From 80865e5cc3abf91fa357c59504d1f4203c09ad6f Mon Sep 17 00:00:00 2001 From: Yusha Arif Date: Wed, 16 Oct 2024 07:41:47 +0000 Subject: [PATCH] feat: adding a kornia demo for PT->JAX --- .../kornia_image_points_transforms.ipynb | 415 ++++++++++++++++++ 1 file changed, 415 insertions(+) create mode 100644 examples_and_demos/kornia_image_points_transforms.ipynb diff --git a/examples_and_demos/kornia_image_points_transforms.ipynb b/examples_and_demos/kornia_image_points_transforms.ipynb new file mode 100644 index 00000000..5c2fc157 --- /dev/null +++ b/examples_and_demos/kornia_image_points_transforms.ipynb @@ -0,0 +1,415 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "soXv05OX1gik" + }, + "source": [ + "# Image and Keypoints Augmentations using Kornia and Ivy's Transpiler\n", + "\n", + "## Introduction\n", + "\n", + "This tutorial is adapted from [Kornia's official tutorial](https://kornia.github.io/tutorials/nbs/image_points_transforms.html). We demonstrate how to utilize `kornia.augmentation.AugmentationSequential` to apply augmentations to images and transform associated keypoints, leveraging Ivy's Transpiler to run these augmentations in JAX using `ivy.transpile`. \n", + "\n", + "### Original Tutorial Credits\n", + "The original tutorial and code are courtesy of [Kornia](https://kornia.github.io/). This notebook serves as an adapted version, showcasing the integration with Ivy's Transpiler for JAX compatibility.\n", + "\n", + "\n", + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "vKO9jIv01giw" + }, + "source": [ + "## Installation and Setup" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "a06A-_JA1gix", + "tags": [ + "skip-execution" + ] + }, + "outputs": [], + "source": [ + "%%capture\n", + "!pip install kornia\n", + "!pip install kornia-rs matplotlib\n", + "!pip install -q ivy \n", + "\n", + "!rm -rf ivy_transpiled_outputs/" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import kornia as K\n", + "import torch\n", + "from matplotlib import pyplot as plt\n", + "import ivy \n", + "import jax.numpy as jnp" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "id": "ri1SCfWO1gi0", + "outputId": "16b9b406-bbc9-45f7-d96f-12c088e7f156" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'arturito.jpg'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import io\n", + "\n", + "import requests\n", + "\n", + "\n", + "def download_image(url: str, filename: str = \"\") -> str:\n", + " filename = url.split(\"/\")[-1] if len(filename) == 0 else filename\n", + " # Download\n", + " bytesio = io.BytesIO(requests.get(url).content)\n", + " # Save file\n", + " with open(filename, \"wb\") as outfile:\n", + " outfile.write(bytesio.getbuffer())\n", + "\n", + " return filename\n", + "\n", + "\n", + "download_image(\"https://github.com/kornia/data/raw/main/arturito.jpg\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " This line lazily transpiles everything in the kornia api to `JAX`, and creates a new module for this transpiled version of kornia.\n", + "Because the transpilation happens lazily, no function or class will be transpiled until it's actually called." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "transpiled_kornia = ivy.transpile(K, source='torch', target='jax')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Calling `transpiled_kornia.io.load_image` will now trigger a transpilation. If this is the 1st time you are transpiling, it will take a few minutes. All subsequent transpilation will reuse the transpiled version and will be much faster." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "id": "0S_fCn-41gi3", + "outputId": "e416eaf8-85c1-4ee1-9d3e-f1939e1defd7" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 3, 144, 256)\n" + ] + } + ], + "source": [ + "img = transpiled_kornia.io.load_image(\"arturito.jpg\", transpiled_kornia.io.ImageLoadType.RGB32)\n", + "img = img[None] # 1xCxHxW / fp32 / [0, 1]\n", + "print(img.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gBkbX_9l1gi5" + }, + "source": [ + "## Draw points and show image" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "qODtmpk-1gi6", + "outputId": "fa2d9d82-cce1-4d49-e1be-f6751678d6d7" + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { 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pWlPTpLlmkGnSHHIUIqiALAy9hUFVFEZXi3B+EalASGyhEKQwzrwqAqwVmKLHymCzj0BTiywyDGhO7aNRibA6ZZAJls+sk6Yp86eXaTTqnD59mnqjzkRromhOV/ZTsVsqgUpLrShqn7fXAo1eN7u1XMprFI/nksZ7VDyep2GLN8UYEBRRAUaL7bB/mhhGUspF1jpDBqkVpBre9/7f4qP/42/Jg0mMqpKpFkbGqGoDoULyPHODAlWIEBK0xOiM/uYK++aneMf3vAEpBWtrbZ46ucrH738CIyJk3MSiMWRgDcIaFIpAuF4qAklqLJkppyiDIHO3k0WmypUjkecpWEOARglLTVlCYajbhIN7Z/mOb72FzsYKX/nSZ1g8fZxHvvwAt//d2/mRO36EMFQEgUIKV3itjcVYg5ASIUeKQ1oQhU8HC1KOp30sRTEUw5zaFpno8XherHiPisdz0SiUhii9J8WKOkxNlFewZWLWdt2fa0tuDWfWN1ltu0jKUydXqU1VCWsV4okaYVxHyxCDRFvthMpopQZcw7YoDJiemiBLU449eYJer1eIDunyUrYskB5b1IsS4PI5GGuG5dMSU8RaxCj6UzyeRWCsRGvNoNNBmZw+CZOtJkFcI4hryDAit7Cx2WNxeYWvPv4EjUadZqtBo1alUa1s0RplxMRaC/d+Gv70I4izqzAYwOQk9qqr4O3vgMnJ4V7s+J4M8cLF47kU8BEVj2dHivLhMjxSeCxcy3o1WnQxYIvFXgiMtWhjnE9FKk4vdzl9pstv//eP8hd/9QmqE/uJ6jOkNkITYsMKyIBEG7S1KGkREpQo5ESeo4SlGcPll83yI//oTaysrPEHf/DXnNnIePKMwYgIGzQxVqNNhiwatqENGF10mhWkVpNbgxAGAURSu7Jio8EYEp1jimgOQg57mUidITHEJITCUAsz5mdb3Hj9ZdSrEZPNmPvv/RR//N9/jxtufAW3vO42vunWV/ONt9wMjMmJXg/727+N+H9+FfHQg9ggcKGc0nyc5xDF2P/t+xA/cgfiphsZRVS24yMsHs+LER9R8XguMqUcsdsXzPG+KXZ0Xdn2rT9I6A0ynjyxwuNPneWpUyssrfbY2wioRg2kCTBWYUXgindd+1mEwjVFKwWQyVBK0KxVadZjKqEkQDPobpL2c9AKKyzaKBAWKSzSCpQQSOl8NVK5rE4gJUZIBBowREKihEVoi7WCyLieLkIFgEQKd3gQWiHRKANZ0uXE6UVyPeDAgSk0dRrNGt1BzvLqBieXzvDksRMszE4z1agRRyFRGFJ5/DHm/rfvQy4vDyuiRNHGfwvJAP7Lf0H8v/8v9l3vgv/737iIkcfjuWTxQsXjeQ5Ya8mNxgrhurEKiVABjxx9ik/d/xAf/9QDfOLeB5leuILLX/5aclFjM4sRYQwqxOY51hgCAVZBrARSWNAJGI3JutSCmKsO7OeyhSkqQmIGfVZPH6Xd0+isRmYkg1xSqVZoNBsoBAGCaiWmGkcEgUQpRX2iRqUakecpVucoq51HRQikEARxjBCStBAuQoTO0JtlLgU06HJm2fDQlxY5deY0T554nGolYqJZw+qca255Azrtcc/9X+Djf/XXZJtrHL7sAK8PJe+++68ROi9SQU8fxB0KmH//7+HUSfjwfwN1viGLHo/npY4XKh7P07B1TRVjl5VmFTHWuEzQ6Q5Y2+hy9NgiX33yFGfWugyMQssYEdWxJsJYF7EQ1pXtluZXgUFo13zf5gOsyRB5nwDBVDNmoh4hdE6AoVULCMOQqWgSbSWpCahUKzRbDZQAJQXVKKYSRSglUUpSa1aIqyE6TzFaI00pVNxMnyCKQUhy44SKFQqLQBvo9no88dQK2IRarYLWGZ1eirGCKDJEYUitWaOzrukNVtlc36BzdpnLbc4/P/Ekgc55pnERYS329/477NsH/+7f7vTuPN29n+GjeTye3YoXKh7PeXFCxBjnQZHSlQxrbRDDzrMKJdWwo+pXvvo4f/KxT/Llx0/wuYeP0py7jOtu+zv085B1ExBEVaSMyNIMk+UokyCsJiRDWo0Z9LAmIx+sg8mISag2pnnZwRbzs3XkoEtLGV59/UHqjRaHrrqWIKoQVqpEUUilEhWdXQXKFtU1uMojIXMQxnltrMFkBmus88MI6cQJEqmcQMmMQShFtTnB408d5zP3/DmDJOeG669is9Pn+Mll4nqL6fn9KGkJlKbfT0n1MgQxYbXKP188QVXnPNt4iLAW3vfv4fv/Idx009g1XqR4PJcKz3vy95d+6ZcQQvCud71reNlgMOCOO+5gZmaGRqPBW9/6VpaWlp7vXfF4ngEjs6YozKhld1khRt1SyuZl/X7C6cUVjh9f5PEnjnF2bRMZRAgVgnS9S6zJ0TpB531M3sPkPUKpqYUw1YiYnaiyb88EBxemednlB7j2ykNcd/URrrr8AFPNCrVYgkmIAsu+PdMszE0w3YqYbgZMNxQTNUEjNjRjQ7NiqMeGemSoR5p6oKmpnKrMqMmMqsqph4ZGZKkGhqrSVANDLdBUA001yKkFufs7dNdVI4gDi7DOoBvFVVQQkRtBri1ZpslzTZ4bVBBwRRxxezJ47mdDQQC/9p+e61Y8Hs+LlOc1onL//ffz67/+67ziFa/YcvlP/MRP8NGPfpTf+73fY2Jigh/90R/le77ne/jkJz/5fO6Ox/OsEGJrPEDJc+MDpxdX+JtPfp57P/Mgf/U39zCz7zIOHbmavpZ0OhsYqxAoskGO1hqpc6S1TO+ZYqJe5eDCDK16hX17pmjWKxw6OE+tElAJDQpDwABhc0zWplGBW155bTEjJwehEQwwmcakuug9J1AosBJjNBhdmGh1MaHYEoQxUiiyVGMsKBUghCRP3fWhFAijMN2EyLQ5tNBieXWTo6eW0TZmanIWhGSjPUDYFGl6tNsd+v0+040qP9w3Txv3uGDyHP7rf4V/88swMXExtujxeF5EPG9CpdPp8M53vpMPfvCD/MIv/MLw8o2NDf7zf/7PfPjDH+aNb3wjAB/60Ie49tpruffee7n11lufr13yeJ4FY91S4ZwZP1obBmnO4tIKD3zhQU4vLlGr14mjCIWhFkpiqQijCkEYEQaKQEkiKQilYG6ySb0aMTfRoFaJmJmsUKtEtKqCOIJQudSNzXKwOdZqhLBIVexS2THNUvRE0WDFsAustWLYHbfsrlvuvDVg5FghtrVYdNlut9g+CJ0TKcnBvfMYK3n4KyexqkFtcg+5tiRphs372GwTk2dUo4hAWb538dSzTvlsxyYJ/LcPww//H+d/p8RYKda5116kPfF4PF9vnjehcscdd/Ad3/EdvOlNb9oiVD772c+SZRlvetObhpddc801XHbZZdxzzz1eqHh2H6ZYu7Ub+uM6rLouaoN+zuLZLp/57MP85w/+F+b2X8aVL38lQinIOuyZmmRqqs6euSlmplrs37eHmekWU60GtThC4XwYeTbA6hyrc8AixQbkkGe52wHjfstiyjBGF+JEMuxZb02RjhoNzHEd/ssMbwCY4bxEbSUY0NJtIy8b/RczgGyusdIgVEKrFvFNt7yKxoOP8Pt/9BfE9Tnm9l5Dr5+w3t0g662Rbi5SjwVzUy3qeZupPLt470EQwGOPPYM7bJ8a6fF4Xqw8L0Lld37nd/jc5z7H/ffff851i4uLRFHEZNF9smR+fp7FxcUdt5ckCUmSDP9ut9sXdX89nvNjMaZYwMdawJdr39KZZf7HXZ/kqaee5Jprr2b+wGVcde3LCKKQKI5p1Co061UmWlWa9QrTzYBGbKnKhIgcrHWGUTKsMFihh337XSSkjHAY1y9WGEbxEuEEBWCNHU0fLv7vKorKKUOC0pJmCx1jivlErp9+2WaXYZM7KV1vfZ3nCKGYmmzRrNcwWYrJM6QQKCkIlcII4UYMWIGwkla2Q4+U5/Q2WFjfOM9VWyMoo8iKx+N5KXDRhcrx48f5Z//sn/GXf/mXVCqVi7LN9773vfzcz/3cRdmWx/OMsKCNRgBBGAwvK3n4y1/iPf+/n+Zl117H2975NuYX9nHZ4StptRpMTU64fih5AiYBm2N0H2t6kKyTDwxlmXM5f0faMhfj5uCIcnSzlC7lY00R8Sgb3VN0zXXzcUoxZYvSZ2PcxGJVmIGtlVjrqn0MuE67SuB6qrl2dVab4fO1FtJkQBjX2L8wx5PTE9i0j80SlLCESlGtVLCDgIE1bu6RNuTyIosFIbCV2Am7HYSI1hopZVGJVTKKLHk8nhcvF73q57Of/SzLy8t8wzd8A0EQEAQBd999N7/6q79KEATMz8+Tpinr6+tb7re0tMTCwsKO23z3u9/NxsbG8Of48eMXe7c9np0RIGUxhdiW04YtG+11Pn3fp1lePs1rXn0T33DT9bzs8v3sm5+gHmsikSLyLuQ90AMwqfuxztAKFiuMm1hc/mcNxjqzq4tOWAKhCIRCWYEyAmlAGlCm7GAr3XA/Y51IKHa6FD4IF2mxAidKpERI195fCDUcomhNGcGxTuwIgTEUJls3IDFPEiSWudkZJiaaWGvQRpNlOVIpGs0WgQoZ9AesajvanYuBtYjpaZzYKt6YHSuztr15Ho/nRc9Fj6h867d+Kw8++OCWy37wB3+Qa665hp/6qZ/i4MGDhGHIXXfdxVvf+lYAHn30UY4dO8Ztt9224zbjOCaO44u9qx7PBaECCVi0dr4QpRSLS6f58G//Fq1Wi3/0A29jfn6el73sZSRJSrfXR5iEbHOjSOMUqRthQWgQ1pUrw3CwoS39IdY6bWGcDImCEBDOu2JN4UsRbtqwkK70GYvVxf2NE1VCugSR6wBTRBbciOTR8q6ti6wY4/ZPWneTogtslhmEkERRBSEV/c4myhquPHKIvq1grSbPU/pJn2oYMLVnns2zp1lfXsLGcG9jgtd0Ni7KQUbkOfY7/5dyz4fjgcC9DkqNBIvH43lpcdGFSrPZ5OUvf/mWy+r1OjMzM8PLf+iHfog777yT6elpWq0WP/ZjP8Ztt93mjbSeXcTIWEpREYMYeTj6/R5PHXuSQ4cOsW/fPM1mkzztY/McZTMX7RClm6RouDY+5NBtvai0Gc08lkWPFikVIDGmTO+UvVvK2cej7QgEqvCTuPCJxWgnTqQYTU02hfiR471gRLnwO8VksAhbLPZF+kYbjQSCwFKrxhw5dJDlds7R1TZpDpVqlVgaVJCjUfQGmqnWBH92+bW89ov3Pvd3Qgi44Qbsq189vGyrIClTPE507Rxd8Xg8L1ZekM60/+7f/TuklLz1rW8lSRJuv/12fu3Xfu2F2BWP52mwW36scMkMY2Gzu8mXH32YRqvG5ZcfAmvpbbbBGILh/Bw1jGq4DEsZSRmVOg8jKZTN+BVSiGIgoMAVzlgC3OIskW6L1hQpEAMCgiAYiiKtLdoalJIIKTBGY7QpzLOCQAYoqVDIoWCxAvLSo1JUEUnpDg9aF6ZfYWk169xw/bU88uQyn/vql1FRncbkPAGawGbkNqTdz7miNsni1TcxOPlVKmdXnuPbYDF33IG1diiytiIQwpmejTFIKb1Q8XheQgi73TL/IuDZjIn2eJ4Zw+4ilPXJBsPZs2f52098kuXlZb708MNccfkRvvt/eQsYQ9bvI6xFUbTYF8IZWhkJEidWoEzIlI8k7CheUsRIwAp0Ed1ws4AsQVH9Y9FuzwrvCWMm2mG8pvCouKiNwRr3mLKIzSgKjwpghSUX+dAvAxCIwF1vXHolVBHdfs6Tpzf5zENP8Gsf/h9Um9MsXHY12aDHYHODpLfOYPMsrdjSiuHfXznFqz/07LvKWqVgzx7MI49AvcF2/SGKaqXyMGYLs608x8zr/Ssez27g2azfftaPx/M1Kcp1EaysrPBb/+2/MTM7yzve8Q6a9QbJIHXVOdrpBSncwMHSm2KH/5Wbc4ukFLLog1KmbMpHG0vuFF4Tq92lsihJdu3dDNqWosgJGywooVBSOmOuLXZKKFBuIbfWYo2r/BEudOIqlKWTSNZsTVEJiRNiyYBARRw5dIijp9Zpr68jgzqVuE6/l3Jmo890c5Ijew9w6skv8cAjX+aTb38XN4sM8aH/ryjDfgavupRQqWD+/C8Qjaa7zI7ejy23tYzNX9rpcXxfFY/nxYoXKh7P01GKB2vJ85xBf8DG+jrNZpPZ6RkqUYTJcoR1rfUFBmuLpmzWDocVuvQEWypWxHhIxRZCpny8MhpS9jeRxTaGptiy3FhghcBYCUZgjSvRNUZhkVgRuGVZFB1XCs8KEoSVrhlc4W+xym1WWGeqlTIACybPkRbCOAAZYVWLKIgw3S62mbhITxAS11rISgUdVGnO7udgILn3gcfYuOobePsbnuLqv/mfF/yyGynJa3X0Rz5CfMPLt2kPMYyslBEUn+rxeF66eKHi8XwtivLdLMsZDBI21jeYn9vD7PQ0UkjWzqyAEG4GkLFDg+xwdRWiLO4p+qqNldYWURA7lrNxWsZZbBHFvBxVDkEsOwqUDdwMxjL0n2CVM83KYBikGTaBKyqNhpETFAY3OdkJlQBbRFdcf5UAjMEwcH1V4hgpQ0RQCJVeD5sMELYQKvUJZByQy4jmzD5mZqb49Bce4Pf/5KP81a038U/e9Ga+7ZN/xVy/R87OBx9dJKM+d+Awf/uW7+UHbryJyliaTJRPRbhy8ZKRKdiekx7yeDwvbrxQ8XjOS7niKTY3N/nE3/4ty2eWeePr38C+ffvI+wOkEATSOouINK67LON1PWXkoxAvZTfY8aoiKRitrWUkpox+uAiKSxO5dA8WtDEgFTKIi+0rpAxRqoIxAm3c5B9jBZnOydKcJEvJtBuKaIzBZgajLWmqybWlm0FuLGlhStUmx+ictN9BCUsrUszNzXDLa26iOlHjsisOEzWnMXnfpZzCACMUfSPIhSIREY2FIxxuTdGTNT64sMC/ecMCrzr+GN934hFev7G0pZHTalDhI1fczMeOvJzH1k9y+Zk13rm9w+2YCCnFybhIcWZa4cTX+Gvq8XhetHih4vHsiNjy/16nz3333o+1htfc/Cqmp6bQSYqRoCSjHinOJDJK5TCsasaWjWhHgZax9iZi7MpS1OD+tsJFMig9JpAX/VQCFRdRlgAZVgjjJmluMZlFG2fG7WUDBlnKZk8zSHOSRKN1TtpP0Zmm00lIUs1aJyfNDL0sJ9eabtJF5ymD3gaBMEzF8LIrD3LzLa+g0qywcHA/RsaYfIC1AUEQoYUkt5AjUQTUZvYztfcga2fPsLK8QTaI+ejENXykfiVSa2aMoSYktf1XQL1FvQJJb50nvvBphM3Jswy2xlPGIiZlymdkpHU/PqTi8byU8ELF47kAev0+n/vc52k2Grz5797OxEQTKZwp1Whd9lIDytTNeH+Swv4qJVj34874BUZIhjONBZiiWkUUpcVRGGEtJEmK0YY8zYvKHoXJIR8krK5v8tSJJVINSSboDnI6vZS8iKzkxqKtJdOa3JqiVNlA7hq+6VxiDPTzEG0FmRXD21trsTpEmozNjTb1iR5rm5Y0D5iZrNHtp2y2T2HCOnE8jVYBRoblq0Cuc8wAwrBCa0JhmxqMRRSiTQmFERJdbRBIyWDQJU8zJicnkErxP+/6Kw4fPsgtr7mFKIqK13T4cg0jLHboq3HN8HwUxeN56eCFiueS5JlW5SdJyhNPHGVhzx5mZ2ZoNusMBh3nk7BFQa9rA+vatwmXfhhaTwphInGt60FhhSxHDQ4rfUzhF5FKuZ+4ijGWNOmQ65xBqt12VECuDf0k49SZDR565CidfsraZspmL2F9s0+mnVBBuZb5SOUqaSgcLtaVQ0sZI0SAkTWsUGgRYAWYYtJyIAJsnqM3+5xtJ2z2LFpLJhpVdJ6ytr6KxBLWGigFWqmiyZxFG4M2hjAIiaPICQnXdg5pxdBzYw1gNGmWovOMer2GlIIHH3qIwaDHq26+GYiKN6/4Jc6t35FSDHvWbEU8zV9jG32aW3g8nhcGL1Q8lzRl1cjO14HWhvW1dTbbHfYu7GXP3CxWgsagy64jwvVzd/OAijN+UZpUi8dAObGiKggRIlUFIQOECNBW0B5oBplmaW2NXpKyutEmSVPanS5JmrK+tk6e55g0YaLZ4tqXXU2lElOr11neMHzlqRUyG5DJCpkNsbXWWLN8VxlkC7E0eoKuNNoWUR0tA3e7QjgJERQpLAkSVDxBLxU89PBj1ALNd97+jZw8dYIHHvg8mYxIgwwtJUYFpLkhzXXxOIKk2ybrDUq9hsE9plKusmh1+SxJv09nbQmT9VDZMq0D87zh9a/lsmLsBhSCZhSAGlH2UxnFp8avPM+/z3nHL+A2Ho/n640XKp5LlqeLqpRXaa1pb2zS6/WZmppiYnISho3c3FDB8RJkcIEVhUAINdZDRSFQWOFSI0LGCBlhRIC2kp5O6SYZp1dzNjp9ji+u0un1ObW0RL8/YHV1FaNzRJYyv2eO1vRBJlqKuShgs29ZXutBUEVU666EOIqHTefK3rfO/SJGLfLNKJJT/MlWe4dCFD1XhAgRQYVUw8nTZzi80OTl119BqwZrS1+lrwUdA7mw5MIwSA2DrKw5EtDPsLrn+s0IOxRNUsZYY0m7K/Q7HTZXT6KzPlXVQYoZrrryCvbt24tSiqcLpQyLqYpYys7xE3HONR6PZ/fjhYrnksWVuJ4rVsajLL1el7/4i4/Rbrd5w7e8gempSbQxJGmKNhJwlTfWCnThOTEoRBijogo2txht6PYG9AcJa+tn6XYHrK736fYz1jYT+olmrZeT5JbNVJNpS9+4tEmSV9A2xFYChNGoOEdUJumbCkEeUkkEAxOjKlPO2CrrWBWBjDC4Vvqum1sZWSkazFmBHfZGKyqVpB3rO+fSVMBI4KgqiQlY2egxOxETRwGHDi7Q+tbXoUVIpqp85ehJHnjkKLaIrEgZIGTIK269mvnZKY4fe5L19TWiWgMVRtTjkEhJFr4tJhaQDTZYX1vhT/7095ibmabZrBNXKmhtXBcZIUdPhzJ6Ve7l+ThXung8nhcPXqh4LgnOFz3ZKe0zflmWpjz22KNkWc7tt/8dpiYnsECemyI9ohAydI3XjMCgyFFADMRk1pBrw2aS0O5qTp/dZG19k1OLa6y3eyyvdOj2MzYTQ2rAqApWBshKFaEUMgixBBBIhDVIm2ODGqkNSI0i1QJtFTKoYESEFRFWhCAijHUJqlGjOInr9DbqhFvGH5znt+jZMlZVA2CFdNEhGZIbSaeXMEhzlJJMtBpM1w9igxgbNmh3+jz86BOkonhUEaBkwP59+7n6iiOYLEMKQbU1TRBXaMWKWhhww94ZWnGIND2WzyzyyY//OfVKRBSFBIEiT+2oQuqcNxdXWmXPc73H43lR44WKx/M0JGnCww8/hFKKPfPvYHpqGoxxHhRctECoGogAK0LW2z1Onmmzsr7K4so6a2sbrK23GWQ5qdYkaU6W5+RaoA1k1NAVgQ0FimIYoZCgQiyCNHePVYlihDXopIs2iiQ11OsB9eYkceUsuXbt9l2TNteVtmznb7FY43whWz0qFGkgl+LRRUqlnPVj7FgPEyERqsZmmvHok4s0K4p+KjACVJojwhBpLegAJWu0Oyknzg4wQoMIOHQ4pTWheeDLizz22OOEzVWCMGZCZET5gI8f/Syqt05kO/TSPg89+TgHr7qSPDMIFEE42mcYRVJEaZwtplvbHcWKVy8ez4sZL1Q8Hs5vqtVas7a+RhRF1Go1avUa/e7ARVBsgDEBOlPkQpKgWO9ZltdTTixu8sTxM5w5u8qZlTU0oIFygGAQxMhhakRhZTkgsIh4iACswNgMgUCpEIxGW4m1gtyARRKGsYu6WFcKLcqutwaEdN1oTdGiX2AZBZaG5UhjL8L4n3bU+bXwk1ihSPOUrNtlszsgzSxSWqwGKS1oZxoOVEyWZ2x28yIdBps9TadvWF3rs3ymg+orZBDR1X3CtEPyhQcw64vEdpPM5qzpjOm9Cxjj7LGiGCEw1ox2yLCTyphIEV6ceDwvGbxQ8VzynC8tpLVFG4sIKqioSlCZJKhMQ57S76csntlgdX2Vx48ts9ruceLMOv0cuikMNPRzS64jbHUeIRVKCMqghgW0AG2KaIAty4YLsVGss3FR7aKzDLTBaicM0LZoXS+R0mBNghASRQqFLDJFF1pZukyKZnHCFE3l9NjUYXcLEMOxQi4VJICiQic3EvIBNunR2dzk1NIak/WAuVYdLRRZqokqNRYW9nFi/SRp3nZCBej1BnQ6XaKowuTkNKmM0AgGnQFkKd9w4000bR/dW2Kjt8mxRx5GWEuaGtJMEwSKYV88xsYRlK/acP7RTngTrcfzYsYLFc8lxbgoeTp/ih32AAFZmFMzrRhkgs2BYbObs7zWZ/nsJkdPnmFlvcPRUytoAnIZu9RNECNUhFCRm1AsZSFUXLTCWoMVGqwZdsAVZWlwEd2Qovi31lijC0Vh3b8xSOXqeYzJkCJA2ByswaIRQiPRCGHHDKiiuA/YoKyldpeXK78QYrS2Cxe5MQhyo7B5gCUmCl0Jcm4EVkXOTGwgDCNaEy3q9XWq1ZjcBBgUUoI1OXEU0qhX2cwpGs7lGJNTaVapK0UqO/TJXQ8aA2mWk2XaVf2I8fduy7vqXjux7aLRrc9rXjmfBdfLGo9n9+CFisfDuakfYyyb3QHdQU51ch/aBnz6oZMYlvn8w4/T7gw4vdol05YkLyp+mnsQUhFJ1xtFG9yQQAsYRtEMQZGKcSKjyAY5MTFUB+UkRO2mGRuDsAaBQeUpg846ejKiXrEEss+gt0QYVAntgCzLSbOMej2m0YipViIqlZCJZoN6rUqr2XQ9WCoRYRAQRRFSKQIZI4VESldWneep838UZloZVDHGkKc9ppo1Fg7uIVSQKl0YcTUz++ZpzC/QXDjAlde36fYGDAYp++cmmG4arjoyydyE4anTK2xsdukPUnLT5WNf+Ay6u4aiT6ZzzqSaWmZ46sRprAo5fHgfEkGaaYQUBIErV7aY0irMzvLimUgOL088nt2IFyqeS4qdSpJ3LFHGkmQZSZpjCEm14NRym9QIjp5cZbOXsLKZYIWbsSMDhYoiFzVRyrWIxw6bk4xbQ1waphApgBBuqKEohxYioEgJWeMiJMI4j0kgIVQCJSFQgjCASkXRaFSIggqNaoVcZ+SZoNGs0GxVqFVjKpWIqYkmjVqNiVaLSqVCrRoRhooojFBKoYSbGySl66ibZYNimKIoBiC6Lrl5FlOJAtLckmtDSg5Cg8hAhiAjavUqszOSaqXPYJBQr4YEAUy0qgRigm4yIAoFfTlBUofeYpXU9rFWYHROpAUyqrC+0Way3cbaBZAKYy3ynFk+ReXSeLRsPCR0zm13/GRcwKfH4/G8EHih4rnk2C5WdhIvxlhW1zZZPLPGsVPrbHRzKvd9CRnWWO0JDHXiiRk0kFkwQqCFdOIiM0WzNQmyaBUviqWzzKrIov+r1WA1Js9dKkhrrLEjoaLNsCVbHIbMTs8wNTXBlVccZs+eCerNgGuuvYLv+4fvpBbXmWxOUq1aGg1LGEnCsDDoIsBIMBKdW4yGNBugdU42SNA6Z9BP0dpico3RhiTto7UhyTIybeklrnzZING5ZtBPCJQgCiVSaqTMMdb5bqysYmUVKSVSSKqRIAwVew8eIo5CXnmrQAVQCTOEMCTtf0qWJJw5fZL1tTU+9cl70VrzhQceYm19nauvuZxqECACVWRxhq6aocQohxK6XisX0oF2+AkYXurlisez+/BCxfOSZ6eIyfaFbNybUv4eJCn9QUaqBUkO7W6KjEJyE4FUCOUmGrvczmj5s8NkxNh5vXVzc4QphUcOzvmBQKOkQQiLChRCCJQoyosL70WoIA4jpqcmaLWa1Os1gjBgkCRYBM3WBJWoRrXWoFazVOvWiSFh0MZiDOSpxeQ5aZKT54ZB0iPPc5LBAJ3lJH2N0RadlUJlgDGGJMvJckMnyV21k5RkmabXHaCkIApKoaIx1s32UWGGCjVBELhojRRkeY6xilpV0AhdozeCCioQNGabmFyTo5DVJrMLx+l3u6yvbzAx2cSU06jHqpKGjd52nJa87bILGOXjRYrHszvxQsVzybNTREUbw+r6JqvtHkFzjjiw2GgSwgpKFwbTXCOEIEC6IX4WF0EIQqwxUPpKjIuaWKMxeYIxGVanWKuphBAGgrnZFvVahcv2LlCv19gzO02lUmFieoo4VjRbAIKkrxgMDCtrGb2kz32fe4xBmtLt9TFaYHNFmmYkacpmt8tmt0Oea7TR6CzD5hpjc+c9ke45SymdtDLF7J+iBNhqV+8rgxArBAludIDWBiUVlSDC6hydJghpXfXR8EUdgFgvyrgBk4LVhEoVqSUnwGrViChS7Ns7Sa0aMd0MCDDM7D1Ct73Olx+4jzCO0Lronks50QfKiIrFDOcpSeEPaR7PSw3/rfZcUmyPnGy/fIiFJM1Is8J3oSxGBK4TrbDDJdL17rDD5IEoFIswBrQG434CCTKAIIyQIiBQFZSEehWiSDI3PUGtGjM7M0G18I9EUUCgQAhDludobel2odfXrK0P6PZ7nNlYI80yBkmKyQU6EyRJTq+f0un22Oz10FqjjcHkaVEtlLt9V04sKOWiOBIFw14sRTM4IRAKrBBkwhU6G2MIJGA0Vmt05qJBQpZSAiza9XApTMTusfPh62y0EzDVSkoYBlglqVdDsjQiVpaqzhgkGf1BSpKkQ2lSvFlu+GDh99k+KdlHRjyelxZeqHg8O2Csodvr0en20QQYKUitILACqZQrATY54DrKCkBKMHmGHiRYW4gUnWN1TmNqklazyf79e5mZmeLgwT1MTtWZmxVUqyCRGG1ZOtWn1xlw4sRxev0eq+1N+oMBpxaXSJKcft/i5gtVMMINATQWcgNKBIQiIs8teWZBBSAblFXRsuK6mghcafNoCKEBSzFtuRyoCKowr/YHaeH9sEgpiKMIqw3JoIuSkigKnSgpIhsuuuGSXkoBCIK4iZQKbTTGWjDl9GSXCDu+1AFyjqmEgJRauorNenQ3OyRpNhSWLvoziqsYq5E4H8ywQY3H43lJ4YWK55Li6SYmb7mdsQz6ffr9vos2SEXZjGSU4BirO7YughIKSzV0/UTiSBEFkigQTE62aDXrTM1M0WxOUokrSBG4qiKj6fdTsjRn+UyfXjdh6ewm/UGftfYm/STh7MaALNOkCSACglCBFBhVRjnACANSuyCOKXqnyFGEQVhbCBX3M2w9XwiVYZSicP0KqVBApHIQEIQSKQVRJDG5JcVtT4oMi0FbWxpyhjZXa8qHcDOlKY3CbmAAWDmanWQtqdYYqwmyHJtm9Pt9BoNB0Rq/LEIuIjdjLWCGIsVarPB9aS81LvR7/bV4ehO254XCCxWPZwe00SwtL7O0vIxSklhGqCgEKcmyDLBIYcGk2LQLeUKedtgz2eLw3jn2Lsxx+LL97Ns/y779M4SxIAgFiyuKtbbgyRNLPHF0kaWVFTrdLk8eO0m31ycIIoQUaKtdzECYwicyhQglcTUGK9AakAIVSKw1iNyNQhTWoqRFBa7HiNFpUQZtsHm/8MZkgEZbJ7lkkbIxeeoiRdIglSCqRgRKMVEPicKQqUZEqBTVOCDX0E0Ug8GAdrtDrg2ZNkilUIEqJjdbMqPJtUYPIMvBWDeHSKgQhEKFVYQICHCzk5SICYSkEtVIsgGLi0vMzU5gzA6986GophrV/tiiP42fTugpxcsw3WjMOdV+Q/HrPy+7Gi9UPC95xg9CO/ZM2XZAAxdRSZOELHUluNoKrM7AGozJXVRCWqJQUq83iWWTWjDN/HSDw3unmJqYZLLVIJCCfq9Pu52Q6YxTZyyrbcuppTU2NnusrLqmaJvdjP5AE8XamU2LtVcUo39k4CYf25ENpChfdmXNwuRYqzFaI6WrGlIqQKqAQCkCJVBWIG1EEFikBKFcGa8KhGtNbzLXqyWwKCmIKyFKSSpRQBQoWnGdQEmiMEAbQz9LSdKUbq+H1pZcu21KpdDWOLGirWsSl4DObTGMUZBqMFaQaYm2AmMk1lhMliGMxeY5Os9IB33SZDCWUhp/Y9kiUnzax7PTzK6nq/rbfvtnMmXd8/XDCxXPJU25AG6/TOucbneTfq9DNVYoI8j7a1ghMRjn+wgk01NTvOKaq9i3Z4ZrrzzITEuyb06wdjblzFLC8ZOn+MxnH+bJ4yc5uXiG9W5ONzEEcQsRVMhRGCuRQZV6s4YKAoQQrjIIgyUddq612pD1eq7SKAgxJifNe0gsUhhMNiBLulSrMdVajUa9RaNRZaLZoFGv0qwqapFiYqJBtRrTbLaI4ogoDlBKUAmdoKlUFFIKgsClcoTWrqw61U4cWeuqnGSxY0q6NA7KXS5AW5cKisKAIAjIE4tOodtLSdKcpdU2nd6AE4sr9HoJyQDSJOP08U0G/ZSkv0Gvs05vY5XBZtuVWFuQwjDqn1IYmkuEcIMYvybDzisX5TPk2R2U3+My+lZGTPI8x1pLEARIKYe3P1+UzrP78ELFc0mzvQqoLFW2gM5T8izBahAYKqElroRMTk9SiQMmWxGtepO5mSniKGKj3WPQy1hdTVhfS1g5M2B55Sxnzm5ypp2xORD0c0VmJda6RnCmSMyUh0+bp1hhoUjPWDNwxtYwQAhJXFEESlKrRQgRAK4yKA4lipzQZlSrMbVahVq1TrVap1aJqcQR9YqkEkrqtSpRFFKtKsJQEkYSqSRRAEpCFBRCTLoDuVSFkTYsuuyWQkUJN8OoiMwI3KRk6yYNoYEgAKUMxjjZFVhLGoA1EY2qQIkJBoOMLLXkmWamlpIlPbJenZWlUzz+pU+jAll07i3es2HL/HNbtJ1vCvbYO17e8rl9cDy7hu0nG+V3+HxpnXGB4iMlLw68UPFc8oznqqGsLIGk32XQ3SDv54iwxnxrH/Pzk3zTN97K3GyDl101SbcLJ04YFpdWuO8zX+LMyhrHTyzRT1J6g5QgilChG9pnxDS2JgmFBKFwS27RTt9kYDR50saajEDmCHJM0gEhiJs1KnHM3Ow09WrMntkJN79nokKtEjHVqtJqVJidqhNFAZU4RAgX5cizFJ1lBMr5akyuXZ8X69JFTgQBNnflQ1lemGNzBKBUiEQSyQiBm/tjBehyJlE5LgANuEoiXfyQGUgtQaoRuSECbCiY2lPBqirmUANriz4uCAJ1XeHlFTz2la/w6U/+JZValUAKVGGaLWy64+8g4BYgYyxSSpRQF/LOP6fPjWd3YK1LL0opdxQnrm/PKNqSZa6KLI5jL1ReJDwvQuXkyZP81E/9FH/+539Or9fjyiuv5EMf+hCvetWrAPfB+tmf/Vk++MEPsr6+zute9zre//73c9VVVz0fu+PxfM2qgJ0602qtkUpy+NAhqo0JXnb9FTSaLbCG9kaHh7+0RqejOXEqZW29w+KZs7TbffqpJTMSI0IMClHM+rGibPtuXBmztcgijVGvhoRBSDTRIpDQrAeEShAqg1KCRjUmDkImG03iKGSiWSMKJdWqohIFNOsRtWpEo6JQShCo0sxikAEYqQgkKCkwgWvTr3PhqoWsHQ1RtpBlOUZr0qTvFv/cuKKmxLgDfW4w1pJhigqfonKoqCQaFyqVOCQKA2SaInNNFIUEKsCEMUjlmssgXfm0lNRrDcIwYmJiikY9Znp6gmazTpqmZGlGFAVjPtkyAVT8FuWIggtpO+sXqJc6O01KdxV8kjzPeeqppwDYv38/YRhuua8XMLuLiy5U1tbWeN3rXse3fMu38Od//ufMzc3x2GOPMTU1NbzNr/zKr/Crv/qr/MZv/AZHjhzhZ37mZ7j99tt5+OGHqVQqF3uXPB5gZ9Ps05HnOVEYcuvrX8/8vgVuvvVq+v2M++97kiePnuGLDzzIZmfA2bU+qAgV1kBGCFlBhBUqscLV+xqMyTAmL6buWPKkS54lhAICKZib38dEs8b+PZM06zGXHdhDo15l7/wUUaAIhEUJCEURxdAZ1uRoPUBJWxhkBUpZjM3QaYJ1yz9KKcJQEQbOHFu2nE8STa4t/f4ArXURMhd0ejlpmrC+ts5gkLK+tkG/N2BleZXBIGG93SbLcwZZhrUGgwFb9GZx3VScT0UI5uemmZ6aQKU9VJ4wMz1BvVbFSOcSDgKX0lJYAqWY27OXRmuCmYlX0qxFHD60n6mpKTY3u0RhxPRUq3j/xt/DUqiUfVs8lxrjUdHxkw1giy8FIAxD0jTlE5/4BFprvvu7v/scoeLZXVx0ofLLv/zLHDx4kA996EPDy44cOTL8t7WW973vfbznPe/hLW95CwC/+Zu/yfz8PH/0R3/E29/+9ou9Sx7PeSlz2ed0qkUgZQBC0e1nLK1s8ol7H2GQ5Bx9Yo12u8NmokhMDKFL5VjCwsOhsblrUy/QIDSVSBJVJPVqRBwFVMImkRLUKxFRGLBnZoJaJWa6VaMSh0xPVqjEAY3IEijjHsKCKhqTWKvRJifPB2TWkCbGTTLONZ1en3anR5prskyDUAghXXTEWvq9AVmakaVutk+auSZsQrmmK9q4yEm/l5DnmsEgJctyup0BWZbT6wuMVWSmPEulEGQWaw0ai6FIDbUDunkG/S4y7zM9f4DJPfOUDdskrt9LIAAsa+trrG20WVvvsrx8hhPHj5EmA1bPrhCFiunJlmuhYi1DO60Yly1+tOClxk5zu8Y9KttPUKy1pGnK8ePHybKMLMt8BGWXc9GFyp/8yZ9w++23873f+73cfffd7N+/nx/5kR/hH//jfwzA0aNHWVxc5E1vetPwPhMTE9xyyy3cc889OwqVJElIkmT4d7vdvti77bkEGT/z2ulgp4IIQcjy2U0Gyz0+98dPkmlLHDdcM7SgDlIQNhTWGKx2zdusztD5AJ0NkCJFioxmfYKZySb79tSYnqxz+WX7mJ2aYM/MNLVKjLAaYYveLNYNDwRLrBKkFIRKujU4L7vKalIzIO+1SXNNL8lodxNW1vucXFrhyZOLbHS6tDs9Mu3uttnp0u8PWDy1xGa77fwjBlCuPwxxgAwCGhNTBEFEoGoopYiiKlJJwshVJAnp/C9CBUilCIPAJWCKZnjGWrQVaAurqwPsmQS9uYnINnj16/Zx2ctegTAJwubotAdGE4aSJEn49L33s7KywqNfeZyVs2f5/Oc+z6HDhzl+7ChKWg4d2A9WYHSRRpPCddQthM62LnCeS4TzDRmFrVVA5d+DwYAHH3yQNE23rC2e3clFFypPPPEE73//+7nzzjv5l//yX3L//ffz4z/+40RRxPd///ezuLgIwPz8/Jb7zc/PD6/bznvf+15+7ud+7pzLdyot9XieDdvPuoQUVKpVVNjh+IlTJCZAyJBAuHQKVqDzfFiuK6wbQNisxUxOTFGJFNVYUatIqlXJZLNCsx4x2YioV0PmZ5q06jG1ICO0BlVEJLrdLlmW0dncJEkGLC+fQuc5URAghSAUEmM0SZK4hIcUoEJEWOXU0gaPHl2kM8jZ6OcMMsHARFgZYJVCVmMCmdPaUyFqJQSFidUU7WutkiAlYaWGlG4ekZASFYRIIZGBGHpARNG5VkiBVc4YbEXZpLeMdgg3G0kGmKCC1X0arQYzs1POPGw10qQIa5DCkmc5N954I91OlyNHrmB1bY2ZmVlmZ2fZs2eOVrM5fL9G4fytPTCMcX1oht1qh1eeT7jsfPzwR5UXHztFTrb/LlNEYRhy8OBBsiwjCAK/jnwdeTav9UUXKsYYXvWqV/GLv/iLALzyla/koYce4j/9p//E93//9z+rbb773e/mzjvvHP7dbrc5ePDgRdlfz6XLTimf0XWSeqNOEG3w6CNfJSNmbv/VCBW6WYPGYDI3aM/kCUpaQgXTrRrXXrWXPbOT7F+YZW6myex0k0BqAqmRZoAwKZVQEEjIBz2MzgmVwmDorJ+m0+myuLjI6uoqH//43fR7XaIwJAwUjUqNPM9pt9vU6nUW9u2l1pxicu4yvvTocf76Uw9Rac1Sn15ABCEirBNENVQUE0UgNVRnnLCoRDFqbP6O61ViyUzRsVZEjBrWl4bZchjg6DWEYmG3Ret86V4/iUQFKcKk5P1VjO4zOTPN3v17XF8Wa6gokJQRJLjiiiudvJCSjY0NXnHjDQQq4MihQ9TrjeHjlkJl9PaJYfUHgFKjYmbPpcP2NgPjpcilUJFSUqlUuO6665wPLYpeqN31XCAXXajs3buX6667bstl1157Lb//+78PwMLCAgBLS0vs3bt3eJulpSVuuummHbcZxzFxHJ9zuY+oeC6U8bOqsoxx+xnXeG5bCEG1UqVWrSJYA6tRQrt+J1mfaqiYnmtQr0XMTTeoVkImmhWa9SrTU01azRpTkyH1iiayPchzrM1ZX1+h391gafEEnfYGSjiPBqbsWRIiVUCr1aLZavLtjW/HGE0YBCgpicMQYwzJICGMIhqtJkFcJ6xPsZ6G2M8dg0oLEU9ilUQrhSYEHWBRWCkRxZTkNHciwRZiRGuLGfZ2ASMy5yQpfDEuajQaXgjO8+IG+hisdUMaAYxxxlxrU6TNmJ+q0aodZLJZQwHaZhijycrKJ1PW6hRpHKtREpqNOqtra/zhH/4BUVRh/74Dw7lLQsiigiMjzRKuuupKbnj59e59HJ/HtCWaspNw8ceQlxKlQClFyfjlWuvhtPAwDM9pTfB02/RcHHZFROV1r3sdjz766JbLvvKVr3Do0CHAGWsXFha46667hsKk3W7z6U9/mh/+4R++2Lvj8QzPqrYLk53+XR60pBDUazUatRpSuBb1gdBINDZbpxHXuGLvHPvmZ7jp5ZczNVFn7/w0WZaQDLoEgSIMA4zOMTpF5xk6zzi7eILl5dN86lN/y1NPHqXZqBGGAUmSIKXkyquuYWZmlte85hZmpmf4lm/9FqIoIlCySLtAWeUCLtKRo0is4tiqRlS/gKhMI6ozaGHJsWgLOhdIGSNFiOsjK0jyBIweNlPLdbHAS4EVhtxmRVv+zM0Q0hRVS64jrC3GCRidgcmKJnVO8OncYrTFkKHQ7Dt0gMsvm2O61UACmXGvS2oNEktIOJqAXPhNlIRWq86JE8f5zd/4TYSQXHnF1W569bCaKaQ/6NHurPM93/Pd3HjjKygLphkOSaTQImKoSbZUOHte1IyfaAgh0FpjjDmnE23ZobY8UQnDcEvvlfNt2xttX3guulD5iZ/4CV772tfyi7/4i/yDf/APuO+++/jABz7ABz7wAcB9mN71rnfxC7/wC1x11VXD8uR9+/bxXd/1XRd7dzyesTTB1gPa0yKE6wESSPqdNYyIWJiuMTXZ4vDCdbQaFQ7tm6RRi5ibrFCtCELbI0026a2fZfnMGU6fPoVSAUEQkqWucmaiVWd6osW3vP71ZLfdSlyJUEoOy4Onp+eoVqssLOyjUq04D4g1rqeacc3aEAKpAhf1sK4UWEhFFAVMNGsYZeh31zDSdYrNDeQWrFVgFQGu06vUGdIagkAihUSFMVIpomrkzLOxmzUUKEEgJVUZFVEdt89RFBIGgjhWhIEhDl0URJXziaRFYVBYFuZaTE3UmJmZKlrhF9OZLYixJi7G6OJMWCCFoBJFTE9O8opX3ECz2eIbX/cGV0paRFOkkvT7Pdqb61QqMX/8x3/I1ddcw9VXX82WwYSlWBGMUld+/dlFbD/LvvA3Zzw66j53LtrmdKkd9tVxDRAtZcOdOK4Mv3dPt23PC89FFyqvfvWr+cM//EPe/e538/M///McOXKE973vfbzzne8c3uYnf/In6Xa7/JN/8k9YX1/nG7/xG/nYxz72jHuoXGjYzuOBnQ862413o8shjgKiUDLorCGDCgvTVQ5ftsAbv+nVTDQiZpoKq1Oy/gYCg7I9bLpBr73EE49+kXvvvY9qrU611ihKfDNe99rb2D//Ml59803Mzs4iVDmfZvwH0jx3014xGGuQFqwxJGmCkJKAsV6w0h2K4yhgolVjs29od9cpVUOmXVQlc81vCaV0PVmMRmIhCl0EKFKEgaRZjwijkHozIgwVtWpMFARMVBqEQUitWiWOI5rNBrVqxORkjVoVWg0IAwiVIIotYegOMLL8se7HGIsUEiElwlr3Y4pqJ4rScAKElMRRxNTkBDfccD17F/bzXd/1FuJKjBg7U+73e7TbG/ztJz7On3zkT3iLFFxzzdXlO+lKxouGcNurl8UW0+253W4vGc4XjT/Py7DTzQVjniEx0obn38x4NHP0txhG1Ubb2+m7a8v/23ItKPumuO+RsU7Iy/K+Qm5pFhiNCZVhBO4C2O5t82vQM+PZvF7PS2faN7/5zbz5zW8+7/VCCH7+53+en//5n79oj/l0IbpnEr57NqE+/9i7+7GHk3cLYVuOey/DvkkyYDAYcNddd3H69GnCMCTXmiePLbKx2eXqw3MIFdBbPcqT/dP84ckvYvKUbvsMzUaNQwf2IqUFm1OpxjTqdQ4cPMz3XnY5URy7A2IhPPbt3cvU1BT1Rh0rbNHKfnzvZVE5o0et4gUYnYOFQAXuUuPODEWxEGPh2iv287+/4+/QHVg6feO8JkKUVxMoN0NQChetCIq0iyhy9kQxQiqCSoSUkjBSSCUIA4USkiiIwEry3JUlqzBESYWSbjJyu21QShIo0FaTmxyJe4y90xGTjaBYVwRWO2ESKomUri+M66viFimDQUhJa3KS04vL/M3f3M3hw5fzLW/8VlqtCRqNpuvZonOkFDSbDYJAkQwGrhqrXPQsY4vQmAHXumjRxf6sPdvt7MbHPkfVfY2r7LarLtyJUEju4TYFsLVzn7WjANn4Q1uKAAmlX9EWviooR4+P+a2BooeyoPhuiC2RtwtpCnmhHosX2/v9wn7Wnp4X9ayf7Wbap/sAPRMDz7Mx+/jH3r2PvV2YmKKhmRMukKYJm5tt7rrrf/LQQw8RxzFBEFCtNQnCiCP7p0BIkvZJNpb6fP7kCdbX1/jqY4+yb2Ge1912K1KBtTkHDx7kuuuu4+qrr+bGG28kCEOUUrgV2g4/sxaDtcXPlimuYsuJXRk40FoDAincV7YIQLjUEAKM5chl8xw5NM8ggW7fog0YKxAKpBLUKhCFw/NQQtyxWxd/p8W/y7+HezR2Wpym0N4EbSAH8gySPuS5oZ9qpLRIFdAd5PSSFEGOQNOoSCYao8ONKYqIRODSPBpn3BVFabGxrkdKo9lCW8v993+GdrvD+voaYRjSaDQwxpDnGSpQxHGVQCmyLMUYN+V56OexhaFWlB4l9wTFOYttOUrg3GX2xfA5fy7bGb4M20Ig57/P1s9pGZmyFyBPdlzIrBk9fpmi2bZ345dse3eGv43VlENFy0GZZZxmzKLkKtmE3PIhuJC1ZMfIzkV6fy729nbrY+8KM+3XE1/147kQykiKtZY8z10zN6U4efIkq6ur/Mmf/AlPPfUk1157LTfffDMzMzNEUYQq27sHoTszsxad5/Q6XZI0ob2xzuNf/Sp/9md/xitfeRPf930/QKvVYnp6monJCYIggOI+bDvjw45m5Iw+w+W8mtH54vZJr0oqd5AtLtfWIoxzuVo3ExCJIA4kQhZppcKjagwM+tDe7JEkGfMzdSpxwMpal04v4eEnjtHu9Fjv9EmznG63h9Zu1g9CEKgQYyBJLcaCtsaF13MXri8FjQUyY1yZs8kQVvPYwSn2zTW45vLLmJ+ZYnayQiWOMXkfjSaQbt6PE2QglRxW9UgZYK3g9OlFfvd3f5cbbriB7/7u7ykWx0J1AAcOHOCbX/8G4jjmgQceYP/+A8zN7qFsuW+Mez2VdK+NsRa0LVIFuGZ9FldVdIlhYUvZeXnZ099n+6I9EoLWOiVo7TCkBZZzzKt58d1Qqox2mSJaWBrgS38JlN8PV71jkZIibTpaC8ofYwyPfvkRVs6e5eUvv5GZmblt0kcQRxHaPL1H5Wvh159nziUnVDyeC6EUKnmeo7UeVgOsrKzw5JNP8tGPfpSHH36Y97//13jta29j3759RTm8GYoKd5wcO/Oybrt/+qcf5YMf/AA33/wNfNM3vZ4oioqqFIs1rvrALb52ePDedl63ZV/HQ9xwbi68nARrhnnyonzYjG4nkUQByEC6gYTFwbuXOpGxtjag2+3TqkUEUrK+0efsWocvPnSUpZU1ls5u0B+knF1ZI8tcG36JJA5jEGX3WYMplJEQgkBIQhkUl5sitA6mmAq9dnqWhZkWVRURq5DpVoUwCBlkXYzOiCoxUsiiMgOkcs9HCoUULh22trbOJz7xCYQQvOUtb0FtqYSC2ZlZrr/+evqDAUePHqXRaDI3OwdsjaQp6e5nTZkSdPfXuugTI56+EuQlid2WUtkWWTn35lvDUVvXnkKEm7J8fXSD7b5CY9x3Q6mweE+KbVszFCluA3L4HRz2RxGCADnc9nhVn7WW48ePcfToUQ4dOsLMzOyW/RcCgjBAanne5/i18CLl64cXKp6XPOUBxZ2dS7IsI01TPvKRj3D33X+D1jnXXXct9XodcGd5SqnCwzBqRqaKiXd5rhFSEgYB119/Pb/wC79Ar9fjl37pl7j55pt585vfjNY5eZ5tiY4Mf533wOiu3HL4K40URdham3zb7YvtudNLKFJDwgpOrgw4vZLw6GNP8uSx0/T6miR1Y+6NMSzM1qlWAk6dXqbT67PR06Ta0ssCtFbIWkxsLZFxi7rJSz+N6yQrpaEUW8K4M2EpLAqLtjna5s5pIKHb3mA57bG6cpaNqSb53gkEFTdJGVfKbNGEKnRxJgNCWFTool+1Wky73eaRRx7l0KHDw/LTsOwrkyS0Jlpcc+21fOpTn+RT99zD1NQ0Rw4fKRZHiVISpcTQXCmHJmb3WgZBGUm5xEQKPOOnfO6EarvtepdaUaIU9cXlhaNZF7OwlHLjF1zPHYaVOS51U/49eryy63EQqJGgd2EWt20rsNqQpym9zQ7t9Q10lri2ApTfMIm0dth0sPwUXIjsKNNWXqR8ffFCxXNJYIwZhp2zLKPb7fLwww9zzz338opX3MCBA/sJw4C8ML0aY5DlmbYxhRaQlE2jpLUQhizs3ct3fud38vGPf5zf//3fJ45j/t7f+3uFfyJHSjkUOI5ncICzhaoZMxEaq12oYnihAaEK06DECok2Fm0MZzcGPHFik/seOM4XHnqMXj8jSTWhEiglmZmsEkeSxcXTJElCY2oPKqxgVJHyCiOXbsJFI9J+6g7UGIS0yAAoJicLrZF5jhK4jrtakJuimRtgsoyByUj6fZLBAFOmeIQEqcC4hUQF7rnoLMcW/gFZlEIbY1hcXGJtbW0YCRFSua66eU61UqHVapGmGUePHmV9fd1VTBW1RK5MffRiyqHRsjzbH5ltL9V16Lk8bWsNozRr+UqL0tO6hTLNVjZd00VEUMiyS89oPs94lMcYl6orUz4jxm6nDSbXpElCMuhjdY4ot1d6kKx1s7m02fJmX0wzrefi4YWK5yXP9gPL3/zN3/D5z3+eN77xjXzXd30X9XoVIQSPPfYYX/7yl3nb297Gvn37KFM/sjgLzLWLkJQj4fMscwv+7CwIweOPH2Vl5WwhiAKkFOcavncs2tzpwDcWzi5OLwUUPUesq1YYpqUkgVSsrLU5fnqFLz3yOJ994GE2+iHtfsh6V4NSBFUJkSUdDMh1xuVXXs/83AwPf+lB1tbW6fQ1adrFCFVsXyCkJAojwiBkenqSMAyoVGOkFKgQlBREoaSiFPVQ0ahVmWjWUYFEBRIpNALNVF3SqAgO7Z1hqlWnVq2SpzlWa7AGKd2ZdTlsUJXly0AURuzbtw9rodc7gTHOa5TnqvDe6KJ3Rmm6tIXQFC5iY0pDNcUiKsZMGUXqjPIMHsrqIM+FU6ZjSlFe/l2KQ+e1GnlIRFF5VhrMCy2JNaUwL3xDtvSqlNt008AVyqVVjUYJ6USnyzaRZhmDQYLVFonCmOLkovAe9Xtd1tc3uPfeT2G05qabbqBWq53zfC659N8u5kUtVLyZ1vNMsdZy9OhR7r//fn74h3+Y2267Da1z+v0e9957L6dPn2YwGAzPCoHhv63VgFuAraWImLgGaSBYW1uj1+uBEK5PiGDMo+KExXiPiHMFyzhbKyjE0JBoCtFSWhmt61EiJMkgZeXMWb7y2FE++anPolULrZqE1UnCSosokARWYHSK0Ya5uRkOHtzHypnTCGHJzrQhzZ2/BDBoBBYlLVGkmJioE8cxjWbNpVECQRhIKnFAPQppVWKmJprMTE0SxSFRHBVCxTA3oWjWFI0IImVB5y6qYorUUekjKSItQonhObJSilarxfr6xpiZ0qC1QRRiQ4yVmUohCYJgGKIfRUhsIVLKNNyY4XPrp+SZf7Auccb9IaPXfeQBcoLboAsTeKBUkfIZ+w6MZUddhLAUkriUji1Lj0eP5cSQS+2VNi2tDXmui6kUrpTfGjvUn1me0e/3OHniOFprsmw8nXrucxpne9sDzzPHm2k9nh0YN/BZazl27Bif//zn+ehHP8qJEyd44xu/mZmZGVZWVjh+/DhpmiKEIM1yrDVbzvysNaRZVgQz7DA/Xi5+eZ7T7/WKg+fo8bcaaC8EW5hUi7SRLfwhtkxDucGCQaCwVqCTFGUtjTjmqsMHyV5/KwMTMDABSWZJtaU10aJWrxIFB4jDgG++7SAHFma59drXkaYZgzRzgwmLlEhWvn5SIaUkjmKXhglcJMMJMgik61wbSUkUBFTCwHlmZCGjrKQaCuIAAuF6uZTVqEoq5xkoFioxPDO2CGlRuPTAzMwMGxvtoSm609nEWk2lEqOUIgidgdmYnEOHLuP1r389Uim++OAXOXDgEDPTs+U4pdFiU7wvI0FaLoAX/NG6hNlqBHef92CLeVxKF3Fz6RyBRbnyc2uLyKAZmnJl0R9ovFcKCFdCDJTzmoaX49oNhDJEFtcpGWCxbj+spNMbsLa+iTYCpeItwshiGKQDtNbFCciFnfR6j8oLgxcqnksKay2dToeVlRWeeOIJoiji1ltvYc8eRZqm9Pv9sTM2Mxa+HtuGKeLUMBIsMKwsyYqUkKtKGR18n9mZehEdYLSo2qI0Q+CGCVIIMG3dPinhWs7PTk1y5NAB+jn0ckGnP6CfJMzMNmg2GzSqFSpxxIH5OgszMQvTewDQxi0b2jqHQFq07jdmrIlW+di4aL0qxEkgBKGSmDzHZBnaWnIoGq4JjJHk2sVIDKCsS6k5kbLlVJphl7by8ZSkWq0WnavdSIE0TYnjCIhBlP4hV2XVarWG09UXFxeZndlD2bl0i+1n+L9y4blQS6VnJ8ZPBoRwHiDGxXq5yONSmEW8pLje3a88CZBSbrkenFdcKecTy/N8ZLAd+mEYGrEtYhhZwQpEKfiLTs/Oh6aHVUfP5H3fHj3yPP94oeK5JBjvr6C1Jk1T7rvvPr7ylUd54xu/mYWFeRYWFtBaE8exO9AWHolR1ZAqymFdNANwPorCMBvHIVrnnD17llarydTUZOGNMNv25Vxz4c6XWTKdg8B1cBUSEQZYY4pwtXRFQTIgiiKmpqYIKk32XXaQ63VGaiG1gtxotLGIIACl6HVy0tSweLbP8kqXdJChc8NmOyHNNJu9PmmWcba9ziBNWG+30VqTZ+61GwwSZ2A1mv37FrjpxuvZt2eWKw8d4Auff5BPffKTdPspvUFOXKkQxRGX7dvL7PQksdLECr7x1Tewb34GoTW28I9AaXAV5GOTmIMgYGZmhjNnVgozdM7m5iZxHBHF01hryNK0MNfCnvk9xJUK9957Lw8++BDT03McOHDZcFEx2n0WVOAEaFmWPB4F8zwzyu+VlLLoH+Q+97oYBFhOLHbfBYtQspCIhf8rz1hfX+fuuz+ONZb5hb2uXN1ocp2TpAPmF+a57uXX0Wlvcmb5DGmSkiQpURARhRF5nqG1plKpEQQhk5NTHDhwGZVKtcyYYoyhvb7J+vqGqxoLXNvDZxog8RGVry9eqHhe8oyHa8uKHmstq6urdLtd1tbW6HQ6hGFItVodRlCEKFpsb+kBwY5ncq4yxVXJDAYD6vXasErI9YMYnbHvtBiOPQzjZ3cGO2oDL1yPFNd6n8Jf4aIuomh5X1MVasoVAnUzTS/TZFqTa0NuBTmufXimMzY2emRJwqCXkmeajbUBSZrT7vRJspQz6yv0BwPOrq2S506o5HlOr59gjCbXmnYnZ2pqHpMrmrUWTx5b4ktffoJOL6PTS6nWalQqMf1eztpsl1qoqUWSm2942bDKZvwZl2mykTHWpYdqtRrVarV4nVzUSmsX7TJ65FXAQrVSQUpFnuWcOXOGwWBwzuehNGeWjzc6S/ZK5dlQpkXLnjUjG9BWk+3W21uSNB36RNrtDdZWVzHGUq3WEFKS5Zn7zA16VGtVF/Uc9Ol2OySDhH5vQBxViKO4+Ew4H1kcQxCG1Gq1Ik068iWlWVqkd6X7zAiG1+9U9fO1uqz6qMrzz4taqJSLjsfzdJTCwx0Qs23CRfP5z3+eNE156qmnGAwGQ/OrQAxD1W477gDs8trO0BkEISqARqPB4cOHmZiYoNfr0Wo1tzW3KsTKFr9Kefm5DBduV2BELpxHJdeAlSBjt20l0QjSNMNIhVESK1165XNfPsl9XzzOV4+e5NipZcKojgxjtBauT4nNEcaic9cDJc/cQq9U0aZfSIyJ6ecTThgphQigVpVOqKQJGz3JJ+5/FJt/AZNsuiZ3OsRGFeJAoQV0NHzh0SewX/4y+2brzEzWeGPvVWiJS/OI0n+DKxcVrlmdEAJrDFEcceWVV9LpdJ0wKfqmZFk25h2yhXAUxHFMHFep1mrEcYwq3n93vHDq0p1dj4ycQ8Nnabj1PEPKhV6jtS2iZK5cuTQ2lyLfWuh2OmxubnL33XeztrZGvz9gYmKCb/3WNxHHEcmgS5pldHpdtDGuE20Q8NWvfhUpJHFcpRJXmZwo0odFF2MhBBvtNitnz5CkfZAGIQ1ClimeHJ3n5JkT3kop931CAqO15EK9KL6g45nzbNbsF7VQ8XgulLJ/Sr/fH7ZpBxfF2NjYGJ55l91rXedLtkQzRvcZOwMvDtBBoKjX626gYdGL5WvnEbZfb8/9S5RruB0e5IUtSjuLEmILRSrGkKPpJxm9wYCTp8/yxFNLPHZ0iSdPLBPGDYKwAsJVXCjp/CauQytg3eVRGDkjZGDAGjKnKFDSjRJQQQA6RwagjabTTTBZDzPYIIwiZ7qVEaF0/hErBEk/I88ygjggjCOQo6qOwrXg/JJDZyvDM91AKSYmJmg0GpR+kuF7tON7LYs0XVkpMnqvywXIGyIvIloj/uzPUB/+MOLkCcTmJrbZxO7fD+94B/Y7/h6iaJHf7/fJsoz1tVU225u0N9bZbG8w6A+oxjGzM1NUKzEb64YkUwihnU8KRZ5rBmmKCmPiOEJJiZKq+IIIlApQStIf9BkMBNVqBWM0WZ7Q6WxSrcbDqqGRJ+n831H/+dg9vKiFyvZ2zB7PTpSfkdOnT3Ps2DFWVla2GOL6/T7dbpcgCAiCgH6/T6fToVqruEW5OLANIy1CFLl4MQwrh0FAs9lEKUWn0yFN0+Hjb/Wo7Jz6OWefi/+Z8njKSKyUs4qGHhapCIKQ3iDlbGeD+z//Jf7mk/dzaiXl9NkUVJP5PXvRxlVDuEocgbW58xLIHGFtOVuYJG27hlz5ALAo6R4viKoIIE+dPyXPBkxNNrns4H5ece1e3viNV/L5LzzGJz71IGFcJ6rU2TM/z9TMNEcua7BnNqYaKCIlmJ+ok+UJgXUl0Ejp+qgU/TbyLEdIQRhEVCoVjhw5zOnTi0gp0dpFVPI8K95fhsIjzzVB4IRKr9djbW2NpEj9OA+KGvMcueiWKVrpy2ETMX9MuSDOnkV+8IPI978fcfo0VilEWV4O7u8/+EPs3r3YH/lh9D/6AT75xS9y6uRJTpw4jpSCb/s738r05ASB1URhQF30EVmfidhg45CZ1jSoAIIYawWmMNoK6UR1WQ3kDLOus9zMzARaa254xbVkWcZnPvNpPvOZe3nD699QtNJ373VYDAx9LmuIX3+eOc/mNXtRCxWP50IRQtDtdjl79ixJkmy5Ls9dSqhssV+miKpUdvxSnXuRRQXOR6GUcmmJPB9e90z2ces97JZfwg6rgotEUhGRELYYOOuqIfr9PuvrbfJUEgfStYpVgrxoWyJlWSZabtz1fInCACnAaOXElQ6RAsLAnblWowpAUTWhyfKY6akWl+2d5vCBOa46sp/11U2ePHqaqFInimvML8wyPTvD5ZdNML+nRgAoLIFOoKy4OKfYZlThBG5/6/VG4VEZDZfU2pzn1XVVSmEYUqlUsBYGg6RIQcgttwN/5vyseOQRgm//djh9GlFEtsRYpHL8b3H6NPzsv0a+//3In/wX9JXCWIOSIa1GjamJJhWRueqvrAOAxGCFRApnHjfazX0KCqE5qryTo6+JlcOSeRlIgjAiCt1nOUkSNjbaSOlORNIsRQoxTAu6+5/n0zR2+XbvihcqXx9e1ELF5wc9z4TFxUUefPBBVldXh5cJIUiShH6/T7VaJYoikiSh0+3QbNZBSWzR76E8qFkzSj8oZVFBQKPR4PLLD1OvV1lcPMXc3MzT7suoymcsZLINYcWwR4QQzlTrvH8GjEFgCUQhVLBEEqpKcnjvPN/46psQqg6qxkNffpwnjp5AqRilIqanp6nVKsSRJAgk9XpEHAfsXZimWo2ZmmwQRSGTjZpr6Ba6ahw1dlA2WHLj0jKVUFGJQ6rALddfzisu3180YJOoIEAq5brUWtxsFWtQJkPaHIVrXJcbZ2QVhelS2lEr9rLqZ2JiwpVj65xutzsUnK7vikHIwo9U7OeVV15Bln0LQaB4/PGvsm/fflqtibHjxtay1DIdcKkeU8YN5zDydsFWk6l45BGCb/om6HaHIuVrbtsYxOISb/iXP8Pcr7+fqe98M3EU0F9for1yAqs3UGQok4IQmCBGGxhkljTL6fUSVBgRVRpoBBkCpMLKoEiRFiVfQoCRCCS5cVO+Lz9yOUcuv4LPfe4LrK2t02o2XIWSslSqIe5puqql0lMDDE335fMfTxtuf108F84l1/DNCxXPhVB+RrIsGzPLDq8lzzOyLKNSqVCr1VwvlDR1k18LxkXFqMdb6e2wRGHI5OQkUkra7TaDYdRm/MC2fXvu+u2ce2vGQtzlgjHm73A7gxKCOAyZbDXYv7AHFdZQQY3u5gY26xGoGKVCpqamqNWqRJEaCpUoCpifn6RWjZmcbDqh0qwTKkkcOoFUzGh0woDSemjBOLGhtXsd4jBACkEZtLEUPVqcokBg3FC488RDxNYXCCEYpuXALSBpmg5TP6P7bV1AGo0me/bsIdeaM2fOnDNBd3tEZVSpsuNuXTKcz0hqrYUzZwi//dudSNkWQflaSGNgMOCaO/8F2T1/S7Swh/7qKdJBn83eCsqkBNZV49iggraCJIMsz0n7KSqMQGs0ghxZpIScb8qWDmkpkQSuhYBwJttaJUIEoTNWB4ozK8ukSepSTbXacEjldgEyLlLGr/drznPDCxWPZwfGTZfbm7cZY9nc7NBut7npppuYm5sjz3PW1zdY2DtPGAaFH8QUzaFAEGw5szLG0Gg0uOqqqzhx4gSPPvoohw4dunhPoMyC2FH8xTXQAmG1a1qbZ1TCkPnpOpPNFpcfOuQ6girJba88TJbrosFa0ftFSGyR4i+fiyga1JVzc+KiUqMsLJWUs1TcyWsQwCDVbHazIoMjimm0mno1oF5TbnGyTpg4PVX0LBEu7VMsEUXqqrQGnxteV0oN37skSVlZWWFubq5IAbg2+84oaVzFiZAsLCzQaDT41Cfv5bHHHmd6epa5uT1bKrHGoyt5XnpXJDsJyEuB8db3278rAOrXfg2Wlp6xSCmRxhCePYt5/69jf+5fMej12FxbZemRz2DTLs3QutSkqiJkgIqqKBkQhhEEIXnWw0o3yDKMK0SyihXStRFwTYWI4zphGFBvTRLGVXqZITOav/PGb2Kz2+On/s9/wbGnjvHm73wLhw8fcd2djUsVWmtJ03SLOCmriYIgGKaFS7xP8pnjhYrnJc32A8IzzRGXE423f2a01mitqdfrNJtN8jxnMBi47TOq7NmephnvOhsU6R+lnIlz3Ex7oZTpoK17NzSkDPumjGIpdrjUW+umwEphiULlyi7LwqBQbdmUoSyUcHOF250+aaYZpK4xnDEubGLSxEVA7ChqYw1kuevyKkJIMkO3n2OtcAPlTA4m5chls9Sqzrjo0j2M7CjFy+ieqxi2sShfy1GkZaxjbLFgVCqV4ZRrXQjH7ZqiTF+EYUi9XidNU9bW1siydEu/mvMdOuzQu+OBsYUlTVEf+MCzFiklwhii/++/oN/zbqI4Jo5ihAwwokizWrBaI6xA6dx9zo3E5IbMdRZyYx6yATbru++CoBAwkjzqEgQxlTigEkk6a+v0k5y5fQeJpGH/vgWs0eRpSrfTGZapu5ORc9eU8QjTTuuNX4OeGZecUPFc2lyoSCnPyJ2hbmOLiCg9D3meMzs7y759+1hcXGQwGGC0QQhXZTI+YXf8vkJKpFJUazXm5uZ46qmnWF1dpdfvP4vns/XvUTsPl3ex1rUFH1Xxusc31mJ0DsaZDIVUbu5JboYRB7cZixWWDIG2EhVF5BY+9/AxTi9vcPz0Jv1+TpIY0iRh+dQxsjTBZAlWG3TiDMJCCiyuFBoZQBCRa0GaC3TaRScdfuid384PvOPvoqxB4YSK2HJ8kmNiy+2b+8d4WbdFa5DSEoiQSrXCvn0LTE1NuuZeuUZIiTV65DkRRb8UbYijiFq1Rr/f4/TpkwwGvWHDOGNGHpXyc1Q+7KW67mxPdWxfUNRHPoI4e/aiPJZcW4OPfoz527+RiWadtH2KrL9JZPpgNCbLkAiUKmc/pWRpTpoMMHlKnibu814MOjTWYKXESslAWzSSG191C/P7DvDgpz7L0pmzXPuKm5ma3cO/+Ikfo9NP+L9/5d9x7Kmn+I7vfAsIZ7guI0llJGW8SWSe56Po41iJuxcqzz9eqHheNDzXA0J50Nmec3YzQXKiyJXCughLPlr8hgvacEvnbLtMqVhri0U0L1a857jPxf+lcLNPypTP0IxbpnNE0UV36FkpXSRmzPNSCi5VxmEwxnLq9BJPHj/D8mpOkliyzJImKUvLa6RJn7TXwWqNTp1QkUJihCHHIIMIFdcQKkYGNbJEk/Uz+qkhN84QXKaOxnWYHdurc+zEY6Gl8anIZYfaKIqKPirlmb3Y8gs4Z0ERouyZUS4uZVxp/D7jr7oP558jVP7rf8VKecEG2qfdtpSI3/xNwu/8VmytxsTcAnnSJNClUEldTY9ynwNtLTrPydIBJs/RWeIEqi5m99hRBVhiLLkVxLUqMgqo12u0+glxGBAGiomJFnHNsHffPnrdAceOHaPXHzA3Nz8sV97pJMhHU144vFDx7Hou1sGgPCsqPSvlWVOaJgwGA2q1GhMTE+R5TpqmTtQM7y2GfTaMKTqpIop0iCmiGnrYVG54//LslGe49BXpB1NWGhQlxLYcJluEq2XxHJRSGAS6bNdf9EgB6xq7CchNhrY5UkQIqYCIPM/59H2f4fMPfpUo3otUFQQBeZaxurTMoNdhfWXRRWx0URBtXbTHCAgqNeLmFFOz+9h7cC+D3gZWBGhZpZdCXUFYFGOUEZVCJhb/dq+hKDdcCBdjnagIVEA50C4MQ2ZnZ6lWqwwGg2FkrOyjQnFvIYu5SEVTuTCKqNVqRXmy8yVpXXqOyjk0458zeUG9bl6KPN13TRw7dlFECrj0jz12nKDSIIgrHPmGW91nVg9c2brJi+pjMfziWJcTcp8To4c/tvxgJSlkGRSRFVWpI4KQG74hIO0lVBpTBHGVMIiQoeK7v/t7WFpe4Q/+4A9otSb4kTt+lFqtNkwPj5/QjHt3tjyP4vvneX55UQsVH3a7dHgu7/P53PvlZcaM5pEopciyzAmN4Vm3KKpsSqvGqPFaeRRV0k34Le8/6kzrhIN4GpkyDCCUUZLhU3U9IYYmFTvyc1hrh56V8o6j+I0d6ihwpcRgnXF2fL+FmxMUKUUlUAibYVJNe22TLOnTXT+NzhNilYCyBEUPEm0ExlpyazC2T9qxJJUa/W4bnacoVba5T4ljg1VOWInCDSwoJzEXEY7y2W4RC+eaapWSNBqNoenRlu+pHS0m219XFzUywwjMuEg9169Sfj4u7TPl7d6v4d+bmxf3gdqbhQFWIWUFgcaVihURQTFmXHI7gvvwF9FCa4ZiHCwEGWS524YQrkmcVFSaliDKCSp1ZBCBUAgRMDU9Qz/JWF4+Q7fbp9vtEUXxWCpwZ4GyvfrnUv6sPBsuOY+KFyqeC2G8NwSM0gKj/LNbwIIgIAxD+v0+vV4PnWusLWf8SFdRMvJ5Fm3a3eJdqVSYnZ2lUqnQ6/WGDeTKxlTbIyp27Bi8/Xf5AJJRXxFbHLyFcXcWAMYWYgqQAo1AS1l4T10ljQDXWt8YlBRIGWCRGOE6wQZSsHdmmvX5OTbW+3TaXU4+8Ck6m2tgu8TVgENH9hHHMfVaBRDkuSXVml6iabfbLC0eYyPrYYSi0ajRKrrOrm+sE0/G1KNwmHYaZVfkmLAaCT4hzI4mEff+hCwsLIx8BOULuUN6bZTekaRFn5zBIBkOo3ND8sy2Y8jIVHmpV3KM9w0p/6Zev7gP0mjg+iELRBkJLMYuIJV7b7XZ9vZaXEMeXYTSisuwEJpRuA8Bwk05r+5ZcHcVASDQ2gn2hQMHSQ08/sTjBEHI6dOnsdYOO0yXgrj8Lm/vYnu+KIvn6fFCxeM5D0KIc1I/JdsPymVLfZd2gVHZzSjyUaZmLIZyc2EYYoyh0+mQJElx1j+e6BjFCZ5uHRw7FLrUEkVDM1v0Min3SJS/i6oY4aohEDA+V29bsBrBWCM5oFaJqVVjTh0/TXttHW0T4lhyYP8BqrWI6ZkGYRhQiZ1Q0cb1Rcm0YTXukPQSTABJr001lkhRI89Sur0eWSNwi48xW14Ly9iCsvVJD/0p5XsDrmQ4iiJmZmbIsmxLNKuMcrm7jkdonCCdmZnh4MGDCCFot9vUamVU5tzowfA1u4SPK9tTHsPLFxawjz3mqsCe62MIAXsXRoJkaKwuO86q4otihlHGodlZFBGV7UJF2mLfBHb42RJFhEUWjyGKyJ4bf1Gr1bn55lfR7fa455572L9/P2984xtdKnVs6K21rsFj2b16PK3reWZ4oeJ5SfNsz3LLBassOy4bvpWfnfKAVN5udXWVdruN0RopJJryIFk0+ygPqVa7xbZY7CqVCnmes7y8zObmJkbrsdwCZbZlC+ORlW3XFBYYF8Uxee4O39L5KZxgEe4ALAVIUZR3CmehLdTU8Dg+/C2QSNd7AiduJicaTE80OHP6GEuLiyBTJmfrfNvtb6BZj+l0VrC2mDSLM8oopQijCqeX1rAWznbh9PoS9aokkJP0B13OnF1lZqIKMsKKIpoy0iDlu1OUTLvUkCwWklIQGqMRwjWmazTqXHHFFcMhkqPZPOe+3y5t5mb+XHnlVYRhhFKSkydPcvDgZUXzuFHofmvFT7lYXnpsESbbjq3ZP/gHxB//+MV6IHjnOxFybAkq3m8nYN3lopg5KM3oi2LLWjFRfiOLEw059q5Z3LwIa0EExee9QI2s3JOT0/zTf/rDPPLII/zkT/4khw8f5pu/+ZsJgoBer+f2oTjJcZ2oXaSlbGlQChfPheOFiuclzbN9r8cFyU5Td3u9PptF/j0IAtI0deXJZtSkzKUbRvcZ5rHdHwDD0LDW2kVjpMTqYp/Ps+7tKFJKPwwA2mkcWfhiioOxLYb3WTQYZ7Y1wroD8rgwsaCEa/AmDAhri+ogV/ZpcZOfgyhAuGaeRJWIqBK7NvnWDg/ypvRxWA0aVJoSKcHc9CSp7nJqaR2hE0IFWZbT7vRJshxTCCIjJRIz9KqUL8zofJqhMdJltCzjxlYVBLRaLfp99371ixLwYSqvXLCwzkhrXWqsUolpNptuBlOWs7CwDyldCqsUqCOBAiNBeokx9Fyw4+c1+/t/n/infxo6nef+WI0GvOMdowcaRreKZnsWyoq2MWmyJZI2Fudkx/drWA8vhilQrEWqcvwmSCWZnJyk1WqhtSZJEpIkoVqtDsuTh5vb5k0p8WvQM8MLFc9Lkuf6PpfCRGtNmqZorbdsb2NjA1V0ZY2iiF6v5yIiRVWI1i7U7CYlb4vsiCKVUvReKCM3pY/CPusqiTJyU85doYgQANZVGFlrMDZ3+2AlBomVRdQDiTBOEARBSKAUxuQYrRFKuGZvRWvaMA6JqxEqUqhIEUd1qvUq/TxHpJLcFItD0VQObZA2w5qEilBcvn8vSe84j2yeRWWzRIFgkCQsr27QHaROmgi5VdwVkZnhs7WAsBSxrqHZtuySS/HezM3NsbGxwdLSEhsbG8PFTAg5FJQUs4+M1aANtVqNqakpjh07webmJldccSVSqqL6Rw+NteOL3SXnUbF2y1o/7sUqMZUK6T/8h0S//uvPqembVQr+0T/CVmtDk7kTpmJ0MlCmVyWF4LRbTgrEuFix45eM7fcWU5iLShpjCGU03I6UAXNzc8zOuvEKeZ7T6XSI47gYaOkGYLrbymF05Rz/jueC2RVCRWvNv/7X/5rf+q3fYnFxkX379vEDP/ADvOc979nyxv7sz/4sH/zgB1lfX+d1r3sd73//+7nqqque0WN5oXIpsf193r6QbDsq7XD/PM9JkqQQLiN/Q5ZmY5cXtx47UgvpFtWRy3/r2ZW1xoWAC+Or2dkP+rWf4fnSQKI8WJthabQt8ihSFLl8KcbOSoUzziKQljFh4w72xhaN4ZRFClexFChFEEWoKCIzKak2CBkiVYhQIdZojM1dMYWSSCtQAqyRI0NMYUKVQUCeG3rdhCzTQ8nlLAUCNRQiY6fuovRF2NHFdrRIGWOQYlT1Mx5RcaZoXTzG6H0tPweNRh0hJI888hVOnTo17Do8MknbLe/p1vf/UsKe+9eYYBEIBv/HPyX8rd+CTudZlSpbKbG1Gn/7Dd/A0n//7/T7A6rVKrfechutZotWq+6+AyZ3n4kyQiaKyBlFTnD8+wkMDVuj3R0zhrn3V6GRhY9FiHLqsttmtRJw7dVXUqlU+fLDD7Fv7z6uve7l5wjWsrfS1oqfLQarp31NPbtEqPzyL/8y73//+/mN3/gNrr/+ej7zmc/wgz/4g0xMTPDjP/7jAPzKr/wKv/qrv8pv/MZvcOTIEX7mZ36G22+/nYcffphKpXKxd8nzoudrfbC3nT4Na3zdoleeLWdZSr/fd91dhRwedAZJQq/b3zascLQpKVVxtq5HlpPxs09TnpU7s54bb1MeTC/8S7mTSBHFczGFKNdWj84mpTMElk/dWAqPoRtfL4VAGjBakxuNEsIdoI1LGckwIBAQKkUYBESVKmGlwmZ7gMo0UkWosEKuM6zQWO2EQCDdJGSlLVZLyItQvSmFSkiaGdobPdIkZ/QquBoPU1qCtxtoylC9YPhaWmuKTFOOlC5MH0URq6urbG52iuftTNJSCqQq7zcSQ5OTU0xNzdBut3n88cfpdDbdXhSn76MI2yUWRRnjfIvH+OVGWOzBg2z+7u/SestbsHn+jMRK2eL+y//X/8V/+tjHeOyxx1hePsPs7B5++Zd/hSOHD1OvVXD2oR7D8uNyKjYjQUxefFeLy8XQ/FQKX4pDgKV0u6vhZO2suO0o+livhdz2mptpb25y7yc/wZHLr+Caa65DBcGWMuXhJ3lcKG0XM9ue96X7qbp4XHSh8qlPfYq3vOUtfMd3fAcAhw8f5rd/+7e57777APcGv+997+M973kPb3nLWwD4zd/8Tebn5/mjP/oj3v72t1/wY/mIykud0SJmt339xVCclFUeY4cD63qGOL/dqAup1jlZmhSpHDkWLNYI3ECzce/G+AJLuQeC4rbDh+LpD0XbwsNbT/x2zIGD2HL70XXuoFqe/VthXY+UIsJSTpC1YsxMK0ThXbGuG6iUmMyijSEotEEoA+IgolZrUan1WF9eZZD1OH78FLVqjCItfB+gpCAJFApBYAXrnT4nlzdYWu8hJmcxlQaZVaS5JUtyjDZDcWKtcoKn2Fb5Qg/rdEqfiC2rNooFahimF0RRiLWGjY11ev3eFoFhbZFCKF+LYqO5zrHG0um0WV9fQ2snakpD5Dgv7PHkuTy2GIlnIXb4RNod/j1ygDgK70bRA0gVr7suBGjZfC279TW0/+iPaL797Rc8RdkqBbUaf3XnT/DZ9XVe+cpXct1113H//Z9Fa81f//Vf88RlB3nH27+beiTIVh5HZ32SpI2KKsSTUwghXRQsGWC7HVcyXLYIGKsUQyknYMrfpqgGUoG7XRg6M5YIQCiIalRCw9VXHODkidP87afuL1+JItUzPu3LMt6mYPRKbz0WlccNseX1HV22lUtLyuyKiMprX/taPvCBD/CVr3yFl73sZTzwwAN84hOf4N/+238LwNGjR1lcXORNb3rT8D4TExPccsst3HPPPTsKldLgVNJutwEvVF76lAKhkAyjtQdnLS1LDne4V+F5EJjh/fM8I0kGxeweiRTKbcOmCKTr5WCLM/Kx7W5J35dRCUrvy1i+pkitFJaK8zyfZ/bcR9mRUcRm3Do4lHDWdYodTnQuV2wMVhistKAESInJC7OvsUgriGRAHMTUG1PU6gl68BhpmvDEE8epVkKaFWe4rVQqSCkJQzfJOJCKk0srfP7hr2LiSeT0/5+9Pw/X9DrLO9HfWuudvnnPu+ZSaShJ1mDZkiUPwgy2wQNj0k18mpx2oMEEDvQxJGHoQHLhCw6nQw4YCB06JFfTOJBA0mHuOCEGWzYesS3ZljWVVFWqcc/f/uZ3Wuv8sdb7fu+3q8qWjJFs1350lfbe3/iOa93rfu7nfg6i6x1irUhSSCYZOnPVPsYae2ln5KWKY1QIHIvzakrZJOAs1B3dL6UgDAPA0O3uMBxORZ3CtV/W2gpphZyCyCxLSdOM3d0u29tbM0AlTVN839+zan6xwoHLL+JdIEo331ktx/QV1e8o/zKFIaB1OQbLzAkDQkkMNq0mXCrRfqgkffUr2X3/+wh/6V1Ev/u7CDc+X5GAFQLCEN72Nkb/rx/k9/7Fv+Cpp57kne/8WQ4fPoznBZw9e5Y/+dM/5eiRg3z7t34DNQTJ+c8RD3fY3blA0GrTOXYTyrOdzPVgF721jq8UyvOdgEu5awkIAtvaOwwtOClxmG9fF9UtiBE+KB/kMrUg5+5bTyDSCZ/79MMoYeG1kNbJmOllSNH3i2KPDRS9q/Ye4SnXa9h77KevuL7iywKo/MRP/AS9Xo/bbrsNpRR5nvNzP/dzfNd3fRcAly9fBmB1dXXmfaurq+Vze+Pnf/7n+Zmf+ZkrHi+qOPbjqzxEFbBUVjHlgFHSDvZhNzkL52BZDCxZponjHG08hKphTLEKzTFuoBEIfN+fTl5FSsJYYaswAoQqJzWBLYMtBJ8FSCoH6QojUtVNPIednvm9zGZV9nPv6wqWyRQ/na6lSEtZm3+N9JTTnkhEbgjCGlGtiRc28aI24eJhksmIwUQzSSYMBwlKCnxHgwtp99nzPEZJTmfxIF5zhWDxOLV6kzSDLDVkmauWwk6/2rjjNGPysnfwFuV/lD4ephRbBoEPCAaDIZPxxIJDMW0gNz0mUyFuIYK0gmmc1scghNU+2FRgVZ/y4nhkVLbgC7zuymNWgGttbKPKKnUnHNU03cVZRqVg5TRF0z37mtx1LrZ/a/IsdfOyQQqBufEGTv3YP+DsG7+R5f/8Hk68/yHmhkP8OIZmE3H4MOZtb0P/3f8ROddGjMcsLi6yttbh3//7f4+UkkcffYzJZMLKygpHjhzF8xQmT4iHO0z6m4x2LqNNTGOyxDhNGA4HqNEAb3cbD02AAVdub3fJVpcZKTDKw0jp0qP2+jNCgBdgpCTWPlr4JPVlVNigvXKMzuICcZxZc8BJjKzc6xbQ6co1a9xCp/jbMrVFN+fiWIvyte7nnuv0eltq7626fC7xJQcqv/d7v8dv//Zv8zu/8zvccccdPPzww7zjHe/g0KFDvO1tb/uiPvMnf/In+dEf/dHy716vx9GjR2cMefbjqzhmtAwVKrVIFZSMRjEyW3Bi0IhiYDGGPNPEcWaBiowweVFVo9Co8is83yMI/D0D+zT9M+NI6UCAuMJLoQIg3IR7bQ3KNXe6sp+VMLOT1JRpEjNgxbgqnQKo5NpgTI7vB0jlbn2jLVCJLFBR0Zhg4SB6NGTQuwR5DOkAMCg3qOZOPOx5HlGjTWfxIPX5Q7QO3kyaZsRxSpo5oKIL2GSTbRjJtFPylUP0NK02XcIa7GJZSoEfBCBgMBgxmUxX8QVQsedkemyrnXCVp9xHFulASqAClJqVFweoXLvJwnRam054tsS7yD84kILEIKftG0xJASCY+thQ+bySrzRQiKH9wHP3S24vL+mYlTyfbos7lusb6/zVk09w/Ou/ntHf+25uvvlmjh49Wm53YSUkjT0fi4uLdDptfu/3fo+NjQ1A0G53eMs3fytHjhyx7Rfy1AGVLcbddZA52WSXQb/H5YvnCeMR9VEfL0vwsxij7dWFFBgpbANDNNodLekHCClJM6dbkrZIvp96pPgMw2Vay4d45W13015cIEkyJuOEdBLjedYYMDea3B1HKQqG14rSLVtYEeiXi5LiKFQ52n2g8mUBVP7RP/pH/MRP/ESZwrnrrrs4e/YsP//zP8/b3vY2DhywdsZra2scPHiwfN/a2hr33HPPVT8zDEPCMPxSb+p+fKWEo/Cv8UTl9+rKJp9deQpJrgVpLskzhdGS9sIiQa1Ob/s8wgONQhvwPQ/f9+xAxLTLbqETuaqPgntMSUkQ2OZ3WZpytcn4ucdVstnmytSAcMenZFLK34sOhgU7bY1SJrlGpwlJakhTjfFreI02iQ5IdMji6gmMzvDTA0idoHQMaKSxg0xSdrZV+GGdqLWICDsIEyK1RGmDyXAaFZdWqOhOpi1cpvl941ijvfn84lAXgKOgq54LjigWMp5jgubm5jh48IBz2LWlqNYePSjBJHxx1PSXIgq+cPp7JfO35zqacYc1xfVpStxaXfNbFkQhKZ6f5lALwDMtzzZkSWyvpJnKNgM6tzoRpfCVIgojxsMxZ88+y8L8Ikp5rK9v0u+PqNdrBGFAo94kCAKU8PE9n6997ddy68lbOXjwCN1ul3ZrjmaryT333MPy0gJRUMcMB8QZTDKY5AIfRRDUCYIUTwVIMQGTI4XGehC6KjaXhgmEBRG6AGLa6p5Cdx8Ybffc81vEwDhPMVmKvQ4tI5LlOf3BEKSHDCMEEiktM1WmwpwerHoxTh2X94RwCU1jZs7p80/0XZ/xJQcqo9HoCqe+wo4Y4MSJExw4cID3vve9JTDp9Xp89KMf5Qd+4Aee13e9+Dnl/XhhYprpnUZlcC2YFYqfGtcUpzK+W1o8ywVae6ChMbdKa36ByaSPMLFdjRqB8hSe75WU9zRlMx3gq+Ws5XXodBS+r2y34qISZY9x1POKCkibQhG3R3s+0phiUqpMUsWKza0kUR6TJCVJNOOJJkkNeBF+zZAan8wEdJYWCDxFXQxR5Pik9lO0Js8z4vGYsgzaD/EjC3JGuY/UBmU05Jos1RaomGlCp9ybynlxs2I5UVdTZIVYtnAAvdY9f4Xde4X1Koz4Wq0WS0tLTudSAJWMMPTLKrAXB6yIyk/hhNGzCZrqMSvM8WbRWmGW5q5TY8o1fAFNTFmZVgE/xlD2VxKA0WRZYqu7PDs92EvbUKSPJBaohH7AZDLh4sVLnLzlVpTy2N7uEk/WmF+Yp9lqIJYFSgm0Vnie4t577yNNU5aWVxkOhxw8cJhGo87Bg6v4SkI+ZtwXpLkgyQWxhgYefhDhexM86SML/YgAT7mjYaZXvCcMUrr2Fhh0bivPyvtVa4yQBH6DCYa1cYrJc3tUCgFxnjMajvDDiHpQo9TrGseOVu7LvRVje8F20Ty0OG8FWCkg5fU2g31ZaFS+5Vu+hZ/7uZ/j2LFj3HHHHXzqU5/iF3/xF/me7/kewF4s73jHO/jZn/1ZbrnllrI8+dChQ3z7t3/78/qufaByvUQxEIiZx2ZPfYVNEdqlf8qxF5AI6aOCiGO33kS9dYCo2UJ6PtubF8njPkYpjITsim679rsKAK5LcyrrxWBc92VjDL7v02q18DyPOI7xfZ8gkFdMpDNbXjIMV4vP13e58qwp0ha4ud9VJ2CQ0kMoxdPPXuDy5hZPnjrD5vYux47dRLu9QGvxKPVmA6mUTSHkhiRP6O1cIh/3Ga2fR+epLWs2mjzLoFidCx+paohoDtk6QKPRpNNqgbbmelpn5akTVMCVYM8vBaiqTtFTFsvuW8EcuKpUrDdOdSF0xfGpHNjJZEK/3ydNUwpDPtvpOS8dau33vNDp5GJl7Vb0lUV5mSWjaDGgyV36oACuJfuSW4NCXaopilc4nFqmxNxP9FS/UlnbS/e9RX+mXNsGB5STrSbNcpIkpd8fsLGxQRiG3HTTjWRZTpbl5O6Ybm5ucPHiBSajIXmW0Ww2UUoxiccYDJfXL6GkYnNzi8BTtCODl/bpHDhGa2GBhZUlonaboLlMqH0ac2NU1MCvNVBZgkgTfOnhSQ+dp+g8Q0nLtmiTIYwmT3O0NlZLBkij7XFWTYQIaQQLRO15pPTwPJ+5uQ5BEHB5bR0tJI3OPBrbnBCTW6Dj0mrGFCm2IvVjpnoZBFbTAlbUDqXg3l3ns0uP6yO+LIDKr/7qr/LTP/3T/OAP/iDr6+scOnSI7//+7+ef/JN/Ur7mx37sxxgOh7z97W+n2+3y4IMP8p73vOd5e6jsa1Sul5gyGVePKlFesCk2Jz9dDYKQHtILWDp0nJUjt5JmmjTN8KOWnYiVxEgrQM3dtVXVK4iyBLIwoLK5++I1xeq9Xq8jpSRJknI1//luzmtqVyqrts+bQiobDArne1Ws0ooeKBKlPDa3tjn19Gk++vFPcv7iZe6/Hw4fSTm5eJQwCq0WwRQi9ZTu9jbj3hZbTz+BThKYmcALQKHA+PjtVaIVjVpdZanTQpicLE/L+1NU/pVMl6g8Wk7IV+5v9fgU4toCqBTOstXjVq5XxfS4CARpkpa9ngpGyJaf2tW0EKr87heDUSmmrqK0vnhsmiZwrEElfSAcGrcdB3SFTSuAyvS4loe8/KsCVIwDKMKmNCx7YK9rXQAVZAlgsjwny3Mmkwm9Xg/P81haWkK4FF2322UwGLK+fpnu9jab62tMxmPbYbxWI2o2QUh2d7vkuWFnu0fgKQ50PBq+5tDcEooOMp9HhiFe1MZLDGF93rJ4QYBIYojHeH5I6IdkSUyWxkiZIUWOyVOkySHOrB5NCgdUHMAQNRABUdAmrDVAKKT0aDTq+J7HTneXerPl7l9XuGFyCz9chZEV07o0qzHgHJJnQLeYnrfipFZ5lOuNU/my0Ki0Wi3e9a538a53veuarxFC8M53vpN3vvOdf63v2mdUrpdw6vqZRyoTm9mzQHdgohjMC6CSaUOSGwZxTjBOMcJDG59U+GTSI9OCJIPhKGY4nCBQKOGTYy20C4p3RqtiKMWatnTXp16v43memxC/eCBtv81c8dh0N90AWZAqbpIr31Hk0aUgN9BszbOyepSV1XXGieDsufOsbWxz7KZb6TRrKJGi8xHrFzfIJgP6Zz+NR8qttx6gFgV02i2UUni+rYTIdU6uBVmmWFvv88zpJ8jqGZIO2iSkWUxmMnJsLYQUU4q+4IJmK5Uqe1nS41PRa3Gcfd+n2WwihGBzc4tWq0WnM2ereRwI0cZqU5RSSJfWUUrZSqXxmF6vV1YMTsW0Bb3/Qo8pBlegjRZ6SqdUJzeHuqdHb/b6t786YOb+LtrwlYyMKErbi4mzkJu6K8lYbyElBEZrkiSxn6mUbbkgXcdpDT429TPfmePYkaN8+C//kqdPPcWb3vJmXvM1D+KHAQthQBT5JHFMPB6i85QwilCeQnghCEGaZI5R9BBG4+UjPJMgxIA8ixkNu+hEkG8lpIlH6q+SiJQxCUZlGD9BIq2ZYU0j6hotEozIyHWGMTlKhEhkOU4EykMIiXatIXwTIqImW2ubbK9tkmYZaZ6T5jmJA2SFK7QUBQAuUovajU3FeZuCuuLM2h20QLNqvFw+f53FlwWj8kLGPlC5PkK41cmUBndApbzbK3n30kp7SosXWldjINcQ55pxqhGeXQ3lQmGER25sZUwSpyRxijDC5cPFDOAoSo3L8mQ57WMjlSIIAqSUMyv3Yk+Kgeu59JK5spzU/VVBK3tZCC10+Q4hpLX/dyvusNag1Z6n3VmgtTvi8uXLbG93SfMYzwMhc9AJ/d0NkkGX8dYFmjXFgQNH6LRbrKwu4/seQeChjTVSy3JBkgny/Bme/Mw6erKIMGOMSclI0SZnur60A7aYyenPci2i3L/pVLxHAoBSyrGvgn5/QBBGtn1Bjk17VM6Ncv2ZqkAlTVPG4/EM21WcpxdnOClSBpQgexrFxVv+Vfk5ew0JKiRVRXR95c+CJdSlOLssCjfWL0Ub0FkOUiI9H4RCiwKgWkZCCkk9qrE4v8Dp08/wgQ8+xNEbjnH3y15Ks9EmimrUohApDMLkFuGoYguUS5FMz7/OMia9bchjRCrJkwnJOCXLciZxhsHD+B1y4ap6vNxuo9EIrfE8q4dJZYzGARU0Nb+JJ3178yPwgtB6xuQ5Umv8zIDyGA1GjIdDstxW+FhW1Zb0672Awtgyd0FFF4Qpx6LqmTJlK4ACuHxefvSrPq47oLIf10cYDFKXnPXzf7+jr5XyCaM6yq9hvBpaehgMUbONCAxK+Wht6PUG7O723Uq7MJajTEMXupA8z62fiPJsebIQrurHVpEUDRAB9qZ/zHMAK+Vi2gGv2WNy1XdQrtGEIdNWzKp8D6Uk7bk5RNDg1kFMZ+EAJ3a7GK3ptOYw2uDLHE+mZJNdkngX6WuiesDRA3M06hHoAXkM46RIdWmkCqj7DZoNQWe5gZETNtfOEdZDwlrk9A3WjA5RrPLtJGkQpclYmZ6oMi4uvWaPhUZrUMqjVqtz5MgxWq023W6XWr0+c56L453rHJMYW5YMHDx0kJP9kwgEu7u7NBoNVxE0qyF64RsSun02VcBWHJE95mJ7flbguBN5OjbKME05FN9S/lLxJDK2bHyKjwwms9dmGNUQysOv1zBCkQvP9ctK2Nne5sypJxn0+9xy4wm2NjfY2e7y7v/z3bz//Q/xtV/7tdzxkjs5fvwYCwvztOshga/sfWwbTDG9ig0SC6przSboGiKLCLQm6KxgtAVHIDBCYbRA62lxtXD7LaS9ZnKRkjNlM30Z2J5YBoQRzswNcBquTCdOGB6wsTtCegFCKKS0QFa79JoSCkyObaVh08KWYZk9kzDtI1RdXe3B2/vxPOIrGqjsMyrXR8x4sbrx3I6pVSalGIhNSX2Xw2CxwnbeH0L5IK0ZVG4MXhCiRGQ1GtoQTxLG44l1pCxTPdNSX6rUr5hS6sD0O4RwgtznAkiuPkGKPWU95V97ZByzazhTHhArhDQ2J48gCENqwmd+YZHceLRbLYzWRGFkyWqhkSJH5xN0NkEqjecLOq2IKPQZDPs2V6+dmNalc3xVIwgEYd0HMkbDXYRq4wWB7VHkXq2FOzcVzGmK7TVX6ngsQ2AntFybMvnneT6dTocwDInj2JWBz4I3IQRGGzIy1xNJ0my2WFxYBGHdrsMwLAW1IL4s9G7TK8D5nuwBKnt5kr2jn/XOoUw3iIKp2bOMn2Xl7A01lYPaUMqKsI1jDzQZOsvI04R+r8eF8xdIk4TlpSWajQZSSk499RRPPvkkzUYTJZUz6ANFGxMFZZdyfIEtpXF+t0LZa1A591h3TwXSsVzGYNOcEmMk2ljfFKFEqa+xyNYa12kx5UAUnltuyOLQ2ttEOMCsx7bsPklAeU6/IvE8Na1gNQWza68rq02rLg0qPirFqFQe5FmO5frmU65DRmVfTHudhJne89PSzWLGqxTtmmLSLgS19hU6t6txrQ1a294lqdaW3tbOItxo0tQwiQ27uz12d3dJs9w2+ity0NfiMYoVLIIojJifn8fzPIbDIc1m027Hc1ilX51l2fud4hq/G8qSbBdSSnxpB/dMG86dv8TF9R3W1rv0h2NqgUcU+DTrBj8wKBNDNkaYGElaWTnabcuSGCEgCn3AoHWGRGPSCdKkRB4YnTIeDfCCkCDSNk1AqTSxvlwU52k6W7q18XSPjBW4ekqhtSHPEowChCgrqxqNhvXoUMr5aDi/FWkN+NIkJc9SfM/2bM7SjEmcgMEBFFVWDJnKNbYXIL5wUVzk1s1j6rJRTHQCXaQisRVa1Z5GpYl7oT0pQIuYTpQlc4VwYECAsMAALawYvNUgTVMub6xx8dJF3v/Q+xgOh/R3e3hKEUUh8505Dq6ssLKyzJ2338wrHng5P/yOH+TJx5/g7JmzfPrRx/jXv/EbnDx5K6urB7jzjpewtLRo00AConqE8jzq9QaBH7A4t4iSRTm0Ic9Te5/miU3VDYf2OnD/slzTaDZptzsoKVHSdtauN2oWvCgskBGCQIVI6aGEsmAjtzJj31PoPGVzY50zZ8/yy7/ya5w7d54z587RWVjixptuptOZc6yocYxdhs4zpBLuuitYPDcWzYwXMANeRPWarz57fcWXhZj2hYx9oHJ9hF3lCQdYihW6KRPyVaBSXbvMalSmuWFtbDdi7X43xppC6RzyzJAkKUkcO6MoM7MVMMuACCo9YoxdhdbrdZRSpGlqQdDzSCVcDaxcOW1e7fOu8iph+xJpt42j8Zhud5fu7i6D4RgadSQGT2oCH6QoqhqsYR6uBUGxOUYb15jQ+ViY8gk7dUrIjCbLUtfwD8oFvs2ZlWmGamWSTUVUc/1X7k/VVE9IC1YKsezetI0U1jY9ExnFBFI0l8uzaSqu0BYVaaWyT5K+ckJ5IaKY0krYVlb3FOm84hqXzndVoss3lkkHG+6cmMqqvgps7Kmb3j+igPjGkGQpk3hCt9dlbWONJ089yWC3x+72NmEQ0G41yY8eZXVpgUajxqFDB2jNdWh2OiwvLLAwN8djTzzFpYuX0DlcvLiGlIrVlRWEsNdTvRHh+x6tVpswjJgsTvB9HyV9DJBpWzGWZAlJEjPo9xxQKMCKpt2ZI880StnmhGU6xndMiwOtuTJIqbCtNCnva7s4iVlbW+fZs+f48Ic+wvZ2Fy8IqdXrdDod6vV6ZY4xlXu98KQpgErVw0ZPmari1JQgZXrdX1WSdB3EdQdU9uP6iGKOKsbWUpiJo4P3hnthMe0V40Cuc/LMei0YneP5nm1alqfoNAaduUla25SOtP1iTFaILcsPB8D3fYxjaopVeL1eY3V1lVqtxng8Jsv+ur2o9oKSq+xvMQW5g1RS0sZgyBHKIJVgYX6eTHt89tEnePyJU9RDj2ajxkvvOcFqbYUgCAnDyPaV1oY8STFphvI8/CAkrDUw2hq5CSFRIgTpI2WEkCHIgCwTjNOUMM2JMk2mTYUUd2ZmTrRqJ+KiaWEBLq3Wp9CmJEkCCIIgtOfCGKtZcEJlKa1TqpRW/VKUHAMEQYDv+6VRXJIkjMdjpJSEYYQxtv9Tnhcgpzi2L87ip4ASVZAiK1U/bn6sTHV7Z7jC5NBuvzbTz5leD5SiisJXRQpbcuspw8b6Or/xH36XwaCPRrO8sswP/L3vIowiwqjmWCiPMIpo1FvUahGNes02B0Rx8y23cujgYe64+162dnb5xV/6JR566ANcuHCRIAgcU2ZQyuqTPE+hhML3Q5rNJrfffidhFBJEAZ7vEdXrSGErkRrNBktLi3TaDebmOiip8JSyotc8Ye3yJc5nKbnObKrKgYo4TsjSnPFohM40tahGPJ7wX/7Le9je3mI8HhKGId/w+tdx8OAhvv4bXk+7PYfvB2RZZtVUwvWOwoJgYwpflWoSzoEUBFNBUOXkUcEkYobs2o8vEF/RQGVfo3J9RGGNPXOmhR21K+vySlQYFTNlVIoVV+my6QYgo3NMnpWP+YFPGARIuRck7NkqYfvW6DL1A57n0Wg08H3/ivLkK6tKDMVqf6/Q1r1h9itNsVfVwzDd1xlUVtl/lOUralFIs5mjlMCYjDTVJIlLmwjwvYDAD2wTN6RlmbT1mvE8hTGuGiTXlhmRyrbaNZosM+Q5rimeh0GSF4DJbYzVFVYLrqsbPPtoYZdvjdgkUskZpklKSZqmdLtdPFcSLhDTQ1aat9nPzfOc7e0der0exmBbJJRsGFfEiz2ulN9fBRqieNxd96VWy720APBOkFzoOKcAZ3rsi2MsMKRJAjonTib0dja4fP40w9GQqB6xutTh5M030Gp3aM3N23cKSaEXmW6AraBrNls0602WDxwl1Ybfeve7yfOctbX10ofEbsk0NVtsUbPZQnkhtXqNqB7hBwGtThvPueC249gJ1aFRr5G46zPLcvI8YzAcMh6PSTMrYi+aT45GI9I0ZdAbkGc57WaLyXjCI488wtbWFn7gs7KywjecOMHNN9/CK1/1KkCwsb5tQZDrbTXdWgcn9TUM8Mv7dPZcFedy5oXX4fR13WlUqir//fhqDTfhVAVwwqCFZSoKCnuG0q7MfQJb/ZFlGWhbxqhMhjIZUicIDVk8QI97oGNCX3DP3XfQ7x2iXq/ZdIWULs3oJgAhEMJ2lwWbqy5W7VFkGZV6vU6apld097abZ/Y8whVgpYyy3LoYEguK2TgRYYXQ15QUvn2b9cUoUjRz7YiwHvI/vPUtjMffQJpayv/wkWUMsLR8iAM7OWeeOUs8TshQjIZjPvHJh6nXatSjpkuhWBYpywyZtv1YNta7XD6/xfzBYxw5cYvdKrNX/On23piStJA4t9AqD24MwmkwpLA+MVrrMlUThAHz8/M8+eST/PEf/zFSKoIgpF6v02w0nUZTMJlMiOOYJEnJsoxut4vWmvvuewXz84sMBgOXnqM8B7Zq9dp6pBcmbMWWwDbDo2CJBBhhWTLrOjw9poATOucWRxQCcCGdQYx0ZcUGJUAKQSPyydOET33iY2xevsinP/4BGvWIH/h7306z3UJGPlG9wfJSiPQM6AkYidEKoTzbhRjbDNFWxkm0UdhEnkRKzStf9Wo0gr94719w/tw5iuvYTvzG3VP2nhiORzzymYddg0/tKnFst2wplRXneh6ekoSeKllVbYp0bu7AtZmyR4BwBpBJYtmOlaVFarWI2+94CYsLi7zpLW9hYXGBhYV5wjBip2vBbK7dQqNwns4FhZmkFSo7cGgK7rZIQVdBSrER1bQPlBq6faDynOIrHqi82Cuf/fibDueiUoKP4oa3gKUQsRYaCG1m34mZXicCUNJN5SZHulwyOrNpH1du2KjX0HlSKv6LdELpdFp1QmX6+DQ9RPl3qY/54ne/+B/TwbD8Bkr2qGBWbP7jSqt6o5ESPE/QbEQEviTLPEAilUea5QRBRBTVCcI6QVAj8Xxyk7O13WUUTWg3Lfgxzm8mzTSphkkmGI5TDB4qiIgaLZI4JkmS2RU8VOZ/Z/VmZvdqKpKeefFMKKkIw5DRaMTjjz/uJiZo1Bu0Wi0npoXxeEwcx5b6z3I8z6NWq5HnGt+31SjTc1NlV17McWWaSCh1N8bMPA6U21nkREWR8inyfjNsS6FFqU6fhlG/Rzwe0t28THfzErsbF/AXOhxabDC30IFAgVDoyS5GBmiVIVSA8uoY49RGQjhm032HwF0fGq0zDhw4wMmTJ/n4Rz9+5Z6KWU5N5zm9Xg8wrrIMx9440OXooaKVQPFOKSVCKdrtFo1Gjaq0TAiQyqZmpRQlO+cHAUeOHOXQoUPccecddDodu/A1kKYZhWlgMX5AcX8XxxtKlUmV1po55lVwsgeoFI9dh9PXPlDZj6/CsCvHYpKTuBSOtKOREYWdmJ1AjajQ2yV7bge1WhQw327iKw3pED8QeMojFJpc5HhCI3XK1uYG3d1t0iwBTFkdUhjPFZecLP0YpuBhd3eXU6dOcdNNN3Ho0KES7BS1L8/bibI6b9u9cv+KgdqUE0/BnNismKAY4rXL2Q8HY3ZHE37/j/6Ez37ucZYXD9Jpz/OmN7+Z+cUlhLDag8NHjtFq1Dk3WScd9zl/eRfMLkJvuhyCADc5SD/Eq7Wotxe45YY7iBpNwnqNOBkxGfcwaYxf2XJlhHMSdWWpOi8nW7u7utxvY3BiZIn0ZXks/cBnfn6eRqNR0S8JxpMxcRKXX6ZdbyIApQSHDx9iZWWZer1mGTYKEGo/t6jueFFnj6pAvDAWpAAXlqUqw02QwmiE0/oIaU0HpZLEqSZ1aTrbxy9HYgiUIJ0M+U+/85tsXDzHUlPQrnl897c8SM0TrH3sPayZHJ2laCNIjMSrd2gsH6dz+DgH774fpAYtEMJHCg9tXPsGe2mwtbFDvz/g5S97GXfffRcPPfR+nnjqSUye2vvW0VhedVcwiDzDUOlZXumhI1yllrGUXvn44uIiSytL/N2/+1286S1vQmfapQztZyfpBK1zPM/qlZS0BnZCeEgpCcKISZxWAEklbVgRI1dhtDEFOzjdeoHG9twqqn4EpUKrGIvcoKSL82X23N7XQewDlf346o1yYLDeJYUxWFVYWJ1iqqsdbWwJsqckURTY0SFPQacIafAUKE9aDyoMcTxhPB7b6p8kJY4npXDTaGNXXG6QKgzflLQdl0ejEd1ulziOXUpIXLGt14qrVvuIvSxDmSy6CvGwF9UU5b7uyBiN0ZrhcGi1HSJCZxBPEvLUpVyEbawYhCFRo42UgnhoMLlG51NGSQiF9Dy8IKJWb9Bsd5hbWsIPQ/wwJE8jyCIC38OSX8VKWCDLybbig1OU0M5UqUx3uHpslLT9lIIgrOwj1jdFZzNHWbjJEwRzcx1WV1fL9gZFWXJZ1VQwby86H2/K63dKplzNNbdw+a3+w06WFTavqslC52ytbTLsbdNdv8hoZw0/alEXNVabHr7U7FzYIE9jTJqQG0GmJYwHJFKR1EOS3iYqbKEiD6SaMiNmerzTLCWeTJjrtPHDgGPHjnHTzTeSJTE6z0jGQ3SWkYxH6DwnS/LyTq7W0MzyEKYys0/1aQgsiPE8fD9gfrlDo94o3xMnFqj4vnWM1rlEG4jjjDzPmcTxnnRfAVSYMlTFd1/BllQZleI+m56ovads73ilrkNS5boDKvvlyddPCNcdWFO0pHfeBqJKZhf+EpRjicCae0kDYahYXu7QzzXjeJeUCVpJOg1F2GgRhRIpM/q9XbY3t1hbW0cIwROPP152Qk6ShPW1TeI4pt/v02w0OXTwMAsL8xw9doSnn36ap556iiNHjpQ9f2ZXZs83ZgfPa71CwGyhAVDYZhbai0YjwgsDXvHyu1lemKffHWFygUlzJoMxOhlh0hFxPEYbOHLiJRidk00mLm1mBcaeEviepFbzqDXqzM3PI4MaqtbC9xR+4BGIwwQy58ajByE1SJOidI4nDRJVdtiVngAp0Mqez1xnljlzy3Pb5E5ORbFZRhAGHDlyhNOnz6CUIjdOr+ReI8v3CdfKwLInd911N/fddy/1ep1ut1u+J8vyPYPnX29M+es42+69SvTMg6Zcp1vexRr0CaOtZ4rWloEQKUYIcmlTe5gMNPgiJ4mH/Po//1955onP8ZZX3cydty5zpAU1laEufxppUlbTEdIYlGe/KRMemRkRb2yTD5/l/MbTtG+4i6WXfh34LZBBybQJYVVHOk1IxkOGg11qpsZP/sSP8SM/+g62tzcYDnp8+uMfYePyJT754YfY2dxm7cIOaZqX030G5EDijkGGwZicLHfias8DnWN0zub2Nju9XX7hF/5//Mtf/1f8yI/8z7z5LW8u2bY8SzDGEPjWcTbLtNMl2bEiLZg0B7gK8FfC6So+wV1nRe8e94Ipq0nlxdN/JdRy2hR9HWtUrrvy5H1G5XoJMUvBVjt7XW1FIkQ5a9vFjk0BCGE1Kr4Qtq9POiFLNCtLC8w3PZQSTCZjxqMR/X6fU089xfb2Nk89+QRJkuB5HkmSsrG+RRzHDAZ9GvUGvd0+8/Nz9Ac9zp49y+5ujyzLHVDxZ4R9V8ZeFuSLiytAivvsarpKSYnvCdrNJgvzc/jGR+eGKPAIfMl8p8k4jjnQWyaOE2qBe3duLcZ9FdiSUiXwPEGtpoiiGu25NqgAvBDPk/ieIvIg8gztdoNi5W8nVNed15QqFarrzJl9MZQgq2AXhLDpukajSRROu63bY3zlUZ76q8D8/BwHDhzE94PKYPmFj/1zaXdwte98/lFVbGBTP9XPRVyxh1NCxT1rbOLEFI41juowxrC+cZH+zibxaBdlEpY6dQ4stlkIE3wSxGACOsEzGRLwHSTyBGQGdJaQjQVJNyAfHIJ4BATg5QgnqC30NJ7nEUWhLT+WktUDK0ilmJ9vMhz0mXQ3mG/V6F16hu1GRANJmmTkWpNpzSBOSbRhlBtyBKmUpM6+v1yBOE1M0cl5fWODjc1NnnjyKU7c+DgHDhyg1Wo5EbEmSXOE0ORZdfioePBQcFl65jSYq4w1ZVHWTKPN6bmYnsvpOb2SK7x6xdlXe1x3jMp+XCdhitXLHoobKIV2qHLiE0agxXSAkFLgKwEmJUvHtOcWWKi1eeqpp9jd3eX7fuR7uP/ld6DjPmeeeYZz587x+BNP8hM//r8gpSLPUzf+2IHFllnaigUpRKlhsSZvCePxCK01N91004zQ1u1MZfufD0ApJp2pK0n5jKgckZlfLOWfa8iNQaqAQErmmg3SxXmOrx4i8ANuPL5AvdHkm97wAMOJZqsXk2lDrabwPWg0bGsW5XqpONNPlMBOpq50s9DFSCHK10RK2SocWyhhq3yEwFMWwOWuQZ7JU7vadNbpBY5Q7rPzXJduso16g6NHjjK/sGBZ1T0dqrU9SdMrRNhy5BtvvJF77305eW4nbpv6sT2ebDWTW+3uWfG9cL1/qteGE3K7R6qJCYOwPZPKOXLKAChlzwOAkdL+MzlJPOE3//X/zmOf+ST//Rse5OY3vpKXnejQqUlkskU+GbB5at2WmEuFMAadp0ggIMMzGs/kTJKUvJchtpbRl04j5g8j/DpCBCgRUJiyLS8vWydaZa+Z1Fj4tDjfYWmuxaGFryMd9Xnw1lXG3U16F54mjceMx2O6gzGPnLrE7ijlUi8mEz6xqrO2uc3jT522Yt28OCrTEE708Vu/9Vv8p//0+/zTf/rTvOENb7DsUp4ziRNMbvC8yBohOrpKKHd+ReHsWyk7LhHJ9JyUJ2bPmSt+FkskUQErZcJnJnX9pVqmfPXHVzRQ2WdUrqMoWAmhXWWLmWVTqiugImEOgEbnmizLUFJSi0Ja7SZhq4PnCfIspnBfTdOUOI5J04w0SdjZ2bXO4rqw0C4Ymul37R1k5uY6nDhxgqXlZYIgcOnJ2dTE59nFPdYpewFZ8Wi1FV3l6bKUufJK9wJRAW6Neo2s06Hm1wj8gND38JSg3YoIa6DCCG3AjySeEjQajqTS7p7L7cZK5xCa5TnauMZxLgVhTfVS5hoNRC2yMNKZsu119rWi6OL3YstFRX3itt8dHM/zaDZb1KJaufNSFMzRlce40WjQbDZoNJqEYchkEpNluhw/rPCyoiX6chhTypV6waRUGELsFC3N1NRNGGOrkN1+aGOs4NUILpw/x/bWJkrA8sIC7VadRj1A6Iw8Neg0I880mVcHFeF1miidofpdZ4Y4tuBIuH5QeUoeD5j0tvBrbXwyBN4Mo6WU9eJx2mCkzsGAJxVSCPxaSC4SWoEgCCFsCvJAEAeKuueztdxiIZcsyia5jEj9Npvbu7Tnl8tWGOPxkOGwRxJPiJOYOJ6QpDGDfp/hYMjp089w6qknWTl4kFq9QRyn5BiU2XM0jSiPd2m2V7xmhrGtMH7GTH9yJbARZvbunaZ+3PcU5cpXp0K/quO6Y1T2NSrXS0yrNwr/gelTTmFvZOXVruzYDfETPSaL7QR97NhhDp64mfbSQU6ffpy1tQmPP/E5yIccXJ4nTSalyVir2QIh6PW6aG2cUZpbsVMMxkDZpMzw8pe/nO/+7r/H7S+53fpBuFX7jCDwGnH1hXt1aipktNMXaooJXF+R/rG5dI2SHr5S5Ln1hjh68CBHDx5GuTfkKHSa04oUDQGNpiQHMvd5UkCaQbcPcQL9XWOb08Ux8WRCrz8gSTJGk5Q0nRAnY4b9LQb9Lb7mVS/nZXfdxlLDoxYG5MmYLE3xlI8QsszRKzx75hyoE6gSdFkmJbD7pDVRFHHk6FEWFhfL8xA4F9E0S8tjVpSU33LLSW688UaWlpbRGrLM+uoUY0eSZOX32J/XPEV/4zEFcdPr3Pb4UdXpELCNAoUxCK0RJrcdgpFkaUySJvgRCKX4d+/+P/nwX36QH/9//wD3fs//k/OPfYzu1jpnu30ikeJJDVKRtk4QdRZovPqV+MkYHv0Iye4m3QtPoXRG5EmUlqgsZdJdZ3jqYeY9xeKR41gtTFB62OgsR+c5ylMIJfCEhxEGSWrpMj3GJD2GFx4j2b5II7mMNBlSwHzdp3X7ErXV4xz9mm9FhvPgHSQ3gtSJ2eNxzBNPPsYjj3yCc+fOcP7CGU6dOsW588+STAx5pvmPv/e7fPCh9/HjP/VT3PuK+xknCcnEmsEZDEK4a0y7ajxTVH1ZxlSU7KU79kWmsmBIzJTpEgXjawrAXQDtqkbFVSkKM2UBzSwgvx5iX6OyH1+VUax0S667omHADQ6VByiywK4TB0XdZLvT5tDBA8RJzKWL50mSCZ6nGI2GdLu7tBshOkvxfd9ZrNuqkMLQbcphmHK7im+OwohWu8XhQ4c5ceIECwsL020paY0v7loVV/wxSzSXVUHVFFDxfJVbdpSQktJWSRSshRZkxrDT7TFJU7YHQ5I8Z5JnFD2MslzQHwrSFIZ9MHmOTmKSOGE4HJFmmiTVpFlCmk0YDHYYDHbY2R0ynKS0Q0HmyykrNZWnVE7dtFRYuKW4EIIkSdjaWidLUyaTCUIofC9kY2OjfK/WxVGwwLW6up+fn+fIkSPUarVycVOkfWaOlrE+OC/WkDKzPZXr3LiJb1azYpmToghG4hpsCm17IXke58+dY3N7G9/zOXHDDcRJwuW1NbZ3dkmHA+YaOcoXKL+GCiPqy8cI5hZQ9QWkP4bFgxhjiM8/jWcEoaVsUEKgdUY6HpCnE6zsdY9JnhM0l5SKKCwGnAZEp6BjSIaIZERgYqSx7tCInIZqUA8M7XaICmvg1TAojPDIspwkzRhPDjOZ9Ol0GiyvLLC4uMDxY0cZ9MZMJim1ekitHrF2+TJPnzpFVG/abs5xca7txagLN0n3T2MBYJWVLXuNFSVO4Mz3ikXItKx+71pkdlTSlfe8eNfaixnXHaNiG5/9dXup7MeXf+y9+w2FhX4JXmaa1BepEesiKZWP7/vccsvNHDxylN/8d/+J93/oYwgpadYjuru7XLgoCJRBCuh05lhZXubS5cvkeUa9YUsdE8e2FM6XxcpAIlhZWeH+++/nNa95Dffeey9KWQv6WW0KzM7On2ePr0heX2UEnAmx5xVm+m1FCsGhhDxLAYHyrY+E7/tkacanHnmcc5c3+eRnH2e332e337P3mLaMlSK0x1zL6YrTHXqpPJQKrI+NhHESM05ibr1tmxu2h9Q8CDyJZwxKFp4bUyaqcOrzPB8hrc6i8DjZWN/kD37/99nZ2WFtbc02fqy1eOyxxxxI0cRJjBRWw6KNZY6KuOWWW3jwwQeZn58njmOyLJsZN6oalaLVwhcbX4qF0/TarTwitGNWPDe5CQotha2zUTYFl2c06nWiMOB/+/V/xR/9yZ/yY//oR/n73/+9/PZv/mv+9E/+iMNzAXP1gIXbDxM0m8wtrxB1Fli873V4tYY1U/NiuP0VpM8+xc4jnyDSGXXlIaQg9CRZnjLp75CO+2ASEBnIgpnAtmEoGEcKttChQJ1DOoS4h4q7kHRpBhOUyEjiIQqPumeIsg7CdMEoyGugPUTu43sefs3jtltv5JZbTmCM1SmlyYQsSTj/7Dm2NjY4e+4c2zvbfPTDH+Yv3vd+vvt7vo8bb7yZ3tYuWZJR3CP5DFDRSBzDJii9iYyxFYdOCYQW0/RNwdw+L0ZFFGZy1x+j8sXM2V/RQGU/rpfYy5iI6Y9Cl2Gmz1eKAREY1w8kQymPWiSZn59neXmZXr9PkqYlM5drgxd43HnnnRw8cIBPfepT9Pt9xpOJ892wmo+i5LgwDTMYFhYWuPfee7nhhhvwPJvGKN6zh9a40i+lspIvBnRxBTtS7HJlAjOFD4mounZXXlu48BpMbo3TSq2HqViES7s//WFMtzdmtz9htz+h1+2TpjHj4RCjDVI7T5RChGimJZZSekjlo4IAFdYwno/wApJU0x/FpHkNI3HpHiustLn6KfshYObUDodDPvOZz7B2eZ2Lly7S2+1VgIrt33L48GH6/QE73W4JeprNJvVGnbm5OVqtFisrK2UbhKrRWxXAVauDXsxVbqklMkw3RDjmREisH0rVU0WAsFoQJSS+VFy6fInuzjYIOH78OLu9Po8/+RTbvQGJkRw8cSuHlueZW21Qr4fUVg9YzVbYQvmR9RgyAkQNETRQURuRDsnNCHBdp7GVW+Nej40zZxnnEeO8hvIbSK9mXyPdJOyYIGMMJtlF5GOC0VkYbZEnE3eN2r3x3LUfkiLHu4xOP4oMF/CiLtJvoMJ5RFQDv43nmhIafECytbHJ+toaClhcWCJOUsIg5K8e/iwX19bZWFtnYW4eYQTKcwuJCvdWvSsF1yZAy3fsud+uWFtc493lzhbj1358wdgHKvvxFRJlgng2/VFO0FPxW7G6KQBLliQkscaPGtTqDe666y6i1jzvf+gDnDlz1goTPQ+EoFZv8H1v/14whn/9v/8rTj39NB/+yEcZjUYYbBqo0ahXDMPshHvy1lv5oR/+YXzfriIt21dMipVNr4habUxt90V1pp7Z7+oRyGeeK/xntZnWGBSfW/QBMlqjTY5QtlwU7ByYJAlaa3wVkGpY7064tDVid6AZDDXj3SGTYY+LZ5+2Rl1xYvUFWYrtd1Lt1mvX9vW5JZpLB5k/dCPzB29kGOdc2uhx/GATFSik8ZAI8jQh1bkz2cPpfArHToEUHhcuXODHf/zH6fX6HDl8jDRN2dzcREpFFFq7/Ne+9rWcOvU0H/vYxy3YNDlHjhzh9pfczn333cftt9/OZDIp+/6EYVhWaBXnL8+zEoA+l6nGHr/nV7L8XGL6edPPlRTi8alCSRuX7BEWpEjX5bsWeTRCxR/+4R/wp3/6x7zmtV/L//R938t7/st/5T/+wR/RmeswN3eAN771f+LOl9zG4PIZdJYwd3AVL4hA1O3n+tqyJFmCCuZoLB9DDLZIdp9FSUng+Xj4KKPYOP0sp852eXZnwrmdmPrCKrX2Ar4foTzfMitCkhmsJ0/vIiLpsxw/S4MRNzQSmtKgc8tMhjIAAT4T4vVnuPRHT+HX52iu3ES4cIjm8Ttg4QDUbwTjgwkwhGgCPviBj/Bn/+3P+bY3v5F777mHZqPDaDTk//jNf8fDf/VJPv3AJ9FJwm233Ua93mAwHJJrg/T8ktUQpuiQNasIKp7XzKbf3NVQOWV2ESCErT6csVws+zVNz+UVw8F+XDW+ooHKvkbleorKoGAorahFyaSYSlq/+rejZgs7cm3Is5w8yyx1XgAcIfCDgCAISNMU3/O452Uv49Dhw7Tn5tjZ6XLm7BnG4zH9/sB1Ri5W4QKlJL7voZSsAJTZUWgKSAo6+fNfu+KK1VaFeSgfqrq7FjRMMbOJ6Ze695tKebN9WpRMhhAeQvhkmSaJEwbb20yGPbLxyJpmpRn1KOTA4cNkaUyv3yVJYsajMQV/k8UDxr0d6vND0jRlMokZjMZkWV5sgQUIxeBezs2OKBeSyWTCww9/jNOnTxMEIWGQsLGxgZSSRqOJUlajAobdXVuZdeDAAQ4dOsQNJ45z9OhRjhw9wpEjR2i328RxzGQyKRsbFim7WUbFgkvLqHyhNBvP6fw937Dgx2mhdHG0piyhFWVryq7hwrIWxYS3tbnJ+UGX8WTMXKfDbrfLqVOn2NreYhLH3HHsOMeOH6c9v4QXNQhbi5g8RfpNhPKhaHZgDJb+8hDSR6jANiF0lVV5ntumoALqrSbh/BHEIjTGEDYXCOptlBcgpYeQCiEkmbECUjOsIbMB7SQiSHvI7afJs9RN4q5vltFgMqQxBGhkHpOPdhlLj8RvoAcj8nFGo71Cc/4ga+trrK33OPX0M5y/cJFnnjlDu9Gk3WkjpSQMAqIg5KknnyRJYo4ePUqj2aRoLmr09J4Au532WizWRIWqxFWWOdbNspgWrBcmcNK48+OYL3sPC1ft44zeRMWf1ryIyu0XKfY1KvvxVRxyavwFhfhiLzlRApXCZ0KAHSxL+/uU8XDAYLeLzhJ8OZ3P6/U69Xqdzc1NGvU63/nWtxKGIZcvX+L8+fP81rvfzZkzZ3jooQ+SJAl2MywVLl3ljdYV7YqUTpD715nQ9qa95PR3IykAQvGSWWxTrLwdV6HtoCocda+URKqCmhf4foTv18jinHFvyOWnnyYZ92zXXLeWXOzM84ZveJBer8vjj32a7Z0dzo92rAusEKSjLpPhmLC9TG1xRHe3z9b2LnGcIHD3rM6Qwkx1llCmCaT06HZ7/OIv/iJbW1scP36CXrPHQw99gHa7w/33P+CYD9jZ3uHUqVO0Wi3uueduvvXbvo23ve1tFJ2GL126xNbWFmtra/T7fbTWeJ7HeDwmz3NXteUAbEVzdAW+ex7x1wYvlclROI7JTppTPY82VkkhpGN1DAgUTz7xGA9/4qN4SnDHS17Cpx99lPd/4APEWY5QHq957dfxivtfyfKBoyDr1BeP2FRiKYjyAA25M7GXAagA4YcIzwcpMTonTWMyGWA8zfKRIxy872sx0Rwm7CBEBCLAGMvnFalGy8EZgryPNBNIL5D11jn9n/4NyXYP/CloNgZMnqCEpFMPyNBM+puMert0L1wiDucYN1Y5fsd9nLx3lUc/8xn+/P0f4+OfeITHHn+Suh9y4dwF7n/FfRw8eID5doeVxUX+23/9M8Io4jUPPsiBAweQyh7hPNOVYUQjHWspK3yIha7SARXXuVni7m/HLAqD1paR2atRKUW0DuC5jy0ZxOsp9jUq+/FVHIUniKk+dJVXTbNBBZ8i7BhCMa0Hnkct9FFGY7KEUClqQUgYhPiez3g8wWg7CQSBT7vd5sCBA7z61a/i5MlbOH78OFlqWZPz58/zwQ9+sKA07DZ8AQHtNSezEoFV3z2b+rGPl0T1zHOFB0SxYivW4wJXgVGOpwWTVGFWgMBX+EowHvYZ9XvoPLFdpcnct1JObFIIa5Uf+LZ/Evb4Jrkgd6WpeZbZBnG5Bm0qFmaiWI5Oj1CRzkBgtCGeJCRJRuBblksI6fxTmqVGKIkT6vUaQRggpMDzJEEYlExrGAZEUUgcT+h2dxy4nKZspsyJqDApxTm6+in6m46ShXOpMFPShFOfGAustJvYDXmWMEkyLl24wGOfe5zbbr2R48eO0B/fQK3ZoNGZJ6w32NjY4EMf+kt0mrK6ssLq4jxh4IPJMcaKoIsJ1oKl3Fb3TEaoNCEqenC6+1BrDVIgAh/peRjlYUt57cKAAqjYqwaBQRqFNAq8EOGF4AUgfRCuWaFxE7r0McpHRi2k8BHUUcbHMxExIXGcsruzy6Xz5xn0+9UjiPJ9/DBiMB6zub1Drm23bCkEWZbyuc99jizPOX7DDQRBaBkdMwV9ukjdSFn+ba8UDQXjhXGIqsK+FafKHZ/ZS6gyFuxnAZ537AOVLyL+JvLT+9/9Bb/98/555VPT1Yw2AnLwFSghaEQhc80GPjkmHlMPAjqNJs1anSiMuLi1zcgbk+U5Uik6nQ7tdpsbb7zBfkGZYhH88R//MR/96EfsSlgKN9h+vtTB3sfFnt/3/j37XEEZ733W/m2rnAq8UwywSjoBZHVgnc5/gHWTrYUekS/pb6/T3bhMnsdAiiR13yxB52RZijEaPwyJ6hHNdsN+mdYwMcSZNXzLkpQ8zchTB1SMbeIohLK25kzH7AIGoQVGC5LEmpBFUY0kSfE8WzI+Pz+P7/ulSdtgOHCl40XlRiE21oRhSKvVZDgccOHCee68846yoqcqppWyAg5f5DlEFkJnm6e0dSYGhKv6KY6ZxS8CJQyT8YjxYJfHP/cY7//zh7jh6AFO3nyc5YMrjJKMW+98KXMLS/z8//cX+PQjnyUZTbj91tto3X8/oR9Bbj8wd3DXKxTFJkOnE0aDLmEyoKMAIezrjEHrzKY0AmXNZ0xxFpzOozJWFFe23S3bdRkVgl8HP8IwxJgcY3LLaagaIqghWgeQMkTJJh4+ETVGo5Tx7oTLF9foxY+wvblLEAR4vo/0FLVmi+b8Aju9Ad3egCTLCaKQMAyI05Q/+7P/xmNPPMnb3/522q0O8cQCFemYxVzba0JI656ss6wC+g2yNGtz11K5ELl6qrYENjNH48WPF3c8f37xFQ9UXiyNyoupjblev/s5x56MELhB0qVlPCWpBT6+knhSMD/XYWVlmTC03Xgnk7HTMuR7ylUrA6+wegr7OoNx5bXFkqp6/3/hsaAgmEv1yLV2yz67R7tSKX60KQL3tNUvSLTR6EyXtvbl57lEu3BVR41ajWajBjrD6IxWs07o1Tl2cAHfV0jh0Wq1CHwFhKysrDA/32FlZQmd5WRpysW1LqMLm2hsM0ittbXep8BI9uRIAUbIkjbXuZ4BTkUJuHQaB601SZKwu7tbaVUwQTk17tRKf3rmrW7INpLs9/ukaTpzJGfKtmd+fqHz9TcVoqxKKtiIovLElCVhTjyLwPd8wjDkycc+x0c+9EGGwx6vuO+l3P6SWzl64gS7jz/JzvoGDz/8KZQfcsPx46yuHODAgdWSecpzjRSyQgU4+tEYyBPIY0Rm/xntGClculB4GGFZFMs02H4/U+5AuHux4jcihAM1HkIGeFEDogZ6vI02IJXCGIHONdIL8Q8eZjRIOH1mk0QExCrDa3Q4cuIoMmoja/PIzSGj8YgsT0tGymCIarZ7txA23dBqd6jlGevrm2gj6A9GdDppaQxYpP6U8hDYHkLGVMzZik8uWJ+rXCjVhcT0kQqjelUWeH88/0LxFQ1U9sW0+3Ht2JsoEVbMl2X4vkejFhL6Cl9JDq6ucPzYUaSUpGnKcDh0g7h1qiy0HUWvj2Il4nlWNFdMquU3i9mfV48rV2Di2k89hzCVf+7zpEJIRZbkZGlGoIrSUvcOrTEOqEih6LQbzHeaDqikzM+1WZpv8brXPkC9XreTfpqy2+sSRB7t+QZBEFCv10jihPFwxMOPnuLC9hBtYDweo/MMz2liTNHc12injXENfw3kuRMlYrNChU26Up7rt5QzmUzY3NzEGM1oNLSOtK5NQZ5nGNdNF2ca53keQRAwmUzY2dkhjuNyzKi6Y+4FKi9OWIYnzaygN/Bd52OqLB0IKZFSIZVHGAbUo4hHH32Uf/Fr/xvf+PWv5lve8jpe+ZpXctvdd/PoqdNcvHSZp05/hN3+gB/8gR/m7rvvYXdnF5NbwJhnGhFaHxkKV18JCA1ZjMgmyGwE6Zhcj5BCOXGttCkb6YPxAA+E1fxcTXOhtTVSA5xg2EfIkLAxh5wMyMfnyQxIT2E0ZInBDyOCm04yOn2Jz5z+DKkMyaOUW24/yD1330eiFeNcIc+usdvvkySpIzsN2uQ0Ww1ajQZCCtI0ZWlxCQN89rHH2dzcYqe7y8LiMh6WyUrSFCklURRZb544pmQvRaGhmbonXyuuBV/2w8Z1J6bdByr7ce2YrmKMEyQWlRRKSsIwKC3T7eA/Vd8nSTIVwboVIZXJza70pw6qUoorKNQvnlG1OZkrruprGaswffhKC333pLCTm5J2NW6MdhocNxG6qSUKQ+pRjSgK8T2P/nAHTMJTzzxN4HtkWYofBCwszJPlGaPxkMlkQq/XJ8s0WZZz8fI2WZzhG4P0lAMjVuMiJeBMycCKCqVrdGiKkUhoms0G3/zNb+H8+fM8/vjjTCYTTp48ied5xHGMlIIwDAmCgFqtVo4DtVqtXBnnTmPk+z55nrtJB9cBO7OpFPe+Qtz3YtLgVtZQuLlCpo0tTa5ee8IeK+1yP1vbO5zp7bK2sYnyfOYXlzl24mYee+xJPvXpz9LtDWi15lhcXMELanzkIx/lySef4qV33cPy8grCVwhfudvCuBSYAVJIR7B9GdHdQGVjfJMQSgciBSgvIKzPWUZEhdi0oKG4pMpWRWVq0SX3HCtErhDCJ2ot4CVjzFZEnmdkaYrBECqJylPEbpdJt8vF7S7D3KcvM873Mx49t81Nt76EO+++j94oZm1jkziJ8X2F1glJPMTkCZLIpTyn362UT5YbPvlXn2Jnu8v9995LGIZkmXViTiveSkLMpgaLkvaChdmP5x/7QGU/9qOMvV2GpxOS56nSTwPsaspW6NjrqUhZFLbsxYp2Vmw5/d3ms6dJm2lZcoXyvSKuMsiVLzez7xSf5z17YsqpOFOw3CoGPE9arYqwjYVNUW1QbLcQ1MIajXqdWq2GF/h0N3sMh5pHnzBgcnq72ywuLvLAAw8QxzFra5e5dGmNzz32BAaJlB7G+BgCMOD5HghDri0wUBK0ydA6wZgchEEFDjB6bv+EodVu8nfe+p08+tnP8R/+w38E4E1vehNZlnH27Fk8z6PTaRFFEc1m07JEQtBwDsKWYdEzQGU8HgMWqFQnHphWIaiKk+oLGVUlg1AeBsjyDIlBOZGvLlCndiaG5KxvbPDYY49x6dIafhCwuLLKjSdv49/+23fzn//z/83XfMPrue2Ou1jNDFGtwfve9xd0u11+/Mf+F1ZWDyB8Bb4iy2360FcujagTSAewcR6xfRkvG+GbmMgzZBhiDCoIiVqLeFEbZAhGIbTGCFOWTFcvfSWK1GShVlEI6VNvL5FmCUMVkScT0nSCFBAqgdIpbG8x3tzi3PoO27HgUtKjPzzFTvfP+e/++7/DyXtexe5owsW1DeJ4gh8odB6TTPqYPLZCcNtN0ypnhMLzQuI04y//8sOcP3+R++55OVEYMZnYarCiog+YASR7m1hWFzf78dzjBQEqDz30EL/wC7/AJz7xCS5dusTv//7v8+3f/u0zG/FP/+k/5Td+4zfodru85jWv4V/+y3/JLbfcUr5me3ubH/7hH+aP//iPkVLyt//23+aXf/mXaTabz2tb9psSXh/xXFcu0xtgmvYBbLM2Mf0c3/eJoojReMS285go0js2lZO7vzWiaKZiis8T08FLCDzPo9FoOH1L9bu/yNXWNd9WSetU5oAr3TPFzFsKS3PrwYH1q7C7VgoEJRashaFPLQppNJrU6w12hUeWxWxt9wFNHGeowYQL69sYrZmkhlQrjAjBSLRWIAKQIVGtxdzcAnmes729STyZ2OlJKSQ+xlX9COO2x213nlldQLPZ5KabbuRHf/RH2dnZYWNjg16vx9bWFgA7O1tlaudlL3sZ3/iN38iJEyemKRI3kRRgJQzDMn1UNCSslpEDz4lZeS7X4vMfiN1EKLCaHWN/agx50ZxQOCWSzvF9j3qjydbmJn/+3veyurrM3/+BH+Rl99xJWG9xy2130B9NGA4nfOhDH2FpeZlGs8G3vOUthGHAXCuit72GTo8ijYcomvDlGYIUzAiTjdCjLsQD6gq83FYXZXjERiH9kPbiClG9hfVcUSCVEynblgulrEYUCSFZ/kR4oEL8uUXQManyQSi069VEmqBHQ/LNNXydcfLkSU5vDDh3egvPrzG30KA/iPnkw5+l3mjxhjd8I5/8q4/x+GOPkqYJOs/IdYbWGULYtg2+J5FKsTjfZBLHbFw+jy81STJG62Z5zeyt/spcOq6I4nr58kgZfuXFFzNnP29IOBwOeelLX8qv/dqvXfX5f/bP/hm/8iu/wq//+q/z0Y9+lEajwTd90zcxmUzK13zXd30Xjz76KH/2Z3/Gn/zJn/DQQw/x9re//Xlv/H5cH2EqjMbn+1d5x55/lEDFlhwHRFHEeDxia3uTOJ6UE5cFKhasFEW+wlHuRchKqkh5inq9PgUqFUD0hTUqX+jxPfshZv+ZK95TrFannIwtUHBgRYPRRXmrTSEUImAhIAx8olpIo9mg3mgghUeewdZOn63ugME4ZXcw4eL6Fhs7PSYpZFraFbUIwASAAyr1JnPzDqhsbZWpFyk9POXjSR8lPaw5Fu6nKNsONBsNTpw4wTve8Q7e9ra3oZRiNBqxvb3N+voazz77LM888wyPP/44nufxxje+kdtuu+0KoKKUwvd9gsB2Vx6PxzNAJc/z8nzmeV7S/9c8a8/rOnxuUUpNTeEirCn8OXJj2w2YgqQwOUoqmo0m21tbvO99f0G9Xuft3//93P/AqwhqTW6+9SW85rVfz3A04SMf/ijd7i71WoO3vOlNfM/b/kfmmhH97homHSLNBGVGKDME3Yd8aDsbZ0P0aBeRDKgpCKRBZylZmpJkGdILaS2sENVatveTULYVg5hqaorUqc1mFtoViS2FVuAF+J0F/M4imfJJhURLiQbrXDweMt5cJ9Apt9xyC6sHDpJqUEFEZ36F3nDCpx7+LPVGm9e//g0cPHiQ8WhEmiRusVEAFZBK4CtJ5HsszTeZ79TZXLvAxfNnSOIxRuclsK3+s0xsdoXBY3Et7C+UX5h43ozKm970Jt70pjdd9TljDO9617v4qZ/6Kb7t274NgN/6rd9idXWVP/iDP+Ctb30rjz32GO95z3v4+Mc/zn333QfAr/7qr/LmN7+Zf/7P/zmHDh36a+zOfuxHEdVVkQYNmTNyiuMJcTzh1ltvxfMUd911FzfeeIJTp55id7dLv9+z7yt1Aa7KwZgrwIdSilotsl1ZK+yF/d7Pt33XQjHXSAmVu2RZHWOKap8qODElgzJ9ozVio0ghOGBSmtQJQe6qP7S2NLkXhoSNNs1DNxGPR4wGO5gshWxEnHhcutBFKoWQHmkGUecQUvp4KqLe6tDsLFBbWCXLDXFiK4jiJCPNwdcKZVxVj2ZKCSnrvFfsqj30BiE08/PzfMff+lv0ez3WNzbQuZ2EHn30Uf7kT/6kNICrggWtTbk6PnDgACdPnqTT6ThAYmfPKpNijHnRUj82pj41hsIIrHIqy5Sgobe7w8b6ZdbXLhKGilarwdLSAo8/8SRPPvkkTz31FM+ee5abbrmdl7/8AeJ4RDKe8Af/13/E9wRf98q7OXZkgd4TH2RERtO3HjWNzhwi8KEdkQ032b5wBjHeJTS5bdCnPDAeufag1sRfPoBszoMXglAYpAMmmrNnnmVtfZOnn3ma3W6Xb3rTN3HDDcenFUZaAR7UW5COkM0WRo/J4jFKG3x8tBRk6YRGo81Ljh5mpz8mzMYI4aG0ZuvyOrvbA244fJRjBw8z12rjK882mXT/UJ4FpFlGMhkQqDpvfv2DKCX5jX/924gsY3vjMmGg8MO6W11UAefVe3NVU0D78TcfX1KNyunTp7l8+TKvf/3ry8c6nQ4PPPAAH/7wh3nrW9/Khz/8Yebm5kqQAvD6178eKSUf/ehH+Y7v+I4rPjeO43JFBtDruYlkX6OyH88lKsJJrTVJGpOkMTfccJyFhTlOnryZI0cO89RTj9Pv9xiNRk6UaaY1DNcQz9kqgRDft40IpzG17X++MfMWwWx+p5iwSnFtRbG45/1FGWlpk59ZtqIQCEolQUgybatujM4BjecHBLUGjeUjyPGYca4wyQS0JM0yNjf6trLGC/CjGvX2Mr5fI4xaLCytsHLwMBMNscYKE3NNmmryHDyXEjC5dLqLqa+JENPSVsswAOS0221e97rXzeyh0Tl/+Id/yJ/92Z9dla63P+0vCwsLHD9+nGZpmz5lXKAQTxt8f7aL8gsddo4sWjrMgl3jHpLAcNDj2WefZXtrgzDwaNQjOp0OO91dPvXpz/LYY49x9uxZfuDt38/rv+F1fOD97+XUU0/wgQ/8N3q7W7zh/pPceKDNqQ++n7i7jm6GRLWI2uGbEM0mhAfIxjvsblzES0dENXvNCKVAe2gURHW8+WUIWiB9Cjs/HCt08eJFHn/iKd73vvdx7tw57rjrDo4dO4ZQAoHCGAVoRNRApE1ko4lO++SZRAiJEgqMQGcxdV+ycmiFZ55dI9CJtf3PNd3dbXZ654m/4XWsLi7RrjfxlY+UHkibijLKQxtDnmWk8Qhqite+6mW0mg3+r9/9Q7q9Id2dDWr1kPnlg7Y3UXnEKYWzxe9FXOv3/fjC8aKLaS9fvgzA6urqzOOrq6vlc5cvX2ZlZWV2IzyPhYWF8jV74+d//uf5mZ/5mS/lpu7HdRRVlX7RjC5NUzY21llbW7MNB40mTmJynXH77bdRq0WEUUCup6mAAniUfgtcqUgx4HrKfP6VVpm/r/w+fexq4KPaJM2xO1eUNwuuGAIKlgFXdeo67RocOBEaqXw8qWjUQxqRTzoZk0zGdNptWq0mrWYNnaWYdIgwOULb1b4UijCs0WzNE0V1mo05ao0m9fYcxlNoJWnUPGqRYnVlHs8DcpuCElKhjCg1DIXupkhoCTHLdhSThdbautAqC5q63S7D4ZAsy0rqXiqJMJbtEkIQxzGDwWDa7doB1tmSclGukF9Mb6bCV8ZiqKJTlQ1PKWpBxJkzZ/jQX36QJIn5+td+DSduOEaSjPE8QavV4FWvfCWvefVrOP3MGd71yLtYXuywML/A937v99JqRRxYWWKwu4VM+3hZn7y3STyUbEwGCN9HnKlhJkOaIsXzbWNEYyDWikyFyGgeEbXBr9mUn65yP/Zc3XTTjSwuLXP8huP0BwNuuukWC24LobkMrLbFeEgV0Vk5QupLxsMNslwTOp2O0AnpcJedC08zF+R8yze8mjOX+nz6mS08IWk1mjz2ucf4t+9+N0cOH+Gnf+qnOHfhHFs7WwyGY6TyyLQGJRmORiipGfa3Cb2M1SUPJeFzn32Yne4Or/2Gw/hBwGg0AphJBQGV9PB+1c8LHV8RVT8/+ZM/yY/+6I+Wf/d6PY4ePbrPqFxXsXdQeO7nfaoZma6M8jyn19tlc3ODJJkAhixLyPOMI0cP02638H3vigZ21jxKX/Xz3QvLH59vHLuaIVyJUag+UDw2tcMv32MMRogZAFO4ZM5wO4UoxfVLEmUliU0zSE+ghCAKPaLQQ2cJOk9pzs0jlaI918KYHJ1PEBiU0UgDSguiMKLVnKNeb9JuzaP8ABVEqMhDhj5z7YhmI2JuroGUILSDYcKBCrcQ1zZnVh7nahUWTMtCbY8eCZ71VhmNRsRx7BoKiqv+s80RJ6VY9lqaki8HcaRxHh2iEGxWnhNSEoYho9GQxx97jCNHDnPXXXdwYHWZPLNl27VajWPHbuDA6kH+j9/4N7z/L/6Cb37zGzh08HZe9/rXc/z4YXZOfYzJzgXIJyg9QU+6pEYzGgwBgTQGD01H2u7W0kBmrEdxLgNE2EQEdVuWLKxB2wykEoLVAwdYPXiIW249OWUVi/uvwvSRueqf+WVik9CTATmJdZPWBqFTsnjIeOsyDa/GK+66DSPO8MgTF1GyRq1W4/y5c4z6Pb7z7/x3vOENr+P3/+gP2NjaJJ7EjJRHbj3xSdKEyQSSyZA89ZjvKOIYnn32GVJtXBsGb0ZUvVdgW4DcQte0Pwc9/3jRGZUDBw4AsLa2xsGDB8vH19bWuOeee8rXrK+vz7wvyzK2t7fL9++NMAwrVRX7sR9742oX/pUoYeqNIFyXY116JoCtOMmyjDRN7QpdCJSUZDp1jIZLW1RuNG2s78Lewa0AA88/ZiuWZoWyV3tdVQ9/rddCUQFkmE17WLFgihGawPfptEO+4bUP0N3ts3roAFEU0mrVUUqgpK2Cki49oYxwnYwDPM/D9wKMtMJK40mMEoS+h+9JludrZHmCyC0jo0xhw6dmjpkvlH1cqhK4WJbEUvLK80pg57veP7VaDd+3nX/teSh6slCa+I3HY4wxeJ5HmmYzJn0FGPU878VjVAyOpbKN7wowbCp+PZZ9EoxGY86dP89NN5/gtV/7ao4eP04QevgeSJHzkQ99kI31TV5659285Y1v5IYbjjC/MEeeJpw+dYp0exc9SjBBE+oJOTEyT6mJHGkMKk/wMNRd40iNINOKbiqoza+wfNt9+AdPgPCxU4hDvwKKUmDb5ZmKxsvu5hTiW2GtUhEibOMdOkkWNogf/ywyNWTpCGUModAIPWYyvMxc5xArh5dY3+oy14kY5z6jXDAYD5nEYx5/4gnmF+apRxEvv/tutne22drYYHNrl91BzNc9+FpOHD/Ezbe9hEZNceMtt4B/nk9+7iy7A81kPCEMI8IgsC7WRjs91N7Fyj6b8kLHlxSonDhxggMHDvDe9763BCa9Xo+PfvSj/MAP/AAAr3rVq+h2u3ziE5/g3nvvBeDP//zP0VrzwAMPPK/v20ez10tca1Awe36/1kQ9fa5q4lRU+BSXUFEFUpQnF+zD7GfPfnOxwtKFxaqoerJUmBdx7b24VpQSlJl9MuX2lr1dTeXDnbZBlADGVWEU73XwQAhbLGqEcJUm1q4+ChUnbzrOJE44cniVRj1iaWkO31cE/pS5F9jUV3n/FcfQQA7kwmYE7HQEWidM4hEiy5HaoLCMiqctOMAZnQlnAGcbFVVM9phOEMY4y30xNX5TSrlzV7S/m4plsywrdSgFkzNznK8yjryQ44qY+d3+lRfVJGKPmNMYkiShu7uLH3jcfPONdObn8DzrlOwpOH/+LJ9+5FHe9IZv4lu++ZvxAoUQhlNPPkJ3ex016SOymJoMUEENk9hFoE+K0jkeKZ4w+M69LUWSI5hoSRS1aB48jugsYRsQWp2TKe4V4xJ47qdt7uc2vcK72FtFgPAQXoTqrCKzDO03MXJEbiTSaDxpyE2CSPpEMmF5vs5ip0a7GWEmkvHEECcThmnGpctrnDlzlqX5FgtHDjPs99gcj23fKC248ZaT3PmSkywfOIgvM5ZWVtjaHbK+8QRa1EiTGKNzPOWhhUanlsXTMzqqadn79JTsz0HPJ14QRmUwGHDq1Kny79OnT/Pwww+zsLDAsWPHeMc73sHP/uzPcsstt3DixAl++qd/mkOHDpVeK7fffjtvfOMb+b7v+z5+/dd/nTRN+aEf+iHe+ta37lf87Mc1Yq9mYy9wuBJIVKMoO1ZKlZStlLbSwfenq+g4jplMJqU/B6LoWFt+UglESkbCpSMKsOJ5Hp7nkWUZeW5K4eY09jIm1wpRecnneW1pRyvcr9PvsgOqtCLIYgo0xeLXOK2KQec5aapZ3+4yHMegE0w24rFHPkYSj9ntbpLnGWmWkOucJE7IkpTJcMR4PKbb3XWfL633h9EIXyI8SRQFBKE/7ScU1Qn9wDXCc00KERin6cmyDIPVlyilaNTr9lgLQRSGLC0t0W63OHz4EKdPn3anYGrmZzVI1XNGWaY8mUzo93uUmbDK88CLplEphLJuagcEStprL3cOyUoJkiRmJ7YmZjcdP8yh1SWa9ZDQl0DG0UNLcO9dvOyulxAnGpErPvj+v+CvPvlXnDt/jiQdoPMYP9shUhkP3rbCaifk5OIBIpGSr59BmoSazJFGY1JNjiJWEbmKUPOLyMVjsHICgkXQTrSKxDYUdB2dhTer3aoczlKXhQXYRngWW4sWXrjE8rE7yLfniJ/eQjMh9DI8IWiqjLS/xtnPfIjV+gJv/65v4X0f+Sx/9N6PoYIaUVDj/LOnSEY7fOs3fR13HDvMsaV7GcV3cs/dd7M7THjF/feysrJIa06QpSOO3XCSSaLw/U8QxzHPPPMMo9GYAwcOTe9ZYavmqmB2r+B6n135m4/nDVT+6q/+iq//+q8v/y60I29729v4zd/8TX7sx36M4XDI29/+drrdLg8++CDvec97iKKofM9v//Zv80M/9EO87nWvKw3ffuVXfuV5b/w+o3K9hF3GTzUmxeN7wcrVw7Ies+I4m/4p7O/t+7M8I8tskzLPm5aqFkLXUuhZWVGZ8vOnQjvpjK+uth97r9e9GMYUmKsEHca9D0Sl+sdW/VhNihGVDyq0K8a4Cp/CQGzqa2GMNfhCWuHmeJKRJBndnS7DcYLRKSZP2d64TL/X5dmzp4jjmHE8Kb1IkklCv9ujPxiwsb6BBSoKjSY3OSpQSF9Sb9aIaqEt9TawOL9Io97AZNbGXxqnxZD22CQuFWdTSR5zc3MlkGg0Ghw+fJj5+Tk7ae/sUK/Xy34/5Uq3XNnbKIBKYaWvlD9zfvaujl/oMcVd3SVYAWelj63EKnZH5znJJEYYzfxci3azRhh42KxYRrtZ48jBZToLKzRb83zgfR/ic595jA/95Qd57PHHiOo+vi/w9S6NAG5aCoi8efyjC9RUzmjDIE2OJ7Qtk84ztHDsmB+g6nPIxjw0FjCiAUZhjMRIymvMsmO2f5Q7opW9nMb0FlZOlhUivQaNuYOkWcquDBF5hhE5UkIgNUkyoDc8T/Nwm2MvuYlTp88h8hEShVIRg/4OOh0hszGLTZ/FuTpIxdzKEca55MixY9QbdTC7mBHML6ywsNBHKY88y9ja2iKMaqyuHqy0yKC8t6p2BcX9PnXavWLP9uMa8YIwKl/3dV/3eb9ICME73/lO3vnOd17zNQsLC/zO7/zO8/3q/bhuYy+jUjxWXPRXMiqzK2Mr2jQmJ03tyq9gG6Y07t6JS5SfqZTCOC0KxvX+KMR12pCmGZNJQr8/oF6vU6/XKdIr04WZ69MyUzVA+b2Fh0eaOGMpB6CKckmrWbAAqsyRmyKxgmV/jDULG41GDAYDdna6dLtdTj/zDBfOX6C7s8NwMGQ8HpKmKUHkoTxFWGvYHj6LR4hqDRbmlwiDgNtuO4mSglc+cJ/TifgIKfGdb4lwBm1ZmpSH3xROvsKANCglkUrylx/+ME899RSv//rXc8vNN1uxgpnuf5Ef0NoJfCtgsqDbpVJEYcgnPvEJfumXfpm7776bf/nrv85Bp22rVgdVY35+nsOHD5emb0KosvrLAssr00EvZMxM6S7jY1OT0nrNSPCkJEtT0vEQsphaIKmFkigUSB2jByPEZBc/22XzzCbnxhkP/df/wsc+9gijScrB1YMYT2OkQeUemJQ///DjrMw1uOeltzM/H8LZRx1QzhBOqJ0bwShXqPoCB2+7j2DlOKgOxkTkxneNL0EYhXBi7ZK22zNNVO8qI4q71rF9JkL6c9RuvAvZamPOfoZsvM0wXcczmtCk1EzOvMjxx2voi49ycyfnb33d3Xzu7DqPnb3ErS+9k9tuuYlacp7Ln95mMBqT5IYD976ZxUM3EoaBPZg6xPc63PHyryHqHCas/Sb9/pCnnniSeBJz4sQJwiBAeRKjDVnu7A20rcayHdP3jd5eyPiKqPrZj/2AK5H4F3IQrfxVApe9JalTipfZfEAl9r63+jKbdtBkWcZkEuP7gXu+Kri7crur4GjWCTN3SpJCS1LYdeeAcIZt2nUXNs68bPq5Bk2/32d3d5etrS22trY4e/Yszzz9DFsbm/R7PQaDPnGaENUCPF8R1RuEUY3bbveZm1tkvjOH54UsLS4SRSHNRg2lPIKwjud51Go127nY8y2gKICb0YUfPwaNMVPr8c3NLXq9PnfceScvu/ul05mqPMhWD2GmnAJgXENDkEqRZRnDwQAhBI888hluueUWHnzwQaQQVzjKViu9oiii3W6jlCLLcjzv6m6yLzaFbyjAp0uLmGmllwDQmiyJQWeEvsT3JJ4CnaXk8RiTDDHZmEG3y852n0vnznLu2TO0F5ap15qkMrNGcjKEDNY3ttBpRiY8hB9NwYVwOhMkRkgyFF5Qp7FwANlaBBFi8DFiWqA/Bd6uLQLF59jHqsC/TEMW/zMCjAcyRLUXUfEQWZ8Dk5Km2wiTWr0KhhCDTAeYwSbzoebWY8us7+wiTcJ8u8bRw0v4epfhxjq9Xp840xy+N6beCDDKWSQahZIhC0sH2emNLaOS5+zs7DA3N1e6Uhep0WqusNSHlddKdZGzz6b8TcV1A1Sutdra/+4v/++2g8PVNSlXM2Pay8AUqZlCP1ItVS1X02b6uuJzC/1EkqaAcQ6owhU2WGOrNE0ZDgd0u13W1tYwxtBqtVxKKSDPM9sW3hVBSOGhPNAm50qgJQjCgHLwc7ugdU6SpEwmYzbXN9jd7XL66WfY2Nzk8SdP2QWsdKXHEqIopFarsbqyyurKKnfeeRf33Xsf7VaLWlQjyzO00SjPNr/7wAc/SK/f5y1v/nZWVw8RhhFSSgLH3lgWRzrtgWOAkEgso6Rz1zwIDdrZvVt1j/UykYLxaEKvu0uaJBhAp4krxbXTsHaTnnH7LcV0Misuoc98+tP843/8jzl37jxpmlqglmVI38cPAmvvniQoz0cpO7Tlec7c3ByHDx8mjmN6vV183y+rhKqeKsX5KKp/nvv1+aW5zu3+Ov+YNCvZKWks7zCajFi/9Cw6GXLT0VWWFxugEgbba+xcOMdoOGIyGnPm3GUuXt5iNB7QbDYQUpLq3LbkEYI0meCT8TWvvIvDi03yrXV2hgaTTGzyTnhoIUhESKLqEK4iFo6hDp/EhB0yQhC+daqtpEDFdC+48n4tmoRemQIypeRaoQgJmkscePnXMlo7w6W/2iLKx0RSg84J85hsuMUkzVltrXLwjsOEKqfdDPia17yEl738TvqffR/jc08RqZDIr+GrDERuq9sMeMKl1rR2om3I0oyNjQ3mFxZoNBp4nsf29jZCCHwvLM+z1jmTSf4VP6Z+pX33VzRQeb755BfVH2H/u78EnzX799XuGft9ezUtsx1Pq6vtq9H+Viw7HVSL6h2lFBjLeRSfa4wmTTMGg0FpWFj0/qnqsqbbbHUxJrfsR/HdlhGwDdC0NmSuOZ+QgjzXDIcDRqMR6+vrJShaW1vn2bPPWgDktlkqQbPZZG7Omnz5QcDy0hJLS0usLK8w1+lQWO0LZUiSmFPPPI234XHo4EEOHjw0TTdlFqAVE4x1FDXookmbFehQmJRZN5QqQ+EEqkbYMs+8ECAaK77UOdaN1vb5Ma4KCSMomkEKAWma0d/e4cyZs3zoQx9iMBiW10LBOsgqYK1cKMYYgiCgVqsxmUxIkmQGjFZf99fxUfnrX+eVad5M96OomBHYMvLxsI/JE9qNiFqogJQsGTLqbRNPUpI4pd/vs72zQ5pleL6PkcK6ALvz5ElB5HkcPbDA0aUWIh6RJAm+zqkyKSk+uRehmguo5jyi3sGoukvXuBYMhehbUPKAs6xYNUVSuTf3Hr/y9QrhRYSLB0mTMdpvoTNDpsdIDcrY5ohG96m15mjWBYcWatx4aJ5Diw2W2gGJTBknA1QoUSIsa42M1hhyx/gZ0Bnkmb3XBfb6iONSdJ/nubX8d7OkEPY46krq+Orn/m92vP1KH89fdB+VFzr2uydfP7GXOSlcYm3spfGLtMm0nBUo0wNKKaIoIgyD0jZdCJte8H2fWq1GrVbHoMl1br07iu+kcJ4tyl+tsO4Tn/gk/+gf/TiHDx/itttu5VWvehXf+I3fSL1eo1aLphSy2wfPnwo681zz9NOn2N7e5tOPfIatrS1OPX2KJElptzv4vp1ohbDgYWlpkfvvu496o8l3f+/8HmGo1YVM9zEi8H08z0cgiNMMpRxVb+zPmnvdxsYaWmuWl5dtSwCXAtBaW97DKCuS1AZwTmDFJOCmp6Kho+d5KKXo9wcMR0MCP+DA6iq1KHLrZztpWM2iJMkSNALPD68AoE888QT/4B/8Q86fP89wOJ7S71LgeZYZieMYAVZYa+y59n2/nHSUSx3Z7sn5FVUbhYstMPPcCxVllsT5pxRabi0tSNF5QjoZsru1hjIxSy1FU8UwXEP3LpHtXCCsL9BYWCA7dZH1nSHj3GCCEKTtTDzs74JJePUdxzi63Obr7zzESl2SXX4c0iERGcJTJHgkxmdLdwhbRznwwBvxOqtgQoQJESqcpndM5Uclmydn6n6mDKgtXi86KRegRiM9e3+YJLdszdxxImocuWuXeOM0W49/gLqCxUihhMAnI905z1Zvg6PtZY6/7AAiOcf2J86huhfphD6JH6BlgC3VF1iHGo0wqe0/tbNJ2ltjsRMxHkUMhz36/R5ZnKCiiFoYWhFzZY4RQqIqNvtaF1f+Nc7rVfRz13t8MXP2VzRQ2a/6uT6iCjYK+rH6swAqxfPXimpqxzIQamaCmlYDKSdunSWzy5XudMPKz7UpoCH9fp9ut8vm5iYXL16kM9eh02k7MBAQxzFpmpJUTOJ0nrO1ucXOzk75b2t7myRJyXNDGIZorVFK4imrB5FS0m63ufXWWysupsWqGRBTnQuu2idNMzLn4FpYtAsEYRhRiyLiOGY0GpLn83ieK+WgMO+arp5t9ZG2K28so1I8jamsqIVkOByxubmF5ykWFxcJg6D8XCFcj+eiI7Sxh7Qo3EnTlM2NDc6fv8ClS5fpdneJopAsy0mSZPpdhrIiQ1rVdDk2FKxZIZ4tOic/l2vlhQvHMpjp9W37NBWJEfszzzPG4yE1TxOFEs+k6FEXPe5h4iGq3iEKAxCQpBm51u74WKYk8gW+9Dmw2ObI8hyLdUU7yOnlY0w6RgYW5CdGkYoAE3YQjQWCxUPI2hx2upB24i/JkqnuxFT2x+x5ZDZM+YppCnf6DFKBqiNrHWqLhzHxkFzV0CLBiAyBQaFJ0zH5ZESz1aQVGQb9PqPhEJGO8aXt0JwrVyqtcwSZuxdiyBPiYZdktEsUeESBT5wkU8bNGKSQjkGp7Jm7QO31VZCKn+9a2Qcqe+O6Y1T24/qIWVDCVUDJHnO1q7y3UOoX5l9JkuD7HvV6vay4KSa3wkfF8xwFnFknU50X3zsderSxaZrXvf7r+f/83M8RhAGB7/Pe976Xn/zJn+TYsWMcO3aU173+ddx///08deoUz559lo9//GM8e+4cAEpKbrjhBubn53n1q19Fu92h0WyglIcQnvN8UaVY8ezp0/ze7/0ut916GzfdfBLpSm9t1U9hJV/AEFGap+VucM1ym45BeQilOH7DDczNz5MmCbs7Oxw5dAiJIM4mloFyPibSikecod3U86TwmxPYPjvS820JsPR4+JFH+NBffoiv+Zqv4YEHXsXCXAedZogyJWBX2IHvY4R0hm9WH/TMM8/w/W//+7TbLX7t136VtbU13v3ud3PhwgU+85nP2ol7NCoN36ZAdMqkZVlGFNmmfWfOnKHX65PnVqBb+N9UgWr15wsX09Jx6XJqdqUOWmqkBCUVcZJw4dJFltsRR+cWEd0N+o98hHh3F7pb1DrzzDcCGr4gEBnEA/JhH3SOlIJvfPDl3HhklbuOtpiPBN72k4ziHg09QngajSTRkvWJwO/Mceze1+MvHEK2j2K8EC0dOwPO2S8HlwL5fJxCsY9797n6rHZpJxnU3NsksukT3PIyaLaY372MHqyztfUMPikBCb6EwIds+zzbO5dBKHwhLCulodEIUM0WIROId5BybBFR0icbDzj32Me4cO4S882AUbvOE2fX6PV6M+0aLFCZXheWkREzi56r5qCnZ/aKNNd+PP/YByr78RURV0PhVaCyN67lY1J9bVGebD/LThKfr1S1Wu4sZh6HTrvNbbff7piAhDzPOXXqVNlU75lnTrOwsMj21nbJqmRpat+vlEvv1FlcXGJxcZGFpUV838foip8Dls3o7mzT7/UZDAYkSYJXEYZOGaYKwV4iK1EWdlTZyEajgdGa9cubZGnmwB3T7y10vQUgEVaHWB6NAhg5MS9Clu+P44R+v08YhiwtLuF70qXAZm3IhdMEGZ2TZBnraxucPXuWwWBAp9PmlltO0mq1WF1dZeAqf6w+KEUp5YTOe1ODU+AZhiF5njOZjJ2/zJXn+GpVQy9IVC9fd4ztITKVU2dTjJM4Ics8Cx7TmHR3Gz0cItMxnskIPIFHjswTQpFTV5qo5hEFHkcXahxfrLMYGpoyRScDiAcocgSGRNsKHxE2UfU5woUDqPYSxqthpA/C2eVXWIIpkVaZkq+FTYpdnHlezEIWV/0FAlSIqLVQrXnCpYPEImfcvQja4Bkrv/UEViSbp0jlWX2VQ88KbY9F0keMd0CFGAT5aIt01Cftb5KPdvCFxpOQZ5kDsVfrBXV1PdNzP7H78deJfaCyH1/2sbeE9Er76il9fKUBE66k13pTSOkTBKY0eitW1cYYwihyHiiUNvp20lZIYWyzV1PZhkLwWKQ8csNwNGRjY5Nz585z/vx5hCud/fjHP06/P+Dv//2384Y3vJ6Xvfzltn+V268wisqUU+EhkudWG1IwA1JCENhJ9/DhQzSaTS5dukS73WZhcRGQGKwIMM8zVGEX746X71iOLE/JdW4FuxiWlpZpNJp85pFHmYwnvPSee5CeRyiD6XF32ZkiGSakwHNMi2VBrLnc9HzYlMPS4gI333wzS0tL1Gp1yDOMyRHSaWCcoZnAoE1Ovz/g7NlzvON//lGklPz0T/9jjh49ytLSIkkSc/vtt5MkCVIKkiRhe3ub+fl5Gs1mCQpBuFNjj1uz2XTN/EZcunSJ22+/A8/zSo1b1Wr/RQ0BResDY/Q0tYDASI/UCAaTlCTTKE+h4xHjtV1IE+ppTMQIPwQv66F6lzneVNzUafKKu27l+KFlloKYuliDS5fI0xG1rG9BivLIjGRnIqDW5PCdDxIsHkUduwvtN0ipI1B4yvZfIk8tw+YJm2q07bAxqIpG5XnstBFIHbg3WuCSC1uar7w63tJRmg+8Af3s44zGI7LxJmJ4kYgMP0+oyYCG55FlOXmalzAq722QT/rIZz6K3HoalIfOc3bOPkE8GlJLfVpxjEp6iGSE0TmmbJ1hGRWLpVQJrorKnxe7lP16i69ooLKvUbk+4/lXehVpo6Jjr6WrrQ/JtEy4WJkXAkz7AcwsjAowNAVEswNWt7vL448/TpZmnDx5ktXVA6yurrKxscX58xfY3Nyk1+tx4OBBlpeXbSVCkdoCsqJJotNfTBkSjTECo40DKoeJanXOnz/P6uoqi0tLbn9nt9F6nOAAhTO4M9KqS1wqyfcD25AxzYgnsd0eCg8Xa7FvjMHkdvLUua3O0VigYo+wRojc9Q3SSOEhhGI4GNDv9xkMhoyGI1tpYQzKs8DRV1bvMB6NGccxp54+zblnz5NmKe1Wm+PHj3Po0CE83ycMQ5aXl5mbm7MVGHravoA910Q1VViUGxc6omKiuXpp+/O/xr4UUQDAaVem6RMGm2IU0iOqNwiiCKlsqbjJMoTO8cgRyYR81KOhDKudOoFv3X0PdnxWGpJGHuPnY9J0AMkIKXKEMGRakKKgYFLmV/HmliFogIrQuihGt265tk2h3bgZZvGKX2bD7JnbxcxPlz4y2P5TojgeClSIbMyh2ksESwdRuwaddMmyMWmW4guJQtlrcCqeweQJpKD7m2Q6BaVs9dnuZcxkgh8sEogciUYKM9saA7fouda+GPN5r5/qPn4+se31GPsalf34qoy9gPTK1cw0pVN9XbUKqEjzeJ6HdabNieOEwWCE1rZSxvcDgiCkXm9QrxcaEUFucqgwKdYi3zZjo6g+ckDgQx/+MD/9Uz/Fd37nd/LHf/SneL71bvnlX34X/+7f/Q6f/eyj9Hp9/t53v43l5WWyPC+BAFAOllYPUxXy2Yk3TxNWlpb4f3zX/8AjjzzCb/zGv+H+Bx7g1ttOWtmr0Uhl91MWosxSVGsHYc/zsZ1vC8LekKeGPM1JkxRTMFB41jdiPCLPMuLRmCRJ6feHdroSHlmeEacxwuQIk5FnKVmaEIV1wrDOQw89xH9775/jewFpkuF7Hp6StFsNwjBg9dAqylM88fgTnDl7lv/1n/0SSZLyD/7Bj3DixA3cdNONRFENKSWduTle/epXMxyOsP1lTNlIctqQcBrVlglaWyO8y5cvO0ZGlu8tmJSiAuzFWPwU6TjttFZ2nhYIZSftSZoRNZq85KUvYy7QBDWBZzKk8fGFIVAZ+foFdoYxdy1F3PmWB8njMTqL0fEuZnMDJcb4pHj50IpSVUSOYisWaL/B3M0vw184iH/yFcjaPHhNDB5a2W6UpfFc6YlCRf38hRiGvfmgPSBfzr5SYmUwsZZIfHzVonHoFm5YnGf0zKP0PqUZdtfZ7V+kGXg0fM/1kxJIkSLQGBNDljA69zkLql0/KZVNqElFFC6Q5JKaL4kCRaNRJ4qikkn1fUWuTVGINbs3z5FR2deofGniKxqo7DMq12dUVzOzlT9XvrZgPooUTJqmxPGEOI4JgoBOp+PMvwTKVYdI+fnbuFc1HHu/K02sj4Xv+xw+fLhMvSw5LxPf90nTlO2tbS5fvkyr2bRalBmAVdFalAIRty/CMgRBFNJstmyqyhi2trcII+vdYrQhMxk6sxN4mqSkWU4SZ7ZiJrOGb1rnFB4o8WTC9tY2o9GQp558io2NDbstWjNJxuhcWxfTLGM4GmOkQvhW95FksdUDiBydp+RZShwkhGGMUpL5ecuAjEZjPFdl1dvdBWG4tLYGEi6eP8f6+joCiMKQlZVllpaW8f3Aine1RklJq9WqpOc0SZKU1VPVarDC46J4fG+fp2pzyqud3xc3psxKoTHSxuD5AfOLy4T5iHGyS+pJRFCHDEyaYJIYwy5B1MAPDdpLMbiS7HyEEAmQWcZCekyMTy48RGsOFXUIlo7iza0iohb4dXCMmUAUc3wpUnJkXCleKkDM1Y6cqYCUqsprqmmZXVwUHyxcWgihAA/p1ZBqHr+zQrB0DCEDyDRaZ0x0hieswwtkSGEBuDEgde7SaK7LM7YvQa5ztBH4vhXPB74taRfVbTEGYyoLoeL8VAT+n+9q2WdUrozrjlHZByrXX1z9fM+K3+xkVO2UrJBSsbGxUZb/DodDlpdXOHHiBPPz8wB4vk8QBKXi3w5urvFfhbGxk7tAXWVL6o0Ghw4dptOZQ0i76kdrjh49yite8QqazSZRFPGZz3yWp595hje98Y3ccMNxstylTbT9fK1tDqfo7YPRCGHwvClCOnTwIN/+7d9OmqZ84AMf4IYbbuCel93DaDhkMOixu9Nld2eXtbV1tre2OX9hja3tLpvb2wyGIybxkDxPQVsqv+aHSCH4yIc+ijYaz/eQShFE1otlrt1BeR7KD/CjGo35Bdf7xBD6gmYgUMKgpEEKHyE8bjt5Ey95ye0EYYtJnJEkI5I44eMf/ygXzl/gs599mNFowCtf+QqWlhb5pm98PfPz8ywvLxNFoaswcn2WgLm5OZrNJkJYjUq326XRbKI8r2SmlFJIVXSwzkuQ0mg0mJubJwytHigMQ8ewmRmtyos5phQAK8tye/6d4zC5ptZocdNtd9G9dIZnPnuGYCnk1tVj6N46o+EYPxvjxyNMLycxOYEv8JRApRNyk1mzNCD3G2TC58LQJ/cbHL/j66gtHiS8+WXIsAmyCc6dVgiIhKukKrdy2jncCmuKRNDedM5sFHqbaaKruuO26gd3b0njY4xAoZAGhAgBBcKjduAOws5hzOZF9KUzbJ1/is3zp6gxIjIxIRm+SZ1IWBOpAFCkthiITPrkQtIdjulNJI12m46u0e5ZVkVWentZp2RlU56uD1UBsKbtNz7PoqZMk+1HEftAZT++auNa+eBrV/fY55RSDAZDBoMBm5tbdLtd+v0e4/EEY3KyLGU0GpEkMb7vE0W1UqNS+FkIKW2TtnL1NGVcbEmuKicYOwFGeL5HtYKj3W5z6NAhJhPL5iwsLNBsNNje2UZ5isWFBYIwRDjqXyq3kpU2tZRlKXmeEccj0sRW0mxtbbO2tsZwNGSn22U4HAIQJxMm4zHxeEI8mjAajzHGUKvV6HQMyvOZSxKyPLHlzI4hatUbKCHp9/t24lYKqSRBFOH7Pu1myx4b38cLI+rtDkIKC1Q8qPugpEEJSNOcLM3JtdWSbG9vMZnk7O72GI/HbG9b59TDR44gBdx44410Om20tloBTynHvszOA1ZD5Gzmc80kjsnSablxHMdAAgjiJHEMWkw8mbCxvkFvd5dz555FSkkYhrZnURCUgOi5+PH8jYWosBKOPZtecwaETU+O44zT59ZYaRwhWD5CrDPi7Q0wGVJnSKOR5KBFpcJLkGJdgBMTkIuQcOkg1OcIlo7gza0gog54NYxxzftEFVBMRdVl6RhVtuTq4KSalr3iFQWTUhVg487rZIhw50gIadOWQgE+QtVQEehmilhM8QY9VK+LSbpk2QCRpeQmd5VBAmkUQigyJBqIDeTSI+gsEkUK4aVIDxrNJlGtVkkjFqaSVbZ2eo5MIQjb16g8r7jugMp+XD9RXNx77c+vRt0XAMV3DMlnPvMZPvGJTzAajZhMJkWxDmmaoJTk9ttvo16v0Wy0CPyAWlTH83wLVqTAk3tuk1IVaMoJzw98EOAHHs1Ww/XsAbcg4/jx4wgBH/7wh3n22Wd55Ssf4CUvuZ2PfOQjbG9v8x3f8R0cPXYMLWylgZQehftuYdHf6+1y6snHWV9f5+GHH2an2+XCxUsMR0O2d3ZoNBp05juEQUgUhix05pnvzHHTTTdz5MhRbr7lduqNFu3OHFGtRqNZw/e9yirYTYnOEV/gBmJ3jKUTzuba2OoMpUowJklRJikrJjbXN9hc3+Cxx57k7NmzfO7xU5w7f4mnnz7Nzk6XB+6/nxuOH+cf/sMf4eabb6LZiBgO+/zGb/wrNjbW8aUkcgCimrpRnmV5hIQ0S9nd7Vsgpm3X6K2tLeI4ZjKJGQwGjEZjnnzySS5cuMD73/cQp0+fYXe3x/zCAnfccQdLS0vceeedNJtN4jieqS57wcMYNFPfH4DM+YsI57GmpMe5S9v8/v/9YZoL38p33/8GNh75CL1zl6kzRusRNU/iK49cW1PBzHhoYGR8UhSDtIGJ2tz86rfQWDmCnDsGXg0tGmihbDpICPy9h0AXDIqcyp6YMozXZhamYOXKVxRpW1sWLIQiSWJOn3mWWq3GjSdOIKXCGB/wEHhWXyVriIUGYv4Adb+GCRqMt55l3L3EcCjRsSQwKQqN0K6zsx9ihKSXZuDVufGuV1PLfPjUe5Ce4tDhZZaXV+x1AKAkaEOeVdtvWABXdUW/9rUyU7S9H3+N2Acq+/EVEgVLUjim2ij0IlPGxb1awGQypt/vc+nSJc6ePcvx48e56aYbnUhWkWUJxhi6Ozt87tFH7SQoBVvb2/h9mzpQSjIZjdE6J881Os+J47TcpjNnznDgwAFa7TbjeIL0FIsrSzSaDaarRINUNo0TxxN6vV2Up2i123Q6HeL/f3v/HS7HdZ35wr9dVZ3TyQnAQSZIAiCYo0QF0mKQKVGSxwq0rixrJMuWZI+l8fXVfA7S3OdaHtuPR06f5Tvf2LI9CpbvtSSLVqLEpACCJJgTCIAIBHBy6tOx0v7+2LWr6zT6AAcgSBBivQ+bON1dXbVr76q931rrXWvZTfY8/zzHjh0LUuUbqhCiBCuoxmzbDZV3RRjk8nnWr9/AQK1G/8AQjWaDxUqFVCpJJpslmUiQSiYpFooU8gVWr1rNwMAg+UKJTCZLLl9UtYiyKeVa0r2rO08qV5d+snRcB8/zqQX5XyrVKrbjUKnXlQbGtfHdJq5dxRAC0xAslssslhc5emycmdlZ6vU6UvpccP4WkskU27ZuZXh4mKGhQbq6SiSTJq7nhOGflmlgGSKwMKmcKdEcGxJwXI9Ktcbk1DT79u1TBKVex3VcXFeJglOBJajR3cO6tetIWEmEadBoNDl48BCzs3OMjKyKJNUzTiOqTF9zL31Jiu5CV9GWKK2QYRokEwmEMGjYDo5vIpJFUl3DFNach1GbwavN0PAbuLKJlCZIF2GlwLRIZHuwrDQNN4mXyEC6C5JFMDNgBK4V1GIswnNTWo/JiSkef+xxBoeG2X7Rjta5yvB/uqX6TJYYGiIyjyUWmnZLSrVSpVxe5OixMUqlEmvXrgty7Kj7PrQwBW4phMF8XXJsqkIx00VutIhf7UM2FhHNKsKx8V1fkW8rhTRM0lYCI5PD6hpBVl0mZqvMLjZYtWkT/QMDKspKkzIgEpev+kMfOzznE4znCb+NsVLERCXGOYDWM7/KIisDIagMNQhakCqlF7phpqenOHz4MA8/9CA/+fGPuPGGN/HhD3+YTCZHMplC4uM4Nn/2Z3/GN7/5Da6//nr6+/uZnZ3FcZR1wLabHD54gEajTr1ep9loMjk5HTxNmeQKBa68+irWrl/H1NwsiXSKbTu2MTgyiK9DOaVU/wrJ3NwMR44cxjQN+vv7uXDbVvom+/m7/9//5ODBg2zcuJFUKsXY2Bie59HT2086naa3t5+enm4uveRiVq9Zy003vzWoTLxUV9ESGav+0lle9ZNgNM+MlL7KGxFapcLZFylV/Zym3WRmdjYsiLiwsMCBAweYnp5h3/4XVOXohTkWFxeYm50mYVmKKKVSpFJpurq6KOTzuB4U83k+8YlP8LrXvS5iKQmMNqZ2dai8HKmESSphhjk7fF8GS1VQvBCDWqPJsYkpxicm2f3ww5QKebpLJRKmRdKyGBoepm+gl+5CiYbtcN6m85mfX+DeH93PoUOHuP/+H+G6DkNDg2zcuJHR0dUkkwmaTWdFLsYz7R5aOjbBeAYlE3xX1ZzK5/KkUmlcIfCNNFi9dK2/lNLgOmYOPMPswedYnJ+kWZlBSAd8j0Kun3SuQP+mHaRKfTizNZoeeOkRbIqkSCOEcvcIITCFShjkuS5IRREefGAXv/IrH+Ltb7+dL/zf/yO8D5cSDr9t4W4lc9MBWa1an37rd0E4vNO02b9/PxOT0/z0wUdZvWY12y6+mIxlYhpmcH+DztdiGElMA/YcXeS+B57jLbfdyObrr4L6IjRr1CfGcMoL1CoVHMdFmhbCtBgYWU0yVyAxuJb6kQkeeOoQrgu3/uIv09fXpwoyeooYC0NiSH12LYXNioOdYpwRxEQlxjmA1tNNK8KnJZyFdpeQMkdPTk7yxBNP0NPTw+3vuB3Xdfne977HVVddzebN5wES0xCcf/75JBMJCoUChmEwNDQMSKrVCs1mA3u4gWPbuK6D70s2rN8YTGIWmVyW3oEB+gcGmJubo2k3SWcyWAkryCfSMnkL1OJfLpd5+OHdeJ7PkaNHmZ+fY3pmBsd1aTbtwHWlsmwKBL7nU61UEAIOHTrMzMws5fIiuppry4euycrS7LrSl0GqfyUutSwrDM+VUtJsNtXfvq8ihgISiFSp3B1HJYhrNpvYth3qXUZGhgMNyCCNRp1KpYxlqtwdiUSCRMIin8+TyWSZmJiislghnU6pIo0yKGToe4EPX7XX8z28aJhxSLgg8hgLgG07zM/Pq+XQc+jt7mbN6KjStxgm9VqNFw68QCZbIJVKUywVSaXTXHrppaxbt5a169fRaNSp1WscfvEwQ0MDJJLJVr9FyN/JSMmZsKbIgNCqv4M+kEoPIkSrAKZpmRRLRZqOy779h+gupOgrdJHqW0Xe80l29+HWF8B3EdInky+RSKvEaUaui5xpYzg+E3NVjEWHNZleRQqDqzR8LAjPSdDfP8gb3/gmLty69bhzDXUYsjNJOa5/woi2KNEBw7QolUr4GGw5fwu9fX0Iw8APheut60QYAtd1aHoOrjQR6TxGooAw85BStYKsEohEEZlrkvA8FalmmiS7+jFTaRqeRd2WOJ5ECoNMNkc6k221fYkurTVGKqdRNPIv1qC83DjniUospn2tIEj/HonugdYE6HmtJF7K0uLz3HN7+Jd/+X/53d/9//DpT/8f/O7v/i6//uu/zuc//3k2bdqoJhvD4J3veAeO4/DAAw+wsLDAZZdeTjab4+ChF6jX62zeuBGQJBIJcrkcG9ZtIJFMYSVTeNLHdh3GJyd45rnnqFar5PN5EskknvTQaeyNQChZqVSYnJzkf/yP/5tkKsX09Ay27XDBBefT09ON5/v4PvT3DwTF9BL4vqRcXmR+YYFjx8aC/B8ujqNCT9uriKvEdWbYZ04QVlwul2k0GmGmVp1HZHx8nHrgxvE8j3qtDgK6u7vJZDIMDAyQy+UYHh4mn88zMjJCT08PF120nVQqRS6XWxL2q9PbS1+FDUspuffee9mzZw+GaaCqUrtE6zPJIOGXYzs4to2PDJN+IVRyOIQgrFUrBLV6jRePHsESKl36pZdewuvf+AatdORb3/wmP7rvPrbvuJi1a9fR3dtLNpvjmtddSzanQpwXFub533/nf+fZ557hggvPJ5vLhZKKKPntJOY+eamF04Bs5dSRoEohgUoNjyK6yVSSVWtXUanX+d4P7uOSi7fTd+1VFHIlCuu2IL0G+DaK9MggC7AJZhFEkt5Bi3rd5rt3/ZBarU73qo0ks8nQVkXQ7VonIzDZcfEl/Pc/+3My2WxgnVNjEHURESzqx9dMikQMhdykRco0GU2lUqxbv4FRKdh28aWqNcJQpaoAXfnSMFQiw1rdYW5uHkekyPavwcr0AUVIFiAlSSb7wXPJqHLhAdEVYKj8KAuzC8wterhArFWrwAAAYE9JREFUImFRKJbI5QuBjq1FSDrNNfp9vP68MjjniUqM1woCs28wMbSHkuqw1FQqxaFDB3niiScA+IVfeBfbtm0lkUiwbu1aLr/8cubm5rj33nsZHR2lVCoxOztLpVIJitaV8TyfXDZHLp8jmbDo7e4Ks9a6rsfze/dRrdUYm5jEtEyyuSxN26FSq5LLZRnatJmB3j4lPgyiN5BgCIN0SuU/2bZtO4NDQ8zOzmHbNr19vWTSGfLZPJapIoakL6nXG7ieS71RDwmJ76saN/pfjWieEClNTNMI2q0SmaXTaTzPo1AohKG5AENDQ0GKfiO0sOhwXk3Okskk3d3dpNNpuru7SSaTJBKJsCqxJigtwqQWLk1+9NiYQbi1CsH2l5AAAUGkkaUq6ApTLVYy0AwIHzyX1SMj/NId76NYKrFh40bsZoN6pUKxVGJubp5MJkMmkyGRTpHO5+jp62VoZIhcLk8ylSaZsjBMtfgnU0l6+3qo23Wl9akuKh0Lray+yxGSaD2hqHXvdK7tcJ+Be0HbDvzo8YPrP5fLsWHDBkzL5Olnn2F4ZDDQ76gcIMI0leZEKtcjwlALPhYSEwwLIyHo7ukjma4yNzeH67r09XQHLh0/bJUIRLJWwiJfLIai8dDigI+UQdp5ROR0xBLSEn4eLuzKfacjf7xQe6IE7IbQhUKV66m1l1bOlpnpKZ597jmEgG1bt9PbP4BOZCh0RI6RIPQvtgYOx22yZ8/zvPDCQbq6ushmc2EG43aRbExGzj5iorICvLRJKD72Sz12K0RQhoub1qREU+BblnI1PP/8Xj7/+T/nIx/5MJ///H8nm83ie16Yx+Txxx9n165d3H777Vx44YU8/PDDjI+Pc+TIEarVKvfddx+ZTIZf/MVfZM3qNaxft4l0Og2myYsvvsj/86//yt69e/nud79LPp9n83nnMTIywtatWxnevp03vO71kbYCQvngDWFQKBQZHBzk7W+/nauuupr5hXnqjQZTUzM06g3qVSUGrVQqNBoNpqamlUjUbqrkakEZesdxwugmI0hUZwbJ1HTEUzqdJpVKkc1mlXg2CDMulUqk02ny+bxKdJVMYlmqkrQmK0A4adeD8Ob2Gku67zWx0e4kRVyUqFa7i4QQytJkWaHmRBOYaD4KK5FUUUVmEmkmVLm84Fig9r1921b+9m/+v+FvpqamOHzoEAjBgUOHGB4eJpXJkC0U6B0cYO2G9Wy58PxwsbNdB8drkhRJTBPWbVhLMpOiUqvgS5/+3n4VBm20Ch0up1lpta1FFDtFop34OlfXt7IrtW8QsgKkUBawnp4errzySp59bg8/vPtuRteO4gszSA5nBqt6QOwiVitPmvjSwLQSGAmL0XXrqVarHDlyhGTConjJDjJmOnDjBIcPrHJmIkGulFBtNVS7fU2E8JXdUEQFtIHoWetQZcviosdNk3iJxPZUzhLTbKWOE6jIo6g1JkqGDh08wF3f+w433Xwzb3nLTYR1rXyCCKUkGBFRbETc3qhXuPfu+zh0+DAjIyP09vYFiR9bFhP9/kxaTl4tc+q5duyYqKwAZ2tw42Prv0FPNnoR0JOJvgEMw6BarTAxMY7nuVx22aWsX7+ebDYb5snQ2+dyOXp7e8PXhg0b6OrqoqurK1yUfd9n584HeLbrOdatXU86yIZqOzZHjx3Dsize9773kc/n6B8YoKvUxcjICCMjI+pZUgZPdcEJ5HN5+vsHMM0E9XoT11Ul5NVCYARWixSZtCJVhUIB13UpFvO4nqtS7UcsKlFXVzTDqhBCZa4NztkwjND6oQmJ/ldbRDRZcBznuEVW61g02l1v0c+XPIkG+hZ9fE169K9Ufhhj6T59HyfIHtwSKvoYAixLuyFQAkehNRyQSVr0dJWYm59namqGUqkEQuB6HrajcmroMFrlpfAD/YGHaRpceOFWenr7eOyxx0FC/7UDJBMpHNuJnuJx/dBOTE7nftGaKn0uMsyjo+wIwgdd88kLyiokkylWjazi0KEXWZhfoF5rKLGqMAIXkd6fH/4d2CEBVadJGCLUZI0dO4JjN/FcN7COBG62YDe+76FcLpp++CA9DM9VRCAg4kiBkFqvErS/1WPqntB6KkNb0dS/lvCQiMABKEAaynIiQ/lqyDNs26berOF6Lrm8KsVgtAnCpdBkJzh2mPVfAD6u67N//wGOHjvGeZu3MDAwACgdVzTrbBTtbr/TIS+vljn1XDt2TFRinBNQAlH1t5T+kkq3etGdnJzgkUd2k0wmufXWW7joou1L9BPaElEqlcLCfqtXryaXywXWi6nw+9nZWT74wV/BdT3e/e730BMU/avXG+zfv59Nmzbyf/6fnyWTyegWqsnL9yEokqfL9UkJXd09FIolLCvJYrlKo2FjOy5eUOivkC+1XCBSFwVERX3QqlujJ+ROORw0gdHkw3Gc0JoB6gnRMAxs2w4n5Og+tG++0zGiFoTl8ke0i0+l74fCXcMwlli/tOZCEyEZEDA7sMCEx5U+whAkLZ0N1Qe8gGwAniSbtBjq72NubpYjLx4OFh2hXGbNBo7r4vleUB1XrXYiOLaVMHnd665jYnKKr371nykvLPK6615POp2h2VAiY+UOOX6h0i4v7UI7EwkotcXQMPTVo1yAqtijxHUhnU7T37+ZJ596hunpGRYXK7iexDIthNGq9Bu2WbTcOOFyHmiQUqmk0ie5jnInen5wPgJhKJeb73nKqmLpooQeQjoIX40TZuAiQ92biqiLgKxoi44uHBmQBz9gooFgXOVs0dsHZhtfqBcGYIWGkXq9wtTMJJ5n09PbTSabCc41HB31n+4ILxD6ShG4mkxsx+Wxx59kcnKKn3/r2xgZGcb3ZSgWD/uOpS6+KM7mwv9awzlNVOLMtK8dSOkteR91UWjh28LCAs8//zzbt2/n2muvZc3oGnzpYQS5Ifbt28u9997DtdddxyWXXkJvbw++75FMKpN2f38fvu+TyWTwfI/unm7spo3tuTTdJgkrSSKVYHh4mFKpxMzMDMVikWKpiPR9XFdleUX7xwn1f0gBvhA0bJtKrYbr+wjDVC4Q1wsSgbaCO3VtFUMax523PmdYOllqEqGtLSEJCJ4QtZ4lShgAXNdd4puP/i56jOWEpJ3uQ8sysUyL/fv3c+TIEXp6erjiiivo7ekJrBlLdR2aDFmmgW8JLOFh4mIYAqfZYHL8GI7dpF6pBP0T5PsQJvnuXrqHVuE5TRZmZ2jW6gigq9TN6OpRTCFYmJ8nm04r15Ne8QKVpmGZJK0UI0OryabnqVVqWIa17JN19Jy1NupEBG7lUAs3gBu0zYtYtKIaJN+X5HJ5RkfXMj09w9f/9Rts276NrVu3ErWo6FwsmqRIoev0qORyScti08YN1Gs1nnnmabKZLNu2bVPh+75a1w0dduzZCDzAAa8Jbh2cJjh1PMfFdx3wXaTnge+BLxG+F7ZDBmxGKNajtCNWAmFaWMkcwkpCvhsMC6SF8jElQJgqwWCglxmfHGfnAzspdpW47IrLGRoZwkeVHEAa1BoN7KZDpVLBsW2GBgbIZzOAxPV8Dr1wkMOHD4GU5LIZurpKFArFcKyjVtsoSY+Offv1H2PlOJ3+OqeJSozXBtQisFQHsHRxUERlfn6Op59+mu3bt3PDDTfgSw/Pc9E54p555mn+/d/v5Ofe8nO8+c1vUgnNPEVUkskExWIhyEarCpb19/dTq9dxPJu63cC0LFKpJGvWrKFYKDAxMYHruYqoSB+n2Wi5A4IcJ8IISAoC3xfUmk0WKhUcLyAqnsp8KQ2/JfjTIc0ChGegRZTLod3ioV9Rl5AmMFFXmUZUYxHt83bop/12C0OUqOi/U0mlkdm7dy/33XcfH/rQh3j9619Pf39/SCyj7hMCC1IyYYJvYuFhCRdhCpxmmRf3PEG1vMDMxDhIMIWJYSUwEmnWnb+VwdFRXLvB/NQUjVoVISV9Pb1sWL8BU5jMTc+S6O8jHVg/VFSPWtJN0yRlpRhdvY58do7FchXf8ykU8suSjpYWpyUi1jl9dP+cOgRKQBwQFN/H85xwvFS5ApWUzvclhUKRDRs2MT4+yT/+4z9xxy+9j61bLwhdRdr1IwL3oliigJGAyldz4fnnMz8/x1e+/CWSySTnnXceyWQKLX41hATpIPwG4AJN8OrgVaEyB/MzePUabqOOdBrg2IrAuA54LkiP0OlnBpaUVEpFI6XSGFYKs2sQkc5DUoKVAnRtnzQIK7gZlMD6yLEjfP8Hd3HLrbdw2+veBkg84SKksiZValXK5SpHjx6jslghX8iRLyjXreu6PLdnDy/s348A8rkc3d09lEpdYQkK/RCkCbwe4+j1fSISG+PM45wmKrFF5bWD9pBHvUhks1mOHTvKT3/6UxIJi1/6pV/iiiuuUFZlBJgmB154gYMHDtLd3c273/1uNqxf3/GpXi8+pmVhWRYXXbSdxSCcGCHYtHETyVSK0dFRhICJ8QkMAWtHV2MISSJh6KhNVKI3H+H7QdSBASZBXhVJrVZlYWEBECQTSdBiYbwg+iGaXWSpBaV98VwSORNMntoqEi3Kp8Wu7RNv9ElyaeTO0mNECYreRi/M0WMZhsqsa9tNDMOgq6uL7p4eenp7Q5fU8WZ0ta90Oo1pKI2GlBKnWsNrNsllUmRSfQyuHg4tKb7t4tQaFLMZGgvzJISgv78/dPeVSiUkMDl+jLFjR8ll0hTzudDgoHQyAtt2EBi87rprmZqa4qGHHsKyLK699mqSSeUaAZYQkGg15mj/vLTFqzXiQke/BK4SYehoLl3jyKa3t4/rrnsdzz77LI89+ihzs3OByiOwgARt2blzJ0dePMLll1/B0OAQ6UxaEemg44WQpNNJdly4Bc+xOfL8U+TyeUZGRzGkh6zO4TYq1MuTuHaVZn0OadfwG4uYToOEU0M6DtJ1EJ56mZ6D8D0MXwl6/YCqSKGsOr6lIrtkIokwElQnjoCZwnvhebBSGKkSVjJDptSHmc6T6OpjoVzhyLEJqM/yptddzqZ1qzClG9xwyt0jJdTrVRYW5ujuLtE/0Ecmm1UeJKBp29x77/3s3buXjRs3U+rqwjSt8JqMXvvt91onshKvP6eO16RF5VxWMsfHXjnaj6e1A5lMhtnZWf7t377JG97wBn71V3+Vnp5uQLXRNEwOHDjID3/wA8477zx+4Rd+gQ0bNgRPnPK4fepzS1gW27ZvZaFcZnJqEsd1Wbd2HalUktHRUaqVClMTE6STlkqsZRgkEobekXqa9X3lp/cFppnAMA0Mofz4tVqNcrlMLpUlkUjh+65KuKaFn4GZXEbZykn6p30ijZ5Pe82cTr+PEpVOZCiZTCodSeDH1/u2LCsMQ9ZZgqvVCrVqJSQqPd3d9PT00Gw0cBwH0zRUbpTWARCGQTqTVpEfpqGsVNUafrNJNp0mncswtHGDCl/GoFlepHJsApFMK6JioIhKIHwudXWRzeU5sH8f+/fvZ+P6dRgMtVwQCHwhcOoOSIPrrr2GsbFxvvrVryKlz+tffx3JZJJarXZcf0UtUtE+fimLl9RCVNR1C1JFaWsBCIAE1/ORrk1PTx9XXz3A2LEx9u9/gbm5uaX9GVxAux7Yxc6dO+nt7qGYy5FIKN1QsLYjhCSTSnDRhZupzM/x7JOPksvnGBouYvou/vwR7PIsC0f30ajMUZk5ites4tYWSJmQsVTyfQuJIT1M38WSHia+lu8qoiJlGCPkCtX30kwgMXC8BL40aLoWwkqRKA6QypdgZD3Jrh4SlsfCsWM88/Cj9AyOcP01l9HTP4ghXWVxkTp9nKReq1Euz7Np83n09feTtKzgVhc0bYf77v8Re57bw3/8j/+R0dHRIO2Ae5xwfLnoreiDTfT9S8FrbT4/VZzzROVcVjLHxz71Y7YWRxPbbvDcc8eYn5/jwgsvZPPmzfT395NKJXFcFzN4uj969AgPPvggGzdu4LzzNlMo5PF9L3jpkEUCa4CJYaj9Dw4OYloW+144yPxcmSuvuArLTNDX24eQcOzwIRUlhE+jWmF+apzy7Awzx44qP73nkiuWyBWK9K1dT2lomE0bR7nu2isxDHjxyIusHRmlkCvgu75ybxkqjFkGUS2i1QFL+kFDT6zRSVNPuO3uneUWUL1P7QLS0Auv/lw/deox0BaG6CSv86U8++wzPPH4Y2zdupVrr72WjRs34rluGE4tA7eE3rdpmXiez/TMHLbdxCOJSGQRKYeEmaRntYWVMBFWGh0FYqZzZAeGwEohUnnsI+OMT02zvlbHx8AwLKyEcjX4UiWQk6ZAukpUq5PHWQlTWbyEwEyYDAz0q5pGlSq+74dhqrq/o/lf9PvlCOCpoVWl19d/BAus0KRVSoShrTfq+h4ZGeayyy9j7959/OEffo4bb3wzV155ZUBwDK5/wxvYvHkzm87bTDavEtp5nhdYVSS4NsK3SWcF0pZ0M4e5OMX87jkM10YuTODaNeTiDAmnQcGugO+A1cAUEksGGVqkehlSEihMdLyOsqcI8FBkxTV0erlA5IoDCHwzgcTGq/sIdx7HXcCZSFM/+jSNSo2u2iy9MsNA3ieddEE2wE0gsdS9Y1gMDvSRz2UpFXOoZweJ60kOHT7MsaPHsG2fdDrHmjVrA+uooaLw2vRA2lLYSZvVbo19qXitzeeninOaqMSmt9cG2q0FQqhMkpXKIi+8sJ9Go8GmTZsYHR2lu7tbPYm7NqAWxcmJSZ566kk87z8wOjoaPv1rrYRe5FW0jBFOUr09PTiOy9GjYywuVvEcl2Q6TVepm0YtqP3TbACSRr3K1NHDjB88wP4nH0O6DtKx6RsaoW9wmFQuQ9dgH6NrhrlkxzaEgLHxcQZ7BilkNVHxEQk9cUQmD3niyaTTfRDVqLTK1rdcQ+39Ci0y0+7W0L/VuVv0b3Wyt2gEkWmaJJNJxsfG2LVrF6+//np+/rbbjkvfr8oRtBYHveDPLZSxbRsPC8w0IumQSKbJF4uBdscLF2wzmcHszoCVRFgZHGEwM79AtdFUsSaGgRkk+/ICooIh8FE5QGQQYWJaVqgnMk2T3t4eGo0GtVoVISCfzy/pn1ZkTsuCEu3/lzInqZ/KlqbjeC8cJq38OUII+gf62br1Qg4cOMCPfvQjBgcGuOrKqwguHC677HK4TAYWOxm4OD0MM4ik82yQDqk0kPYpUMarzbH49OPgNpC1WYR0MXExhSRlSEwBZgLwPaT0sKQfEBXlcjUxMLRAKwwZVkRFAq6QgTvGQwCJ8Hr08BHUm3XcpoG9OIEHNJHYJCiKFCUG6U57YDkgmyqSywdhWQgD+rq76e3uRiIJvsL1PF48cowDBw7iuj7pdJbhoVUMDY0wPz+L57nHuTyXIyXt4vJ4DTo1vCKun/vvv58/+ZM/Yffu3YyNjfH1r3+d22+/HVAT2e/+7u/y7W9/mxdeeIFSqcSNN97IH/3RHzEyMhLuY3Z2lk984hN861vfwjAM3vWud/Hnf/7n4YQQI0YU+qm+NUGoRWNmZoYf/ehHbNq0ife9730MDg4qAZyhQpaPHj3KgQMHSCQT3HrrrazfsKElWCVqnWmFl7rBU7+UKmW+YRrMTk/j2g5SQsJKUCiWmJ6aYnx8glJXIYiskFjCZ9XaVaxaM6gmcM8lLQUpKejKpcG1OX/TRlLJNHd+7x727j/IpjXrWT00gmfbqkBgcIK+1CHOS4lLu7m5E4GJWlnao3eioZZLxaws2V/UkqItJ1FCJ6UMo4g0abEsiyNHjnDw4EEsy+Jtb3sbGzdsWOJi02Hl2qKiE/dVFhcpl8t0d6syAqZlgTCwrBT4Lr5Tp1opc/jgC/iuC75HsdTFyMgajBSY2RT9vb1sv+giEskkLxw4QG9vL6ViETPMKxPUsxGA8ENxqcquCniCdCbFTTffxMT4BPfffz+ZTIbXv/71S5J/tfeztlxp8eVLgWkqF4bv6XFu6YKEUNFgvvRpNhtKH2SZDA0P8rrXX4fj2Ozft48nnnySb/7bt7jooosYXTdKS1Cr9CiGzmniNVGh3jX8ZoWF/bux5ydg9iCJZoWsO4fpO1iiihBBBFHgopNC4AsDXwh8aeEF4iwZRNi5mEovI7XzR3W9LxRh9IzgmpQ6Us5BSInp24Aga1r4UtJ0fTAEIpGgKT0qvouc2M/Bn7oUhzfSvfZCyA8i8oMgAnerEIHrSw31wtw8cwtlvv6v/8re5/dx2eWX09XVTSqTod5oBonrdMh8675oXavyOHLSfi3EeHlxykSlWq2yY8cOfuVXfoV3vvOdS76r1Wo88sgj/N7v/R47duxgbm6O3/zN3+Rtb3sbDz/8cLjdHXfcwdjYGHfddReO4/DBD36Qj3zkI3z5y19+6WcU42cO0ScXPTm4rsfi4iLPP/88q1at4pprrsGyLGzbxhQqt8XMzAxPPvkklmVx+eWXMzg4qPbD0glHP5lGo2IkhE//i4tldVwpMU2LbCaLYZrMz89RCcJlhQBTSEr9geBTqnTv/twCcm4BkUqA57BqZIhcvsjX/t9vsee552jU6iQsS4Xb6sahFnKppn2U6f/4SJt2UWz03ygh0e9PRGr0NtHPo1aS9v7SOWmiWXGTySQzMzM89thjXHLJxVx++WUMDQ2FeqBWH+tFmJAk1mo1atUqhXwBhIpuQQgM00Ii8ZoetcUKR144gOuoaJLBoWH6uvtICAsz7VMoFFi7bi0+BuMTE6TTaUrFYthGXdgvzI8qWn0NqiBiMpngkosv4YUXXuDv//7vyWQyXHvttSQSibBP292Q2t0WtbScGnTfttL2S98LdTvRNgpBkBjPVhYdLLq7uxgeHuKpJ54EVOHKXbseZGBomNVr14a/MwJdjq47hWcjpXKfeHaZyuE9OPMTiMVJLK9OijIJXNI4IAKJrmHgCwtPmNgClZpfV+fGwBeqnyUWSAOJgZRBfyGRgZFF6kRx0lUhzIaP4XsgPUwBSVPlJBKyiYFJ0hI0fYEhXcrzY0zOziIcl1KhCyORRRRVwjYV6dTqfyEli4uLTE1N8eCuXex5bg+f+tTvsGnzeVjJJE3bCXLrBPWkaN037RaW9nsljvp55XDKROWWW27hlltu6fhdqVTirrvuWvLZX/3VX3HllVdy+PBhRkdHefbZZ/nud7/LQw89xOWXXw7AX/7lX3Lrrbfyp3/6p0ssLzFiAEsmfyEEMzMz3H//vWSzWT7zmc+wbt260AxvGEaw6AueffY5/tf/+jLvfMft3P72t9Hb14cb6Cw6LcrRxdwQgt7eXharVSYnJ6jXaviBWDSVTmIYKjdHtbKIlD6ZfI6h9RtImgIcR4VmOjYilYShQURGCTwLhSKJTIFisUg2ncZuNqkuVpS+wzLxhYuP1qe0Qnd1OztpVE6mPYluu9L+BpZoMTpBR7kIIcLkckooazIyMsLFl1xCoVAIrWGtis1CP/QiDAPHttm9ezezs7Ns37Yt6JsUwveQrs3i3AxP7n6AhCk4b/MmVcNIQKVW57HHHyXf1UPP4CqsdI7NGzfy/L79HNi3n65CjsH+Xhy7idNs4jsu0vPBD+LV0TVgVDSNytWjXEGJRIJUKkUyqKasLUxR4tferyfqq5Mj0Erp3C5hfrtWNl/04il9rCAKSEiJazep+x6XXHIxAwODPProY9x557cZXrOWrr5BBgd6yeez+L7KlmxJB4ED7jxevczk4z/Gnp+E8T0k7AolUcMybJKOjYGPIfwg95rA9QRNYeAns/iZElamRCrXg+MZOL5BreHQaLrUazZN28VxPTzPV64cz8NI6JB9HyEkadMklRCM9g6SNiHj1RBuE6c6D/iYQkUweU4TJKSkoCQckoYNk3s51qhQ2tqklO2CZDckimFXNhs29XqDL/7dF3n0scdZvWYN5205nzXrRyl05RW59Fy0DFfxkpVbTGKS8srhZdeoLCwsIISgq6sLgJ07d9LV1RWSFIAbb7wRwzDYtWsX73jHO47bR7PZpNlshu/L5TIQa1TONbwUU2n0KbVWq/H4449z/vnnc+utt1IoFICWlQGUa2hifIJHH32ct912G1vOPx8v0ElE2xO9hqLHEEIV5ctmMspqItVTrbYCGEKoCBbbBiSJZJJETw+yWcerLSqSYjeQ2RxkMipjqO+rYoCZJNlslnQ6jeu41Go15ZowjUBEGS0hT3hu0Tbrz050/XdaTPXn7d91ivJZDu0LszaTN5vN0MpSKBSUNUWHfEdIjXoFRAWVM+TQ4cPMzcxw0bZtDAwOkrQshC8RnkuzXuPwwYN0dxXZceH5JFMJLMvk8ItHOPb0M3TZDmYqS99Qlr6+Xvbu3cfM1CTVxTJ2s4FrO3haLBlm3g+sUUK0rFi+EnzqbLPpdDqMdGrX+UT/jZLclzInCZ3/RCirh5QQoSnoMgACqawiAoT0VS4ez2P16tVs2LCJp556huf3PM+hw0c4Nj5JoZAjl8u2tD3SU5YUt4pfn2fhwDPYs2MU3TlMHHIJGxOV/0ToUGeU+NVDYGMgjRSkujBzvVAawnUMmq7BomxQcZss+FVqToOm7eC4LosVG8f1sJICYQqkkBgCcglBLm3Rn+3FTAjSfhm/WcOtLWAACRFYN1wXBJhCkMYjJVzKlUlmF8qkhjZSbFTAzEHCBymQvkGj1mBhvsyDDzzIj376E977S+9n83nn0d3bTTqTolap4vsegUMwcOGu7B5ovxdirByvuvDkRqPB7/zO7/De976XYrEIwPj4eJDiOtIIy6Knp4fx8fGO+/nc5z7HZz/72ZezqTFe5Yg+lQNh4T1dcE+TFNM02bdvLw89/CAIycc+9lGuuCIgxZEFOrqgdBLF6WMlEgm6u7vJZrOBOdjDkIJ0Msma1avp6+tXvnjXxa/WOfT8czy56ydYqJvLFQaOYTC4eh09g8MMbTifQv8wV191JZlMjomJcSbGJrjmmqvo6+/Ftj2VTddS06fnavPzUnfCSifRlfrUT7TAtieEi1Zs1oLdhYUFDh48yOzsLMlkUmnYjh3luuuu4+KLLz6uf8P9BW6TmelpZmdnyReLdPf0gOfhuS5CCrpK3Vx/41tIJixSXV3qGjAN+tas45pciWQqTTpbJJnOge+TTFjk81l27XyAe++5l2wmQzatwsANM6EsI56nivOZEdeEFAFJMOnt7eV973sf09PTPPTQQxQKBS666CIMwwijn3TFacuyzsBD09K8Oa0n+9aniir46HgZoYUfwctzXWyavOFNb2DD5s3s3fcC/9dnPsOv/tqvcu2119BTKpBOWRiuB24d5/DzOHNjpCoTWM4CBaOJhYtnNxRBMlJBWriAiJkWUpgII0lqcDXZLZfw4/uf5jt/+zX8lIWftPCMNJ5I4dguruvhOMqiIkVAAk3l8pHSRvoubnWRvq4sWy/ciJVPUJ6choaN6ZqYMkUmkQgsSVLpa4TEwiOBjSfANQ28uTGm9j5NftQgM1SitlihXmnwP//+H3jwod0MDvTx/jvex8WXXERPXy/Sc6hVFwPNjXYXxXg142UjKo7j8Iu/+ItIKfmbv/mbl7SvT3/603zyk58M35fLZdasWfNSmxjjFcZLi4aQbU/jLSKh8yCA+nx2dpbHH3+cgYEBrr76KlatXnVKx9AQQmWYzWQyqnoyKnICocKXu7q6AgG4Ab7Ed1zKs3Mc3LuPhGGStCxsz8f2fTxpIY0EXcMNigjWrFmD60nuvet+psanuOTSHUECMiWkNUUg8EUGa5aKUGl/ij+Vfu3ktoh+15FItO0/6ruPWhYcx2FhYYFGowHAxMQEM9NTbNq0Kaw31Em0q/dZq9ep1WqkUikymQxurRFYDyCVzjC6fgOqI1y9A7LFJNliCZVJz1Li2EDwnMtkOXTwEC+8cJBtF15Iz5puTDNJmCo4cA9I2XKv+J5Wr6h6SVu2bCGdTnPvvffSFRCkaK6Z9nwzp399y5O8jRTX0xa3VpW98Ce+74EnWLt2LWvWruWJJ57kwQce4Kabb+K887ZQyKTIpiy1MHsu7vw07swEplPF9JukTA8DHy/IAi2tdEiNhAGmIZDCBCOBmcmT6htiqvIEux7Zh5cy8NICM9ONmSoG1xNB2K8MLYbCUJlUfL+B7znYC3M0mg5YFkYyScPxkI6HhYUlwEqa6t5yXQx8TFwVDi09EsIjJTzcRoXq7BTJvgopz6VaLjM/s8AjDz/Mvffcw/s+8L9x4fZtDA8Pks5kqDWbOI6LZUUqd4cPK6c5hDFeVrwsREWTlEOHDnH33XeH1hSAoaEhlekzAtd1mZ2dZWhoqOP+UqkUqVTq5WhqjHMEemFWlXgNFhbKqhib64dVevWkMzY2xv33389tt93GddddRz6XU0/BbQmdNDou3MHnphCkU0lSyQQqv6aHKUzS2RRrRlfT368sKp4UNKXJqk0X8PPv68VMJLCSSRUe6UvmqjUW6w1kIo0wE1xwwYWMjKzhG//PN3j8qUe57fZbSWdT1F0T3/VxXB1RoyfTpRV6T1VvEt1+ucyzp2px0dt7nsfAwADd3d08+OCDPPLII7ztbbdx220/z3PPPstf/dVfhaTu6quvZu3atUHaklZ1XTOSel5K8ALhqzCCfg8iaiwrqfQirocIwo+FYQb1YVQ/rV+/gb6+Ia64/Gpq9QaFfJ5MOk13bw9gYJkpPEyOHTlGpVJhbGyMcmWRvfv2Ua838H1V4K+7p4davYYQgkQiEfZbe7RYK9T9+CiqlSOkImEfSCRSaFelj5ASQ7qB/URJraXW1wC25+DLJql0mkQywc0338hFF23jwQd+zPe+82/8zm/9JldedgmFrIvhNVmYOoIzeZAkDcyEh4eLh8QxM3hmkka6n1Q2T8/QMI3FWaYPPqtaanrIqSnkk4+ybTjHp37jF7j3kWe5/7HncD3AAwN13bpS5bDxXAPhGxhCnYd0XdJJk5vfdBWjg0V6jQapWgVZX8D1BE5+hEyxm/ym85HNJvbUBHZlnvLsEdJeBenZ2MJUkUS+h+84zE2MMdcQfOkrX+fHP3mI3oF+fvHd7+LiHdsYGh5CmOA5DQxcCC0polUvcSWZFaMj9hJc2TFODWecqGiSsnfvXu655x56e3uXfH/NNdcwPz/P7t27ueyyywC4++678X2fq6666pSOFWtUXnvQWodm08a2nSVWAp01tVqtUi6XMU2T4eFh/KCmz0rcIOH+ItslkwmshIXrOjiOjZVKYZoGxWKBbC6rjo2Kfsh19dDd3YuRTGKkkq0n98MvUpuYUMXYhEFXVzeZTA5feixWyrieQ6toWxBajMASqjUna2/HczjNifREZKh939rCkk6n6enpIZ1OU6vVKBaLbN68maeffpoDBw7Q09NDsVhky5YtYVI+M3iilYGGRVftlRJk4BaShglSBMUlCRZnVUnYkOoJX6IjZaQKCU9lSCYydHf14EsVzaEiUST1Wh3pefiuR3m+zEJ5nonxceYWFti/f79K8uYpzdHQsIpYSiQSYRh1eyQVHE/8zsScJPX/w335hBfTcdtpi4qP57tI6WGIBGvWrKKvv58Hdv6Yxx55mBcPHWTj6CqSAxmSwsapV7EbVdLCxzRU//mAIyw8M4Ob7cXIFfAL/Xge2GYG4buYUmLXG4iZKbqyJXZs38Dz49Mknz2ITGUgmcYyLAzDxEqoBwmho7hwEHhI2yObttgwuorRgQIJ6YJdV8UMSeCliniZHuzCENKs0Uw0sBMujpnFlA6OZ+ILA4LCno5tU5+dpbHo8+wzz7D70Ue47e1v47zzNtPX10Mum6Fh27ieixCeyhAditRFQHJXjjji5/TximhUKpUK+/btC98fOHCAxx57jJ6eHoaHh/mFX/gFHnnkEe688048zwt1Jz09PSSTSS644AJuvvlmPvzhD/OFL3wBx3H4+Mc/znve85444ifGSaFDXMvlMpVKJbjoBYYheP755/nOd75DLp/js5/9LOdtPg/TMJW7hhOLS6OfRbdLJpNs3LQJx3F44vHH6e/v5/zzzsOXksHhYXp6esEwMRMpMtkShhAYpvLnY1lIT03UA6vW0TW4mmQqg920Mc0EArjsssuwLIvZ+TmefPpJunu7Vf4Ww1RBIGEa/KWm/va2t6NTSPdyv4kuwJ2sJlEXj7ZcRfOs6Db6vs/AwABveMMbmJ+b4x//4R/YuGkTv/XJTzI7M0O5XOa73/0uf/d3f8db3vJzrF+/jt7eXnzfp6+vj2w2G7oIEkFRPBFUlExaliJxhlpekgmdVxbq9TrlxTkqixXK8wvMzMwxOzvHoYOHGR8bY2BgkFKxiGM7uJ5Lo15HSsmmzRsplUqsXrOG9Rs3ct3rrguKSVrMzc7xne9+ByEEV1xxhaqo7XlhFt6oeFZnpo1W9D5d6J9r0gpam6Je7YHPUeoiTAPTSOB6Hn69jmVaFPJZbnvrrVx52SXceee/87WvfIXf+vAvcsGGEUwzSarQi1uu4WFgCYEnoepZWMUBhq7/eWZmy/zb3ffT35XlimtupT43w9SBvVRdSXOqSqZLkfWLL7+a/OjFuGYW18xQyJfIZLKk01ksK4Hvq2y7vtfE9xyc6gwWDpv6LdKiwZGju7GkTbF7LSTzNEsbOTo5x9//2d/j1CqI6hznr1vFTdftwKhNU5uTGIk0RirL0bk6ew88xQPPTfDUwVnWrl/HHb/0HrbvuIih4RFMy6TZrCvLFzLQf4Hr+4rIhhXKV05W4nwqryxOmag8/PDDvOlNbwrfa+3IBz7wAT7zmc/wb//2bwChgE7jnnvu4Y1vfCMAX/rSl/j4xz/ODTfcECZ8+4u/+ItTbnxsUXntoN2krjUCjuMEGU8TlMtlnn/+ebZv38aOHTvo7u4+4f7aJ5tO15JhmvR0d1Op1piYmMBxHPp6VMirEAbCVKHQwjBUhlSh/PmqSIsZJMbySWdzZAxTLXSeF+QJgaGRYRbKC9TqdSYmJskXCySTqXDK1FFASvDZmVx1yunQafJsj1aJolNUUbumJAzdDsKM29vheR65XI41a9ZQqSyyZ88etpx/Pueddx5HjhxhemqKSqXC4cOHmZqapFQqkkqlwiihZEqJN9WYKpeZ6wS1j6Ry/ZiWANnKc+H5HvV6ncXFRSqLFRYWFpidm2Vqepqx8WMcOXJE5R1pNlRUkuuGtXtG161BmIJiqUgul2d41TDJVBrTTHDs2LGQkPT09ISun/Y550RWp1PHUvdPyFWiwxXZtdRWgYh1AAS+r0TfpmlhmSarVq2iWMjz0x/9mIP79nHowCFKCSjVmiRdSUokMIWPQRCGTBKRypPuHcatwr4j03jGMJmBdbikcF8co+m4NFyHhEggrBR9A92YvWkckcERKUqlbrLZPLlsnkQyhRcQdtdt4vsOTmUG3AYF5qCxQNk1cXyTrMgiRZaKYzC10OCZPQdx6hVMe5FiIY9v5cCq41t5fGHhOyZTC3UOH6tz4PAY+w9Mct6FF7Jx0wb6+vvJFwo0mg081w3LEgid9C/wmbXkypJTISvhOMRr0CnhFbGovPGNbzzhgVbSiJ6enji5W4xTQphQypckEknWrFlDqVTi8OHD9Pf3MzIyRLVa5dixY1xwwfmsXr06cBE1kdJXyaPayE40N4v+d8n1KyWpZIqLtl/C0aNHueeee7Btmztz/04ul2V4eJAtW7aw7aKLMYWFYckwlBXfQ3hShbxK5c4xDENFavgqzDlhWlz/huvZcv75/O3f/i1Hjh5jdHQ9ub4i1aqqM6MTfulkVK2mHX+fRdOqn+gpr52ALKfbidb6EaJV+0Qv4Nls9rjjjI6OsnbtWn74wx/w0EMPceWVV4KUDPT309PdzUc/+lEWFxc5ePAFxsbG8DyPbDbLFVdcgWmaTIyPc/TIUaVBqlR47tnnqNfr1GpV0ukUg0ODuK5DpVKhXq+zUF6gu7ubVatW0dPTQ39/P6Nr17Bx0wbe+KY3qFwoiWQQmdOqKC2RFPIFEokEpqX6LZlS+XEMAxzH5vDhw4EmSgRp/90l140midH3ZyLyp20kEFr8G2bYaVlSlENIBxCrSDFdALDRcDGESzqTJZPO8B/e/R+YmZ7i335wD//4lW+wbdhkqJTilmu201voI+PNY5oGvV0DmMVB7Dmboy9M8Y27H+Hqq6/iXQMX0/T7mc6VSVgG2VSCdLGbZE8fo93DbOoeQookUiQwzURwvSh3XpBtLtCFSHDX4DRrHHjmURwp6Dr/52hUK/zkiSeZmDnMg0/fS8N2sN0EiCweLrM1wZ6jC3RlMvT1b+OpZ59n1yOP8PSxBs8ca7Ljqqv50M3vYP2G9QwMDmIYFtWmi+dKfF8lD1Qu4uB+lzqfTmwRebUjrvUT41UPtZiqv1WYokE+nyeZTFKpVEgmE6TTSer1Otlslkw2SzqVxvM8JUpdgeWkE6RUIs++3j4ajSaGoQrnLS4uBluojJyB9wkphHrJ9mdjHWWiQkrDaVFAb28vhmnStG3m5uaVMFhYGEJnZg3qsSxpV8ut0/53VC/RyaWzEpdX1HKiw3CjC7KukqzFpNH8IVr4Xq/XmZubY35+noWFBTKZDNlcjtFMBtd1mZuboV6vh6Sqp6eXRMLi8OEXqdVqVKsVKouLLCzMU6/XqVarZDIZ8vkcjutQXixTq9WYn58nmUyGbUxn0uRzOXK5HD09vZSKJZRFiqAfRZAyXYYp9HWUC8LAlz7VcpnFxcWQnK1UINupj08Jxx1CtC4hqQmJtqDIkKxoMW3rN4F2RvpIX5KwLKyEwfDICPlCjvt/CNPzixwxwW6mOTZv42LRa0I6bZHNFLFSeaRv4XkGdVfQJAmpLmyzTNlLUcxkSPd0k8zlsbIlssVucj29gAVClyQ08HzwfUFwOau2Sp/KQo1aw2Z6vkKzVoVcinrT4ticzbGpKgeOqICL7q4SwkiAmcTFouao8/d8nxdn6uw/Ns/UoolNglJvP2s3bKC7r490Nodjq7xJXiiUDRxoET2K0JloW6N4emMXY8V41eVRiRHjTEAtwFFtAAwPD1MoFJiYmGD//n3s37+PkZERPvGJTzA4NIAv/bCGh0YnbYZeZKMERv+rk5edv2ULmzZu4tJLLg0LupmmSSaTIplUIkvb8fC8IK9GIhkcQGW4NYRylXi23TqW5+EB2VweKQxyhRKZbA7H9bAdh2KxS2VgTaj6I7Zt4/sezWZzSVFFXRSw2WzSaDRCS0M9CPet1+uhm0zrK/S/nWoBQctioElPVIOit4sSoPYMtkIIxseOUavV2LlzJ41GgxtuvJFt27aF+7/k0ksVuQi2T6dT+L5PV1dJpb4vlTAMg2uuuRrTVFWtTdPASrQibbT1ykqoWj6WZWIlEpiGCDUjrufg+S6+Hy2I6AaLk1Ap5YP0+qYhmJ8r89Wv/jPVSpU3vvGNZDKZMDvticK6X3rUDx3WSMWApVrdkQSF/LSORUqkaBEWdb0rvYzSZgGBe9R1JYlkip7efn71Y79KbXGBH3zza4wdO8p//9L95JIGt141zOqRAa5d30u+OEx6YJQ1F6Z59/s/oupkWSWmyz4PPzfGJZdcxLVXvFlZoITASKRAKmLrSxfDTCgrohAEemgk0LQdFstl/uf/+AIH9u/j6KGDOHaTlJVQpMFT12W+d1jZiQwwRIp0NkO6Z4hEz2oe3P0k/37nXdSadWrNGte95WY+cONNFLr7yBVL+J6kWnfCYoWgNCmO60c6WWCaur7z0qrhMV59iIlKjFc9gnk6eCJTFpVcLhdaVGZmZjhw4AClUok1a9aQz+eWFYWeKKIlXGCCsFl1TEEmm0EIg67ubkDie8p1I0wDKT1c11GWFAwQhsp/LgFUWzGEiobUx9AvwDRVLpjBgQHm5xdYWChzzDxGoVDAMk0w1BOo49h4nkej0VhSsVj/3Wg0qNfrIVGp1WohUYku6lFB6HJEpT2aRW8TLQypv9f7WNJ/QKWyiG3bjI2NkcvlwkzUutdz2Zx6Mg7OwzRVlWetWZESEokEvb09WJaKulEWB7V46yOFo6itDLomDppg+UFYuv5bhi6gUJoqRSgGcRyHgwcO0mg0GR4eIZPJhAnuNBHRVaPPtDX3+P1pVhKRzEpBkOlNn3T4vsVh1PbhrwOSYxkmhiHoG+jHKeXpGRyh3nCYmj6MXXd5cbqGZy6yanyeLlFite3jYZDK5JAYTE3NMDe/SMPxcTExU7mAFAqCePPAWiGCa0fSqDexHZdao47jutTrNuXyAgcPHOTgwUPMTE7hOg6GUOHpuUxW3RPJJEiJ59lICQ1fslizGZ8tMz63yMR8jVQmSaF3iL6hEUbWrEZYKvTf9hU5xQ8smOH9HKnzhE6w13kMT2VsYzHty4/XHFHpFAURH/vVfWyl7zBDd0Mmk2F4eATXddi/fz+TkxM8//zzrFu3jsHBQQyjVWAQAu1GhKS0ImmWLsyWZQVi2EBzoC0IhgTRss4YptaLCBAWRsLEkBIjGagFBEjfw/eDtN8IRMLCTGj+IgOxrUqmlUyl+NB//BDj4+N89vc+w759+8KyAAsLc2F0TZRULOfiiVo/2p/2l3NNdCIanceh1X/tUS/R71XIsYfvezzwwAM8+uijXH311Vz3uteFKfVd12OpCUH93d/fH/SxsiR5vouPh+sF5+UGehlD62UkhmVhJRN4rqesYKZymamwdB9DgCkMfM9vCSqFwBSqwq+QKseHECb1ms1PfrKTer3G4OAQ+XweIQSpVIre3l5SqRTZbBbP8wIrl7+E0J1ZBELqSE8pHYr+pFUhWL31AxmIh/RkSIiFYQRuSw/XlTQbDgKfW2//Dzh2kyce2c3E2Bh3ff8H1He9yP+653k2bN7Mr32yn8npWX503z1kM1mefvIxUskkfX19WFaK8YlZCoVCkCdLtUSYqk21ao1Gvc4jux/hxUOH2fXQbsbHJ6jX67iui92sIX2PdDqNTCVxHUddN8JHGgJhKcvXYr1BtVplamKCR587wPfvf4i+vl4uff2VXLB1K5dcfjkimcTxAdcFX+Xl8lxf3XeoTMOGMBAiEGYLGZLaCOU7p3Auz+eng9ccUTmb7Dc+9kuFDgUVFIsFyuUyx46ppF06oZgiGyA9X5mSRTSjbWcRqV5otFhSHYmwgKEfsSj4Pniup5J7BuGNXpDXQ2kC1ALtey6u52BIMGRwbNGyqFhWQi3GhglCTcqGEMzMzqgEZOUFpFREpVOEzSuNaP/p9mgNSyfdi35SdV1l1XnxyBH27dtHb08P2Wz2uP1HrRWaLEokvvQCi5psaY2ktoqEP15i4YhuqvudSE4SbY/RRR+FUCLthfI8M9PTLCwsUKlUOHLkCLlcLiQq1WqVVCpFsVgkmUyG5xGNgnrJiA6tiHwo9AdLrX56EyGCz0Tk/NWHoRtMkxlPKm1VoVQC6TO8ZjXCsugaWAXz85Rri0zMVXju+X3Mzs0zPTVFKpXCNAXFYpHBwUEWFhY4emyM4SEolLqwHQfbsfGDmkqT4+PMz89z4IUXOHrkKMeOHmF8YopmYBHMZVMkEhY9Pd0q0V/gqnVsR0VyNRrYtkO1XqdpuwgziZlMksjk6OrtZ3T9BkZGRxkcGaZqu9SaDhjqqjOEAabAxMBAV4sOKnIDHq7umpbI5xzDz8Z8vnK85ohKjHMTUvp4nsRxbISATZs28cwzz3DnnXeyZct5fPjD/5FNmzYFok9B0khGfxzdU0g6tEuk0WjgOA61Wg3XdanV67iOQ7lcxrZtypVF7KbN7OwszXqDuZl5Gs2m+tz1VEpuz6XhNGjW61QrZVVIs15XNU9sLwx6SKaSWAmLnt4+crk8+XyRdDrNqlWrAMHkxDjNZgPHUUU4l8si+3KSleXyrLRDW1aihCXcTrQWUc+T/NM//RP33nMPv/mbv8n1119PJpPBNE0cxw7cNUERPukpvYWjiKZpmQiURskQBql0WllkbJ2p1sSX4NpuSAC1DcIwTIRBJNmfJihG+JdayC0ajRrf/973eX7PHqamppibm+PLX/7ykigqIVRm5Hw+z/bt27n99tvJZrMUCoUwTP7lQIv8BVYLoduk5aEghAwilgILimnge6oisDAVMbEMRQK1W8Y3LAxDsOWiy9i01WP7FdcwPT3DD3/4AyYmJvnDP/4zHNvB91zS6TRzMzPk8nl6envYs3cfDz/2JDfc8GZWr1vPsfGjHDp0iLmZGRYW5rnvnrt5+qmnSCdTWKZKypZKWiTMDFJKLMskn8/x5je/md7eXnp6u6nV6jz8yG6OHjnK3ffcTb3eoGl79Pb0sv3iy9m4cSPXXncdPT0lhgb78XwPz/dIJBPkk2lc18fzfExLidGFBCFVwUzp+0r8LcB2m/hSVW+WSDzHPSvkP8bKEROVGGcFJ5oYOucA0XxDp9JPkU6nSaWSFAqFUE8wOTkZEd+qJ2/XdZQ5OCAmqoqurxJjeUqgqnUeWpjqBvk2HNehVq/j2Iq4uI6rnhx9FfmSsCAtUiR8i0TKIp1MkE4lcB1HLV6Oh+d4yn2FIBFkue3q6iGTzZLL5bGsBDMzM1SrVRrNJspy1LnPXm3+8JW0SQjB7Mwsnuvx5FNPkcvlWbNmNYVCkXw+i5WwItaagOxI2pKFClqPwWLJeyECN0j4vqUHMkCVYvJb1EQ/YctAVyGEsqa98MIL7Nu/DzsYfx3dFRUXJxIJarUaR48eZd++fQwMDIQVll8qluhu2s699Va7+GTgRvPCf1X5QBlGsXiuh6ddQATuU9Fyi1pBRJlhKuuV49gsLC5iOy4N22E+uN4TARFdKJexXQdP+tQaNk3X58jRoxw6eJDxiQnm5+Y5evQoExPjjI2NMzc/TyGbI5VMIgzlfkkkk5iGQSqdJJPJUKlUEYaB7djU6nVmZmaZX1igXm/SaNq4rsRxPZX/plFndm4Wx2li201sx8a2m0G0nRHkavFJGEnl1gvG2XPV+SYSCXX+eCAkphXkQAqulVQqtdR92eYSPaGuLcbLCiHPQSpZLpcplUp86Utf6mhGjvHqx6kTFb2QqYibbDbLsWNH+fa3v82WLVv44Ac/yNTUFE888UQoKm3aDRqNOvPz88zPz4dCU8s0MYKcIK12tOoFWZaFaahJ1TCMwOxtkkqlyeVyrB9dRyqTJp/Pk0glyeXyJBIWqYA4ZTJpFaabTmOKoB5NMGnqxdQwzODJ2KBarfEbv/EbPPDAA0xPz2DbTlj3xvOc4/ri1Yxw7ILFUud20X2dzWbJZrPccccdXHTRdn7u525keHg4+ImKbtIWFsVFlgTeqmUlcMcJocz6Ssipj+EjDBHomgzlBlB7j7ZSN1HJhQyDsbExbr/9HTz11NM0Go0l12c0f4w+x0QiQSaT4corr+Rtb3sbxWKRUqn00p7MtetquT6FJVFe+jpvNFoRXo2GSn5Xq9VoNm0cxw1JuibqWkytx6TRrCs9TyA29n0Px3EplxdxbCdMkGcE1jPTNCl1dTM4NMjo2rVsPm8zxVKJUrHIAzt38uQTT6p7SGvDEDSDPl27di2FYpHe3l6k77P7kYeZX5hndnYWx3GwbRfPV/ofde7q/tN963m+iv6yLHXPpZLKgmJZmIaJYRokrRSWaYVRXvq+TqfSWAmLQiFPMplQ928iQalUIpPJsHr16iXlEnTIe0xUzixqtRp33HEHCwsLS+oAngjntEVlOZN0jFcf2m/o9nDg6PedI3YCAaSpJkDTVJOP67rU63WmpqZoNBp0d3eHi6FtN2naTXK5HMVikVqtRqPRCCcwdTBAyMCHbSAMEX6fSKikVclkMiQq2UyW1atWKVFlPqcWrGwWy7JIJZMkkskgbDkZRLCYmEZQYC+yQOrIlomJSaZDXUQ1dKe0GnduoiUfWSryVQtrg7179wJQKpUYGRlm48ZN5HLqoUMVYiSiEg2NAirARQiMUCvasq6oY4HnqMXOc108z6der+M4qjaUEpSqf6vVeqBLEkxPTzM9PU29Xl9yHp3cbFLKIORXWeE6ucpOF60IldY+Ogm/o4SlVqtTqVRDolKtVgOi4iwhKY7jhNmcdRSYcn3Wwu9BWV6UJdLDi2h/vIAgup5PvV5jYWGB8bExAIqlIsVCgaNHjzI7O9sK6w6soIqAwtz8PE1HlTLwPZ/pmRnK5QXm5+cDwXR7f6hQdB2Wb9t2SD6SyQSpVBIrkcSyVOI+0zRxEy5WkHBOESsj0CH5JFyLVCoRWtF0uLruJzPyANPJutKOeP05dZxOn53TRCXGuQXtH5dShk9m2q+vn3o65ezQ32tLit7WcRxefPFF6vU6XV1dXHDBBdx0002RejQ+nu9reqByqwR1WQRtT0IBWYlChzIawgzfCyGwTKv1m7an3ei5CqHCIdU5qvdKNyDDlOzf//73eeKJJ4OCeIsIoSbXlt5BK/5Ov8/hlZtQO5nL9YIQTZ72/e9/nx/84Ad87WtfY2BggD/8wz9k69at9PX1BrWOTt5upS9t5XTR2y8uViiXy8zOzjI/P8/BgweZmJhgenqaSqXC3NwctVqVvXv3KXee6+F5fmg5aFVxPj6JXvt4m6ZJPp8/Y9Xdo/3WLlKOvjRZqtVqlMtl5ubmsG0b27YDjZMXtlsXfIxGu+n7Ry3+Lk6gyVquwGJUi+T7PuXFRRYrFY4ePYr55JPhtpoUaZKg3KxSJS4Ejh47usRK4QSCdX2c9iy/mpDVarXwGtLno/avHgEs08QKHmISlhXk3tH9pTU8KsOztppkMhkV9h6MpcpiLUMipK+DTn0RbXNsVXn5cU4Tldiicu5BTz7Rmz36BKNfOuupE2g9FhbmI/lAXKrVGkeOvMj8/AKe5/PMM8+QzWapVCpks1ny+Xwb4WlF70RDldWXYeOC920WDS2WOG4+6vzUu2QLX3+n6vXoQ+jzOnz4MM8//zzVajW4lk/uFz8X0MkKECUTmojNz88jpWTXrl3Mzs5y4YUXks/nSCTUwqrzwOi8MfpvpSfyAjFu67ryfS+0KCwsqMKV4+PjzM+rLLm1mnKNNJsNZmZmqNVqeG1P8tE+tyyLdDqtLGapVCim1e83bNgQLsqdfn+qWC7Uuf0e0WH6xWIxbIvuG23t0feLJu7tyQJt2w6tFNEcPcu1v9MCrV9a+xV9sIh+3k5A2qPw9GfR7aKf69QBmuxGRc7JZDIgt0aYwiBKivW2iUQCy7JCl08+n1fEJiAu2oLaTk51O6Ln8VLH+bWM2KIS41ULfeNH85tEXQLRCU4XqRNCMDU1RbVa5YknnmBubo6DBw8wP7/Avn37wqcxgMcff4Lp6Vl27NjB6tWr2bRpU3js6OSsnphAGEtDldutPdGJ1HNlIDrsHJ6rz6U1gbf2G4pDw2OpCXRxcZHFxUV+8pOfcPfd94STvN63ImoyyDdy+jjdyfRErrhTOXa02nKn5HDVapVqtcof/dEf0dXVxfvf/36Gh4fJ57MhkWs0GpTLZRzHUZWSy2WOHj3K4mKF6emZyNO4inpRi6MM+14I7ULwl4xHmBxOtMTaUrJkDDKZDOvWrSOfzzMwMEBvby+bN2+mu7ub1atXh+6XqBXmdKGtJO0LMXBc32WzWXK5HAMDA0sW5E4RWJpItVsvo+3VC370WPq7TokB20lFlJC0f97+QKLbFD2mbpt+QIn+vp3URBMNticlbH/gab+ONdnt5F6OjsFy563bvlzbYrw8OKeJSmxROffQvrjrm7wZibTQT3iu6zI9PU21WuXQoUNUq1XGxsZDrYn+vZ40jh07yj333Mvll1/G+vXrw2O0T7CI5Scpjda+9T6i5KalmWk/D21q1jCNlhVF53iQEh577DH27NnDsWNjkfwt7eTg7F3by1mITmc/+t/2CT+6/2azyeLiIs888wxjY8dIp9PB+E9h23aQKMwLRaQzMzNhBl4NPSZ6vE72eSKhnrxzuSyJRIJsNkcymaBQKIVWinQ6zeDgIKlUikKhQKFQoLu7O3wa77RQvpQ5qb1QZrT/omhfiDu5ijTaLQQn2i6qx4g+PET3ESVRUZdNlCRFiQwcn2RR77/9vNotGdF9dOqHTsfoBH2s9j6L7vdEfXgixGvQqeE1Z1GJicq5g+ik1/65lJJyUAjuySefZHp6mn379rG4uMjc3FyocQAigj/juInkqaee5tlnn+ODH/xl3vzmN4f+bH2c1tO9F+RRWDrZR03bUetGOEH7S6N3DEMcdw22Ik1UjoZoWi713sB1Pf7xH/+Jf/7nr7U93Ul0bMvLlZPjVPBS7q2TaS3033pMPM+jVqvxne98p70VS9oTkr4ObdOkcrnPhVDVDXxfkZdMJkM6nWJ0dJRisciGDRsCrdNWcrkchUIhvIaiGgZ9DNu2Q5J5prLTdrIoRNHJyhJ1u3SqCN7uAmq3HGpEw7DbiUa0LZ1cPrqfdJ9E3S/QsqRqF44W9LbPB9Hz1YL2aJ+3W040QdIWo06Wu06Wlei/7S4t/Vl7zavlxjZeg04NMVGJcc5Cm9DHx8cZGxtjbm4uzGvSboKF45+G9L+u67Jnzx6+/OUvs23bdq688opwQm1N1KrKiwhs/oYwQs2qpBV5ofwBgNVyLQCRhUKG0RKep7QBOo274zo4jk2zadNs2Hi+ytmysFBmcbHCoUOHcF0HLbJtYamPvhNW4pbp9LT6UtHpCXM5E/qJ0OlJtn0xeCnnlU6ngxw7LU1JJpMhk0kHIkzlCsnnVb2onp4e0uk0/f19ZDLZUGQZbVd7XSN9rUXb1F4L6XSwnJi107l3slJFrSKdFuDovtrRvu/lcsNEiUK0PzplUG63cui/O1lYYGm24+jvo/tuP2b0304WkZNdU+2fR9sYPd9oe9vPP8bK8ZojKjHOHbTf/O1POc1mk2q1yt69ezlw4ED4uRa4aUtKK7/I8haHH/3ox/zkJz/ht37rt7jmmquXPH21JhqV4VNFBihyYBpWh8lTYFmKxaikWq3oJcdxsW1bJWpr1Fkoz1OtVpmbm6NarbK4uMjM9CwzM7M0m01s2+a5557jyJEjTE9PBxYZdYxWn6jzU4vgyW/oTqRlOfP2SnAyEtS+sLRP1stZUjrts9NiGLUIdNpH9El+ORQKBfr7++nt7aWrq4sNGzYwODhIb28vuVwuFMdms1kVzhqQYf1Erv+t1+vhdaM/123QBNWyVOVmrYOKajROFe3kp72vowtuuwulvb/av49uF3W/dtq//vtE1077d1FCoi0pus+0xaWdhLRbdaLnp/taj0U0cqy9HXqbqPWkve/aCVOnbdqv3XZi2skSE+OVQUxUYrwiONnTTHd3N5Zl0d/fT7lcZmFhIVxA2rc/0QLamiB99u3bx7e+9S16e3vp7e0NzdONRgPbtsPU+doMrfetIyaazSaO41KpVIOFyA0nV51nwnUVWXEcm0azrjQUQbKteqNBtVKlWq0F+3SDCJSFMKGVOhUZ/m0YJ9eGtC9Uyy06p/PkEt33cr78k/1+Jdu1I3oswzDCMPRo0i6d00aLXBOJBOl0mkQiEVpPkskkuVwuJCTJoIhesahKFURdBdHomPan8uWe2qOLfStEthUG/FLR3vfLYSX928lKtZz1YKVta++bKPFpv06ifdVOAtrdKssdr51kdboml3PtnAjLtbV9m04kMMYrj5ioxHjF0T7hSCkZGhpiYGCAtWvX0mg0wiqr7ZaT5WrfQEvQp5+OH330UarVChdffDEXXXRRGMa4sLBAtVplcnIy1MZEK+FWq1WazSazs7PUajVefPEIzaYdyZZ5vNUg8CKFkGgSot4YRjQKqLXt0rlPAkbbZ4FPqg2n8rQbbfNKfqP/Ppl140wiqrsQQlAqlUilUqFoNZVKYVkWuVyOfD7P0JCqbNzX10c+nw8Frl1dXeF1U68r4qivNx2eq49Vq9WWvZ6i/RWNGNP9o4mTvtaiuUpOtPierA9OdcHttF27hiX6Hlr6rnbLwHLWzhMdUxOR6Hm3u0c6CV6jWpVo+9t1M/rvaLhxexs6RZadzHrSiVgtZwnrpNWJScsri3OaqMQs99xEu883OmFt3bqVwcFBLrzwQhqNRqhVmZycDHNpaKtH9G+9CEWtMOVymUOHDmPbDocPv3icRaVSqajigc1maC2RUtJs2qG4UyXQspcscO2ToPpd53MV6Gghedx2nciKanuLnKhtXrov/HTM1Sc6phAizEGRSqVIJBJhBl+V3jwREkPLskJxpXblaWtEMihToF0D+pUNsv0mEonwWHp7rTvRFYyTyWR4DS0sLISLiSa50QVbiy6jmpNOosnoAttpkYteD9qioN2TLwUnIpkrvQai+Uz07zu5y9otI+0koP2a6dQP7Vabk1nhOhGJ9n23Ryi1W7fa99m+3XLoRM5O1t96rNuPc7qu1RixRiXGOQT9lKoXINu2EUJwySWXhJOA4zjs27eP2dlZHnvssTC9uSYRerGp1+vMzc2FpENjfn6BcnmRvXv3LXtzqGPJJaSh06Z6sYxOlifXUxBmx/R9Jb6N7m+JBSacjDtnQT1TOHE/LN3uRBOKJg2ZTIauri6y2SzFYlHVOApCeXO5HNlsNhCyZkilUuRyufB30eRbOmFXOp0GCN1xnfJwtL+iVbCr1Wq46Ebzh0StIJrkdjr/9gW6kxss+tIuIJ2GvZOOYqWIXlvLaS30du1t7+SWad/PckREv9cRR9Hz0+/bF3n993IRR52un6g1IupGW65dy5GR9nPrFOWzHKJtX+59tP3LWVA6RR3GePkQE5UYrzj0BB+d7PRNrwuB6c97enrIZrOkUqkl1pLoAqazauqsnO1maJ1aXH+utCdOUAPGodGo47qt39m2+tt1tcm/1XadJXel1jzfVySo86Sr/z7+aS+dTi/JeBp96hWilalT/9uuB9DftSciiz4NRq0U0X/1S4tOo5lZo8fQlhGtG4laR3Sto6g1RYebasuKdhloa5oeKz2+0X/bF6/2f1eyWK4kiqV9EYalad01on0e1ai81MWrk/uhEzFZzmIRPe/282nfvr2ty1lH9N/R+7R9QV+OnLTvp708wYm27XTunc6/k6uoHSe6Vzu5xtq/XwlhjPHy4ZwmKitdLGK8+hCd6KL5FLSZVY9rT08PQogwgZueLLVLoNMToyIZbrjver0ekhLXdVlYWKBWq4UalPn52VBYq601Kk27HbgQooRIZUaVspX/RJOuzotCdOJvWWs6XbZ64RZChBYHTUR0n0WJQPRf7UrRi6XWdaRSqeMWXr0v/dtcLhckPMsuSSne3d1NKpWiq6srrGAbzU2jiV37q1OYro6KaYfeXrdNj9upLPgnWqg6uRHaxZ3tYlg9jpo0n2jh6mRhO905aTmrVqe+iF5r0fNaDu3ERlszOx1Po1OytXbC3O5SanezRdsefX+i7LArcatEtzmRFWUlY9Fp7mnf38ksUjFWjtPpt5ioxDgraF/Y2/3qGnqx0N/r7XWqceg8wbWHFuqnet/3sSyLYrFId3d3RN+yVPOiFlD9hNnar+u6VCqLEQ2EPO5Js2WViGSlbTNba+hJst1yErVuaOhjRK0eUQtK+yvqhujkEtC/1daN9noqUQuJlJJarRb+rt1E3/5qx3ICRP1ZO0E93ft6ud8tZ4Fob2MU7U/ay+1jOYvFqSK6QJ5sH8v1cTuB6bTv9u2X2+fJzne5sVruHE52fisZo1PFyqyex1vaXqn2vRbxmiMqMc5trGSCb1/ITgfRRRhURtLlFvd264z6e2nEgSZCitCosGW9rbZutBeqa9dbdHLVtJ/3ySbL6PtOn3fax8l+H/0+Kg7VGpCV4lQno5cy8a+EnGicyFJzKgvuqbTjVLCSMT+V3y+3uK6EEJ3Odydz3ZwOATsZXmq/R8n7y3WMGC8N5zRROZHJL0YMjU6L8HLWmM6kYWkRNo1W/g1vyWedXAadLA6diNHJLAqn+vmJnpjbPz+Tk3F8X8aIEaMTTmduOKeJSowYK8VyZv12dPpc/7Td+qEW9s5RAcv525fbLoqVPtkvt330dy83YVjpk3WMGDFinC7OaaISa1RinC5OtOgvtULobVuiwaVrcOcaRO1WE42XYwE/XZP1qbblpbggYsSIEQNOb2445aIU999/P7fddhsjIyMIIfjGN76x7LYf/ehHEULw+c9/fsnns7Oz3HHHHRSLRbq6uvjQhz5EpVI51aZ0FPHFr/h1Oq8TX1dRga6ObvGC1/Ii0eX2f7LreaWfv1Sc2T5aus3ZHs/4Fb/i16v3dao4ZaJSrVbZsWMHf/3Xf33C7b7+9a/zwAMPMDIyctx3d9xxB08//TR33XUXd955J/fffz8f+chHTrUpMWK87BCRpG3KAtHKGtvphouKZKMZT6PZUJd7dbqhT/abkyVEixEjRoxzHafs+rnlllu45ZZbTrjN0aNH+cQnPsH3vvc93vrWty757tlnn+W73/0uDz30EJdffjkAf/mXf8mtt97Kn/7pn3YkNjFivNxYblHX5ER5SSR6M729lCfO+dGJMKzU5bLS356sDe3brhSxziRGjBivBpxePfITwPd93v/+9/Pbv/3bbN269bjvd+7cSVdXV0hSAG688UYMw2DXrl0d99lsNimXy0teMWK8ElBkwUNK5faBE4ty2y0aUetKJ3HriXKgdHott92JQqxP75xja0yMGDFeHTjjROW//bf/hmVZ/MZv/EbH78fHxxkYGFjymWVZ9PT0MD4+3vE3n/vc5yiVSuFrzZo1Z7rZMWIAJ9JW+Cd0qUQ/P1Oul5ORjZUQkeVcQafiLjoVl1JMcmLEiHGmcUajfnbv3s2f//mf88gjj5xRs/GnP/1pPvnJT4bvy+Uya9asiSfFGCvGSsKATwfti3/7sZZb+DvhTLfxpd6Dy9XGiREjRozTxenMaWeUqPzoRz9icnKS0dHR8DPP8/jUpz7F5z//eQ4ePMjQ0BCTk5NLfue6LrOzswwNDXXcr65Z0o6YqMRYCaJpxdtxuteP4gDH50iJHmu5456oLS8XoYoRI0aMVwPOOlF5//vfz4033rjks5tuuon3v//9fPCDHwTgmmuuYX5+nt27d3PZZZcBcPfdd+P7PlddddWZbE6MnxloQrrSC1xH5wS/XobQrjzpm1zyr9qfPg5Ed63JxnL7bm9H9P2JCNXp4JUmOLH4NkaMGC8HTpmoVCoV9u3bF74/cOAAjz32GD09PYyOjtLb27tk+0QiwdDQEFu2bAHgggsu4Oabb+bDH/4wX/jCF3Ach49//OO85z3viSN+YpwAZ74WzOkcf+m+9N8n1pGs5PjxIh8jRowYnXHKROXhhx/mTW96U/hea0c+8IEP8MUvfnFF+/jSl77Exz/+cW644QYMw+Bd73oXf/EXf3GqTYlr/bxmoMODV779icjDqaMVltxesFDBOM5qs1w22vZ6QSfTq7ySVpHTDaOOESNGjJXiFan188Y3vvGUJs+DBw8e91lPTw9f/vKXT/XQIfTxG41GPJm+JnAqbh+NM0NWlnM56ctO51mRsjOp6HR9ng0ScjKcisA3RowYMU4Xugr7KeV0kq+m2XKFOHLkSByiHCNGjBgxYpyjePHFF1m9evWKtj0niYrv++zZs4cLL7yQF198kWKxeLab9JqEDhOPx+DsIR6Ds494DM4+4jE4uziV/pdSsri4yMjIyHGu8OVwTlZPNgyDVatWAVAsFuML8ywjHoOzj3gMzj7iMTj7iMfg7GKl/V8qlU5pv2c8M22MGDFixIgRI8aZQkxUYsSIESNGjBivWpyzRCWVSvEHf/AHHTPWxnhlEI/B2Uc8Bmcf8RicfcRjcHbxcvf/OSmmjREjRowYMWK8NnDOWlRixIgRI0aMGD/7iIlKjBgxYsSIEeNVi5ioxIgRI0aMGDFetYiJSowYMWLEiBHjVYtzlqj89V//NevWrSOdTnPVVVfx4IMPnu0m/UziM5/5TFiIT7/OP//88PtGo8HHPvYxent7yefzvOtd72JiYuIstvjcx/33389tt93GyMgIQgi+8Y1vLPleSsnv//7vMzw8TCaT4cYbb2Tv3r1LtpmdneWOO+6gWCzS1dXFhz70ISqVyit4Fuc2TjYGv/zLv3zcfXHzzTcv2SYeg9PH5z73Oa644goKhQIDAwPcfvvt7NmzZ8k2K5l7Dh8+zFvf+lay2SwDAwP89m//Nq7rvpKncs5iJWPwxje+8bj74KMf/eiSbc7EGJyTROWf//mf+eQnP8kf/MEf8Mgjj7Bjxw5uuukmJicnz3bTfiaxdetWxsbGwtePf/zj8Lvf+q3f4lvf+hb/8i//wn333cexY8d45zvfeRZbe+6jWq2yY8cO/vqv/7rj93/8x3/MX/zFX/CFL3yBXbt2kcvluOmmm8JiXwB33HEHTz/9NHfddRd33nkn999/Px/5yEdeqVM453GyMQC4+eabl9wXX/nKV5Z8H4/B6eO+++7jYx/7GA888AB33XUXjuPwlre8hWq1Gm5zsrnH8zze+ta3Yts2P/3pT/mHf/gHvvjFL/L7v//7Z+OUzjmsZAwAPvzhDy+5D/74j/84/O6MjYE8B3HllVfKj33sY+F7z/PkyMiI/NznPncWW/WziT/4gz+QO3bs6Pjd/Py8TCQS8l/+5V/Cz5599lkJyJ07d75CLfzZBiC//vWvh+9935dDQ0PyT/7kT8LP5ufnZSqVkl/5yleklFI+88wzEpAPPfRQuM13vvMdKYSQR48efcXa/rOC9jGQUsoPfOAD8u1vf/uyv4nH4MxicnJSAvK+++6TUq5s7vn2t78tDcOQ4+Pj4TZ/8zd/I4vFomw2m6/sCfwMoH0MpJTyDW94g/zN3/zNZX9zpsbgnLOo2LbN7t27ufHGG8PPDMPgxhtvZOfOnWexZT+72Lt3LyMjI2zYsIE77riDw4cPA7B7924cx1kyFueffz6jo6PxWLxMOHDgAOPj40v6vFQqcdVVV4V9vnPnTrq6urj88svDbW688UYMw2DXrl2veJt/VnHvvfcyMDDAli1b+LVf+zVmZmbC7+IxOLNYWFgAoKenB1jZ3LNz5062b9/O4OBguM1NN91EuVzm6aeffgVb/7OB9jHQ+NKXvkRfXx/btm3j05/+NLVaLfzuTI3BOVeUcHp6Gs/zlpw4wODgIM8999xZatXPLq666iq++MUvsmXLFsbGxvjsZz/L61//ep566inGx8dJJpN0dXUt+c3g4CDj4+Nnp8E/49D92un619+Nj48zMDCw5HvLsujp6YnH5Qzh5ptv5p3vfCfr169n//79/Jf/8l+45ZZb2LlzJ6ZpxmNwBuH7Pv/pP/0nrrvuOrZt2waworlnfHy8432iv4uxcnQaA4D3ve99rF27lpGREZ544gl+53d+hz179vCv//qvwJkbg3OOqMR4ZXHLLbeEf1900UVcddVVrF27lq997WtkMpmz2LIYMc4e3vOe94R/b9++nYsuuoiNGzdy7733csMNN5zFlv3s4WMf+xhPPfXUEm1cjFcWy41BVHO1fft2hoeHueGGG9i/fz8bN248Y8c/51w/fX19mKZ5nLp7YmKCoaGhs9Sq1w66uro477zz2LdvH0NDQ9i2zfz8/JJt4rF4+aD79UTX/9DQ0HHCctd1mZ2djcflZcKGDRvo6+tj3759QDwGZwof//jHufPOO7nnnntYvXp1+PlK5p6hoaGO94n+LsbKsNwYdMJVV10FsOQ+OBNjcM4RlWQyyWWXXcYPf/jD8DPf9/nhD3/INddccxZb9tpApVJh//79DA8Pc9lll5FIJJaMxZ49ezh8+HA8Fi8T1q9fz9DQ0JI+L5fL7Nq1K+zza665hvn5eXbv3h1uc/fdd+P7fjiRxDizOHLkCDMzMwwPDwPxGLxUSCn5+Mc/zte//nXuvvtu1q9fv+T7lcw911xzDU8++eQSwnjXXXdRLBa58MILX5kTOYdxsjHohMceewxgyX1wRsbgNMS/Zx1f/epXZSqVkl/84hflM888Iz/ykY/Irq6uJcriGGcGn/rUp+S9994rDxw4IH/yk5/IG2+8Ufb19cnJyUkppZQf/ehH5ejoqLz77rvlww8/LK+55hp5zTXXnOVWn9tYXFyUjz76qHz00UclIP/sz/5MPvroo/LQoUNSSin/6I/+SHZ1dclvfvOb8oknnpBvf/vb5fr162W9Xg/3cfPNN8tLLrlE7tq1S/74xz+Wmzdvlu9973vP1imdczjRGCwuLsr//J//s9y5c6c8cOCA/MEPfiAvvfRSuXnzZtloNMJ9xGNw+vi1X/s1WSqV5L333ivHxsbCV61WC7c52dzjuq7ctm2bfMtb3iIfe+wx+d3vflf29/fLT3/602fjlM45nGwM9u3bJ//rf/2v8uGHH5YHDhyQ3/zmN+WGDRvk9ddfH+7jTI3BOUlUpJTyL//yL+Xo6KhMJpPyyiuvlA888MDZbtLPJN797nfL4eFhmUwm5apVq+S73/1uuW/fvvD7er0uf/3Xf112d3fLbDYr3/GOd8ixsbGz2OJzH/fcc48Ejnt94AMfkFKqEOXf+73fk4ODgzKVSskbbrhB7tmzZ8k+ZmZm5Hvf+16Zz+dlsViUH/zgB+Xi4uJZOJtzEycag1qtJt/ylrfI/v5+mUgk5Nq1a+WHP/zh4x6U4jE4fXTqe0D+/d//fbjNSuaegwcPyltuuUVmMhnZ19cnP/WpT0nHcV7hszk3cbIxOHz4sLz++utlT0+PTKVSctOmTfK3f/u35cLCwpL9nIkxEEGDYsSIESNGjBgxXnU45zQqMWLEiBEjRozXDmKiEiNGjBgxYsR41SImKjFixIgRI0aMVy1iohIjRowYMWLEeNUiJioxYsSIESNGjFctYqISI0aMGDFixHjVIiYqMWLEiBEjRoxXLWKiEiNGjBgxYsR41SImKjFixIgRI0aMVy1iohIjRowYMWLEeNUiJioxYsSIESNGjFctYqISI0aMGDFixHjV4v8P8XlES1Ady1sAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "coords = jnp.asarray([[[125, 40.0], [185.0, 75.0]]]) # BxNx2 [x,y]\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "ax.add_patch(plt.Circle((coords[0, 0, 0], coords[0, 0, 1]), color=\"r\"))\n", + "ax.add_patch(plt.Circle((coords[0, 1, 0], coords[0, 1, 1]), color=\"r\"))\n", + "\n", + "ax.imshow(transpiled_kornia.tensor_to_image(img))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DMI_R1Sb1gi7" + }, + "source": [ + "## Resize points and show" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**NOTE:** This cell will lazily transpile `kornia.augmentation.Resize` and `kornia.augmentation.AugmentationSequential`, which can be computationally intensive and can take a few minutes. Time for a snack break! Grab a refreshment and come back to a freshly compiled augmentation sequence." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "id": "27sffEJy1gi8", + "outputId": "26cd724a-d048-41b3-c06e-8a7986565e00" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/creation.py:89: UserWarning: Explicitly requested dtype requested in asarray is not available, and will be truncated to dtype int32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " ret = jax.numpy.asarray(obj, dtype=dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype requested in astype is not available, and will be truncated to dtype int32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n", + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/data_type.py:156: UserWarning: Explicitly requested dtype float64 requested in astype is not available, and will be truncated to dtype float32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " return jax.numpy.astype(x, dtype)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "resize_op = transpiled_kornia.augmentation.AugmentationSequential(\n", + " transpiled_kornia.augmentation.Resize((100, 200), antialias=True), data_keys=[\"input\", \"keypoints\"]\n", + ")\n", + "\n", + "print(resize_op.transform_matrix)\n", + "\n", + "img_resize, coords_resize = resize_op(img, coords)\n", + "\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "ax.add_patch(plt.Circle((coords_resize[0, 0, 0], coords_resize[0, 0, 1]), color=\"r\"))\n", + "ax.add_patch(plt.Circle((coords_resize[0, 1, 0], coords_resize[0, 1, 1]), color=\"r\"))\n", + "\n", + "ax.imshow(transpiled_kornia.tensor_to_image(img_resize))" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "-pUKUrhC1gi8" + }, + "source": [ + "## Crop image and points" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now let us define a center crop augmentation sequence to resize the image to a smaller size.\n", + "\n", + "**NOTE:** This cell will trigger the transpilation of `kornia.augmentation.CenterCrop`. However, since many dependent objects were already transpiled in previous steps (e.g. `AugmentationSequential`), the transpilation process should be faster due to caching and reuse of existing transpiled artifacts." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "LHNhyloz1gi9", + "outputId": "3e4e081d-85cf-4732-9435-4d03b963b5d0" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "None\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/ivy/tracer-transpiler/ivy_transpiled_outputs/jax_outputs/ivy/functional/backends/jax/creation.py:89: UserWarning: Explicitly requested dtype requested in asarray is not available, and will be truncated to dtype int32. To enable more dtypes, set the jax_enable_x64 configuration option or the JAX_ENABLE_X64 shell environment variable. See https://github.com/jax-ml/jax#current-gotchas for more.\n", + " ret = jax.numpy.asarray(obj, dtype=dtype)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "crop_op = transpiled_kornia.augmentation.AugmentationSequential(transpiled_kornia.augmentation.CenterCrop((100, 200)), data_keys=[\"input\", \"keypoints\"])\n", + "print(crop_op.transform_matrix)\n", + "\n", + "img_resize, coords_resize = crop_op(img, coords)\n", + "\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "ax.add_patch(plt.Circle((coords_resize[0, 0, 0], coords_resize[0, 0, 1]), color=\"r\"))\n", + "ax.add_patch(plt.Circle((coords_resize[0, 1, 0], coords_resize[0, 1, 1]), color=\"r\"))\n", + "\n", + "ax.imshow(transpiled_kornia.tensor_to_image(img_resize))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conclusion\n", + "\n", + "In this tutorial, we demonstrated how to leverage Ivy's Transpiler to run Kornia's image and keypoints augmentations in JAX. We showcased the application of various augmentations, including resizing and center cropping.\n", + "\n", + "### What's Next?\n", + "Want to explore more? Dive into our [documentation](https://www.docs.ivy.dev/) for in-depth guides, tutorials, and API references. Your feedback is invaluable – join our [Discord](https://discord.com/invite/vKqazsCK2Y) to share your thoughts and suggestions." + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "multienv", + "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": "3.10.14" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}