 1, 0]\n", "\n", "\n", "17->19\n", "\n", "\n", "\n", "\n", "21\n", "\n", "X[0] <= 7.439\n", "gini = 0.469\n", "samples = 16\n", "value = [6, 10, 0]\n", "\n", "\n", "20->21\n", "\n", "\n", "\n", "\n", "30\n", "\n", "X[0] <= 2.85\n", "gini = 0.07\n", "samples = 55\n", "value = [2, 53, 0]\n", "\n", "\n", "20->30\n", "\n", "\n", "\n", "\n", "22\n", "\n", "gini = 0.0\n", "samples = 5\n", "value = [0, 5, 0]\n", "\n", "\n", "21->22\n", "\n", "\n", "\n", "\n", "23\n", "\n", "X[0] <= 8.758\n", "gini = 0.496\n", "samples = 11\n", "value = [6, 5, 0]\n", "\n", "\n", "21->23\n", "\n", "\n", "\n", "\n", "24\n", "\n", "gini = 0.0\n", "samples = 5\n", "value = [5, 0, 0]\n", "\n", "\n", "23->24\n", "\n", "\n", "\n", "\n", "25\n", "\n", "X[0] <= 11.15\n", "gini = 0.278\n", "samples = 6\n", "value = [1, 5, 0]\n", "\n", "\n", "23->25\n", "\n", "\n", "\n", "\n", "26\n", "\n", "X[0] <= 9.7\n", "gini = 0.5\n", "samples = 2\n", "value = [1, 1, 0]\n", "\n", "\n", "25->26\n", "\n", "\n", "\n", "\n", "29\n", "\n", "gini = 0.0\n", "samples = 4\n", "value = [0, 4, 0]\n", "\n", "\n", "25->29\n", "\n", "\n", "\n", "\n", "27\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [0, 1, 0]\n", "\n", "\n", "26->27\n", "\n", "\n", "\n", "\n", "28\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [1, 0, 0]\n", "\n", "\n", "26->28\n", "\n", "\n", "\n", "\n", "31\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [1, 0, 0]\n", "\n", "\n", "30->31\n", "\n", "\n", "\n", "\n", "32\n", "\n", "X[0] <= 9.012\n", "gini = 0.036\n", "samples = 54\n", "value = [1, 53, 0]\n", "\n", "\n", "30->32\n", "\n", "\n", "\n", "\n", "33\n", "\n", "gini = 0.0\n", "samples = 36\n", "value = [0, 36, 0]\n", "\n", "\n", "32->33\n", "\n", "\n", "\n", "\n", "34\n", "\n", "X[0] <= 9.134\n", "gini = 0.105\n", "samples = 18\n", "value = [1, 17, 0]\n", "\n", "\n", "32->34\n", "\n", "\n", "\n", "\n", "35\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [1, 0, 0]\n", "\n", "\n", "34->35\n", "\n", "\n", "\n", "\n", "36\n", "\n", "gini = 0.0\n", "samples = 17\n", "value = [0, 17, 0]\n", "\n", "\n", "34->36\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "d_tree = DecisionTreeClassifier()\n", "d_tree.fit(test_pts[['x', 'y']],\n", " test_pts['group_id'])\n", "show_tree(d_tree)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Testing Points')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xx, yy = np.meshgrid(np.linspace(test_pts.x.min(), test_pts.x.max(), 40),\n", " np.linspace(test_pts.y.min(), test_pts.y.max(), 40),\n", " indexing='ij'\n", " )\n", "grid_pts = pd.DataFrame(dict(x=xx.ravel(), y=yy.ravel()))\n", "grid_pts['predicted_id'] = d_tree.predict(grid_pts[['x', 'y']])\n", "\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 4))\n", "ax1.scatter(test_pts.x, test_pts.y, c=test_pts.group_id, cmap='viridis')\n", "ax1.set_title('Training Data')\n", "ax2.scatter(grid_pts.x, grid_pts.y, c=grid_pts.predicted_id, cmap='viridis')\n", "ax2.set_title('Testing Points')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "format": "column", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Build 5 decision trees\n" ] } ], "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "rf_class = RandomForestClassifier(n_estimators=5, random_state=2018)\n", "rf_class.fit(test_pts[['x', 'y']],\n", " test_pts['group_id'])\n", "print('Build ', len(rf_class.estimators_), 'decision trees')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "format": "column", "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "Tree\n", "\n", "\n", "0\n", "\n", "X[1] <= -1.478\n", "gini = 0.665\n", "samples = 129\n", "value = [62, 64, 74]\n", "\n", "\n", "1\n", "\n", "X[1] <= -6.267\n", "gini = 0.507\n", "samples = 81\n", "value = [62, 57, 1]\n", "\n", "\n", "0->1\n", "\n", "\n", "True\n", "\n", "\n", "26\n", "\n", "X[1] <= 0.722\n", "gini = 0.16\n", "samples = 48\n", "value = [0, 7, 73]\n", "\n", "\n", "0->26\n", "\n", "\n", "False\n", "\n", "\n", "2\n", "\n", "X[0] <= 7.209\n", "gini = 0.034\n", "samples = 37\n", "value = [56, 1, 0]\n", "\n", "\n", "1->2\n", "\n", "\n", "\n", "\n", "7\n", "\n", "X[0] <= 3.674\n", "gini = 0.201\n", "samples = 44\n", "value = [6, 56, 1]\n", "\n", "\n", "1->7\n", "\n", "\n", "\n", "\n", "3\n", "\n", "X[0] <= 7.118\n", "gini = 0.08\n", "samples = 15\n", "value = [23, 1, 0]\n", "\n", "\n", "2->3\n", "\n", "\n", "\n", "\n", "6\n", "\n", "gini = 0.0\n", "samples = 22\n", "value = [33, 0, 0]\n", "\n", "\n", "2->6\n", "\n", "\n", "\n", "\n", "4\n", "\n", "gini = 0.0\n", "samples = 14\n", "value = [23, 0, 0]\n", "\n", "\n", "3->4\n", "\n", "\n", "\n", "\n", "5\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [0, 1, 0]\n", "\n", "\n", "3->5\n", "\n", "\n", "\n", "\n", "8\n", "\n", "X[0] <= 1.18\n", "gini = 0.5\n", "samples = 2\n", "value = [1, 0, 1]\n", "\n", "\n", "7->8\n", "\n", "\n", "\n", "\n", "11\n", "\n", "X[0] <= 7.545\n", "gini = 0.15\n", "samples = 42\n", "value = [5, 56, 0]\n", "\n", "\n", "7->11\n", "\n", "\n", "\n", "\n", "9\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [0, 0, 1]\n", "\n", "\n", "8->9\n", "\n", "\n", "\n", "\n", "10\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [1, 0, 0]\n", "\n", "\n", "8->10\n", "\n", "\n", "\n", "\n", "12\n", "\n", "gini = 0.0\n", "samples = 14\n", "value = [0, 18, 0]\n", "\n", "\n", "11->12\n", "\n", "\n", "\n", "\n", "13\n", "\n", "X[0] <= 7.715\n", "gini = 0.206\n", "samples = 28\n", "value = [5, 38, 0]\n", "\n", "\n", "11->13\n", "\n", "\n", "\n", "\n", "14\n", "\n", "gini = 0.0\n", "samples = 2\n", "value = [3, 0, 0]\n", "\n", "\n", "13->14\n", "\n", "\n", "\n", "\n", "15\n", "\n", "X[0] <= 9.012\n", "gini = 0.095\n", "samples = 26\n", "value = [2, 38, 0]\n", "\n", "\n", "13->15\n", "\n", "\n", "\n", "\n", "16\n", "\n", "gini = 0.0\n", "samples = 12\n", "value = [0, 21, 0]\n", "\n", "\n", "15->16\n", "\n", "\n", "\n", "\n", "17\n", "\n", "X[1] <= -5.747\n", "gini = 0.188\n", "samples = 14\n", "value = [2, 17, 0]\n", "\n", "\n", "15->17\n", "\n", "\n", "\n", "\n", "18\n", "\n", "X[1] <= -5.943\n", "gini = 0.5\n", "samples = 2\n", "value = [1, 1, 0]\n", "\n", "\n", "17->18\n", "\n", "\n", "\n", "\n", "21\n", "\n", "X[1] <= -4.209\n", "gini = 0.111\n", "samples = 12\n", "value = [1, 16, 0]\n", "\n", "\n", "17->21\n", "\n", "\n", "\n", "\n", "19\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [0, 1, 0]\n", "\n", "\n", "18->19\n", "\n", "\n", "\n", "\n", "20\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [1, 0, 0]\n", "\n", "\n", "18->20\n", "\n", "\n", "\n", "\n", "22\n", "\n", "gini = 0.0\n", "samples = 8\n", "value = [0, 12, 0]\n", "\n", "\n", "21->22\n", "\n", "\n", "\n", "\n", "23\n", "\n", "X[0] <= 9.661\n", "gini = 0.32\n", "samples = 4\n", "value = [1, 4, 0]\n", "\n", "\n", "21->23\n", "\n", "\n", "\n", "\n", "24\n", "\n", "gini = 0.0\n", "samples = 1\n", "value = [1, 0, 0]\n", "\n", "\n", "23->24\n", "\n", "\n", "\n", "\n", "25\n", "\n", "gini = 0.0\n", "samples = 3\n", "value = [0, 4, 0]\n", "\n", "\n", "23->25\n", "\n", "\n", "\n", "\n", "27\n", "\n", "X[0] <= 2.233\n", "gini = 0.423\n", "samples = 15\n", "value = [0, 7, 16]\n", "\n", "\n", "26->27\n", "\n", "\n", "\n", "\n", "30\n", "\n", "gini = 0.0\n", "samples = 33\n", "value = [0, 0, 57]\n", "\n", "\n", "26->30\n", "\n", "\n", "\n", "\n", "28\n", "\n", "gini = 0.0\n", "samples = 11\n", "value = [0, 0, 16]\n", "\n", "\n", "27->28\n", "\n", "\n", "\n", "\n", "29\n", "\n", "gini = 0.0\n", "samples = 4\n", "value = [0, 7, 0]\n", "\n", "\n", "27->29\n", "\n", "\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "show_tree(rf_class.estimators_[0])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Second Decision Tree')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xx, yy = np.meshgrid(np.linspace(test_pts.x.min(), test_pts.x.max(), 50),\n", " np.linspace(test_pts.y.min(), test_pts.y.max(), 50),\n", " indexing='ij'\n", " )\n", "grid_pts = pd.DataFrame(dict(x=xx.ravel(), y=yy.ravel()))\n", "\n", "fig, (ax1, ax2, ax3, ax4) = plt.subplots(1, 4, figsize=(14, 3), dpi=150)\n", "ax1.scatter(test_pts.x, test_pts.y, c=test_pts.group_id, cmap='viridis')\n", "ax1.set_title('Training Data')\n", "ax2.scatter(grid_pts.x, grid_pts.y, c=rf_class.predict(\n", " grid_pts[['x', 'y']]), cmap='viridis')\n", "ax2.set_title('Random Forest Classifier')\n", "\n", "ax3.scatter(grid_pts.x, grid_pts.y, c=rf_class.estimators_[\n", " 0].predict(grid_pts[['x', 'y']]), cmap='viridis')\n", "ax3.set_title('First Decision Tree')\n", "\n", "ax4.scatter(grid_pts.x, grid_pts.y, c=rf_class.estimators_[\n", " 1].predict(grid_pts[['x', 'y']]), cmap='viridis')\n", "ax4.set_title('Second Decision Tree')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, b_axs = plt.subplots(1, 3, figsize=(12, 4))\n", "for i, c_ax in enumerate(b_axs):\n", " c_prob = rf_class.predict_proba(grid_pts[['x', 'y']])[:, i]\n", " c_plot = c_ax.scatter(grid_pts.x, grid_pts.y, c=c_prob,\n", " cmap='magma', vmin=0, vmax=1)\n", " c_ax.set_title('Class #{} probability'.format(i))\n", "plt.colorbar(c_plot);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Applying to Digit Classification\n", "We have now spent enough time building these models on toy problems we can now apply them again to Digit Classification to understand what kind of information a baseline model can give us." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from keras.datasets import mnist\n", "from skimage.util import montage as montage2d\n", "%matplotlib inline\n", "(img, label), _ = mnist.load_data()\n", "fig, m_axs = plt.subplots(5, 5, figsize=(12, 12))\n", "m_axs[0, 0].hist(label[:24], np.arange(11))\n", "m_axs[0, 0].set_title('Digit Distribution')\n", "for i, c_ax in enumerate(m_axs.flatten()[1:]):\n", " c_ax.imshow(img[i], cmap='gray')\n", " c_ax.set_title(label[i])\n", " c_ax.axis('off')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "DummyClassifier(constant=None, random_state=None, strategy='most_frequent')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dc = DummyClassifier(strategy='most_frequent')\n", "dc.fit(img[:24], label[:24])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1], dtype=uint8)" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dc.predict(img[0:10])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, m_axs = plt.subplots(4, 6, figsize=(12, 12))\n", "for i, c_ax in enumerate(m_axs.flatten()):\n", " c_ax.imshow(img[i], cmap='gray')\n", " c_ax.set_title('{}\\nPredicted: {}'.format(label[i], dc.predict(img[i])[0]))\n", " c_ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Nearest Neighbor\n", "This isn't a machine learning class and so we won't dive deeply into other methods, but nearest neighbor is often a very good baseline (that is also very easy to understand). You basically take the element from the original set that is closest to the image you show. \n", "- You can make the method more robust by using more than one nearest neighbor (hence K nearest neighbors), but that we will cover in the supervised methods lecture" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from keras.datasets import mnist\n", "from skimage.util import montage as montage2d\n", "%matplotlib inline\n", "(img, label), _ = mnist.load_data()\n", "fig, m_axs = plt.subplots(5, 5, figsize=(12, 12))\n", "m_axs[0, 0].hist(label[:24], np.arange(11))\n", "m_axs[0, 0].set_title('Digit Distribution')\n", "for i, c_ax in enumerate(m_axs.flatten()[1:]):\n", " c_ax.imshow(img[i], cmap='gray')\n", " c_ax.set_title(label[i])\n", " c_ax.axis('off')" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=None, n_neighbors=1, p=2,\n", " weights='uniform')" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "neigh_class = KNeighborsClassifier(n_neighbors=1)\n", "neigh_class.fit(img[:24].reshape((24, -1)), label[:24])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "array([5, 0, 4, 1, 9, 2, 1, 3, 1, 4], dtype=uint8)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# predict on a few images\n", "neigh_class.predict(img[0:10].reshape((10, -1)))" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, m_axs = plt.subplots(4, 6, figsize=(12, 12))\n", "for i, c_ax in enumerate(m_axs.flatten()):\n", " c_ax.imshow(img[i], cmap='gray')\n", " c_ax.set_title('{}\\nPredicted: {}'.format(label[i],\n", " neigh_class.predict(img[i].reshape((1, -1)))[0]))\n", " c_ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## 100% for a baseline\n", "Wow the model works really really well, it got every example perfectly. What we did here (a common mistake) was evaluate on the same data we 'trained' on which means the model just correctly recalled each example, if we try it on new images we can see the performance drop but still a reasonable result" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, m_axs = plt.subplots(4, 6, figsize=(12, 12))\n", "for i, c_ax in enumerate(m_axs.flatten(), 25):\n", " c_ax.imshow(img[i], cmap='gray')\n", " c_ax.set_title('{}\\nPredicted: {}'.format(label[i],\n", " neigh_class.predict(img[i].reshape((1, -1)))[0]))\n", " c_ax.axis('off')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "## How good is good?\n", "We will cover more tools later in the class but now we will show the accuracy and the confusion matrix for our simple baseline model to evaluate how well it worked\n", "\n", "### Confusion Matrix\n", "We show which cases were most frequently confused " ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "slideshow": { "slide_type": "skip" } }, "outputs": [], "source": [ "import seaborn as sns\n", "import pandas as pd\n", "\n", "\n", "def print_confusion_matrix(confusion_matrix, class_names, figsize=(10, 7), fontsize=14):\n", " \"\"\"Prints a confusion matrix, as returned by sklearn.metrics.confusion_matrix, as a heatmap.\n", "\n", " Stolen from: https://gist.github.com/shaypal5/94c53d765083101efc0240d776a23823\n", "\n", " Arguments\n", " ---------\n", " confusion_matrix: numpy.ndarray\n", " The numpy.ndarray object returned from a call to sklearn.metrics.confusion_matrix. \n", " Similarly constructed ndarrays can also be used.\n", " class_names: list\n", " An ordered list of class names, in the order they index the given confusion matrix.\n", " figsize: tuple\n", " A 2-long tuple, the first value determining the horizontal size of the ouputted figure,\n", " the second determining the vertical size. Defaults to (10,7).\n", " fontsize: int\n", " Font size for axes labels. Defaults to 14.\n", "\n", " Returns\n", " -------\n", " matplotlib.figure.Figure\n", " The resulting confusion matrix figure\n", " \"\"\"\n", " df_cm = pd.DataFrame(\n", " confusion_matrix, index=class_names, columns=class_names,\n", " )\n", " fig, ax1 = plt.subplots(1, 1, figsize=figsize)\n", " try:\n", " heatmap = sns.heatmap(df_cm, annot=True, fmt=\"d\")\n", " except ValueError:\n", " raise ValueError(\"Confusion matrix values must be integers.\")\n", " heatmap.yaxis.set_ticklabels(\n", " heatmap.yaxis.get_ticklabels(), rotation=0, ha='right', fontsize=fontsize)\n", " heatmap.xaxis.set_ticklabels(\n", " heatmap.xaxis.get_ticklabels(), rotation=45, ha='right', fontsize=fontsize)\n", " plt.ylabel('True label')\n", " plt.xlabel('Predicted label')\n", " return ax1" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Accuracy: 86.93%')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import accuracy_score, confusion_matrix\n", "train_img_count = 1000\n", "neigh_class.fit(img[:train_img_count].reshape((train_img_count, -1)),\n", " label[:train_img_count])\n", "pred_values = neigh_class.predict(img[train_img_count:].reshape((-1, 28*28)))\n", "ax1 = print_confusion_matrix(\n", " confusion_matrix(\n", " label[train_img_count:],\n", " pred_values),\n", " class_names=range(10))\n", "ax1.set_title('Accuracy: {:2.2%}'.format(\n", " accuracy_score(label[train_img_count:],\n", " pred_values)))" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "# Random Forest" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "format": "column", "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "RandomForestClassifier(bootstrap=True, class_weight=None, criterion='gini',\n", " max_depth=None, max_features='auto', max_leaf_nodes=None,\n", " min_impurity_decrease=0.0, min_impurity_split=None,\n", " min_samples_leaf=1, min_samples_split=2,\n", " min_weight_fraction_leaf=0.0, n_estimators=100, n_jobs=None,\n", " oob_score=False, random_state=2018, verbose=0,\n", " warm_start=False)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rf_class = RandomForestClassifier(n_estimators=100, \n", " random_state=2018)\n", "rf_class.fit(img[:train_img_count].reshape((train_img_count, -1)), \n", " label[:train_img_count])" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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f3jwsnT+HIt8WRqFQ0KNrZ548e8azwIzRnbx0xSqsrLJzZO9vHNi1nZevXrHW20ffsbT+WS/ee/L0KT36DeK78uXo1O4nPSb8W748eVgyz50ihQv9VRc6vcvtOotO7X+iSOFC+o742dJrvUjpGL8fvhkxeADHD+wmT+5cTJ81R89pk0qpLmd0SoUi1f7SmzRr1MTExGi7m997/zguLu7/3n6BIvmoY18jSZlCAQqlkgsnr/Ai4iUajYZDO49RtOy7Mefw4AisbbNrl7eyzU5ESCTGKmOCn4Ti3N2FsZ2nsHXVb9jltSX0me6HnjKKoOBgHHr3x0ip5Neli7DIlo3DR49rJykCoNFgnA7n1ty6cxf/3b8nKdNoSJdZkxNw6DCtWzRDpVKRzdycFvY/cvrceX3HApKvFwCnz56ja69+tLRvymRnx3TzC+/2nbv4796TpCwqOpp9AYfw9t1Eu649WfzLr5y/eJlBI8bqKeXnSa/1IrljrEFDcHAIDx8/BkBlbExL+6bcuHVbHxGTlVJdFulbmjVqTE1NP2q8vH9sZmb2f29frdbQa2wXcuZ5N+bZuF19Ht15yi6ffVSsVQ5zy68AqFq/EnevPwDgzOELNGpTFwDrnFZ8V70MZ49dRGVizIzVE8hhZw1As84/cOPibe1ZVSKpqKgoevYfQsN6dXB3ddHOmQkJDWXO/EW8fRtLYmIia3020KRRAz2n/ZhSocDNYx5PnwUCsHHLVop+W5hcdjn1nOzzlChejL0HDgIQn5DA4aPHKVu6lJ5TpVwvrt+8xYixzsyYOjndncmnUCqZ6Tmfp4F/1QW/7ZQvW5pLfx5ls/dqNnuvZnC/3lQoX5Yl89z1nPbT0mu9SO4YF/22MOcuXMJ97kISEhJQq9Xs2ruPKhUr6DntOynVZZH+pdlPUzs7O169ekVcXJy2hyYsLAwTExMsLf//uSpP7j3j19neOM8bgdJISURIJHPHLyU8OJIcOa1wWeGMQqkgLCiCJdNWAbBx2Tb6je/OvM0zUCqVrJu/kZCnYQAsdVnNxIWjUBopefogkEVTVv7fGQ2V7yY/goKDCTh0lIBDR7XlK5cs4OmzQNo79CAxMZHKFSswoE8vPSZNXpFvC+M8ZiRDR40lUa3GLmdOZn9wCm965zhyOK7uc2jetiNGSiOqVqlIr25d9R0rxXphZZUdjUbDvEVLmbfo3RyrvHlzM999pr6iahUpXAjn0SMYOnocarUau5y2zHKZqu9Y/0l6rRcpHWObHNbMmruAdl17olAq+a5cGYYP7q/vuMCnP+OyZ9fPXMvUpDDgS9QpNGk0OzImJoaqVauyYsUKqlatCsDixYs5duwYGzZsSHG9nyr0SIs4acb3cPoaAxYis9CoE/Ud4YsplOnjGixfIqMd54x4jE0scuh0f7WKtUi1bR27tTPVtpUa0qynxszMjFatWjFt2jRmzpxJWFgYq1atwsUlfV7gTAghhMgMdD2nbfny5Rw8eJD4+Hg6depElSpVGDduHAqFgiJFijBlyhSUSiWLFi3i8OHDGBsbM378eMqWLcujR4+SXTYladoH5ezsTJkyZejevTtTpkxh8ODBNG3aNC13KYQQQohP0OXZT6dOneLChQv4+vri5eVFcHAwbm5ujBgxAh8fHzQaDQEBAVy7do3Tp0+zefNmPD09mTbt3ZSA5Jb9lDQ93cPMzIxZs2Yxa9astNyNEEIIIdKh48ePU7RoUQYPHsybN29wdHRk06ZNVKlSBYDatWtz4sQJChYsSM2aNVEoFOTJk4fExEQiIyO5du3aR8s2atQoxf1ljHNYhRBCCJEqdHnvp+fPnxMYGMiyZct4+vQpAwcORKPRaIfAvvrqK16/fs2bN2/Inv3vS668L09u2U+RRo0QQggh0kT27NkpVKgQJiYmFCpUCFNTU4KDg7XPR0VFYWFhgbm5OVFRUUnKs2XLlmT+zPtlP8Vwz+sSQgghhF5VrFiRY8eOodFoCAkJISYmhurVq3Pq1CkAjh49SqVKlahQoQLHjx9HrVYTGBiIWq3G2tqakiVLfrTsp0hPjRBCCJGJ6PIu3fXq1ePMmTO0bdsWjUbD5MmTyZcvH5MmTcLT05NChQrRuHFjjIyMqFSpEh06dECtVjN58mQAnJycPlr2U9LsOjX/lVynRgjxOTLa9VMgY15DJaMd54x4jHV9nZqGpdqm2rYOXNuSattKDTL8JIQQQgiDIMNPQgghRCaSHu+unVqkUSOEEEJkIro8pVvXZPhJCCGEEAZBGjVCCCGEMAgy/CSEEEJkIro8pVvXpFEjhBBCZCK6vku3LqW7Rk1Gu+5LpTJt9B3hi5297KfvCF/GgN+A4r/LiNcjIX1dFuyzKAz4V70wPOmuUSOEEEKItCOndAshhBDCIMgp3UIIIYQQ6Zw0aoQQQghhEGT4SQghhMhEDPnsJ+mpEUIIIYRBkJ4aIYQQIhORs5+EEEIIYRDk7CchhBBCiHROemqEEEKITMSQ7/1kuK9MCCGEEJmKNGqEEEIIYRBk+EkIIYTIRAz5OjU6adTExcXRpk0bxo8fT40aNXSxyySOHj/BvMXLiI+Lp0iRwvw8cTzm5l/pPEeRYoUYN20Y5hbmqBMT+dl5Djeu3tY+7zh5CPm/ycvQXs4AmGf7ikNnt/Hg3mPtMu4uiznzxwW+/iYv02Y7kd3akuioGCaMcuXhB8vpgs+mLWzy24ZCoSBfvrxMHT+OHNZWAASHhNClVz+2rF+LVfbsOs31KRqNhonTplOkcGF6OHTm7dtYZsz24Oq162g0UKZ0SSY4jiFLFlN9R/3I7bv3cHP35M2bNyiNjJjs7EipEsX1HSsJ/917WOPtgwIFWbKY4jxmJKVKltA+P2vOPB4/fcriuR56TJmygENHWPzLSpQKJZaW2Zg6YRz58+XTd6yPZLT3nvu8hewLOISlRTYAvinwNR6uLqxcs44du34nMTGRZk0aM7Bvr3T1hfvPz4sPjRjrjK2tDRMcR+sp3X9nyKd0p/nwU2xsLKNGjeLOnTtpvatkRT5/zqSfZzB3liv+fhvIlzcP8xYt0XmOLFlMWebtwerlvnRo2oflC9Yxc/5E7fM/2NejaatGSdYp+11Jzp2+TPumfbR/Z/64AIDb/ElsXr+T1g27s3TuajyXTtPp67l24yZr1/vi9etytm3wpkD+/CxavgKAnbt+p0e/wYSGhes007+5/+AhfQYNZX/AIW3ZL6vXkJiYiJ+vF36+64iNjWXlmnV6TJm8mLdv6T9kBD27dWHz+rX0792DcZOm6jtWEg8ePsJzwWKWLfBki89a+vXuwQjH8drn9+wPYNeeffoL+C/evo3FefI05s12Y4vPWurUqombx1x9x/pIRnzvXbx8BfcZ09iyfi1b1q/Fw9WFoydOsvfAQTauW8U2Xy9OnzvP3gMH9R1VK7nPi/dWrfPm/MVLekgl/k2aNmru3r1L+/btefxYtz0IHzr552lKlSxBga/zA9Dhpzbs2rMPjUaj0xzVa1fmyaNnHD90CoDD+08wZvBUAAp+W4CeAzqyfMHaJOuUr1gay+zZ8N62hI27V9K+a0sActrZULDw1/y+MwCA44dPYZbVjBKli+js9ZQqUZzf/DaSzdyc2NhYQsPCyG5pQWhYGAePHGXZAk+dZflcvpv9aNOyBY0a1NeWVfquPP169UCpVGJkZETxYkUJCg7WY8rknfzzFPnz5aX29+96OuvVroWH23Q9p0rKxMSEaRPHYWtjA7yrI+EREcTHx3P/wUNWe62nf5+eek6ZMrU6EY1Gw+s3bwCIjo7B1CT99dhltPdeXFwcN2/fYdW69bTu5MBIp/EEBQdz8PBRmjZuRFYzM0xNTWnVvCm79uzVd1yt5D4vAM6cO8+JP/6kXZtWekr2/1Ok4n/pTZoOP509e5bvv/+eoUOHUr58+bTcVYqCQ0LIZWenfWyX05Y3UVFERUXrdAjqm4L5iQiLZOpsR4qVKMzrV2+Y67YMs6xmuM4dz6TRMylZtliSdRISEzly4CS/LvXBysqSlRvmERYaQURYJGEh4UkaZiHBYdjlsuXGVd31iKmMjQk4fJSpM2ZiYqJicL8+5LS1Zd5sN51l+BLvu4lP/nlaW1ajWlXt/wcGBeHtu4kp4510nu3fPHr8BJsc1kx2ceXWnbtkMzdn1LDB+o6VRN48ucmbJzfwrtvefe4C6tWuSXx8PM5Tfmb65Alcu3FTzylTljVrViY5O+LQuz/ZLS1JVCfitXK5vmMlKyO990LDwqlSqQJDB/bj20IFWePtw7Ax47C2sqJq5Ura5exy5iQkNEyPSZNK7vMiNCyMmXPmsWyBJ5u3btdXtP+bDD/9Rx07dsTR0REzM7O03M0naTSaZMdolUa6PfHLWGVEzXrV8PPxp1Pz/vis2cri1bNwnTsB3zVbuXv7wUfr/LJgHcvmryU+Lp7QkHC2+OykQeNaKJQK/tnPpFAoSFSrdfNiPtCgbm2O7d/NwL696T9sFGo9ZEgN127cpHvfQXRq/xN1an2v7zgfSUhI4NiJP2jbuiUb162ic4e2DBo+mri4OH1H+0h0TAyjnSfy5Okzpk50ZrKLG53bt6XIt4X1He2Tbt+9x7KVq9ixaT0Hf99Jv57dGek0Xue9up8ro7z38uXNw9J5cyhSuBAKhYIeXTvz5Nkz1Bo1H340azQalMr0e0JufEICjhOm4DhymLY3UqQ/6bcGpZJcdnaEhv3d+g8NC8PCIhtZddzQCg2J4MHdR1y5eAN4N/xkkzMHlauXp2vvdmzavZLBo3pRoXJZFq+ZBUCnHm3IlSendhsKhYKEhASCn4ViY2udZPs57WwICdLdr5zHT54mGVNu3dyeoOBgXr16rbMMqeX3ffvpN2Q4I4YMpG/P7vqOkyxbGxsKFvyGsqVLAVC/Tm3UajVPnwXqNdc/BQUH49C7P0ZKJb8uXUR0dAznL17Cy2cjbTt3Z/HylZy/cImBw9Pf5MqTf5ziu3JltRODO7b7ibv37vPi5Us9J0sqo733bt25i//uPUnKNBoNeXLlSjL3JywsHLucOf+5erpx7foNnj4LxH3uQtp27s4mv+3s3R/AlOnpr3csMzP4Rk2NalW4fPUajx4/AWCT33bq1a6l8xzHD58ib/7clChdFICKVcoSGf6c+pXbaCcBL/Zcxfkzlxnc493wx3eVytCjfycALCyz0bqDPXv8DxESHMaTR89o0vzdWG+N2pVRq9XcuXlfZ68nLDycsROn8PzFCwB27dnHt4UKkT27pc4ypIbDR48z02Muvyych32TH/QdJ0W1alTnWWCgdvjm7PkLKBRoh3vSg6ioKHr2H0LDenVwd3UhSxZTctnl5ODvO9nis5YtPmsZ3L8PFb4rx9L5c/Qd9yMlihfl7PkLhEdEAnDwyFHy5smdbs4gei+jvfeUSiVuc+ZpG+Ab/bZR9NtvqVenFrv27CM6Joa4uDh27NpN/Tq6/2z+XOXLluHAru3autz+p1Y0btSAaROd9R3tiykUilT7S28M/jo1OaytcZk8gVHjJhAfH0/+fHlxnTpZ5zkiwiIZ0XcCE6ePxCxrFuLi4hnZfxJxsSkPH7hNnscktzFs3b8GY2NjNqzdxp/HzwLgNPRnpswcS7+hDsTGxjFm0BSddpNX/K48/Xp0p9eAIRgZGWFra8N894z3i2XO/EVoNDBl+kxtWflyZZjoNEaPqT5mY5OD+e4zmTHLg5iYGFQmJsyd7YapafqZyOq7yY+g4GACDh0l4NBRbfnKJQvS7Rfuh6pWrkSPrl3oNWAwKpUKSwsLFnjM0nesj2S0916RwoVwHjOSoaMdSVSrsctpy+zpU8mdKxd37t6jc48+xCckUK92LVrY/6jvuCKDU2h09E1YrFgxVq9e/a/XqYl7FaGLOKmmUpk2+o7wxc5e9tN3hC+TDn8NCPGfpNP5OQYlA35emFjk0On+ulbtl2rb8j71S6ptKzUYfE+NEEIIIf6WHk/FTi0GP6dGCCGEEJmDznpqbt26patdCSGEECIFcp0aIYQQQoh0Tho1QgghhDAIMlFYCCGEyETS4/VlUos0aoQQQohMRObUCCGEEEKkc9JTI4QQQmQihnydGmnUCCGEEJmb1FC2AAAgAElEQVSIDD8JIYQQQqRz0qgRQgghhEGQ4SchhBAiEzHkU7qlp0YIIYQQBkF6aoQQQohMxJAnCqe7Ro1GnajvCF/kzKXN+o7wxYY3d9F3hC8y33+SviN8sYxWjwEUSiN9R/gi6oQEfUf4YhmxXiiN093XxCcpjDJWXn2Q4SchhBBCiHROmrRCCCFEJmLIF9+TnhohhBBCGARp1AghhBDCIMjwkxBCCJGJKA139EkaNUIIIURmImc/CSGEEEKkc9JTI4QQQmQicvE9IYQQQhgEGX4SQgghhEjnpFEjhBBCCIMgw09CCCFEJqI04CsKS6NGCCGEyEQMeU5NmjZqHj9+jKurK+fOncPMzIymTZsycuRITE1N02yfO3fvwctno/bx6zdRhIaGst9/KzlyWBMcEkLX3gPY7L0aq+zZ0yzHl0gp829+G/CYv4gHjx6jUatpYf8jvbp10Wm2nwa3okLd8kS9igIg5Ekov05dC4CZuRmjFg7Da6YPj289SbJeVnMznFeOYevSnVw4cgmAwmUK0W5oa5RGShLiEtgwb8tH66Uln01b2OS3DYVCQb58eZk6fhw5rK3YsGUrW3f48zY2lpLFi/HzRGdMTEx0lutTAg4fZcmKVSiVSiwssjHV2ZH8+fICvKvLfQay2WtVuqnLyR3j7JYWeMxfyPE/TpGYmEiPLp1o/1NrfUdFo9EwabobRQoXonvnjiQmJjJn4RJO/HmaxMREunXuQPvWLbn34CHOU/++s31iYiJ37z9gjqsLDevW1m3eGbMoUqgg3Tt34OWrV8zwmMetO3cxM8tCy6ZN6NS2DQBnzl9g7uLlJCQkYGpqiuOIIZQpWUJnWf/JZ5Mfvlu2ksXUlILfFGDCmJFMm+nOk6fPtMs8Cwyi4nflWOgxU285P+S/ew9rvH1QoCBLFlOcx4ykaJFvcXX35PzFd59pNatXY9SwwRgZZaw73BuyNGvUxMXFMWDAAL799ls2bNhAREQE48ePB2DcuHFptVtaNG1Ci6ZNAIhPSKBn/yH07taFHDms2bl7D0t+WUVoWHia7f+/SCnzOp8N2OXMiefM6UTHxNCmUzcqfleOcmVK6yxboVLf8Ou0Ndy/+jBJealqJWk3pBXWuXIku173CV3I8pVZkrKeE7viNcuXW+fvUK5WWbqP74JLd918gF27cZO1633Zsn4t2czN8Zi/iEXLV/B9tSr4bNqC14plZMtmzmjniazz3Uif7g46yfUpb9/G4jx1Olu8VvF1/nx4+W5ipud8FnvOfleXV6SvupzSMS5W5FsePn7CNl8voqKj6dq7PyWKF6NMqZJ6y3r/4UNcPeZx5foNihQuBMCW7Tt59OQJft6riY6OwaHfIEoUK0qZkiXYtPZX7boeCxZTpHAhnTZo7j98hJvnfK5cv0mRQgUBcF+whKxmZmz1Xo1arWaE8yTy5s5N9SqVcJzswlLPWRQvWoSjJ/5goosbO3zX6Szvh06fO88qLx+8f11Krpw58f99L9NmuuPp9ndD8er1G4weP5kJY0fqJeM/PXj4CM8Fi9nkvRpbGxuOnjjJCMfxdO3UnufPX7BtgzdqtZru/Qay90AATRv/oO/IX8SQT+lOs4nCly9f5vHjx7i5uVG4cGGqVKnC8OHD8ff3T6tdfmT1uvVYW1nRrk1LQsPCOXTkGMsWeOhs///Fh5mdRg1n9LBBAISHRxAXF4f5V1/pLIuxyoj8RfLRqFMDJq5xop9LL6xyWgFQ76farJ7uzauIlx+t92O3H3h2L4jA+4FJyhVGSrJmywpAlqymJMQlpP2L+EupEsX5zW8j2czNiY2NJTQsjOyWFuzctYfunTtiaWmBUqlk0rixNP+xic5yfYpanQgaDW+i3vWSRcfEYGJi8nddnj9HzwmTSukYBxw+Qqtm9hgbG2NpYcGPjRry2+979Zp1g9922rSw54f6dbVlB48eo6X9jxgbG2NhkY0mDeuza8++JOudv3iJA4eOMNFxtE7zbty6ndbN7GlUr4627Mat29g3boSRkREqlYpa1aux//BRVCoV+7ZvonjRImg0Gp4GBmFpaaHTvB+6fvMW1SpXJFfOnAA0qFubI8dPEh8fD0B8fDwTf3bFccRQctnZ6S3nh0xMTJg2cRy2NjbAu7odHhFB5/ZtcXdzQalU8uLlK16/foOlhf6O7X+lUKTeX3qTZo2aQoUK8csvv/DVB1/CCoWCuLi4tNplEs9fvGCtzwYcRw4FIKetDXNnzeCbr7/Wyf7/i39mVigUGBsb4zzlZ9p07k6lCt/xTQHd5be0seTWhTv4r9zN9B6zeHDtIQNd+wCwaOwyHt18/NE6xSsVo2j5b/Fftfuj57xm+tJ9fBdct0yj48h2bJi3Jc1fw4dUxsYEHD5Kw2atOXfhIq2a2fPoyRMinz9nwLBRtOncjSUrVpEtm7lOc6Uka9asTHQajUPfQTRo1hrfzVsZOXjAB3U5v74jfiS5YxwcEkouu5zaZexy2hISGqrHlDB+9Aia/tAoSVlwSJj2ixf+yhkWlmQZz8XLGNK/j05/XAA4jxpO0x8aJCkrU7IEu/buJz4hgejoGAKOHCU8IgJ49+8QERnJD63bM3fJcnp07qjTvElylirJ6XPnCQwKBmDHb7uJj4/nxct3P4i27tyFrY0NDXTY8/Vv8ubJTe2a3wPvhv3c5y6gXu2aqFQqVMbGzF24hKat25HD2poK35XXc1rxoTRr1FhbW1OjRg3tY7Vajbe3NxUrVkyrXSaxZftO6tWuSb68eXSyv9SQUma3aZM5utefV69esezXNTrLExEUyWLH5QQ+CAJg/4aD2OS1IUdu62SXt8ppRdshrVg93QuNWpPkuWxW2eg6tgOewxYyvu0U1kz3ot/PPTHJotu5Kw3q1ubY/t0M7Nub/sNGkZCQwB+nz+Dh6sLGtb/y6tUrFi5drtNMKbl99x7LV61lu+86An7bRt8eDoxynoRGo/n3lfXon8dYo9YkmZioAZTK9DcHQa1RJ/npqdFoMFL+/RF58cpVnj9/QdMfGuoj3kdGDRmIQqGgY89+jHSeRLXKlVAZ/z2jIIe1Nfu3b2bdsoVMcZ3No8e6m7/2oYrlyzGgdw9GOE2gY4++KBRKLC0sUKlUAHhv2ES/nt30ku3fRMfEMNp5Ik+ePmPqRGdt+cihgzhxcC95cudm+kx3PSYU/6Sz69S4ublx48YNRo/WTbft3v0HadWsqU72lVr+mfnEn6e0cyayZs3Kjz805Mat2zrLk7dQHqr8UClJmUIBiQmJyS5foV55TExNGOI+gPG/juXrYl/TZlBLarX4nm/LFiIi5Ll2YvCl41dITEgkVwHddDc/fvJUO7kPoHVze4KCgzExMaFB3TqYm3+FSqWiWZPGXLpyTSeZ/s3JU6cpX7a0dmJwx7atuXv/gfYXbnqT0jHOmdOGsA/m/oSFhWOX01YfET8pt50dYeEf5AyPwO6Dnpu9Bw7S/MfGKJXp4/JeUVFRjBjUDz+vVSyf74FGoyF/vry8fvOGg0eOaZcrUawoRb8tzJ37D/SUM5pK35Vn07pf2bBmBfVq1wTA0sKCG7duk5CYSKUK6a+3Iyg4GIfe/TFSKvl16SIssmXjwqXLPHz0rodaZWxMq+ZNuX7zlp6TfjmlQpFqf+lNmr87NRoN06dPx8fHhzlz5lCkSJG03iWvXr3m8dNnlCtbJs33lVqSy7zvwCGWrVyNRqMhLi6OvQcOUbVSBZ1l0mg0dBj+k7Znpnarmjy7F8iLsOS/VAM2HmJyJxdce7vj2tudx7ces3XJDo7tPMGze4HkKZibnPnefZl9U6IAJllMCH2im2GIsPBwxk6cwvMXLwDYtWcf3xYqRNtWLdh34CBv38ai0Wg4eOQopUoW10mmf1OiWFHOnb9EREQkAAePHCNvntzp5kynf0rpGDeoW4dt/rtISEjg1evX/L7/APXT0VDDe3Vrfc/233Zrc+45EKD9AgY4d/ESVXT4/vs3m3f4s2TlagAiIiPZ5r+bHxs1wEhpxBQ3dy5cvgrA3fsPePj4sd7OfgoND6fXoOHauWEr1njx4w8NUCgUnL1wkSoVK6S7U4yjoqLo2X8IDevVwd3VhSxZ3p2xe+rMOWbPnU9CQgJqtZpdv++laiXdjD6Iz5Omp3Sr1WomTJiAv78/c+fOpWFD3XTbPn76FFubHEm6YtO75DKPHj6Y6TM9aNO5OwAN6tSmS4d2OssU+CCIjfP8GOTWD4WRghehL/l12n87gyL0aRi+czbRb3ovNBqIfxvH8omreBsdm8qpk1fxu/L069GdXgOGYGRkhK2tDfPd3cidy45Xr17ToXsv1ImJlChejMnDh+ok07+pWqkiPbp2pNegYahUKiwtLJg/21XfsVKU0jHOZZeTp8+e0bZLd+ITEmjXuiWVK3yn77gfad+6JU+fBdKue28S4uNp26oFlT6YL/HoyVPy5s6lx4RJ9XbozAQXN35y6IVGo2FQnx6ULvGuQT7XzQX3BYtJSEjARKXCbcoEvfWOFSzwNb27daZLr/6oNRoqlCuD8+h3Zzk9TmfH9D3fTX4EBQcTcOgoAYeOasuXLZxLeHg4bTt3R6FUUKF8OYYPGajHpP+NwoAvvqfQpOEAvaurKz4+PixcuJB69ep91jqxL/Q7gTAzGNFihr4jfJH5/pP0HeGLadTJD9GlZ4p0OM/lU9QJujt7LrVkxHqhzEA/DgEURhkrL4CJRfKXxkgr4xs7//tCn8l1r1uqbSs1pNm//sWLF1m7di2jR4+mdOnShH1wFoGtbfobTxdCCCFExpZmjZq9e99dh2LOnDnMmZP0ehrXrl3DOIO1/oUQQghDkB4n+KaWNGtZODk54eTklFabF0IIIcR/YMBtGt2d0i2EEEIIkZakUSOEEEIIgyATW4QQQohMxJDn1EhPjRBCCCEMgvTUCCGEEJmIIV98Txo1QgghRCYiw09CCCGEEOmc9NQIIYQQmYgBd9RIT40QQgghDIM0aoQQQghhEKRRI4QQQmQiCoUi1f4+V0REBHXq1OHevXtcu3aNWrVq4eDggIODA7t37wZg0aJFtG3blo4dO3L58mUAHj16RKdOnejcuTNTpkxBrVZ/cj8yp0YIIYTIRHR99lN8fDyTJ08mS5YsAFy/fp2ePXvSq1cv7TLXrl3j9OnTbN68maCgIIYOHYqfnx9ubm6MGDGCqlWrMnnyZAICAmjUqFGK+0p3jRqFImN1HmnUifqO8MU8/Rz1HeGLTG7nru8IX+znzWP1HeGLxUaG6zvCFzG1ttF3hC+mTtB3gi+nUWv0HeELZcCDbOBmzZpFx44d+eWXXwC4evUqDx48ICAggAIFCjB+/HjOnTtHzZo1USgU5MmTh8TERCIjI7l27RpVqlQBoHbt2pw4ceKTjZqM1YIQQgghxP9FoUi9v3+zdetWrK2tqVWrlrasbNmyODo6sn79evLnz8/ixYt58+YN5ubm2mW++uorXr9+jUaj0Q5zvS/7FGnUCCGEEJmIUqFItb9/4+fnx8mTJ3FwcODGjRs4OTlRu3ZtSpcuDUCjRo24fv065ubmREVFadeLiooiW7ZsKJXKJGUWFhaffm3/8ZgIIYQQQnzS+vXr8fb2xsvLixIlSjBr1iwGDRqknQj8xx9/UKpUKSpUqMDx48dRq9UEBgaiVquxtramZMmSnDp1CoCjR49SqVKlT+4v3c2pEUIIIYThmjp1Ki4uLqhUKmxsbHBxccHc3JxKlSrRoUMH1Go1kydPBsDJyYlJkybh6elJoUKFaNy48Se3rdBoNOlqFljcy4w1WTEjThRWJ2SsiXTTuizQd4QvJhOF017GnCicsd57GZFCmfEul2tqZafT/c1uNS3VtuW4fUqqbSs1yPCTEEIIIQyCDD8JIYQQmciXXDQvo5FGjRBCCJGJZMARus8mw09CCCGEMAjSUyOEEEJkIoY8/CQ9NUIIIYQwCNKoEUIIIYRBkOEnIYQQIhMx5OGnNG3U3Lt3DxcXFy5dukT27Nnp0qULffr0SctdAuCzaQub/LahUCjIly8vU8ePw9jICJdZ7ty6fQczMzNaNmtKlw7t0jzL59i5ew9evpu0j1+/eUNoaBj7d/qxZOVqzl24CEDNGtUYPXSQXiukRqNh0oxZFClUkO6dO/Dy1StmeMzj1p27mJlloWXTJnRq2waAqzdu4r5gMTExb1Gr1fTs0hH7xinfXTU1laxRkg6OHZnS6t1VKRs6NKRsnXKo1Wqe3XnGtnlbSYhPIEeeHLQa1pqvLL/CyNiIs3vOcMzvGABlapelYdeGqBMTeRn+ku0Lt/Mi9IVO8r/n//te1nj5oFBAlixZcB49gp2792jrBEBoWDg2NjnY6rNOp9n+6fDJP5nsPpej2zYSFxeP+9IVnL10GTOzLNSuWpl+XTuhVCq5++AhPUc6kT9Pbu26rs5j+CZ/Pr3kzijHWKPRMGm6G0UKF6J7547a8uCQULr2Hcjmdb9ilT07APcePOTnWR7ExMQAMHxgf76vViXdZAYY6TwRWxsbxo8eAcCtO3dx9ZjL6zdRmH+VlcH9+lC1UgWdZ34v4PBRlqxYhVKpxMIiG1OdHcmfL6/2+ZFOE7C1tWH8mJF6y/hfGfLZT2nWqImPj6dv375UrVqVadOmcf/+fUaPHk3OnDlp0aJFWu2Wazdusna9L1vWryWbuTke8xexaPkK4mJjyWqWle0b16NWqxk2dhz58uShTq3v0yzL52rRtAktmjYBID4hgZ4DhtK7WxeO/3GKh48f47d+DWqNhm59B7H/4GF+aFBPLznvP3yEm+d8rly/SZFCBQFwX7CErGZmbPVejVqtZoTzJPLmzk2tGtUYM2EqU53HUq1yRUJCw+jYqz+lS5agQBp/eeXIk4Omfe3hrzduobKFKFu3HAsGzichLgGHKQ7UaFWDo5uP0m5MO87tO8eZPWcwzZqFIYuGEHgvkBehL2gzvDXLRi8n5GEwBcsUpMukriweuihNs3/owaNHeC5YzCavVdja2HD0xElGOE1gv/9W7TLPAoPo3m8QrlMn6ixXch4/C2TeitW8vz756o2bCQ4NZcOyBZioVMyYv5jNv/1Ohxb2XLp+kyb1ajNh+GC9ZoaMc4zvP3yIq8c8rly/QZHChbTl/r/vYcnK1YSFJ70atKvHXFo1+5HWzey5ces2fYaM4MjvOzE21l3nfEqZAVZ7+3Dh0mV+aFBfWzbCaQL9e3WnVbOmhEdE0GvwcFYtno9Njhw6y/ze27exOE+dzhavVXydPx9evpuY6TmfxZ6zAVjl5cP5S5dp3LD+v2xJ6FqazakJCQmhbNmyTJkyhQIFClCvXj1q1KjBmTNn0mqXAJQqUZzf/DaSzdyc2NhYQsPCyG5pwfWbt2jetDFGRkaoVCpqf1+DfQcPpWmW/2L1uvVYW2WnXeuWJKoTiYl5S1x8PPFxccTHx2NiYqK3bBu3bqd1M3sa1aujLbtx6zb2jRtpj2ut6tXYf/gocXHx9O/VjWqVKwJgl9MWq+yWhIaFpWlGlamKDuM6smv5b9oyhVKBSmWMylSFkbERxiYqEuLeXa7+zJ6zXDz07hd5bPRbIgIjyJ7TityF8xB0P4iQh8EAPLjyACs7K6zsrNI0/4dMVCZMmzAOW5t3twMoVaIE4RERxMfHa5eZ6jqTbp07ULxoUZ3l+qe3b2OZNNuTkf16actu3LnHD3VqYWpigkKhoG71agQcOwnA5Rs3efD4KV0Gj6TbsDEcPP6HvqJnmGO8wW87bVrY80P9utqy0LBwDh49ztK5Hh8tn6hO5NWrNwBER8fo5XMjucwAZ85f4MSfp2nbqqW27PmLFwSHhtL8x3f39bHJkYOihQtx4s/TOkz8N7U6ETQa3vx11+jomL+P4ZlzFzjx5ynatW75qU2kawqFItX+0ps0a7bny5ePefPmAe+6IM+fP8+ZM2eYMiXt7xOhMjYm4PBRps6YiYmJisH9+hAR8Rz/3XspX64s8XFxHDh4WKe/Wj7H8xcvWOu7kY1rVgLQ0v5H9h08TMPmbUhMTKR6lcrU1WPPkvOo4QD8ceastqxMyRLs2ruf8mVLEx8XT8CRoxgbG2NqakLrZk21y23Z8RvR0TGUKVUyTTO2Ht6G07tOEfwgWFt27+I97py/yzhvZxLjEwl7GsapXe/u+npu39+vpWilohQoWQA/zy2oTFXYfZOL3IVyE3Q/iBLVSpDVIivZrLPxPOR5mr6G9/LmyU3ev4ZoNBoN7vMWUK92TVQqFQDHTv5BcHCI3odRZyxYQpumTShS8BttWeliRdl/9DgNatVAZWzMnsNHCI+MBMAsSxYa161Fm6aNefwskH5jJ5Arpw0lixbRefaMcozfD9H8cfrv+prT1oa5btNTWH4kfYeOxHvjZiKfP2fWz1N0/nmXXObQsHBmz1vIEk93tmzfqS23yp6dvLlzs/P3PbRuZs/TZ4Gcv3SFEsX005DMmjUrE51G49B3ENktLUhMVLPul8WEhoUza+4Cls5zZ/O2nf++oXQqHbZFUo1Oannt2rUJDQ2lXr16/3qHzdTSoG5tGtStzZbtO+k/bBQb1/6K58LFtO/agxw5clC9amUuXr6qkyyfa8t2f+rVqkm+vHkAWPbrGqyzZ+fw7h28jY1lhOME1q7fQPcuHf9lS7ozashA5i5eRsee/bCxtqZa5UpcupL0uK7y8sFny1YWe8wii6lpmmWp1rwa6kQ1Z/eeTdKjUqlxJaxyWTGj43QSExJpN7od9v3s2bnk7w+lCg0rYN+/GetdvHkd+RqALXM203p4G4xVRlz/4zrB94NITND9DUyjY2KYOG0GIaEhLJ3vqS338t1I7x4OGBkZ6TzTe5v9d2NspKRl44YEBodoy7u3b8PiNd70HOmEhflXNKpdkzsPHgEwbsgA7XIFv85Pozo1OXbqjF4aNe+l52P8pWJjY3GcNJWfJ46jzvc1uHz1GsMcnSldoji57HLqLVd8QgLjpvzMmGFDsLX5eEhp/mxXPBctwXvDZop++y21alTD2Filh6Rw++49lq9ay3bfdeTPl5f1G7cw3HE82bNbMnbEEG3Pnkh/dNKoWbJkCaGhoUydOhU3NzcmTky7senHT54SHhFBhfLlAGjd3B6Xme5ERUczauhgLC0tAFixem2SSV/pwd4DBxn3V28IwIHDR3EePRyVSoVKpaJF0ybsP3Q4XTVqoqKiGDGoH5YW747rynXrtcc1Li6OyTNmcf/hI9YuW0Te3LnSNEvFRpVQZVExbOlwjIyNUJm8+/+Y19GcP3CBuJg4AE7vPk2LIX93Hdv3s6d0rTKsdFpB0P0gAIxURkQERrBk+GLt4+9b1yQyODJNX8M/BQUHM2SUE4UKFuDXJYvIkuVdozDy+XOuXL3OvNluOs3zT/77D/I2NpbOg0YQnxBPbFwcnQeNYL7LJLq2acmIvj0B2HPoCPnz5CIxMZE1m/zo2LIZX2XNCrzrITEy0l+vaXo/xl/q7v0HvH0bS53vawBQtnQpChcsyJVr1/XaqLl+4yZPAwOZs/Ddeyo8IhK1OpG4uDimOjuiVquZP8tV26PUf/ho6tbUT8/0yVOnKV+2tPazrGPb1rjPX4Qq0BiP+Unzx8bGMW2Ck15yio/p5JOkTJkyALx9+xYnJyccHR3TbIw3LDwcx0lT2eK9Bqvs2dm1Zx/fFirE5m3beRMVxYSxowmPiMRvx294uP6cJhn+i1evXvP46TPKlS2tLStRrCh7DxyiSsUKxCckcPjYccqm8fDNl9q8w5+oqCicRw0nIjKSbf67mfXzJADG/+zK29hY1i5biJmZWZpnWTzs70m8VnZWjPhlJAsGzqdRt0aUrlmKCwfOo1arKVWzNE9uPAbgx75N+aZMQRYNWUjUyyjt+sYqYwbOHci8AfN4GfaSmq1r8vDqQ2Jex6T563gvKiqKngOG0tL+Rwb27ZXkuQuXrlCqZAmy6uC4fsq6BX/P5wgMDqHDgGH4LJnH1t17OXbqDJ5TJxDz9i0+W3fSrX0bjIyMOPrnaUxNTOj6UyuCQkI5ePwPls1y0Uv+jHCMv1T+fHl5ExXFxStXKV+mNE+ePuPeg4cU12NPGEC5MqXZt32L9vHSlat5/vKldpjKZZYHDh3b06h+XS5eucq9Bw+p+tecPF0rUawoGzZvIyIikhw5rDl45Bh58+Rm1xZf7TJLVqzixcuXGfTsJ8Mdf0qzRk1ISAhXr16lQYMG2rLChQsTHx/PmzdvsLa2TpP9VvyuPP16dKfXgCEYGRlha2vDfHc3rLJb4jzFhdYdu6LRaBjcvw+lS5ZIkwz/xeOnT7G1yYHqg3FvxxFDcPWYR4sOXTFSKqlaqSI9HTrrMeXHejt0ZoKLGz859EKj0TCoTw9KlyjOpavXOHD4KAXy56P7wGHa5UcM7EeNqpV1mvGQ7yHsBzRj5MpRJMYnEHQ/iO0Ld2BhY0mtNrV4EfaC3jP/vtTAiW0nOLfvLH7zttJzRi+USiWhj0PZ7LHpE3tJfb6b/QgKDibg8BECDh/Rlq9cvIDHT56kec/X/6NF44ZcvXmbDv2HkqhW0/rHH2j413yw6U6jcVuwBP/9B1GrExk9oDcFv86vl5wZ+RinxCJbNjzdXJg9dwGxcXEYGRkx2WlMuuuZ/qdJTmOYNtOdZavWkNXMjAWzXfXWoKxaqSI9unak16BhqFQqLC0smD/bVS9ZxJdRaDTvT8JMXSdPnqRPnz4cO3aMHH+dkufn54eHhwd//JHy2Q5xL8NTfC490qh1P8fi/6VOSNB3hC8yrcsCfUf4Yj9vHqvvCF8sNjJjvfdMrTPevIaM9t7LiBQZ8CIsplZ2Ot3fko6pN6Q6aINzqm0rNaTZKd2VK1emcOHCjBs3jnv37nHo0CHmzJnDgAED/n1lIYQQQqQJhSL1/tKbNGvUqFQqli9fjpGREbhxQTsAACAASURBVO3atWPy5Ml0796dbt26pdUuhRBCCJGJpelE4Tx58rBs2bK03IUQQgghvoAhTxSWu3QLIYQQwiBIo0YIIYQQBiF93SdACCGEEGkqPd6zKbVIo0YIIYTIRAy4TSONGiGEECIzMeSeGplTI4QQQgiDID01QgghRCaSAS+6/Nmkp0YIIYQQBkEaNUL8j737joriauM4/t2lWRALICq2qNhjj713MfZescZuxC72igWxl9h7b9FobCj2kqjRWGLUKKiggA3pbHn/IG4kgkhedmfF53MO57izszO/XXdn7zz33lkhhBCpgnQ/CSGEEF+Q1DxQWBo1QgghxBckFbdppPtJCCGEEKmDVGqEEEKIL0hq/kFL82vUfGYvtsrC/F7CpFh8Zpmn7BqpdIRkG9NiptIRks1z72ilIySLLjZW6QjJprayUjpCqhf1PFDpCMlmk9nJpPtLzWNqpPtJCCGEEKmCNGqEEEIIkSp8Xv0QQgghhPi/pOLeJ6nUCCGEECJ1kEqNEEII8QVJzQOFpVEjhBBCfEFScZtGup+EEEIIkTpIpUYIIYT4gqTmi+9JpUYIIYQQqYI0aoQQQgiRKkj3kxBCCPEFScW9T9KoEUIIIb4kMqU7BYwdOxZ/f382btxoql0abN6+k207dmNjY0O+r/IwduRwMma0M3mOpOj1esZNnoZL/vx069KRN29CmTpzDnf/vEfatGlo1qQxndq1UTqmwb/zDh3lgf/jp4b7nwYEUK5MaRZ5z1YwZXz/zvw2LIyJU2fw8JEfOr2epo0b0dOtiyLZilcpRofR7RnbZDwWVha0GNicAqXyExMZw62Ltzm6/hh6vd6wfsGyBfn2u8Z495n33jaK06BbffQ6PRFvI9g5dxcvAl8o8XQA8Dl5iiUrVqFWqcmYMQOTxo4mV86ciuV5n16vZ/w0T1zy58OtY3u0Wi1zFy3l3MXLaLVaunZsR9sWzQB4ExrKTO8FPHj4iOjoGHq5daZJowaKZT9w6DDrNm1BhYo0aWwYM9ydgi4FmDHHm6u/XQegaqWKDB08AAsLC8VyvpNQ3mJFi7Bq7QZ+PHgIrVbLt40a0K93T0W/cO8/8mPO8tWERURgoVYzZmAfihTIz9odezh44iRarY5GNavTu2PbeDlDw8Lo8v0IBnfvSp2qlRTLLz7SqFm8ePFHHzhw4MBP3smFCxfYtWsX5cuX//RkKeTyr1dYs2ETm9esJJtTVg4c+pnJM2biPWuGybN8zF8PHzF9the/37yNS/78AMyet4B06dKyb8dmdDodg4ePJmeOHNSoVkXhtAnnff81vXnrNkNHj2XsyGFKRfxAQpkXL1+BU9aseM+aQURkJC3adaJs6VKUKvG1SbM5ODvQpM+3hgNl3Y51yJw1M169vNHEamgztDWVm1bi3I/nsbS2pG6nOlRpVpk3IaGGbVhaW9JxTAfmfufNi4AXVG9VjeYDm7F67BqTPpd3oqKiGTNhMru2bCB3rpxs2LINT695LJ0/V5E87/vr0SNmeM3n99t3cMmfD4Bd+/bj9/gxuzetJSIiki7f9adIoYJ8XbQI46d58lWePHhOGs/zoCBadelO+bKlccqa1eTZHz7yw3vhEnZsWoujgwOnz51nyEgPOndoy6tXr9m7bRM6nQ637/px5LgPrg3qmzzjp+QdP2YER477sH3jWizUavoMciffV1/RsF4dRXJGRUUzcPwUxg/uT5VvynLq4mXGe83HvWc3jp89z8b5c1Cr1QyaMJWvzuak3t/HYb1ezyTvRYRHRCiS+79IxYUa4w8UjoiIYPz48ZQpU8bYu0rQ7Tt3qfjNN2Rzijv41KlVE98z54iNjVUkT2K27txNy2ZNqVentmHZ7Tt/0MS1IRYWFlhZWVG9SmWO+pxUMOU/Esr7TmxsLGMnT2PU0CFky+akQLqEJZR59DB3hn0f10APCXlBTEwsGWxtTZrLysaKjmM6sH/ZAcOynAWd+c33NzSxGgBunrtJieolACj8TSGs01izbdb2eNtRq9WoVJA2fRoArNPaoInRmOhZfEin06LX63kbFgZAREQkNtY2iuV537bd+2jZtDH1a9c0LDtx+gzNGjfC0tISO7sMNKxbm4OHj/ImNJSLl3+lb89uADhlzcqmlcuxs1Om2mttbc3kcaNxdHAAoFiRwoS8eEHHtq2Z4zkVtVrN6zehvH0bRkaFMr4vsbxHj5/AtWF90qVNi42NDc2bNObgz0cUy3nx2m/kzJ6NKt+UBaB6hW/wHDWMkxcu07BGVdKmSYONtTVN6tbi55OnDY9bvW0XBfLmJn+ePEpFTzaVSpVif+Ym0UrN+5WYiIgI/P39KViwIFFRUaRLl+6TdzBv3jzKly+Po6MjV69e/f/S/gdfFy/K5u07CQgMJEf27Ow7cJDY2Fhev3lj+JCZg3cVjfMXLxuWfV28GAcOHaZUyRLExsRw/ORJLC3NYxhUQnnf2fPjARwdHKhTq4apY31UQplVKhWWlpaMHj+JYyd8qVOzOnnz5DZprtburbj400UC/go0LPO785iSNUty/dQNtBotZWqXxs4+AwA3z93i5rlb5C+ZL952YqJi2DV/D4MWDiQ8NBy1hZpFg5eY9Lm8L126dIwfM5IuPfuQKWNGtDotG1f9oFie93kMGwLAhcu/GpY9ex5MtvcqL05ZHfnzwQP8nzzFwcGejVt3cO7iJWJiY+naoR15c+cyeW4A5xzZcc6RHYirEsyZt5Ba1atiZWUFwLxFS9m6czfFihSmTOlSimR8X2J5Q0JeUKVSBcN6Tlmz8jwoSKmY+D8NxD5TJqYuWMK9h37Ypk/H4O5deR4SQvmS/1RuszrYE/Qirkv30rXrXL15i0VTxtN/7GSloov3JFmpuXDhAs2aNaN///68ePGCWrVqcfbs2U/a+LVr1zh8+DCjRo36v4P+V2VLl6Jf7x4MGTGGdl17oFapyJjRDitLK8UyfarhQwahUqlo28mNwcNHU6l8+c8i98at2+nTs5vSMZJl5tRJnDl2iDehoSxftdZk+63ctBI6rY7Lh3+Jt/zktpM8f/ScwYsG0mfOdzy67Yc2VvvRbWX7Khv1u9Rldg8vprSbxvHNPnSb1NWY8T/qz/sPWL5qDT/u2MyJn/fzXXc33Ed5xBsXZE50el28urxer8dCrUaj0fA0IJD06dOx/oclzJoyAa+Fi7n9x10F00JEZCTDxozj8ZOnTBo3xrDcfVB/zp04Qo7s2Zk2c46CCeP7d16dXoeK915v9KjVyl1lRKPVcO7KVVo0rMeG+bNp18SV7ydNj6vqv1+R0MdVRZ8FBTNv1TqmDP/eLMYtiThJvoO8vb3ZsmULdnZ2ODo6snnzZmbPTnrgZ0xMDGPHjsXDw4OMGTOmSNj/Ijw8nHJlSrNj0zq2b1hDrRrVAcxyoPC/hYeHM3TQAPZu38yqpQvRoydXLvMYZJmYO3fvotFoKVemtNJRPsm5CxcJCg4G4ioLjerX444Jv6y+aVCOXIVyMfQHd3p59sTK2oqhP7iTPmN6fHeewqu3N0vdlxHxNoKQgI8P+C1crhAPbz0yDAw+9+N5suXNRnq7T6+spqTzFy5RumQJw8Dg9m1acf/BX7x+80aRPEnJ7uREcEiI4XZwyAucsmY1VHSbN3YFIHfOnJQu8TU3b99RJCdA4LNndOnZBwu1mtXLFmOXIQPXrt/gkZ8/AFaWljRv4qp4w+udhPJmz5aNoPdf7+AQnJxMP0bpHYcsWfgqZ06KFyoIQI2K5dHpdKhUakJevjSsF/zyJU729hw/e4Go6GgGT5hGx0HDuHP/AQvXbmD3IeW60D6VSpVyf+YmyUaNTqfD0dHRcLtAgQKftOElS5aQJ08eGjVq9N/TpYCg4BC69x1AWFg4ACvXrKNR/Xpm2Rf4bzt272PxDysBCHnxkt37DtC4QT2FU33cr1d+o8I3ZT+L1xfgyPETLFu5Br1eT0xMDEeOn6D8333qprBgwCK8es3Fu888Vo1ZTWxMLN595lG0YhHauLcCwDqNNdVbVeeqz8e7b5/ce0L+EvmwzRw3Jqh4leK8fPaS8FBlBjAWKVyQX69eI+RF3BfCiVOncc6RncyZMimSJyk1q1Vh30+H0Gg0hL59y+HjPtSqXpWcObJTpFBB9v98GIAXL1/y2++3KFq4kCI5w8PD6d5nIHVr1WDOjKmkSRM3TunSL1eYPW8BGo0GnU7HwZ+PUKGc6d7LiUksb63q1Th4+CgRkZHExMTw40+HqP33SacSKpcrTcDzIO7cfwDA1Zu3UKmgQ7PGHPY9Q2RUFDGxsfx0/CQ1KpWnc8um7Fu1lC2L5rJl0VyKFMjP4O5daeWq3Kw48QlTurNly8bJkydRqVSEhoayefNmcuTIkeSGDxw4QHBwMKVLx52xx8bGotVqKV26NNeuXfv/k3+ir/LmoadbFzp274Vep6d0qRJ4jDCfGTkf06tbF8ZMnEKLdp3Q62FAn14UL1ZU6Vgf5ff4MTmyZ1M6xicbPmQQUz1n07J9ZwBq16xB5/ZtFU4Fl3/+hdxFcjNi9TDUajUXD13ixunfP/qY+789wHfHKfrP7YtWoyXibQRrxq8zTeAEVPimHN06d6JH3wFYWVmR0c6OhV6zFMuTlLYtmvHkaQBt3HqiiY2ldfOmlPt7TMo8z2nMmDuPHXt/RK/T0aeHG8WLFlEk59Yduwl89gyfk6fxeW/A6vJF8wgJCaF1RzdUahVlSpXk+4H9FMn4vsTyrlq6kLq1atDRrRexmlhqVa9G08bKnQQ7ZM7MnHEjmbV0JZFRUVhbWTHbYySlihXhgZ8/bkNHoYnVUL1ieRrXrqlYzpSQmn/7SaVPooP7xYsXTJ8+nfPnz6PT6ahYsSLjxo0jaxJTGZ8+fYpG88/Mi3Xr1nHz5k28vLzI85FR4jGhyl1TQ4iUMqbFTKUjJJvn3tFKR0gWnZnNYPwUaivzHxP3uYt6Hpj0SmbGzqW4Sfe3b9DCFNtW80WDU2xbKSHJSo29vT3e3t6EhYVhYWFB2rRpP2nDzs7O8W7b2dmRJk2ajzZohBBCCCH+qyQbNXfv3mX06NEEBAQAkC9fPmbNmkXu3Kad9iqEEEKI/9/nMubxv0iyUTNx4kSGDBlCjRpx1xw5duwYHh4ebNq0KVk7cnd3/28JhRBCCCE+QZKzn6Kjow0NGoB69eoR9vcVQoUQQgghzEWijZqAgAACAgIoXLgwK1as4OXLl7x584ZNmzZRrlw5U2YUQgghRApJzdepSbT7qXPnzqhUKvR6PZcuXWLbtm2G+1QqFePGjTNJQCGEEEKknC9yTM2JEydMmUMIIYQQ4v+S5EDhR48esWnTJiIiItDr9eh0Op48ecLmzZtNkU8IIYQQKSgVF2qSHig8dOhQ7OzsuHPnDkWKFCEgIAAXFxdTZBNCCCFEClOpVCn2Z26SrNTExsYyePBgNBoNRYsWpW3btrRq1coU2YQQQgghPlmSlZq0adMSExND3rx5uXXrFmnSpDFFLiGEEEKIZEmyUtO0aVP69u2Ll5cX7dq148yZMzg5OZkimxBCCCFSmBn2GqWYJBs1nTt3pnnz5tja2rJx40Z+//13qlataopsQgghhBCfLNFGzeLFixN90N27dxk4cKBRAgkhhBDCeMxxgG9KSbJSI4QQQojUIxW3aRJv1EglRgghhBCfE7Or1OhiY5WOkCwqiyQnkJkdldpC6QjJ8rm9JwCmb//8fpV+gdsSpSMky+A1fZSOkHx6vdIJkk2v1ykdIVksbTMoHcHsqVNxqcbsGjVCCCGEMJ5U3KZJ+jo1ABEREfzxxx/o9XoiIiKMnUkIIYQQItmSbNRcuHCBZs2a0b9/f0JCQqhVqxZnz541RTYhhBBCiE+WZKPG29ubLVu2YGdnh6OjI5s3b2b27NmmyCaEEEKIFJaaf/spyUaNTqfD0dHRcLtAgQJGDSSEEEII8V8kOVA4W7ZsnDx5EpVKRWhoKJs3byZHjhymyCaEEEKIFGaGBZYUk2SlZsqUKRw4cIDAwEDq1q3LnTt3mDJliimyCSGEECKFqdSqFPszN0lWauzt7fH29jZFFiGEEEIYWWqu1CTZqKldu3aCg4F8fHyMEkgIIYQQqYNWq2XcuHE8fPgQCwsLPD090ev1jB49GpVKhYuLCxMnTkStVrN48WJ8fX2xtLTEw8ODEiVK4Ofnl+C6iUmyUbNx40bDvzUaDceOHSMmJiZlnq0QQgghUq2TJ08CsG3bNi5dumRo1AwZMoQKFSowYcIEfHx8yJEjB5cvX2bnzp0EBgYyaNAgdu/ejaen5wfr1qtXL9H9JTmmxtnZ2fCXJ08eevXqxfHjx1PuGQshhBDCZEw5pbtu3bpMnToVgICAABwcHLh16xbly5cHoHr16pw/f54rV65QtWpVVCoVOXLkQKvV8vLlywTX/ZgkKzW//PKL4d96vZ579+4RHR2d5BMRQgghhLC0tGTUqFEcO3aMhQsXGmZUA6RPn563b98SFhZGpkyZDI95t1yv13+w7kf3lVSYhQsXGv6tUqnInDkzM2fO/KQncuDAAYYPHx5vWZ06dVi6dOknPT659Ho946d54pI/H24d26PVapm7aCnnLl5Gq9XStWM72rZoFu8xTwIC6dC9N8vne1GsSGGj5PoUf95/wMy58wkLC0etVjNh9AhcCuTD02s+V3+7DkDVyhVxH9gPCwvz+EFKvV7PuMnTcMmfn25dOqLVapkxx5tfr14DoFrlSgz7fqDiF2j69/siKjqaGV7zuHn7D/To+bpoETyGu5PGxoY/7z9g+hxvIiIjUalUDO7bm6qVKiqQd+bfedsBUMO1GU7vXS/KrWM7Gjeox70Hf9GlzwByOzsb7ps9ZQJ58+Q2es4C5QvReEhzFnSchdpSTd1ejXAuGrffh1fvc2rDcfQ6PY55naj3nSvW6W2IiYjm7JaT+P/+KN62Gg1uRohfEL/8eMHouf/Nx/c0S1euQa1WY2eXgUljRpIr5z+vp/uosTg6OuAx3Lx+pNTH9zQek6Zwyfc4sbGxzPCa98+xolJFhg7qbzbHioSOb/sP/cyVa9cN6wQFB+PgYM/uzesVy3nw6HHWb9+FCkiTJg0jB/WnWOGCLF+7gaMnT6FWqylSyIVxQ4dgY2NteNyFX35l/vJVbF+9XLHsyaHEIXnWrFkMHz6ctm3bxiuMhIeHY2dnh62tLeHh4fGWZ8iQId74mXfrfkySjRpXV1c6dOjwX54D9+/fp169ekycONGwzMbG5j9tKyl/PXrEDK/5/H77Di758wGwa99+/B4/ZvemtURERNLlu/4UKVSQr4sWASA6Opqxk6cRq9EYJdOnioyKou/goUweO5pqVSpx8tQZRk+cQuvmTXj1+jV7tm5Ap9PRrc9Ajhw/iWuDuormBfjr4SOmz/bi95u3ccmfH4ADhw7zyM+PPVs3otPr6dLjO476nKRB3drK5UzgfbFq3Ua0Wi27Nq5Br9fjMXkaqzdsYkDvnnhMnkb/Xj2oXaMa9x78Rdc+/Tn98wGsrKxMlNePGXMXxMv7yM8fOzs7dqxf9cH6v/1+E9d6dZgwavgH9xlTpuxZqNmtHhB3dCzjWp60GdOx9vtlqFQqOs7oTqHKRfnj7C1ajGnH+e2nuHniOukzpaf9NDe2jVtP+OtwsuR0oO53jcju4kyIX5BJnwNAVFQ0YyZNY9fGNeTOlZONW3cw03sBS7zjrpq+ZuMWrl6/oeh7OCF+/o+Zu3Cx4Ue/t+zYzatXr9i7dSM6nQ637/pz5PgJXBskPvbAVBI7vu3fsdmwztOAQLr1Gcj0ieMUy/nI/zHzl69iy8olONrbc+biZYZPmMzUMSM5csKXrauWYWNtzbDxk9m2dx9u7dsSFR3N6o1b2L7vAFkd7BXLnlymPNHct28fz58/p0+fPqRNmxaVSkXx4sW5dOkSFSpU4PTp01SsWJHcuXMzZ84cevbsybNnz9DpdGTJkoWiRYt+sO7HJNmo2bx5839u1Dx48IBChQrFuyKxsWzbvY+WTRuTPZuTYdmJ02do1awJlpaW2NlloGHd2hw8fNTQqJkxdz5NXRuyav0mo+f7mAuXLpPL2ZlqVSoBULN6VZxzZKegSwE6tG2NWq3m1avXvA0LI2PGDIpmfWfrzt20bNaUbE7ZDMt0Oh2RkVHExMai1+mI1Wiwsbb+yFaML6H3RZlSJcmRPZvhDKBwQRcePHwUt/7alYaz2ydPA8hga/vRkfZGydvElexOWQ3Lfrt5Cwu1mm79BhMWHk7dmtXp7dYZCwsLrv9+iycBgbTr/h0WFhb06NyBujWrGzWjpbUljYe04OTao3zr3hKAX/df5OrBy6CHtHbpsElvQ1RYFGkzpCWDvR23fG8AEP46nGC/IPKWLsCtk9cp3agcvx+7xtvgN0bNnBidTgt6PWF/nyFGREZi/fd79pcr1zh38RJtWjQjNImStylFRkUxZuIURgwZxKjxkwFw69Seju3ijhUv3x0rkjijNZXEjm/vm+w5m64d21K4oIsSEQGwtrJiwgh3HO3jGifFCrkQ8vIVMbGxRMfEEh0djYVaTXRMjOE9cuHyr0RGRTFlzAgWr1yjWHZzVr9+fcaMGUOnTp3QaDR4eHiQP39+xo8fj7e3N/ny5aNBgwZYWFhQrlw52rVrh06nY8KECQCMGjXqg3U/5pOuKNy1a1dKliwZr8oycODAJJ/M/fv3adiwYZLrpQSPYUOAuDfZO8+eB5Mt6z9fDk5ZHfnzwQMA9uz/CY1GQ6tmTRRv1Dzyf4y9fRYmTpvJ3Xv3yZDBFveB/QCwsrRk/pLlbN25h2JFClGmVElFs74zduQwAM5fvGxY1uxbV44eP0Ed12ZotVoqVyhPzepVlYoIJPy+qFzhG8O/AwKfsXnHLsb/XemwtLREr9fTuHUHAp49Y+SQQSYt4XsM+/6DvFqtlgrlyvJ9v95oNFoGjRiNbfr0dG7XmrRp09CoXm1aN2uC3+Mn9BgwhOxOThQrUshoGev3+5brR68Q/Oh5vOU6rY7qXepQutE3PHsQwJPbfmhiNLwJek2xWiW56fMbGZ0ykbNIbp4/CATAZ+VhAPKWyme0vB+TLl06xo0aRpfe/cmU0Q6tVseGFUsICg5h1ryFLJs/h5179yuSLTFTPGfTpkUzCv7rJ2usLC2Zt3gZW3fupliRwpQpbR7Hio8d3wDOnL9I4LPndGzbWsGUkCN7NnJkjztJ0+v1zF3yAzUqV6Ry+XJULFeGRm07Y2VlRZ5cOWndpDEAtapVoVa1Kvz6Xjfa58CU3U/p0qVjwYIFHyzftOnD791BgwYxaNCgeMu++uqrBNdNTJKnoKVKlaJ8+fLJ7jaKiYnh8ePHnDx5kvr161O3bl28vLxMOh1cp9fF+9/T6/VYqNXcufsnO/ftZ9zfX8xK02i0nD1/kVbNm7Bt/So6tmnFAPeRhtdqyIC+nD1+iBzZszFt1lyF0yZu2co1ZM6ciVNHfuL4wX28CQ1l/aYtSsdK1O0/7tK9/yDat2pBjSqVDctVKhUHd23lwI4trNm4hUu/XlUwJbRq+i1jhg4mXdq02GWwpUu7Npw4fQaAscPdadeyORYWFuTLm4cGdWpx6tzHZwf8P0o1LIdOq+Omz28J3n96ow+LuswmNOg19frGHfj3zthGoUpF6Da/D1U71OTBlXtoNVqjZUyOP+8/4Ic169m3dQM+P+2ld7cufD/Sg1ETJjNiyEAcHRyUjhjPtl17sLCwoEXTbxO8331gP875HI47VsycY+J0CUvq+LZp6w56/V15NAeRkZGMnDSNx08DmDhiKPsOHeZp4DOO7dnGsd1bcc6ejblLVygdUyQi0UbN3r17gbiKTEJ/SfHz80Oj0ZAuXToWLlzIyJEjOXDgAJ6enimXPgnZnZwIDgkx3A4OeYFT1qwc+PkIYeHhuPUZQFu3ngSFhDBm8jR8z5wzWbb3ZXWw56u8eShRvBgAtWpUQ6fTcuvOHzzy9wfizsKaNXblzt0/Fcn4KXxO+tKi6bdYWVmRwdaWpo0bcfmKsg2CxPx8zIc+3w/j+37f0cutCwCxsbH8fMwHnU4HQM4c2an4TVn++POeklE5cPgof95/YLitJ66ipNVqWbl+E+HhEf/cp9djaZlkAfY/K167JNlccuDm/R2txnfE0toSN+/vcC6ci8w5sgBxFZubJ67jlC/urFelVrFnxjbWDfmBg/P3Yedgx+tnL42WMTnOX7pMqRLFDQOD27duwUM/f27evoPXgiW06dKDnXv3c+T4CSZOn6VwWvjxp0Pcun2H1p3c6O8+nOjoaFp3cuPa9Rs88vvnWNH8W1dum8mxIrHj25OnAbx89Yrfb92mXp1aCqeME/g8CLeB7qjValbMn0OGDLacOH0O13q1SZ8uHdbW1rT61pVfryXcqBfKS7RRs2HDhv9rwy4uLly8eJGpU6dSuHBh6tevj4eHBzt37kRjooG5NatVYd9Ph9BoNIS+fcvh4z7Uql6VkUMGcWD7ZnasX82O9avJ6uCA58Rx1KxWxSS5/q1q5Yo8DQzk9p27AHEfGJWKy79eZc68RWg0GnQ6HQePHKV82TKKZPwURQoX4sjxEwDEajT4nj5rOJCZE9+z55g1byHL53vhWv+fgZRWVlYsWbGaw8fjrpYdFBzCL1euUU7hMv79vx6ydNVatFotUdHRbNu9lwZ1amFhYYHv2XPs2v8TAAHPnuFz6rRRx9RsGrmadd8vZ/3QFeyeugVNjIb1Q1eQ++u81OreIO63YFRQpMbXhhlO9ft9i0uFuJmFOQrlxD6XI37XHxotY3IUKVSQK1ev8+JFXCPrxKkzOOfIzi+njrNz4xp2blxDmxZNaVC3NpPHjlI4LWxdt4q92zaxa/N6ls7zwsbGhl2b13Pp1yvMnr/wn2PF4aNUKFdW6bhA4sc35xzZ+e3Gx8voKwAAIABJREFU7xQrWph0adMqnBLCIyLoPWQ4dapVYdbEsaT5u3eicMECnDh9Fo1Gi16vx+fMWcO4zM+WSpVyf2bGeKd0QObMmePdzp8/P7Gxsbx8+ZKs7411MZa2LZrx5GkAbdx6oomNpXXzppQrXcro+00uB3t75s+ewbQ5c4mMjMLayop5M6fzdbEizJq3kDadu6NSqyld8mu+H9BH6biJGun+PTPmzKVJ6/ZYqC2oUL4sPbp2VjrWB7wXLwP0TH6vPF/q6+J4DHdn3sypzPCaz7rN21CpVLgP7KvoVH+Avj3c8PReQOuuPdFoNNSrVYOWf/fpe04cx7Q53uw/dBidTseIwQPIlzePyTNe2nuO2j0a0G1eH/R6PU/vPOb0xrjG4dFlP9GgfxMqt6tObFQse2dsJzY61uQZE1KhXFm6dW5Pj/6DsbKyIqOdHQtmz1A6VrL17NqZWd4LaN3JDZVaTZmSJfh+QF+lYwGJH99sbGzw839iGMeitG17fyTweRAnzpzjxHtV+0Uzp7Fq0xZadeuFtZUVBfPnY/SQQR/ZkvlT+jIbxqTS699NCoyvePHiODk5fbD83YVwkvrtp6NHjzJp0iR8fX0NI8X379/P1KlTuXz5cqIvatSLZ8l9DopSWZhuZkxKUanNo+/6U+lizeMLMFn0OqUTJNui3h9OGTdng9eYbwM/MZ/bZw9A/5m9l7WRkUpHSLZ02U17InJ2yuoU21bVCT1TbFspIdFKTZ48eVix4r8Phvrmm2/Q6/VMmDCBPn364Ofnx+zZs+nZs2eqbiUKIYQQ5iw1fwUn2qixsrLC+b2rlCZX5syZWb16NZ6enrRs2RJbW1vat29Pnz6f39mVEEIIkVqo1Km3VZNoo6ZMmf9/QGrRokXj/cq3EEIIIYSxJDog5N3V/IQQQgghPgdGnf0khBBCCPOSmsfUfH5Td4QQQgghEiCVGiGEEOILkppnIEujRgghhPiCpOI2jXQ/CSGEECJ1kEqNEEII8QVJzd1PUqkRQgghRKogjRohhBBCpArS/SSEEEJ8QVJx75M0aoQQQogviYypEUIIIYQwc1KpEUIIIb4kqbicYXaNGpXF5/Vqq1SfV14AXWys0hGSRW1lpXSEZNNGRSgdIdkGr+mjdIRkGdRkmtIRkm3xoUlKR0g21Wf2DWiZ3lbpCGZPup+EEEIIIcycNGqEEEIIkSqYXfeTEEIIIYwnFfc+SaVGCCGEEKmDVGqEEEKIL0hqHigsjRohhBDiC5KK2zTS/SSEEEKI1EEqNUIIIcSXJBWXaqRSI4QQQohUQRo1QgghhEgVpPtJCCGE+IKo1Km3+0kaNUIIIcQXJBUPqTFu91NsbCyenp5UqFCBChUqMHHiRGJiYoy5SyGEEEJ8oYxaqZk9ezY+Pj4sXboUlUrF8OHDWbJkCe7u7sbcLX/ef8DMufMJCwtHrVYzYfQIXArkw9NrPld/uw5A1coVcR/YDwsLC6NmSQ4f39N4TJrCJd/jeHrN48q13wz3BQWH4OBgz54tGxRMCHq9nvHTPHHJnw+3ju3j3ec+ZhyODg54DBsCQFR0NN6Ll/Hbjd+JjIqiVdNv6dapgxKxE3T67DnmL1lObEwsLi75mTLOA1vb9IpmOnjkOOu37gCVijRpbBj1/QCKFHRhwfJVnLlwCbVaRe6cORk3fAhZMmdCq9WyYv0mTp29QGRUFFUrlmf4oH6KXVzLx/c0S1euQa1WY2eXgUljRjJvyXIeP3lqWOdpQCBlS5dkkddMk+VqPbAF5WqVIjw07tfTn/kHsWrSOlr2bcrXlYuh1+l5/iSYTXO2EfY6zPC4nAWc+d6rHyOaj/tgm3kK52bk0iGMajGesDfhJnsuCdHr9YybPA2X/Pnp1qWjolk+5v1jHMCqdRv48eDPaLVavm3YgH69e5jlheHM8Vjx/zDH1zilGK1RExoaytatW/nhhx8oW7YsAAMHDuTQoUPG2iUAkVFR9B08lMljR1OtSiVOnjrD6IlTaN28Ca9ev2bP1g3odDq69RnIkeMncW1Q16h5PpWf/2PmLlyMXh93e8zwfxp+TwMCcfuuPzMmfXhgNaW/Hj1ihtd8fr99B5f8+eLdt3bTFq5dv0H9OrUNy+YvWR73PlizgojISNp27UmZkiUoUbyYqaN/4OWrV4yfMp0Nq34gT+5ceC9awvzFSxk3eoRimR75P2be0hVsXb0MRwd7zly4xLCxk/iuWxfu3L3HttXLsLa2Zt7SFXgvWc60caPZsnMvv167zrplC1CrVPQcNJQjPr40rFvL5PmjoqIZM2kauzauIXeunGzcuoOZ3gtY4j3bsM7N23cY5jGBsSOMe2Lzb/mLf8WKiev46+ZDw7Kq31Yid6FcTOsxG02shlb9mtFmYAvWTtuI2kJN7VY1aNCpLjZpbT7Ynm3G9HQe0Q4raytTPo0E/fXwEdNne/H7zdu45M+vdJxE/fsYd/rceY4cP8H2DWuwUKvpM3go+b7KS8N6dRTN+W/meKz4f6XiNo3xup+uXLlCmjRpqFy5smFZy5YtWbVqlbF2CcCFS5fJ5exMtSqVAKhZvSpe0yfTtWN7Zk+fjFqt5s2bUN6GhZExYwajZvlUkVFRjJk4hRFDBiV4/6QZM+nasR2FCxY0cbL4tu3eR8umjalfu2a85b9cvca5i5dp3byZYZler+enI0fp37sHFhYWZLC1ZeXi+eTNk9u0oRNx/uJlihUtQp7cuQBo16olBw8fRf/uiKsAKysrJowaiqODPQDFChck5OUrcud0xr3/d1hbWwNQtHBBAp8FAXDgyDF6u3UijY0N1tbWeE2bRPmypRXJr9NpQa8nLDyuahERGWnIDHHd0eOmzGDkkEFkc3IyWS5LK0tyu+SkYce6TFw/hr7TepLFKTMBDwPZvXQfmlgNAI/u+mPvlBmA3AVz4Zw/O8s8Vn6wPZVKRY8JXdn7wwGTPYeP2bpzNy2bNaXeeycU5iahY9wJ39O4NqhHurRpsbGxoXkTVw4ePqJgyoSZ47FCJM5olRp/f3+cnZ356aefWL58ORERETRs2BB3d/d4B7qU9sj/Mfb2WZg4bSZ3790nQwZb3Af2A8DK0pL5S5azdeceihUpRJlSJY2WIzmmeM6mTYtmFCxQ4IP7zpy/wLNnz+nUro0CyeJ716104fKvhmVBwSHMnr+Ipd5z2LVvv2H5y1eviYiI5OIvV5jsOYe3YWE0c21Ep3atTZ47Ic+eP4/3xeqU1ZGw8HDCwyMUKys7Z8+Gc/ZsQFyj0GvRcmpWqUS50v+8T0PfvmXFuk20afYtAP6Pn/DXI3/WbNzGq9evqVG1Ev16uCmSP126dIwbNYwuvfuTKaMdWq2ODSuWGO7fs/8gjg4O1KlZ3aS5Mjpk5I+rf7Jv5U8EPAykfoc69PfszbQe/1SQ0mVIy7fdGnJ63zkAHt3x49EdP+yzZflge017ufLoth+3L/9hsufwMWNHDgPivnzNVULHuGfPg6jwTTnDbaesWXkeFKxEvI8yx2OFSJzRKjXh4eE8efKETZs2MXnyZCZNmsSRI0eYM2eOsXYJgEaj5ez5i7Rq3oRt61fRsU0rBriPNAxQHjKgL2ePHyJH9mxMmzXXqFk+xbZde7CwsKBF028TvH/j1u307NbFrMb+vBOr0TB64hSGDx5oqC68o9Fq0Gq1PHkawMpF81g2bw479/3IiVNnFEobn16vT7BfWW2h/KWbIiMjGTFhKo+fPmXCqGGG5Y+fBtBjoDulSxSnXcu4qphGo+HGrdssnjOddcsWcO3GTbbu3qdI7j/vP+CHNevZt3UDPj/tpXe3LgwdM95wRrtp2w6+697V5LleBL5g0YjlBDwMBODoVh8cnR2wzx73nnXM4cCIxUO4f+MvTu45/dFtfV2pGF8VzcuBNT8bPXdqkdgxTqfXxesG0ev1qNXKf/7+zZyPFf+ZSpVyf2bGaP8rlpaWhIWFMWfOHMqVK0eNGjUYOXIk27dvR6fTGWu3ZHWw56u8eQzjNmrVqIZOp+XWnT945O8PxFVsmjV25c7dP42W41P9+NMhbt2+Q+tObvR3H050dDStO7kRFBzMy1ev+P3m7XjjVMzJ7Tt/8CQggLmLltDWrSc79+3nqM8JJnnOJkumTFhaWtKkUX3UajX2WbJQvUplrt+8pXRsALI5OREU/M9ZYVBwMHZ2GUiXNq2CqSDw+XPc+n2PhVrNyoVzsctgC8AvV3+ja9/BNGlYn3HDhxgOso4O9jSqWxtra2vSp0tHvVo1uHHrtiLZz1+6TKkSxcmV0xmA9q1bcP+vh7x+84Y7d/9Eo9VSrkwpk+dyzp+Dig2+ibdMpVKh1WgpVNqFUT8M5fzhS2z22p7ktqo0rkhmx0yMWzOS8WtHATBs4WDyFMpllOypQWLHOKesWQkKDjGsFxwcglPWrAomTZi5HitEwozW/ZQ1a1YsLS3JnfufMRRfffUV0dHRvHz5EgcHB6Pst2rlingtXMLtO3cpWqQQv177DVQqLv96lRs3b7FgjidqtZqDR45SvmwZo2RIjq3r/hlj9DQgkBYdurBr83ogbqZAsaJFzPbDU/Lr4hzdt8twe9mqtbx688bQTVWjamX2HzrCsEH9iYiI4OIvv9LbrYtSceOpXLE8XgsW4ef/mDy5c7Fj9z5qVa+maKbwiAh6DRpGk0b16fteRePO3Xu4j53IrEljqVKhfLzH1K1ZnYNHj1OtUgW0Oh1nzl9UbExNkUIF2bZzLy9evMTePgsnTp3BOUd2MmfKxE+H4z5vSsy60Ov0tBvSmns3/uJF4AtqtKjGk/sB2GW2pd+MXqyctI5bl+580raWj1sd7/aKs4uYO3ih4rOfzFlixzjfM2dZtnINrVs0w9LCgh8PHqJZY1cFkybMHI8V/y+5+N5/UKpUKTQaDXfv3qVQoUIAPHjwgPTp05MpUyZj7RYHe3vmz57BtDlziYyMwtrKinkzp/N1sSLMmreQNp27o1KrKV3ya74f0MdoOVKC/+PHhjEWn6OJo0cwa95CWnTsilanw7VeXerVrql0LADss2Rh6oSxDB09ltjYWHLldGbGpAmKZtq2ex+Bz4M4cfocJ06fMyzPnCkj6PUsWL6aBcvjvlSds2dj3ozJDOjdnQXLVtK6ay80Wi0VvylLpzatFMlfoVxZunVuT4/+g7GysiKjnR0LZs8A4sb+KPVeDngYyLZ5Oxk46zvUajWvgl+zavI6uozsgEqlomXfprTs2xSAkMAXLPMw7mQGEadmtarcu/+Ajt16EavRUKt6NZo2bqR0rA+Y47Hi/2WGvUYpRqU34hDu/v378+zZM6ZMmUJUVBQjR46kfv36jB49OtHHRL8OMlYco1CpPr9+VZ1Go3SEZFFbKT9tNrm0URFKR0g2tZXxBvAbw6Am05SOkGyLD01SOkLyfW6zfD7Db2xrO/ukV0pBt1duS7FtFe3dPumVTMjoF9+bPn06bm5uWFpa0rx5c4YNG5b0A4UQQghhHJ9hw+9TGbVRY2tri6enJ56ensbcjRBCCCGE/KClEEII8SVJxYUa4/6gpRBCCCGEqUilRgghhPiCyJRuIYQQQqQKqflXuqX7SQghhBCpglRqhBBCiC9J6i3USKVGCCGEEKmDNGqEEEIIkSpI95MQQgjxBUnNA4WlUSOEEEJ8QVJzo0a6n4QQQgiRKkilRgghhPiSpOJyhjRqhBBCiC9Iau5+MrtGjUptoXSEZNHrtEpHSDaVRSpuppsJtZW10hGSTWVhdoeDj1p8aJLSEZKtbY0hSkdIth2n5isdIVm0URFKR0g+O3ulE6Qa8u0mhBBCiFTh8zo1E0IIIcT/JTV3P0mlRgghhBCpglRqhBBCiC9J6i3USKNGCCGE+JKo1Km3VSPdT0IIIYRIFaRSI4QQQnxJZKCwEEIIIYR5k0aNEEIIIVIF6X4SQgghviCpuPdJGjVCCCHEl0QuvieEEEIIYeaMVqnZs2cPY8aMSfC+kydPkiNHDmPtWgghhBCJScXXqTFao8bV1ZVq1aoZbut0Ovr160fOnDlN0qDR6/WMmzwNl/z56dalIwDV6jbCKWtWwzrdunTk20YNjJ4lKfsPHWbjlu2G22/DwgkKCuLYgT2sWr+JcxcvodVqcevUnrYtmyuYND6vBYs56nOSjHZ2AOTNk5vpE8cyc+4CLv96lXTp0lKjamX69e6BWm0eRcGE3hfbdu5mz48HiIqOpmjhQkwZ74G1tXn8yraP72mWrlyDWq3Gzi4Dk8aMJFOmjEycPouHfv7odTqaujakR9dOSkdNlI/vKTwmTuXSqeNKR0nSlh272LFrLyoV5MzpzKSxo7HPkkWRLN2HdqBy3fKEhYYD8PRRIF6jl1CpTjla92iKpbUVwYEhLBj/A2/fhDFz3QRs0vzzvs2RJzvH9vqyavZGXIrn57vRXUmT1oZXwa+ZN24Zr0LemPT5JPTZA3j27DmdevRm15YNZM6UyaSZ/u3gkeOs37oDVCrSpLFh1PcDKFa4EAChb8PoOdCdSWOGU6xwIULfhtFr8LB4j7//10Pc+31Hl/atlYj/yVJz95PRGjVp0qQhTZo0htubNm0iICCAtWvXGmuXBn89fMT02V78fvM2LvnzA/DwkR8ZM9qxa8t6o+8/uZq6NqSpa0MAYjUauvcZSM+unTh28hR+/o/Zs2U9ERGRdO7VlyKFCvJ1saIKJ47z242bzJ42iVIlvjYsW7JiNQHPnrF7yzqsra2Z7Dmb7bv30qFNK+WC/i2h98XxE75s2bGLjat+IEMGW4aNHseGLdvo1a2rwmkhKiqaMZOmsWvjGnLnysnGrTuY6b2AXM7OOGV1xNtzKhGRkbTs4EbZ0iUp+XVxpSN/wM//MXMXLEav1ysdJUm37vzB+k1b2LVlAxlsbfGav4jFy1cy0WOUInkKlXTBa8xS7l6/Z1iWv+hX9B7lxmi3yQQFhtBjWCc6DWzN8unrGN1timG9b2qUpuvgdmxZugtLSwtGzRmE1+gl/HH9Hg3b1GHgxN5MHeRlsueS0GcPYP/Bn1m6YhVBwSEmy5KYR/6Pmbd0BVtXL8PRwZ4zFy4xbOwkDu/eypkLl/BatIyAZ88N69tlsGXH2h8Mt7fu2stx3zO0b20+J55fIpOcPoeFhbF48WIGDx5MxowZjb6/rTt307JZU+rVqW1Y9tuN31Gr1bj17kfLDl1YtnINWq3W6FmSa+2GzWTJnJk2LZtx4tRpmjdxxdLSEju7DDSsV4eDh48qHRGAmJgY/vjzHms3bqFlRzfcR40j8Nlz7vxxl0b16mBjY4NKpaJ29WocO+GrdFwg4ffF/kM/49apAxkz2qFWqxk/ZgRNXBspmPIfOp0W9HrCwuPO1CMiI7G2tmbU0MEMG9QfgJCQF8TExmBra6tk1ARFRkUxZsJkRgwZrHSUT1KsSGF+2rODDLa2REdHExQcTCYTHK8SYmllSb5CeWjp1pgFO2YwymswDtnsqelameP7ThEUGNcI2PbDHvauOxjvsbZ26ek3tjvzx/9ARFgkBYrlIyI8kj/+bhwd3+tLifJFyZDRdO+ZhD57QcHBnPA9zfKF80yW42OsrKyYMGoojg72ABQrXJCQl6+IjY1l6669TB8/Ggf7hKt2/k+esnLDZqaNH4WVpcy/UZJJXv3t27djbW1NmzZtTLE7xo6MKwmev3jZsEyr1VKx/DcMGdgPjUbDgCHDsU2fni4d25kk06d49fo167dsY/v61QA8ex4Ur7vMKasj9+4/UCpePEEhIZQvW4aBfXtTIN9XrNu0le9HjKFOzeocPn6CerVrYmVlxaGjxwkOeaF0XCDh94Wf/2NevnpF30HuBIWEUKZUSYYOHqBUxHjSpUvHuFHD6NK7P5ky2qHV6tiwYgkqlQpLS0vGTJzKsZOnqF2jGnlz51I67gemzJhFm5bNKehSQOkon8zK0hIf31NMmjYTa2srBvTprUiOLI6Z+f2XO2xesgv/B09o3tUVj3lDePXiDY/+9GfMvCFkzeGI373HrJm7Od5jW3b7litnr/Pg9kMAHLLZE/LspeF+jUbLm1dvyZI1M2/fhJnk+ST02cvq6Mj8OZ4m2f+ncM6eDefs2YC4rjKvRcupWaUSVlZWLJ0786OPXbxyDR1aNSe7k5Mpov7/Um/vk/ErNXq9nu3bt9O5c2esrKyMvbtEtW7RDI8RQ0mXNi12GTLQtVN7fHxPKZYnIbv27adW9arkdI4bc6TX6eJdT0Cv15vN2JScOXKwdP4cXPLnQ6VS0a1zBx4/eUr9urXJ/9VXdO7Vj94D3Sn1dXFF/9+TotFouHDpF7w8p7F9wxpCQ0NZtPSHpB9oAn/ef8APa9azb+sGfH7aS+9uXRg6ZryhK8dz8nhOH95PaGgoy9eYV7fqtp27sbCwoEXTb5WOkmx1atbgzPGf6de7J30GuaPT6UyeISggmKmDvPB/8ASAfRsOkS2nExYWFnxTvTTLpq1laPtxvH7xhgHjexoeZ2VtRf1Wtdi1er9hmVqlQk/87j+VCnRa0z+vz0FkZCQjJkzl8dOnTBg1LMn1nz0P4vzlX+nYpqUJ0omkGP0b8tatW/j7+9OsWTNj7+qjDhz6mbv37htu6/V6LM2sTHjk2Amaf+tquJ0tm1O8KkdwyAucsjoqEe0Df967z4FDh+Mt06MnbZo0uHVqx54t61n3w2Iy2GUgd05nhVImzdHBgTq1amBrmx4rKyu+bdSA67/fVDoWAOcvXaZUieLk+vv1a9+6Bff/esiR4ycMYxDSpUtHo3p1ufPHn0pG/cCPPx3i1u07tO7oRv8hw4iOjqZ1RzeCgoOVjpYo/8dPuPrbdcPtFk2/JfDZM0JD35o8Sx6XXNRsXCXeMpUqroFy7fwNXr94g16vx+fH0xQq8U8lrEyVEjy868fzp/+8zsHPXpDFMbPhtoWlBRky2vIy6JXxn8hnJvD5c9z6fY+FWs3KhXOxy5B0F90x39PUrlaV9OnSmSBhylCpVCn2Z26M3qg5ffo0JUuWxEnhsty9B3+x5IeVaLVaoqKi2bpjNw3r1VE00/tCQ9/i/+QpJd8bdFurelX2HjiIRqMh9O1bDh/zoXaNah/Ziumo1Gpmei/gSUAAANt376NggfycPX+RKTO90Ov1REREsGnrDlwb1FM4beLq1anF0eMniIqKRq/Xc8L3NMWKFlE6FgBFChXkytXrvHgR13Vw4tQZnHNk58LlX1i+ei16vZ6YmBiO+JygQrkyCqeNb+v61ezdvpldW9azdP5cbGxs2LVlPVkdzaNRnpDgkBBGjJ3Aq9evATh4+CgF8ucjUybTj6vR6/T0GtmFrDniXq9Gberw6N5jDmw5QrlqpQ3jYSrVKce9W38ZHle8bGFuXL4db1t/3nxAhoy2FCrpAkCdZtW5e+M+4WERJno2n4fwiAh6DRpG7RpVmTV5HGlsbD7pcVd+u0GFsqWNnC5lqdSqFPszN0YvVVy/fp1vvvnG2LtJUr/ePZkxey4tO3RBo9FQv05tWjVvqnQsA/8nT3B0sI83yKxty+Y8fhJAm87diY3V0LpFU8qVMY8Pj0v+fIwZNoRBw0aj0+lwyurIrKmTcHSw5/dbt2nZoStanY5WzZpQv04tpeMmqn3rloSGhtKua3d0Wh1FChdkgpkMbK1QrizdOrenR//BWFlZkdHOjgWzZ5DV0YFps+bSslM3AOrUqEanduY9hfRzULZ0Kb7r7kaPPgOwsLDE0dGBBXM+PpbCWPwfPGHlrA2MXTAUtVrFi6BXzB2zlJBnL7B3ysK0VWNRq1UEBYawePIqw+Oy587G/dsX4m1Lq9Eya9gCev89pfvtmzAWjDOPLlZzsm33PgKfB3Hi9DlOnD5nWL5i/uyPDhj3f/KUHNk/k7E0XwCV3shzLWvXrs3gwYNp3vzTprnFhJrHoNJPpdeZ3wyq1EaltlA6QrLptRqlIySbysK8umNTo7Y1higdIdl2nJqvdIRk0UZ9fhWotFlNO9D/8cGfU2xbuRp/2mzR69ev4+XlxcaNG7l16xZ9+/Ylb968AHTo0AFXV1cWL16Mr68vlpaWeHh4UKJECfz8/Bg9ejQqlQoXFxcmTpz40bGlRj+KhYSEkEnhCyoJIYQQIo6px8KsXLmS/fv3kzZtWgBu375N9+7d6dGjh2GdW7ducfnyZXbu3ElgYCCDBg1i9+7deHp6MmTIECpUqMCECRPw8fGhXr3EhzQYfUzNjRs3qFmzprF3I4QQQggzlDt3bhYtWmS4ffPmTXx9fenUqRMeHh6EhYVx5coVqlatikqlIkeOHGi1Wl6+fMmtW7coX748ANWrV+f8+fMf3Zd5zA8WQgghRKrUoEGDeLONS5QowciRI9m8eTO5cuViyZIlhIWFxbuIaPr06Xn79i16vd5QWXq37GOkUSOEEEJ8SVQp+Pcf1KtXj+LFixv+ffv2bWxtbQn/++rpAOHh4WTIkCHe+Jnw8HDs/v6twcRIo0YIIYQQJtOzZ09u3LgBwIULFyhWrBhlypTh7Nmz6HQ6AgIC0Ol0ZMmShaJFi3Lp0iUg7hIx5cqV++i2ZbqDEEII8QVR+voykyZNYurUqVhZWeHg4MDUqVOxtbWlXLlytGvXDp1Ox4QJEwAYNWoU48ePx9vbm3z58tGgQYOPbtvoU7qTS6Z0i3+TKd2mIVO6jU+mdBufTOlO2tOjKffDyM7166fYtlKCdD8JIYQQIlWQUzMhhBDiC2KOv9mUUqRSI4QQQohUQRo1QgghhEgVpPtJCCGE+JKY4a9rpxRp1AghhBBfEBlTI4QQQghh5qRSI4QQQnxJUm+hxgwbNeZ1LcAk6bU6pSOkenrNZ3ghO0vz+2glRRcbq3SEZFFZfH6F5h2+85SOkGzT23srHSFZRq7sqXQEsyfdT0IIIYQQZk4aNUIIIYRIFT6/GrkQQggh/juZ0i2EEEKI1ECZVV5mAAAgAElEQVTG1AghhBBCmDmp1AghhBBfklRcqZFGjRBCCPEFke4nIYQQQggzJ40aIYQQQqQK0v0khBBCfElS8ZRuqdQIIYQQIlWQSo0QQgjxBZGBwv/RmzdvGD58OOXLl6datWp4eXmh1WqNuUshhBBCfIxKlXJ/ZsaolZrJkycTHBzMpk2bePnyJcOHDydTpkz06tXLmLs18PE9jcekKVzyPQ7A0hWrOXzcBwu1mqKFCzFhzEhsbGxMkiUher2e8dM8ccmfD7eO7YmKjmaG1zxu3v4DPXq+LloEj+HuxMTE0GvgkHiPvffgL9wH9KVrh3aKZn4bFsakGbN56OePXq+jSaOG9OjSEYA3oaHM9F7Ag4ePiI6OoZdbZ5o0amDSvP9knvl35rjXa/uefew5cIjo6GiKFCrI5DEjsLa2NjwmNPQt7Xv2wb1/H+rVqmHyzO/8ef8BM+fOJywsHLVazYTRIyhapBDtuvYkOjoaKysrAFwb1KP736+7EpLzvnhn708HOXHqDIvmzFQodZyEXuPChVyYv2Q5Z85dQKVWkydXTsaPHk6WzJkVzfrOlh272LF7LyqVipw5nZnkMZpMGe2YMcebX6/9BkC1ypUYNniAyc/KC1cqQsthbZjRegoARf7X3n1HRXH9fRx/7y4LSFUBFdDYUFGxoEGNvcbEgt1YYtDYjb0bGyoWEESxdxGxYu+9xR479q4gRQREOluePwibkKiJv8dlVryvczjHnWFnPjteZr97752dWuWp27EeCqURb6Lj2ea3hZS3KcjkMup1bkCZ6mUxNlXy4NJ9DizfB0CxisX5tuf3KBRyMtIz2L9kL+H3w/SefeP2XYTs2pt5XB3smThiCEqlkqm+/jx9HoZGq6Hlt43p3rkjAM/Dwpkyey7xCW8wM83D1HEjKf5VEb3nFN5Prz01J0+exMPDg9KlS1OjRg1atGjB+fPn9blLnWfPX+AXsACtNvPxpctX2H/4CJvXrmbbhiASk5JZvzkkR7K8y+OnT+k9aBiHj5/ULVuxJgi1Wk1I0CpC1q4iLS2NlWvXYWVpyebAlbqf1i2a4VqxAp07tJM888JlKylYwI5twWsIXrmULdt3cv1mKAATvWZSwM6OzYErWRbgh/fcAKKio3M48zN6Dx7B4ROndMuOnDjFhpDtLJvny7Z1q0lLSyNo059tQavVMsFrFomJSTma9e9SUlPpN3g4PX7swuagVfT92YOxk6eSnJJCWPhLtgSvYcu61WxZt1rSguZj28WbhASm+fjhM3e+7u9TKu87xtt37+X23XtsWruSbesDKVLYEd95C6UN+4dbd+4SGLyBoJVL2b5xHUWLFGHB0uXs3n+Ap8+es239WkKCA/n9ylUOHT2eo9nyO9jwbc/v4Y86yqGUI837t2TT9PUsGhDA6/AYGnl8C0CNVjUpVqE4K0cuZdGA+RQuWwSXuhVQGCnoMLYTu+ZtZ/HABZzaeIK2I9vrPfvt+w8I2ryV1fPnsGXVEr5ydGDR6rUsXr2WAra2bFm1hHWLAtiyay/Xb90BYPx0H9q7N2Pr6mX06/4joz2no5W6Uf8HMrnsk/0YGr321OTNm5ddu3ZRq1YtEhISOH36NI0bN9bnLoHME9W4yVMZNXQQYyZOAUCt1pCenk5aWhoKhZy09PRsn8xz2satO2jr3hz7QgV1y6pUroSDfSHk8sxa07l0KR49eZrtec/Dwli+Joj1K5eiNMrZKVHvyjxm2GDdkGLM69ekZ6RjYWHBm4QEzl/8He+pkwEoWKAA65YvwcrKKuczt2yGfcECumV7Dhzip04dsf4jy4RRw8lQZejWL1sTRKmSxUlKlraoOXfhIkUcHalT6xsA6tetjaODPaG37pAnTx76DxlBbFw8NdyqMrh/X0xNpel1/Jh2AXDw6HHsbG0YPnAAJ387K0nmLO87ximpqQwfNEB3jihf1pmNIdukjKpTvqwze7ZuQmlkRFpaGtGvXuHoYI9GrSElNZX0jAy0Gg0ZGSpMTHLuHKc0UdJuVAcOLt9Hu9GZPRkVG1TiyqHfiY+OB+B48FHMrMwAqNTQlUMr96NKVwGwafoG1Bkq1Co1ft280ag1AOQrlJ/khGS95y9XuhQ7glZmHtf0dKJjXuNgX4iBPT1QazKzvIqNJSMjA0tzM6JfxfD0xQua/tGTW6u6GzPmLuDug0eULe2k97zCu+n1XXHy5MmMHj2aKlWqoNFoqFGjBoMGDdLnLgGYOtOHDm1aUdrpz4ZVo9rXfFPNjSbubVEqjSj21Vd0bNta71ne59cRmcNJ5y7+rltWs7qb7t8vIyIJ3hzCxDEjsz1v/tIVdG7fNtsbSE55V2aZTIaRkRHjPL04cuIkDevWpthXRbh97z62tjYEbdjMmfMXSM/I4KfOP1Ash7tmfx0x5B+Zn70IIzYujv7DR/Mq5jVVKlVg6IC+ut+7fO06i+f40GfIiBzN+ndPn7/AxiY/k71mce/BQywtLRg2sD9JyclUq+rKmOFDMDU1YeykacxbtJQxwwdLkvNj2gVAxzatANi5d3/Oh/2b9x3jShVcdL+TkPCWJSvX0LFtKwmTZqc0MuLoiVN4Tp+FsbGSX/r0orCjA4eOHqdR89ao1SpqVq9G/Tq1cyxTy0Gt+H3fJaKeROqW2TjaEvUkks4TfyRvwbxEPY3iwLK9f6yzwe6rAtTpWA8za3PuXbjD8XVHAdCoNZjnNadfwEDMrM3YMmtjjrwGpZERx387yzTfeSiVSvr36JbZlhUKxs/w4ejJ32hQuyZFixTm1r372NnY6D6EAhS0syX6VYwoaiSk1+Gn58+fU65cOdatW8eyZcsIDw/H29tbn7tkY8g2FAoFbdxbZFu+fdcewl5GcHzfTo7v24WjgwOz587Xa5b/1e279+gxYBCd2rWhXq2auuWRUdGcu3CJrh313xX7sWZ6TuDkvp28SXjL0tWBqFQqwl9GYG5uRuDShXhPnYRvwAJu370ndVRUKhXnLl1m9rTJbFi5hDcJb1mwdCURkVH4zl/EjEnjUSgUUsdEpVLz29nztGvdko2BK+jSoR2/DBtNrRrVmDFlItbWVpiYmNC7ezeOnTz17xuUwN/bhaF53zFOT08H4EVYON37DaRKpYp0at9W4rTZNapfl9OH99G/d0/6Dh7O4hWryJcvLycP7ObInh28SUggMHhDjmRxa14djVrD1cOXsy1XGCkoU92Z3Qt2sGTQQhLj3uI+pI1uXWHnIqybFMjKkUv5qlxRqrf8RvfcpPgk/H7yZsXwpbQe2g4bR5sceS0Natfk2I5N9PXoyi9jJqD5o5dm+q+jObZjE2/evmVZ0Hq0Gu0/JspqtSBXfAbflJKLJwrr7eg/f/6cGTNmMGPGDKpWrUq9evXw8vIiODiYmJgYfe2WnXv2cev2Hdp39WDAsJGkpaXRvqsHe/YfpPl332Jubo6xsTEd2rhz6fIVveX4X+0/fJS+Q0YwpH8fenl0y7bu8PETNKhbG3NzM4nS/dOZ8xeJfpX5/2lmZsb3TRpx59597GxtAWjdvBkAXxUujGvFCoTeviNZ1ix2tjY0qlcHC3NzlEolzZs25vqtWxw6fpLU1DQGDB9NR49e3Lp7jzkLl7B5+y5JchawtaF4saJUdCkPQIN6ddBo1ITs2KWbDAqgRYtRDg9F/pv3tQtD875jHBb+kou/X+HHXv1wb/YdE8eONJjLYJ+/COPKteu6x21aNiciMpJDR4/TpmVzlEollhYWuDf/nou/58w5rnLjKjiUKky/+QPpOtUDpbGSfvMHAvDw8gMS4xLRarVcPXyFIs5fAfA2NoGbJ26gVqlJT0nn9m+hFClbBBMzE5y/KafbdsSjl0Q+iaBAsUJ6fQ3Pw19y9Y95XwCtvv+WiKhoDp88zauY1wCY5cnDdw3rc/f+QwoVtCPmdWy2OTSvXr+moJ2tXnN+CjKZ7JP9GBq9FTWhoaGYm5tTqNCfDdHFxQW1Ws3Lly/1tVs2rFnB9o3rCAkOZJG/LyYmJoQEB+JauSJHj59EpVKh1Wo5cvyk7kRmKE78dgZv/wCWzPWl2bdN/rH+8tXrVP+6qgTJ3u/QseMsWbUGrVZLeno6h44dp1rVKhR2sKdsmdLs2n8AgNexsVy7eYtyzmUkTgyN69fj0LETpKalodVqOX7qDOWdnfHo3JG9W4LZHLiCzYErKO9chuG/9KNjG3dJctauWYPwiAhu38ns3fr96jWQyVAoFMwJWERqahpqtZq16zfRtHFDSTK+z/vahaF53zFOePuWYWPGM33yBLr/2FnilNm9iolh1ITJxMVnzlPZe+AQTiVK4FK2LAePHAMgQ6XixKnfcuwct3zYYhYNCGDJoAUETwokIz2DJYMWcH7nOUpXK0MeyzwAlKtVnvAHmVcx3f7tFpUaVkImkyFXyCldzZnw++FoNVpaD21LkXKZxY/dVwWwLWxH+N0Xen0NMa9jGTdtFnFv3gCw/+hxShYryvnfr7B0bbCuLR8+cQo318oUtLOjiKMDh/6YIH/20mXkMhlOxYvpNafwYXr7eFegQAESEhKIiIjA3t4egEePHgFQuHBhfe32vXp3/4nZc+fT+ocfURorKVPKifGjpZ0z8XdzFiwGtEyZNVu3rHIFF34dOQyAZ2FhONjr99PKxxoxaABePnNo92MPABrWq6MbHvOf6cUMP382b9+JVqOh788euJQrK2VcAH5o24qEt2/p/HNf1GoNZcuUYuKg/lLH+gdbGxvm+szAa7YfKSmpGCuV+M+aTuWKLoSFv+QHj56oVWrcqrrSr2d3qeNm86F2YUjed4yXrFiNVqtl3sIlzFu4BABHB3vm+syQODFUda1Mn+4e/NxvIAqFAjs7W+bNnomFuTkzfOfQskNnFHI51d2+5uefukqa9f7Fu1jbWtHDuzcyuYw30fHsnJs54fro2sM06dGUAYsHI1fIeXz1Ied3nEWj0bBh2jq+79McuUKBWqVi6+zNJLxO0GvWKhVd6Nm1E32Gjck8rjb5mTNtElaWFkz3n0/HnpnniAa1a9KlXeb8qpkTxjDNbx4r1m3E2NgY78njs82xMVgG2MPyqci0err+TKVS0b59e/LmzcvYsWNJTU1l0qRJODs74+Pj897npb/R39CUPmhUKqkj5H5ajdQJPprMwIaD/gut+vM6zrLPYe7C38hkn1/m6Z39pY7wUUYv7yl1hI9m7lgiR/cXe+3iJ9tW/srVPtm2PgW9/YUZGRmxdOlSrK2t8fDwYODAgVSrVo2pU6fqa5eCIAiCIHzB9PpxsmDBgsybN0+fuxAEQRAEQQDEDS0FQRAE4cuSi+fUfH4DvIIgCIIgCO8gemoEQRAE4UuSi3tqRFEjCIIgCF8QQ/zSvE9FDD8JgiAIgpAriJ4aQRAEQfiSyEVPjSAIgiAIgkETRY0gCIIgCLmCGH4SBEEQhC/I53i7jv9KFDWCIAiC8CURVz8JgiAIgiAYNtFTIwiCIAhfkNz8PTWiqBEEQRCEL0kuvqRbptVqtVKH+Kv0NzFSR8j1tFqN1BE+jmE10f9EnZ4mdYSPZmRqJnWEj/MZftpUpSRJHeGjGeUxlzrCRxnh7iV1hI82/4R/ju7vzf2bn2xb1qUrfLJtfQpiTo0gCIIgCLmCGH4SBEEQhC9Ibp5TI3pqBEEQBEHIFURPjSAIgiB8SXJxT40oagRBEAThS5KLv1E4974yQRAEQRC+KKKnRhAEQRC+ILJc/D01oqdGEARBEIRcQRQ1giAIgiDkCmL4SRAEQRC+JOLqJ0EQBEEQcgPx5XuCIAiCIAgGTq9FTWxsLMOGDaNatWo0aNCANWvW6HN3giAIgiD8G5n80/0YGL0OPw0cOJDU1FRWrlxJUlISY8eORSaT4eHhoc/d6hw9cYpfPady4cQRMjIymOHrz5Vr1wGo/U0Nhg8agEKhyJEs/2b3/oOsCVqPTAampqaMGzGU8uXKcvjYcZavCSIjPR17+0LMmDyRvHmtpY7Lrn0HCFq/Sff4bWIS0dHRHN69jTadf6JgATvduu4/dqb5d99KETOboydOsWj5KuRyOVZWlniOG02Rwo669cPGjMfOzpZfRw6TLOPeQ0cI3LAlsx2YmDJ6yADKO5fhyInTrFq3gfSMDOwLFmDa+DHktbbSPe/ew0cMHPkrh3ds+sDW9W/95hA2b92OTCajcGFHPH8di03+fGwM2ca2nbtJTUujnHMZpk4Yh7GxsaRZ/0qr1TJhihelSpake7cuANRp/D0FCxTQ/U73bl1o8X1TSfK9q12ULlkC77kLuXIj847Ltaq7MbR/bxQKBalpacxdtIxrobdISUmlbctmeHTuKEl2gN37DrBm3XpkyDA1NWHcyGGUL1dWt97bby7Pw8JY6O+bo7na9Hencv3KJL9NBiD6eTSrp66lSZdGVP/ODblCzqXDl9m/5mC25+WxyMPoZSPYuXQ3105mvqe41q/M9x5N0ajVxL96w6a5IcRFxeXo6/mvcvMl3XorakJDQ7l8+TL79++nRIkSAIwaNYqZM2fmSFHz7PkL/AIWoNVmPl6/eStxcXFs3xCERqPBo88ADh45RrOmTfSe5d88efaMOQEL2Ry0CjtbW06dOcvQMeOZ6z2dGbP9WbdyKY4O9njPmUfA4qVMGjda6si4N/sO92bfAZChUtGj70B6/tSVhMRErK0s2bJutcQJs0tNTWOcpxchQav4qkhhgjZsZtaceSyc4wPAqqD1XLl+g6aNG0qW8enzF8xdtJz1KxZhZ2vD6XMXGDlhCr5ek/Geu4DAxfNwsC+E7/zFLFi+igkjh6JSqdm4bQdr1m8iOSVFsuwAt+7cJTB4AyHBgVhaWOA7bwELli6nVo1qrN8cQtDyJVhaWjBi3ATWbthEL49ukubN8vjJU6b7+HIz9DalSpYE4MnTZ1hbWxGyPlDidO9vF106tCUuPp6QwOVoNFp+HjSMQ8dP8n3jhsxbsoI3b98SvGwhySmp/PBzX1wrulCxfLkcz//k6R/nt3Wr/zy/jf6Vw3u2A3Dg8FH2HjhEBZecz1bcpThrpq7lya2numXlqpfFtUFlfPrMQaPRMMCnL5H1o7h64prud7qN60Iec1PdYztHWzqN6MDcwQuIeBJByYol6DmlO779/HPy5Qjosah58eIF1tbWuoIGwNnZmVevXhEWFkbhwoX1tWtSUlMZN3kqo4YOYszEKQB4dO1Elx/aI5fLiY2L521iItZWVv+ypZxhrDRmyvix2NnaAlC+bFliXr9m++69tHFvgaODPQAD+vQk/s0bKaO+0+q1weTPl48ObVuxY/de5AoFHn1+ITEpkSYN6tO7x0+S94hpNGrQaklMSgIgOSVF11Nw6fJVzpy/QIc2rUh4+1ayjMZKJZPGDMfO1gaA8s6liYmNY+e+g7Ru/h0O9oUA6NvjJ94kJABw9/4DHj5+gp+XJ/1HjJEqOgDlyzqzZ+smlEZGpKWlEf3qFY4O9uzaewCPLp2w/qNnaeLYUWRkqCTN+lcbtmylbSt3ChUspFt27cZN5HI5Hr378zYxkSYNG9DnZw9J2vH72kWntq3o1K41crmcuPg4Et9mfqDQarXsPXiEdcsWoFAosLQwZ/nc2VhZWuZ4dgBjY2OmTPjr+c2ZmNevycjI4EVYOKuDgunbqwdnz1/I0VxGSgWFSznSuHNDbB1siH7xim0Ld1CpTgUuH7lCemo6ABcOXMStSVVdUdO0WxNePo7A9C9FjaOTI+GPXhLxJAKARzcek79QfvIXykdspGH21uRWeitqbG1tSUxMJDExEQsLCwDCw8MBiIuL02tRM3WmDx3atKK0k1O25UojI/wXLGbDlq2UL+tMFddKesvwMRwd7HWFi1arZfbcABrUrU14RATm5uYMGjmGly8jKeVUgtHDBkucNru4+HgC129kU+BKAFRqNTXcqjLkl36oVCoGDh+Nubk53STs+gYwMzNjwpgRdOs9gLzWVqjVGtYuW0j0qxi8/QNYPHc2W7bvkjSjg30hXeGi1WrxW7CUerW+4WVEJOZmZgwdN4mXkVGUKlGcEYP6AeBSzhmXcs68jIiUMrqO0siIoydO4Tl9FsbGSn7p04vBo8YSGxdHv8HDiY6JoUrlSgwfNEDqqDrjR48A4Oz5i7plarWaGtXcGDqwPyqVil+GjsTC3JxuXX7I8XzvaxdKpRKAeUtWsGn7TsqVKY1rxQrExceTnJLMhctXmOozh7eJibT6vildOrTN8ezwjvObf+b5LSMjg3GTp+I1aTy37tzN8VzWNtbcv/KAPSv3EfEkkkY/NKD39J4kxiVy78oD3e/Fv3pDXru8AJSpWppSlZ1YOGoJg+b82YbDHoRhX7wQjk4OhD98ics35TG3MsMqv5VhFjXi6qePV6lSJQoVKoSnpyeJiYlERUWxYMECADIyMvS1WzaGbEOhUNDGvcU71w8b2J8zRw/gYF8Ir1mz9Zbjf5GcksKIcRN5ERaG5/ixqFQqTp7+jcljR7Nl3WpsbWzwnO4tdcxsQnbsokHd2hR2dACgfWt3xo0chlmePFhZWtKt8w8cO3lK4pRw/+Ejlq4KZMeGtRzds53e3bsxZPSvjJk0hVFDB+o+RRqClJQURk+exovwcCaPHo5KrebU2fNMGDmUjSsXY5M/H9N8DLdbu1H9upw+vI/+vXvSd/BwVCoV5y5ewnfGNDYFriQhIYH5i5dKHfOD2rdpxa+jhuva8U9dO3H0xElJM/29XWQZ0q8XJ/dux6FQQWb4BaBSqVGrNYSFR7Bs7mwW+c4iZOcejp8+I2H6rPPbBF6EheM5YRyTps2kS8f2lHIqKUme15GxLBm7nIgnmR8Ijm46jq2DbeZ8k6x5C3/QaDTkK5CXtr+0InD6OrSa7OtjXr4m2HsjPwzvwOjlIyhSpjDhj16iVqlz7PUImfRW1BgbGzN//nxu3ryJm5sbLVq0oF27dgC6nht92LlnH7du36F9Vw8GDBtJWloa7bt6cPX6DZ4+ew5kfpps3aIZt+/d11uOjxURGUm3nv1QKOSsXLQAK0tLCtjaUuubGtja2iCXy2ndohnXQ0OljprNwcPHaN2ime7x7n0HuP/goe6xVqvFyEj6r0M6e+EilSu66CYGd2rfhifPnhN6+w6+8xbSodvPbNm+i4NHjjFZwsIxIioajwFDkcsVLJvni6WlBXY2NtSs9jW2NvmRy+W0ataUG7duS5bxfZ6/CNNNxAdo07I5EZGRGBsb06h+PSwszFEqlbT4rinXb96SMOm/271vP/cMqB2/q11cuxnKsxdhQOY5zf37pty9/4B8ea0xMjKiRdMmyOVybPLno07NGtwIla7NZJ7f+qKQy1m5eAHJySlcuXadoPWbaN/Fg4VLV3Dl6nX6DxmRY5kcStjj1uTrbMtkMoiNisPa5s+LMaxtrYl/FY9r/cooTYwZ4NOXMStG8lWZIrTu15Ja7jUxUiqICY9hzoB5+PT243DwEWzsbXgdEZtjr+djyGSyT/ZjaPR6PVb58uU5ePAgp0+f5syZM1StWhW5XI6Dg4Pe9rlhzQq2b1xHSHAgi/x9MTExISQ4kAu/X8ZnbgAqlQqNRsPeA4eo/nVVveX4GElJSfToN4jGDeoxe/pUTE1NAGjSqAGnfjtDfHzmPJojJ07iUrbshzaVoxIS3vI8LJxKFSvolj18/ISFy1aiVqtJTU1jY8g2SSffZilbpjSXr1zn9evMk8yxk6dxdLDn0skjbAlaxZagVXRo407Txg2ZMl6auSlJycn0HjyCRnVr4+05HlOTzHbQuH4dTp+7QPybzHk0R0/9RnnnMpJk/JBXMTGMmjCZuPh4APYeOIRTiRK0b+3OoSPHSE1NQ6vVcuzkKcqXc5Y47Yc9ePSYhUuX69rxhs1b+a5JI0myvK9dXLxyDd/5i1Gp1Gg0GvYdPopblcoolUrq1qzB7gOHAEhOTuH875cpV1aaNpOUlESPvgMzz28zpmFqakKhggU4tn8XIesDCVkfyC99e1HFtRKL5/nlWC6tVkv7wW2wKZQfgDqtavHyUQQ3fwvl6yZVMTY1xkipoPp3btz4LZRjm08wtet0vHv54t3Ll+f3XrBjyW7O7DqLkdKIYQsG64ap6revx+Obj3VXVRkccUn3x3vz5g39+/dn/vz52P7RtX/s2DHKlSun156a9+n50494z5lH+64eyORyqlSqyJBf+uV4jnfZsGUrEZGRHD1xMlsX94qFAfzY6Qd69PsFjVaLfaFCTJ0wVsKk2T0PC8PO1gblXz7B9uvVg5mz/WnXxQOVSk2TRvVp16qlhCkzVf+6Kt1/7MTPAwajVCqxtrJins8MqWNls3HbTiKiojl2+jeOnf5Nt3yp/2y6dGhLr8Ej0Gg02BcqyOQxwz+wJWlUda1Mn+4e/NxvIAqFAjs7W+bNnol9oYIkJLzlB4+f0ajVlHUuw6Qhg6SO+0H9e/dkho8fbTt3Q6VS8W2jhrRr7S5Jlve1i0W+s4h5HcsPP/dFLpNRuaILg/r2BGDS6GHMDlhE22490Wg0fN+4IU3q15Uk/4bNf5zfjp/i6PE/h6JXLAqQ9OspIp5EsiVgG31m9kIulxP/Kp4109YSFx2PQwl7Ri4ehkKp4OaZUC4evPTBbaUmp7HBdzP9ffogl8uJehbFulkbcuiV/A9y8SXdMq32b4OHn1Dbtm0pWbIkgwYN4tatW4wbNw4/Pz8aNXr/J570NzH6iiP8QavVSB3h4+ivieqNOj1N6ggfzcjUTOoIH8cAu77/jSolSeoIH80oj7nUET7KCHcvqSN8tPkncnaOXHLU80+2LbOCX32ybX0Keu07mjNnDlFRUbi7uzN37lymTp36wYJGEARBEAThf6XXmW/FihVj7dq1+tyFIAiCIAgfwRAn+H4qhjfLRxAEQRAE4X8g/bW2giAIgiDkHAO8aulTEUWNIAiCIHxBxMP2vWIAABLCSURBVPCTIAiCIAiCgRM9NYIgCILwJcnFw0+595UJgiAIgvBFEUWNIAiCIAi5ghh+EgRBEIQviCwX3yZBFDWCIAiC8CXJxVc/iaJGEARBEAS90Gg0eHp6cu/ePYyNjfHy8qJo0aJ625+YUyMIgiAIXxCZTP7Jfv7NkSNHSE9PZ9OmTYwYMYJZs2bp9bWJnhpBEARB+JLk4PDT5cuXqVOnDgCVK1cmNDRUr/szuKLG2NpW6giCIAh6YWxlI3WEXG/+CX+pIxi8nGyHiYmJWFhY6B4rFApUKhVGRvopP8TwkyAIgiAIemFhYUFSUpLusUaj0VtBA6KoEQRBEARBT6pUqcKpU6cAuHbtGqVLl9br/mRarVar1z0IgiAIgvBFyrr66f79+2i1WmbMmEHJkiX1tj9R1AiCIAiCkCuI4SdBEARBEHIFUdQIgiAIgpAriKJGEARBEIRcQRQ1gmAgNBqN1BE+yrNnz6SOkOtduHBB6giC8Fn5bIuaiIgIYmNjSUxMlDpKrvXgwQMePXrEo0ePpI7yn0VERBATE8Pbt2+ljvKfHTlyhLi4OORy+WdT2MyaNYtp06aRkpIidZT/5O7duzx58oTnz59LHeU/CwgIwMPDgxMnTkgd5T959OgR4eHhREZGSh3lP4uKiuLVq1dER0dLHUX4RAzuG4X/Cz8/P86cOUN0dDSurq7UrVuXDh06SB3rX12/fp3SpUuTJ08eqaP8K39/f44dO0ZiYiImJiZ06tSJ7t27Sx3rg+bOncvZs2d5+fIlNWvWpFu3blSoUEHqWB/04MEDJk+eTK1atZgwYQJWVlZoNBrkcsP9vDFz5kw2b97Mxo0bP4u2PHv2bA4fPkxaWho2Njb8+uuvfP3111LH+iAvLy+2bt2Kvb29rkDXarXIDPTuyv7+/hw/fpz4+HhKlSrFTz/9RL169aSO9UH+/v5cvHiR6Oho8ubNy7fffkvfvn2ljiX8Pyk8PT09pQ7xMXbu3MnKlSvx9PTE1dUVU1NT5syZQ3JyMjVr1pQ63jtpNBpiY2Pp1KkTCoWC8uXL6/UbFf+/goODWbduHb6+vjRq1IiiRYsyd+5cihYtipOTk9Tx3mnNmjUEBQUxZcoUypYty7lz57C2tqZixYpSR/sgS0tLdu3axYMHD7h37x7VqlXDzMwMjUZjkG9gs2bNYvv27YSEhBhsW/irAwcOsGLFCgICAqhVqxZ16tShWrVqUsf6oKxjvHfvXhITEzl//jzNmjVDLpcbZJsICQkhMDCQ2bNn4+bmxuPHj4mOjqZ+/fpSR3uvkJAQ1qxZg5eXF3Xr1sXJyQlvb29evnyJm5sbJiYmUkcU/keG+876HpGRkbi4uPDNN98AkJGRgZOTEyNHjiQ1NZXx48dLnPCftFotNjY25M+fn4CAAAC6d++OsbGxxMne7f79+zRr1oxKlSoBUKJECfbv38+VK1do2rSpxOne7d69e3Tu3Jnq1atTvXp1rl69ys2bN7lw4QIKhcIgP5lrNBqMjY0pUqQIBQsWRKPRMGXKFCZOnIitra1e74/yvwgLC+P48eO4u7tTvHhxANRqNWfPnkWlUmFpaWlwxzkiIoJixYpRrlw5FAoFWq2Ws2fPkpqairW1NVWrVpU6Yjbe3t6sW7eOLVu2UKhQIezt7Tl//rxBtYO/e/HiBTVr1tSdLx4/fszt27f5/fff0Wq1uLm5SZzwnx49eoSrqyuurq66ZaampgwZMgQTExNGjRolCpvPlOH+pfxNVterkZFRtvtIKBQKmjRpwsKFCxkwYABWVlYMGjRIwqT/pFAoALCysqJ69erMmTOH1NRU+vXrZ3CFjVqtJiwsjHz58umW5c+fn2LFinH+/HnS09MNLnNGRgZPnjzRZVar1Zw+fRozMzPOnTvH27dv6datG8OHD5c4aXZZQ0y1a9fm/v37VKtWjeDgYGbOnImfnx83b97MdtKVmq2tLR07duTatWtcuXIFV1dXfv75Z+Li4khISODNmzd07dqVkSNHSh1Vd76QyWSkp6ejUChQq9V07dqV5ORkEhMTdXkNpV2kpqZiaWnJ1q1bKVOmDAAtW7Zk6dKlhISE0L59e4kTZpd1jDMyMoiNjeX58+cULFiQnTt3kpKSwvjx44mOjua7777D09PTIIqErMyvXr0iOTlZt1ylUlGyZEkKFy7Mxo0bkcvl/PrrrxImFf5Xn83wU1a3q5WVFXPmzNENLchkMjQaDUWLFtUNkxQuXJhSpUpJnPhPWq2WFy9esGPHDhYtWkTVqlWZMmUKcrkcV1dXXdFjCORyOVqtlpMnT9KgQQNMTU2Ry+Xcvn2bx48f88MPPxjcfA+FQoGjoyNpaWlUrlyZGzdu8PDhQ/z9/WnXrh0VKlRg9uzZBjcclXWCffLkCRcuXGDUqFGYmZlx5coV5syZw/bt2+nVq5fBzKUwMjLC0dGRY8eO8fjxY65evUpqaiqzZs2ibdu2VKlSBW9vb8zNzalcubKkWbOOl5mZGQEBATg4OBAfH69rF+7u7lSsWBEfHx9MTU0Nong0MjKiSpUq2NnZodVqdf/vd+7cISEhgQYNGhjUsGRWjoIFCzJ//nz279/PqlWrsLW1JTAwkHbt2lG/fn38/PxISUkxiOkBWZlNTExYunQpjo6OODs7I5fLSUpK4tmzZwwaNIi5c+fi6OioKy6Fz8dnU9RkyZ8/P3nz5sXf3x8HBwfKlCmjK2yKFClCXFwcERER1KlTB8AgTgAymQwTExOSkpJwcnKiUqVKFC9eHC8vL4MsbJycnKhbty52dna6cfxLly79o6i5ceMGBQsWlDhtpsKFC+veSAsVKkTTpk2xsbHB2tpaV+BeuXKFxo0bo1AoDKZdQGb2kJAQWrVqhbOzM5s3byY8PJxKlSrRuHFjTExMDObNzMLCgrJlyzJ//nxCQ0Pp1asXVatWxcrKihIlSmBkZMTZs2dp3LgxSqVS8sw2NjYYGRmxYcMGHjx4QOnSpWncuDFWVlY4OTlhYmLCwYMHady4MaamppLnzfrbyuplUiqVKJVKfH19qVGjBo6OjgZT5GbJnz8/TZo0oXjx4iQkJODm5kb9+vUxNTXFwcGBr776ivXr1/Ptt99ibm5uENkdHR2BzItOnj59yrVr15g0aRKurq54eHgQHx9PdHS07n1E+HwY1kfu/6hdu3b89NNPeHt7s3PnTiDzZJAnTx6sra0JDQ01mDeBLKampvTs2RMHBwfUajXNmzfH19eXhQsXsnTpUtLT06WOqJP1idzIyEh3kk1OTiY5ORm1Wg1kXjnQsWNHYmNjpYyqk/V/nXVJtKmpabb1JiYmvHr1CiMjI4NqF1lvUCkpKdy8eZOZM2cSFRVF//79kclkDBkyhPj4eIPqHStZsiRTp07F3Nz8H1eXmZiY8ObNG0xMTAzmOHfs2JHq1atz/fp10tLSsq3Lly8f6enpmJmZGUzev2vcuDGtW7dm9erVREdHG2TO4sWL06pVK77++mvdMc7KaWxsjLm5ORYWFgaTXalU0rdvX3x8fHj58iUPHz6kR48eujmZMpmMu3fvIm6N+Pn5bObU/FVWgSCTyZg8eTKxsbG0bduWPHnykJiYSIECBVCr1QbV+wHo5qLIZDK0Wi0tWrQAYOzYsaSkpDB06FCDm6+S9aar1WpRKpUYGxsTEBDA2rVr2bx5M/nz55c6YjZZb/6vXr3i9evXODs7AxATE6ObfGtI7UImk2Fubk6dOnUYMGAAefPmZfXq1RQpUoS8efNy/Pjxf7wRG4L69etTpUoVrKysePPmDdbW1kDmRH5Dm+ScL18++vfvT2JiImvXrsXJyYkOHTqgUql4+vQplpaWZGRkGMScj/dp2LAhgYGBnDlzhubNmxvceSJLqVKl6Nu3L05OTrRq1Qq1Ws3du3cxNzc3uALB2NiY7777jkaNGqFUKv+xvlixYmg0GoM6Xwj/7rO+S3d6ejp79uxh+vTpFCxYEIVCQXR0NGvWrKFs2bJSx/ugrMMuk8nYtm0bs2bN4sCBAwZXJGQVNUuWLOHo0aNUqVKF9evXs2HDBlxcXKSO905arZYLFy7Qu3dvSpUqhbm5OQ8ePGDNmjW6IsfQ3Lx5k8mTJzN79mxKliwJZL6OpKQkLCwsJE73fuHh4XTq1IlixYqRJ08erl+/TmBgoEEe5/j4eIKCgliyZAnFixfH1NSU8PBwVq5cSbly5aSO96+yLvVesGCBQV5RBJmT9rN6n8uUKYOFhQXPnj1j+fLlBtkm4M+/s8GDB6NWq1Eqldy4cYOgoCAxp+Yz9FkXNVnCwsK4d+8e6enpVKhQgcKFC0sd6T/5a2GTmJho0G9e586do0ePHhgbG7NhwwbKly8vdaQPSk9P58KFC9y4cYO8efNSu3ZtihYtKnWsD0pLS9P1FhjavIn3SU5O5tChQ1y5cgV7e3uaNm1KiRIlpI71Qffv3yc0NBQzMzNcXFwM/nzx17YwcuRIBg4cSLFixaQN9QFqtZqrV69y8eJF7OzsqFGjBkWKFJE61r+6ffs2hw4dwtzcnEaNGhl8OxbeLVcUNZ+zvw7vGPKbWEJCAl5eXvTt21fXkyAIQs4w9G+ZFgRDIYoa4T8zxO+oEQRBEIQsoqgRBEEQBCFXEP2ZgiAIgiDkCqKoEQRBEAQhVxBFjSAIgiAIuYIoagRBEARByBVEUSMIEgkLC8PFxYVWrVrRunVrmjdvTo8ePYiMjPyft7lt2zbGjh0LQO/evYmKinrv7wYEBPD7779/1Pbf9WVk8+fPZ/78+R98XsOGDQkLC/vP+/kv2xQEQfg7UdQIgoQKFCjAzp072bFjB3v37qVMmTL4+Ph8km0vX778gzccvXTpku5eXoIgCLmBYdycRRAEAKpXr86cOXOAzN6NihUrcufOHdavX8/p06cJDAxEo9FQvnx5Jk+ejImJCTt27GDx4sVYWFjg6OiImZmZ7vlr167Fzs6OKVOmcPnyZZRKJQMGDCA9PZ3Q0FAmTJjAggULMDU1xdPTk/j4eExNTZk4cSLlypUjLCyMUaNGkZycTKVKlf41/7p169i5cycpKSkolUr8/Px038y6YMEC7t69i4mJCVOmTMHZ2ZmYmBgmTZpEZGQkMpmMESNGULNmTf0dYEEQcjXRUyMIBiIjI4ODBw9SuXJl3bK6dety8OBBYmNj2bx5Mxs3bmTnzp3Y2NiwcuVKoqKi8PX1JTg4mE2bNpGUlPSP7QYFBZGcnMz+/ftZvXo1CxcupFmzZri4uODl5UWZMmUYM2YMo0aNYvv27UybNo1hw4YBMG3aNNq2bcvOnTupUqXKB/MnJiZy5MgRgoKC2LNnD/Xr1yc4OFi3vmjRouzYsYMBAwbohsimT59Ou3bt2LZtG4sXL2bSpEkkJiZ+isMpCMIXSPTUCIKEoqOjadWqFZD5jc0VK1ZkxIgRuvVZvSMXLlzg2bNndOzYEcgsgMqVK8fVq1dxdXXF1tYWgJYtW3L+/Pls+7h06RIdO3ZELpdjZ2fH3r17s61PSkoiNDSUcePG6ZYlJycTFxfHxYsX8fPzA8Dd3Z0JEya897VYWFjg5+fH3r17efr0KadPn852Y9kOHToAUK9ePUaNGkVCQgJnz57l8ePHBAQEAKBSqXjx4sVHHEFBEIQ/iaJGECSUNafmfbJucKlWq/n+++91RUVSUhJqtZpz587x1y8FNzL655+0kZFRtvuKPXv2DHt7e91jjUaDsbFxthyRkZHkzZsXyH7j1Q/dfygiIoJu3brx448/UrduXWxtbblz545uvUKh0P1bq9ViZGSERqMhMDBQt6/o6GhsbGw4cuTIe/cjCILwPmL4SRA+A9WrV+fw4cO8fv0arVaLp6cngYGBVK1alWvXrhEVFYVGo2Hfvn3/eK6bmxv79u1Dq9Xy+vVrfvzxR9LT01EoFKjVaiwtLSlWrJiuqDlz5gxdu3YFoGbNmuzatQuAQ4cOkZaW9t6MN2/epGjRonTv3p0KFSpw5MiRbBORd+/eDcDhw4cpWbIkZmZm1KhRg/Xr1wPw8OFDWrZsSUpKyqc5aIIgfHFET40gfAacnZ0ZOHAgHh4eaDQaypYtS58+fTAxMWHChAl0796dPHny4OTk9I/ndunSBS8vL9zd3QGYOHEiFhYW1KlTh8mTJ+Pt7c3s2bPx9PRkxYoVKJVK/P39kclkTJo0iVGjRrFp0yZcXFwwNzd/b8ZatWqxYcMGmjVrhlarxc3NjQcPHujWP336lFatWmFubs6sWbMAmDBhApMmTaJly5YA+Pj4YGFh8SkPnSAIXxBxQ0tBEARBEHIFMfwkCIIgCEKuIIoaQRAEQRByBVHUCIIgCIKQK4iiRhAEQRCEXEEUNYIgCIIg5AqiqBEEQRAEIVcQRY0gCIIgCLmCKGoEQRAEQcgV/g8+wtI9sy5TTQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pred_values = rf_class.predict(img[train_img_count:].reshape((-1, 28*28)))\n", "ax1 = print_confusion_matrix(confusion_matrix(\n", " label[train_img_count:], pred_values), \n", " class_names=range(10)) \n", "ax1.set_title('Accuracy: {:2.2%}'.format(\n", " accuracy_score(label[train_img_count:], pred_values)));" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Science and Imaging\n", "\n", "### Images are great for qualitative analyses since our brains can quickly interpret them without large _programming_ investements.\n", "### Proper processing and quantitative analysis is however much more difficult with images.\n", " - If you measure a temperature, quantitative analysis is easy, $50K$.\n", " - If you measure an image it is much more difficult and much more prone to mistakes, subtle setup variations, and confusing analyses\n", "\n", "\n", "### Furthermore in image processing there is a plethora of tools available\n", "\n", "- Thousands of algorithms available\n", "- Thousands of tools\n", "- Many images require multi-step processing\n", "- Experimenting is time-consuming" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Reproducibility\n", "Science demands __repeatability__! and really wants __reproducability__\n", "- Experimental conditions can change rapidly and are difficult to make consistent\n", "- Animal and human studies are prohibitively time consuming and expensive to reproduce\n", "- Terabyte datasets cannot be easily passed around many different groups\n", "- Privacy concerns can also limit sharing and access to data\n", "\n", "----\n", "\n", "- _Science_ is already difficult enough\n", "- Image processing makes it even more complicated\n", "- Many image processing tasks are multistep, have many parameters, use a variety of tools, and consume a very long time" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Version Control\n", "Like track-changes in word processing software, you can track changes across code using tools called version control. Websites like GitHub, GitLab, and Bitbucket make this very easy to do and every modern software engineer uses these tools daily for all kinds of large and small projects.\n", "![](https://camo.githubusercontent.com/0e02bc17ce408657ba14c164b9f9edac432685a4/68747470733a2f2f662e636c6f75642e6769746875622e636f6d2f6173736574732f32323633352f313631303533392f38363363316636342d353538342d313165332d383262662d3135316234303661323732662e676966)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Data Version Control\n", "Just like code you can track changes in your data and labels and these are often even more important to track well. Tools like DVC make this much easier to do for projects and scale well to millions of images and labels." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" }, "livereveal": { "autolaunch": true, "scroll": true } }, "nbformat": 4, "nbformat_minor": 2 }