diff --git a/VLSI24/submitted_notebooks/LearnAFE/.gitignore b/VLSI24/submitted_notebooks/LearnAFE/.gitignore new file mode 100644 index 0000000..fa01681 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/.gitignore @@ -0,0 +1,18 @@ +# ---------- User-specified files to ignore ---------- +# Edit the following if necessary +.conda/* +AFE_Config/SpiceAC/* +!AFE_Config/SpiceAC/README.md +AFE_Config/SpiceTrans/* +!AFE_Config/SpiceTrans/README.md +SpeechCommands/* +!SpeechCommands/README.md +ckpts/* +!ckpts/README.md +logs/* +!logs/README.md +*.pyc +*.pt +*.pth +*.tar.gz +# ---------- End of user-specified list of files to ignore ---------- \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/Design/DSF16.txt b/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/Design/DSF16.txt new file mode 100644 index 0000000..e9dc735 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/Design/DSF16.txt @@ -0,0 +1,7 @@ +C1_W 22 +C2_W 60 +I1 300 +I2 100 +scale 1.298 +C_spk 5 +Vth 1 \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/Design/README.md b/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/Design/README.md new file mode 100644 index 0000000..d6a02e5 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/Design/README.md @@ -0,0 +1 @@ +### Directory to place initial design file \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/README.md b/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/README.md new file mode 100644 index 0000000..a3d2acc --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/README.md @@ -0,0 +1,10 @@ +# Directory to place configurations of analog front-end + +``` +./LearnAFE_KWS/AFE_Config +| +├───Design +│ └───DSF16.txt +├───SpiceAC +└───SpiceTrans +``` \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/SpiceAC/README.md b/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/SpiceAC/README.md new file mode 100644 index 0000000..70a27c8 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/SpiceAC/README.md @@ -0,0 +1 @@ +### Directory to place spice files \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/SpiceTrans/README.md b/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/SpiceTrans/README.md new file mode 100644 index 0000000..70a27c8 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/AFE_Config/SpiceTrans/README.md @@ -0,0 +1 @@ +### Directory to place spice files \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/Figures/AC_init.png b/VLSI24/submitted_notebooks/LearnAFE/Figures/AC_init.png new file mode 100644 index 0000000..a0f2863 Binary files /dev/null and b/VLSI24/submitted_notebooks/LearnAFE/Figures/AC_init.png differ diff --git a/VLSI24/submitted_notebooks/LearnAFE/Figures/architecture.png b/VLSI24/submitted_notebooks/LearnAFE/Figures/architecture.png new file mode 100644 index 0000000..08506c5 Binary files /dev/null and b/VLSI24/submitted_notebooks/LearnAFE/Figures/architecture.png differ diff --git a/VLSI24/submitted_notebooks/LearnAFE/Figures/spice_init.png b/VLSI24/submitted_notebooks/LearnAFE/Figures/spice_init.png new file mode 100644 index 0000000..04e74c8 Binary files /dev/null and b/VLSI24/submitted_notebooks/LearnAFE/Figures/spice_init.png differ diff --git a/VLSI24/submitted_notebooks/LearnAFE/Figures/workflow.png b/VLSI24/submitted_notebooks/LearnAFE/Figures/workflow.png new file mode 100644 index 0000000..43d2fc2 Binary files /dev/null and b/VLSI24/submitted_notebooks/LearnAFE/Figures/workflow.png differ diff --git a/VLSI24/submitted_notebooks/LearnAFE/LICENSE b/VLSI24/submitted_notebooks/LearnAFE/LICENSE new file mode 100644 index 0000000..eff1c66 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2024 HU JINHAI + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/VLSI24/submitted_notebooks/LearnAFE/LearnAFE.ipynb b/VLSI24/submitted_notebooks/LearnAFE/LearnAFE.ipynb new file mode 100644 index 0000000..c1bba19 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/LearnAFE.ipynb @@ -0,0 +1,7471 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# **LearnAFE: A Learnable Analog Front-End for Keyword Spotting**\n", + "\n", + "| Name | Affiliation | IEEE Member | SSCS Member |\n", + "|:-----------------------:|:----------------------------------------------------------------------------------------------------:|:-----------:|:-----------:|\n", + "| Jinhai Hu | Nanyang Technological University, Singapore;
Institute of Microelectronics, A*STAR, Singapore | Yes | Yes |\n", + "| Zhongyi Zhang | Nanyang Technological University, Singapore;
Institute of Microelectronics, A*STAR, Singapore | Yes | Yes |\n", + "| Cong Sheng Leow | University of Michigan, USA;
A*STAR, Singapore | Yes | Yes |\n", + "| Wang Ling Goh (Advisor) | Nanyang Technological University, Singapore | Yes | Yes |\n", + "| Yuan Gao (Advisor) | Institute of Microelectronics, A*STAR, Singapore | Yes | Yes |" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Abstract\n", + "\n", + "This project presents a circuit-algorithm co-design of a learnable audio analog front-end (AFE) for Keyword Spotting (KWS). Instead of the traditional approach where the AFE for feature extraction is designed separately from the classifier design, this project showcase the inclusion of the AFE design within the neural network classifier training and verification loop. More specifically, the transistors' transconductance ($g_m$) and capcitances in a differential super source-follower bandpass filter (DSSF-BPF) are considered in the SNR-aware training of the Depthwise Separable Convolutional Neural Network (DSCNN) for KWS. This involves a new system-level loss function, ($L_{BPF}$), to include both the classifier and filter performance to achieve a system-level optimal. The availbility of open-source process development kit (PDK) and circit design tools such as ngspice enable this synergistic approach of training a classifier together with its feature extractor. Using sky130, the proposed framework achieved a DSSF-BPF capable of achieving $>90\\%$ KWS accuracy through a DSCNN with verification of the filter performance through SPICE.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Introduction\n", + "\n", + "This repository contains the code of circuit-algorithm co-design for learnable audio analog front-end. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Always-on keyword spotting (KWS) is an emerging human-machine interface for mobile and Internet of Things (IoT) devices. Key performance metrics for KWS module include classification accuracy and power consumption. Feature extraction (FEx) is a pivotal function in KWS system. The use of analog FEx based on bandpass filterbank offers the advantage of higher energy efficiency compared to its digital counterpart, which requires analog-to-digital conversion (ADC) [[1]](#ref1). However, analog FEx also faces the challenges such as channel overlapping, gain variation, and large on-chip capacitors [[2]](#ref2). Conventional filterbank design follows Mel frequency scale with uniform filter gain across all channels. However, achieving this result requires larger bias current to boost the transistor transconductance ($g_m$) for those high frequency channels.\n", + "\n", + "Inspired by the recent work on learnable digital filter [[3]](#ref3), this project introduces a circuit-algorithm co-design framework for learnable audio analog front-end. The analog circuit parameters of a differential super source-follower bandpass filter (DSSF-BPF) filterbank are optimized together with the neural network classifier in a signal-to-noise ratio (SNR)-aware training process for optimum overall system performance.\n", + "\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Architecture\n", + "\n", + "This project proposes a closed-loop training and verification flow in designing a learnable AFE for KWS spotting. Within the training loop as shown in the figure below, the NN-based classifier is trained for KWS spotting with actual AFE's transfer function, drawing inspiration from [[4]](#ref4). By incorporating the parameters of the AFE in the training process, the AFE is optimized with the KWS spotting results during each training iteration." + ] + }, + { + "attachments": { + "architecture.png": { + "image/png": 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" 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GQImwQsgQKBdWGpnyh384KxK8niwXmfKX1MaokbM0IUbZka10WFFkCMSGFUum/HHea8l+GIbjbpcru7cIJQFJQANvANPT00jnMTg4qPx4rVFOX5heQyDgMTo6Cq9H0cfNLiwsbN26lU2QsUFBHnBp3DkpeOGh0tgg4AGXptSiBEHIA/LmDOM3T3+fdS92/d3xiIVCXRzWs6GeK2LlQr2uot1fY+E/PJZUFOuF2wSdpu9Ay/SAg3K5P74xC+lDp3dGdNCiFaMEyO9HxMaQ4P0tA+q105myo5gLxfxkyh9CSW8BOneWOOheU0q3nq79/KnvuxVwb1OUNAq6PkWbgW1RNLhSyeweFT3ToLujSPvjhZHGraH3F8vlmppMQS2N+YOaUDglvV+iEFRg+Iczkez1TKqNudc5xMp+9yV+FwxJXQebZD8Mi/LMk99m3aFvX/YmxAQhApAENPAGMDw8jHQeRuaI/qxZAok08HowNae7uxuBAMbHx1XKjo4Oqpv71BUVVcClceek4IWHSmODgAdcmlKLEgQhD8ibM4yn7tjGuhdz99+CWChPOD9BhwwqohCxX2UbdbCQ2SGponxP80fOinpl5ldQNxf1/CJWyRTCSO+MIlrI/fW9Sohpkr2/ZeCOwag+NO5SURoYsChVWIWCiHLWBndw6ztein6VKJl7Rm4FIlayjLtDVsZ4JpwM7lH8dyJR6rUq6eMFMU0atyaK1KKMxrFuJctb0hKxKUbHt8CiH86JX0+3GuW1MbecELMzloR7lJh3wZDUdTAk/mEYhcc+2sF6RM/+NO76C6F+gCSggTeAjoB9VYzqoQhZYbSwsIBEGgQ0bKnRxMQEAn6w+oRvuwuXBZuTgv88kMICAQ+4LEoqShCEPCBvzjC+fdmbWN8i4l653xodYp0be+Z5GZTRAw76UY7GsSxlUaPTQeZC3NN0Pcqo/sjjlyu6+XbrUz2j6GbGvQy3TLcxJHh/y4Bqzgons7v47hUuqvW4WULm47iDAd8BhisolGTuZXdvjW8ly7g7ynzPojzSuEeJvxOJVN+MibxxlAXdGhrEspQhRg2ypHYeQpSTLQm3wKDbbX84J349gw4axew2VlK7+nm5ay0TvwuGpK6DIfEPwyiYbeyMkQcxQSgGJAENvH4MDg4ikYf9wGNXQwlSSdgsGFeXseeJEB0dHUG7t7jb7rpzahDwgMuCzUnBfx5IYYGAB1wWJRUl1AP0pqB3Ab1rbCWOGi29cdyGalNUkRSSQq5sIM/+dIZ1LB77KHalKorbZy36O3MIvh1N6r2ZMqlz6ZvG7XTSAIylIWNFUd+OJSBTUUb0rrndtwvJRWdh6kyDFt+UKmrI5oyiVCyo/+omZo0hwftbHm7hVGfEPNxta4rqCCw9WZAaRbg3yFUKfLfOoYzmIgTdaGPsshNFbw3he+XJHrv38yYxnRpdELc0dhnjkMY9citsjA5XtMGrqE3ab0Z2d9K4Nb7VK6mZhbTzEELuRRRzTyd6geaDK43rGVKNktpY9NMhK+8WECUdxdfSvg6KND4MoxCnUyQIGM9p4LWYm5ujwSGbctLR0UFjQqTwYDIKQeNMWyiZnp6Ooo8QblE0QDVF0XHd+hDkUQlsEPOAqxC3HAXCFgh4wFVI9KKE2oaaKFtz50LvIHpHIEMhbD1dyEwxISby5gxk9t4drGMR8Wcc6uqxng0ZYqVD3SZWFBn1yRC2cPvK7mxhGvmwNORBTBOx/r7JjNGhzYDZ7tgF5aIupntS1K13kyGmyeCM3MtIKd0+MV1/hC2KHjrZ+1sGviNkNlB3b0T4cgm3TOr6I+YHS0yGgMb3Mro3mggZYyCFJkqroBvBEpDRrfcdq5DTbRWJ/Daexj0Kau1lvxOJtN+MiHmkcWt8y/RtZu6bUZnvZSlK0L2IbuzDJ7xA3w/nNK5nGm2MYMnIfCtZKvHvAln0bwGy8q6Db2kxPwyj4z4KOuKEX0HAkK5EXJWERphsTkdR3IU/BleXCYcO7W7aQiDsAVchbGRrQNgCAQ+4ColelFDDTExM4MZHwJ4gZmAr0UZHRxEQkkbenIGUvUTZ7bb69sAi4naYgsbY7rjdPS715MioZ0YhVTJ13RCzsAtRhoCFr0xARl1D05V3Ccrl212OciUTPCPf8QaViXAhNLRgKX2X9hQ9hWTvbxlQIaxY90Tc0X74od0BQ8jIP4o0Q9eEpfG92kTQwMatcJTW5d4dat4hQzv3xH1HQaWSxj1K/J1IpPpmZEdM49ZEuc4GOhxLTFbe7fb95CnJ6OxQlkcZH85pXM802hjlZcmonojFI/5dIGM3QpHsdUjjwzA6ZW9mJwgY0pVC0PBvbm4uuuDS3d3NZscwogsuQVILgRQecDm4U2kIxCwQ8IDLIWJRQq1SdEqLi7vmjrWi8GVHQhzkzRnIN89dbXcpIj6NiChjSn8Qbs+SzHcAo2ApyRAohYijet/JzEU7vr65gq5PUlcyzhkFDU58O7KIWYSfQkXur43vMIC6+whr3HqGjEIJurwsPR0IMQe6ICwxXTTENO7I1q2kwT06mdtyirYu37sT3gLdVhF+oaKQ0j3ybe1BZ1f0WkWn7DejfcQ0bo3vOzqkmbmDXrLyLovvvSjJ2PvLt8CQD+eUmnoabcyVuX3bTxnEvwtkvh90yV6HND4Mo+M+meiJm7YgJgihYEgXje7u7qDlD4q5uTlfxYHh+5O+y/j4eFH5hg4XotogkQdcDu5DqQnELBDwgMshYlFCTeJKLdR6R0dH2SI41qTpJWvALEGQkijER96cgbAuxeOfuhCBYrg/EoYMNcOhXhErigpHzA+WmAyBYKjTvPCTp8joWGS+nTPq/yG1hW/KIG3C4OYKGRO6V7Jo+UTZZ+QeLv7VDm8MGdzfcOjiswKDbgdLRoaAHywlGQJ+uDeIDR7c8XlImyHcq0rmvgfDbw3hlhPlV3SWhQyBcknpHmXwTiQSfDOGv3Hi3xpqdSwaXqZvM4t4WRjuyZZqdJ1RlofvdQ6pW0pNPY029i1ntRpVHjELlsY19wTj3wUydiMUCV6HlD4MS4J1jaavPwcBQQgFQ7pQtm/fTiPJcJ3FhoaXNMhkskt3dzd5JiYmwqe0uNAAlW01qooaHx8vWhQyeMDlB6sqgYAFAh5w+RGlKKH2cNeRbd261bd9ulPAqCUj5iky8GoQEFJALq4/7m5wT92xDbFisJ4NGQKl49tpLslQkMUzv/wp9cCoZOpussRB5ts5Y2nIgpbA2LAsZCEbW7CUZAgUkt4ZhdSNYInJELBgCcgQ8Ejj/kbHHV6SBQ3J3GtLlx2xQqgElpLGD4j54ZbMRizuj72+43OD7wADMQuWgAwBjXt3ymvhCJRFSveIYCnJ4r8TifTejAh4pHFr3Lkq4WVGbGZRYIWQIVAurDSy8HNJqamzKFn8Nna3Iz66bwf3I8g1OmWk1rAEZAjEhhVLVvZ1SOnDsCQe2fQau2skG+UKgiBkBhNQQvYkItjOLHZiptpsD9gil5INDw/bq+2oAkrNRAo/FrzHJFEyu7ZUCBVlJuAEkWze7u5uyuirRtnEOWgURG3x51ePP2z3J8hm792BWChuPy/8p6dwoo9YggwFedBAyO1VRzHkt/DtzoYM7RS+uXx/DCTcxO6gPe0zIifCfrDEdLMQ0LhlssaQ7P0tFXfc4o5ADO51Dro47niAevyIOdAdZIndyxj90Aq3Au57sOitIdwfmYv+JkyNmWUhQ6wsUrpH7umTxXknEqm+GdndSePWuJUPL9Mdx4arikFEaYol4Xtzwz+c07ieabSxiO+vHzmrjVxjIkXid8GQ7HVI48OwVL592ZvsrtEjm16DgCAIgpAmTD3pcBYHMShKydQULcLeCIkV5e6RNDc3Z4ssLnR0361eWMkuVBMkdUgvL0WRziHOQSMiaos/v9x1r92fIPvZN3YiForbBY/yI2EQrKhSze6oUW+7vLG97+jO7c5G6cO5uULGJ0WvZLJnVOpvgG632C226CmwaKkWcvWK4nu+JRmVgLIKoVqxlCHjAXfuhrvXpnuXEQjAHZC478Git4ZgCciCxkgGGqOyLPm8R8m+E4m034xF3zjxb41b//Ay3SUt7mWJQpTLWxJlfDiz9GTxr2fibYxwPy58248rMbhG1UNqj8TvgiHZ65DGh2GpTF9/jt01mji7GQFBEAQhTexlbkSIglCU7aFb5LqrkIJgUz+Go23f66tfxMnLTscX3/k4cQ4aHVFb/Jm7/xa7P0G28N0HEAvF7YKzXl1JsKJKNXvgGjQWop4fdb+ok0dDYhoyRVwV7yZjPxX6ErFwhZuYutqIeaR9RmSI+eF26N0r4JbJGgOLlmpUPgoqnfLGxrYF3XGWjAwBP+hOscTu+4UlIEMgAJaYzC2z6K0hWAIyBIJxTyef98g9/TjvRCLtN2PRNw4CwRS9NSxKhkAA7im7lyUKRU+2VNwCi344s/RkCART9Hq61YjZxogon7qEKzG4xiTgxO+CIdnrwKJkCATAEpPFP68nbtrCekfyEGhBEIS0mXG2RkagLJiYwrbIjSi1EIODg8jj7XwEbwSYvhMnb0TFhGBTgeIctCREbfHHfcxhxMc/u13wkB/2i8KKIkOgRKiDxcqhevr2+dz60xgJMYu7IyyedykpV3hNEj8jNxkZYn645+LOvS96aBYlQyBl6EKx45Zhvr8qu794+yYzuJfIbRIsARkCftDghCUmc++4e/vcNCwBGQLBuKdT9tgmvXtEJPhOJDJ4M8Z/4xS9NSxKhoAfbjsn8z2XorgVi/OVQZTx4czSkyEQTNHrmWwbU9wXbcWTW5prSKpJ/C4Ykr0OLEqGgB8RPwxL5Udf7Ge9o988XWTdmSAIghATtuDFljlKRa0wskHAgx2oo6PDbFxNGV1pQ4UItvLInkuyy3lGEiVGzKPsvO62wWbKD4VYRjYbKE6FS0LUFn/cX2/+8NtnEQvm2aR3bXA7lwiUiPtbn2+Hj5wsGXX+ELMo7zRLylU0cQZnREZ+pCjELZYMMU2U803q/pZE0MmWalR5lGjhagS+o26Fr6CAmAVLQBZ0Xwi3YZAhpolya4iiIx+G7+mEVDWEVO9RxNNXREmc/cdLGreGRclCyozSzKJQ0r2IQnkFJn49S6pG9MQsDRkC8Uj8LhgSvw4sSka5EHNIqpUyyp75KwiCIJQNWyzjuy4mIuFb5A4PD5OHUAuX3G1iVS4DvMF+BZXT4e2wS+WPj48bBUeBPBp4NSF52eoqdlnY7BUqAQEPeDXwasIrXBKitvjz+KcuZP0JBEJxf0qi7g5iZeHO1vadX62gEHWa6YjUFf75U9+3O2GsEDIECom4DqLU+QuKknIVvZIsSoZAIRHPyPc3QDK6kkhRiKuS0IEQ00Q536Tub0m4By3bUKIFVY+l8R14E77X3LdJuD8OB90Xd5IFmVtmxKbozup377LBV4DzbWxRSPUeJftOJFgCMgQKcU+q7I+XNG6NqzgENbPoTbcoUS5vSZR0cw2JX8/E2xjhJvMVE8sg8btgSPw6JP5hWAaitgiCIGQPkxVcESQ644WzV9wtckNg82KoVgg44gWFJiI/iB15NBHzMtnIrowBMQ28HnBpSqpwSYja4k95akvEVeXRcbtfNCTw/dWResBstGD3q2y/Mnes7h6LzLcnV95plpTLTcxqwqJkyZ6RMt+r7TsSdjWFKOeb1P2NDhVuF6IsqL/OYBUgc6+5m8a3cHKyZMp8mwSdKUvme5XcS6TMrUDR1qXwbT/kRNiCKuN7aN9bWZS071GUlmmIcq1YArK0P17SuDURmxmNnyM2syiUdC+iUF6BiV/PkqrhJva9mO4Hb5RTi0JJtS2Jkkp2E7vXIfEPwzIQtUUQBCF7IAlo4C2L7aFb5NrMzc3NzMxMT0+Pj4+Pjo5SRra+xl7QRP/DW8jWrVspL9sahlFeXrasyVc2QkwDr0ecCpeEqC3+lKe2uD0h6pojVi7ub1nUi6I+kxnPUL/Kd/xv98Dcjtd9N37ECARUSbfmykwam/JOs6Rc7uQRljjtMzJGBzKjjqBiyakS2EQ830Tub3TcWtHhECuGm9e9mCyBMrOhA50U/e+esjHfS+T7I619X+hS+F4iZW6ZEW8N4TYzMjqWufghhy57wJb2PYp++kTRdyLhXqUMPl4SvzX0pmPJyOI0syiUdC+iUHaByV7PxNsY4SajTxLE4pH4XTAkfh0S/zAsg2pUW2ZnZ+/zGBsbu1wQBCET+vr61CcPsbi4iM+jcoESoIG3LJhi4soKExMTbE+TIMatnVCoHFYyg8oMWo9TXt6IlbRBTo84FS4JUVv8KU9tYT2bMoy6TShLQ90jliaKsZ+w3IniEQ35C2FpyNyfsl1YFrKQXCwlGQKatM8outEt8z0RlozMN1ki9zciNLhl5ZAZKaQobifezes7ZvM135QopRC6bixZSeZedpaALKgp+o7AoxgNnFBEiWRwj1gCsqDTJ1hKMgQsKvLxkvitidnMUEqJsELIQu5FFFhpZBELTPZ6sjRkMdsYwdIYu/vqv1GiRtnii11aHHO/vlkCspjXIWYrjdm6FFWhtkxOTtI4Z8OGDW1tbeg1C4IgVJTGxkb6UOrs7BwYGJiamsKnVWRQigbe0mFLgQgEPIoKEAy2oImyF1VAhoeHkbqQMvLCGxk6NeTUxKlwdERt8acMtcV3mFSqUa8RxVmE/FTla5QeOTU/8ZsoHsWQ38I9zSh93JJyRUmc9hm5k7p9jbrX5rdfm5LON/79jYj7Q2uUe2dwx2Ou6BNx4E3Xzb2DIZWJeDtcc8sstQG7PzgXtbKlFiLte5T4O5Go1MdL4rem1HeisZLukaHUpliUmAUmdT3TaGNEUSWX7R0TEbcCZRv7+k7pOiT4YVgeuVVb5ufnh4aGurq6mpqa0EcWBEHIK6tXr964cSON5CNOe2EiyFy561zYXif2xrELCwuu1LLVW1aza9eumZkZOii8GuQshFKyNT6MkLVLJeWFKzJsl1xDnApHQdQWf8pQW3yn+JZq7vBVEX0YEDQUd0dxzHy72shs4Z5mlD5uSbkiJk7vjNQ1LDr2CJJaiFKvUvz7WxTfITE5EY6AOw2HjS4IuiAsjWt0YSmZW5/wUyt6OyiBOw5xL3sZDbhoS7OtaGkhZHCP0ngnEpX6eEn81kR517sHLe9dWUZTDCd+gYlcz5TaWFGVIejbMxy3AmUbq0BK14FI6sOwPH65697HPtph2zNPlvAZlTg0UKFecldXFzrFgiAIVUVTU9PGjRvHxsbwoRYA22yFPXzHZWZmhpJRLmLcQ/npH1WCwt7rhCkOlJFtGbur8BE/W4s9FJnS++6N4rudLSNKXrg08MYgToVDELXFnzLUFurKsM5NGRayrJpCdwdveEFG0ZDsREhPWvXD3FNwC3TTUDcRsWBKyhU9cdpn5IaM0aFDZmVHPwVD/Psbjls49cgRi4b766tvCT/xnp3EUhozAxJXYCp6icq43W6ZZdwagtIU/Wk95g0iMrhHJZ1+SYkr9fGS+K2hK8ayG1OqShmV9CWpcgyJFBj/epZUjZiJbaPGj3SlEF5mScauSXrXgUjkw7DaWVxc7Ovrk5ksgiDUBqtXrx4OXrTCVJKi43+2QMaoKtuDt8ilMuH1gNeC5VVlzszMTExM0P8U7ejooJcqsQ1FkUej/HHyEuwcIz5OKOZBy0DUFn/KUFvckVIZVnRZNQ1lqcdvjwfof/JEHEtQdruXRv9Pf/0e00l1h2qUQIUM7mlG6eOWlKukxGmfEf1Pl9ekoX/oZUh9FCWdgk3M+xsEFWsKNBaxSjasBDIECqFmTHfBPgu67NTXt5u3HVUWNFHIhq4DjSLMaJDdjiiXvexbQ7h3h2rCmlzZZHOPSjr9Uq9V2m/GEJK9NVSa3cxUOab1umJElKbrEqcp+pJggXGuZ6ptjKJUMaqJnYUKcdtSRNwKlG3s6zvV60DE/zCsaoaGhpqbm9ELFgRBqBVaW1vvu+8+fNJZuPutBEkzlJLJEB3WfiVsrZC9IgkuDbwaNrGFUEoNO1bQhBeEPUx94uQl2GScUeeZRFTD7u5uSkb/GC0m5kHLQNQWf8rbJVcQBEGoYdy1cjTcRUwQhPQZGRlpaWlBF7gYlHLDhg29vb32w0Hm5+dRliAIQjo88cQT6gNHPQqNxvz0WRRdI25vb5+cnERZGja1hNha+NCcmYD9R0waV7JRfgVcmsHBQaVQ0F82s0ahZoW4KgyrFf3Pam50ojh5CaoAvJrR0dGgOlM5KlfMg5aBqC3+iNoiCIJQD/y9N3uF7IlHvvajx74ZPgWA0thSC9lj5W6lJAhCSUxMTNBwBZ3fYFpaWtSPmbOzs8gpCIKQD5544gm1n3cU5WXjxo3259iC3y62RdllrRWaDt4il/DdsiQEZPOTgcKxJ9TEyUtEzE7XTakwipgHLRVRW/wRtUUQBKEeYOoJWdCKzmd++VN3GVHMVX6CIBRlcXGRRh3o9gbQ1NTU3d1ddOdIQRCEnDAyMtLV1dXY2IhPMT8o2t/fjwwlPqGZUtpTNoiQLXIJd6pIOMjmsbVweU4ItvqjiJOXKJqdroO7OUvMg5aEqC3+iNoiCIJQD7g7XJDnR499096Nhf5/4pGvuVKLLCMShLSZnZ1ta2tDt9eP8K0lBUEQ8sz8/Hx/f3/4VJfu7m7zoOiFhYWiUzM6OjrG9UOIbFhGV0cgD2IObgh5NEWnxtBZMPXHECcvEXJBtm7dGjQzJeZBoyNqiz+itgiCINQDj0V+/rpr7KG/giAky+Tk5OrVq9HzdaDxycDAAJIKgiBULfPz85dffnnIPJcNGzbYe07Nzc2pp+og7EEvh70dYZHIgc2L8ZUhZmZmBgcHTUoq02yGojwGV4kwtbIPtHXrViqw6AyROHkJVe1u/Vgl+ieDg0ZE1BZ/RG0RBEGoB5595r+ZhhLR7ruxtOdzC4JQEiMjI0Fjj6amJhqZmB97BUEQaoDZ2VmjF7isXr16amoKSYXqQdQWf0RtEQRBqBN8H78dbiK1CEKq9PX1YYRRSGNjY09PjzxXSBCEWmVqaqqzsxMfeYU0NTWNjY0hnVAliNrij6gtgiAI9cPCT56678aPMEklyKa/fg+yCYKQNIuLi11dXRhbFLJ69Wr3qaiCIAi1x9DQUNDkPnvfXCH/iNrij6gtgiAI9YbaDXdi+DpXeSHnY/d+/iePfxtJBUFIhyCppa2tTR7qLAhC/TAxMRG0e65sWVVFiNrij6gtgiAIgiAIWRK0gGjjxo2yS4sgCPXGE0880drais9Bi8bGxvvuuw+JhHwjaos/orYIgiAIgiBkxsjICEYShci0eUEQ6pagxZVNTU1PPPEEElU58/Pz93nQp/3lFmNjY+Ss9r2BRW3xR9QWQRAEQRCEbJicnHQ3KZAtIQVBEIjLL78cH4sWLS0t1btl+NTUFJ0UnQJOphj0dbBx48aRkZGqm+coaos/orYIgiAIgiBkwOzs7OrVq9GnthCpRRAEQdHb24tPRov29naEq4TJycmenh7fD/yINDY2dnV1DQ8PV4vSJGqLP6K2CIIgCIIgpM3i4mJbWxv60RaygEgQBMHG98nQPT09COebkZGROCKLS2NjI517/jUXUVv8EbVFEARBKJVdu3YNDw9v3boVfYGGho6Oju3bt4+Oji4sLCBRjUInSGeKF4IQmY0bN+LdYtHV1YWwt0+kWtJfP8R5+pLZAUGoPZLapwPF5Z4o5zsxMYHUNQ2dJp0svbt9l94MDQ2pq5FPqP6+krpizaFrjzm+/YxzNpNt3Ta07ZM7jW28YAs533H6eYevW79ixUpkKKSpqamvry/Py4tEbfFH1BZBEAQhOjMzM93d3fjyD2BwcBCpa47x8XF1jngtCNGYnJxULceG+uV219l3w4LaptSx0+zsbH9/f3t7O/ILNU1rayu9KeJsHYqCcg+dJmocTLLTJXILnaY63yeeeKKpqQleTXNzcz7lBmqlvvNxiCPbTrjw4qtuvvPRu78xG9G2bhs68a2n77X3vijCgq7A8PAwjpozpGPkj6gtgiAIQkR27dqFL/xibN26FXlqhenpaVtmglcQouH+4EmDCjazQ9SWEObn53t6etwNhoV6gMax5c12Qf7cI2qLwagtxH333ee+5Xt7exHODb4f3QccfMgHP3zt7V+eZkpKSbbtkztPfOvpKNGCvlDiTAxMCekY+SNqiyAIghCFhYWFjo4OfNVHoMZmuOCsNPAKQgTcRz7TEGJychJhjemy33f3DbVtwzs+ps40otpCgy77V+7VB72k+5x3UiGsWLGasbEvfKL3bze2vKJAXyhjhyOVceNfdbDy82OqhtHVljyfS0xrP3E9naCtthADAwPeFVqGPjzzIzTMz8+7U1r22nvfD374WqabxLEbhh845ng+oa+5uVmtusoP0jHyR9QWQRAEIQrDw8P4kvfo6OgYHx83u7TMzc1t374dMc3MzIyK1gA4JQ28ghCB1tZWtBuN73aPRm35468eqW174rFRdaZR1BYaY6vExIbjjpwYH2KlidWwTT1yx8a/Wlb5u7u70SyioXJd/nfns2LzY6hhZLUlz+cS09SNZmoLEfHzM3ueeOIJtrnMbruv2njBlpGvPcnkkkRs2yd3tqw9EkfyaGxszNVGNtIx8kfUFkEQBCEKbLsWXyXF3jeXyO3q4jLAKWngFYRiRP9tVtQWF3P1GhtXDO/4GCtHrE5s8uufa9pzD9USShppqyyitlSFBaktEecGZgybcEccc3x7zHVDUezCi69i2+jmRHsipGPkzy8evuupO7bZhoAgCIIgWOCLXQNvIWxjF9/dWxDzUB7KZc+LGRwcJI8KhbCwsDA6OmrrO1SIPd0mhImJCfuIHR0dIQdFomBYGno5NzdHBaqFV6pwX3GKnOzRTvQ/eaLMCaLaBh1CFaVQHgO8HvQySj3VgWytjVLS1Qt6/hQSeSiPOk1TAv1DeVXIQHfEXAdKQOmj3Mf0+OWuex/7aIdtzzz5bcRKYXFxsbm5WZ2XIWhBhKgtDLNrA420abzNChELtpFrj1IXuGH9thEnWpVGbcYsLBoYGEATKYZKL2pLVViQ2kK4q3XIg1glcAWgd5x+HpNF0rNtn9y52+6rcGCPyl4NA+9wCIIgCIIQHXyra4IUAYQ18Fog4EGjfVtrsKHxPDL4QYNzpHPo6OgIWcxMISUu+EIh97wQC4aloZNyD9FdOAHed+GVDUVD5IagvErFwAsPld4Ar0eUegbdHQVldyUqxDzoZVBVKS9VgBLQXyPE2PgWnhlz99/CZv4ufPcBxErBXgWjCHmmhqgtNkaoamxccd/dN7ASxELs8W1HqMtLnH8Hj1avUbNp3m9vOqnoO3eoiyBqS1VYiNri+0y3Sk1voeMqFVixYsXKS68cYIJI2rZj50NrDl2LGnjkYfNgUVsEQRAEoXzYsLnswTDye4QP5imKPIUMF+4g4wulQWqLKBkJJrjAGwxL46sd2AKQr8zhYvQIRvhFM8+oViCPBl6PovUMP5Ah5HL5HsJAJ0h5Qy4FhSo1wyURtWVxcdF9gmnITp+ittgYoarvig+w7GJhNrl5aa9RcMS1k06CaraJ8SF1YkwXDkIlFrWlKixEbSFyMr1lfn5e3QjFXnvve82NdzEpJBu7/cvTbOvckZER1LJCiNoiCIIgCOWzy+/xz9TlHR4eplD0UTFyRsNdcjI9PY1YMSgl8niETIdh0CAfeTzgDSZiGgVdqBB9geHKDXRBEIsGsmngDQbpAm63L0zYgjchfFWzDEhEbXHVvdbW1qCJLYSoLQYzsaX1iFewvGKhtryGyOPUe3iCqrfOt21Q5xblmdAqpagtVWHhagvdbntGiSLjhxPR59KGDWh+xG67r7ph+AEmgmRsR7adgNrkYDsbUVsEQRAEIRbhkx2U8sI0DhektqBi1SSOhYUF9xBMbmBSxeDgoEpAf+l/eD3Yj58s4/bt283MEVeIsad4KBDQwKuBNwCqGNL5rawxe83QX/rfrafKSFACeDUUVXnpXHzvjspogDcAu572tBQq2UxgoQOxU6CoCingtbDvkW8lzb1wz4IVnhmJqC3uj7Hhvz2K2mK47777kGDgcpa39s1MTjlq8+Paec97lavA6ZpeQ3TEeqW5hCauUpv8+ue8c4v0QGiVUtSWqrBwtYXo6enxrtYyUdpAgrAKbN02xLSP7O32L0/vt/+BqJB39ebn51HdzBG1RRAEQRDi4jtaZnR4D4dGBgck0rgTwu1xPmELH2zCha1EKJjgYqQfltEdw7MFOG6tENDAq4HXwndSxszMDMIao/gYyIOYxigdTBUqeukIBDTwWgRNHllYWKCLRlEqk60VckUfBDzg0rB75E5NYvfCTYBAtsRXW6jLy36JDdmxRSFqi0GNahobV8z/6D6Wtx7MaCtq15XlfViOCp2romWa8++47nzvn4b3XsfT1IStPugldHIbNmxAcwlGXQZRW6rCiqot7u4tbW1tiKUP2xl34wVbmPBRKbth+AF709wK7pgraosgCIIgJIA7/8KXoFkJCGtoSI+AJkRSCRJTDEyqMAuRWEb3oAveAh86Fp0dFavmYtggpwZeDbwaVwZSsKUlQUpHUDIqFi4P9yzcSToIaODVBNWzKMivgdcDLo17jxDQuGeBgAbebImvtrgPfnbVMYaoLQYaRFF0w3FHsoz1Yvb0ljtOVf8WWxak1xBRFp29Zh5IxKzn/WfQ2TU2NqK5BONdBlFbqsOKqi1ES0uLd8GWibKgLD6Li4v2oY8/sZNJHpW1Kz+OCV+K++67D/XOFlFbBEEQBCExaBStJj7g690PX8EFMY2razDFxB6jspk18BaCmIdRE1g93YMWBTk18Grg1bgLkRSs/mzOiIFNgTGXkZ1FlHkxCGjg1QTVMwiq2Pj4ODsLAmEPuDRFdSv3LBDQwJst8dUWdxlR0astaotBbdrSfc47Wcb6seWlQ6DIfrdmDdFSMi3Q1NIDiWwbGsA7peiiCZVM1JaqsChqS19fn3fBlslmMZHZtJtYc+jaka89yfSOitvGC7agft4GYah3tlTm21oQBEEQap7p6enR0VF3EE6UN3MBMQ28jr8oHXq/W7zWKGdJIKcGXg28miAZBWENvH4ghSbEyUBMA68GXk1QPW3oDhaV1ZDUAy4NvBYIaOC1QEADb7bEV1vY04jChxAKUVsMKlrDA8viVvBooWK6iUnsLR0qUF5Yypqwkc9hll/ReQ0qmagtVWFR1Ba6494FWyaDhTNm025FHrZrcW3ka0/utfe+qGKFnk9UmW9rQRAEQagfaPTOhuXuWhUENPAWgpgGXscfBd+MylkSyKmBVwOvJmjuDMIaeP1ACk2Ik4GYBl4NvJrwOT5sQVMIyOABlwZeCwQ08FogoIE3W2KqLe7+Ahs3bkQsGFFbFGZAVY9b5C7bdefrpwsVWxBknkOEpUZ6XkwNPpBImZnbImpLLVkUtYVQ18HQ1NSEQGrYm+Me2XYCkzni2PWfufeci9CYjz72pEs+MjA08ghLE90uvXJ5+WrRbcLSoDLf1oIgCIJQA+ALXAOvH2wVDIGABl4NvIUgpoHX8UfBN6NylgRyauDVwKuB1wFhDbx+IIUmxMlATAOvBl4NvH64M5XIMzo6ust72jdcGuTxgEsDrwUCGngtENDAmy0x1RajmxjM5jshiNqiELWFrGAlUfhmt8sbu/hSg5qLqC01aRHVFneiZarblMzOztr7nV//mXuZxlGe3XL3d7o28kcsKeIcYs2ha1FK5g9sIirzbS0IgiAINUDR/VltkEgDrwZejbuYJWTfFtbNgjcCLKO7VwiR4C658DowCSNoIQ9TrCiX8hc9i1L3bYHXgT2hyTzC2YCABl4PuDTwWiCggdcCAQ282RJTbXE3bYnyVE5RWxSitiw/hAiErQlyEhdSi48lErWlJi2i2sKeDUSkKivY0vkxx7czdaM8u+Xu7xx97Eko1I+yBZet24ZQRIQrmTiV+bYWBEEQhBqADb9DnmUTPvGBgFdDJSOg2RXjmURBFH0mERWFmIct8SgQ0MCrgVcDrwNbmxM034Eli/5kpVKfSQSvQ1FVCwENvB5waeC1QEADrwUCGnizJaba0traitp7tLS0IBCKqC2Keldb7IcQmf+jiybLz4F2QrViorbUpEVUW2ZnZ71rtkxPTw9iKWB/mN9856NM3SjPwqUWghKwLNHtyLYTUEpDw+TkJE4jEyrzbS0IgiAINYCroQQ9YIXNgnF1GQQ0ZiNbA5sAYh8oRIgJh2V0xRRWbVcHQUADrwZeDbwOTNMhosxPMWmYmOKehftkbgQ08GrgdUBYwya2MOmNQMADLg28Fgho4LVAQANvtsRUW+yZ50R7ezsCoYjaoqhrtWV5c1w1n8XsyRJ5y1sINDW7RS6ZqC01aRHVFqK8D9gyMJ9FxOHr1jNdozy7qLegs3HJRwaUny0sumbwLpOlJLvw4qtQRLR2lSCV+bYWBEEQhNqA6RHE4OCgvRZmenra3ezDnX+BgAXlUuXQqJ5N3yDYUJ8JClQrUwdKOT4+HrQgiGWkgxoVg80lIVwRBAGNOi9KplLCq/Fy+ONeIqqqqqepPwIedEFURgW8GjpTlZcuglsyoXIZ4NXA64Cwhko2NXSvFaFyKeDSwGuBgAZeCwQ08GZLHLWl7J9eRW1R1K/aYj2HaHlmSonTW/TCoprdIpdM1JaatOhqS3mTB8vAfuD0xgu2MF2jDBsawR1XdG3sCQpd1LvdhEqym+98FEWkeWV8qcy3tSBQ3xRN3gPeUCYmJsyohrrdbDyTFDQOoU6zPXxSQ5TR0VF3mGGD1Bp4hVBwsTTwlg4N8Oiu2WMqc9fUWCgEZIgMspUCchaDKkxnEd6qkTQUug5UVNAMCwWSRgbZBD+ojTEhoCh0j5DZArFoUFNBNg2b3xEOtRBkKyUjEzgUvloGoWqIFxqVxRf6gEWiCNAFRzaNO68kHGTTwKuB18HVvMJBNg+4NPBaIKCB1wIBDbzZEkdtue+++1B1TcRtBURtUdT13BaxCCZqS01adLXF3RgLgaRpa2vDARoadux8iOkaZZh5ApGCPYEIXo+TTznLDpVkh69bfnx80fdIglTm21oQWJ8V3gCoFx40mHGHHGVDQ46iQyYaogSN3pFCA68QCi6WBt5SmHEerOviO0Q0IFFkkK0UkDMyIa0aKaJB7TlIu0GKyCCbEEDIZ5QLtVjfjxGENUEqBuEr1hDUcpAiFFeqiJKx1IMqQQcvNCpLELt27YpyGSmNr/YdcsVckEcDrwZeB3pDIYUfVDH21Wa/AeHSwGuBgAZeCwQ08GZLHLVlbGwMVdeQB7FQRG1RiNoiFm6ittSkRVdbzEelIY2nHduzFA84+BCmaJRht9z9HRTn4eopCGhYNLptvGALimho6Ovrw/mkT2W+rYU6x/0pFQE/wnu3xLizl2QZ0MAAxRWD+tPuEgACYQ28Qii4WBp4I0M3AjmLETRQJJAiMshWCshZCkGCC8Kl4Cu4IBYZZBOCofF/lI+R6FIaeXzlg5DGTBSd4mHParEJzxiUiwia2kNOiuKFRmUJoehlDKkJESS4uJIQMmjg1cDrR9DHTnd3N1WeRe0pZnBp4LVAQAOvBQIaeLMljtoyNLT8VAhFxAeUitqiELVFLNxEbalJi6O2pDGDw/4+PeOczUzRKMMu+8fPojgPeskSIKBh0ei2Y+dDKCLNTW1cKvNtLdQzo6PoTNgg5odvP55RdLVIOCX9IqpwR7AIaOAVQsHF0sAbjVKXbwTNcEE4MshWCshZItN+j5VBrBTUoJeBWGSQTSgGfTLQRxzTC2gcTh4aeId/UiG1RjnHx8fNBxT9Y4/eg6CjUDI6ov0GoZdFl0NSRlZ5qjn1q3wFOwZlNLPM6LjqfMmvPAaVuChUTyrQ/mSm/4vWX7Fr1y77FOiNr95KeK1RiQ3wauANgKpBl8Wcr31f6Boqp4JCyk/ApYHXAgENvBYIaODNlmTVlqmpKcRCEbVFEaS29Lz/jA3HHSnmWte7TrIvFLPJr3+Opa9Go7tvzkjUlpq06GrLwMCAd9mWSUNt6e/vR+n0HbdtiCkaZdjJp5yF4jzYMqLbv/x9BDR2tFTbbfdVqpDW1lacT/pU5ttaqE+oh2r3nm2QwoH9IKl6tNSdZeVQL1ylLwO7X64wvXMF/e+moX42whoENPAKoeBiaeCNBmsbNMCjcakZzVJjc+9alFke8CYKitbAWwg1MyYe+cpDiGngtfBtru4QHQENvEJFwc3QwCskBC6rh/sBLkQkjtpS9u+uorYogtQWGnIrv8BYfdBL7AvF7L67b0C6aobuvjkjUVtq0qKrLWXPHyyJ3t5elN7QcM2NZT4hyBhbRkSwBGyX3DgPgSY74OBDVDnNzc04n/SR/pyQBTQGZmNjBtI52ONPKgFeb0gJr4f9+2FJuHPCyYNYIW5KNoKFVwOvEAoulgbeaJgflhW+SgpT5ewmZEBMA2+ioGgNvA6sVRMIWCCggdeBCS70EgENAhp4hYqCm6GBV4iGmlAz7jxxScGmnLjvCCEiyaotEfcUELVFEa627L5qt9e2HS6mbO999qJrElFtec3aljcc8/qqs6ZVe1DlRW0RtcWQjdqyceNGlJ7EFrnXDN6FsjzOuejyUhOUZPZGuTif9JH+nJAFaNca9hs+gXSFsMEnG06Th8bS1GmmITT1sOEtETZid6cA2DDBiP06Cq9GOanOZtNESk8luMMAl127dlEuu25qIDEa8IQdJPJQHjouHcuUQBcqKC+h0iiUp6TsNpSGUtoahxr/RDk0AW80kEcDbyFMI6OKIWCBmAbeREHRGnj9QAoNvBYIaOB1oDuIFB7UfhDQIKCBV6gouBkaeIVosK8V+8OcvkrsDyUi/KNeCCFZtQWBYojaoghXW17bdviDT94ppuzkd72RrklEteXeOz79u6f/o+rsDce8niovaouoLYZs1JYNGzag9HiLepRd8pGC1U/upi1sVxdKzxKUZCe+9XQUlM4yK1+kPydkAdq1B/V655wnfSJdITRKR9gD3uRg1WDqicuCt1FI0M+nKEVDHnc6DEElBE2fUbBRAcM3O2Ie9NLoO4ygQyPsQS9LzW6gAQySOlBe3+ENwhp4o4E8GibGGRDWwGuBgAbeREHRGnj9QAoP3waJmAZeP5BCA68GXg28QkXBzdDAK0SDqeHhRNGOBV9EbUnVRG1JykRtQaMJQCUTtaUqLG9qS0tLiyp8r733ZVpGGcae/Xz9Z+4NT3DNYKy1S6edeREKyvB3F+nP+fP4py5k/QkEhLJQzZqG3GYSivIYlJOx3VoN4TsrISZMzYn5rkMpGl+pRUHXIaivHy61GJiyAK9HUbHGPTRiHmVkV0QZ6lAapNYgoIE3GnbzIKhu4WJQEMivgTdRULQGXgfWZtzLRSCmgdcPpNDAq4FXA69QUXAzNPAK0aCPJvoQwLULJc4+X4KoLamaqC1JmagtaDQBqGSitlSF5U1taWpqUoWvOXQt0zLKsKOPPUmVpmBb5JIhoLnl7u+wBCXZ+ZuuREENDSMjIzillJH+nD+itiRLd3c30zLQ0jXwFmKP/GloTR4ajhon/WO0m/Jgw/WgyRERQSma8H6/b81DBBoGG4fDGw13pIFANHwHKu6GI0FQSuTxgFcDbzR8Lxe1NLo4FIr+2zVyauBNFBStgbcQeoPYbSZI2EJYA68DuyNUGgIaBDTwChUFN0MDrxCZubk5s/4xCJFaYiJqS6omaktSJmoLGk0AKpmoLVVhta22qKIMLMq2yD35lLNYglJN1JYcIWpL2qCla+AtBDGPrR54YUHDSOphI0OJsH45vOWCUiwGBwfVgHlmZoYdS4lHDDsNnaxRf9zH61BUhRTwWtiHZrqPe2gELErKTrA0Jjv9ZeuS6BxVFgW8Gngj49skDHSs4eFhpu+4IHUEkKF0kD8yIa0aKTTwOrArQ3cBAQ0CEUAGIX1wxTXwCiWyy9v3ir0F6INrNNrmU0I4orakaqK2JGWitqDRBKCSidpSFVbbK4lUUQYW/dj1n0fAI+amLWSykihHiNqSNmjpGngLQawYZQsuyK+Bt1xQioapEkXnGhA0EqBxwrC3PS2baEMh5NQg4AGXhh3anQOCgAZeTanZWQJXjmGCiy1/wKWBtxTCBRcFXe2QaVBIFAFkKB3kjwbVNmRMiEQaeDWUkS6ve03oHiGFBoEIIIMgCIKoLSmbqC1JmagtaDQBqGSitlSF1fYuuShIw6JdG3sQ8Ii5jIhMdsnNEaK2pA1augbeQhCLAJsxERFk1sBbLihF406pQEADb2SQTQOvB1waduhwpYaAV1Nq9hAxRTFXuBuxPZMfLg28JTI+Pt4Rum5LsTVg6x+EI4AMpYP8kaH27F5GBVKUgu+JIxYBZBAEQRC1JWUTtSUpE7UFjSYAlUzUlqqwvKktyT4B+uRTzkJZHnbolru/A69H18YeO1qeyROgc4SoLWmDlq6BtxDELMykL/oHLo37631RkFMDb7mgFI07PQEBDbzFmJmZGR8fd2crIOwBl8ad6YOABl4NvJpSs7O6wVsIYh725Be4NPCWxfT0tJoWhLL8qJTugPwl4tukEYtM0MwvhCOADIIgCKK2pGyitiRlorag0QSgkonaUhWWN7Wlt7cXpfs9QqhUu6i3YKsEe5fcoo8rKsPWHLpWldbc3IzzSR/pSfsjakvaqLZugLcQxDRsMQi9RMCj1J0pKAGbEKFylQ1K0cBrgYAGXj9omF1UOEBSD7g08FogoIFXA68GXgsENPBq4I0MXXbkjHDo8pienh4dHXUlKqLomhp4o4E8ASBRtEPMzMzQTUcKTVHNLpzt27e7JSiQQgOvkDPo9k1MTLi7kNBLclIo6P4KEaEL6C5+FEIQtSVVE7UlKRO1BY0mAJVM1JaqsLypLf39/Si9oeHKj3+OyRml2jWDd6EsDzOB5ZKPDMDlcc5Fl5sscWyvvfdVBba2tuJ80kc62f6I2pI2qq0b4C2EyQ1sXMHWp9hjeAUCAVAC6mTjhQfbKqVUUIoGXgsENPAW4o63g0AGD7g08FogoIFXA68GXgsENPBq4C0F5Ixw6JjQPWWtyB1ZIaCBNxrIEwASlXKI0VF0tRXUHhDQIBAMvRHoHClj0FokBVJr4BVyA32+sQ+oICiZ7/QloShGssdrIQKitqRqorYkZaK2oNEEoJKJ2lIVlje1xR6qnHHOZiZnlGHsIdAulOD2L3+f5SrDdux8CCU2NLS3t+N80kc6Gf6I2pI2aOwaeAthgw14LRDQwKuBNwBKwEa2bO6My8LCwtatW4OWLKEUDbwWCGjgtXDnYpCHKklHpEPDpUEeD7g08FogoIFXA68GXgsENPBq4C0F5Ixw6CCQQQOvHzMzM0ikQUADrwbeaCBPAEhUyiHYje52NiRCQANv6SC/Bl4hH7grJcPp6OgI+lwSfJmenrZ1WHiFCIjakqqJ2pKUidqCRhOASiZqS1VY3tSW2dnlrW0POPgQpmiUYdd/5l4U58fRx54Uf3NcZRsv2IJCGxr6+vpwPukjnQx/RG1JGzR2DbyFMDUEXgsENPBq4A2AElCHGy883JEtw/wQSmOb4eFh9nuyChngtUBAA6/GXRjF5vIgoIHXAy4NvBYIaODVwKuB1wIBDbwaNnkE3mggjwbeCDAlLnyoiUQaeDXwauCNBvIEgEQlHgKJNPBq4NXAWzrIr4FXyAHRJ7gxwmczCTa4ZBp4hQiI2pKqidqSlInagkYTgEomaktVWN7UFqKtrQ0HSGKjXLIgweXkU85KSmohs7fInZqawsmkj3Qy/BG1JW3Q2DXwFkJDaIQ92EqforMAosCUArMLry8dhfu8bC3cchVeDbwWCGjg1RTVLBDQwOsBlwZeCwQ08Grg1cBrgYAGXk3RZxKFgDwaeCPAxKntwTsvhE8LIuDVwJsoKFoDbwBIpIFXA68G3tJBfg28QqVhDZugj53R0VH704+aNH02sk8MglIihVAMXDINvEIEcqy2jNyz7dT1R6mES6w/6ojz7xh5nCfLtYnakpSJ2oJGE4BKJmoLs8e3HaGO68ep97DEd2w+/6jl9OuPOvWeyRE7QVKWQ7Wlr68PB2ho2HjBFiZqlGe33P2dSz4yYFYVnXPR5Ylsi2vs5jsfVSUTLS0tOJNMkE6GP6K2pA3auwZeB4Q92D64bLI9i0aECTo0XAnavcVd5sPmU8CrgdcCAQ28Gng1bGKLOwZDwAMuDbwWCGjg1cCrgdcCAQ28GnYNQ4QPF+TRwBsBV0MJUsrYLBi3egho4E0UFK2B14+iKhICGnhLB/k18AoVhe1FRYS/m9xZMNR+EBNCwfXSwCtEIJ9qy+N3nLr8kyXjqFOvneTpc2uitiRlorag0QSgkonawiyy2jJyrSXs2qzflrzgkkO1xXwWEYevW890jXzahRdfhRpHa1cJIp0Mf0RtSRu0dw28Dmw4QS+VDEEjfDbThGkf0WGjcYKOYjSXoJ+R3ak0CGjgtUBAA68GXs3WrVvVmdJf35UFKpcCLg28Fgho4NXAq4HXAgENvBbsXtAltS8gjQApATnpn+npaXVeCmTQwBsN98YNDg7aYhkdq6hGRiCggTdRULQG3kLUhUIKjSshIaCBt3SQXwOvUFFYk46iILMs7ueSglrXaOFTutT70X4zMpDOQ3nozUWfRebDkEqjMkNKUJR6aCTyoJdzc3N0HdQnDP1l73EFvanJb39Kqw8c3+ohRTBIZ6FO3D4F+t/+mnBBOg96GeUsqoU8qi13nKqiwfAfpXNrorYkZaK2oNEEoJIFKhSTm7V8WbH3jjp8LtWWQKlFcf4dywUmYjlUW4iWlhYco6Hh5jsfZdJGDu3IthNQ3WJLGRIn6lddvSFqS9qgvWvgdaC+suqhhkN9X2QoC7sbHQWqkvsQEMQ08FogoIFXQ/1vBKKBbB5waeC1QEADrwZeDbwWCGjgtWDzjMKhURCyRSg5hIhtw8a3nSCmgTdRUHSJ0NkhvwViGnhLB/k18AqVg9ozboaH7913oQ8iSqn0CyZlGkLenpQ3qM+BFB70MugDikoIUbrLODTCHurs8ELDFKXwT2+3eggEg3QeVAG6tgj4QVHfa46wR5SzqCLyp7Zcd76KEfZM/smRe95rTfJP4QfnNEzUlqRM1BY0mgBUsiCFwhYdEtcOIpo6eqXUlrCzXpZ3l9Yqwjl53flGgjlqc7ILGPOpttif5+84/TwmbeTN7H1holzJZJFOtj+itqQNmrwGXj+or4xEAVBH1tU+SiW64BJ0OIQ18FogoIFXM+M8OseGDspGO/ZPo3Bp4LVAQAOvBl4NvBYIaOAtxHcCjgudCDJ4wKuBNzK+w5ggaHhTdFxEwJsoKLpEfAexiGngLR3k18ArVA4mTNAbCoF4RHlj+h4LMY+iiobvO6u8QyPgYU9XMdgaTcTP7ZBPSxeki/zxQmncbwTEPIqeRXWRN7VleVjoN8Kh6PqjTr3W3b1l8rprbS3mvZvvcVYb2eOupZVKeii1/qiCxMsVeO91xumZkYGOiL6USdSWpCwNteXO96jkLq3HvOdTU74p3/Mp41yym05T7mOuGCvwl2WpqS2FczeS1g4imjp4/tSW5YvjpKG3/BHnb7vu8aSXLuZTbaE21tjYiMM0NCS7x0ritubQtahoQ0N/fz/OISukk+2PqC1pgyavgTeA6enpoF4v9bbjSy2KcW/BC8oNIOiXTAIpNPBaIKCB1yJIV6LOOp0ji9qddbg08FogoIFXA68GXgsENPA6uAthGPasFgUCGnhLga5M+I/PipCxK1Jo4E0UFB0Zaoe+UguBFBp4Swf5NfAKlYM145J2mw6CCkFxxXAPh0A0RkdHkU1T9qHhDQbpIgjxBvvtD1cwKhl9zkeRWhSUkn0vIBAM0lUhOVNbQkY+wea/8ugIVoIZd623NsLU2MsrjKpSuObCHIWrMGGWhtpyzRkqE6PlsDPOu+Z+nvjBJwevuaz9sHVIFJwMdtvQeW9ft7yg4LB17dfcP2gnWD76GVfY/geH2pX7sMuW05eUONyyVVs8juw1gouVsvWaB5dLqA61RS8jOh+KZAlyYYLmHTqHaot+v2coQuVTbSF6enpwGGrSx7czgSM/tnXb8mVpbm5eXFzECWSFdLL9EbUlbdDqNfCGQoN580sm9W4HBweDRqRxoDKpZPvXSPqfBkIhGw0okFoDrwUCGngLmZubo4GBOTqdr1FV6OjKqaCQ8hNwaeC1QEADrwZeDbwWCGjg9YMqSRWmy2UPVOglDcZ8RTGk0MBbOjMzM3QINl5VN47qE/PGxQdFFyNKhZFUA2/pIL8GXqFy2J85BLzxYHoBfbKppkV/2Vw5OrrKYkDAwmSntxsrmdqtymUo+9DwBkB5ka7witHnoZnA4iqw9qelAgENvBasBMJ8BdBfV5pnVwDeAOyzqDpypraUPn9keUOKI671VgE8fofl8Z20YhYiTW42q5bswdg973WdZclAmaotipZNBUrK4KZlncWm5e1DdjJlQYkDBBR2rHC1JULicKuA2tLQcO5Nfint6S3VoLboln/qPfrNwhbi6Qbv/34pbPAjZhLZ+vdufrwUqUIlrJTa4qBP1nyAlKKixrTcqi2zs7NVMb2lshNbCOlk+yNqiyAIgpAZ6Aho4I0Bm/rhCiJM9QifY8Kyu/NKEPCIc2i4LIImpi14W5gredpeK0RQCJk1CGjg1cCrodIQ0LhiMXkQ09h1gMsiZHpddZFXtSXqXp5GGbEHkMtDLGsEtey0Roa+2X2msZS7yWjmagvRfo1Oedtly7NUHJaTeRYotSiMOlNwdHvGShG1pXjicEtTbSmcrvL02J1XtKqAEVYKdRkrfRWoLVooXGrM+n8mjugGb70LjLxYOO1La47gqCPwvhC1pRTLrdpC9Pf340gNDS1rj2QyRx7MfhRRa2sr6p0tCXTpahJRWwRBEITMQF9AA68DwsEgXTExhWB6AVsNBK+GZQ+XM+IcGi6Nq9REBPk18Grg1cCrGXaehYdAISHJ4NKUfRY5pMrVloC5MH7iSBEJpmCsxYeaJhmbFFDU0lRbCmaL3DZ03mHKvSxhLAsoh112xW0q5f1XvB2+ZQFlybT84U170QoIJTYSzLrzVAmFWo9Vh6JqS7HE4Zah2vIfv3uw9xgV8VdbrEVG+Vdb9HtBTVHRLbnw/eIzRUV7At4sS8kmrzMTvupGbVme4wYinLhreVZbFhcXm5ubcbCGhtPOvIiJHZW16z9z74oVK1G5hoaRkRHUO1uiftXVG6K2CIIgCJmBvoAGXgeEg0E6ZwdZeAtBzIMpAvBq3MkdCGjg9YhzaLg09gZVUZiZmbHXnBoQ1sCrgVfDsrOJMwY2BcZerwSXptSzyDNVvpIoSJ3x8fsqJvYA0jhtvzdG9a2VM+7yG61lprYs2f1acIEyYtSWwmksPkrHsi7jrDC64u0NLW+/7Irb9LEKBZRlFSaC2lIkcbhlOrflPZjb4qwkaj1m6c4sgVDu1Rbdkrm4wHRDnkzPdvFbTGe918wssNyrLcELAPW7O5JuUvtqC2FPbyEuvXKASR6VspvvfHS//Q9EtRoa2traUOPMifpVV2+I2iIIgiBkBtu3xVU3FAgHg3QRUjI6SnxeGAIaeD3giox9aLg0QUqHjVlPhDx+IKkGXg28Gng18PqBFBp4yzqLaqHKd8lNS20p+MXbf0iZP7XFkVeWxQ5ns9tC0xNejBoSbOboZuddCDRhakukxOFWgX1brP1ZlnWZm/S0FzW9Je9qi26ly03X9XhWqMLoFXb228pXlWDOMDFCOfKntoR85lx3/lFHrH+v/UyisBOMbjlXW4jOzk4cr6FhxYqV19x4FxM+sreRrz3ZslaLnQ0NTU1NRd8U6RH1q67eELVFEARByAy2+mZXtIdSuSBdhJQuyOkBlwZeCwQ08HrAVQrI6eRVG9MGwdbyhIAMGng18Grg1cDrB1Jo4C3xLKqLnKktlvzhN4xZih516rXbvIUMS2ZUlcK5MEYrKVttsQal1/ru7eKOuyqvtjghM9tFc9i69k1mVZExk4w9OcjPlg9h1i4pjSZUbYmSONwyV1tar7lpWUCxZ8FM6V1dlqa35FxtWX4juLDpY8sN3ux9W9jga1VtsWboLD3ITJ/ypLVJjd9nURzLv9qyuLjY0rK869Nee++7Y+dDTP7I2I4/cVkAamxszOY6BBH1q67eELVFEARByIyJiQn0CzwGIz+2Bhk08Dr+KCCnB1waeC0Q0MDrAVcpIGeE4xrc5ULkGR0d3bVrV8xdcuHVwOsHUmjgLaWEquO5+bmF7z5g2+9+HVVLSkNtsQQUGuSces+kGfyM3GOUEUJLG2XskhtNbbHHYAo2fSaSVVhtIXMEF8VhtrBSntpy//IuvEszVsLVlgiJw60Cc1ssDcVWW3739KfOVa8aTrvTR20Zu2b5B3gP60nS4Za42rLcvP0oFFNM4iOu3aZaPpNjaldtcatdSLR5diVY/tUWgppcU1MTjtrQcMDBh1RQcDn5lLNQD4+KPIfIpqY6AQkiaosgCIKQGa5AELSYiIHUGnhjP1Ia2TTwWiCggdcjzqGRRwOvw/j4OFJ4DOonTBsQ0MCrgVcDrybxfVvgrXvSUVtcmcPFGgcu/3of9QnQUdUWW/ch/KauFLXKqy2e3TZ03qYzWpjssqx0lKu2LC9Bami/ppjaEprYeSKSs6Ypw31b/mPKLBdqOO1Ov5RmessxR+p/8qi2FBER+JQNNhGGT+gwpVmyYy3s26Is8FqtL+uNH25VobYQdCwc1WO33Vdt++ROpoOkbbd/efrwdQUNkzokqF/lkE6AP6K2CIIgCFnC1sXYo/cQkFoDb4QHA4WDbBp4LRDQwOsR59DIo4HXoaigg4AGXg28Gng1IQ8bsmHJQp6sBG/dk5basqSYnBp5BYSlmBRwBBtfla62LE+cIcr7fduoLZdeeikNXRimySWktgRsi2vb/YPXXNauZReTrJx9W9TRzYyVw9bpfwLVlpDE+VJb3JCT0kxvAWmrLdRU0GgCUMkKFAqjnvC2bZQF/layGzyb+UJmv1mWtJVJexpaVLXl7LPPRo2DUc/EyVZtIRtZ+tixNJf19ty6RK1a1BaC7Zi7YsXKCy++igki6dkNww8ccPAhOLZHW1vb4uIiKlc5pBPgj6gtgiAIQpa401u2bt0asuUHhZiuQSDm7R0Ll0epDyFGNg28Fgho4PWIc2jk0cDrgLCGXSU284VAQAOvBl7N9PQ0Ahp3nhF7iDVhp4FLA2/dk57a4tnIPdvY4GdpVwX/Qd3kdde+9wgj0Kx/7+Z7CoeRZGWoLcvj1QiDSV8zaks4H/nwX9u5ylRbzBSVwr1R3BkrTgmhzyRa13LYGe4ziUxeM2MFhKgtwYlzprY8aMSUILVleXqLIqV9W669arMqPyKnv/Mkk9e3wRcJWTuYMCHGs8LZXsRR+k0XWW2JzjveuoGVUDNWRWoLMTAw0NjYiMN7nHzKWUwWScOu/Pjndtt9FQ7p0dnZOT8/j2pVFOkE+CNqiyAIgpAxbPcWoqOjY3h42F7MQqP6Xbt2bd++HSkKQSIPyguvB2Ux5SwsLIyPj1MCctI/09PTTLBAHg28Fgho4NWUfWhk0MDrgLDGyFL0l005UahcBng1ak9iurBGMWGLiQiqqjmEqj8CHmyfHXg18NY9KasttWDZqS33X/F2LVhoCWNZ2jjM2hn3NqPC2FNglp0tbx/ScolVppE/3KObGSuKULUlLHG4VWTfFjMtxU+XKZjDkj+1JXACy5IFyohaTwlcPjNy7Xu1UrM0w6Vo+mVTCaMjaguRB7WFoJ6MmnBk2G//A7duG2L6SFK2Y+dDxxxvPpEAfWugNjlAOgH+iNoiCIIgZI+vWBARtvjI1W5C2F44AwVeDbwWCGjg1ZR9aLg08Dq4k3rCQTaNK6Yo6OKrBHPO1JUQOgofnk0goIG37hG1pailuZIoiGUNpUjKgjkvzuySQsycFz+tpyBvuNoSkjjcKqG2tC49daggZeEsGL1FLpGS2hJrJVEWVrLakvFKonxa1aktxOzsbFtbGyqhWXPo2mR3crn5zkffcfp5KF3T1NQ0MjKCeuQD6QT4I2qLIAiCUBFKkioUNOAfHx9HfouI2k0ZegECGngtyjs0vBp4HdgOtQwqk8kx9uQgIqhutu6za9cuKgeBYCiNmRFjQEwDb90jaktRS3OXXF8KJ7yEaCjr3L1dAhPbDzDyE1DsqTFF1ZbAxOGWsdpyzJGn3WkJK/5qizW9JW21pbxnEiVry7u6qH1bQhcruaZSRpmhsDq5XXLzadWothCLi4tdXV2oh8WRbSfE11x27HzojHM2s6VDBF2lyclJ1CA3SCfAH1FbBEEQhEoRtCLGpbu7e2JiAtn8GHc2MWGwWS0KxDTwWiCggbeQMg6NgAZeP9juMAa6IHPeYiu89mCXiC6vr5LCpB8qh2qImB++l45AWANv3SNqS1HLUG0p2F3FssHbhtoPs2WUdS1vtxYWFRpPfNi69mvuLxBE/AUUS6kprrYEJA63NNSWvFnO1Zbgh4VFeji6Spq42mIUn8Sf05yeVanaohgbG2ttLdi0SLHX3vue+NbTS11edMPwA2ecs3nNoWtRikVTUxO1ljzsiesinQB/RG0RBEEQKs6uXbsGBwfZyhd6Sc6JiQl3VoUvCwsLlHj79u22xEAvR0dHg0pAIg28Fgho4HUo9dBIoYE3ACpheHjYPJ+ILotRVei4yqlga6wUVAeTl6pHtWKijIKOQintW0D/h1w6Auk08NY9orYUtTTUlvo0UVvQaAJQydKeD/L4HZvPPwrqhscR3u4tPJmvqQyitpBVtdqioIqp2+SyYsXK40/sPOOczWTbPrmT7IbhB+7+xuzI155ULy+8+CoKveP08/bb/0Dkcejp6ZmdncXB8od0AvwRtUUQBEEQBCEpRG0paqK2JGWitqDRBKCS5Xn1DWooaktNqC3E4uJif39/U1MTapYQnZ2dU1NTOEZeEbXFH1FbBEEQBEEQkiI9tcWMoKLsvplnE7UlKRO1BY0mAJWMKRTLO60Usv6oU/0e8BzfzIOQfNYWqYCoLWS1obYoFhcXh4eHu7q62FOiS6W1tbWvry//OotC1BZ/RG0RBEEQBEFIClFbipqoLUmZqC1oNAGoZBHVFkUK8kR+1RZvDZRKuISlN+nHKrGHYetNapY3AJ68zjz9uqHhiPO38SVU+mofce3kdfpY/qpWLaktNiMjIxs3bixptsuGDRsGBgaKNu+8IWqLP6K2CIIgCIIgJIWoLUVN1JakrGy1ZeoK7OhpHuecW8tYbeH6QgKWV7XFf3/fI5QUYqkky1m4c3LzeuWwKbyAPlc74ArXqtpioOZK9STodhMbN27csGFDe3u7ejnsPc7cd1e1akHUFn9EbREEQRAEQUgK6jdjBKBBoBgmIxuEGBO1hZxx1JbbLmtRJb99iIeq1ERtQaMJQCULUFsKdITH7zDCQYE/Ccun2qJrpbUPkwXzVrSSYj3Hmk14sc7Lu2KPuzNfCtQWnWzS/8HYNa+21DyitvgjaosgCIIgCEJS5EVtWZq3r9MvccT6925Wox3rF+mC4R8fbi3byD3bTjU/Yi8tN7jDTmAPuszChLAtMERtScpEbUGjCUAli6K2BPkL1toc5bNSRllosrzObWFmPhbw8cLlGL6MyEeOcbJYaovzqcJN1JZqR9QWf0RtEQRBEKKgJsH29/dTv5DYIAhpYuZXDwwMUMPL82MvGVRnjAA0CBTDZGSDEGMlqC2+M/yXUOM9M/wrGIwFjEKXE9v4DLEajlhvUgYsFlAmaktSJmoLGk0AKlnZc1vuWd6RxMJp28WSmTdIPtWWETr3a997xPInhv540YXggujrps/CfyGSYvlMjdpStCaitlQ7orb4I2qLIAiCEMLU1BR1BFtb0TUXhEpBjbC/vz//T2fIgdqyLH/oceOyYgKVxIyUlovy3xfTPuiSf/K6kMK1cyRosYAyUVuSsrTVlqmbes9duurgmCNPu+ZBFfrUucp1ZO+UneWm05T7mCvG4HnwU9e8x3x9tJ57xacK0j/9H3e+B6FrHvyUPpY5ypJVbN8W8x45Sk0KG7lHvxcKpmkUT5ZXtWV5Jloh5jOhYPaK/nww0dLUlmUNK8hEbal2RG3xR9QWQRAEwZeJiYkNGzagLyMIuaG9vX1ychLNNH/kQG3xMZNXjwD12MmMi3zWBfglIwtacUBEq1jO1Zbbhs57+zqVcInD1rVvul+Frni7cq077zY7y1C7ch922SA891+x6Qwcq6Gh5e2XXVGQ/sk7rzkDoU33X6GPZY5SgqWrtmjppJBWJYVYKslyFu58sPcY5bApFGh0FovCBNmqLcuigJ9M4KObREiWT7XFvLW9NYZ3jDzO39dLhrM7arOJLheo1ZbCTwxuorbYzM/PU1UJM01YMTY2Rs5qedJzEKK2+CNqiyAIgsCgLmxXVxd6MYKQSzZu3JjP5UXUdUYVNQgUw2RkgxBj5agtkyP33LH5fGulgxkamTGnGj75D8/MAKxgwgubBbOstoSPu4zlWm3R0kkhLUoKsVSS5Szcef95hymHTaFAo7NYMAUnmqWptoxdo2aaaO3DZMG8Fa2kLE9j4RNedAkNp93piS9T7syXArVFJ3twOUqWldpibWy0ZKyRw/TbxGgHUZLlUm1xtRIzV8X+eIHziPXYBCpEdfU3UVvUBOGWFiO/FqGpqYm+3UZGRhYXF1FElSBqiz+itgiCIAg29B3f2NiIr31ByDHUKx0bG0PDzQ35UFtG7rE3YrAIGlzpQVHhgNCk8Yf9dB/yQ3qB5VhtGdykZppo7cNkwbwVraQsT2PhE150CQ3t13jiy23uzJcCtUUnu385Gt0y3bfFTFR5z6c8D5dj+DIiHznGyWKpLbYEY1tmu+QWWriMYpp6lGSVVFt8WaqV9fZfqvnyCkH28aJPUFEQst/4S58q5plEdrK6VVsmJyd7enrUXSsP6ol1dXUNDw/Pz8+j0Hwjaos/orYIgiAIhr6+PnzPC0KVMDAwgOabD3KgtiyPgpZ+lF76xX7E5LWmn5hxFA0CdRZWct2pLY6ZiSpnXOF5uBzDlxH5yDFOFkttsSWYMiwTtWVs6qbea97TurwmCGqLKYStLTrtTpXRfyGSQqex1JagmuRSbTF5oyTLpdrCZBSbwg8BfbmW4G9wM72lgILTrEO1ZWRkJI7I4tLY2NjT05N/zUXUFn9EbREEQRAU4auHNmzY0N/fXwNLi4UqYnJykpocNby2tjY0RD+6u7uRIQdUXm3xW/7jp7YsO8/f5mzKoMzvx2rHalJtGbxt6LxNZ7QsrwmC2mIKYWuL2q9RGf0XIil0GkttKUH38bN01ZYHC7bIXUarLYWzV/QyIhMtTW0p2P/FtgqpLaZV28lc3SRKMjfXsqlAJdSWpfks1lOrT71n0lyZwnqaD4FCRQk2ed219kLF9/I0daW2UDVCvqrWHLr2mOPbzzhnM9nWbUPbPrnT2MYLtpDzHaefd/i69StWrESGQpqamvr6+vK8vEjUFn9EbREEQRCInp4efKUXUi0/qgg1z+zsbFArJagbinRJ8Nz83MJ3H7Dtd79eQKwYlVdbwubzF26twn+adkeD9vwX7eTlm8FkTagt9xdskbuMVlsKZ6/oZUQmWpraUrD/SxmWptqi1ZOG1mPe03vnTWNTfCXRkkErObLXRJcL9NulxbW8qi0FKkPVPZMoSdOfEgVnnYJVtdoyNTXV2dmJ2hRyZNsJF1581c13Pnr3N2Yj2tZtQye+9fS99t4XRVg0NzcPDw/jqDlD1BZBEARB8GdgYADf5IW0t7cX7c4KQpZQp5aaJRpoISMjI0gUm7n7b2G/RS189wHEipGF2hKA/snaaCgYT9oZC4dMy0LJEn4ijpFpKLr0q/Xy7+FmsFpLaotWTxpaDjvjvGuGBm/jK4mWDFrJuvNMdLlAv11aXKsCtcXVSsxcFUtt0c7WY45UBS5PWnH2efG3/KotSyn93nHOFI9iyapabTGVL365Ylr1qi3uZz5xwMGHfPDD197+5WmmpJRk2z6588S3no4SLdra2nK4SbyoLYIgCILgA3VTfLfF7e/vRwpByBm9vb1ophbUjJN6MnR1qy1MQ2EUSip2mQFaiX9plmpTQ2qLq5WYuSqW2qKdLYetUwUuT1px9nnxt/yoLb4sSTCWtrK0o+2Dn9IPGGLqiZkC41EQMs8kogKXJBvzTCI7WZ7VFrLH79h8Ph7H09Bw1BFqO1jXQpNVqdpSuLFL+Hy6JKwa1Zb5+Xl3Sstee+/7wQ9fy3STOHbD8APHHM9/Y2hubp6YmEA98oGoLUK6LCwsoPl7wCsIgpB7Wlt5t5tGrQlOEzBQv4Q6SdSt3Lhx44Zqo6uri2pO9c/+ByUaUQwPD9PRe3p6UJtqgCpMjI2NpbQMja4J2qsFNWaE41HlagvZ0jOJ4F3aKPe6x4OGfMsTYXyGgtpG7tl26nqjuQQOJqtGbfFlSYKxtJWlHW3vv0I/YIipJ2YKjEdByDyTiApckmzMM4nsZFWgtjAZxaZwroqWS5bgM2XM9JYCrPkvlVBbcmWoYb7VFu8DhEWTt6pTW6j5sec677b7qo0XbBn52pNMLknEtn1yZ8taI3kuQV0134/QSiGjXyFdBgcH0fY94BUEQcg3/f39+NiySPwhL9QTClrSXI1s2LAhDTXKhW6Eq4VVI+3t7WlcMd/Wm8iB8qm2pGJGbUn/t2tj+VVbmIxiUzhXRcslS/CZMmZ6SwHW/JfqUFuW5rMs75J75Gl3PmiUkQK5ZHkWjPVc52V78FPXvGf5WMe8h6cRtWWphnnetyUrqy61hY7Y1NSEw3scc3x7zHVDUezCi69i2+j29PSgTpVGRr9CikxMTKDJaxAQBEHIMYuLi83NzfjY0iT7zT0/P79hwwZVMh1r48aNw8PD1E2pRqjm3d3dqstLtLW1Fe3rl82I9QjJlpYWuikDAwOoR/XQ19dHV8y0MbpiSa30MbgP0qLrFv+pDXWjtoz4756bsuVYbVmaz7K8S+669mvuN8pIgVyyPAvGeq7zst1/xaYzlo912Bk8TcXVliSt4MlETjS2idqiELXFUHG1hb6gcWDNO04/j8ki6dm2T+7cbfdVOLBHZ2cnalZRZPQrpMXoKDoNNogJgiDkGBoM4zNLQwPjBJ8vSENr1UGkv+6wKvGBd2ZQT0tNOWlqakqjk2dG3e3t7dV7lWzoKqkr1tjYmOzzFObn513FMP7krNpXW4o/jShFq5TakqQVPJnIiWZlOVBbzOYsgZNTYpqoLQpRWwyVVVvoS9ne6m7FipWXXjnABJG0bcfOh9YcuhY18Ojt7UX9KoeMfoXkmZub27p1K5p5IUghCIKQY9ra2vCZpUlwJLy4uKh6h11dXa6CowQLvKhO1NOIE9yZVbFx40YqtqmpaWxsDK4kOOKIIw455JDEt1Chej7/+c9/6KGH8DqU/v5+1UlNdgNmdz1Re3s7YuVSB3Nb7E0Z1JNrs7PqV1vM5ixxJ6fEtIqqLSH74yZporYoRG0xVFBtoe9QdSMUe+297zU33sWkkGzs9i9Ps61zE1lFGwcZ/QpJsrCw4Ls/nwHpBEEQ8ooZ0hiSlT+6u7upzKBxr5rpUPHOQUzUOL+5uTmprXPVbCPqzBUdRZTErbfeSsUSN954I1xJ8MADD6hiL730UriKMTExoQSXBLWkxcVFtlUhHSKmrlRH+7ZUwqpZbQnZH7cClhO15Rj13KJ0TNQWhagthkqpLfRdY1ZGE7vtvuqG4QeYCJKxHdl2AmqTwm8/pSKjXyFJ0K41HR1LHxA2SCcIgpBXBgYG8IGlSXDGAXV9qMCmpiZfGcKsea726S2EmoqSyGY31E+ioqjDNDU1BVdCmNkf//RP/wRXEnzhC19QxUZXWwh195Nds+YKHDFnaYnakqrVhtpymHpuUUUtF/u2pGyitihEbTFUSm1RE1oNW7cNMe0je7v9y9P77X8gKuRdvcRnsEZHRr9CkqBRe2zdunVubg4vNEgnCIKQV9rbC+agEknNpzBriIJGvGpii6Lap7fMzs42esSf3qIe25TsKhvFVVddpa52snummDme9D0IVzSURJXgOnN3r/ru7m7EykLUllStFvZtyYeJ2oJGE4BKJmpLVVjO1RbzK5Fi4wVbmPBRKbth+AF709wK7pgro18hSVSD7ujoGB8ftz0G5RQqyM/nf/35f33swo/efe7lXzz5/Te3vmtATCxxo9ZF9g+D//bwY0+j5VUPbNOWKF2ciKiJLUFriFiXpQamt6jfu2KqJFNTU1RIsjM+DJdeeql3sRNWW264AaO4q6++Gq5oGIkqwZNle+Vu2LABgbIQtSVVE7UlKRO1BY0mAJVM1JaqsDyrLfRVZf9KdPyJnUzyqKxd+fHPoWYeExMTqHe2yOhXSJLu7m7WlNHANfAKlYDGvTQAZqNiMbG07bizdwzc9vCvnnkWDTH3qK6bIebo1EapD77jKMLusiiqfXqLmlgR8wKqkXZfXx9eJ4pRW5Ltkl599dWq2FLVFkJNb0nw1rN2FVPFE7UlVRO1JSkTtQWNJgCVTNSWqrA8qy1mNS6x5tC1I197kukdFbeNF2xB/Sr3I5aMfoV0QQPXwCtky9M//dUH//FLbAwsJpalnXjuZz7/r4+hReYbfFppaPSLQGzUNnK+/WA2sUVRqZ5BgjQ3Nzc1NeFFWSixoOjgoTzOPvtsdalTUluClLUQ1CqkBFsdWxlHdwSBshC1JVUTtSUpE7UFjSYAlUzUlqqw3Koti4uL9tzJPGzX4trI157ca+99UcUK/Yglo18hXdC6NfAKGfK9J35GA1029BUTq4j9w+C/oV3mlfn5eXxaaRLcREP1S/CiEDYBwVDt01vUsqw462IaGxtjCgQhpKS2bNq0SRVbhtoyOztLGROcUaUmy9ggUBaitqRqorYkZaK2oNEEoJKJ2lIVllu1xf5IP3zdeiZzJGXXf+ZedYiTTzmLhSLaBz98rSqBaGlpSWNVcjgy+hXSBa1bA6+QFQ8/9vTR7x5kI14xsQrahR+9G60zl5jxjCFKby8iVJpvh8l3Yosiy+ktNM5PdvsSImQ6TxSU9NDW1obXSfP2t+M5KvlRWwjKGKVjHRFRW6rIRG1JykRtQaMJQCUTtaUqLJ9qi9plDIdpaLj+M/cyjSMRu+Qjy8+IvKh3O4tGtzWHrkUp6ey4H46MfoV0QdPWwCtkwtM//dVxZ+9gY11jp2waPvfyL/b2f2XgtofFxJKyT9zy72qL3BCZ7+qhB9FG80dF1JagiS2KzKa3qGok2xGJqbaonV+6urrwOmn+4i/+YukSJ90l/au/+itVbHlqS3Nzs6gtNqK2KERtiW6itqDRBKCSidpSFZZPtaWvrw/HaGg45vh2pm4kYudcVPCV8bHrP88SRLet25avTEtLC84hK2T0K6QLmrYGXiF9nvvt70/ZNMxGuWQ0BqYh8dM//RXSCUJqfPWbPzz9Q59nLVDZF+/7HhLljOzVFjWxpb29nQ40NjbmHbPh7LPPHhgY6OnpoYF3NtNbzBKqXKkt1FOk7AluYsI45JBDvJNOuEv66le/WhVbntpCjSRKxzoiorZUkYnakpSJ2oJGE4BKJmpLVVg+1Rb76Y2JT2yhAo8+9iSUrhkaeYQlK8nWWNNbpqamcBqZIKNfIV3QrjXwCulz812PsvEtGQ19RWcRMsa3KZ547mee++3vkSJPZK+2jI2Nzc7O4oXpBFsHpd6SnSAljNCTbOcsz2rL4uLiihUrvJNO+KxXrlypihW1xUbUlqImaktSJmoLGk0AKpmoLVVhOVRb7J5Sy9ojma4Rx4ZGHmFTWgwsZal24cVXoaBE+3VRkNGvkC5o1xp4hZT5+fyv3TVEF3707ip6Cq9QS3z1mz90FxZ94pZ/RzhPZK+2MBI/aETMrOD5+Xm4kiDPasvk5KR3xksk2CW1ixW1xcaIJgYEimEyskFI7ZmoLUmZqC1oNAGoZKK2VIXlUG2xH/y88YItTNcoz0J0FqLsLXKN7dj5EMpKczM4X2T0K6QL2rUGXiFldnzhW2xke8qmYZFahAry+X99jLXJ487ekcPpLXWrtnR2dtJxE1/PnGe1xe6YJtglVY9wVojaYiNqS1ETtSUpE7UFjSYAlUzUlqqwHKot6ptdccPwA0zXKMNu//L3UVwAcbbINdaydumjUlF2t6QMZPQrpAsatQZeIWXO2vIFNrL96jd/iJggVAh3D5cHJ2cQyw11q7aoDmvi+9HmWW3p6elZutYeCXZJ7WJFbbERtaWoidqSlInagkYTgEomaktVWN7UFvWsQMUBBx/CFI3yzDzmWXHyKWcluEWusY0XbEFxDQ19fX04n/SR0a+QLmjUGniFNPn5/K/ZmJZGuYgJQuX46jd/yFrmPwz+G2K5oT7VlpS2yCXyrLbYv84l2CVtb29HoaK2FCJqS1ELV1sWFxdVlA0sRW0xNj591z/c9pXzP/61N7//082vfGO9qS1jX/iEOiNRW2rJ8qa22PM3TzvzIqZolGfmSc8nn3KW2nOXqS0xt8hVdsPwAyjOezQBzid9ZPTrz4++2P/YRztsQ0AoETRqDbxCmjw4OcPGtDu+8C3EBKFyPPfb37PthM7a8gXEckN9qi0pbZFL5FltaWpq8k56iQRP3C5W1BYbUVuKWrjaQjQ3N1O05/1n2LlEbVH2r9+964y/v/+kv/26seM3Dv3yxw/b18q2Gp7bUnT7LZVM1JaqsLypLfamLVu3DTFFozw756LLL/nIgC2p4AAa449pu+2+ShWYzdMeFTL69efxT13I+hMICCWi2rQBXiFNvnjf9+wBLdnDjz2NmCBUlHMv/6LdMk9+/80I5Ib6VFtS2iKXyK3awm50Ul1SVqyoLTaithS1omoLjRAo2n7iejuXqC3KLvvsuC21KDt1y4OPfvsh+3IZqz21pef9Z6gzQnMJRiUTtaUqLG9qS29vL0pvaLjmxruYnJGI3XL3d3AAj/hb5Bo74OBDVJnNzc04n/SR0a8/orYkhWrTBniFNBm47WF7QEuW5VOfJyYmBgcHu7u7ccsbGrZv3z46Ojo3N4cUDkjnAVddgkvgAVc0FhYWkM3K6Otk7Nq1CymyuvKX/dNXWeNEIDfUp9qiFr8kvkUukVu1hfVKk+qSsmJFbbERtaWoFVVb1HdrY+OK+R/dZ3IptWX/A/Z9X8+769k6/nYnk1qMfXb0383lMmbUlrP+svP//O37q84OPvClVHlbbVl90EvIE+V5K955i9pSHZY3tcX+Ttmx8yEmZyRibBuXcy66nCUo2w5ftx6FZtXvJbI7UnUhaktSoEVr4BXSxFVbsnnyy8TEREfH0ldCENu3b0fSQhD2gKsuwSXwgCsa09PTKpd9hX2dDPt+wZUyorYU7TAlftCizM7ONjY20kF7e3vhSo7cqi3qGUy77747/SWS6pKqYletwlxlUVtsRG0pakXVFrPoz94oV6ktwjFnDjGRxbaLr/8GW1Vk1JaqxqgtU4/coTxRtv9UKUVtqQrLm9pib3nGtIyk7LJ//CwO4JHIFrnKTnzr6Sg0Rs+kVOp6bBOCqC1JgRatgVdIE1dtQSBN7E2zQqDhvTvJBTEPuOoSXAIPuKIxOooO+vj4OFwBTputW7eqBAp4U0bUlqIdpsQPWhSzBntychKu5Min2rK4uKh2V/mLv/iLpTNPqEtqin3Xu96lihW1xUbUlqJWVG0xbaz1iFeYXKK2KA5e95dMYWF25pXf+MlTy4JLjakt3ee8U3mmpqbQXIJRKUVtqQrLm9rS0tKiCt9r732ZlpGUsS1yB2/9OktQtp125kUotKFhYmICp5QydT22CUHUFqF6yV5tiSi1KGiQj2waBDzgqktwCTzgiobRTWZmlh+o7OtUkMde6qVALGVEbSnaYUr8oEVpa2ujI6a0Y1w+1RZVLHHppZeqfxLpkppir776avWPqC02orYUtaJqC2Hk0eEdH2PZ69ye++UjF1//DaawMDvzym889cPAfXOr1ybGMczu7OxEQwlFJRa1pSosb2qL2Ql+zaFrmZaRlB197EnqEIrbv/x9lqBsO3/TlSi0oWFkZASnlDJ1PbYJQdQWoXrJWG2x9/4gaBg/MTGxsLCgovSPu8KIsqioAl4PuOoSXAIPuKKBPIW54Cp0zs3NBUljSJEyorYU7TAlftBwpqam1BGjTD4vg3yqLT09Pd5JN9x5553qn0S6pKbYRx99VP0jaouNqC1FLYrasri4qJ5M1Ni4gsbYrIQ6t+d++cgnhieYwsLs1C0P/mC6pgQXajZqxxYi4hRFlVjUlqqwvKktaukxkZLacvuXv6/KVxx97EksQRyz1RbqD+OUUiajHnbVIWqLUL1krLbYsyTceSsGe90KZYHXA14PuOoSXAIPuCIwMzOjstgX39dJKKeCSWBIkTKithTtMCV+0HDMwwVmZ2fhSpR8qi1qIjTVTZVPJNIlNcWaViRqi42oLUUtitpCjIyMqGRNe+4x9cgdrBCx+x785qlbHmQii20hDyqqOpt9/F9bj3iFag/RRXOVXtSWqrC8qS3qghMprSQavPXrqnxFglvkktkridK4OL7U9dgmBFFbhOolS7XFbMVK0OgdXj/U6pXh4eFdu3aZmS8K5PdQnvHxcSPibN++nc2FsaFiqUxbyqFqBGVBCg/lGR0dNQeiQnzXcKqoQnmi5DJQlOqjEhP0f1B6pPCAKwAkKgWWUW2ggxceKkHaiNpStMOU+EHDUT+St7e343XS5FBtMbeYRiYJqi12saK2+CJqS1GLqLYQ1MxUyqY99xj7widYOWJP/fDhC64OE1zedsnXa0BwmXrkDjOrpaurC40jAiqLqC1VYfW2S+7Hrv88SvdIcItcMtklN0eI2iJUL1mqLWYrVoL+h7dEkN9jbm7OCBk2vvP97KO7sGkdBAIedCA2uUORVC5iZmbGNzFB/unpaaTTIOYBVwBIVAp2xu3btyvBS71UqARpI2pL0Q5T4gcNwWgN6c2nzaHaMjAw4J300pT7BNUWu1hRW3wRtaWoRVdbCCO4EJ1v20B5WWl1bkVXFZ265cHq3cNl9vF/7Xn/GY2NK1QD6OrqWlxcRMuIgMolaktVWN7UFmpsKL2h4eY7H2VyRnxLb4tcsiPbTkC5DQ0lvWXikFEPu+oQtUWoXrJUW+xZGzPObqwRQX6PIHmCYNNV7Gk1QbDH8cDrEXIgNvcEXo/oudjMEV+Y4AKvB1wBIFEpqIxbt261LyNiHnCljKgtRTtMiR80BPW44sbGxvT6HDlUW9SuwOpGJKi22MWK2uJLfLXlvrtvqG0b3vExdaYRW87IyIjZQ4FoPeIV/dv+lpVZ53bl9V9gIottp334vrtG/oVlybkNDVze9vrDccs9ynh4v8pIw3hWeH5M1TC62pLnc4lp7SeupxOM8qWQjdpidigjrv/MvUzOiG/pbZFLtubQtarYpqYmnE/6ZNTDrjpEbRGqlyzVFvWZpYCrdJBfMzo6qmZezM3NbbWWCG3fvl2lV9hreYzQQ1lsAYhNOYFXMzw8rA6kVjnB6xwIXk3EXHZofHzcLJ6i/+FNYv8ao+l0WMu4fJ2+qGQKuFJG1JaiHabEDxrE5OSkOhb1nOBKgbypLeas1fgkKbXFFKtunKgtvhjRxIBAMdyMNU/0ljM7O+veYsEm/MnQR7/7hue9ADNEqg76gKUPHzSFUkD+3BPlq5A+LZG6ponypZCN2mLPqrvy459jckZMS3WLXLK99t5XldzS0oLzSZ+MethVRz2rLZ/97Gdf+cpXNjU1HXLIIevXr6ePcqG6aDv5A5kNaNVnlgKu0kF+j8HBQXg9QvaFmZubU/unsDk1CwsLyOABrwdcHiEHIuD1gMsjYq5d1nOa2PwaYmJiArHCCTtwecBVDHMgu2K+Tl9UMgVcKeOqLWi1uUHNULBJUPig0op2mBI/aBDt7e10oMbGxpT2x1XQJaWj5EdtMT/KqbNOSm0x6qoqVtQWX0RtiU6pLYeaHF2l1tZW5BcKecnak5nIYlvr25dHj1UBfT7QR1nQHnBRQEG5J8pXIV0NpK5ponwpZKO22Ec545zNTM6Iaalukbtj50MoN83t6lwy6mFXHXWrtpxzzjlohkLV0vzqt7EBLe5uCuCQHnCVDvJ7uMuREPCAqxhI7QGXB1we0Q8El0fEXIODg3A1NJhZLTaIFQoicHnAVYxh/ThnW9PxdfqikingShlXbcHhc0yCwgeVVrTDlPhBfTHPNEl1YguRK7VlcXGxqamJCuzs7FSeRNQWKlat5jDFitriiyuaIFAMup50g+qKOBooDcJRimDxL7d97eQPcZ3F2OUD/4Z0uSeRhZ8oK/dE+e6okwYfRVzLRm0xX3BEy9ojmaIR01LdItd+/HPavSybjHrYVUd9qi1RNsIQ8k9Vqy1wWSDgAZcfCwsL1IBHR0ftxUcEwh5wecBlgYAHXB5wecBlgYAHXH/8Y8j2Lgx7MRFcHnAVw5ysLQP5On1RyRRwpUw1qi1vfvObUfvYUGk5UVvUb+BpT2whcqW2mJ7oyMiI8qjyiThd0v7+flXI2NiY8oja4kvZaosgJMJ93/opE1lse/QHPj+NCEIVkY3aQtizgHfsfIiJGnGMbZGb7L4wh69b2gFHMTU1hZNJH/mq86c+1ZbNmzejDQrVTJZqiy1thI/tFxYWuiM/AdoGAQ+4NFTOROHzlV2Q1AMuD7gsEPCAywMuD7gsEPCAq9BZFOQpdiAbJCoF5CwEMQ+4UqYa1ZYXvvCFS0uMkoBKW7VqFa5FAOqgqaotZmJLf38/XKmxZs0aOhD1zHAJSkSpQm94wxtQXDxUac3NzXidkNqiirUXgcdUW/bcc8/GxkZcgtioh3zb4DBlIWqLUNX8y91PMpHF2JkffeS53/0B6QShCslMbbE/zM/fdCUTNeIY2yL3lru/wxKUbbd/eXlKQYK/Z0RBvur8qU+15dRTT0UzFKqZLNUWs2iFCH8C9IS1WUlJu8Mi4AGXR/jjnw1I7QGXB1wWCHjA5QGXB1wWCHjAVegsCvIUO5ANEpUCchaCmAdcKVONakvizM/P43L4odKkp7YsLi5SP4MOQYPw9B5FZHjBC16gzigOK1asQHExMBvZ9vX1wZWE2mI+2WzpKo7aYuqZHjhSWYjaIlQ7H7tpmuksxrYPP45EglCFZKa2TE1N4QANDYevW890jXzaBz98LWpc1mO84iBfdf7Up9qingYqVDtZqi32drDhT8Axu0gSTJeB1wMuCwQ84CrUbggqfHBwcHx8fHp6eiHaLrlwWSDgAZcHXB5wWSDgAVfhSiK4IoAMHnAFgESlgJyFIOYBV8pUo9ry4he/GJMEYkOl7b333rgWAaiDpqe2mGUvGUxsIQ477DA6Vh7mtqiPILZ4Kr7aYp6ibRcrc1t8EbVFyAPP/e4Pm657lOksxh6e+iXSCUK1kZnaQrS0tOAYDQ033/kokzZyaEe2nYDqNjRE2QQnQeSrzp/6VFvch3EI1UiWagthKwvsKcgGewoMMTc3h4AHvB5wWSDgAVehdmM/1keBgAdcHnB5wGWBgAdcHnB5wGWBgAdcf/yjvbhpenoa3mIggwdcoZij2IfwdQahUirgShnZJbfo/NXED2rzxBNPqG1iqZ+UwcQWgkb7dDg6Ll6XiFJD4u/bMjs721i4ka0iptpi5qGwGsZUW5Z2bZF9WwQhNX75q+dOv/whprMoIz9FkU4Qqoos1Zbe3l4co6HhHaefx6SNvNn1n7kXdS1cTZwN8lXnT32qLaoXzth3333V72NCtZDlE6AJd5qJvTMLjfnZviquIoOAB1wWCHjAFZplZmYGAQ94PeDygMsCAQ+4PODygMsCAQ+4Cq+Je75BIIMHXKEgaeFjj+AKeBYSA0k94EoZV21Bq80Ntf0EaDpBVb7ZzzVt1BErrrZ0dXV5590wOTkJl0dMtcVMbGHFitrii6gtQn4I2TF34P/+EIkEoarIUm2hbz31GwaxYsXKG4YfYAJHrszeHzfjZUSEfNX5U4dqy/z8PJphIdk3SiEmA7c9zAa0CKQG01NC6OjocFUAxDzgskDAA67CCTWDg4OqTPo7Pj5uhwiVXgGXB1wWCHjA5QGXB1wWCHjA5cGm/JgthFUlu/02DEZqD7iCmZubUympKLgCnCGoxAq4UsZVWxDIDWacbKgZtcWMdeOLF9HJg9piZqCwiS1EHLXFiKruU7RFbfFF1BYhVwRt4PK2S77xk188i0SCUD1kqbYQ9N2HwzQ0HHN8OxM48mNbty1flmx2rGPIV50/dai2mP4oo7zOolBBsldbiIiCi+/yFsQ84LJAwAOuyFvkEtHlDAQ84PKAywMuCwQ84PKgM4U3lOHhYWQodiCGGenZJfg6Q1CJFXCljKgtlVJbjKyQ2RoiRR7UFjMDxa1GHLUl5Cnaorb4ImqLkCtC1hNdsSO7p8MKQlJkrLaYJbqKZJ/WnKCtOXQtqpjVjnUM+arzpw7VFrazhiHVN6qQBhVRWwh3XolNd3c3267FgBQecFkg4AGXh/3waZvt27dTTfCicFcXuDzgskDAAy4PuDzgskDAAy7N9PR0yAUhStotmDE4OKhSTlh7ffk6Q1CJFXCljKgtFVFb5ufn6bhULHWMpqYyHUVUXG0ZGxtbuqB+M1CIstUW8xRt32JrWG155slvP3XHNtue/WnYs/9tRG0R8kbIeqIf/NczSCQIVULGagvR19eHIzU0tKw9kskcebALL74K9WtoaG1tzX5iCyFfdf7Uodpiv2Fs3F/thJxTKbVFQeP87du3G5WB/hkcHHQ3srVRKRVwWSDgAZeGijVzatSB1IKdBeuxRJRAJSbg8oDLAgEPuDzg8oDLAgEPuAphF4Sgl6Ojo672hLAHXMF0632C7XJ8nSGoxAq4UkbUlqKj6MQPSqjJHUT2v+pUXG0JmYFClK22qGKD5iTXsNoSB1FbhBxyxY4pprMok+ktQtWRvdpC34D2Y+9OO/MiJnZU1q7/zL0rVqxE5RoaRkZGUO9ska86f+pQbTHjNBvqoSIsVA+VVVsEIQRRW7JXWwYG8OAnd9eSDKis2mJmoPT19cFVSHlqS9GnaIva4ouoLUIO+cF/PcN0FmMyvUWoLrJXWwjzhai49MoBJnlUym6+89H99j8Q1WpoaGtrQ40zR77q/KlDtUX1iRktLS0IC9WDqC1CbhG1JWO1ZWxsTC2rbm5urshExQqqLfPz8+o3t5Bd8cpQW+gyFi1W1BZfXLUlEbq6utgzoYpCt9u3zxMHqkap7Zyq4T4ELQ70ZqfbXWo1RkZGqLOHIpJAVYPegDhANOjNQs0eRSRBU1NTT09PlIUD9vSWV534oT9btT+KSAL6oOjt7Y1SDZu+vj71OZMUVFoZXyuUJdlq0C0O0r6DoEtH99H3qallQ9UYGCit+0Htubu7W32fJgW970qdbUHVoDdX9GpE/2qLg5k/S6xYsfKaG+9iwkf2NvK1J1vWHok6eZ8GZfdD4iNqiz91qLb4fslV5LdQISaitgi5RdSWoqPoBA9qpBb6m02Xy6WCaotRGUJ61ap8Ivr1aW9vV1lC9qI2rUjUFpuU1Bai1L5KsuKCoaRq0Bgy2XGswXcvoSDYPpcJUmo1kC1poiyf/OWvnnvbJd846W+/fsyZfGpAUpQ0qDYb3idOSdUwcwMTpyR5lE2dSJCSqhG030JM6N1X0g8h9LZCzmhk89VPn2b2h+pee++7Y+dDTP7I2I4/cVkAqmAXSCFqiz/1prbQ+wRNspCSviyFnCBqi5BbRG3JTG2hfqT6MZD6GWNjY/BmTqXUFrPve3t7O1x+lKq2mGVZ4VUStcWX9NSWkzvaf/7r2eh26CsOQc5EKakaT//iyX332xc5E6X7A+exY4XYd3/46MrG5X0NEqTUaiBb0nz0qivZsXyt/47vpKq2fPbWIXbEEPvSfXchW9KUVA1KjGxJ87WJe9mxQozuILIlTUnV+D9XbkG2RKF3HzV+dqwQo7cVckYjM5WBvvXs+UcHHHxIBQWXk085C/XwiCK5poqoLf7Um9oyNTWFJllIqRPthDwgaouQW0RtyUZtMVILUUGphaiI2jI7O6tOv7nY+qmS1Bb6olSzAOgmhq+SELXFF1dt+fPj1se3U07rLGnURPbFL+08uaOdlRPTqBrf+u5D7EDhRtV445tOYOXEtHe/5/RSq0GDalZIfKNq/OePp9mBwu36G65lhcQ3Gpo+/Ysn2YF87T/nfmRWEr3owNcaa16zjpVZhm3afFHEahijsT0rJL5dsmUzO0pRoyyskPhGp8aOEm506eg+skLi2/brrmIHCjdqzxvPPYsVEt9K0r/IqBr05mKFGHN15MzUFsJ8nyp2233Vtk/uZDpI2nb7l6cPX7ceNfDo7u5G/SqHqC3+1JvaYp6RyahsN10oD1FbhNwiakvRUXT8g9pSS3mj/QSpiNpituQo+hUWXW1ZXFw0W2wUfcK6qC2+uGoLG0iIiVXQLh74lhJcmE187wmWUkwsn3b9Ddfis1WTpdpCsGVfK1asvPDiq5ggkp7dMPzAAQcX6E30rU3f3ahc5RC1xZ96U1uCVkVOTckD8KoPUVuE3CJqS9pqS66kFiJ7tcV8nUVZCRtdbTFKQZRbI2qLL6K2iOXZ7pz4PtNZlP3DTd9mKcXE8mkVV1uIgYEBthXUyaecxWSRNOzKj39ut91X4ZAenZ2dpe7VnRKitvhTb2pL0K5LCAtVhagtQm4RtSVVtWV4eDhXUguRsdoyOTmp+nktLS1RftGKqLaY6Z8RfygTtcUXUVvE8myz//3j0y77dya1kJ2y5RsspZhYPi0PagsxMTHBtgDfb/8Dt24bYvpIUrZj50PHHI/d6w0J9tziI8Npf+pNbbGf3WVIsLcnZImoLUJuEbWl6OdqeQddXFzs7u5WeYmcSC1ElmoLHUX18BobGyejPWwiitpiFBz6G/FERG3xRdQWsZyb2ivXtf/3gxmWUkwsh5YTtYWYnZ11H2+/5tC1ye7kcvOdj77jdL5tcFNTU6nP1U4bUVv8qTe1xfdpiOGPchByi6gtQm4RtSUNtWVqaqq1tVVlbG5urlTvypfM1BY6BF1b7xqUoHEUVVvo2prpQtE3MhO1xRdRW8RybhPfe4LpLMpuuPM/WEoxsRxaftQWYnFxsaurC/WwOLLthPiay46dD51xzma2dIigr86Iv7Vkiagt/tSb2sKW2CnysI2zUAaitgi5RdSWoqPoUg9K43nzAd7W1hb+CJ7syUZtmZ+fN3pTSfcrXG0pT8EhRG3xRdQWsfzbKVu+waQWsp7r/x9LJiaWQ8uV2qIYGxsz3842e+2974lvPb3U5UU3DD9wxjmb1xy6FqVYNDU10VdMHvbEdRG1xZ+6Uluod46mWkhfXx9SCFWFqC1CbhG1pegoOvpB5+fn7YF0b28vAnkiA7WFeldmxnKpFyFEbaHLa2Z99vf3wxsNUVt8EbVFLP92+acfZVIL2VsveXD2v3/MUoqJ5c1yqLYo6KuQvtRQp0JWrFh5/ImdZ5yzmWzbJ3eS3TD8wN3fmB352pPq5YUXX0Whd5x+3n77H4g8Dj09PXn7qclG1BZ/6kptMd1NRt6WvQkREbVFyC2ithQdRUc8KPVdzC50TU1NFXlaf19fX9GeXNpqy+LiYns7tscLF2V8MV9/7ETKniyjCFJbpqamougvntgiaouYWAVs59f9n0z0pUd+wFKKieXNcqu2EPRl3d/fb1bmJkVnZ2f+n58raos/daW2DAwMoM0WksOVb0IURG0RcouoLfHVFuo82ZvPVXD10NDQEFVgw4YNIf25VNWW+fl5VT5R3kZjqnzCPgXquplZLWUoOESQ2kI0NzdTGwjXXDyxRdQWMbEK2NR//YjpLMr67/gOSykmljfLs9qiWFxcHB4e7urq8t3CIjqtra19fX3511kUorb4U1dqS29vLxpvIdSRRQqhqhC1RcgtorYUHUWHHHRsbMyIC0RTU9PAQCUvIHWbTIcpSHNJT22xnzHZ3t5OlUGgFFy1hTqC5qTKk1qIELXFfOFSSwjSXDyxRdQWMbHK2F/9/TeZ1EJ28cC3WDIxsbxZ/tUWm5GREfp6Kmm2C/UoqNtTdo+iUoja4k9dqS2+W0ZTLxZhodoQtUXILaK2FB1FuwelKvX397Mnx/X09ORBELfVH8LVXGKqLRMTE5SdvqTwWkP9LVsTKU9qIWy1hQqxn6IdZ+eyELVlbGxMhRTUHtw0ntgiaouYWGXMd+uW0y77d5ZMTCxvVl1qi4G+MameBH1HEPSdRT2H9vZ29XJ4eJhC1BlA6ipE1BZ/6kpt8d0suq2tDWGh2hC1RcgtorYUHUWbg1L3ggb87PO5qampp6enbPEicdyRPGFrLjHVFrWJOxWC196EGqOJNDY2xpzdQ/VURe3cudOsz4r/FO0QtWVqakqFbKhV2CnpvERtEROrlO0Y+y6TWpTN/OJpllJMLFdWpWpLzSNqiz91pbb4TuJyf0sUqgVRW4TcUudqCw2hqUD6p7OzUxVewyjNRalFZc89IZT0MDY2ZtYN1SpKc5mfn6f/bYEpJqK2iBW1d5/ZdcedtzFn3dqdE/4b5U587wmWUkwsVyZqSz4RtcWf+lFbVMfOJcEBhpAxorYIuaXO1RYz0aPmhQOisbGxp6dn3333bWpqwvmXhdJrLrjgAlVsbbN69eq///u/p382lrtljIuoLWJFbfdyedvbT/7cHTex0qrIZv/7xzvGvnvDnf9hbMuNk93XPPzmzV937eyPfbPn+v932mX/bkswO7/+fVammFilTNSWfCJqiz/1o7aoVfEu7vxnoVoQtUXILXWutqgdUtUeb1SsL+qgBx100Omnn75582Z488rrXvc6VWEbpbPMzs6q75fynhZkoKNQIR/72MfoutH/Z5999jvf+U7v4Mnw4Q9/+FKPTZs2wZUmdE+9i8RRE1vofJU4MjIyok4/PqK2iBU1aCfl8qpXt/z9tit+OFuVusP4rv88Zcs3bAElut30le+x0sTEKmiituQTUVv8qR+1ZXh4GO/IQqp6O6I6R9QWIbfUudpC/R4qMHyRSOIHTZX29nZVYYXRWVSU/idnzK1VJicnqZDW1tY4y5Hyg/sLh9FZCLp0dA2JBE9W1BaxogbVJB57v3jv95579lf+bYwVnn/7fz+YKUNwueHO/2DliIlV1qpabZmamqLajo2N0TeFgr4ZyVNFpxCEqC3+/Obp7y989wHbEKg5+vr68I4sxHSXhapD1BYht9S52kKoRwuFTB5M46DpsdrbiYZgOgthhIP43yZqm5v+/n68rmbo1qsrRtg6i0LpU/QXr5MgWbVl7v5b2G9R0TtI1KpRAw0bKohVyqCXBHPAofsc+rqXMtv/ZS9GuJDj3nDsp3b809O/eJIdJc9WquAiUotYDq261BbqbtHXulphHQX6xqQvx2oUX0RtqXfcfhhB/WOEhSpE1BYht4jaMjExQR+wTU1NdCC4CknjoClBnR6qKp0O01kUXV1dFE1EOFDTW0IuWhWhZgO5OguhHg6diD5lI2qLWFGDTLL77ns2rdpjD/zPeM2JLzvjH9f37HyzbR0Xr3vV+gORopCXrXnZxX+3edf3HmHHyq39vx/M/NXff5OpKr72j7d+m+UVE8uDVYXaMjU15T5vsSSam5vpey3B9bZpI2pLveOrKdJ7AGGhChG1RcgtorYQasxJn72+q0VSOmga9Hj4SgNqh5rVq1cnJRyoAltaWpJVIjKGKu+rsxCTk5Pq+YCJ9yBFbRErahBIdt/90Ne99NzBE9Yef9CqPVfBVcgBh+7z1g++9gO3vsnWXDZ+8vjXv/2QF+27JxIVUkUPPJr6rx8VFVz+4SaRWsRyajlXW6gycUQWF/rSpK+V/K8yFrWl3vF9NEZnZyfCQhUiaouQW0RtIahnoDocLS0t7g5ZjY2NFOrr68PrHDM/P4//LKamptra2ugU6EQmJyfhTQK1noi+s6p3WzHfK0YMDw+nd99FbREratBFPLXFaChvOOvV++y/FwKFvGjfPdve+Ypzb9hgEpO9/6YT33zhaw44dB8kKuQ1rUdc988fz/9OuuGCi0gtYnm23Kot1Blgu7zZHHDwIYevW3/yKWedcc5msm2f3Knsgx++VnmObDuBEiC1A/UKYm4PlzaittQ11OlHUy2kt7cXKYQqRNQWIbeI2qKYnZ01PQ/6vLV/maGXra2tVbpkpq+vT6kGvkJSTOgqdXd3q4vW1dVVA6uKCLpKZoZpShvTiNoiVtSgiBSqLcrevW396rXNCDu8av2B77z8KJaFPK858WVIUchLXrL/X1943jcffZBVIFf2n3M/Ou/qh5jOQnbxwLdm//vHLLGYWH4sh2oL9Xbc7yDFmkPXbrxgyw3DD9z9jdkodvuXpz/44WuPP7FzxYqVKMKCeh25XVskaktdMzU1hUZaSM41QiEcUVuE3CJqi83Q0JBaPNLY2NjV1UUHoo5RNdLX10fdKXUuBNOPkoUumpmS2draWqUXbXh4uKenR22ZTNA/5MQZJo2oLWJFDVqIn9qi7IKb3vi6tx6yqsl/T5f9X/biE88//P03nWhnOfeGDX9++iv3femLkKiQt7395KGbb2TVyI/N/OJpJriI1CKWf8ub2tLf369+gLHZb/8DL7z4qh07H2JiSnQb+dqTW7cNHXO8z2SZ9vb2oDmkFUTUlrpmZGQEzbOQsbExpBAqysOPPX3zXY8O3PZwSXbOZV9kA1qWQExM2Ze+/vgT/5Xp15KoLYzZ2dnOzk63O1Kl0LlksMxncXGRbspq/Tikqqa1tdV3G5cEEbVFrKhBAglWW4y9+cLXNB+8N1IX0rTXqnVvefmZHz/WTv+BW9/01g++9uC1+yFRIa96dcvfb7ti6ok8Ls+xBReRWsSqwvKjttDXtNop32a33Vedv+nKka89ydSTsu2aG+9yVxhR3yDZVczxEbWlrunv70fbLKQ2ZmhXLzQG7u3/ytHvHmTjUjGxNOzk99989dCDT//0V2h/aSJqSxDUJerr66NjVSNUc6p/evNZglCPNkAlqo2BgYFsdvwVtUWsqEH8iKC2KDvz2mPXvKZ5j1X+U13WvGb/t37wtSzLGf+4ft1bXo4Uhez94r3fe+7ZX/m3MVaritvsf//44oFvnXf1QzO/eJqFxMRyaDlRW+irTW3fZlixYuVpZ150+5enmVySiG3dNnTAwYfgSB5NTU25WlUkaktd09PTg4ZZCMJC5jz82NOnf+jzbDgqJpaN/cPgv/18/tdoi+kgaosgZIyoLWJFDbJHZLXF2OveekjT3v5PL9r3pS/689Nfef6OE+z09PKE9x0WtLzoqLbXf2rHPz39iydZ9Spos//9Y5FaxKrF8qC2TExMsAewHL5u/c13PsokksRt4wVbcDxNfjpvMq6ua3w3iG5paUFYyJDnfvt7dyAqJpaxHf3uwa9+84dolCkgaosgZIyoLWJFDWpH6WqLso6Lj3zpy/fZw3+my+6vOfFlp/9Dm5NlHR0LKQp5yUv2v/jvNu/63iOskmJiYuFWcbVlbGyMrYw++ZSzElw6FG5btw3ttvsqHNiDvv5Qs4oiaktdY7bos2lvb0dYyIpfPfPsuZfzzVbExCplN9/1KJpm0ojaIggZI2qLWFGDzlGu2qLs3METWtYfuGpP/6kuBxy6z5svfM0Hbn2TnWXjJ49//dsPadrLP8upp3XecedtrKpiYmJBVlm1ZWpqymyWr7jw4quYIJK23TD8wH77H4jDe/T19aF+lUPUlrrGd2vG7u5uhIVMeO63vz9ryxfYEFRMrLKWkuAiaosgZIyoLWJFDfJGPLXF2LFdLfvsvxdKLORF++75+rcfcu4NG+z077/pxBPPP3z/l70YiQp51atbrvvnj/9w9vuszmJiYswqqLbMz8/bP+HvtvuqbZ/cyaSQbOz2L0+zrXMr/uwXUVvqF3dQoejv70cKIRN6+7/Cxp/KTjz3M1cPPfjg5EzGT40R6oSHH3v6i/d974P/+CXW8IxR20PS5BC1RRAyRtQWsaIGYSMhtUXZX/5924Gv3BflOrxq/YGnfPj1LMs7Lz+K/EhRyN4v3vuvLzzvm48+yGouJiZmrIJqi703xYoVK6+58S4mgmRpI197smXtkaiNt2nu1NQUKloJRG2pX8bGxtAMC8nVNs41z813PcoGn2RHv3tw4LaHf/XMs0gkCGnyvSd+duFH72aNkIzaYeKb5oraEgR1BahXRMeqRujbpFIPXJyYmKDr1t/fj6pUAwMDA1TnzDp/oraIFTVIGomqLcr+esdfvObEl61q8t/TZf+XvfiE9x32/ptOtLOce8OGtne+4kX77olEhZx40huHbr6R1V9MTIysUmpLb28vjudx6ZUDTP7I3m6+81F7SVFLS8v8fMV+uha1pX6hDh/aYCF5e0p5DfPcb39/4rmfYYNP8nx7+idIIQhZMXDbw6wpkl099CDCCSFqC2N2dpa6Kb5baFUdq1ev7u7upguIc0sT6kFu3LiRPfig6qD73tPTk/YVE7VFrKhByUhBbTH2hrNe3Xzw3jhMIU17rVr3lpcf/55X2fbnp78yaG0Rsd9++777Pad/asc/sRMRE6tnq4jawn68P+3Mi5jwUSm7/jP3rlixEtVqaOjq6kKNM0fUlvqFKZGGxcVFpIjGxMTE9u3bkbmhYevWrcPDwwsLCwgLwdBQlo08jzt7h6wbEirFJ275d9Ygyb73xM8QTgJRWwz0SUsfwmbzrNbWVjoQQR0X6h5VEarabW1t6kSI7u7u9H5Empqa6uzsxJEaGjZs2KAqUF309PTQHcc5eFdsdnYWZ5g0oraIFTVoGGmqLcrevW39mtc077Eq4PFFJXLiSW9kJyImVs9WEbXF/i475vh2JnlU1rZuG0LNPCo1n0DUlvrF7rAampubEY7A9PR0R0cHcjqMjo4inRCAO7HlS19/HDFBqATukqJP3PLviCWBqC2K+fn5DRs2UOGNjY008GYj7QrOd40DVZuulXokAXW/0piyMTw8rPSp1atXDw0NVemFMtB97+vrU1eMvnwnJiYQSBRRW8SKGtSL9NUWZRfc9MbXvfWQphf5P4ooOqK2iInZlr3aYq+TOODgQzJ72HN0O+OczahfQ0NbWxvqnS2ittQvthhpiN4QZ2ZmkCcYEVxCePixp9mw8/QPfR4xQagQ33viZ6xZnvz+mxFLAlFbFGomiK8kMTk52dnZiRdVyPz8vNotb/Xq1ckKLn19fd4NWXqgY6lzMEPYvHnzOeecgxfJ8eY3v/mVr3xlFD2I0nR3d9N5NTY2pvHoBFFbxIoa1Ius1BZjb9nUuteLm3Ds0hG1RUzMtozVFvoittfzbt02xJSOPNjI157ca+99UcUKbU4qakv9wh6KrqBuGcLFUL3DoszMJP9Yk9rgHwb/jQ07v/rNHyImCJXDfUpRghsJidpCKNWgtbXVVzJQsw6rff8sNcIPOscyoB4SFUhfW8n2HR944AEqlki2B/boo4+qYq+88kq4iqF+IUzj0QmitogVNagXmastZHREHHv33U/868OjGFKL2iImVmgZqy3mJxBizaFrmcxRtl3/mXsv6t1+9LEnqZJPPuWsSz4yMDTyCEsW3c7fdKUqikiwWxIdUVvqlNnZWbS7QiKOK3bt2oUMHh0dHUpVob9MhRkeHlZZBMa5l3/RHnMe/e7B5377e8QEoXJ88b7v2S2TjDyIxUbUFhpLN3r46inkVAet6uktBPVm1AyX/v5+uGJAX1h0xai0xKd+UPW8651MPQ133323KvbSSy+FKwKq57p69epk+4KitogVNagXlVZbWCjIkFrUFjGxQstSbTHfy4rrP3Mv0zjKs66NPSjR4ZKPlP+oozWHrkUpSX/dR0HUljplYmICja6QiOLI4OAgMniMj48j4G3mAq9HR0cHAkIhp2watsecZ235AgKCUFGe+K95u2WS7fjCtxCLjagtag0RjavxuhB7O61qn95C9aeuWHNzc3ztoKdnqftFf/E6OYzakuwPA1SaKrYktYVIUKIyiNoiVtSgXojaIiZWzZal2mJPbElqc9yTTzkLJQZQtuBib5fb0tKCc8gKUVvqFNMXZETcpY9NYJmbm0PAA14NvEIhbIvcCz96NwLpQ3d5cHDQvonbt28fHR1l99EG6TzgqktwCTzgisbCwgKyWRl9nYqZmRl6k5p71NHRQbds165dCKfJz+d/bbdMsoHbHkYsNnWutiiZu7W1Fa8LMRNbFNU+vYVQDXhoaAivy0L9gNbc3Ez/wJUcl156qbrayaotn/70p1WxV199NVzRUG2gpO3qiyJqi1hRg3ohaouYWDVblmqL/SDCRCa2XNS7/HzbEAZv/TrLGNHs6S2Jr9gNp64HTiH85unvUwfCNgRqBbfTo4jYnR0fH6exHw3Rt27dSrng1aiiDPAKhbAxJ41CEUgTGuyFPEaKoHuKpIUg7AFXXYJL4AFXNMycL/sK+zqJ0dFR5XehdxwSpQlrnKK2IBYb9cEbZWKLotqnt1A/j84ipmykpp8keBdsjNpy5513wpUEV199tSq2VLWFUNNbEuwii9oiVtSgXojaIiZWzZaZ2mL3lFrWHsl0jTLslru/g+I0H7v+8+S//cvfZ2uLLurdbmeMbhdefBWKSK1HEYSMhP15/FMXsv4EArWC2/0impqaEI6B/XM9kc3gsBphY84M1JagCU2Mjo4Od5ILYh5w1SW4BB5wRcMIKPayu3BnEBm8p1jjFLUFsdiopz77aihsYouiBnZvoa+VmDM11EWLOO+yVM477zx1qZPtkhq15Z/+6Z/giszQ0NKE5wSXTYnaIlbUoF6I2iImVs2WmdpiFuESGy/YwnSNMuyyf/wsivM456LLTWho5BF4NSZUku3Y+RDyZ/4oaFFb/Kl5tcWeAGYImt9eEjRuRHEeNHREQCiEjTnTVlsiSi0KdzyPgAdcdQkugQdc0VCzwAj7KV2uc25uTnnCSWnkaWCNU9QWxGKzevVqKhAvCnEntiiqfXoLfa3QWeBFWcTXa0I4++yz1XVOtkt6ySWXqGLLWEU1NTVFGTds2IDXsRG1RayoQb0QtUVMrJotM7VF/QqiuGH4AaZrlGFsxxa2XAhejR0qyVrWHokiGhqos4eTSZ+6HjiFUPNqC3Ve0dws4v+OSmNFtlBlYWEBMaEQNuZMVW1hz5Dq7u6m4bq5NfSPu8KIbRECrwdcdQkugQdc0UCewlxwWU57YgvdEXMXpqen7RuU9vQW1jhFbUEsNlTa6tWr8cLCd2KLotqnt6g+Wdndmvn5ecqe3s9QZ5xxhneZE+6Sbtq0SRVb3p41lDHBbfxEbREralAvRG0RE6tmy0ZtmbUea3vAwYcwRaM8u/4z937s+s9f1Lv9nIuWviZYVB3LwKLRbeMFW1BE8JruNKjrgVMIta22LC4uoq0V0tvbixTlYn6rVyS772CNwcacqaot9oa4IQN1+/ZRFng94PWAqy7BJfCAKwIzMzMqi33xfZ32LWCCl0mvgDcdWOMUtQWx2FBpvmpL0MQWRWbTW6jz0dTUlGznLKbaonSo9CQntUkKkexZv+9971PFlqe20F3wbSflIWqLWFGDelEraguNOb/4pZ3MKSZW85aN2mJPlj/tzIuYopG4Xf+Ze3EwD3uRUal2w/ADKKWhgb79cT7pI2qLP7WttgT9jjowEGvkYw8UiQ559nMobMyZntpiP5M7/KbQeL67u5s+RmmczyYlIb+H8oyPjxsRZ/v27UwasKFiqUy7eVA1grIghYfyjI6OmgNRIb6LaFRUoTxRchkoSvVRiQn6Pyg9UnjAFQASlQLlokMTquaqHBuVTAFXOrDGKWoLYrGh0txRtPpApgH2hg0bent7vWM2vOENb+jq6lLLcDKb3tLY2EiHS/B8iZhqC/UUKfvGjRvxOmmOOuooKp9ItktKt08VW57aQo1E1BaxLA3qRa2oLX9+3HpqXc9//vNVM/Nlzz1XnXJa542fHnj6F0+y7GJiVWrZqC32pi1btw0xRSNxY4uMrhm8iyUoyXbbfZUqJ5HdMyKSbpe9eqlttWVkZEQ1NUac9ySTWoiQxwkLBBtzpqe22ItTyt5GB/k96M4aIcPGdyqTfXQXajZIp0HAw12YpkgqFzEzM+ObmCD/9PQ00mkQ84ArACQqBeQMBumcmUeJwxqnqC2IxYZKc0fRAwMD9N5ZXFxUL9lBp6am6P80Hn7MMCq87xu5bHKuttCAzTvphLuk++yzjypW1BYbUVtya0q8IGpJbYnIysaVIruI1YZlo7aYn4WIa26MpX0UtUs+MoAjeRx97EksQal2wMGHqKLS2w/ORdQWf2pbbbFVSZuyO8RMaqFhashMB0HBxpzpqS3brVkbM9YWrSWB/B5B8gTB7rs9rSYI+3E8BLweIQdic0/g9Yieay7ClrRMcIHXA64AkKgUkDMAurZIl/4aPdY4RW1BLDZUWtFRdOIHjciQ9ygcYmpqCq4kyLPaYi8+T7BLqvaaUYjaYiNqS24N6kVdqi0GkV3Eqt2yUVvs75QdOx9ickaCxqQWgu2eW4Ydvm75wwHnkz6itvhT22qL78SExsZGhEuEBn4owoPGujKrJQpszJme2oIb4wFX6SC/ZnR0VC01ontta23bt29X6RX2Wh4j9FAWWwBiU07g1VDrUgdSq5zgdQ4EryZiLjs0Pj5uFk/Zz9WiNMqpgNcDrmIYTYfeGnAFOMOxa1u2ahYR1jhFbUEsNlRabtWWnp4eOm5TUxNeJ0Se1RZ7mmeCXVJVZ4WoLTaituTWoF7Ut9pieP4Lnn/KaZ00cP3PH0+zksXE8mzZqC3qa13BtIwEjW3XQlzykQGWpgw78a2no7gYPZNSEbXFn9pWW8y+gDblPQGBSS00IBSpJSJszFlFasvg4CC8HiH7wlBjUPunMHVgYWEBGTzg9YDLI+RABLwecHlEzGVPFWHza4iJiQnECifswOUBVzHMgeyK+TpDCJG00oA1TlFbEIsNlZZbtaWtrY2OS70ovE6IPKstfX19S9faI8EuqT17VNQWG1FbcmtQL2pRbdltr5X4ryxO7mgX2UWsWiwbtYUGjKrwvfbel2kZSZkrtXRt7GFpyrPTzrwIJToT3tMj1pduDVPbaot5n9iUsTkz25KDTVIQwmFjzipSW9yJFQh4wFUMpPaAywMuj+gHgssjYq7BwUG4Ap5TjlihIAKXB1zFMIqkren4OoOwpZaOjg7f2iYLa5yitiAWGyott2qL2iK3p6cHrxMiz2qL/SioBLuk9jQ0UVtsRG3JrUG9qEW1hdK/71NvOOyNLxXZRazmLRu1pampSRW+5tC1TMtIxNKTWsjO33QlCm1oGBkZwSmlTKwv3RqmttUWtLJCSu1ksykDIrWUChtzVpHaApcFAh5w+bGwsEDNZnR01JYPCIQ94PKAywIBD7g84PKAywIBD7j++MeO4O1dGPZiIrg84CqGOVlbBvJ1+sKklmzmjrHGKWoLYrGh0vKptqS0RS6RZ7XF/uEhwS6pmiWkELXFRtSW3BrUixpVW4y95W9fA28M1h/bJrKLWD4tG7VF/TZDpKG2pCq1kNlqS+IdniBifenWMDWstrhjCUV/fz9SRICGzfZgNZvf22sMNuZMT22xh+vhY3u6id2RnwBtg4AHXBoqZ6Lw+couSOoBlwdcFgh4wOUBlwdcFgh4wFXoLAryFDuQDRKVAnJaVERqIVjjFLUFsdhQaflUW4bS2SKXyK3asri46J0xSLBLanqihKgtNqK25NagXtS62vKuK18Pb0PDfi9ftfvey2/VMqCjbL/uqu/+8FF2dDGxSlk2agt9PanCE19J5EotJ59yFksT0+yVRGlcHF9ifenWMDWstoyNjaGVFVLSfCqzDiIKyCMUwsac6akt9s0aDX0CtL1ZiT2hg4DXAy4LBDzg8mBrzYJAag+4POCyQMADLg+4POCyQMADrkJnUZCn2IFskKgUkFNTKamFYI1T1BbEYkOlFR1FJ37QKKS0RS6RW7VFlWxIqtdlZgkpRG2xEbUltwb1op7Ulra/fDl5zvuXE4446cCYsstBBx94yrve8dGrrmTVEBPL2LJRW9TXuoJpGXHslru/g0I1Rx97EjlZspgmu+TmiBpWWwYG+PO0FNF/0lwo3OK0KMgmFMLGnOmpLfZ2sDRoh9cPe7sBpsvA6wGXBQIecBVqNwQVPjg4OD4+Pj09zZoQMnjA5QGXBQIecHnA5QGXBQIecBWuJIIrAsjgAVcASFQKyOlhSy30P7xZwRqnqC2IxYZKy6faQrWig5axe1dRcqu29Pb2Ll1oTVJdUiYoiNpiI2pLbg3qRf2pLcZe8efNCJTLQQcfyKohJpaxZaO2dHV1ofSGhpvvfJTJGeXZLXd/5+hjT0KhHmlILWRHtp2AAzQ0LC4u4pRSJtaXbg1Tw2qL+g3TJXqbY6PooiCbUAgbc6anthC2shD0RBs2X4nNpIDXAy4LBDzgKtRu7Mf6KBDwgMsDLg+4LBDwgMsDLg+4LBDwgOuPf7QXN01PT8NbDGTwgCsUcxT7EL5OG/texJFaZmdnBwYGaITT19dX0nCXNU5RWxCLDZVWdBSd+EGLYj7Sy5MGwsmt2tLa2kolH3LIIUtnnlyXVJ3vAQccoIoVtcVG1JbcGtSLOlZbXn3CSxFoaGg5bv8yZruI2iJWcctGbbEHktd/5l4mZ5RnXRv54DSpkpmtOXStKj+NybxBLH3p/u/vnvnf3/36D799xhi9hIf+Gvvtr3+PBMbzDHmW7Ln/WTKd/fe/9V4WGFLqBJRFmY66ZqVHFi/X7571DvS73ywZ1WSpVkum/jfpbbPL8U72mf+1PL7231MP/PSBW+YeuOUn/3bznGe6Av/zu2d/RSdIaZZO07M/aIPnuV/9joySPYeUXmJu+jL+5n89U6cDv2d0sl7egpNSNV+6aNZxzdHVTQ3HfgqDobm5GeEIhO/B4YJsQiFszJmq2uJOM7F3ZqExP7un9FKFDAh4wGWBgAdcoVlmZmYQ8IDXAy4PuCwQ8IDLAy4PuCwQ8ICr8Jq45xsEMnjAFQqSFj72CK6AZyHR7UA43o5I7sCmr68PsWKwxilqC2KxodJyqLYoYbSxsXF+fh6u5Min2mLu8tlnn63+SaRLShdQlfa+971P/SNqi42oLbk1qBeitni8b+B48qhFRi/ccwW8xRC1Razilo3aQp1JlN7QcOXHP8fkjDLsY9d/HsWFcvSxJ7GMZdhee++rSmtpacH5pI/3pfuH33n/C3WB+kGPQR1ihCOAPJFBNqEQNuZMVW0homtkviN8xDzgskDAA67CCTWDg4OqTPo7Pj5uhwiVXgGXB1wWCHjA5QGXB1wWCHjA5cGm/JgthFUlaQjqbhiM1B5wBTM3N6dSUlFwBTht2MUJAqkDCNpZKeLYjzVOUVsQiw2Vlje1ZXFxsbl5aQp9V1cXXImST7WF3ghLV9nbHl79k0iX1LzvPv3pT6t/RG2xEbUlD/Z/rtzy9C+eZE6oF6K2eCi1RZmdpan5hW94bwuzxt3/VEVFbRGruGWjtpgvUOKMczYzOaMMY2uIgjjnostZxlJtx86HUFY6S6eD8L50//Cc979QF9iPSzAk3pcVisLGnGmrLUREwcV3eQtiHnBZIOABV+QtconocgYCHnB5wOUBlwUCHnB52LNIQqARFDIUOxDDTJ+xS/B1GuxNdsJBhgB8RVWC/EgRCmucorYgFhsqLW9qi9k3vaSN0qOTT7VFzfFsampS5ROJdEmVrkFfst/73vdUsaK22Ijakgf78+PWv/FNJzDBBeqFqC0eQWrLAWv3Mn5jq/b9MxUVtUWs4paN2mJ3k1rWHskUjVLNfQ5REB+7/vMsb6lmP/45s14W4X3pitpSN8zOzqKVFRJ9iYGQFGzMmYHaQrjzSmy6u7uDHnyDFB5wWSDgAZeHvdWrzfbt26kmeFG4qwtcHnBZIOABlwdcHnBZIOABl2Z6ejp8LklJuwUzBgcHVcqJiQm4ApwGEy0KMvjh6gU2SBQKa5yitiAWGyotb2qLGoo3NTWltF1cDtUWOlM6X1VssmqLmiXU2dlpWpGoLTaituTBlBLBBBeoF6K2eIjaIlallo3aQrS1teEADQ07dj7ERI2S7KLeqFPvB2/9Ostbqh2+bvmTIfrDYeKz9KX7v78XtaVesPeqsPH9mV1IFTbmzEZtUVAz2L59u1EZ6B8a5Lsb2dqolAq4LBDwgEtDxZo5NepAasHOgvVYIkqgEhNwecBlgYAHXB5wecBlgYAHXIWwC0LQy9HRUVd7QtgDrmDUdhiEXY6v0xAu/dgggx+itsShrtSWxcVFNdsxWTnDJodqi1FYhoaGElRbzLOfBwYGRG3xRdSWPJhRImzBBeqFqC0eoraIVallprbYH+bnb7qSiRolWcRlRMTtX/4+y1uS3f7l5fnsCX7DRmHpS/d/f/+seiHUPPZaOxvfn9mFVGFjzizVFqHmCVpJFHGdKmucorYgFhsqreh3fOIHDcHsM5JSh4zIodpinv08Pz+foNpiep90sqYVidpiI2pLHsxWIozgAvWiVtSWo485CmfY0HDSBw77wK1vUhlFbRGrbctMbZmamsIBGhoOX7ee6Rr5tA9+ePniUDcAZ5IJorbUF25fR5HGoyiEcNiYU9QWIUHMKNqmsbEx4vcua5yitiAWGyotV2qLUuVKeiZdqeRQbVHrfahi9H+CagvdWSqnra2N/he1xZe6VVu+9d2HLtmyOSd20MEH4up7KMEF6kWtqC0HHlRwji/40+e98tj93/LBI0RtEatty0xtIVpaWnCMhoab73yUSRs5tCPbTkB1M59kIGpLfdHV1YWGZpHlI8cFAxtzitoiJAsN89SoUkGDt7GxMcSKwRqnqC2IxYZKKzqKTvygQYyMjKhj9ff3w5UCeVNbzFkrHSQptcVsNjwwsNSka1htiUPdqi1f/NJOnHAueeObToB6UStqy8vWvAznVsifNj4f/4naIlaLlqXaYmaJEu84/TwmbeTN7L14U/2FyRdRW+oLe1sjw8te9jLqAwkZw8acorYIibO4uEhftESpKj5rnKdfcDVabWzecPLZza9+q20I5IZNmzbhk1FDTlyX2FBpOVFbqG2YiS0p7Y+ryJvaYp5GpM5alU/QPypBeahiGxsbVbGitvhCrRo10LChQq1aztUWYuXKlUq/qA21xV4tFcR+L1/1ritfb8oUtUWsBixLtcVsVUasWLEy59Nbjjm+HXVtaOjp6cE5ZIWoLfWF/Vu3UFnYgFbUFiE/sMbZ/Oq3odXWJTWptvT396sDpTqxhciV2mKeymc6W4moLVSs2my4u7tbeURt8UXUlnxyyZbNUC9qUW159QkvXbnbC/DCYbemla9928F/tX29qC1iNWBZqi0EfZPiMA0NxxzfzgSO/NjWbcublqb9C5MvorbUEfPz82hrQg5gA1pRW4T8wBpnnast55xzDq5LbKi0PKgt1NVQynsG3Y5cqS1mtD85Oak8iagtfX19qhBTrKgtvojaQrz7PafTywraYUesRVU8LtmymWoI9aIW1RaV5S0fPOKVx+7//Bf8CbwO9iIjUVvEqtQyVlvMLw2K6z9zL5M5cmJrDl3+0Ev7FyZflNoiT4CuC+xJX0LFYQNaUVuE/MAaZ52rLcnyZ3/2Z7jKAahkqaotZmLLyMgIXKmRyITK1tZWFBcPVRm1ka0iEbVltbc/rl3JOGrL4uIiNRKVPSVwpMwRtYVQ6kYFzVYiTGWgXtSu2qLslMteB28or+t8mRFcRG0RqyLLWG0h7N1bjmw7gckcebBLrxxA/byfu7Kf2EKI2lJHmN0BhTzABrSitgj5gTVOUVsS5E/+5E/CnwGnkqWnttDRleiQlIQRzooVK9QZxYGGVSguBmx/XEV8tYXtj6uIo7aYvOmBI2WOqC1EftQWuyZKvCBqW22xpZOXH7UvGV74sc/L9njDe1vedsnS/lYKUVvEcm7Zqy1mqqxi4wVbmNhRWbth+IHddl+FymXyC5MvorbUEWa2s5AH2IBW1BYhP7DGWedqy8tf/nIaJSYClUb9ElzlANRBKTFeJ41ZaJ1Nt2PdunV0rE2bNqkrUCpnn302ZX/729+O4mLA9sdVxFdb2P64ipgrifbZZx+qJy5BbNR2yDY4TOZQZVADDRsq1KrlUG1h1YB6UU9qi3om0QWffeNJHzjsgLUvgjeUVfs0Ui5jr33bwZTxBSuep6IHHnQAq4aYWMaWvdpCmNmyiq3bhpjkUSm7/cvT++2//DD4bH5h8kXUljqiu7sbLU7IAWxAK2qLkB9Y46xzteXDH/4wrktsqLSi+3Gog9K4FK8TZWJiQq2yzqzbkZN9W8xCWvYwgphqS1CxMdWWpV1bZN+WGrK8qS1uHaBe1J/aYuwVfx53zeNeezWxaoiJZWwVUVuI9vblJ/6sWLEyDxu4jHztycPXLX8ONDU1TU1NobqZI2pLHWG/GQz77LOP+8OXkAFsQCtqi5AfWOOsc7UlQeGDSqug2rK4uEhHp8IbGxvNfq5pkxO1RVWDTnx2dhYuj5hqi/r2dIsVtcUXUVuIiqstt/3fzzEPGdSLOlZb7GcSHX3ay/d52R54EZlVe65i1RATy9gqpbbMz8+r3oViv/0PrPgDoU8+5SzUxqNSa4gUorbUEfY7wdDZ2YmwkC1sQCtqi5AfWOMcuO1hBGJD7ZwVjkBuMONkQ82oLWbU3dfXB1f65EFtMTu2sBkoRBy1JaRYUVt8EbWFqLja4mtQL0Rt8VBb5NLfP3/PK/bYe/mRK+G85KX7s2qIiWVslVJbiKmpqaamJhy1oWHNoWsrKLicduZFqIdHln0eX5TaIk+ArgvQ6Apxu4lCNrAxp6gtQkxogEffKDSemZiYgKtcWOMUtQWx2FBplVJbhoeHVckbNmyAKxPyoLaoGSjUEWQzUIg4aosqttnvKdqitvgiagshaguz3Kotyuws+6zeg14aO73vaEogu+SK5ccqqLYQ5hcIxV5775v9kqKRrz15zPEFKznyMKtA1JZ6YWpqCu2ukIo8eFwg2JhT1BahbGiw19XVhbe0Bw1xwx98Ew5rnKK2IBYbKq0iagudlPrRyVdxSJWKqy2m/+f7ZVe22jIwgIdK+hYraosvorYQorYwqyK1RZ5JJJZzq6zaQrDnsaxYsfLSKweYIJKe7dj50JpD1+LYHq2tre7PIdkjaku9YJ5SySA/UgjZwsacorYIZeO7JVOc7xjWOEVtQSw2VFpF1BYleRDZL12urNpitqrxnYFClKe2UFHqmZdBxYra4ouoLYSoLcxqVW257f9+jqqRT+v+wHl2VcVqxiquthDsEUXEaWdexGSRNOyaG++yH/ZMxPzdMUFEbakX3NavqOAWzXUOG3OK2iKUx8TEBN7MDmUPrVnjFLUFsdhQaUVH0Ykf1Axx48wQKZvKqi3mi893BgpRntpiig0SU0Rt8UXUFkLUFma1qra44978QNfHrqpYzVge1BaCDmrv4UKsOXTtlR//HNNHkrKb73yU7YlL5GqjjKUv3T+I2lIHULNDAyyk7F+/hZiwMaeoLUJ5uAMYQ9ljVNY4RW1BLDZUWsZqC432VYEtLS0V+bSvoNoyOzurOnwh516G2kLnUvQp2qK2+CJqCyFqCzNRW7JH1JZatZyoLQR9CdI3LyqhOXzd+mR3crn9y9NnnLN5xYqVOIAHfUGX982bHjK3pV7o7OxEM7RIsD8nlAobc4raIpSHqC3JUktqi1lA2tTUlNkjnxkVVFvMCruQSV5lqC3qjMKziNrii6gthKgtzERtyR5RW2rV8qO2EPPz875jz+NP7Lxh+AGmm5Rqt395+vxNV+61974oVNPc3Bz/SRGJI2pLveBKjAT1GhEWMoeNOUVtEcojaEsmQlYSlUHNqC3UMNQUjApKLUSl1BYzqSc8b6lqi9kCsLu7Gy4/RG3xRdQWQtQWZmmoLYcdsbxT5urXvvikDxx2wWffSBmzVFtyaKqehKgttWq5UlsU1BGlrzPUxmK//Q98x+nnXXPjXUxGCbcdOx+68OKrDl+3LKcaqMPT09OTk41aGKK21Auq280I7y8KqcLGnKK2CGXT1taGt7SF7JJbHrWhthiphf5Wdiv0iqgtdDi1hqi5uTm871WS2jI1NaWuatFlWaK2+CJqCyFqC7M01JYDDzoQl9vi5Ufte/Rpa/BC1BYnKlYDlkO1RdHf36+2lnfZa+99Tz7lrDPO2XzplQPbPrmTzNZWlGfjBVsowZrC5w3ZdHV1ld3NyABRW+qC2dnlD1mbvr4+pBAyh405RW0RyobGk0xwoZdxBH7WOEVtQSw2VFoGasvExEROpBaiImpLlMU+ipLUFvMuKzpRWdQWX0RtIURtYZb23JYgRG0Rqz3LrdpCUKeUvgJU5yRB6Ou+grN3I6LUlufUi5zw3HP5qk8NYDqUjOHhYaQQMoeNOUVtEWJCI0D6JiPiP2iMNU5RWxCLDZWWttpC3Q41rSMPUguRvdoyMDCwdAWjPZIgutpi1hBFuTWitvhClw410LChQq2aqC0hlobaYu/bEsTz//R5rz7hpZ1bj1RlitoiVgOWZ7VFMTs7S9/RZle1sqGvSPqKz7/OoqiY2vLjH/+Yxgaf/exnP/ShD73vfe977Wtfu1azZs0a/Odx5JFHnnvuub29vZT4q1/96tzcHIoQImNWsDOqpZnWJGzMKWqLkB9Y4xS1BbHYUGlFR9FxDjo8PGx+OMqJmJ6x2hJ9sY8iotpipgtFXKAnaosvorYQorYwS1tt+avt61/7toONJuKyW9PKI9584OrXvhivRW0Rq1rLv9pimJ+fp+/Hzs7Okma70FcwfY/E/00xYzJVW5566qnbb7+9u7v79a9//apVq3DlSqSpqamtre0DH/jAF77whaeffhpFC6H09vbi8hUSZ62BEBM25hS1RcgPrHGK2oJYbKi0lNSWxcVF+zH/5Q3y0yBLtYWOQpeX0lPvrehiH0UUtYU6dma6UMROnqgtvojaQojawixttcXketeVr1/zev4EE19EbRGrUqsitcVAvReqJDEwMEDfETRipW6Dgr68yEOoBGV3JCpOFmrLzMzMtdde+5a3vGW33XbDzU+IPfbY421ve9s///M///jHP8bBBD+6urpwySyo+4iwUAnYmFPUFiE/sMYpagtisaHSio6iyzjo7Oys2VKkubmZOiUI5ADqMFGtMlBb5ufnW1tbvWtQwpZkqnwi6KIZBYeILp3UsNryzJPffuqObbY9+9MZxIpBrRo10LChQq2aqC0hlpnaQmZLJ8//0+fhP4fd925s+8uXn/WJY1kWUVvEcm7VqLbUA0ptSWWX3P/5n/+5/fbb3/jGNyYusrjsueeep5122le/KuNVf9gOmgpyIixUAjbmFLVFyA+scYraglhsqLSio+hSD0p9KTXzgqBP9dnZWQTyQTZqy+LiojoQEWW7FkO42jI/P9/S0qIS9Pf3wxuBGlZb5u6/5cEz9rJt4bsPIFYMUVsIUVuYVUptafvLl3dc+tpXHrv/C4Jllxe9dLfXvOUgvBC1RSz3JmpLPln60v3D7xJWWx5//PEtW7asWbP8oLXMWL9+/U033YR6CBrTF7fp6upCWKgEbMwpaouQH1jjFLUFsdhQacmqLWbrVqIklSEzslFbOjs7vWtQ8vdaiNqyuLhofqgotQ2I2uKLqC2EqC3MKqi2KOcHbn3TWz54xJ77BW7sYli1z9KcF2Yrd3uBih540AGsGnkzVU9C1JZaNVFb8knCast3v/vdv/3bv6VPQNzkCnHcccd95StfQZ3qnvn5eVyXQhIcQghlwMacorYI+YE1TlFbEIsNlZaU2jI2NmYWzjQ1NY2MjCCQIXTQopt/ZaC2dHd3e5ehob29PcoWtjZBaguVYx6aUFTrcQlSW8gf5VKI2lJjJmpLiFVcbVFmP5OoPPZYtQerRt4MFRW1pXZN1JZ84qktSawk+uUvf/mhD33oz/6suDacGZs2bZqZibqcuIaZnJzEFSmkvN/chKRgY05RW4T8wBqnqC2IxYZKi6+20Ee6/fTE1tbWSu3P39fX19TURFUN0VzSVlvMHvARnxbE8FVbbKmls7MT3lIwrYh9z1LJjY2NdDrhF0TUlhozUVtCLIdqS9dVbX9x/qsPWPsivI5GY+NKVo28GSoqakvtmqgt+WTpSzf+vi233nrrIYccghubJ/bYY4+Ojo5PfOIT9byN7vDwMC5HIREf2SCkBBtzitoi5AfWOEVtQSw2VFoctWVyctIsmSGampr6+vrKkBiSYnYW3fcQzSU9tYVO3GwAT1e16CwbX1y1hU7KTBoqY7KMIkhtIYz2EaK5eGKLqC21Y6K2hFgO1RbzTKLz/mWDvW9LOPvs82JWjbwZKipqS+2aqC35RKkt5T+T6PHHH3/HO96BW5pjqC/4nve8Z9euXah3PWEv7LfJ22aK9QYbc4raIuQH1jhFbUEsNlRa0VG070FHRkZsnYWgIXQePsPtLdh9NZeU1BY6d1Uy0draGrN8QnVJJyYm6AYpD13wspWsELWFbqUKKXw1F09sEbWldkzUlhDLs9pCZmfZZ/Ue9JLZC5tWqqjskitWcasNtWVycnJgYIBqXsEfk5Illtpy8803v+hFpU20qyx/+qd/euGFF/7Xf/0XTqA+MGvabRobGxEWKgQbc4raIpTK2NgYjV6I4eFhuBKCNU5RWxCLDZVWdBRtDkr9DLrF9AHeVLjNOQ2eqS+C1JXGzC4xMM0lptoyNTVF2dvb2/Hagy6LuSZUfnmzWhS22mL/MkGXHSnKIkRt8V3byzSX5uZmUVtqyURtCbEqUlvkmURiObdqV1voG9Pt8MT5is8JZaot//u///s3f/M3uBLVxj777HPbbbfhTOoA8wOgTWtrK8JChWBjTlFbhOjQd49Z7KCgsVnZA1oX1jhFbUEsNtSNIOgfGtjTJ7Mv6qArV+L3UsMLXvCCAw44YP369UiXD6hKqF8hdJpKc6E09LLsaTiLi4uUvaWlZWpqqqurix2xubn5+OOP9ypSJuZ9ZH46et7znnfIIYcgXC5myg/VHC7Nscceq0IuRnOh/xP8jha1peImakuIpa22vOvK15uMorYoRG2pVatqtcX98UZBX/QJ9m8rQjlqy89+9rOTTz4Z16BqufDCC3E+tQ4Nw3DOFuXt/CckCBtzitoiRMdevmGgd3pSsy5Z4xS1BbHYqLE93aYmv6fy1x4bNmw46KCDYk6lpJ4WlfCBD3wAhdY6N954I/1l03niIGpLxU3UlhBLW20hdmtaecSbD3yXt/AHLlFbnKhYDVj1qi1DQ0OosR/Ul0C66qRkteXnP//54YcfjrOvcs4888zf/OY3OLEaRf0w6NLT04MUQoVgY05RW4SIsH0fbAYGkhEvWOMUtQWx2KifbsbGxugmehMdfFAHXbly5UEHHXTYYYcde+yxCOSSoLktra2tdI6zs7ONjY0tLS04/7JQYsHg4KCa20KXpbm5ua2tTVUgPq973euotkccccSaNWuSvdq+pRWd26Ikib6+Ppx/bERtqbiJ2hJiGagthsbd/xT/idriRDOw/3PlFjp0Pu22//s5VttqtOpVW4r+BEU9CiStQkpTW37wgx+86lWvwnnXBCeddBLOrUZRi95dyhiV0Tu2v7+feks0VJAdduPDxpyitggRcUcsBhpWIVE8WOMUtQWx2Khfb8L3BEn8oKnC9u4llM6ioup8e3t71cvyUI/Vq5n5mEX3bVEToMzL+IjaUnETtSXE0lBbPnvr0Mkdy4/J92Wf1Xt0XPpaU6aoLWkbtXwcPpfs17zfd3/4KKtz1VmVqi2+X4uMqp4lUILa8pOf/OTQQw/FSdcQCf6ClEOCfgYfGxtDigjQJWpsbEROTXt7u2gucWBjTlFbhIiEqC0xt/Y0sMYpagtisZmfn6fPUiJkLJ34QVNFSQMKW2dRqGjM3t7i4mJzczOVk5+9gePAvpQ7OzvtxjAwMEBOum54nQSitlTcRG0JsTTUFmX/+eNpGnyGyy4rd3vBq094acelrxW1JVXLudSiWLFiRbULLlWqtoQvI1JsqObFREtfun/4/bPqRTjr1/tPzKsBPve5z+Eka47+/n6cZCFTU1NIEQqNDXx3iFA0NTWVpNoINmzMKWqLEJGJiQm8Ax2SmmnJGqeoLYglgRpwhvQb0jhoSpi5k67OQqg5KYkIB+qLrKo7WwajfXR2djL9iL5w09CVRG2puInaEmLpqS3Gnv7Fkzd+euCU0zpXNvLdxw3Pe96f4D9RW5K2qpBaFN/67kOs8tVlVaq20FgS1Q2GvsiQugqJqrZccsklON1a5EUvetHPf/5znGpt0dPTg5MsBOFiBG0QbaCuocxwKQ825hS1RYhOe7vPj3UJbqvJGqeoLYglhJKwg6ZVpnTQNKBK+uosxNTUlFqGnYgiv7i4qKbJVPuOY2qDZFdnUWzwdu1JvE8pakvFTdSWEMtAbTGmZJc3/MXx7kPfbNa8bt+3fPCID9z6JjqWqC0xjUktra9YMf+Vg/7476tDjBJ0vuGFKn3jij8ZuGRvlsC13rP2VOkJ+p9Ffe2QA5Y38TGI2lIR5ufnUd1g+vv7kboKiaS2fP7zn8e51i5//dd/jbOtLXxHZatXr0Y4FPXLZFESHOPVFWzMKWqLEB0as3V3d+MdSN2RxkZ6SU6EY8Map6gtiCXE1NSUWk/kK7ikdNA0mJiYwH+FjI2NqTkaMXdssaH7osqsasGFzsJXZ6G+ptoBp7W1NcE3skLUloqbqC0hlqXaYizKbJcX/OnzXn7Uvq9928F4LWpL6VaG1DL52Ze0HAwdZPX+L6CXLAGz2bsP3LAOex007fG8kav2ZQl8zVdqIURtqRTu95RNtf+0X1xt+dnPfrbPPvvgdGuXP/mTP/nOd76Dc64hWlpacIYWEfUR1fmLAvUUkac+ePixp/9h8N/OvfyLZEe/e5CNHsXEYtpZW75ATau3/ytf+vrjv3om8POZvnvoe5RI/A3I6iNqC2LJMTQ01OhthrVhwwbWh1CTOJJaFJYx1BRNnympXYQMk5OTSnBpa2sLEnqqEbrXq1evpvOiW0/ND97kELWl4iZqS4hVRG0x9vQvnvzsrUPvfs/pL3whJlOEsGqfP2v7y5czW7nbC1RU1BZmZUgtQ//nxY0rsKSr8w0vLJp+4v/bv3nv56v0VP4TIwewBL7GpJY/RQFLiNpSKajzoL7ffRkeHka66qS42hK0FKX2OPnkk3HONYTq0DMidoJV/y8K1fJmjgmNe68eevC4s3ew4aKYWKrW2/+VJ/4rU0GTVUDUFsQSZWpqSi0pampqou9ZIx9QnyPivlq5YnJyki6U6i3R35S29JqdnVVqFNHZ2Uk9sOrV+ulcBgYG1OohoqurK/FZLQpRWypuoraEWGXVFtv+7rJLX3/U61at2gO3qkREbTFGDf7PjzsGB9O0HbbyDesag+y41saXvHhZ9njZS17AErj28gOgcxHNez+fSmAJfG3P3Z+HPB6vOqjhxCPxPyFqSwUxnSIb6iANDQ0hRdVSRG15/PHHV6xYgTOuA3bt2oUzrwncYYMi4mOYkDoCNfBOKAoNOEVnEaugXfZPXw2Z55Is7NCitiCWAr29vTiMR3SNOz+wOtPYPm0FhL5x7B/B6P8NVYURjBT0MtX95kVtqbiJ2hJi+VFbjKnZLnvuuQr3LBqithhjs1pyy6sOath+QUP7UXhJiNpScYaHh3t6euiLsqurq7+/v6oXEBmKqC0XXXQRbld9QJ0SnHlNQO8xnFghEeeo+65C8qWWJnW70BD3wo/ezYaIYmLZ28nvvzmbSS7suKK2IJYOdMSBgYH29nY2CK8iqOZUf+oYZTkrh77I6Cu7ei8a9SbtOU3pIWpLxU3UlhDLldoy+MWHfzA7Y17e9n8/1/7WN+POFUPUFmNVobYc8pIlqeW6D4jaIqTO0pfu/waoLTMzM6tWlabsVjv77bffb37zG5x/9UM9eJxYIRGfLln0gUSGlOY/54Gfz//69A99no0PxcQqZcedveN7T/wMrTM12EFFbUFMEKoQUVsqbqK2hFiu1JZ3XnrXX1zwhX+8+RtGc/nPH0/T7fuHf7yy/a1vvuCi8+n/IPvSfXeZcvJpaIKitnhsOnVJahG1RcgApbY8p14wNm3ahHtVT3zxi1/E+Vc/bI66IeI07yjPPydqbEKQzXO//f1ZW77ABofGjn73oNoo9+qhB2k4KiaWiKlGdfL7b2btzdhxZ+94+qe/QhtNB3ZEqhUCsRG1RRAyRtSWihsNxXHCorY4lje15bhz7yBjmkttGJpgtmrLhac09H+giP2fs5D43W/koSA75KVL6ekv84fbUa/yDuMhaouQGYFzW379618fcMABuFf1xJlnnolLUP34Tk5pbm5GOAJF90hevXp19W5SWJQP/uOX2MhQGQ2Gv/rNHyKRIKTD9574matNKDv5/TenuocLO5yoLYgJQhUiakvFTdSWEMun2lKTmguaYLZqS/8HGu67togNX4bEl57BQ0HWeshSevrL/OFmCyuitgiZEai2fPrTn8aNqjNe+tKX/s///A+uQpXju6C9ra0N4QgsLi6GrCdqaWmJuCipGvnqN3/IhoVkx529Q3QWIUu+98TPfNeyXT30IFKkADuWqC2ICUIVImpLxU3UlhDLs9qirGY0FzRBUVs8RG0RMkOpLT4riU488UTcqPrj29/+Nq5CldPU1IRTsihj4c/Y2Jj9AAhFb29vDW/X8txvf+8OcU9+/81pr+AQBBfffZqPfvdgeq2RHUvUFsQEoQoRtaXiJmpLiOVfbVFWA5oLmqCoLR6itgiZ4a+2PPXUU3X14GfGf/zHf+BCVDPz8/M4n0LKHjnMzs6OjY0NDQ3V8HwWw+f/9TE2Jjzu7B3ZPA5GEFx+9cyzp2waZm2yt/8rCCcNO5CoLYgJQhUiakvFTdSWEKsWtUVZVWsuaIKitniI2iJkhr/a8v/9f/8f7lJ98LrXve6FL3yh+v/w/5+9M4GL6jr7P4mKaFRAFBFFVnUUEBQVRECQbdwxasB9V4wacUfFHWWRJWYjIWnIYkJiYmhMUtMsjc1Gs6LZ1KRNYv9NqG3zYvO2L02bpP8z9zxzOffMvcOd/c7wfD+/T8Kcc+46l2Hu13POjY394Qf5aYPdi+bmZnpEHI2NjdACUWbNwWe5e8JTz1+EOgRxBZe/+it3TSYurP/h3z9CtV3hNoS2BeoQxA1B2+LyoG0xEzvalspTb28of9mWTN3wDKdXZOOmzgUuQbQtAmhbEKchb1vmzJkD71LXYO7cub/61a+mTJkybdq0Dz74AM6Cm9PY2AiHJ6W5uRlaIAp8/49/kftY9oYwa83DDrqtRRD1mE7b/FbLVaizK9xW0LZAHYK4IWhbXB60LWZiR9uyofxlTos4NG7nXOASRNsiINqWrAQoIaBtQRyBjG354YcfgoOD4V3qMvz1r3+F4/cUysrK4NiktLa2QgtEgRff/IK7IbTj3SaCWM17n3zDXZnH6l+HOrvCbQVtC9QhiBuCtsXlQdtiJu5rW2jcyLnAJYi2RYDalsLZXj26QQkBbQviCGRsy4cffghvUVfikUcegeP3FEy/YBH8/PygGlHmwWc+5G4IL3/laTIOcUd++PePqcsfZK/MjaUvQJ1dYTdBgrYF6hDEDUHb4vK4kW0JjR5066NZnN1waNzdttC4hXOBSxBti8CWm3nVMiw05A/fXuGOxb3iONtCPr3JtyN4gViIjG159NFH4S3qSqxevRqO31NIT0+HY2OIj4+HakSZOx77HXdD+Le2f0KdnWhubq6vry8sLIQ3xsurqqrq7Nmz165dgxYmQDsBKOqSwCkQgCJ1XL9+HRZjFpQt5Lhw4QK0MLtFaGEWaGoD3Fy5y/Y+AxV2hd0ECdoWqEMQNwRti8vjRraF4Offb9y0yBV3pXGOw0HxDNtCo3HnApcg2haBGUm8anH3ji0kjrMt5O8IuYVsa8OnhViD4Y8uZ1v27t0Lb1FXYsyYMT/99BOcAo/A9JnNhLy8PKhGlHHoDWFzc/OsWbPg/ZCjqqoKmkqBagEo6pLAKRCAInVcuXKFLsWeYdlCDvb9giITrl69Ci3MAq1tgJu/efqtp6DCrrCbIEHbAnUI4oagbXF53Mu2iAwfP2TWznGc6bB7PMm20GjWucAliLbFBM9QLSQOtS1kbShcrMPwR5ezLfPnz6fvUJeiV69e5H4JToH7097eDgcmpbi4GFogynA3hHa8oVWaupiD3N6bdnKBOgEo6pLAKRCAInWcPXuWLvXqq69CkUIhS0lJCW1AgVITlB4BxgGtbQBti6NB24J4GGhbXB7t25Z7H7w7dUoKOAwpgUP6Z6yKWfdgBqc87BXPsy00GnQucAmibZHiMaqFxNG2haDX68k9JpQi6jD80eVsy+TJk+kJ7Woo3W65Iy0tLXBUUurqNHdvo0EcZFtUqhYKucmHxYxAhQAUdUngFAhAkTpEb8J6VdlCCilhh3pRoM4E0dqYB1rbANoWR6MN2/KrdYYtJ9/+BbyW4Yvbkw1t1v1K8lJxEag3YFzEBLpVr3Xr6P+VSE5ed/uvvjCza5qDO1dyiOfH7EmHM2QWc1txCWhbXB7t2xaal18/t3LN8oABASAzpIybFrmoMpkTH7bHU20LTcHeF7QjXOASdK5t2TjXIFzMZ/8yaLwwk69SStQQQ3vyX67cfCaOEjbD4EmqhcQJtoWAwsVSDH90Wdvyz3/+MypKEIZdj7KyMjgL7k9TUxMclZRz585BC0QZR9gWdu4PArmNb25uvn79Oq0lP5iOMCKL0FoKlApAUZcEToEAFKkDlpEuBUXSwmvXrimpMWhhQlVVFbSQEzd2BG2Lo3FX22IUAQrLMLJF0QcYZcuv1DiFTvZOW3RuW5jzY+640LagbbEm7mJbaC599dHR8kOjRutAaUgJjR40Y+vYTU9kcwbE6niqbZm3+/nTr11kd8/lgUvQubZFy3iYaiFxjm0hkJdQgajA8EeXtS1/+9vf+vXrB+eyi7Fw4UI4C+5PbW0tHJUUciMBLRBlHGFb2F4Spv1WRNhxK2QRKBWAUgEo6pLAKRCAIhVcNc6rwp582UICLaRwCgxamMC+v6JEcwRoWxyN29qWDlkCr1mMMiE5WVk7dCxvdutffPGrdWAm3Ma3dGpbaANydjppp+J90R6eZFvWb1y7cs3yx55+5PmXf2k+O/dsT0lN3rl3e2VtGcnpXz7ONWDDNm54/AGulk3DYw+MGDn8tu2bj5842mljMWVVpXDA7mBbxDScun/m7OkgNqT0D/SdnD9yzX3pnAexIp5nWzToWWjgEkTbIhA8ZLCHqRYSp9kWAgoX9VDb8i/6gvDdd9/5+/vDiexiTJw40WMmyjUdAUGBasQsdrct4lSsBHL3DqVy0NErjY2NFy5c4G7aYXkBWvLqq6+Kb3RVVRXXF4aFrJask1U5ZDeUFoEWArTk7Nmz4obISpqbm2k5C62l0BI1S4mQWrZ7CPlZqT20EIAiBaCRJXAL0gl04IUAbWAKVAtAkWNA2+Jo3Ne2mNEtRtmy7legFWRWzCzd+dahsbtoh85si3js6hqibXGZbVm5ZjncZ7sVvXr1ggP28tq2q4g7KI3nnYtvrd+4Njh4MByMlLis8HkHJ3I2xKJ4km3RrGehgUsQbYvA8y8/y+22B8SZtoXgim9Hbonhj+5PaFsEwsPD4Sy4P3q9Ho6KQafTQTViFrvbFnZSD/IzlFoILC9w7do1WaHW2NgIrRnMTynCdesgQIUA2RDXuYNir6UIV69elW1MIOVXrlyBdkagTgCKFIBGlsAuWFVVRYUXfUmhDTjEPjIEcoycZrL6HZcFbYujcWPbAiWmS0GF0Jb+rNhGWJ1VW9cyneytKFvElkrHjralC9mWvn37wk8qMN+YtS2k4c492y9cfp87NI3ny9bPT95TExc/Bg5JytDhA3M3xt36aBanRdTEM2yLxj0LDVyCjrctz754Ztfe7RrPH769wu22B8TJtoWAwkUNhj+62LeFQv5Yfvvtt3Ai3BydTgdHxaDX66EaMYvdbQvba4PcmUOphcDyAkp6gsB1V2G71SjBzQ8NpQJmNsT1PYFSAfVLcT1HZOGEC5QKQJEC0MgS6IIlJSXsaYQ6ASiSQhpDtQLkhJjpeWQRaFscjRvbFkVVwNgEpVVLFlWxdckqNY952yI5FvO6RcWZ0R5oW0yxyKTYDmtbvL29aeHCpQVPP/ckd4DaD9lnsuf0EDj6B/pOmB214q40To6Yj7vbFrfwLDRwCTretmBcFVPbsnz5cvLBazvx8fGwRhMaGhrgI95OkK9hr732mvke8e6FjG3x8/OD89f1+PTTT+FEuDlwPFIKpfOAqIRc8XV1deS/XWcCarvbFngDBKDIcmB5I2fPnqU9L65du1bCDBGqqqqi7SlsJwtR9JBFWAFEqmg5BUqNNDY20g2RxdkONdyGoNSIyqXYqldffVUcPEV+hlJ7zF8jOp1ZzDAu2UJZaDMKFElh99YMdhEuaFscjTvbFgWrwJkR+lLaRuoYOt86rNJdtIM522KiV7jTJaHzM6NBupRtCQweljp3XfqCTWwS9Yv8/PtDC4Z+/fqNGjVq2rRpBUbmz58/ZEjHzT9LUGhAXGZY2pJRYibnjxwcPgCqpcQM9V+YMLgkaxjN0oRAOGDGtlDi4secvKfmm+++5o5U47lw+f2de7aHR4TDYUgZlRwya+c4TpEoxX1tixt5Fhq4BNG2eG5MbYtzsJdwOXfuHGchiouLPeD2k9qWjllyu3LfFoJn2BbTuwVKbW0ttFBBa2ur6XCk+Ph4T3KNSmjfttTX10OpgJl5Ya5du0YHtnB9aq5fvw4LCECpABQJmNkQAUoFoEhA5VJslxCufw2BXGlQJ/UUUCQARZ0hbojdMdlCWWgzChRJYdWVGchbI+okq0Hb4mjc2rbILmdiRmgBuyBnHMxt/YsvfnW7cZZcWSGhRczYFhPZIp4wudbmzoxm8VTbEjgkFH6S0n9gUPKslYXVz+9seF/MlnvO5y7bHRw6HBpJiY2N3bRp02NGioqKSAnUSQkc2j9rXSw7ZGbWznGjkkOgWsqoIf5H9WFf7Yo7u2w4HLCJbaEEBw9ev3Gt2w0v+ua7r+998O7UKSlwGFIGhw/IWBWz7sEM8VzJxo625fRrF+9++h1bot/cxCkV2bidZ6GBSxBti+fGVbaFYPtDb8kHL6xLik6nI/ek0Mg9MfzRZW3Ljz/+OHHiRDi+LkZgYGBbWxucCHeGXPFwSFKampqgRWeQlma6OLni3sOpaN+2mA5HggoBKOoMaC0ARQJQJKB+Q1AkoHKp+vp6KFJ4jg/USYUIFAlAUWc0Gh/nzDod2UJZaDMKFElhe+iwg4bIQXHdXmyfwwVti6PRkm1RA+cETHUArIopMnUP3FKqtp7sNq7FnG2RkS1yp8xIJ2dGZgkN4Km2pbD6+aX7GyJjJvbpIz8saPTEzPydd7POhWT+1ttJObSQEhwcXFBQcM8991DnUl5enpOT4+/vD9UM/fz6jc2NYIfMkJ8nzI7y8+8HLRgC/PpOGxUAB+zltWlS4K6MkPBBflAtZebs6e44vOjl18+RtyZgQAAcBgM5J+OmRS6tSRHPFRc72hbbM2/385xY4eKmnoUGLkFN2pbWv3/7xqdfnnnz8/ue+7Tozg9WHH8nZ9ubNHP3vk1KxJAGL77/+0t/+n/cGlTm6nffcCWeFBfaFh8fH1uEi/idXBZ3nwrD8EeXHUlEgEcgdj0iIiLgFLg5dXV1cEhSWlpaoIVZLl26RH5nYBkF7D5IT1No37ZAEQNUCECRHOT+/8qVK+Senx18RIBqASgSgCIGqBCAIgEoEoAiBqgQgKL//neW8vQuHOxgIigSgKLOEA+W1UCyhbLQZhQokvLqq6/W19eTFRKgiIEVLrINLAJti6Nxc9ti4hXkzAFt1FFE2/CvFUlOXverL7SoFRRRtC1wpHyFrIMx0NmZQdtiFrvbFipQNt99fmJOvq/cWCFCcOjw6asPbLnnvChcSMiyifpF/QcGQSMpGRkZpaWl1Lk88MADS5cuDQsLgzopEXGD2SEztz6albUu1nR4ETtvy660oO/2jyW5b15UapT8QKRRo3UVNWVftn7OHb7Gc+mrj46WHyI7D4chhZyrGVvHiudKjLvYFrf2LDRwCWrJtrzx6Ze1T3+8+GiHW1EfamHue+7Tj67+kVutUkhLsjmu0JPiQttCIDePKu80Tel0GhPb+864EMMfXc62LFu2DI6sixETE+MZT4AuLi6GQ5KiZuQbaWNmJiQR8htF7klgGY/D7raF3GPDievs3v769euFqp8AzQIVAlBkhKynWfp8ZVOgqQAUCUARA1QIQJEAFAlAEQNUCECRtLBTYJnONsQCjSwBlpQCdQJQZCGwsAAUWQvaFkfj3iOJTIpBD3BrkuoWk43Jbf2LX8H4IYNqgTK3Qcm2dCJPTJdQ8b5oD4+3LWJmrjs8eFgkVEvx8++fqF+0tvwZtv2We85PX31AaXjRqFGjNm3a9NBDD1HtUlRUNG7cOKiTMnBIf27IzLyDE9nhRaxt8bup51F92OVtsdS5vLJ21MrEYGgnJWBAwPqNa9+5+BZ3ErSfhlP3z5w9HQ5DSuCQ/pPzR7LnSvu2xQM8Cw1cghqwLS++//vKJz5acOB3nECxOhtr3z/z5uetf/+W2xCbq999s/joO0V3fsCVe1Jca1sIfn5+VggXsggsrwz5BIbWbojhjy77BGjCkSNH4Mi6GAsWLIBT4Obk5eXBITEEBQVBtVnUXPEUi2aBcS/sblvYDnLmx5Kwk5VYNDssVAhAkQDZHJSaBVoLQJEAFDFAhQAUCUCRABQxQIUAFEkLOwWW6WxDLNDIEmBJKVAnAEUWAgsLQJG1oG1xNO5uW6QmBXSCyYrY9ZtuS2nrsEm5Km2jcK7g7JiDW0TpzGiarmNbaFaVPhk1ZlLfvjKDegijJ2bO33o7t0j+zrtjk/XQQkpwcPD8+fPvuOMO6lyqq6unT58uP7zIt+/Y3Ah2yMya+9InzI7qH+hr+kyiAL++KxODX1k7ijqXy9tij+rDzAwvajh1P3cqtJ93Lr61fuPa4ODBcBhS4rLC848lkbOkZdviMZ6FBi5B19mWq999c99zn87d+zbnSuwVsuZjj37UfPkrbrs0O+s+JG1WHH+HK/ekuNy2EMj9pqX/Hm9+GBHFrQcTGf7o/vQfiW158skn4ci6GOQPKpwCN0e2c0p6ejpUm0VpFJIpBQUFsIzHYXfbIk7ISjD/BBx2BhDOy0CpABQxQIUAFEndDYGsvL6+/tVXX71y5cp1dbPkQhEDVAhAkQAUCUARA1QIQJF0JBEUqQAWEIAiBaCRJcCSUqBOAIqkkL8TVVVVtAcT1yOJwJ5q8+++GtC2OBq3ty3ssqATZNZDawwLQxt2PWa2Dq3ltqthZM+V0R3JH4mxVnoWzJwZ7WJf2/JD27Xrn73B5j//VDv5t3NsC83W+rcn5uT7BwyE1lKCQ4dnLdpmOrwoedZKM8OLyP5T5/LAAw+sWrVKaXhRaPQgbnjRhLxIOGCTWXJTowbcNy+KOheShlvMDS86Wn7I7YYXkR0+eU9NXPwYOAwpQ4cPZAdeiSfNfKC1I22Lh3kWGrgEXWFbWv/+7aMvX3acZ+FSdOcHH/z+KrsDtU9/TKvIPrDlHhYt2BYC+Wy0SLgozTfK4tZ3nYY/upxtee+99+DIuhge07dFdvAb+b4F1WZRmhHalPj4eFjG47C7bSGwZoF7CrIIJ3evXbsGFQJQKgBFDFAhAEVSdyNO3SoCFQJQJABFAlDEABUCUCQARQJQxAAVAlAkfZTPlStXoLQzYAEBKDKLuBV2E7KFStCWFCiSwo4UM+27xM7b0unzjzoFbYujcX/bAguTClAjcquhS5MaudWY3TqsVMlSaBK5gzTqFMXDkDt7Zs+MVrGvbbEFZ9oWMbM3HB8aIT+TiJ9///FZC7jhRVvr356++sDQyNHQSEpUVNT69evF4UU7d+5MSkqCOikBg/zSloyiQ2bmH5kAB6zwTKLwQN9dGSHi8KLX149emRgc4Cc35+6AAHISXn/nN9yZ0X6efu7JhUsL4DAUYB+wbZqsdbH5x5JIoLVjbItHehYauASdblseffmyHQcNqU/t0x/TOXHPvPk5W25+wJFbRyO2haDT6dQ/eYa0hMWUcesRFYY/upxt+de//hUcHAwH15XwjL4tra0dn6csZWVl0MIs5GqGBTojLy8PlvE4HGFbTLuZsDOzkHt+Vj0QTI0MVAhAEQNUCECR2UWuXr0KFQJQKgBFAlDEABUCUCQARQJQxAAVAlAkPSemx6sELCAARWaBptJeJ1Ck8CwkDmgqAEVSTB88RFdL/suN5DJ1XpaCtsXReIBtoUsn3367jC4QoYuvu11uLZ1sHTSEGVGhNWTOFRSZO8XG42QWU/G+aI8ubltoVpU+OXri1H79fGFhKSPGpszdVMktsnjvA/FTZkMLKQMHDpwzZ444vIj8MH36dFII1VLisyMy10fDAXt5jZsZNjl/ZP9A+T1ZlDBYHF701a64o/qwUUNkRi0RUqek2HF4UcmhPZe++ogrdEQuXH5/557t4RHhcBi2YXfb8kLzp1yJJwUuQSfalueaP7duBlx7Ze7et2ue+mTGrrfYQqufZ6T9aMe2EOLj49ULF9lJMET8/Pzc+iHQhj+63LwthNzcXDi+rgT5S/n999/DKXBbuLt6kcbGRmhhFqXFTVGpb9wRR9gWAudTzDBr1ixTCwB1AlDEABUCUCTtUFNfXy8qgFdffZWtItD2FCgSgCIGqBCAIgEoEoAiBqgQgCIBrsuPOIUw3clCuQmDobUAFClz7do12pKsCooUCs1AG1OgyATufMpi+wOJCGhbHI0n2BaooiithG3EraTTrRs9hLtoB9NzBUdg/gCMh9mxnIr3RXugbWEzacay/gMGwSqkBAYPy1q0bePJl9j2ZCupc9eRKmgkJSkpac+ePdS5PPDAA+vXr4+KioI6BnbelqRbIovO5G56InvG1rFDh8sLmrhh/e+bF/XtnjiqXRpuiZoZI7/P4RHhdhEldG2hYaFJyYlZOZnqc7T8kBVb/+a7r+998O7UKSl0u1ZDdoBbM0bM+eZXJqcms4FL0MvL19eXLV+4JJ+8I9ziNubqd9/svb+FdRzqM2PXW0V3fnDs0Y/ue+5TNmSFdnE3b3z6Jbe3HhNN2RZCXZ3a73itra1BQUGwmAnu/iRcwx9d7plEhB07dsDxdTEefvhhOAVui9JUQ83NzdDCLO3t7WFhYbCMMrY85Uv7OMi2EFQKF9nhLVAnAEUMUCEARaqnyCWo1xlQIQBFAlAkAEUMUCEARQLkSKHULKwrhCIBKFJGtIfsGmQLzUAbU6DIBHZqHllmzZrFDQ2zDrQtjsYTbAtrUpTXYXQJputQsXXjwu4hHkzOFex+Z3tvPI9iOxVnRnvYy7YUFxer/CKhhBZsC838otuHRo7u27cvrIuBDi9aefQJtv3W+rdnF5aG6eKhkRTyrWn9+vUPPPAA1S579uxJSZH3CAGD/Lgn8uQfS4rLku/oMTig366MkItbYHjRuxujC5OHyA4vIpAz8/Lr57jTpT6wFqugg5us2zpZKsKGfi5oW8xHzb33sNCQDz97l1vQxrx64Q+WDh3aWffhE69deePTL+nYHzMhDUgzKl+4Tisq81yzm01+pD6asi2Wfne6dOlSUlISLGzEz8/P3VULwfBH9+cff6AvRF5++WU4yi7G0KFD//73v8NZcABtbW1vvvkmvHAMpt9mKOp7c6np3uLBHVsIjrMtBNN+JSyFhYVK9+TQQgCKGKBCAIoE2ClFWKqqqtjxL+wIFygSgCIGqBCAIgEoEoAiBqgQgCIjV65cMd8xxKLZgjnq6+tpS/YmQbbQDLQxBYrkIOdQ6UDMvK2WgrbF0XiEbRFliNlVGBuZrEKNUxCFjjuoB/5cwZF3vuu8blFzZjSHvWwLWY+Pj48tg+e1Y1toNtS8EJ2Y3c9X/klAkTETZxeWcossO/iI0vAif3//6dOnV1dXU+dyxx13zJkzR2l4UWx6KH0iD826BzMm548MHNIfqqXcHDfozNIR1Ll8tSuucobi8KKJSRPuffBuK/opkGV9+8m4J4tInZJCts6tudO8/s5vTp1+aO2G1RER4c+//EvzaTh1f8mhPWKs2FxXi/nbb7urlta/fyvOR9tpZux6a+/9LWfe/LxTw6IUsuATr11ZcVypw4u8i3n05cvcejwm2rEtKjuPm0L+xJC/Nenp6Xq9nvzJcOsBRCKGP7qmtuWvf/2rr68vnLAuxpYtW+As2BtyuxUTE0M2sW3bNihyAKbfqwh+fn5QrY66ujrypQoWNoFsAtp5KA61LRRyn19VVSXenJMf6uvrzU/qQVtSoIgBKgSgyAhZrdinhm6IDti5zjwrhzSgjQlQJABFDFAhAEUCUCQARQxQIQBFUrgTQiAvz549ayopoFoAipQhH/e0Jbse2UIz0MYUKFKAnFKyz6zhIkdh/m21FLQtjkYbtgVB7IYdbQtdvKCgQP2/37BozbaISZm9esCgYFivlMDgYekLNnHDi8hLUmhmeFFRURF1Lg899NCmTZtkhxcRBocPmLF17KYnsqlzocOLQqPlBw3FDet/ck7EV7tgeNGZpSPMDC/auWf7hcvvc2fPTGBJe0C37pxZYDBqonQHbnfV8sHvryqLD0kWHPjdoy9ftuNstc2Xvzr26EeSri5bOzbH5a5feuzsPBqxLR5/n2gphj+6praFMHPmTDhnXYwbb7zxt7/9LZwFu3LnnXfCNry8/vjHP0KpvTHthUWw4vlBsh26goKCzp07By08FyfYFgSxDrQtjgZtC+Jh2N22EHQ6HfmSABWq0axtoVm0pz4kKgbWbkL8lNnLDj7CLTK7sDQyZiK0kBIWFrZ06VJxeBE59oyMDKiT4te/X9K8EWvuSxe7uiyqTB43LRKqpQzu368weYg4vIj8QF4GB8gPL1q4tOD5l3/JnUPZwAJ9+siOriKMGuJfOSNMdD00Zp6dRCBbt2Vwk2dH5ZO81T/w23yHJtObcLurlo+u/lHNA57t7lnYXPrT/1MzWcyxRz1WBWrBtuj1evjER4wo2pbTp0/Daet6REZG/t///R+cCPsh/os6gRscYUdkJxmy+inl5OtUY2Mj+ZbQ0NDgwRO1cKBtQTQL2hZHg7YF8TAcYVsIPj4+Kqe+EtG4baHZUPNCXOoMpeFFQyNHjxibwqX/wCCoNqFv3779+/cPCQkZJxAWFgYVcvj69+sf6Dd8/BAapTl0Kf19+wYH9MvSDSRJjAiAUjkGDhw4NSvD/EOjoWmfPmRtB3OGRQySf2RSgF+/lYnB726MZp2L+WcnxcWPsW5wk2fn+Zd/OWq0rrhk56nTD4njpEyzc8/2ESOHr1m/8kjZwcrastO/fJxrIGZi4oScadnbdxWRZs+8cJqrJSnaeRv81gmz5O7Zv+uu+pNcG9m8c/Etbudlc+zRjzipwWXu3rcd51nYNL39uX6Huflciu78gFvEY+Jy26LX69vb2+ETHzGiaFv+8pe/kD8ScPK6HsuXL4cTYT/S0tJg7V5e27dvh1K7Qi5x2ICU4uJiaIGoAG0LolnQtjgatC2Ih+Eg20IpLCxU/93aLWyLmCnzbx04OAQ25v6Q22buZLKBRoJtoQ7l16tHJUcOUJrKhTRruCVKFC40Zp6dFBw82NLBTZ4d8nbAqbEQpc5HaujZsyf5pbvxxht79+4NRerIysns9HHj5p8WtLPuwz9cc8Zzl69+902nzy1acfwdbimPiWttS3x8PKoWWRRtC6GgoADOX5fkqaeeghNhD9ra2vz9/WHVXl4JCQk///wz1NmPlpYW2IAU9Y/gQghoWxDNgrbF0aBtQTwMh9oWQlJSEvmtgUZmcS/bQrN0f4PwKCJbZ5B1OZbaFpqvdo5ZM2mIv6/i8KKj+rDL22BYEw19dpLS4KabF+Q9/dyT3Na7YKht8fWT7xDkOHx8fCxVLSKjRuvMPPB7Y+37nNSgmbHrLWfOSruz7kNuB0wzd+/b3FIeExfalvj4eOvm8+oKmLMtTzzxBJzCLsnAgQO//fZbOBc2895778F6BcjH1p///Geosx9NTU2wASmvvfYatEBUgLYF0SxoWxwN2hbEw3C0bSH4+fmpmdPNHW0LzaaTL4WOjIMNuyfW2RYxt8+JGBksrwbo8KLX149m23+1K+7knAgzw4tO3lOjflISzwu1LbZ0VFGPfbdCH/htOjDt0Zcvc1KDZGPt+x9d/SPX0nFR/zgkJwxocklcZVvCwsJUOveuieGP7k8//ou+4PjnP/8ZHh4OJ7JLsmjRIjgXNnPq1ClYqZGXXnoJ6uxHWVkZrF0K/g5YBNoWRLOgbXE0aFsQD8MJtoXS6W+K+9oWkvFZC2DDffos3d/A1coGWvfpM27cODpXrhKkATTt00ecK1cpw8cPgaZ9+rCCwzQlWR1PTbLRttC8VTg6Y8SAfgp376lRA0yHF51ZOuLmOMXhRes3ru2aw4vU2JbREzPTF2wSQ65AP3/5Z4SPGjVKr9cXCKSkpECpFLKt0NGDJuYNT1syimRy/sjB4QOgTkrIQN+b44KKp4aQ62dLWkj4IPk5jFKnpHDDi7ipW+765afOlBpn3vyc3TqbxUffKbrzA5L7nvuUhLRE22JHULV0ijnbQmAfZdo1OXPmDJwL29i2bRus0cjhw4ehzn6wE/GK+Pj4QDWiDrQtiGZB2+Jo0LYgHoapJSGXtBXEx8fD8sqkp6eb6UxOVgLtjHC3Cp0GbQuJC20Lzbd74tZMGhLoL28KyM052S43vOjillhy3640vGjm7OmPP/0ot0ueHWpbKINDIpVmZQ7Txc8uLN1a/za9orbccz5r0bbg0OFQLSU2NnbTpk0PPfTQHXfcMX/+/IED5WdZJtfPrJ3j6LU0d9+EUcnykxMN7t+PvGX06Vf3zYtKjZJXM+ER4SWH9ojDi5ovf3Xfc58++vJl58zSIoZsbmfdh6xPeePTL0m4Zh4fU9tir8ENSrbdz8+v6zxExWroSCJF23L58uUePXrAGe2SDBs27H//93/hdNhASkoKrNHItGnToM5+6PV6WDuDTqeDakQdaFsQzYK2xdGgbUE8jE77pNiXoKCg5uZm2LYUtC1KuJdtEXP//MjYkP5K/TNWJga/snYU2/7bPXHkvj1umEIHjdG6ipqyLjK8iLUt6Qs2katl8uxVA4OGQpGUwOBhqXPXsRf8/K23j56YCdVSgoOD58+ff8899zz00EObNm2KioqCCikDh/TPWBVz66NZ5Ipac1/6hNlR/QPlH0R1c9ygM0tHkLfP/AO/ye8mPvDb5XGybUHVohJqW+TnbaHMmzcPTmpX5ciRI3AurOV///d/2Qczd+vWjfx38ODBdn/OdFhYGN0ECz753FLQtiCaBW2Lo0HbgngYTrYtBB8fn9raWtg8A9oWJdzUttC8tyl6Rswg337y0iUxIuC+eVHf7oljF3lhpW5RwmBoIYVOC6LyqcPuG1PbQpO/8+6QqBilEUbxU2Yv3vuA2Hht+TOJ+kVKDyDPyMgoLS0lVxf5L/kZSqX08+0bnx2x4q40cl3d+mhW7sY4peeO64L9T86J+GpX3OVtsWYe+D0xaQI+8NuFcaZtIZ/zaqbrQgid25aPPvrI29sbTm2XhHzq2Tij7WeffUYNC4F85A0cOJD+fOHCBWhhJ+hqOYqKiqAaUQfaFkSzoG1xNGhbEA/D+baFUlBQwI0qQtuihFvbFjGbUoYOHSDfPyJ8kN+ujBBueBF5SQqVpgVR89Rh942SbaHZUPPC2PQ8X4XhRUMjR09ffYAdXkReKg0vioqKosOL7rnnnvnz5w8Z0nHxsAwbPUgcXjTv4MS4rHCokBLUv19h8pB3N0aTt6/hlihytUCFlPCIcCc/8Jtsa9RoXcmhPU/+8nFybpVSWVsWHRu9ccuG4yeOkp9Pm20sxo3kkdNsC6oWi+jcthAWLlwIZ7erUlhYCOfCKp555hm6Hm9vb/Jn9aabbqIvq6uroYU9uHTpEl0th+w/MSFmQNuCaBa0LY4GbQviYbjKthB0Oh35ZgL7gbZFGc+wLTRPLxkRFyI/VoiwKGHwCyt1bHs6vMjMtCBmnjrsviFvBxyhnG0Rk5F/W+Bg+XlV+g8MSp61kv0tyN95d2yyHqqlDBgwYP78+XfccQe52DZt2hQbGwsVUvoH+mWsiln3YAa5zNbclz45f6TS8KKZMYMaFxmGF9EHfisNL1q4tMD8hWevXLjc8etmEWoe2OR8eWR1nGZbGhoaoAJRgSrb8sUXX/j4+MAJ7pL07Nnzj3/8I5wOy9m1axddT1BQ0J/+9KfQ0FD6cu7cudDCHpw7d46ulqOpqQlaIOpA24JoFrQtjgZtC+JhuNC2EMi3x8bGRronaFuU8CTbQvNRUWz+2CA/heFFccP6mw4vemXtKKVpQZSeOuy+UWlbaMj1FhE9vk8f+ZM5emJm/s67xcbk9yJ51kql4UUpKSl79uwhl1xpaWlOTo6/v/yAoDGZYYsqk8nFtumJ7Blbx4ZGyz9VShfsXzkj7KtdcSTkBzMP/Hb08CKrbYtFOE0eWR3n2Ja6Os19c9M4qmwLYfny5XCOuyq29BDJzc2lK4mJiSEvxblsw8LCfvih85OvEnL109VysP+yhKgBbQuiWdC2OBq0LYiH4VrbQiksLGxvb0fbooTn2RYx+7KGhSn0jwgO6LcrA556I4ZOC2LmqcPkvp3beXeMRbaFZvPd5xMy5/n6yfcbCg4dPn31gS33nKeNt9a/PbuwdGjkaKiWEhkZuX79+gceeOCee+5ZunQpuRmBCikhusAZW8dueiKbXHWLKpPHTYuECikBvn1XJgbT4UVnlo6YGaP4wO8t2zc5qIeIc2wLxQnyyOo4wbbgNyIrEGzLT53f8H/00UfizCNdk82bN8O5sBDyDUOcvDYvL4+UiF84yCn97LPPaDPbKSoqoqvlIDsALRB1oG1BNAvaFkeDtgXxMLRgWwhJSUlbtmyBF0a4W4VOg7aFxL1sC82vV49KDA9QGrNxc9wgsqtclB5dRBg0KDArZ+rOPdvct7eLFbZFTM6y3YOHyYsPP//+ifpFa8ufERsv3vtA/JTZUC1lwIAB06dPp8OLyB0EexGy9A/0m5w/kg4vIv9NWzIqcIj8W0MunoZbosjbfXFLbGHyEKUHft+8IO/p557kToiNUWNbVsyLPrYtSUzhojFQIcXXt29yQsjGJXG0WcFMHVRIcag8sjqOti3FxcXwGrEEtbaFsHr1avrOdU32798PJ8JCPvvssxtuuIGu5NChQ6TkhRdeID/37duX/NeOI9/y8vKEjUgICgqCakQ1aFsQzYK2xdGgbUE8DI3YFoLpmHTuVqHToG0hcUfbQvPVzjHLJwb7+3Y+U4ZK3Lefiy22hWbF4ceixkzqozDtyOiJmXM3VYqNN558KXXuusDgjuuBJSkpiQ4vqq6unj59utLwougpw+jwIpJZO8dFxMk/VSos0PeoPuzytthv98SdnBNh5oHfJ++psdcDv1nbEhYywE9hHpmMSaFP3ZHz3ytraf789pJj25IiQ+Xn+iWNT1VlkWZXzy/avS5hyGD50+IIeWR1HGpbCPACsRC1I4kIn3zySZft3tK9e/fPP/8cToSFiFPkEl588UVS0tbW5uvr269fP1Kybt062sx24uPj6VZY0tPToRpRDdoWRLOgbXE0aFsQD0M7tsUU7lah06BtIXFf2yKmcmb4yGD5e1eVUMnQlW0Lzdb6t5P0i/37y88xHBw6PGvRNm54UWTMRKiWEhoaumrVqgcEyA9Kw4uCwgLE4UUr7kobNy3Sz19GbfQXhhe9snYUebvPLB2h9MDv4ODB6zeutf2B36xtKVw05r9X1u5YM27YkAAokhIZOrB6z+Q/v71E1C5P3ZGTMSkUqqVEDBtwbFsSadz+0apTVVnjYoKhQop95ZHVcZxtwScQ2YIFtoUwa9YsePe6Et26dRPneGP5+OOPf/nLX3Y6Tufw4cN0Pd7e3l9++SUtTEtLo4UJCQm0xHZkZzK29GlK5NcpLy9PHPqUnp5eXFzMPcTR40HbgmgWtC2OBm0L4mGgbRyUi08AAP/0SURBVLFL0LbYPb9ZNzpjhLwmUAnaFjFzNhxXegi0n39/cvWuPPqE2HjZwUfY65nF399/+vTp1dXV5LLcs2dPUlISVEjx699v0oIRa+5LJxfkrY9mZayKGRwu/1amRg24bx4ML9qVEaI0vGjm7OmPP/0od5bUx9S20Pz6wRnjxwxReu4Qafnu0zeLjS+enU9KBgTITzO0Yl40bfz643PIz1AqxV7yyOo4zrYgtkBty7/oi055/fXX4d3rMmRnZ7/11ltw/AwfffRRr169SIP58+f//PPPUCqHOEXuqFGjfvzxR1q4Y8cOWti7d+/W1lZaaAtkJXSFHGVlZdCiM8gaZMciEYKCgrqU1ETbgmgWtC2OBm0L4mGgbbFL0LY4KLDhPn0G+PU9MTO80ywe39FLAm0Ll3UVTbqEKX37yRuNyJiJZFtiEvWLlB5dRAgMDIyOjiY3QTk5OVAkx4Agv4i4weNnRaYtGaX06CKCv2/f6CH+M6IDd2WEKD26iDBkSPCCgnlWvK1KtoXmj+cXr5wfbWZ40amqrPaPVtHG199fUb1ncvQI+TOTnBBCG//57SUHNk1UGoVkozyyOmhbtIlltoWQnJwMb6CH0qtXrwkTJixcuPD222//8MMP4bBNWLZsGSzg5UW+nUOpCf/5z3/Cw8Nps3nz5kHpf/975swZWkiwi8hobm6G1UmR7ZVjSnt7u+xAJJau8xuLtgXRLGhbHA3aFsTD0I5tiYmJgZ+McLcKnQZtC4mn2pbggH5clWzumxcFC6BtUU6SfrEZk+IS+grAC7Nk5WRyp6vTmLctYsp3TgofJt8HJzJ04IFNE7nhRXNzRkC1lOAgf9L46vlFdHiR0iikUaN1FTVlzhxe5Bm2pa2tjey2Jz1R12Lb8uKLL8Ib6KGcPn0aDlWZf/3rX4MHD4YFvLx+/etfQ4UJn376affu3Wkz9iv7119/3bNnT1pOp861kYaGBro2jpaWFmhhFqXnGbEEBQXZpRuO9kHbgmgWtC2OxkG2pempX26+dWvJxkOdZJNJth0r2V1RsrsSsquypLiy+HD1ruM1u44xOV6zs1yaMmkDoc2eQ9V7DlTvPdiRfXsr928v68iOsv3bjpdsOsxn8+GS245w2b/l6P6iUjYlW45ybUjJ/qJjfLYdl8l2k2w7tn+rSbhVSXcAQjYqjWFPyCFw4U41DdeGPRYxXBsSbiU03Jtrv+zdeKBk88FXX3kVLi+zaMG2+Pj41NbWkl8leG2Eu1XoNGhbSNC2wAJoWzrLzZtPhESOVuk4rMOilbvcttA0n547eXyI0r6smBf9+uNzxMZXfp2/ZUW8meFFLzXMIM3effpmsl0olRIwIIB8cDlneJG725Zz587pdDrYdS8vPz+/4uJiD3i0rsW25YcffmBPhOfxu9/9Dg5VmdOnT9944409evSgi9x7771QYcLzzz9P2xCeffZZKP3vf3/88cdRo0bR8tzcXCi1AdMvMRQ1U66QNtC6M7rIv/GibUE0C9oWR+Mg27JzfXEfr8HRXpNHeSWZzSQu0d1nRgctix60lCYmcOmoIcuGphYOzNscONuYWZsH3Ly5f4EkAQugSszA2ZtDJ98akbAhfLwxEzaMDF8Re9P82N7zDf8l6bMgtmdetFeKSdKivTKkmRrjlRPjpWcT7ZVFytkIbWZwifXO4+MzN7bXzZL43BzbfU5st9lsYm6Yya0qxms6tw9CsrkIO0MOgU0qd6qFTDZpNoU9HGO4NmmjDe8styoS7s21W0Z6TRzhNb6irBIuL7O43LYEBQU1NzeTPUHbogTaFgLaFgdlXUXTiLEpsDGXohHbQtP23vJ1BWP6y03xSxgXE8wNL3rgWIbS8CLSmNTS4UXVeyYrDS8ix9Vw6n5uz+0bt7YtSv/wr9Pp3P0f+y22LYSHH34YToAncvvtt8NxKjN16lQ/Pz+x08qiRYugwoSqqirahjTmBhyJY5ECAwP/8Y9/QKm1FBQU0LWxkJ2EarOcO3cOFugMvV4Py3g0aFsQzYK2xdE4yLYc3X58lFei/oZFOTfkm8uNBVxyh2zWJxzRjz1MMy3ucM7EI4lLq8dsvStuyx2Q2+6I3XlHdMkd0fuMKbkjphiqxIzZckfyotq0vJrUecbMr8lMLZ0euXt6xG7Df0miiqeHbs/tsZhPz6X6m1ZK0mfVtP7rpwUUstH3W0PK2UzzWzdt0CYu04dt5xO2Y3r4TknCdk4fWjR9yBY20wZv5lY1LXAjtw+G+K7lQvYk12eZJD2XcqfaEHKk0mb6XsvZw6HJ7bks13upJN0X86si4d5c+yXL65apPebeefIuuLzM4lrbkp6eLv6rD9oWJdC2ENC2OC6L9z4AG+vTZ0j4yNxlxWaSNG0JNO3TJzExcZUC5FYIGvXpE5cdnrU+VikBg/xos6EDfblZeNjQNgTn2BYx9ccyRg2Xn3FmyGD/3esSrp5fJDZ+qWGG4vCiQR2NzTzkKDwi/Gj5oUtffcQdgl3ivrbF/K0oucmFdu6JNbbl73//e2BgIJwAj2PKlClwnAp88cUXPQVuuOEGusjYsWN/+uknqJYyb9482iY0NPTf//43lArU1dXRKsK7774LpdaSlJQE62IghVBtFtMvQEqo1DfuDtoWRLOgbXE0DrItR7YfG+k1wXCffMN8c7lxAZfs4Ftzxh7Iid9Pkztmf9b4AxMWVcTeVjtmUw1kY03M1prRxTWjdxtTXBO9A6rExG6qSco/kTK7cnKeMXMrMyYf0kds14dvN/yXJHKHftiW7B4FfHouyrlpmSR9luf6r8ntv5ZNTr+VpJxNrt/q3MANXPQhW/iEFunDtkoSulU/ZLM+eBOb3KBbuVXlDizk9sEQ31VcyJ5k+yyWpOci7lQbQo5U2iyn1xL2cGiyey7O9l4kSfcCflUk3Jtrv0z1mpfeY472bQv3u4O2RQm0LQS0LY4La1tGxKdwtVzYxuQuF65REzZt2gSN+vSZsXUsd5WyER9XNGqIP/dusqFtCE62LTQfNM3LmBTar59875uCmTo6Yojm6vlFu9clDBksP93v3JwRtPGVX+eTnZEdhUSHF738+jnuQGyM+9qWoKAg2GMF3PppLdbYFsJdd90FR+9x3HjjjebnOjl27BhtecMNN9C5V/z9/b/77juoZvjxxx+jo6Np45ycHCg18uGHH9IqgvonBykhe5mqdIG1tbWwQGeEhYXBMh4N2hZEs6BtcTRoW9C2sEHbYh1+fn6mX47RtiiBtoWAtsVxQduiMu0frdq4JC5wgPwsLdEjgh44lnH9/RVi41NVWeNigqFayujhg2hjkrsOpimNQkqdkmLHy9hNbQu574bdVaa4uBhauyFW2pY///nPN910E5wAj2PJkiVwnCb85z//iYiIIG26desWGBgongRZQfPll196e3vTBqbf1//v//5v0KBBtHbOnDlQahVKE6+ovDSVnmdkSl5eHizj0aBtQTQL2hZHg7YFbQsbtC1WkJSUxA2dpqBtUQJtCwFti+OCtsXSPF6THTe641njLAMCfLesiL/y63yx8euPz1kxLxqqpQT072j83H3TlEYhhUeElxzaY/vwIje1LY2NjbC7yrj1XBZW2hbC6tWr4QR4HD169Lh27RocpxRy1ZIGPj4+N9xww+zZs3v37k0XOXPmDLRgYJ/f9PTTT0Mpw4wZM2htaGjoDz/8AKWWoyQFGxoaoIVZ2tvbyRHBMmapq9PcrZEjQNuCaBa0LY4GbQvaFjZoWyylsLBQ6RESaFuUQNtCQNviuKBtsS4fPz9/5tQoX1/5mXTn5ow4ti1JjJlHFxFChgRMHj9s+c2jye5BkRwJ48dt3bnF/G+rmbipbWlqaoLdVcat/72f2hZr7vM//fTTG2+8Ec6BZxEVFfXPf/4TjlPKypUrSYPAwEDyK/H666+HhYXRRbZs2QItGGpqamhtt27dyOmCUobbb4ffCnImP/jgAyi1HCUpqP53TOkB0ixJSUke8BQuNaBtQTQL2hZHg7YFbQsbj7QtUGEhnVobHx8f8m0EWsuBtkUJtC0EO9qWP3x7hSvRWtC2mIa2IWjHtojZsWbckMH9YQM2oPKpTCWH9nAHqDJualvUPBu3trYWWrsh1vdtIcyaNQvOgQdBfhPef/99OEIpf/vb32hnFvKVIi0t7ccff4yMjKRLyQ4Fys/Pp7VBQUGyTx166623aAOCLZdRWVkZrEWKRU/MIh+psJgcfn5+sh2DPRK0LYhmQdviaNC2oG1hg7ZFxLxt0el0ly5dgqYKoG1RAm0LwY62ZXJqcsyY6Omzpq3fuHbX3u1KeeSJBm5BpwVti2loG4IGbQvN2XunjY0JVidM5EHbooRer4c9loPcd7v1TahNtuXMmTNwGjwFf3//d955Bw7PhAcffBDaeXndeeedpGTatGn05ahRo2gbltGjR9Pa9PT0n3/+GUoZrl+/HhAQQNvk5+dDqeUUFhbSlbCQSxOqVVNbW+vn5wfLM5DfAXd/1LlFoG1BNAvaFkeDtgVtCxu0LSJmbAu5JRMf82wGtC1KoG0h2Ne2wBXWGb6+/RYuyXe+dkHbYhrahqBZ20Lzx/OL508bodKbcKBtUYLcZsregVLcfSILm2zL//7v/4rzvHoG5J3+y1/+AodnQnp6eo8ePW4S+NOf/kRKdu7cSRfs1avXt99+S5tR2ImEt2/fDqUmkHWSBj4+PlFRUT/++COUWghdCYdOp4NqSyCXe21tLflSRdZJIN+N3OiZW79550tyL5e6/EHudg6DcWjWHHz2qV9/8rc2+eGH9gVti6NB24K2hQ3aFhFZ2+Ld7Yay4s3QojPQtiiBtoXgEtsi4mTtgrbFNLQNQeO2heTq+UWwsT59QocG3HUwzUyOFiVCU/JeJ4VytWK2reo4A13QthCam5vJrSvstxFyg2z7c3tdjk22hbBu3To4H57Cgw8+CMcm5cqVK6S2e/fuvXr1Ip8+tPDUqVN0KcJvf/tbWkh58803b7jhBlr1yCOPQKkJu3fvJg169uzZrVu33//+91BqIeL0MSxd5PlBlMtf/XXulkbuLg6DcWYSF9Y/+MyHcEU6DLQtjgZtC9oWNmhbREzXE+BzY31O3+ufvQEtOgNtixJoWwiutS0i5Av5jNnTHK1d0LaYhrYhuJdtiRs9mKvlwjY2s2+vPz4HGnVV20Job2+vra0lN7BBQUHp6enFxcWdDlB1C6htsf5pOA8//DC8n57CqVMddy+ff/757Ubmzp0LLZgHDF25csXb27tXr16kkOvmVFVVRRvfcMMNslPkUs6dO0ebER555BFyVb1rIW+++SYsL6WoqAi24emQW1xyo8vdwmEwLsmyvc989afOe9RbDdoWR4O2BW0LG7QtItx6xg7q/uv5fm8t8kfbohRojbbFbGDDmrEtIj19es5dkHf/Q3XffPc1t37bg7bFNLQNAW1Ll7UtnoqttuXjjz8We3B4ADfddNM333wDx6bQcycqKuo///kPbfA///M/AQEBPXv2JOWLFy+mhZRly5bR9oMGDfr++++h1IS//e1vvr6+tCX5BevWrRv92XbcevZmlXz/j3+Rm1vu5g2DcW0SF9Y/+9pluEbtDdoWR+MetmVhRezm2g6TcmtNTJEgWXYZs7smejtUiYndiLaFCdoWC2HXsyrW561F/jRoW5QCrdG2mA1s2GG25YXlI2aM9PXpYf1DVB2hXdC2mIa2IaBtQdviYdhqW77//vugoCB4S92fe++9Fw5MYOzYsVAhdFHp0aMH+aG4uBiqBSZMmEAbTJo0SZwK96effkpISKDlqamptFCJuLg42tK+uNF8K1ZjeueGwWghiQvrHdTDBW2Lo9GcbRlya864gwbhIiQ37kDWxIPjl1TEbK2N3VIDuc3Qk0W3r2bUXmP2GYSLoWqzoZYmZktN4sITk+dUJs815ubKjJRD+kjqWYRE7dCHusK2hBXpw7dJErZNP/Q2g3Bhkjt4o2ENg5iQlwHr+JCNSpPTd0V2ryWSKNkWUsXalt5LybJcsn3I4osl6TK2xbdP7+qMPqJqQdtiJtAabYvZwIYdZlvEBV9YPiIpBKZTtI4bb7wxOnb0yXtqbNcuaFtMQ9sQ0LagbfEwBNvyk/W2hRAfHw9vqTvTvXv3X/ziF3BIAuzjmUVuuummy5cl/2q9dOlSWsU+5vnvf/+7+LChwsJCWqjE6tWraUv74hlD3czwVstV7raNJnX5g1srXyT3hxiMo3Os/vX8HU9xVyDNsr3PwJVqV9C2OBoN2ZYbhP+Gbs6cXJqZfJQmK+loxpTS+A0nRhyuGXkAottfE3W8OvT2qrBaY26vijhRNeJgzciSmpH7ISMO1IxbVZVYUDVxkTGLq9KmHskdsSt3+C7Df0lG7s6N2MZ33CDxMeni0XcF13+ExFAulTK5fqv1gzfy4bqxkERuzx2+U5KonUKnG8a/RGwzeJnBkt4uhnArp0aGi99qbudzei+VnG2SG+Zney/kDiG334rcgLW5A9axMSzOtCHJ7rk4q1s+H279NNw7blVcZVuSkpLef/J2VrWgbTETaI22xWxgw463LSRnlw2HUvK1/0brO+b39Ok5fZae3Nn+4dsr3KZVBm2LaWgbAtoWtC0ehq19WwixsbHwlrozAQEB4vggyu9+97t9+/btN1JSUkJefvDBB1BtpLq6mq6he/fuH3/8MS0ky954I/RavPvuu2mhEr///e/nzp1LnwFkBUOHDqUb4mhvb4cNeCJ/a/tn1pqHuds2kjse+90P/7by0U4IYh1vtVyVvRrtKClE0LY4GrQtaFsk+4+2xci5c+fI94prv30MbQvaFjsGNux027IrLeiV1SPmjPLz9bFpCL912gVti2loGwLaFrQtHgbaFqBHjx4ffmjN80TYLjANDQ20sK6uDopMnlVkd/Ly8mBLDGFhYVDtoZxoeIu7Z0tcWP/eJx1z7iCIM/n+H//aWPqC6TVp98dCo21xNGhb0LZI9h9tixS0LQS0LXYMbNgVtkUsf2OdLtTfGyqsZVhoCLcbZoK2xTS0DQFtC9oWD4PaFuufAE0YM2YMvKVujnVa5Nq1a/369aNrOHz4MC0kn0G0pH///tevX6eFDsL04eQEvV4P1R6KaVeCp379CdQhiCuQ7W9l98sSbYujQduCtkWy/2hbpKBtIaBtsWNgwy61LSQL4/pDhZeXfy9rerugbVEK2hZoiralq2Krbfnxxx9Hjx4Nb6mb89Zbb8FRWcJPP/0UFRVF15CTk0ML09PTaUlKSgotcRw+Pj50WyydThbj1rz3yTfcDRu5BYU6BHEdv3nnS0dfmWhbHA3aFrQtkv1H2yIFbQsBbYsdAxvWkm1p2Rz9zq2jC8b0D+jdHYpUgLZFKWhboCnalq6KrbblT3/6k+zdvjtSV2fl9369Xk/XEBkZSV5+//33fn5+tGTdunW0jYNobW2lG+IoKyuDFp7Is69d5m7YXnzzC6hDEJcyd0sje2Xa3Ya4u23hxltlrXkYKjQD2ha0LZL9R9siBW0LAW2LHQMb1phtEcsfXhABpcLEur4+3bjceAPMtou2RSloW6Ap2hYVtLS0kH0W8YxJSA1/dH+ywbb8/ve/p89F9gBqamrgqCxkx44ddA29e/f++9///umnn9KXhLvuUvVlyGrIhQhbktLU1AQtPJEHn/mQvWEjcdDTdhHEUoprX2avzMSF9VBhJ9zdtnA2iryECs2AtgVti2T/0bZIQdtCQNtix8CGtWpb2EUmh8qc8GF+MOEL2haloG2BpmhbTCC7V1hYmJ6ebv4Bx0FBQaRNXl5eQ0NDW5v73fEJtuU/1tuWF154Ac6E+2P1dLaPPvoorMLL69NPPz179iy88PI6f/48NHIM5LKDLUlpaWmBFp4Iufdjb9hIvv+HTXMPIYi9cPRIGbe2Ld/85XtuzVsrX4Q6zYC2BW2LZP/RtkhB20JA22LHwIbRtjgyaFvsG7QtNtLU1ET+MAUFBcFeWkh6enpdXV1rayusTvNQ22J9L53jx4/Dobs/VtuWDz/8UHze85NPPnnixAn6s6+v77Vr16CRYyguLqbb4nBH86ceU9sCFQjiatC2mMH0UWIanNwabQvaFsn+o22RgraFgLbFjoENo21xZNC22DdoW6yjtbWV/D0SZ9uwnaSkJLcYzGFr35aZM2fCEbs53t7en3/+ORyVhfzP//yPv78/Xc+BAwdWrlxJfyZ/PqGFwyCfg3RbLEFBQVDtoTjBtjQ3N9fX1xcWFsI59fKqqqo6e/asGX0G7QSgqEsCp0AAitRx/fp1WIxZULaQ48KFC9BCxRavXr3a2NgovrMlJSWvvvoq1NkDtC1KXP7qr9xqSez+hGzbQduCtkWy/2hbpKBtIaBtsWNgww6zLd/uiROXRdtCQNtie9C2WEpbW1txcbGZmV5v6tMvdlwyyZz8tYtWbxeTkJRBCiOGR0M7OdLT08ldG2xJkxj+6Fo9S257e/uQIUPgWN2ckSNH/uc//4EDs5zx48fT9SQlJYmPZF62bBlUOwyyObotFlII1R6KQ20L+Y2dNWsWnEo5qqqqoKkUqBaAoi4JnAIBKFLHlStX6FLsGZYt5GDfLyhSoLGxEdpJKSkpsVc3NLQtsnz/j3+RXeVWq8FhRAS0LWhbJPuPtkUK2hYC2hY7BjZsV9sSGdUxta2vT7eFcf0fvSWCLIu2hYC2xfagbVFPe3t7bW2tbH8Wb++eaVl5u4/UnX7pygtvt3aa6vufn5O/dtDgEFheSl5eHvn+BlvVGDbZlvfee08cQePuLF26FI7KKpYtW0bXQ35JevXqRX++++67odphyF6+5MMRqj0Ux9kWpbtxDnJ7b3pzDnUCUNQlgVMgAEXqECc8YjubyBaylJSU0AYUKJXD/JtL1gPtbANtiynf/OX7/B1PceskufzVX6GFlkDbgrZFsv9oW6SgbSGgbbFjYMN2tS0hw2Tux3x9uk0b4Qsv0LYoB21Lp0HbohKy9bCwMNgVI97ePbNm5JeUN3AyRX3ua3xj0ertptrFx8enuLgYtq0lqG35gb6wlMOHD8PxuT8vvmjTv7JWV1fDihgcPUVuW1sbbEmKXe4NtIyDbItK1UIxvTmHCgEo6pLAKRCAInWI3uTq1atQpFBIISXsUC8K1JnQ3NwMLZS5cOECtLYBtC0sP/z7R7Js6vIHuRWSFNe+DI00hrvalmPVobXVYTVVkNqqiMqqEaR2nyBchIzYXzNuZVViftXEhcYsqkrLQNsinnC0LZ2DtoWAtsWOgQ3b1baMn5AAV5gyK8YNYFeLtkUM2pZOg7ZFDbW1tbATDFkz8h888y5nT6zOxp0V/gGBsGoj6enpWpu91CbbMnHiRDgyN4ccCByStbz11luwLoHevXv36tXr22+/hWrHoHQD2dDQAC08FEfYFnbuDwK5jSen9/r167SW/GA6woi7OYdSASjqksApEIAidcAy0qWgSFp47do1JTUGLUxg3zuyLH1nyX/ZrjFmBiupxyNty/67fvPeJ9+oz7OvXSa/pMW1LycurOdWRZO/46kf/v0jbExjaM62hG3OTCnNnHyUJmvS0Yz00riNJ4YfrRlxCDLyYG1URVX4PRXhd1dC7qmMOFk5/FjViCPVI45ChpdWj11XNXFJ1YRlxiyvSs0+mqvbbZAs5L8ko4pzI7cLhmUxY1sWG2xL3xVcDIbFbzUbTlWQkEJOhRjCqRaSqB25I3dJMnyXPnKHPnJ7R6K260OL9EM264dKQ0qkyQ3ayKf/2py+KzvSbxXZN8nZJlG0LetyB6xnk9NvJVgbY9C2qAFtixJoWwgOmrelZ3fFPvjD/LyLJg/63YZRZLVoW8Sgbek0aFvM097eTq4c2AMjCUkZdz78CqdLbE/T+a8Xrd5+U59+sBmBsLAwTT2c1/BH17qRRJ988kn37t3hsNyZnj17vv/++3BU1vLnP/+Z/HrAGr28unXrptPpfvrpJ6h2DEo3nM3anivIdhxhW9heEmYGlbA352QRKBWAUgEo6pLAKRCAIhVcvXqVLsKefNlCAi2kcAoMWkgRJ38h1NfXQ6kAnYWXvJVVAlBqAx5pW+wbss/f/OV72JL20JJtMbzMjLhtavrxqVOO0WSmHkvPOh679URkRXXUcUjk0Zrhd5ePPHNo5OnDkKcOD3/8aFh9eWhdRei9kGH3V0Tvqo4vrInbaMymmkmzj+XE7MuJ3mf4L0lsSc7I3dk+i7N7LjL8l6bnopzeS9k+LBD/Nbn917IxWBhGVRhshf9qvisKCdtjhUZXnBu9l8/oPZJE79EP36UP327o8yImckeuSfRh2/gM3mjooiJmwLoc31VZN94ilSO3ZPdcbDgERqMYDnNgIddTJsdvtUG4sOm1NLtHgSTd0bbwoG1RAm0LwXGz5N41O3T6yI4xRKYMH+ATMwgmASCgbYGmaFsUgrbFDK2trdykooMGh5TfdYazJPbNqecupmXlwfYE/Pz8tPO4Iutti8c8+/nZZ5+FQ7KBn3/+OSoqCtYoMGfOHKhzGGVlZbAxKW70BHLrsLttYe/Gyd07lMpBR680NjZeuHBB7PlCgeUFaMmrr74qShxyJ29moApZLVknq3LIbigtAi0EaMnZs2fFDZGVyOo2WkuhJWqWEiG1ZH9oYwL5Wak9tBCAIgWgkSVwC5KzdO3aNXghQBtwiJO/EMiphlLHgLbFfOZuadSyaiFozrZE3jY14/jU9GM0mWnH0rOPx247EVFZHVlmTGnN8PvKdGf365oOQH55YMRTh0MfKhv2i/JhD0JCHiofvbc6bmPNmNuM2VIzKe+4wbDElBj+SzJmf46uWJVt8VvNqRYSm2xLzD6ZsPIlZq9+xG59xA6hz4sxUdLxR0IkOoYmeBM7FCh34PocP7valt5oWzoHbYsSTrYtpRVHzje/Ir4kgUaeaFvEBb/cOWZL8iAoNcsLy0eIS6FtgWvUBLQtFLQtLJcuXQoKCoJtC+iiE1ROgmt7VmzYC1s1UltbC3vmUgx/dK2wLf/+97/HjBkDh+K2hIaGvvDCC3BINjN79mxYr8Dhw4ehwmGYfoUi+Pj4QLXnYnfbwt6Nk5+h1EJgeYFr166JIoOlsbERWjOwWzeF69ZBgAoBsiGucwfFXksRrl69KtuYQMqvXLkC7YxAnQAUKQCNLIFdsKqqigov+pJCG3CwngiKHAbaFjPZWPrC9/+wclJ2p+GutuXeMt2zB3TPHIQ0HRxx+nBoQ9mwB8oNwkVISEP56D3VcbfWjNlszG1oW9C2WAbaFoK725Zde7f7+vZjhQs08mjbQsKqk+C+PeAnOSaH9qmaHnJpawzaFrhGTUDbQkHbItLW1sbNiTt97rKm819zTsShKSlv4EYVaaGHi+GPrhXztrz++utwEO5JXFxcWVmZfSfRoV8jyC8J3cS5c+egwmGkp6fTbbHEx8dDdWfQMRQiUKqa+vp6WFIASp2C3W0Lezdudd8HWF5ASU8QuO4qbLcaJbjH8UCpgJkNcX1PoFRA/VJczxFZOOECpQJQpAA0sgS6YElJCXsaoU4AiqSwPYzIS7bPEbmM7dvbBW2LbPJ3PPVWi2N7FdkLtC1oW9C2mAFtC8EDbAs5+axwgUZdybbsSgtq2Rx9LGdIbFDHGCJTkkI6ZgkQbQu1MDSBfWBSBbQtSkHbAk093bZwt6XrthzhVIhzcufDr7CPK/Lx8bl06RLsoosw/NG1wrasW7cODkKTkDN7k5GEhIRJAuQjY/v27Q8//PDFixd//vlnOBL78dBDD5FNd+vWjfy3Z8+ef/jDH6DCYXCdtSh5eXlQ3Rm26BJTRwAVTsHutgWOQQCKLAeWN3L27Fna8+LatWslylOxsmN5xNt+sggrgLguJ1BqRJzzlSzOdqjhNgSlRlQuxVa9+uqrdBEC+RlK7TF/jeh0ZjHDuGQLZaHNKFAkBeqEXWWPSES2z5F1oG1hQ3bvWP3r733yDazXHUDbgrYFbYsZ0LYQPMO2EEThAo26mG0Ry3+3YRQ7b4t1BA0O4nbDTNC2mIa2IaBtcUfbUlRUBJsUsOUBz7bn9EtXWOESFhbm2qcUGf7oWmpb/vGPfwwcOBCOQEtMmTKloqLihRdeIDeQrUZgpx3PBx98cOONMPP5yJEj//Of/0CFY2hvb6fb4iCXO7QwS7PJ84ygQh2mnSOgwilo37ZwU7GamRfm2rVrZ4X5U7geFmZ6HkGRgJkNEaBUAIoEVC51gXlOE9e/hsBeQhb1NDFF3BC7Y7KFstBmFCiSAnVmsZdw8UjbYukziUguf/VXWJe7gbYFbQvaFjOgbSF4jG0hUOECjbqqbSFhn0kU3M/cICMl+vbry+2GmaBtMQ1tQ0Db4na2paGhAbYnsGj1dk5/OD/3Nb7h7d0Tdkh4LDTsqysw/NG11LacPn0a9l1L1NXZ+a7GUtra2vr27Ut3ptN/jbedS5cu0W1xqDkPshOFQJ0KyN0vLMMAdU5B+7aFUycEqBCAos6A1gJQJABFAuo3BEUCKpdi32ixVwsL1EmFCBQJQFFnNBqfrsU6HdlCWWgzChRJgbrOMD0tVuCRtoX8xkFFFwBtC9oWtC1mQNtC0LJtObts+K60IJq0CF9vI4uWFuzau51mcuokeAMEfH379e7dm64QbQuhZXP0+bW6lQkDAvtYoF0CBwVyu2EmaFtMQ9sQ0La4l21paWnx8fGB7Xl5TUrTc+LDVSkplzig4uJi2GOnY/ija6ltmTp1Kuy4Zli3bh3snOv4+eefxTNTU1MDpQ6jqamJbovD/Hwx3KgWFmjRGaZjiChQ7RS0b1ugiAEqBKBIjuvXr5MzfPbsWe5tgmoBKBKAIgaoEIAiASgSgCIGqBCAIrkeTEoUMoOJoEgAijpDPFjWd8gWykKbUaBICtQJkIMiZ5iWX7hwgT1Gu3RvQdvi7qBtQduCtsUMaFsImrUtj94SAWfWQm644QYqXNC2ENgnQB/LGQqlXl6+Pt0mh/YhmT7SV1RapJDW4rwtSkHbAk091Lbk5XU8ejlieLSTp8U1H/YpRT4+Ps4c8sJi+KNrkW25fPlyz54dPXM0wjvvvAP751LI1/QFCxYcOnTon//8JxQ5jNraWjh4KUpTAZHbeLGzgCzQrjOU7sCh2inY3bawasP8vT05jYWqnwDNAhUCUGSErKdZ+nxlU6CpABQJQBEDVAhAkQAUCUARA1QIQJG0sFNgmc42xAKNLAGWlAJ1AlAkhb1oufeXtYesM7IatC3uDtoWtC1oW8yAtoWgWdtCbv7hzFpO9+7dyQrRthBY28Iugs8kYrHFtpxfqxNPoBjahoC2xY1sC/tv//4BgQ+eeZfzHS5PWlaHDFI/t6l9MfzRtegJ0Pv374dd1gwxMTGwc10JbjoiEag2AaqNmEoTaGcW2TFEFGjhFOxuW1gPddbsE6DZyUq4m3MoFYAiBqgQgCIB2VFdpkBrASgSgCIGqBCAIgEoEoAiBqgQgCJpYafAMp1tiAUaWQIsKQXqBKBICmuyoIgBKgSgyAbQtrg7aFvQtqBtMQPaFoJmbUvL5mjx5t8iunXrRleItoWAtgWaOsy2+Pp0MxUutA0BbYsb2Zb4+HjYkuseQmQ+p567yE7g0tLSArvuRAx/dC2yLcOHd3zuaAS7/Iu026HX6+H4GXQ6HVSbAC0ESkpKxAe+iEA7ZZTGEFGgkVOwu20RJ2QlzDI75w652KCdiZeBUgEoYoAKASgymauYrLy+vv7VV18lp/q6ullyoYgBKgSgSACKBKCIASoEoEjaJQSKVAALCECRAtDIEmBJKVAnAEVSWJsGRQxQIQBFNoC2xd1B24K2BW2LGdC2EDQ+S+6vV404KzyceGlCYC8jZVWlz754hqZgyS3wBghkZmfA6tC2CKBtgaYOsy3kdJkKF9qGgLbFXWwL++160OAQTY0hYrNg6WbYSy8vcvsMe+9EDH901duWl19+GXZWS9TW1sL+dSV0Oh0cP4OZa4g2IPfP4pyjtESEFpqBvfc27ZEBjZyC3W0LgT067inIItxQrGvXrkGFAJQKQBEDVAhAkdTdXGAe60OBCgEoEoAiAShigAoBKBKAIgEoYoAKASiSdgkR5zrpFFhAAIrMIm6F3YRsoRK0JQWKpLA2rbm5GUoFrl69ChU4koiB3QQJ2haoswG0LZJwqoUEbYslQdtCQNtCYG9WTaPmmUSZ2RnffPc1NELbIoC2BZo60rYQOOFC2xDQtriFbWlvbw8K6hi6aMdHPlfXP79688HElBy65oIVRcfvfIprY1Gazn/tHxBI10ZoamqCY3AWhj+66udtWbJkCeypllC6N/Zs2PmfRczcLpIq7j4TljECpQqwY4joVuCFEdrMOTjCtph2M2FnZiH3/Kx6IJhedVAhAEUMUCEARWYXYS0AAUoFoEgAihigQgCKBKBIAIoYoEIAiqTnRP1vGSwgAEVmgabSxx5BkcKzkDigqQAUmQDVAqJwJCeZnbKnEWfJNcJuggRtC9TZANoWSTjVQoK2xZK40Lb8z4VXPimdxeYfX38EdZ2BtkUJV9kWqlpICTRC2yKAtgWaOti2EFjhQtsQ0La4hW1hn/ocMTyaExzWpf6JN0XJwkHKH3vhY669+qzbcgRW5IqnQRv+6P6kzrZ8//33Q4YMgT3VEl3QtpjeD1As6uYDyxiBUjmuSMcQ0XlG4YUR2tI5OMK2EDifYoZZs2aZWgCoE4AiBqgQgCJph5r6+nq6TvLfV199la0i0PYUKBKAIgaoEIAiASgSgCIGqBCAIgGuy484xSzdyUK5CYOhtQAUKSOOaGNFoWyhGWhjChSZwPVLkkU8OltA2+LuoG1B24K2xUGgbVHCJbZFVC0k0MhTbEvipIn0AiPcNTv02z1xdFnn25YPP3tXHMDFpqyqFIZ49eoVnz63YPd9Dk3W4p2wsV69hkbFcrVc2MZTp04tUWDu3LnQqFevpAXD5x+ZoJSAwb60WeiAvuR8sqeUIAoXeFPRtriJbWFntLBLx5Y7H34FVqeALcKF697i5IcTGf7o/qRuJNHvfvc72EeNUV5eDrvYZSC/PHDwUizqHAXLGIFSOdhbbnGyEnhthBY6BwfZFoJK4SI7vAXqBKCIASoEoEj1FLkE9ToDKgSgSACKBKCIASoEoEiAE21KsL1CoEgAipQRu8+wa5AtNANtTIEiOciXA2gkBzcLj9WgbXF3XGxbupH7f2PInXm3W6aOKErPLU/PKaPJyCpLm1E2uvhE2Mmq8BpI2IlqXUNpwrk9457fC3lhb/xz+2LOHIh++qCYmGcOjDp+Qre7Vre3BrKvZsKi8uwJh7LHHzL8lyTxcHbcvpyblub0WpLTeymE/Nx3RW7AOolbCVibO3C9wUSIoRqiz3KDsDCGNNMPvU0fskWSqB1cckfvyY3bzyUnXpqx+3OjBeEysiO5o4pzxuzjE1fCJXf4jtxhWzoSWpQbtCG7e0F2j4Ud6V5gkEp+q3J9V3bEf7XBsAy6lQ3aFutA26KE820Lq1pIoJGn2JaQYSFwhQn07H7jzdH+998c5mTbMndBx8NQEDNQ4QJvKtoWd7AtbW1t4hiLQYNDOLVhRR574WO6NvOs3nyQW1B9Fq3uGEFZV2fnL+fmMfzRVWlbrl271qtXL9hNLfGLX/wCdrHLQK4SOHgpFs20DMsYgVITTMcQUaDICJQ6BcfZFoJpvxIWcga46VpEoIUAFDFAhQAUCSgpgKqqKrIn8EI6qwsUCUARA1QIQJEAFAlAEQNUCECRkStXrpg5IQSLZgvmEK8udpibbKEZaGMKFCmgdLZVah01oG1xd1xtWyRdLch/M0ZtTZ1RmTq9giZNXzF5ToVuf+Wwe06E3gkJub169Kkjk1/ZMenXu5jsTvr17kQmSS/v0t1RHnmkJupYNU3k8epxq8szJx/NnHQ0M1lISmnm+AM5fZYZJIvYRYX83G9lbmChoFeMIS+DbpVk8MYc/zUGySI6iL4rSUt9aJE+bCub3BG7+MTuyxl7QJJxB3LGH8xmM+FgzpiS3FF7DGrGmJzYfdkJ0mbjD2ZNOpKVLElO3D5J/5eRu3NDbjMYFu9FHemx0NAZp/8ag2ERE7A2d9AG7kgNtqUvo1pI0LaoAG2LEk62Lc++eIZVLSTQyFNsS3hEOFxhUm7yvhF+crxtefKXj9NyRA2+Pt169+5N31a0Ldq3LewwogVLN3New4oUrJA8aZe8pN1YGpre56qs7t7C9p1x8ly5hj+6Km0L4ciRI926dYM91QaTJk1i/9m/i1BcXAzHL6W9vR1aqACWMQKlUmTHEFGgyAiUOgWH2hYKuc+vqqoSLQP5ob6+3nQiWxbakgJFDFAhAEVGyGrFPjV0Q/Q8kwubFhJIA9qYAEUCUMQAFQJQJABFAlDEABUCUCSFOyEE8vLs2bOm7gmqBaBImULjPMHsemQLzUAbU6BIGaWzbS/Qtrg7nmRbEl/cPZFJ4ku7dCfLIw/XRJVW00Qe81DbknTEIFyY5IxB29IBVDgdtC1KONm2mAYaeYptYedtUSJ+cO+zy4aLq7W7bfnsy4s9fTqeO4uYh5x/eFPRtriDbSkoKIANeHmV33WG8xqWpv6JN2FdAtPnLjNTe6DyEbbWogwaDL3efHx82tra4GAcj+GPrnrbQvj8888/1RI//KB2il9Pgr3KRYKCgqBaHbCYESiVwt5dm+nCQIBSp+AE24Ig1oG2xd1B24K2BW2Lg0DbogTaFoKDbAu5jff1Ufx34sA+PQoTA8+v1TliJNH55ld27d0um0VLC7yNhI2emDxnnUMTmzobNubtHRA0jKvlwjaOiYm5WYGJEydCI2/v4UlBSbdEKqWPX2/abEBfn11pQST0jImQk0/OJLypaFs0b1va29vFYUT+AYGc0bAiuw5LRmzc+fArXAOoELBlMBH7KOiGhgY4HsdjsW1BtEB8fDxcLAxJSUlQrQ5YzAiUMogDOgim85VChREodQpoWxDNgrbF3UHbgrYFbYuDQNuiBNoWgoNsC13q/pvDbo7279HtBig1gR1kZMdZcpVC3g44hq79TCICVS0ktA0BbYvGbUtTUxOs3csra0Y+ZzSsyPS5y2B1Aqdf+pxrABUCiSk5XK36lN91Btbi5ZWXlwfH43jQtrglfn5+cLEwkG9UUK0OWMwIlDJAhYXAwo4EbQuiWdC2uDtoW9C2oG1xEGhblEDbQnCobaF5enEklJplc/IgUbigbYFr1AS72BZRtZDQNgS0LRq3LezkobuP1HFGw4rAuoxwtaYT6HINLIq3N4zvs7SPgi2gbXE/Wlv565Ji6S0BLGYEShmgwkJgYUeCtgXRLGhb3B20LWhb0LY4CLQtSqBtITjBtrDqZPpIXxJ4IUdsUK9jOUMeXhABr9G2SLHdtrCqhYS2IaBt0bhtYT/JbZ+0hQTWZYSrra5/HiqMcA0sijh1S1hYGByP40Hb4n6Iz8flsPS5KrCYEShlgAoLgYUdCdoWRLOgbXF30LagbUHb4iDQtiiBtoXgZNtCn0n05c4xd80OnRzaB0rNItqWb/fEkVXRBPbpTmvRtihF1rZwqoWEtiGgbdG4bWH/pjx45l1OZ1iRxJQcWJ1A/RNvsrXcOCMCW2tpYsd1fDjA8Tgew5Z+RtviVjQ2NsJlIkXl43JFYDEjUMoAFRYCCzsStC2IZkHb4u6gbUHbgrbFQaBtUQJtC8EltkXM3Gh/qLCWAQMCuN0wky5uW0xVCwltQ0DbonHbotfrYe1eXk3nv+Z0hhXZXAyPCqUUrChqaHqflJP/co9/prDLWpq0rDxYi5dXa2srHJKDQdvifph+X6FYetHAYkagVDWwmBEodQpoWxDNgrbF3UHbgrYFbYuDQNuiBNoWgmttC7n/hwovrx2pQbFBveCFanx8enK7YSZd3LbIhrYhoG3RuG0RH9VyU59+nMuwLnc+/ApdoRpseSYRyZz8tbAiL6+WlhY4JAdDbUtXfIiy+2L6zYng5+cH1aqBJY1AqWpgMSNQ6hTQtiCaBW2Lu4O2BW0L2hYHgbZFCbQtBO3YFjpFLvnv/qnBQ3xhWpZO6efbj9sNM0HbYhrahoC2ReO2JSgInuE9NDSKcxlWZ/Vm+Z4EpmwuruKWtSgrNuyFFXl5nTt3Dg7JwRj+6P70n//7+ccfaH6C/EtNhPbCz/8xhqkl+Zn+YKwlL4XQbRlrxYgroZEuLi7Y0d66MOsXfmg3hq1t/7/WL77//bvf//49Ie9+/8W7Hc06ljL8zO4kRCgRj66jgeEH8Tyz7Q3nXCiEGNvAD2LoCpMSJ8JlwhAfF0eq6JuqEljSCJSqBhYzAqVOAW0LolnQtrg7aFvQtqBtcRBoW5RA20LQmm2hYRfx9ek2ObQPSWZkP7I4DSmktThvi1LQtkBTT7EtsGovL110AucybIlK4XL8zqe4BS3Kxp0VsCIvr4aGBjgkB+OyP7oa54t7N761yJ8NVGgA0SmyWPHYcFjSCJSqBhYzAqVOAW0LolnQtrg7aFvQtqBtcRBoW5RA20LQvm3BZxKxoG2hdEHbEhYWRlc+aHAI5zJszJ0PvyLO4ZKYkrPrcJ3pA4kee+FjbimLsmj1dliRY06OLGhb5NGsbWlvb4drREpxcTG0UA0saQRKVQOLGYFSp4C2BdEsaFvcHS3alumVqdMqaNJyKybPrhhZciLkrqphJyFDa2p0jx5Nenln4osGw0Iz8cU9Cef2jGOS8OvikbdXGGzL0WqayFIX2Zbhu/jE7suJPyDJ2AM5CQcNJkXMeEtsS7IkaFtYoMLpoG1RAm0LAW2L44K2xb7p4rYlKSkJ1m7bhLVqcqDyEdiSQGJKDtfA0mTNyId1eXldunQJDsnBoG2RR7O2paWlBa4RKXV1Xcg4oG1BNAvaFndHa7YlPXrr5LwTk/MqJ88xJGVWZfKCiujSssgHy6Luh4TfW5Hw1P5pv92c85stNNm/2ZL7m9tmvLZx5mu3ipn9+obYu4+FH62NLKumiSivHre2InNyaeak0sxkISnHMscfzOm73CBZ+iyH3LQs13eVPuhW/aANHSEvgzdJMmRzbv+1uf1WksYQwdHow7fpI7azyR1VzCUnbj9nTLInHMxOPCRJ0uGcuBJWtVDbkjPuYE6CJNkTD3PJidmrj9rRkRG7cocq2Bb/1bl+qzrSf43BKw3awCbHbxVnW7LRtqgAbYsSaFsIDrItw/y8CxMDz6/VkWXRthDQttieLm5b8vI6Hutz+qUrnM6wb7jHPx+ofIRrYGkmpXU8UKmtrQ0OycGgbZFHs7alqakJrhEpTpvpRwugbUE0C9oWd0drtiVl3PYJy2omLKuesFTI4uoJq08k3Hdo3K/2JjwHGfPs/hm/2bTlw/xb319IU/j+om0fLij7WF/1SdaJT7JJqj7Jvv3S1OSGfcEnTobVVtGE3l4Vv6E8M7XUIFxShKQdy5woZ1v6r9WHbNEPva0j5GWopMeKPnxbbuCGXP81BudC4786N3hTrm4371bi93PJSjw8NeWoJKlHp04pzWSTfiw74UDu6L25Mfs6EluSM2Y/l9wxJVz0w3cZ9lZM2LbcwZt420LSa4mhbw45fGNyfVcahIs0Of1WdJwcIdk+iyXvHQ3nWWi4d9yqoG0hoG0hcPerXNC2sAzz8549yg9eoG1RDtqWTtPFbUthYSGs3cvrvsY3OJ1haXYdrlu9+SAJFStsVf0Tb9KtiJx+6XO2gRXRRSfQVfn4+MDxOB60LfJo1rbU1tbSq4SD3CFAiy4A2hZEs6BtcXc0Z1sSto9fWTN+ZfX4FUKW1YxfVzXhFwcnvrxLnJBl7K/25r1euPvizdtaFtAUtdyy72LeXZfS77uccu/lVJL7Lqf+4ovk1EeKB1edDLu9iib0jqr4W1XblmFFBsMihrwM22botyImYruh64fEtqzJHbLZYFi4Dins/CxCspKOTE0tlSStdGr6MUmmHs8ef1DGtphE0kCIPmqnYYfFhG7NDdoob1vEoxaS22+FwRlJYzAy0mZoW9SAtkUJtC0EO9qWFWsk/x4uy4pxA9jVom0Rg7al03Rx28J+kpffdYbTGZaG673S0PS+WFWwoghKBXYdrhOrrM6gwSF0bWFhYXA8jgdtizyatS2sUBRxpp/TAmhbEM2CtsXd0aJtWVFj8CzLhSytGb+2asIDBye8tHvCuWKa+Bf2zfnthp0X5hV9eAvNbR/m77kw9+RnU++5lHb3pSkk91yaUv95SsrDe9C2GIK2xRWgbVECbQvBjraF5LMvL1adrJDt5CJCBxn9etUIslq0LWLQtnSaLm5bGhoaYO1eXuu2HOF0hqXZdbgO1iVQsKJIttz2GVtITr90BVbn5ZWeng7H43jQtsijWdui13eMNxPR6XRQ3TVA24JoFrQt7g7aFrQtbNC22BG0LUqgbSHY17aIUaNdAvv0GB7gAy/QtqBt6Sxd3LY0NzfD2r28EpIyOKNhaRqa3od1maX+iTe5Ba3I1n0d56eoqAiOx/GgbZFHs7ZFp9PBZcKg1+uhumuAtgXRLGhb3B20LWhb2KBtsSNoW5RA20JwkG0RQ7XLmPhYuPiUeeDmMHFzaFvgGjUBbQulC9oWgvgQaG/vnrZPlLt6M/+ngePOh1/hFrEuaVkd8/s66MzIgrZFHs3aFrhGpDjTz2kBtC2IZkHb4u6gbUHbwgZtix1B26IE2haCo22LmD98e4XclE6fJdNVXCSwT4+VCQPOLhuOtgWuURPQtlC6pm0hN56wAS+vrftu56SGFeGmaBFJTMmxS68WkqbzX3t796Sr9fPzgyNxCmhb5Pnuvef/+HQ5G6hwKaa3AZTc3FzyJUaksbGxvb0dllGgra2NNIMFTKitrVXzEPKWlpaysjJYxoSmpiY1u9HQ0AALmEB2gxwyNGVA24JoFs+2LeRXHn455SC/8rSZGVpbW838ytfV1cn+ynM0NzfDAnKoeUAb2Q2yLVhAypYtW+CD1QgphMVsAG0L2hYI945bFRfalv+58MonpbPY/OPrj6CuM8ivEuyBEe5WodOwtiV32e6t9W9zN4qOC9oWBwU27ETbIkaNdunZ/Ub4CW2LFLQtlK5pW8hqYQNeXmlZeZzXsC53PvwK28mF/Fxd/zzXxpYcqXkcVu3lRf4swpE4BbQt7gS5i4DLpDN0Op0ZXUKqgoKCoKkyZWVlsIAcsvP1cpDdMHPvRG6ZOt0NHx8fclMECxhxiW2BHULcGSd8vHqwbTG9ZzMlKSmptbWVrsQU8gnm59fxAE5ZyK98Q0MDLGBCe3t7Xl5HR1AlyG6YUb1NTU2d7gYL2ha0LVy6sm259tvHuJ6/1z97A+o6w762hdB/YFDq3HXO6eSCtsVBgQ27wraI+cO3Vypry4aGDIHr0irQtigFbQs09SDbQhDv4Ly9ezad/5pTGxpM1ox8usMENf8sZ0fQtrgTdXWS+ZnNQ+43YDET4uPjoVFnNDc3wzJSGhsboUVnKM0pQ+6FxFF/5iF3Xy0tLbCYANoWxDrQtqiE3QQJ+Y1T/+FDvpzBWqS0tbWpkbwE8iuvZGnLysqgUWcoja9sbW21SLUQ0LagbeGCtkUjtkUkfsrs/J13czeN9g3aFgcFNuxS2yJGTW8XJdC2KAVtCzT1LNvC/mWx/clEjs6p5y6Kw4jIl8xOx17YF7Qt7kRxcTG9UFQie8dCCqFaBUp3LGr+eVmE3GXBYgxsJ7RO4e520LYg1oG2RSXsJkjIb1x6ejqcxM5Q+jPW1NQELVRQW1sLi0lRb4rDwsJgGSnskwtVgrYFbQsXtC2usi1ftn5eUVM2arQObkqkDI0cPX31AQcNL0Lb4qDAhrVhW8RYoV3QtigFbQs09Szbwo638A8ItH2uXIdm+txlsK/K/yjoONC2uBMWOQ4C1yWEQgqhWgWFhYWwmBT1t14E2ZEFFt16cdLHtbZFzbwSiKYQv+KjbVEJuwkSw2+cas1BkBWsFmkOpWGMKjvEEZSmQKutrYUWqkHbgraFC9oWV9kWMY8//ejM2dPh1kRK/4FBybNW2n14EdoWBwU2rBnbsqfutw0vfNB6/Rv6kpy34SOiAgL6k8s1ZFjI5NRkpcxdkCeupNOgbTENbUNA2+IWtoXA3pbOyV/LCQ7t5M6HX4G9FP5F0MyAdweBtsWdsOiGJygoCBYzQX1HeqUJFEy/Mymh9C/M5FonVzw06gxufB3aFsQi0LZYCrsJEvIbx84/bx6lMYwW9apT+n5get+ohNK/XVikmyloW9C2cEHb4nLbQkNusdZvXBscPBjuUaSMnphpx+FFaFscFNiwZmzLhvKXU9c8PWvbWda5kPzh2ysffvau+NLGoG0xDW1DQNviLraF/ULl7d3z1HMXOc2hkUxK6+ikpjRow6GgbXEnLJpuwMzzQVT+I7OZmV/Uz7piZiIilf/InJeXBwsYQduCWATaFkthN0FCfuPa2trU/Mr7+PgoTfZEUDkW0kwnT5WzrpDdMDNNuHpzRHEX27LjwvwtH95Cs/nDgj0X5t7x2dS6S6n3CKql7tKU+x1tW8IVbIuuOHfUHjY58Qe4ZCUemZpSKklq6dQpaFvkg7aFzZetn5+8pyYufgzcqUgJDh0+ffWBLfec524pLQ3aFgcFNqwx20Jj6lzsFbQtpqFtCGhb3MW2ENi/L1kz8jnNoYWU33UG9k/oiOD8ji0EtC1uA7k+4GKREhERkS6FfDiaueGhkF+/vLw8WECO2tpa83MIkbsv8s0JWstBdkN2KBPLuXPnzO+G6QOJCGhbEItA22Ip7CZIyG8cKSS/8sXFxfCbKQc5vZ0+Ob6pqUmv18MCcph5IBGFfBIWFRVBaznIbnT6S9rY2Ki0G0lJSfRqEdGgbRl//8Hxvy4e/6s9NGOeL5nz2w3FF+dua5lPs7Vlwd6LebWfZd71Wfqdn2WQ3PVZxr1X0lIe2ht84mRYbRVN6Mmq+A2qbUvoVk5Y6CO26yOZRO3IDbrVIFkC1kHIz0Nvy4nekxOzl032+INcMicfzUg/JknGsYypxw3/FZN5PHuCnG2J2cclN3ovF33kDk4V5Q66VZVt6bsi128VF7QtmrItYp5+7smbF+TB/YoUP//+ifpFa8uf4W4s1Qdti4MCG9akbXGcc0HbYhrahoC2xY1sCzdSoaS8gZMdrs3pl64MGhwCO6c8J6CjQdviNjQ3N8PFIoXcNkCLLgPaFsQi0LZYCrsJEmpbugimI55ca1smj9+esLImYWV1wgohy6rHrauKqTs66uyBUU0HaSKeLp13fl3t5cyyT/Vijn867dDHsw5+1JGjn05PvvdA6JGTUceraSLLqsetrejctvRemhNYmBu9TzIgKHpvzpiSnLj9HRl7IDd8q37QrfrBGyFBt+bodho6qqQdm5pqTNqxlBmVKTMlSVpwYuKiqo4srkosqEqZU5k6oyJ1JiRlduXU5MNkNyTdWEbvzR2+K3f4TjaGjjZhWyUZvDF3wLqODFyf67c6u3t+do8CSbwXZvssZpPTa4nhVHAhhdJkey+SvHc0nGeh4d5xq4K2xUzIfdeW7ZtMhxf17t27e/fuvfr4Ti0o4m4v1QRti4MCG9awbaGxr3NhbUvyrJXclWP3oG2xb9C2sLD9hb29e9758Cuc8nBVms5/HTsuGfZM6Nji5EcRiaBtcRuUhv902o3F80DbglgE2hZLYTdBgrYF6mzAobYlXLAtJy9PLf80l6bi09zjn047+PGsAx/NFnPk0xk22ZYYE9sSV5ITv78j4xRsCx0TlGbMlGMpsypTZkuSlH9i4pKqjiytSlxUlZKHtkU+aFs6zTfffU1uxdnhRT169KAbvfHGG4NDh2ct2mbR8CK0LQ4KbFjztoXGXs6FtS2EoZGjZxeWOuhxWiRoW+wbtC0sbW1tOp0OtuflNWhwiEYmcGGfQ0RwwqlQAm2L22D6NYUi+/gPzwZtC2IRaFsshd0ECdoWqLMBJ9iW2xnbQqJp2zKz0iBcmCTdcmLiYkOXFsiSqsSFaFsUg7ZFfcht7cKlBeQGplu3brBVLy96S+Pn33981gKVw4vQtjgosGE3sS00tjsXzrZQ+g8MSp27zu6P0yJB22LfoG3hIF+c2Dn1dNEJTee/5tyHk7NuyxHYGwFXjSGioG1xG8hHHlwyDEpPOfVs0LYgFoG2xVLYTZCgbYE6G0DbgrYFwr3jVgVti6W59NVHIcM6Ru/DPY2REWNT5m6q5O45uaBtcVBgw3ayLQfvf4MzI46LLc7ly9bPd+7ZrvQ4rdhkvR0fp0WCtsW+Qdtiyrlz52CTApPS9C4ULruP1MF+CDjhy7950La4DaZzNxLi4+OhuiuBtgWxCLQtlsJuggRtC9TZANoWtC0Q7h23KmhbrMjk1I4B/HBPIyUweFjWom0bT77E3XzSoG1xUGDDbmhbaGxxLqbj3ViGRo62y+O0SNC22DdoW2ThHjWri05wyZCiRau3wx4IkNtnV03XIoK2xW0ICgqCC4eBfA5CdVcCbQtiEWhbLIXdBAnaFqizAbQtaFsg3DtuVdC2WBHWtrz8+rmVa5bDnY0UOrxo5dEnuFvQLmJbCKlRA+6bF/XtnjhubQ4KbNVtbQuNjWOLyAVJx7uZ0n9gUKJ+kY3Di9C22DdoW5TgxmEMGhzizElzm85/nZaVB9sWcNUjnznQtrgHbW1tcOFIKS4uhhZdCbQtiEWgbbEUdhMkaFugzgbQtqBtgXDvuFVB22JFWNtCSy599dHR8kPhEeFwiyMlMmbi7MJS8Ra069gWSvggv10ZIRe3xHLrtHtge25uW2hsdC7kgty5Z7vSBTl6Yub8rbdz15jKoG2xb9C2KNHe3s4JF2/vnruP1HFaxBF58My7EcOjYasCYWFhLS0tsGcuBW2Le0AuF7h2pNTVOUM0aA20LYhFoG2xFHYTJGhboM4G0LagbYFw77hVQdtiRUxti5iGU/enTkmBGx0pgcHD0hds2njyJc+2Les3rlWaQ2RRwuAXVuq4NdsxsBmPsC00NjoXOrxI6YIMDh2eu2y3pcOL0LbYN2hbzMMNKSJkzch36KiidVuO+AcEwsYE0tPTtfMYGbQt7kFTUxNcPlJc8lvkctC2IBaBtsVS2E2QoG2BOhtA24K2BcK941YFbYsVMWNbaN65+NbKNcsDBgTAHY+UwOAOc+F5toWE3OSfvKdGaQ6RuGH9T86JcMTwItiAB9kWGhudC0mn491UPk6LBG2LfYO2pVPIdtmnFBG8vXvOyV97+qUrnCixMSXlDYMGd8yATikqKoL90AZoW9yDsrIyuIKkdM07f7QtiEWgbbEUdhMkaFugzgbQtqBtgXDvuFVB22JFOrUtNF+2fn60/NCo0Tq475EjXDd2xNgUNvFTZqcv2MQFWvfpExgYOM5IUlISuYPlCAsLg6Z9+gwfP0TMqOSQtCWjuIj3roQs3UAxuzJCSrKGsSGF0E6FbRHz9HNPKs0hEhzQb0uanYcXwao9zrbQ2O5czI93I9dep4/TIulStoWQMSn0VFUWpzPsGLQtaiDfpnQ6HeyHkZv69FuxYa9dHldUftcZXXQCrNeIj49PQ0MD7IFmQNviHhQWFsJ1xEAuKajuYqBtQSwCbYtFfP+Pf7GbIEHbAnU2gLYFbQuEe8etCtoWK6LStohpOHX/zNnT4e7H/VFvW2jI7auZRxTPjBl0ZukI7m7ZusAaPdS2kJBd+uz/fc3tpxVhx7t169atZ8+e9GeC+cdpkXQ120KJDB14bFvSn99ewnkN24O2RSVtbW3FxcXkdhX2xoi3d8+0rLyt+263oqtL+V1n5uSvNe3PQkhPT9fIRC0caFvcA71eD5cSg06ng+ouBtoWxCLQtljEV39qYzdB8uAzH0JdFwBtC9oWtC1m6Dq2headi2+t37hWaXiRG2GpbaGhc4hMTJoAa5FCbp5Pzon4apdNw4tgXZ5oW+zlWdi88saLQ4YOoZcxK1wo47MWLDv4CGdPSDzetpALdcv2TUpycMW86HefvpmzG7YEbYtFtLa2mv4ZEklIyti4s6L8rjMknFihua/xDVJVUt6QNSOfm5xFJD4+/ty5c7A97YG2xT0ICwuDC4ohLy8PqrsYaFsQi0DbYhHPvnaZ3QQJKYG6LgDaFrQtaFvM0NVsC82XrZ+npaf27dsXbobcEOtsixgzjygO8OtXmDzk3Y3R3M2zysBaPMu2OMKzkHzz3deZ2RlwEQuYChcCfZzW1vq3ZQWKR9oWGioHleYeSk4IOVWV1f7RKk5zWBG0LVZw6dIlct8Ku2UW/4DA2HHJpqOEZAkKCtL+E2PQtrgHcE1J0dokQE4DbQtiEWhbLKK49mV2EySXv/or1HUBNGdbErYnrKgxeJblQpZWj1tbNfqe0hG/PDTizGGaYaePz/pNYdml7IOfTBdz4JOZez/K23Nxrpj9n8yedM/BsEMno0qraSKPVY9bU2GQLMmCcCFJPZY5Qc62DCw0eA1dcUdG7cmJ3Zc7pqQj8ftzw4r0gRv0QbdCBm3IHbEjM/moYRN0/YLWSZ1emTpDkqQFaFssCNoWK2KLbRHz9HNPzpw9/cLl97nyS1999PzLv2RT/1Adabn3wG7y8+vv/EZsSW4I2WY0bGOxpWzjU6cfWrF62eJlC+lLtvHLr58Tm5nmy9bP2cbWhRwmuQ9UmkNkZsyghluiuFvoTgMLe4ptcZBnITFVLZS4sfJyITB4WOrcdXR4URexLWLIBa8kB4cM9j+waeLV84s42WFR0LZYTXNzc2FhYVBQEOyfDej1+rq6uvb2dli1hkHb4gZcunQJriwptbW10KKLgbYFsQi0Ler56k9tiQvrHboJjaM12zIpaUd8YW18YU38ekPi1taM3Vw1+ZF96b/ZOuXlbTTjXyw+8N4tF/9f7Adfj6P58Otxb3w5/vHPEx+6kviwkEeuTGz8fUL6o7sG19wedscJmtC7TozZUpGeXZaeWZaeJSSnIiPlSK7vyty+K3L7rYTctCx7yKaspMNZEw52JPHQ1JQjU9OOislIL80eXawP3Zobvo1GH7Z16sR9k+ZVJC2oTJpvzILK8cuqxi+XZln1hKVMllVPXFw1ea6JbUk5kjNmf3b8ATE5MftyR+zOHbGLjUGvhBZJEnRrbv81HQlYS44xu7tUtRiyMLvnIjY5PosNsqmzZPdcLHnvaDjPQsO941YFbYsVsYttwdDcq/yIYnJHfVQfdnmb2pl0YTH3ty2O8ywkSqqFsv/IPjPj3egUzvCia9gWGjr3kJIcXDEv+qWGGZzyUBm0LbbT3NxcVFQkO3TDDD4+PuSabGho0M7TndWAtkWeL+7dyH2fgApXcO7cObjKpGh5iJpDQduCWATaFvVsrXyRXT/JiYa3oK5roDXbkpSyY8xttWNuqxmz2ZDYjbXx26tyT++Y97t1N7+1nibr9c2PfDrtv38d8t8/h4v5v28jmr+OevWrqNeEnP8q8u0/hmWfKRpwX+2wX1TQhDRUxOyuSJtRkTatIm26kJknpkwtzfVbZZAsvqsgfZZnh902dWqZYUCQmIzj6bnlhgWNSZ1RmTXugH7EbrH/C/k5LePQ2LXVoi0ypLAmlhzIbZKMW1szfnl1R1ZUT1gqZ1tSj+bEH8ged1BMzpiS3JEmtiV0q35YkSSDNuT6r+5I/zW5/VbI2xbvRWxyegrdW7hwXV1uWoa2RQ1oWzwsr7/zG6VnZgf49VuZGPz6+tHcHbVpYAF3ti0O9Swk5lULhdxmf9n6+cl7asw/TovQdWwLDTl75DpRmntoXEzwA8cyrr+/gnMf5oO2xY60tLQ0NDSQvw6EdAGqYHx8fOjLwsJCUlVWVkaOxS16spiCtkUeTdmWuro6+jvDcenSJWjRxUDbglgE+Zim7x3aFvOcev4iu3KaLjWMiKA52zJ5x5jNtQbVssmQ2Ftr47dVZT+5M+/twjlvbKDJOL/lgY9n/Pcvw35qjaL5b2vU/3wz/PWvRr745ciXhLz85YjfXo3MemrrwLraYfdX0IT8oiJmlyBZ9EZpMuPElAw52xJ629T044YZWMRMOZaeXTYlt1wMWTxr7H798F0G/SGE/DxlysFxq6rGrq0eu8aYtdVjNsLhiBm3Bm2LBUHbYkXQtjgo5h9RnBo14L555oYXQTv3tC2O9iwkalQLhdxp00XoeDc4R1pC5cxH9rUtYl5+/dzKNcthG1KGDPbfsiL+qurhRWhbEItA2yKPpmxLUVER/NJIcVPDZztoWxCLQNuiBlnVsrXyRajuMqBtQduCtsUMaFswSmk4dT+5T4b7RSnhg/xKsobJDi+CFnayLbZnQ/nLnFKRjRM8C81nX1589sUzYuof6vj318zsDLaKhF3wwuX3129cq/SYHpfgWttCY37uobk5I567bxrnQUyDtgWxCLQt8mjKtsjO4RwWFgbVXQ+0LYhFoG0xzzd/+d50ZlySxIX1f2v7JzTqMqBtQduCtsUMaFsw5vPOxbeUhhcRFiUMfmXtKNaeQIX72BaneRbZfPjZu3ARe3ktXJLP1Zrmm+++PnlPzYiRI+CUuRQt2BYx5OJRmnsoekTQXQfTzAwvQtuCWATaFnk0ZVvi4+Phl4YhPT0dqrseaFsQi0DbIsvf2v75m3e+JDvMTYsr5sU3v4CmXQm0LWhb0LaYAW0LRk2+bP28oqaMm0OkR48e5OR369ZtQnj/++ZFfbsn7ju3si2u9Sw0ltoWmguX31+yfFHC+HHkpGXlTF25ZnlWTqZpkidPGhY6bMAAwzQrw4aFhIaFxo2N49rQxMRGBw8J9vX1JS1HjBwxfkIC14BGN2pk0OCgfv36+fn5DR8RRVbINZDNlu2buP13XMzMPTQgwLdw0Zgrv87ntAgJ2hbEItC2yKMp2+Lj4wO/NAyFhYVQ3fXo4ralra2NfHoSuuxQMkvxYNsSv4D52a558JkPYZNdDLQtaFvQtpgBbQvGojz+9KN0DpFevXrB2ffy6tmzJykJDui3KyNEuLs0oGXbogXPQmOdbRFz4fL7L79+jis0zTsX32IfW24mat6Cb777uuHU/VyhpkLnHlKaYHjalIin7shhzQjaFsQi0LbIox3b0traCr8xUsrKyqBF16NL2ZaWlhbyXufl5aUbp+nmCAoKEibtTifNSGNYDGFA22JpuqxqIaBtQduCtsUMaFswVoTc5C9dufiGG26g5793795wW8kwqH+/F1bqOg0raJxgW7TjWWhstC0Y8zEz91Bk6MDqPZP//PaS/6JtQSwEbYs82rEt5PcEfmOkNDY2QouuR1ewLU1NTYWFhZY+iJ5AFiELdtmng8uCtkV9EhfWd80BRCJoW9C2oG0xA9oWjNV5+Y0X9TNyhw/v6JxiIw61LVrzLDRoW5yQdy6+tX7jWjPDi566Iwdeo21xDM3NzW1tbfDC/UHbIo92bEtDQwP8xkjpyr0YPNi2tLa2FhUVyY4dsxSyksLCQrJCWHUXBm2LymytfPGbv3wPW+qqoG1B24K2xQxoWzwyz7/8S67EoXn6uSdvXpAHd5Y24CDbok3PQoO2xWmRnXvIFLQtttDW1kbuc8mfBr1en56ertPpYL+N+Pn50f775OaorKzs0qVLsKRbgbZFHu3YluLiYrjipHiS87MUj7Qt5A0lHzeyniUpKYlUNTY2kg9NzrKRzx1SSCANyIcRLMBAVkiquvLVQiBngJ4NtC2yyVrzMNnty1/9FbbRtUHbgrYFbYsZ0LZ4ZMgNXuyYmNlzZxWX7CJ3eurzzsW3uFWpz4XL7+/cs53eXlqHI2zL1b/9iSvRVNC2OD/i3EOyqHzQEkVlY/Kbxe2DyriLbWltba2rq5O9bemUsLCwoqKi5uZmWJc7gLZFHu3YloKCAri+GPz8/KC6S+JhtqW9vb22tjYoKAg2IODj40Pe+oaGBotECZXEZEHO2pCVk881aNT18GDbkrr8F+TXwZZ8dOXPsGpEAG0L2ha0LWZA2+KRgZs8q8jKyVQ5B2pzyxu79m5/8bXn2cLikp03L8gLGRaiGzWS9ThKIY3Fh9c8/dyT7Kq6QtC2uCoXLr+/fuPa4ODBcN0bQduiHnK/Q25GZJ+0awXk1qawsNBB/wRuX9C2yKMd25KUlASXFQMphOouCblFZG84SaDCkcCpt7dtIWvjOs75+fnV1tba/ryhhoYGzuCQDblpHzwb8WDbYssToBFZ3MW2zHm7cPYbG2jSwbaE/NwaSfPf1si2b6Le+GrEr78c8bKQV74c/vrVCLQtaFsIUGEVaFs8MnCTZwPhEeFHyw9d+uojbs1iPvvyYk+fnvT8n29+haslIXezXInzc/9DdeR+9ZvvNDqMiARti2vzZevnJ++piY4ZDdc92hbVNDY2djoZpX9AYOy4ZJI5+WsnpenJDxHDo6FOmaKiIo1Pm4C2RR7t2BZy7w1XE0NBQQFUd0k8xraQD0H2/SU/ky+jdhz1Q3vNcJtoamqC6i4D2hZEPWhb0LagbTED2haPDNzk2UzAgICVa5bLPmP4yV8+Dmffy6vqZAVXq4WUVhyhu6dli/Hia8/TnSQUblrL1WKck0tffTR+QkLIMMPjsSIiwsXOVlySJ08aOHCgr6+v4VcjICB4SPDo6FFcG9lYPUROm7aF7INSf5ahoVFz8teW33Wm6fzXL7zdaib3Nb6xcWdF7LiOj3EWcndTVlZm+z9UOwi0LfJoxLaQG2+4jqQUFxdDiy6JZ9iW2tpaWKOA49QsuYq42X/scvfoRqBtQdSjNdsyIWv7yEM1Iw9WjzxgyPCS2tjSiuW/Wr334pzdH86l2fHBzTUfzXj6cuaTl7JoyM/3f6zf8fb8jW/csvlNmgVFb81POL136EMV4Y8chzx6PPZA+eSbT0zOOzF5rpD51an6Y7l+qznbkhN6W+aU45kppWKmph0zGJbpRk0zrSJ1RmXmxEO50XtzYvfRkJ9Ts4/Eb6iO21QTt7EjY27jE3drTXwhkw01Y9dVT1xyIin/RFIBJHFRVVru8aykI5nJRyGTj2aRLcbuzY2RRB+5Qx+xnU3u4I25AWs7MmBdrt8qg17xXijNouyei9nk+KBtkYC2xSMjqBJzDI0cPX31gcV7H2CTu2x3cOhwaCEldUoKuWPkOoksXJJPTn5mdoY2O4+QHaOXR+CgQK5KO3n2xTN0Jwm79m7najFOzoXL76sZzvb6O79xzkTUWrMt5AuVXq+HXWGIGB69YsPe+xrf4JSKmpx+6crWfbdPStN7e0NfOZGgoCBt/osy2hZ5NGJbWlpa4AqS0tDQAC26JO5uW9rb29mvv87pb8L1o8nLy7NjJxqNg7YFUY/WbMvYWdvD7qgOO1kVdrshITU1o+4+Xvz6zY/+fuKDVybRnPp84qGLM+e9va6geTXNondWzfztrbpnDoY9WRpx+mhHnjwSyeb0kZhjZYmLqhILqhIXGjJxSc2kOcdNbMuKnGG3ZaYe69Ack45OTS1Nyy039D2ZDkmZWTk1+Qjb9yQn/mDKjGOxRTUx22titnUkdotJSJutTIQ2Y9fVjFtVPW41hLycnFcxdcqxjKnHIZnHM1OP5ow7kDNWEtPeLrlDNxsMi5iB63P9V5v2ZMnuuSjbZzEb3rPQoG1hgrbFAwKOpE+fYcNjImMm9ukjP95h9MTM+Vtv39nwPpv8nXeTcmghJTwifOee7WaGF2kqVScr6OWxYs0yrko7QduCMRNN2RbuvoMSMTz6SM3jnECxLqeeuzh97jJYL0NRURHsgWZA2yKPRmxLY2MjXDtSXKsqXY672xZ25mNnzqVC9pzty5eUlGS+011bW5tme+VZBNoWRD1atC0nqw2qpdaQkOqaUXcd3/36vEd/n/jglWSaRz9PPHRx5oLmtYt+t4pmyTsrZ7++YXTTwYjTR6OeOiJGolrQtqBtsRy0LR4ZsCN9+owYm7Kz4f3Nd5+fmJPv1z8ASqUEhw7PWrRtyz3nWedSWP18on5R/4FB0EjKwqUFTn7ItHV58bXn73+ojivUVNC2YMxEO7aF679PGDQ4ZPeROs6Y2J77Gt+YlMZ3n0lPT9fUvyijbZFHI7alrKwMLhwpGp8NyNG4tW1hB/U4/+Ogvb09Ly8PNt+ZfSAt4+PjbbdLLgdtC6Ied7Etj/w+8RdXkmkeEWzLLc1rF/9uFc3Sd1bOeX1DdNOByNNHhj91WAzaFrQtBKiwCrQtHhmQIkbbImbmusODh0VCnRQ///7jsxasLX+Gbb/lnvPTVx8YGtkxhyhLXPyYo+WHtTwHrfaDtgVjJlqwLeRGg/1HZYK3d891W450OjOLLSm/6ww3n25YWFhLSwvsk6tB2yKPRmxLYWEhXDUMPj4+UK2C69evw2ICUKoA11gWaOpS3Ne2sJ2V8vLyoNTpsNdVbW0tlEoRTZ+fn5+7Cxe0LYh60LagbUHbYga0LR4Z0CEmtoVmVemTUWMm9e3bDxpJiYyZOHdTJbdI/s67Y5P10MJIt27dyMnv0aPHpi0btPAEIncM2haMmbjctrS1tXHP0h00OOTOh1/h5Igj0nT+67Ssjn9OJpD7l3PnzsGeuRS0LfJoxLakp6fDJcMQHx8P1Sqor6+HxQSgVIErV65AO2WgqUtxU9vS3Nzs4+NDV0LeRNcO0mGnrTL9LCYlUOdSK2Qv0LYg6kHbgrYFbYsZ0LZ4ZECHKNgWMRNz8v0DBkJTKYHBw7IWbdt48iW2fWH188mzVtLhRb169YKz7+XVs2dPUjJz9nQ1M4w6MziSCOPWca1tIfc13H2rLjrh9EtXOC3i0KzYsBe2LUBuu7TQwwVtizwasS2yTyZXf/dLbu9hGSNQocDZs2ehnTLQ1KW4o21pbW0NCgqiayA/uLy3SFtbm3h1cb1XyM/ivFakjaaGPloH2hZEPWhb0LagbTED2haPjCBMDJi3LTSzNxwfGqGDBUwYn7Vg2cFH2PZb69+eXVg6OGwEnH0vr969e0PrPn1GjdZV1JR92fo5t0vOj/gEaJwlF+Omca1t4QZkZM3Id+joIaWUlDewjysiNzIun38DbYs8WrAt7e3tcKVIUTnZsqw6gToFqqqqoJ0y0NSluKNtEQcx+vj4NDc3Q6lLuXTpkmhVRIVHrjqxEyDZVdKGlrs1aFsQ9aBtQduCtsUMaFs8MmA+1NkWmlWlT46eOLVfP19YUkqYLn52YenW+rfZRWatLw0KHdmrVy9oxBAwIGDlmuXvXHyL2zFnZvos6PPr69uPq9JO0LZgzMSFtqWurg42KbBo9XZOgjgzdz78yk19+sGuCLNkunY8AdoWebRgW8iNLlwmUsgFDS0UuHbtWklJCbSWAi0UgEZmgaYuxe1sC/skb009vZudR4Y6INZMk1razN1B24KoB20L2ha0LWZA2+KRAedhiW0RM2nGsv4DBsHyUgKDh6XOXVdY/TzbnrwkhaQKGknJyslsOHU/t3vOCfZtwbh7XGVbyFbEqRIIaVl5nP5wfo7UPA57I0DubmBfXQHaFnm0YFvOnTsH14gUM1P+XL9+Xemh0RRoJ8fVq1ehkYBrr0vzuJ1tyTM+BsiiOXecgziBC9m3hoYG+jNBg8+rtxq0LYh60LagbUHbYoYf2q5d/+wNNv/553Wo6wy0LZoNqA6rbAvN/KLbh0aO7tu3L6xISvyU2Yv3PsC2p8OLwnTx0EJKeET40fJDl776iNtPR+fJXz5O7le5Qk0FbQvGTFxiW9ipEgi66ASXDCAyzbot4E8pLvzXbrQt8mjBtpg+q5xiZnAHtDAya9Ys+MkItJODm+RFy/0a3Mu2NDU1wZLG/iOagu13I5KUlOTaTnf2BW0Loh60LWhb0LY4CLQtmg1IDhtsC82GmheiE7P7+frB6qQMjRw9ffUBbnjRsoOPjM9aAC1MWLlm+cuvn+P2tisHbQvGTFxiW9jnPfsHBJ567iJnPVyYrBn5sGfCJJWumsAFbYs8WrAtRUVFcIFIgWo5oIVASUnJtWvX4IURaCcH9/QiDXoBEfeyLfHx8XRBzT7cR+x6QwkKCnL5hFL2BW0Loh60LWhb0LY4CLQtmg24DZtti5jUuesGBg2FlUrpPzAoedZKbnjRxpMvpS/YpDS8KHVKyr0P3v3Nd19zu90Fg7YFYybOty3sP9l6e/esvv95zne4Nk3nv9ZFJ8D+ua7bPtoWebRgW7h7YEpYWBhUy0HbzJo169VXX2VLRGihLFxHGLIGcfKX+vr6q1evQjsN4Ea2pb29XbRmWngImSzsZ6WPj49zBnlaATmZhYWFVpggtC2IetC2oG1B2+Ig0LZoNmA17GdbaBbtqQ+JioFVmzB6Ymb+zru5RWYXlkbGTIQWUsIjwnfu2X7h8vvcztsxL772/CNPNHCFmgraFoyZON+2iNMREObkr+VkhxZy58OvwP4J9ziW/pO5XUDbIo8WbItOp4Org4Fc1lAtB7kX5fqkwGJGoNSE69evQwtlLly4AK1djdvN20IW0dTkuBzsN+CgoCDNjiGiY+vIZ2VxcTEUqQNtC6Iet7At+96c2/jl+Ee+SKRp/P340o+nFby7eul7K2hWvL987pvro5/dH/n04eFnDomJPG0wLB156kjMcdW2Je1Y5uSjkOSjU9NK0/TlqTMrDMJFSMoswbbEHcgee5AmJ+5gyvRjBpmyTSJTYm/jM4Y1LyRFNWM214xbW5OwsjphFYS8nDynYmrasYyM45CpxzNTjhoMS7wkuSME2zKcCdoWBqhwOmhbNBvwGfa2LTSbTr4UlzpDaXhRcOjw3GW7t9xznl1k5dEnxmct8PPvD42kLFxa8PzLv+QOwfZUnaygl0fhprVclXaCtgVjJk62LexUCf4BgRqZrsU0c/LXwl66aJwB2hZ5tGBb2OmdRSydvBYWMwKlJly4cAFamOXKlSuwgEtxO9uiZdjPSkptbS3UaYn29nZxFi5L737RtiDq0Zxtmbk9/Pbq8Nqq8BpDhlXV6O4oX/fy0vKPckpbptFUXMzZ/HbBjJc3572ykWbuq7fmnNsa/djhqIePjXikVEzko6WRp5g8VhpzpNzgWTjb4rsqt+8Kg3ChuWl5ztDNWclHsxIPQyYezkw+MiW7LG1aeZremGkVUycfzR5/KGvCYZrshMPJs49H76wZXVwzendHoneYhJTvYbLXUBK3qTq+sDp+AyRuU82k+ZUZmWXpOcbklk1NL82eeCh7giS5o/fk6oolGbbFYFjEBBbm9l+DtsXJoG3RbEBjOMa2iMnIv23g4BDYkj2498G7uQOxJZnZGfTyCBwUyFVpJ2hbMGbiZNsiTpVAWLflCOc41AdWYYSrNQ20M8LVmubUcxe9vXtCa1cMNUDbIo/LbYvpN35KWVkZtFAHLGYESk04e/YstDDLrFmzYAGXgrbFXpBj8fPzgwMzEhQU1NbWBi00Q3Fxsbh7lva+QduCqMe1tiW7e352jwKI8HPC9B2RVTWRJ6ojKw2JqKiOqqqKfeTQuGf2jT0DGde0N/aRw7o7KkbdVQ65u0x3e4XuaJXuULXucEcia06E33ki/A5j7jwRs7sqKb8q6Rbhv/lViYtqkmcdz+m7wiAR+iyH9FqaE7TB0G1kTAkktiR77IHM1NKpGcenpos5ljHFkKnGZKYem7i4POpYdUR5dWRZR6KO84msrgo/yeSOqojaqpGHa3T7anQlkBGHahJWV6XOOjF5rjE3n0ibWTE14xjZNJvshIPZcQey4zuSG7VdP3hjR4I35Q5Yb+pWSHixIpds03gv5FULCedZaEzedCuCtsWKoG0xE7AXDrYtNEv3NwiPIpJ/epFF2Ne2iE+AXrgkn6vSTtC2YMzEmbaFfQbuoMEhVndsaWh6H9YisHrzQa4BF0vb0yxYuhkWcEX3FrQt8rjctpBfD7gopDQ1NUELdcBiRqDUBHGKFkp9ff3164ZnOnIPKiJoYTwR2ha70N7eLmppPz+/lpYWsfOI1h7/3NraKnb1sqLrDdoWRD1atC0nagyqpUJIeXXkiarQByqGPlY+9JQxj5cNu+9EaHltaKUxJ2rDj9eO3FerK67R7TGmuCayXOgjU21MTVXMDjnb0md5Tu+lHX03ei3JGVSYG7s/N3ofZPS+nDH7MycfNViVNGNSj2WkG2dUETI1/fiE5RVkt8OrqiNOMKmU5kR1+B1Vw+pOdOTeE6F3VQ0/bjAsIw5DIo/VjFtflZJ3Inm+MQtOpM6pzMgyTODCJmv8IcNQJuP0MSS5w3fwtmWgDbbFZCm0LWpA26LZgL1wim2h2XTypYTM+f18/WHDVmFf20Jy/0N1VScrtDwdL9oWjJk407awjyIqKW/g7Ib6HL/zKViLwIHKR7gGXCxtT9N0/mv/gEC6CLmhcPI/KqNtkcfltqWuro5eExyWdn+CxYxAqQmvvvrq2bNnq6qqCgsLyX+hVIBUwcIC9fX1UOE60LbYBfYrOLV44kPHySeRpub0FWeM1ul0Vkwrg7YFUY9b2JaIX5SFNx4Lf9yYJ0rD768Ir6wJrzJ4DUOqScuakftrdHuF7iE0e2siK6rEQUmG1FbF7FRtW8bsz43ZB4nelxNnYlvSBNsiTqqScXzqlOMTllWQfQ7nDEuFNJXV4SerQu850ZG6E2F3Vg0/VjPioCBchESV1oxbV5Uy50TyPGPmn0idXWkwLIziIUHbwoK2hQZti5mAvXCibREDG+7Tp2/fvgEDgzqNX/8BsIADbIv2g7YFYyZOsy3kq7j4j6D+AYGc2rAom4ur6Hoodz78CteAi6XtxbDdW5w8mSbaFnlcblvEcRMclto4WMwIlFoC9xhpSyeOcQRoW2xHFCsEsScLOzdKWFiYRp4DzX5Bt7RvFwVtC6IetC1oWzoNt4ghaFtUgLZFswF74VLbEjAwiKuSzezCUlgAbQvaFow0TrMt7JyP0+cu47yGRSGLw4oEHnvhY64BF0vbi6m+/3lYxumDidC2yONy28J20BIhd8JQrRpY0giUWggsbARKXQfaFhtpbm4WnXR6ejqUCpw7d46WE5KSkqzoSGJf2A908ksBpRaCtgVRD9oWtC2dhlvEELQtKkDbotmAvUDbovmgbcGYidNsC/tn5UjN45zXsCiwFiNcrWmgnRGu1nzYwUTOvMFB2yKPy20LO8+zCLn7hWrVwJJGoNRCYGEjUOo6urJtaW1tJR+dIlZ0PyGLhIWF0WOR7cDCdnuxWnDYhUuXLomT+JLfCKs/GdG2IOpB24K2pdNwixiCtkUFaFs0G7AXaFs0H7QtGDNxjm0h38bFL+c39elny4OfuSlvC1YUcQ24WDdFrhi2X0xjYyMcj+NB2yKPy22L6ZNiCFbc+sKSRqBUijhpC0G2DV1WBEpdR9exLeQTrampiXxXTk9PF8f4mOLj40MakGbks6PTsWbkk5deXWSp5uZmKJVSWFhI10yw9DFY9oK1QmSHbTntaFsQ9aBtQdvSabhFDEHbogK0LZoN2Au0LZoP2haMmTjHtrC94LNm5HNGw6JwU97uOlzHNeBi3RS5Yo7UPA5LOuWOQARtizyutS3khhmuBSlWfOmHJY1AqRT21ppw5coVqBC4evUqVAhwc+i6BI+3LWQTdXV14tSwlqLX62tray9dugSrM4FU6XQ6Mw/3aW9vT09Ph9W54hFF7AOSCDb+tUDbgqgHbQvalk7DLWII2hYVoG3RbMBeoG3RfO5/qOMZGmhbMFycY1vYB7ls3Xc7ZzQsCjflbXX981wDLlZPkUvTdP5rb++edFkrxotYDdoWeVxrW0yfu0yxYgplWNIIlEphH5lO4HxKfX09VAgo9YZwJh5sW1paWjqVLLQnC2tDlIiPj1f6nO10VE5bW5vYtYRANmfFqCXrIBekOK0MwYwVUgnaFkQ9aFvQtnQabhFD0LaoAG2LZgP2Am2L5sPeTpOfuVpMF49zbAv7SV5+1xnOaFgUbsrbhqb3uQZcrJ4iV8ygwSF0WXKPA8fjeNC2yONa28LpDxErTAcsaQRKpXC9VwjiYDbu8c+zZs2i5a7FI20LWa2sZ/Hz8yPflck7Qj4xZburtAozuTQ1NRUWFsqONiKrNdPPxQxkzUlJSbAWYZJmJ7i2oqIi2J7glezykDa0LYh60Lagbek03CKGoG1RAdoWzQbsBdoWzQdtC8ZMnGNb2L8pD555l9MZFgXWYoSrNQ20M8LVqknsuI4/BHA8jgdtizyutS1lZWVwIUixonMBLGkESk2gM7Z0ihY6thA8zLaQFZp+G9bpdEVFRVac8JaWFvKN1nSW5cLCQiuun/b2dnagmY+PT3FxsaWPIVcJ+ZPA7rYd5Q7aFkQ9aFvQtnQabhFD0LaoAG2LZgP2Am2L5oO2BWMmzrEter0e1u7ldfqlK5zOUB8nT5FLMymtY+ed1mcfbYs8rrUtpt+NCH5+flBtCbCwESiVg5u9xRSxw4vL8STbQj4HuRmRw8LCmpqaoNoGWlpa2A9EAtnQuXPnoNoSGhoa2KE9ZD1lZWWdjkVSD9lVbmBUUlKSHT8E0bYg6kHbgral03CLGIK2RQVoWzQbsBdoWzQftC0YM3GObRH/ZdTbuyfnMiyKk6fIpWHHIpG7DzgkB4O2RR7X2hbZKTnIxQ3VlgALG4FSBUpKSqCdCWfPnoVGGsBjbAv7rGVCWFiYXQbOsHAdRgjWTYNCPpLYaVwIQUFBdXW2nnlyMgsKCmCNRsi9gR1VDgFtC6Ie97AtD5aFP3HMIFxoniwNfwBtC9oWedC20KBtMROwF2hbNB+0LRgzcY5tEWctGDQ4hHMZFsXJU+TSLFq9HZb38rLuX6CtAG2LPK61LUqzb0C1JcDCRqBUmQsXLtTX18+aNYu2LywsbGxsvHbtGlRrAw+wLe3t7ew3YB8fn9raWvsqBhbyJrI9aAoKCqzYFlmkrKyM64lDXpK1NTQ0WNQVhXz6FxUV6XQ6WIuR9PR0R5hmtC2IerBvC9qWTsMtYgjaFhWgbdFswF6gbdF80LZgzMQ5tgVW7eUVOy6ZcxkWxdIpchNTcqCpgBVT5JJs3ddxiuz+L9xKoG2Rx4W2hdzTwlUgpbi4GFp0edzdtrS1tbGzz4aFhTmhMxt96jNs0oahOmTni4qK2IFFIvHx8eTLNKGpqYl8vtOpeUl78jOhrq6OVBUUFHC+hkKWdZxjJtulW0HbgnSK621L9wJIN8PPEzO2j95bM3pP9ehiIburyc8jj50YUV05osqYmsqRpVWjimtG7TVmX83oXdVxG6vjC6vjNxhTaFhct79aV2LM/uqx606kzKpMmVlp+C9JXlVqVikYlt5LIT6Lcwauz43elztqD0S3Jyd6b9bEQ1mTjmQlGZN4eOqUYxmZZRlTIVPTyyYsqRh+tCbyeE3UsY4MP2KS0urhx5gcrx5xpDp2q+EQ4jZBxtxWnXRLZXpW2ZQcY3LL0jOPZ6aUZk6WJDvhEKtaDLZl5C79sC0dCS3SB91qOC6pRpE4JhpSwrXptcSgabj0KMjqdgufGx2iWkjQtlgRtC1mAvbCU2zL9Fn6hUvyDxwtefbFM2byh2+vcAtqP2hbMGbiHNsidnW3sW8LXYkIV8vlsRc+hnYCiSk5XAOVYfu2OOLkyIK2RR4X2hZyjwpXgRTbR214DG5tW9rb21nVkp6e7qBJZ00hG2Ife6TT6azeNDkJ5Bu8rHOxlPj4eEfbZbQtiHpca1ukPSPIHXv+pEnb426tibu1Om6DMbdWR2+vMbiV3cYU10RvrRmzoWbMrcZsrIlfVzNhSdXEhVUTFxmzsCqusCbmtprYzcbcVjNh8Ykp2WVTssoM/yXJqUhPPQyGRfQLPRflBKzN1RXnjtgFGb6LvMwedyB7wsHs8cYkHJiaVpqeVZ6eWUaTkVE2cUmloVvKUYlbGVnCR7eHORx6RNtrxq007PaExZDxS6tTp5VlJh+dmlIqhrzMTjycPVGaBIlqMdiWUcX68G0didiuH7JZ3rb0WS7JTcv4biwk3gs7uiAZOyLxYoWEe3PtF7QtVgRti5mAvfAU28K+1+aZPktPblDdSLugbcGYiXNsi3gXY8u8LZZOkVtd/zw0Feh0khelsB1qrHtgqxWgbZHn/z1b+0npLDZQ4XiamprgKpDitNFl2setbQs7TUlRURGUOhH2Ect6vR5KrYVclmSF3JQuneLj45OXl1dXV2fjyVQJ2hZEPVq0LRtrDF08bjVmY3X0jppRewThQrOnJnobSBbIppr49TUTlgqSZbExi6riNtTEbDFIFsiWmglLpLYl10W2ZS9zOPSIdtSMW2XY7QlLIOOXVadOLzMMX0otFUNeom0xj31tyz++/uiPT5ez+ddfrkJdZ6Bt0WzAXnQ92yLiLtoFbQvGTJxjW9h/uLX6mUSWTpHLDTuqf+JNroHKsM8kctq/dqNt0RzczKkizrkvdQvc17YUFxfDWlykWijsNWav3bh06RJZLfkyrdfr09PTubmHSAmBfOknDZzvDdG2IOpB24K2BW2LGa799jGu5+/1z96Aus5A26LZgL3owrZFJDF5opa1C9oWjJk4x7awD7G9r/ENTmeojEUPGLrz4VegncD0ucu4Buqji06gK/Hx8YHjcTxoWzQH2/WABaoRt7UtjY2NsAp7dCqxEbaLjccPUkPbgqgHbQvaFrQtZkDb4pEBe4G2hSEzO6PqZMVnX17kVu7aoG3BmIlzbAv7SV5+1xlOZ6hM/RNvwioEzMzD8tgLH3Pz4x6/8ymujfoMGhxCVxIWFgbH43jwHl5zkPtweh2w6HQ6qEbc07a0tLSIs5zYMmGKvWCnjyE75rSZolwC2hZEPWhb0LagbTED2haPDNgLT7Qt47IK+gXIPOhTPWRt2tEuaFswZuIc29LQ0ABr9/LauLOC0xnqwzkU8rK6/vnTL30uNmhoen/X4TqoNmJLx5am81/DWoRO93A8jgdti+YwfSwuweVdITSFO9oWUaL5+flZ3TvGvrS2torjfeLj46HUE0HbgqgHbQvaFrQtZkDb4pEBe+GJtoUutfnu8+OyCm7yC4BSqwgZFrJ560bXahe0LRgzcY5tIeuEtXt5TUrTc0ZDfbiJb9WQmJJj3YOfaUrKOzyRE+4IRNC2aA64ChBlgkbPZG84SeDcORLYtlW2hZ35uLm5GUo1ANkZ2C0vL7KTUOpxeLBtGT29lB4aYheSkpI2bNgAL4ygbUHbwgdtC9oWzwrYC8+1LTQFu++DUtsg6y+tOPLhZ+9y23VC0LZgzMQ5toUg/mOtt3fPpvNfc1JDfUy7rphh+txltqgWkqwZ+bAu5z58Bm2LtjD9Z1XEFLezLfHx8XTZvLw8KNIM4jxBOp2uvb0dSj0LtC2ILaBtQdvCB20L2hbPCtiLrmRbkuesS5yxwn9QiNcNN0CR5cSMiXaydkHbgjETp9kWdqLckvIGTmpYlOr657khRbKYn0ZXTZrOf31Tn350bX5+fs685UHboi3OnTtHrwPEDO5lW8TxjT4+Pi0tLVCqGVpbW8UJZWpra6HUs0DbgtgC2ha0LXzQtqBt8ayAvehitkUsT5yxwrvXTVBhFaFhoXMX5HG74YigbcGYidNsC3u7mjUjn/MaVuTOh1/ZdbiuYIXkQTHk5ebiKlLFNbYu5XedgfWSNRcUwJE4BbQt2qKuzoIuVV0WN7It7e3tYnc7Fz7y2Txi9xayqx7ZvQVtC2ILaFvQtvBB24K2xbMC9qKr2haSmJRZUOHldYNVvV2GhYZwu+GIoG3BmInTbAu5WfDz86ObuKlPP1sGEzkt0+cuoztMaGxshCNxCmhbtEVxcTFcCIgy7tW3pa6uLigoyMfHp7W1FYo0BquEtNy9hZxAvV5vxV8OtC2ILaBtQdvCB20L2hbPCtgLtC0C606cTbl5Q/+gUIu0C9oWjMvjNNtCKCgogG14ee0+UsepDa3l9EtX/AMC6d6SOzInPxkWbYu2yMvLo5cCYga3m7elvb3dmbMxWUFtbS09Oi1bIbEPjqU9ANG2ILaAtgVtCx+0LWhbPCtgL9C2CKw7cVYsH5u5AEq9vG7s1q1n775cbrjhRlqLtgXj8jjTtrAPAPEPCNR495Y5+WthX10xhybaFm0hTqeKmMHtbIv20f6IJ3LarZ5fBm0LYguutS1JydvHbK4Zs7l6zCZjNleP3lWj22cwFJB9NaN31MRuqondbMxtNXEbasYvr5qwuGrCUmOWVI3ZWBO9tSamyJitNeOXnZiSI3gW8l8SfUV6moJtGbUnd+RuyIjd5KVBaiQeyp5gzPiDU6ccS8+uMAgXIRlTyycsqxx+tCbyeE3UsY6MOMhn5H7hiMSU1IzeXTN2jWG3xy+DJKyoTp1ZlplSOjXtmBjyMjvpSHaiNOMPZSdIkjsabUsHUGEVaFs8MmAv0LYIsLaFXSRkZIJYLsZ3QDCtRduCcXmcaVsI7E3rui1HOMGhnZx67qK3d0/YUS8v58+hibZFW4ij4FjI1Uy+oyAi+RtOsDecJHD6HAm8GR5qWwjinEHa7N4idvsivw6WTi5Drhm6rOfZluRFd9FfCsRePPTQQ/RqESGFcPZtQK1tufGWjtxA7thvSR27beKSqolLTkxcbMySE+PWVMVvqI4vNGZD9dg11eOXV3VkhcGtJM+rTM6rTJ5rTF7l+KVV41ZVJaw0ZlXVpJsrpk4pnZpWavgvScbxqUkHc3ovkZgIn8W5/qsNkiJsKyR0K3mZO6o4N3pP7mhjRhVnTTiYObk0M/koTVbS0eQ5ZbG3VcdsrY4pMmZL9djCqrHrJRm3roocVEfWVo1fWTVpfuXk2RWT50DIIaSnl2aPP5g18ZAY8jInviQnTpqYvVz0UTv1w4o6QvZ/8EbQK2xuWsbblt7Lsnsuzu65iE1Wj4Ks7vmSdCNvmVS1kHBvrv2CtsWKoG0xE7AXaFsE0LZg3DROti3sXLn+AYGnX7rCaQ6NhJ2xxcnz41LQtmgIcosL14IUu3zX9yTqnnyPveEkgQpHAm+G59oWgmipnWAlLKKlpYXuGKGpqQlKVSN+xfc82zL91lNQgdgJ8gtOrxYR59oW6b36jQsyRm1NnXUidVZl6kxjZlVOWnAicWEVm6RbqpLnnejI/BOT805M0VdMyS2fkmNMdnnyXMOyk+Ybs+BEWm5ZVtKRjiSXZo3bL2NbfFfpgzfpB2/sCHlpMC9Mh5GwrTkxew0jd8YeoMmJPzBlaumEJdXjl1WPX2rMkmrDHt4syeS5JybPYZJ3ImVWZXp2eUa6YTgSJLM8c8Jhgz0Zs09MbszeXJ2xx42Y4Tu56EO36Yfe1pGQLfqgW0GvcJG1Ld6L2GR1L5D0QjIEbUvnoG3RbMBeoG0RQNuCcdM42bYQ2Bkw5uSv5TSHFnLnw6/A/rnun5PRtmiI5uZmuBykOHnmZO2DtsVBsIMwrZAaDqK9vT0pKYnuVXx8PJRaAtoWRD1asy3po7emzDmRMqcyZbYxcyqT8k90zMYiJLGgyqBRxNxiUBhp0yvS9OUdyS2fNM+wbNItxuSfSJ1WljXpSEcml2YlKNiWIZsNhkUMeRkuDMkRE74tJ3afYeSOcbaUnLEH07JKxy+vTlhZnbDCmOXVZPcke7vAoIdY+ZI878TkvMopueXpU2EKGEOyyzMTD5NNsN1YcmP3GbrY6KQR55cxxmCF0LYYgQqrQNvikQF7gbZFQMu2Zf+RvXRzBLQtGC7Oty3sv4Z6e/esvv95Tna4Nk3nv9ZFJ8D+uW6qBLQtGqKxsREuBynNzc3QAhFA2+I4xO4tPj4+zh/ZKEthYSHdJYJ1kw2jbUHUg7YFbQvaFjOgbfHIgL3wFNsSMyYa3mkvr/DY5GmrD95292tkWQ+wLbv2bqebI9z/UB1Xi+nicb5tIbB/YvwDAk89d5FTHi5M1ox82DMvr6CgIFfNk4C2RUOYfhGhOPk5VdoHbYvjaGlpESejDQsLc/kELuLDkghWO2m0LYh60LagbUHbYga0LR4ZsBeeYltChoXAO80wfFx68uw18MIjbMuzL57hajFdPC6xLeROQXzOBkEXnaCR5xOt23IE9kmgoaEB9tjpoG3REKZfiQh+fn5QjRjpsralpaWFfG42NjaS76yEc+fOkZeXLl2CajvBznqVlJRk6ZS0doQcHeyHl5der4dSyxG/4qNtQToFbQvaFrQtZkDb4pEBe+GJfVuUQNvSWR7rmFnUlKTxE1YdfuIjbhGL0rH+CZVvm9Sqz9tPVC4pbeIKrY699so1cYltIZCtiP9SS0jLyuPEh/NzpOZx2BuBwsJC2FdXgLZFQ4iTU7BYN1GFZ9N1bEtLS0tZWZk4usc8er2+trbWLvKF7VHikum7CeTYxUd0hYWF2dLDC20Loh60LWhb0LaYAW2LRwbshSfO26JEtx7eMSmz5m+7g64WbYtJzNoWYPwy6zWHHbzGu02Hlwl3TjbsBhe0LVYiPtiUsmj1dk5/ODN3PvzKTX36wa54eaWnp7vwX44JaFs0BNsRS8RV97paxrNtC/lEaGpqKiwsDAsLg01aCFmQLG7dFCci7Gwp5HPKycPZGhsbRU3u5+dno0JC24KoB20L2ha0LWZA2+KRAXvhibZl+eHHE3IWiU7ElJt8A+Iz5oXHdiyCtkWIGttCGF9qUw8XG/LR4QmwD3a0Le4dF9oWAnvjQMiake+SIUUl5Q3e3j1hJ7QxKwLaFq1A7rHhupBSXFwMLRAjHmxbGhsbzUsWUpvOIGvoREit1cMUyQWp1+thRcJ2nTZpblFREWxVmKzXRm1EQNuCqAdtC9oWtC1mQNvikQF74Ym2RVywYPd9UWPToNQsaFuEKPbyePejx2iPEorL+oCgbTGJa20LuXEgNyawYQFddMLpl65wNsShWbGh46FdBI088QNti1YgVwNcGlLq6pyhEtwLj7Qt586dkx0xRD65amtrO30uFfk8LSsrUxqMZt2nLfncZEW1n5+fox8L3dbWxj66PygoyC4P5ELbgqgHbQvaFrQtZkDb4pEBe+HRtoWEVSfdenjDTyb09R+UPGfd6uNPc4ugbekIYzq8kg6/K60VBviMh1qyeNKS0iZTIyO7frHQ0GVGsp6k8cuYlbxb2bH+DpKWiBpIus9KxyLZnNmWhtlhJki+YtOZa9g2Yt5+YtV45vyMX1b5GHeKHBTX2hYC+RrP3YkMGhxy58OvcE7EEWk6/3VaVscdBIHcttj+77V2AW2LViD3sXB1SHHy74lb4GG2pbm5mZPBhIKCgoaGBivG77S2tpIFyeLshFUEvV5vnd/lhmLm5eXZfV5eQnt7e21trThRC4F8Xtur7x/aFkQ9aFvQtqBtMQPaFo8M2IuuZFuS56zL21ylS8zprqxd+g8OG5t5C7xA26JQK7Utb5fK/KufgQmrOOMgu/4O/bFslYxPEVsq2JbDT4jl7F41LYFCgmx5R6HCXikcFIE/OayHYkla8gTbzDFxuW0hkO/z5B4ENi/g7d1z3ZYjDh1VVH7XmYjhkrmxndklv1PQtsjz/56t/aR0FhuocBjsvKQsDupJ4dZ4km2pq6vjtEheXp5dNtHa2soNoSQbsq6rFPmwZj0IgXx9t+N5aGho4IZEkU9q8nkN1TaDtgVRD9oWtC1oW8yAtsUDQu7Sv/nua7YE7EUXsy20cGv927MKj/sOVJzYRaRn774huoTgyFh4LWXI0GBuNxwRjfdteWIVlMmz6rGONXRiW5QAZ6FkW97t2LGOCWWkjTusR0d5x47J7JV4UBPELiofPcZIJXbmGrP7z4oex0QLtoVielc7aHDI7iN1nCWxPfc1vjEprWPeA0q606ebNA/aFnm+uHcj930CKhwGd2NMIbfHUI0weIxtYScoIVjd/cQMly5dYsfmEMiVZoXIIEfNdQ4kFyfZf1v6uZDdaGxs1Ol0sEYBPz8/8hkNLewE2hZEPWhb0LagbTED2hYPCLljz8zOYIUL2IsuaVto2GcSWUc/337cbjgimp63RdqFBJ4PLRET7AQrndsWo92Q9JfpWIP8vC0djcVCzgEZy2Vayu2VWCKdD5hs3TBESPIYbFbrGBd/u6O7jWRDDol2bAvB9F9qCRHDo4/UPM4ZE+ty6rmL0+ey1wtA7k1gDzQD2hZ5nG9b2BlJRciNKFQjDB5gW9ra2tjRQ2FhYQ79QGxubmYn37V6kE5TUxMnRwikhHy0qZ9ghZzA2tpa0wue6htH2Gi0LYh6tGhb8k6k5BkkCyRPwbbcYpAskHzVtmV6WVbykY6klGaNt822jD+UnXCQJmfcwbTs0vErqhNWCcKFZkU12T3J3t5yInmBwbB0ZP6JyXMrp+jLDZIly5gctC0QtC1WBG2LGHrHzgoXsBdoWwSWHngke9meEF0CvFZHQEB/bjccEZfYFrN0dBVhpAY3aoZZldleJJKWskN+WGEhb1uY3YBt8QcCm+tYnN1b071iSvjBUFwYKyTpxaNUbv9oyrYQyBcq2dvbiOHRKzbsva/xDU6gqMnpl65s3Xf7pDQ9++AhSlBQkKPnl7QOtC3yON+2sDfDIuQahWqEwd1ty6VLlzj34YQOb5zfIR9JVvejqaur4wb+UEgh2URRURH5Sl1bW0s+4imkPSkhkFpTWUMpKCiwi8aShWyabgVtC9IpmrMto7amzqpMnVWROtOYWRWTFpxIXFTFJumWKt5W5J1Im1aRlmuQLJCc8uSbKw12Q+xUcsuJtNzjWYmHOzLpaNbYEhnb0m+VwbAM3tgR8jJsq0G4iAnbmhO9N3vswez4AzQ5cQemTD06YWnV+OXV45cZs7Q6eX5l8jxJJt9cOXkOk7zKlNkV6dllGenHMzKMySzLnHgoJ2Zvzph9YnJj9ubqdueOlGb4Ti760K0GPSRm6G36QRvQtlgB2hYPiHjHLgoXsBdoWwTEZxLdevuv2XlbREJ0CWK694Bbvi75BGiFQTQmTqHDgHQ6QwqUsYUKYkXBtvCzsRibTVi1BNrTcplJW0hMd0DSs8ZA0hLDrLdsPxdIx7JcH5aOPi+Sbdk/WrMtFLIPso8BIQwNjZqTv7b8rjOdzupyX+MbG3dWxI7r+NVm8fPzKysrs+MUBPYFbYs8zrctcL1I0WBvKC3g1ralra2NVS3WjeuxGnJFwYaFzybzx9LS0qLUY4Xsc21trdKnp3qCgoLInYCjJ7JC24KoR2u2JTP8tqlpx6amlU5NNSatNG1aOTe2KHV6xZSssinZHUnPKps6hSwoyZScckOHl2nGTK+YmnxE0itk9J7cyB0Gp9CD8Qs9Fub0XpYbsC63/9qOkJeDNuQG3dqRQRsMUiNqpz5yByRie1ZCSer0coMkmmHM9IqMrOMZmZKQXc1MOcoma/KRnPEHcuL354w1ZtwBw+4N3ynptEK2MqyID9uNhSZwg2TnSfxW855FLtm9lsq4FfZtEsO+jw4O2hYrgrZFDHvHToUL2Au0LQL4BGghjD0xQRhEo2bWWwgzxEbsSCLbXmElFtmWjpUYZJC46WVNYrlhH5jZWNi9lduBJqOm4ZGeBGZ/lOF6/dg52rQtlMbGRtmOBSz+AYGx45JJ5uSvnZSmJz9wc9/KQm5t7PVUDQeBtkUeJ9uWS5cuwSUjxe4TWHgG7mtb2qXPorduzlobIZ934ry8Op1OyfVQK9TpxLrkbJAG3NQwnRIfH19cXOy02cI9ybYs2/sMu/L8HU9BBWInNGpbRNXiaNsyyt62ZVxJ6rRyKlkg0yoMhmWqJGTfMicfZZOVfCQn4UBO3H6DcKEZi7YFgrbFirB34OQ2tSunYMktcCIEMrMzwF6gbRFA2yJEQXwoxlx759oWiUkx/mwwL2L5siaxx4p0NhbFHVB+LJH4sCG0LZ1B7jjILYPt/1JLCQoKKiwstOWmzGmgbZHHybbl3LlzcO1I0ebwM5fjvraFnQvZhSqNfdx4Xl4elEoRR1r6+PiomQqXfIaSz/SysjLyfZp8uU8XIIsnJSWRHwoKCkg5gVzqzjfQZLv0WDzAtmSteZhd+ZqDz0IFYifQtqBtYYO2hcMzbAvC0a1bN+ov0LYQ0LYIsd62uHgkESt3Vi2BFUpHD/Gjijpi/qjffqLy8LIk0RwZMZkghtsfp0XjtkWE3AjU1dXR2wRLCQsLK7JkskgtgLZFHifbFnLNwUUkRc1dbhfETW1LLfM4tMLCQih1EWVlZbArXl7FxcVQaoT9TuwBHaw8xrZ89ac2buVkc1CH2Am0LWhb2KBt4XBf25KZnQFbReTo0aNHH7QtAmhbhJj3DjLpUCp8D46OVTEiRnb9Chu10LbIdDOh21Uq74jao373o8MdBwXKxnmz4SrFXWyLSFtbW0NDA/nToNfr0+XmdvTz8zP8460wKSS5c3HT+2K0LfI42baws2mwKI3y6OK4o21huy+RTw0tvLMFBQWwQ15eZPegVLqrSj1f3AuPsS0PPvMht/JnX7sMdYidQNuCtoUN2hYO97UtpvchiMiNN97Yu3fvPmhbBNC2CLHYtrBPDvKSfwK0/Ky6VtoWtjFvN/ipbY1LKZWLkdmBd8khVC6ZwI85YuyScevMgCmyOEzp8m6TYecnrDpc2qTuNNoQt7MtSjQ3Nzvh+SFOA22LPE62LbLTXgQFBUE1IsUdbYs4TDEsLEwjnyDt7e3iXokTuJCjEx+Pb2ZWF/fCM2zL39r+mbiwnls5KYRqxE6gbUHbwgZtC4f72haSF197ntysYianToI3QGBYaAhVLQTPsC2TJnfcUiupE7QtncVy22L6+B4OiROxp20x0tGnhhUfrOVhOuAQTGdRMdkBiUJaAgrJ6FAoZndJguozaWU8xrZ4GGhb5HGybZGdMSg9PR2qESluZ1vYeVKcNjWsGsixiDPm1tbWtre3JyXBn0qV07W4BZ5hW0zXjJO2OAK0LWhb2KBt4XBr24KhYe/Yh4WGfPjZu2AvPMW2hEeEw+EJhOgSspftufX2X6NtsSQK4qOTKAoXk+4nsutX2KjCoCGpOiEw9oQdNMROziLtgCOdtIVEZgek4oaHPzmmg5WMkDNgsjk7B22LNkHbIo+TbYt4x8vihDtDN8W9bEt7e3tQUBBd1uXTtZgijmIjO8mOLfKkGZo9wLaYjiEi+c07X0I1Yj/QtqBtYYO2hQNtiwdEvGOnqoWUgL3wFNsSMiyEHiBH4LAR8BPals5jnW0x5N0myVSyEwxdQkzXYAfb8rd/vv3EKnZDh5m+Kh2rkvSpYVYld1xKO/D2E5VLJkhE0vgJqw7LHZfQeNV4pjH5eYkThhGRoG3RJmhb5HGmbWltbYXfCSllZWXQApHiXrZFnBzXx8dHgw+EJ7tkKvuKioqg2iNwd9tyouEtbp0k2LHFQaBtQdvCBm0LB9oWDwi9YxdVCwnYC0+xLYmTJtILzAxRY6fcdvdr4mrtblvON79CzrPdw05J42DbgnG/oG3RJmhb5HGmbWlubobfCSmNjY3QApHiRralra1N7NiiWYVRXFxM95CikUl87Yj72pbfvPPl3C2N3ApJEhfWX/7qr9AIsStoW9C2sEHbwoG2xQNCbtpZ1UIC9sITZ8ntPzgMfjKhew9vXWLOrMLjW+vftrttMb3vtTtoWzBc0LZoE7Qt8jjTtjQ0NMDvhBT3epa4M3Gvvi3kky4+Pj4oKEizCoPtXUX2U4MdcCjkzOt0OvL7Aq9V41rb8t4n31iUF9/8glzhx+pfn37rKW5VYkgb2B5ib9C2oG1hg7aFA22LB4TckrGqhQTshSfaFrLI6uNPJ89ZJ2oRU7r38PYd2FGLtgXjpkHbok3QtsjjTNti+v2D4knPvrIv7mVbKJc0POOsXq+HY9PqcCeK+OguS59L7VrbYvc8+MyHsDHEAaBtQdvCBm0LB9oWjwzYCw+1LWJyV5ZAqVmmrTkkLoK2BeNGcUfbQvaQ/GkgFBQUpKeniw/rIISFhZESAm3Q0NDgprfGaFvkcaZtYacmFfHz84NqxAR3tC2ahXx+wYEZ0eBUvoSWlhbYP8tn8BWP0d1tS+LC+mdfuwxbQhwD2ha0LWzQtnCgbfHIgL3wdNvCqpOgsFE3+QbACxNIVXzGPNLeatvy2ZcXn33xjEPzh2+vsFvEYNzItpBv8uRvE7nbhR1VTXp6el1dnXvdi6FtkceZtoXVeCKkEKoRE9C22Itz587BUXl56XQ6+Eljj6mmiB1b4uPjoUg1nmFbstY8/N4n38BmEIehRdtikCYGyQKZUpo2vTwlzyBZIHmVqTMqDJIlpyPp2WVT048ZlmUyJbcidSZpbMzMyqmTjxoMi5jRe3OjFGzLgPUSWxGwzmBYBm/sSNCt+rBt+uG7DMKFJnJHVsL+lBkVKbMqU2YaM6MyI6ssI/P/s3ce4FEUbRw/pIVqRKUoKIoIFpSPIlVEaRFFQUWKCEiTohQRBUQpohQREFQEEURaqBGkdymJ1NAkQIAQIITQEgKpJPF7b+e9vdnZ3bvd5Gry/p7/o2Tazu3u7c78b4pCr7z0bZOGY3k1bfB181ojm1f/qvn/bKoxssUzw1s8OaRFlc9lWY/y6CBRFQaIIreFAyOyBbktuVLoXuQlt4XtSfTOJ9OebdiqcNESGKoioFhJ/JdJt4VE8rx8320JCQlp37695la8ZoHuwJQpU/xitAu5Ldp40m2RV1HlgXsRowkV5La4BPggsqlctWrVlJQUeHKxP81O1XE3vCuUja2p/d1tebHLnDkrD6WlZ+AxCHfiZbeFl0X67yMfNa33ddO6Y+yqN+bll79p3PRbhV759uVG3/B65cWxTeuOblpHoSYNvlYMk3lxbLMaX+I4FCareTGwWcEOChVo3yygU/N7uzUv+YFd93ZrcX/PFg/0suv+nkEPfWQdWiJ7HOX7N3/681cafm01ibiDWismqPaoZjVHKlTjqxbPDFOOuxka9MSnQRUHBT32iV2PDGzx0EctyilVpo+oUj0VlWdSeSvNi74vCD44uS085LbkSqF7kffcFlmPPCXvC6xL4aLFK1StWaBgIfxbSZmyZYRqkEgeli+7LWFhYY0bN8ZqOaRajfpMZcppb+XOAx2ZKVOm+PjmHuS2aOMxtyU+Ph7vFyVDhw7FFIQKcltyDjyY5EFVAQEBbFmZkJAQFgLAw4ul9DrwHZHH3WTPBvJTt6VOh1lDp2zesDuSfBZP4mtuS7Py/ZrVHt2s1ii7ao9qUv/rVxqOVajB2Cb1vlaozphmNUY2+59SNUc2V6rFM8OCHh1oV8VBQQ/3b1awvUIF2jUr3NFqRhTvYleJri3u/aBFYDe77v0g6MEPg8r1CyrbF1WmT4tKnzSv8ZV1lAp/XHlykKznRjR/9guFnhlutX4eH6wQ1LC81cSx66GPWpTu3eJBpe7vKSqwu6LyTLzPwlT0/eZFOvFqVvg9clt4yG3JlUL3Ig+7LfyeRJWqv4j/MkNAkQChGj6to6HBEzvV5sfW163VeeLCfUIyf9XCzvipLLUnhqpijct6lsaG8CGuKtkt8k23BZpV8vh0gUKFCjdq2vrzMTPG/7hiwV9H1obGaur7X9dAgjfb9dTzXypWrOjLO/mS26KNx9wWfjUKnmxsvJJ3ILcl5/Dtb360CL9i7vr16zHUq/BVyt4UJ++6Lfx+QwZ19NQVLI7wOL7otrwwulltq8mCemGUeojKKw3HNqn/tUJ1x0gjRJSSzBpeLZ4dbnVYZD32SVB5HbdFsCpKdLU6LPd1tyuwW1Dp3tbhLeX6ocr2bfHE4Ga1RkKd+YPaJwfJev7L5tVGKPTsF9ZJSfy4GxDUUB44w/Twx9ahK6WV4kfcMJHbwoER2YLcllwpdC/IbZHo9d3q/j9tf7X7yMo1DP0UzyhWvJhQDZ/Vvom1sNIa1Ooc4nMmgnm5wBPZFzK6s+RGdSa3JbvEx8cPHDgQq8Jx3/2lm77WbsT4uYKrYkQzF+/q2H3w45WfwbI4qlev7pv7+ZLboo3H3BZ+NAGPzy5r5AuQ25JD+E3H4TmIoRLw6eSpbYGBgV7fSmno0KGsMkC2h9t4123BCMJPILeF3BZyWxxAbkuuFLoX5LZI8DtAt/7oOwy18VClahWq1pRVoGBhFv5w+YeEavimgrux+jrCB30Ek8qxJ3J0tDy1TOm2+LR8ym0JDw+vWLEi1sPGffeX7jdkgmCgZE/T522pWfdlLJfDd8bmy5Dboo3H3JZx48bh3aHE4C68CQkJmEECQx0SFhY2adIklr5Vq1azZs2Kjo7GOD+B3JacADeAvDxV48aN1XMd+QTwoIz33gJUixcvZtUAcrKSEbkthHHIbSG3hdwWB9w5f/TC8vG8Uq8abUKQ2+KzQveC3BYJ3m3hs+SCVXKVo1pqjbUPYwkN7sZHdQrmcvmhyG1BvOW2hISECEvhFitesmP3wSE7zgumSQ41/scV6nEu8NbzqZVcyG3RxmNuS+/evfHW4IAbFKOdMWvWLMwjgaE6xMXFtWplf53w+PJsNzXktuQEqD9bDbds2bJ6ph5vc2g6Mh6Af1LXrVs3J3Ugt4UwDrkt5LaQ2+ImyG3xWaF7QW6LRO51W+wehKafwnsxapNCmlnDJajbiTNrZMmHqDX2qDJLXdUcpZBOGCUlVkQpKmOvqrE6gLTcFr3DqYwV7ZlWdUdLi9o48nFcf4pMykfcFvWj/s12PR0sy5JzfT5mxn33l8aDSUDHweDABQ9Abos2HnNb+DUpZKpWrYrRDgkLC8MMNjBCi+joaEykw9atWzGpz0NuSw5JSUmB9rfjRzD/rKxevbqHPzU/5suBK2QQclsI45DbQm4LuS1ugtwWnxW6F7nRbXm2YavWH09iefO622K3G/RGfCzsbKlVu9voYLHPHzqWX0+Xo3Y3YWFdu5XQWTFYBlEe14FzwR2x20IxRImqDiCtkt3rtrjpFJmT190W6F8IC+IWK15yzORFgjniDi3ddKrqMzXxqBLQfcjeao8uh9wWbTzmtqintAFGNl5ZvXo1pubAOC30RrXwJCQkYGrfhtwWz8C30QMDAz3zyIYndfv27fGo0nFz/qwkt4UwDrkt5LaQ2+ImyG3xWaF7kRvdFkbhoiWebdiq4Vt98O886bZwK7ZojCVxICdLvaAbwmQ3I3RQjKmxl4xehk0qZ8RMHUCedlvcd4pMyetui2C1lH/0iZmLdwm2iPsUsuN8yzaKswudCF/otZHboo1n3BboWOLtoERYuFQgLi5uxIgRmFQJplDBTwwB2IrNCQkJQjmrV69m6X0ccls8htA4dvfSUxEREWyWE8NVY2rIbSGMQ24LuS3ktrgJclt8Vuhe5F63RU3dVt35YvOA28IPvjDTn+dGxFjqjg5mPsXRhfxQDm5lE4WVUBu3lFaM+1Asg2J3OhQOiOjCmKsDKEdui26gVY5LdsMpMiPvui3CE75ajfpLN50SDBEPqNeAMVgDiapVq+ZkLQKXQG6LNp5xW6BvifeCEr0+bUJCguCbCGA6FfzAFn6JllOnTmGoxIgRIzDCtyG3xZOEhIQEBgbih5ccEHc8u2NjY4Vd4lq3bh3vogV6yW0hjENuC7kt5La4CXJbfFboXuQWtyXmxvlff5/Rpm3rwgG4YZCae+7JX7VO81a9vx00KxSKzVtuizCQxKG4URuCR8O5BvaxG1wgfxTOj1BaCfZa2c0LzulggSbroAj3gNvi5lNkQl50W4Q9dpu+1k4wQTypMZMXFSpk/+4bmTLiVsht0cYzbsv69evxRlAC4ZhCCUbbUE8OwnRKBEtF2IEIQkaMGDFp0qTFixf7y9It5LZ4mIiIiKpVq+Lnl2jcuLGrnuDx8fHQBOcNHcAl/VsZclsI45DbQm4LuS1ugtwWnxW6F7nFbZHFbJcOndrde29JvOdUFChYqGqd5g9Xto+rJbeFk56dYZU4AsUqLZsDpGtecNN2bIVwE3mYLWK2DiCtarjLbXH7KTIub7kt0E3gdyCqVqO+y/ceMqt+QyZgbSRc260wC7kt2njGbZkyZQreBUrgrsUUSjBaYsSIEXFxcfiHDUynZOvWrRgtgaH+DLktnic+Pp5fToXRunVrPWfQCHCfjxs3rmzZslicRMWKFXNSpibkthDGIbeF3BZyW9wEuS0+K3Qvcp3bwuuP4LkdOrUrUkSxK60mXccslg+X52cS6VgDkjhbRC7QvJVgj2ImCFdPNC/M1gGklcX9bou7TpFhecVtgQ4CvwhpmXIVvDKBSK032/XEOkmEhIRgjT0OuS3aeMZtEaZOyOhNMGOxrVq1kgehsBAZFigwadIkjPafuUKOIbfFW4SHhzdu3BhPhI3AwMD27dsvXrwYHriYziHr16+HO18YLAOULVvWTevCkNtCGIfcFnJbyG1xE+S2+KzQvcjVbossZrs4GO0CVK7R+NXuI/v/tD2PrZJrdTpqdxvN7VvsCStBrpg1SmNCjdk6gLSykNviHvjObLHiJT25LK5T1az7MtZM6mV4awEXclu08YzbIizdzKhYsSJGq+jduzdb4FYG89jAUCX8UriTJk2CkMOHD8uB8A8/2vuZQW6Ld4FnN7+WLU9jCWjcQ6saWL9+/bhx4+Af8CxmUcKMIUZAQACkMWjWZAMonB2I3BbCKeS2kNtCboubkB/FMkJXgeQtoXuRN9wWWcx2KV2mNN6OWpQqZ//R3t/dFt7IUPsCVnEdfvW4EjdOk5Er1m0hZwlp2BPG6gDSqoae26Lh72TTbXHjKTImz7stsbGx/Bwiz2z2bFxLN50q/+gTWDn37/WhB7kt2njGbVH/vA9AjxSjDYB5bGCoEoyTGCGBf3C0atUqLi4OM/g85Lb4AiEhIa1bt+YfstmgevXq0P6GhzUW6h7IbSGM43Nuy0N9m9cYKXgTzWqPavrCaIVqjxKMFWvKZ4c3f0ap50c0r/4lrxZVPleYF48MDHroo2YF2osq1NHqRPAq1rlFia4tSn5gV4muQQ/0CirbN6hMH1Tp3i0qDmxe7QvrcZ+zq8Uzw0U9NRRqotCTn1m9FagPr/L9rW4OpxZl+7V44ENRpXqIKvmBwlVhEj4Rk+i2dGxaQGm1kNuSXcht8Vmhe5HH3BZZqzasaPde2wIFCuB9qUPhoiUqVK0pqEDBQizWD9wW3hdQjARh4qca2Tv8WvYHk6bLkD0rga+YDc65MFkHRbiW26KoAzf8hAs34bZ45hQZkufdFn7cwJvtegpmhy9o+rwtWD/px1139zg0IbdFG8+4LZo91d69e2O0ATCPDQxVgnHO8CPDhdwWnyIkJARuWn7SpmPgtm/fvv3cuXM99sgjt4Uwjg+5LZKal+3TotqIFs9+oZDKNNGwMJ4e1uLJz1pUHqLQU0Ot4ZyCKg1W+BfSUBHRXAAVbN8s4D2FinRSmxfWES4PfmgfUXJ/zxblP7ZaJ1WHKiTUqvIQ67iVxz5RqOIgqIx9mIykFmX6isNYHuzdolRPUfd2E1W8i2CjgMRPpClyW1wHuS0+K3Qv8qrbImvVhhVde3R2PNpFD39wWxTOgnWIhzxjSLldsWKcCGdSQLjW9sb8UJFsWgnKigG6w08M1AGkVQ2uDnIh+0I62QMVdeNKMOPjuO8UGZGH3Zbw8HA8jMVSqFDhBX8dEZwOH1G9RkFYS4tl4MCBWHsPQm6LNh5wW6CriVdeybhx4zCFATCPDQxVgnEGMGX0eBFyW3wTeOzCY33GjBnQpJanDgFwX0EI3NgQ69bnvh7kthDGIbeF3BaFyG1xHeS2+KzQvcjzbousbNgufuG2gLiBGHoIzoVizIsGTs0IkFMrgbdCAMW0IJCpOoA0q2EP1EPTbbHBxq1oluyRU2RAHnZbgoLsLkbb9z8WPI7saVbw7s9Gz2jf1b4WTJ2Gzbt/PPL7WWuWbjotJDao6fO2yBtCBwQEeL4fR26LNh5wW+ALwC68wOLFizGFATCPDQxVgnEc8uIv8A8MsnH48GEW5cuQ20KYgtwWwjjktpDbohC5La6D3BafFboX5LZImrv24Nqwf9m/Z/8x86GHyxUOsHbVKjxS4ZFHK7BbV42/uC0g1UASjrqdlFYLk66boBz3Acq2laA4hCKvVgIeVR1AOtXgB6HI1O3U2VYyXzeVLeXAbQF54BQ5lyfdlvXr1+MxLJb77i+d8y2fF6491rKNfG60+WriH0Iug+L3J2rfvj1+Bk9Bbos2HnBb5s6di5ddSXh4OKYwAOaxgaFKMM6GsCausD/0rFmzMMKHIbeFMAW5LYRxyG0ht0UhcltcB7ktPit0L8htkTTy110v9ljeeeR62XMB7QjbsmrDCvlPv9fR0OCJnWrzBkfdTmNDQpUjShTaFzK6c127TQPpg4+qPZHsWwmcByQMrrHLWB1Aep4IKwGjLHVrdbZ+ZLtRoqxbaHA3/lijHbotVrn7FDmVJ90W/s3Sa8AYwd0wq4Vrj9Vp2ByLc0j7rgOFvEa04K8j/PAWD29ORG6LNh5wW4YOHcquuoCpnVkwjw0MVdK7d2+MlkhISMAIibi4OIyQaNWqFUb4MOS2EKYgt4UwDrkt5LYoRG6L6yC3xWeF7gW5LZKY28IkeC4kki/Lk26LvMdoseIlcz6wxaDVwsjeCBd+4Mz69evxY3gEclu08YDb0r59e7zmHGXLlsVoY2A2GxiqZNKkSRgtgaEcGGEDQ30YclsIU5DbQhiH3BZyWxQit8V1kNvis0L3gtwWSbzbQp4LyY/kMbeFXw2jUdPWgq9hVt9OX4ZlSdRp2Hz6vC1y7Kzg3fwyLoyFa4/JCQxqzORFmNkj3QEeclu08YDbUreuxgw/CMRoY2A2GxiqZPXq1RgtgaEcGGEDQ30YclsIU5DbQhiH3BZyWxQit8V1kNvis0L3gtwWSWq3hYk8F5KPy2NuCz9t4vMxMwRfw6wEM2VuyAEhAUhIk43hLSE7zhcrXpJlDwwM9ORkInJbtPGA2yIPweIxu3IPZrOBoUoOHz6M0RLR0dEYIZGQkIAREn6xLRG5LYQpyG0hjENuC7ktCpHb4jrIbfFZoXtBboskPbeFiTwXks/KY25LxYoVWfmFChXO+TQiVpSMEMs0K3g3Rktkb/WWRk1bY353zrFSQ26LNu52W+Lj4/FqKzHbrMdsNjBUBUZLCOvgCtsS0Sq5euAJIrfFDyG3hTAOuS3ktihEbovrILfFZ4XuBbktkhy7LUzkuZB8UJ5xW/ieY826LwuORjaEZdnQHNsCYrFsQ2iQEGtEn4+ZwQoBPDm8gNwWbdzttoSHh+PVVjJ37lxMYQzMZgNDVSxevBhTSMCfbK3cw4cPt2rVCkMlaAdoPfAEkdvih5DbQhiH3BZyWxQit8V1kNvis0L3onjxUg+WfbFNr97frxE8DvcJD+w6t2Xp9iN9xm/OiVp9slrwVvREngvJp+QZt4XfVLffkAmCo5ENCRs/12nYXM9wyaFCdpzHY1gsjRs3xs/jfsht0cbdbotgf8iEhYVhCmNgNhsYqiIhIUFwVTQZMWIEZvBtyG0hTEFuC2EcclvIbVGI3BbXQW6LzwrdC45q9YPaDflJcDrcITye69yWn5bvFTwRd4s8F5KPyDNuC/8kH//jCsHRyIY+G20fciIDgUs3nRZS5lxlylVg5VesWBE/j/sht0Ubd7st48aNYxdbIDY2FlMYA7PZwFAthNVb1LRq1SouLg5T+zbkthCmILeFMA65LeS2KERui+sgt8Vn9dTTVdHAUFK+0tMtu381aFaoYHm4UHgkf3ZbmMhzIXldnnFb+CVyZy7eJdgZ2dDSTaf1doDu/vFI145zqfpMTVZyQEAAfh73Q26LNskxpxNO7OKFES6Cv1NlsnHhMacNDNXh1KlTeiNcRowY4S9WC0BuC2EKclsI45DbQm6LQuS2KIn7e6HwW5TxBhK5Lb6sRcvnv/5GS7QxlJR6sGydoI5uml6Ex/B/t4WJPBeSF+UZt6V1a/tas0s3nRLsjOxp+rwtWKIWLvRc6jUKwkItlvj4ePxIbobcFu/QuHFjvNQc1atXx2jDYE4bGOqQrVu3jhgxgqVv1arVrFmz/GKtFh5yWwhTkNtCGMfn3JYyvdE64VXti+bPj1Do2S9aPDVMoapDWzwxpMUTnyqkMj6CHv8kqNxHdj30cYvSxtyWgE7Ni6rclsDuaLIwlerR4uGPrKYPHJeXUKsnPg16fLDVXuH16ECr+1O2Ly+0V3g98GGL+3qIKvmBqGLkttjBiGxBbkvu1uGTBz7s1/Ohh8qhn6Hk6ReauHx6ERadW9wWJvJcSF6RZ9yWunXrYuk6+wdlTwvXHuv+sfiO4MnGrs9qNX2tHRZnsUREROBHcjPktniHsmXL4qXmaN26NUYTDiG3hTAFuS2EcXzObbm/h3X4iUKfBj01tMUzwxSq+nlQpSFBT3CCZFbPQqnHpey8HhnQonRfu8r0a3H/h6K5ACrQvlmhjqICOjUrwimgU/MSH7QI7GbXvd2CyvSxDlSB4/ISagWqMMA6kkWhj4JK97aOlOHFHBxe93VvXvIDUbwHxFTk/WaFO4oq1EFLys9YsEPTe971orGiKXJbSG7VudjTP/w8+fnqz6GroeShRyu37P7VgJ93CD5I9oSF5i63hYk8F5KH5Rm3Rd7+uUy5CoKXkXNNn7elfdeBrHw12duKiFfH7oOxLPecHE3IbfECKSkpeJ2VDBw4EFMQDiG3hTAFuS2EcXzObSnVQzG/hjkXVT9XDHV5ZliLKp8HPa60UaymxsCgR5Ri2XlV6G+flQMq09eM2yKOBGleoqti/k7JbkGle1tNH77+IKFWoPL9FROamDTdlvu6KxTYTbRaQILVAirSSaw8qGB7lchtcQK5LXlKy/9a8lbb1uhtKAm8r1SdoI49x68U3BCzwuJyo9vCRJ4LyWPyjNuCRVssVZ+pKXgZrtLckAN641ymz9siJDalfkMmYEHmNwLONuS2eIGIiAi8zkpmzKCOmSHIbSFMQW4LYRxyW8htUaYht0UBuS15UIdPHhgybLCD6UVtPpooeCLGhaXkXrcF9Pbna/b8e1qoJ4nkcnnGbZHnZ5R/9AnBy3CtND2XHA5v6dpnOBZksaxfvx4/kpsht8ULhISE4HVW4rGr7u+Q20KYgtwWwjjktpDbokxDbosCclvyrGJunP9lzk8Ophc17fhJNqYXYf5c6ra8/fmapduPCDUkkdwkz7gt1atXZ4UXK15S8DLcIfX+0EICU3qzXU8sxWIJDw/Hj+RmyG3xAlOmTMHrrMRjq/X4O+S2EKYgt4UwDrkt5LYo05DbooDcFtLmnes7vN8eDQ8lgfeVqtW0ranpRZgz17kt5LOQPC/PuC1BQfZtfUJ2nBfsDOPq/vFIkLz3sxDLiyWQEWJNqVFT+4ZKsbGx+JHcDLktXmDgQO3lfzCacAa5LYQpyG0hjENuC7ktyjTktiggt4XEFBF1dMiwwY89/hg6H0oqPfuCwelFmCEXuS3ks5C8Jc+4Lfw7Zc6KfYKdYVxYhI2Fa48JCWRhCok6DZsLsaZUrUZ9LMiD/W7q4XsB3hSUqVixIkYTziC3hTAFuS2EcchtIbdFmYbcFgWudVtOnKNOqX+LTS968aWG6H8oKf3QI007ftLvh02CY8ILk+YKt4V8FpJ35Rm3hX+Sj/9xhWBnGJewJsu305cJCZggHFNIfDZ6hpDAlMqUq8DK8WS/m9wWL1C1alV2pYnsUfbp1z3focVjk9vih3jXbWGHJvyCgICAunXr4h82yG2xitwWclskcuK2jBs3Dmtg49CJfUJvgeSn2rxz/Qc9uqALooRNL+o88g/BN2HCRH7utpDPQvIFqd2WsLAwfP66jhkz7C3bz8dk3/v4ftYaLMXGZ6NnzA05ICdYuPaYetEWPkE2VKhQYVYONPbw87gfclu8QMGCBdmVJrIHuS2EKchtIXICuS1WkdtCbotETtyWuXPnYg1s7AjbIvQWSH6tiKijX48f5WB60Ru9xwruCcb5rdtCPgvJdzR2whh8ttpwR59l/fr1WLrF0vS1doKdYUryoi0GyeHAlvE/rsCCLJb27dvj53E/5LZ4GvUwdcIs5LYQpiC3hcgJ5LZYRW4LuS0SrnVbVm1YIfQWSLlDcxf86mB6UeO2H8nTizDUdW7LiYvndxw5mRMN+H6rYKloinwWkq/ps+GD8dlqwx19lpSUlMDAQFZ+DrclWrj2mHHDJYdWC6hlm85YlsWyePFi/Dzuh9wWT7N27Vq8zkR2IbeFMAW5LUROILfFKnJbyG2RyInbsn37dqyBjT+C5wq9BVJu0t4jez7o0eX+B+5Hd0RJ9Zfe6DzyD/zDdW5LzjXy112CsSKIfBaSb2rA4I/x2WoDH76upn379niAnC3dAlq49piwgIuaOg2b663qYkryoi0BAQHx8fH4YdwPuS2e5siRI+xKE9mG3BbCFOS2EDmB3BaryG0ht0UiJ25LeHg41sDGl2OGC70FUu7TudjTX48f9dTTVdEj0cEv3BbyWUi+rCbNXsZnq0RgYCA+fF3N4sWL8RgWS8s2nQVTIxtauPbYt9OX8RtCA1Dyx0MnfT9rjZA4e/r+V/syMUFBQfhJPAK5LV7gwQcfxKtNZAvvui0DBw6E3hfhRzRu3JhdO3JbiGwAtxBe3RxAbotCQq1A5LaYkZ+6LfHx8VgDG117dBZ6C6RcrEXL57/+Rkt0SsxTvtLTT/6vIfwX//as20I+C8n3VfnJJ/DZKlG9enV8+LoaeJgHBASwo5QpV0HwNXxTHbvbp1nNmOGJnqMMuS1e4PDhw8WKFcMLTpjHu24L4b+Q20JkA++7LRUHKfTYJ0FVPmvx1FC7nh7a4snPgh5T2ijM1KgwQCGWnVf5j1s82Nuu0n1a3N9LtFpAOXFbHh2oqD9IqBXoYbXb0o/cFj35qdsCyLP9GQ1erC/0Fki5XnuP7PmwX8+HHiqHlkkO8IzbQj4LyV+ED1YbrVu3xievGwgKCsLDWCwjxs8VrA1fU8iO8/fdXxqra7HExsbix/AI5LZ4h/j4+G+//bZLly4DBgyQfn0nTNCuz3dChxZPqzvBLyjhz3jFbcG7lvAT4JmMt4sNCMSrmwOy77YU72Idb8KrbF/rSBB+YAhzVR76KOhhTg99ZE3Mj1sBlevbolw/hR7spfBHAru3KNFVNBdA+d9VGRMa/kvzIu8LNoe1wLJwUKWEWoEe7N3igV5K9bTm5et2b7fmJboK5Tcv+n7zIp0ECR6QVYU1vBXRUdKWymoBqS6Th+W/bouww3rpMqWF3gIpj+hc7Okffp7sdHqRY9zttpDPQvIjhYXvwgerjaFDh+KT1w3wq54/XvkZwd3wNfUaYN+tqXHjxvgZPAW5LYT/MWPJfqFDixHuhPXECL8mJCQEL6fbULstGEH4Cept4+DOwbgckCO3RTAmyvQJevhjxcAQkHomTrmPWpRW+RplrWaNQg94xG0RJNQKRG6LGXnRbbmwfLzgtqRejcY4A/BrKzIOndgn9BlIeUq1atcsX6F88eLFH3r4oabNmziWMCLGfW4L+Swkv9P0mVPxqWrDrfNlUlJSypYti0eyWD4fk9MNg9ynpZtO8QNbPNAXECC3hfA/vOK2EIQRyG3xd8htIbdFKXJbFJz97RPBbclMT8U4A0DrHythY9IPE4Q+AykP6vDJA26yTrKh/afPCCEkku+rTdvW+FS1ERERgU9e9xASEoJHsljuu790yI7zgs3hI3qzXU+spZtnV+lBbgvhf5DbQvgs5Lb4O+S2kNuiFLktCk5MeIe3Wvb2qIgRxlB/v1q2ChL6DCQSiUQyq3vvLYlPVYmKFc09nLNH9erV8XgWS68BYwSbwxe04K8jhQoVxipaLOHh4Vh1D0JuC+F/kNtC+Czktvg75LaQ26IUuS0KDg9rxLsthz59ASMMA30ArIcE9BBibpwXug0kEolEMq4N2+3bGzPgyY/PXHeyfft2PJ7FUqx4yTkr9glmh9dVr5F9NV/PnBM15LYQ/ge5LYTPQm6LvxMbK67qT26LVeS28FJdJg/Li27L/r5VeLfl+NhWGGEYdX3+CJ4r9Bx8Xgs7Y901qF23VueQ0H1iFncrNHhip7EhfIi9krUnhnLhLpfHDuRMR60noTa/EDNci4kLPX4t3CRXnWcv3iokd6n3R/bJMoy5c+fiM9fNtG5tn8FU/tEnlm46JfgdXlTb9z/GmlksAQEBHt6KSIbcFl3uJiUknNgFivt74YXl46+FrsAIwtuQ20L4LOS25ALwzWzDJT+GkNuikFArELktZmTKbeGbwkBgYCBGmCczPZW3WkCRv/TDOMPwU/0Zbdq2FnoOPi9HbgtSt9PYo0Iud2lfyOjOksXQOQ+7Lfsm1sJKaGD1v4T0figXnGdv3yokd6l0GfsqsEBAQEB8fDw+c91MREQEHA4PbLHUrPuyYHl4S5+PUSwT5pJfzrIHuS26HBjwPN+k2N+3CkYQ3obcFsJnIbclF8Avsw8EBQVhRA4gt0UhoVYgclvMyJTbImy6XLVqVYwwz83DW/h2ESg6eDTGGSYlJSUwMBBrI1E4oPDZy6eEzoNvy4DbYqVTsJjRDTo6ujYeLu92oYO74Sd1gP+fhBxfUN1bheTfWvLnIryuNlzSbjGO4KG/2a6nYHx4Xt//uoZfrsUri+PKkNuiS+Qv/YRWRWLkfowjvAq5LYTPQm5LLoBf9Q2APzEiB5DbopBQKxC5LWZkym0R1klp3LgxRphHvSHRzcNbMM4MvXv3xtrYGDthjNB/8G3p9nv3HV3Ixg4g3RbysW5RnndblKNaao21D2MJDe7GR3nE/HKjyG0haatlK/vSJIzFixfj09ZTDB06FI8t0W/IBMH+8KTmrNjHb/lctWpVj4300YTcFl2uha4QWhXZ+A2HcAfkthA+C7ktuQDojuIrWsIlI3LJbVFIqBWI3BYzMu62qFd9bt++PcaZR1i0ZW+Piqa2f5bhF1ZklC5T+sS5I0IXwofluN8bOtZuuNRSzSeyWgByp1d7YZGQTrbY0fuU6Wt3Gx3MFag9fcaaC2KVlTy6cKxsPUgry8iF8BVWfhy9jymHs0+nl0y1ioqlllR/9RkDGTgt2rIfXdNP4U+R+mJJM2u4BHU7cWaNLMXnVWQRzyR37TQuPV8Ze1WN1QGkdZ71DqcyVkzcKnIhklx/ikgu1aoNK/BU24BGS0pKCj5tPYgwa7Vj98GCCeIZff/rGt5qCQwMhPcgVtFLkNuiC7QhwrqU5RsW2Vh7n3AH5LYQPgu5LbmAkSNH4lvaRs5/JiK3RSGhViByW8zIuNsyY4Zi4jowbtw4jDNJYuR+vkUEOjW9O8aZp2rVqlghG70/6in0InxYjnqnVtn7wMoEXB9YQV2lTWB3WzopRsog9n610S50t07q4/IVs5eDeSVxn0I73FFfXTnGR4l40gyeFk3pnWq7oHqSyyP2+XlTTEHtboLRY7cSOisGyyDK4zq4N7gj4qAn43UAaZVs//jucFvcdIpIrtSzzz2DZ9nGwIED8TnrWeLj44UHe6OmrUN2nBfcELfq8zEz+AlEwPr167F+3oPcFkecmPCO0LZIjjmNcYT3ULstiXey8/MaQbgccltyAWFhYfiWtpHzGb/ktigk1ApEbosZGXdbgoLEEebZ/pUvOni00CLKye4B6rVyCwcU9p/hLQ561Ez2BNxkIi5QjZ7NoQ3aEAa70DpwXoa9c65n5XBjMeRw/GgaZ0NeSKW2PETl6EKu685bA4ZPi5a4FVuUdoMzOVnqRTEFzMyZ5EsWKq9yRszUAaRxnt3qtrjvFJFcpT+C5+IJtuHFnXcAeL8Ic1cfr/yMx7aFfrOd1zZmcgy5LY6I+3uh0La4uGoKxhHeY87KQ0KHNuqSN+fjEYTM0Cmb+TuzTodZGEH4FUJzAQgPD8e4bEFui0JCrUDktpiRQbdFPWEnJ0vkHvr0Bb45FNalbPamEck8//zzWC0bXXt0FvoSvirt3iknblCArcvNd3dtuUKDuUD7UhoKt0WeiBHK937tx1X1q21SdIBtrkfoWHshfP/cXmG5EKGzbQtXp1SfDTlEZQFYpwjpToZyclo0xA++MNOf589wXVt9FH4Qf1ydM6mdmL8iio8vujDm6gDSuusMuy26gVY5LtkNp4jkCsXcOO87A1tk4uPjhenY991fesT4uYIz4lrNWbGvZt2X8XgSgYGB8AbEOnkbclsckRYfx7ctQPv7VrmblIDRhJdYtf0k36EFbdgdiXEE4VXaDFjM35kt+y7ACMKvUK/imZO1RYEv+4+uaHm+seXtRpbWptQ4/3svl+ilUMleTUr1bfLARwrd36/JfX0UCuzzcokPxbz3fiiqWPeXC3W2q3CXlwt0amRpo9JbL1neUeldQY0tHRrn68jLWqBwRJBQK1Dxntaa8CrazZqXr1uhzo0LdBLKtx7R0l7QS5Z2KkH1hMq/08h6OZzqLdWpAImXycNqaHmzvqXllO+n4u2lg7DeM5DtLTBv7F8jNIdOTHgH47KL2gwCdoRtEXoUPimt3qlCXD8T3RYuRDEoQCuc6+gqy+f6tPK4CSNui5wYxBXOp7d7AVgNRf8ZwJrYDye7G+qzwYVozIjhZea0aEh9ng2JM5IEj4b71PbjmjuTfK3sl4+7TCzQZB0U4fZi3ea2uPkUkVygsRPG4Mm1UbZsWS8ObOEZOHAg1slG1Wdqjv9xheCS5FxLN516s11PYfYQvPu8vlYLD7ktTjg+tpXQwoiaPxzjCC+x/3gM36EFdR6+EuMIwnvsCY8W7sweI1dhHOFXREREBAQE4HvbRk5Wb/nlh5nNar/e8cVuHV/8wJxe7vVes74KNe/7XlC/9179SKGgj95r0U+UkBEEeQU16/1ekw859XrvlV5iHazq1rFRd1EvqdS4R8eXe/KylikcESTUyqo+1prwaipUzKqOUDdl+R1f7mE9qFNB3YTKg6yXw4iEU+F9tWvQpX2jzsGLg/H20kK9Yku2R5hnpqcK6+OC4v5eiNE54I0338DK2WjZKkjoUfiktPq9CqldAHsWodtpH9whd1P1utCafWAzXWir9NLLB2XVsCWzr/nCwoVkVqkPxH18Rt1O1lVvlZ9FkpnToqHsuS32g6qtHPsZdvQBJemeeY3Kc0N42DU1WweQVjXc5ba4/RSRcqiYG+dLl7GvBcuYMsWHZmDAO0jdjqrXKGjm4l2CY5I9hew437XP8GLFS2LRNlq3bu3dHYjUkNviBPXvOWFdyqbFx2E04SWa9pgndGvnrDyEcQThDRLvpKpvy2Ubj2M04W+of5mBdkO25xPdTLgZdeHs+ctRphVz7vylsxq6qJKQwKigfKXgiEIdQDGakhI7lrVM4Yh64uqgJ6FwExJqbljCefARxZyLjolKTEzE20tFWFiYupk7dOhQjDZJzLqfhYbQ/r5VcjiNiAFfKKwcx6+/zxD6Fb4nnb6lXSoXgOt26mMzUOxdaGFYAd9pd7XbYk9v7bfLB+ocIodbjyj3tLkytQ4UorEur4RysyFTp0VDvK3jIJkgR5dP4wybPpN8FDNBuHqieWG2DiDt84xBbnNb3HWKSDlT1x7yKUfKli3rla2IHABvIvUQS6BR09aDvpi6dNMpwUAxqPE/rnizXU9+4yEGvPWyvQy8WyG3xTmHhzUS2hkRkzthHOElvpu7R+jW1ukw6+ipKxhNEJ4lLT1DWLGF3ZPX45MwBeFvxMbGqvurFStW9JFhugShR1RUFDS78Za1ke2GuObAlph1P2N0juncRewzFA4ovGH7GqFr4WNy1BeVZE+AvWuu26mPre+q14V2r9uicFJs/7ZWQA7vHCK7BnzF9A6kvy2RvNmQqdOiJfs4C9W5ssla59rdRnP7Fju6fK6yEriTxl9QOaXZOoC0spDbkielnkME+MiKsGqgYupXEqNm3Zf7DZmw4K8jgp+iqRHj5zZ9rZ3aZGH07t3bZ5tn5LY45875o0I7AwSBGE14A81xBKBpC/+Bfi8mIgiPsCc8umXfBcKtCKLxVv6Oei4GULFixRyumEsQ7iMsLCwwMBBvVg64mTGFSaLmDxfaP4eHNXLJwBaGZGsqptwDpcuUPnRin9DB8CU56otaxfWu1d1X591OfbeFMxc0DAtnXWhJ+h1gey+6WyfMywbm2OojzipCOT4bocETR3euK/fPbaiGeGSzN65xqpXiPq/6oG6cJiNXrNtCjatmug4grWro3SrcabHXzcSt4pFTRMqWlvy5CM8pR/Xq1fGR6pOkpKSMGzdO890kU/7RJ6rVqA/q2H0wU9PX2rEQYVkWgdatW0dEROCRfBJyWwwRMbmT0No4+lUzF7Y2iGygXiOD6cUucwZN3DBjyX4Syd36ZtbOdp8uE+5AJlpLKHfQvn17fJ9zBAQE+OyPSEReZsqUKeoBWUDv3r0xhUmSY06HdSkrtH9u7F+D0S5i8uTvsaIczz73TMyN80I3w2ek07e0ietdy31g9VwSfek6CFwhckfXRBdakoMOMBeFsKrqhaOcnA1Z+46Otvfhsf5mTou2OF9AMRKEiSuf+7xa9gcTV5q9PubPpFV8xWxwn9FkHRTh9mpouiqK4SdcuJlbxSOniGRaYeG77r1XXKkEHvthYWH4PPVh4uPjBw4cqDfOJRu0bt3adzYecgC5LYbQbHCc/e0TjCa8xFc/bRO6uCSSL6hOh1m0K3nuICUlpW5d7dHwEO4Xr3kiL7B+/XrN6fFAUFAQJjLJ3aSEAwOeF1o+h4c1wmiX0rNXD6wuR5u2rYWehs9Ip28JOrpwbDduHAfXW+Y7wLYtcmP3hVi7o8p5LoouNOBkB2i+Mk475yBHHWCFNwHYEuiFM2kcaB+ch4mdajsYm2OrqonToiO+BKu9JWdRblesGCfCn2Ht7Y35mmfTSlBWDNAdfmKgDiCtanB1kAvZp1w0h6ubmVvFI6eIZEpnL5+q/OQTeEI5crKEv1cICwsbOHBgxYoV8QOYISAgoH379nPnzvW1pXAdQG6LUdSDaUEunLpMZIPEO6nChrskki+IFsfNTcTGxjpoEzRu3HjKlCk+tdcgkXeIiIiA20/PZwEgKttNUvWejKCEE7sw2qWkpKS82KghVprjyzHDhf6Gb8jet3SI/qAALbQ7utrwJauLZbHZ6QCLzoWtO80bPQ4+Fx5I0VHvhB11m4fC0LQANFFUXkfK6mkiOBeifySSU99KEm+FAIppQSBTdQBpVsPJ2QMcnmoHt4pHThHJjJo0exnPJke2lz/3BcLDw0eOHAntKMDBmBeWoGvXriEhIb62ErARyG0xSlp8nHqhONDNw1swBeEN0tIzpi38p06HWUJ3l+Qv+t87vwghsv6nCtGUgxI8r87DV56MuoZ3J5FbgP6q3ggXHtYgIAgPYOSGDAoKyrbVovkL06np3THaDcTH33zk0Uew6hwDBn8sdDl8QM67uJa6nZTde0lC95ujdjdupx67W1GrMz9SBhGMA7XXkH23RVFD/cEgStdA40CqYR0KFPUBGTwtDuXoiJrXQt9NUI77AGXbSlAcQvzUqgQ8qjqAdKqh6c3V7SQvUczXzdyt4olTRDKks5dPNXixPp5KjtatW+MDNLeQkpKy3Uau+R2L3BYTJEbuV88n2tujYurVaExBeImoS/HQyxX6vST/0c8GjZUcyq2+TJ0Os2hZ3FwMtAC6du2KDRyC8HmyvVYLELtljtDUAbl2cVxNTpz4995778UPwNGyVRB0NoTuh1dl71uqqFUb+vYhoboewdHQ4G6QBlPL6RVpOLdl7FHrkBC551y7m21Oh0LWMjEFpKk7OvtuC//R+B41l0vlGugdKDR4YifukwK1pPoL2W2JnZ4Wp1Id0cm1kIbb8Cv4Qnqt6mXfSuA8INEjk2WsDiCdamAJGGWpW6uz9SPbjRJl3czcKpLcfYpIThUWvktzAlH16tX9caBHHoTcFnNcC10htD9ABwY8T1sU+QLb9p776qdtL3aZI3SDSf6htqoQN8gdtk6PkauWbTxOmz3nBWbMmOHCBd4Iwh3ALZqTafw39q9R/7C0v28Vz/ywtGbdX/gxlDz73DO+vUuRS6V0W8RYEomUZ7Tkz0XqZXEBeM7TFGZ/gdwW02gOr93bo6LLV+knCLOEhITIT2G/M7wT76T2GLlKMDLcpH5j15I5QmSP+Pj4kSNHau78QhDeJTAwEG7OHD78M9NTDw9rxLdwwrqUTYzcj9HuZ9L33+HnUQJdjlUbVghdkdwpcltIJFJS7NgJY/BJoMRfNiEiGOS2ZIcTE97hGyKyaNFcwrvwayVOmTIFQ/2K7+buEZwRN4km/hA5ITY2Frq1DlYnJQhPArciPPPhtsQbNGekXo3mF6q7FroCIzzFTz9NLxxQGD8bBwRO+mGC0CHJhSK3hUTK24q5cb5Dp3b4GFBStmxZslr8C3JbssPdpIRDn74gN0R4Rf7Sz90TmwlCE3lgC8Mfh7cwNuyO9Niyx+0+XXb01BU8MEGYJyoqasaMGb1792Zrl8L3Dr+BBOE2KlasyO63gQMHwu3nKpOFJ+HELjafKDp4NAZ5lm3btmqu4QI8+9wzuXyQC7ktJFIe1qQfJpQuUxqfAUqqV6/u8QlE63qxY/dahwEcket61ZdX763fa2okhjshcqo1U33N5FAkFgfR7N+aCflkIg6yeQNyW7JJ6tVoYaitrAMDnqdZRYTnUf/M7qfDW4CTUdda9l0gOCPu07SF/yTeIZOUIAjCTuyWOVHzh+Mf3iAq6tyTVSrj+0xFgxfr7wjbIvRSconIbSGR8qT+CJ6ruSAuo3Xr1p7/GdVmami4LcwzEdDyZFToui1ykb3WsThd38RBvRyaOd6A3Jbsk5meGjG5k2C1yDr6VbOEE7swKUG4GWFgC8N/h7cAnlzGBdS0x7w94bS5GEEQhA8RHx/frEUzfKVp0aZt6zy0ei6JRMql2rB9jeYezzJDhw7Fx6LnsI5cwcMDgqshGyPM1ZCHpBjxW7TtEFuJ9fkSWLGqMqXg+r2k+omRvma2kNuSY6KDRws+C68TE96h7YoID6C3foT/Dm9heGwZFyZaPZcgCMLX6D/gY3yl6dC1R+dcO86FRCLlai35c1HLVkH4LNMiICAgJ9vMZY/IdVN5p8WK0tRQmyuC/eIIDT/EZuzoWDCCoyKFQlIWK0TqGDTeg9wWF3AtdIV6u0Rex8e2iln3s2d2TyTyIJoDWxh+PbyF4cllXEAvdpmzYM0RPDZBEAThA8ydO7dM2TL4YtOh8pNPfDlm+IlzR4TODIlEIvmawsJ39f6op976LDLVq1f3wpq4spXCo7AvZGuFC9UK04allI0VxVItIkJaCbvJwsa4KCJVZoticRlL/fq2WUoeg9wW15AYuZ9fwF9Ph4c1urB8PI12IVyL3sAWhr8PbwE8vIwLqPPwlXBQPDxBEAThbYxvvl75ySe69uj86+8zyHkhkUi+o7DwXdNnTu3QqZ1TkwUoW7bs3Llz8fHnYdD9sC57K1soSg9F9mO03BYt00QB76DYcumaIHZrxQYforJbhOS24pU4raFLIbfFZWSmp8as+3lvj4qCw6KnAwOePz621YkJ71xYPh50Y/+ahBO7PKm0+Disena5m5QglOkVucS9SozcLxTrFWVjQysHA1sYZR4odSV8q3Agd8slI7n4Ai8d2tF1yB+CJ+JufTdt+fWIfVibHJAcc5r/LN4SfGGxQtnFR77ycD6xQjnAR77yWJscAN81oUyvKOcvFHj6CWV6RS55oUAhQrEeU+yWOdCiiJo/HBoYWJvcRWxsbO/evfH1ZoxaL9Rs0uzlz4YPZvojeO6qDStIJBLJfZo+cyp74AwY/HGDF+s7WPtWTWBg4Lhx47w5Mn1dr/q9pjLzw+5WqP0OQO1zWOGTasFSQl57OQ6yqAarSAG2vwW7RS6a/cny1scPA0SuY4d0VkVXQm6Li4HeCDR0whxOLPIRxf29ECudXaBhJ5TpFbmkTXlgwPNCsV5RNkwKxwNbGP1rFBUO5G7BtwDrlwOEMkGft2svGCLu1kvvfp/z1XMjf+knfBCvCL6wWKHs4iNfeTifWKEc4CNfeaxNDoDvmlCmV5TzFwo8/YQyvSKXvFCgEKFYryjnBqvPEhUV1bp1a3zDEQRB5AoCAgIGDhwYHx+PTzofQNtCsbsk/CARZm0AzqwMe6F2FCUpEQwV5Z+sLPmIWmk9aq1oQG6LW0iLj4uaP1xo98jyES+G3BYeP3VbnA5sYdwfcM/2doHCsdwqN7ktoJ/bN6jXdorgibhbQ6dszsnqueS2uFbktvCQ2+Ja5Sa3xSWjwHyZsLCwoCBHq0sSBEH4BQEBAV27do2KisKnm8/gbrcFCpBHuOhlY/G2Qwl+itJuEd0Ve0Xr95pqH+HiWchtcSPQdry4asrhYY2EBtChT18QQrwiclt4/NRtMTKwheHh4S3uc1tAKzs8GdR2jGCIuFsvdpmzbONxrJlJyG1xrcht4SG3xbXKTW5Lzr/yfkFsbOyMGTOMvw0JgiB8h6CgoLlz5/rUeBYeuzHi1G3RTqoFpuSWakGjRicjS88iRbNFEcsnROy1QqRlcj1qu5Db4gnS4uNit8yJmNwJWj/7+1Y5MeEdvj3kLZHbwuOPbovBgS0MDw9vcavbAtrSoVyXdz8WDBEPqPPwlVGXTL8RyW1xrcht4SG3xbXKTW5Lzi+KfxEVFTVjxozWrVsHBgbim48gCML3KFu2bNeuXefOnRsbG4vPL1/FblYoPAytYSxyUoUXogVLqUyGJWrntbso9n/ZsRsw0r+UkVak/axtn4PhtI4uhNwWj5KZnnrn/FFoAJ2a3h1aY+phL54UuS08/ui2mP0pz5PDW9zttjANb/eO4IZ4RtMW/pOWnoG1NAC5La6Vx9yWHd0qrR/QYvXQ99d90mp7d+e7zmVDWJscQG6La5Vr3JawLmWvha7ACuU9wsLCRo4cOXTo0MaNG1etWhXfggRBEN6gbt26QUFB8FCaMmVKREQEPqf8AR23RQ7WclvUdocASykaHjYHRyu7zVDRMlvsJovddtEhkvNdnNbSZZDb4hN4Zf8C2pOIx/EGJce3Lpe+mVa6tXtTiHWhjO9JZGpgC8OTmxOZso30EMrU1JoVaxt2miW4IR5QmwGLja+eS3sSuVbu3pPowuHQ43v3h+06uGNHuKy/d4T/s+vgiX37Yo+GCulzIqxNDoDvmlCmV0R7EvF4cU8ikEsev7mSlJSU7QRB5C40F28qW7YsRnuPsLAwfPT4Mzpui2yN2IPllM6HjWi7LQ79FjRUbL6KEvRgplr/5/zoeBhyWwjCl4AnpvWLKbF48WIM9SrZm6M+ZcoUzG+G6Ojo1atXT5o0CUuxWEaMGAHnAcIxhVeJuhTfZsBiwQ3xjL76aVtOVs8lfIfMrKzrCalnY+4cOHnzn39v8Nor68RNpsORCZeuJqekmhjfRBAEQRCEy+natSu2TTkqVqyI0UTO0HNbRHMlUm2/6KPntthLVcVJEfWlYSka+eyxykgsjl+oxbYFtNbR3QS5LQThnFmzZlm/mRK+4FVnY2ALo2zZsqY28I+OjuZNFjVwZjCpV0m8kzpo4gbBCvGMXuwyZ9X2k1gPwt9Iv5t5NT71VPTtfSdEk4VJ8FlkQXrQ0bO3Ll1NTk3PxOIIgiAIgvAg5La4FZv9oeGi2KM4DI0YYTm1/Q5bqWKsfDTNbHKseHzZBFLiQa+F3BaCMELv3r3x62mxxMXldMB8zsnJ5gvGh7esXr0a8zhkxIgRmMHbzFiyX7BCPKD/tf2l5rsze41afT7GR9eTJ9SkpmfGXk/5Nyox7Lhor8hSD2nhfRa7Iqw6HnXryo0Usl0IgiAIwpOQ2+JW7JaKlo8SuY5bfbZ+L6NbLDtyW3SdEwzWyYWuitNKmqmmqyC3hSCckJCQgF9QCQz1Htke2MIwOLxl8eLFmMEAPjLCBdi299yLXeYIhoib9L+2v9SQrJZa7Wa90GFWw86/zV5x0NTquYSHSU7NuBCXfCQyIez4DRf4LCDJatnPKeJ8YtzN1PS7ZLv4Lzq/hNmoX99TTTV7RTz6K1xux7pI4lRFg5xONEH4MeS2ED4OuS0E4YRTp07hw9timTRpEoZ6j5wMbGE4Hd7Cr1PDgA8O5wGj//vv8OHD/HgfwBeG/DCiLsW3+3SZ4Iy4XLLPUrv9zBc6zKrT8dd6780GvTd05aEIX9/PL6+RcCf9XMztAxE3Q4/dCD123ZDVovRZQJo+i2C18DoZfTvuZmpGZhZWgvAbnLgtSH1Dw6VzBJkArkbajcJ6QpUXj040Qfgx5LYQPg65LQThBH5CzdatWzHUS+RwYAvD8fCWhISEVq1aYVKLBf6ttxounwzOEob6AGnpGUOnbBb8EVeJTR0CyT5LXclqqd/pt4ad57zYZe5LXeeOm73rdlIa1obwEtcTUk9dSNx74uaeo9dBRn0WldVi1meRdeCkVWdi7kBNyHbxH4y5LYC7/RYyAVyLfUC82y8dQRAeg9wWwscht4UgnMAvE8uP7/AKOR/YwnAwvEWYQ+Rg0Ao/BMZ3Vm+RWbDmiGCU5FDC1CGQ4LM06vp74w+seqX7vLaDl20MPYtVITxFRkbW1fjUiPOJe45e3w06ck3yWawmiwt8FpAZn4VTPOjc5aQbt9Iys8h28XEcmhzW+d8Y63YThNwW10JuC0HkRshtIXwcclsIwgn45JbAIC/hkoEtDAfDWzCFhOOxPGxFm0kSPjW2RWb/8RhXLePCfBb1kJYG7//2Ype5bEhL4w9+f7nbvFe6z2vS449mPee3+HDBF9O2XrxyC2tDuI209MyYa8lHz8T/HX515+Gru45ck30Wj00dYlL5LCCr1XLQpvDTCVGXk24k0tAnn8WZyaEfL01U4dbik9Z40VniJVJct0+9Goz2geyhdtNADrMmdLZqoSIxZx4pqyp8Fu3FakwdV8LEKZKn/UippER2v0Q49U6L5ZwWDixF+0QzDJ0HK8K54HLpfkIi+0RFRTVu3Jid4KpVq27fvh0jiLwHuS2Ej0NuC0E4Ijo6Gp/cFkvv3r0x1Eu4amALQ3N4y+HDhzFamkOEof5MzNXEHC7jYmpIS5MefzTtOb95L6vVEtR7Ycu+i97sH7xs479YG8Kl3Em5ezEuaX/EjR2H4uw+i48NaeGtloOn7DocmXD+SlL87XT8MISv4KjvbcUerxghod2fl1CNpOAHyCjh++UaFeEPwtXO3tPvpVWy8nPoJparqftRRNvA1HFNnSKtpPWnrpND+aKNFKudBkvRONEShs+DFZPngsgBKSkpVatWxTMrERAQEB4ejtFEHoPcFsLHIbeFIBzBT5ZZvHgxhnoDaEk01gfeK1hLJRitRfv27bFoDn4akXc/rwvJyTIumqvh8j6LPKRF8Fle7WO1Wl7rt7jVR8Ggft+sOxV1HStE5IzbSXdPX7j1z/Fr2w/FbT94hVktu45c8+UhLbzPwuvQqfgjkQkX4pLhQ+HHI7yMXt/binVECkYqHQJ7x9yWKdJuDegl1cR+UFVFuGMr7Qk+QhsuuU5i+bhOCuMPbOq4Jk6R83LtZ8lYsdonXXVe7cWaOg9WnNZZzEBkm4EDB+JJ5dBs0hB5AXJbCB+H3BaCcMSsWbPwyW2xhIWFYajvMXLkSKylEow2zIgRIzCnDyxS41rMLuPiYDVczalDTaWpQyDZZ3ldslre+HhJ6wFL2gxc+vagZTOXHUxKobEM2eR6QmrE+YRdR65uO3gFJPss8pCWPV5dDVfwWexWi8phYTqk0rFzty7EJd9JIdvFuzjv6lvh++VcHj6Y6+FzwXzxtiESCn9A7pbbU1qz836B8uBCleWBF7wzxGVRJJarYEOZx2H9zB1XDuQrr3mKFM4IVygXmp1i+VCl82Gvrz218jM4OQ9W+AxyDuGjSAmJnBEeHh4QEIDnlKNx48aYgshj5G23xfbkcfp8YU8j/WRSQfxz1BDZy5XXILeFIBzB73Osv14sawaabUrp5YIGndysNDrf21VuC2aTwKBchMFlXHI4dQgk+yxv9g+WrZZ3Pln+7qfLe41ZE3r4IlaIcEZm1n9XbqQcPxv/d3jc1gNXth6Itfosh+L8ceoQL8FnOXQaFS7p36hbl64lJ6dm4FkgPIqi26yN7uIdSuwlafXilQ1Ua0sYioVy5VAuKT85RaNhy1VZGasVwYWp3z9cpBCnFWPquJrYE8rptK0SgLcuHJeqVawiv/KzaaTmPoCB82CFC+crp18QkT2CgoLwhCpp3bo1piDyGHnZbbE/YJw+X8ht8R7kthCELmwVWIbuIibyL26mnja6ufj2JGKkiearbov3fSgBp8u4uGrqkOCztB28ot0Qqzp8trLj5yET5oQm3E7FOhEq2Kq3hyNvbtkfyyT7LOKQFj+cOuTAZxEUcT4x9npKShrZLp6E6x87BJ5BmEMgMhIeVcpVW+UHvW6PXwPtimi9aewpxViuDNvxuCBVWRrJZTQOYuq4PI5OkX6h3MlT1VzCUbEOzr36iI6qr1M/nWAzF5xwioO9AiAKExF5jLzqtigH/Dl9vrBnkX4y6RGm/WR1QPZy5TXIbSEIXU6dOmV9hElMmjQJQzki7Z1/Ey0pB7nkhplkJdhabwaeY77otviGD6VGbxkXB1OHmNWinjrErBYHU4eYz/Lup8vbDVnRXvJZ3hv65/vDV3X+YnWPUWvX7qQXlILk1Izzsbf3n7i2ed/lLftj2X+3HrDOG8qVU4cc+Cy8Dp+OP3k+Me5GSlp6Jp4pwo3odJslpJ2EMBZQPIJ4N1hELslR4SL2tErUDz57SjFOo7PPFasqyeFnd1SUgeMCOT1FOlGGitWrE6Au1uR5sKJXN72DEqZJSUkpW7Ysnk0ldevWxURE3iMPui0azzynzxf2LNJPJj3C1A88J2QvV16D3BaC0GX16tXWR5iEsBey+klnpCHlJJfcLLOFsqeYdftI9rc+rnJbWrVqhTkdzZyyEh0dDYknTZq0ePFi9UbRvuND6bFs4/E6HWbJPov7pg4xn4UNaZGtlq4jVn/w5V/dvlozasbOsxfjsU55lcSk9MgLt3aFX9n4T8ymvTGb912WfZY8MnVIT4dlRSYwnbpw+2p8Ktku7kSn22zHnsCeQmHC4D7BkRolOS2cgzuOElVW/VI1Ovtcsapns6PqOSzK0HFzfIq0oowWq1knhjq1gzroFaOTRfeghGmGDh2Kp1IFbUiUl8lzbov9YcPh9PnCnkX6yaRS5acXSw1/cr8waE2hVeaSn3hyv8VoOVasSWxpIJViCLtcDv4N4KEUn4ivjplDuxlyWwhCl0mTJuH302KJjo7GUEDjSad4BGjjLBc+OLLVJnOV28J/5NWrV2OoFvx6uvzuRb7mQzng6KkrTXvM05w6BNKcOgTK3tQh2WfpMuKvD760qvvINT1Gre05et2HY9aHbD2VnJrn1ka9npB6Iip+x8HLG8IuyT4LmzckWS15ceoQL8FnEXT20p0bt9LvZmTh2SRchv1JrfNYl59Hcgp1iIRGSVxKp08vxSsDStA5CqBfZa4MxdNTQkysmVxGI5+J4xo/Rfp10CjDeLEOzr06tX4ddMrWDdY9KGGOqKgozcVxgd69e2MiIk+SV92W+r34t4LT5wtLqp9MKlV+enFPLgWKxxugzIU14w5itByn6VjRGiXzJSlqY/TQHoDcFoLQBb+YEhgkAd9g6w9okkGKjxYD7ShnuezPBUiH/4BHKcY6wVVuy9atWzGnxOHDhzFCCb9VE5CQkIARtg/GYeC55iyXfGqcn2WTXI9P6vJFiEumDoE0pw6BZJ9FHtLSY9Ra0Idj1vf+ekOfsRv7frNh2A87TpzN/VtEZ2RmXbmRfCTyxtYDl9eHXdogSfZZaOoQk3pIi6CjZ27JOnvpzs3b6XBi8RQTOcX+PNJ5eHEPLJaCa9RpP9O5krjMyueZ9Vc92xuCoa6IXmZVjWxoVUFdLIdu9TRjjB/XxCnSPG1WuAhbjIlidRNrnhFz58GKRiFWdA9KmKN169Z4HpWULVs2NjYWExF5kjzotsCrgr0p7A8Yp88XllQ/mfQIk59ecsG2ESaRth3ZlCVwuTCL4gFosBxbKm44izwgxVaesn7cI9deEAuy/W30I3gAclsIQpvo6GjpS2llxIgRGCpi+7ab++pq5pIfHEqUzy09XOW28AsDMxYvXixPKYJ/bN26lZ9tBPDTiODZ5ms+lFPS0jPGz97lsalD/JCW3l9v6PvNhn7fbvxo3KaPx23qP37zjKXht+7kwtVz72ZkXbhy59DJGxvCLq0Lvbg+7NL60Iv8kBbNqUMgmjokiPdZrDpr1/nYJLJdXIH9Uazx9JWbawz2oLI/ohRPLu6ZrtVEBORgbqSzPVSrItqV48u01oHFQKEYAjgrwoYyj1wS96m5XMaPa+YUcWl1Cs1WsYpPzqfmw+XU/OGcngcrWoUAOjUkTOFgcdwZM2ZgIiKvkldXybVif8A4fb6wpPrJpEeY/PTCghVPM/aQU5Yg52KRwmPRYDk6eW2ZMaV8KPtfvXpJ/8WShE9o9CN4AHJbCEKbsLAw63dSgp8powC/y9yX2RZiQ+s7rc4FcBlZ81IOMPJYcJXbAvCr1ThFc/FgCfZIM/tQ08xlCxRQP5hzQMjWiFe6z/PY1CE2pKXft1Yxn2XAhC0DJmweOHHL8Gl/b9l7Hqvl5ySl3D0fe/uf41fX7L64ds/FdaFWCT4LmzckWS00dciMzwLirBbQMUnHzyVeuJKccOduFrku2UTngaOBst2H4PNb6crwTyvxJSGiUSqXXfGmwDADVeYeqZrF2nFWPf7hbOK4pk6R83JtqXNYLKuePVz7RGvCnwcrmoXoXC/CDCkpKdBzxpOopHr16piIyMOQ22LF6fOFJdVPJj3C5KcXFqxIzsIUDzjM1Yv9XKCMkjBSjla5CHuustwsGZYk/QFZrAkwpyIeYH87/wgegNwWgtCGnyyjN6FGbl/Zv8y2EMTB00PzEcCH2kKMPBZc6LYA/JosDtA1oQB15eUPiCg+PaL5kbmM2fChjHP8zNXWA5aYHdLyzifLNYe0dP5iteaQlt5fb1APaRkwYcvAiVsGfbf1k0lbB3+/7dPJ26cvPnj56h2smb+RmJR++sKtHYdi/9p9cY0kZrXwQ1rYeBbNIS1uXA03V0wd0vNZBDHbJTEpz60HlGOEh7guiuePs0zKhxU/kkUJP+jCXqbiicgdypaYS4mtXgXKd4hOsRziw1pGOSQk28fVRlG2VhXqT52qUXUzxarSski9M2L4PFjRKUTx/sIwwhTjxo3DM6giLCwMExF5GHJbrDh9vrCk+smkR5j89GKptZ6IyjDlQ1UZZ8VIOawMzZoporhPIP3TWoL0D3sQX4p4GCtaYR6A3BaC0KZ3797wlWTo7c5je8rYv93si2yH+97LqHNZseW0PwTUIfq41m0BhJVZBFq1auWklaP+kLYQRPNTaZ4a+ZzKoWbOjCluJCT3HbtW8Fk8M6Rl0HdWnwU0ZPL2z6bs+Hzq359P3bF+97m7GX6z+0zC7bSjZ25uO3B59a4Lf+2++NeuC9kb0rLryDUa0iJL9FlABqwWXhHnEy9dJdvFOMKjSoU08VEyfhVEKpb6hjTWJPayxKeVtE2CPT1b9DtSkUY3sypCGcDXRKOq+nXikQoRPo8qtanjmj1F/AnC4uxp+XeEmWKthWK4NelUqRhHZ8TQebCid0B7m0D5yicMERsbq7c4LvSxMRGRtyG3xYrT5wtLqn7GIUK0VmqtMPbgg0cpPgHF8o2Uw7JqfgBllJRRyieFS8HWfwlBiNGP4AHIbSGIbMO+tWa/t3q52DOFC1YFOMDlbgsQFxe3evVqfpxL7969Z82apTvShwPrzj34bB/bhtZzVZ3LivqEZe/EGyMtPWPqgn9afLgApLkaLu+z8Kvh8j4Lvxou77PIQ1r6j98sWS3os8hDWj6bskOyWnYM/eHvYdN2fjF954Q5e09H38TK+SSXryWFn7q+LvTin39Hr951wWq12HwWeUiL4LPIQ1q20Wq4pqwWkz7L8XMKnYy+HXMt5U4y2S65Dtuj0z0PRX08fFzuLaL1AiFyIXqL4wYGBtLiuASD3BYrzp+J7Hmtl06IZQUrH+xaYVI2KchWFa0WvONytNIwxBjpaHAA+1FZGPyTD2IYObSHILeFILIL+9ICzp9xHLq5bBHsKcAeHPKfznCH25IDlJ/FKHq58FTYg1UBLmfN36ff7B/syalD8pAW2WcZ8eOuL3/a/eVPu776effiDSdvJ6dj5XyAjMysi3F39h6/+teu6JAd5//8O3rVTqvV4nNTh0Au8VmMWy3GhrTk0GcBCcaKIMFnkfWvpFPRty9fT0lJy8DLSfg7tteFW5+KGrjnuFBq/frSuumKMuWXIuDZj0l4ifXr1+MFVzFlyhRMROR5yG2x4rwngmm1E7LHq/3JyhIrn7RaYVI+DLJVhj+CoXLEg9vAArnypJTwdoBwW3IpEVsu18lhAK0wD0BuC0FkF1vTz/kjjsdBLlsUh9FHgm+5LfiANHlqdHPZItjJMOlDZZuIc9c6D//TrVOHmNXCTx1SWi1Wn2XkjD2gUb+ETpi778CJK1g5LwH98/OXb4cejVuxLWrl9vOCz5LtqUO0Gi4v0WcBmfFZQILDIotZLf9GJcqKvHgn9kYq2S5+j/3d4dlWpHuOK78KdDH30iX8kpSUlOrVq+MVVwLhEIvpiDwPuS1WjDwV8YmtnOgZaZ+LyZXBClY+2LXCpCLlIKwOl8RYOZjPuiSWLdA+61PxyewvHTlYDlIexeChPQK5LQSRTeSHg6lvrZNckU7mvevhW26L7dFnrknsIJf98SrjiYflzVspI6Zv8/DUITak5aufrWI+y+iZYWNmhn49K2zsr//8vvr49YRkrJ+nuJN89/SFhG37Y5ZvPcd8lpXboxRWC00d8smpQ7LQZ1FaLaATNp2NuXMtIS013W8WCSIU2J+Qnm1Fuuu4tvekNuZeLISfMmXKFLzgKrZv346JCILcFoax56L+Cu3CQ1zLltAKk14CXBC+FOQQo+XYP4gSZSounf3z2oK0kzo/tAcgt4UgcgM+5bboPfkc4yRXdn2onDMn5LDm1CFmtainDjGrJYdTh5jPApJ9lm9m//Ptb3vHzdk3Ye6+vw9c9MDqufGJqf+ei98QdpGZLEyiz6I/dYhZLTR1iCmHPgtIMFYECfaKLKc+y4nzCp2LuXMzMS39LtkufkVuc1ussOVpbU99Cev8Ik8++wmv4WBx3Pbt22MigpAgt8WKYReardDOPVrZg1V4shq1KkS3RX4tYH2MlmNFqpiU2QoueC6Cn5jPrVOemUO7GXJbCCI34GPrtuQ2Qg9f7DQsxMNTh0bPDBN8lvFz9k6Yu2/i7/u/m3dgzp//RsXcwvq5lKs3Uw6cuLp2d/SyLWeZzyIPaaGpQ9nwWUDmfBaQGZ8FJDgssjR9FpCmzwKK4BR1OelmYvrdjCy8LQiCIDxF+/btsRGjJCAggBbHJQTysttC+AXUGSOI3AC5Le7m/OWE/uM3ak4dArlv6hCzWmSfhVktk/44+P38g5MXHNoUFp2U4oItZqRVb2//czxu5bZzSzefXbbl3PKtKOazGJk6BKKpQ4JyOKRFcFXUEuwVWWaHtPA+i1XRt1HnE6OvJN9MTCPbhSAIz7B9+3ZswaigxXEJNeS2ED4OdcYIIjeg57YQLqRAoSLPN+3/0ns/MDXuhHpZ0ivvT2VqYtcUSZOZmtr1PajZ+5Ns+o5X8/cn2jSBqcX745UaxxT0/regpu2+fLhSDayiSQoWCihfqfr/Gr4d1GF4y/e+tGkE06sdv5A03KZhqA5DJX3+aofPrGo/xKZPQUHtBtv0CerdQZIGotoOsKm/pI819aqsd/vzaqlWO6tec6bX2wsawNRKVgdtvSGoI+pNh2ot672BmmojqJOotxzq7fe19Y6szoN4tZXVRaF31er6CaidSi81e+uxJ54pVKgw3j0EQRAE4ZOQ20L4DuS2EERugNwWj1Gp5luCzyJbLSqfBa0WwWfhrBaFzwIy5bNI+gb06vvf1Hu1d7F7H8QqOqNI8cBHKteq26xLy05fobR9FtlqMeSzcFaL4LPYrBbRZ3FmtSh9FpCmz+LUalH5LCA3+iwgcz4LyIzPAhIcFlmaPgtI02cBKUwWkOSzaFotTO0/sOrFJm889sQz+fMXwPuJIAiCIHwJclsI34HcFoLIDXzxxRf4hiHcT+mKNV7qMMmtQ1pa6FgtQXarxeqzMKuFqUXHUZWff+Ue/T5w8XsfqPRsw4avfdiy00iVz4JWi8pnsVktdp9FsFoEn8VmtQg+i91qMeazqKyW7PksIE2fxW61qBwWJtFnAZnyWYxbLa71WVRWi9EhLcZ8FlkdPvjk3c796zd+7dHHq5LtQhAEQfgUjz76KLaPCcLbkNtCELmBzz77DN8whEcoft/D9dqM9PqQFpvGMrV8/+tGbwy4v8xjWEuJwAfKP10r6OU2AyWThYmGtOSeIS059VlAZnwWUAemboOZ3u0yoO6LQeUffQJvOIIgCILwKuXKlcP2MUF4G3JbCCI3EBISgm8YwlMUKFSkRvOPNH0WzmoRfBanQ1oEnwWk4bNwVovdZ7FpDOi5+m3KVHjq2TqtmrwzpOX7o6zS9lloSItCos8CoiEtap+Fs1qYOkp6p9NHdV8MKle+In5DvET+/AWKFCmGfxAEQRB5j1q1amH7mNDFtoe/0d2j2b78LI8VzU35lZsss0MY3p46l0JuC0HkEu677z7rM43wLE/WaqPjs6DVYtBnMTCkRZw6pOmzcBqt9FlsVovSZ+GsFqXP4mxIi+iz2K0WwWeRrRbRYWEy6rOAXOKzGLdajA1pyaHPAhKMFUGCvSIrpz4LKGdDWmQxq8Wu7oPf6ti7doOmZcpVwC+JZ3mwdLmXm7XGPwiCIIi8B21f5RSb12LMDGEmiiY2Z4VBbosaclsIIpewd+/eYsXoF10v8GCFai+1+0bts3BWi8JnAZn0WdBqEXwWzmox5rPYrRaaOqRQ9nwWkDmfBWTGZwEJDossTZ8FpOmzgBQmC8ilQ1p4n0XQWx1716z78n33l8avikd46tmanXt+WsqzByUIgiB8hCZNmmDLmNAmcl0vzjxxboag1yKMZZHGujgugdwWK+S2EETuIT4+fu7cuSMJjzPsq2+6fT7v/c8Wv//Zos6fLwZ1HWrVB8OCPxgG/13cbXgwqPsXS3p8EQzqOWJJzxHBvb5c8uGXwb2/WsLUZ+RSUN9RVn002qqPxyz7eAz8d2n/r5cN+HrZwLHLB45dNuib5aBPvlk2+NvloE/HWTVk/ArQZxOYln8+ccXn8N8Jy4dOtGrYdyuGTVw+/LsVoC8mWTX8u+XsH19MWj7i+xWgLydb9ZWkkVOYlo+aumLUlOWjp64YPXX5mB9WgOR/fD1N0g/Lx05bAfpmulXf/rjyW/jv9BXjfkSN/0lbE2T9vJLXREEzUN8506RfBIUwfc80U1uT1Zpl1RRnmirr1z819YOg2QpNc6bpv2nrR1lzVvH6SdZchX4W9Ptqphk6+mWeQjNl/fEXr1lqzVfoV6V+mbtiyo+/fT12HH5h3Mn0GfPmLFzz06wF+DdBEL7N4MGDixcvbu2UqahatSomIgiHdOnSpWHDhk2bNv3jjz+wTUxoYbdIZJyaIcrxKkqYn6IdR24Lg9wWgiAIF5CcevePv44Pm7bzi+k7R/y468ufdn/5066vft49csaeUb+EgsbMDP16VtjYX//5ZvY/3/62d9ycfRPmWjXx9/3fzTsw6Y+D388/OHnBoSkLw39YZNW0xeHTgw//uOTIz0uPzlh27Jflx2eusOrXlcdnh/z7258nfvvz3zmrTsxdHfH7XyfnrTn1x9pT89edWrD+9IJ1pxauP71oQ+TijZHBm84s2XRm6eazy7acW7bl7PKt51Zsi2JauT0qZMf5P/+OXrUzevWuC3/tvrhG0to9F9eFXlwfdml96MUNYZc2/hOzaW/M5n2XQVv2x249cGXrgdhtB69sPxS341Dc3+FXdx6+uuvItd1Hr+8+cm3P0euhx26EHbfqn3+1tVfWiZu89qkVYdV+ZzpwUlA800FZp7R1SNBpVPjp+OPnbkVfSbqZmJaRmZVwO/18bBIEMh2WFZmgqaNnbil0VtQxh4JDa+pfWVGJvE7IOq9QhFrRt60SAm06GS3qFNOF24JOC7qoUKRDwVm9cSst7W4mfm3cwKVryecu3wHdSbmLQQRB+DADBw609shUBAQEREREYCKCIHKOffoQh1MzxKFnIkQamUmkcHzq1++lWPxFLoAbgKO1QIwEX5J2IofH8hDkthAEQbiMrXvPS1YL+izMahk9M0zwWcbP2avps0xdeEjyWQ4LPssvy4/NXHF81sp/Z4dYpemzWK0Wm8+yaMNppdWCPgv778rt5wWf5a9dF2SfxWq1KH2WLftjmWSfZfvBKwqrxeazhB67bshqUfosIE2fxanVovJZQDnyWU5fuH3lRkpyagZeTo6MzKxrCamRF26b8FlAZnwWkOCwyNL0WUCaPgtIcFLQZzFstaDPorJaFCYLSOmzgARvRdCZS3dkXYxLjr+dfjcjC8+vi8jK+o9ZLaBL15IxlCAIXyU8PBw7QiqGDh2KiQiCcAnottTvNTUSZwcBTt0W20QiHctDgVO3xX5cHnsS7Xh7kXa0Uio/i7NjeQhyWwiCIFxJxLnr384Ok30WYUiL7LMIVovss6iGtKDPIg9pmbPKKtlnkYe0LJSk8lnOLd+KYj6LOKTF5rPIQ1o2SJJ9FnlIy7aDVok+y9HreyQZ9VlUVkv2fBaQps9it1pUDguT6LOcij/GDWPBS+iQtPTM2OupJ84nOrFaXOuzqKwWo0Na3OSzgMz4LCDeauF1MS454U56hotsF7g6zGqJupwEupNMw1sIwqepW7cudoGUlC1bNiUlBRMRBOES1vWSR4DYnQgD7gNnW9TvBSWsi9TzXVhKXbcFo3vZC4hcx8q2JZIPZRuHYkug46TYRqvg35wp4/xYHoLcFoIgCBdzLT75x+Bwr0wdArl16hAod0wdOqU/jMUgt5PvXohLFk0WkNJnAQnGiiDBXpGVU58FZMZnAWn6LCA3+SyCLl9LuZVj2wVKYD4L04UryVkuHj1DEITLmDt3rrXro0VISAgmIgjCDciuhkHvQbmyLkNjD2i0OHTcFulv9SgVPljtmmiYNuJxJIQgA8fyEOS2EARBuJ6UtIylm05pTh0CaU4dArl16hAoj08dOnbW3DAWI0Bn/mZi+rmYJE2rhXdVNCU4LLI0fRaQps8CEpwUdw1pUfosIMFYEST4KQ50linGqis3UhOT7mZm6xpdv5XGuy2gW3fSMY4gCF8iJSWlbNmy0PFR07hxY0xEEIR7MOu2IJGR66ZO7VXflleC9y4cui32Y2rBkmEaZ9aKhgGjxMixPAS5LQRBEO5i56FLNHXIJT4LSNNnsVstKoeFySXDWIxwNyPranzaqYt3XOOzqKwWo0Na3OSzgMz4LCDBT9ET+iw2q4XXlRupt5PvmhqcEnMtRXBbLlxJdqG5RhCEq3CwOG54eDgmIgjCPdjdiGw7D1bnBQe8yGUojRHBE2F/6sGSaTgrGmFaqZQYOZaHILeFIAjCjZyOjp+2KFyYOuTy1XCXbj6rN6TFJavh7jpyzfiQFqM+C8htU4eOnr113tXDWAySnJoBff4TUYmCvSJLsFdk5dRnAZnxWUCaPgvI6z4Lr3OX71y9ach2gQTnYxVWC9ONRBreQhC+RXh4eEBAAHZ8lAwcOBATEQThNgy7Lc5GkSjjDbgtjo/nWrfFyWfzDOS2EARBuJcbt1Lm/Pnv5AWHNIe0zFh2TG9IC++zZHtIy+pdF/SGtPA+S+4Y0nLywu3YGylJbh7GYpCEO3cvXEn2kNWSi4a08DrH6Xxs0rX4NAf7OqelZwo+i1WxSeevJNHwFoLwKRo3bmztCqmgxXEJwjMYdlswoW4qpfGh/EvTbXHkkWj7KBphTs0UI8fyEOS2EARBuJ2UtLvrdp//weRquPPWnJKHtAir4fI+S7ZXw90sLYUr+yz8ari8z+Ljq+GyYSw3vDGMxQhQqxu30s9cuiPYK7Jy6rOAcuOQFhBvtVhl29oZLve1hLSUNNFTu510V/BZmM7HJl1PSMNEBEF4m5CQEGs/SIu5c+diIoIg3AmaKICz8R+2lNrpmKshRzp0W8TEiCKPhrOiFeY8mYFjeQhyWwiCIDzE4VPXcuXUIZCmzwLS9FmcWi0qnwUk+iw+NYzFCKnpmVdupJ6Mvq1htSh9FpCmzwISnBR3DWlR+iwgwVgRJPgpDpRDn0UW81MuXEm+fstuu9y4ZduQiPNZZKWlZ7JkBEF4EQeL49atWxcTEQThZpjtYEXbReGR0/LbKUOwvGyL3b3Qcjy4A6AFAglsexnZ9jqyZdGyQ/TDrIVjPtzd2Z7K+bE8BLktBEEQnuNS3O3ZIf+6deqQg9Vw/X3q0NEzPj2MxSC3kzMuXU0+EZWYoyEtbvJZQGZ8FpDgp+jJ4JAW0WcBafksgi7GJd+4lY5L5Kp8Fqar8al4AQiC8B5Dhw6VekAa0OK4BOExZAfFgNsCaOz/bKM+X4ATt4U/Lo/d/9B3VkSPRKskrXwiYjluh9wWgiAIj5KYlL586xnNqUP8kBZ3TB1iVovfTR06GX079ro/DWMxQlbWfwm306Nik0z7LCAzPgtI02cB+ZTPAsqGz6KQ1pAWXu7el4ogCMekpKQEBgZin0cJLY5LEJ7E7kQYclsAtgUR51/Ur68c62JFaYxouC2AfUyMlfq95LEnVrScFa0wCb4kqTIYbsfhsTwEuS0EQRCeJiMza9u+i6amDtmsFndNHUKrxWemDh05cwu6xzdu+fcwFiOk3828lpAWefGO2mcBCU6Ku4a0KH0WkGCsCBL8FAdyic8CEo0VQc58FqbL12n1TYLwJtu3b8dej5KyZcvGx8djIoIgiFwEuS0EQRDe4fjZGzR1CMSbLBHRiblvGItBklMzLl9POXXhtkd9FpAZnwUk+Cl6MjikRfRZQKZ8FpABn0VWUgoNbyEIrxEbG4v+ipIZM2ZgCoIgiNwFuS0EQRBe48r15EUbIjWnDoHcOnUI5CNTh46cSYBucF4YxmKQxKS7F+OSFWaKGZ8FpOmzgHzKZwG5xGcxbrVExybFXE3OoruMILxH69at0WKxQYvjEgSRiyG3hSAIwpvcTk5fs/u8qalDoFwwdSgvD2Mxwt2MrPjb6ecuJ7llSIvSZwEJxoogwU9xIJf4LCDRWBFk3mdBXUm6lZSOp5ggCI8TFRVVsWJFNFokq4XmEBEEkYsht4UgCMLLZGRm7Q6/7JKpQyBfnjp09EwCdHdpGIsp0tIz426mRl4UDZds+iwgMz4LSPBT9GRwSIvos4BM+SwgMz4LSPZZmC7R8BaC8CopKSmLFy8eOXJkSEgIBhEEQeRSyG0hCILwCU6ejw+WfBa9IS3+O3UIuvRXbqSkpNEwlhxxO/luzLUUwWRh0vRZQD7ls4Bc4rNkb0gLr/jbNLyFIAiCIAi3Q26LjxJ1KX7/8Zg5Kw/NWLLfgRLvpGIGAyxYc0TI7iqZqoaQ14XCAxhDyOsqwUnGAxgAzpuQ3VXykWqs2n4Sj2GAmKuJQnZXyVQ1TkZdE7K7Stv2nsNj6HM9IeWvndHLt577bdWJsbP3jZ29/5vfQPu+mbP/2zkHxv1+EDR+7oHxvx+cMM+qiaA/Dn33x8Hv/jg0af6h7xeEf7/g8KT58N/w7xcenmzTlEVHpoIWH/kh+OiyrVHGh7SEbD//09JjPy07zutnQctRMwQtO/bLssM/LzkonAcmeL7hZzYAJBayu0pwufEYBoArKGR3lUxVA+7n2SsOz/vr3wXrToIWylp/itciQRtELVbp0Mnrxn2WtbvPB288DVrCtMmJlgraLGrZ5kimk+dviSYLSMdnWf33ueVbItVaIWurhpZvOT1z2QHhKgjykdcrHsAYQl4XCg9gAHqv8fjIe8191TDyXpPx7utVxn0vFHqv8fKRasDNj8cwAHythOw5F3Tl4FqbOhtELoPcFl8hLT1jw+7Ir37a1u7TZdXfmWFQph4iLfsuELK7SqaqIeR1ofAAxhDyukpwkvEABoDzJmR3lXykGj1GrsJjGADeRkJ2V8lUNeBdK2R3leDbjcdwSEpaxvYDlycvPNzpi3VWjQCtfx/0JWiD9R/SvzszjViH//hqg1XWf0v/+ApDuli10frfkRut+mrDtOBjxoe0/LTs+AejNsnqptZoq7pzajvkz+a9F9V9b7bw8QVBEwQ/sAEgsZDdVTLVY4ErKGR3lUxVA+5nlgtOcpuBS/uM3Tho0nZBnwj6XqHBOvr74GXjQ1omLzg4ZPIO1BQn+kzQVIU+n/o3r6ORNw1aLaBvZocN/eFvQcNkTdNVp2F/yudfUz7yesUDGEPI60LhAQxA7zUeH3mvua8aBt9rDK+/Xhnue6HQe42Xj1QDbn48hgHk16vLNXTKZjwGkfcgt8XLJN5JhefRoIkb6nSYJXwzjchHmoOmqiHkdaHwAMYQ8rpK5Lbw8sdWqS80BzMys37787hRnwUkuSpWn8VqtdidF7RabD5L1682dh25afqSo4asFmnGEO+2aPoszGp5/4u1bw5Y/lK3ef979xfhU+uJWqW8TFVD3Rxs1HVuh8///HjCVqc+C0hwWHj9ffCyYKk40BTmtqiMFUGOfRaQYLWAFG6Lvs/CJLgtRnwWpuHT/n6x61zhTPLykdcrHsAYQl4XCg9gAHqv8ZDbwuMLr1eA3BYeH3mvua8aPuK2TFv4Dx6DyHuQ2+IdEu+kLtt4POffah9pDpqqhpDXhcIDGEPI6yqR28LLH1ulPtIchGq80nNBpy/WWa0Wu+dis1dkoc8C/2ZDWpQ+i21Ii9VnsVotVk1fckywV2TJQ1rk9VmY26LnsxgcxqIpapXyMlUNvRdHjXdntui9sOuINXpWi+CtqLXzUKxgqWiKLdFidVtU3gov0WcBOfNZmOxui0OfhYl3W4z7LEzdR/4lnENePvJ6xQMYQ8jrQuEBDEDvNR5yW3h85PVKbguPj7zX3FcNH3FbTJ0NIpdBbosXWLDmSNMe84TvYfbkI81BU9UQ8rpQeABjCHldJXJbePljq9RHmoOsGvXf/63DsLUOhrRI/2Ami+7UITakhVktoB+Xargtap+F6edlxwWrpdMXa98wOYxFU9Qq5WWqGk6bgy90+PX1j4N7f7PRuM/y6eQdIKduC78a7pSFjtyW7PksTFa3xdmQFlnMbTE4pEX2WWQ17va7cPZk+cjrFQ9gDCGvC4UHMAC913jIbeHxkdcruS08PvJec181fMRtOXrqCh6DyHuQ2+JRtu0959o2mY80B01VQ8jrQuEBjCHkdZV8pDlIrVJepqrhI81BuRq12s1659MQtc/SxWq1SFJPHWJWi8pn0XNbNH0W0D7ObXnn0z+bZXcYi6aoVcrLVDWMNwfrd/qt3WchH43fLHgrvJjPYsRtkX0WJj23xbHPAhK8FVE//H30jNVtEVwVPX2VTi0SAAD/9ElEQVQ7O8zskBZeH4/bKJw0WT7yesUDGEPI60LhAQxA7zUeclt4fOT1Sm4Lj4+819xXDR9xW67HJ+ExiLwHuS0e4uipK52HrxS+ezmXjzQHTVVDyOtC4QGMIeR1lcht4eWPrVIfaQ7y1fhf219e+2iJ0meRh7Ro+SwjFVOHBPFui96QFrap85HIhBlLD+d8GIumqFXKy1Q1stEcbNprfqfhqwSfBcRbLQ7cFn5IiwO3RfRZQKZ8FtAPVh07c1OwVPQUzdwWlbEiSHBY7JpuVYve2m9GH3m94gGMIeR1ofAABqD3Gg+5LTw+8nolt4XHR95r7quGL7gtL3aZgwcwxvX4JFPVJnwcclvcDnxnBk3cIHzxsiFoZ8BTQJApr3TolM1CdlfJVDWEvC4UHsAYQl5XydSq43DehOyuko9U47u5e/AYBjgZdU3I7iqZqsae8Gghu6s0Z+UhPIYB1NXo9+2GIVN3Dpm6a8gPuz+zatdn03Z/Pm3P59b/7h46fQ9o2I+hw+C/00PhH8OZfhI1b+0pxz7LqQu3Y2+kpKRmQDWgtSRUw1Uy1Q5zXzXgPOMxDABXUMjuKpmqBtzPQnaD+nD06iHfbxn7a+j38w9MXnBQrX+OXzXiszDNXxsxZeFBWVMFLVLoh0WHnGgxatriQyeiEgRXRa1om37789j04EN6+lFPS+z6fv6+nqNWC+cK5COvVzyAMYS8LhQewAD0XuPxkfea+6qRw/eaq2SqGvRe4/GR95r7qmFq6+Vsv14FCf57u0+X4QGMAc86yNVv7FpTpj/hs5Db4naWbTzOf+WcqmmPeV/9tA2eO/uPx0RdisdSCILI89y6k77zcNzWA7HbDl7Zfihu+8ErOw7F/R1+defhq7uOXNt95Nqeo9dDj90IPXbd+K5DTIcjE6Jik24mpmVmZeHBiNxL2t3MG7fSo68kC96KID2fRdA5QZdF2TcY0pThJVqYZJ8l+ooTXdBTnEIX45ITk+7iqSEIgiAI1xFzNdGU4wOJ+S4hLfiSCyC3xRN8M2un/M3RU8u+C76bu4dGjhEE4YC09MwDJ2+IPsvR63skGfVZbFbLSWkYS7I0jIXIg8ClvxqfdjZGx2dxZrWIPgvIlM8CMuOzgFzuszDFXk8lm5EgCILwOsJ8iDodZi3beBzjCP+E3BZPkJae0UNnKmDTHvNmLNlvyvUkCCKPc+bibdlnkYe0GPRZaBgLIQA3QmLS3cvXU4z7LCCX+CzGrRaDQ1pEe0WW0mcBMZ/l0tUUJhreQhAEQXiXbXvPCf1EJlMzBwlfg9wWD5F4J1WYxfdilzlzVh5KS6dflQmCMM21hLTQYzeMD2k5GZ0Ye52GsRCOuJuRFZ+YdiEuWTBWBDn2WUCisSLIB6YOCVYLKOZaSkYm+Y8EQRCE12j36TK+q8irx8hV0JfEdIRfQW6L54i6FF+nwyz4wsB/py38h74zBEHkhKSUjIMn4x34LOGn46FzS8NYCLOkpmdeS0iLik0SfBaQY6tF4apoyqtDWjR9FlkJt9Px8xMEQRCEZ9Eb2CKrZd8FtG6uP0Jui0eBL9LQKZtN7XRAEAShR0ZG1r9RiYLJQsNYCFdxO/lu3M1UIz4LSDRWBPnkkBZeMddS0u9m4icnCIIgCA8C3UOnO2G3GbCYfq33O8htIQiC8G+gw0nDWAj3kZGRdetO+qWryXpWi8JV0ZQZnwXkYZ9F1vWENPzMBEEQBOFxlm08zmZC6Knf2LWYlPATyG0hCIIgCMI56XczbyamR19JMuuzuHxIi2ivyFL6LCCDPossGt5CEARBeJGjp6682GWOYLLwokVz/QtyWwiCIAiCMEFSasa1hLTzsSpvhZd7fBaQ6LDI0vJZjFstMdesuhpPw1sIgiAIbxJzNdHBirkg2hbajyC3hSAIgiAI02RmZt1Ouht7I1X0WUBmfBaQL/gsslLSaHgLQRAE4U3S0jOGTtksmCyy6nSYtf94DCYlfBtyWwiCIAiCyD53M7ISbqdfjEuWfRaXD2kR7RVZSp8FZMpnAQlWC4iGtxAEQRC+wKCJGwSfRdaLXebQFkV+AbktBEEQBEG4gNT0zOu30i7EJQuWiqYM+iwg0WGRpeWzGLdaBJOF151k2tKLIAiC8DJp6RkOphQNmrgB0xE+DLktOeJk1DW40eG/+DdBEARB5G2ysv67k3z3anyqYK/w8lmfhenKjVTa3YsgCILwOjFXE5v2mCf4LLKoE+r7kNuSI+TxXUOnbPbiaK4bN258/PHH/WwMHjz4zp07GOeQM2fOYB6JQYMGXbx4UR0uAMdavHjx/v37r10z9A2/efPmp59+ipm1+O2330JDQy9duoQZCIIgCP8nIzMrMeluzLUUDZ/FmdUi2iuylD4LyJTPAuJdFQe6nXwXPwZBEARBeI+jp67obQtNw1t8H3Jbss/JqGvCHf/NrJ3X45Mw2oPcvn27Vq1aFo6IiAiMc8jQoUMxg0S9evWgKAhftmwZBulQsGDBBx54oHLlyuPGjXPqkhw6dAiz6ZAvX75SpUo9+uijgwcP/vfffzEbQRAEkStgW0dfikv28SEtTJclxV5Pycik8S0EQRCE99mwO1LodcratvccJiJ8EnJbso/mPLo6HWat2n4SU3iQTz75BK0Li6Vw4cJ79jjfif3UqVOlSpXCPBbLvffeu2XLFhb1/fffY6gBnnvuue3bt7OMmoSEhOTPnx9TO+Phhx9etGhRFo3hJgiCyHUkpWZcT0i7ECfaK7JEe0WWR3wWkGy1xCemZ2TQm4ggCILwCeQZFYKgQ4opCJ+E3JZssm3vOeFel+WVGXQTJ05Eu8Jiueeee5YvX44R+nz44YeYQaJLly7M44D/vvjiixhqjPLlyx86dIgVq6Zr166YzhgBAQEhISGYmSAIgshdZGZl3U6+e+VGik9ZLcxnibuZCnWDGmJdCYIgCMIHiLoUrzefiIa3+DLktmQTvQWivTV9bsaMGehVSAwdOhQjdNi/f/8DDzyAqaWBLaGhoSwqLi6uTJkyGGGx3HffffXq1WvI8cILLzzzzDP58uXDFBIvvfQSZGQl8GRkZEB6TGSxFC1atFatWliQRN26dZ977rmAgABMIfHkk08eO3YMiyAIgiByI2zr6JhryaK9IssjPgvo8rWUm4lpqemZWDOCIAiC8DG+m7tH6HgyNe0xLy2dttLzUchtyQ5HT10R7nKmOh1meWut3B07dvDTgho0aOBgMg5E9erVC5NKdOrUSU5/4MABvqjOnTuzcJ7r169PmTKlSJEimEhi2rRpGM0RExPz9NNPYwqLpX79+ikpKRhn49atW0uXLi1Xrhwmkujbty9GEwRBELma1LSMG7fSLl3lbBelzwIy5bOABD9FT3E3UhPv3KVJQwRBEISPcz0+SW94y57waExE+BjktmSHaQv/EW5xpu/mOl8txU3ExMRUr14djQqLpVatWsnJyRin4uDBgyVKlMCkFkuxYsX++ecfjPvvv59++olfZmXw4MEYoWLy5Mn8CJfKlSsnJCRgnI0NGzYUL14cU1gsQUFBGKFi1apVJUuWxHQWS6lSpU6cOIFxBEEQRG4nK+u/pBTr1tGaPovLh7TcSEhLSaXBLARBEITfoDe85ZtZOzEF4WOQ25Id2gxYLNzioDodZnllQyJGampqs2bN0KiwWKpUqcL2claTlZXVo0cPTCfRr18/jJNo164dRkhLqPz2228YoSItLa1p06aY1GIpUKDAwYMHMc7GqFGjMFpaUObTTz/FCC2EpWSWLl2KEQRBEESeQdo6Oj32Roo7fJbY66nxt9PvZpDPQhAEQfgZiXdSNYe3NO0xD1MQPga5LaaJuhQv3N9M/cauxRRe4o033kCXwmIpU6bMvn37MELJzp07ixYtiumkPYCOHDmCcSoDpXLlyufPn8c4LSZMmIBJLZb8+fOrV+ft06cPRlssJUqUcLxZ0qpVqzCpxMSJEzGCIAiCyHvg1tEqV0VTgqui1rWEtOTUDFoAlyAIgvBfhk7ZLHRCmY6euoIpCF+C3BbTzFl5SLi5mZZtPI4pvETv3r3RpZCMjylTpmAER2ZmJj90JV++fMLyKBEREZUqVcJoi6VGjRrqZVZ4fvvtN0wqMWrUKIyQiI+Pb9CgAcZJk4Oiox3NKgwNDcWkEu+//76D1WcIgiCIXM/t5AzBVVFLcFUEXZa2c06jFXAJgiAI/2fD7kihE8o0baF9XQjCdyC3xTSdh68Ubm4mL04jYixZsqRw4cJoVFgsQ4YMwQiOv//+m1+xpVSpUhERERgnMXfuXIyTeO+99zBChwULFmBSiaZNm2KEhOCe1KlTx7F3c/DgQUwqUbFixbt372IcQRAEkcfIyvov9nqq4K3wEowVQXE3U5NSMmg7Z4IgCCLXoDeZqM2AxZiC8CXIbTFHzNVE4c5m6jx8JabwHnv37uX3EurVqxdG2MjKymrfvj1GS/Tv3x/jbIwdOxbjpGVWFi5ciBE6QAJMLfHyyy9jhMSSJUswQmL06NEYocOhQ4cwqUSFChXIbSEIgsizOB7YIngrvGg7Z4IgCCK30m/sWr4f2u7TZTOW7I+6FI/RhC9Bbos5lm08zt/csuasPIQpvMe5c+ceeughNCoslrfffjs9PR3jJLZv387v2fzggw8Km/5kZWV17doVo6Ulcvfu3YtxOvzxxx+YWqJVq1YYITFmzBiMkFi0aBFG6LBv3z5MKvHUU09lZNDu8QRBEHmRzKwsvYEtgrci68qN1NvJdzMyaTALQRAEkWtZtf0kdD/bfbpswZojMVcTMZTwSchtMYfetlu+cKMnJSU9+uijaFRYLI8//vjZs2cx7r//kpOT33zzTYyT+OqrrzDORkxMzMMPP4zRFkuRIkX0NjaSmTZtGqaWmDRpEkb89196enrdunUxQmLHjh0Yp8PmzZsxqUSfPn0wgiAIgshjJNzWWB9XsFdkXbeugEuDWQiCIIjcT1p6Bpks/gK5LeYQBm4xtey7AKO9jeCnbNu2DSP++2/27NkFChTACIulUqVKkZGRGGdDWGalbdu2ToeW8Bs8Q/mrV6/GiP/+u3jx4oMPPohx0qIt169fxzgdFi9ejKklfvjhB4wgCIIg8hIZmVkx15xbLbHXUxPupGdk0GAWgiAIgiB8DnJbzNGy7wLBagENmrgBo73NpEmT0KiQWLkSV5NJSEjg9wa65557NNfQFZZZmTx5MkbocPv27fr162NqyW05cOAAxv33X1hY2L333otxWuvIqOnUqROmlli6dClGEARBEHkJYWCLYLKAaDtngiAIgiB8HHJbTJCWniH4LEzfzd2DKbzN/Pnz0aiQ+Pnnn1n4okWLMEiiVKlSly5dYlE8/ObQgNMlcjdu3IhJJWrXrn3r1i2M+++/ESNG3HPPPRhnsQwfPhwjdDh9+nRgYCCmlpbIPXXqFMYRBEEQeYa7GYqBLbzJwrZzvptBk4YIgiAIgvB1yG0xgd6GRMs2HscU3kawP9iWQ6mpqc899xwGSXz33XcsPU9ycnLVqlUxhcVSrly5w4cPY5wOjRo1wtQSwpZDrVq1wghpwV15oI0ePXr0yJcvH2awWDp27JhFv1oSBEHkPa4npKl9lribabSdM0EQBEEQfgS5LSbQc1u27T2HKbzN3r170auQeOSRRyDw119/zZ8/PwZZLC+88EJiosa6SmfPnq1YsSImsliaNWuWlJSEcVosXryY3+GoTJky/AZGt27devHFFzHOYnnyySfPnz+PcVpA3nLlymFqi6V48eLBwcEYRxAEQeQZ0u9mCj4LbedMEARBEIQ/Qm6LCU5GXRN8Fqb9x2Mwhbe5evVqrVq10LGwWB577LEzZ87wIfny5Zs9ezamVrJ+/fqSJUtiOmloCUZocfLkyaeeegqTSvTs2RPjJP799184OsZZLDVr1kxLS8M4FVDtFi1aYFKJhg0bZmZS25ogCCLPcT0hjZkscTdpO2eCIAiCIPwYcltMsP94jOCzMPmO2wJ069YNHQtpvEnr1q35xVNq1qx58+ZNTKpk8ODBmEhaRnfUqFEYoSI0NLRhw4aYVKJKlSrCGitz5szhpwW9++67GKHi9OnTbdu2xXQS99577/bt2zGaIAiCyDOkpWfGSNs5p6SR4U4QBEEQhH9DbosJ9NyWqEvxmMIHGDJkCJoWWugNbMnKyurQoQMmslhKly59/Li4GE1KSsr58+d//PHH++67D9NJwJ/qNVlGjx6N0dJeRWvWrMEIG+np6bGxsUuWLKlUqRKmkyhYsOCkSZMwEUEQBJGXSE7NpO2cCYIgCILIHZDbYgI9tyXmqsYyKN6CtzkEXnjhhYSEBEyn5Nq1a3Xr1sV00qK2derUacTRoEGDmjVrPvHEE5iCY+TIkViKjbt377Zv3x6jpZEy1atXx4IkGjZsWKtWraeeeqpAgQKYyEaHDh3S09OxIIIgCIIgCIIgCILwQ8htMYFfuC1//PFH4cKF0brggEAH686uX7+en/hjkGLFig0fPly9wMqZM2c06+AYqECnTp3i431ooBBBEARBEARBEARBZANyW0zgF27L6dOnH3/8cTQwOJo0aZKcnIyJVMyePRvTGaZGjRobNmzA/Er+/vtvTGSYRx55ZN68ebTlM0EQBEEQBEEQBJELILfFBH7htty8eVNzvs/y5csxhYqsrKzevXtjOn2KFy9eqlSpRx55pHXr1kuXLr169SrmVzF16lTMo0+RIkXuu+++8uXLv/zyy7/99ltUVBRmJgiCIAiCIAiCIAg/h9wWE/iF25KVlTV58uQ+Sr766isHA1syMzNnzZqFSXX48ssv169fHxYWdunSJcymz59//onZdBg8ePCqVat2794dFRVF41kIgiAIgiAIgiCIXAa5LSbwC7eFIAiCIAiCIAiCyK1A91PokDJBdxVTEL4BuS0mILeFIAiCIAiCIAiC8CLktvgL5LaYAG7rGUv2q5V4JxVTEARBEARBEARBEITbILfFXyC3hSAIgiAIgiAIgiD8A3Jb/AVyWwiCIAiCIAiCIAjCPyC3xV8gt4UgCIIgCIIgCIIg/ANyW/wFclsIgiAIgiAIgiAIwj8gt8VfILfFh4iNjT1y5MjRo0ePEQRBEARBEHkVaBBCsxAbiARBEErIbfEXyG3xIb799tsKFSo88sgjjxIEQRAEQRB5FWgQjh07FhuIBEEQSsht8RfIbfEhBg4caCEIgiAIgiDyPP3798cGIkEQhBJyW/wFclt8iCFDhuALliAIgiAIgsjDDB48GBuIBEEQSsht8RfIbfEhyG0hCIIgCIIgAHJbCILQg9wWf4HcFh+C3BaCIAiCIAgCILeFIAg9yG3xF8ht8SHIbSEIgiAIgiAAclsIgtCD3BZ/gdwWH4LcFoIgCIIgCAIgt4UgCD3IbfEXyG3xIT755BN8wRIEQRAEQRB5mIEDB2IDkSAIQgm5Lf4CuS0+xBdffFGMyC0UKVIkX7580FoqWLAgBhF+BVxB1t6lK0jkQYoWLZo/f364/++55x4MIvyEwoULs2dXQEAABhH+ybBhw7CBSBAEoYTcFn+B3BYTwG09Y8l+tRLvpGKKnJGYmBhL5BY2bNjwwAMPQHt34MCBGET4FVu3bi1YsCBcwcGDB2MQQeQZTp8+XbduXbj/q1evjkGEnzB9+nS4cPfcc8+CBQswiPBPoFmIDUSCIAgl5Lb4C+S2mABuX+GGZoLbHVMQhI2jR4+WKVMGmryjRo3CIMKvOHnyZKFCheAKfv311xhEEHmGtLS0xo0bw/1fp04dDCL8hODgYOa2bN68GYMIgiCI3AW5Lf4CuS0mILeFMM6BAwdKly4NTd4RI0ZgEOFXHDlyhLktI0eOxCCCyDPcunWrUaNGcP/Xrl0bgwg/Yf78+cxtWbt2LQYRBEEQuQtyW/wFcltMQG4LYRxyW/wdcluIvAy5Lf4LuS0EQRC5HnJb/AVyW0xAbgthHHJb/B1yW4i8DLkt/gu5LQRBELkeclv8BXJbTEBuC2Ecclv8HXJbiLwMuS3+C7ktBEEQuR5yW/wFcltMQG4LYZxDhw6xVXK/+uorDCL8iqNHjzK3ZcyYMRhEEHmGxMREtkouuS1+x8KFC5nbsm7dOgwiCIIgchfktvgL5LaYgNwWwjhr164tVqwYNHl79+6dmZmJoYT/sGfPHrYDdLdu3TCIIPIMV65cqVy5Mrkt/sgPP/wAFy5fvnwLFy7EIIIgCCJ3QW6Lv0BuiwnIbSGMExwczPrqnTp1ysjIwFDCf9i2bVuBAgXgCrZp0waDCCLPcPHiRTYXktwWv2PcuHFw4YDZs2djEEEQBJG7ILfFXyC3xQTkthDGWbp0KZuH0rlzZ3Jb/JHt27czt+Wdd97BIILIM1y6dKlcuXJw/5Pb4ndMmDDB6rVYLHPmzMEggiAIIndBbou/QG6LCchtIYxDbou/Q24LkZcht8V/IbeFIAgi10Nui79AbosJyG0hjENui79DbguRlyG3xX8ht4UgCCLXQ26Lv0BuiwnIbSGMExISwtyWDz74AIMIv2LPnj3MbWnXrh0GEUSe4erVqw899BDc/3Xq1MEgwk/4/vvvrV6LxTJ//nwMIgiCIHIX5Lb4C+S2mIDcFsIId+/evX379m+//cZWyX3nnXeuXbuWlJSE0YTPw67gypUr8+fPD1fw9ddfj4+PpytI5B3g/j9+/DhbJfe55567evXqnTt3MM49ZGVlXbhwAQ4KHDt27Pr16xhBmCElJeXWrVsjRoywei0Wy+TJk+HP1NRUjCYIgiAIwrOQ22ICclsIB2RmZoaGhk6bNq1Tp05BQUFPPPEEa++WKFGifv360GMfNGjQ0qVLz507hxkIHyMtLW3nzp2TJk3q2LEjXMHHH39cvoIvvvhiq1athg4dumLFikuXLmEGgshdnDhxYv78+X369IH7v1atWsxtLFiwYM2aNV999dUePXrMnDnz8OHDmNql3L59++mnn2bfOAAOhBGEAW7durVx48avv/76rbfeatKkSZkyZdhpLFeuXNOmTd9+++3Ro0evW7fu5s2bmIEgCIIgCI9AbosJyG0hNImJiYFm7iuvvPLggw+yNq4Dqlat2r59+5CQkMzMTMxPKPnhhx+gzwC0adPm119/xVB3cvr06eHDh7/00kulSpXC66RPtWrV3nvvvU2bNmVlZWF+gvBnkpKS5s2b9/rrr8sOowMqVKjw6quvTp06NT4+HvO7grNnz7Kpl0CZMmX27duHEYRD4ER9/PHHdevWLVq0KDt7egQEBLzwwgu9e/feu3cvZiYIgiAIws2Q22ICclsIgdjY2ClTphjpoghAv6J169Y7duzAgggbmZmZ8rAgYPTo0RjhHi5dujRmzJiHH34Yj2eYIkWKvPvuu6GhoVgQQfghaWlpK1eubNCgARvGYorq1av/8ccft27dwrJyxp49ewICAljJderUoZlETjl58uTAgQMDAwPZSTNOyZIl+/TpExERgQURBEEQBOE2yG0xAbktBM/69etr1aqFDdhsUbhw4Z49e0ZHR2OJxH//xcXFPfroo+z8lC5dev/+/RjhBkJCQp5//nl2rOxRvHhx6PBcvXoVSyQI/wH622+//TbeytmlWbNmu3fvxhJzgLxMEtCyZUvax80BmZmZP//88yOPPMJOV/YoX778uHHjaEkXgiAIgnAr5LaYwGfdltu3b3/wwQcNJerVq7dhwwaM8EmuXLkSExPjlQnk8+bNY2eJ8eqrr544cQLjTAKNXehpY7s1Z9SsWfOff/7BcvM8cEXYvrNA5cqVL1y4gBEuJSsra8KECUWKFGEHyiGvvPLKsWPHsGiC8Ae2bNnCr5OSEx544IHff/8dy80uw4YNw+IsljZt2mAooeLOnTv9+/fHM5Vj3nvvvbi4OCzaDJMmTWKv0QYNGrh7BGLO8WKrY8GCBexEMVq0aHH8+HGMIwiCIPIA5LaYwGfdljNnzmDTSQKa0RjhewQHB0PTHHq5ffr0wSBPAY3U8uXL4zmysW7dOow2THJy8ueff475dXjkkUeqV6/eqFGjxo0b16tXr0qVKvfffz/GaQHpQ0JC8AB5m7Vr18oLEDz33HNwtjHCddy+fbtv377sEJrky5evQoUK//vf/16SqFOnDlxBxyP2n3zySZoXRvgL0AN0vMhU2bJln3nmGXh2wRPsxRdfrFatGoRgnBYFChT4+uuv09PT8QDmgQOxovLnzz9ixAgMJZRcunTpzTffZCdKk0KFCj3++OO1atWCtw88u1544YVKlSrJU7Q0get7+vRpPIAxsrKyatasifktlqFDh2KET7J8+XK426HV0aNHDwzyFCkpKRUrVsTTZGP16tUYTRAEQeQByG0xgc+6LTt37rznnnvYixzaxz47433dunVyk3369OkY6imCg4OhS8COzoCT9uWXX2K0YT777DPMr6Jy5cqffPLJsmXLjh49GhsbCy2ttLS0W7dunT17ds+ePdOmTXv77bf11jK87777Nm3ahMfIw3zxxRd4RqTlGzDUdUA/wYHVAj1M6Dn8+eefR44cuXLlSqpEfHw8XEH4lk2ePPn111+X1/IUKF++PC0/Sfg+S5Ys0RvV9cADD3Tu3HnOnDn79++Pjo6GZxc8wZKTky9evAghCxYs6NOnjzz0TM24cePwGCaBA1WvXp0VEhgYSMshaXLjxo2goCB2ltTAq3/MmDHr16+PiIi4du0avH3g2XXz5s2TJ09u3LgRLs2LL76ISVXUrFnz/PnzeBgDwPV69tlnWV64Xrt27cII32PDhg0PPfQQqyo8wDHUU0BjQHhfQKvDx80pgiAIwrWQ22ICn3VbVq5ciW9yi+WNN97IyQ+M7mPVqlXytpT333+/h+fO3L17V7Od2q5dO0xhjB9//FE2tnigBzJ69OiYmBhMpwM0f6Fh+vbbbxcsWBBzclSuXBlaxpg0r9KhQwc8HRbLd999h6Gu49tvv8XSlTz++OOTJk26cuUKptMhKSlp8+bNr776ar58+TAnR40aNUx1WgjCw4SFhcnPYZ4SJUp079796NGjThdMOXPmzIABAzR374LH2pIlSzCdGS5cuPDkk0+yQsqWLUsLuKqB69KzZ092igSqV6++aNGiGzduYFId4uPjFy9erLfW2Ouvv3779m1M6oyoqKhKlSqxjA8//HBkZCRG+Bh//fWXbA4GBga6ZIEh48Alg7PKjs5DE+UIgiDyFOS2mMBn3ZZvvvkGX+MWS+fOnTHUZ4A2x88///zAAw9gFaWe7aVLlzDaI6xfv15zmRVT7Z4NGzZAnwRzckCLSugeZGZmQssVWrcJEqmqlQjnzZun2ed55ZVXnDaaczEpKSmyKXbPPfe4fMQ1dDY0f9Xv2LHjuXPnMJFEVlZWYmIiu4K3bt0SHEy4vtOmTbvvvvswPwfcDO6Y/UQQOQeeus899xzeqRxVqlTZuHEjJrKRlJTE7v+bN2+qb+k9e/bwc0lkoHN76NAhTGSYVatW3XvvvayERx55BI6LEYQN/i0vU6BAgSFDhgivDHjhyq8eQLDPIOSzzz4ThnkyBg0aBE82TOeQ7du3lyxZkuWCt7kPXi/4ILNmzeKny8F95WErfNOmTZoNhtdeew1TEARBEHkAcltM4LNuS9OmTfE1brEMGDAAQ32DqKio9u3bFy5cGOsn8eSTT0JTHlO4H2h4de3aFY8tIQ9MaN68eVpaGqZzCDRSa9SowXLx9OvXD7rlmMjG1atX33///dq1a78gMX/+fIzg2LVr1zPPPIOlcGR7NH4uIDY2Vv7ptWDBgvv27cMIVxATE1OhQgVWOM8XX3yhtsOuX7/erl07dgXr1aunub7P+vXrNTf//u233zAFQfgS8LDCe5QDXh+ay3aMGjUKbv46derAt0DzoXTp0iXNLY1effVVg512GX7+YJUqVQSDgNizZ496Cmrx4sVnzJiBKTgOHz4MlwwuHLt8go/M+PXXX9WjkwICAgwuPjVhwgTMY7FUq1bN167XhQsX3nvvPWG1mscee0z9pnYfWVlZ3bt3x2NLyK2Ol19+Wf3GIQiCIHIr5LaYwDfdltu3bz/11FPsLR4YGJiNJXKPHj263RimtuNNSUmZPXu25rYX0L7HRDkgKipq165dTifvAEeOHJHtHvjHhx9+KDc0jS9zw7cvZT7++GOMVnLx4kV5YDwwduxYjFASHh6uXkKvQoUKbtqIx/dZvXo1/6OraweojxgxAsvl0FuP8/Lly49wG6zqGShwB6rHKFWtWjV723wQhPvYvXu34HoDDRo00Btm2LZtW0ykP2QSuq+tWrXCRDYKFSpkds3vwYMHY2aLZdSoURhKSGRkZLz77rt4dmwULFjw119/xRRKduzYgYkk9LZLCw4OVt8PLVu2NGIE9OnTBzPov90cALccNikMYOqHGaj83Llzq1WrhpXjeOmllzBRDjh//jw8842MzD1+/Lhs98A3olevXvJAm1q1al29ehXTEQRBELkdcltM4Jtuy7lz5+Qe+0MPPXTq1CmMMMwrr7zCsjulSpUqmMcZR44ccbB1ws8//4zpnHHr1i1IPFICWnVsyPS+ffu6dOkCfVooqkaNGtOnT7979y5Lr8mHH37Ijgu0aNEC6iZPa3rqqafOnj2L6fSJjo5+4oknWBYZ+IB37tzBFEqgNfa///0P01ksEydOxAgVmzZtUk9IGTRoEEbnMebNm4enQGqSwtXHiBwDXQ61LQJ9SL2RTbGxsbKJmT9//j/++AMjVGjOTvr2228xmiB8AOixv/XWW3h32oAXx7///ospVLz//vuYzmKBviKGqrhw4cLzzz+P6Ww0atTI+G67UDd+tSb4QmEEIbF27Vq1LeLAk9q1axcmknBwiceMGYOJbOTLl8/p/M3MzEze/Vm4cCFGGGbKlCmY2QAnTpzAbM44fvx4mzZtMJuKH374AdM5IzExccaMGazV8fXXX1+7dg0CDx482LVrV/brUfXq1aE0xwvk8WuxQxOLfwFVrlzZZ1e6IQiCIFwOuS0m8E23ZefOnbJ3AG/xbMygfvXVV1l2p0CrGvM4A9oimEciMDCQXzZl1apVmM4ZoaGh/Kq0Z86cgQ65vMUAAxqIkyZNwgwqLl26xHezIXtKSoo8KjsgIMDIz7BQPksv89hjjzlY0da42wKMHj0a09koV66c2S05cwf8AKIvvvgCQ7WAvlxMTIxjl42H//GcUalSpcuXL2O0CuNuCzBkyBCWUgbyXrx4EaMJA8CDa/fu3d9//32LFi0aNmwIfZWNGzc6XbSYMMj27duFqShwVwcHB2O0FgbdFmDLli3qPYaXLVuG0c64fv16vXr1MJvForc1W2pq6kcffVSnTp089WzMzMxUr+/epEkTB119425LWlqaemgSFO54ItiNGzf47Y3g1sIIw0yfPh0zG8D4yvG//PIL5pEQWh3Lly/HdM7Yt28fv4z9qVOnFixYUL58efzbBrytMIMKeH3wW3f9+uuvcL3kNVwKFy5svDIEQRCEv0Nuiwl8020ZNmwYe4UDlStXNjthHnCwqaRAtWrVMI8z5CX9ChQo0LZt25UrV/JrlBhfRvG3337DPNJqL8JEaJmKFStqzk4HJk+eLM+X/t///peQkADtHn6pyJkzZ2JSHaBJqt470/Fwd1Nuy7Vr1+TdNGU0J+Tnevr374+f3+GGRCdOnIDbqWTJkg7sEp6rV68Ka+7cc889jgdYmXJboqOj+WlHjD///BOjCWesW7fu+eefFzbqgtP+9NNPG3dmCQd8/vnneFptNG/e3PFyG8bdFkBYGAuAkKysLIx2yJ49e+RHdNGiRTXHMty9e5d9BPjWG5k9mms4c+aMvH4wo0iRIps3b8ZoLYy7LcDu3buFoXn33Xff4cOHMVqLHTt28D+BhIeHY4Rh3OS2wHuWZYHqvf3229Dq4KcUGd+ef/78+ZjHYnniiSf0toKqUKECXB3MowQ+oHyKoA43btyA7xr/Dvrpp58wKUEQBJHbIbfFBL7ptvALH3744YcYaoaWLVtifmdUr14d8zgEGhYffPABpG/dujW0eCBky5YtrATg0UcfNf6TNb8RQ+nSpeG/jz322Ndff/3LL7+0a9dObtBAx0xzZQ1o5bzwwgssDTB58mQW/sknn2CQgW2Gjx8/XqxYMUwtUblyZccfwZTbAvCmEqNz586O+0K5j4SEBH6VHz2DIzIysk6dOpCgSZMmBse2QHdOGIpfu3Ztx6PATLktwNixY1limQEDBhjsbeZl0tLSPvroI/XICBm4cFOmTMHURLa4deuW4BcXLVp0w4YNGK2DKbcFutzCqqvwnDc4mWj16tWYR1pAFJ4DGGEjMzNT/lGhT58+GJo3gDcdb20Ab731FsbpYMptAeBdg0kl8uXL9/3332OcFqtWrcKk0g8YBhc+4/nxxx8xvwEMui1wk8BdCunfeOMNNq5q+/btrATg4YcfhpcyS+kU2bUBWKsDbuYxY8bAtejYsSO8DlgU/EPzpxp4s9SvX5+lAeQhMJ999hkGWSzjx49ngQRBENkGup9Ch5QJuquYgvANyG0xgQ+6LdAhb9euHb7ALZalS5dihBkuXLgQYQy98SMCbLGVbdu2paSksBB+PY4OHTo4nvDMw9siQPXq1Y8cOcKiLl++zE8R0px4smDBArmpeu+998rtNt7E0VsnVWby5MmY1IbTvodZt+Xs2bPQnsPUEk888URUVBRG5w1Onz4tL5F7//33a/4UeebMGXnSgfEGq3p5AsfTlACzbsuhQ4f4Pc6BqlWrqvuNBE9qaqre78Y8RYoUMT4thVATGhoq7H9ft25dpzenKbcFaNGiBaaWgG/NmjVrMM4hs2fPxjwWS48ePTDUBrxE+IE5eWoN3czMzHfeeQc/uQ2nb3mzbgtcJkxqo02bNg68fni5YzqLpX///hjKceXKlePHj+stagbcvHkTmxQGMLhpIFtsZevWrfJu5QsXLsRaWixt27Y1vg2QMBCsWrVq8mjcq1evPvzwwxhhsUBKFs6zZMkSudVRokQJOBUsnDdxhg0bxgIJgiCyDbkt/gK5LSaA23rGkv1qJd7x2mZ+0GJu3LgxvsAtFvUA4/j4+AULFsycOdOTKyCof9KHjjFW0Uw7A9rZ/Kzyhx56SJiCxO+/O3r0aAy1Adn5BYD5pWehWYahFkvfvn0dj0FQL7zndB1Bs25Lenq6eteJbdu2YXTe4J9//pFHoNSpU4etTcgDVx96iSwBMGfOHIxwCHQbmjVrhnkkoOe5ceNGjNbBrNsCV/Cll15i6RkFCxZ0PCCfUC+W+dZbb/Xr1w++ks2bN8cgiVq1arEVsolsAM9/PI82Pv30U4zTx6zbol7cavjw4RjnEH7hqiFDhmCoxM6dO1u3bo1xEnob8eRK4D0iTDItU6aM0988zLotUVFRlSpVwtQS8Ohz4PXDZcV0qt8q0tLSJk+ezGYNv/rqq9n7+Sd7qF/i3333HaskYOSGZ8BH4N/4cML37duHcRL8boNffvklhtpITU3ln128G8W7ih9++CGNfCQIIoeQ2+IvkNvi3+zdu1ee1J0vXz6hXQXddeilsNjq1avr7WKbkpJy2xim9mKUyczM7NSpE6sG4NR6kLlw4UJgYCBmUzWYoDLyeBD47PIsIZnNmzezWODBBx8MCwvDiP/+W7RoEUZIWwvJY3DUQOWFQfhwwp0ugGrWbQFGjRqFqW1kY68Hv2blypXyT4LQUudnCcEFgnYtP5QJcLx4gQy0noUeyyOPPOJ0A06zbgswcOBAlp4B9ySNyHDAyZMn+V+Ja9euzZ+u5OTkr776CuOkhRgcL+lKOAC+O3geJeB+nj9/PsbpY9ZtETr5ADz2MU4f+Jrzkz35OSxbt25l9muBAgXYmj7FixffsWMHRucBjh07Jox5bNasGbyIMVoHs24LXIK3334bU0vAa1dvlRN4FENbAtNZLD/++CNGSL62PCqkUKFC7L/r1q3DaI709HTWojACvIIxm0m6dOnCKgMY36b68uXL999/P2azWOCpjhES8DaRnSl4wqvf7Nu3b5ffYlDOnj17MOK//+D5xsKB119/XR6DQxAEkT3IbfEXyG3xb/j3d61atfh58mFhYWzlTmgbValSBf5RtGhRaL1hNEfHjh2hH2uEJk2aYB4zXLt27cEHH5TqaN0DyPhq/P/88w/LBUAPQRhREhMTI29OBP84cOAARkhAE43/ialDhw4YIcGvFACn5cKFCxihIj4+nvdNgMqVK6uHXQhkw22ZOXMmtN4wg0ReW66C7123bdsWQyXkvYqqVavGlod47LHH9FYoFEhMTOS3hwCeffZZjNMnG24Lv6ESg++KEAL8JMH77rtP+AEZgH4dP1woT00hcS1sPQuZEiVKOB3bBZh1W+D7yPrYMkFBQRinD3Ru5QVfoHe6a9cuFp6VlQUPhIoVK8Khd+zYwUa4wEPV4MLYuQM4G/DVYCeH0aVLF6freZl1W4DevXtjaol77rlHz8uG8y//wAP/4M2vdevWsXB4l504cYK9nXv27Km2S+bMmYNNCgMYfM4LwItbfuwXLlx40aJFGOEMaEjIL2I4D8KWhXFxcfKC6FC+4EnBTfvaa6+xWODdd9/FCIkNGzZghNQQymszhQmCcDnktvgL5Lb4N7NmzcK3t7JZAw0y6K9C4NNPP33nzh1oE7A0mivCNm3alMU6BUrDPGaAhpe8yiyUcP78eYxwxl9//cVyAdDNvqRc5e7YsWPyb1DQMRZi+XU04Oj8T0zA6dOn+XEx8sxqNdDUq1y5MkvJaNCgwa1btzBah2y4LatWrRL2hhB+VcvdwK3L1r4F4IrwP0WmpqYOHz4c+n7Lli2LjY1t0qQJpHnjjTcMzsOHzobQYzHSCcyG2/L777+z9DLq2W0EA75xZcuWZWcJTq/eEjxff/01SwNUr17dwUoQhB7p6enCZJzSpUvv378fo/Ux67ZAP1wYiPHCCy84HQ4Jbwf5MQ5vB/kxDg+E8PBweRQhW8r99ddfV3fdczErVqyQB0owhg4dinH6ZMNt4ScHMfS2VIPXrjzgFF7K/P5QbMF+eItFR0fDn2zJ8woVKqjnAP7www9SAYaIiIjAbGaAV3zJkiVZCU8++eTZs2cxwhnr16+Xzzl8BPZZZKAyZWxDLKtUqSL8TnP06FE5tmjRojt37sQIiXPnzj322GMsFpBXoCMIgsge5Lb4C+S2+Df8jHd+BnVcXNzLL78M7Z5WrVrBnydPnmRpXnvtNZaAx+V7Egns2LFD3nOkUaNGt50NhJb56aefWC5AvW4ftIqgQcNi69atK/S9hwwZwqKAQoUK1a5du74S+QdVaFrJP6iqgcalsLlv8+bNnfb6EhIS5DlcADQuMUKfTZs2ya1DRvZ2mPJT4K6Q/alixYpt2bIFI6SB7vLEn2vXrkET39TJOXDggPxjLOPtt9/GOH3gEst7lufPn9/InCBII4xOcroAc56F38KpYsWKeiu2wpeia9eu06ZNW7x4MdwSBtfLJHjgwSisW1S+fHkH/rJMt27dMIPFAh1pDNUHXjqyQcmoUaOG022JNm7cKLvM8FjWtFCh5/zEE09AAiPf3NwEP+OVYcTAPXToEKaWEPwCTXhbk6E3BHXz5s3y27xhw4b8dJh9+/bBK/vzzz9nF5HdDPBUV/844Y49iQR2794t/8ZTr149pz+QyPC/YL3xxhvCtnfw8eUFp6FRIcxB5k2rggULQhuANTZk+DlKeWpOHEEQ7oDcFn+B3BY/JiMjgzdK+IVLIOrixYvr16/funUr/Hnw4EGWRrOtBm0mFusU6BdhHjNA80Xuhb755psYagB+u6WePXtiqA1+4kmDBg0wVAJa5/yPSE5xsOotNFWFLoQwYyspKenvv/+GlhM07xh79uwJCQnh19Lr27cvBGL07t27du2CbqTwa9uCBQvkHXkYeWrqxPnz5+UxROXKlYMriBFK4Lwx62TAgAEY5IyYmBhht6C6detinMSdO3e2bdsGFxEvj3QF4ZaQf6i/5557vvzyS+EKQrNbGAr+yy+/sPQy3377LcYRHNBFef311/EcWSzffPMNRhBuAN4Fwgrc8HXgx/plZmbCCwLeFHhzS0ACfo8heG7z9z8AXxlhgIywzBbw0ksvOV0KlPfdGjVqhKFKVq5cCbH58+eHZz4G5Q02btwobI7er18//pTGxsbChdu5cydeld27Q0ND+T2DAHiz8NcOEm/ZskVYNf/TTz/F1Db++usvjFMybtw4eehH8+bNMVTFgQMHmLMwcuRIDOJQL6jsACNjc9TMmTMHbhhWAjSTMNQA/BpzH3zwAYba4G2pOnXqYKjEuXPnhMWGHSPMUSIIgjALuS3+Arktfgx0I+WfWUqWLKk30TohIYEtkQCdec1NUtatWwcdRSMYX3KFhzdN2rdvj6HOSEtLkwcXAOpFcN966y2MU23E+P3332OEMRzsbpOcnMwv4ggIa6xCX33IkCHQsCtWrFgJCbgW8G9+BHjhwoUhkMUChQoVqs5tZc1Q7zMNjWaMywP8/fff8nyfhx9+WG8V24nSJppwDo0MNmEkJSUJo5OeeOIJfpTE7du3+/fvD98O/grCN4u/gtDnEa5g7dq1hVWQ1L8Pz507F+MIjvDwcPnBBdBvvO5GWL+5SJEifF86IyNj/vz58O2Dmxzvb+krwBamZcC/+fsfUkJfWljGG74OmNqGEW+d33VObywYG+R477338iud5wX27t0rL3nGePvtt/nhP5cuXYKTDM8u+EKxSwNnSR7yyYA/5WsHyeBSwjnnZwAB/DgmAK6vMAtGhh8npbmP/qlTpz788MNnn30WatW6devIyEiM4Dh+/Dg2KQwQHx+P2czAmybQVMBQZ9y9e/f555/HbFpTgPnGzODBgzFUYtq0aRhhjDy1uxZBEO6A3BZ/gdwWPwZat9CKYm/uZ555RnPA8NSpUx9//HHWOVy8eLHnJ73DEeVde6ENZ3xjkdjYWDZ6HAgMDBQm+6Snp8vNPmjVrVq1CiP+++/mzZv8uBIjOJ4ML2xGC61VoZt9586dHj16YLQBHn30UfXcpUGDBmG0jex5W37K+PHj5QFQNWvW1LtRP/vsM0hQsWJFp9ugysCtws/qAsqWLSuMTr99+za/SoVT4M4MDQ3FzDbee+89jJa45557+PlQhAzc2HiOpN+Hr1+/jhGEexCGEsAXDXqGGCcBXzdTS2lACTNmzBDGrYSEhGC0DXgqYpwOaWlpL7/8MksML6m1a9dihBK2Xxt8bTW77rmYU6dOCcMl1JOz4EnYqFEjjDZAw4YNhUF5t27dkq8Co3z58sI7jsHvcw/XS3NMKDQ5WILWrVs7nXLrJuB+lncSLFy48IIFCzDCGVevXq1atSrLKKwBDNy9e1ceTQyP95UrV2KEdA7ZOjXGETY7JwiCMAu5Lf4CuS1+DD+DunHjxsIUYgDaRkFBQRALjWPjOyC6ltjYWHmISqlSpY4ePYoRzoDWnrzl0GOPPSZ4SdeuXZOHnBQtWpTf0AS6AQVsU3ICAwN79erVTwt+4Ax07zGzFn379sV0NoS+CgAnv0+fPhjtEGg9q5eoTEhIEPaZLlKkiHqXllwMXBH85BbL119/jaFKoHf3wQcfQAK4dnorfaiBXIKTAreHejf0pKQkVrhTqlSpImyABUAXSJhxVqJEieztppHrmT59Op4ji6Vbt24YSrgNNhOHp2PHjsKCFAA8OeUlVBxQrFgx9dcH+OijjzCFjUmTJmGcDvB2YMswAfAuO3jwIEZwpKamvvLKK5CgfPny3uq9e4vbt2/Xr1+fnR9GoUKF1A8feDlCAwBTOKRRo0bqDfgOHz4srGwF71bNffeuXLkib/8M71bNdV7XrFkDrY6CBQtCAuM2h2uJi4vj6xkeHo4RzoiIiKhQoQLL+Mgjjwie/o0bN+TLAbcrP9Jq9uzZcGlYFJzMnj17smaGwHPPPcfSAM8//zxmJgiCyBbktvgL5Lb4MfyvkS1atMBQDmhP79q1iw2phRaAkV0/XQ40DeWNGB944AFh5yAHBAcHy82XypUrJyYmYoTE/v37S5cuzWKhhyCvgZKSklKvXj0WDnz22WcsXM2qVavk6QzQ4tdcnZEBfRV+UgmgualNcnKysI+mGuioa3ooe/fuFfo5DRo0UG/lkFvJysriB37rbQAEnQq2kQ1cYuF3dcfMmzePlSzTtWtXjONISkqCcEyhwzPPPKPZJ4TbqXDhwphIomnTpg5uqrzMiBEj8BxZLJ988gmGmgceAgMHDmzduvX69evV3gEhExkZKfchGRUrVtTcpeWnn34SbmMB6GRCxxJTc8CDV/ZNGEWLFnXay4UrCDWB5zBQvnx5eQcinqioKOaeC/vp5hEGDBjAzqfMhAkTMI4jNjZWGJ+iBhJAMszAwbufDHiRYZwSeHnJe+4EBgbqbS8INwOrTJ06dbI3DyiHHD58GG4nVs9SpUppDvvVZMWKFfL9//jjjwtr6x46dEjeSQ2SyYuLpaWl8XvVDxo0iIWrgSeVPB756aefVv9CRhAEYRxyW/wFclv8mDfffJO9tvPly9e3b18MVXHlyhXmd0BrNT09HUM9xZQpU+QZItAcN94p4tftg6Ybhtrgd9utVKmS3CrauHFjiRIlWDg0sxwssAc9AX4rRwfTGa5duyYbRgxoaP79998YzQGtLvVAGJknnnjin3/+waRK+nEjOxgOfKLch7CbyYYNGzBCye7du1kCszsrR0RECMsfQOdT84fZ1NTU7t27YyIVUEn1uCQgMzOzQ4cOmMiG5m7rRFZWFt8tz966p3DCx40bJ/8gDz0f+N7pzT4j1AvlAuqVsBgzZsyQh0wKFClSRHNUCzB//nzZHGfUq1ePXx1JE+htQv8f3lDA1atXNa/ggQMHWAd4+vTpGJSXgP45v4AO8Nxzz2nu9HThwgW2O74mr7zyiuZPHXfu3JE3g2MUKFBg8eLFGK3k559/lt/mzz77LL8hkQAb6QmJ+Um+HuOnn36SfyB55plnnN6HMvymQuo1m/ktoipWrCgbSVu3boUmAQuHfzjY2pkfsQvtAb3lyQiCIIxAbou/QG6Lv5Kens4PatXbQYDBdnuBRht0azHIUwwdOpRVEnC8PIoAP/tDvbcLhGCcxdK/f38WCI11foiEehsjnvPnz0ODiaXU+6WXAcV27NiRpZRp27at5sgFvREuTz75pGZHHdi3b58wsAX6LWvWrMHoPMCNGzemTp06xobeAKjVq1ez8/Pnn39ikDGgUydbkzLq/SYYSUlJwpqRjKeeeurQoUOYSMnGjRvl3UYZ8Ofu3bsxmuDIysp6/PHH8TRZLOPGjcMIM8CdwJYC7dChQ69eveAf8A2i1XYdoF6WBa6CelIJQ3NKkd4EIgC6nTVr1sR0NsxaonosXbqUFbhixQoMykvcunVLvdON3rxguKCaI1xeeuklzXFDwLRp02QDhVG+fPkryh2LZL744gtMZLEMGzYMQyVu374NL7JTp06xP5nbUrhwYb3F+93Kl19+ySoJmFoehbfa4U2EoTb49Y/k37fggcZPQdUcNSkDF0i+mhUqVMhr6xARBOFayG3xF8ht8VeuXr3Kz0zmZzfExsb+/fffkydPZovhQWuALTdbp04dz897560Hvca6mvT0dL57zC9Hx+BHvsiDCKC1J08OKqSzhp/MzZs3q1SpwhKXLl1aPRmeZ82aNUKTtECBAnoTXlJTUwXD5cknn9ScQAQkJyfz23gzatWqBY1XTEHYGDlyJDs/e/fuxSDDzJo1i+WVgZ6A3u+uKSkpguGiN4EIgBupQYMGmM4GXFOaRqQJPI7krb6BbGySnZGR0bZtW8j74IMPwsmHbxAb5PLRRx9B4ZiIUBIdHS3vaC7Tq1cvjFYhTCmCx6mDLVSgX4rpbJQoUULviWcWeLw/LOGqAv0O9fbMcDb0nN/Lly83bdoU00m88sormhOIgBMnTjz22GOYzgZ8jzBaBT9yE+4QDJXevHXr1i1Tpow8VI1NyYQmiud/4AE+/vhjVklg5syZGOqMu3fvvv3225jNYlmyZAlG2Bg2bBjGcQ+u8PBweXJQwYIFHa9tf+vWLXnBuPvvvz8bLzKCIAgZclv8BXJb/JU9e/bIA4yhKcz/cjVlypT8+fNDOJuRER8fzybtCz9GeYDr16/zy8KFhIRghDPOnz/P79oLHxYjJJKSkvhdGJiJA00lfnfGJk2aOO7uQiy/lsEvv/yCEVrcuXNH7YmUK1dOqJgMdNflRXMrVarkoFE1ZMgQlozH+PbGeYoff/wRutkdO3bU++nVAXDPNGzYEM+vDeh/au6JDsAVlH/nrFq1qt64pPT09A8//JAlk8lrQ5NMkZWVxX+1szG2JTk5eeDAgTVr1nz55ZehNPgiP/DAA1AUfJ2NTxnIg6g9kXz58v3www8YrQIeiWwAkYNRLcCKFSvUA2EGDBiA0TkGri98GYE8a6XxwzBl6tSpo/cYvHDhAltXGGjcuLHeqJbExERhuz3gwQcfjIiIwBRKEhISateujeksFn57wejoaDZBBh7O8Cd8Q6F68KcD48Z9QIOnRo0aUh2tGN/aD04U7z0Jk4XhDuQnas2YMQMCMzIy+K3ooFkCn52l1wTeF/zIPnijYQRBEIR5yG3xF8ht8VegBTZ79uxZEgsXLuSdhdDQUDYQg/388scff0D3r2TJkjt37mQJPAa05xYtWsQqCcTEGP3+X79+HarNcv3666/CerHQ7oEmFIsF2MYB0I5ZsGABBs2apeeD8ISEhLDEM2fOdDrvY+vWrfLAGRkH84Og1dW1a1e9ZXEZU6ZMgUuDZdlo2rQpdRrdAdwzwmrHQK1atYTdoGWSkpKg81C1alW9US3A6NGj1WXmzeU8jcOvIfLll19iqBLoWsP12rRp0+nTp+Hrr17R4+rVq+zCQd+SjW15+OGH6YvjgLi4OPUmtfBemDdvHqZQAb1BOKusY6nJtm3b5HVDZcqVK3fixAlMQbgCfuaszFtvvaW5cxBw6dKlBg0aNGzYUO+dC69mzQWq1NNnZOB5uGTJEvbGBIRpaJ988glkh9upc+fOzJW4//775XVkPcmdO3eCg4OxlrNmGV+Y/+bNm/Pnz8dss2YJS7nBs2XFihUYN2sWm3p89+5daH1h0KxZu3btYokdsGrVKpYYWh2eb5IRBJGbILfFXyC3xQRwW89Ysl+txDu+NWUgPT2dLXpSuHDhypUrs3EuDtbJJwyiuUPwY489prdoDjT79JaDgZYrNE/lnaplaPkJ9wHNZX6guMyzzz6rd84TEhL09t2Ij4/v3bs3+3LxlCpVyoE7QwDfffcdniz9X7+vXLlSqVKlEiVKQNe9atWqW7ZswQgVEyZMYIbXgAEDaCaRY+bOnSvMiAQCAgImTpyYkZGBiZScOnVK76zOmTMH7nYshWP8+PGYgnAR0PN//vnn8fxyNGvWTM8sjouL0xv8cubMmTfeeAOL4KhWrZreQBinXL16tV27dvJ4W3gtml1diyAIPyFyai89ptJaRJ6E3BZ/gdwWE8DtK9zQTHC7Ywqf4dKlSz169GA/+UJn8rPPPkuhvQZzTExMDD9EWaZkyZLffPON8f0Fdu/e3apVK8ysJHuLhhIGiYiIUC85CZQuXXrKlCnGt9zeunWr5mqUhQoVcjAQgGAsWLAAz5e0qITm2Psff/xRHjQUGBgo/JAuExoayvYLCwgI2L59O4YSOqSnp8N7gZ1VgS5duhw7dgzTOeP06dMDBgxQm8XAm2++mZSUhOkI17F582Z54xuep556Cr5QcGUxnUMyMzODg4OhSYCZOeAttnHjRkyXLaCNsWrVqk8++WT+/Pm02w5B5Foi10217dEhUL/XOnJbPAm5Lf4CuS0m8CO3BcjKyjp48ODatWuNz98hnLJv3z5+tReeGjVq/Pzzz1euXNH7lRgao5C9T58+999/P+ZR8sEHH9BUCHcDfXJhN2iZOnXq/Prrr9BP0NyJFoAruHPnzs6dO8u7jAv0799f7+oTMnAO8XxJ4++WLl2KETYuXbrE7wiutwjInTt35JUU3nrrLYMdzjzOzZs3GzduzE6awKOPPjp8+PCTJ0/qPYXgDJ89e3bs2LFs2XU1tWrVMj5xgzDLb7/9ph6axHj11VdXrVqVkJCASVXAl+XPP/98/fXX1TMfGbSGCEEQhomcqvJbeq3DOMJjkNviL5DbYgL/clsIN7FixQrN3xgZZcqUeeONNyZNmvTHH39s27YN+varV6/+5ZdfPv/88+rVq+v10oFWrVoJE8UJNzF37lxhw2YZ6Mw8/PDD77777vfffw9XEC4fu4IzZ84cNGjQs88+q5cReOedd6BLg8cg9ImPj69Xrx6eNekrw08UioyM5Cd83XfffXqLgMi7yz/++ON6qx0TaiIiIqpVq8ZOnRp4uMHVGTVqFPTtN2zYAPf/pk2bZs+e/c033zRt2hQuB6ZTUblyZb1FrAhX8eWXX+oZLoUKFapYsWKPHj2mTZsWHBzMnl3Lli2bPn167969H3vsMfUaYTLwVcIDEARBOEflttSnOURegNwWf4HcFhOQ20Iw1q9f/+STT+I7xhV06dLFKztl5llCQkL4nXFyzkcffRQfH4+lE86ADiGeOInSpUsPGjQIepL9+/eXd0hlTJkyBfMomTlzJpvJ8tBDD9EOUGaJiIjgN1jJOfXr1yfDywNkZWVNnTq1pG3L4ZxTvHjxCRMm0Ig8giDMILotZLZ4BXJb/AVyW0xAbgsh8++//7qku1K0aNFx48bRBCLPs2/fPn6ERba57777fvzxR1qf1RQ3btx44YUX8Azq07JlS80FpyIjI8uXL8/STJ8+HUMJM8THx/fp00dz7RWzdO7cWW9zHMIdrFq1SnP9KbNAIStXrsRCCYIgjLKuFz5FEJpG5BXIbfEXyG0xAbktBE9CQsL48eNzMsilWbNmGzZswOIIjwNdxBEjRjz66KN4PUwCPdU333zTyK6fhJpDhw7pLf/BeO211y5fvoypOe7cudOmTRuWRm8DacIgixYtqlu3LjuZ2aB69eozZszQW+eIcB+nTp3q06cPWwg/G5QsWbJHjx60UTdBENlBNFtoaIt3ILfFXyC3xQTkthBqIiMjhwwZUrZsWXzpGKNhw4YLFy6kIS2+wLFjxwYMGOBgLR5NXnnllVWrVlE/MyccOnTojTfeUC/bWbp0aejD621tExwcDGny58//6aefYhCRA+Lj4+FsCxO4nFKpUqVx48bFxsZiKYQ32LlzZ4cOHQICAvCqGKBAgQLt2rXT2/OeIAjCKTSPyEcgt8VfILfFBOS2EHqcO3fu999/b9OmTcWKFYsWLYpvIA7oUj7wwAPPPfccdBG3bt1Ka3z4GidPnpw1a1arVq0effTRIkWK4GXjgO596dKla9Wq9dlnn+3atevWrVuYk8gBycnJmzdvHjVqVIMGDZ5//vlBgwYtX7789OnTGK0iPT29vrT35LPPPgtX4d9//z0q4WAnHcIIV65cWbt2bffu3Z966im9ERMlSpR44oknOnfuvGzZMtp7yEeAb8SRI0fGjRv3yiuvPPTQQ5pL4RYoUACiXnrppW+++ebgwYP0TSEIIifQPCIfgdwWf4HcFhOQ20I4JSYm5q+//vrpp58++ugj1mmHzuGkSZN+//33vXv3ai5CQfgU0dHRf/75548//ghXMH/+/HAFGzVqNHXq1Hnz5kFHhZaT9C4nT5584IEHpPadAviW3bx5ExMROSAxMXHbtm2zZ8/+9ttv2eI45cqVGz9+/C+//LJp06YbN25gOsL3iIiICA4OhmdX27Zt4cLly5fv/fffnzZt2oIFCyAKExEEQeQImkfkK5Db4i+Q22ICclsI45w+fZpNL/rmm28wiPArzp8/z34ohq4mBhHe5qeffipVqlSJEiWKFy9erFixojb69u2LKQjXwRYCr1evHv5N+AkrV66EC3fPPffs3LkTgwiCIFwCzSPyGcht8RfIbTEBuS2EcQ4cOFC6dGl4EY0YMQKDCL/iyJEjzG0ZOXIkBhHe5ubNm1euXIlTcfv2bUxBuIhbt241atQI7v/atWtjEOEnzJ8/Hy7cPffcs3btWgwiCIJwCTSPyGcgt8VfILfFBOS2EMY5ePAgc1to2xQ/RXZbRo8ejUEEkWe4devWSy+9BPc/uS1+x4IFC+DCkdtCEITLoXlEvsP1+KQeI1epdTLqGqYgfANyW0xAbgthnH/++YctMEE7p/gphw8fZm5L//79MYgg8gzXr1//3//+B/c/uS1+x88//2ztBVkswcHBGEQQBOECaB4RQZiG3BYTkNtCGGft2rXFihWDV1Hnzp1paVV/ZNeuXQULFoQr+M4772AQQeQZYmJiHnroIbj/yW3xO8aPH2/tBlksv/32GwYRBEG4AHPziCLXTZ3aq1d9nl69pq4jg4bIW5DbYgJyWwjj/PXXX0WlraDff/99clv8kW3bthUoUACu4FtvvYVBBJFnuHjxYpkyZeD+J7fF7yC3hSAIt2B0HtG6qfXtY2CsFksv7m+gPq32QuQhyG0xAbkthHF2795dqlQpeKf06dMnKysLQwn/ITQ0lLkt3bt3xyDCnXTo0KGKjX79+qWlpWGEjQsXLrRo0QJTVKkybtw4jCDcwJUrV5588km4/8lt8TumTZtm7c9YLIsWLcIggiCIHGN0HpE9HW+rKK0a8luIPAO5LSYgt4Uwzvnz5x999FF4odAquX6KvEruqFGjMIhwJzVr1pSaYFZatmyZmpqKETbOnDlToUIFTGGx9OvXDyMIN0Cr5PovtEouQRDuwOg8ItltUSZQmjVktxB5BXJbTEBuC2GcqKgo5rbQDtB+Cu0A7WEaNGggtcCstGnTRu22nD17lo22YAwaNAgjCDdAO0D7L/NpB2iCIFyP4f2IIqeyxVpEQ0VRALktRF6B3BYTkNtCGIfcFn+H3BYPQ26LT0Fui/9CbgtBEK4n5/sR8W4L7WZE5BnIbTEBuS2Eccht8XfIbfEw5Lb4FOS2+C/kthAE4XqMziPShcwWIm9CbosJyG0hjENui79DbouHIbfFpyC3xX8ht4UgCJdjeB6RHlwB5LUQeQlyW0xAbgthHHJb/B1yWzwMuS0+Bbkt/gu5LQRBuBrRbDHrmHDzkMhrIfIW5LaYgNwWPTIzMzMyMvCPHHD37l0oCv/wc9zhtsD5wX/lALhSLrlYuR5yWzwMuS0+Bbkt/kvudlvg/eWSdgK8T7OysvAPgiAcELmul3LJFkavqZFGbRNuT2iyWoi8BrktJiC3RY/Tp0//73//q2KjcePGaWlpGOeQVatWYR6JoKCgq1evYpyf43K3BZqGrVq1wjMl8e+//2KcQ86cOfPcc89hnipVnn322X379mEcoQ+5LR6G3BafIo+4Lenp6YcOHTpq49ixYwbNaHjHYR6J8PBwOGMY521yt9uyffv2atWq4fusSpVOnTphhDOmTZuGeapUqVy58gcffJCSkoJxBEHoIq6Oy2HQOpHHxZDVQuRFyG0xAbktesjtckbJkiWjo6MxTp/k5OSXX34Z80gMHTo01/zW5I6xLQMGDGAnivHXX39hhEM+/fRTzCDRvHnzpKQkjCP0+ffff5nbMmbMGAwi3Am5LT4FPCVeeuklOM8vvPACBuVG4OX19NNPszsKyJ8//+nTpzHOIatXr8Y8Eo888gjcnxjnbXK323Lu3LnHH3+cnXYALp+RN9qlS5eqVKmCeSR+/fVXjCMIwo3IZg1ZLUQehdwWE5DbokdWVlaPHj3Y0xQoVarUkSNHME6f4OBgzCBRrVq1y5cvY5z/4w635ZdffmHnirFgwQKM0OfEiRNlypTBDNKl+fvvvzHOh0lPT09Uou57M9LS0jAFh0umSu3du5e5LcOGDfOjuVdQ1atXr/7zzz/QafQvWy1Xui0RERE///xzV4kffvjByIPRR7h27Rq7IjVq1MjdQwD69+/P7iggX758O3fuxAh94Obkf2AAfMqTzd1uCzzWmjRpwk478PTTT8fGxmKcPuPGjcMMEi1btkxOTsY4giDchm1YC1ktRN6F3BYTkNviAOiRsgcqEBAQsGbNGozQISEhoWbNmphBahdCVwTjcgXucFv+/PNPdroY33zzDUbokJWV1bNnT0wt8d5772GcDwP3RosWLUorgRsMozkuXbrUuHFjTGGjUqVKJ06cwBTZ4vLly1999VXFihWh6wUnrVixYm+99da2bdsw2ofZsGHDG2+88cADDxQvXjwwMBD6IdAJvHLlCkb7NrnMbYG+HJz8Bx98EKsrUbJkySFDhty8eRMT+SRw5ufOnVunTp2CBQtCneG/tWrVmjFjxp07dzCFMTIyMg4dOgRfHJ6LFy9iNAc8qfbt24cpbISFhel5rK5l4sSJ7OoA8JWHxyxG6LNw4cL8+fNjHovl+eef96lvWa5fJfedd95hZx4oW7ZseHg4Ruhw5syZhx56CDNYLIULF86tZ4YgfArbsBayWtxCWnoG9EzVSrzjiVcnYRxyW0wAd7DgszCR2wIIPxxp9o15Zs6cybdWq1Wrdu3aNYzLFbjDbdmxYwc7XYymTZtihA779++///77MbXFUrRoUejAYJwPc/DgQawxR58+fTCaY968eRjNAR8zLi4OU5gH+oc1atTAsjiKFSs2depUTOR7QH/166+/LlKkCFaXo169ejm0nzxDbnJbMjIy+vbtixVV0blzZ5/9XT0+Pr5Tp05YUSXQxTU1/BCePyVKlMDMNiZNmoTRHKtWrQoICMAUNipUqOAZW2rOnDl4SInvvvsOI3RISEh44YUXMLVkavjakyHXuy3wDWInHyhYsODs2bMxQofPP/8cU0u8/vrrnjHyCCJPYxvW0msdBthZN7V+/foa4YQZoPspdEiZoLuKKQjfgNwWE5Db4oBt27bxHfvXXnsNI7S4ceMG31oFpk2bhnG5BXe4LdDVee6559gZA8qVK+e4N9Krl2LDPmih+sWyOJs2bcIac/T/f3v3AR1F1YYBOEAooUaKgIBSpUMEpUmJCogC0qQoAtICAoIiUkVAQEFQEKSIdGlSBfmpAkrvTXroBCIhEEogPfxf5n4ZZmdLZpLdzczmfc4eDnvvnbK7sztz38zc6duXqxPFxcV17dqVqxWaNm2a7DtWBAcH16xZk2dkxdvbW8vfvVPF/PnzeS1tadiwIfWiualReVLaYjMHlKVLl27OnDnc1GDo94rX0pbu3btr/3LZfBNsnsPYu3dvrlag7cE9v1fr16+nrzYv1curQYMGXGEHfXbKPxWUK1fOaH8q8Pi0Zd68eeIyT8HxT8GFCxfEvljIkiWLxiHPACAFnl1CtEGNz3hB2pJCSFvMAmmLDrRZz/j9kPUDp2yRK1euKDtC1LtzcLtiOlrldhI/Pz8PO7GFuCJtof5ny5YtxZtGChYsePnyZa6zcuTIEeUflnPnzr1//36uM7aFCxfySiv06NFD1fU6f/68zVM5Ro0axS30GzduHM/Fjho1aui9nsINQkNDK1SowKtox9y5c7m1USkHwtCStgwcOJArDIZ++lTjf1t77bXXNN64zZ1OnjyZN29eXkVbMmTIsG3bNm6dlJ9//pknU5g6dSpXJwoKClKGyLKRI0dyCxe7du1axYoVealJjboaFhZm/D8VeHzasnfvXl9fX/H+E9o7cIUtw4YN43aSpk2bGvCrB+Bh5LsQ2YfLi1IKaYtZIG0B56AuaPXq1fknVBpY0d517Hfu3PHz8+N2Ei2jvZqOK9IWorw8IVeuXLt37+YKS3FxccpzrUnv3r25zvDkMYDy5MlTokQJ8f+WLVuqut8zZswQVVmzZn3xxRfF/8m8efO4hU7UxXr77bd5LnZQB2b8+PHr16//wzCoQ/X111/z+tlXu3bt1atXr127lidzpXXr1s2dO3echN6uBQsWOF6uqC1Tpgyvq7a05b333qMF2ZyzKPzll1++++47WgEZrQ/1jV36PtC2MXXq1Ny5c/Na2pEpUybagP/880+ezABoQ1IOdm7Pl19+yZ9HUgYPHszTKIwePZqrE6mGSxfSpUu3fPlybuFitPOqX78+L9jLi7YxB6Ouqi47evXVV0NDQ7nOMDw+baHda6FChcRHQJo1a2b9cyGcPn26YMGC3E46P3HXrl1cBwAu4uCe0c8gbUkppC1mgbQFnCM+Pl55IUDhwoWPHj3KdZZ++OEHbiTx9/d/+NADL8VyUdqivJ0zddjsJQs7duzIli0bt5POgqGDTq4zNtqQ5OGTqScjDyFBx9PKG6PExcXVqVOHyqlH0bFjx8qVK4tmhDrS3Ein69evK1Mbe+h4PWvWrFkMg1ZGeR2EA5kzZ+ZpXMzHx4c+F16qdEIEVziknERL2kKzpQXxxLZwOysufR9olcTgskmiZo7X381oQ1J+BPY0b96cPw+HYmJiGjVqJCapUKFCucS7LH/22WfcIlGHDh2oPF26dPThynf2pQ/XXpTsCm3atBHLJQ5GXb1z547yp4Y+wWRnuy7l8WlLWFiYMm3x8/O7edN27+KTTz7hRhKzXE4LYGqawhakLSmGtMUskLaA06hufzNr1iyuUAgODpYPuwkd4s+fP5/rPIuL0pbZs2cr+3IfffQRVyjExsa2bduWW0h69erFdYYXEhIiRx61a9emvpn4P/XxlGnLoUOHxOkD1EkbP368fEnR888/f/LkSW6k07Vr15T3rYBUpCVtgVTRrFkz/jwcCgoKyp49u5iEvrxNmjQR/1elLZcvXxZf5Oeee+6LL75Q3sLp3Llz3Mj1OnfuzEv18qIfk4ULF3KFpR9//JEbSWrVqvXo0SOuMxKPT1uI8ibQZMeOHVyhcPToUdquuIV0Oe3ff//NdQAAJoe0xSyQtoDTLFq0SPmn0e+//54rFFQntlSvXt3eCcBm56K05dixY8rzoqlTyhUKdNyZRfGH/Zw5c549e5brDI9WVX6BvXv3li+5V6Ut9K6K8vr16y9dulQ+uSMlN5t4+PDhm2++KebjwPjx49cajJYriWrWrCmuoDGssmXL8rpqvpKIpzQY2iCVmbJNJUqUoGY8gWHYHHZapX///vx5OHTo0CH5V6hTp04ffvih+L8qbZk2bZrYa9AborwTc506ddwZZMycOVN5gtinn37KFQr//fdf+fLluYV09o1h/1SQFtKWMWPGiA9CWLVqFVcoqE5sadeuHU5sSVog46eJcBYCgNEgbTELpC3gNKpO/oABA7giER2tKodmINTf4DqP46K0JSgoSNkp9ff3Vw3aGhcX17p1a66WWJ+6b2SbN2+W/yS+ZMkSm2mLfE8r6vD88ssvdJwt2hDq14k2yTN27FiekR1+fn4G/Gt2aGho6dKleRXtmD59Orc2qnr16vG6aktbkrzNfCqaNGkSr6UdKRnL2XWOHTuWK1cuXkVbvL29t2zZwq0d2rhxozgLT3xJ27dvL+ag/DmKjY1t0KCBKB8xYsSUKVPE/4n17sOl9u7dqzwJolu3blyhoPpMX331VQMOmC2khbRl3rx54oMQpk2bxhWJjh8/rjxVysfHZ8+ePVwHVgI3TA6wvvgj4R69gVTHVbjyA8BIkLaYBdIWcJpTp04pxwqhfq/qXqETJkzgOkn9+vWNeRq2U7gobXny5Ik8rAmxvl5969at8mU1pHjx4mfOnOE6M5DjFeqkbd++3Wba8ueff4pCenXXr1/v0qWLeEq0D+FpE72Zr732Gs/LCvUeqRvDTQ1m+vTp6dKl4xW1UqNGjZCQEG5qVJ50B+j79++/8847vKJW3nzzTcPeha1v3768lrZ0795d4/1cJk6cKCbx9fWlXq48MIoybfnnn3/y5MlDhdQrPnDggPIUrXHjxnEjt7h48WLhwoV52dKvTXR0NNdJbt++rfpTwZIlS7jOeNJC2kIvTXwQAm08XCGJj49XndjSuXNn7TcvT1vkMCVRrVoBNpIXghv2AhgJ0hazQNoCTnPv3j3ln5Lo/zdu3OA66dYA8giIhDqu1GfmOk/korSFKG+f4ePjs27dOq6Q+njKu+rQ0fagQYO4ziTatWsnVj5Tpkxnz561mbb06dNHFLZs2ZIOoOXtytvbO+VpCPX6lNcLyGjmtDKxsbHczmBiYmK+/PLLDBky8OoqVKhQ4eDBg9zOwDwpbSE3b9784IMPlNEnyZw584cffqj8YTSasLAw5W3mlehDoVpulxQ5bCpQoMD58+fff/998VSZtsjxSrNmze7cuaP8cBcvXsyN3IJ+OYsVK8bLli5xvX37NtdJxlneG75Ro0aGPbGFpIW05fjx4/QCxcdBKleurPzF2LJlS86cOblOGiHu33//5TpQUg1nqjh7xXqgU/OFLYGTA1IKp/OAcSFtMQukLeA01BGlw3HeLUvoeIjrnj7t2bMnl0roaNW6N+VJXJe2jBo1SryHwsyZM7ki8SBb9sILL1j366hbvnbt2mXLlv31119G+1sfbRJyJ83b2zs4OFgen0VOW65duyb+Hp4hQwY6pH748GHRokVFG3q99obI3bZtG71kjedS0Wf3ySefyCEOHbXXq1fPzd2/5FmwYMGrr74qTnLJmDFjuXLlunfvfunSJa42Ng9LW0h8fPz69es/+ugjkbmUKVNm9erVhg3sZE+ePBk3blyVKlXEpUD0TaxatSqVUDm3SAp9VWk7lD4lL/oZvH//vrxrkNOWO3fuiNP0aCk///zz7du3M2fOLNoULFjQ3l2BXEe5+dE3iH4xuELq2CvvVpYtW7YVK1ZwXSJ6c6iQfmSMcIPhtJC20PYjb2OEdgryrbhpv6YagctE48S7lf2oJYE6bjHhdUQbAnjdkw/n84BxIW0xC6Qt4EyqIEC+wp8OnQsUKMCl0hkZ1OsQVZ7KdWnL2rVrlacwjB07VpQ/fPiQOkhcKrE5sMX169czZcpEteLEEC41hpCQkOrVq4uV9/Pzi4mJkQdSkdOWJUuWiD9pUleNejinT5+Wz6gqV66czQs0Vq1aJfqNui7f2LhxI/UzaaqePXvKp9UY36lTp3LkyEGr3apVK9oIudQMPC9tEe7evSt+Crp06cJFZnD58mX6DtJqly1bVnWiR5KUw0uVLFmSvsi0NYqnctqyYcMGUVK0aFF6i44ePSqnLTVr1qQS0UzYvXt3QEAA/ZbSWnGRs6mGmlaOutqvXz8uldStW9c6Mjt+/LiopZ8LLko9aSFtoZ1Xp06dxHtOcufOLV8zu2bNGvEbKNCxx6FDh0QVKDjOWqzTFhPmDhsCaqUU0hYwLqQtZoG0BZzp559/5v2yRL6yXTUWAB2tevytAVyXtlDHQ+6WkC+++EKU/2Z5YgsdfV69elVUKW3btk00mDhxIhcZBnXARBJERKflu+++E0/lkRSaNm0qSkaPHk1P6VXLk1SsWFE12gJZu3atOBema9euXKTNuXPnxJzlPMsUqKMrbqk7cOBALjIJT01b6KdAnBlh837thhUREfHGG2/QateoUYOLNKPfKDleFxmT9T2JPv30U1HSu3dverpixQr5wpDGjRvLO4jY2NhBgwbJI4IVLFhw3rx5osq5Fi1aJBYh0L5MlFMfXjkeGaGfFFGltHz5clFLv0hclHrEvsCz0xZC25J4zwl9RuKsoqioKHkfIXz88ceiPVhQnfdhnSqo0hbEDgAGg7TFLJC2gDPJR5xCQEAAFZ4+fVqZDvj6+u7fv1+092CuS1sCAwOVg0FUr179yZMn1DWtXLkyFyXeB4QnsEQfB/VevvjiC+V1XgahvM2ECFPk23w2b96cnh4+fDh//vz0lLaivXv3UonynrUdO3ZMmIvC+vXrn3/+eVE7efJkLtXmxIkTIm0ZMWIEF5kBbXji7irKATJMAWmLoTx48KBu3bq02q+99hoXafbNN99IH1GCqVOnUonqnkQhISHytTmbN2+mEuWYpq1bt06Yi0T8AtD3vWfPnq+88gr9v1ixYv/99x9XO8/GjRulhbORI0eK8l69enGR5M0337R5ptvBgwcHDBjQv3//ixcvclHqSSNpC+0jxIdCvL29v/vuOyqkl8xFklKlSl2/fl20B6UkwxZVC9yPyB5+gwBs4a3ENZC2mAXSFnCmLVu2yH+fJBUrVqTCDh068HOJlhOto6OjHz586GAYwpiYGGpA/QH5jO7Hjx9rvFmGe7gubaGOivJmpeTevXuzZ8+WT/Eg1atXpzeHJ7BkffVQfHw8vZlE7kXQf7SP0eBE48eP5xeQ2EmT0xbqftPTb7/9Vjxt1qyZ+OiVI3oq/6pM6z9r1ixxVoug93bjSFvcDGmLoaQkbRkwYID0ESVYvnw5lajObfnxxx/FxX008/v371OJuKc7ofIZM2YkzOXp01u3bom0VASpc+fOpf/Tt/L3338XDZzo8OHD0vKZn58fFZ47d055S2z6PTly5Ihor2L9uyp2UoT+I0rEfs0N53WmkbSF9hHKG7G1atWKCmvXrs3PJRMmTBCNHaCfGvpcHOzyRAPlAQkdb5j7jooarhJKOo5xsYR7JSUw+kC1/AYB2MJbiWsgbTELpC3gTCEhITVr1uTfGOlIeuPGjcobFdHRKh3UcmtbDh069MMPPzRs2DBv3rzURRk4cCAdWMtHq7L58+fTUfhLL720bt26HTt20BF8yZIlqW8we/bsVIkJrLkubaGD9W7duon3k2TLlm3Dhg3Kt53MmTOHW1uiY8SmTZvSW0e9FzmcOnnyJJWQ77///sSJEyNHjqxatWr58uVHjx5NvR3Rxj2o/8wvwMuLelZUIv/1sm3btrdv327QoAH9n/pj4hiaXo58h6YMGTL89ddf0myeXr16VbSU0SR79uwRtRohbXEzpC2Gkuy0hX6glANqbN26lQrltGXAgAH0VL5F0TfffENP79+/L5+a5+vru2/fvoQZPX169OhRf3//ggULjh8/np6KEIHIJ544EX1MtNMR8ye5c+eOiIjo3r07P5fQU25tiXZ8derUoZ9Q2iblMEXspIoXL35e8tNPP7355pu0N6TNgPZZoo2LpJG05dSpU8o7SbVu3Xr58uUixRPKlCnjeBe2bdu2sWPHUoeePvqyZcuOGjXK+h2Li4ujz50+SvGjRJMMHz68VKlSRYoUGTp0KP0ocTtzSTpKUeUx7j21xeKm1LiECcA2pC1mgbQFnCkmJqZ58+a8i/TyoiOYEiVK8BMJHbXY+8tedHT09OnTldGM7NNPP1WdtyJGNPT29q5Zs6byr1ukb9++RjjJxXVpC5HP+CCZMmWqUKECP5FUq1bN3okt586dK1y4MLWh7hAXSZfbiAmrVq2qev/r16/vtsDl0aNH4koBUqBAAXG5mXxJAnVR5FPEqQMTHBxMtRcuXJA3MNoY6OBbmtPT/v37Uwl1cWl7o8Ni+j/NWe8LQdriZkhbDCXZaQt9kRs2bCh9RAnE3cc/+OAD8ZR6qocOHXrhhRfo//nz5xcZaGBgoHwLMKqid0yaU4LHjx8fPnxYfN+nTJlCDbJmzaq8YZCzUKf6448/FutAChYs+PPPPysHd/f19bU32Cr9WIlTYJR33BdJjY+Pz5AhQ8T1j7LcuXP/888/3M4F0kjacufOHXmXQehbVqhQIX4iESGdTbR501GE8hpn2Q8//MCNJLTjKF++PJX7+fnRj6poI6tRo0ZISAg3NQ9V2GIjSkm1sMUiaJEgbQGwDWmLWSBt0YE26xm/H7J+PAxX9wrSMuU4Gip0PGrvNGwydepU8VcpOsRftWrV3r17d+zY0a5dO3Fp0pgxY7idlMvIfxqtVKnSihUrqPG6detETyxdunQ7d+7kpqnHpWnLr7/+Kr1628RZITbRUXiGDBnoLRo1ahQXKS7PoV46fQr0Zu7evbtRo0YixlIderrOhQsXxD2ASK1ate7du0eF1DcTJa1bt5YHUBDjARHaTuQr16gDI7pkERER06dPp7fo8uXLUVFRYqRP6uxZn+rvGNIWN0PaYijJTluOHTuWPXt26SPyos9U3F1ImbZMnDhR/F8MxkT++OOPLFmyiELqMFtfo0Elf//9t7jaqE6dOtbbhlN88cUXYh0I7YyU97UhDv5UMGHCBPq1VI6WRe+euDM9ldPPGv180frTT2vPnj3F76o4x8dF0kjaEhsbW69evYTPxpZSpUoFBQVxU0v0OcoXu7Vs2XLjxo300dC/4r7R9L4tW7aMm0rXR4ubANIHlzlzZtp1isa0HUozsD1qssHpHbTFPYmHddAiScGyVa8iOZD1gHEhbTELpC060Oar2qDFgzZ3bgFPn/bu3Zt3UlbEvSds2r9/v/hrZ5UqVUSfWbh//764DNvf3//x48eiMDAwUOQyFStWVA5JuH79enEga4SbyLg0bVm6dCnN2Sbq3ohxEGwaOXIktcmfP798PRcdd4pz+HPmzElHkKKQXL16VXQRW7Vq5Z5zhfbt2yf/pbFRo0bi7kKzZ88WQwLTmyl34eS/bCvvgdWjRw/RF6J/xX8IvQpxbkufPn1EiXZIW9wMaYuhJDtt+fPPP6XPJ0HHjh1FyimPr0Rvgvigvb29Fy5cKCaRQ1Xy1ltviUJZREREkyZNqA+cNWvWvn37uu4m0OPGjeOVsEI/jw7+VCCG+KWNk/ZNouT8+fPygC9iCCrh1KlTonzYsGFc5AJpJG0hIh+x6ccff+RGVlauXEnbErWh3xnlpce0vxDnWHXt2lXeiYjRgoh8KpYwffp0KsySJcuGDabrjyd54oqqgTtObeFFJtxyOTBwsjIlQdoCYBvSFrNA2qID0hYtFixYoLxjjqxw4cJnz57lRlbE0Xa2bNnk428ZHa9TlfJi/p07d0qz9Prpp59EiUBH4eJvUHQExkWpx6Vpy/Hjx1WnTAt05LdixQpuZIW6PV26dKFm1CsQf3Amd+7cEceXHTp0ECWySpUqUXnevHndczHR8uXL5RNVxHiH5OTJk6pXWqNGDTlOGjJkCJfaidhoniLBSUbfBmmLmyFtMZRkpy20C5A+nwT9+vUThZMmTRIROf2Si6qCBQvKtxZS3pDI+mZq165dK1euHFXlyJHDwYl7KTdt2jSxDtb69u3LjazQhipuOVyzZk15o/3f//4nztZp27atPJQ72b59u9g/uug+1kLaSVvox1n8iUWlSpUq4uxIa/Hx8fShUJv8+fNbnwZbq1ZCn58OV+TzYsRehrbe6dOnixJh1KhRVE7b84ULF7jINFRhilWgYBVS2IkcAjdMThzIdsOzOCZQLlaVU7GN5okCqTax2GIFU5B30KqkVGKACmA8SFvMAmmLDkhbtKDusfJad5mDE6efPHkijlZLlSoVFhbGpYnkWxqtWbNGlCxcuFCUHDhwQJQIly9fFpeiVKtWjYtSj0vTFuoI+fv7S++BBSqU7ytkjfo2otNSr149LpJO+xdjtfz8889clEic80J9gxs3bnCRKymjE+p9icIjR45Qr4xLJRMnThRV0dHR7733Hpd6ecn3MVESA9zkzZs3GReXIW1xM+UtzBs2bGidtgQGBio3Bi13NzOCtJa2iBPoBPnXb9OmTaoU/osvvhBVUVFRLVq04FIvr1WrVolyGW0JZ86coXeParNnz067GK5wtqNHj4phrVSo8Ny5c9zIyvnz58Xn+/7773PR06dinOD06dOrLjMRbw79sMhDervCb2kmbdm4caP4lVaiF26d2clu3br16quvUrMGDRrIJ7DI5PHmT58+TU8fPXokBuKlbUA5Pgttk+Ia1RIlStA3hUtNw3HaYn1CiK1xXWwPrxI42epiIC5XFzs8XcZZaQuAR0PaYhZIW3RA2qIFdelV3WNC3V0HR6uXLl0SzV555RUuUhAH4sqLX8TtLby9va9evSpKBOqZiz9zKYcqTC0uTVvi4uIaN25MM1dZuXIlt7Blz549opkcWJCffvpJnBAkbtQqCw8PL126NJW//fbbbrjNEx311pL+qEgyZsxIvQVRrkpbaDMQg24S+vTl/hv1wWwOnPm5dJOjUqVKJSMwQtriZoMHD37vvfeaNWtG/3733XfiUjKl4ODgTz75RG5j78ZbRpOm0hb6Isu3CaNOr/wZrV27Vh6ZRZDvy3P58mXlnWV2794tylXop0A0cHCaSQrduXNHnNCn0r9/f25hy5o1a6gNvVjl6SrinmiVK1dWnhhIb44YP7h69eouHVo17aQtx44do1eq4ufnJ5+8ae2vv/4SzVq3bs1Fieg3h6alqpIlS4ormmnjFMP3dLe8HRUdtIhy0/3MCpaBiiL44BBF3htLrIIRapVQbHnNT63JGxIyEqnUMi2ZLJcrl+sobvG4tGXp0qXNmzf39/fn556FvjXt2rWj18jPwV2QtpgF0hYdkLZoERsb+/fff/9pyfHNd6k3Ik4yf/XVV7ko0e3bt8XRj/y3bvq3TJkyVOLt7X3t2jXRTJg1a1bCrtnLy8HVNG7j0rSFHD9+nN/cRJs2bbI+HUBp1apV4v2hxlz09Kl8Gw7Vm7Z///680v1Qv/zySy5ypfDwcPnuEsrbhKvSlrZt24pyQm3kcV6oV2M9IGJUVJQYLaJixYoOTvmxR05bXHG7Wdcxb9pCPx0xEurzKC++kFFnVW5D9A57nFrMm7aIIUh1pS2hoaHid4PQN5c6w6JclbbUrVv34UPeb27cuJFLvbxKly5986btw0Tq94owvVKlSlzkbLRFvffeezktFS9e3MGfCsjMmTNprbJmzbp3715Rcv/+fTGgb/v27ZVnT9BLFqdOtGnTxqVbb9pJW548eUI7PrEHlNFPN1fbsmPHDrEhffjhh1yUiCYUu5tevXqJkl27dontdvbs2aJEoM9alNs8p9IEVOevJFzbsyHh+h/pyWSLVMRm3BG4gS/6sZPbWMQlCXPgckXzNJK20PYmDlkJHW5xqWeRb0Vao0YN+ZJ/cAOkLWaBtEUHpC0uQj1hcQILHWqrTqP46quvxIGRfA+dS5cuiRSDDiWpKy4KyePHj8VtGvPnz0/dGy5NPa5OW5Khb9++tD5EPhiNioqSz5FRXZQuLuCiA0r33HCB3i75Xs50vEufsiinj5g+UFGeOXNm5ck7dHBI24Coeuedd6yH8j179qyIS+g1cpEeJ0+eFGnO4MGDucgMzJu2eCqTpi33798Xf+DWdWHmuXPn5LSlUqVK8sgsyrSFvraTJk0S5WTZsmWinLRu3Vr+Iu/cuZOa0a+WuFLj/Pnzoo1Lx+uhZd2xZG/4D5k41zJ79uxy4Ev9DfGrpRqcm7ro4jJbBwPGO0XaSVuS4fbt26+99hq9P40aNeIiSVxcXPv27anc29t7yZIlonD8+PFUQlTvpFy+fv16LjIZVdwik3IRy6wkObGIxeyflSubOwpRPCVtoYMH8Rr8/f3l6Nkj0Y9ejRo1xIs1awRpQkhbzAJpiw5IW1xHHLvQUc7w4cPFaQh06DNr1ixx+wY6KpIHRqWjdvn6kVatWoWGhlIhHRCLa0aIS4dR1M5oaUt0dLQYYbRy5crym3nx4kVxyx5Svnz5U6dOUWFsbOyvv/4q3vmePXvaPMvA6TZu3CjObyIvvPCCvIaHDh0S2QEpWLCg8vzwESNGiHKiHDFBtmPHDlE7bdo0LtLj5MmTon9oltFYBaQtRmPStIV+VEWntHr16lykwaZNm+QMtGrVqvI5ZatXrxaFhN4NOU4lY8eO5QrLjbZz585UkilTJnEO4z///CPaGKp/S+9Snjx5aK3eeOONmJgYUThp0iQqoV+P+fPnixJB3PqayhcsWMBFroG0xTExWnzOnDlpTydOPnr8+PGoUaPEPqhHjx5y5CfueURbrHy3KUGU0y5eVW4mViOvJFzrI2o0hy32zlVRzkFZrvHUFs9IW+QTh91ziY00CLEdiacWSew0tDVysV4zZswQL9lc11+bF9IWs0DaogPSFte5c+fOO++8I36mK1asWKNGDfn6+WrVqokUQOjfvz8VUsdbtKfDHeoMlC1bVmrrNXDgQOvhHlKF0dIW+Y7OyjEIVq5cSUfkPj4+9GbSoaevry/1r6pUqSK9l15NmzZV3o3bpW7fvr1nz569kqNHj8oRT3h4+OHDh0X58ePHRaFw8eJFUU5sHvKuWLGCXkW6dOmoB8hFemDcFnAKk6YtDx48qFOnDq22riuJ5syZQy+2iKRdu3Zc+vTpli1bSpYsKco/+OADLpX07t1blBPlbeaWL18uvr8zZ868fv26CF9q1qxpPZJ6KqIfJRFMf/fdd1z09OmXX35JJUWLFr1sebPqAQMGUDm9P66+iw3SFsfOnj0rrlAmtL+j4w35Wo/GjRvLez36CojAkbZY5ZVfcnmbNm0McryhQ8I4tnKuQk8ZP01gGbY4DDvspScaQhiHGYr50xb5r0HKXwaXskrPZIqPO4GNkYypjcP0Swc68BBzVJ7ACC6CtMUskLbogLTFpe7evTty5EhxswCBjofoQJyOs7mFhI7gqYqOuemAdfTo0fItJF555ZVx48YZ59DHaGmLPDgCvUtc9PTp5MmTqSRPnjy7du1atmyZuGMRKVasWK9evewNoGAW/fr1Ey8neWfwIm0BpzBv2pKMUXKjoqIiIiIiJcpfY+qsikIinwMicKlEeSZdWFiYPByAOF8mR44cW7du5WpjELkGkU9XoZf/1ltvUQn9/oeHh4tC8uTJE/mECGW5KyBtSdLly5dpByHv8ry9vatVq0Y/9cosj3YcYijcgIAALpLI5T169OAis1B0yO1mGDrCFnvpSUrDFrOnLfLhFv2CcZF7qD67BLbfPcUnRJyVtCSgH0BxSVGWLFkwhourIW0xC6QtOiBtcYN79+6tXLly9uzZmzdvFlcJKd29e/f111+n3/G3335blFy6dImOLJcsWeLSWzwkg9HSlosXL86ZM4fe2PPnz3PR06e9evWiNcyfP78YXuH27dtr166lNq7+06t7bNu2jV7LvHnz5PE4dUHaAk6RptIW57px48aAAQMKFSpEm3S3bt22bNnCFYZx6tSpX3/9lX5n5L8KREZGrlu3jkpUI17ZK3cFpC0a3bx5k94r+lB27dolX74qu3Xr1sKFC6n2cOKo7YJcrhw5zgyUXWy7EYaqw+4o6lA21ZKq2DsTxprFSpgvbRFnThUtWtTdJ+KpPjz777NL3+Dg4GAxQFWNGjW4CFwDaYtZIG3RAWlLqvvrr7/EldU9e/bkIqMyWtpiLTQ09Pnnn6c1fOWVV1x6gwyTQtoCToG0JYWCgoJUt58Dx5C2gA2awhY9Jz3YS0/slGsPW0ydtsgDxqXCkYM6bbH7PmvaFlKADtHFzD17bOBUh7TFLJC26IC0JdX9+uuv9POdJUsW4x9EGj9tOXr0qLe3N63hmDFjuAgUkLaAUyBtATdD2gLWLHritrvhqs56EpmIsrWyx26nJ2+vuS0WK2KytEW+/vHs2bNc5C6qz8/+W6dsmFTylSxy5GT8v4yaWmjY424j1lo/zl25wy3AGJC26IC0JdWJexhnzpxZeTmMMRk/bRFH5OT333/nIo8QGxsrDQFhISIiQu/5O0hbwCnSYNoSExMjj94ii4qKwjl07oG0BWyw7IurOtmB1rcoSqIXbq/HrixX9vatyqUCywFcEykDG9fEAS4SHBwsbmVYpkwZLtJEPVKxJalWw5tg8bYRuzmVq09tSSAuJqJ3w1DjmgOkCqQtOiBtSV10pD569Oi33nqrXbt2yRuJw52Mn7YsW7aM3kzy77//cpFHmDNnTu3atevUqUN9RVnNmjX//vtvbqEN0hZwijSYtowfP7569eriqye8/vrrjRs3xlnl7oG0BWyzum1NLQk/kdXScjtgRY/dIg+xV26ZBYiFqoKUwMANxPqWObUSVmjDBk2JQ+qiowWxyhoPGxIyLsWrpdepfIm2btLNVbZYxmlW7+4z7ghbnl1MhJsTASBt0QFpC2hn/LTFUw0dOlTs41X0nsKDtAWcIg2mLR07dqQJVXx8fLZt28YtwJWQtoB9gQlxhnXCQqg0IWbRFmnYO4XFQU/eIg1QBQvEIo2xzfCnufj7+4s13bFjBxfZpQ5HGL9pdmodvAVWU9gLUpQNXfeOptqNmQCMB2mLDkhbQDukLanl66+/Fvt4lZUrV3ILbZC2gFOkwbSla9euNKEKbZYaeiDgBEhbwLA0XhRjUkWLFhU/d/Szz0W2JZ61kpBvWaYkCfkH5yEJlapaYi9EUadV9tq559SWp/v27ROL8PPz4yKAtAppiw5IW0A7pC2pBWkL0hZDQdoiIG1xG6QtAKlC/NaRiIgILrJJilPk64IscpJaAZMTnj476UR9zoqdgETdzO5ZK8qlue7UloQdn1hGgQIFuAggrULaogPSFpvu3LlzRnI2ZWgOoaGhPFPzQ9qSWvSmLYGBgTExMfxEAWkLOIWnpi30c33q1Cl+YglpS+ryyLSFNsjTp0/z4UIK0Eb733//8UwBnCc4OFj81mXJkoWLHFCc4WN9DZVFoqKqtp22qMMWu2etKBu6MGxJwEtJMnsC8HRIW3RA2qISHR1NHdGXXnopv5PQrPr06RMUFMQLMDOkLalFV9oyatSozz77zOatUpC2gFN4atpCr6t+/frLly/n5wpIW1KXh6Ut4eHh9ENdunTp559/no8VUoBmUqRIEdpE79+/zwsAcAb52pmiRYtykSbqsEWVgahyFDsJiXom9sIWi4Z2GzmHr6+vWM5Zt98MG8BQkLbogLRFZf369eKX1Llq1Khx/PhxXoZpIW1JLdrTlu+//57Ku3fvzs8tIW0Bp/DUtOXWrVslS5akjW3DBvUhO9KW1OVJacv169ebNm0qNiHnmjhxIi8DwBnWrFkjNi1/f38u0iKpK4U0ndqSRGLzjLKhi09teTaKDX75IY1D2qID0haVcePGiV9Sp3vppZc2btzIizEnp6QtZ8+e3bt3774Uo5kcOXKEuk88X4+mMW2hQ21vb28q79OnDxdZQtoCTuHBaUvlypWpQe7cudevX8+lkjSetgQHBx84cIB/fFPs5s2bPF/NPCZtOXz48Kuvviq2H6fr2bMnLwbAGeS0Rd+4sEmkKapq2wmJ864j2jA5QLsk0pok05aE+2PZN3mD3fuQ25rQdmMbDR2sdaA041oKWu7SZT0VSViQ1ht8gcdD2qID0haV8ePHi19SV6BD81mzZvGSTCiFaUt0dPTw4cNz5cqVzUmyZ89esWLFJUuW8AI8l5a0ZcKECVyKtAVczOPTFpIvXz5l4JJm05YnT57QD37hwoX5Z9cZaONZtWoVL0Cb3zwibaGVL168uNh4XKF37968JABnOHbsmNi0dF1JlESa4ubriNQzciipc2OyZMkiGtJOkItUAhPvzWSfPJawBRsT2mpnlUIlzM72SgdOVs5RCkz4/8TuK7VcD2kq5RLtfg6QxiBt0QFpi4q4EEPw8fGhXuu3KUCTyz/NQsaMGUeNGhUdHc3LM5UUpi0HDhyQL3l1InqHx40bZ3OYEuM7fvz4tm3bqMO2efNmuztvDWmLfFaLYC+VOH/+vEhbaCPkIjNA2mI05k1b6tWrR6tdvXp1LrJ07969V155hRoIzz//vHxJkd60JT4+/siRI3/99Rc12L59+7Vr17jCVIKCgtq1a8ev1qlef/31sLAwXowGv5k/bZk5c6b1HvCDDz7gw4VkGThwIG2lPC+kLeBs8ii5hIuSlkSaoo4LbHff1a3shgPKMMVWI3lGiZW2Jkgss7sUCf1kiWaEi2yxWHX51alCDFsLUr9mG62smthbZYuGtSbLeQytBhcmmU0pQxx5MsfvEKQhSFt0QNqiokxbcufOffnyZa5Irvnz59N8eI6JunXrZsbR7FKYtixbtixdunTiHXC6Tz/91IxDxL/33nu5cuWiPluOHDno0JlLrdhLW9auXUu1EydOzJAhAxdJOnXqRL07a5s2bcqYMSM1GDJkiJizKSBtMRqTpi10rFyzZk1a7cqVK/NXwtKhQ4fKli1LDWT06y0CF/rR5iIFB2lLTExMgwYN6NtNHWwyefJkrjCPU6dOiVOBXKFMmTJXr17lJWlg6rSFNoYRI0aI314ZPf3uu+9iY2O5UbI8evSoQoUKPEekLeAC8p8Mg4ODucgxdSCg7tMr0w5i51wJVSt7zSyWZjMJEDN6VmWxes+yEFFqbykC7fikqZK4A7Ry1S1WyW4FU79m60ZWLWy/ZodLUtQ5mr/tyWwvDtIipC06IG1RUaYtdCR95MgRrkiBzZs3lyhRgmea6J133rl06RK3MIkUpi1Lly4Vr13IlCmTj48P7ciTIWvWrNbBzXvvvWe6ez/Vrl2b195hAmIvbVmxYsXEiROt3wrqk3jbIocybdq04VmbAdIWozFp2nLz5s0XXnhB+gZ48VfCivW3KX/+/CtXruzVqxc/V3CctlStWpXbeXmNHTuWK0zin3/+KV++PK99opT8aBNlKFy2bNk0krbcuXOnQ4cO4lXL8ubNu2jRIm6RAvQeKvNBpC3gdGXKlBFbl9a78KgSAQed/QT2uu8amznKBySiXpGiKGf8rFikLUlkCfRrL6arUaMGF9lgO85JYL9GkrgOk5+toWUjXvUARQMbs7FcjPVLUlaram2/N4IYV8bxGwRpCdIWHZC2qLgibSG0l1L2q4Vy5crt3buXW5hBCtMW5bktdNQ+cuTIv/76a2uybNu2be3atdWrVxdzk1H3xlkfmXu88cYbvOpeXsOHD+dSK/bSlgULFrzzzjv8RA9zxRZIW4zGpGnL3bt3/fz8pG+APvQFpH4sP1FwnLbQETm38/IaN24cV5jB4sWLldenCPRZb968Odk/2qRZs2Y8rzSTttCuv379+uIly0qXLk27MG6RMkhbwNX8/f3F1qXxPg8WfX3r3n4S1TJlx5/Ya6doZndWFuxmDYGE/2uP/CfD5s2bc5EN9iMLi9duHZOICQM2KGagbMRTU729lyBYvHNJhTEW9UmsH4AS0hYdkLaouChtIcHBwdYXwBcuXFjvYIGp6Nq1a2I89pSnLVmyZKEDd65IruvXr7/33ntihrJixYqpbiZiZClMW/7880/6UCyHMEtQs2ZNcVX/WFtGjx69Z88enrUZIG0xGpOmLVFRUYsXL/7mm2/4m2Bp3LhxgwcPLlCggPQdeubLL7+MjIwMCFAewjLPS1tiY2Ppd0OM7iTLkCHDsGHD6N3jRsnVv39/nqP+tGXFihU0Vfr06f/++28uMrxdu3ZVrFhRvF5ZvXr1/v33X26RYkhbwNUmTZokti5td7yy6LETdafdIgtw0KdXzcd2lKJspD9s0R0oyMfwM2bM4CJrDtZJ+dqtV1fUUrliDopWtqptzMXiBVpXEwdvgeWHkzp5S1R0LPVMrR8PwyO5BRgD0hYdaAtW5SzigbSFODdtIeHh4f369eO5J8qRI8f06dO5hbEFBQUVKVKE1pm661ykhyptWbNmDVekwIMHD6xHr/T19f3ll1+4hbGlMG0Ro+ReuHBBdZoPbWZiQs9g6rQlNDR027ZtkyX79u17/PgxV5iZSdOWJFmf/EKbnBhZQ+8ouWZMW+7fv299wVSuXLmctYfq06cPz1Rn2hIZGfnVV1/RVLQHoR/D69evc4WB0Y9zwYIFxYuVtW7d+tatW9zCGZC2gKsFBwfTARttXY4HK0mkSlPU/X2Lrj5J7NFLQ8ha3FtH1dJW11+xLJu5gg3K1dOXJkRERMjvg4NRAu1nGQ5SjgRcTRWKhvLLkrOWJF6CxUJsvykWn5BqBhZ1NAN7dztyIep+qjqk4kHdVW4BxoC0RQekLSouTVtIXFzcxIkTxU+2zNvbe9CgQXRAyY2MJzw8fMKECbVr1xZ/8yxVqtTo0aO1DpmWyBVpC4mKihozZoxqAEJxpZLxb1TklLSFXLp0SXmGi707QJuUSdOW48ePU+eqSpUqOXPmFJ9Lvnz5atasOWnSpBQOjZnqPDVtod80+Q7QpF+/fvIJHR6ftty4cUN5pY9An7IYitspkpe2bN269c0338yWLZuYMEOGDOXKlfvxxx+NfGu/n376KXv27GKFZbQ50Z6UWzgJ0hZwg549e4oNbN++fVxkj0Vv31Z/X9Wf9wqYvGED36hYfWNkdddfOa9A5eU0dmIFG5Srp3kiQb6MyPFxiL0sJMkYREwo1SjmIWbBE0tPlAuwmo+GsMVxE4taie25uA7SFrNA2qLDw/BI2oKtH1HR5u4MJJur0xZhyZIl+fPn58Ukat++/d27d7mFkZw9e7ZBgwa8lgqvvPLK/v37uZEGLkpbhAULFogOudLHH3987949bmFIzkpbyIULF8T9VgjSltQVGxs7fvx4679sy1q2bKk3rDQUT01bbt26Jactn3/+eUxMDFd4etpy9OjR119/ndc1kZ+fX9KdKz2SkbbQXsPX6q7JQufOnZUfkEGEh4d/+umnvIqJsmbNOmnSJG7hVEhbwA2OHTsmNrDBgwdzkR3qzroqPyHW3XnBZqfe8q7JklrqS6f1nH9hsXDrdXNIvoyIdn9cZINyCbUSkiQyOcDiVdiOLzhEkVZKMZOE5/xUrK/FAhxmJXZiEmVaY/M9sH7PqZnmtzjFkLaYBdIWSD73pC1kz549yhs3Cv7+/ufOneMWxhAaGmo9LIisVKlSFy9e5KZJcWnaQrZt2/byyy+L+csaNGhgtLdUyYlpCwkMDKxWrRqVe9gxt7nSltjYWFpP6fNxpFWrVg8ePOBpzMaD05Zy5crR61Ke1SJ4cNpC3QExIJdSo0aNHHYqkkNv2nLq1KnChQvzBLb8/PPP3NQYgoKCWrRowSuXqFChQitWrOAWzoa0BdxD/Jr5+vo6/lmw6MrbDxYsjykd5yUJ98KxfQxaK2FCXTGAcvV0hS379u0T56Q7HB9XFXeo0fpOtvdK7SUq9A6Klea30mIBVi8hySRF1cROIGMr5dL1dqUE0hazQNoCyee2tIVcuHDB+pyR8uXL79y5k1sYwHfffcdrZkeXLl3i4+O5tUOuTlvIyZMnrf9CW7Fixd27d3MLg3Fu2kICAwOrVKnSqVMnjR+KKZgrbfnmm2/EpyN74YUXXnzxReo3Zs6cmYskU6ZM4WnMxlPTlmvXrr388ssBAQHWV6l4atoyc+ZM+Uo3Wffu3V0RBepNW3r06MGt7ShTpoxzh0FJCdr71KlTh9csUYUKFXbt2sUtXABpC7iHHDfQz5qDUUu0S7gFUAJ+qgFPIHCZPsqowl7QYENYWJjIo+kdSOI22BZxzmRe1wRcb5dFpKKcDf+5MzHsUC7A6iVYRDG2X6CGJsyiJdHxhqUI0hazQNoCyefOtIXcuXOnY8eOvLxEBQoU2LJlC7dIbcpRDGwqXry4xj+BuiFtIXTw3aZNG7EUWcGCBV3318WUcHraQuig/7fffjPgOfbJZqK05fDhw8pb55YoUWLMmDEhISFRUVHUfaVtXnkSQfny5UNDQ3lKU/HUtOX69eu//vqrzcE1PC9toS7TsGHD0qdPz6soyZQp06hRo1w04pWutOXJkyfW5yqq+Pj4uDTL0O7YsWOlS5fm1Urk7++fRN8sxZC2gNvINycyyyW9ahb5gY5zNZo3by6mmTdvHhfZoVyCrnSCQ5TElVInHfLKOl5A0i/QokWSa6iMdnS9YymBtMUskLZA8rk5bSF0TDlixAjxRwNZkSJFPv74486p7cMPP1T9Nd5a1qxZN23axC/GIfekLcTevZ+mTp3KLQzDFWmLgHNbUkWHDh3ER0NeeOGFgwcPckWiVatW0VdGNKCOrmHPunLMU9MWBymDh6Utd+7c6dSpE69corx58ybZnUgJXWlLYGCgg5GPZHXq1OHdVapSRS301aYNht5kfjEug7QF3IkOVsWW5qJxiFxLGR5oiw4iIiIGDx4sptDwkpNOO+zgCW2GKhapiOOXkOTyLeITDXGQvnDGOZC2mAXSFkg+96cthA4rS5QowUs1mwwZMqxevZpfiUNuS1tIfHz8Dz/8oMqw6Ai4b9++Tr8rRErUr1+fV87ZaYsnMUvasmfPHvlGJJkzZ/7pp5+4QuHx48fK23WPHDmSK0zFU9MWB1KYtvz4449cYQAXL15s2LAhr1miYsWKaczNk01X2hIcHFykSBFubTbPP/+8vQ3DuZC2gJvNmDFDHFn5+flt3LiRS81AGR1oSQ7kc1Hp9WqLofXHOUxMaDtVUa6qcgG2XoLjFXCQnQRODgiwNahMsl9R8iFtMQukLZB87k9baBGvvvqqHEMIdJRZtWrVV1JVlSpVaG/q7e3N62QHHVYeOnSIX4xD7kxbhOXLl7/wwgtiibJ27dpRr/j48eNHU9uxY8foo+fVQtpin1nSlo8//lh8LqRWrVr27unes2fPypUrN2vWrFOnTgY830oLpC2C9rSlb9++J0+e5G9+6jlx4sTmzZsrVarEq5WIfojoJ5FX3WX0jtviYIB2gXYoNJ9U31fSu6f6ewmtWKlSpTZscHn3BGkLuN/Zs2cbNWokNrkkRo01kCRP/LDg7+8vWtIL1HoDQb1xjownVKzUs5RDuaZJLkDZQP0SLV6/amrrFRAczc9VkLaYBdIWSD43py3r16+3/vNdly5dTp8+fevWraBUdfPmzRs3brRu3ZpXy446deo8efKEX49D7k9byOHDh63v/ZQ3b97ChQsXMgDlhVpfffUVr7QVpC3GT1tCQkLkbk+mTJlmzpzJFVboy0XfLFMPrIO0RXCQtkRFRSlPYsqZMye9Y/y1Tz20u8mWLRuvU6KWLVu64ZoXojdtmTx5Mre249133718+XKq7ytpBS5cuEA/4KpBcHx9fefPn88vxjWQtkBqOXbsWM+ePT/++GN+bnRJnRdiiV4XHW/Qa+TnGljEGXqyCZ5QuVKJ87KYjcUC7LwExatUTss3NmJWK5dYq6qwMzPXQtpiFkhbIPncmbbMnTtX9CFl3t7edMQWGxvLLQzg8OHDOXLk4PWzZfny5dw0KamStly/fr1mzZpioQY3dOhQXmkrSFuMn7bQZyHOrybUyzLOrVJcAWmL4CBtefDgwSuvvMLtjK1Hjx7uyf70pi33799/9913eQIrzz//vK6+kBvMmjVLdYOn9OnTf/vtty4adZggbQHQwiKpcEV4YJlnaMhzEj2b0PFKaV2A4ubNCXecJhZ30LY1nWLO0l2q1RNpfzFOgLTFLJC2QPK5LW0ZP368agDabNmy2RzoIdVNnz7d3li5X3zxhfbRWN2fthw4cMD6xJZGjRrR4a9BFC9enFcLVxLZZ4q0ZdCgQeJDIe+88w6XeiikLYKDtEV1JZGhfnbKlCnDq5WodevWWs+WTwG9aQu5ePGifEMQJXoJW7du5UZGQvs168F9+/fvr/EMUL2QtgAkRZW0MGcGLslegmpC+7GGZdQi2G0duCHA+ipMKUexPUHCqC22L9u0P43LIG0xC6QtkHxuSFuio6O/+OILXkaiPHnyLFq0iFsYDx1BVq1aVb6XSubMmelgd9asWfRauIUGbk5b1q1bV6hQIbE4GXWZHj16xC0MQDlWJdIWe4yftsTHx3fp0kV8KGTatGlckVzh4eHXrl17/PgxPzcYpC2C9rTFUAP0/Pvvv7Vr1+Y1S/Tmm29euHCBW7hGMtIWEhERMX/+fHmIq4oVK44dO/by5ctcbTy0SSgTEIG+Ka64XAtpCwDYEZiIn2vAEyTgEndD2mIWSFsg+VydttDxVvv27XkBiYoWLbpt2zZuYVR0yLtkyRJfX19a4U6dOt2/f58rNHNn2jJv3rzcuXOLZQkZM2YcPny4rnjIDVx3B2hPYvy0JTIyslWrVuJDIdovr7PpwYMHb7/9Nn1ZtmzZwkUGg7RF0J62GO0O0NeuXWvatCmvXKJKlSodPnyYW7hA8tIW4bfffqOp0qdP/+eff3KRgR0/frxatWrilcoaNGjg9JAIaQsAeBKkLWaBtAWSz6Vpy8WLF+l4i+ee6LXXXjtx4gS3MLbg4OBixYrROifvtrVuS1voQ/Tx8RELErJly/bzzz9ztZEgbdHC+GkLdaKUw11v3ryZK/S7f//+hx9+SDOh7xq9cC41GKQtgnnTFnLv3j3rF1W4cGHX3dU1JWnL4sWLaar06dO7+jbVznL9+vV33nlHvFhZhQoVDh48yC2cAWkLAHgSpC1mgbQFks91aQvN6rXXXuNZJ2rQoIGuI87URV2sl156iVbbwd1zHHBD2vLkyZP+/fuLRcjy5MmzZMkSbmEwSFu0MH7aQt9u8YkIe/fu5QqdwsPD5XPf2rZta6gBs5WQtgimTlsIreTQoUMzZMjAaynJlSuXi+6k45RzW/73v/9xkeHdv3+/W7du4vXKihUr5sTACGkLAHgSpC1mgbQFks9FacvWrVuV46EK1Ju6ffs2tzADg6ct9Ga2a9dOzF9WsmRJI1+lhbRFC+OnLcePHxefiHDgwAGu0IM6Tsobrvfq1YsrjAdpi2D2tEWYOnWq6rbQmTNnphXWPgK6RmktbSGRkZFDhgwRL1nmxGHakLYAgCdB2mIWSFt0OHflTrcRa60foWEGHZ3R1VyRtixdulQ1hgjp379/eHg4tzAJI6ct58+fr1+/vpi5rFq1atQN5haGhLRFC+OnLUePHhWfiKA3bYmLi5s9e3apUqV4esno0aO52niQtgiekbaQxYsX582bl9dVQr/VAwYMiIyM5BbOkAbTFuHHH3/MmDGjeOEC7QEnTpzI1SmAtAUAPAnSFrNA2qIDbb6qDVo8aHPnFmmMMm3JnTt3yse0mzRpkuowK3PmzLQUrjYVw6Yt1Nd95ZVXxJxljRo1unTpErcwqhSmLatWreIWHs34acv58+fFGgq7d+/mCkvUd6Vt0jpm3bRpk5iwfPnyRYsWpf/4+PisX7+eq40nDaYt1peEEI9JWwhthGJYLqUPPvjg3r173CLF0mzaQmj9rf/oQj9oERER3CJZHj16VKFCBZ4d0hYAMDmkLWaBtEUHpC0qyrQlS5YsnTp1GpQC1BWR8wWBjrdcdEm8Gxgzbfnrr7+sr9Kidz40NJRbGFgK05a1a9dyC49m/LTl8ePHjRs3Fh8K+eOPP7jC0pEjR0qXLt2oUaP27duPGDEiJCRElM+ePbtNmza//PLLf//99+WXX9IcSpUqpasv6mZpMG0JCAiQPlsLnpS2kBMnTsg3Wpa99dZbzoqt03LaQmzuqpo0acKHC8nSs2fPPHny8LyQtgCAySFtMQukLTogbVEZP348H7a4QOHChU1x90p7nJu2rFu3jitSgA7BxU2plfr37+/cE+BdJ4VpS8mSJV9Llh9++IFnbQbGT1vi4uI6d+4sPhQyadIkrrA0YsQIbiHdbVc+a+Du3bvygLhi7CH6jIy8DZs0bbl//z6tsPgK6JUvXz7pc7PgYWkLuXr16ttvv80rnahq1apOuai2b9++PMc0mbaQQ4cOValSRbwDroC0BQBMDWmLWSBt0QFpi4rr0hY6uNy1axcvxpycm7b8/vvv1CGJSJbo6OiwsLAffviB5iNmKJjuKq0Upi3J1rhxY561GRg/bSGDBg0S7y2pXbs2baJckejSpUsvvPCCaECdxjFjxnCFwo0bN0qUKEENqlevzkWGZNK0hd7eHDlySJ+Ac3he2kLu3Lkj7kGuRJvlli1b6Lc3MjJS/AjrFRUV9cknn/Ds0mraQs6fP//WW2+JN8HpevbsyYsBADAhpC1mgbRFB6QtKvIACs5Vt25dOsbiZZiWE9MWOmiuXLlyo0aN6ifL22+/TR1ab29vMTeBej6//vorL8wkUpi2VKtW7f3332+uTcuWLWlx9M7ThJ07d+ZZm4Ep0pbVq1fL2R9t519++SVXSEJDQz/44ANRS4oUKXLr1i2uU/jnn39Eg+R9xdzGpGnLf//9V7JkSVptX19f+jrwFyMpLVq0oH/FT5+KR6YtJDw8XHnVj5A3b94GEv4V1oOmatiwIW32PK80nLaQkJCQNm3aiPfBuX766SdeBgCACSFtMQukLTogbVGJjY0dOXJkqVKlqC9Bh9cpRDMpXrx4t27dzHWnZ3tSmLYsWbJEHBG6Ah3Hm/Eqrddee41fgJeXqn+uZC9tWbp0qfY/NVPLgwcPZsqUiSakGfKszcAUacv9+/eVvWtCa3v48OFjx46tWLGCuppcKvUYp02bxpNZWrZsGTXIkCHD5s2buciQTJq2PHjwoE6dOrTaVatW1XuOxscff5zw4VlynLYohy8dNWoUV5hEXFzc6NGjxc+FK5QuXZq2Il6YBp6UthDaougHv0SJEs460ihZsmTfvn0fPXrECwAAMCGkLWaBtEUHpC023b179+LFi3QsmEKXLl26edNzfiDoFdGBHR3yJi9t+eOPP6gbKR1pO1n58uX13nPXIIYPH96sWbMWLVq89957S5Ys4VIr9tIWvSMNnz59WnSfRo4cyUVmQBue8dMWsmDBAuljSQJ93I8f277F/uTJk6lB5syZjx49ykWGRJ+ISdOWevXq0WpXq1aNizTr3r17wodnyUHaEhsbO2jQIPp2ixNkVq9ezRWmMnfuXPHVczr60Q4KCuLFaOBhaYvw33//Xb58OeFYIWXoSEMechsAwLyQtpgF0hYdkLaAdnRUl5K0hY6tK1asKB1pO5O/v39gYCAvw2zi4uJiYmKoYxYdHU3/51Ir9tKWlStXcgttTpw4IdKWESNGcJEZ0IZnirQlMjLS5p1rlGrWrHn9+nWewFJ8fHzdunWpja+vL3XDuNSQ6BMxadoi3uHXXnuNizTr2rVrwudnyUHaQuRvN6EPl0vNZt26ddZ30km5Ll26WI9t5IBHpi0AAKCEtMUskLbogLQFtEth2kL27NnTpk0bcfF/yr399tvjxo3zjKu0HEPaYoq0hYSHh/fo0SNr1qzS52PBx8dnwIABNodrEe7evVugQAFq2bp1a+qfc6khIW0RHKctHuPUqVP9+vXjn11noLnpOrGFIG0BAPB4SFvMAmmLDkhbQLuUpy2QPEhbzJK2kJiYmPXr13fp0qVy5cq0zpkzZ37jjTf69u2b5LhCgYGB+fPnp0m++eYbLjIqpC1CGklbjABpCwCAx0PaYhZIW3RA2gLaIW1JLUhbTJS2yG7dunXw4EF6z8PCwrjIodWrV0ufqtf06dO5yKiQtghIW9wGaQsAgMdD2mIWSFt0QNoC2iFtSS1IW8yYtui1cePG9pKDBw9ykVEhbRGQtrgN0hYAAI8XGva424i11o9zV+5wCzAGpC06IG0B7ZC2pBanpy24JxGkhHnTFnFPIqQtpoO0BQAAwCCQtuiAtAW0Q9qSWpyVtpw8eVKkLUOGDOEiM0DaYjQmTVvCwsJq1qxJq420xXSQtgAAABgE0hYdkLaAdkhbUgu94VLnTm3FihXcQpsDBw6ItKV9+/ZcZAZIW4zGpGnLrVu3xC9YMtKWzp0704QqOXPm3L59O7cAV0LaAgAAYBBIW3RA2gLaIW1JLc46t4V6ht7e3jRhq1atuMgMkLYYjUnTlqCgIHGPbZzbYjpIWwAAAAwCaYsOSFtAO6QtqeXQoUMzJDMT0f+nTZt26dIlbqEN9QxF2vL+++9zkRmYNG158uTJ3LlzJ02aNHny5B9++GHXrl1coRAcHDxlyhRqIOj9QFOLedOWggUL0monI235+++/p06dyl8/yfTp0+fNm3fzJm6U4A5IWwAAAAwCaYsOSFtAO6QtZoe0xZ1u376dN29eWm2hX79+XKGwe/durpboPVkptaTBtAVSF9IWAAAAg0DaogPSFtAOaYvZIW1xp5CQkCJFitBqC19++SVXKOzbty9Dhgzcwsvrjz/+4ApjQ9oCboa0BQAAwCCQtuiAtAW0Q9pidkhb3CkkJEREEoK9tEV8IgLSFpdC2mJeSFsAAAAMAmmLDkhbQDukLWaHtMWdkLYYDdIW80LaAgAAYBBIW3RA2gLaIW0xO6Qt7oS0xWiQtpgX0hYAAACDQNqiA9IW0A5pi9nJd4Bu2bIlF5kB0hajMWnacuPGjWTfARpSF9IWAAAAg0DaogPSFtAOaYvZ7d27N2PGjPQJdu/enYvMAGmL0Zg0bbl9+3aZMmVotZG2mA7SFgAAAINA2qID0hbQDmmL2Z04cSJTpkz0CY4YMYKLzABpi9GYNG158OBB3bp1abWRtpgO0hYAAACDQNqiA9IW0A5pi9nJacvIkSO5yAyQthiNSdOWqKioN954g1a7evXqXAQmgbQFAADAIJC26IC0BbRD2mJ2Fy5cEGnL2LFjucgMkLYYjUnTlrNnz/r5+dFqV6xY8caNG1wKZoC0BQDA40VFx1LP1PrxMDySW4AxIG3RgbZgVc4iHkhbwBrSFrNbtWqV6Nt37dr14UPTfMeRthiN6dKW//77b+jQoQUKFEiXLh2tNv3r6+vbr1+/oKAgbgHGhrQFAMDjUfdT1SEVD+qucgswBqQtOiBtAe2QtpjXyZMn27dvL25/S3x8fOrWrTt79myuNjakLUZjrrTl+vXrYrgWa6+++ip9NbgdGBjSFgAAj4e0xSyQtujwMDyStmDrR1R0LLcASIS0xaQ2b94sPjgV6rr07ds3JiaG2xkV0hajMVHaQpt3586dxdtr0zvvvBMeHs6twaiQtgAAeDykLWaBtAXAJZC2mBF9aiVLlpT6lTZQ7+XXX3/lpkZ18+ZNkbZ88cUXXGQG9+/fV4ZcWtKW9evXc4Wx0SciXlrHjh25yKi2b9+eNWtW8fbas3r1am4NRoW0BQDA4yFtMQukLQAucf369aJFi9Ih79dff81FYHjDhg2TepR2lStX7uzZs/cM7Pjx476+vrSqn3zyCReZQWBgYOHChcWbTLSkLYsXL+aJjY0+EfHS2rRpw0VGNXToUPHeOvDpp5/y5wFGRV8N+qTSp0+/YcMGLgIAAM+CtMUskLYAuMS///4rBv4YMGBAfHw8l4KBPXjwwN6IFUrZs2d/zsBy5colBjfNnDkzF5kBrTZ1DsU7TLSkLQb/IGTyS8uUKRMXGZW4CZdjTZs25c8DjOrXX3+lT4p+B9asWcNFAADgWZC2mAXSFgCX+PPPP8U5+R999FFsLEb2MYGrV68WKFBA6lFCKtOStkCqeP/99/nzAKMaPXq0+LDmzJnDRQAA4FmQtpgF0hYAl/jf//6XLVs2Ot7t2LEj0hZTuHHjhs3xcVWaNm06ePDggQMHfmk8gwYNCggIyJIlC61n1apVaSVTZT3p/Wnfvv3bb7/9jqRLly60YlxnC9X26dMnZ86c4h0mVMifioIqbWnRogUtSMxBRbzqDz74gJb+rkKjRo1oxeQGbkBrSJ+IeGnlypUbMmQIVxjPV1991aBBA/HeOjBy5Ej+PMCoxo4dKz6suXPnchEAAHgWpC1mgbQFwCWQtpjOkydPGjduLHop9mTIkOHAgQM8gSFdv379OWmU3P79+3NRKolPxM8dunfvnt57Ev35559cYR+vgQJXuBF9IuKldejQgYuM6vz588rRc6z5+Pjs3buXW4NRIW0BAPB4SFvMAmkLgEsgbTGjn376SfRS7KlTp879+/e5tSFdu3ZNpC2ff/45F5lBaGio3rRl7dq1XGFs9ImYJW0hEydOFG+vTfS5GP8m6IC0BQDA4yFtMQukLQAugbTFjO7evVuvXj3RUbGWNWvWTZs2cVOjunLlikhbPvvsMy4yg5CQEL1pyx9//MEVxkafiHhpH330ERcZGP1YDRo0yPo+0JkyZerdu/eTJ0+4HRgY0hYAAI+HtMUskLYAuATSFpM6efLkm2++KfoqSs8///zs2bO5kYEhbTEac6Utwp9//tm2bdscOXLQamfPnp3+v3z5cq4Dw0PaApDGbAgQ33lbAjzzRvBp8CWrIW0xC6QtAC6RkrTlyZMn92yJjo7mFuBKYWFh33//feXKlcVuO0+ePF27dt2/fz9XGxvSFqMxY9pCHj9+XKNGDVrtV155hYvAlWg3Qb88/FuvEB4ezi00Q9oCkOYEbgioJb73SrUmbwjkBp4nDb5kS0hbzAJpC4BLpCRtGT58eG4r1OffunUrtwDXO3DgQKZMmegTHDx4cKqMrpo8SFuMxqRpC3Xy/f39abWrV6/OReBKJ06cKFiwIP/cKyRjuB+kLQBpUOBkdfZQa7KH5w5p8CUrIW0xC6QtAC6RkrSlX79+Yrehsn79em4Brnf69GmRtnzzzTdcZAZIW4zGpGnLgwcP6tatS6v92muvcRG40uHDh9OlSydt2haaNGnCLTRD2gKQBlldWuP519OkwZeshLTFLJC2ALhEStKWL774Quw3lOhAfMOGNLUfSWUnTpwQacuIESO4yAyQthgN0hbQ4siRI1myZJE2bQstWrTgFpohbQFIg9TRQxo4zSMNvmQlpC1mgbQFwCWQtpgd0hZ3QtpiNEhb3AxpCwCkAMKWtBa2IG0xDaQtOpy7cqfbiLXWj9Cwx9wCIBHSFrND2uJOSFuMBmmLmyFtAYDksxrCxPMvqkmDL9kS0hazQNqiA22+qg1aPGhz5xYAiZC2mB3SFndC2mI0SFvcDGkLACQfTm1Jc6e2IG0xDaQtOiBtAe2Qtpgd0hZ3QtpiNEhb3AxpCwAkG8KWtBe2IG0xDaQtOiBtAe3Wr1+fNWtW+v3v0KED0hYzQtriTkhbjAZpi5shbQGA5MJ1RGnvOiKkLeaBtEUHpC3mdfr06U2WqITrLJ08eZJbJNq6dWtYWBhXa7Zly5YcOXLQ73+XLl3i4uK4VBukLUaAtMWdbt++XaBAAWlLT/D5559zhcLevXu5WrJ69WquMDakLaAF0hYASC6c2pIGT21B2mIaSFt0QNpiUqo/mwudOnXiaoXTp08///zz3ELh2LFj3EKzQ4cO5cuXj6YdMmQIF2k2YMAAsVwlB2nL3bt358yZM2PGjJkzZ9K/QUFBXAEpgLTFnUJDQ2vWrPnCCy/QV5W+g9Rd5AqFo0ePFitWrHDhwkUkmzdv5gpjQ9qSxt2+fXvevHn0y0xmzZp148YNrrBkL21p2bIlt9Bs0qRJNCHtMlauXMlFAODBELakxbAFaYtpIG3RAWmLSR06dIh/jRV69OjB1Qq//vorVysUKFDg7t273EIzOnQWwc3IkSO5SLOBAweKRSs5SFtOnDiROXNmbufltWXLFq6AFEDa4k6xsbHXr1+/ePHi5cuXL1y4YPMbFxkZSbWXEj1+bI6bwSFtSeP27duXPXt2eieFTZs2cYUle2lLq1atuIVm06dPpwkzZMiQwtMhQ0JC6BunZO80z+DgYG6R6Nq1a9HR0VwNAK6E64jS4nVESFvMA2mLDkhbTOqvv/5Kly4d/yAn+uSTT7g6EfXl3n33Xa5WaN++fXx8PDfS7O+///b19aXJa9euPXz48K+++mqoBtSMVK9eXSxaCWmLmyFtAadA2pLGpTBtKV26NP0EDRs2jHcSSRk9enTDhg3FtCtWrOC563fp0iVatLclmyedHTp0qGjRotwiUfHixW/exBE/gDvg1JY0eWoL0hbTQNqiA9IWk5o3bx7/HCt8+OGHqr+8HTt2LEOGDFytQAev3EKPdevWWUc8KeEgbTl58qQYkVfYunUrV0AKIG0Bp0Daksbt378/V65c9E4S2sXYuwLOXtqSEikZt2Xt2rU8F4VRo0ZxtcLIkSO5WqFUqVI4twXALdTJg/bzPAI3BNRKEJDMrMLqDJPkSM5ZKTpecuCGyZMDxMtMFBAweYMnhDNIW8wCaYsOSFtMqk+fPuLXuEiRIvQzK/7fuHHj8PBwbiH55ptvRFXhwoUrVaok/k/mzJnDLfQ4fvx41apVi+lUXCIfmishbXEzpC3gFEhb0rgUpi3ZsmUrUaIE7yH0KFWq1F9//cVz12/hwoW8BgrW57Y8fPjwrbfe4mqF3r17cwsAcKnkXVSTELRw++RfhpNaaYuml7xhcuIBP0mIWAIUz0mt5L5qw0DaYhZIW3RA2mJGMTExcnRStWrVHj16iP+r0pbHjx9XqVJFVH3++ed0nCr+T5J365O4uLibN29evXr1mh7Xr1+/ceNG9+7dedkKSFvcDGkLOAXSljQuhWlLo0aNaFdCuwbeSWhDu56goKCoqCieu37jx4/nNVCwHvR927ZtXGdp1qxZ3AIAXEr3RTUWQYvEbLmDlpf8LJFRxiqWU5o8b0HaYhZIW3RA2mJGt2/flqOTOnXqDB48WPxflbbIN2zOnDnzTz/9JIcXNO2FCxe4kbvoHSUXaYsrIG0Bp0DaksalMG1Jxii5TtGhQwexAi+99FLJkiXF/7t3764axWzQoEGi6vnnny9atKj4P7G3twIA59J1HZF10CIxWeqg6SXLaYtlpeVpMeaOW5C2mAXSFh2QtpjRmTNnChcuLH5Whw0bJl8upEpbqGsqyj/44IM//vjD29tbPG3SpElkZCQ3cpcvvvhCLF0JaYubXbp0SaQt48aN4yIzoNUWXbt+/fpxEaSqy5cvi5+g9u3bc5EZxMXFiStEatasyUWQLClMW1q0aMEt3OjBgwcvvPCCWIGGDRvSOoj/d+3aVZm23L17t3jx4lTu4+PTq1cvZdpy4MABbgQALqTpohqBm9aqFbAhMHCyMrEwV+ig7SXTKxSDtKgqLaIac6ctoWGPu41Ya/04d+UOtwBjQNqiA9IWM/rjjz/oQFD8rC5fvtxm2nL9+nVxyEgHu9Rm6dKlog3p0KFDMm5IlEJIW1JdUFDQmDFjqGtE7+fbb7+9e/durjC80NDQIkWK0GoPHDiQiyBV0bZUpkwZ+kQ6d+7MRYYXHR1Nv4Si81y4cOHVq1erRrkC7cyYtpw7d05eZ1qBLl26iP9369ZNuUOkDUNE0rlz554wYYJoQ0qXLv3ff/9xIwBwIS0X1SQKnBwQkDg8rEVkYa7QQc9LtqacOk3eyQjcD2mLDkhbzEhOLtKlS/f333/bTFuoXyEKX3755Xv37lGVeEoGDx4s2rgT0pbUNWfOnFKlStEbzm+ol1eePHl69+59+/ZtbmFgT548KVSoEK0zbUVcBKmKup2vvPIKfSIdOnTgImM7fvx4kyZNlD8pWbJkef3117dv384tQA8zpi27d+8Wd62mn8Fvv/1WHu9Mlba0b99eLp89e7b4P+nevTu3AACX0nRRjS3mTVuS/ZIlCFvA/ZC26IC0xYzkw0E6zD137px12hIbG/v++++Lwp49e1KJ+EM0yZw586pVq6TZuBXSllT0008/iVNarNWtW/fOHaOfn/no0aN8+fLR2uJKIoOQ0xZTXEl06NAhMcqMtQIFCmzbto3bgWZmTFvmz58vfgZ9fHxoh9K1a1exMsq05ezZs+LsJ9r7bNy48eeffxZtSKr8lQIgDbK6qEZzgGDatCX5LzmBImxB1gLugrRFB6QtphMVFSWfqJIxY0bq9nz77bfiqZy2XLhwIWfOnFSSKVOmo0ePhoWFlShRQrQpXLjwmTNnxKxiY2OHDBnSwVLPnj3piFM0cCKkLallz5494i+69nz55Zfuv7JMl0ePHj3//PO0qhgl1yDktMX4o+Q+ePDA5t18ZeXLlzfFGV6GYsa0hfZuYum+vr7Hjx/v3LmzeKpMW6ZOnSoKX3/99Tt37vj7+4unZMqUKaINALiS1Wkenp+2pOAlW7xoZC3gPkhbdEDaYjrXrl2Tb/9cr149OkycNGmSeCqnLXRcKP6I17Bhw7i4ODqyFKcGkNKlS4eGhopZ3bx5M0+ePKJclilTJlfcsSiFaQuGJ0y2Tz75hN9EOwoUKHDx4kVubUhIW4zGRGnLH3/8obyAzqaFCxdya9DmzJkzvr6+4t0zRdpC+0E5OqEfE9qAO3XqJJ7KaUtERESTJk2ohDaYwYMH085UTpRy5syJc6AAXM7O7YW8AiYHaskRzJi2OO0lI2oBt0LaogPSFtNZt24d/7R6efXu3ZtKfvzxR/G0cePGUVFRdFj5xhtviJLJkydTg59//lm+IVGFChWio6OlOT2lQ+Rs2bJRIbX/MtHUqVNpJqKBE6UwbenTpw+tmD1TpkyZNm3a0qVLV65cuQIS0bsxb948+UanDtBGxe+7ISFtMRoTpS1fffWVtI070rBhQ/F9EV+ctIzehOXLl9PPKf2o8s+rJSqnHcqwYcPEvoOYIm25d+/eq6++KpaeL1++iIiIjz/+WDyV05aDBw+KYC537twXLly4fPmynCjRfvPGjRtiVgDgGlbX0yhoyhLMl7ak8CXLJ8UgagF3Q9qiA9IW01mwYAH/unp5jRw5kkp++OEH8bRx48b0dMuWLeLKkRdffPH06dNUIt98gfTv3z9hLhKRgOTIkWPPnj1c5DIpTFs0ouP+9JCI3o0k/6ovTJ8+nd93Q0LaYjQmSluUv34O8HcG0qfX+KMhM0Xacu7cOTl3btKkCZX07NlTPO3WrZto891334kSWr34+Pht27bJ9/6rW7duZGSkaEbi4uJ27tzZpk2bli1b/vHHH/IfMAAgNZnx3Jbkk18tohZIBUhbdEDaYjrjxo0Tv69EnLoyceJE8ZQOIukYcdSoUeJp69atxST0H1FCFi9eLArpeJGOKamkWrVqERERotB13JO2QPKsXLmS33enCg8Pv2nlxo0bjx8/5hbaIG0xmpSkLffu3bt+/TpvDZKgoCCaoYu6rJ9//rm0jYOrmCJtmTlzZvr06cXSv/nmGyqRL7EUaUtkZKSfn58o+e2336hEHn6e1K9fP2EukidPnvTq1YsrvLy8vb379OmDwAUg9aWltCXxtBZELZA6kLbogLTFdHr37i1+YsmcOXOo5PvvvxdPW7ZsefHixYoVK9L/s2bNKgYjoJ6qPEhkunTpduzYIc0mYfyXcuXKUeF77723e/duOrIUJ8K4SArTloCAAHqZkAyvvfYav4l25MiR499//+X33akWLVpURVJVoXLlymvWrOEW2iBtMZpkpy1xcXEDBw6kbYC3BgnNqlGjRq4YnJsoTwa0p1WrVvxtAQ0mTJjQv39/c11JNHbsWF62l9fs2bOpRHVuy8qVK8U5oS+99NLVq1eppEGDBqIB7ae+/vrrhLlIBg0aRIWlSpWit4K2W/p/+vTpaR/K1QCQWtJM2pL4QhG1QKpB2qID0hZzuX//Ph0LSj+yXsWLFxedZDrmEyVt2rRZtmyZ+H+5cuWoj0q1J0+eLFSokCgkp06dkub0dPXq1fLf+gRqNnfuXFHrdClMWw4ePMgVoNOaNWv4TbSjffv2LvrDrPI8LKUZM2ZwC22QthhNStKWpk2bSluBBV9f30OHDnEjp7p582b58uV5Mbbkz5//2rVr3Bq0OXfunLlGyaWfDl62l9eqVauopEePHuJpQECA8umnn35KT6Oiol5//XVRQi9BfoG0lebMmZNesjhLlPZf9erVGzp06D///CMaAECqSSNpS+JpLTZe4YbJtWrV8vhrqMAIkLbogLTFXC5cuCBfSV6jRo27d+9SofxXu7fffvu9994T///qq6/EJCtWrBAlpESJEiEhIaJ82LBhVFK6dOm2bdu+//77hQsXpqfZsmVz0e1pUpi24A7QyUb9Wwe3JSpVqpQcwDmdPKKQyq+//sottEHaYjQpSVvo10baCiy88MIL1DPnRs62fPly6h7zkizRT9CsWbO4HWhmrjtAx8TEtGvXjpft5bVlyxYqlOOVvn37Xrp0SURyOXLkEFlMcHCwfO8/X19f2h9RYXx8vLiGqEKFCqrLb8U4uwCQmtJE2vLsEiI6frbELx9pC7gB0hYdkLaYy969e+W0pWHDhnQQSYWbNm3KnTs3ldCRoqiiLgQdDYtJfv75Z1FIPv/8c1FIDh48uHDhQjlboQ6waCMuWddr165d9+7d4ye2IG1JRWFhYf3795e3HFnNmjVdetIQ0hZPZa60hcyfP18+K1BWsGDB6dOnx8bGciPQzKVpC/1eyVe8OsXVq1fpsxaLLlu2rLhQSE5baLc4b9488f/atWuLE/127twp9qrkueeeow2eCs+dO5cvXz4qqV69+rZt2/r06WNv/wUAqUC+RU8Cz7zKxuIl2obLi8AdkLbogLTFXJYsWSJf/vPee++JwrNnz6o6Es2aNZP/8jZkyBAu9fIaPXq0KLRGh8WiTTL+6rhw4cKKFStev36dn9uCtCXVUf+hY8eO9J7T++nn50f9T+rVcJ1rIG3xVKZLW8jFixdHjhyZN29eWhz1n+n/Z86c4TrQyaVpy61bt8qXL+/Ey1p3797NC5YWHRUVRYXyHaDpV7Fly5b0H/ptHDdunJhk0qRJopbQyogbEq1bt06UyKdK0U5qxIgROLEFIDUFBkondgQoTmyR1KoVkHD+R2Cgx6QPFifv2IO0BdwBaYsOSFvMRTlErnyiysmTJ4sUKcKlkilTpogqOkaULz4nM2fOFOXWDh8+LNq8+eabXKTNqlWr6LCbei+3b9/mIluQthjB2bNnM2XKRO+ng9zNiZC2eCozpi2Eutn+/v60uGrVqnERJItL05bQ0NB8+fJlz559yZIlXJQya9eu5QV7eXXu3FkU0q+T+DEsWLCgSE+yZcsmD9Ws/CvFmDFjROH06dNFCa1br169xDC6uXPn3rdvn2gAAG6Xhs720BS2IG0Bt0DaogPSFhOJj4+vVYt/ajNnzrx69WpRrkpbSpUqJSf5ly9fppaiPG/evHv37hXlAwYMeFsiX0kk//VPPrLUYtWqVWKsRFoBpC3GR++q6GCMHDmSi1wJaYunMmna8vDhw7p169LiXnvtNS6CZHF12iLO1syRI4cYjDaFpk6dKpZLxCC4ZOfOnfJLENq2bSsuK6OtVD7zhYh7/xGaVpSIYdGOHTsmYhpdO00AALDnYXjkjN8PWT/QLTUapC06IG0xEepzvvrqq+Jo77nnnjt8+LAoV6Ut3bt3F+WEDnbl+3RWqVIlODhYlLdq1UoUHjhwQJTIf/37+++/RUmSVq5cmSdPHjEV0hZTOHHihEhbRowYwUWu5M60JTo6es+ePRst2by6LSYmhjpa3CLRrl27xPUFoIVJ05YHDx4gbXEKl6Ytd+/ela+NzZEjx6JFi7giuWgrFXMj48ePF4W0T8mZMyeXSpYvXy6qQkNDq1atyqVeXuvWrRPlYiRd+gkV+03an4qdVOXKlUUDAABICep+qjqk4kHdVW4BxoC0RQekLSZy9uxZeag/OtK9fPmyKD9+/LgYjIDQga9yfEHlDYneeusteTzIP//8UxRu27ZNlIibGVEPyvFgt7JVq1bJCyUvvvgi9WS4zpZBgwZxUwWkLW7mwWnL33//LV6a0tSpU7lagTpvtOFxi0QlS5YMDw/nFpAUpC1pXArTFtoGuIUt9E0sWrQoN5V2dik5wyUiIqJ48eLyrOT9oyptKVu27I0bN0TVvn37uNTLq0CBAvL4PvQrQSXZsmUTtwy/deuW2Em9/PLLogEYTGBgwmAeiacEJ0i4Pe7kDdLJv+KqjITnuO4CwCiQtpgF0hYdHoZH0hZs/YiKxm0aDOeff/4pX748HTiS119//f79+6L83Llz9FSU165dm7qmopxMnjxZlJM+ffpw6dOndLAo7q3Qo0ePS5cuzZ49WzoQ0XpDohUrVjz33HNiEiFv3rw07f/+9791Vv7888/169c3b96cmyogbXEzZ6UtBw8e/OOPP+jDXb16Nc2TS624M22Rh1RQ+uWXX7haoVOnTlyt8Pbbb3O1mU2bNq2KpbZt29rMTydMmMAtFJYtW8bVSXFn2vL48WP6+tP2tlYibiiTPEhbnCWFaQt1eTdu3Ei7BrGPUKKdyOLFi8XuSZYtW7Zkn+ESFBT04osvivmULFlS/iuFKm0ZNGiQKCe0Dlzq5VW/fv2HD/mPTxUqVKCS7Nmzh4SE0FOas7jRG33LRAMwDClmkT5B2xQRDG6XC2AcSFvMAmkLeKbY2NiYmBj6V+BSaTwXLoqNpc4Ml0qU7VVVdETr7e3NhxuSr776StxS2p7IyMiLFy/OmTNHvoAohZC2uJmz0hZldvbJJ59wqRV7aUsyOk758+enCb/44gt+bmX8+PFi5krWsU5gYODLL7/M1QoTJ07kFqZF3/GKFSvy60lUokQJ60v8qES+W7zSwoULuUVSaA7iUgt5zFHtPvjgA7E4JQdpy9WrV5X3XLOZoGmEtMVZUpK20M++atejRc6cOWfOnHn+/Hm956AdOnRIDC5GypUrJ4ePW7ZskXcxuXPnplckygn9bohy8vHHH3Pp06c9e/akkmzZst25c4eeHj9+XLyQGTNmiAZgDOqxRGvx2SwJGYxVBGPOsEXbcKlJQM4ExoO0xSyQtgAkLT4+njq9derUyZ49e6tWrebNm5fkbSxPnz5do0aNZBwo24O0xc2clbY0a9ZMfC6kR48eXGrFXtrSokWLb7/9dqxmX3/9tRh+qH379va20r59+4qZK33//fdcnWjOnDlcJ21+4j+0Sa9fv55bmNb9+/fLlCkjXpGscuXKomeotG7dOutvcf78+an3yC2ScvXqVXGth5+fn66PcsyYMeIEARXHaYtyXCoHN1ZLEtIWZ0lh2kKT8BM90qdPX7ZsWe0jiwm0m/Px8aENntSqVUv+Afnrr79y584tymm/Fh0dLcpJ7969RTkZOHAglz59StserUbmzJnFCVa00xQrhnsSGYk6h7CMFKxSCpPevwVpC3gopC1mgbQFQKuHDx9ev35d4/igBw8eFH8Sr1Spkupv43TkPXz48AkTJoy3hTq9derU4aYKDtKWo0ePciPJ//73P66AFHBW2tKiRQvxuZBknNuSbP7+/rGKs7pkjx8/ljewKlWqlC5dWvx/8ODB3EISFxcn1py6beXLl5fHhqAOob2uvolcvny5WLFi4hXJKlSoII+NLWvatClXK9AbGBYWxi2Scvr0aXn4badwnLYoR/HAuS1GsGvXLvFxCH/++SdXWLKZthDag0ycOJF3D5ZoJ0K/TqorVbNnz+7n5yf+vy5xzFqNaKu+dOkSfTvIzZvPjtefPHlCm5YoV31H6KkoJ8oL8Q4fPpwxY0Zah7Fjx+7bt0+cSta1a1dlUgOpS5VCWGcp6tsFI3EAMBKkLWaBtAXAJehYUwyf8c0330ybNk2+tzR58cUX5XFkbNI7Si4d7w4dOvTLRBcuXOAKSAGzpy20XNUFcUJgYKDoBZG2bds2bNhQ/F+Vtpw+fVqcMJU/f/4BAwbIPTraksWwl6a2fft2cbpBhgwZihQpIs7coS/mqVOnuIXk4sWLcnhBX2f5LIM2bdokeXabjLqvzrqcUEDaYi70fRk+fLj4cR44cOD58+e5wpK9tKVVq1bcwpZHjx4pP3HaRGfPnk17HPq/t7d3Kibv9OPz/fffp0+fXqwYqV69ugf8dHgO9Rkf1lFK0i0AIBUhbTELpC0ALiGnLSNHjqSnP/74o9xVo96dGDjQHr13gAZXMEja8tlnn21KlsBA2yd979q1S94Ue/bs2bJlS/F/Vdoybtw4kUFUrFjx22+/FW1Io0aNIiMjuZFpjR07Vrw6Hx+fXr16Ub+U/l+oUCHV9UGTJk0S3cXXXnutWbNmctdR1wgs0dHRBw4c4E9Fj40bN9o8zQ1pi0eyl7bQDwi3sEV5B2jy3XffUeGMGTPo/6mbtpC4uLhff/21atWqxYsXHzZsWFBQEFeAAajOW7F1kZCGJgCQepC2mAXSFgCXkNMWOsoUJdSdFucUvPjii9aDcSohbTECg6QtKbmfq02rVq0SQQO9uoULF8qrp0xbIiIi5NtQiEvexP/J119/zY3MrEuXLuLlZM6cecyYMeKLWbhwYfrQucXTp1FRUfJlRL17965Xr574f4YMGcaOHcuNXCwZo+QibTGp5KUtoaGhIm3x9vYeN26cKJwyZYooMcJVpY8fP5ZvVASGoSFJUZ3a4q6wJXDD5MkBCbeifiYg8UbUxsZvFEBSeItJMaQtZoG0BcAl5LTlq6++4qLEHnW+fPmQthjfqVOnRNryzTffcFGypDBt0XsH6CSNHDlSzJm2z0OHDjVp0kQ8VaYt69evFxfaiNM9+vfvL9qQn3/+mRuZVlxcXOvWrcXLefnll+fNmydO9lGlLQcOHBAjLuXOnXvhwoXVqlWTpki4g/vBgwe5kSvReuq9A7QT05bw8HB/f3+aCb1wLgJXSnbaUrBgQWo2fvx4LjJY2gJGpD9scf11RBsmP7vTtFdCxBKgeE5q4UomAAtIW8wCaQuAS9hMW8jo0aOLFCni+JxqpC1GcPToUXHKw9ChQ7koWYyWtogTFgh1yy9fvvzuu++Kp8q05fPPPxeFHTp0CA4OLly4sHhKG+HatWu5kWndu3evdu3a4hV17tyZeqTi/6q0ZcSIEaK8QYMG586dk0fVpfftqnSbFVdL3bTl0aNHr7/+Os2kSpUqXASulLy0hb6etEMZNWoUP5cgbQHHtCQp7r6O6Nk6KWMVy7VA3gKggLTFLJC2ALiEvbSFLFu2DOO2GFlkZORvv/0mn/RRqlSp4cOHX7p0iat1MlTa8vDhw/Lly4s5ly5dmnrUb7/9tngqpy1BQUGiTebMmel9oA68uPKIUE/+7Nmzopl57d+/39fXV7yiIUOGbNu2TfxfmbaEh4e/+OKLopy+sOvXr8+ePbt4WrZsWfeMXJOKaQu9RT169BDnN9EL792795YtW7gOXCN5acudO3esLzZE2gKOJZ2kqPMY1wcd8hItl2S5IslaC6vXkhwIesB4kLaYBdIWAJdwkLYkCWlLKgoODm7Tpg2/6QplypRZvXo1N9LDUGnL5cuXixcvLuZcqVKl2NjYRo0aiady2rJixQpRUq5cucePH+/evVseHfatt9569OiRaCaLjo7WfoMeI1i6dKl4OeSnn37as2eP+L8ybdm0aZO4JVP27NlDQkKU11I5vkeME6VW2jJhwoS8efPyLBJlyZJl2LBhNu8pDk6RvLTFJqQt4JgqbbFOElQN3BE2BE4Wg7Wol2SxKkhbAJ5B2mIWSFsAXAJpixk9efJEvkePNfpAd+3axU01M1TasnXr1ty5c4s59+3bl0qaNWsmnoq0hXr4nTt3FiWDBg2ikvnz54unpE2bNglzSXTq1Clq89JLLzVo0IA2zpiYGK4wtsmTJ/Pr8fKaM2fOoUOHxP+VacuHH34oCgMCAuhp9+7dxVNCXVnRRoU2noMSx/d31y5V0paZM2fyxLaMGTOG1oqbglMhbQG3SSJtsY4nbF9HFLghMSFRjmIbKBeryqnYRvOkKNfVXSP1ApgC0hazQNoC4BIpSVs+++wzcWihgkNnV5s7dy6/13Y0bdo0KiqKW2uj7DCnetoyePBgnq8UNFCJKm25fv262G7TpUu3e/duKunQoYNoQJR3Pt65c6c8lImwZMkSrjM2+kqKFc6aNevff/999uxZ8VROW27dulWhQgUqod7v5s2bqeS9994Tbciff/4pzcZCfHx8t27dRIPt27dzacqkPG2h7ZkrtKFPX/WZquTIkcPeoiGFaJch35pdibY9bqEZ0hZwzFHaYvNMEKszOwI3BKiaSU0STlDh54m4XFt+Yw1hC4A9SFvMAmkLgEukJG2hfq+PFeoZio4fuEhERITyPBSbMmbMKM6G2C1Zt27dwoULF9ny22+/rV+//sCBA/KotCTV05ZevXrxfL28aPWoRJW2jBo1ijpp9NTf3//JkyexsbEidyBZsmShFyvNJmEIVfG6qlatumbNGhFG1KhRw1mndbhOeHi4PHJNmTJlQkNDz58/L57KacuCBQvEAMn0iiIjI0NCQuRJyL59+8SslDZt2iRGt8mUKdOZM2e4NGVSnrYMHDjw4MGDK1asoK2Rt0tLVL5169Y9e/bs2rWL5vnll1/ylPa57e7Xac2xY8eee+45/rlXaNu2LbfQDGkLOKYOPzjGCOQMpdbkDZYNVDEHNUsoDNgQGDhZDkN4IqnUYv4Bk+Vy/dGJYgpkLQCWkLaYBdIWAJdISdpy5coV6vxQF0hGHXv6NywsjFuAC9y8ebNEiRLiuM4B6sNkyZIls4T+T31se0RLedATkrppS2xsrHJImr1791KhfNbG8OHD4+Pj5UFzJ02aRLW3b98uXbq0KMmXLx91CKU5Pd2+fbsoHDZsGD396aef6P/Zs2cXCY6R3bhxI1u2bGLl69WrRyWnTp0STwsXLnzmzBl6l5o2bSpKvvzyS2qwefNm+jRFSf78+WkO0pyeuXTpUuXKlUWD4sWLP3jwgCtSJuVpS8aMGam7niFDBrFB2kRtxMZMLekpT2lf69ateWHgVI8ePdq3b5/4qZfRjiAZ41IjbYEkWJ9r8kzCySiWJ79Y5xyBG/haIDsNVfMPSLxySGd4opiNJ2QtdAhHO1Y/P7927dpxkcfp2bNnmTJl6GUGBwdzEbgM0hazQNqiw7krd7qNWGv9CA17zC0AEqUkbYFUceXKFfGRuU7qpi337t1Tnmhz+vRpKpTTlm+//ZZ6emJ41CJFihw/fpxq//3330KFCokG1I2/eZN34SdOnBgwYMDbb7+9bNkyejpt2jTRZvjw4aKBYR05ckS+u9A777xDJSdPnhRPCxcuHBgYePHiRfE0d+7cVEUNZs+eLUpIhw4drEeKla8hIvR/Z40ZnPK0xRWaNGnCCwOjQtoCSbKMSRLxGLWqSqvriGQWqYqimcUMnpUrm9ufaaJnrT0hapk0aZK4Fx79+91333Gpx0kjL9MgkLaYBdIWHWjzVW3Q4kGbO7cASETdIdF1N37/E4SwsLDXX3894dDOoaFDh/7+++/i0oyvv/66Y8eOXWzp3Llz7969hw0b9vLLL/OUqZ227N2718fHR8y2fv364eHhVCinLWPGjBk9erT4f4cOHcQk9BrFNTWkePHiqjFrHj58GBERQf8ZOHAgNUifPv2ECRNElWFR/1N+Rc2aNaOS48ePi6dFihS5cOHCjBkzxNOaNWuK3GT8+PGihNArlWbzzPz588XpS2LQje+//54rUizlaUujRo1oC+zevTttjWKzVKJCMnny5MWLF9P2vHLlSpuLU+nZsycvDIxKTlswsDo4YDHISsLNgAJtn5niIOuwc66KcgbKcj2ntshtTR+10F5SvvffZ5995vEnfdChFL1MMea3n58fTsp2HaQtZoG0RQekLaDdoUOH8uXLRzubIUOGcBEYG3Wt+/XrJx0R2VWsWDH5/A6NWrVqxROndtqyfPlynqmizywfBXbo0KFq1ar0n8yZM8v3uv78889FLbE3WmdgYKC4AqtQoULJuOrBzYYPHy5eToYMGcRlUMeOHRMlRYsWPXjwYLVq1cTTxYsXUy1tFV27dhUlhD4maTaMXnv+/PmzZcvWpEkTcYHSggULuC7FUp62zJ49myu02bp1a6ZMmXhiO8TbAkb2448/0ieVLl26VatWcRGAkDA0S60AhwFGisMWLSGM41Nb5Jamj1rCwsL8/Pzolfj6+rpp/6h4961Yvu12WjrlTacXW6BAAZobAhfXQdpiFkhbdEDaAtr9+eefWbNmpT1Nt27dqNfEpWBsx48fly+csSkZZy4obymdummLfNYGEUEDGTdunDgpI0eOHKKqRIkS8rFRx44dRSGRh8hVio6Ofuedd0SD9u3bW19lYzT16tUTa5stWzZx86AjR46IkrJly06ZMqVgwYL0/2LFionxWe7evau8TY/yLj+PHz9u3bo1FdJ7KN+13eYdi5In5WnLrFmzuEKbiIgI5cg+1urWrfvwIfZ3Rvftt9+Kz2vevHlcBEAUNxKy36PWHrbYS09SGrYkTm/6qIU0b95cvJiNGzdyketZDEcss/F28rDICgmnOHFliu3YsUOc4eLv789F4FRIW8wCaYsOSFtAu2XLlokLFj766CPjd0FB9ttvv8m5gwp9lE+ePOF2minvc+T0tCUwMFD7mKzK2z+PGzdOFK5Zs8ZbugmRbMSIEaLq8ePH8qC5xOYYEDNnzhS1OXPmtHmzHkOJiIioVYsPLnPnzi3Gpjl79qy4zrxAgQLykMB9+/YVk5w/f14eVZdqL1y4IMqJGBu4UqVKcuxC/79+/TpXa3Djxg0HZ5WnPG355ZdfuEKzM2fOyHehUnn55Zf379/P7cDAxo4dKz4ycZd3AImyC24/7VB11DWGLVpSFTshjEri1J4QtdDOVHotz/aq7mIdt9j7xC1aOv1NnzRpkpjzZ599xkXgPEhbzAJpiw5IW0A7OW2xOawmGNnmzZvr16+vvD9L8eLFR48e/ejRI26hh0vTlqFDh3788cdaNrDo6Gg5aPD29l6+fLkopw1VlbYcPHhQVJ0+fVp5po91D3/Hjh1icKL06dNPmTKFSw3sxo0b5cqVEy+H1vzatWtU+OTJE3nwGiFnzpzyKSp//fWX+OscqVevnhy30btRuHDh3Llzi7fljTfeoAZNmjSh91k0SBIt3d/ff9OmTfzcSqqkLeTChQtdu3bNlSsXz0U6D+jDDz/8999/uQUY25gxY8QHh7QFnlF2q+32qtW9dEfnoNhLT+yU22tuIbGRjeVumEy7MEfrYzDBwcGpd2aH+nO0/0EqWzo9bEkgX62MuxQ5HdIWs0DaogPSFtBu+/btorvSr18/Z92jBNzm4cOH8+fPFzFEhw4dAhNHD0wGl6YtgwYNojaDBw/m5/bdvHkzZ86cYp7FihWTLyBXpS10YCQGviUrV67kUumsjTt37ohy4cqVKy+99JKopdUwRaS4c+fOPHnyiHWmlRfRyePHj+VbPguvv/56ZGSkmOSXX36R7+H9zjvviO9yaGho3bp106VLt2TJEnpK70z58uWpQY8ePaSJknb9+vXatWvTJP/88w8XWUmttEXYtWtXxYoVaSalS5c+ePAgfsRMZPr06WIDWLFiBRcBWHTAbXa+lSelSBxmGxpOYVGW22uulDhprckb1Hhqh2tkLN999520ym69hohp/ySVLV0StiT8VUbMHqe3OB3SFrNA2qID0hbQjrpD+fPnpx0M7klkUpcuXRIjhqbwLoYuTVvkMV8HDx7sOO84ceKEfLZC9erV7927J8qVaUuGDBmU46rOnTtXlJOPP/44JiaGKyT0WkRVw4YNtV/NlLomTpwo1pl8+OGHovDx48dNmjThUuk8HeWNhxo3bswVXl69e/emkvj4+GHDhtHTYsWKrV69mo6k6c0XiUzTpk2pW5BkNhccHCzOhUmXLt3OnTu51Erqpi209DfffJNmUqNGDS4Ck1i0aBF9cLRN0tbIRQCqHnityYoBOgIDNyhvUCRJou9tr5tuL1WxKpcKlKOEWJ2PYc01eYBriDFifX195T9guI/6rbT/vtnJxpxLvBX0byq8FR4NaYtZIG3RAWkLaHf48GFxkcVXX33FRWAqJ06cEGlLCq+4dk/aQqjP7+AEhNWrV3M7L6/atWvLF7wsXryYS728SpYsGRQUJMrJkCFDuEIxqq4wf/58cY40dcVv377NpYYnTgUS6A0Xhaq05bnnnrt06ZKoiomJkS+/oo1BnCkQFhb22muviUKbpk6dKia36fr163Xr1hUtqT9s2LTlwYMHYj3pxXIRmMRvv/1GHxxtXTbHWoK0S5l4OFIrQBnF2Kboplv05e2VWyYA4nfVXkpjl2nSljVr1og1/vjjj7nIjZIXtrjuzZXHjMO43c6FtMUskLbogLQFtEPaYnYGSVsc31H4m2++4XYSB4HLjBkzSpQoUVzSvXt3Ln36dP369S+//LIoDwgI4NKnT2NjY+mpKCfKe/GEhISIuIF646GhoVxqBt26dRNvFJHfWFXa8tFHH8nvIb26KlWqiPLnnnvu6NGjVHju3Lly5crx+yIRJw1lzJjxxRdfLFu2rL0ohAQFBYkTRgTqDx84cIDrbGnbti03VUDaAo4hbQH7pNNYAmrJObIsoShgctIxi6AMR5TnRCi776pzJSzyFPVdqLUFQaZJW+TBSrRdRiTdl1tMkPDWqD4D6cSjZ29PklmY1Xtp96QVZUsXvrf79u0Ty/Dz8+MicAakLWaBtEUHpC2g3WGkLSZnkLRl9OjRgYGB1MO3dunSpV69enG7RPaGUImRUBWJU9ySPD4+XhQSVVIjtyfKqmXLlollde7cecmSJfMTHTt2jFsY0t27dytXrizWnMjj4IaHh8u3hSa///67KCf//POPGOua+Pj43Lp1iwrp3YuKiuL3JTaW3qUuXbpQg5IlS4aEhFCJmNbazZs3/f39xdwE6g8vXrz44sWL/IkqnD9//uzZs8p7QsmQtoBjSFvAsGh3loJh0MwhIiJC+gFOkPS1MzZzJjkfsb5Hs+Dgqh+rGWo7tcXBHJ1AXExEMFauEyFtMQukLTogbQHtkLaYnUHSFtqKXn75ZerJWytbtuxzzz3H7RSGDBmi/c44esXHx/fp04eXZGnatGncyJDCw8PXrFmzKJF8zBcTE7Njxw4uXbRIebbOtWvXFi9eLMpXr14dFRXFFQrUvlixYvTyK1euzEW2XL16VZnpyAoVKlS6dGn+RBVKlSpF/2bPnp3bKSBtAceQtgCkorNnz0o/wF70a8xFdgSqr/mRSdmHzSCGaYtQEmhr6eLThsqUKSOWs2/fPi6CFEPaYhZIW3RA2gLaIW0xO4OkLclAvSzqJzse8CXZnjx50rx5c+qBq9SqVYveMW6UluzZs0e87f369eMiS/fu3evbt2+FChVEs5RD2gKOIW0BSEXyXXiSuHCGww6+csgyJKk1mZOYxOuKrJIXe+eiaG5o0dLFYctT+bzOpUuXchGk2MPwyBm/H7J+oFtqNEhbdEDaAtohbTE7Z6Ut7777rnSMkaBr165casVe2tKoUaNB9tWyuva+TJkyPj4+9B9xAx1wtYsXLw4cOJA+C/rKc5Gl4ODgcuXK0SdSvHjxfPnySZ8SS5cu3Ycffig+Sms029KlS3NTBQdpy5UrV8St0ISUnG2EtMW8kLYApKJ58+ZJP8AJu28usi1wQ8Cz4WssUxKxb3dwyyZ78YhV2KLt1BbXXkf09Gm7du3EgiZNmsRFAGkG0hYdkLaAdkhbzM5ZacuMGTO6dOkSEBDw8ccfL168mEut2Etbli1bxi1s+e6777idpHr16rThFSlShP7/2WefcSNIVf/9998rr7xCn0jnzp1XrVqVI0cO6bNKQP3hkydPcjtb2rdvz00VHKQtd+/eHTJkSNeuXbt3706bnIMbHiUJaYt5IW0BSEV0zCD9VOu7IZEqTbGKSTSmLerZaAtb7LdyEjogEUvCkQmkQUhbdEDaAtohbTE7Z6UtMtUYtCr20hbtd4D28/M7d+4cFYqzG3BMYxBy2iKOvKknLAcu1B927h2gnQhpi3khbQFIRfRTL/1UJ9wlkIuSllRKojpnxV48YnVqiyGuI1IkUO3ateMigDQDaYsOSFtAO6QtZuf0tMWxFKYtVapUEVFLeHi42PCQthiEnLZ89NFHomThwoXiptFIW8AVkLYApKLkpC3qlCSJsMVeiGIVttjPUZTxju25JdwqXLMk8ho5bbF3dZV0Y3IFq7tcJ1x2pWB9F2z1HBJYNZLYaOh49Z/dNj1RwvIdv2JbU5GEZSU9KXgYpC06IG0B7ZC2mJ0p0hbauqhN1apVz5w5I0oePXqEtMVQrNMWsmDBgixZslDhrl27uMgK0hZInt+QtgCknsGDB0s/1TquJEoqbFGf+mLvjBVnXkeknpdD9hckyFcS9ezZk4tU1Pe6tppj4GR5hWrZTEfUcyC23ierREoeidgWWqqiuRSY8P+J3VdtuSrSVMqF2j3hCDwU0hYdkLaAdkhbzM4UaUvfvn2LFSt26tQpfo60xXhspi1kzpw5uXLl2rJlCz+3grQFkuc3pC0AqWfSpEnST3WSo+Q+o0o2rHrxGsMWqyDBbrde2dJ2ZiC3SKy2lc8kltmNHRLJ5/s4OKBSrb31PHlp9hdm9fqtm1o10Tq7Ws/OpglUvBW23mGL6mczlydL8t0CT4O0RQekLaDdYaQtJmeKtGXlypWqS1GQthiNvbSFLFq06NixY/zECtIWSB6kLQCpaM2aNdJPtVeNGjW4KAnqCEDdhVd03xPY7a2r52O/W6+co+1IRrR4NgeLecuTcKndVCeRfAfoefPmcZEV1au0Xnv1KllRz8HeLJTszk7ZVN1IUedoEbYns7tE8FhIW3RA2gLaIW0xO1OkLdbktOXzzz/nIkhVDtIWEhcXx/+zgrQFkgdpC0Aq2rdvn/RT7VW0aFEucsxZYYu6of0QRNnQUdiiqLM9iVj1pPMDPz8/MemOHTu4SE39LljNNslkJ3Flnl1ypGrMryFA0cDO7CxWxvrlKatVtY7eWjG0TJJvFngcpC06IG0B7Q4jbTE5k6Yt8ii5vXr14iJIVY7TFgeQtkDyIG0BSEXBwcHST7VXlixZuMgxZQedqDv3Fj1/W31/maql3WDCUSJgh918IZDwfx0oUKCAmPbs2bNcpCZWKmCy3QWJCgcvn+ewQfHylK+OZ0D19hYhs/hEbLxDFm+0Rb39GkjDkLbogLQFtDuMtMXk3Jy2TJgwQdo7q/3yyy/cQpugoKDcuXPThNRRd3zPaXAPOW358MMPuUibuLi4Fi1aSFuBBfphoZ8XbuQySFvMC2kLQOqSw4V9+/ZxkX0WXXui7qOr6p/lAxsCaqnaqpra7u0rAwEH2YWFFIUIZ8+eFRP6+vpGRERwqYpYdVofe6snN+DnVmzNQdE8yQXILF5s0i0s3w7Lj0DvWwWeCWmLDkhbQLvDSFtMzs1py48//ki9I5JBgZY+e/ZsbqHN5cuXn3vuOZqwWbNmSFuMgD6RF198kT6RJk2acJE2cXFxbdq0oQl5a5CkS5euSJEiOLcFHEDaApC66LCBvoNEw02gLXruxKqDbtl/5+6/PJVlc9XMbHT2lS1sJgk2KddBd4IgvxsOhpPj1UqYt+01VDSw7VkDxQzk6eWsJenXoly+nbfI4iNRzUP9cTm44RGkFUhbdEDaAtodRtpicm5OWwIDA1dJViv8/vvvV65c4RbaUHuRtjRv3hxpixGcPXs2V65c9Ik0bNiQi7Shj+/AgQPLli3jrUGyYsWKDRs2hIWFcSOXQdpiXkhbAFJXcHCwuMd/0kO3WPTtiXX3XtV9V1Cf2pJAfSNlRWc/YdiQZ5W2JrZHuZK28wdHypQpIyZ1cDyjSENsLo3LHCxcMQfFOyZeJE8tPVG+nbZmZ/GB2F6e4yYWtRIHaw1pAtIWHZC2gHaHkbaYnJvTFmdB2mI0ctry9ttvc5EZIG0xL6QtAKmuXbt29DUkSVxMpMpSbHXMVU2Y/S68dXdfrZa+oVotZqgjpEkgX0ZExyRcZAO/RJ63cnn8MkUDB7GFcg6K6ROe81MxcxvztmDxWu0sz+IDsfV+qCKvBDjFJS1D2qID0hbQ7jDSFpND2gJOgbQF3AxpC0CqO3bsGH0NiYPLZ4g6SbHVd3/6NJC673L/vVatgMlJdt0DpRNZnk2UgJ5Kk+ru9itX0vYK2jd48GAx4caNG7nImkUe8uy5REo81A2sWDRQTE5TWwQ1yjnbnF2SSYqqiZ1ARvrIuEki+2sPHg5piw5IW0C7w0hbTA5pCzgF0hZwM6QtAEbg7+9P30TiKGgwAWVCYS9csG3fvn3iiqoaNWpwkU0WgUgC9SKtGqhZNlDkIZw4JSYdyqTE1uws0hjby9PQhFm0JA4bJ8PD8MgZvx+yfqBbajRIW3RA2gLaHUbaYnJIW8ApkLaAmyFtATCC4OBgX19f+jLSvw6GLDE6i8xAx/kZ9PLFvZmSfPkcgSjnrVyofM9m+wtXzUEdc8gTKitsZh9Jv1iLFknmJ8p0x9ELSBbqfqo6pOJB3VVuAcaAtEUHpC2g3WGkLSZ38uRJkbaMGjWKi8wAaYvRmDRtefjwofjDLNIW00HaAmAQGzdulE/usHvzY4NTBgZ64gKxB6GXn9SpPZxfWM7bIhexPD/FmnoOFomIMhJJ8rVYTGmrhUV8ouFkFYsZOvnkFqQtZoG0RYeH4ZG0BVs/oqJjuQVAosNIW0xu9+7dGTNmpE/w448/5iIzkNOW9957D2mLEZw5cyZnzpz0iZgrbfnvv/9KlChBq420xXSQtgAYx8aNG8UZLn5+fjt27OBS81DGBRrTgn379tWoUYPaa4haiAgw1PO2TEyIg4VbzUGRiSgnU0YldmanbGKdtjjITgInBwTYGlDH8QxTBGmLWSBtAXAJpC1mt337dm9vb/oEW7RowUVmIKctPXv25CJIVfSJvPTSS/SJmCttuXHjRv78+Wm1kbaYDtIWAEM5duyYSB9I8+bNHV9WYzAW+UKSaUFwcLB8MyY/P78k7sck8BKs5q2OW+wv3HoOzyIO5VTKOdrLbpRt1Eu0WCPVDKzXQXA0v5RC2mIWSFsAXOIw0haT27Fjh0hb3n//fS4yAzltGTduHBdBqrp9+3bVqlXpEzFX2hIUFFSwYEFabaQtpoO0BcCAZsyYUaZMGfpu+vv7c5EJaDgdRKFRo0bUjl4mvVguSgrHETbmbRFuOIgqbMwhcVKLiSzmZ/+1KF6xcnK+txGzWpvEWlWFnZk5B9IWs0DaAuASh5G2mJzZ05axY8dyEaSq//7775VXXqFPBGkLuAfSFgDDOnv2rKYzPozBMvBIOjCgl3bs2DF+osWzDMPGvJVLt5uOOJyDgmVa4jA5Uty8OeGW2WSy8nbOtiZVzFy6zbZ6IkeLSzakLWaBtAXAJZC2mB3SFnAKpC3gZkhbACDFVEkLc+YZGqolWCcSiga2l5vkHBJZRi2CowQkcEOAGJpXScpRbE+TMGqL9QQJ7E+TYkhbzAJpC4BLIG0xu3379om0pV27dlxkBkhbjMakacvdu3dfeOEFWu3q1atzEZgE0hYAAGcITMTPNeAJEnCJqyBtMQukLQAugbTFvMLCwq5fv049lgwZMohO8sWLF2/fvs3Vxoa0xWhMl7ZERETcunVr9+7d+fLlo9WuWLEiHTTevHkzPDycW4CxIW0BAPB4SFvMAmkLgEsgbTGda9euLVu27PPPP3/jjTfKli2bJ08e+vhIpkyZihQpUq1atY4dO06ZMoU+WSPfWRlpi9GYJW15/PjxX3/9NWrUqObNm/v5+RUoUCBdunRi+y9UqFClSpXefffdkSNHrl+/PiwsjKcBQ0LaAgDg8ZC2mAXSFgCXQNpiInv27Pnwww9Lly4tupeOFSxYsE6dOtOnTzfmn/qRthiN8dOWoKCgIUOGvPrqqzlz5pS2cUd8fHz8/Pz69evn+rOkIZmQtgAAeDykLWaBtAXAJZC2mMKJEyd69uyZNWtWqSOpT506dVasWBEVFcXzMgakLUZj5LQlJCRk4sSJJUqUkLZofQoWLDh69Ohr167xvMAwkLYAAHg8pC1mgbQFwCWQthhcfHz8lClT8ufPL/Uck69ly5ZnzpzhmRoA0hajMWzasnfv3po1a0pbcfJVqFBh1apVPEcwBqQtAAAeD2mLWSBtAXAJpC1GFhER8emnn0q9RScoU6bMX3/9xbNObUhbjMaYacuiRYvEILgplyVLlnHjxsXGxvKsIbUhbQEA8HhIW8wCaQuASyBt0ej06dNzE23cuJFLXSk4OLh58+ZSP9E2X1/fmjVrUt/4gw8+6Ny5c9OmTf39/R1fbZEnT54lS5bwAlIV0hajMVraEhcXN27cuMyZM0tbrm0VK1Z88803W7ZsSdv/+++/36BBgypVqmTMmJGrbfnkk0+SN5LR48ePV69eLX4B5syZc+vWLa6A5ELaAgDg8ZC2mAXSFgCXQNqiUYcOHaTOWgJ/f38udRnqENqLWtKlS9ewYcOpU6fu3bs3NDQ0Ojqap3n69NGjR+fOnVu1alWfPn3y5s3LE1jKmTPnH3/8wROkHqQtRmO0tOXnn3+2Nxp0qVKlRo4cuXHjxmvXrj1+/JgnePo0MjLy1q1bW7dupY1KvBab+vfvzxPocfToUZ5esm/fPq6A5ELaAgDg8ZC2mAXSFgCXQNqiRXx8fIMGDaROVkLfYObMmVzhGjExMX369BGLU6lZs+ayZcuUPUx7zpw588knn2TPnp2nVChevDh1HbldKkHaYjSGSls2bNhg88ZDhQoVGjNmTHBwMLez7969exMnTixWrBhPaWny5MncTrN169bxxF5edevWxe2lUw5pCwCAx0PaYhZIW3SgzVe1QYsHbe7cAiAR0hYtHj169Prrr0v9LK+sWbPu2LGDK1xjypQpYllK6dKlGzhw4MOHFt/iuLi4u3fv3r59O0QSGRnJFYn+/PNPmx3OWrVqpW53EWmL0RgnbTl58mTRokWl7dSCv78/VXGjRPSNENs/rT99T7k00YULF959912eXiF79uxbt27lRtrMnTuXJ/by6ty5M331uAKSC2kLAIDHQ9piFkhbdEDaAtohbdHiypUrZcqUkfpZXs8999y5c+e4wgUuXbokPhElHx+f6dOncwuFO3fuNGvWrEKFChUrVqxcufK6deu4QuH48ePVq1fnGSmkbsyBtMVoDJK2REdHt2zZUtpCLXzwwQehoaHcSGHIkCFi+y9fvvyoUaO4VOHhw4c2h5quU6eOrtui08x5Si+vwYMHcymkANIWAACPh7TFLJC26IC0BbRD2qIFdQZ8fHykfpZXjhw5bt++zRUu0L17d7Egmbe397Rp07ja0q1bt1566SVu5+U1d+5crrB0+vRpOS2SFS5c+Pr169zC7ZC2GI1B0pbNmzdnyJBB2kKfadas2f3797mFpdatW3MjL69OnTpxqaX4+PjOnTtzI4VZs2ZxCw3eeustnszL65tvvuFSSAGkLQAAHg9pi1kgbdEBaQtoh7RFix9//FHqZCVo3LhxTEwMVzgbfRy+vr68pERffPEFV1sJDg4uW7asaEZ91IULF3KFlW3btuXJk0e0lCVvuFCnQNpiNEZIW548eVK3bl1p23ymatWqN27c4BZWlMNXBwQEcKmVe/fuKeMS4dVXX71z5w63cCgsLCx//vxiqty5c7vnrmQeD2kLAIDHQ9piFkhbdEDaAtohbdFiwIABUj8rwffff8+lzhYfH9+3b19eTKLq1avb+6s+0Z62kDFjxoiWssKFCwcGBnK1eyFtMRojpC1r165V3b85U6ZMjqMNjWkLOXLkSL58+bhpIsdfGdmJEydy584tJqlQoQJu/+wUSFsAADwe0hazQNqiA9IW0A5pixbdunWT+lkJ5syZw6XORl248uXL82Ik3t7eixcv5mpbdKUtISEhfn5+orFs0aJFXO1eSFuMxghpi/UAK+3bt4+Pj+dqW7SnLcQ6zWzdujXXOfTPP/9ky5ZNTFKjRg0tNwWDJCFtAQDweEhbzAJpiw5IW0A7pC1JunHjRuHChaV+VgKbI9E6xdatW1UjVtSrVy88PJyrbdGVtpCffvpJNJZ17drVcW/WRZC2GE2qpy2hoaHVqlWTtkqWPXv2PXv2cLUdutKWc+fOiZ87WcGCBbWcqDJo0KD06dOLSd544w0uhZRB2gIA4PGQtpgF0hYdkLaAdkhbknTkyBGpk5WAun/79+/nCmcbMmQILybRyJEjuc4OvWkL9TapeynaC8WKFQsJCeFqN0LaYjSpnrb8888/mTNnlrZK9sYbb1jf1FlFV9pCmjRpwq0l6dKlW7ZsGdfZ17RpU57Ay4uWyKWQMkhbAAA8HtIWs0DaogPSFtAOaUuStmzZInWyErz77rtPnjzhCqeKiYnx9/fnxUhy5cpF/U+utkNv2hIfH9+wYUPRXqCp9u3bx9VuhLTFaFI9bZkxY4a0ST6j5UdJb9oybdo0bp3os88+4zo7oqOj5W9NpkyZ1q9fzxWQMkhbAAA8HtIWs0DaogPSFtAOaUuSZs+eLfWzEnTs2JFLFSIiIu7cuRMbG8vPkyUyMrJUqVK8GEmxYsUcjI8r6E1biHLEX5IuXboVK1ZwnRshbTGaVE9b6CdI2iSZt7f30qVLuc4+vWnLgQMHuHWiNm3acJ0dISEhVapUEY2zZ89Ov5lcoRATE0M/AvRTwM9BA6QtAAAeD2mLWSBt0QFpC2iHtCVJPXr0kPpZCfr27culksePHy9cuPCtt96iPthHH320a9curtDv7t278i1mhUqVKnGdfclIWyZPnizay3766SeucyOkLUaTumlLfHx8165dpe2R5cqVa9u2bVxtn9605dKlS6rrlRo0aMB1duzdu1f+bubIkeP69etcIYmLi9uwYUObNm3oR4B+Cv744w8q4TpwCGkLAIDHQ9piFkhbdEDaAtohbXEsOjpaPuUkXbp006ZN44qnT2NjY4cOHSqqhHz58p09e5ardTp16pSvry/PSPLOO+9wnX3JSFuWLFlCL0RMInz99ddc50ZIW4wmddOWqKgo2uCl7ZG98MILJ06c4Gr79KYtt27dKlq0KE8gqVatmuOxqH/++Wdu6uXl5+cXGRnJFZI5c+ZkzZqVqyXIDjRC2gIA4PGQtpgF0hYdjJy23Lt3j7qjFxIFBQVxRVLu37/P00guXbqkunCDOqu///77yJEj69WrV1ny2WefLViwYPfu3Y6PpFXszWfPnj0eeddPpC2OhYaGlihRQupDeeXNm1c5RO4///zj7e1N5V9++eXOnTuLFy9O/x84cCBX63TkyJFcuXJJy2HNmjXjOvuoj1qhQgXRPkOGDGvWrOEK+1asWKFKW4YPH851boS0xWhSN22JjIxUjShUuHDh06dPc7V9yruzq049syk4OFh1yV6VKlXCwsK42pbvvvuOm3p59evXj0slV69eFTcse//99w8cOPDmm2/S/xs3bkxfTG4B9iFtAQDweA/DI2f8fsj6gZMAjAZpiw5GTlu2bNlCXUrq7Anab6X52Wef8TRSR7FNmzbyHxjPnz//ySefiJ6bTe++++7y5ctFYwfOnTvnlPmYC9IWx6i/J9/EhzppN27c4IqnT7/44gtRfujQIXpar149+n+ZMmWoOyca6HLr1q28efOKGQrVqlXjOgk1mDFjxq+//jpb4YcffpBXjzotXbt25QoJNZ46deqxY8d4FpIpU6aI9rKJEydynRshbTGa1E1b4uLiOnbsKG2PzNfX9++//+ZqaWCUtWvX0leAN+5ENWvW5Am8vOrWrculiWbOnEk/2tHR0TyXp0+vXbuWM2dOnkDi7+/v+CbotPfhpl5ekyZN4lLJ3LlzRfm8efPoab9+/ej/qlgW7EHaAgAAYBBIW3QwctpCPcZKlSpJR6cJ6OBey4knJ0+ezJcvH08j3RVi69atomrPnj3ly5fnCvvoeG7EiBEOLqen+ZQrV45b25fkfEwHaYtjmzdvzpEjh/j0aUtTbq5btmyhjaFdu3Y3byacDCn+rE2OHz8uGujy5MkT1QUOJUuWVF6zQJ3htm3bcp1mtM6q9Rk2bBjXSdKlS6fl+iOnQ9piNKmbthA5vhQyZ868atUqrpMu3Js9e3aGDBm4WrOffvpJmbbQ3oQrEjVv3pzrbImKimrRogU39fJSfVmOHDny7bfftmnTZu/evfS0f//+otmCBQtEA3AAaQsAAIBBIG3RwchpS0RERP369cXxKClbtqzoqToQHx//ySef8ASSbt26iaqrV6+WKVOGSzX47rvvxIQqly9ffvnll7mRBvbmY0ZIWxyj7pM4nYo0bNiQSxXEJQNhYWEi9cuZM2dgYKCo0iUmJqZGjRpiQQJ9LqorKajD2adPH67WoG7duleuXOGJE73//vtcLaGujpaxSJ0OaYvRpHra8sMPP0ib5DPff/891yVas2ZNnjx5uDop2bJlW7x4MU+ZaPny5VydqGfPnlxny4ULF3x8fETLzJkz79y5kysU6EcgLi6OdlUtW7YUzdatW8d1YB/SFgAAAINA2qKDkdMWIo5HhXz58h04cIAr7Ni7d69yDEI61D548CCVU8+zffv2XCopUaJE165dBw4cOGTIkC+//JL+/+KLL3KdhA6+xV8glWg+H3zwAbeQaJnPvn37eHqTQ9riWLt27cSHTiZMmMClVn766aeMGTNSm44dO6pGFNKIumoBAQFiQQJ1QpSD8grUr+vduze3cKh27drWUYv1oBXPPfecdTM3QNpiNKmetqxbt07aJJ9p1aqV8rQUYe3ateIny7FcuXLZvIF0p06duIUkneXQ19Z27tzJTb28qlat6uA6wc2bN4tNunr16o4HggEBaQsAAIBBIG3RweBpi3JQwwwZMkyZMoUr7FBFKt27dxfX2AcGBsqXeBDqJ1hfwXHy5Mk6depwC4l8Xozs/Pnz2bJl42o78zlx4gT1XbmFRMvNL0wBaYsDMTExTZs2FZ84dQns/b16//79opfl7e2tvPZBr5UrV4plyVq0aGF92VpUVFSvXr24hR3+/v6q+9QKv//+uxjZV9a8eXN6mVztRkhbjCbV0xbaYkuXLi1tleyFF16g32euVlizZo3y2lJr2bNntz6rhYSEhJQsWZIbSXLmzGlzEbI//viDm0rfR+v0R7h586acY44ZM4ZLwSGkLQAAAAaBtEUHg6cty5cvz5IlizgqJf379+cKW3bv3p07d25uKv0d/vDhw6Jq9uzZmTNn5govr2HDholylWPHjuXPn58bScNY3L59m+sks2bN0jKfI0eOKP+gWrFiRTpw5zozQ9riQHBwcNWqVcUn7u3tbXPky/DwcOqdijZNmjRJyY2rLl68KO5vIsuVKxd9BbhaISYm5tNPP+VGVurVq2fzdJXIyMh3332XGyVy/Id910HaYjSpnrYQ1YknxN4Ns9auXavcNSjlyJHD5lktZOrUqdwo0RtvvOE4bfzxxx+5qZdXly5duNRSXFyc/H0sV66ccixtcABpCwAAgEEgbdHB4GnLwYMHlUfJDk4SiY+PVx189+7dm+uePlVd/kPHxFxhiWZSuXJlakD/tmrVqm3btqphNVQjjzqYT8WKFamBmE+7du2ob8x1Zoa0xYGdO3fKty/JmDGjzU9c3IWElC5d+sKFC1yaLNHR0dbj4LZs2dLmpUmRkZE2x3CpU6eOzbNaiPWIFfTq5PjSzZC2GI0R0pbZs2dLG+YztLM4d+4cV1tau3atMkkX7F1ARG7evGk9PpeDywMF+ew28vnnn3OppRkzZmTKlIka0Nr+9ddfXApJQdoCAABgEEhbdDB42nLt2rVChQpJx64J3nvvvYiICK6ztGPHDnl4QpInTx5lb7Znz55cIenRowdXWAkMDDx+/Dj1JaiDev/+fTGsqUw1WIbG+Tx48EA1H5NC2uLAnDlzxFZB3n33XeUdgoRffvlFjKFboECBf/75h0tTYNWqVdZ3Xfn111+52lJMTIwqcLF3ARGh8goVKnC7RG3btrV3ZYSrIW0xGiOkLTdv3lRdTESaN29u/dUT1qxZo7xvus1hcWXW19/RnujMmTNcbUt4eHiJEiVE45w5c65fv54rFP7++28xshh9c+fPn8+loAHSFgAAAINA2qKDwdOWR48eKS+XKFmypM2rHqKiot577z1uJBk6dCjXSX7//XcxLqmQL1++MWPGPHyo+zUuW7ZMOZKFmA+tJFd7OqQtDowfP15sFeTLL7/k0kQXL14sXrw4VWXKlOmXX37h0pShzb5Ro0ZiibI8efJs376dW1hSXlJk8w5EAn0vlH+iF3LkyGHz2ij3QNpiNEZIW8isWbOkzdPCoEGDuNrKunXrxC+Yg7NayPTp0+Wbi8mS/NG7du3aSy+9JBoXKVLE+iwb2lO88cYbooHjq2LBGtIWAAAAg0DaooPB0xbSqlUrcXgq2Dz1etOmTcrhVIoWLar6I+T58+etB0p8/fXXZ86cGR4ezo00oANo61uK1q5dm/rPuuZjUkhb7ImLi+vSpYvYHsj48eO5QhIVFSWPgaKqSqFdu3YpY0ShePHie/bs4RaWIiMjaT0dXED0+PHjHj168IwUunfvzi1SA9IWozFI2nL//v1XX31V2kKfoW/EDz/8wC2srF69ukKFCvPmzePnVlasWKEcUl0oWbKkagwva//884/8ZXzxxRfv3bvHFYkGDBggauk7mLybkaVlSFsAAAAMAmmLDsZPW77//ntxhCpY38YlJiamefPmXC3dpNP6z4bx8fF9+/blFpboyHv+/Pm3bt3ipg7RfGyOf0ELrVix4oIFCzTOx6SQttgTERFBG0bNRKobEq1Zs8bb29vHx2fcuHFc5CS0QSpTHln+/PkXLVrEjSw9efLk7t27/MTS1atXlV8lWZEiRS5dusSNUgPSFqMxSNpC6LtmHThSn/zTTz+1d/aivRszR0VF0QamDO5lWs5H+9///lerVi3xC2B9c/eTJ0++8MILtGLWt7oDLZC2AAAAGATSFh2Mn7ZQp1Ec7wpTp07likRbtmwRV8IL+fLls9kzvHbtmp+fHzeyQj2HiRMn3rlzh1vbRz1SMZKuTVWqVNE4HzNC2pI877//Pr1pzz333KBBg8aPH/+t5Mcff7R3gokuN2/erFatmrT1WfDx8enfv79qmGd7oqOjqTNTqVIlnlghR44cKblTtVMgbTEa46QtZOjQodKmqtaoUaPNmzdzo6T8/fffrVu35iktde/ePeWnoowZM4ZmlSlTJprbhAkTxI/Ad999d+LECW4BDiFtAQAAMAikLToYP22hw2XpiJcNGDCAKyQRERGqEVtGjx7NdVaoz9ahQwflwCsq4vyUuLg4nsAOms9HH33kYD7Ua124cGGS8zEdpC3JcO3aNTFii0rmzJnPnz/PjVKGOmzygBEqJUqUGDZs2PHjx22OLhQZGXnr1i3aVuvXr88TWHH6+TjJgLTFaAyVttBeQHXXOVn27Nnbt2+/cePGsLAw65s3x8fH379/f8eOHd27dxcbmLUGDRqkfGSuJ0+e2PuKbdiwgRuBQ0hbAAAADAJpiw7GT1tOnz6tvNkQdVyVtyX69ddflalHoUKFbty4wXW20OH1smXLatWqpTwdRildunQ9e/Z88OABT2CHs+ZjLkhbkuHAgQNNmzZtYmXgwIH2bp6SDJs2bSpQoIDY9qzRN+jVV1/99NNPx4wZM2fOnN9///2HH34YNGhQ48aN8+fPbz0gqKxfv37WfVT3Q9piNIZKWwitT4MGDaRt1oaMGTOWKFGibdu2I0aMmDJlysqVK6dNmzZq1KguXbq8/PLL4n7MNr3++utOuYbu1q1bzZs352++QseOHWnNuRE4hLQFAADAIJC26GD8tOX+/fv16tUTx76EOochISGi6uHDh6qLejR2xp48eUK9Uzr4tnmJPvn666/j4+O5tX3Omo9ZIG0xsv3791epUkVseCmXLVu2H374wSBjeSJtMRqjpS2EVqlz587SxuscLVq0cMq1fuAUSFsAADzew/DIGb8fsn4Yp1sKAtIWHYyfthDlOKC5c+c+efKkKJ82bZpyfMSXX3752rVrokqL6OjoPXv2dO/enebJs0jk4+Nz6NAhbpcUms/u3bu7detmfS66rvkYH9IWg7t69WrLli3FtpcSxYoVS/WxWpSQthiNAdMWQj/FtIXkypVL2oqTL1u2bAMHDnzy5AnPFwwAaQsAgMej7qeqQyoe1F3lFmAMSFt0MEXa0r9/f3EQTOg4+O+//6bCu3fvqu79OWLECNFer/3791uPj/jzzz9ztWY0HzEeqlIy5mNYSFuMLyYm5pdffqlatarY/PTKnTt3r169NI6t6zZIW4zGmGmLsHPnzubNm2fIkEHaonVr2LAhxlIxIKQtAAAeD2mLWSBt8TSjR48Wx8GEDrYGDx5MhTNnzuQiSa1atVLyp8ioqKiOHTvyvCR0zM11ekRGRnbo0IFnIUnefIwJaYtZBAcH//DDD6VKlaLvi9gOk5QzZ86uXbvu37+fZ2EkSFuMxshpC4mLi1u7dm2jRo2sbw5tj7e3N+1Eli5d6sTRlMCJkLYAAHg8pC1mgbTF08ydO1c5kOEHH3xAB8QlSpTg59IR2OLFi7m1QkRExL1798LDw8+ePbt3796rV69yhS2bNm3i2Umop8oVivmcOXOG5uP4eqWNGzfyLCTK+Zgd0hZzuXPnzpYtWz799NMqVaoUKFAgW7ZsYpsUqCOaO3ful19+uVWrVnPmzAkMDDTsXbSQthiNwdMW4cmTJ8eOHZswYcJbb71VpEgRX19fVfiYI0cOKq9Tp86IESMOHjzoYYOaexikLQAAHg9pi1kgbfE0ly5doj6hOD4mzZs3Hz16tPK4mQ6Xbd6kc+bMmfXq1WvcuHG+fPmoWa9evbjClm3btom5CR06dOCKxPm8++67efPmparevXtzhS1bt24VcxCU8zE7pC0mFRkZSZ/d+vXrBw4cKL44VapUWb58+T///HPzpgl2YEhbjMYUaYvSmTNntm/fPnXq1Jw5c9JqFy1adMGCBZs3bz59+jS3AGND2gIA4PGQtpgF0hZPc+/ePeU4FLly5VLeA4gOvxYtWsRNLc2ePZsbSVq0aMEVtiivVyIrVqzgCqv5tGzZkitsGTVqFLeTKOdjdkhbzO7QoUPijukffvghF5kB0hajMV3aIjx8+LBQoUK02jVq1OAiMAmkLQAAHg9pi1kgbfFA/v7+dKRlU61ateydAX7u3DmRDgi5c+eeOHHi3bt3uTpRVFTUnDlzlNdZ5M2bVzlQ6NmzZ8XZMUKePHl++OEH6/lERkbOnj07a9as3M5qPmaHtMXsduzYIdKW999/n4vMAGmL0Zg0bQkKCipYsCCt9muvvcZFYBJIWwAAPB7SFrNA2uKB6JiejrSspUuXzsHJI1FRUW3atOGmierUqdO5c+e+ffv2kwQEBDRp0kR0QQU6nlPdSIjmY33Torp166rm07hxY+WNMGjdPOmGRARpi9khbQGnQNoCboa0BQDA4yFtMQukLR5o0qRJ6dKlo4MtlXfeeScqKoob2XLgwIEcOXJwa22oIxodHc3TJ9q3b1/27Nm5hTY252NqSFvMDmkLOAXSFnAzpC0AAB4PaYtZIG3xQFu2bFGeNiJkyZLljz/+4Bb2bdiwQXQMkpQ5c+ZOnTqFhobylJboIE/7fD7++GN78zEvpC1mh7QFnAJpC7gZ0hYAAI+HtMUskLZ4oNOnT+fLly+zpWbNmjk+sUV28+bN8ePHly1bVnnFkFLGjBlpbmvWrOEJ7BDzKVOmjIP5NG/ePMn5mBTSFrOT05ZWrVpxkRkgbTEapC3gZkhbAAA8HtIWs0Da4oFiY2PpQPm6pfv373O1NiEhIbt37166dOmIESP8/f1rSuj/S5YsOXToUGRkJLdLioP5HD58WPt8TAdpi9kdOHAgY8aM9An26dOHi8wAaYvRmDRtCQ0NrVSpEq020hbTQdoCAODxDp26qcpZxANpi9EgbQFwCaQtZnfy5MlMmTLRJzhy5EguMgOkLUZj0rTlwYMH9erVo9VG2mI6SFsAADyevbTl3JU73AKMAWkLgEsgbTG7EydOiLRlxIgRXGQGSFuMxrxpS926dWm1kbaYDtIWAACPt/3AZVXOIh43Qx5yCzAGpC0ALoG0xeyQtoBTIG0BN0PaAgDg8aYs3q/KWcTjYbjHjtJgUkhbAFwCaYvZIW0B1KlImAAACwxJREFUp0DaAm6GtAUAwON9/v0mVc5Cj/rdFnA1GAbSlhQ5d+XOoVM3564+ys8BEiFtMTukLeAUSFvAzZC2AAB4vBb9lqqiFnp0G7GWq8EwkLboc+jUzQnz9tCm/G6vRcqN++T5/7gFgARpi9khbQGnQNoCboa0BQDAs10JClP2Q+XH2Fk7uQUYBtIWfdbuOKfarMVjyuL93AJAgrTF7JC2gFMgbQE3Q9oCAODZ5q4+quqKiseKzae4BRgG0hZ9HoZHVv9glmrLpkeLfku5BYCE+uoibTFXXx1kZ86cEWnLN998w0VmEBQUJNKWcePGcRGkqnv37lWpUoU+kXfeeYeLzCAiIkLcAbpatWpcBCaxdOlS+uDSp0+/efNmLgIAAA/ScehqVVdUPHBDIgNC2qJb7zH/U23Z4nElKIxbaBAbG3v37t3//vvvNngi+nC3bt2aN29eOuT9/PPPQ0NDQ0JCuA7MgD6yHTt2iLRlwIABZvkEaT0PHz7s6+tLqz1kyJA7d+5gw0td9ImcOnWqYsWK9Im88cYb9+7dM8uGdPHixZo1a9Jqv/LKK2bZ/oGEhYVNmzaNPrj06dMvXryYnnIFmBYdK9IXMCoqio8gASBtuxnyUNUJFY+OQ1dzCzASpC26rdh8SrVxi8eM3w9xCw2CgoKaNGlSvnz5CuCJKlWqVKJECW9vbzrkzZcvH/W1uAJMgj7BkiVLpkuXjj7B559/3iyfIK3nyy+/nCFDBlrt/PnzY8NLdbQhlSlTJkuWLPSJZM+evXLlylxhbLTllC1bNlu2bLTaPj4+2JBMxM/Pr3DhwvTBkZdeesksmxw4QMeK1atX37t3Lx9BAkDaZq8ritu2GBPSFt1Cwx6rNm7x0BUoXrx4sUiRIuJ4CAAAAADApgwZMmzcuJGPIAEgbes2Yq2qEyoeui6zALdB2pIc9i6WO3flDrdIyuXLl0uXLs17UQAAAAAAW3LmzLllyxY+ggSANMze3YgwhKhhIW1JDnsDQX/+/SZukRSkLQAAAACQJKQtACBQZ1PV/RQPXSNagDshbUkOe6MT0ePQqZvcyCGkLQAAAACQJKQtAEDOXbmj6njKj5Pn/+NGYDBIW5LJXrLYdsAKbuEQ0hYAAAAASBLSFgAgX0/brup4igfuRmRkSFuSyUG4uP3AZW5kH9IWAAAAAEgS0hYAIFHRsTN+P1Sn01xV31P7yKHgfkhbks/B6S30ZeBGdly6dKl48eK8FwUAAAAAsMXHx2fTJq0jAwKAZ3sYHjll8f7qH8wSHU/tw4ZCqkDaknyhYY/lDV31GDxpKzey4+rVq6+88kp2ADAw+TA3R44cXASgE2083t7etCFlzJjRRBsSrWqmTJlotWnlsf0DpK6CBQtu27aNjyABAKR+6IR5e6jXiRNbDA5pS4qIrdzmY9H6E9zIlsjIyBMnTuzfv/8AABjPwYMH6d+ZM2cOHz58+/bthw4dEuUAeh05cuT3338fMmTI6tWrDx8+zKWGR6tNKzxw4MBly5Zh+wdIRXSsSN/BBw8e8BEkAECi0LDH/D8wKqQtKeLg9BZ67Dl2jdsBAAAAAAAAQJqBtCWlHJzeUqfT3CtBYdwOAAAAAAAAANIGpC0pFRUd23bAClXOIj/e7bXoYXgkNwUAAAAAAACANABpixPcDHlYv9sCVc4iP1r0W4ozXAAAAAAAAADSDqQtznHy/H8OBnCp02kuxnABAAAAAAAASCOQtjjNpt2BqpBF9XB8lyIAAAAAAABIs6KiY/l/4BGQtjjTlMX7VQmL6vH1tO34CgEAAAAAAIDShHl7WvRbikE/PQnSFif7/PtNqoRF+ajfbQHSFgAAAAAAABAOnbrZcehq0WGk7iSXgvkhbXGyqOhYB4HLis2nuB0AAAAAAACkYeeu3Ok95n+qPuOUxfu5GkwOaYtLTJi3R/WdoUfbASu4GgAAAAAAANKqmyEPB0/aquowyo9NuwO5HZgZ0hZXoW+I6i5F2w9c5joAAAAAAABIY26GPFyx+VS3EWuV/UTrB3UkT57/j6cB00La4kL0DanfbYH4wuDEFgAAAAAAgDToSlDY3NVHqUso5ylJPlr0W8oTg2khbXGtmyEPxZfq3JU7XKTBoVM3u41YO+P3Qys2n6L/u+IRGvaYF6YB/TqoJnfWQ9eY2/QeqiZ31sMgq6FrBOWT5/9TTe6sh67VUE3rxAcvQBvVtM566PqTAr1vqsmd9TDIauj6EaPvlGpyZz10rQb90Kkmd9aDfhV5GRq4bjVoF8PL0IAaqyZ31sMgq2GQ/Zqu1cB+Tckg+zXXrQYvQBvVtE588AI0wH5NySD7NdethkH2a7pWw/j7tbU7zlGHrveY/7Xot1QZo2h5UBdS12qAMSFtcTnaSdA3jZ9os2j9CdX3zekPXav09bTtqsmd9aCfIV6GBkmecZfsh0FWQ9dP6ru9Fqkmd9ZD12qopnXigxegjWpaZz3oTeYFaEDvm2pyZz0Mshq05fMyNKDvlGpyZz10rQb90Kkmd9aDfhV5GRq4bjXoGI6XoQE1Vk3urIdBVsMg+zVdq4H9mpJB9muuWw1egDaqaZ344AVogP2akkH2a65bDYPs13Sthgfv1ybM26MrNAfDQtpiRGNn7VR95Zz+MMhRqUEOB3FUqnzoWg3VtE588AK0UU3rrIdBDgdxVKp86FoNgxwOum41DBJzGGQ1DLJf07Ua2K8pGWS/5rrV4AVoo5rWiQ9egAbYrykZZL/mutVA2qJ8pOJ+jd4BXT9ZYHBIW4zI+jZgTn8Y5KjUIIeDOCpVPnSthmpaJz54AdqopnXWwyCHgzgqVT50rYZBDgddtxoGiTkMshoG2a/pWg3s15QMsl9z3WrwArRRTevEBy9AA+zXlAyyX3Pdahhkv6ZrNTxsv/b595t0XVYGpoC0xYjkPX2dTnPlb6BzHwY5KjXI4SCOSpUPXauhmtaJD16ANqppnfUwyOEgjkqVD12rYZDDQdethkFiDoOshkH2a7pWA/s1JYPs11y3GrwAbVTTOvHBC9AA+zUlg+zXXLcaSFuUDzfv12gb0PWjDSaCtMVwoqJj5e+efEsjpz8MclRqkMNBHJUqH7pWQzWtEx+8AG1U0zrrYZDDQRyVKh+6VsMgh4OuWw2DxBwGWQ2D7Nd0rQb2a0oG2a+5bjV4AdqopnXigxegAfZrSgbZr7luNZC2KB/u2a+16Ld0yuL9OJ/FsyFtMZwrQWHyl7Dj0NXy/537MMhRqUEOB3FUqnzoWg3VtE588AK0UU3rrIdBDgdxVKp86FoNgxwOum41DBJzGGQ1DLJf07Ua2K8pGWS/5rrV4AVoo5rWiQ9egAbYrykZZL/mutVA2qJ8uHS/Rv27RetP6PpdAvNC2mI4J8//Rz+74hqiwZO2Kr+cTnwY5KjUIIeDOCpVPnSthmpaJz54AdqopnXWwyCHgzgqVT50rYZBDgddtxoGiTkMshoG2a/pWg3s15QMsl9z3WrwArRRTevEBy9AA+zXlAyyX3PdaiBtUT6cu1+r320BfcpjZ+1csflUaNhjngzSBqQthnbuyh36VXXFQ9dX/UpQmGpyZz103dvMde+GQVYjKjqWl6HByfP/qSZ31kPXaqimdeKDF6CNalpnPehN5gVoQO+banJnPQyyGrrOdKXvlGpyZz10rQb90Kkmd9aDfhV5GRq4bjV09SGpsWpyZz0MshoG2a/pWg3s15QMsl9z3WrwArRRTevEBy9AA+zXlAyyX3Pdahhkv6ZrNYy/X9O1qYMHevr0/2ts3kktYsLcAAAAAElFTkSuQmCC" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![architecture.png](attachment:architecture.png)\n", + "\n", + "The following diagram shows the architecture of the proposed learnable audio AFE and the schematic of the super source-follower bandpass filter (SSF-BPF). The meticulously selected DSSF-BPF is strategically adopted for its diverse adjustability, exceptional adaptability, and efficiency. Voice signal from microphone goes through FEx to extract the channel energy and convert to digital features for classification. A depthwise separable CNN (DSCNN) network is used for 12-classes classification. Each FEx channel comprises a tunable SSF-BPF and a spectrogram generator. The spectrogram generated is then processed using a half-wave rectifier (HWR) and integrate-and-fire (IAF) layer before the classifer, removing the need for a ADC [[2]](#ref2). The schematic of the 2nd-order DSSF-BPF is shown in the bottom of the following figure. Transistors $M_{1,2}$ and $M_{3,4}$ serve as the super source-followers, and floating capacitors $C_{1,2}$ determine the pole locations. The transistor transconductance for $M_{1,2}$ can be expressed in [(1)](#eq1) and [(2)](#eq2), where $n$ is subthreshold slope factor, and $U_T$ is thermal voltage at room temperature. \n", + "\n", + "\n", + "\\begin{equation} \n", + " g_{m1}=\\frac{I_2}{(nU_T)_{PMOS}}\n", + "\\tag{1}\n", + "\\end{equation} \n", + "\n", + "\n", + "\\begin{equation} \n", + " g_{m2}=\\frac{I_1 - I_2}{(nU_T)_{NMOS}}\n", + "\\tag{2}\n", + "\\end{equation} \n", + "\n", + "Through small signal model analysis, neglecting body effects, the filter transfer function $H(s)$, central frequency $f_c$, quality factor $Q$ and passband gain $A$ can be derived as shown in [(3)](#eq3) - [(6)](#eq6). Transfer function [(3)](#eq3) reveals that all parameters ($g_{m1}$, $g_{m2}$, $C_1$, $C_2$) within this structure can be individually adjusted. Operating in the subthreshold region, the DSF-BPF utilizes the capability to modulate $g_m$ through external current adjustments, along with the ability to finely tune in-chip capacitors, thus conveniently regulating gain, center frequency, and Q-factor. \n", + "\n", + "\n", + "\\begin{equation} \n", + " H(s)=-\\frac{\\frac{g_{m1}}{2C_1}s}{s^2 + \\frac{g_{m1}}{2C_2}s + \\frac{g_{m1}g_{m2}}{4C_1C_2}}\n", + "\\tag{3}\n", + "\\end{equation} \n", + "\n", + "\n", + "\\begin{equation} \n", + " f_c=\\frac{1}{4\\pi}\\sqrt{\\frac{g_{m2}g_{m1}}{C_1C_2}}\n", + "\\tag{4}\n", + "\\end{equation} \n", + "\n", + "\n", + "\\begin{equation} \n", + " Q=\\sqrt{\\frac{g_{m2}C_2}{g_{m1}C_1}}\n", + "\\tag{5}\n", + "\\end{equation} \n", + "\n", + "\n", + "\\begin{equation} \n", + " A=\\frac{C_2}{C_1}\n", + "\\tag{6}\n", + "\\end{equation} \n", + "\n", + "It can be observed that the key performance of each DSF-BPF can be largely defined by 4 circuit parameters ($g_{m1}, g_{m2}, C_1, C_2$). These parameters are included in the system training process using back propagation. The initial circuit values are based on the reference design in SPICE circuit simulation. The trained values are feedback to update the circuit parameters. Instead of just achieving local optimums when optimizing the FEx front-end and classification back-end separately, the proposed approach seeks to achieve global optimum including both front-end and back-end.\n", + "\n", + "![workflow.png](attachment:workflow.png)\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Design Formulation\n", + "\n", + "The learnable AFE is formulated from open-source sky130 pdk [[5]](#ref5). For each AFE channel, $g_{m1}$, $g_{m2}$, $C_1$, $C_2$ can be formulated with the current $I_1$ and $I_2$, and the capacitor size $W_{C1}$ and $W_{C2}$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The transistor transconductance ($g_m$) is the first order deviation of drain current ($I_d$) with respect to Gate-Source Voltage($V_{gs}$), as shown in [(7)](#eq7) and [(8)](#eq8). \n", + "\n", + "\n", + "\\begin{equation} \n", + " I_d=I_{d0}\\frac{W}{L}\\exp(\\frac{V_{gs}-V_{th}}{nU_T})\n", + "\\tag{7}\n", + "\\end{equation} \n", + "\n", + "\n", + "\\begin{equation} \n", + " g_m=\\frac{I_d}{nU_T}\n", + "\\tag{8}\n", + "\\end{equation} \n", + "\n", + "Equation [(1)](#eq1) and [(2)](#eq2) give the expression between $g_{m1,2}$ and $I_{1,2}$. In this project, $(nU_T)_{NMOS}=0.038$ and $(nU_T)_{PMOS}=0.059$ are adopted using regression analysis." + ] + }, + { + "attachments": { + "AC_init.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The capacitance $C$ can be expressed in [(9)](#eq9) in terms of side length of capacitor $W_C$ and $L_C$ (extracted from sky130 pdk). By considering the $W/L$ of each capacitor is 1, $W_C$ = $L_C$ is used in this project, as shown in [(10)](#eq10).\n", + "\n", + "\n", + "\\begin{equation} \n", + " C=(W_C \\times L_C) \\times 2 \\times 10^{-3} + (W_C+L_C) \\times 0.38 \\times 10^{-3}\n", + "\\tag{9}\n", + "\\end{equation} \n", + "\n", + "\n", + "\\begin{equation} \n", + " C=(W_C)^2 \\times 2 \\times 10^{-3} + W_C \\times 0.76 \\times 10^{-3}\n", + "\\tag{10}\n", + "\\end{equation}\n", + "\n", + "The optimization boundaries such as $f_c$ spans from 100 Hz to 5k Hz. It should be noted that some filter parameters such as $I_{1,2}$ and $W_{C1,2}$ may have huge value difference up to the order of $10^3$ or even more. Such differences complicate training due to its impact on the learning rates and potentially leading to vanishing gradient. To address this issue, two trainable scaling factors ($\\phi_I$ and $\\phi_C$) are introduced in [(11)](#eq11). Both factors are scalable in real circuit design. This approach enables a flexible and realistic representation of capacitance values. Boundaries for $\\phi_I$ and $\\phi_C$ are imposed during training ($\\phi_I > 1$ and $\\phi_C > 1$) to ensure the optimization result does not violate circuit theory. \n", + "\n", + "\n", + "\\begin{equation} \n", + " \\phi_I = \\frac{I_1}{I_2} \\quad \\phi_C=\\frac{C_2}{C_1}\n", + "\\tag{11}\n", + "\\end{equation} \n", + "\n", + "Furthermore, $\\phi_C$ can be expressed using the size of capacitors, shown in [(12)](#eq12).\n", + "\n", + "\n", + "\\begin{equation} \n", + " \\phi_C=\\frac{C_2}{C_1}=\\frac{(W_{C2})^2 \\times 2 \\times 10^{-3} + W_{C2} \\times 0.76 \\times 10^{-3}}{(W_{C1})^2 \\times 2 \\times 10^{-3} + W_{C1} \\times 0.76 \\times 10^{-3}}\n", + "\\tag{12}\n", + "\\end{equation} \n", + "\n", + "The corresponding $g_{m1,2}$ used for transfer function [(3)](#eq3) can be expressed in terms of $I_2$, $\\phi_I$, $(nU_T)_{NMOS}$ and $(nU_T)_{PMOS}$, as listed in [(13)](#eq13) and [(14)](#eq14). As $g_m$ of a transistor is difficult to tune directly when the hardware is fabricated, we use the current $I_{1,2}$ to change the filter's performance as they can be controlled with external current sources.\n", + "\n", + "\n", + "\\begin{equation} \n", + " g_{m1}=\\frac{I_2}{(nU_T)_{PMOS}}\n", + "\\tag{13}\n", + "\\end{equation}\n", + "\n", + "\n", + "\\begin{equation} \n", + " g_{m2}=(\\phi_I - 1) \\times g_{m1} \\frac{(nU_T)_{PMOS}}{(nU_T)_{NMOS}}\n", + "\\tag{14}\n", + "\\end{equation}\n", + "\n", + "The intial parameters for AFE configuration are listed in the table below (corresponding to `AFE_Config/Design/DSF16.txt`). \n", + "\n", + "\\begin{array}{|c|c|c|}\n", + "\\hline\n", + " Parameter & Initial \\ Value & Notes\\\\\n", + "\\hline\n", + "W_{C1} & 22 \\ \\mu m & same \\ for \\ 16 \\ channels\\\\\n", + "\\hline\n", + "W_{C2} & 60 \\ \\mu m & same \\ for \\ 16 \\ channels\\\\\n", + "\\hline\n", + "I_1 & 300 \\ pA & current \\ I_1 \\ for \\ channel \\ 1\\\\\n", + "\\hline\n", + "I_2 & 100 \\ pA & current \\ I_2 \\ for \\ channel \\ 1\\\\\n", + "\\hline\n", + "scale & 1.298 & current \\ ratio \\ for \\ \\frac{channel \\ (n+1)}{channel \\ (n)}\\\\\n", + "\\hline\n", + "\\end{array}\n", + "\n", + "Thus, the initial value of $\\phi_I$ for 16 channels is `tensor([3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3., 3.], requires_grad=True)` and of $\\phi_C$ for 16 channels is `tensor([7.3580, 7.3580, 7.3580, 7.3580, 7.3580, 7.3580, 7.3580, 7.3580, 7.3580,7.3580, 7.3580, 7.3580, 7.3580, 7.3580, 7.3580, 7.3580], requires_grad=True)`. These scaling factors represent the ratio of two coupled parameters, allowing for more balanced updates during the training process. The freauency response with these initial values is shown in following figure.\n", + "\n", + "![AC_init.png](attachment:AC_init.png)\n", + "\n" + ] + }, + { + "attachments": { + "spice_init.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To optimize algorithm and circuit performance concurrently, we introduce a new loss function, $L_{BPF}$, as a more effective system criterion (loss function) for co-design optimization. In addition to the cross-entropy loss ($L_{CE}$) for KWS classification, power loss ($L_P$) and area loss ($L_A$) are incorporated into $L_{BPF}$ to collectively minimize during training. As depicted in [(15)](#eq15), $L_P$ and $L_A$ can be formulated in terms of $\\phi_I$ and $\\phi_C$, respectively. The power consumption of DSF-BPF, $2V_{DD}(I_1 + I_3)$, is linearly related to $\\phi_I$. Furthermore, capacitors contribute significantly to the area of the DSF-BPF. Regularization coefficients $\\lambda_{CE}$, $\\lambda_{I}$, $\\lambda_{C}$ are introduced to adjust the relative importance of each loss term during model initialization.\n", + "\n", + "\n", + "\\begin{equation} \n", + " L_{BPF}= L_{CE} + L_{P} + L_{A} = \\lambda_{CE} L_{CE} + \\lambda_{I} \\sum(\\phi_I) + \\lambda_{C} \\sum(\\phi_C)\n", + "\\tag{15}\n", + "\\end{equation}\n", + "\n", + "The elucidation of the equivalent circuit transfer function, adaptive scaling strategies, and the system criterion function collectively offer a comprehensive insight into the behaviour of the filter and the machine learning topology in joint optimization. The interplay between the circuitry's intricacies and the neural network algorithms enhances the understanding of the filter’s behaviour, facilitating a sophisticated optimization strategy for the learnable audio front-end. Employing the DSSF-BPF structure, we address the challenges of analog feature extraction in KWS systems, offering a solution that is not only energy-efficient but also highly flexible in achieving optimal filter characteristics.\n", + "\n", + "The initial frequency response generated with SPICE [[6]](#ref6) is shown in figure below. Throughout AFE learning, the trained parameters $\\phi_I$ and $\\phi_C$ will convert back to $I_{1,2}$ and $W_{C1,2}$. 16 channel $I_{1,2}$ and $W_{C1,2}$ will be written into `para.spice` for SPICE AC/Trans verification. \n", + "\n", + "![spice_init.png](attachment:spice_init.png)\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Methodology Workflow \n", + "\n", + "Following steps shows the detailed working flow. Verification using SPICE is adopted on the learned AFE after incorporated training with neural network. We have included cell outputs for your reference. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. [Framework Initialization](#framework-initialization)\n", + "### 2. [Data Preparation](#data-preparation)\n", + "### 3. [Data Augmentation](#data-augmentation)\n", + "### 4. [KWS Model Training](#kws-model-training)\n", + "### 5. [Hyperparameter Tuning](#hyperparameter-tuning)\n", + "### 6. [KWS Model Testing](#kws-model-testing)\n", + "### 7. [SNR Evaluation](#snr-evaluation)\n", + "### 8. [Filter Visualization](#filter-visualization)\n", + "### 9. [SPICE Verification-AC](#spice-verification-ac)\n", + "### 10. [SPICE Verification-Trans](#spice-verification-trans)\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 1. Framework Initialization " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Packages Loaded\n" + ] + } + ], + "source": [ + "from __future__ import print_function\n", + "\n", + "import os\n", + "import logging\n", + "\n", + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "import torch.backends.cudnn as cudnn\n", + "import torchaudio.transforms as atransforms\n", + "\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from collections import Counter\n", + "from sklearn.metrics import confusion_matrix\n", + "\n", + "import src.models as mdl \n", + "import src.data.dataset as ds \n", + "import src.data.dataloader as dl\n", + "import src.utils.visualizing as vs \n", + "import src.utils.cust_transforms as ctransforms\n", + "\n", + "from src.train import train_model\n", + "from src.test import test_model\n", + "\n", + "import importlib\n", + "importlib.reload(mdl)\n", + "importlib.reload(ds)\n", + "importlib.reload(dl)\n", + "importlib.reload(vs)\n", + "\n", + "print(\"Packages Loaded\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Using cuda on NVIDIA GeForce RTX 4070 :D \n" + ] + } + ], + "source": [ + "# -------------------- Globals --------------------#\n", + "# Device Config\n", + "DEVICE = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "print(f\"Using {DEVICE} on {torch.cuda.get_device_name(0)} :D \")\n", + "\n", + "if torch.cuda.is_available():\n", + " cudnn.benchmark = True\n", + " NUM_WORKERS = 2\n", + " PIN_MEMORY = True\n", + "else:\n", + " NUM_WORKERS = 0\n", + " PIN_MEMORY = False\n", + "\n", + "# Global Config\n", + "ORIG_SR = 16000\n", + "COMMAND_LEN = int(1.0 * ORIG_SR) # 1 second\n", + "\n", + "KEYWORDS = [\"zero\", \"one\", \"two\", \"three\", \"four\", \"five\", \"six\", \"seven\", \"eight\", \"nine\"]\n", + "CLASSES = {0:'zero', 1:'one', 2:'two', 3:'three', 4:'four', 5:'five', 6:'six', 7:'seven', 8:'eight', 9:'nine', 10:'unknown', 11:'silence'}\n", + "\n", + "# Log Config\n", + "formatter = logging.Formatter(\"%(asctime)s:%(levelname)s:%(name)s: %(message)s\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "trial: 1\n", + "data_path: ./SpeechCommands/speech_commands_v0.02\n", + "pad_time: 0.1\n", + "p_noise: 0.8\n", + "snr_min: 5\n", + "snr_max: 20\n", + "batch_size: 256\n", + "sampler: balanced\n", + "new_sr: 20000\n", + "n_filter: 16\n", + "hop_length: 640\n", + "overlap: False\n", + "max_samples: 30\n", + "model: LearnAFE_v2\n", + "num_classes: 12\n", + "freeze: False\n", + "backbone: DSCNN\n", + "afe_design: DSF16\n", + "epochs: 20\n", + "print_freq: 5\n", + "num_iters: 1\n", + "val_p_noise: 1.0\n", + "val_snr: 5\n", + "loss_fn: CELoss\n", + "learning_rate: 0.001\n", + "weight_decay: 0.0001\n", + "l1_lambda: 1e-05\n", + "hdw_lambda_i: 5e-05\n", + "hdw_lambda_c: 4e-05\n", + "pad_len: 1600\n", + "n_fft: 640\n", + "Val_SNR: 5\n", + "model_path: ./ckpts/DSF16_LearnAFE_v2_Freeze-False\n", + "model_name: Noise-0.8_SNR-5-20_SR-20000_hop-640_Overlap-False_Hdw-5e-05-4e-05_CELoss\n", + "save_folder: ./ckpts/DSF16_LearnAFE_v2_Freeze-False/Noise-0.8_SNR-5-20_SR-20000_hop-640_Overlap-False_Hdw-5e-05-4e-05_CELoss\n" + ] + } + ], + "source": [ + "# -------------------- Define customized Argparse --------------------#\n", + "class Argparse:\n", + " def __init__(self, **kwargs):\n", + " for key, value in kwargs.items():\n", + " setattr(self, key, value)\n", + "\n", + " self.pad_len = int(ORIG_SR * self.pad_time) # padding 1600 samples on both sides\n", + " self.n_fft = 2*self.hop_length if self.overlap else self.hop_length # n_fft = 2*hop_length for overlap frames\n", + " self.Val_SNR = self.val_snr if self.val_p_noise == 1.0 else \"clean\" # SNR for validation\n", + " self.hdw_lambda_i = self.hdw_lambda_i if self.freeze == False else 0.0 # hardware-aware training when freeze is False\n", + " self.hdw_lambda_c = self.hdw_lambda_c if self.freeze == False else 0.0 # hardware-aware training when freeze is False\n", + "\n", + " def print_args(self):\n", + " argparse_dict = vars(self)\n", + " for key, value in argparse_dict.items():\n", + " print(f\"{key}: {value}\")\n", + "\n", + "args = Argparse(\n", + " trial = 1,\n", + "\n", + " # Dataset Config\n", + " data_path = \"./SpeechCommands/speech_commands_v0.02\",\n", + " pad_time = 0.1, # padding 0.1s of 0 on both sides\n", + " p_noise = 0.8, # Prob for adding noise\n", + " snr_min = 5, # min SNR for noise\n", + " snr_max = 20, # max SNR for noise\n", + "\n", + " # Dataloader Config\n", + " batch_size = 256, # 256 samples per batch\n", + " sampler = \"balanced\", # balanced sampler for training\n", + "\n", + " # Transform Config \n", + " new_sr = 20000, # resample to 20kHz\n", + " n_filter = 16, # 16 filters in AFE\n", + " hop_length = 640, # 32ms\n", + " overlap = False, # False for non-overlap frames\n", + " max_samples = 30, # max sample length for DSCNN\n", + " \n", + " # Model Config\n", + " model = \"LearnAFE_v2\", # \"LearnAFE_v2\"\n", + " num_classes = 12, # 10 keywords + \"unknown\" + \"silence\"\n", + " \n", + " # AFE Config \n", + " freeze = False, # freeze AFE params\n", + " backbone = \"DSCNN\", # DSCNN as backbone model\n", + " afe_design = \"DSF16\", # BPF and SPK config in circuit level\n", + "\n", + " # Train Config\n", + " epochs = 20, # 20 epochs\n", + " print_freq = 5, # print every 5 epochs\n", + " num_iters = 1, # run whole training process for 1 time\n", + " val_p_noise = 1.0, # Prob for adding noise in validation\n", + " val_snr = 5, # SNR for validation\n", + "\n", + " # Optim Config\n", + " loss_fn = \"CELoss\", # CrossEntropyLoss\n", + " learning_rate = 0.001, # learning rate\n", + " weight_decay = 1e-4, # weight decay\n", + " l1_lambda = 1e-5, # L1 regularization lambda\n", + " hdw_lambda_i = 5e-5, # regularization lambda for current ratio\n", + " hdw_lambda_c = 4e-5, # regularization lambda for cap ratio\n", + ")\n", + "\n", + "args.model_path = \"./ckpts/{}_{}_Freeze-{}\".format(\n", + " args.afe_design, \n", + " args.model, \n", + " args.freeze\n", + ")\n", + "args.model_name = \"Noise-{}_SNR-{}-{}_SR-{}_hop-{}_Overlap-{}_Hdw-{}-{}_{}\".format(\n", + " args.p_noise,\n", + " args.snr_min,\n", + " args.snr_max, \n", + " args.new_sr,\n", + " args.hop_length,\n", + " args.overlap,\n", + " args.hdw_lambda_i,\n", + " args.hdw_lambda_c,\n", + " args.loss_fn, \n", + ")\n", + "\n", + "args.save_folder = os.path.join(args.model_path, args.model_name)\n", + "if not os.path.isdir(args.save_folder):\n", + " os.makedirs(args.save_folder)\n", + "\n", + "# Uncomment to Print all arguments\n", + "args.print_args()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# -------------------- User-defined functions --------------------#\n", + "def setupLogger(name, logPath, level=logging.INFO):\n", + " logger = logging.getLogger(name)\n", + " if logger.handlers:\n", + " return logger\n", + " handler = logging.FileHandler(logPath)\n", + " handler.setFormatter(formatter)\n", + " logger.setLevel(level)\n", + " logger.addHandler(handler)\n", + " return logger\n", + "\n", + "log_path = \"logs/LearnAFE_KWS.log\"\n", + "if not os.path.exists(log_path):\n", + " open(log_path, \"a\").close()\n", + "logger = setupLogger(\"ResultsLogger\", log_path)\n", + "\n", + "# Log initial setup\n", + "logger.info(f\"Init - {args.save_folder} --- Trial: {args.trial}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [Back to List of Content](#list_of_content)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 2. Data Preparation \n", + "\n", + "Dataset will be downloaded under `SpeechCommands` to generate ***KWS_Dataset*** and ***KWS_Dataloader***." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Getting Data... \n", + "\n", + "Batch Size: 256\n", + "\n", + "Train Len = 87723 , Validation Len = 10341 , Test Len = 11365\n", + "\n", + "Balanced sampler is used for trainloader.\n", + "Shuffle is False for validloader.\n", + "Shuffle is False for testloader.\n", + "\n", + "Train Size Batched = 342 , Validation Size Batched = 40 , Test Size Batched = 44\n" + ] + } + ], + "source": [ + "KWS_Dataset = ds.genDatasets(\n", + " root_path = args.data_path,\n", + " keywords = KEYWORDS,\n", + " classes = CLASSES,\n", + " command_len = COMMAND_LEN,\n", + " pad_len = args.pad_len,\n", + ")\n", + "\n", + "KWS_DataLoader = dl.genDataLoader(\n", + " dataset = KWS_Dataset,\n", + " batch_size = args.batch_size,\n", + " sampler = args.sampler,\n", + " num_workers = NUM_WORKERS,\n", + " pin_memory = PIN_MEMORY, \n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 torch.Size([256, 1, 19200]) (256,) Counter({2: 33, 1: 27, 11: 26, 5: 26, 8: 26, 4: 21, 7: 21, 3: 18, 0: 17, 6: 16, 10: 15, 9: 10})\n", + "1 torch.Size([256, 1, 19200]) (256,) Counter({5: 27, 4: 26, 7: 26, 10: 25, 6: 21, 2: 21, 11: 21, 3: 21, 9: 20, 0: 19, 8: 15, 1: 14})\n", + "2 torch.Size([256, 1, 19200]) (256,) Counter({11: 30, 3: 27, 9: 26, 2: 26, 0: 22, 8: 21, 7: 20, 1: 20, 6: 19, 4: 17, 5: 15, 10: 13})\n", + "3 torch.Size([256, 1, 19200]) (256,) Counter({3: 30, 1: 29, 2: 26, 11: 26, 7: 25, 10: 23, 4: 22, 6: 17, 0: 16, 9: 15, 8: 14, 5: 13})\n", + "4 torch.Size([256, 1, 19200]) (256,) Counter({3: 30, 2: 27, 4: 27, 6: 25, 0: 23, 1: 22, 8: 21, 5: 18, 7: 16, 11: 16, 10: 16, 9: 15})\n", + "5 torch.Size([256, 1, 19200]) (256,) Counter({5: 33, 0: 28, 11: 26, 3: 24, 10: 23, 9: 22, 1: 19, 2: 18, 4: 17, 6: 16, 8: 15, 7: 15})\n" + ] + } + ], + "source": [ + "for batch_idx, (data, label) in enumerate(KWS_DataLoader[\"train\"]): \n", + " if batch_idx <= 5:\n", + " print(batch_idx, data.shape, label.cpu().numpy().shape, Counter(label.cpu().numpy().flatten()))\n", + " else: break" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [Back to List of Content](#list_of_content)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 3. Data Augmentation \n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# -------------------- Define Transforms --------------------#\n", + "\n", + "# Train Transform\n", + "train_transform = nn.Sequential(\n", + " ctransforms.RandomAddNoise(\n", + " p = args.p_noise, \n", + " snr_min = args.snr_min,\n", + " snr_max = args.snr_max,\n", + " noise_kwargs={\n", + " \"root_path\": args.data_path,\n", + " \"classes\": CLASSES,\n", + " \"noise_samples\": 1000,\n", + " \"clip_len\": COMMAND_LEN + args.pad_len * 2,\n", + " },\n", + " ),\n", + " atransforms.Resample(\n", + " orig_freq = ORIG_SR,\n", + " new_freq = args.new_sr,\n", + " )\n", + ")\n", + "\n", + "# Val Transform\n", + "val_transform = nn.Sequential(\n", + " ctransforms.RandomAddNoise(\n", + " p = args.val_p_noise, \n", + " snr_min = args.val_snr,\n", + " snr_max = args.val_snr + 1,\n", + " noise_kwargs={\n", + " \"root_path\": args.data_path,\n", + " \"classes\": CLASSES,\n", + " \"noise_samples\": 1000,\n", + " \"clip_len\": COMMAND_LEN,\n", + " },\n", + " ),\n", + " atransforms.Resample(\n", + " orig_freq = ORIG_SR,\n", + " new_freq = args.new_sr,\n", + " )\n", + ")\n", + "\n", + "# Test Transform\n", + "test_transform = nn.Sequential(\n", + " ctransforms.RandomAddNoise(\n", + " p = 0.0, \n", + " snr_min = args.snr_min,\n", + " snr_max = args.snr_max,\n", + " noise_kwargs={\n", + " \"root_path\": args.data_path,\n", + " \"classes\": CLASSES,\n", + " \"noise_samples\": 1000,\n", + " \"clip_len\": COMMAND_LEN,\n", + " },\n", + " ),\n", + " atransforms.Resample(\n", + " orig_freq = ORIG_SR,\n", + " new_freq = args.new_sr,\n", + " )\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'train': Sequential(\n", + " (0): RandomAddNoise()\n", + " (1): Resample()\n", + "), 'val': Sequential(\n", + " (0): RandomAddNoise()\n", + " (1): Resample()\n", + "), 'test': Sequential(\n", + " (0): RandomAddNoise()\n", + " (1): Resample()\n", + ")}\n" + ] + } + ], + "source": [ + "DATA_AUGMENTATION = {\n", + " \"train\": train_transform.to(DEVICE),\n", + " \"val\": val_transform.to(DEVICE),\n", + " \"test\": test_transform.to(DEVICE),\n", + "}\n", + "print(DATA_AUGMENTATION)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [Back to List of Content](#list_of_content)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 4. KWS Model Training " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def getBackbone(backbone, args):\n", + " match backbone:\n", + " case \"DSCNN\":\n", + " return mdl.DSCNN(\n", + " args.num_classes,\n", + " )\n", + " case _:\n", + " raise Exception(\n", + " \"No such model, please select within (DSCNN)\"\n", + " )\n", + " \n", + "def getModel(name, args):\n", + " backbone_mdl = getBackbone(args.backbone, args)\n", + " match name:\n", + " case \"LearnAFE_v2\":\n", + " return mdl.LearnAFE_v2(\n", + " n_filter = args.n_filter,\n", + " sample_rate = args.new_sr,\n", + " config_path = args.afe_design,\n", + " hop_length = args.hop_length,\n", + " overlap = args.overlap,\n", + " freeze = args.freeze,\n", + " max_sample_len = args.max_samples,\n", + " backbone = backbone_mdl,\n", + " ).to(DEVICE)\n", + " case _:\n", + " raise Exception(\n", + " \"No such model, please select within (LearnAFE_v2)\"\n", + " )" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`VAL_WEIGHT` is a manual rescaling weight given to each class for validation. Uncomment and run `_,VAL_WEIGHT = dl.genSampler(KWS_Dataset[\"val\"])` to get this weight, but it may take long time. Since the samples of validation dataset are fixed, the `VAL_WEIGHT` can be reagrded as fixed tensor. " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# -------------------- Define loss function selection --------------------#\n", + "\n", + "# _,VAL_WEIGHT = dl.genSampler(KWS_Dataset[\"val\"])\n", + "VAL_WEIGHT = torch.tensor([\n", + " 0.00260417, 0.002849, 0.00289855, 0.00280899, \n", + " 0.00268097, 0.0027248, 0.0026455, 0.00258398, \n", + " 0.00289017, 0.00280899, 0.00015778, 0.00277778\n", + "])\n", + "\n", + "def getLoss(name):\n", + " if name == \"NLLLoss\":\n", + " loss_fn = {\n", + " \"train\": nn.NLLLoss().to(DEVICE),\n", + " \"val\": nn.NLLLoss(weight=VAL_WEIGHT).to(DEVICE),\n", + " }\n", + " return loss_fn\n", + "\n", + " elif name == \"CELoss\":\n", + " loss_fn = {\n", + " \"train\": nn.CrossEntropyLoss().to(DEVICE),\n", + " \"val\": nn.CrossEntropyLoss(weight=VAL_WEIGHT).to(DEVICE),\n", + " }\n", + " return loss_fn\n", + "\n", + " else:\n", + " raise Exception(\n", + " \"No such loss function, please select within (NLLLoss, CrossEntropyLoss)\"\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "def iteration(args, strategy, save_model=False):\n", + " best_result = {}\n", + " for item in strategy:\n", + " best_result[item] = 0\n", + " best_dict = {}\n", + "\n", + " print('Perform', args.model, 'Model Architecture\\n')\n", + "\n", + " for i in range(args.num_iters):\n", + " print('\\nModel iter: {}/{}...\\n'.format(i+1, args.num_iters))\n", + " KWS_classifier = getModel(args.model, args)\n", + " loss_fn = getLoss(args.loss_fn)\n", + " print('Model Reset')\n", + "\n", + " optimizer = optim.Adam(\n", + " KWS_classifier.parameters(), \n", + " lr=args.learning_rate, \n", + " weight_decay=args.weight_decay\n", + " )\n", + "\n", + " # scheduler to reduce learning rate when a metric has stopped improving\n", + " scheduler = optim.lr_scheduler.ReduceLROnPlateau(\n", + " optimizer, \n", + " mode='min', \n", + " patience=5, \n", + " )\n", + "\n", + " best_iter_dict = train_model(\n", + " device=DEVICE,\n", + " dataloader=KWS_DataLoader,\n", + " model=KWS_classifier,\n", + " criterion=loss_fn,\n", + " optimizer=optimizer,\n", + " scheduler=scheduler, \n", + " feature_transform=DATA_AUGMENTATION,\n", + " l1_reg=args.l1_lambda,\n", + " hdw_reg_i=args.hdw_lambda_i,\n", + " hdw_reg_c=args.hdw_lambda_c,\n", + " n_epochs=args.epochs,\n", + " print_every=args.print_freq,\n", + " strategy=strategy,\n", + " )\n", + " print('')\n", + "\n", + " for item in strategy:\n", + " test_classifier = getModel(args.model, args)\n", + " test_classifier.load_state_dict(best_iter_dict[item][\"model_state_dict\"])\n", + " test_classifier.cuda().eval()\n", + "\n", + " test_acc, *_ = test_model(\n", + " device=DEVICE,\n", + " dataloader=KWS_DataLoader[\"test\"],\n", + " trained_model=test_classifier,\n", + " feature_transform=DATA_AUGMENTATION[\"test\"], \n", + " )\n", + "\n", + " print('Iter best test accuracy under', item, 'is:', test_acc) \n", + "\n", + " if test_acc > best_result[item]:\n", + " best_result[item] = test_acc\n", + " best_dict[item] = best_iter_dict[item]\n", + "\n", + " epoch,_,_, acc, loss = best_iter_dict[item].values()\n", + " valloss = 1/loss\n", + " log_msg = (\n", + " f\"Train - Model: {args.model}. Epoch: {args.epochs}, \"\n", + " f\"Strategy: {item}, \"\n", + " f\"TestAccuracy: {best_result[item]:>0.2f} at epoch {epoch}, \"\n", + " f\"ValMethod: {args.Val_SNR}, \"\n", + " f\"ValAccuracy: {acc:>0.2f}, \"\n", + " f\"ValLoss: {valloss:>0.2f} \"\n", + " )\n", + " logger.info(log_msg)\n", + " print('')\n", + " \n", + " if save_model:\n", + " PATH = os.path.join(args.save_folder, \"Trial-{}_Val-{}.pt\".format(args.trial, args.Val_SNR))\n", + " torch.save(best_dict, PATH)\n", + "\n", + " return best_result" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are two ways to select best result among iterations. `model_state_dict` from both `accuracy` and `loss` strategies are saved in `.pt` files. " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train loss: 429.6673 | acc: 0.6672| Val loss: 64.7057 | acc: 0.7464| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 146.8391 | acc: 0.8900| Val loss: 39.0655 | acc: 0.8510| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 110.9990 | acc: 0.9144| Val loss: 28.1659 | acc: 0.8774| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 97.7246 | acc: 0.9235| Val loss: 30.9992 | acc: 0.8882| \n", + "Finished Training | Time:407.97456407546997\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9258657805346582\n", + "Iter best test accuracy under loss is: 0.9259857649659656\n", + "\n", + "\n", + "Best results of iters: {'accuracy': 0.9258657805346582, 'loss': 0.9259857649659656}\n" + ] + } + ], + "source": [ + "strategy = [\"accuracy\", \"loss\"]\n", + "best_results = iteration(args, strategy, save_model=True)\n", + "print('\\nBest results of iters: ', best_results)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [Back to List of Content](#list_of_content)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 5. Hyperparameter Tuning " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ax is an testing platform developed by Meta for various experimentation, including machine learning algorithm. The following cells in this section illustrate the use of AX's API to tune the hyperparameters based on the [tutorial](https://ax.dev/) [[7]](#ref7). While Ray is best suited for large-scale parallelism, AX itself include some form of parallelization at a smaller scale. Based on a [study on the different hyperparameter optimizers](https://arxiv.org/abs/2311.15854) [[8]](#ref8), AX's implementation for hyperparameters was shown to be a better as compared to others like HyperOpt and BayesOpt.\n", + "\n", + "\n", + "The requirements for using AX as shown in [here](https://ax.dev/docs/installation.html):\n", + "- Python 3.9 or later is needed.\n", + "- The required Python dependencies are:\n", + " - botorch\n", + " - jinja2\n", + " - pandas\n", + " - scipy\n", + " - sklearn\n", + " - plotly >=2.2.1\n", + "Then, use pip to install in python even if conda env is used:\n", + "```\n", + "pip install ax-platform\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 13:11:26] ax.service.ax_client: Starting optimization with verbose logging. To disable logging, set the `verbose_logging` argument to `False`. Note that float values in the logs are rounded to 6 decimal points.\n", + "[INFO 04-10 13:11:26] ax.service.utils.instantiation: Created search space: SearchSpace(parameters=[RangeParameter(name='lr', parameter_type=FLOAT, range=[1e-06, 0.4], log_scale=True), RangeParameter(name='wgtDecay', parameter_type=FLOAT, range=[1e-06, 0.4], log_scale=True), RangeParameter(name='lambda1', parameter_type=FLOAT, range=[1e-06, 0.1], log_scale=True), RangeParameter(name='lambdaI', parameter_type=FLOAT, range=[1e-06, 0.4], log_scale=True), RangeParameter(name='lambdaC', parameter_type=FLOAT, range=[1e-06, 0.4], log_scale=True)], parameter_constraints=[]).\n", + "[INFO 04-10 13:11:26] ax.modelbridge.dispatch_utils: Using Models.BOTORCH_MODULAR since there is at least one ordered parameter and there are no unordered categorical parameters.\n", + "[INFO 04-10 13:11:26] ax.modelbridge.dispatch_utils: Calculating the number of remaining initialization trials based on num_initialization_trials=None max_initialization_trials=None num_tunable_parameters=5 num_trials=None use_batch_trials=False\n", + "[INFO 04-10 13:11:26] ax.modelbridge.dispatch_utils: calculated num_initialization_trials=10\n", + "[INFO 04-10 13:11:26] ax.modelbridge.dispatch_utils: num_completed_initialization_trials=0 num_remaining_initialization_trials=10\n", + "[INFO 04-10 13:11:26] ax.modelbridge.dispatch_utils: `verbose`, `disable_progbar`, and `jit_compile` are not yet supported when using `choose_generation_strategy` with ModularBoTorchModel, dropping these arguments.\n", + "[INFO 04-10 13:11:26] ax.modelbridge.dispatch_utils: Using Bayesian Optimization generation strategy: GenerationStrategy(name='Sobol+BoTorch', steps=[Sobol for 10 trials, BoTorch for subsequent trials]). Iterations after 10 will take longer to generate due to model-fitting.\n" + ] + } + ], + "source": [ + "from ax.service.ax_client import AxClient, ObjectiveProperties\n", + "from ax.service.utils.report_utils import exp_to_df\n", + "from ax.utils.notebook.plotting import init_notebook_plotting, render\n", + "# Initiate Client\n", + "ax_client = AxClient()\n", + "# Create an experiment with required arguments: name, parameters, and objective_name.\n", + "ax_client.create_experiment(\n", + " name=\"tune_cnn_for_SSF_Filterbank\", # The name of the experiment.\n", + " parameters=[\n", + " {\n", + " \"name\": \"lr\", # The name of the parameter.\n", + " \"type\": \"range\", # The type of the parameter (\"range\", \"choice\" or \"fixed\").\n", + " \"bounds\": [1e-6, 0.4], # The bounds for range parameters. \n", + " # \"values\" The possible values for choice parameters .\n", + " # \"value\" The fixed value for fixed parameters.\n", + " \"value_type\": \"float\", # Optional, the value type (\"int\", \"float\", \"bool\" or \"str\"). Defaults to inference from type of \"bounds\".\n", + " \"log_scale\": True, # Optional, whether to use a log scale for range parameters. Defaults to False.\n", + " # \"is_ordered\" Optional, a flag for choice parameters.\n", + " },\n", + " {\n", + " \"name\": \"wgtDecay\", \n", + " \"type\": \"range\", \n", + " \"bounds\": [1e-6, 0.4],\n", + " \"value_type\": \"float\",\n", + " \"log_scale\": True,\n", + " },\n", + " {\n", + " \"name\": \"lambda1\", \n", + " \"type\": \"range\", \n", + " \"bounds\": [1e-6, 0.1],\n", + " \"value_type\": \"float\",\n", + " \"log_scale\": True,\n", + " },\n", + " {\n", + " \"name\": \"lambdaI\", \n", + " \"type\": \"range\", \n", + " \"bounds\": [1e-6, 0.4],\n", + " \"value_type\": \"float\",\n", + " \"log_scale\": True,\n", + " },\n", + " {\n", + " \"name\": \"lambdaC\", \n", + " \"type\": \"range\", \n", + " \"bounds\": [1e-6, 0.4],\n", + " \"value_type\": \"float\",\n", + " \"log_scale\": True,\n", + " },\n", + " ],\n", + "\n", + " objectives={\"accuracy\": ObjectiveProperties(minimize=False)}, # The objective name and minimization setting.\n", + " # parameter_constraints: Optional, a list of strings of form \"p1 >= p2\" or \"p1 + p2 <= some_bound\".\n", + " # outcome_constraints: Optional, a list of strings of form \"constrained_metric <= some_bound\".\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "def train_eval_acc(parameters):\n", + " args.learning_rate = parameters.get(\"lr\", 0.001) # learning rate\n", + " args.weight_decay = parameters.get(\"wgtDecay\", 1e-4) # weight decay\n", + " args.l1_lambda = parameters.get(\"lambda1\", 1e-5) # L1 regularization lambda\n", + " args.hdw_lambda_i = parameters.get(\"lambdaI\", 5e-5) # regularization lambda for gm ratio\n", + " args.hdw_lambda_c = parameters.get(\"lambdaC\",4e-5) # regularization lambda for cap ratio\n", + " best_results = iteration(args, strategy, save_model=True)\n", + " return best_results[\"accuracy\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 13:11:30] ax.core.experiment: Attached custom parameterizations [{'lr': 0.001, 'wgtDecay': 0.0001, 'lambda1': 1e-05, 'lambdaI': 0.0001, 'lambdaC': 0.0001}] as trial 0.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 423.9796 | acc: 0.6826| Val loss: 50.6119 | acc: 0.7767| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 143.1556 | acc: 0.8945| Val loss: 30.7953 | acc: 0.8702| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 111.3099 | acc: 0.9143| Val loss: 24.0049 | acc: 0.8777| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 97.6430 | acc: 0.9235| Val loss: 25.6381 | acc: 0.8838| \n", + "Finished Training | Time:418.47613430023193\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9147276359075075\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 13:18:32] ax.service.ax_client: Completed trial 0 with data: {'accuracy': (0.914728, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.913864361539734\n", + "\n" + ] + } + ], + "source": [ + "# Attach the trial\n", + "ax_client.attach_trial(\n", + " parameters={\"lr\": 0.001, \"wgtDecay\":1e-4, \"lambda1\":1e-5, \"lambdaI\":1e-4, \"lambdaC\":1e-4}\n", + ")\n", + "\n", + "# Get the parameters and run the trial \n", + "baseline_parameters = ax_client.get_trial_parameters(trial_index=0)\n", + "ax_client.complete_trial(trial_index=0, raw_data=train_eval_acc(baseline_parameters))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: This will take very long time for hyperparameter tuning since it will run whole training loop for 25 times." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 13:18:32] ax.service.ax_client: Generated new trial 1 with parameters {'lr': 0.004086, 'wgtDecay': 0.000148, 'lambda1': 0.000102, 'lambdaI': 0.000843, 'lambdaC': 0.172008} using model Sobol.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 7055.7272 | acc: 0.7685| Val loss: 38.4557 | acc: 0.8065| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 5432.2843 | acc: 0.8965| Val loss: 39.4958 | acc: 0.8263| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 4858.3024 | acc: 0.9069| Val loss: 24.5185 | acc: 0.8831| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 4528.8461 | acc: 0.9285| Val loss: 19.3987 | acc: 0.9166| \n", + "Finished Training | Time:417.1094539165497\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9417494427040783\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 13:25:32] ax.service.ax_client: Completed trial 1 with data: {'accuracy': (0.941749, None)}.\n", + "[INFO 04-10 13:25:32] ax.service.ax_client: Generated new trial 2 with parameters {'lr': 0.004774, 'wgtDecay': 6e-06, 'lambda1': 0.000177, 'lambdaI': 0.019667, 'lambdaC': 0.003335} using model Sobol.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9414395325893996\n", + "\n", + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 866.1436 | acc: 0.7656| Val loss: 38.3965 | acc: 0.8009| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 652.6708 | acc: 0.8939| Val loss: 40.6753 | acc: 0.7654| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 626.0779 | acc: 0.8994| Val loss: 63.1135 | acc: 0.6321| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 588.6882 | acc: 0.9280| Val loss: 20.6895 | acc: 0.9055| \n", + "Finished Training | Time:417.1842815876007\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9396816106456584\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 13:32:32] ax.service.ax_client: Completed trial 2 with data: {'accuracy': (0.939682, None)}.\n", + "[INFO 04-10 13:32:32] ax.service.ax_client: Generated new trial 3 with parameters {'lr': 5.4e-05, 'wgtDecay': 0.000161, 'lambda1': 0.056748, 'lambdaI': 0.038117, 'lambdaC': 1e-06} using model Sobol.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9397539610518716\n", + "\n", + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 42333.7050 | acc: 0.1575| Val loss: 101.4378 | acc: 0.1994| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 19670.8777 | acc: 0.6239| Val loss: 73.5072 | acc: 0.6047| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 13683.2080 | acc: 0.8018| Val loss: 63.2033 | acc: 0.7615| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 10726.6029 | acc: 0.8348| Val loss: 69.4380 | acc: 0.7680| \n", + "Finished Training | Time:417.737340927124\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.8818361923060462\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 13:39:33] ax.service.ax_client: Completed trial 3 with data: {'accuracy': (0.881836, None)}.\n", + "[INFO 04-10 13:39:33] ax.service.ax_client: Generated new trial 4 with parameters {'lr': 9.6e-05, 'wgtDecay': 3e-06, 'lambda1': 0.002676, 'lambdaI': 0.036058, 'lambdaC': 0.0123} using model Sobol.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.8822126160789572\n", + "\n", + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 3771.8182 | acc: 0.3804| Val loss: 85.3931 | acc: 0.4898| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 2823.8521 | acc: 0.7599| Val loss: 63.8537 | acc: 0.7320| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 2398.6233 | acc: 0.8165| Val loss: 53.6647 | acc: 0.7941| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 2143.9731 | acc: 0.8443| Val loss: 46.5949 | acc: 0.8238| \n", + "Finished Training | Time:417.756192445755\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.8720382795489457\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 13:46:34] ax.service.ax_client: Completed trial 4 with data: {'accuracy': (0.872038, None)}.\n", + "[INFO 04-10 13:46:34] ax.service.ax_client: Generated new trial 5 with parameters {'lr': 0.000545, 'wgtDecay': 0.364097, 'lambda1': 0.000199, 'lambdaI': 6.9e-05, 'lambdaC': 0.000108} using model Sobol.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.8729657072703331\n", + "\n", + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 599.0097 | acc: 0.6212| Val loss: 73.8492 | acc: 0.6777| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 505.2697 | acc: 0.8447| Val loss: 74.2919 | acc: 0.8067| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 513.5942 | acc: 0.8556| Val loss: 70.0599 | acc: 0.8439| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 516.1764 | acc: 0.8522| Val loss: 70.2762 | acc: 0.8461| \n", + "Finished Training | Time:417.55462074279785\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.869594753392075\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 13:53:34] ax.service.ax_client: Completed trial 5 with data: {'accuracy': (0.869595, None)}.\n", + "[INFO 04-10 13:53:34] ax.service.ax_client: Generated new trial 6 with parameters {'lr': 0.006533, 'wgtDecay': 0.006072, 'lambda1': 0.021487, 'lambdaI': 0.12922, 'lambdaC': 0.000226} using model Sobol.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.8698924987124755\n", + "\n", + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 4385.0202 | acc: 0.6156| Val loss: 1128.2003 | acc: 0.0833| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 1093.2173 | acc: 0.6458| Val loss: 95.5217 | acc: 0.2169| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 850.2887 | acc: 0.6690| Val loss: 272.0784 | acc: 0.1328| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 620.9751 | acc: 0.7288| Val loss: 76.6436 | acc: 0.5516| \n", + "Finished Training | Time:417.3521218299866\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.7033733274869519\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:00:35] ax.service.ax_client: Completed trial 6 with data: {'accuracy': (0.703373, None)}.\n", + "[INFO 04-10 14:00:35] ax.service.ax_client: Generated new trial 7 with parameters {'lr': 0.002486, 'wgtDecay': 0.287033, 'lambda1': 0.000125, 'lambdaI': 1e-06, 'lambdaC': 0.016439} using model Sobol.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.7069381300206351\n", + "\n", + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 1130.2952 | acc: 0.7191| Val loss: 99.4211 | acc: 0.2438| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 830.3766 | acc: 0.7623| Val loss: 84.2871 | acc: 0.5067| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 626.7503 | acc: 0.7390| Val loss: 100.3910 | acc: 0.3509| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 549.7232 | acc: 0.7999| Val loss: 64.0353 | acc: 0.7457| \n", + "Finished Training | Time:417.59986662864685\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.7890722618430557\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:07:35] ax.service.ax_client: Completed trial 7 with data: {'accuracy': (0.789072, None)}.\n", + "[INFO 04-10 14:07:35] ax.service.ax_client: Generated new trial 8 with parameters {'lr': 0.001764, 'wgtDecay': 6e-06, 'lambda1': 3e-05, 'lambdaI': 0.00567, 'lambdaC': 7e-06} using model Sobol.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.7880200166251217\n", + "\n", + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 458.7969 | acc: 0.7413| Val loss: 51.4177 | acc: 0.8126| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 230.6085 | acc: 0.9007| Val loss: 38.0152 | acc: 0.8660| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 207.1944 | acc: 0.9174| Val loss: 27.8103 | acc: 0.8895| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 187.0275 | acc: 0.9373| Val loss: 18.9143 | acc: 0.9061| \n", + "Finished Training | Time:417.5796389579773\n" + ] + }, + { + "data": { + "image/png": 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6LViwgBdeeIEXXnjB3b5iJL66pLFiFPRsVXy/r7322iqrFwD8+uuv7s9P/H6f7ftxoopfxn799VcyMzNZv349INMBhKivJGEVog4bMmSI+xH5E088UeWIV05ODk899RTgKnF14403Aq7EctOmTeTl5fH2229Xef0TFwdVJBURERFs3ryZ3Nxc3nnnnRr3Ox2NRgO45iceO3as0nmLxcLo0aPdI4AVCXht6Nu3r3uR2BNPPOGePnGiN954g5SUlDO6bsViK19f32rLO52oTZs2XHHFFYArkUpISADAx8fHnUgtWbKEHTt2VOqbnp7O+++/D8DQoUPRarVERUW5R7vfeOONKrdg/eeff9yji3feeaf7eMX3bfny5VU+dn/uuedOufDtdCq+3/v376/yl4/Dhw+7/96C5/f7bN+PE/3nP//BZDJRWlrK008/TVlZGY0bN6Znz55n/ZqEEF504QsTCHHpobzMTo8ePZQFCxac9mP37t3uvl9//bW7f9OmTZVPP/1UOXr0qHL06FHl008/9di68ocffvC474gRI9znRowYoWzatEnJzMxUEhMTlUWLFrl3EoqJifHYyrJfv37uslaPPfaYsmPHDiUrK0s5cOCA8sYbbygBAQEKoFx++eU1fg/mzp3rjqVLly7Kr7/+qmRkZChJSUnKkiVLlHbt2nnsntSiRQuP/ieWtaqqQL6iKMrBgwfdbT744AOPc6tXr3afa9u2rbJ8+XIlOztb2bdvnzJp0iRFpVK5C+zXpKxVenq6u/0dd9xR4/dh/vz57jgef/xx9/GjR4+6t1cNDg5W5syZo6SmpippaWnKV1995S73ZTQalYSEBHe/3bt3uzdbiI6OVpYsWaIcPXpUOXTokMf3OCoqyqOk2fPPP++Oo1+/fsrGjRuVrKws5c8//1RuueUWdxycpqzVyZskVLjtttvcbe68805lx44dSnZ2trJ3717llVdece9yVfHxwAMPePQ/2/fjRCNHjnTvasVJpbOEEPWLJKxCXAAn/mCuyccbb7zh0X/BggWKTqertr3RaKxUc1JRXLtLXXnllae8V0RERKXaoYcPHz7tHvDNmzdXUlNTa/welJWVKX369DnlNVu0aKHce++9CqAYDAaPHanONWFVFFcdzop6qCd/xMfHu3e7qknCOmPGDHffE7diPZ3CwkLFaDQqgBIWFubxi8L27duVhg0bVvv+BAYGKqtWrap0zVWrVikmk6nafg0bNqz0PS4sLHTvwFXVx8033+xOTM8mYU1OTnYny9V9DB482P3386qrrqp0jbN9PyqsWbPGo/3+/ftP+b0RQtRdkrAKcQGca8KqKK4948ePH6+0bNlS8fPzU0wmk9KhQwfl2WefPWXiaLPZlHfffVfp37+/EhYWpvj4+CjBwcFKt27dlBdeeEHJz8+vsl9xcbHyv//9T+nevbsSFBSk+Pj4KGFhYUrv3r2VN954QyktLT3j96GsrEz53//+p3Tq1Enx8/NTfHx8lPDwcKVv377KnDlzlJKSEuWPP/5wvw/ffvutu29tJKyKoih79+5VRo0apTRp0kTR6/VKbGysMn78eCUnJ0d56aWXapywViT04eHh1SZt1akY+YPK25YWFBQo06dPVzp37qwEBAQoOp1OadasmfLoo4+e8vt87Ngx5cknn1TatGmj+Pn5Kb6+vkqbNm2UKVOmKDk5OVX2KS0t9fh+mEwmpWfPnu73bvr06WedsCqKa5R0/PjxStOmTRWdTqfo9XolJiZG+c9//uP+3lYk/nq9XsnIyKh0jbN9PxRFUZxOpxIbG6sASteuXU/ZVghRt6kU5RwmKQkhhBB1lKIoNG7cmJSUFN566y0effRRb4ckhDhLkrAKIYS4KG3YsIE+ffqg0+lIT0+vdoc0IUTdJ1UChBBCXHQcDoe7/NrNN98syaoQ9ZyMsAohhLgoZGVlMWvWLMLCwvjxxx9Zt24dKpWKLVu20KVLF2+HJ4Q4B5KwCiGEuCiUlJS4NxyoMGnSJF5//XUvRSSEqC0yJUAIIcRFwWg00rNnT/R6PbGxscyYMYNZs2Z5OywhRC2QEdZydrudAwcOABAaGureZ1sIIYQQ4lScTqd7J8IWLVrg4+NT477FGzaQ9eZblCUmogkJJviOOwkdO8a9jXKle1mtZM+eQ8EPP+DIy0PXpAmho0YSOGSIR7t/e/XGUcXWy803rMcnPBwAW2YmmS//j5I//0Sx2TD27EnElGfQRkTUOP4Lpebv6EXuwIEDtG3b1tthCCGEEKIe2717N23atKlRW/P2HRx++BFM1w8kfOIEzNu2kfXmm6A4CXvwwSr7pE+eTPHadYSOHImx+5VY9u3j6NRpOPLyCBk2DAB7djaO7GwaPP0Ufh07evTXBAUBoNjtHB77AE6zmchpU1FsdjJff53U0aNpsmwZqpO2O/Y2SViFEEIIIbwge+5cfFu2pNErrwDg37s32O3kzF9AyIgRqH19Pdpb9u6l+JdfCZ84kbAHHwDA2KMHKoOBzNdmEXjTTWhMJiz79gFguvZatI0aVXnvwp9XUrZ/P01++B598+YA+LZqSdKQGylcsYLAG288Xy/7rEjCWi40NNT9+e7duwkvHy4XQgghhDiVrKws91PaE/OJU3FarZg3byZs/HiP4wEDBpDz/kLMW7fh36unx7myxCQA/Pv39zhu7NYNxWymZNMmTNdei2XfftQmU7XJKkDJ77+ja9zYnawC6Js1Q9e0CcXr1kvCWledOGc1PDycBg0aeDEaIYQQQtRHNV0DYzt8GMVmQxcf53FcFxsLgPXQITgpYdWEBLv6pqfj2+Iy93Hr4cOu42npAJTt34fGZCJt/HhK/tqI4nQS0K8vDZ5+Gm15flOWlIQuPr5SXLrYONe96xhZWSSEEEIIUUuKioooLCx0f5SVlVXZzlFYCIDmpFJsaqMRAGdxcaU+xm7d0MbEkDFjBiV//YWjuBjz1q1kvjYL1GqcpWYALPv2Y8vIwLdtO2LmvUvEU09RsnkLqfcNw2l2tXEWFqI+6d4V96/q3t4mCasQQgghRC1p1qwZgYGB7o+KHdcqqSjSVE01AKoYqVXpdMS+vwCfqEhSR47i367dSJ80mfBHH3V1MfgBEDVzBo0//4ywB8bi17UrwXfcTvTbb2FNSaHgu+/Kb++Eqm6tKFXe29tkSoAQQgghRC1JSEjwWAej1+urbKcJCADAcdJoprOkpPx85dFPAF1cHPFLl2LPycGRn48uLg7bsWPgdKIJDATAr1OnSv38OndGHRCAZf+B8uubcBaXVGrnNJtRl8dWl9S9FFoIIYQQop4KCAjAZDK5P6pLWLWxsaDRYEtN9ThuLf9a17RppT5Oi4WC77/HmpaGT2go+qZNUfn4YNm9BwDfNq1xFBaS//XXlCUkePRVFAXFZkMTHOS6fuPGWFNTKt3DmpqCvop7e5skrEIIIYQQF5har8eva1eKVq3mxD2cilauRG0yYWjfvlIflVbLsekvkv/5F+5jisNB3tKlaONi0Tdv7mrz/AvkLFjg0bf4119RLBaMl18OgLFnD6yJSR6JbVlCAtbEJIw9PRd71QUyJUAIIYQQwgvCHnqQ1JGjSJ84iaBbhmLesYOchYto8PhjqH19cRQXY01IQBsbi09ICCqNhuC77iL3o4/wiYhA37QJuR9/jHnHDqLnzkGlVqMyGAi9fzTZ77yLJjQM/969sBw4QPacufj37YuxRw8ATIMGkfPefFLHjqXB5McAyHx9FvrLLsM0cIA335Yqydas5TIzM4ko34osIyNDyloJIYQQokbOJYcoXL2a7NlzsCYn4xMRQfDddxM6aiQAJZs2kzp8OFEzZxI09GYAFJuNrLlzKfjuexwFBfi2bEnYww971GxVnE7yPv2U/M8+w5p6GE1QEKYbBhM+frzHZgS2o0fJmDmTkj/+BK0W/549PEpf1SWSsJaThFUIIYQQZ0NyiPNP5rAKIYQQQog6TRJWIYQQQghRp0nCKoQQQggh6jRJWIUQQgghRJ0mCasQQgghhKjTJGEVQgghhBB1miSsF1iRxUZxmd3bYQghhBCXDMXpRLFacZaWojid3g5HnAXZ6eoCmvT53yzbkc70/7Thvu7x3g5HCCGEqJKjuBjL7t2U7txFWcJBsDtOalG5hHuVZd2rqvReZTsFFCeK3YHisIPDieJwgN3uSjYddrA7XMlm+THsdhSHA8XpcJ1zOMDh+vPEz7F7DhI1W7cObYTUSa1vJGG9gEKMOgAO5Zi9HIkQQgjholitWA78S+munVh27qJ01y6sSUlVJ5YXA+fJybeoDyRhvYDiQ/0ASJGEVQghhBcoTifWlBQsu3ZRunMXpbt2UrZ3H4rNVqmttmFDfNu3x7dVK9QG35POqk768qSvqzp2cpOTzqvUGlQ+Gqj4U6NBpTn+p+tzH1QateuYjw8qtdp17IR+J/ap6hoqg6Fmb5aoUyRhvYBiQ40ApOSUeDkSIYQQlwJbZqY7ObXs2knprt04i4oqtdMEBuLbvj2Gdu3wbdcWQ7t2+ISFeSFiIaomCesF5B5hzTXjdCqo1VX8RiqEEEKcBde80z0ej/btx45VaqfS6/Ft3RpD+3b4tmuPoX07tDExqKoaJRWijpCE9QJqGGRAo1ZhtTvJKLIQFSiPJYQQ4kJxWq2YN23GvH0bGlMguphotNGuD42/v7fDqzHFZsOWkYntSDrWxET3o31rYhXzTtVq9M2a4du+HYa27TC0b4e+eXNUWq13ghfiLEnCegFpNWqigw2k5Jg5lG2WhFUIIc4ze3Y2xevWUbx2LcV//IlirnoNgSYwEG1MDNroaHTRjdBGn/B5w4aodLoLFrOztBTbkSOuj/Qjxz8v/7BnZkI1pZkq5p0a2rmSU9/WrVEbjRcsdiHOF0lYL7DYED9Scsyk5pbQvWmot8MRQoiLiqIolO3fT/HatRStWYtl506P8z7h4Rh79sRZZsGWlo4tLQ1HXh6OggIcBQVYdu+ufFGVCp/ISHSNGrlGZGOi0UVXjM7G4BMe5lr8U8P4HPn5rsTz6NEqk1JHXt5pr6PS6dBGRaGNi8XQVuadioufJKwXWHyokQ0Hs6W0lRBC1BJnWRnmjRspWrOG4rXrKs3b9G3bFv9+/fDv3w/f1q0rzdV0FJdgS0/Dlub6sB4u/zzd9blisWA/ehT70aOwdWul+6t0OrTlyawuJhptI1cyq9hs5Ulo+vHR0SNHcVYzynsitb8/2oYNj380aujxtSY0tMZJshAXA0lYL7C48oVXqZKwCiHEWbNlZroe869dR8lff6GUlrrPqXx9MfbogX//fvj36XvaIvEafyOaFi3wbdGi0jlFUXDk5LgS2bR0bGmHsaaluUZnDx/GduwYitWKNTkZa3IyNa0BowkL80xIT0pMNQEBZ/BuCHHxk4T1AosrL211SEpbCSFEjSmKgmXPXleSumYNlj17PM77REXh368vAf364XfFFah9T64benZUKhU+YWH4hIVh6Nixclw2G7aMDGyHT0hky0dqVVot2kYN8akiMVXr9bUSnxCXCklYL7D4E0ZYFUWRMiJCCFENZ2kpJX9tpHjNGorXrXMtNqqgUuHbvh0B/fvj368f+hYtvPL/qUqrRRftmtMqS5uEOH8kYb3AYkJcCWtRmZ3cEiuh/vJbthCi7rNlZLoSRrXKNXdSrQbV8c/dx9RqV+J4YhuNptJx9+cajcdxe0ZG+SjqWko2bkQpK3PHoPbzw9izp2s+at8+ssBIiEuIJKwXmK9WQ1SgL0cLLBzKMUvCKoSos8qSkin65ReKVq/GsmuXV2LQNmyIf//++Pfvj9/l3VBfwPJSQoi6QxJWL4gN8eNogYXU3BK6xAV7OxwhhADK54nu3etOUq0JicdPlpd2AsDhQFGc4FRc9UCdThRFKT9+0rHyzysVtK+OSoWhY0dXktqvr6vIvUydEuKSJwmrF8SHGtmUnMuhbKkUIITwLsXhoHTHDopWr6Zo9S/Yjhw5flKrxXjFFQRcey0BV191To/gq0tkFacCTof7uFqnk0L3QohKJGH1gtiKhVe5krAKIS48xWqlZNMmilatpui333Dk5LjPqQwG/Hv1IuC6a/Hv2xeNyVQr91SpVKDRuOas1soVhRCXEklYvSBeSlsJIS4wp9lM8YbfKVq9muJ163AWFbnPqU0mAvr3I+DaazH27InaINtGCyHqFklYvUA2DxBCXAiO/HyK1q6laPUvlPz+u8eKe014GAHXXEPANddgvPxyVFqtFyMVQohTk4TVCyoS1pwSK0UWGwG+8oNCCFE7bJmZFP/6K0WrV1OyeQvY7e5z2pgY13zUa67B0LGDbO0phKg3JGH1ggBfLaFGHTklVlJyzLRtFOjtkIQQ9Zg1LY2ilasoWr2a0r//9jinv+wyV5J67TVeK64vhBDnShJWL4kN9ZOEVQhxzvK++IJj0553rbovZ+jQgYDrXCOpurg4L0YnhBC1QxJWL4kPNbIjNZ+UXFl4JYQ4O7mffELGC9MB8OvalYBB1xNw9dVoIyK8HJkQQtQuSVi9JLZ8i9YUqcUqhDgLuR8tIWPmTABCRo6kwZNPyON+IcRFSxLWC2j/sUJ+3n2M+FAj8WGuhFVKWwkhzlTOog/IfOUVAELHjCF88iRJVoUQFzVZInoBbUnO5c1fDvL19jRiQ1y1WGXzACHEmciev8CdrIY9/JAkq0KIS4IkrBdQl7gQAHak5hMT7CrMfbTAgsXm8GZYQoh6Ivvdd8l6/XUAwsaPI/zRRyVZFUJcEmRKwAXUIjKAAL0PRWV2sorK3J8fzjXTPCLA2+EJIeooRVHInjOX7LlzAQifOJGwBx/wclRCiNpQvGEDWW++RVliIpqQYILvuJPQsWOq/WXUabWSPXsOBT/8gCMvD12TJoSOGkngkCEe7QpXriLn/fexJiWhDgjAeOWVNHj8MXzCwtxt0idPpnD5ikr3aDjrNQIHD67dF3qOJGG9gDRqFR1jg9hwMJttqXnEhvqx50ghh3IkYRVCVE1RFLLefIuc994DoMETjxM6erSXoxJC1Abz9h0cfvgRTNcPJHziBMzbtpH15pugOAl78MEq+6RPnkzx2nWEjhyJsfuVWPbt4+jUaTjy8ggZNgyAwp9/Jn3iJILuuIPwCRNw5GST9fZsUkaMoPHXX6PW6wGw7NuP6cYhhNx9t8c9tHWwHJ4krBdY17gQNhzMZuuhPOJDjew5UkiKLLwSQlRBURQyX3uN3IWLAGjw9FOEjhjh3aCEELUme+5cfFu2pFH5vHT/3r3Bbidn/gJCRoxA7evr0d6ydy/Fv/zq8ZTF2KMHKoOBzNdmEXjTTWhMJrLfeRdj3z5EPT/N3VfXpAmHbrud4jVrMQ0cgLO0FGtKCqFjx2Lo2PFCveSzJnNYL7Cu8cEAbEtxjbACpOTIwishhCdFUch8+WV3shrx7LOSrApxEXFarZg3bybg2ms9jgcMGIDTbMa8dVulPmWJSQD49+/vcdzYrRuK2UzJpk0oTifGHj0Ivv12jza6+HgArIdTXdc6cACcTnxbtaytl3ReScJ6gXWMCUKjVlFQaiPcXwdAilQKEEKcQFEUMl6cQe6HHwEQOW0qIffe4+WohBC1yXb4MIrNhi7e8/G7LjYWAOuhQ5X6aEJcg1629HSP49bDh13H09JRqdVEPP0UAVdf7dGmaNVqAPTNmwNg2b8fgLzPPuPfXr3Z1649h+65l9J//jnHV3Z+yJSAC8yo92HVpD7EhxrZnJwLIFMChBBuitPJsRdeIP+zz0GlIvKF5wm+7TZvhyWEqKGioiJ8T3iUr9fr0ZfPGT2Ro7AQAI2/v8dxtdFV9tJZXFypj7FbN7QxMWTMmIHa4Itvu3aU7d9P5muzQK3GWVr1AJj10CEyX30V39at8e/TB3DNXwVQLGU0mjULR34+OQsWkDJ8BPGff4ZvixZn8erPHxlh9YKm4f5o1Cr35gFpeaXYHM7T9BJCXOwUp5NjU6e6k9WomTMlWRWinmnWrBmBgYHuj5deeqnqhori+rO60nTqyimaSqcj9v0F+ERFkjpyFP927Ub6pMmEP/qoq4vBr1KfssREUoaPQKXT0ejtt1CVXzdk+HBiP1hEw5dfwnjF5ZgGXEfsooWoDQay58078xd+nskIqxdFBPii81FjtTs5kl9KXKjR2yEJIbxEcTg4OuVZCr79FtRqGr78EoE33ujtsIQQZyghIYHw8HD311WNrgJoAlzVgRwnjaQ6S0rKz/tX6gOgi4sjfulS7Dk5OPLz0cXFYTt2DJxONIGBHm1LNm4i7dFHURuNxC5ciC46+nhcTRqjb9LYMyaTCUPnzpTtP1DDV3vhSMLqBWV2B898s5sdqXnEBBlIzC7hUI5ZElYhLlGK3c6R/3uGwh9+AI2Ghq/8r87VQBRC1ExAQAAmk+m07bSxsaDRYEtN9ThuLf9a17RppT5Oi4WiVaswdO6MLjoan9BQACy79wDg26a1u23BDz9y5Jln0MfHEbNgAdrISI9rFfz0E5qgIPx79vQ4rlgsaIKDa/BKLyyZEuAFeh8NG5NySMouweSnBSBV5rEKcUlS7HaOPPmkK1n18aHRrFmSrApxCVDr9fh17UrRqtUoFdMDgKKVK1GbTBjat6/UR6XVcmz6i+R//oX7mOJwkLd0Kdq4WPeCquJ16zjy9NP4dexI3CefVEpWAfI+/ZRjz7+AYrW6j9kyMjDv2IHf5d1q86XWChlh9ZIuccGk55e6vz4kpa2EuOQoNhvpjz1O0apVoNUS/cbrBFxzjbfDEkJcIGEPPUjqyFGuIv+3DMW8Ywc5CxfR4PHHUPv64iguxpqQgDY2Fp+QEFQaDcF33UXuRx/hExGBvmkTcj/+GPOOHUTPnYNKrcZZVsbRZ/+L2mgk9MEHsCYmetzTJzISbWQk4Q8/TOr9Y0gb/yjB996DI7+A7Dlz0JhMhI4a5aV3pHqSsHpJ1/hgvv/nCIWlNkBqsQpxqVGsVtImT6b4l19RabU0evstAk6qrSiEuLgZr7ySRm+/RfbsOaQ9Mg6fiAgaPPEEoaNGAmDZs5fU4cOJmjmToKE3AxA+fhyoVeQsXIijoADfli2Jee89/Hu5Hu2X7tiBPSsLgMOj7690z7BHHiF8/DiMPXoQs2A+2e+8S/qkyaBW49+rJw0efxxNDaY0XGgq5cRx6EtYZmYmERERAGRkZNCgQYPzer89RwoY/Pbv+GrVWGxOmjfwZ/Xkvuf1nkKIusFptZL+6ASK165FpdMRPWe2u9SMEKL+udA5xKVI5rB6SctIE/56Hyw2Vzmr1FwzTqf87iDExc5psZD2yDhXsqrXE/3OO5KsCiHEaUjC6iUatYpOsUGAqwRbmd1JRpHFu0EJIc4rZ2kpaQ8/QsmGDagMBmLem+d+jCeEEKJ6krB6Ubf4EFpEBBDi59qi9VC2zGMV4mLlNJs5/OBDlPz5Jyo/P2Lem4fxyiu9HZYQQtQLkrB60firmrFyUh9aN3RNbk7NldJWQlyMHMUlHB77AOZNm1D7+RG7YD7Gyy/3dlhCCFFvSMLqRary7djiyzcMkNJWQlx8HMXFHB4zBvPWraj9/YldtBC/Ll28HZYQQtQrkrDWAdHBBgBSJWEV4qJiO3KE1NGjKd2xA7XJROwHizB07OjtsIQQot6ROqxetvD3ZF5b5dqz95DsdiVEveYoLsa8eTMlf/xJyV9/YU1KAkAdGEjsooUY2rTxcoRCCFE/ScLqZeEBemwOVzmr1BwziqK4pwoIIeo2xWajdNcud4Ja+s8/4HAcb6BWY+jYkcjn/otvy5beC1QIIeo5SVi9rGtcsPvzojI7uSVWQv31XoxICFEdRVGwJie7EtQ//8S8eTPOEs8nI9q4WIzdu2Ps0QPjFVegCQz0UrRCCHHxkITVyxoGGWgY6MuRAlcN1pRcsySsQtQh9pwcSv78i5I/XaOo9mPHPM5rgoLw635leZLaE110Iy9FKoQQFy9JWOuALvEhHPnnCAApOSV0jg0+TQ8hxPniLC3FvHWbK0H980/KDhzwOK/S6TB06Yyxew+MPXrg27oVKrWsXxVCiPNJEtY6oGtcMD+4E1apFCDEhaQ4HFj27nMnqKXbt6PYbB5t9C1buh7x9+iBX5fOqA0GL0UrhBCXJklY64AuJ8xjPZQtlQKEOB8Umw17Zia2Y8ewHT2G/dhRSnftxrxxI46CAo+2PpGR7gTV2P1KfEJDvRS1EEIIkIS1TmgZGUCnmCB2HM4nWRJWIc6Y4nRiz8rGfuwotqPHsB07iv3oMVdyWv65PSsLFKXK/mqjEb8rrnAnqbrG8VKtQwgh6pA6n7AeyS9lwJvrmX9fV7o3rX6Uw2p3smBDEl9vT+NovoWoQF/+07ERD/Vris6nbs8v89GomX5TW26Y/TtpeaXeDkeIOkVRFBx5ediOHsV+wuiorTwhtR89ii0zE+z2019Mq0UbEYE2MhKfqCh0jeMxXtkdQ/t2qHzq/H+HQghxyarT/0On5ZkZtmgzRZbT/yB64cc9fL0tnfFXN6NDdBC70wt485eDpOebeeXWDhcg2nMTF+oHQE6JlSKLjQBfrZcjEuLCUmw2LP/+i2XXbix7dmNNPewaHT2WgVJWdvoLqNX4NGhQnoxGoo2MQhsViU9kJNqoKLSRkWhCQ2WBlBBC1EN1MmF1OhW+2p7GzOX7atQ+32zl402pPD2wJQ/0bQpAz2ZhALy0Yj9PDWxZ50tFBfhqCTJoyS+1kZJjpm0jqd0oLl6KomBLSaF01y5Kd+3CsnMXln37TpmYasLC0EZGliehUZ6fR0XiEx4uo6RCCHGRqpP/u+87Vsiz3+7mvivj6NUsjJGLt5yyfZHFzj1XxHJN6wiP443DjACk1oPapsVldvJLXSuT/zmcLwmruKjYMjOx7N5N6c6dWHbuonTPHpwnLXQCUJtMGNq2xbddO/RNm7hHR30iIlDrdF6IXAghRF1QJxPWRkEG1j3Rj6hAA38l5py2fUyIHy/e1K7S8Z/3HEOrUdEkzP98hFmr/PU+BBq0FJTa2HQol3uujPN2SEKcFUdxcXlyugtL+QjqycX2wVXP1Ld1a3zbt8PQzvWhjYuTxU5CCCEqqZMJa5CfjqBzvMaKXUdZtiOdkT0aE+hX9XzQsrIyysofQRYVFZ3jHc9dXIgfO9ML2Hek0NuhCFEjTquVsgMHjo+c7tqFNTm58mp8tRp906blyWl7fNu1xfeyy1BpZa62EEKI06uTCeu5Wr7rKBM/+5srGofw1PUtqm330ksv8fzzz1/AyE6tfUwgO9MLOFIglQJE3WTPy6Nk/XpK/9npmnu6fz+cVGQfQNuoEb7lo6aG9u3wbd0atdHohYiFEEJcDC66hPX9DUnMXL6PK5uEsmBYV/Q+mmrb/t///R+TJ08GICsri2bNml2oMKvUs1kYSzemUlLmwGy146e76L49oh5yFBZS9MuvFC5fTslff4HD4XFeExTkMXJqaNdOCu0LIYSoVRdNRqQoCtO+38OHf6UwuH0Ur9/e4ZTJKoBer0evdy3GslgsFyLMU+p2wo5Xm5Nz6deigRejEZcyZ0kJRWvWUrhiBSXr13tsVapv3Qrj5Ve4Rk7btUMbHS3zToUQQpxXF03C+srKA3z4VwqjezXm2cGt6uUP0FB/PT5qFXanwtoDmZKwigvKWVZG8fr1FC5fTvGatSgn/BKna9aUwMGDMV1/Pbr4eO8FKYQQ4pJULxPWIouNg5nFxIX4EeqvZ8+RAuatS6R9dCCD20ex43C+R/vmDfzrRSF+lUpFdLCBQzlm2jYK8nY44hKg2GyU/PknhcuXU/TLrzhLjm8NrI2NxTToekyDBuF72WVejFIIcb45LRYc+fk4Cgpw5JX/Wf61f6+e+LZu7e0QxSWuXiasu9MLuWvBRl69tT23dY1h5e5jKArsTCtg6Dt/Vmr/6ZgrT7mta13SpmEgh3LM5Jut3g5FXKQUhwPzli0U/rScolWrcJxQD9UnMhLToEGuJLVN63r5pEIIAY6CAsr+/dcj8XTk55d/FBB8150Ye/QAoOi3NaQ9/HC111IbDO6EtXTPHtIefAhd06bomzZF17QJ+qbN0DdriiYkRP7PEOdNnU9YuzcN5dDLg095bPJ1LZh8XfXVAOqT2PItWlNyzF6ORFxMFKeT0r//pnD5Cgp//hlHdrb7nCY0FNPAgZgGD8LQsaNsXSrEOXJaLJQdPIgjvwDFbgOHA8XuQLHbwWHHr2tXtI0aAVCWlOSaguNwuNqWt1McdrDbMd0wBEO7tgCU7t5D7uLF7usoNrtrZLSgAEdBPhFPPIHp+usBMG/bfsok1O/yy90JqybQ5Dro44MmMND1ERTk/vPEaUDWxETsWVnYs7Iwb9zocU1NYCAR//0vgTe4fj47iktwFhbgExUliaw4Z3U+Yb3UxJcnrBsOZrHmQCb9ZR6rOEuKomDZs5fC5cspXLEC+9Gj7nPqwEBM112LadAg/Lp1ky1NhThLjqIiLPv2oW/eHJ9g18LZvI8/JvPV16rt0+itt9wJq2XfPjJffbXatvpWrdwJqz0zk8Iff6y2rT3r+C+iPmGh6OLi0AQFoQ4KxCcoyPV5eRLq17Wru62hfXsu27oFtdF42sQy4Oqrif/8M8oSEilLSsSamERZYiK2tDQcBQVoAo5v1FOyYT3pkyaj9vND16RJ+YhsU/TNmqJv0gRtTAwqzakXRwtRQX5K1TGxIa5alYdyzHz/9xFJWMUZs/z7rytJXb4CW2qq+7jaaCTgmqsxDRqEsXt3VLLVqRBnxJ6djWXfPix79rr+3LsX2+HDADSc9RqBg10ji76tW6MJCcEnMgKVxgeVRuP6pdDHB5WPDz4hxyvC6GJiCPzPjaBxnXO106Dy0aLSaNA3a+5uq2/ejAZPP+W6pra8vV7vHg3VxsS42xrat6fpyp9r9LpUWi2aGm7ioTYaMXTogKFDB4/jTosF66FDaKOjT3i/csDHB6fZjGX3biy7d3v0aTT7bUzXXgtAWWIi1uRkfFu1wqdhQxmRFZVIwlrHxIf5uT/fcijXi5GI+kJxOrHs2UPxmrUUrV5F2cEE9zmVry/+/fphGnQ9/n36oPb19WKkoj6y5+RQ8P0PmLduxZGXh9pgQO3nh9rPgMpgwHhld0wDBwCuShOFP/7kPqc2uNq5+5gC0fjX/Q0kFEXBlp6OWq/HJzwcgKI1a0h7qOpH7D4No1Csx0u/+V15Jc3/+L1GSZehfXsM7dvXKC5dTAyhI0bUqO2Fpvb1xbdlS49jIffdS/Cdd2BNTXUlpImJlCUmuUZmk5LRn1D7vGj1L2S9+Sbgmlrg26a1a+vm1q3Rt2qFLi5Opitd4iRhrWMiAnzRalTYHAppeaVkFlpoYJIkQ3hyFJdQ8ucfFK9dR/H69R5zUtFq8e/dG9OgQQT07yc7TIkaU+x2LHv3ovLxcS+ycRQUkvm//1XbR633dSesjrw8jk6ZUm3bwFtvoeGLL7raFheTeP31rqTWUJHUGlAZ/ND4G/Hr1o2gW291xaUoFCz7FrXRWP7hh8bf/4SvjWc9rUVxOLAmJ5ePmLpGTS379uEsLCR8wqOEPfQQAPrml4FKha5xY3xbtSpPplqhb9nSPRWggowOHqfSatGXL9A6keJ0wgnvkyYkGH2rVq65vwUFlPz5FyV//uU+3/ibr91/J8uSklBsdvRNm8h0pkuIfKfrGLVaRXyokYOZxQBsTcljULsoL0cl6gJrSgrFa9dSvG4dJVu2emyJqvbzw9izJ/79+xNw9VVoAgO9GKmoLxSbjdLduzFv2Yp582ZKt2/HaTYTcP1Aot94AwBd43hMN9yAb6tWaBs1wllairPUjFJaitNciqFjx+MXVKkx9umNYi4tb+f6UMxmnKWlqA3HnyA5S8w4srJxUA2Nz/GE1Wzm6DPPVPs6Aq69lujZb7vaKgqHbrnVNaJ7QkKrLk9w9c2bYxpwHQDW1FSS/nMTSmkV22FrtTgKi45/2aghLcrneYpzd/JoafDttxN8++04rVbK/j2IZd9e1y8Pe/diTT7kMRqbs3AhBV9/g0qnQ9+ihXsk1rd1a/SXNUddviGQuLhIwloHxZ2YsB6ShPVSpdhsmLdtdyep1uRkj/PauFgC+vXDv29f/Lp2lTmposYUp5PDDz6IecvWSsmaOjDQIylTqVQ0eq36RUEn0kY0IHb+/Orvqyjuz32Cg2i87BtXUms+MQk24ywp8UhQFIcDY+/eOEtKXB/Fxe7PFZvNI16ltBTL3r3VxhBw7TXuhFXbsCE4nagMBnxbtnSNnLZpjW+rVuibNfP4N6VSqVBJsnreqXU6DG3bYGjbxn1McTo9ElyVWoPaaMRZUoJl1y4su3Ydv4BWS4tNG1H7uX45sqal4xMcJL9oXAQkYa2D4kKPj0JsS5F5rJcSe24uxevXU7x2HSW//46zuPj4SR8f/Lp0wb9fP/z79UXfuLH3AhX1grOsjNJ//sG8ZQuOnFwin/sv4BrdcuQXoJSWulaMd+uKX7du+F1+OfrLLjtvcwVPfFSu0unwbdWqRv00JhOxC6pOhJ1WK9jtx6+r1RIz/73jyW1JCY7iYpwlrkTYt9XxeZYqHx+a/PQT2qhIWa1eh5389zFq+gtEPj8N2+HD7lFYyx7Xn5rAQHeyCnD06acxb9uGLj4e39atafDYZNcvKnVI8YYNZL35FmWJiWhCggm+405Cx46pdmqJ02ole/YcCn74AUdeHromTQgdNZLAIUM82pXu3EnmK69Suncvaj8/AocMIXzSRNQn/CJmy8wk8+X/UfLnnyg2G8aePYmY8gzaiIjz+prPhiSsdVD8CQlrUnYJVrsTnY9MNr8YKYpC2f79rlHUteso3bkTThiF0oSE4N+nD/79+mLs2RNNQIAXoxV1nbO0lNK//8a8ZQvmzVso3bkTxVq+CYlGQ4PHJrtHmiKefhq1v9E1kliPF7OodTo4cSRUq8W/T58a99dFNzofYYnzTKVWo4uLQxcX5649qygKzsJCdxtFUbDn5YGiYE1OxpqcTMSz1c+x9gbz9h0cfvgRTNcPJHziBMzbtrkWnylOwh58sMo+6ZMnU7x2HaEjR2LsfiWWffs4OnUajrw8QoYNA1zTXVJHjcbQqRPRb7xOWWISWW++ibO4iKjp0wHXnPXDYx/AaTYTOW0qis1O5uuvkzp6NE2WLUNVw8oRF4okrHVQbKjrB0pMsIHfHu+HVlN/f5iIypylpZT8tdH9qN+ekeFxXt+qFf79+hLQty++7drJyI+osSPPPEPRCs9SRprwMIzduuHXrduJvwvh17nTBY5OiPNLpVJ5zN9XqVQ0/elH7Dk5WPbuw5qcXGmBnLdlz52Lb8uWNHrlFQD8e/cGu52c+QsIGTGiUmUXy969FP/yK+ETJxL24AMAGHv0QGUwkPnaLAJvugmNyUTO+wtRG43EzJ2DSqfDv29f1AZfjk1/kbAHH0TbqBGFP6+kbP9+mvzwPfrmrvJpvq1akjTkRgpXrCDwxhsv7JtxGpKw1kEVI6yZRWVoZLXpRcF29ChFa9ZQvHYt5k2bUcrK3OdUvr4Ye/TAv29f/Pv2QRsZ6cVIRX1iz8tDYzK5f6nx69KV0u07XI/3u3XD7/Ju6OLjZdW6uKT5hIbi37sX9O7l7VA8OK1WzJs3EzZ+vMfxgAEDyHl/Ieat2/Dv1dPjXFliEgD+/ft7HDd264ZiNlOyaROma6+l5Pff8e/Xz2MedsCAARx7/gWKf/+D4Dtup+T339E1buxOVgH0zZqha9qE4nXrJWEVp9cwyIBGraLM7iSjyEJUoMHbIYmzYM/KovDnlRQuX07pjh0e57QNG7rnovpdfrnURxVnrCwpmcNjx+Lfrx8RU55BpVIRfOcdBN9ztySoQtQDtsOHUWw2dPFxHsd1sbEAWA8dgpMSVk35phO29HR8W1zmPm4t38DClpaO02LBduSIx5a6AD4hIaj9/V3XxVUe7OQ2rvvHudvUJZKw1kFajZroYAMpOWamLNtNbomVbx7qgVotP4TqOnteHkWrV1O4fAXmzZvB6XSdUKkwdOqEf/9+BPTrh65ZM0kqxFkzb9vG4YcfwVlQQPH69YSPH4cmMFBqUgpRBxQVFeF7wiCEXq9HX0WpLUf5fFuNv7/H8Yp55h6LbssZu3VDGxNDxowZqA2++LZrR9n+/WS+NgvUapylZvd11VVs0qE2Gt3XdRYWoo6LO2WbukT+d6ujYkP8SMkx8/vBbKwOJwlZxVwWIQtu6iJHcTHFv/1G4U/LKf7jD48Vy4YOHTANHkTAgIFoI2SbXXHuCles4MhTT6NYrfh2aE/Mu+9K3V0h6pBmJ5RkA5g6dSrTpk2r3LBiUnl1gxdVLIZU6XTEvr+AI1OmkDpyFAA+4eFETJlC+uTJrlrH5detclBEUdzXVRQnVHXrE9rUJZKw1lHxoUY2HMwmPEBPen4pWw/lScJahzgtForXrqNw+XKK163zmJOqb9kS06BBmAZdj+6EfbWFOBeKopC7aBGZr74GgP81V9Po1VdRG2TKkBB1SUJCAuHlW/oCVY6uAu6qL46TRjOdJSXl5/0r9QHQxcURv3Qp9pwcHPn56OLisB07Bk4nmsDAaq8L4DSb3dfVBJhwFpdU2UZdByvSSMJaR1XUYjXoXIsptqbkcvcVsd4M6ZKnWK0U//EHhctXUPzrrzjNZvc5XXw8psGDMQ26vtIWhELUhsxXXiX3gw8ACL73XiL+72mpICFEHRQQEIDJZDptO21sLGg02FJTPY5by7/WVfGzxGmxULRqFYbOndFFR+MTGgqAZfceAHzbtEbt54dPRESl69pzc3EWF6Nr6hoB1jVujGVf5U02rKkpGNq1r8ErvbDq3pivAFy7XQHY7K45kNtS8rwZziVLsdsp+fNPjjz7LP/27kPaQw9T+MMPOM1mtA0bEjrmfhov+4YmK5YTPn6cJKvivPHr2sVVS/Wpp1yLrCRZFaJeU+v1+HXtStGq1R67wBWtXInaZMLQvnLSqNJqOTb9RfI//8J9THE4yFu6FG1crHvFv7FnT4rWrnVtrHHCddFoMF55RXmbHlgTkyhLSHC3KUtIwJqYhLGn52KvukBGWOuoitJWOcVlqFSQkmMmq6iM8ADZI/l8U5xOSv/+m8KfllP48884cnLc5zThYZiuv57AQYPw7dBBFk6J80pRFPffsYCrr6bpzyvQxcR4OSohRG0Je+hBUkeOIn3iJIJuGYp5xw5yFi6iweOPofb1xVFcjDUhAW1sLD4hIag0GoLvuovcjz7CJyICfdMm5H78MeYdO4ieO8e9CUjo/aMp/OknDo8ZS8iI4VgPpZD1xhsE33E72ijXdu+mQYPIeW8+qWPH0mDyYwBkvj4L/WWXYRo4wGvvSXVUyolp/SUsMzOTiPKtyDIyMmjQwLsLZCw2By3/6yoA3ryBPwczi5l3b2cGto3yalwXK0VRsOzZS+Hy5RSuWIH96FH3OU1gIAEDBmAaNAi/bl1lZEtcEGVJyRydMoWGr74quzEJUcedSw5RuHo12bPnuDY2iIgg+O67CR01EoCSTZtJHT6cqJkzCRp6MwCKzUbW3LkUfPc9joICfFu2JOzhhyvVbDVv3UrGq69Stm8/muBgAm+8kfAJj3pUE7EdPUrGzJmU/PEnaLX49+xBg6efRuvlHKgqkrCWq2sJK0D3l37laIGFgW0j+TejiEnXXMaQDnVrD+T6zlFcTO6iDyj46UdsKcfn+6iNRgKuuQbT4EEYu3evc1vUiYubeds20h5+BEdBAf59+xLz3jxvhySEOIW6mENcbGRKQB0WG+LH0QIL17ZqwLx7u3g7nItO2cGDpI1/1F0gWeXri3//fpgGDcK/Tx/U1azsFOJ8Kvz5Z448+ZSrbFX79kTNnOHtkIQQwuskYa3D4kONbErO5XBeqbdDuegULl/OkWf/i2I24xMZSYPHJhNw1VXugs1CXGiuslUfkPnqqwD4X301jV6TslVCCAGSsNZpseULr1JyXOWT7A4nVocTP518286WYrOR+doscj/8EAC/K6+k0euz8AkJ8XJk4lKmOBxkzJhJ3iefABB8zz1EPPN/Ml9aCCHKSVmrOiy+vLRVSk4Jb/96kPbPr+KDPw55N6h6zJ6VRcrIke5kNXTMGGLfXyDJqvA6payM0r//BqDBk08S8ewUSVaFEOIEMlRXh8WdMMJq1PtgtjqkHutZMm/bRvrESdizslAbjUS9/BKma6/1dlhCAKD28yPmvXmU/vMPAddc4+1whBCizpER1jqsImHNKbHSOsq1Tdq2lDycTinsUFOKopD70RJSho/AnpWFvnkz4r/6UpJV4XVlScnkffqp+2uf8HBJVoUQohoywlqHBfhqCTXqyCmxYtBqMGg1FJTaSMwqpnlE3dvnt65xms0c/e9zFP70E+Aqkhw1/QVZWCW87sSyVZrgkDpZpFsIIeoSGWGt4yoWXqXnW+gQEwjAVpkWcFplyckcuuNOV7Lq40PEM/9Hw1mvSbIqvK7w559JHTnKVfC7XTv8unX1dkhCCFHnScJax7kXXuWW0DXOtTho6yFJWE+l6JdfOHTb7ZQdPIgmPIy4xR8QMmyYbKMqvEpRFHIWfUD6xEkoViv+V11F3IeL8QkN9XZoQghR58mUgDouNqR84VW2mYHtIgHYlpLrzZDqLMXhIOvNt8hZsAAAQ5cuNHrj9Tq5xZy4tCgOBxkvvUze0qUABN99NxFTnpFKAEIIUUOSsNZx8WHlCWtuCZ1jg+l7WThd44JxOhXUahkxrGDPzeXI449T8udfAIQMH06Dxx+TLVVFnVDy51/uZLXBk08SMnKEjPgLIcQZkIS1josNqajFaibQoOXDUZd7OaK6p3TnTtImTMR+9Cgqg4GoF6cTOHiwt8MSws2/dy/Cxo1D37QJpuuv93Y4QghR70jCWsfFly+6OlpgwWJz4KuVR4gVFEUh//MvyJgxA8VmQxcfT/Tst9E3b+7t0MQlTlEUCr77DkOHDugbNwYgfNwjXo5KCCHqL1l0VceFGHUE6F2/VxzOdW3Rmllo4Y+EbG+G5XVOi4Wjz0zh2LRpKDYbAddeQ/xXX0qyKrzOevgwh0ffz9Gn/49jU6ehKFI3WQghzpWMsNZxKpWK2FA/9hwp5FCOGYNOQ6//rUGrUbFr2oBLcsTVmpZG2qOPUrZ3H6jVNJg8iZDRo2VOoPAqxW4n98OPyJo9G8ViQaXXY+zVC5xOkMVVQghxTiRhrQfiQ43sOVJISk4J17RqQHiAnqyiMv45nM8VTS6tkjjF69eT/sSTOAsK0ISE0Oj1WRivvNLbYYlLnGXvXo4++18se/cC4HfFFUQ9Pw1dfLx3A6uGzWbD4XB4OwwhvEKj0aCVBbn1jiSs9UDF5gEpOWZUKhVd44JZsfsYW1PyLpmEVXE6yX7nXbLnzgVFwbd9e6LfehNtVJS3QxOXuJKNG0kdfT84HKhNJiKeepLAoUPr5Ih/YWEh2dnZlJWVeTsUIbxKr9cTFhaGyWTydiiihiRhrQcqFl6llM9h7VKesG67RHa8cuTnk/7UU5SsWw9A0F13EvF//4dap/NyZEKAX+fO6Js0Qde0KZFTnsEnPNzbIVWpsLCQ9PR0/P39CQsLQ6vV1smkWojzSVEUbDYbBQUFpKenA0jSWk9IwloPHC9tVQJA13jXjlfbUvIu+nqslr17SXt0Ara0NFR6PZHTphF0803eDktcwhz5+eR8+CHhDz2ESqdDpdMR98nHaAICvB3aKWVnZ+Pv7090dLQkquKSZjAYCAgIIC0tjezsbElY6wmpElAPVGwekJ5Xis3hpE1DE75aNQWlNhKzir0c3flT8MOPHLrrbmxpaWijo4n/7FNJVoXXKIpC4YoVJA6+gZx355GzaJH7XF1PVm02G2VlZQQGBkqyKgSuBc2BgYGUlZVhs9m8HY6oAUlY64GIAF90PmrsToUj+aVoNWo6RAcBsPUinBagKArZ8+Zx5IknUMrKMPbtQ+Ovv8K3VStvhyYuUbajR0l76GHSJ03GkZODrmlT/C6/wtth1VjFAitZaCLEcRX/HmQBYv0gUwLqAbVaRVyIHwczi0nJMRMXauT+3k246/JYejS7uBZdKTYbx154gfwvvwIgZPQoGjz2GCq1/G4lLjzF6STv00/JmvU6TrMZtFrCHniA0LFj6uUcahldFeI4+fdQv0jCWk/EhVYkrCVAONe2jvB2SLXOUVxC+qRJlGzYAGo1EVOeIeSee7wdlriEZbz8MnkfLQHA0KkTUdNfQN+smZejEkKIS48krPVEXGjFwiuzlyM5P2wZmRx+8EHK9u1D5etLo9dnEXDVVd4OS1zigu+6i8IffyJs3CME33mnjPQLIYSXyP++9URFaatDJySse44U8N66RLan1u95rGUHD3Lozjsp27cPTWgocUs+kmRVeIV5+3ZyFi50f61v3Jhmv/1KyN13S7J6EbBYLKSlpdXqNVUqFf369avVa1YlPj6e+Dq6EYUQF4KMsNYTsaGepa0Alm5M5dPNqYzt04TOscHeCu2clGzcSNr4R3EWFaFr3JiY+e+hi4nxdliiGubtOyj49ls0pgC00TGYBg+q8yvka8JRVETm66+T/+lnoFLh16ULho4dAVD7+no3OFErduzYwdChQ5k6dSojRoyotesuWbKEiIiLb4qWEHWNJKz1RMUIa2qu2V17tWtcMJ9uTmXroVwvR3d2Cr7/niNTngWbDUOXLkTPmY1PcP1MvC92joICMme9Tv4XX3gcD7j2Gvfn2QsWYP5rI9qYGHSxMa4/Y2LQxsSi8Tde6JBrrOjXXzn2wnTsGRkABN4yFF3jxl6OStS2f/75h0OHDtX6de+9995av6YQojJJWOuJhkEGNGoVZXYnGUUWogINdI13JXe70wux2Bz4ajVejrJmFEUh5733yHrzLQACrh9Iw5dfRq3XezkycTJFUSj88ScyXn4ZR04OAKYhQ9AEBWE/dhRNSIi7benf/1Dy559VXkcTHEzTFcvRBAW52u7ahWKxoI2JwadBg/P+uF1xOlEsFtR+fu5jlgMHyJ77DkWrVgGgjYsl6vkXMF5Zf8pVCSHEpUImZdUTWo2a6GADcHzhVWyIH2H+eqwOJ7vSC7wZXo0pNhvHnnvOnayGjB5Fo1mzJFmto8oOHODIE0+4a4/GLfmIRq++QuSUZ4iePdujLEzYQw8RNWMGoQ89iGnwYHw7tEdTPmLutFhQBwa62+bMn0/KfcNI6NefAx07kThoMIcfeJBjM2aS+9FHKFaru23x73+Q9+WX5H60hOz5C8h6ezYZr7zKsRde4NgLL3jEe+zFGSTddDOJAwZysG8//r3iSvZ36Mj+1m04cFLd1KzZs13JqkZD6JgxNPnuO0lWL1IjRoxg5MiRAIwcORKVSsXixYtRqVR89tlnXH755ej1elq2bInFYgFg2bJlXHfdde5tbMPCwhgyZAjbtm3zuPbJc1hHjBiBv78/hw4d4o477iA0NBSDwUCPHj1YVf7LUW3Jy8vjscceo0mTJuh0Oho0aMBdd93Fvn37PNo5HA5eeOEF2rVrh9FoJCgoiP79+/PDDz94tMvKyuL++++nadOm6PV6IiMjueOOO9izZ0+txi3E2ZAR1nokNsSPlBwzKTklXNkkFJXKNS3g5z3H2Hooj27xIae/iBdJ2ar6QVEUdyLq27Ilwffcg094GKGjRqE6Re1RQ9s2GNq2qXTcUVyMPTPTI7nVhIaijYnBduQIitWKNSkJa1ISACpfX4Lvu8/dNmf+fMybN1d5T5VWS+Rzz7m/tqWnU7Z/f9UB2u0oNhuq8mLh2ohI/LpfScSTT17Sm1IoikKpre4XTjdoNWddN/OBBx5Ar9czf/58xo4dS+/evbHb7QCMGTOGm266idGjR1NcXIyvry9vvfUWEydOpF+/fkydOhWdTsfWrVv58MMP+fPPP0lJScHf37/a+9lsNnr16kXHjh2ZPn06OTk5zJo1i0GDBrFv3z6aN29+Vq/jRBkZGfTs2ZOkpCSGDRvGFVdcQXJyMu+++y7ff/89K1eupFevXgBMnjyZOXPmMHbsWCZMmEBBQQHz5s3jP//5Dz/++CODBg3C4XAwcOBAkpOTGTduHPHx8SQlJTF79mxWrlzJ/v37iYyMPOe4hThbkrDWI/GhRjYczPYobdU13pWwbkvJBZp6L7jTkLJV9UPJ5s1kvPwy0W+95V78FvnfZ8/pmhp/fzQn/XCPmjYNAMVux3b0KLbDh7EeTsN2OBWn1eqRmBg6dUJtNKI2+KLS+7r+9DWg9vVF5evrkWCHPfwQwffcU97GF3X5h8rgao/P8f/yzvV1XSxKbQ5aP7fS22Gc1t4XBuCnO7sfWd27d+fAgQPMnz+f7t27c++997J48WIAWrduzUcffeT+O+RwOHjxxRfp1KkTv/zyCxqNa6rVAw88QHBwMK+++iqrVq1i6NCh1d7ParVy44038s4777iPNW7cmPvuu4/FixczY8aMs3odJ3rmmWdITExk0aJF7tFjgOHDh9O5c2dGjhzJ/v370Wg0LFy4kAEDBvDuu++6291xxx3069ePrVu3MmjQIHbs2MH27dv53//+x5NPPulu17FjR5577jm2bdvG4MGDzzluIc6WJKz1SFz5wqsTE9YuccfnsZ74g7suKTt4kNSxD2A/ehRNaCgx776DoX17b4clTmDPyyPzlVcpWLYMgKy33qbRa6+e9/uqfHzQlS/Oqm5ZVoNJE2t8PUO7drUSl7h0DBkyxHP0X6MhPT2dkpISd7IKUFJS4t7Ks7i4+LTXPXkxVrdu3QA4duzYOcfsdDr5+uuvadasWaWKB23atOG+++5j4cKFbNu2jcsvv5yYmBjWrl3La6+9xq233kp8fDzR0dEkJCS4+0VFRaHRaHjnnXeIjY1lwIABBAcHc+utt3Lrrbeec8xCnCtJWOsR9+YBucdLW7VtFMjXD3WnbaPAOpmsStmquk1RFAqWfUvmK6/gyM8HIOjOO2gwebJ3AxMXjEGrYe8LA7wdxmkZztOi0qoec+t0On7//Xe++OILEhISSEpKIiUlBUVRAFfCeKbX1ZfP06+Nfeuzs7MpKCigb9++Vf6/37ZtWwCSk5O5/PLLWbhwIbfffjtPPPEETzzxBE2bNuW6667jzjvvpE+fPgA0atSI2bNn89hjj3HXXXehVqvp3LkzAwcOZNiwYbUyjUGIcyGLruqRitJWKdlm93+cWo2aLnEh6H3qXoWAgu+/J3XMWJxFRRi6dCHuk48lWa1DypKSSB02nKPPPIMjPx/9ZZcR9+knRE2bhsZk8nZ44gJRqVT46Xzq/Mf5+oXcx6fyuM2DDz7I1VdfzYYNG4iLi2PcuHGsXr2auXPn1vi66vNY+aLi///q3pOKpLgiSe7RowdJSUmsWLGCCRMmYDQamTdvHn379uWxxx5z93vooYdIT09n6dKl3HvvvWRkZPDiiy/SunVrlpU/fRHCW2SEtR6JCXElrEVldnJLrIT6182V9VK2qn4oXL4C85YtqAwGwsc9QsiwYe4FSUJcqn7//Xfee+897r77bpYuXeqRFP71119ejOy48PBwTCYTe/bsqXIqWMWq/tjYWCwWCzt37iQkJISBAwcycOBAwDX6eu211/Lmm28ydepUbDYbu3fvpkOHDtxzzz3cU74gds2aNVx33XXMmDGDm2+++cK+0EtE8YYNZL35FmWJiWhCggm+405Cx46p9hcSxW4nZ9EH5H/9FfbMLHRxcYSNHYNp0CAArGnpJF5zTZV9AQJvvpmGL80EIH3yZAqXr6jUpuGs1wisY3OWJWGtR3y1GqICfTlaYCEl1+xOWDMKLcz+7SAZhWUsGNbVqzEqNhvHXniB/C+/Alxlqxo89phsa1lHOM1mdy3S0DH3Y8/OIvT+MeiiG3k5MiHOr4r5qKd7nJ+dnQ24HqufmDBkZ2ezsHzb3ooKA96iVqu5+eab+fDDD1m8eLHHoqt9+/bx8ccf06RJEzp16kR6ejrdu3fnuuuuY8WK44lJ48aNadSoEYcOHUKj0fDjjz9yzz338PLLL/PUU0+523Xr1g29Xl/lSLQ4d+btOzj88COYrh9I+MQJmLdtI+vNN0FxEvbgg1X2yZozh5z5Cwh7+GH8OneicNUq0ic/BmoNpoED8GkQTvxnn1bql/vJJxSu+JmgW29xH7Ps24/pxiGE3H23R1ttXFytvs7aIH8D65nYED9XwppT4t6OVe+jZunGVAByisu8NvIqZavqLnt2Nhn/e4WyxAQaf/EFKh8f1Hq9e7W+EBe7iu1Tly5diqIo1SauvXr1IjQ0lBkzZlBcXEyTJk1ISkpi0aJFFBS46l3nl8/39qaXX36ZtWvXMnr0aNatW8eVV15JcnIy8+bNQ6PRsGjRIlQqFdHR0dx///3Mnz+fgQMHMmTIENRqNStXrmT9+vWMGzcOo9HIzTffTIcOHXj22WdJTEykW7duFBcX89FHH2E2m3n88ce9/ZIvStlz5+LbsiWNXnkFAP/evcFuJ2f+AkJGjKhya+iCr7/BdMNgwsc9AoCxRw8s+/aR98knmAYOQK3TubeWrlC6azeFK36mwcSJ+HXpAoCztBRrSgqhY8dWal8XybBXPRNfsfDqhEoBQX46mjVwlQ3alpLnlbhsGZmk3HcfJRs2oPL1JXrObElW6wDF6STv8y9IHDSYwh9+oGzffsxbt3o7LCEuuKuuuop77rmHTZs2MXHiRPc80JOFhYWxatUqevbsybx585gwYQJff/01t956K3v37kWn0/Hzzz9f4Ogri4yMZMuWLYwbN461a9fy6KOPsmTJEm688Ua2b99O37593W3nzp3L66+/zrFjx3jmmWd4/PHHOXz4MLNnz+att1xTtwwGA6tXr2bcuHGsWbOGCRMm8PzzzxMWFsaKFSukUsB54LRaMW/eTMC113ocDxgwAKfZjHnrtir7KVZrpVKBPkHB7oWzldorCsdeeAF9kyaEjBjuPl524AA4nfi2anluL+QCkRHWeia2itJWAF3jgknILGZbSh7XtbmwxZ2lbFXdZDnwL8emTaN0xw4A9K1bEfX881L6SVySfHx8WLp0qcexsWPHVtm2c+fOrFxZdW3asrIyj69PTnwXL17srvF6ovj4+GqT5Jo4dOhQpWPh4eG8/fbbvP3226fs6+Pjw6RJk5g0adIp24WHh/PGG2/wxhtvnHWcouZshw+j2Gzo4j0fv+tiYwGwHjoEvXpW6hcycgQ58xfg378/hk6dKF6zhuLff6fB5Kq/v4U//oRl1y5iP/wQ1Qml2izlm6zkffYZRb/8iqOgAEP79kQ8+QSGDh1q6VXWHklY65njI6wlHse7xAXz2ZbDbL3AI6weZavi44lZMF8qAXiZYrWSNXs2OR8sBrsdtZ8f4RMeJfiee1DJPDQhhDivioqK8D3hUb5er3dXbDiRo7AQoNJoqdro+jnvrKbeb/C992Leuo3DY47/whV4y1BCR4+usn3OB4swdO6M8YrLPY5b9rkSVsVSRqNZs3Dk55OzYAEpw0cQ//ln+LZocbqXekHJT696pqrNAwC6lm/LuiutAIvNge95qll4ooLvv+fIlGfBZsPQpQvRc2bjU753vPAiHx/M27aD3U7AtdcQMWUKWtlSUYg6w2q1kpubW+P24eHhHpsYiLqtWbNmHl9PnTqVaVWtF6gYca+uZFsVi5WdVisp99yLPTubyGnT0DVpTOn27WTPew+1n5HIKc94tDdv307Z3n1Ez51T6Vohw4djGjgAY/fu7mPG7leSOGAg2fPmEV3HRtolYa1nKqYE5JRYKbLYCPB1lSGKD/Uj1Kgjp8TK7vQCdwJ7vuS8/z6Zr80CpGxVXWA9fBhNYCAakwmVWk3U89OwHj4s298KUQf9+eef9O/fv8btk5OTiY+PP38BiVqVkJBAeHi4++uqRlcBNAEBADhOGkl1lpSUn/ev1Kdo5SrKDhwgdtFCjD16AGC8/HLUAQFkTH+RoFtvxbfFZSe0X4k6MBD/8g0iTqRv0hh9k8aeMZlMGDp3pmz/gZq81AtKEtZ6xuSrdSemKTlm2jYKBFwFpLvEBbPvWCEFpbbzGoN561Z3shoyahQNHpeyVd7iKCoie9488j5aQvA99xDxtKscjb55c/SyM40QdVKHDh1YvXp1jdtXtRuXqLsCAgIw1WDzFW1sLGg02FJTPY5by7/WNW1aqY/tyBEADJ07exz3K9/615qY4Jmwrl1LwNVXV1lju+Cnn9AEBeHf03OerGKxoKmDT0slYa2HYkP9KiWsALPv7nTed7xSrFaOTp0GQNBttxLx5BPn9X6iaorDQf6XX5H19ts4yh8tWpOTUZxO+eVBiDouODiYa05R2F1cGtR6PX5du1K0ajUho0a56/4WrVyJ2mSqcvGyrnxE1Lx1G/4nLMgq3e5aXKuNjnYfc+TnY0tJxW/MmCrvn/fpp9gzs2j64w+odDoAbBkZmHfsIGTYfbXzImuRJKz1UHyokR2p+aTkei68uhDbs+Ys+gBrYiKa0FAaSF0+ryj56y8yXnqZsn//BUDXuDENnnoS/2r2FRdCCFE3hT30IKkjR5E+cRJBtwzFvGMHOQsX0eDxx1D7+uIoLsaakIA2NhafkBACrroK3w7tOfLkk4SPH4eucRNKd+4ke948V9WAE5JcS8XPiCpGagHCH36Y1PvHkDb+UYLvvQdHfgHZc+agMZkIHTXqgrz+MyEJaz0UW75Fa0q2ucrzTqeC3amg86ndkTZrairZ774LQMTTT6EJDDxND1HbcpcsJWPGDADUgYGEP/IIwXfdKVuqCiFEPWS88koavf0W2bPnkPbIOHwiImjwxBOEjnLtXmbZs5fU4cOJmjmToKE3o9JoiF24kKw33iT7nXdxFBSgjYkh7MEHCT2hxiqAIycHoNqf1cYePYhZMJ/sd94lfdJkUKvx79WTBo8/jqYGUxouNJVyLoXhLiKZmZnunVAyMjJo0KCBlyOq3rIdaUz6/B+ubBLCZ2O7e5x7acU+PtmUyn8Ht+b2brVXXkpRFA7fP4aSP/7A2KM7MQsXymieF9gyM0m6YQiB//kP4Y88jCYoyNshiXrAYrGQnJxM48aNPcrtCHEpq81/F/Uph6ivZIS1HooNqbzbVQUVKoosdram5NZqwlq4fDklf/yBSqcj8rnnJFm9ABS7nbzPP8eyew8NX5oJgLZBA5r99mulun1CCCHExUxWZ9RD8eWlrY4WWLDYHB7nrmjsKme19kAWDmftDJ47CgvJeOllAEIffACdlFc574o3bCDpppvImP4iBcuWYd6yxX1OklUhhBCXGklY66EQow5/vWtw/HCu5yhrz2ZhBPtpySwq4/eE7Fq5X+Ybb+DIzkbXuDGh999fK9cUVStLTCR17FgOjxmLNSERTVAQkVOfw9Cpk7dDE0IIIbxGEtZ6SKVSVbvjlc5HzY0dGgLwzfa0c75X6d9/k//Z5wBETpuGurz0hahdjuISjk1/kaQb/0PJ+g2g1RIyciRNV60k+K67ZEtVIYQQlzRJWOup+FDXPNZDOSWVzg3t7KrDtnLPMYosZ7+JgGKzuWquKgqBN91UaR9iUXtUWh+K16wBhwP/a66m6Q/fE/HUk3VypaYQQghxodX5hPVIfintpq3kr8Sc07ZdtiONa19fR4tnV3DVa2v5bHPqafvUVxVbtKbmVl541T46kKbhRiw2Jyt2HTvre+R+tISyAwfQBAXR4Kknz/o6ojJFUSj+4w8Uux1wFZCOfOEFYhcvJmbOHJknLEQddujQIVQqFSNGjHAf69evX40Xo6pUKvr163fW97dYLKSlHX+CtnjxYlQqFYsXLz7ra9a2uhiTqN/qdMKalmfm3oWbKLLYT9v2p51HmfzFP/RuHs78YV3p3jSUp7/Zxbc70i9ApBdexcKrQ1VVClCpeKBPU54Y0ILel4Wd1fVt6elkzZkDQIMnnsCnDm7TVl9ZDvzL4dGjOTz6fvK/+tp93L9XT4xXXuHFyIQQZ2vKlCksWbLkvN9nx44dtGrVil9++cV9rE+fPixZsoQ+VewXL8TFok5OjHM6Fb7ansbM5ftq3GfWqgMMahvFc0NaA9D3snDyS2288cu/3NSp0fkK1WuOl7aqPCUAOKeSVoqicGz6iyilpfh17Urg0JvP+lrnwlFURNn+/Ri6dLkothu15+SQ9fZs8r/8EpxOVFotjqJCb4clhKgF11577QW5zz///MOhQ4c8jjVp0oQmTZpckPsL4S11MgvYd6yQZ7/dzS2do3nj9o6nbX8410xSdgkD2kZ6HB/UNoqUHDNJWcXnKVLviQ9zjbCm55Viczhr9dpFq1dTvHYtaLVEPj/NKzVXbZmZJN96Kyn3DePY9OnU5/0tFEUh98MPSRwwkPzPPwenk4CBA2myYjlh1ezxLIQQQojj6mTC2ijIwLon+vHfG1rjq9Wctn1CeULaJMzocbxiJX1ydtWjkPVZRIAvOh81dqfCkfzSKtuU2R388M8RnvpqZ40TPkdxCRkzXEXqQ0ePQl/NHsTnkz03l9RRo7CluOYgF/7wI7b0+ju1I3vOXDJeehlncTG+bdoQt3QJ0W++gS462tuhCXFJmDhxIiqVir/++qvSuVmzZqFSqfj+++9RFIWFCxfSu3dvgoKC0Gq1REVFcdddd5GQkHDKe1Q1hzU7O5sHH3yQhg0b4ufnR//+/dm2bVuV/f/++2/uuusuoqOj0el0mEwmevTowRdffOFuM2LECEaOdG3ZOXLkSPf9qpsvumLFCq6++mpMJhMGg4GOHTvy9ttv43QeH+SomI/72muvMW/ePNq2bYuvry8NGzbk0Ucfpaio6JSv+0zVJCZwTX0YMmQIjRo1Qq/X06RJEyZMmEBubq5Huy+++IKePXsSEhKC0WikY8eOzJo1q9L1RP1XJ6cEBPnpCDqD9oWlrpXwFbVJK1R8XVxW9RzYsrIyysrKAGr9H+X5plariAvx42BmMSk5ZuJCjZXa2B0KT361k1Kbg9u7xdAl7vTzULPefgt7Rgba2FjCHnzwfIR+So78fFJHjcaakIhPZCTB99yNsUePep3c+fftQ+6SJYQ99BAhw4ddFNMbxMXHbK1+rYBapfIYPDhfbUutDhQq/3Ltpzu3H1WjR4/mrbfeYsmSJXTv7rmd9UcffURERASDBg1i8uTJvPnmm9x0003MnOn6xX39+vV8/vnn7Nixg71796Ku4b/f4uJievToQVJSEmPGjKFdu3b8+uuv9O/fv1LbTZs20bdvX2JiYhg3bhzh4eEkJiYyf/587rjjDqKjo+nRowcPPPAAer2e+fPnM3bsWHr37l3t/WfNmsXjjz9Os2bNeOqpp/D392fZsmVMmDCBNWvW8PXXX3u8lnfeeYeioiIeeughYmJi+Oqrr5g9ezYFBQV8+OGHNXrNp1PTmJKSkrjqqquIiopi0qRJBAUFsWnTJmbPns2mTZv466+/UKlUfPPNN9x5551cd911vPjii6jVar788ksef/xxMjMz+d///lcrcYvqlf79N4aOHS/IvepkwnqmKgYPT35yXfHfXnWPtF966SWef/758xfYeRYXWpGwlgDhlc4b9T5c3zaSb3ak8832tNMmrKW795C39GMAIqc+h/oC7znuKCoidcxYyvbvRxMeRuwHi9A3buzRxp6XV+8WgBnat6fpyp/rXdzi0tL6uZXVnuvfIpwPRh4va9dl+i+UnrTLXoUrGofw+QPHk8Je/1tDbom1yrbtowP5flwv99fXvL6O9CqeGB16efBp4z+Vdu3a0aVLFz7//HPefPNNdOX1pHfu3MnOnTt54oknKCgoYM6cOQwZMoRly5a5+z788MM4nU6+/PJL/v77bzp37lyje86aNYuDBw8yf/58xpRP/Xn44Yd58sknefXVVz3aViRW69evJyoqyn28V69eDB48mM8++4wePXrQvXt3Dhw4wPz58+nevTv33ntvlfdOSkri6aefpnXr1mzevBmj0TWg8eijjzJs2DCWLl3KkiVLGD58uLvP0aNH2b9/P3FxcYAryW/VqhWffvop7777Ln5+fjV63dU5k5i++eYb8vPzWblyJZdf7vp7d//992MymVi7di1HjhyhUaNGLFq0CKPRyPLly93J95gxY7j66qvZu3fvOcUraubQXXeja9KEoKE3YxoyBG2DBuftXhfFUI/J4Mq7T64mUFI+shrgW3Ve/n//938UFBRQUFBw2sc9dVHFqOrJmwecqKIm6w//HKHMXvUPGADF4eDY1KngdGIaPBj/nj1rN9gasKWnY01JQRMcTNyiysmqeccOEgdeT/5XX13w2M5UzuLFlO7a7f5aklUhvGvUqFHk5uayfPly97GKkcORI0cSGhpKQUEBS5cu9eiXn5/vTtaKi2u+HuKbb74hKCiIUaNGeRx/6qmnKg2ifPXVV6Smpnokq3a73f1Y+0zuC7Bs2TLsdjv/93//504MwTV489JLLwHw+eefe/Tp3bu3O1kFUKvVdO7cGZvNRk7O6ctK1mZMMTGuRcNPPfUUv/76q/tJ6KxZs9i2bRuNGjVytysuLuaRRx5hx44dKIqCRqNh7dq1/PDDD+ccszg9Y8+eWFNSyHxtFglXX8PhBx+icNUqFNvZ14CvzkUxwtokzLW3ekqOmbaNAt3HKxK55g2q3ntdr9ej1+sBV127+uZUpa0qdG8aSlSgL0cLLPy2L5Pr20VV2S7v40+w7NmDOiCAiKefOi/xno5vy5bELf4AAH3z5pXOF69bh7OggKP/fQ6VwUDg4HMbdTlfchYuIvPVV1EHBNDkpx/P62+cQtSWvS8MqPac+qQEa9t/r6lx29+fqvwIvLq2v0zuW+WUgNpw991389hjj7FkyRJuuukmHA4Hn3zyCd27d6dVq1YA+Pr68t133/Hjjz+SkJBAcnIyhw8fdieYZzIvMjExkcsuuwyNxnMdRmhoKJGRnguE1Wo1ubm5zJo1iz179pCcnExiYiJWq/WM71txb4A2bdpUOhcdHU1gYCDJyckex0+OCXD/fHQ4qh/sOB8x3XrrrYwaNYoPPviAtWvXYjAY3KPNw4YNI7h8AGDatGns2LGDefPmMW/ePMLDw7nqqqu46aabuPXWW/GRHQLPu9j3F2DLzKTgu+8o+PY7iteto3j9ejSBgZiG3EDQzTfjW/7v61xdFCOs8WFGYkP8WL77qMfx5buP0iTMSHTwuT3KqKtiy0dYU3OrX1SmUavcZb2+3l71wiVbRgZZb70FQIPHHsMnvPL0gvPFabVSdsLotm/r1vi2bl1l2/AJEwi68w5QFI489TRFv625UGHWWO6HH5JZ/rgvdNRISVZFveGn86n24+TFr+errUGnqbJdbQgKCuLmm2/mxx9/JC8vj1WrVnHs2DH3CKjNZuPGG29k6NCh7Ny5k9atW/PEE0/w+++/8/TTT5/VPatb7HpyAvrxxx/Tpk0bPvroI/z9/bnzzjv57LPP2Lx58zndt7rpcE6n052MVqjp3NyzdSYxaTQaFi5cSFJSEm+//TbXXnstW7ZsYeLEibRs2dKd/EZERLBx40a2bNnCtGnTaNWqFcuWLeOuu+6id+/e2M7DKJ+oTNugAWFjxtD0px+J//wzgu64HZxO8pYsJfmWW0m6eSi5S5Ziz8s7p/vUy4S1yGJje2oeOcVl7mPjr2rGTzuP8uy3u1h7IJNnv93l2kzgusu8GOn5VTHCmpJjxumsflRiaHnCuvZApsd7ViFjxkycJSUYOnYk6Pbbzk+wVVBsNtInTebQnXdh3r79tO1VKhWRzz2H6cYhYLeTPnEiJVWs+vWW3I8/JuOllwEIe/ghwh56yMsRCSFONGrUKKxWK99++y0ff/wxRqORO+64A3A9jv7pp594+umn2bJlC++++y7jx4+nZ8+eZGVlnfG9mjdv7jFKWqGwsJDMzEz31xaLhQceeIBmzZpx4MABPvvsM/773/9y0003uR+Fn6mm5dVddu/eXelcamoqRUVFxMbGntW1z9aZxJSSksKvv/5KfHw848eP57vvviMrK4uZM2eSmZnJu+++i6Io7N69my1bttC1a1emTp3KunXryMrK4qabbmLjxo2sXFn9vGxxfhjatydq6lSa//E7MQsWEHjzTZT9+y8ZL71EQt9+pE+ejLmaShmnUy8T1t3phQx9509+23/8H/1tXWOYcXNbfj+Yzdgl29iYlMvrt3fghvYNvRjp+dUwyIBGraLM7iSjqPopDc0jAugQHUiHmCCyTkpYi9asoWjVKtBoXDVXL9AKdsVuJ/3JJyn+9VcUqxWlhv8xq9RqGs6cScC116BYrRx++BHM23ec52hPL+/zL8iY/iIAoWPGEDZ+vJcjEkKc7OqrryY+Pp5PP/2U7777jltvvZWAgADAVYIKoH379h59EhIS+Kp83rzdfvpdFyvccccdFBUV8eabb3ocf+211zxGXktLSykpKSE+Ph6TyeQ+brfbee211yrdt2KKwammCdx8881oNBpmzpxJScnxJ3CKovDf//4XcD12v5DOJKYZM2ZwzTXXsGnTJnc7Hx8frrzySvfnKpWKW265hSFDhlBQUOBuZzKZ3N9DmRLgHYrVStFvv1GwbBlFK1eB0wkqFT6RkRSu+JmU+4Zx+OFHcBSfWcnROv/d7N40tNIK0aqOAdxzRRz3XBFX6fjFSqtREx1sICXHTEqOmahAQ7VtPxvbHYPO8/Gb02zm2PTpAISMGI5vixbnNd4KitPJ0SlTKFrxM2i1RM9+G+NJpWZOReXjQ8NZs0h76GFK/viD3MWL8evc6TxGfGpFa9e6FqwBISNHEj55klc2WxBCnJpKpWL48OHu6jAnLogaMGAAer2eCRMmkJiYSFRUFLt372bRokXuR8v5+fk1vtekSZP46quveOqpp9izZw9XXnklf/75J8uWLfNYcR8cHEyfPn1YtWoVI0eOpGfPnuTm5vLxxx+zf/9+1Gq1x30jIiIAWLp0KYqiMGzYsEr3btq0KS+++CL/93//R8eOHRk5ciT+/v589913/Pbbb9xwww3VVhg4X84kpsmTJ/PFF18wePBgHnjgAZo0aUJaWhrvvvsugYGB7qoL06ZN4+6776Z79+6MHDmS4OBg/vnnH+bPn0/Hjh255prq51qL2mfeto2C776ncOVKnEVFoChoY2MIvX80gTffjDYigtI9e8iY+RLFa9dybNo0Gr326ukvXEERiqIoSkZGhoKrEpaSkZHh7XBq7N73NypxT/2ofLY55Yz7HnvlFWVvi5bKwf5XKY6SkvMQXWVOp1M58t/nlL0tWip7W7dRClatOutrOcxmJfOttxSHxVKLEZ5dHCkjRylHX5yhOJ1Or8YiRFVKS0uVvXv3KqWlpd4OxesOHTqkqNVqpWnTppXO/fLLL0rPnj0Vk8mkmEwmpU2bNsqUKVOUHTt2KIAyevRoRVEUJTk5WQGU4cOHu/v27dtXOflHalFRkfLYY48p0dHRil6vVy6//HJlw4YNSqNGjZS+ffu62x07dkwZOXKk0rBhQ0Wv1ytxcXHKLbfcovz9999Kjx49FJPJpJSU/x9ts9mUe+65R/Hz81P8/f2VAwcOKB988IECKB988IHH/b/99lulT58+ir+/v2I0GpUuXbooc+bMURwOh7tNVa+lwvDhwxVASU5OPrM3WVHOKSZFUZR//vlHue2225To6GhFp9MpkZGRyt13363s37/fo913332n9O3bVwkPD1d0Op3StGlT5fHHH1fy8vJOG2Nt/ruorznEuSo7dEjJfOtt5eA11yp7W7VW9rZspezr2ElJf/JJpXjjpir72PPzlb2t2yj7u3Q9o3upFKUe73lZizIzM92/uWZkZNCgniyW+e+3u1myMYWH+zXlyYEtT9s+r8RKUnYJbSyZJA+9BRwOot99h4AqilnXNkVRyJj5EnlLloBKRcNXXyXwhtpb6a8oCs6CAjRBQbV2zZpyWq2otFoZWRV1ksViITk5mcaNG+N7gesrC1FX1ea/i/qaQ5yrfa1au4rgKwq+bdsSdMtQTDfcgMa/6upM4PpZfaB9B3wiImj2y+oa36vOTwkQpxZ3wsKr09mWksed8/8i1M+HT3cuAoeDgOuuuyDJKgA2G9bysiVRM2bUerKa+eprFK1cSdzHS9FWUaKlNhX+vBLLgf2EP/ooKpUKdXkhciGEEOJSoQkMJPA/NxJ4yy34XlbDRe42G9Hz3kUXF39G95KEtZ5zbx5witJWFdo2MuGn86HzznVY/vkHtdFIxJRnzneIbiqdjuh35mL+6y/8+/at1Ws7i4oo+vUXbOnppI4cRdzSJfiEhtbqPSoU/fIL6Y8/DnY7vpddhun668/LfYQQoq7Izc2tVPGgOgaDgcDAwNM3FPVe8w3rUWm1gGt9yokLtx3FJaA40ZQvbKyg0unOanOielklQBznLm2Vba625l8FvY+G25oYGLnHtdNL+IQJaMsfYZxP5q1b3bGpdbpaT1YBNCYTcYsW4RMVhTU5mdTR9+M4YeVobSlas4a0SZPBbsd04xACrruu1u8hhBB1zdChQ4mKiqrRx4QJE7wdrrhAVFottqNHSRs/nsMPPuhxruT3DRzs0ZO08Y+ecw1WkBHWei8mxJWwFpXZyTPbCDGe+tH0f/78Eh+7hYTgaKJvvf28x5e7ZCkZM2YQMnwYDZ5++rzO8dQ2akTcB4s4dO99lO3fz+GxDxCzcCEaf+PpO9dA8YYNpD86AWw2TIMG0XDmTFQn7WIjhBAXo1mzZpFXw6SjYcOLt5yk8GTLyODQ7Xdgz85G36yZxzmVTocmKIiiX37BsmcP8V9+cU5PPiVhred8tRr31quHckpOmbAW//4HPmtW41SpeLPDrVj2ZnJb15jzFlveF1+QMWMGACqD4YIsSNLFxxO7cCGpw4ZR+s8/pD3yCDHvzUN9jhPqS/78k7RHxqHYbARcdx0N//cyKqnxJ4S4RHTp0sXbIYg6KPvdd7FnZxN6/2jCT6o/HnDVVfj360fWG2+Q8/5CsufOJfK55876XjIl4CIQG1Kx8Kr6eaxOi4Vj5bUH0/rdQGJQNN9Us1VrbSj4/nuOTZ0GQMiIEYRfwEdEvi0uI+b9Baj9/DBv3oz5LLc3rGDPzubwuPEoViv+V11Fo9dedc/ZEUIIIS5VJX/9hb5ZUxo89hiqKhYfq9RqGjz2GLr4eIrWrD2ne0nCehGIr1h4dYpKAdnz5mE7fBifiAhaT3kCgK0pueSW1GwS/Zko/HklR57+P1AUgu++iwZPPXnByz0Z2rUj5r15NHz1Vfz79Dmna/mEhRE55Rn8+/en0ZtvVPmPUgghhLjU2DMy0Z00FaAq+ssuw1G+m9zZkmeaF4HY05S2KktIIGfhIgAipjyDKTqcuXd35oomIaed83qmin5b41pB73QSeMtQIp591mu1Sf26dfP42lFUhNporPH2s4qiuGMPuuUWAocOlTqrQgghRDmf0FCsiUmnbWdLS0MTHHxO95IR1ovA8RHWylMCFKeTo9Omgc2Gf//+BFx7LQCD20cR5q+v9VgcBQXgdGK64QaiXnihxsnh+WbLyODQnXeR8dLLp62mAFC6axcp996HPSfHfUySVSGEEOI4Y69elCUkkPfpp9W2KfjhByx7957RFuxVkRHWi8CpNg8oWLaM0q3bUBkMRD47pcqky+FU0KhrJxkLuvkmdNGNMHTqVKdW0Jfu+BtrYiLWxETURj8aTJxYfds9e0gdfT/OwkKy3nyTqOnTL1ygQgghRD0ROnoUhT/9xLHpL1K8bj3+/fujbRgFgO3YMUrWb6Do119RGwyEPvjAOd1LEtaLQMWUgJwSK0UWGwG+rgVB9txcMl95FYDwcePQNmrk0W9jUg6vr/qXllEBvPCftmd9/9Jdu9BGReETFgZUfhRfF5gGDsAx9TmOPf8COfPeQ+1nJGzsmErtLPv3c3jUaJyFhRg6dybi6adr5f4nTi8QQgghLga62Fii58zmyFNPU7xuHcXr13s2UBQ0oaE0eu019I0bn9O9JGG9CJh8tYQadeSUWEnJMdO2kWuHkcxXXsVRUIC+RQtCht1XqZ/N4WTzoVz+zSxiyuBW6H3OfES0dNduUkeOwic8nNgPF6Otw/snB991F06zmcxXXyPr9ddR+/kRcu897vOWf/8ldeQoHAUF+HZoT8z891Abz72Gq8XmYMjs34kN8WPhiLqXzAshhBBny3jllTRdsZyiX3/DvHkz9qwsFIcDn/Bw/Lp0xnT99aj9/M75PpKwXiRiQ/3IKbGSmutKWEs2bqLg229BpSLq+WlVlmHq0TSMCJOejMIy1uzPYmDbyDO6p+XAAVLvvx9ncTE+LVtW2n6tLgodPRpnSQnZ77xLxosvovbzI2jozZQlJrqS1bw8fNu2JXbBAjT+/rVyzx2p+RzMLOZgZrGMtAohhLjoqP38CBxyA4FDbjh/9zhvVxYXVMXCq0M5JTitVo5NmwZA0J13YOjYsco+GrWKmzq5pgl8vT3tjO5XkeA5y0cjo+fNQ20wnHX8F1LY+PGEDB8GQM577+EsK+PolGdx5OSgb9WK2PcXoDGZau1+aXmuucU9m4VKsiqEF1ksFtLSzuz/utNRqVT069evVq8pLi3FGzaQfMut7O/YiYNXXUX2e/NPuThYsdvJnr+AhAED2N+pM0k33Uzh8uWV2v3bqzf7Wraq9GHPynK3sWVmkj75Mf69sjsHunQl7dEJ2DIyzsvrtOzde079z9sIq8OpUFhqI7iWyyaJqrk3D8g2k7NgAdZDh9CEh9Fg0qRT9hvaKZr31iWxZn8muSXWGpW5Kjt4kJRRo3Dk5qJv3ap8NLJ2tj+9EFQqFQ2efhq1yUTQrbei1utpNOs1js18iagXp6MJCqrV+yVkFQPQNLx2RmyFEGdux44dDB06lKlTpzJixIhau+6SJUuIiIioteuJS4t5+w4OP/wIpusHEj5xAuZt28h6801QnIQ9+GCVfbLmzCFn/gLCHn4Yv86dKFy1ivTJj4Fag2ngAMC14Y0jO5sGTz+F30mDVhU/4xS7ncNjH8BpNhM5bSqKzU7m66+TOno0TZYtq/EGOaV79pD/+RfY0tJQrFYUTki2nQpKWRn2nBzsWVm02rP7TN8it3NOWHNLrHy6OZV+LcJp09A1d3LpxhT+t2I/JVY7sSF+vPCftvS5LPxcbyVOIT7MlbDmH0oh56P5AEQ8/fRpRwpbRAbQtpGJ3emF/PDPEYb3iD9le8u+fa5H5/n56C+7jNiFC2t1NPJCUalUhD/yiPtrbaNGxMydc17ulZjpKjeWnF3CHwnZ9GwWdl7uI4So3j///MOhQ4dq/br33ntvrV9TXDqy587Ft2VLGr3yCgD+vXuD3U7O/AWEjBhR5bbiBV9/g+mGwYSPc/0MM/bogWXfPvI++cSdsFr27QPAdO21lRZcVyj8eSVl+/fT5Ifv0TdvDoBvq5YkDbmRwhUrCLzxxtPGX1ECUrHZoGJUWKU6/vkJX+svu6xmb0o1zmlKwLECC9e/tZ5Zqw7wz+ECAPYcKeC573ZTbLUT4KslJdfM/R9uZd/RwnMKVJxabIhrhNN/304UqxXfdu0wDRpUo763dI4G4JsaTAvQhISiNpnwbd+euI8+xOccCwFfChLLR1g3HMxm/vrTF1gWQghx8XNarZg3b3bXR68QMGAATrMZ89ZtVfZTrNZKayx8goJx5Oe7v7bs24/aZKo2WQUo+f13dI0bu5NVAH2zZuiaNqF43fpq+50o5/2Frm3L+/cneu4cgu68A1Qqot+ZS/Tstwm643ZQqdA3a0bjL7+o0TWrc04J67trE8gsKmNAm0h6NgsF4JNNqSjAmN5N+GfqdSwc3hWb08l76xLPKVBxavHlpa30OZmuP1tcVuP5kjd2aEjfy8IZ2bPxaYvqayMaELf4A2IXLaz1R+cXozK7g9Tc4/VxD2YUeTEaIS5NI0aMYOTIkQCMHDkSlUrF4sWLUalUfPbZZ1x++eXo9XpatmyJxWIBYNmyZVx33XWEhYWh1WoJCwtjyJAhbNvmmUScPId1xIgR+Pv7c+jQIe644w5CQ0MxGAz06NGDVatWndPrqGlMAL/88gsDBw4kJCSEwMBAunfvztdff+3RRlEU5s2bR9euXTEajURERHDjjTeyffv2c4pT1Izt8GEUmw1dfJzHcV1sLADWap4IhIwcQcG331G8YQOO4mIKfviB4t9/J/A/x0dEy/bvQ2MykTZ+PAe6dmN/5y6kT56MLTPzeJukJHTx8ZWur4uNq/beJyvdvh2fsDCi33idgKuuInDIEHA6UanVBFxzDVHTphH532cpS0wkd8nSGl2zOuc0JWDdv1lEBxuYe3dn1OWF53/dl4kKGNkzHoCrWkbQKSaIjUm55xSoOLUQow5/vQ8R5jwAtA0b1rhvqL+eD0ddXu35wtWrUSxl7tV/Z3LtS11KjhmH8/gvAUcKLB61coXwNkVRUEpLvR3GaakMhrNetPjAAw+g1+uZP38+Y8eOpXfv3tjtdgDGjBnDTTfdxOjRoykuLsbX15e33nqLiRMn0q9fP6ZOnYpOp2Pr1q18+OGH/Pnnn6SkpOB/iioiNpuNXr160bFjR6ZPn05OTg6zZs1i0KBB7Nu3j+YnjGjV1JnEtHDhQsaMGUN8fDyTJ08mJCSEDz74gFtvvZX58+czZoyrBvXw4cNZsmQJvXv3ZsaMGVgsFmbPnk2fPn3YsGEDnTp1Oot3WxQVFeF7wqN8vV6PXl95Z0lHoevJ88mjpRXlFJ3FxVVeP/jeezFv3cbhMWPdxwJvGUro6NHury379mPLyCDottsIGT6cssQksmbPJvW+YTRe9g1qPz+chYWo4+IqXV9tNFZ770qvIT8fY8+eqHSu9S8Vj/1Ld+/Gv29fV7x33knO/AUUrV5N6OhRNbpuVc4pYT1WaOGqlg3cyeqBY0VkFFloEmYkKvD4ivGoQAO702VKwPmkUqmIC/WjQXnCqjvFY4AzUfDddxx5ZorrmjHR1VYcEFWLC/Xjx/G9yC4u44mvdpJVVEZiVgkdY4K8HZoQACilpRzo3MXbYZxWi+3bUJ1lLcfu3btz4MAB5s+fT/fu3bn33ntZvHgxAK1bt+ajjz5yJ8MOh4MXX3yRTp068csvv6Ap37HvgQceIDg4mFdffZVVq1YxdOjQau9ntVq58cYbeeedd9zHGjduzH333cfixYuZMWPGGcV/JjEVFRUxceJEmjdvzpYtWzCVrzEYOXIk7dq147nnnmPUqFGsX7+eJUuWcPfdd7N06VL36//Pf/5D27ZtmTlzJl9++eUZxSlcmjVr5vH11KlTmVZeucfDiXM+q1LF1uZOq5WUe+7Fnp1N5LRp6Jo0pnT7drLLN8SJnPIMAFEzZ6DW6/Ft3RoAv65d0TdvRsrd91Dw3XcE33UXiuKEqm6tKFXeuyoqX1+PxVkaf380wcFYEz2fqvu2aU3p3//U6JrVOaeE1V+vpdTqcH+99oBrqLl3c88FVhmFFvz0dWebzotVfKjxrEZYKxwrsPDt3+lc3jiEzrHB5H36KceefwGAwJtvxrft2e+GdanS+2jcGzk0b+BPVlEZ/2YUScIqRB0xZMgQj5FbjUZDeno6JSUl7sQQoKSkBG35D+biGow+nbwYq1v5DoDHjh074xjPJKbVq1dTXFzMQw895E5WAQwGA8uXL0ej0aBWq1m2bBkATzzxhMfrb9WqFVu2bKGhPEk7awkJCYSHH8+DqhpdBdy1yx0n/X1ylpSUn688il+0chVlBw4Qu2ghxh49ADBefjnqgAAypr9I0K234tviMvyqGB3369wZdUAAlv0Hyq9vwllcUqmd02xGXcO66rq4OMr+/bfSMcvefZ7XLCvDUVL5XmfinBLWJuFGthzKI7u4DJOvlq+2paECrml1vMTHtpRctqfmcWWT0HMKVJxebLCesNJ8gFNOtK7O7N8O8vGmVIZ2akTc6m/IfPU1AILvuYeIKc+gquFvXKJql0UE8GdiDgmZNXvUIsSFoDIYaLG96sUddYnqPNV5joysvGGKTqfj999/54svviAhIYGkpCRSUlLcc/ydTucZX7ciaXE4HFU1P62axpScnAy4Es+TXXbCKu1TtevcufNZxShcAgICPH5ZqI42NhY0GmypqR7HreVf65o2rdTHduQIAIaTvkcVW6JbExPQRkVStHo1hg4d0J8w2qsoCorNhiY4yHX9xo2x7KtcG9WamoKhXfvTxg/g37cv2e++S8ZLLxM2fhwaf38MnTqRu3gxRWvXEtCvH2XJyZg3b0EXE12ja1bnnDKQO7rGUGK1M+CN9fR/bS0JWcU0DjO6F2BNWbaLe9/fDMA9V1SeJyFqV3ONBa3iwKlS43MWW6QO7RwNikLQZ4vcyWroAw8Q8ewUSVbP0tw1CSz6PZns4jKaNXD9tiwLr0RdolKpUPv51fmP87Xpho9P5XGbBx98kKuvvpoNGzYQFxfHuHHjWL16NXPnzq3xddW1/H9mTWOy2WwAp32/atpOnD9qvR6/rl0pWrXaY8Fz0cqVqE0mDO0rJ426Jo0BKlUQKN2+AwBtdDQqrZZjz79AzoIFHm2Kf/0VxWLBeLlrzYqxZw+siUmUJSS425QlJGBNTMLYs2eNXkPI8GFoo6PJXbKE9MceAyD47rtAoyF9/KMkD72F5FtuRbFaMQ0eXKNrVuecRlhv+X/27js8imp94Ph3+6Ztei+k0nvvoIgIKiqigKg0xa7Ye7v603utoNhA1GvlWlFBBEGq9F7TEwjpvSfb5vfHJkuWJJCQsptwPs+TJ8nsmZkz2U3y7jvnvGdQCCVVBt5cF0dBhZ4oX1c+uGWg9Rdgd0oBRrOZ56/pydV9A1vUUeHCQvSWccIFLp7IGvgjfCEDwzyYWpHMTSf/AsD3kUfwWXhnq/bxUmI2S3ywKZEKvYlx3XwZ19WX92cNoEdgx6tbKwiXiu3bt/PJJ5/UG9sJsHPnTofvU0SEJaCJi4vjyiuvtHnsm2++YcOGDbz66qs27fr06WPT7plnnqGyspJ33323LS5HqMPnnrs5PW8+6YsexuPGaVQcPEj+is/we+xR5FotprIy9ImJqMLCUHp54Xb55Wj79SXjiSfwfeB+1BGRVB45Qt7HH+N62WXWINf7jgXkffgRCm8fXMeMpioujrylH+A6bpx1KIFuyhTyP1nG6YUL8XvEEmzmvPM2mq5drfVcL0Sh0xG+8jvLudwtw9/UISEEvf46WS++aK0H63r55XjNv/gJV9AKCwfMGxXB7GFdKK0y4O1qO07j/67vTbcANzycxWpX7cG/ooAKIFPrgcFkRqVo3jt8mUxGzHVX8XviYZSRkTwigtUWySqpokJvQimXEebljEohJ9Tr4iaNCILQMrVjPy90Oz8vLw+A3r172wSGeXl5rFixAsBaYaC9NKdPEydOxNnZmWXLlrFgwQKcayaqVVdX8/rrr5OVlcXy5cu5/vrr+fjjj1m8eLH1GABJSUm8++679YJdoW24DB9O8HtLyHt/KWfuux+lvz9+jz+O93xLGbaq4yc4PWcOga+9hse0G5ApFIStWEHuu4vJ+/AjTMXFqEJD8bn7brznzrEe1+f++1F4e1O0ciWF33yDwsMDjxk34/vAA9Y2crWasM9WkP3aa2S98AKoVLiOGonfU081OemlP5OOOiSYgOeetdnufs3VuF1+GdUJCSi8vFCHhrb4Z9UqS7OqlfJ6wSrAMDFutV05F+RSAWQ5eZJRVEkX76Ytlyrp9UiShFyj4fqBIYzpNw2ZDGYWVRLk0Tbjxi4FtQsGhPu4NPvNgyAIrat2+dSvv/4aSZIaDVxHjx6Nt7c3//d//0dZWRmRkZEkJyfz2WefUVxsWSCnqE6B9vbQnD55eXnxzjvvcPfddzNo0CDmzp2Ls7MzX331FcePH2flypUolUomTZrErFmz+Oyzz0hLS2Pq1KmUlJTwwQcfoNVqeaNm5SWh7ekmTkR3zuIBtVyGDaVHrO0EJoWrKwHPP0fA8881ekyZXI7X7Nl4zZ593nOrAgMJef/95ne6RtoddyBzdiLy55/rPSZ3dsapX7+LPna947X0AAaTmV8PpZOSd3b218aT2VzxzhZ6vfAnsz/dxYkMUdKqPRhrBmPnOHtyKr/iAq0tzFVVnHngQdIfWoRkMBDq5cywCC8kCVYdSm/L7nZ6tZOronzPvnE4lFbEp9uS2Zcq6hILQnu6/PLLmT17Nrt372bRokWNLpLi4+PD+vXrGTVqFB9//DEPPfQQP/30E9OnT+fEiROo1Wr+/PPPdu17c/t01113sWbNGvz9/XnllVd4/vnncXZ2Zv369cyYMcPa7uuvv2bx4sVkZWXx2GOPsXTpUkaPHs3u3bvp1q1bu16j0DEZMjPbrTZ7izKsxZUGbvp4B4k5Zfx7Wl8ifFxIzSvnnq8PYKh597ojKZ8Zy3byx4NjxO3QNmZItwSY2c6enMovB3zP295UVs6Z++6jYvduZFotVXHxOPXuxY0DQziUVkRZVfve9upsajOstZOtwLL87Zc7T3HX2EgGh3vZq2uCcMlRKpV8/bXtSjsLFy5ssO3AgQNZt25dg49VV1fbfH9u4PvFF19Ya7zWFR4efsGVBM+nOX0CmDJlClMusDy3XC7noYce4qGHHrrofgmXNlVQEIbTae1yrhZlWJdtTSIhp4z+oR70DLJMJPlm9ykMZjM3DAjmyItX8vLUXpRVG/lws1iata0ZmpFhNRUVcXrBfCp270bu4kLY8mU49e4FwNT+Qex97gqeuKp7m/e5MzubYT0bsMbUVgoQpa0EQRCEDi7wXy9jyMwk7b77Kd+1C2NBAZLRiGQ2N/jREi3KsP51IhtfVw3fLRyORmkZ0L7+RDYy4P7LonHTqrh9RDgr96SxLSG3RR0Vzk8ym60Ba7azl80QjXMZ8/I4veAOquPiULi7E/rpcpzqzBLVqhRoVWKhh5ZKyrU8B3UzrDH+lmLMCTmitJUgXKr0ej0FBU0fFuTr62uzYIAgOIqs119H7uRE2aZNlG3adP7GMhk9jh+76HO1KGBNK6hkbFcfa7CamlfO6YIKgj2ciKyTVYrwceGvk9ktOZVwAab8fMvkKZmMPCd3tiXkkVZQUW8YhiEzk9Pz5qNPTUXh60PYihVo6xSTPld8dinh3i6olWLSUHNtfHQcybnldPU/u2JIbYY1raCSCr0RZ3WrzHsUBKED2bFjB5dddlmT26ekpBAeHt52HRKEi1R9MrbpjVswJAZaGLBqVXJM5rMd2BJvyaKOjvaxaVdQrkcjZkm3qdrxqyp/f4Z3DWB7Yh5vrY9jyUzb5dmMubkYcnJQBgXS5fPPUXdpfEGH+V/s5e/YHD65bRCTetVfDUY4P51WVW8JVm9XDd4uavLL9STllNMnxN0+nRMEwW769evHX3/91eT2Da3GJQiOoEcDK2W1lRYFrOE+Lhw8XUSl3oRWJeeXg+nIgAl1lmZNzi1j36kC+gSLf8xtqXY4gCooiKcmd+ea97fz66EM7hgdaRMUOfXtS9iyT1AFB6MKPP9iDtF+rvwdm8PPB86IgLUVRfu5kp9SQEJOqQhYBeES5OnpyRVXXGHvbghCh9KitOc1fYMoqNBzzfvbmP7xTg6fKcJfp2V8N8vs9A82JXLzJzsxmSWmD2p50VihcfraDGtwML2D3bm+v6XMxOtrT1Jx5AiVx45b2zoPHnzBYBVg2sBgAP6OzaGwXN8Gve68/rf3NC/9dpw9KfXHqdUOEYjPFhOvBEEQBKEpWpRhXTA6gvTCSj7fkQKU4+Gk4t0Z/a1F0n/Yl0Z+uZ75oyK4ZVhYa/RXaETdDCvAo1d244+jWZTs3kPKh/9FpVHT5dtv0dSsQ9wU3QN09AzUcSKzhNVHMrhtRHhbdL1T+utENhtO5hDl68LQCNvyVXNHhXPT4BCb6gGCIAiC0NEkXtHwggcNksmI/mv9RZ+rxTM+Xri2J3eMiSC3tJpuAW42s8sfvbIb0X6uYu30dmAdwxpsCVhDvZx53LOAIb8sR242ou7bB6WfX7OPe+OgEE6sPsGPB9JFwNoMDZW0qiUCVUEQBKEzqI09zksmQ+HmBvKWzWVqlSnKQR5ODS7heW2/9ln9QKiTYQ223MYvWbee0V/8G8xGdvv3wO3u5wl3bdpSrXVN7RfEa3+c5HBaEYk5ZTYlmoSGVRtNnC6w1MEVPy9BEAShs4re0PDkQclsxlRUTOXBA+QtX45T336EvP9ei87VKgFrTmkVX+86za7kfHJLq1Er5Pi4qRkR6c20gSFiPfo2JkkShvSzQwKKfllF5rPPgtlMzqAxvBp8NX6bU7l6cHiz66v6umkY19WXv2Nz+O1wBo9MbLwElmCRmleBWQI3jRJfN02DbX7Yl8bhM0XMGxUhMq6CIAhCh1SbJGtQaChOfXrjPGw4KTfeSP6KFfjceedFn6vFtaY2xeYw4e0tLP07gb2pBaTmlxOfU8qOpHze+SueSe9uZcMJUYO1LZmKipAqKwFLpjXz6afBbMZ9+o0MXbEUP09XMoqr+GJH6kUd/97xUXxy2yDuvyy6FXvdedUuyRrl54pMJmuwzQ/7zvD1rtMcOVPUjj0TBEEQhPal7dYV5yGDKf7p5xYdp0UZ1sScUu795gDVRhPTBoZwbb8gQj2dkIDTBRX8fjiDVQfTeWjlQX5/YLTNYgJC6zGcsYwhUfj6oAoMwu2qq5Br1AS+8goymYxHruzGYz8c5oNNicwYHIqni7pZxxdr3jfP+cav1orxd2VPaoGoFCAIgiB0enJnFwyZmS06RosC1g83JVFtNPGfG/ty02DbslVRvq5c1s2P4ZHePPnTEZZvS+H1aX0aOZLQErXjV9VBwWgiIwhZ/C6S2WzN7t0wIJhPtyUTm1XKB5sSee6anvbsbqeXWWzJdp9v/GrtilcJImAVBEEQOjFDRgYVu3ej9PZu0XFaFLD+k5RH9wBdvWC1rpsHh/LFP6lsS8htyamE8zi3QgCArM5sPIVcxlOTuzP38718ufMUc0aG11uy9UKqDCY+3JTI+hPZ/HzvSLGk6Hm8Pq0vj0/qjrzh0QDA2VqsiTml7dQrQRBaS2pqKhEREcyZM4cvvvgCgPHjx7NlyxakJiw/KZPJGDduHJs3b76o81dVVZGXl0dISAgAX3zxBfPmzePzzz9n7ty5F3VMQbgYue81PpFKMpkxFeRT+tcGzBUVeEyf3qJztSjqKCw3MKQJt4sjfV34S4xjbTO1GdbqxCT0Z86grvkjVte4rr6Mivbmn8R83l4fx+Jzlmy9EI1Szq+HMziVX8G641ncMKD+OYSzvC4w7CLa35JhPVVQQZXB1OzJcIIgOJZnn32WO+64o83Pc/DgQaZNm8aLL75oDU7Hjh3LV199xciRI9v8/IJQV95HH4NMBhd4o6bt3Ruf++9r0blaFLB6uqhIzi2/YLvk3HI8nFUtOZVwHvozZwCojo+n8Otv8H/qyXptZDIZT0/uwTXvb2fVoQzuGBNJ72YslyuTyZg2IIR3N8Tz84F0EbC2kK+rBg9nFUUVBpJyy+gVJJZoFYSObOLEZhRQb4HDhw+Tmppqsy0yMpLIyMh2Ob8g1OVz33mCULkMubMz2u7dcR42rNFJyE3VooB1ZJQPvx5K56f9Z7hxUMMBzM8HznAyq4TrRE3WNlOdkACATKXC+44FjbbrHezOdf2D+PVQBq+vPcnXC5r3ArphQDDvbohne2IeWcVVBLhrW9z3zmZvagEfbEpkZJQ3C8dGNdpOJpMR4+fK3tRCUvMqRMAqCIIgdDi+LcyaNkeLylrdOz4KlULOEz8d4fEfDrMpLofEnFISc8rYFJfDEz8e5vEfj6BWyLlnvCiJ1BYkScJYM/NOd+21KH18ztv+sSu7oVbI+Scxn60Jec06V5i3M0PDvZAk+OVgE1a3uAQdPVPM5rhcDpwqumDbt2/qz+EXruTqvoFt3zFBuIQtWrQImUzGzp076z329ttvI5PJ+O2335AkiRUrVjBmzBg8PDxQqVQEBgYya9YsEhMTz3uO8ePH10sA5OXlcffddxMUFISzszOXXXYZ+/fvb3D/Q4cOMWvWLEJCQlCr1eh0OkaOHMn3339vbTN37lzmzZsHwLx586zn++KLL5DJZNbxtLXWrl3LhAkT0Ol0ODk50b9/f9577z3MZrO1TWpqKjKZjLfeeouPP/6Y3r17o9VqCQoK4sEHH6S09OLH2WdnZ/Pwww/TrVs3nJyccHJyomfPnrzyyisYjUabtqWlpTz99NPExMTg5OREeHg499xzD1lZWTbtEhISmDNnjvVn2rNnT/7zn/+g1+svup9Cy5X+/TcFX35ps6189x7OLHqY0r83tco5WpRhjfF3471ZA1i08hA/HjjDTwfO2DwuAc4qBW/f3J9uAW4tOZXQiJI1a6Dmj4/PffdesH2olzO3jejCiu0p/HttLKOjfVCcb3bQOaYNDGZPagE/HzjD3eMiW5zi72wSrTVYL7yqWJh38ya+CUJbMldUNP6gQoFco2laW7kcuVZ7cW0rKxscCyd3btnvyoIFC1iyZAlfffUVI0aMsHnsyy+/xN/fnylTpvDII4+wePFirr/+el577TUAtm7dyv/+9z8OHjzIiRMnkDdxecmysjJGjhxJcnIyd955J3369GHjxo1cdtll9dru3r2bcePGERoayv3334+vry9JSUksW7aMGTNmEBISwsiRI7nrrrvQaDQsW7aMhQsXMmbMmEbP//bbb/PYY48RHR3Nk08+iaurK7/88gsPPfQQmzZt4qeffrK5lg8//JDS0lLuueceQkND+fHHH3n//fcpLi7mv//9b5Ouua7i4mKGDRtGYWEh99xzDzExMeTl5fHll1/ywgsvoFAoeOaZZwAoLy9n2LBhxMbGMnv2bEaNGkViYiJLly5ly5Yt7Nq1C51Ox+HDhxkzZgxms5l77rmH6Oho/v77b5566imOHDnCN9980+x+Ci0jmUxkPPU0JWvWoI6MwOv2262PVSclUrpuHaXr1+Mx42YCX3yxhSdrBTklVdLiv+KlW5bvlCa8vVm6/K1N0qxlO6V3/4qTsoorW+MUbS47O1vCEmNL2dnZ9u5Ok5jNZinxqsnSiW7dpZP9+jd5v4Kyaqn3i39KXZ5cLf24L61Z5yyu1Esxz/4hdXlytXQkrai5Xe70bv54h9TlydXST/ub93MVhLZUWVkpnThxQqqsbPzv8Ylu3Rv9OLVwoU3bk/0HNNo29dbbbNrGDR/RaNvkG6fbtE247PIG27WGQYMGSV5eXlJ1dbV12+HDhyVAevzxx6W8vDxJqVRK1157bb19b7rpJgmQ9u/fL0mSJKWkpEiANGfOHGubcePGSXX/pb700ksSIC1btszmWI8//rgESOPGjbNuu+GGGySNRiNlZGTYtF2zZo0ESA888IB12+effy4B0ueff97otqSkJEmpVEo9e/aUysrKrO3MZrN06623SoD0xRdf2FyLVquVUlNTrW1NJpPUtWtXSaVSSeXl5Y39WBu1ZMkSCZB++uknm+2FhYWSWq2W+vTpY932wgsvSID08ccf27T95JNPJEBaunSpJEmSNHbsWEmtVkuHDx+2aTdr1iwJkI4dO9asPjbl96KpOmIM0RoKvlspnejeQ0qccrVUvH69zWOm6mqpdMsWKemaa6QTPXpKBSv/16JztXilK7As3/nQFTF8c8dwNjwyjo2PjufbO4ez6Iqu+Ou0vPtXPK+uPtEapxLqKN2wAX1KCgDq8PAm7+fpoubemiEab6+Po8pgavK+Oq2KGweGMHNIKC4aMbP9XLWrXJ2vBmutaqOJl38/zm0rdjfrORAEofnmz59PQUEBf/zxh3VbbeZw3rx5eHt7U1xczNdff22zX1FREc41Gd6ysqbXTf7555/x8PBg/vz5NtuffPLJenemfvzxR06fPk1g4NnhQUaj0XrrvjnnBfjll18wGo08/fTTuLicvdsjk8l4/fXXAfjf//5ns8+YMWPo0qWL9Xu5XM7AgQMxGAzk5+c36/wADz74INnZ2Vx//fU22/Py8nB3d7e5pl9++QUvL696VRbmzJnDnj17uO2228jLy2Pbtm1MnjyZvn372rR79913OXr0KNHRYuhheyv68UcUOh3h33yN7pyJh3K1GtexYwn773+Ru7pSdM5rrrnapZjmt3tOk19WLQrWtzKXoUNxGTWS8n92oA4La9a+80aF8+XOVDKKq/jvjlTuGtf4BKFziQUgGlZUoSevzDKOqimruqkVcn7af4aSKiPJueX0DNK1dRcFoVHdDjQ8thIAhe2b067/bG+87Tm3zKM3bmhy28g1qy9YHudi3XLLLTz66KN89dVXXH/99ZhMJr799ltGjBhBjx49ANBqtfz666+sXr2axMREUlJSSEtLswaYdcd+XkhSUhJdu3ZFcc7Pztvbm4CAAJttcrmcgoIC3n77bY4fP05KSgpJSUnWcZnNOW/tuQF69epV77GQkBDc3d1JqUl21Dq3TwCammEgJtPFvaFWKBS89dZb7Nmzh5SUFBITEykpKQGwvgkASElJoXfv3vV+VhqNhiFDhgCwf/9+JEmyPld1+fv74+/vf1F9FFpGf+oUzsOGovDwaLSN0ssL54EDKd+1q0XnapUMq2AfCnd3NNExAKiCg5u1r1al4JGJXQH4YFMiRRViwHpLJdWUeAt01+KqufB7QZlMZl1AIEEsICDYmdzZufGPOuNXL9hWq734tk5ODbZrDR4eHtxwww2sXr2awsJC1q9fT1ZWljUDajAYmDp1KtOmTePIkSP07NmTxx9/nO3bt/PUU09d1DmlRoLvcwPQb775hl69evHll1/i6urKzJkzWblyJXv27GnReRubY2A2m63BaK2mjs1tqmPHjtG1a1defvllqqqqmDhxIh988AHJycmEhtouNmQwGC44H8JgMACNX5NgHzKlEqmi8oLtJMmMTNmyHKlYrqgDqvvHyJBRs8pVUPPLhk0bGMKK7SnWJVufvbrpGXCTWeJQWhGVehOjY85fmeBSUVCux02jJKoJ2dVaMf6u7DtVSGKOWKJVENra/Pnz+e6771i1ahUbN27ExcWFGTNmAJZb5GvWrOGpp56y3javde7s+6aIiYmxZknV6rMLiZSUlJCTk0P37t0By6pVd911F9HR0ezduxed7uydln/++ecirhKioix3zI4dO0b//v1tHjt9+jSlpaWENfOuXHMtWrSIoqIijh07ZpMVNRgM5OXl4efnZ90WERFBQkICZrPZJnA2GAzMnj2bCRMmWIcWxMXF1TvXkSNHeP3117nrrrsYP358m12TUJ+2R3cq9u9Hn5ra6NBEQ0YGFXv24tRAxr85RIa1Aypdu5ZTt8ymfM8eDOmWVa6am2EFy5KtT062/NH8745TpBWcZzbvOX4/nMGNH+3g9bUnm33ezmpiT3+OvHQly24f1OR9ov0sGdb4bJFhFYS2NmHCBMLDw/nuu+/49ddfmT59Om5ult/BvDxLmb9zx0cmJiby448/AtQrxXQ+M2bMoLS0lMWLF9tsf+utt2wyr5WVlZSXlxMeHm4TrBqNRt5666165629bX6+YQI33HADCoWC1157jfLys4v7SJLE888/D8D0Fi6TeSF5eXm4uLjUW9Dgvffeo7Ky0uaarr/+evLy8urN8v/+++/54YcfqKiowN/fn+HDh7N27Vri4+Nt2r3//vusXLkSd3dRz7q9ecyahaTXc2r+fErWrcdcXW19zKzXU/r3Jk7Pm49UXY3HrJktOpfIsHYwkslE7tIP0CcnU7FvH4b0mgxr8MUtzDC+qy8jo7zZkZTPO3/F8+6M/k3arzarejyjhJzSKvzcxCICYMl6O6ub/mvVtWaJ1gSRYRWENieTyZgzZw4vv/wygM2EqEmTJqHRaHjooYdISkoiMDCQY8eO8dlnn1lvRxcVFTX5XA8//DA//vgjTz75JMePH2f48OHs2LGDX375xWb8pqenJ2PHjmX9+vXMmzePUaNGUVBQwDfffENsbCxyudzmvLVjNb/++mskSeL2OmWEakVFRfHqq6/y9NNP079/f+bNm4erqyu//vorf//9N9dccw233nprc350zXbdddfxr3/9iyuvvJKZM2diNptZu3Yta9aswcnJieLiYmvbp556ilWrVjF37ly2bt3K4MGDiYuL46OPPmLgwIHcfffdACxdupTx48czdOhQ7rvvPsLCwvj777/5/vvvueeeexgwoHlLjgstp5s4kYpZMyn8biXpDz8Mcrl1PKupuBhMJpAkPGfNxP3qq1t2shbVGGiiwa/+JUU8tbo9TnXROkpJiqLffpdOdOsuxQ4dJlVnZlnLvhhLSi76mEfSiqQuT66Wujy5Wjp6pumlqq55b5vU5cnV0g/NLI0lnJVZVCl1eXK1FPn0GqnKYLR3d4ROqjXL93R0qampklwul6Kiouo9tmHDBmnUqFGSTqeTdDqd1KtXL+nZZ5+VDh48KAHSggULJElqWlkrSZKk0tJS6dFHH5VCQkIkjUYjDR06VNq2bZsUHBxsU9YqKytLmjdvnhQUFCRpNBqpS5cu0o033igdOnRIGjlypKTT6aylpQwGgzR79mzJ2dlZcnV1leLi4hosdSVJkrRq1Spp7Nixkqurq+Ti4iINGjRIWrp0qWQymaxtGrqWWnPmzJEAKSUlpXk/5Jp+/utf/5KioqIkjUYjBQYGSuPHj5d++eUX6ZlnnpEAadu2bdb2BQUF0qJFi6QuXbpIarVaioqKkh599FGpsLDQ5rgnTpyQbrrpJsnb21tycnKS+vbtK3344YeS0dj8v5+irFXrKV6/Xjo1b550sk9f6UT3HtKJ7j2kk737SCmzZ0vFa9e2yjlkktRGUzLrGPJ/G8gvqyb59RZG120oJyfH+s41OzvbZnyNo5CMRpKvuRZ9aiq+ixbhevllpEy9DrlOR7c9u1t07Ae/O8hvhzMYE+PDVwuGNWmft9fH8f7fiVzTN5Cltwxs0fk7umqjiavf206EjwtLZvZvcpZVkiT6vrwehVzGb/eNFosJCG2iqqqKlJQUIiIi0GrF3RBBgNb9vegIMUR7MRYWgsmEwsOjxROt6mrWkWYtu7iSBMUVhovaT7BVsmYN+tRUFB4eeN56KxX79gIXN371XI9P6sbaY5lsS8hja3wuY7v6XnCf8d18ef/vRLYl5GE0mVEqLt0h0al5FSTmlJFdXIWTqun1aWUyGdufuBydk1LMfhUEQRA6pKq4OPRJSeimTEHp6QlA5dFjlPy5FvdrrkHbQDmy5mpWwLorpfnFg2uJf8UtIxmN5H74IQBeC+ajcHU5O371IioEnCvUy5nbhofz2T8pvF6zZKv8Aku29gvxQKdVUlxp4PCZYgZ18WxxPzqqJOuSrK7NDjzdnVVt0SVBEIRWU1BQYK0LeyFOTk5iAtQlJOfdxeQvX46ma1d0U6ZYt1edPEHBZ59T8N8v8Vv0EN7nLAzRXM0KWN+c3q9FJxMuXun69RhOnUbh6YnXLbcAllIRcPETrs71wOXR/LA/jZOZJaw6lM60gSHnba9UyBnT1Zc1RzLZnpB3SQestWWpmlPSShAEoaOYNm0aW7ZsaVLbOXPmXFQpMKHjKVm7lvxly1B4e+MxbZrNY24TJoDJRO6HH5LzzruoQsPQTbryos/VrIB1+qDzBzBC23GbNImgN01IRhPymqX2rCWtWiHDCpYlW+8ZH8Ubf8bx9vp4pvQJRHuB29v3jIti/qhw+oV4tEofOqrmLMl6rpS8cl5dfQK9ydzk8cOCIAjt6e2336awsLBJbYNa6X+S4PgKvvoamZMT4StXog6xHZ6o9PbGc9YsXEaPJvnaqRR8+WX7BayC/cgUCtyvvdZm29kMa8vHsNaaPyqCr3aeIr2oki93prJw7PmXbO0dLG77QN0Mq8sFWtanVcnZGJuDQi5DbzSjVl66Y4EFQXBMgwY1vb600Dxl27aRu3gJ1UlJKLw88ZwxE++FdzY6vEwyGsn/7HOKfvoRY04u6i5d8Fl4p83teICSdevJ//RT9MnJyN3ccBk+HL/HHkXpc3axn/RHHqHkj7X1zhH09ltNKkOlT0rCZejQesFqXerQUJwHD6biwIELHu98xH9GBycZDDaFeOtqzTGstbQqBQ/XLNm69G+xZGtTmM0SyTXLsl5MhjVAZ1nK1WSWSMkrv/AOgiAIQqdQceAgaffehzoqkpD338N96lRyFy8m/5NPGt0nd+lSchcvxv3aqYR+sBSn/v1If+RRSv5cZ21T8uefpD/0ENqePQlesgS/hxdRsXcvp+bOtYkpqk7Gopt6LeErv7P5cBk5skn9b2qZKZlG0+K5TCJgdXBFP/1M0pWTKP7tN5vt5qoqTPmWSXDqVsywAtw4MIRu/m6UVBn5cHPSBdvHZ5fyzC9H+b81J1q1Hx1FSZWBKD8X3J1UhHk1vyyVTCazBroJOWLFK0EQhEtF3gcfoO3eneA33sB1zBj8Fi3Ce8F88pctx1xV1eA+xT/9jO6aq/G9/z5cRo4k8KWX0PbrS+G335497ocf4TJuLIEvv4Tr6FG4X3cdwYvfRZ+YRNmmzQCYKyvRnzqFy4iROPXvb/NRO9P/QjRRUVTs3YuxZqW4hpiKi6nYuxd11Pnv2F6ICFgdmFmvJ++TTzBmZ2MqKrZ5rHY4gNzFBXkrz8ZUyGU8NcWyZOsX/6RypvD8S7YWluv5dvdpftx/BpO5zcv6OhwPZzWrHxjDoRcmXnRpL+uKV9lixSuh7bRD2W1B6DDs/ftg1uup2LMHt4kTbba7TZqEuaKCin37G9xP0utRuNrezVN6eGKqWRFNMptxGTkSz5tvtmmjDg8HQJ92GoDquDgwm9H26H7R1+Bx4zTMFRWcvnMhlceO13u8Ki6etIV3YS4rw2PaDRd9HhBjWB1a0Y8/YszMROnnh8cM2xde3eEAbVG/c3xXX0ZEerMzOZ931sfzznmWbB3YxRM3jZLCCgNH04vpH+rR6v3pCFryPMT4WdYzFxlWoS3Urj9vMBhwcnKyc28EwTHULrlb+/vR7udPS0MyGFCHd7HZrg4LA0CfmgqjR9Xbz2veXPKXLcf1sstwGjCAsk2bKNu+Hb9HHgZAJpfj/9ST9fYrXf8XAJqYGACqYmMBKFy5ktINGzEVF+PUty/+TzyOU7+mVYXyuPFGSjf+TdmmTaTefDNKb2+UQYEAGLOyMebmgiThOn48HjNnNumYjREZVgdlrq4m/5NlAHjftRC5RmPzuLVCQCsPB6glk8l4uibL+suhdI5nFDfaVqWQMzrGMoh7S1xum/THkbXGu/QYkWEV2pBKpUKj0VBcXGz3rJIgOAJJkiguLkaj0aBStW4t7NLSUkpKSqwf1Y3MQzGVlADUy5bWVgIylzX8/8Dz1ltxGjiQtDsXEj94CBmPP4H79dfhvWBBo33Sp6aS8+abaHv2xHXsWMAyfhVAqqom+O23CX7rLaTqak7NmUtVXFyTrzdk6fv4PfkE6tBQjHl5VB05StWRoxhzclD6++P32KOEfLC0xck1kWF1UEXf/4AxOxtlQAAeN91U7/G2mHB1rr4hHlzbL4jfD2fw77Wx5y25NK6rL2uPZbE5PoeHrohpsz45ots/20NOSTX/uq4XwyK9L+oYMf5uuKgVuDupkCRJrHoltDofHx/S09M5c+YM7u7uqFQq8ToTLjmSJGEwGCguLqasrIzgNkj6REdH23z/4osv8tJLLzXUGcvnxn4P5fVzima9nlOzb8WYl0fASy+hjoyg8sAB8j7+BLmzCwHPPlNvn+qkJE7PX4BMrSb4vSXIao7rNWcOuqsm4TJihLWty4jhJE26iryPPybk3XebdL0yuRzvuXPxnjsXQ3aOJatqMqL09bXGKBX79lG48n8Ev/Vmk47ZEBGwOiBzVRX5yyzZVZ+770auVtdr0xYlrRry+JXd+LMJS7aO62bZfjitiMJyPZ4u9fvcWZ3MLCGvTI+z+uJ/nYLctRx7eZIIIIQ2o9PpAMjLyyO95g2vIFyqNBoNwcHB1t+L1pSYmIiv79n/lZpz7pDWUrhZhoKZzsmkmsvLax6vX3WmdN16quPiCPtshXUmv8vQocjd3Mh+5VU8pk9H262rtX35rt2cefBB5C4uhK1YgTrkbD19TWQEmsgI2z7pdDgNHEh1bNMzrHWp/P1Q+ftZr6vg628o+t9KqpOSAUTA2tmUb9+OMTcXVVBQo4OUrRnWVlrlqjFh3s7cOrwLn/+Tyr/Ps2RroLsT3fzdiMsuZVtiHlP7XRqFo4sq9OSVWUp/RV5EDdZaIlAV2oNOp0On02EwGDCZTPbujiDYhUKhaPVhAHW5ubk1KRBWhYWBQoHh9Gmb7fqa7xuaVV+brHIaONBmu/OQIZZ9kxKtAWvx76vJeOYZNOFdCF2+HFVAgM0+xWvWoPDwwHWU7ThZqaoKRROrBDSk8ugxCv+3ktI/1loqHUgSyOW4DGvZwjgOG7Bujsvh7fXxJOSU4u2i4ZZhYdw7PqrRf+xGk5ll25L5fm8a2SXVhPu4cO/4KK7tgIGT2xVXEP7DD5iKipA1kF2F9suwAjxweQw/7jvDicwSfj2czg0DGl7xbHw3X6qNJsyXUKWA2hWugty1uGha59dJDAkQ2ppKpWrTf9iCIFyYXKPBefBgStf/hdf8+da/+6Xr1iHX6XDq27fePuqajGjFvv241pmQVXngIACqmgxq2ZYtZDz1FM4DBxLy4QfWbG5dhd99hzEnl6jVv1tjDUN2NhUHD+J1+23NuhZzVRUlq1dTuPJ/VJ2oKXEpSaijInG/7jrcp05F5e/frGOeyyED1v2nCrjzy31c0zeIR6/syr7UQt5aH4ckSdx/ecPjIxdvSODDzYk8OCGGwV28WHsskwe+O4hCLmNKn8B2voKWc+rTu9HHzHo9xpwcoG3HsNbyclFz9/go3lwXx1vr4pncu+ElWx+9shtPT+nR5v1xJEk5lls3URexYMC51h/P4j9/xtI72J0lMwe0+HiCIAiCY/O5525Oz5tP+qKH8bhxGhUHD5K/4jP8HnsUuVaLqawMfWIiqrAwlF5euF1+Odp+fcl44gl8H7gfdUQklUeOkPfxx5aqAX37Yq6uJvO555G7uOB9913ok2zrqSsDAlAFBOB7772cvuNOzjzwIJ63zsZUVEze0qUodDq8589vUv+rExIoXPk/in//3TJJrM643PAffsCpd69W+1k5ZMC6eEMCPQN1vFtTSml8Nz8MZjMfbU7ijjGRDQZL3+9L47r+wSy6wpIKHx3jw/GMEr7cmdphAlZzRQWmkpJ6aftzGTMzAZBptSi8vNqjazZLtn618xR3jo2s1+ZSXFI0Mbd2SdaWB6wqhZyk3HIUDQy5EARBEDofl+HDCX5vCXnvL+XMffdbZtU//jje8+cBUHX8BKfnzCHwtdfwmHYDMoWCsBUryH13MXkffoSpuBhVaCg+d9+N99w5AFQePGiZ+ASkLbij3jl97rsP3wfux2XkSEKXLyPvw49If/gRkMtxHT0Kv8ceQ3GeIQ2SwUDJn+so/N9KS2a39pb/6FF4TJtGwX+/pPLw4VYNVsEBA9Zqo4ndyQUsmmibSZ3SO5BPtiSzJ6WgwYk/epMZ13NuyXq5qMkoqmzT/ramwm+/JXfJe/g88AA+C+9stF1b12BtiJNawSMTu/LET0dYuimRmweH4u7c8C1FvdFMXlk1QR6dv95jUk5NwNoKGdba0lYpeeUYTGZUF7kIgSAIgtBx6CZORHfO4gG1XIYNpUfsSZttCldXAp5/joDnn2t4n+HD6+3TGNdRo+qNYT2fnLfeoujnXyyLFEgS6i5dcL/hBtyvv9462arw2++afLzmcLj/iGkFFehNZiJ9bCewhHtbvm9srfU7Rkfw84EzbI7LobTKwKqD6WyJz+WGAW0/xrM1mMrKyf90BZLBgNK34Zn4tdpz/GpdNw4Koau/K8WVBj7cnNhgm81xOQx85S8eWnmwXftmL128Xege4EY3//rjg5oryN0JZ7UCg0niVH7Dr3NBEARBsJf8FZ9hrqrCc/Zswld+R9Sfa/G5a6E1WG1LDpdhLa40AuCqsc3euWgswwDKqo0N7jdnZDh7UguZ+/le67abB4dw17jG166trq62FvQtLbXvCkOF33yDqajI8m7l2mvO21bfDjVYG6KQy3h6cg/mfbGXz3ekcvvIcILPyaJG+bpSVm3kwOkiiisNuDt17okdL1zbs9WOJZfLiPFz5fCZYhKyy4j2a3kQLAiCIAitSaqspOTPtZhLSzFkZOB62WXItdo2P6/DZVhrV2Fp7E53Q9urjSZu+ngnJzKK+b8berNy4XAeu7Irvx3O4KXf6q9tW+v111/H3d0dd3f3eoV+25OprIz8zz4DwOe+e5Epz/8+wminDCtYKgEMj/RCbzTz9rr6ddpCvZyJ8nXBZJbYnpDX7v3r6KKtS7SKFa8EQRAExxL990Z87rsPuUZL8a+/kv7oYySMGUvmiy9Refhwm57b4QJWXU1GrrTKNpNaXm2pGeimrZ+x+/NYFrFZpSyeMYDZw7owPNKb+y+P4ZkpPfhiRyqxWSUNnuvpp5+muLiY4uJiEhMbvsXdHgq/+gpzcTHqiAh0V199wfb2yrBCzZKtky2VAH4+mM67f8XXW+pxfDfLrYEt8Tnt3r/2VGVo/RJeXWvGscZn2zfjLwiCIAjnUgUG4nv/fURv+Iuwz1agu/pqJKORou+/J3XWLSRdfQ36lJQ2ObfDBaxhXs4o5LJ6Y/hSa76PaWByy5lCy8SqweG2hW6HRViWyWxsfXaNRmMtpO3WQI2y9mAqKSH/8y8A8Ln/PmSK+hUQznV2DKt9asz2C/Xg0YmWagxLNibw/K/HMNUJ3MbVTIrbEp/bqdct/2RLMr1eXMc7f8W32jF7BOroGagjzMu51Y4pCIIgCK3NZcQIgt98g5htWwl48QW0vXqhT07GmGe5u5o6+1YKvv0WY0FBq5zP4QJWrUrB0HAv/jyeZRPs/HEsE51WSf9Qj3r71JYU2pNi+0PZd8ryfagD//OvPHoUSa9HHR2F7qqrLtheMhgwZmUDoAqy34SyBybE8K/reiGTwde7TvPgdwepNlqy4EMjvNCq5GSXVBOb1XkzhYm5ZVQaTDirL/wmo6nGdvXlj4fG8MRV3VvtmIIgCILQVhSurnjOnEnED98T+ftveM2Zg8LLi8oDB8h+9f9IGDee03cupPjXX1t0HocLWAEeuDyaQ2lF3PftATbF5fD2+jiWbU3mvsui0aoUlFYZOHC6kPwyy4SpiT396R/qwcP/O8RXu06xIymPDzcn8n9rTnJFD78Gg1xH4TpqFNEb/iL4jTeall3NzgGzGZlKhdLXpx162LjbR4Tz/qwBqBQy1hzNZP4XeymrNqJVKRgRaclub47LtWsf25K1pFUr1GAVBEEQhI5OEx2N/1NPErN5E8HvLcF13DjAsuR8xtPPtOjYDlclAGBktA8fzR7E4g3x3PXlfvzdNTwzuYe1WP2x9BJmLd/Fm9P7ctPgUBRyGV8tGMpb6+J4f2MCRZUGwrycuf/yaO4YXb/AvaNR+vig9Gla8Flbg1UZFIhMbv/3G9f0DcLDSc3Cr/bxT2I+s5bt4vN5Q5gxJIxBXTyZ2LPtS13Yg9kskZxnCVijW6EG67lMZgm90YxTK2ZvBUEQBKE9yJRKa31ZY14exatWUbRqVcuOKXXmQYbNkJOTg3/NOrfZ2dn4+bVtoGUqKqI6KQnnQYOatV/RL6vIfPppXEaOIKymsoAjOHKmiLmf76WgXE+Ejwtfzh/q0EMxWiqtoIIxb2xCrZBz4l+TULZikf8318WyfFsKD1wWzQMTGl6KWBAEQXAc7R1DXIrsn6K7ROV//gWnZt9K1qv/16z9zmZY7TPhqjF9Qzz48e4RBHs4kZJXzo0f7Wi0OkNnkFSzJGu4j3OrBqtgqUGsN5pFaStBEARBqCECVjswFhZS+NVXALgMH9asfWsrBKjtUIP1QiJ9Xfn53pF083cjp7Samz7aweIN8fy4/4y9u9bqEttw/GptJQxR2koQBEEQLETAagcFn32GuaICTc8euE6Y0Kx9DXaswdoU/jot3981gsFdPCmtNrF4QwKv/XGy05W3CvF05sqe/gyL8Gr1Y3etWeY1Oa8co8nc6scXBEEQhI5GBKztzJifT8HX3wDge/8DyBpb0qsRBjuuctVU7s4qvlowjPE19VgLyvUs3WS/hRnawlW9A1h2+2Dmjopo9WOHeDqhVcnRG82k1dQYFgRBEIRLmQhY21n+is+QKivR9u6N62Xjm7WvZDJhyMwEHDfDWstJrWD5nMH46zQAvL0+no+3JHW6TGtbkMtl1soDYliAIAiCIIiAtV0Zc3Mp/PZbAHwfuL/Z2VVjbi4YjaBUouwAMxBVCjl3jT1bVuzfa2N57Y+Trb6caXurNprILqlq0+A7xs8yLCBRTLwSBEEQBBGwtidDejpKb2+0/friMnbsRe0PoAoIQKZ0yBK69YzrZgmsFXJLcL58WwqP/XAYQwcem3n0TDHDXtvIpMVb2+wcwyO9mNw7gEgflzY7hyAIgiB0FB0j6ukknPr3J2rtHxjz85udXYU641cdfDhAXZE+LoR6OZFWUMm8UeF8ufMUPx9Mp7BCz4ezB3XIwvi1Ja38ddo2O8eMIWHMGBLWZscXBEEQhI5EZFjbmUytRhUYeFH7WjOsDjzh6lwymYzxXS1ZVg8nNctuG4RWJWdTXC6zP91FUYXezj1svrYsaSUIgiAIQn0iYO1ADOkdL8MKcNe4SHY8dTkPXRHDhB7+fHPHMHRaJQdOF3HTxzvJLO5YM+GTcsuBtlmStS5JkkgvqqS82tim5xEEQRAERycC1g6kI2ZYwVKzNMjDyfr9oC5e/HD3SPx1GhJyypj+0c4ONbmovTKs0z/eyah//82OpPw2PY8gCIIgODoRsHYgHXEM67lqZ9Z3C3Djp3tGEunjQnpRJTd9vINDaUX27VwTVBlMpBVWAG2fYQ3xtAT5CTmitJUgCIJwaRMBawchmc1nA9aQjpVhBTiWXsycz/Zw11f7rdtCPJ354e4R9A1xp7DCwC3Ld7E1PteOvbywlLxyJAl0WiU+ruo2PVftilcJ2R0n+ywIgiAIbUEErB2EKT8fSa8HuRyVv7+9u9NsGqWcLfG5bI7PpVJvsm73dtXw7Z3DGR3tQ4XexIL/7uXXQ+l27On5uWqU3DkmgpsHh15UpYfmqM3gOlKG9Z/EPC57azN/Hsuyd1cEQRCES4gIWDuI2vGrSn9/ZCqVnXvTfNF+rgS5a9EbzexKsR2T6apRsmLuYK7pG4jBJLHof4f44p8UO/X0/EK9nHn26p48d03PNj9XbYY1MafMYRZbeG9jAil55Tz6/SFS8srt3R1BEAThEiEC1g6io49flclk1kUEtsTVv+2vUSp4b+YA5ozogiTBS7+f4O31cZf0Uq5hXs6olXKqDGbOFNq/kkJaQQW7UwoAKNebeOC7A1QbTRfYSxAEQRBaTgSsHYTeWiGgYwasAOO7+QKwpZFxqnK5jJem9uKRiV0BeP/vRJ755RhGB1oV6+iZYvLLqtvlXAq5zFqJwBGGBaw5mglAn2B3PJ1VHEsv4T9r4+zcK0EQBOFSIFa66iA6eoYVYGSUN0q5jJS8ck7ll9PFu/6yozKZjAcnxODtqua5Vcf4bs9pErJLWTyzPyGeznbo9Vlms8RNn+ygymBm82PjCW+HZVNvGBDE2K4+dr92gDtGR9DN3w0ntYLyaiOL/neIAWEe9u6WIAiCcAkQAWsH0VFrsNblplUxONyTXckFbI7LZc7IxgO+2cO64O2i4bEfDrPvVCFTlmzjjel9uar3xa0S1hrSiyqpMphRK+TWklNtbeHYqHY5T1MoFXIu6+5n/X77E5fj7tzxxlMLgiAIHY8YEtBBdNRVrs41sWcAo6K9CXDXXrDtVb0D+OPBMfQL9aCkysjdXx/g2V+OUmWwz7jJxFxLealwH2eUCvGrUzdYzS+rxuQgE8MEQRCEzkf81+0AJEmyDglQd+AMK8CC0RF8c8dwJvUKaFL7MG9nfrx7BHeNiwTgm92nuW7pP8Rnt/+YzqR2WuGqLkmSyC2tZkdint0qBVQZTFy1eCv/XhtLhb7+MrHbEnKZtHgrS/9OtEPvBEEQhEuBCFg7AFNhIVKlZZa4MtB+t8TtRaWQ8/TkHnw5fyg+rmriskuZunQ73+4+3a5VBJJyLWWc2nqFq7pMZolR//6bWz7dTXqRfSoF/B2bQ2xWKb8dSkerVNR7PL9MT16ZniUb49mdLJaRFQRBEFqfCFg7gNrhAEpfX+QajZ170zpySqs43MylWMd29WXtQ2MZE+NDlcHMM78c5f5vD1JcaWibTp7DHhlWpUJOpK9lrK+9KgX8tP8MANcPCEYur79YwvUDgpk+KASzBA+tPERhub69uygIgiB0ciJg7QCsE646+PjVWlvicxn6fxt55PtDzd7X103Df+cN5enJ3VHKZaw5msmUJdvYf6qw9Tt6jqSaMaztmWGtez57LNGaV1bN5poyZNMGhjTa7uWpvYj0dSGrpIrHfjh8SdfPFQRBEFqfCFg7AGtJqw4+frVW/1APFHIZSbnlpBVUNHt/uVzGXeOi+PGekYR5OZNeVMnNn+zkg02JbTbO02yWWDSxK3NHhhPRDuWs6qpd8SreDgHrb4cyMJkl+oV6nDdQd9EoeX/WANRKORtjc/j8n9T266QgCEIHVrZtGyk3Tie2/wASLr+cvE+WnfdNv2Q0krdsOYmTJhE7YCDJ199AyR9/1GtXeeQIp269jdiBg4gfPYbs/7yBWW97B8yQk0P6I48SP3wEcYMGc+bBhzBkZ7f6NbYGEbB2AIZOsGhAXe5OKgbW1O9sbBGBpugf6sGaB0cztV8QJrPEm+viuO2z3eSUVLVST8+Sy2XcNrwLL03thYumfavBxdQEiol2GBLw0wHLcIAbB174zVKvIHeeu7oHAK+vPcmx9OI27ZsgCEJHV3HgIGn33oc6KpKQ99/DfepUchcvJv+TTxrdJ3fpUnIXL8b92qmEfrAUp/79SH/kUUr+XGdtoz99mtPzFyBzciLk3Xfwnj+fwm++IfuVV6xtJKORtIV3UXnsGAEvvUjASy9RefQopxcsQDK0z1C75hB1WDuAzpZhBRjX1Ze9qYVsic/l1uFdLvo4bloVS2b2Z3SMDy/+epx/EvOZvGQbb93cj8u6+V34AB1ATE2GNSGnDLNZanAcaVuIzSrheEYJKoWMa/s27c3SbcO7sD0hDzetqt0z0YIgCB1N3gcfoO3eneA33gDAdcwYMBrJX7Ycr7lzkWvrl4As/ulndNdcje/99wHgMnIkVSdPUvjtt+iumgRA/qcrkLu4EPrBUmRqNa7jxiF30pL1yqv43H03quBgSv5cR3VsLJG//4YmJgYAbY/uJF87lZK1a3GfOrWdfgpNIzKsHUBnG8MKML4mmNyRmIfe2LKlV2UyGTcPDuX3B0bTI1BHfrmeeZ/v5dXVJ1p87FpHzhRx4HQhZdX1yzq1tS7ezqgUMir0JjKK269SgItayW3DuzBtQAieLuom7SOTyVh6y0Devrlfu2eiBUEQOhKzXk/Fnj24TZxos91t0iTMFRVU7Nvf4H6SXo/C1XaIltLDE1NRkfX78u3bcR0/Hpn67N9ut0mTwGymbPs/1jbqiAhrsAqgiY5GHRVJ2ZatLb28VicCVgdXtwZrZ8qw9gzU4eOqoVxvYt+pglY5ZrSfK7/cO5K5I8MB+HR7Cjd+tIPUvPIWH/vdv+KZ9uEOfj2U3uJjNZdKIefhiV3597Q+uGnab2WpUC9nXrm+N/+Z3rdZ+6mVZ/+sSJJEgh1q5gqCIDg6Q1oaksGAOtz2LqM6LAwAfWpqg/t5zZtL8apfKdu2DVNZGcW//07Z9u24X2fJiJqrqjBkZKAOD7fZT+nlhdzV1Xrc6uTkem0s5+/S6LntSQSsDs5cUoK5zDLZRtWJarDK5TLGdvUBYEvcxY9jPZdWpeClqb1YdtsgPJxVHE0v5ur3tvHLwTMtOm5tDdb2LGlV173jo5k5NKxDLYVaVm1kwX/3cd0H/1grLAiCIHR2paWllJSUWD+qq6sbbGcqKQGoly2Vu1iGU9X+7z+X56234jRwIGl3LiR+8BAyHn8C9+uvw3vBApvjyl3rD8uSu7hYj2suKUHuWv9/Wt02jkQErA6uNruq8PJC7uxs5960rtnDuvDujH4sHBvZ6se+slcAax8aw9AIL8r1Jh7+32Ee/f4w5RdxS7/KYCKt0FLNoL1LWtnLyj2n2Zta0KLyVE4qBZV6ExV6Ew98e9BuS+oKgiC0p+joaNzd3a0fr7/+esMNa/++yhqZlyCvH6KZ9XpOzb6VqpMnCXjpJcK+/C++ix6iZM0fZP3fazbHlTV0XEmyHleSzNDQqeu0cSRikJmDO1shoPMMB6g1qIsng7p4ttnxA92d+O7O4Sz9O5ElG+P56cAZDp4u5L1ZA+gd7N7k46TklSNJluoG3k0cy9naqgwmjqUXk1em56reTVvW9mKVVhl48bfjVBvNrH5gdLN+VnUp5DIWz+zP5CXbOJFZwr/XxvLS1F6t3FtBEATHkpiYiK+vr/V7TSML/ijcLBNqTedkM83l5TWP10+QlK5bT3VcHGGfrcBl5EgAXIYORe7mRvYrr+IxfTrq0JAGjwtgrqiwHlfhpsNcVn/InLmiAnlN3xyJ44XQgg3r+NVONOGqPSnkMh66Iobv7hxOoLuW5Lxypn24g8+2pzQ5e5iYc3bBgAbfsbaDtIIKpn+8s12K8v9xNJNqo5loP1d6BeladCx/nZa3b+4HwBc7Ull/PKs1uigIguCw3Nzc0Ol01o/GAlZVWBgoFBhOn7bZrq/5Xh0VVW+f2pjAaeBAm+3OQ4ZY9k1KRO7sjNLfv95xjQUFmMvKUEdFW44fEYH+9Kl659CfPoWmgXPbmwhYHVxnzrACZJdU8fGWJBZviG/T8wyL9OaPB8cwsac/epOZf60+wR3/3UdBE5YRTbQuyWq/Mk1dvF1QymWUVRvJLG79OrN1/XTA8pq7cWBIqwTol3Xzsw77ePzHI2QUtV+lA0EQBEcl12hwHjyY0vV/2SQiStetQ67T4dS3/oRXdWQEQL0KApUHDgKgCrFkV11GjaJ082abhQJK160DhQKX4cNq2oxEn5RMdWKitU11YiL6pGRcRo1qpatsPSJgdXCdPcOaWVzFv9fGsmJbCgZT65Sgaoyni5pltw3iX9f1sq7INHnJVnYm5Z93P3styVqXWim31jWNb8NZ92kFFexJKUAmg+sHtN5r7rEru9EvxJ3iSgOPfi+WbhUEQQDwueduKo8cIX3Rw5Rt3UrOkiXkr/gMn7sWItdqMZWVUXnoEMYCSzUdt8svR9uvLxlPPEHhd99Rvms3ecuWk/3GG7hedpk1yPW+YwGm/ALS7lxI6aZN5H/+Bdmv/xvPGTdbJ3DrpkxBHR7O6YULKV69huLVazi9cCGarl2t9VwdiQhYHZy+k61yda6+we54uagprTZy4FRhm59PJpNx+4hwVt07iihfF7JLqrnl0108+N1B/knMa3Bp13mjInjx2p6MifFt4IjtJ8a/dsWrtpu9+XNNdnVUlA+B7k6tdly1Us77swbSK0jHk5O7221ohT2Y2mi5YEEQOj6X4cMJfm8J+pQUztx3PyW/r8bv8cetM/6rjp8gdeYsyjZvAUCmUBC2YgW6yZPJ+/Aj0hYupPjXX/G5+25Cliy2HlcTGUnYik8xV1WS/tAiCr74Aq85c/B/5hlrG7laTdhnK3Dq1YusF14g65VXcO7fn9Dly5ApHW+Kk0wSqQ4AcnJy8Pf3ByA7Oxs/P8dYJSl+2HBMxcVE/Por2m5d7d2dNrFo5UFWHcrgnvFRPHlV93Y7b4XeyMu/neB/+9Ks24I9nJg+KITpg0II9XKsqgzv/hXPko0J3Dw4hDem92v140uSxPi3NnMqv4J3Z/TjhgEhbXKOSyVYLa408PyqY6w7nsXnc4cwMtrH3l0SBKGNOGoM0ZmIDKsDM5WVYyq2rMfeWTOsAOO6WTKXrVmPtSmc1Ur+M70vv90/iluHh+GmVZJeVMmSjQmMeWMTtyzfxaqD6VTqHaMcU22GNaGNMqzZJdWYzBIuagWTerVNJYK6werJzBLyyxquT9jR7T9VyNXvbeO3wxlUG818s/v0hXcSBEEQGuV4OV/BypBhuT0rd3evV1i4Mxkb44tMBicyS8gpqcJPV3/t5LbUN8SDviEePHd1T9Ydz+LH/WfYnpjHjqR8diTlo1XKmdDDnzvGRNA/1MNuGcKu/pYyI4nZZW2SqQxw17L18ctIzS/HWd22fxp+O5zBYz8cZmSUN5/NGYJc3nmyrn/HZnPnl/sxmSV8XDXklVWzKS6HKoMJrUph7+4JgiB0SCLD6sAMnXz8ai1vVw19a2p9bo5v3yxrXVqVguv6B/PVgmFsf/JyHpnYFQ8nJVVGM2uOZnLDhzu48t2tLNuaRG5p+2cGw71deHlqLz65fRBtNZBHLpcR2Q6reXWtyRZvjsvls39S2vx87WlYhDddvJy5rn8Qfz82jmAPJyr0JrbY8bUtCILQ0YmA1YF19goBdY3r6otWJSe/7MJlptpDsIcTD06IYVIvy2zK7gFuaFVyEnLKeO2PWIa/vpE7/ruP9cez2ry6QS21Us6ckeGMjPJp9YxkdkkVemP7XAdA9wAdL1zTE4D//BnL4bSidjt3W9iXWmCdsOeiUfLzvSNZPKM/Oq2KBydE88aNfRkW4WXnXgqCIHRcYkiAAzOkWwJWdSetwVrXHWMjufeyaIe7ZZqcZxkves/4KC7r7seaI5l8vy+Ng6eL2HAymw0ns/FxVXPDgGBuGhxqvW3f0Tz981EOni7kzen9uKKnf7ucc/awMP5JzGPtsSwe+O4gax4cjZtW1S7nbi1VBhOv/XGSL3ee4rmre3DHGEu9WQ/nsyuizRgSZq/uCYIgdBoiYHVgl1KGVeeggcrZRQNc0WlVzBoaxqyhYSTmlPLDvjP8dCCdvLJqlm9LYfm2FPqFenDToBCu7ReEu1PrX1NmcSU7EvNxViuY3CewVY6ZW1rNlvhcTGaJiHZcHEEmk/HvaX05cqaY0wUVPPPLMd6b2b/DVBFIyC7lge8OEptlqYvblEUoBEEQhIsjhgQ4sM6+ylVjKvRGe3cBsAQghRUGACLPCeSi/dx4ekoPdj59OZ/ePphJvfxRymUcTiviuVXHGPp/G3hoZeO1XS/W3tRCHv3hMJ9ub71xn78eSsdklhgQ5kFUO4xfrcvdWcV7swagkMv4/XAGG0/mtOv5L4YkSXy96xTXvL+d2KxSfFw1/Hf+UJ44T0m23NJqPt2WzCdbktqxp4IgCJ2HyLA6sEspwwpw5EwRj3x/GCeVgt8fGG3v7lizq8EeTo3Omlcp5FzR058revqTV1bNqoPp/LDvDHHZpfx6KINfD2VYa7veODCEMO+W1XatnawUn13aapUCapdinTaw9euuNsWgLp48MakbBpOZy7o7du3Cogo9T/50hHXHswEY29WXt2/qh69bw2uF10rILuXVNSfxdFaxYHQESoXIFQiCIDSHCFgdlLmyElO+ZcnQSyXDGuCutQaJeWXV+LiePwhoa7VLskY1cUlWH1cNd4yJZMHoCI6mF/P9vjR+PZRhre26ZGMCvYN1TOkTyNV9Auni3fzb7xE+LijkMkqrjOSUVuPfwhJgJzJKOJlZgloh59q+rTPE4GLcNS7KbudujrSCSv6OzUGlkPHkVd2ZPyqiSRPghkZ44emsorDCwO6UAkaJRQQEQRCaRQSsDsqQmQmA3MUFuU5n5960Dz83Lb2CdBzPKGFrfK7dMn61Jvb0x1+nafZEMJlM1mBt138S8ziWXsKx9BLe+DPuooJXjVJBF29nknPLic8ubXHA+svBMwBM6OFnM1HInqoMJtafyGZqP8e7s9AnxJ3XbuhD9wAdfULcm7yfUiFnUq8AVu5NY+2xTBGwCoIgNJO4L+Wg6o5f7SiTUFrD+NpVrxygZqWPq4bLu/szMurig4u6tV33PnsFr93Qh9HRPijkMmvgOu7NzVz93jY+2JRIal75BY8ZU5PxTchu2YpXJrPEqkOWYSf2fnNQq8pg4voP/uHB7w6yYnuK3ScynSmsYPanuzieUWzddtPg0GYFq7Wu6m1ZPWzd8WxMrTiuWRAE4VIgMqwOqrak1aUyfrXWuK5+fLApia01s9YVnWgFJG9XDbcMC+OWYWHkl1Wz/kQ2fxzNZEdSPsczSjieUcKb6+LoFXQ28xruUz/z2tXfjXXHs0nIKW1RfxRyGV8vGMbqIxnWNwr2plUpGNfNl9isUl5ZfYJXVp+gV5CO0TE+jIn2ZXC4Z7uVPvvjaCZP/XSEkiojz/xyjFX3jmzRm8eRUT64aZXkllaz/1QhQ0VdVkEQhCYTAauDulQrBAwM88BNq6SwwsDR9GL6h3rYpR9VBhOfbEkmys+FKb0DW71Qv7erxloiq6Bcz7rjWQ0Grz0DdVzdN5ApfQKJqAleo1spwwrQLcCNbgHdWnyc1vTYld1wUin481gWsVml1p/HJ1uSuWN0BM/VLDhgMkvIoNWfm0q9iX+tPs53e9IA6B/qwXszB7T4TodaKWdiD39+PpjO2mOZImAVBEFoBhGwOqhLrUJALaVCzuhoH9Yey2JzXI7dAtbk3HLe3RCPu5OKq1up3mljvFzUNsHr+uNZrKkJXk9klnAi0xK89gjUcXWfAIZHevPFvCEddpGCC1Ep5Cy6oiuLruhKTmkVOxLz2ZaQx/bEXEbFnB2esSs5n/u/PcDIaB/GRPswKtqHUK+WVWE4kVHCgysPkphThkwG94yL4uGJXVG10qz+yX0CWX00s11XFRMEQegMRMDqoC7VDCvANX2DcNMq7ZqBqq0QEO3n2q5jiL1c1MwcGsbMBoLXk5mWGf2ANXid0ieQyIuonfrzgTNsjsvlthFdGBLuuJk+Pzct1w8I5voBwUiShFRn6OeOpDwKKwysOZLJmiOWSYrh3s6MivZhTIwPo2N8cdU0/U/c0TPF3PjxDvRGM35uGhbP6M/IVp4cNa6rLween9isfgmCIAgiYHVY1gxr8KWVYQW4um8gV9uxxBLUXeGq/VZ+Olfd4LWwXM/6E1msOZrFP4l51uD1rfXxdA9w4+o+gUzpG9jkwv/f7TnN3tRCegbpHDpgrUsmk1H3vcOiK7pyWTc/tiXk8U9iHgfTikjNryA1/zTf7D7NHw+OoWeQpcJGXlk1blolGmXj4197BekYGu6FRinnzZv64eXS+lUT1Eo5aqWY6yoIgtBcImB1QGa9HmOOZcWfSzHD6gjqZlgdgaeLmhlDwpgxxBK8frI1iT+OZnGmsILYrFJis0p5+694YvxcGRrhxZBwLwZ18STE06lehvhUfjl7UwuRy+CGAR339aVSyBkc7sXgcC8entiV0ioDu5ML2J6Yx4mMEroHnB0y8X9rTvLnsSyGRngxJsYyfKB7gBt7UwvpE+yOk1qBXC7j49sG4aJWtEtWPa2gosHnRxAEQahPBKwOyFhTg1Wm1aLw9LRzb+zDbJY4ml5MVkkVk3oFtPv5z2ZYHSNgrcvTRY1CLuN0QQXTBwUzNNybNUcz+Scxj4ScMhJyyvhm92kA/HUaBnexBK+Dwz3pGajj55qVrUZF+7S4jqsjcdOqrKuOnSsuq5RKg4kt8bnWkmneLmoKKvTMGhrGazf0AWiXW/WSJHHTxzvZd6qQNQ+OpldQ80tkCYIgXGpEwOqALtUarHXtTilg1vJd+LiqmdjDv9Vngp+PySyRUlMP1VEyrOeK8bNkD0/nV/LWTaHcPCSUogo9O5Py2XeqkH2nCjmeXkx2STVrjmay5qjlTZBWKad2GGjPQB0lVQZ0WpWdrqL9rHlwNHHZpWxPyGN7Yh67kwvIr6nxKkmWN0jt9RqTyWR4u1qGG/x5LEsErIIgCE0gAlYHdKlWCKhrUBdPXNQK8sr0HD5TxICw9ss0pxdWUm00o1bKCfFs2azzthLjbwmk43NKkSQJmUyGh7OayX0CmVxT1aBSb+LwmSL2pRaw71QhB04VUlJltB7jk63JLNuWTDd/NwaHe1ozsZ3xNrVMJqN7gI7uATruGBNJtdHEodNFuGiU9A5u/4Bxcu9A1h3PZu2xLB690rHKigmCIDgiEbA6IL01w3rpBqxqpZzLuvux+kgmz/xyjF/uHdluBeODPLRsfHQcmUVVDrtwQZSvK3IZFFUYyCvT4+umqdfGSa1geKQ3wyO9AUsW8d5vD/DnsSy6eDkjAacLzo6B/XpX48MIlK1U1slRaJQKhtX8XOzh8h5+qBQyEnPKSMguJaaTligTBEFoLSJgdUCXckmrup67uie7ki3lnF749RhvTO/XLudVKuRE+bo65PjVWlqVgjAvZ1LzK0jILm0wYD2XXC5jZJQ3STllvHJ9b4ZHepNTUsX+miEEjQ0jcFIp6B/qwZBwTwaFezEgzOOSGEbQlnRaFaOjfdgUl8vaY1kiYBUEQbgAEbA6IDEkwCLAXct7Mwdw64rdfL/vDIO6eDJjSJi9u+Uwov3cLAFrTlmT64XePiKc24Z3sX7vp9PWG0ZwKK2I/acswwj2nyqktMrIzuR8dibnAyCTQYSPC32C3ekd5E6vYB29gtxxdxJBbHNM7hNoDVgfnBBj7+4IgiA4NBGwOiBDuiVgVV/iGVaAkdE+PHplN95cF8eLvx1nQg9/fFwvnE1sifc3JiCXy7hhQDBBHk5teq6W6OrvyoaT2daKBk11vvGpTmoFI6K8GRF1dhhBQk4Z+04VsD/VkoU9XVBBcm45ybnl/Hoow7pvF29nege50zvYnd7BOnoHuePZBrVMO4uJPfxRyGWczCwhNa+ccB/71fwVBEFwdCJgdTCSwYAxOxsA5SWeYa11z7goknPLubZfYJsHqwCf/ZNCYYWBcV19HTpgvW1EF24eHNqk5UhzS6v5JzGPSb0CcFI3fSywXC6jW4Ab3QLcmD2si/VYxzOKOZZezLH0Eo5lFHOmsJJT+RWcyq+wDiUACPZwsgavvUMsGdmmDF+4FHi6qHlkYlcifVwIcO885cUEQRDagghYHYwhOxvMZmRqNUqf1l0WsqOSy2W8fXP7jF8tKNdTWGEAHLMGa12B7k0PplcdTOf//jjJqGhvvrljeIvO6+umYXw3P8Z387NuKyzXczzDErweTS/meHoxqfkVpBdVkl5Uybrj2da2/joNfYLd6RXkbhlWEOyOv07T6SoTNMV9l0XbuwuCIAgdgghYHUztcABVYCAyeeeamd1aTudXsDe1gBsHhbT6sWtvrwd7ODUrE+nofjpwBrCUU2oLni5qRsf4MDrm7JuskioDx9NLzmZjM0pIyi0ju6Sa7JIcNpzMsbb1cVVbhhIE1QwnCHYn2KPzldcSBEEQLo4IWB2MqBBwfulFlVzz/jbKqo0EemgZGdW6WWhHW5L1Qr7edYo9KQXcMSaCviEeDbY5kVFCbFYpaoWca/u23zATnVZlMx4WoLzayMnMEo6lF3O0JphNyCkjr0zP5rhcNsflWtu6aZXE+LnS1d+NGH83uvpbvvZz61zZ2JS8cn49lE6EjwvX9Re/94IgCA0RAauDsVYIuIRrsJ5PkLuWiT0D+OnAGR787iBrHhzTqsuL1mZYO0rAuik2h42xOQwJ92w0YK3Nrl7R0w93Z/vO5HfRKBkc7sXgcC/rtiqDyRLEZpRwPN0ypCA+u5TSKiMHThdx4HSRzTHcnVR09Xe1BLF1AlofV3WHDGQ3x+WweEMCg7t4ioBVEAShESJgdTAiw3p+MpmMV6/vzfGMYmKzSrn/2wN8e+dwVK1U2L42w+ro41drxfi7sTE2h/jshisFGE1mfj1keU1NG9D6Qyhag1alYECYp81qZnqjmZS8cuKzS0nILiU+u4z47FJS88sprjSwN7WQvamFNsfxdFbZZGJj/Cxfe7fDRL2WuKp3AC//foL9pwvJKanCrxXfgAmCIHQWImB1MKIG64U5qRV8dOsgpr6/nb2phbzxZyzPXt2zVY6dklcOdJwMa0xNPxNySht8fGtCLnllerxd1Izr5tueXWsRtVJurU5QV5XBRHJuOQk5pcTXBLIJ2aWcKqigsMLAnpQC9qQU2Ozj7aKma00gawloLV97ODtGya1Adyf6h3pwKK2IdcezuG1EuL27JAiC4HBEwOpgRIa1aSJ8XHjzpn7c/fV+lm9LYWCYp7X4fUusWzSW1Pxyunh1jJqYXWtWSEpoJMN6KK0YgKn9g1otC21PWpWCnkE6egbpbLZX6k0k5ZbZBLHxOaWkFVSSX663Wfiglq+bhu4BbvQNcadviAf9QjzsVl5qSp8ADqUVsfaYCFgFQRAaIgJWByKZTBiysgCRYW2Kq3oHcNfYSD7ZmszXu09xVe+AFo9h1KoUdA/QXbihg4jyswTW+eV68suq693+fmRiV6YPDEGp6HhjO5vDSa2oWbDA3WZ7ebWRxBxLIJtQ+zm7jPSiSnJLq8ktrWZbQp61vZ+bxhrA9g1xp1+IR7ssfjC5dyCv/RHL7pSCBp9HQRCES50IWB2IMScHjEZQKlH6+V14B4HHJ3XD103DbSO6dMgJNy3lrFYS6uVEWkElCTllDQY6Yd4XXligs3LRKOkX6kG/UA+b7WXVRhKySzmeUcKRM0UcOWOZ6JVTWs2Gk7Ylt0K9nCwBbLAlkO0T4o6rpnX/dIZ6OdMrSMfxjBL+OpHNzKFiCWJBEIS6HDZg3RyXw9vr40nIKcXbRcMtw8K4d3zUeYOSv2OzWbIhgdisUjyd1VzVO4AnruqGs9phL9OGdfxqQAAyReepAdqWlAo5d4yJbJVjfb83jf2nCrm6byBju3ac8Z4xfm5kFlWRVVxls7240oC7k32rAjgqV42yzkQvywpeFXpjTQBbbA1iU/LKSSuoJK2gkjVHLCt4yWSWSXm1Gdi+Ie70CNShVbXsd3Zy7wBO51dQWmVs6eUJgtCBlG3bRu7iJVQnJaHw8sRzxky8F97ZYLxT9PMvZD7zTKPHCnz9dZyHDCHpiisabeN+ww0Evf4aAOmPPELJH2vrtQl6+y3cr776Iq6m7ThkJLf/VAF3frmPa/oG8eiVXdmXWshb6+OQJIn7L49pcJ8NJ7JZ+NU+pg0M4cmrupOQU8ab6+IoKNfz3qwB7XwFF0eMX20Zk1ninb/iCPZw5pZhzc9QbYnPZc3RTKL9XDtUwPrm9L64aVWolWfHqKbmlTPx3S1c3t2PD2cPQiG/9LLPzeWsVjIk3IshdUpuFVcYOJpezJH0Io6kWQLZjOIqEnPKSMwp4+cDlt9ZZc0StpaxsJZMbFd/V5TNGDc8d1QEd46NRKMUb1YF4VJRceAgaffeh27yVfgueoiK/fvJXbwYJDM+d99dr73r+HGEr/zOZpskSWS98AKmsnJcx41F7uparw1AwbffUrL2Tzym32jdVnUyFt3Ua/G65RabtqouXVrnAluRQwasizck0DNQx7sz+gMwvpsfBrOZjzYncceYyHqZDEmS+NfqE0zuHchbN1mW8BwZ7YPJLPHFjlQq9aYOsWqRqBDQMquPZPDBpiTUCjm9g3WN1iVtjLWklV/HmHBVq6FhAD8fTMdgkqg0mEWw2gLuzqp6K3jlllZbM7C1n/NrlqY9nlHCd3ss7bQqOb2C3BkQ6sGCMREXXEq3tYcZCILg+PI++ABt9+4Ev/EGAK5jxoDRSP6y5XjNnYtcazsRVOnlhdLLy2ZbwZdfUp2UTPh331ofc+rf36ZN5dFjlKz9E79Fi3AeNAgAc2Ul+lOn8F64sF57R+Rw04arjSZ2JxcwqXeAzfYpvQMp15vqlawBOJ5RwumCCuaMDLfZPn90BFufuKxDBKsgMqwtNbVfEBN7+qM3mbnn6wMUVeibvK/JLJFcW9LK1+0CrR2b2Szxc81iATcOFK+l1ubrpmFCD38entiVz+cNZd9zV7D9ycv4cPZA7h4Xxcgob9w0SqoMZvafKuTT7SlMfGcrX+86hdksXfD4kiSRVlDRDlciCII9mfV6KvbswW3iRJvtbpMmYa6ooGLf/gsew5ibS+7iJXjOnIlTv34NtpEkiax//QtNZCRec+dYt1fHxYHZjLZH95ZdSDtxuLf0aQUV6E1mIn1ss1zh3pbvU/LK692uPZFZAlgyGvO/2Ms/iXlolHJuGBDM01N6tHhsWXsxpIsMa0vIZDLeuqkfU5du51R+BQ//7xAr5gxB3oQM45nCCvRGM2qlnGDP82fCHI3ZLPHkT0eIzynji7lDiM8u5UxhJa4aJVf2DLjwAYQWkclkhHg6E+LpzJSa0mpms0RKfjlHzhTx5c5THDxdxHOrjvHb4Qz+Pa0PkY0sTJFfVs20j3aQWVzFgecniqyrIHRihrQ0JIMBdbjt7Xd1mGVImz41FUaPOu8xct97HxQKfBc91GibktVrqDp6lLD//tdmfkxVbCwAhStXUrphI6biYpz69sX/iccbDX7tyeEyrMWVlgkHrhrbySIuGssPuay6/oSEgnJLJu2ur/YT4+/K5/OGcO9l0azcm8ajPxxu9FzV1dWUlJRQUlJCaWnDhdfbk8iwtpy7k4oPZw9Eo5SzKS6XDzYlNmm/2uEAkT4uHe4WulwuY0dSPofTikioM65ySp+ADnN3obORy2VE+bpyw4AQfrx7JC9c0xMnlYI9KQVctWQbH21Owmgy19vPy0WNXCZDbzSzKTangSMLguDoSktLrbFFSUkJ1dXVDbYzlViSbQpX2zewchdLgs5c1nB97VrG/HyKf/0Vz9m3oNA1Xo4x//PPcBo4EJdhQ222V520BKxSVTXBb79N8FtvIVVXc2rOXKri4s5/kXbgcAGrJFlumTVWDKCh7Qaj5Q//pF4BPD25ByOjfLh7XBQPXRHDmiOZ1mDkXK+//jru7u64u7sTHR3dKv2/WJLZjCHTMgtZFSwyrC3RK8idV67vDcA7G+LZXqfOZmMSc2rHr3aMFa7OFeNv6feRM0WsOWp5Hd040DGXYr3UKOQy5o+OYP3DYxkT44PeaOY/f8Zy3Qf/cCy92KatTCbjqprhUH8ey7JHdwVBaKHo6GhrbOHu7s7rr7/ecMOaeKfRgEd+/hCt6IcfkCQJr9tvb7RNxYEDVJ84ifeC+fUe85ozh7DPPyPo36/jMmwouklXEvbZCuROTuR9/PF5z20PDhew6mrK8Jxb2qW82gSAm7Z+mR6Xmttml3e3rV06rmbowImMkgbP9fTTT1NcXExxcTGJiU3LxLUVY14ekl4Pcjkqf3+79qUzuHlwKDMGh6JRyimqvPBY1txSyzvg6EZu1Tq62hWvPtycRFm1kRBPJ5vZ7oL9hXo58+X8obx1Uz/cnVQczyjhug/+4T9/xlJlMFnbTa4JWP+OzaFSb2rscIIgOKjExERrbFFcXMzTTz/dYDuFm+XvtumcTKq5vLzm8fP/PypZtx7XkSPrTcKqq3TdOuTu7riOHVvvMU1kBC4jRtj2SafDaeBAqmMdL8PqcAOkwrycUchlnMovt9meWvN9TAMZsIia8a56o+0tNqPJ8u6lsTGsGo0GjcYyw7qqqqrBNu3FWFMhQOnvj0wlame2hpev68UdYyKI8b/wJKpnr+7Joiu6YmzCpBhHFF3ze+Gv07Loihg0SnmTxu4K7UsmkzF9UAjjuvry0m/HWXM0k482J/HnsSz+Pa0PwyK96RPsTrCHE+lFlWyJz7VmXAVB6Bjc3NzQnecWfS1VWBgoFBhOn7bZrq/5Xh0V1ei+hqwsqk+exGtO49lVgNLNm3GbMKHBuKJ4zRoUHh64jrIdJytVVaHw9Lxg/9ubw2VYtSoFQ8O9+PN4lnV4AMAfxzLRaZX0P2fFGoChEV44qxX8djjDZvuGk9ko5TIGhtXfx9HoreNXxXCA1qJVKWyC1Qr9+Quyu2iUHbbQfu0bubyyam4fEc6MIWKlJEfm66bhg9kD+eS2Qfi5aUjJK2fGsl08+8tRyqqNdYYFZNq5p4IgtBW5RoPz4MGUrv/LJt4pXbcOuU6HU9++je5beeQIAM4DBzbaxlRUhOHUaZwHNlyLvvC778h6+V+Wu7s1DNnZVBw8iPPQIc29nDbncAErwAOXR3MorYj7vj3Aprgc3l4fx7Ktydx3WTRalYLSKgMHTheSX2a5jeuiUfLIxK78djiD51cd45/EPN7bmMDHW5KYNyq8Q6zLLWqwtq39pwq4/K0t/H7Om5rOojYwzy2tblY5L8G+JvUK4K9HxjFraCgA3+w+zZXvbsXPzfI3a+PJHKqNYliAIHRWPvfcTeWRI6QvepiyrVvJWbKE/BWf4XPXQuRaLaayMioPHcJYYFvSszo+AZlaba0o0JCq+Hig8Uyt7733YjhzhjMPPEjZtm0U/76a07fPQaHT4T2//phXe3PIgHVktA8fzR5Ecm45d325n1WH0nlmcg/uGmf5oR9LL2Hahzv4u84s2jvGRPLG9L7sTsln3ud7+X5fGouu6MrTk3vY6zKaRVQIaFsbT+aQVVLFUz8dsU6wqnXwdCEzl+3knb/i7dS7lnPVKHFWKwj1cqKwwmDv7gjN4O6k4vVpffn2zmF08XYms7iK19fGEunrwuvT+qA4z3LUgiB0bC7DhxP83hL0KSmcue9+Sn5fjd/jj+O9YAEAVcdPkDpzFmWbt9jsZ8zPQ36BYQem/HwAFO7uDZ975EhCly/DVFZG+sOPkPXKK2h79ST822/OW3XAXmRS3Tz0JSwnJwf/mslO2dnZ+Pn5XWCP1nV64ULKt24j8NVX8Jg+vV3PfSkwmszcumI3u5ILiPFzZdV9o6yT9b7dfZpnfjnK+G6+fDFv6AWO5LjWHs1kR1I+z17dcWoPC7Yq9SYWb4hn+bZkzBJ4Oqt48dpeXNc/qMF1xQVBcAz2jiEuBQ6ZYb0UiUUD2pZSIef9WQPxc9OQkFPG0z8ftY4Zspa06qAVAmpN7hPIK9f3FsFqB+akVvD0lB6sum8U3QPcKKwwsOh/h5j3xV7Siyrt3T1BEAS7EQGrA5Ak6ewYVjEkoM34umlYestAFHIZvx3O4Ktdp4CziwZEd9AarELn0zfEg98fGM2tw8KQy2BzXC5XvrOFL3emNml5V0EQhM5GBKwOwFRYiFRpyZ4oAwPt3JvObWiEF09Ptqyb/MrqExw5U9RpMqxC56JSyDFJEmYJfF3VlOtNvPDrcW7+ZGe9cdiCIAidnQhYHUDtcAClnx9ytdrOven8FoyOYHLvACZ09yfAXWu91SoyrIKjuaq35Q2sWYKXp/bERa1g36lCpizZxtK/EzA0sLyrIAhCZyQCVgdgrRAgxq+2C5lMxrsz+vPRrQPJKbGURvN0VuHlIt4sCI5lRKQ3Oq2S/HI93QN0rH9kHOO7+aI3mXlrfTzXvr+dI2eK7N1NQRCENicCVgcgxq+2P61KgUwmo7jSgJ+bRmRXBYekVsqZ2NOyiMDaY1kEezjx+dwhLJ7RH09nFbFZpVz/wT+89sdJckqrEEVfBEHorBxuadZLkciw2s+oaB/2PHuFKM4uOKzJvQP46cAZ1h3P4oVreiKXy7h+QDBjYnx4+fcT/HY4g2Vbk1m2NRkvFzXd/N3oFuBGj0A3ugXo6OrvirNa/KkXBKFjE3/FHIDIsNqfRilKQQmOaXSMDy5qBZnFVRw6U8TAMMsa396uGt6bNYDr+gfx5ro44rNLKSjXszM5n53J+db9ZTII83Kmm78b3QMsQWy3ADfCvZ1RKsRNNkEQOgYRsDqAs6tciQyrIAi2tCoFl/fwZ1dyvnXMdV0TevgzoYc/VQYTCdllxGaVEJdVSlx2KSczS8krq+ZUfgWn8itYfyLbup9GKSfG35Vu/rqaQNYS0Pq6acQiBYIgOBwRsNqZqMEqCMKFvHpdb9y0SuTyxgNJrUpBnxB3+oTYLsOYX1ZNXFYpsVmlNZ9LiM8uo9Jg4lh6CcfSS2zaezqraoLXs4FsV38368pwgiAI9iD+AtmZuaQEc5mlpqJK1GAVBKEB7s6qi97X21XDyGgNI6N9rNvMZonTBRXWIDYuu4TYzFJS88sprDCwK7mAXckFNscJ83ImyEOLVqVAq1SgVcktX6sUaFRyNLXblIqa7XLr59rHNOc8plFaPqvE0ARBEC5ABKx2VjscQOHtjdzJyc69EQTBkZnMElklVQR7tOxvhVwuI9zHhXAfF67qHWDdfu6wgtiaj7yyak4XVHC6oKKll9AghVyGtiZ41Tmp6BHoRu9gd/oEu9M7yB1PUXJOEC55ImC1M+twAFEhQBCE8zicVsSC/+5D56Rk4yPj2mSc6YWGFeSWVVNtMFNtNFFlMFNlMFFV9+s6j1k+n32s2ljbxkSV0YzeeHbRA5NZolxvolxvIr9cT0peOX8czbI+HuzhRO9gHX2C3elVE8j6uGpa/foFQXBcImC1s7MTrsT4VUEQGhfp60JJpYG8smoScsro6u/WbueuHVbQmsxmiWpj/eA3t7Sa4xklHE0v5nh6Man5FaQXVZJeVMm642cnjQXotGezsDXBrJ9O26p9FATBcYiA1c5EhlUQhKZw06oYHePD37E5rD2a1a4Ba1uQy2U4qRU4qW1LynUPgDExvtbviysNnMgo4Vh6MccyijmaXkxKXjlZJVVklVSx4eTZINbXTVMzjEBnCWZD3AnQaVstGy1JEpUGE4UVBgrL9RSU6yms0Fu+rtlWWFG7zYBCLsPDWYWnsxpPZxUeNZ89XdRnv3ZW4+GswlWjFNUZBOE8RMBqZ3pR0koQhCaa3DvAErAey+ShK2Ls3Z124e6kYkSUNyOivK3byqqNZ4PYdEsQm5RbRm5pNX/H5vB3bI61rbeLmt51srC9gtwJ8XRCJpNRqTdRUBNwFlbUBKA1wWdRRd2A1GB9vLrOUIbWpKwJbj3ODW6d1fW3uViCXA8nNWqlmLAmXBpEwGpnIsMqCEJTTezpj1IuIzarlJS8ciJ8XOzdJbtw1SgZGuHF0Agv67YKvZGTmZYyXUdrAtmEnDLyy/Vsic9lS3yuta2bRoneZL7o4FOtkOPpUps5VePlosbTRYVXTXDpVRNQmswShTXBb1GFJeit/Vy7vbBCT5XBjNEskVemJ69M36y+uGmVBLprCXR3IshDS4DOiUAPrc02sdKZ0BmIV7GdGdJFDVZBEJrGw1nNiChvtiXksfZYJveOj7Z3lxyGs1rJoC5eDOpyNoitMpiIzSq1joc9ml5MfHYppdVGaxuVQnY26HRWWwPRxr9X46JWtOrt+yqDyZrJLaoJZi3BbW2Aeza4rQ14iysNmCUorTJSWlVGfHZZo8fXaZUEeTgRUBvEumsJcNdatwW5O9UbmiEIjkYErHZkKivDXFwMgCpIBKyCIFzY5N6BbEvI489jWSJgvQCtSkH/UA/6h3pYt1UbTZzKr8BJpWiT4PNiaFUKAt2dCHRverkys1mipMoyCS+zuIrMoioyiivJKq4io7iKrOJKMouqKK02UlJlpKSmRFljPJxVBOjqBrHamj5p8XfX4qxWoFEqUCvlaJRylHKZ3X9uwqVFBKx2VJtdVbi7o3C9NG/tCYLQPFf28ic1v5zJdeqnCk2nUSo6/IQ1sExa86gZghDt1/j1lFYZbILYjKIqMosrLUFucRWZRZWU600UVRgoqjCcN6i1Ob/M8rPUqOSoFXLr4hGamoDWEtjWfF+zSERtsHt2e+2+NY8r5CgVMpRyOWql5bNSIavZbgmSVQo5KoXls7Vt7dcKGSq5/LwrwgkdlwhY7ciQYZlwpRQTrgRBaCIfVw3PTOlh724IHYSbVoWbVkXMeYL0kioDmQ0EspavK8kptdTf1ZvOjvk1S1BpMFFpMLXHZTSLQi6zCW6VCjkquQxVTWb42zuH4y9KoHU4ImC1o9oMq1qMXxUEQRDsRKdVoQtQ0S3g/Jlns1myTFYzmKk2mWoWkbDU0q02mq1BbXXNQhG1j+lrvzacbas/Z79qowmDScJgMmMwWSahGUwSxprvDSYJo9lsbWOs/WyW6vXTZJYw1dT5FToPEbDakagQIAjCxdoan8sfRzN5eGJXkS0S2oVcLkMrV6BVKQCVvbsDWGrjWoJbc50A92wwazRZgmhjTcCrN0p4OoulfjsiEbDakVjlShCEi/XuhngOni6iZ5CO20eEt+m5Vh1M5+/YHJxUCm4YGMywCC8x4UZwCDKZzDqmVejcxDNsR9YMqwhYBUFoptpJV2uPZrXqcdOLKvn1UDqSdPZW67rjWfx2OIP/7Utj5rJdjH9rM0v/TiCzuLJVzy0IgtAYkWG1I2uGVQwJEAShmSb3DuS1P2LZnZJPflk13q6aizpOTmkVO5Py2ZWcz46kfE7lVwDQN8TDujDBtIEhdAtwI7ukit8PZ3Iqv4K31sfzzl/xTOoVwIezB4qMazsrqTLw0q/H2X+6kN7B7gwN92JUtA/Rfq727pogtAkRsNqJubISU0EBIDKsgiA0X6iXM72DdRxLL2H9iWxmDQ1r1v5/Hsvk7fXxJOTYFpxXyGX0DXGnuNJg3Taxpz8Te/oD8Pw1PVl7NIvv96WxO6UAF43SJlhNzCk9b5kloeUSc0pZ+NV+knPLATiVX8GaI5ncMiyM127oA4DeaOZoehF9gj3E8q1CpyACVjupHQ4gd3VFodPZuTeCIHREk3sHciy9hLXHshoNWMuqjexNKWBncj5T+gRai+gr5XIScsqQyaBnoI6RUd6MjPJhcLgnbtrGJ9Q4q5XcOCiEGweFkJpXTt3E6rH0Yq55fzt9gt25eXAIU/sF4+7sGJNzOot1x7N45H+HKNebCHTX8vSUHpzKK2dPagFjon2s7Y6mF3PjRzvRKOX0D/VgaIQXQ8K9GNjFE1eN+NcvdDziVWsnYvyqIAgtdVXvAN5cF8eOxDyKKwy4O6uoMpjYf6qQnUn57EjK4/CZYkw1pX/UCrk1YB0W6cXHtw5kWIQ3ni4XN2s63Md2wZPjGcWoFDKO1iyD+sqak1zVK4CbB4cyMspbFHRvBfllesr1JoZFePHB7IH4NDIUJLe0Gi8XNQXlenanFLA7xXJHTyGX0TNQx1OTuzOqToArCI5OBKx2IsavCoLQUlG+rnT1d8VgkkgrrKCwQsmV7261KfAOEOblzMgob4ZFelm3uWlVXNU7sFX7M2NIGBN7BrDqYDrf70sjNquU3w5n8NvhDII9nPj6jmHWcbHCxbllWBg6JyWTegWcd2b8Vb0DmNTLn6TccvamFrA3pYA9qQWcKazkaHoxmjrDBDbF5bDuWBZDwr0YGuFFiKeTGJMsOBwRsNpJ7aIBIsMqCEJL/G/hCDycVchkMsxmCWeNAk+lilFRPgyP8mZEpDehXs7t1h8vFzXzR0cwb1Q4x9JL+H5fGqsOpaM3mQn1dLK2O5lZQoSPS01NT6ExcVmlvLrmBO/PGoBHTf3Qa/o2LdEhk8mI9nMl2s/VOmQks7iSPSkF9Alxt7bbeDKblXvTWLk3DYAAnZYhEV4MDfdkSIQXXf3cRHZcsDsRsNqJyLAKgtAa6t7Ol8tlrH94LL6uGrtnyGQyGX1C3OkT4s6zV/cgObccZU1G0GSWmPf5Xsr1Rq7rH8TNg0PpE+xu9z47mtVHMnj8hyNUGky89sdJ3pjer8XHDHR34rr+tomSa/sG4aJWsie1gKNniskqqeL3wxn8ftiSWNn19AQC3MXiFIJ9iYDVTsQYVkEQ2oKfm+MFFlqVgp5BZyeXphdWopDLKK0y8vWu03y96zTdA9y4eXAok3oH4OOqRqO0ZF5LqwxkFVfZLM1ptC7daaZ7gM4aTKUXVfJPYp51VaNz217e3Y++IR72+BE0i8ks8ca6WD7ZkgzAqGhvnprco83ONyzSm2GR3gBU6k0cTCtkb0ohe1MLyCurFsGq4BBEwGonIsMqCMKlKszbmW1PXMbO5Hy+35fG2mNZxGaV8q/VJ/jX6hN8fOtA6/jav2NzeGjloUaP9c7N/Zg2MASAExklPPHjkUbbertqrAFrSl45r6w+wYMTYqwT0RxBYbmeB1ceZFtCHgB3jY3k8UndrNnptuakVjAyyoeRUZYJWXUXkMgtrWbtsUxuG95FZMNbUdm2beQuXkJ1UhIKL088Z8zEe+GdDf6Mi37+hcxnnmn0WIGvv47HDdcDED96DKa8vHptYrZtRenrC4AhJ4ecf/+H8h07kAwGXEaNwv/ZZ1D5+7fOxbUiEbDagVmvx5ibC4AqRGRYBUG49MjlMkZF+zAq2od/VRj47XA63+87w9H0Ygyms0GSk0qBh7MKpVyOSiFDqZChksstnxVymxJcfm4aLuvmi1JR07a2nVyOQiEjpk5R/ff/TuDv2Bz+js3h8u5+LLoixu7Z18ScMuZ+voczhZU4qRS8Mb0v1/azb1KjNmiqNpq4/bM9nMws4VR+Bc9O6SHGtbaCigMHSbv3PnSTr8J30UNU7N9P7uLFIJnxufvueu1dx48jfOV3NtskSSLrhRcwlZXjOm4sAMa8PEx5efg99STO/fvbtFd4eFj2MxpJW3gX5ooKAl56EclgJOeddzi9YAGRv/yCTOVYJelEwGoHxprhADInJ+sLRxAE4VLl7qzithHh3DYiHKPJjKJOIHRlrwCu7BXQpOP0C/Xg83lDm9T2wctjkMtk/HIw3Rq4XtHDj4cmdLWZkNSevGvGI4d5OfPJbYPoEeg4Nbo1SgXTB4XwyuoTrNieQnGlgX9P69Numd/OKu+DD9B2707wG28A4DpmDBiN5C9bjtfcuci1tsMxlF5eKL28bLYVfPkl1UnJhH/3rfWxqpMnAdBNnNjo0MOSP9dRHRtL5O+/oYmJAUDbozvJ106lZO1a3KdObdVrbSnxSrODs+NXg8RtFUEQhDqUCnm7/F0M93HhrZv6sfGRcUwbGIxcBhtO5nDt0u088v2hNj9/rdoauWCZQPfFvKH8dv8ohwpWay0YHcFbN/VDIZfx4/4z3PvNAaoMJnt3q8My6/VU7NmD28SJNtvdJk3CXFFBxb79FzyGMTeX3MVL8Jw5E6d+ZyflVZ2MRa7TnXeeTPn27agjIqzBKoAmOhp1VCRlW7ZexBW1LRGw2oFejF8VBEFwCOE+Lrxzc382PDKOGwZYAtcuXu1TKza/rJpbP93Nd3tOW7dF+7lay1c5oumDQvho9kDUSjnrT2Qz7/O9lFUb7d2tDsmQloZkMKAO72KzXR1mKUGmT0294DFy33sfFAp8Fz1ks7069iQKnY4zDzxA3OAhxA4cRPojj2DIyTnbJjkZdXh4vWOqw7o06dztTQSsdiAqBAiCIDiWSF9X3p3Rn/UPj2Pe6HDr9i3xudz91X5is0pa9XxHzxRz7fvb2Zmczxt/xnaooO/KXgF8MW8ILmoFO5Pzefrno/bu0gUdOVPEy78ft5lE1lZKS0spKSmxflRXVzfYzlRieU0pXF1ttstdLG+YzGVl5z2PMT+f4l9/xXP2LfWWeK86GYshOxtt7z6EfvwR/k8+SfmevZy+7XbMFRWW45eUID/n3LXnv9C57UGMYbUDUSFAEATBMUX72f4DX7IhngOni/jzeBZT+gTw0ISudAtwa9E5ftx/hmd+OYreaCbCx4Vltw3CVdOx/h2PjPLhu4XDeeqnozx5VTd7d6dRVQYTizcksGxrEmYJ+gS7W6tKtJXo6Gib71988UVeeuml+g1rg+fGhsDIz59TLPrhByRJwuv22+s9Fvja/yHXaND27AmA8+DBaGKiOXXLbEuQO2sWkmSGhk4tSRc8tz10rN+QTqI2w6oWGVZBEASH9u8b+7JkYwJrjmTyx9Es1h7LYkqfQBZNiCHGv3mBq8Fk5tXVJ/jvzlMATOjuxzsz+uPu5FizsZuqb4gHax4cbTPmuEJvxFntGKHF3tQCnvzxCMl55QBM7RfEuK6+bX7exMREfH3Pnkej0TTYTuFmef2YzslmmsvLax6vn/2sq2TdelxHjqw3CQvAecCA+tsGDkTu5kZVbFzN8XWYy8rrtTNXVCB3a9mbsrbgeCH0JcC6LKvIsAqCIDi0rv5ufHDLQNYtGsuUPgFIEqw5ksmVi7fy5rrYJh/HZJa4bcVua7D60IQYlt8+uMMGq7XqBqt/Hstk/JubOZZebMcegdFk5qXfjnPzJztJzivHz03D8tsH896sAXi7Nhw8tiY3Nzd0Op31o7GAVRUWBgoFhtOnbbbra75XR0U1eg5DVhbVJ0/iNvmqeo+ZSkoo+uknqhMTbbZLkoRkMKDw9LAcPyIC/elT9fbXnz6F5jznthcRsLYzyWDAmJ0NiDGsgiAIHUW3ADc+nD2ItQ+N4apelsC1OTP5FXIZo6N9cNMoWX77YB6e2LVT1TE1myWWb0shp7SaWct2sTs53259UchlZBZXIklw8+AQ/npkHBN7Ol4hfLlGg/PgwZSu/8tmbG3punXIdTqc+vZtdN/KI5YFMpwHDqz3mEylIuvlf5G/fLnN9rKNOv9rOwAAFCdJREFUG5GqqnAZain95jJqJPqkZJvAtjoxEX1SMi6jRrXo2tqCTGqPEcgdQE5ODv41KztkZ2fj5+fXJufRnzlD0hUTkanVdDt0EJkDjhMRBEEQzi8uq5QYP1dr0PnFPykcSiviwQkxRPqevZVbVm20jk81myUyS6oI9nCyS5/bWmmVgTv+u4/dKQVolHI+nD2QCT3aJ1AsqTJgNkvWCgs5JVXEZpUyth2GAMDFxxDlu3Zxet583K68Eo8bp1Fx8CD5H3+C32OP4r1gAaayMvSJiajCwmxu/ecu/YD8ZcvofuRwg8fNfe898j78CK/583EdM5qquDjyln6A86BBhH7yMWApq5Vy3fWYq6vwe+RRy3W88zYKNx0RP/2ITOkYQztqiWipndUdDiCCVUEQhI6pW4CbNVjVG818sDmJVYcyuOKdLTzyv0PEZ5fyzC9Hmf7RDir0lgoAcrms0warAG5aFf+dP5QrevhRbTSz8Kv9rDqY3ubn3Xgymyvf2cqLvx23bvPTadstWG0Jl+HDCX5vCfqUFM7cdz8lv6/G7/HH8V6wAICq4ydInTmLss1bbPYz5uch1zWe4fe5/378n3+O8m1bSbv7Hgo+/wKPGTcTvGSxtY1crSbssxU49epF1gsvkPXKKzj370/o8mUOF6yCyLBatVeGtXYdYJeRIwn7bEWbnEMQBEFoX0fPFLN4QzwbY3Nststk8Mmtg5q8WldnYDCZeeLHI/xSE6y+dG1P5o6KaPXzFJbrefn346w6ZEkERfi4sOq+UXYZF9xeMcSlzPFC6E5O1GAVBEHofPqEuLNi7hAOpxWxeEM8m+Jy0WmVLJk1gMu6XVrBi0oh5+2b+uHupOKLHamk5NWfid5SfxzN5IVfj5FXpkcugzvHRPLwxK5oVYpWP5fgGETA2s6sNViDRYUAQRCEzqZfqAefzxtKYk4pHs5qfNphVrojkstlvHhtT4ZHenFlz9bLLheU63nm56P8eTwLgK7+rrwxvR/9Qz1a7RyCYxKDKNvZ2YBVZFgFQRA6q2g/t0s2WK0lk8m4qnegzVjfT7clYzCZL/qYCrmMg2mFKOUyHpwQw+8PjBbB6iVCZFjbmXVIgKjBKgiCIFxCnvzJMq51V3I+S28Z2OTb9zmlVfi6apDJZLg7qVg8YwDuTip6BjW9rJjQ8YkMazuSTCYMWZbbGCLDKgiCIFxKrukbiEYpZ8PJHOZ8tofSKsN525vNEt/sPsXlb23hx/1nrNtHRHmLYPUSJALWdmTMyQGjEVQqlL6OX25DEARBEFrLhB7+fDl/KG4aJbtTCpi1fBf5ZdUNtj2VX87sT3fz7C/HKKs28sfRzHbureBoRMDajqzjVwMCkCnETEZBEATh0jIs0pvvFg7H20XNsfQSbvpkJ+lFldbHTWaJFdtTmLR4KzuT83FSKXjhmp58OmeIHXstOAIRsLYjUdJKEARBuNT1Dnbnh7tHEOzhRHJuOfM+34PJLJGUW8ZNH+/gldUnqDKYGRHpzbpFY5k/OgJFJ1rGVrg4ImBtR9YMq5hwJQiCIFzCIn1d+eHuEfQK0vHy1N4o5DIKy/UcTCvCVaPktRv68O2dwwjzdrZ3VwUHIaoEtKOzGVYRsAqCIAiXtiAPJ36/f7S17NXgcC9ev6EPY7v6EtSJl7AVLo4IWNuRU//+mMsrcOrTx95dEQRBEAS7k59zq3/m0DA79URwdCJgbUceN96Ix4032rsbgiAIgiAIHYoYwyoIgiAIgiA4NBGwCoIgCIIgCA5NBKyCIAiCIAiCQxMBqyAIgiAIguDQRMAqCIIgCIIgODQRsAqCIAiCIAgOTQSsgiAIgiAIgkMTAasgCIIgCILg0ETAKgiCIAiCIDg0EbAKgiAIgiAIDk0ErIIgCIIgCIJDEwGrIAiCIAiC4NBEwCoIgiAIgiA4NBGwCoIgCIIgCA5Nae8OOAqz2Wz9Ojc31449EQRBEAShI6kbN9SNJ4TWIwLWGvn5+dave/fubceeCIIgCILQUeXn5xMQEGDvbnQ6YkiAIAiCIAiC4NBkkiRJ9u6EIzAajcTFxQHg7e2NXN76sXxpaSnR0dEkJibi5ubW6sd3dJfy9YtrF9d+qV07XNrXL6790rp2s9lsvVPbrVs3lEpxA7u1iZ9oDaVSSa9evdr0HFqtFgBfX190Ol2bnssRXcrXL65dXPuldu1waV+/uPZL79rFMIC2JYYECIIgCIIgCA5NBKyCIAiCIAiCQxMBazvSaDS8+OKLaDQae3fFLi7l6xfXLq79UnQpX7+49kvz2oW2IyZdCYIgCIIgCA5NZFgFQRAEQRAEhyYCVkEQBEEQBMGhiYBVEARBEARBcGgiYG1lf/75J4MHD8bZ2ZkuXbrw+uuvc6Fhwl9//TW9evXCycmJbt268emnn7ZTb1uPJEksW7aMvn374urqSmRkJIsWLaKkpKTRfWJjY5HJZPU+unfv3o49b7mKigoUCkW966itRdiYjv68b968ucHnr/bj5ZdfbnC/zvC8p6Wl4eHhwebNm222x8XFcfXVV+Pu7o63tzcLFiygqKjogsfbs2cP48aNw9XVlYCAAB577DGqq6vbpvMt1Ni1b968mXHjxuHp6UlAQADTpk0jMTHxgscLCAho8PWQlZXVRlfQMo1d//Dhwxu8jl27dp33eB39uT/f34DLLrvsvMfraM+9YF9i4YBWtGPHDqZOncqMGTN49dVX2b59O88++yxms5lnn322wX1++OEHbr/9dh566CGuuuoqVq1axZ133omTkxOzZ89u5yu4eG+++SbPPPMMjz/+OBMmTCAxMZHnn3+eY8eO8ddffyGTyertc+jQIQA2bdpkE9w5OTm1V7dbxZEjRzCbzXz33XeEh4dbt59vtbTO8LwPHDiQnTt31tv+3HPPsXfvXmbNmtXgfh39eT916hSTJk2iuLjYZntRURETJkwgKCiIr776iuzsbJ544gnS0tJYv359o8dLSkpi4sSJjBw5ku+//56TJ0/y7LPPUlxczPLly9v6cpqlsWvfuXMnEydOZOrUqXzzzTdUVFTw6quvMnr0aI4dO4aPj0+Dx8vOziY7O5t33nmHESNG2Dzm7e3dZtdxsRq7frPZzNGjR3n88ceZNm2azWO9e/du9Hid5bk/188//8ybb77JXXfd1ejxOtpzLzgASWg1V155pTRkyBCbbU888YTk6uoqVVRUNLhP165dpZtuuslm28033yxFRUW1WT9bm8lkkjw8PKR7773XZvv3338vAdLevXsb3O/JJ5+UwsPD26OLbeqjjz6S1Gq1pNfrm7xPZ3jeG7Jq1SoJkH744YdG23TU591kMkmfffaZ5OXlJXl5eUmAtGnTJuvjr732muTs7Czl5ORYt/3xxx8SIG3btq3R4y5cuFAKDg6Wqqurrds+/PBDSS6XS6mpqW1yLc11oWu/9tprpT59+kgmk8m6LSMjQ1IoFNKbb77Z6HHXrl0rAQ5znY250PWfPHlSAqTNmzc367id4bk/16lTpyR3d3fpvvvuO+9xO8pzLzgOMSSglVRXV7N58+Z6766nT59OWVkZ27Ztq7dPamoq8fHxDe6TlJREfHx8m/a5tZSUlHDrrbdyyy232Gzv2rUrYMkiNOTQoUP079+/rbvX5g4dOkTPnj1RqVRNat9ZnvdzVVZW8sADD3D11Vczffr0Rtt11Of9yJEj3HPPPcyZM4evvvqq3uPr1q1jzJgx+Pr6WrdNmjQJNzc3/vjjj0aPu27dOq655hrUarV12/Tp0zGbzaxbt651L+IiXejahw4dyqJFi2zuKgQGBqLT6Rr9/QfLa8HDw4MuXbq0Sb9by4Wuv/auQb9+/Zp13M7w3J/rkUcewdnZmddee+287TrKcy84DhGwtpLk5GT0er01SKsVHR0N0GAQcvLkSYBm7eOIPDw8eP/99xk1apTN9p9//hlo/JbYoUOHKC4uZsSIEWi1WgICAnjqqacwGAxt3ufWdOjQIeRyORMnTsTFxQUvLy/uuusuSktLG2zfWZ73c7377rtkZGSwePHi87brqM97WFgYiYmJvPPOOzg7O9d7/OTJk/WeU7lcTkRERKPPaWVlJadOnaq3X+0a7I7yWrjQtT/33HPMnz/fZtumTZsoLCw87y3xQ4cO4enpybRp03B3d8fV1ZWZM2eSmZnZ6tfQEhe6/kOHDuHu7s6iRYvw9vZGq9UyZcoU4uLiGj1mZ3nu69qxYwc//fQTr732Gjqd7rxtO8pzLzgOEbC2ktqJFef+krq5uQE0OPnoYvbpKHbs2MF//vMfrr/+enr16lXv8drxS7Gxsdx7772sW7eOhQsX8u677zJ37tz27/BFqh27lpCQwLRp01i7di3PPvss3333HVOmTMFsNtfbpzM+73q9nvfee4+ZM2daA++GdOTn3cvLi5CQkEYfLyoqavCftJubW6PPaWOvhQvt194udO3nys3N5c477yQkJIQ5c+Y02u7QoUOcOXOGIUOGsHr1at555x3r5K3y8vLW6HqruND1174J8/X1ZdWqVXz66ackJCQwZswYMjIyGtynMz73b775JuHh4dx6660XbNtRnnvBcYhJV62kNjBpaHIRNDwBp7F9pJqqAuebtOPItm3bxrXXXktUVBQrVqxosI1Op+Ovv/6iW7duhIaGAjBu3Dg0Gg3PPfcczz33HD169GjPbl8USZJYs2YNAQEB1lnuY8eOJSAggFtvvZV169YxefJkm3064/P+ww8/kJ2dzeOPP37edp3leW+IJEkN/v5LktToc3q+vxvn28+RZWRkMGnSJHJycti4cSOurq6Ntv3888/RarUMGDAAgDFjxtCrVy9Gjx7Nl19+yT333NNe3W6Rf//73zz//PPWu0xjxoxh5MiR9OjRgyVLlvCf//yn3j6d7blPS0vjt99+45133kGpvHBo0Vmee6H9dKzfCAfm4eEB1M+O1d4Wdnd3b/I+ZWVlje7j6FauXMnEiRPp0qULGzduxMvLq8F2Tk5OXHHFFdagpdbVV18NwOHDh9u8r61BoVAwfvz4eiWZzncdnfF5//HHH+nVq9cFx/B1lue9Ie7u7g1mxcrKyhp9Tht7LVxoP0d19OhRhg8fTnp6On/++SdDhgw5b/sRI0ZYA5Zao0aNwt3dvUO9Fvr3719vSFRkZCQ9evRo9Do623P/888/I5PJmDlzZpPad5bnXmg/ImBtJVFRUSgUinp1B2u/79mzZ719unXrZtOmKfs4sjfffJNbbrmF4cOHs3XrVgICAhptGxcXx8cff1zvj3VlZSVAo2VwHE16ejrLly/nzJkzNtvPdx2d7Xk3GAysX7+em2/+//buL6SpNo4D+G+KO1MpFbSCgamokSJqQUHRWAlCiHf53ol3g0mgFyleKIoI/sG8kC50UpMulOEYhKI0rMgupgh6IeiNoTcaOARTcJTat4uYeNqmr++r7nj4fmAXe/Y8cH58d7Yfh+05/5w4Vy+5h3Pr1q2QTH/9+iUrKysRM01MTBSz2Ryyzu/3y/b29qV6L3z8+FEePnwoAGRqakoePHhw7PytrS158+aNLC4uqsYByM+fPy/Ne2Fvb08GBwfD7rcaCAQi1qGn7EVExsbGxGKxyPXr10+cq5fs6WKxYT0jJpNJLBaLeDwe1Y0C3G63JCcny71790LWZGdnS1ZWlrjdbtW42+2W3NzcS/Xvyf7+fqmvr5eKigrxer0nXh1YW1sTu90eUrvL5ZIrV67I3bt3z/Nwz8yPHz/EZrOJw+FQjbtcLomJiZFHjx6FrNFT7iJ/rqrt7u6GXGEKRy+5h1NaWiqfP38Wv99/OPb+/XvZ2dmR0tLSY9eNjY2pNot3u90SGxsrT548OddjPivz8/NSXl4u6enpMj09fewfrYKMRqNUV1dLR0eHavzdu3cSCATEarWe09Gerbi4OGlubpb6+nrV+NzcnCwvLx9bhx6yF/nTaM7Ozv6rzwAR/WRPFyw6u2np04cPH2AwGPDs2TOMj4+jsbERBoMBXV1dAIDv37/D5/Op9ml0Op0QEdjtdkxMTMBut0NE4HK5olXGqX379g3x8fG4efMmvnz5Ap/Pp3psbGyE1L6/vw+r1YqkpCT09vbC6/WipqYGBoMB3d3dUa7odCorK2E0GtHW1obJyUm0tLTAaDTi+fPnAPSbe9Dg4CBEBOvr6yGv6TX3T58+hexH6ff7kZqaisLCQng8HgwMDCAlJQVPnz5VrfX5fFheXj58vrS0BJPJhMePH2N0dBQvX76Eoigh+xprRbjai4uLERcXh5GRkZDz/2itfz9vamqCiODFixeYnJxET08Prl69irKysoss6VTC1f/69WuICKqqquD1euFwOHDjxg0UFRVhb2/vcJ4esweA1dVViAiGhoYirtVD9hRdbFjPmMfjQUFBAYxGIzIzM1VfwsGT3el0qtb09fUhOzsbiqLg9u3bePv27QUf9f8T/LCO9HA6nWFr39raQm1tLTIyMqAoCvLy8uBwOKJXyH8UCATQ2tqKnJwcKIqCrKwstLe3Y39/H4B+cw/q7OyEiCAQCIS8ptfcI31xLywsoKSkBPHx8bh27RpsNhu2t7dVc4KNzVFTU1O4f/8+FEWB2WxGQ0ODqtHRkr9r//r167Hn/9Fa/35+cHCAV69eIT8/HyaTCWazGXV1dRFvtKIFkbIfHh7GnTt3kJCQgLS0NNhsNmxubqrm6C37oJmZGYgIJiYmIq7VQ/YUXQbghBvdExERERFFEX/DSkRERESaxoaViIiIiDSNDSsRERERaRobViIiIiLSNDasRERERKRpbFiJiIiISNPYsBIRERGRprFhJSIiIiJNY8NKRERERJrGhpWIiIiINI0NKxERERFpGhtWIiIiItK032NMZ3qKBTeCAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9307594354414319\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:14:36] ax.service.ax_client: Completed trial 8 with data: {'accuracy': (0.930759, None)}.\n", + "[INFO 04-10 14:14:36] ax.service.ax_client: Generated new trial 9 with parameters {'lr': 9.8e-05, 'wgtDecay': 1e-06, 'lambda1': 4e-06, 'lambdaI': 7e-06, 'lambdaC': 1.6e-05} using model Sobol.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9305756706118733\n", + "\n", + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 658.6493 | acc: 0.4013| Val loss: 80.3683 | acc: 0.4674| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 330.4089 | acc: 0.7708| Val loss: 62.3873 | acc: 0.7286| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 263.2763 | acc: 0.8177| Val loss: 54.5638 | acc: 0.7757| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 227.7484 | acc: 0.8386| Val loss: 44.7381 | acc: 0.8100| \n", + "Finished Training | Time:417.54640460014343\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.8657675016751112\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:21:36] ax.service.ax_client: Completed trial 9 with data: {'accuracy': (0.865768, None)}.\n", + "[INFO 04-10 14:21:37] ax.service.ax_client: Generated new trial 10 with parameters {'lr': 9e-06, 'wgtDecay': 0.014552, 'lambda1': 7e-06, 'lambdaI': 0.000312, 'lambdaC': 0.001284} using model Sobol.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.8660748619165495\n", + "\n", + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 957.9481 | acc: 0.1381| Val loss: 109.1133 | acc: 0.1634| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 696.7809 | acc: 0.4095| Val loss: 96.0620 | acc: 0.3314| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 600.6379 | acc: 0.5397| Val loss: 89.0356 | acc: 0.4424| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 550.2278 | acc: 0.6068| Val loss: 81.7992 | acc: 0.5398| \n", + "Finished Training | Time:417.7540693283081\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.6756296061891468\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:28:37] ax.service.ax_client: Completed trial 10 with data: {'accuracy': (0.67563, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.6747809960251838\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:28:38] ax.service.ax_client: Generated new trial 11 with parameters {'lr': 0.003743, 'wgtDecay': 1.5e-05, 'lambda1': 4.2e-05, 'lambdaI': 0.000732, 'lambdaC': 0.002946} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 461.5033 | acc: 0.7652| Val loss: 32.8862 | acc: 0.7922| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 262.7987 | acc: 0.9054| Val loss: 32.4765 | acc: 0.8651| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 249.1831 | acc: 0.9175| Val loss: 26.9670 | acc: 0.8785| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 243.2567 | acc: 0.9218| Val loss: 19.0384 | acc: 0.8820| \n", + "Finished Training | Time:418.11248540878296\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9125323230264996\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:35:39] ax.service.ax_client: Completed trial 11 with data: {'accuracy': (0.912532, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9100755615643327\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:35:39] ax.service.ax_client: Generated new trial 12 with parameters {'lr': 0.003643, 'wgtDecay': 2e-05, 'lambda1': 7.1e-05, 'lambdaI': 0.019983, 'lambdaC': 0.374589} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 15593.5615 | acc: 0.7701| Val loss: 35.7342 | acc: 0.7984| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 14525.4160 | acc: 0.9069| Val loss: 28.1894 | acc: 0.8697| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 14156.9187 | acc: 0.9152| Val loss: 26.8524 | acc: 0.8799| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 14011.0945 | acc: 0.9219| Val loss: 20.7776 | acc: 0.8937| \n", + "Finished Training | Time:418.3174138069153\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9245175566967326\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:42:41] ax.service.ax_client: Completed trial 12 with data: {'accuracy': (0.924518, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9231189158972682\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:42:41] ax.service.ax_client: Generated new trial 13 with parameters {'lr': 0.002432, 'wgtDecay': 4.8e-05, 'lambda1': 5.1e-05, 'lambdaI': 0.028561, 'lambdaC': 0.000821} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 866.3210 | acc: 0.7467| Val loss: 48.0336 | acc: 0.8102| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 631.8089 | acc: 0.9043| Val loss: 30.7005 | acc: 0.8623| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 601.5405 | acc: 0.9172| Val loss: 22.7448 | acc: 0.8865| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 588.7337 | acc: 0.9241| Val loss: 21.0579 | acc: 0.8972| \n", + "Finished Training | Time:417.890837430954\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9366566518116867\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:49:43] ax.service.ax_client: Completed trial 13 with data: {'accuracy': (0.936657, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9373468110550124\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:49:44] ax.service.ax_client: Generated new trial 14 with parameters {'lr': 0.001657, 'wgtDecay': 5.8e-05, 'lambda1': 0.000227, 'lambdaI': 0.00445, 'lambdaC': 0.012359} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 1093.3526 | acc: 0.7170| Val loss: 47.7331 | acc: 0.7678| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 760.1399 | acc: 0.8959| Val loss: 29.7160 | acc: 0.8617| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 710.3602 | acc: 0.9080| Val loss: 30.2545 | acc: 0.8666| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 681.3742 | acc: 0.9140| Val loss: 30.8185 | acc: 0.8737| \n", + "Finished Training | Time:421.4210171699524\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9094069047156522\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:56:48] ax.service.ax_client: Completed trial 14 with data: {'accuracy': (0.909407, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9087798360917375\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 14:56:49] ax.service.ax_client: Generated new trial 15 with parameters {'lr': 0.005708, 'wgtDecay': 4e-06, 'lambda1': 2.6e-05, 'lambdaI': 0.101036, 'lambdaC': 0.000344} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 1973.4718 | acc: 0.7685| Val loss: 39.4733 | acc: 0.8179| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 1769.0378 | acc: 0.9103| Val loss: 24.6055 | acc: 0.8871| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 1756.3673 | acc: 0.9219| Val loss: 24.5899 | acc: 0.8850| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 1742.5372 | acc: 0.9285| Val loss: 18.0054 | acc: 0.8952| \n", + "Finished Training | Time:418.4963479042053\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9235927283000634\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:03:51] ax.service.ax_client: Completed trial 15 with data: {'accuracy': (0.923593, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9244083727090078\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:03:51] ax.service.ax_client: Generated new trial 16 with parameters {'lr': 0.015665, 'wgtDecay': 0.000115, 'lambda1': 5.1e-05, 'lambdaI': 0.006958, 'lambdaC': 0.040325} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 1871.9225 | acc: 0.7725| Val loss: 40.6728 | acc: 0.7694| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 1254.3067 | acc: 0.8806| Val loss: 35.3762 | acc: 0.7832| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 1141.9224 | acc: 0.8853| Val loss: 32.0119 | acc: 0.8447| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 1068.0864 | acc: 0.9074| Val loss: 20.0280 | acc: 0.9060| \n", + "Finished Training | Time:418.4306399822235\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9270014164257057\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:10:53] ax.service.ax_client: Completed trial 16 with data: {'accuracy': (0.927001, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9284789525744798\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:10:54] ax.service.ax_client: Generated new trial 17 with parameters {'lr': 0.006315, 'wgtDecay': 7.9e-05, 'lambda1': 2e-05, 'lambdaI': 0.006805, 'lambdaC': 1.5e-05} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 403.5115 | acc: 0.7683| Val loss: 39.9922 | acc: 0.7980| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 226.5905 | acc: 0.9022| Val loss: 29.8047 | acc: 0.8587| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 188.8970 | acc: 0.9360| Val loss: 19.5245 | acc: 0.9103| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 179.8999 | acc: 0.9422| Val loss: 18.3815 | acc: 0.9168| \n", + "Finished Training | Time:417.9616825580597\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9378663838149753\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:17:55] ax.service.ax_client: Completed trial 17 with data: {'accuracy': (0.937866, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9384653824228278\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:17:55] ax.service.ax_client: Generated new trial 18 with parameters {'lr': 0.007872, 'wgtDecay': 1.5e-05, 'lambda1': 0.00012, 'lambdaI': 0.018711, 'lambdaC': 3.9e-05} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 661.8136 | acc: 0.7806| Val loss: 33.3680 | acc: 0.8102| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 498.5152 | acc: 0.8883| Val loss: 27.0539 | acc: 0.8296| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 477.3685 | acc: 0.8957| Val loss: 38.0103 | acc: 0.7818| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 467.7759 | acc: 0.8984| Val loss: 32.5758 | acc: 0.7842| \n", + "Finished Training | Time:417.79130578041077\n" + ] + }, + { + "data": { + "image/png": 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74403eOyxx3jssceC+1f0xB8sNFb0gh6tiq/3mWeeWePsBQA//fRT8OPKX++jfT0qq/hn7KeffiI7O5vFixcDMhxAiIZAAqsQDczIkSODl8jvvffeGnu88vLyuO+++4DAFFcXXHABEAiWf/75JwUFBbz44os1Hr/yzUEVoSIpKYlly5aRn5/Pq6++Wut2h6PX64HA+MTMzMxqjzudTq677rpgD2BFAK8LQ4YMCd4kdu+99waHT1T23HPPsXPnziM6bsXNVhaL5aDTO1XWuXNnTj31VCAQpLZu3QqAwWAIBqm5c+eyevXqam0zMjL43//+B8CoUaMwGo2kpKQEe7ufe+65GpdgXbNmTbB3ccyYMcHtFV+3b7/9tsbL7g8//PAhb3w7nIqv98aNG2v852P37t3B71uo+vU+2tejsgsvvJDIyEgcDgf/+c9/cLlctGzZkoEDBx71OQkhTpATPzGBEEKp/VMIDRgwQL3xxhuHfVu7dm2w7aeffhps37p1a/X++++rffv2qX379qn333+/ytKVX331VZXnHT9+fPCx8ePHqz///FNlZ2erbdu2qdmzZwdXEmrWrFmVpSyHDh0anNbqnnvuUatXr1Y5OTlq06ZN6rnnnlMREREKUH379q31a/DKK68Ea+nVq5f66aefVFZWltq+fbuaO3eu6tq1a5XVk9q3b1+lfeVprWqaIF8ppbZs2RLc580336zy2A8//BB8rEuXLurbb79Vubm5asOGDeruu+9WmqYFJ9ivzbRWGRkZwf1Hjx5d69dh5syZwTr+9a9/Bbfv27cvuLxqTEyMevnll9WuXbvUnj171CeffBKc7stms6mtW7cG261duza42EJqaqqaO3eu2rdvn0pPT6/yNU5JSakypdmjjz4arGPo0KHqjz/+UDk5Oer3339Xl1xySbAODjOt1YGLJFS47LLLgvuMGTNGrV69WuXm5qr169erp556KrjKVcXbTTfdVKX90b4elU2YMCG4qhUHTJ0lhKi/JLAKESKV/zDX5u25556r0v6NN95QJpPpoPvbbLZqc04qFVhdql+/fod8rqSkpGpzh+7evfuwa8C3bdtW7dq1q9avgcvlUqeddtohj9m+fXt11VVXKUCFhYVVWZHqWAOrUoF5OCvmQz3wrUWLFsHVrmoTWJ944olg28pLsR5OcXGxstlsClDx8fFV/lFYtWqVatKkyUFfn6ioKLVgwYJqx1ywYIGKjIw8aLsmTZpU+xoXFxcHV+Cq6e3iiy8OBtOjCaw7duwIhuWDvZ133nnB789hw4ZVO8bRvh4VFi5cWGX/jRs3HvJrI4SoHySwChEixxpYlQqsGX/77berDh06KKvVqiIjI9Upp5yiHnrooUMGR4/Ho1577TV1+umnq/j4eGUwGFRMTIzq06ePeuyxx1RhYWGN7UpLS9V///tf1b9/fxUdHa0MBoOKj49XgwcPVs8995xyOBxH/Dq4XC713//+V/Xo0UNZrVZlMBhUQkKCGjJkiHr55ZdVWVmZ+u2334Kvw+effx5sWxeBVSml1q9fr6699lrVqlUrZTabVVpamrr99ttVXl6emjZtWq0Da0WgT0hIOGhoO5iKnj+ovmxpUVGRmjJliurZs6eKiIhQJpNJtWnTRt1xxx2H/DpnZmaqf//736pz587KarUqi8WiOnfurB588EGVl5dXYxuHw1Hl6xEZGakGDhwYfO2mTJly1IFVqUAv6e23365at26tTCaTMpvNqlmzZurCCy8Mfm0rgr/ZbFZZWVnVjnG0r4dSSvn9fpWWlqYA1bt370PuK4SoPzSljmFAkhBCCNGAKKVo2bIlO3fu5IUXXuCOO+4IdUlCiFqQwCqEEOKksWTJEk477TRMJhMZGRkHXSFNCFG/yCwBQgghTgo+ny84/drFF18sYVWIBkR6WIUQQjRaOTk5TJ8+nfj4eL7++mt++eUXNE1j+fLl9OrVK9TlCSFqSQKrEEKIRqusrCy44ECFu+++m2effTZEFQkhjka9DKxKKd5ftpu3l6azK99OXLiJMzomMenMdkRYjAdtN2/1Hl5duI1d+XaaRodx42mtGNM37aD7CyGEaPwGDRrEihUrSEpK4qabbuL+++8Pru4lhGgY6mVgnfHLNp6ev4kbT2vFwNbxpOeV8ewPm+mYEsE7151a4y+ab/7ex8T3VzFhQEuGtE9gwbpM3v1zF8+P7s5FPZoe9jm9Xi+bNm0CIC4uLrimthBCCCHEsfL7/cGVCdu3b4/BYAhxRQ1LvXu1/H7Fqwu3cmXfNO4b0QGAQW3jibGauO29VfyTUUS31Ohq7aYv2MS5XVJ4eGQnAIa0S6DQ4eG5HzfXKrBu2rSJLl261Om5CCGEEEIcaO3atXTu3DnUZTQo9a4bscTl5eIeTbmwe5Mq21vG2wDYmVd9fevd+Xa255ZxdpfkKtvP7ZLCzjw723NKj1/BQgghhBDiuKp3PaxRYUYevbB6T+f36zIBaJ8cUe2xreWBtFV5qK3QPM4KwI7cMlolhFdrV1lcXFzw47Vr15KQkHBkhQshhBBCHEROTk7wSm7lzCFqp94F1pqs3JnPjF+2cVanJNolVQ+sxQ4PAOHmqqdT8Xmpy1vjcV0uFy6XCwjcSVohISGBxMTEOqldCCGEEKIyuU/myNX7V2zZjnzGv7mc5rFWnrq0W437VNw2duC9WBV3kx3sbtBp06YRFRVFVFQUbdq0qaOKhRBCCCFEXarXgfXLNXu5atafNI0O490bTiXaaqpxv8iwQE9qibNqT2pZec9qhKXmjuT777+foqIiioqK2Lp1ax1WLoQQQggh6kq9HRLw+i/bePL7jfRtEcsb43oTeYj5V1vFB8an7syz06VpVHB7xQ1abRNrHr9qNpsxm80AOJ3OuipdCCGEEELUoXrZw/runzuZ9t1Gzu2awtzrTj1kWAVoEW8jLdbKt2v3Vdn+7dp9tIq3kRpjPZ7lCiGEEEKI46je9bBmlziZ8vV6mkaHMX5AC9buLaryePNYKyaDji3ZpTSPtRIXHughvX1YG+795G9irP9wRsckftyQxTd/7+PlK3uE4jSEEEIIIUQdqXeBddHGHJwePxmFDi6bsbTa409f2o3UGCtXvPEHT1/ajct6NwPgst7NcPv8vLF4Ox+t2ENarJVnLz+F87s1qXYMIYQQQgjRcNTLpVlDITs7m6SkJACysrJkWishhBBC1BnJGcemXo5hFUIIIYQQooIEViGEEEIIUa9JYBVCCCGEEPWaBFYhhBBCCFGvSWAVQgghhBD1mgRWIYQQQghRr0lgFUIIIYQQ9ZoE1hPM7fWzO98e6jKEEEIIcQDl8+HNzw91GaIG9W6lq8bs1y253DR3BW0Sw/li4qBQlyOEEEKcNJRS+AoL8e7bh2ffPjz7MvFm7sOzdx+ezEw8mfvwZmVjSEig7aKFoS5XHEAC6wnULimcMrePNXuKyC5xkhhhCXVJQgghRKPgKy0LBNB95eFzX6WP9+7Dk5WFcjoPf5z8fJTPh6bXn4CqRW1JYD2BEiMtdEuN4u89RSzamMPlfZqFuiQhhBCi3vO73XizsvDs3VcllHr27cO7LxNPZib+4uJaHUsfH48xORljSgqGlGSMySkYUyo+T8EQHy9htR6SwHqCnd4+kb/3FPHzxmwJrEIIIU56wTC6b1/gfWZmIIRmZQV6SbOy8OXl1epYuoiIA4JoIIwakiveJ6MzmY7zGYnjQQLrCTa8YyIv/LSFJVtycHl9mA3yX5wQQojGye92480M9IAGQmnm/s8zM48ojGpmM8bkZAwplYNoMsaUJsFQqg+3HeczEqEigfUE69IkioQIMzklLpbtyGdw24RQlySEEEIcFeX14lizBk9GBp7MrMDl+sysYCj11fKO+2AYTU7GmJwU6BFNTir/PLBdHx2NpmnH+YxEfSWB9QTT6TSGtU/kwxW7+WlDtgRWIYQQDZJr+w723nsvznXrDrmfZrFgTEoK9IwmlYfQlGQMSUmBy/dJSRJGxWFJYA2BYR3LA+vGLCaP7CQ/pEIIIRoMpRSFH39M1rQnUQ4HuogILJ07l/eEJlXqKU2WMCrqjATWEBjUJh6TXsfufAfbckppkxgR6pKEEEKIw/IWFJD58MOU/PAjANb+/Wjy5JMYk5JCXJlo7GSlqxCwmQ30ax0HwM8bs0NcjRBCCHF4Zb//zo4LLwqEVaORxH//m7RZsySsihNCAmuIDGsfGLv60wYJrEIIIeovv9tN1n+fYte11+HNzsbUqhUtP/yAuGsnoOkkRogTQ77TQmRYh8B/pCt2FlBk94S4GiGEEKI619atpF8+mvw33wQg+ooxtPz0EyydOoW4MnGykcAaImlxVtomhuPzK37ZkhPqcoQQQoggpRT5773HjksuxbVxI/qYGFJffZWUyZPRhYWFujxxEpLAGkLDOiYC8POGrBBXIoQQQgR48/LYc8utZD02BeVyYRs0iFZffkHEsNNDXZo4iUlgDaHh5cMCFm3OwedXIa5GCCHEya50yRK2X3gRpYsWoRmNJD1wP81mvo4hQeYMF6El01qFUM+0aKLCjBTaPazeVUDvFrGhLkkIIcRJyO9ykf3MdArmzgXA3LYNTZ55Bkv79iGuTEDgH4mc51/AtW0b+tgYYkaPIe7GGw46v63f7Sb3pZcp+uorfAUFmFq1Iu7aCUSNHFllv+L5C8j73/9wb9+OLiICW79+JP7rHgzx8SfitI6I9LCGkEGvY0i78tkCZHorIYQQIeDctJn0Sy8LhtWYq6+mxccfS1itJ+yrVrP71tswtW5F6ksvEnXBBeQ8/zx5r79+0DYZkyaR9+abRI0cSbPXXiXq/PPYN/kR8t9+O7hP8fffk3HnnVg6daLpCy+QePdd2JcvZ+f48fhdrhNxakdEelhDbHjHRL5cs5efN2Rz34gOoS5HCCHESUIpRcHcd8h+5hmU240+Lo4m06YSftppoS5NVJL7yitYOnSg6VNPARA+eDB4veTNfIPY8ePRWSxV9neuX0/pjz+RcNddxN98EwC2AQPQwsLIfmY6URddhD4yktxXX8M25DRSHn0k2NbUqhXpl11O6cJFRI44+4SdY21ID2uIDWmXgE6DTVkl7M63h7ocIYQQJwFvTg67b7yJrKlTUW434UOG0OrLLySs1jN+txv7smVEnHlmle0RZ5+N327HvmJltTaubdsBCD+96k1ytj59UHY7ZX/+ifL7sQ0YQMzll1fZx9SiBQDu3bvq8CzqhgTWEIu2mujdPDB2deEmGRYghBDi+CpZuJDtF1xI2ZIlaGYzSQ//H6kzXsMQFxfq0sQBPLt3ozweTC2aV9luSksDwJ2eXq2NPjYm0DYjo8p29+7dge17MtB0OpL+cx8Rw4dX2adkwQ8AmNu2rZP665IMCagHhnVMZFl6Pj9tyOaa/i1CXY4QQohGyO9wkP300xS89z4A5vbtafrM0/UynDR2JSUlWCpdyjebzZjN5mr7+YqLAdCHh1fZrrPZAPCXllZrY+vTB2OzZmQ98QS6MAuWrl1xbdxI9jPTQafD76j5aq47PZ3sp5/G0qlTvexplx7WemB4h8B8rEu352F3e0NcjRBCiMbGuWEDOy69LBhWY8ePp8XHH0lYDZE2bdoQFRUVfJs2bVrNO6ryKS8PMhsANSyNq5lMpP3vDQwpyeyacC2be/ch4+5JJNxxR6BJmLVaG9e2bewcNx7NZKLpiy/UyyV3pYe1HmiTGE6z2DB25zv4bWseZ3ZKCnVJQgghGgHl95M/5y2yn3sOPB4MCQmkPDmN8IEDQ13aSW3r1q0kVJrbtqbeVQB9RAQAvgN6Uv1lZeWPh1drA2Bq3pwW77yDNy8PX2EhpubN8WRmgt+PPiqqyr5lf/zJnjvuQGezkTZrFqbU1KM+r+Op/kXok5CmaQxrX77q1UZZ9UoIIcSx82Rls/v668l+6inweAgfPpyWX34hYbUeiIiIIDIyMvh2sMBqTEsDvR7Prqo3QbnLPze1bl2tjd/ppOjLL3Hv2YMhLg5z69ZoBgPOtesAsHTuFNy36Kuv2XXDDRiTEmnx/nuYW7Wsq1OscxJY64lhHQO9qj9tyEYpWfVKCCHE0XNt386OCy+k7PelaBYLyY8+SurLL2GIiQl1aeII6MxmrL17U7LghyrZoGT+fHSRkYR161atjWY0kjnlcQo//Ci4Tfl8FLzzDsbmacFhIKW//MLe//wHa/fuNH/vPYzJycf/hI6BDAmoJ05tGYvVpCe7xMW6vcV0aRp1+EZCCCFEDbKnP4uvsDBwY9Vzz2Ju1SrUJYmjFH/LzeyacC0Zd91N9CWjsK9eTd6s2ST+6x50Fgu+0lLcW7diTEvDEBuLptcTc8UV5L/9NoakJMytW5H/7rvYV68m9ZWX0XQ6/C4X+x76P3Q2G3E334R727Yqz2lITq53AVYCaz1hMeoZ1CaeBeuz+GlDtgRWIYQQR8Xxz1pKf/oJdDoJq42ArV8/mr74Arkvvcye2yZiSEoi8d57ibt2AgDOdevZNW4cKVOnEj3qYgASbp8IOo28WbPwFRVh6dCBZq+/TvigwHAQx+rVeHNyANh93fXVnjP+ttsCx6hHNCXXnwHIzs4mKSlwWT4rK4vExMQTXsOHy3dx36f/cEpqFF9MHHTCn18IIUTDt+vGGylbvISoCy+gyX//G+pyRLn6kDMaMhnDWo+cXn7j1Zo9ReSU1L91fIUQQtRv9tWrKVu8BPR64m+9NdTlCFFn6n1g3VvooOsj81m6Le+Q+3l9fl5dtJWhTy+k4/99zzkvLOGrNXtPUJV1IzHSQtfyoQCy6pUQQogjlfPiiwBEXXwRpubND7O3EA1HvQ6sewrsXDXrT0qch59M//kft/DM/E1c1KMpb1zTm55p0dz+/mq+/WffCai07gwrX0Tg5w0SWIUQQtRe2bJl2Jf+AUYjCbfcEupyhKhT9TKw+v2Kj1bs5vyXfiW/zF2rNh+t2M2F3Zty1xntGNQ2nicu7kr3ZtG8vTT9+BZbx4Z3DATWJVtycHl9Ia5GCCFEQ6CUCvauRl96CcamTUNckRB1q14G1g2ZxTz0+Vou6ZnKc5d3r1Ubt89PuLnqpAexNhOFds9xqPD46dIkioQIM2VuH8t25Ie6HCGEEA1A2e+/41ixEs1kIv7mm0NdjhB1rl4G1qbRYfxy71D+7/xOWIz6WrW5flBLPlu1h0Wbsilxevh8dQa/bM7h4h4N679MnW7/qlc/ybAAIYQQh1Gld3XMaIxJsry3aHzq5Tys0VYT0UfYZtyAFixLL2D8m8uD2y7vncpNQ6ovW1bB5XLhcgXuxi8pKTmKSo+PYR0T+XDFbn7emM3kkZ3QNC3UJQkhhKinSn/5Beeav9EsFuJvuCHU5QhxXNTLwHqkXF4fl81YSm6piycu7kLrhHBWpOfz8sKtWE0GHrmgc43tpk2bxqOPPnqCqz28QW3iMel17Mq3sy2njDaJ4aEuSQghRD1UuXc19qqxGBISQlyREMdHvRwScKS+X5vJxswSnh/dg7GnNqdfqzgmDmvLA+d2ZM7v6WzMLK6x3f33309RURFFRUVs3br1BFd9cDazgVNbxQLw88asEFcjhBCivir54Qdc6zegs1qJve66UJcjxHHTKALrngIHAL1bxFTZfmrLOAC2ZJXW2M5sNhMZGUlkZCQRERHHt8gjNLyDjGMVQghxcMrvJ/ellwGIGXcNhpiYw7QQouFqFIG1dULgkvmBd9Wv2Bn4vFms9YTXdKyGdQgMml+xs4CiBjbTgRBCiOOv+LvvcG3Zgi4igrjx40NdjhDHVYMMrCVOD6t2FZBXGrhh6sxOSXRvFs3dH/7F3D928vu2XF5dtJUnvtnAGR0T6d4sOrQFH4W0OCttE8Px+RW/bMkJdTlCCCHqEeX1kvvyKwDEThiPPioqxBUJcXw1yJuu1mYUc8Ubf/D0pd24rHcz9DqNudf15Zn5m3jppy0UOjykxVqZOKwN1w9qFepyj9qwjolsyS5l4cZsLjilSajLEUIIUU8Uff017h070EdFEXvNNaEup875Cgtx796Nr6gYf3ERvuJiDAkJhA8bJjPnnKQ0pZQKdRH1QXZ2Nknlc9dlZWWRmJgY4ooCQxwuf30p0VYjKx86E71OfkiFEOJkpzwetp17Hp7du0m4Z1K9m8pKeb34SkrwFxVhSExEZw0My3OuX0/p4iX4iovxFRfhLyou/7gYf1ERTf77JNY+fQAo+PAjMidPrnbs8GHDaDJtaoPsUa6POaMhaZA9rCeLnmnRRIUZKbR7WL2rgN4tYkNdkhBCiBAr/PxzPLt3o4+LI3bs2JDWUvzddxR8+BG+wsJgCPWXlQUfT5s9C9uAAQA4/llLzvPPH/RY3rz996EY4uMwpKSgj4hAHxmJLjycst9+o/Tnn9lx8Siav/8+xiQJfCcTCaz1mEGvY0i7BL5cs5efNmZLYBVCiJOc3+0m97XXAIi74fpg7+Xx5M3JwfHPWhz//I3z739ImHQ3YZ0D85v77Xbsf/xRYzud1Yq/fHEeAHPbtkSNGoU+MhJ9VCS6yEj0kVHooyLRR0ZiatkyuG/E8OFEDB9e5XiOdevIuOtuzG3aYEiU+WZPNhJY67nhHRP5cs1eft6QzX0jOoS6HCGEECFU+MknePfuw5CYSMyYMcflOTwZGRR//z2Ov//B8c/fePfuq/J4+OmnBwOrbeBAUqZNwxAfF+gJjYxEHxWFPiICzWis0s7aswfWnj2Ouq6wzp1p+eknoFRwHKu/rAzl96OvZ1NTirongbWeG9IuAZ0Gm7JK2J1vb5BTdAkhhDh2fqeTvBmvAxB3043oLJZjOp7yeHBu3ozzn3+wdOhAWPfuALgzMsh++pn9O2oa5jatsXTtRli3rsFL/ADG5GSiL77omOo4EvrIyODHSin2PfIojjVraPrcs8EQLRonCaz1XLTVRO/msSxLz2fhpmyu6d8i1CUJIYQIgYIPPsCbnY2hSQrRl112RG2VUnh27Qr2mjr//gfnhg2o8kv2seOuCQbWsM6diTjrLMK6dcXStRuWzp3Rh9vq+nSOma+gAMfKlXj27mXnmCtIevABokePllkEGikJrA3AsI6JLEvP5+eNEliFEOJk5LfbyXvjfwDE33ILOpPpkPsrpfBm5wRvTPJmZbHt7BHV9tNFRhLWtSumNm32b7PZSH3xhTqs/vgwxMbS8rNP2Xv/A5QuXEjmI49iX76C5EcfrZcBWxwbCawNwPAOiTz53UZ+35aH3e3FapIvmxBCnEzy330XX14exmbNiL7oosPuX/brbxS89x6pL72IZjBgSErCmJqKIS4OS7fApf2wrl0xNm/eoHsk9dHRpL76Cvmz3yT72Wcp/uYbnOvW0fSFF7C0bxfq8kQdkuTTALRJDCc1Jow9BQ5+25rHmZ2SQl2SEEKIE8RXWkr+/2YBEH/brdVuZqqJe8d2HH/9Re7MmSTceiuaptF6wXw0XYNc4PKQNE0j7rprCevRg4xJk3Cnp7Pnttto/d23tXqtRMPQ+L5zGyFN0xjeIXBZ5+eNWSGuRgghxImU//bb+IqKMLVsSdTIkbVq483Px1dQgC83L7itMYbVyqw9e9By3meEDx1KyuNTJKw2Mo37u7cRGdYx0Kv604ZsZHEyIYQ4OfiKish/cw4A8RNvQ9Pra9cuvwAAfezJNX+3ISaGZjNew9avX3Bb6S+/4Nq6NYRViboggbWBOLVlLFaTnuwSF+v2Foe6HCGEECdA3pw5+EtKMLdtS+Q559S6na+gIrDGHK/SGgR3ejoZk+5hx2WXU/TFF6EuRxwDCawNhMWoZ1CbeAB+3pgd4mqEEEIcb96CAgreehuA+NsnHtElfW9BYJlTw0nWw3ogXXg4Yad0Qzkc7L3vP+x96CH8TmeoyxJHQQJrAzK8Y2Ac608SWIUQotHLnzULv92OuVNHIs4884jaBocExJzcgdUQH0+zN94gfuJE0DSKPvmU9NFjcO3YEerSxBGSwNqAnN4+EFjX7C4kp8R1mL2FEEI0VN6cHPLfeReAhNtvP+Kpp3z5FT2sJ/eQAABNrydh4m2kzZ6FPi4O16ZNpF9yKcXffhvq0sQRkMDagCRGWujaNAqAhZukl1UIIRqr3DfeQDmdWE7pRvjQoUfcPmXaVFIen4IhpUndF9dA2fr3p+W8z7D26YPfbsfx9z+hLkkcAZmHtYEZ1iGRfzKK+HlDNpf3bhbqcoQQQtQxT2YmhR98CEDCHXcc1cT+EaefXtdlNQrGxETS3pxNwUcfEXOEy9uK0JIe1gamYhzrki05uLy+EFcjhBCiruW+/jrK7Sasdy9sAwaEupxGRzMYiL3yyuA8rcrjYddNN1G8YEGIKxOHIoG1genSJIqECDNlbh/LdxSEuhwhhBB1yJORQeEnnwJH37vqycyk6KuvsK9aVdflNUoFH35E2S+LybjjTjKnTkW53aEuSdRAAmsDo9NpDGtfMVuArHolhBCNSc5rr4HHg7V/P2x9+x7VMRx/rWHvvf8me/qzdVxd4xQz+nJir70WgIK352JfuTLEFYmaSGBtgIZVTG8lq14JIUSj4d65k6J5nwOB3tWj5Sufg1UfE10HVTV+mtFI0r/vJfXVV4mfOBFb//6hLknUQG66aoAGtYnHpNexK9/Otpwy2iSGh7okIYQQxyj31VfB58N22mCsPXoc9XG8FVNaneRzsB6piGGnEzFMblarr6SHtQGymQ2c2irwi+hnGRYghBANnmv7doq++hqAhNuPvncVKi0acJKvciUaFwmsDdTwDvuHBQghhGjYcl9+Gfx+wocPJ6xrl2M6lq9AFg0QjY8E1gZqWIckAFbsLKDI7glxNUIIIY6Wc9Mmir/9DoCEO24/5uN5pYe10SldsoQdl1zKxu492DJsGLmvzzzkPSx+t5vs6c+yZejpbDylO9svHkXRV19V28/x99/svOpqNvbsxeZBg8n671P46+ksCRJYG6i0OCttE8Px+RWLt+SEuhwhhBBHKeellwCIOGcElvbtj/l4Fcuy6mUMa6NgX7Wa3bfehql1K1JfepGoCy4g5/nnyXv99YO2yZg0ibw33yRq5EiavfYqUeefx77Jj5D/9tvBfdy7drHr2uvQwsJIfe5Z4q69loJ33yVrypQTcVpHTG66asCGdUxkS3YpP2/MZuQpsvyeEEI0NI616yj98SfQ6UiYOLFOjpn0n/vw7MvE0r5dnRxPhFbuK69g6dCBpk89BUD44MHg9ZI38w1ix49HZ7FU2d+5fj2lP/5Ewl13EX/zTQDYBgxACwsj+5npRF10EfrISPL+NwudzUazV15GM5kIHzIEXZiFzCmPE3/zzRibNj3h53oo0sPagFXMx7pwUzY+v0xvJYQQDU3OSy8CEHn+eZhbt66TY9oGDCD6klEYEhLq5HgidPxuN/Zly4g488wq2yPOPhu/3Y59RfU5Y13btgMQfsDyvLY+fVB2O2V//glA2a+/Ej50KJrJVOW4+P2U/vpbXZ/KMZPA2oD1ah5DpMVAod3D6l2y6pUQQhwN5ffjzc/HuWkTzvXr8TscJ+R57atXU/bLYtDrSbjtthPynKJh8ezejfJ4MLVoXmW7KS0NAHd6erU2+vKb7TwZGVW2u3fvDmzfk4Hf6cSzdy+mFi2q7GOIjUUXHl7jcUNNhgQ0YAa9jqHtE/lyzV5+2phN7xYyXkkIISoorxdvXh7e7By8OYd4y80Fr3d/Q03D1Lw55vbtMbdri6V9e8zt22Ns2hRNV3f9PLnlY1ejLroQU/Pmh9m7dnyFhZQuXowhMRFbv351ckxR90pKSrBUupRvNpsxm83V9vMVFwOgD68637rOZgPAX1parY2tTx+MzZqR9cQT6MIsWLp2xbVxI9nPTAedDr/DHjyuLtxWrb3OZqvxuKEmgbWBG94xEFh/3pDNfSM6hLocIUQjppTCm5ODa8MGnBs24Fy/AdeWLeD3o1mt6KxWdGFh+9/brGjBz8sftwY+D24/oJ1msRw2FPqdzv1hMzsQOGsKor78fDiC1QD1sbGgFL6CAtzp6bjT0ymZPz/4uGa1YmnbtjzItsPSvh3mdu3QR0Ud8WtpX76cst+XgtFI/C23HnH7g3Ft38Hef9+HMTWVNj/+UGfHFXWrTZs2VT6fPHkyjzzySPUdK75/Na3mA9Xws6KZTKT97w32PvgguyYElpw1JCSQ9OCDZEyahC7MGjyuVtNxlarxuKEmgbWBG9IuAZ0Gm7JK2FNgJzXGGuqShBCNgPL7ce/ciWvjRpzrywPqhg348vKO+3NrBwZfqxXNYMCbn483Jwd/SUntD6bXY4iPx5CQUP0tsdLHcXFoRiMA3txcXJs349y0GdemTbg2b8a1dSvKbsexZg2ONWuqPIUhORlz+3ZY2rXD3K495vbtMLdsGTzegZRS5LwQGLsafckoTKl1d3NLcFlWmdKqXtu6dSsJlcYY19S7CqCPiADAd0CPp7+srPzxmle6NDVvTot33sGbl4evsBBT8+Z4MjPB70cfFXXQ4wL47faDHjeUJLA2cNFWE72bx7IsPZ+FG7O5un+LUJckhGhg/G43ri1bqoRT18aN+O326jvrdJhatcTSsROWjh2xdGiPZjbjtzvw2+34HXb8djvK4cBfZsfvOGB7cL/975XdXuW5lN2Oz24/ZDjWzOaaQ+gBQVQfE3PEl/EN8fEY4uOxDRiwvyavNxDgN2/GuWkTrk2bcW3ejCcjA29mJt7MzMB41ApGI+ZWrfb3xJb3yhoSE7EvXYp9xQo0k4n4m28+otoOZ/+yrLJoQH0WERFBZGTkYfczpqWBXo9n164q293ln5tquFHP73RSsmABYT17YkpNxRAXB4Bz7ToALJ07obNaMSQlVTuuNz8ff2kpptZtqh031CSwNgLDOiayLD2fnySwCiEOw1dauv+S/oaNgXC6bRt4qi9AopnNmNu3DwTTjh2xdOqIuW1bdGFhdV6XUgrldO4Ps2V2VHnI9TscKJcLfWxsMIjqIiJqvpx5nGgGA+bWrTG3bk3kOecEt/tKS3Ft3oJr86ZAkN28BdemTfhLSwO9s5s2UVxpvnZ9VFTwcmv06NEYk5PrtE5fQWHgeaSHtVHQmc1Ye/emZMEPxF57bfB7vmT+fHSRkYR161atjWY0kjnlcWLGjCHxnkkAKJ+Pgnfewdg8DXPbtgDYBg6kZNEiEv/zH3TlMwWUzJ8Pej22fqeeoDOsPQmsjcCwDok8+d1Gft+Wh93txWqSL6sQAjzZ2dXC6YE9KhV0UVFVgqmlY0dMLVqgGU7M7xNN0wLjWo9DGD6e9OHhWHv2wNqzR3CbUgrv3r04N28O9sQ6N2/CvSMdX1ERAFpYGPE33lDn9QQXDZBlWRuN+FtuZteEa8m4626iLxmFffVq8mbNJvFf96CzWPCVluLeuhVjWhqG2Fg0vZ6YK64g/+23MSQlYW7divx338W+ejWpr7wcvOIQd/11FH/zDbtvuJHY8eNwp+8k57nniBl9OcaUlBCfdXWSbBqBtonhpMaEsafAwW9b8zizU1KoSxJCnGDeggKca9fi+OcfnP+sxbH2H3w5uTXua0hJqRZODSkpJ7THsjHTNA1j06YYmzYlotJcmH6XC/f27bi2bMHUuvVxmSe1YgyrQXpYGw1bv340ffEFcl96mT23TcSQlETivfcSd+0EAJzr1rNr3DhSpk4letTFACTcPhF0GnmzZuErKsLSoQPNXn+d8EEDg8c1t2pF2qz/kfX002TceRf6mBhix40j4c47QnKeh6OpQy1GexLJzs4mKSkQ9LKyskhMTAxxRUdm8hdreWvpTq7o24xpo6pfIhBCNB7+sjIc69YFg6nzn7V49uypvqNOh6lly6qX9Dt0kPGNjdiuG26kbMkSUp54guhLRoW6HFFJQ88ZoSY9rI3EsI5JvLV0Jz9vzEYpJT0lQjQSfrcb16ZNwZ5T59p/AivZ+P3V9jU1b46la1fCunbB0rUblo4dGtwldnFs4m++icgRI7D27hXqUoSoUxJYG4lTW8ZiNenJKnaxbm8xXZoe+byAQtQ3nuxs7H/8gX3FSnQ2W2DqoA4dMLdqVWU5wcZC+Xy4tm2r0nPq2rQJVcMNUYbk5EAw7VIeULt0QV+Lu45F42bt1QtrLwmrovGp94F1b6GDs59fzMyre9O/ddwh9/15YxYv/LiFjZklxFhNjOiSzL9HtD8pbkKyGPUMahPPgvVZ/LwxWwKraJACa2OvoOy33yn7/ffApPQ1KZ8yyNKhfWDeyw7tsXToEJy+pSFQSuHZswfnP//g+Gdt4P369agappLSR0fv7zktD6iyTrwQ4mRSr5PcngI718xeRonTe9h9f1yfxY1zVzCqZyr3jejAluxSnp6/ifwyNy9e0eOw7RuDYR0SWbA+i582ZnPH8LahLkeIw1I+H8516yj7fSllv/+OY/Xqqr2JmoalY0es/fqhXC6cmzbi2lh1yqDK9AnxWCoFWHP79oecwP1485WW4c3OwpudjTcrC09WNt7sbNzp6TjXrsVXWFitjWa1EtapU6VL+10xpqbKMB9xWH63m5LvvkMfG4tt4MA6XUZWiFCrl4HV71d8smoPU7/dUKv9lVI89vV6zumSwjOXnQLAgDbx+PyKOb+n43D7CDPpj2fJ9cLpHQIDuNfsLiSnxEVCRM0rZwgRSu7du4M9qGV//om/fJqfCsYmTbANHICtf3+s/ftXu0FIKYUnY29g3suNgQDr3LQRz67d+HJyKcvJpey334L7a0YjpjZtAuvBVwqyx3LjkfJ4AsuBZmXhyc7Gm5UdDKaerEA49WZnB1ejORjNaMTcoUOVnlNTq1Zo+sb/+0rUPW92Dnvv+w+a0Uj7v9ccvoEQDUi9DKwbMot56PO1XN2vOYPaxDNhzvJD7r9ubzG78u3BsFrh2kEtuXZQy+NZar2SFGmha9Mo/skoYuGmbC7v3SzUJQmBr7CQsj+XBQLq77/j2b27yuO68HCs/U7FNmAA4QMGYGze/JC9iZqmYUptiim1KRHDhgW3+8vKcG3ZgrM8wLo2Bnpg/XY7rg0bcG2o+g+wITExEGDbBwKspUN7TC1a4C8tLe8JrQigWeWBNDsYUH15ebVeo14XHo4hMRFDUiLGxCQMiYkYmzbB0rkL5vbtghN2C3GsKi/LKj3yorGpl4G1aXQYv9w7lJSoMJZuO/y61ev3FQNgMeq4ds5yftuai9mg4+IeTbn/3I5YjCdPb8WwDon8k1HEzxsksIrQ8LvdOFb/FQyoznXrqt7RbjAQ1v2UYEC1dOlSJ5PT62w2wrp3J6x79+A25ffjycgI9sQGemU34dm9OxBAs7MpW7zk6J7QYMCQkIAxMRFDUlLgLTEBY1IShopgmpSIzmY75nMTojZ8BQWArHIlGqd6GVijrSaij2D//DI3ADfNXckF3Ztw/eCW/L2niOd+2ExumZtXruxZYzuXy4XL5QKgpKTkGKuuH4Z3TOSFn7awZEsObq8fk0HGMInjSymFa8uWYEC1L1+Bcjiq7GNq3RrbgAHYBvTH2qcv+vATE+I0nQ5Ts2aYmjWDM88Mbg8sp7k5EGQ3bca1cSPOLVuCNzzpo6PLe0WTyntGEwMhNCmxPIgmBXqxZIygqEe85atcyTy7ojGql4H1SHm8gd6bszsnc/85HQEY0Doev1I89f0mJp1ZSuuE8Grtpk2bxqOPPnpCaz3eujSJIiHCTE6Ji2U78hnUNj7UJYlGRimFZ9cuypYtw75sOWV/LK22opI+Ph5b//6BkNq/X52vl36sAstp9sTac/8/s8rvx5uTiz46Cp1Zxn+LhseXLz2sovFqFIHVZg6cxrAOVVeNGNIugae+38T6vcU1Btb777+fSZMmAZCTk0ObNm2Of7HHmU6nMax9Ih+u2M2LP22hU5NIYm0yRk4cvQMDqn3ZMrxZWVX20SwWrL17BwLqwAGY27VrcGPoNJ0OY5KsPCMarv1jWKWHVTQ+jSKwtowPXF50e6uu/OL1BW6KONgYVrPZjLm8J8XpdB7HCk+ssf3S+GJNBsvS8zn/xSW8MrYnPdLkF5iondoEVIxGwk7phq1vX6x9TyWsZw+5eUiIEAsOCZAeVtEINYrA2rd8lacv1+zljE5Jwe0/bsjCoNPomRYduuJCoFtqNJ/fNpBb3lnFjtwyLn99KQ+d14lr+h/67mtxcjrygNqXsFNOkSU/hahnYsaMwdqrN5ZOHUNdihB1rkEG1hKnhy3ZpTSPtRIXbsZmNjDpzHY8/s0GosKMjOiSzMqdBcz4ZRsTBrYgLvzkG4/WITmSLycO5N+f/M13azOZ/OU6Vuws4MlRXYNDKMTJSQKqEI1TWNeuhHXtGuoyhDguGmRyWZtRzBVv/MHTl3bjsvKpm64f3IrIMCP/W7KdD5fvJjHSzF1ntOOWIa1DXG3oRFiMvDq2J7N+3cG07zby1Zq9bNhXzIyretImMSLU5YkTRAKqEEKIhk5TqpazXzdy2dnZJCUFhhNkZWWRmNi4br5Ynp7PxPdWkVXswmrS8+Ql3bjglCahLkscJ+49eyhbulQCqhAnkaKvv0EfGYH11FNlpot6qLHnjONNAmu5k+EbKafExZ0frOb38sUYxvVvzoPndZK5WhsBv8OBfflySpf8StmSJbjT06vuIAFViEZNud1s7BZY7bHt0t9lLtZ66GTIGcdTgxwSII5OQoSZudedyrM/bOKVhdt4a+lO1uwp4tWxPWkSLeGlIVFK4d62LRhQ7StWoNzu/Tvo9YSdcgq2fqdKQBXiJOAtKAx8oNejj4oKaS1CHA8SWE8yep3GvWd3oGdaDHd/+Bd/7S7kvBeX8MKYHpzWLiHU5YlD8BUXU7b0D8p+XULpr7/h3bevyuOGlBTCBw3CNngQtv790UfIOGUhThbBOVijo2UFNtEoSWA9SQ3vmMQ3dwzmlndXsjajmHFvLuPO4W25Y1hbdDqZ+qo+UH4/znXrAwF1ya841qwBny/4uGYyYe3TB9vgQYQPHoypVSuZtkyIk5QvOAerDAUQjZME1pNYs1grn9w8gEe/Ws/7y3bx/I9bWLWrkOdHd5fVsULEm5tL2W+/BS71//YbvoKCKo+bWrYMBlRr795ymV8IAYC3YlnWGFk0QDROElhPchajnmmjutK7eQwPfv4PizfncP6LS3j1ql50bxYd6vIaPeXx4PjrL0qX/Erpr0twrd9Q5XGdzYa1fz/CBw3GNmgQptSmIapUCFGfVfSw6uVmK9FISWAVAFzSK5VOTSK59d3A6liXzfid/zu/E1f3k9Wx6pp7TwZlvwYCqn3pH/jLyqo8bu7UkfBBgwkfPIiw7t3RjMYQVSqEaCi8FWNYZUiAaKQksIqgjimRfDFxIP/++G++X5fJw1+sY0V6AdNkdayjppTCnZ6OfcUKHCtWYF+xEk9GRpV99NHR2AYNInzwIGwDBmBIkJvfhBBHJnLEOZjSmmNqnhbqUoQ4LmQe1nIyP9p+Sqng6lg+v6JtYjivyepYtaJ8PlxbtmBfvgL7ihXYV67El5tbdafyKafCBw/CNmgQlk6d0PT60BQsTkoejwdfpRv4hDiZ6PV6jCG4ciU549hIt5moRtM0rh/cilOaRXPbu6vYkl3KBS//xn8v6cZIWR2rCuV241i3DsfKlYGQumoV/pKSKvtoJhOWbl2x9u6NtXcfwrp3Rx9uC1HF4mRWXFxMbm4uLpcr1KUIEVJms5n4+HgiIyNDXYqoJQms4qD6tIjlmzsGc8f7q1m6PY/b31/Nyp0FPHBux5N2dSy/w4FjzRrsK1YGLvP/9RfK6ayyj85qJaxHD6x9emPt3RtL166yTKIIueLiYjIyMggPDyc+Ph6j0Sjj0xsRX2kpaBo6i0Wu2ByCUgqPx0NRUREZ5cOzJLQ2DBJYxSEFVsfqy7M/bObVRduY83s6a/YU8sqVJ8fqWL7iYuyrVgXHnzrWrQOPp8o++uhownr3wtqrPKB27IBmkB8tUb/k5uYSHh5OamqqBNVGyLljB8rnw9ymDTqLJdTl1GthYWFERESwZ88ecnNzJbA2EPJXVRyWQa/j3yMCq2NN+ugvVu8q5PyXfuWFMd0Z3LZx3SDkzc0N9p7aV67EtXEjHDDM25CUFLi836c31l69MLVuLSvLiHrN4/HgcrmIj4+XsNoIKaVQ5WOSpXe1djRNIyoqioyMDDweT0jGtIojI4FV1NoZnZL4+vbB3PpeYHWsa2YvY+LpbTi7czLN46xEWBruD3zZn8vIevJJXBs2VHvM1Lx5oAe1dx+sfXpjbNpU/uiLBqXiBiv5o9xIVb6BTgJrrVX8PPh8PvnZaAAksIojkhZXsTrWOt5ftpuXft7KSz9vBSA+3ERarJUWcTaax9loEW8NvI+zEm2tnytn+YqLyX76aQo//iSwQdMwt2tXfoNUL8J69cIod3KKRkL+0WqclNcLBHpX5WpP7cnPQ8MigVUcscDqWN04tWUcc//YSXpuGXllbnJLA2+rdhVWaxMVZqRF3P4AWznQxtlMIfnFUbxgAZlTpuDLCUw7FT1mNAl33olBVooRQjQgFcMBpHdVNGYSWMVRu6hHUy7qEVgqtNjpYVeenfS8Mnbm2dmZV0Z6+fusYhdFDg9r9hSxZk9RteOEmw00j6voma30Pt5GYoS5zsOsJyubrMenUPLDjwCYWrYkZcpjWHv3rtPnEUKIE6Kih1Vu9hSNmHx3izoRaTHSpWkUXZpGVXvM7vayK99Oem7VILszz87eIgelLi/r9hazbm9xtbZhRj3N46x0TIlkRJdkhrRLwGI8ul4E5fdT+PEnZD/9NP7SUjAYiLvheuJvvlmmnRLiJOB0OsnNzSU1NbXOjqlpGkOGDGHRokV1dsyatGjRAoD09PRqj+2/4Ur+pIvGS767xXFnNRnokBxJh+TqU4c4PT72FDiqBNmK93sKHDg8PjZmlrAxs4R5qzMINxs4o2Mi53ZN4bQjCK+u7TvIfPhh7CtWAGDp1o2UKVOwtG9Xp+cqhKifVq9ezahRo5g8eTLjx4+vs+POnTs3uHpRqOhstsDNoNLDKhox+e4WIWUx6mmTGE6bxPBqj3l8fjIKHOzIK+O3Lbl8+88+9hY5+fyvvXz+195geD2vWxMGt42vMbwqj4e8WbPJffVVlNuNFhZG4t13ETN2rEz/IsRJZM2aNTX2Th6rq666qs6PeaR0ZrNcJRKNngRWUW8Z9TpaxNtoEW/j9PaJPHBuR/7aU8g3f+/j23/2sa9SeI0wGzijUxLndU1hcLt4zAY9jn/+Yd9D/4dr0yYAbIMGkfzII5hSm4b4zIQQQghxJGT+C9Fg6HQaPdNi+L/zO/HbfcP49JYBXDuwJSlRFkpcXuatzuD6t1cwcPI3fDThHnaMHoNr0yb00dE0eeq/NHtjpoRVIU5C48ePZ8KECQBMmDABTdOYM2cOmqbxwQcf0LdvX8xmMx06dMBZvtTyvHnzOOuss4LL2MbHxzNy5EhWrlxZ5diapjF06NAqzxUeHk56ejqjR48mLi6OsLAwBgwYwIIFC+r0vAoKCrjnnnto1bIlJpOJxMRErrjiCjYcMJ+0z+fjscceo2vXrthsNqKjozn99NP56quvquyXk5PD9ddfT+vWrTGbzSQnJzN69GjWrVtXp3ULcTSkh1U0SDqdRq/mMfRqHsND53Vk9e4Cvv57H7vmL+Sq398j2V4AwJLmvUgfcyPD27ZnkM+P2SDDAISoTCmFw+M7/I4hFmbUH/WMITfddBNms5mZM2dy4403MnjwYLzld9bfcMMNXHTRRVx33XWUlpZisVh44YUXuOuuuxg6dCiTJ0/GZDKxYsUK3nrrLX7//Xd27txJeHj1YUwVPB4PgwYNonv37kyZMoW8vDymT5/Oueeey4YNG2jbtu1RnUdlWVlZDBw4kO3btzP2oovofdVV7C4p4fVZs/jyyy+ZP38+gwYNAmDSpEm8/PLL3Hjjjdx5550UFRUxY8YMLrzwQr7++mvOPfdcfD4fI0aMYMeOHUycOJEWLVqwfft2XnrpJebPn8/GjRtJTk4+5rqFOFoSWEWDp9NpnBKpkfLrXIp+/AKAsuh4ZvS6lB8j2sCmEt7btIIIi4GzOiVzXrdkBrVJwGSQCwxCODw+Oj08P9RlHNb6x87Gajq6P1n9+/dn06ZNzJw5k/79+3PVVVcxZ84cADp16sTbb78dDMM+n4/HH3+cHj168OOPP6IvH+t+0003ERMTw9NPP82CBQsYNWrUQZ/P7XZzwQUX8Oqrrwa3tWzZkquvvpo5c+bwxBNPHNV5VPbAAw+wbds2Zs+ezRX9+6O8XsytWzPhhhvo2bMnEyZMYOPGjej1embNmsXZZ5/Na6+9Fmw/evRohg4dyooVKzj33HNZvXo1q1at4r///S///ve/g/t1796dhx9+mJUrV3Leeecdc93i6JQuWULO8y/g2rYNfWwMMaPHEHfjDQf9J055veTNfpPCTz/Bm52DqXlz4m+8gchzz62yX8mPP5L76mu40tMxxMcTdcEFxN94A5qp/i32I4FVNGhKKYq/+ZasqVPx5eeDphFz1VW0v+tOZoZZWbmrIDjmNbvExaer9vDpqj1EWgyc2SmZ87ulMLBNvIRXIU5SI0eOrPJHX6/Xk5GRQVlZWTCsApSVlQWX7ywtLT3scQ+8GatPnz4AZGZmHnPNfr+fTz/9lDZt2jBu3Lj9S0rr9XTu3Jmrr76aWbNmsXLlSvr27UuzZs1YtGgRzzzzDJdeeiktWrQgNTWVrVu3Bo+ZkpKCXq/n1VdfJS0tjbPPPpuYmBguvfRSLr300mOuWRw9+6rV7L71NiLPGUHCXXdiX7mSnOefB+Un/uaba2yT8/LL5M18g/hbb8XaswfFCxaQMeke0OmJHHE2AKW//cae2+8g8pxzSLhnEq7NW8h57jl8+fkkP/x/J/AMa0cCq2iwPHv3su/RRyn7ZTEA5rZtSJkyhbDu3YP79GkRS58WsTx8fidW7Czg239qDq9ndU7mvK4p9EiLJtJiRKeTJfvEySHMqGf9Y2eHuozDCjvK+ZcPp6bL3CaTiV9//ZWPPvqIrVu3sn37dnbu3IlSCggExiM9rrn8Ln6f79iHX+Tm5lJUVMSQIUPQlILyuiqmterSpQsAO3bsoG/fvsyaNYvLL7+ce++9l3vvvZfWrVtz1llnMWbMGE477TQAmjZtyksvvcQ999zDFVdcgU6no2fPnowYMYJrrrmmToYxiKOT+8orWDp0oOlTTwEQPngweL3kzXyD2PHj0Vks1doUffoZkeefR8LE2wCwDRiAc8MGCt57LxhYiz6bhzElhSZPP4Wm1xM+cCC+/Dzy57xF0v3/QSv/B62+kMAqGhzl81Hw3vvkPPccfrsdzWgk7pabib/++oNextDpNPq2jKVvy1j+7/xOrEjPD4TXtZnklLj4ZOUePlm5BwCDTiPWZiIu3Ex8uIm48o/jwk3E28zER5iIs5V/Hm4+6oUMhKgPNE076kvtjYGhhrlLb775Zl5//XU6depEv379OPfcc+nevTubNm3i1ltvrdVxdbrjd9WmIjhrmoYqH4uLTodW/pwVobgiJA8YMIDt27fz888/8/3337Nw4UJmzJjBa6+9xqRJk5g+fToAt9xyC2PGjOHbb79lwYIFLFy4kMcff5wnn3ySjz76iIsvvvi4nZOomd/txr5sGfG3315le8TZZ5P3v1nYV6wkfNDAau2U243+gHHWhugYPPv2VdlHs4ZVmeJRHx2D8njwl5Whj46u25M5RifvbynRILm2bGHfQ/+HY80aAMJ69iRlymOYW7eu9TH0Oo1TW8Vxaqs4Hh7ZmRXp+Xzzzz4WrMsis9iJ16/ILnGRXeKq1fFsJn0w0MbZykNueNVQW/F5jNWIQS/DD4Sor3799Vdef/11rrzySt55550qwwWWLl0awsr2S0hIIDIyknXr1gUDa+XQUXFXf1paGk6nk7///pvY2FhGjBjBiBEjgEDv65lnnsnzzz/P5MmT8Xg8rF27llNOOYWxY8cyduxYABYuXMhZZ53FE088IYE1BDy7d6M8HkwtmlfZbkpLA8Cdng41BNbYCePJm/kG4aefTliPHpQuXEjpr7+SOOnu4D4xY8ey64YbyJs1i+jLLsO9fTv5b7+Nbchp9S6sggRW0UD43W7yXp9J7syZ4PGgs9lI/Nc9RI8eHexVOBqVw+tjF3bB5fWRX+Ymr9RNbqmLvFI3eWWu8s/3f5xX6iK31I3b56fM7aMs386ufPthn0/TINZqom1SOJ1SoujUJJJOKZG0SQyXcbRCHEcV41EPdzk/NzcXCFxWrxxWc3NzmTVrFkBwhoFQ0el0XHzxxbz11lvMeestrjzttOBwgA0bNvDuu+/SqlUrevToQUZGBv379+ess87iu+++Cx6jZcuWNG3alPT0dPR6PV9//TVjx47lySef5L777gvu16dPH8xmc4090eLolZSUYKl0Kd9sNgd7xCvzFQeWLD+wt1RnswEElhmvQcxVV2FfsZLdN9wY3BZ1ySjirrsu+Ln11L7EXXct2U8/Q/bTzwTq6NSRps88c5RndXzJd6Co1/xOJ2VLl5L9zHTc27YBEH766SQ//H8YU1Lq/PnMBj0pUWGkRIUddl+lFKUubzDU5pa6g2E2r6x64M23u1EK8src5G3P54/t+cFjGfUabRMjggG2U5NIOqZEEhVWv8YQCdFQVSyf+s4776CUOmhwHTRoEHFxcTzxxBOUlpbSqlUrtm/fzuzZsykqKgKgsLDwRJV9UE8++SSLFi3ihokT+WXMGPr16cPOzExmzJiBXq9n9uzZaJpGamoq119/PTNnzmTEiBGMHDkSnU7H/PnzWbx4MRMnTsRms3HxxRdzyimn8NBDD7Ft2zb69OlDaWkpb7/9Nna7nX/961+hPuVGpU2bNlU+nzx5Mo888kj1HcuHf3CwKd1q6LDxu93sHHsV3tzcwGI5rVriWLWK3Bmvo7PaSH7wAQAyJz9C4bx5xN1yM7Z+/fHs2UPOyy+z+/obSJvzJrqww/8dPJEksIp6Rfn9uDZupOz33yn97TccK1eh3G4A9HFxJD/0IBEjRhz1fIx1SdM0IixGIixGWsTbDru/z68osLvJLHKyMbOE9XuLWb+viPV7iyl2elm/r5j1+4qrtEmNCQsG2Ir3TaPD6sX5C9GQDBs2jLFjxzJv3jyWL18eHLd5oPj4eBYsWMD999/PjBkzcLlcpKamcumll3LPPffQvn17vv/++5AHuOTkZJYvX86UKVP48ssv+eCTT4iPj+eCCy7gwQcfpEOHDsF9X3nlFTp06MBbb73FAw88gNfrpUOHDrz00kvBMblhYWH88MMPTJ06la+//pp33nkHk8lEnz59+O677zj77Pp/Y15DsnXrVhISEoKf19S7CqCPiADAd0BPqr+srPzx6vMBl8xfgGvTJtJmz8I2YAAAtr590UVEkDXlcaIvvRR9dBSFH39M3E03knjnnYGGp/bF0rULOy64kMJPPyP2qrHHfJ51SVMVo7dPctnZ2cH/wLOyskhMTAxxRScPz759lP3+O2W//U7ZH38EpqeqxJCURMSZZ5Iw8bZ6Oa7mWCmlyCh0lAfY4uD7PQWOGvePCjNWC7FtEsMxythYcRBOp5MdO3bQsmXLKpchhTiZneifi6PJGX6Xi009e5E46e4ql/Md//xD+mWXk/b2W9j69q3SJvf1meQ89xzt/1pdZQYB5+bN7LjgQpo+Ox1DSgo7r7iSZjNfJ7x8pogKm/v1J2LE2aTU1OMbQtLDKk44X2kZ9mXLAiH1999xb99e5XHNasXWpw+2gQOxDRyAqVWrRt2jqGkaqTFWUmOsnNV5/1Q4RXZPsNe1IsRuySqhyOFh6fY8lm7PC+5r0uvKx8XuD7IdZEiBEI2er6wM/H40iwVdPZuGSBw7ndmMtXdvShb8QOy11wb/FpbMn48uMpKwbt2qtTG1aglQbQYBx6rVABhTUzGmpoJeH9inUmB1bd+Br7AQU2rq8TytoyKBVRx3yuvFuXYtpeW9qI41a6DyTQs6HZauXbANGED4gAGEnXJKvVxl40SLshrp3zqO/q3jgttcXh9bs0ur9caWOL2s21vMur3FUGmp8+RIC22TwmmXFEG7pHDaJkXQNjGcCIv8YRMiVNxuN/kHXEk6lISEhCqLGFTmzc3FX1KCsWlTdDExdVWiqEfib7mZXROuJeOuu4m+ZBT21avJmzWbxH/dg85iwVdainvrVoxpaRhiY4kYNgzLKd3Y++9/k3D7REwtW+H4+29yZ8wIzBpQHnJjr7mGvNmzgcA8rZ69e8l95RUMTVKIvuyyUJ5yjWRIQDkZElC33Lt2Ufbbb4Fe1D/+xF9SUuVxY1oatgH9sQ0YgO3UU9FHRYWo0oZPKcWeAkeVALt+bzEZhTUPKQBoEmWhbaUQ2648yNrM8j9sYyRDAuqXRYsWcfrpp9d6/x07dtCiRYsaH3Nt24bf4cCUloY+MrKOKjw5NIQhARWKf/iB3Jdexr1jB4akJGKuvJK4aycAUPbnMnaNG0fK1KlEjwpMPeYrLSXnuecpWbAAX1ERxmbNiLrwQuLGjwt2CCmlKHj7bQo++BDPnj0YEhKwDRxIwt13YYiNreOzP3YSWMtJYD02vsJCyv74M3iZ37NnT5XHdZGR2Pr1CwTUgQMwNWsWokpPHkUOD1uzS9icVcrmrBK2lL8/1PyyTaPDaJcUTrvkCNolBoJsm8RwwkyyOEJDJoG1fikoKGDlypWH37HcoEGDDvp1c27ahPJ4MLdqhc5qrasSTwoNKbAKGRIgjoE3L4/8uXMp+30pzrVrofI0MUYj1u7dsQ0cgG3AACydO1eZ2Focf1FhRno1j6VX86r/KRfa3WzJrhpiN2eVklvqIqPQQUahg4WbcoL7axo0i7FW6o0Np21iIMjKKl9CHLmYmBjOOOOMOjmWqljqVX6/ikZOAqs4Kn63m13jJ+DasiW4zdSmdWAc6sCBWHv3Dk5sLOqXaKuJPi1i6dOiapAtKHMHwmt2KVuySoKBNq/Mza7yhRF+3JAd3F+nQVqsleZxNuLDA0vWJoSbAx+Xfx4fbibGakKva7w3zQkRKsrvD3YUaDKxv2jk6v13+N5CB2c/v5iZV/eucvPJoXh9fka99jthRj0f3tT/OFd4csp95VVcW7agj40l8d57sQ3oj7H8UodomGJspuCqX5XllbrYnFXKluySYG/slqwSCuwe0vPspOcdeoUvnQax5UvWJkRUBFpTpWBb/li4mVibSZauFaKWKpZlRdNqnEBeiMakXgfWPQV2rpm9jBLnkS2D99qibfy9p4hTW9a/QcONgeOff8j73/8ASH70ESLPPDPEFYnjKS7cTP9wc5V/GJVS5Ja62ZJVwp5CB7mlLnJLAqt77X9zk1/mxq8IbtuYWXKIZwr83Y2xmqoG2vLeWlN5kFUKFKr8/f7PKx6rqK/y41C1DaqiRdXj6XUaabHW4NhduQlN1GvlwwE0vb5RT/0nBNTTwOr3Kz5ZtYep32444rbr9xbzyqKtJETUvGqEODZ+l4u9998PPh+R550nYfUkpWkaCRHmw/6ceX1+8svc5JQH2NwSV+Djkv2htiLMVoTb/LJA0N2cVfMa2SdSakxYcAaFivG7bRLDsZrq5a9OcZLRjMbAfJpy77Q4CdTL37obMot56PO1XN2vOYPaxDNhzvJatfP4/Nzz8RrGD2jJ6l0Fx7nKk1Puyy/j3roNfXw8SQ89GOpyRD1n0OtIjLSQGHn4O3B9fkV+2QG9tMFeWzdev5+KPiRN0wIfa6ChoWmgQfl7Lbjstla+U02Pa+XHgf37enx+tueUBW9C21PgYE+Bg583ZlNZMMgmhdMuMfBegqw40TSDAUMjXP1PiJrUy9+uTaPD+OXeoaREhbF0W97hG5R74ccteHx+7j6zLdfMWnYcKzw5OdasIW9WYJLhlEcfwSCTVIs6pNfVrtf2RKm4CW1L8Ca0wDje3FJ3jUFW08qDbGJEcIEGmRZMCCHqRr0MrNFWE9FH2GbN7kJmLtnORzf1x2yo3R8Hl8uFyxWYk7Kk5NBj6052gaEAD4DfT+QFI4kYPjzUJQlxXB3sJrT8ssDY3cqzKWzNLiW31M3ufAe78x38dECQbRZjrTKsoGW8jVibiWiriQizAZ3MoiCOgt/hQHk8gWVZZXVA0cjVy8B6pJweH/d8vIZrB7ake7PoWrebNm0ajz766PErrBHJefFF3Nu3Y0hIIPmBB0JdjhAhE3uI2RQq98ZWBNnK04L9dMDQAgjMohAVZiTGaiLKaiS6yscmYmxGosKMRFtNxJRvi7YZiTAb5Eabk5w3Px9fQQGGxER0Mgm9aOQaRWCdvmATfqW4Y3gbvL7AnHQVQ9C9Pj96nVbjL/b777+fSZMmAZCTk0ObNm1OVMkNin3VavJnvwlA8mOPopcxU0JUExduJi7cTL/DTAu2JauU3fl2Ch0e7G4ffgUFdg8Fds8RPZ9ep5UH2UDIjbaayj8OvI+xGokLN5MUaSbOoiGLGtad9PR0WrZsybhx45gzZw4AQ4cO5ZdffqnV66xpGkOGDGHRokVH9fxOp5Pc3FwSy//evf3RR1x/++28+eabjB8//qiOWdfmzJnDhAkT6lVNomFrFIH1238yySh00Onh+dUea/Pgdzx9aTcu6119KVCz2YzZHBgv53Q6j3udDZHf6WTfAw+AUkRddBERR7D+tRCi5mnBKri8PorsHgodHgrK3BQ6PBTa3RSWbwt+bPdQYHdT5Ai8d3r8wZvU8svch62haYSeR05PxJ9ditnswaDXYdRrGPU6DHoNo27/5wf7B18c2oMPPsj1119/3J9n9erVjBo1ismTJ3PFaacBcNrgwcydO5cBAwYc9+cXIlQaRWCdNb43bq+/yrYH5v0DwNSLu9IsRtZXPlo5z7+AOz0dQ2IiSQ/cH+pyhGhUzAY9iZH6Ws2iUJnT4wuG10Cg3R9yC+xuisoDbm6pm8wiJwYV6L31+f04PD7w+A56bE3TMOq06qFWrwsGW0N5sBX7nXmCpvhbs2YN6enpwP6FA1q1aUPbU045Ic8vRKg0yMBa4vSwJbuU5rFW4sLNdEiOrLaPrXx6mW6p0Se4usbDvnIl+W+9BUDKlMfQR1Z/nYUQJ57FqMdi1JNUy6BrtzvYvmMHqbE2dEYTHr8fr0/h8e1/7/EpvH4/SincPoXb5z/kMfXa/lCr0zR0Wvl0YxroNK3qFGIa6IIfV+y7//ED9w8ei0qPSa9vdZUWDhCisWuQa7mtzShm1Ku/V5sbUdQdv8PB3oqhAKNGET5kSKhLEkIcJZ1OQ6/TsJj0RIYZibOZSYq0kBpjpUW8jbZJEXRqEkmXplF0SI6gdUI4zWOtNIkKIyHCTLTVRLjZgNmgR1ceHH1K4fL6KHV5KXbu792tmEs3p8RFdomTrGInmUVO9hY5yCh0sKcgcAPazjw76Xll7MgtY1tOKVuz94/z3ZhZwoZ9xazfV8zavUX8kxF427CvmK3ZpezMKyOj0EF2iZOCMjelTg9Ojw9feeA+0F133YWmaSxdurTaY9OnT0fTNL788kuUUsyaNYvBgwcTHR2N0WgkJSWFK664gq1btx7yNR46dGi1UJ2bm8vNN99MkyZNsFqtnH766axcubLG9n/99RdXXHEFqampmEwmIiMjGTBgAB999FFwn/HjxzNhwgQAJkyYQFinTgC89e67aJoWHE9b4bvvvmP48OFERkYSFhZG9+7defHFF/H79/8zkp6ejqZpPPPMM8yYMYMuXbpgsVho0qQJd9xxR53PoFObmiAw9GHkyJE0bdoUs9lMq1atuPPOO8nPz6+y30cffcTAgQOJjY3FZrPRvXt3pk+fXu14ouGr9z2s/VvHkf7keYfddqAPb+p/PMtq9LKfew7Pzl0YkpNJ+s99oS5HCHGc2d37l8DWNDAadBgNAIGQajHu78UrcboDPbI+P14f+MuXwvWX3+5qNuhRSuEH7C5vYPlbpfBXLJdbvhQuKEwGffBxu9u3fwndSsvnWoyB43nKe4MPRacdMIxBr3HxmKt54YUXmD3nLXr16YtBrwsG77fffpukpCTOPfdcJk2axPPPP89FF13E1KlTAVi8eDEffvghq1evZv369eh0tevnKS0tZcCAAWzfvp0bbriBLl268NNPP3N6DfcB/PnnnwwZMoRmzZoxceJEEhIS2LZtGzNnzmT06NGkpqYyYMAAbrrpJsxmMzNnzuSG66+nX6tW5Sddvabp06fzr3/9izZt2nDfffcRHh7OvHnzuPPOO1m4cCGffvpplXN59dVXKSkp4ZZbbqFZs2Z88sknvPTSSxQVFfFW+ZW2Y1XbmrZv386wYcNISUnh7rvvJjo6mj///JOXXnqJP//8k6VLl6JpGp999hljxozhrLPO4vHHH0en0/Hxxx/zr3/9i+zsbP773//WSd3i4Bx//UVY9+4n5LnqfWAVJ559+XIK3p4LQMqUKTIUQIiTQE03rVY4vX0Cb07oG/y87xM/B8bC1uDUlrFVOgx6TvnhoDeGdUuN4suJg4KfD3zyZzIKHdX22/rEOfgVeP3+YGj1+ip/rPD4Azei+ct7fl378zcxqa3p1LU7H3/0ETff9xhGkwmDTsfWTev4+++/ufn2u9i8O4uXX36ZEeeex+x3PsRfHpwvu/pa7C4PX33+GT8s+YMup/RgX3mNpS4v6bll+JUKvh6bs0pQCl56Zhpbtmzhkf++wKix41BKMfjCsUQ98TBzZryE3e2jyOEm0mIMBqvFixeTkpISrHvQoEGcd955fPDBBwwYMID+/fuzadMmZs6cSf/+/bl61Cjw+ar17G7fvp3//Oc/dOrUiWXLlmGz2QC44447uOaaa3jnnXeYO3cu48aNC7bZt28fGzdupHnz5gBcd911dOzYkffff5/XXnsNq/XY7gU5kpo+++wzCgsLmT9/Pn37Br7vrr/+eiIjI1m0aBF79+6ladOmzJ49G5vNxrfffhsM3zfccAPDhw9n/fr1x1SvqJ30K67E1KoV0aMuJnLkSIzHcXq1BjkkQBw/frudvQ8EllyNvuxSwgcPOkwLIYQ4vgx6HSaDDqvJQFSYkfhwM8lRYTSLtdIqIZx2yRF0bhJF5yZRtE+KoFVCOGmxVlKiLMSHm4kKM3L52GsoKizg14U/AIHw+8n77wJw9sVj8Bpt/Lp+J//3zKvsLrCTUeBgb6GDTbuy0AyB2WT25hSQV+qi0BG4ic3j9VPs9FDq8uL3B/qDnR4fLq+PH779koioKC4YPbbKMIUJtwaGJyil2JkXGBrx3gcfsWvXriph1ev1Bi9rl5aWVntNNJ0OQ3Q0hrjqs0/MmzcPr9fL/fffHwyGEBgHPG3aNAA+/PDDKm0GDx4cDKsAOp2Onj174vF4yMur/YqTB3MkNTVrFpjV57777uOnn34KLvAzffp0Vq5cSdOmTYP7lZaWctttt7F69WqUUuj1ehYtWsRXX311zDWLw7MNHIh7506yn5nO1uFnsPvmWyhesADlObJp+mpDelhFFdnTn8WzezeGlBQS75OhAEKcLNY/dvZBH9Md0IO38v/OqPW+v9538KnwDtz3x0lD2D8Q4MjpdRp6nZ6aFve986YJPPnIAyz+9jNuG38FTo+XBV99Sp9T+9G/1yl4fX5cJj3zv/2KhT/MZ+eObezZtZO9GXuCPZiRFgOJkRbc4YFnsJr0pMZY0WlgLh8y0SrehqZpZOxKp23bdnRqEl3pRjMNrWkUycnJGPU6NE0LBt7izEyeeeYZ1q9fz44dO9i2bRtud6Bn+kjHY27btg2Azp07V3ssNTWVqKgoduzYUWV7cnJytX0rpn30+Q4+q8TxqOnSSy/l2muv5c0332TRokWEhYUFe5uvueYaYsqXBX/kkUdYvXo1M2bMYMaMGSQkJDBs2DAuuugiLr30UgwGiTjHW9r/3sCTnU3RF19Q9PkXlP7yC6WLF6OPiiJy5PlEX3wxlo4d6+S5pIdVBJX98ScF7wZ6HFIen4I+PDzEFQkhThSryXDQt8rjV4/nvmEmfY371YXo6Gguvvhivv76a0qKi1iy8CeyMjO58frrSIq0kBhu5I5rr+DWCWPZsXk9PU/pyn/u+ze//vor//nPf4DAnLrJkRbiIwJBzmzUB5fYNZRP8xVuMWIzV9SsMBv1mAy64FRgOk3D7/djMuhomxiOzWTgq88+ZHDfHsx5623CrDbGjBnDBx98wLJlyw56Pn6PB19xMf7y3sfKKnp0Dzazgt/vD4bRCrUdm3u0jqQmvV7PrFmz2L59Oy+++CJnnnkmy5cv56677qJDhw7B8JuUlMQff/zB8uXLeeSRR+jYsSPz5s3jiiuuYPDgwXiOQy+fqM6YmEj8DTfQ+puvafHhB0SPvhz8fgrmvsOOSy5l+8WjyJ/7Dt6CgmN6HgmsAgB/WRn7HiwfCjB6NOEDB4a4IiGEqFvXXnstbrebzz//nHfffRebzcbo0aOBwOXob775hv/85z8sX76c1157jdtvv52BAweSk5NzxM/Vtm3bKr2kFYqLi8nODsxwYzHqaRKh54n7J5HWohWfL1rGw8++znW3/4uRF1wQvBReE2W34961C28Nl+tbt24NwNq1a6s9tmvXLkpKSkhLSzviczoWR1LTzp07+emnn2jRogW33347X3zxBTk5OUydOpXs7Gxee+01lFKsXbuW5cuX07t3byZPnswvv/xCTk4OF110EX/88Qfz5x98XLY4PsK6dSNl8mTa/vYrzd54g6iLL8K1eTNZ06axdchQMiZNwn6QmTIORwKrACDrmWfwZGRgbNKExHvvDXU5QghR54YPH06LFi14//33+eKLL7j00kuJiIgAAlNQAXTr1q1Km61bt/LJJ58AgXGltTV69GhKSkp4/vnnq2x/5plnqoxpdTqdlJWV0bZ1S1KT4lFAbqmL9RmFTPvvU9WeV18+56rvEHOwXnzxxej1eqZOnUpZWVlwu1KK//u//wMCl91PpCOp6YknnuCMM87gzz//DO5nMBjo169f8GNN07jkkksYOXIkRUVFwf0iIyODX0MZEhAayu2m5OefKZo3j5L5C8DvB03DkJxM8Xffs/Pqa9h96234SssOf7BK5KspKFu6lML3PwAg5YnH0YfbDtNCCCEaHk3TGDduHI8++igQ6HGtcPbZZ2M2m7nzzjvZtm0bKSkprF27ltmzZwcvLRcWFtb6ue6++24++eQT7rvvPtatW0e/fv34/fffmTdvXpU77mNiYjjttNP44YcfmHzPbfTq24/0vVl89elH7Ni2BZ1OR36lS6lJSUkAvP/JJ/hKSxl/443Vnrt169Y8/vjj3H///XTv3p0JEyYQHh7OF198wc8//8z555/PVVdddUSv3bE6kpomTZrERx99xHnnncdNN91Eq1at2LNnD6+99hpRUVHccMMNQGAM65VXXkn//v2ZMGECMTExrFmzhpkzZ9K9e3fOOOPgY61F3bOvXEnRF19SPH8+/pISUApjWjPirr+OqIsvxpiUhGPdOrKmTqN00SIyH3mEps88XfsnUEIppVRWVlZgekBQWVlZoS7nhPGWlKjNp5+u1rfvoPY9+mioyxFCHAcOh0OtX79eORyOUJcScunp6Uqn06nWrVtXe+zHH39UAwcOVJGRkSoyMlJ17txZPfjgg2r16tUKUNddd51SSqkdO3YoQI0bNy7YdsiQIerAP6klJSXqnnvuUampqcpsNqu+ffuqJUuWqKZNm6ohQ4YE98vMzFQTJkxQTZo0UWazWTVv3lydd8FF6uP5S1T33n1VeESkSs/MV36/X3k8HjV27FhlDQtT4VarWrd8uXrzzTcVoN58880qz//555+r0047TYWHhyubzaZ69eqlXn75ZeXz+YL71HQuFcaNG6cAtWPHjiN+nY+lJqWUWrNmjbrssstUamqqMplMKjk5WV155ZVq48aNVfb74osv1JAhQ1RCQoIymUyqdevW6l//+pcqKCg4bI0n+ueiMeYMV3q6yn7hRbXljDPV+o6d1PoOHdWG7j1Uxr//rUr/+LPGNt7CQrW+U2e1sVfvI3ouTakalgU5CWVnZwf/c83KyiLxOM4lVp/se3gyhR99hDE1lVZffI7OJr2rQjQ2TqeTHTt20LJlSyyW2i3nWp/43W58+fkY4uPRTqLLvE6Pj4wCB2XlizqEGfU0jQnDajLg2rIFv8uFqUULuUH2KJ3on4vGmDM2dOwUWGlEKSxduhB9ySgizz//kN+TSik2dTsFQ1ISbX78odbPdfL85ItqSn/9jcLyZf9SnnhCwqoQol7y7NmD327H73RibtEi1OWcMBajnlYJNvLtbjKLnDg8PrZllxIXbibWWz6G9SQK8KL+0UdFEXXhBURdcgmWdu1q18jjIXXGa5iatzii55Lv9JOUr6SEfeUD3WPGjsV2at/DtBBCiNDw2+2B96WlKKUOOjVSY6RpGnE2M5EWI/uKnBTa3eSWuojxld+IVcNNV8dDfn5+tRkPDiYsLIyoqKjjXJGoD9ouWYxmNAKg/H60StOj+UrLQPnRl9/YWEEzmY5qJiIJrCeprP/+F+++fRibNSPxnkmhLkcIIWrkP2AuTeVwoB3jMqENkVGvIy3WSozVyN4CB5nWWPTKjypykRIdmOv1eBo1ahS//PJLrfYdN24cc+bMOa71iPpBMxrx7NtH1tSp+F0u0mbODD5W9usS9t77b8KHDiX5sUcxlC/4cLQksJ6ESpcsoeiTTwFoMvUJdCfhL38hRAOhFPrYWHz5+UDg6tDJ/DsrwmKkbZKB7BIjOSVulNNLSVYJyZEW4sJNx633efr06RTUcuL3Jk2aHJcaRP3jycoi/fLReHNzMbdpU+UxzWRCHx1NyY8/4ly3jhYff1TjUsK1JYH1JOMrLmbfQ+VDAa65GmufPiGuSAghDk5nMmFq0gSfzYavsBBdWFioSwo5nU4jOSqMaKuJPQUO7G4ve4scFNjdwZuy6lqvXr3q/Jii4ct97TW8ubnEXX8dCbffXuWxiGHDCB86lJznniPvf7PIfeUVkh9++KifSxYOOMlkTXsSb1YWxuZpJN59d6jLEUKIWtFHRWFq3hx9ZGSoSwk5v9uNr7gYk89D6wQbTaPD0Ou04E1Zewsd+PwyAZA4/sqWLsXcpjWJ99yDZjJVe1zT6Ui85x5MLVpQsnDRMT2XBNaTSMmiRRTNmweaRpNp06SnQghRrym/H1+ZHeX3h7qUesVfWhpYljUrK3BTVriZdkkRRIeZgitlbc4qocjhOeyxhDgW3qxsTAcMBaiJuV07fOWryR0tCawnCV9REZn/F+iKjx03DmvPniGuSAghDs1vt+PesR3Xtm37t7ndeI9gxanGSFUs1VppSiujXkdanJWW8TZMBh0en5+deWVsyS4hp8SJ2yuhX9Q9Q1wc7m3bD7ufZ88e9Md405UE1pNE1tRpeHNyMLVoQcJdd4a6HCGEOCx/+ZrzFVeDlNeLa/PmwLysnpO499BXPgdrDVNaRViMtEuMICHCjIaGw+1jX5GTjZnFbM0uJbfUhccn4VXUDdugQbi2bqXg/fcPuk/RV1/hXL8eW//+x/RcctPVSaDk558p+uIL0OlImTYVXQNc6UYIcfKpmH+1YlYAzWBAFxaG3+HAX1KCLjY2lOWFTEUP68EWDdDpNFKiwogPN1Ps8FDo8FDm8mJ3B972FjqwmQ1EhxmJDDNi1EvflTg6cdddS/E335A55XFKf1lM+OmnY2ySAoAnM5OyxUso+ekndGFhxN180zE9lwTWRs5XWMi+yZMBiB0/HmuPHiGuSAghDk/5/fgdDoAq01jpIiPxOxz4iosxnKyBtbyH9XCLBhj1OuLCzcSFm/H4/BTZA+HV7vZS5gq8BcOr1UikxYhBwqs4Aqa0NFJffom99/2H0l9+oXTx4qo7KIU+Lo6mzzyDuWXLY3ouCayNXOYTU/Hl5GJq1YqEO24/fAMhhKgHlNMFfj+aXo9mNge36yMj8WZl4S8rQ/l8NV4Wb/QO08NaE6NeR3yEmfgIM26vnyKHm0KHB4fbR6nLS6nLi4aTcIuBqDAjUWEG9DoJr+LwbP360fq7byn56Wfsy5bhzclB+XwYEhKw9upJ5Dnn1MncyRJYG7HiH36g+KuvQKejiQwFEEI0IH57+fhVq7XKZPg6sxnNbEa5XPhKSjBER4eowtBR3ooxrEf3J9xk0JEQYSEhwoLL6wv2vDo9PkqcHkqcHjIKNSLKe14jLEb0upNnOVxx5HRWK1Ejzydq5PnH7zmO25FFSHkLCsh85FEgMMYk7JRTQlyREELUXsX41ZqWYa1Ym9xfUnJEx3Q6nezZs+fYi6tE0zSGDh1ap8c8HGNKMsbkZDST8ZiPZTboSYy00C4pgnZJESRFWrAY9CilKHZ62JVvZ8O+YnbmlVFod+OX+V3FUXKuX39M7Y9bD6vPryh2eIixVZ9IVhx/WVMex5eXh6lNa+InTgx1OUIIcUQMCQnowsLQlYfTyvSRkXhzcwPDApSq1XKkq1evZtSoUUyePJnx48fXWZ1z584lKSmpzo5XG/qoqONyXItRj8WoJynSgtPjo9DuocjhCfTCOgIf6zSNSIuRKKuRCLMBnfS8nhClS5aQ8/wLuLZtQx8bQ8zoMcTdeMNBv/eV10ve7Dcp/PQTvNk5mJo3J/7GG4g899wq+7m2byf76WewL1uGZjAQ1qc3Sffdh6lZs1rX5li3jsIPP8KzZw/K7UZR6Z8av0K5XHjz8vDm5NBx3dqjOn+og8CaX+bm/WW7GNo+gc5NAj9E7/yxk/9+t5Eyt5e0WCuPXdiF09olHOtTiVoq/fU3ir/9FvT6wAIBlcZ/CSFEQ6ALCzvo4iZaWBimtDR0NlutwirAmjVrSE9Pr8MKA6666qo6P2Z9YDHqSY7SkxRpDoRXh4ciuwe3z0+hw02hw41e04gsn2nApNdh0GvodRq6Wn5NRO3YV61m9623EXnOCBLuuhP7ypXkPP88KD/xN99cY5ucl18mb+YbxN96K9aePShesICMSfeATk/kiLMB8Ozbx84rrsTUsiVNnnka5XKR8/wL7Lruelp9+UWthhE6/vmHnVddjfJ4QJUHVU3b/3Glz83t2h3T63BMgTWzyMmFr/xKTomLGKuJzk2iWLe3iIe/WIsCIi1Gdubbuf6tFXwxcSAdU2RJvRPBvmwZAFEjRxLWtWuIqxFCiLqladpJu0Sr8nrx2+1oRuMJWa1Q0zTCTAbCTAaSIy04KvW8enx+CuxuCuzuKm30moZer2HQ6dDrNAw6bf/78u1Vtum0Wv/jcTLKfeUVLB060PSppwAIHzwYvF7yZr5B7PjxNQbLok8/I/L880iYeBsAtgEDcG7YQMF77wUDa85LL6Oz2Uh7c3bwe8nYNJU9t96Kc+1arL17H7a2vP/NQrndhA8bRvQloyhdsoTCjz4m9ZWXweej9NdfKfz4E8ytW9Py44+O6XU4pjGsry3aSnaJi7M7JzOwTRwA7/25CwXcMLgVayafxaxxvfH4/bz+y7ZDH0zUGU9GBgDmtodfLk0IIeobb2Eh3sLC/Ss6HaPx48czYcIEACZMmICmacyZMwdN0/jggw/o27cvZrOZDh064HQ6AZg3bx5nnXUW8fHxGI1G4uPjGTlyJCtXrqxy7APHsI4fP57w8HDS09MZPXo0cXFxhIWFMWDAABYsWHBM51FRU1Lz5pgjIw9aE8CPP/7IiBEjiI2NJSoqiv79+/Ppp59W2UcpxYwZM+jduzc2m42kpCQuuOACVq1aVePza5qG1WSgSXQYHZIjaJ0QTny4GYtRj0GnQyMQOn1K4fb6sbu9lDg9FNjd5Ja6yCx2klHgYGdeGdtyStmcVcL6fcX8k1HE+r1FbMosYVt2Kem5ZewpsLOvyEFOiYv8MjfF5dNxeX1+lDp5xtH63W7sy5YRceaZVbZHnH02frsd+4rqX3sA5XajDw+vss0QHYOvfJU4pRQlP/xA1KWXVPnHJ6xrF9ouWVyrsArgWLUKQ3w8qc89S8SwYUSNHBmY3UOnI+KMM0h55BGS/+8hXNu2kT/3nSM48+qOqYf1l805pMaE8cqVPYPjWH7akI0GTBjYAoBhHZLo0SyaP7bnH1OhovYqAquxadMQVyKEqO+UUqjy+U7rC/fu3SiXC1OzZsEbrLSwsGq9cN7cXHyFhRhSmqC3HXzanJtuugmz2czMmTO58cYbGTx4MN7yMHzDDTdw0UUXcd1111FaWorFYuGFF17grrvuYujQoUyePBmTycSKFSt46623+P3339m5cyfhB4SByjweD4MGDaJ79+5MmTKFvLw8pk+fzrnnnsuGDRto27btEb8mFTUNGTSIB26+GVNEBGt27KixplmzZnHDDTfQokULJk2aRGxsLG+++SaXXnopM2fO5IYbbgBg3LhxzJ07l8GDB/PEE0/gdDp56aWXOO2001iyZAk9DjFvt6Zp2MwGbOb9MUIphc8fePNWeu/1+wMf+yo/5g/uA5Tv58NVi9dCp2mY9DqMBh0mvVb+XhfcZmhEPbae3btRHg+mFs2rbDelpQHgTk+HQQOrtYudMJ68mW8QfvrphPXoQenChZT++iuJk+4OHDcjA39JCaamTcl87DGKv/kWv8OBbcAAkh/+P4xNmtSqPl9hIbaBA9FMgfuVKi77O9auJXzIEABixowhb+YblPzwA3HXXXtUrwMc65CAYifDOiQGw+qmzBKySpy0ireRErU/sadEhbE2o/hYnkocgf2BNTXElQgh6jvlcLCpZ69Ql3FY7VetrDZjgN/hwO904i8pPmRg7d+/P5s2bWLmzJn079+fq666ijlz5gDQqVMn3n777WDA8fl8PP744/To0YMff/wRffk8rzfddBMxMTE8/fTTLFiwgFGjRh30+dxuNxdccAGvvvpqcFvLli25+uqrmTNnDk888cQRnXvlmuZ//DH+3Fz00dGYUlOr1VRSUsJdd91F27ZtWb58OZHlQycmTJhA165defjhh7n22mtZvHgxc+fO5corr+Sdd94Jnv+FF15Ily5dmDp1Kh9//PER1alpGga9hkEPtb1zwl855Pr2B1nvgcHX58dT/t6vFE6vD2f59F4H0mkaRr0Oo17DVBFmDTqM5aHWoA99oC0pKcFS6VK+2WzGXMP9Jr7iQHY6sLdUZ7MB4C8trfH4MVddhX3FSnbfcGNwW9Qlo4i77rrAcfMDnYjZz0zH0q0bTaZPx5efR/azz7Fz3HhaffF5reZO1SwWNOP+2Sr04eHoY2Jwb6t6Vd3SuROOv9Yc9niHckyBNdxsxOHe/w2zaFM2AIPbVr3BKqvYidV8Ek7uHAJ+lwtvTg4AxlTpYRVCNF76yEh8RUWBVa+Sko4qhIwcObJKO71eT0ZGBmVlZcGwClBWVoax/A9z6UFCQmUH3ozVp08fADIzM4+4xso16Vwu/ICm19dY0w8//EBpaSm33HJLMKwChIWF8e2336LX69HpdMybNw+Ae++9t8r5d+zYkeXLl9Oklj1sx0qnaej0GkY9UItZuvx+hcfnx+3zB957yz/3BrZVBFqX14fLCzV12WqahlGvofcHhiv8ujSd2MhwUmPCaBoTRnKk5biv+NWmTdUhe5MnT+aRRx6pvmPlG5lqUsPiDn63m51jr8Kbm0vyI49gatUSx6pV5M54HZ3VRvKDDwRukgL08fGkvvQiWvlxTGlppI+5gqIvvyJmzOjDnoepeXNcmzdX2+Zcv6FqTS4XvrKywx7vUI4psLZKsLE8vYDcUheRFiOfrNyDBpzRcf8UHyt35rNqVwH9WsUdU6GidjwZe4HA3IX6k3BCbSHEkdHCwmi/quZxcKHgycrCm5cX6EGsFJq0Gm4w0oWHg6YFptJxudCOYnGU5OTkattMJhO//vorH330EVu3bmX79u3s3LkzOHbS7/cf8XEres98vpp7BQ+noqb333yTbVu2kL5vHzv37KlW044dO4BA8DxQu0p3aR9qv549ex5VjSeCTqdh1ukxG2vuBPOrQC9sIMBWDbMerx+PT6GUwu1VKK+PMpePOb+nk1Gy/+tiMuhY/+jZxzW0bt26lYSE/Z17NfWuwv45h30H/JPkLw9/+ojqQ1NK5i/AtWkTabNnYRswAABb377oIiLImvI40ZdeGuyhDR88OBhWAcK6d0cXGYlz44Zqx61J+JAh5L72GlnTniT+9onow8MJ69GD/DlzKFm0iIihQ3Ht2IF92XJMzY7tqu8xBdbRvZvxr0/WcPZzi7EY9ewtctAq3ha8AevBef/w2arA5emxpzY/1KFEHakYDmBq2iTklzyEEPWfpmk1Ts4fMn6FzmLBEBd32EuSml6PPjwcX0kJvuLio1rNz1DD8qY333wzr7/+Op06daJfv36ce+65dO/enU2bNnHrrbfW6ri6Ol7WtKKmjm3b0qdLF845/3x6DRhQrSZPec/Z4X7/13a/hkanaZgMekyGmgOtUgpPeZAtLbPjLDBwTpcUNuQ4yChwkFHoICHcfNx7WCMiIqr0gB+MMS0N9Ho8u3ZV2e4u/9zUunW1Np69gY6rsAP+8bCW9/K7t20NjC/V6VBud7X2yutFZ67dz1LsuGso+uor8ufOxZW+g7TXXyfmyivInzuXjNvvwNy2La70dJTbTeR559XqmAdzTIH1kl6pFDs9PD1/E/l2N60Twnnlyp7BH4A/d+Tj9fv5v/M7cV63lGMqVNSOjF8VQjRUyu/H7wzcAFbRA3Q4uogIfCUlgVWvEhOPuYZff/2V119/vdrYToClS5ce8/GPtaZZjz6KcjoxpaWhj4ysVlPLli0B2LRpE2eddVaVx959911+/PFHHn/88Sr7dT1g+sMHHngAh8PBc889dxzPKjQ0TcNkCIxt1SsTkRYj/zq7ZXA8qd+vKHJ4QlzlfjqzGWvv3pQs+IHYa68Nfj+WzJ+PLjKSsG7dqrUxtQp8be0rVhJe6YYsx6rVABhTU9HZbFh79aLkhx9ImHQ3uvKbpsqWLkXZ7YT1rt24dn1kJC0+eJ/cV18LLmhhSk2lybRpZE6ejHNDoKc2fNgwYq89+huuoA4WDpgwsCVjT21OidNDXHjVLu0nLupC++QIoq2y2tWJIjMECCEaKr/TCUqhGQxVbuQ4FH1EBB7Kb8Byu4N/eKvtVz4e9XCX83NzcwHo0qVLlbCam5vLrFmzAIIzDJwolWsyJiai3B40i6XGms4880ysViszZ87kuuuuw1reS+1yuZg2bRqZmZm88cYbXHTRRcyYMYPnn38+eAyAbdu28dxzz1ULuycLnU6rdyt0xt9yM7smXEvGXXcTfcko7KtXkzdrNon/ugedxYKvtBT31q0Y09IwxMYSMWwYllO6sfff/ybh9omYWrbC8fff5M6YEZg1oDzkJky6m13XjGP3jTcRd+0EvLl5ZE+fjuWUbkQMG1ar2tx7MjClNiX5oQerbI86/zwihp2Oa8sW9LGxR7Ry1sHUydKsJoOuWlgFOFXGrZ5wEliFEA2V3mrF3L59IJDV8lK1ZjQGxvnp9VVX1zlAxfKp77zzDkqpgwbXQYMGERcXxxNPPEFpaSmtWrVi+/btzJ49m6KiIgAKy+eyPFGOpKbY2FieffZZbr75Znr16sX48eOxWq3MnTuXdevW8cEHH2AwGDj77LO54oormD17Nrt37+aCCy6guLiYV155BYvFwlPlk9SL0LP160fTF18g96WX2XPbRAxJSSTeey9x1wbmFnauW8+uceNImTqV6FEXo+n1pM2aRc5zz5P76mv4ioowNmtG/M03Ezd+XPC41h49SHvrLXKef549d9yJzmIh/IzhJP3732j62t0ov/v669GsYbT67LNqj+msVsJOOaVuXgQAdYzcXp/6fPUetT2nNLjtx/WZavj0RarT/32nrnxjqVqXUXSsT3PcZWVlKUABKisrK9TlHLXtl1+u1rfvoIq+nx/qUoQQ9YTD4VDr169XDocj1KWEjMfjUWPHjlVWq1WFh4er119/XQHqzTffrLbvypUr1VlnnaViY2OVzWZT7du3VxMnTlQ7duxQJpNJDR8+PLgvoIYMGRL8fNy4cQpQO3bsqHLMHTt2KECNGzfuqOo/kpqUUuqbb75RQ4YMUTabTUVFRakhQ4aoBQsWVNnH5/Op559/XnXt2lWZzWaVkpKiLr/8crVp06ajqrGhOdE/F40lZ1S2odspatdtt52Q59KUOvolI4ocHi6b8Ttbs0t5clQ3Lu/TjPTcMs56bjGeSv+9hpsNfHvHYJrF1qOB/QfIzs4O/geelZVFYh2MhQqFzYMG48vNpcUnnxDWpXOoyxFC1ANOp5MdO3bQsmXLKnM/ioZF+Xz4y8rQDIZazZEpDu1E/1w0lpxR2bZzzkUzGmn15RfH/bmO6Ta4mYu3sSW7lO7NounUJHC327t/7sTj93Nxj6b8PfksHr2gM6UuL68uOrqlWfcWOuj6yHyWbss75H5ur59XFm5l2PRFdPy/7xn2zCJe+HELbu/hpx9pLPxOJ77ysU4mmYNVCNGA+J1OXOnpeMt/hx0ppVRgHGs9W7WrLim3G/euXcE7xIUItZTHHsWzbx+7b5tI2R9/4M3PR3m9KL+/xrdjcUxjWH9Yn0VCuJn3b+yHuXwKiQXrs9CAiae3IcJi5Jr+Lfhg2W6WbMk54uPvKbBzzexllDgPP8D9sa/X8enKDG4f3oZTUqNZm1HE8z9uIaPQzlOX1uEYinrs/9k77/CoyuyPf+709N4LvfciVTqIYkHsrhVUELEAVty17Ppb2bWiYl8bNhTsCBY6FlR6hyQkkEJ6m2Qy/f7+mGQgpCfTEt7P8/js5s5773smTGbOnHvO91sjZaEICEBRPa0nEAgE7QF7ZaXTtUcVGdni822FhVjy8lAGBzttK30Vs9lMcXHz7cqjoqJQKpXI1YNVktIl4ycCQZvJXboUhZ+fw/p106bGF0sSfQ4eaPVebXrVZxZXMb5npDNZzSis5GSxgYRQP7pGnRaz7RIZwM+H85p9XbtdZvWuLJ5e2zzh2lKDmY//OMkjF/Zm3gSHJtnY7o43vKXrjvDwhb3rHQrraJw5cNXRtPUEAkHHxm4wALT6VrciMBDy8rBVVCDb7bXE0H2N3377jUmTJjV7fXp6Op07d0auMR1oQGNUIPA0psNHmr+49R2oQBsTVp1agc1+OoAtxxxV1PO71/52XFxpRtsCEd7DueX84+sD3DSqE+d3j2T2+381ul5vtHLDyGSm9o2pdbxLpEPH72Sx4dxIWLOyAKEQIBAI2h9tTVhrPM1liwV7RQXKZoiye4tBgwbx888/N3u90zWrpsJaj9mBQOAN+hw+5LG92vSq7xwZwO6TpVSZbejUCr7anY0ETDnDmvV4QQU7ThQzIKH5t6gTQv3Y8uBE4kL8muxdBUgK9+f/Lh9Q5/gPB3NRKyW6Rta1LuuICEkrgUDQHrGbzdXe5hKKeixYm4MkSSiDg7EWFWEr1/t0whoWFsbUqVNbfF5NhbW5kkMCQUeiTQnrJQPj+b/vD3HJK9sI9dewN6uU2GAdE3s5/HFf3ZTKe7+mY7PLXDWs+aKxof4aQtsSGLBu/ym+2p3N7DFdCPGvX4DaZDJhMpkA0Ov1bdzR+5hrElYxcCUQCNoRzuqqn65NyZgiKAiKirDry5HljmdPXdPDiqiwCs5B2vSqv+38LmSXVPHeb+lAJaF+al68djDq6tv/q3ZkUlRpZs7YLvxtpOea4NfuP8XClXsY2SWchy/q1eC6pUuX8s9//tNjcbkbS7Zj6EpUWAUCQXtCbmM7QA2KgAAkpdIh/2QwoGymvWu7QVRYBT5G6tRpzV8sSXT/+adW79Xmr2mPX9qX28d1oUBvoldsEDr16T+k+y/oRffoQPrEee7WzP+2HefptYcZ1TWCt28e7hwIq48lS5awePFiAAoKCujevbunwnQLNT2sGpGwCgSCdoQMoFC0OWGVJAlFUBC20lLsen2HS1iV4eEOFZgO9rwE7ZeaVsRGkSSHG10bByFdcl8hPtSP+NC6fUeXDop3xeWbhSzLPPntQT74/QQXD4zjhWsGNZqsAmi1WrRaxzCW0Wj0RJhuw24wYKuWSREVVoFA0J7QxMcj1wwWtRFVRATK0NAOKayvDAyEwHNjJkPQPui+vv7hQdlux1ZaRtXuXRS+/TZ+AweR+MrLbdrLJQlrvt7IR9tPsv14EQV6ExqlgsggDaO7RnDF0MR6k1lX88yPR/ng9xPcdn4X/nFxnw7Xu9QUTg3WwEAUPjxsIBAIBPXhKhmq1g5tCQSCltNogSwpCb8B/fEfOYr0K6+k6J13iLzjjlbv1eaEddORfO5duZtKk5UzFbaO5cPvaUW8ueU4L147uI7kVFvQGy2k5FfQKdyfiEAtB3PKeGNLGgMTQ7h4YBy7M0trre8RHUiQrv7Bq46CUyEgMfGcS9YFAkH7xdc1U30FWZax6/WgVKLw9xfv84J2g65XT/zPG07ZF196L2FNzddz18e7MFltXDE0kUsHxZMU5oeMQ/v0u705fL07m/tW7ua7e86vZSbQFg5kl3P929t59qqBXD08iR8P5CLLsC+rjCte+63O+k/vGMXobhEu2dtXMQtJK4FA0A4xnziBbLGiToh3Wc+pbLFgLSxENlvQdPJt16tmY7U6LVl1/fp5ORiBoGUo/AOwnDrVpmu0KWF9bVMaJquN/17pSBzPpFtUIJN6RTOqawQPf7GPt7els/SKulqpTTG6WwQZ/7m40WOLL+jF4gsaVgM4F7Bk1SSsnusbFggEgrYg2+3YDVUg210rhi9JWIuKARm72YxCo3Hdtb3EmRqsoroqaE9YcnIw/PEHqoi2FQ7b9A7xa1ohvWOD6ySrZ3LN8CTe/zWDbSkFbdlK0AQ1LQFCIUAgELQXZKPRkawqlUguTCollQpFgD/2ykrs5eUoIiObPqkFZGRk0KVLF2655Rbef/99ACZOnMiWLVuQm2E/KUkSEyZMYPPmzc3e80wNVqPRSGFhIYmJiQC8//77zJ49m/fee49bb721hc9GIGg9BS83PEgl2+zYiovQ/7weu8FA6FVXtWmvNiWsJZUWzusc3uS6rlEB/Hwory1bCZrgzB5WgUAgaA+cacfq6qqhMigYe2UltvJyVC5OWOvj73//O7fffrv7NqiusO49coTrLriAJ554wpmcjh8/ng8//JAxY8a4b3+BoB4KX38DJAma+KKm69+fyLsXtGmvNiWsYQFqjhdUNrnueEEloQ24TQlcg7BlFQgE7Q27iwwD6kMRHAS5p7AbDMhWq2tbDuph2rQWCKi3gpoK6/5jx8jIyKj1WNeuXenatatb9xcI6iNyQSNJqEJC4e+Prndv/EeObPOX0jb9BY/pFsk3e7L5YmcWVw6rv7L35a4sDueWM9ODmqznGvbKSmwlJQCo48XvWSAQ+D6yLGOvdBQ8JDcI4Ss0GhQ6HXajEZtejyoszOV7eBLZ6qiwtlV8XSBwJVFtrJq2hDa98u+a2A21UsFDX+zjwVV72XQ0n9R8Pan5FWw6ms9Dq/fy4Op9aJQK5k9s3y5SvkyNQoAiOBil0GAVCATtANlsdgwSSRIKnc4te9RoUi+6/34kSeL333+vs+b5559HkiS+/fZbZFnmnXfeYdy4cYSGhqJWq4mLi+P6668nNTW10b0mTpxYp4JUWFjInXfeSXx8PP7+/kyaNImdO3fWe/6ePXu4/vrrSUxMRKPREBwczJgxY/j8888dC2xW5v7979xR7c44e/Zs537vv/8+kiQ5+2lrWLduHVOmTCE4OBg/Pz8GDx7Myy+/jN1ud67JyMhAkiSee+453njjDfr3749OpyM+Pp57770XvV7f6PNujLy8PBYtWkSvXr3w8/PDz8+Pvn378tRTT2Gt6cmtRq/Xs2TJEnr06IGfnx+dO3dm/vz55Obm1lqXkpLCLbfc4vyd9u3bl//+97+YzeZWxyloO/qNGylesaLWsco//iRr4SL0Gze5ZI82VVh7xATx8vVDWLhyD6t3ZfHFrqxaj8uAv1rJ89cMpldsUFu2EjSCaAcQCARtpeb2fL0olSiqXQGbXKtQ1EpAG1prN5mR/P1RaDROHVZ7VVW9vXCtbRlQBgdjKy5m9o03svy99/jwww8ZPXp0rTUrVqwgJiaGGTNmsHjxYpYtW8bll1/O008/DcDWrVv57LPP2L17N4cOHULRzApnRUUFY8aM4fjx49xxxx0MGDCADRs2MGnSpDpr//jjDyZMmEBSUhJ33303UVFRpKWl8dZbb3HttdeSmJjIyEGDmTt/Pn6Rkbz97rvMnTuXcePGNbj/888/zwMPPED37t15+OGHCQwM5KuvvuK+++5j06ZNfPHFF7Wey2uvvYZer2f+/PkkJSWxevVqXnnlFcrKyvjggw+a9ZzPpKysjJEjR1JSUsL8+fPp0aMHhYWFrFixgscffxylUsmjjz4KQGVlJSNHjuTIkSPccMMNjB07ltTUVJYvX86WLVvYvn07wcHB7N27l3HjxmG325k/fz7du3dn48aNPPLII+zbt4+PP/64xXEK2oZss5HzyBLKv/8eTdcuhN98s/MxU1oq+h9/RP/TT4Reew1xTzzRxs1cQH65UV728zH5b2//Lk95frM8+blN8vVv/S6/+PNRObesyhVbuJ28vDwZR44t5+XleTucFlH04UfyoV695cy77/Z2KAKBwAepqqqSDx06JFdVNfx+fKhX7wb/OzF3bq21hwcPaXBtxo031Vp7dNToBtcev/KqWmtTJk2ud11rsdvtst1ul2VZlocNGyaHh4fLJpPJ+fjevXtlQH7wwQflwsJCWaVSyZdeemmd61x99dUyIO/cuVOWZVlOT0+XAfmWW25xrpkwYYJ85kfqk08+KQPyW2+9VetaDz74oAzIEyZMcB6bNWuWrNVq5ZycnFprv//+exmQ77nnHuex9957Twbk9957r8FjaWlpskqlkvv27StXVFTU+n3ceOONMiC///77tZ6LTqeTMzIynGttNpvcs2dPWa1Wy5WVlfX+fhvjpZdekgH5iy++qHW8pKRE1mg08oABA5zHHn/8cRmQ33jjjVpr33zzTRmQly9fLsuyLI8fP17WaDTy3r17a627/vrrZUA+cOBAi2Jszt+FK2nPeUZDFH+6Uj7Uu4+cOuNiueynn2o9ZjOZZP2WLXLaJZfIh/r0lYtXftamvVzSDBMVpOW+qT34+PZRrF88gQ33T+STO0axcGpPYoJ1vPjzMf5vzSFXbCWoB2eFNf50hdVqszdLXkUgEAg6KpIkOW+bz5kzh+LiYtauXet8vKZyOHv2bCIiIigrK+Ojjz6qdY3S0lL8qyu8FRUVzd77yy+/JDQ0lDlz5tQ6/vDDD9dpHVi9ejUnT54kLi7OecxqtTpv3bdkX4CvvvoKq9XKkiVLCDijP1iSJJYuXQrAZ599VuuccePG0alTJ+fPCoWCoUOHYrFYKCoqatH+APfeey95eXlcfvnltY4XFhYSEhJS6zl99dVXhIeH11FZuOWWW/jzzz+56aabKCwsZNu2bVx00UUMHDiw1roXX3yR/fv30727aD30NKWrV6MMDqbzxx8RfNbgoUKjIXD8eJI/+ABFYCClZ73mWop7xyar+eTPkxRVmPjHJX09sd05x9ktAdtSCrjl3T/pnxDCnRO6Mb1fLEqFEJoWCAQN02tX/b2VACiVtX7s+esvDa8965Z59w3r6yyRbTZkswXJ36/W8a7fr2lSHqc1yLLMtTNncv/99/Phhx9y+eWXY7PZ+OSTTxg9ejR9+vQBQKfT8c0337BmzRpSU1NJT08nMzPTmWCe2fvZFGlpafTs2RPlWb+7iIgIYmNjax1TKBQUFxfz/PPPc/DgQdLT00lLS3P2Zdrtdmx6PSgUyM2IIS0tDYB+9ThiJSYmEhISQnp6eq3jZ8cEoK1uA7FVS2q1FKVSyXPPPceff/5Jeno6qamplJeXAzi/BACkp6fTv3//Or8rrVbLeeedB8DOnTuRZdn5b3UmMTExxMS4zv5d0HzMJ07gP3IEytDQBteowsPxHzqUyu3b27SXRxJWgXuxZDl6h9WJjoT1g98ysFdb1d718S66RAbw3T3nE6gV/9wCgaB+WtIn2ta1trIyLKdyUPj5oezW7fRaP786a12BOTUNf5ORyy+9lC+/+YaSkhK2b99Obm4uTz31FAAWi4VZs2bx/fffM3z4cIYPH85VV13F0KFD+f77752VyZbQ0F2usxPfjz/+mJtvvpno6GgmTJjAddddx4ABA0hMTHQmbOYTJwG5WXfOatY0JCNkt9udyWgNze3NbS4HDhxgwoQJGI1GJk2axLRp01i0aBFjx45lwoQJtdZaLJYmJY8sFgvQ8HMSeAdJpUI2VDW5TnaBm53IYDoAZ1ZYy40Wth4rBODGUcms2XeKzhH+tZJVk9WGVqWs91oCgUDgbmoGsSQ3JahnI/n7gcnILVdcwcpVq/j666/ZsGEDAQEBXHvttYDjFvn333/PI488Uic5PXv6vjn06NHDWSXVnOHiVV5eTn5+Pr179wbAaDQyb948unfvzl9//UXwGUovv/76q+P/2O04Wh+bl7B1q/4ScODAAQYPHlzrsZMnT6LX60lOTm7xc2oJCxcupLS0lAMHDtSqilosFgoLC4mOjnYe69KlCykpKdjt9lqJs8Vi4YYbbmDKlCnO1oKjR4/W2Wvfvn0sXbqUefPmMXHiRLc9J0FddH16Y9i5E3NGBprOnetdY8nJwfDnX/jVU/FvCULQrZ1jq6jAVlYGOBLW9YfyMNvsdIsK4KmZ/fn14cn836wBzvWnyqoY9fQGlq49TF650VthCwSCcxh3GgbUR43c34RBg+ncuTOffvop33zzDVdddRVBQQ4Fm8JCxxf9s/sjU1NTWb16NUAdKabGuPbaa9Hr9SxbtqzW8eeee65WlbSqqorKyko6d+5cK1m1Wq0899xzwBnVRYUCldphwtNYe8KsWbNQKpU8/fTTVFaeNveRZZnHHnsMgKvaaJPZFIWFhQQEBNQxNHj55Zepqqqq9bu8/PLLKSwsrDPl//nnn7Nq1SoMBgMxMTGMGjWKdevWcezYsVrrXnnlFVauXElISIj7npCgXkKvvx7ZbObEnDmU//gTdpPJ+ZjdbEa/cRMnZ89BNpkIvf66Nu0lKqztHEt2DgDKkBCUgYHklJ5Co1Rw8cB4JEkiQKsi4Izq6le7sykxWHhz63He/TWdWUMSmDu+G92jA731FAQCwTmEbLNhr3J8WfZUwqoICEBSKJBtVm7+29/4V7Vk1ZkDUdOnT0er1XLfffeRlpZGXFwcBw4c4N1333UmjKWlpc3ec9GiRaxevZqHH36YgwcPMmrUKH777Te++uqrWv2bYWFhjB8/np9++onZs2czduxYiouL+fjjjzly5AgKheL0viqVs1fzo48+QpZlbj5DRqiGbt268X//938sWbKEwYMHM3v2bAIDA/nmm2/YuHEjl1xyCTfeeGMLf4stY+bMmfzrX//iggsu4LrrrsNut7Nu3Tq+//57/Pz8KKsutAA88sgjfP3119x6661s3bqV4cOHc/ToUV5//XWGDh3KnXfeCcDy5cuZOHEiI0aMYMGCBSQnJ7Nx40Y+//xz5s+fz5AhQ9z6nAR1CZ42DcP111Hy6UqyFy0ChcLZz2orK3NYCssyYddfR8jFF7dtszZpDDST4f/3s9zlkTWe2KrVtFe5ifINGx3yMLOucB4rqzLLxRWmetfbbHZ5/aFc+arXf5U7PbxG7vTwGrnzI2vkOz74S955othTYQsEAg/iafmexrDq9bJh/3656sgRj+5rOnFSNuzfL6f89ZesUCjkbt261Vmzfv16eezYsXJwcLAcHBws9+vXT/773/8u7969Wwbk2267TZbl5slaybIs6/V6+f7775cTExNlrVYrjxgxQt62bZuckJBQS9YqNzdXnj17thwfHy9rtVq5U6dO8pVXXinv2bNHHjNmjBwcHCwX/vmnbExNlS0Wi3zDDTfI/v7+cmBgoHz06NF6pa5kWZa//vprefz48XJgYKAcEBAgDxs2TF6+fLlss9mca+p7LjXccsstMiCnp6e3+PdtsVjkf/3rX3K3bt1krVYrx8XFyRMnTpS/+uor+dFHH5UBedu2bc71xcXF8sKFC+VOnTrJGo1G7tatm3z//ffLJSUlta576NAh+eqrr5YjIiJkPz8/eeDAgfJrr70mW63WFscoZK1cR9lPP8knZs+WDw8YKB/q3Uc+1LuPfLj/ADn9hhvksnXrXLKHJMvu1z4679/rKaowcXxpG7NrN5Kfn+/85pqXl1erv8aXKV7xIXlPP03QtGkkvvJyi87deaKY1zcfZ/3hPAD8NUr+eHQKQTq1O0IVCARewmg0kp6eTpcuXdC5yVWquVjy87Hm56MMCUGTlOSxfa2lpViyslBotWh79PDYvq7AWlyMJScHZVAQmjOkpwRtw9N/F+01z2gp1pISsNlQhoa2edDqTFp0pevfap0kQZnB0qrzBE1z5sBVUYWJiEBtE2ecZlincP53Szip+Xre3HKc8EBNrWR145E8xvWIQq0Urc4CgcA1eLp/tQZlUBAWScJuMmE3mWo5d/k6srVaVkopuvgEvonx6FHMaWkEz5iBKiwMgKr9Byj/YR0hl1yCrh45spbSolf/9vSWiwfXIIQo3IMlx5Gw2mPjGP2fjfSKCeKj20YS4t/8Kmn36CCevXpQrWN/ZRQz5/0dJIT6cfu4Llx7XhL+GvFmKRAI2oYqKhq7vz+KQM/2zUtKJeq4OBQ6HdIZU/vtAWVQIJJSgeTFJLu4uNipC9sUfn5+YgDqHCL/xWUUvf022p49CZ4xw3ncePgQxe++R/EHK4heeB8RZxlDtJQWZSDPXjWo6UUCj2KurrAesAVgttoxmK0E+7U9sSzQm4gM1JBdWsU/vzvESxtSuHl0Z24d05nwgPb1Zi8QCHwHZYA/ygDPVldrUIWHe2XftqLw83ObRm1zueKKK9iyZUuz1t5yyy2tkgITtD/K162j6K23UEZEEHrFFbUeC5oyBWw2Cl57jfwXXkSdlEzw9AtavVeLMpurhiW2eiOBe6hRCVhf4rhtf/GAOJcIK88YEMfk3tGs3pnF29uOc6LIwMsbUnhraxrXDk/iwQt7CyMCgUAgOEd4/vnnKSkpadba+Ph4N0cj8BWKP/wIyc+PzitXoklMqPWYKiKCsOuvJ+D88zl+6WUUr1jhuYRV4FvY9Hrs1dIg6wodSeqMgXGNndIidGolN47qxPUjkll34BRvbEnjQHY5m44W8PilbRMAFggE5x7WkhIkhcIhM+XCYYyWYKs0YCstQREQgKoRO0lfwlZRAZLkaGdQesf0ZdiwYV7ZV+DbmNPSCBgxok6yeiaapCT8hw/HsGtXm/YSCWs7pmbgyhoUQjlqukYF0CsmyOX7KBUSlwyM5+IBcfyWVoTJakOpcCTIsizze1oRY7pHunxfgUDQcZBlGWteHrLViqZLF5ReSljthkpsJSXIFku7SVgt2dnIFgvarl2RPDysJhA0RnNlpiStts2zTGL8ux1Tk7AWBjr6slzVDtAQkiQxtnskk3s7ZDlkWeY/Pxzhb//7g5fWpzTL41ogEJybyBYLstXqqBR6sR+zxvXKXlmJbLN5LY7mIsuy4/cG4KUkXyBoCG23bhj++gtrtVNcfdjKyjD89Reaasvg1iIS1nZMTcKapnC8Ac8Y4Lp2gOYSWK0c8OL6Y/z7+8MiaRUIfBhv/n065ax0OiSF9z56FFotkkYLsoy9osJrcTQbux2q/9281Q7QURGfV20n9MorsBsMnLxjLlUHDtZ53Hj0GJlz52GvqCD0illt2kt8XWvH1CSs/Yb24tYxnekd6/p2gMaQJIl7pvQgQKviX2sO8b9f0qkwWfn3rAHOlgGBQOB9lNWJjsViwc9L1U17ZY3+aoBX9j8TZXAQ1kITtvJylD4uv+SsAksSeDHR74jUWO4q28EXgYpt2yhY9hKmtDSU4WGEXXsdEXPvaPCuqmy1UvTue5R+sRprfgGaTp2InHtHLdmps8lbupTiD1bQ58jhZscVeuWV6DdspGLTJjKuuQZVRASqeEfxzJqbh7WgAGSZwIkTCb3uupY96bMQr/52jDnLkbD2GtyTJy/r59Z2gMaYc34XnrlqIAoJVv6VyX0rd2O22r0Si0DQWkzHj5N1z72Yjh/3diguR61Wo9VqKSsr81pVSTZUAqDwkqTVmTjbAvR6ZLuPv1dVtwNIKpXX3uM7IrIsU1ZWhlarRa32bXdHw67dZN61AE23riS+8jIhl11GwbJlFL35ZoPnFCxfTsGyZYRcehlJry7Hb/AgshffT/kPP9a/x19/UfzhR62KL3H5K0Q//BCapCSshYUY9+3HuG8/1vx8VDExRD9wP4mvLm/z61dUWNsxNRVWTaL35cauGZ5EgEbFws92s2bfKUxWO2/dNEy8wQraDSf+dgO20lIsp07RZfUqb4fjciIjI8nOziYrK4uQkBDUarXH/j5lqxVTVZXjB4UCyWj0yL4NxiNJmBUKZKsVW0kJygDvV30bwlZVhcVud1SXvPx76wjIsozFYqGsrIyKigoSEhqebvcVCl99FV3v3iQ88wwAgePGgdVK0VtvE37rrSjqsZUt++JLgi+5mKi7FwAQMGYMxsOHKfnkE4IvnF5rrd1gIOfRv6OKjsaam9vi+CSFgohbbyXi1lux5OU7qqo2K6qoKNTVEmeGHTsoWfkZCc892+Lr1yAS1nZMVWYWCiDPPxzPesbUz8UD4wjQKrnr413MGBArklVBu8FuMmErLQUcFoMdkeDqqmJhYSHZ1V92PYXdaMRWXAxKFWp1pkf3bghbWRl2kwml1ep1Uf7GsBsM2EpLkbRaVL5eDW5HaLVaEhISnH8XvordbMbw559E3nNPreNB06dT9L93MOzYSeD5Y+ucJ5vNKM9yk1OFhmE5darO2rxnnkEVGUnA6FEUvvZ6m+JVx0SjjokGHHJsxR99TOlnKzGlOe5ciYT1HMRWXo6i0jEw8F2unYXeDcfJxF7RbH1oEpGB7cenWyAwbN/u/P+hl8/0YiTuJTg4mODgYCwWCzYPT8hb8vOxFRWh69LFo/s2hN1sRvJglbm1mDOzMBw/jiosjEAf+d21d5RKpc+3AdRgycxEtljQdO5U67gmORkAc0YG1JOwhs++laK33iZw0iT8hgyhYtMmKn75hejFi2qtq/j1V8q++ZYuX35B+ZrvXRJz1f4DlHy2Ev3addiNRsfQoEJBwMiRbbquSFjbKaXHMxz/qwlg+nDfehM7M1nNLzfy6FcHeHpWf6KD6962EAh8Af36DQCE/e16Yh9/3MvRuB+1Wu3xD2xdcjJUf8j6BPXcRvVFdD26E9yju7fDELgYvV6P7ozXoFarRautW+ixlZcD1KmWKqrbWBpSugi78UYMO3aSecdc57GQK68g4rbbTl9br+fUPx4j6p570Lbxy5DdaKR8zRpKVn6G8dAhx0FZRtOtKyEzZxJy2WWoY2LatIdIWNspe/48TDxQGhLJKA+rA7SEB1bvY+uxAlLy9Xx020iSwr0/cCEQnIksy1RUe6QHTZ3q5WgEnsZuNmPJzm7zB7ZA0BK6d6/9JeSJJ57gySefrLuwZkiyoTsB9ShH2M1mTtxwI9bCQmKffBJN1y5U7dpF4RtvovAPIPbvjwKQ9/RS1DExhN96S6ufhyklhZKVn1H23XeO5PmMeDuvWoVff9e5YoqEtZ1ybN8x4nEMXPnyLa1/X96fG/73ByeKDFz9xu98dPtIukf7QsetQOBAkiS6fP0VFZu34H/eech2O3ZDFcpA3x3EaU9U7d9P4WuvEzhxImHXXuPtcGph2L2bzNtuRxkVSbcffvDJ91LDrt1gs6Lt2dPnJbgEzSc1NZWoqCjnz/VVVwGUQY6ClO2sSqq9srL68bqfp/off8J09CjJ775DwJgxAASMGIEiKIi8p/6P0KuuwpKTTfnatY4BU7vdoZYhO3qkZavVMRzZgIyabLFQ/sOPlHy2kqpdu0/f8j9/LKFXXEHxByuo2rvXpckqCFmrdoneaEGf4RhciO/V1cvRNE5SuD+r7hxNj+hAcsuNXPvm7xzILvN2WAJBLVTh4YReMYvSL7/i6NBh5P37394OqcNQuX07FZs2UfnLL94OpQ7aHj2RLRYsJ05iTkvzdjj1kv/f/3Lippsx/PWXt0MRuJCgoCBnT3lwcHCDCas6ORmUSiwnT9Y6bq7+uT73KEtODgB+Q4fWOu5/3nmOc9NS0f/4E7LJxPFLL+NI/wEc6T/AOXB1pP8ATj3693rjyX/uOVImTCTn4Yep2rkLTXIyUQsX0n3jRpLfeovgCy9EclO7kUhY2yEbj+QTWVEMQExP37+NFROs47N5oxmQEEJRpZnr397Ojoxib4clENRBGRqKbDRiSknxdigdhqqduwDwGza0iZWeRxkYgP+Y0cDpPmZfw1pSAoAyPNzLkQi8gUKrxX/4cPQ//VxLQ1n/448ogoPxGziwzjmaro68wLBjZ63jVbt2A6BOTCTy7rvpvGpVrf9Cr74agM6rVhF59931xlP0zrvYjUbCbriBzis/pdsP64icN9epDOBORMLaDimqMBNf5Uj4NIm+ryEHEB6g4ZM7RjKiczh6o5V/fncIu13Y4gm8iyk1lYwbb6T4k08A0Pbo4Tielub7gvLtANlux7Db8SHpP2yYl6Opn5q+Zf0G30xYbcWO93plWJiXIxF4i8j5d1K1bx/ZCxdRsXUr+S+9RNE77xI5by4KnQ5bRQVVe/ZgrX6tBE2ejG7QQHIeeoiSTz+lcvsfFL71NnnPPONQDRg4EE1iAn4D+tf6TxXtSDr9BvRvNLeQq6oo/2EdJZ+upHxdtRKABxAJaztk9tjOdLY6JgfV7UD0uIYgnZoP5ozguvOSeOvmYSiEfavAy+jXr6dqx04qt2wFQJOchKRWI1dVOY05BI1TZrBgtdWf3JuPH8deVobk54eud28PR9Y8giZNAknCuH8/llaIprsTu9nsnAJXiYT1nCVg1CgSXn4Jc3o6WQvupvy7NUQ/+KBz4t948BAZ111PxWbH8KikVJL8zjsEX3QRha+9TubcuZR98w2Rd95J4kvL2hRL940biFywAIVWR9k335B9/wOkjBvPqSeepGrv3rY+1UYRQ1ftEHtZGXJ1w3V7SlgB/DRK/nNl7VsYJ4sMJEcI9QCB56m5DRw4dQrgsL/UdOuG6cgRTCkpaJKSvBmez7PpaD5zV+zg0kHxvHDN4DqPG2raAQYNcltfW1tRRUbiN2QIVbt2od+wgfAbbvB2SE5s1e0AKJUofFzgXuBegqdNI3jatHofCxg5gj5HDtc6pgwMJPaxfxD72D+avUfUPXcTdU/9rQA1qOPiiLp7AVF3L6Dy998p/fIr9OvXU/r555SuWoWmSxfs1VJcrkZUWNsZWSUGzFmOyo8yMrJeS7b2xJp9OUx6fjMf/p7h7VAE5xiWU6cwHjgAkuSoslXjbAtISfVWaO2CAr2JB1ftxWKT+WZPDvn6urcFq3Y5euj8hw7xdHgtoqYtoMLH2gLObAdoaGJbIPAWAaNHk/DsM/TYtpXYJx5H168f5uPHsRYWApBxg6PdqqZVoa2ICms7otJkZcrzW5hRcoS5gDoh3tshtZl9WWXY7DKPfXOQcqOVBZOEQLbAM+g3bgQck7SqyEjncW21PqIYvGoYWZZ5aPVeCivMANjsMl/tymbehNoTy7LNjqTR4DfUN/tXawi64AJks4mgKVO8HUotaj7oRTuAwJdRBgYSdt11hF13HabUVEpXf0HZmjVU7dpF1e7d5C39DwGjRhFyycWEzGy9k6DPf2XLKa1iwJM/8ntaUZNrv9qdxbQXttDrH+uY/NxmVv55sslz2hMbjuRjstoJ1zu+vWjaWTtAfSy5qDf3TnFUtJ798Sj/WXek1iSkQOAu9OvXA9RJUvwGDSJw6hT8fXCq3Vf4Pa2ITUcL0KgUzBnrmEj+clfdnt+E556l546/CBg5wtMhtghNYgKRd97prK77CtouXYh5/DHC58zxdigCQbPQdu9OzCMP02PzJhJefonACRMAqPzlF3KWPNqma/t0hTWrxMDN7/6J3mhtcu33+06x+PO9zB7ThQm9ovjpYC6PfLkfnVrJ5UPaf2IHsHbfKQCGaR233tQJid4MxyVIksTiaT0J0qr499rDvLEljQqThX9d1l8MZQnchq2sDMOfDl3LoCmTaz0WMGokAaPa5nnd0RnTPZI3bhxKqcHCxQPjiA3RNvg+q9BoPBxdx0EdH0/43/7m7TAEghYjqVTOvltrYSFlX39N6ddft+maPpmw2u0yq3dl8fTaw00vrub5n44yo38cj1/aF4AJPaMorbLw4vpjHSJhrTRZ2XQ0H4DOFofwfnsbuGqMO8Z3JUCr4u9f7+ej7SepMFp5/prBKEXSKnADtrIyAsePx1pQgKZTJ2+H0y65sH+c8//PHV9XvFy2WHx20Ko+ZJsN/Y8/ot+8mbh//avdzwcIBL6CKjKSiNtvJ+L229t0HZ9sCTicW84/vj7AlUMTebGeydOzySw2cLywkun9Y2sdn9E/jhNFBo4XVDRwZvuhph2gc4Q/uiJH4tqRElaAv41MZtm1g1EpJMIDtIhcVeAuNMnJJL3+Gp0//6zex2VZxpKb6xweEDhY+edJ8subp7mYcf3fOH7ZTKoOHHRzVC5CoSDv2eco//Y7DDt3Nr3eAxgPHcLw119Yi5puiRMIOjo+mbAmhPqx5cGJPHZJX3RqZZPrU6sT0q6Rtb2/O1VLJaUXVro+SA9T0w4wo3+sUx+yoyWsADMHJ/D1grH84+I+PunrLehYNDR5nfvkP0mdOImSlfUntOciW48V8MiX+7nwpW0UV5rrPL7hcB7Xv7WdL3ZmYauoxHjoEKZjx1BFRngh2pYjSRL+QwYDDl1LX6Dw9Tc4cdPNlP/4o7dDEQi8jk8mrKH+GuJC/Jq9vrzKAkCgtnaHQ83PFab6e2BNJhPl5eWUl5ej1+tbGa37ObMdYEYnf+wGA9AxVALqo39CiLN/1WS1sXTtYcqq/40FgrZiPnkSc1ZWo2s0ycmAwwlLAMWVZu5f5RAFv2RgHOEBdftSD58q5/fjRXy2I5OqvXvAbkedkIA6NrbOWl9F168fAMaDvlEVtpZUqwQIW1aBwDcT1pZSM1R+dkGuZta8oUrd0qVLCQkJISQkhO7dfVdOSatS8NbNw5k3oStdbQ5BXlVUFAqt1suRuZ/Hvj7Am1uPc8P/tmOy2rwdjqADUPjWW6RNnUbhG282uEbbs1qLNVVIW8myzMNf7KNAb6J7dCCPzuhT77orhyWikODP9GJyfvkDAL92prTgawmrrdhhHKAMEwmrQNAhEtZgP0cl9Ww1gcrqymqQrv7ZsiVLllBWVkZZWRmpPlxJUSkVTOgZxZKL+mDNzgE6ZjtAfcw5vwth/moOZJfzzZ4cb4cjaOfINhsVGzcB4Dd4UIPrauSNzBknkM11b3+fS3z6ZyY/H8pDo1Tw0nWDG2zTigvxY3zPKADyftkOgL+P66+eja6vY2jXkpWFrbTUu8FwpnFAqHcDEQh8gA6RsHaNDATgRJGh1vGan3tEB9Z7nlarJTg4mODgYIKCgtwbpIvoyP2r9dE7Npg7q8XI3956HLtdaLQKWk/V7t3YiotRhITgP6zhZEoVE4MiMBCsVkwZGZ4L0MdIza/gX2sc1caHLuxFv/iQRtdfMzwJpd1GUPpRgHanZasMDkZd3Q5iPOTdPlbZZsNW5lCEES0BAkEHSVg7RwaQHO7P2gOnah1fe+AUXSMDSAxrvz71m47k8/TawxzKcbQCnGsJK8D1I5MJ1KpIya9g87F8b4cjaMfo1zusN4MmTmhUckmSpDMsWs/dtoBl649htNg5v3uk0yCgMab0iWawKQ+t1Yw9IBBNt7pyV76Orp+jympKT/dqHLayMme/mzI01KuxCAS+gE/qsDaF3mghJb+CTuH+RAQ6+jjvmdydB1fvI8x/P1P7xLD+cB7f7zvF8r/5tod1U3z2VyY/HMxFpZDoGx+MOdsxLHIuJazBOjU3jEzmza3HeWPLcSb3jvF2SIJ2iCzL6Ku94gObYcGp7d6dqt27z+nBq2euGkhMsI6547s2y8hDq1Iyrl8CPx8aTmxUMP0aUGHwZWIeeIDYxx/3uh2qsx0gJARJ1S4/qgUCl9Iu/woOZJdz/dvbefaqgVw9PAmAq4cnYbbZeXvrcT7fkUVyuD8vXDOISwa230n6WuoAAxwi3c4Ka+K5k7ACzB7bhXd/TefP9GJ2nyxhSLLw1ha0DNOxFCyZmUhaLYHnn9/k+sBJE1EEBREwcpT7g/NR/DUqHrukb4vOmX7p+Twph/G3kcluisq9+EoxQBkRQewTjyPb7N4ORSDwCXw+YR3dLYKM/1zc5DGAG0Z24oaRHce1ZmO1WUCnCH/6xQc7xMyrh640PvKm6iliQ3RcNSwJq81OREDHV0cQuB79hvUABIwdi8K/6TahoMmTCZo8ucl1HY1Sg5nv9uZww8hOrbJH7hMXzGfzRrshsnMLVVgYYddf7+0wBAKfwecT1nOZtfurzQIGxCFJEtbiYuSqKgBU8e23ctxanp7VX5gJCFpN+M23oO3aDWW4qM43hCzLPPrVftbuz+Vwrp6nZw1o0fm20lIsubloe/RAUjZt+uKrFL33PhVbtxC1YAH+w4d7OxyBQEAHGbrqiBjMp9sBLj6rHUAVHY1CU1e4u6MjklVBW1AGBhB84XQCRoxo9jnWkhIq//zznLFoXb0zi7X7HT3z152X1OLz9Rs3kX75LDLvmEthhYm3tx7nSG65GyJ1L1V792L4fTuG3bu9FoMpLY3KP//EkpfntRgEAl9CJKw+ysYj+Rgtp9sBwKENCL7TY+UtDp8q54FVeymsMHk7FEEHJ/ve+zh58y1U/vqrt0NxOxmFlTz5rUPCavEFPRmYGNriaxh27QQck/ZPrTnEv9ce5uPtJ10ZpkeoUQrwpkVrySefcvLmWyj55FOvxSAQ+BIiYfVRKk1WIgM1znYAOHPgKtGboXmdJV/uZ/XOLFb8fsLboQjaCaeefJKC5a9iLSho0XnaHg4HvI4ubWWx2Vn42R4qzTZGdgln3vjWyVFV7XJUJP2GDuXqYY4K7Td7sjFa2pdLnZ8POF7ZnLasooVFIACRsPos156XzB+PTuXuSactY81ODdZzr3/1TOaO7wrAit8zMJitTawWnOtYS0ooXbWawuXLsRuNLTr3tBar66StTFYbpQbfcs96ZUMKezJLCdapePHawShbMWxlLS7GfPw4AP5DhjCmWwQJoX6UG638eDDX1SG7FafjVWamU7zf01hrbFmFaYBAAIiE1adRKiQCtKfn4s5F04D6mN4vlk4R/pQaLKzakeXtcFqMLMuU//AjxiNHvB3KOUHF5i1gs6Ht1QtNUsv6MrXdXV9hfXDVPoY+9TMnz3Lm8xb5eiNvbnUkmk9fMYD4UL9WXaequt9T26M7ytBQFAqJK4c57ga1t79TZWio806WtxyvTtuyioRVIACRsPokqfkV9VqQWrIcCeu5Jml1NkqFxO3jHFXWt7cdx9pOdAqr9uwhb+lSsu+9j+yFC8lb+h9kWVjNupsaOaugZpgFnI2mOmG15ORgq6hseyxGC9/uzcEug05z+u3Xm6+D6CAdX8wfw72Tu7dJt9qwcxcAfkNO27FeXZ2w/ppWSGaxbyTozUXn5bYAW4mjwipaAgQCByJh9TEMZiuXvLKNUUs3kFt2+valQ4NV9LDWcPWwRCICNGSVVLHuQPu43ViyahXFH6zAXlmBpNFg+OMPKrZs8XZYHRp7VRWVvzgGpoKmTW3x+aqwMFRRUQCY09reFvBLikNtoHOEP9FBOgBOFFVy2fJf+S3Ve0oE/RNCWHxBrzZdo2qnY+DKf9jphDUp3J8x3SKQZfhiV/uqsur69UMREoJssXh8b1mWsZaWAqIlQCCoQSSsPsamIwUYLXa0agUxwacF8m1FRcgmE0gS6thYL0boG+jUSm4e3RmAN7em+Xyl0m4woF/3AwCRCxYQdtONAOQ/9xyyVfThuovK335DNhpRx8ej7d27VddwDl65wKJ14xGHVN2Z9sLL1qewP7uMv/3vDxZ8vIvs0qo279Mc1h/K40C26/ozoxYtInLBAvxHjqx1/JrhSWiUCvTG9vU6D7/1Fnpu/53I+fM9vrddr4fqRFnpZYtYgcBXEMYBPsbZZgE1ODVYY2KQzkEN1vq4eXQnvtydxYwBcVjtMmql7+q06n/+GbvBgDo5Gb+hQ9H26EHZ6i8wp6ZR+sWXhF17jbdD7JDo128AIHDqlFbr+IZedx1BF1yA/3nntSkWu11m8zGHSsHk3tHO409e2o9gnYoPt5/g+/2n2HAkj7sndef2cV3Rqd0jvp9ZbGDRZ3swWm2snDuKYZ3aXsULGDWSgFEj6xy/sH8sE3tFEerfvt63vKl1LalUxD75BLaychRa4ewnEICosPoUBrOVDUccItGXDKjdSyYGruoSFqBh0/0TuWtid9RK334pl379NQAhl89EkiSUwcFELrgLgIJXXsFe2fb+SEFdFP7+KIKCCJrS8naAGoIvuICw665Dk5zcplgO5pRToDcRoFFyXpfTVbMQfzX/nNmfNfeMY0TncIwWO8/9dIwLXtzKpuqKrCux2uws+mwPepOVgYmhDGqF3mpL0KmV7S5ZPRvZ7tk+eYW/P2HXXUfkvLke3Vcg8GV8+1P+HKOmHSAp3I/+CcG1HjNnCUmr+miN17mnsWRnY9j+BwChM2c6j4dddx3q5GRshYUUvfuet8Lr0MQ+9g96/voL/sOHeTsUp3Pd2O6RaFV1K6d944P5bN4oXrpuMDHBWk4WG9jvwlv2Nby+OY0dJ0oI1KpYdu1gVC74slfy+efo16/HVlHR6LrUfD16o+d7QltL0bvvkTp5CsXvib9PgcDbiITVh2ioHQBOV1g1YuCqDja7zLr9p1i+0TfF3cu+/RZkGf9Ro2pVyCWNhujFi9H26uUTCVVHRdJo2uxrX7V3L6WrV7dJKaBvXDDT+8Uwo9pquT4kSWLm4AQ23D+RBy7o6dQcBsdwVlt1h3efLGHZBsffyVOX9yMp3L9N1wOQbTbyn32OrLvvwXyiYTOPB1ftZeoLW/l6T06b9/QUstWKJSeHqgMHPLqvOSuLyj/+dBYqBAKB6GH1GarMNudAxsX1fKCJloCGOZJbzvyPd6FSSMwamkhCK3Uk3YWk1aGMiCDk8pl1HguafgFB06a2OaES1EaWZcypqWi6d2917+qZZC1ahDXnFJquXfEfOrTpE+phat8YpvaNaXohEKhVcffkHs6fbXaZOz/aRanBzKMz+nDJwLpfapuiwmRl4Wd7sNllLhsUz+WDXfNeYkpNxa7Xo/D3R9erYaWB3nGOu0ardmRy06hOLtnb3XjLorV87ToKXniBkFmziF/6tEf3Fgh8FVFh9RG0KgUf3T6S+6b0YEBCSJ3HRcLaMP3iQxjTLQKrXebdX9K9HU4dIubMpsfmTYTMmFHnMUmSRLLqBkxHj3L80stIv2ymS/oPnQYCx7xTxc8uqUJvtHCqzMg9n+7m+re3czRX36JrfPLHCU4UGUgI9eOpy/u7JJEHMFTLWfkNHoykargGcvngeNRKiX1ZZRw+Ve6Svd2N0/Hq5Els5Z6L+bRpgFAIEAhqEAmrj6BQSAzrFMaiaT3rfJDIsowlx3EbTSSs9TNvgsP7fOWfJykz+F6PnKRWN6ruYK+qovCNN8levNiDUXVc9D87zALUnZKRFG1/mztt0dq6hHXT0XwyClvfTpAc4c/6xRNYNLUnWpWC7ceLmfHyNv753UHKqpr3er/9/K78fUYfXrhmECF+6lbHcjZVNYYBTVSeIwK1TO3jqDC3F+crVViY8z3Xk45XthJHwipMAwSC04iEtR1gLShwaLAqFOecBqs5K4tTjz3GqSefbFSvdHyPSHrHBlFptvHRHw330XkSe1WVQwfUZmtyrTUvj4Llyylfu47K33/3QHQdG/0Gh5xVW9QBzkTbvTphbYUWq9Vm575PdzPxuc3szSxtdQw6tZL7pvZg/eIJTO8Xg80u896vGUx5fnOzbF4VCok7xndlZNeIVsdQH4ZdjoT1TMOAhrhmuMMa96vdWZit7cOhzhuOV9Zih8uVsGUVCE4jElYfYOORPJZ8uY8dGcX1Pu7UYI2NQVK7rjLiy1iLi8l9+mnSLppB6arVlH7xZaMVDkmSmDfBMaDy/m8ZmKxNJ4nuRr9+Ayfn3MaJW25pcq2mc2fCrrsOgLxnnvW4jE5HwpyVhenIEVAoCJw4wSXXdLYEtKLCuutkKeVGK6H+avrX0+7TUpLC/XnzpuGsmDOCrlEBdI4IICm8/r5tm13mf9uOt3lYqyEsOTlYT50CpRK/gQObXD+uRyQxwVpKDBY2HM5zS0yuxhsJq7MlQFRYBQInImH1Ab7Ymc2nf2bycwNv4JZsRzuAJr7jtwPYDQYKX3+dtGkXULLiQ4fbi1JJp/ffa/ID8ZKB8cSH6CjQm/h6t/ena8u++gqAgJGjmrU+csFdKAIDMR0+7FAWELSKiurqqv/w4ahc1AOo7dYVJAlbcTHWoqIWnVszTDmhZxRKF8qwje8ZxQ/3jefVG4Y624j0RgtPrTlEUYUJgLe3Hef/vj/MtW9ux253vRtc1b59AOh690YRENDkepVSwZVDHUona/adcnk87sBv0EB0/fuj6drNY3tanS0BosIqENQgVAK8TFPqAHDuDFyZ0tI4ceut2Aocnuq6vn2JfuB+AsaMadb5aqWCOed34bu9OcSFeFcpwHLqlPPWfn3qAPWhCgsj8s555D/3PAUvvUzwhRei0OncGWaHpKZ/NWjqFJddU+HvjzoxEUtmJqaUVFQRzb+tvvlojR1rdBMrW45GpSAm+PRr5JWNqbzzSzqrdmRy8+jOvLk1DYCbRnVyi2Zx0PTpdPvxhxYNJF0/Ipl+8SFM7ev634c7CBg1ii6rV3l0T1tNS4BIWAUCJyJh9TKbjuZTZbGRGOZXrzoAnDsJq6ZTJ5SBQSh0fkQtvI/giy6qMzBjzsxEk5TU4DVmj+3Cbed3cdkEdGsp+/Y7h/bq8OGNxns2YTfdRPEnn2DNOUXxig+JnHuHG6PseFiLi509lUFTXJewAsQseQSFnx+6/v2afU52aRVHcvUoJBjfI8ql8dTHBX1j+CWlkEOnylm+ydFve1H/WK4e7h79ZkmS0HRqmURVUri/S/RfOyqy3U7MIw9jKylBFRnp7XAEAp9BtAR4me+rzQIurscsoAZLlmOitqMlrIYdO8hauAi72Qw4/LOT3nidbt+vIeTii2slq7LVysnb7yBt2gUYjx1r8JpKheT1ZFWWZWc7QMisWS06V6HVEr1oEQDF776L3Wh0eXwdGWVQEElvvUXUffe6/O8laPJkAkaPRhkY2OxzaqqrQ5LDCAtwvz3p8M7hfHfP+Tx1eX9C/NR0iQzg6VkDvP430RCyLCPLrm9VcAd2kwlrYaHb95EUCoct6/z5KPx8S1NaIPAmImH1IlVmGxsPOz7QGnO/cVZYO4jLlSklhcw753PixpvQ//ADpStXOh/TdOpUr/yTpFKh8HdUZYqbYWNaVmXhtc2p7GnDVHZrqdqzB3NGBpKfH0HTp7f4/OCLLybi9tvovPJT0RLQQiS1msDzxxI5f763QwFgy9ECACb1cn91tQalQuKmUZ3Y+Y+p/LhwvNsSZcNff5F1z72UfvV1q87/37bjTHh2M39llLg2MDdQ8vnnHB06jLynl3o7FIHgnEUkrF5k8xntAAMT628HkO32DqPBasnNJefRv3N85uVUbN4MSiWh111L8EUXNev8iNvmAFD2/fdY8hqfMP7vD0d45oejvLap5TJEbaVi8xYAgi+4AGVg04MoZyMpFEQ/8ACazp1dHJmgLdhNJsq++46Cl19udlXwxWsH89ZNw5jpIleplqBSKtCo3PcWX/n77+h//pnK339r1fkpeRWcLDbw+Y5MF0fmetTxCWCzeUQpwJKfT+X2Pxq1uRWce1Rs20b6lVdxZPAQUiZPpvDNtxp9H5KtVgrfepvU6dM5MmQoxy+fRfnatXXWlf/4E+lXX8PRYcNJmTiJnEeWeOROQmsQCasXsdhlksP9G20HsBYUIldPyqtjm2fr6GvINhv5zz1H2vQLKfvyS7DbCbrgArqu+Y64J59EFdW86pPfoEH4DR8GFgvFK1Y0unbO2M4A/Hw4j7SCirY+hRYRtfA+Oq/8lIg7bnfJ9cxZ7UNk3dtU/vYbef99hqr9bvJ9lyRyHllC4WuvY83Pb9YpAVoVF/SL7ZA9m4ZduwHwHzqsVedfc57jjtH3+05RYXKP7JarqLFoNZ84gU3fMoexllL522+cvPVWcv/1lFv3EbQfDLt2k3nXAjTdupL4ysuEXHYZBcuWUfTmmw2eU7B8OQXLlhFy6WUkvbocv8GDyF58P+U//OhcU/7DD2Tfdx+6vn1JeOklohctxPDXX5y49VbsJpMnnlqLEAmrF7lsUDxbHpzIomk9G1zjbAeIiWnU9tCXkZRKjCkpyCYT/sOH03nlpyS+/BLaLl1afK2IObcBUPrZ59gqGk5Eu0cHMbVPDLLsuPXoSSRJwm/wYKd2Z2uRZZmcv/+dtGkXYNixw0XRtT8OZJdRajA3ua7sm28pfu89ytescUscCo3GOWBkSvF85d6XkC0Wp6SV39AhrbrG0OQwukYFUGWx8f2+HFeG53JUYWGo4+MBMB467Na9nAoBwpZVUE3hq6+i692bhGeeIXDcOKIXLiTitjkUvfV2g3MOZV98SfAlFxN19wICxowh7skn0Q0aSMknn5y+7muvEzBhPHH/fJLA88cSMnMmCctexJyaRsWmzR56ds1HJKxeRpIkdOqGveQt2dUDV+2of1W22Sj96musBQXOYzEPPEDiG6+T/OEK/AYPbvW1AydOQNO1K/aKCko/+7zRtTVGAl/syiZf75nhJdniOltYSZKQlCqQZYeZQDsZTnEVaQUVLPh4F5e88guvb0lrdK1staLfvBlwrZzV2TTXQECWZe5YsYPnfjxKSWXTyXZ7w3jkKLLBgCI4uNVfzCRJcjpffd4OrFqdBgIH3FTBr6bGllWYBggA7GYzhj//JGjatFrHg6ZPx24wYNixs97zZLO5zoCoKjQMW2mp43G7nYAxYwi75ppaa2pa0cyZJ13zBFyISFi9xIHssma5MbUnSStZlqnYsoX0WVdwaskSCl57zfmYtkcPgiZObPO0sqRQEDFnNuC4ndEYwzuFMTQ5FLPVzge/ZbRp3+Zgycsj5fxxnHr8iUZtZFtC1D13I/n7Y9y3D/26dS65pq+TU1rFw6v3ccGLW/l+/ykkCcqrGv8iYNixA3tZGcqwsCY97duCtkeNRWvjCWt6YSU/H8rjza1pqN3YR+otqnY7pMP8hgyuIz3XEq4YkoBSIbHzRAmp+Z5t3WkpnnK8spY4KqzCNEAAYMnMRLZY0HSuLR+nSU4GwJyRUe954bNvpezrb6jYtg1bRQVl331HxS+/EDLzMsDxWRrzyMN15P/0P/0MnH6v8yXa5z3mdo7RYuOaN39HqZBYe++4Rvvb2kvCWrV3L/nPPY/hr78AUAQHt1ifsbkEX3YZqFQEz5jR6DqHXWs35n24kw9/P8FdE7sToHXfS77s22+xlZVhSktzWfuGKiqKiNvmUPjKcvJfeJHAqVNR1KOi0BEoqjDx6qY0Ptp+ArPNYU07tU8MD0zvSe/YYMCh/hDiV9eeWL/e4W4VOHkSkrLhOxZtRdujpsLaeEtAjRnIyC4RBLrxNectnP2rQ9r25SA6WMekXlGsP5zPqp2ZLLmojyvCcwueSlhPtwSIhLUjo9fr0Z2hAqPVatFqtXXW1ZhynF0trXGWszfQGhd2440Yduwk8465zmMhV15BxG23NRiTOSOD/GefRde3L4Hjxzf/yXiIjvdO2g7YfDQfg9lGQqgfiWGN6+z5esJqSk+nYNlL6H90NHJLGg1hN91I5B13oAwNdcueCo2G0Msvb9baaX1i6BkTSN+4YCpNVrclrA7t1a8BCJ3VvNiaS8Ts2ZSu/AxLVhYln3xCxK23uvT6vsKy9Sl8uN0xGT2qazgPTu/NsE6O26Imq427PtrFtpRCtj08qZa7kyzL6KvtWIOmTHVrjDVVB3NqKrLd3mB1cXO1nNVED8pZeRSbFdRq/Ie1vZp9w8hOhPhpuKBvrAsCcx+6/v0InjED3YAByLLsNm1bW7FoCTgX6H5WK80TTzzBk08+WXdhTStYQ6+3et6D7GYzJ264EWthIbFPPommaxeqdu2i8I03UfgHEPv3R+ucY0pL4+Sc25A0GhJefqlNd07chUhYvcD3+3MBmDEgtsk3PbMzYY13e1ytoXTlSkeyKkmEXH45Uffc7RxO8ASyzdaoI4xCIbHmnnFulfcBMO7fj/n4cSSdjqALL3TptRX+/kTddy+n/vEYha+/QeisWShD6pdBa08YLTbKjRaigxzJ512TunH4VDn3TunBuB6Rtf42tColpVUWzDY7X+7KZv7E077uxkOHsJ46heTnR8CY0W6NWZOcDGo1doMBS84pNIl1v0hWmKz8kV4EuMeO1RdIfOUV7EajS+4kTOodzaR28HtShYWR8MLzbt/HWt3DKloCOjapqalEnaGQU191FRxmKECdIWN7ZWX143WNTPQ//oTp6FGS333HaW0eMGIEiqAg8p76P0Kvugpdr9PD3pXb/yDr3ntRBASQ/M47aHx0ZkYkrB7GaLGx4bBDQ/TigY0ndrLNhiXH4YTlqy+giDvvxJKXT+T8+bX+ADyBYedOcpY8ijohnk7vNWwm4O5kFaC02tkqaNq0FjkhNZeQWbMo/mAF1sJCTKmp+A9rnZSQL2Cx2Vm1I4uXN6QwIDGEt28eDkBciB+r549p8LyrhyWy80QJq3ZmcueErs6E1pqXhzIqEv/BQ9xutCCp1ST/73+oExJQx9dv9vFLSiEWm0znCH+6Rrn+teArCFML9xB553ysebnOHkVBxyQoKIjg4OAm16mTk0GpxHKy9hCUufpnTbdudc6p0W4/u5/f/7zzHOempTo/r8u+W0POo4+i7dyJpLffRh3ru3c6RMLqYc5sBxjUgFlADdaCArBYQKVCFe07FQhLbq7zRa0KCyNx2YteiUMdG4slOxvLyZNUHTyIX7/GPd5T8/V8uyeHRdN6uvR2nt1kovx7hyCzq9sBapCUShKWvYgqOtr5jbu9YbfLrNl/ihd+OkpGkQEAZY7UYF/q2Vw8MI4nvzvI8YJKdp0sdbYLBE2eTODEidire73cTcDIEY0+XmPHOrGX7/zNuhLZanWLxN6B7DJW78xiwaTuRAXVX23yNrLdjjnjBLbSEvzdNNznrvcQQftEodXiP3w4+p9+JnzOHOdnl/7HH1EEB+M3cGCdczRdHZKRhh07CTx/rPN4VXXveY3qUMWWLeQ88gj+Q4eS+NqrPv/Z4ntNCh2clrQDOPtXY2N9RoPVlJLC8UsvI/ffTyPbmlY5cCfqhASnS1ZTdq0Gs5WZy3/l5Y2pbEtxrYtHxaZN2MvLUcXF4T9ypEuvfSbabt18/g2lPmRZZuORPC5+5Rfu/XQ3GUUGIgI0PHFpXzY+MKFZySpAkE7NjP6OqubqnbVlkCSFwm090y0lQKsi1F/dYdsB0q++huNXXIHx6FGXXvcfXx/g/d8y+Hp3tkuv60oqf/2N4zNmcOrRv3s7FME5ROT8O6nat4/shYuo2LqV/Jdeouidd4mcNxeFToetooKqPXuwVvc/B02ejG7QQHIeeoiSTz+lcvsfFL71NnnPPEPgpEn4DRyI3WTi1D8eQxEQQMSd8zCnpVG1Z4/zP0turpefdV1EwupBjBYbG6vbAWYMqP924pn42sCVJT+fk/PmYdfrMR486DLpprZQY9da/sMPzt9XffhrVFxznkPz8a2trjUS8BswgMi75hMx+1a3TqjXIMsy5T/8SJUHbCJdwTd7cpjz/g4OnyonSKvi/mk92frQJGaP7YJW1bLf19XVup1r9uZQZbZhLSz0+BcnS14+BctfJe+ZZ+t9/LFL+rLzH9MY273+vur2jK28HNORI5gOHUYVEeHSa5/WZM30Wc1hp+NVRkajxiWtxVZWRuX2PzAd96zZicC3CRg1ioSXX8Kcnk7Wgrsp/24N0Q8+6Jz4Nx48RMZ11zttwSWlkuR33iH4oosofO11MufOpeybb4i8804SX1oGQNXu3VgLCrCXl5N52+1kXHd9rf9KV6321tNtEN8o250j6NRKvlowlo1H8hmcFNrkel9KWO2VlWTdOR9rzik0nTuT+OpyFA00iXsSXZ8+BIwZTeVvv1P0wQfEPlp3+rGG287vworfT/BLaiEHssvon+CawSV1QgJR997rkms1h6I33qDgpZfxGz6MTh9+6LZp5bZQZbbhp3Ekoxf2j6XLhgAu6BfDneO7ERbQelmukV3CSQr3I7O4ih8P5jL4uYcxnzhBwnPPEjBqlKvCbxTZWEXh8uVIWi3R9y+u90uKUuF7/yauoGrPHpBl1J2SGxx0bC2XDIrjX2sOkpJfwZ7MUoYk+96UvCo8HFVcHNZTpzAeOkTAiMbbQ1qK8eBBTs65DU33bnRzk2OboH0SPG0awWeZB9QQMHIEfY7UdmBTBgYS+9g/iH3sH/WfM2pUnXN8HVFh9TA9Y4K4c0K3ZiUZNR7y6nomkT2JbLWSvfh+jIcOoQwPJ+mtN1H5kG1geI1d6+ovsJWVNbguMcyfSwY6KtuurrJ6kpBZs5C0Wqp27KSiWs7JVzheUMGCT3Yx89VfsNkdVTKdWslPi8az5KI+bUpWwaH6cO/kHjx1eX/GRymp2rULW2Gh2zR/60OdmIik1SKbTFgyM2s9llFY6bPVQVdg2OkwDPAf6vqhv+AzWj582fmqpspqPHjI5de2VmuwqoQGq0BQB5Gw+jCWbMekn8aLFVZZlsn997+p2LIFSasl6bVXfW56NWDsGLS9eyMbDOh//rnRtXPHO+xav99/isxiQ5v2dfxunka/caNLLVmbQh0bS3i1Fmv+c897dO+GyCmt4pEv9jHtxa18v+8UKfkV/JVR7HxcrXTdW83Vw5O4aVQnFNt/AVlG168f6rimW2xchaRUoq2ezDWeYdFaUmlm8vObGfufjeiN3v83cQdVu6odroYOccv1a1o+vqtu+fBF/Pr3B9xjIGCrdrlSCkkrgaAOPpuwbj6az6Wv/ELvx9Yx9j8beXVTaqOVC6vNzmubU5n47Cb6PPYDF720je/25ngwYtfjCy0BxkOHKF35GUgS8c89i9/gwV6LpSEkSSJmyRI6ffwRIVde2ejafvEhjOsRic0u884v6W3a13jwECUffkj2osXYq6radK2WEnHH7SjDwzFnZFCyapVH965BlmVOFFXy1JpDTHxuMyv/ysRml5naJ5q1945jVFfX9jieTY27VdDUKU2sdD01jlfm1NOOV1tTCrDLEOynJkjXvEGy9oRsNlO1fz+A2ybkR3YJJzncnwqTlXUHTrllj7biTscrW4kwDRAIGsIne1h3nijmjhU7uGRgPPdf0JMdGSU899NRZFnm7sn1+9suW5/Ca5tTuXdKD4Z3CmfdgVPc8+lulAqpWQNOvoZss2E55XjD9mbC6tevH4mvvIwlN6/B/hlfoCmpoTOZN74bB3PKiQtpm45kWY326tSpKJuhp+dKlIGBRN69gLx/PUXh8lcJuewyl+u/mq12csuMZJUayCqpIrukivhQHdeeV+1hbbMz4dnNzvUju4Tz0IW9GNbJ/dUhQ5me8l9+RQEETPZGwup4HzKdUWGtsWNtDyL4rcF4+DCy0YgyNBRN165u2UOhkLh6WCIrtp/AbLW7ZY+2UpOw1gxetfTvzm6XeeHnY0QGarh1bJdaj9VMeYuWAIGgLj6ZsC5bn0LfuGBevHYw4NAztNjtvL45jdvHdUWnrjvk8PmOTGYOTmDhVIcY7vk9IjmYU86K3zPaZcJqzcsDq8P+0BsarGdaDwZNda/dpauxlZWhCApq0FpubPcIfntkcr2vo+ZiN5sprx6KCGmmTayrCbv6akpWfIg5I4Oit/9H9KKFLTrfaLGRVVKFzS7TK7baTcUuc/1b28ksMZBbbuTsmxqjuoY7E1atSklCqB8xwVrum9qT8We5U7kTw7ZfUFgt5AREUKIMo2G7AfdwOmF1VFhtdpktxxx2rJM6qP6qpNEQfPHFKAIC3PrvfNu4Lsyf2A2VC9tIXIkqPJyo+xej7dKlVXKDPx3KZfkmx+vmogFxtWyGbcWiJUAgaAifS1hNVht/HC9m4bTaldQZ/eN4c8tx/kwvZnzPuv7cZpudwLN84sMDNOSUevZWratwtgPExXlEKulMTOnp5D72OPH//Y9PKBS0hIKXX6Ho/fdJeO5ZgiZPrneNJEltSlYBKjZtxlZWhio62u12oA0hqdVEP3A/BS+/gv+I8xpd++HvGWRWV0mzSgxkl1ZRWGEGHEnoyrmO56BUSGQUVZKvNwGgVSlICPMjIdSPxDA/+sbXVlbY9tAkFF6YiDdt2QTAb3H9KdmZzZjudd8T3Im22gfckpODbLOxJ6uMUoOFYJ2KocmhHo3FU+j69CHh+efcvo+/xuc+luoQeccdrTpPlmVnsnpe5zAiA2srrdhqKqyiJUAgqIPPvTNkFhsw2+x0jQyodbxzhOPn9MLKehPW28/vwuub05jSJ5phncLYcDifLccKeGh6L4/E7WrMzv7Vxu1bXY21uJjMufOwZGaS+++nSXrtVY/u31ZkixnZYKDonXcbTFhrsNtl523cqX1jWrRP2ddfAxAy8zKPf6E4k8ApUwicNKlWDLIsU15lJcT/dB/lKxtTnUnomQRolHW0UF+4ZjCBOhUJoX5EBmoaraZ5I1kFCL/5Jop0wWwpiCLrwCn+ObOfR/tGVfHxdF37PZrkZCSlkk1HHNXV8T2jfLYy2N6w2WV+TS1kbPfIDiMTtvloAQeyy/HXKHnzpuF1nlfYjTcScP5YtH36eClCgcB38bmEtazKIUYfqK394ROgdXyoVpjqF6u/ZUxn/swo4db3/nIeu2Z4IvMm1PXZrcFkMmEyOT7E9Xp9m+J2Nd4YuLIbjWTNvwtLZibqxETinvqXx/Z2FWE33kTR+x9QtXMnVXv2NDoktnpnFg99sY/OEf5M6h3d7A9Fa2EhFVu3At5rB6hBkiQ4K2H+4LcMXtucxus3DnPal14xNBGz1U5CmKNSWlMxDfFT10lIz+/h+4L3fgMGMKB/f+wvbMFYUMn3+05x3QjPqVdIkoT2jD7Omi8+HdXdylZWhrWgAE3Xrg222rgSWZa5+OVtHMnV88GcEUyop0jhTexGI5Xbt2PJzCL8phubdY4sy7y80dHzfOOoToTXI/EWfOF0l8YpEHQkfK4UUKME0FBRp77jJquNq9/4nUM5Zfx7Vn9Wzh3FAxf05Nu9OTz5bcOTnEuXLiUkJISQkBC6V9/i8xU8LWkl22zkPPgQVXv3oggJIemtt1zuZOMJ1DHRhFx6KQBF77zb6NqLB8YR4qcmo8jAz4eab0Nnzc9H16sXukEDnfJG3sZuNFL45lvsu30+T31/mHy9id0nS5yPP3JRbx6/tC+3nd+F6f1i6Z8QQqh/49VTX0eSJK4e5pBBWrXTu7qdS2b0ZvbYzj6XWLkK/cZNHL/kUjLnzvPIfpIkOVUmPt+R2cRqz1NjpJL39NPYKiqbdc6vqUXsPlmKVqXg9nFd2JtZyhPfHGDtft9UQxAIfA2fS1iDq33F9cbaldRKk0OTr77bfj8cyOVIrp5l1w7hhpGdGNU1grsn9+DRGX14/7cMjuSW17vXkiVLKCsro6ysjNQz5Gl8AYvTNCDRI/vlP/Ms+p9/RlKrSXp1OdquXZo+yUeJmDMbAP369ZgzMhpcF6BVcdMoh+D8G1uON1vwXde3L12+/ILkd95pc6yuwlpYSMErr6D+ZTODTh1h5uB4bju//f4bNoQsy+Q98ywV27YhW61cMTQBhQQ7T5SQVuB6q8zGqNq/n+yHHiLv2WcZ1yOKJy7tR0Sg993f3EHVrp0AaHv19NieVw93vPf9fDCPkkqzx/ZtDqqICFSxsSDLmA43z0Dgf784zEquH5FMdJCOrccK+OD3E6yqTsjtRiOVv/+O8egxt8UtELRnfC5hTQ73R6mQOFFU+1trRvXPPaLrSohklTgGq4Z3rt2oPrKL4xt6Sl79H2RarZbg4GCCg4MJCgpqc+yuxJMtASWrVlH8wQcAxP1nKf7Dh7t9T3ei7d6dwAkTQJYpev/9RtfeMqYzGpWCPZml/JVR0ujas3G1jFRbsMfEsa3/JADuPvo9S2f2a9fV04YwHjhI8bvvkn3fQmSbjZhgHZN7xzCldzQWm2dlkGzl5ZR/+x0VGzd5dF9vYNi1GwD/Ya53uGqIfvEh9IsPxmyz882ebI/t21xq5K2qmqnH+uI1g7lncnfmTXC0klzYPxZwVF7LjRYs2dmcnD2HEzfd5J6ABYJ2js8lrDq1khGdw/nhYG6titfaA6cI1qkYnBRa55xuUY7E4c/04lrHd5xw/JwU7u++gN2AbLViyXXcovZEwho4YQK6vn2JWryYkIsvdvt+niD8tjkAlH+3BruhYUerqCAtVw51VHLe3JLW5HWr9uzBVuHZSl5TyLLM498c4OX4cVRo/IkrzsG89jtvh+UW9BvWAxAwfjwKraOa+eZNw3jn1vPoHetZLVxt92ppq4wT/HooG7u9Y1qy2kpLMac5/jb8hrjH4aohrql2vvJFq9aWWrSGBWi4/4JexIX4AdAjJohuUQGYbXY2Hck/rRDgQ7bXAoEv4XMJK8A9k7uzJ7OUBZ/sYtPRfJ7/6ShvbT3Ogknd0amV6I0Wdp0soajCMTA1rW8Mg5NCWfTZHj7cfoLf0gp5bXMq//7+MFP7RNeb5Poy1rw8sNkcGqxR7u+JU0dH0+nTT4i443a37+Up/M87j+iHH6brmu9Q+Df+heWOcV2QJNhwJJ+UvIaH72Szmcw755Ny/jiMR464OuRW882eHD7fkYVB6w83OdohCpa91Gii3l6p2FDtbjXltFmAtybIVdFR2AODkGQ7L7zTuCVwe8aw21Fd1XTp4vFkaubgeDRKBYdOlXMgu8yjezeFXzMdrwxma4PtRjVV1h8O5GIVGqwCQaP4ZMI6pnskr98wjOMFlcxbsZOv92Tz6EV9nBP/B7LLueK135yTuUqFxIe3jeCSgXG8siGFW9/7iy93ZXP35O68doPnbmG5CqekVXyc2yZyzZmZlK9d6/xZodV2qFvIkiQRMfvWZnnMd40K5IK+MfSNC6bcWL8KBUDF1q3YSktRBAU6dTh9gal9Y7iofywPXdibYffNRZ2YiLWgoMl2iPaGOSPDIdSvUhE4YXydxzOLDazZ5zk7ZkmSKI5yVOen+VV6TeLL3VTt2gWA3zD32LE2Rqi/hgv6OSTnat7vfQWn41V6eqODV/d8sptr3vydQzl1Zyku6u94f9p8tICqgkJAJKwCQUP4nKxVDRf2j3V++zyb0d0iyPhP7VvXQTo1/5zZn3/O7O+J8NyKJcuRsGoS3DNwZSstJXPuPMzp6dirjIReeYVb9vEl7JWVKAICGnz8uasHEahVNZq0l371NQAhl13WKocbdxGoVfHaDY5kQpIkohcvInvx/RR/sIKI2bNR+Pl5OULXoK+urgaMGFHHCjejsJKJz21Go1QwtlskYfVIBrmDw9pIxgGDrEUe2c8bOPtXh3g+YQW4Z3IP7hjXlYGJIU0v9iCqyEhUMTFY8/IwHTlcb+//gewyNhzJRyGBTl23+NAvPpiEUD+yS6s4npJFKMI0QCBoCJ+ssJ7ruHPgym4ykXn33ZjT01HFxRFw/vku38OXsOTmkjnvTo7PugLZZmtwXZCuth7pxiN5tXoSrcXFVGzZAkCol7VXwSHl9sXOrDNk4KTTVroXXUTEHbfTeeWnHSZZBdCvdySsgVOn1Hmsc2QAfeM8O6CTUVjJPo1Dsza2xHOVXU8Tedd8IubNI2DUSK/s3ys2iEFJoT55Byj+P0vp8u03Deo9v1rtanXJwHi6RtUd0pQkiQv7x5IQ6odcWt0SECoSVoGgPkTC6gXMGRmNSii5K2GV7XZOLXmUqh07UQQGkvTmG6hjOqbQeQ3KkBCq9u7FcvIk+p+b12f4+uY05ry/g0e+3IetOmktX7MGrFZ0/fs7feS9yZPfHuL+VXt59KsDdR6TJIno++9H26XjyFrZTSZsJY4P9IYczGpkkDylybrpaD4ngmKwSxJKi2/JLrmSwLFjiV600CdsmtMLKxs0j/EGAaNHo+vZs947Lsfy9Kw74BievXtywy1ED1zQi18enkQnpeM1JFoCBIL6EQmrh7EWFpJ24UWkjp9AzsOPUPbtt1gLCmqtcVfCWvDiMkffqkpF4isvo+vpOU1Fb6Hw8yPsb38DHEYCzdFajQvRoZAck8kPrNqL1WY/3Q4w63I3Rts8PvnjJJ/+eRJJgun9mraUrdi2zSlb1l5RaLV0XbeWbj/+gDq2/lahmYMTUCslDuaU19sv6Go2HS3gUEQXflv+BcnvNm5SIWg7H/9xgunLtvLCT+1Dp3T5Rkd19aL+sfSMaVg20U+jRJIkQmZeRtTChe1eVlAgcBciYfUwppQUJJ0Oa0EBZd98Q85DD5MybjzHL5tJ3n/+i/HIEbckrCWffU7R228DEPfUUwSMHu2ya/s6YTfegKTVYty/H8NffzW5/vIhCbxy/VCUComvdmfz+Bs/YTpyBEmtJnjGDA9E3DA7T5TwxLeOquoDF/RiYq/GK+TGo8fInHcnef/5L/qNGz0RotuQJAlNp04NPh4eoGFqH0cCv9rNVVabXSajsBKbQsmkAZ4x9/AGpV9/jX7Tpma7ObmTxDB/zFY77/+Wzv4s31AMkO12ilesIOfhh2v9jo4XVDgHABdMat6Apvb8cZRecQN+A9r/HIZA4A5EwuphAkaPpucf20l+710i7rgdXd++IEmYjh2j+P33MR467NRglXRaqg4cRLa3XRDdmue4ZuSCBYT6QJXQk6jCw52V0eIm7FpruHhgHK/dMBS1UuKTTBv/u3sZ0c8861WNxPxyI/M/2onFJnNR/1jumti0LayuV0/CrrsWZJmcBx5sly46dqMRu7l5t9xr2gK+3pON2eo+IwGlQmLLgxNZd984pw50R0OWZfL/+wxZ8+/ClOL9182EnlFcNigeuwxLvtqH1cNGEfUhKRQUvfMuZd98i+nIYefxlX9lYpdhSu9o+ic0PSyWmq/nvH+v55o3f/eJ5yUQ+CIiYfUCCq2WgNGjib7/frp8+QU9fvuVhBeeJ+SqK9F07wZ2O5JGQ+Wvv5Fx1VWkjBlL1qJFlKxa5ay+tpSoe+8l+f33ibx7gYufTfsg4tZbQZKo2LIFUzNteKf3i+XNm4ahUSn4ItPCQ/nhXhOHN1vt3PXxLvL1JnpEB/Ls1YOaPYQSs2QJ/qNGYTcYyLrrLqzFxU2f5CPYzWay7ruPlDFjyX/++SbXj+8RRXSQFpPFxrFGNHVdgSRJ9IkLpvz7tWRcex0FL7/i1v08jTk9A1tJCZJW65Rw8jaPXdKXYJ2KA9nlvP9bhrfDAU7LW52px/rQ9F4su3Ywi6Y1r+0qOdyffrlHCc7J4K+0QrfEKRC0d0TC6gOowsIInjGD+P/7P2SDw2ZWHR+PbDSiCAjAVlqKft0P5D72OKlTppJ24UXk/usprCWNW4la8vOxm0zOnwNGjfTJSVtPoOncmaCpUwEo+eTTZp83qUck/7t5ODq1gvO7R3pNa3PXyRL2ZJYSpFPx1s3DCdQ2X1ZLUqtJXPYi6uRkLNnZZN17L3IzK5bexG42k33vfVRu2YpstRJw/rgmz1EpFbx763n8+fepzapstQZZlp3DeOCQTKvau5eq/fvdsp+3qNrt0F/VDeiPQuMZmbCmiArSsmRGHwBe+PkY2aVVXo7otOPVmRatKqWCy4ckNPs1qKwy8I+Nr/H6phf4eV+mW+IUCNo7ImH1Mc7sX4265256bv+dTp98TORddzmkU5RKzBkZlH75ZS1d0Yptv2DYtRvZ6pigten1ZN52Oydvnd1kYnuuEHHnPGKffJLohx5s9jnZi++n83+X8PMlMdw61ntT96O6RvDJHaN45fohdIlsWE+2IZShoSS9/hqKwECqduzk1L/+1awBNG8hm81kL1xExebNSFotSa+/RsDIEc06t39CCAEtSOhbytE8x+3bR79yJKjaHo4eRVNKitv29AaGnY6E1X+ob5mvXDs8ifM6h2Ew23jimwNefx2frrAeotxowWRtWD6vIWoUMKqUGtYeK+2wNr8CQVvwHfVzAVBXIUBSq/EfOhT/oUOJuvcebHo9hj/+wJKbV6vqkfff/2BOTUMRGIj/yJHYioowpaSgiopCrqoC4U+NX79+TjvF5mAtKXEMKlksdHnoIefxUoOZZ388ypIZfVpU6WwrI7q0Te5G260bCS88T+ad85EkBdjtoFS6KDrXIZvNZC1aTMXGjaeT1VYMCcqyTInBQriLTQQ2HsmnuNJMbpkRwOl6Zs3NxVZeXsfUoL3idLgaOsTLkdRGoZB4etYArnjtNwYnhSLL4M0bRzXvKebjx3n5u718n1rGk5f1Y3q/+tUs6sNW3aZTrgskt9zInqxShiaL92yB4ExEwupjWLId083qxPonj5VBQc5b2zXIFgvaHj2wFRRiKytz+q0r/P0dWqvx8e4Nuh0i2+1gtSI1cquz/Pu1YLGg69sXXa/TvWh3f7KbX1ILOXyqnPfnjCBYp3ZLjIUVJu79dDdPXtavUVmclhA4fjxdVq9C26ePT7aHyBYL2fffT8WGDUgaDYmvvkrAmDEtvs6R3HLu+3QPdlnmp0XjXfpcNx9xyNBN6hUFgDI4+LTjUWoa/j6W4LUGa3Ex5owMAPwbEMX3Jj1igvh1yWS3/e21BFVUFKroaKz5+ezY8AenQju3+Iustbj6LlhIKAA/HsgVCatAcBaiJcDHMDsrrM1PMiW1msQXX6THb7/SedUqohYtImjaNBJff92hQiCoRfnPP3P84kso/viTRteVffUVACGzZtU6/tCFvQjWqdh1spSb/vcHZQaLy2O02Ows+HgXv6UV8cCqvS697anr29eZwMlWK5Y8H/JoVyhQBAQ6k9XA88e26jLxoX6cKK4kJb+CvS6UQCozWNh50pFcTOp9WlKsxkyio7QFVO3ZCzjaHZShod4NpgHOTFZ9oS1AlhRElhcwNDmUMd0iWnS+rcRRYQ2KcXwJWncg1+vPSSDwNUTC6mNYsh3afZpWaLBKSiV+A/oTOW8uia+83Oyev3MNW2kp5vR0ilesQLbUn2wajx1zTP2q1QRfcnGtxwYmhvLp3FGE+avZm1XG3/63neJK1w4xPb32MH+kFxOoVfHCNYPdUg216fVkzr+LkzffjK3MN3QtJaWSuH//H50/W0nguNbbBgfr1FxYfUt21Q7XDbFsSSnAZpfpGRNIYpi/87gzYW2mAoWvEzhpIl3Xfk/sk096O5Qm2XmihBkv/8Luk97r1dc9uIQbL3+a9cnncc/kHi3+e61R7ohKjOHuSd157Yah7ghTIGjXiITVh5DNZqx5eYDrXa4Epwm57DKUkZFYT52ifN26eteUff0NAEETJ9SrvdovPoSVc0cTGajhYE45f3t7O4UVpjrrWsOXu7J479cMAF64ZhDdo92j8ymbzZjSUjGfOEH2okXOgT1PI1utFH/yCbLNMawiKZXo+vRp83WvHp4EwLd7czBaWj4IUx+bjziq0ZPOMmzQ9uiBOj4ehb9/fae1OyRJQtu1K/7DfGvgqj4+/uMEh0+Vs+TL/Vi8pGH6QYqBYlnFgIQQJla3irQEW3VLgDYyggem96J/QohPtuwIBN5EJKw+hCUvz6HBqtWijIz0djgdFoVWS/iNNwL127XKVitl334L1G0HOJNesUGsnDua6CAtR3L1LPpsT5tjO5BdxpIvHdPn907pwQUtGNxoKaqICJJeew3Jz4/K334n7z//ddteDSFbreQ89BB5/3qKU/94zKXXHt01goRQP/RGKz8ezG3z9Wx2mc3HqvtXe9dOWENmXU73jRuIXrSwzfsIWsbfZ/QhzF/NkVw97/6S7vH9y6osfFCtCXv35O6tSjQDJ00katEiAieMd21wAkEHQiSsPoQlq3rgKiFBfLt2M2HXX4fk74/p6FEqf/2t9oN2O9EL7yNw4kQCxzWu/dk9OpDP5o1mUFIo/5rZNkvF4koz8z7ciclqZ0rvaBZO6dGm6zUHXe/exD/jSFRLPvqIkpWfuX3PGhzJ6sOUr10HajVB06a59PoKhcSVwxzDi6t2tN2q1WS1cd15SQzvFMawTrWr7h3p77Vq/36yFy+m9OuvvR1Ks4gI1PJotTbri+uPkVls8Oj+G4/koTdZuTdzMz2fWkTVnj0tvkbAiBFEzptLwKhRAGw6ks/iz/eQXuh9S1yBwFcQCasPcbaklcB9KENCCL3qSgCK332n1mOSRkPoVVeR9MbrSOqmp5C7RAbw9V1jaumjtvbWZKcIf7pEBvDCtYM9ZlIQPG0aUQvvAyD3//6Pyj/+dPuess1GziNLKF+7FtRqEl9aRtDkSS7f5+rqhPXXtMI2i8z7a1Q8dGFvVs8fg1rZ8FtnTWtDe6Xy9+2Ur11HxcZN3g6l2Vw1LJFRXcMxWuw85mFt1llDEvlmwVimqUow7tlD1b59bb7me79l8OWubNbuP+WCCAWCjoFIWH2I1igECFpPxC23gFJJ5W+/t3m6+8wK2+aj+Vzw4lZOFLWsOhIeoGHFnBF8csdIQvw8K9cTMW8ewTNmgNVKzpJH3OqEJdts5CxZQvmaNaBSkbjsRYImT3bLXknh/iyc2oN3bz2P2GCdW/aoIf+FFzk2egwlK1e6dR9346v6q40hSRL/njUAjVLB5qMFrNnn2URvUFIosec5fl9nWrQ2F8POnRiPHMFe/Xd3UX9HK5ArWlkEgo6CSFh9CFFh9SzqhASiFy8m+f330FSLv5f/9BPFKz5stTuYzS7z3x+Okl5YybVvbietoKLJc868halSKogL8WvV3m1BkiTinv43QdOmkfTqq43q07aV3Cf/Sfm334FKRcKLLxA0ZYrb9gJYOLUnk3pFo2xDxbq40sz6Q3kYzI0MpskytpKSdq0UINvtGHbvBmgXA1dn0i0qkLsmdQPgBw8kelVmG/nlRufP9Vm0NpeTd8wl/fJZWE85Eu1pfWOQJNiXVUZWiWdbHAQCX0UkrD6EU9KqAdMAgeuJuG0OAaNGOSukRW//j7ynn6a8euiqpSgVEh/MOY8e0Q7Hmuve2k5Knr7B9Ydyypn24hYe/+aA1yaca1DodCS+8rJLJvQbI+iCaSj8/Ul44XmCXdy36i7WH87j9hU7uOmdhtslOoJFq/n4cexlZUh+fuh69/Z2OC1m/sRuvHz9EJZf7/7q8Md/nOD8ZzaxfKPj31vndLxKx25ofpJpNxqRq9crwx1udpGBWs7r7Pj/Px7Mc2XYAkG7RSSsPsSZQ1cCz2M8egzj/v2gUhF8ySWtvk50kI5P546id2wQBXoT1721ncOnyuusK6k0M++jHRgtdjKKDCh8bHCnas8eCt962+XXDRw3jm4b1hN8wQUuv3ZDZJdW8Z91R1i69nCrzt9ULWd1fveG1TtOmwektlvRd0NNO8CAAc3q3/Y1tCollw2Kd/sQnNFi462txzFb7UQEagFQR0ejiooCux3jkSPNvlaNLStqNYrA0xJ2NW0BPxwQfawCAYiE1Wewm81Y8x0fiiJh9Sx2k4m8Z58lfeZMwGFfqopomVPN2UQGavn0jlH0TwimqNLM9W9v50D2aXF+m13m3pW7ySyuIjncn5evG9ymW9auxpKTw4mbb6HghRecEl+tRbbbyXv2WUzppyWH6tO2dSe5ZVW8sSWNFb+foMLUMr1Zi83OtpRCoK6c1ZlounYFhQJ7WRnWgoI2xestqnZWJ6zD2r9wvd5o4ZUNKZitrr9zsWpHJvl6E3EhOq4cevqOWE2V1XjgQLOvVWPLqgoLq5VoT6+WtNtxooR8vbHecwWCcwmRsPoI1lOnQJaRdDrnbSGBZ5A0Giq2bHH+HDLrcpdcNyxAw8e3j2JQUiilBguf/XXacenZH4+yLaUQP7WSN28aRqi/+3pGW4M6Pp7w2bMBOPWPx1ol1QOOZPXU449T/M67nJxzG3ajdz54hyaH0TUqgCqLjbUtHMj5K6OYCpOViAANAxNCGlyn0GrRJCcD7bctwG4wgFKJ/9D2nbDKssy1b27n+Z+P8fa24y69ttlq5/XNaQDcOaEbGtXpj1Fdv36ooqOR7c1PkmtsWc9+348P9WNQUig9ogM5VSoSVoFAJKw+wpkDVx1J07E9IEkS4bfc4vw5aMIEl107xE/NR7eNYPG0njxxqWMoY82+HN7Y4vjAe+aqgfSJC3bZfq4k6r57CZwyBdlsJvPue7CcalmiJ9vt5D7xBGWrvwCFguj770ehc++kfkNIksRVNZqsO1tm1br5qKNaOqFXVJNSYzVtAeZ2OniV+MrL9PrzD/xHjvR2KG1CkiRuH9cFgJc3pJDhQj3Tr3ZnkVNmJCpIy7XnJdV6LHL+nfTYuoWIW29t9vVqWgJU4XXvOnx8+0h+WjSBQUmhbQlZIOgQiITVRzDX9K8minYAbxB65ZXELHmE5BUfuHxCPkin5t4pPVApFRjMVn5LK0KjUjBvfFcuHeS7EmaSQkHCM/9F26sXtsJCMhcsaPYwiWy3k/vkPyldtRoUCuL/+19CLrnYzRE3zpVDE1FI8FdGSYsE2TdW969ObqQdoAa/oUPxHz2qXTvVKQICULhRJcJTzBqSwNjuEZisdv7xtWu0Wa02O69ucnzZnDe+Kzq1stbjkkrV8mtWK5Iow+reWQvUtvx6go5JxbZtpF95FUcGDyFl8mQK33yr0de0bLVS+NbbpE6fzpEhQzl++SyH7vVZVO3bx4kbb+LI0GEcO38cef99ximv5muIhNVHcCoEiP5VryApFITfcgsBI0a4dR+dSonJYmdE53AenN7LrXu5AkVAAEmvvYoyPBzTocPkLHm0ydudst1O7r/+Rennn4MkEf+fpYRc2vohNlcRE6xjfE+Hz/vqZlZZs0oMpOZXoFRIjOvRtEd8xOxb6fTee4Rc7N3kvDW05DZ2e0CSJP59+QA0KgW/pBby9Z7sNl/z0Kly8vVGwgM0/G1kcoPrZFlGtjavV9p/2HCiFi8m6MLpDa6pMtvIaaPxhaD9Yti1m8y7FqDp1pXEV14m5LLLKFi2jKI332zwnILlyylYtoyQSy8j6dXl+A0eRPbi+yn/4UfnGvPJk5yccxuSnx+JL75AxJw5lHz8MXlPPeWJp9ViRMLqIwgN1nMDmyxz5dAE3rl1OKpG3JJ8CXVCAomvvAxqNcgyssXS6Pri996jdOVnp5PVyy7zUKRNc/Uwxy3cL3ZmY7M3XXFLCPVjw/0TePHawR43c/A0J268ifRrrm2Vjqiv0jkygHsnO+TGnlpzmJLKtlWOBiaGsu2hySz/2xD8NfVXPwuWv0rK+eMo+bR5BhJ+A/oTOfeOBiXe1uzLYehTP/P4Nx3n30XQMgpffRVd794kPPMMgePGEb1wIRG3zaHorbcbnAso++JLgi+5mKi7FxAwZgxxTz6JbtBASj75xLmm6H/vOIoSry4ncMIEIubMJmbJI5R+8aUzJ/El2scn5jmASFjPDdRKBWO6R6JVKZte7EP4DxtG508/JWHZiyi02kbXhl51FbqBA4l7+mlCqpUXfIWpfaPpEhnA9H4xjZsAVCNJEt2iArmsha0bNr0eu8nU2jA9jr2qiqp9+zDu24cyJNTb4biUueO70TMmkOJKMy+uP9bm60UFaRnTrZGWD1nGVlTUKser+ugRHUSVxcbWlIIWK1wI2j92sxnDn38SdNYXmqDp07EbDBh27Kz3PNlsRnmGTBqAKjQMW2mp8+fKX34hcOLEWm1wQdOng91OxS+/uu5JuAiRsPoIImEV+Dp+/fshKRxvGbIsY6mWYTsbZUgInT/5mFAXqS24Eq1Kycb7J/DPmf0J0rmnYnpi9myOnTcCw/btbrm+O6jatx+sVlQxMR3OGlqjUvD0rAFcNiieu6urrS3FbpfZn1XW9ELOkLY62Dxpq6r9+zEePoy9qv5b/j1jAukSGYDZanfqAQvOHSyZmcgWC5rOnWodr1EkMWdk1Hte+OxbKfv6Gyq2bcNWUUHZd99R8csvhMx03PGyG41YcnLQdO5c6zxVeDiKwMAGr+tNRMLqA9hNptMarMLlSuDj2I1Gch54kIxrrsVaUIAsy+QtXUrxig+da1ozfOIpmqvC8UtKIfM/2tli4fYajdn2ZNFatbtaf3XokA6pUjK8czgvXz+E6KDWqVT8fDiPS5f/wrwPdzQ5vFWTsJrSjjdrSDHngQdJn3VFg9qtkiRxYY2JgAcsZwWeQa/XU15e7vzP1MAdGVu5w3Tm7GqpIiAAAHtF/fbfYTfeiN/QoWTeMZdjw88j58GHCLl8JhG33VbruorAgDrnKgICGryuNxEJqw9gyXEMXEn+/ihDQ70bjEDQBLLZjPHQIay5uWTefTd5Ty+l+IMV5C1d2m70R2VZ5o/jRfyWWtjgmh8P5rLuQC6/NLKmPjTdqy1aj7WP3wWcdrjyH9K+9VebS0tkrmRZ5pVq+9VuUYFNJvTqmGiUUZHVjldHm7y+tfoWbWP62xdWmwhsOpKP0WJrZuQCX6Z79+6EhIQ4/1u6dGn9C2u+IDX0ulPUTePsZjMnbrgR4+HDxD75JMkrPiBq4X2Uf7+W3H8/Xeu69b6eZbne63ob3y2DnEOcVghwv6WgQNBWlMHBJL3+GunXXodx7z6Me/cBEPvPJ506pL7Op39m8uhX+xmYGMK3d59f53FZlp1yVpN6NS1ndSanLVrbR8Iq2+1U7d4DdAyHq8aoMttY/PkeNhzOZ93CcXSLCmzynM3HCjiQXY6fWslt53dp1j5+fftRsWULxoMH8R86pMF1ssWCvczRatBYwjowMYT4EB05ZUa2pRQyrW9Ms+IQ+C6pqalERZ1WHtE2MBugDAoCwHZWxdNeWVn9eN3XsP7HnzAdPUryu+8QMGYMAAEjRqAICiLvqf8j9Kqr0CQl1ntdcBiI1Hddb+N7KfQ5iLN/NV70rwraB5rOnUl88QVQOobHYv/5T8KuucbLUTWf6f1iUCkk9mWVcTRXX+fx1PwKskur0KgUjQ/Y1IO2psJ6/DiyzferYaaUVOx6PZK/P7pevi+11hZ0agWVZhtmm52/f7W/ydv7sizzygbHF48bRiYTEdj4wKFzn/79AZocvHIOwEgSyuCGDUQkSWJ6dVvAuha2qAh8k6CgIIKDg53/NZSwqpOTQanEcvJkrePm6p813brVOafmrq3fWY51/ued5zg3LRWFvz+qmJg617UWF2OvqEDTrXX93u5EJKw+gDNhFf2rgnZEwJgxdF65kk6ffEzYte0nWQWICNQypY+jcrpqR11N1prq6uiuEfhpWqbooElORtJokI1GLNWGIL5O0PTpBE2e7NO9x67Aoc3aH51awfbjxaze2fi/z29pRew6WYpGpWDu+K7N3sdvyBD8hw9H27Nno+usxdWmAaGhSMrGX2dXDk3kkYt6c+/k9nEXQ+AaFFot/sOHo//p51pfsPQ//ogiOBi/gQPrnKPp6rgTcLaCQNWu3cDpXCNg7Fj0mzfXMgrQ//gjKJUEjPI9tzuRsPoANR9qQiFA0N7wG9C/3frO12iyfr0nG4uttmj+pqM17QBNmwWcjaRUOqse7WHwSterJ4kvLSPhuWe9HYpHSAr3Z+FURyL59NrDFDeizVrTu3r9eUlEBzd/YCvw/LF0+uhDIubMbnSdrcRhy9pYO0AN/RNCuHNCNzpH1h2SEXRsIuffSdW+fWQvXETF1q3kv/QSRe+8S+S8uSh0OmwVFVTt2YO12uY3aPJkdIMGkvPQQ5R8+imV2/+g8K23yXvmGQInTXImuRG334atqJjMO+ai37SJovfeJ2/pfwi79hrUcXHefMr1IhJWH0BIWgkEnmdirygiA7UUVphryQWVGy3syHBUvib3bl2vYPAF0wi99lpU0S3rfxV4htvO70Lv2CBKDBb+7/tD9a4prjSTWVyFWikxb0Ld266uwFadYNQoSwgE9REwahQJL7+EOT2drAV3U/7dGqIffNA58W88eIiM666nYvMWwPGlOfmddwi+6CIKX3udzLlzKfvmGyLvvJPEl5Y5r6vt2pXkd/6H3VhF9n0LKX7/fcJvuYWYRx/1xtNsEkl2hcFyByA/P5+YGMeHU15eHtEe/KA5Nm4ctoJCOq9ejV//cxuQpwAAKKxJREFUfh7bVyA413l67WHe2nqcaX1jePvm4YCjf/XB1XupMFr5efEEL0foXmwVFdgKC1F36nTODXzuPlnCFa//hizDx7ePZGz3ur3KFpudPZmlnNe56QpofdgqKrBXGlDH1P95YkpNRb9xE6qoqGbpFpusNtbuP8W2lEKevWoQSsW59W/W3vFmntEREBVWL2M3GrEVOGRzOppgt0Dg61w9zNHLlZZfgdnqaAvoHh3IV3eNZc29ddUDOhqV27aRduFFnJw9x9uheJwhyWHcNKoTCaF+Da5RKxWtTlaLP/iAY8PPo+DFFxtco+3enci5dzTbZENC4olvDvLlrmx2nihpVVwCQXtFJKxexpLjmPhUBAQIDVaBwMP0iAnimwVjWb94AhpV7bfDttrn2quqqDpwENnqu3aahuohDG09k8bnAg9f2JufF4+vU13dllJQp6+5paiTHD3SrrJoBYdr19RqSasfDggTAcG5hc+OhG4+ms/zPx0jJV9PRICWv41M5q6J3Rq9bbXxSB4vrU/hSK6eMH8NF/aP5aELe+Gv8dmniSX79MDVuXZLTiDwBQYlhTr/f0mlGYVCIsSvbbatsiyTMm489ooKun6/xmcTwqpdpx2uzkUCtHU/Gw7llHPTO3/SKcKfH+4b32KViBpOO16lYa+qQuFXt5JrPHoUbDbUycl1nIwa4sJ+sXy5K5sfD+by2CV9xOeG4JzBJyusO08Uc8eKHXSPDuSNG4cxa0gCz/10lFc3NTxxu/5QHrd/sIMeMUG8d+t5zJ/YjdU7s3jki/0ejLzliIErgcA3MFvtvLwxhaFP/czzPzXtUNQYkiSh6eqQQTKl+KZSgL2yEuORIwDtVunBVdjtMh//cYLbP/jLqQwwMDG01ckqgCo6GmVkjePVkXrX5P37adKvuJKKLVuafd3xPaPw1yjJLq1if3ZZq+MTCNobPll6XLY+hb5xwbx47WAAJvaKxmK38/rmNG4f1xWduvabiCzL/GvNIS7qH8dzVw8CYEz3SGx2mfd/y6DKbGvTG487EQmrQOB9vtyVxVNrDlFisACQFObf5mtqu3fHuG+fw/Hqwultvp6rqdq3D2w2VPFxPilh40ny9Sb+/f1hDObTRg93T2qbcLokSej69aVyy1aMBw/hP6RuFbtG1krVDFmrGnRqJZN6RfP9/lOsO5DLwMTQNsUpELQXfK7CarLa+ON4sdPVo4YZ/eOoNNv4M724zjkHc8o5WWzgljGdax2fc34Xtj40yWeTVRAJq0DgC0QFaZ3JKjgkr9qK06LVR7VYDdXtAP5Dzu3qKkBsiI7F006L/E/vF0Ov2KA2X9evui2goT5Wp3FACxJWgAurPx9/OJDbpFuXQNBR8LmENbPYgNlmp+tZ4sidIxw/pxdW1jnn0KlywGG7N+f9v+j1j3UMfPJHnvjmAEaLb1sjmp0uVyJhFQi8xZhukcSHOITh+ycEt0gkviGcFq0pKW2+ljuocb3xGyYSVoBbx3RmSHIoGpWCe6e4xk1K10jCKtvtTmtWZWjLdFgn9Y5Gp1YQ5q+m3Oi7Q30CgSvxuZaAsirHH1+gtvbQQ4DWUSWtMNX946xxKpn34U4uGxzP7eO6sC+rjBd/PkZhpZlX/1b/G7LJZMJkMgGg19f1E/cElixHwqoRFVaBwGsoFRI3j+nMf9YdYeYg1/wtans6kh7ziRPYzWYUGo1Lrusqwm+9BW3vXgSMHu3tUHwClVLBp3eMosJkJTKwfl/3lqIbMICQK6/Ab+CgOo/ZysrA5iioqMJCW3TdQK2KPx6d2ubhQIGgPeFzCWvN7Y2GBh/rO26p1k+c3i+WJRf1ARwVE7ss88wPR1k8rYJuUXUnMJcuXco///lP1wTeCuxVVdiKigDREiAQeJt547syoWcUvWLafisYHEM3iuBg7OXlmNMz0PVq3Ffe0wSOG0fguHHeDsOn0KmVdWYk2oI6Opr4f/+73sdsJaUAKIKCkFrxZUYkq4JzDZ9rCQiu/iPUn3Wbo9Lk+CYapKv7R1ojTTK5d23XiAk9HX1oh3LK691ryZIllJWVUVZWRqoX+swsOTkAKAIDUQQHe3x/gUBwGkmS6BMXjMJF7kGSJBExZzbRDz4oNJYFdagZuFKGt82WtdRgpqzK0vRCgaCd43MV1uRwf5QKiRNFtXtVM6p/7hFdt1LapbrftcappgarzVGtbegbs1arRat13PoxGo1tC7wVnDlwJbT0BIKOR+Sdd3o7hHop/+EHFAGB+A8dgiIgoOkTBK1GtlgwpaZir6jA/7zznMfVsbFE3b8Yha5hp62m+O8PR3h763EemN6LOyf4ptavQOAqfK7CqlMrGdE5nB8O1p5+XHvgFME6FYPPEPmuYUSXcPw1Sr7dm1Pr+PrDeagUEkOT657jCzgT1sREL0ciEAjOJfL++wyZd9xB1X7f1qnuCFRs3Ur6rCvIfer/ah1XJyQQeccdhN90Y6uvHR/qh9UuC9crwTmBzyWsAPdM7s6ezFIWfLKLTUfzef6no7y19TgLJnVHp1aiN1rYdbKEogrHwFSAVsXiaT35dm8Oj319gF9TC3l5QwpvbElj9tjORLiogd7VmLNqXK7ivRyJQCBwB7LNhiklBf3GTd4OxYklJwfrqVOgVOI3cKC3w+nw1HK8cvGdvOl9Y5Ak2JNZyqmyKpdeWyDwNXwyYR3TPZLXbxjG8YJK5q3Yydd7snn0oj7Mq77lcSC7nCte+42NR/Kd59w+rivPXDWQP9KLmP3eX3y+I5OFU3s6h7B8EUu2oyIsFAIEgo6JrbSU45deRtaCBdirfCOhMFTLWen69EHh33aDBEHjqGJiUEZEgM2G6QzHK9PxdKoOHnSoBbSS6GAdw5IdPbA/iiqroIPjcz2sNVzYP9Ypjnw2o7tFkPGfi+scv2Z4EtcMT3J3aC5DmAYIBB0bVUQEyvBwbMXFmNKO49e/n7dDoqraMMBvaF3nJYHrcTpebd1G1cGD+A0eDEDha69RvmYN0Q89RMSc2a2+/oX9Y9lxooQfDuZy69guLopaIPA9fLLCeq4gelgFgo6PrxkIGHY7Kqz+Q4VhgKc4bSBwyHnMVuwalYCaws6f6cXONjmBoCMiElYvYTcYnG9Y6njRwyoQdFROW7R6P2G1VVRgOnoUAD9hyeox6rNotZY4bFlVLbRlPZvEMH8GJIRgl+HnQ3ltupZA4Mv4bEtAR6emuqoIDkYpNFgFgg6LtofvVFir9u4Fux11YiLqmOimTxC4BOfgVWoqdqMRhU53usIa1raEFWDu+K6UVVmY0iemzdcSCHwVkbB6CbPoXxUIzglOV1g9b05yNgGjR9Plm2+wFRV6O5RzClVsLNEPPYS2Z08khQJZlrE5K6xtawkAuHSQuEsn6PiIhNVLnB64Em80AkFHpqaH1ZpzCltFBcrAuuYnnkJSKKotYn3LJrajU+N6VoOtohLZbAZA2caWAIHgXEEkrF7itKSVGLgSCDoyypAQoh9+GE1SIpJKvOUKTtuySn5+KPxa73R1JqUGM9/tzaGo0szCqeILiaDjId49vYTFaRogWgIEgo5OxOxbvR0CxqPHKHrnfwSOHUvIzJneDuecw15ZScW2X7DkniJk5kyiH7gf2WJx2fWzS6t47JuDaFUK5o7vir9GfLwLOhbiFe0lTktaiYRVIBC4H8Mf2yn/9jtspaUiYfUCtvJyshcuBJWKsOuvJ+L22116/b5xwSSF+5FZXMXmowXMGBDn0usLBN5GyFp5CWEaIBCcO9jKy9Fv2EDZd2u8FkONw5X/0GFei+FcRhUb6+hXtVqd0mKuRJIkLurvSFJ/EK5Xgg6ISFi9gK2iEltpKSASVoHgXMCcnk7WgrvJf+YZr+wvy7JwuPIyDscrh7xV+Y8/UnXgoFOL1VXUmAhsPJKPyWpz6bUFAm8jElYvYMlxVFeVISFenRgWCASeQdOtWimgoMD5ZdWTWLJzsObng0qF34ABHt9f4EDXry8Axe+8S8ZVV1H05lsuvf7gxFBigrVUmKz8miqkywQdC5GwegFLlmgHEAjOJZSBAU5HO2/osVbt2gk4EiZXTaULWk5NhbUGV0taKRQSF/ZzVFlFW4CgoyESVi8g+lcFgnMPTY3jlRcSVkN1O4C/sGP1Kn5nJ6xhoS7fY3r/WFQKCZPV7vJrd1SKK81sOpLPCz8f49kfj3g7HEEDCJUALyASVoHg3EPXoweVW7ZiOuZ5i1ZbaRlIEn7DRMLqTVRxcSjDws5wuXK9acDILhHs/Mc0QvzVLr92R8Jqs3P/qr3sySzlRJHBeTxIq+L+ab1QKCQvRieoD5GwegGRsAoE5x6aascrU4rnE9bEZS9i0+uR1CKJ8SaSJJHw0jJO3nwLAMow1yesSoUkktVq7HaZ9KJK9maWsiezFIB/zewPgEqpqJWsdo0KYHBiKIOTQ7HY7WgVSm+FLWgAkbB6AaHBKhCce2h79AAcCassy0iSZys4yqAgj+4nqJ+AESNQ+PtjNxhQhYe5da9TZVXEBOnOqWrhLymF/JFexJ7MUvZmllJutDofC9KqePLSfs7fx5KL+uCvUTIoMVQk+e0AkbB6AbOosAoE5xzabt2If/45Z+LqKbyRHAsaxm4yYTc4qnquHro6k5vf/ZOtxwpYfedohnd23z7ewmixcTCnjKO5FfxtZLLz+Jtb09iWclohQatS0D8hhMFJoQxKCsUmyyhw/D3UyIAJ2gciYfUwNr0ee1kZAOp4kbAKBOcKCp2OkIsv9vi+mXfMxW4wEPPIw/gNHOjx/QVnYbOh7dMHW2EhCjdWvcOrK4bP/XSUe6f0YFSXiHZdac0preLX1EL2Zjlu7x85pcdqlwGY1jeGqCAtABf0jSE6SMfg5FCGJIXSKzYItVLMl3cERMLqYSw5OQAoQ0NRBgZ4ORqBQNCRkS0WDDt2IBuNKALE+40voPD3J+ruBSgCAt1a+b5meBLf7s1h+/Fith//g/gQHZcPSeCKoYl0j25f+t/P/niEVzel1TkeGahlcFIolSarM2G9aXRnbhrt6QgFnkAkrB7mdP9qopcjEQgEnsackYF+02aUoaGEzrrc7fsZDx9GNhpRhoSg6dLF7fsJmkfQlClu32NM90hWzx/Dqh2ZrNl3ipwyI69tTuN/v6Sz67FpBGp98+O/pNLMDwdzOb97JEnh/gD0jQtBkmBIUijDOoUxOCmMwcmhxIfoRLvLOYRvvmI7MMI0QCA4d6k6eJD8//4XvyFDPJKwGnZW27EOGYKkELdFzzWGJocxNDmMJy7tx4bD+Xy1O4tArapWsvrUmkMMTQ5jSp9odGrvTMaXGy38fDCP7/bl8EtKIVa7zP3TenLPFEe/95Q+0fz+yBRiQ3ReiU/gG4iE1cNYsrMAkbAKBOciTqWA1FSPDENVVRsGCP3VcxudWsnFA+O4eGAcsiw7j6fk6Xnnl3TeIZ0gnYpLBsZzxdAEhncKc/tr02y189OhXL7bm8OmowWYzzA66BsXXCs51amVxIYImalzHZGwepjTCgHxXo5EIBB4Gm3nzqBSYdfrqdi0Cb+BA1FGRLglOZBlGcPu3QD4DxUJq8DBma+1IJ2auyZ24+vd2eSUGfn0z5N8+udJksP9uXxIAteel0RCqOusfM/8kmaXZR75Yj8VJofsVLeoAC4dFM8lA+PbXY+tJ6jYto2CZS9hSktDGR5G2LXXETH3jnrfO0q//IpTjz7a4LXili513uHRr19P4WuvY8rIQBUZSchllxE59w4kjcZdT6XViITVw1iyHUNXosIqEJx7SBoN2i6dMaWkknXXAgC0PbrT9bvvnGsMO3agDA1Fk5zcpg8NS2YmtsJCJLUaXf/+bY5d0PGIDdHx0IW9eeCCXmxPL+LLXdms23+Kk8UGXt6QQt+4oDYnrBabnd/Sivhubw6p+RV8ddcYJElCp1Zy0+hOSMAlA+PpExck+lEbwLBrN5l3LSD4oguJWngfhp07KVi2DGQ7kXfeWWd94MQJdF75aa1jsiyT+/jj2CoqCZwwHoCKX38l6557Cb7oIqLuX4zpWAoFL76IrbiY2Mcf88RTaxEiYfUwNUNXGjF0JRCck0Q/8gjFK1ZgPp6OJTsbVVRUrcezFy3GWlAASiWaxEQ0Xbqg6doVbdcuaHv1wm/AgGbtI5tMBE6ZArKMQqt1x1MRdBAUCokx3SIZ0y2Sp2b256dDuazbn8uk3tHONa9uSmV/VhlXDE1gYq9oNKqGe6Jtdpm/Mor5bm8O6w7kUlxpdj526FQ5/eJDAHj4wt7ue1IdiMJXX0XXuzcJzzwDQOC4cWC1UvTW24TfeisKXe3eXlV4eB3b3+IVKzClHafzp584Hyv78ivUcXHEP/sMklJJ4Nix2IqLKH7/A2KWPOJzzngiYfUgtvJy7OXlAKjjRUuAQHAuEjh2LIFjxwLVIvLV7wkAstmMKjYWu8GAvbIS84kTmE+cgM2bAfA/7zw6fbjCuT7vP/9FFRmBpmtXNJ27oElKdH7IaHv0IOnV5Z57YoIOgZ9GyczBCcwcfPouoCzLfPZXJieLDfxwMJcwfzWXDorniqGJDEoMqVUZ/WZPNk+vPUxeucl5LCJAw4wBcVw6KJ4+scEefT7tHbvZjOHPP4m8555ax4Om/3979x7V1JXvAfybBJLwTAiCURQQKBTwWR8FFLV18EX1znCxUnW0YwcctL0yHaFOwavtcvkoFltrR4siLjtTR6HUTh0R1IHKXLF12lJ1SlXkURQFSstLaBKSff+gyRjyQCWJh/j7rMUf2efsw/6d/Iw/ds7ZZw5a9ueg619fwHXaVLPH6GluRvNbb8MjIQFO48bp2plSCZ6zE3iC/1wfLJB6gKlU0Ny5A4FUatFYBooKVhvSzq4KZDLwnZ0f8mgIIQ8bXyQC/64ZVp5QiFF5R8EYQ09TM5Q11VDW1EBRXQNldTXEY/8zu6rp6sIPBw/qH9DBAUJfXwhHjYJrdDQ8EhbbKBJiz3g8HvYum4iPvrqBYxUNaO5Q4FB5HQ6V1yFgiAveiB+re5qW1FmIxnYF3MUOmDtajgXjhiMywBMOtHj/A1HV14OpVBD6++m1C317n+6lrK0F+ilYm3e9AwgE8EpZq9fusXQpvktMREtODqSLFkFZXY0fDh2Cy4zpnCtWASpYbYrv5ATp4sWcm2YnhHALj8eD41BvOA71hktEhNF9mFqNIS+9CGV1DRQ11VDW1IJ1d0NZXQ1ldTUEUgkVrMRiwoa7I2x4GF6Z+zj+73oLPvryBk7++zaqv7+D4m8adQVrVKAnclZMQvRjXmYvG3jUdXR0QHzXV/kikQgiI5fuqH/+Bkbgqn8jmvZBIJrOTrO/p6elBW0ffwzZyt9A4K4/u+385BR4vrASTZk70JS5o3ccYaHw2bHj/gOyASpYbUjo749hr2162MMghNgBgZsbvNas0b1mGg16GhuhqO4tXkUB9KAAYnkOAj5mBHthRrAXOhU9OHn5Npo6ftJtdxTwMSt06EMc4eAQFBSk93rjxo3YtGmT4Y7aZchM3ZDWz/rKrXl5YIxBtny5wbbbGzeh9aOP4Jn8O7hEREJ14waad+9G/W8T4XswF3wny60QYQlUsBJCiB3g8flwHDYMjsOGAVPNf0VIiCW4ihwQP5FuIH4QVVVV8LrrciBjs6tA7x+mAKDuM5OquXPn5+3mlwBrLyqGa1SUwU1YqsZGtOblwXNVErzX/nypwJNTIB4zGjUL/wutHxZAtmzpfcVkbVSwEkIIIYTYkJubG9zd+78BzdHXFxAIoPruO7125c+vhYGBJvuqbt+GorISshWGs6uqhgaAMYM1msXBwRBIpVBUXbuXMGyKLjAhhBBCCOEgvkgE50mT0FF8Su8pZR1FReC7u8Np7FiTfbsvXgRg/MEhQj8/QCBA17++0GtXVNdA3drKyaU3aYaVEEIIIYSjhiT/Dt/9ZiVupvwe0v+OQ9dXX6El5wC81/0BfLEY6s5OKKuq4Ojrq/fVv+LqNfCEQt2KAndzkMkgW74cLQcOAABcoqKgamjA9+++C4fhwyBdtMhm8d0rmmElhBBCCOEol4gI+Ox6G8qaGtxY8yLaPzkO79RUeL7wAgDgp39/g9qE59BZ+qlev56W78E3c9mBd1oqhqauQ8epU6hPTMT3u3fDJSoKo/LzIZBIrBrTg+Cxu+eYH2FNTU0YOrT3zsbGxkZ4e3v304MQQggh5N5QnTEwNMNKCCGEEEI4jQpWQgghhBDCaZy96ar0ShPeLL6Ka00d8HQRYcmTvlg9M1DvmcWm9Kg1iNtzDk6OAhxZFWmD0RJCCCGEEGvh5AzrF3U/IPHQvxDk7Yq9yybiVxN8sKP4Ct4tqbqn/ntKr+PijTYrj5IQQgghhNgCJ2dY3zp9DWHD3LFz8XgAwMwQb6g0GuwpvY7fRgdA7Cgw2febhna8W1oFLzfjT40ghBBCCCGDC+dmWBU9anxW/QPmjJbrtc8fPQx3lGp8XvODyb4qtQZ/yPsaz0eNQsAQF2sPlRBCCCGE2ADnCtb6H7qgVGsMCk5/z97XNd/fMdn37dPXoFJr8PuYx6w6RkIIIYQQYjucuySgrbsHAOAqctRrdxH1XgbQqegx2u/r+lZkl1Xj6KpIiBxMXzJwN4VCAYVCAQDo6Oh40CETQgghhBAr4twMq/Y5BqYWAzDW/pNKjT/kfY2VU0dh/EjpPf+urVu3QiKRQCKRICgo6AFGSwghhBBCrI1zM6zuTr0zqx0/6c+k3lGoAQBuYkeDPm8WX4GGMfzPrCD0qDUAAO3ju3rUGgj4PKPLYf3xj3/Eyy+/DKD3qRPBwcEAgObmZovEQgghhBAC6NcWGo3mIY5kcOJcweorc4aAz0Ndi/61qrU/v37M29Wgz4lLt3GztRth/1tksC0ovRCZ8WOxaNJIg20ikQgiUe9qAvX19br20aNHDygGQgghhBBTWlpaIJfL+9+R6HCuYBU7CjDFX4aT/76NpOkBupnRE5dvwV3sYPQr/5znJ0HZo//XyqsfXQIAbPnVGIz0cLb6uAkhhBBCiHVwrmAFgJeeDsLSnM+w5oMvsWjSSHxZ9yOyz1Zj/dzHIXYUoOMnFa41dcJP5gxPVxEel7sbHMNF2Bva2BHSe/qdISEhuHz5MgDA09MTfL51Lu/t6OhAUFAQqqqq4ObmZpXfwWWPevwAnQOK/9GOH6BzQPE/mvFrNBq0tLQA6K05yP3hZMEaFTQEe5ZOxFunr2LVoS8wVCLCq/NCkTg9AABw+WY7ntt33uRX/Q/CwcEB4eHhFjmWOWKxGADg5eUFd3fDQtvePerxA3QOKP5HO36AzgHF/+jGT5cBPDhOFqwAMHe0HHNHG39jIwM9Ubst1mz/I6sirTEsQgghhBBiY5xb1ooQQgghhJC7UcFqYyKRCBs3btStTvCoedTjB+gcUPyPdvwAnQOK/9GOnzwYHtOu1E8IIYQQQggH0QwrIYQQQgjhNCpYCSGEEEIIp1HBSgghhBBCOI0KVgs7efIkJk2aBGdnZ/j5+WHr1q3o7zLhP//5zwgPD4eTkxNCQkKwf/9+G43WshhjyM7OxtixY+Hq6oqAgACkpKSgvb3dZJ9vv/0WPB7P4Ofxxx+34cgtp6urCwKBwCAe7bqDpthDDpSWlhp9L7U/r732mtF+9pID9fX1kEqlKC0t1Wu/cuUKYmNjIZFI4OnpiRdeeAGtra39Hu/zzz/HjBkz4OrqCrlcjnXr1kGhUFhn8BZgKv7S0lLMmDEDHh4ekMvliIuLQ1VVVb/Hk8vlRvPi9u3bVopg4Eydg4iICKOxnD9/3uzx7CEHzH0mPPXUU2aPNxhzgFgPZ9dhHYzOnTuHhQsXYvHixdi8eTP++c9/Ij09HRqNBunp6Ub75OXlYfny5Vi7di3mzp2LY8eOITExEU5OTli6dKmNIxiYzMxMvPrqq0hNTcWsWbNQVVWFDRs24PLlyzh16pTuMbt3q6ioAACUlJToFXVOTk62GrZFXbx4ERqNBocPH4a/v7+u3dyT0+wlB5544gmUl5cbtGdkZODChQt47rnnjPazhxyoq6vDnDlz0NbWptfe2tqKWbNmYfjw4Xj//ffR2NiItLQ01NfXo7i42OTxrl+/jpiYGERFReHo0aOorKxEeno62trasG/fPmuHc99MxV9eXo6YmBgsXLgQf/nLX9DV1YXNmzdj2rRpuHz5MoYMGWL0eI2NjWhsbERWVhYiI/XX1Pb09LRaHANh6hxoNBpcunQJqampiIuL09s2evRok8ezpxzoq6CgAJmZmVi1apXJ4w3GHCBWxojFzJ49m02ePFmvLS0tjbm6urKuri6jfYKDg9miRYv02p599lkWGBhotXFag1qtZlKplK1evVqv/ejRowwAu3DhgtF+r7zyCvP397fFEG1iz549TCgUMqVSec997CUHjDl27BgDwPLy8kzuM5hzQK1WswMHDjCZTMZkMhkDwEpKSnTbt2zZwpydnVlTU5Ou7cSJEwwAKysrM3ncpKQk5uPjwxQKha7tT3/6E+Pz+ay2ttYqsTyI/uJfsGABGzNmDFOr1bq2hoYGJhAIWGZmpsnjFhYWMgCcitWU/s5BZWUlA8BKS0vv67j2kgN91dXVMYlEwtasWWP2uIMpB4ht0CUBFqJQKFBaWmrwF3R8fDw6OztRVlZm0Ke2thZXr1412uf69eu4evWqVcdsSe3t7Vi2bBmWLFmi1x4cHAygd7bAmIqKCowfP97aw7OZiooKhIWFwdHR8Z72t6cc6Ku7uxsvvfQSYmNjER8fb3K/wZwDFy9eRHJyMlasWIH333/fYHtRURGio6Ph5eWla5szZw7c3Nxw4sQJk8ctKirCM888A6FQqGuLj4+HRqNBUVGRZYMYgP7inzJlClJSUvS+YRg2bBjc3d1NfiYAvTkhlUrh5+dnlXFbUn/nQPsNwrhx4+7ruPaSA329/PLLcHZ2xpYtW8zuN5hygNgGFawWUl1dDaVSqSvQtIKCggDAaOFRWVkJAPfVh6ukUineeecdTJ06Va+9oKAAgOmvvioqKtDW1obIyEiIxWLI5XKsX78eKpXK6mO2hoqKCvD5fMTExMDFxQUymQyrVq1CR0eH0f3tKQf62rlzJxoaGvDWW2+Z3W8w54Cvry+qqqqQlZUFZ2dng+2VlZUG7y2fz8eoUaNMvrfd3d2oq6sz6Kd97jqXcqK/+DMyMrBy5Uq9tpKSEvz4449mvw6vqKiAh4cH4uLiIJFI4OrqioSEBNy6dcviMQxUf+egoqICEokEKSkp8PT0hFgsxvz583HlyhWTx7SnHLjbuXPn8OGHH2LLli1wd3c3u+9gygFiG1SwWoj2Joq+/wjd3NwAwOiNRw/SZzA5d+4ctm/fjl/+8pcIDw832K69Runbb7/F6tWrUVRUhKSkJOzcuRPPP/+87Qc8QNpr1a5du4a4uDgUFhYiPT0dhw8fxvz586HRaAz62GsOKJVK7Nq1CwkJCbri25jBngMymQwjRowwub21tdXof8xubm4m31tTOdFfv4ehv/j7am5uRmJiIkaMGIEVK1aY3K+iogI3btzA5MmTcfz4cWRlZelu3rpz544lhm4x/Z0D7R9kXl5eOHbsGPbv349r164hOjoaDQ0NRvvYaw5kZmbC398fy5Yt63ffwZQDxDbopisL0RYjxm4sAozfdGOqD/t5VQFzN+pwXVlZGRYsWIDAwEDk5OQY3cfd3R2nTp1CSEgIRo4cCQCYMWMGRCIRMjIykJGRgdDQUFsOe0AYY/j73/8OuVyuu8N9+vTpkMvlWLZsGYqKijBv3jy9PvaaA3l5eWhsbERqaqrZ/ewtB/pijBn9TGCMmXxvzX2WmOvHdQ0NDZgzZw6amppw5swZuLq6mtw3NzcXYrEYEyZMAABER0cjPDwc06ZNw6FDh5CcnGyrYQ/Ytm3bsGHDBt23T9HR0YiKikJoaCjefvttbN++3aCPPeZAfX09/va3vyErKwsODv2XHvaUA8QyBl/Wc5RUKgVgOCOm/SpYIpHcc5/Ozk6TfQaDv/71r4iJiYGfnx/OnDkDmUxmdD8nJyf84he/0BUqWrGxsQCAr7/+2upjtSSBQICZM2caLMdkLh57zYH8/HyEh4f3e92eveVAXxKJxOhsWGdnp8n31lRO9NePyy5duoSIiAjcvHkTJ0+exOTJk83uHxkZqStUtKZOnQqJRDLocmL8+PEGl0oFBAQgNDTUZCz2mAMFBQXg8XhISEi4p/3tKQeIZVDBaiGBgYEQCAQG6wtqX4eFhRn0CQkJ0dvnXvpwXWZmJpYsWYKIiAicPXsWcrnc5L5XrlzB3r17DT6Uu7u7AcDkkjdcdfPmTezbtw83btzQazcXjz3mgEqlQnFxMZ599tl+97W3HOgrJCTE4L3VaDSoqakx+d66uLjAx8fHoF9zczPa29sHXU784x//wNSpU8EYw9mzZxEVFWV2/9bWVhw4cADffPONXjtjDEqlclDlhEqlwsGDB42ut9rd3W0yFnvLAQA4fvw4pk+fjqFDh/a7rz3lALEcKlgtRCwWY/r06SgoKNB7UEB+fj6kUimmTJli0CcoKAgBAQHIz8/Xa8/Pz0dwcPCguzvyvffeQ1paGhYtWoTi4uJ+ZwFu3ryJ5ORkg/iPHDkCNzc3TJw40ZrDtTiFQoGkpCRkZ2frtR85cgR8Ph/R0dEGfewtB4De2bSuri6DWSVj7C0H+po9ezY+/fRTNDc369qKiorQ0dGB2bNnm+13/PhxvUXi8/PzIRAI8PTTT1t1zJb01VdfYcGCBfD19cX58+fN3milJRQKsXr1amzbtk2v/eOPP0Z3dzdmzpxppdFanqOjIzZu3Ii0tDS99i+//BJVVVVmY7GXHAB6C80LFy7c02cCYF85QCzo4aymZZ/OnDnDeDwei4+PZydOnGAZGRmMx+OxN954gzHGWFtbGysvL9dbkzE3N5cBYMnJyaywsJAlJyczAOzIkSMPK4wHcuvWLebk5MT8/PxYWVkZKy8v1/tpamoyiL+np4fNnDmTSSQStmvXLlZcXMzWrl3LeDwe27Fjx0OO6MH8+te/ZkKhkG3evJmdPn2abdq0iQmFQvbiiy8yxuw7B7QOHjzIALCGhgaDbfacAyUlJQZrUDY3N7MhQ4awcePGsYKCArZv3z7m4eHB5s2bp9e3vLycVVVV6V5XVlYysVjMnnrqKfbJJ5+wN998k4lEIoN1jrnEWPwTJkxgjo6OLC8vz+Az4e54+77esGEDA8DWrVvHTp8+zbKyspi7uzuLjY21ZUj3zdg5yMnJYQDYihUrWHFxMcvOzmZyuZyNHz+eqVQq3X72mgOMMVZbW8sAsA8++MBkX3vJAWI9VLBaWEFBARszZgwTCoVs1KhRev/pav8x5+bm6vXZu3cvCwoKYiKRiIWGhrJDhw7ZeNQDp/1QNvWTm5trNP7W1laWkpLC/P39mUgkYmFhYSw7O/vhBTJA3d3d7PXXX2ePPfYYE4lELCAggG3dupX19PQwxuw7B7S2b9/OALDu7m6DbfacA6b+s7506RKbNWsWc3JyYt7e3iwpKYm1t7fr7aMtaO529uxZ9uSTTzKRSMR8fHzY+vXr9Qocrukb//Xr181+Jtwdb9/XarWa7d69m4WHhzOxWMx8fHxYamqqyQewcIWpHDh8+DB74oknmLOzM/Py8mJJSUmspaVFbx97zAGtzz77jAFghYWFJvvaSw4Q6+Ex1s+D7gkhhBBCCHmI6BpWQgghhBDCaVSwEkIIIYQQTqOClRBCCCGEcBoVrIQQQgghhNOoYCWEEEIIIZxGBSshhBBCCOE0KlgJIYQQQginUcFKCCGEEEI4jQpWQgghhBDCaVSwEkIIIYQQTqOClRBCCCGEcBoVrIQQQgghhNP+HxK3CsA//wjKAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9327795800189645\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:24:56] ax.service.ax_client: Completed trial 18 with data: {'accuracy': (0.93278, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.934899041893895\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:24:57] ax.service.ax_client: Generated new trial 19 with parameters {'lr': 0.004211, 'wgtDecay': 0.000395, 'lambda1': 1.3e-05, 'lambdaI': 0.001221, 'lambdaC': 0.097725} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 4048.0769 | acc: 0.7738| Val loss: 38.1704 | acc: 0.8096| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 2626.4112 | acc: 0.9032| Val loss: 27.6555 | acc: 0.8618| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 2174.6177 | acc: 0.9120| Val loss: 34.1477 | acc: 0.8312| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 1933.7314 | acc: 0.9138| Val loss: 23.1249 | acc: 0.8739| \n", + "Finished Training | Time:418.2621064186096\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9440879781425598\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:31:58] ax.service.ax_client: Completed trial 19 with data: {'accuracy': (0.944088, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9446469851028046\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:31:59] ax.service.ax_client: Generated new trial 20 with parameters {'lr': 0.007287, 'wgtDecay': 0.000594, 'lambda1': 3.2e-05, 'lambdaI': 0.000443, 'lambdaC': 0.007998} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 588.6550 | acc: 0.7749| Val loss: 41.6393 | acc: 0.7790| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 288.0892 | acc: 0.8829| Val loss: 30.6121 | acc: 0.8446| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 251.3225 | acc: 0.8881| Val loss: 31.2280 | acc: 0.8283| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 204.8114 | acc: 0.9224| Val loss: 20.9723 | acc: 0.9127| \n", + "Finished Training | Time:417.91566491127014\n" + ] + }, + { + "data": { + "image/png": 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iL774omt/50h8RUGjcxS0tpzf72uvvbbc7AUAv/zyi+txye93bV+Pkpxvxn755RdSUlLYsWMHIKcDSFJTIANWSWpiRo0a5bpF/thjj5U74pWens4TTzwBOFJc3XTTTYAjsNy9ezeZmZm888475R6/5OIgZ1ARFhbGX3/9RUZGBu+9916121VFpVIBjvmJ586dK/N8YWEh06ZNc40AOgPw+jB48GDXIrHHHnvMNX2ipLfeeov4+PgaHde52Eqv11eY3qmkLl260KdPH8ARSMXExACgVqtdgdSqVavYv39/mbaJiYl89NFHAIwZMwaNRkOzZs1co91vvfVWuSVY//33X9fo4rhx41zbnd+3jRs3lnvb/fnnn6904VtVnN/vo0ePlvvm48yZM66fWyj9/a7t61HSzTffjK+vLwUFBTz55JMUFRURHR1N//79a31NkiQ1ksZPTCBJkhDnUwj169dPfPjhh1V+HDx40NX2m2++cbVv06aN+Pzzz8XZs2fF2bNnxeeff16qdOUPP/xQ6rxTpkxxPTdlyhSxe/dukZKSImJjY8WKFStclYRatGhRqpTlkCFDXGmtHnnkEbF//36Rmpoqjh07Jt566y3h4+MjANG7d+9qvwZLlixx9aVHjx7il19+EcnJyeLkyZNi1apV4rLLLitVPalDhw6l2pdMa1VegnwhhDhx4oRrn48//rjUc1u2bHE917VrV7Fx40aRlpYmjhw5Ih5++GGhUChcCfark9YqMTHRtf/YsWOr/Tp88MEHrn48+uijru1nz551lVcNCAgQixcvFqdPnxYJCQni66+/dqX7MhqNIiYmxtXu4MGDrmILkZGRYtWqVeLs2bPi1KlTpb7HzZo1K5XS7L///a+rH0OGDBG7du0Sqamp4s8//xS33nqrqx9UkdbqwiIJTrfffrtrn3Hjxon9+/eLtLQ0cfjwYfHaa6+5qlw5P6ZPn16qfW1fj5KmTp3qqmrFBamzJEnyXDJglSQ3KfmPuTofb731Vqn2H374odBqtRXubzQay+ScFMJRXeqqq66q9FxhYWFlcoeeOXOmyhrw7dq1E6dPn672a1BUVCQGDRpU6TE7dOggJk6cKABhMBhKVaSqa8AqhCMPpzMf6oUfrVq1clW7qk7AOn/+fFfbkqVYq5KTkyOMRqMARHBwcKk3Cvv27RPNmzev8PXx8/MTmzdvLnPMzZs3C19f3wrbNW/evMz3OCcnx1WBq7yP0aNHuwLT2gSscXFxrmC5oo+RI0e6fj6HDRtW5hi1fT2ctm3bVmr/o0ePVvq9kSTJM8iAVZLcpK4BqxCOmvEPPvig6Nixo/Dy8hK+vr7iiiuuEM8++2ylgaPFYhFLly4VQ4cOFcHBwUKtVouAgADRq1cv8eKLL4qsrKxy25lMJvHqq6+Kvn37Cn9/f6FWq0VwcLAYOHCgeOutt0RBQUGNX4eioiLx6quvim7dugkvLy+hVqtFSEiIGDx4sFi8eLHIy8sTf/zxh+t1+O6771xt6yNgFUKIw4cPi7vvvlu0bt1a6HQ6ERUVJR588EGRnp4uFixYUO2A1RnQh4SEVBi0VcQ58gdly5ZmZ2eLefPmie7duwsfHx+h1WpF27ZtxUMPPVTp9/ncuXPi8ccfF126dBFeXl5Cr9eLLl26iGeeeUakp6eX26agoKDU98PX11f079/f9drNmzev1gGrEI5R0gcffFC0adNGaLVaodPpRIsWLcTNN9/s+t46A3+dTieSk5PLHKO2r4cQQtjtdhEVFSUA0bNnz0r3lSTJcyiEqMOEJEmSJElqQoQQREdHEx8fz9tvv81DDz3k7i5JklQNMmCVJEmSLhk7d+5k0KBBaLVaEhMTK6yQJkmSZ5FZAiRJkqRLgs1mc6VfGz16tAxWJakJkSOskiRJ0kUrNTWVhQsXEhwczIYNG/jtt99QKBTs2bOHHj16uLt7kiRVkwxYJUmSpItWXl6eq+CA08MPP8ybb77pph5JklQbckqAJEmSdNEyGo30798fnU5HVFQU8+fPZ+HChe7uliRJNSRHWItZrVaOHTsGQFBQkKumtiRJkiRJUl3Z7XZXZcIOHTqgVqvd3KOmRb5axY4dO0bXrl3d3Q1JkiRJki5yBw8epEuXLu7uRpMihxElSZIkSZIkjyZHWIsFBQW5Hh88eJCQkBA39kaSJEmSpItJamqq605uyZhDqh4ZsBYrOWc1JCSE0NBQN/ZGkiRJkqSLlVwnU3PyFZMkSZIkSZI8mgxYJUmSJEmSJI8mA1ZJkiRJkiTJo8mAVZIkSZIkSfJoMmCVJEmSJEmSPJoMWCVJkiRJkiSPJgNWSZIkSZIkyaPJgFWSJEmSJEnyaDJglSRJkiRJkjyaDFglSZIkSZIkjyYDVkmSJEmSJMmjyYBVkiRJkiRJ8mgyYJUkSZIkSZI8mgxYJUmSJEmSJI8mA9ZGZrXZSckpdHc3JEmSJEm6gLDZsKamursbUjnU7u7ApWTXyXQmLf+L6GAjmx4e5O7uSJIkSdIlyZaTgzkujqK4OMwn44ofn8QSfxp1WBhtt25xdxelC8iAtRFF+Bsw2+ycTDNhsdnRqOQAtyRJkiQ1BGGzYUlMdASjxUGp+eRJik6dwpaWVmE7a3o6wmxGodU2Ym+lqsiAtRFF+Bvw0qrIN9uIT8+nbai3u7skSZIkSU2aLTe3OCg9iTnulCMwjTuJ+VQ8wmKpsJ06NBRtdDTa1tHooqMdj6Nbo2neDIVSDih5GhmwNiKlUkG7UG/+TcjmRHKuDFglSZIkqRqEzYYlKal0YHryJEWn4rClVjxaqtBq0bZqhbZ1a7TRrYoDU8djlbf8H9yUyIC1kbUN9XEErCkmbnB3ZyRJkiTJAwghsKWlYU5IwJKYhCUhAUtiguPrhEQsZ8+C1Vphe3VISOmgtHVrtNHRaJo1Q6FSNeKVSA1FBqyNrH2Y4x3d8eRcN/dEkiRJkhqPLScHS0KJIDQhAXNi8ePERERh5Rl0XKOl0dGOwLQ4KNVGR8vR0kuADFgbWbvigPVEssnNPZEkSZKk+mMvKHAsckpIwJKYWCYotefkVH4AhQJ1eDjaiAg0kZHFHxFoix+rQ0LkaOklTAasjaxdqA8AJ9NMWG121DJTgCRJkuQBhMWCzWTCnpePPc+EPS8Pu8mE3WTClpeH3ZR3flteHvY8EzaTCVt2NpbEpEpX3jupgoIcQWjE+YBUE1EclDZrJlfmSxWSAWsjK5kp4JTMFCBJkiTVE2G1Ys3IwJaWhjUtDWtaOvbcnPPBpslUKuC05eWVCkqF2VznPii9vc+PjEZcMEoaEYHSy6serlS6FMmAtZEplQrahnpzQGYKkCRJkqoghMCek+MIQFOdgWiqIyh1fe34sGVkgBB1PqdCr0fp7Y3S6IXK6I3SaHR87dzmXbzNWLzNxxtN8+ZoIyNR+vqiUCjq4colqTQZsLpBu1AfR8AqMwVIkiRdkuwFBVjT07GmpjqCzXICUGtaKrbUtEpziZahVKIKCkQdHII6KAiVr2/5waa3tyPgNBpRehtRubYZUahlaCB5HvlT6QbtZKYASZKkS4oQgsIDB8j56WdyNm/CmnS2Ru2Vfn6og4NLf4QEowoOdgSnIY5tKn9/uTBJuijJgNUNnKmtYlJkpgBJkqSLlRCCwkOHyflpI7k//YwlKanU8wqdDnVIyAXBZ+kAVB0cjCooCKVO56arkCTPIANWN3BlCkjNk5kCJEmSLiJCCIqOHiVn40/k/PwzljNnXM8pvLzwGToU3xE34NWrF0ofHznfU5KqSQasbhDhb8CgUVFgkZkCJEmSmjohBEXHT5Dz80/kbvwJc3y86zmFwYD3kMH4Dr8B78GDUOr1buypJDVdMmB1A6VSQbswR6aAmBSZKUCSJKkpKoqJccxJ/flnzLGxru0KnQ7vwYPxvWE43oMHy1ROklQPZMDqJs7UVseTTQzv6u7eSJIkSdVRFBdHzk8/kfvTzxSdOOHartBoMA4ahO8NN+A9ZAgqb6MbeylJFx8ZsLpJ+zDHPNYTcuGVJEmSRzOfPu0YSf3pJ4qOHj3/hEaDd//+jpHUYcNQ+fi4r5OSdJGTAaubODMFnJCprSRJkjyOOSGR3J9/Iuennyk8dOj8E2o1xn598R1+Az5XD0Pl5+e+TkrSJUQGrG4iMwVIkiR5FmtmJtnfrSfnp58oPHDg/BMqFcY+ffAdcQPeV1+NOiDAfZ2UpEuUDFjdpGSmgPiMfNqEyIVXkiRJ7mJNS+PUuPFYEhIcG5RKvHr3xnf4cHyuuxZ1YKB7OyhJlzgZsLqJUqmgbag3/0vM5kRyrgxYJUmS3MReUMCZ/zyAJSEBTfPmBN4zDd9rr0UdEuLurkmSVEwGrG7ULswZsMpMAZIkSe4gbDaSHn+cwgMHUPn7E7ViOdpWrRrsfNa0NLK/+w4UCnyuvrpBzyVJFxMZsLqRM1PAcZkpQJIkyS1SXn+D3C1bUWg0RC5Z3OABpDUtjZQ3FrrOrWvXDp/rrsPnumvRtW8vK19JUgVkwOpG7UJlpgBJkiR3yVizhoyVKwFo9soCvHr0qNfjWzMzyV73HbacbEJnzwZA37Ej/rffjvn0afL37qXoxAmKTpwgbckSNC2jCH30UXyvvbZe+9GUCSGwJCRQeOgQwmrDe9BAVL6+7u6W5AYyYHUj5wirzBQgSZLUuHK3bSN5/ssAhMyejd/IkfVyXCEEhf/+S+bna8n56SeE2YxCqyVw8mRXdoFm814EwJadTe62beRu3kLe779jiT9dqiqWOT4ea0oKhu7dUahU9dI/TyaEwJKYhDYywrUtYeaDmH75xfW1QqPBOHgQfiNH4j1kCEqDwR1dldxABqxuJDMFSJIkNb6CQ4dIfORRsNvxu+1WgqbfV+dj2vPyyN7wI5lr11J05Ihru65zJwLGjUOp15dpo/Lzw/+WW/C/5RZspjzydu7A2Lu36/nMzz4n45NPUAUF4XP11fhcdx3GPr1RaDR17q+7Cbsdy+nTFBw6ROGhwxQeOkTh4cPYc3Np939/uoJ7XXQrTBoN+vbtsRcVYo6JxbT1F0xbf0Hl70/bHb+h1GrdfDVSY5ABqxuVzhRgkgGrJElSA7OcPUvCjPsR+fkY+/Wj2dy59TJvNOOzz0hd+CYACp0O3xtuIGD8OPSXX16t46u8jfjecEOpbQqtFqWvL7b0dLK+/JKsL79E6euLz9Ch+Fx/Hd6DBzeJkVdhtwOgUDruIqZ/vJK0JUuwm8qu31BotVji410Ba9D06YQ89BAKrRYhBEXHj5Oz4UdyNm5E37lTqWA1bdn7ePXojqFHD9e5pIuHDFjd7HymgFyGdw13d3ckSZIuWjaTiTPTZ2BNTUXXrh0Rby+q1WilMJvJ2bIFdVAwxqv6AOA/ejQ533+P35hb8R99Cyp//zr3N/SROYQ8OJO8v/aQu3kzub/8gi09nez168n780/a/rb9fJ+sVhRq9/9LF3Y75lOnHCOmBw85Ph85QtTHKzBcfjkASqMXdpMJhVaLrmNH9F06Y+jSBX2XLujati31PSlZ7lahUKDv0AF9hw6EzHkYe+759R/m+HhSFy0CQB0eju8NN+A7ciT6Lp3lQraLhPt/ui9xzopXMlOAJElSwxEWC4mzZlN0/DiqkGBavL+sVDBUHeaERMdI5zffYEtPx6t3b1fAqg4OJvr77+s9OFJotXgP6I/3gP6Ez32egn37yNmyBZWfn2sUUdhsxF53PbqOHfG59lp8hg2t15Kxwm5HFBZiLyjAXlCIKHR81oSHuXLV5u3aTeridyk6fAR7fn6ZYxQeOuQKWH2uuQbD5Zeja9Om1tMbFApFmcVXfreOIXfzFqznzpHx8cdkfPwx2lat8B0xAr8xY0rNjZWaHhmwuln7MJkpQJIkqSEJITj34jzy/vgDhcFAi6XL0DRvXr22NhumnTvJ+nwtph07QAgA1KGhePXujbDbXYFjQ4/kKVQqvHr1wqtXr1LbCw4cwJKUhCUpCdOvv3JWrcbYpw8+116DKiAQw2VdXddbdOIE2T9swF5Q4Ao87YUFiPwC7IWFBN17Dz5DhwJg+v0PEh54AFFUVG5/wp59lsCJE8734++9jn7q9eg7dkTfpQv6zp3Rd+2CrnVr137qwMB6rxymbdmS5vPnY587l7wdO8j+8UdMv27DfOoUae+9h659O1fAKoSQo65NkAxY3cw5wiozBUiSJDWM9I8+Iuurr0CpJGLhQgxdu1S7beIjj5L788+ur439+uI/bhw+Q4d6zOInw5VXEr3+O3I3byF382aKTpwg748/yPvjDwCav/YqfjfdBID5zBnSP/igwmNZz51zPVao1WWCVYVej1KvR2EwoNCev3591640W7AAfZfO6Fq3dtv0BKVWi8811+BzzTXYTHmYfv2F3C1b8B4yxLVP+rJlmP74A7+RI/G5/npZdreJUAhR/HbRQyVlFXD9oh18cFdP+rYJqnTfX48m8/bWExw9l0uAl5bhXcN5fHgHvLRV/+KkpKQQFhYGQHJyMqGhofXS/6rY7YIuczdRYLHx6yODaS0XXkmSJNWbnI0bSZzzCABhzzxD4F0TK9xXCEHB33+ja9fONQc1+/vvOTf/ZfxHj8Z/7B3ooqMbo9t1UhQXR+6WreTt3Imw2Qi67158igO2othYMr/4AqXegNLLUByAGlAaHEGovnNntJGRANgLC7Glp6MwGBxBql5/USxmir3xRswxsY4vVCqM/frhO3IEPtdcg8q74f4H1yXOMO3cSeqitymKjUUVGEDA2HEE3XdvhSPFdrOZtHcXk/3DD9gyM9G2bk3Q3VPxGzWq1H4FBw6Q8trrFBw+jNLLC79Rowh5eLZHZl7w6IA1ITOfSSv+4mRqHp/fe1WlAevWw8nct+pvxnSPZEy3CE6kmHh90zGGdQzlnfHdqjyXuwJWgFHv/s7/ErNZNrGHXHglSZJUT/L37eP0lKkIs5nAyZMIe+qpSvdPevZZsr/+htDHHiNo2t2AY4GVsNvLTUslNU2Ws2fJ2fgTOT/+SOHhw67tCp0O3xtH0nz+/AY5b23jjPx9+4mfPBnfG4bjN2oU+Xv3kv7+B4TMeojgGTPKbXNm5kxM238jaOpUjH2vovDIEVKXvEfo7FkETpoEgPn0aeLG3IqhWzcCJ06gKPYkqYsW4XfzTTSbN69+LroeeeSUALtd8PW+BF7eeKTqnXG8K35xw2Fu6NqMN26/AoB+bYOx2QUr/zxFgdmGQeu5qT/ahcpMAZIkSfXJHB9Pwn8eQJjNeF99NaGPP15lm7wdOwGwZWW6tim0WuRsx4uLplkzgqbdTdC0uymKiyPnx43k/Pgj5rg4sNrc3b0y0pYsQd+xIxGvvQaA98CBYLWS/sGHBE6ZUubNVOHhw5i2/kLI7NkEz5gOgLFfPxQGAylvLMTvlltQ+fqS/tFylEYjLZYsdizuGzwYpUHPuXkvETxjBpoIz1qk5pFj+0fO5fDsdwe5tXskb91xZZX7H0rK4XRGPpP7tSq1/e4B0ex4fKhHB6sA7YorXp2QmQIkSZLqzJqZyZn7pmPLykLftSsRr79WZb5SYbdjTU8HIGBixdMGpIuLLjqakJkP0Hrjj0R/+w1B993r7i6VYjebyf/rL3wuKNfrc/312PPzyS9e6FZSUexJALyLF885GXv1QuTnk7d7NwB5v/+O95AhKErc/ve5/nqw2zH9/kd9X0qdeeQIa4S/gd8eG0IzPwP/F5te5f6Hz+YAoNcouXvlHv6ISUOnVjK6WwRPjeiEXuPhAWuoY87McZkpQJIkqU7sRUUkzHwQc3w8mubNabH0vVLlTitiy8oCm2N0TS7CufQoFAr0nTu7uxtlWM6cQVgsaFu1LLVdGxUFgPnUKRjQv9RzqkBH0QVLYiL6Du1d281nzji2JyRiLyzEkpSEtlWrUm3VgYEovb0dx/UwHhmw+ntp8a/B/hl5ZgCmr9rLTVc2556B0RxIyOatLcdJyzOz5M7u5bYrKiqiqHgFZG6u+4LF9sUjrCfTZKYASZKk2hJ2O2effoaCvXtR+vjQ4v1lrjyhVbGmpgGgCgjwmNX/0sUrNzcXfYlb+TqdDp1OV2Y/W45jQO7CxWBKoxGg3Gphxl690LRoQfL8+SgNevSXXUbR0aOkvLEQlErsBfmu4yq9jWXaK43Gco/rbhdFZGSxOsq+Xd8lnKdu6ES/NsHMGNyGWde048cDZ4lNLf+FX7BgAX5+fvj5+dG2bdvG7HIpkQEG9BolZqud0xllEy5LkiRJVUt95x1yfvwR1Goi33kbXbt21W5rTUsFqHaAK0l10bZtW1f84efnx4IFC8rf0bkuvqK8seVkbVBotUR99CHqZuGcnno3x3v2IvHhOYQ89JCjicHLddxyswwIUe5x3c0jR1hryqhzXMawjqVX3A1uH8JrPx/jcFIObcpJF/XUU08xZ84cAFJTU90WtCqVCtqGenMwMYfjySaZ2kqSJKmGsr75hvRl7wPQ7MUXMfbtW6P21tTigDU4uN77JkkXiomJIaTEm6PyRlfhfGla2wUjnva8vOLny48XtC1b0mr1aqzp6diystC2bInl3Dmw21H5+VV4XAB7fn6Fx3WniyJgjQ52DGmbi0danaw2xzuIiuawlhyCLywsbMAeVq19qA8HE3OISckFZKYASZKk6sr780/Ozn0BgKD7Z+A/ZnSNj2Hs04eIRYtQeuA/auni4+Pjg+8FpWXLo4mKApUKy+nTpbabi7/WtmlTpo29sJDczZsxdO+ONjISdZAjJWjhwUMA6Lt0RunlhTosrMxxrRkZ2E0mtG3cd9e5Ip435lsLvaMD8dKq+P7fpFLbtx5JRq1U0D3K3z0dq4G2Yc6FV543b0SSJMlTFR4/TsJDs8BqxffGG123PWtK06wZvsOvx7t//6p3lqRGotTp8OrZk9zNWyiZNj930yaUvr4YLr+8TBuFRsO5eS+R9cWXrm3CZiNz9Wo0LaNcU2WM/fuTu307drO51HFRqTBe1acBr6p2muQIa26hhRMpJloGehHkrcOoUzPn2va89OMR/AwahncNZ298Jst+i2Vq/1YEeZc/1O5J2ofK1FaSJEk1YUlJ4cyMGdhNJrx69qTZy/NljXjpohN8/wxOT72bxNkP43/rGPL37yd9+QpCH30EpV6PzWTCHBODJioKdWAgCpWKgPHjyfj0U9RhYejatCZjzRry9+8ncsliV7WyoHumkfPjj5y59z4Cp0zGfCqe1LfeImDsHWiaNXPzVZfVJAPWg4k5jP9wF6/fdjm392wBwD0DW+Nr0PDRzpN8secMob46Zl/TnvsHlx0u90TOTAGxqSZsdoFKKf/oSpIkVcSen0/C/f/BmnQWbatWRC5+t07lJHO2bAG7wKtXT5nWSvIoxquuIuKdt0l7dzEJD8xEHRbmqMZ291QACg8d5vTkyTR7+WXXdJiQB2eCUkH68uXYsrPRd+xIi/ffx7tECixd69ZELf+I5NdfJ3HWbFQBAQROnkzIrNrdpWhoHl2atTG5szQrOKp7dZ77M4UWO78+MlguvJIkSaqAsNlImPkgpm3bUAUE0OqLta68lLUVO2Ik5pMniVq50iNvh0pNn7vjjKbuopjDejFwZgoAOS1AkiSpMsmvvIpp2zYUWi2R7y2pc7AKJbIEhMq0VpLkiWTA6kFc81hlxStJkqRyZXz6KZmrVgHQ/LVX8erWrc7HtBcWYi8uHiPTWkmSZ2qSc1gvVs5MAXKEVZIkTyWEwJ6XhzU5GWtKCtbUVBRaLSp/f8eHnx8qf3+UBkO9nzv3l19IXvAKAKGPPoLv8OH1clxrmqMEuEKrRVmcn1KSJM8iA1YP4hxhlamtJElyB3tREdbU1PPBaEoKluQU12NrcjKW1FREftUV+RQ6nSt4dX3290fl71cmuHU99vNDUcHCqYL/HSTx0cdACPzvuIPAadPq7bptaeeLBsgsA5LkmWTA6kHaFY+wykwBkiTVJ2GzYU1Px5qcgjW1OPB0BaHnA1JbVla1j6n08UEdFoo6OARhsWDLysKWne04htWKKCpyHbcmlF5e5Qa3OZu3IAoKMA4cSPjzz9VrYGlJlWVZJcnTyYDVg7QI8EKvUVJosXM6I99VwUuSpEuHEAJhNiMKChxzK/MLEIUXPC4oxF5Y4NjH9bgQe0GJ5wsKsGVlOUZL09LAbq/65DhGRtWhoahDQ9GEhaIOCUUdFla8LQRNWBjqkBCUXl4V9t+el4ctK7s4iM1yfC4R0F742J6VjS0nB4TAnp+PPT8fS1JSmWPrOnQg4q03Uajr91+XLS0NAFWInL8qSZ5KBqwexJkp4GBiDseTc2XAKl2y7EVF2DIysGZkYMvIwJaZCSoVKm9vlEYjygs/1yH/Zn0RNhv23FxsubnYsnOw52Rjy8nFlpPt2J6d43ick4vNlOsIMAsLsRfkux47g9TqBpc1olSiDgkpHYyGlgxIQ9CEhqL086vT6KVCoUDl7Y3K2xsiI6rdTths2HJysDsD2QuCW1QqAsaOdRy3nnkPGkTE22+j8vev92NLklQ/ZMDqYdqF+nAwMYeYFBPXd3F3bySpfpQJQDMysGZkYstIL96WiTUjHVtGJraMDOx5eTU7gUaDymi8IJgt/tpoRGW8MNB1br8g+NXrHaODOTmOoDM3p/Tj7BxsuTnYc5yPcx0BVk4OdlP9zz1XaDQoDAaUej1Kg8H1WGHQozR4nX+sN6D0MqDQOx47n1f5+qAODXPcug8KQqFS1Xsf64tCpUIdEAABAWWe23zoHP/94TBv5ijo0wCDoJqICDQR1Q+uJUlqfDJg9TDOeazHZWorycMJsxnz6dNYzp6t/wAUQK1GHRCAKigIVYA/2AV2k8kRUOaZsOfln1/845xDWYM5mA1FYTCg8vVF5euLsvhzqcd+vii9fUoFmEqD3hGMugLS4s/1fOu7qdobn0liVgFf7DlDn9ZB7u6OJEluIP8aeph2MlOA5GHsZjPmU6cwx8RQFBNLUWwsRbExmE/Fg9Va/QOVCEDVgQGoAgJRBQWiDgxEFRCIOigQVWAgqoAA1EFBKH18qrw1LWw2x5zH4kDWbjJhy8vDbspzfW3Pr2C7c//8vNLBr0KB0sen/EDT54LHfsX7OB/7+FS4yl2qPX+v4te0gdah5vz0EyiUePXp7RjllSTJ48iA1cO0l5kCJDexFxVhjosrDkpjXAGq+fRpsNnKbaP08kLTooUj2KyHALSmFCoVKh8fVPWQO1PYbIjCQhQGAwqlrKniSYK8HQFrusncIMdPfu11rGfP0urLL2TAKkkeSgasHiZSZgqQGpi9oKA4MD0/YmqOicF85kyFi32U3t7o2rZF27YNujZt0bVtg65tW9Th4RdN3kqFSoXCKH/fPM3BxGzW7D4NQHpeUb0fXwjhyKKArHIlSZ5MBqweRqVU0CbEm0NJOZyQmQIuKrbcXAr+PUDR0SMIu0ChVjvmKKpVxY81KDTObeoy2xzbS39d4TaNBpGfT9HJOMdoaWwsRSdiKIqNxZKQAEKU20elry+6tm2LP9qgbVMcmIaGXjSBqdS0/HY8lX/PZAENM8Jqz84GiwUAlQxYJcljyYDVA7UP83EErCkmrpOZApokIQSWhAQK9u0jf/9+Cvb/Q9Hx4xUGio1N5e9/fsS0bTvHiGmbNqhkpR/JwxxKynY9TjeZEULU68+oc3RV6efnEenRJEkqnwxYPVDbUJkpoKmxm80UHjpEwf5/KNi/j/z9/7iSkZekadECw2WXodDrEVaLoyKQxYqwOj8sUOrrirZZHW2djyuYY6oKCnKMlrZpc/52fru2qAMDG/olkaR6cTAxx/XYbLOTW2TFV6+pt+NbXVWu5OiqJHkyGbB6oPZhjgUkJ2SmAI9lTU+n4J9/yN+3j4L9/1B48CDCfMHtSo0GQ5cuGLp1w9DtSry6dWuw0o/Cbi8VwAqrFYVajcrXt0HOJ0mNITvfwukMR/aGMd0jaBFQfnWtujg/f1WWZZUkTyYDVg8kMwV4FmG3UxQTUzx6up/8/fuwxJ8us58qMBBDt254dbsSQ/fu6Lt0QanTNUofFUolaLUypZJ0UXFOB2gRaODNO65skHNYU+WCK0lqCmTA6oEiA7zQqZUUWe2cycinlVx41ajseXkU/O9/juB0334K/vkHe27Z6Rm6dm0xXNkNQ/fueHW7Ek3LlnL+pyTVo4PFAetlEX4Ndg6f665FExkhA1ZJ8nAyYPVAKqWCtqGOTAHHk3NlwNoAhN2ONS0Na1IS5sRELElJWM4kUHjwIIXHjpWZE6rw8sJw+eWuW/uGK65A5ddw/0QlSYIjZx1vFLs09yO30EJyThG+ejWhvvp6O4c2MhJtZGS9HU+SpIYhA1YP1a44YJWZAmpH2GxYU1KwOIPRkp8Tk7CcPVt2zmkJ6ubN8CoePTV0uxJ9hw6yTKYkNbLXb7uc+4e0wVev4eWNR/j8rzM8fE17Zl3Tzt1dkySpkcn/wB6qnWvhlcwUUB5hsWA5d84RfJYXlCYnV102VKlEHRaGJqI5muaOD3379hi6d0cTHt44FyJJUoXUKqVrEWqQ0TEfvL6LB2R//z0KrRZj377yrokkeTAZsHoo5x/p45dYpgAhBHaTCWtaGraMDKxp6dgy0rGcSy4VlFpTUiqsyuSiVqNp1swRjEZEuIJSTUSEI0gNC0Ohqb/0OJIkNZyGKs+a/PICbFlZRH+/XgaskuTBZMDqodqFXjyZAoTVii0zE2tGRplA1JqWjjUjHVtaOtaMDGzp6ZXeqi9JodWWDUKdgWlEBOqQEBQqVQNfnSRJDWH9P4n8diyVkZc34+pOYQR5O0ZY00z1N8IqzGZsWVkADZZyTpKk+iEDVg/VItDzMwUIi4XCo0expqZhTU/Dlp6BNT0dW3q643NxQGrLyqpxhSel0YgqKAh1YCCq4CDUISFoSwSjmubNUQUFOdI5SZJ00fnteCrf7k+kZZCRqzuFEWwsHmHNq78RVmtGhuOBWi1HVyXJw8mA1UOplArahHhz+KznZQoQQmDavp2UV17FHB9fvUYKBaqAANRBQY5ANCgIVVAg6qBg1EGBrm3qoCBUgYEoDYaGvQhJkjzawURHSquuEY7iF84R1vR6HGF1VbmSb34lyePJgNWDtQ9zBKyelCmg6ORJkhe8Qt7OnQAofXzQtmxZSSBa/DkgQN6elySpWgrMNmJSHPP3uxbnYHXOYc3Mt2C12VGr6h5guooGyOkAkuTxZMDqwTwpU4AtJ4e0JUvIWPOZY/W9RkPQ5EkEzZiBytvb3d2TJOkicuRcDnYBwd46Qn0cI6sBXlruuqolQd5arHaBuh7e/1rTikdYZdEASfJ4MmD1YM6FVydS3JcpQNhsZH39DamLFmHLzATAe+hQwp54HG2rVm7rlyRJFy/ndIDLInxd1eNUSgXzbular+expjlHWGXAKkmeTgasHsyZ2iomxT2ZAvL37OHcywsoOnIEAG2bNoQ9+STeAwc0aj8kSbq0nJ+/2rALofxuvBFdu3ZowsIa9DySJNWdDFg9mLsyBViSkkh+/XVyf/oZcMxTDXlwJgHjx8u8pZIkNbjcQitKhaMka0nZBRZScwvx99ISXLwIqy60UVFoo6LqfBxJkhqeDFg9WMlMASdSTA0esNoLCkhfvoL0jz5CFBaCQoH/HXcQMush1IGBDXpuSZIkp6UTe5BvtqJUlL6r9Ox3B/nh3ySeu7Ez0wZEu6l3kiS5gwxYPZwzU8Dx5Fyu7dwwt62EEOT+9BPJr7+B9exZALx69iTsmafRd+rUIOeUJEmqjJe27L+nIGcu1npKbZX1zbcovQwYBw6Ui0clycPJgNXDtSsxj7UhFB4+zLmXX6bg770AqJs1I+zxx/AZPty12EGSJMkTBNdjeVYhBOfmzUMUFtJmy2YZsEqSh5MBq4dzZgo4Xs+prawZGaS+tYisr78GIVDo9QTdew9Bd98tk/ZLkuQ28zYcZv/pTGYMbsN1XcJLPecqHpBX9xFWe16eY+oTjsIBkiR5Nhmwerh29ZwpQFgsZKxZQ9qS97DnOoJg3xE3EProo2iaN69zfyVJkuri71MZ/JuQjcVWtpyzc0pAWj2MsDqrXCmNRpReXnU+niRJDUsGrB4uqkSmgITMfFoG1X7hlWnnTpIXvIL55EkAdJ07Ef7003j17Flf3ZUkSao1i83OkXOON9LOkqwl1ecIq6ssq6xyJUlNggxYPVzJTAHHk021CljNp06RvOAVTL/95jhmQAAhD8/G/9ZbZblUSZI8xolkE2arHR+9mqjAsqOe9TmH1eYsGiCrXElSkyAD1iagXZgztVXNMgXYTCbSli4l49NVYLGAWk3ghAkEP/AfVL5lRy8kSZLc6WBSccGA5n7lLvoM8dFx11UtCfbWYbcLlHWYIuWscqWSVa4kqUmQAWsT4Kx4dSK5epkChBBkf7uOlDffxJaeDoBx4EDCnnoSXevWDdZPSZKkujjkqnBV/htqL6263sqzWlOdI6xySoAkNQUyYG0C2tYwU0DOjxs5+8wzAGhbtiT0qSfxHjxYpqmSJMmjHUzKARq+JCuA/223YrjicrnYVJKaCBmwNgHta5gpIHfLFgD8xoyh2QtzUWi1Dd5HSZKkuorwN5CYWVCmJGtJ2fkWUk2FBBl1BBhr/7dN27Il2pYta91ekqTGJQPWJiAq0AttNTMFCLud/N27AfC/7TYZrEqS1GS8M75blfvM/mI/246l8uqtlzG2V1Qj9EqSJE+gdHcHpKo5MwVA1fNYi06cwJaVhcLLC8Nl9TPXS5IkyVM4U1vVNRdr5tovyNm4EXteXn10S5KkBiYD1iaifVjxPNaUyuex5u/aBYBX9+4oNJoG75ckSVJ9MBVZEaJssYALBdVDaiths3HuxRdJnPMI9vz8Wh9HkqTGIwPWJsJZorWqEda83X8BYLyqT4P3SZIkqb7cvXIPPV/ayo7jqZXuF2yse/EAW0YG2O2gVKIKDKz1cSRJajxyDmsT4SzReqKSEVZhs5G/Zw8AXn1kwCpJUtNgtwsOJ+VgKrIS6qurdN/6GGF1VrlSBQXK4imS1ETIgLWJKJkpoKKE2YWHj2DPzUXp44O+U6fG7qIkSVKtnErPw1RkRadW0rZ4vn5Fzs9hrf0IqzVN5mCVmhbTzp2kLnqbothYVIEBBIwdR9B991aYrlJYraSv+Jisb77GmpKKtmVLgu+7F98RI0rtd3zAQFfVt5La7dzhcWWLZcDaRDgzBRRa7JypIFNA/u7i+as9e6JQy2+tJElNgzP/aqdmvqhVlc9UCypOZZWeV5cRVlmWVWo68vft58x/HsD3huGEzJ5F/t69pC5aBMJO8IwZ5bZJXbyY9A8+JPg//8GrezdyNm8mcc4joFThO/x6wPHGzZaWRuiTT+B15ZWl2qv8/Rv2ompBRjVNhDNTwJGzOZxINpUbsMr5q5IkNUVVVbgqKcLfwKS+LQnz1df6fOdHWGXAKnm+tCVL0HfsSMRrrwHgPXAgWK2kf/AhgVOmoNSX/V3I/uZbfG8cScjMBwAw9utH4ZEjZH72mStgLTxyBADfa69FExHRSFdTex6/6Copq4DLXtjE/8WmV7uN1WbnpsW/M/b9/2vAnjU+58Kr8jIFCIuF/L17ATl/VZKkpuV/zoC1koIBTgFGLS/e3JUHhrat9fmcc1g97ZanJF3IbjaT/9df+Fx7bantPtdfjz0/n/y/95bbTpjNqLxLT69R+wdgy8pyfV145ChKX98mEayChwesCZn5TFy+m9xCa43aLd0ey4GE7Abqlfs4U1vFlJMpoOB/BxH5+aj8/dG1b9/YXZMkSaoVIQQHXSOsDV+SFSBgwp1ELlmM78iRjXI+Saoty5kzCIsFbavSVdm0UY6iGeZTp8ptFzh1Ctnfrce0cyc2k4nsH37A9Pvv+N18k2ufoqNHUPn6kvDggxzr2Yuj3XuQOGcOlpSUBrueuvDIKQF2u+DrfQm8vPFIjdseTsphyfYYQnwqX2naFDkzBZQ3wpr/l6O6lVfv3iiUHv0+RJIkyaXIaueOni04fDbHtbi0Kln5ZlJyiwjz1eNnqHm+aV10NLro6Bq3k6T6kpubi77ErXydTodOVzZuseU45ndfOFqqNDqmBdpN5ae6DJg4kfy/93Lm3vtc2/xuHUPQtGmurwuPHMWSnIz/7bcTOHkyRbEnSX33XU7fNYnodd+i9PKq/QU2AI8MWI+cy+HZ7w5y11UtGdA2mKkr91SrncVm55Gv/mVKv2j2n85s4F42PueUgPIyBeTtKg5Y5fxVSZKaEL1GxbM3dq5Rm/s+3ctfpzJYcmd3Rl7erIF6JkkNp23b0lNa5s6dywsvvFB2R2cxjQqyAVDOAJXdbCZ+wkSsaWmEv/AC2tbRFOzbR9qy91F6GQl/5mkAmr08H6VOh76z4/fPq2dPdO3aEn/nBLLXrydg/PhaX19D8MiANcLfwG+PDaGZn6FGc1ff3noCi83Ow9e2Y9Lyvxqwh+5RMlNAQmYBUUGOdz/2oiIK9u8HwCjnr0qSdJFz5WKtZfGAjFWrUQUG4HP11eUuWJGkhhYTE0NIiTnU5Y2uAqh8HHcdbBeMpDpLCqt8yqaBy920maJjx4hasRxjv34AGHv3RunjQ/K8l/C/7Tb0Hdrj1a1bmbZe3buj9PGh8Oix2l1YA/LIgNXfS4t/Ddv8eyaLD3ae5MvpfdGpq5cIuqioiKIixx+83NzKS556ArVKSetgI0fP5XI8OdcVsBb88y+iqAhVSDDa1q3d3EtJkqTqO3I2h4gAA7766t/adwasabUoHmDPyyN5/nwA2v/9d43bS1J98PHxwde36qwYmqgoUKmwnD5daru5+GttmzZl2liSkgAwdO9eartXr16OtrExaJqFk7tlC4YrrkBXYrRXCIGwWFAF+NfoehrDRTHZsdBi45Gv/uXu/tFc2cK/2u0WLFiAn58ffn5+ZYbnPVV7V8Wr8++28nc7pgMYe/epMImwJEmSpxFCMPGj3Vz+wmbXwqvqCHKWZ61F8QBruuOuncJgQGn0rDl6knQhpU6HV8+e5G7egnBODwByN21C6euL4fLLy7TRtnbMz74wg0DBPsedWE1kJAqNhnP/fZH0Dz8stY/pl18QhYUYe/eu70upM48cYa2phZuPYReCh65ui9VmB8D5bbXa7KiUinIDuaeeeoo5c+YAkJqa2iSCVmemgBPJ50eE83bL+auSJFWfxWLBZrO5uxuk5BaiV9po4aemha+awsLCarVr7q0iwkeF1WyudhungtRU7M2aoW7WzHWHTbq0qFQqNJqaL9Zzl+D7Z3B66t0kzn4Y/1vHkL9/P+nLVxD66CMo9XpsJhPmmBg0UVGoAwPxGTYM/RWXk/T444Q8OBNtdGsKDhwgbdkyvIcOdQW5QfdMI+29paiCgvEeOIDCY8dIW7wE78GDXVMJPIlClAzZPdD/xaYz/sNdfH7vVfRtE1TuPv1f+ZXErIIKj/H6bZdze88WlZ4nJSWFsLAwAJKTkwkNDa19pxvQzwfPMWP1XrpG+LLhwYHY8/M51ucqsFhos3mTK9WFJEnShXJyckhLS/OYQK3AYiPdZEajUtSoEECB2UZ6nhmdWlnjjDD2ggJsmZkotFpZOOASptPpCA4OrtZt+fpSlzgjZ8sW0t5djDkuDnVYGAF33knQ3VMBR9Gg05Mn0+zll/EfMxpwzHlNfWsRuZs3Y8vORtOiBX4330zQlMkotI4pNcJuJ/Pzz8lauxbz6TOo/P0dxQYefNAj53ZfFCOsy6f0xGy1l9r29Lr/AfDy6MtoEXDx3PZx5WItzhSQv28/WCyomzVD06LyoFzyDAUHDmDavp2Qhx5yd1ekS0hOTg6JiYl4e3sTHByMRqNx+xSiNFMRKlMRvnoNzfwN1W6XZ7aiyshHq1IRHVK26l9lrJmZWNVqlN7eaJs3r2mXpSZOCIHFYiE7O5vExESARg1aa8v32mvxvaB4gJOxT286HS2dBlTl7U34c88S/tyzFR5ToVQSOGECgRMm1GtfG0qTDFhzCy2cSDHRMtCLIG8dHcPL/rAZtY5LuzzSv5F717CiAr3Qqs5nCtA756/2kfNXmwJLSgqn7pwAVivGAQPwumBSvCQ1lLS0NLy9vYmMjPSYvxVWkw2FWuDjbUCvr/5IqVJtJ8SuQqNS1qgdgEWpRKVUotbr0XjgKJLU8AwGAz4+PiQkJJCWltYkAlapiS66OpiYw5j3/uTXo55ZjaEhqVVKWhePKJxIyT0/f1Wms/J4Qgg0oaH4j3bcskl98y08fEaOdJGwWCwUFRXh5+fnMcEqOKYEABg01cvs4qRVK2nub6hVgRhhLa6cqG6S4zVSPVEoFPj5+VFUVITFYnF3d6Rq8Pjf2L5tgjj1ysgqt13oi+l9G7JbbtU+zIej53KJPZVM84MHAcctAclzCZuN+Dsn4NWvL4GT7iJ7/Xry//6bvD/+xHtAf3d3T7rIORdYedJCE4vNjqV4kay+hgFrXaiDg1H5+Ljm8UmXLufvg81m86jfDal8TXKE9VLnrHiVv+dvsNvRREWhkXOxPJrpt98o+PdfMtd8hiYiwlVBJHXRIjnKKjUaTxpdVSgcRWJCfXSolDXvl9Vmp9Biw2a3V71zCUqdDpWvr0cuKpEalyf9PkhVkwFrE9SuOBer4dA/gKxu1RRkfLoKAP/bb0Pp5UXQ9PtQenlRePAguVu3url3ktT41EolQd46wv2qv9iqpJNpeRxPziXf7P70XJIkNTwZsDZB7YozBUTGHwbk/FVPV3jsOPm7doFSSeCddwKgDgwkcMpkAFLffhvhATkxJakpURePylpt1b9DIYTAmpaGNSsLUcORWUmS3EsGrE1Qy0AvgqwFtMpylF+T81c9W+bq1QD4XHMNmogI1/bAqVPRtW9P4F2TQE4LkC4xmflmCszWWk+JUasc/76sNQg8C/PyiPvnHywJCbU6Z3kUCgVDhgypt+NVpFWrVrRq1arBzyNJnkoGrE2QWqVkmDkBJQJLZEvUISHu7pJUAWtmJtnffw9A4KS7Sj2n8vEhev13BIy9A4VcsSxdQqw2O2cy8jmRYsJe24DVOcJqr177/fv307lrV7bt2oVCpUahrJ9/f6tWreKZZ56pl2NJklQx+V+yieqZGQdASpuubu6JVJmsr75GFBWh69wJQ48eZZ6Xk/6lS5EznZVO7ciJWhtqVc2mBPz777+cio8HqNc3iBMnTqy3Y0mSVDE5wtpEtU44CsDh8HZu7olUGZ9rrsZ/3FiC7p5WYXAqbDayv/+eUxMmYi+ouMSwJF0snAFrXdJZqZXOKQG1GKHVyLEaSWpqZMDaBFnT0vA+exqAP7xburk3UmV0rVvT7IUX8Lux4rzBwmYjddHbFOzdS+Znnzdi7yTJPQqKV/YbtHUJWJ0jrFXPYZ0yZQpTpzrqrk9/7jn00dGsXLkShULB2rVr6d27Nzqdjo4dO1JYWAjAunXruO6661xlbIODgxk1ahR79+4tdewL57BOmTIFb29vTp06xdixYwkKCsJgMNCvXz82b95c6+stT2ZmJo888gitW7dGq9USGhrK+PHjOXKkdJlOm83Giy++yGWXXYbRaMTf35+hQ4fyww8/lNovNTWVe+65hzZt2qDT6QgPD2fs2LEcOnSoXvstSbUh32Y2Qfl//QVArG9zDuSA3S5Q1iKPoeQZlFotwTNncvbpp0n/4AP8x96Bytvb3d2SLhFCCNeIZ2PJzDdjttoRQpBvtlarjUGjKnWXQqdWEuytQ6uuetxl+vTp6HQ6PvjgA+6+7TYGDh7seu7ee+/llltuYdq0aZhMJvR6PW+//TazZ89myJAhzJ07F61Wy99//80nn3zCn3/+SXx8PN6V/I5aLBYGDBjAlVdeybx580hPT2fhwoWMGDGCI0eO0K5d3e+MJScn079/f06ePMmkSZPo06cPcXFxLF26lO+//55NmzYxYMAAAObMmcPixYu57777mDVrFtnZ2Sxbtoybb76ZDRs2MGLECGw2G8OHDycuLo6ZM2fSqlUrTp48ybvvvsumTZs4evQo4eHhde63JNWWDFiboLxdjnKsB0PbUWCxkZhVQItALzf3Siqp4NAhMlZ8TODkSRguv7zK/f1uGkX6hx9ijosjY+UnhMx8oBF6KZUkbDaKjh9HFRiEOjTkkplfXGCx0fn5Te7uRpUOv3g9Xtrz/7J0GhXN/auXw7Vv374cO3aMDz74gD5XXMHEceNYvWEDAJ07d+bTTz91fb9tNhsvvfQS3bp1Y+vWrahUjlHg6dOnExAQwOuvv87mzZsZM2ZMheczm83cdNNNvPfee65t0dHR3HXXXaxcuZL58+fX+Pov9PTTTxMbG8uKFStco8cAkydPpnv37kydOpWjR4+iUqlYvnw5119/PUuXLnXtN3bsWIYMGcLff//NiBEj2L9/P/v27ePVV1/l8ccfd+135ZVX8vzzz7N3715Gjqy8wqQkNSQ5JaAJyt/tCFhT23YB4Hhyrju7I5Uj89NV5Pz4IxmrVldrf4VaTcishwDI+PhjrJmZDdk9qRyZX3xB3OgxxAwezIkBAzl9z72kLHyTnI0bKYqLk3k7LxLqoCCUPj6ur0eNGlXqzYlKpSIxMZFffvnFFawC5OXlucp3mkymKs9z4WKsXr16AXDu3Lk69R/AbrfzzTff0LZtW6ZMmVLquS5dunDXXXcRExPjmr7QokULtm/fzhtvvMGpU6cAiIyMJCYmhueffx6AZs2aoVKpeO+991i7di2ZxX+DbrvtNg4fPiyDVcnt5AhrE2M5dw5zfDwolXBFdziWxYkUE1d3CnN316Ri1rQ0cjZuBMqmsqqMz3XXoevciaLDR0j/8CPCHn+soboolUOUWPBmS08n7/ffyfv9d9e2Nps3oY2KAqDw2DGw2dC2bYuyidekN2hUHH7x+kY7n83umAZgF+BnqH79dkM5C7SsNjtWu0CrUlZ7WpTSYECp07m+Lu82t1ar5ffff+fLL78kJiaGkydPEh8f78oZa6/Gm5cLj6srPqetHoqEpKWlkZ2dzeDBg8u9E9C1qyN7TFxcHL1792b58uXccccdPPbYYzz22GO0adOG6667jnHjxjFo0CAAIiIiePfdd3nkkUcYP348SqWS7t27M3z4cCZNmlQv0xgkqS5kwNrEOEdX9V260DIqFI5lyRFWD5O59guExYLhiiswXHZZtdsplEpCZ8/mzH3TyVyzhqB770EdENCAPZVKCpo2jaBp07AXFFB0/DiFR45QePgIhUeOYDl7Fk1kpGvftKXLyP35Z9Bo0LVpg75TJ8dH507oOnZsUnOQFQpFqVvtjcFHX/1AtTIxqSbMVjttQrwx6mp3DepyUlzNmDGD999/n86dO3PVVVcxYsQIrrzySo4dO8Z//vOfah1XWU95XsvjDJwrmrbiDIqdQXK/fv04efIkv/76Kz///DPbtm1j2bJlLF26lDlz5rBw4UIA7r//fsaNG8fGjRvZvHkz27Zt46WXXuKVV17hyy+/ZPTo0Q12TZJUFRmwNjHO+avGPr1pX1yiNSal6ttTUuOwm81krl0LQEANRledjAMHEjBxIj7XXiuDVTdRGgyONxtXXOHaJuz2UonmlXo9Sl9f7Dk5FB09StHRo2SvWweAQqulw96/URTfPi48fhx1QIAs8NEA1EolZuzVSm3lnNJhy8+vtLrW77//zvvvv8+dd97J6tWrSwWF//d//1f3TteDkJAQfH19OXToEEKIMoGrc1V/VFQUhYWFHDhwgMDAQIYPH87w4cMBx+jrtddey6JFi5g7dy4Wi4WDBw9yxRVXMGHCBCZMmADAtm3buO6665g/f74MWCW3kgFrEyKEIG/3LgC8+lxFuzDHPKwTySaZKcBD5P70E7a0NNRhYfhed12N2ysUCsKflVVzPM2FVZGav7LAUZc+KanUSGzhkSOoAgNcwSpA0pNPUnT4CKqQ4OKR2M7oO7RH3awZmuYRaMJCG/ty3MZmF6TkFmLQqPAzaOq8sK0mqa2UxeeypKdXul9aWhrguK1esn9paWksX77ccT5r9TIbNBSlUsno0aP55JNPWLlyZalFV0eOHGHNmjW0bt2abt26kZiYSN++fbnuuuv46aefXPtFR0cTERHBqVOnUKlUbNiwgQkTJvDKK6/wxBNPuPbr1asXOp2u3JFoSWpM8iewCbEkJGBNOgtqNV7du9FSb0CrUspMAR5CCEHGp6sACBg/vlTQUlv2vDyURmOdjyNVTpjNnBgyFHVICC3XrEHlXfVrrlAo0EREoImIwOeaa1zb7cV5PKF4VM8uQKHAlppGXupO8nbsdD2v69iR1t+tc32d/MqroFSiCQ9H3SwcTXgzNOFhqIKC6q2UqDsVWmyk5hahUSnx96r73F9XtatqjLCGBQUBsPbHH9E0b17hPNQBAwYQFBTE/PnzMZlMtG7dmpMnT7JixQqys7MByMrKqnPf6+qVV15h+/btTJs2jd9++42rrrqKuLg4li1bhkqlYsWKFSgUCiIjI7nnnnv44IMPGD58OKNGjUKpVLJp0yZ27NjBzJkzMRqNjB49miuuuIJnn32W2NhYevXqhclk4tNPPyU/P59HH33U3ZcsXeJkwNqEOOevGi6/HKXRiBJoHWLk6LlcTqTkyoDV3Ww2fEfcgD0/H/+xd9TpUEIIUt95h8xPV9Fq7efo5IKHBmVNS8OWkYEtNxelsW6/R0q93vVYoVTS+rt12PPzKTx2jMIjRyg6coSi2JNYzp1F2+L8vFghBFlffok9P7/MMRUaDcZ+/Wjx/jLXtuwfNqA0GtE0C0cdHo7K39/jU3E5872Wt4CqNpwjrLZqBKxDBwxg3MiRfP/rr+ydPds1b/NCwcHBbN68maeeeoply5ZRVFREZGQkt912G4888ggdOnTg559/dnsAFx4ezp49e5g3bx7ff/89n332GcHBwdx0000888wzdOzY0bXvkiVL6NixI5988glPP/00VquVjh078u6777rm5BoMBrZs2cLLL7/Mhg0bWL16NVqtll69evHTTz9x/fWNtzBPksqjEJVN5rmEpKSkEBbmWGmfnJxMaKjn3aZLfPQxcjZsIOj+GYTOmgXAzM/2seHAWZ68oSMzBrdxcw8loNw5ZbWR8NAscjdvxufaa4h899166JlUkYJ//uHUuPGomzej3a+/Ntp5S/6sCJuNjFWrsJ49h+XcOSznzmI9ew5raioIgfeQIbRYttTV7liPnogSwa1Cr0cTFoa6WTO8evQg5MGZrucKCwuJi4sjOjoafYmAurGdycgnM99MmK+eMN+69yMtt4ik7AL8DRqigiofFbdmZGBJSkLl44u2ZVSdzy01fY39e9EU4gxPJkdYmwghhGuE1djnKtf29mE+wFlOJMuFV56ivka5Qh56kNwtW8jdspWC//2vRhkHpJqxpKQAoAlp3H8gJX9WFCoVQRfk1AQQFgvWlJRSeWCFxYKxb1+s5xzBrS09HVFYiDk+HnN8PEpD9RLqN7Z6H2GtwZQAYbE4Hmjkvz1Jaorkb24TYY6Lw5qaikKrxdDtStd2Z6aAEykytZU7ZX75JUovI77XX1cvc1cBdG3b4nfTTWSvX0/qoreJWv5RvRxXKsuamgqA2gNHPBQaDZqIiFLblFotLZYsdn1tLyrCmpyM5ew5rOfOogoMauxuVsluFxTVc8Cq06gI9tahq0Z5VlG8UErhAYuHzGYzGRkZ1d4/JCSkVBEDSboUuf83V6oW1/zVbt1KJb1uGyozBbibvaCA1IVvYsvORmlYjM/VV9fbsYMfnEn2xo3k/fEHebv/wtind70dWzrPmlIcsDbR1FNKnQ5tVJSrsAE4gvCcn35CWG0Y7xzvxt45FFpsCBypqJwjo3Vl0KgwVLM8Kx4UsP75558MHTq02vvHxcXRqlWrhuuQJDUB7v/NlarFmX/V64KApVWQFxqVQmYKcKPsDRuwZWejiYjAe8iQej22NjKSgNtvI/Ozz0ldtAivz9Z4/MKapshaPCXAE0dYa6so9iTJLy9AFRiI17ix7u7O+ekAWpVbfobVYWGoAgJQuHEOr9MVV1zBli1bqr1/edW4JOlSIwPWJkDY7eT/9RcAxquuKvWcWqWkdbA3x5JlpgB3EEKQ6UxlNWECiga4bRc0fQZZ33xL4cGDmGNj0bVtW+/nuNSpg4PRtm2DpsSq/abOq0d3lN7e2DIyKDp+HErcmXGHQKMWb72a+l7maykuz6pTK125Vsuj1OvBA4JVgICAAK4pkQpNkqSqNf3EfpeAohMnsGVmojAYMBTXiC6pnXMeq1x41ejyd++m6MQJFAYD/reOaZBzaMJCaf7qq7T5+ScZrDaQ0Efm0GbDBvxGjnR3V+qNQqPB2L8/APl79ri5N44FZjq1Cn09zV91OpFs4kRyLmZr1cUDJElqumTA2gQ456969eiBQls22Xb74opXx2XA2uichQL8brkZlZ9fg53Hd/j1ZRbeSFJVnFNU8orv0FyMXJkCKql2JWw2rGlpWLOyKi3LKkmS55IBaxOQt9vxz+bC+atO7UJlpgB3MJ8+jWnbNgAC77qr0c5beOSIa8WzJFXGe9BAUCgwx8QibDa39aPQYiM+PY80U1G9H9tVnrWS1FbCYsFy7hzWs2flHHBJaqJkwOrhhM1W4fxVp3bFI6wxKY5MAVLjsOflYejRHeOAAehat26Uc56d+wJxo8eQvX59o5zvUmBJTOT4VX2Ju/W2i270TR0UhL44f68oUTK2seWZrWQXWMgpsNT7sV0Bq62SgNX5Bs8DMgRIklQ7MmD1cIVHjmLPzUXp7Y2+U6dy92lZnCkg3+zIFCA1Dn2nTrRavZrIxY1XhUrbsiUAqUuWYDebG+28FzNLSgq2rCzHPPGLcPTNe/AgFBp1qcIDja3QfD5DQH1Tqxz/xqyVXJ8n5WCVJKl2ZMDq4fJ37wLAq1evCv/YaoozBYBjlFVqXMpGXHkccOd41KGhWJPOkvXFl4123ouZJxcNqA+BEyfSau1aVD4+butDgcURTNZXwYCSVNWYEuBJOVglSaodGbB6uLzd5edfvZAzU8DxZDmPtaEJu52MVaux1qBSTX1R6vUE/+c/AKQtW4a9RC15qXaaetGAqqj8/FB6uS/dnV2Iei/JWlJNpgTIgFWSmi4ZsHowYbGQ//deAIx9+lS6b7tQmSmgseT98QfJ8+dz8qabz9cnb0T+t45B06IFtvR0MlatbvTzX2wuxqIBFXHHtIAiqx0hBCqFAm01SqjWlEHrKM/qa6i4JLIMWCWp6ZMBqwcrOHgQkZ+Pys8PXYcOle7bPsw5JUCOsDY0VyqrkSNRaCr+J9lQFBoNIQ/OBCB9+XJs2dmN3oeLycU+JQAcGS2sqamY4+MbfWFZQfH8VX0DVbjy0qpp7m8g0Fg25Z+Ta9FVPf2+njp1CoVCwZQpU1zbhgwZUu3rUygUDKlDVbzCwkISEhJcX69cuRKFQsHKlStrfcz65ol9kpo2GbB6MFf+1d69USgr/1a5igdchJkCLMnJFJ2Mc3c3ACg6eZK8nTtBoSBg4gS39cN35Eh07dqi0Gkxx3nGa9NUuUZYL9IpAQCqoGCExeL4aOTFela7HYVC0SDTAapLEx6ONioKpdHYYOd45plnWLVqVYMd32n//v106tSJrVu3urYNGjSIVatWMWjQoAY/vyS5i7w/4sFc81evqnw6AEDLIKMrU0BSdgGRARdPidb0998nc+0XhD31FIF3TXRrXzJXO27Bew8bhrZFC7f1Q6FSEfHOO2jCw1EaDG7rx8VAExGBrl3bi7owg8rohaK4NKs9NxdlI5ZpDfXRE+yta7CRXSEEVrvAahPoNOWXZ22MsqzXXnttgx7f6d9//+XUqVOltrVu3ZrWjZRaT5LcRY6weii72UzBvv1A1fNXoXSmgIutRKv/2LEodDqS588necECtyVAt+XkkPWdI/9pYxYKqIguOloGq/Wg2Yv/pfUPP2CsYmFjU+cMUm25jT9tSKlQoKriLlFdHD2Xy4mU3EqrXUmS1LTJgNVDFfzzD6KoCFVwMNo2barVpu1FlClA2GyuBSK69u0J/s/9AGR88ikJs2ZhL2j8fLNZX3+DyM9H165dlVkbGpOw28n+YQOWpCR3d0XyYIriEUZ7fr5bq17VN4VCUWm1K2G18tD06SgUCv7v//6vzPMLFy5EoVDw/fffI4Rg+fLlDBw4EH9/fzQaDc2aNWP8+PHExMRU2o/y5rCmpaUxY8YMmjdvjpeXF0OHDmXv3r3ltv/nn38YP348kZGRaLVafH196devH19+eT593ZQpU5g6dSoAU6dOdZ2vovmiP/30E1dffTW+vr4YDAauvPJK3nnnHewlFt855+O+8cYbLFu2jK5du6LX62nevDkPPfQQufX8Bqc6fQLH1IdRo0YRERGBTqejdevWzJo1i4wLsrN8+eWX9O/fn8DAQIxGI1deeSULFy4sczyp6ZMBq4fK3+WYDmDs3bvaE/nbF2cKOHER5GJNXfQ2CQ8+hM2Uh0KhIPjee4l4cyEKrRbT1l+InzwFa1pao/bJlp2NQqMhYNJdHpVg/tzcF0h67DFS33vP3V2RPJhCrXYsEhQCu6ns34h8s7XCj0KLrVb7ZuWbOZCQRXx6XrWOW2C2lbtfVSpLbSXMFu66/nqAcueYfvrpp4SFhTFixAjmzJnDPffcQ3BwMC+//DJvv/02gwcP5osvvuDGG2+sURBkMpno168fH330ETfffDNvvPEGgYGBDB06tMy+u3fv5qqrruLvv/9m5syZLF26lJkzZ3L8+HHGjh3Ln3/+CcD06dO57777ALjvvvsqnTO7cOFCRowYwenTp3niiSd45ZVX8Pf3Z9asWdx6661lruW9997jueeeY8yYMbz77rtcdtllvPvuu8ycObPa11yV6vbp5MmTDBs2jNjYWB5++GGWLFnC1VdfzbvvvsuIESNc00u+/fZbxo0bh4+PDy+99BILFy4kKCiIRx99lKeeeqre+i1VrOCffxrtXHIOq4fK+6v681edXAuvmvgIa/aPP5L+4YeAo3CCz9VXA+A7YgTqsDAS/vMAhQcOcGrsOFquXoWmWbNG6Vfow7MJnHRXgy7cqA2/0aPJ+uorstd9R9C0aeiio93dpSaj4J9/ODN9BvrLLiPqow/d3Z0GpzQaIScHW64JlZ9fqec6P7+pwnZDO4Tw8dTzdxV6zNvqyq16oT7RgXwxvS8A+WYbEz/aTU5h+UHn5ZF+fD9zgOvra978rdxqfadeGVnxRVFc7cpiq2CE1ULX9u3p3rUrX3zxBYsWLUKrdWQUOHDgAAcOHOCxxx4jOzubxYsXM2rUKNatW+dq/5///Ae73c5XX33FP//8Q/fu3Svti9PChQs5ceIEH3zwAffee6/rWI8//jivv/56qX1fffVVAHbs2EGzEn/PBgwYwMiRI1m7di39+vWjb9++HDt2jA8++IC+ffsycWL5c/pPnjzJk08+SefOnfnrr78wFv/Neuihh5g0aRKrV69m1apVTJ482dXm7NmzHD16lJbF1fSmTZtGp06d+Pzzz1m6dCledczlW5M+ffvtt2RlZbFp0yZ693b83N1zzz34+vqyfft2kpKSiIiIYMWKFRiNRjZu3IiyeMrJvffey9VXX83hw4fr1F+pek6NvxNt69b4jxmN76hRaBow24ocYfVA9oICCv49AFRv/qpT+5KZAqxWkhe8QtGJEw3Sx4ZSePgwZ595FoCge6a5glUnrx49aPXFWjRRUWijo1EHBzdq/9RBQY1a2ao6vLp3w3vIELDZSHt3sbu706RYklOwZWeXO+J4MVJ6e6Py80Pl2zhVryoKauvb+SkBZUdAnSmtJo8dS0ZGBhs3bnQ998knnwCO2+tBQUFkZ2ezenXp3MZZWVmuYM1Ug5+Tb7/9Fn9/f+6+++5S25944okyd2i+/vprTp8+XSpYtVqtrhHHmpwXYN26dVitVp566ilXYAiO6RMLFiwA4IsvvijVZuDAga5gFUCpVNK9e3csFgvp6ek1On9d+9SieEHrE088wS+//EJRURHgeBOwd+9eIooXSLZo0QKTycQDDzzA/v37Hfl+VSq2b9/ODz/8UOc+S1Uz9u+POT6elDcWEnP1NZyZcT85mzc3SI5yOcLqgfL37QOLBXWzZmiioqrdrmSmgLi33sX8ySfkbNxIy9WrXDXoPZk1PZ0zM2ciCgsxDhxIyMMPl7uftlUrWn2xFoVG48qDKoRosNv05jNnsOfno68iF647hcyehWn7dnI2biTovnvRd+zo7i41CZdS0QAAlZcX2sDAcp87/OL1Fba7cOX93ueuqXJfIQSFZhsfTe5JmxBvDNqyaa0uPO7WOYMR1DybgFpVyZSA4oB13JgxPDF/PqtWreKWW27BZrPx2Wef0bdvXzp16gSAXq9n/fr1bNiwgZiYGOLi4jhz5ozrb0tNpgTExsbSvn17VKrS1x0UFER4eHipbUqlkoyMDBYuXMihQ4eIi4sjNjYWc3EKsprOx4yNjQWgS5cuZZ6LjIzEz8+PuAvS4V3YJwCdc6FePcx5rkmfbrvtNu6++24+/vhjtm/fjsFgcI02T5o0iYCAAABeeOEF9u/fz7Jly1i2bBkhISEMGzaMW265hdtuuw21LBTR4KI++hBLSgrZ69eT/d16TL/9hmnHDlR+fviOuhH/0aPRF/9+1ZUcYfVAtZm/CmD591/+u38N3uZ8zgwZha59e6ypqcRPnerxC3KExULirNlYk86ibdmSiIVvoFBVnLdRHRCAytsxoiyE4NyLL5K6ZEmDpM5JW7aMuJtvIXXxkno/dn3Rd+yI74gbAMf8X6l6LoWiAdXlpVVX+KG/IIdqdfY1W+3YhMCgVRNg1FbruAatqtz9qlLZoiuKA9aAoCBGjx7Nhg0byMzMZPPmzZw7d841AmqxWLjpppsYM2YMBw4coHPnzjz22GP8/vvvPPnkkzV+PYEK/x5dGICuWbOGLl268Omnn+Lt7c24ceNYu3Ytf/31V53OW9H/D7vd7gpGnZQNmMWhpn1SqVQsX76ckydP8s4773DttdeyZ88eZs+eTceOHV3Bb1hYGLt27WLPnj288MILdOrUiXXr1jF+/HgGDhyIxQ2VCC9FmtBQgu+9lzY/bqDVF2vxH3sH2O1krlpN3K23cXL0GEc588zMOp1HBqwe6Pz81auq3caWk0PSo4/S7eQ+Jh7dzPECBVErlqNt1Qpr0llH0Fo8muSJkl97nfy//0ZpNBL53hJUvr7Vblvw999kfb6WtHcXc/bpZ+o1Mbo1I4OcHzYAYOzXt96O2xCCH3wQVCpM27eTv3+/u7vTJFwKRQMuJITAXliI9YLV1vXNOR3AUEFu1PrkpVU7yrPqywa3Jcuy3n333ZjNZr777jvWrFmD0Whk7NixgON29I8//siTTz7Jnj17WLp0KQ8++CD9+/cntfiNTU20a9eu1CipU05ODikl/hYXFhYyffp02rZty7Fjx1i7di3PPfcct9xyi+tWeE21Kc4sc/DgwTLPnT59mtzcXKJqcPeuPtSkT/Hx8fzyyy+0atWKBx98kPXr15OamsrLL79MSkoKS5cuRQjBwYMH2bNnDz179mTu3Ln89ttvpKamcsstt7Br1y42bap4XrbUMAyXX06zuXNp98fvtPjwQ/xG30LR8eMkL1hAzOAhJM6ZQ34FmTKqIgNWD2MzmSg8eAig2nkhhRCcffY5LElJ5AeH82mn4RxPNqEODiZq5cdoIiKwxJ/mzLRpdX6H01D8Rt2IOjyc5q+/jq6aabycvHr1IvyFF0ClInvdOk7fNx1bTk699Cvry68QZjP6Ll0wdOtWL8dsKLroaPxG34L+istlzfRqutSmBABgtVIUE4MlKalB5pk5nQ9YG77ClVHnKM/q71W2PGvJgPXqq6+mVatWfP7556xfv57bbrsNHx/HfN604qwjl19+ean2MTExfP3114BjXml1jR07ltzcXBYtWlRq+xtvvFFq5LWgoIC8vDxatWqFb4k36larlTfeeKPMeZ1TDCqbJjB69GhUKhUvv/wyeXl5ru1CCJ577jnAcdu9MdWkT/Pnz+eaa65hd3HxHAC1Ws1VxYM4arUahULBrbfeyqhRo8guUZ7a19fX9T2UUwLcQ5jN5P76K9nr1pG7aTPY7aBQoA4PJ+enn4m/axJn/vMANlNe1QcrQX43PUz+33+DzYYmKgpN8+bVapP1xZfkbt4MajWZjzxP/u58V2orTXg4UR+vIH7iXRSdiCFhxv20/PyzKku9NjbD5ZfT5uefar2gKWDcWDTNm5E4+2Hyd+3i1J13EvX++3WqXiQsFjI//xyAQA9LZVWR8GeeQaHXN4m+eoLzUwIunRFWhUaDUm/AXliAzWRCXTwfsL6pFAp0alW5c1cbk6Z5c4TFgrL492Ly5Mn897//BSi1IOr6669Hp9Mxa9YsYmNjadasGQcPHmTFihWuW8tZWVnVPu/DDz/M119/zRNPPMGhQ4e46qqr+PPPP1m3bl2pFfcBAQEMGjSIzZs3M3XqVPr3709GRgZr1qzh6NGjKJXKUucNCwsDYPXq1QghmDRpUplzt2nThpdeeomnnnqKK6+8kqlTp+Lt7c369ev59ddfufHGGyvMMNBQatKnOXPm8OWXXzJy5EimT59O69atSUhIYOnSpfj5+bmyLrzwwgvceeed9O3bl6lTpxIQEMC///7LBx98wJVXXsk111Q817qpMe3cSeqitymKjUUVGEDA2HEE3XdvhX/rhdVK+oqPyfrma6wpqWhbtiT4vnvxHTGi1H4FBw6Q8trrFBw+jNLLC79Rowh5eDZKbdk3f1XJ37uX7PXfk7NpE/bcXBACTVQLgu6Zht/o0WjCwig4dIjklxdg2r6dcy+8QMQbr1d9YNdFSUIIIZKTkwUgAJGcnOy2fpx75VVxuENHkfTss9Xav+DYMXHk8ivE4Q4dRdpHy8WJ5BzR8okNovNzPwm73e7arzAmRhwfMlTkbNvWQD2vOXNSksg/eLBej1lw+LA4PnCQONyhozg2YIDIP/C/Wh8ra8MGx3H6DxC2oqJ67GXjsFutpX4GpLLOPDRLxN54oyiMjXV3VxpUQUGBOHz4sCgoKBBCCGE+d07k/+9/oig+vsHP3Rg/g3a7XZitNpFfVPXP/KlTp4RSqRRt2rQp89zWrVtF//79ha+vr/D19RVdunQRzzzzjNi/f78AxLRp04QQQsTFxQlATJ482dV28ODB4sJ/qbm5ueKRRx4RkZGRQqfTid69e4udO3eKiIgIMXjwYNd+586dE1OnThXNmzcXOp1OtGzZUtx6663in3/+Ef369RO+vr4iLy9PCCGExWIREyZMEF5eXsLb21scO3ZMfPzxxwIQH3/8canzf/fdd2LQoEHC29tbGI1G0aNHD7F48WJhs9lc+5R3LU6TJ08WgIiLi6v0NS1PXfokhBD//vuvuP3220VkZKTQarUiPDxc3HnnneLo0aOl9lu/fr0YPHiwCAkJEVqtVrRp00Y8+uijIjMzs8o+Xvh70dBqG2fk7d0nDne9TCQ89pjI3bFDJL/1ljjcsZNIXbq04nO99ZY43KmzSHl3sTD98YdImjtXHO7QUWT/9LNrn6L4eHG0R08Rf8+9Inf7dpG2fIU4ctnl1Y4/hBCi6NQpkfL2O+LENdeKw506i8MdO4kjV3YTiY8/Lky7dpfbxpqVJQ537iKO9uhZ7fMIIYRCiAYq8NzEpKSkuN65JicnE+qmW4Qnx4yh6PARmr/+On6jbqx0X3tBAafuuIOiEzEYBw6kxfvLsAro/PzPWGyC358YSmTA+XfydrO5Vu+aGoK9sJD4CRMpio0lYtFb+AwZUm/Htpw7x5npMyg6cYLI95bU+tinxo6j4N9/CX7gAUIerL/k2Y3BlptL+ooV5P3xJ8H33Yv3sGEeN6ouNZ7CwkLi4uKIjo5Gr9djz8+n6ORJFEoluo4dm/zPhl0IDiY6bgt3bubryMsqSVW48PeiodU2zjg97R5sOTlEf3W+6lnKG2+Q+dnntPvzj3LvTJ4YOAivvlcR8dprrm1xY8ei1Olp+akjndvZ5+di+u032m7ZjKI4Nsj8/HPOzXuJtls2V+sO5ZFOnUGhACHQd+2K/61j8L3xRtei6PIIITh2+RWow8Jou3VLtV4DkHNYPYotK4uiI0cBqlX603L2HLa8PFQhwTR/ZQEKpRKNSkl0sCPH3YUVr0oGq+b4eM7+978NOoetIkIIzj73PIWHDqHU69G1bVuvx9eEh9NyzWoiFy+udbBqTUvDnJQIGg0B48bWa/8ag+nXX8lY8TGFBw6QMPNBTt50E9nr17vl+y15HoXBgEKtRtjt2PPz6/34drtokIwdFVEqFKjKyRQgLBasqanYSsxxlKSmxG42k//XX/hce22p7T7XX489P5/8v8tfwCTM5jJBo9o/AFuJ6SV5v/+O95AhrmDVeVzsdky//1Gt/qn8/Ai8ayLR678j+qsvCRg3rtJgFQCLhchlS4m6oJRwVeQcVg+St2cPCIG2detqVYvQtY6m9bp1mBMSUAcFuba3C/XheLKJE8m5DO1Q9jjCbOb0PfdiOXMGe3YOzV9/rdIUUvUt4+OV5PzwA6hURCxahDYyst7PofL2xmfY+RKI5jNnyPr2W0JmzqzWtaqDg2n3yy8UHDzYJFeQ+918M8YBA8j4dBWZa9Zgjokl6YknSX37HQLvmYb/mDEeVwBBajwKhQKltze2rCzsublV/4OpoZTcItJNRYT46gj1aZyfM7VSic1eutqV3WzGkpyMQqstU9lLqpmMjIwyGQ8qYjAY8JOvd72wnDmDsFjQtiqdS11bnFHBfOoUDOhfpl3g1Cmkf/Ah3kOHYujWDdO2bZh+/53QOY785vbCQixJSWhbtSrVTh0YiNLb23Hcami3c8f5fOh2e6m7NTZTHgg7Kp/ShUoUWi3e/cv2uSoeP8KalFXAZS9s4v9iK6+0YbbaWbIthmELt9PpuZ8Z9sZ23t56ArO1ZgmX3Sl/tyPnnrGKcqwlRy5Ufn4YLkjE7CzR+vep8jMCKLRawp99BjQacjZu5OzzzyNqmJi6tkw7fyeleOVr2JNPVnmt9UGYzZyZcT/pS5eRMGsW9oKypR/Lo9Bq8apmGUZPpA4KIvTh2bTd9ishc+agCgrCkpRE8ovzyN36i7u753Y5mzZzvM9VJD7+uLu74hbOfyL2vJqt1K2OAosNmxCoGnHxnzMXq81W4m9ZiQwBUt2MGTOGZs2aVetj1qxZ7u6ux8vNzSUnJ8f1UVEKM2fGmwvfVDpLhFdUpS9g4kQM3btz5t77ON6zF0mPPY7fLTcTNG1aqeMqvcuWGlcajdWu/qfQaLCcPUvCgw9yZsaMUs/l/b6TE/36k/DgQ/WSocijf4sTMvOZtOIvciuoQ13SixsO8c3eRB68ui1XRPpzMDGbRVtPkJiVz2u3XdEIva27/N27APDqXXEQJywWTt93H74jRuB/223lrhAc3jWcRVtPsOVIMjEpJtqGlh098R48mIjXXydxzhyyv/kWpZeRsKefatDV5eb4eBIfeQTsdvxuHUPAxAkNdq6SFFotIQ/8h6Qnn8K09RfiJ02mxdL3KizrWnQyDm3LqEYddW5IKh8fgu+7l8BJd5H1zTfkbt6C7/DzVY3y9+9H27Il6goqIF2srCmOsqyiqP7y9jYlSm9vtC1boTTWrUb8hYQQFJgbL6WVk6va1QVTAgDXCJBUewsXLiSzmkFH82pmuLmUtb1gKtzcuXN54YUXyu7oHKCq6H9zOfPP7WYz8RMmYk1LI/yFF9C2jqZg3z7Slr2P0stI+DNPu45b7v98Ico9bnksycmcumMs1rS0MtP7FFotKn9/crdupfDQIVp99WWpu8E15ZEBq90u+HpfAi9vPFKt/bPyzazZfZonh3dk+mBHDs/+bR3ByIKfjvLE8I4EeesqO4TbWdPSKDoRA1Q+fzX13cXk/98uCg8ewmfo0HKDro7hvlzbOYwth5N5b3sMb95xZbnH8h1+PfbC+Zx98ikyV61CafQidPbs+riccmWsXoM9JwfDFVcQPnduo6Ze8h0xAnVYGAn/eYDC//2PU2PH0eKD98vkfLWbzcTfdRdKg4Gojz4sc7ukKVPq9QROmEDghPNvFITZTOLDc7BlZeF/++0E3T0VTYl65hezS7FoQEkKlQqVT/1OBQBHeVSr3Y4CRZlKVg2pvGpXQo6w1psePXq4uwsXlZiYGEJK/O25sPKYk/NOiO2CEU/nnZHyfodzN22m6NgxolYsx9ivH+ConKn08SF53kv433Yb2haR5R4XwJ6fX+2/DWlLl2JNSyPonmmEPPhgqed8hg3De8gQUt96i/SPlpO2ZAnhzz9freOWxyOnBBw5l8Oz3x3k1u6RvFVBsFVSbqGVCX2iuKZzWKntzsVHpzPqf1FBfcsvLsGn69ChwryIeX/+SfqHHwLQbN68CkcIAR4c5nins/6fJE6nV3z9/rfcQvhcxw9Q+rL3yfzyywr3rauwJ58gZPYsIt55xy3ZCrx69KDVF2vRtIzCkpjIqfF3krdrd6l9cn7ciC09HWG11imHa1NhTU1FHRyMKCwkc9UqYq69jqSnn6HoZFzVjZs4WZa1YTgLBug0SpTKxntTqirODGAtMSXAGbAiA1bJw/j4+ODr6+v6qChg1URFgUqF5fTpUtvNxV9ryym04yzFbrhgSptXr16OtrExKL28UIeFlTmuNSMDu8mEtk31FkPn/d//oWvbhtBHHim1eMtJoVQS+sgjaFu1Infb9modsyIeGbBG+Bv47bEhPHdj52q9Q28R6MVLt1xGm5DS7wh+PnQOjUpB6+D6H0Wob3lVzF+1pqWR+MQTIAT+d9xR6pZueS6P9Gdw+xBsdsHS32Iq3Tdg/HhCH3sMfdeuZVYi1ieFSkXwjBlowtwXIGhbtaLV2rUYunXDnpND6rvvuuYECyHIWPUpAAF33nlJ3EbURETQ6qsviVqx3FEK2Gol+9tvOTlyJAmzZlN08qS7u9hgzle5ujRHWMGxSMJy9ixFJ2IQNlu9HLMxK1yVZNSqCPbW4a0//3srR1ilpk6p0+HVsye5m7eUWr+Su2kTSl9fDBdUZgPQto4GKJNBoGCfo2S3pnihs7F/f3K3b8deYjFd7qZNoFJVe32JNTkFbTUy/ejat8dWXE2utjwyYPX30tLMz1CnY/z0v7Os25/IXVe1ws+r/MCjqKjINeE5Nze3Tuerq/xdxfNX+5T9IRF2O0lPPoUtNQ1du7aEPfVktY7pHGX9em8CSVmVLzQKmnY3LT9bU+9Vb3I2bSbpmWdK/UK4mzoggKiVHxMw6S4i317kmppQsHcvRYePoNDr8b+9ccsWupNCocDYrx8tV35Mqy/W4n311SAEuZs2NciCHE/hGmG9RKcEAKBQYMvNxV5UWG/fa9f81UaucOWj19Dc34CfocTfexmwSheB4PtnUHDgAImzH8a0Ywcpb79N+vIVBE+/D6Vej81kouCff7BmZACOW/H6Ky4n6fHHyfz8c/J27Sbtgw9Jfu01R9aA4iA36J5p2NIzOHPvfeRu20b6xytJXvAKAWPvqPbUMHVQEObYqgc2LAkJqOoYX3hkwFpXG/93lllr/6FPdCBP3NChwv0WLFiAn58ffn5+ZSZANybLuXOY4+NBqcSrZ88yz2d8vJK8339HodMR8eabKA3VC+Z7tgrkqtaBWGyCD3ZU/QNV8jZ95uefk73hx+pfRDkKjx0n6amnyP7mW7KKS5x6CqVOR/jTT5eaVhE/1VGm0W/UqAYrV+npDFdcQYsli2n9w/eEPDIHw2WXuZ7L+PRTcn/d1qj5NRuSc4S1OinkLlYKhQKVd/EcuXp6027UqfHRa/Byc0lWcIwkaVu2rPbfTEnyRMarriLinbcxx8WR8MBMcn7YQOhjj7lW/BceOsypceMxbf8NcNzNjFq+HN8bbiDtvaWcue8+stevJ3jGDCLfXuQ6rq51a6KWf4S9sIDEWbPJWLmSwMmTCXv66er3bcAAimJiXGXMy5P9ww8UHj6MsW/f2r0AxS66t50f7TzJyxuPcFXrID6c1BOduuI/mk899RRz5swBIDU11W1Ba/5uxzxKfefOqHx9yzwvzEWgVBL21FPo2rWr0bEfHNaOXSd38/lfp/nP0DbVyolo+uMPzv33RVCpUBr0+Fx9dY3OCWDNzCThgQcQ+fkY+/UlYELjZASorcwvv4TiFcUBdzVujW1PpGvXrtTPmjU1lZQ3FiLMZnTt2xN077343jC8yY5cCbsd/WWXYU1JueTnsCp9fCAjHXtuLkKIOi+GDPHREeLT+ItchRBY7QKrTbhGd5V6Pch8w9JFwPfaa/GtYMqesU9vOh0tvUhd5e1N+HPPEv7cs5Ue16tnT6K/+KLW/Qqadjc5P/7IuXkvYfptB95Dh6Jp7hidtZw7R96OneT+8gtKg4GgGdNrfR64iAJWIQQvfH+IT/4vnpGXN+PNO66oNFgFx6o850TnwsLCxuhmuaqavxp8//14D7saXfuaBasA/doE0S3Kn/2ns/hoZxxPj+hUZRtj37743XwT2eu/J3H2w0QuW1qjJL/CaiXx4TlYEhLQtGhB84ULPT6w0TRrhsrPD2P/fujbt3d3dzyPWk3g5ElkfvY5RcePk/TYY6S+8w5B06bhN/oWlBUsGPBUCqWSqI8+dHc3PILS6AVKJcJqRRQWomiio5E2u+DIWUduya4RfigbMQuJJF2qtFFRRC5+l6QnnsT022+YduwovYMQqIKCiHjjDXTR0XU610UzJeC1Tcf45P/imTYgmsXju1UZrHqS8uavCiFKldHUd2hfq5EPhULBQ8Mcge7qXfFk5FU9l1ShVNJs/nx8rr0WYbGQ8MBM8veWX/6tPCmvv07+rl0ovLyIXLK4Sdxe9x44kHZ//kHEm2+6uyseSR0QQOgjj9D2118ImfUQqoAALGfOcO6FF4gbc+v51dhSk6NQKlEZHQtT6zotoMhqw2JzT7EWlVKBguLiAXaB3WyWZVklqREYr7qKNj9tpPlrr+F/6614DxqEsX9//G65hWYvzaPt5k31UiSoSQasuYUW9p3OJN3kqAxxKCmbZb/FcnmkHyMvb8b+M1nsO53p+sgt9Nz66eaEBEcKCrW6VFWl7G/XETd2LEVxdU8vNKRDCF2a+5JvtvHxH9U7nkKtJmLhGxgHDUQUFnJm+gwK/newynZZ674j4xPHSvvmryxoUqOVF0uhgIak8vMj+P77afvLVsKefgoAc2ysK41KU3GxzMOtL8rinIv2Ogas57ILOXI2hzRT+VV7GpJCoUDlLB5gsyOKirAkJ7sW10mS1HCUXl74jbqRZvNepMWypUR9+AHNX56P/623ovSqn+IkTTJgPZiYw5j3/uTXo45FE5sOnkMIOJCQzZj3/izzcTAxx809rphzdNVw2WWuUmtFsbGce+klig4fIXfr1jqfQ6FQuDIGrPzjFNkF1QvgFVotke+8g1fv3thNJs7cc0+Vf/zVoSEo/fwIfuABfK+7rs59lzyT0suLwEmTiF73Le127kDTooW7u1QjmavXcKzPVSQvWODurngEpY8PCrUGhV5fp2DemSFAr3bPv5aSxQPKy8FaWFhIQkJCvZ5ToVAwZMiQej2mJF2MCg8frlP7BptYaLMLcgosBBjrliC+b5sgTr0ystJtc67rwJzrKs4G4Mmc81e9iofL7UVFJM55BFFQgFffq1yrAOvqus7htAv15kSKiU//PMWDV1dvPqxSryfyvfc4Pe1ufIYOqzIFkHf//rRe/90lv5DlUqHvVPWcaE9kTUnBnp2NsMuRVgClRoOultOOnKw2O+bi6QB6N2UIKC9gVagdaa7279/PmDFjmDt3LlOmTKm3c65atYqwsLCqd5Ski1TBoUNkffElloQEhNmMoMTfVbtAFBVhTU/HmppKp0NV36mtSJ0D1ow8M5//dbr4trMf4Jgr+epPR8kzW4kK9OLFm7syqP0lnOuwAkIIV4YAY/H81ZTXXqfo2DFUgYE0f/VVFNWs51sVpVLBzGFtmbX2H5b/EcfdA6Ix6qr37Vd5G2m1alW5VSzAUc7UmpyMtniUTRMeXi99lqSGIosGlFXX7ADOggFatRJ1Pf3dqim1q9qVAEvpHKz//vsvp06dqvdzTpwos4pIl66C//2P+Il3OdbcOO/OKBTnH5f4WlfHKYJ1+qtyLruQG97ewcLNx/j3jGNi+6GkbJ5ffxCT2YqPXkN8Rj73fPK3a/WmdJ457hTWlBQUGg2GK68kd+tWMtesAaD5q6/Ue37IGy9vTnSwkax8C2t2x9eobclg1WbKI+npZ7CkpCCE4NwL/yXu1tsw/fFHvfZX8nwF/ztI8iuvkrF6jbu7UiPW1OKA9VIuGlAOIQT2/HyEveYLp9xV4aqk8yOsdlnlSpIaQfpHyxFmM95DhxK5ZDH+48aCQkHke0uIfPcd/MfeAQoFurZtif6qbqXf6xSwLt0eQ0puEdd3Cad/2yAAPtt9GgHcO7A1/869juWTe2Kx23n/t9g6dfRilP+XY3TV0K0btsxMkp5x5EsLvPtuvAcOrPfzqZQK7h/iqDv8wY44Ci21K8V47vnnyf72W07ffTdp771H9rffYjeZ6rOrUhNhjo8nY+VKRzm/JsQ5F/tSLhpwISEERTExFJ08iT2/8sp45Sl0U4Wrkrx1aoK9dRi1aoTVMVdfoVEzZcoUpk6dCsDUqVNRKBSsXLkShULB2rVr6d27Nzqdjo4dO7pSHK5bt47rrruO4OBgNBoNwcHBjBo1ir0XZEy5cA7rlClT8Pb25tSpU4wdO5agoCAMBgP9+vVj8+bNdbq+6vYJYOvWrQwfPpzAwED8/Pzo27cv33zzTal9hBAsW7aMnj17YjQaCQsL46abbmLfvn116qd06SjYtw91cDCRb72Jz7Bh+I0aBXY7CqUSn2uuodkLLxD+3LMUxcaSsWp1nc5Vp4D1t+OpRAYYWHJnd1oGORYM/XIkBQUwtX8rAIZ1DKNbC392ncyoU0cvRnm7HAGrV5/ejuHyVq3QX3YZobNnNdg5R3eLIMLfQJqpiC/2nKnVMULmPIw6LAxzTCxp7y4GIPSxx2qUq1W6OGiaNwfAkpjo5p7UjCWluCyrDFjPj6oWOIJUe2Eh1tQU7Pn5NfrIzzFBQQE6a1GN21bnozqLwXwNjvKsvgZNqUVX06dP57777gPgvvvuY9WqVa429957Lx06dOCdd97h3nvvRa/X8/bbbzNmzBgsFgtz585l8eLFjB49mk2bNnHddddhquINusViYcCAAeTl5TFv3jyefvppDh8+zIgRIzhx4kStvk816dPy5cu57rrrOH78OHPmzGHBggVYrVZuu+02PvzwfP7hyZMnc//99+Pl5cX8+fN5+OGH2bt3L4MGDWL//v216qd0abFlZaHv0sV1F9Z527/g4Pm5qgHjxqEJDyd3y5Y6natO90rO5RQyrGMoyuLbMMfO5ZKcW0jrYCPN/M4nn27mZ/DolfruIOx28v9yFgy4Ck3z5rRcvQpbdnaFc0Xrg0alZMaQNjz33UGW/RbLuN4tapyzVhsZSdTHK4ifeBe2jAz8br6JwCmTG6jHkifTREQAYElORlitTeL2q72oCHtxbk45JQBEQQHHuveol2NpgIZKcNZh314UNUiPo42KQlgsKPV6+vbty7Fjx/jggw/o27cvEydOZOXKlQB07tyZTz/91DWH12az8dJLL9GtWze2bt2Kqjjd3fTp0wkICOD1119n8+bNjBkzpsJzm81mbrrpJt577z3XtujoaO666y5WrlzJ/Pnza3TtNelTbm4us2fPpl27duzZswff4uqJU6dO5bLLLuP555/n7rvvZseOHaxatYo777yT1atXu67/5ptvpmvXrrz88st89dVXNeqndOlR6PUoNBrX1ypvb1QBAZhjS99V13fpTME//9bpXHX67+Kt07jSmABsP+aYFzawXel/Ask5hXjpZI7LkopOxGDLyAC93lWvXaHRlKpt31Bu7xHJu7+c4Gx2Id/uS2R876gaH0PXujWtvvyS/D178B05os4LNqSmSR0SjEKjQVgsWJOTXQGsJ7Pn52McMABbZibKckohS02XszyrzS7QV7Ms66hRo0r9/VKpVCQmJpKXl+cKDAHy8vLQFP9jrmqEFcouxurVqxcA586dq9a1lFSTPm3ZsgWTycT999/vClYBDAYDGzduRKVSoVQqWbduHQCPPfZYqevv1KkTe/bsoXnx3RNJqoy2ZUuKjh8vs63wcOlSsfaiImx5eXU6V50C1tYhRvacyiTNVISvXsPXexNQANd0Op/iY298BvtOZ3JV66A6dfRi48wOoLDbSXn7bUJnzWrQkdWS9BoV0we3Yd6Gw7y3PYbbe0S6VtfWhDYyAm2k5wcoUsNRKJWomzfDEn8aS1JSkwhY1QEBsixrCQqDgQ77zs+BLDp1Cnt+PprwcNSBgW7sWWnVKRlrsdk5ei4XpUJBl+a+1XojHV5OVhOtVsvvv//Ol19+SUxMDCdPniQ+Pt41LcFejUVpFx7XWQbcZqvd2oHq9imuuNhMp3JSzrUvsUq7sv26lyhiI0mV8R48mLSlS0le8ArBD85E5e2NoVs3x9qG7dvxGTKEorg48v/ag7ZFZJ3OVac5rGN7tiDPbOX6t3Yw9I3txKSaiA42uhZgPbPuf0z8yHHbe0KflnXq6MXGVFwwQJjNmH7dVqoMa2MY37sFQUYtZzIK+P7fplWlSPIsrnmsTazaleSgUChQenm5PjQhISj1eoTVWmp7ZR95Sg0FKi3oDdVuU9OP6gSfquJ0WiqbBUtqGracqqeiqcuZxjJjxgyuvvpqdu7cScuWLZk5cyZbtmxhyZIl1X5dlfWc2qu6fbIU/y+p6vWq7n6SVJnAyZPQREaSsWoViY88AkDAneNBpSLxwYeIG3MrcbfehjCb8R05soqjVa5Ov1G39ojk+Rs7U2CxkZRdQJsQb96b0MP1C7A7LgOr3c5zN3Zm5OXN6tTRi4mw2ch3poDSaIh4c6GrylVj8dKqmTYwGoAl22KwyQTqUi01tYBVlmWtnNLHBwB7Xh6imqOBSVmFxKaaMBVZG7JrVVIpFSgVCnRWC7aUZKxpaTU+xu+//87777/PnXfeycGDB1m+fDlz5sxh2LBhZGS4Z/FwTfoUHe34u37s2LEyx1mzZg1Tp04lMTGx0v2efvppHn744Qa4Eulio/L1pdXazwm4804MXR3TG7WRkTRfsACFVkvhkSOIggK8hw4l8O6763SuOq+QmNo/mgl9WpJbaCHIW1fqufm3dKVDuA/+Xo1zq7upyP5xI6LIUWs77LFH3VYt6K6rWrJseyyxqXn8dPAsN14u5yxJNRfy0EOEzJrVKPOv60Pqm2+R+cUXBN19N8Ezpru7Ox5HodOhDg1DafSCaowS2uyCIqv7U1o5qZUK1MLRn5KLAJ1zP6u6nZ9WHOR27dq11OhjWloay5cvB8BqbdzAvCZ9uvbaa/Hy8uKDDz5g2rRpeBUvVCsqKmLBggWcO3eODz/8kFtuuYVly5axaNEi1zEAYmNjeeutt7hOltaWqsGckIg2MoLwZ58ptd3vxpH4DBtK0YkTqAIDXYWF6qJelvRq1coywSpAHzlvtQx7Xh4pxfXLVUFBBNx1l9v64qPXMLV/NG//coLFv8YwomszV8YHSaouTRMrS2lNScGekwO1mLd9KVAoFGhqUAHMmc9Zo1Ki8YDXVK1SoioOSksGrM7yqatXr3ak8qogcB0wYABBQUHMnz8fk8lE69atOXnyJCtWrCC7OLtEVlZWw15EHfoUGBjIm2++yYwZM+jRowdTpkzBy8uLVatWcejQIdauXYtareb6669n/PjxrFixgjNnznDTTTeRk5PDkiVL0Ov1vPbaa416jVLTdOaee1B4GWj97bdlnlN6eWG44op6O1ed/7pYbHbW/5NIXNr51V+/HEnmmjd/o8vzPzPho10cTpIprZzOzXsJW2YmAAETJrh9/tDU/q3w1qk5ei6XX46muLUvktQYnFWuZNGA+uEJFa5KKjnCSomAddiwYUyYMIHdu3cze/bsCqeGBAcHs3nzZvr378+yZcuYNWsW33zzDbfddhuHDx9Gq9Xy888/N8al1LpP06dP58cffyQsLIx58+bx3HPP4eXlxebNmxk7dqxrv9WrV7No0SLOnTvHo48+yuLFixkwYAC7d++mQ4cOjXqNUtNkOXvWNS2soSlEHSZ0ZRdYuH3Zn8SkmHhlzOXc0asFp9LyuO6tHVhKvHv11qnZ+NBAWgRWP4deY0tJSXG9A09OTia0gf6ZZa37jrNPPQVA9Lpv3TYdoKRXfz7K0u2xXBHpx3cP9Hd7EC39P3t3Hd7kuT5w/PvG06Ru1B13d2cuwHzMmAvz7bftnLPt7OxsnHNmzN2N+dhgwtABw90KFEoV6pam8ff3R9rQ0pZ6m8Lzua5ekOSVJ9Akd+73ee67e3GZzRS8+hr248eIeuEFpC7qI99cRy68EOuhNGI//ADDmDFdPZxOYbFYSE9PJyEhwV3uqRmcFRU4yytQBQehOMU+WcVmSsw2wvx09PBr3rE7UnaxGV1+LgaHBXVkpFdVOhC8S2teF23RWXFGZzp87nlIajWJPy3q8HO16ZPlnT8PcyjfxOCYAPpGuuu9fb4xA7vLxawhUex68iyeuqgfJquDN1aJ1qwAmnh3tQSlvz9aL/kGe9P4BHRqBTuzy1hzqOWLFIQzm6TRUPzJJ1T8+huOAu///fF0uRJNA07JWVyMs6QYZ3nFKbfztgyrUadCJ7nzMLULmguC0P4i/vUU9mPHyLprHpUbNuAoLkZ2OJBdrgZ/2qJNc1j/2JdHqFHLl7eO9nRLWrovDwmYNyUZX52a68bEs3BTFmsOFbRpoKcL80Z3mS+fkSO9JhMVYtRy9cg4PliXzqsrDjEhJURkWYVmk1Qq1OHh2HNzsefkoA733qyBy2I50eXqNMhudCSFry/OigpcpgpoZE6ryyVjtbs/hLwlYA3w0WCRXcjgtZ3XbDZbiyoOhIaG1mkYIAje4vj8+Sj0ekwrV2JaufLUG0sSffbuOfU2p9CmV3NWcRUTe4Z4gtWjhZVkFpuJCtCTGGr0bJcQYuCP/XltOdVpo3Kju/6qz6hRXTySum6dmMhnGzLYfLSEjenFotGD0CLqyEh3wJqbC0OHdPVwGlVT5kjS6Tzlm4SGKYzu93CX2dxo211JcjeQsdidqJXe8yVXEx+HbLd3WjOWlvrrr7+YMmVKs7dPT08nPj6+4wYkCK1k3Z/a/I3bWFKwTQGrTq2oU79z9UF3FnV8ct3yNsWVNrResHq0q7lsNqq2bQfAMNq7AtYe/jouHxHNZxsyeW1FmghYhRZRR0XBli3eX4vV6cQwYQKSQiGuIjRBodGg0OlwWSw4TSZUAQH1tpEkCYNWhUHrPZlMWZZxqDS4lGp0XpqVHDRoEH/88Uezt2+oG5cgeIM++/d12rna9C4TH2Jge2YpVTYnOrWCH7bnIAHTarVmPVJgYktGMQOi/Ns61m6vascOZKsVZUgImqSkrh5OPbdNTGLhpizWphWyLbOEobGBXT0koZtQR1U3D8jJ6eKRnJomLo7Yd9/p6mF0Gwqjr3saRUUFNBCweiOL3cWh/ApUCoVnbYW3CQwMZPr06V09DEHoVtqU9rxgYCTFZhsXvLqGS99az87sUsL9dEzu5Z7v9PrKNC5/ez1Ol8ylw9peNLa70yYk0OPJJwi55WavzO7EBPkwa4i7F/zrK9K6eDRCd9Ldul0JzaPwrZ4WYDLVKwMlyzLHyqooMdtweVGnPKXDRqClAq3VLLqaCcJppE0Z1pvGJ5BTUsWHf6UDlQTo1bx0xWBP8ehvtmRRVGnjxnEJXD0qtj3G262pQkMJvOqqrh7GKd0xOYnvtmWzPDWfPTll9D9FZvzdP4/w2cYM3r52GL17eGcmQ+gc6ij3Fx1HvnfX8pWdTiQvvUzsjRQ+Pu5/L6Wy3pxQu9NFQYUVCQn/SO9Zja+wWgixlGFW6XC6wlB50dxaQTjdpE2f0fyNJYnkP5a2+lxtnnj0xIV9uXlCAgUVVnr18EVXa6Xog2f1IjnMSJ8IEcx0F4mhRi4YGMlPO3N5fWUab14zrMHt9uaW8Z/fUnG6ZJ76aR9f3DLKK7PGQufQDxlCypo/UQZ799znY3/7GxUrVxH28EMEXnZZVw/H60mShDY5GVSqeq/vStuJdqxe1SGvukWpQ6HA4ZJRie8ngtBhmjUNTJJQ+vo2q9XzqbTLTPnIAD2RAfp69184SPSm747mTU3mp525/LrnOAfzKugZXn819bO/7PcsuFt/pIjVBwuY3EuUCTpTKXS6UxaX9xaOggJc5eUovHT1uDdqrJap2eoODH003hURytUBq1NS4nC6wEvKbQnC6Sh5WcOLB2WXC2dpGVXbt1H47rvoBw4i+tVX2nSudglY8yssfLYhkw1HiiiosKJRKgjx1TAmMZjZQ6MbDGYF79Uz3Jdz+vXgt73HeWNlGguurF+m6IXLBvPf31KRgO+35/CfX1OZkBKK0psyLYJwEnv1lAVRg7Xlaop+19SPrsmwelOFAKgVsCqUOLxobq0gnI5qpoM1KCYG/YD++IwaTfoll1D0/vuE3HJLq8/V5lpTK1PzmfbCal5bcYjNR4s5WlTJwfwK/jpcxIt/HOTsl/5k2T5Rg7W7mTc1GYCfduZytLCy3uM9/HW8dMVgHr+gL746FanHK1i0w7tXiAsdq/jzz8m+514q16/v6qE0yiG6XLWKPS8fa2oqzpISABwuF5bqDlfemmF1SAoRsAqCF9D16onPiOGUffd9m47TpoA1Lb+COz/fRqXVweyh0Xw0dyTLH5jEsgcm8cENI5g5JIpKm4N7F27nSIGpTQMVOlf/KH+m9ArFJcMbq9wVA2RZZld2aZ3tAg0a7pyczHkDejA4JqDzByp4japt26lYuhTLvv1dPZQGuSwWXOXlgMiwtphCQna5cJnc7+Pm6uyqVqX0LLL1FjUBq9Gg85ruW4JwplP4GLAfO9amY7TpWs4bKw9jdTj57yUDuWx43bJVSaFGpvQKY3RiMI98t4t316Qzf/aANg1W6Fzzpqaw8kAB32/L4Z5pKezMKuOuL7Zx2bBo/nfpQM8ijNsnJYoFV4Ln0pC3lrZyFLizq6LLVcspfX1x5OXhNJmQXS6sXppdBTyLroL9fVB42XQFQTgT2XNzMW/ciKqNi3Lb9Gped7iQ3j386gWrtV0+PIaP1h1lzaGCtpxK6ALD4gIZlxzMurQiXll+iBWp7v/DyAB9nQD15GBVlmURwJ6BPLVYvbR5QE3JLVVoqPj9bCFJq0VSq5HtdlyVlYT6+hLgo/HKOqeahIQOb8t69OhREhISuP766/noo48AmDx5MqtXr27Wv4kkSUyaNIlVq1a16vwWi4XCwkKio6MB+Oijj5g7dy4ffvghN9xwQ6uOKQitUfBK4wupZKcLZ3ERFX8sw2U2E3DppW06V5sC1pJKOyPig5rcLjHUwB9iHmu3NG9KCuvSivh2azYu2f1/eeeUhrt05ZZW8cLSg0T463jo7F6dPFKhq3l7hlXSaDFMnIAqOKTpjYU6JElC4euLs7gYZ0UFSl9fr5sKUEOh0+HSarE7ZVxOZ51Six3p73//OzfffHOHn2f79u3Mnj2bJ5980hOcTpw4kU8//ZSxY8d2+PkFobbCN98CSYImvqjp+vcnZN5dbTpXmwLWQIOaIwX1F+Sc7EhBJQE+3lNYWmi+0YlB9Ao3ciDPPXdt/qwBaBspbLg3t5zvtmWjUyu4ZnQcPfy9v8yR0H5qt2f1xiy7fkB/Yt8RbVlbS2k04iwuxlVR4ZX/v7VV2ZwcLjChUSk6ranJjBktKKDeBjt37uTo0aN17ktMTCQxMbFTzi8ItYXcdYogVCGh8PFB17s3PqPaXqu9TQHr2KQQFu3I4but2VwyLLrBbb7fls3+4+VcLGqydks2p4tyi3tOmFKSSA4zNrrt9D5hDI8LZEtGCQuWHeQ/lwzsrGEKXqBmSoCrshJXeTlK/8a7pAndj8JoBElCttvJPl6Kr7+BAB/vqmfrsljcGWC1e1xOp/dNWRCE00loG7OmLdGmazp3Tk5CrVTwf9/t4uFvdrLyQD5p+RWk5ZtYeSCf//t2Jw9/uwuNUsEdk5Pba8xCJ3pj5WGOlVlQKSScssz7a9Mb3VaSJB47rzcAX2/J4lBeRWcNU/ACCp0OZXAwklrtlS1aa1aPC60jKRSogoMxGQOpsLuwO11dPaR6XGYzjrw8pLJSAJyyjMslc9999yFJEusbKLn2wgsvIEkSP/30E7Is8/777zNhwgQCAgJQq9VERERw1VVXkZaWdspzT548uV4GqbCwkNtvv53IyEh8fHyYMmUKW7dubXD/HTt2cNVVVxEdHY1Go8HPz4+xY8fy9ddfe7a54YYbmDt3LgBz5871nO+jjz5CkiTPfNoav/76K9OmTcPPzw+9Xs/gwYN55ZVXcLlO/N8dPXoUSZJ4/vnneeutt+jfvz86nY7IyEjuueceKipa/z6el5fH/fffT69evdDr9ej1evr27cvTTz+N46TXY0VFBY899hgpKSno9Xri4+O54447OH78eJ3tDh06xPXXX+/5N+3bty///e9/sdlsrR6n0HYVK1ZQ/Mknde6r3LiJ7Pvup2LFynY5R5syrCnhvrxy1RDuW7iDb7dl89227DqPy4CPWskLlw+mVw+xKrc76hvpR5ivlplDonjnzyN8sj6D2yYm4d/IFI9hcUGc1Tecpfvy+N/vB3j3uuGdPGKhKyUu/hmlv7+nuLw3ybzlFiy79xD5n/n4Tp/e1cPxOi6zufEHlUoUWi2q8HAKjlXgqKxE51DjMjcQtCoUdbqenfK4J29bVdXgXDiFj0+znoNsdwdBkkqFhIQsyzhcMjfddBMvv/wyn376KWPGjKmzzyeffEJ4eDjnnXceDzzwAAsWLGDmzJk8++yzAPz555989dVXbN++nX379qFo5u+2yWRi7NixHDlyhFtuuYUBAwawfPlypkyZUm/bjRs3MmnSJGJiYpg3bx6hoaEcPnyYd955hyuuuILo6GjGjh3Lbbfdhlar5Z133uHWW29lwoQJjZ7/hRde4KGHHiI5OZlHHnkEo9HIDz/8wL333svKlSv57rvv6jyXN954g4qKCu644w5iYmL49ttvefXVVykrK+Pjjz9u1nOuraysjFGjRlFSUsIdd9xBSkoKhYWFfPLJJzzxxBMolUr+9re/AVBZWcmoUaNITU1lzpw5jBs3jrS0NF577TVWr17Nhg0b8PPzY+fOnUyYMAGXy8Udd9xBcnIyK1as4NFHH2XXrl18/vnnLR6n0Day00nuo49RvmQJmsQEgq67zvOY9XAaFb//TsXSpQRccTkRTz7ZxpO1g/xyi7zgj4Py1e+ul6e9sEqe+vxK+ap31ssv/XFAPl5W1R6n6HB5eXky7hhbzsvL6+rheBWTxS47HE757JdWy3GPLJYX/HHwlNsfyiuXEx5dLMc9sljenF7USaMUhFNLO+98eV+v3rLpr7+6eiidrqqqSt63b59cVdX4+/G+Xr0b/cm49VZZlmXZYnPIO7NK5L2DBje67dFrrq1z3AOjxzS67ZFLLq2z7aEpUxvcrrms2Tmyefdu2XY8T96XWybvzCqRK612WZZlediwYXJQUJBstVo92+/cuVMG5IcfflguLCyUVSqVfOGFF9Y77mWXXSYD8tatW2VZluX09HQZkK+//nrPNpMmTZJrf6T+85//lAH5nXfeqXOshx9+WAbkSZMmee6bNWuWrNVq5dzc3DrbLlmyRAbku+++23Pfhx9+KAPyhx9+2Oh9hw8fllUqldy3b1/ZZDJ5tnO5XPI111wjA/JHH31U57nodDr56NGjnm2dTqfcs2dPWa1Wy5WVlQ3+e5/Kyy+/LAPyd999V+f+kpISWaPRyAMGDPDc98QTT8iA/NZbb9XZ9u2335YB+bXXXpNlWZYnTpwoazQaeefOnXW2u+qqq2RA3rNnT4vG2JzXRXs6HeOM4i8Xyvt695HTzjtfLlu6tM5jTqtVrli9Wj58wQXyvj595eKFX7XpXO2SBgn11XLv9BQ+v3k0yx6YxPIHJ/PFLaO5b3pPwv10vPTHQf69eF97nEroJM5aHWIMWhVKpYK7prindXywLh2TtfHLq8lhvlxeXersjVWHO3aggtBMNXVYRdOA1qu0OVHILrx2uZXDDoCkVqGqbhPtqJ7HeuONN1JcXMwvv/zi2bwmczh37lyCg4MpKyvjs88+q3PI0tJSfKozvCZT8xvgfP/99wQEBHDjjTfWuf+RRx6pN3Xg22+/JTMzk4iIiBNPxeHwXLpvyXkBfvjhBxwOB4899hgGg8FzvyRJzJ8/H4Cvvvqqzj4TJkwgLi7Oc1uhUDB06FDsdjtFRUUtOj/APffcQ15eHjNnzqxzf2FhIf7+/nWe0w8//EBQUFC9KgvXX389mzZt4tprr6WwsJA1a9Zw7rnnMnBg3fURL730Ert37yY5WUw97Gyl336L0s+P+M8/w++khYcKjQbjxInEfvwxCqOR0pN+51qqU6oqf7EpkyKTlX9c0LczTie0UX65hcveXs89U1OYPTTK8+Z63oAIXlp2kCMFlXy6PoM7Jjdc3grg/hk9CfXVcstEsXL1TGLetp3ijz9GExNN2EMPdfVwPFxVVSe6XIm2rA3qta3huZUAKN2VQcxWB0GWCvzfexelnz+a6Ab6iJ90yTx5+bLGj3vStolLFjdZHudUauYpSyoVKpcC7E5Pe9arr76aBx98kE8//ZSZM2fidDr54osvGDNmDH369AFAp9OxaNEiFi9eTFpaGunp6WRlZXneA2vP/WzK4cOH6dmzJ0pl3aoqwcHB9OjRo859CoWC4uJiXnjhBfbu3Ut6ejqHDx/2zMtsyXlrzg3Qr1+/eo9FR0fj7+9Penrd9QgnjwlAq9UC4HQ6W3T+Gkqlkueff55NmzaRnp5OWloa5dWvQ59a0zzS09Pp379/vX8rrVbLiBEjANi6dSuyLHv+r2oLDw8nPDy8VWMU2saWkYHPqJEoAwIa3UYVFITP0KFUbtjQpnN530Qzocs99fM+MorMfLz+KLVbcSsVEndVL557b80RqmyNv4mF++l48Kxe+OlEObMzibOslIrff8f0119dPZQ6RJerpil8fBr/qQ5cKm1OKtU697xTpwNJr6+/rU7X/OOevG1Dx2vm/FWoG7D66VSE+mrRqd0fcwEBAcyaNYvFixdTUlLC0qVLOX78uCcDarfbueiii5g9eza7du2ib9++PPzww6xdu5ZHH320Vf+mciPB98kB6Oeff06/fv345JNPMBqNXHnllSxcuJBNmza16byNlRFyuVyeYLRGc+fmNteePXvo2bMnTz31FBaLhRkzZvD6669z5MgRYmLqNhuy2+1Nljyy26uz515cTu1MJKlUyOaqJreTZReSqm05UtG3Tqhj2b48luw+hlIhMX/2AJSKum8OFw2OZMHyg2QVV/HlpkxuHJ/Q5DFlWeZYmYXIAH1HDVvwEjXNAxw53tU8oPZ0APGB1zouWUatlKhS60ChRHY6cZmrUBqaH1B2JFmWT1SCUKkIbqDT1Y033siXX37Jjz/+yPLlyzEYDFxxxRWA+xL5kiVLePTRRz2XzWucvPq+OVJSUjxZUk2tsZSXl5Ofn0/v3u6KKhaLhdtuu43k5GQ2b96Mn9+JurHr1q1r8XkBkpLcV7/27NnD4MGD6zyWmZlJRUUFsbGxrTp2c913332UlpayZ8+eOllRu91OYWEhYbWm5iQkJHDo0CFcLledwNlutzNnzhymTZvmmVpw4MCBeufatWsX8+fP57bbbmPy5Mkd9pyE+nR9emPeuhXb0aNo4uMb3Maem4t502b0DWT8W0JkWAUPk9XBE4v2AHDzhAT6Rdavo6lWKrhjkjvL+vafh7E6Tn2pKLe0ikve/ItZb6w7ZUZWOD2oI90Bq7OsDKep6aYinaV2W1ahdRSSRGKokb6Rfih93fWYXSbvKl2nTUpCEx/faCZn2rRpxMfH8+WXX7Jo0SIuvfRSfKsz7oWFhQD15kempaXx7bffAtQrxXQqV1xxBRUVFSxYsKDO/c8//3ydzGtVVRWVlZXEx8fXCVYdDgfPP/98vfPWXDY/1TSBWbNmoVQqefbZZ6msPPE6lGWZxx9/HIBL29gmsymFhYUYDIZ6DQ1eeeUVqqqq6jynmTNnUlhYWG+V/9dff80333yD2WwmPDyc0aNH8+uvv3Lw4ME627366qssXLgQf1H7udMFXHUVss1Gxo03Uv77UlxWq+cxl81GxYqVZM69EdlqJeCqK9t0LpFhFTxeWHqA3DILMUF67pvWs9HtLhkWxSvLD3G83MK3W7OZMyqu0W2DjRryyq3klVv58K907hT1eE9rSqMBhb8/rrIy7Lk5KHs2/nvUmZT+/hgmTUSXktLVQ+n2PG1ay8pwVVSAl8wdlCQJqXaJLFnG4ZSRZRltdXtWSZK4/vrreeqppwDqLIg6++yz0Wq13HvvvRw+fJiIiAj27NnDBx984LkcXVpa2uzx3H///Xz77bc88sgj7N27l9GjR/PXX3/xww8/1Jm/GRgYyMSJE1m6dClz585l3LhxFBcX8/nnn5OamopCoahz3pq5mp999hmyLHNdrTJCNZKSkvj3v//NY489xuDBg5k7dy5Go5FFixaxYsUKLrjgAq655ppmP5fWuPjii/nXv/7FWWedxZVXXonL5eLXX39lyZIl6PV6ysrKPNs++uij/Pjjj9xwww38+eefDB8+nAMHDvDmm28ydOhQbr/9dgBee+01Jk+ezMiRI7nrrruIjY1lxYoVfP3119xxxx0MGTKkQ5+TUJ/fjBmYr7qSki8XknP//aBQeOazOsvKwOkEWSbwqivxP//8tp2sTTUGmmn4v/+QEx5d3BmnarXTsdxES2zPLJHjq0tRrT6Q3+T2H6w9Isc9slge95/lss3hPOW232/LkuMeWSz3f/I3udhkPeW2Qvd3eNYseV+v3nL5ypVdPRShWnuU77E7T7zOXXa7bN69Wzbv3i07rd75mi6rssk7s0rkg8fL69x/9OhRWaFQyElJSfX2WbZsmTxu3DjZz89P9vPzk/v16yf//e9/l7dv3y4D8k033STLcvPKWsmyLFdUVMgPPvigHB0dLWu1WnnkyJHymjVr5KioqDplrY4fPy7PnTtXjoyMlLVarRwXFydfcskl8o4dO+SxY8fKfn5+ntJSdrtdnjNnjuzj4yMbjUb5wIEDDZa6kmVZ/vHHH+WJEyfKRqNRNhgM8rBhw+TXXntNdtb6v2zoudS4/vrrZUBOT09vxr94XXa7Xf7Xv/4lJyUlyVqtVo6IiJAnT54s//DDD/Lf/vY3GZDXrFnj2b64uFi+77775Li4OFmj0chJSUnygw8+KJeUlNQ57r59++TLLrtMDg4OlvV6vTxw4ED5jTfekB0OR4vHKMpatZ+ypUvljLlz5f0DBsr7eveR9/XuI+/vP0BOnzNHLvv113Y5hyTLbViS2UwjnllGkcnKkfltjK47UH5+vueba15eXp35NWeCt1cfZv6vqcwaEsVLVwxucnuL3cn4/66g0GTjlgkJ/O28PqeY4C9z/qtr2X+snJvHJ3hltQiH08XCzVn0i/RjSGxgVw+nW8uaNw/TsuWEP/4PgubM6erhCLjnSaanp5OQkIDupIVOzeFyyew9Vo5GqSAp1IBKqcB6+AiuKjPq6GhUp1gh3FlcVVU4TSZ3xzVfX8w2B2n5JtRKBX0i/Jo+gHDGaevroqXOlDjDUVICTifKgIA2L7SqrUVHuuqd1pUkKDPbW7Xf6cjhdPGvxfu4aXwCccGGpnfoJLdNSmJYXCAJIc0bk06t5B/n9+W+r3bw7pp0/HRq7p7W8OVWhULi0XN7c/0Hm/hkfQbXj40nJsg7FmqAu+bsg9/sZNGOXCL8dfz16FSxMKcN1JGRSGo1rspTdDjqZLLNhtTAIhyhecx2J7Is45Rlz0JMdWSEuwOWl/y7uiorceTlofT3R+nri6p68Y7D5Z4WIF7TQndmWrOGggUvYz18GGVQIIFXXEnwrbc0+Htd+v0PHKvuItaQiPnzCZg1E4CD4yfgrJ6/XVvKmj9bNOffcuAAtsOH8TvvPFSB7qRP1e49lP/2K/4XXICugXJkLdWigHVDesuLB9cQbxVub60+zCfrM/h+Ww7PzOrPxYMbqGPYRYbHB7Vo+5lDoig0Wfn3kv288MdBjDoVc8c1XDVgYkoIY5OC+etwES/9cZAXm5HF7QxOl8zD37qDVYBjZRb25JQzIFpM3m+tsAceIPzRR72qPeuRWbNx5OUR8+47+Ih5bi1mrm4UYtAoPR+QCr13Vf2oXdIK8DQOqAm0VSJgbZPi4mJPXdim6PV6sQCqHZm3bSfrzrvwO/ccQu+7F/PWrRQsWACyi5Dq+b21GSdPIn7hl3Xuk2WZ4088gdNUiXHSRAAchYU4CwsJe/QRfE6qJnGquqony39pAUXvvou2Z0/8zjvPc79l/z6KP/iQ4o8/Iey+ewk+qTFES7UoYH3u0kFtOpkAs4ZGs/pgAZuPlnDvwh38ebCQf13cD4O289e/ybLM80sPcPnwmFZne2+ekEiFxcHLyw/x1M/7MGpVXDY8pt52kuTOsl702jr2H6/AYneiUysbOGLncblkHvt+F99vy0GpkIgL8qHQZCWrxCwC1jY4ubamN3Dk5+MymVD6iUvDrVFZXeHDoPHedbonB6wKhYRSknDKMk6njMp7vj91S7Nnz2b16tXN2vb6669vVSkwoWGFr7+Orndvov73PwCMEyaAw0HRO+8SdMMN9d5zVUFBqILqJqCKP/kE6+EjxH/5hecxy/79gHvhVE1JwpYq//VXit55B2VwMAGzZ9d5zHfaNHA6KXjjDfJffAl1TCx+Z5/VqvNACwPWS4dFt/pEgltUgJ4vbxnNqyvSeHXFIb7bls22zBJevWoI/aM6N0j6YXsOr688zGcbMvnr0amtDprvm55ChcXBB+vSeeS7XRi1Ks4dEFFvu4HRAXx5y2hGJgTVq+/aFZan5vP1lmwUErx85WBGJwbjr1ejVopPttOJq6rKvZod0Za1NWRZxmxzB4M+2rpfMp2mShyFBSh0OtQNdErqTJ4arOoTzUpUSgmnQ8bhktE2sp/QPC+88AIlJSXN2jYyMrKDR3PmcNlsmDdtIuTuu+vc73v22RS99z7mLVsxjh93ymM4CgooWPAygVdeiX7QicSjZX8qCj+/VgerAMWffoak1xO/cGG9zneq4GACr7oKw/jxHLnwIoo/+aTzAlahfaiUCu6f0ZOxScHc99UO0gsrmfXGOp67dBAzh3TOFIEik5WnF+8D4NaJiW3K8EqSxOMX9MFktfP1lmzuWbid97QqJvWsP/9lTFJwq8/T3mb0DeeBGT2JC/bhgoHiDba9uGw2ch/+P+y5ucR9+kmXZ1w9Xa70ehRGY5eOpTuyOlw4XTIKSUJ/8lURlxOXyYRss3V5wEpNJ6RaizyUCgXgwtHC1qZCfcOGDevqIZyR7FlZyHY7mvi65SM11Y0fbEePQhMBa8Err4JSSeh999a535q6H6WfH9l3303l+g3ILhe+kycR9uijqJv55d52+DCGkSMbbtNcM9aYGHyGD8e8bVuzjtkYkUrqQqMSg/n13gmc3S8cpUKiX2TnXa58Zsl+Ssx2evfw5daJiU3v0ARJkpg/eyDnD4jA7pS57dMtbD5a3Oj2FruTrzZn4nJ1eJGKOmRZrtPs4J5pKfXmEcuyTLlFLBRsLUmtpnLtWiy7d2PPPdbVw6nTNEAsvGm5yur5qz615q/WUBgMIEnINludguFd4eQpAQABPmpCfbVoxFUTwctUVFRQXl7u+bE28vpxlpcDoDzpy7bC4J7G5zKZTnkeR1ERZYsWETjn6npToiz7U7Hn5aHrP4CYt94k/JFHqNy0mcxrr8Nlbt6i2eZ+gktabZvXMolXcRcL8NHw1jXDWHz3eFLCT/Q4zyltujdva605VMD323OQJJg/e0C7XQJXKiReumIwk3uFYrG7uPHDzezJKau3ndMlc/4ra3jku938sqfzAhpZlnlmyX6u/2CT50P4ZGsOFTD+vyu558vtnTau040kSairLwnac3K6eDS1AtYw0eWqNXRqJUEGDf56db3HJKXSs/iqqQ/OjiS7XMhO9xfR2gFriFFLhL8evRfPvRXOTMnJyfj7+3t+Tm4H7FFTebSxL9tNLG4t/eYbZFkmqIEGExHPPkPCVwsJue1WfIYPJ/CKy4l+5WVsGRmULVrUrOehTUrCvHkzjgYqDdRwlpVh3rwZTXXL4NYSAasXkCSJ5LATwerWjGImP7eS//yait3ZvpeyqmxO/v6Du/3q9WPi273mqEal4M05wxiZEESF1cF1H2wiLb9u+0alQuLCQe6A5rnfD7T7c2yILMv857dU3lubzoYjxaxNa/jFFe6nI6e0ir/SihoNaoWm1cyJsufmdvFITkwJaO4lrtNZa8puG7QqogN9CDY2PAtUYXS/d3VlwIokoU1OdvcyV3btYk6h++iEMvSNSktLo6yszPPz2GOPNbidsrp1sPOk15eruuVuTZvkxpT/vhTj2LH1FmEB+AwZgq5v3broPkOHovD1xZJ6oFnPI+CS2bjMZjJvuZWqPXvrPW45cJCsW2/DZTIRMHtWs47ZGK8PWHNLqxjwz99Zf7jpklo/bM9mxour6fWPX5n6/CoWbsrshBG2vzWHCrE7Zd5afZhL31pPRlH79WT/eP1RMovNRPjreOjsXu123Nr0GiXvXz+cgdH+FFfauOa9TWQV1728cMuEREKMGjKKzHzZwf9PsizzwtKDvL36CABPX9yPs/s1PN8uJcxIbJAPNqeLNYca/8YonJo3ZVhV4T0wTpqEbsDApjc+TdX0n69pMdqux67+wHRVViJ30VxRSZLcDQOMxjrTFlyyjM3hqjMNSBBq1LwelF3wJcfX1xc/Pz/Pj1bb8BdCdWwsKJXYM+t+Ttqqb58qa2k/fhzr/v34nntOvcec5eWUfvcd1rS0OvfLsoxst6MMDGjW8wi45BKMU6ZgTU3l6OWXc2jCRNKvuIL0K67g0KTJpM+aRdWuXRgnTSLgyiubdczGeHXAml1i5pr3N1JhaTrTtWTXMR74eicTUkJ557rhjEkK5tHvd/Pj9q7/wGyp+6b35K1rhuKnU7Ezq5TzX1nLoh3t8zzmjovn/uk9efri/hg7sJSWr07Nx3NHkhJm5Hi5hWve30h+ucXzuEGr4t7qRgOvLD+EqQOzmS8vP8RrK90vyicv7Mu1Y+Ib3VaSJKb1cWfilu/P67Axne68KcPqd87ZxLz9FsFzb+jqoXQZtVqNVqulrKysRVkli92J2ebAdYp9JJ0OSalCdrlwVXXcVKbWKK+yk3q8nOwS7xqX0PVkWaasrAytVotaXX+6i7dQaLX4DB9OxdI/6rx2K37/HYWfH/qBjX8Rr9q1C3BnTU8mqdUcf+pfFL37bp37TcuXI1ssGEaObPYYo197lbBH/g9NTAyOwkIsu3Zj2bUbR34+qvBwwh56kOjXX2vzGgKvnNjjcsl8uy2bZ3/Z3+x9Xlh6gPP6R/DEhe709qSeoZRW2Xlp2cFOW3nfns7pH8GA6ADuW7i9XWu2alVK7p3ecEeq9hZo0PDZzaO47K31ZBS5v3x8desYAg3uzjhXjozl/bXpHC0y896aI9w3vWe7j+G1FYdYsOwQAP84v0+jjQ1qm94nnA/XHWVFaj5Ol+wVJbi6G3WU92RYBbeQkBBycnLIzs7G398ftVrd5AdIfrmFErONQB8NYX6NV3uw6fXgsOOyWrskW+WsqsJlrkKh06I0nKgp7bQ7kB02bLITi8UrP+6ETibLMna7nbKyMkwmE1FtKOnUWULuuJ3MuTeSc9/9BFwyG/P27RS9/wFhDz2IQqfDaTJhS0tDHRtb59K/9eAhJI3GU1GgNoVeT/DNN1H4xpsog0MwThiP5cABCl97HeOkSRjGjm32+CSFguAbbiD4hhuw5+W7p2E5HahCQz1X28xbtlCy8Cuinn+u1f8OXvkK3n+8nH/8uIdrR8cxPjmEuR9tPuX2WcVmjhRWct+MugHPef0jWLLrGEcKTCSGdr9yNjU1W19bmcYry901W8ckBbeqHu7u7DJ6R/h2eo3RcD8dn988ikvf+ouDeSau/3ATn988Cl+du97pw2f35q4vtvHOn0eYMyqOUN/2q5ZYaLLy3tp0AB45pzc3T2heNYSRCUH46lQUVdrYkVXKsLj2ned7JlBHRbnrYbZTtyuT1YFWpWjV76/LYuny0lrewK96hXBhYSE5zfwikV9uweaUcRg0VBY1IxDN65qrEs6KClwVFSh8fOp06LE7XeSXW1FKgMm7OnMJXUur1RIVFeV5XXgzw+jRRL3yMoWvvkb2XfPcWcuHHyb4xrkAWPbuI/P664l49tk680QdRYUoTvH8QubNQxkcTOnChZR8/jnKgAACrric0JNqvraEOjwMdbj7KqXTZKL4s88p/Woh1sPuKXmnXcAaFaBn9cOTifDXN2vualqBezJyYkjdbk1xwe5+9emFld0yYAV3zdb7pvdkbFIIP+/M5ZKhLf82mFNaxRXvrCcu2MAnN45s16CwOWKCfPjsplFc/vZ6dmWXcdPHW/jkxpHo1ErOG9CDQTEBRPjp2n3xVYhRyxc3j+avw4XNDlYB1EoFk3qGsnjXMZbvzxMBayvo+vWj984d7dKe9WhhJWct+JPJPd3TfVrq0PgJIMsk/PB9g5mGM0nNfDm73Y7Teep5nWabg1t/XIfLJfPlraMJ8/XeoL/g9dcpX7yEgKuuJLjWauhSs407Fv0FwG/3TRRNQQTAPWfVm6cBNMRvxgz8Zsxo8DHDqJH0Sa1/RTriySeJePLJRo8pKRQEzZlD0Jw57TZOgKrdeyj5aiEVv/yKy2JxVzpQKDCMGtWm43plwBrgoyGgBduXV7knTp88J7PmdmPzI61Wq6f2WUVFRYPbeIuRCUGMTDiR6i+32Hl2yX4eOrsXIY2s3gX35Y8nftyD2ebEoFESXH05vrOlhPvyyY2juPrdDWxKL+aOz7by9rXD0agULLxlNHpN+11GLDRZPf8mfSP96NuK+razhkQRbNAwrU94u43rTNIegWqNpfuOY3O4WLovj03pxXVeB01xmc2e1evKBlbJnqnUanWTH9hbswvJKnMQFaAnNjSgWcd1FBbislhPWUS8I0hHM1AcO4beYEBXK5septFyzOTEJUOVU4GvwXuDbkHozlwWC+WLF1Oy8Css+9xNiZBlNEmJ+F98Mf4XXYQ6vG2fp6fF183GypTVTE9ubJ7W/PnzPTXQkpOTO26AHeCpn/axcHMW5yxYw5pDBY1u9+ue4yxPzUetlJg/ewCKLpyPOSDan/dvGIFOrWDlgQLu/3oHTpfcrsHqpxsymPLcKracomlBc0zrE85TF/cX2VUvcDDvRDmXV5YfatG+dbpcGQxNbC3UVtP4Y3h8814DRR99xKHxEyh89ZWOHFaDampAqkLq1tpVKCSCDO4vr4UmW6ePSxBOd9ZDhzj+9L85NHESx554EsvevZ6gLP6bb0havJiQW25pc7AKp0nA6qd3Z1JPriZQU0fTV9dwIvmxxx7z1EBLO6m0g7e7dWIiPcONFJqsXPv+Jub/uh+bo+4l9bIqO0/+5K6Ldsfk5DqNCbrKyIQg3rpmGGqlxJJdx/j7D7s9Kx9zS6t4+Jud7MgqbdWxv9yUyeM/7qHC6uDPg40H8ULnKHz7HdIvv4LyX35p03GGxwXSN8KdJV+bVsjWjOZ/GandNEB0uWqZrRnuvvHD45uXmdb17g2Aad1fnV7eyhOwhobUeyzE6L6qVFTZtZ24BOF0IdvtlP28mKPXXMORi2dS8sUXuCorMYwfR9RLL6IfPBgAff9+7Xre0yJgTQxxz0/NKKpb67PmdkpYw/NXtVqtZ06Xr2/XB3Mt0auHLz/NG881o91z8t5efYTL3vqrTs3W//6WSkGFlcRQA3dObluHifY0uVcYL185BIUECzdn8cyS/ciyzEt/HOSbrdn859f9LS7o/PWWLB77fjcAN49P4P4Zba844HC6WH+4iE83ZLT5WGcie24ull27sKYdbtNxrhwZyy/3TuDKETEAvPtnerP39TQNCBVNA1rC4XSxrTpgHdHMDKt+6FAkvR5nYSHWA80rOt4eZFn2/D+rQuoHrLOGRHHbpEQi/MV0AEFoq/znn+fQpMnkPvIIVVu3oYmNJfS++0hesYLYd97B75xzkDpofrBXzmFtqfgQA7FBPvyy5xjnD4zw3P/LnmMkhhiIDvTpwtF1HJ1ayb9nDmB8ciiPfLeLndllnP/KWt65dhhqlYIvNroLCz87awA6tXd1fzlvQAT/uWQg//ftLt5bm46vTs2901NYtCOXDUeKWX2wgMm9mhdkfL8tm0e+c9ebu2FsPH8/v0+7ZNMyi81c9e4GVAqJiwdH4qfrXpP0u1p7Nw+4a0oykQF6bhgX3+x97KIta6tIksSHc0eyLbOEnmHN+zKv0GgwjByJafVqTGvXouvTp4NH6eaqrES2uGs8NxSw3jbJe76sC0J3V/T+B0h6PYFz5uB/wfnoBw3qtHN3ywxrhcXOtswSikwnLvHcPTWZJbuO8Y8fd7PqQD7/+HG3u5nAWe1f29PbnNO/B7/cO4GR8UH4aJT0jvAjyKBhZHwQV46IYXRicFcPsUGXD4/hiQvcdXNfWnaQpXvzuG5MHAD/+TUVp6vpLOuiHTk89M1OZBmuGR3Lkxf2bbdLv4mhRhJDDThcsphi0AqegLUNzQOyis3klFYhyzIxQT7cMy2lRV8cHPnVmTeRYW0RpUJiZEIQt09KatG8d8P48QBUrl3XUUOrR6HTkfDTImI//ACFz+mZnBAEbyJXVVH+26+UfLmQ8l+rKwF0gm4ZsO7JKWf2G3+xIjXfc99lw2N4ZlZ/1h4q5NZPt7LhSDEvXj6ICwZGduFIO09UgJ4vbhnF17eNIcigISnUyMJbR/PPi9p3Dkl7u3F8AvdXNwz41+J9RAXo8dWpSD1e0WR3L1mW+XnnMVwyXDUyhn9d1L/d5ylOr64SsHx/fhNbCifzdLtqQ4b1tRVpjPvPCl5ZXr99YIWl6Taj2sQEd1vWvp2T7TvTGcaPA8C8bZun13lHk1QqdD17YhgzpsHHrQ4n2SXmeu2hBUFoueQVywm56y4UWh1lixaR8+BDHJowkWNP/pOqnTs79NyS3NLJgqep/Px8wqtXseXl5REWJjIynUWWZZ5Zsp/31qajkODCgZEs2plLVICe5Q9OOuV0BqvDyVebs7hmVFyHVEDYeKSIK97ZQICPmi1/n45K1HFsNnteHmmTJoNS6a7Jqmr5DKTzXl7DvmPlvHXNUM7p757usyenjL//uIdgg4YPbhjRzqMWZFnmf78foG+EHzP6hrdoOpEsyxyePgN7Tg7Rb76B75QpHTjS5lm4KZNHv9/NtN5hvC9+X4QudLrFGZXr11P6/Q9ULFvmnpYjSWgSEnCVl+MoKqLPvr3ter7TYg6r0L1JksTfz++Dyepg4eYsluzOJdBHTU5pFV9szOTG8XXbqR7MqyAlzIgkSWhVSq4bE99hYxsWF0iAj5pSs52tGSWM8tLpFd5IFRrq7nZlt+PIy/NkXJvLYndyMM9dH7lfpL/nfoNWxe7sUlyyu4PbgGj/xg4htEJ2SRVvrjqMSiGx+59nt2hfSZIIufNOJJXSs1K4o1Vu3ETV9m3oBw/GMHp0vceDjTVlrUSVAEFoT4YxYzCMGYPTZKJ88WJKv/sey5497gcliaNzrsHv/PPwO+ecOi1jW0ukiwSvIEkSz8wawAUDI3C43CXKLh4cySUntaFdmZrP+a+s4V+L97W4kkBrqJQKplQv/lqeKqYFtISkUKCJjUUdG4vTZGp6h5MczKvA4ZIJ8FETHXiirWZCiIGLB7uD35ebqMvaWZelTydbqsuG9Yvyb1WN5IBLZuN/8cWoAjunhnHlunUULHiZiuUrGnw8uLqslajDKggdQ2k0EnjllSR88zWJP/9E0PXXowwKomrbNvL+/QyHJk0m85ZbKVu0qE3nEQGr4DWUCokXLx/MlF6hOFwyy/fn1ynTtfpgAbd9thW7Uya/3NqsRVntYVofd8C6s5X1Yc9kiYt/Jnnp7+h69WrxvrtzygAYEOVfb27yvKnJKCRYtj+PPdXbncxVWcmBYcM5MHSYCFxbYMvR6nJW3aRphqekVWjDlSBCqhsHFFVaO+VLriCcybTJyYQ/+ggpq1YS9crLGCdNAqBy7VpyH/tbm44tAlbBq2hUCt68ZhijEoIwWR1c/8EmDh4vZ/n+PG79ZAs2h4tz+vVgwZWDO20+6ZReYfw8bzwLb61/uVE4tbYsgqsJRPtH1b/knxRq5MJB7gWVjXW/qglkZEASq8ebrSZgbW6Hq4ZY09Mpev99KlataqdRNe5El6v6Ja3gRIbVYndhtjk7fDyCILgXQ/rNmEHMm2+QsnIFYQ8+gCYxoekdT0EErILX0amVvHf9cAZF+1NitnPWgjXc9PEWrA4X0/uE8cpVQ1B34uIng1bFgOj6WT6hY+3JKQegf2TDc1TvnpqMJMHSfXnsyy2v9/iJpgGiy1VzlZntHMx3zxseFtf6OWcVv/1G/nPPU/bdd+01tEadqssVgI9GiU7tfr8oEtMCBKHTqUJCCL75ZpIWL27TcUTAKnglX52aj+aOJKbW3MXh8YG8PmcoGlXX/dqKS4otY968mfTLryD7/vtbvO8dk5O4dWIiQ+MCGnw8OcyX8we4Kwd8szWr3uOepgGNXCoW6tuWWYIsQ3ywD6G+2lYfx1OPdf0GZHvT5cfawlHYeJcrcGf5g6unBRSK9qyC0G2JgFXwWoEGDd/dMZZAH3eh+J1ZpfywLadLgka708VD3+xk1LPLKTWLLE1zybKMZdcuLHv3tXjf8wZE8Lfz+hDhr290m/um9+T1q4fy+Pl96z3maRrQzUvHdKZ9x9yZ6uHxbVvRq+vbF2VAAC6Tiapdu9pjaA2SnU6cRe5FYo0FrABXjIjhjslJBBs0HTYWQRA6lghYBa8W5qdj5UOTmdo7DLtT5tHvd/PQN7uo6uS5aGqlgt3ZZeRXWFl1QHS9ai5NdSkrx7FjyC5Xux8/OczI+QMjGqzB61mMIwLWZrtrSjJ/PTqVe6amtOk4klKJYexYAExr17bH0BrkLC4GlwsUCpSnKJtzz7QUHjmnN3HBhg4biyAIHUsErILXC/DR8N51w/m/c3qhkOC7bdnMfH0dhwtaXiqpLab3dQc+y/bndep5uzNVeDgolch2O46Cwmbvt/ZQIX8dLsRkdTR7H4vdSUHFiUu+DjEloFUiA/TEBrd9kVpntGlVBgSQ+PNPxH70IZKy5SW4BEHoPkTAKnQLCoXEnZOT+fzm0YQYtRzIq+CiV9eyeFfr+9S31LTqNq2rDxRgc7R/tvB0JKlUqKs7u7SkRetzSw9w9bsbWdnM2rfL9+cx/r8r+dfiE1MPdP36YZw8GW3PtmULhdYxjHO3abXs2YOjpKRDziGp1WhTUjCMHHnK7Sx2J1nFZnJKqzpkHIIgdDwRsArdypikYH65ZzyjEoKotDmZ98V2/vnT3k4JIAdHBxBi1FBhdbD5aHGHn+90oY50l5+y5zbvy4Xd6WJ/9VzKhkpaNSTCX0+hycriXbmkVa9yD557AzFvvYlxwoRWjPrM8/nGDG78aDO/7TnWLsdTh4eh7dkTSavFevDUDR462mcbMpjwv5X899fULh2HIAitJwJWodsJ89Px+c2juGNyEgAf/XWUy95eT3aJuUPPq1BInq5XYlpA89W0ZG1uwJqWb8LmcOGrVREX1LxL030j/TirbziyDK+uSGv1WM9kqw8UsCI1n4yi9nsdRb/6Cj03bsAw6tQZ0NYyrV1H4ZtvYt68+ZTbhRhPNA8QBKF7EgGr0C2plAoeOac3718/HH+9mp1ZpVzw6lpWHujY9qnT+7ovby/bnydKXDWTJj4OdWwskkbdrO1rOlz1i/JrcDFVY+6Z5r70//POXNKOl+E0mcT/UTPJsszWjJqGAW3v+V1DExeHQtv68lhNMa1eTcHLr2Bac+qFXTXNA0QdVkHovkTAKnRr0/qEs/ju8QyM9qfUbGfuh5t5/vcDHda2dUJKCP0i/bhgYCQ2p5jH2hwhd9xB8tLfCb7hhmZtv7emw1UjDQMa0z/Kn+l9wnDJ8Nn3f3Fw+AgOTZzY0uGekdILKymqtKFRKegf5dch5+iIKhGeShCnKGkFnKjDKgJWQei2RMAqdHsxQT58c/sYrh0dB8BrK9O49v2NdVaMtxcfjYol90zgkXN6o1WJVckdoSbDOiC6ZQErwL3TegKwbbt7zqTSR5Qxao6adqyDowPa/fe69NtvOXLhhRR/9HG7HhdqNQ1opMtVjZDqDGtxpRVXB32ZFQShY4mAVTgtaFVKnp7Zn5evHIyPRslfh4s4/5U1bDxS1NVDE1rA4XR5itc3d8FVbQOi/ZnaO4zAKvcxRA3W5tmS4V5EODw+sN2P7aqsxHoojcq1a9r92M7qUmlNZVgDqxsGuGQorerYzluCIHQMEbAKp5WLB0fx07xxpIQZya+wcvV7G3lr9eF2z6pY7E6W78+jpFJcYmyK7HJx9IorOTh+Ao6iU3+BkCSJr24dwzOz+pPQyiLvj53bm0dGuAMYEbA2T02GtSMC1pp6rOYtW3FVtW9ZKUehO2BVNhGwqpUKAqo75hWZxMIrQeiORMAqnHaSw3xZNG8cs4ZE4XTJ/OfXVG79dAtl5vbLrMx5byM3fbxFVAtoBkmhwH7sGM7CwiYrBSgVEoNiApgzKq5FC65qSwn3JdjqLm0lmgY0zepwEuanRa9WMiy2/RZc1dAkJqKKiEC22Zpczd8SLrMZV2Ul0Lz/5zmjYrlzchJGnardxiAIQucRAatwWvLRqHjx8kE8O2sAGqWCZfvzOf/VNezOLmuX449Pdmd0lu/v2KoEpwtPaasWNA9oi5ouV5W+geSVWzrlnN2VVqVk4a1j2P3Ps/D3aV4lh5aQJAnjeHcTgfZs01qTrZd0OhSGprPxD5/dm/87pzcR/vp2G4MgCJ1HBKzCaUuSJK4eFcv3d44lJkhPdkkVl7z5F59uyGhzuaPp1V2v/jxUgMXubI/hntY8zQNyTp1hfXv1Yb7clElxG6da1ASsz2zM56U/DrbpWGcKlbLjPg4M49q/Tas6PJzExT8T+8H7SFLrsvGCIHQfImAVTnv9o/xZPG8CM/qGY3O6ePzHPdz31Q4qW9Cnvv4x/Qj302K2OdkgFnY1qTndrpwumZeXH+Kx73e3eZ6hz4gROEaPI8MnlG+3Znd4U4nuzNSG10FzGcaMBoUC25EjzW4g0RRJo0GbnIzP0KHN2r6mPevxMpFxF4TuSASswhnB30fNO9cO42/n9UapkFi0I5eLX1/HobyKVh1PkiSm9nZnWcW0gKY1Z0pAeqEJs82Jj0ZJYqixTecLvXseAz56j/Dhg3C4ZN5YdbhNxztdWexOhj79BzNeXN2uc7xPpvT3x3f6dPxnz0Z2dHyA3JC3Vh9mwv9W8sqKrm0TKwhC64iAVThjSJLErROT+PKW0YT5aknLN3HRa+tYtKN18ypn9HWvQF8uul41SR3VdIa1pv5q3wg/lK1ccHWymrqs32zJIqe0fVeonw52ZpVic7goq7Ljp+/YxUjRr7xM5LPPoImNbZfjVaxYScEbb2Detq1Z2wdXt2ct7ID6zIIgdDwRsApnnJEJQSy5ZwJjk4Kpsju5d+EO/vHjbqyOls1FHZsUgk6tILfMwoFWZmrPFOqoaNQxMaijoxvdZk9O6+uv1ibbbJ62rCMTghiTGIzdKfOWyLLWs6W6HeuI+KBuNw+0YsVyCl95FfPGjc3aPqS6FmuRKEUnCN2SCFiFM1Kor5ZPbxrFPVOTAfhsQyaXvrmezKLmz3XUqZUsuGIwyx+cRO8eHdPO8nShTUwg+Y+lxLzxeqPb1GRY2xqwmrfv4ODwEaTPmg3APdNSAPhqcxbHykSWtbYtR90NA4bFtX/91YbILhdVu/e0yzzWmqYBTdVgrVGTYRV1WAWhexIBq3DGUiokHjirFx/NHUGgj5rdOWWctWA1ry4/1OyV/+f0jyCpjfMtBXC5ZPblujOsA9oYsNb0l1f6ub9EjEkKZmRCEGqlxN7qLK7g/jffWivD2hmO/f0fHL3sMkq/+77Nx6ppGtBUl6sawdXtWYtMIsMqCN2RCFiFM97kXmEsuWcCoxKCsNhdvPDHQc5e8CcrUkVTgI7Q0HzfrBIzJqsDnVpBUmjrOlzVqClpVbuY/H9mD2DtI1OZ3je8Tcc+nRzKN1FuceCjUdInwrdTzukzzL2iv7Id6rHWfDFRhTavm1mIwZ1hrbA6RCk6QeiGRMAqCEBkgJ6Ft47m5SsHE+6nJaPIzI0fbeGmjzaTUVR5yn1XHcjnzs+38sP27E4abfeU/+JLHJwwgZJPP633WFywge2Pz+DLW0a3uR6oJ5Cp1ZY1MdTo6ScvuG3JcE8HGBIb0KE1WGuradNatXs3zrLWN/GQXS5P4wBVaPMyrH56FarqxXxtrfMrCELnEwGrIFSTJImLB0ex/MHJ3DYxEZVCYnlqPjNe+pMXlx6gytZwVmZPThm/7D7O4p3HOnnE3YvscOAsKGy0tFWgQcOQ2LbPpfRkWMMazrytP1xEfoWoxZkUauSyYdGc3a9Hp51T3aMHmuQkcLmoXL++1cdxlpaC0/16VAU1bzqDJEncMDaeOycnoVGJjz5B6G7Eq1YQTmLUqnjsvD78dt9ExieHYHO4eGVFGtNfXM1ve47Vu6Q9rbrr1dq0wkaDWuFE8wBbB7dnPXGpuH5/+X/+tJer3t3A26uPdOgYuoPRicE8d9kgrhsT36nnNVZ3vWpLm1ZHzYKrwEAkdfPbyf7jgr783zm9CalegCUIQvchAlZBaERymJFPbxrJm3OGEumvI6e0its/28Z1H2zicIHJs13vHr5EBeixOlysSyvswhF7t8ZqscqyzM0fb2b+r/upsLS9eP2JDGv9gHVKb3fW9fONGRSIepxdomZaQOXada2uX6xJiCdxyWJi3nqzPYcmCIIXEwGrIJyCJEmcOyCCZQ9OYt6UZDRKBWsOFXLOgj+Z/+t+Kq0OJElieh93ILRsv1io1Rh1pLvblSOnbsCaUWRm2f58Plx3FJ1a2ebzGCdPxjh1Kprq7lq1TUwJYVBMABa7i3fXnLlZ1vTCSvbklOFwujr93D4jhiNpNDiOH8d2uHW1cRUaDdqkJPSDBrVovyqbk8wiM/nlYkqIIHQ3ImAVhGbw0ah46OxeLL1/IlN6hWJ3yry9+ghTX1jFTztzmVqduVuemo/LJbpeNaQmw+osK8NpOrGQrab+ap8evqjbYfFP+KOPEPPG6552sLVJksR91XVZP12fQeEZWpPz47+OcsGra3nml/2dfm6FTkePJx4n7tNP0MTFdeq5X/zjABOfW8l7a9M79byCILSdCFgFoQXiQwx8OHck7103nJggPXnlVu75cjuvr0rDR6OkoMLqCcCEupRGIwp/d41Ve+6Jeax7ct3/Xv3aWH+1uSb3CmVgtD9VdifvrTkzA5eaCgFD22GRW2sEXHopPiNGtGj+aW3lvy+l4PXXqdq5s0X7edqznqFfVAShOxMBqyC0wvS+4fxx/yQemNETrUrBpvQSqmxOQo1aiirFh2FjfIYNw2f0aKg1d3FPdYDf1oYBAK6qKpwVFaecGylJEvdWZ1k/WX/0jCtxZLI6PE0ahsd3TcDaVhVLl1L46muYt21v0X7BBtE8QBC6KxGwCkIr6dRK7pmWwrIHJnF2v3BkoMBk5f++3c13W7PF1IAGxLzxOnEffYiuVy/AveBqT3X3qf6RbQ9YK5av4OCIkWTdcuspt5vaO4z+UX6E+WrJKTmz2rXuyCzFJUNUgJ4If32XjaNywwaOP/1vzNu2tXjflna5qlFTHUB8qRSE7kfV1QMQhO4uJsiHt68dzuqDBfzzp72kF1by4Dc7+WJTJk9d1I/+nXSpuzvKLqmirMqOWinRs0fbW9zWVAhQBgSccjtJknj3uuGEGrWdVjTfW2w+6p4O0NXZ1bKff6bsu++R1Gp8hg5t0b6egLWZTQNqiPasgtB9nVnv1ILQgSb1DOW3+yZw37QUdGoFWzNKuOi1tfzjx92UmsUHZG1yddH33NIq/PVqevXwRatqe4WAhrpcNSbCX3/GBasAWzNKABge37yC+x3FWFPeal3L67GeqtbuqdTMYS0y2VpdUksQuoJpzRrSL7mU1MFDODR1KoVvv9Po73Dp9z+wv3efRn9Kf/jRs23Vrl1kXHMtqUOHcXD8BPL++z9cNu/8vBIZVkFoR7/tOc5rK9MYFhdIqK+WxbuO8dmGTJbsOsb/ndObK4bHoKhuD3kmqty4iZyHHkQdGUnCV18xKjGYHU/MoLzK0S7H99RgbUEgY3U4+XZrNucPiCDA5/Ru3+pwutiWWR2wxnVthtUwZgwoFFgPpWE/fhx1j+Z13HJZrbjK3dNIWjoloGYOq83posLqwE/XukVfgtCZzNu2k3XnXfidew6h992LeetWChYsANlFyO2319veOHkS8Qu/rHOfLMscf+IJnKZKjJMmAmDLzCTzxpvQDxlC9EsvYj18hIIFC3CZKoh4+unOeGotIgJWQWhH/SL9cLhktmeWsu2JGVw9KpYnF+3lUL6Jx77fzcJNmTx1cX8GxwR09VC7hNLXiLOgEGrN75UkCX+f9gkcTtU0oDG3f7qVlQcKyCu38sCMnu0yDm/23nXD2ZZZQs9w3y4dhzIgAN2A/lh27qJy3ToCLrmkWfs5q6cDSGo1Cj+/Fp1Tp1Zy7eg4/PTio0/oPgpffx1d795E/e9/ABgnTACHg6J33iXohhtQ6HR1tlcFBdVrWVz8ySdYDx8h/ssvPI8Vvfc+CoOBmNdfQ9JoME6ahEKv4/jT/ybk9tsbLA3Ylc6862GC0IGSQo3EBftgc7pYc7CAsUkh/HLvBP5xfh+MWhU7s8uY+fo6rvtgEz/vzMViP7Nauda0Z3UWFeGytH/x9ppLxepmTAmocdnwGAA+XJdOWVXbO215M5VSwdjkEOZNTUHpBZn+1rRprZm/qgwNQZJa/hyentmfh8/uLbKrQrfgstkwb9qE74wZde73PftsXGYz5i1bmzyGo6CAggUvE3jllXWabVSuXYtx8mQkzYkrS75nnw0uF6a169rvSbQTEbAKQjtyd70KB2DZfne2T61UcPOERFY8NInZQ93fWP88WMDdX25n5DPL+MePu9mZVXpGzKlT+PujMBgAyE49wrj/rGDeF9va7bm3ZkrAOf160DPcSIXFwYfrzsy6rF3F06b1r/Weec1N0fbpQ+IvS4h+5dWOHJogeAV7Vhay3Y4mvm6TDU1sLAC2o0ebPEbBK6+CUknoffd67nNZLNhzc9HEx9fZVhUUhMJobNZxO5sIWAWhnU2rbtO68kA+zlqXvsN8dbx4+WBWPTSZeVOSifDXUW5x8NmGTC5+fR1nL/iTd/88clr3uJckyZNlTd+TRk5pFYcLKluVKTuZ7HDgd9GFGKdNa9aiqxoKhcTdU911WT9Ym0655fTMssqyzAtLD/Dr7mNek9nXDxyAwtcXpdGI4/jxZu2j0GjQJiai79+vVec02xxkFFWe1q8zwftVVFRQXl7u+bFaG/59dFbP11Ya61ZRqfni7zKZTnkeR1ERZYsWETjnapS1ptDUHFdhNNTbR2EwNHncriACVkFoZyPig/DTqSiutLG9eoFLbfEhBh46uxdrH5nKpzeN5KJBkWhUCg7mmXjml/2Mnr+cmz/ewm97jmNzdH6v945WE7DmHToKwICols1DbIykUhHxz38S8/prKHx8WrTveQMiSA4zUm5xcMvHW0gvrGx6p24mu6SKV1ekcc/C7XhLMl9SqUj6ZQlJy/7otPlyTy/ex6TnVvHFxsxOOZ8gNCQ5ORl/f3/Pz/z58xvesObF2tiXesWpw7jSb75BlmWCrruuweM2mCyQ5SaP2xXEzHNBaGdqpYLJvcL4aWcuy/bnN1o+SKmQmJASyoSUUMqq7Py8M5dvtmazM6uUZfvzWLY/jyCDhpmDo7hseDR9ItonsOtqNYGJKSMLeiS1S4ertlIqJJ64oC+3fLKFjenFfPzXUf55UesyeN6qph1rv0h/9Jq2lxBrLy0tTVX282JsGRkYJ01CP6B/i88XbBDNA4Sul5aWRmit332tVtvgdkpf9+JI50kZT1dlZfXjp65fXf77Uoxjx9ZbhNXYcQFcZnOTx+0KImAVhA5w9ahYRiQEMb1P8y5N++vVXDM6jmtGx3Eor4Jvt2bz/fYcCiqsfLAunQ/WpdM/yo9Lh0Zz8eAoAg3dt/ySrm8ffEaNYr/LfSmqXzsFrE6TCVwuFL6+rZpiMLFnKEvvn8hLfxzkgbNOVAuwOVxoVN6XbWipLUfd2f4RXtqOVXY4QJaR1KdeDFX+22+Yli9HFRLcqoA1RDQPELyAr68vfs2ocqGOjQWlEntm3SsCturbmqSkRve1Hz+Odf9+gq6/rt5jCh8fVOHh9Y7rKC7GZTKhSUpuztPoVN3/XVgQvNDoxGCuHR3XqtaXKeG+PHZeH9Y/OpX3rx/Ouf17oFZK7Mkp558/72PUs8u58/OtrEzNx+HsflMGAi69FO0rb/FN5AiUCom+7ZQ5Lv36Gw6OHMWxx/7W6mPEBRtYcOUQzwpyWZaZ+9EmHvl2V7dv/lATsA6L69qGAQ3J+89/OTh2HBUrVza5raOwumlAC2uw1qhpHlBoEhlWwfsptFp8hg+nYukfdRanVvz+Owo/P/QDBza6b9WuXQCNdpIzjBtHxapVdRoFVPz+OyiVGEaPaqdn0H5EhlUQvJRKqWBan3Cm9QmnuNLGoh05fLMlm33Hyvll93F+2X2cMF8ts4ZGcdmwGJLDvO8STmN255QBkBJmRKdun8vTnrasQe0XkG3PKmVdWhFQxLL9eTx+QV8uHhzZLovEOlOZ2c7B/Aqg61uyNkR2OnGVl1O5dh1+Z511ym1b2+Wqhqc9a2X3/gIinDlC7ridzLk3knPf/QRcMhvz9u0Uvf8BYQ89iEKnw2kyYUtLQx0bW+fSv/XgISSNxlNR4GTBN99E+ZIlZN1yK0E3XI/taAYFL71E4BWXo46I6Kyn12xem2FddSCfC19dS+/Hf2Xcf1bw+sq0U5a+cThdvLEqjcnPraTP479x7str+HlnbieOWBDqKjPb+XRDBv/7LbXNxwoyaJg7LoFf7p3AknvGM3dcPIE+avIrrLy9+gjTX1zNrDfW8cXGzG6xyl0hwbAePgyNab/5q61pGtCUobGBfHP7GFLCjBRV2rjvqx1c98EmMoq616KsbZklyDIkhBgIMTY8V64rGcePA8C0ds0p3+dlWXY3nqD1GdYQT3tWkWEVugfD6NFEvfIytvR0su+aR/nPiwl7+GGCb7oJAMvefRy98ipMq1bX2c9RVHjK5hraxERi338Pl6WKnHvvo/ijjwi6/nrC/9b6q1QdySszrFszirnlky1cMDCSB8/qyZajJTy/9ACyLDOvuvzMyRYsO8Qbq9K4Z1oKw+OC+HXPMe7+cjtKhcR5A7zvm4Jw+iutsvH4j3tQKSRum5SEv759CpX3i/SnX6Q/j53bhxWpeXyzJZtVBwvYnlnK9sxSnvp5L+f078Flw2IYkxTsFQXia5Nlmbh7ruXfWVkkLf293Y7b1sxbY0bEB7Hkngm8u+YILy8/xJpDhZz10p/cMy2FWycmolZ67fd+jz3VGe2ubsfaGJ8RI5DUahy5x7Clp6NNTGxwO1d5ObLd/YVM2dopAdXzv0vMdhxOF6pu8P8nCH4zZuB3UvOAGoZRI+mTur/e/RFPPknEk0+e8rg+w4eT8NVX7TLGjuaVAeuCZYfoG+HHS1cMBmByrzDsLhdvrjrMzRMSG7yE+PWWLC4eHMV9092LJcanhLA3t5xP1h8VAavQJeKCDSSHGUnLN7H6YAEXDYps1+NrVArO6R/BOf0jyK+w8ON295SBQ/kmFu3IZdGOXMJ8tVw4KJKZg6PoH+XnFZeyJUlCUrnfeuw5OY1ermqpmgxrS7pcNZdGpeCuKcmcPyCCf/y4h7VphSzakcMtExoOrLzNvKnJzBwSVacusDdR+PigHz4M8/oNVK5d22jAWtPlSuHnh6KRVdVNCfDRcNXIGIINWhwuGZX3FEwQBOEUvO6rpdXhZOORYs7u36PO/ef1j6DS5mRTenGD+9mcLozauvF3kEFDqdn7L48Kp6+aJgLL9+d16HnCfHXcOjGJpfdP5Me7xjFnVCz+eveUgffXpnPha2uZ9uJqXll+qMsvZ9scLpTVtVjtue03bcfeQRnW2uJDDHx600gWXDGY+bMHeqoH2J0uyrz4vUaSJGKCfIgPqV8k3FsYxzfdprU9suhKhcT82QN56Oxe7TZ/WhCEjud1AWtWsRmb00XiSW+s8cHu240V9L55fALfb8tm1YF8Kix2ftyew+qDBcwa0jnFqAWhITOq27SuTM3H3gkr+iVJYnBMAM/MGsCmv0/jnWuHcf6ACLQqBUcKKnnxj4NMem4Vs95Yx8d/He2SldJr0wr4Psfdacme0z4Bq9NUiWw2Ax0bsIL733jmkCiG1bq8/s6fR5j24mp+2pl7RrTY7Qg1bVrNmzbjaqTrj37IEBJ/+YWo55/rzKEJguAFvG5KQFmVAwCjtu58P4PW/U3YZHU0uN/1Y+PZdLSEGz7c7Lnv8uHR3Dap8RplVqvV0w6toqKiTeMWhIYMiQ0kyKChuNLGlqMljEkK7rRza1VKzurXg7P69aDCYuf3vXks2pHDurRCz3zXfy3ex4SUEGYOjmJG33AM2o5/S9idXc5xH3ewZ8/JaZ+DOuwEXHUlrrIyT8vCzuJ0yfy65xiFJiv3fLmdb7dm8++L+xMb3LJuWx3li42ZrDqQz6XDojmrX4+md+gi2p49MU6ejK5fP2SbDRq45K/QatEmJrT5XJVWBwUVVvz0aoK6cU1jQTiTeF3AKnvahTX8eEP3Wx1OLntrPYUmK8/M6k9SqJEtR4t5bWUaPhpVox1r5s+fz1NPPdVeQxeEepQKicm9Qvl+Ww7L9+d1asBam69OzaXDorl0WDT55RZ+3nWMRTty2JVdxqoDBaw6UIBerWRG33BmDolkQkpohy0m2p1ThkNfHbC205QAZUBAk4sLOopSIfHdHWN5e/URXluZxp8HCzhrwWrundaTmyckdPmirJUH8vljX16djLA3kiSJmLfe7JRzPfr9bn7emcvjF/TlpvFtD4AFQeh4XjclwK96JXWFpW4mtdLqvoToq6u/0vq3PcdJPV7BgiuGMGdUHKMTg5k3NYW/ndeHj/46Surx8gbP9dhjj1FWVkZZWRlpaWnt/EwEwW16n3BUCslryk2F+em4aXwCP80bz4oHJ3HvtBTig32osjv5aWcuN360hVHPLufxH/ewNaO43S9x780tI8/HXSuwPeewdiWtSsk901L47d4JjEkMxmJ38d/fUrnw1bXszS3rsnHJsszWDHfDgMZaBHcnpd//QMGrr2HZX39FdEvUVAoQpa0EofvwugxrbJAPSoVUb2HI0erbKQ0UR88uqQLqF8QeleDOZh3KM9G7R/1aZFqt1tO/12KxtH3wgtCAqb3D2Pr4jHYra9WeEkON3D+jJ/dNT2Fndhk/bs9h8a5cCk02Pt2QwacbMogJ0nPxoChmDokkOcy3TecrNFk5VmbBagxCO3wE+oQ4ZFluc/UCZ2kpKBStbsvaXhJDjXxxyyi+35bDv5fs40hBZZcu7DlSWElxpQ2NSkH/qPbpKNbRnOXlVK7fgM+I4fX6n5cvXkzlX3+hjolG16dPq88h2rMKQvfjdRlWnVrJyPggftt7vE5m55c9x/DTqRgcE1Bvn6RQdxB7cgWBLRnu2zFB3jGXTDgz6dRKrwxWa6tZrPXPi/qx4bFpfHzjSGYPicKgUZJVXMVrK9OY/uKfnPfyGt758zDHy1r3Ba+mHmhAdASJn31CxNNPt0uAWfjmWxwcOYqCF15o87HaSpIkLhkWzfIHJ/Pa1UM870/gzi535qKsrdXtWAdHB6DtJvWbMm+5hZx778W0+s96j7VXrd2a9qxFlSLDKgjdhddlWAHunprMnPc3ctcX27hseAzbMkp4588jPHpOb3RqJRUWO4fyTcQF+RBs1DKjbziDYwK4/6sd3DejJ0mhBnZklfLaijSm9wlrMMgVhK5QZrbj7+PdwatKqWBSz1Am9Qylyubkj/15LKquurHvWDn7jpUz/9dURicEM3NIJOf0i2j2c6oJWAdEtV+HKzgRyLS2mHxHCDJo6ixy2pFVyqw31jG5Zyj/urh/p3yR3nzU/aV9mBe2Y22MYcwYLDt3Ubl2LQGzZtZ5rKYOqyqkjQFr9ZSAQpFhFYRuwysD1rHJIbw5ZxgLlh3ktk+2Eu6v5W/n9uGWie5i0ntyyrnq3Q08d+lALhseg1Ih8elNI3n+9wO8uvwQpVV2YoN8mDc1mZvHd4/C3sLprcrm5Kp3N7Anp4zNf59OYDdZmazXKLloUCQXDYqkpNLGkt3uxVqbj5aw/kgR648U8dj3uxkcE8D4lFAmpIQwOCag0YVGvXr4cdGgSCamuAMOl80GdnubV/Z72rJ2cEmrtkg9Vo5aoWDlgQImPbeShBAD/SL96RvpR98IP0YmBLX79IEt1fNXR3SjgNU4fjxFb71N5V9/IbtcSAr375Jst+MscT8fVWjbvpiIDKsgdD9eGbACnNO/B+f0b7gEy5ikYI7+5/w69/nq1Dx1cX+eurh/ZwxPEFpEr1FisTtxuGRWHshn9tDorh5SiwUaNFwzOo5rRseRVWzmp525/LQjlwN5FWzLLGVbZimvLD+EUatidGIwE1JCmJASQkKIwXPZf0bfcGb0ddemzZs/n+KPPyHknrsJvfPONo3NXtBxXa7ay5UjYxkeH8TjP+5h/ZEiDhdUcrigkp92uheebfnHdE/A+ufBAiosDvpG+hEX5IOiFe11rQ4nQQYNOaVVDI3tPgGrftAgFAYDzpISLHv3oR/gfk93FFdP+VKpUAYEtOkcYg6rIHQ/XhuwCsLpZnqfcFKPV7B8f/cMWGuLCfLhrinJ3DUlmZzSKtYeKmDNoULWpRVSYrazbH8ey6q7e0UF6BmfHML4lBDGJYd46l4q/NyLgNpaKUCWZRwF1ZeKvThgBUgOM/LlraPJL7ew91g5+3LdUywKyq2EGE/UHX1/bTqrD7qnORg0SvpE+Hkysf0i/ekX6ddkEKtVKfnujrHYHC5PR67uQFKr8RkzGtOy5VSuW3siYM2vnr8aHOzJurZWqK+Wq0bGEmLU4HTJKFvxhUAQhM4lAlZB6CTT+oTx2so0Vh8s6HZBxKlEBei5YkQsV4yIxeWS2Ztbzpq0AtYeKmTL0RJySqv4aksWX23JAqB/pB8TeoYyTeWPgbY3D3BVdl6Xq/YS5qcjzE/HlF4NB9h9IvwoNdtIPV5Bpc3JlowSz+V9X62KXf88y7PtH/vy8NEo6Rvh1+BUk+74e2YcPx7TsuWY1q4l5PbbAXAUVges7TBP2UejYv7sAW0+jiAInUcErILQSQZFBxBi1FJosvLzzlzOGxCBXtM9Vm43l0IhMSDanwHR/tw5OZkqm5ON6UWsPVTIjztyKDTZ2JNbzp7cctYWFvM/IHt/On+sOcKElFB6hhtbXDWgZv6qwmhE4XN6VAR59NzeADicLo4UVnoysftyyzFolXX+jZ5Zso+jRe6APcJfV52F9SMpzMj5AyJQdXHjgtaoadNatX0HTlMlSqMBw9ixJP76C7LdO+oZC4LQuUTAKgidRKGQmNY7jK+2ZPHgNzspNFk9rYOPl1n4Y38eSaEGkkONhPpqu7SeaHvRa5RM7hXG5F5h5JZV8cvu41wwMAK1UkHqDhMAvuWFPLN4L7KkIMxXy/jkECb0dE8fCPPVNXkOhVZL4NVXAd3/3+tkKqWCnuG+9Az3ZeaQqHqPO10yfSP9kIGMIjPHyiwcK7OwPNUdxL+9+ghf3jra68uqnUwTHU3k//6LfugwlEb3gjyFVos2of26UlVY7BSabAT6qAnw6R6LIAXhTCYCVkHoRLdMTCSz2Ezq8fI69Tm3Z5bw+I97PLeNWhVJoQaSQo0khRk5u18PkhtomtGd7K4uaXXVyFjGJYfgmt2PA4ueRu1ycm6khhWFLvIrrHy/PYfvt7unCfTu4euZ/xofbECnVqJXK9GqFWhVCiRJQh0VRY8nnujKp9ZllAqJN+YMA9wB2P5jFezLLWPfsXJSj1fQP8ofP133fJv3v+iiDj3+PV9uZ+WBAv57yQCuGBHboecSBKHtuuc7mSB0UzWLboA6BeT99Gqm9Q7jcIGJzGIzJquDndll7Mx2B3lJoQZPwPpXWiHvrU2vE9AmhRo9i5m8UanZRlaxuyNd/0h3DVaFWo2qRxiO3GM8PyEMxYCBbMso4c9DhaxNK2BPjjvoSj1ewXtr0+sdU5JAp1Ki1yjRqRToNMoTt9WK6sDWHeDq1Ipaj9X8KKofOxEE+2rVpIQbu7Q7VWv56tSMTAhiZEL3b8HakJKFX+HIz8f3nLPR9ezZ5uPVlLYStVgFoXsQAasgdJHal/zHJbsvgYO7HFFmkZnDBSZ36aN8E30iTrTV3JVTxorUfFak1j1egI+apFAjj1/Q1+uaZezNLQcgJkhfp8mA7/TpuMorUBjc2dOxySGMTQ4BelNksrLucBFrDxWw/kgRJZV2quxOnC53oC/LUGV3oq0opVyhJFetd0exbaRRKhgcE+AJ/obFBWLQirfKrlDy9deYVqwk/NFHKFu0iKrt29H26tUuAWtNVQZR2koQugfxLiwIXkarUpIS7ktKuG+Dj0/vE4ZRq6oT0OaUVlFqtrM1owSNFy6y2d1Ih6sef/tbo/sEG7WepgW12Z0uquxOLHYnVruLyn88irziDyy33kP5BZdSZXNidTipsrm3qbK7sFRv777txGI/cQxLrdsllTaKKm1sOlrMpqPFsNJ92b1/lD+jEoIYGR/EiPggr+9WdrooX/IL5o0bMYwbd6LLVRubBtTw1GIVzQMEoVsQAasgdDPJYb4kh9UNZqtsTtILKzlcYCIx1L1IpbjSxg/bc5g7Nr5VhefbU03A2r8dWrKqlQrUSgV+OnfQeLS8mCogqXccfj3bVtZKlmUyisxsSi9mY3oxG9OLyC6pYmdWKTuzSnnnzyNIEvQK93UHsAnBjEgIbNbiMKHlDOPHYd64kcq1a2u1ZW2fgDVYNA8QhG5FBKyCcBrQa5TuwvKR1cX4nS7OWfAn+RVWYoN8PN2lusrVI2NJCjF4WrLW5rLZcJaUog5vXdF/R0F1fc52aBogSRLxIQbiQwxcPiIGgJzSKjZXB7Cb0t0dqmrm1n68PgOAxBCDZwrByIQgogNPj/JaXc04fjwFL7yIafVqz33tFrAaauawigyrIHQHImAVhNOQWqngkmHRvLnqMK+tOMT0PmFdWiar9hzd2io3bSLzuuvRJCaS9MuSFh9XluUTHZA6qGlAVICeqCFRnrJSBRVWthytCWCL2X+8nCOFlRwprGTh5izPPrUD2MRa7WmF5tP26oUyJARndXZVYTC0W61dT4a1UmRYBaE7EAGrIJymbhqfwIfr0tmZXcbatEImNJDd7GrqcHfm156biyzLLQ7qXCYTcpW7+kBndbkK9dVy7oAIzh0QAUBZlZ0tR4s90wh255SRU1rFD9tz+KG6PFeIUVs9hcD90yvct8unaXQHkkKBcdxYyhb9BLRfdhUg0l/P1aNiCfPVNr2xIAhdTgSsgnCaCjFquXpkHB+sS+fVFWldFrBuyyyh1GxjUHSAp5RQDVWEO+iTLRacxcWogoNbdOya6QAKX98u63Llr1czrU840/q4g+9Kq4PtmaVsSi9iY3ox27NKKTRZWbL7GEt2HwNAr1YS7qcl1Nf9E+arc//dqCXUz/1nmJ+WYIP2jO9zbxg/3hOwKttpwRVAoEHDs7NEe1ZB6C5EwCoIp7FbJyby2YYMd/bvSBGjElsWELaHj/86yqIduTx0Vk/mTU2p85hCo0EVFoYjPx97bm7LA9bqtqydlV1tDoNWxfgUd7MDcJcp25Vdxqb0YjYcKWJrRglmm5OjRWZPS9XGKCQIMmgJ860d3DYQ6PpqMZ6mpbcMY8cCoAoPp8c//tHFoxEEoaucnu9wgiAA0MNfx6XDo/liYyavrUzrkoC1qQoB6shId8Cak4t+QMsyXsqgIAKvvgplQGCbx9lRtColI6rLYd01JRmH00VWSRUFFdbqHwv5NX83Wckvd/9ZZLLikt2LggpNVjh26vP4aJSeLG1YdZY2PsTAsLhA+kT4ofbCcmfNoQoOptf2bSj0+nY/dk171mCjxlN1QhAE7yQCVkE4zd0xKYkftuUQHajH7nR1auBisjpIL6wEThGwRkVRtWMH9pycFh9f17Nnt2vLqlIqSAgxkBBiOOV2TpdMUaU7kPUEtCf95FdYKKiwUmlzYrY5ySgyk9FA1lavVjIoxp9hcYEMiwtkaGwgAT7e2xntZB0RrALc9NEWNh0t5vWrh3L+wIgOOYcgCO1DBKyCcJqLCfJhw9+m4a/v/AzSvtxyZBki/HWezkInU0e6GwPYc3M7c2heT6mQCPPVEearo18T21ZaHZ4MbUGFlfxyd9Z2/7FytmWWUlZlZ8ORYjYcKfbskxRqYHicu5PX0LhAkkLPvEoGwaJ5gCB0GyJgFYQzQFcEq9C8hgH6IUPwnzkT/ZAhLT6+/fhxFDodCn//My7Yqs2gVWHQqohvIGvrcskcKTSxNaOErRklbMko4UhBpbtLWkElX21xl+IK8FEzNDbQk4UdFB2AXqPs7KfSqWoC1sIKEbAKgrcTAasgnEH25roX/8wdl9Ap59tTE7BGNh6w+k6dgu/UKa06fs5DD1G1ZStRL72I37nntuoYpzuFQvJ0R7tiRCzg7oK2PfNEALszq5RSs50VqfmsSK1eyKaQ6Bvp5wlgh8UFEuHfMZfmu4qneYCoxSoIXk8ErIJwhsgqNnPBq2sBmNgzlKRQY4efsyZgHRDt1yHH7+imAaerIIOmTikum8PF/mPl7ixsZglbj5ZwvNzCruwydmWX8eG6owBE+usYFh/EsNgAhsUF0TvCt9su5gII8bRnFRlWQfB2ImAVhDNETJAP03qHsWx/Pm+uOszzlw3q8HO+Pmcou7LLGBp76lX8LpsNx7FjqCMikDTNWwzk7nJVnQ1sh7asZzKNSsGgmAAGxQRwIwnIskxumYWtGSVsyyhhS0Yx+49VkFtmIXdnLj/vdM83rlnMFR9sINioIdigJdioIdSoJdjo/nugj8Zra8nW1AUuMokMqyB4OxGwCsIZ5K4pySzbn88P23O4d1oKMUEdW2y/Z7gvPcN9m9wubdo0nAWFJPzwPbo+fZp1bJfJhGyxACLD2t4kSXK3pA3Qc9Eg96K4SquDndmlbKueC7s1o4Ryi6PeYq76x4IgH40noA3x1RJs0BBi1LiDWoP7z5rbBo2y0+YjBxtEe1ZB6C5EwCoIZ5AhsYFMSAlhzaFC3v7zMP+e6R2dftQ9InAWFGLPyWl2wFqTXVX4+nZY2SPhBINWxdikEMYmuRsiuFwyhwtMbM8q5XiZhSKTlcJKG0UmK0UmG0WVNkrMNmTZHRC6g0JTk+fRqRXuwPakgDYqUM+sIVHt2iAhNtiHOaNiiQoUvz+C4O1EwCoIZ5h5U5JZc6iQrzdnc/fUFML9dB1yni83ZVJlczKjb3iTmVx1ZCSW3btbVNpKTAfoWgqFREq4LymnyKA7nC5KzHYKPUGslUJT7aC2+nallcIKG1V2Jxa7i5zSKnJKq+odb+GmTD6+cWSjJdJaKsJfzzOiPasgdAsiYBWEM8yoxGBGxAey+WgJ7/x5hMcv6Nsh5/lo3VEO5FUQG+TTdMAaFQXQouYBjoLqBVdhYjqAt1IpFZ7Wsc1htjkoMtkaCHBt/LQzh7255Vz21no+uXFkh09nEQTBu4iAVRDOQPOmpvDQNzuJC+6YD/0qm5ND+RXAqWuw1mhN8wBNbCyBc+agiYtr3SAFr+OjUeETpGowGL12TBzXvLeR9MJKLn3rLz69aVSz5kc3pdxip6DCSg8/HYZ2nG4gCEL76r71SARBaLWJKSGs+b8pXDcmvkOOv/94OS4ZQoxawv2azq7VBKy2FmRY9YMH0+PxfxB03bWtHqfQfSSEGPjujrGkhBnJK7dy+dvr2Z5Z0ubjXvH2Bqa9sJrNRxtfOCYIQtcTAasgnIEkSUKn7rguRp76q1F+zVrxXTMlwJEj2rMKjevhr+Ob28cwOCaAUrOdOe9t5M+DBW065olarKJSgCB4MxGwCsIZzOmSWbLrGF9vzmrX4+7Obrola23qqCj8Z84kcM4cZJerWfvYsrJwlJQgy3Krxyl0PwE+Gj6/eRQTUkIw25zc9PFmFu9q/RedE6WtRPMAQfBmImAVhDPY8v153PXFNp79dT8mq6PdjrsntxxofsCqNBqI/M98Qu+5G0nRvLelzBtv4tCYsVRt3drqcQrdk0Gr4r3rh3P+gAjsTpm7v9zO5xszWnWsENE8QBC6BRGwCsIZbFqfcBJDDJSa7Xy+oXUf+CezOVwcLnDX2xzQzIC1pWRZPlElIDy8Q84heDetSskrVw3h6lGxyDL8/Yc9vL4yrcUZ95puV4UiYBUEryYCVkE4gykVEndMTgLg3TVHsNidbT6mRqVgxxMz+O6OMUT4N7/Gq8tmw5aRgT0vr+ltKypElysBpULimZn9mTclGYDnfj/Av5fsx+VqftAabBRTAgShOxABqyCc4WYOiSIqQE+hycbCTZntckwfjYphcUEtarGZ//zzHD77HIo/+aTJbT1drvz8UOg6pvGB0D1IksRDZ/fiH+e7O6S9vzadh7/dhcPZvLnQYtGVIHQPImAVhDOcWqnwZFnf/vMINkfzPujbfRw1tVibUSlANA0QTnbzhEReuGwQSoXEd9uyuf2zbc26YpAQYuSa0bHMHBLVCaMUBKG1RMAqCAKXDosm3E/LsTIL32/LbtOxHv5mJ08u2kN2iblF+3m6XTWjeYCnLauYDiDUcsmwaN66ZhgalYJl+/O47oNNlFvsp9wnIcTAv2cO4KbxCZ00SkEQWkMErIIgoFMruWVCIoNjAohtQ8tLq8PJjzty+Hh9Bi2tNnUiw9p08wB7dcCqDgtr8RiF09uMvuF8cuNIfLUqNqUXc9U7Gyg0ifmpQvdmWrOG9EsuJXXwEA5NnUrh2+80ucCwYtUq0i+7nNRBgzk0aTLHn3kWl7luIuHg+Ans792n3k/NVSxvIvrQCYIAwNxxCdw0PqFF805PdvC4CbtTxl+vJjpQ36J9NdUZVmdRES6L5ZRzU3V9+xI4Zw76QQNbPVbh9DU6MZgvbx3NDR9uYm9uOZe9tZ5PbhzZYMtXgDKznQKTlagAPXpNxzXUEITWMG/bTtadd+F37jmE3ncv5q1bKViwAGQXIbff3uA+FStWkj1vHv4XX0zYgw9gTTtMwUsv4SwuJuqF5wFwFBbiLCwk7NFH8Bk8uM7+yoCAjn1SrSACVkEQAPeK67ba7elw5d/iwFfh74/CxweX2Yw99xjaxMYv0RrHjcM4blybxiqc3vpH+fPN7WO55r2NpBdWculbf/HpTaPoGe5bb9sLX1tLZrGZ7+4Yw7C4oC4YrSA0rvD119H17k3U//4HgHHCBHA4KHrnXYJuuKHel3tZlsmbPx/fs84icv6zABhGjwaXk+JPP8NVVYVCr8eyfz8AfjNmeKZkeTMxJUAQhDrKquy8uvwQK1KbLi91sj257oC1X5Rfi/eVJOnEPNZmTAsQhKYkhBj47o6xpIQZySu3cvnb69meWVJvu5rSVqIWq+BtXDYb5k2b8J0xo879vmefjctsxrylfuMU6/792LOyCLpmTp37g667juQ/lqLQu69+WfanovDz6xbBKoiAVRCEk3y4Lp0X/jjIC0sPtrgI+55aGdbW8L9kNiF33oE6KvKU21mPHBFtWYVm6eGv4+vbxjA4JoBSs505723kz4N15+cFG2qaB4i5roJ3sWdlIdvtaOLj6tyviY0FwHb0aL19LPtTAZC0OrJuu53UQYM5MHIUx5/+Ny7rid9xa+p+lH5+ZN99NweGjyB16DByHnjAs0bA24iAVRCEOq4fE4+PRsne3HJWHWj+xHubw0XqsQoA+ke2LmANvuEGQu+5B21iYqPbyLJM+qzZHBozFnt22yoaCGeGQIOGz28exYSUEMw2Jzd9vJnFu05UoxC1WIXOVlFRQXl5uefHam34y5Kz3N3mWmk01rlfYTAA4DKZ6u9TUgxA9t13o01JJubttwm59RZKv/2W3Ecf9Wxn2Z+KPS8PXf8BxLz1JuGPPELlps1kXntdvcVZ3kAErIIg1BFo0HDtaPe3+VdWHGp2FjOv3EKQQYOvTkVccOsrDTTFVV6OXP3mLspaCc1l0Kp47/rhnD8gArtT5u4vt/P5Rnc7Yk+3K5FhFTpJcnIy/v7+np/58+c3vGHN+29jawIU9cM42e4u5eY7fTphDz2EYfQogm++mZC77qLi19+wHkkHIOLZZ0j4aiEht92Kz/DhBF5xOdGvvIwtI4OyRYva/Bzbm1h0JQhCPTdNSODDv46yPbOU9YeLGJsc0uQ+MUE+bPjbNMqq7K2uNCA7HNhzc3GWlaMf0L/BbWrKrSj8/UWXK6FFtColr1w1BH8fNV9szOTvP+yh1Gwn2FA9h7VSZFiFzpGWlkZorS/cWq22we2Uvu5Fgs6TMqmuysrqx4319qnJvhonT65zv3HCeApefBFr6n60iQn4DBlSb1+foUNR+PpiST3Q/CfTSUSGVRCEesJ8dVw1IgaAV1ektWhff7261ee17NvH4bPOJnvevEa3OdE0oOkgWhBOplRIPDOzP/OmJAPw3O8H+PNQISAyrELn8fX1xc/Pz/PTWMCqjo0FpRJ7Zt222bbq25qkpHr7aOLcV8hkW90vYLLDAYCk0+EsL6f0u++wptV9f5dlGdluRxkY0Krn1ZFEwCoIQoNunZSEWimx/kgRW44Wd8o5a1arOvLz673Z1qjJsIqmAUJrSZLEQ2f34h/n9wFg1YECEkMMnNu/RxePTBDqUmi1+AwfTsXSP+pMz6r4/XcUfn7oB9avRe0zfDiSjw/lS5bUub9ixQpQqdAPHoykVnP8qX9R9O67dbYxLV+ObLFgGDmyY55QG4gpAYIgNCgqQM/lw2OosjsJ8z31pXeH08Wk51aRHGbklSvdl1xbQxkUhKTTIVss2I8f96yErc3uybCKgFVom5snJBLgo+GR73ZxpLCSNYeKuGJELDq1aB4geI+QO24nc+6N5Nx3PwGXzMa8fTtF739A2EMPotDpcJpM2NLSUMfGogoKQmEwEHr33eT/978o/f3wnTHDvc977xN07bWogty1hoNvvonCN95EGRyCccJ4LAcOUPja6xgnTcIwdmwXP+v6RMAqCEKj/j2zf7Pmo6YVmMgpraKsyo6vrvVvK5IkoY6MxHbkCPbc3AYD1poMqypMLLgS2u7SYdH469Xc9cU2lu3P46p3N3DD2HgmpoQSWD23VRC6kmH0aKJeeZnCV18j+655qMLDCXv4YYJvnAuAZe8+Mq+/nohnnyVg9iwAgufegNLPj+KPPqT0m29RhYUROm8ewbfc7DluyLx5KIODKV24kJLPP0cZEEDAFZcTevfdXfI8myICVkEQGtXcxVO7s931V/tG+qFoY8csT8DaSPMAw8iR4JLxGT68TecRhBoz+obz+tVDuPfLHWzPLGV75g4UEgyJDWRq7zCm9AqjT4Rvm9oWC0Jb+M2Ygd9JzQNqGEaNpE/q/nr3B1wym4BLZjd6TEmhIGjOHILmzGl0G28iAlZBEJp0KK+CN1Yd5o7JSQ22ttyb664V2NqGAbWd6HaV2+DjvtOn4zt9epvPIwi1Pfrdbsx2J5cNi2ZXdhkH8irYmlHC1owSnvv9AD38dEzpHcrkXmGMTw7BoBUfn4LQmbz2FbfqQD4vLD3IofwKgg1arh4Vy52Tk075DXdFah4vLztE6vEKAn00nNO/B/93Ti98NF77NAWhW3jxj4P8uuc4siyz4Mr6pVB2t7HDVW3qSHeXK9GeVehMwUYNRZU2Zg6J4rnLBpFTWsXK1HxWHchnXVoRx8stfLkpiy83ZaFRKhiZEMSU3mFM7R1GQoihq4cvCKc9r4zktmYUc8snW7hgYCQPntWTLUdLeH7pAWRZZt7UlAb3WbYvj1s/3cLsodE8wtmuOQAAJDtJREFUck5vDuWbeO73AxRX2njlqvofsIIgNN9dU5L5dc9xftqZy33TexJf6wPa6ZLZV51h7R/l1+Zz+YwcQfAdt+MzeHC9x2RZxnrgAKqwMJSBgeISrdBu3O1ZTZ72rFEBeq4ZHcc1o+Ow2J1sOFLEqgMFrEjNJ7PYzNq0QtamFfL04n3EB/swpXrqwKjEILQqsWhLENqbVwasC5Ydom+EHy9dMRiAyb3CsLtcvLnqMDdPSKy3glOWZf61eB/n9o/g+csGATA2OQSnS+ajv45SZXOi14g3EEForf5R/kzpFcrKAwW8ueow/730RCmVIwUmquxOfDRKEkLqF7FuKZ8hQxosaA3uLlfpM92LCnrt3IHUSO1CQWip4FO0Z9WplUzuFcbkXmE8eWFfjhRWsjI1nxWp+Ww+WszRIjMfrjvKh+uO4qNRMi45hCm9wpjSO5QIf31nPxVBOC15XcBqdTjZeKSY+2bUzaSe1z+Ct1cfYVN6MRN71l0dvDe3nMxisydYrXHj+ARuHJ/Q4WMWhDPBvKkprDxQwPfbs7lnegpRAe4PYovdxaiEIHw0SpRtXHDVlJqmAQp/fxQiWBXaUYjR/ftUVHnq5gGSJJEUaiQp1MjNExKpsNhZl1bIytQCVh7IJ7/Cyh/78vhjXx4AvXv4MrV66sDgmABUSlH+XBBaw+sC1qxiMzani8ST5gTFB7tvpxdW1gtY9x1zX47UqRXc+NFm1qUVolUpmDUkisfO6yNq6glCOxgWF8jYpGD+OlzEO6sP89TF7tapA6L9+eq2Me16Llt2NvbsbHT9+6M0nsjanmgaIEpaCe2rpj1rQxnWU/HVqTmnfwTn9I/A5ZLZd6zcnX09kM+OrFJSj1eQety9aNFfr2ZSz1Cm9A5lRHwQEf76Dv+SJwinC68LWMuq3K3DjNq6hccNWnfQabI66u1TXN3/+bZPt3LR4EhunpDAruwyXvrjIIWVNl6/emiD57JarVit7m/TFRUV7fYcBOF0NW9qMn8dLuLLzVncNTW5yYYCrZV5403YMzOJ+/QTfEaM8NwvmgYIHSW4OsNa2MKAtTaFQqJ/lD/9o/y5e1oKxZU2Vh/MZ2VqAasPFlBWZeennbn8tNNdAUOjVBAdpCc+2EBskA9xwT7uvwf7EB2oF3NhBaEWrwtYa1qPNbaWoqH77Q4XAGf368Fj57pb7Y1NCsEly/zvtwM8MMNEUmj9uXXz58/nqaeeap+BC8IZYExiMDP6hjM4JgAfjQqXS8Zkc+Cna11nq8aooyKxZ2Ziz61b2sqRX900IFRkWIX21TfSj+vGxNE/su2VLmoEGTTMGhLNrCHROJwutmeVsjI1n5UHCkjLr8DmdHGkoJIjBZX19pUkiPTXExfsQ1ywwf1n0Im/i7JawpnG637j/fTuD74KS91MaqXVCbgvv5ys5oU7tXfdrMuknqH877cD7MstbzBgfeyxx3jggQcAKCgoIDk5ue1PQBBOY5Ik8e51Jwr2p+WbmP7iavpG+LHknvHttmq/prSV7aTSVie6XIkMq9C+BscEMDgmoMOOr1IqGBEfxIj4IP7vnN44XTK5pVVkFJnJKK4ks8jM0aJKMorMZBabMduc5JRWkVNaxV+Hi+odL8SocQevtYLY2OoMbaCPWlTQEE47Xhewxgb5oFRIZBTV/cZ5tPp2Slj9wLOmBp6tOtNaw+F0Z2sbm8Oq1WrRVi/csFgsbRu4IJyB9lTXX9WpFe36AempxVovw1o9JUAErEI3p1RIxAT5EBPkw3hC6jwmyzIFJmt1EGsms6iSjOITfy8x2yk02Sg02diaUVLv2L5aFbHB7ikG4X46Qoxagg0ago1ago0aQqv/FDXKhe7E635bdWolI+OD+G3vcW6dmOj5EPxlzzH8dKoGvwGPrF6h/NPOXKb3Dffcv2x/HiqFxNDY+vsIgtB6siyzbH8+9321A2ifhgG11XS7cpwUsPpOn4YqLAz9gP7tej5BkGWZErOd4kor8cGGLl3NL0kSYb46wnx1DI8Pqvd4WZWdzOrMbEaRmYyiyupg1szxcgsVVgd7c8s9Hegao1crCTa6A9kQg8bz92CDxh3kGjUEG7SEGDUEGjSoRYUDoQt5XcAKcPfUZOa8v5G7vtjGZcNj2JZRwjt/HuHRc3qjUyupsNg5lG8iLsiHYKMWg1bFAzN68u8l+/HXqzmnfw+2ZpTw1urDzB0X75lMLwhC+5Bl+N9vqZ7b/do7YG1kSoD/hRfif+GF7XouQagxev5ybA4Xa/5vCjFBPl09nEb569UMiPZnQHT9153F7iSz2OwJZAtNNopMVooq3X+6M7NWrA4XVXYn2SVVZJdUNeu8gT7qhgNaXw2R/noiA/REBuganLonCG3llQHr2OQQ3pwzjAXLDnLbJ1sJ99fyt3P7cMvERAD25JRz1bsbeO7SgVw2PAaAmyck4qdX896aI3y1OYswPy33Te/JHZOSuvKpCMJpSaGQuGtKcodlWDWeDOsxZJcLSSEyO0LHkiSJUKOWnNIqPt2QwUNn9UKj6n6/dzq1kp7hvvQM9210G1mWMducFJlsFFZaKaoV1Baa3Ldr/iyqtFJcacMlQ4nZTonZTloTY/DVqYgKOBHARgboa93WE+6rFfVohRaT5Jpl+We4/Px8wsPd0wny8vIIE3PkBOGUHE4Xcz/ajNMl88mNI9v1A0h2OCh4/XU0UVH4X3wxklqNy2bDdvgwqrAwVMHB7XYuQajx4tIDvLLCHY71CvflucsGMjA6oGsH5QWcLplSs61OQHsiwLVRUGHlWFkVuaVVlJjtTR5PIUEPP50ngHUHtHVv++lUp93CMRFntI0IWKuJXyRB8G7WQ4c4cuFFKP396blxQ1cPRzgNybLMkt3HeHLRXooqbSgkuGViIvdP7yka0DST2eYgt9RCbmmV5yen5nZZFcdKLdicriaPY9SqPNnZExlaHTGB7oVqoUYtim7WdEHEGW3jlVMCBEEQTiZKWgkdTZIkLhgYydikEJ76eS+LduTy9uojjE8OYUKKqP3bHD4aFclhRpIbqOgD4HLJFFZaySmp8gS2OTXBbZn7vuJKGyarg4N5Jg7mmRo8jkalIDpQXx3A6j2BbM1tf70o7XW6EQGrIAheyVFQgPXwYZSBQeh69azV5UoEDkLHCjJoePnKIVwwMJJN6UV1glVZlkUg1AYKxYkKCENiG96myuasDl7rZmizS8xkFVdxrKwKm6PxpgvgLu0VFaivE8R6gtogvSjp1Q2J/zFBELxSyZdfUvjGmwRceQUR//zniS5XIsMqdJIZfcOZUatUYl65hRs/2szfzuvDuOSQU+wptIVeoyQp1Nhgwx8Au9PF8TILWcVmsqqDWPefZrJKqiiosFJhdZB6vILU4w23XQ82aIgO8iGmgaA2MkDfLRfcne5EwCoIglfyNA/IcddiFVMChK62YNkh9uaWM+e9jVw1MpbHzuvd7m2JhaaplQpP04WGWOxOTzbWE8jW+nu5xeEu81VpY2dWaQPHl9j/r3NEJQMvIwJWQRC8Uk3zgJpuVw4xJUDoYn8/vw9qpcQn6zP4clMmK1PzeXZ2f6b2Dm96Z6HT6NRKksN8SQ5ruLRXWZWdrGKzJ6jNLnFnZmsytsEGUXbLG4mAVRAEr3Qiw5qDLMuiLavQ5YxaFf+6uD/nD4jgke92cbTIzI0fbWH2kCieuLAvAT6arh6i0Az+ejX+Uf70b6B+tCzLlFscXTAqoSniK4QgCF5JFREBkoRsseAsKcF/5kwCr70WbUpKVw9NOMONSgzm13sncsuEBBQSfL89h3f+PNLVwxLagSRJ+OvFNA9vJDKsgiB4JYVGgyo0FEd+PvacHAKvuLyrhyQIHnqNkr+f35fzBkTw6oo05k1N7uoh1VNmtuOrU3W7eqWC0BARsAqC4LXUUVHVAWsu+gEDuno4glDPkNhAPrhhhOe2yyVz+2dbOXdAD2YOjurUEli5pVX8vvc4WzNK2JZRQm6ZhUh/HTOHRHHJsOhGV90LQncgOl1VEx0oBMH7lP/2G86KCvQDB4HLiSo8HFVQUFcPSxAa9cP2bO7/aicAU3uH8cys/kT469v9PCWVNrZnlRAT6ENKuHtx0eqDBVz/waZG91lwxWBmDolq97EIzSPijLYRGVZBELyW3znnAGBat46sm25Gm5JC4s8/dfGoBKFxFwyMJKekileWp7EiNZ+zXvyTv5/fhytGxLQ62+pyyRwpNLE1o8Tzc7i6YP7tk5J49NzeAAyJDWBKr1CGxQUyNC6QPj38WH+kiO+2ZrM2rZDxKSdqx65LK8RkdTClV5ioOSp0CyJgFQTB64mmAUJ3oVYqmDc1hbP79eDhb3exI6uUR7/fzc+7cvnP7IGN1g6trXY3rfxyC2ct+JNSs73edomhBgJ8TiwQ8tOp+XDuyDrbnDcggvMGRFBhseNbq2bsy8sPsSm9mEAfNRcNimT20GgGRvuLLl6C1xIBqyAIXstlNlO1azclC78ERA1WoftICffluzvG8uG6dJ77/QDr0oq4/6sdfHvH2Hrb5pZWsaV63unWjBISQgy8ctUQAEJ9tSgkCZ1awaDoAIbFBTIsLpAhsYEEGZpfRqt2sOpyyQyJDeBoYSX5FVY+Xp/Bx+szSA4zMntoFLOGRHXINAZBaAsRsAqC4LXsx4+TecMNntsiwyp0J0qFxM0TEpneJ5y//7ibx87t43ns0/VH2ZBezLaMEo6VWersl19h8WRZJUni+zvGEhWoR91OxewVConHzu3Dw2f1Yt3hIr7fls3ve4+Tlm/if78dYP3hIj69aVS7nKs7sdid5JdbiQ1uOgsudD4RsAqC4LXUERF1bouAVeiO4kMMfH7z6Dr3fbstx9MWVKmQ6Bfpx9DYQE8Gtfal+fgQQ4eMS6VUMKlnKJN6hlJhsfPr7uN8ty2bS4ZGe7bJK7fwv98OcMnQKEYnBp9WJbLyyy1syzwxL3hPTjmxwT4se2BSVw9NaIAIWAVB8FoKvR5lcDDOoiJATAkQTh9XjYjhrL7hDI0NZFCMPz6arv049tWpuXxEDJePiKlz/4/bc/huWzbfbcv2lMiaPTSa5LDuVSLL6ZJxumTPArPPN2bw9x/21Nuu1GynyuZEr1F29hCFJoiAVRAEr6aOjDwRsIaJgFU4PVw5Mrarh9As45JDmDMqlp935pJbZuGNVYd5Y9VhBsUEcMnQKC4ZGo1B632hRLnFzvbMUk9N2u2ZJfzr4v5cMsydPe4T4YckQa9wX09We1hcILFBPmLhmZfyvt8yQRCEWtSRkVh27wZJQhMT0/QOgiC0m/5R/jwzawCPX9CXFan5fL8tm5UHCtiZVUrqsfI6dV2/3ZqNyyUTZNAQbNQQYtQSbNR0WvY4t7SK11amsS2jhAN5FZxcZX5ndqknYB0Y5c/OJ8/CTyfasHYXImAVBMGrqaPcH4hB112HKiSkia0FQegIOrXSUyKr0GTlpx25lJptdQK+l/44SE5pVb199WolA6L9+fq2MZ77PlqXjsMT3GoJNrgD3CCDpsm6sBa7kz05ZWzNKCEqUM8FAyMBUCklvtiY6dkuNsjHU5N2WGwgvXr4eh5TKRX4tdMiNqFziIBVEASvpo50fxjZc3O6eCSCIACEGLXcOD6h3v2Te4WSW1pFcaWNQpONQpMVq8NFld2JzeGqs+27a9IbDG4B+kX6seSeCZ7br69Mw+pwYbY62JpZwp6cMuxOd/p0QkqIJ2AN89Xx4IyepIT7MjQugDBfXXs9ZcELiIBVEASvZhg7hh5P/wtdz55dPRRBEE7hmVkD6tyWZRmzzUmRyYbdVTdgvXBQZK3g1kpRpY3iShtOl4z2pAzrFxsz6wW3IUYtw+ICGJ9c96rL3dNS2vEZCd5EBKyCIHg1bWIi2sTErh6GIAgtJEkSBq2qwUVZNe1ka3O5ZMqq7Fgczjr3Xz0qlmNlVSgkiSGxAQyLDSImSC8WR51hRMAqCIIgCEKXUygkAhvo3nXXlOQuGI3gbcSMY0EQBEEQBMGriYBVEARBEARB8GoiYBUEQRAEQRC8mghYBUEQBEEQBK8mAlZBEARBEATBq4mAVRAEQRAEQfBqImAVBEEQBEEQvJoIWAVBEARBEASvJgJWQRAEQRAEL2Zas4b0Sy4ldfAQDk2dSuHb7yDL8in3qVi1ivTLLid10GAOTZrM8WeexWU219mmatcuMq65ltShwzg4fgJ5//0fLputI59Kq4mAVRAEQRAEwUuZt20n68670CQlEv3qK/hfdBEFCxZQ9Pbbje5TsWIl2XfehTY5mZi33yL4llso+/57jj3+hGcbW2YmmTfehKTXE/3SiwTfeCMln39O3tNPd8bTajHRmlUQBEEQBMFLFb7+OrrevYn63/8AME6YAA4HRe+8S9ANN6DQ6epsL8syefPn43vWWUTOfxYAw+jR4HJS/OlnuKqqUOj1FL33PgqDgZjXX0PSaDBOmoRCr+P40/8m5PbbUUdFdfpzPRWRYRUEQRAEQfBCLpsN86ZN+M6YUed+37PPxmU2Y96ytd4+1v37sWdlEXTNnDr3B113Hcl/LEWh1wNQuXYtxsmTkTSaOsfF5cK0dl0HPJu2EQGrIAiCIAiCF7JnZSHb7Wji4+rcr4mNBcB29Gi9fSz7UwGQtDqybrud1EGDOTByFMef/jcuqxUAl8WCPTcXTXx8nX1VQUEojMYGj9vVxJQAQRAEQRCETlRRUYGu1qV8rVaLVqutt52zvBwApdFY536FwQCAy2Sqv09JMQDZd9+N/wXnEzR3LpY9uyl49TUcxUVEv/SS57gKo6He/gqDocHjdjURsFZzuVyevxcUFHThSARBEARBON3Uji2Sk5PrPPbkk0/yz3/+s/5ONZUAJKnhgyrqXyiX7XYAfKdPJ+yhhwAwjB6F7JIpePFFrHffg8LgU33YBo4ryw0et6uJgLVaUVGR5+/9+/fvwpEIgiAIgnA627BhA3369PHcbii7CqD09QXAeVLG01VZWf24sd4+NdlX4+TJde43ThjvDlhT93seO/m4AC6zucHjdjURsAqCIAiCIHQio9GIn59fk9upY2NBqcSemVnnflv1bU1SUr19NHHu+a7ySfVUZYcDAEmnQ+Hjgyo8vN5xHcXFuEwmNEl1M8DeQASs1Xr16sWePXsACA4ORtFB6fCKigqSk5NJS0vDt/qb05nkTH/+IP4NxPM/s58/iH8D8fzPzOfvcrk8V3N79erVrH0UWi0+w4dTsfQPgm680XMJv+L331H4+aEfOPD/27v3oKjq/g/gb0DYC5ddFrE1TBBNQjIveUERLxmakk5DamQaPvmIP0xHnn5CjuBYjalEYVlThhccrQwhxgrFxQskjVjM5KY+4QUTfggGTE+AxD6A7Of3h+6Oy+7ZVdnF5fh5zewffM/3c/x+zvl4+HL2XMxi5GPGwEUuR/OhQ/B+Zpqx/caJE0CfPpCNHAkA8IyIwI3iYvRbuxaut58UcEOjAdzc4Bk+vjupOgRPWG/r06cPwsLCHP7vGC6y9vf3v6u/rsTmYc8f4G3A+T/c+QO8DTj/hzd/tVp9zzF9E/4H//eP11CT+C8oX4xB65kz+HPXbvRb879wlUrR2dKC9ooKuA8ceOsuf09P+K9ahfq0NLgpfOAdFXUrZucuqBYvRh+VCgDg98+laD50CNXL4qFaEof2yio0bN0K35cWwL1/f3un3m3Od1UtY4wxxhgDcOuh/wHbPkL71au49vpKNH+fj35JSfBbuhQA8N9//4bK2JfRUvyDMcbvH0vQ/9130VpWhur45Wj6Jg/+K1eiX9IaYx9JcDAG7toJ/X91qFmdiP/s2QNVXBweWbeux3O8G3yGlTHGGGPMiflERcGny8sDDDzHj0PohXKzduWLMVC+GGN1vfIxYzAoO9suY3Q0PsPawyQSCTZs2CB4R6DYPez5A7wNOP+HO3+AtwHn/3Dnz+6PC5HhIV+MMcYYY4w5Hz7DyhhjjDHGnBpPWBljjDHGmFPjCStjjDHGGHNqPGG1syNHjmDMmDGQy+UIDAzE5s2bYesy4S+++AJhYWGQyWQICQnBzp07e2i09kVEyMzMxFNPPQUvLy8EBwcjMTERzc3NgjEXLlyAi4uL2eeJJ57owZHbT2trK9zc3MzyMTx3UIgYaqC4uNjivjR83n77bYtxYqmB6upqKJVKFBcXm7RfvHgR0dHRUCgU8PPzw9KlS9HY2GhzfT///DOmTJkCLy8vqNVqrFmzBm1tbY4ZvB0I5V9cXIwpU6bA19cXarUaMTExqKiosLk+tVptsS7++OMPB2XQfULbIDw83GIup0+ftro+MdSAtWPCtGnThFeG3lkDzHH4sVZ2dOrUKcydOxcvvfQSNm7ciB9//BEpKSnQ6/VISUmxGJOTk4NXX30Vq1evxnPPPYeDBw9i2bJlkMlkeOWVV3o4g+5JT0/HunXrkJSUhOnTp6OiogLr16/H+fPncfToUeMbOu6k1WoBAEVFRSaTOplM1lPDtquzZ89Cr9dj//79CAoKMrZbe3OaWGpg9OjRKC0tNWtPTU1FWVkZXn75ZYtxYqiBqqoqzJw5E01NTSbtjY2NmD59Oh599FHs27cPdXV1SE5ORnV1NQoLCwXXd+XKFURFRWHixIk4cOAAysvLkZKSgqamJuzYscPR6dwzofxLS0sRFRWFuXPn4ssvv0Rrays2btyISZMm4fz58+jbt6/F9dXV1aGurg4ZGRmYMGGCyTI/Pz+H5dEdQttAr9fj3LlzSEpKQkyM6SOGnnzyScH1iakGusrLy0N6ejqWL18uuL7eWAPMwYjZzYwZM2js2LEmbcnJyeTl5UWtra0WY4YOHUrz5883aVuwYAENHjzYYeN0hM7OTlIqlbRixQqT9gMHDhAAKisrsxj35ptvUlBQUE8MsUd89tln5OHhQe3t7XcdI5YasOTgwYMEgHJycgT79OYa6OzspN27d5NKpSKVSkUAqKioyLh806ZNJJfLqb6+3th2+PBhAkAlJSWC642Pj6eAgABqa2sztn366afk6upKlZWVDsnlftjKf86cOTR8+HDq7Ow0ttXW1pKbmxulp6cLrregoIAAOFWuQmxtg/LycgJAxcXF97ResdRAV1VVVaRQKOj111+3ut7eVAOsZ/AlAXbS1taG4uJis7+g582bh5aWFpSUlJjFVFZW4tKlSxZjrly5gkuXLjl0zPbU3NyMRYsWYeHChSbtQ4cOBXDrbIElWq0WI2+/11gMtFothg0bBnd397vqL6Ya6Eqn02HVqlWIjo7GvHnzBPv15ho4e/YsEhISEBcXh3379pkt12g0iIyMhL+/v7Ft5syZ8Pb2xuHDhwXXq9Fo8Pzzz8Pj9vu9gVs1odfrodFo7JtEN9jKf9y4cUhMTDT5hqF///7w8fERPCYAt2pCqVQiMDDQIeO2J1vbwPANwogRI+5pvWKpga7eeOMNyOVybNq0yWq/3lQDrGfwhNVOfv/9d7S3txsnaAZDhgwBAIsTj/LyW2+muJcYZ6VUKvHxxx8jIiLCpD0vLw+A8FdfWq0WTU1NmDBhAqRSKdRqNdauXYuOjg6Hj9kRtFotXF1dERUVBU9PT6hUKixfvhw3btyw2F9MNdDV1q1bUVtbiw8//NBqv95cAwMHDkRFRQUyMjIgl8vNlpeXl5vtW1dXVwwaNEhw3+p0OlRVVZnFGd677kw1YSv/1NRUvPbaayZtRUVF+Ouvv6x+Ha7VauHr64uYmBgoFAp4eXkhNjYW169ft3sO3WVrG2i1WigUCiQmJsLPzw9SqRSzZ8/GxYsXBdcpphq406lTp/DNN99g06ZN8PHxsdq3N9UA6xk8YbUTw00UXf8Tent7A4DFG4/uJ6Y3OXXqFNLS0vDCCy8gLCzMbLnhGqULFy5gxYoV0Gg0iI+Px9atW7FkyZKeH3A3Ga5Vu3z5MmJiYlBQUICUlBTs378fs2fPhl6vN4sRaw20t7dj27ZtiI2NNU6+LentNaBSqTBgwADB5Y2NjRZ/MXt7ewvuW6GasBX3INjKv6uGhgYsW7YMAwYMQFxcnGA/rVaLa9euYezYscjPz0dGRobx5q2///7bHkO3G1vbwPAHmb+/Pw4ePIidO3fi8uXLiIyMRG1trcUYsdZAeno6goKCsGjRIpt9e1MNsJ7BN13ZiWEyYunGIsDyTTdCMXT7qQLWbtRxdiUlJZgzZw4GDx6MXbt2Wezj4+ODo0ePIiQkBI899hgAYMqUKZBIJEhNTUVqaipCQ0N7ctjdQkQ4dOgQ1Gq18Q73yZMnQ61WY9GiRdBoNJg1a5ZJjFhrICcnB3V1dUhKSrLaT2w10BURWTwmEJHgvrV2LLEW5+xqa2sxc+ZM1NfX4/jx4/Dy8hLsm5WVBalUilGjRgEAIiMjERYWhkmTJmHv3r1ISEjoqWF325YtW7B+/Xrjt0+RkZGYOHEiQkND8dFHHyEtLc0sRow1UF1dje+++w4ZGRno08f21ENMNcDso/dVvZNSKpUAzM+IGb4KVigUdx3T0tIiGNMbfP3114iKikJgYCCOHz8OlUplsZ9MJsOzzz5rnKgYREdHAwB+/fVXh4/Vntzc3DB16lSzxzFZy0esNZCbm4uwsDCb1+2JrQa6UigUFs+GtbS0CO5boZqwFefMzp07h/DwcNTU1ODIkSMYO3as1f4TJkwwTlQMIiIioFAoel1NjBw50uxSqeDgYISGhgrmIsYayMvLg4uLC2JjY++qv5hqgNkHT1jtZPDgwXBzczN7vqDh52HDhpnFhISEmPS5mxhnl56ejoULFyI8PBwnT56EWq0W7Hvx4kVs377d7KCs0+kAQPCRN86qpqYGO3bswLVr10zareUjxhro6OhAYWEhFixYYLOv2Gqgq5CQELN9q9frcfXqVcF96+npiYCAALO4hoYGNDc397qaOHHiBCIiIkBEOHnyJCZOnGi1f2NjI3bv3o3ffvvNpJ2I0N7e3qtqoqOjA3v27LH4vFWdTieYi9hqAADy8/MxefJkPPLIIzb7iqkGmP3whNVOpFIpJk+ejLy8PJMXBeTm5kKpVGLcuHFmMUOGDEFwcDByc3NN2nNzczF06NBed3fk559/juTkZMyfPx+FhYU2zwLU1NQgISHBLP/s7Gx4e3vj6aefduRw7a6trQ3x8fHIzMw0ac/OzoarqysiIyPNYsRWA8Cts2mtra1mZ5UsEVsNdDVjxgz88MMPaGhoMLZpNBrcuHEDM2bMsBqXn59v8pD43NxcuLm54ZlnnnHomO3pzJkzmDNnDgYOHIjTp09bvdHKwMPDAytWrMCWLVtM2r/99lvodDpMnTrVQaO1P3d3d2zYsAHJyckm7b/88gsqKiqs5iKWGgBuTTTLysru6pgAiKsGmB09mKdpidPx48fJxcWF5s2bR4cPH6bU1FRycXGh9957j4iImpqaqLS01OSZjFlZWQSAEhISqKCggBISEggAZWdnP6g07sv169dJJpNRYGAglZSUUGlpqcmnvr7eLP+bN2/S1KlTSaFQ0LZt26iwsJBWr15NLi4u9P777z/gjO7P4sWLycPDgzZu3EjHjh2jt956izw8PGjlypVEJO4aMNizZw8BoNraWrNlYq6BoqIis2dQNjQ0UN++fWnEiBGUl5dHO3bsIF9fX5o1a5ZJbGlpKVVUVBh/Li8vJ6lUStOmTaPvv/+ePvjgA5JIJGbPOXYmlvIfNWoUubu7U05Ojtkx4c58u/68fv16AkBr1qyhY8eOUUZGBvn4+FB0dHRPpnTPLG2DXbt2EQCKi4ujwsJCyszMJLVaTSNHjqSOjg5jP7HWABFRZWUlAaCvvvpKMFYsNcAchyesdpaXl0fDhw8nDw8PGjRokMkvXcN/5qysLJOY7du305AhQ0gikVBoaCjt3bu3h0fdfYaDstAnKyvLYv6NjY2UmJhIQUFBJJFIaNiwYZSZmfngEukmnU5H77zzDj3++OMkkUgoODiYNm/eTDdv3iQicdeAQVpaGgEgnU5ntkzMNSD0y/rcuXM0ffp0kslk1K9fP4qPj6fm5maTPoYJzZ1OnjxJ48ePJ4lEQgEBAbR27VqTCY6z6Zr/lStXrB4T7sy368+dnZ30ySefUFhYGEmlUgoICKCkpCTBF7A4C6Ea2L9/P40ePZrkcjn5+/tTfHw8/fnnnyZ9xFgDBj/99BMBoIKCAsFYsdQAcxwXIhsvumeMMcYYY+wB4mtYGWOMMcaYU+MJK2OMMcYYc2o8YWWMMcYYY06NJ6yMMcYYY8yp8YSVMcYYY4w5NZ6wMsYYY4wxp8YTVsYYY4wx5tR4wsoYY4wxxpwaT1gZY4wxxphT4wkrY4wxxhhzajxhZYwxxhhjTo0nrIwxxhhjzKn9PzCLyYqGdlYKAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9323841720739724\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:39:00] ax.service.ax_client: Completed trial 20 with data: {'accuracy': (0.932384, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9331647008901385\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:39:01] ax.service.ax_client: Generated new trial 21 with parameters {'lr': 0.003304, 'wgtDecay': 6.9e-05, 'lambda1': 4e-06, 'lambdaI': 0.007765, 'lambdaC': 0.000612} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 456.4270 | acc: 0.7615| Val loss: 45.4504 | acc: 0.8074| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 244.1500 | acc: 0.9102| Val loss: 26.6847 | acc: 0.8782| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 223.0201 | acc: 0.9215| Val loss: 25.3216 | acc: 0.8924| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 210.9223 | acc: 0.9282| Val loss: 17.9989 | acc: 0.8841| \n", + "Finished Training | Time:418.311007976532\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.910449739230863\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:46:02] ax.service.ax_client: Completed trial 21 with data: {'accuracy': (0.91045, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9103839534869268\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:46:03] ax.modelbridge.base: Untransformed parameter 0.40000000000000013 greater than upper bound 0.4, clamping\n", + "[INFO 04-10 15:46:03] ax.service.ax_client: Generated new trial 22 with parameters {'lr': 0.005007, 'wgtDecay': 0.000512, 'lambda1': 3.9e-05, 'lambdaI': 0.001138, 'lambdaC': 0.4} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 15307.6420 | acc: 0.7735| Val loss: 39.7905 | acc: 0.8160| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 8898.8294 | acc: 0.8937| Val loss: 34.2887 | acc: 0.7963| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 7064.8533 | acc: 0.9012| Val loss: 34.1754 | acc: 0.8050| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 6565.5877 | acc: 0.9324| Val loss: 18.9804 | acc: 0.9133| \n", + "Finished Training | Time:417.4580183029175\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9391347446407935\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:53:03] ax.service.ax_client: Completed trial 22 with data: {'accuracy': (0.939135, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9382955290532515\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 15:53:04] ax.modelbridge.base: Untransformed parameter 0.40000000000000013 greater than upper bound 0.4, clamping\n", + "[INFO 04-10 15:53:04] ax.service.ax_client: Generated new trial 23 with parameters {'lr': 0.005647, 'wgtDecay': 0.000142, 'lambda1': 2.1e-05, 'lambdaI': 0.000384, 'lambdaC': 0.4} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 15671.5453 | acc: 0.7743| Val loss: 40.9255 | acc: 0.7992| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 11713.7318 | acc: 0.9015| Val loss: 32.5591 | acc: 0.8721| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 10446.0719 | acc: 0.9131| Val loss: 26.8331 | acc: 0.8757| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 9742.5722 | acc: 0.9147| Val loss: 19.2466 | acc: 0.8476| \n", + "Finished Training | Time:417.78904724121094\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9390384477716079\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 16:00:05] ax.service.ax_client: Completed trial 23 with data: {'accuracy': (0.939038, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9387553153519931\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 16:00:06] ax.service.ax_client: Generated new trial 24 with parameters {'lr': 0.001817, 'wgtDecay': 0.000117, 'lambda1': 3.9e-05, 'lambdaI': 0.008012, 'lambdaC': 1e-06} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 507.7138 | acc: 0.7310| Val loss: 50.3005 | acc: 0.7700| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 265.9768 | acc: 0.9002| Val loss: 27.2518 | acc: 0.8618| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 240.0044 | acc: 0.9172| Val loss: 26.9833 | acc: 0.8880| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 224.7875 | acc: 0.9272| Val loss: 22.8708 | acc: 0.8771| \n", + "Finished Training | Time:417.8337833881378\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9200262470239645\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 16:07:07] ax.service.ax_client: Completed trial 24 with data: {'accuracy': (0.920026, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9206390206843081\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 16:07:08] ax.service.ax_client: Generated new trial 25 with parameters {'lr': 0.002286, 'wgtDecay': 0.000301, 'lambda1': 2.8e-05, 'lambdaI': 0.000573, 'lambdaC': 0.122392} using model BoTorch.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 5150.8723 | acc: 0.7524| Val loss: 37.4718 | acc: 0.7978| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 3940.0549 | acc: 0.9033| Val loss: 22.1555 | acc: 0.8691| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 3366.8407 | acc: 0.9182| Val loss: 26.6735 | acc: 0.8888| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 3209.9469 | acc: 0.9401| Val loss: 18.5672 | acc: 0.9131| \n", + "Finished Training | Time:418.3594126701355\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9314401433886347\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[INFO 04-10 16:14:09] ax.service.ax_client: Completed trial 25 with data: {'accuracy': (0.93144, None)}.\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Iter best test accuracy under loss is: 0.9304471986831807\n", + "\n" + ] + } + ], + "source": [ + "for i in range(25):\n", + " parameters, trial_index = ax_client.get_next_trial()\n", + " # Local evaluation here can be replaced with deployment to external system.\n", + " ax_client.complete_trial(trial_index=trial_index, raw_data=train_eval_acc(parameters))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[(10, 10), (-1, 3)]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax_client.get_max_parallelism()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[WARNING 04-10 16:14:09] ax.service.utils.report_utils: Column reason missing for all trials. Not appending column.\n" + ] + }, + { + "data": { + "text/html": [ + "
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trial_indexarm_nametrial_statusgeneration_methodaccuracylrwgtDecaylambda1lambdaIlambdaC
000_0COMPLETEDManual0.9147280.0010000.0001000.0000100.0001000.000100
111_0COMPLETEDSobol0.9417490.0040860.0001480.0001020.0008430.172008
222_0COMPLETEDSobol0.9396820.0047740.0000060.0001770.0196670.003335
333_0COMPLETEDSobol0.8818360.0000540.0001610.0567480.0381170.000001
444_0COMPLETEDSobol0.8720380.0000960.0000030.0026760.0360580.012300
555_0COMPLETEDSobol0.8695950.0005450.3640970.0001990.0000690.000108
666_0COMPLETEDSobol0.7033730.0065330.0060720.0214870.1292200.000226
777_0COMPLETEDSobol0.7890720.0024860.2870330.0001250.0000010.016439
888_0COMPLETEDSobol0.9307590.0017640.0000060.0000300.0056700.000007
999_0COMPLETEDSobol0.8657680.0000980.0000010.0000040.0000070.000016
101010_0COMPLETEDSobol0.6756300.0000090.0145520.0000070.0003120.001284
111111_0COMPLETEDBoTorch0.9125320.0037430.0000150.0000420.0007320.002946
121212_0COMPLETEDBoTorch0.9245180.0036430.0000200.0000710.0199830.374589
131313_0COMPLETEDBoTorch0.9366570.0024320.0000480.0000510.0285610.000821
141414_0COMPLETEDBoTorch0.9094070.0016570.0000580.0002270.0044500.012359
151515_0COMPLETEDBoTorch0.9235930.0057080.0000040.0000260.1010360.000344
161616_0COMPLETEDBoTorch0.9270010.0156650.0001150.0000510.0069580.040325
171717_0COMPLETEDBoTorch0.9378660.0063150.0000790.0000200.0068050.000015
181818_0COMPLETEDBoTorch0.9327800.0078720.0000150.0001200.0187110.000039
191919_0COMPLETEDBoTorch0.9440880.0042110.0003950.0000130.0012210.097725
202020_0COMPLETEDBoTorch0.9323840.0072870.0005940.0000320.0004430.007998
212121_0COMPLETEDBoTorch0.9104500.0033040.0000690.0000040.0077650.000612
222222_0COMPLETEDBoTorch0.9391350.0050070.0005120.0000390.0011380.400000
232323_0COMPLETEDBoTorch0.9390380.0056470.0001420.0000210.0003840.400000
242424_0COMPLETEDBoTorch0.9200260.0018170.0001170.0000390.0080120.000001
252525_0COMPLETEDBoTorch0.9314400.0022860.0003010.0000280.0005730.122392
\n", + "
" + ], + "text/plain": [ + " trial_index arm_name trial_status generation_method accuracy lr \\\n", + "0 0 0_0 COMPLETED Manual 0.914728 0.001000 \n", + "1 1 1_0 COMPLETED Sobol 0.941749 0.004086 \n", + "2 2 2_0 COMPLETED Sobol 0.939682 0.004774 \n", + "3 3 3_0 COMPLETED Sobol 0.881836 0.000054 \n", + "4 4 4_0 COMPLETED Sobol 0.872038 0.000096 \n", + "5 5 5_0 COMPLETED Sobol 0.869595 0.000545 \n", + "6 6 6_0 COMPLETED Sobol 0.703373 0.006533 \n", + "7 7 7_0 COMPLETED Sobol 0.789072 0.002486 \n", + "8 8 8_0 COMPLETED Sobol 0.930759 0.001764 \n", + "9 9 9_0 COMPLETED Sobol 0.865768 0.000098 \n", + "10 10 10_0 COMPLETED Sobol 0.675630 0.000009 \n", + "11 11 11_0 COMPLETED BoTorch 0.912532 0.003743 \n", + "12 12 12_0 COMPLETED BoTorch 0.924518 0.003643 \n", + "13 13 13_0 COMPLETED BoTorch 0.936657 0.002432 \n", + "14 14 14_0 COMPLETED BoTorch 0.909407 0.001657 \n", + "15 15 15_0 COMPLETED BoTorch 0.923593 0.005708 \n", + "16 16 16_0 COMPLETED BoTorch 0.927001 0.015665 \n", + "17 17 17_0 COMPLETED BoTorch 0.937866 0.006315 \n", + "18 18 18_0 COMPLETED BoTorch 0.932780 0.007872 \n", + "19 19 19_0 COMPLETED BoTorch 0.944088 0.004211 \n", + "20 20 20_0 COMPLETED BoTorch 0.932384 0.007287 \n", + "21 21 21_0 COMPLETED BoTorch 0.910450 0.003304 \n", + "22 22 22_0 COMPLETED BoTorch 0.939135 0.005007 \n", + "23 23 23_0 COMPLETED BoTorch 0.939038 0.005647 \n", + "24 24 24_0 COMPLETED BoTorch 0.920026 0.001817 \n", + "25 25 25_0 COMPLETED BoTorch 0.931440 0.002286 \n", + "\n", + " wgtDecay lambda1 lambdaI lambdaC \n", + "0 0.000100 0.000010 0.000100 0.000100 \n", + "1 0.000148 0.000102 0.000843 0.172008 \n", + "2 0.000006 0.000177 0.019667 0.003335 \n", + "3 0.000161 0.056748 0.038117 0.000001 \n", + "4 0.000003 0.002676 0.036058 0.012300 \n", + "5 0.364097 0.000199 0.000069 0.000108 \n", + "6 0.006072 0.021487 0.129220 0.000226 \n", + "7 0.287033 0.000125 0.000001 0.016439 \n", + "8 0.000006 0.000030 0.005670 0.000007 \n", + "9 0.000001 0.000004 0.000007 0.000016 \n", + "10 0.014552 0.000007 0.000312 0.001284 \n", + "11 0.000015 0.000042 0.000732 0.002946 \n", + "12 0.000020 0.000071 0.019983 0.374589 \n", + "13 0.000048 0.000051 0.028561 0.000821 \n", + "14 0.000058 0.000227 0.004450 0.012359 \n", + "15 0.000004 0.000026 0.101036 0.000344 \n", + "16 0.000115 0.000051 0.006958 0.040325 \n", + "17 0.000079 0.000020 0.006805 0.000015 \n", + "18 0.000015 0.000120 0.018711 0.000039 \n", + "19 0.000395 0.000013 0.001221 0.097725 \n", + "20 0.000594 0.000032 0.000443 0.007998 \n", + "21 0.000069 0.000004 0.007765 0.000612 \n", + "22 0.000512 0.000039 0.001138 0.400000 \n", + "23 0.000142 0.000021 0.000384 0.400000 \n", + "24 0.000117 0.000039 0.008012 0.000001 \n", + "25 0.000301 0.000028 0.000573 0.122392 " + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax_client.get_trials_data_frame()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[WARNING 04-10 16:14:09] ax.modelbridge.cross_validation: Metric accuracy was unable to be reliably fit.\n", + "[WARNING 04-10 16:14:09] ax.service.utils.best_point: Model fit is poor; falling back on raw data for best point.\n", + "[WARNING 04-10 16:14:09] ax.service.utils.best_point: Model fit is poor and data on objective metric accuracy is noisy; interpret best points results carefully.\n" + ] + }, + { + "data": { + "text/plain": [ + "{'lr': 0.004210999933629988,\n", + " 'wgtDecay': 0.00039540889657373266,\n", + " 'lambda1': 1.3274101361724017e-05,\n", + " 'lambdaI': 0.0012210455505313055,\n", + " 'lambdaC': 0.09772541982958126}" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_parameters, values = ax_client.get_best_parameters()\n", + "best_parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'accuracy': 0.9440879781425598}" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mean, covariance = values\n", + "mean" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[WARNING 04-10 16:14:09] ax.service.utils.report_utils: Column reason missing for all trials. Not appending column.\n" + ] + }, + { + "data": { + "text/plain": [ + "{'lr': 0.004210999933629988,\n", + " 'wgtDecay': 0.00039540889657373266,\n", + " 'lambda1': 1.3274101361724017e-05,\n", + " 'lambdaI': 0.0012210455505313055,\n", + " 'lambdaC': 0.09772541982958126}" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = ax_client.get_trials_data_frame()\n", + "best_arm_idx = df.trial_index[df[\"accuracy\"] == df[\"accuracy\"].max()].values[0]\n", + "best_arm = ax_client.get_trial_parameters(best_arm_idx)\n", + "best_arm" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The accuracy with tuned parameters will be higher than pre-defined parameters, but the DSF_BPF frequency response will showcase overlapping channels (same frequency information will be colected by more than one channels). Thus, auto channel pruning will be part of our future work." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Perform LearnAFE_v2 Model Architecture\n", + "\n", + "\n", + "Model iter: 1/1...\n", + "\n", + "Model Reset\n", + "\n", + "Training for 20 epochs...\n", + "\n", + "\n", + "Epoch 1/20:\n", + "Train loss: 4041.8098 | acc: 0.7721| Val loss: 50.4523 | acc: 0.8195| \n", + "\n", + "Epoch 6/20:\n", + "Train loss: 2585.5943 | acc: 0.9001| Val loss: 33.3166 | acc: 0.8535| \n", + "\n", + "Epoch 11/20:\n", + "Train loss: 2114.6543 | acc: 0.9091| Val loss: 25.4715 | acc: 0.8858| \n", + "\n", + "Epoch 16/20:\n", + "Train loss: 1892.6190 | acc: 0.9356| Val loss: 17.8210 | acc: 0.9172| \n", + "Finished Training | Time:422.39541506767273\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Iter best test accuracy under accuracy is: 0.9379495290238465\n", + "Iter best test accuracy under loss is: 0.937691231742551\n", + "\n" + ] + }, + { + "data": { + "text/plain": [ + "0.9379495290238465" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Train and Evaluate using the best parameters\n", + "train_eval_acc(best_arm)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [Back to List of Content](#list_of_content)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 6. KWS Model Testing \n", + "\n", + "Test trained-model without adding noise. Here, the DSSF-BPF model is using transfer function with formulation stated in [(3)](#eq3). " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we adopted the model with pre-defined hyperparameters. It is same as running this `Step` directly after `Step 4`." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "KWS model is switched to evaluation mode\n" + ] + } + ], + "source": [ + "STRATEGY = \"accuracy\"\n", + "PATH = os.path.join(args.save_folder, \"Trial-{}_Val-{}.pt\".format(args.trial, args.Val_SNR))\n", + "\n", + "CheckPoint = torch.load(PATH)\n", + "KWS_classifier = getModel(args.model, args)\n", + "KWS_classifier.load_state_dict(\n", + " CheckPoint[STRATEGY][\"model_state_dict\"]\n", + ")\n", + "KWS_classifier.cuda().eval()\n", + "print(\"KWS model is switched to evaluation mode\")" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Train Testing...\n", + "\n", + "Evaluating....\n", + "Accuracy: 0.9558830943982427\n", + " precision recall f1-score support\n", + "\n", + " 0 0.97 0.96 0.97 7322\n", + " 1 0.96 0.97 0.97 7392\n", + " 2 0.95 0.97 0.96 7350\n", + " 3 0.95 0.95 0.95 7187\n", + " 4 0.96 0.96 0.96 7267\n", + " 5 0.95 0.97 0.96 7413\n", + " 6 0.96 0.97 0.96 7306\n", + " 7 0.97 0.97 0.97 7265\n", + " 8 0.95 0.97 0.96 7286\n", + " 9 0.96 0.97 0.97 7266\n", + " 10 0.90 0.82 0.86 7175\n", + " 11 0.98 1.00 0.99 7323\n", + "\n", + " accuracy 0.96 87552\n", + " macro avg 0.96 0.96 0.96 87552\n", + "weighted avg 0.96 0.96 0.96 87552\n", + "\n", + "Visualizing...\n", + "Normalized confusion matrix\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\"\\nTrain Testing...\")\n", + "\n", + "train_accuracy, truth, preds = test_model(\n", + " device=DEVICE,\n", + " dataloader=KWS_DataLoader[\"train\"],\n", + " trained_model=KWS_classifier, \n", + " feature_transform=DATA_AUGMENTATION[\"test\"], \n", + " verbose=True,\n", + ")\n", + "cm = confusion_matrix(y_true=truth, y_pred=preds)\n", + "vs.plot_confusion_matrix(cm=cm, normalize=True, classes=CLASSES, title=\"CM for Train\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Valid Testing...\n", + "\n", + "Evaluating....\n", + "Accuracy: 0.938174943176448\n", + " precision recall f1-score support\n", + "\n", + " 0 0.82 0.95 0.88 384\n", + " 1 0.67 0.93 0.78 351\n", + " 2 0.82 0.97 0.89 345\n", + " 3 0.66 0.94 0.78 356\n", + " 4 0.68 0.94 0.78 373\n", + " 5 0.62 0.93 0.74 367\n", + " 6 0.85 0.93 0.89 378\n", + " 7 0.75 0.96 0.84 387\n", + " 8 0.84 0.96 0.89 346\n", + " 9 0.68 0.95 0.79 356\n", + " 10 0.98 0.82 0.89 6338\n", + " 11 0.97 1.00 0.98 259\n", + "\n", + " accuracy 0.87 10240\n", + " macro avg 0.78 0.94 0.85 10240\n", + "weighted avg 0.90 0.87 0.87 10240\n", + "\n", + "Visualizing...\n", + "Normalized confusion matrix\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\"\\nValid Testing...\")\n", + "\n", + "valid_accuracy, truth, preds = test_model(\n", + " device=DEVICE,\n", + " dataloader=KWS_DataLoader[\"val\"],\n", + " trained_model=KWS_classifier,\n", + " feature_transform=DATA_AUGMENTATION[\"test\"], \n", + " verbose=True,\n", + ")\n", + "cm = confusion_matrix(y_true=truth, y_pred=preds)\n", + "vs.plot_confusion_matrix(cm=cm, normalize=True, classes=CLASSES, title=\"CM for Valid\")" + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Test Testing...\n", + "\n", + "Evaluating....\n", + "Accuracy: 0.9266976727395742\n", + " precision recall f1-score support\n", + "\n", + " 0 0.77 0.94 0.85 418\n", + " 1 0.75 0.90 0.82 399\n", + " 2 0.77 0.94 0.84 424\n", + " 3 0.67 0.92 0.78 405\n", + " 4 0.65 0.89 0.75 400\n", + " 5 0.71 0.93 0.80 445\n", + " 6 0.86 0.93 0.89 394\n", + " 7 0.75 0.96 0.84 406\n", + " 8 0.83 0.95 0.88 408\n", + " 9 0.69 0.93 0.79 408\n", + " 10 0.98 0.83 0.90 6898\n", + " 11 0.96 1.00 0.98 259\n", + "\n", + " accuracy 0.87 11264\n", + " macro avg 0.78 0.93 0.84 11264\n", + "weighted avg 0.89 0.87 0.87 11264\n", + "\n", + "Visualizing...\n", + "Normalized confusion matrix\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\"\\nTest Testing...\")\n", + "\n", + "test_accuracy, truth, preds = test_model(\n", + " device=DEVICE,\n", + " dataloader=KWS_DataLoader[\"test\"],\n", + " trained_model=KWS_classifier, \n", + " feature_transform=DATA_AUGMENTATION[\"test\"], \n", + " verbose=True,\n", + ")\n", + "cm = confusion_matrix(y_true=truth, y_pred=preds)\n", + "vs.plot_confusion_matrix(cm=cm, normalize=True, classes=CLASSES, title=\"CM for Test\")" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# log results\n", + "log_msg = (\n", + " f\"Test - Model: {args.model}. \"\n", + " f\"Strategy: {STRATEGY}, \"\n", + " f\"Train Accuracy: {train_accuracy:>0.3f}, \"\n", + " f\"Valid Accuracy: {valid_accuracy:>0.3f}, \"\n", + " f\"Test Accuracy: {test_accuracy:>0.3f}\"\n", + ")\n", + "logger.info(log_msg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [Back to List of Content](#list_of_content)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 7. SNR Evaluation \n", + "\n", + "Evaluate SNR-aware training performance on testset." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "def snr_eval(\n", + " device, \n", + " dataloader, \n", + " trained_model, \n", + " feature_transform, \n", + " snr_min, \n", + " snr_max, \n", + " snr_step=1, \n", + " verbose=False,\n", + "):\n", + " snr_dict = dict.fromkeys(np.arange(snr_min, snr_max+1, snr_step))\n", + " for snr in snr_dict.keys():\n", + " feature_transform[0].snr_min = snr\n", + " feature_transform[0].snr_max = snr + snr_step\n", + " feature_transform[0].p = 1.0\n", + " test_acc, *_ = test_model(\n", + " device=device,\n", + " dataloader=dataloader,\n", + " trained_model=trained_model,\n", + " feature_transform=feature_transform, \n", + " )\n", + " snr_dict[snr] = test_acc\n", + "\n", + " feature_transform[0].p = 0.0\n", + " test_acc, *_ = test_model(\n", + " device=device,\n", + " dataloader=dataloader,\n", + " trained_model=trained_model,\n", + " feature_transform=feature_transform, \n", + " )\n", + " snr_dict[\"clean\"] = test_acc\n", + "\n", + " if verbose:\n", + " vs.plot_snr(snr_dict.copy())\n", + " \n", + " return snr_dict" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "snr_dict = snr_eval(\n", + " device=DEVICE,\n", + " dataloader=KWS_DataLoader[\"test\"],\n", + " trained_model=KWS_classifier, \n", + " feature_transform=DATA_AUGMENTATION[\"test\"], \n", + " snr_min=5,\n", + " snr_max=20,\n", + " snr_step=5,\n", + " verbose=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "# log SNR results\n", + "log_msg = (\n", + " f\"Eval - Model: {args.model}. \"\n", + " f\"Strategy: {STRATEGY}, \"\n", + " f\"5db Accuracy: {snr_dict[5]:>0.3f}, \"\n", + " f\"20db Accuracy: {snr_dict[20]:>0.3f}, \"\n", + " f\"clean Accuracy: {snr_dict['clean']:>0.3f}\"\n", + ")\n", + "logger.info(log_msg)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [Back to List of Content](#list_of_content)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 8. Filter Visualization \n", + "\n", + "Visualize BPF frequency response in log- and linear- frequency scale." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_filter(model, args):\n", + " if args.model != \"LearnAFE_v2\":\n", + " print(\"Only LearnAFE has learnable analog filter\")\n", + " return\n", + " \n", + " x = torch.linspace(10, 10000, args.n_fft//2+1)\n", + " x_log = torch.logspace(1, 4, args.n_fft//2+1)\n", + "\n", + " C1 = model.bpf.C1.detach().cpu()\n", + " Cr = model.bpf.Cr.detach().cpu()\n", + " Cr = torch.clamp(Cr, 1.0)\n", + " C2 = C1 * Cr\n", + "\n", + " gm1 = model.bpf.gm1.detach().cpu()\n", + " Ir = model.bpf.Ir.detach().cpu()\n", + " Ir = torch.clamp(Ir, 1.7, 3.0)\n", + " gm2 = (Ir - 1) * (gm1 * 0.059) / 0.038\n", + "\n", + " w = x * torch.tensor(2*torch.pi*1j, dtype=torch.complex64)\n", + " w_log = x_log * torch.tensor(2*torch.pi*1j, dtype=torch.complex64)\n", + " a1 = (gm1 / (2*C1)).unsqueeze(1)\n", + " b1 = (gm1 / (2*C2)).unsqueeze(1)\n", + " b0 = (gm1 * gm2 / (4 * C1 * C2)).unsqueeze(1)\n", + "\n", + " h = - a1 * w / (w**2 + b1 * w + b0)\n", + " abs_h = torch.abs(h)\n", + " fb = (abs_h - abs_h.min()) / (abs_h.max() - abs_h.min())\n", + " fb = fb.T\n", + "\n", + " h_log = - a1 * w_log / (w_log**2 + b1 * w_log + b0)\n", + " abs_h_log = torch.abs(h_log)\n", + " fb_log = (abs_h_log - abs_h_log.min()) / (abs_h_log.max() - abs_h_log.min())\n", + " fb_log = fb_log.T\n", + "\n", + " fc = torch.sqrt(b0) / (2 * torch.pi)\n", + " Q = torch.sqrt((gm2 * C2) / (gm1 * C1))\n", + " A = C2 / C1\n", + " print('fc', fc.flatten())\n", + " print('Q', Q, Q.mean())\n", + " print('A', A)\n", + " \n", + " fig, ax = plt.subplots(2, 1, figsize=(10, 8))\n", + " ax[0].semilogx(x_log.numpy(), fb_log.numpy(), linewidth=2)\n", + " ax[0].set_ylabel('Gain', fontsize=14)\n", + " ax[0].set_title('Learned Analog Filter', fontsize=16)\n", + " ax[0].grid(which='both', axis='both')\n", + " ax[1].plot(fb.numpy(), linewidth=2)\n", + " ax[1].set_xlabel('Frequency [Hz]', fontsize=14)\n", + " ax[1].set_ylabel('Gain', fontsize=14)\n", + " ax[1].grid(which='both', axis='both')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Besides plotting frequncy response of 16-channel BPF, the central freqncy `fc`, Q-factor `Q` and normalized gain `A` of each channel are printed." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "fc tensor([ 77.7339, 106.8848, 151.8083, 198.1087, 248.1626, 320.5541,\n", + " 407.1005, 529.1579, 697.9562, 911.7384, 1133.3756, 1462.9143,\n", + " 1895.9562, 2501.1062, 3273.2549, 5274.8975])\n", + "Q tensor([1.7421, 2.8164, 3.7362, 4.0019, 4.2271, 4.2968, 4.3408, 4.4407, 4.4040,\n", + " 4.3946, 4.4097, 4.5060, 4.3485, 4.0904, 3.5501, 3.6434]) tensor(3.9343)\n", + "A tensor([3.0696, 4.6847, 5.6795, 6.0508, 6.6226, 6.7645, 6.9846, 7.1354, 6.9637,\n", + " 6.9047, 7.2345, 7.4340, 7.1851, 6.6502, 5.7244, 4.7319])\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_filter(KWS_classifier, args)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [Back to List of Content](#list_of_content)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 9. SPICE Verification-AC " + ] + }, + { + "cell_type": "code", + "execution_count": 180, + "metadata": {}, + "outputs": [], + "source": [ + "assert args.model == \"LearnAFE_v2\", \"SPICE verification only available for LearnAFE_v2\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Config netlist for 16 channels " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "netlist_dict_AC = {\n", + " 0: (\n", + " \"I_2_1\", \"W_C1_1\", \"L_C1_1\", \"I_1_1\", \"W_C2_1\", \"L_C2_1\",\n", + " \"I_1_1\", 2, \"I_2_1\", 1, \"W_C1_1\", 100, \"L_C1_1\", 100, \"W_C2_1\", 100, \"L_C2_1\", 100,\n", + " \"DSF_BPF_AC1\"\n", + " ),\n", + " 1: (\n", + " \"I_2_2\", \"W_C1_2\", \"L_C1_2\", \"I_1_2\", \"W_C2_2\", \"L_C2_2\",\n", + " \"I_1_2\", 2.6, \"I_2_2\", 1.3, \"W_C1_2\", 100, \"L_C1_2\", 100, \"W_C2_2\", 100, \"L_C2_2\", 100,\n", + " \"DSF_BPF_AC2\"\n", + " ),\n", + " 2: (\n", + " \"I_2_3\", \"W_C1_3\", \"L_C1_3\", \"I_1_3\", \"W_C2_3\", \"L_C2_3\",\n", + " \"I_1_3\", 3.37, \"I_2_3\", 1.69, \"W_C1_3\", 100, \"L_C1_3\", 100, \"W_C2_3\", 100, \"L_C2_3\", 100,\n", + " \"DSF_BPF_AC3\"\n", + " ),\n", + " 3: (\n", + " \"I_2_4\", \"W_C1_4\", \"L_C1_4\", \"I_1_4\", \"W_C2_4\", \"L_C2_4\",\n", + " \"I_1_4\", 4.38, \"I_2_4\", 2.19, \"W_C1_4\", 100, \"L_C1_4\", 100, \"W_C2_4\", 100, \"L_C2_4\", 100,\n", + " \"DSF_BPF_AC4\"\n", + " ),\n", + " 4: (\n", + " \"I_2_5\", \"W_C1_5\", \"L_C1_5\", \"I_1_5\", \"W_C2_5\", \"L_C2_5\",\n", + " \"I_1_5\", 5.68, \"I_2_5\", 2.84, \"W_C1_5\", 100, \"L_C1_5\", 100, \"W_C2_5\", 100, \"L_C2_5\", 100,\n", + " \"DSF_BPF_AC5\"\n", + " ),\n", + " 5: (\n", + " \"I_2_6\", \"W_C1_6\", \"L_C1_6\", \"I_1_6\", \"W_C2_6\", \"L_C2_6\",\n", + " \"I_1_6\", 7.38, \"I_2_6\", 3.69, \"W_C1_6\", 100, \"L_C1_6\", 100, \"W_C2_6\", 100, \"L_C2_6\", 100,\n", + " \"DSF_BPF_AC6\"\n", + " ),\n", + " 6: (\n", + " \"I_2_7\", \"W_C1_7\", \"L_C1_7\", \"I_1_7\", \"W_C2_7\", \"L_C2_7\",\n", + " \"I_1_7\", 9.58, \"I_2_7\", 4.79, \"W_C1_7\", 100, \"L_C1_7\", 100, \"W_C2_7\", 100, \"L_C2_7\", 100,\n", + " \"DSF_BPF_AC7\"\n", + " ),\n", + " 7: (\n", + " \"I_2_8\", \"W_C1_8\", \"L_C1_8\", \"I_1_8\", \"W_C2_8\", \"L_C2_8\",\n", + " \"I_1_8\", 12.45, \"I_2_8\", 6.22, \"W_C1_8\", 100, \"L_C1_8\", 100, \"W_C2_8\", 100, \"L_C2_8\", 100,\n", + " \"DSF_BPF_AC8\"\n", + " ),\n", + " 8: (\n", + " \"I_2_9\", \"W_C1_9\", \"L_C1_9\", \"I_1_9\", \"W_C2_9\", \"L_C2_9\",\n", + " \"I_1_9\", 16.16, \"I_2_9\", 8.08, \"W_C1_9\", 100, \"L_C1_9\", 100, \"W_C2_9\", 100, \"L_C2_9\", 100,\n", + " \"DSF_BPF_AC9\"\n", + " ),\n", + " 9: (\n", + " \"I_2_10\", \"W_C1_10\", \"L_C1_10\", \"I_1_10\", \"W_C2_10\", \"L_C2_10\",\n", + " \"I_1_10\", 20.98, \"I_2_10\", 10.49, \"W_C1_10\", 100, \"L_C1_10\", 100, \"W_C2_10\", 100, \"L_C2_10\", 100,\n", + " \"DSF_BPF_AC10\"\n", + " ),\n", + " 10: (\n", + " \"I_2_11\", \"W_C1_11\", \"L_C1_11\", \"I_1_11\", \"W_C2_11\", \"L_C2_11\",\n", + " \"I_1_11\", 27.23, \"I_2_11\", 13.61, \"W_C1_11\", 100, \"L_C1_11\", 100, \"W_C2_11\", 100, \"L_C2_11\", 100,\n", + " \"DSF_BPF_AC11\"\n", + " ),\n", + " 11: (\n", + " \"I_2_12\", \"W_C1_12\", \"L_C1_12\", \"I_1_12\", \"W_C2_12\", \"L_C2_12\",\n", + " \"I_1_12\", 35.36, \"I_2_12\", 17.68, \"W_C1_12\", 100, \"L_C1_12\", 100, \"W_C2_12\", 100, \"L_C2_12\", 100,\n", + " \"DSF_BPF_AC12\"\n", + " ),\n", + " 12: (\n", + " \"I_2_13\", \"W_C1_13\", \"L_C1_13\", \"I_1_13\", \"W_C2_13\", \"L_C2_13\",\n", + " \"I_1_13\", 45.92, \"I_2_13\", 22.96, \"W_C1_13\", 100, \"L_C1_13\", 100, \"W_C2_13\", 100, \"L_C2_13\", 100,\n", + " \"DSF_BPF_AC13\"\n", + " ),\n", + " 13: (\n", + " \"I_2_14\", \"W_C1_14\", \"L_C1_14\", \"I_1_14\", \"W_C2_14\", \"L_C2_14\",\n", + " \"I_1_14\", 59.64, \"I_2_14\", 29.82, \"W_C1_14\", 100, \"L_C1_14\", 100, \"W_C2_14\", 100, \"L_C2_14\", 100,\n", + " \"DSF_BPF_AC14\"\n", + " ),\n", + " 14: (\n", + " \"I_2_15\", \"W_C1_15\", \"L_C1_15\", \"I_1_15\", \"W_C2_15\", \"L_C2_15\",\n", + " \"I_1_15\", 77.43, \"I_2_15\", 38.72, \"W_C1_15\", 100, \"L_C1_15\", 100, \"W_C2_15\", 100, \"L_C2_15\", 100,\n", + " \"DSF_BPF_AC15\"\n", + " ),\n", + " 15: (\n", + " \"I_2_16\", \"W_C1_16\", \"L_C1_16\", \"I_1_16\", \"W_C2_16\", \"L_C2_16\",\n", + " \"I_1_16\", 100.55, \"I_2_16\", 50.27, \"W_C1_16\", 100, \"L_C1_16\", 100, \"W_C2_16\", 100, \"L_C2_16\", 100,\n", + " \"DSF_BPF_AC16\"\n", + " ),\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Generate `para.spice` with initial and learned AFE parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "def gen_netlist_para(classifier, args, mode):\n", + " afe_config ={}\n", + " path = 'AFE_Config/Design/' + args.afe_design + '.txt'\n", + " with open(path, 'r') as file:\n", + " for line in file:\n", + " name, value = line.strip().split('\\t')\n", + " afe_config[name] = float(value)\n", + " power = torch.arange(0, args.n_filter)\n", + "\n", + " if mode == \"initial\":\n", + " I2 = torch.tensor(afe_config['I2'] / 1000) * torch.tensor(afe_config['scale']).pow(power)\n", + " Ir = torch.tensor(afe_config['I1'] / afe_config['I2'])\n", + " I1 = Ir * I2\n", + " W_C1 = torch.full((args.n_filter, ), afe_config['C1_W'])\n", + " W_C2 = torch.full((args.n_filter, ), afe_config['C2_W'])\n", + " elif mode == \"learned\":\n", + " I2 = classifier.bpf.gm1.detach().cpu().numpy() * 0.059 / 1000\n", + " Ir = torch.clamp(classifier.bpf.Ir, 1.7, 3.0)\n", + " I1 = I2 * Ir.detach().cpu().numpy()\n", + " C1 = classifier.bpf.C1.detach().cpu().numpy()\n", + " Cr = torch.clamp(classifier.bpf.Cr, 1.0)\n", + " C2 = C1 * Cr.detach().cpu().numpy()\n", + " W_C1 = np.sqrt(C1 * 1000 / 2)\n", + " W_C2 = np.sqrt(C2 * 1000 / 2)\n", + "\n", + " return tuple(np.vstack((I1, I2, W_C1, W_C1, W_C2, W_C2)).T.flatten()) " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "init_netlist_para_AC = gen_netlist_para(KWS_classifier, args, \"initial\")\n", + "learned_netlist_para_AC = gen_netlist_para(KWS_classifier, args, \"learned\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run `mdl.DSF_SpiceAC` to get initial filter frequency response `init_fb`" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing AFE_Config/SpiceAC/para.spice\n", + "\n", + "Running simulation on DSF_BPF_ch1 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch2 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch3 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch4 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch5 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch6 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch7 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch8 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch9 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch10 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch11 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch12 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch13 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch14 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch15 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch16 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n" + ] + } + ], + "source": [ + "DSF_Spice = mdl.DSF_SpiceAC(\n", + " n_filter=args.n_filter,\n", + " sample_rate=args.new_sr,\n", + " netlist_dict=netlist_dict_AC,\n", + " netlist_para=init_netlist_para_AC,\n", + " spice_path=\"AFE_Config/SpiceAC\",\n", + ").to(DEVICE)\n", + "\n", + "init_fb = DSF_Spice.fb.detach().cpu().numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing AFE_Config/SpiceAC/para.spice\n", + "\n", + "Running simulation on DSF_BPF_ch1 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch2 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch3 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch4 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch5 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch6 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch7 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch8 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch9 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch10 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch11 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch12 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch13 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch14 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch15 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch16 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 4001\n", + " \n", + "\n" + ] + } + ], + "source": [ + "KWS_Spice = mdl.LAFE_Spice_v1(\n", + " n_filter=args.n_filter,\n", + " sample_rate=args.new_sr,\n", + " netlist_dict=netlist_dict_AC,\n", + " netlist_para=learned_netlist_para_AC,\n", + " spice_path=\"AFE_Config/SpiceAC\",\n", + " config_path=args.afe_design,\n", + " hop_length=args.hop_length,\n", + " overlap=args.overlap,\n", + " max_sample_len=args.max_samples,\n", + " backbone=mdl.DSCNN(args.num_classes),\n", + ").to(DEVICE)\n", + "\n", + "learned_fb = KWS_Spice.bpf.fb.detach().cpu().numpy()" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "metadata": {}, + "outputs": [], + "source": [ + "ImKeys, UeKeys = KWS_Spice.load_state_dict(KWS_classifier.state_dict(), strict=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 205, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Test Testing...\n", + "\n", + "Evaluating....\n", + "Accuracy: 0.9257868065296764\n", + " precision recall f1-score support\n", + "\n", + " 0 0.77 0.93 0.84 418\n", + " 1 0.78 0.88 0.83 399\n", + " 2 0.77 0.94 0.85 424\n", + " 3 0.66 0.92 0.77 405\n", + " 4 0.65 0.88 0.75 400\n", + " 5 0.74 0.93 0.82 445\n", + " 6 0.84 0.94 0.89 394\n", + " 7 0.72 0.97 0.82 406\n", + " 8 0.79 0.95 0.86 408\n", + " 9 0.64 0.95 0.77 408\n", + " 10 0.98 0.82 0.90 6898\n", + " 11 0.97 1.00 0.98 259\n", + "\n", + " accuracy 0.87 11264\n", + " macro avg 0.78 0.93 0.84 11264\n", + "weighted avg 0.89 0.87 0.87 11264\n", + "\n", + "Visualizing...\n", + "Normalized confusion matrix\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "print(\"\\nTest Testing...\")\n", + "\n", + "spice_accuracy, spice_truth, spice_preds = test_model(\n", + " device=DEVICE,\n", + " dataloader=KWS_DataLoader[\"test\"],\n", + " trained_model=KWS_Spice, \n", + " feature_transform=DATA_AUGMENTATION[\"test\"], \n", + " verbose=True,\n", + ")\n", + "cm_spice = confusion_matrix(y_true=spice_truth, y_pred=spice_preds)\n", + "vs.plot_confusion_matrix(cm=cm_spice, normalize=True, classes=CLASSES, title=\"CM for Spice Test\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The accuracy drop is less than 0.5% using SPICE simulation. Here, test_accuracy is obtained in Step. 5 with ideal transfer function; while spice_accuracy is obtained with SPICE simulation on AC response." + ] + }, + { + "cell_type": "code", + "execution_count": 206, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.9257868065296764, 0.9266976727395742)" + ] + }, + "execution_count": 206, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "spice_accuracy, test_accuracy" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot frequency response of filters with SPICE. The top figure is the initialization before training, while the bottom one is after training." + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = torch.linspace(10, 10000, 10001)\n", + "\n", + "fig, ax = plt.subplots(2, 1, figsize=(10, 8))\n", + "ax[0].semilogx(x, init_fb.T, linewidth=2)\n", + "ax[0].set_ylabel('Gain', fontsize=14)\n", + "ax[0].set_title('Analog Filter with Spice', fontsize=16)\n", + "ax[0].grid(which='both', axis='both')\n", + "ax[1].semilogx(x, learned_fb.T, linewidth=2)\n", + "ax[1].set_xlabel('Frequency [Hz]', fontsize=14)\n", + "ax[1].set_ylabel('Gain', fontsize=14)\n", + "ax[1].grid(which='both', axis='both')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [Back to List of Content](#list_of_content)\n", + "\n", + "---" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Step 10. SPICE Verification-Trans " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "assert args.model == \"LearnAFE_v2\", \"SPICE verification only available for LearnAFE_v2\"" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting AFE_Config/SpiceTrans/.spiceinit\n" + ] + } + ], + "source": [ + "%%writefile AFE_Config/SpiceTrans/.spiceinit\n", + "* ngspice initialization for sky130\n", + "set ngbehavior=hsa\n", + "* \"nomodcheck\" speeds up loading time\n", + "set ng_nomodcheck\n", + "set num_threads=8" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "netlist_dict_Trans = {\n", + " 0: (\n", + " \"I_2_1\", \"W_C1_1\", \"L_C1_1\", \"I_1_1\", \"W_C2_1\", \"L_C2_1\",\n", + " \"I_1_1\", 2, \"I_2_1\", 1, \"W_C1_1\", 100, \"L_C1_1\", 100, \"W_C2_1\", 100, \"L_C2_1\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans1\"\n", + " ),\n", + " 1: (\n", + " \"I_2_2\", \"W_C1_2\", \"L_C1_2\", \"I_1_2\", \"W_C2_2\", \"L_C2_2\",\n", + " \"I_1_2\", 2.6, \"I_2_2\", 1.3, \"W_C1_2\", 100, \"L_C1_2\", 100, \"W_C2_2\", 100, \"L_C2_2\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans2\"\n", + " ),\n", + " 2: (\n", + " \"I_2_3\", \"W_C1_3\", \"L_C1_3\", \"I_1_3\", \"W_C2_3\", \"L_C2_3\",\n", + " \"I_1_3\", 3.37, \"I_2_3\", 1.69, \"W_C1_3\", 100, \"L_C1_3\", 100, \"W_C2_3\", 100, \"L_C2_3\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans3\"\n", + " ),\n", + " 3: (\n", + " \"I_2_4\", \"W_C1_4\", \"L_C1_4\", \"I_1_4\", \"W_C2_4\", \"L_C2_4\",\n", + " \"I_1_4\", 4.38, \"I_2_4\", 2.19, \"W_C1_4\", 100, \"L_C1_4\", 100, \"W_C2_4\", 100, \"L_C2_4\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans4\"\n", + " ),\n", + " 4: (\n", + " \"I_2_5\", \"W_C1_5\", \"L_C1_5\", \"I_1_5\", \"W_C2_5\", \"L_C2_5\",\n", + " \"I_1_5\", 5.68, \"I_2_5\", 2.84, \"W_C1_5\", 100, \"L_C1_5\", 100, \"W_C2_5\", 100, \"L_C2_5\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans5\"\n", + " ),\n", + " 5: (\n", + " \"I_2_6\", \"W_C1_6\", \"L_C1_6\", \"I_1_6\", \"W_C2_6\", \"L_C2_6\",\n", + " \"I_1_6\", 7.38, \"I_2_6\", 3.69, \"W_C1_6\", 100, \"L_C1_6\", 100, \"W_C2_6\", 100, \"L_C2_6\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans6\"\n", + " ),\n", + " 6: (\n", + " \"I_2_7\", \"W_C1_7\", \"L_C1_7\", \"I_1_7\", \"W_C2_7\", \"L_C2_7\",\n", + " \"I_1_7\", 9.58, \"I_2_7\", 4.79, \"W_C1_7\", 100, \"L_C1_7\", 100, \"W_C2_7\", 100, \"L_C2_7\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans7\"\n", + " ),\n", + " 7: (\n", + " \"I_2_8\", \"W_C1_8\", \"L_C1_8\", \"I_1_8\", \"W_C2_8\", \"L_C2_8\",\n", + " \"I_1_8\", 12.45, \"I_2_8\", 6.22, \"W_C1_8\", 100, \"L_C1_8\", 100, \"W_C2_8\", 100, \"L_C2_8\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans8\"\n", + " ),\n", + " 8: (\n", + " \"I_2_9\", \"W_C1_9\", \"L_C1_9\", \"I_1_9\", \"W_C2_9\", \"L_C2_9\",\n", + " \"I_1_9\", 16.16, \"I_2_9\", 8.08, \"W_C1_9\", 100, \"L_C1_9\", 100, \"W_C2_9\", 100, \"L_C2_9\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans9\"\n", + " ),\n", + " 9: (\n", + " \"I_2_10\", \"W_C1_10\", \"L_C1_10\", \"I_1_10\", \"W_C2_10\", \"L_C2_10\",\n", + " \"I_1_10\", 20.98, \"I_2_10\", 10.49, \"W_C1_10\", 100, \"L_C1_10\", 100, \"W_C2_10\", 100, \"L_C2_10\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans10\"\n", + " ),\n", + " 10: (\n", + " \"I_2_11\", \"W_C1_11\", \"L_C1_11\", \"I_1_11\", \"W_C2_11\", \"L_C2_11\",\n", + " \"I_1_11\", 27.23, \"I_2_11\", 13.61, \"W_C1_11\", 100, \"L_C1_11\", 100, \"W_C2_11\", 100, \"L_C2_11\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans11\"\n", + " ),\n", + " 11: (\n", + " \"I_2_12\", \"W_C1_12\", \"L_C1_12\", \"I_1_12\", \"W_C2_12\", \"L_C2_12\",\n", + " \"I_1_12\", 35.36, \"I_2_12\", 17.68, \"W_C1_12\", 100, \"L_C1_12\", 100, \"W_C2_12\", 100, \"L_C2_12\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans12\"\n", + " ),\n", + " 12: (\n", + " \"I_2_13\", \"W_C1_13\", \"L_C1_13\", \"I_1_13\", \"W_C2_13\", \"L_C2_13\",\n", + " \"I_1_13\", 45.92, \"I_2_13\", 22.96, \"W_C1_13\", 100, \"L_C1_13\", 100, \"W_C2_13\", 100, \"L_C2_13\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans13\"\n", + " ),\n", + " 13: (\n", + " \"I_2_14\", \"W_C1_14\", \"L_C1_14\", \"I_1_14\", \"W_C2_14\", \"L_C2_14\",\n", + " \"I_1_14\", 59.64, \"I_2_14\", 29.82, \"W_C1_14\", 100, \"L_C1_14\", 100, \"W_C2_14\", 100, \"L_C2_14\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans14\"\n", + " ),\n", + " 14: (\n", + " \"I_2_15\", \"W_C1_15\", \"L_C1_15\", \"I_1_15\", \"W_C2_15\", \"L_C2_15\",\n", + " \"I_1_15\", 77.43, \"I_2_15\", 38.72, \"W_C1_15\", 100, \"L_C1_15\", 100, \"W_C2_15\", 100, \"L_C2_15\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans15\"\n", + " ),\n", + " 15: (\n", + " \"I_2_16\", \"W_C1_16\", \"L_C1_16\", \"I_1_16\", \"W_C2_16\", \"L_C2_16\",\n", + " \"I_1_16\", 100.55, \"I_2_16\", 50.27, \"W_C1_16\", 100, \"L_C1_16\", 100, \"W_C2_16\", 100, \"L_C2_16\", 100,\n", + " \"input_voltage.txt\", \"DSF_BPF_Trans16\"\n", + " ),\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Function `gen_netlist_para` has been pre-defined in Step 8." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "learned_netlist_para_Trans = gen_netlist_para(KWS_classifier, args, \"learned\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Writing AFE_Config/SpiceTrans/para.spice\n", + "\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch1.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch2.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch3.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch4.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch5.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch6.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch7.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch8.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch9.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch10.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch11.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch12.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch13.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch14.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch15.spice\n", + "Writing AFE_Config/SpiceTrans/DSF_BPF_ch16.spice\n" + ] + } + ], + "source": [ + "KWS_SpiceTrans = mdl.LAFE_Spice_v2(\n", + " n_filter=args.n_filter,\n", + " netlist_dict=netlist_dict_Trans,\n", + " netlist_para=learned_netlist_para_Trans,\n", + " spice_path=\"AFE_Config/SpiceTrans\",\n", + " config_path=args.afe_design,\n", + " hop_length=args.hop_length,\n", + " overlap=args.overlap,\n", + " max_sample_len=args.max_samples,\n", + " backbone=mdl.DSCNN(args.num_classes),\n", + ").to(DEVICE)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "ImKeys, UeKeys = KWS_SpiceTrans.load_state_dict(KWS_classifier.state_dict(), strict=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "SPICE simulation on Trans will take very long time. Here, we take two command samples to do verification. First is `one`, second is `eight`." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "import torchaudio\n", + "\n", + "sample_1, sr = torchaudio.load('SpeechCommands/speech_commands_v0.02/one/0a2b400e_nohash_0.wav')\n", + "sample_2, sr = torchaudio.load('SpeechCommands/speech_commands_v0.02/eight/0a2b400e_nohash_0.wav')\n", + "\n", + "test_sample = torch.stack([sample_1, sample_2], dim=0)\n", + "truth_label = ['one', 'eight']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Each waveform in inference mode is passed through SPICE simulation on Trans to generate 16 channels' filtered waveforms. NOTE: It takes very long time for Trans simulation." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running trans simulation for waveform 1\n", + "Running simulation on DSF_BPF_ch1 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.196124\n", + "v20 0.319472\n", + "vss 0\n", + "v11 1.2968\n", + "net4 0.196124\n", + "vdd 1.8\n", + "xc2.a 0.196175\n", + "xc2.b1 0.196175\n", + "von 0.196175\n", + "net1 0.6\n", + "net3 1.2968\n", + "v10 1.0774\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo -5.04847e-05\n", + "vo1 1.01812\n", + "vo2 1.01817\n", + "net2 1.29679\n", + "xc1.a 1.29679\n", + "xc1.b1 1.29679\n", + "net5 1.01812\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.99591e-10\n", + "vi1#branch 1.69442e-10\n", + "vi3#branch 9.81952e-11\n", + "v4#branch 0\n", + "v2#branch 3.60815e-09\n", + "v1#branch -3.60806e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 20008\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch2 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.22579\n", + "v20 0.329745\n", + "vss 0\n", + "v11 1.30785\n", + "net4 0.22579\n", + "vdd 1.8\n", + "xc2.a 0.225683\n", + "xc2.b1 0.225683\n", + "von 0.225683\n", + "net1 0.6\n", + "net3 1.30785\n", + "v10 1.05395\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 0.000106574\n", + "vo1 1.04773\n", + "vo2 1.04763\n", + "net2 1.30784\n", + "xc1.a 1.30784\n", + "xc1.b1 1.30784\n", + "net5 1.04773\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.99315e-10\n", + "vi1#branch 2.84088e-10\n", + "vi3#branch 1.28122e-10\n", + "v4#branch 0\n", + "v2#branch 3.98135e-09\n", + "v1#branch -3.98181e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 20008\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch3 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.249757\n", + "v20 0.339828\n", + "vss 0\n", + "v11 1.31886\n", + "net4 0.249757\n", + "vdd 1.8\n", + "xc2.a 0.249726\n", + "xc2.b1 0.249726\n", + "von 0.249726\n", + "net1 0.6\n", + "net3 1.31886\n", + "v10 1.03073\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 3.10793e-05\n", + "vo1 1.07166\n", + "vo2 1.07163\n", + "net2 1.31885\n", + "xc1.a 1.31885\n", + "xc1.b1 1.31885\n", + "net5 1.07166\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.99088e-10\n", + "vi1#branch 4.60503e-10\n", + "vi3#branch 1.65968e-10\n", + "v4#branch 0\n", + "v2#branch 4.54892e-09\n", + "v1#branch -4.5492e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 20008\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch4 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.262228\n", + "v20 0.350301\n", + "vss 0\n", + "v11 1.33045\n", + "net4 0.262228\n", + "vdd 1.8\n", + "xc2.a 0.262247\n", + "xc2.b1 0.262247\n", + "von 0.262247\n", + "net1 0.6\n", + "net3 1.33045\n", + "v10 1.0152\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo -1.84519e-05\n", + "vo1 1.08411\n", + "vo2 1.08413\n", + "net2 1.33045\n", + "xc1.a 1.33045\n", + "xc1.b1 1.33045\n", + "net5 1.08411\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98971e-10\n", + "vi1#branch 6.2689e-10\n", + "vi3#branch 2.16469e-10\n", + "v4#branch 0\n", + "v2#branch 5.0999e-09\n", + "v1#branch -5.09972e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 20008\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch5 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.272701\n", + "v20 0.360624\n", + "vss 0\n", + "v11 1.34213\n", + "net4 0.272701\n", + "vdd 1.8\n", + "xc2.a 0.272679\n", + "xc2.b1 0.272679\n", + "von 0.272679\n", + "net1 0.6\n", + "net3 1.34213\n", + "v10 1.00105\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 2.18214e-05\n", + "vo1 1.09456\n", + "vo2 1.09454\n", + "net2 1.34213\n", + "xc1.a 1.34213\n", + "xc1.b1 1.34213\n", + "net5 1.09456\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.9887e-10\n", + "vi1#branch 8.23112e-10\n", + "vi3#branch 2.80785e-10\n", + "v4#branch 0\n", + "v2#branch 5.75365e-09\n", + "v1#branch -5.754e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 20008\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch6 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.282947\n", + "v20 0.370976\n", + "vss 0\n", + "v11 1.35412\n", + "net4 0.282947\n", + "vdd 1.8\n", + "xc2.a 0.282899\n", + "xc2.b1 0.282899\n", + "von 0.282899\n", + "net1 0.6\n", + "net3 1.35412\n", + "v10 0.986739\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 4.78491e-05\n", + "vo1 1.10479\n", + "vo2 1.10474\n", + "net2 1.35412\n", + "xc1.a 1.35412\n", + "xc1.b1 1.35412\n", + "net5 1.10479\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98774e-10\n", + "vi1#branch 1.07605e-09\n", + "vi3#branch 3.63899e-10\n", + "v4#branch 0\n", + "v2#branch 6.59673e-09\n", + "v1#branch -6.59764e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 123969\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch7 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.292337\n", + "v20 0.381491\n", + "vss 0\n", + "v11 1.36659\n", + "net4 0.292337\n", + "vdd 1.8\n", + "xc2.a 0.292313\n", + "xc2.b1 0.292313\n", + "von 0.292313\n", + "net1 0.6\n", + "net3 1.36659\n", + "v10 0.972866\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 2.37614e-05\n", + "vo1 1.11417\n", + "vo2 1.11414\n", + "net2 1.36659\n", + "xc1.a 1.36659\n", + "xc1.b1 1.36659\n", + "net5 1.11417\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98682e-10\n", + "vi1#branch 1.38667e-09\n", + "vi3#branch 4.72689e-10\n", + "v4#branch 0\n", + "v2#branch 7.64012e-09\n", + "v1#branch -7.6407e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 140620\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch8 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.303031\n", + "v20 0.392086\n", + "vss 0\n", + "v11 1.37945\n", + "net4 0.303031\n", + "vdd 1.8\n", + "xc2.a 0.303026\n", + "xc2.b1 0.303026\n", + "von 0.303026\n", + "net1 0.6\n", + "net3 1.37945\n", + "v10 0.957446\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 4.13873e-06\n", + "vo1 1.12484\n", + "vo2 1.12484\n", + "net2 1.37945\n", + "xc1.a 1.37945\n", + "xc1.b1 1.37945\n", + "net5 1.12484\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98579e-10\n", + "vi1#branch 1.82763e-09\n", + "vi3#branch 6.14211e-10\n", + "v4#branch 0\n", + "v2#branch 9.10826e-09\n", + "v1#branch -9.10838e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 181618\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch9 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.313193\n", + "v20 0.40272\n", + "vss 0\n", + "v11 1.39265\n", + "net4 0.313193\n", + "vdd 1.8\n", + "xc2.a 0.313179\n", + "xc2.b1 0.313179\n", + "von 0.313179\n", + "net1 0.6\n", + "net3 1.39265\n", + "v10 0.942324\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 1.39084e-05\n", + "vo1 1.13498\n", + "vo2 1.13497\n", + "net2 1.39265\n", + "xc1.a 1.39265\n", + "xc1.b1 1.39265\n", + "net5 1.13498\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98479e-10\n", + "vi1#branch 2.38491e-09\n", + "vi3#branch 7.97273e-10\n", + "v4#branch 0\n", + "v2#branch 1.09672e-08\n", + "v1#branch -1.09678e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 298226\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch10 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.32322\n", + "v20 0.413431\n", + "vss 0\n", + "v11 1.40622\n", + "net4 0.32322\n", + "vdd 1.8\n", + "xc2.a 0.323209\n", + "xc2.b1 0.323209\n", + "von 0.323209\n", + "net1 0.6\n", + "net3 1.40622\n", + "v10 0.927172\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 1.12773e-05\n", + "vo1 1.14499\n", + "vo2 1.14498\n", + "net2 1.40622\n", + "xc1.a 1.40622\n", + "xc1.b1 1.40622\n", + "net5 1.14499\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98382e-10\n", + "vi1#branch 3.10324e-09\n", + "vi3#branch 1.03476e-09\n", + "v4#branch 0\n", + "v2#branch 1.33656e-08\n", + "v1#branch -1.33662e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 410928\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch11 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.331596\n", + "v20 0.424244\n", + "vss 0\n", + "v11 1.42016\n", + "net4 0.331596\n", + "vdd 1.8\n", + "xc2.a 0.331589\n", + "xc2.b1 0.331589\n", + "von 0.331589\n", + "net1 0.6\n", + "net3 1.42016\n", + "v10 0.91357\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 7.01815e-06\n", + "vo1 1.15336\n", + "vo2 1.15335\n", + "net2 1.42016\n", + "xc1.a 1.42016\n", + "xc1.b1 1.42016\n", + "net5 1.15336\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98299e-10\n", + "vi1#branch 3.92281e-09\n", + "vi3#branch 1.34326e-09\n", + "v4#branch 0\n", + "v2#branch 1.61407e-08\n", + "v1#branch -1.61412e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 476731\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch12 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.342149\n", + "v20 0.43512\n", + "vss 0\n", + "v11 1.4344\n", + "net4 0.342149\n", + "vdd 1.8\n", + "xc2.a 0.34214\n", + "xc2.b1 0.34214\n", + "von 0.34214\n", + "net1 0.6\n", + "net3 1.4344\n", + "v10 0.897747\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 8.93648e-06\n", + "vo1 1.16389\n", + "vo2 1.16388\n", + "net2 1.4344\n", + "xc1.a 1.4344\n", + "xc1.b1 1.4344\n", + "net5 1.16389\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98196e-10\n", + "vi1#branch 5.14508e-09\n", + "vi3#branch 1.74316e-09\n", + "v4#branch 0\n", + "v2#branch 2.02178e-08\n", + "v1#branch -2.02185e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 684635\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch13 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.350684\n", + "v20 0.446103\n", + "vss 0\n", + "v11 1.44893\n", + "net4 0.350684\n", + "vdd 1.8\n", + "xc2.a 0.350685\n", + "xc2.b1 0.350685\n", + "von 0.350685\n", + "net1 0.6\n", + "net3 1.44893\n", + "v10 0.883931\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo -1.37828e-06\n", + "vo1 1.17241\n", + "vo2 1.17241\n", + "net2 1.44893\n", + "xc1.a 1.44893\n", + "xc1.b1 1.44893\n", + "net5 1.17241\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98111e-10\n", + "vi1#branch 6.5161e-09\n", + "vi3#branch 2.26242e-09\n", + "v4#branch 0\n", + "v2#branch 2.48646e-08\n", + "v1#branch -2.48645e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 911770\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch14 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.358943\n", + "v20 0.457187\n", + "vss 0\n", + "v11 1.46371\n", + "net4 0.358943\n", + "vdd 1.8\n", + "xc2.a 0.358942\n", + "xc2.b1 0.358942\n", + "von 0.358942\n", + "net1 0.6\n", + "net3 1.46371\n", + "v10 0.870387\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 1.04451e-06\n", + "vo1 1.18065\n", + "vo2 1.18065\n", + "net2 1.46371\n", + "xc1.a 1.46371\n", + "xc1.b1 1.46371\n", + "net5 1.18065\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98027e-10\n", + "vi1#branch 8.21382e-09\n", + "vi3#branch 2.93691e-09\n", + "v4#branch 0\n", + "v2#branch 3.06495e-08\n", + "v1#branch -3.06497e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 950536\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch15 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.363818\n", + "v20 0.468352\n", + "vss 0\n", + "v11 1.47862\n", + "net4 0.363818\n", + "vdd 1.8\n", + "xc2.a 0.363812\n", + "xc2.b1 0.363812\n", + "von 0.363812\n", + "net1 0.6\n", + "net3 1.47862\n", + "v10 0.860025\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 5.52207e-06\n", + "vo1 1.18552\n", + "vo2 1.18551\n", + "net2 1.47862\n", + "xc1.a 1.47862\n", + "xc1.b1 1.47862\n", + "net5 1.18552\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.97979e-10\n", + "vi1#branch 9.80628e-09\n", + "vi3#branch 3.80987e-09\n", + "v4#branch 0\n", + "v2#branch 3.63206e-08\n", + "v1#branch -3.63215e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 1041591\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch16 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.38333\n", + "v20 0.479632\n", + "vss 0\n", + "v11 1.49378\n", + "net4 0.38333\n", + "vdd 1.8\n", + "xc2.a 0.38333\n", + "xc2.b1 0.38333\n", + "von 0.38333\n", + "net1 0.6\n", + "net3 1.49378\n", + "v10 0.83581\n", + "vip 0.6\n", + "vi -9.10742e-07\n", + "vin 0.6\n", + "vo 6.06568e-07\n", + "vo1 1.205\n", + "vo2 1.205\n", + "net2 1.49378\n", + "xc1.a 1.49378\n", + "xc1.b1 1.49378\n", + "net5 1.205\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.97782e-10\n", + "vi1#branch 1.48518e-08\n", + "vi3#branch 4.95212e-09\n", + "v4#branch 0\n", + "v2#branch 5.26369e-08\n", + "v1#branch -5.26371e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 2003970\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running trans simulation for waveform 2\n", + "Running simulation on DSF_BPF_ch1 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.196125\n", + "v20 0.319472\n", + "vss 0\n", + "v11 1.2968\n", + "net4 0.196125\n", + "vdd 1.8\n", + "xc2.a 0.196174\n", + "xc2.b1 0.196174\n", + "von 0.196174\n", + "net1 0.6\n", + "net3 1.2968\n", + "v10 1.0774\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo -4.88171e-05\n", + "vo1 1.01812\n", + "vo2 1.01817\n", + "net2 1.29679\n", + "xc1.a 1.29679\n", + "xc1.b1 1.29679\n", + "net5 1.01812\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.99592e-10\n", + "vi1#branch 1.69441e-10\n", + "vi3#branch 9.81952e-11\n", + "v4#branch 0\n", + "v2#branch 3.60815e-09\n", + "v1#branch -3.60806e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 20008\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch2 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.22579\n", + "v20 0.329745\n", + "vss 0\n", + "v11 1.30785\n", + "net4 0.22579\n", + "vdd 1.8\n", + "xc2.a 0.225683\n", + "xc2.b1 0.225683\n", + "von 0.225683\n", + "net1 0.6\n", + "net3 1.30785\n", + "v10 1.05395\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 0.000106534\n", + "vo1 1.04773\n", + "vo2 1.04763\n", + "net2 1.30784\n", + "xc1.a 1.30784\n", + "xc1.b1 1.30784\n", + "net5 1.04773\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.99316e-10\n", + "vi1#branch 2.84088e-10\n", + "vi3#branch 1.28122e-10\n", + "v4#branch 0\n", + "v2#branch 3.98135e-09\n", + "v1#branch -3.98181e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 20008\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch3 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.249757\n", + "v20 0.339828\n", + "vss 0\n", + "v11 1.31886\n", + "net4 0.249757\n", + "vdd 1.8\n", + "xc2.a 0.249726\n", + "xc2.b1 0.249726\n", + "von 0.249726\n", + "net1 0.6\n", + "net3 1.31886\n", + "v10 1.03073\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 3.10792e-05\n", + "vo1 1.07166\n", + "vo2 1.07163\n", + "net2 1.31885\n", + "xc1.a 1.31885\n", + "xc1.b1 1.31885\n", + "net5 1.07166\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.99088e-10\n", + "vi1#branch 4.60503e-10\n", + "vi3#branch 1.65968e-10\n", + "v4#branch 0\n", + "v2#branch 4.54892e-09\n", + "v1#branch -4.5492e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 20008\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch4 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.262228\n", + "v20 0.350301\n", + "vss 0\n", + "v11 1.33045\n", + "net4 0.262228\n", + "vdd 1.8\n", + "xc2.a 0.262247\n", + "xc2.b1 0.262247\n", + "von 0.262247\n", + "net1 0.6\n", + "net3 1.33045\n", + "v10 1.0152\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo -1.8415e-05\n", + "vo1 1.08411\n", + "vo2 1.08413\n", + "net2 1.33045\n", + "xc1.a 1.33045\n", + "xc1.b1 1.33045\n", + "net5 1.08411\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.9897e-10\n", + "vi1#branch 6.2689e-10\n", + "vi3#branch 2.16469e-10\n", + "v4#branch 0\n", + "v2#branch 5.0999e-09\n", + "v1#branch -5.09972e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 20008\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch5 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.272701\n", + "v20 0.360624\n", + "vss 0\n", + "v11 1.34213\n", + "net4 0.272701\n", + "vdd 1.8\n", + "xc2.a 0.272679\n", + "xc2.b1 0.272679\n", + "von 0.272679\n", + "net1 0.6\n", + "net3 1.34213\n", + "v10 1.00105\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 2.17976e-05\n", + "vo1 1.09456\n", + "vo2 1.09454\n", + "net2 1.34213\n", + "xc1.a 1.34213\n", + "xc1.b1 1.34213\n", + "net5 1.09456\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.9887e-10\n", + "vi1#branch 8.23112e-10\n", + "vi3#branch 2.80785e-10\n", + "v4#branch 0\n", + "v2#branch 5.75365e-09\n", + "v1#branch -5.754e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 20008\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch6 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.282947\n", + "v20 0.370976\n", + "vss 0\n", + "v11 1.35412\n", + "net4 0.282947\n", + "vdd 1.8\n", + "xc2.a 0.282899\n", + "xc2.b1 0.282899\n", + "von 0.282899\n", + "net1 0.6\n", + "net3 1.35412\n", + "v10 0.986739\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 4.7902e-05\n", + "vo1 1.10479\n", + "vo2 1.10474\n", + "net2 1.35412\n", + "xc1.a 1.35412\n", + "xc1.b1 1.35412\n", + "net5 1.10479\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98773e-10\n", + "vi1#branch 1.07605e-09\n", + "vi3#branch 3.63899e-10\n", + "v4#branch 0\n", + "v2#branch 6.59673e-09\n", + "v1#branch -6.59764e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 117988\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch7 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.292337\n", + "v20 0.381491\n", + "vss 0\n", + "v11 1.36659\n", + "net4 0.292337\n", + "vdd 1.8\n", + "xc2.a 0.292313\n", + "xc2.b1 0.292313\n", + "von 0.292313\n", + "net1 0.6\n", + "net3 1.36659\n", + "v10 0.972866\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 2.37721e-05\n", + "vo1 1.11417\n", + "vo2 1.11414\n", + "net2 1.36658\n", + "xc1.a 1.36658\n", + "xc1.b1 1.36658\n", + "net5 1.11417\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98682e-10\n", + "vi1#branch 1.38667e-09\n", + "vi3#branch 4.72688e-10\n", + "v4#branch 0\n", + "v2#branch 7.64012e-09\n", + "v1#branch -7.6407e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 142936\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch8 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.303031\n", + "v20 0.392086\n", + "vss 0\n", + "v11 1.37945\n", + "net4 0.303031\n", + "vdd 1.8\n", + "xc2.a 0.303026\n", + "xc2.b1 0.303026\n", + "von 0.303026\n", + "net1 0.6\n", + "net3 1.37945\n", + "v10 0.957446\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 4.14347e-06\n", + "vo1 1.12484\n", + "vo2 1.12484\n", + "net2 1.37945\n", + "xc1.a 1.37945\n", + "xc1.b1 1.37945\n", + "net5 1.12484\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98579e-10\n", + "vi1#branch 1.82763e-09\n", + "vi3#branch 6.14211e-10\n", + "v4#branch 0\n", + "v2#branch 9.10826e-09\n", + "v1#branch -9.10839e-09\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 204791\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch9 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.313193\n", + "v20 0.40272\n", + "vss 0\n", + "v11 1.39265\n", + "net4 0.313193\n", + "vdd 1.8\n", + "xc2.a 0.313179\n", + "xc2.b1 0.313179\n", + "von 0.313179\n", + "net1 0.6\n", + "net3 1.39265\n", + "v10 0.942324\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 1.38861e-05\n", + "vo1 1.13499\n", + "vo2 1.13497\n", + "net2 1.39265\n", + "xc1.a 1.39265\n", + "xc1.b1 1.39265\n", + "net5 1.13499\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.9848e-10\n", + "vi1#branch 2.38491e-09\n", + "vi3#branch 7.97273e-10\n", + "v4#branch 0\n", + "v2#branch 1.09672e-08\n", + "v1#branch -1.09678e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 320165\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch10 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.32322\n", + "v20 0.413431\n", + "vss 0\n", + "v11 1.40622\n", + "net4 0.32322\n", + "vdd 1.8\n", + "xc2.a 0.323209\n", + "xc2.b1 0.323209\n", + "von 0.323209\n", + "net1 0.6\n", + "net3 1.40622\n", + "v10 0.927172\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 1.13028e-05\n", + "vo1 1.14499\n", + "vo2 1.14498\n", + "net2 1.40622\n", + "xc1.a 1.40622\n", + "xc1.b1 1.40622\n", + "net5 1.14499\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98382e-10\n", + "vi1#branch 3.10324e-09\n", + "vi3#branch 1.03476e-09\n", + "v4#branch 0\n", + "v2#branch 1.33656e-08\n", + "v1#branch -1.33662e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 470333\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch11 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.331596\n", + "v20 0.424244\n", + "vss 0\n", + "v11 1.42016\n", + "net4 0.331596\n", + "vdd 1.8\n", + "xc2.a 0.331589\n", + "xc2.b1 0.331589\n", + "von 0.331589\n", + "net1 0.6\n", + "net3 1.42016\n", + "v10 0.91357\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 6.94875e-06\n", + "vo1 1.15336\n", + "vo2 1.15335\n", + "net2 1.42016\n", + "xc1.a 1.42016\n", + "xc1.b1 1.42016\n", + "net5 1.15336\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.983e-10\n", + "vi1#branch 3.92281e-09\n", + "vi3#branch 1.34326e-09\n", + "v4#branch 0\n", + "v2#branch 1.61407e-08\n", + "v1#branch -1.61412e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 479902\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch12 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.342149\n", + "v20 0.43512\n", + "vss 0\n", + "v11 1.4344\n", + "net4 0.342149\n", + "vdd 1.8\n", + "xc2.a 0.34214\n", + "xc2.b1 0.34214\n", + "von 0.34214\n", + "net1 0.6\n", + "net3 1.4344\n", + "v10 0.897747\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 8.88981e-06\n", + "vo1 1.16389\n", + "vo2 1.16388\n", + "net2 1.4344\n", + "xc1.a 1.4344\n", + "xc1.b1 1.4344\n", + "net5 1.16389\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98195e-10\n", + "vi1#branch 5.14508e-09\n", + "vi3#branch 1.74316e-09\n", + "v4#branch 0\n", + "v2#branch 2.02178e-08\n", + "v1#branch -2.02185e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 697832\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch13 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.350684\n", + "v20 0.446103\n", + "vss 0\n", + "v11 1.44893\n", + "net4 0.350684\n", + "vdd 1.8\n", + "xc2.a 0.350685\n", + "xc2.b1 0.350685\n", + "von 0.350685\n", + "net1 0.6\n", + "net3 1.44893\n", + "v10 0.883931\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo -1.40968e-06\n", + "vo1 1.17241\n", + "vo2 1.17241\n", + "net2 1.44893\n", + "xc1.a 1.44893\n", + "xc1.b1 1.44893\n", + "net5 1.17241\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98111e-10\n", + "vi1#branch 6.5161e-09\n", + "vi3#branch 2.26242e-09\n", + "v4#branch 0\n", + "v2#branch 2.48646e-08\n", + "v1#branch -2.48645e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 915415\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch14 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.358943\n", + "v20 0.457187\n", + "vss 0\n", + "v11 1.46371\n", + "net4 0.358943\n", + "vdd 1.8\n", + "xc2.a 0.358942\n", + "xc2.b1 0.358942\n", + "von 0.358942\n", + "net1 0.6\n", + "net3 1.46371\n", + "v10 0.870387\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 1.14079e-06\n", + "vo1 1.18065\n", + "vo2 1.18065\n", + "net2 1.46371\n", + "xc1.a 1.46371\n", + "xc1.b1 1.46371\n", + "net5 1.18065\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.98028e-10\n", + "vi1#branch 8.21382e-09\n", + "vi3#branch 2.93691e-09\n", + "v4#branch 0\n", + "v2#branch 3.06495e-08\n", + "v1#branch -3.06497e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 958453\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch15 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.363818\n", + "v20 0.468352\n", + "vss 0\n", + "v11 1.47862\n", + "net4 0.363818\n", + "vdd 1.8\n", + "xc2.a 0.363812\n", + "xc2.b1 0.363812\n", + "von 0.363812\n", + "net1 0.6\n", + "net3 1.47862\n", + "v10 0.860025\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 5.5314e-06\n", + "vo1 1.18552\n", + "vo2 1.18551\n", + "net2 1.47862\n", + "xc1.a 1.47862\n", + "xc1.b1 1.47862\n", + "net5 1.18552\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.97979e-10\n", + "vi1#branch 9.80628e-09\n", + "vi3#branch 3.80987e-09\n", + "v4#branch 0\n", + "v2#branch 3.63206e-08\n", + "v1#branch -3.63215e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 1050775\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n", + "Running simulation on DSF_BPF_ch16 netlist\n", + "\n", + "No compatibility mode selected!\n", + "\n", + "\n", + "Circuit: ** sch_path: /afe_config/sch/dsf_bpf.sch\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "No. of Data Rows : 1\n", + "Reducing trtol to 1 for xspice 'A' devices\n", + "Doing analysis at TEMP = 27.000000 and TNOM = 27.000000\n", + "\n", + "\n", + "Initial Transient Solution\n", + "--------------------------\n", + "\n", + "Node Voltage\n", + "---- -------\n", + "vop 0.38333\n", + "v20 0.479632\n", + "vss 0\n", + "v11 1.49378\n", + "net4 0.38333\n", + "vdd 1.8\n", + "xc2.a 0.38333\n", + "xc2.b1 0.38333\n", + "von 0.38333\n", + "net1 0.6\n", + "net3 1.49378\n", + "v10 0.83581\n", + "vip 0.6\n", + "vi 3.08614e-07\n", + "vin 0.6\n", + "vo 6.30697e-07\n", + "vo1 1.205\n", + "vo2 1.205\n", + "net2 1.49378\n", + "xc1.a 1.49378\n", + "xc1.b1 1.49378\n", + "net5 1.205\n", + "v30 0.97402\n", + "e3#branch 0\n", + "e2#branch 0\n", + "e1#branch 0\n", + "vi2#branch 9.97781e-10\n", + "vi1#branch 1.48518e-08\n", + "vi3#branch 4.95212e-09\n", + "v4#branch 0\n", + "v2#branch 5.26369e-08\n", + "v1#branch -5.26371e-08\n", + "ain#branch_0_0 0\n", + "\n", + "\n", + "No. of Data Rows : 1989799\n", + "linearize tstart is set to: 0.000000e+00\n", + "linearize tstop is set to: 1.000000e+00\n", + "linearize tstep is set to: 5.000000e-05\n", + " \n", + "\n" + ] + } + ], + "source": [ + "KWS_SpiceTrans.eval()\n", + "with torch.no_grad():\n", + " test_inp = DATA_AUGMENTATION[\"test\"](test_sample.to(DEVICE))\n", + " outputs, spks = KWS_SpiceTrans(test_inp, spk=True)\n", + " _, preds = torch.max(outputs, 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We compare the truth label and the predicted label of two commands. Both of them are predicted correctly. " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Truth label for waveform 1: one\n", + "Prediction for waveform 1: one\n", + "Truth label for waveform 2: eight\n", + "Prediction for waveform 2: eight\n" + ] + } + ], + "source": [ + "for i in range(preds.shape[0]):\n", + " print('Truth label for waveform %d:' % (i+1), truth_label[i])\n", + " print('Prediction for waveform %d:' % (i+1), ds.idx2label(int(preds[i]), CLASSES))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Spike-count spectrogram after AFE." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ytick, xtick = spks.shape[2:]\n", + "\n", + "plt.figure(figsize=(7, 4))\n", + "plt.imshow(spks[0,0].cpu().numpy(), aspect='auto', origin='lower')\n", + "plt.xlabel('Time Steps', fontsize=12, weight='bold')\n", + "plt.ylabel('Filter Banks', fontsize=12, weight='bold')\n", + "plt.title('Spectrogram of One', fontsize=16, weight='bold')\n", + "plt.xticks(range(0, xtick, 5), range(1, xtick+1, 5), fontsize=12, weight='bold')\n", + "plt.yticks(range(ytick), range(1, ytick+1), fontsize=12, weight='bold')\n", + "cbar = plt.colorbar()\n", + "cbar.ax.tick_params(labelsize=12)\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(7, 4))\n", + "plt.imshow(spks[1,0].cpu().numpy(), aspect='auto', origin='lower')\n", + "plt.xlabel('Time Steps', fontsize=12, weight='bold')\n", + "plt.ylabel('Filter Banks', fontsize=12, weight='bold')\n", + "plt.title('Spectrogram of Eight', fontsize=16, weight='bold')\n", + "plt.xticks(range(0, xtick, 5), range(1, xtick+1, 5), fontsize=12, weight='bold')\n", + "plt.yticks(range(ytick), range(1, ytick+1), fontsize=12, weight='bold')\n", + "cbar = plt.colorbar()\n", + "cbar.ax.tick_params(labelsize=12)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### [Back to List of Content](#list_of_content)\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Results and Discussion\n", + "\n", + "This is the first reported learnable analog front-end with circuit-algorithm co-design for audio acquisition and this work has been accepted into publication in DAC 2024 [[9]](#ref9) . However, this notebook include several modifications beyond [[9]](#ref9):\n", + "- Use of filterbank's current (I) ratio instead of using $g_m$ directly for better reconfigurability as the current outside the chip can be changed and not the $g_m$\n", + "- Setting $\\lambda_{I} \\neq \\lambda_{C}$ to enable better appreciation for the tunability for either power or area\n", + "- Use of hyperparameter tuning to obtain hyperparameters" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following table shows the comparison between fixed and learnable AFE on hardware resource utilization and KWS accuracy. For a fixed AFE, $\\phi_I$, $\\phi_C$, and $Q$ are same across 16 channels, while learnable AFE shows nonuniform gains and Q-factor across the 16 channels. Through circuit-algorithm co-design, The presented architecture achieves notable reductions of 8.7% and 12.9% in DSF-BPF power and area consumption, respectively, while maintaining outstanding classification accuracy ranging from 89.4% to 92.4% under 5 dB to 20 dB SNR. \n", + "\n", + "\\begin{array}{|c|c|c|}\n", + "\\hline\n", + " & Fixed \\ AFE & Learnable \\ AFE\\\\\n", + "\\hline\n", + "\\phi_I & 3.0 & 1.7 - 2.8 \\\\\n", + "\\hline\n", + "\\phi_C & 7.36 & 3.0 - 7.3\\\\\n", + "\\hline\n", + "Q & 4.78 & 1.7 - 4.5 \\\\\n", + "\\hline\n", + "Power \\ (nW) & 96.4 & 88.0 \\\\\n", + "\\hline\n", + "Capacitor \\ Area \\ (mm^2) & 0.0653 & 0.0569 \\\\\n", + "\\hline\n", + "Learning \\ Method & Freeze \\ AFE + Train \\ DSCNN & Train \\ AFE \\ \\& \\ DSCNN\\\\\n", + "\\hline\n", + "Accuracy \\ @ \\ 5 \\ dB \\ SNR & 82.7 & 89.4 \\\\\n", + "\\hline\n", + "Accuracy \\ @ \\ 20 \\ dB \\ SNR & 89.1 & 92.4 \\\\\n", + "\\hline\n", + "\\end{array}\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "In conclusion, a learnable audio AFE with a DSCNN optimizes DSF-BPF for always-on KWS is presented." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The incorporation of adaptive scaling strategies, a comprehensive equivalent circuit analysis, and a novel co-design optimization criterion function showcases a holistic framework for achieving superior KWS performance and efficient hardware resource utilization. This work bridges analog circuit design and machine learning, presenting a compelling solution for energy-efficient, compact, and accurate always-on KWS systems in mobile and IoT devices. This approach highlights the significance of our BPF in enhancing system performance through fine-tuned parameter optimization, ensuring our LearnAFE project achieves exceptional classification accuracy with minimal power and area consumption.\n", + "\n", + "
" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## References\n", + "\n", + "[1] J. S. P. Giraldo et al., “18μW SoC for near-microphone keyword spotting and speaker verification,” in Proc. IEEE Symp. VLSI Circuits, Jun. 2019, pp. C52-C53.\n", + "\n", + "[2] S.Ray and P. R. Kinget, “A 31-Feature, 80nW, 0.53mm2 audio analog feature extractor based on time-mode analog filterbank interpolation and time-mode analog rectification,” in Proc. IEEE Symp. VLSI Circuits, Jun. 2022, pp. 184-185.\n", + "\n", + "[3] N. Zeghidour et al., “LEAF: A learnable frontend for audio classification,” in Int. Conf. Learn. Represent. (ICLR), 2020.\n", + "\n", + "[4] I. López-Espejo, et al., \"Filterbank Learning for Noise-Robust Small-Footprint Keyword Spotting,\" in Proc. IEEE Int. Conf. Acoust. Speech, Signal Process. (ICASSP), Jun. 2023, pp. 1-5.\n", + "\n", + "[5] SkyWater SKY130 PDK. available online at https://github.com/google/skywater-pdk.\n", + "\n", + "[6] Ngspice Circuit Simulator, avalable online at: http://www.ngspice.org.\n", + "\n", + "[7] Bakshy E, et al., \"AE: A domain-agnostic platform for adaptive experimentation,\" in Proc. Conf. Neural Inf. Process. Syst. (NeuraIPS), Dec. 2018, pp. 1-8.\n", + "\n", + "[8] Kegl B., \"A systematic study comparing hyperparameter optimization engines on tabular data,\" in arXiv preprint, Nov. 2023.\n", + "\n", + "[9] J. Hu, Z. Zhang, C. S. Leow, W. L. Goh, and Y. Gao, “Late Breaking Results: Circuit-Algorithm Co-design for Learnable Audio Analog Front-End,” in 61st ACM/IEEE Design Automation Conf. (DAC), accepted, 2024." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "base", + "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": "3.12.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/VLSI24/submitted_notebooks/LearnAFE/README.md b/VLSI24/submitted_notebooks/LearnAFE/README.md new file mode 100644 index 0000000..b20501b --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/README.md @@ -0,0 +1,126 @@ +# LearnAFE: A Learnable Analog Front-End for Keyword Spotting +This repository contains code for keyword spotting with learnable analog front-end. + + +## Table of Content +1. [Structure](#structure) +2. [Getting Started](#getting-started) +3. [Customization](#customization) +4. [Architecture](#architecture) +5. [Results](#results) +6. [License](#license) +7. [Acknowledgement](#acknowledgement) + + +## Structure +While it is possible to have a stand-alone notebook, we have decided to split up the code into modules to improve readability and documentation. The following outline the directory structure. +``` +./LearnAFE_KWS/ +| +├───AFE_Config +│ ├───Design +│ ├───SpiceAC +│ └───SpiceTrans +├───ckpts +├───Figures +├───logs +├───SpeechCommands +│ └───speech_commands_v0.02 +├───src +│ ├───data +│ ├───models +│ ├───utils +│ ├───train.py +│ └───test.py +├───.gitignore +├───environment.yaml +├───README.md +└───LearnAFE_KWS.ipynb +``` + + +## Getting Started + +### Environment Setup +``` +./home/ +| +├───EDA_Tools +│ ├───magic +│ └───open_pdks +└───LearnAFE_KWS +``` +Suggest to setup following environment under `EDA_Tools` +``` +%%install ngspice and other possible configuration files +cd /home/EDA_Tools +sudo pip3 install flake8 +sudo pip3 install setuptools-scm +sudo apt update +sudo apt install build-essential tcl8.6 tcl8.6-dev tk8.6 tk8.6-dev libx11-dev libcairo2-dev libxpm-dev +sudo apt update +sudo apt install flex +sudo apt install bison +sudo apt install libcairo2-dev libjpeg-dev +sudo apt install ngspice +sudo apt install gwave +sudo apt-get install xterm +sudo apt-get install vim-gtk +sudo apt-get install build-essential tcl-dev tk-dev libcairo2-dev libncurses-dev libx11-dev +git clone https://github.com/RTimothyEdwards/magic.git +cd magic +./configure +make +sudo make install +``` +Open PDK Installation +``` +%%download and install open pdk +cd /home/EDA_Tools +git clone https://github.com/RTimothyEdwards/open_pdks +cd open_pdks +./configure --enable-sky130-pdk --enable-sram-sky130 +make +sudo make install +make veryclean +``` + +%% Python Setup +The `environment.yml` can be used as a reference for the packages required. Before running the notebook, ensure that the circuit-design tools and the required packages have been installed successfully. Additionally, create a textfile in SpeechCommands -> speech_commands_v0.02 -> noise_list.txt with the following content. This is used to add background noise to the data for a more robust result. +``` +%% noise_list.txt +_background_noise_/doing_the_dishes.wav +_background_noise_/dude_miaowing.wav +_background_noise_/exercise_bike.wav +_background_noise_/pink_noise.wav +_background_noise_/running_tap.wav +_background_noise_/white_noise.wav +``` + + +## Customization +- Code-a-Chip + | Data Augmentation | Filter Version | SR | Hop length | Overlap | Max samples | Model | Freeze | + |----------------------|----------------|-----|------------|---------|-------------|----------------|--------| + | Resample + Noise | DSF16 | 20k | 640 | False | 30 | LearnAFE_v2 | False | + + +## Architecture +- Learnable filter-bank on time domain + + Waveform --> `START TRAIN` --> { Time domain filter } --> Filtered waveform --> { Spiking + Framing } --> Feature Map --> { DSCNN } --> Classification Result + + +## Results +| Data Augmentation | Model | AFE Config | Freeze | SR | Hop_len | Overlap | Train Acc | Valid Acc | Test Acc | 20dB | 5dB | +|-------------------|---------------|----------------|--------|------|---------|---------|-----------|-----------|----------|------|------| +| Resample + Noise | LearnAFE_v2 | Design/DSF16 | True | 20k | 640 | False | 94.0 | 91.3 | 90.2 | 89.1 | 82.7 | +| Resample + Noise | LearnAFE_v2 | Design/DSF16 | False | 20k | 640 | False | 95.6 | 93.8 | 92.7 | 92.4 | 89.4 | + + +## License +This project is licensed under the MIT License. See LICENSE for more details. + + +## Acknowledgement +This work was supported by the Agency for Science, Technology and Research (A*STAR), Singapore under the Nanosystems at the Edge programme, grant No. A18A1b0055. We thank Professor Zhengya Zhang for his insightful comments to strengthen this work. diff --git a/VLSI24/submitted_notebooks/LearnAFE/SpeechCommands/README.md b/VLSI24/submitted_notebooks/LearnAFE/SpeechCommands/README.md new file mode 100644 index 0000000..832c088 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/SpeechCommands/README.md @@ -0,0 +1,12 @@ +# Directory to place Speech Commands Dataset + +A noise list file is added under `SpeechCommands/speech_commands_v0.02` +``` +%% noise_list.txt +_background_noise_/doing_the_dishes.wav +_background_noise_/dude_miaowing.wav +_background_noise_/exercise_bike.wav +_background_noise_/pink_noise.wav +_background_noise_/running_tap.wav +_background_noise_/white_noise.wav +``` \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/ckpts/README.md b/VLSI24/submitted_notebooks/LearnAFE/ckpts/README.md new file mode 100644 index 0000000..f12f1ea --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/ckpts/README.md @@ -0,0 +1 @@ +# Directory to place temporary models/checkpoints \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/environment.yml b/VLSI24/submitted_notebooks/LearnAFE/environment.yml new file mode 100644 index 0000000..5d1246e --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/environment.yml @@ -0,0 +1,181 @@ +name: /home/LearnAFE_KWS/.conda +channels: + - conda-forge + - defaults +dependencies: + - _libgcc_mutex=0.1 + - _openmp_mutex=4.5 + - asttokens=2.4.1 + - blas=1.0 + - brotli=1.0.9 + - brotli-bin=1.0.9 + - bzip2=1.0.8 + - ca-certificates=2024.3.11 + - comm=0.2.2 + - contourpy=1.2.0 + - cycler=0.11.0 + - cyrus-sasl=2.1.28 + - dbus=1.13.18 + - debugpy=1.6.7 + - decorator=5.1.1 + - exceptiongroup=1.2.0 + - executing=2.0.1 + - expat=2.5.0 + - fontconfig=2.14.1 + - fonttools=4.25.0 + - freetype=2.12.1 + - glib=2.78.4 + - glib-tools=2.78.4 + - gst-plugins-base=1.14.1 + - gstreamer=1.14.1 + - icu=73.1 + - importlib-metadata=7.1.0 + - importlib_metadata=7.1.0 + - ipykernel=6.29.3 + - ipython=8.22.2 + - jedi=0.19.1 + - jpeg=9e + - jupyter_client=8.6.1 + - jupyter_core=5.7.2 + - kiwisolver=1.4.4 + - krb5=1.20.1 + - lcms2=2.12 + - ld_impl_linux-64=2.38 + - lerc=3.0 + - libbrotlicommon=1.0.9 + - libbrotlidec=1.0.9 + - libbrotlienc=1.0.9 + - libclang=14.0.6 + - libclang13=14.0.6 + - libcups=2.4.2 + - libdeflate=1.17 + - libedit=3.1.20230828 + - libffi=3.4.4 + - libgcc-ng=13.2.0 + - libgfortran-ng=11.2.0 + - libgfortran5=11.2.0 + - libglib=2.78.4 + - libgomp=13.2.0 + - libiconv=1.16 + - libllvm14=14.0.6 + - libopenblas=0.3.21 + - libpng=1.6.39 + - libpq=12.17 + - libsodium=1.0.18 + - libstdcxx-ng=11.2.0 + - libtiff=4.5.1 + - libuuid=1.41.5 + - libwebp-base=1.3.2 + - libxcb=1.15 + - libxkbcommon=1.0.1 + - libxml2=2.10.4 + - lz4-c=1.9.4 + - matplotlib=3.8.0 + - matplotlib-base=3.8.0 + - matplotlib-inline=0.1.6 + - munkres=1.1.4 + - mysql=5.7.24 + - ncurses=6.4 + - nest-asyncio=1.6.0 + - numpy=1.26.4 + - numpy-base=1.26.4 + - openjpeg=2.4.0 + - openssl=3.2.1 + - packaging=24.0 + - parso=0.8.3 + - pcre2=10.42 + - pexpect=4.9.0 + - pickleshare=0.7.5 + - pillow=10.2.0 + - pip=23.3.1 + - platformdirs=4.2.0 + - ply=3.11 + - prompt-toolkit=3.0.42 + - psutil=5.9.8 + - ptyprocess=0.7.0 + - pure_eval=0.2.2 + - pygments=2.17.2 + - pyparsing=3.0.9 + - pyqt=5.15.10 + - pyqt5-sip=12.13.0 + - python=3.11.8 + - python-dateutil=2.9.0 + - python_abi=3.11 + - pyzmq=25.1.2 + - qt-main=5.15.2 + - readline=8.2 + - setuptools=68.2.2 + - sip=6.7.12 + - six=1.16.0 + - sqlite=3.41.2 + - stack_data=0.6.2 + - tk=8.6.12 + - tornado=6.4 + - traitlets=5.14.2 + - typing_extensions=4.10.0 + - wcwidth=0.2.13 + - wheel=0.41.2 + - xz=5.4.6 + - zeromq=4.3.5 + - zipp=3.17.0 + - zlib=1.2.13 + - zstd=1.5.5 + - pip: + - ax-platform==0.3.7 + - botorch==0.10.0 + - cffi==1.16.0 + - cmake==3.29.0.1 + - filelock==3.13.3 + - fsspec==2024.3.1 + - gpytorch==1.11 + - ipywidgets==8.1.2 + - jaxtyping==0.2.28 + - jinja2==3.1.3 + - joblib==1.3.2 + - jupyterlab-widgets==3.0.10 + - linear-operator==0.5.1 + - lit==18.1.2 + - markupsafe==2.1.5 + - mpmath==1.3.0 + - multipledispatch==1.0.0 + - mypy-extensions==1.0.0 + - networkx==3.2.1 + - nvidia-cublas-cu12==12.1.3.1 + - nvidia-cuda-cupti-cu12==12.1.105 + - nvidia-cuda-nvrtc-cu12==12.1.105 + - nvidia-cuda-runtime-cu12==12.1.105 + - nvidia-cudnn-cu12==8.9.2.26 + - nvidia-cufft-cu12==11.0.2.54 + - nvidia-curand-cu12==10.3.2.106 + - nvidia-cusolver-cu12==11.4.5.107 + - nvidia-cusparse-cu12==12.1.0.106 + - nvidia-nccl-cu12==2.19.3 + - nvidia-nvjitlink-cu12==12.4.99 + - nvidia-nvtx-cu12==12.1.105 + - opt-einsum==3.3.0 + - pandas==2.2.1 + - plotly==5.20.0 + - pycparser==2.21 + - pyre-extensions==0.0.30 + - pyro-api==0.1.2 + - pyro-ppl==1.9.0 + - pysoundfile==0.9.0.post1 + - pytz==2024.1 + - scikit-learn==1.4.1.post1 + - scipy==1.12.0 + - soundfile==0.12.1 + - sympy==1.12 + - tabulate==0.9.0 + - tenacity==8.2.3 + - threadpoolctl==3.4.0 + - torch==2.2.1 + - torchaudio==2.2.1 + - torchinfo==1.8.0 + - torchvision==0.17.1 + - tqdm==4.66.2 + - triton==2.2.0 + - typeguard==2.13.3 + - typing-inspect==0.9.0 + - tzdata==2024.1 + - widgetsnbextension==4.0.10 +prefix: /home/LearnAFE_KWS/.conda diff --git a/VLSI24/submitted_notebooks/LearnAFE/logs/README.md b/VLSI24/submitted_notebooks/LearnAFE/logs/README.md new file mode 100644 index 0000000..236d45f --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/logs/README.md @@ -0,0 +1 @@ +# Directory to place training logs \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/data/__init__.py b/VLSI24/submitted_notebooks/LearnAFE/src/data/__init__.py new file mode 100644 index 0000000..5ab89bd --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/data/__init__.py @@ -0,0 +1,2 @@ +from .dataset import * +from .dataloader import * \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/data/dataloader.py b/VLSI24/submitted_notebooks/LearnAFE/src/data/dataloader.py new file mode 100644 index 0000000..b1455ce --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/data/dataloader.py @@ -0,0 +1,125 @@ +import torch + +from torch.nn.utils.rnn import pad_sequence +from torch.utils.data import DataLoader, sampler + + +def padding_sequence(batch): + """ Make all tensor in a batch the same length by padding with zeros + Args: + batch: tuple of tensors + Returns: + Padded tensors and tensor of lengths + """ + batch = [item.t() for item in batch] + batch = pad_sequence(batch, batch_first=True, padding_value=0.) + return batch.permute(0, 2, 1) + + +def custom_collate(batch): + """ + + """ + tensors, targets = [], [] + + for audio, label in batch: + tensors += [audio] + targets += [label] + + tensors = padding_sequence(tensors) + targets = torch.stack(targets) + + return tensors, targets + + +def genSampler(subDataset): + y = torch.stack([subDataset[i][1] for i in range(len(subDataset))]) + class_sample_count = torch.unique(y, return_counts=True)[1] + # print("Class Sample Count:", class_sample_count) + weight = 1. / class_sample_count + # print("Class Weight:", weight) + samples_weight = weight[y] + + balance_sampler = sampler.WeightedRandomSampler( + samples_weight, len(samples_weight) + ) + return balance_sampler, weight + + +def genDataLoader( + dataset, + batch_size, + collate_fn=custom_collate, + sampler="balanced", + num_workers=0, + pin_memory=False, +): + print("\nGetting Data... \n") + trainDataset = dataset["train"] + validDataset = dataset["val"] + testDataset = dataset["test"] + + print("Batch Size:", batch_size) + print( + "\nTrain Len =", len(trainDataset), + ", Validation Len =", len(validDataset), + ", Test Len =", len(testDataset) + ) + + # Create train dataloader + if sampler == "balanced": + print("\nBalanced sampler is used for trainloader.") + train_sampler,_ = genSampler(trainDataset) + trainloader = DataLoader( + trainDataset, + batch_size=batch_size, + shuffle=False, + sampler=train_sampler, + collate_fn=collate_fn, + num_workers=num_workers, + drop_last=True, + pin_memory=pin_memory, + ) + else: + print("\nBalanced sampler is not used for trainloader.") + trainloader = DataLoader( + trainDataset, + batch_size=batch_size, + shuffle=True, + collate_fn=collate_fn, + num_workers=num_workers, + drop_last=True, + pin_memory=pin_memory, + ) + + # Create validation and test dataloaders + print("Shuffle is False for validloader.") + validloader = DataLoader( + validDataset, + batch_size=batch_size, + shuffle=False, + collate_fn=collate_fn, + num_workers=num_workers, + drop_last=True, + pin_memory=pin_memory, + ) + + print("Shuffle is False for testloader.") + testloader = DataLoader( + testDataset, + batch_size=batch_size, + shuffle=False, + collate_fn=collate_fn, + num_workers=num_workers, + drop_last=True, + pin_memory=pin_memory, + ) + + print("") + print( + "Train Size Batched =", len(trainloader), + ", Validation Size Batched =", len(validloader), + ", Test Size Batched =", len(testloader), + ) + + return {"train": trainloader, "val": validloader, "test": testloader} diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/data/dataset.py b/VLSI24/submitted_notebooks/LearnAFE/src/data/dataset.py new file mode 100644 index 0000000..6d85680 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/data/dataset.py @@ -0,0 +1,210 @@ +import torch +import random +import torchaudio +import torch.nn.functional as F + +from tabulate import tabulate +from os.path import join, normpath +from torchaudio.datasets import SPEECHCOMMANDS +from torch.utils.data import Dataset, ConcatDataset + + +def label2idx(word, dict): + """ Get key from dict + Args: + word: label + dict: dictionary + Returns: + key: index of the label + """ + for key, value in dict.items(): + if word == value: + return torch.tensor(key) + return ValueError(f"Label '{word}' not found in CLASSES.") + + +def idx2label(index, dict): + """ Get label from dict + Args: + index: index of the label + dict: dictionary + Returns: + word: label + """ + if index in dict: + return dict[index] + else: + raise ValueError(f"Index '{index}' not found in CLASSES.") + + +def load_list(filename, root_path): + """ + + """ + filepath = join(root_path, filename) + with open(filepath) as fileobj: + return [normpath(join(root_path, line.strip())) for line in fileobj] + + +def clip_noise(noise_list, noise_samples, clip_len): + """ + + """ + noises = [] + for i in range(len(noise_list)): + noise, _ = torchaudio.load(noise_list[i]) + noise_len = noise.shape[1] + + for j in range(noise_samples): + offset = random.randint(0, noise_len - clip_len) + noises.append(noise[:, offset : offset + clip_len]) + + return noises + + +class NoiseDataset(Dataset): + """ + + """ + def __init__( + self, + root_path, + classes, + noise_samples, + clip_len, + ): + noise_list = load_list("noise_list.txt", root_path) + self.noise_set = clip_noise(noise_list, noise_samples, clip_len) + self.classes = classes + + def __len__(self): + return len(self.noise_set) + + def __getitem__(self, index): + data = self.noise_set[index] + label = "silence" + return data, label2idx(label, self.classes) + + +class CommandSubset(SPEECHCOMMANDS): + """ + + """ + def __init__(self, subset: str = None, root_path: str = None): + super().__init__("./", download=True) + + if root_path != self._path: + raise ValueError("root_path is not correct!") + + if subset == "validation": + self._walker = load_list("validation_list.txt", self._path) + elif subset == "testing": + self._walker = load_list("testing_list.txt", self._path) + elif subset == "training": + excludes = load_list("validation_list.txt", self._path) + load_list("testing_list.txt", self._path) + excludes = set(excludes) + self._walker = [w for w in self._walker if w not in excludes] + + +class CommandDataset(Dataset): + """ + + """ + def __init__( + self, + subset, + root_path, + keywords, + classes, + pad_len, + ): + assert subset in ["training", "testing", "validation"], "INVALID SUBSET NAME" + self.sub_set = CommandSubset(subset, root_path) + self.keywords = keywords + self.classes = classes + self.pad_len = (pad_len, pad_len) + + def __len__(self): + return len(self.sub_set) + + def __getitem__(self, index): + data = self.sub_set[index][0] + pad_data = F.pad(data, self.pad_len, mode="constant", value=0) + if self.sub_set[index][2] not in self.keywords: + label = "unknown" + else: + label = self.sub_set[index][2] + return pad_data, label2idx(label, self.classes) + + +def genDatasets( + root_path, + keywords, + classes, + command_len, + pad_len, + silence_samples=600, + silence_split=0.1, + verbose=False, +): + """ + + """ + command_train = CommandDataset( + subset="training", + root_path=root_path, + keywords=keywords, + classes=classes, + pad_len=pad_len, + ) + command_val = CommandDataset( + subset="validation", + root_path=root_path, + keywords=keywords, + classes=classes, + pad_len=0, + ) + command_test = CommandDataset( + subset="testing", + root_path=root_path, + keywords=keywords, + classes=classes, + pad_len=0, + ) + + # create silence dataset + val_test_len = int(silence_samples*silence_split) + train_len = silence_samples - val_test_len*2 + + silence_train = NoiseDataset( + root_path=root_path, + classes=classes, + noise_samples=train_len, + clip_len=command_len + pad_len*2, + ) + silence_val = NoiseDataset( + root_path=root_path, + classes=classes, + noise_samples=val_test_len, + clip_len=command_len, + ) + silence_test = NoiseDataset( + root_path=root_path, + classes=classes, + noise_samples=val_test_len, + clip_len=command_len, + ) + + if verbose == True: + table = [ + ["", "train", "val", "test"], + ["command", len(command_train), len(command_val), len(command_test)], + ["silence", len(silence_train), len(silence_val), len(silence_test)], + ] + print(tabulate(table, headers="firstrow", tablefmt="github")) + + return { + "train": ConcatDataset([command_train, silence_train]), + "val": ConcatDataset([command_val, silence_val]), + "test": ConcatDataset([command_test, silence_test]) + } diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/models/__init__.py b/VLSI24/submitted_notebooks/LearnAFE/src/models/__init__.py new file mode 100644 index 0000000..d5b724e --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/models/__init__.py @@ -0,0 +1,5 @@ +from .afe_model import * +from .bpf_model import * +from .cnn_model import * +from .spk_model import * +from .spice_model import * \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/models/afe_model.py b/VLSI24/submitted_notebooks/LearnAFE/src/models/afe_model.py new file mode 100644 index 0000000..c2de858 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/models/afe_model.py @@ -0,0 +1,53 @@ +import torch.nn as nn +import torchvision.transforms as vtransforms + +import src.models as mdl + + +class LearnAFE_v2(nn.Module): + def __init__( + self, + n_filter, + sample_rate, + config_path, + hop_length, + overlap, + freeze, + max_sample_len, + backbone, + ): + super(LearnAFE_v2, self).__init__() + self.n_filter = n_filter + self.sample_rate = sample_rate + self.config_path = config_path + self.hop_length = hop_length + self.overlap = overlap + self.freeze = freeze + self.max_sample_len = max_sample_len + self.backbone = backbone + + self.bpf = mdl.DSF_Filtering( + n_filter = self.n_filter, + sample_rate = self.sample_rate, + config_path = self.config_path, + freeze = self.freeze, + ) + self.spk = mdl.IAF_Spec( + n_neuron = self.n_filter, + hop_length = self.hop_length, + config_path = self.config_path, + overlap = self.overlap, + freeze = self.freeze, + ) + self.crop = vtransforms.RandomCrop( + size=(self.n_filter, self.max_sample_len), + pad_if_needed=True, + padding=0, + ) + + def forward(self, waveform): + out = self.bpf(waveform) + out = self.spk(out) + out = self.crop(out) + out = self.backbone(out) + return out \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/models/bpf_model.py b/VLSI24/submitted_notebooks/LearnAFE/src/models/bpf_model.py new file mode 100644 index 0000000..0a70fcd --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/models/bpf_model.py @@ -0,0 +1,61 @@ +import torch +import torch.nn as nn + + +class DSF_Filtering(nn.Module): + def __init__( + self, + n_filter, + sample_rate, + config_path, + f_min=0, + f_max=None, + freeze=False, + ): + super(DSF_Filtering, self).__init__() + self.n_filter = n_filter + self.config_path = config_path + self.f_min = f_min + self.f_max = f_max if f_max else sample_rate // 2 + self.freeze = freeze + + afe_config = {} + path = 'AFE_Config/Design/' + self.config_path + '.txt' + with open(path, 'r') as file: + for line in file: + name, value = line.strip().split('\t') + afe_config[name] = float(value) + gm1 = torch.tensor(afe_config['I2']) / 0.059 + Ir = torch.tensor(afe_config['I1'] / afe_config['I2']) + + power = torch.arange(0, self.n_filter) + gm1 = gm1 * torch.tensor(afe_config['scale']).pow(power) + self.register_buffer('gm1', gm1) + self.Ir = nn.Parameter(torch.full((self.n_filter, ), Ir), requires_grad=not self.freeze) + + C1 = torch.tensor(afe_config['C1_W']**2 * 2e-3 + afe_config['C1_W'] * 0.76e-3) + self.register_buffer('C1', torch.full((self.n_filter, ), C1)) + C2 = torch.tensor(afe_config['C2_W']**2 * 2e-3 + afe_config['C2_W'] * 0.76e-3) + self.Cr = nn.Parameter(torch.full((self.n_filter, ), C2/C1), requires_grad=not self.freeze) + + def forward(self, waveform): + n_freqs = waveform.shape[-1] // 2 + 1 + f = torch.linspace(self.f_min, self.f_max, n_freqs) + w = f * torch.tensor(2*torch.pi*1j, dtype=torch.complex64) + self.w = w.to(waveform.device) + + Ir = torch.clamp(self.Ir, 1.7, 3.0) + gm2 = (Ir - 1) * (self.gm1 * 0.059) / 0.038 + Cr = torch.clamp(self.Cr, 1.0) + C2 = Cr * self.C1 + a1 = (self.gm1 / (2*self.C1)).unsqueeze(1) + b1 = (self.gm1 / (2*C2)).unsqueeze(1) + b0 = (self.gm1 * gm2 / (4 * self.C1 * C2)).unsqueeze(1) + + h = - a1 * self.w / (self.w**2 + b1 * self.w + b0) + abs_h = torch.abs(h) + abs_h = (abs_h - abs_h.min()) / (abs_h.max() - abs_h.min()) + waveform_fft = torch.fft.rfft(waveform, dim=-1) + filtered_fft = abs_h * waveform_fft + filtered_waveform = torch.fft.irfft(filtered_fft, dim=-1) + return filtered_waveform \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/models/cnn_model.py b/VLSI24/submitted_notebooks/LearnAFE/src/models/cnn_model.py new file mode 100644 index 0000000..b2a2553 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/models/cnn_model.py @@ -0,0 +1,47 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F + + +class DSCNN(nn.Module): + def __init__( + self, + num_classes, + in_channel=1, + ): + super(DSCNN, self).__init__() + + self.conv1 = nn.Conv2d(in_channel, 64, kernel_size=(3, 3)) + self.bn1 = nn.BatchNorm2d(64) + self.layer1 = self._make_layer(64) + self.layer2 = self._make_layer(64) + self.layer3 = self._make_layer(64) + self.layer4 = self._make_layer(64) + self.bn2 = nn.BatchNorm2d(64) + self.avgpool = nn.AdaptiveAvgPool2d((1, 1)) + self.fc = nn.Linear(64, num_classes) + self.bn3 = nn.BatchNorm1d(num_classes) + self.softmax = nn.LogSoftmax(dim=1) + + def _make_layer(self, channels): + block = nn.Sequential( + nn.Conv2d(channels, channels, kernel_size=3, groups=channels), + nn.BatchNorm2d(channels), + nn.ReLU(), + nn.Conv2d(channels, channels, kernel_size=1), + nn.BatchNorm2d(channels), + nn.ReLU(), + ) + return block + + def forward(self, x): + x = F.relu(self.bn1(self.conv1(x))) + x = self.layer1(x) + x = self.layer2(x) + x = self.layer3(x) + x = self.layer4(x) + x = self.bn2(self.avgpool(x)) + x = torch.flatten(x, 1) + x = self.bn3(self.fc(x)) + x = self.softmax(x) + return x \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/models/spice_model.py b/VLSI24/submitted_notebooks/LearnAFE/src/models/spice_model.py new file mode 100644 index 0000000..577dc92 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/models/spice_model.py @@ -0,0 +1,236 @@ +import numpy as np +import pandas as pd + +import torch +import torch.nn as nn +import torchvision.transforms as vtransforms + +import src.models as mdl +import src.utils.netlist as nl + + +class DSF_SpiceAC(nn.Module): + def __init__( + self, + n_filter, + sample_rate, + netlist_dict, + netlist_para, + spice_path, + ): + super(DSF_SpiceAC, self).__init__() + self.n_filter = n_filter + self.sample_rate = sample_rate + self.spice_path = spice_path + + print("Writing", spice_path + "/para.spice\n") + nl.write_paras(netlist_para, spice_path) + for i in range(self.n_filter): + filepath = spice_path + "/DSF_BPF_ch%d.spice" % (i + 1) + nl.write_netlist_AC(netlist_dict[i], filepath) + print("Running simulation on DSF_BPF_ch%d netlist" % (i + 1)) + out, err = nl.run_netlist(filepath) + print(out.decode(), "\n") + + n_freqs = self.sample_rate // 2 + 1 + fb = self._fresponse(n_freqs) + self.register_buffer("fb", fb) + + def forward(self, waveform): + assert ( + waveform.shape[-1] == self.sample_rate + ), "Input waveform should be of length sample rate" + + waveform_fft = torch.fft.rfft(waveform, dim=-1) + filtered_fft = self.fb * waveform_fft + filtered_waveform = torch.fft.irfft(filtered_fft, dim=-1) + return filtered_waveform + + def _fresponse(self, n_freqs): + freqs = [] + gains = [] + for i in range(self.n_filter): + filepath = self.spice_path + "/DSF_BPF_AC%d.txt" % (i + 1) + data = np.loadtxt(filepath, skiprows=1) + freqs.append(data[:, 0]) + gains.append(10 ** (data[:, 1] / 20)) + freqs = np.vstack(freqs) + gains = np.vstack(gains) + norm_gains = (gains - np.min(gains)) / (np.max(gains) - np.min(gains)) + + if not (self.n_filter == freqs.shape[0] == gains.shape[0]): + raise ValueError( + "n_filter must be equal to the number of rows in the filter filte." + ) + + fb = np.zeros((self.n_filter, n_freqs)) + for i in range(self.n_filter): + f_min = int(freqs[i][0] * n_freqs / np.max(freqs)) + f_max = int(freqs[i][-1] * n_freqs / np.max(freqs)) + fpts = f_max - f_min + + inter_freq = np.interp( + np.linspace(freqs[i][0], freqs[i][-1], fpts), + freqs[i], + norm_gains[i], + ) + + fb[i] = np.pad(inter_freq, (f_min, n_freqs - f_max)) + + return torch.from_numpy(fb).float() + + +class LAFE_Spice_v1(nn.Module): + def __init__( + self, + n_filter, + sample_rate, + netlist_dict, + netlist_para, + spice_path, + config_path, + hop_length, + overlap, + max_sample_len, + backbone, + ): + super(LAFE_Spice_v1, self).__init__() + self.n_filter = n_filter + self.sample_rate = sample_rate + self.netlist_dict = netlist_dict + self.netlist_para = netlist_para + self.spice_path = spice_path + self.config_path = config_path + self.hop_length = hop_length + self.overlap = overlap + self.max_sample_len = max_sample_len + self.backbone = backbone + + self.bpf = DSF_SpiceAC( + n_filter=self.n_filter, + sample_rate=self.sample_rate, + netlist_dict=self.netlist_dict, + netlist_para=self.netlist_para, + spice_path=self.spice_path, + ) + self.spk = mdl.IAF_Spec( + n_neuron=self.n_filter, + hop_length=self.hop_length, + config_path=self.config_path, + overlap=self.overlap, + ) + self.crop = vtransforms.RandomCrop( + size=(self.n_filter, self.max_sample_len), + pad_if_needed=True, + padding=0, + ) + + def forward(self, waveform): + out = self.bpf(waveform) + out = self.spk(out) + out = self.crop(out) + out = self.backbone(out) + return out + + +class DSF_SpiceTrans(nn.Module): + def __init__( + self, + n_filter, + netlist_dict, + netlist_para, + spice_path, + ): + super(DSF_SpiceTrans, self).__init__() + self.n_filter = n_filter + self.spice_path = spice_path + self.time_steps = torch.linspace(0, 1, 20000) + + print("Writing", spice_path + "/para.spice\n") + nl.write_paras(netlist_para, spice_path) + for i in range(self.n_filter): + print("Writing", spice_path + "/DSF_BPF_ch%d.spice" % (i + 1)) + filepath = spice_path + "/DSF_BPF_ch%d.spice" % (i + 1) + nl.write_netlist_Trans(netlist_dict[i], filepath) + + def forward(self, waveform): + filtered_waveform = [] + count = waveform.shape[0] + for i in range(count): + print("Running trans simulation for waveform %d" % (i + 1)) + wf = waveform[i].detach().cpu().numpy() + filtered_wf = self._trans(wf) + filtered_waveform.append(filtered_wf) + filtered_waveform = torch.stack(filtered_waveform).to(waveform.device) + return filtered_waveform + + def _trans(self, wf): + wf = wf / 100 + data = {"time": self.time_steps, "amplitude": wf[0]} + df = pd.DataFrame(data) + df.to_csv(self.spice_path + "/input_voltage.txt", sep=" ", index=False) + for i in range(self.n_filter): + filepath = self.spice_path + "/DSF_BPF_ch%d.spice" % (i + 1) + print("Running simulation on DSF_BPF_ch%d netlist" % (i + 1)) + out, err = nl.run_netlist(filepath) + print(out.decode(), "\n") + + filtered_wf = [] + for i in range(self.n_filter): + path = self.spice_path + "/DSF_BPF_Trans%d.txt" % (i + 1) + data = np.loadtxt(path, skiprows=1) + filtered_wf.append(data[:, 1]) + filtered_wf = np.vstack(filtered_wf) * 100 + return torch.tensor(filtered_wf, dtype=torch.float32) + + +class LAFE_Spice_v2(nn.Module): + def __init__( + self, + n_filter, + netlist_dict, + netlist_para, + spice_path, + config_path, + hop_length, + overlap, + max_sample_len, + backbone, + ): + super(LAFE_Spice_v2, self).__init__() + self.n_filter = n_filter + self.netlist_dict = netlist_dict + self.netlist_para = netlist_para + self.spice_path = spice_path + self.config_path = config_path + self.hop_length = hop_length + self.overlap = overlap + self.max_sample_len = max_sample_len + self.backbone = backbone + + self.bpf = DSF_SpiceTrans( + n_filter=self.n_filter, + netlist_dict=self.netlist_dict, + netlist_para=self.netlist_para, + spice_path=self.spice_path, + ) + self.spk = mdl.IAF_Spec( + n_neuron=self.n_filter, + hop_length=self.hop_length, + config_path=self.config_path, + overlap=self.overlap, + ) + self.crop = vtransforms.RandomCrop( + size=(self.n_filter, self.max_sample_len), + pad_if_needed=True, + padding=0, + ) + + def forward(self, waveform, spk=False): + out = self.bpf(waveform) + spks = self.spk(out) + out = self.crop(spks) + out = self.backbone(out) + if spk: + return out, spks + return out diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/models/spk_model.py b/VLSI24/submitted_notebooks/LearnAFE/src/models/spk_model.py new file mode 100644 index 0000000..6ece55c --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/models/spk_model.py @@ -0,0 +1,52 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F + + +class IAF_Spec(nn.Module): + def __init__( + self, + n_neuron, + config_path, + hop_length, + overlap=False, + freeze=True, + ): + super(IAF_Spec, self).__init__() + self.n_neuron = n_neuron + self.hop_length = hop_length + self.overlap = overlap + self.freeze = freeze + if overlap: + self.win_length = 2 * hop_length + else: + self.win_length = hop_length + + afe_config = {} + path = 'AFE_Config/Design/' + config_path + '.txt' + with open(path, 'r') as file: + for line in file: + name, value = line.strip().split('\t') + afe_config[name] = float(value) + C = torch.tensor(afe_config['C_spk']) + Vth = torch.tensor(afe_config['Vth']) + + self.CV = nn.Parameter(torch.full((self.n_neuron, ), C*Vth), requires_grad = not self.freeze) + + def forward(self, waveform): + waveform = torch.clamp(torch.abs(waveform), 0.0, 0.5) + frames = self._framing(waveform).sum(dim=-1) + specgram = frames / self.CV.unsqueeze(1) + if not self.overlap: + specgram = specgram[..., 0:-1] + specgram[..., 1:] + return specgram.unsqueeze(1) + + def _framing(self, waveform): + t_len = waveform.shape[-1] + n_frames = torch.ceil(torch.tensor(t_len / self.hop_length)).int() + pad_len = n_frames * self.hop_length - t_len + waveform = F.pad(waveform, (0, pad_len), 'constant', 0) + waveforms = waveform.unfold( + -1, self.win_length, self.hop_length + ).to(waveform.device) + return waveforms \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/test.py b/VLSI24/submitted_notebooks/LearnAFE/src/test.py new file mode 100644 index 0000000..caf3bb0 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/test.py @@ -0,0 +1,36 @@ +import torch + +from sklearn.metrics import balanced_accuracy_score, classification_report + + +def test_model( + device, + dataloader, + trained_model, + feature_transform, + verbose=False, +): + """ Post Evaluation Metric Platfrom. Feed in the trained model + + """ + truth = [] + preds = [] + trained_model.eval() + for data, label in dataloader: + data, label = data.to(device), label.to(device) + data = feature_transform(data) + outputs = trained_model(data) + _, predicted = torch.max(outputs, 1) + preds.append(predicted.cpu().numpy().tolist()) + truth.append(label.cpu().numpy().tolist()) + + preds_flat = [item for sublist in preds for item in sublist] + truth_flat = [item for sublist in truth for item in sublist] + accuracy = balanced_accuracy_score(truth_flat, preds_flat) + + if verbose == True: + print("\nEvaluating....") + print("Accuracy:", accuracy) + print(classification_report(truth_flat, preds_flat)) + + return accuracy, truth_flat, preds_flat \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/train.py b/VLSI24/submitted_notebooks/LearnAFE/src/train.py new file mode 100644 index 0000000..8b09f6b --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/train.py @@ -0,0 +1,160 @@ +import time +import torch +import numpy as np +import src.utils.visualizing as vs + +from sklearn.metrics import balanced_accuracy_score + + +def calc_correct(output, Y): + """Calculate the number of correct predictions.""" + pred = output.argmax(dim=-1) + correct = pred.squeeze().eq(Y).sum().item() + return correct + + +def train_model( + device, + dataloader, + model, + criterion, + optimizer, + scheduler, + feature_transform, + l1_reg=0.0, + hdw_reg_i=0.0, + hdw_reg_c=0.0, + n_epochs=10, + print_every=1, + verbose=True, + plot_results=True, + strategy=["accuracy"], +): + """ """ + best_dict = {} + best_result = {} + for item in strategy: + best_result[item] = 0 + + # Define the transforms and criterion + train_transform = feature_transform["train"] + val_transform = feature_transform["val"] + train_criterion = criterion["train"] + val_criterion = criterion["val"] + + print("\nTraining for {} epochs...".format(n_epochs)) + losses = [] + accs = [] + start = time.time() + for epoch in range(n_epochs): + if verbose == True and epoch % print_every == 0: + print("\n\nEpoch {}/{}:".format(epoch + 1, n_epochs)) + + ## TRAINING ## + model.train() # set model to training mode + running_loss = 0.0 + correct = 0 + total = len(dataloader["train"].dataset) + + for batch_idx, (data, label) in enumerate(dataloader["train"]): + data = data.to(device) + label = label.to(device) + + # transform + forward + backward + optimize + feature = train_transform(data) + output = model(feature) + + # loss function w/o L1 regularization + loss = train_criterion(output, label) + if hdw_reg_c != 0 or hdw_reg_i != 0: + hdw_para = torch.tensor( + [x.abs().sum() for x in model.bpf.parameters()] + ).to(device) + hdw_reg = torch.tensor([hdw_reg_i, hdw_reg_c]).to(device) + hdw_norm = sum(torch.mul(hdw_reg, hdw_para)) + loss += hdw_norm + if l1_reg != 0: + l1_norm = sum(p.abs().sum() for p in model.backbone.parameters()) + loss += l1_reg * l1_norm + + optimizer.zero_grad() # zero the parameter (weight) gradients + loss.backward() # backward pass + optimizer.step() # update the weights + + # record statistics + running_loss += loss.item() + correct += calc_correct(output, label) + + if verbose == True and epoch % print_every == 0: + print( + "Train loss: {:.4f} | acc: {:.4f}| ".format( + running_loss, + correct / total, + ), + end=" ", + ) + losses.append(running_loss / (batch_idx + 1)) + accs.append(correct / total) + + ## VALIDATION ## + model.eval() # set model to evaluate mode + val_loss = 0.0 + + with torch.no_grad(): + truth = [] + preds = [] + for batch_idx, (data, label) in enumerate(dataloader["val"]): + data = data.to(device) + label = label.to(device) + + feature = val_transform(data) + output = model(feature) + + loss = val_criterion(output, label) + val_loss += loss.item() + + pred = output.argmax(dim=-1) + preds.append(pred.cpu().numpy().tolist()) + truth.append(label.cpu().numpy().tolist()) + + preds_flat = [item for sublist in preds for item in sublist] + truth_flat = [item for sublist in truth for item in sublist] + val_acc = balanced_accuracy_score(truth_flat, preds_flat) + + # update the scheduler + if scheduler != None: + scheduler.step(val_loss) + + if verbose == True and epoch % print_every == 0: + print( + "Val loss: {:.4f} | acc: {:.4f}|".format( + val_loss, + val_acc, + ), + end=" ", + ) + losses.append(val_loss / (batch_idx + 1)) + accs.append(val_acc) + + ## SAVE BEST MODEL + val_results = { + "accuracy": accs[-1], + "loss": 1.0 / losses[-1], + } + + for item in strategy: + if val_results[item] > best_result[item]: + best_result[item] = val_results[item] + best_dict[item] = { + "epoch": epoch + 1, + "model_state_dict": model.state_dict(), + "optimizer_state_dict": optimizer.state_dict(), + } | val_results + + if verbose == True: + print("\nFinished Training | Time:{}".format(time.time() - start)) + + if plot_results == True: + vs.plot_twinx_fig(losses, accs) + + return best_dict diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/utils/cust_transforms.py b/VLSI24/submitted_notebooks/LearnAFE/src/utils/cust_transforms.py new file mode 100644 index 0000000..bd4ef88 --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/utils/cust_transforms.py @@ -0,0 +1,47 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F +import torchaudio.functional as aF + +import src.data.dataset as ds + + +class RandomAddNoise(nn.Module): + """ Add random noise to the input waveform. + + """ + def __init__( + self, + p, + snr_min, + snr_max, + noise_kwargs, + ): + super().__init__() + + noise_set = ds.NoiseDataset(**noise_kwargs) + noise_tensor = [] + for noise, _ in noise_set: + noise_tensor.append(noise[0]) + + self.register_buffer('noise_tensor', torch.stack(noise_tensor)) + self.p = p + self.snr_min = snr_min + self.snr_max = snr_max + + def forward(self, waveform): + if torch.rand(1) < self.p: + waveform = waveform.squeeze(1) + bsz = waveform.shape[0] + + noise_idx = torch.randint(0, len(self.noise_tensor), (bsz,)) + + noises = self.noise_tensor[noise_idx] + snrs = torch.randint( + self.snr_min, self.snr_max, (bsz,) + ).to(waveform.device) + + noisy_waveform = aF.add_noise(waveform, noises, snr=snrs) + return noisy_waveform.unsqueeze(1) + else: + return waveform \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/utils/netlist.py b/VLSI24/submitted_notebooks/LearnAFE/src/utils/netlist.py new file mode 100644 index 0000000..87be19d --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/utils/netlist.py @@ -0,0 +1,266 @@ +import subprocess + + +def write_netlist_AC(paras, filepath): + with open(filepath, 'w') as f: + f.write( + "** sch_path: /AFE_Config/Sch/DSF_BPF.sch\n" + "**.subckt DSF_BPF\n" + "XM1 VOP V20 VSS VSS sky130_fd_pr__nfet_01v8 L=LM2 W=WM2 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM2 V11 net4 VSS VSS sky130_fd_pr__nfet_01v8 L=L2 W=W2 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM3 V20 V20 VSS VSS sky130_fd_pr__nfet_01v8 L=LM2 W=WM2 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "V1 VDD GND VDD\n" + "V2 VSS GND 0\n" + "I0 VDD V20 %s\n" + "XC2 net4 VON sky130_fd_pr__cap_mim_m3_1 W=%s L=%s MF=1 m=1\n" + "V3 VI VSS dc 0 ac 1 sin 0 vi fi\n" + "V4 net1 VSS VB\n" + "VI3 net4 VOP 0\n" + ".save i(vi3)\n" + "XM4 net3 V10 VDD VDD sky130_fd_pr__pfet_01v8 L=LM1 W=WM1 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "E1 VIP net1 VI VSS 0.5\n" + "E2 VIN net1 VSS VI 0.5\n" + "E3 VO VSS VO1 VO2 1\n" + "XM5 net2 V10 VDD VDD sky130_fd_pr__pfet_01v8 L=LM1 W=WM1 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM6 V10 V10 VDD VDD sky130_fd_pr__pfet_01v8 L=LM1 W=WM1 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "I1 V10 VSS %s\n" + "XM7 VON V20 VSS VSS sky130_fd_pr__nfet_01v8 L=LM2 W=WM2 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM8 net4 VIP V11 V11 sky130_fd_pr__pfet_01v8 L=L1 W=W1 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM9 VON VIN net2 net2 sky130_fd_pr__pfet_01v8 L=L1 W=W1 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XC1 V11 net2 sky130_fd_pr__cap_mim_m3_1 W=%s L=%s MF=1 m=1\n" + "VI1 net3 V11 0\n" + ".save i(vi1)\n" + "XM10 net2 VON VSS VSS sky130_fd_pr__nfet_01v8 L=L2 W=W2 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM11 net5 V30 VDD VDD sky130_fd_pr__pfet_01v8 L=LM3 W=WM3 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM12 VO2 V30 VDD VDD sky130_fd_pr__pfet_01v8 L=LM3 W=WM3 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM13 V30 V30 VDD VDD sky130_fd_pr__pfet_01v8 L=LM3 W=WM3 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "I2 V30 VSS I_3\n" + "VI2 net5 VO1 0\n" + ".save i(vi2)\n" + "XM14 VSS VOP VO1 VO1 sky130_fd_pr__pfet_01v8 L=L3 W=W3 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM15 VSS VON VO2 VO2 sky130_fd_pr__pfet_01v8 L=L3 W=W3 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "**** begin user architecture code\n" + "\n" + ".param mc_mm_switch=0\n" + ".param mc_pr_switch=0\n" + ".include /usr/local/share/pdk/sky130A/libs.tech/ngspice/corners/tt.spice\n" + ".include /usr/local/share/pdk/sky130A/libs.tech/ngspice/r+c/res_typical__cap_typical.spice\n" + ".include /usr/local/share/pdk/sky130A/libs.tech/ngspice/r+c/res_typical__cap_typical__lin.spice\n" + ".include /usr/local/share/pdk/sky130A/libs.tech/ngspice/corners/tt/specialized_cells.spice\n" + "\n" + ".param VDD=1.8 %s=%.3fn %s=%.3fn I_3=1n VB=0.6 vi=0.5 fi=100 WM1=1 LM1=10 WM2=1 LM2=10 WM3=1 LM3=10 W1=1 L1=10 W2=1 L2=10 W3=1 L3=10 %s=%.1f %s=%.1f %s=%.1f %s=%.1f\n" + ".include AFE_Config/SpiceAC/para.spice\n" + "\n" + ".control\n" + "run\n" + "save all\n" + "\n" + "op\n" + "*print V(V10) V(V11) V(V20) V(VOP)\n" + "*print i(VI1) i(VI3)\n" + "*print V(V30) V(VO1)\n" + "*print i(VI2)\n" + "*wrdata IDD1.txt i(V1)\n" + "\n" + "ac dec 1000 1 1e4\n" + "*plot db(V(VO)/V(VI))\n" + "wrdata AFE_Config/SpiceAC/%s.txt db(V(VO)/V(VI))\n" + "\n" + "*noise V(VO) V3 dec 100 1 1e4\n" + "*setplot noise1\n" + "*plot inoise_spectrum\n" + "*plot onoise_spectrum\n" + "*wrdata BPF_IRN.txt inoise_spectrum\n" + "*wrdata BPF_ORN.txt onoise_spectrum\n" + "\n" + "*tran 20u 10\n" + "*plot V(VO)\n" + "*wrdata BFP_TVO.txt V(VO)\n" + "*fourier 100 vo\n" + "*let idx = 2\n" + "*let sum_mag_square = 0\n" + "*while idx < 10\n" + "* let mag = fourier11[1][idx]\n" + "* let sum_mag_square = sum_mag_square + mag * mag\n" + "* let idx = idx + 1\n" + "*end\n" + "*let root_sum_mag_square = sqrt(sum_mag_square)\n" + "*let thd = root_sum_mag_square / fourier11[1][1] * 100\n" + "*print thd\n" + "*wrdata THD.txt thd\n" + "\n" + ".endc\n" + "\n" + "**** end user architecture code\n" + "**.ends\n" + ".GLOBAL GND\n" + ".end\n" + % paras + ) + + +def write_netlist_Trans(paras, filepath): + with open(filepath, 'w') as f: + f.write( + "** sch_path: /AFE_Config/Sch/DSF_BPF.sch\n" + "**.subckt DSF_BPF\n" + "XM1 VOP V20 VSS VSS sky130_fd_pr__nfet_01v8 L=LM2 W=WM2 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM2 V11 net4 VSS VSS sky130_fd_pr__nfet_01v8 L=L2 W=W2 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM3 V20 V20 VSS VSS sky130_fd_pr__nfet_01v8 L=LM2 W=WM2 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "V1 VDD GND VDD\n" + "V2 VSS GND 0\n" + "I0 VDD V20 %s\n" + "XC2 net4 VON sky130_fd_pr__cap_mim_m3_1 W=%s L=%s MF=1 m=1\n" + "V4 net1 VSS VB\n" + "VI3 net4 VOP 0\n" + ".save i(vi3)\n" + "XM4 net3 V10 VDD VDD sky130_fd_pr__pfet_01v8 L=LM1 W=WM1 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "E1 VIP net1 VI VSS 0.5\n" + "E2 VIN net1 VSS VI 0.5\n" + "E3 VO VSS VO1 VO2 1\n" + "XM5 net2 V10 VDD VDD sky130_fd_pr__pfet_01v8 L=LM1 W=WM1 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM6 V10 V10 VDD VDD sky130_fd_pr__pfet_01v8 L=LM1 W=WM1 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "I1 V10 VSS %s\n" + "XM7 VON V20 VSS VSS sky130_fd_pr__nfet_01v8 L=LM2 W=WM2 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM8 net4 VIP V11 V11 sky130_fd_pr__pfet_01v8 L=L1 W=W1 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM9 VON VIN net2 net2 sky130_fd_pr__pfet_01v8 L=L1 W=W1 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XC1 V11 net2 sky130_fd_pr__cap_mim_m3_1 W=%s L=%s MF=1 m=1\n" + "VI1 net3 V11 0\n" + ".save i(vi1)\n" + "XM10 net2 VON VSS VSS sky130_fd_pr__nfet_01v8 L=L2 W=W2 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM11 net5 V30 VDD VDD sky130_fd_pr__pfet_01v8 L=LM3 W=WM3 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM12 VO2 V30 VDD VDD sky130_fd_pr__pfet_01v8 L=LM3 W=WM3 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM13 V30 V30 VDD VDD sky130_fd_pr__pfet_01v8 L=LM3 W=WM3 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "I2 V30 VSS I_3\n" + "VI2 net5 VO1 0\n" + ".save i(vi2)\n" + "XM14 VSS VOP VO1 VO1 sky130_fd_pr__pfet_01v8 L=L3 W=W3 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "XM15 VSS VON VO2 VO2 sky130_fd_pr__pfet_01v8 L=L3 W=W3 nf=1 ad='int((nf+1)/2) * W/nf * 0.29' as='int((nf+2)/2) * W/nf * 0.29' pd='2*int((nf+1)/2) * (W/nf + 0.29)'\n" + "+ ps='2*int((nf+2)/2) * (W/nf + 0.29)' nrd='0.29 / W' nrs='0.29 / W' sa=0 sb=0 sd=0 mult=1 m=1\n" + "**** begin user architecture code\n" + "\n" + ".param mc_mm_switch=0\n" + ".param mc_pr_switch=0\n" + ".include /usr/local/share/pdk/sky130A/libs.tech/ngspice/corners/tt.spice\n" + ".include /usr/local/share/pdk/sky130A/libs.tech/ngspice/r+c/res_typical__cap_typical.spice\n" + ".include /usr/local/share/pdk/sky130A/libs.tech/ngspice/r+c/res_typical__cap_typical__lin.spice\n" + ".include /usr/local/share/pdk/sky130A/libs.tech/ngspice/corners/tt/specialized_cells.spice\n" + "\n" + ".param VDD=1.8 %s=%.3fn %s=%.3fn I_3=1n VB=0.6 vi=0.5 fi=100 WM1=1 LM1=10 WM2=1 LM2=10 WM3=1 LM3=10 W1=1 L1=10 W2=1 L2=10 W3=1 L3=10 %s=%.1f %s=%.1f %s=%.1f %s=%.1f\n" + ".include AFE_Config/SpiceTrans/para.spice\n" + "\n" + ".model fsrc filesource(file=\"%s\" timeoffset=0 timescale=1\n" + "+ amploffset=[0] amplscale=[1.0]\n" + "+ timerelative=false amplstep=false)\n" + "ain %%v[VI] fsrc\n" + ".control\n" + "run\n" + "save all\n" + "\n" + "op\n" + "*print V(V10) V(V11) V(V20) V(VOP)\n" + "*print i(VI1) i(VI3)\n" + "*print V(V30) V(VO1)\n" + "*print i(VI2)\n" + "\n" + "*plot db(V(VO)/V(VI))" + "\n" + "*noise V(VO) V3 dec 100 1 1e4\n" + "*setplot noise1\n" + "*plot inoise_spectrum\n" + "*plot onoise_spectrum\n" + "*wrdata BPF_IRN.txt inoise_spectrum\n" + "*wrdata BPF_ORN.txt onoise_spectrum\n" + "\n" + "tran 50u 1\n" + "let lin-tstart=0\n" + "let lin-tstop=1\n" + "let lin-tstep=50u\n" + "linearize V(VO)\n" + "wrdata AFE_Config/SpiceTrans/%s.txt V(VO)" + "\n" + "*tran 20u 10\n" + "*plot V(VO)\n" + "*wrdata BFP_TVO.txt V(VO)\n" + "*fourier 100 vo\n" + "*let idx = 2\n" + "*let sum_mag_square = 0\n" + "*while idx < 10\n" + "* let mag = fourier11[1][idx]\n" + "* let sum_mag_square = sum_mag_square + mag * mag\n" + "* let idx = idx + 1\n" + "*end\n" + "*let root_sum_mag_square = sqrt(sum_mag_square)\n" + "*let thd = root_sum_mag_square / fourier11[1][1] * 100\n" + "*print thd\n" + "*wrdata THD.txt thd\n" + "\n" + ".endc\n" + "\n" + "**** end user architecture code\n" + "**.ends\n" + ".GLOBAL GND\n" + ".end\n" + % paras + ) + + +def write_paras(paras, filepath): + filepath = filepath + '/para.spice' + with open(filepath, 'w') as f: + f.write( + ".param I_1_1=%.3fn I_2_1=%.3fn W_C1_1=%.1f L_C1_1=%.1f W_C2_1=%.1f L_C2_1=%.1f\n" + ".param I_1_2=%.3fn I_2_2=%.3fn W_C1_2=%.1f L_C1_2=%.1f W_C2_2=%.1f L_C2_2=%.1f\n" + ".param I_1_3=%.3fn I_2_3=%.3fn W_C1_3=%.1f L_C1_3=%.1f W_C2_3=%.1f L_C2_3=%.1f\n" + ".param I_1_4=%.3fn I_2_4=%.3fn W_C1_4=%.1f L_C1_4=%.1f W_C2_4=%.1f L_C2_4=%.1f\n" + ".param I_1_5=%.3fn I_2_5=%.3fn W_C1_5=%.1f L_C1_5=%.1f W_C2_5=%.1f L_C2_5=%.1f\n" + ".param I_1_6=%.3fn I_2_6=%.3fn W_C1_6=%.1f L_C1_6=%.1f W_C2_6=%.1f L_C2_6=%.1f\n" + ".param I_1_7=%.3fn I_2_7=%.3fn W_C1_7=%.1f L_C1_7=%.1f W_C2_7=%.1f L_C2_7=%.1f\n" + ".param I_1_8=%.3fn I_2_8=%.3fn W_C1_8=%.1f L_C1_8=%.1f W_C2_8=%.1f L_C2_8=%.1f\n" + ".param I_1_9=%.3fn I_2_9=%.3fn W_C1_9=%.1f L_C1_9=%.1f W_C2_9=%.1f L_C2_9=%.1f\n" + ".param I_1_10=%.3fn I_2_10=%.3fn W_C1_10=%.1f L_C1_10=%.1f W_C2_10=%.1f L_C2_10=%.1f\n" + ".param I_1_11=%.3fn I_2_11=%.3fn W_C1_11=%.1f L_C1_11=%.1f W_C2_11=%.1f L_C2_11=%.1f\n" + ".param I_1_12=%.3fn I_2_12=%.3fn W_C1_12=%.1f L_C1_12=%.1f W_C2_12=%.1f L_C2_12=%.1f\n" + ".param I_1_13=%.3fn I_2_13=%.3fn W_C1_13=%.1f L_C1_13=%.1f W_C2_13=%.1f L_C2_13=%.1f\n" + ".param I_1_14=%.3fn I_2_14=%.3fn W_C1_14=%.1f L_C1_14=%.1f W_C2_14=%.1f L_C2_14=%.1f\n" + ".param I_1_15=%.3fn I_2_15=%.3fn W_C1_15=%.1f L_C1_15=%.1f W_C2_15=%.1f L_C2_15=%.1f\n" + ".param I_1_16=%.3fn I_2_16=%.3fn W_C1_16=%.1f L_C1_16=%.1f W_C2_16=%.1f L_C2_16=%.1f\n" + "\n" + ".param VDD=1.8 I_3=1n VB=0.6 vi=0.05 fi=100 WM1=4 LM1=10 WM2=1 LM2=10 WM3=2 LM3=10 W1=5 L1=10 W2=5 L2=2 W3=1 L3=10\n" + % paras + ) + + +def run_netlist(netlist_path): + p = subprocess.Popen(['ngspice', '-b', netlist_path], stdout=subprocess.PIPE, stderr=subprocess.PIPE) + out, err = p.communicate() + return out, err \ No newline at end of file diff --git a/VLSI24/submitted_notebooks/LearnAFE/src/utils/visualizing.py b/VLSI24/submitted_notebooks/LearnAFE/src/utils/visualizing.py new file mode 100644 index 0000000..294a60f --- /dev/null +++ b/VLSI24/submitted_notebooks/LearnAFE/src/utils/visualizing.py @@ -0,0 +1,111 @@ +import itertools +import numpy as np +import matplotlib.pyplot as plt + + +SMALL_SIZE = 12 +MEDIUM_SIZE = 16 +BIGGER_SIZE = 20 + +plt.rc('font', size=SMALL_SIZE) # controls default text sizes +plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title +plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels +plt.rc('axes', linewidth=1.5) # linewidth of the axes +plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels +plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels +plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize +plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title + +# Comment if using Colab +plt.rcParams["font.family"] = "Arial" + +def plot_confusion_matrix( + cm, + classes, + normalize=False, + title='Confusion matrix', + cmap=plt.cm.Blues +): + """ + + """ + print('Visualizing...') + if normalize: + count = cm.sum(axis=1)[:, np.newaxis] + nonzero_count = np.where(count!=0, count, count+1) + cm = cm.astype('float') / nonzero_count + print("Normalized confusion matrix\n") + else: + print('Confusion matrix, without normalization\n') + + plt.figure(figsize=(8,8)) + plt.imshow(cm, interpolation='nearest', cmap=cmap) + plt.title(title, fontsize = 20, weight='bold') + cbar = plt.colorbar(fraction=0.046) + cbar.ax.tick_params(labelsize=16) + tick_marks = np.arange(len(classes)) + plt.xticks(tick_marks, classes.values(), rotation=45, fontsize = 14, weight='bold') + plt.yticks(tick_marks, classes.values(), fontsize = 14, weight='bold') + + fmt = '.2f' if normalize else 'd' + thresh = cm.max() / 2. + for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])): + plt.text(j, i, format(cm[i, j], fmt), + horizontalalignment="center", + color="white" if cm[i, j] > thresh else "black", + fontsize = 14) + + plt.tight_layout() + plt.ylabel('True Class', fontsize = 16, labelpad=-18, weight='bold') + plt.xlabel('Predicted Class', fontsize = 16, labelpad=-10, weight='bold') + + +def plot_twinx_fig( + loss, + acc, + validation=True +): + """ + + """ + fig, ax1 = plt.subplots(figsize=(7, 5)) + ax1_color = "tab:blue" + ax1.set_ylabel('Loss', color=ax1_color) + ax1.tick_params(axis='y', labelcolor=ax1_color) + ax1.plot(loss[0::2], color=ax1_color, label="train_loss") + if validation == True: + ax1.plot(loss[1::2], '--', color=ax1_color, label="validation_loss") + + ax2 = ax1.twinx() + + ax2_color = "tab:red" + ax2.set_ylabel('Accuracy', color=ax2_color) + ax2.tick_params(axis='y', labelcolor=ax2_color) + ax2.plot(acc[0::2], color=ax2_color, label="train_acc") + if validation == True: + ax2.plot(acc[1::2], '--', color=ax2_color, label="validation_acc") + + ax2.set_title("Loss and Accuracy", fontsize = 20) + fig.tight_layout() + fig.legend(loc = 5, bbox_to_anchor=(0.85, 0.55), prop={'size':14}) + plt.show() + + +def plot_snr( + snr_dict, +): + """ + + """ + plt.figure(figsize=(7, 5)) + if "clean" in snr_dict: + plt.axhline(y=snr_dict["clean"], color='r', linestyle='--', label="clean") + snr_dict.pop("clean") + plt.plot(snr_dict.keys(), snr_dict.values(), 'o-', label="noisy") + plt.xticks(list(snr_dict.keys())) + plt.xlabel("SNR") + plt.ylabel("Accuracy") + plt.title("Accuracy vs SNR", fontsize = 20) + plt.legend(loc="lower right") + plt.grid(linestyle='--') + plt.show() \ No newline at end of file