{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Generative AI: Hacking the Growth","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19"}},{"cell_type":"markdown","source":"### Introduction","metadata":{}},{"cell_type":"markdown","source":"With a buzz word AI in the market, the world has already met it's future. AI was said to be the coming future but it's here, it's around me and you right now. It has taken over on all the places and people are in awe of this new thing. As AI is itself a fully functional large independent domain, **Generative AI** is a sub division of AI that is capable of forging a wide variety of data ranging from textual content writing to the creative generation of images, videos and 3D Models as well. Generative AI extends its immersive involvement in human-like conversations, music and many more. Generative AI hold a key to unlock unleash the possiblities that reside in the different industries such as art, healthcare, and business. This essay will be a deep dive into it's history and some time travel to past, the basics of Generative AI, then the applications and future of Generative AI.","metadata":{}},{"cell_type":"markdown","source":"> **AI has the potential to expand the spheres of creativity while also enhancing human analytical and decision-making skills.**","metadata":{}},{"cell_type":"markdown","source":"Generative AI has captured the global attention by the innovation and ground breaking advancements that are done in the way we work, communicate and innovate. ChatGPT with now over 100 million users sets an example of how thriving and exciting the future is gonna be. The cutting-edge technology, efficient engineering and the power of self innovating has led to the success of ChatGPT. Generative AI which was looking like a 5-10 years ahead in future is right now in the palm of our hands, with such a huge adoption of new technology that the world has never seen before.\n\nGenerative AI is able to achieve such a ground breaking creativity and unique outputs because of the data that it was fed with. The data was large, the model was trained on it using that knowledge Generative AI is able to give out such a great response that it almost mimics any human mind based creativity and outcome. Generative AI is highly capable of creating super realistic and complex content that mimics human creativity and brain power with much much lesser time, making it a highly appreciable asset for gaming, entertainment and design industries. The possibility of Generative AI is endless even it can assist you in some scientific research. ","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:6621a310-4977-494f-bc9f-7f3708cabac5.png)","metadata":{},"attachments":{"6621a310-4977-494f-bc9f-7f3708cabac5.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"### History","metadata":{}},{"cell_type":"markdown","source":"The concept of Generative AI floats around way back since **1960s** as in **1966 MIT Professor Joseph Weizenbaum creates the first ChatBot - *Eliza* which simulates conversations with a psychotherapist.** Having done this here is the brief timeline of Generative AI:-\n\n1. 1980 - Michael Toy and Glenn Wichman develop the Unix-based game *Rouge* which uses procedural content generation to dynamically generate new game levels.\n2. 1989 - Yann LeCun, Yoshua Bengio and Patrick Haffner demonstrate how **convolutional neural networks(CNNs) can be used to recognize images.**\n3. 2000 - University of Montreal researchers publish \"A Neural Probablistic Language Model\", which suggests a method to model language using feed-forward neural networks.\n4. 2006 - Data Scientist **Fei-Fei Li sets up the ImageNet Database**, which provides the foundation of **visual object recognition**.\n5. 2011 - Apple releases **Siri**, a voice-assisted personal assistant that can generate and take actions in response the voice requests.\n6. 2015 - Standford researchers  publish work on diffusion models in the paper **\"Deep Unsupervised Learning using Nonequilibirium Thermodynamics\"** the technique provides a way to reverse-engineer the process of adding noise to final image.\"\n7. 2017 - Google Researchers develop the concept of transformers in the seminal paper **\"Attention is all you need.\"**, inspiring subsequent  research into tools that could automatically parse unlabeled text into large language models(LLMs).\n8. 2018 - Google Researchers implement tranformers into BERT, which is trained on more than 3.3 billion words and can automatically learn the relationship between words in sentences. It has 110 million parameters.\n9. 2021 - OpenAI introduces **Dall-E** which can generate images form text prompts, The name is a combination of WALL-E the name of fictional character robot, and the artist Salvador Dali.\n10. 2022 - Researchers in Runway Research, Stability AI and CompVis LMU release Stable Diffusion as a opensource code that can automatically generate image content from text prompt.\n\nOpenAI releases **ChatGPT** in November 2022 to provide a chat-based interface to its GPT 3.5 LLM. It attracted 100 million users within 2 months, representing the fastest ever consumer adoption of a service.\n\nMicrosoft intergrates a version of ChatGPT to it's Bing Search engine, Google quickly follows the  plans  to release Bard chat service based on its Lamda Engine.\n","metadata":{}},{"cell_type":"markdown","source":"### Basics of Generative AI","metadata":{}},{"cell_type":"markdown","source":"With the help of appealing and original content creation, generative AI explores the fascinating field of teaching machines to recognise patterns and unleash their creative potential. Modern deep learning models like GANs, VAEs, and RNNs enable this outstanding accomplishment. These robust models provide computers the ability to delve deeply into information and interpret the complex patterns they contain with astounding accuracy. With this knowledge, machines go out on a fascinating creative journey, producing new results that are remarkably similar to the original data they were trained on. Witnessing how Generative AI enables machines to imitate and even surpass human-like creativity, opening up endless regions of possibilities, is extremely inspiring.\n\n#### How it works?\n\nGenerative AI initiates with a prompt, which can take the form of text, images, videos, designs, musical notes, or any input that the AI system can process. Through the utilization of diverse AI algorithms, the system generates new content in response to the given prompt. This content can range from essays and problem solutions to convincingly fabricated creations crafted from images or audio of individuals.\n\nIn the early stages of generative AI, submitting data often involved complex processes through APIs or specialized tools, requiring developers to gain familiarity with specific languages like Python to create applications.\n\nHowever, pioneers in the field of generative AI are currently focusing on enhancing user experiences. These advancements enable users to describe their requests in plain language, simplifying the interaction. Moreover, users can provide feedback on the initial responses, allowing them to personalize and fine-tune the generated content according to desired style, tone, and other specific elements.\n\nGAN working model:-\n\n\n![image.png](attachment:174fd94e-5dd9-4f6f-b74e-50a941ebedd5.png)","metadata":{},"attachments":{"174fd94e-5dd9-4f6f-b74e-50a941ebedd5.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"### Applications of Generative AI","metadata":{}},{"cell_type":"markdown","source":"#### Your text generation mate - **ChatGPT**\n\nText generation is an enthralling field in machine learning that involves creating fresh text by leveraging patterns and structures learned from existing text data. Various models, including Markov Chains, Recurrent Neural Networks (RNNs), and more recently, Transformers, have significantly advanced the capabilities of text generation. Markov Chains utilize probabilistic techniques to generate text by predicting the next word based on the current word or word sequence. While they can generate coherent text, their limitations lie in their inability to capture complex long-range dependencies and context. RNNs, on the other hand, excel at capturing sequential patterns in text data. These models process input text word by word, utilizing an internal memory that retains information from previous words. As a result, RNNs generate text with better context and coherence. However, RNNs may encounter challenges in handling long-range dependencies and can sometimes produce repetitive or generic text.\n\nOne of the most famous and hot Text Generator:-\n\n##### **ChatGPT**\n\nChatGPT, the AI-powered chatbot that garnered global attention in November 2022, is based on OpenAI's GPT-3.5 model. OpenAI introduced an interactive chat interface with the ability to fine-tune text responses based on user feedback. Unlike previous iterations, which were only accessible via an API, ChatGPT revolutionized the user experience by simulating a real conversation, incorporating the context of previous interactions. On March 14, 2023, OpenAI unveiled GPT-4, further advancing the capabilities of the chatbot. The immense popularity of the new GPT interface prompted Microsoft to make a significant investment in OpenAI and integrate a version of GPT into its Bing search engine, amplifying its reach and impact.\n\nAn example of text generation from ChatGPT 4 model:-\n\n![image.png](attachment:5f2272e2-5bed-479e-8e41-bed83580aa3c.png)\n\nChatGPT is a versatile tool with a wide range of applications. It has the ability to provide answers to various inquiries up until 2021, making information retrieval effortless and convenient. Moreover, ChatGPT offers a user-friendly and flexible interface, allowing users to interact with it seamlessly. It can assist in coding-related tasks, providing guidance and support. Additionally, ChatGPT is adept at generating scripts for videos, crafting engaging content for social media platforms, and even offering creative ideas for running effective social media campaigns. By prompting ChatGPT appropriately, it can act as a content creator, guiding users on a journey of content creation and offering valuable insights along the way.","metadata":{},"attachments":{"5f2272e2-5bed-479e-8e41-bed83580aa3c.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"### Imagining the Unimaginable - Midjourney/Dall E (Image Generation)\n\nThe topic of image generation is fascinating since it entails producing original, lifelike visuals. Advanced techniques including Variational Autoencoders (VAEs), Generative Adversarial Networks (GANs), and more contemporary Stable Diffusion models are used in this ground-breaking procedure. Intricate patterns and structures may be learned by these algorithms from current image data, and they can then use that knowledge to create visually beautiful and original images.\n\nBy learning a compressed representation of the input images known as the latent space, VAEs function as generative models. This latent area serves as the starting point for creating new images. VAEs may generate a large variety of believable and alluring images by sampling various points from the latent space, providing a broad range of image generating options.\n\nGANs, on the other hand, are made up of a generator and a discriminator, two separate neural networks. The discriminator's job is to evaluate and discriminate between created and genuine images, whilst the generator's purpose is to create images that are essentially indistinguishable from real photos. GANs continuously improve their capacity to produce images that share remarkable visual similarities with their real-world counterparts through an adversarial training process.\n\nStable Diffusion has recently become a fascinating method for creating images. This technique uses an iterative procedure to gradually improve a generated image over time. Stable Diffusion models provide high-quality images that exhibit realism and precise attention to detail by carefully introducing and eliminating noise.\n\nThese developments in image creation demonstrate the remarkable power of deep learning systems. We open up new channels for artistic expression and delve further into the world of computer-generated imagery by utilising the power of VAEs, GANs, and Stable Diffusion models. This allows for engrossing visual exploration and pushes the limits of what is feasible in the field of artificial image creation.\n\n##### **Midjourney**\n\nMidjourney AI is an exceptional image generation AI system that surpasses its predecessor, Dall-E, in producing remarkable results based on user-provided scene descriptions. With its cutting-edge capabilities, Midjourney enables users to generate images that are far superior in quality and detail. The platform also offers a Discord chatbot, providing users with a convenient and interactive way to prompt the AI and obtain desired outputs.\n\nDeveloped by an independent research lab of the same name, Midjourney stands out as a text-to-picture AI service that empowers users to bring their ideas to life through vivid and diverse art forms. By leveraging its advanced algorithms, the AI translates textual descriptions into visually captivating images. The resulting artworks exhibit exceptional clarity, structure, and attention to detail, cementing Midjourney's reputation as a leading AI-powered image generation platform. \n\nA sample work of Midjourney:-\n\n![image.png](attachment:1abf963f-f68a-470c-ba2a-f09eb9d8939a.png)","metadata":{},"attachments":{"1abf963f-f68a-470c-ba2a-f09eb9d8939a.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAkoAAAGgCAIAAADadt+3AAAAAXNSR0IArs4c6QAAIABJREFUeJzsvXecHMd55/08VdVhct682LwIi7TIBBEIAgQJEqQYJVmSZUuW5LuzzuFe65XP4Zzfs+X3/Ln3PZ2tYEuyZStRgRQlRgSSAoic02KBzXF2dnLong5V98csQAgEyCWJQFH9/SwGPY2uruoebP/mqXoCdi1aCgCEUMYkcHBwcHBweF9AbvcAHBwcHBwcbjyOvDk4ODg4vA9x5M3BwcHB4X0Iu90DcHBwcLgmAgAvvf5yYVlmuawLcbvH8a5BBEVxMXZ7hOZt9CpJkm3bnHMAcLvdpVLppo3KwcHB4c0ghMiyrOs6AKiqCgCV7Vm29Xq9pVLJsqy32284ElFkeWJi4u02nD1CiHwuW3nSvg8o63ooHEW89ncUQojfH3jjfl3XZvOBqqo6b/78hoZGzvmFC70D/f1XfqZvQ94WL+keHOhPJqcBYOXKNYcO7XcUzsHB4bbQ1NS8YuXKJ7/3XQBYe+c6ANi1c8dsGoZCoV/5yEdr6+pM0zywf98Lzz//tvqNRCIf+vCv/PNXv/K2FG7V6tUNDY0nT5zI53Oc80Qi8SYHc85/QbUNCRFvGLkQwrIsSbq2Z/7aO9dtuvtuXdOu2m/b9t//j//3zbsLhUK/9uufiFVVVd7euW5dIpH4xte/lkmnK3tmJW+hUIRSEggEFUWNRmOIqLrcHo+XUpbP52ZzBgcHB4cbgj8QiIQjC7oWWJbZ0tIKAO3t7T09PS0trfH45Ft+5/7Qh3+lvqEBABRF2bDxruHh4XNnz86+99bWVpfL9Ruf/sy/fOPrI8PDs2myes0dD33gAwCwZOmSv/7Lv/zsb//OP3zxf83S1iSE1tbVFQuFTCY9m+O9Xp8AUSwUZnPwjWXj3VtkWUak53vODA30//w/Xneatbq6+ifPPHPs6JGr9n/u//78m3fn9Xo/9enPBEOhTDp9+NAhQsmqVatjsdinPv2ZL/3jPxTyeZila8m8efPnL1jk8/lb29rnze+aN38hpXTuvAVNTS2zae7g4ODw9kEEwDcsvC1btnzzli0LFy2qra3bvGXL5i1bautqFy5cuHnLlrc8o8/nq2jbZTo7585mKNFYLBqLPf7EExs23gUALpfrU5/+TGNj42zaVldXVzYYk2pra3VNi0Sjs2kIAI9/+CMtbe1b798eicyqSU1tXUNj0yxPfgNZtmLVhfM9Lz3/7IvPPTNvflcwFL7ZPd6xdm0wFAKA73zn25QxStnTTz8FAKFQaPHixZVjZmW97du3JxAILlu+cs/PXgaA2tq6aDR26tSJNx7553/23xoaGrw+79Dg0MKFXV/68leOHTvx//z1X6iq+uWv/NNDD27/X1/837/xyU/s339ACBEKhb7xL/96wy7XwcHhl4CXd+96efeuz/72b3/tn/+pYgM98thjT//oR7OZ0GOMEfJz3+np7LwemubM2f7gQ7KiXHmqj/7qx//9m/86MjLy5m2PHTu6aPFit9sdj09ms9lcLjc2OjqbTgEABAwN9B/Yt9c0jDvuXF9VU3vgtb0ul2tJ97LpxNTZM6eXLV/JJOnMqRMrVt0xOTk+PRXvWrh4Qdei3TtemKXBd0OIxqqOHj5Y2R4eGqiursmkUze1x7b29srG1nvva21tzWazp07OSFJj4xyAvTD7tTe/35/L5S5tBy5vX0UgGPiXf/nmunV3Dg4N7d372uLFi+d2dmay2ZOv/uzDH/pg74ULq1evau9op4yZhrlz1653dX0ODg6/lMiy7HZ7dF1njDU2zjl+9FhTUzMAGEZ5bGzsZvR45MgRyqQHtm+/7ATIOT9y+NC8+fPfUt5Ghod//PRT4XCk93yPpmnf+vd/m32/L+96qXvFyvV3bT60/7XmlrZTJ49tuGvTjpdeOHH8yOZ7tsXjcZfb/ZOnf/jI4x9++odPtnd0CAFDgwOFQm7ugq4Dr+155xf8NsllM4FgMJvJAEBdXcPxo4ff5QlffvnlNz9AVdTKRmtr69EjR3a89OJ92+6v7HG5XJWNt5Y3r9cXDkdq6+oBYM6cZgCoqalNJqfnzGkeHR3h3L7q+Fw+Z3M7m82Uy2VCiGXb2Uy2r3/gwoWLmq7/yR//4dM/fubB7Q8IgL/9wt+9net1cHD4ZccfCLS3tXt9PkpIS2srCPjUZz5z5QF/9F//4E2aV6azrsTn886y6wu95zVts8vlYoyVSqXvfOtbfX0X37LVuvXrN929ueLbufXee7PZ7He+/S2v1zs+Pn7ZA+J6UEqbmpt/tnvXnRvuCkejmqZNTcZLpdLGTZtPnTheKhURIZVKCiEsy3S7XQKQMVYo5LWSFo7c0pjmo4cPbt32YLmsMcqiVdXDQ4MVJ8TZ0NraigC9vecLhQIAPOpX73Ipp3pPHXrTVlNT8ctOJbIi37ft/sVLllTexuPxysZb34JgMBSNxqLRGICobHh9fo/XG43G3ujqOTkZByEKhUKhUCgWS4VC4Uc/eqqpqenDH/5QrKqqp6cnkUgcPnzkpz999vTpM9lsdpbX7+Dg4AAA4VCopbW1s7PTtKyW1ta31bZxzpzHH3/iqp2dnXMfe/yJivy8CaFQ6FOf/syhgwd+8P0nAeClF1+cjba1tbXft+3+K08eCAR+41Of6u/re/zxx6+aJn0jtm1bln3PtgdKpeKRg/snJsaWr1oty/Jgf397R+fQ4EByenoqPgkAB/fvvWvz1mAwmE6nCvlcNptOXHrE3xoMw/jJ0z/Y++rLr+ze8eS3v9k5b35ra/ss2y5bvvyxJ554YPuDjLFFivQxv7tBotu86haP8iat9u/bd3k7lUymUsnLb8/3nKtsvLX1Njo6PDo6fG9V1ckTxzWtJMtKNBY7cvjgNUNG/uZvvgAAx0+crLzdt28/AHz81z7hdruLxSIAfOKTnwaAY8eOv2W/Dg4ODlcxODg4ODh473339faef/WVVyqek7MkMTX11a9+BQBaW1uDwRAAXLjQm8/n4a1i5txu98d/7dePHj2yc8cOAGCMxWKx2fQ4p6npjfFejEnV1dWhUNjr8+Xe6iv+sSOHjh2ZMWOuOdmYnE4AwOTExDNP/eDK/ZV5wlvMZbfVnS8+N8tFzcssXrJEVZVz3/3W5T3SdULlKvT39+/auePuzVsAYPmKlZfv866dO/r7Z/w2ZzUCRBwfG9W0EgAIwYeHBt9WOKQQoqJtDg4ODu+edDo9MT4OAInE1EB/f0tra8+5c4ZhGIbxJq10Xa/I2EB//53r12fS6Ynx8dk8ynRd37t3z+FDMzJz9MiRtzS8Kux7be+xY0evcUJN++pXv3I9bbteBPQvEFd9XUC87u169ZXX19iEEKfK1gHN6Fali4a9Xyu/eS87d+zI5/NLu5dVV1cTQnp6zp0+dfrKGAN0CuI4ODi8J5lVUq5YLFZVXX3m9OlbNqxbQKlY0HVN/OJn5UJE1eVyu2e7wHmDe3fkzcHBwcHh/YdTMcDBwcHB4X2II28ODg4ODu9DHHlzcHBwcHgf4sibg4ODg8P7EGbbNgCoMlYHcTJzdQqSGw4iQUJv0sk5t+CSrxGhN9FThtvmzBYiITerUp8QXFxKCnPL7puDg8P7AyEEv/RrTSm7nNkZAOLxOOfc7XYXi9euLeByub1ebyqVQsSqqqp4PF5J65FMJi3LvGaTurp6AMhms9c752UCgaDH47lqp67rV4Zmvy0IviGaQoAtBKvkIV3WylZ0yN98+aZHp8mqj8lXX9iNQstPCjGTVtXtC8H1gy3eDcI2teJMuSZCJNUbuRm9AIBpFE19JjLmpt43vZh4XbAdHBzeFxiGVSzPPAM7Oufet21bz7lzS7u7AeDQwUOvvLz7enmjXC7X/Q88UFtXSwg9fuzY6jVrdu3ceezo0c65c3dfJ1HwBz7w8IKFXQDAOT975syunTvfJNY5mUym0+lHH3vs+08+CQDbH3zwJ888c72DPR7PqjWrD+4/ICtyV1fXnp/taWlt9Xq9p06evHyMT+VM+jkzw7JFviRYpcqc1y0HfIoi3/RnHAGT0TeL8nvHcKssX3GFyDWm+G54LwDCtHRFli+/p2AS9mbJY95hN9zmwiSXOrqp902iCFR+60MdHBx+gRDEFDNPjFAwxCibmpoKhyMAcO999y1dunRiYiIen3z1lVeuavfQBx5esXIlAHDOG+fMYYw9/MijpVJp7549snyNBwVjzOP1VM4MABs23lVbW/tv3/zmm4TMV1dXcy5kWW5rb08kplevuQMAhoYGU8mrDbhwOLx1631DA4PhSOTe+7YdPXJ06dKltbV153t6Lh8jy1z6eXkjNsgWn4l727rMs3qe56sv3IYieA4ODg4ON5xy2SoaM/JWU1v7n3/7dwDg6ad+1NLadvjQwSc++CGfz/fMj5++MnljBULIipWrPvDww4mpqS/94z/our5o8ZIPfuhDE+Pjzz337EB//9U9Aciy/KlPf4ZzfvTokcY5c1pbWw/s3/9G4awcuW79hpqaGrfb/dRTP/rUpz/j883YIa/t3fvTn1zDjGOMVZTy8gYh5Mr6Rz71ankzbciXuONa4uDg4PA+Z3Ji4vjxYwBw16a7c9nMPfds9fl88cnJE8evkf6Xcz5v3lwAiFVVPfbEE3euX79x40ZCCCHkegXKDcP4ype/1Nvbe/DAgR88+eQ/fPGLPp+PXSvtpGEYZ8+eAYCjRw5rb1VavcJlK/Dyxmxq+8Hs6705ODg4OPzi8uR3v2uZ1tLu7nXrNwBAb+/5p374Q03TrnnwoUOHU+l0S3PLvHnzFyzosixroL//+99/8k3mGy3Lenn3zMpcsVjc8dJL1xOhyYkJTdP6+/s1Tctk0j6fr5LYOp+/dhnRd8zPTU5+5XlnctLBwcHh/UDZsErG1fNzoVAoGAppmjYVj7+lDUQICYZCoVCokM8nk8m3lUl/lng8njvWrv3Zq6/ats05n6VZdhVelUvs6snJgsZf3yUE2O/kzA6zAyllsZvhG3Iz4LzMrXfopOvg4PBewObXiPZJp9PptyqjehnOeSqZfKO7xw2kYue9y5PYtriqhEMl0MmZnLxFSEojlaK3exRvA0NDbs223q6Dg8N7DUR4y3oL7wvE9UoI3TZjQlGU9vbOWVY2IoS0t3dWYhhuMm/vv0J7e8db1vmdOS++HjxQU1NbW1v/Hq/qRMiMB7Aky6FwxOV2L1y8RFVdb9LE7fb4fP5bMjoHB4e3gFFKkQO8vzM2CIY2pddOeUGrqmsAoK1Wro/Khy++XgyQUKa6XCDAH4yU9ZnlR0T0+QKGUfYHw5RQ05w53hcIGmVdkhRFVS3T9AWCpnHdSnStbe0AWF1T8x9/63d3vPT8bGoaNTW3fP6P/vSV3TvevKjuu0RV1S/8/Rcnxkbj8clrHkAIuWq0X/j7L54+dSKZfGsrh0pRJEprW/tHPvpxVXU1NDbesXbd+MS4rMgf/NBH77hjXXNL6/nz54QQm7ds7V62fHCg/1c//skNG+5aueqOJUu7GxvnhEKR0dHhpUu7585bMDE+/luf/d2JyfFKYOYnf+M3FVUdHR1Ze+f6bQ88eOTwoUWLljz86ONLly4fHRkulYo1NbUf/NDHTp48JoQghDzy6BMNjXP6+y7euW7jgw89snjx0oH+PtXl+sjHfm3lyjWRaKyv7wK389zOE0I+8x8+e/zokW0PPMi5SEzFy+VrfLItrW25bNbr829/6OFTJ5xS7A4Otx9EZBQZEYxwiYr35Y/MQJbZG00FIcC0xHXlrXvVneFIrLq2zratts4FiakJzvm8Rd3tnV2FQr6mrqGlY358fNS27Vh13Zr1W4YHLlRV165Ye9foUP+mrR8Y7D9fSfd1FZFo7Pc//0e2bWfSqeUrVo2NjkRjsURiakHXokwm3dzSJkDU1Tf4A4H29s7kdIJzPn9BV3vH3PkLuna8+FwkElvQtUjXNMsyOzrnRqMxxuRiIR8IBOY0tTQ1NVFC8/mc1+tdumyFy+XKF/Lz5s3PZNJtHZ22bcViVR6vFwEXLl4cCISmpxOdnfNcbnd1TU0qmbRtG0BcvNDb2NQiy1JrW0diKl7Rs5qauq5Fi+/btn1qKq6q6sLFS3RN17TSQw8/dmD/3kgsRilrnNOcz2U7OufquvbGqsFUiobCNQ89/OizP/3xnKbmUql45tTJbQ88iAilYunJ733LMIxCsYAAGzfeHQ5Hzp09s2/fHpfbPTIy/PRTP5icmLj33m1jY6Mb79r84gvPdXR21tTURaPRs2dOE0KWLV/Z0tp+YP/eDRvvDgXDx44evm/b9m98/auqqkZjsamp+Ed/9RMvvvBsOpUCgNWr7+jonFco5FOp5IYNm77ypS9yAQu6FtbW1p06efzFF55bt35D7/keQ09zO798+cpioTAxMb5+491nzpwaHRnq6JjbOKcplZwWQixZukyWZFmWH/rAo2XDGB8bqatrKBQKhXz+xv6iOjg4vAMQkRBC378QQq45DfYW8pbNpMKRKllWz50+VtfY4na7jXI5EAwTRMFFfHJU1zRJlouF/LyupSMDF33+gNvjpYypqktW1Pj4iHmtwvAb79rcvWxFJBJJJKZWrVnb1NR8z733nzp5/PN/+Kdnz5x66OHHbMva/tCjW7bet2TpMr/f7/Z4P/Wbv1VbV+9yuQ8d3P/Z3/kvtXV1jzz+oZPHj/7hn/zFoiXd8Ynx4eGh5pbWz//hn9Y3NN5z7/0nTxz71Gd+a+GiJdseeKhYyH/s45+cisd/8z/+Z4Jkw4ZN/mBw67YHlnYvW3PHupJWeuSxD23Zus3n9x8+uF9WlP/02d8dHOj/7G//l5UrV2+46+745OTo6DAh5M/+6m+CwVD38pWHD+3/vc/94Zympvvu3/7K7l3bHniorr5h2fIV586c/twf/PH+1/b83v/1B4lEfHRk2Of3t7d3xKqqUqmUEJxK0a5Fy9LJ1IqVq1/b+8ryFavP9/a0tXe8vGvnps1buroWDQ8PJabiHR2dquoeGxsJR6Mjw0PNLa22bY+ODJfLuqKqW7bed77nXO/5cw9sf3j37h3d3cvPnj0tSVJ7Z6dlGsVCobq2VlGUM2dP27b98COPt7a0vfTic0u7l7W1d7S1dZimqevlzVu2vvrqrlAorGmax+PtOXdGCHvp0uWSJJ84flTX9ZqaOk0rpZMj3M6v37jp9OmThmkuX7EyMRUvFAsrV98RCoabmppD4XBVdc38BV3T01NLu5dPxePx+ITX462uqRsaHLh5v7EODg4Ob05F3q679laxWrgQTJI5t4cGLlTXNnj9gUhVrawokqx4vF7LNGVVjcaqQ9FYfWOL2+M7c/xwS8eC0aGL16s+/vyzz0xPJ77xta8ODQ6k06m/+es/10rFUCh81WG7d7y0d8+rkWhs8eKl53vOfvUfvwgAra3t0WjM7fYQQjrnzhdC/I8v/PWePTOB8ZzzP/uT/6pppeUrVra2tf//f/+Fl154tqtr8fDg4D333c9tvrR7eXNr66kTx9vbOmVZJpS0tXcCwM4dz//jF//nVQP42j99+eiRQ9GqGAAAoM/n13WtVCy2t3eWioU//aPP53LZroWLAaCpueXg/n1vdC6SmBQMhYOh8OWYfJ/Pny/kJUmamJgwTMOyTG7bmUz6y//4xd27Xnr0sQ9GItEVK9dU11TX1zcuWdx91beSQwf3U0qPHD4Qi8UaG+d0dS1UXer8+QtkRTXKxtmzZ7Y/+EjfxQuZTNbn83cvW/G9737r8OGDq1ataWlp+/o/f+Vfv/FPy5at2Hb/9lQqGY3GwpGIx+ORZAkAJFkBELquMUkGgCvXOCljhlFOJaen4vF9e/cY5TISUlVdXV1TMzY22tk5N51O9fddHBoaPLBvj1YqlfXye3tJ0cHB4ZeF68qbZZrx8dELPSdb2uf2XzhXU9vY13vm0N7dJ4/su9BzKhiKFAv5dCohS8qB13YdO7hnsK93Kj6Ry6Z2PffDRHyibFx3kUwIsWXrfdFoDATwSk5rBNu2N2+5t7m5tXIMBy5AAMDY2GhrW8fme+4FgGRqWtO1vr6LvefP9fVfAACt9HrWToL4Kx/91XA4Mjw0nJxObH/o4WXLV05MjB87eri1tX3Pz16WJBkA+y5eiE+OT05OXuztPXb0EAAUC9dO/Xl5mc3tdul6iRD6wvM/HRoe9Pr8H/7Ix2Ox6vHxUQD4/ve+vWnzPbV1daZpfuDRJ1zuGeeLVCr52p5XX9vzaiYz44Y7Pj7W3t557tyZRx/7YCGf37hx8yuv7Lpr05aNd21GQvWyHg6Ho9HYi88/+8rLOwvFfFtb+5XjMU2zrOvlcnnJ0uX7Xttz/NiRnz7z9JKly2uqq6enp48dPTwxMdZz7mw+l41GooQQr8cjSRKhpFQqNre2trd3lkqlgwf2nT17GhEpoaMjI+FQpKNz3urVa8+ePTM0NLh6zdp58xY0t7SOjY9VOh0dGW5qark8hq5FS2zLOn78CAB4vb7vffff6+rq2trbAcDj8UiSFI5GxkZHrvfROzg4ONwyrjs5ybldLOTKup6anirrWjaTquzP57Kc83QykcumAcAwyhXHk3wuk8+mAcC2rXJZL1/fB6RQyAVD4TOnT6bTqb6LF2zb7rvQOzQ44Ha7jx051N/Xl81mhgYGksnpRGJq755XFUUpFArnzp4+fHD/5ORkrKqq72Jv7/nzuq6d7+mpVGeIRmN3rts4Nj728q6XDuzfOzQ0OKepufd8z0+f+VFyelrTSvte2zudmDp54vjQYP/FixdisapMJnXi+DFNKw3096fTqUtXzS9e7M3nc73nz5WKxfGxsWRyOhSOrF27IZGYWr1m7bmzp8+dPVNXV7/jxefOnjkFAPtf21OJeZwYG7Vs+8TxYxcvXMjlrk7FTaVooaAvWrTENI3jx44kpuIAeOzo4cTUVHVNbUtL6/59ewuFwsjIUH9/Xy6XTSWTTJKTyelMJnP5bAJgfGw0HAkfO3pkejqRTE5LkpRJpxPTiXQ6dfr0ScMwDNPIZjNnzpxcuXJNuazv2vnS0NDg/LkLPF7vzh0vTEyMJ6amMulUKpUcGRkeGx1d1r18Ynzs4MF909OJUCjc2Djnld07M+l0xbUklUpWZo8t245PTqRTyYWLlpimefHCxYnxsbs3b81mMwf27zOM8sZN9/T29mzbtv2F5356Y/5vOjg4OLwjKpOTr2ctWTXX86XnflGzlsydN//3P//Hn/7ER2/GyevqG/7ov/3F8NBQXX39F/77X74z60R2dRLmVxSlo3NuQ0Ojrpf7+y4MDw/d8NHeKKzymGVMAEBra3uxVIxPTrxlk7r6RsbI8NB796IcHBx+GbA5FHX+PpE3RKSU3oycMRUURQlHoqnk9DXd4mcDYQFJaYRfkIUpwU1THxD8HV6sg4ODw22kIm/vk6wlQoibp20AUC6XJy4tR70zuJUtW9cuHujg4ODgcMO5DfKGAggHtASISwH1V9g0CIAABBFQIKAAcFFa42I655uXhtdtbTv78oXXzmZThi0hqY26H//IfCXqEboFQgiL29OayGqsOUCj4WLP5Nn9Y0dH84bNqc0lAvUKiXORtTgXHAACDDUbZQ4RiZzNl02bExBuidqAHRHXPZubvPUeO6MLzQIBtMod78/8fz8ayWqWzcXl0SMAIgoB4lJ2gCsNNAFQ55bKNqQMns2nRuJ9t+w+vxdAJG6PL1rTIMk3vuKrg4ODw5twG+RNsoDYIADFjG8iAryeOAYBEAEBUSAAIAiVQJVKpg0ecbOaOeFU1BOR82UuGJL2OrmhxU9VVZQtO6vTsFtU+6zRPMogVfmwpa6utSr84xOv9mYRhIdhUMKEBSqgxVFG8DB0UdQtrFHIgIa2DRRAQggqdPkcX8vcIBLCLQFBWRiE1ftlnftkmtdtQMFnpK2ix8hx5hLIJcUGAACBQIIMRwxBARm33iSZy/sVo6wV89nmuYsYuwU51RwcHBxmuNU5J6kNlCMiIALOcIVKICAiQcSKEQcCABRKIm6qMkQA4lJkv9cr0XoXBYq2IYysgbIEhBC3bKU04lVprU8gtZNZtG13V8vKj6zZ0l2lqKxexSkhOCIgCkBKEAlIFGQJLICAxAQHDgiI7UG5Y3GUW2AmTXRJqMroltCjMo+qyuTS2GZun4QzYfMVo3Pmki69pRQlAoYQSNAv/WIsvN1wTLM8OXKNCr8ODg4ON49bLW+EVx7xCFAxz2bAK+QBLskDIhIklIJfRY9ELMMCJnnC7lqfFHbRejcZTRivPdWb7ZkEhaHChGELwyZ+hUgMEOx0FgWoTQ1LPrBiZWfIq9I8EIIgAGEm3o4QgiqFoi2iMpFkoki02iu11Hoog0xfVoqp6JIBKA25icsleRVVppeGiARQIUQmRIiZ0VZeL10SIhIPQ1MgAFIkPvZLKm8AUMxnbvcQHBwcfrm4DRUDxOuvFZmAy1pWUQcEuKR3CACEoM9DvArVdZtbwu1XmqrdXrfEGPooPz9WeOEHvX27L3IuWMxrpzWUZFrl50UTZcqLRSBUbapd/cgSjPgEIkEEAShACFGRKYpQAgxLRGVUpZQQki3ydLwcXlCFVAIkIDES8qPqktyKwghcsjxdlPgZBcTXsyxjpc4QEpz5iSo0b/KK9HnYL0axt5vBO6tS6ODg4PCOuS0PXKw86i6bOYBACXHRSnZMvNLVhCAgwYBXirhJSedWUXd51Jqu6mqvzCQGiG7KU3l9x86RXf9+spgsosrAttEt05CbawaAAMsApshtjUs2trllNtMxohAoLusrAQmhVaHVKq1WaWu92rCyhkgEAIEDjfiIy4VMpm5VVWhFjhVCahSmUloWV3iUXBY6RESkBOpdJG/NXAijt8d6e32+9BckLMHBwcHh3XOr5U3A6x6G8PNOhgs8LCpTmLHeLplIgBzA7ZNCLiYElhJpya/4l7U0dNU2+CR+amgFAAAgAElEQVQOwAFkCQLMHBpMvfDtUxO9cTudRUZpwMVLBlDKSwUUJiqeqtXz1y6rR8oIIgDYAPaM+yNSAhywSqEdPhZRadX8MJEkIAxVCb0qDQVAUZBR6lIUiSAiRYwqLMxoweZ2ZWryCnMTESiiSqDFTVUChphRFXI71OWypF1T2xzBc3BweL9yeyYnr3aTBORCqDJ9rEENyLQibHDpxbZBcUuqTAMqyY1kqEem0WBkSVNjjddCWrKRAqQEU2QqWcapnw2e3dWnjSeREFYbtBJpkGReKiAgcbsW3bOwLuSeObdAiwMACgCTQ0mgImNRQLTR72mIAlCkiG6Fhvzo8iKVASlKjEmEEOKWaLOLWQC5ivPnpT+UQFAmCzxsY4TeG5PaXeRMzhYgrrZJbx9vHIKjcA4ODu9Lbs/kJMDPxYhVnEqKDBctDd7X6nXJlFFERAIEEU0ORKKSTPwKZieyxMWI4lZqIrGmYFuVqtuo2RCS7KwlJnRRNq3Jocy5n56Z2NdrTKeQ2cio4ALsMiJV6qtWrmwkSEEIBDAsYdrCMLGGgFcSJUSPm3SsqCFUAkKEIMTtQo8XqQzcRoJAiFtmrQpZ5JHnBOS4zW3OYcZqI5TgooC0KSqFFdJfgpemreenrUSZIwgCAkDYsyjceiPv8qU5yQrNtbGA133VCIQQsykn+0YIIZIkv7sBOjg4ONxEbpezw6V5vEteGAiQs7hnQXjrfQ0rqly1PsktESRIkHCBmi28QVmWiJ6zhKBAJOJ1uxqCCxeEo26aLkPOJGEVCIH+HB/MWRPxUs/e4aPfOzH4am/29AWUJK5pIAAl2rK2szrosgRyEJohZAvaFSxLpEwIR1y0rNpdHwPGwBIkGEBZJi6vMAwgCASB2y2M+yS6qsuHEZYwbQGAleBuhJYAqw2xp6bsl1P2xaKdM7kQglz2BBVg39qi8DOGpRBCiE1L5v3ehx/QtJmoO0YoAhDA1fPbvC71WkYdAMDlUoEEX68Z6Ha53S6vLEmVZNYODg4O701ufVg3vv7XpSdm5dlZLHPNIlWtoU2L86f60zlTTBXtrM4RSdmwm2rk1IRQJGrbhBEKhEnRYNAoL24qpHqyad0mSNwSUITpIs/pZmsYAlyMnE9NDRc6y3Z4bj0qEkqSXBNpaQ71T+aEgGYXrVJxColMwRTQVO2q7qxCVRGGDQxowIeMIUrCyoMqc8Po39X7/PnCuhXBeYs8z353THBBLl2FW6Z3L/C83KeZtkAQiIIA0kuaULFRb7H1BjMKhx9Y2333ioVj8WTZshmhMV8g6JYb6qvXdbX0TSQPnOu7/KlcOT6ClCAKsAlhiMSwDACQmGSbpmlbFe3En2/i4ODg8N7hduacpIACgVzyuTAsyOZ5rdfVsaoOLWs4UarzoGmBbnFaKIsgqZ/jUvwuyiTBbSBIXLJUE6xvzM9Ll89O6amyjZRIFINuEs/x3pQxNyJH3czQjPM7zzclcjUr2+W6GpBY2/zavYdHmhSMSWRIgIeiQMEkuqC7Rqryo8sttAINelFyAWUgbKBojY7rA/Edzw/O6/DdvaXmxZ1jg1MVSwhBCEpwZZPLH5IHM3msuM7gjL03E+cgkCBKNy7uDZEAgBCXpkaRCBCIFAQXMDPfSADro9EFTTX1If/F/sGcYUhMWj23fXN3hyKTeHw6n8n2TyThkkpVAusFCEJkREIpI4iBSKhczOdyGQRgkqwqSqlYqIwAfn5aUwggBN/ZVKeDg4PDDeeWy9sVQW0+ikV+aYISgAMkcxbxeT0tcgcl0uHRifF8HrlHxmyynEkajJJQyLVsOVLbBKYQVUHkvqZIx2RWN+3+DCY0O+oijGLEC/G81Zc2GSPVbmJzu+/YeGGy0LSpwzO/vbo5uLbGY5SNYYO7GRAiDI5L5gZDC6ppLIZEFj6bBPzIJABaTifGd5/wS/rZ0zlwSdsfqL9wPvPcgbTNKz6eAhDrAvK2VYGfHM9qhgABiEAB6Iy2zUzu1fpprccFJ2/ELURKCROCAyASikCF4AAckAERwC1b2EFVXdLaVBX0WbZ98NSFlQuaRqayHQ318xuiR8+cN8uGLEmRcDhdKMLlGEQQSIisBpHIABxso6GxfnxosGxoEpNdqtu0TV3TLn+MFUX0+P2lfN7r9dmca6WScMw5BweH9wa3Wt6uzJ3sJggImpiZnETERFJHRQVEtdrXubXTfWh44mKyWOZCcIpAEYySYRQMKeRDzpFJILirqcp9eqw+ZHMhelN2UucxF1FlUuNnk3l7MG26JSUgI+F8cjRdevrkfGYX+pKUiLgtFIYSBQ4gM9K2rI5VVRGXHxApCnR5ucmTJ85ffOGERG3PouB42tq2va6Q0r7z3GRG43BpblVCcs9SP1Pw1FBZCCAABIAiIQQuhayjW6JbF3jPT+QAQIh35UKJyJjkEpwjWIAEkRIiC2ELbiASymhbTUPP4EBXU8OcaODC2OTJoYm5tdH9Z/rGMrokse+/fDjmUepCgaJRntseKFRmJpEQKlEqAWGEqQCCENKxcKFVNm3bkmVFUdzFUg6Az1iKghNCbdtaceedmcRUmkm5Qt40Tcd0c3BweO9wOyoGXFqRshBqZTJkCECkCARxIq4JIiEpk6CPTyab710QbouPHRlPThVsWyCAxCgRAiSfsPKAAJKLyqp3TrjWMhN5a45fGsqZ2bKIuIlLplVeTGtWXxo7w7KbokQhm9FOfO9EImsliyYAKgwJCs0QzY0e95wIugPIPGCXhG3ayanRnadGT8dNG9o3VxdT5dWb630B8uVvDA6lLaxIlEBEqA1KdywLvHo0ldXsigsoQbhC24ARXNWszmt2/eDwDcinTAhFoIQAtxGRAFIghCLlNhJC66IhhVGJ0cZo+Ozw5MnhMdO2+8eni7YNgFxwEKJQ1vNloy7kDdXXpnIFBJTUIJVURBQzKT9hXtfcyZHh1FQCiCyAFks6IgUBAgUCEKCEMhCifk5z3+lT2XyBv1MPTAcHB4ebxG1wLbkctV3ksEKluhBJeyYybHJa14umS6bELdkWUM0IdNT5mqrSZycSFxP5pEYJ4baBjAkLACkyBkT2zWsQmXwwaQohGgRMFMy8AT4ZvSoxOGQ1ayJPWkMSo6CbcGhIk4DLCKpEGAGTg2GLjkUx4gsQ5gcw7PSkNRbP9aYS59NckOal4dCCOl/e4sR+8mvnesZ0FAIRiABBgCLevSRI3fRgj8Y5UECCgs74SgIiEMDWsLxtbejwhcJwynz9+t/p3bvk7IqIFAkRQCvTu0x2CSF8qjwyORnx+3Il7eLUtGFbiJCzDC6QAMqybJiGJfh0sdTZWLvnVF++pDHJLbl8gAhAKCWRaMTj80yOj6emUwBIJBUIoTZDwQW3AThwiwsbhVi7actIf3+uUHQSbjk4OLwHuR2uJYggBAKaXKRtuCcqvZCxsqYAhHTBmuhPtXXX8Vxarq+y0yl9Iq+2xiIrWgItYSNTzA/nKBAEISgDRCQEJDeLRjxtNc1lXuhNR93UFCJVMmXCPDKG3TRREPGiGVQw5GZp3dQt7lexom0CIK2Lqqi7YXkj8YTByphjA+bItJU3EmN51c3qFgRq7l1IvSHiSQzsOpsdz871A4HLBQ8g6JE2bak6cXh6MGkhICGC4uv5SxDQxejjGyIlbu86WbT5u7RvUJLciAwRAShW8pUBQSScC0RKKLoVKV3Iz22suzA6kddKMyoLGHR7gWBOK3IUIMAS4tWeQdY7HAsGuxd3DWaMeCILQCQJtz/26Pf/7ZslTQckHDhhChJEXhZCEEKFIECgKla1ZtPdwXDoX/73/6xom2O4OTg4vNe45WtveCkniQCBeKFsr4t47w2KHw4UQYBh83MnxtpWzwWSo6obbdMqiek9g7G7OohblU2ral0r9YdAIBJVEA2QACGo+KXWpmhRU4dyms6r3VQ37ZJhq4zJDKIemiyakwVTZpAzoUqlXgUZBQHCtMDisHJ9DQtHRDFZujhQGkqjEOWcJckk2uyPrJ9Pg/VCy3DNSlxI1nhoQK44KwrbFmkDFy/yq2HXgVMFiwtGEEFUNKcySykRsqhWaWr1fO2H40WDV9wd3zGUKgAoBEdCKz7/iASRAoAAzoUV9IdAcC4gmytmSgVbzJRk4AgZvXBlrhiXpCyf27q0symT1zxV0WMjFwVSibF7H9xW0PKcEEn1mppOCCOMAee84v4pAAmuXrf+8//9r86dOPn5//Bp2+bOpKSDg8N7k9sQ1l2xKCpF3TQuzurWnatCbT6FEOQcjh0byyeKNFgH3GTRqFoXMiz74jOnOAgrXy4NJADKgByQIGWABMEGplJ/VG6pqa3zEYKUYLVHEoBZnRMgqkS8CpvWLN3ilgCvghJDQpAglm2xcF6gYWGMZxLp107GD47lE3p6Up+cKLv9arC7iVW1AOe8rOnJ4vSUbgESgohYsDBpktqQumhDYz6h906ZiEAJEDKjbYwgQ3QxXN/lPXg0dXa8DALZuzByEAkiE5zDTB5oQphCmAxMBkmhshuZsmTZUolRQnAikymYBlzKf3ZFWXQAAJlKPlUdm5jatfdYYmxqNGvZAiVZVj3uVevuuNB7EYlkmSaVVZQUEEJwG4VAAEWVP/afPl3b3PClv/vbv/rc50zD8SVxcHB470KrqmsAoK1Wro/Khy8aN70/QSiQShmaSr6SksVXLIt21XsnRwtFG0qmoGVt7souBAMlFyoubpun9wwmBqdjzYHicMbMF5SAi7gCM1kpiTRTJE5RPC472Z+0LEERVYZJzWIIioQKJYUyJwBCEL86k4tDN0F2SRu2NVIKyUPD4725fMEu6zybt2VJaljXrs5bAkThxQQSaXz/+YmBjC2EZoq0CUJgWKbr11f7GwIvPzN8aKgEMyttQBAZQYqIBEMKVZDvOFvSTaAAQssPZxLv+NYhyoRQQEIoRcUDSFB2IZNmQitkuXvtHbJZnE5Ma5Z1yeK6JqRsGEW93Bj0bdi65We9E6bF5zQ33rlx3cjo6MkTpyXVrRc1UfGc4VxYJkFYsnJZpKb6+MGDZ4+cuHCuJ5dNAbw9cYvVNL7ja3dwcHCYPUKAaYlbPzkJAEAqoW4IAFjQxZm+/NYnureP5S4kCtMmmbwQj/dcqF3QKMo5ooSD85tjrUO9pxO61lcXc1kTRRnQtyGGRJqJvQLkehFdQVdDdO6SmounJtM5yyXRkMryZe5RkKDwyCRREmE3UgRAMGwoWnj3hqgaVnI9ydH+Irc458gFUCB1ixvci5Yj9QkzITggZVN9KS6gUOYFk8uAKiHNNZ5Yu79nx8iLx3MCgM6EwCGBGeVGgLzJd180TC4QIEhQvKuwbsG5RogbiSSYC6mEFFCSQCAQKhCZJNmKKkI1HXMayOjoRDp9vRNxYQsBbkUxXb4e26MLXL/pzob25md+vCM1MQFcCMGBUiIkQJsL7vF5F6/o7uvtnR4fU1WXXtZNo0yIxPlN/zLk4ODg8I651dYbE4QhYZdSMRJARpAIWHNXoy/skaayRdNUuSmmkjyXEZpGKCJjoQBLj6fGJ7VsthxP6WZBr24K0EAIgMBM4mDK9Ry6vGpACpJyMqlrZZsiJDXbLSMhUDaFxYVbol6ZAKJmwbLFgaYVVeVEaeh0plCqpGcEAFLfWVX3wCaihkCURCmNsmpMpU/vOh8vmIbFVURAUhdQl6yJ5gdK33olMVKyUQDATHHUiulGEBSCiMQSAhFkgo0M46ViX2rqXdw8IYRNJReRXIgEmYJIAEF2u5jLzbktM1qz8o7C+ODw4KBpWQKAEeqSVBRXZ3MWCKC4apbfuXrr9qXLuifiid079+QSqcqUL1aqpAuBQrR2tG7ctnX/q3vS09OKomqFnG2WK7F7Auy3NXrHenNwcLg13C7rDWmlGg2iAKiUc5tKG8nBVM3y+bHpHJyND2b0keFsYiKnKkSWCVOYJDMvA0FEwRAUxJELabL77MoP11DFDcABKUqIhoSKl9WAx7Dqk1biRFwgdUt2QedBF7EF+BlWJMgWsKBVbV0e5QYfPZXJZgUItAQgYP0cX/2964grDLwobE0IQKZOHe3TyzzAqA4gCGkOuubeUaO68KlnJi8WrJlybxXP+hm9BQVBRcyLmSo5UYIKgdy7XqlCRAQKhAJjQAgQRCCmySUJYvW1vefP3fvrHz+90+VxuYtl3UvliMfPKNNsYzyTvDKtZKy+qXXJKqV2zvG+8+cPn85OTAqzTGQZBXJuIUECIhgNVseqfvU3P/lPX/pKJpkCyy6UisAtIQCAgxD4hrxcDg4ODu8dbrW8kdertLxerUUz+ZHXJu9f3l71wDphvqKMZYZSeqZgCovbQqDBuV02bKECL5hcB0CAM4cG2paPRBfOQ6SAFIATX5WwMkTySU1t9fnyoZMJzbQkAhnN9shoc1AkFAg2h5CXNnT6qETGT0wn4gbngAgSxdZlseoNd6KvSogicB0sE2UXL+YL/dMRVSpy0RFxx6LuUHetHMXdX+89kDSEAHK5/ipAxSmUIgQJpgQIBIKgIkYIxDma714KhADZhUgR6UyiF0KQMtvGuubWpatXnX31lVotnaWUglTl8TFCKEOJSSkm6bZZUWLGJF4uJ0YGChMJyR3ipkkl2eaCoOC2xRgN+H2//7nfQb/3zPGj3/7ek2cOHwckFU/Nii8P5zYCAAckFAR3NM7BweE9yG1Ye7ucibHiPS8Qyzac7U3fMZCNznNX3b+OvrRPdWX7JrWprKabnBFCEQQAIeiR0BZCcNDK1t6nDzxQXy1FogCIyAQAUo/ghjE9TTyuhjrvyXMpywaKmC9DRQwoIkOkDLgtJk8nRi6WLVuAwJJpL95YX333crAUoWdRlQFR2Aa6g9qpXmqJ1sZQoMEn1/uUuY1Iy6OvDTx7rmALIFe4JCIAQYGIYQoGgCmgsr4oI6YAskJI7/72EVr5IYwRSWIutzsctgQWU9OnT5ye3921eVELt7sOnzjX6Pd7ZBadM2ciPikJXh3wDaXSjdU1o/G4bVm64rPUWupWwj6Xni8ZukFkm5dNKikP3r95zdb1Tz/1rGnphcn0qX2HgHNEAoRIVLEMnVsAUPHfdFTNwcHhvcutXntTkLFKUADOxAZQgoQgAYHZUseaduaS3W2tjHG3rlmGnSlZRcMWADbnIIAQQggyigojhUyJp7M1C1qJrAAiChMIsVIje7+68+DPBiSCY4mSYdk2F7ppEwIWR5UQJIQRUspY8THT5kIApkv2dKFcFfQE/C70eJjHB0KAbQokKGx7OumNevwdUWVutTKvDaFspnPf+EbvcErjQlRi1GfsKEQk6KXoJ5DgpOLLTxA5iJJAldKwpJ0an3zHtw4RUQBTfFR1yV4vMhZtbsinMwIZt20qSdPZzAMb1jKGianpRc0N87q7s6VidnJCVeR5S5Z4Fdfcjo7+gQEu0CzmjWwKs+O5iTElFLMtC4UAIZZ0L7pjw9q//fO/G+sb4WU+MjRslIqIiITIEjV0TXAbwALBhUDGGOd89u6Tztqbg4PDraGy9nbL5Y1KMqkIwUzwGSFAEQnBfMGocmGso44wlOtr3Y0RpZD3CMG5SJdsSwiKwrCBEaSEUIISw2Q84y1kgws7kBBuF/MH9/fvPHP6XGo6ayTTGhG8MnFJAUqmZQhCEZAickgVrFyZ58p2tmQnCoaMOK8lFFzUzLweJAwsDRBR8oKwkSLxuaSWBhatRUu38ukf/nvvgTNJzjlUPEpmZlwBEd0EIxQnBXCY0W8CgIg1Knt4sZ9GyjuODb+z+1Zxn1GCjejyI6W2aTJJCtTUKn4/ABpa2ba5S5Xv6p6f1XnT3LbqptYp3UhOjhEqMWHNXdjVd6EHkSan0xF/WCsVQM9beol6XLZWpopCGFt3/4bGxsbvfPPJfCZnlsvZTAoRmSzZnFu6ZpXLwG1hm4ILQJBVl21ZnNuzLxHgyJuDg8Ot4fbIm0qYREhF1SoKRxEJIYwgIKQnc13dzbJHRkCqyt65rYrCPWUj4pZAQE63uAAEMLgghCiUSAQT8YwXS8TIxvcdHXitf3KsOJm3KotgFYVhCARBQkiXuV+lhiXSmmXbNnCeLZhTeT1VNCXC5jV4PD5OAy5hadwoA0p2IW8ODXPg6HdRXwztEtcLI68O9R4eH81ZIASI14uyIqJKMcrItABTzNhtBIFS7PRKj6wJt6/wHTwz9eqpkbdzt2YWJ6nkpWoUCaXuENJKkVThDQXdkVgmlS3rBmWMyFJ9Vdgrid1HepYu6jpx8HjPsQON4ZCMIuD3jSdSwWh1b1+/ixDLMgzbNm3LItQoFSWwQcuF6mss6jpzsqeUy1u6JoRNJRkEaIWCbZpgW2BXjDaBIFAAco4Ss+23UbDbkTcHB4dbw22SN8okQhEBkTBKGCEzk5MIBLFsCVrSm7vnE9SFbaOwXXPm+NpisrBDElZ5ZQQolW0AsG2uWZX8WHzk/NSF/RdFXg/5pfFEWYBwy8QjoUzRpyAlaAtABMPiaUMQhBY/UQmxbS4AKMGYynIGVy0e9TEqijyTNgfj8T1nYWSUqIL53VK0lRBDGKX0+eljzxzzmGVFZlMan1k/FEAIKhTrZZLmoInLwgoSwfl+5bG7I9EOdf+x3I/2TQzFZz85iZTKQnBCFeatJrLKJJdgMkGsJP6SvYF0IkMIk1QFAAmlwua946miZW+6765kz8nF69d33Xd/y+KF3kj9cz/96cTouFXWZZcbBMkWC5WZVQCbCL6soaa6qbl/JMUNU89mbbMMgJQSU9e4ZQouwDaEbQpeKQOEAFwAqB6PoZdm/9E78ubg4HBruG3Wm4yUEBJ0scXVMkPU7Mqy0kygdyqZD6hyVVsLAQOQIDLqCbnqvO5av6IyxbSCKgu6GEEQNi8YtmEJL8U5zeH5dzcF6oMti2vntnkiwkZblG2R0u2SJQgCB5AIpkr2oioZAAUCQ6SICKjZYkHEZXNRTpb4RK48mSlM5M18WSCqjQ1KWxehtl3OpE72n3z6qKGZOZNXy9zDWKIMKJASdFFoUdiULfL8ktWIKFOyvMb18JYQeMVTuzM/6y1PprKT0/FZ3ypCiARgM1eYMBdQhkya8ZZEVH0+VzCk6wahhBBKFBkBFZ8vGU8u7Wpv72xDSS5S3jxn/qY7N7300ouZ8TEUAEwuW3apXNbLJQCgTAKBC2siVR7WElBTxJPPFU2tKAgQJB6P2zJNyzSR24JbiAQpRRAoBCBQygC4ab6NEj+OvDk4ONwabo+8uYikMlofZB9Z5a/3YM+0VbTg8jocAFgcJgbjNdFQuKkJhQ5IgaogEKySXO1zexVh2kbR8LpYxCf7FMmL0Fob6NjSokQDLOQhtlnqmUpOawNJI63ZlWoxlVz+HNAvQ9hFCSGMEIKgIHoVioQsqnPrNi/rlmHalm4XND6aKrOIv3p5oz5yMXeuZ/Jn54cPDRtlSwhgCDrnYSbavUQi6AZo90gDBs/zmWzRleDuNXXuR7aHDbS//nzmQsKyBRSK2fHE7OUNKJURCZG8hEmIIGAm14vkckdaWjNTaUTCZAkZY7LEXIrq94BEg2H/S7tePbN3z9133h31qM88+8zSDZuF4k5PjluKezyRKJXyAkBC5Jz7FTUSCJQ1LeCSo7Fo70QKbIswKRgOWqZd1su2aVSSVlKJASKhFLmNQFSPx9CLlm3N/nIceXNwcLg13J6wbkKgLSp/bF2AAf9RrzGlc4CKAwZwABRg2mI6bzzznZc/HAnXzq0GOwP8/7D3pjGSZtd55jnn3vstsUdG7llL1r73Vt1dTfZCNkmRoihulijJ0HgDLGlsyDYMCLbgAWY8A9uDgTGbMbJGGg2sga2hRJFSs8UmeyPZTbL3pbq2rurasir3NfaIb7v3nPkRWS16ZkA2KanYAuL5kVWITGTguwjki3Pue86bkudxrmqXr3tTxckCjd0xuXVmubnUHilKeTo/emqnrhXQ98XGbnljdaN3cysJFSifEDByEFuHRI5ZaUoZUGBmpjyzb6I1t+bFsa9wbCIIJ72VuQ4AbnTTdixKZGN+a/V/fBoYCIUIYwuIkGbczxwzBASHampfEVsJfm0lHdRtcEuDjo/5n/6paquf/sE3WyttBkFCGM+/pwXWt+K8RYRRh6gUIArIwGkaVsqV6Zn6eh09AwLCrDyPQCll0l48VcqvrG+tXH4nW1/8n//Fb9z/wD2lycnxvYe6SLmDJ66++F2XJgDiae0B+b4fGp+ddDJhRLGJOEtG+8arlssLrSWxjhQBCBiNSgEqsQlq3w89RP6RtG3IkCFDbjO3W96mivrvfGTEIH/15d6VhkW8VV4BIAIDAAtYXtnqP/Z/fvVv/qO/Wdk1AtwSUCrM48z+ZP6qN1Eha6c+Go4sduxim2qhrgboe0icXFlaebvZbDploVoIpu7aZcYKr339bMVKO5Oek9jKVk/27i1+8B98TJdq6VZj/SvPcT9Bo2sHK421aGMr8RVNeni2HneTfi0kpdGJtBPuJNJJnAgUtKr6enYmnBzzriwk31yKtrJbuy8RAHA8VD97b36jHv3RS721Lg+mB4yCqdp7Ou13p91ZrKcMagM4sIp6+VLJL41srdWV7yvP17mAgFApVMjsKuXcwx/5wGI/ufbS83G3ZycnUl088sEP37h4/uH7T35jaaW3tS4uFRFFqpQvGqUVASHkx2qObdWnXWOl5WZ/38H9V65ez49W85V8Y2nFOodKATOIIyKvmAeXdZv1W+PsQ4YMGfJ+5HY3J3/h1Ggth195pXOl4UQGbUMgBKWgasAyvmsX7PbTuTfP75qqFWZ2EXeQ8gKoylVIhXIhlcZ1reDvKnm7p1WxQh5mN5f65zd79QxRHzy1/8AXHnEBpb1GrmIW5jpOuJdyMxLHcOKRPb3lzRvPnlahGbv3GCwt20wK9+yGflq2Lq+JQogwysoAACAASURBVD21u1TvZr3INhNOMwkIq76eDs3Banh4snjw7tHy7vwTr7eevJY0UmHBdxNOKwF94Wi4mbgvvxE1YoFbk+xTIVbD5Pm3F3+EwxIiE5AOVL5MfkieNzazY2tjC5UipXOjtfE9e1yaBfkwyOeJo1OjPpigYdXVty/bdp3bzaReP/fSy6tXr3zjT75y7vQbaRKBOAGYqo2XC6VEXKjUjt27WklaUi5Nkvv272rnKo1m01f+PR84uTQ/32+1bBazc2nUK5YKuXy+321F7Y5zlsUhIClP5D2ldQ+bk0OGDLk9/GSak1uN6PHFdKE9MD0CErwbAZr39WcPei3PNBOXWdYMgdLzX/9WAZPCnUeQYzQlSRqQL2NgUBwFFQlKCCyc2JWGW2y5BEZGi7tOHYUdE9/7w2/PnV/rRxnlVKfnFHEv4cxxnPHjXzwzUw5Gciap96Z/8++YyUK2FkPmKvtnokxUwYedI97kePX80vUnzgcaAqV8rXyNYd4rTBX8I2MYwjOPzb2+kGby59HdCKAQ7h8163333LLrZfLu8rG8hvvHaa6vfqSz0tpHHZIfDJqTge+3Wp1Bcac1FcZGw5FKebQaxWn35tXZPJ7YWX6zPrfUL4wdvW+xXk83bygTKNKtVidRXpLGMFgbjUClilcszKhaqVhY6yWLN2/6E9WDhdLawrU9s3esjtSmapVzp8/0Oj0nwiycxqVyKUmyTqPFacTOgjgYzEawHYZ1Dxky5H3I7Za3V26mBc8TwVvaBrfsGLiZyJWO/PQj5bSTRk0bxw5BENzGcy+mK/OFQ7N6chQ9jaQRUVADMAKAgKs3sotL8Vrq1cqFR+5j45//4tONy3WxkrL0mykiBobGAmW1sEjJp5wmDzDtZqsvnRnZvRfdnIvZTE5on/TMxI3vXi9RHF9cmcz5niY/b3Kjvl8Lze5xb/8MaDz3+Fsvv9MTAAIRREWDKg0rBpD5mwsc86DFKESgUA4U0CCIfq/hsdv7HVEjEbNT4nL5YlgoNrYaiKRz4c9/4TPe+PhbN1dsxuLiT5zcv2dytGro/tmciYNW7/XyrgOt+vxWp1Fw+dSEvW6blHI2RUJBdezhR09+6NF+nJ77zjNLz3wdlVZaW5cVy6MVDVNHjn3ly4+11xvMDgHLlcr0jumFa3NZEgOgDNJRhUEYBrMCQ4YMGfL+43bLW8rA37dMeTA6hoCDca5zG9nMBt776JHCer15s9Fa7WWRVY7pnSW3tFG6c9o7uiNbi7oXVyWl2qfuA6U46SYX5mw9DfbPhPfd17x04+pTr66v9VkgMEoRllkUghq8pd7eo8VIGUs3cUsvnR//L3+O1xZRQFUnUw2LZ9aW13v1t29O5r3cvWP+WMHMTKjquCrk0TfI2dq1zW++tJE6GSg0sQCAABDCjE+XupLwYPnkQLzBEDYsLHVJ5d7L1kkk8kQAxDECgQC7QqXsWFrNhhf6qNQ/+Ue/QkE4l1nje8BZY+5CvXTH3/rYZ/Ne8PXr8+7yTZPzBV35jodaNy5EoqkyKWHFtc+C8dnLk0uef+Krb73wnfrGysc++ok9UxP1Rmu11ZsYKX3rlbcefDC43HqtV28rpUHEN/qnP//pZx9/IooiEREAUootsPAwLmDIkCHvZ277SmUA2s6PwXdfeXdWzAk+9/KqI/3A5++bOp6O11vp4kb9er3bspWdBbOnZBeXojfXo+Uod2IPag02Sy5d516We/iE2rF3+fHnL794rZ2yZREAQlREg43+hAIyCHEZpIQDADgHm+v95kavUAgh8NEUXvzfn3/jrZs/9dHZYO/U6OFRXRtX49NkfEQGSCTrNlftn/z2d7Yag2wcAEakQZMOFGKRYNHCIA2ctm8RhQE2YjyYo/cyI0YUIGokEdbKBIBovKAwPhl3WtJuF6rln/v5z79y+u3zl6/NPvzA5+4+8Z/+zX+tGmtnNla+dsfJmf07n7x4fWtlM2q086OTrYUbI6c+mWwuRfUNf3xHf/GqNzHLnbak/V5rq7O5hibnauN3fuHvvvOtJ7dWlr7z9o2yUss3rqsdgTEeAwDB9Mwe33jtdgcA2TkRZ3zPiWgwNmr+1XxGhgwZMuQvgdstb9uZZbf+9/0vA4AA9FP+zotLnXrvQ7/0YGX2sNm9Lzi2xpt1Gh/lxlbvzVWIXWFc54+MA0iysMjtKPzQB1BX5v7gG3PnFnqpWBms+RVEVCiD1ZADXyPBYKR7kKQK7GCtK2dfeufBD05iwIDqwkpv11g+jmXviUmz+w6TLwFYkZh7a3Z1Id1qPPeN1Y1GX0Boe5Uy4OA3AihCAGBE9e67DJ4MwCBWja6/N6shEYaFEinPy5esSFCudddWKMxXdu358Mcf/dOvPWtZTJjPO24t3aSoUy0U6q2t/+Vf/uvc1NjsZz7PJIXJEb8YxK0tkwuaW6s+oZfL54/c65dHuxfeEBtlLJirkh88+8U/+NTf+nvHv/BLX/+tf9+PExP4N5Y3jo01/NBLrfN88/d/7Ve+9KU/RmVAwGhTrJSTOBZpuiwRQAC5NcYwZMiQIe8vbrdzshx4odFwS9vw1nLIgeqJAAA6ho2tmFc3JydzXrmswirWjpPnZVut1nwjaiZEVHjwLu533fqWf8cxscHl33/s3LmVVGiwJWsbAfn+6pAGu++3AwsEwDHc7GUTNt77kQdEepQfXXrxLY/d8xfqdxyb6HfitQuXF198LTlzpn76ajJfP/3q5vWVKHLAsi2Z714cKkRPUQhSFwTcXrI8+DYRjhl9/5Hyoo2eeeXKDzgcRPS8nNI+s1gyUZJm1iX9fhbHztk0Tq5cuISer7yAPH3y7qN3VDwDcvjBh0fHpxa2WnG3jUT5HTP5fGgbm6WJqeTiS/9kFj9R85ajNN1xOGtuZe2GmFAXRk2ukLa3JCgutXo7RytBWIiXbpbCUrPfU0l8x3331lP30EMPBH745NPPMTNprzBSJa2ZhZmds5xF33/19kNFbuicHDJkyO3hJ+Oc/P+AiECDtEzYzpUZK6r7jhXveHgmPybcmRczjoEH4vzZ2enp8ezGPCeMJnCrm96BQ5yq6I0XW43IKA2DpBYAQCAERiABBhhESzsGTdvJ2gMLYSYwmTP5OLH1TJUAmCcq3uuLzczJOxdWnvvuK9raU3vKdU37duWuX+l3ujytZMpjEagnsAiUIrAgiGhFJ3xYTQfaBrdyrBERQqVOTeWn7t+RfWXuB5+FiDibOSalNOIgWIEABQatTiIkhYCoySsV3ry2WJ2dqM1M5UsmrYQj1fxn7z2VlKfPxqkzoozZf999o8emJl/6k5dWk789Gv23b78aZeJP7LSdFvfbWdIz1WkvV0wajbcvXT8wUZmojbODTtytd3ofrgYf+cV/fOXqjT967BtergCI1bFa1u+3Gy3SBpFc2hP+EfYpDxkyZMht5icnbyKAqAln8p7vZC5xDOAbOnUw99BHJst7J8W6ZHFFFwtUzKNfAVUCjlBZb99uoFAyp8bGQId26RwpCIEUQmRluWNHQ/IVAAIRiCCzEGLGklgu+gpgYPwjQfE9OlAN9pZ8WF3GSl4ciIK9I16oMAz1VN7fX855io4dHaEsO7SjcBAgYre4mVzezFYBmFCJDNTnYEhHPbic8qAyRMHBGi1NdHclPPHRWSp4qyvxDzsSBCRmiwhKHCofkHC70kVA0IHnGe3nc6BNmtq26Ps/+NEb8/NmsvDxT89+5v4j4zuPz1lXR2mKG3M4miTn59464S3XTJK/0c/KI0m7qXMBlkeMgPQ7pMAL9J0f/ejszCT2o7nXXyWEKLWL3X6tEz325LfSNFOelw/9QqW8sllXSrlUyHjGD23SAXHwHuq2IUOGDLn9/GTkbdCX9DR98ED+vhn/9be7NzZxIq8+clfh6ANjFmnu5eur87HnaN+eYumeESoZRB9UAKoEnCIqlgZgidMNb8dOidJdO/NjRbqw0mv3sZ+yCQaCAAjSy6xH1MvciK8QEAEYEBDzgTq+pzg5WTAHZ/SBvZz1xXGznq1uxaPVMD8a7qsVdx4o7rpnVOfDKFUrC40LZ1bmbvTjhBkQQBBEEAmgaOiBCVpscgxEKO/eKmqiO0eCD31qb/7k7OpzZ66uux9wJrJtwBz0MwlcJmSItr/lnCPrXGbTNMUs84QB4K3VLQqDO0eKXcef+chHtVJIdNgoBiCEM2trz5879/Tbi3eNV59djzqKlTH58QnnmLMsF+YdpdGNc1TbVQ398tT4+L0n3/juty0LEF2YW1j/3itxpyuMOvCVIt/TyvPSJAEApY02Aby3ae4hQ4YM+YnwE5A3BAQE39DPnhq59/7izTe3Ltbl/tncA/u92PKTX124sen6GR0o0sGa7kdkblxYe/187PLVydGR3TvC8WkwITp3/fEnpj50R1Ct+cfu8/fNhtcX7z1zY3Kxd225m1rnRJyDemzLmjajrOpR10KOwCfUgOOjwYmD1XC6ovdPp32Kzl4sHJ+1/XZa711eT+8cKc7s23Hgrn26XLrx9tI7ry1du7TRbqcsIgKC271N2F7WDA/sVEGezq4OtpcMnhF8TT91uHryM4e9mVr37JWnvrPWTH/QksbB1aO1sVIBM2tUg3cjVCACNnNJH0S0HwKzpKnNUvGDt9aaPS/IlXb83qsXwnL+1MzEqbHRBbFJ5v7TK2c6iwvTnY0n5uej3fdUD+5urS1FSzeVZ3K5HFw7r7Y28kaV9u5aaLce8LwXrt/cO7tvc3m53m6mLlu4cMGlNiiVQKEJVRanWZyAsLBzLs3S3q326234yAwZMmTIj8xPwDlJioyhT983eupnpnpX1s9fcXceLNx/0P/O6eabS1niUGvck8fdIXsjZMl974XNm6vMsqHwZmDePDSTv+vh3YmTiy/fbG1FR37+w16lmK131Y4dhZLZ/cZcpYjnbvRancwxa5ClvpsIVM8CC1QUGYV7dxf27ChgIa8PPVqfvzK2X0ulJs52VzdeuNw0Rj/0uXsWrjbm57duXt7op5wxON52YArAu96VwT+TRTo05b9wJd60g5kHBJQRT3/2wal9nz4KyAtPvf7159avt+17CbYWcQJASgPpwYrmwaQe+r4ICDuXJjaJTT6ANNk3UvK9IOpEVy/enD2wt2vdWaObmF3e6HTShEarp3//d+7PopPUvfrWN5Yj56yAYECSVwziSnlvbHSC9x/pRPxbf/y1Tzzysc7uPS9+9U82u83K9MyViyuliUnt+4A8USveOHcVwLHNOEuT1lbS2RgK25AhQ97P3G5521k1D+wpTEyX7vncCQr9EAqP+JsFzz371OLL86kTJIScwhHfrovXa6VX34nqXdkOFUCQDIqt1sWnL03ctyfLBZfOrJX3Xd11ai+BSxYW+q1+8cDkSD73QLV17lJjfjkyRCG5la5TiPtGTM5XB3YWJqqeBLXwwV/0Rg55629ToQjkuyhdPD+3Y1flF379kX43euZrFx0AgzgREeDtDVS33J2wPcYQGnhwj7+wlb3dlFtmUBgPzRc+tWfykX1uY+3Ck1cff63dtu9pAvqWmZQHQwe3JgsEWLIkJa2FrE7Tci44cmh/EOZe/tZzcRSL8PSu3Rea61PHDmJ99av/8Vx/Y6u3uRgYvX723HOGH6nQsdFwvJvebCdFTcsZj2jtg66M1eYrOzyHstWw7F6++Pbf+NBD3Vzlxv/6r3Lay02NB8WSyzLjecpxksRZvxM3t4Ql7W4MR7qHDBnyPud2y9vJU5Mf+8h+b2JMFcaExYwHtZz/zjfffvmGZRhkdoNld6WLXpL1Vtg6pIG9HnHEh2MlutSkjRQerG198Ofuvfzq/NXXb0zfvcuf3KnHOl43Yjyiw0Vw5+4+SNVi5/y1lgIpKvaNnqyEe8e8wCfceaz44V8GDNvzF4IwFZtRPpSe6DD4tX/1sytXNx77vdOpOEBmy0nKnDhdy6Ea9CT/vGZBwmOTOmfwuavOAmoUICz66vOf3DX58L7WuSvPf33hlYU45e08AcD3IgnsXAyZ+H4OgViAAAQEmYFZkfJDfeyuE5969OF/9l/9axfFyvfQmMXLV8iYreUV3WmcCtrfm2+hgyhNFHIv4RfqcleZar45Nmo2e8lBT22SaYRj56mUbMYP1Kqdbn+8Vu5vrP7bf/HP4l6/tbaKVy4cfvTTK0sbBOhc1mtHtt/rLFyO+y1AHK7iGjJkyPuf2y1vuR1T4d5DQEZcIr0tYbd8ev7x79QzlltzcJAy2BQgZREkEEHwDB4eof15PLuFq7EigKvnm1X71h2n9qmJo8Sx6Cl0XR0GcXM92P0xVT2cnn1ir1kZHSu8eHqt04gKBS9X8nPVokzsVvvv7lz8ZrJxTXpdzjLbtcU7S5JFxz55Yv70wu/95p8t1dNRTQVNrUQyS57CUsFI6P25QCEIYC2kHUX1+nzatuiTjIgbV3THPdUdD+9tXJr70pduXG9kt/TwR6p1mG1ik0h5QH4OiABgsH+FgCGzd+7e9adf+tNoY10FIRAQEinhVFSv47cXeoHdmfW2UqwnXAqDRrfXZ/rupivlPGUTzwuTjLFYbLc6xSJWJ8ZAeGx8pHv2jfXzb6q1Fep1a+ycXzl+4Njq4vNCND5SXDxzfvPa6SzqAYAMC7chQ4b8deC2372pEDAETqW9Lll//cLyY99Y3OpvFzgDJRCBW6tGRAA8hffPeDsL8tYy1BOahmwabCXmhbO9uY3snl+d8EZGbRIrZEn6lDQab32JzZja9RB4F3Pta49+buT5xy6URgrVu4+2erH29Obp7zWvL7TX6t1+Bk7u+Oj+4gncvLqivObL/+H5LHUThIphs8dORAMojeKrQeMRAAYihwhlDVfX7XwXA4JJdvd7kB8Lxj80w2n86ncXb7TsYMAOEAZR2+/9skpAsrgJKMoPEUkAiEh5ZmSscuD4iee+/dyrr74JIM5mKIwI2iuqNKr2FnzXW2u7xLq9AbCTdsJFTzlUBd9PAI1BjZArmEY/OjA1qo3ZSDluNHbUKhNjhR333HHtrIZmvR8ncPxkFvUdW5X39k1Nv/h//Y6LugCoTMACLov+Kj4aQ4YMGfKXyO23lmhA4n7Tbm6sXFh/4jsb8w3HggbBB0kAtheNCAAOSiWcKKiRQN5YEozgpEQ+uC2h14WaQsHV1vI//crejx/e/+Cd1Zlc452rZ5+90Y9jYQRFYjxWSEFW21W7udh85neemqrkZ0phEqdGUy3nHTowOn3nWG62xml8/uvnT35gemW9H3c5c2BFlIgRUSiF6aImzNStGzEAACDEnoVmBj4BsT1qXFMof7iiR6tLr145czUSQQRGvDWw/iOmxog4pX0RAeFitQKaRsbGl+dXVhe+RUqR55PWIJBF/Szqei6pNOdGQgoMiIamuEZGO3NyJYMgMN2Md+almUroKwa11OiOj5TzSi53XXkyPzIxcnjfzvOXTn/8sz//HH3t3KuvjOw/FIZBvdfzx8fLyPkkTjotAPL8vAkrIhL36zbt/SV+JoYMGTLkL53bL2/Cvc3umbcvvbT21o3oZp8BkAhK4DpCsD31BYYwdduy0E34zXnepaBkZCnDeesN/rKiCFiIV9JLf3hee/nq7AOFidLeu0e35ja7G32bJjbtzW3Fl1Y7GiCy2andtelqLjS4Rjok/c5Wtv++gl8L0sUtUv7OSsCdKG3EowQOoO8gAkQPCjVVNWlQ3wTP75bKbSQRUIhHKzQT4jsdbKduL2RRCjCSG39gtntj9elvrbYSGeiZyPdNtP0IAicAJEAA4Of8sBBurm5Fndg6B6TYAVoLRADsbKoQyo0bJUrzYHJalTzloe5mTkTKxjUSWzS65MGRcf9KW7YiG4RhN5VuXwkaf2L68z/3N+6qVe/etXfpxrWgEFRHR/ffc/9G1D16aO+l5flf+PCH/od//k8pqPp+0fdNlqTMznh5zvr8Iz7SkCFDhtxObre8ucbK0jeXXnthM21lGwwASCghciwEiISoldwzG2y27FzdDu6tolT2FyAFeDnChhvskJRB8kCcU+u7iqWIVy8vi9K64M8cn+nHdms1mSxrESmH/u5K2EziLHaVnJfzFSFM5r31HhdzfnVncevFeuXURHe9ZTRlkQOgOSuRQecjiATOKTJLidSAS5gckvh1yhPC/iKcmtGrXelnmaS2THbDeh/++C4keOWZm9c2+db9lADIu27L9wwq5SttEFgR+Lmg0+mwtY5ZRBBAgBEYCZQJNNF+2CiTNQSGxCAHSu8oeKngtUY/r8AqbsRxWM0XDB0fM6c3ko7jTAVJKmDo4F133js+Nq70jl07pkYqpVx4z4Mf+/I3ng4mx8+ef/uXH3pgc21jvZ35xVouCNKoy8IIQGS0DmwWDx0mQ4YMed9yu+XtrW9ev67CgrNdgR4SoRCiAekDEaJW+NP3l4vk3loYLKQHAQgVLKeylkLGgws6wVuLkxHBhtQv6n4nitaagfFBWx2YwChSCCK5UI3tKCDC2lJ3bSvSmohABFjBB07NmGou3I2mVskuzCMIO171aNMgEWDsMONgxIAGK7iZIgJSmk3otGrg5FiQCZzbStuxPQrZaoR33TtSOFCbf+3aS1diZgEBuiVqA3fJnycI/EAQyQuqWhtUKlcdUdrrNrtiGYS3c8GFkUiYXZqSUtrGLotKI6FjTjPXjLKCZ/qpPVvPiprzHnVTa8RuduPd1dzlpr3ZQUbjF0sk6BdKI0FI1p5dWz80NfnmwvJKPz63vNzM3K5coVNvP/H4U2dffQNYKW2MobiPJggBQDlrY0WEIsPQtyFDhrxPud3yttGWkaLdBGmgAgBC1AAZEAIVc/SRh2rjOfnys1uJHcyACQg0LGxZABkUbQiw/Sd14NbIiexK4kKv1zo/Fz5yQuLLO45O+o0ka3SdgziTxXo2O5kDX5UKgRivWFKENHmkPP3hQ+iRGRcbu97cOoEg4NRYbqGexq2YrXieyhUUbl8BggZc6XKHewdHTdil5eW43eZcmomWw7tGZh+d7C2sPPtio+8AAH2wxmUxKvt9fpL35ixBtqkVzufLWa/fSZrkBQAgjoEdagOkQUAIaPAiEANUApXzDAtcWu+8vtyshcYmydubaWozEUGRvmUMkhbmBZ0ARM16aNTM/v2PfOSRuXaPM/vYyy91LJdzhbyzUa997tvPpXFs2x1mzhULhGKT2KuMiLOcxM45P19JuuKy4Q3ckCFD3qfcbnkL0G0h9IHgVq4pgAioWok+/cnpcshf+urKVl++32ToZNCQ3P5hvDU/TSBTabwDbJTJEqP34oWJhx+k8pQfNKc/dqh9fjnd6lMfk2Z8czGymRdMjk7cf2h6jyIBKuaQEATA8fWX30o2O/mch4iz4+FKM3WjQb0eKRFEHMSZFRTklMwnvCfEss3euJrMJ9B1AIitvDf7gRGO4/lnVqiZTQuoLO52475z2mhXLA7cJQiC76HQEXHW9vJhpd/cTNNEewUEFBERAYsKAA0BECkFAMDWouqkvNlLa6IBYUfRW2wnG53IEEwXVDvlKMOm+JFfbJlqmRyQQoCKcrl84VN/+5fWlbm3UnxjY22mWl3rxV/8v/+oPneD0EVbdcmyLMtAJCyM9Pt9VIaYnQg7BwikDGlPhvI2ZMiQ9yu3W94aIgQ4SHjZBmk8T5//uZ1G7ONPri63GL4vCHTwc4OuHMC2lYGcK4mtsa0B952sZxALLDV6aW/FFPaTWVC6Xrl/FpjPf22hdvh4Lk6Tfhz1o2f/7NIXfv1EqZYf/B628vKTZ5I3r3W6fHi3RpB9k7n5tT4Lo7UutYDbwlrT0GMIgBXDt7ZcDMiAQFjz6ej+gsmrpW+t1K83j6M44ZfbWT1zLCCZNXkGGkTZ/bmY/+AJAaU0O5skPRHJ4gZbS9rbdlE6BuXIeIQKCQUAkEAHV9a7vUoQILcTt9lL2kkWOecsVwKzmWk2lKuO9HK1CbcVi+QMzpbzp6PCkqWfqhbYuiffenuqUjl78ULjxqJzLoq6WZyAgPI8o43NMkQAFrY26/c4iQCQEVHpWybXIUOGDHnfcdutJfj982OoEPeOmp/5zA7bj7769PqNOsutJiTeUjWFYNilQIIAIJhl+TjWwhM+xA5WMthIoeNQGv2g6PfrV/zibsppjDcQvKsXL7/82ndrXoBKUlI3kuyz3YMwkgMgm7mn/uil+Rcuj4Xe6lZ6ZDafpM43uHPMr7dSLSC32pIGkYBbKZPINSZGEABLmPM0lYI9R0pXX95ceKcFCCD8VjtZirnvmAQ8JdLpGaOVgM9cTH54WiwhGa2jfufPG7CEiIqdJaVAGKwFkyFoBAQkQmyGYzmXrTZ6nYxTm2XOAYDS2itVYpsUFAvFOWLA4GpH9tWCiZ1777rvgbe/ewYCf48XfPPMeW28xa06A2ZpymniokSE0XheEGij+r0+sLBzNoldmrDN2FlU2tlsqG1Dhgx53/ITWKm8vVkR0df0wcOFBz+zd+PK8hcf32wmAiKEQIOMU4Ac8LiNOEo2HSgENjplMImNWWoeJk6uRbKaQJth1FMFQU56+dEg2rraXMkmju2QePXUB/acuZneNzUe5DxA9UKalCoeiKzcWP+t//4b0Ir3jfqXlqOcQmvl9NlGN3MHdodn5zqZc+/OmY97UM+wn4mnAJlFsI8EnkbjPXKkcOl6/4/f7CqAu/PunWa22HUaJUegEUiYu1GKpBAcYZz98HQ0RIri/ve/4mzEziodCKIIAztOU2BRYQ5FQGvUup+baDXXSBLWvlMo2gtLNV+J390olEw158+P7kit82qTn/wHv3rviaP/02//BywVHjl+OCSsTo3y6TPrjVbWixmks76Utuu6XPMDnxRF/RgBGcDFMWcpAAIpZOfSOE06f3WfkiFDhgz5C3K75Q0REBERc576xH3VE5/Yu/zG3Jef3GrEQTB5dgAAIABJREFUPOgDEqKHMgp2JI2i2G45AGAN6ATSONMsGaMHUCW51JetRFpWpvKm4um9sxXbTRASz0s3T19687nTD//iI4fvmXVL3fHRSe4n6AU/PU3aBK89fe63/u03c15wz+7c/GYqIpZoZTNZbyeC+M58r9VN6Jbf0ScpEKxEDoGcCDIkgn2jQq1PTHma8A/f6HYszYZyrot1q/M56sY2A6cRBEQBFlBCRVqphqEfej6O/9+hOcwZIhMbQQJ2gig2AxEkRC9AZ5GUs5lTPvhFL1/gtK+1QT/QSbsW+idCvpqrMXmI8Z69e1vN9t/7+78+OjHxm//mX95dKGwk/ce++uSLTz5z4rM/szI3199aYWdNoeKVqoRkrUNAAUYRYQZhBBBrrU2ztCPyg+LrhgwZMuQnixqfmASAfVPezKj3+tUf3j37C1Ir5AqhX8npz3947PCHdi2+ev3LT2/Vo8F8GCJCGfhh7nS7yUIsbSssnDBY5tQhibAAAuzQsplJPZOGxYm8KXj6yO7Cg49MpjpP7R47xCS6+NLct594xa9V7zi1I1peqc8vYjEdPTTz1Fff+Pf/7nnPeHfN5Psp9xNGACuMgL2MLfNKI7ZJBrAdujphYDWWTBAQRJAFOuSZwIwWzSeOFr74Rn8jkopHAtxIZTyg0Oi8oV7GCqCsoKwx1EoT5j0TFOCVG0s/xqEppUUsgCCq7YkIYBAipRAEnEUk5flePq9ICVvSWhk/4OzeImRAF8yEQ10bHfvv/sVvzK1tnDp5z2/8yt89NDraSKL/5nd+/40nnzRpT1UqydmXKuVSpvIqzCMQDrqfWgkIOwvM7Kxj69JYOGWXvZd8n+9nbHLnj/HsQ4YMGfKjIgKZldtfveGuEfMzH5kY21e9+O2r33ip1UwEQRABQQhxBtMbPVnIIGaJREeClsXjrIzOI0SEokDH8oalnsWRQOc9fffByn331NCjeG3dn5pYe+PG2E5vdETPjo++/pUXbx7Zcff9u3LTlU4jefK3n3/q+SuVQnh8quBrWGpZhRA78Eg6sXUscWp7/QRYENEBKpFmJhHjoOxiAEvKGVPwzQf35Z+/kt5ssa+x6vNGHw7msWxEE/Ss8pQnUTqiB1PYoEgdm63OVcrw7Vd/jEMTdiIizAKsIIfinGVUykXOCWs/j1orzxvcapqwgAhIyuYrbxtZYQDl+aH/m//413ZPTHzs1Ml9kxNEtJmmv/m7/3H+hRc8SUtHjm+8+RptLlV2HABSyCjACICEbDNOU2EZTKgTEhnP2WR46zZkyJD3Obdb3iaK6mc/NlkZ919/6tp3LkS9VAhhO84NQANMoDtrXcSqBT4TsnBOsjHlEkCPcFJjPXLrArFjT+uSoXv3l+46WgHAfjOL0npuemru9EJpbHZqLHzrYuMzH9j11oW153/3pmNKGS6vtWvF3NHJwlie5uqJsDiEXsa+BymzCHRiK44H92OZEwDpC6p3nTAIidJK65OzoSb1xkqKSGWfiyDjBckpRCKDOOZJxfNWUHy2g+3LIwX/yKOzyxs/5mXVoE5icWIjcBmQIh26qCMuA+ULg/J87XmIhISIiETGN34u31KGTAxIH3zog/eeOPY7jz9DJPt+9uNrvf6/+/pTN06fyfqxN76jvb6RLV4Zq5Q2ugIiwhYRhJ2zLNYO9l4yW0AhpQhRe761McAPCh8fMmTIkJ8st1ve7jpaLBbghWcXX72aJE4IQWR7yo0Qa5D5mYuA+toHUCCinDsecs/RtFIHc2qxn11xIiAWqGxwvGIO7MxvNZL51cZm04Yen9y7txVlc9ca8Xq6Uo/mljsfODndj7I44VcvbsKWOlrL13Iqc64dW0MUOXFOUsYkYwRJ04wFEMQCOmZDqPDd+TxQipzSx3cGx6eDpy5aB1AIqKp5Z0gIJIMRPQRLWNLQsawSCUCMVod3lCpHJ/CF/g84mR/AwEU58I0yWGQWi2nWFWEQcFmxUJtGHAxRYJgLi5VyP469XK6x1SAk5enPfeLR169cJcUfP3Xy/3jymae//cLy9StZfcu21uX6WSPpVC3fwpp1AACI5GwC1rFzwm6wfQURQZCdFWaQ4TzAkCFD3u/cbnkjtK+8tPH69cQK6MEsGyEIIMAIZiddsplBqvyC8WILRjINvDuHXWv2Byphvta3ViQT0BoVQSt233xzM7ViGQSgHSdT81teMVhsRBOBGg30c+fXR0tmYiK/0uxeXOocnSoWfEKRrY5VAlakkzofIXXSia2IiGMEYIDYsSdCSITbUaRGYarVVC13ak/46ryLMsgZndNuT9kbDQlQrOXMCgsSgaexKtBMbUnBWN6fnsijUQI/3FryAxik8AgAsGOJRUSAEJDTvssi4UI+XyiUi/1+vLnRAMKonwIgAyutN1udQs7vIv/z/+13O4tL3fXVeH2J+y1wVqF4ijciMiGJMNvMsZUkFWYRxls7oWXwxVlmJyCkfLY/ploPGTJkyG3gdsvbm+e7hbAggu+6CAUQRErgHuK0Zfl8qkdGih2mahp3EjgUcgq0M0St4PUN28oYEFKHBiiyojJ2/RQBBaAZW2Ceu7I54uuXXpr/Lz5/uLzUWu3gH31vaaLkLWxF995Rw47r961zstZOBaBvpZ+xMZAyQcb91GongwwbceIINIFCAESDqDW2tT9T8l+5SY4x50sxNCM6u+dIIQxJnNiMk8Q5KyAABF4n5dROejSd8wwoyRDpL3rat1Yqb6sNIhKRUroyOq5zJet4eWFZeUZpg6hA3KCgkzT94mN/OnPgyNkzp20v5XYz2FrsJTEoD0yQxL0owmJlhEXYWWYrWcoDYRMBJHAZM8ugkgMA5ndLuiFDhgx533K75a2VQDEHRgMMhA2QQKrCJyU1gpcSjcWCCb0x51op31dwmxFEjD7heiw3IwuAiRMrYowc31eujuREpN+3W604akmvL816a3wiz1YuL9SFoBToqGdvbsUCcuTOmRefuCrsEpZ2wkZj4kRYIofE3BcA6wghY7YAhEJEmhARFYJHCESZ8Xucq3qEIIpAaTwwbqozOQQQKy52lIjWACiIKIGub8SjBguB8Y5V1WgF4MexTf7nIKIWsUjGhGWlvaxf9/KlTrurEhACIgUCwm5g+0TiI8eP/sN/+KtemG9G3bv3TK1sNF58+hv3sfn9C2ticjaKxaXVqf3i5YV520jiHAgzCxKiMLuMswwGOd2DIu7/b4BhyJAhQ95X3P7mJGqFA9P5oOu3C7I7OdOE66CahKO1ggOkNNmbhxrhYg/GfVKE73STiAERtFaHarnjU8ViqNOYHYsWzBf92WpYKGgdUqvZ8Xz15tmN2UrYTF3fujhzx/YXzrw0h+hKBeJUPrYnP9/mjYQzGRg3OEksMCCAAkqZRbBAqAkVolHoEaak8mE4WtA+YWKdMeRp2LErZwoeCohjZUjl5NZjgYqcBQJDejIwuyqALPwX3NCInldUXh6EUZEOCiBACOTlyASIICyCLIyC4vtm9+wupXQcdZ/9zos5T3/m4z9VDvJf/9bvOx1WRkf38rUbvcgAlwnDQqGeCjs7UDAWJiJSBCCcJi5Le1vrQXlEnLVJzOyE7dBXMmTIkPc5t1/ewNBgkyMOhrj3kfhKRRbXIheW8kEu4CRRWu4q65tbmUIcDaAvsJa6gd/92EzpngMlQ8pagcg1ezbL2DpOrL2x0tMKRsv+o0fKz11qXFvvR3E2M+ofmKpMFINOJ+uVKMkck5DBfSVwXWxZx4wsmIEQbTsUFSCS5A35ijxFJUMFX22xkVLoG6VADFPgm0LoKpMlL+9JkjALkAXHRIgozkqj6wDBC01+b57jOLl8M7m68GOfGyJ5fknrkIwh7SEpIBIB7VeU9hAEQIggzAUjI1VrLVu+cvHKwJM6d/Ga9v0zF69++vOfPL539olLV+YOHsuFr412ooyhUJuuZwzOiThhJiIiI8zAjm1q49jGERJwlrkkspyyS1jcMAdnyJAh73Nut7wpIk1EuB1epoga5I35mcow6mKtVtRa2ZRPVEQbiizkNOU8vRY5rahslAXYN50rlAw7oExIAynYbIoD8QADT/cTXlhPL6+5QFHdukfvm8o76nbTjY3EMVsGEASEvhARzubcjRi6llOHCoRwYOMHj0ArymnKeWq65M2WvVyoz3Z0WA1QKQOCQGGoRkqUmxr1JsaSmzc4yUgrsSwsABIn2c3VqGbIK6tOM6lfX+Aub71T/7HPjcgDUECDTZwEiLIdiDd4BRC4UCiRorXldWEWEHaZ8ny0IgrzpbHjRw6d3Lf/z/7wT223/+Ybb2b9JLGcCkRYgDR1LsPtgXER59hasakIO5faNCLls7MsDIP5hKG2DRky5H3P7ZY3jeip7bpt8HUVzBhCJS+5zATlMHOgCUu+AkRUVPAkCE2B8cSovxTzWiReTutAsQVEBsIc4ihCswUpIiE5tsv9ZLOXCPHnPr5bbWX92GpFjAM1YBECYQHog4jS43koOdfs201EpbZjeixBaCjv6wOj4WzNN5oascRoSnljEA1BZkFAfB9VGJCf18W8lS4SCrGwiJNL1xsLG0mxiBtdTlsxOPYBs+zH2WKFg9Q7cSAWxBNnRWkRRhpc8aE4Z4xXGalaazutFqASYWHGQXIrAjjubW4+98wz51579cqVG8x8zGu9za7JLkFU1iIzIgE7EBYREOGkn3SbOldkm9k0JmWQFYtjlw61bciQIX8tuP3VG2gFhPiuvBkkfzKQelf7Bj0FViKBFCinaSQ0rMjzVZjBTgVd4PmeRU/rULtUEBGIATDMgfEojVycSD9zzTiNM/fowzOVFNpWfEMAIiyO0TnSxCxwYbVTy5kj0zlEnN+IHTMiGCKDQIgWaDSvD48FMyOeAF1tZCtdhmJeIWlNRqPnQZJYGmTbkFLFqqSpWCcswHLh9ObVG71DO8qjNW9m0pd+0l7t97pOmfcWaPqfgzTYLw3CzmWx0r64FBDDsOj5gQg44TAXbq2ti3NAhEqTUkCIqAb+RhGxcbRyfW7D81EptjZKO1tZ6lBQbu23ZmZ2AIDMLk3j9hYpw9ZmcQSIzFYkZU55qG1Dhgz5a8JtlzeFnlKEQgoVAhFVS/7o3pG3lxNQhhR5hC70e5yVDI1VfcgsECUAJV9GM0w4a0eOfIUoDlAQBVlQiNBoCgJ5a6mVOZmcyt2zp1Kfa3gDRREUARlUVkwpu50jwR27S1rLVtM5wChjrSg0OB7onWU/ARorqmpIfQtvrcaK4O7p3IZgC4EIiYgIPCZ0jqMEiahQVnFfQECrmy/PGxX80i/fnZvIQaAQ0G428dV5t9wvjIc/xokNqiUiBHZOuFAoiLCg6fe6/W6PlEKiqB8hIoBAyuj5wpoIQSMIMjMIMwhZEFLCzmXZ1XYrYRZBB6JQS5owCjjHbCHL4tamTWOkDJK+CDhOhS0MB7mHDBny14qfgHPSaCBSGlFpVISVWpjbOzl6tZk2LZNShGHR1Bx6BX/icLFzuWWbmecBABY1Ro4uzvePHyuThwKgQAah393UaoBekm10Mxa+756p3nJH0aDdKIMbJZFtqciFeucEIgkAlEpYaJOHMFnxdxXNVMGQwqWIS4GKnFxYi3eV/dlRoxT1u9mWZacUIBKh72shgH4iAGgMjYyJzfpXN2bu3OdVQ/QAbw2Ee4XcuPFKK/Wzr7Z/3GMTANGeUcq0W1uAAGCUlyNFnPRVmEceZKQyAHDUgSAvRMRMpIAQcLB8GZgtWwbnNqLMMrAIKF9IiU0AgNMoi2PJEpclgMQuY5cxuGHFNmTIkL+O3P67N/CUIoVakdYYeFjOe6oyMnXHLvf63IqIUoaMlysFweEyeiSXOoJgNCYpGgIreGkxunitd+xgiQSYAcWRkJAkCa80UsuAiPunCr3rDUQUkMHQNyDiLdM+InQS63sq0OSc0849NJUrB+gZpQi7DmIBIEwzuXsmlw81KUCgomFJbaZVABoAUal2ZNN214vaGBZ7G53onfnayT1UKgwKxltzfQgAZucE5T06c+XHODFC9L0QAOKkh0gIBCBACrJInEGU/4e9946y6yzv/Z/nfd/dTm/Tm6aojYplS7KKi+TeANdQ45hqSkICISSQCwkpNwnkQm4CCYSWYAxxCbEpBle5y5JtFauX0RRNnzlzetntfZ/7xzkjC8jvt+66hOHe5HyWlnTWzBmdc/bea3/nad+HKkVmBGqdqKAUkPLLBWEYPjBQSpgWIlOeYkwg48DQ91wfdV8RAHIzqjzbK+Wl55KSNc8tZOi7NnKBQie/+h949hs0aNBgyVhyeeNME4xzJgQLB7G3XQD6UmnWyp7Q8UlRsrWAxYRmXZgCpdxTOQeg6hEBzldVXONhwc4U5X27Zq7Nu5vXxIRghASorIDmCzmdd0lB/4qE8BQAAAMErK+9pnqDoatAYxS2NERIF70XT+S2J0TcYoIzzsHx8XjO6YpousabLVH3KGaIDCOEVqGSrUDQ0nxCHbGq+MGD+fD4wRNjRVV0+rqCqc29WHOoxEVXxtoDSSj+Dx25pFIVuww1gSZClEAAypeLpiWMG9ypIDIARUpJ12ZCcyvEuAbIfbvEdYNxoRhHxpnQSPqEGmkhZIIUOrk044ILzatWiYBIStdnQgcEKe1GI0mDBg3+H2XJk5OcaYJpGosEWCqCwjKt7lZpOyIZjaztTrw0UgQ5sFJH33GHC8qWoaA4NOT3hrWzJf81F3QOjPG5kv/9lxZGJqubV0faU5bO0bC4BMpXpCJa1hdzClVkuHhrxpq21f7MFpxEUDMEnE07z53IdeoqL/UEMmQsU/aOLTg5wovaLF1HrK9eZYwjQwCdJcAZylIyYgaFDoCmoacLlaHJrCaYrhuVirIzhUA0BqAAqDbZRz55MwsgfTQWl3//n/LTjlw1sVOqVjCTOiEo6XFuAENSkgCUsklJlySiJjSdazrjGjLGGAdimhnzPcdzq9K3hW4Boe97pDwAUARIHJRfazZp0KBBg/8XWfroDeNBHjFBAbBQMLS2lwUjTtEjYKF1A+35EksYaFe8kQK4kgAZQyPIzxZdQExqgBaMlBQKrezJPWeqxyfs9qjobtZTEVG1/YLtez7FTChknPoWGQJFpBQoAknkSuX4cGiicmbePptxwyhDAe35edkcYHbVPTBbrfiqN2WFLM4YAjJkjNVVDmxHumXHLctC2YuETGSMIcSjwVDAsB3FQVV9ObZvfHkkyONRZAiKZNnOHpnIj+Tat3dqlgma9gsevbrFSu1hbeyNCEh6VE8hki/rU3BEiKz2fKlcKV3mCcY44xoDAsal7xH5NZcS1y4iIgGoesRJRK5S6hd8tw0aNGjwK2Sp5S1pQcSAquRCY7G1nSwaI0cJ07Dn58xUk75qVXVucvbQbJMhDQOZIM+nZSnj5YzTYvI5WwU0xriMGEwS83wq+er4rDw2U0aQCMQASNEDj0yCRGCs1lDiS+X4ShFIhZ4C1yNfKVKKE61oYoNxfTmiIDqWtj2inpi+qSPAOCLnnDOGSISM4cR8dTzr2g4t436lXJUyZBoMEc0gVCtMKY8hArEDJwrz4/t6lyX0qOnZ/sxIdmg4f/kNA1pzlAmGv7C8nc9PpQ3p3L9UqzQC1p0na9qMAERS+pKUr5ADuESSSBEpQKTabwF1xaxL5n/gW23QoEGDpWep5c0lrIKumxBKmFZLUlY9boUFENOFMzttH5wujGRJVslCpUBYnPsQDWrJsJ6t+s0WjFYoGdTSVeiIGUpR0Zaliqy60pNIihQQET8zT0AKUCGAIiV9iZxzhgRQi+aASJHqCMLalJEKC0Q4Nuv4iBe1WqvaA0zjjDOhcYYMABAhm/McnwaazLCO5NFo1S1W3XBA9PWCZfHTx6SrcYbMdr2ZheIyI2D4bnXEdqsySrCpL960pp0ZJiIwzViCI1z7mPVhcEAgqmVnSVFN5YC82rR3PVZTin76hxs0aNDgPwFLLW/AhGEy02LBpoByXCaCiAwAGEcjFioptzSX09pQD5jgIgByk2uKVnUYr42qkg8DIeVyIXRW8lRrzIiGMFt2pxds5SpVW24GBIC1IhUBSV8BMg4o62vLAIhIyTaL1ibNrphh6Hwk4xQkbe8MdTSbTDBkTDc41rtRyPcoGBSxiOAckZTyqIfJcd9OJURqbWv2dMGTTNNAKnVyKndoJLt9dTx+2bKEYiSJpFQFl0cMZAwAAH+hfW//+9C52K7eV7P4ZYKasRbUlv4szbtp0KBBg18FSy1vus6soGZaaMSDAIIZ5mIZiZGPflUG2sy2i8JyukIClAtMMGHycMRY243HJ+y8J7sNKnGDC5avyqjJV8QincnATM6eyVSLFQ99UkRECAi+lIjIOa9l5zhHBPCkjOlsXZxv6jAjIW0i5+Vc2NwdSSYsLawZTYbeGkRNk+mKM1nwbMk1FIIAMF/yFwpuMsAtgy8Le+1b2ty8NzYkFUMEHJ/L7zk2h9KPJAM8EUUmABCUL8MV4AwZJ1K/WGfJfwyLSteQtgYNGvwnZ6nlzbAwFBXCEHoyxUwLEGolM0ACokDMsrUqFT1kDDmCApCKITMsLQG40WCjU/Z0wbOU5zFroNVwJbk+RMN6Mm6s7gnnSn6h7Jdt3/GklIRAmmC64IhQcWQ6X8mX7IBgFzfzy5dZyZiYLyhb4paBWLQvYa1KgSbdqUJ1rGh1h/S1zcr21WwJgHyPxqcq6YKvCHKO6ukylt242nPo1WfmfV9XCk6ML7x0bAYI1nSEheDIBHCBgMA5CwBISUSI9QG8Bg0aNGiwBCy1vFlRzYjoor2DhyO10ef6ZBgh6lpZuprJpC0BGTMQqhIQCBAZcoMbRANtRiLA2aw9bGNBsHhIWAZTqmZlKVIxnoga53ZuKkWeTwsF++xcOZ2rkpQpg61NiCv6jVScV2yqOLC6JxK/qNla30lKFfeMzOybt6uKDmVW3qLzuMkyZc9W82kXOevqCBgG0wJ60/ZlIhw48ujJf3t+VkrpeH657CfDxmBHKCxUbr5MvmIcobb2R9dVuUJVGy0NFqMm/L8gjGvQoEGD/9wstbyhYIrrelMLAJDrArjINWAMALz53MSxBbOJh5t1sBVKBI2Rp1ARMGSC6Qb3FCWjsNEIhKbtoVJhxjEClhGyNIJaGwhyBCCUiqqeP5+xJ9KVXMEWIFtN6A2zdU3aspRuGVixsVqC3s5I6tJWfaCZKpXK4dnSSMHzKFvyXalaJ4vxzhByJkHFWkwjwAEYCB5c2WT1tmaPTczMsIuXtxQrju/7pkCNkUUeIzU9UXTmc1ZXa+3jIhfMslSxqioVst1f5NDVDJxrf///POdnD3hDShs0aPBfkqWWt6cOzO2bcMWTU0DKWyi6RddqD9d6LuyJ9PRQWpistSdAjgSAoGnecM3Of3v4Eemomus/SUm+Ur7yfVUouTkXskrzhDB13TI4ZwgAUlHF9vNFx3Z9hmByFjWRgTbh8MJM6UjBGs0q16d4UGtFecNMqGUq404VyfYlD7yQq87P5be3Bv71ydOViCHnbFQQB29rZzAZZFZrTC6UJh87/MOj/kiOyJeVSsn1/Gq5bCg3yAkBZktqT7Yc6E7WNLvWmQ9KgVs9/NpQRZlYa+6g14e8N/S2JE1t1/Epqsez5/PvqlPtf2VoWuR5UItVCVHwnTs2Hl2oDC5rLeUyhw6d9MtVVa0SKTxvYg4A6oty6qFzfYCdzg1xEwCem6uDoOC/ftO2Hz/16kTZqfWnLP4sAEBCM37jtm2htiQpIqUyY7P3/vjlkpS1twQAiI1+zAYNGvwKWGp5mywFvv7IbulLJSVJBUS1dn4AACAggnOPkTGBxtqrfjRKh/YfA6WIAM7NGtNiZlMTIDTGat7JtViFGBNUG/hijDGGnCNnEUZXdkV2HZupKk0wtqVdv9rXIodGS56PRNMi9uevTo6mC3e2VDLZ4udeWohq5pZmbWereXGrGas4KpokbhQOTBw+lf/ufKDio+t52UKuWnHcqq2UrA+O+ZKOTJxrWKw5dDGBgEhOxWeWclwgWbv1130ppX7JqtU/PDxPdP4kNf2ctmH9bwQA5KYV6VvtzKedbEb5PigC4mDE3/SOG/v7enbt2qWmyw5lvdIMKUmKgBSBOi++OydTVN/9LeV5M+NQm5gzmfjQFdtWdLZ/MbfHU+erLwFimBuf/eDNt77nakCfmDj6+L67v/3sbFW9fkIXX4j939BX06BBg/9KLFGr+jl2bt/c0pKqW2QBEi7uG6upEcC5bwEASbjvwR/s2Llt8bmEvHZzJ8DarrX6T9SjkNprIEfGgCEwxjhHTSDHCJN3Lo+MVnyXB9oj+p9d2v63OzoGk5rveyTVftu4+9nZhWLlD7q961r0Z8aKb1gW+ez22B9vS127PpFsDkJrs752o9a7OjuTyUtygSuAXLGYyxUc2yFQtbeASMABEJHV/Lyw3iODwBAASDk20wUiA6RznSYjM5nl3amA4D99qP49bcN6SQ8QmaYn+ttS63rNZJOeTKIQAPDM7sNrQtbN69ctlIpa0DIiAdANqLmKIfu50/1T8Rye9zoAwIC1mYH/+b6bQk3Bu7/0kHcutlt8ngDxqTdfeevd16IAv+p/9c+/e+Un7jmQzp+nbVTfJo7QFVqKmb8GDRo0OMdSR28h03rrrTf8zZfvRamoZuhfu+USQG0DNS2mzgCAYTAQJFnLpNW9N861ogAAClG7f9arUgC1O7giQsY4Z0LjBCyh40fWJRWo7Jx/6/LYhza1JLidzxTHp9OtXanHF/B7w4V1uv3rrapV+cww37K5s6u73YqGWTAqdCTgVmc/00V533PC94oYcqWcnp21q67GNeDKk8BQAZFgGE80z8zMASlgNcvK+rY2ITTlVklK5bio6+h5i6MCmLd93eRxUy973qJ6nJ/PW1R9LpiukVTkK6ZFqxBbAAAgAElEQVTrgY7W669YgUCvtSRHpxdmXj4qHa9Scb70re9dvHHj7Zdf+pW5/Izt6tGYk56rBbsoNCQOShER1X1JqObBVS/qcY6MgZJIeNWKrrtu2PQPD+9+aWxekf/6uyIABA78HZvWfOgTt6PGFkbn/uiP7v3my6eUWnRC+2kCXHzqrhvvfW3yP/xyatCgQYP/L5Za3r58z/1/8SefnJicfeChn4CsjRjD+aZSsPglALQs421vu+Pv/uFrhAjIagKGCLXHBFizVUTOEJGQFuMmQsa40ISpMWQJHf98UzLslDKB4Jeube0J8YVs5vDEdNh325d3vFyAgI7vaXNWUCWJxELcbInEAxEJLsyNgxxSlgbtAyp71p2fplwGFB3LlSfG5726YHBNaFS1FZAhtIu3XLz/wGvIORADrAmyAgBN1y3LQtd2EIEUuC6YJtpOTQ0QGdcMk7PzIjZ8vTZW+7yATDdYIABKqYqtRSLX3bLtz29/RyCUzL1p5rY/+dz8kQAKj6Q6dWr6S/c/+In3vedvv/t98okHAzgPBLXJeRN8H3wXiUDVHbkQOTCOjHPTZMGIsqtUKfVHQrds6f/gV35SsO3z0phYy6Yy4NcO9H3+Sx/Sw4ETu/Z94E++u3cyXTc/qf0ict6JZMDef83GoeGGtjVo0GBJWerk5PRM5l2//akrd14Wi4VqG8oWYxOo39PPtfox3LRxg85heGQCz0/N1b3/ERkHzpELZAyAATKoLbBhzNB5czximmYkoP/O+mivqLa3RHf2xOIGHhjPjIxOxMlvaY8GmkKb4jhQmFoli20mBAwKmkxUyyI/KwoznPlaW1JZIREO++OnZC4LtuMjPzBT8Xxf+bJWz0IgLrihaxdvufjoyVNl22GCM8GRcWQMkQkhTMOwdEPX656TRApsBzRR+zwWQ1kuZaruubUG5zKQwBgwVv+wjAFAsDke7Go1wqGLVvQFg83o24lUb5ducdNglilCQS0cII0/vX+37fhME8gQOAcAQIacL6Y3AWprflCgYfJQzGzvMFtaw4bQfV8gu2Pb4KOHx4uOc+7EITKsAWwgGv/cn/5GpD32zANP/9rvf3PPRPo8Y6/Xo8/aywy2JNf0dn/5qX2/vIuqQYMGDX6eJTflQpiby37pH+/5zbvf/bm/+Xun6gAhnWvkqyUZsV58Myxrw/p1waCZr9q0GDrUmzIQUHDGRX1naM3ZnwAZ6owNNodUIp4pude3sGvaxDgkWFPr3rHxzPjECk2tDLGgyayg7pyd9tP5NsRAnGscuC7AQLC4CoRYohmDQZnLApFaGJf5PAsEXdeZcXG8aAMIBgw4AIIC0DSxeuXy+cxCPl9EROQc60vmFALqumZYZq3H5TynfwWeD4wxgKaAXig7RUkAyLhgpHylABAYoGBIUDNhIUVItGpFx9ZN63e9cmLbitWgGSD09PipmbmMGQspx2WCr7iw841XXZIQelsiPOH5yvPQCJDyUWhABIwB46AUAKJmomHyYFAEAiJgQtX93G9cOTM+/cLuY7fetuPbH/3iz545QERsMQNf/MRbl29f/cOvfP/Df/vwdMX++W5PXAxDmyzj4+9+w9fvf6roNTyaGzRosKQstbz19bTP5YeOHj+xrKv1Dz/+W1/4u6/lsoV6uwjD+m13Ub9e2P3y9Mz8wMDAvuwBBEnqnDogMiZME7io97XXPYMhwGlHixZqiZ128Yq+2M6e8MFYy75TE3TqtW43d3FEdEe1gMERpMrmBFE8riMjVIqFBAtoFItSJAmRVj0cUNl0dXbOiAa9dJlZIeKMAe3Ly1gsmS+UazbNCoghW9bV3tfX+8NHn+KCM2IMgJRCACJURLquccZeD5vqEAJxxOvbE7ddc1Fzfytn6ElGjA8M9A0NnfF9BYRA2BvWh0s+1I4LsrKCT9359vfeWl7ZtxoBSTr/9J1vn0mXguHg+jVday9cdf2lF164fCtVCzrjwjBYipGUTj6oPJ+kVJ5HnJOUyIBHoiIQtJoTyNArO5zU5i3rVn3knR8plB/9t8enSg789NgcAusIBL74ibdfdseVf/UHX/rCQy8VPf/fsa5cHM7rsKy//fg7vv/onhdGJxuzAQ0aNFhillre7rzjTWb02edf3PfIE8/Ztv1Hn/zo93/06O49+3zXAwJCXitWAQAga06lsoXKqaER5AKoZplcn21GzoVuEGNMMFAkXYnIdJB3ro6RYw9J2aa7nS2dRym496Efr7XgkoTeFNLb4rrGCXzJdMCwhpEguDbaXjnjBZvi2NEhWlZgJIVmiDJjpak5lamWy66RDBs9HfbkTKV7za6XT50tzANwQFQEtYVwy5Z1v7z/IDLBgSEQRyIpEUEqBARd0xEY45zXkoTndfwPRoPfuf/TRlOikMn1pB46OVMg3y9JWDPY+9rhkdpzdYaccVkvNXJkzLSCq9sGlFKlmTOhlj4KxAUXm5Liv3/sw8uWr0YUCGz/y481c9YZYy/ltUBLwowEnVLFKVS8YpkZpgTGg5YejQpd04Kmcn1SJAFHD51cvmFd7uz4Z774oKpFkAD1ehriBanENz77vv6tGz505x/d88oQLQ5pvN7WU382AkKrad3zp+/56r2P3//aUK3ItyTXV4MGDRrUWWp5CwbN7/z9Zx95+rl//OcHnn1p34mhkauvuKKto/2B+x+G+lgV1pOUiDuvuuyfv3tfteoxLhQBkiKsrXJRyDhjyA0NOfMdjwnGAd/cF4hX8zPR1uJc1kqGhydnqvNTv7a6JZlfGLBUKKIjKRLcaDZVMMBbu5VycWGyPLRQ9Vl03WVW9zoyTFVY8GbHCkcOOweHSUC4o8kY3AiJHrPzsof3jB6YelkRR0YIJATXOBcMers6nn3pFY1z5IyUj4TAa9MOinFkjCFDTWjtbU3Tp04AwLk2jd5Y0GhOIkA4Ge1OhU/OFoBgamziwuu3z8xkZtMFABwqUsziGUchcuRCAhIyIlBu+dl//c7Vd31482B/5vjBrevX9y1fS1jzj6YLtt74d529+773TXE6vSfNL1vXf2x4cmh0BhkyIVQoJAxdWAYKhojKkwAoGb/7G7s6v/PMaL6aLVRQCJISayEzsovbm/7l678fbUt94K4/uv/VobrvWX15+M+e5e5o9LPvufYP/+aBvVPp+jBfw8S5QYMGSwtvbmkFgP42vSOlvzr0C7lG/e/wytHT3ct63nTFpdu3brzvoUfnZzKHjp1YMdC3adNGT3nZbKGW7EIAZDwajbR3tB8/eXqxXAT1bhRkXLCIpfuMkyIiEIyvjcHt7WJ4vlhQOJ3J+p7bGbOubA+qbG6FRfGYTlJR0DIGeykWM9ds5q3LUbDi6bPubLmk6e1vvFP6nn3mNXt6tHj4mH30tBZglIqGN1+u929TVmq4bHzq8/d4UupMLotZMVMrSwLNWD24+tUDh+yqi0AAirF6mMIZQ84E55xxJlhfT9vOzRc9+/Rz56bzENEEftdbr+Smnh2b+qtvPpl3JAAQyXzZu2nn+sMnx4lAIdOFQMEl40Y01L162duu2mFa4anDLz6563lLOs3NCXb6YGdbs0FV5dpEkmsGEyKSaO7fsGmFmjgwVRTB6N3XXnJqeDjvE9c4N3QmBBecaRxI+Y5PioCoKtVcxatWXeAIjCPnwBhyETOse//6A1o8+p53/9kPD4+9npBEhj+dwGSIg62J91+9/i/vf+5IOn9eLA7Lujt/2VdXgwYNGgAAEXg+LbW8DU8vPPyTp4UhdmzduGv3vvGJaanUyRND45NTd775tgvWD75y8AgCIGPI0HW91YMrj5w4VWvbWyy7ITLGOe8M6TlfEiFD7AjQf9uY2j80mQyZYxVfmeZVm9ZdKMpzmVJnANs0MBjIaCS4fRtv7eKhsEj1AdPyx47YpyeOZapmMhJtSeb2vWhPTRaPnCqfndNCokgidvFWq3d9eXLUNpP/82sPWqY+2BzoDLCsRxlmdC1bFg9Z5dnxdh2Lju8RsZoDNADjzNA1zrlgDDmzLOOj77/zyaefO3H42Dl5A8ScL99yydpkZ2r40Jkv/+gVAlJEQFApV5ra2zsSgbGpBWDoEludCJQ0K9bT/On3vDlYnIk1txx96fmf7D5s5MYHt1zWxGe6eQ6mjlRO7pl7ddfc0Rdk/gyUx4321U0D63vt03vH8ls3XzQYMU6dGc3YEoVAxgAZ46zF1AoVn5QEJJJS2i5JCciQ18fgkPMd/S03vmH7r733r/aOzcOitQoTgukm+d65k4uIa5si69rjX3768HzVPb/lBAF6GvLWoEGDJeFXI2+5spMtOs/vPdDcHI9HwnteOQxARGjb9u69ry7r6w1HwlNT04DIGI/GI9F4dGRsqmaBWGtNBwDknCEsb0nMV2wEHtLhYxviejU/vFBuDlrZYHTz6mV9+YlC1Rvi1o4kj+nILGGsXclTKfQqwISfmR977kWS6qVjE0dydl8y6M7P+1NzpZGps+ky44iWMUqRvi0XVSZGg519U8NjKTcfd3KVXD5bsTWhB3UroQpXBu0NEfXSZD7rI9aTcIoATF3XdY0hAkPB2RWXbuzv733o4R/Pjk9APdxBAFQA3ZrYetWF46cm/vnxg+dODABNzeXffsvlew6ckpKQsZRlrU9a2NX2gZt2/sNX7ol4s08+88rxydyqhB4yVWsyzMvZ9EI5m63ajq/scml8qjg3Y8oZc9nm5nhowD49VmHXX33d/MG9xVw5p5CZGiAgZy1BMxYwFwol8qVvu8p2gQg5Q86AiHyJgDdeNHBscu77LxwFVS8cck3j4ahfPudRAojYHTIEwjMjs4v2XXX7EgQMCd7W2f7LvroaNGjQABblbann3giAkDxf3vvgD9etXsF1AchqZiRK0YPf+0F3d/eFGzdwTTDBHcdZ0d+PqBBRCMY4w9o8GaKmiUg8Eg4FGcfbeoPb4/zgVAERmaFddUHf2vwkInuhjB3LV2FAk1wpoXnFvHv0teqr+/NPPPfag08cymvf2ju5v6gA0MkV/ZHJ6emF59O+o7F4X+s+SvGOnsqZE1Y8Sb5tHXq+Z2F4My/e0QLv68B3Ndsf6Sz8t37QlXvvcGXON7Dul0lEwJAxrE87cMa7u5pvvOqy2enJG3Zu/7mjQQ8+c7gwsxBrjmoMPcKgYLWhN7tceuSloTtv2Fhr7zhd8lcFjb5IoKOjt2R7f/0vz83mq1JB1fUS/kyxWBgZLxhCAy5yJa9Y8k2dC9see+FAdegxvW3twKoVW5r1eMfAquXdl3aGlnNfeJIhklTjufI7rrkYEUhJcn1gALxm2YwgFRAgZ8mmyN4jI4tOlMA1jYVjfm6B1Dltg7ghCq53LFM6b0F4fZYgaWii0VrSoEGDpWWp5a3uxghw4tSoJLmyv5sxVs89IlNSPfyDH5eqbjSRZIwVipWpqbkVfcsSiVg0HkMEhsAER8YS8ZhCaE81rQjje1eERnLFsyXXBwClOueGfEW7irrHRWtvvx9v9l2s+qSKRXdyvjpRPD2ev//ozH2P7z1y7EyuWO2N6HNF2pOX31sgFeTd27YO912SDndEA1yEE8Lg9u7HQ04+qartmt8W8JYncEuH3hU1vniy/I0JzGPEMEzdNHVd13VN14UQ3FfScR2pVMAUH37P25Z3ddx23VW1stzifb4+w3dsobD7sQNN3a2JoEkIxFBjrPb91w4e7R5ct7o7AURSyZfKeOVAKn36WNrGjEMtcU3jXNd1O1+Kr167UHZOnM1HYtbAQKp7VU9s1WBixfJ4Kjr57B4/cyK48spULEZu8ZLtF5Ud2tkeWE72rRE/DISKNq9siwcDypN1WxhEIFK+rPmJCSG6l7VMzBVrCVWuaSKe8LPz541yAxDkHT/rnLOKBkAUDMMabzF0W6qc7y/hVdagQYMGS945yWouw6SkD2fOjF1+6cXHTp+tretGRECQnj8yPAxQXyPw+FNP/7eP/86psbP3/suDBMiAKSTkLNWc8jwnCOr6lU3SsY/lZVmSztCXnpLmbj84l543w4FIqgW0vpnTI9y2E74/nnWfGc8fyTizJTumi3gkAL4X08XuOXce4dLu2ODFG3N9m+bOTrZ0dHQOdkTbgtWRo2jpRlNE2S45HhRdYbKMiHxmT/poJWgYmlHze5bSdz2lpK8kKaWUYpyFA+YnfvvdV23ZBIjf+f6j33zgBz91LAgAyQfwq14gEkyGzLF8pSwxpsmsh0Bcet5XHnjqj99540f/+kGH4HDWKQpD6MJnuLw71d9mzKf9q269saUlbgTMcDxy5uREVBtcefUdse4BAEm+41fSuVefLhzbH998Y6BnPUkvFLQ2tJv7zuav6ArZiv12h/lPx/NAeOlgx/em0ig4EgNS5PugFDLGBO9rjkZaO6fzFQBgHEUi5cxO/cwkNwFIWjTlAkBEnSECVKQyOStJ1ViK06BBgyVmqaO35uYUZwwYI46FSlU3dM4RGROa4IILTQhDF5omNME1jQvh+v5Le/c9/fSz0vUYIDFEzrgQkVjEDFjlualXZvLDvjlW8rMVp6RgqkpP+LEJm5RrA4FmWCrZpXd2ZQrekVnnifHCaAWzFactHIia3GQQYlzTeCIgfv2ClmRHe75jI5qhWDQ6sGKwdfUGt5A2Us2YSHrRhEqlHADW0+pt2/mZo87BSoAh04Rm6Iau6b6U9TUwipRUBGDo4nc/eNfNV1+JgF+776FPffbvi8UqvN4hX7fa7AyY26++AKQEqFWpUKEGWJugw7mJmefO5N99wwWcMan8v//Jie8fHlnVEvrIXTeFHPcz//39/Wv6q1MnUAsWwdJ1zGYzPBQDYaEI8UDciPckL38zkWbPj+rxdqbp3PCTgsK6sIlHDbh+Y/ttfUGD+dtXtgHjTAima0xoyIUw9GAocONFA3//Fx/9wgO7qlWbc9RTze78DJyL8n4u5YgITGiMc1dKR8pmU0s73uvrCBo0aNBgqVjq6C0WiwCfYwoAoOp463p7NF1Xvs+FqO8DqPWPIBO81lrPJ6dniFBoQjJV619HzoOBYCSoj7vu+NzCi8t6pp2pbNWPWDRipJLh5uyJPWFD812vVCjFmpNa7+BjTxxQgrlIedduTYQ1JS1hOK5KWNQR1lLR8IjVnLzkjU2dPRqC5jk9ne1CN0TnWlnNaTyk2Vln7FRgw4ZcywWf/Oqj++dAFyYXqAnmue7s3Lz0JWdM0wVjjJAsXX/XW2++8YpLlPJfOnTkC/94r+34Pzv7hQCArWEzkAoiEBcaMgaMMQGaIo8QEBTRw4+99Jcfuf1tYPzw4EQsIAbt8U03XrosqrTV/SFNVYYP6+EkGslQPPTiC8WLQzNPfukznRu2t3R0cc55MBpMpKwVlwgBspqWFZvJaolZa9vg5HTF4cL3/StXxCLorGoKGoZwaz2TCIbULuprfd/t11QDoY9+8VtHj4wwLlgg6MzNkSLOOWfo+hIIakXG+gfiAhFI+ookAAQ4syX9O7YmDRo0aPDLZ6nlraezc3gmOzefRsLxqZk3XnWprgu/to10MSEJRAxrpleIXDBGtuMKoSFK6fmEyACE4IjU1rNs8tSJ02enq0pUXFXAQE/fQHH2LPM9YQlXyYnJ8e5lW8zl66a5qewKs4xQKiXzBaWo4knXU+v7kiqQHLJSrTve2Duwqlgq6ZyioUAqaiERCdORJot1Czegxdpyou2Tn/un8XnPMgwrYEnpEcHCwoLveaSAM5RKIoChaTffuHPVwMALL++/fueOB3/4RC5fAoLagDOecwIBAKCpQjk/m29ZEWlJhth0FoDFDRbV9QlPabrmuL5ju3/yzcc+9Zu33XDVtqibblblYFD35ieDAebOng0ObPeRmBaORURAF6+M5m7cEH7igfuiQbM9agZC+tR8aeVV12+77U43PYqAynMTYTw7pXRTBAXfP1TYvDoRMslEbX2r9dq8qwgE59v6W//0t978Vw/+5PEXjtrZkvIkMuZls6SkxrkhQALWFz4Aw1pqWdPA95UvsbbWFSGqiRn7l96L26BBgwb/LkudnNy7b/+OS7ZpusYY27vvtSOnR2+4+jLNNM7VbICg1oCIQIjIGEhFGueMccYYcsHqCN9zgkETNW1ubMJXSgEa3b2mgPzUlBBcEZHy5yfOutIT4XjPihUyGAl1dhVL1YrtliXkJBtYvzrXvfbf3Jhx4Y7Onj4lFSnimt4UCTF0mWmR0rOnTlixNpFa44SW//O3Hw4bQV1n8VQyHjAGYyI9O2U7LijC2nwDQDQaevfbb1u1YtXXv3N/T2d7tlh8cc8BVERKntsmfj5TVfuZJw8CY5tWdxqaLjRuaaIjErxqx9Z7v/CHF60dQKEV86Uv/Osz6WBwQwJZJOae3eeKVleLhNffrqVWccGk9NrWbhYay5ScdKHa3xk9Opk/PlWYz5Qu2Lhs5UWbEEg5ZVC29P1i0Sl40B0RZU/NF7xcroombw2xIOiKkGuivz35mbfvmJo+++RLJ+2FonJccjy/XCEiU/CQzsqedHwFwOqfh3MUOrmukhJriUgEDmBLRYsdlI3GyQYNGiwxSy1vlULx0OFDH3z3XcLknqfu/deH/+gj77/uym3AxOtruAGgHuoAEBSKxYH+ZUIIhoxzxoXGuRCCBwOB/OxMIhYuFvPVTNZFZiWTwndUtQrAHFeSpFKxOHJm9MTQUPdAjxYOz45PVrIFF3Wrratz/UWjDjtWUm3LV3Qt6wfks3NpRG4YlqGR9Pzq3PTo975uGAEwg1WPT545e8XmTZdv3XzNzkvXtcWvaTenpmcqjg2LS9sQIR4Nf/K3P2D78h+//S93vOGaVCLxiT///MTM/M+sszv/oa/UNx5+sZwpbN+wzNS15SFtwoMxBe99w5anRs989g/e0tacEoaOjF+gl1W13NQUjXWuzJ3cKyPLmBYhZZM955YywWVbrrj5JkPgrhMz7bFgb7M5UbBPzlafeP7MxO4f5sePgxVzFsbcfO70vE+KghqzATn50xnXDAekW17TYiKiEbDevKUrbwY/fd8L1UxeOS55LkkfgGKmvjweLPoqousXNUU7wxYAIhOInDyXzkkZAAAwxKJfj1YDnIfFku+maNCgwX9tlnqsm1z7zEy2Uilv37b19JlhJdUNV+/YuG7ti/sOFIuVxT2YiAiM1dwaGeess7NzcmoGABnjmqYZpt7T052IhHJzUwYo15NSKjADXf29cmG6kE5rulBSAoBCLOULM+PjC/Ppo68dc3N5wzLDzSmfpHTKkZDZ3pwyQrH+lSuJYP+BwwsL2XV9bZifLex/If3Yg9Mlp3X79bavl0CYiY4ZR+7euz9kZ24eiD568MSesey5xeHImKbh++96++mzYw89uuudt9906/VXfeAP/+zJ5/cqSQhIQMp1/ErpXHNhbSyMkM0Wq12ornrjtu//YM/qRGDalkVPPXNi6uhEOtjZvrM7sXc8c+nGVXf1i2ouH1x7MSvMBlraq+PHXfJ1yNhnj+XTC6HO5anu1OCmnYVC3snOJQRNlWW56pQceXJ4tjNYFeSr3Nm5oZHdx+dznmoKiZILEaRYZ7KjJzl9aHhhoXi0BFLTSj5buWr5tx580iuUSEnyfCCKWcZ71rQ9NV3QBG829Vs6ky9nnbLnAQFItfjLyHknGkABRDQe4NyWypaqp7vjl311NWjQoAH8qlxLApxPFCozcwuBQCCZiM+lM0dOnb7l2qs88vYfPklEQFSbKWbIOOeMsUgkHI6EZ+bSjKGuaYFgKBILdXd29nV35NLzXrVomUL6UliR5vYWyC8UszmByDl6ikj5M2fHR4bHJybnC+lMMhLUOVYLBeY60WRs+46dNslLrrhK04Nnjhwd+tEDlwWK5tFni88+Vh45OW6jvf7KwU07hKW7dmV8YoRL/4YLezek9M8/tOvxU7OIiFwEg0GplKbxTReu3bZx41e+fd+lG9f/7vvu+h9f+eYPH39B+pLqqUtQju1XSoubcWpRDgNACXjizOwt123UpDc1WwqbYqzolcsOEBitobsvufBHh8/ede2GFZBxq254/Q7/zB7ethzmTjkLc+mx8VeeP+jlFxIrt+kaidLRld2hlo4WXdeC4J+cq7aFxanZcjlfSIjKwujE6OjcmbST96E5hCahJvSdVw88/uNjfrk8PF2ZIZEncePK5khrxw9/8pxyHJCytt7mohVdzS3ho9OFiuN1BczjVTVh+yRlbYAPX/cogdoKAZNhQhcVqcpS1qxOGvLWoEGDpeFX41oykq9IBUqqgwcPbbxgDQo8fmrswUce27Fli2FoQgjktYiNM8YIEYH6enrGx6c0XQtaZixodrXEettbO1oS69YONnf3cCMYjkSamxMc/Fg0hgxNy3JdX9O4L31pO5yolCukZ+cS4QAQ2I4bDFodPV03ve1tmVLxws0XewrDwXBy5uQtCdsZOnTk4PFDs/nvz8jpVTuXXXhJuZyTlUoiGr5w1cCFAx3CrX76nh8/MZxDoaHQApb58d/54OaL1vzJxz+845JLP/vlr4WC1sfuftfX/+Vf7/3+Y74vlVREJJUEIsYFAABBTNMQeU3bAIAAhov2n336nre/5fKdK5vfdsN6nXMikp6fz5VbO3subg6t6unyGPN9j1jI6lvtjx7LV8idOmtU5zduWWn7cmTPLi2ygono/kdeyB0/3tGV3HnLZe+/aWWu6g8k9IOn0/sPjhQq9rHJCgH5CrIVpQm47IaVh/eO/uTlqaG58ljeaTH8a9a0/taNm89OTAIpYKy241uEA32XbIuvXVNyCXRjiETf5pV/+cl3tHa1pVqa161dDoyfO8UcIaVxg7N5x7OlIiJqTL01aNBgyVnq6G2h7JYdHwAUqQ1rVrU0paZn544NjWy9cL0if2hsEgEBkDPOOOeCCcEH+peNjk8DY5omWuOh6y/oe9vFvVsHWpqSceG4kHUAACAASURBVD0UmZ1Nc84YSNdxOpevqGTTzHMdx9E14fsSGNasp+IhU0NAhFg0nGpr2XHLLcMnh6xAINHWkWhpD5nmg9+652w6I5R0gb1Y0rtufPvA5ksHujuEbngSyFcIePTM6Ke+dM9LYwuIAMAYY4SwemDZdVfsLFbsv/vatxDxDz70XtPQ//RvvpLPFWvBDeMiFotYwWC1VPJKeQAUCE1Bq+jJehiHSMhOZipqfP4jn/vgynX9Jw6eOTVXAC6s5uht113dnjndNbg6BBUnkzFbu4yOQX/oJRWKP/P8EY0hVIrNCYukkxrcpkVbDHX2b+87fPDAaW8unVrWvn1daylXdjx/Pu91J62C4y9UfUksGhI7L2qvTBe+/NR42PTnin7Zkxe0RZtR7js588zhU+WSTUwDLlATl119yTU7Nne3xcYm5ju623/37js+/fHfReU3pRK/9943vLL/+NjEHJBiiBZHnbGCT7aqjXK/7kjZiN4aNGiwNPxqkpPZqltxZC0zd/bsxKd/7zffeM1lba1N9zz4gzvvuOP46VP5YgUBGWdccM65ELyrs312PssER8ZtxU7MZU6OzxZHT80deTmua8FgaF6BbhqyXAyk2pTA0vysoWvlimMYhuv6pq4hEiMQGreCViASvuKWWw4fOJDN5TbvuDKXLXb19HpV+8nv3XdBjMfC1nNlrXPHGy+55vqQGWC+lytWYrHoQrH0xX++/7NfvW+i5FiWtWb16gsGB5f39Vx7xWXLe3v/4svfePrpFz3fe/Obrr/7bXf88ef/7vCxIaWUEGJwzeAFF6wrFssTk9NepSIrJURwFUQ4KiY8RbXpN0CmOH9tptycy1180/YAeQ+/eEoBksDege4da1aaGukWExrj4XYRiHDd9yaGPc188eA4ut5crsodO9LTHUwuMzXeG0nf9+L0y2dyJ09OVzPZ1W1xS+elUqU1YgQsfmja3rAydU1/ZH6q9JPD6dM5pyWIjg+EMmHxYDJ6w5blN69O3rwqdU1vtDeiI7ENa3sf3LX7hdfO/P67b1w30PXY868OnTpxw3XXXX/DzQd3P/2NR/Y1tyYDwQDZtiOVvViKW5yAqDlIN+StQYMGS8SvSN7KTsWt2Q+Sbbtnhs984K63Xrl147HhyW8+8PA7b7/16MkTjufWEpQa5xyxp6d7bHwGOTMsXRc8omlt6A34+VVexhg6Gl6YmgM90LMyl8+65VJz30B2egZ9lxiCJEVK04QC0jUudKEJ3tLWOjk+OTszu+Waq8dGJrv7+ptTTS8//3R26HAyFT8mkokNl1/1pptN3UqFQ22tTQFdDB09+p2HHnl1aCLS1rF508aNGy6YmJo0LXN8cnLd8v6TQ0MvvPSK49hKkue6t9907dMv7Z2Zy3R2dvT09qbTmQP7Di6kM6Ak+Y6yywAAgCWJG6LWVO14I0POuaYD56+cSV+3KhmIh+9/7JArkWniVGZuw7q1nWHFDclsH1DnXIm2CykzxD27kCucmC5FDW10thAJUPOqLSKclMMH21P45GuzZZeOpp3ZojPYGuAEJ+eKEc3wUd5yRf+hI/NK0VNjJcFAZ2QJsH1siwW39sanRyZeeW3kwOn501P5Ixmn5Kojp8fH89Vc0f7BMwceefbgqdH5g8OzF/a3rVjR/egTP7ryiss+8t7bj546ffL0uKzZr2C9gApQK8s15K1BgwZLx69I3ipuxZOA9YXVc/MLgZB16aYLl/d2Tabzjz3z3AWDg+lsxpeSIQghOBdCN7KFouDC0rXVuvemYOHmSGGNqEbANRFGi5Xdo1P7T42kepenZ+e7Vg6Uy3ZrR3comczkspap19ovNcGF4LpuKF+WbbdtYLkk6OnrX79+w71f/cqrT/w4YHBt2brQ6i2XX3l1KpYgV7Y3p6rFQm4hk0ylLrnkkq0bN0TDoan52R8/+ujE8OiZkdF0JluoOnMLmamJSQQEBoapvem6q3O5wvR8Np1eOHn8RC6TrbWWcETwXb9aBkAABlybc5XGmA8IyExNe9PK1rmqLBPkZjOXb1353UcPVX1kgjNTH06nd/R1WeUxkWqXdkVP9hFwLZFS46cSYbaQqYznqz3J4MTkHGeqdcVGEW8rH3wmkggeHS9wxLmyGktX1rSFFmxl29WO1ljfQFthJrf3bDFdlVENQjq6PjDEgIbVXGnv8MJY0c+5cl/eHyqrGR/zBH7VlbYjHU96EhB7OpJ/8MF3hqKJrq7+iMZ+6w//x4svHlC+/3qDyeuNJoCIGmNdXY2FOA0aNFgKavK21NNIyBhjrJa8YohE+MBDP37HbW/oaWvVwZucW7Ar1VtvuP7w8RPD45OpZDI9Pz86Os6FaOHOW6PeZVEvqEnknJTKVPChtP38vMrapAXYqUMn+zesv/bKG7Trb/na5z83PzTqSrTCUeZXyJOAJDgDoUWXrwkm4sxzCtmsFUnc841vDu97KWiI9dfe2rFuc2dnVzIayWYLXS1JBkpp+liu9Nwrz/3oyedGz44rRYwhA5BKkSRGcPDAAQYICELjd9x03a03XfuN7z74lW8/6NpOrfCGiBqovgAjTRvyqjZAbR4ApPKY4QOrrYlDhm9587XvUuX3feW5x4/MbXzgaVRAoKTjleaLp4y5cWW1Nm1SxZOMbBZq8xdO8FhffOOV3vM/2tQbOzCWPzNX6EoEnnn4e+HOlX2DG1bc/t7yg9+cH4i9MlYmpeYq6sR8pS8i9s/I5ZYIJDvS5RNTJT+gsZihmgPstXm5NqXrHHcNZwXnwHG85Dbr2Bbiuwu+klJ5nnR9ZIiMGwHzd95xDU6fkC3tKjvzsU9//sCB4+T7+LrtGAIuTsABhoT20Ru2Ppuxl/hia9CgwX9lljp6K7rKIUDGGSIgMsaK5WoiGbl000Xtbc1PPrs7WyqPTUxet/OSjesGw+HAmZFxAf62OLupRUPfHXH5AjN9rlfM6Iss9dSZ9EyumGxu1wPxzv5lA33d89n89Pzc8KljuYkRDVSpXA6EQsIwWtrbXUkd6zf7mn5636tTk1NdfcsRcM9jjxiWtfmGN7auWNva0RGyglPpTGsogFR54amf/MUXv/YP3/ne86+8lllYACkJCZWquZMAAkmvFqNwwd75jrfkS6XPfenre149KF138T6PAuCGpsDFqfCrOZsT+dWqTwoQAFlt7TVyDogK8eTp8d/79EeDxdldJ9P7xzJZHyQhMEQCYhgIws5LrjdbNwqr1Sst8EDSr6T1lpWG8GQ+baLUiDJlT5A/NjZx4WVX8VBy6virslyxq27RA59IZxgxWNgQoWigtafj0WeOFnxoMlXcwPkq+koOtugHp8oF22uzxIaEcXNP4LrO4H3DhYwHyvGUBABgumaGra6O5jdtXnnRDe949fldb/rQX5wYGlWeDyR/5lzXtr21B0Jf/dhb3/XhN9z74/2/7KurQYMGDeBXlZwsONLxqRbD1boqiKBYKtz55jviYeu5Pa9OTacV0LETQ61NiWt3XHrs1Kmg8ucq9u4CvmIbhxxrX4kf9MOhi6956JkXs8WiFm255g1vyM+M5ceGju7b99rel8dGzgysHjRMo7qwENSYZExJqlarWjhGQkydONHZ37t87aCmG8899pjvOsmO3iqIi7ZsaUs2L1Qr7UE9lYhz303pdFl/0zWbBrduuGBlT2ehVHI835d1Jw7GEBEZQ10TV+24NBYN3/fQj7yKTZIUESwOqAuGhHxPwcn78MYrLvjYzVsPHRvNVNx6zq42/8Y4Ac+7flBW7/7ob/3o0V1jBU+q2l7U+lFKV7xVrWZHc4sRTmnhJm6GSGF1/AApn3lFoTxUSkMsOdKpFAc2XxpOtkbb+0/u2+tUykSqKqHikq7x3ojgoaBrV/aemgtpENVk1oaZkp+yOHLebeGvrYj1RgNBoSICF3z+rZEKMP6/2Luv6Dqz607w+4Qv3xxwkQECYM4kCIYqViIrqqJUVVJZKsuynNq21PLYXh63uzV2z4x77OXVdo+nbWkkJ+UcqlQ5kFUki5lEIJFzusDN8cvnnHkApfY8zcsU+eD7e8DCGxYu9sJ/nbQ3ZxxhRBQpEAl8/hMP/unnPnvkvicQwbVS4avf/HG9XAHO4ecvu2+9VweEET7a1vL9//NzA/fvRIC+8erVD7u6GhoaGuBOxVvNB9sXCKF/1cFJOI77iY89Hg1GbkxOXhmZAAGqps4urVwfufmFX//M6OJSzvKByIAwB9AM49lnP5Yu5nQ9wDl95NGHL516M7+yKoejh+95YH//IVVWlmdm5ueX9FAAM+Y6dqFQrpUrlGLfNIOhkFmzsiurhdW0azt6PNW9e88zH3suGk+6rp2QpVg4hAlljisZhqOGJ9PlC4Njpy5ez1Yt03YE5xupRAimEhk4uO/QwX1j0/OnTp/zHE8ILtC/bnQmAHCJC5uDQNDbFPzMc/c9/fCRi2eH0lUbEFIIZgJvPPXDhC6t5z/62D2arrw3NMs3GvMrMsJYCGQ53myusqcj3JJsEcLlXFA1JMe6ActOtW7msiDLJBRsbk8Jznzut7S3qtHmpogvEb+wmiMIygwpiKdtcC2rULKyVVclPFtnqqx0RqS6Kyp1pzdmIIQMCZK6HIuG/3q0usQQIgQLLqtyezLyOx89+YXf/hyvlN969eXsxMj3X37nzJUR5nogOIAAghHaGN4HlODP3nXgS3/z71q6EyCQ4OgbrzXiraGh4Xa4M/EmFN1mAAiE4BvtMBBg1/O58O49crgpEbs8fKNSMwlCuqa6jBXy+d948YWJmSWPcSrLIUN79slHWxNhifsr09MH7zo2fmO4ks0+8vjj9zzy6MTN4atvvfbBu6cWp+eq2Yxdt/WAYmgKQSgRiUqIHBg4euTIEce2kUSPHr87EE889NRT9917DFxL1KshRYnHol45V1qaWsgWcnWvatpLy2vDkzPTy2um6wEAIMAIR8PhbTt3RMJRSuX3z55fW89xzxOc3XqnzRkCgYVAGCMECBOEsUzQ0szSl//xp2HGD+zsfOP6HCDMxK3pP6oiRYIaULqrMzlw5MgPTl/0Bei6uqtZL7CNeeakYDo3MuUjO3rDmuKtX/bKGaLLvLomUSGHVDkoQ7manl1bzNQGb0xu2dKpq5ioiak3XkaIuwwkLFZsLIOXrfNy3fI54lw8uDUW12UBoGDx2PZkVJfmK85cxdnZFv3Bov2j6aLAGGPcEgv9++cf+eJvffLkgw+ffePVT//xX37tzQvff+fSucEx36yD4IgQLKsgBHCOEAQk5TfvPfDn/+VXjbC2sRObGV388eWpD7u6GhoaGuBOxZtPVaoZkiQRQjzP2xidIgCPjE6V6sUH777rY489SLAYn1l0fU4JQRht7d00t5pWJCkS0jf3dtUrpWq1WM/lfMe3mFtYXbp3c0eTb1/I2xNXL/JKoVoxkyGjOx5PGZqCkcSBciA+J0Bf+Mxndm3bGWlt2dTXt3///p6tO5oikcLw5YhTiCWbjFB45fy763NT/3Jq+L9985Vv/PiVV95+b3RmDhPclEjU6qYARDBpaWtubW2Znp5Zz2RXVtK+5wnmc84x8KCuej7DgmmeiT0TZBWIvDGgXMfItuqZfH5ocvmJXR2vjazwjXAHBBgFDeV//d1fOrils6+vZ9/A3RevfLBUsgXB3U2Rrrie8RCWCcak5vGyXbu/N+ZWM15uUUr1OavDlQtvmcsLVKMOwYxIq+mSbbrXRyd62Epi4GS4JTlz+TpnnAGmIPIeNgj4DJk+2xrXJvN+tubFZR4PqeeX65dXKqpEH+iJjllsOV9aromaDxKlf/rCyXyx8u2fvfnqG2//zXdfX14veLbjOTZ3bSQAqxoAcNcBxhFAWFa/+PRdf/CfPkVVeenqqBENCUT+/q++Nec1pgY0NDTcDncm3jyieggTTGRJwpRszLhGCAQXgzdm3j179tC+3U899KDtWGPTc4l4tKut5a5D+y8M3ghqSlBXBWfhoL5rS1+9WnU4cuv1DsSauTk0Madt2VOYHrUq5VQqGQAuybKMgQLgjYsgCIWikSeefVYPhVq7e7q7+1zGwefVTKY5lYo0pQLtfWYxLxmhwdXV88PjK6tpn/G6ZZerVjZfyhbKiFBCSDAUFAJW02vc5+jnfRYRRghDSFUVmVqen1AEdk1GZKFomBCEMUJYUmRFwqVs1mW8f3tnbr2wbvs/f/SMCMHPPnT8M7/3R119OzFVVhbHz42vCs4zLsSjod6YUsRk/7aOT5088vSh3QGJEz1MjSgIIQU0KdVdX1608sV6zQLmMc7qNi8UKu8OLnVrZcJK4YjsZYqIc5tBUMIuB4SEx1jRIxIhHQasV72lml/2yeE2496tsdGa5xdrQYD729WCD2sWnB6Zef/G7FS6NL6UNU2Lu55gTDAfEYypJCyTey4IgRDaEg/9988/8/HffRrrypf/5Cs/feXSQ0/f/d4rF//u5TNqPP5hV1dDQ0MD3Kl4i7a0uAK7ngcCFEVWVZVvnGZhjECUKvULVwY721s++pGHlteyPhKP3XPctmq1uq1oEsZACe3tak9GgjXb0YMhLCnz0zPnrwxdXip079lVX5oI6ppGFeF6miQhhDjnG+dkmiRFW9vuefAhNRTGkmo7zvj1q47rdPb0VutWsGP70NiMK9DrZz64cHlwaTVXNp26aSNMECaIEKqqRJIxIUKA57obwbZxcIiQ2JhxxgTYLkOEcIQ9SQMlAFSihBBKVVlua4o+enzg3LkLgJBVtv7gxRMvX5y5ddcQIyHwhZsTHZKzs/8IQmgtu/LGtUnuMs5YwfK3d7a8+Oi9f/zogV1iOuAu8fKK2t3P1katiQtSy37Kc/qu+9TWNsk1M9OLCCCoESEE9/l33r1ZXEovzGWyHsiYGhTKrmgPSxbHPoeQJvcZfsnmYRVt74g8eCB1/2NbTo3lisvlSFBuCkmSgN0B6IvKQ3nPcn1gjDNf+AyEEJyDYOB63L01Cgcj/Im9ff/415/bPtCjREI//MvvfundK888drSWr33xb79X5TyYSHzY1dXQ0NAAdyreHnn4pBww0rmCYD7GWFZkSZZ85iNMCKWYECbwjenpjuZU/56dg2PTR/bvrNXqvvCaouGWVJISvGNTJ+M+ohJj/LV3L7zx/sWCy0GVd+3cXl+dC+hB6rr5Yjlm6AgB55xgpKmykJQ6oicef7JsOsFQ8Kff/ebU++/O3Rza0T8gB/Ufnz7/3R+8HDPU966OXB8aCcfj82s5LBAmCMuKoumYEMCYEoLRrWmrt74CEoIjEAhjEAgwAgCBZUQkQIhgIUlywFC3dHc88/hJu159/71zAJCtWQ8f2NpExbWVCiABgABjD6H1UuHxE3drgUi9XvrJ+Wuu6wufcS5ydXd3Z7xEw50tvVRSuVnnnk0IV7qPmetjOLKZ2AvIiDMqB7nJaxXheSoWHhMxTbowm9u8d9v+nW0XpoqO7wZVagsRVVDNRb0BTqkUN+SeZv3wnhSn0s/eX0g5blNCNVQVU9rdHpdC4fM5e7LouB6jCHzfF74PnAvOQHAh+MZhG0L4s8e2fezE/i/8528+OLAZC/Jnf/GNMmPVbPFbb16qMQ4ggslGvDU0NNwOdybe+gcObd++ZXR61naZYAJjpCgKAiQwkmVF13TD0ImkLKyu3nPkoCxR2zb7ertkirtbU0FdDRqqpsg1y62b9gcXr/30Jy9TjFs7O/vam61y3lDI2PhMUyyWL1c1WVYlImlqQFWwok4uLm/dvgfUQG9vD1Wk6RvDMY0urGT2H71LD0Wnx2769XIA855t20LYCaW6JqbmAQOVVVk3iKJiQmRZxQiEAC44RujWXUEQgHibrviIACYIbVzmJwJxigiWaSoR+c1P/1JrW8vpC1fPX7qWWVoCQBxgZW7lr//q91969XzJ9QEQwhgRagH0JfWde/tDRuCDwavZYp1zwZlwXDY6l/5gdnbCsvr69qR6+gUGJdpmT5+VU5ut9ITjybi+kF9I05ZN8YSuITu550jvtmbJqfffc3+r7Jy7MLa5PbRq+TohF+arYVXubVaIrDLPj4Xpvu1x02SnL6zwel2oUrlmL1X520Xyz8veqE+adD2l4KWq73IfAXDXE4JvrFxBCMQFIOhviQ50x/7gW2eDQf33/v1HP3j10o8vjnDgazXLFVyAEBxCTY14a2houB3uTLxdGp/t7et77rGTAHxuOS04l6hkBAxKqKIoLalkJBKOxyPJRCwWChw/uGdb3+aQrgNnvudTLHRFdn2+nisWK+ZX/+nbju0jhAh45tKywIK7TrliJ9rbdIVkMtnmZKzie8lIRFByZO9Ac29PMhbYtm+/8EXP1q0Xzp7bfs997b290XAEFcvf+pevPvHIwzt27mwK6UU5NLVeUoywHAhpoYiiBIhMQvEE4wwQg42X3Uhs9BVLEBRORDxJEYCEQBiBhIVCkKHL9x0buOeeu775g5cuXx+p1axSPldaX9/oxFjzxCcf6H/z1PU1xwOCEcYIE5AkVRGPP/yoohoHN3fXFqdXC2VXIM6Fw4RveSvpwms3x6fK+ZINMYmFkh2FwTO+a1rZhbpLi+vFn758fvvdJ9vueiI7Njh84WbHkZNHHjhUmh7KFc2rM7mdvc2FGqMKjmiSzZgRMnTMEAAQJVe116v28YH2lM5lRGby7nrVmrXkdI2NVe2yAyG3biryxoYsliSiyMJnwDlwjgT4jL05meYCffbE3nsfO/rat98eXEijjRWuAMGBcR5JJT/s6mpoaGiAOxVvJZtfGR3/5NOPnrz78KXhm7lCmXGuqWogYEiS3JKKJaLhzrbmZCyoKHS9kJ+amYtFY13t7Svra77vIgCPMcB4ZGz2/bMXBSDGeJeCs7ZbsN3M8ur23bs91+rcvj0UDlqOE4nHCvnKvrtOkJZ24jorly4eeuQxATB+Y6RcLBwYGFBlRTeChsqnLry/d+DA6vJKV/emFQvGV0tU1VQ1ENOleDwZSDUHki2cUFWWXdcG7oMAEIIIvikZbNm2za1agJAGcDAhHUoGdu7b8/zzH4smYl/9+vcqVXPj/bpVqZSzmY0+wxjhTz99/OrV0emyhdCteEOE1gGdPLA50dQWiyVPHL97cwhPTE+XXMG5QJyHKC6azuxybmhpnVJpZ8BitUx2JeMzJT83SzTlwOPPd+89Wrj445uXhjsO3r3v5D3+2vWzF6Zev7IaUNRHDm+KtwV7IvLlsdXR1cqWpBYI6FtajWKpbnsiQiDgceA8qmkHuoO7UwqyrLEq4oKbjJkeAxljiRKJIowBBHc9ztjGuaPl+xGZPNDb9sX/+IIR0W9eHL00tSgANjZxCRc+E5Hmpg+7uhoaGhrgTsWbJbDFiSKjB+86KinKuctDjDHGuaapiWg4HAgEg0ZAVzRNQQh1trZZrmNZ1ZampEzVSrWMEHAOqqKcuzQyPjYpBCDMtoaUWRtMX/i2PXD34SCC9Nz8laExqmqI4PW6N7u0rAneGg1v2bGtY/dehJAkS6qMM/NzoXBMCxjzY4PD585mKyVw3KMPPrK6mhlbWsOI4kr2obZIV1dL09Y9waYU0o2e9nbDMGrlInM9wUWMij1tCUc15kduuNXqw32J547uVbbuymPtzffPv/72GctyEUIIA0HYMWvlzEa8gRD4rt7Ucy888KM3By0uNi5fCkxcgaqV/PGBg6qqE0nq3bHnZP/u+fGh+ZLNBKpzgShOxYJ//MSBR3Z3ct+WtGhz/6PRzg7BvUDHke5de8oXv379zOXFEj/xqU8Tc2JsZOYnP7t6/5HNe7Yltx/asXn3rr59B/pbsFWurtV5LBDCvrdjT1vvzl5f0M6uRPv2TWDEsjbJWKJWdUpz6wVCBAZOCMIIAQjGmef7lstsFxjDQiQoTmlKUyjw1b/81ea+VsHge19/YzpbvDXujXHEhYGx2tRYvTU0NNwOdybe9vUf7Ovr3rl5U1drc2tT/ML14UKpxgUw39c0XVVlSinBSFZoyFCxYNFoSHAuuGiKJy2zXjMthCTA+NzlG9Mzi0JwA2NCUN4FYJwyMxbU2/v6Vm6OOqaFmI+EKGazlPshxJMtqd0nToRjTVa9NjMx/ua3v3biuedcy9GC2kv/+JW5xSWvVnv6058MxZplt97blpAWpz65s31Pa+LA3n3tmzqWS7Xr1yZWl1d3HjxgO45v1bnv7o/J7YlEe/+hzVs3Hd7c9uhHHn5tqfTN1y/cGJ0qFCqMM0oIIYRiLFPqWfViZg0AAJAAMT21/Jlfemxge/uVkfmy5QqEAJAvYDFfmRkb1MDzHEt4Tqqj9/6jR69f/mCl4mCJJKLaZ/tbR0aXMxm3r2dzWCesmrWXJyI9B5Kbt9fHXpq+fKMulD3H7o1HnVKh8JN/fO3IwY7pldLpC/PDg4tnTo+8+fq5B194JlBJewJ3NRv9A93VyJbJWjCttOYDLYMl9dRi3Y82f+X60rmst1K2sa5sXGxFIPjaOuPCdzxhO4izKMZNmgKqXAV0tCPxyd96Eklk+srM33/nLYszJARwoQsAwIsMNTc3zt4aGhpuhzsTb4FY4mD/vuZEzGc8FYsGg8HZlZVazWKMux7DmAiOCCX5YplSqmsSwQIEzpXK4UikUClxwRFGikRnljPDY9PA2aaQtFp3fSRRxNrAU83a7vvu8z2nSZXjAUPDKKCoFAMGZlZqLe2dXZs358vF+YnR7OLsjj17fMexioV/+NKXBOD+Q/vS4xNvfeNrano2Xs0Y63NdLU1aU1e4Y3NHe3PZdkqMb+ntMYJhSddVRemKBnYElVUlsu/Ank1t4XuPHz89Ov/K6SumZQPGmFBZlmRFkiWqKrKha55jZpaXfzHmM2u7P3v1/Ecf2Pfix06kJxdn81XOAYRwPDaTKb9xafD7b7//ozfezs6NHh44vHfzpvcuXrYxZZSuC/m3yBnqAgAAIABJREFUP/rYo488qSk+z87UJ6/z+NZA1w5WuiYYLjJ9aXL+4FPPKqr5/pe+17u76+ULc1MLpYrHbY/Ztlt3vHyueOTQzq29MU9Vv/eTK3h6eu7y6Be/+/YPfvj6u1cmLp672rVty3Mnj50aGkW6TAgRjFHXQRgJIIwDYiwAIiZTV9PzmFYrpu/52+LBJz56r2fz//yH/9d0pYqEiAFQLkpcrPuk6rPO1sbqraGh4Xa4M/E2u148c/Xmm2cuvHbq3HI6/dxHHrrr0IGF5ZW1XFEAF4DrtiUQXs8WVtYytu3oumF5XrVa62rvyBcKgNDGYU/Fcq/enEE+7wuiFQ9JVNPsYmdAUYiYWc3sPXa0VipiJKWzBUxpU2trMBBs7e7avG+fh/Hqwtx3/uEriaDW1JqyyoWffff7M+lctVSpzi/kl1aoa7cG5BtD45va2xQjIrd2a9FoWVW2tia2d3fs62ubzeR1RQ+GozlPmUZhFI4c39PRHm26OTN3bXTSdT2zUvHqFcocidJgOKJraiAYSDbFuVVfnpm71XgYEAAq2u5Lp4cr2dzv/rvnw651dWGdcyEE+IzbLjcdVnP46HJmeuz6s0896ZfWh1fzXKCWWu38lRvvXrgwmakulNz27rbIpj3glWzPGL18AzvlQDDZvqOrPPgWTbT96J3RpfU6IthjTCZ4PlPaFFI2h+Q99x/JTI6/8e7k6OTydMFar5ZvrJYFF16txhw/J+CzT50cnbyZKZpEAowBOAdMuc8IQQlNFrpelnSuqohQRKhMULVut1jWaz94562JRR1BEyarjsgzpmEoMORz3oi3hoaG2+POxJstiCMwCMQZrGRy+Xzu/mMD+3ZtuzR0w7RcAJAkyfeZYeiyqtm2VzOtpnh8e093d1u7aduargd1gzMWi4avTS87lZIik6IIYLfcSxkBTildXllJtrY6hIRaO7b2HwskW8og+rZs3bRjlw/ole99a2p4cOzKlZZYyLVr1z848/a5wYmcpTIOXCgU9cYiq5lsWyLAEZ7I5hVJ9fXgufl8MhaNaRJGqC0Wtnz/7PCsiSQjHtnb23HPtk2LKyvpfN71/NmbI5NXL1Qzq8D8eHObohuSLEWiodZUwiqXJ8fGNUo8LjaalQBCjs9GFtbfOXvtY88+0N/T+cHYAuN8I8XFRmtOLgo1a3ewPnDo2KVrgzmHrdr+mi9WbHc6m30oJTqTrTUPZWdHBfJlJ1+eT3ccvU9XZstWcPHmlCiUpvI1EJAKG3PZyr6m4IHOyOMPbV202Y3hhfnF5Zmc2RJQLiwWCjUHOAcOSJEEVV78yD1eLXNzYR0hDJaNJFn4vuBCVSiEgyKoSyFdDmhUkRAmiuDC9z64OVfMFtopyXt4yEUlwK7nU4ACA8Ghq60Rbw0NDbfDnYm3qiMcJgjG4XDQMPSldPby4NBjD9zz9Mn7dF0B4auK5PqMEBQNBRFCmq7u2dKzb8f2obGbsVhMU5Sgpsei0XDQKJrWxMJ6xuSE6HGn2CTxaCiwUMhzhsrZjBGJqhins5mpqSnXdXcf2H/xgw/ee/lHUC9du3o9oioBnc5Nz10cW5o0JUfSBHNlzI92NYdUGtKUugMlxis0MiKlRlx1qszfHpp/6eyIpkh39bU4gKaLta625scGdty7Y9PCzHiuVCKEWDXz9FtvE1Vt2bwr2bclEEtIlGiaHA0Ftna3uPXy+Q+uhGWpJ6hmbO/WLiUCIaBium99MNjR3vTisw+9PzzJGL/VrksIxsEB4tWLjzf7WzpbhhdzNQGAAQn8y316zLZfe/vq1OWL/spiIiS7AgJtsUA0ZorU22+evm9/66vDqzuixnrNm85Wd8TUroT+1Ilt16pq2k5EnfWppYIukaAmXZrLuB5DkowooYYRpPRYV3Dg0IGxwcF81RWUgABCMBEiQnGbSh1KGcZYohghnfOthJ1MBfeGtKk6P1cX6wIzTATCBmc5H220z27EW0NDw+1xpwbiIIcDQkiR5UDAcF2/UK3ZjvXQ3UcO7NoxcGCXoanxaHhHX8+x/n2b2luaE6FUNJxKNc8vL5eqZUNR4/G4QKBrWkdL88hiZj1TFk5ZcsvRaPD4kX0dTc3TC4uyKg8P3UyGdMWtGgQkVT715juFmcmwjFfzJfD9ZFCxfT67VpopijLI1HU2aeLutqZ0tb5aqiUD6o21fEUOv+uHnM498zl74srFsfPv1au+wLyrLdkeCx7c0jm9nj+2pTUo/LX0CqXI9/3Z5bVszQ01tyNJUWUtEYsEDDkVC2/ubN7W1ZJZW3vvvfM24xohZY//oq8XAEIAjInRmaWELj904uiFkWm4dZsSI0wwJWWkPGwUt9grh3a35RxWJ0qH5D2o1Zlf9Wr1ybXK9eXKzevDiiv0SCzYte+tl17N+6FKvf7I0b73hxb3tIbjCt6aDFwt+lpT+8FHPllLz7VD/szY+nP7er5zdaFs+j6VQFYwJkRVjnXFHzu2Y2v/ccMtv3d9mgkABBShuEx/56FDj+zqOnVttlp1hM9bkP/5/s3PP3j47dHF784Vl2yfAQAgIQRlrulxxvnGcPZGvDU0NNwedybeHJB8RAABYxwhRCVJU5VgMKjpckdzk66omODrN29euzE1OjXdHI3u3tbX1dYuwC9Wa74vXM+zHMdnvuv70WBwar00s5IzhNu7r1+jKJ9OP/j4Y89++sX0ytr45Mz88urmzhaX0OHhm6xYkCjOVi3btJpCOiJ4LVMplJ0VJhHmHo0IKsSZleJUvtIdULEkUp2bfjhdqQa7QA+tT46mRy6x8oq3egOtL1Vd+f6BXUODw//3l78VSjZBPes6put6tao1s5S2ORaAZFlqTiUiASMeCe7q6+ztSCViobnZxXfeOQOASq6PNt6E31qj3cKYmFxcPbKtE0nyar6qSFhgiigmEmUCFwU9LlUSVvbh/sSRNq0fOa1u3auYhu+2E3eLxF6azNeofOLpT5w9c2b/9s6xoeG7Pvobs+mS5JUSifDOuCrFoyjZUtVbJDOfyFyJN0f8mlMrl1ilPpStahL1MUUAFMRf/OaTxz/5eVnVr7z10rXlvIswRkhB8OSO9t/4n/7w4runz0wsYQ53JeX//VeeSfR2/81PT709lTFdVwghOBOCUe6D57uMCyEABEGoo3H21tDQcFvcmXhLtrX5hFJCZSpxzjEBx/Uy2fzk7KLL/M3dnfFwiIOYWlwyTTdXLM0tLAcNPRwMrWUyGGNMCBdcInLN8f/8r7505eacazutqVi4bx+vlqzswuLkRHd76uO//MlEZ9u7p876tfrU/AL2HUJIvmbart/XklgtVDzbd1x3xRMlXwJuV21vrObrlOwJKUSIRZf8eCxdoOFwR1c1vZQbuRCB0tFt7bi03mpIH//4M1pQo8yzrHpLc6qUWyuXq7lCyXE8HwARFIuG45FQUFcliUYCxo6+9s6WJk3Vrl0fOX36g59/Euh/5Bq6tUsJQnDOV9dzv/3CybmVXNF0ESWyLEua0hLVx0uszaB9io+telJxWrdENeakkNcc4F1B0hmGLTo+VdL7Enq4KeGb5rE2fm1wJpVs/cmbF9+5OpmrOm8NzpnZvLS2tDg6EVGx3hZ//e3Rq1Np07anKswQvk9lIUQQ4//5+YPhrUe4U5q4evbSXNZjQBGkJPL7v/oJjPHf/8M3uRAf7+/69ReffP3a6J99/fXRdIm5Pvd97nlCcMoZ4swRAjgHLkBAj4aCjaZcDQ0Nt8Wdibd7H7j/0JHD9WqVAzDY6DWPPMYqNfPqjfG17PrR/ft629sP7NyRSoRkWcoXSkKILT3d+XJFgAgGggQBYPry2aE33/ogu7To2o6VnT/y5Av59Ko1f8O1naXpSdmsDBzcXzed1ZV0uVrTEDKZH4vGuppjlJKK5WuUFBldsIE7JgNU43iTio6E5ZLtXirUB4t23QfGobKyINKTW6PQnwo8cf9AZTW9b++uux482dLW2dKc2L6lZ2h8diGbLZertu16vu/7XMcQiQRUWfJ8BiCCurJ/15ZULEqI/LPX37ly6dovPopb8YYAAMEvvueiZtmLK7nfe/HRVFAXlfr9naEFDxmq5HCUseAjcRtjwfN1qJcgV8sWRQWpWEGyAjOm9KPp+nPt5uk3L5ydmP/osw9ef/X1l147w6xa3fKZJ5aLFZdRAogCuvdIz/mFHC7aU2Xn9Ow6B+wrwVgq5Ji2hPChCKKG/v7b74yMTC3kTdfnMmPPD2x/5MXfqGTSyCr87i8/kWhJ/Icv/eh7F6bKdRt7zABesyzuexpjgjNbYPHzbAtJsE3DojEQp6Gh4bbYiDd6m39quVK1cHbg4IGabS2n1xYWlyzbYYwjjADQ+xeH9u+8sG9rbzaXaYuFjh/uH59eKJbzkkRj0ehaNpcvlWSZakq0Ike69h8Yfv89n7H01Fh5YTSxeXv92qu1alVm/NyZD9YyeSxJjz35iMyssKbEY9FoPNGzY7ukG9VS8dwH1/7k774pMBEckCIB41SwV1byJkgMKEgUmCucGuaiK0T+yx98IdqUrNhu6+Dw1m2bCWKUAGMsFQu3tyYzlmmatnAcEJx49frqWvPOHYqqMM5cj3EhFEnWFL1cL/o++3//ATYWcAhhJLgAJECAQMA878bYzH/8r1/73K89+/RD985fO48K3rn5dQPj55ttBQu3ZEsUeNZDlr+SJ/+o90Q0Li0u5nO2Wys2h3cXF4bSJDhbj3zkqSPBN0eGl4uS5HEQx2LtwFHMUDvCcsu+3h987p8+sT2VVKmhGzXT5oApVSRVlpn4xoXZQ5VvW5I6cKRfVoavT68N9DV/5vNfQERu3bb/xW2733v9R1/4m5+uZIuuyzASbRRLIbpWZEgA49wWWAgOAgAQQqJJxv96D7ahoaHhNrjd8ZbJ5nqaUpTgTCbjO85vffqFa4NDFwbHPM+lEpUoPXvxOuK+LMH01DQieFtPn6Zv92yvr1OPRaMzC0umbeYKxUiqOdHeqRhBVqsQEG9/5a+f/oMvGtFkuVwumpa74leamSrLZ959L0oEJkTX5Hgo2HLpyr7+Pfmy+Rdf/Y7FKPNMgRAGIYRfcL0qpwJTRABhgbAsSSgmHEPQ4upiMqa3d/Zs3Xuge8vWQCQsBNiWpyikIx6ZWM8Ls24KzqxaNVfiWiBfc3THV1SZ0lvX/wXCxWKhp7MDbYTYv7YxO+3Wf38BgEAA81lmPf/X//yj/+2PEnsffnafmwm/deGQP3dc9f2SN7JkNgXlJgVRCpsNG0aHZ/YcTDvy4lKd5ct/8HenpkpmT2fg+3//td/5k998QJYPFJyzozlTED2gaYrU36LKCv7Tv32rXjFTMneYiAe0muNjzDlHhm4k3FrN4s+9cKLr7ucQwvc/sTD8za/2Hb1Hj7cDCO5kmVebuHaV+h74PudCQnhXQjpbcpEADmADBgQgNn51HCIQw8JkoNzmUmtoaPi37XZvTrpYGl9IL6+vI4HHpmbL5eKvf+r5maVFy2KRoHZo7y5FkjRNASF0I+AxXjPrLmPhUFTa6AGiqAJIwfbrRHNte+ziRSWRcir5sFOZHrrU2tVjFXOVcm3dx+FIND817jn+3FqO+5wx5li2bZmXr458+eUza3XGmc8dDyEQCCTm+5x7iAAILMsIE0qxwczeiBKgtJBdl3xLlSQjEo+EA+HmNqro6+lsKBLMVs2ZfK1erWZyebNue5h6WAbGVVkhMqEEtyQiu7b2KrIcDoW3JtS1q5fG14pc3FrXEABxKwFhY5sS/6tvfY6uL67l7cKJ+x//yImTbQHJsRzB7I6kHpIIAswZvLHAXpmrzC8uV+p2LVvw7cpK3SUIb2qJ6+B/50fvtu/v37pjsy+UPceOpprbopRHmkJ/+4P3h6/OhHT96rqpEMRBZGo2VTU9oKQM1MW8u5tCffs2Jfq2C89yxl+N0Vx2bBizVSs/Vrj82tSFy9tb1J1dsYnpdMFlBMTeo3vGVnJO1QQuEAIQHANghBSMd1KfA1QZGE2NzcmGhobb4c6cvZVdsV6s5fMlw9Cqtdr03GLdsp5++IRrW4VyZWU1rasqAkCELK1kpudXMsWK6fq2QLYnkpFQwDDC4ZAaDN6YX5mbWy6WqrIRRVSSSmudewZuXjyHmctspnVuYdUC8iwVY12SmBCFSs12/cVcaWi1nLE5CLQxzAUoxiC4zzxMQSBECCJEVmQKfpjw9miQYJQrVDAXmqHFmpsVgoxAQAhkVWuKrq3PLq2Z/tTcTH4tb5mmACQTrMiSpiuSRCKGum97T3sqhRASCK2Xlj/x5P7syNzgUnbjsI0A8I14A9i4bIIRQgAYYaLIVFV3b4pNF92zw0O97fFE9/aypM3PLxnRaJ5rr8wUyhWb+filuuEoemV+ltlVwTyJoIGgVqCy77Nqzftv//yTofE5CXxWL6Naenkt99+//tr4+IqmKr7gcUVqNtSc46+UXIRQKqoflMVTSe39ojc3sTRz7v3JV35afnfw2rnlfM764Nzk9GTmwDPPKCE1QBypXr06ur7ioIAmb+pqmi7WPZ9jgkS9IqgMCAjGEkJJ7LscVjltSsU+7OpqaGhogDsVb3WGbQae61mWxTxWrtRGbk5dG7px4t5jdx3av7S85niuIcsBQ6FUEgKvpPOLmeLsen48nVmr1I1gMGbocU0Nh8PrLphq1Gc4mGpdGTzT3beDRmLpxTmKUerAUWKEvcwKQSgg0YCEk8GApKqjuVrOZoJj2JhCBoBkKjwmEAKEgQMQjDFRZNKmk+5ERCbIUJVYNBJJxPf2968tLhu66pi1G5curaZziWTLyD/984HOljnbLxcLCINMqa4pAV1TVDmoKzs2tR/YtV2iEsZ0bHbuzFun3IXZx5954PRbV9dNGwA4oP9xr2TjnRtCCGOMqaRrVDeoHkxFNM2Q/Uo6MHXRXJyxkbJYE2fK5KUi/fvT46/PZeqVIpN04XPOmfA9X/DpWr1s+5qizuZriUi4Uq6evT7x5rnh+fGF89cmiOuaPoAQ3UH18f2d2zui70ysr1uOFg42e2Yb93+yVs1YIlOxZxazg4OzE4uFaQ+P1fhkzTt+cn8C1/yxoXdPTV24vtARMSZNsa85MF7zCmVTcEBcMC4EYIEwQoRjyjlPcyVKRTgZ/bCrq6GhoQHuVLyZHHFCEQbHcx3X8R1PeH65Wjt76fry6sonn3uyUip7liNLpCkRq7rCI6q9tl6cGEvnSucuXx1ZykA0GtA1R/D2pvjlkWnQA4Akq1bODZ9p6ejyGJTKJbOQ79jdj1Utk12r1W3L55bLbmaLmToTXIBgIDggwApFAhDjQDAAIEQRIoquBBFr16SATDhHuXJtKZN3TKuSy6ytpMu50vJyOl91jzz8YCmbu/bOu3hibODJx6cyOQqgyJKmyqGgHjK0ZMQ4uGtrMhJHGOUqlVPnL713YejP/uvXvWzlqfsPvnN1wuO3enMBAgQIIUQwQggTSrSgEUwl5XBY6AFX0ogq70cusvzh5dLFibWfDS0MzqTn1gpMDlSLOd+t8VqVexYwFwAAYeDMcRwLqxFDFQIEIF1RZUo9y6UYWqOB1Yrdosn/4bfuOfz8PdPjKy9fnTOp3BXStllmLKoO5Ws+AAJUtExuOiXG5Jihq2rJZ0/0p9ZGZt4bzcs+v6svuTkRXKt5zfHApYzFPQa+z02TMbHRVkVFQBCyENWQ6JYYjjdWbw0NDbfDnYk3F6vJ1pbDAweaEwnLdT3hc4SQEBSLarGyML+IamWZMSJLU+nyD9+6PrVuT0zNMd9Rg0Z5fY07lpJsPtjTcXOtNFsylxbSuaUl5lqSFizMjrKlGd+uIgCzUsV2pZJeFoKDpJlcjGeLBVsAiFu9QgjCqowIFiAAY0AEAQFJIbJiKLRXAez785ncai5vOe7hg3uf+8yv3Pv4M3uP3yuHEhZW7n/i6dZN3cnmlh333L08Pt5i6Li1yxTMUORgIBCNGLGwvqk1uamtRdWDGNC1kRvz67mVxeXh60PXZ9Nb2uLPHN17/uacw/xfBBzChFKCMZJUZe/OTb2b2sHQDE1+uE2qlq2F1fIPbq6dnq9cnstPzC6tptdrxRKzqhyI4ByYJ7gHjAEGhAkACCGAU8f1kOAhTdFVWVVlXZZ7I1rR9eou/5X7eg89evDKm1e//8ro1ZUM0wxRtzQN9nbGVjxJUSRAEHJc3+cWQtFYiEq0bAvIVpDlVmxv59b2sbXSdK5+qC3yes7L1hzOGKtWwHE5IAQIIRCCIIRkxDZTTyWYxyIfdnU1NDQ0wJ2KNyYbdY7Wc4VUc6L/wJ5QOFq1LTWgdVA40N1qF7LVtfTWnhbM0ZvvXZybW7BrdbNWL1dLwqz55YJXLUeaEjaRBnrbPV/YlnVzaJRZ1dzcnJ5qra7NRTAg7kvRSMu2nTKh9XxmPZ9dN5nlY+AChA8gEMVYIiAEMIYQRkRCgBFRiKwpmib7pl0rzOXzlsfCmrajvaktZhw61t/U1t7R3dO1bVvfrl1XznwwPzHRvbWPSnLHgb3zb7/bc7R/oWgSWe7rTDXHjXgkEAloQV0LBCKmY18aGXF8Vstmr14ZZEJcnVja0Zb83CdOjI8vZus2AAaMMSaYEoQx1fS7trf99oEIVrUaNvp0mF6xzo/N5XOVQNDYemB3xaNmIY9kBThD3ENE4dzdGDWKACOMkGwAIIx4LBQMG1pA1wUmnZr0uf1Njx5pfWdkLVP3Q5r2ox9evjScvpEtrRRLSA1HhPP53YmfzFU2J6MpA/fG9BTn4IOD0dFD3a7LSpZnUHy8OzqYqw0v5bc2hbakwruObP/x9QXLclyPYS4AAHGOABCCuEGZEDupY2CckGk1FPqwq6uhoaEB7lS8dW3ua+1s37ypQwDkcgUK0NvTLdWrLJ+r5HLcdR3XkSmtFYq1es0Bkl9f8b26W8kpwHQsmO161bocjMyUaj2peCqonblyo1YsADOL85OMBiyrHFFVsGy7UASJMi247smeEgRAIBgIAMExAkUiuipRAMYACEFEpqohBaKyTKxCulCrRINBBeOa59ZsG2x3fnTciATrlaoR1DVN7+ztO/va675V7dy6zeO8lFlv29JXIaqqq1uaQ0FNCeiqRLAq0WAoup5bK5ZKXS2pdg3/5OW3uBAMxPnJ5czC6u9/5iPtKomFjZgmC8Y9ImFJRrKcIVpUwh/vlB/YHuVa8NTpaxPjU06lXM1mWpizZfem1aLj12uIytgIAsLgObdeyFMZmIdkHWPKASUMJWBoskRadPX3jrTuPtyOYuFTl1YTAfr9qwuLpXredLPlii0H1ICxL66+Plvggv9qf+szh+NHt4WrBV+juMeQH/jUyRd/82GSXz+9WJuu20sF+xMHO42gMVt0WjqaXr4+bzme7wsVCwIizH0igGOsMLYZO0EMUVX95U/ce3Yh/2FXV0NDQwPcqXj79C89P3BgR09H85bulgPbNycT0XjUCCkkt5iWFBlLUs22EPfrlr1WcbVgtFjICp8DF0SRopoCgrm2l14rTc6tZqkcTCZW02vlqmOVsoKDWyv5km6adY1S4ZqFir3qEF8QIcRGj0eEMQLe0dUWicUDgVgwFDICAdcHkHQ5FJUUjVglu5zjjDc1pwxFCqtKybRsDhoI03NcAvm1tUgwFE0k67b3nb/7ct/O7Z5l6fGYGo5mPRHVKUYMIaLJFHNfl+RAOCxT0t3RkUrEZq9fefOdM7bPBSAAMV+q//TsiFUzE7p2ZGvH737s7sObmljdqQN1iDzL1YkyPy7Vdm7r1OObTo+tcyynAtpze9pYNh/tbMoy4hRyiMo0HBWuB8wlRBYYABEsqYJ5yIiAU2uJRROG8oV7u3bfu4W0pN58e3I5V+ltCV2dK4YDEgGxWKrL8SSVyWKmIlz7o9tTyYS+nkzUgsFYVyLou8c6lDMTuZ2Hty2PLwiEnt4SDgkYz1kc4KGn7v3hm4NLlWql7kY9h0s4yL1Ox9I5a0JsM/VCBKeCgc986uQ9v/Hk139w9sOuroaGhga4U11LVJke2b93dGKuZps+8znzMQNZDSIk+ZZpO06hYmaKVU6oFGlRGIvH42v5ClYNHIxCJEgZJ2qAKWqio609Gi8WctGgSmXZqVUJIb5bFz73qeqY1UAo5SfbRN0E1ySIIMXwHSRcTGUaiaeAyowJXZOpRPlKtuxQLdoCnmWtVTl3JYqVYNSQiMqdWCSSr5SG09kw1rZGE4PXB5uSTYqu9GzuymTWX//Odx544qlYsknWNU02MVIXi35PCANw4fm+VWOcy5Jme3ahWKSSRm4dSyEAIYRwObu2XrqeKb90c6HpvRu/fLBnUzJcBjMtYctn18vijybwH6LR53/tP9U5nB+cuXtH64u/+tiln77x/VevVhLGUC1l5rNYVmk8qa/bAoRHJBtLJBDh1bLw/ZLjVyr1HWGdG8bYVPHytWs/vrrQGlPfG63I3Lc9ul4sYSOIqcxsK6mh5wz5md2xdx36/XczNgOHkZSsPtNtNHn22994ra0tLqftkkclVbq3M0wpzNyYeGcul7e8pF13FClIeYhxGXgSM4lgWZK3tCae//XHe+7bhxD//y6OhoaGhv//3O54Y76rYrpjS8/1GzdrlleumfW65fis4pgK50rIaFLUrGXtPDiwsJpjth2IxFQLScGwkFDRx+FITE9EUy0t2/f0RjTOQBiUlecmtEgiN3ZFUnW3lPNdjgJRMxDFPpeNAOi651gguCqF3Ho9moh7RJG4JxOCsXAsK9a5xSujSPtmyU4XspOJQI+MwNCDRjhImYPsekdQd1y/pmrpsrlz7950LhdcXta0AFHw4OWr+w4fSaSagcqqqo1nixKRZPAFZ8B8SQkihAQC3/ddz1/KFiKU5MDb6E7yi0bKAEKAKFj2+1Nr83LQIYSqVDUQwpC3+P9xA/3JuVOf/a3heQMxAAAgAElEQVRff+jdbyd6t+gtfcd/bZNV/atn29smTPgPf/5Ns1YjwXDdCO10TQvDMvN9RQOzjgM60eh4OrOUK/zsxpwmS6brEs4XlrEK4HGWK7o+oUSREfNTbeHu6eyRgZ4LRed7y67NESAgAmdr6Cs3/CaNHrbKb02Vhkr8ZwuwKYiDlbJEcHjRzjuOL0BoMsdYEW6o5kgE1xBv0pVj/Vse++1nwt1JBMC5dJsrraGh4d+42x1vri8YIFWS9u7YduH6CGPM83yP80Bri296kqZgn1HL9i1z4NjBfKE8NjGrRSGZTOzZ2atpiq7LiWhU1zVJQog7TqkcZla7XB8aGsVY8sw6NmKEyAIoc22vWgaMsKzKqoIlWTCuReKuIG1b9zlmnWIsK1KxWE9t2b21aysBmr70amLgmKoFfM/3uKcHNVZYE5Qw20TYw0hdmF1eXZ468dgjWNUYkXwjHG9um8iWAlVTBjRbri6UnX1xjJDgPtN1PZZqL5XLU7PT1WrdtiwXICIRBSP35225ELrVdhIAuBCL1XpfUl2WZCGTZg03BxAXsFRhX/z2mf8lmBp48BO1ifeA+8DdZE+70BOfeeLImVPXXr08ZVeriGoLvL6dUiZ4WjAPEyUU1HndgYjrOExSqjajnh/HElKkHKYlq84AEe6rRiTeHQuODj/QGVLbgt8YcT3OkcCccQX7DGEQIlu3Xy4zDoJjKhCeLPgGcu5rC9wo1DmgEHCfUgQ8UvUVAImS7mDg8Y/d3f/CCaJREAI4+GPTt7nSGhoa/o273fE2ND4Zb2/dt2NbSNW39/asZnP1qilA9B8eGL85aeVL1PGEw5xiZXF0ItrS9OkXPlKt1QO6ypnHOeIAGAuCOADmvq9p6vvvnJoYvmkkUlbdEQJhWeHMBrvolOoADFEFYeQCAkSQrCBJlRV5afzGroMDkdYOJkRXJEmTLX5h7e2v/7Pl+eHObk02Nu/ofPruQ4KQf/nSl5nnccoJlq1qTVDMs/k3fvBjAdhr22LsPzY1ObZ8ZfhGDT2qhA9tagtrBa+0jmWIhaKt7a2u50/NzBTKZSxg357dbr5U91ivIZd8YXFe9n7RU/nWSs7jouLYmxQcC2t7t0X6msNnJ8qZuuX44ms/fiVp4IRVqc7eFL715a/8pHvn9ng80lTNtCRjK4I6xVxFoCoHCWPJdXg0yjiyKyZCXGlKduUyVSpnmzcXCPJdz6s7SJcluxTo3qWGiFhfoXWnK5r67nDFBQUDQiAoxoAQBeYBcP7/sHffYXKc54Hg3y9U6pyme3pynsEgDUBkMIAkmEFKpEiJomxakhW8K1l7573zOZy9uz7b6+fse2yf177z+tayZEUq0JJIkRRFiJkAQeQwwOQcO3dXru/77o8hQSpYJMWZIUzV78Ef3fNU11tVU+h36ksvYISwACQEE0IGaJFRWAJCcAjxKLASJTITIcZDEs0Elbvvv2HT/VcjTAAhEGCfH7HGF9f5TvP5fL/k1ntoSbaljWFpYmqGSLQ+nd7c19Pa2FTT9XK15tm2ruuxdCrR1lxlLNOc2bFtY0DGAYXKGGRKEQiEhABsOkwJaLJMFUVOplKDw2O1ii48hsAVnucaFc4ZUlTBmfBcAQhLKlY1LClYMNcyC7mF0fOnc0vLJKCNnT5+6vCTZ4+djHRvadx9Xf+ePdt2bLn3xj0bmzI1JM9YrFIyPNslBEBwJRIrTIwLzx0emThTEo3dXbmpCexanlGbmlqwqTzQ3tCZTlHhNTY16YY5PjFWNYxQQOvr7mrI1F88dfLoDw5TgLhMGsNKlSPLW1mTCyGEEcZJWZYkymSZqQELyeFY5Nr+TC6vC8GBiZ2tsYaB7dWRs4984XtPnZ2RTefcK6dHyw7YtYQkOOCY4LJM2gNqPlInwmEiSTiWBC0CiuqZetazhWPqoRgJBtRwKFAXU5MJAjY2qnUzc/VYFCzxSiAKBEtYyAQrWAACQAIACUAYI0qwRhBF0Er57jrNFKi3PuyWazmOKUF1nLfKeFM2ceiea3o/cA2mBBAWpq0fv3jkOy9+7TsvTMvqWt9dPp/PB+/WyMl4up5j6aWXjuXLlUK1XK7UwpHQpg092bpkR2vTDTdd379lQ119XUdny9b+bokw03YIRgQTEJxSrCgypbKiyppKMeIUQzZbd/0tByql/OTgBUevAiCiKAAYOENExoEQ1UKIUoSwEJx7LgJEJK1z07ZgOHTq2Wd0jwZaNiR7Btp2DuzbvWVLQ7IzFW4Iq/UhNRFUsvUZHkqZctTkyDbMaGvr4qWLjmWXOSotzMwff74xJtXFg4QboC/+8JHvDc4sZds7O5uaXj59ZnR8IqAQQkgyHmtsaGKcPfvDp868eBQhxAVYLq8LSEsOBwAEGFNCZNlGJC5LEVVqSsUC0VjVQUs6fv++VtlyYgFlU0zW6uqjrY0dbXXEdebzes5insAyQbJEketcHaDZWLiQaYa6OCmVlXKB2XbctYXtmIRKjO+VeVgvSY4pVUr64hTLL7m55U2W3irRYd16segxww7GQ0SiMVUIhAgSCCGMAGMUpEimWMYoitG+uHzvTZu3X3tVNii/fG7SAxRDcGNr6sHP3L3j4EDdvj5MECDhLJROfPHxf/zvjz55ZnymargJf1Eun8+3Ht6dkZPnzw8WnzuSTNct12fiZWNi7iI5dymsqru3b+nf0Dc9O5OMhWMhVTeMmqm7LoqGAgKAeR7BMiHABa5UDVVVKBICEEYIIdBzRXtsLI1YTjDXKruGK4AihAXGiEsCYcFcAEBYQpQEorGGvk1LSyUGct3AtamejcF4ormzpSGhpQNiaHKqIxm4piUewihC5fqW9K6m1FN9rS+Nb67HXlc29ncj48XJYau6HCAiHg+NDw1v3rE9m0m3dHf3D9gvHjn+z1/+Ktx/v0QVKhFJogFZampsZJ43PDZULFdeu/aAEVimuyWqnK+4HBMpoArAAtNpoFRWP7gxPiuHaTRS49LYjHH3bTsd01l66Vi1Zm9/4L7IlusP1nh/4GlOeW7ZfGK0JIWDmsO0RCDe37g7qjZE5NHHlyYM46zuJjE2XWfZFQVMImHtrrg6XzMv6s4rrlcQbKuqhiX89aUcEypB3lIhHxtFLYmo2RaVEQLE22yTYTKjBgQgCkLmojNIP/zAgXR3FwnIT37rOdvjDRh2ZZL3/9bdgfooAAcQ3Ia5I+e+8v88fGRkgTEmBHDx8+4Kn8/nW3Xrnd5c2zZrtTKlSIBEsaZJCCGLucfOnNNUtVAua5oa0JRAQAUhXE9IlGCEMcVMrKwUyZSAhDAwzjDC4HhWrXbs0ceKl4aoXgl6nik4FuCsrE/FsXANAAlLlAbCRAtLoXAoUVe1UaxrQ6ShTVNVq2wgzRh+5qX5ZHworNx9aG9GhpxuLHnMYXxTtk4lOB0PpPTkzqZYGEGoqXl29Lxn2fFEUFE1zvTZybnejRtzi7ntV+2QNa3qkUd/+NT9dxzQiBONJmWZcE+MT48VCiVJll+/EAIwQFW3WxRaJdSVJZMBUMolaYGhR6ftj1+rafFwweXYZpGmfm/8FG9Kyc1tlekxJdwUSmY7exsiIVQcWip59HCRJPq1SCZgAUwYbt506pKqPEcTwvEY69KUOoXXPDFbs39gs/aQwoUz7XoDocApvTJheRwCHDhBolPGab1mylgyZLDdftvZSODxQESSMAGMhYgBv31zQ6avvTY8LpJ1c5O5tMsbg9KB268K1IdBCO6JuZcHn3/42WdeGZ4qmw7nFAQB5Ak/v/l8vnW13umtuaVFCoQy2Wxff18qFgmqMsLIsG1Td6p6LRYNFyrVcq1WW8qPnjpTXc5HguGArHDmKaFAuC4Zz2bA80pzc7mp6fJizihXa5Wyodc81wbBVUAEsAXAhGBUxVQCuwzggEDcdYE4qFot6pYcTdNQujQ9u1guB+MZooXqU6lORX/25Dntjh2UwZHzg4slXVPDmixno8HeRLTk8MmSMT2zXFvOyYoaSqfjCU1RA5198Ya2tqJuLswvB8Mj3X09uuVUB6eHp5duHegkmMwvzV8anTx6/OSm/j5ZVgS8Vs5NAMWIcnAcNyOzqCJNSeFlByFJdjE5U2Z//Oy8QuaPT+ZbA/j3a9Vdtx/s2HmQM1F+4eHjP/jn5kO3Blq7xPRFEk3WEsFnXxn5+G1NnuuCKzzXK3GbJ2S5Pha17MGKfkl3KQLGUcXjNY6NWdcFTwgyY7pCcEQ0IThGIoVxnFKs0D0haRMzz1mwjeJjDrYawiEqEMcSE60Eb93dW70wGtrQefRrhz3dbVCk/du7W67uB0DGdP7wPz3y7afOLtYswbkQwhVCIijvMiREYJ1vNZ/P98ttvdNbQ3PTjmsPCMFtx7UsOx4JCiFkSiGE1IBiFirFCyPDZy7Mjk+4hiG4l0eEUikYCsYyGSUYsqq6axkkEOzctVOo6j/+/f8oOQ6EkpiqnmUCBtesOWbZEwgjgZ2aLJgCAnnc5Y4rWKR5Z6yjp7IwXR46BkY5GEmpCtTNla5JSf3d2d2/+cEImAuLxZGppVrZYLAwMTHZ3dZw644t86XaXNkoFksuY4FwvLQ8PzRnZNOBhqZkJJWemJnNLReaDKM5m81Vajs2KkfPX/rA/q0zczPlmrFcKA2PzISCEdOyXr8QCBACSjDjnuVya7GSTjIWzVYwwVSaLerhSMhymYYhBCyRqZfTva5Vq118eXIsH9+2QfLKX/n/DluJ6HOXCi8NLV+1q3VpqYos68REbaoItWpVGCVuVR3L5oILYAhIvSwlqbRoOY4AhCTAMgCAsATTJYxDRA5LpE2T9kaCUSJUk29C8EoVDXWmiIIQxxhhBYu+pJboa80fGdbzxcFXJiKSvLkrvf0j11OVLr9w4W/+65dfXiwJxldK2MkEBSnhACFACoD1r90TPp/PtwbWO70FNEULqJ7nhTWpLhkTIBBCkkRrucqJp56fvTDsWLblWFhANFPf3NPRvbm/qaM1kIjOLuejsYisySCAUCpReuzMOGneKkVM5lStajnS01McOmHqRYRlgQgSLgJPRRAAHETgcuaaZff8s/nB5zB3AoIHCUnby520uG/rxs5YI2lrJyGMXdMxzaW5BcMGAK4o2sKSVjTM1rBGiYi6gZPV4sRiVY53ES00ri9PHL84OVvaub2vv6+3ub1dojQeiUpYXlo+UdFrDIRhGm2tja2tTYSgVOL1ijAIgHNAVHJdRgUgJMr5WnOwOBZrQrKUCclZylQiogm5J0Qz3d3FsycvPPzNE6P5WSY+95n3feOvHnpivGI4Y/OWhZh88czEBSKTVIOec/WFaWaZIDgABkSBEIRVJHhNuIsOF6AiwpDgSJZAQEoAB5AxpCgNEDLlolzZ2c/kMZ1NIrpQF44pgrtCknCQokaEd25spEG5bm/n8S88jzi0JUPtV/epqZC9lP/SX37jxELJEBBCIIRQqBir1KZ1a2s8klCVkmXhdb7VfD7fL7f1Tm+RoBYKKEhI8WiQYjBtW5KU2dGZxz7/LatcJQgRgjiVMp2ZLdfv375/JxMMIWF7PBSLcsf1XE9NRDAWy2Xn8POX9MUFqOawWWmJp/LTg55ZxkQRXCDsyQgzDpKsmsyLEyxLtGJZCreJQBJwTaIRWUpJvDOkJBS6KNSjw86tTZ5wvUq5QpDwbFsiIpuOR1W8vLwcj4S2BSVDrUR3NQwmiRnKzDtoUWQr+YaKY50eXazLNIWCYVlWgLj5MkunkoqiIkDJRMJj3rYtfbZl6Xrl8nVYqfTGFc0FBKZJADBAcbbYnq5fkAJ1mowx0hSyoU6rV8j08Zcnj106Ml4YKVu/cmjb819+/Edzlo1IfzYlLxdjDpuLpcNNDeWFZbNWFVhGKkEIAFOENcwYMAdhYgtXsnVAjgw8QvCyrAouwoxv0pQhx11gLIJInEOd4Md1RyZkThKRxXzPUiGQCC92NGyOKnu2d7VevbF6ckpNh9yas6m/sXNTNn1gAMC79NgrL8/mXYAAcE8ICbFn5gs1zwOAkuOeLVarnntt7zrfaz6f75fauj+9qXJbQx1jTAhe0e0LY1NeoXr2By8QRqga4Bhr6WhrV3N7X0dnX48AsD2cK9XGBy/NvHRk9tw5iZCBW2/M9nY9/8zLs08+ZRpFCaE4UXLVnA5YCiWBusw0AITjeVzgZZcBkhTB01RCCgbToCBUSdYkiaohlqgfjXYeK6bnzJA3u7SpP5EOokw0BK3p5VzF40LGfG52dmlmMnfypGSVQ8jaubV7Y52mlyaubWg8OTlkbRwYMuRggB47NzywfbOmKNhF0wvLzfVJgpFpmuWanoxHO9uaJUpfmpq6XJsbCQCAoOcsN7ZALkdqZeAcEGI2S8ZVneNlDycUOURYVMGjFyYOX1iwMZmrsm8/eVYwXvF4f1KbLOvxkJZBSN3QvGQy27CIpEhxWUUsYNiaa1FRrgC4iFmuUwdcIjDPQQCWMQ4EQ7rjMt0KS/ieWHjM9o5VTRBo3uEMQyYoHZSk3qDSko3VAlrPHdvrt3QiWSqdHJVTURLS+q7eEB9oJZEYEo4+Mv3M40eqHq8wsSAUmbtOrVTz2MpvfLRqWJyt823m8/l8653eDNOcnp5uyNZjQvLlcrVYG/3REUe3JVVu3djXvrU33lSHKA4Ho8NL5ujo3OzQkDFyqTY1DI5pWFbJNkb+6QtIII95DERMCcqCL9uGyYWKiG2UgMoYS8x1OGeAOBcAQIsCax6fA0UoKsVI0gJIS2AtjuUEKgVQuSZJ1nX9TemApClYIZJGWVpBBcNzOYoo+IWHvuHm5pDHMWMTF8cM1wkH5Dv34ya3iuePmSRrZ/eUKnVLy0Xa1+24LmLs6oE+5jrL+VI4HFQJJZRigggBvLJKCQhAwAW4rpty7XJnF6c4yiykKExV64LUc7luO2FFCxOUDEkkJI9WrbZkuD6mjCzXsgF5oC6YM9yi4yVkpWLa3rETtWBGkUSqIRoSblSv0YpRZG6RCypQABFKFcZYkkJCggnHNUAEPNtStKpJJxwWl3l7UO0OKhLGGZXEVIIELjEUSQQ7b9oYum6rUpe2xhelZDCxsxNLFDBO7utFVAHmuKXq0X/6/vGZwoLj5DiiKgoY+rhpA7w6VHIlt6F1vs98Pt8vvfVOb8VS5cgr37n26n0DV21tzCT0haXTxaoUVG64/46mDW0CuOt4y2X7uZPnzrxwFOcXZasGehVZJnccbtsSAwcEVhVheiFZI4CKes0VQkHE44xZusAGIBUJV0KcCSEAAdg2A4+BYMwjGkOawyTiMIJ1LRCWgHWFmcPcPhfjQklqznDh8Fq1WizJSkwLKuAi8EzOWU03bc/WiIyBOh5SlUCkUXEMtg3VDs9PYUnJ67YsyZTg63YPaBJ1HLcxU4dX2lsRAgGcC5USl3EEqOR6Gsacs3gl79SlIaBKiqJK2OOYCxTXaDastgdpvQx1EQUkbVNnfXtYKdXs+rbwTMEeypsTVaNelUIyzlf5rVnpPHEWMQ0SDlhWMqmGepktl6dydtUVliM0hAW4OWbXSbgnoNY8MWvqRNZSKllg3hHDrfdgc1DKM8QwwpRwhBqaYjs/dk1s5ybBeOn4SLizQUqFQHDwhCASSCp4jnCc41/6weGjQ9OGmXfdiEw1V79YqYnXpgGsLMnChfATnM/nW2frnd60gNbS1n7q1PlUNtPQUL88sxhOx2594K5sRyNjTLfY2Pjy2NjCxVdOQGHZqhS5Z2HT8Byr5roW5yCE4By5XlQJOK6je66DMAAILlaKuiEhsLCDCDSCq57nIaQRrDPGGE8gzhnj3HK4yu3lZhTspJAKR5Fd62zvm12abTl/Md5a7whetp0F3W5IBepS8WggcGrPdUe++XUFQyQcU4CpmtqcSRGqhBQ2mi92tDbULk2hSCYcjSqy4jisWi3hUNS2TFWRXdclGAMI07ReOnUu59hJSeYCJIwKrhuXqGVa8viovLGXIU1gEUIiSViQkiSFFkmEJRSQSbgpdeve7n/+3vG+VJhKynS5Olux0pqSDpHhQqU9HiCKAjVbi1GEiUSILEmBjHaoLTA4Vr26STs2XXt4UJ/lXBNkzHF7ZNKs0EaAMbeWorgIVEaoyth5XTRqis1x0UX9Hck9nz0Y3tQN3DWmlsMbmqWYAoILwGaxVj13KdbfqKSi57777BNPHB0slXKGAa6Xs4QQwnS9y49uMUqrjHPwZ735fL71tu713hTlxoO7Bi9eCkciArDFvAf+w0eDsRACNDg08/3Hn9cXl5anxlRMXcM0bN0RroJBkyQLIds0OWcYIdNzhOcogDGmEuKCeQArg9ERBSwTHJdlIniFcw0gRikGzgSPUooRp8KrYkcQFLQrSWN5c1N8rkJxLR+TkFMugucGAlpTR2ei3gmFNEKwA2K4wmlTT6Q8pwBvaEh3trUuLiz88MT5Q90Z6jljy0VGopJEtnS0YuS5rluXSJVLJY8zSgmhBABc1/veo4+NDY8umDYFFKVSiBKbcYcL4XpQLZOTZ1r627xoJM69lOumZUjTRBgkwqhR1APhYk9Kuq0//cLgck23EiF6QzxVqFljRaMzGpyuGAYXc8GoTGTOeZKJHUGXVvUj0/r1WfmlSb0prBRRVWCsgFSP8aTr5LjYEdQGCOXAEgTyXCQJUIIBoZAs9zXGd3/imnB/GzgG56BmYkQFptvlU7OLF8YrBSOeCaFM8Pmv/PD//uITJ5cKJmMC4HJKuyxMCAB4YmXhMZ/P51tX6/70pijhUGD3zu2AwLbcLbu3hWORiuk88dTRHz7ypJnPh5BLXAuYGyM0JmOD0aLjFEBgjKkWAMtSMbI5Mzn3MCKAOQgJE8aEQBwhoRICGHEEHGEAIRNKMQ5SyhhXKLWZgzCWgRlAQaCcbi7MLzQ2t+iGGQmFCEaCMYIUJCNZkgE4wkgB2LWx5YVKibs1r5o/PTh8+tIoQiKuypOxYGtr/ZMLRt+OmwRYTXUxIcC0LNd1MEGII8/zVEUFEEdfPHL21LlKrRZEOGc7EUptJsKU2Ix7QiyZVobzwsXxTER1CfZUamtyUEVVVaSaUpKqejUj2NG1N1K3VHr6uyenJZlsTScrrtefCs5UjLAsmYLqroc9TiXcFsL3tQBioYeerz50rlxw4eLF6pLlCoAYIiFCkpLscH7ctFsU1BxQGoJQ7/JFlwUIVihtjoQa2hPBlhh3LYwIVlSBXUeHkYeee+X4JYngqXzhW+dGZ6tm3naYWClS+mOJDQFQhEKEhCmZtp3Xf+rz+XzraL3TWyaZ6GltKdVqy6USEJxtqp+cz3/x648tzZXB5oprGlY5Fo5UjWqF8yAhUUUNyHLZtnWPcYSkgObZNgGkCLCZ62ECQnABCIAgRDEhCDtIWEJwLghgipCMEGDqCY4xwgIhQAqALYRHcFW3GIBTq2iBKJGUACHFc5fS2zZhia5MhcaAGff2dta/8D/+cSk/nwwEI5omEHS0NG5pzkiWHqir62luP+c4H7h+gIBrWmBZJqUS467neZJEEaDZ+YVnXziSL5ZdjGwhFIHytqNKVBIgEewxrjNvwmQg4OmlPOOcIiQT3Diofmxnd5/pdPQ2SkGaH7yU2NB3xy3bkrI0uFjdkIrKEBlaKLdo5OrG9J+emcaqalSMeEJLBrCue8z1DvZFv3RsmbuewwQAMpjLMSUIxSlOKFIrwlxwT6CGiEwB+jwxa3kpRY0E5fRA4/nDF/tv6sfxOo4D+sjM4HeeOT80c2Gh4Arv82eGDM/76Wc1AKCAYpIUJgQDEkjkXe9yJ9zP2tzn8/nW0HpXDNix66r2jtZYOAwYe5xNLZS/8NCPinmDlyuiVnJrZZtZumOLYLjo4RLnNcdRhADBgAMCTgBRSfYYd7lHBUdCCCEUSoFzgpFCJYGQQIhianuOANAoDVAqBEIYRePhVLbOLtcAQQhTioAJUTGNRCSqqZoaCjPbpohoTVmBscuYxxggBACMsbPHj0dlBQGShKiLRGzL0i3nQq4o1zUnNm7b3tvSWhcimNiuzQVgjC3L1LSALMuu60xOTiVSyd4NPbMzs2cvDgFCSIgwJQrBAMgUUGEe57zGmIaw4XkMhMN53nROzhb6U/Fi0YgmwqbLxofnWvrb0pkYypWF7aQVSTiOI+Cbs8VyNC6rcjJIBpKyhkSrJh0fLtbHNclzZ6qcCKxiKSxJMiYCkAkoSGhaImmFFl0Ys8WepkBQlZKS6mDcvrm++0M70z31OBizFuyph597+dEj/3x0MIRR3qj+45kRi7GfSlaIIBQkpEFWgoRKGFGEGMCi++rthAAwQi0tTWt9d/l8Ph+8WwVxBrZva+9qVwiNBgKRYHi2UHrx+eNOqWgtT3GrKCERVFRFUmWgWFI8wC4gnXsMIQ+AIeRxLjinhCAAWwiKsEpJIKgmMim7akiKhAMaFoAQcC64YDFF5SA8wSkCCuKeBz88MTrMTAcjUBCOa5rlOpZlZdMZWdKIJJFQhGYSpscs2xGcS5JEMFYkKdTeUwQVHMMol6uO4wgou6yrvb1356723rZMLEQpJRhjjDjjmBBZUmRJ8lxXCJbOZHRdzy0sToxNXBoasoVgQoCAlCIxQBZjFCEB4AghYYwxdl9bXd9i/PRs4UBn48JyJdsSn1w2Z2dzgYiaqYsUdOvzQ4uHK95wMOrWpWMhqSeCBurUpEYU8NIyCngsU0ePjdsawRqBmodkRGMSbVLphojcG5I8wBcNNu/hEBAH6KZmrS6lZBqiWz++T6lLAqel47MXvvXC6NDcaK44ka9Iwv328FTJcX/6QQwBBDCJS3KAEIwRRsjmYsqx+eVeN4RSEq1rbFjru8vn8/ng3SqIU6hUZhfzmqIoklyqVJ/6/mNuddnMzRFPx0hw4XFBBMauVdMwDgB2CWFYQSAMy/AEJ5RSBMJ1VYCkrHLOEIHd+z1YsIQAACAASURBVHfWNTX9y5e/AZhiWaYIM8sSSIQlmQle81gqlYBaFRz34S99/Y573/edL3zVtjybcwlgW3vncrFgWBaVLC0UnSuVEpg6js0BE4wcxyGKUvXYd48PWywYj6bVUK6jqyOTThfnZwY2dEfiibAWkCilhCKEOONCCIwQEMwYI4QAwPnBi0//6Jm5yZmLFy4KACSEIdiiI4gBMiaTlkUEEIyDmDAQKVluCahM8GXbqXgMMf7V588f2t718tGxREsmb3nTZ2d1j+kONDQn04qWCMgJTYAjBWWiYMZse2LWzCW0jjQdm3VSMensDFZkvDPJc7aISqRBxUECGBOvZJmIpCXSGJSaY7IIBAJJteuerUprA3ioOrx0+nvHCjUdISAgGjQymCvMG6/PZsMAGiYIkM6ZAFHjzHFsS5LilCoIcwAiBEKIAtIIDks0JEvrfKf5fL5fcuv99KYFgxsHBjyPP3f8zN/+w9ePv3zSyBeEUWVmVbgecKaEIy093UtzM7ZjcOZi5qkYB6gkc6YhoIILxjFCHhKm51JAFKFioXDfRz9crFYXF3IcIcaYhBB4jGKiO44nBPNcFSEZY9d0qCZt3TEwNTjChGCcx7XAlu4eghWbyotGjdZnOjb2yIosUcq5QBjJkkQQmV0uuLYZdixilq2aoVDZYSzd0dmyYYMa0DAmmGBCCOccYSRJMueMc84FzxeKj33/8aX5pdnJKdO0CsXiSn7wQJQ8lnddV3BXAAcBQhCECEY90aAlREwi7UE1LkshjBeXy0fGFsploz6bxCquC5Ea46fn9J2Nwdv7Eq4HYRUrFClUcFt0qGRmrEoQGllw8iZgASrBmOK4RhKKRDCOBySZiws1z+UoKdOupNbeHG7tiLbe0qN1tQgWqZ7PzTx1oqqbNsHT3J6dX67oxvenFz3OCUIhQutkWcLYFcIQXIBAABrGKiEyxhomnuAV5tlCMAQhSpOyhACkYDCQTLzJzeHz+Xyr4d1pnMwtLoXjsaamxmA48sgPnrFKZatSBOFyU0fc85hn1CqLU5PC8xAmlBKPuabreJ7tMk8IwYUAzoFx5roeZyZjNeZVdevCybMf+cSDz7/wkme5SAjhutxjFce2QciAkpSqCAkQKsJmpXLPb3w8ka0rFwqRaBQUKZCIGZQWBYo3NkRT6WR9naTIEqGxcCgcDIcCAY3Sga4WDbzpoUu2YTmc2SA27b169403BIIB07InJ6YaGxswJmhlwS0EjHMmxIVLl77/vUfPnTxbKhS0QMhynKWlJYrwSmukeEMrHxNgC84EgBAqIQqhxwuVacNetNy87ZRdh3JuV40GJLa0RpQgPT9n6LZoS4WWKo7FeTQkKTIKqqJeFaprL84YsxWBOKccp2SaUEhUkTBCAYVsjCu6LcZr9pQj4gQ1hAJ7t6Y27Mg23rpZ6d1pzXjnP/+Dbz/0lGHaZS6+lbNYqerkSz+cXg4R3KwqLaqqUjLnuAZjAULqFalRURKSJBAqMRYjFAmYcmyTc4pgpczbsuOVhWjp6ZQk/wHO5/Oth3encdJ13Ue/8S3weInh3OIys3UBnEqyxTlGIAnkMY8LIQAhAYwxLjhG2ONcwQQEAsFtwS3mgRAIhEqox4XOvYmJme8+9C97r9n7na8/QhDCIBzmMSFCmMQk2fDcMmdcIEqQYllf/Jt/uOaWA/tuuubss0f0chlp5Jpbbw4lMkAJoXIwFtOC2kqmsW3HNE3GOCDc390eDtyVDEcjkVAwFAoEVE2hIS1QqlbrM2mCsRCCI0wIuMxjnOcK+W9+7aHp0XFJkuuz9UtLhVK5vFKUFQAkwBICDvDa4EIBAI7griculqs3NaY7w6GRStXhLOewvAMEYYrN08+fu79YC/V0Ltb4bVuz0UDga8+PdTZEO5sCVGbY5vqMbS7agkGSCEA4pJCwQiUsOMIgqSpBozl7SfemXGhXaVAhe69KbLlvj7ZlQBS93HeOn37m7PdPnXtpfvkTOze+uKzTSvXC7FzesGOEahRzEJOWvWTbaYm0BEMUYwBwhRg1jIrnRSTJYKwseBwTSwhLcEdwAIjFIm2tzQFNW+c7zefz/ZJDGzcPAMDN24O7eoP/72O1d/t4fD6fz+d7RxgH3eJ+ES6fz+fzvQf56c3n8/l870Hr3fcGAAiTtVijSQj2Yyv3IoQQWfUoAEL8ePUyhBCsRSDBxatLXl0OhAGt/p8jP3nd1uoX9JPXzefz+dbUeqc3SQ5ooQRCq5/eOHNr5cXLq0AFggkqa6seSAjhmBXLfLXuNkI4GKkjVF7dKCuBzFrBdYyVt+t23dRARFYjaxHIsQxTz6/6bn0+n+9nWu/GSSqra/HVCQCYSG98ipKUwFoEQghJSvD1oFRai9y2EohK6uW3a3rdCHn9FCQluEaBZDWwFrv1+Xy+n8nve/P5fD7fe9C70Pfm+7dtwyGINP6Mn9eW4eIjwNZ8ZQCfz+d7K/z05nubIo07OpOaTG7a2pCNabmq9fT5xSdOzUGoDqjipzefz3eFuBIbJwcGttxy80EAuOWWg5s3b+zp6f7ffvt/WvUoyWTiwV/9MABs3Ljh9ttufv9dh/74j/7gP//h70YikdUN9IF77mpubgKAT37i15LJxMc++it/+if/6dZbblzdKADwe7/7vwJAJBL+3G/+BgAEAtof/9EfdHV1rHqgBw90fva2vqfPL/z+V09+6+jUvXtbbx3wqwH4fL4ry5WY3kLBQCwWBYBIOBwJhx/48L3pdHrVoxBCEokEAGCEI5GIbhp/8l//Yn5hsae7c3UDxaLRcDgEAPFYLBQMjo1N/Kf//Cc33nD96kYBgIaGegDAmNTXZwDgA/e8LxwOh0Oh1Y0iU7xQMk9PFMcXa0tl65WR/J9/5/ztVzWRtRmQ4vP5fL+YKzG9/YT/88//2rHttY7y5JOHe3u6stn6sbGJtYui68bzL7z06U/9+uzs3NpFAYBMJp1Jp1986eiq7xljdH669OffPT++9OoSbkNzFcP2VHktZhn6fD7fL+hKTG+maUUiYQAIhYK6YfzE7ObVwjnHCAFAIhFnzLvrzttvuOHAH/0ff1YoFlc3kGXboWAIABRFkWRpYOvm//a3f9/c0rTq4+8dx5UkSVVk23I+dN896Uz6+gPXfuQj969uFAA4dFVTU+LVUf5hTdrdnfrBqTnL8Wdt+3y+K8iVOLTk0tDw+9536A//4Hei0chXv/ZNhH6qPvRqKBZLlNLf/73fztan//TP/q/f+93/ZXkp97//3m8/8ujjJ06eWsVAL7x49D/+z5+95ZYbSqVKpVL5jU99/JabDy4sLAmxyqd1+EdP/9mf/pdgMPBPX/zykSPHAOC+e+8eHhld3SiWw168tPzggc6/fnSwpDsu45++qYdxcfjcwuoG8vl8vndivSsGaKGE/IZp0f/qYSEUj8eKxdLbygGV4rzg3srraLL5rXwkHo+Xy2XO38YDImdetTS/8ppISijy5v2ChJBwOFQqlQEAYxwKhSqVypt+yrF0Uy+svH6L1y0UClqW5Xlv70FKLy953qvNv+F4FuOf+0fP7k8HVfqbt/X1ZCOTuVp7JrxQNM9Olr783Bic+grY1Z/z0XJ++m0dmM/n8/0CVioGXIlPbwAghCgUVrmR8GcqrnZT5M/EGFvJbQDAOX8rue0XU6vpa7Tn1zFPt+DPHj6XjqjpmFox3KmcvvJz8FeV9Pl8V4wrNL35rlznvwXBNAAsASy98edOFVzjXTomn8/n+0l+evO9TWYJzNK7fRA+n8/3JtZ75CTzHFiTkSIgOAPxeuMYc9dq+QzmvT5LgTN3jQZ2AgB7wwoga3rdGH/jdVurORiea63Rnn0+n++nrffTm2PVmOesxZr0zHPfOA6lVl2ia7GWvxCe93rWEZzXSvOYSKseh3PGmXf57Rpft9cztKEXqb0GHXjix7K1z+fzrbV3oXGSeevyNSeEt2YPIm/EOed8PQK9x66bz+fzrakrcVq3z+fz+XzvkJ/efD6fz/cetN6NkxjTQDiJ8OqnVc+xL0+CBgBFC8tKCFa7r0oIYZtV93LvFEJaME4lZZXDAHDGzFqBvzZLncrZWPNvIRpd9UCOfqE881ervlufz+d7d613elO0MFmLER8AskotsyxeGwSoaNG1GIgBAIoWvpzeCJHfymIivwCMqayFLf3VWefB1N2S1r0WgWgsbeQfcc2Rtdi5z+fzvVvWvXFybcumvL7zNcptAIDe+Ei4lmfzY4F+/kJZ7zAQVtdu5z6fz/eu8PvefD6fz/ce5Kc3n8/n870HXYnpbUNfb1NTIwA0Nzf19nSn61JXbd+26lHSdanNmzcCQCwW3bd39+bNGz/0wQ/s2nnVqgfauWN7JBIBgC2bN2azmRtvOPD+99+ZTCZWPdA1uxSCAQB2b1MiIRQOolsO+K2OPp/vl9SVmN4IwR+67x4AeOD++xKJ+O///m/v27d71aMwzu+4/WYAOHDd1aFQ8OCNB44cffmeu+9a9cSTzdbfdPAAANx15x0tzc2RSHh5OXf3++5c3SgA0NxI92xXVQUdOqhZNnzigfD7b12TYS8+n8935bsS09uloeF0pi6ZTCQS8aMvv/I3/+3v1yJKPl+QJVlRlN27dp44efov/+pvbdsRQpiGubqBnjr8zNX79yQScdd1j778yuHDz+zauf3CxUurGwUAXjxm93XT3k5pbMrb2CtNz7Fiea3Ww/T5fL4r3JWY3lzXG7o08qEP3nPx0tCaVkc78vIrv/KR+23byeXyBw9e/9nPfOqv/+bvDHOV05uu65Vq7bprr3n+xZcUReacv/TSy3v37FzdKAAwMeNlkuTAXvXEWefBe0PlKg+qqKvVLwrh8/l+GV2J6Q0Ann72uRuuv+7xJ55c0ygnTpw6eOOBHx7+EQA8cP99589f3Lt3TyQSXvVATx1+5sFfvX9w8FJ//4bP/PtPdnS06/oqJ9EVF0bcbIZcHHH/+5erM/MeE2D660f6fL5fSiSdqQeAzqzcmJJfGVnzRXslWXsr07rL5cqZsxfGxycBAAANDY/o+puXyrStGry2+L0aePMFPgzDPHd+8Ny5C5zz0bHxpaXlQqEwMzP38z8lBHes2sprTOhbmdY9P7/4yvGTMzOzCwuL+XzRsuxHHn2M8zdpOWSe67mvZkE1sltS2980UL7AXzpuV2o8V+C5Ah8a86ZmvTf9lFk6zNylN93M5/P5/k0QAlxPXKEtV5zzwcGLK691Xdf1NSjRAgAAly4Nrbw4d+7CGoUAAMdxhoaGV14PrkGv22XLBfbGt+NT7trF8vl8vivZFdo46fP5fD7fO+GnN5/P5/O9B613ehNv1uH0TvYNb6g6/cYK1KuLvzEKYz9ny3fojacgvLUaPgqCC26t1c59Pp/vXbLefW+OVQUAhNagII5nvzEf6JVlWQmtehQAYVvVy28498xagdDVL4gjOLft1wPp+e8KIcgaFMSxjQt+uQCfz/fes97pjXNmGaV1CMQ8x/QKb77dO+bYOthrNfLlMuYWqotfWOsoPp/P957h9735fD6f7z3IT28+n8/new96tXFybMFzmW274t09Gp/P5/P53qGVIYyvp7epnL98k8/n8/neI/zGSZ/P5/O9B/npzefz+XzvQX568/l8Pt97kJ/efD6fz/ce5Kc3n8/n870H+enN5/P5fO9Br04MyMRxc0oenFnzcqY+n8/n860pxsFjr6W3za3y7j51KvfmlZ19Pp/P57uSuQyqBn93qnWHI9G+vn4tEBgZvjQ3O/OuHIPvF4ClDJEz7/ZR/Czcc81BgF9w2Z1sQ3NXbz8hr/93sEzj1Imjlmms0vH5fL719i6kt4M33/bZ//AfKZUAACF47tmn//av/6JarQJAMP1rWuJ9b6tcjmuNlid+Rwj352+WSCaLhYIQ67rqGJWkRLJuaWHuTbfMNjQvLsxxvvrV4xBCb+WsCaF16fqF+Tf5U4PQGEIKACiKks7UF/J5Xa+tzoG+Q0RBJCRYFQAi0XilXGxobMnnlmz7Z5eyi8bi5VJx5bWmBT74K5+k9Cf/L3T1bPjS5/9uTY/a5/OtHZLO1ANAZ1ZuSsknRte87y1VV/dHf/Ln585fcBw3GAwQQlpb22RFPn7sZQCINv8hQuSnP4Vfy3eKjAhGXADGgBAIAYQmHP0Ud5cB4NP/7nNzs1O2bX/iU/9+ZHhoz9795XLZskwAuP3Q+w3DaG1tX1ycfyfHHwgEP/brv9HS0ta3YePQpcHLmQNj3NXdU8jnV95mG5o1LdjQ2HLNdTefPf3Kz99nJBr70K988tTxI2y1i6PG4olPffa3X37p2TfdMhKL3fWBB069cuTnb0akOoSVffuv3b//WgC0e9ceSqVKpfxrH/3klq0DdenM+NhoV3fPr/7ar7989MWPffzT1153w7ZtOxRVvfXWQ6dOHu/t69+8ZaBW0//dZz535swp13FuPHhzX1//yPDQoTvv7unpm52d/rWPfmL7VbuqtWohn9u5c09Tc8vs7DQA7N9/7Y6duy4OXvjghz6ye+/+VF16bHT4Vx/8+MC2qzLp+tHRYe7lQDhNLR3RWDwSjbd1ds9MTfz0JW3r6C4VC9mG5nSmIZ9bAoB4MrVtx94L505999tf3rxlByGv3oFUko+99Mwvct19Pt+7igtwXLHe6e2u99+7/apdhmmqivLEE0+0t7fLspTJZL/9za8BQLDugctb7tgitzXR6XnW1yXde0fwwF5tdoHdfVtw54Acj5J7DwVbGunouOd6YJV/xN0lQsiWrds455TSru7e8bGRYqlYKZcy9dmOjs5sQ9Pp0ycsy/A8NrDtKoTAMIzmllZdr7W0tlFKW1raAoFgPJFsa+8AhGq1ald3T322Qdf1xqaWUqnY09uXz+cURa2vzz787YcaGpuWlhajsfimTVsqlXJbW8fO3XsL+Xy1WlEU9eY77oknkrZjZ7KNkqyYei0SjQfDoVgsGQgE05lsur6hobl1aWGuvbO3s3tDtqH5xLEXO7o3tHV0FXJL7Z29dZmsRKVarZJtaG5p7Uxnm0rFHMF42469BFOBoKW1A2Pc0NTKGEvVZWRF2bhlO/OYoqhNLR2Nza1LC3Occ4RxrVppbGnr6OrT9aptWQDQ3buxb+PWvv4tC3MzW7bt8jyXMbZh08D87HRTc1skGnNsq6Nrg2nqrvtjtwSRUpls64YNm8bHR1tb26amJjds2FgqFbRA8BsPfcUwjGq1cuPBW2zbtm3zhz98IpttfOR7/zI8dDEaiaUzma1btz/+2Pf27N0nBNSq1Xw+t3v3vkQieenShRsP3mKYRrFYkGXl8FM/6O3bkFtevvOuu390+EnLMpOp1IHrD5qmUa1U0pn6r33li9dce8AyTY+x733327v37JuamjRqMyCc/dcdfOXo81ftvhoELMzP9G/alkjU5ZYXunr6s40trutcf9MhhNDQ4NmNW7ZPjo8AQDAU3rp9t+AChGjv6r18sp7n+enN5/u3aCW9vaOJAVQOauFMIJJ9K/+IpAFAuj4LAKqiJlPJ3r6+SxcvCQGRSOyNu93QLWXqyA37tRPnXv1uRQgAYFOv9OhTxpe+qYeD+MwF59GnTMN6vdktmUyNjo6kM/X9/ZsvXRyMJxL9/Rsz9dl9+68p5AsYoVQy2dbWcfOtt5eKhS1btmezjf39m1VV27xla3NLaybbUCwW9u67ulIp33jjzQ2NzVsHrqrPZjdt2jyw7ar6bLaxsXklUDyeuOPQ+zs6OlVFveba62dnZm686TbD1DnnhlEDACEEwphKEoAIR6INDS3X3HhbZ3dfS1vXxq1XtXX07Np3oD7bdMNNd3b19t966APMYwCwccv2G28+1N27cf91N++/7ubO7g0rj4Y9G7b0bdq6cdO2bVftuef+j8XiiTs/8EBDQ/P1N92x/7qbDt76vj37D2Qbmj/84Kez2eY73v+hjq6+Awdv81wHALRgcOeea1vbu6+7/vb6bGP/5u0AEE+mrr/5UGNTayG//KEHP6Uoyoc+8slIJBYMhO+9/2O5pYVd+w5EE8mrr78pHk8CQF//1n3XHmxsbls5/YaGxqGhwba2zicefyQYDFYq5UKhWCzk7/vgAz29fYlEIplMPfPMUzt37X3j7/T555/ZuWvv6OgQQqi7q/dHh5/cvGUAALRAYGJi/LoDB8+cOSVA1Gp6W0fnHYfet7y0ePCmWy9dGrz9jvc1NbXcdNNtT/3wCQCIxeLFYh4AioViS0tbuVwSQug1XdO0lUCMMRCQW1ooFnIIkF6rdvX0Nza1bhnYpdeqBBO9Vp2eHAMAjH+snSBdn73m+lsAYGzk4uC5U+/k/4XP57sS/OLpDRNJViO2UTQq82/lH3NNAJgcG3U9du7cuWPHXpmenpmcnJqcnC4Ufqysdl+n9Pufi379e7plv5q9Tp13lvIMYehqo1s2yvOLP2OEp6qqS4sL+VxOlpXpqYlgMAQAkiSXS+Xp6cmVJkoAiEbjo6PDHvNUVQGAyz0uFwfPV6sV27bHRke4EKlUUtdrSwsL8wvzkxNj199wy9mzp1e2LBYLjz7yL0deer6zq8fQ9dnZaUppsVg0TaNYLAKA49iL83PzM9OWaVaKxdGRi4qsAICmBdXXvoWHh87XamVNDRq12tTEiBAiEo1xLkqF/Epf3fmzJxYXZlc2Xl6cL+SXItFEKBQeHb5YyC8DgOd69dmmSqXUu2FzuVRQFNV17empcUzw1OTY4PnTb7w4s7MT01PjK81unDGJygjhmenJYCA4Mjxo21YkGhNCOI4TT6ZAiEg4Sl779r80eOal556am5l8dV9CYIwCwcCu3ftisYSmaYSgkZGhb37jq93dvW3tnZZl7b/6uvr6BkVRLx+A6zpTkxOTE+Nd3T2c82uuvb6trSMYDCmyMnjh7I6du8+ePR0IBHt6ek+8cvQrX/7Chv5N0Wjs+eeeHhsb2bJ1IJ3O7Nt/TUtrezQaq0tlEELRaGR8YiyVqgOASDSiG6+OAVEUhXNmmnqlVMw2tSTrMpZlCIATr7zY1bMhlkg6jlMqrrQh/2SX5OkTL09OjD7+yDdPHHtRrFTU8Pl8/2b94kNLMFU91+Ls7bVnPvfs0zffdlcsHg+FQq2tLSdOnCAEP/bod964zcOPG0dP2nOLr/aaTM966ZRy7pJz/Iyz9yoFYzhy0smmsWX92NeTqgX0WnV0ZAgAgqFwOp3RdaNWrciKcsed77+82bGjL37g3vur1crU9NRVO/fs3L3XsmzHcQRnAFCtlAHA0I3BwQsdHd2t7Z2XBs+Pjgx3d/fmlpdW9hAMBu++54OEkB888f39+689dOfdU5PjlmlKkrRp89ZzZ08DQG5pfu+1N554+cVarWrblmWZi/MzB2+723XdqbERXa8CQKVUKuSXGWe33HlvsZi/cPZEa3tXtrFldmayWi177uuDZbZu31OtlB79l68Xi7nrbzpUrZSnJ8cGE6dSmfqJ0eGB7bsnxofPnDrW2tY1MzVeq1YCgdDKB5nrVSsl2zZty7IsU5YVAIjGEoSSQDDY0tpx/NiLd97zwPzc9MzUxOLC7KULZzZu3j41Obb/wM229WqBpJ8YmTI6Ovz+uz949MiLpmlkMtkL58/Kinzorrs44yOjQ01NLd/8xldrterWge1NzS2W9frIDkOvAUBHR/fD3/7G4uL81oHtmzdvLZdL8/Nzf/PXf1EqFfVa7fz5c/fe96Gu7r7z589qmnbvfR9xXed73/329x/9bjQa23/1tS+++Nyttx361Qc/Pjs7MzJ8acuWgY9+7BPjExMrvzgAKORzoXDEsR3Xc6lE47GEJCuKom7cst3Ua5ZhlAq5vVffePrE0Vq1+sbzKuSXjx97gXmuJMmGUSuXi4qqvfUb2+fzXWnQxs0DAHDz9uDuvuA/PPE2RsFJagQAXKvydkMObN/5md/8rYaGJoTAdtyvffnz3/rGVz3PA4B4+19Stf3t7U64hdHPMfdfHTCCECKEeJ63b981lWrl3NnTlFLGmBACY4wQZuxnz/Zb+aAkyTt37Z2enhgfG/2ZmymKYts2ABBCheD8tb/6KZU878fGc2KM+U89EyCM8WvHgBAilL4xsQHAdTfe4br20RefZp4HAJcP/qePhFKJMe9Nx0n2b95+1a6ra9VSrVp98rGHKaUrF//Hd/UzfggAktqLaKSzs2vrwA7bNj3Pe+H5Z2u1KsaEUuI4q9N3K0mS67oAIEky5+ynh4dcvuYIIVmWV1675kXBqpTS1vau0eGLr53Iq7+Fy7fBytk1t3YW8ksrgycJoZ/+zd/RAoGfiDI2cvHhh764Kmfk8/nW08q8t3chvQEAQqi5pU3V1LGRkTfmAIQkqnW/rSZTz54S7C0dQyqVzuWW3+7UKEmS/n/2zjswrurK/+fc+9r0Jo16r7aK5d477tgG03uABBJCCgkJAX4JWZKwSXaTsNmEZAkhoYRgesdg4wLuvUuyrN410kjTZ167vz9GkoUxgWXBsNn3QYjRvPfuu/fNMGfOeed8j8lkDo44B+cfQZSAMVn+NJvNWmx2nnJDQ/6P3vX9EM5F+S9i3RtjipZo+sSFHxaLrbhsPB1TG5CIx+tPHjmnjTcwMPiC83mWdTPG2lqbz/W8okRPfkYn7e/v+wRHKYqiKJ+bbQMA+UMqt/4nREKf5EsJAOjqoK4OfrqT+SIQiYSOHNzzec/CwMDg0+STmzdNNgQdDAwMDAy+oHxy86brRtzGwMDAwOALyn/bvJWWjZs5a075+IqU1FRg4PP56mtP7Nq5/VR97Wcxv/MM4Vwm1xrkHB//EF3pi/av/8RqhwYGBgYGnwX/DfOWkZn59W9+d0LNJELOpH5kZmVPqJl46RVXHzl88MF//3l/v+8jxxlfUe0f6O/p6XK5PVlZ2SeOH3U4nEMjAoDl4yutgSIe1QAAIABJREFUFkvj6VOMweiT/0MQsaKyWhDEWCxSe/LEP9jT5F5j9lz83x1fiZ1SIgf/BxM0MDAwMPiU+bg5ijNnzfn3Bx+aOGnKWNt2ZhRCJk6a8tDDf5k2feYHt57FdTfcdPNXvgYA8xcsvueH99ts9tlz5ucXFCa3ZmRkFhQWT585u6Cw8GOv4iMghN72jTumz5h1xVXX3/SV287a+pVbbxcEYXhPesZvcztJZRkPAByHl602X7zCbDHj2qXmNUtNVeX8qsXm1UvMKW4KAIRzwrnApNoKgNXmAIAPSkUjotliG7vnmAfkrGfef6DRh9bAwMDgH/GxvLe58xfedc99iMgA8cOjcBar7Uf3/+svHrj/vW2b/8FooiiZzRan011TM6mvt8dkNgcCQ/F4fHxF1SWXXcnzwrGjh319Pk3VsrNzr772S5Fo5G+P/7myqmbA3x8Nh/MLi3t7uufOW2B3ON/d+s648VV5eflP/e2vLc1NN99yW1pa+vqnn8zLKzi4fy8DWLR46XPPPAUAsiw/+fijlVXVCxYuAYBrr7+5qLhkwxuvCKI0d/4ip8v5x4f+c7Q0mBDQdbj+Uuvr70QBgKOQlkIjUVZRyg8Ftd0H5avWmvcekQUe+v1nl2SZzJYZ81ecPLK3rGKiIssNtUf6+7oqamb4ejvTMrIj4XBfT3txWVUsGjmwe4s3PVsQpSmzFimyfPLI3vKqKbqm9fd1WewOq8UWjUYTiajD6dF1ff/OdyTJPHvRqgO7t46rmqJpandHa3vLKQAQRHHxyis2vPTEhKnz4tFw3fEDAFBcViVK5hNH9uQWlKZ4sw7t3bp09dV7tm8c8n+S9FEDAwOD/3V8tBOQmuq94867kz7Ek3976tSpU/jh1UWIeMd3f5CRkfVhO/A8Hw6FdmzfuvLCNeFIuKW5KS09vbR8nMPh+PZ373risT+fqqsFgMLCYk+q92u3f/uN118+dvTw2osvKy0f53GnuNyeoqKStLR0T4r3z3/6Q35+kSRJ27dvXb5yzcLFS1VVfXvDGzfd9FWL2TJ3/qKFi5ZEo5Hkea1W2w/v+9kNN93S3t66eMlyl8v10O9+ffG6K44cOuAf6H/umadDYyrbvnyV7Tu32v0BraF5OH1GVqC7V8vP5QlBWWGCcA6PKokomYKD/bqu7dr6ZndHs9lqs9qdwcBgd0fLnvfetjtdkmTu6WojlAJARk5Bb097cs+0jJxgwL9v5yarzdFYd2zvjk12p6ut6dS+ne+YJDMAiCaTv7/PnZLW39e1d/vGzOz8knETBEGsnDgrEg4SQqOhwKirl5qeZXe5EdFksVrsdm96tqwkrFbbR77cBgYGBv8cfLR5W33RJaIoJh9nZWTu3XfwhZde6ezq7uo8t1CIKIkrV6/9sNFsNrusyO+9u/XiS66oPXE8GAi4XZ7kJo7jW5qbOrvOtBxLS0s/cfxoa3OT25Ny1jjNTaeHBv0A0NBQ39PdLQqC2+3JyMiqqKzev3/P1i2b5s1fNG/+om1bh/3IcDj04x/d9fVbb1y1+uL09MwTx4/6+vqisWg0FpXlRE9359jB//z30Ik65e8vnql8IAiZ6XTXgYTLSb92ve2d7fFoTA9HzrHAIX9/OBxUFSW3qMyTmtHWdCo7t6irrVHX9enzlh8/tIsXBI7jERERBUGU4/HkngO+nqQuCQNGKZfcGRFmzFt+8vh+AAgMDkQiQUqoqqgAoOlqW9MpV0oaAKiqajJbe7qGZSFdHi/HiwiYlplrNlt7O1vHT5h+uvYIxwsf9roYGBgY/JPxEcFJt9uzYtWa0T9nz571+utvLFiw4Nnnno9Go/6Bgft+fB/9gIlctuLCF59b7/cPfHBAp8vlH+jv7ur86b/c29LcNH3m7Iys7OSmupMnvn/3fXn5BVs3b0w+s2HD6/f95OeKrLy3bbMgCCsvXEspV1937rrv7e9tnTFzzuCgPyUldWhosKWlUVXUSHhYV1AUxdtuv8Nmdx4+tP+9dzff/s07K6trKKWqogz0+752+x1/+P2DsWhU14IAoOnw1rbY6MjxBPvjE8PjtHeOLYcYjkwydejs65aSVlBU0dpU505Ns9gcgaGB6XOXxsIhlzsNkRDKEUK9GdndHS2je8py3JueRQjG47GJMxb4+3tc7rTM3MLg0IDb4x3oG/4y0e/rHl89VTKZwsGhzNyCgf7e9ub68sophFJgw4pfBSUVJ47sVhKJyokzgbHjh/fIcmLA15OdV3zOS2dgYGDwz8dHiHLNnjPvnh/9ZMzu8NTfn7n6yitisfijjz2GDHmeu/FL13Pc2T1IH7j/hzu2n6OLpiCIPM+Ptng2WywICACM6bFYrKy8wj/QF4vFrr72xvr62q2bNxYVlTCmNzU1ImJxcanP16tpeiwWFUUpEglbLFYAFolEXC7P4OBAenqm3WFvb2vjeeEb377z6aceTyosA4DXOywlNTg4qCiyJyXF601raW6OxaJWqy0zKztZ2EA4t8m9emyCyUeifaAwgOcFQrmkPD8hJDOn8NTJQ7wg8rwAALFo2Gp3xmPRorKqltMnVUUWRBMAKIrMGLNYbKHgkGQa1j9UFDl5VDQSAgBeEFVF5njBbLYGA4O8ICQ1TXhBVGQZgPGCqMgJs9mabM0jiiad6cqIoFdy68dfmoGBgcH/Rj6W5uQNN91y+ZXXjH3mxZdeX71mGUf57p7uPbv2NTQ05uXnXHbZZQjvEwte//TfHn/04U82s6ysnC9/9esP/fbXPt8nzIO47oYvRyLhZItUAwMDA4P/U3wszUmny3XWM5quUOSQQUZ6Bi8I+fn5qameXbt2zZo5fexuLue5c+U/Dp2d7f/ywx984sMB4InHHvmfHP5PDBIz4Nmu9hcUpjHdEH4zMDD4hHyEeTurOQsDUGQZkTDUAXH58qV//evjkiTGfNFItNJsMeFI+29Dav0LCOHTODH3857Fx4ep8RZd7f+8p2FgYPC/ko8wb729PWP/bG5ulSTT+vXrdQaUUKfL6fWmRaMRjvK7d+9btGj+hx1o8EWA0LNbmn2xQUJtZ5m3f9DuzsDAwGAs1JuWDgBFGUJ2inCw8ex2lIiwZOlKGC6mYuufe96T4l66ZFlRUWFuTjYgq6+tLyjKj0ajwWAoGo1lZ2Umd33qib9+2J0zjydF17Xc3ILv3X3f1s0bP85HVW5u/r/87Fe7dr6biH/63WFG4Tjuplu+HgoE/f6P6zH8/uHH6+tODp4rR/QspkybRSgNBoYQceHipS3NZzdHtVislVU1Z5Uo2Gw2WZYrq2vi8Xji43XGuezK63q7u2Kxc4T1COdCYpYk05KlKxYtWlo+rqKwsKirswMRZ82eN3PmHLfb3dvTo2lqRWV1VVVNc3PjxeuuqKycML6iatz4SlEUXW5Pv6/P602fPmN2c3PjBUuWy4qcbIa3ZOkKi8Xa19tTVjZu1uz5p+pr09MzFy1eOr6isqe7Ox6Pm0ymBQsXNzc3J9NwJk+ZVlRY1NbWWlpavmDhBUVFxX19PYyxufMWTp85m1La29vD9KiuDQHAkmUXCgJfUjpu1eqL+/p6A+dSa3O63IlE3OX2XLB05T+HAqqBgcEnQ2cgK+wj6t7qamubmk4nH69f/4LN6gwGIhvffnvnzl3Hjh+PRePTZ0zLzcktKysLDAU87hQARMSmxtP1def+fOEF4ZvfuXt81QQkSDnOYjGbTGYAsFhtAGAym3lBECVJFEXnyN07q81msVp5QQAAURRdLk9SGMxitYmSlDyc43hRlJxOV7JEjxDicnuSj5Mjm80WQogoislxnC738HktNlEUk52aNU3r7uwMBAIWq00QRKfzzH3H5HnnL1zi9aZxHO/yeHieBwBKOYJosdp4QbBYbYhosdrwXLpl/X094yuqAKBs3HiXy8PxvMs9vBBeEBxOZzQa6ehoTU7JbncCQG5+wYLFy3hB6OrsSMRjADC6KFEUrTabJJmTix07VY7jBEF0uTwAIEnS6GVPPkDEK6+6rq+v98D+PXv37DxVX7dk6crCwuLUVO9rr76kKGpyXbNnz6uZONlqtb2z6a3u7s5gMLDx7Tfr62rXXnSJyWS++JLLTzfUeb1pFRXVM2bOBgCe56uqa6ZNmwkAM2fNrZk4CQCWr1i1b+/u5qbG6uoaAFi5am1gKMCYDgAej2f2nAV5+YWEkDlzF2zZvLGvt3f2nPmVVRNMJvOrLz8/a9Ycjyc1OefMrJzc3PzTDfVFJaVvvP5Sa0uT2WweXbLd4TSbzbwgXH7ldZ6U1EH/gN3mKCkt/8dvbAMDg396PsJ7Y0xHxGnTZ/p8A0eOHkVkE2uqI5FQf/+g02nneb62tv7QoYP19ad4ge/t6y0pLhIE4c9/+kNTY8M5z7d67SUTJ0+bUDO5va114qSpM2fPm7fwgoP79t7/r7+qrztx+VU3AOC6S668YNmq1RddmojHAfD79/x46rRZlON2vLf1tm/cuXLNuqnTZtXVHr/vJ7+cv3CJqqpNp08Vl5Td86OfLVqyYtqMOYcO7Fm15tIv3Xzr4iUrBny+b95xV1tr823f/C7H84suWF5YUFxSOu5LN311zryFTY0NN3/l68tWrikfX7l753uCIF57w1dam09/+857Zs2Zv+biS9tamvt6ewDgju/9v+Wr1kyeMv3Qgb23f+v7F65ZVzNxyvZ3t6xas45QsmrVRe1tLXfd+5NDB/feedePhgJD3Z0dlOPMJrMgCIoiA8DQ0ODipSsP7Nu94sKLd+98b9XqdfkFBctWrjl6+OC99z2QlpGpyPLEydOGBv3rLr2qoqqa5/nqCZOLikp0nY0fX9Xb27185dqq6omz5y48sH/3Lbd9Ozcnf9GS5cePHl532VXl5RXl4ypOHD8KAFXVk2bMnldQWCSZTEuWrTp25FB1zcT8vML29lbCufLyx6WlZzDGTGZzZdUE/8BASWnZnj07lyxdqWtabe3xQGDI5XKXlJQdP344Ozu3vv5kWlo6IeRUfa2qKozB0mUr+319u3ftmDlz7sEDe2fMnHNg/x5JksaNr1QUORKOFBYWhUKhxtMNZou1qLgkOzevqanR4XAsWrxUkkwd7W3xePzKq64/dHCv25PS093lTUs/eHBfMBionjDJ6XQePnyw39eX6k3Xmd7b3axrQ5XVNT09XeFweOmK1R53Sltby+VXXl9SNi4tLcNitS5dcWH1hMm6pk2fOcdudw74+sLhUH5B8emGus/2fx0DA4MvKh/LewOADW+82tR4OhaLXXH5pddfd008Hq+oqLjuuqszM7JMJvPV11yxbt26uXPm3nrLly9Zd1FLa+uputo9O7d/2Ghvv/naQH/fn/74276+HkVVHnn4d2azJScvX5JMHMdzHMdxVJJMTU2n9+3ZWVI2bt6CRW2tzY88/J8AUFRcmldQcPLE0cys7PGVE0wm8xOP/teOd4d1SSTJ9K8/uddqsUyZPnv+wgse/PcHThw/OnHyNF9/39z5i92e1MrKCQUFRXUnjy9YtKS1pYly3Oy5CwRRPH700GOP/tfwICaJ8rzJZN7wxsunG+pz8/IBgOO4ktLybVs2AkBhUanJZP7pj+82W6xV1RMBYOaseS8+/3R/v0+SJESUTCae4wAgPT1z1dp1q9au84xIroRDwdy8AqfD2dbavP3dzYGhIZvdgYidne1/feQPfb4enhd8vr7jxw7LiUReQeHGt147euTgjve2cDyXmuJ1ezyP/+W/9ux6b0LNZER8dv0TdXUnUlK9kiT19HRveOPV0Yu8/u+PPfqnhxYsWnb8+JFZc+ZNnDTt2LHDyU0Op7Onp9vt9ry7bXNPd3coFAwGQ4OD/od+9xud6VdceV12ds74ispgMJBIJCZPnnbWy7dzx7sms3nb1nc4jq+oqnK5PV2dHZOnTDeZLKFg6MSJY3Pmza+tPREKBp1OR1ZWdigY8PX1mc3mWbPmvvTCs+9s2nDxusunz5g9NDQ4MDAgihLPC5quAwBjQAjquj7y7tTJiGy0ze6IRMKD/oFTdSdffek5/0D/oYN7/QP95RWVHMerqrp75/aDB/a2NDe+9PzT3d2d4XDQYrV+5BvbwMDgn5uPNm+6rt9/392alrDbbYgweVJNbk4OML20pLi6soIA5GRnTp8+mRC0mM2SwD/wkx9Fox+azx2LRRmD7Ow8nucTiURHW5uqqJQgABSXlqekeJO7+Qd8oVCIIEajUZNkzsnJAwBZlhmDeCxae/JYd1cnAHR2tY+eCxEyMrMQiZxIyHIiLS3d5XTpulZ74tikKdMOHdibmZ1jdzgamxo0TVVVpb215eSJYwDQ09vzwZtnQ4ODoVAIAAGAUi4YDOTlFjzz98eHhvwcR9PSMgRBjMdjALB3z85Lr7zOYrHoul5ROWG0+UBnR9szTz3+zFOPDwwM38k7eGDvFVff0NjYwHHc6osuPXJov6IogCCPuak2bdpMp9Od9MNgTLsAnemAiIgcx8VjMUjmpuo6IeSdjRu6Ottvue1bo4PwPI+I0Whkz87tFZU1A/7+UUXNUDDodrt7e7tXr1mXmZk1c9bc7u7OisrqgoLC7e9tHej3uT2eiZOm9vX1CoIYCgXTMzLGXhbGWF9vbzgcKiktDYfCHMd1drRNnDjF43EHg4GGU/Uup+vE8aODgwNuT4rd7ti7d/fJk8eysnMJIeFIKJ5IUEp1TUsk4jWTptgdDpPZ5HK6LBZrQWFRJBJpa2uprKxMlvB3draPvBn6x6qYFhQWFxaVHD60HxEbG069u2VT9YSJ1TVTGLCkvEBqatpAv6EcbWDwf52PCE4miUYiWzZvzM7OycnNP/MsArxfWHjn9m33//jewNDZClVn4fWmT50+s672uMDzx44cKiouOXz4AEGsrKrp6e4+eeKow+Fsbjqtq5qsyFs2vTVxyrSMrKzenu633nhFEISKyppAIHDy+JG09IxdO95TVQUAPCmps+bMz87Oazx96qXn18fisRWr1kaj0Wf+/ngwMORNS9/wxiscx7W2NB/YtysYDI6rqBIEcd++XQ6ns7WlKWksKeWKSkqPHj6Q6k07dvSg2WLp7u7s7uqw2+3LVq6x2e01E6fs2bWdMbZg8bLDB/dt27KptGz8Ky+sz8sv9PX1IiGlZeO7ujrqTp7w+Xo/uPBQKFhZPfG1V56PRaPVEyYXl42LhsPHjx52OF2Np08Jgmi3O1pbm2bNWeB2e1qam9pam5avWstRLhaLNTedNpkt8+YvdntS3tn4RnZ2bu3J42npmd1dnZOmTC8bV9HUePr0qToAyMrKKR9XuXjpitdfeWGg31dcUnbi+JF+Xx8AEM4VDClz5y5obW3Zt3f3vr27VFU5cGBvLBabM2/BBRcs8/X7mhpPU0q3bN7Y1tYSCAw6nC5FkaPRqK9veEWpqd7m5sbq6kl79+w4fuxIS0tzRkYmAPT0dre2Nu/atT0ej1ssVgDoaG9dsXJ1cUnZlnc2njpVt2Ll2srKqtdefbG29kTDqXpfXw8hZP++PQzYhWsudrncG958ta2tZfz4qqXLVu7a+V5jY0MytWTQ71954UW7d72XmZXd1NggJxJz5i9OS8vo9/VGo9G58xY7Xe4d721RVWXZ8gs7OtoWXbD87bde+0yzkAwMDL7IJIOTH6FachYLFy+5aN1lxcVlZxm2luamZ9f/bevmTZ/ddP8xpWXj7vje//val6/56F3/+xQWldz2jTu3bd00d97CRx95qO7k8c/iLJ8FlZUTLli+6re//nky6MdJBYRLMZlMCxct9XrTALG1pWnrlncY0z9yqM8FXelXE80AUDNxajQWOfUhcqNjcbrcxSXl+/fu/OxnZ2Bg8AXlY4lynZP8/MKikpKUVC8A+AcGDh/c/4nVsz4tzBZLfkHRyZGY3qfOuPGV3rSMrq6Ohv9VGec1k6a0t7YODAy3UKd8GhVzzna6v7AwXU20GmXdBgYG/10+uXkz+N8LIv/xW7R/3uiMKR+9l4GBgcH7+Viak58RQ4Fwvz+gKBpA0pfAFIftxum5v9lYpwEC4vsdDBzuEc7Y8E9Snj9ZD47AdAaMJRsPAAAB+PLCCVPWLHvt78++uqdppGgc4cP7jI85FQC8b0dCECinK+f4nEUEQMiwWm+akrf1ePeJUPyislQTwoam/qZgFMaWqyMCAJ7DbUIABggiJywpytjQ2KWq6pipJh/g+4YhHBAKBJiiEgoMOGA601ly1oRyVqtpzYyyOQsXvPb4+t1dAUVVIjFZAwa6Bro+PAk2ZuThaTF25nkAYMCQIYgc/42V47JTHS9sa9jR1Kdp2tirY+HE25eU5xV6GCCAzhgcO9H9zM7GQVkBYACMELTbLakeF/1g2yQDAwODz5LPwbw1tXS1tvfo7xMrwQy3k+sPtXf3AwJQOsYO4PBvgkzXQdOAMUA2Yu4QKTBVBaYPf14jICA3ELxg0dw//fTBzh7fyCCjp2PDvz40RIcAbNS+UEnQZZXp+jn2AQCA/GwhU1FaewOrS1LnpJoe29+2u6FdHd5/7Glw5BeObkHApF3JsrpCwURnd7+mqaPZkh+cIgOCAo+UQ0r1eAJAR04CpgPTCZJUr8vlcaGmL580vut43VOHOmUKejSqayoiMDmBupY0tMO/AXHs2CMmbmRlDICkW81zPPxbJzpe3d8YjcfY6HcLAERa5nSumpiZmuUEQnRNP3Sw7flt9Sd6fIxpZ653J/O4nBOqihE/9IobGBgYfOqc7+/UwWC05WzbBoAwpTqncygGwIAxZAxHEjMRAIEhMEBESoCjQMjoFiqK1qIyweUZm8dJOCGjppyIzhmTCgApEEJEccS3G+PLfSiMM/GALOlXIUGmax/cJ/kfE89/ZW6pnlC/OiN/zdTcZ050P1ffruramHOdOaNFEs8sCketHBBEj8QzHJ3ZmYuDSVcWh00DAiOIiCRZIiCIZqvVnJbiml4zvqS8MAGkoaOfJvRgU+8dT25KAEOOQ0qQIBKCMOxvJiGIBIddt7HmFM8YPSQEl+RYf/HSiZ+9eSSaiI/MZxhKyaqqrJRMBxLUVe2x545e97vNx3r6GNOBjRkN0D8YGGzr+gdX3MDAwOBT53ybN59/6Jwikx5kRXleAGTDfthYZwsBAAkBpEg4oBQoBxxHeIHwEi+ZMstLTN40zmIlgkhFSfBmPbB+d+cbL3zplhsWlWWb0rNN+UWCywskaRr/MYzwlOkAgIBIKKfF5A8zhoh4YUne0gvKq6fmT5lV8tz+ticPN7/fto0sATE9I3VVeebZI4zYEpHQFLuU/GPYhRpe+weuFaFICRJqNVt+/dXVu9b/4sCGR0synA3tvYFQlCGdlp323df2BEEnPCUUgRAghBECSGCkkO597mHSBCE6BW7U6iICoTg73bK7L/riqR5Z0RAQkIy8YRARc6yWa1dWEUoB8fGXT979wq7OQEBPfjUhZNQgA0KqQO3hwEddeQMDA4NPk/Nt3mT1g54QIKAtEl1yyWKPwAPAWZFAxJF/OYoch5RHQZyUn/nad9a+8L2LD/3q2iOP3Pm1peOlnAJTfomUW0zM5j4gbzz3lqti/re+fo0pM4uXTKbMLFtppa2sUkzLRvphIVkGAMjzemK4/k9X1Q9TfEbASm/aPVfMcJSmWMsy3txa/+e9DYr+wTZACEjS8zMfWF7t6x18/wYAAI5QOy/NKMyYU5El8sJZEbwxJ096XwiIQDnCc3NLM75057dLpi/b/PSLz+ysZwyAEF4QhhKJXkWlHE8lCXkBKZcMZgIZ9QFH4r1jftLsFq8lKVCJDBGQTE61+lVsGIqOxmkRAQkgEkpJscP5m2tmF43zIiWHj/b+68t7Y4k4ABBCOIuF8vyoYeYQK638Lr+RtWRgYHBeOd/33j4kKIheE99yuiWkKsn45KjPNvKpjsCAIUFEIDTFJP7hnmtrli1AIMDRWFiTeB4JRUIIAQTiFNikeXO6ujt/uaOOUI5pOmNAOAAAweMBpif6us+ZaUIIB9q5Npw1XcTqjPR/u2x6yfzCRFj5y2O7HnjncEhOnGOViLnFuT9fO7l7d+32vqQHM+aGHOKMnPxvrp44fVKWouvZFktDPAbDNxWT28+Mh0knC4HyvEkQV82fRs3eHc8/9b1ntugUCBAA4rKYlk0uMZkFf1wRAd72BTUuikxHRB0poJ4caCR2OOwXu9M8HNPrewZG45KE0CyL+HJbCIAAGXYiERgBzDBL180qv3TxuOKqdAZaZ/PgHQ+/2xMKAQAVRSIIajg8XEiHwBFygUvcH0goRgcbAwOD88t5Ty3B0YzHMzaAEEzzmB5/dltC04Al/9FHm0onrQEmjyKEEnLVhIIJ8+cg44ESxkmPPfKHh48ECCekmrnLyzPH51pOnPRlzZ39m1feaO4NI+U5ATRF1XUCuk6A8W63Gg5p0fAHLByiIOpyHJAiIUz7kI6siONTPH/85sqq+bnB7uAvfv3WQ7vqlHPujMTidv7m5jkFTb2/Pu1TGfvArTWcUpixbEUZ6LrOiEPkEZNrPbNPGkf6dMKSgcpk6iTHzy7KuOTGG7asX3/7Q08HNY0IHOiEIk312C/8ymXXpHq0cKh2/YYjz73bERkWCQNKYfgm4mhaJjAAW1ZqNBLv9wdHpkRTLGKR01QbkhkiUILJG6KIJkJLHda7rpi+Yk2FImsvPne0uX3o3aaeQ51dwIAzm3VdV0KhMy8r4EKX1JlQ+lXtH9/tNDAwMPjU+VwKA96XIU8JvbYyu7g6b8tjO0ZuObGzEhsZIDAGigKUlac4vvWNy1ASGRJAwtTEe8c7GKUUcMX49B/9/B40WZYe3Pn89m2vH2hBylPUGS8g4ZiuMWC6pqGckDKyZH+/Ho8hL1CLBRhjioKEMIZUkTiTVVZUbbCPaerZH8uIU9M9j/zL1QXTcne9vu83f93xdmOXdnakjEWtAAAgAElEQVReJSSnTwXhlstmz5HIH+t6T/iDwM42bhRJcbYbgDAEINRq4hGRjbX8gP06QYKQTNcgFAB4nv/SRQuDPd3/+sTLEUqIwDFkeXapOjdtT2fsrd2HL7/sQtFir7zxknv7gj96e3dfGBhjQGjycBgeC5LBTmo2hbsGEIExJEhm5KV0R5QD/XGV6UgpA4ZMJwzdAv/d5RMuWV7pLU5NxOTf/X7rr94+EtMUVVMZY9Rs1nVdH9bBSrp6ONMtLvSaf1j30c3wDAwMDD51zrd5G8k5P/MZnmk23feddacb2toj8nAyBQJjLE3kJErb49poJA0YgKajpsu+QUBEgkAo8LZLJmS9OxAts3BDFkdckc12r1hcvO3tY4QTRAvTRR4o1WVFjcuMMQZMEzkghIhSMtGCMcZ0jVKq66CrWoaFG4zqie72DyZMEsSFuWm//8VX43r09tv+9Py+5qiiMGDlbnv9YHiMtBUCAOG4ZYsmf3tB0baXDj5+vCOmKGfXvTHGEczNdAynaCLYTWIyOZGNcbA0QiS7IxEMAmNICSPELAoTp1T1NzW5MjIvyvE8/fZ7iJjrMc/Ide/p6PrtszsrS7OqJ8/gbPbL77zh7dqml5o6mc4IJUwnjDFkFJCxZIkbQU0d1upnBJySFEjozYEYEgKEAGNEBxPhlhVlrJpevO76uZyAg92Djz6y7ZdvH47KcrJfEjWbmc70eOxMzQBgtV38QXXqTw/7NaOztoGBwefB+b/3hmf9eeOk/LTKgt/94VWV6YSgR+B9CQUBfvWlZUsunDP/+l+eCkWT7hwDQMQTwcT3/vPV5xbPQYuoArf12b8/VdtnI+SSJbOerWu+9rd/nz218oY5M/9y53Un6o68vvvku43h7kDUwjAeDAcSMjXxTDXFOD4RDGoJZTjTDwkDwnTGEZQ1ooEMmgaAgMNmRqRUA7ixpvCH93/l5//++MPb6tSRLBJEInF4VgYKL4o3XDL7h4uK//j7tx890t0bCpxVaTdcPs5A1rSAP/bmW7VrLq4eCCeAINMBk/YHR0w9JUSSdDkBlENBsJlNdqcrc+2c/ygtbghEJVA37TxUbhUKnPzD31hALZZUu6AqCsdT3u4szfLynT5N1TSOR8Z0XU9m7iTr7hgliWCUs9v1QDDFIpam2Hd2DiLHASHANFQ11PWp6Z6H/3qv2aTGB/x//t3Gh9462DDg1zQVGBCeI5JJC4dGxhxOA5rrlq7KdXxll68nEU9W3BuhSQMDg/PMeTdv768nRoChqKr19exq9iOiQEiuzeRLKMCgoa1n3mBY1hkjFAAQkemMIVJCZo7LQotVp+IT61/4+RuHsvQ48JKpvGQpUV483Pza5n2RaOSeiy+uqFww3uv5avPRvZ3xV04OslRpS4ufl4QU4LsEAsDkUFRTFGA66DogEg51jUU0LZGQidWmaypLxAB0nlJJEG6cOe6uH95y6+0/e+VEJ8CZaGSxzVw7EBtZDQCC3Wb57uqaFBZZ+N2/NwUjo+oqH0Rlekt3YMGsvJa+8Pd++kaDf4hynK4CjIiDJFNqEsEQUgqUIs87rObL51Q4cksa92/7y6vv+CwpP75iSQ3rmlhVnFlTAYJZ05mmM02N8byVEVqUnmIThTBVdI5PtZrimtofCCNjQDnUGVBkmja1JD/k9w+EEzu7g0ApchwAw4QCmsY0LaFoW556a+HFU3/1k+d+tfVwQpWZzgCRcJSaTWowlNRMSS6RIM52SxZKv3OkP6qrAAxH6/sMDAwMziOfU3ByBB1YU38oFo4nNZtUpg8pGgAwYA9uOnqqrrs5pidriXUgQAERc83SjV9ajby1veH4n986xlGuzO3wJySXw7l6zayIfygci2zcd2LuuHF5DnNhRolN4Oequ+bmZnZFhfAW7nhvyEPBL9qowEVFIRGM6IqSnYi0cSIwXUdIqAogUp4Hi1VVFKYriq57ROmOu66/9/u/evVE5/sXgQhMHhPGdFsty/K9T284XucPnXHp3ldsBqPJk0xnvoEIxxG7Q3pma5PEYabD3uofZARRR0DkgKgEEWGS11o3lJB58Zr5E+792f2gqw8//PTT7aEvX1vJEuGJhR6TyMmyLisJq9UMCIJoZ8ghwuzFM29ua3+7b+hEVOaJduHkkv968xAwhpQCMqBkcl5aPBQ92uEDhsjzVOAQQZcToGlJLZh9/YP3P7MjqrIHtx1NqCpjiAhICGe3K4ODMOaOIiLOSjV1RrWmSPwDXQgM/83AwOC8cr7r3vADgaqucMwfiE/KTh0paE5WBLOgrBwJRgmHQBCRICVUEqjFNMTxp+tb5Hj00fVvr3OqFElRdY3TY0532x1c8I7LqleOTy/k8EhHh82W2tDr5z3F4qSlKErpXPDfVmQtzhQnp1nMZpMt1WX1uiWXXXTZzXZLKsdTQRB5IiRLvxEJLyDPJ+Nt1aWZfUeOvlXXx86UWqNLFErtJllnI2YMATAQTTx9rLV2IPiBgrkz96VgJOjJgMmKhsC8HjMSFpKVfkRMpswgoUCWeK1AKAM43B/12CyiZLLbLCjZfadrCc+oyE8qL6By1B8G1FQ5FBFM5tb6poHWjsGmUww4AJo7a9Y9D/3bz9Yt/daKKTan54a5+RNLs5DnkeOAUiQ0O93ZEYwBEOQ4apJQ4AEAVRWZnizl5u02THE8tu1wVFVH6jWQdzrVocBwEgkAIIocnZdmbY9qTeEEnNGdGVOFYGBgYHAe+VyEbsd+1mFIVlpPdqxcMokg1RmqAEnFKIakMRQvtnACxxGOEo4jgsBLUqnLXFRdvX3LttPtQ08HhZiscg53WbbbZZUARYekz5+R8815mXkQA+SLM8o1nedsGUL5LHQ49e6um8scC8szMwFEwllFyWIzm93OfodjIo1xJpFIoooIgAQRCUGeB6CI5MLZ5Vv21Mf1se1emUcS22NySyQuUGLj+OSTmqZ9SCU4nvUoaSc5igxYQbZDIBxDVFWV8DwiAUIYkl6VIBIGTANUqJjpsfdpRI/6//D7J5+qHbA5HTXF+ZbMIpPF1B5UBY7EIrR8+nRBlPwHN/W+9USir50xoLwwY8XCH3zvy8/85lsJWf/F5RPcdosgcC6HGSkXRrJ2fjXhRSpKVBSQIAJDRUMAwhNHYR7wJk5WWvxBSIp5ERSdTi2a1OgaFkiTOG5uhu14UG4NJ0Y0Pd+3WmaEJw0MDM4v59u8jXV0kp98EVXtaOqpnj0hz8QjopoUf0KKCIquNwVjqTxOckoOSeQ5vsZl+fVta6Vs7982HUxQMcQIoWQwGJhaPt5rNemJmJqQ/Q1dVdmOFRkRcnx96PSWeHgoEg1z5hSaXWnN8og2t8spTdQDloSSocdrQoMcRRTEAitadVVDAgBJoSkAxhJqUqCRDoYffOvIQCQ+OnmB0qZQNKbqJkqfuHHFq3dfm2oSz+2ljNZwn0stJRCNM5Xl53jSrGaCVB4KIUeTAiE6gR5FybSKAicSQgilK2eM//JVa49seHnjqQ6eo+NLcjJcLnNmWWZ+Jm+1chzztXaIFk/WuHGZF6yRsrL6dz/fveFJJRQQvDliamHehBnesmLwBf9jSVmuzbxkYq4gCS39kTtuXW6y2KhZIhwhAKBpyBggmjPS4sFElkngKGvqCyAi4TgxJVXTQJeVUQUvgjg1zXbInxiIJmC0anzM+k2UVtjFT+PtY2BgYPBxOe/eGxuRIRmhP6EGBsKOHO/S4vSkzsWIiBQBAE3Xu2NybTAx2Wm+pMz75C9vmXzVle0tdZZMD1g5nuKqyrRSMTIn3+uQQAkMJgajYQ12vbwPNGYxE9a0N/7GI/7tLyUiYZMnl6SXOIvLRYmVmaPF8WBuNOAV2YSeTgvTRJHk6AleEqjIE54CQT2hMKYTQucVpGdk2fuiZ1w3uygsyk+lCMBYisgv+/J1edUVFu5cFxMBASVCERF5CQXT+y4GsJcP1T/yzCGLzfSVBZUC5QCTl4ggIkPaldCtXrfVZuI53iMJN1292uFO/f76LcXp5hS3+YLpEwhTkaI1r7q0NI8BAyUKnIma3ZRT5UhYKJom2qFn498infW6riOTPVlZLYOKKRy/syJtxdTxS6cVBGXIyMu+dFkVbxIIJQwAFIURQMqJbidP0Ou07mvqBUTCc1KaV5U1LZGA4W8hBACyLaZBBf2xsaItZ4Sa00Rujkvsio51fA0MDAw+c863ecuzSDZRSibZARAAVBk71BfWB7puuuYCM6UJRXWJJiDciPgvAwYysrnFqX985EcZkxdsfOFvbdT2m2/e8uTdN7z+rcV3zc5akweueA9o4d6O/kDvkMvJ13UHn/nz1mBDJ2flAwk5vP/Y0Ia/9DWeRkexJauQkYSiyDNSEjxTFKIvdEG1EkAEN9WQ6ZzEcyaB8hQ0hUNy1+LKZ9bf+uDbh1WmA4BI6Yx0xziPbVPLgKLpANARia9cc+uM6+5tjypmQXjfakf8tgRLJosi01UYG7lj0BMN3vvcltseeGPhvGqPIAAAU1XgKUMClACh9W0DIRUqHOZf3XVD6cTptfVH+8P61Yur0zNSl06dAizCgu2WnHGm9Dze5OhrPtXV3o9Sqo4W94Tpkf07+yKSs3pi/843g7W71KEOTU1MrcnoDqg9vmi+O+UHa2tyM5wc5W5cO42XpGSmJuqM4yWHw5VdXDB/UvmJ3gEgiJSYUlxqQtE1DRGQEiAEkCHBbKelMRj/QC0+ACBPyEXplm0D0UH1g5XvBgYGBp8h1JuWDgBFGUJ2inCw8TP/it3qG/Ry4JXEIVnTWbKumvRE1eunZGTPX7j95c11oViB1exTNRguHyDIcSaT+b7b12ROXtC6a+utL+56++ipvIKC0uxMC68KqMViCTmimVOdgZ6eY3tPpzpFBvKOuoEjp3wkHLVahb1N/YOd/WlKV0uEzy3JHuioPXmo0R+UeYnTFIjJaoUDfDG1USZDcZ3YrahrRFH5ROIXl0+bd+OsS+54YffhZmBsSb7XIfIH+8LtwYg+JjOwI6ZIgpBmFnzR+PtWi4iIhRaTrBOVAeEEpsRHbdtoOxqdsTZ/wKubtja1JXSN6TrogEiQUqAECUd4YdmUcV+9+/t61NfT3dMbCF21cq7OuAWzZqE6oMu66m/hrE5dibQdbdzw6iaCfFbxOE40STY+sGNHzOK0Z6b37t/JOKQWq03ui/miSixeuagmncqaxTW1MjPV7X5q08FQMKonZNTh+rnTNUGYXln8wobtkWgckSDHmb1uJVl6z3RgjCCIlEzO8mTaHcf7/HAO6RbIMAsxRW2NKwQgPy/rs3pXGRgYGIxBZyAr7Hx7b4rOjvuCTYHo/GxXqnX4ZpVflp/feJK3cF9eNRkZxhVZ5IbVF5M+nKzpD24+uee9zX9970BMAVXFl3YfAMGKlIFJtKW7rFmpg/0hhwPr24d6WgaCUfRYyaAi/2FHx93rjzX4oj/f0/fajk53ZjFThnQUmvoTdf3ReEzujcmpop4pEL8KAY2Y4lHBKrld1tLCtCfvvnTSulmX/uiNuqONwJiZ5xVV39c7pOoaABBCEEmyaKHIYbFwpGkoPKYSICl/TFy85JDEGNPHRvOSDEtXIQJAXE20DQRtIgcAgAwQgKLNZiUcnxTT6grG4qEhpb+zKNtbWppj9hbMm5DNcYRpjMVC+mC3GooIbgcwZdDvv+/uB/7tW/f21jfz+VUpWe74gd2yiiaHe6jLZ3FZYwNxtIuVlZkuPh5o7Fy7eAaRo6LJXlWQmjRdnCi0Wy0hSXpz8964rAClQAnleSpKyAuE5wVetIni9CzvvPwMC296p62HMT35Wr0vawigwsofCSYQIZX/fPrCGxgY/J/lvBcGIABATNU2t/UX2U2EUEDQGPvd5tORY3tW3XLZtZUZA7JabReR44DjgOMIxyPPtwbC33120/ZwZN208tzUFBPlw3GGrmJd4yMDYQx0Md7c2hHy2oRthzpzBbByAmNaiqTJqrqrPWRDfUvAmluQy7SYwJtaw1pE1t9pGfJIjBdNusYGNRJDdBOd6rrDLpTMSuPtlpfrfH31nUzXATDLLDYMxQCSZV+YLoo85aw8X+G0DcTV1uBo4xhEQpFwhApI+CjDI4EYA8IoB5pOra5hYY/kz8gRjGFYh3ybLRnDBAAgWDmu2Ga3Ep5DjmsMJQabT8tD/Q6Ls7Igw5aS47JYmJ5AXkj4ekEQkTcR3k7s1jyvTeDYll2HH7zjh8ce+RPJzo53DPZv3Mi5PY7cEqrFRYFEIzF7fvqpN/axgqp0r1WXZTkcKstIyxCEbKu5KMPjsdq8FktrVzfylPCUCLxgMxPCCyYxzeF44NoLX/zRbRW5mRtbfZtbuwOxRLLDKiCOzSrxmgRZ12OMiUD8mhGcNDAwOK+cf/OWrOsCnemd4XiZx5KcQ0s4+uQT2wWH+Z7vXJFuEX0xVeB45DjkOU4U3LkpOnI1JQVx5NsGA49dvfDrZTa1va6/109zxgsWS8QX1WNyTnGOJzsjEElsr+9dU5kxMc0Rl3WHSIrsxMThkvmTgCWYTmwiTQCooPcG5e298ZODsYNRTOhACZoRJV3p7YvqDeHndjT9+ZGNenw4YNsRlS0cTMnwzM9Mc4ni7EzXJLdtnMPaFEkMxmUABEKQ8oQKhPCEcEgIIlEYQ0JRlJDyTEvoqkxEy1kXBAAo4SZWFdpEKekRIkFC6MGTTasWzxclE6E01e1MKRmvqwqANqskq7b+qCt7XCIaYChq4UFGKdMRgXdnZDLQJxWnoA7HuoK//+vWN//4lp5q7anv8R07nVKWy1RNUxUJ9b3vnoBxk3JnzcBgd8w3EBvs50V+CLgB3tQUU9t6BnYerwPCIcchz1NBsHqcIOuEoy6X9dLL1726ceffjjayUUEWRCBk2MgBAAAhZFaKtMefACBxBkZDHAMDg/PM+a97S4YcCQDpDMU9IrHyPAPUmf67zY3hupN/eXJzY0xvldWErgMhnMB78jLtqZ6WXv/qKTXFqc7jPYO/eWVLZiIoNe7Qdr3cVXtS9eZ6ijOUQKczp2JWhXP6tOLOGNt3uveCIu/SQg8PuoPjZqZK0yrTiNou97SYRHRbhEEFTAL2DUWPD8ndEQaE8QAi6pKKbrd1tZluOXZ6qGsAknFFAEC8eUrZM7/8yrh0+zVlmZu6h/YOBPb7I3GgRDQRQSKchFTAZE9wBAQQKKbYJEGSQNVR0xgDPRZCwUS4kQyUpLuDKFBaXZJbXJDFU45SHinHi7wcj1NRqqkq5yXBaREIU3irgyCVOOYIHBrobQMgwHTkaay/W1cTAKacfLfPH1swrTAvzQoI7XHl+eNdu3Z1SrnOjLmLiJpgqqYpzGqzFCxfPfnipcxfx1Sl63TXoK9vcCAkA2jA0p1Wh9miM41wHOV5k0ngJGFZzYRJGR6CJJhQ6g/sfbquK8EYEg4INxqkhWRPcERKyNw0W21AjesMgRhV3QYGBuefzyE4OXJTjTCAI33hyhRzshNNUzTx7798vdcXUglhw52hCfLc9LlVeZmpqsq21TX/9uq1dy2ujCikoblLi8UdPDF3Nphd2T1hXQ0MMUsq50qf6pW+sbDElpFyoj9a7LBO91oL3GK+x5wqBtW+ZkgkgKjjvEJY1j0WIRZViiDOmXlAWkw0j5k3x6O3uLRAXNYUhWn6sH4WIZVO683fuyqtpnxShvXZRt9QQgVepHY7tVqJKCLPE44jlCIllBKHyM3JcZR5LGEZ4nEl2SEBEQVgWmSQc7jHRiYBUNbZuxu3f+0b114/ffy3Vs1wW6yqooGubdm5L8vrFQUxrGHE18k5MxAYLwIXVK3R2nBHfSI8JEcDje8eTQSHqDXNRKG8OK2ubXDN3DyBJxT0hIZHeiNN3XpKSZ4eDzFN1cz2cVesm718st59FFRFicdP1Ldv2nGyKxiycsTEcQ6rrW3AR3mOCly2XeRNIuWEyizvRWV54z1OWWN+RS92WCjHAc8DpUhp8vtK0ozxlMz22npjyqmIDEgY6AAMmWHhDAwMzivnO3NyIBAOh+M4UvqW0HWJUrdZ9MdVQNzTEyoxc30MYzoDJEgJEbi5syevWzhv08GjXYHgxYvnV8TbFmeYJYe50y93DwTlSLy3bzBv6qSQr1ewekyZeeH6I91tPo/Il+R7QsiH/DGJ0FSXyWkGNRQWLALo8aOHW/Z2xotTxGxOK3MLqsV6YbolFE0IdvOqLJEk5C6FHWgfDAaioGmISAj33eUT5950+fa/vXz9YzuCioaUJxYzEpJsP4qABIEjUGWTbp6ZtyDP+UrDUHMgoen66GIRIZuwQLIVOSLTVEREwgESBlDfGywV8Pv/9R/zL5jfvHV7XZ9fBZAZu2bRzPJM689uv0hUglJGuRbpExxO3iQFDx1z5ojRjua2U11bNx3LHV+WUlSuxSKeVPGlF3cpKgqc7gvLPHKars2cNy433xk6chKIKrk85pyC7udfIKJGeG7TG/sb2npfOtmd5nbawiGrLlt1NTg05Ob0BZnWQY5H0RKPyb29fVwoMLsoa/XCmZ7srBnjiw8dawgkEkk5kuFms0wXCSzKtB/xJ9qjSlKYBUcK+QvyMj/rd5eBgYEBjGROnnfzNhgOh+PDOXaICDgka+UuU4+MGtMZ4umYlmumYUY1xoAQJFTh8N6br4rI/UdO95XlpVZMmOLf8CobGLRpMa/I2WySEgiSRNyaWxSXNZs3V9dDakfLG8d6TnQOcZTl5zgHVQhG1Q2toUe3t1SYmVXU7n+jNZjQyt3iZYWW19tihEB5dooaj0908W6evNzgG1eS+/axllhcAU01mwSXZPrNvdda87L/88Gn9rT5geMJzxFKcCQVhIBeahJ+uWbqnbfO33yy7dfvtodkbTh9MmmnKSKwQUVhDEDXOItVT8QAAMlwOmWCsXfruxaNz8wqK59UVfj6xh2D8ZiU4rzusguX1GRklo6PdZ3i7R5NSYiefGQROdDff6gJqS5gvM0Xt6Zn51RM4CQXF2uNBEMb9zTrOstOMSUUlQcyriQltO0Ap0fi3T5LWYl//4Ggb4hBvLe5908vH20OJfpVUpDl6TxUK0fCZjm+LJ1eVJKSUp338ok+QeTishKSteZg+Hhb77Tc7PGl4yyqNrskjSdaffeAxnRgDJhuJjjda93ZGwkqCiRf3uHyCUQAw7wZGBicHz4n8xYIh0NxIAiMIQxnDw4k9Blec1tMAwQdcFABr0SRQ5khIIZiiQkTS6+ZN2EgNHikq2/l9OmCg4s2NR9qH3xqb8fpVp8eCWh+H/a0x3nRnV+OJilcf5gmlOeO9532h08NRAWBBDX12dpAW0g+3RWQVf2FhrCNp7eWSCd6w0cHFbMgpLucp5p7OMRgQu5MkLlTx/9t82EQBKLp+UU5d84umnfj9f7tm/7t7+/2KkB4DimBkTwKJ8H7Zxc/+JMbw17+hp++9ubJAf2Mx0aQIqEECGGapqsyIgJj1GrX49FhBRfCIRKdgcpgqLV90ayqH3zvl7vae1VVEZxOajNffuHF3Xtf1wb74t2NmkYt2aXIYnEZ/A0NG9bvbzjcVeI1DZndZVUFILlYLJid5zmw51h9b3gwqnrNhFLsqu+0IuMiypBG3dmOnveOEAfbuaP99V2tp4LxGOVdmek5TltvY+uq4pSrJqY5HfbU2RPvevqwznFaXAXkLUwdUtWQrG6ub3nqrS1P7963+eTpqxbN9bW2doTjCJBv5kts/HtdQVnTcDgvlI0WwyFiQV7GZ/3uMjAwMIDPy7z1D4VD4cRoiRQiAiEKYFSFxRnW1uEWYRDWYK5D7NNQAR2Q1Pn6V82dsbAsPRgcFHhTWn4ZRno8etwmce80+zd2RA91Dx3rCvx/9u7zzc6ruh/+Wnvf9fQyc6b3otGMeu+yrOIqN2zjFjqGBEjgSUhIQhIglYQkdAIJhGYbgwvulmVJttWlGZUZSdN7PXN6u89d9/69GJHnL7D0gvN5JV16N9e6tGbve6/1jc/MNna2u7weaiQhlz0zlhpczNu2E83rOd2uktlo0lhw6JWYYRrOp5oks2heXNTyNjRVBSMNDWoutqMxOJAobGyLFLyVL77To4bDWzprH61WN+3oSg6OHvziT/rzFsoi0uuXjQAoAD718T3rP/vA155+7W9+dDqaMxEBCBKK13dnEgQkwAGYw2wLEYAQqrqdogbAgXNCxaZwkCBoDh+N52pt68LQ9GgmzRkXZGk6ldmyYV1H1zLHEbXokLW46G5ooGpEUsx8MlteTi5cmh2fS3c1RBp23lYYe0+t38Rz8y1V6uGTQybnGYuHFDqQzN5SE7g2k1u2rSnbPTgay7x8YvLMRGzSdBgl1O+5957b+t49v84n7Nta7w75Ck0dX3q2ezKajChSnQhudDIMLb4UfgMW5yZzNN1+/dTF2ZzmEXBVSC2YzuX5JOds6f0kIsLvcoKWflKl9lZSUnJj3KzTWyGf1+F6c+Bw/b9CojEWM/jnVkYuJC0LOCDMmKxBwCRgqMy3dcPqkdjilsZIq48YuZQnUOmtbUr1nq/0q1UycRFuoZC3eSJbLHejPxi0ioWwz4k4ZvdEdiFvEESbgcFIAK3ZIs+ZcHuItXppzrBmskZEETdvWFZWWblJyE8kCh5J7ty56fzpvvG0ti0sf6hOfnbRPnMt+vax7u54FomA4tLCsKVN+HytX/7CX33oQ1/76Vvvjdumg5wjByS/W0qC10fTEREcm1nmUl+niosbSynkQBA3r1rxiX2bD/WOMM5PDowtFHSdc+AcHK6EQ/PJ1AcP7JcwKtWsLUQXlIomakWJr8oXkQcujGOxkMjryUR2++MfK8wOG0XNFar2uoziyGj/fAEJLTpsS4Wn0SNfixXbyqTzV6IvjcYHMhqoLqAoyGLXplWVobJ3XjuaNJAJ4pCn8mvPnZmaTYiy2BpUR4+dmlcAACAASURBVGxIMDQdDojoOI6mOwWN6wY4LCzAnubySolciGbnkmnObERy/e0osKX92UutTqBiQ13F+11dJSUlJXCztpZwpP/3zh4IXVrQgQSQkLTtjFj0oRXVSAgg2JwXOFYIJJ3Op5PJj9x2u7esxYtQkY1Gj/8WveGaez7gAG9vK59KFusk2FfvaQl5rvRcdewi94YmR6Nrt7Z/cUvF9hpvRrOLRcswLYPTLtGocIytEYlxZnBepdDOCu+unasJ8DMjKdsRNu5YN5FkYdGoV/gDNWpc8l5IO4euTR+eyXKOnLHr35M4B8bbXOK/f/aBN8/3Xuxb4A5DzhBh6TYSKUV6fdiZIjRI9JYKLyAuHYGYUSSK+/pSLuacujLQumbd6rCfA2QtK22agAQJdRzH0ouXRkbyzEXDnSQzXNbZYVp5dEW4ZYneyOaH9mdllyNL+XzB1PLelg1zp16yiSh6Kh5+/JbOMjdw0BzuUJIqWjaB4f6FV+YyKcYFRQaJioqyduOyh+89cPL1Iy5CTM4HC9bXnz2XTeW9bmmZwtdUhy0GsiQiQeTMyReYVgTTliWpTBb/+Yl9EZ/n0Mh8RiuCbSMQwKW4Aw5saeQBEUmjP7S/sfEGV1pJScnvuRt9ejPcrkxG47aDsDQmhdczwwgBSjOG8/HNDa8PxTlwJCSPBECwKZlLZASfm6iumvouT8DtdokWkdSqZe76aic5v77WNxov9owlKxXi4zaRparOtYXYnJXMBurLIrrVEfFkixbjXBZI3oEWL6lyU0kgCxmjwS9v29BSt7qr9+xA2CpuvH1n0ls59tabwTr/GgoNTdU/n9aGpmJWrgiMAXCkhAgCQXQR+qGVlf/+Z/c7Ic9n/+OlbMEEzpECIYRSQj0uxgBsRhC8BJ5oCn/ltmXugPjmtXkAjoDoMMEXcgxt6QxoOWwxp/3RBw4c6u6zGOeAZOlyEzgHUEPBle0tzXWtclmdsThWTEWJUi4pIpHcstuzbEX9uTMD8Zy2fNPGSH2L6pOHD79QvnKnWubvCBr9AwtpzVnQnHIVp/NWd9pMOY4oC7IsS6q0bXvLPQe391yaHHjndNHiNjguVVjh4e2is1piTxzc9cuRTLZoOw5D4KDp1DBrPcqtK5r+4PbtX/jwfUeOX/rBkW6bO9w0gLGljg6EAOPX07oRQ6r7u5+5/6NP7H7l3OD7XV0lJSUlcLMuJ2/f2ty+sXlgPG4v5acQigK53ucIFhne1VW1mCrOaObSdiubLHVBiGWzB7Zvu7wY9waryxs6CRFRkKk7JFXWzp/v2bahcdvmlvlEfjSai45OVbe3du67w+O3Q+v2RCKCEU2uqfHW+VWbc49MNcshQCSKOc1a2xpZtX/zqUOnvT7/1kc/+Oszo/2vvtJSE6xtqvf5vNHKtu+8cdnM5QjjDDhQKntUtyze0RD49oc213XV//bElb/4+fF4zkJAQpAgSm65bGWztpBlhonI6yXy03tXPXJXZ6Qh0DOSeOva7NJgOxWFhvJAuLwsmUwDcI44G0/ffd+dH9m16mj31bzNEAAFAQA4RyqKGaYvrwtHyht4JpY/f0KpazRyi2YyQWXFXV6zZe/GXC43Mr6wfscOJVgXrCrPDJ3x1ncGGmpWes3MXCxWcOImswhfdDggVVRRcSsP3NV15y3t3acnrhx6J57SPCJUUiC5Yi5v5Ezr4Eceey3q9I3NEASfV1E5u6O98a8+fOdn77llzYqunTs3/ff3nvrOexds0+CcgWEiIVwQlk7e4DgAHAl1y8pf3Lbj8T+63RfxPv169/tdXSUlJSVws9rbkTOj3mLusfs3nOyPO0Vj6V390q/8S89NuMP+aGfrWwMxgwMSApQQKhBB0B2eLuQf2bU7aTgzWdOwWD4VD4QitpEqX7sBZTG0esXytnCLX6C5Yu+ZS8u3bnBVrrDm+pVIVVmFMHRtdmght7PWszYohyXKgHOHKSJdvbzhzLXpgavzelnFf/zw12S8vy7s69qypmiQ4Na9X/n1OzMLixQ4czgIxFseeGDr8m/vaXDVhP793dFvvTl4biJtOnzp6xpB8FX6O27bPHGy39J0AF4n0t9+clvHtkbBKxdz9mvHB87OJAFAoMLa5vrZtLYQT/Hr7y8QEIOS8Idf/mJ+qP/UyBwHQEoJocA4Y3aGsTxzWupryiprC2O9eiYV2Xq/6AuCWbBSs2xhcll7peNoo5Ox2sZm2VelRupYcUHwhL2VbiGTHJ+MzRU5Y8AJyiKqbuW+A22FhcyvfvwunZ//yKbK+3e1rKz0BNyKS6Q6Y/d+6hOn53LPPP8mkajDeJNX+e59u2zbfvmtc//26smfnrj0ypFTh0YmzYLGOYOijsCRUqQCEETGgDmIIEvKH6xb8aW/fURSZQB8+vVz73d1lZSUlMDNam+xWOLC8LwsiJu3tvVemwWHLYU+L+0sBMS5rHHPxuZqAU8v5JEgUoGK1BPyegO+sdmFc0PDa1rrGyORQtEQmekihuSvyF8+rucLOvMyQU2euzZxbe7t4WhqcrCtucZV12YMnu47NRB3LNMw3h3L5myeMazhnE0JqJI4niycurrgp1bv1YmVLoh43ZLbvf7ufTpx/6Z74pX3zjLLsR0HGPdVhP/27z+bzua+dXbs2RNjs3GNIKECuT7ZjVDeXL7jvltO/+odI1cAAAHxazuatt/WgQJhFp8ejv301PhkOgcAlcHgQtHKFDXO4Xr6G6IsKRtba24/uKe2Ivz20XNJw0RKVb/XsS0OBADn8lrcKOxfv81dVZntOyWEI4rPi2ql6K2109NazwVxfrbnbPfgxW4hUlVR1YRyiFkxS7feefnEycms7jAOXCAY8Mi1la6LF6bPXpo0Gayr8BSIBJQ3dNWkc4475Ln1yU/2Jc1v/uCnQIBIgmOyR3av3rV25Z///I1LmVzeZsQjLSYzjmmwYhEME4ABEhAEoASBg+MA56IoPbK685//6aPu360VLbW3kpKSG+Mmtbd4NpfJTaT1bU1BFvAvzCSA86VYN58sVilC3uaT85m/fnTr4YvTGUCklEpiY0tta3PtXDSZymbf673G8tNbyKx49u1k3yWlpdPbttZMLQ795uXDb3bbPvfwXCJtGYOTidcPnXQWBqsV9uOXL794ceHqfD5vmDYgATqdN0Zzdtpk+XzRsew6j1iuUL8qcUHcvP+W4Zn8c79567kzl20OjDlgMU9Z4PEnH/nFL15979C5VDKPiIJAqEyX5t6oiAce3LFhy8oXf/SKmdME4G7C1weUv/rwFskrcZsn53J/91Lf2xMxZhmAUObzaoZtMY4cgFAETgj50wf33XPL+vquzmBFeWdQffFErwNw4I7t9+/fMT+3kM3pjm5Ozi4G/K4Na7a76xqyV0+ptW167/OZ8+/KLVWOQlNDc2WgJ+LJ/33utyPzEy3L2pF7zr/60qnu0ZRm2hwZBwGJz0XGp1O5gu6XBSD0ctqeyBSzJrx4cZ7XVt7z6T/pvTLYRcabG+qiGSOr6Yi4d01zW33L00eOFxxGFZHpJjMtO5VGwwTOADgIAgoCEEIpRQ6yIH1oQ9c3vvMFT1Bd6t/Msp55s3Q5WVJSciMstbcbnsKFnHPu5Is/e3fs87e2XfV7jHRu6V/KBfr9D+2aXky/fG7GXVV5x7rmH/ZMIiFUFnTEVa31faPT1SHv5zfVbBEy+Z5xrejYHCZ//P2Vj33c17m1WhCqZi47w/ODFAeTZsq2mZW7+tTZX5a5F/JWvGBw5jQHVR/lNncUzqMmi9lGjNm1LrFgshq/Wl9VlgIh0r78+S9/2xWPPyaRESKMUpp3h1bu2Xiuu3d+fIYxLiIRBYKUIEEOgBx23bmxrKL8599/ycrrXX7l81vqW8vUoN/vrvIBoJHTfvze2MsjcXZ9vT5WudWskYXr24YRQOSO/eb5gS/945cAGAIsX90VdKkLWvF4d/9nP/zYFz9y99kjh7vPXtQy+eirz8RXLS+rbfevJlomJzdtYjMvdv/0pWvzaYsQSBeSecuvij2Hj105ey7s885OR5lhuQROEWwGIvJ03iKMqAJkGVAEECDF+QBjd9+/6+Bdj546cWak92zDLV0f39H+5MfuGZ/NW6AEZPl7P3g6RwgRBSTM1nSm5cEwl4Y7CBWCbnfCdigVPrdv1fHz45vaq7/0t5+b67ncsK1DIMAY73m150ZXWklJye+3Gz7Wncjk8hpwdAhKFsiKGk3ngAMiNqvSFz9356q9mw/u7PA217WFhDcvTRU4Sqqyfdvah/fu/+DuTQ+2uBt4LppIL+atdNHMGo6ey2Vi46o760pPxHqn+gYXJ2OZybylM3Cr0i1tFR6XkmO24TDbZj6Bx2yaMhkhmDedhGYGZZEzqzHo3tjV3LSitaa988K12fTwaNea5vVb1xy8+8Ctu7ZmRXBVlR8/dt7MF5E5skumIiWigAQRQPWrt9y+/an/ecUu6C1u6Vd/tH39zubyuqCnNoAidXRnYCrzhWe6DccB22K2CQhpw2kK+aKawQGRIBCKzIln8/lEft9t2wiipEjnj58fWswgIZcX5h6+/a62xtDGdY2r6wItXsxcOS1EanxVnbZjCO6IqzLipKdnZhMXplI90fyCpnc0VXrdCjEdyi2REsd2OmtDG1ory4MeU7eLjkURdA5UFhS/K1QTbF9d/+hDB3dsOzi+ML1qRcfOvftr2rYrgRZL8Bd142L3hW/97wtnphYYIKNopQvMNJ1MjnAGnCOSZRXhLzx64PTg/IFVjf/6vX9+eNfaO554eOzqwJ9/42d37Fkru+XZqzP/8PQpnVjvd3WVlJSUwE3bWhLP5AoacI5EzJi4irKJvOVwBoAJB1eocsf2lYLPhwI5cm5ocCHNCTUBZ2OJazOjD+3aXhuQlI5Nla0tkYbG6o7amubK2hVNTZ2VqpFDy1F9ckWdd1VbcE2lW/b5OoLSTFLvS+phiTUEPbIIjQE3AV7ld62PuFQEQCGhaTaH3V11azev9q/eMZeXJUe7/08+U7t5i7vaZ2QWv/bUK0dHF+NpLRtLMctxexRRlakoICEAKHvlh564882XT2QWkoh4f3P43ruWIyFICAoEkToo/cfPjp+eSQHn3HG4bQKA5fCWsD9jc9N2gFAkBAjltnlpeCafLe7esV5QJFnLHTo3YDBuMp7WNZ/LEyyvcJcFPdU+b0PFYu/p0YHBQO1y3TKoWlm2cndNU3VNtaci4vMHvRYja9a0rV/bgLliWdE52Fbpy1uTUwmBEiYKsXzRJ9CutoqujU17Dmy8++Btdx+4t6a69VzvWb8nML1YON03/NKxEz994c0jr/1WmhzuuTA4tpDMMcdBzgqmj7N8OsstiwBwBELoJ++/9dEnP9zikz/7+Y8pkuxpbqEuz/P/9ZNfnL7af3lc1vV3Tw6/MhUPq6XQgJKSkhvhJm0tSWZz+SIAAgiVZS63aSct0B0HABln7wxH15Z5m5c3AJCnf3X4yEQm5JH9LlFzeCarjUYXd7c38YHzmmUKkSZ3Y7sYqfU0rheC1drctDaTYoapIBp5092+OqQl0otZv8DCbrExHNBNPahKHDFatNOmnSxCuVuQVdXrlSzNIAwujqV6uy8bV8+nAa9d6Yvo49bo4NFXu59LMQYsl8wtZXa7vYooi1QQqEibu+o/+uQ9Z073DfeMIueI0CjSO3a3IkUQBRRFZtjoD3/+e4cLps0BwbG5fX3XsEeW3bIY1y2CBAiCIIJtM+4MTcYfu3O7PxyqKAv0nugey2qOZQ3PL7rd6nPHzra3rgq7ffNnzlw4OzZ8bTA60VfR1FKIjeTmRoP1q1pW71y+ZuWWXXtaaiK5y5fGj/XWWnzX4wek1JyeLTZU+EYWMzJhPklsVITZ6ZSRtO95/BGPt3b2Wi/PXXP6r7DxS1f6enr6h+JTE4X4/GyycDGWuTidyNkMKTEMa3NjZGwyauk6MgcBAQkVhC3Vkd37twdd6rf+9YcTkwsrVnUIqu/Is88dG5waT2Q7kD41kcmbZsR948MFS0pKfh/dnPammKbk2AWbMyQ+l6sxoMQ1K2s6AACIOgPMF+46sA5l9/G3TvcsFvKW81iDt6bMPaVjNJmczdmS6pGTudzU8HQO5gogWhleyAm+kKCAk9XnxuLC2ltrggU1k1a47a+vMk0+OJu6Ftebgqrklm/d3NYQ9uULRqJgVgXkSKTizd7pdEGrcHHKLC4wKZs25xeOvnP1Wu/EIdWfZxwJcsYAgVBUXSKRBMXvalzb5PJ4D71+erJvAq6n3oDq8Ef3LiOqQkQRAElZVf/Jy99+ewS4g4QAZ9w2ARCAS5LiVaVY0QLkSEUARIrctv2q+vknH1K8Htnj3rFx+ULfQH88ZxS04fHZhcX0b46eWDR559ZdTfXBSg/tWLXclRt2Y85b4TGnu3Nj52OjYyAaybdeGX9vsDro2vjnn1P1KeawI/2Lb48lIkH3YlZjNhQ51obUiAzPPv/qoVde6L3QOz4wFqjyV7TWtgY9K7w4nLAO9SdBIonFPEHkCA5naPHqsvDw2Aw4DnLOORBCOZDzs6nf/OrVb/36zb5oWvHL//Wj3x7cu2X43NnD1ybCbpff5xso2oZerPKJ73d1lZSUlMDNam+j0WQqm6/zy11hbxqkcr9yYbEAzEEkQAhSOpuzdzcEqju6anj+vQtjhkP2tZR/+K5NI8NzGRAHpucO9Y09d3V80FEqfa5XDx15/tzV9OJiRECtwHRLdK9eWRspzp7sOXl+Uq9p9PmUEz3jI/G8R5I/9sD6ve21hbzW1ll3686OmeEZLgm37FhfQa1PbK558MEdO7avWFYXaq33SAhqVegU98cUWZGIZTkicocDoURWREUVDc1cHI3ND04bGQ0YR84QkRDcUuG588AKFEUgBF0eZph/859vXk0VkApICTBn6eUkAFJBlBUlqVuIFBCREqACODbjdENjddvKVgTwhIKbVrS+e/jUom7mc8VcVjMMe3gufqRvvKKudcvuHTQzLkguua6JctQmFzI5Vr1hY/HYIWMm3Xn/rZG7D/qVgp2LvXK4/52++aDPC7azoDvRrJYx7LmcgS65xuvum0kwSg1uLUST/WPRycU48aq3dFTbuhnLW7ZpOcAESvWiaVlOecg/M7eAjrOUWQeUMoJcEZO65Q14VnbUv31xxGDw8QcP2rnkC8cvtvuVSdFXdKxCJlcbVt/v6iopKSmBm/btLZlJpHPJojmb11tCXld1sJrDdF4nBFEQgRADyOELk97s3NptWz923y2Pb2ndddet/sbm/S3+2ehiHAXDwZqKconw3569GKqsfmj/voO37A8GqWhkExPzdcvLJw4dXVzUyzpXLdu99uq5i2euRve1hP74o3f2Tqd6E9rKDRuudg/Xb9q5oqniwtlre+/ZEfZEgl53eVeHjWGldY1Uv7Js9bbalWs3blq/q6V2IhaLZ7IOYxw4IoiEiAhm0QLb4YwB5wQYpUAoUoKf2NHRubEZBAklBRj54Xdf/u6FeY7AEQRCKLPQMgQERojl8IaqirRuOowhIb8bbxcc27hwaWjvui5/OEgE4inz37l19eLVgWvxzNJ64qbG2l989c+3r10miigEQ1K4nAoiNzkPNUZWbmJzPRiu9u9/eNQSmhurrPxsZnbh8qm5jfs7U1ahQnQay7yr19b98Z8/0NzRcOS9gc7WygzFcH1ly9qOdTu37dizf/Oeg8s37Hc3rGrt6mgMqsnZubRu2ZZtWA5HvGVDZ3s4HHa7puIpFATiUlBVQwF/S1NVKpcfT2QooX/9yQ/mEvHXj/asLleni0Rzy/lsXs9m6it873d1lZSUlMDNGgy4PseMYDt2z/S8n5IvbGrcUu+LFqwmYv7LUNECPl80v/D85XPnR777k69XNLajmQEEtX316qaJfp4Jh4RioXBtcoECTyeSv33jjdXZaTp6Jc9Zy4MfKPYe9VSGPDVecflO1EYuX5j5yI62nU88+r+vnn3m6fcA8dcvnZcIdk8sfv2bX91w8mxqfrF20+Z0zj42kj139erY/JGCaSUWorF4pqnG09Za5QJYHnYNzuctwgCAICBjImeEc4YAFHAp7AZARVjTUU1UFzDIRVPP//Ltb52YCEoYN9BP0Q32nGm6EAVKUzYw7lybmN3c1T4YS8WyBUCClAJjjDmj2ew9f/jVPV0tH/vw/etv2VzRsew7P/inxY998dhk3B9wf/1zHy0LqAA2EV0oepBp4Jhc4G61ilkLQt226cn4S7/8+T377zLNnByOsOSFpr3L/vupdwzNMUwuKlQejQuh4D2feHLjucmpVOyv//Eroqs8kcrFE/HTF2cnZi5MTE1NZQs5l2AlUkK+SIBxzmSReutr+1K5OoJTReOuHet0xI6Wuu7BiYKuXxyesXMZOVJ+cOsGySj84dd+XiyaqyrDCVlG4KZedAz9BldaSUnJ77kbPtadyORzhaUUU+DM0syLWZ4UhO68vShK9/nptayzFIgzkGN0+Or56cmzswubmmuJpJZ5hOFospzCpbFZy2S2w1PZfCqa+N/DlybTuaZlDa2butT6Zql1z5gdaW6tjB0/1FhdvfzBD//n95/pPXnWJ1G/LLgpIHPK0KmoqmioKbN0fZ6VPf3LZ7bUKt/56Wvvne4en16cn1nM5vIzi4Vp054znPmcIXCwHEaRByR0IX56ReXHuyJvjyRMzv8vt65MoJ++b6NSEQIg3/n+K195Z7RcIqv96ljB6pKhP5FjtmUyR+ccCAUA23GmF+PtNZWRUCBjOmwpuZsD5zxnO32J3G+OnrvU3dvaUF7dtHzgwpVL0/Fw0GWn4yPDo5PTM6Pzie5r48OzC7LqUj2ViiITMTgwOvLUb1+IF4x79u71hkN2JjaSJ9/80RumZpkMbIqqWxBF4dzliQO3balf1vHuyUtaMfva6TO/+PlTP/vFCy+8cPj0yfOD/aPZtCmH/ZJWEJlDOFAkvroqAUl2Id4QDp4cmBxPZFM2xgva0ODY5ELSKepUFGvrqr9w/56/+PbTuUKxxiNnOBXD3mKhmI8nmGU11oTf7+oqKSkpgZt3OZnN5bXf/Q2BcVM3YnnLtllCt+N+38NtQadoRk0GSE4vFi/OJmKWfdfuXS5VdPnK2n0SiU6enEgDAOHIbGbHMpsUUwBy52c+5XPJp4acsclZRZGrvEVXmVdZdstz//bNwycvJzTdIwlF03Zs2ycACCQsWCu37y7Mz3oaGoOZ2Z5TfYsOKYjKfQdvsR07tpjY5hfag0qWCoxxhzFKUCDoEkmzT25vrN58x6ah89dGChZZ6m/AN4U9H/jgTuLyarHsX/zoraThxDVrOG8uV+lsTs+ZFnIO3OFLgUCEIBIAmE+mLdPY1N5sCWLBcTjj4DAgiAiM0rFE5pVL16YnhjtrKgKKvGVdx+DY7OFzl/vHJ4739XcPDsmqunv9loA3SFCcmBwa6DkjKd7NXR319Q2q6jrZM/Df//M8t2yOjm6DJBJVEhZTuaqaiC9EW9pXcm77w96JueTw0GxLmWtmIe6YuqS6K7rq/dyULJsiCgi11eUutyKm0gCcA9YHfYbD66rKerqv6LoNAMy0PGXhB1Yt293YeLX3KrHtlG5AwCeoUjaWNnN5zu3G6lJ7KykpuRFuTt4bAABgQBSEpY0X3GGGbmezTjZvZQpT08mnFnTR5+vyuVBAQjkiuAQhlSuC4GUoVjWtX97eJQNSAqrA/6PceGmz/5Ot/j/d21odVuMJ49CR1xfHRpiZ5QJC5NaZhKb4XI+sban1euczBT9x6txi1uBeRc6lMr2TKRvY8s62oclZQySiW26tDV0dGI0txrltLeQLa/Lpu+0ccqAIssBdEpEkYSTP/vvkyMLgWGXYhxw4AOcgcfLH962n5bWZ0Yl/+MYvR3JmGeUckDksRCGm2wCAeP0bGzCOS0mmAAA8kckePX+pPeDramoQPCou7flgwDlnjpNPF545euHLz7w+2jdw9qUj5y8PJeOZqdlsQbd3bFj75MMPvT1wzrCt+e4T4y8+5UdZ0fO+clfAXzm3mPj1sUOG21HLZSKpLlV0HJvbUFVb8ad/9fj5a1N///Vv7b/zTllQDh8+pTlICLWMIhISqY3UEcvLbEVAlZK2cn9ElbzplERABj4bS1T55J1tNT2Xh5htgigw01TcamdZ+Sf33/7c00fenZgbTmV0Kqo+t1XUHa2ISyNyJSUlJTfQDW9vCADgcABcOr6giADMsYu6rWlmOpuZjF5aSNV7ZVESqUAQ2EI0eaGvF+2co+WpJ1jV0NTqJS5CyojV5pLsgpNLF9zLV9mMfO/5N1/vHkkuzOdiUSLUvPHOqVgmtvGJxzxtzZ/c2aGqrsaw3yPJDsW6UECr3eyqasxR90svvJhMaa5I6Oix8yffPn7x+NnFyRlumSnLHM3p71gyBYciiAR9CpFEFAlur/U01Nc0NQQQkXOgHP9hb8vqhx68duLi7i/89EcXoozhvM7ZUhg354zzpetYJAIiAeTccRAYwPVEa8bsw+d7QggNNdVEVYEQzhzOOBJipHIc0DSdeF5LG4YCjAAxddMq6KJoffsH31jsvZYZ6Ms8/RN1dCqViNUGBK87ODQ79sLZ83/ysS+2rlilhGV/wJO3WVPATfzCF7/88QKvuDKe9/vL3j35ruQOpVJMQjIcTaLsQkEIB9yCKAgCFSlp94jrfLJdyIsERUSHAXI4Mzp74sq4bZsoCBQBUFhZ3/L9Jz8z3x//3yuXONiqW3b7vaKAdkEHioxxxe260ZVWUlLy++2Gj3WncrmcZjLGOEdEQMKRckDEpV/wOXcciQibIr7+oiVIlBDKGEpaZs/61UAEQQ3GR/o3zFz+YFCv141sSj8X1fKOWbVz92g89e+/ebeQyc7Mzt+5vjOPUjAgoW0mNLtr88beueitEVfKONyoDgAAIABJREFUcCyGB5bVlO2++7GPPfHjl4+k00m/x6tw9rPXTy3Gk8gZONfDuBWBLAt7RwN+4EwkRBKIR6KUExeIf/ep20KtzT/+yRsjaT1A8e9v6/jAH3+6GF3412/98vhcjgECY5xxglApEt2044YJwJEDICBBuH5yQySIgHg9MwEn5mMb2xqrKsJJrcgBiUCQILccpERRlUZurfWR+yvkMZvoVApLdJ8d/4TPwqKDV86nF2OXhqLVlb62PRtc3vrpmUsnFudNVb1r4+1FHp+ej4cVIWlYtz+4f+32e/qzxorm8vTApXNjs6uXdw7OTPpUsf/yNZQ94JiSyxsJe0TEJhE3+tQx3V7apmU7rGhz4NwHxHBIrqjLbg9FadXqLZ9/+N5XX3z9308ejuVzgOj2uH0Bj2zoRcvSCrpj2Q7jDZX+97u6SkpKSuDmrVT+v0uq63/gnCMiB0DkwDnnvEzgQZmDZXOBICAC708UZseultWvYvE58ezrlZJNKdlWrw5M5l4Z0Zvc4vIC+8v/+kltKnUums9a5sTQtZFL/dt3bFhZW3H8XM+Rsen1O7e/9eKbcYXdu65mIFloXtb1H9//0c4gNuhTUcv14zNXBiYWuGOhJHHbRqAAUCFL4XCQMIcjyBQEBIHDOm6VN/hrlnWOnD87FNU/sqbh8YObZJl++1+++dz5qYGcBUgIOhzRK5KdfiGpW+9FrWpVnNdMQI4cOCIRBGY7wBkwBEI4Y0AJQYIE3jj6Xm1l5O6t61+7MFBdHmiurzzW0+8UdFt15am4PSIIIqVZKcDpP66X1wQktNiGUDEWs3MOjSay1vBiC1OHh3tbast3o6uqvLaurCzBmyK1eTM2HVzZMk2CGYu0hT2z01FPKBx2vM+/fTzo8546fIKoLu6YQrDcSaZpU+Vy2WaierLoCJSIyChyDxKBookkLINKuYnhRx+4uzFU0T907X+e/7WZyaU0DZC6FElxqRJwzjhDZI7DERBKl5MlJSU31A1/WpLJ57La0nDA0qwXEIpIAAkSioiAWLTZiqBrZZV3xgJHoIJIHUJ0hsTIjr33hm9qaiFlKDK1LRiMaknd6aWBkdHJ9y5Oeg0tkdfyRX1oevEz921bnF1cu2O3d3JgZnrizbdPnb48sq9W7Yioz50fKeoJd2Hh3OHjYcb7U8boxasFmxcsi8guJIiCjITsrvQTSdiikl6TKhJ1i6QJ+QeXVe+5d7taWU3yxVtX1W3fuuzQOz3/3y9OvDGaiVmgUNzn4atkVATcoOKxpD2QM4DzWgFjJgO+NAIHgIhIYOnASnCpvXNExgGYk83nC0Vz19qOvqnFtY0148mMpetUlP0U9kZElZJ3Dc/ucuXOcj41Ge/rW7QSZvWy0KXB1OhsasOy6rKO2lBlPZHkBmYcHhmdzcYXZ0fOHX73Q5varaxx9fzg2MyQmJ2pCLhcFVVl1S3vvf7WWLwQT6Qkv9vKZKSKah+31pR7l3nFERMlgagEVQSFYYCQkEj8ghCgYldr64Fdu7KD00dPnOyZGHZRJ1mw4oUcRQx7VMWtUAamJOZymq7piKTBJfpDnve7ukpKSkrgpp3eAJFQuJ4NQwCXQrr//yMdAliO8z9XF2oD7o9tqn81xxcNbhr26xdGjw/PPUmzCcNqqJRll1AoWG2V7kWTtDj2109eMovFAVkRLIsz3j+++MBnv/Ho/bds2p9RBeHCSycv5oo5Lf90Jn1yeH5kMds7PFbpljYGXSv3bPvV8+emHKnCS2JagYiK6A85tkMIW9VSzV2CqmnUshkXXBS2lLm67turNLcDI/6GjvPHz33j+31DeceyECilBFdI7GJe2CA77RK+ELMKlgNAgjKZMwzg7PoTSwBArHPRuSLajANniBQAgDMAAkiAOWMzsw1NDR31VYPT0QM15WPA5jj3umRVpohkbRA3VJuWDzo6K1vzMD2upQbi21dVvHtxanhwamOo/shffv0Ko1/+1h8H/vR7F9O5ArNQFJ5+/VIso3lzeWVw1HfntsaNd/3gW08ZXnWqb5C7PMG2ZXp8njNGKY3HFkgqdEkISBJVBCJwTmwSFNEviD5VkoEa1NO1buuvXjrUn0nEbM0GCLnc/XMZSqhbQlWVBUI4AQvAMiyBkCZJkFXphldaSUnJ77UbfXrLpQtpzQRCCBKVitvL3Asmd5ZeFQIipYgEAZGSgsPPLBQkpEyWGeO2w3ycf7rSKQ9Q1SOiSCRJdBFo9Yq5VFax7aGsWTQd0yoC50DFYiGrFfSCod/1sU+taAqShdm11cEan/zOWPTOlXUf2bf2gb0b99+zLRlu+Jfv/xIY96kiZ0xDSQmXSR6/3+1eFg56ibl164pATflQNF3hVf5gQ2v5zr3ICQKeP/TaZ589Gy3a4HDuMCrS3R5umyxpYojYL6dMkzlLQ2y242iWTRDCslBk168n3aKUZ3zpXQkAAkHgDAgFQgglSMWcYe5e2zE4G3fb1h82Kx0+Mm0Lm0NACN2zXIoQwglXw4GrZscZ3jxFQ2UzC41t/tP9i1seuENyC6feONG6f/e2u9aLs9MTyfysz680NJW1NIClf/CeDVs+8cizb3VPgqbrenYsZmkZkFXLYFY+RYDTQk4M+j0Bt9/juW3/gbgtDszFbl23YsM99wXqmio83vLKmmeef2NSyxZsK80MAVHL6SnDAoRylyIrMkdGBDFn2NwwDropiGJv0a4JlZZylZSU3Ag35/S2pcwVTxY02/HLcsE0ExZ0Br29Ge160icAIiAhSBAJYQCptLbTr/aARBD/IGyF3ABIiw70TOVGEnrffK6K4gfqA9mCdTmW7ckjBwrMAhsBaTyRe/3QyY9+5InmfXd+fuv6me7uhaJ0QAmGq+uuzSy2r/F6fIF//vRXmj2ujMMkUWgJB9IZs7xpuaj4apzYfXdVNS6r7T1y+aGVy64tJh+4+46athpEACAMMJnWbMYpIUC5RLBDhuVuQUO7S2I/iwEHAESfyDMOWBwa3JLAWUtNearodM8ucs5ndRuIgBSBOb/72SAwB0QJARmSVDp7vHco7PPUuwmXnY0hYWctIocZQld4nZTs87qYIUoLqcSrl2EhnXtX53/XSCNu6aUXX46ALfo8X/niP331W1/b81ePK5cW7u7ayTxKVtf9dmG9m3Vfm3/vneOa15uej3HLUFBgRl6XvKLLi7YZFkWv1yUTeOLJP1o4ebizqXrvHQdAVb/91AurKl2tqjx1YSTFLAbM4JbDWRnFIgFZFhFYyOdXyj0yASGrJU17U9g7p1vduSIrfXsrKSm5sW706e2BjbXrPeTUbMHh0FbuHcgUkIpA0GAcKUGBEiRACKECESgiAiHVgtBV6cox9qVmECkwzhN589Q0c1GRcXJ0NvnUSKIz4GrwCsfnM5xKYJvAGSK4VDXkdp+9eHHLps2BstorUf1Syg7WNo3Oz08MXtm1ftUrr5197dnfzua5DRCShFq3OJY1ypavVkRxvVJ4/ZW+Y29enlqMNlDD27XnykjsnZ7xQiJRXRGWVNfi8LXX+mY5MCSEAH20nHx3xurJOd0FbjHGOUfOvRRyFpMJlgMbTBe2bFz+dx++49TlsYRuASAyDpQCcOAcyPUJDUTCCUFBREJTheJiTg9w544mj0CJCeKUKG1bFfjv/PKXrKarLBIxUmsqdNY/+9tLo/3x5LGBsVsDnh+e6x+aiiqq5AA/Nz2S0ryrtu87k8tvqapp9PnHo7GTb58723tUCSrDl8ZwKuZVVaTU5RGK3ipvQ5PfzLpMK1JfHvaXTw0M/PWPnn391DlPwDNy9O0OPb6i1tvQXHX8vcvoGHkH88w2we4oCzQ31FZWhJe3NGS9rolEbpdLPjYXFRU1TelYRrM45wzqQsr7XV0lJSUlcLO2luzdt/6+A2uq7OI7w/GixUKqnND0og1ICQIQKgAhhCARRSoJRBIIpfc2evbVCDWO0yhgXnccBh6VzKSLP+xemM/pGz1qdzR/fDFjMdQtK28DIAUEJKJCiSwJs7F8z5lTLQ3VVdUN//mv/3b+hV93v/teQ3U4Gs/+zZf/ySNLDDGiCp0h1SdLVwp2oH3DuoBTm5jS83rC4uejmSNT2k+feuH4O6dOnb34ylvnRgeGV1er7z796nhaLwoyEnQT2Oflh2MWYw4HAOQI4CJMt7nl8DIBYnnNdOxldRWf+sj9W9uqTveOxTQDyPUHowgAQK6fWwWBKCoRRSLLSAkBeKwhXOalJpK3405ZTfAKr3l7LH/xwqW86LqYdM8cn2aTCxfSubxhxnOJMU1vldTLFmuOeFWXUtlVcbl/5KWXjnhEzNnsytCl33znv94+fHTl2qaTL/f68rrb4wpU+DmQQLmqVTYTYodGrrn8rsWZ7NTAzFs9FzO2pWn62TMXoonsl558qOvuD+Sv9VLBjhTzG3x0wkKv6jGJ6/hcom96diiZ0TKFrR759PxCxmEut+LoBuim7gAC1gbl97u6SkpKSuBmtbdt65YtW9O1am1bpJB+tT+Rt0zDsjlzqsL+osMAAQgiEERCKCUiJYS0ADsgSc2OsxDVxqeMy6P6temibYJt2BcWsseiOc1yipYzoTloG8i5IyqICIRSYBKCTejszCIMD6Rmh2wq3bK6uaWh+nzf8M9/9VKF2xtUZbdI6nzKhkrXxVhxwqIycx5cFbm3S1nV4K7wu/vnsudHZxyTccchTuHjHWX3dUaefeGdAOIWP5zSVSJCnUQU3TifdziABCgTFCSqIqYNR0Du5nYsrwHwbKqgWNaBe2/b1FD+yvErRdsCQKAEqYCAQCiRZaKqVFEFl0olkYgCCvRs1joSh6ki+/Jt3q6A1aJP10vaq2enBs9ejKWzF208vhDPpKPcLHLmxA0jTVzpfN7yuOvLPLPzOdEnDpweHLzSx9PJ0e6Lc8PjmWg6OhD1imTD7Wtu++COlds7BwenG1rLLr/TK0wNr3HhVMaiNs06RgrAAoJIAViL23/39vbCpQuv/er4qWsTQYrLfK64Lfdk9ZliMa3lLdNSBemect9rs3M5xqgoeGUxnM0lGGdAEHh1oPS6pKSk5Ea4Oe2tzYXtLRWC19VSrpy4ODmRyDHH4YwpnFeG/DmHAwBnDAkhhKJACCUPl6vZlPb2TK4/ZSwUrGSh2Bsr9ESzummHREI4SzuEA0PghuUQsBlKQBCQm5ZJkGuG6VA6MhMdHp4YGBruHp4mAvG45Md3rx2fiFoOb/QpO+t8NpBnRtOtuzZvWdkeuXSmobbSJWBQEp8fjC9mCpxzAvbqcu/qyvLhhYwqCILPk7VgXueGLH4q6Pxo3jEZo4RQQWhkpkkhpjkAWCnT2cUEZ05QkapU8eUrs3Imf+cHD9aYmbf6phkyQignuJR1RwVR8PupLFFFpJJIJYkK1CUKdzarf7bKi9kiN2xqQo3g7G1XfnMhlZicKC7MOZIihGvB0Zmhc84023EYSxt2Pp0vamY6mtTSust0EtNzsbn4LbtXpXSD6XbDquYHnjjg8br7r4yfO3Zleiqan51b4xU6Q9KIJiiSbBJICtJSTI/A+P3N1fUCzo/Mn0toKGFBlIcgeEG305a+fFl7Q011VTCwq6r86NBIxjKJQGVZCYpUF6S8aTHHFhlWlNpbSUnJDXFz2tsbJ6/0vH0+bJrh6gAQfvjytGOYALxgOw4AqAoCZ4wTRCpLiAQJvdWNI7HCUKE4VtCuZot9eTNn2UnLSpm26TCBQIhy4I7uMI7UcWwEB2U3ODZSgZt62KWWu+WAyzWVKUQ8vvaAt1As3rl7vUtWwhJ/5Pb1d+xdX9kS+ebrF2csuuLAravTE/sbiadrbdn+ne7GhkOXJ6eSRQTq8vk+vq1916ravpnsmvaqu29b6zH1S9FsBsjBkPhWHh1uIwPkmKNCgSMg9chyiFkLmYxM6bpyX23A1ZctnhqajY9PfvJznyAzE7Np/XO7V8yntJQNQAgKoqDKgipRUSASpRJdrpL/2uTbKFuDk6lcumikbS1vClksJorpvHalQIFQp1gERDFUAaLMtBw4NggCN4uG5QQtRgqWSxRqWyqquxo8lcG+/rld+7dNDE2t2tFRU1N+9eLQkV+9Nx9PFuZjAoUNful0xqrcsnzZ3q5AxDeWAO6YANRNSHMoUOFR5MpQ87LqytYKXhacylsWcTatX6sEA8fOnk2nEmfHxlO6JoiCLEl+RVEVqWiYpqZ7HZCpEPDR97u6SkpKSuBmvZxM69bTl6LvjkQbIuHdm9ru3rv61aO9llYEQczbXDAdJRgULRM4UFkiiEDp66ZcBfmX0pbDuMRxVYVHKGiLGVMCYBwJQRmxSpHCIps2bI2LnFno2Ci7uFkkoiS43Eyg89mCySHidwVcqkKonM1r89GNt+3wBIPPvHr0xNn+c1Pxys27x8723iZNP5sOf+r2ciXUibK2Z9OyKW+7j1hutO7aWr787lsbb72SmZx69uhVH2N3RJRfZ8SajqpOO3tpktl2kYtY39mohkKqIAljg2++MeETxeUh166mAEjSy1FDd8z/OXahb/pvf/DVzx9Mx9fc8cDD50795T9+543hOaCE2QyRUJkipQigWQZmi199b+pS1siYJgOuCqRKFu9vjjxRE3xpoD9rOwjUyjgcABwLRAWsInIHOC9YTtwshj1eqohTcxlzOu2rCu98fN+21at/86s3jr14qvv5U1quWERu5gtuSmslPJy220Le/fftbKkum5ueP5Objl/sY6ZeSVkZAKst2/jg9r7B+d7L44sjC2WqWlC9G27d88df+UctneAMuG0KjHuBuSTRp0qEc1a0Q0AKFIOk9HKypKTkhrrxeW/pfEHLGjZhzjsTWX/Qt/fuLXUrlzV1tpY31ZgIjs3UMq+nKkRFkUiioChJKtaoUhuwcRtNIjzwyF1PHFjnTMxN5IomcxRCKCJFECmhnOmc20C4XURCgaNjWz6XKgu0xuOq9Pua/L51LZEnv/iYy8j88I2L33jm2NFj3dMz0VzBWCxYTbffGep9T7GsK1dGr86lxsYmIZMOB8ikVNPR3lTmd9+5ZVn80gUQsGLlRmVuvLUisHpV8+hc5sGP3z0wOTcYzZY3hD/zhw99+eMfvmvjiktHD7/y8rktEV+TX1kZ8dyzsnJB8hwbTQLnDGA2nTvf0/f4wx94/Ze/WMxrj99/27WRybmsBoiEEiqLhAAlNOeQFaIzndVEWdQd0EBwS0pHVdDULIezomHOF4qE2SKzbNMQPEEwNRAoOjZKMgqyoeXWrW559DP3br51bcfaVn/InS5ao5MLQ++eyiRSkkM0BM02XbpNkMeZ0+BXbn9434ce2FPrU8xM7kKKp2Ma2tYnI75NdWUXbeP8mauzCylPSO5ezE4YTky3mts6T506GfYEtKLms81Pepy7/MKCJ6gqMqQtnisUOdSq8p/ds/bcTPT9rq6SkpISuFmXk1zTYpkCB2CAYVUcjBmTc+m6co8qi1vXLf+LT/9Bw7KmthUtf/rhh4WAay6VkRXR4TCnusVQaFuZK49isLL8kccO7t7VLE3OyV7PWDytECL9P/beO9quq773/f3mnKvt3k4vOk06R71asiR3W+42YDDdGAg3MSRcUu4LcLl5JPfmQSpkhEACCcQhxGBswMY27pZlybJ679KRTq+7l1VnuX/sI9vJCBnvjfuQ/8j+6Ehj77W31p5znTnWd//mryEBBQQhgqQgCQAqv4JEkwpQqS2LWjcsblsz2HXDNcu2ffimnc+8+rf/sitfq42Wqp2ZmI5weq6UWLaKEtQuHScV75W50tELY+ncSIvl7J/1l/e1TJN4ueLfe91KSt3Mus0sGkkOLDlU4N949vA1A5F197yrtyu1Ys3S928cOPj6/trYnn/58S9ee/boe3sS2Wo1adCPbezu3rB8CvRnj4wDKAQEwJmS/fgzLz956Ozz+0/sP3bqAzdtaE7GS4GwfYEElAThSc2knRrd0hKedUVEowLoQHfzX3/54/zoxXNl77b22Jzt65SmdCMI3IBQ1EPK99C0CGMsnAxqJb9Ua29rWrtpxeCSnuXL+ntb44994wfVmWyYGB4jAqXrugxISXhhE5e0pMY7Oy3dTMfTsXia1mYvVgMzZF3fl0y2xTJ3DA5s6S3V1BOvX/CQ+IB337QtHE2OTrq39qdw8uKvm0ETw0Nm0ovEGJduoeJzeN/Kri89eM3qawd/+OKhX/XqatCgQQN4p+RN1qoppubswBciREml6nhuMHxp7tTB0zt3Hdp57GB7Mnn89IWdB48+ePO1E4HrCEl1HQkpMzYRCm1cu+hT77lTD6WiLckNqzqvv2lz5eS5E9kSAGiEBlI2a6QipEs0AAAhkRmB52TiVldnS7IpioH72D++sPfomKmRjrAxXrLnbX4hZ3M9Ee0dzL/xctK1PcElw+v6W0bjHS9O+zPFihFUVvU26YY2cfFCprWjVpg///KrR/YefvyV/X1J44EH7x05cNQZmZg8cvyP/unF7Sen9p3MtuerV0fp7sm5pEEfumZg6bar9bDlnLh4JOfnah7AQtnJmhBCKUNBzvaOHD8/U6l1t2SWtKU0QioBF1IynV1UbHV74rpFCZ2QuG6s6Gu79aMfqk6NpVusx4+Mh6nWb+hJjTiKSLuiK+HzgMXTqIBZESBMQzmx//jZvSdnq7Vjpy7+09ceLV8cz/tcI1pNci/gJkdHilLgSMRoa0e0p+3cpfGXD5x45eDJ0dl82hIxCy+gtmrjqrHj01MXyiMz2dPzZQWoM71/aPW3/u77zeWZzyXdjaIy7dPzsba5WBKklLWgWvY/c/vST3zq+mg6AgA/fOnwr3p1NWjQoAFcljdcvnINANy6LrxpKPz3z1d/1Z+aHZ+iterFslt0g5Cu+RyEAtQMQETCQlEz0AxmaOF4eGhFz29/4n3nK8X1nYv/6olnZmbyBiV/99nPePOTx59+Qhihe+7ZYrb1Z/c998Dnf1S2nSjBquu3MqwJsafGlUIaiRNGkDKenzUQ+xMhQydA2PUDbdsGu42W+K//4I0JG/1Cnmqa1dwVmTqyJqL7IfrALcu/MwJZTypFNIaISBnrbk3IgFdLpTUxY9GqFR4X7vnTn/y1ux5/cv83D45z4LbrCTdopvhr3ZFzoxPPXZq5ti39vtVd13zsDsPQvcn5yMqB55469OvffqEc+AigCNYLtcQY1RPxeOAtUv7pTJuMGIEbBLYPCIyReCoc1o2PLonc2sJYx/LOG2/wyjnG/KNPPP3V77w6WhGe7/VosCZq7MtV5pygymXOCGuxFDMtFk9G0I2cOhyLhtK6NuPzgu2MViqUMIYsAMEAuZKB5AThlt6mctui5GBvU1wnCoRUSinHE8WKb/uyKZ1cs2TJybPnD5+9SAjVdfOWG245evLchUMnqZDLCPe49EKRzs4YUMU9XpmrNTHjL79wgxnRXvnFvrmC8+jFmV/16mrQoEEDAAgEVGx5pa036tQ8xwFAJMQVkgsJAEoIUEJJPhgySgqRGUCYJOqqFYt/7bYPOcL/2eu7RRCs71/0gRtvYFM74nZ5746Tew+d6MzEWge7Tu8+diJbihIMMaYjDIT1c7YbMBOVooQy01JmgivMOn7eC1YtW7zlrm1q8fInDl46MFGItbYYMcstcVabSUlvsDty79V9D4+peU9JoVApIYSSAiUvlyuObVtEXhflT58cnxiZ/vxHri2MTH/hhXMuCiGRSVhpwgOtxvGRiRdG57b1dtw61H7N+2+Od3cQZhoDfc5MfvHmLYWTZ45MF1sorzITCQCgp0iARKQzScvqLGRnIlFFUAZCSZCBQkqicWOsCqMT3nsf+qBOneEXXzr44g5nrtK3pPP4+WnH9yZL1WOl2pp4CBT4gCXXodGUnkjRUChs0nR2UmcqEdajjHRGraawEShV4VwCKAUrm+MGpevbk+sXJftiZpnqVsRYSDZXwIXiXLq+LFerx89fms4WlJKoYN26zSfnypNHjugcgPN5X3qEdbXGI2GNoZJ2kJTkt+5f27Eo+eJze5/+6Y5dR89jS+ZXvboaNGjQAN6pyEkpuAEyY6g4g0RHZseF+XobUwAEpU7kK8t6O2ZClm5oQsDeUyc2rbv0zIFd1bKDoJZ2d4Ny4pm0tdnYPJr9v3568MDwdyhjpyfzjlTDXGxNREp2rcXSlyUjwz6WAxnp6rFnpoAL8B0aTrF0814n/MaPDthT4+70OSPZzL1As6JIaYeoXN8eXdeSfnhPPtWamgoUF4CIiEhRoSIEgCrFBfx4igsp17Wnu6659om/+I4HgEA6TBggqlKsxZtSAbDf3Lh8eXt80/u3xZb2KVcENCi+un10ujB0Z/vnfu/Bvb/z9WO5MgGl1EItLuX7QvDlH/yo95MfFLO58URCUAIgkRIeSARsDmo3rx7SNcgPn9/+1G5dI3d96v5dLx0AQSypRSNphXRPrbbVYpOBNAhQiwEQZ26yWxSaI+a86zWHtECqppjVxq117Smfy6zLLUsPuD9adj+wunXYwx1Z3tkdBoVSgZSACigBVe8zKwEBdUo4MIra2qH+E48908xUNEqnS0QALkpGV6TNTFRf1BZjgq1e25XuTcwMT53cceRkoZJ1/EVXeKk1aNDgPzdXWt5cIW3XVwBCigT3MzErW3YUKFQICAok0WkoFpJcCa72HBm+bevZdd0DO9JnPB6sH+wMFNBYWgun9l/Irl+7ZJ0hHj0215aItZgMgLo1OyCMEfaJFe2JZORfTs6Ml8enqVGu5QGELI95lWmPGEJK4RUJNaJt3Zm1Kyf3nOptiw3k9Hwt+L9fu2iDcX0teHBp5tGyVgoCQpkQSiNAEBBASUERGaUfvHYl0cKMaQYlS0NQHp/eV/R+8MnrVt606f50xj11zFq3gUYi3C0fOHAgEWYnp2b+9rEDzo9PfOCerV96/81/8cRo7/m3AAAgAElEQVTOUOAcKHoF3wOpAJBXq4zKlZs2zj77dHy2OmYlCkzvS2o1wtDnq8Hv628F6R7feaRUcm+496bsZOXbzxzVDM1AZDrVNaL7zPGqHQZzdJMNrq6dPdGuY38Q9KWiYh6yHk9HjJ+fm13dFlveEm1Px2xP7Lo4P1xyfv/GgaM5+4eny53r+hklSoHjerrGKEGCCgAIKFSgEYKUhJX2rm23v/bS0Vi5cl1PojvF8nN+scKXtlnNEW31beuSbUlAkB4HQn7+2GuW716qOfNB0JC3Bg0aXEmutLw5XAkFFIEgqdac7mQsV3EBEOpd35CUK7aZTguNAkEI1OMvvvjZ+9/z0eu3Pvr6gZ8/8aK7ZHjd5jbh0inH+f2v/I44eejg5IsagfZYKGVZHIKjZyZrwidcbhloWdeX+eOfH04FuXTG8IUquIxLqHEocq8lFB1v7eu45frZnQcGBntD+58etd1xn7tSalRHGZy8lIu2NFcUElAxBKBEo8ogygRCEZZG9FU3bAKQQ0OL1p4qdwSlJ235tbtWr7nvLtrSjEi06zIAmJ8b+8pffm/DpqGDF6a//+jumalKXjkzT+1NWsaffujG1dde+8ijP/mDx3coyZUQIghGxsevX9LXtZ0KIS4wDHE+kXe6MtGeVAhB9yolIXhltnT13bevue36x7727abe1qENXUHVyc0UitMF1/X7y2Ip0un0oFvMZnoX3ZQ9Gg2ZFUUGW6On5uxblqdNQ9s1nM2WnHF7WiIkLO1jG7p2TVculPj4fG12z8hES5ZpdKg/PVPlxaId+AIISTfFKSNKYlcidc+NN/58z+nZmeGooXW3WfEYNmVMyxUJw+q9dm20KTF94OKZQ6OJmDEp+dP7xrzSXNYPJKgrvNIaNGjwn5wr7XubnMsXq7UQQSSoFHZmYobGyh7nEoAQAKy5/oDFug2mhUzQma4hR3n7ksHtr+x0J2ZDrZ3xaPS1b3//9Qu5OdBSqzds29C/ukm//q5rrn7vvfsOHF5iwW2rOuOpmCZVJhPtj4ekI1sMvVljMcZqvj/j2+st86hdiSbieOh1d+78zYXhPSV71veVYjXQWjSWNpknxeK+thXtrB/9tZoaY5ZOZJiiDpAi8PkHbk0MLQNEBk715HAIxAd7k7c8cK/e24OEARIArFWy3/jrv2/qSE5Pzb7+zD6tWLN9UeD4gbuvXbd84LtP7b77li2brtny+FMvVFxfSQFACdM+dft1zx08NgbYrStboi8QGEt1Zngi0ukEXcsHUy2JpVdvOfRnf3sywOW3LV+ztq9/qNO2vcJcxQ7Efc3mnrI/3tRrxKJbSyc1BbctbSoLiJuax6EUyA9t7l/WFhVSdkXNpW3Ru5a3CYaHxkrPnpjVEDXfz5X9Qt4+fzY7Npqbm6smotbadYtCYd0LVCCg4DqerhXOX9rcSbtSekuM6ogsUB3dbcvvvNoM6Qce3fOtp468NFF88fzs62fncp57am6Ko1IAfT1dv+rV1aBBgwbwTiUGVApF23YsSggSg9GKLy+V3PZEmDBmcwlIFOB0zZ+ruGuTISdiGTrTNLp6+fI7e9sHSSXV23z8pz8/MeeUIsmz+dKzB88cKqu7P/bezpVb/uHxl7737AGVafqTU/lXcu76wZYEYHN7U2/UvDhdPDJfPl2sakQtsYw5JTYnYlY5f6xQWmEaL+Zq8z7xIOpRnRKt31Q6ZRJxVUo7Plzb1maOavFTpUBTMqlBl8m++OAdHdddh0gBMHfgwHPPHpgulT/6gRujW7YgaoAICL5bO3PqIBowPzFz+qVDl8bz4yWnxqUt1KnzY9euW5pqbfrxz158163XdseN7QdP+1wCQmdTpm9o8Bf7Do0pLBDdoBhPWG3tmUw8cs26pStWL50/tN8KW3sfe/rgyHw1nbj61hXRiKXp9OjeYUClEXVnq/nDMa83CgNzp2/viYZ0tne62pG21i5KAuCpqcrJycLK1vhY2Xv5YvbYnDwwUX7s0Pj56Yqp0FCYYLQEgMzSLHPlUHtXb+vGzb1MY4QQj6sggEwiHTHM9XG3rZO1xMEMpF4VGV1bdusGDIKRJw89fXhs2OGuVDWhfCEVMOUUPcEJ4qJFnb/q1dWgQYMG8E7Jm2bXyhWbUWIQFAqaYqFzuUq+6vlCESusJRJKKSAYSIjpup4OUUpNg3nKXr5ha1hnRjRy5MhwmZDTc5Vjp6ZnRgoXT40+f+icsCefe2b7+YLrU03XaAGMF8/keEiL12rC8Vst1kpIBqkN2BI1NSQvlOWRUs0J+CVH+MRAaiByRG2RAS06VQhNBgtHzVsXx9q7m6YcsSxE13XGNSt862DH6vvuRUIBUEFw8vmdz50Y+72713fd9x6iW4DAA6c4e3H80snhscnhI2feeO7ggdG8EwiCwJE4Ejnne48PP7Dtqt3DM888/dKWFUuWxEOnxqZ8ISzd+ODdt33/ldddL6Ca1tKRTKai13U1r+3qePe7b4SZI0xz9z+578yR809emKGx2PXbVlKKQRAU8oWrtgz0Ur9StNsMsSVNBjNmvhpsHmxe3Z3K28GxmepA0jqfs9Mh81t7Lz55cnKmqgo1d77sGEpRoChRUNKkE4WY0lQ0Ed64YZAziMU1AAIIW9ddZehaJJ0Ik6Az4VCUpi2tOU8VeTJitm1YXDk3PXFmcjjvzgbSE8rjkvNAcD+sAsZ9V8quhrw1aNDgivDORE62Ri2IGXkvMDUaMjUJ0mDM9QUHaFo6YIRCwnMLI5NUoWWAyyVxPLtYnZmavTB8eCAWT3R2Ni/r/9Gzl8bnClygtItS8rFDtb2kUsq7qyy4OxWM5MovFsT1m4ceOV/95vkz7cRVQcA5r3BZ5orPEV8RQErDbUT40q8KrxaKGoSFHF+2GUogiTNSEXJt3Jyf8faeHYlqdH1forldAyPct26pKOVR12ko7M7OOFX/9+7f2nf9VTQU8mq2An/69N7C7OzsTO74/pO/ePXsbNklqJAAAqACAKWkdO3qf/urRx58982vnxj53Dcf7U1F3jvUf7FQGheQrzm/8d67v/EvP3VcwUwWy4SaWsI3332LtMcn95/V2vo2vG/bRiKXvnHsR88evXR2alFveuzC1NarVk1PFYZnKu9akh7qi0svKFVcCdqLp+Z3jJcni7UVbfHpoj9S9n58coZLieFW4AEaMeZmQQmfCw/8tCIhneq+BB6EpH1492GN6sVLBjWZFQ2/744lF/IOd/iSaACB0j1pTbjSljqB9FA3SJG/MIuoWsKMlH0pFSrVg5UUVs8JO6skVw3fW4MGDa4oV1re8h5PWXogBEFojRglAc3x0ETFR8MCoQxTI5YmO1o7wetujZwOJCJXNZcXK2cOHVty5/uzZ/fvmQ13JlvzZ8ZLjk1VYGaatnZoX76z7SuPn5Y23zVenCnXqK8qheLXP3fLP7w48MYbZyvZec4rIrBBeiCV4g5RQjMMlWhSqtmbOes7zlCYXIymR7zyoAE60GmuXj9XHC55gy3hJa3G9uHckb1jCvG9r56/59pFic60uXVb9dLE0q2rLBGYS1Y89nffe+ax537rM7d6tdqZw+d3Hbx0YDTvcElwIeQSERkgRSpBSaXsWvUffvLi/bdd7fHUgXMTZwu1pa3NX7hr69YNa/MTUzqgJ2Sl5rc3YaalM5IIV8dqLdff2jK01Nn/nLK96xdnlstlf/yNp3hvV0trswnJR58/2ry87QmLVacrJ184ZTvuhXy1WAs4oODB8elJUAooVagDAQJIwgn0amjGHN+TvAyoSxQeAKLwhQwL369xRYNqsUo1eu1Htg0PT6Y8t8lSBlSsiGYRqkeE9Ny2vpbWq/qLZ6dy0wXXF1lPclBCKbuaPz97Ydr3Cz5XANAILWnQoMGV5UrLW8ENiFCMEgT0hPID1ZaMzjKpJKlMz2XSkWg8FNFTnTofdhSjKulUvexcpjVC8txXOOH3dnUl1OGRvbYH3Al1dhn5qV+7atULu4cjlLyUtbvjViRsllQwO1P47t/9Yqgv4/dERrB6acwB5DKoMeV3UVpWslye4E4OY92oRweJnTQNyZUNugFByedSwoWy2xUx0rr60eH5CgrJsD8dWd0fVoUiWTZAzFh8+dLg4nlzycZzB/Z++69/0JKJuNns62+cfv7A6GzRcaQiiIigAOc97krVlzI3tbYcmbfHao4EFXjuI8/sam5Ob1y5WCA9M1f72q7Tm9/vzZ8+iz4XXMxNlZfGrbXLloAoGunOaDzFJ4+UTk4c3j82n6uEILiawWjMOPXGEXL+XIsVGjuSn+del126pTs0VqGmZg2rcMHz7Ny8dJkCAEbRrgnPBsWJk0PAsBSUMife5NdKhcCrlfw2Czkot+JSqgcEorHILfdsW7+056XHH8/EzGhPwrJQU5oWA71Py2Ti/XdtEmXnxPPHsyXH52Le4b5Ex66dGTkZ8AAu9wlo9Ato0KDBFeZKy1tcZ3MVHqNEKRlwdbFgd6W1eCzlCckDURmdbF7cEYnFCn5ALRVCxSJGayZuoTI1nDh3eNrvXpUkuyaLGhLDJIpYSvk/PV0k3Ds379vIRj0kSFVgKwTX89omsquL5S9dGqd2oCnPoGK9FT7nug5XBtV8PQWVgg68KWSd4UT5TrtJNcQc99t1CwDzjnuh6FcVj4fCm7sTW3rDET8IL0pqS1cDUkoodPTRSCQd195/x9q+1vAPfrb3xKXsxbJT8EVGYzoBqWDe566UCDBXsSeqIy2WNZSIn6l4SgEoOZ8rPPPaoXQy1dfX3RQx9xw5/fHf/kwkmfzH51+Zt/1IrZxuTwelCS3eJgpTr+wa+94b1X0n8tX8fOA6BiXLAvrhZWnLtZdkeMRQdiC8IFSpeCHFe5S3fWT8OEtZ4YgjBXVsYpc9LqoAwH0FAqnmKYgIiJXzteb2WnaGK6krQhUWXK7raBER8UjszMFUrPbFB7bqZqhYdv1SdbqS5RQyzfH+m4c0Bqee2Hd6LK8AwhpogW8XCpX5aS44AIBqKFuDBg3eGa60vFEEDqgQCNKqL/oTluDuXfGKI2lREV+TWC5biTg3DQoShLCFSCcsyQPfVbNnDtFmS1WFSbWYoVtDq4ujWcu0LsxVUxat+n61VPMI8f1adzrVHDavT1vF4bmvnp9JAqZ0UpJkQzT6erHkctmmGfNCMKoLyV3PP+yFk8oXJHSVAWUFCar7QEzJs0HgiqAknd9Yu2SoWSdStncnIjfcjnoIKCGhOIakKIyG/Pyi9ug//mzveN4+lKsFUiJAhQtHKglKKYWIUUqIRpsjZtXxSbXYrEfnFVWg6pVRSuXypYsXs9mpz3/14ur1V//F73xqdUfzw4/8KGzpqOH0/r2JNWsfeeLkGxcKYLC1q/t373E8rmpSHjyfk4r8183NNc9zFMQsPcw4SNUvvJ9fqCY8/x5nZn+xNukFSoInpVwQG6WUBAAPZASEDlQF3AlFpQAE2xHcYnq7RfubIh999/Vb79umJ6KoBChIKyI9T9950KVycPMGIr3sgbOHT4xJKaqOfTY7fzFbqHh21naUUgoVqoa4NWjQ4J3hSsubz3mKAiKJGazgi86YlTIZIoaQTLGm+XAyZBAslaJhq8NknsYmsk4SIKSABcArlZBx2hX9d/WYupWpbl2ZGcgNH9lnO8GcLTyqRzIhhYh2eH27cddQtDTjvjFXHYpazPOP1rxV0cirpXIUaNI0uZJKiQyoGQkZ00wTzCq6VOfdhrHPJgZBAYqDaja1zkT0upWtg+0WEi29aiC0djNLtgqBEig4eeXkpRRnjp7Yf/Ds+Vzt8Ey53u8mRIktlVQSAACQAlSk0hwvhGAaugdKs3gUdN+TzcqWnusEfiUvSkgjUetgYeRzlflvfvF31+16/VRQVhISQ0v/+ceH/+4n230JA/09ju9bpmbnOUoOCOdy/g5u9SST7UwJ9Ao1Z5KySZvfYOnjXP1kuhgI6YKiCgBVXIGNAAoQCQAkNLIxHY6GjLIKXrbj3HVN3fMIDqRDW1cuuv/Bu3rWrFCBH1TKSBkzdOU5yNii9ctlIIjkxQtTh185ZnuCEbwwNfHq5MyU7wZCASpAAECCoAApArnC66xBgwb/6XkHinIp3wckjh9kYlZTzCRSeEJ5QdDkzrqMVZXl6paNoaQSV7Ha+g4WYRhmoGnSsijzZ3h4IG3yta3h/Vz2dPeNHz0Ui5JTc7akBJCqwNf8GmPh4+PlEKFLm0P9Cv/m/Pi18cTrpeIK3cwjWgrPB06Yaq3gFCLNrbJkI7GIvDWqnXV9oaQEktDIQMrasizT1xljgUx2Z6zFS/Rl64geDpzy9JF9P3zshTV96a6uliDw9+w/8703RsaKdj2EJESI9zZtQwCuAEFxBdmaF/KCkGVQyaNhMIv5addBpapcEgSpeC7n5XOlatl+eOXm2957X/6lp/bs3NvSnNh7eqZY5dRiB46c6u5qGehupp4zny1I7rnlSrHqF5qSOSmE1CQlSvMMIUYcuWO+In1ekUpKhYgRIBWQAAoRqQJG8J7+TFvImLVFh66/ZiuOMlDQGbXu2DL44c/eL7jc/rPnRkfn0kmzrS2lm+aqTRsg4NRgzCC+6xx/+ejEnM00KgMyUXPHXEeCAgQKaBESJ6gTrElpS+U1IksaNGhwZbnSeW9eqZwt21GNMAQ3CHyFiVhovuxOlR2DQLuoxkt5qFQxFsdkapCXmuOGzvDspelXdh4P6WTJkvaYXhue8VskH9b0Z1454Dv2QMqwGE5ky9wuB7UyAK5sjw+1RgYXZQZ8+a3jY/2aORV4G8PWtIQQ0BwIH1SEaHFGMkRVaChC/dUUxgMuFRCAlpB+x9Kmd92+tEkn8ZZEfM0Sa81afXC18IOxPa8M73zh/KHjs7OFMINyvvDKnvNf+fmx+ZqLAIAQIiRQGLwVB1/fnVOIiIAKJFdgSOkHIpKJz8wXakEAiCGNBFK96ajSLHr0zER62fpPfvi+yqx97vToOY9XI0ZhdEL6PCOCtdnxS7NzOg9SIKO+W5sqJJuSZjykhEApg6ITPzsVcp052z/uenFCBYBFqEFITUofkBHaotM16Ygk1BbQFbXO1/gUMXy72mbC1qGOz3zhQ+PD4z/6wSvnLk4vH2yOp829R8an5wrdzQnLMMr50uz4zKs/e/3A0UucS9fzi9XiudnpkucjYIySKCEEoSxVTsialIECCdDb08h7a9CgwZXgncl7s7nUEcZqXntI0ymdL1S8QBgaK7i85PplJ0iEjHTYSY7yGwc3xrWmdEj4gZzKlh03OHBo+Job1yTCatXm2KXjos8tjcSoxfS84ydCViqdqSmqMRKWfltECyGkuTieqzEFa5usbiPx5ETBl0AJhomukOpIKJIE+GkQFsEAIM2IgdAZ1e7Y1LXyw3donR3BxUvGsqUYTUqnOnFg5/DefdmpOaZR2xNCyd0nJqeK9gtnZqu+TxCVghAhQoGv5OU4+AXPU71cNCAoQKmUK6Rtu9FsMZ1JVKdmfSEJoSmTFVwulVIAwud2cfLb3//J2Ez+U+/e3GEYcHG+Z1GHO52P10r/NRU8fsqLUitqavVajn6xtvfpPauvW55pS9FqbejUaBLEkwVnOOBXp+Lcl6bHfaFmfc8HQMooUk3HnFS9Ya0lZL40WUqbkYCLJk2saEt94sFbJi9O//Sx3W7A+7ric9nSyPGy5wWiWP3B6ZHpgn1qfH6yXJlzXUbpu3s78qXK4VxpzgvChIKUJSnrs3hr/gsNyhs0aNDgynGl5a0cBH7A0zodqwYJQ6ZMjQdBIGFxJly2/RUtsZwdUI0kDZk7e7Z/3RKm6wBcZ8RghHNx7sSFdRuXZaLYvLWpo+CzuD6oJY+cmjg8W3UCME3m29U1GdmTTIQpNXPl4XLtN9d0M8n//PhE2RVI6bpotCZEMeBEAoDSCUlobFWTGddBIoQjdHCwdehjd+s9qwEVy7RLrzy97+Uzu97Iz5e5kFKpV49OPndkyhGSS1XgQoJCQAkqTCkAulIgAAKpCw++mfCFCw8IYk0qiZjPFrvamhCIBBlIhYgpkxVcIUAFtqebfqI0Czt//sLpFwZvuZsXinoyds+NK7rGz+nzkwGaaKCVNsJhLOZtv+p7vn/h4LA+5CxP6hmi9hadzmRkeVtqqsZrtheX3hGvJgnEdGsWTSX9ilD3t0dDprFjqrAsZVWsqLyUv6o1ft+1y3rWDux4fHuIEoba5HSN0YoI/GB4olCs/ctUIRsEQikFEkANRcPnZ7O7c+VAKQVQkVJBvcMAtum0IqRUylfAVSOpu0GDBleaKy1vCiDrBY6QGYP5ElwuLS4oYNSKEMC5soOEHBot/PzkBEHseunYVb3NzclwrmgXnSBlao8+caBc86/busLz7TaLfHi12bzhzv7trya3H22fL9eq5etXxvoyYY2ArkB5bCgVvlTx/v7MpIYY1gwfAAjZmAi36zjpBREN++NaTCMHZ53dE46pya19sa6hFhpvBiTCyU288crw/iOFYi2QUilQSj29d2zH2TlE4FLlef2+jYBgITEQi1zqSAFAoQoh1oSENy2Yem4zYqBAATAFFSHGZ3PNhjbtekLKgsczlp4JkZLLPV9amljrT6zyouEcETt+ljTb5gK5dd3S3vT8zh15FXPT8fCd71s2MVM79PTpaEyreFxoJvGdJcubilV7c8TI2kHZF8xVs76c5XwoHkobbNoN5liXdKY9Rp6drrWazmAqYmvG9vHyxgzbPNC6+fZ1qOnNTfGYNedLsP2A+4E/Mj2RLT05medKKVBv2qYjNbeVMq6UAAWqXpcFI5QutvQLjl8VUgHiZZlv0KBBgyvJlfa9zWfz1aodSFUTkiDWuHS40AlWA7myLa6kylbcqM5sLu2Al1x/qlirlt3j0/lLZSdESdrUzl2aS0f0ncdHe1uSBECU5juv2egXykkNN/QkF2VioRCGTIMpQkIYkfSVkUK3aYQJcxADVDUJPeFQTQhXyjCSyaL/9Fh5rOJEDFi7KHrDvUvTd7yHpFrcmXNHHntk+NC5V45OuIGMhHQFKlv0Ht9zSQG6UhU5V6AAAQFClKZ0FigVgKq72KIUTUq9y+ElAPWeP6ig3h0UCSgJQEA1aVqeCwSQCmqBoJRYuqZRRFRjvlgfDzFCa6VyKsRIuiUTp70J7fhE6f0PXluqiZEZ79zBcRlwZuqtK7sjInASkWggeN4NUfQBacQgJuGe6IrocV0r+Dxt6SKUqGgxZODo8Qv54qFstSToPf2xLV3JDWv6F21dVZmYqeSKuWLN9oWmxPzorJsv/WB07rK2vdW+SCooBNyRAmChMkuGsR5LP1FzPSnrrkQNgCEoxJ5GzckGDRpcEd4Z39ub3+O5lAXP1yipBThR9QDLu0ayS1Kh3kQkX3bSpukEwuG86PrnhFzdlrT94GSuGjVoa9jIzheXd2akkkIKXquwwLnhgTvnn32hnCtVPJ40TKfkN0f0ibPFs5O1hK4/XyroSFZHzBZT0wEnqpWykIyQKSDAOYJoDmvXrUxsvGdF+uYPknAif2bXsWeeLeZrLx+bPDNRuG19t5ToeeJSthoorHBek1JHjDFqEsIIIGCVy5pUQikKKsyIyUjB528WWkQEBDAJOlLVFY4DIIAr1LwfRCitCqEjEEJ8LpSCeMS0DM0g8MTUbKfJIjrDfIGNT5+xl2x576YPfPouz/cdfkaWy4tXZOYmnaWbl1R8OMf0zsBpK5RtFGWOYw6plV3p84SphXT9dLbaGrUsqog35oaHsmW74pQhlOxMxn5r0IqblDLWs7wbpfJdd2wshwpjFsvPlLFQevjSrFASAAhgiJJuU2/WNYZ4suJkeQBImg1teSy0OGLszlWPV2ylFAMgCBIwAIUKYoxe8ZXWoEGD/9RcaXlLMFKmlIKqCKlABUISJArqf8SZfHXe9tc0x/Iebwr0WVt5UtQCvm8ytzgVXdESH6v4zSHTFzKi49RUbrZgz86Xc99/JZmIbFvRb5haVNdamiNoubnhyoW56omSd8EWneFYNuCHA5SuV/SCm+PWNcmQr/hIzZvwRFdIu2Z5cvN96xPX3IWhZFDNn33l5XyuZrvB0rb4yu4U06nrSYrkjfM5jWBX1Ipq6HGZc3k9nSvn8QBASKkAwpRoiHMe51JCPS0AAAEsJEpBlBIFiitwLidYl4VoMfRWXZvyA4WgEwAF+bId0ZjDOZeqaOppjUpCzLn8yMUL5TPnP/3lj10cnd+4sTfWEiVCzcy47f1NLzzyqqyJdgimSrWWkFEMSFMSnDyxKLOkzAW8PaJrhOQ8f1HMTHgXzkYSNsabItqKKPSlLIk0EGp+Kjc9mT196LyZiIVNXShtNGf/aHTOESLC2OKw2WEwBSiEynNxslqrCqETsiUZbQ/pzaa2Y7Z4tuJoCIRgoMBXSoGKUro4ZARS/tI10aBBgwa/Aq647w2x1WRVLsMazQfCE+LtG3igVM71d08V1zZHe5KmBJioOgCKC3k6W57QtXWtMY0R1xeHzswcPTUFSvpCWgTyc8UtAx2BZQWKsvFyghAu+bivuGHc1BTrilhzjvtawTcomSu7hyvVQ9WSo4IowtYYu3F5et2dK+LX3INWFLg7eXD3a6+dPzdVHM7Z50v2rYtb1/SmdZ1NZiuWEF0xo+bzqapf4zKuUSHVnM8JYCAVVyqqMQTIca6UQgCFbzqkwFaSArpCKVAUMUqJJxVRigPMen6csRZDq0quEUIJ+gIDzlGqQMIF278EYBHsCRlBzT2wY/+Sx1pX3bJl3eYNnudOT872DYRPHDufsUgoRFqmS2mGvqSxuB5PyLAha5UgVwAmFae0pkTK0iwCWsi6rl0LGbTo8QN5b++cHjcor1Wf/Max18ZmOME/uO/6tp5WIeRwuSIFLA9bBoEp179Qdbt05gGMuL5QMq1r72nPAMiyJ91CT30AABuNSURBVJ6ayBeCIEKxJpUvlQIwCekyNJOQC7ZbFbL5Ci+1Bg0a/OfmSvveysWy43lCEVdBiLFAEUACSBI6W9aeydZ8ACIUzNo8EwkZGlMSXIGIFAkNFI5XAkeQaDg0VfKKNlem2T/Q79VqU+XAikSdSGJ+OjuWs81Yqgj6aL5kGZpAnPc5KKXx4GzRnnccAdLSsT1sZjTVl9bii5sqi5ZN5JzR0ZE9zzzzV9/86RNHp0/M2ZM1zijrjIYDJGM5Z/uZ2VmblwMx7wpbqDBjnsJcIBCJRmlPxFi1fHHcNMYKNYWIQBAJIiGEElKfI4IiChGQAJAAUCMMCAEgTdFwf3/7svamubI7VQ2qXCkklq5JIBpSBSQA6gHNc7AlsRUNc60pmi5yUq7wcqm8c9fZowculp0gisHaTMp2/TnQZARnasF8jZd9nHPkpM2zLm8K67unq8hYyKCCsYInBJK0QY9OFQrzxZdPj700mctzUfHFmQtT3a3prnQoOzI3V7arOjtX8R0JUcJyQs0FUiFJ6ebtnS2KsrJpjht6Ih5tS8UcCSXHA0QEjDCWC8SMzwMAbPjeGjRocKWo+95w+co1AHDruvCmofDfP1/9VX/qhUsTY+Nz/6Y9igLYlIz+/r2b3v/P2+W/v4tFABGQAlIACUiJbhBmrLtz3S/+5H99/I73Pn12CgAAEAi7eaD5Zy8//dwj//zAXz0qPB+UkjxQga8CDkqA4AuBERoDIYALQHk5LwuVvBzrSAgoACQACCCUFPUxa4gSYGGQl7PaPj7Q+odffkhva/vgg194bbKwMKd6d7f6OxBV/V+lEBBQARCl6gPBm3u6/varn7R58K7Pf+/SxMzCSespBYiAGlAGRENCFk5LKGr1p6hk3ZenAEnc1L732ds6lyza+dye//nqJdf3kyGqW9bk5LwKAuE4oARKASAVqFQsWihXlVQEkRDKpQCQ9UQGDVGAXNKc+e93rnroh3tXdaUuzVVmizklZT1MFN5mcHfFm7760G09S1oBcW6u8Ok/eXS2UHzbL/atlgE3X3/V/8nKadCgQYP/lwQCKra80rUA3xZW/hYIGNZZrlpT6q1XEQEux5QjKqx3TqMIhAKlyDSi6bpl1mZGj85VEBGQIGXNydjnP/sx4brffGoX6iZqOlC64AEDALwsKYQgEqQUKAWkCwcXIgJV/Q1ACVICjAAh9RMQBACQSgJevm8jxJj20H+5x+hs/fRDX945VYA3J1gPJURErNczwQglC8cBAWQ9jlIpeXG+UKvaxZqTK9cQVf1nYbSgECSgQgJAAEi9euPloo71RqkEkRAkWObyB88caI03P/DQh/7g9uXtUc2XMmpAOhVWUi6MBFHVB48AiECAURT10BcklwcMCslAUxQsC0AeHZ2ZKWSVkoCKEASQUA8ZRehPpP7XJ27pG2xVAIHn/eX3X54tFgFVfeQACkACSmhUVm7QoMEV54pHTv6S/N502Ch54vLL6rIgIYBSiIhEEQQkSKhCIJQhYyxiLl6+JHtxeM4BhYxQduOanj/74/+WCYUf+uL/c9wmoUyT6brz2VkQAupWTv2+Xt8hrG8YEgBAkBIQ1ILhiEBo3ULSo7G4YcxNjNfzkhkA/9cToEA/uLStacnAgw9+6cXx/C9NX0Zs0jSDQFWINw+9+cCXQiHMFWuu6/17HWQkKFW3A+tWICgAVc9JQIUQM0jG0C5VOCA+fbEw/Jk//8jKRfumqlMVX0hR9Srrh9rmpwv1QEaFChQCQFAfSV3IAUHVpVcpBVwpQHrtmkWrVrcJITzfhfr/WchMV4BAkaxIZ7780J1di1ulUjLg//DjXbtPX1z4AnO5N/mbM03FIv/BomjQoEGD/9+58okB/44AIEJXS9oTUi1U+cA37Z+6MaUQERlQBkzLxMLv6kn9bCLQF7W+56bbSq+/oIiWaU1+9sPXbVrU/vW/eeT1KnEkDaebfvvDt+57+vmf7Jh5u1EISBARKEVCARQwBCkViMvCgQigNB0Ns3lo8Ufec89j3/tnUAIAGIIAeLuAUSTbeps+8bG7Pvbpr+6eLf4HpTnadKYRGPcCAEAk6Xg0WyxdnjsCoGno8xP5WCKRm1/Yua33Qb0cd1k3LrHu06rL80AylAC2tjv+u7/7W//0w8f+bPtJJZVAOGmL/773IiDUC10qpaIRM5KM1MoV6StUSoEAQKrpCgNQ4IGGpK5rAKBACQUQMc1brln85Yf3Bty/PEiFyAAAUetPJ3/ztg033LxKj1m+H9Sq7jd/uOPR1w4pVd+9fPt1QACwdKOR2N2gQYMrzDuW93b52cIdvL0tUy2XFt6AAPV7vFrYRVP16AxKkbKrB5r//PvfHX/g0/zqtVcPLL5wcPvK5Yu+8NC9xbMXP/E3T9s0HO/tDhnmQ++/877exLf+saSEAPU2S4KgqpssdXMQ608RpABGQQgFSAwj1Nr84btvPvjss+Ojo0rKyy64twZOEDe1JX/no7d+/Z+e2T1b+g+0rcMyuFTjHr98QOq6RpBIJevblpQyRsnze84s7e88ynmlkL9s+6Cq54nXT143OgkAIKH0/hU9v/mJD0ZWrhcE9k98RzOYEEoJqS6rUf1KIpIzI/N3bF4ipXhx99lSrgBSAQBcDnhBgkCIkqLufARAAmrjQFv/qkXdLccVkIXdSEBEigDXDfV87bN3pLrSEuD7Tx4wUb165OIL+0/LtwxTAKiXmVy4JmHTKNTs/0+rpEGDBg3+D7ny8vavSFDqKRUA9nU2Hziaw4VdsAUTABd0rn6IIFJE3Dlamjx7bPOdN6y/876EEVpx17t/tHbDwWde+fJTR8qSGhEjlElv2rDq1+++eXjXC4IwfMvVBAALe3GIBAkFSkBJCMTCzh8loBA1psUiK2/a0l51vnHstAoCACQI4m1eQ0Rc25r+/Edu/Pbjrz55ZkKpX5rUldF1LuWsz+FN1VFQrtYS8Wi+WEbEqG7GLCMUNSte8Mapszdet3H764el7y4oHKK6rPf1awBIkBBdo7MVnrzpLlHNvvjNPx0u8u5UpC+p7bhYEUpQJJZGKu6C4TVbcp/aP0pRZTIJ2/ECuwYKJSHIGEgJhODCbi2GTKMvZRGCn/vo1qdeOfXIjjN1gbw8adKeiH7loVuqDE/sPTc+XfyT778cCMG5r5S4/MVFLRTaRABAjWmJcMjQdVn5lUctNWjQoMHbueLy9q+Nt86Iecey7h8cGRlc1rP30Mk3SxAv7E3WBQkALucPAFLHU//81Atf+MP/yYwIIjEyvW2O853tJ71wzJDIzEhzX9cX7r89xFhzW2ZJ2prSTek6CshCsEPd5UYpEIKUIhAp1ULMIEWQQAzTiMU2bLn2hR8/yWs1UJIgqLftSiLg8kT4t+/d9BeP7tg1nv0P7LYQY80WO1V2LptfC39tx2tpzhRKVY3q/+M91544P2HFzbBpSMkPHj551dql+w6ekJy/Fb7y5g+SpG58YkXHS2Pz96xbSpjh5oclcf/gff15R9y4Zd2Og8Nf//mhssNvHkwenamOzlUWpgwoEaaKXkdHZmKccy8ghBCNSS6RkvqZddP40keuWZygze3JoZW913z0W/mKTQnhoFARglRn+v/40FYjHf7q327va4p859kDju8p9Xbj+N+0AYK2RKLoOPlKXv0yp2uDBg0a/Gp4R7soIyLAb/733/jOx2/o2rgBpfq3ry1E+lFFyJvBflLKh3ecOv7aS5ZuSCUUAMZSoZgRaWsaaG8OZaKfede2vkQKiZLE+NB1KwZ7W4FQIAQJIhIgBClDSpExJARJ/QgFSpBQZBrRdT0WHh2feOPQQSUkgCKg5Nu0rSdmffH9N3zzid07x7Pqrd43/87kFkeM029p25vRlqBAogJd11tD1v0f2PLAvVehTha1pwCgWCzNTM+u37ACST3gkwChgAshl0jotW3JL37tS9++bc0N/+XXEIneNLCoL7Oi3frIzYtikPvUp+797ue2relIns7yP7x/RV9LlOq6ZuihkEYpYZRMFbyW1gzqBtW0hetAKRJEjX3stlWfvH/jtrs3bbjx6tcPjF3MlnRCESkABSS6pt2zpu/+9171pw+/FtHxm88csD3/spvw3/WrYUsqCQjlWk1I0VC3Bg0aXGHeUXkDcIUkRNv2+d/WUxkTJH1rJ3EBtRBVQZHQeuQkAFRt/vDT253iLA8cBHpq5/YZn+uMciQDqxbftWQAEZRSM+fPvuu++z55XW9zUxIpQ8rq7itkDJlGGCO6howi1qWOImFIGVLil2vPfePb1XwelETAt7q3IS5vSX7ulvVffuTVPXP/kb8NADstY857WyuYyw/qYY/j07Orl/Qs60gnmpMbblmtpFqzpKUeuzE+OZu0aLolg0iB0Eg0olshIASQEkJ643qoZ/Hqr3zd6OrzyrMYal686aaxyfL8XCUWYfOnDmy948a//txN1/XFT8zLP3nf8tZEWDP1rd3Ra7qi7XHKdFbhaIZDdgCoaUTXkTGgFDW6bzi77/CIEY+PX5r544e3SwUSCQesf3TaCv/Bb91+YmT+0mTx+SOjAQ8AAKCeJvh2ow0BUGP62qG+ZNgan8+/FQ3boEGDBleQd1TelCoHsjQzjQpQqUogM1Z9s3ShsH6HqS8IHUGgjDB269KOFa0RAHzhyMiPv/sNyiLHnnz4A3/2k5GiDCQ1dLx93QqdkLqZl7t41kx0fOCDd331YxvaM6lYPAqUAhLUdEIZNXQ9GgLGkDGi6USv9zclMhD2dJZXqkpIBIW4kKFNCBlMJzZ2pP/o2UMXqjYohb/8lp00WNpgU47/b4MIL+P7PtPwquXdCzH+EoZ6mnRdBwAp1YnTYysHu4BQAOJ4vK0tmUiECaUWo+2mhsxEzZx64cdf+vin9rz6ktV9zeabr9q9b+zE8QlVLV14Y9fA+lW/98AWw/Wuvn7tF7Ym71mRqVHjs7cuihrWyq6wBMKRBgKUQqRM11k9C/DsZP6PfrTnL7/74lX/u727C27juA8A/t+9T4AHfoAgcATBb9nilylFFClHsmRFiRI3dixbtePUsmp5mkyn04dOXtyZ9qkvbWYyfuiT+1Q7TptInqSRJbtxLNshLcWWFdmiYkmkJYoiQfADIEEcPggccLe7fTgZYiUClBk5Qzn7e+DsHXdviRsO/nO7+9/72/8YHo8BwjYIgASEMBLkv9u/rX1Ty/R0klAWT6ac1D0AEJxsweJnRKizpaGvs+3K5My1SIwBXenTcxzHfeH+1JtyLRrJVCpXPLQp6/dp3Tu3Iiy99ctfj0SNtO0swEMA0OfVJnIEACFBFFSXUuH593/6wf49/bGpsBwI7nvk29kLHx768ZHZJUtyV9a3Nj+3Qeje/vUWnw9joIRMn3kr76pt6upv9tGdjeKJj2eq3GIyZ2leb9v9A0KVBzAluQK1KZZEwSUzAoCBEUqtAqMUKEGMIWBVqkYBVUiyZdvvR5dylrV8247lo44AgBCqV+WQWzmfWLqeYrbsV8ujXSyeShVob7teX18NGBnxzE/+9yObEgBkFuwtm9pGxmPAgAFKZe1tjdVMwKKI7Hx+Q5WkKehH//LCm9ElGcxdu3ZV1HdWQ/idk5cpsRKx+FIy0bZ1S4s7p4U2yKn5vT3+hlq3v6FKMs2T4cKDGyvD8ZxNKCAEGDfVupM5CwFQwgiCd89N5rJ5+CztG4ABEvb0tvzon/f/+t2LP37lvXNXI9e3U6EWAAiAbuwaisAtq01ez5nRa7ZNEDB6I7xBW0vDHfon4jiOK+eWF+KUHT1id+idlFgQFUUuHiKE/uud4f7919wBXXB7iCxpgK3rM10owXBrlXvatAGLgix1tNaG2tvdtaF/eCbpatx0+c1f/ePrZ6dMSZKk3k33bK0TVAE0QDOz05TYgkCJ4hp+70SN3kS0Hn/zxA/39f7sxCUBi9GC1YzR1/7++68cOTyzZGKbCrKIJGxTABsRBkySQJaZKCAiuATph3vu+8/TV+YzmTQgScKQZ4w52eCAMAIARq+v7sQAbZqKGBrN5CRFvumWYYxp8T4iBAAXwzPHhi40tAUoQ7/53acMI0VRnNskMxQI1KTTZqVLNQmdTBZ26O5wnp3JkKf+7aUuz3+PmiBWKHUeNPXJ23Jtp9Kxt+kPU8Njse4W7/vvf2oLorc+MBvPqd6a2dlYZ7Bm0sj1dQZOjGWMrFDp0TAsMUJsitq8FXPpArUJUJpO5RmAIkkgYObkkjOqiNK+HR2vHTvzr0fORKLzsiQBAqAUqCI4CeGUFjPxdZ83ni3IiiICooziZe8+ZXzrEo7jvlhs+UqA63tOPtDl7m13v3pq6aasNABgDGwmEIr4+BLHcRy3jjGMmCISQiGdpdef3hYzdDJm31iL/llVAKBMYjywcRzHcesdogyZNhKRDcW8t0SGoqhtk1sGKJHgjL9xHMdx3PrHGLIoBqA3wlu2QCxycz1RXDmnieM4juPWJ8oQFJ/eCjajK60tKZfZxXEcx3Hr1R3YlEvX9Rqvl1I6Pj5uFb7w1AKO4zjuDvJUVuq6PhUOm6bp9/urqquvXL5cpj7GuLWtTdM8pSpks0tXx8ZWfDd1QNd1vd4pm2bu6thYVXV1fGFh1T8SITSwtW9gYKvP58tms5evXBl679TiYqJMkz8qvGma9tC3H+7o6MAYA4Bt26dPf/Du22//MdfkOI7j/mRkWT7418/mstmcmTvx1ltPfPcpSmmN13vm9OlSTeqDwQPPHCx/2SOHf/7p6Oit5/c99riu607ZMIxXXn7pb77/g5+8/FJ0bq7M1Soq3E89+Zf9/X3FMy0tTdu29f/0pz+/eGmkVCucN/N5M29bdqkapWia9t3vfa+rq8uJbQAgiuIDD+x85NFHyzd0uyswwgCAseB2V3zefstACCmKihCSJHn12hzHcX/2RFGUZfnUqZP1ev327dvD4fDVsStlnswAQBJXfy5SVVeJ8+qtZ5499Fzgs5i3oke/8/Dy2Oaoqqw8dOgZt9tdqhVmjP2/t33etv6BbaFQo1P+zZtvFgP1li19jU1NZRqGQo31wSAAeL3e1tb2z9uvY8VtfEVR1HVdFEWfr25tl+U4jvvz4XK7+7b2xxcW/urpAxWadl/vps2bN/cPbJNEsbunp/josqJMJvP6sWOvHj48OzNzbXx8Khz+3alTrx09+sbrxwu3N0uFMcYYm6bpRLj2DRtWrNbe3rZr5w4AOH78+AcffAAAiUTixRdfTCaTWkXF/sdLPlCtfXCyu6e7WDZN0zTN4mFrW/tUOFyqYT6fd7ncAKCqrmx2SRAESZJ0PZjP52dnp/3+QEWFFo8vEEL8/oBpmnNzM/X1QVlWDCORTBrBYEgQBUppLDqn60HGWCQSdnYubm5uEUW5ublVFMV4fN7n84uSmF3KulwqpWxmJuJ2V9TV+bPZrGnm8vk8xlhRFMMw/H5/LBZd863gOI67G23Z0ve1PXucshNsnMK2++/vpwPhcDidSpVq+8brxzd2dFRXV6czmcTioqIqY2NjW7f2BXTd2T53VZqm1QeDR//nl/XBBij9wNfT3eUUotGo81WfSqUikQghBAC6uztLXX/t4a2ysgoAhgYHhwZ/CwDnh8+9dvRXzx56rrmlRdO0Mg0Jofl8urKyijFGCBEEsbGx+dq1q3V1fo+nUlVd09NTgiD6auuic7OAEMZ4cTFOKW1pbiOEEGInEotVVdXBYCgWmxMlqbbWt7AwDwCGYdi2LYqibdu2bWuaNjZ2eePGztHRS6FQkyzLoVDj1atXdD1IKXG53BgjVXVZloUFYc33geM47i4ViUwNDQ6W+m35h7D5WGzvN7/1i1eP1PkDwWDQOTk0OLixo/Pr3/jG7fSOMd732OMXL1wwDAMARHHl72GP5/pI6dNPPy2KIgA0NTU9//zzVVVVAFDpKTmOuvbwlkqlvF7vg7t3P7h792tHj7a0tGzavNn5VXxhvmR/okipHY/HOzu7J8MTLlWVJEkURb9fRwhs204k4oGATgiJxmZ9vjpFUWdnp4PBUC6XQxhRSjXNI4pS0khoWkNNTS1jLJ1OAoAkSYGAnslkNE1Lp9OpVLJQKFBKCwXLiaMIIUmS/H6dMZrJZAIBnVJCCPF6axcWYmu+DxzHcXepyYmJlpZWp2ya5ujoyObNX3EO5+Zm88vG5G5VHwyOXLr01e3bz338MXwW3vY/8URxYWQpI5cubezomJmZCQaDpmnW+nwNoZBpmrZtnx8evrV+MmkAwLlz5xYWFlwuF0IIIYQxHhkZOXjwYMJIlupo7eHt4oULO3ftcsqqqirLJgynI5FSrQRBtCzLsgpjVz7NmTkBexVFSSQSjFFFUQGY1+vLZrOaptVUewmhgiBIkgzOO98EQZZlSoltFxiCVCqhKC5KKcIYACzLyiwtRSLhUGPz9PTUrV0zBul0mhBbVVVKCUKIMZZKGaFQ49TU5JrvA8dx3N3rwd27nYJhGNG52eLh+eHhFZc+Fj38yHeGBgdVVend/JXq6ipRFO/rva/UAONymUzGNM3FxcXzw+ds2/7q9h2FQsE0TbHEipU/fHLpLx76ZnV19Ycffvjkk082NTWlUqmhoSHGmCiKn3xyoVRHaw9vQ4O/vefee50lnt966KHi+Y/Ono2UDm+FQj6RWASAbC4LAIaRwBgTYrtcFYaRyOfz09NTsqzE4wvO+KFhLObzecuyGKPz89G6usD8fMyyLF0PTkyMu1wuxqA47TczPUUIcX4CgBPkwuEJAIjF5ggh4fA1l6siHo/bthWJhAHAtu1cLlfqr+U4juNWpKrq8m9+ACguNiyvf2AAAHp7e9vaWmVZKU7UTUxMrFh/cnLy5Kn3d+3c0d7e/sILLzjTbw0NDQcOHDAM4513Sg6urj28UUpfefmlfY89fs+99zoTktls9qOzZ0++N1SmFWPMtm8kIVBKndS/bHbJOeNMmznlXC7rFEzzegRaXFwIBOoZY4aRAICbIpNlWcWfyw4LzmWdk8s7cgqFQv7zf3qO47gvA2e9wq3nzdIjk+lMZtXLFr9py7gp/aDMVN+x42+oqrp3796BgYFIJOLxeEKhUDqTOXz4F4uJkpndqH1DBwDIsqy6VsgeEEVRWG3Zhdfr1TRPoVDIZNKZ2/jYHMdx3Drh9XqddYKmaRpGwpk5o5TGYtEyEa6pqblM2oBpmrFYdMVdS4rd3WTVHhFCPT1dPd1ddXV1mUx6fHzi97//aCmbXbEypdSyrDsQ3jiO4zhu/XDCW7msPY7jOI67+zAGAKuEN8ZfGcBxHMfdVejthDdCCI9wHMdx3N2CMeZM+60+OGlZ1oozhBzHcRy3rjizbs5T2eqJAYwxy7JW3MKY4ziO49aP5cONt5v3xocoOY7juLsIXznJcRzHfQnx8MZxHMd9Cf0f9ET9wGHInegAAAAASUVORK5CYII="}}},{"cell_type":"markdown","source":"### Other Applications of Generative AI","metadata":{}},{"cell_type":"markdown","source":"Generative AI has opened up diverse possibilities for generating content across various applications. \n\n1. **Chatbots**: Generative AI enables the creation of chatbots for customer service and technical support, enhancing user experiences and providing automated assistance.\n\n2. **Deepfakes**: The technology can be used to generate deepfakes, which mimic the appearance and behavior of people or specific individuals, enabling applications in entertainment, education, and more.\n\n3. **Dubbing**: Generative AI improves the quality of dubbing for movies and educational content, facilitating accurate translations and language adaptations.\n\n4. **Content Generation**: It assists in writing email responses, dating profiles, resumes, term papers, and other types of content, providing assistance and suggestions to users.\n\n5. **Art and Design**: Generative AI can be leveraged to create photorealistic art in specific styles, pushing the boundaries of artistic expression and creativity. It also aids in product demonstration videos and designing physical products and buildings.\n\n6. **Drug Discovery**: The technology suggests new drug compounds to test, accelerating the process of drug discovery and development.\n\n7. **Chip Design**: Generative AI plays a role in optimizing new chip designs, improving efficiency and performance in the field of electronics.\n\n8. **Music Composition**: It contributes to the composition of music in specific styles or tones, expanding the possibilities of musical creativity and exploration.\n","metadata":{}},{"cell_type":"markdown","source":"#### Some concerns around Generative AI\n\nThe proliferation of generative AI has raised significant concerns pertaining to several aspects, including the reliability of outcomes, potential for misuse, and potential disruption to established business models. Here are some of the specific challenges associated with the current state of generative AI:\n\n1. Accuracy and Misinformation: Generative AI can produce results that are inaccurate and misleading, leading to potential dissemination of false information.\n\n2. Trust and Provenance: Without clear visibility into the source and origin of information generated by AI, it becomes more challenging to establish trust in the authenticity and reliability of the content.\n\n3. Plagiarism and Intellectual Property: Generative AI introduces new avenues for plagiarism, disregarding the rights of content creators and artists who produce original content.\n\n4. Disruption of Business Models: Existing business models centered around search engine optimization and advertising may face disruption as generative AI alters the dynamics of content creation and distribution.\n\n5. Propagation of Fake News: Generative AI can facilitate the creation and spread of fake news, exacerbating the challenge of distinguishing between genuine and fabricated information.\n\n6. Manipulation of Visual Evidence: The ease with which generative AI can generate realistic fakes raises concerns about the authenticity and manipulation of photographic evidence, potentially impacting legal and ethical implications.\n\n7. Social Engineering Cyber Attacks: Generative AI has the potential to impersonate individuals, enabling more sophisticated social engineering cyber attacks that exploit trust and deceive unsuspecting targets.\n\nThese challenges underscore the importance of developing robust frameworks, regulations, and tools to address the ethical, legal, and societal implications of generative AI. By proactively addressing these concerns, we can foster responsible and secure deployment of generative AI while minimizing its negative impact on individuals and society at large.","metadata":{}},{"cell_type":"markdown","source":"### Future of Generative AI","metadata":{}},{"cell_type":"markdown","source":"The remarkable depth and user-friendly nature of ChatGPT have demonstrated immense potential for the widespread adoption of generative AI. Although challenges have arisen in implementing this technology safely and responsibly, these early hurdles have fueled research into improved tools for detecting AI-generated text, images, and videos. Both the industry and society as a whole are actively developing better mechanisms for verifying the origin of information, thereby creating a more trustworthy AI landscape.\n\nMoreover, advancements in AI development platforms will play a pivotal role in expediting the research and development of enhanced generative AI capabilities across various domains. These advancements will extend beyond text, images, and videos to encompass fields such as 3D content, drug development, supply chains, logistics, and business processes. While the current individual tools already showcase impressive performance, the true impact of generative AI will be fully realized when these capabilities are seamlessly integrated into the tools we already utilize.\n\nWe can expect significant improvements in grammar checkers, with more effective and accurate suggestions. Design tools will seamlessly incorporate valuable recommendations directly into workflows, streamlining the creative process. Training tools will automatically identify and disseminate best practices within organizations, enhancing training efficiency. These examples merely scratch the surface of how generative AI will revolutionize our work processes and transform the way we operate.","metadata":{}},{"cell_type":"markdown","source":"##### References and Bibliography\n\n* OpenAI - https://openai.com/blog/chatgpt\n* Midjourney - https://www.midjourney.com/home/?callbackUrl=%2Fapp%2F\n* Dall-E - https://openai.com/dall-e-2\n* [1] Image1 - https://www.turintech.ai/wp-content/uploads/2023/02/Generative-AI-for-Code-1-2048x1024.jpg\n* [2] Image2(GAN model) - https://content.altexsoft.com/media/2022/10/gan-architecture.png.webp","metadata":{}}]}