{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# AJ_01_MPIL_Detection_and_Analysis_Tool" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Author(s)\n", "- Author1 = {\"name\": \"Anli Ji\", \"affiliation\": \"Department of Computer Science, Georgia State University, Atlanta, GA\", \"email\": \"aji1@student.gsu.edu\", \"orcid\": \"0000-0002-1551-2370\"}\n", "- Author2 = {\"name\": \"Nigar Khasayeva\", \"affiliation\": \"Department of Computer Science, Georgia State University, Atlanta, GA\", \"email\": \"nkhasayeva1@student.gsu.edu\", \"orcid\": \"0000-0002-4590-7031\"}\n", "- Author3 = {\"name\": \"Xumin Cai\", \"affiliation\": \"Department of Computer Science, Georgia State University, Atlanta, GA\", \"email\": \"xcai3@student.gsu.edu\", \"orcid\": \"\"}\n", "- Author4 = {\"name\": \"Manolis K. Georgoulis\", \"affiliation\": \"Research Center for Astronomy and Applied Mathematics, Academy of Athens, Greece\", \"email\": \"manolis.georgoulis@academyofathens.gr\", \"orcid\": \"0000-0001-6913-1330\"}\n", "- Author5 = {\"name\": \"Petrus C. Martens\", \"affiliation\": \"Department of Physics & Astronomy, Georgia State University, Atlanta, GA\", \"email\": \"martens@astro.gsu.edu\", \"orcid\": \"\"}\n", "- Author6 = {\"name\": \"Rafal A. Angryk\", \"affiliation\": \"Department of Computer Science, Georgia State University, Atlanta, GA\", \"email\": \"rangryk@cs.gsu.edu\", \"orcid\": \"0000-0001-9598-8207\"}\n", "- Author7 = {\"name\": \"Berkay Aydin\", \"affiliation\": \"Department of Computer Science, Georgia State University, Atlanta, GA\", \"email\": \"baydin2@gsu.edu\", \"orcid\": \"0000-0002-9799-9265\"}" ] }, { "cell_type": "markdown", "metadata": { "toc": true }, "source": [ "

Table of Contents

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Purpose\n", "Magnetic polarity inversion lines (MPILs) detected from solar active regions with attributes engineered from them are recognized as one of the essential features for predicting the characteristics of explosive and eruptive instabilities such as solar flares and coronal mass ejections (CME). We have built a software framework that can detect MPILs from the line-of-sight (LoS) or the radial component of the magnetic field vector in solar active region magnetogram patches. As part of our efforts, we applied this detection method on magnetogram patches obtained from HMI Active Region Patches (HARP) data product. This tool is customizable and can be used to detect, understand and analyze intrinsic characteristics of MPILs.\n", "\n", "\n", "## Technical contributions\n", "- We share detection our tool in the notebook and present the inner works of our detection functions as well as visualization for the MPIL detection technique over a set of eruptive active regions from Solar Cycle 24.\n", "- We also provide a qualitative evaluation of our module and exploratory analyses that highlight the relationships between the time evolution characteristics of MPILs in addition to a video visualization tool for the MPILs and related data products.\n", "- The tools and code implemented in the notebook have been developed with user defined thresholds that allow easy modification for analysis.\n", "\n", "\n", "## Methodology\n", "A brief summary of the detection method is as follows: \n", "\n", "First, we identify the positive and negative polarity regions by applying a magnetic field strength threshold of +/-100 Gauss on active region magnetogram patches. Then, we obtain the boundaries of positive and negative polarity regions by using an edge detection technique and apply intersection and thinning morphological operations along with a magnetic field strength filter to identify coarse MPILs. Lastly, we generate final MPILs by imposing a size filter that removes the relatively small disconnected components/lines and retains more significant ones. \n", "\n", "In addition to the MPIL detection tool, we provide feature extraction functions to obtain the properties of MPILs (i.e., MPIL size, the area of polarity inversion, the masked unsigned flux of enclosing MPIL, convexity, eigenvalues, fractal dimension, and Hu moments) and MPIL-related binary masks of rasters. These spatiotemporal data components can be extracted from any set of magnetogram patch series, which can be used to build a comprehensive and complementary data source for space weather forecasting efforts.\n", "\n", "\n", "## Results \n", "This work provides a detection and visualization analysis tool for identifying MPILs and it can also be parameterized based on users' requirements. We present detection results for a well-known active region, NOAA AR 11158 (HARP 377), consisting of 50 magnetogram patches (CEA series) with 1 hour cadence. Our detection results show that our approach can successfully identify PILs and other relevant metadata elements. Our video visualization tool can also be used to visually analyze the evolution of magnetic polarity inversion lines and their structure.\n", "\n", "\n", "## Funding\n", "- Award = {\"agency\": \"NSF\", \"award_code\": \"2104004\", \"award_URL\": \"https://www.nsf.gov/awardsearch/showAward?AWD_ID=2104004\"}\n", "\n", "\n", "## Keywords\n", "keywords=[\"Magnetic Polarity Inversion Lines\", \"Solar Active Regions\", \"Feature Extraction\"]\n", "\n", "\n", "## Citation \n", "A. Ji, N. Khasayeva, X. Cai, M. K. Georgoulis, P. C. Martens, R. A. Angryk, B. Aydin, 2022. MPIL Detection and Analysis Tool. Accessed 4/13/2022 at https://github.com/annieee6446/ec22-MPIL\n", "\n", "\n", "## Acknowledgements \n", "The data used in this research is courtesy of NASA/SDO and the HMI science teams." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Setup\n", "\n", "## Library import\n", "We will import glob for file operations. We will import sunpy.map and matplotlib.pylot for visualizations. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# File operations\n", "import glob as glob\n", "# Visualizations\n", "import sunpy.map\n", "import matplotlib.pyplot as plt\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Local library import\n", "We will import the utility functions from our detection framework and video visualization tool. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Include local library paths\n", "import sys\n", "sys.path.append('../utils')\n", "\n", "# Import local libraries\n", "from utils.region_detection import pos_neg_detection\n", "from utils.pil_detection import detection\n", "from utils.video_loading import video_loader\n", "\n", "# Define HARP AR number as well as input and output path\n", "HARP_AR = 377\n", "input_path = './Sample_Input/'\n", "output_path = './Sample_Output/'\n", "\n", "# Create class object by initializing path to samples and the HARP number of the sample input\n", "dt = pos_neg_detection()\n", "pil_dt = detection(input_path,HARP_AR)\n", "loader = video_loader()\n", "\n", "# Check whether output path exists\n", "pil_dt.check_outpath(output_path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Parameter definitions\n", "The tools and code implemented in the notebook have been developed with user defined thresholds that allow easy modification for analysis.\n", "- STRENGTH_FILTER: Unsigned magnetic field strength threshold for identifying polarity regions.\n", "- BUFFER_SIZE: Kernel size for spatial buffering of polarity region edges in pixels.\n", "- PRESERVED_FLUX_RATIO: Flux threshold for filtering insignificant intersection regions based on accumulated flux. The minimum ratio of total unsigned flux to be preserved in polarity inversion regions is between [0, 1]\n", "- MIN_MPIL_SIZE: Size filter threshold for removing small polarity inversion lines. It represents the minimum number of contiguous CEA pixels contained in each disconnected MPIL. Each pixel size from HARP series roughly covers 131,400 km^2. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": true }, "outputs": [], "source": [ "STRENGTH_FILTER = 100\n", "BUFFER_SIZE = 4\n", "PRESERVED_FLUX_RATIO = 0.95\n", "MIN_MPIL_SIZE = 14" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data import\n", "Our PIL detection framework applies to longitudinal magnetogram patches. Throughout the development lifecycle of our framework, we made use of the HMI Active Region Patches (HARP) data product [1]. However, it can be used with other magnetogram data series. HARPs are essentially tracked active regions and come with both vector and LoS components of magnetic field. The LoS magnetic field product is stored in FITS format and can be accessed from JSOC (http://jsoc.stanford.edu/ajax/lookdata.html). We primarily used the definitive series with 720 seconds cadence which are mapped the Lambert Cylindrical Equal Area (CEA) projection, where each pixel roughly occupies the same physical area on the Sun. For brevity, in the samples shown below, we adopt a one hour cadence instead of the 720 seconds. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total number of sample images: 50\n" ] } ], "source": [ "# Count the number of samples\n", "data = glob.glob('./Sample_Input/377/*.fits')\n", "print('Total number of sample images: ' + str(len(data)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plot out an example of imported data" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Specify the index of desired magnetogram patch\n", "# Our sample includes 50 elements (indices 0 to 49)\n", "data_index = 10" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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VEJeVK995ECTxdhf4LDcBiQIgMM8dHGUSyIE773fD4TDW/M/rCi5gXCSVUnAcx9Qn56KcTqfR7/cxHA5NAZ/BYIDRaIRyuQxgKkz7/T7K5bLvojwajdDtdpHP56GUQi6XM1YjF20KSwqY8XhsrmMLQqLf71+J4dnMXlvLtyt/sSohYd/DVhRt1628PoX5PBe5/dke/37CY5ESJpUOeoPYj9JjYVvScvGX17TbaN9/PB57hNRkMsFwOITjOOY92v1kf7b71f5sv4d1fWaf+L13uy8BL9Oefcs+pScljGcGmO6JAcAoKbZSQ6VoNBqh3+8b5Xc8Hpv28bMfdqn89ypYl8fGdV2j3G0yrJAoAFvEeDzeif0AFrnrmaLIBUi6kgeDgbFYaNG4rutr0QBAq9Uy1rPWGq1Wy7ie6dblfVg0CJha2dKa7XQ6RqikUinjwuSzcHMZIkiYplIpz32IIMHjR9rcxcVqG22i8KdQll4wmxQqP0urdRn4bcoSJo1TtmvTqbJRQEVGwv68SGmZp2w6jrNQSaEySQWDHqdMJoPJZALHcZDNZqGUQqfT8cz5ZrMJx3GMsePnMaPSPx6PTdsymYxR4DhmtvmOdnWur4KdUQCUUh8O4PsBfCyAb9Zaf5c4VgXwdgAfCUAD+FKt9a8rpZ4C8EMAmgDepLXeua315rH6aYHGHQKQLkGtNXK5nCk0MR6PUSwWjXUwGo1QKBQ8Lk3uUTAcDtHv91EoFIy1PRgMjJbK60nXstY6sgXlVwd7Xp8opYyLdB7RMUxGRdj8W9tytf/eNWyjXZPJBI1GA6lUyrPPhW392V4J2/Oxyv3l32EK0ACXG7vskgIQxmUeF8JwAOz+9FMQJORxrh3SQ+bnMZNrC8F9CrhOpVKpwHXK9lrI0E2/3zdrBtcs4HKeREnHjBtUmsK2I07sjAIA4BzA1wL4HJ9jbwHws1rrz1NKOQAKs++/FsDXAHglgC8E8LZNNDQK5g0aas4S0h09Go2MZp1Kpa5o1tKaBi41a2rS3W7X3J+ucq016vW6xzqyF2B7MbAnu+3K3gbhb1Fq1iLhzDY7jmPiqGEQJavipoEClYohBdg89y+5EnErwVRKAXgsVr+QyK4IftlO4PEZXySwLoIUzMDVdcZehxatUzb/g97LbDaLfr+PXC4H13WhtUaj0ZjrqWy322Zttj23cWUSbQM7owBorY8BHCulPkt+r5TaA/ApAL54dt4AAHs/DWAy+7cTs4VuMU7mQqFgrG9J7CLLmbFrCuxcLmfIPPyfebqSZEWEiUU/jmC6oUQUAhEXBZL/dkUIXFew7wuFQmRhbrvuVxV8fryCIA/cLkG2Z5NFjnYhC2ldkMKZngNiOBx6LO95ayvXFCozVGiicC36/T7y+by5F0Nl3CE1Lk9YFOyMAjAHzwM4AfD9SqmPBvC7AL5Oa90G8D0AfhBAHcAXxHEzEmoYXyYZjWlTjFv5MbvH4zHy+bwR9vJ7SR6Ti9zDhw89A80ehDdBMC276K9aQ4ETmr9Lp9ORtHkKF8nA3ya2GZKgxyqVShmWO79fBNnncbWfyjKJtjIdkPfZZmEfPzB0t074KUTrFjy7XLEx7PpqZ7kQft7ReX0rjQ6Sm0ulklEKgjJExuOxyQgBLvljQdktYXEdFIAMpryAr9Fa/6ZS6i0AvgnAP9Rav4SpdyAUUqkUDg4OPGQ1vgiS1Rhv6nQ6JreYrik/69p2U9kv3G+RkQMkl8vtBBFwm9im4JTFmKIKBLZ7W2U8bWxbAZH7WoRtC4mfcYLCndYdOS7AbvM2gO28w2KxGMsaxNRaJdJHge2PSz9v4TogQzhBz2wTjlutlkkv9SOFy30yKOiZkgxM1x5maASlH9thZomtrlxKqa8C8BWzj5+ptX7gc9p9APe11r85+/xuTBWAMNdXAD4EoAgg67quJ260SJuTOcXrIglRo7OxroUqzuvu+mIaBuz/Vaqh7RqBLCrieo9M44xyTS5YrVZ8/F3J6CcfRmYayHTEm4Z1h0LsWhTAdr2YYbJB4oJUfHnfMIqH5KsEgX1oKxCDweAKkdn+PBgM8OKLL0Ip1cE0fN4G8LTWWm/VN6O1fqvW+mNm//yEP7TWjwC8rJR6zeyrTwPwRyGvrzElFb4aQHF/f3+pdsa1A13cW9nOu08Qok72eQPzcVhEV90MJOwOjruMON8jPWV2fYB5947T7S2zUdLpNLrdLk5OTq5U+ZvXpuuszC2DuEoB00ql8I9z5855CJPuuQkwBZYIO69kxowE+WTLtl+GKJ9//nlgagi/BsAbZrJxd0IASqm7AH4HQAXARCn1dwF8hNa6gSnT/4dnGQAvAPiSsNfVWv8W/753757f8dAvynEcUzEtKqTwl78PsnxWWZTjnnSPg6UfBJsDAEQLBYRxL66z7+LyPoRJmVwEWtd2fyy65irt90uXY5oouThkfjMLYFF7GNK5KYqA7fnkmAoaW37fS/IziXJUCNbNtQgK72xa8ZbKrGyT/OyHoP5k8bPJZIJutxu5VoV9z5nQP5r9A7BDCsDM0n864NjvA/hL67hvlAWPZIyosK0O+cL9inDsGh5X4Q94Y2zEdXfpbxNRrZVVOQD24i9JUdlsFq7rYjAYRIoDP87j3Q+FQuHKOwjqq3kKlLSAtzWfpBKw6ffIlFc7DLCoLX7rP+up8PckpgPxKqY7owDsMmi90wMARLcSJewKWruMdU4iv8khi/tsYgJTY19FCdumshDXvePq66gufTWrALdsKtq8mDZr6LOGRj6fNyWg5yFui3XRPiLkKHBdWOYay7bJ/psIsvwB//6RoRf+ngRr4HI79HV7A5haB2xuPwFb6YjqefBbe5gVQHnDWjBRvABhPLeJAhAC2WzWpGMAl5reKqEAxsfmudoed8xbvO1jcjFZ1FdRQhZ0W/tVIbuuWDVks8mQD/t/HZD1AJjOG3ZxXmUs2L/l3xzDfsdYRjfutgRBuull2xb9Jqh9FLYU9KlUCoeHh1BKGaLauj2dcl3WWgcSrNdxX4K1W9gG7sg5D/MqMcoMpSjj125XEBIFYAGkS4cpgateS2rCN6FoT1T4Ddwomm8U4bWpFKFNYhmip0+8cGNKwCqx2qB20hLjcSoAUdITl0XUOO08SzXOsSlr+UuWPrd2XuWZZdhlOBx6FHmud9tg428LMiXQ/n6ZtvF6cXtQEgVgAbi7GOMxcWji8iXuqtVpWwTrbGOYPljX/Vk3fJ332DTkIrPMgsPzZX/YJLu4QILTKghSYFiES1Zu2yYW1QSRYHYK65IQ0mO4aliASoDrurEoPOPxGJlMxnh0GNZoNBobnVvbVADoBeF4k6ERe5zy70VZGPPS0BcVL1u0tj5eps+awJe36iAOeoHL8gA40OK2YBfFBx8nrNMFvS0sK/D9IHdjW4cFR8b+Kr8H/PO9pYCUc2+X0zK52FMBoFub1jufSXoTg65hw37P8rpxQRa1oSdgk56kOLJZVm2D9OrIf359rbVeqABLb5YfFq3R844/XivfmhBnzNnW1rjhzzLgfZmdEKd7iNeOm3zkh01YB/M04Vwut7IVugks8y4Wjct5Y1f22boW8lUVAF7D77tcLgfHcTypttt2DYeBXU1PWoAy04GFZuzxYC/4MnYsU11psce1bvCavH+32zWbQm0CNNK2qdAHPav8nv1NBa9YLOLi4sL3t3KDrSj3tMM9QUgUgBggmZ9RB7uMl0mEUSroBpSpN3EIU3mNXauXviyCiJvXqcbBvHfLie4XU5aWg7SY5fEwC1eY8/2waFzOs8glkS+qEsJzuUFL3Nkl67A2pcJl34eLOg0GbhImF3oKe2Y7yH1JZNiA83odpZjls9h7oawDcvzw+bc9p+elI8oxuIgDEsb45DnSayQ5HvPwePt3N4igl7is6zQKWUkSbBa5g9blyr0OCHo/18H6XwTbTSj/t4W9fY79t33uovMWYd4itogDELSIhgVjskH52asi7rkk3fJ+8eNMJoNisYj9/X2USiWT5ii9dUop5PN5sxMp4ZeFwJ3o4oRdnGlT8f8gN/s2MG/cyjamUqlYU5ClQhEmbJ14ANaMMC7YQqGw8o5cNpudhSQkRyBO62dXyYt+kDto+WEXeA5x9KcdE6YbmelI0hUsPQZyO2R7IxNbsQgaP/J4FMuYQi2oDkAc1pwc93Fa7esIi7D/uIU44C0klsvlUCwWUa1W4bouXnrpJdTrdfR6PfM+s9msKcnMfe9lZUSptKxrF0uy1jeBXRD4y0Jr7btjYNhnkmRD1g4Awq8niQKwA4hrANuL/zqZz9sW/mEnSRARTCKfz1/ZQOO6QE50LubcJpSlWZm+SnLWaDRCs9lEqVSC67rI5XIeq1P2qx9RjOfI/+X3QZ4WwJ+Ixnb6hSfiRliFZllEUeT8zqXQlMJThvp6vR7Ozs7Q6/Vw79497O3tYTKZwHVds7MlKx/SDTyZTMwmMvY8sJXGuMBYfNzvctskv1UgeRsE6wTIGH8U4c+CcrayFfadJgqADzZt3YaNwS0Te92FeNg6ECVEErWAxjYQd0U/WZxlMBhgPB6j2+2i2Wyi3+8bi3s8Hnty5OdZ+Lawn/d/kMIQNB7t92N7FOzfhBUE8+63rnkRZv1Y1lXN33B/+FarhdFo5PES2C5+por5xeJtj0CcWMd1OYZ2Ia1zHsKOryASZpjxrZQy73TZ9SNRAHxAd9mmXFjLEqTmISwn4HGEvQDLBdIP15kD4Dd2ZNnQdDqNXC6H4XCIfr+Ps7MzjMdjPPHEE6YGQhB5UAptv0VGa+0JrwyHQziO44lHS6Hvp2BQMeGzyPP42Q9hhaetQGitTVrjOirFhVmI6VUhW12uM35xevmbdDqNvb09aK1Rr9dRq9WMhZ/P5z3XpReQmRB+awnXunUYPHGvn/Z73GXDxq9tQXwAv/Cvn2fNRphdHBcpo4kCIMBJNhwON+oB8NuMQ2IVS+EmYl7J0m2HLtYNm2GcTqfhui6Aabrjq1/9agwGA/T7fVQqFWQymUBBKK0QCvXxeIxarYZisehxpY9GI1O0huEHQqY92Zav5ADYsXoZR2Z4I+rCL9nxwHRs1Go1DIdD3Lp1C5lMZi2x/Hlge3jfRbtQ8txsNotKpYJSqYTRaISLiwsUi0UT6+90OkilUsjlcp6QFt+dX2oY+QJxYx3pwzap8DqucXab51WXXZUACyzu/0QBENj0QpBgN8D46XVCFEFIoUBhMxwO0Wq1UKlUrsT4g64rQwu0PLSeVtujK5IKFi13KgG0aoMsIMdxrvQ/hRbj2PL3Ucs329YUeRCsVLfOOR+Up29b+YwN21a6LPyTyWSQy+UwGo3QbrfR6XQ8lQJl39suZPsdz2tfHIj6joLwuCvt+Xx+6Y2w4kCiAAiso151mIV6XgZAnKx9LtQ3EZvKQ44ilKUwjYpFsXrbWk6lUsZF7DgO8vm8sfxtxZfPQ9cyhTFrxvP8TCaD8/NzdDod9Pt9uK6Lg4MD81t6taRbWrZRfvaLedpCiwJuMpl42h62nyhkDw8PPRwInreswAqydmVFPmn183nZBpLlZNEc21NSKpWwv79v3ofjOCgWi4bTIRUKuZ6kUimPN8Ce/yzWI8+Pa64sex1ZhpzvWYZk44r/xxVSWOW3m9qwKAiJArBmhBkYywqBKJhMJoYQFCY/9CZh1UIoXJQXLUx0gdNatsfGorreYWBfk0J8MBiY7XEBL0kw6BqSoS8rrN26dQvA9LlZZCeTyaBcLiOdTqPX66HVahkLNZ/Po1wu+y64sg6AbaHaIQFp3dJ693tmCWn5UwGg1d9oNNDtdlEqlVAqlUKlOrIN0jIPEpo2b0IqfVQIUqmU2UCHfyulzGe2+eDgANls1rj60+m0+TsMgsZVNpv15KFHWReieqHCXl+ON8dx0Ol01mK42KGoRbBT7mR752XAzMO2ycmJAiCwjrhVGDCOFwXLaJ2yTOdNQBSm+CqgQAhjjUphsW6vhEwB8xsvYcYPhZBN+COBMJPJmFS0XC5nrNhGo4F0Oo1CoWCyDNgu/i8FnJ972oZkwMvtUcNYhOxrPovW2pMz7ec29wPnqeu6V4iK86xn+/nlZ3KOGOenss52M9RCTwvP7/V6hvknMKIAACAASURBVDsxr/ztvD7N5XJL70gaRfjL51kEeQ7f9S6Q/oLWT1tBjoJt7wabKAA7ADvFKgyWmQxxWJgSm5qUYQW5jbDnr8oBCDvxGXe2y7EScb0bWYI1m80im80aDgDfWRhFcJ47vlarodFo4ODgAPv7+54Qk8z/dhzH3HsymRgBysJE5CfQCxP0zqTApJUsY+mSMGXPJ3oMGDoYj8fGO1GpVEzmgu1tAGCKJFFRoYCW7Vy0G5tNXuP/fuOg2+1C68t95Jnj3Ww2AQCdTsf0Jft63jjneRzfxWLxyvnrnsfS2xF2DaKnZNm5HxfsvvHjNixKoZ2HXC63dCXAON5bogAIbGOQUbuna3jd94rTy7Ep4S+Z3HKBD3t/W0AEYVOEo03dgymAchG1CXWLIM+VeeT5fB7j8diQCWX/plIplMtlnJ+fo9lsGoFGa126UinMGAbjsSAFRXpbOC6kB8B2+fPvwWBgdqpLp9OGA8FwgFSKbPcu7wvAI3DDjBe/kIyMcVOpAOAReFprVCoVdLtdz6Y69uY6MjvCj4PAcwuFglFkZLva7fZG5nHUMKcUtJIjsWnYfcM+le8+iEMTpl/j2AlzFSQKgMA2YuOM921KKFy3EEAcg3zRhFy1DPOuQAoPAJ588GWtBT/FaTwem2qDsooZF2rOI7pM6cZVSsF13Svub1tBCRqjNjfALyZPSGHH35BvIMMStnUnz180bsLGs+U1bM4A3fd2apv9TPJ5ZL2EeaBbmtf3u0Ymk0G/399ptr39vrcJrqHz2rHtUEUUJAqAwLYGF1N7NiGItj2BlsGiGOciLIrPyzSq6wRbcEoLSbrdJRt92cWJwh6YVo9j/QDeh251raf16ieTCcrlssk8OD09heM4piaBUtOd6obDobHOZQEj+9723/yf3rN8Pn+FpNXtdk3bhsMh2u02Tk9PUa1Wsb+/j3K5HKhsyCI9MjRg9599T1s42O5+fufHheC1s9msqQ1CBcmukyCVL5tXIBV9SXy0s04YjmINB5sLse35IHkbbP+22wTE2y9yq+ptIFEAtghOtPF4vJDItEq853FKAVwmJrjo3GVImLsA6dK3wxzzhFbUsST7nMIkn8+bezLMcHZ2ZhbryWSCQqFgrE9WnOt2u3Acx7DYKfRrtZonRZHcANstbwtBbqTFTW+k4Ot0Omi326jX6+h2u+j3++h2u+j1eqZ+Ae/FcAAAjzCU88bm6dgeC7r252UFELZ73nVd9Pt9NJtNDAYDIxjYn8wKkKVj7bkgFQGpeJA3IdcZKja2wOezxyXk4rqWn5ITxzW3ba07jrPSboCr4nr5gx9DMAQQ5rxV7yOJOOsIBdhu1wTxw69/aeHK+DixzLiR8XNeQ34nd5qTMfRcLmeOc8968gZYkpbf0eqncCoUCshms0Yw+8X1pRud4P3pSaCrm1kKLJfbbDbR7XaRz+fNVrqETNfj3CB/wnVdQ8hjW0jmpOJlcxts+M012+Wfy+U8HhPJfOd7tT/z9/Kf3z3stshnZHooj/F54hCMYTJjoiBKJkEYbFL4+81bKnTbROIBmIN1a4i89mQyWXs1KC5ykjS0K+DCE5ZUFdT2Zd9XHBq4zTzf5OIiyWFh7ruIE+DnMZhMvFuNMnddIpfLGUFOshz7o1QqGcFDZYLnsL49wwjSkuf97XaRb0BB3Ol00Gq1cHBwgHQ6jU6ngwcPHpjUuXK5jFKphNu3b6NcLhuLn/OB7aJ1XSgUTHojc+1brRba7bbpa9muSqWC0Whkau5Loh/P4fhmP1Ipqtfr6Pf72NvbM0V9pHCQ64QkSbIugPQCzZsbsnYBAFNMKJVKmSwMrhNB9Q1kLYNFWFVQ814cK5VKBbVabW17F6wTfnNtUUbEJjwUiQIwB5tcxAuFAur1+lqubefVArhiYcX1rFGvtUxe/DzBtcyzxKEA+JHl1gG5wHPhlyz7sG2I2k7JyObCJcllSk2r09HKt9PfpEvdjk9Ly75UKhniGqu/2cRApRT29vaQzWZxcnKCXC6HW7duGSXAcRy02204jmP6hMJ5MBjg8PDQEAELhYIRxHafdLtdXFxcmOebTCYmzDEajeC6rqkH0O12jTLB/+n9YBtk2WEp3Hq9ntmxkQqNPA7AkBalYJYplPydXWRIKgfpdNqEXACYNNFGo3FFsQ6ai34KwbqEsW2wMOQzGAwCCyBtM2MgKshTCcIm5M+NDQHskgVMi+G6I6wFKuG3oKzahqiQ7uBdh7T0uD8808TWNab5XqXwkCEB2ee20OPxoLAThRjPy+VyKJVKRjD7WXssMJTP5821KcRZKCeXy5mc/WaziYuLCzQaDePypgfAZsezHaxZwH6lUO73+xgMBibEwLDDcDg0noFsNntFoZB9xToG8hjDFlR+KMB5nhTeVMJk7QR5zaCwABUMPvOqW8nGEUZcNGZlWxuNhvE8zMsU2aW1fR7iDpEsgxvrAdhmx/tZqZvWWOX94uoLv+tEtcjDnBv2mlHP29WFwxZOtPbG4zFOT0+RTqfxxBNPRFqQ7WvK7+d5WJjSV6vVoLVGtVr1uLTr9TqUUtjf37/yW0mok/eVi7YsACPj1KPRCLlczgj68XiMdrvt2asgm82iWCya6zebTXQ6HTQaDeRyOSOUKWx5PVqxskhTo9G48vyp1OU+AswoaLVahvDIokcsYes4DprNpsdLIjkLsh+ojOTzeVPEifdk38iwCp+Z17lz5w4ePnx4hRsg+4f9L3dsHA6HxqMjvTNEkMXPd+N3ThQsmp8yW4LPOm+eXgfLn1ilCFBcuLEKwK4hrt3odoHZaiOKazrMBPaLUft9H7Yf+v3+zigA0lUOeAXnZDIxLnZanU8//TS01oaJL0lkw+HQfKZFKz93u11DcmMcnZaz1hqtVsuzaRCFO4XtyckJRqMRDg4ODDEwlUrBdV2Uy2Uj9FzXhdYa3W4XnU4H+XzesNm11nAcB6VSyVji3F+A9TG4x4DW2mQO0O1NAiEVBwp68gHG4zGeeuopw7RnH+XzebiuawiL5B0MBgNjbVPo8JmpfAwGAxQKBWO5u65r3gv5DK7req5Tq9WMoKSCQM8f3zlJgJlMxmQB2AKXlfzsdD6OYY5jtockS34vKxtyfElmPTMF/OYDn1emXXIL4nXG5Kn4cAzvUvxfpk5GbVfclVmXQaIAbAF+gsl13ZW1wV0QYDZ2RbAC3rgr4+YyrspFjUQtLsZSWPK4FGRaa7TbbSM8AZhYNBfidrtttnMFYBbOfD5vhCMAc5yuWlq7dDHLzXn4TCTPOY5jBBYXc7qJ+RtZe3wymXjSzYCrfAhpdfGazN+nBXpxceGxJEmEY3yc8Vr2W61WM+5+pZSJq+fzeTiOg/Pzc3NPlsGV4Qe2kQKPign7bTgc4uzsDKenpyZbYTgcot/vo1qtGg9Dv9/35NHzXdlxevIbKMzZ9nQ6bcbFwcGBEYSu66JarQKASVPM5XLmHQ6HQ7M5Eoslua6Lvb09ZDIZXFxcGG8FxxYVGHIk2A7Gw2XapCwRLJ/FDnWMx2OTAivPk4qE/C2/s1Px1imQZchpF2H3VRSQ97FNJArAjiAODsCuWf5EUGhAul8Z26QVRisplUqh2+0GCk/g0nvCIjO9Xs+4ZQEYAcByqHQpc0GnVUfhQZdtu932uKdt4Rj1c7/fv7L5hyQzSTa2LLojFwlp+cn8dHoIWKFPpq7J3/hZdUGwj/G6fDcU8ABMhT+64KXA4L/xeIzj42N0u13P7ndPP/20YbzLcAyFjU0s5LWlO1wSCqWlTc8ILeF8Po/j42Mz5pi1cHh4aBjxflk5LCFM65tjhW3jxkjj8Rj1eh2ZTAau6+L4+Niw/GWBHtZGGA6HKBaLhvDINMVarWbSJblj33g8NqmJFPIsdiTDC1Rc+PycL47jGGWW3oxqtWruw+NUjDi/er0e+v2+x+vB87mfPfuHSmJc0Fp7Qky7ZP0DlzVcdq1dEvPmeKIA7AjWNYBWDQnwtxTOXMi54HMxkK7JbrdrFlNuRGJbz7SgeFwWIOECLAlLi4QncDWMYm/zawtkm1BkH9+01cFFXDK3g9KxgMv4sCR02eGDeeMqKHRCrwOFknQTS1eyrbTKFDIZ3x8MBqb4ztHREVqtFobDITKZDG7dumWsXSnAOc5k23htaYWyloC9zfHe3h7u3r1r7lupVJDP53F6eoqXX37ZkPdKpZIZyyQG+oVhZBqtVFZ5b7atXC6j1+vh/Pwct27dwsXFhRH+MkuAyOfzpjhRv9/H4eEhcrkcDg8PTQiC/QfAKK0MB3DMUoml8JYllzk+BoOBRxmq1+vm+gBMyiQFOKss8n3wd+Qo2LUnHMcxfdHv95fymPH3VFq4RlDBkLyHeVh3WEJiWYVn1U3I4sDOKABKqQ8H8P0APhbAN2utv0sc+58AfDkADeAPAXyJ1rqnlHotgLcD+MDsu91VwxYg7L7eYUBLTVrTFLi0VGhNz7OetdZmsrO8KxcLLqCM40rhKQk7xCLrOOpmIXFCuoHXhSiKmHTvy89B15XWMu8hLfCosEmB/J/kMcCb0ibPkVXqJMO+1WqZf7L+P8l3jFNLYcuwhiSb2YqILEYk+wyYVnjM5/PGmpWhk8lkumMiMwJoSVOoz3tXSiljvbOf+czFYtG8j1arZcaWfA/ybyoeFJp0/1erVZNNQCEpFYd0Om0EiPT4UIFkFgWP2eOE92WFQLaF81ISDyVBEbic+/yfsBX0ZTxmdvojlQDp0ZAhM65bVHzogWKWRrFY9Hg1qGDI/Sl2NbwQF+aN5Z1RAACcA/haAJ8jv1RK3Zt9/xFa665S6scBvBHAOwF8PYDPnn3+dAA/u8kGxwkuVLQoaNEMh0ND1Aobi5akGbqHWaedE9aerFGt53la77ZCEdIdHKUNUiCto03AcgTIRRYMnzOTyaBQKFyxlokwioS8piyLLIUHABPrl5XxpALAcTsYDHB+fm4W2rOzM9RqNSPUX/Oa1xjhLtnzXLjJE5DuVY5BOa7JG2D/yT6oVqvGK3V6eopmswnHcVCpVIxLnAKzXq/j6OgIpVIJ5XLZKMiyn3lPWsLyWKlUQqlUwv7+Pvb29tDtdvHgwQPTJntvAVlPQcb72cf1et3M62q1imq1agQhXfVURMhz6PV6RujfunXLWOsc3xSurutiNBqhUqnAdV3jJWFKqQzZaD0lmPb7fdRqNd9+lpBhkmUgvUgMtfDzcDi8UjvfXrfskt4MNUnPEgmYJHNKT2TQ2sqQIA0rSXq1uRVhYa+x28DOKABa62MAx0qpz/I5nAHgKqWGAAoAHsy+T2PqFZgA2HoAnIuEnNwADEvZLzZNrXVvb8/EFXO5nMcF2+l0PMIhqmZtt/FxhXTZhsVkMjFktHVMyHX2t33tIGUjjCLB/21hJ69FF638jou9JOFRiXAcxwhCjn1WBHQcB88++yzy+bzZMyCdTuPi4gL379/H2dkZ7t27Z64/mUzw4MEDtFot9Pt93Lt3D4VCwVM1UHpAZOyf86FSqaBcLqNaraJer+PRo0emLdlsFu1223jIZBjAVnboGZPFlygwXnjhBU+pZPaRDClQkacVTvc5Xf/cZImhGFmoiP0v6y0wdNFqtQwZkCTEXq9n/uYzUsHhM3Q6HQ9PQbr1qYzYzy8JkhTaPGdZlziVKsltYVuWFbK254qhFsIuvha0lvL3LJ6UTqfNmJVk1yBuEr0WJPayTdLrtQ0EKgBKqV9e8ppfprX+0yV/ewVa6w8ppb4LwAcBdAH8vNb652eH3wLgpwH8KYC3xXVPqeXRDZdKpTxpUsBVpjcnIMlA1IIbjYbnBfd6Pc9izbgbF0nbfb5tpujjDD/X8XWBtBq5QNrxaxvzPBK2AsW4NX8nF3np9pbX5ELXarVQqVSM1cpFsVwuw3Ec8z/Z/Zw3wHTRZTyboSey+NvtNrLZLMrlsifO7fc8FEayhHEqlTKFnzqdDrixEQWwFLbz+tMmu9EVL/kLUrGSQlX2p6w9wHWD7aCLXrr3aQ3LVD2+F27QROHC/2mA2J4D9rUsX8znkhX1+Ex+48NPKC8bf6dQlYRJSWSNI0y4rEIu55l8tuFweMVwkOFcGa6Q92Zp436/j1KpZDwc/X7fw6fq9XqetFiGrfieV1Uc5nkA/gqA9wK4WhHDHwrAJwMor9Qi+6JK7QN4PYDnAdQAvEsp9YVa6x/SWr8XwMdHuBaq1apvZ0sXEGPYHPydTsdYNlGs7UVtkSDjPEE8CBsG4KJ9HRUACZKkgmALbQo1GTYBvEqFTJmUZEBJVJQb4yg1LYnbaDRwfHyMRqOB4XCIZrOJYrGIUqmEJ598EgcHB3jlK1/pETAsvNNoNExxHdbs11rjz/7sz/Do0SOMRiPcvXvXCBmm0RFSONHDdnFxgVqtZhj3h4eHcF0Xzz//PCaT6Q54FJ5yS2IKRakASIVRCnWpbFBQ2dwEu28JKh0yxZNtoIVJgU1IAUnFiLyG4XBolBumFsosDbn1MjANlTAE2Wq1jIEiiwjJqoH8bI8r4NKKJz/CD0EhKXo4yOvgdVaN09vjexUs+j37xi8UyTZQwWWfM7RCLOJGMIzBolEMUwD+Rum8dWFRCODNWuvfWnAOAEAplQEQSRoqpb4KwFfMPn6m1vqBz2l/HcCLWuuT2W/eA+AvA/ihENdXAO4DKAJwXNdFvV73DKZFAn0dFfP8wIkTVcu13XKPs4t/GYRRBNZZRnfd4EJD3sg865/n28elq9+29LjZDC1VCn9JlpPld2u1Gur1OkajER4+fAhgSsa7e/cuisUibt26hVu3buHOnTvY29vDcDhEo9Ew9QHu37+PVqtlYvC9Xs+QB/f3940b+4//+I9NytydO3cMh0AKZlrPlUrFeOSYCigLHFEQySp5ko8jN/bhWAkqbQzAw4RneInvh4JUtpPWHBd2ekZoEQMwXgm2hVky3OKY61Y+n0ej0cALL7yAvb09VKtV3Lt3zygAtE6pEFEBbjabxuPJNS+dThuukAyzSMFtC1eZWcNr2Wsax2ChUDCcA/5Wll72CycsK8iDPERxr5eSFLro2lG2IJeeBxleAubLMIZxXnzxRSilOpjK6DaAp7XWep4C8A4Ax6FbCIxnvzkJ+wOt9VsBvHXBaR8E8AlKqQKmIYBPA/A7Ia+vlVKfC+BFAMf7+/uTXV7ouWd6FEgmPrW+BJdYNAm5CORyua1mIqyKRa7/RaASwAVduvZHoxEGg4FhXNNKtbMVlFKGGV4oFIzAPTw8NHHnYrGIYrFoLF5aycVi0XjBmOtO5aLVahnuAIUe25FOp3F4eOhJVZN9wnnBd7u3t2eqIcqFWsZ4pSCTC/poNDKW9t7enud7Kkd+ChKPycwceU/p0me/Sm+E3B8gk8mY3zM0MhqNzHbH0vrTWhtSm3xnFArNZtMojXwXcgOler1u1hYZr5bv3LbiKbClJ8UP7A855uy6Fn5Y1RuwS1j3DrDApcL0/PPP4/z8vAjgDoDn9exAoAKgtf6KoGMB52tcWvORoZS6i6lgrwCYKKX+LqbM/99USr0bwO8BGGEalvi+CO36Df597969ZZu3dpANHBWrWv2bzJeV9wS8i0dcLjoi6Dq2hs6/170vt1y0pLUtPy8LWoZB15GxaLsN9nlSAAHwWKd8b5JURe5KrVYzdfsZSnvuuefgui6KxSIymQyy2SwODg7M1r/NZtPcu1gs4uDgAK961atM5oDWGs1mE67rmq1g0+k0bt++jUwmY1LuJDmR71e6YPP5PIrFoknLoxUsyyCTC0CBTQWAwogCinF0Kt7sezsMQWEteRNUjqgoyD6kW55ZFq7ret4D+0+WHJaVDGnF07sgvSIU9Gwzia9003e7XRNCooI1HA4Ng162g88mxxLDNFJo8x3akMoilSm+q7Dr0LrXiE2A73hRCDnO9Xkmo49m/wDsVhbAIwBPBxz7FgDfstkWbRbLpqLZWnnUwbIN9qkklxGbmIxB/WtbjlGvJ4Wjfdx2B/Jeq1jrfpCWkd2eRYqB/L1MvZIpa9w4RrqwAS9h79GjRwBgrP79/X3zWwqwXq+HdruNTqeDdrttKt1R4B4cHBj3OUsAp9Np3L9/H47j4ODgwOwNQIWDMVK6xmWeO4UzCW6PHj1CPp9HpVJBqVQygocudgo4WsJSiDGzh0q3rRgBlyxxSWqkpSctc6mI0ornuKAywLbzffCZ6UXgc1MZYn82m00TfpDn0UsymUzw8OFDEwbZ29sz7Wq326ZSI3CZBiorUtoKvN/6Yyu59rij18RWMNYF2a5582FTSkHYfQDW3S+hFACl1BfNOTwBUAfwXq31/VhadQPBhTaKW2gb1ntcWLcbL2gyS+uQIHkqKvyIPmF+sy5QqEgrOAhS6aFQ4HdUAkiWZRYMY7R07QNT8irj0MxDL5fLRkjb7ZB16xm7JulrMpl4NgrK5XIol8sYDAYolUq+fBxa6AxTUKjIgjacI6yex82H5CJsv0d6FOjtkHF/v5Q3W+Fi0RrHcQwxTxb16XQ6V7Iq2Pes2CefkQoZU4WloiYzh5g9QMEvN01iX5FNLtON2f+SRzGZTDwWqq3kSiKmH/zc9VQeN028DROX36RHgOGybSOsB+CdmObbA958e/ndRCn1Y5hW5Nv+k10zcPFbpTTkdVIG1t1WezLb7nb7eD6fX2pChuUY8O91WP+EZAlLoeLXFxReUujQemYaFovM0GVMy7BWq5lNaY6OjtBoNNBut5FOp1EqlXBwcOCpqy8VC1qpxWLRKAzMRaeAZa6/1tMNgqQrWxL30um0IR/yHObNs+obixBxa2CttWG9A5exaLsfKVCZwigzBXq9nglfMJTBEILrukbwu64L13Wxv79vBLJSCgcHBxiNRmg0Gjg7OzPviamEdPVznNB7QkucJXv5zijEKbxllU+tL2sysBYJSyO7rot2u236h++ICiQ9CFQyeH07Jc/mghDMqJLKjjxf8izWjW26+/2wieqjYRBWAfgkAD8M4KcAvBvTGMITAD4fwN8E8JUAXgvg2wC8BODvx97Sa4BVLfKog3RXBX6QVSzJSJuGFMJc4OSCFZYDEBS393Ony3Qufh8Ue49jgZKu2KD8eGn5y/HK8xkPbrfbxt2fyWQMY58C5/j4GI7joN1uo91um82WWGwHuDo+peIhdwikxTkej3FycuJRGth+Cni2lX1cLBY9aVcMKbBeB93jrGbX7XZRq9UMT4Gudo5NWmbSYpbjlvFxhgKYUUArnMIum80abwer+T3xxBMmFr+3t4dCoWCUHf6GO/5RGeJ7SafThqjKdENW/6OQpcCv1Wpm90DWIOFOkWwrC+B0Oh20Wi2PJ0Wm+vE9sC3sZ3utk3OJf0tvhx92df1aFfYaIfuQcF137tbGYUMEqyKsAvD3APyo1loK9g8A+BWlVBPA/6i1foNSag/Am3BDFYBVYZfnfdwQ14BeRWCSnGQTt8Jq4/PIhYD/Qjjvd4uOLYOwrn9+lsxtafHRfcyFn0JEVqmUOe8sSWznrLNNUgGSOebSQxC0IPoRHRnzlzvm8Rqs76GUMvXgXddFoVAwngBbGZL8AbaNgk7mxnP88TzG/FlLxO+5qdTwfJITGdrQepr9wP5je7TWKJfLHlKd5AJI61zOL7aXnAKllGfnQLnpDz0OvV7vSuhE8iL4rqVyK8mi7EceY7XDmwR7HbEVWULWO5DvjWNqU8ZSWAXg0wF8b8Cxfw/gq2d//zKA/3nVRl0HSO0cWJ5IJsFBcd0RRqAFpRHFdf0gSz0oPr6K8mW79TdJJrLbwcV30QIiBaDW2tRYZ3yYQotM7YuLC+NaJkmNC1epVEI2m8Vzzz2H27dve5QryXhnn7BN0m1PxYOWqIy7zwubcFc5ku8qlcqVTA8S+piGWKlUjDCX+xowPVBWv/PzYhA8Zi/gDE2Mx2NUKhVD/ut2u8ZzMBqNkMvl8Mwzz5i+qlarxstxdHSEarVqhL8MacjY/+npqRm73B2QbZSKHO/LTAr2Ed+13OOBv2M4gQqDTdYLcv0TdrrjMuD+ENcFkvcgx09QH0mvnfxO8m4WkSRXWW/CKgB9AH8RwC/6HPuLuCwAlMK0yMBjD8kqDdLiolq8uVxuZS/ArhMD5Q5lUWKAYQe5XPyk243/k9Us87SB5TkAQPxpfctCCrWgUIP8xzQwxrtZlIfpZHQzM9WPliQFGpXgV7ziFdjf38ft27c9x0ikk8oIPQWSEQ9448G2tyCoP1OpFPb29swmP3JbYZtgJ6/Bv6ViwjEhqxxyDMkxy8VYlu6WufbSECBfglkQMquBHIlsNotisYjRaISTkxPjDbhz545JU6TXgIoF7880wFRqWt6YXhW5CRA9FiRVSrIhMFVKZO0ChiJIpFzESVq03izD8JdeBPa7fCfrxDzuTNRrcOz7gUqZrSDwMzeUarfbZq2S50tIpSNqm8MqAO8C8I+VUmNMOQDHmBYU+O8AfCuAfzk772MAvD9SCzaMOAWkvI4cnNICSur4X4W9UEb5XZgBPpl4c9flJJTXkNeKuw7ANrwAUvjZ95f9LV3vjGsz9k+rj+50LjosnQ3AWKPMZWa8XSpCUgmhsJdx7kwmg5OTE8/7sZW2MM/L9yYVP+CSEMnzbNiKAf+X3gcb3JyH/UXhya2GpeUnIQU2wwy0yLlWUFhz7wMaFdJjQCHA68ttvdkPMhNECnrp7idJUm5VzGfmPWzODBGUAmiDz7DMWuvnZeC91mng+M2ZZeZwGK8Hy/jK3/B/Kob0zvD7Rc+9TFvDrnpfj2mN/++c/ZP4EQDfMPv7PwH49cit2BDWNYD8ylVqrc2CIVONgGCLd5UMAMLPZbkti9QP7IuoilEYwUASGC1a7hTHyUN3KKvM2b9dBX4W5qZBi4PjSJLb6GaXVqC0zuhebrVaRrhns1k0m01TNY5pdqwISMus0WgglUqh9YiAEwAAIABJREFUXC57Ysb8R8FGoUxPAyvXAZd7zJPtzuv7QQp2PqMkrwWV6fUT+vK9y30FZAxcCkhmRrDGutzGmEpUqVTyCFRek2REkiB5jB6Rw8NDs89Bu93G8fExSqWSR8jzeekiJteBG5GNx9MtkllVUQpzvj/gMvWVY0BugGRbmovWTD8yKZWeVWDfU3Iz/I6vinmK4qrXsWGPT449Cn9mqSilDJFznlG51hCA1roL4AuVUt8G4BMA3AXwEMBvaa3fL8776aVasSFIjTgqoigO8h5BLqB1k2O27Y6OE2GEs9basKIBmL3e5fOTtS1j0fw7DgLmLvS1UtP0rUajYUhlwGV+uLQipRUn95Rn/JrsflqTFDr5fN4w/Tkv5M5z7AdJmJOxaX7mosc28Tf0JvgtvvZYUEqhUqkYIuC8eSUFv+0todeCkLvQUXDKLVzv3r3rsbInk4lRcmROvlQyqCCQ6Mf+YViEGRTpdBqFQgFnZ2c4PT01aY7sb7ZhMpng/PzcGBmtVsvcmwLYtkZlMSemYgKXygEtd15DCh5+J7FJD+cmQ5vzeCdxwO43ey5+8IMfhOu6nqqY8ry4EMnvqbX+AKbs/xuHZTve78VJAqG0LkqlUixeAGA3hFGcWPQ8FCKygprt3g2KBVNo7kJhjqiwFVMKNntLWwoaWdudShOtfPJW6B6WFego3GihFAoFzx72xWLRuPYpYOw4PO8teRmyHjwtXCnkJKTwt8M3fP/yvcvf+Y0fO4QXdC/ej9+x3ewfEuikdcrzbA8UPQW05GU5Yfn+0um0qRdwcnKCO3fuQCnleTf8zWAwMBkYTOuTYTbZl/K92MpS0BoXZe3bZf7RIsh5sW74rfNS2WIGyLq5D6EVAKVUEcCXAfgUAAcA/o7W+k+VUm8E8Pta6z9ZSwt3BMuGDvwGlLQ+ZEqa1vrasV43Ab8+tGOX0gKbpywEHfNLXbsO8BuTtNKldcs+onDh7xjnp9uYFu9kMjFuSCoPXJz29/dRLpeNokHXNuPYtgueSkQqNS0yRIE3mUxMahq9C0Hvz1YmpDCWJDrJ6uf58n8Z2+Z1eU3+LdMb5eY60kpjH7OwkeQB0IMhn0fW8meBHL4TGSqQ4UPue/AHf/AHePbZZ01NA3IQSH5USplwCj02vC5LAvv1a5D17lfdcBewLtc/EUf8PywW7QMgQ8erZAAsklthSwE/A+CXMK3V/ycAPhJTTgAAfCqmW/Z+eZhr7SrCsFmXgZxk0hKyv2dFsTBtuYmQg1xuOcr/bYtx17gPmwYFbL/fN1vB2hahJOTVarUrMWvgcvc8CiSttSl+w35nyVlWA3Qcx1MMiC5uu2Id+Qb7+/vGAzHvncl9CKQSwPBNLpczQpXPL59JxuUlB4JKODAdN51OxygkUuhTkFOBIWkym8162kVvgO1t4b3s7yio2c5SqYRqtQoAJh7c6XRMYSOb3c/qfkzhlMqO5ABwXLAvw3gb+WxByoKcZzKDY11YZV2011V6cuz12PbkrANBoWEeU0oZZW4eFvX1ot+H9QD8U0xTAT8MwIdwmfYHAP8Bj/lGPXEh6GVJ6yYR/FchFzQS/WSpVB6zz48C5sE/LqCwskMhUhBKtjktWvmZCkQmk8HBwYER+nKrV25Py2vRg0Drhu3g37RGC4WCEU5++1+wzXZaHln0XCRtN76f21uOB/tvCmTJi6AglvwECgs+v+M45hmlkJQKg73Iy1g/iYD0wABAo9EwFfq4QQ8AE57K5/MeBaLb7ZoUQ2ktyjaQkOjXt2F2o5PnB0GSJcOcH4RFFv462f821qnEUDHzA9/fpoyXsArA6zCt9veSUspWXT4EYHf32Q2JuAaXTZqJAroOH4diQHFCxlBlrHje+VEhF/S4sG0ipuSasB22MkCr+eDgAN1u16TmTSYTI9jr9TpSqRTu3buHXC6Hvb09U8qU+eW8ptbTmvYvv/wyXNc1pDbpHs/n8xgOh556AH67YdKdT8Lc0dGRmacsmsOQA4U2iY5SCfBb4KlISi9As9mEUgrlctkTJ5f1AvhPCm7JW2DxG/5WghyA4XCIBw8eGAFOy55hFP5j2/b393F8fGwUD3nfWq3myXAhyY/vl1kL8rnZH/PmENvL9zoPdrlkm1AZ1qMpM1L4d5xC374Wx/i6ME+hCSqPDGCjIeCwCoADoBlwbA9AErSeIWiyhJkE0hW5KrYtfOKGFFzriNdTEMWBbfe9beXLdtnCiS59Ltq3b9/G0dGRERqysM/JyYmx4kulEhzHQbVa9dQAoCA/OjrCc889Z1zNFOTcRIhpaxSo9AKw3ZIjQ4Y66+bfunXLs5EQ09lKpZJpq3xWqYBIwX10dOTh3TQaDVQqFQ850U4LpHAmqJzSU0LuhaxgSLCWAkssU5mVGSsk+DUaDRQKBfN++v0+6vU6KpWKZ8dAhlVc1zV7AXAdYXsl2N/SUzAPYVzQsq/8Qm9RhXjYtu06gp6BihnfzTrDlYv2FAirAPwBgM8F8LM+xz4DwO9Gb9r1xbwFfpUXyRKrfvd7XAT5svDrgzj6ZB2M30Xtkvfc5HuVAo3CV6biUUAznp9KpUyVO7qSeT7JcXYGgrSqRqOR2bWO4QPGu+1iM5L1LNMA6VGbTCYmpZEpivl83mxSJH+zqA9o+Y9GI7RaLZNulc1mTRaJFJRSIZFeBemqZb+wHfK9SkuQQp4KliQpTiYTdDodTziCVn+hUPBsA8w9EFiil94eO/XPFkKyf+ZZoVEgnzWO8bwLwn+dPCx7jV/XGiDHRBDCKgD/BMC7Zw39kdl3H6GUej2mmQGfvUpDrxvW9cLmkW2iQArLx0V5kO5USaKK69k2vRGTnxIQ5/PYBZek8LfvQWsxk8mgXC7DcRzPLnHcx55eAkkeZAoeMFVgj46OcHJyAgD44Ac/CKUUbt++jSeeeAJaa5yfnxshT2Wg0Wjg/v370Fpjf38fpVLJo6BQcGazWSPwj4+PUS6XTW1/WfQoaHxQ0WARona7bWLuMiTAzAIqOgBM/8h3Jd+hLFdLL55UJEhyHI1G6HQ6KBQKxu0vq/hxQ55ut4vT01Nks1ns7+8brwd3MpxMJqY4E7dEjmrRu67r2YBJ9nkYBAnJdbP11wF7rKyz7eTKrBthniFsIaD3KKW+EsB3APjS2dc/gGlY4Ku11n6egQQRodR057JarWa+W0Yo2Bq5zWR+HBCXsOQ1om7EtMoiFxSbjuN5ZOrZeDxGvV43rnJWAaSVSDKfvC/JlfwNY9GDwcAsXBcXF7h7964n5W48HuPhw4d46aWX0O120el0UCqVsL+/j2q1isFgYDbukZyBdDrtSaXrdDpGKBcKBY8FTgu92+3izp07KBaLHotd9m1Qv9OlPhqNjDLC9860RPlO6V2QG+VIj4B05QNexUDGxoHLwkjc7pfPXywWUSwWsb+/b57JcRzjPWGYolgsol6vo1arGS+CtPJkyCeoJoIMD9mZDlG4S1Lxs79nOiL7NCxkGGTT2OS6yJDVImwiGyx0HQCt9duUUj8I4BMx3QfgDMCvaa2DuAEJBMJq5/YkjMM6lIvjthCndRvG1RsVy2zEtOrkjPt9cHHnvvFy+1ZZUYwueo41m7AlawV0Oh2zcQmt4Xa77SnjS6HLWvcAjNuawoCKBPkGMvUqnU6j1+uZVDjG0m03NhdErbURlPL+ttvdz/3Ninm1Wg29Xs+0ZzgcwnEc5PN5FItFTzulUkUBT4WGpD9a9Nx50IZMYaQyQQ9DqVRCuVw2Hg3bk0HFixwCZg+wb2RKIt9bEJOc9/XbZS6s4J2nKPgpHGHnySa8lbvgneDW1YvWsE20MWolwDaAf7emtiQA1sJK3aTgD5rwcbdh2RBAXPH3MJNzUwsaF34p0CkADg4OTFtoxZP5D1wy0znuZKZFKpXC6empIeHR/c+MCRaiYWrfnTt3UKvVTF0AMusZX2cMX+ar5/N5dLtds7PdYDAwln82m0Wn00Eul0OlUjHKBRUL6X2gRSuJf3aO93g8xtHRER48eGAY8wCMMlOpVFCpVABMhSGLHLG8MdMbGXsn6U4qJtK7wz6WcVhZGIifq9WqqaQoN+vhGOv1erh//77JhqjX657tgR3HMeEb9jmfzRbqbJfW2uz6GDSmbM+hVDqCficVHaZH8jc8Z16a37qF3i6EJeyNgNaJRc8bqAAopT4lyo201r8c5fwE/pAKgE0eShAf7P6MixA17x7rAGP7FChkzcs4PcNA3F1sPB6bfHpgOr4YdmK8XykF13VxcHCATqdjyt1SSBWLxStub9kOSVQDptUDZay70WgAmNZfaLVaRiGQpXJZqCaVShl3t50lQ7c3lQBZq0CeQ+u5Xq+bfQ9c1zVu8EqlgsPDQ2OJk9+Qy+U8eyDISnzMKJDERQp3u74ALXnp1eB7kdwMyeyv1+sYDofGCyMJlHLzI94/l8uh2+1euadd2Y99FlT+mmmJ9MiwzfNi/rayYPcDn5nnS5Kl7fncBSG9Tqy7yFAUzPMA/BIAmktK/B2EePLXrhHWYeEVi0VPEZXrhkWTN04G/Cq/t99d2GtFJUqtA1xwaaVTwAGXYSTG+V3X9Vjb5XLZs6MdvQKZTAaNRgPNZtMI2nw+j2q1ikqlgouLC+TzeRO/JlGP9xyNRqjVakYhGY1GHqF++/Zt4+pvt9s4Pz83z9Lr9Yywl4Lj4uLClM3d29vzCLRer+epyif7AoDZUIcWMQUmj/PZnnnmGVQqFVSrVVP6GLgcH+QspNNplMtlVKtV8xwMa9DDMZlMcHFxgfPzcyPYmJcvvQMyu4J1ANiXFLr9fh+np6cmz//27dvodDoeAS8LKVHhkps3sW/4PPbcnJdOy/bzN0FrHeeDTPNkOIhZImyXXSiJ/U0PEzNBdsFNL+FHJl1l7VkX4XgZzsA8BeBTxd9VAN+N6Xa/PwrgCMATAP42gNcC+KpId30MsI70McAriChkpKW1TcGzCPYAlJYhcFl33V6clgH7fxmCpEy9IujWXtS/i0qjxt1eP0jLT1p3FCh0XZN0xnfC/HIWAKpWqyYV7u7du6hUKjg5OTHXl9UWK5WKIeFRAcpms8YabbVaxiJut9vGpU+yIb/vdDqGhQ/AhAXYP7TKqdDQGh2Px6aGwHg8NjF3CiC6rYfDIbrdLnq9HprNpumPUqlkBNTx8TG01iaUwFoF3Jcgl8sZV7x05dPSZgyfigEVrnQ6jaeeegp/+Id/aKpVMiTCa8tNg1hUiWOSfcZ6B3x/mUzGsx0zxwD/9+N20LrWWpuQDxUFjsMgYUFviz2X6bWQqaScDzy+t7cHrbV5XnqhpKIp0zD39vaMJ4Lf7xrsNWPVORyVcBwWi5Q137YEHdBa/wf+rZR6J4Cf11rb9f5/QCn1DgB/C8BPRWzvtcY6iGiAPxGHqUW7ODkk/Npn50oDl88Tx2QKusa8a9vavFRK5oFCd1nm/6qQbaSQljFnCgJaYyTxSchcdJLeGBLI5/M4ODgw/UE3sVTWZAlefk8LT+7sB1wy0clYV0oZAiFr25OsSAFBJj4AI+ypjLANFLzS8qTV2Wq1MB6PjRufoQ5a2k888QROTk6MMGccn8oNXf9UKPjOR6ORaTs5D9J6JxmPu/KRqNhqtQyfQbLymb/PeDCtcZL8qARQwaJnQG40xHuyfbKmA9+fFNbyd8B8S9Qe435CkN9JwcP3zLGVzWbRbrdN26TSz35hMScbu+IJsL2Wy8xl2e/LEI6XQZg1LSwJ8PUAPj/g2I9h6hW4cViHi95vItgT7TpAumLl34A3DU4K36j9yf6Qbk5eI8y15H3lJipBoKW3CS+MnzvPfiaGAWRIgkKfG0sBl8xvxscppICpkH3FK16Bo6MjDAYDFItFY32TqSytRQpc2U5aM2Q3AzBWoO2BoKXHvetpyXNLWwAolUrI5XLI5/Pmf1vgkX1PFzgFD13rctzxnqlUCs899xwqlQo6nY5JPbTTJLXWODw8RKFQMKz8VCqFRqOB8/NzFAoFo2DQkmf7ut0uqtWqITpKRr5UjNgv3W7XbIpEzwc9BvQAyPdNrwrfA0Mi0gtijxEqQdKlz1CL3z4MQZDzi++E3BCOBRYyIm9Cki1TqRTK5bIJ/7BfJQdCjnu/rKhtgGNCrlnLrlVBiDOcHGUNDKsApAC8GsAv+Bz7c7iB8X8Je4KHQZB2KzkA8vp+564L69C8/fonykD1Q1DKZFywQxibzE/2S2GzyaAU5rYyRWFIFy1DAiyVy5xyKTyefPJJwyx/+PChIcpRuMuUPcbD2U6yyXmMHgGWvKXAZ0iBMX9a/VRgKNiYTlgoFEzBIIYQABilgLH409NTjEYj3L171+wTYQtOvsPxeGx2R5TziopTKpXCM888g9u3bxt2Pfu1XC6jXq+ba1Ow0ZoHpmOkWCxCKYVHjx6ZUIEsQcx+TKVS6Ha7JuWwVqt5ysPKf2wn3xE9ClQSeD0SAeX48VNYqfREgV1vgYLfTimk0vHo0SOP94Pjl16n8XhseCMyC0ViW0bPPKt/1XXGj3C8Lb5X2BHw0wD+d6XUKYD3aK3Harop0OcC+HYA/3ZdDdxVLEsiI4IG9rYGQtyQGvOybrOg6wJX93UP0xYb8jsZ2+Zv1sXzWAYkecmNZ6RVLD/L52X8u1gsGguXliuFABfp8XiMTCZjCGfNZtMTWpAph3blPWYfkOg1GAw82zZL1y9dxBTGMi+angC2lYsl3cjcPlhWU5MKgXSz+7mpqZQAl5vOUGniM8lwg3RvM55us+klIY99wH6QxEM7VMCNkfb396GUwsnJycL8cGkxU4Fj2+R7YV0ASYy0lcco49ueP/L9yjFHT5qsRyAzAdgu/s33zf0OAH+FZdOQa1fc2AWvBhFWAfhaAM9g6u4fKaUuAOzPfv+rs+PXAnG91Dg1Qgm6KqWCsGkteNn7yYVGuvVWgd0XUvBLd6bdDlsQLAKtE6mwbFIZ44LMvpNWMQUo932/c+eOWfwpvCmY6AanFU5rPZfLGTY8XewU4LLOfzqdNkSuVquFF198EcBleupgMDCEOoYGhsMhqtUqzs/P8ejRIxSLRTz//PN49tlncX5+jr29PXPNk5MTU/2OlrPs92aziXQ6bSxwFts5PDw0FqvjONjf38dwOMTJyQny+TyefvpplEolQwIk+YzZCCQQyvr/LJ9L5cLeuZBjmGmQWmvjFWDoQWZfKDXdorfZbKJWq3myIngOcDl2U6kUnnrqKbP7oOM4eOGFF66Q4TgOqeDw91Q2ZMx/MpmYfQN4Dxm2ksJ3FY+Wnd7H+zDVVCpHLIMsMx1kied8Po8nn3wSx8fHaDab5vi2schoCAtb5rDi5aYwT9ELWwr4FMAnK6VeB+ATADwJ4CGAX9daX6vCQOtY1OO8Jsk+NwFhlLEgZYQWJ3PeaX3QbWxfn/9Lq4ikKgpOrTUqlQqUUsbipnBknJnuXQqWQqFgFj8KHllFL5/PGzdyu932bKLTarU8teDlrnlaa5PqBkzHRT6fN/eT7mG5k560QvndZDLdre7BgwfG2ubCK62RXq+Hvb09IwTz+bxZrFqtlkkN5I53o9EI+XwelUoFp6enePHFF01qoXzHJOYBl8S+s7Mz9Ho9U02Qv6E34+joyFjIqVQKZ2dnGI1GyGazpuAN+67RaOB973sfSqUSKpWKEdS8ttYaFxcXHot8MBgYJQGA2aKYz3V2dmYsfoY4qCxRCWAIgwIOAOr1OhqNBkajEQ4PD6G1RqfTgeu6pt+oTFCRGgwG6HQ6cBwHr3rVq1Cv19FqtfDkk09Ca20UN5ZN5lhkiiRJghxn7Et6eux6/1QapccrCPNSy/yMFCoDfox+hjls9Pt9HB8fo9FomN9z7m5bEZBriJ8nJQxsz8umDbp57Y1aCfAX4M8DSOCDZbwNFF5RyDmbwqLBu8zEkGlUZGADMGlUXKhYEY79U6vVTHpToVAwwrVSqcBxHHS7XZNvLQlpXITlLmpc3ClMpdu7Vqt5FDKbnxH1s6w7D3jfM/tPFsBh/jQFABUd2de8FmPs0mXvOI7ZYIbXZDlcKkN0ybP4Dl24LCbEd0NmN6vyUSD3ej0Tfyazn0oE+5iMcLrbgcu0Ovns9GAAV7cytRUfpsqRSc8dDG1y2XA4NJal67qoVCpGEMtyyfKddLtdowAy9348HptrsG30IrB2/9nZmelrpiPS2m21WuZZHMdBo9FAsVg075fvhrUYqLzJCoSM79uhNY5Z+fxUoMgLYKiESoNU/sh/YG4+lVHOn3a7bbIW2Pck+9HNT4+V7EsJqYTI8TsajUz1QjnXdtEQWtXYk2GtXUA0Fsg1BxeOZd04hJx086617H2isnPjRBC3QZKGuAAx7kqLs1gsArhkXZN0FmQ9s947LS87bkgSGoWAZJjL82Rus1w8gUthyndvC0+SqFjxTS7S/N26IGPUhEztY9soyIOuIVPWGA5g/L5Wq+Hk5MSkubHmfr/fR61W84QIyNyu1WrIZDKoVqu4e/cuWq0W2u22qVXPcAOt7A996ENmVz8u8swlz2QyqFQquHv3riki1Ov1UK/XcXFxYTYGYuyYYwGAEbC254MWOr00kijYaDRMWVyOTXqJZA66FH7sb1r2DDtIa53viOl5qVTKbEnM8sVUzmT2gxSE8p7kGsgyyCQZMqQiY+n0otBtTsueSgLHNr07AMw8szNEWFOBfSMhhRN5GGyfzCiQYQfJiWBWxyKPGdsrlSmmplKJZTEhtn2dJNygtTzuUG8c60mcXoR5pYDHAD5Ra/1bYS6kpqTAAYD/Wmv9e1EbopR6E4D/BdOqg00Ab9Za/8fZsb8B4C2YZhu8XWv9HbPvXwvg7QA+AOBLtNZr8634kULWEU6gVbUqJEOc1+QCb1vTZGhzsklrgC5M4JI0ReWEaU5cYOziFkz3IWzXsL34SMvXdv/Z7nxaOmH7yk/YymPrIvwEQe4ix0Vd1npgv0oBzzbaVhLP47vhgg3ApLrJSnlcfHldhhdc18Xt27dRqVTMok6vyr179wDAU70NgBG6k8kExWLRKIZk7LPNdNcXi0WUy2XcuXPHFCViBcJ8Pm8sSvYB2y234pVeo7OzM5ycnHhS7rjvAAvMFAoFVKtVQzaTufS2J8UeozKFju9nOBzi9PTUhH0ooNkmvh8pIJkNQCWBZL2LiwuTbghMs4D4/EdHR8jlch5jgNeickAFxXbB8297zBGSxDdvjNrFpGylxk5bZolneZ95nznn5T35fgmZUkgFF5iuU+xXeS16kPhucrmcCRnyPUZN541rfWBbV0GQ8F8mRDHPA6AA3FVKvSLCtVbpoRcB/FWt9YVS6jMAfB+Aj58pFm8F8DoA9wH8tlLqJ7XWfwTg6wF8NoA3Avh0AHO3JV6V2OVHNlv2ekFaHBcYumRp8TBtK0wsmgIeuCTr8Hu7ahjhVxPcdlXZAl4Si5bRSOf1n/39os9hEfQ76UmIG/ZzSjc2Fyabi8CFVlpX8hl4TUmik65YgoxwyXKnsuHXF7wePQb0SJF0xzQ9KjC0wLmlbS6XM8oFrdFKpeKpZslnoIeI/U6XNS1aSfKUmQ5UZvmbVCqFZrOJer1ulIVCoYBSqWS8TEwPZO683Zd+7ynIIuSctN+JFI5ca+T7Y9vYP3w/FOIyJMb9BrixknzPtmLs9w4XIcz8YUhhkzFrW8Hg/CC4C6OE/dlWKkhu5TNzbeW1gzyVktfjx7VYpiYIvVK7gkUhgJ+IeL2l/Rta618TH38DwNOzvz8OwH/WWr8AAEqpH8W0MNEfYeoR0AAmWE35WApBk4gTna4wkqdofduxNgBmkNHtJQW1dAESiwS4HULYNPFkEbiYzVMCstnsxkIhnOBBx+JSHPk3n40LinRv07qT2+0C8Agwm8VN9zAAj4WZSqXM2KGVyWeicJds+ZOTE1NqlxYr3ePVahVKKTQaDU9luoODAxM+kSl/nU7H492ggsrFlfeW7t1SqQTXdc34kNkk0utDhTiTyeBVr3oVOp0OXn75ZbRaLbPnAdsvFaugd2ILUtuKZmoi4M375++k9c8+kwoa+RXSCKFC3Wq1zO8onGTWh5+QYQhgWeTz+VC/37V1YxnYc0WG+cIYQyR7co7KMT4YDOZ6U9vttuHPyDZwjV+V5GjzQaKuU/MUgC9Zsk0vLvk7iS8D8DOzv+8BeFkcuw/g42d/vwXTGgV/CuBtMdzXgC+cBB++YBm38mN6t1otT5EOmRctJ5NtXZO0Bkzro9NFJ+Ohu4plF4kg68teXDcBpRSKxaIvSzmu0IB8HuZAM57OhcVPGFHQuq5rKvWRJMlUNGmR0ooGpn1JgcrPFMC08klko7CkW5/lfdPptLHiM5mM2b8+lUoZtz+JckdHR8Z1T7IdFynZl7I64d7enoewR8EuU/KkwkhhynTCUqmEarWKp556ymxfLK1qLrayXC77ifPMrm3AxZp9SSWF/9ueGVntji5nSUTktsdUYOg5kRkbXG9Y7IdeEFtxsUMXy2AbbPRNtyPOsJ4U1raHIQzxl++e75VpuKz7wMqc9K7ZfCoWT+J44Rzm2gEst07N2wvgX0W+WgxQSn0qpgrAX1l0rtb6vbhUBsJcG47jGHd5UGczDkdNn4JexlUlFlnfUSAtB/nvcYWM69sTdtOux01xACjIpMCXbm4Zd2WbqDBILwGzBPhZXks+i4ynSoFijzHer9VqQSllyHfS+uVvDw4OPMI1m83i9u3bnip/ElLwS3e4LFpDxrrka0iCp3TdSwWdoQO6+1utltlCF/Bu9GTzRuR7oHCV85cKB70lJPjxXBnOAWAK/DA2LTc1ojFBi1TyPHgv+bx238WJMKWv5yEO4SrH5ToQpn2bmvOcXyyFbMsIm0vhF26VSjFTWCeTiQlTsOIkvWAML9kKi8RWswCUUl8F4CtmHz8TwC1MSX2fobU+m33/IUyLEBFPz75LU8ipAAAgAElEQVQLc32FqcegCMBxXdfsiCaFi93Z9uK1rPUttdswmi4JK/1+f2d3xlonNjUZg7DOcINcbCmIKPClAJg31sjel4x/yRcALhdV25PA38i0N44zLiiTycSzdTDJgo7jXFEAWFhHVsxjKEHrae66zKUvFouessWy2h/junSdShKYdLFLHgDdrgcHB6hUKiZl7c6dO2j9/+y9e7RsW1kf+Puqdr1rP87zwj33kntVhraaiAbbMLQVjEZBQkM03SjSomIbGxWVjkQ7EvDRGXZ3UCKosQ3ggwyjkahDJMYE6RZpMIoQFBXFA4ML995z7n7XrnfV7D+qfnN/Nfdaq9azatXZ6zfGGWdX1XrMNdec83v9vm92Ojg5OcFHP/pRq1xQ8FLga44B34kfD4QMf3ry9LvjvNa1GOjqpyHBNYcliOn9c98bj5U5UVC/O8JV7Nw1Ytk6k5bFncZc5ZihNbsOJLGeVwk3XKD3+gBgKypyTLGgHOfn7du3ISJnAEYAzgA8YIwxa1UAjDFvwIzgB5mRDd8K4MXGmA+rw/4LgKeKyMOYCf4XAvi6kNc3IvLVmIUl7ly5cmW6aqtSI8zkG4/HaDabl074Z4mw1opXEaYgnof+W7vYGb9nkRqvccCFnoKFAomCWhPIXJDg1m638YlPfMLmuVMoaouW4GLLkr+6TbTYacl2u117/pUrV3DlyhW7dTAFKBcaWt7s52q1iuPjY9y8eRO3bt2y92XxHhIDtYftqU99qt02V1eNo5KguTDsP52W2uv1UK1W7QY9Ozs7aLfbmE6nNq0OgHW/ajKs5mSwX7hobm1t4dq1awBgCWEslMTCQhwj7XbbKlJUolh7gP1KhUuX6dUZLzpsQI+HzuShFejlQXKzANzv9TgAZpwjvvNVrTVe8zDr/TWWzf20Bb8m7nohSwKglweV7/bhhx/GwcFBG8CTADxs5gtdnuoAvArANQA/OX+IsTHm6caYsYh8O4Dfxoz090ZjzJ+Gvagx5j38m6lM64J+OX4DU7sEwyLNWFdUZH1vv+tHsWTC9Dsws2rd1MUg0ApkLB2AJXEy3ezk5MTT1aoXex0/9mubtlQoyOme5v3dWvheYAocXdB0O+uwA69BJYPxSXexpiCnMgPMBMvR0RE6nQ6uX79ulRK2n/n4bDsAK1i55S4FHZUZAAu1MahgVatV6wpljv9gMLACmGRBEhtplQOwx2qlQhfSYXijXq9bQc7n1EKawlj3H3kdejMlCnnt0WB6G4s9eQkOHdLRIQc3+yMO+Mz3MtaxLgatMWkqAO4auOxZ50L/0fk/ADlSAIwxLwXwUp/ffgvAb622RelDTzavl+VWPgsDHX9cx2DP+p5+109CPAz6zVUWvPqWQuL69eu2/CwtyOPjYzzxxBM4PDy8wCTX19CWcKfTsfXqmZLk1RZap91u1woWWsZ0N7ueCd1PWlBTCaCFSvdhqVSyBX8efPBB7O7uLpSUpaCqVqu2f/gsk8nExiJPT0/RbDYtie7g4MDyb6isMNOAZLhSqYQnP/nJNmuBhWEY52Qfl0olu4lQo9FAr9dDr9fDxz72MfvcVHC2trasIKaydvXqVZRKJTzyyCMLRXLY59euXbOpYKenpzg7O7MCnmSu3d1dS+Y7OTmx72E8Hts+uHr1qiVsut4T/r2zs2OLV/FdeKXXMoTB8BH5Dux7Xk+PtyDobXpXhby72aNCV7skguYfsGhkJDWe3LBfnDUxNwrAvQpaOVEIN241umXImkxzLyFo0un4uB9YqazRaNgtcbkIk7392GOPLaTi8Xsd16YwqlaruHr1qhUirAHhJfwpoL3Skkql0kLcWAs0balqC5+CsdVq2dj73t4ebt68adn5ZCtvbW3ZOveTycTuyEdXPa3Jw8NDu+Mewx+DwQCnp6fY2trC4eEhqtUqdnd37aY1FOgiYvkCFIT62Rj3rNVqNo7ObAhd0ZDExaOjI1uhkO5uZukwo4KCmx4JCuLJZGILEzFbgARHHaNnOzWxkjU3SNzU4QbtoWG2BYU6vyO0sqbDNlrR0HUegHMPC9vpJxTyFGLUYZBV3jNOH/C8MEJ32fU5LzVfJ45CkORdRlIARKQE4DMxc9X/oTHmbMkpBeYIo61xApC1HAb3mladNYL6SwtQd0JqVyzd00x94wI2HA5xfHy8EGNmfj2FPePk/MyiNVtbW+h0Ojbmq+/rRQ7kPbWyQAuf96Vw1s+hU9NofdOVTua6PsZNOWJcvdFo2PbzuiwzTI8Cme+6lj5B4hx5BHpe8NncbYspJFlVkMJb7/xHTwFr/rOGvQ4lsK1eRYE4Dpjmq//XfA0e77rhNcGQ7Gt9D44jXSeExwcpnjqey2O73a7tf319rcj6Cbpms3mBeb4urEsZiaIEaN4L51Uc/oLrddFKXhQjMS2EVgBkxtj/Z5gJfwD4fADvE5FfA/AOY8y/zKB9G4GgOLW7cGuil9/g86v7nkcsm0Tr5CdEBbeo1Qu6G3vnpO/1erbsKQX+2dkZDg4OrLuZFuf+/j5EBLdu3bLCjoKIrl26dSnweV9tCVPgMObP4jyVSsXGznm86xbWioR2K5M9T+FGMh43AeI2vpolf3x8jO3tbaukMj5Oz8Du7i4mkwn29vbQ7/dxcnJixzStXRICuQsfLXAKW7rxqWRUKhXrdaB7fTI53ziHewZ8+MMftrUI+PzXrl2zm/uwhkCv17MFg2it63dNjkGn07HWNBUazb3Q3hnCfVfAeQU4Xb+f9+R7cwUA1w7NC9JKAL0NJAyyfZrbEIS0MgLyiGXrTtLnpuclKtyMM4001kntoQjDEQmlAIjIt2BWdOeNAP4jgF9WP/8egK8GsFEKQFTtD/AfNO6LC3N8kLbnuoXyAq8+y8sCEvQ+wyoh+hht9fIfBS/j9ly4O52OjfWyPjlj4wcHBzg6OkKr1VogwHFi6s2JjDELwpBWJwvyuJb5cDjEY489dmG86eNc7wHvTSFES1ynENF6HQwG1mW+vb1tY/Cj0cjGzzVZDpilJ9Hy3dnZQa1Ww5UrV2wf8X4kR9LdTw+E9lroeLpOu9O18G/cuLFAZHzwwQfthj1PPPEERMR+BmDDHMDijpMshkRFQqc/UqDq+UgvgpfgZt+zbLIW1vyd9Rv4HlzOh0aQa5zrBDMt9A6HQXMzrJKwDqShmASRaV2vXpR2UbDqTauigGGnLKBDcdorGXhOyGt/D4B/YYx5pcxq82v8OYB/HKO9a0WUl7cstSMqgia0MeZCbeu8gP0Qpe/ybv3rRYDvRbvl9MJM4UNrV1tuVABcgauLvmhr0e0XWnFcmAeDAZrN5kKePYWFzhrgO9Hb6rplhGmhu9ut8pp6l0e2mUoOOQmlUskSDTUrnZsIMYTBBUfn8zebTRweHi7kJrPErfZ40ANAJYteCHotKNiYTsc4vWtdsz29Xg/dbtcK+q2tLUwmk4XtkXV8np4G7lqolUC+Y/ap65LXfQpgQZlx31kQLyOO8ONYIockDLJOv9sEhF2btELN+Rin/zi+04TmmOlQUthssrAKwMOYpeF54QzAXsjrbCyiKgwuwk5sLSDy5gEA/PthHe5ELbyD7u2l8Xtp/255Zh3P1ax5xp55z+FwaC1akvQokHu9nuUBHBwcoNVqYWdnZ0HJYGqeV6yf7dSlRKnldzoda7lSuFIZaLVaaDQa1m1Oi/jRRx+1pDyvAj9aENG13mg00G63ISJoNpvY2dmx7SyXyzg+Pl5Qlra3t3Hr1i1rKR0eHtowiRbCbBdj94yL0xvA5wawkEqoCXdnZ2eoVCpWKTs+PoYxBtvb29jZ2YExBu12G0960pMwGo3w+OOP2xx+PRYqlQquX79uPToigrOzM0uSHAwGdnxwLPiNO52vT2VGW2LMbNC8kiDCXhA471gBTpcPDwKfKQ9w52KW60hUg0QLf/ZzEgJhmta/VtzdEFRYozWsAvAEgId8fvt0hKzMl2dkHasOq93ruHCSwbJqgewVGqBATLtf9cIZBa6LX18PmOWwc1GkgNNxdLK7XW272+3aAjYsSqMFOi36/f1ZcUtNauOxPJ6pZYzpsgY4CWtMf6OngG3T/cwULwrbdrttMxH0drNcOHjfUqmE3d1dXLt2zbrCdTjj9PQUp6enuHPnjnU709KtVCrY3d3FzZs30Ww2Ua1W0e12cXJyYq1/l1jJ9lMgUtmg14R9yTCJLqBzenqK4XBoty7m87HaXr/fx9nZmT2emRN63Gj2PgDcvXsXAGz7B4OBdfWyz8Iw1Y0xCzUAeB7b0m63bfbDYDCwFRE7nU6kOau9CS7JcpMQZ31Y1frmdY+493ULcCWFK/j19/r/IIRVAH4TwKtE5J0APjb/zojIdQDfDeDXQl4nt8hC+LuDNIwSQEuALOe4WPbys1Z4vGKjaSGrdtPiBxa3OvayUBjTZfyZ5Da6fbWSQMthMBjg7OzMuqn1trZufFlnCfDaHBu0mrWGr61ZWrej0chyELRrul6vW/JgvV63xXFKpZKt/EfBzyI1JycnODo6spa8do/zOuQJsP90GpzuO7aTPAe9n4DeHZDbWvNemuPghhAY76Q3gCEP7V1g7jznoPay6ffN59NlaqPwhfS7dMcOPzebTUsc1XsTRIEOi0QVLHnakjYOVhla1OMuCZgFlCdFLawC8E8BPAvAnwB4L2Zb8P5LAJ8B4A6AH8ykdWuC36SNCj0p/Sp9eYF1nbNE1hNIu7jzDApoMtMpUGjp0wrmYkuBRgucue+0ZOnWBmZbgTIvnfFy1vJnnBm46NGgYOTmVHqzH2BRKeE1mDrKLAZa3LQwKXBpbdfrdVy9etXmunPLUgrJ8XiM/f19W8+foQz2FYX13t4ebty4YT+zPWdnZ3jssceswqC9KHzG7e1tm45G4iG9KCRTaoIeLV4SMOkJYP90u11b02A8HuP09NRyMw4PD607XnM9tBLAxZkZFeXybBdEEiKDODDLiL8aDFFoBcvlZ0RBHKtyFQpAmkYG56UeR159HuY96HXYFe76s8sNSmq9VyqVVFMv0/AmhJIyxpgnROTpAL4LwFcA+Mj83NcD+DFjzEniluQIXgQt130ZFnrByAvrNmvrH8iH4A/znJotTwHEhYZ51nSTG2Ose53b5bLQzJUrVwDAuo15HAve0MpmHf/t7W0rwHUMmG0Yj8eW/e4XRtEudFadOzg4sK5kvdDR3cy0uUqlgqOjI1QqFdx3331WSRmPx7hz5w5OTk5wcnKysGcBvQ6tVgtXrlyxKY2apMda+ORFcNtbClC66VlTn8cxw4Dn8t3dvXvXWu9UZHZ3d9Fut62CRbJgt9vFwcEBarWaLdrDtlGJ4FbbWqC7pD72D70tWmHws96W8X74LkTEciYajQYajQbOzs5iCX83Ph0FUctex0Gaa4Df+NcIG26kEqt5L0zxZX+6W7qnAc0dSYI0wx+hzUxjzCmAH5r/u3RYNSmPC1VSeHkzVoUoLNuwllOU60Y5jta+Lseq3eAErXJuoMNYNL0DtDpJBKPVrD0NdGu7z6UrurHYjes10qx5LbhotWoSGN3cTF9kvju9SyzNS1Iic/z39/eti91dLIFzDgPbq4WriFihSc8JPRZUrGq1mt00yCu1TnMTqDTookCs4kflhK7Ver1uiXB8Vy5RlJ4OplFq618rBORidLvdBQUwLrSHZzo933WRoRpe26u8bBDySBT2Q1LDY9m5UXhBblhKzxm91XSaRlvSLZiJNNtUlALOGHFeFheqIHChiqqdrsoyjyL8w/IdVkHS1G7+Wq1mBSvvzSIyJycnOD09Rb/fR71exyc+8QlbEphCnGQyxvNpWerqgFrAn52d2RRQ3p/31mlkDDWwTdxEhzFvCkQd72bogamFrVYLN2/eRKlUQqfTsfXuWTZXjyv9N5/h5OTECnoqUO12e8Fdz7Q0LczpmmdpX1rvJDlOp1P7HGTg8zlv3LhhrWbW46c1zRAAQzfkTrihk6OjI2xvb1vrmcoalRP20fb2Nk5PTxfi7FGheRe7u7sLlr4uPKSL+ejzwl4/DtbBAch67dH571FBwc/rcA6nKWy5A6NGXM9yWvCVMiLyjgjXMcaYv5tCe9aCsBZoHPc/sOhyCjug3P3A9XmMjbKq2TJSYZ6xbIGN6+IMA21NA+c7xHELWRZW2d/ft0KCXoL9/X2betfv9239+7Ozs4XYtWbR7+3tWcFEtjrd0xTK+/v7Nv4NnOf1U7ng9XR+OvuQFjsVC/Yd096oOFAhePzxx1Gr1XDfffdZBULXN9BjR4dKWJOfXgD23+npKbrdLkqlkn1WzV8gz4Luep0WOBgMFgoAUbFiIaB6vW4FKPuNz/7YY49ZEqD2WlCho3LA56ESxudhP5P4NxwOFzYASgo+n94QiGNne3vbej1WEZojNokESJLkshoHVE5dol2YfqVnidkbWaw3uiQ0se71OcjMLGFG9iM+HbO9hD8K4HEA92GWGvgogL/IpnnZw4uYl0WKiV4EwygCOj7lZg9QwOSJTQqkzy3IUvgD565/9jUFDAlzXHC4eGvXst5LnYxzbhhDa5/XH41G1vJ236UmzpFUR56ArlVPgQYsbg7kFgLhPx3DZF/qY3UVP+Ccte8KbE3mpGJAwU2hRfBvurgJkhpp3etzmD6pyXmM+TMOT28A70khT2WCnAc+K/tYt9t1D3MHQraF9+Iz0ROT1njW+zToTAhX+dUKXlYgIXUTlACtyLrrsleWlVeJXi9FFsCFc8PWUIiLoOyQdcFXATDGPJN/i8jzMSsF/AxjzHvV918A4N/Of9tIaOa1XsDSgL6OJmVpYpDfvUim4uJIVzkXfQqcvBALgWiLpVaEvMg8wGpJk0who0dlZ2fHCnoKrul0irt371p3Otnb3W7XWow6fMPz3HS/6fS8cA8FmYhYT0C73bYEO5YXpgDneGAsm9fUCuN0OrUWLxd7AAsCqNFo4P7777fM/6tXr2J/f98K2kqlgps3b+Lk5MTW0ec4ZKEhCm8qDazRzxx8CntuC1wuly2xkMKXdQ50dgD/8dkYr9eESR0aoceA/a9T8dgHOtbf6XRs33IhZr8YYxZCKGlBeyw0WFyI7Ws2mwCwUBPAK9SXxEhJms62SujwVRj4lejVqZ9833rNpycqS8VLV3jNg/AHwnMAfgjAD2jhDwDGmPeKyKsB/DCAX0+5bZlCx4pczTwruNcPcz8KSG2BsTpalgizACaJXwVNtGX94qboJFmsKSDonmZsnq50EtC4YQ8XELL8R6MRer2e5QpQ2Oud8tjOO3fuQESwt7dnBSKvx6wDWs50e1K4sk9IoHMtFr07Hj1EvC49Ev1+35LwGo2GLfVbq9VQq9Wws7NjNzIiaVCn/7G/ANh6BqwkSEXj9PTUto3vhspAu93GtWvX7H3pcic0aVBbyXwv3Jvg8PBwgfznJVxJ5uRY0SRevkuClrgmKXIPAB1y8BuLYcarrhNBD4bXudwgicqoF6ig0fMUB3HPWxe8+tj9LkiA6/HE//X4ZfgrrgwI49mt1Wq587qEVQCeCuCuz293AHxaOs1ZHbRFnkcmLRdiXZEOWJ1VHEb4c3FcNfS70+2JqwRoMhatdgrBer1uc/Z1Spg+VxPuaL1q657cgMFgsLD1Lc/XCxfj9GTaAxffBZVC1rjX7m4KPCoXOuuAQojeg16vZwXr7u7ugqCk9e4VB+f9KSzJR6ACwvO0S75er9t/uuSyG0bwW8A12ZDpWnxfXgx9zep2f3Nd7NoAoFfBFSZ8n653KqwSDyx6Gd1nI7z2k/C6ntdzhQXH+L2GMMqYHuNuOCbJ2qoVUd7HRdyCT1kirAJwG8C3Ani7x2/fihkvYGMQJsUjKQ8g6flMLSPy5Oon1unGcjX6sHAVBS4EtOApCI+Ojqz7vtls2rx5Wq9sA13itMpZiGZra8tavCy2o0l4ruCiwKGCQAFO1jyL0YzHY3u/drtthRa5B7SM6fYWEWvF8z4UcBTurF1A4iJJUG7akuajALDhCu5rTyWJpDatmLBtjz322AUynLaI2a9+Cq8rlIFzHgX7NWiu6DAKFReXMKa9LhQYLncjDPTxWmEh/KzaZTX6/Y4JqwSzv+61DYGC+AGE9gRpRYjFo9K4d17c+2EQVgF4DYC3iMifAPh3OCcBfg1m1QBflE3z0odLqovKzg+LJPE5kdmGKnnZrMML6x7ktJK0F0e3ySV96e/d2Op0OrVxarq7mQd+dnZmi8rQWtZkNWDmPqTgbjQaaDabtuANwwl37961bnK6n5mfz3gklQfW1eczPv7449blfvXqVbTbbZvDT5KUJhMC56EDveDpZ9fbxlKAAzPuCTMdeE/gXHDq+bO1tWXDBMacF+jp9/s4Pj62igj7htkSOmxTrVYtn0W3le+Ux7lKG7C4e6F+tiBoy95LSGi+xzLSWRiEMTZcuP0QFmxzGMb7JsJPwfGyurm2U4nmOuGW0CbSUobc+abR6XRSuUeaCFsJ8JdE5AnMFIHvA1ABMALwXwB8hTHmP2fXxHThFWP0O26dWLeAzTu0EKBAYWaEG1v2O5+Tlax2XceehDzWkdfuWwpsAAvEMy6+5A3wdyoGFIgsycta8/p8uv+1cnDjxg1bOZDKhRb62kpl+yjQNZNfL6D6nq1WywrFbre7oFgEWVHT6dQSBNlWprYxg4GbElGRct31vI/XoqxdtXo+6E2Bwgp+L/id5+fej3qfuO1ynzes4hFlzchbBlFSBCkGLvTYT3udD1LcmHmSJ0SpBPifAPwnESkBuA7gCWNM/vzSIeDlhvNLDwlCFmx1XovWVx75CWERdoKF9cJoy419z/3eaWVq97rfgqiFIDeL0fvAkwNAgUwiHYUalQbei4Kc1i4tfxaUISGPAptxeWMMTk5mVbQZItCsdW49fPPmTfvs4/HYlsfVBDy9ERHd8FSIvJSh6XS2HwBT7lhfnwpUu91Go9HA6empfV5yCfSmO1QYyuUyTk9PMZlMcOXKFTzlKU+xYRNuB6yJVloBZzYDeQ36HXmFa2jd6e/YD1ki6Xx32xd0HY4XrwwADfaHnxLlBT+mfF6hGfxe8PveXefdNV57QtLqDy+PFYALHrq8IHIlwLnQv5NBW9YKLrrLBK4mWWWZOXAvkHTiuku9YMz5Bj3cSIUWMUvQ8hpu/NavXToO3+l0rAKgY9c7OzsLsX4Kc1qhukgJj6P7vdPpLMTDyQXQ28GSGEevAa17xuB1gR8K+u3t7YVqgrpWgI5p8vm8BIR2vbv17k9OTuxGOKVSyT4bwxoMGZyeni4UOmq1WtjZ2bGpbFQySKj0SmUj2VArd0xNnE6nF7bIZdjAvY4O6aVt3VKB0nUJvOY+1wa/+/utMazZQO5FuTzbsZF8hGXPo/keYcCNo5KGN7yQhIyrQWU4SlGeZfcO4pMkvTbhp4QxkyhvCKUAiMirlhxijDEbvUeAywr1gxYqSZi4y8BF7l5QBJbBdQn7uZ35u9f3+n+tBFBo6mtqLV3vIU+GvC40w9ACF2YKPF0Pn/UZKPyZt0yrnmQ3Eg1JnGMogJa1rnfPtD5a2QDs781m0xLByIPQpDbg3LvBVDkteHToQ/cd+4ZhDZ3qyL6vVqt2AxsdQuD9eW9+ZnEkch+Y3UKwD3UZV/aBO7d0KMNFXFJoWFCJYRgjjrD0IzYGHb8sNS2OsPUqvZ2WIZOG8HfJplncOy1FJex9wlSVzNqo9EJYD8CrA37jU220AhBWG9SWShREHXC0uOIqAKsa4HHhuuO01e1HztLWrhcpjNfVoRN3QrFynN5oh+x9zb7X59Jlf+XKFeuW14KXglYLQVr1x8fHmE6nVtBT4Wi1WrYNbKtOnXvsscdwdHQEAHj88cetp+BJT3qSJSiSfKgVUj4PFQytEGglye0TWqEU3tPp1JbrpcLDHfk6nQ663a4NczSbzQWPB9/hZDJBr9fD8fHxBb4CFzv9/GwT+1i/Uy+Wtd84SRvamxS0iIcNYRFacdPcJPZbFH5D1LmuSXJRSYpZYmtryyqrWVrMUftr2fF+623QWHVB71UW3AQ/hCUBXpB2InIVwHMBvALA81NuV24RJw4Yxypxi5W41+OiFKSI5F0J0HC5GC5RkxaYF9xnDHpmuhVPT09tyh8wS7tkKEHHqal08Lu9vT30ej1r7XPrXy5WfG+0oBmXFxHs7u7iypUr1rUOzIQCY+fcaGgymeDu3bv2fMbkjZltR3x0dGRDAbruv1Ze9EKq+5hKAb0Z2stBrxM9D5pLoQsDkS8gIuh0OgselStXrqBWq9msCW78Y4y5UFTJT7l1PRkudDiGyljalpNLmOT/9PZEhVdowo9sCCCyIIgy1xmW0kpfHqAV8lUUzUlzfVx2Hbf+hRe0AbEqxN4N0BhzAODnReQagDcAeE5qrcox4k6WqAONi5pfG5YN3rwLflo8bjtdcg4R1iWoLX9ttWlNfHt72xbRmU5naV+DwcAKXy2sSEzjZiG7u7tWEWHVPq967rq+P61dPgPLDZM5f3h4aKvckXTHsqEs2sPQAq1yHZuna57KBq336fR8oyFtvbreAC3oKFh1SIFCgsRUN8WQc4LPw7oCJP7pEITm0JCD4Paf68XxGjvaPb4KtynbxHexintmdX0KV+3tyQO0B0sbOFm1b1VrJD1oy4T7OgjfaWwH/AFsuPs/a8QZaCJiWdgusmY7ZwkKRrfCoQYXVx2z1v97nUOLXAtw93p0jXM7WG6Icnh4iLt376JcLuPKlSsAzhnpR0dHNueeHgKGZigI6K6k29sl3lHwDYdDnJycoNPpoNPp2NS+Rx55BOPxGJ1Ox+4RQKGuiYEArNsdmIUGeN+bN29iZ2fHCnueo9Pl9DsgEYycAtYW4I6EOhbPUrxePAr+zUWu2+1aDwFwHgqhIkDPBLkA5CiwLbVazS76QXUwGC7JWjhoq1TzRqLeNyWGjm8AACAASURBVIxlp4maUd3fUdYYne6aN7BfyTFZt3ISpw3u3ABwoaiWF9bxPtJQAJ4L/zLBBWLCL30LyL917wUtiLQl6E4KP26Ahl6cKVAoYNwd7IKuSbf3eDzG9evXbWz+4ODAEuBYvEbvTc/UuWazaTkFdFfSumelPZ32x2JD165dw6OPPmr3m6crvNVqWYFJzsB4PMb29jbq9Tq2t7dx48YN1Go1VCoV7Ozs4PT0FNVqFdevX0e9XrfX2t3dBXBeE58bAnGRaTabaDQaVmGhUkSX/s7Ojn3uo6Mj7OzsWPc9+0JzBnZ3d7G7u4uTkxMcHR2h0Whgb28P5XIZTzzxBCaTiVVozs7OrGLTbDZxdHSESqViixAdHR1ha2vLkgtZE5+f6TVgvQJWSOQzDodDjEYjtFotOzaGwyEajQZExH4mf4KhHGZ48J3oNtAzRYIn209lz8uLEVVwrErYrcPSjAPNiwiCa1SkDU3O5XzxC1+5ZNtla3XYcZKVMhQ2C+CNHl9XAXw2gL8J4J+l2agCM6xb+00b2u3vlxbmIijUwQlGl7Nr6Wq3u762jn/T00JmPkl629vb6Ha7aDQatogPn6HRaODq1auW+MaqfaPRCHfv3sXe3h4A2PK9FJ58nzdv3sTVq1dxdHSEj3zkI5bYx7K/vB+F5fb2ts3L14sKd9JjPQCdzsd76QVLK0gHBwcLC5UuFUweBPdGPzs7s++OyhsXQJHZ5kb0fhwdHdn3wWvys343OkuA/3q9nk1PNMYseL/oQeHfVM40V8DdPIf3dDN82FYSFnV7NCmR3+ssEF6Pf9OaPjk5sXtHlMtla8Hyd+7oSCWFbW00GgDO4/L07lCpabVaAM63oKZCopUYeqCYkcJn1c+j1xK9K13esWwNzNobqsNlwHko0k8BcAnIPLfRaKxkE7eoCOsB+FKcs/2JPoCPAfhxAD+XZqM2Aasg2C0bMJtC8qNgdgv50H2trfZarWYXL7LcuahRIAOwJWWZlsa4OXPtgVnpzUajgfvuuw+TyQSHh4e2iA1dzCx+Q1Y9F1P2LVP0tDA7OTmxBXdOT09xfHxsY+16cxxuf8ttdqvVKnZ2dlCpVHDt2jW0Wi08+OCD2N/ft4v59va25QxUq1VcuXLF5sRzIaeXgQJGRBb2tudnr352hSFBBcpVlETEChkd9yf4XrkrIkmT0+nUehN0u1zrk9a8dn17WXJeJFH3NxeuG1bX/tfvVLdFg6EKWphUyqhYuHXktSeBpE63bS4RTM/xUqlkeSUEPQ68Dt8Tn5u/8xn1e+bmU/Qkdrtd1Ot17O7uotPp4OzszHqTgNl8YeoqAOupYdEqrdToEA3ft+7PVXgZNJE2S3CN4HvQvJigdmnuix/CGnlZGYNhswAeyuTuG4wkgjes4G40Gr5M2FUKf+1S1xuJUDjQDcs2A4sWDX+nBcP2M+ZLdzkZ3fof68xzgaXbnAKSQpvChQuqXgiPjo7slrS0/ICZsLlz5w4Gg4EVtPV63d6TigevzXbyfLLn2+22tdAAWMGn3e9sF1n8Ozs7qNVquH79ui3Fyz6lUOfiwfu5ljf70s3nJ8kOWExh42dCuzU1GB5oNBr45Cc/aftejzl9zeFwiG63i+PjYytc+Y6WkeXIRNcegqCiKVFIa17HRV1Idf/Q6nYVIN12ncoZFW7bKGjIVeEY1O/LtURdo8GtPz8cDrG1tYXDw0P72f1dw90TAljM0gDOXeScXwwP+Xkx2u02ANi5pH+noszfqRzy2YP6K2sEZW34gXOGymCYsIA+z/07bYQNAfxPAN5mjNn3+O0qgOcaY34+SUNE5EUAXglAAJwC+DZjzAdE5EEAP4/Z5kMGwM8YY143P+d+AL84P/5FxpiV7LbgktOiIux5QaUjw1xDs9FpLWsGe6PRsEKS1jOF3tnZmbUG6Oqm8NfFScic1581vCwa4LzQkbZmgYvuSV0Ct9PpWDcnLXNgsQgMJ5hXmh2FEi3bbrdryTkUvq1Wywpu9rPW5BkmGAwGCxUIKfjIhO/3+wvFcmg51Wo1ay3zfo1Gw2YhMDuBGQq0rKrVqrW0WY1Pu+T5P/uB/2tLxRVc2uLXi2utVrOeFHpveA937DMeToua92K6YZB1xj7R3gXeLy/sdG1Z+wkAN2RAJHFP63P1eF6mUCVB0Lqmn9FVOlzL3/3dJXMeHBwsfOZGUOxj7ixJzwLHO72AfusUcO614Pxh6IXX1ptOZe2liCvE3XZlaeiFDQG8CcAzAFxQAAA8PP89kQKA2ZbDX2KMORSRZwP4GQBfAGAM4BXGmPeJyDaAPxKR3zHGfAjAdwL4DgCfAuDrAfx0wjaEQhovZFlsG4BNPWMclzXXl2nWTGuj65gTkgKE11um/bufveJeSdxvrmXqxwFgPPrk5GQhLKA5BVoQanjFhnnNfr9v4/O0RL3uTyFMy5pFcUgyq9Vq9l3Q7U/X8c7Ojl2M2I7pdLY74O7urn2G0WiET37yk1ZZ2d3dxa1bt2zxHeb+7+7uLoQlXAHt1a86Hsxj6cYFYD0xIrN6A7VazVr0uoKZl/WiSXMcV7Ra3cwBDSqjevthHWfPA9y2+41Rr2dMGpvWBDhyMLRC794nilIQtCudX9+HJaHFfXfawtfVJwFcyIQK67XQlfUYviGovHOM0pNJL2S73bbrDsNzev2kchukROj50mw2LxhDQeeFRVLvQFgFIOgOLcyEdCIYY96tPr4HwAPz7x8F8Oj871MR+TMAtwB8CEAZwHT+Lx+rxhy0jJjvzMWOTGu/WBs/65g5/9fpVUA4zVpjVWkmYRYLCk7t9vUqe8oJXK/Xcf/99y8USOKx2nLUE9KdHFR6aGGQUKXjz7qwDT0D9AiQ9a8r7PE8vXELyWnb29vY39+3ngbGikkUo0JAQc6KerSo9vf3bWqdMTNmPjcacuOMerHRz0w3PzDztnDhoztSW9pUDE5PTy0/ws8S53XJMXCVBJ2S6QXeu9PpLCz2YQrgaItuVV6CqO7fNNrlXsOvCmnUezEF1EWQIMmDNyYq9HqnjQCG5/RnKgIcvzxeewt0TY96vW6V6F6v5+tNpQJHg4GhzrBeCNeLwDbxc2YKgIg8DcDnqa/+voh8tnNYA8ALAfxl7BZ445sBvN2jTQ8B+FwA751/9XoAvwDgGMDXpdyGhVKZXLQpRJgSxjgWY910O+k4Fi0kvbGFn9aqUa1Wc8kcDYLLxPcDLUVOErdeP+G6qt0dvDhh3Uniurv1ffVnvascLWVeV7v+eRytZX0fuug1yY4ei4ODA6sg8DmofPDZtZWir3F8fGwZ5cwI0CWFvTweQe9EVw10rXlNMiPBMkjAeikc7DPGxYPO5/UZZnCvHVQ4xVX08oaw1nIcpFEq1t1MSSOqQMkyPp0F9Lz1Upj9jne5HV7cCq/PnCenp6d2HQBgvWQMRXpliNDrQE4SuVd6XiT1NAV5AP57nKf3GQD/m89x+5gJ7FQgIs+aX++LnO/bAH4VwHcZY04AwBjzMQBfHPbamjVNjS0oHUcTxijEae1EdZ/HmbDL9rRfB8KwX8N4GqbT6UKJWLrWNDj5dPqVFjyusqEtd+1S1kqD9jro4yeTic2tf/zxxy25kCWCtYXPNjOm2O12bUySE/Ts7AwHBwd2cpNtzXADyVz9fh/33XcfgJkSyN/u3LmzIOh4bSqSbK9ezF1BzL/5PRcYfSyP0xyOMBuXUJHQpET9Try8ORp6N0Xt9XB5DF7IMg4eF1qgZN02Xp97QqSJZcLQKwSUBlalSATdI4uUQm0QkORIuMadV4aIm3qqq5e6IV8apVTieWwQKTVIwvw4gDdj5lr/awD/AMAfO8cMADxuYqrjIvIyAN8y//gcANcB/CyAZxtFOBSRCmbC/y3GmLdGuL4AeASzMEWFu6gBF93py8hr69jKUVuieUHQ4hZl4eMgpoDyExh6wvotPuwn93synr0sXn2ciCwoW9Pp1IZj+D89FhR6jBWenp7i7t27eOKJJ2CMsaQ+Kg0UuqzgR0b3Y489Zo/nbnntdtt6gkajEXZ3d23BG5Khbty4Yb0EVEq84Ho53NCIPk5/JtcBCFbkdCxUz42wHiD2SbVaDeQKeCFvwh/wFixZegIYftH30GlqgH8hHa86AEEEQCJLAZ2mIpHm9dK4JsO/cfY20HPQVRD8Qr5aueccu337NkSkC2AI4AzAA8YY46sAGGOOMXOtQ0QeBvCoMSbV3RmMMW/AbB8BiMhTALwVwIuNMR/mMXMh/q8B/Jkx5rURr29E5B9iRjB8bG9vb5rH8pd+2KSCHUmgGfrAoit5GfxceTps4He8F8jE165yPXG9BOlkMrG194fDIe6//35buIcgcZCMf03Mc9OD6A5kxgFdgdwmWLsRl8FvX4Wgz5qIFzRfvEhxUQUes0iinJ+lYE0LURShNK6v3wPfi18bmMWiERRrjtKmNN5LEoGrQ3dBob9VIiitFUh/PHuFLR5++GEcHBy0ADwJwKfSaA9bB+BjqbXOH68CcA3AT85f1NgY83QAXwjgxQA+KCLvnx/7/caY3wpzUU0uvHXrVrotzhh6U5Z1IqvJowc93brj8fgCyS2sVaIFEmPeYUg2+nyGebT3gG75brdrLf9KpYLBYLAQIur1ejg5OcF0OrVlexn7o5tORHDfffdZ/ojmHpRKJRwcHEBEcPPmTRsHp+CnokQiJPkRy57PtRR1SVP2FS1KKh7lctmWOA6K5SfxjLE/oi5+pVJpwb2ZdPHMYnxnqaDoWhyAdyZA0P1rtdoF4yLI05YUUfs3i7UmyTWTtkeHuLywKmV2LvQtqR4IJgFOADzDGPMHIjLFxUqA7rUTBayNMS8F8FKP79+FnDH8VwW6ppMoAH7aZVitc5WxOZfQFwUUpC45zYtg5p6n/2+327bSn6uE8F2QfHd2dmYZ/tp6Ojk5wWQysbF9ch34HmnBUwjrKnIMBzBtyU2P43Pq59LcCFfh4bm6FLEXV0CnYFHBoPLgXtNvTMQZK5oPsQxUZOgFCXveMqxifKdp5XFcuymUSZB0nvs9nx6vq7LA12Xp+yHLTauSIkho/yBm8XP+nZ9A9CUBrb8oCDuRww7IVU4mCtk41ggXRS3cwuSUewlF1tynK5HhiXK5jO3tbUwmExwcHODw8BCj0QidTudCdgCVgps3b6Lf71tSn8gs9/jw8NCSTckLODo6snn+JAtScaBAHo1GljnvRZ7jM2hFiB6Gcrl8oWSwBr0cmjPBPsgaWtnxgn63ujLhurxjQfMsTm5+FFAJvX79Ovb39yMLGK996dOoW+CFuAp9EDYhBKTRarUCay+sE0EcgNeov1+9ktYUWICuQx4W7mTbpImSdLHwK4YDnBPhXDepu1i7tdW1e1yfr2sH8HuWMWXY4PDw0IYIbty4YesPMN+fewdw57kbN26g3W5btzgVD96D1q/r4fCK1zPdkKEG/RuzG0hwdLFszIQhHup2BF3PawMjvzax+AqvG/YeWSBonHq1JU77tCLmEi0B2BTTqApanNi+yOJeHlGeR3vH0lAGNmlNAxbLSecNodQ+EXnjnAjo9dvfEO/dAgskBBf8PGUB5B1eFmtQFoBenLRFrUMDLkueHADGYsvlMiqVii2zzK1tG42GTSecTqc4Pj5Gp9NBv9+3WQHVatUKcu4ER2hiJDMP/NoPnDPD3Wfy6qNVLKJhrErtpYhyTe0tyJNASGuuai6L1z0mk4nlZ0QRLiKykA4aBkn7N28u+WXweodhPSRe564jgywswsbtX4JZmd3bHr9dB/ANAL4ppTbdc4hroRhjbElVl+XrdayO6UaddFmkz6wTmg+g+0tr4y5LmC7+/f39hdi4VgqOjo6sNc7iTy6Tn+V/gXPC2sHBgSUW0pXPGPbW1pYNBbDtLDsqIgupiF6hDv3utfB3BYM+h/fK8n0vG/PGmIU9DwqcQ/cHvVAAFngPcdaVuGtR1EwNF5u0rni1NUnINGwJ4HUgCnHPT7V9EoDNKle3YsRd3HQ6z7Jr6cU9DtY5QV3yXhL4FZJxXfcaInKhOpo+v9/vo9/vo9Pp2BBBvV63+whQmLNQB0l+IoJms2nLCTPljdsCc2FneWLtDRCRhZ0O/TwYfgQ9P4WOXgp6F0qlEtrtNrrd7srJSlpZCYNNUBLSJtLpoj9peBeMMZGri6bBadBtT2uea1Ks/j5v46TVasWqAbAKBGUBvADAC9RXrxGRJ5zDGgD+OwB/lEHbNg5ZMOa5oxywGQtgEkTpv2UeC7/vl/WhLqZB67/X6+Hs7My677nbGHBeXZJ/k8jIGDzBXP5qtWrrAdAbwfQ+cj7cfRG0UCcXwYvJH2aR9WL18xnWYYnr8th5R5YZMctczF5u/lX1Wx7fD7NbvL7PG/Ls/QjyADwFM+EOzKz/p2FW+U9jAODdAL4v/aZtJtJYJLSrl6Syra0ta4kSfrG/dRa9iAPtQg/bdn2MZun7IawFwo06+I/sfOb8s1TuYDDAQw89hFarhXq9bvP/d3d30W63F/K0uVvj7u6u9RzoPH5ek/+2trbsLpBUNFzL3hXirODnhjX0d7pqnx473G1tHVyTTRqnYdoaN5S2THClJdjIXfGySLO0nrN4zzoU4lakzBPySgAEgrMAXgfgdQAgIrcBPN8Y84FVNSxrZDHY0xrk+josIUnCmS5nzE1bsmrHKpEkhBFGcLmCURfF0eC2nTyGrnHG1CmkWRKYW/Tu7u7CGGO9AdqCZ44/GfxcqOhJ2N3dtcL+6OjI1vHm++UuksBieVdX6dHC3i+k4o6Xdcffa7Xa0n0DNgkkkuo6EnmCV9gIOCeQbuJ70OPHLzSwTuR5Q7ewlQA9MwA2GXkZHEFgGyk8+F0WubXrht/CFPbcOPDiCXAPcLrku92uddNz4xW66Vn+d3d3174flv0cj8c4OjoCAFtYhwRAuvIpIBge4N+0+skBYN43oXcsJNxCK16elE0Y85sOvxLUeQGrJ/r9lgZW7YF0vYFp9n9UhcLr2RuNxuZxALwgIlcAPBXAhTwSY8z/m1aj7iXQEgiTtkRrTjPXSRxjIQkKD52Xe68grvW/TCFyJzEFv2v9c3e+ra0t9Ho9jEajBe1db8DCtD837r+1tYXj42Ps7+/j0Ucfte9re3sbwKzSIIU826wr2+nUwnq9bq/vVlNj27UisKwvtJW3irETxh0elwOQ5zCXu4tnntqqx79GmuMh62ddNq6CxpP7LpJcywte14lay2WVCKUAiEgdwBsB/A/wL8ub36d0sIpKXYzvuhYBhQXLwLrsdK+9nt2UrsKSiwZa3l5FZDTovte7+DUaDezt7aHb7dprsGrd1tYWtre3Ua1W7TbT9Ba4+7aPx2NUq1XPojwaDC0MBgOrNAyHQ7uI6IJEw+HQ7ikOwHoo2BZg+cY/WSJKzPxeRd6ej1UnN9l4SDKGXQUg6/lQLpdT37I5TYT1lfwAgGdilu8vAL4ds7r97wLwEQDPzaJxWSFrAeq6Y2lxcTHwqovtZZVNp9OFHeV0dThalpcd2vr1K3pDoev13mltU1FrNBoLFhxz+mnxVyoVS+Cjouems/H/Wq2GarWKarWKRqNhr8V0O7bZfacU9lpBpIeBVfxIHHTvG7Sw677IElHGJb0cUZEXi9oPea2r4ZUFcpng9T6yXEen0+nmcwAAfDVm+wH8EoBfAPBeY8z7ALxJRH4FwFcCeHs2TcwGWSgBXpPeZW+PRqNIGiGFvlvCFjivFKgVA/f+lwFa+FN4MsVOh1N4rHajM796NBrZPuTv9Xod7XYbvV7PHsfJXKlUFiqqUcEzxqDRaODatWuWUCgi2NvbQ6vVssoDxwTHgg4h8Np6cyCdmcAFi2EE/tP1B/T/Gl5FkNLGOjxUeSaw6SyMdbeRNSvytlasqm+8njfL+zK8FyZDIeidZBVGCqsAPAXAnxpjJiIyAtBSv70RwJsAvDztxm0aggZX3EHmtXGHvnYW7qw8xSyXgVayiCzE2vSEC+ojnYcPYKEoj+YOiAi2t7dx/fp1W8EOOPfm8H4iglarhXa7bdMFp9Op9QRobwE336HSoN2zlUoF/X7fXpdKXq/Xsxv6aE+F9ha42QAElY0wGRerGgMsZ5sU6xasLlYtaMKCGS15m9956JsswPoaYaGVRR26zMprF9b3sQ+gPf/74wA+R/12HbOCQAU8kPTlLXPXxU2hCrpu3haHILjhFSLMM5DZz/6bTCbWwqeVrXkczPmv1+uoVCoLW/bSs6NJmnpPAK/9CHQqH+83GAwwGAysQKcFAczeWbfbxcnJCfr9/kLogAoQlRE/otcyoR+l/9KAHylNI68u67y2Kwjtdnv5QfcY1pmZoTewigrt/c1qPob1ALwHwOdi5ub/VQA/JCLbAMYAXoEZF2DjkMTttCotmhokB5EOKSS5f5hz8+Cy9IJ+dqZIejFtlz2j24eTyQStVssKUW0pVyqVwN3zdDjArdTnCn/N/r9y5crCb3T3s/ATwwRMSRyPx2i323YfAs38pyJBL4buF2YRaDejK/DXofgxBTJokQxyiaad9hUFm6QoE+57D0KaJYBX3Vd6DrJqYJI9WYB4zzAYDEKHfF3jYBVrb1gF4EcxCwMAwA8D+DTMOAFlzJSD/yX9pmWPJB2chhAOA7LOo7hv00IehT+w+OwUclH6w++96Tr+umLessVDM/SB834zxthiPo1G48I9/QSXLhSkNw+qVqtot9uW5U/rggWK+H21Wr1QO4DHM3zAFMZlfZI1/O65rD3aVZpneLVvnfMqSj56Gu1MGs+OK3y9Qn1RxoqrxMcFSb959RaFLQT0hwD+cP73KYCvFpEagJox5iTD9uUaq1ACWG3ORd5IPEkR1/2cRPj7keToddFbsoadwEGx32UWt+sOJ0N+Mpmg2WwuFBPi9Rh+4G+8tt+YGY/H6Pf7lnOw7vFDhSQp8hjXBi6OnSg56llgOByufW+RNJT1OIgTi0+KWq2Gs7OzVK6VBSIVAtIwxgwADETkywC81hjzt9Jr1noQR6j6HZtWxT6vQZvXxS4JxuMxhsPhghUOXMyo4HdxhcayfqNAJfkmSqhEC3pa/wDsxj/LriXiv02vLi2riYS9Xs+e557j9hFLEg8GA9TrdavkeFlGScdYWHern3WU1OID0p8n+nphn0+TM5fBz0OUpqBut9s4ODhYelza4b8klvy9ttblCWn4z3YBfFYK11k70hxsQe6moJx1rza1Wi17zipcSat2V2krVkTs1rk6Nc9N1WMufNqgJa3HwrJ4nPsbz+XOf7owD+H2sSbyuXUAWHLYy3uhY+H63l7jZTweo16vY29vz+4v4Dfes1BcvUAuQxhEHZdJFRi3XW6MNgySCNGwceA4YRCyzDUB1b13moi7tm668GcF1yyQxjod2wNQYDmCtF4vy9YLjF3pa2U9KdYx6XRZXV2vnEqBZtcnwTKrkJvvpHW9MKBw53ueTCY2VjudTnF4eGh3htSxeyoZwEUhoBUE/k++gBse8HuGvHmawrTFJQXm7RnSgPtMYZUEPa9YcMpVMvJK/N1UVKvVzPYBSGNcFwpARtDpWWG+DyJDjUaj3JOdkoCsd6JSqVwol+taZKzKF9Rvuq9d97kfXKs5rgBZ5q3xe//0hpDUx10CmQnCgkQEyxfTW+COE83+Z00Cehq0p8ArRLEKwclwS1oIq1gvQ56FoKvcBb0nXda62+3asJQW/BwjImLrTyxD2vuRJFXU8qroUUEH8tnGQgHICH5ELC8Lftmi5WqQUfgFXsVh8gZa/bRSp9MparWaFW5eWKYQxX3W8XiMXq+3kF7nhyABoxWOZW3Rez7ocsRU/K5du3YhLOGCNQ1Yqli3UVeK5Pa7+/v7aLfbNtMgrIKUNrJUALw+R0UeF20izLjSm5ExnOhVfEmvV5p7wO+8ypTz2KyyBVZ5ftbwM/yiIm1eiK8CICKfEvIaT0qlJQUuLIQcLJq4k2SxjMu0z3oRJDudlgjj4EnIfkC8inelUgn1ej1U6U5e288Si9pvbjsGg4ElRlL46/tp5Y6CVC/aetEREatY8Lr0jKQRWomLZrOJTqeTSaWzNJ4p6P0SeXWba28Sn4PvXLeXJbFZslaHHJe9lzw+txfWpci5lVzTaoeXIhBnHAZ5AP4KQJjVV0IeV2AJ9CRddlzYQeRayjomrP/3O473ywqa0DedTrG7u7sgkFyyW1SE6Uu3PWHddvp7r2P0JA0TwnGVHa0Q6e+oMO3v76PZbFpPCccPdw+kcNfFgCgQyuUyarXaAglslQtkHizrsGN8WVu9hGpeoHfAZBjJbSfDb/Qi5eHdpI11PY+bSuyuBXHaxZCgDu+57zksghSAb4zcsgKxwAnnN/H86trHvReFiJ9bmYPLL3WNv7v7nscFBZWule8i6nMnWcS0YNAWtR+C2qwVrSjKiIig3W5boQ2cLyYMU7AsMV29vB9T61wBR05BpVLBtWvXrPDXXIBVLZS8Dz0/60BYhXuZ8paF9yJKmiEQLr0VwIXMGRIB/arV6fGhr7MuxE0nXAdEBLVazXoBXHJqFGhFgn9XKhVbNhyI9258V3BjzM9FvlqBWAhKCRSRUKScsPehBRAkvJd5GFxXdJLJyNgjBZnfveMIp7gCTRfuSGIZ6vOjtoNCnVaZfm9UlgBYIqS+T1A/cpEIUrZWCcaj89AWjbxa9F6I0nfNZvMCp4jcE6/nTSK0skISxX6V44w7kqYBGknM5KFCPxgMEl23IAEGIMsB46Zn6XxufsfiLiTuJL0Xa8mHyQEPsno0YSgNcDDz72Uol8vWkxF0zbio1Wq2v5f1QxgsU6bcFEcKegp5uvSZETAej208n1wBnRXR7Xbt+fzMUEClUsFoNEKj0bD7HpD02Gw2AcBuNMTPg8EA4/EYrVbLtmc4HNqNZVhcSO+j0O/3bY4/N1liQSTWNmBNgtPT7WKsLAAAIABJREFUU3Q6HVszAZjlT3MHRa/PZ2dn2NrasimbfAaWXNaf+UwsycxnYD8y04ZzA5h5JsbjMarVqh1r4/HYKs50p2sCJxWZNARl3OJBy+CO5yABpZVQIB8KwKqFf1JPYhq1SjhvgfNiXqVSyc7TJIrqpVMAolitWWqL+tpaoNFy09vLJm0Hz6ebWAsbPcDdwZ6l8qOvrWNjYUMAUdmw2mtBYch+ZvEfCtN2u23b0u/3LYEOOHehasESJCy5GYiXsASwUJqX7RkMBguCaDqd2gqJejxQCNHt7/5NJYYksMFggNPTUzQaDUynU2s98Hqup8n97FobbkU5V0kN81lEcHp66umGXnb+YDC4UGaV74fPpNusY6UMeXS73YX47Gg0uhC60e5XzaofDoeo1Wq2PHO/37efgZmSorNZlikxVNSYtueONSo19XrdpnWybgUVFO4dor19NCyAxbLUYbxXTCMslUrodDprDdkkQdy1LKs1MMp1qaBqo8et6RD3nVw6BSBv0ANBx3j1bnRhGenLwBQxHft0B2KY9Lc4CFpwyuWytbSAmXuaFu9oNEKr1UKpVLLCcXt7GyKC4XAY2tLUn1lMh8ISOJ9Q1LA7nc7ChHM1efezn7Dkcy8Tlq7w0xPeSxl0eSF6AdDt1vF9fY91pf25SDt+7jWeg+7nzi33vbjHu6zuZefHUWLce7hjjYoTcE6i1ZY9FUUqNHp+jMdjuwOlVj71/NClq6fTKXZ2dqw34OTkxBoRVII4LqmQbiKyCPlEySZKAhpPqXIA7lWsg/C0DNqiY0xUl35Nq+QtNfpl7fACBaa2lofDobVgSqWSFa7awiHbXD8H3a60nrklrM5PHg6H1oJx08T29/cX2hZ10XWFrbtonZycpLaQJbE8aL3RgmTsj5aeTpd0CyVpwUeiEEsTu16gdYLFiYKwSfH4VcDtC3d8uwrF8fGx/Xt7ext3794FcB5XDpovpVIJp6enVshzXnAN4FjiGtDv920tCyC8x6zZbFqvFItgUfl1vRhZIItrl8vlxDF69nGtVrugxFNG8O84yI0CICIvAvBKzNIKTwF8mzHmA+r3MmY7En7CGPPc+XefBeBnAXwYwDcaYzZmlXBd70Sv17sQX6eLL45QYr1vKhXU7ilwGbel9exlTfMzBTwnIy0MXaPfa8B7WTRUwuh213C15lVbFVmU74yjcDI0RKHPNjH2zDGhdwHkvbhokjDIrI+8gcqf3wLmlQZZIB50CCPsWNTpZrrvOSf5mztfonrMyHPhNTle6fkj58Vdp1yvhTEGZ2dn1otIL4cuaLSq9YS8kjQUWAp+zmUaAwz7AenXAVg1bgP4EmPMoYg8G8DPAPgC9fvLAfwZgB313fcAeB6AFwL4ewD+Q5gb5cHy0aAw5IvVmjWtNgCWvFUqlZZq1v1+327+Qlc6cG5ZcxJEtZ6juLSW5dDnzRND6DoAaSJO1gSPLZVKlvWrq/fRYnKVRh0ucEM6eervZWRSup4BJLZ2LjsoMMLUpPBD2pXoCB2OAy4qCFH5IVQo9PiiUtDr9S6USPbjXkwmE7u2UgHxSrP1Qhp9RAWLfaM5KbVazRpTQLx6FLlRAIwx71Yf3wPgAX4QkQcAfBWAH8FM6BNlzIoQTTHzHOQKHIB8gZoQpLVWurkrlQq2t7cxnU5tnne5XLaucW1tE2E0aw1X+3UFcBoTXNcRCEKShchF3vODkzCJCZ3/S+tG5Lyuvz7etfLy2j/LWOgAbOhJe42IrJWBIJJsHhEkANJgpbvXznN/aENHk2KB2broeia9PJW6qia5Spx77XYbInIhC4Zeiic/+ck4OjrCaDRCv9+35MyoREp9rIig2WxaUq9GnCyN3CgADr4ZwNvV5x8H8L0Atp3jXgfgbQD+EsBPZ9EQCmgA1g3FGOyytCjuuU4BPhgM0O127Yvyik1r4ckXzFhdFoud1wROeh8dYw5aNNNcUNNciNwY6rrBfmKsVbtKgXMLX1v6ejFwf1sH/N41rSs/kJip9yvIEkGZMFn0XxZKhV/+Ob1IfkV/guD3jpIqtnlUIHQ6p34/vV5vob2Hh4cAzp9lMBgs/H5ycoKTk5OF0sr06DJjxC9DhOFWygGdlszsDzd0dk+QAEXkWZgpAF80//xcAHeMMX8kIs/Uxxpj/hiLYYJl10atVrMkEy6mQek4jH0zrspceiB6WlSQZs4F2quIC0MBq2KUJoXrfg46Lo9gvfx1wk+bd8uIckwExfdXUc9i2fX9fidTWnsuiKDFLSvLP69jMizoMvaCLvucxZjYBA9JGFD4A4vPFBTO9IImdAMzeaHXlTDhVs5rKv2tVgtbW1vo9XqWPMlrM/2YYQueHyQ31qoAiMjLAHzL/ONzAFzHjNT3bGMMqd5fCOB5IvIcAHUAOyLyi8aYrw9xfQHwcQBtANVms4lyuWzJGaywBgSn43Aw6IUqq4FO4akFAPPAXRdVUvi5+9P2NkQNK6x7IanVamvxAriLjRe5R7v76Y7UyiNwbsEQWfZl0mu7mz5RgFER1mSzezX2n/aaEmSta69RUrghmbDXjOOqXiX0Gpykn+ISiTnf6f3S89q9plf6sVb0WGX19u3bEJEugCGADoAHjTFmrZvMG2PeYIx5mjHmaZgpI28F8GJjzIfVMd9njHnAGPMQZmS/d4QR/vNzzfyc/wZAa29vD91ud6FoRohrBBKqkkIX5tDQ93AX9DTv7SX804Je1KMs3mk9qyZXBrUvL/B6bk0CdMfe1tbWhZxtr37OS8ofofs9DJnqMiDL90OFinU0gHTGfty1MA8hqTBY1j439dYFQ8JRwDCN9uhxToddm3X58G63i+PjYzz88MMA0MJMFr5wLhtzFQJ4FYBrAH5y3vFjY8zTk17UGPMu/n3r1q2kl0sVDCuE0aDTtEiXabZpWVp5meBRXXdpe1riwm0frXzNCg7L/M3Lu3AFj+bEANmxzAucu5Hd0r5JxkZextW9As5n1zhNYz7Mhf6j838AcqQAGGNeCuClS455J4B3rqI9RNaxUxJ2lml3uj59UmQl/KMuKHqxX7bwu6S2MAhznJcytCqyGRBtfGl3f6VSCZVGGTacs+piO2w3OTl8hq2tLevJuAxKgBvuywLsx0qlsqA4Fp6XZFg2PuOQLeNkCSRBbhSAywa9aPttu6tBtug6kJVwIDs2rMDVfeQnQOPE7dxz6vV65l6AOIqlWyeCHiQvbG1t2WpqbuqoF6K+37iKhxtb5bjWFSAvA9ZR3VDfM+w8iaN4bwJW4WmKQyRm3YuguZ0m1soBWDfyEn/M+8TKqn2s+BXG4vNrQx7e3zqwbIGgsrAuhH2Xl/X9aaxq/pMZHgWbEq/PG3Q55KjQ1f2yxqX2AHi5fvndqhbPsJp4p9NZQWu8EbUvwj5TEg2X1w8iT0a5jkaSYilBaVhxoD0d7K8w/cY84VXWj4gDlwNwWbDsnWSRCcNKduvOslknOB+ytq71Nspe9w8CQwBx526U8y61B8AFLdJVLkhhJ2JW5WnTxDoshSzuF+f9e1WpS4Ko1/Frc1YLXVpzpFqt5lYYrcNDGIbXEResc+J1v8uCVYVdRMTu6Lns/rpiql5D4rY1ynmXUgEIWlzzSj7aBAWAyOuCHhbc/zwK0lZ+0kw7XZaupLEKYaDbsk5uixe8KijeK9BepMsk9NcB1pkJA6+02FUQkYFLqgBoAc/d8jYdyyb0qgbUKuC+rzSsGH2NPLhI/cIufs8ZxOoOq9RGGUNx+4fXYOXNPM09egDXiSyVDk1s1QpmFKy7f9JC1ush93GJGgqdTqeBu2OmjXtHKsRE2IJAcZDmZOl0OoGDadlAy6NXQyNKX5n5xhxEkkXT1b6n0+mF6lpJ4PVcWtEIe40waYNJBceyfkw6hvSiy2c6OzvLjVDxev57yUXuVy46SkrgKhTjVfT3KjgAeV9zgUusAKx7Uke9f5CltO5nCYMwGnfc50jy/G7JXLpJ0+rToOp+Xr9twrtMClo5usxpHpAHD0ASLFNWvDgAPG9dHi+v9q7b+5YW1pmFExb5mX0rxroHWdT7l8tlz3jpsnK3eUGYSnVh+4QCRJ+bFDrdqVarBW6uEwVR34ufwpD2eF2H4HVDEdzjIkrhqCh8hqjwKpm8STyArNsaZSzzXS9bm9bRt6tYL5NuuxwGaTzDpVUAVoE0B/dkMvH0ArB05KYsUnEQZqCnOaGzSOWLGuIIgzxZzy78PFZefRFVsPghjf7wCwHkXcEOAz+hlGZlTX1snmoI6Pe4ijaFqQGQdLym8Qz5XUEKLGA4HAa6lO6FBcoPYQZ6mhNa7xLJSRpnsurFJmz7ogibJAuI3nUvK3hd2+2LKBUXo9RBiIOo4ZpNwyqfIS+Cn1i1MhKG3JoHjkChANwj4MDOelFfNdah2GhXdRKhE3exISnLz/osl8uJs1eC9oyPcrwfwpYyTTMLYJWKQR4Q1TNRr9eXHuO1fuRhPdk0A2dT2rv+N1sgNLj167LFPw+aZVpYx+K7tbUVarHMAmFcpyTQxak1TviVX05aUIi1zMPm9/sR0+JgUxbdqAhK/cxifpRKpYU95Vexnix7d3lVwvyQ5u6tWaJQADyQ1UKSJJZIDsCylJ17SfivC6tmRZfLZc/aBkC0hS8N70/c0qMEOSnrsBqzfmebrmCEIabpTIhVzYEs5tu6vRbrMiCi4lLvBeCHvJSX5Xlsz3A4XNjMI6jmc9qTat3FcVZ5f9bRXxW87qWfNwpJSx+7TJgn2SeAC6wW+LxWlP6jUArTlnK5HDq0kAXWNf5Xfd9Vjv2s5nXYMcLj0vampJVFlDUKD8CKkAaZyN3Ji4tv0P3SwrpdcKu8/3Q6jbxrWtqI87ysIMZFbZkVlFSQlstl1Ot1bG9vo9ls2m1MjQm/E2EUS23TLfB1I+7udFli3euKzqDS8yGNyqKbgEIBWCHiDHZ9TrPZXPiNi2yeyqneCyiVShf6etXge48aNtLsfm2dJ3WJum1gKd9Wq2VrVMSJGZMDEOYcKjdpunfvNdLsJiBvwlFzbtIIf4jIWndvjYLN8FPkGO6il9X2q35Ytif8KgqDrFuLTxtxhExWfRFXadTCUnNHGOONOkZ1Oyg0x+Mxjo6OFjIlklw3LMKEvcLOw03jzPAZ44y3INLoKgl/QdBjKwrSWOuCztfrQZiiZpVKJfRmQOtEofqmAL9Fx0+IxLU4orK+VyGYVyn8V2U5GGNCLUB53TmOiyHHGUMD2jMQhDDjczQaYTQaYTweWy9FHOGRZsW0KPyHOMij5RoFk8nE16O0yl1Qw4y/LL0yYbxqXm2gYr0MlUolN2vBMhQKQELosrTu4PAbLHEn2jri0kETcdWDfJX3C6NsxW1PVosbFzW9o5j2ZrDA0bLFb1m1PZLx9K5lWQjHVWxhzLTaMMjDou5yidzNrILQbDY9z8sT3PTUsOHNKIW2uAGc2wc6A8JrLQ/LaymXyxuxDwBQKAAbhVartfJ7rtslmBR+C92yBTDLvl5Hn9JCT2LpMZTA/RKY65+EmR9ETItyzSTptWkr1kHlg7MsK7xMCOqwQRhFIAtFNYxg1O8jqXLn1qMQETuO9Xzw2oY37pgejUaeBkQeuSb5a1GBAikhySYkUay9PFpTbswy7b0SgOAslFUiT+EXIDjjJ0k7kygUIuIplILak5WimtbeD3HhhoroEUgr9KCLKGks42utAwUJcIOQpPLbpmBdZCQ3nh/WKqQrnG7krEmgQWQnvxi4V3vi9LMxBqVSCcYYDAaDVJ6z3+8nvoYX1u2GdS1s/W6SlIgmou4zEZbXkjWiZiwlIff51aMwxmA0GqHf72NrawulUgn1ej01RbLRaKDf70ciaq5LgV2/+r5mbNJOX8PhcN1NyBxBLuo47yrKxNILQFjBJCILMeSshb/+P8p5XvHOKG3lwu3lKk2CrPorLzHYtL0Trjcn7LWjlLfOUw581L4La8VXKhVUKhVbXG06nWZSOC0KNyEp/DwPQbj0CkCUl7Rud2e9Xo9UYWrd7V03ogp/jazqACR5Jzr9Kwr5Kw0lNytm9rrrLWwqogqroBLiccaU33FxldS0EEaxZeiqXq+j3W6jWq2mKvx7vV7k66XRX3G2hS9CACEQp2OzAPcDCOvK23QCnwsuYnS7cyJn8W7CCLs47v5lDPsg7wdw3gdRXMp028dFqVRCrVZDuVxGv9/HaDTK/diKm0+edyRRwrw8iF7ehKRFcJZh3TUHdNq2bkvYCprLEOf8qBUx/fglhQKQIrggu7n96xq4o9Ho0lf905bMYDDAcDjE9vZ26opAGBey1zjg++H5Xoud3xgKGldJY8hJFubpdIrBYLCQSZAWsuK1hM3ZvizwC9ukVTwnSrw7rfeStPiPbnta3i1jDOr1Orrdbipt9ILf9eIou4UCsEEIk8N9GUDLf2trC6PRKBMPQNwCNa617bpemYZULpdt3JFeja2trYX0JLomp9MpRqMR6vU6SqUSJpMJhsMh6vW6vU6/37fbRU+nU/R6PRsyMsbg7OzMpu7xc7VaRbVaBQB0u137eTqd4uzszJb7BWaCWkRQr9ft9YHzNL5+v4/pdGpd+oPBAOPx2KZTDodDDIdDtNttAOepUu12G7VaDePxGP1+H81m0z5jr9dbeKZut2s/L3umUqmEk5OThc/dbtemMBpjrKu20WjYPjTGLDzzdDq1x7OOAvuM7HGG5XTBJSD97Isk4FhKs/CSCy3ssq5CCqRHnEt6nVU8axjEUawKBSAAUa20rMG4Vdg6066lueqBmvR+QQtKqVRCpVKxLF4/UMBqgsxkMkGlUrHW+nA4RK1Wswt5r9fD9evXrUDQggYAOp3OgvCksKQgoTDlBjmdTgeTycSSsEajkS2oM5lMMBgMrGChoCFIuuP32grnYs7vaAFQ6LguX37W/dDr9WwK1HA4XBgvg8EA/X7fKjXj8fjC2HMFikuedC38g4ODhc+j0WjhO782p/UZuLhXe7/fX1DU6L2hYjYcDj1j6JxfrPw2mUwwGo3QaDTsb4PBwCotfkpNkKLW6XRQq9UujDUqJWdnZyiVSvZ3vo+trS07JowxqFarmYZD8paKuUq43jk9J7Luk6RrbKEAhEBeNDwKrrBYtws0qM9oxbNvuZkMLXpauxQgXpamMcZ+9rI0KTQHg4EVvprxqxntFHa02vr9fiTBNBgMLgiWbre7YA3qhcHL3b5MuLr3dMMUYa1Nr1inX6og+ykvluwyaO9KlFRO/XzuefzMPnLfi/veT09PFz57jRU9N5aNLbemPMeavsZ4PLZCn9C7M9brdTtexuOx9cT4eWZarZZNh9WeGabP0UtCb5QOfVGhTGvM5GH9zUMbskChACzBql58mPskqbgGJCtdS2FAS5XWMi0cLj5BFg1wbj1XKhV7vN5Pns/X7XYXPntZmhTkXkVOvCxNDVd4hi3jHAY6Hpp2Oeg0od3VLrTw57FZIM3UVj5L2spKUD+tE67SohUXd74cHBwshBDd+eF+9lNK6AmZTqe2oh6/pyek3++jWq1aJcHPY8bfGYqp1WoLivLW1pat1KiV9nUgihxoNBqZhlo0ksqm3CgAIvIiAK8EIABOAXybMeYD89/2APwsgM8GYAB8kzHm/xOR+wH84vz4FxljUt+DMWyRjbDHJkXYgUWBSxdluVy2QpAuSK+47Wg0umANNBoN6wrlBBwOh1bbp5uRiOOWjQqdbpRFv5PEExVUWpKSNVeleC6rTpb1guuOhaTP7Vf8ZRmWkXvT7Id1WJL1et2Ge5JAh0n0tRjKIkaj0YJnJIzHrNfrLSha5PkAsF4+hqrCeC24bo1GIwyHQ2uUUKGIgrAK4DpJ4nGQGwUAwG0AX2KMORSRZwP4GQBfMP/tdQD+gzHma0SkCoDJw98J4DsAfAqArwfw03Fv7i48UYS6F4s06kLmxpHoQtva2rKa9WAwuBCbdjXrarVqyWGdTsfGm8fjsXWvn56eLgxSN267zBqI63pOC3RrMh1Q10ZIy1Kr1+uRFBUdL44SpvHDut2Nq1rE2u32wnhL8txeXpywqW1xnzeOwuIlJLIWHBR+eQbnM+GuM0dHRwufl61TzJrimkAvRb1eR7/fD/RUksejuRtcl/X+EW6fZk20TBu5UQCMMe9WH98D4AEAEJFdAF8M4CXz44YA+KbLAKbzf6mumHEKObgkNQB2EFHzbLfbEJHAWJuIYDgcYjAY2Lx/DrrBYOAbm+bgZGybpCS3nXGw7txdFy5BEEhXaEYpuMR7s01hCFGbZilsCrwyMNatTAHLFYWsx0Ka1Rs3BVxzCVehCPJM0mgaj8cL3jwaZFxX6T2lN7XdbtuMk+FwiFarZb0j5GlksQGVRpS1JTcKgINvBvD2+d8PA7gL4E0i8jkA/gjAy40xZwBeD+AXABwD+LqkN/UqikFSEYvw0Lqmu4rkMqYYkazGGDZfOIunHB0dRXKXuwNlmQuP7aWL3n2+uIth1MXD715JhTXd0rw+U+eSXNPvPmGgFSMWzNHn+j3vqhfjvCocroKqEWe8sr+11bfs2DjjRit7cUCOxSrCLMC9vY9IGkqeOz80/2g8Htt35a6pXiXDqQAAsKEHLU+4RgwGg8C017OzM+v9HY/HNhvFb7zEMdJypwCIyLMwUwC+aP7VFoDPA/Adxpj3isjrAPwTAD9gjPkYZt6BsNdGrVazbNZ6vb6Q90yXEF+Gzrvu9XowxqDb7S6QadxY8TLmtouoC3NQbJr54ozJu9ddpUXkd4+k96YbDvBW2NKCG5/0w7LiKjrP3/0tDuIK8qRCxt1CNS1owaRDO/o9R0HYc/R94sA9b9n71d/TMCARdhXCudlsrnwvkXWvNVGgM2O81s2w99na2go04tz1e5kByLFCkjXTjQFvMiUw8zpPJhMbKg5q91oVABF5GYBvmX98DoDrmJH9nm2M2Z9//wiAR4wx751//neYKQBhri8APg6gDaDKvGxa471ebyH1Snc+3fQacQk0fos2QwNRsCw2vWxxzoM7NCmiLr5xUKvVUlswqQSkhbxa83HQarUW+jmpZR0Gab4LNxSl37XfM5Dc5u5YmKXATDuLIcyc28S1Jum8Stu9z1AulcTRaLRgZHqRKQeDwYLXodls4vbt2xCRMwAjzEjzTzHGmLUqAMaYNwB4AwCIyFMAvBXAi40xH1bHPCYiHxeRTzfG/AWAvwvgQyGvb0TkawH8NYBP7u3tTYMsu6wGrF+Otd9vQYgam847wiwkfgtjFq5/ghMo78SpZUhLWSAXJW3Fw/WWrKLUtTtuoghed7x6edXCXIsLu+7PLAWm+96SKhv3wtzIAlnMkaiYTqcLSvXJyQkefvhhHBwctAHcD+BTzPzl5UmavArANQA/OR+YY2PM0+e/fQeAt8wzAP4awDeGvagx5vf4961bt5Yd68noD3kfAOFrridhHW8qvBYd7SJfl3vcC4zpp7WtbBxh49euLI93wT5Nm0TG60Yp1pOVgIybrePFAA8DN9a8Criu5zT6chMt/Kyxvb19ITshL5gL/U/M/wHIkQJgjHkpgJf6/PZ+AE/3+i2F+y647nRxmbjX8yO/pTFhwpYBDoNVM/uz4gUA6bvFSeJMG5u0aGpFOCvF04tE5YVN6rcwWLWV2Gg0Vs4BKJB/5K+81QrgkrLIyOW/OIvdsvQvlwQUFyyZmwbyss3xMoRpY9oLqtceA2QB61rx+rd7GWn3L6/HEs56a9Yw0ITBdfV92JRPF8v2r8jieZKGVvJYCTFvMMYEZrXkEZfyrQYtHGEXonUtOro6VlKwvsAyxF1o4/ZRHoQp0ymBRS+RVzrfZDKJJATSfL60WfmrujbBfot6r6gx97hIW/C5XjdXicwq1JF0zK07rp0F0l5nRC6WJM87JA+L7apw/fp189BDD627GYlx+/ZtPPzww+tuxj2Pop9Xg6Kfs0fRx6tBXvv59u3bZn9//4I2e6kUgHsFInJmjGmtux33Oop+Xg2Kfs4eRR+vBpvWz5cyBHAPYCoiGzPIChQoUOBeh4hcAZBO2tCKUCgAm4k+gAfX3YjLANkElmSBAgEQkeyLKxQAgKcAiLeN6JpQhAA2ECIipnhxmaPo5wL3CoqxvBpsWj8XCkCBAgUKFChwCVGEAAoUKFCgQIFLiEIByCFE5EER+V0R+ZCI/KmIvHz+/atF5BMi8v75v+eoc/5PEflDEfmS9bV8syAidRH5AxH5wLyfXzP//mERea+I/JWI/Nt5CWqISFtEfkNE3iEi96+39ZuDgH5+s4jcVuP5afPvSyLy8yLybhH5rPW2frMgImUR+WMR+c3552IsZwCPft7IsVwoAPnEGMArjDGfCeDvAHiZiHzm/LcfM8Y8bf7vtwBARD5j/tsXA3jZ6pu7sRgA+FJjzOcAeBqArxSRvwPgRzHr508DcIjZ9tQA8PUA/hWAlwP4zjW0d1Ph188A8I/VeH7//Lu/B+C9AF4A4BWrb+5G4+UA/kx9LsZyNnD7GdjAsVwoADmEMeZRY8z75n+fYjbQgnYyKgOYAjAACtZ6SJgZuLlCZf7PAPhSzLadBoCfA/D8+d/s5ymKfg6NgH72Q9HPMSAiDwD4Ksy2VGcGSzGWU4bbz0uQ634uFICcQ0QeAvC5mGmRAPDtIvJfReSN87xTGGP+FEATwLsA/NQ62rmpmLvy3g/gDoDfAfARAEfGGG5T9wjOla+3YGYtvR7AT6y6rZsMt5+NMRzPPzIfzz8mIrX5d78N4EsA/AaA166huZuKHwfwvZgJG2C2u2oxltOH28/Exo3lQgHIMUSkDeBXAXyXMeYEM+H+qZi5UR8F8C94rDHmO4wxf9sY8461NHZDYYyZGGOeBuABAP8tgM8IOPbIGPNsY8yzjDGPrKyR9wDcfhaRzwbwfZj19+cDuArglfNjx8aYFxpjnmGM+eDaGr1BEJHnArgGC+TcAAAMIUlEQVRjjPmjMMcXYzkeAvp5I8dyoQDkFCJSwUz4v8UY81YAMMY8Pl9IpwD+b8wEVoEUYIw5AvC7AJ4BYE9EuOPSA1D7ZxdIBtXPXzkPdRljzADAm1CM5yT4QgDPE5GPAvglzFz/r0MxltPGhX4WkV/c1LFcKAA5xDx2968B/Jkx5rXq+yerw14A4E9W3bZ7CSJyQ0T25n83AHw5ZnyL3wXwNfPDvgHAr6+nhfcGfPr5zzme5+P9+SjGc2wYY77PGPOAMeYhAC8E8A5jzItQjOVU4dPPX7+pYzmdfWULpI0vBPBiAB+cx00B4PsBfO08vcQA+CiAb11P8+4ZPBnAz81LpZYA/LIx5jdF5EMAfklEfhjAH2OmjBWID79+foeI3MCMHPV+AP9onY28R/FKFGN5FXjLJo7lohJggQIFChQocAlRhAAKFChQoECBS4hCAShQoECBAgUuIQoFoECBAgUKFLiEKBSAAgUKFChQ4BKiUAAKFChQoECBS4hCAShQoECBAgUuIQoFoECBAgUKFLiEKBSAAgUKFChQ4BKiUAAKFChQoECBS4hCAShQoECBAgUuIQoFoMBGQ0SeISK/LCKfFJGhiOyLyO+IyDfMa89nff9niogRkWdmeI+nicirReRqVvdYcv93isi71nHvZZj3/avV5+eLyPdkcJ9U37OIfHR+vYX2Bxz/ThF5Zxr39rn+A6o9RkS+LKt7FcgPCgWgwMZCRL4LwO/jfP/tLwPwTQA+DOCnADx3Bc14H2ZbCL8vw3s8DcA/w+w5CyziGQB+Vn1+PoDUFYCM8Fu42P514Q5mbXnZuhtSYHUodgMssJEQkS8G8FoArzfGfKfz86+LyGsBtFK4T22+x7f7fRmzzbROALwn6X0KxIMxZpP7/m5e2m+MGQJ4j4jU192WAqtD4QEosKl4JYADAN/r9aMx5iPGmP8K2P3o/5WIfFhEuiLycRH5NyJyS58zd7MbEflsEfltEekA+OX5b0ZEfkRE/omI3AYwBPA3vVzDdJmLyJeJyPvm9/wTEXmB204R+VoR+XMR6YvIB0XkedrdKyIvAfCm+eF/qVy0D81/3xGR189DIAMR+QsR+e75vuS8B9v4vPmxT8z//aKI7MXpfI/n+HQR+fciciQiPRF5j4h8pU//PlVE3iYiHRH5mIi8SkRKzrGfJyK/N7/Wx0Xk+0XkNSJinOOsC11E3ozZnve3VD99lP2o+81tk/Pdjfn4OJk/z88D8OwnEfkH82ftzo/9FRF5SvQeXLjmC+djYiAif+o1blQ7f1pEPjE/9s9F5H/2OO7LROSP52Psr0TkpSLyZvZNgcuLwgNQYOMwt76fBeDXjDH9EKdcBdAH8H0A7gK4H8ArAPy+iHyGxzV+HbN9038UwFR9/xIAfw3gfwVwBuCTAHZ97vmpAF4H4J8DeGJ+v1+Z3++v5s/x5QDeAuA3MHNb3wDw4wDqmIUxAOBtAH4YwD8F8A8BPDL//tG50HwbgM8D8CoAHwTwVZh5Rm4A+H6nTa8D8JsAvg7ApwP4PwBMMBOasSEi9wN4F4BTAN8O4BgzV/LbROS5xpi3O6f8e8yUmh8D8PcBvAbAx+ffQUSuA/jPmPXvN2CmbH03gIeWNOWHMHvuzwfwvPl3F7w3IfBWAJ+DWf/9JYD/EcBPuAeJyD/CLNT0JgA/CGAbwKsB/D8i8reMMadRbyyz2Pu/wey9vgKz53kdgAqAv1DH7WDW5435PW8D+AoAPyUzr9VPzI/7zPm1/gDACwFUAfwAZuNWj+0ClxHGmOJf8W+j/gG4D4AB8M9jnl8G8OD8Gi9Q3796/t3LPc4xmAmkhvP9M+e/PVN9904AIwBPVd/dxEzYfr/67t0A/gSzUAK/+9vz671TffeS+Xef5tz7ufPvX+J8/7OYCb7rTht/zjnu9ZgpRuI+r3PcOwG8K+D3/wvAWLdv3sd/AeB9Hv37jc75HwTwH9Xn/33e/gfUdw0Aj8+WrAvv5dXq85sBPOLRRvbhQ873r9bXBPDl8+Ne6Bz3dv2eAbQxU3Te6Bz3MGYKy3ct6dOPAnizx/e/D+BD/3875x9iVRHF8c+pTVMjWDd/bElhWIaJRD9oLbJIDRHCQiWjCEMhLEKyLAhERaOoUCqjLIiKsqBE/7H8FWlGbmVZa0piP1YhV5d1N7T8kdrpjzPXvc3et/verutz950PDHfv3Hkzc+fO3jlz5jsXOCcVV5XRJ+aEZ3dF9Ps3MYOzLJwvw4ze3qk0leG3tRnlJ31lTHv/Pz10neBLAE5JICIzROTH4NY/AewJl4ZmJF+RI5vVqnokzyJ3qequ5ERV6zGh1aWhPucC1wPLNbx5Q7rvsNlcPozCZnHLovj3sJneyCh+VXS+DeiJGVQdYRRQrcGzAaCqJ4EPgGvCbLW1evxEaJdAVcgv8XYQ2j3+XWcwEjPUlkfxH2akuxB4X0TKkoB5Mn7G2qQgQp+4AfhYVU/NztV0ArVR8nHA18DvUflrgApgWEhXBXyiqodT+dVhxqdT4vgSgNMVOQAcAS7LJ7GIPAq8jLnGZwNNmP6lGnO3x9TlyCpXfBaNGXHHUuVdhLl16zPS7c+zjL5Ao5qAK82+1PXW6pS4xzsq/OoLbM2I3wcIUA4cbKMe6TpUYkZBTL7t0hEqgSZVPd5G2f3DcX2OfJraUXbSJ7LuM6v8IZinKYuKcKwkdx+7vB11dLoRbgA4XQ5VPRFEcmMlh0o/Ygrwmao+nkSIyODWiigwvj00YC/v/hnXBtDsoWiNRqCviPSIjICBqetngsZUmWkGYm1W6GBYR+52aS+JzqNHFF8RndcB5SJyXmQExGUfCMepwPaM8gpe/6e5T2Td5wBgd1R+PTAzR16JXqAz2tLpJvgSgNNVeQ57eT+fdVFEBovIiHDam5YzpQc7sW5tElzkW4CJkWL/OmwdOU1i4PSK4jdi/8OTo/j7sHXozaetwq2zEahKK+yDO/seYKvaVslCqAZGisigVH69MIFjWxyjZTtB8+A5PJVnGXBHlG4zpl+YGMVPic6/wgb5Iaq6JSPspEBCn/gWmJTeFSEiN9JSALkauArYk6P8xACpBsaLSO9UfpXAzYXWz+l+uAfA6ZKo6hdiX3xbFJTOb2Oz5nJgNDAdU7vXYC/Lp0TkaUwNfTswqRj1jpgLrAVWiMgbmAt4HuY6Tyu0d4TjIyLyDmbM1GDCtC+B10WkHzYTHY/d+7Oq2nAa61ohIlltVoOp+acC60RkLubufxi4kvwG7ZhFwAxgjYjMxwb1WeHYlhdmB+YVmYEZWEdVdRs2sP4KvBAG12Ohjj3TP1bVdWJfPVwadiMkuwCGR+kOishs4NXQ9p9iosBLgFsxwV6szciHpE+sFJGl2C6A+TQv6yQsDvXaJCKLsRl/H8wouEVVJ4R0C7G+vkZEXgz3OwdbAvBdAKVOsVWIHjx0JAA3AR9hrs7jmDt6LXA/QUmNzQhfw9TQh7CtcINpqSCfF+LKMspRYGFG/G1k7wJooZonQ/mNGSk7sQFpO3A3tp6+Iko3F/gDE6idUrNjQrQl4f7/wbYPPsb/dxYkdRwT5TmVDGV8Rr03hHRZ4YmQZiiwEhsEj2Izz3FRPpntixlvtVHctZhxczTc9xxsO1xTxnNJP8M+mPiwKVyrTV27OtzLX5ixOItoF0BI1y/kcQj4E3gXmBA/55B2PPA5ZvQcxgyGt4BhbbRpi76QunZvRp/YQGoXQEhXjhkCyXcp6oFNRDsQsJ0NP4T8fgMewoSuW1vpz74LoASChIfuOM5ZQHB7/wI8o6oLil2fs4WwpPA90KCqo4tdn44SPsKzEZgG/Ksp1f8ZKPsCrI+tUtVpqfgyzHuxHhirqrkEjk43wZcAHKdIhHXtRdgLtwFTZT+JzSTPhu/DFw0RWYANUrsxrcd0YAQ24+4uPBDCfMwT0SmIyCuYZmEv9hGsmZj34KVUmkHYFkanhHADwHGKx0lMKb8EG+T+xly4k9X2apcyin3d8OLwdw1wl7b8qmBX5U6a9Qd7O7ms87GvWg7Algq+wVz8Nak0+7FvECQULGJ0uh6+BOA4juM4JYhvA3Qcx3GcEsQNAMdxHMcpQdwAcBzHcZwSxA0Ax3EcxylB3ABwHMdxnBLEDQDHcRzHKUH+AxIu6V5YApLlAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hmi_magmap = sunpy.map.Map(data[data_index])\n", "\n", "fig = plt.figure(figsize=(8,6))\n", "hmi_magmap.plot()\n", "plt.xlabel('Carrington Longitude [deg]',fontsize = 16)\n", "plt.ylabel('Latitude [deg]',fontsize = 16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Detection process and analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Identify Polarity Region by Strength threshold\n", "The detection process starts by identifying the positive and negative polarity regions. We generated and applied two binary masks of the opposite polarity regions onto the original maps with a magnetic field strength thresholds of user defined Gauss values. The predefined thresholds are +/- 100 Gauss." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Identify the positive and negative polarity regions\n", "pos_377, neg_377 = dt.identify_pos_neg_region(hmi_magmap, pos_gauss = STRENGTH_FILTER, neg_gauss= -STRENGTH_FILTER)\n", "\n", "# Create masks for the identified positive and negative polarity regions \n", "masked_pos = dt.mask_img(pos_377)\n", "masked_neg = dt.mask_img(neg_377)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Light blue areas show the positive polarity regions\n", "\n", "Dark red areas show negative polarity regions" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "hmi_magmap.plot()\n", "plt.imshow(masked_pos, 'cool', interpolation='none', alpha=0.2)\n", "plt.imshow(masked_neg, 'autumn', interpolation='none', alpha=0.2)\n", "plt.xlabel('Carrington Longitude [deg]',fontsize = 16)\n", "plt.ylabel('Latitude [deg]',fontsize = 16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Apply Edge Detection\n", "In this step, we obtain the boundaries of positive and negative polarity regions separately by using the Canny edge operator [2], which applies a Gaussian filter to smooth the magnetogram images and detects the overall contour of the polarity regions." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Detect edges of the positive and negative polarity regions\n", "pos_edge_377 = dt.edge_detection(pos_377)\n", "neg_edge_377 = dt.edge_detection(neg_377)\n", "\n", "# Create masks for the detected edges of positive and negative polarity regions\n", "masked_pos_edge = dt.mask_img(pos_edge_377)\n", "masked_neg_edge = dt.mask_img(neg_edge_377)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Light blue areas show the edges of positive polarity regions\n", "\n", "Dark red areas show the edges of negative polarity regions" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "hmi_magmap.plot()\n", "plt.imshow(masked_pos_edge, 'cool', interpolation='none', alpha=1)\n", "plt.imshow(masked_neg_edge, 'autumn', interpolation='none', alpha=1)\n", "plt.xlabel('Carrington Longitude [deg]',fontsize = 16)\n", "plt.ylabel('Latitude [deg]',fontsize = 16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Apply spatial buffering on the edges of polarity regions\n", "Region of Polarity Inversions (RoPIs) are the regions where negative and positive polarity regions are sufficiently close. These regions are determined using a topological intersection operation between spatially buffered edges of polarity regions. The intersection areas can then be considered as raw RoPIs. In this step, we spatially buffer the edges of negative and positive polarity regions in binary masks with a user defined buffer kernel size to represent the expanded areas of a given polarity inversion line. This buffer size parameter practically enforces how close polarity regions are expected to be located to be considered as adjacent regions." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# Spatially buffer edges of negative/positive polarity regions\n", "pos_dil_edge_377 = dt.buff_edge(pos_edge_377, size = BUFFER_SIZE)\n", "neg_dil_edge_377 = dt.buff_edge(neg_edge_377, size = BUFFER_SIZE)\n", "\n", "# Create masks for the buffered edges\n", "masked_pos_dil_edge = dt.mask_img(pos_dil_edge_377)\n", "masked_neg_dil_edge = dt.mask_img(neg_dil_edge_377)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Light blue areas show the buffered edges of positive polarity regions\n", "\n", "Dark red areas show the buffered edges of negative polarity regions" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "hmi_magmap.plot()\n", "plt.xlabel('Carrington Longitude [deg]',fontsize = 16)\n", "plt.ylabel('Latitude [deg]',fontsize = 16)\n", "plt.imshow(masked_pos_dil_edge, 'cool', interpolation='none', alpha=0.5)\n", "plt.imshow(masked_neg_dil_edge, 'autumn', interpolation='none', alpha=0.5)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Candidate RoPIs\n", "The candidate RoPIs are generated based on the intersection areas of spatially buffered opposite polarity regions.\n", "\n", "In this step, we also include a quality index of SPEI (Severe Projection Effect Index) for checking magnetograms that can be potentially impacted by severe projection effect (greater than 70 degrees East-West)." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of Filtered Magnetograms after checking SPEI: 0\n", "Number of Filtered Magnetograms after checking Patch Corner: 0\n", "Number of Detected Candidate RoPIs: 50\n" ] } ], "source": [ "pil_orig, label_orig = pil_dt.PIL_detect(pos_gauss = STRENGTH_FILTER, neg_gauss= -STRENGTH_FILTER, size_kernel = BUFFER_SIZE)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# Generate index for matching the detected MPIL with the current sample\n", "data_num = pil_dt.check_header(hmi_magmap)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Create mask for detected MPIL\n", "masked_pil = dt.mask_pil(label_orig[data_num])" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "hmi_magmap.plot()\n", "plt.imshow(masked_pil, 'spring', interpolation='none', alpha=1) # 'spring' represents the bright pink color\n", "plt.xlabel('Carrington Longitude [deg]',fontsize = 16)\n", "plt.ylabel('Latitude [deg]',fontsize = 16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Candidate MPILs\n", "### Refine based on preserved flux ratio\n", "To generate the candidate PILs, we utilize an unsigned magnetic flux filter on the areas covered by disconnected RoPIs, which ensures that the selected candidate PILs represent within the user defined percentage (denoted by PRESERVED_FLUX_RATIO) of unsigned magnetic flux contained in RoPIs and removes the candidate RoPIs with relatively low flux build up around them." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "strength_label = pil_dt.filter_by_strength(threshold = PRESERVED_FLUX_RATIO)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "masked_filter_RoPIs = dt.mask_pil(strength_label[data_num])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Magenda lines are the candidate MPILs\n", "\n", "Light yellow parts are removed based on the filter threshold" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "hmi_magmap.plot()\n", "plt.imshow(masked_pil, 'Wistia', interpolation='none', alpha=1) # 'Wistia' represents the light yellow color\n", "plt.imshow(masked_filter_RoPIs, 'spring', interpolation='none', alpha=0.8) # 'spring' represents the bright pink color\n", "plt.xlabel('Carrington Longitude [deg]',fontsize = 16)\n", "plt.ylabel('Latitude [deg]',fontsize = 16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Morphological thinning operations\n", "The flux filter is followed by applying a morphological thinning operation [3] to the candidate RoPIs. By doing this we eliminate majority of the foreground pixels and preserve the principal topology of the primary shapes for MPILs." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "thin_df, thin_binary = pil_dt.thin_strength_label(strength_label)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "masked_thinned_MPIL = dt.mask_pil(thin_binary[data_num])" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "hmi_magmap.plot()\n", "plt.imshow(masked_thinned_MPIL, 'spring', interpolation='none', alpha=1) # 'spring' represents the bright pink color\n", "plt.xlabel('Carrington Longitude [deg]',fontsize = 12)\n", "plt.ylabel('Latitude [deg]',fontsize = 12)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Further refinement using size filter\n", "Lastly, we apply a user-defined size filter in CEA pixels. For HARP data series, each pixel roughly covers approximately 131,400 km^2. This operation removes relatively small MPILs and retain a cleaner set of significant MPILs. The predefined size is 14 pixels in this example." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "filter_image = pil_dt.filter_by_size(thin_df, thin_binary, size_threshold = MIN_MPIL_SIZE)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "masked_size_filter = dt.mask_pil(filter_image[data_num])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Magenda lines are the candidate MPILs\n", "\n", "Light yellow parts are removed based on the filter threshold" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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nuR4QKgACk9zBfiaBHLiTftftdgPN/zyp4ALGRVIphUQiYeqTc1GORqNot9vodrumgE+n00Gv10M+nwcwFKbtdhv5fN5xUe71emg2m0ilUlBKIZlMGquRizaFJQVMv98317EFIdFut4/F8Gxmr63l25W/WJWQsO9hK4q261Zen8J8kovc/myPfyfhMU0Jk0oHvUHsR+mxsC1pufjLa9pttO/f7/fHhNRgMEC320UikTDv0e4n+7Pdr/Zn+z0s6jP7xOm9230JjDPt2bfsU3pSvHhmgOGeGACMkmIrNVSKer0e2u22UX77/b5pHz87YZ3Kf8+DRXls0um0Ue6WGVYIFYAVot/vr8V+ANPc9UxR5AIkXcmdTsdYLLRo0um0o0UDALVazVjPWmvUajXjeqZbl/dh0SBgaGVLa7bRaBihEolEjAuTz8LNZQg3YRqJRMbuQ7gJHifS5jouVqtoE4U/hbL0gtmkUPlZWq2zwGlTFi9pnLJdy06V9QMqMhL252lKyyRlM5FITFVSqExSwaDHKRaLYTAYIJFIIB6PQymFRqMxNuer1SoSiYQxdpw8ZlT6+/2+aVssFjMKHMfMKt/Rus71ebA2CoBS6sUAngTwFQDeprV+hzhWBPA4gC8BoAHcrrX+A6XUTQA+AqAK4BVa67XbWm8Sq58WaNAhAOkS1FojmUyaQhP9fh/ZbNZYB71eD5lMZsylyT0Kut0u2u02MpmMsbY7nY7RUnk96VrWWvu2oJzqYE/qE6WUcZFOIjp6yajwmn9rW6723+uGVbRrMBigUqkgEomM7XNhW3+2V8L2fMxzf/m3lwI0wNHGLuukAHhxmQcFLxwAuz+dFAQJeZxrh/SQOXnM5NpCcJ8CrlORSMR1nbK9FjJ00263zZrBNQs4mid+0jGDBpUmr+0IEmujAAA4APBGAN/ucOwxAJ/QWn+nUioBIDP6/o0A3gDgBQC+B8B7ltFQP5g0aKg5S0h3dK/XM5p1JBI5pllLaxo40qypSTebTXN/usq11iiXy2PWkb0A24uBPdltV/YqCH/TUrOmCWe2OZFImDiqF/jJqrjeQIFKxZACbJL7l1yJoJVgKqUAxixWp5DIugh+2U7g2hlfJLBOgxTMwPF1xl6Hpq1TNv+D3st4PI52u41kMol0Og2tNSqVykRPZb1eN2uz7bkNKpNoFVgbBUBrvQNgRyn1zfJ7pdQGgK8D8H2j8zoA2PtRAIPRv7WYLXSLcTJnMhljfUtiF1nOjF1TYCeTSUPm4f/M05UkK8JLLPpaBNMNJfwQiLgokPy3LkLgpIJ9n8lkfAtz23U/r+Bz4hW4eeDWCbI9yyxytA5ZSIuCFM70HBDdbnfM8p60tnJNoTJDhcYP16LdbiOVSpl7MVTGHVKD8oT5wdooABNwG4BdAE8qpb4MwJ8C+EGtdR3ATwH4MIAygO8O4mYk1DC+TDIa06YYt3Jidvf7faRSKSPs5feSPCYXueeee25soNmD8HoQTLMu+vPWUOCE5u+i0agvbZ7CRTLwV4lVhiTosYpEIoblzu+nQfZ5UO2nskyirUwH5H1WWdjHCQzdLRJOCtGiBc86V2z0ur7aWS6Ek3d0Ut9Ko4Pk5lwuZ5QCtwyRfr9vMkKAI/6YW3aLV5wEBSCGIS/gDVrrP1RKPQbgDgAXtdbPYOgd8IRIJIJTp06NkdX4IkhWY7yp0WiY3GK6ppysa9tNZb9wp0VGDpBkMrkWRMBVYpWCUxZj8isQ2O5VlfG0sWoFRO5r4bUtJH4GCQp3WnfkuADrzdsAVvMOs9lsIGsQU2uVSB8FVj8unbyFi4AM4bg9s004rtVqJr3UiRQu98mgoGdKMjBce5ih4ZZ+bIeZJVa6cimlXgfg1aOP36S1vuJw2rMAntVa/+Ho88cwVAC8XF8B+DyALIB4Op0eixtN0+ZkTvGiSELU6GwsaqEK8rrrvph6Aft/nmpo60Yg84ug3iPTOP1ckwtWrRYcf1cy+smHkZkGMh3xesOiQyF2LQpgtV5ML9kgQUEqvryvF8VD8lXcwD60FYhOp3OMyGx/7nQ6ePrpp6GUamAYPq8DuFlrrVfqm9Fav0tr/eWjf07CH1rrqwA+p5R60eirrwfwFx6vrzEkFb4QQHZzc3Omdga1A13QW9lOuo8b/E72SQPzWlhE590MxOsOjuuMIN8jPWV2fYBJ9w7S7S2zUaLRKJrNJnZ3d49V+ZvUppOszM2CoEoB00ql8A9y585J8JLuuQwwBZbwOq9kxowE+WSztl+GKG+77TZgaAi/CMDLRrJxfUIASqlzAP4EQAHAQCn1QwC+WGtdwZDp/7OjDICnALzS63W11n/Ev8+fP+903POLSiQSpmKaX0jhL3/vZvnMsygHPemuBUvfDTYHAPAXCvDiXlxk3wXlffCSMjkNtK7t/ph2zXna75QuxzRRcnHI/GYWwLT2MKRzvSgCtueTY8ptbDl9L8nPJMpRIVg018ItvLNsxVsqs7JN8rMT3PqTxc8GgwGazabvWhX2PUdCf3v0D8AaKQAjS/9ml2P/BcDfW8R9/Sx4JGP4hW11yBfuVIRj3XCtCn9gPMZGnHSX/irh11qZlwNgL/6SFBWPx5FOp9HpdHzFga/l8e6ETCZz7B249dUkBUpawKuaT1IJWPZ7ZMqrHQaY1han9Z/1VPh7EtOBYBXTtVEA1hm03ukBAPxbiRJ2Ba11xiInkdPkkMV9ljGBqbHPo4StUlkI6t5B9bVfl74aVYCbNRVtUkybNfRZQyOVSpkS0JMQtMU6bR8RchS4LsxyjVnbZP9NuFn+gHP/yNALf0+CNXC0HfqivQFMrQOWt5+ArXT49Tw4rT3MCqC8YS0YP14AL57bUAHwgHg8btIxgCNNb55QAONjk1xt1zomLd72MbmYTOsrPyELuq2dqpCdVMwbsllmyIf9vwjIegBM5/W6OM8zFuzf8m+OYadjLKMbdFvcIN30sm3TfuPWPgpbCvpIJIKtrS0opQxRbdGeTrkua61dCdaLuC/B2i1sA3fknIRJlRhlhpKf8Wu3yw2hAjAF0qXDlMB5ryU14euhaI9fOA1cP5qvH+G1rBShZWIWoqdDvHBpSsA8sVq3dtIS43EqAH7SE2eF3zjtJEs1yLEpa/lLlj63dp7nmWXYpdvtjinyXO9WwcZfFWRKoP39LG3j9YL2oIQKwBRwdzHGY4LQxOVLXFer07YIFtlGL32wqPuzbvgi77FsyEVmlgWH58v+sEl2QYEEp3ngpsCwCJes3LZKTKsJIsHsFNYlIaTHcN6wAJWAdDodiMLT7/cRi8WMR4dhjUqlstS5tUoFgF4QjjcZGrHHKf+eloUxKQ19WvGyaWvrtWX6LAh8efMOYrcXOCsPgAMtaAt2WnzwWsIiXdCrwqwC3wlyN7ZFWHBk7M/ze8A531sKSDn31jktk4s9FQC6tWm985mkN9HtGjbs9yyvGxRkURt6ApbpSQoim2XeNkivjvzn1Nda66kKsPRmOWHaGj3p+LW18i0IQcacbW2NG/7MAt6X2QlBuod47aDJR05YhnUwSRNOJpNzW6HLwCzvYtq4nDR2ZZ8taiGfVwHgNZy+SyaTSCQSY6m2q3YNe4FdTU9agDLTgYVm7PFgL/gydixTXWmxB7Vu8Jq8f7PZNJtCLQM00lap0Ls9q/ye/U0FL5vN4vDw0PG3coMtP/e0wz1uCBWAACCZn34Hu4yXSXhRKugGlKk3QQhTeY11q5c+K9yImyepxsGkd8uJ7hRTlpaDtJjlcS8Ll5fznTBtXE6yyCWRz68SwnO5QUvQ2SWLsDalwmXfh4s6DQZuEiYXegp7ZjvIfUlk2IDzehGlmOWz2HuhLAJy/PD5Vz2nJ6UjyjE4jQPixfjkOdJrJDkek3Bt+3eXCLeXOKvr1A9ZSRJsprmDFuXKPQlwez8nwfqfBttNKP+3hb19jv23fe6086Zh0iI2jQPgtoh6BWOybvnZ8yLouSTd8k7x41gshmw2i83NTeRyOZPmKL11SimkUimzEynhlIXAneiChF2caVnxfzc3+yowadzKNkYikUBTkKVC4SVsHXoAFgwvLthMJjP3jlw2m52FJCRHIEjrZ13Ji06QO2g5YR14DkH0px0TphuZ6UjSFSw9BnI7ZHsjE1uxcBs/8rgfy5hCza0OQBDWnBz3QVrtiwiLsP+4hTgwXkgsmUwim82iWCwinU7jmWeeQblcRqvVMu8zHo+bkszc915WRpRKy6J2sSRrfRlYB4E/K7TWjjsGen0mSTZk7QDA+3oSKgBrgKAGsL34L5L5vGrh73WSuBHBJFKp1LENNE4K5ETnYs5tQlmalemrJGf1ej1Uq1Xkcjmk02kkk8kxq1P2qxNRjOfI/+X3bp4WwJmIxnY6hSeChleFZlb4UeSczqXQlMJThvparRb29/fRarVw/vx5bGxsYDAYIJ1Om50tWfmQbuDBYGA2kbHnga00BgXG4oN+l6sm+c0DydsgWCdAxvj9CH8WlLOVLa/vNFQAHLBs69ZrDG6W2Os6xMMWAT8hEr8FNFaBoCv6yeIsnU4H/X4fzWYT1WoV7XbbWNz9fn8sR36ShW8L+0n/uykMbuPRfj+2R8H+jVdBMOl+i5oXXtaPWV3V/A33h6/Vauj1emNeAtvFz1Qxp1i87REIEou4LsfQOqR1ToLX8eVGwvQyvpVS5p3Oun6ECoAD6C5blgtrVoLUJHjlBFyLsBdguUA64SRzAJzGjiwbGo1GkUwm0e120W63sb+/j36/jxtuuMHUQHAjD0qh7bTIaK3HwivdbheJRGIsHi2FvpOCQcWEzyLP42cneBWetgKhtTZpjYuoFOdlIaZXhWx1uc44xenlb6LRKDY2NqC1RrlcRqlUMhZ+KpUauy69gMyEcFpLuNYtwuAJev203+M6GzZObXPjAziFf508aza87OI4TRkNFQABTrJut7tUD4DTZhwS81gK1yMmlSxddehi0bAZxtFoFOl0GsAw3fGFL3whOp0O2u02CoUCYrGYqyCUVgiFer/fR6lUQjabHXOl93o9U7SG4QdCpj3Zlq/kANixehlHZnjD78Iv2fHAcGyUSiV0u12cPn0asVhsIbH8SWB7eN9pu1Dy3Hg8jkKhgFwuh16vh8PDQ2SzWRPrbzQaiEQiSCaTYyEtvjun1DDyBYLGItKHbVLhSVzj7DZPqi47LwEWmN7/oQIgsOyFIMR6gPHTkwQ/gpBCgcKm2+2iVquhUCgci/G7XVeGFmh5aD2stkdXJBUsWu5UAmjVullAiUTiWP9TaDGOLX/vt3yzbU2RB8FKdYuc8255+raVz9iwbaXLwj+xWAzJZBK9Xg/1eh2NRmOsUqDse9uFbL/jSe0LAn7fkRuudaU9lUrNvBFWEAgVAIFF1Kv2slBPygAIkrXPhfp6xLLykP0IZSlM/WJarN62liORiHERJxIJpFIpY/nbii+fh65lCmPWjOf5sVgMBwcHaDQaaLfbSKfTOHXqlPktvVrSLS3bKD87xTxtoUUBNxgMxtrutZ8oZLe2tsY4EDxvVoHlZu3KinzS6ufzsg0ky8miObanJJfLYXNz07yPRCKBbDZrOB1SoZDrSSQSGfMG2POfxXrk+UHNlVmvI8uQ8z3LkGxQ8f+gQgrz/HZZGxa5IVQAFgwvA2NWIeAHg8HAEIK85IdeT5i3EAoX5WkLE13gtJbtsTGtrrcX2NekEO90OmZ7XGCcJOh2DcnQlxXWTp8+DWD43CyyE4vFkM/nEY1G0Wq1UKvVjIWaSqWQz+cdF1xZB8C2UO2QgLRuab07PbOEtPypANDqr1QqaDabyOVyyOVynlId2QZpmbsJTZs3IZU+KgSRSMRsoMO/lVLmM9t86tQpxONx4+qPRqPmby9wG1fxeHwsD93PuuDXC+X1+nK8JRIJNBqNhRgudihqGuyUO9neSRkwk7BqcnKoAAgsIm7lBYzj+cEsWqcs03k9wA9TfB5QIHixRqWwWLRXQqaAOY0XL+OHQsgm/JFAGIvFTCpaMpk0VmylUkE0GkUmkzFZBmwX/5cCzsk9bUMy4OX2qF4sQvY1n0VrPZYz7eQ2dwLnaTqdPkZUnGQ9288vP5NzxDg/lXW2m6EWelp4fqvVMlzfdokAACAASURBVNyJSeVvJ/VpMpmceUdSP8JfPs80yHP4rteB9Oe2ftoKsh+sejfYUAFYA9gpVl4wy2QIwsKUWNak9CrIbXg9f14OgNeJz7izXY6VCOrdyBKs8Xgc8XjccAD4zrwogpPc8aVSCZVKBadOncLm5uZYiEnmfycSCXPvwWBgBCgLE5GfQC+M2zuTApNWsoylS8KUPZ/oMWDooN/vG+9EoVAwmQu2twGAKZJERYUCWrZz2m5sNnmN/zuNg2azCa2P9pFnjne1WgUANBoN05fs60njnOdxfGez2WPnL3oeS2+H1zWInpJZ535QsPvGidswLYV2EpLJ5MyVAIN4b6ECILCKQUbtnq7hRd8rSC/HsoS/ZHLLBd7r/W0B4YZlEY6WdQ+mAMpF1CbUTYM8V+aRp1Ip9Pt9QyaU/RuJRJDP53FwcIBqtWoEGq116UqlMGMYjMfcFBTpbeG4kB4A2+XPvzudjtmpLhqNGg4EwwFSKbLdu7wvgDGB62W8OIVkZIybSgWAMYGntUahUECz2RzbVMfeXEdmRzhxEHhuJpMxioxsV71eX8o89hvmlIJWciSWDbtv2Kfy3btxaLz0axA7Yc6DUAEQWEVsnPG+ZQmFkxYCCGKQT5uQ85ZhXhdI4QFgLB98VmvBSXHq9/um2qCsYsaFmvOILlO6cZVSSKfTx9zftoLiNkZtboBTTJ6Qwo6/Id9AhiVs606eP23ceI1ny2vYnAG67+3UNvuZ5PPIegmTQLc0r+90jVgshna7vdZse/t9rxJcQye1Y9WhCj8IFQCBVQ0upvYsQxCtegLNgmkxzmmYFp+XaVQnCbbglBaSdLtLNvqsixOFPTCsHsf6AbwP3epaD+vVDwYD5PN5k3mwt7eHRCJhahIoNdyprtvtGutcFjCy723/zf/pPUulUsdIWs1m07St2+2iXq9jb28PxWIRm5ubyOfzrsqGLNIjQwN2/9n3tIWD7e7nd05cCF47Ho+b2iBUkOw6CVL5snkFUtGXxEc764ThKNZwsLkQq54PkrfB9q+6TUCw/SK3ql4FQgVgheBE6/f7U4lM88R7rqUUwFligtPOnYWEuQ6QLn07zDFJaPkdS7LPKUxSqZS5J8MM+/v7ZrEeDAbIZDLG+mTFuWaziUQiYVjsFPqlUmksRZHcANstbwtBbqTFTW+k4Gs0GqjX6yiXy2g2m2i322g2m2i1WqZ+Ae/FcACAMWEo543N07E9FnTtT8oKIGz3fDqdRrvdRrVaRafTMYKB/cmsAFk61p4LUhGQigd5E3KdoWJjC3w+e1BCLqhrOSk5QVxz1dZ6IpGYazfAeXGy/MHXIBgC8HLevPeRRJxFhAJst2uI4OHUv7RwZXycmGXcyPg5ryG/kzvNyRh6Mpk0x7lnPXkDLEnL72j1UzhlMhnE43EjmJ3i+tKNTvD+9CTQ1c0sBZbLrVaraDabSKVSZitdQqbrcW6QP5FOpw0hj20hmZOKl81tsOE012yXfzKZHPOYSOY736v9mb+X/5zuYbdFPiPTQ3mMzxOEYPSSGeMHfjIJvGCZwt9p3lKhWyVCD8AELFpD5LUHg8HCq0FxkZOkoXUBFx6vpCq3ts/6voLQwG3m+TIXF0kO83LfaZwAJ4/BYDC+1Shz1yWSyaQR5CTLsT9yuZwRPFQmeA7r2zOMIC153t9uF/kGFMSNRgO1Wg2nTp1CNBpFo9HAlStXTOpcPp9HLpfDmTNnkM/njcXP+cB20brOZDImvZG59rVaDfV63fS1bFehUECv1zM19yXRj+dwfLMfqRSVy2W0221sbGyYoj5SOMh1QpIkWRdAeoEmzQ1ZuwCAKSYUiURMFgbXCbf6BrKWwTTMK6h5L46VQqGAUqm0sL0LFgmnuTYtI2IZHopQAZiAZS7imUwG5XJ5Ide282oBHLOwgnpWv9eaJS9+kuCa5VmCUACcyHKLgFzgufBLlr3XNvhtp2Rkc+GS5DKlhtXpaOXb6W/SpW7Hp3neD9zXB5AEMFQsnrycNpawVAiUUtjY2EA8Hsfu7i6SySROnz5tlIBEIoF6vY5EImH6hMK50+lga2vLEAEzmYwRxHafNJtNHB4emucbDAYmzNHr9ZBOp5FOp3Hxrot45OFHjDLB/+n9YBtk2WEp3FqtltmxkQqNPA7AkBalYJYplPydXWRIKgfRaNSEXACYNNFKpXJMsXabi04KwaKEsW2wMOTT6XRcCyCtMmPAL8hTccMy5M91qwCsQ/yHoMVw0jFLfwa9oMzShlwuh4ODg5nvuUxwQaeAodube4MvYkxLcpqMN0uXNCE9ETZhzaltFGLtdhuP35swRMGhi7qOdrs9pjQAMAWGbIGbSCRQrVZNOCIej5stkAeDYaGiQqFgaiOQq+AU22fNArtMLrkirLXAeUtviFLKCFlZYVIqZ6wlII8xbCE9J9Ilz/dLZY+5/SxIJD0yTh4c+W7kHvIy/OEXQYQRp63DkgjI4lK8t1O77fDVOmMdMrJW34IVYZXC3y2Ou0zI+wXVF04uaL+T0UtbvF7Tz3nrogw6QVr6FPzdbhfdbhd7e3sol8tjlp3fa9rfu4H35rbCpVIJWg9z7DudDqLRKMrlMsrlsiOTn4JVVnez20L3MlPTyHRnYSNgaA33+31UKpWxvQri8Tiy2axx7VerVTQaDVQqFcM3YBtYD0Cyy1llr9froVKpoFwuGwFJYbm1tWWUiL29PWxvb+NNP/wmvOXH3jJW8yCVSpndFiVPguVtpUJEJWYwGJhsBttTAMD8VnpSKPTPnj07xvFhlgZDCfyu3++bPR24C6MsqSy9DE7jSXofJvEevGLavJMejG63O1aLwgnTjq8TmEGzSly3HoB1Q1C70a2jMPPjmvaiCLkpGfb3XvuBVuY6WA7SVQ4cCU4ubHSxc0G8+eabobU2THxJIut2u+YzBZz8TAuSliXj7/F4HFpr1Gq1sU2DyuXymLDd3d1Fr9fDqVOnjGIQiUSQTqeRz+eNdZ1Op6G1RrPZRKPRQCqVMsJIa41EIoFcLmesXe4v8LLXVvGBB5JmjwGttckcoNubBEIqDslkEolEwvAB+v0+brrpJsO0Zx+lUimk02lDWCTvgIoM+0CSKxkq6HQ6yGQyRjCl02lgJAfJZ0in02PXKZVKRjBRkNOy5zsnCTAWi5ksAFvgspKfnc7HMcxxzHFCkiW/l5UNOb4ks56ZAk7zgc8r0y65BfEihS69IhzD6yTgZeqk33YFXZl1FoQKwArgJJjS6fTcseh1EGA21kWwAuNxV1pA0trhokaiFhdjKSx5XAoyrTXq9boRngBMLJoLcb1eN9u5AjALZyqVMsIRgDnOWC6tXVo/cnMePhPJc4lEwggsLuZ0Q/M3svb4YDAYSzcDjvMhaGHy94xTMy2t2+3i8PDQWJKsDqi1Nu5pxmvZb6VSybjplVImrp5KpZBIJEw45vFL2pTBlR4OtpECj4oJ+63b7WJ/fx97e3smW6Hb7aLdbqNYLJp4ebvdHsuj57uyrW+GF+LxOF731tfhnXe/E8lkEtFo1IwL3DK0wqkQFItFADBpislk0rzDbrdrNkdisaR0Oo2NjQ3EYjEcHh4aS59jiwpMLpczY0ApZeLhMm1SlgiWz2KTBPv9vkmBledJRUL+VoYm+D7l/4uA5IusI+y+8gPyPlaJUAFYEwTBAVg3y59wape0fmhVUCCz0AyJT81m01V4AkfeExaZabVaJg8dgBEALIfa6XSM9Uhrid+xKiOFpXST28LR7+d2u31s8w9JZpJxY1l0Ry4S0vKT+en0ELBCn0xdk7/x4/J3cuOzshxj9Xy3jNtns1kAGBMY/Nfv97Gzs4Nmszm2+93NN99sGO8UbDIkYBMLeW1JDpOEQmlp0zNCSziVSmFnZ8eMOWYtbG1tGUa8U1YOQwYPXXgIb/mRt+C+e+9Dt9s1bXv4dQ8j1hl6NcrlMmKxGNLpNHZ2dgzLXxboYW2EbreLbDZrtrtlmmKpVDIcD+7Y1+/3TWoihTyLHUkuBBUXPj/nSyKRMMosvRnFYtHch8epGHF+tVottNvtMa8Hz+d+9uwfKolBgSEm4GhfhnUCPSbr1i6JSXM8VADWBIsaQPOGBPhbCmcu5FzwuRhI12Sz2TSLqSQrSeuZFhSPywIkXIBpBXNRmiQ8geNhFHubX1sgUzDaliWxbKuDi7iMe7qlYwFHRV5kjNoOH0waV26hE3odKJSkm1i6km2lVaaQSbJgp9MxxXe2t7dRq9XQ7XYRi8Vw+vRpY+1KAc5xJtvGa0srlLF9e5vjjY0NnDt3zty3UCgglUphb28Pn/vc5wx5MpfLmbFMYqBTGEam0T74wIO46613mXY9+MCDpm35fB6tVgsHBwc4ffo0Dg8PjfCXpEUilUqZ4kTtdhtbW1tIJpPY2toyIQj2HwCjtDIcwDFLJZbCW5Zc5vjodDpjylC5XDbXB2BSJinAWWWR74O/Ix/Drj2RSCSMx6zdbs/kMePvqbRwjaCCIXkPk7DosITErArPvJuQBYG1UQCUUi8G8CSArwDwNq31O8SxHwbwKgAawJ8DeKXWuqWUegmAxwF8ZvTd+qphU+B1X28voKUmrWkKXG7hSmt6kvWstTaTneVduVhwAWUcVwpPLlwS06xjv5uFBAnpBl4U/Chi0r0vP7tdV1rLvIcTu90rZDslUY+EO2A8pU2eI6vUUWiST8B/sv4/CXmMU0thy7CGLABjKyKyGJHsM2BY4TGVShlrVoZOyOJnRgAtaSoYk96VUgpvf+jtxlsUV3HzzNls1ryPWq1mxpZ8D/JvKh4UmnT/F4tFxONxE3pgnxPRaNQIEOnxoQIpsyTkHg0cJ7wvKwSyLZyXbKPclZAeAc59/k/YCvosHjM7/ZFKgPRoyJAZ1y0qPvRAkTiazWbHvBoyA8Ku53CtYtJYXhsFAMABgDcC+Hb5pVLq/Oj7L9ZaN5VSvwDg5QA+AOBNAL519PkbAHximQ0OElyoaM3Qoul2u4ao5TUWLUkzdA+zTjsnrD1Z/VrPk7TeVYUipDvYTxukQFpEm4DZCJDTLBg+ZywWQyaTOWYtE14UCXlNWRZZCg8AJtYvK+NJBYDjttPp4ODgwCy0zBqgUH/Ri15khDtJeLFYzCzc5AlI9yrHoBzX5A2w/2QfFItF45Xa29tDtVpFIpFAoVAwLnEKzHK5jO3tbeRyOeTzeaMgy37mPWkJy2O5XA65XA6bm5vY2NhAs9nElStXxlLvZBtlPQUZ72cfl8tlM6+LxSKKxaIRhHTVK6VMMaB2u23SEpVSOH36tLHWOb4pXNPpNHq9HgqFAtLptPGStFotsx0xlTmttUnTLJVKjv0swfvPqtBLLxIrLvJzt9s9VjvfXrfskt4MNUnPEgmYJHNKT6Tb2sqQIA0rSXq1uRVeYa+xq8DaKABa6x0AO0qpb3Y4HAOQVkp1AWQAXBl9H8XQKzAAsPIAOBcJObkBGJayU2yaWuvGxoaJQSeTyTEXbKPRGBMOfjVru43XKqTL1isGg4Ehoy1iQi6yv+1ruykbXhQJ/m8LO3ktumjld1zsJQmPSkQikTCCkGOfFQETiQRuueUWXPiJC3j3T7wbr33da/HE40/g8PAQzz77LPb393H+/Hlz/cFggCtXrqBWq6HdbuP8+fPIZDJjVQOlB0TG/jkfCoUC8vk8isUiyuUyrl69atoSj8dRr9eNh0yGAWxlh54xWXyJAuOpp54aK5XMPpIhBSrytMLpPqfrn5ssMRQjCxWx/2WRIYYuarWaIQOShNhqtczffEYqOHyGRqMxxlOQbn0qI/bzS4IkhTbPmdUlTqVKclvYllmFrO25YqiFsIuvua2l/D2LJzGtkp4YNSK7unGT6LUgsZdtkl6vVcBVAVBK/e6M1/x+rfVfz/jbY9Baf14p9Q4AnwXQBPDrWutfHx1+DMCvAPhrAO8J6p5Sy6MbLhKJjKVJAceZ3pyATHGiFlypVMZeMPNwgeHAYtyNi6TtPl81U/RahpPr+KRAWo1cIO34tY1JHglbgWLcmr+Ti7x0/8trcqGr1WooFArGauWimM/nkUgkkM/nceHiBTz26GNIRpJ4/H2P41WvehXe8fZ3mLoCZM9zTpAHEo/Hkc/nx+LcTs9DYSRLGEciEbMPQKPRQDQaNV4EhsmkRe7WnzbZja54yV+QipUUqrI/uSMfALNusB100Uv3Pq1hmarH98INmihc+D8NENtzAMBsPEReAZ9LVtTjMzmNDyehPGv8nUJVEiYlkTWIMOGsCrmcZ/LZut3uMcNBhnNluELem6WN2+02crmc8XC02+0xPlWr1TIGI+/FkFEQJZEneQD+FwCfBFDxeC0F4GsB5OdqkX1RpTYBfBuA2wCUAHxUKfU9WuuPaK0/CeAf+LgWisWiY2dLFxBj2Bz8jUbDWDZ+rO1pbZEg4zxEMPAaBuCifRIVAAmSpNxgC20KNRk2AcaVCpkyKcmAkqgoN8ZRSqHZbKJSqWBnZ8cU4KlWq8hms8jlcrjxxhvx6GOP4iMf/gg+/KEPY6M/rLdfqVTw6COPonJQQa1Ww2AwMDX7tdb427/9W1y9ehW9Xg/nzp0zQoZpdIQUTvSwHR4eolQqGcb91tYW0uk0brvtNgwGA1O4h8x8+dyyiI+8PoW5zAOnskFBZXMT7L4lqHTIFE+2gRYmBTYhBSQVI/Iaut2uUW6YWiizNOTWy8AwVMIQZK1WMwaKLLIkqwbysz2ugCMrnvwIJ7iFpOjhIK+D15k3Tm+P73kw7ffsG6dQJNtABZd9ztAKMY0bwTBGKpVCq9UyYQrA2SidtC5MCwG8Rmv9R1POAQAopWIAfElDpdTrALx69PGbtNZXHE77pwCe1lrvjn7zcQD/EMBHPFxfAXgWQBZAIp1OH6tSNk2gL6JinhM4cfxqubZb7lp28c8CL4qAtNZOGrjQkDcyyfrn+fZx6eq3LT1uNkNLlcJfkuWYZplMJlEqlVAul9Hr9fDcc88BGJLxzp07h2w2i0cfexTv+en34AVnX4CNjQ10u11UKhU0Gg28/g2vx+2vvB21Ws3E4FutliEPbm5uGjf2X/7lX5qUubNnzxoOgRTMtJ4LhYLxyDEVUBY4oiDiObS+2K9yYx+OFXo2nCCZ8Awv8f1QkMp20prjws6QBC1iAMYrwbYwS4ZbHHPdSqVSqFQqeOqpp7CxsYFisYjz588bBYDWKRUiKsDVatV4POV+IeQKyTCLFNy2cJWZNbyWvaZxDGYyGcM54G/Zv1LxlJhVkLt5iIJeL+lhcbunhJ8tyKXnQYaXgMkyjGGcp59+GkqpBoYyug7gZq21nqQAPAFgx3MLgf7oN7tef6C1fheAd0057bMAvkoplcEwBPD1AP7E4/W1Uuo7ADwNYGdzc3Owzgs990z3A8nEp9YX4gjTJiEXgWQyudJMhHkxzfU/DbKGv1yAgaFS2ul0DOOaVqqdraCUMszwTCZjBO7W1paJOz/y8CM4nT1tLF5ayWRvk3TGuGq73UatVjPcAQo9nhuNRrG1tTWWqib7hPOC73ZjY8NUQ5QLtYzxSkEmF/Rer2cs7Y2NjbHvqRw5KUg8JjNz5D2lS5/9Kr0RVB74N3/P0Eiv1zPbHUvrT2ttSG3ynVEoVKtVozTyXcgNlMrlsllbZLxavnPbiqfAlp4UJ7A/5Jiz61o4YV5vwDph0TvAAkcK02233YaDg4MsgLMAbtOjA64KgNb61W7HXM7XOLLmfUMpdQ5DwV4AMFBK/RCGzP8/VEp9DMCfAehhGJZ4r492/Wf+ff78+Vmbt3CQDewX81r9y8yXlfcExhePoFx0hNt1bA2dfy96X265aElrW36eFbQM3a4jY9F2G+zzpAACMGad8r1JUhW5K6VSCdHocH95htJuvfVWpNNpZLNZxGIxXP7xy/jgBz5otv6tVqvm3tlsFu977/vw5L9+Evfec68RPNVqFel02mwFG41GcebMGcRiMZNyJ8mJfL/SBZtKpZDNZk1aHq1gWQaZXAAKbCoAFEYUUIyjU/Fm39thCApryZuQGzfJ98WcehYGottfvgfW9ucaQdc/3w2teHoXpFeEgp5tJvGVbvpms2lCSFSwuNeErM0hn02OJYZppNBm9ocNqSxSmeK78roOLXqNWAb4jqeFkINcn0cyenv0D8B6ZQFcBXCzy7G7Ady93BYtF7Omotlaud/Bsgr2qSSXEcuYjG79a1uOfq8nhaN93HYH8l7zWOtOkJaR3Z5pioH8vUy9kilr3DhGurABjBH2rl69CgDG6t/c3DS/pYLVarVQr9fRaDRQr9dNpTsK3He/6924+3V3453veKcpARyNRvHss88ikUjg1KlTZm8AKhyMkdI1LvPcKZxJcLt69arZqCeXyxnBY2+yQ0tYCjFm9lDpthUj4IglTgUAOLL0pGUuFVFa8RwXVAbYdr4PPjO9CHxuKkPsz2q1asIP8jx6SQaDAZ577jkTBtnY2DDtqtfrplIjcJQGKitS2gq80/pjK7n2uKPXxFYwFgXZrknzYVlKgdd9ABbdL54UAKXU9044PABQBvBJrfWzgbTqOgQXWj9uoVVY70Fh0W48t8ksrUOC5Cm/cCL6ePnNokChIq1gN0ilh0KB31EJIFmWWTCM0dK1DwzJq4xDMw89n88bIc123H3P3bj/x+9HupE2qWqMXZP0NRgMi82892feizf/wJvxwP0PIJ/Po9PpIJfLOfJxaKEzTEGhIgvacI6weh43H5KLsP0e6VGgt0PG/Z1S3myFi0VrEomEIebJoj6NRuNYVgX7nhX75DNSIWOqsFTUZOYQswco+OWmSewrssllujH7X/IoBoPBmIVqK7mSiOkEJ3c9lcdlE2+9xOWX6RFguGzV8OoB+ACG+fbAeL69/G6glPp5DCvyrf7JThi4+M1TGvIkKQOLbqs9mW13u308lUrNNCG9cgz49yKsf0KyhKVQceoLCi8pdGg9Mw2LRWboMqZlWCqVzKY029vbqFQqqNfriEajyOVyOHXq1FhdfckloJWazWaNwsBcdArYWq2GBx94EHow3CBIurIlcS8ajRryIc9h3jyrvrEIEbcG1lob1jtwFIu2+5EClSmMMlOg1WqZ8AVDGQwhXLp8CY89+pjZKyGdTmNzc9MIZKUUTp06ZbYc3t/fN++JqYR09XOc0P1PS5wle/nOKMQpvGWVT62PajKwFglLI6fTadTrddM/HAtUIOlBoJLB69speTYXhGBGlVR25PmSZ7ForNLd74RlVB/1Aq8KwNcA+FkAvwzgYxjGEG4A8F0AvgXAawG8BMB9AJ4BcGfgLT0BmNci9ztI11Xgu1nFkoy0bEghzAVOLlheOQBucXsnd7pM5+L3brH3IBYo6Yp1y4+Xlr8crzyf8eB6vW7c/bFYzDD2KXB2dnaQSCRQr9dRr9fNZksstgOMj8977r4HSh+RveQOgbQ4+/0+dnd3x7wRbD8FPNvKPs5ms2NpVwwpsF4H3eOsZtdsNlEqlQxPga52jk1aZtJiluOW8XGGAi7/+GUAMJsDXXjbBaSqQ9c6C8Owmt8NN9xgYvEbGxvIZDKmsBEVLu74R2WI7yUajRqiKtMNWf2PQpYCv1Qqmd0DWYOEO0VSiWEBnEajgVqtNuZJkal+fA9sC/vZXuvkXOLf0tvhhHVdv+aFvUbIPiTS6fTErY29hgjmhVcF4EcA/FuttRTsnwHwe0qpKoB/rbV+mVJqA8ArcJ0qAPPCLs97rSGoAT2PwCQ5ySZuedXGJ5ELAeeFcNLvph2bBV5d//wsmdvS4qP7mAs/hYisUilz3lmS2M5ZZ5ukAiRzzGXowW1BdCI6MuYvd8zjNVjfQyll6sGn02lkMhnjCbCVIckfYNso6GRuPMdfJBLBA/c/gHg8jrt+dLg50H333uf43FRqaOGTnMjQhtbD7Af2H9ujtUY+nx8j1UkugLTO5fxie8kpUEqN7RwoN/2hx6HVah0LnUheBN+1VG4lWZT9yGOsdng9wV5HbEWWkPUO5Hvj2FuWseRVAfgGAO92OfbbAF4/+vt3Abxl3kadBEjtHJidSCbBQXHS4UWguaURBXV9N0vdLT4+j/Jlu/WXSSay28HFd9oCIgWg1trUWGd8mEKLTO3Dw0PjWiZJjQtXLpdDPB7HrbfeijNnzowpV5Lxzj5hm6TbnooHLVEZd58UNuGuciTfFQqFY5keJPQlk0lks1kUCgUjzOW+BkwPlNXv7P6zuSPAUKm8fGnoCYggYkIT/X4fhULBkP+azabxHPR6PSSTSTzvec8zfVUsFo2XY3t7G8Vi0Qh/GdKQsf+9vT0zdrk7INsoFTnel5kU7CO+a7nHA3/HcAIVBpus5+b6J+x0x1nA/SFOCiTvQY4ftz6SXjv5neTdTCNJzrPeeFUA2gC+EsBvORz7ShwVAIpgWGTgmodklbppcX4t3mQyObcXYN2JgXKHMj8xQK+DXC5+0u3G/8lqlnnawOwcACD4tL5ZIYWaW6hB/mMaGOPdLMrDdDK6mZnqR0uSAo1K8POf/3xsbm7izJkzY8dIpJPKCD0FkhEPjMeDbW+BW39GIhFsbGyYTX7ktsI2wU5eg39LxYRjQlY55BiSY/aOt96By5cuj5Xulrn20hAgX4JZEDKrgRyJeDyObDaLXq+H3d1d4w04e/asSVOk14CKBYl3TAOMRIbljelVkZsA0WPBEsOSbAgMlRJZu4ChCBIpp3GSpq03szD8pReB/S7fySIxiTvj9xoc+06gUmYrCPzMDaXq9bpZq+T5ElLp8NtmrwrARwHcq5TqY8gB2MGwoMD/DuAeAO8fnfflAD7tqwVLRpACUl5HDk5pAYV1/I/DXij9/M7LAB8MxnPX5SSU15DXCroOwCq8AFL42feX/S1d74xrM/ZPq4/udC46LJ0NwFijzGVmvF0qQlIJobCXce5YLIbd3V1EIhG85Z1v0OL7lgAAIABJREFUwT2vueeY0ublefnepOIHHBEieZ4NWzHg/9L7YEPW6Wg2m0Z4cqthaflJSIHNMAMtcq4VFNbc+4BGhfQYUAjw+nJbb/aDzASRgl66+0mSlFsV85l5D5szQ7ilANrgM8yy1jp5GXivRRo4TnNmljnsxevBMr7yN/yfiiG9M/x+2nPP0lavq96bMKzx/9Don8TPAXjz6O//DuAPfLdiSVjUAHIqV6m1Nrt5yVQjwN3inScDgHByWa7KInUC+8KvYuRFMJAERouWO8Vx8tAdyipz9m/ngZOFuWzQ4uA4kuQ2utmlFSitM7qXa7WaEe7xeBzVatVUjWOaHSsC0jKrVCqIRCLI5/NjMWP+o2CjUKan4Y633gHkgIcuPoROqWMUBCngnCAFO59RktfcyvQ6CX353uW+AjIGLgUkwRrrchtjKlG5XG5MoPKaJCOSBMlj9IhsbW2ZfQ7q9Tp2dnaQy+XGhDyfly5ich24EVm/P9wimXuLSGHO9wccpb5yDMgNkGxLc9qa6UQmpdIzD+x7Sm6G0/F5MUlRnPc6NuzxybFH4c8sFaWUIXJOMioXGgLQWjcBfI9S6j4AXwXgHIDnAPyR1vrT4rxfmakVS4LUiP3Cj+Ig7+HmAlo0OWbV7ugg4UU4a60NKxqA2etdPj9TumQsmn8HQcBch75Wapi+ValUDKkMOMoPl1aktOLknvKMX5PdT2uSQieVShmmP+eF3HmO/SAJcz92x4+NtfPihYu48613Dne+6xyF0GTOutPia4+F2y+28L57CoYIOGleScFve0votSDkLnQUnL1eD/fecy/uvng3Ll+6PGZlDwYDo+TInHypOFBBINGP/cOwCDMootEoMpkM9vf3sbe3Z9Ic2d9s/2AwwMHBgTEyarWauTcFsG2NymJOTMUEjpQDWu68hhQ8/E5imR7OZYY2J/FOgoDdb/Zc/OxnP4t0Om3e7TTjcVb48ntqrT+DIfv/usOsHe/04iSBUFoXuVwuEC8AsB7CKEhMex4KNllBzXbvusWCKTTXoTCHX9iKKQWbvaUtBY2s7U6liVY+eSt0D8sKdBRutFAymczYHvbZbNa49ilg2K6777l7rLxvJBIBBuM8Abrz5bubJPx57MnLacRiR+9fvnf5O6fxY4fw3O7F+/G7S/ddwsWLF40SQAKdtE75bmwPFD0FtORlOWH5/qLRqKkXsLu7i7Nnz0IpNfZu+JtOp2MyMJjWJ8Nssi/le7GVJbc1zs/at878o2lw8vQsCk7rvFS2mAGyaO6DZzNUKZVVSr1RKfUxpdRvK6W+cPT9y5VSL15I69YIs1rsTguPXCjkoqi1XnhN+pMIN9ecZGrTApMxabdr2f8AuJ6/7nBaGGilS/IU+4kCnOOPcX65lzzj/0xTY+lcls89c+YMisUicrkcstmscW0zVEDiIO978cJFM8ZZyY5tZyxdbg7kJMTlu7bDF6+80EQulzOZBBIyLi8XdhnvpjVGq5nkN6ZppdNp4/3gmHnoJx7ChYsXTNhJto2Fe2QuP7+TfZpKpcY2WOIaQG9LMpnEmTNnsLOzY3ZEJDGzXq8b8mMmkzH7FHCveLaF7H0noeZmvcv0znWCnXkVNOz4/yLB9+4GckacxrTEtHZO6y+vpYCfB+B3MKzV/1cAvgRDTgAA/BMMt+x9lZdrrSu8sFlngZxk1DDtjTK4ELG62Loz+VcBOTnllqP837YY1437sGyQgNVut81WsLZFKAl5pVLpWMwaONo9jyEVrbURXux3lpxlNcBEIjFWDIgubrtiHfkGm5ubxgMx6Z3JfQikpfbk5TSAYe17CmI+v3wmGZeXSgTrQgDDcdNoNIzAl65ZeimkxU6FSraL3gDb28J72d9RULOduVwOxWIRAIzS0Gg0TGEjm93P6n5M4ZThP8kB4LhgX3rxNvLZ3JQFOc9kBseiMM+6aK+rVMzs9dj25CwCbqFhHlNKmfDbJEzr62m/92puvhPDVMAvAvB5HKX9AcB/xDW+UU9QcHtZMmUpFPzHIRc0WlyyVCqP2ef7AfPgrxVQWNmhECkIJducXgP5mQpELBbDqVOnjNCXW71ye1peix4EhlPYDv7NUAKtVi50Tu0HjqpHsr1k0XOR/P672njivmF83M3tbVv+8m8KZMmLoCCW6VcUFnx+mREghaRUGOxFXsb6SQSkBwYAKpWKqdDHDXoAmPBUKpUaUyCazaZJMZReDNkGEhKd+tbLbnTyfDdIsqSX890wjdy3SPa/jUUqMVTMnMD3tyzjxaua81IAd2utn8FR/X/i8wDWd59djwhqcM1znXg8bhaTEEfg4sLFj67iSef7nUCzbMU8Dbbbedmg0CJshYkpf/F4HKdOnUKxWEQ6nTYWP5WAcrmMvb09aD0sprO5uYlz586Zmv/5fB4bGxvI5/MoFotIJpP43Oc+h729PVNNkO7MeDyOH7hvuCFNLBYz5XiB43UKKOjT6TRuv9jC4eEhKpUKSqWSWUB/+sIRb0E+j3xGtxASQx3dbhfNZhO7u7s4ODgYi9lL74H81+v1cPnSZVy866IR7FLRYf/bPADe73+7/W/wstc/h1KpZPoIgCm3TCu/3+9jc3MTOzs7ptSvrAjILY4Hg4HZyY/HqdTZz831ZdIcAo5CItPGsAz32NY02+EF7HMqWkFb4fa6OhgMprrY58GkZ3ArjwzAjJFlyAGvHoAEgKrLsQ0A6xcwWhHcBI8Xt750Rc6LebXxdYMUXIuI1wepAKy6720rX7ZLCid+xzz2aDSKM2fOYHt72+T8y8I+u7u7xorP5XJIJBIoFotjNQBIXtre3satt95qXM3MQsjlcgCGcWwpWOkFkMTF2y+28P5LKbziLWV88P4sarXPo91u4/Tp02MbCTGdbXjtoxoATl4EaXFvb28bhZKb8xQKhTFyop0WSOFMXL50GYPukaeEXApZwZDodrv43rfW8P5LLfzMXdFRemRsLGOFBL9KpYJMJmPeT7vdRrlcRqFQGNsxkMpPOp0eUxAYArG9K+xv6SmYBC8uaNlXTqE3v4LMa9vWHW7PQC8S380iw5XT9hTwqgD8NwDfAeATDse+EcCf+m/aycWkBX6eF8kSq073u1YE+axw6oMg+mQRFvq0djmx2ZcBKdAofOne1lobAc14fiQSMVXu6Erm+ay8Z2cg0KoCMGb5M3ygtcYH78+i36+Nuegl65kKxfvuiePV9wyVAKUGJqWRKYqpVMpsUiRTB6f1Aa2+Xq+HWq1m0q3ogZMVAqUXQMa4qRDwGdgvbId8r+zzV15o4vF7ExgMekbBkiTFwWCARqMxFo5guCGTyYxtA8w9EEjyo7Vpp/65kSKByVaoH8hnDWI8r4PwXyQPy17jF7UGyDHhBq8KwNsBfGzU0J8bfffFSqlvA/D9AL51noaeNCzqhU0i2/iBFJbXivIgXWmSRBXUsy17IyYnJSDI57ELLknhb99D7gWfz+eRSCTGdokju5xeAkkeZKYBMFRgt7e3sbu7CwD47Gc/C6UUzpw5gxtuuAFaaxwcHBghT/JbpVLBs88+C601Njc3kcvljILyzjf1MRjUjeeHAn9nZwf5fN7U9pdFj9zGBxWNSqViyqwy5s6QAIUpS/XKKoa0dHm+fIcy44JePKlIdLtdvP9SCv1+F41GA5lMxlTyk1X8uCFPs9nE3t4e4vE4Njc3jdeDOxkOBgNTnIlbIvu16NPp9NgGTFIp9AI3IbmoQj2LhD1WFtl2cmUWDS/P4LUQ0MeVUq8F8CCA20dffwjDsMDrtdZOnoEQPqHUcOeyUqlkvptFKNgauc1kvhYQlLDkNfxuxDTPIietSKe2zANq/Xe+7U5cvnQZ5XLZuMpZBZBWIsl88r4kV/I3jEV2Oh2zcB0eHuLcuXNjG+n0+30899xzeOaZZ9BsNtFoNJDL5bC5uYlisYhOp2M27mFRG96nXq8bL0Gj0TBCOZPJjFngtNCbzSbOnj2LbDY7ZrHLvnXrd7rUe72eUUb43pmWKN8pvQtyoxzpEWABJFmSmO+Vrnh+JnOf2/3y+ZlKubm5aZ4pkUgY7wnDFNlsFuVyGaVSyXhXpJUnQz5uNRFkeMjOdPATc5eKn/09d41kn3qFDIMsG8tcFxmymoZlZIN5TjrXWr9HKfVhAF+N4T4A+wD+k9bajRsQQsCrdm5PwiCsQ7k4rgpBWrdeXL1+MctGTPNOzqDfBxf3ZDKJtz/0dlx4ywW86YffNEbOoqXL84FxMhgFCoVdo9EwG5fQGibZjJ8pdFnrHoBxW1MYUJEg30CSxaLRKFqtlkmFYyzddmNzQdRaG0Ep72+73Z3c36yYR/Id29PtdpFIJJBKpZDNZsfaKYl8FPBUaLjjHS167jxoQ6Ywyu18E4kEcrkc8vm88WjYngwqXtyPgdkD7Bsel+/NjUnO+zrtMudV8E5SFJwUDq/zZBneynXwTnDr6mlr2DqRAAEAWus6gN9cUFtCAAupRrdMwe824YNuw6whgKDi714m57IWNC78UqAPBgNcvnQZD198GJcvXTZCi1X92A+0YjnuKDjIxN7b2zNlYun+TyQS6HQ6phANU/vOnj2LUqlk6gKwtgXj64zhy3z1VCpliu6wHbT84/E4Go0GkskkCoWCUS6oWEjvAy1aSfyzc7z7/T62t7dx5coVkzcPwCgzLHYEDIXhQ2+3tz0BLrztgom9k3QnFRPp3WEfyzgsFQl6DCKRCIrFoqmkKDfr4RhrtVp49tlnTfngcrk8tj0wiyhx62BWduRzSMgsC+766DambM+hVDrcficVHZnRZCtxTlgG+W8dwhL2RkCLxMx1AJRSX+fnRlrr3/VzfghnSAVAaqvXiut+XWD3Z1CEqEn3WAQY26dAYSU7xukfe/QxXPihC2O/uf/H7zf59MBwfDHsxHi/UgrpdBqnTp1Co9Ew5W4ppLLZ7DG3t2yHJKoBwObm5lisu1KpAICpcEeFQJbKZaGaSCRi3N12lgzd3lQCZK0CeQ6t53K5bPY9kBX+CoUCtra2kM/n8fAjDwMAHrj/ASSTybEqgJdfe9nxPdx7z71QSuGuu+/CA/c/cKy+AC156dVgeE5yMySzv1wuo9vtGi8MwxU8zt+SU5FMJk0aoLynVD5kn7mVv2bBIXpk2OZJMX9bWaCS41THXmZ/UOhLr8I6COlFYtFFhvxgkgfgd3CU86/E324IJn/tBGERFl42mx0ronLSMG3yBsmAn+f39rvzei2/RKlFgAsurXQKOOAojMQ4fzqdxr957N+Yz/l8HjfHb0a73TalZS/edRFvfMMbUalUUK1WjaBNpVIoFosoFAo4PDw0ZWyZFSAViF6vh1KpZBSSXq83JtTPnDljXP31eh0HBwfmWVqtlhH2UnAcHh4inU5Da42NjY0xgdZqtcaq8sm+AGA21KFFfOfb7sSPvPlHzHE+2/Oe9zwUCgUUi0WTM//oI49Ca420ShvOQjQaRT6fx2//1m+b52BYo9/v4yvjX4nBYIAPfuCDSB2kjGDj5jvSOyCzK1gimH1Jodtut7G3t4dSqYTBYIAzZ86g0WiMCXhZSIkKl9y8iX0DOBcZm5ROy/bzN25rHeeDTPNkOIhZImyXXSiJ/U0PEzNB1sFNL+FEJp1n7VkU4XgWzsAkBeCfiL+LAH4Sw+1+/y2AbQA3APiXAF4C4HW+7noNYBHpY8C4IKKQkZbWKgXPNNgDUFqGwFE9d3txmgXs/1kIkjL1iqBbe1r/TiuNGnR7nSAtP2ndUaAkEglks1lDOuM7YX45C+YUi0X0ej088vAjONc8h0KhgN3dXXN9WW2xUCgYEh4VoHg8bqxRFqRhih5d+iQb8vtGo2FY+ABMWID9Q6ucCg2t0X6/j1wuZ/5mzJ0CiG7rbreL2y+28DN3tVCtVk1/AMDW1hZyuRx2dnagtTahBNYqaDabhkNBV7x05dPSZgyfigEVrmg0iptuugl//ud/bqpVMiTCa8tNg5LJpFFsKPTZl/ybnAi5HTPHAP934nbQutZam5APFQWOQzdhQW+LPZfptZCppJwPPL6xsQGttXleZosw/CQrR/Z6PWxsbBhPxCKL8swDe82Ydw77JRx7xTRlzbEtbge01v+RfyulPgDg17XWdr3/DymlngDwLwD8ss/2nmgsgogGOBNxmFq0jpNDwql9dq40cPQ8QUwmt2tMuratzUulZBIodGdl/s8L2UYKaRlzpiCgNUYSnwTfR6/XM6S3fr+PH37TDwMA3nrHW01/0E0slTUKMF4nGo0aC0/u7AccMdHJWFdKGQIha9szr50Cgkx8AEbYUxlhGyh4peVJq7NWq+HBN/Rxx08W8MR9g7FQRzwexw033IDd3V0jzBnHj8fjuP+B+3H50uWxSnR8571ez7SdnAdpvZOMx135SFSs1WqGzyBZ+czfZzyY1jhJflQCqGDRM8Bnlfdk+2RNB74/u+6DFOyTLFF7jDsJQX4nBQ/fM8dWPB5HvV43bZNKP/uFxZxsrIsnwPZazjKXZb/PQjieBV7WNK8kwG8D8F0ux34eQ6/AdYdFuOidJoI90U4CpCtW/g2Mp8FJ4eu3P9kf0s3Ja3i5lryv3ETFDbT0luGFcXLn2c/EMIAMSVDoc2Mp4Ij5zfg4hRQwFLLPf/7z8eT7n0Sn08ED/+cDY/e4dN+lMWuRApe4cPEC7nzrnQCO2M0AjBVoeyBo6XHvelry3NIWAHK5HJLJJFKplPnfFnhk39MFTsFD1/p7744iEhm+z06ng8uXLiPSieCRRx/B3XfdjUajYVIPKbjv//H78co7m/jZhxLY2tpCJpMxrPxIJIJKpYKDgwNkMhnk83mjKFAhoPJSLBYN0VEy8qVixH5pNptmUyR6PugxoAdAvm96Vfge5JbCVFjsMUIlSLr0GWpx2ofBDXJ+8Z2QGwIMxywLGZE3IcmWkUgE+XzehH/kbolskxz3TllRqwDXKrlmzbpWuSHIcLKfNdCrAhAB8EIAv+Fw7AtxHcb/JewJ7gVu2q3kAMjrO527KCxC83bqHz8D1QluKZNBwQ5hLDM/2SmFzSaDUpjbyhSFIV20DAmwVC5zyqXwuPHGG9Hr9fCJX/0EnnvuOUOUS7aHOfsyZY/xcAB45OFHoHeONhaSHgHWuKfAZ0iBMX9a/VRgKNiYTpjJZEzBIIYQABilgLH4vb099Ho9nDt3zuwTYQtOvsOH3/kw0p30MUEzGAzwr+6s42fuiuJ5z9vEmTNnDLue/ZrP51Eul821KdhozQPDMZLNZqGUwtWrV02oQJYgZj9GIhE0m02TclgqlcbKw8p/bCfZ//QoUEng9UgElOPHSWGl0uMHdr0FCn47pZBKx9WrV8e8Hxy/9Dr1+33DG5FZKBKrMnomWf3zrjNOhONV8b28joBfAfCAUmoPwMe11n2lVBTD8sCXAfyHRTVwXTEriYxwG9irGghBQ2rMs7rN3K4LjNdH8NoWG/I7GdvmbxbF85gFJHlxobfdwPKzfF7mmWezWePOp+VKIcBFut/vIxaLGcJZtVodCy3IlEO78h6zD0j04kY7wBE/gaCLuN/vm6wC5kXTE8C2crGkG5nbB8tqalIhkG52Jze13HiHz06l6afeGsXrHwB+84NH4Qbp3mY83WbTS0Ie+4D9wOPsBxkq4Fa/m5ubUEphd3d3an64tJipwLFt8r2wLoAkRtrKo5/xbc8f+X7lmKMnTdYjkJkAbBf/5vvmfgeAs8KybMi1K2isg1eD8KoAvBHA8zB09/eUUocANke///3R8ROBoF5qkBqhBIk+UkFYthY86/3kQiPdevPA7gsp+KU7026HLQimgdaJVFiWqYxxQWbfSauYApT7vp89e9Ys/hTeFEx0g9MKp7WeTCZRrVbR6/WMi50CXNb5j0ajhshVq9Xw9NNPAzhKT+10OsjlckZhorVXLBZxcHCAq1evIpvN4rbbbsMtt9yCg4MDbGxsmGvu7u6a6ne0nGW/V6tVRKNRY4Gz2M7W1paxWBOJBDY3N9HtdrG7u4tUKoWbb74ZuVzO7OxH8hmzEUgglPX/WT6XykU+n0cER0RVjmGmQWqtjVeAoQeZfaHUcIvearWKUqk0lhXBc4CjsRuJRHDTTTchn89jMBggkUjgqaeeOkaG4zikgsPfU9mQMf/BYGD2DZAZIXYqILkXs8JO7+N9Wq3WmNJF8qHsB3IbpEfgxhtvxM7ODqrVqjm+akwzGrzCljmseLksTFL0vJYC3gPwtUqplwL4KgA3AngOwB9orU9UYaBFLOpBXpNkn+sBXpQxN2WEFidz3ml90G1sX5//S6uIpCoKTq01CoUClFLG4qZwZJyZ7l0KlkwmYxY/Ch5ZRS+VShk3cr1eH9tEp1arjdWCl7vmaa1NqhswHBepVMrcT7qH5U560grld4PBcLe6K1euGGubC6+0RlqtFjY2NoxikEqlzGJVq9VMaiB3vOv1ekilUigUCtjb28PTTz9tUgvlO67VamMZLf1+H/v7+2i1Woahz9/Qm7G9vW0s5Egkgv39ffR6PcTjcVPwhn1XqVTwqU99CrlcDoVCwQhqXltrjcPDwzGLvNPpGCUBGC7K3W4XGkPhuL+/byx+FsyhskQlgCEMCjgAKJfLqFQq6PV62NragtYajUbDbLNMhYnX4vtoNBpIJBL4gi/4ApTLZdRqNdx4443QWhvFjWWTORaZIkmSIMcZ+5KeHrveP5VG6fFyw6TUMicjhcqAE6OfYQ4b7XYbOzs7qFQq5vecu6tWBOQa4uRJ8QLb87Jsg25Se/1WAvwNOPMAQjhgFm8DhZcfcs6yMG3wzjIxZBqV3FOdaVRcqFgRjv1TKpVMelMmkzHCtVAoIJFIoNlsmnxrSUjjIix3UePiTmEq3d6lUmlMIbP5GX4/y7rzwPh7Zv/JAjjMn6YAoKIj+5rXYoxduuwTiYTZYIbXZDlcKkN0ybP4Dl24LCbEd0NmN6vyUSC3Wi0Tfyazn0oE+5iMcLrbgaO0Ovns9GAAx7cytRUfpsqRSc8dDG1yWbfbNZZlOp1GoVAwgphWsNYar76niycupXD69NCLQAWQuff9ft9cg22jF4G1+/f3901fN5tNUxGRCh+RSCRQqVSQzWbN++W7YS0GKm9UdEkOlC53KZwk0578DxIpmb1AvoF0xQNDLwffE9vOwk9UXpm1wL4n2Y9ufnqspHdOQiohcvz2ej1TvVDOtXU0hOY19mRYax3gjwVywsGFY1Y3DiEn3aRrzXofv+zcIOHGbZCkIS5AjLvS4sxmswBgFiuSztysZ9Z7p7vSjhuSiEYhIBnm8jyZ2ywXT+BImPLd28KTJCpWfJOLNH+3KMgYNSFT+9g2CnK3a8iUNYYDGL8vlUrY3d01Ofysud9ut1EqlcZCBGRul0olxGIxFItFnDt3DrVaDfV63dSqZ7iBVva3/PNvwR0/doex4ICjXPJYLIZCoYBz586ZIkKtVgvlchmHh4dmYyDGjjkWABgBa3s+aKHTSyOJgpVKxZTF5dikl0jmoEvhx/7+4P1ZJJMxE3aQ1jrfEdPzIpGI2ZKY5YupnMnsBykI5T2j0ahRVKnIkGTIkIqMpdOLQrc5LXsqCRzb9O4AMPPMzhBhTQX2jYQUTuRhsH0yo0CGHSQnglkd0zxmbK9UppiaSiWWxYTY9kWScN3W8qBDvUGsJ0F6ESaVAu4D+Gqt9R95uZAakgI7AP5nrfWf+W2IUuoVAH4Mw6qDVQCv0Vr/19GxfwbgMQyzDR7XWj84+v4lAB4H8BkAr9RaL8y34kQKWUQ4gVbVvJAMcV6TC7xtTZOhzckmrQG6MIEj0hSVE6Y5cYGxi1sw3YewXcP24iMtX9v9Z7vzael47SsnYSuPLYrw4wa5ixwXdVnrgf0qBTzbaFtJPI/vhgs2AJPqJivlcfHldRleSKfTOHPmDAqFglnU6VU5f/48AIxVbwMwJlyy2axRDMnYZ5vprs9ms8jn8zh79qwpSsQKhKlUyliUvCbbLbfilV6j/f197O7ujqXccd8BFpjJZDIoFouGbCZz6W1Pij1GZQod30+328Xe3p4J+1BAs018P1JAMhuASgLJeoeHhybdEBhmAfH5t7e3kUwmx4wBXovKARUU2wXPv+0xR0gS36QxaheTspUaO22ZJZ7lfSZ95pyX9+T7JWRKIRVcYLhOsV/ltehB4rtJJpMmZMj36DedN6j1gW2dB27Cf5YQxSQPgAJwTin1fB/XmqeHngbwj7TWh0qpbwTwXgD/YKRYvAvASwE8C+CPlVK/pLX+CwBvAvCtAF4O4BsATNyWeF5ilxPZbNbruWlxXGDokqXFw7QtL7FoCnjgiKzD7+2qYYRTTXDbVWULeEksmkUjndR/9vfTPnuF2++kJyFo2M8p3dhcmGwuAhdaaV3JZ+A1JYnuf7D3psGSZmd54HNyX2/eWrvVi9wFKGCAGYRHtkzAAMITNpI1DAwwoUGSsYwUHhBCAqm71aLV3VXdaF9otFgDsmRJKEYMSONx2AjGHkyMCY1ks2nMMhaIQqFudVdV3y33/cyPvM+5b5777Uvml1X5RFTUzcxvOd/5zjnv9rzvka5Ygozw0WhkhA6VDae+4PXoMaBHiqQ7pulRgaFw4pa25XLZKBe0Rnd2dpaqWfIZ6CFiv9NlTYtWkjxlpgOVWZ6Ty+XQ6XRwdHRklIVarYZGo2G8TEwPZO683ZdO78nNIuSctN+JFI5ca+T7Y9vYP3w/FOIyJMbNhrixknzPtmLs9A79EGT+MKSwypi1rWBwfhDchVHC/mwrFSS38pm5tvLabp5Kyetx4lpEqQlCr1RW4BcC+N9DXi+yf0Nr/Tnx8fMA7jr++28D+Eut9V8BgFLqU1gUJvozLDwCGsAc8ZSPSHCbRJzodIWRPEXr2461ATCDjG4vKailC5DwE+B2CGHVxBM/cDHzUgKKxeLKQiGc4G6/JaU48m9YFoR5AAAgAElEQVQ+GxcU6d6mdSe32wWwJMBsFressy4tzFwuZ8YOrUw+E4W7ZMvfuHHDlNqlxUqOwO7uLpRSaLfbS5XpPv6xj+PhH38Y977h3qWUv36/v+TdoILKxZX3lu7dRqOBarVqxofMJpFeHyrEhUIB73r3uwAAr3vt69DtdlGpVExYQ1r6TmE8/m0LUtuKZmoisJz3z/Ok9c8+kwoa+RXSCKFC3e12zXkUTjLrw0nIMAQQFZVKJdD5WVs3osCeKzLMF8QYItmTc1SO8fF47OlN7fV6hj8j28A1Pi7J0eaDhF2nvBSAV0Rs09WI50n8BIDPHv99J4Cvit+eAPD8478fx6JGwV8A+FAC9zXgCyfBhy9Yxq2cmN7dbnepSIfMi5aTybauSVoDFvXR6aKT8dCsIuoi4WZ92YvrKqCUQr1ed2QpJxUakM/DHGjG07mwOAkjCtpqtYp6vW6qxbFyHMlsPI9WNLDoSwpUfqYAppVPIhuFJWPpLO+bz+eNFV8oFMz+9blczrj9f/u3fhvv/P534sGff9C47km24yIl+1JWJ2y1WkuEPQp2WWdAKowUpkwn/MTHP4FCoYDn4/l45pln8JqfeQ2AxW5+FKr08NCqZT9xntm1DbhYsy+ppPB/2zMjq93R5SyJiNz2mAoMuQsyY4PrDYv90AtiKy526CIK1sFGX3U7kgzrSWFtexiCEH/57vlemYbLug+szEnvms2nYvEkjhfOYa4dQLR1ymsvgI+FvloCUEq9AAsF4Lv8jtVa/xFOlIEg10apVDLucrfOZhyOmj4FvYyrSvhZ32EgLQf572aFjOvbE3bVrsdVcQAoyKTAl25uGXdlm6gwSC8BswT4WV5LPouMp0qBYo8x3q/b7UIpZch30vrluWfPnl0SrsViEZ/6Xz+F1ldbxnUtIQW/dIfLojVkrEu+hiR4Ste9VNAZOqC7/8O/8uFFfHi4OF5u9GTzRuR7oHCV85cKB70lJPjxWBnOAWAK/DA2LTc1ojFBi1TyPHgv+bx23yWJIKWvvZCEcJXjMg0Ead+q5jznF0sh2zLC5lI4hVulUswU1vl8bsIUrDhJLxjDS7bCIrHWLACl1KsBvOr444sAnMeC1PdCrfXe8fdPYlGEiLjr+Lsg11dYeAzqAErVatXsiCaFi93Z9uIV1fqW2m0QTZeEldFolNmdsdLEqiajG9IMN8jFloKIAl8KAK+xRva+ZPxLvgBwsqjangSeI9PeOM64oMzncyMYSABlrr6tALCwjqyYx1CC1hov/4cvP9X+D/3TD5l2Ual4+f/88kUQT6xR73zHO09Z2HS7UvDS7Xr27Fns7OyYlLWLFy+i2+2i3W7jr//6r41yQcFLgS85BnwnbjwQMvzpyZPvjvNa1mKgq5+GBNecarVqwoDsM3t9ILdCCgQ7Y0F+b68RfutMUhZ3EnOVY4bW7DoQx3peJexwgdzrA4CpqMgxxYJynJ9Xr16FUqoHYAKgB+AurbVeqwKgtf4AFgQ/qAXZ8DMAXq61/pI47D8CeI5S6hIWgv8lAH4s4PW1UuqHsQhLXD9z5sx81ValRJDJN51OUavVbjnhnyaCWitORZi8eB7yb+liZ/yeRWqcxgEXegoWCiQKakkgs0GCW6PRwJNPPmny3CkUpUVLcLFlyV/ZpsFggNf97OsAAG9769vQ7/fN+WfOnMGZM2fM1sEUoFxoaHmzn0ulEo6OjvAbv/4bxuplWt5zZs8xxEB62D798U9Da222zZ1MJiirk932WOtBKsRc2GQBpVKpZDbo2dnZQaPRwHw+N2l1AIz7VZJhJSeD/cJFs1Ao4Ny5cwBgCGEslMTCQhwjjUbDKFJUolh7gB4CKlyyTK/MeJFhA3o8ZCYPrUAnD5KdBWB/L8cBsOAcUflb1VrjNA/T3l/Db+4nLfglcdcJaRIAnTyofLeXLl3C/v5+A8DtAC7p44UuS3UAHgJwDsAHjx9iqrV+ntZ6qpT6aQC/jQXp7yNa6z8NelGt9ef5N1OZ1gX5ctwGpnQJBkWSsa6wSPvebtcPY8kE6XdgYdXaqYteoBXIWDoAQ+Jkulm73XZ0tcrFXsaP3domLRUKcrqneX+7Fr4TmAJHF/SDb34QwGLXP601HnrgIVy5fMUItUajYeKT9mJNQU5lBlgIlsPDQ3S7XZw/f94oJWw/8/HZdgBGsHLLXQo6KjMAlmpjUMEqlUrGFcoc/9FoZAQwyYIkNtIqB2COlUqFLKTD8EalUjGCnM8phTSFsQzbkNdBjw37SqYI0ivB9y+5CfZ7l+EJ3s/O/ogCPvPNjHWsi15rTJIKgL0G+j3rsdB/6vgfgAwpAFrrVwJ4pctvvwngN1fbouQhJ5vTy7IrnwWBjD+uY7CnfU+368chHnr9ZisLTn1LIXH+/HlTfpYW5NHREZ555hkcHBycYpLLa0hLuNvtmnr1TElyagut036/bwQLLWO6m23PhOwnKaipBDzwxgcWLvlRwRxbLpdRr9dx9913o9VqLZWUpaAqlUqmf/gss9nMxCI7nQ5qtZoh0e3v7xv+DZUVZhqQDJfL5fCsZz3LZC2wMAzjnOzjXC5nNhGqVqsYDAYYDAb4yle+Yp6bCk6hUDCCmMra2bNnkcvl8MQTTyzVMWCfnzt3zqSCdTod9Ho9I+BJ5mq1WobM1263zXuYTqemD86ePWsIm7b3hH/v7OyY4lX0Fjil1zKEwfAR+Q7se15PjjcvyG16V4Wsu9nDQla7JLzmH7BsZMQ1nuywX5Q1MTMKwM0KWjlhCDd2NTo/pE2muZngNelkfNwNrFRWrVbNlrhchMne/qlX/xTuu/c+Eyvm9zKuTWFUKpVw9uxZI0RYA8JJ+FPAO6Ul5XK5pbixFGjSUpUuYgrGer2ORx97FADwwQ98EF9/8esNO59s5UKhYOrcz2YzsyMfXfW0Jg8ODsyOewx/jEYjdDodFAoFHBwcoFQqodVqmU1rKNCVUkb5oCCUz8a4Z7lcNnF0ZkPIioYkLh4eHmI0Gpm+1fokS4cZFRTc9EhQEM9mM1OYiNkCrPInY/RspyRWsuYGiZsy3CA9NMy2oFDnd4RU1mTYRioass4DcOJhYTvdhEKWQowyDLLKe0bpA54XROj6XZ/zUvJ1oigEcd5lKAVAKZUD8M1YuOp/X2vd8zlli2ME0dY4AchaDoKbTatOG179JQWoPSGlK5buadaI5wI2Ho/xIz/6I3jD69+A2WRmXMOsYEarmWmlpVIJr3pkgl97z2Knu263a2K+8r5O5EDeUyoLtPB5Xwpn+RwyNY3W95VHr+Dd73r3QoiWm0vH2ClHjKtXq1XDc+B1WWaYJD9yAGQtfYLEOfII5Lzgs9nbFlNIsqoghbfc+Y+eAtb8Zw17GUpgW52KAnEcMM1X/i/5GjzedsNLgiHZ1/IeHEeyTgiP91I8ZTyXx/b7fdP/8vpSkXUTdLVa7RTzfF1YlzISRgmQvBfOqyj8BdvrIpW8OFkZURFYAVALxv7DWAh/APhbAP5QKfUvAPyO1vqXUmjfRsArTm0v3JLo5Tb43Oq+ZxF+k2id/ISw4Ba1ckG3Y++c9IPBwJQ97ff7+OnX/DQA4A2vf4NxN9Pi3Nvbg1IKd955pxF2FESffEcNwBSveHCAX3mkciqtTFrCFDiM+bM4T7FYNLFzHm+7haUiwWd75PIjePvb3o5fevyXUFILVzvJeNwEiNv4Spb80dERms2mUVIZH6dnoNVqYTabYXd3F8PhEO1224xpWrvMaTa78Gm9JGzpxqeSUSwWjdeB7vXZ7GTjHO4Z8KUvfQnXrl1bcrOfO3fObO7DGgKDwcAUDKK1Lt81OQbdbtdY01RoJPdCemcI+10BJxXgZP1+3pPvzRYAXDskL0gqAfQ2kDDI9klugxeSygjIIvzWnbjPTc9LWNgZZxJJrJPSQxGEIxJIAVBKvQqLojsfAfB/AvjfxM//HsAPA9goBSCs9ge4Dxr7xQU53kvbs91CWYFTn2VlAfF6n0GVEHmMtHr5j4J3Pp8b1vwjDz+CbreLNz3wJrOtK2OD4/EY+/v7ODw8RL1eXyLAcWJyc6KPPFqB1tMlYUirkwV5bMt8PB7j6aefPjXe5HG294D3VkrhsUcfAyYw16dQofU6Go2My7zZbJoY/GQyMfFzSZYDFulJtHx3dnZQLpdx5swZdLtdY/Ezbq61Nu5+urOl10LG02XanayFf+HCBWP1TqdT3H333WbDnmeeeQZKKfMZWCzcu7u7AJZ3nGQxJCoSMv2RAlXOR3oRnAQ3+55lk6Ww5u+s30BlwOZ8SHi5xrlOMNNC7nDoNTeDKgnrQBKKiReZ1vbqhWkXBavctCoMGHZKAzIUJ72SnucEvPbPAXi31vp+tajNL/H/Abg3QnvXijAvzy+1Iyy8JrTW+lRt66yA/RCm77Ju/ctFgO9FuuXkwkzhM51OcfmRywvLbXayjTDjzPL9yqIv0lq0+4VWHBfm0WiEWq22lGdPYSGzBvhO5La6dhlhWuiTyQRvfujNuHL5ytI15S6PbDPJieQk5HI5QzSUrHRuIsQQBhccxuVzuRxqtRoODg6WcpNZ4lZ6POgBoJJFLwS9FhRsTKdjnN62rtmewWCAfr9vBH2hUMBsNlvaHlnG5+lp4K6FUgnkO2af2i55gn9LZcZ+Z168jCjCj2OJHJIgSDv9bhMQdG2SCjXnY5T+4/hOEpJjJkNJQbPJgioAl7BIw3NCD8BuwOtsLMIqDDaCTmwpILLmAQDc+2Ed7kQpvL3u7aTxO2n/dnlmGc9VSuHe+xZ67kNvfmhJAIzHY2PRkqRHgTwYDAwPYH9/H/V6HTs7O0tKBlPznGL9bKcsJfqKBxcW9gfepI3lSuFKZaBer6NarRq3OS1iAMZ17lTgRwoiutar1SoajQaUUqjVatjZ2THtzOfzODo6WlKWms0m7rzzTmMpHRwcmNx7KYTlxkKDwcDExekN4HMDWEollIS7Xq+HYrFoQhBHR0fQWqPZbGJnZwdaazQaDdx+++2YTCa4du2ayeGXY6FYLOL8+fMmbKOUQq/XMyTJ0WhkxgcJn27jTubrU5mRlhgzGySvxIuw5wXOO1aAk+XDvcBnygLsuZjmOhLWIJHCn/0ch0CYpPUvFXc7BBXUaA2qADwD4B6X374RASvzZRlpx6qDavdMsSKDOCpWLZCdQgMUiEn3q1w4w8B28cvrAYscdi6KFHAyjv7Yo4+h3+9DT5a17X6/j8lkYgQWiXky5j4ajbC3tyhuKUltPJbHM7WMMV3WACdhbbHV6RifeFsT5fLItE32M1O8KGwbjYbJRHj8Fx/H5dddxs/97M9hPp/j8pXLuHL5ism5b7VaOHfunHGFy3BGp9NBp9PB9evXjduZlm6xWESr1cLFixdRq9VQKpXQ7/fRbreN9W8TK7lIUSBS2aDXhH3JMIksoNPpdDAej83WxXw+VtsbDofo9XrmeGZOyHEj2fsAcOPGDQAw7R+NRsbVy/EdhKmutV6qAcDz2JZGo2GyH0ajkSl/3O12Q81Z6U1IYmOZdSHK+rCq9c3pHlHvaxfgigtb8Mvv5f9eCKoA/CsADymlfhfAV46/00qp8wB+FsC/CHidzCIN4W8P0iBKAC0Bspyjwu/lp63wOMVGk0Ja7abFDyxvdexkoTCmy/gzyW10+0qXHC2H0WiEXq9n3NRyW1s7vszfXnZ/Gx97S32Jhf6JtzWXNqSRfSI9FpPJxHAQpGv6Xe98F95z73sAAO99z3txe/12c19W/qPgZ5GadruNw8NDY8lL9zgVFfIE2H8yDU72HdtJnoPcT0DuDshtrXkvyXGwQwiMd9IbwJCH9C4wd55zUHrZ5Pvm88kytWH4QvJd2mOHn2u1GmazmfFgRIEMi4QVLFnakjYKVhlalOMuDpgFlCVFLagC8CCAFwD4EwBfwKJ69y8B+CYA1wFcSaV1a4LbpA0LOSndKn05gXWd00TaE0i6uLMMCmgy0ylQ+v0+tNbGCuZiS4HGWD1z32nJ0q0NLLYCZV464+Ws5c84M3Dao0HBOB6P8eHLJUyng6UxKJUSXoOpo8xioMVNC5MCt1Qq4Q33vgHvePs7cPbsWVyoXDDxcZL5aG3v7e1hb28PWmsTymBfUVjv7u7iwoUL5jPb0+v18PTTTxuFQZIX+YzNZtOko5F4SC8KyZSSoEeLl4WC6Akgm77f76NerxsPWqfTMdyMg4MD446XXA+pBHBxZkYFd0EkIdKLA+NH/JVgiEIqWCR/RkEUq3IVCkCSRgbnpRxHTn0e5D3IddgW7vKzzQ2Ka70Xi8VEUy+T8CYEkjJa62eUUs8D8DoAfx/Al4/PfT+A92qt27FbkiE4EbRs92VQyAUjK6zbtK1/IBuCP8hzSrY8BRAXGuZZ09WvtTbudW6Xy0IzZ86cAQDjNuZxLHjDErSs499sNo0AlzFgtmE6nRr2u1sYRbrQWXVuf3/fuJJzuRwefuRhvO2tb0Mul8N9998HAHj4oYdRHBdxeHiIYrGI2267zSgp0+kU169fR7vdRrvdXtqzgF6Her2OM2fOmJRGSdJjLXzyIrjtLQUo3fSsqc/jmGHAc/nubty4Yax3KjKtVguNRsMoWCQL9vt97O/vo1wum6I9bBuVCG61LQW6TeqjV4OhG6kwuFlvfrwfjjOllOFMVKtVVKtV9Hq9SMLfjk+HQdiy11GQ5BrgNv4lgoYbqcRK3gtTfNmf9pbuSUByR+IgyfBHYDNTa90B8Ojxv1sOqyblcaGKCydvxqoQhmUb1HIKc90wx9Hal+VYpRuc4JbR3PKWsWh6B2h1kghGq1l6GujWtp9LVnRjsRvbayRZ81Jw0WqVJLD5fI4rl6+gXlykID780MMYj8d465W34rFHHzOleUlKZI7/3t6ecbHbiyVwwmFge6VwVcdZB+w/CllpwZXLZbNpkFNq3RsfeCOAxf4EVBpkUSBW8aNyQtdqpVIxRDi+K5soSk8H0yil9S8VAnIx+v3+kgIYFdLDM5+f7LrIUA2v7VRe1gtZJAq7Ia7h4XduGF6QHZaSc0ZuNZ2k0RZ3C2YiyTZtSwGnjCgviwuVF7hQhdVOV2WZhxH+QfkOqyBpSjd/uVw2gpX3ZhGZdruNTqeD4XCISqWCJ5980pQEphAnmYzxfFqWsjqgFPC9Xs+kgPL+vLdMI2OogW3iJjqMeVMgKqXw0MMPATjZYpcb+zSbTVy8eBG5XA7dbtfUu2fZXDmu5N98hna7bQQ9FahGo7HkrmdaGgUovQTst06nY6x3khzvf+P9uPzI5YVy0RmZmvwAcOHCBWM1sx4/rWmGABi6IQHSDp0cHh6i2TypdkhljcoJ+6jZbKLT6SzF2cNC8i5ardaSpS8LD8liPvK8oNePgnVwANJee2T+e1hQ8PM6nMNJClvuwCgR1bOcFFyljFLqd0JcR2ut/24C7VkLglqgUdz/wLLLKeiAsvcDl+cxNsqqZn6kwizDb4GN6uIMAmlNAyc7xHELWRZW2dvbM0KCXoK9vT2TejccDk39+16vtxS7liz63d1dI5jIVqd7Op/Po16vY29vz8S/gZO8fioXvJ7MT2cf0mKnYpHL5fCWX3jLIiSwNzeKw2OPPobSqIRr166hXC7jtttuMwoE2eS2tSZDJazJTy8A+6/T6aDf7yOXy5ln5e9sO69vpwWORqOlAkBUrFgIqFKpGAHKfuOzP/3004YEKL0WVOioHPB5qITxedjPJP6Nx+OlDYDigs8nNwTi2Gk2m4YDsYrQHLFJJECSJP1qHFA5tYl2QfqVniVmb6Sx3siS0MS612cvMzOHBdmP+EYs9hL+awDXANyGRWrgUwD+czrNSx9OxLw0UkzkIhhEEZDxKTt7gAImS2xSIHluQZrCHzhx/bOvKWBImOOCw8VbupblXupknHPDGFr7vP5kMjFFfex3KYlzJNWRJyBr1VOgAcubA9mFQPhPxjDZl/JYWcUPOGHt2wJbkjllqWHJjSD4N13cBEmN8/n8FNmN6ZOSnMeYP+PwDDXwnhTyVCbIeeCzso9lu233MHcgZFt4Lz4TPTFJjWe5T4PMhLCVX6ngpQUSUjdBCZA8B3tddsqycirR66TIAjh1btAaClHhlR2yLrgqAFrr7+XfSqkfxKIU8Hdorb8gvn8+gF87/m0jIZnXcgFLAvI6dIvK770UDZKpuDjSVc5FnwInK8RCINxiKRUhJzIPsFrSJFPI6FHZ2dkxgp6Caz6f48aNG4bJT/Z2v983FqMM3/A8O91vPj8p3ENBppQynoBGo2EIdiwvTAHO8cBYNq8pFcb5fG4sXi72AJYEULVaxR133GGY/2fPnsXe3p4RtMViERcvXkS73TZ19DkOWWiIwptKA2v0Mwefwp7bAufzeUMspPBlnQMKvHe8/R3Ij/OnlBU7j1+GRugxYP/LVDz2gYz1d7td07dciNkvWuulEEpSkB4LCRYXYvsYopE1AZxCfXGMlLjpbKsEiZhB2+xWolemfvJ9yzWfnqg0FS9Z4TULwh8IzgF4FMCbpfAHAK31F5RSjwB4DMD/kXDbUoWMFdmaeVqwrx/kfhSQ0gJjdbQ0EWQBjBO/8ppofv1ip+jEWawpIOieZmyernQS0KbT6ZIAIst/MplgMBgYrgCFvdwpj+28fv06lFLY3d01ApHXY9YBLWe6PSlc2Sck0NkWi9wdjx4iXpceieFwaEh41WrVlPotl8sol8vY2dkxGxkVi0X0+/2l9D/2FwBTz4CVBKlodDod0za+GyoDjUYD586dM/ely52QpEFpJfO9cG+Cg4ODJfKfk3AlmZNjRZJ4+S4JWuKSpMg9AGTIwW0sBhmvsk4EPRhO53KDJCqjTqCCRs9TFEQ9b11w6mP7Oy8BLscT/5fjl+GvqDIgiGe3XC5nzusSVAF4DoAbLr9dB/ANyTRndZAWeRaZtFyIZUU6YHVWcRDhz8Vx1ZDvTrYnqhIgyVi02ikEK5WKydmXKWHyXN6bioRkEdO1zrKycutbni8XLsbpybQHTr8LKoWscS/d3RR4VC5k1gGFEL0Hg8HACNZWq7UkKGm9O8XBeX8KS/IRqIDwPOmSr1Qq5p8suWyHEdwWcEk2ZLoW35cTQ1+yuu3fbBe7NADoVbCFCd+n7Z0KqsQDy15G+9kIp/0knK7n9FxBwTF+syGIMibHuB2OibO2SkWU97ERteBTmgiqAFwF8E8AfNbht3+CBS9gYxAkxSMuDyDu+UwtI7Lk6ifW6cayNfqgsBUFLgS04CkIDw8Pjfu+VquhWFzkzdN6ZRvoEqdVzkI0hULBWLyVSsV4BWjl2oKLAocKAgU4WfMsRjOdTs39Go2GEVrkHtAypttbKWWseN6HAo7CnbULSFwkCcpOW5J8FAAmXMF97akkkdQmFRO27emnnz5FhpMWMfvVTeG1hTJwwqNgv3rNFRlGoeJiE8ak14UCw+ZuBIFdB8C2MN2sWr8a/W7HBFWC2V8324ZAXvwAQnqCpCLE4lFJ3Dsr7v0gCKoAXAbwSaXUnwD4DZyQAH8Ei2qAL02necnDJtWFZecHRZz4nFKLDVWyslmHE9Y9yGklSS+ObJNN+pLf27HV+Xxu4tR0dzMPvNfrmaIytJYlWQ1YuA8puKvVKmq1mil4w3DCjRs3jJuc7mduL8x4JJWHYrGIy1cu493vejdmsxmuXbtmXO5nz55Fo9EwOfwkSUkyIXASOpALnnx2uW0sBTiw4J4w04H3BE4Ep5w/hULBhAm0PinQMxwOcXR0ZBQR9g2zJWTYplQqGT6LbCvfKY+zlTZgefdC+WxekJa9k5CQfA8/0lkQBDE2bNj9EBRscxDG+ybCTcFxsrq5tlOJ5jphl9AmklKG7Pkm0e12E7lHkghaCfBTSqlnsFAEHgBQBDAB8B8B/H2t9f+VXhOThVOM0e24dWLdAjbrkEKAAoWZEXZs2e18Tlay2mUdexLyWEdeum8psAEsEc+4+JI3wN+pGFAgsiQva83L8/P5PC5fuYz3/dL78PqfeT3e9c534cKFC6ZyIJULKfSllcr2UaBLJr9cQOU96/W6EYr9fn9JsfCyoubzuSEIUpFhahszGLgpERUp213P+zgtytJVK+eD3BQoqOB3gtt5bu79sPeJ2i77eYMqHmHWjKxlEMWFl2JgQ479pNd5L8WNmSdZQphKgP8WwL9VSuUAnAfwjNY6e37pAHByw7mlh3ghDbY6r0XrK4v8hKAIOsGCemGk5ca+537vtDKle91tQZRCkJvFyH3gyQGgQCaRjkKNSgPvRUFOa5eWPwvKkJBHgc24vNYa7faiijZDBFJYA4tQ0MWLF82zT6dTUx5XEvDkRkR0w1MhclKG5vM5KpWKSbljfX0qUI1GA9VqFZ1OxzwvuQRy0x0qDPl8Hp1OB7PZDGfOnMGzn/1sEzbhdsCSaCUVcGYzkNcg35FTuIbWnfyO/ZAm4s53u31e1+F4ccoAkGB/uClRTnBjymcVksHvBLfv7XXeXuOlJySp/nDyWAE45aHLCkJXAjwW+tdTaMtawZipn8CVJKs0MwduBpJOVHepE7Q+2aCHG6nQImYJWl7Djt+6tUvG4bvdrlEAZOx6Z2dnKdZPYU4rVBYp4XF0v3e73aV4OLkAcjtYEuPoNbjy6BW85Rfegtp8kQ4mC/xQ0DebzaVqgrJWgIxp8vmcBIR0vdv17tvtttkIJ5fLmWdjWIMhg06ns1ToqF6vY2dnx6SyUckgodIplY1kQ6ncMTVxPp+f2iKXYQP7OjKkl7R1SwVK1iVwmvtcG9zu77bGsGYDuRf5fB6VSsXwEfyeR/I9goAbR8UNbzghDhlXgspwmKI8fvf24pPEvTbhpoQxkyhrCKQAKKUe8jlEa603eo8AmxXqBilU4jBx/cBF7mZQBPxgu4Td3M783el7+b9UAig05TWlli73kCdDXhaaYWiBCzMFnqyHz/oMFBS/dsYAACAASURBVP7MW6ZVT7IbiYYkzjEUQMu6UCjgsUcfw4M//yDe/77348rlK8bKBmBc/7VazRDByIOQpDbgxLvBVDkpeGToQ/Yd+4ZhDZnqyL4vlUpmAxsZQuD9eW9+ZnEkch+Y3UKwD2UZV74Le27Z3hGJqKTQoKASwzBGFGHpRmz0Ot4vNS2KsHUqvZ2UIZOE8LfJpmncOylFJeh9glSVTNuodEJQD8AjHr/xqTZaAQiqDUpLJQzCDjhaXFEVgFUN8Kiw3XF2KptT/FVau06kMF5Xhk7sCcXKcXKjHbL3JftenkuX/ZkzZzAajQxzne2koJVCkFb90dER5vO5EfRUOOr1umkD28rUuTc98CYMvjzA4eEhAODatWvGU3D77bcbgiLJh1Ih5fNQwZAKgVSS7D6hFUrhPZ/PTbleKjzcka/b7aLf75swR61WW/J48B3OZjMMBgMcHR2d4itwsZPPzzaxj+U7dWJZu42TpCG9SV6LeNAQFiEVN8lNYr+F4TeEneuSJBeWpJgmCoWCUVbTtJjD9pff8W7rrddYtUHvVRrcBDcEJQGeknZKqbMAXgzg9QB+MOF2ZRZR4oBRrBK7WIl9PS5KXopI1pUACZuLYRM1aYE5wX5Gr2emW7HT6ZiUP2ARa2coQcapqXTwu93dXQwGA2Ptc+tfLlZ8b7SgGZdXSqHVauHMmTPGtQ4shAJj59xoaDab4caNG+Z8xuS1XmxHfHh4aEIBsu6/VF7kQir7mEoBvRnSy0GvE1NQJZdCFgYiX0AphW63u+RROXPmDMrlssma4MY/WutTRZXclFvbk2FDhmOojCVtOdmESf5Pb09YOIUm3MiGAEILgjBznWEpqfRlAVIhX0XRnCTXR7/r2PUvnCANiFUh8m6AWut9AB9XSp0D8AEAL0qsVRlG1MkSdqBxUXNrg9/gzbrgp8Vjt9Mm5xBBXYLS8pdWm9TEm82mKaIzny/SvkajkRG+UliRmMbNQlqtllFEWLXPqZ67rO9Pa5fPwHLDZM4fHByYKnck3bFsKIv2MLRAq1zG5umap7JB630+P9loSFqvtjdACjoKVhlSoJAgMdVOMeSc4POwrgCJfzIEITk05CDY/Wd7cZzGjnSPr8JtyjbxXazinmldn8JVenuyAOnBkgZOWu1b1RpJD5qfcF8H4TuJ7YC/iA13/6eNKANNKWVY2DbSZjunCQpGu8KhBBdXGbOW/zudQ4tcCnD7enSNczvY+994P975jnfi4OAAN27cQD6fx5kzZwCcMNIPDw9Nzj09BAzNUBDQXUm3t028o+Abj8dot9vodrvodrsmte+JJ57AdDpFt9s1ewRQqFMR4Tun2x1YhAZ434sXL2JnZ8cIe54j0+XkOyARjJwC1hbgjoQyFs9SvE48Cv7NRa7f7xsPAXASCqEiQM8EuQDkKLAt5XLZLPpedTAYLklbOEirVPJGwt43iGUniZph3d9h1hiZ7po1sF/JMVm3chKlDfbcAHCqqJYT1vE+klAAXgz3MsFbRIRb+haQfeveCVIQSUvQnhRu3AAJuThToFDA2DvYeV3zgx/4IO599b1461veivPnz5vY/P7+viHAsXjNaHSyNz1T52q1muEU0F1J656V9mTaH4sNnTt3Dk899ZTZb56u8Hq9bgQmOQPT6RTNZhOVSgXNZhMXLlxAuVxGsVjEzs4OOp0OSqUSzp8/j0qlYq7VarUAnNTE54ZAXGRqtRqq1apRWKgU0aW/s7NjnvtHX3uEHOr49fedeCLImaAF2Wq10Gq10G63cXh4iGq1it3dXeTzeTzzzDOYzWZGoen1ekaxqdVqODw8RLFYNEWIDg8PUSgUDLmQNfH5mV4D1itghUQ+43g8xmQyQb1eN2NjPB6jWq1CKWU+kz/BUA4zPPhOZBvomSLBk+2nsufkxQgrOFYl7NZhaUaB5EV4wTYqkgaVaRkycwtf2WRbv7U66DhJSxkKmgXwEYevSwC+FcB/CeDhJBu1xQLr1n6ThnT7u6WF2fAKdXCC0eVsW7rS7S6vLePfqCyq35GZT5Jes9lEv99HtVo1RXz4DNVqFWfPnjXEt1arZRaFGzduYHd3FwBM+d6dnZ0lq/HixYs4e/YsDg8P8eUvf9kQ+1j2l/ejsGw2myYvXy4q3EmP9QBkOh/vJRcsqSDt7+8vLVSyVDB5EKPRCD/+ph7e84YR6vXZkjeDC6BSi82N6P04PDw074PX5Gf5bmSWAP8NBgOTnqi1XvJ+0YPCv6mcSa6AvXkO72ln+LCtJCzK9khSIr+XWSC8Hv+mNd1ut83eEfl83liw/J07OlJJYVur1SqAk7g8vTtUaur1OoCTLaipkEglhh4oZqTwWeXzyLVE7kqXdfitgWl7Q2W4DDgJRbopADYBmedWq9WVbOIWFkE9AN+HE7Y/MQTwFQC/COBjSTZqE7AKgp3fgNkUkh8Fs13Ih+5rabWXy2WzeJHlzkWNAhmAKSnLtDTGzZlrDyxKb1arVdx2222YzWY4ODgwRWzm8zle88bX4O2PvB2z/syw6rmYsm+ZoieFWbvdNgV3Op0Ojo6OTKxdbo7D7W+5zW6pVMLOzg6KxSLOnTuHer2Ou+++G3t7e2YxbzabhjNQKpVw5swZkxPPhZxeBgoYpdTS3vb87NTPtjAkqEDZitKvPFJEpbJckU8KSL5X7opI0uR8PjfeBNku2/qkNS9d306WnBNJ1P7Nhu2GlbX/5TuVbZFgqIIWJpUyKhZ2HXnpSSCp026bTQSTczyXyxleCUGPA6/D98Tn5u98RvmeufkUPYn9fh+VSgWtVgvdbhe9Xs94k4DFfGHqKgDjqWHRKqnUyBAN37fsz1V4GSSRNk2wQBbfg+TFeLVLcl/cENTIS8sYDJoFcE8qd99gxBG8QQV3tVp1ZcKuUvhLl7rcSEQpZSrwcTFwsmj4Oy0Ytp8xX7rLyeiW/1hnngss3eYUkBTaFC5cUOVCeHh4aLakpeUHAI898BiuP3kdo9HICNpKpWLuScWD12Y7eT7Z841Gw1hoAIzgk+53toss/p2dHZTLZZw/f96U4mWfUqhz8eD9bMubfWnn85NkByynsPEzId2aEgwPVKtVfO1rXzN9L8ecvOZ4PEa/38fR0ZERrnxHfmQ5MtGlh8CraEoY0prTcWEXUtk/tLptBUi2Xe6CGBZ22yhoKpXK0i6B8n3ZlqhtNNj158fjMQqFAg4ODsxn+3cJe08IYDlLAzhxkXN+MTzk5sVoNBoAYOaS/J2KMn+ncshn9+qvtOGVteEGzhkqg0HCAvI8+++kETQE8A8B/Gut9Z7Db2cBvFhr/fE4DVFKvRTA/QAUgA6An9Raf1EpdTeAj2Ox+ZAG8Mta68ePz7kDwK8eH/9SrfVKdluwyWlhEfQ8r9KRQa4h2ei0liWDvVqtGiFJ65lCr9frGWuArm4Kf1mchMx5+VnCyaIBTgodSWsWOO2elCVwu92ucXPSMgeWi8Bwgjml2VEo0ePQ7/cNOYfCt16vG8HNfpaaPMMEo9FoqQIhBR+Z8MPhcKlYDi2ncrlsrGXer1qtmiwEZicwQ4GWValUMpY2q/FJlzz/Zz/wf2mp2IJLWvxycS2Xy8aTQu8N72GPfcbDaVHzXkw39LLO2CfSu8D7ZYWdLi1rNwFghwyIOO5pea4cz34KVRx4rWvyGW2lw7b87d9tMuf+/v7SZ24ExT7mzpL0LHC80wvotk4BJ14Lzh+GXnhtuelU2l6KqELcbleahl7QEMBHAXwHgFMKAIBLx7/HUgCw2HL4e7TWB0qpFwL4ZQDPBzAF8Hqt9R8qpZoA/kAp9W+01n8G4GcAvAbA1wF4GYAPxWxDICTxQvxi2wBM6hnjuKy57qdZM62NrmNOSAoQXs9P+7c/O8W94rjfbMvUjQPAeHS73V4KC0hOgRSEEjI2/OCbH8Rjjz4GrTXuu/8+3HfvfSY+T0vU6f4UwrSsWRSHJLNyuWzeBd3+dB3v7OyYxYjtmM8XuwO2Wi3zDJPJBF/72teMstJqtXDnnXea4jvM/W+1WkthCVtAO/WrjAfzWLpxARhPjFKLegPlctlY9LKCmZP1IklzHFe0Wu3MAQkqo3L7YRlnzwLstruNUadnjBublgS4Xq9n+sY2CmQ4ICi8dqVz6/ugJLSo705a+LL6JIBTmVBBvRaysh7DNwSVd45RejLphWw0GmbdYXhOrp9Ubr2UCDlfarXaKWPI67ygiOsdCKoAeN2hjoWQjgWt9efEx88DuOv4+6cAPHX8d0cp9ecA7gTwZwDyAObH/7KxahyDlhHznbnYkWntFmvjZxkz5/8yvQoIpllLrCrNJMhiQcEp3b5OZU85gSuVCu64446lAkk8VlqOckLak+PRK49iPFowxK9cvoK6ri8t6vQySLc/We9UwGaz2VKFPZ4nN24hOa3ZbGJvb894GhgrJlGMCgEFOSvq0aLa29szqXVaL5j53GjIjjPKxUY+M938wMLbwoWP7khpaVMx6HQ6hlDoZonzuuQY2EqCTMl0Au/d7XaXFvsgBXCkRbcqL0FY928S7bKv4VaFNOy9mAJqw0uQZMEbExZyvZOeSYbn5GcqAhy/PF56C2RNj0qlYpTowWDg6k2lAkeDgaHOoF4I24vANvFzagqAUuq5AP6m+Oq/U0p9q3VYFcBLAPxF5BY44ycAfNahTfcA+HYAXzj+6v0APgHgCMCPJdyGpVKZXLRpOTMljHEsxrrpdpJxLFpIcmMLN61VolQqZZI56gWbie8GWoqcJHa9fsJ2Vds7eHHC2pPEdnfL+8rPclc5Wsq8rnT98zhay/I+dNFLkh09Fvv7+0ZB4HPk83lTCliS++xrHB0dGUY5MwJkSWEnj4fXO5FVA21rXpLMSLD0ErBOCgf7jHFxr/N5fYYZ7Gt7FU6xFb2sIai1HAVJlIq1N1OSCCtQ0oxPpwE5b50UZrfjbW6HE7fC6TPnSafTMesAAOMlYyjSKUOEXgdyksi9kvMirqfJywPw3+MkvU8D+HmX4/awENiJQCn1guPrfZf1fQPApwG8TmvdBgCt9VcAfHfQa0vWNDU2r3QcSRijEKe1E9Z9HmXC+u1pvw4EYb8G8TTM5/OlErF0rUlw8sn0Kyl4bGVDWu7SpSyVBul1kMfPZjOTW3/t2jVDLmSJYGnhs82MKfb7fROT5ATt9XrY3983k5tsa4YbSOYaDoe47bbbACyUQP52/fr1JUHHa1ORZHvlYm4LYv7N77nAyGN5nORwBNm4hIqEJCXKd+LkzZGQuylKr4fNY3BCmnHwqJACJe228frcEyJJ+AlDpxBQEliVIuF1jzRSCqVBQJIjYRt3ThkiduqprF5qh3xplFKJ57FepFQvCfOLAP45Fq71vwLwPwD4I+uYEYBrOqI6rpR6NYBXHX98EYDzAD4M4IVaEA6VUkUshP8ntdafCXF9BeAJLMIURe6iBpx2p/uR19axlaO0RLMCr8UtzMLHQUwB5SYw5IR1W3zYT/b3ZDw7WbzyOKXUkrI1n89NOIb/02NBocdYYafTwY0bN/DMM89Aa21IfVQaKHRZwY+M7qefftocz93yGo2G8QRNJhO0Wi1T8IZkqAsXLhgvAZUSJ9heDjs0Io+Tn8l1ALwVORkLlXMjqAeIfVIqlTy5Ak7ImvAHnAVLmp4Ahl/kPWSaGuBeSMepDoAXAZBIU0AnqUgkeb0krsnwb5S9DeQctBUEt5CvVO45x65evQqlVB/AGEAPwF1aa+2qAGitj7BwrUMpdQnAU1rrRHdn0Fp/AIt9BKCUejaAzwB4udb6SzzmWIj/MwB/rrV+T8jra6XUj2JBMHx6d3d3nsXyl27YpIIdcSAZ+sCyK9kPbq48GTZwO94JZOJLV7mcuE6CdDabmdr74/EYd9xxhyncQ5A4SMa/JObZ6UF0BzLjgK5AbkEs3Yh+cNtXweuzJOJ5zRcnUlxYgccskjDnpylYk0IYRSiJ68v3wPfi1gZmsUh4xZrDtCmJ9xJH4MrQnVfob5XwSmsFkh/PTmGLS5cuYX9/vw7gdgBfT6M9aB2AryTWOnc8BOAcgA8ev6ip1vp5AL4TwMsB/Cel1B8fH/smrfVvBrmoJBfeeeedybY4ZchNWdaJtCaPHPR0606n01Mkt6BWiRRIjHkHIdnI8xnmkd4DuuX7/b6x/IvFIkaj0VKIaDAYoN1uYz6fm7K9jP3RTaeUwm233Wb4I5J7kMvlsL+/D6UULl68aOLgFPxUlEiEJD/C7/lsS1GWNGVf0aKk4pHP502JY69YfhzPGPsj7OKXy+WW3JtxF880xneaCoqsxQE4ZwJ43b9cLp8yLrw8bXERtn/TWGviXDNue2SIywmrUmaPhb4h1QPeJMAZgO/QWv8HpdQcpysB2teOFbDWWr8SwCsdvv89ZIzhvyrQNR1HAXDTLoNqnauMzdmEvjCgILXJaU4EM/s8+X+j0TCV/mwlhO+C5Lter2cY/tJ6arfbmM1mJrZPrgPfIy14CmFZRY7hAKYt2elxfE75XJIbYSs8PFeWInbiCsgULCoYVB7sa7qNiShjRfIh/EBFhl6QoOf5YRXjO0krj+PaTqGMg7jz3O355HhdlQW+LkvfDWluWhUXXkL7Chbxc/6dnUD0LQJaf2EQdCIHHZCrnEwUslGsES6KUrgFySl3EoqsuU9XIsMT+XwezWYTs9kM+/v7ODg4wGQyQbfbPZUdQKXg4sWLGA6HhtSn1CL3+ODgwJBNyQs4PDw0ef4kC1JxoECeTCaGOe9EnuMzSEWIHoZ8Pn+qZLAEvRySM8E+SBtS2XGCfLeyMuG6vGNe8yxKbn4YUAk9f/489vb2QgsYp33pk6hb4ISoCr0XNiEEJFGv1z1rL6wTXhyAy+LvR1bSmi2WIOuQB4U92TZposRdLNyK4QAnRDjbTWov1nZtdekel+fL2gH8nmVMGTY4ODgwIYILFy6YCmfM9+feAdx57sKFC2g0GsYtTsWD96D1a3s4nOL1TDdkqEH+xuwGEhxt+I2ZIMRD2Q6v6zltYOTWJhZf4XWD3iMNeI1Tp7ZEaZ9UxGyiJQCTYhpWQYsS21dqeS+PMM8jvWNJKAObtKYBy+Wks4ZAap9S6iPHRECn3/6Gct4tcIuY4IKfpSyArMPJYvXKApCLk7SoZWjAZsmTA8BYbD6fR7FYNGWWubVttVo16YTz+RxHR0fodrsYDocmK6BUKhlBzp3gCEmMZOaBW/uBE2a4/UxOfbSKRTSIVSm9FGGuKb0FWRIISc1VyWVxusdsNjP8jDDCRSm1lA4aBHH7N2sueT84vcOgHhKnc9eRQRYUQeP2/wiLMrtXHX47D+DHAfzjhNp00yGqhaK1NiVVbZav07Eypht20qWRPrNOSD6A7C+pjdssYbr49/b2lmLjUik4PDw01jiLP9lMfpb/BU4Ia/v7+4ZYSFc+Y9iFQsGEAth2lh1VSi2lIjqFOuS7l8LfFgzyHN4rzfftN+a11kt7HmxxAtkf9EIBWOI9RFlXoq5FYTM1bGzSuuLU1jgh06AlgNeBMMQ9N9X2dgCbVa5uxYi6uMl0Hr9rycU9CtY5QW3yXhy4FZKxXfcSSqlT1dHk+cPhEMPhEN1u14QIKpWK2UeAwpyFOkjyU0qhVquZcsJMeeO2wFzYx+Oxie1LAS93OnTzYLgR9NwUOnop6F3I5XJoNBro9/srJytJZSUINkFJSJpIJ4v+JOFd0FqHri6aBKdBtj2peS5JsfL7rI2Ter0eqQbAKuCVBfBDAH5IfHVZKfWMdVgVwH8D4A9SaNvGIQ3GPHeUAzZjAYyDMP3n57Fw+96vD2UxDVr/g8EAvV7PuO+52xhwUl2Sf5PIyBg8wVz+Uqlk6gHQG8H0PnI+7H0RpFAnF8GJyR9kkXVi9fMZ1mGJy/LYWUeaGTF+LmYnN/+q+i2L74fZLU7fZw1Z9n54eQCejYVwBxbW/3OxqPwnMQLwOQAPJN+0zUQSi4R09ZJUVigUjCVKuMX+1ln0IgqkCz1o2+UxkqXvhqAWCDfq4D+y85nzz1K5o9EI99xzD+r1OiqVisn/b7VaaDQaS3na3K2x1WoZz4HM4+c1+a9QKJhdIKlo2Ja9LcRZwc8Oa8jvZNU+OXa429o6uCabNE6DtDVqKM1PcCUl2MhdcbJI07Se03jPMhRiV6TMErJKAAS8swAeB/A4ACilrgL4Qa31F1fVsLSRxmBPapDL67CEJAlnspwxN21Jqx2rRJwQRhDBZQtGWRRHgtt28hi6xhlTp5BmSWBu0dtqtaC1Nt4AacEzx58Mfi5U9CS0Wi0j7A8PD00db75f7iIJLJd3tZUeKezdQir2eFl3/L1cLvvuG7BJIJFU1pHIEpzCRsAJgXQT34McP26hgXUiyxu6Ba0E6JgBsMnIyuDwAttI4cHv0sitXTfcFqag50aBE0+Ae4DTJd/v942bnhuv0E3P8r+tVsu8H5b9nE6nODw8BABTWIcEQLryKSAYHuDftPrJAWDeNyF3LCTsQitOnpRNGPObDrcS1FkBqye6/ZYEVu2BtL2BSfZ/WIXC6dmr1ermcQCcoJQ6A+A5AE7lkWit/++kGnUzgZZAkLQlWnOSuU7iGAtJUHjIvNybBVGtfz+FyJ7EFPy29c/d+QqFAgaDASaTyZL2LjdgYdqfHfcvFAo4OjrC3t4ennrqKfO+ms0mgEWlQQp5tllWtpOphZVKxVzfrqbGtktFwK8vpJW3irETxB0elQOQ5TCXvYtnltoqx79EkuMh7Wf1G1de48l+F3Gu5QSn64St5bJKBFIAlFIVAB8B8D/CvSxvdp/SwioqdTG+a1sEFBYsA2uz0532erZTuraWXDjQ8nYqIiNB973cxa9arWJ3dxf9ft9cg1XrCoUCms0mSqWS2Waa3gJ73/bpdIpSqeRYlEeCoYXRaGSUhvF4bBYRWZBoPB6bPcUBGA8F2wL4b/yTJsLEzG9WZO35WHVyk42HOGPYVgDSng/5fD7xLZuTRFBfyZsBfC8W+f4KwE9jUbf/9wB8GcCL02hcWkhbgNruWFpcXAyc6mI7WWXz+XxpRzlZHY6W5a0Oaf26Fb2h0HV677S2qahVq9UlC445/bT4i8WiIfBR0bPT2fh/uVxGqVRCqVRCtVo112K6Hdtsv1MKe6kg0sPAKn4kDtr39VrYZV+kiTDjkl6OsMiKRe2GrNbVcMoCuZXg9D7SXEfn8/nmcwAA/DAW+wF8CsAnAHxBa/2HAD6qlPp1AN8P4LPpNDEdpKEEOE16m709mUxCaYQU+nYJW+CkUqBUDOz73wqQwp/Ckyl2MpzCY6UbnfnVk8nE9CF/r1QqaDQaGAwG5jhO5mKxuFRRjQqe1hrVahXnzp0zhEKlFHZ3d1Gv143ywDHBsSBDCLy23BxIZiZwwWIYgf9k/QH5v4RTEaSksQ4PVZYJbDILY91tZM2KrK0Vq+obp+dN874M7wXJUPB6J2mFkYIqAM8G8Kda65lSagKgLn77CICPAnht0o3bNHgNrqiDzGnjDnntNNxZWYpZ+oFWslJqKdYmJ5xXH8k8fABLRXkkd0AphWazifPnz5sKdsCJN4f3U0qhXq+j0WiYdMH5fG48AdJbwM13qDRI92yxWMRwODTXpZI3GAzMhj7SUyG9BXY2AEFlI0jGxarGAMvZxsW6BauNVQuaoGBGS9bmdxb6Jg2wvkZQSGVRhi7T8toF9X3sAWgc//1VAN8mfjuPRUGgLRwQ9+X5ueuiplB5XTdri4MX7PAKEeQZyOxn/81mM2Ph08qWPA7m/FcqFRSLxaUte+nZkSRNuSeA034EMpWP9xuNRhiNRkag04IAFu+s3++j3W5jOBwuhQ6oAFEZcSN6+Qn9MP2XBNxIaRJZdVlntV1eaDQa/gfdZFhnZobcwCospPc3rfkY1APweQDfjoWb/9MAHlVKNQFMAbweCy7AxiGO22lVWjQ1SA4iGVKIc/8g52bBZekE+exMkXRi2vo9o92Hs9kM9XrdCFFpKReLRc/d82Q4wK7UZwt/yf4/c+bM0m9097PwE8METEmcTqdoNBpmHwLJ/KciQS+G7BdmEUg3oy3w16H4MQXSa5H0cokmnfYVBpukKBP2e/dCkiWAV91Xcg6yamCcPVmAaM8wGo0Ch3xt42AVa29QBeDtWIQBAOAxAN+ABScgj4Vy8FPJNy19xOngJIRwEJB1HsZ9mxSyKPyB5WenkAvTH27vTdbxlxXz/BYPydAHTvpNa22K+VSr1VP3dBNcslCQ3DyoVCqh0WgYlj+tCxYo4velUulU7QAez/ABUxj9+iRtuN3Trz3SVZplOLVvnfMqTD56Eu2MG8+OKnydQn1hxoqtxEcFSb9Z9RYFLQT0+wB+//jvDoAfVkqVAZS11u0U25dprEIJYLU5G1kj8cRFVPdzHOHvRpKj10VuyRp0AnvFfv0sbtsdTob8bDZDrVZbKibE6zH8wN94bbcxM51OMRwODedg3eOHCklcZDGuDZweO2Fy1NPAeDxe+94iSSjrURAlFh8X5XIZvV4vkWulgVCFgCS01iMAI6XUfwvgPVrr/yq5Zq0HUYSq27FJVexzGrRZXeziYDqdYjweL1nhwOmMCn4XVWj49RsFKsk3YUIlUtDT+gdgNv7xu5ZS7tv0ytKykkg4GAzMefY5dh+xJPFoNEKlUjFKjpNlFHeMBXW3ullHcS0+IPl5Iq8X9PkkOdMPbh6iJAV1o9HA/v6+73FJh//iWPI321qXJSThP2sB+JYErrN2JDnYvNxNXjnrTm2q1+vmnFW4klbtrpJWrFLKbJ0rU/PsVD3mwicNWtJyLPjF4+zfeC53/pOFeQi7jyWRz64DwJLDTt4LGQuX93YaL9PpFJVKBbu7u2Z/Abfxnobi6gRyGYIg7LiMq8DY7bJjtEEQR4gGjQNHCYOQZS4JqPa9k0TUtXXThT8ruKaBJNbpyB6ALfzhMFsLEwAAIABJREFUpfU6WbZOYOxKXivtSbGOSSfL6sp65VQKJLs+DvysQm6+k9T1goDCne95NpuZWO18PsfBwYHZGVLG7qlkAKeFgFQQ+D/5AnZ4wO0ZsuZpCtIWmxSYtWdIAvYzBVUS5LxiwSlbycgq8XdTUSqVUtsHIIlxvVUAUoJMzwryvRcZajKZZJ7sFAdkvRPFYvFUuVzbImNVPq9+k31tu8/dYFvNUQWIn7fG7f3TG0JSH3cJZCYICxIRLF9Mb4E9TiT7nzUJ6GmQngKnEMUqBCfDLUkhqGLthywLQVu583pPsqx1v983YSkp+DlGlFKm/oQfkt6PJK6illVFjwo6kM02bhWAlOBGxHKy4P0WLVuDDMMvcCoOkzXQ6qeVOp/PUS6XjXBzgp9CFPVZp9MpBoPBUnqdG7wEjFQ4/Noi93yQ5Yip+J07d+5UWMIGaxqwVLFso6wUye139/b20Gg0TKZBUAUpaaSpADh9DossLtpEkHElNyNjONGp+JJcryT3gN85lSnnsWllC6zy/LThZviFRdK8EFcFQCn1dQGvcXsiLdni1ELIwSKJO3EWy6hM+7QXQbLTaYkwDh6H7AdEq3iXy+VQqVQCle7ktd0ssbD9ZrdjNBoZYiSFv7yfVO4oSOWiLRcdpZRRLHhdekaSCK1ERa1WQ7fbTaXSWRLP5PV+iay6zaU3ic/Bdy7by5LYLFkrQ45+7yWLz+2EdSlydiXXpNrhpAhEGYdeHoC/BBBk9VUBj9vCB3KS+h0XdBDZlrKMCcv/3Y7j/dKCJPTN53O0Wq0lgWST3cIiSF/a7QnqtpPfOx0jJ2mQEI6t7EiFSH5HhWlvbw+1Ws14Sjh+uHsghbssBkSBkM/nUS6Xl0hgq1wgs2BZBx3jfm11EqpZgdwBk2Eku50Mv9GLlIV3kzTW9Tx2KrG9FkRpF0OCMrxnv+eg8FIAXhG6ZVtEAiec28Rzq2sf9V4UIm5uZQ4ut9Q1/m7vex4VFFSyVr6NsM8dZxGTgkFa1G7warNUtMIoI0opNBoNI7SBk8WEYQqWJaarl/djap0t4MgpKBaLOHfunBH+kguwqoWS96HnZx0IqnD7KW9peC/CpBkCwdJbAZzKnCER0K1anRwf8jrrQtR0wnVAKYVyuWy8ADY5NQykIsG/i8WiKRsORHs3riu41vpjoa+2RSR4pQQqpQKRcoLehxaAl/D28zDYrug4k5GxRwoyt3tHEU5RBZos3BHHMpTnh20HhTqtMvneqCwBMERIeR+vfuQi4aVsrRKMR2ehLRJZteidEKbvarXaKU4RuSdOzxtHaKWFOIr9KscZdyRNAjSSmMlDhX40GsW67pYE6IE0B4ydniXzufkdi7uQuBP3XqwlHyQH3MvqkYShJMDBzL/9kM/njSfD65pRUS6XTX/79UMQ+ClTdoojBT2FPF36zAiYTqcmnk+ugMyK6Pf75nx+ZiigWCxiMpmgWq2afQ9IeqzVagBgNhri59FohOl0inq9btozHo/NxjIsLiT3URgOhybHn5sssSASaxuwJkGn00G32zU1E4BF/jR3UHT63Ov1UCgUTMomn4Ell+VnPhNLMvMZ2I/MtOHcABaeiel0ilKpZMbadDo1ijPd6ZLASUUmCUEZtXiQH+zx7CWgpBIKZEMBWLXwj+tJTKJWCectcFLMK5fLmXkaR1G95RSAMFZrmtqivLYUaLTc5PaycdvB8+kmlsJGDnB7sKep/Mhry9hY0BBAWDas9FpQGLKfWfyHwrTRaJi2DIdDQ6ADTlyoUrB4CUtuBuIkLAEsleZle0aj0ZIgms/npkKiHA8UQnT7239TiSEJbDQaodPpoFqtYj6fG+uB17M9TfZn29qwK8rZSmqQz0opdDodRze03/mj0ehUmVW+Hz6TbLOMlTLk0e/3l+Kzk8nkVOhGul8lq348HqNcLpvyzMPh0HwGFkqKzGbxU2KoqDFtzx5rVGoqlYpJ62TdCioo3DtEevtoWADLZamDeK+YRpjL5dDtdtcasomDqGtZWmtgmOtSQZVGj13TIeo7ueUUgKxBDgQZ45W70QVlpPuBKWIy9mkPxCDpb1HgteDk83ljaQEL9zQt3slkgnq9jlwuZ4Rjs9mEUgrj8TiwpSk/s5gOhSVwMqGoYXe73aUJZ2vy9mc3Ycnn9hOWtvCTE95JGbR5IXIBkO2W8X15j3Wl/dlIOn7uNJ697mfPLfu92MfbrG6/86MoMfY97LFGxQk4IdFKy56KIhUaOT+m06nZgVIqn3J+yNLV8/kcOzs7xhvQbreNEUEliOOSCukmIo2QT5hsojig8ZQoB+BmxToIT36QFh1jorL0a1Ilb6nR+7XDCRSY0loej8fGgsnlcka4SguHbHP5HHS70nrmlrAyP3k8HhsLxk4T29vbW2pb2EXXFrb2otVutxNbyOJYHrTeaEEy9kdLT6ZL2oWSpOAjUYiliW0v0DrB4kRe2KR4/Cpg94U9vm2F4ujoyPzdbDZx48YNACdxZa/5ksvl0Ol0jJDnvOAawLHENWA4HJpaFkBwj1mtVjNeKRbBovJrezHSQBrXzufzsWP07ONyuXxKiaeM4N9RkBkFQCn1UgD3Y5FW2AHwk1rrL4rf81jsSPik1vrFx999C4APA/gSgFdorTdmlbBd78RgMDgVX6eLL4pQYr1vKhXU7ilwGbel9exkTfMzBTwnIy0MWaPfacA7WTRUwuh2l7C15lVbFWmU74yicDI0RKHPNjH2zDEhdwHkvbhokjDIrI+sgcqf2wLmlAa5RTTIEEbQsSjTzWTfc07yN3u+hPWYkefCa3K80vNHzou9TtleC601er2e8SLSyyELGq1qPSGvJAkFloKfc5nGAMN+QPJ1AFaNqwC+R2t9oJR6IYBfBvB88ftrAfw5gB3x3c8B+AEALwHw9wD8VpAbZcHykaAw5IuVmjWtNgCGvJXL5Xw16+FwaDZ/oSsdOLGsOQnCWs9hXFp+OfRZ88QQsg5AkoiSNcFjc7mcYf3K6n20mGylUYYL7JBOlvrbj0xK1zOA2NbOrQ4KjCA1KdyQdCU6QobjgNMKQlh+CBUKOb6oFAwGg1Mlkt24F7PZzKytVECc0mydkEQfUcFi30hOSrlcNsYUEK0eRWYUAK3158THzwO4ix+UUncB+AcAfgELoU/ksShCNMfCc5ApcADyBUpCkNRa6eYuFotoNpuYz+cmzzufzxvXuLS2iSCatYSt/doCOIkJLusIeCHOQmQj6/nBcZjEhMz/pXWj1Eldf3m8beVltX/8WOgATOhJeo2ItJUBL5JsFuElAJJgpdvXznJ/SENHkmKBxbpoeyadPJWyqia5Spx7jUYDSqlTWTD0UjzrWc/C4eEhJpMJhsOhIWeGJVLKY5VSqNVqhtQrESVLIzMKgIWfAPBZ8fkXAdwHoGkd9ziAfw3gLwB8KI2GUEADMG4oxmD90qK45zoF+Gg0Qr/fNy/KKTYthSdfMGN1aSx2ThM47n1kjNlr0UxyQU1yIbJjqOsG+4mxVukqBU4sfGnpy8XA/m0dcHvXtK7cQGKm3K8gTXhlwqTRf2koFW755/QiuRX98YLbO4qr2GZRgZDpnPL9DAaDpfYeHBwAOHmW0Wi09Hu73Ua73V4qrUyPLjNG3DJEGG6lHJBpycz+sENnNwUJUCn1AiwUgO86/vxiANe11n+glPpeeazW+o+wHCbwuzbK5bIhmXAx9UrHYeybcVXm0gPh06K8NHMu0E5FXBgKWBWjNC5s97PXcVkE6+WvE27avF1GlGPCK76/inoWftd3+51Maem5ILwWt7Qs/6yOyaCgy9gJsuxzGmNiEzwkQUDhDyw/k1c40wmS0A0s5IVcV4KEWzmvqfTX63UUCgUMBgNDnuS1mX7MsAXP95Iba1UAlFKvBvCq448vAnAeC1LfC7XWpHp/J4AfUEq9CEAFwI5S6le11i8LcH0F4KsAGgBKtVoN+XzekDNYYQ3wTsfhYJALVVoDncJTCgDmgdsuqrhwc/cn7W0IG1ZY90JSLpfX4gWwFxsnco9099MdKZVH4MSCIdLsy7jXtjd9ogCjIizJZjdr7D/pNcXLWpdeo7iwQzJBrxnFVb1KyDU4Tj9FJRJzvtP7Jee1fU2n9GOp6LHK6tWrV6GU6gMYA+gCuFtrrde6ybzW+gNa6+dqrZ+LhTLyGQAv11p/SRzzgNb6Lq31PViQ/X4niPA/Plcfn/NfAKjv7u6i3+8vFc0IcA1PQlVcyMIcEvIe9oKe5L2dhH9SkIt6mMU7qWeV5Eqv9mUFTs8tSYD22CsUCqdytp36OSspf4Ts9yBkqlsBab4fKlSsowEkM/ajroVZCEkFgV/77NRbGwwJhwHDNNKjxzkddG2W5cP7/T6Ojo5w6dIlAKhjIQtfciwbMxUCeAjAOQAfPO74qdb6eXEvqrX+Pf595513xr1comBYIYgGnaRF6qfZJmVpZWWCh3XdJe1piQq7fbTyJSs4KPM3K+/CFjySEwOkxzLf4sSNbJf2jTM2sjKubhZwPtvGaRLz4VjoP3X8D0CGFACt9SsBvNLnmN8F8LuraA+RduyUhB0/7U7Wp4+LtIR/2AVFLvZ+C79NaguCIMc5KUOrIpsB4caXdPcXi8VAaZRBwzmrLrbDdpOTw2coFArGk3ErKAF2uC8NsB+LxeKS4rj1vMSD3/iMQraMkiUQB5lRAG41yEXbbdtdCbJF14G0hAPZsUEFruwjNwEaJW5nn1OpVFL3AkRRLO06EfQgOaFQKJhqanbqqBPCvt+oiocdW+W4lhUgbwWso7qhvGfQeRJF8d4ErMLTFIVIzLoXXnM7SayVA7BuZCX+mPWJlVb7WPEriMXn1oYsvL91wG+BoLKwLgR9l7fq+5NY1fwnMzwMNiVenzXIcshhIav7pY1b2gPg5Prld6taPINq4t1udwWtcUbYvgj6THE0XF7fizwZ5joScYqleKVhRYH0dLC/gvQb84RXWT8iCmwOwK0Cv3eSRiYMK9mtO8tmneB8SNu6ltsoO93fCwwBRJ27Yc67pT0ANmiRrnJBCjoR0ypPmyTWYSmkcb8o79+pSl0chL2OW5vTWuiSmiOlUimzwmgdHsIgvI6oYJ0Tp/vdKlhV2EUpZXb09Lu/rJgq15CobQ1z3i2pAHgtrlklH22CAkBkdUEPCu5/HgZJKz9Jpp36pStJrEIYyLask9viBKcKijcLpBfpVhL66wDrzASBU1rsKojIwC2qAEgBz93yNh1+E3pVA2oVsN9XElaMvEYWXKRuYRe35/RidQdVasOMoaj9w2uw8maW5h49gOtEmkqHJLZKBTMM1t0/SSHt9ZD7uIQNhc7nc8/dMZPGzSMVIiJoQaAoSHKydLtdz8HkN9Cy6NWQCNNX+nhjDiLOomlr3/P5/FR1rThwei6paAS9RpC0wbiCw68f444huejymXq9XmaEitPz30wucrdy0WFSAlehGK+iv1fBAcj6mgvcwgrAuid12Pt7WUrrfpYgCKJxR32OOM9vl8ylmzSpPvWq7uf02ya8y7iglSPLnGYBWfAAxIGfsuLEAeB56/J4ObV33d63pLDOLJygyM7sWzHWPcjC3j+fzzvGS/3K3WYFQSrVBe0TChB5blzIdKdyuey5uU4YhH0vbgpD0uN1HYLXDkVwj4swhaPC8BnCwqlk8ibxANJua5ixzHfttzato29XsV7G3XY5CJJ4hltWAVgFkhzcs9nM0QvA0pGbskhFQZCBnuSETiOVL2yIIwiyZD3bcPNYOfVFWMHihiT6wy0EkHUFOwjchFKSlTXlsVmqISDf4yraFKQGQNzxmsQzZHcF2WIJ4/HY06V0MyxQbggy0JOc0HKXSE7SKJNVLjZB2xdG2MRZQOSue2nB6dp2X4SpuBimDkIUhA3XbBpW+QxZEfzEqpWRIOTWLHAEtgrATQIO7LQX9VVjHYqNdFXHETpRFxuSstysz3w+Hzt7xWvP+DDHuyFoKdMkswBWqRhkAWE9E5VKxfcYp/UjC+vJphk4m9Le9b/ZLQKDW7/6Lf5Z0CyTwjoW30KhEGixTANBXKck0EWpNU64lV+OW1CItcyD5ve7EdOiYFMW3bDwSv1MY37kcrmlPeVXsZ74vbusKmFuSHL31jSxVQAckNZCEieWSA6AX8rOzST814VVs6Lz+bxjbQMg3MKXhPcnaulRgpyUdViNab+zTVcwghDTZCbEquZAGvNt3V6LdRkQYXFL7wXghqyUl+V5bM94PF7azMOr5nPSk2rdxXFWeX/W0V8VnO4lnzcMSUse6yfM4+wTwAVWCnxeK0z/USgFaUs+nw8cWkgD6xr/q77vKsd+WvM66BjhcUl7U5LKIkobWw/AipAEmcjeyYuLr9f9ksK6XXCrvP98Pg+9a1rSiPK8rCDGRc3PCoorSPP5PCqVCprNJmq1mtnGVOvgOxGGsdQ23QJfN6LuTpcm1r2uyAwqOR+SqCy6CdgqACtElMEuz6nVaku/cZHNUjnVmwG5XO5UX68afO9hw0aS3S+t87guUbsNLOVbr9dNjYooMWNyAIKcQ+UmSffuzUaa3QRkTThKzk0S4Q+l1Fp3bw2DzfBTZBj2opfW9qtu8NsTfhWFQdatxSeNKEImrb6IqjRKYSm5I4zxhh2jsh0UmtPpFIeHh0uZEnGuGxRBwl5B5+GmcWb4jFHGmxdpdJWEPy/IsRUGSax1XufL9SBIUbNisRh4M6B1Yqv6JgC3RcdNiES1OMKyvlchmFcp/FdlOWitAy1AWd05joshxxlDA9Iz4IUg43MymWAymWA6nRovRRThkWTFtDD8hyjIouUaBrPZzNWjtMpdUIOMvzS9MkG8ak5toGLth2KxmJm1wA9bBSAmZFlae3C4DZaoE20dcWmvibjqQb7K+wVRtqK2J63FjYua3FFMejNY4Mhv8fOrtkcynty1LA3huIotjJlWGwRZWNRtLpG9mZUXarWa43lZgp2eGjS8GabQFjeAs/tAZkA4reVBeS35fH4j9gEAtgrARqFer6/8nut2CcaF20LntwCm2dfr6FNa6HEsPYYSuF8Cc/3jMPO9iGlhrhknvTZpxdqrfHCaZYX9hKAMGwRRBNJQVIMIRvk+4ip3dj0KpZQZx3I+OG3DG3VMTyYTRwMii1yT7LVoiy0SQpxNSMJYe1m0puyYZdJ7JQDeWSirRJbCL4B3xk+cdsZRKJRSjkLJqz1pKapJ7f0QFXaoiB6BpEIPsoiShB9fax3YkgA3CHEqv20K1kVGsuP5Qa1CusLpRk6bBOpFdnKLgTu1J0o/a62Ry+WgtcZoNErkOYfDYexrOGHdbljbwpbvJk6JaCLsPhNBeS1pI2zGUhxyn1s9Cq01JpMJhsMhCoUCcrkcKpVKYopktVrFcDgMRdRclwK7fvV9zdiknb7G4/G6m5A6vFzUUd5VmIklF4CggkkptRRDTlv4y//DnOcU7wzTVi7cTq7SOEirv7ISg03aO2F7c4JeO0x56yzlwIftu6BWfLFYRLFYNMXV5vN5KoXTwnAT4sLN8+CFW14BCPOS1u3urFQqoSpMrbu960ZY4S+RVh2AOO9Epn+FIX8loeSmxcxed72FTUVYYeVVQjzKmHI7LqqSmhSCKLYMXVUqFTQaDZRKpUSF/2AwCH29JPoryrbw2xBAAETp2DTA/QCCuvI2ncBng4sY3e6cyGm8myDCLoq7349h7+X9AE76IIxLmW77qMjlciiXy8jn8xgOh5hMJpkfW1HzybOOOEqYkwfRyZsQtwiOH9Zdc0Cmbcu2BK2g6Yco54etiOnGL9kqAAmCC7Kd27+ugTuZTG75qn/SkhmNRhiPx2g2m4krAkFcyE7jgO+H5zstdm5jyGtcxY0hx1mY5/M5RqPRUiZBUkiL1xI0Z/tWgVvYJqniOWHi3Um9l7jFf2Tbk/Juaa1RqVTQ7/cTaaMT3K4XRdndKgAbhCA53LcCaPkXCgVMJpNUPABRC9TY1rbtemUaUj6fN3FHejUKhcJSehJdk/P5HJPJBJVKBblcDrPZDOPxGJVKxVxnOBya7aLn8zkGg4EJGWmt0ev1TOoeP5dKJZRKJQBAv983n+fzOXq9nin3CywEtVIKlUrFXB84SeMbDoeYz+fGpT8ajTCdTk065Xg8xng8RqPRAHCSKtVoNFAulzGdTjEcDlGr1cwzDgaDpWfq9/vms98z5XI5tNvtpc/9ft+kMGqtjau2Wq2aPtRaLz3zfD43x7OOAvuM7HGG5WTBJSD57Is44FhKsvCSDSns0q5CCiRHnIt7nVU8axBEUay2CoAHwlppaYNxq6B1pm1Lc9UDNe79vBaUXC6HYrFoWLxuoICVBJnZbIZisWis9fF4jHK5bBbywWCA8+fPG4EgBQ0AdLvdJeFJYUlBQmHKDXK63S5ms5khYU0mE1NQZzabYTQaGcFCQUOQdMfvpRXOxZzf0QKg0LFdvvws+2EwGJgUqPF4vDReRqMRhsOhUWqm0+mpsWcLFJs8aVv4+/v7S58nk8nSd25tTuozcHqv9uFwuKSo0XtDxWw8HjvG0Dm/WPltNpthMpmgWq2a30ajkVFa3JQaL0Wt2+2iXC6fGmtUSnq9HnK5nPmd76NQKJgxobVGqVRKNRyStVTMVcL2zsk5kXafxF1jtwpAAGRFw6PgCop1u0C9+oxWPPuWm8nQoqe1SwHiZGlqrc1nJ0uTQnM0GhnhKxm/ktFOYUerbTgchhJMo9HolGDp9/tL1qBcGJzc7X7C1b6nHaYIam06xTrdUgXZT1mxZP0gvSthUjnl89nn8TP7yH4v9nvvdDpLn53GipwbfmPLrinPsSavMZ1OjdAn5O6MlUrFjJfpdGo8MW6emXq9btJhpWeG6XP0ktAbJUNfVCiTGjNZWH+z0IY0sFUAfLCqFx/kPnEqrgHxStdSGNBSpbVMC4eLj5dFA5xYz8Vi0Rwv95Pn8/X7/aXPTpYmBblTkRMnS1PCFp5ByzgHgYyHJl0OOklId7UNKfx5bBpIMrWVz5K0suLVT+uErbRIxcWeL/v7+0shRHt+2J/dlBJ6Qubzuamox+/pCRkOhyiVSkZJcPOY8XeGYsrl8pKiXCgUTKVGqbSvA2HkQLVaTTXUIhFXNmVGAVBKvRTA/QAUgA6An9Raf/H4t10AHwbwrQA0gH+stf5/lFJ3APjV4+NfqrVOfA/GoEU2gh4bF0EHFgUuXZT5fN4IQbogneK2k8nklDVQrVaNK5QTcDweG22fbkYiils2LGS6URr9ThJPWFBpiUvWXJXi6VedLO0F1x4LcZ/brfiLH/zIvUn2wzosyUqlYsI9cSDDJPJaDGURk8lkyTMSxGM2GAyWFC3yfAAYLx9DVUG8Fly3JpMJxuOxMUqoUIRBUAVwnSTxKMiMAgDgKoDv0VofKKVeCOCXATz/+LfHAfyW1vpHlFIlAEwe/hkArwHwdQBeBuBDUW9uLzxhhLoTizTsQmbHkehCKxQKRrMejUanYtO2Zl0qlQw5rNvtmnjzdDo17vVOp7M0SO24rZ81ENX1nBTo1mQ6oKyNkJSlVqlUQikqMl4cJkzjhnW7G1e1iDUajaXxFue5nbw4QVPboj5vFIXFSUikLTgo/LIMzmfCXmcODw+XPvutU8ya4ppAL0WlUsFwOPT0VJLHI7kbXJfl/hF2n6ZNtEwamVEAtNafEx8/D+AuAFBKtQB8N4B/dHzcGADfdB7A/PhfoitmlEIONkkNgBlE1DwbjQaUUp6xNqUUxuMxRqORyfvnoBuNRq6xaQ5OxrZJSrLbGQXrzt21YRMEgWSFZpiCS7w32xSEELVplsKmwCkDY93KFOCvKKQ9FpKs3rgp4JpL2AqFl2eSRtN0Ol3y5tEg47pK7ym9qY1Gw2ScjMdj1Ot14x0hTyONDagkwqwtmVEALPwEgM8e/30JwA0AH1VKfRuAPwDwWq11D8D7AXwCwBGAH4t7U6eiGCQVsQgPrWu6q0guY4oRyWqMYfOFs3jK4eFhKHe5PVD8XHhsL1309vNFXQzDLh5u94orrOmW5vWZOhfnmm73CQKpGLFgjjzX7XlXvRhnVeGwFVSJKOOV/S2tPr9jo4wbqexFATkWqwizADf3PiJJKHn2/JD8o+l0at6VvaY6lQynAgDAhB6kPOEaMRqNPNNee72e8f5Op1OTjeI2XqIYaZlTAJRSL8BCAfiu468KAP4mgNdorb+glHocwBsBvFlr/RUsvANBr41yuWzYrJVKZSnvmS4hvgyZdz0YDKC1Rr/fXyLT2LFiP+a2jbALs1dsmvnijMnb112lReR2j7j3phsOcFbYkoIdn3SDX3EVmedv/xYFUQV5XCFjb6GaFKRgkqEd+Z7DIOg58j5RYJ/n937l9zQMSIRdhXCu1Wor30tk3WtNGMjMGKd1M+h9CoWCpxFnr99+BiDHCknWTDcGnMmUwMLrPJvNTKjYq91rVQCUUq8G8Krjjy8CcB4Lst8LtdZ7x98/AeAJrfUXjj//BhYKQJDrKwBfBdAAUGJeNq3xwWCwlHolO59ueomoBBq3RZuhgTDwi037Lc5ZcIfGRdjFNwrK5XJiCyaVgKSQVWs+Cur1+lI/x7WsgyDJd2GHouS7dnsGktvsHQvTFJhJZzEEmXObuNbEnVdJu/cZyqWSOJlMloxMJzLlaDRa8jrUajVcvXoVSqkegAkWpPlna631WhUArfUHAHwAAJRSzwbwGQAv11p/SRzztFLqq0qpb9Ra/2cAfxfAnwW8vlZK/U8A/grA13Z3d+dell1aA9Ytx9rtNy+EjU1nHUEWEreFMQ3XP8EJlHXilB+SUhbIRUla8bC9JasodW2PmzCC1x6vTl61INfiwi77M02Bab+3uMrGzTA30kAacyQs5vP5klLdbrdx6dIl7O/vNwDcAeDr9PHLy5I0eQjAOQAfPB6YU631845/ew2ATx5nAPwVgFcEvagbk+KqAAAQDUlEQVTW+t/z7zvvvNPvWEdGf8D7AAhecz0O63hT4bToSBf5utzjTmBMP6ltZaMIG7d2pXm8DfZp0iQyXjdMsZ60BGTUbB0nBngQ2LHmVcB2PSfRl5to4aeNZrN5KjshKzgW+k8e/wOQIQVAa/1KAK90+e2PATzP6bcE7rvkupPFZaJez438lsSECVoGOAhWzexPixcAJO8WJ4kzaWzSoikV4bQUTycSlRM2qd+CYNVWYrVaXTkHYIvsI3vlrVYAm5RFRi7/RVns/NK/bBJQVLBkbhLIyjbHfgjSxqQXVKc9BsgClrXi5W83M5LuX16PJZzl1qxBIAmD6+r7oCmfNvz2r0jjeeKGVrJYCTFr0Fp7ZrVkEbfkW/VaOIIuROtadGR1rLhgfQE/RF1oo/ZRFoQp0ymBZS+RUzrfbDYLJQSSfL6kWfmrujbBfgt7r7Ax96hIWvDZXjdbiUwr1BF3zK07rp0Gkl5nlDpdkjzrUFlYbFeF8+fP63vuuWfdzYiNq1ev4tKlS+tuxk2PbT+vBtt+Th/bPl4NstrPV69e1Xt7e6e02VtKAbhZoJTqaa3r627HzY5tP68G235OH9s+Xg02rZ9vyRDATYC5UmpjBtkWW2yxxc0OpdQZAMmkDa0IWwVgMzEEcPe6G3ErQG0CS3KLLTyglEq/uMIWAPBsANG2EV0TtiGADYRSSunti0sd237e4mbBdiyvBpvWz1sFYIsttthiiy1uQWxDAFtsscUWW2xxC2KrAGQQSqm7lVL/Tin1Z0qpP1VKvfb4+0eUUk8qpf74+N+LxDnvVEr9vlLqe9bX8s2CUqqilPoPSqkvHvfz5ePvLymlvqCU+kul1K8dl6CGUqqhlPqXSqnfUUrdsd7Wbw48+vmfK6WuivH83OPvc0qpjyulPqeU+pb1tn6zoJTKK6X+SCn1r44/b8dyCnDo540cy1sFIJuYAni91vqbAfwdAK9WSn3z8W/v1Vo/9/jfbwKAUuqbjn/7bgCvXn1zNxYjAN+ntf42AM8F8P1Kqb8D4O1Y9PM3ADjAYntqAHgZgP8FwGsB/Mwa2rupcOtnALhXjOc/Pv7u7wH4AoAfAvD61Td3o/FaAH8uPm/Hcjqw+xnYwLG8VQAyCK31U1rrPzz+u4PFQPPaySgPYA5AA9iy1gNCL8DNFYrH/zSA78Ni22kA+BiAHzz+m/08x7afA8Ojn92w7ecIUErdBeAfYLGlOjNYtmM5Ydj97INM9/NWAcg4lFL3APh2LLRIAPhppdT/q5T6yHHeKbTWfwqgBuD3APzTdbRzU3HsyvtjANcB/BsAXwZwqLXmNnVP4ET5+iQW1tL7Abxv1W3dZNj9rLXmeP6F4/H8XqVU+fi73wbwPQD+JYD3rKG5m4pfBHAfFsIGWOyuuh3LycPuZ2LjxvJWAcgwlFINAJ8G8DqtdRsL4f71WLhRnwLwbh6rtX6N1vq/1lr/zloau6HQWs+01s8FcBeAvw3gmzyOPdRav1Br/QKt9RMra+RNALuflVLfCuABLPr7bwE4C+D+42OnWuuXaK2/Q2v9n9bW6A2CUurFAK5rrf8gyPHbsRwNHv28kWN5qwBkFEqpIhbC/5Na688AgNb62vFCOgfwK1gIrC0SgNb6EMC/A/AdAHaVUtxx6S6I/bO3iAfRz99/HOrSWusRgI9iO57j4DsB/IBS6q8BfAoL1//j2I7lpHGqn5VSv7qpY3mrAGQQx7G7fwbgz7XW7xHfP0sc9kMA/mTVbbuZoP7/9s492Kq6iuOfr+IDNRPwiigZlIZjZo7mBDkZJZRjPjB1xLS8ppOalW9NJuSSmGYORtKo5Sg6So5maCMqPi+JejMDA2VAfFxfoIhgoAj4WP2xfgc2++5zX9zL5dyzPjN7LnvttX9r7d/5cfba67d++0g1knZI/+4JDMfrLR4DjklqJwH3dI2H3YMy/TyvNJ7TeB9BjOd2Y2YXm1l/MxsAjAQeNbMTiLHcoZTp5xMrdSx3zO/KBh3NgcCPgDlp3hRgFHB8Wl5iQCNwWte4123oB9ycXpW6GXCHmd0raS5wu6RxwCw8GAvaT7l+flRSDV4c9Sxwelc62U25iBjLG4PbKnEsx5sAgyAIgqAKiSmAIAiCIKhCIgAIgiAIgiokAoAgCIIgqEIiAAiCIAiCKiQCgCAIgiCoQiIACIIgCIIqJAKAIAiCIKhCIgAIgiAIgiokAoAgCIIgqEIiAAiCIAiCKiQCgKCikTRE0h2SFkpaI+ldSQ9JOim9e76z7Q+VZJKGdqKNfSXVSerdWTZasF8vaUZX2G6J1Pd1mf0Rks7tBDsd+jlLakztred/M/r1kuo7wnaZ9vtn/DFJwzrLVrDpEAFAULFIOht4gnW/vz0M+AnwAnAtcNhGcGMm/hPCMzvRxr7AGPw6g/UZAtyQ2R8BdHgA0EncR1P/u4rFuC9ndrUjwcYjfg0wqEgkHQSMByaa2S9zh++RNB7YtgPsbJV+4zsv3xz/Ma3lQMOG2gnah5lVct+/s6n4b2ZrgAZJW3e1L8HGIzIAQaVyEbAUuLDooJm9ZGazYe3v0V8v6QVJKyW9LmmypF2z56Q0u0naW9I0Se8Dd6RjJukySb+S9AqwBvhKUWq4lDKXNEzSzGTzOUlH5f2UdLykeZJWSZoj6YhsuldSLXBTUl+QSdEOSMe3lzQxTYGsljRf0jnpd8lLNko+HpF0l6TtVkk7tKfzC65jkKQpkt6T9KGkBkmHlOnfPSRNlfS+pFclXSJps5zufpIeT229LmmUpLGSLKe3NoUuaRL+m/e7ZvqpsdSP2X7L+5ST1aTxsTxdzy1AYT9J+kG61pVJ905Ju7W9B9drc2QaE6slPV80bjJ+XifpzaQ7T9JPC/SGSZqVxtiLkk6VNKnUN0H1EhmAoOJIT9/fBu42s1WtOKU3sAq4GHgH2AU4D3hC0p4FbdyD/27674BPM/Ja4GXgfOADYCHw2TI2vwhMAC4HliR7dyZ7L6brGA7cBvwDT1vXAH8AtsanMQCmAuOAXwPHAm8k+aJ005wK7AdcAswBvo9nRmqAUTmfJgD3Aj8EBgFXAp/gN812I2kXYAawAvg58D88lTxV0mFmdn/ulCl4UHM1cDgwFng9yZC0I/AI3r8n4cHWOcCAFly5FL/uA4AjkqxJ9qYV/B34Kt5/C4DjgGvySpJOx6eabgJ+A3wGqAOmS9rHzFa01bB87n0y/rmeh1/PBGALYH5Gb3u8z3smm68A3wOulWetrkl6e6W2ngZGAlsCo/Fxmx3bQTViZrHFVlEb0Bcw4PJ2nr858LnUxlEZeV2SnVVwjuE3pJ45+dB0bGhGVg98BOyRke2E32xHZWRPAs/hUwkl2f6pvfqMrDbJds/ZPizJa3PyG/Ab3445H2/O6U3EAyPlrzenVw/MaOb4VcDHWf9SH88HZhb078m58+cAD2b2f5v875+R9QTe9q+sJp9LXWZ/EvBGgY+lPhyQk9dl2wSGJ72ROb37s58zsB0e6NyY0xuIByxnt9CnjcCkAvkTwFxgs4xscMGYGJ0+uz1y5/8FDzh7pP3JeNC7TUanXzq3scB+aawMa+//z9gqZ4spgKAqkHSGpP+mtP7HwGvp0KAC9SllmnnAzD5spckFZragtGNmi/FCq92SP5sDXwPusvTNm/T+gz/NtYaD8Ke4yTn5rfiT3pCcfGpufw6wFR5QbQgHAQ2WMhsAZvYJ8Fdg3/S02pwfz5H6JTE4tVfKdpD6PX9eZzAED9TuyslvL9DbHrhNUo/Shmcy5uF90ibSmDgA+JuZrX06N68TaMypHwL8C3glZ38a0AfYK+kNBu4zs5WZ9hbhwWdQ5cQUQFCJvAt8CHy+NcqSfgH8EU+NXwAsw+tfGvB0e55FZZoqJy9iaYFsdcbejnhad3GB3tuttNEbWGpewJXlrczx5nwqpcc3tPCrNzCrQP4WIKAXsLwFP7I+9MODgjyt7ZcNoR+wzMw+asH2Tunvw2XaWdYO26UxUXSdRfZ3xzNNRfRJf/tRfox9oR0+Bt2ICACCisPMPk5FcsNVpko/x0jgETM7rySQNLA5E22Ut4cl+Jf3TgXH+rIuQ9EcS4HekrbMBQE7Z45vDJZmbGbZGe+ztt4MF1G+X9pLqc5jy5y8T25/EdBL0ha5ICBv+930txZ4vsBem+f/WTcmiq6zL/Bqzv5i4KwybZXqBTqjL4NuQkwBBJXKFfiX95VFByUNlLRP2t2Gpk9KJ3eiby2SUuTPAEfnKvb3x+eRs5QCnJ45+XT8//CxOfkJ+Dz0Ux3mcPNMBwZnK+xTOvs4YJb5Usm20AAMkdQ/015PvMCxJVbTtJ9g3c1z70ybPYDv5vSewusXjs7JR+b2n8Rv8rub2TMF23zaSBoT/waOya6KkPR1mhZAPgDsCbxWxn4pAGkADpW0Taa9fsCBbfUv6H5EBiCoSMzsn/I3vo1Plc6T8KfmXsDBwKl4tfts/MvyIkmj8Gro7wDHdIXfOcYADwJTJP0ZTwHX4anzbIX23PT3TEk348HMbLwwbQZwnaQa/En0UPzaLzezJR3oax9JRX02G6/mrwUekjQGT/f/DPgSrbtp5xkPnAFMkzQWv6mfm/62lIWZi2dFzsADrFVmNge/sb4E/D7dXFcnH7fKnmxmD8nfenh9Wo1QWgWwd05vuaQLgD+lvr8fLwrcFfgWXrCXr81oDaUxcbek6/FVAGNZN61T4urk1+OSrsaf+LfFg4JvmtmRSW8cPtanSboqXe9ofAogVgFUO11dhRhbbBuyAd8A7sRTnR/h6egHgRNJldT4E+G1eDX0Cnwp3ECaVpDXJVmPAjsGjCuQD6V4FUCTqnkKKr/xIGU+fkN6HjgKn0+fktMbA7yJF6itrWbHC9Emputfgy8fPIf1VxaUfByWa7OWgsr4Ar/rk17Rdn7SGQTcjd8EV+FPnofk2insXzx4a8zJ9sODm1Xpukfjy+GWFXwu2c9wW7z4cFk61pg59uV0Le/jweK55FYBJL2a1MYK4D3gFuDI/OecdA8FHsODnpV4wHAjsFcLfdpkLGSOHV8wJurJrAJIer3wQKD0XorFwOPkViDgKxueTe29DJyGF7rOamY8xyqAKtiUPvQgCDYBUtr7ReAyM7u0q/3ZVEhTCjOBJWZ2cFf7s6Gkl/BMB04BPrVM1f9GsL0dPsammtkpGXkPPHvxMDDczMoVOAbdhJgCCIIuIs1rj8e/cJfgVdkX4k+Sm8L74bsMSZfiN6lX8VqPU4F98Cfu7sKP0zYWz0R0CpKuwWsWFuIvwToLzx5MyOj0x5cwBlVEBABB0HV8glfKT8Rvch/gKdxjzddqVzOGv91wl/Tv2cAIa/pWwUrlcNbVHyzsZFtb42+17ItPFTyNp/hnZ3Text9BUKLNRYxB5RFTAEEQBEFQhcQywCAIgiCoQiIACIIgCIIqJAKAIAiCIKhCIgAIgiAIgiokAoAgCIIgqEIiAAiCIAiCKuT/ys/ESv5fafsAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "hmi_magmap.plot()\n", "plt.imshow(masked_thinned_MPIL, 'Wistia', interpolation='none', alpha=1) # 'Wistia' represents the light yellow color\n", "plt.imshow(masked_size_filter, 'spring', interpolation='none', alpha=1) # 'spring' represents the bright pink color\n", "plt.xlabel('Carrington Longitude [deg]',fontsize = 16)\n", "plt.ylabel('Latitude [deg]',fontsize = 16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting Regions of Polarity Inversion (RoPI)\n", "We fetch the refined RoPIs as part of our additional metadata raster." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "ropi = pil_dt.RoPI(thin_df)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "masked_ropi = dt.mask_pil(ropi[data_num])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "hmi_magmap.plot()\n", "plt.imshow(masked_ropi, 'summer', interpolation='none', alpha=1) # 'summer' represents the green color\n", "plt.xlabel('Carrington Longitude [deg]',fontsize = 16)\n", "plt.ylabel('Latitude [deg]',fontsize = 16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Getting convex hull of PIL\n", "To generate the convex hull, we determine the convex closure of the set in detected MPIL." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "convex_pil = pil_dt.convex_pil(filter_image)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "masked_convex = dt.mask_pil(convex_pil[data_num])" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(8,6))\n", "hmi_magmap.plot()\n", "plt.imshow(masked_convex, 'autumn', interpolation='none', alpha=0.2)\n", "plt.xlabel('Carrington Longitude [deg]',fontsize = 16)\n", "plt.ylabel('Latitude [deg]',fontsize = 16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Video Analysis Tool\n", "Generates the magnetogram images of Active Regions with applied on them Polarity Inversion Line, Region of Polarity Inversion, and Convex Hull masks. " ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "loader.build_images(input_path + str(HARP_AR), output_path + str(HARP_AR))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Displays the video slide of previously created magnetogram images." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "video = loader.display_video(output_path + str(HARP_AR))\n", "video" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reference\n", "[1] M. G. Bobra, X. Sun, J. T. Hoeksema, M. Turmon, Y. Liu, K. Hayashi, G. Barnes, and K. D. Leka, “The helioseismic and magnetic imager (hmi) vector magnetic field pipeline: Sharps – space-weather hmi active region patches,” Solar Physics, vol. 289, no. 9, pp. 3549–3578, Sep 2014. Available: https://doi.org/10.1007/s11207-014-0529-3\n", "\n", "[2] J. Canny, “A computational approach to edge detection,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. PAMI-8, no. 6, pp. 679–698, 1986.\n", "\n", "[3] Jean Serra. 1983. Image Analysis and Mathematical Morphology. Academic Press, Inc., USA." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": true, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "248.182px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 4 }