{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Similarity-based Saliency Map (SBSM) Generation" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Introduction\n", "This notebook contains a working example of the Similarity Based Saliency Maps (SBSM) API for transforming input images into saliency heatmaps based on their similarity.\n", "\n", "This will necessarily include the use of a deep model for feature vector generation that we will be determining the saliency for.\n", "We will fill this role here with a PyTorch Imagenet-pretrained ResNet18 network truncated after the last global average pooling layer.\n", "\n", "### Table of Contents\n", "* [Set Up Environment](#Set-Up-Environment-similarity)\n", "* [The Test Images](#The-test-images-similarity)\n", "* [Feature Extraction Model](#Feature-Extraction-Model)\n", "* [Saliency Generator](#Saliency-Generator)\n", "* [Generating Saliency](#Generating-Saliency)\n", "\n", "### Miscellaneous\n", "License for test images used may be found in 'COCO-LICENSE.txt'.\n", "\n", "#### References\n", "1. Dong, Bo, Roddy Collins, and Anthony Hoogs. \"Explainability for Content-Based Image Retrieval.\" CVPR Workshops. 2019.\n", "\n", "
\n", "\n", "To run this notebook in Colab, use the link below:\n", "\n", "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/XAITK/xaitk-saliency/blob/master/docs/examples/SimilarityScoring.ipynb)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Set Up Environment \n", "**Note for Colab users**: after setting up the environment, you may need to \"Restart Runtime\" in order to resolve package version conflicts (see the [README](https://github.com/XAITK/xaitk-saliency/blob/master/docs/examples/README.md#run-the-notebooks-from-colab) for more info)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sys # noqa\n", "\n", "!{sys.executable} -m pip install -qU pip\n", "!{sys.executable} -m pip install -q xaitk-saliency\n", "!{sys.executable} -m pip install -q \"torch>=1.9.0\"\n", "!{sys.executable} -m pip install -q \"torchvision>=0.10.0\"" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# The Test Images \n", "We will test this application on the following images.\n", "We know that these images contains the Imagenet class of \"boxer\" and the superclass \"dog\"." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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qsD7b+fU28xo16qGVCh+m7ivlcdj8wwmZ1aOHftYx0eiVn5O+tvPfsfQU8twNbCwc1ySevxbr+tdNj2z41fFL4C/s331vpPxv+LJ8PXNyVFst7oVyFlywHy/LubrnhTwCayPh/wDHP4HfF6+utK+FPxNs9bubYDdbiF7ZpP8AcFwE3d6+Rv2bPi948/aE+IupeIvi54Asr6ezjla0Gpu12kU6yCMExyFkB4Y5ABNehfEf9tH4g/Da0bQ/iV+x14G12whDx2urzeHoY5TGO6yqVdOcc5Br3sMs0nlTryklO7suRSVl3tJb90eRiKWWU8eqCi2rK75rfddfgeyfCnwz4l0jxp4l+Ht54T1e1Os+I7jUvC9rd6bNG13DPBDNc+WGX5it210xA7MD0Oa+QfGf7CP7Sdj8P/8AhZieCre5095nje3sdUgmuYioOd0KOXH5ZHepvGX/AAUU+MnhPSY9R+EHiDU/C1pcApbaO+pm/tbdiAC0EsjM4UnhkLMBkEbcV8F/En44/tdw+Mr6LQPihrWnxaqxmdbTUJIhc/PhIoyhyMbgMccAVwSwuYcQyjTqQjCUb7t63stvl+J6GHrYfIuapTblGVuna/X5rue2eJLC90nUV0/VLSa3mjZVkhmQoyYI4IPSmX53febHz4+vSvFp/wBqj4xaDa2fh746z3OtW9moOn6lcy+ddRxn+Hzm+aWPjgMSV5xxxXqGn+JtK8T6TDrej36zQTlWjde444PofavGzHJ8Xlkkqqun1W3ofQYXNcPj4vkdmt09yPUpFWZVIJ5bJ9uKwNeCnftHIm6n8K1tSmQ3PysPlDcn8KxdcYKZMN/y05B/4DXLTjY64yTlqXgzPo104+XNk2Ce3y18ytgy45P7wY/OvpfOPD11tfH+gkcn2FfNUgAm+Vf+Wgr6nIU1Tn8v1PKzZpxp/P8ANHokyoIo2zn/AA3VBa24WWZgOrDirTRq9mN3UKcD8ajtjwzFQPmBqU3qErEMifwsvO7j2qFEOWYKOT/WrDYxnIPzcAfU0yBQrbiM5QHrz1p3aGrGlo0YGn525y+cntzVi5+ZHBHOO/XGTSaWGGnKEXnvj61NeIVLpnBI6EZ71yt3myjL8eRsvhLUW6406XqP+mRr7u+B1m2mfCHwxFIAAmg2vPoPLU18JfEDcfB2ogHH/Etlz/37NfoF4Wt49I+FlgOB9m0GIc9tsI/wr6jh2LdOb8/0PjuKpWnSj6/mflb8dtQ/tT4m6vfs2fO1G4fP1kNc3pCpHpd5O6gqEJP4AmtD4kXH2nxRdS55eV2P4sTWc2IfBl9cHj93IP8Ax3H9a+nxKvUt6Hg4X3ad/X9TzeKO3hk3oh4OcEZr+8ev4NXcAnaPpX95VezFWR4z3CiiimAUUUUAFFFFAHl37SXxt8VfB19ETwzp2n3H9p/afO+3RO23y/Kxt2Ov985zntXmsv7Z/wAVIV3S6D4fHPT7LP8A/Hq6j9s2wW9n8MOf4Be8Z9fI/wAK+d9UiuBcGJ3OB0rspQpygrolt3PXk/bW+JrHB0HQf/AWf/49Uiftn/EtuuhaD+FtN/8AHq8VWFgcBqmj3qPlOa0dOkugrs9pT9sn4lMMnQ9C/wDAab/49UiftifEdv8AmCaF/wCA03/x2vGY9+MsetTRhyMZ/DFS6dPsF2exr+2B8RW/5guh/wDgNN/8dp6/tefEM9dF0Qf9u03/AMdrx7DAgBvqKeNwPJpezp9guz2EftcfEI/8wbRP/Aeb/wCO08fta+Pycf2Povv/AKPN/wDHa8dUv68ZqVTJjr9KPZw7Bdnr6/tY+Pzx/Y+jf+A8v/x2nj9qv4gYy2j6N/4Dy/8Ax2vIEZyQB+OTUzSygYznij2cOwXZ60P2rPHvOdJ0b8LeX/47R/w1X49xn+yNG/8AAeX/AOO15IGlPU0oeQjBNHs4dguz1s/tVePB10nRv/AeX/47QP2qvHv/AECNH/C3l/8AjteSb5ScD+VCtLjij2dPsF2euf8ADVPj3r/ZGjf+A8v/AMdoH7VHj0jP9kaP/wCA8v8A8dryQtKSATSrJJ93NHs4dhXZ62P2qPHZ5/srR/8AwHl/+O0n/DVHjz/oE6N/4Dy//Ha8kMkx5zSCWbJxS9nDsO7PXT+1P49xn+ydG9v9Hl/+O0h/ao8eDppOjf8AgPL/APHa8lDz45NNMkw43UclMLs9cP7VPj4H/kEaN/4Dy/8Ax2kP7VPj/HGkaN+NvL/8dryVjcIAzZpPPkHJzil7OHYLs9a/4ap8f/8AQI0b/wAB5f8A47SH9qv4gYyNI0Xn/p3l/wDjteSfaXPAz70hllPAOKr2cOwXZ63/AMNWfEH/AKBGi/8AgPL/APHaaf2rviGP+YPon/gPN/8AHa8pEsm373tTiHCZzn0pclPsF2ept+1f8RQM/wBjaL/4DTf/AB2mH9rT4iDg6Pon/gNN/wDHa8nknmXK9fWoJJ5TznrT9nT7Bdnrp/a3+Io66NoY/wC3ab/47TT+118R+2jaH/4DTf8Ax2vH3uZuwxTDcTeh/Gj2cOwXZ7A37XvxJH/ME0L/AMBpv/jtMb9sH4ljj+xNC/8AAab/AOPV4491IPlORUT3sinHNHs4dguz2U/ti/Ewf8wTQePW1m/+PU1v2yPicDhdD0H/AMBZ/wD49Xi7Xzk8g8VC19KTgDoe9P2UH0FdntbftmfE8H/kBaB/4DT/APx6o2/bR+KK9NC8P/8AgLP/APHq8Ulv5QOM1Xkv5AOc+9NUodh3Z9Wfs9ftC+NPiz41uvDniLTNLhgg0t7lHsYZFcuJI1AJaRhjDnt6c17HXyl+wzdvP8XNRRhx/wAI5MR/4EW9fVtctaKjOyKWqOO/aIRpP2f/AB0iDJbwdqYA/wC3SWvyQ8QxtJpkpQcx/MOPTmv1z+Px2/Anxq2M48Jalwf+vWSvyh1S0UmezzkEMPcivms5dqsPR/mevl38OXr+hlQwm506SKQcspIH1XP9DWz+yZrn/CM/FHRb+WQKtrr8ccmT0jchW/QmsvQC0tpGrHlodp+qtg/zrP8ABMsmleL763jOGR0mj+qt/wDXFfOTk4NPs/yZ60UpTSfW6+9H1poegSaN4s1mxh2o1lrlzDMCT80J3MgH0ZgfoTWlqv2dELTIGZSQpI6ZHNVPEPizQrHxveeJr28itrbXdOsr2F5pAilniAIye+5T+Vc14s+JXh+1eOO11aKZpC2FgnjPPGMk5AHJP4V6LcFE8Nwk52W/9f5Gd4/SwsfDd/EieWETcnlsV+Qnpwexz+BFcz8Kr4XXw91DTySfIMUoyc4Hy8/zqj8UPiBoM3h2+k1C9LRxBU2CZWaUNgcbcDrg4PXis39nrxXofiZ9W0fQ7hnH9nsjRt95CA23j8jWlGScJWM661R0XjrUV8QeCm0GQgidZbQr22yoU5r5U/YC1N7T4hfEXwzMANz6PqESZ7yQ3EUh/OBK+i9Y1F4omcZ2Qywy/ir/AP16+bP2eIovBv7cXibww25I7zwxexRr2d7XU49n1IjmeuWvaVOfo/w1OnAS5cTE/QH9nm6RYb61KDeJC2728xyB+TCvTdQtU1bR7rTnXKz27xsCeoZSD/OvHvgFeeR4lu7Qc+cm/BPQbEAP5q1ezwY2MFOCTmvFXxHsVU0z887qFraZ7dxho3KuD6jioN2CenWuh+Kmlf2P8RPEGlgAeTq9yqLjt5jEfpiuWef5CA3K/eram7o6pfCfVf7JOp/AH4X3mnSar4jtr7xJqFvHNfjPNqjxxyrCvp8rDce5yOi1+bX7bfhcfHD/AIK0fEj4afBkRHUPiF8QLHQobuJty2gFlbLeSH0wxcHtkV1HjbwF4t0/4/8Ag743eCdRnMNpq1pD4i05JiPOtfNQNIv0Tgr6KCOc5n/4J7/Afx548/byh/aksSiXHiDX2ubO0kBka2M10paVgw6lEY/QiufC1XgcTOcpXck7d+ZuyXpb+tTrlBV6UHT0tvr0Wr+dxn7d/wC1F+wt8I7NP2RPhHqWtazdeE7BNK1Ce2gdbOCdRgxCRT87Byd3G3eCK1v2IPhp8fP2ndCm1Xw/8Ijo/g+y0+P7V4rv3Nppq7Mh386QKrcbchCWznjrX0V+y5/wQ0+Fdr+0PqPxY+KHie91q20zXnuvsKy8axJO4lVbpfKA3CfzCSpKhEQ4BBNey/8ABVfVPif8E/2ddQ0fwzf+H7TRLXRXtPCejQXI063ivyu2FnTZsaKAbXVc8sFJHSvawuSZfSoKcE5c+rd9L9/K7vdLzPMxWbYuVTkqSXu7K3Tzta7XTY+ZNOtfgv8AsyXl23iD4j6QcPEbu609LhoAWdiOWiHX5jk4HQ9K8X/4KiftKtf/AA00yx8E6haRWF5tV72KTMU6lSwfcAep2gfjX58/tM/Hb9ou/wBSvPAviH4leI9SWIWMOrai5uY01WVIGD3AMwSRlfeSNyjcrbsDNe9/sNqv7QHwWuvgT8YvDd3d6TO0i2up3DbHs5BtMbRMfvZyQV9icV7awDp0klsnt5Hhyxbq1nKZ5x8Kv2hvAeh6WfDHjnxxp9ys7bpLSdZcnIHy8jauOcEdePatr4s6BaQafb6noDefZoyalpc7DcyIrfPGeu4rwfcYrx39pj9n+5/Z1+JGqfCbxjfytp2UvNMuorXJuyQQpL8FDgsuD8vtkZr2L9nbQfEd78M9H0TxBZyLC3mNZTy/MTG3yYOf90ce2e/Hl5jhKeEksVSdnfVbb9vTqexl2InXX1eeqtp8u55f8QNe0rx38Fry0uYtmo6Ne+dbybsLJBLJtIX2+YHqcYNc38G/itqfgyaHTp2aWwnK+dED908fMK2/F2nJZW3iPSGtX2RRtCjwkAIRck7WyOR1x6Y4rgtLmsNC09LzUCTIsf7uIH9a3r06OPwzjJXi/wDIqlWr4XEqd7SXU+lv7VTVYor20n3RyAlWDdQQKqatKyiRTzh/8K+Z7L4n+PNNZ103xNcwRmQssSvlVyewNW2+NnxMUfvfEjyc5+eCM5/8dr5V8KYqM/cnFrzuv0Po6fFGFsuaEr/Jn0xLetHo138gx/Z5OMc/dr5ykP7/AJbrIP516F8HPiR4m8a+G9en8R3UUps7TbEVgVeCjenXoK8a1/xkdHYOVVmDjYh/iNdWU5fXw9WpQeslbbzVysyzGhUwlGvqou/rue4SowhXggYOPaoIFPkbicHAz78V5kf2j9X2AT+HbVxsI+WRh1/Oktf2jAiLHc+Exj/Yu/8AFa0eTZhFP3PxRy/25l8kvft8mekuACBu+n602DeIy55OMA1wKftCaI5An8PXSkDB2yq3+FTWvx28IspWSwvU44Plqef++ql5Zjkv4b/D/M2hm+Xy/wCXi/H/ACPVNIcPYxlkO3uSf9o1NcB3lOUH3cDHcZ71w2k/HX4frbxwSXdzFwMh7Ynv7ZrRT4y/DyeVmj15VBBwHhcd/wDdrzp5bjVUb9lL7jrjmWBltVj96Nfx3AzeE79AfvWD8fVSK++/Ftwmj/CfVpiwUWugT8jttgavz01rx74M1zRJbHTdftnnmhEccavyzE4AA9ea+9fj/erpfwH8U3KNgrocw6+q7f619Lw/QqUqU41E1drdW6HynEtelWxFLkkno9mn1Pym8Zz79cnbk+/+frVLxDcfZfhzdP1LocD3LqtS+J3J1mf/AHgB+QqxJ4ls/B3h2DW7/wAK6ZrUe/adO1gSm3k3buWEMkb8YyMMOQK96qr4hLzR5NL3cM3/AHWeZeGGk1Ow1DFnbySSIkUDzK+YWLbiykMBnClfmBGGOBnBH941fwkeE9SfVr7da6UIUuLp/wDRrbPlR5OVRNxY4HQZJPuetf3b16yerR44UUUVQBRRRQAUUUUAeOftb6Wb+30K4EpUwm64HfPlf4V86atYTxz73OQT1r6r+Pfh2HxDHpcczkCPz+h658v/AArzWL4S6XK4kn+YA59c11U5JQRD3PI9I8L6jqsyx29uSD1bb0qzrvhSXRNqTxnJ7ivc9M8K6XpMYW1tl6elUdZ8BWev3Be5VeOoq/aXYjw2O0GBwfrU8Nqzn5e1euS/CjR4kKrEucccVly/CJlSSSEn/ZHpT50B52YVX5T170q24ySBXY2/wm1ueYrnjdwdtaGsfC2603SwYo98mOelHMgOCjtySBUospQm4RE59q62w+GOqzQrJKu1upHpXS2Pw6t3sxDPGCw/ixQ5JAeXRwESbGBBB5HpUxthkYUHjtXo998HkCebbZBJ421WsPAy6fBvubCG58yQCNzJgt/sj/61S5gtTgGtZFXlSPUUggbvXfaz4QttYkjks9RC7QTOvlbnBzjAI68jGO341BN4I0iJI3u51SMAn5JTvcA+m3H5GlzIdmceml3ksJmS1dlxncF4qH7OVbaV+teg7dLa3ij+ySwwKuMFTuUA4znPTGDWfr/hewNrHNo9uwY9CzABh6+mP1o5gONaJgenFKIjnmtqXwvq0Sb3tyVxnKfMPzqk9jMjf6snHXjpTuhFTyh6UohBHOKvJpV/JH5qWzFcdQKm0awW5vVSeMhd3ORSugM+OyklbywOvfHSppdDuYpAohLE9MCvTfDXw202eZL914/SuoTwToQcOY1JHqKlzSHY8a/4QzVJ7MTG3YDqcDmoV8C3zwNK0mPbFe6yabpSQfZxEuMdq47xjoVrpVrcavcalDaWVvE011cXEojjijUEs7MSAqgAkk8ACkp3Eed2fgpZXAaZuvTFaV98LLtbYT227A5Oa8p+Evxd+JX7ZGqXzfsq6tF4e+H1jdPaz/FbUdLFzJrEyMVkTSbaXCPGpBU3cwZNwISN8Fhz/wC2p8fJP+CXfwTv/wBoDXv2wvEvj64s2RT4C8W2Gn3C6w7SKpjhlsraB7B8MWEjl41Cn905wKPaeZrCjUqX5U3beybt62WnzPXpfDUqXItI1LNnHStiy8DQwWhvdWuY4EyFVp5AgyeAMnuT2r57/ZO/4K8/ssftl6/HpvwwkPhu9Om/bJ7Hxc0cV1J8qlkg2sYn2gk5LjOwjAyK7X4j/GLwh8VrEeHPD/iSeJ/tUTw+IdS1aPTIbcliGMauWMkqKQ2wJsYnnrxpTtUduZL1PSjkmZOlGqqM5wavenFz3vZNxTinpqm7rqkztdd8Ly2czqqEMCcAjrWSdKndSPLwR1yK8a8U/wDBQCw+Bukal4j8Uxf8JNY6fd5v9MaOO3uYoQGM0tvLGzxSBSMiPjcAdpHQ9b4a/wCCk/7MHi6wgvH0fVraC6iWW3uIVimRkYAhs7lOMH0qqKnXT9mr2PocT4c8Y0KvJHCSn7qlpbZ+Taej0dk1frqjtH0e8JAW3Y59Fq7D4G1We3M5i2jGcEc1J8Pf2m/2XfElrcyaf8RoRNbwtM9ndW8iTsoGTsUA+YfZcn2rqvAfxu+CHxRvrnTPBfj7Tp2sbdJrqMXKqyIwJyQTkfLtbnswqak3SnyT0fZnzGNyjNcuqOGKoTptdJRa/Nf5nnl1oOoRM3+iMQpwTis66heN9ksZBx3r6G1Xw9pllCS9oDkfMxXpXm3jzwpZZF7YgD1UDrTU02ecebS5ByFqJmZsZStq404ebsSMk54GK2NB8AyXzrJdRkKe1U2kK9jjWiUjBSo3hTrs/CvSda+FsKxh7VgCR2plj8Gp7pVkkJxnnApKSC5s/sNIq/FzUcLg/wDCOTf+j7evqyvDv2Z/h5b+EvHV3qUaYZ9IkjJx6yxH/wBlr3Guas053Li7o5T48bT8DvGe8/L/AMIpqOfp9mkr8sNQsxHdHcBkjr/n6V+pH7RkjRfs9+O5V6r4N1Qj8LSWvzF1ZVm2XQHDgMD7EZ/rXzOdfxYej/M9jLvgk/P9DltIjEM81oFx5V04GR2YZH64rMdRYfEaI9FuomU/lkfqK1nP2TxDMFH+tiSQZ9VPP8qz/HSf2frmmar0EdwoZsdt2D+lfPVle/mepF8qT7M9p+JWm2Pi74F+G9T1EPiPSpLVnTkq1vcZB/74evIbHwho8cwFtqxlEhwTNGc/pXtPhmE+IfgDeaQgDSWOryIgJztW4tyB/wCPKK8VlvLvT7uO2+wOjjkqc5XPIGcCuijUi6abV72/L/NHDXg1Wkk+r/z/AFF8d6Xo+leEPscl5Apk/cliGBBIO0/UNg/hWp+y7pV74M8UT3kltZNBqbrCk3mDzFGGb5VPO0lSM1y/xQmlbSLSOS24a5Ukbv8AZz/Wo/hVq7aXrsN7M77Y9YiBAY9MEfyavQw3sXC8V37nn4jn5rSO+8URxward6aoONsqEf7uW/8AZa+dL+Y+HP8AgoD4X1cfLFqsl/A/+19o0ozj/wAixj8a+iPiNcLB49bykys1yGAB7OB/8VXzb+0k6+GPjt8N/HEwKpbeItGe5fp8gvHt5P8AyGQDXGottx9V+DQ8PLlqp+h9vfCO/wDsfj22YDHnQov1wZAf/Q1r3u2fcvP92vmvwdctZ+KtKu3k2lSyH3JeM/yVq+jbVyYwRwcdK8NJqR9HWtufG/7UWmf2V8b9cXGBNJFOpHo0SE/rmvMZ2IzjHX0617V+21YG0+K8F90F1o8bZx1Ku6/yxXh87MSdzdPetaZqnekmMCxbF86MMjNtKsMg+1fbf/BMn4WeDLLxtq3icWMEd1C1s1mm0AQqyyghABwPu/oK+Jra4vGlit7aFW/fgKphDl2b5QoBB5z6c1+mH7M/wWHwN+DNy2qXefEeuWcbyE5zA6Lu2D02En8RXRCEPaqbjfkvP5R1/wCB6mEnU9m4xdub3fm9P68j2fVb3TPh5aXeu6obaKzt7KW5umVTuaRFLEkd/lX6ktX4if8ABVb/AIKa+KdW8VXvw38EWjXnilZZXvb+4CzPocbhSYId2EgKqoEjAZ3ADdwK/UP9v/8AaStfgp+zBrXxWllgf7H4a+2RwzPgS3VxmOCMAA7j/rX25wPKBPGTX88h0rx38QdB1n4m3zXkMWqXzXGuX1uSJCpJeKJMknGD3JA5J5FfT01CclFL3FZr56/db82eLaort/E9PuOT8LftO/Ev4fXs2j6lr1n4igutan1W7Otae1wtxPNHBDLG/njc42W0QBwO+MGvrX9iGXSfiz4Gm8eRw2dvNHqsontYBholCDt2yW4Hp3r5B1f4O23iG3SXTLO6S9kXesUo3F9qZ3bsDk4JOcZr2j9hbWvEHwg8YeIPBupKbV5j5d8pj5QIfvAEgAkNkH3zyK7GoS1iZKLhdzXQ9l/az+G+g/ETVLLU9b0aO/ntYGs5Y8DLqWUoc44Kswz0OC1WbD4V2Oh/Cq1vmSJG0223ySRoFCg7sY9gBxXXQ21p4v8AG80HnKVW3WUiI8OShI/HMeP171mftL+KbDwB8Kbz4dadeqNS1C6js7X+8iY5LenVv1r4/NvaOrLmfu9D6PLHBUoqK16+h8n+B/BeieIf7Tutb09Jk1S5lZnkXJWN3OAv904IORzk+1eI/tE/s6eIPAniyz0bwZdza014skuyYIjqoKhVA3Dd1PP6CvqXwxBZWQTS7SEFxsiiQ9lHHPrwM/h7143+1tNq198Rv7YsQwttJt4kRw33pCSXAI5GBt59cntXLgMXXp4m0Xp2e3Zf0j0cVhaVaHvJ/Lc+cdR8CfFfSnK33w8vhg4ysJP8s1lXS+IrEFdR8J38RBwS8LcfmK+jfD3xDW8sbW41eZ3t5/liupRh0YfKUf6EEZq5rASUhkAZWkYhs5BGa658Q4rD1OStQXqnIilw5hsTDmpV5fNRf+R5x+znqTHwp4naS1kT/RslXXBOIpK8L1TVX1XUWu7liBn5Vx90V9bSGS00+URxqFlsZAfl6/If8f0rx5dF025vI47rToZN0q5DxA963yzM6Uq9Wu4fFbrtZW7DzTKarweHw6qfDzdN7vyZ5j9rtGATzunqDT1ntM/LKte/Xfww8BXFu7y+FbJcRnBSILzn2rHh+EvgCWJn/sFFIY8iRu34+9d0OIMFNawkvuZ5cuGcdHacX96PGxNC33ZlP409GjKnBHtXqlx8FvBNwGmEE8ZZCcRz+3oQaot8C/C8oY2+oXabVzgup/pW8c6y+XVr5f8ABMJcP5mtuV/P/gHCW4QpjHp3qTeN2wnFdw/7PtkEV7XxHOAcZVoQfw4Ipt58C7+K5EmneIUQIOFeMnv9a0jm2Wy+3b5Mxlk2aRX8O/o1/wAAzPhVa3F18QNLnt4UdrK+t51WSMMrSCZBGpB4ILEcema/Tj9r++Fj+zb4lkU7Wlt448+uZU4/nXwf8DfhpcaN478O2V3cxT3Gp+LdLR2jXgRrdREjn2DE4r7Y/bvmNt+zrdWysd8+oW8aADqSSf6Vrha8MXVlKDvFNJfLc48dhpYRwhUVpNXa7au34I/M3xIsv9rzNKjDL7hkdR2NZvxNDR+ELCxXJ3yq5/BSK7P4nz6VpmtQWsdgs1wIOUkJCBRwC2OT34yOhrj/AItSEW9hCBtB3ttXoOF/+vXRKFsXFX63CNRywUna2ljG8EywabYPExgjmlnQo7jBC4O4hs8EYHHfPtg/3WV/Ed+yv8Ifhj8W9R1iz+JPj6PRRZ26SWha8iiMn3t3+s+9jA6etf2416UVY8u6YUUUVQBRRRQAUUUUAcn8UYfOFiM9PN/9krmLSz8tcN3PWup+JhwbH/tp/wCyVzAu0j6nFbQ+Em12TrBbAY9KguhGqb1TB7jHSpIp4pBkE896dKkPlbnIA6de5OB+tUDRQMZnQOoJxwas2NtkFpF4AzVmK3xHjdgfT9KnijEfIHXqKBJDIrKJlVjGFOMgHqDUU+nJMCXAce9WcFQcMSSTznpQrBuMnggMMUA0Yl1DcRybFj+UDoBVi1dYdpb5mZcrgZGPXjtWnIAJDuiUfKMMG7/lWPd6qJzJPp7j7RFjZHJIcMM4J2n2zQCWpR8T+OjoN0tkliJm+91I+XgfnnPFFr4guDHJf33lInBWLacgY9cDnPbFNnE2oONRt9Ka6kkcqJI02qpxgk59/wA81g+JbfVV16PSr+KbAjDI8J3KcnueMnIz7UFWQ3Vbab7dNcWcLyRsoEaTMMA/eB9eP6dKpLY3MsDyuYhGuMGSPIz68c5LemKj1K7NtcG2a2h8qNyqoWO5QQctnHJOPTgDrUuj2Wv6qwa5012iMYEcJk3bMcA7s475xQJl3RHvyjPd3gmKvkqsQ+QA8g989s1pS6Nbajsdo8oCOQ4AXJOVx1/Kn6bpU2lWOy9Chy3O3ofTJ+lSxCJs+UpRZB824Z6fpQNbEuk2xghaPUUjm3yHZJE3yhAPRjnOeO+evtTY/CFhe3rSG1CRjkkr970xzx36irFv5MymCQDzWX5VI+Vv0470jrrkyiya/EJQMPNiAwR2zkfToaTuJo1tP8M6IlubYW689Riqdz4G0G0mFz5CjnoB0r54/ah/4KZ/A/8AZDistD1fUU8V+Iry7SJdH0a9j3xRMJcyyMSQqqYWUjk7iAcda+afiH/wcY/DbSLnWLPSvhTdX5tbxP7Nj+2LEZYC6ZMjEFVYL5uQD1Uckc1xVcdhqM+WUtfvO+hlWPxMFKENPOy/M/TG3S3ggCWo4AqMTSs5jJOPWvi34kf8FPvGN5+ytp/7Q37MPw80/wAVLqFsz3cc80hj0VogrXH2nZg/J8y4GDnB5ANeMfA7/gqd4o/a18B3765qFxofibR9ZWDV/CsO5WiQqWSRZFwrxNgbTtJJzn7pFbOreDlFNpW1tprtr5/npufS8NcDZhxJiPZQqwg7tWbblpvaKXTfVrTXbU+1/wBrv9uP9nr9if4ZXPxV+NHiS7e0huEtobLQrB725nuGVmWIKnyozBGwZGRflPNfld+2t/wWH0b/AIKVfF7wJ+yB8EP+El8OfCzX5HufHN1eQi1v9b8kPI1h8kjeXBtRAxz8zSjsmG+h/jVJoHxD0Dxh8PPir4fsDa3Eka3Wi+ImaW8OW6RsqqNwyGLfKcYK8ivhTU/gB8IPgZ8e7n4DaJPct4X+JSRSeBvGesIi3/hfxLDHmBFuC7MIGkPl7dw3JIDgFSTEKvtE1sz6nOvDatwrSoZrJPEYeMoOqkrNRfK73TceWSlyp3dn1s7r9Erz9oDXrLwrbfDfwDANE8O6X4aSHStD0CLdDaRpGuE/clNgABBL79vOdx5ryz4iaRpHxO0ix8PfFJom0bVtEmhuE1uZdRhlU+av+pQZi54UHLKcOD0ry34L/tLat438NJH8WNbbQvEWg6dc6Hr1lodgizQX9tviME6qYwfMIDM+Wysg5bGBzXi/4m+M/HOreFtP/Z9u4LHXYHvJJ7i6uIJ7XVZIQ7NCwuMRRuEDKEPyuY+xooYariKvLe3nrofv+Cw2QZZw5HGYKhF0Zw5koqC5lKEuskk2tObSdndSWzflOi/ArR/gR4/H7OyeHodO0fxvczXfwf8AH/kLFc6N4giAKWZu2wZYJCUiaNmI/eIwAO7Pt3wT/aP8QfFP4U2n/Ccazcr4j0XxJJpvijwVDBIiwXUW1ZnDZIRpGG0KqEgEcnGK8w/ag0ab45/ssafqPhb4gz3mrWc8mq6TpiJKjafdRbGWRT90PKAykLyCoz0GOd8DfFeLXvjl4D+OWkeIrPSLD44aVA2tX0r+UmleKNOYQXblkBaJXBE3AyS4PanOLlBp7o+IwlKnwD4h06FPTAY+7grPljNcyVrptatK8FdwnHkbSV/orxB4g1q+8Nay9po1hpuhPr0cU9tdPFNfWzlZdse5wJigXcGwApIGQDivkzwB4+PgO51n4b6b4iF/aeG9dv8AS7K+EboJraG4kSKQK/zLmMIcHkV71fazaarqjzXc1/4h8Sz+JMsgXzrbUYSefmBErySSewyrZzmvjP4neMbO3+L3xFudM05NPj1DxbKLewhdilvvVWaNS2WwuSuTz0Jrsymp7LEO/Y/Us+nLA5ng6kVa/tIvS104U2nq3OWsdJtRT6pSTv8ASHhfxv41v/Bp+KWkanHDZ2OqwWwkebbJJMfLcoq/xDaTnHTHOMjOX8Z/2sviVoH7U/iH4g+APEjWk8urR/b30q1WK3d1aIuXR8g75IFLYypPQKuAPFvCfiO5sdN8mKRp54VaaOPzMImcAykYIQYAAyPmOOgFZOpXsn2iK6khllaRtwiLqsi4AOSi5UZ+vPfBrzOKMTTxNWFKLvJX26dv1PzHxMxuFlVo0ZSUqseZuy+GMuW0Hvd3Tk+11ouv78/8Elf2t9S/bL/Zbl1jxrqtvdeItC1eaw1JY2JcJgNEzlmJdmVslgFXOVUfLmvoG9+HzXauhLEE96/ED/gin+2z4U/Zt/awu9L8aamulaF4rsVstQea3BVJFYtGSyn5RvJ+ZsfeOfQ/vVo+tabrmnw6npdzHPbzxh4pozlXU9CDWmX1pVcMuf4lo/8AP5n805zhYUMZJwXuS1XbzXyOHs/hJZwTefNECR04q/J4Wjt1CwxhQp44rsXZSD0qCa3jlBwK7TyeVHJjw6blgXPArUttNjtoAgTOB1rQW3WEnjgmlZol6rQCVjU+F8Aj8QzMFwPsTf8AoaV3lcV8OZFbXZVVf+XRjnH+0tdrWU/iNI7HGftGrv8A2evHievgzVB/5KS1+YloTdaBbycEiLaQPVSR/hX6fftCjPwC8cDHXwfqf/pLJX5f+Hhv0ya3x/qrjIwezD/EV81nX8eHo/zPZy//AHefqvyMDXoxHrVnc4IEm+JvxGRVX4kWxuvC8d2nLLtbgc8gf1rR8ZxGO0juVHMFwjH2AbB/Q0a1bG98JzwkZKq2Mj0OR+hFeDUVrM9D7Dsep/s66ius+CPENluGZ9Jtr5F9WikBJ/JjXBeJPDDy+JP7LsNTtpriNnEpeQDbsLADOMDCgda3/wBjnUUudbsNIkI23tneae+fUo239QtY/wATrnU7Pxje6F5UKwzPFKri3AbJQZ+Ydfm3flWuE9ly2n0v+f8Akzlx3OqvNHqk/wALfoc/468D+JroWthb6fBOHlzviu426Y6gNWTqfgPxf4c8FSa5D4auHlfUSwSJd7AqOvyk8dKx/ibr3i3wbq9r/YWmtudCN4Ut6c1meIPiX4+u/hXFG11fef8A2jKLiVFKjBEe1Rj0wT+NfRUYYL6umuZPto/0PBrTxHtWnax6X8T70PqOm6vHHt82yjchhjBXj8/lr58/b6spT4DXW7CTEtkbl4GUcgxvBOmPyevWtT8Rvqnwu8PateFzMLdoJmbruAXr75zXn37SdrF4t+Esqw/MzGMHP+3bTI3/AI/sryaseSq7dH+pvCXvJs+ldG1qLVE07X7RgYp5hPEy90kjbaf/AB9a+lNEu2m0yCUyAloVOffAr4t/Zo8TN4l/Zw8Ea+7Zx4c0vzmJz80CRJL/AOPRvX154DvmuvClnITyIApPuOK8KrBwqtdm/wAz6bm56af9bHif7edmFufD2tFMKVuIGb3+RgP51823Ug38N1r6r/bs01rv4Y6dq6pn7JrSE4/utHIv88V8l3UrvKIUGSe4qqSWtzSL/daHrf7DfgB/ih+034Y8PTWqy2Nnff2nqZdNyrDbqz88d32L9SK+kv2uf2xJvhJrTy2OuW8cOnXEiSwagpRZlZkDfNj5cJvIxxx0rL/4JNeB7DSNA8b/ABXvYA9wIo9NtCFBZRtMsgGfXMX/AHzXzz/wUN0xfiTrt94djZI5bmJg7RxgmMhuM9vrjsSOhrKnnNHK89wvt481KftI1F/clFQb+TfMuuj8jeOV1c0y7EqlLlqQUJQfTnUuf8bcr9To/wDgtx+0F4Z1n/glNo2p+CtbjlTxD4jtrRJ4zte4jj8yXZzkkKDyO3I9q+aP2HvglpPjD9nCfw54n0zy1uIhJayo4k8+J4lXd3AJHGB6D0zXz3+1n8RNStv2W/Df7N2r38sF5YePtT1vVLSSFhFbxPDBHGIzu+YOYncKoHMnqGxlf8E3/wBqf4xQ61afs0WdxcTaTrOoBLXbnfaRkl5grDkKRuPtk9K+t9lHD0J06U+eEdIy/miklF/NW+5njU6lT28Kk48spPVb2k/iXydz7o8F/svfAS3gM8fhuO/L2H2djcqMIASCBuzgnJHXJHevk/8AaY8MT/BD9pxvE2n2myPWbVjDCZMAtGuxgfUbSvpk/SvvK00TRfD5fSbLU0aKW2Rwt0RujP8AdPA6V+dn/BTf4la/ZftFWXgzXrKGO0sbPzNNu45WIuFlA2tg9B8u3HTIPUVyYXE1pVeSR2YmNJ0Xpuet/DDxHqEOpf8ACQBYQJ0jVUSTOVG8bskZHDtnGenfis39pDwHdeKPgdc/Hq8eX7aniuM2rucboG3I5VfrIDn0SvNv2YvHmrfFPxz4d+EukQubuZpIZGTnemMlsdjgn9K+yv24/hMnhX9mJfDekoHi0qMPMEGGdsYz+LGuPMIucZNx+FN/N6L7tzTAyVOpFJ/E0vkt/wBD4w0y4XQdCk8UXYaW6cCK1U9XcgAH9c/QGvOPi5oJu/C8qzgvLITI0jDli2ck/U16/ovgbX9YSO91qxe2hhgxb2x5CjHX6muD+JNjPcefbywYRTwAPTpXy0KvK01vc+m5GpHiUdl/afhi60U4R4gJ0GP4s4f9cH/gVZ3hzxHcWW2x1Al4FyFPUof8K6lbB4NZeK1J/eEhhjjDKxP6qPzrlLrQbm4vktbUEO90EBGcckivYtTxFNxns9TCEp0Jc0Oh1ut3ES6P50MwZHhIVg3BBQ/pXldgc6hErDP75P5ivbPCfwK1jxQbrTLTU1toEdUCOCcNtyW68feH5Vn+Lv2SfF/gyL+29P1q3v44JA7xqhV8A846g/nWeDjDD05RubYjFU684LqjImZRAwHGUyc/WqFhGHt2Yg53mnzXaFnwxHTIP40/T40FngnJ5yRXAk4RPRdnsV2RfL2t18s/lioI4zhyvGYzzj61cZfmJZeRGcDHtUcMYLFjn7vT161pd2JsXFhdUQ7SW44Pao5UPnSbh/Dx271dkjxIFBzkAEE9KiVPM38nIU8ke9YqXUfLZHVfs96YdZ+P3gWyEfCaw1wy+0VvNIP/AB5RX0T+3dOT8MNI04g/vNaWQqO+yN2/nivEf2P7RLn9ovRXkGTa6TfXA5zzsWPP/kQ17b+1zrWky6PpkzN9onsmme2tmTKPKQoVmPTanJI7nA9SPuMgjy4JS7tn55xHLnzRrskvwb/U/P34m6XBH45vJLlS0dmY4HCHlnAUFfb52Yfga4D4sysdTtosYCQMQPYuf8K9b1Kx+02Nxq0xZjJqJcyOQS5KStk+p715F8Sbe81LxIYbG3eTyrdQ2O2SWP8AOvY91YqLfZnlRcng5LzR6h8Gf2e/EfiH4aT+INIi0+O6vLdVjupcsFiaQEhxsK84BDZ4C4wSa/tOr+O/4ffEDQ9A+CANmt0VhsfuPZMI5WEQAUSbCMqxJIDYOec44/sQrlymeLqOrOu93orJWV3bq76WLxqoRUI0lstXrq7K/wCNwooor2TgCiiigAooooA5P4n9bEf9dc/+OVxeo28zLuQ4x1xXyj/wXr/aL+OXwCi+FifBf4l6h4d/tga6NTbT3QGcRf2f5eSynG3zHwRj7x618EeCP+ChH7Yfh+8gudd+O+u6rPcO8aWd7qUjD59oBdQRg8hkxgHnJIO03GcVozjq4ylSqcjTP2Ri8baBpDSLqOtQxiIkSEyA7ceuOn41xPxN/bA0v4ap/a1t4D1DXNKiVmvLvTJ18yFQQCRGwAfkgYDZ5Ffl78Sf+CgHj3xF4XuNIs72eOREFvcapOiR3E8hOWbZH8qkKuN7ZJxwEztX0/4P/tieCvC/gm28B3eqKLW10mAQz6lbktNOwLSOzEhWyrY2vlQME7jxV88XomSsXTlKyP0Xs/2q/grqXhG28X2vig+VcRhjZvAyXUR2hiHibDKQGB54xyMjmuUtf29fhb4h1eXQPBHg/wAY6o0Q+bUbLQQLZT6eZK6g59B1rxL4Qy6D418MRTX1/DPDcyhormCQny4+SEUIdqntgYUnc2BXqS3drc2f9taJpUJuYYmitJL0OG3b8O7FiTyRtGM9jyMGqOhSlJXTPSNA/aO8OajBFFq2lahbO1t9okeWzKFV2lseXkuGAxlcHnIGcHEetftU/AjQLV9UvfHasyQGQ28VnKZQijJO3ZkL3ycDjrxXlHijXL+awvPFd1qMdvLaWxDssf32GGKh0AJH8PrzxyRXjPwr0zxp4z0+G/8ADHw7S5i1yT/SdXuJmW5RGdRIC52kRqMt0BOcAc0m9SZ1HGx9aaL+0z4G+IngZvHHw3un1G1ad44nBjUkxkbzh2GAMjk9Ac+maPhXxzonjS2l1zQvEUV//pDBp7K4SXJVsGNGX5SVYFTj+IEHkV4pD8F7mfxfqvwl+KmnW1/omtWbvot1BExbT7oQoheMk4TcoHbqvYE59i+DXwU+Gfwf8Eaf4G8JaC8VtpsZKz+azM5ZiTlmJLc85JoVyoOo9LHX6R8T9CSWTFne2s0VoHuNNvAn2gc/fIDEd+SGxg84qtp/xZ0/xdZ3F9b+Gb4pZxrPDJEYpGnPPyooYnPcZIyO/atBdP0uWT7StmPPaPYZmjXeyZPyk46VZsbe2s42Esiu5O4ttGQOw4ApmiTINF8PLf6Ri/tmAuW80O67ZlJAypwePTqe9aD2sNqwihi+6flI4x+Pf8ahkvuiWrHPrn/GlW8YoPNQDIxt4G78aVyrCNZzrPJNqMxeGYqVQ9IwPQf1qpdQ2sN6z2oCq2d7LIPv9B/n2qv4j1traJbX7VGgdgAdxJX6eprH03X7G5vxaW91JcThSTuYYC5zn5efpRcls04L2/S6bz38pARuYYOBnuOvJ/lXBftWftReE/2cfhrcanrniOzttW1SOSHQ7W4mUNLMV4O3IYqDjJHr1HWvQisRl3XEKsQMnjcDgV+GX/BUv4yXupf8FG/iH4l1S31fW9P8B6RbwwxW8xaO0kxCpLYACRiaZ15PUdelcWPrVaWHfsvieiPSynD0MRi17Z+4tWZfxN8PrYeNZDql013ealK1w7Eku8z5LFmYljlmJyTz681xfxH+C2keJWlsZb3T7aVrZVFuJY4zK237gAYgsTzgkNxjvT/EHxcm8QLH8RrhEeaLSg6wuTtLk4A6+o/mK8yl+PXhr4raNqV1rOi6lZ6hprMHuGVhbqd+1dp+8p6EZJH9fiILHTlzLpu99XofplSeX04qDtd7La6XmZWofFT9oj4N/DDWvgHp3xC1CDw7qF008+kQu0SzH7rKwI3DOAPlIDYwfStH9hb42eOfCP7SreG7++cad4n0tlZzIXcvGBKindk/L++C88eYQc15leePo/ESWOuajq1zfGCdYbq4kYszIjNHuHoSu0+x+leg/s6aJaa7+0B4Q8UeGZlNssVxK5mKjy22tFtbsBuYYzxj6GvtcldCFOssTNqbptRXRtNNr9V53679PB9Vz4qwnsNLVYPptqnf5X16WP0N8Y+PrDRfC/i3xN4O8D6jrejWNvDL/aN/CWvNPXcCD+6YRhpGDRjdkEYxg18v/tz/ABb1P40fDm6udd8T2l9BZWP2rw3rOluszedZrAkKbk2hCA8iMSCRtzzwT9C/ES31/WbnxX/wk3iIWPiOK+ijm0/T4VWC9fcRIQ0H7gKm1WweG3cc147rHwF8Mebrfirwd4JmuNF0+BYtV06/dLn7IZsr5ivDtVSTvRSy9AqnoDXXgXg4xbqrXp9z6LztrfT0P6K4kyfNM5y76thnH2dWHJKTa0540lf2k1aSkn/y7hFTstp6Hi+tfGfWPFvj3wl8d7C3S7uPif4ZMGuLEvMHiG1U20l0qkqgkIEMpJyP3r5HNdva+GdX1/Vkn8Z399pFw2ktcxT6NKs8VpqKqXSNkkKqY5HMbNt5X97g5Jz5yfDS/Dn4PfFP4Mrc2F5ffBn4h6f4t8PXlhcC4WbTbsrbXKJIpIaPa1s59wc89PoWfxVDqen6v49+H3gVE0NtDtbLVV1HbefZHuEQeejMFMbySIzIQMpkjOOa7f7QlRpqEF/V77bNX6O9uh+VeE2XUswweKy7GVJc2HqctlJRWvuxalL3oyvzKDjFX+FrVWvfBaXx/wCDdT04eH/sWmamHu9Z0+9lYQrKpjLyYNwfLdA8U+wAclypycY+Zbe+bQ/hN8U/BQsnlb4X/EPSfHmgRJhZBZ3Mgt7yMMOVTa9vnHAK5r3nXdT0uC6k8Oa94yu9ckttHgg8Mvpc3nQrNIySfZyJQGCL5kylUH+s6cEmvn349fFXRfhT+0B4u0jx14J/sODxD8Gr3wtqdmsEwkkvxnyppEfJWTzooy2dqjHQV57nKtVcn1/Q9nxkwVCjwxQxeGSU6FSEoy1TUZOT0cnztczjpyxUJppaNH0h/wAJhqei+FvDmqa3rNj4bsYdNuvEOieIpIzFNKgQsGM0QMhJe32xg42sx6A5r4i8GXWp/FbUtb+Il5dyxRS6nPcuwj3u1xcSblGD6DAyf7tUfEX7QN542+FWmfBvwrpdxO89rZWt9q00hDx7cCSKNVOG3HAJPYEAZY49c+Gfhy18EaTbeEoLYQRmQtdm4KhndeBnOc9eg6YPTOK8rMsbVy+laGkpfkeNxLxxPOMbQeAklGELyklb36iTlyt3lps23bmUnFI0NNlTQNVs7LTMBGtnzcHc4Wdwu4fNknuSp6gVyHiLWr6C4k+y2AWW2v8AFw9uhMZX5cnjJx8ykYyRnvXYf2LeeI7zUbXQowvlQvLNO7BAxUEqqkkjPBII6fjWRdX2n6BDDoelWx+03qBrpJFUlZHfBX0A2oh/E183RnPncnq3/V2fnmLnKrrJ31u33/zOcstINxeJqF7aW8kX35IVnypKkHd09vf3r+gz/gln+1r8NPid+zj4A+F8HjuDUPFSaC5m02GLEtvBCSCzoufKRMrEGfbvIG3cOa/BS/02KTwTf3QjSO8bbbucZ2j7vA915/A19Wf8EMP2nvE3wd/aq8P+GdT8Vi28NeLr7+zNStLoKyu0kLC3YHrGROYhkdt2epr1MvxU6VdN7N2f9ep4uaYOnicJKNtUuZeqX+R++W5gOTSOSCKAxIHSkK45Zq+tPgHcGKsuCKgfyshGGalLKflApGjVhkigGja+HiqutylRx9lb/wBCWuzrjvh8x/tuRDj/AI9W/wDQlrsayn8Q47HI/tAjd8BvG49fCOpf+kslfl5oo8q/nts/62HIx6g5/lmv1E+PuP8AhRPjXP8A0KWpf+kslfl1GTFq9tKTtDSbGPseP6183nelSD/rc9rLFenNf1sReJrE3um3Fvjl4W2/XHH6iqmjT/btEy5yJIFJ/FSP5rWxeJsB3AnaO/sf/wBdYvhtPJt2tDjMUksRB/2X3L/46TXhVU7HoU9X6mh+yxrUHh74jWMt0U8qy16CSUSthQjMFYn04Br6Q1Xw/wDB/wDtS60vx/ZW326PUJUsZHv3hZ0DbgAApTA3g5JH3q+TPB7tpfxBvrAnHnQllx/eDAj+dfQnx9L31lpvitWybu2trgEd/Mg5/WPFRh3eTje2q/Ff5oxxX8KDfZr7nf8AzND4mfAv4fa7HHdQeGfETRQwkR3Wn3dpNEAT0G6QMT3wBmvLPE/7NHgCCJkh8WeIrAMdxiu/Cs0qg4PJMY25968x+NGs67aaxAkNxMsYTc2JDhQT1+tchpd54y1a8Fvo15dQyytzcwyMJCvfBHIFepRp4zkvGq/z/M8arLDubTgdZ4+8O6Novg1tI8N+LrbWLSyulkF3axlAGYupQg8hgQARXCfEy1Nt8KGeSdWlW3DMoOdpjuEfH/fGayviR8RtV+HPhy40TX/E0j28AEeyZshQGLCNc8j5jnA7k1wXhVPil+17eDRPCN7JpPhGznYap4geLO5v4orfPEkvv9xOpycCrrJqLlUl6szpwdSpywR7V+wvqc+rfsrWujrIGk0y71fTsk9CLuaRR+CSpX2t8K9ZvbrwjBM+n4h+ZkdZRkgknBBx618zfDXwR4P+DvgKDwp4Ps/IsrN3aR5JS8krsi5kkc8sx2HJP8hivbf2fvGllr3ww0y70y9aRRGQGVyFb5jz9K8LESjUrOUdnqfRwUo0VF9DX/ac0K68WfBLV7W006RpoRHPHuAIXZIpY5BPRd1fG2tLY+EbTM5D3Dg/LnnP+Ffd93qH9paXPps7M0dxE8TqQD8rDB6j3r86/GV48ep3S391ueOVkZmOOhI/Clyq+hdJtp3PsD/gmj8codD+HXi/wxczCR7bV4L6aAfeME0fkswGOVUxpnGcbh61g/GrwrpmqfELV9UinV45bltjqc5GeK+bv2evHLeE/ilaySX62en6jFJYXd5ISFRZB8jt6KsgjJPYKT2FfVGm6JFqcLSXsRWeFttxE2SN2M/jng+9fK5paGZKM9mrr8ml+DPqcrX+xSnHvZ/p+p81fHr9i3Sf2gdA+zXFsINTtm36XqaR5aJuu1sdVPcfiOa99/4JPfB/9lW4+Fms/AX4h/A3w54Z+NfhhZ5Y9TNjGLzWtP3MyXUEpGZVG5onCnICqW68ep+F9F0a1soTqGkSoSvClAAfwNYXxa+FGifEoW2qaDql34e8R6LIZdB8S6QRHd6dNjG6Nu6n+JDlWHBFfccPYv2eB+qYiXNTe2msG10e9nfVd9VZ7/LZ3S9pi/rFGPLNb2ekku/S/Z/J6FH4n+DNC8KanL4p1SSC0sNNhM1/POMKkUR3lm+gB/IV5H+1b/wTy+A/7bU+k+ObnXbiO4tbYfYNY0G5jPmoGLBCSrKwBJx3GTzzUnwS1b4h/EB/Fvh79sD4wWOr6np2py2h0m9ghtIZLUJhZGjCqJfMGWydwwQPr85/B74R6/4g/bVu/Bv7Gn7WN5p3gawi+2a5aaFftIlhIZGP2VFcGNwx+63zbRuBGRz6tLLm4zj7dJx1TSlyv52um/Sx508walCXsm76NNq/3f8ABPX/ANnL/gnt8Jv2WviTP8WoJdQvL+0gkW0udRudwtwww20KoyT6nPtirXxRPjr4x63LcaxbXEGjxPm208jAfB4eT1buB0HbnmvpHVPCd4LKGTxLrc920SKGkn2jeRxuIUAE9+lcZ4+1bTNFAtbgRkyINjdzzjpXkY+FSrheWU7Jb26/M9HCVYQxHPy3b79DwC8+HOnWto8TWoVo4yVXGARg18r/ALQGj2dhcXBhChmbgDvX274/trePSptQWXMflnA7k4r4j+PYkudYmuT9wMdoFfJVv3UlFn1GGvV948LvLeJdcVEQZaIjpnBBHb6E1R03S1h1GG4K5xqEZzj/AGq1rm3afxRE9vkGG3kllx/DwFA9uT+lXNE0SSWSyikYeZPfA49hlvw6V3qfLTXoKUbSaPS/hxbhvEd5BM+2MTDbnoxwBXfeIPDklxZSQuuFZCBkcdK4j4Zo974onjBBCTlYz15BxXuK+H4zoxkvZB9zO09+OlenUo8uHg7b6nhqrzYuWu2h8H/GXwnJ4M8YT2jRhIr3MsOOgYHDgfmD+JrH08f6GCDwckkV69+1v4c/4ktzq0Ue+fT5luEHfYDhxnt8pb8hXgVr4/ghhEL6XJ8oxlZB/UVzVMPUqw5oI9zC4iEYcs2dBIqgu/QCPJHrxTLCPfLu7beuayV8b6ZKrF7a4UmMrygP9an0/wAVaKrjzLgqMjIaNv8ACsXQr8rvFndGvRf2kdIyOsgcLnGMfpTYIQWkIIAKc8+9V7TX9GvWUpqcWA38b4449antrywmMoiuI2GOiyDnmubkqRWzNFUg9mep/sLaJaa18dL+W5kKpZeFpMkZz+8uIxjj1Cd+K9u/bF8H6fD8Kp/Flk+BpVu4MZI+6wwDwAc7tv515N/wT5u7G08e+MNX1GT5V0+ztocKTyWdyP5V7X+1L4w0/T/gtqtzqHhpry1k8lDbTOYxM3mqVBxzt3AZx1AI4r73J4cuBgfmedz581qev6HwhrWjR6d4V0rQbxGE94HvpPWNGXZED9R5jfQg968M8d+bZ+MryC2ncFJlAZG6/KK9q+IOtatf3Y1q9nLXN1c+ZNIiYVAFwFA/hUcADsABXi/iQm+8Q3V7JOWLzsxIrvm7Tu+xzU0/YWXe5d0fX9OtoEk1nw5DOASUKyFcHu2Oma/uGr+GmVlktEiRiTX9y1a4OMYuVvIzxUpNRTCiiiu44wooooAKKKKAPzH/AODj3Tjd6d8IrlELPCPEO1QcZyNOOM9ugr81LHRNOutCk1q6vJbe6tkjIhhg80h2B5d9wVcEAYJyCw4Nfpz/AMHD2nR38XwjaaCR0jXxASYwMgn+zcda/M/UbC3tbP7Etk7RNJ56CSzQM5G5cqTkfxHv19cUWR4ON0xUn/Wx13gb4P8AiT4kXVnd6jqtu8d5cxrcyW8RgUqjYnVlIj8w7NjblBySq5DNXselfs7eHPHHxGi8N2uraJYXFjFHbzaFp959ouY4o40QvI6IVD5+8ADg4BIJOPPvA/xN8C+DfC1zp8Phq1lun0trWXUbnSi6gSPny3JVg7/KSTgDao2jqK6z9mD9or4efDHWL+PxF4MmghureL7H5Ajit4FclnaQ5AUZKcg44GQMDFLkvYKXsVbme59TfB2ZLbRrnRNFv7OS000K2nWdrGsLeUqudpbcwIGWQFQSwUEkE4Ppd/cFfD6eH4rhlniMEKlQ2Yw5Xf8AMGHrgnp1wCcCvIZPjz8IPBWsJpfw4uNH1Se8hDtHazedHKjbsRI8YbYTvZvlGAfvDnI77T/2gPCd3dTxafp8V9NYzp5y2EJuHjOPmBAHysCQOf7w9a1TR6sJQStc7TQPh34mkgmGuTWtzDPfb4bWCMxJDEFVF3MT87DaxJ6ksccGvRPDGj2nhzTDp1jZx28RHEMWFUNz0x+deY+KvitF4Y0oW/iXXLS3kuJSlpF9kaRncjKxFFyzHAY4XJwM4wK3fBHxr8D+MLmx8NaRr8Fzqd/YLefZrKUOwjJZd59F3Iy54G4EdeKdzVOCZ2qaG1/OGS6iidHwjbBuVMAEdfm5yc+449dUTRWai0tJWkCKFB4x+vestppozHbLI5wpLtjkEfw8/Sqceo3093HqYIjU5EYc/eB4PH1Gc0F3sb6IZXzNJkIT0OM8/wCfzq9AzIvXK7MdeMVzV/4gFjPCt/cRR+cwQB2ALOfTPX6VbuNchgAjSRU3cIGbH/6hQFy3e6mlhmQli3QbTgH061Tk1svG7q+SpyF6cfXpXi3xV/at8H+GPEtt4KeSS61C8vvs8drZosjTMM5AwcgqQCc4yOlRaj8Zr+bTLi90nSwtiwaK0nuSTJOf4nQAjjJKjPXGehqeZXIdSN2k9j2LVLuIW6jUYcFmYDewyenIrM0Dw7HFq76vpOsRiZmG/wDc7wYweVHzcH1P6Vw+maj4g8feBxqGko8t0sIg1EIpYo6EFWXJG0FQD0PccYrc+CnhjxHoOsXdv4k8Vy3cd3AXska1CJEobgBh98jkE8A4FHUV7tHo9zrmkaLpt1rGuXUdvZ2Vu813czNhI41BLMfoBX5zH/gn54h8L/Cr9pj9rn4z2kEd/wDE+9u9Y0XQ5AWm07SEuzdwpOCBsmcLEWjH+rEYBO7cB+ixNokToGWUbud2MbgemO3P5V81/wDBVnx34p0b9jPxUvhzRmu1ljRdUiibDm2B3MAewJVVJ6YY54NceMivq8m+if3vT9T08vnJYqEY9Wr+id/0/Q/GDxydHtdNksLGAN5KL5kUZG3eMsfw3H9Kw/iJe+FtM+B11r9hJHDPcW4jksEIG6U8Z6fj3rH8C/EXS/in49Gk+H/Dktk20bjcOHyCRuYEYx3GO+K0/wBoT4b67qWk6B4J0eArp0t61tc3ctu2DcHDRQo/QM3zDPtycV8nPDVKOJVJt936bn308fRqYKeIS2TS9fI+efCuja3c+Emh02N5nEjbVjG4li+cY9cMK+gv2PtM03wvolh4n8Qa1ZPBqerNb3VtZTo95aRRMC7GJsYyJGK5OGK47VzukaL4Y+C3iuPxD8QWksLLTyltcaVnyrj7Woba4VwA23bhlJUggHnJqO3/AGiPBPi39rqCP4U+ELa4W81JbjT73UZEjhv8QxERSwSfux8ySA5Y7y3YkV6uBxNTGYq0aT9ny353ZLmvbltve2relvnp6vh7mGXZbjqGZ1pq8pOEU2lZtNXu78jvZKTTSevU+09N8R6a3hfU7a38PyXekXOuRRaZ4hvEkilt0XzCsR2MYlaRCGZTkjZwe9bfxCk8PX/iDXbvxtqUWo+I/wC2oYpG0+ZJYdQA3B5BcW5AjIKoF+XneSOhrxvwLrerR+CtKvL/AMcfbNGv/EDTal4Z0uZ1nthGEHnmIjywWSR1RgTjaQcDiui8a/HDwN8P9GGq6daT20UGtSajoGri3d9ViWHhI/Mi4GCYyeAA+OQM49Oa5Fqf1tVzTAYbC/WatRQSveUny7OK1nPXXl96NKNpL34PmTPHPjRqvhT4IftAa58QvEmm3Gn/AA/+KPgHXvDiuX+1MXEYaJMxr87xu1pl8Ac7uOcUfg/8f/hJcfCHQPGvjTXtR1TVdMmVfF2m31wtvavBD5Sxr5yt5hLjcCRjG5cc187ftY/GGx+K/inTrXRtBvbC1tI5DO11dqTLI7klwFUBeAOBknnnpXiuvxRu6LBM2CSThc59855rqppVKSe5/JmZce0+GuPswzDKUqtKto780buy1vbm+JNtqzk/eVj62+Lf/BSXRNC0i88HfCfR7c2Nxe/b4vstvg28uGVENxIvnOqq3IDbTwc55Hy54w+Kfij4v+Jbvxl42nWe6nABZWYkjJ65JJ5JJz3NR/DT4IfEL40+LbXwP8NPDGp67qt44W207S7JpJGJ7nGdq+rHgDqa9G/aw/Yk+M37GGoeH9B+KVhFDLrmkC7iksZvNhVwzB4PNHytInylwvA3jGRgm1aDsfFcScccQ8VXhi6iVO/NyRVo301e7k9tW33tfUd8A7e1D2F8uVlhuA4BRdoxJgN7Y4/Cvrj4XeHdN1vT21bXvLkuXi3QRzNjYMjj69Sc/wCFfJ/gCK40fQ7CUEhri0QIxGPmJQ19CeC/F3iPwrqk/gzxnbGz1LTrt7e5t5BzG4OCAc4I9CODnIPNfL5rGpiJufbQ9PJ60KdKNKb1svyOj8UL4n/4Se48J6CiQC+uY7aFQC2Xb7xx0AATJ9vqao6d4De0sIja6dcXmpXExcuq7zuieQjacckorDb1IHA9e2+Evha0+Nvx30jwqLua0g3G41O5ikwxgVD5hQ84JUFQeeWr6x+Gvwr+GPi34n+D/hBZ6fPpVh8M/E+q6prt1DOBPNDcXqNZ26kgDISIvuPKCHC7S9c2FwNWrFdP1f8Aww8fmVDDVGt+vov+H0+Z5b+zv/wTf8e/Gvwbe6rN4clhuLSzvrK+tLwiJ5rkSMimBmITzIUwQGLfNPHuACsa+SvEHgrXv2d/i/qHhfxPpOp6bZ2Wt3VnHHqMMltcxG3YFkZTgq22SI7sfxZFfvx8LfF3w/8ABkTeCdM0qAaZZ6g5tozGq+XE581WIY8gElf+A+9fNH/BaH/gnx4a/bI+F0vxz/Z/023l+IOip5l1BZ3HGs2qxbSmwHDXChYwp4ZkTYc4QD2qmVwWFtHdHz9HPZvG3n8Jf/4J9/8ABbv4dXnhHRfhb+1Xr00GoCyWLT/GYjMqXyoMKLlEUsku0DLjIYgk7T1/QvwX8QPBfxL8N2/jLwB4qsdY0u7Xdb32n3Cyxv6jI6EdweR3Ffy5+LrOfwv8H9B+JPhPw7fW8Ecr6VqrSEkW+o29rbmRGz91mO6UA4yHOPuHHov7Mn/BVX9o39jzU4td+FHi8JpepiNtW0O+jE1pcSKoG4xn7rEcbl2tjvxiscNmGKw8lCsuaPfr/wAH8zqxmV4HFxdSg+Sb6fZ/zX5eSP6WXuY0+bPNMbUAvTivym+DX/Byf4b8RXMFj8VPgTKPMQbrrw3fFyrAfMTDICSMAkYbp1r6u/Zz/wCCsv7In7UWtQ+DfAHjaa1166RjbaNrFv5MsxAJIRgSjHAzgNnHavWpY/C1nyqVn2aa/r7zwq+V43DxcpRul1TT/LX8D7J+G06za9Ljr9kb/wBCWu3ryz4Gatdan4luDc25hAsX2ozgk/PHzgdBXqdbz+I885L4+f8AJCvGv/Ypal/6SyV+Xeoo2zeh5U5B+lfqL8fP+SF+NP8AsUtS/wDSWSvy/u4t8ZUenOa+dztX5fT9T2Mrdk/Unvwsw3jgNg8ejD/69YliRDq1xHkYkkhlx/vgo361qwO0mnxluG8plPHdScfpism+TZrUZQH97DLGp9WGJF/rXz7fNG/kehFNSt2ZjalI2l/FDT7ndhbgBG/EY/nivpW6gHiH4H6FfGLzHitZbYgDPMM2QP8Avg180/FFhbzadrUYwYpwwI7chv5V9Z/s6xafq/wsjl1NFltLLxTELhA3PkzxKCPYHDVlh+Z17Lqvya/zDEx/2Z+T/NNHgfiv4F+MviD4giNno0oh8oDz3jIjQA8kkjBPtTPGHgrwv8GPCc9/rGoQ2yRQvLNcXEgVpdi7mOTjCgcljhVHUivqH/goN+2D8Df2WPCK+G2u7SbVYIAtrotsc+UX4j3hMtlj92NQZJD0GMsvxb4a+EPxL/aK1uP4s/tT20ttpZkW40XwHOqjfg7o5dQVcj5eGS0BKRnl977jXsVsQsJeN1Zde78v69TxaOFqYqp7v/DHz5pH7NHin9rL4k3fxP8AiFe3tj8OkvGOi2WGhuNZjzwwHDRQEfxnDOD8uAc19FrZeHfh94cj0fQ7G10zS9Ot9kFvAixxQRqOgA4Ars/H+uaP4Z0uXU9Sukgt7dfmZjgDsAB+gAr508T+M9e+JmuvYpp0sGnRMrwW7jiXnhpMdxjIXoPc9PEr4mpiJXk7JdD6GjhaeGp8sN+5L40+IGt+MC+h6Okq6fMykxFcNc7d2C3onzHjvxn0rb8K/Gj4ofDvT4dMstWhSCPAEBgVgeMYyecf59qyrDSTpsJIcvLI3UY/yBWppfhRr9Q+p2xLH7qg9PTj15rDnc3aOxsqcIpuR6l8O/2stXQ7PG2jlxx5ElgpJOeu4M3b2NeFeMPC0vijxdqGogFbWa/klghHB2M7MM8+hHFd1a+DoLG3OJGKZ+Xdzjnp7VZHh6FYyqSBJG5IIzx1roSqNamLdOLujz+38JSWoCi2Ei5wcN0r648Bpoem/s0+GPidc6gzXbCXStXxHkh4pX8ktzziPaucema8DOmxxRmQIFyM7hzj/D/69ekfDfxCNV+B+u/D+6k3tp2pi/ETH5mhkRULAf7Lxrn/AHx614XEdLky/wBra7i1r2u7Nns5JVlLGqnfSV7+fWx3Oq/FPUo9IMnh6WO4lA3pGibsj2HUY9al+DOua94pkvLnX7iVtshABAyvfH0rxLTvE2o+Gtdie1lc7W27fUHqOe2K9R+E/wAZPC/hbV10W60wmW6IEtzNKCXfjGR1yR3wRnvXnYSrWwWKjKpO8GvO3kevi8NQq0pKnH3vkYP7e/7KNv8AtE/A/UNO0fS4xrdg6X2kyMoBmniDARMTztZWZevBIPavyu/ZV+N/iH9jj9pzTPH6abPBYW92bHxTprvzFC0m2RGUgEMhGR3yuPWv3qFxpHijRY77To1e3bhvlwQ3cV+av/BZj9hS10qK7/at+HGlKLKWSP8A4TbT4IzuDcIl4gX6hXHurf3jX6nw/nlCpD6jXd6dTZ9Lv/P8z83zrKqkJ/WqStOG68v6/A+3PEHim28beDbTxN4PvobmzvrRbi2micMGRhkEY6ivAfiLrMr61EdSulZh8iBjjJ618SfsMf8ABSDxJ8G/Cw+D3xlglXweJG/sPWFnKXekux+6A3+si5ztOMdjjivqO8+Juj/E3S7fU7XVtF1iCZg9tPBLse4XPXb03Y64PY189xFQr5Y3Tq35W7p90e3k0qWYQU6ejW67Gv471M2ugva3Gor5jpmBT0I64r4z+M+ryWd/cfbAR+8PBPSvrfxLpkus6b5d7CUeJT5Q7IuOOtfJf7Shs7a5upY4wzopC5/iI6mvj4144qadtD6ylh3hY2bPLvCsf2+31TWW4+0TrbRHHRUGT+rY/CtCyultNdtQpBFnG8uf9ojA7+5pnh5Da+DbC2gUhnj82QLz8zksT+uKDbx6dcb5cmZzuKkchQMj8yPy+texRozxFdU4ryOKtVVODnJnYfA3VJLW/Mt3OTunZnfHA5PevpXSPsup+CxqMTh96MVOe1fKGg6N4oDJb6dp8saSjcHCkZHr/wDWr6r+Fuhz2Pwm8q/c7lgO5yO5r6XGUrU0uiR81TmvbJ36nyr+05rMFraavHdyo22znBQnqdrYH518tQWkRiUOpztwcGvYv2rPEbTeI59K83Kz3LB/oGyR+mK8ohS3ZeM+3NefQbjRv3PdilzMjS1T7qsy8dP/ANdSx27/AN7I/wB0VKluh+6x/Kpo7bBAWX/x7qKbqGyiiKG2I+b5D+HWpktm6+WvPcHGKmSzkz8rg46DI5pzxXCqQkRJ7KAOT6VKm27DcVFXZ3/7OniTxn4MXUr/AMK63c2rX10FlSGXHmBBgH3xk16L8Rvih8QPiL4aHhjxTqjz2YkV5IzEql2XoSQM5H9ea4v4ceFb6x0G0t7tI/PUbpxG+cM2SRkfXH4V1b6ZdmIKCuPU8mvp6blTiopnwVZwq1XO2rueT+PvhlqGsW6XPhprb9zuzHNOE3ZwOpHHSuLuPgPrkkf2qbR7RpZMFkjmBYd+2M19AJ4WEczmdywYHAZOxp9xpUMJSNYxluMg4x/n+tU0pO7HCrOCstvQ+cJ/gTr2OfDb4zyEl5/LNf2m1/KA1pEsiKsGVIILA81/V/XdgVbm+Rz4uo6ltAooorvOMKKKKACiiigD8z/+DiZdSP8AwqGTThD+7j8QvJ5zgcbtKHAyNx56DPAJxgEj81LHxRdaYh1S9vUnmVjEts6ZRFzuK7RwFbceOB3Pv+rP/Bdr4cSeOrH4a6jH4jt9P/suLXXbz2I81WWxJCnhc4QgBiMlgM1+WfhjSW1OwEdxFp+mzSakBPY3WpqsohBwxlyMRYK9Tnrnnihpng46M1iG+/8Aki54Z8OeJPHEt0ND0lyILQyXEUQeaUIRu3ADJIAHT8M1u3Hw4udO8GwXcupyafqE8wNreG5LJcQbAPJWILvaUEgAZwAOcYBOynibxh4G8Lw23w+l0DR4bg+VePY3KyXTv8ygSOSSUyQSAMf+PVx02u67q0LX3ifxY9/dxxGIFh23EMFwMYIyM+hHoKHZIwtCMddWd78KPBfibVLifStKgFnf2jQGK/W9aRUVhKMKY5PMIYuf9X8jMuDkgkbd1418SeBLnUtEsrzUoNQtLPydN1HRryWFpncrvJJLM7M5TIBJyOhACjzT4d/EHxF4Y1GSykv2tor6RTLcLGoeIdFw2N2xQSxUcNxnOBjpvFfgL4jzagnjW58Ty3MVtcG5trsgq0LghhIi4HBOMMpIA7nil00KjNOHuXudB+z38XfGPw31meS78U3dreJbXaQ392kl1PYzyxModY5H2qzOMEsvqe5J9w/Yf1O4j+Jep+JPF3iBr7WPJiha7toX8soZZneAM2CWeV/MIA2lhwT28f8AhFofhzQ/iDoA+Kt1cXN7Oks+oW93qUTrDhDJA6lSeGO0upOcdiTgdH8BvjV4y+BnjzVNC8TeGLzU5bvXIpb7UHsX+1Qw4ZmjWNkBKiRR8hxtKSHK/eDjo1c6KEuRxcn1/TqfdE3jdh4tg0CO31QsyPKjw2fyKoIAywPBO5e3c10WhapqyTi012MZVGUbQWB5+UsxwC2ODgdfbFcHrvxOmt9QtdNtbe5Ml1cq0cRLPEVCglsg4zkgjn1Gc9WX+vXGoRjWrfXt+mxN50klrNwHC5Iznp1yPT0re56/Mj0C91yO91EW97FD5MRVraQ8lXwexHy47Hvnt353ULrV59VlmsWkmW3jLJGJtxcDjJBJ75/+vXj2keJta1/4stokHxQtYLa/Ac6JIqyTT8/fi2HfGMgk7iAe2RkD0DxN8TNF+E2kR2FloN1rF5qNy0UNrbuNwUcSyMxGERAB35JUDrS5tBKalc8j13w/8Ofhlq2rfEfW3ku/Fmt3gfT5rsgyWluT5UiqojYBSFIJKlmUMM4Yg2LDxodS8OKWt/OigcnCfJs5PPAwB1rnPFlpF8QfFNzqniy4uYrdJFGnwbmMdpCGbagPTOCMkdT64FbsfhbwTbWjyaRrsssktsFcspZGwTxkE985zULQ51e7sd3+z34ztfFeqal4T1DTrm3jjaGdJzhFkYbgAcH5l5GffHrx6td+NtN8MLFa/YvM8tdqkSEcZydvHrmvC/gFY3kVw1rpuZrqByJL5oxuQY4AwMHv/wDrr13WYjqzbbi2eGZCMuy/dHGdo7A1SehtSb5NTU134gwWBg1bLz2rsNrxsDj2IyOevHbFZ+pS6R4ksJ11Cyg1LTr2FkkjmjDpIp4KMpByDzkH3rn7mLT9PXykViCTvLj5eTnOPbiqGo+Jry0hm0qxvVEJYh0XAyP6dAaTszVSadzJk/Zr/Zm0aebWrT4HeDLe7CqqzR+G7QNkY6KqZAAA5JHTpXx9/wAFVvjx8EvgN8Mj4O8O/CzT9Z8Z+L54rPwP4biskZpboLJEtyY4wDtQ3DYAwS5QA5JI92/ao/aJ8M/sr/s7eIvjP8QtVc2dlEPstomPNuJnJEUEZPVnYgZ/hGWPANfn/wDsLfDX4gftp/tDRf8ABQ39p2/AsQZYPAGhI7YtvKcorqBjEcZMgXPLyFnIwBmHTp9Ui3WqpfE/vPlz9t39hT9sP4M6FoXxR/aI+IOn6xL41hl1jUhLq++Wzvdx3xSK3LsFZDujBT5ioPAJ8j+EPgDw7J4hktbSzvdevlCyaZc2MZjhtmB3OzqyF5FOCoHyEE5yeh+2f+CxPjnxF49+IPh3wdqt5NImkaasMatjG+SRj24Hy7Oprpf2Tv2Y7b4XfAI6v4o8CpYeKtQ1O5+1ma7iLtbozLEEXJJIKfKVzndn+IGuP2s5zlCFkr9v66npwxEcpw0MXBXqaNX6O+6+S7M8R+DXjfV9FkgUW8j3IuB9kv7e8eDyHVs84IAPbJ7Y4NdZ8R73xh4j0C50O4sZ7YrHI/kxQmMv5fLMrryzYI+fhiAAcitXVfAeg+F7+9ZEbaVBeJwdkBPCqMZw24Hcp9cZ6Yzbv4xWOhwf2Ld2sDROMxN5eNkqA556coSreuEz0FfHVq+IrYqS+Llff+kfqM8wxmY4GnXxdaTc4rSTbsnstdt+x8ofHP4IfEy9huviVdR6eum2EBO0Xa+YIhhVAjxljjnJ+pOTW5/wTw/ZQ+HH7WPxC1jTPih4mvra10S0huBY2FxFDJeB3ZNvnSBhEA2wEhG+9xg4z9QeMPAXhPx78KvEOgaXq15PqupeG5DolodPwJJijHYhDEkltoHABJbngZ5b/gmd+yr+0J8D/jY/j74kfDc2vh7U9In06/t76/iEr7njkBCKzMCDGOT0zya+4w9T9zbRH4hUxlWvOq6jXMm1+LP0j/YW+Cv7PXwp+Eer+C/hj8LbXw1aM4luZmRpLy8eMna73L/PIAysMcBcNgV8K/8ABeP4gaV4y+GfgzQNMsiPsXii5nDtHyBJA2Qx6ZJA+u3/AGa+5fh14dR9P13/AIRXxjOthdaXLHGYIkaWGcuroo7EFDKCRnIPXIr5S/bY/Yh8T/tBeI/B2lXF/c2ui22pXN74jvQ3m3szP5MUaRQED5tofln2qOfatYyatcwjVknFv5n51+KriXRfA+k6bao0N/bBWuEK4aIKADkfUYx/hX1r+0xY+C/H8Hh79prwNqss3/CVabDJr9iYyUsZ1t0wFbPQbWUqBhSo/vDHiX7Qvhbw/p37SXijRIodlk+u3MNuJXRuEkKgEr8owck44zmvon/gnH4C0/42+GNe+A2pRl5vD5bcEjXebCWQCQq2MkqSdvJwW6Ht4ytUjKildu7+ep9rWdSjGljVolZNf3Wlf7tGYn7IPjyfwt+0HoE0cayR6pZ3NlATIyl32khQV5y2cAepr7X+FXwwkuvCqeMbbxC0eq+INUuLzXLfUkMZnuGYnyot5DMsaYTbjqCe5A+Ifh1+zR8e/FvxH1HwB8JNFlm1vwRra3TXzyLAlnJBcmDc7scKC3zY64QnGFNfqP4W/Zs1CXXrDxT4tbzb7T40a6tLEf6Ol0u55Wj6BiWJO4gEqFyBXTlkJzjqtv8Ahv0ODiOPvpwd+ZK/fTVfLX8jL8N+N7/wBpktt4qFtbrEmFcIwWJVJABLHjknj9KbH+1bN4T1OLX7fF+kxb93aw7WjwSApHGD1xuPIXOSK9Xuvg1pfiW9ttQdEKWc4mxexlPnIZfv7SScZFOv/wBm74WTeI/+Em1vRbtVgt2jurexuALW+Q9Q4AJI/I8fU163I46I+b9nXdrM+If2o/gj8Mf2kYfEXiH4WalP4b1vWnSTxJp9rbg2eqyq2FnktXABnUt/rY2D4Zt2dzZ/O/8AaP8A2Nvjr+zrJp0XxG8LXcGi6jKTousi0mW2uiVyQrlOoGMr14GMjmv6HdU+EHwY+Kr2Gv8Aiv4e2E89mS1pdOFciPcf3Z4wV4Hy4wD0xWZ+0l8IfhT8bfgvffBf4p6RBcaNNAi2X2UgS2UsYBiniYg+W6EcdRjIIIJB5K+CUryirSPZwOOxNFqFWV4emtv66H4FfArUJbD48eHfE3wx0u4SDQrm0u3Mal7iJYrlXebb1ZlTghRg7elfS/8AwU+/ZP139kP4s6L+2V+zrqqr4N8V6r/beg6joj/udKumcz+SrJ8oUjEkeOMBgP8AV19N6d+wT+zj4C8Qx6vdQrPqkUg/02w/ctI+Mb9qkmNvdCOe4r0DWPh3+zhf/AfW/hL4gv2bQL6NxqFhc6xJMkUrHd5yR7yiSh/n3gZLckk5ryMPhcUrqpC3b3tU1+Z9Jjszy9uMqNTVXuuXRp/PS1r9uh93f8E7/i7N8bvAnhj4oT20UT+JPAdtqjpEuAHmW3dhj6ufwxX01Xwp/wAEmIW8Navpnw2t/Ea6hZ+H/hwtjYSLbmPMEMtpHESASM7QBkdevQ19117sr6X7I+Sk4ubcdru33nJ/Hr/khnjT/sU9R/8ASWSvzHkjDLn25GK/Tj488/A3xmP+pT1H/wBJpK/MtxhfrXg5vG7j6M9TLdpFS0BjjdMYEdwCPcMMf0rN1fFpPbXLj/UXcTMfYkxMfyIrS27biSMD/WQkj6rzVHxLAbi2lReDLE4Tb6lA4/VDXziVo2PUlpN/Ix/iNYm48KMEBL27qP8AvklP/Zf1rrdD/ah1b4IfAK5tdD8B6j4l1XxSttY6DpumRlpJdRjEhiU8YRCFcs7EBVUnngHH1iJNX8PXOwfLcW/mIP8AeRWH6hq0v2b9TKaFCWIzY6iynPYN/wDrNcU6ksPLnXo/R7nQqarqVN9V+WpB8Df2VNXs/FJ+P/7SmpQa948uZXuLS1WVprLQWflhCXJM054D3D5Y4AXCgZ7f4n+PND8EaNLrOu3wijU4jUDLyv2RF6kn/wCucAZq98XPi14d+G+jte6tMZJ5ci0soSPMnYDoPQDux4H1IB+brxvFvxn1t/FHiZmSzX5YNuREiHqkXt0y/VvwAGdSrKo3Ob/ryLpU4UockEZOu6/4p+M/iM3moRPb6dE58iAMdsXXn/af36DoPfVj8MxeH9PaOwgcucbdx69s/pXcaR4TsNK09EhtI9m0FFA5I9T6Vs6D4ENxcq8sIcsgBc84/wDrdaySnWfZGjcYI4Dw/wCCLuWI3OoM3mNnHB6/zrptE8F6zMyRuibgPmXr1/DivcfhR+zzefEXXYtBsLbJmb5pMcRgfxH2Fezt/wAE+tV064lk0jxbZvHn939oiZGAxjtn1/8ArV6uGwFequaEW15HBXxVOLtKVj5BTw2oYWwhBYAsxXA5/wAKzrnQwX2Hli5G5e/qPTtg19YeLf2EfiVZFD4fe0vlYjPlSBNvrndjj3Fefa9+yn8YPDz+U/gW8cKeXiTeME+q/hz7muidCrS+KDXyZlTqU57SX3nhU3h2C0gEaRkBVO9ugyR3/X9Ki8JXv/CLeKBrskUjQTxNb3kSLgyW7DDgdj2Yf7Sg9q7/AMRfCrxxpwa3m8KX0CFyymS1cA5PJJx9eTXOat4P1CziDXMTAr8zArjJ5H4fSuOvClXpypTV4tNP0Z3UFUpzU4vVanN/ETQhpuuGBSfMhZXguEOUljYbkcY6ggg/jWV41s4f+EZh1SOFZLmJd1vKow0bA9vXmut8e6ZeL4E0bWmBEtjPJYT5xzHnzIi34O6/RB6Vygtpb63CyS+VuBKxF+C3qPTNfAwlKlKphKju4Oyv23X3qx9u4qrGGJitJLX12dvmfRP7JvxYt/GXhn+wNSu1/tK3RRcQZwZB2kUd/Q+hHuK9R8SeH9I8RaRcaFrunwXVrdRNFPbXEYdJUIIKsp4IOe9fD2k33irwBrFv4m8EGeG9tFDwNj7/AB0OeGBB5B//AFe+fCn9orS/i5pDeDPibevp+usjAmxuXtjOhxh4mVshgDyAc8Z5r6acI4aiqtL4dHp9m/6X+4+banXquMt/Pr/wfzPy8/4K9/8ABN/WvgR46tviV8IdL1KbwZrczjUYIYjMNKuM7lQY+5E/O0ngFcZ5FeV/8E9tI8X6F+0t4c8DS+MjbWlzLLNLo7kzh/LgklPOcIxCnj9K+9f2/f2GvjV8UzJB8Of2k76+0G5w8+ieKtanJt5AVPyMqEuhIDYbBUjgkHC8D+x/+wx4E/ZmjOtaxcQ654vinlePWwjLDp8Tp5ZiiDMT0L/ORuO4jgCvpK/EGAqcPuFaftKkk0kk7x00crq2ndNt9DxKOS42GbqVKDhBNO91Z90rO+vayPU/HusWmk6BPeldrTSsqEnGFHFfGvx9x4j1ddF0sFp7qQQQ88lm7/h1z7V9FftDeOLWKzmjMgWGBdq5PcdT+dfLWk6zaar4yvfEd7qcdtFp1uxgaRS5Lv8ALkKOScZ718DldGWKxKhDY+6xkvq+HcpbjPF1raeDbOKws0QyRKEVn+5HgDk+tXPh18KdV8TunirW3PlynfFFK2HkB6OR744HYAV5/qvxE0298YR6d4mv3ZDcYgeeHbGe4+UZxk+ua9B1L4matdXEP/CN3rxxRRbbpwfkAA428cH/AAr9BwkKWDly0o8ze7/yPi8ZUqVo3nK3ZHog0Ke38Z6daC7IidsXUW4fL8hxx3Ga9e13xHY2Pw91HTtFuVjezjbJJHAA5NfOnw78XW0HiWHVvEWvlTG37lDEXkkJB79gOuelbfiz4r+Hp/t2kaBPcyySoUlma4UhiR0C96vNMTBRUb6nNl2HqVJOXRHzx4h0RfGXji8vby3jmCiVo45lOfmkx/7L+tRSfCLT5EZhoIXH3vKn5PPbmup0azt01bUr3ertNdEPkZ2gAYUe+Sfzrcgs9SEL3NlYuY4TiVgDhM9M8e/rWdLL6M8PGUm07dHY7J5vXpVpQik0u6/pnl138HLONd32W9i91GQP0NVP+FWxKcpqUqY4/er0/lXrJtHnkBlmIYAHBGKux6fsQMELqR0znPH0qJZYraTf4P8AQ2hnkkvepR/FfqzxV/h3comItViYA4BdSP5Zp+leB9St9btIrmWEoX3/ACnPC888DvivZJtF0lpWa406HceSzp/WoB4N0aKQS2VsFOfmK9hRRy+dOrGbndLy/wCCGJzinWw8oKnZtWvf/gEOiWaR2ipIDufoUHStSNWBIZRtzgkE0+zsEjVYk+UDpv4znjFTb0A8t7b5Q+MDnPvXsJ6HzjWpAq7uSOOAMnilnsbduSikL3HODmrEVtbkAFVAJ5bH8+acIbcSkY2knnYcYFWmZ2sUDZQxOzowyM7iI+D+P/1q/qfr+XJbRJIMJcgqXIGVGcV/UbXfgpX5vkc2ITVgooorvOYKKKKACiiigD83f+DhRLWbTfhXBPneRrpjCSsrnB07gAcEZxnPpxX5sRaRd3sc1mY4EhuXMl15oXkht3UnIGR+lfpl/wAF/YXaH4U3Qt96xrrwYrJtcZ/s7gcYwcHOcD1r83NNVdQsY7u6t2tXV8pBPLuwef4U5P44+tB4WN/3l/10I9LtY9PSSDUIIiiN+7WHhcEDHUdexHt71FrBu7mTy0umZCcFJGBV8DA9+BwPTHBpdSiv7o7E8rYrcMsYjOSDwBkk89+aTT9COqSC08iJpIjicrH8q9wDk9f84oOJ32GaLbJFdB1jwCfnT5WXIPAIYEEZAJzxWpZLr0hisrjWLgWluxa3jecsVQnBUAEZBGcjgED3rVt9It7W284WqyyxoQxwM59fYYxWt8ONTOjeKZ/iDL4I0zWRptnHG1nqKb4WD/InyFiz7XcHABJIqdS4x1SDSDr3iee10Oz0UxzpKn2T7Bpao4lBBDb12kZGST0yoPTNeu+B0vNY8Xaf/wAJto/iC8vL+7mklnt7smaWIko8ACEMNxdSWkfZ+7OQeccJ4EkEesyeIrWC7tYBbkiWaF0CSvGrExvE2FJIOwPwQAHGcivsjWNOvvCXhDSJvDvhS41m+ubWOfTrq207Lyys8RLSsT+43tJnaRgYwMYqoK+524ekpJu+xV/Z5+DXxUXS9V/4XPcWLeGL/TvK0tFu1N7bMC0WCyZBAT5huZmVsYzjNdh4e+HHwX8I6NdaDpkl9qFtOoFyt5cqA6gEBn8sIScEjJGW4znAxWvdfsvBGgWy+Ib2005FSSYQyykkFsu4UDPfPOTk+ueeU8S/EbxzcX0o8IWml2VnPJGbaTDPLdgqCWbBwYySMHOTkdO+tkkeiowgrbnpHh3Xvg/4Gubfw/odtaWuoeWXa1sYPNaIMpb53wSoPox78ivDfiX4q1fxh4zNnZaFfTTWtwbS38pI/KiVirYCg9DhWJIzgegr1Twl4P8Ah/8A23eaha3j3WozTOlypuG8uEsqloto4AG0cnkYxntXTeIPgxL44EVzpN3FZx2wAjudhJLkf3QRlRgDHBxnnmhptFSTlGxx/hv4Z6Vq2nGL+y7fUdUWJEkJQhFYbQ2M4GBnqeT+NdPJ8EfDUdgtjPcSfanwHNvwrHuoHf8AGuq0D4e6j4cs49Ot9RRiADPO6hPMOc5wvT9a6LQvC8MVwNRv5FkkQlo9oIAJHLH3osiuXyOM8N/DnR/h7YE2U88bOxZwzlmkPqe+B6dBVqeC42ZVArsMsXXBOe+OtdFrt7ocFy1zPq9kkkakL5t3Gn/oTCuG8RfEHwTbiU3/AI80i2kZcK0upxvg+oWIuT+NXCjVn8Kb9E/8g5oQWrItatlYs080cSY4ReTn05rkdW1qx06Kb7OyRDG0s0YwW9znA/8A18VjeIvjR8MLa3e1ufiqlxKQdx07S55Ez06sEBH41yNx8WvhzcXcQl1PWNRht33La2+kRRb2yPvM0zZ78bR1rvp5Vj5xuqbXqmjCWKw8XbmX3nx5/wAFgf2af2ov2s7fw1H4F8V6NH4F8OzZ1ixub1oZVvHOPtBUx7HVYWAUb85ZwBk83PG/7Qnwj/Z18AaF8MfBnhdtTisbaLT9JtVkES+SiCMMSQuDgZJwS2Sc8mvpvx38StAi0u5g0j4FeJ7iHUmAeGSZmWVjgBsCFh2HQ8bQewr5o+I1/wCDr/xTJLYfBHwNbajDbytINXuruS5gLMVLqqSKvcjAUYPccV5WY0a2Fo80pwhr1lG/3Jyf4Hp5XRWNxnK4SnFJ6JNemrsvxufJXinxLZ/Hn9qPT59aZ00yO9jlu9xDZgjKkqpxxwNgJ9ckV9QfFH9qG+lt38O+C1jtFmQJPerbIpj5/gK5IPPJz68d68t+MHiXSfEepS+MvFNh4fsZ7jbJNrNhpzpPeooCrEZZJZGKr5aDau0HaOBiuX8EeEB8V7S5vJPHFjoejBhiOVHe5vBgj5VRSVQdz3Jr56EMVjZPD4Nt3eskn87WTdvkfV1cPgsFNYvMEkoJcsLrTtfWze1ltpfVlHX/ABb4r8YG90X4c+G7rU4UmLXl3HHhCdwyhkyACxwMZGc8c1a0v9jTxpcXtvq3j6K/uVaKORNL0iykIhDFWPmykYzhsY/yfWdBsNJ8I6JbaH4d+Oev21jYA7NOsbCaGDOCflAmTaWP8R9cmtbQ9Gsri0TUpPEfjPVXgC3MTTaqkS+bvPAVi4JIOSDnjp1r6bCcHzp00lGb81Tl/wC3OKPlcy4wxmMqPlnGK6Lmi3b5XKWpeFNB0KW1muvC+tWeo2rRPpl09k1xCGUgj5QG3LwOGz0PHStD4ufFX9orwb4Ml1/wd4JvLrV9XmDSXhZZ1WQ7t0kUat+4yAp2HgEn2A9p8Fz/ABE8OeCdC8YeJfgxd3Xh7W717WxvpLuN72Z1LgmOGNULLxjLADJ6ev1Z+z1+zFZ6noEPir4sfDRbHULyPNro1+nnLa7X3Avn5WY4HUcA8jPA7q2TU8PScqrlFbfZvdb7SlquvY+fwUpRxKlG0urupW12b0V/I/KnRfjb/wAFLNF0ae38LfDnxbfW1tALh7q38P8AmIsedmdwjbcuSo3HNcr8W/En/BTjxbc2uhfEC28YQDW7GO4tNOsIlieeCQfu12xYkYtjAU/jgV+9+i+H7Pw7MseiqltFGNi2cSgRBecAIOF/DFaF54J8LeK72z1nVdDt5LuwJNvcPFlo88HBPK8flXkLA4VaSc7f4v8AgH0/9pVl70YQT78p/Pd+zB/wSS/at/bFGsyaXaW/hO60Zc2lx4nsZGt7iTKEo0sW5oWKuWBZCGKkA8Hb95f8E7v+CaPjv9hc+J5/HkUXifxDqOoxJdazZWjizexVDsjhduTksS+VBDbR/Dz+lV34VsbfK2FsFLkGR8ZLEcc46/jUVx4Vij0yf7Rj95HjIGME9+OcjGa2pUcPQbcI/fqZV8bicTHlqS08j58+Cn7N158NbLXEeC0vp9W8SXuoq8UHlSQwzS+YsTuPmYg7sknqxA4r0ibRNZTToYJ1uBKhKrOJWmbGeAxyWcdsknH8u308aVoqERSmQuPMaRmGXU8Z9/8A61RwT6dNfOttHOu6NXjZXbYeueDwDVKKijCdSU3dnn+vala6fb+W2kXDs7rG9oIuh3AZ7cd9w7Vg+ItOk0jVJ9NuUuZrG5UtGI5CZI88EAseQDzj39q9omtdA1CzZLkRkqfm3KDtPrk1yHjPRhqqTQeG9Wspb14wgFzOUbBxx8o/p6VSbi7ozaujgrbS9NtopU05n8uSIFiuPlfIOdq5U56/UdDzVG7+GOo+OZ/sFz4oubbC8Sbdp57noPT65r0LwF8OrjwjpTQ6vrEEgLl/LihCrHye/fr/APrrYs/Cmiw30urWGqGfzQB5RYbYgOoAHuB1ptuW4uU8x0P9h7wZbzDVPFvjK9u53/1qRRxxow9iBuz+JH4cVsaX+zP8BPCCRXFt8PYtRa1kZgb52lVsnJ3J9wj2Ix9a9J1Se0jhMEcwSRx8oc5U/wCFcRe+L/EDajFDZXFqysThIpcdCRnnHHB9elTZBaPY9d/ZisfBVr4vuJPDHhmysZG0mTe1pAkfy+bEcYUeuDXuNfPP7Kfiuz1P4pXuiy6vpj3y6DLLLaWs4MqKJoBkqO3zLz7j1r6GrOfxDRyfx5/5Ib4z/wCxT1H/ANJpK/M4hfWv0x+PQz8DPGg/6lPUf/SaSvzLYnBDfjXiZoruPoengNn6kFxtjuoZT08zafoeDVbUE2WYfJJiYbv+Avz/AOOsanv+YDg9siopVS8ilhLf60A8+jqV/nivmuW0pI9aT+F+pV0KMvpUVs/WJXtyP+ucjIP/AB1wap/A9ruK+8S+HbQDzxEZLdW6b1yBnHvip9EnJiuVPDGWOfAPTzItuP8AvtKq/Dm+j0f48+Spwl/Ew+uVBH6iuHFx5oM6aLtUizkdC0bXfi3ejx144uLiVJwHETnyzMP4UAP3Ih2Xv1J5JPoum2X9nxC2mgUb02xW0aghVHQAAetV5tIfQ9Xv9OgQkxXsqQJ0CqHO39MfnXWeEPCl5cSi+uIg7Fz9we35ev51xU1KtZvY0qNU9EJoOi/artQ/mKVYKcIcEHB4x1r2v4Lfs+6/49v44tLs/LtYyvn3Mx+WNe31J54//XVX4T/BvxJ4xuhHoeivdGOPzH3ttAHbJJAH0P07V9N+B/iP4M+HOk2nhLxP4fuPDk4AU/aYiY5XxgsHA+b6n2r6PL8HSqNOq7R79/K+x5eJxNSKtT1kdR8M/hZ4e+Gmkf2fo6l5X5nuZFG9z6cdB7V0z7UQliPcmqula3putW4vdKv4biF1BSSGQMD+VWcjoTX2NKFOnTUYLQ8Ccpyk3LcUHjGBSCMMSHwRnuKTafMDBjgdRSSOW3CPqDzWhJDcWlpcfLNbxsAckOgNc/r3wc+GPiab7TrvgXS53ClfMezXdg++M1u6rq2n6Hp0+r6vexW1vbxNJcXMzhUjUDJYk9ABWf4n8VaZ4O0SbXtWuC8aR7xEi5ZunQd+o/OuXEvC06Up10uVK7btokbUfbyqKNK93orXPEv2of2VfhpD8EvEF74P8FxpfRxJcJFFIRuKHou44B2lsfWvzx1Pw+x1OTR98qvGdpinG1oyD0PuK/RT9sP456DovwJu7DVNQhsNS1ay32OnzXIWWQHkDA5H/wBavzT1b4rfD/w94/06z8d6lNFe6oJLqMJbO6FUK+YvyjAIDd8D6Yr8b4moYTHZ/GeBjZ8kb207u7XRpNX62sfqHDlfE4XJpLFO65na+vZaPs2vzPu/R/8AgmToM3h211GP4iXqT3VtHLdQ3cQkjjYxKCkYBBVcjP1yec15v8Uv+CUXxFuPNv8Aw/410u4fBaNZy8WwDoxbs2SSMdMD6V638Pf+Cs37HHiLSVj1DxTqOhtboEWLUtNd9v0MW4HFdvov/BRH9j7W7RrqP4z6dGu/Crcwyox6kHDICP8A69foFPDZFKlGMKnLp/N5dbo+OnXzuFRuUG9e3f0Pgjx/+z//AMFFfgPoN14mMh13RLSMyXNpqtpHfxxxn+IOCJQB7Nxjpjr5Ho3xN8eeOfDura34s8OaPpn2W4jiiOlWzxiVirFt25m6DGAOma/abwx418H/ABD8Pwa54U16z1XTrpDiezlWSJxjocfyNfkt/wAFG/HPgnRfj94o0D4feH7Wws471UFlp8YRJplAWWQqOASwPQAYHua+Z4rwNLAZZz0Zp87SWiXn002XqfQcNY2rjsx9nVg1ypt/ls/M+M/2ifE95fvJpkB3tI5O3PJAOT+FeKQeJPDvh63e7vgHubp2i8sNyAuOcZ6Zzz717h8QbC28VXMkssBs3fgZTBOfevm/XfhXaal8S5dRvNVkDWzeX9iMXQfL3B6FS2fciuHhjDKo7TdtD0OI8SqcbxV9fwLHhHw/baz4hfxTrEG4OwSxWZR+7T+/z3/pX1P8Sf2VNMtvBy654N3QqGMcnnStIJMZGWJ5GcHpx7V4npug28hW3t/uxgZ4z+Y/wr7i+DXi3SvGnwOs7e4ltjKlt5d2ki7pBMnys2B3LDd06MK+39nypRi7WX4+Z8g5Sqybkrv9PI/Ov4l6d8R9MvF0/TITA4yr7V+bHr6YPr3rk/Dk+vWep+VJdySXYcNHu5IPfj0wa+kv2k9A8RWHjy5g8MXlsISitIxtfM+z5yXGRgHK84zgHnjnPjNx4J+JmneOppLdbWAwWfm3TeQobYWAU5Yledy8AkksoHXNeXGjPE1r1JJruejLG08Nh+SnGzOp+F/g25uytlNPv3S+beXbDqWPYd2PYe3oCa+qdA+E+maJ8Ni01mvnMm4QE4G3HIPqSOp75r5y8GaXqGk+MdIv9d1+ZNOs5pZF2FCHkOAC6Y5wpwPTHua+l/EPxF0jT/h6upWbLPstXZDHISj7ULEn+7wp4PIzXq0fYVK1qm0Vouh5T9o7cnxSerPlPwLcXuqaddfbYt0tnfTWzybwQ2yRlzg/St66dyghkwoU8ME4x74rnfgtYRDwJHq11cMZLqaSaVmB5YtkkfnXYEKETcmRgblZhgfWrjJNGEk1N2M/7CuQwiXdjjOcfh6VTuGeyLpcwkLk7NvPOcn+n51tm3iZDNHGqE8kM/Sobqy8yJhMoIjHCN36cZq0I506kGlCWxbzQDgleAe1NfUW2hrltqg4IxjJPTPpVu8aKCVkgtVMYx8uRgZPqKQwy3SJOJI3GeVAySB/9YU+YHHqS6a13JDtmnibjCAdT+NW/s0ksBY7Vy2MgZI/EVW0uCd9vyB1DklVX7o6Vs2Wm3TMZxChDD5U3CmmYTsnoUH0uWUK8bhsHAxJj8q/qJr+Yg6ZcRyNJDAy7xtjePBAPv8AjX9O9elgftfI5cRfQKKKK9A5gooooAKKKKAPzc/4OEr25toPhLDbqG8wa/lS3p/Z3+Nfm3Zpq+oN5f2uRFLDKxgD9RX7Jf8ABULwte+I77wDNba/4RsUthqvmf8ACUeHo795N32PHk+ZDII8YO7pnKdccfImpfDz4pPeh9G/aE8B6dBxmLS/A8EW4Z65Fp1r1MNldTE0lUU0k/Kb/wDSYNfiePi6fNWk9f8AyXt5yX5HyVpnhF0hF15EzqJcBwW6/wD6sfnWvB4O8ZxXMOlaB8KfEOoGfawubHSZZUBYnuoOTweOvSvsHRvDHj6R/wCzLb9qi6luZTiKPTdDELDjsYRGcfkK6LTvh74phDab4j/ac8RXkUOXkU3RwrDqP+Pnk8Ywea2eUKHxVPuhUf5xRlGhfb/0qH+bPlPw9+yh8fb3T5YdO+CniIm4YSD7Tp8sQjyCD8zgDGTnnpgds57Pwr+xP8c2vbdvFHg60sbGSQfbWuvEtlG5TIJzmTr0PTI/l9MaZ8Lvh5cWf2rUPHWsagcBipniDnk9mkY9R+oq1Z+CvhBEDNLpWqPGD/rbq8VVyfZIy35ZpLLKV9XN+kLf+lSRvHDwW7X/AIF/lFnmOm/sz2FsYfCvjb4qeGx4ZLZutOi8TKrqqo2yNVtgS+CQcsT0PXpXYeCfh78FvhydbufDnxTht21qyjs47vS7O4kmgjQYIWRowGJ6ljznHOQDXUWPhr4MqyrbeA3uAZsMz/apMJ/eAAX8uK210WaOwaLw78G0ZwEe1MfhiWZdpzkNufhgf8961+oYaNvdnfzlTj+rNopRd7x+Sk/0RxeoaX8FNXvYbrXNa8RasYLeOHZHp1vCJlTaR5jFsyZKg4YY5Ixgmt6XVPh7cTxTaH8ItduGjjVEMF2IgVAwBiOM8DsM8V0Nh4M+PuoGSLSfCz6aDESkkGiQRAtjgYdQRz3LcUL8Fv2t9awt/wCJHtkIAO7U44wPwjzVrCYNbuC9akn/AOkx/Uvmn0Un6RS/NmR4auvFuhRtB8P/ANm+GxVlw1xqE08jP6liWTcT3z171X1XWP2kUtXhjh8K6HGQdn/HuoX8JHc5/Ctk/sffFK6mN54o+LumxZ6i4vZZP0OBRN+zd8L9KGPF37R+jRMo+ZIliUg/8ClP8q2hDAxdoSg/SnUn+b/Qhur1Ul6yjH8keX+IU+OGtRuuv/tQafpo6EaVdPlB/u2yLn864vXfAPha/i8nxd+034n1Vs/vEt9MuHz7ZnlAxXuJ8A/sW+Ht51748ahqZB+dLUrt/wDIcR/nUMvjX/gn/wCHOLfwvrOrso/5aNLg/gzoP0r06XtVpSjVf+CjTh+Mot/icdRUX8bj/wBvTlL8mkeHeGvhv+zz4duTqbJ4u1CTpm4ltoVYc/3QxromvPg85/0H4RCeVRtVtQ1yaTI/3U2ivRp/2r/2VdA+Tw1+znbS7B8jX6Q/13muX+If/BVTwV8JNCl1zTfg7pFnFCuQtrbPMw6DpDGMdR/kGuyGXZxjaijHD1pN6Lmq2/CPKYSxeX4WDlKrCKXaF/xdzFsNE8Z37AeBf2e9LRS3ySReGXuD7fM5YH61t2Xwl/bI1RRHoPgq405T91otOtbQY+pVTXz5ef8ABf8A/aH1xJY9I+Ac9r5ny2hs7FpAcZ5zJ26Y4781478V/wDgrL/wU3+Jl55XhLXb3wjZlMNHHDbIxPrvkjUj8PWvocP4ecS4ipaphqFPzqVHP/26V/uPCr8aZJRhenVqT8oR5f0ivxPp79oj/gnL/wAFG/jGllqPhL4zzaJNbS7riy1LxQ4tLlOPleOJXHbGcHrXi4/4IbftNQauNZ8Yfts+CfC8m3ZO0Mcl23lAgqh87ywQuB9fXk14F43/AGnv2/fiDp8ml+P/ANr66gt7iPZLBBrTISv/AGwT8OteSav4C8L6tctqXjb4x3+o3LZMshgZ2JH+3JJn9K93/iGWJxuHjRxuIw6Ub29nhuZq+/vPk/G55K8QKODrSqYanVTla/NW5Vp5Jy/Q+1vGX/BLb9kjQPCdjov7R/8AwVQ8Nzyac7bX06Cxtrjbydu0XDn/AMdPSq/h/wCBv/BBb4VR21prf7VHinxJJDwyW9xK6Snnvb2ykDns/evia08H/BZr5LK1uNQvJ5HCxLJcogLE4HQfSrvhqP4e+IPF9r4A0bw1afb2ujArXtywUODjDMMAAHPOPevTwXh1l+VUHThj6sIq7fJClSXm78spW/7eOHF8d4jNKqnPDwnJ2S5nUqei3Ub/AC+Z+j/wf+J//BLjxZ42s/hN+zR+zV4k8e6zcIJES4aYwwR4GZJZLmfZCACMnAPbGcCvtDwN8HvhPpHh4Tab8FfDujai0HzRLYRTGJscL5hX5wOBxxxxXz9+xP8AAnwD+zx8Kl0zw1/Zba3eMs+v6hp8akSyEfLFu67FBwOmeW/iNeo+Ef2lfBuo2+pRaZqct9e6bIRc28ULPJHHuwJNoGSnuBnp1yM/i/EdXCVMdOngJVJU4u3NOcpSl520il2VvN72X6XlEMTDCxnilBTl0jFJRXbq2+7v5LY9Q0zw9E+mrphjgtVEYVlt41UL3IAAGOnauhlt2W3iNreqPKbMm0DkY6V5Z4D+Mlt4533+l6vbzW6q3k/Z0Pz89ST7Ecetbev/ABA0/RNOa6vpWVQm4qn3j7AetfMS5k7M9hNNXOm1mK21R0S2ZUct/rQg+UgE8+1LHHJp9kyzXSzMQC5xhSR6Yrl/h545PjGC8nWya2jtrnyR9qwG3gZK8cHHFUvil4uPhfw/f6ha6hCstrZST+W864+UZJ5wcfoKluwX0udvZeL7WCNjcyxgAnlTnAq6moR35We2lBWUZJYZXHtXxp4d/apvdS8U/wDCOavKZba8tJDI1g3MUm0uAMZHQNySO3FbvgD9o/xVpetaJo9y729jcXX2aeHUroFo8/d/eEDcTnp6jHQ1KaJVSLPpzWjHY2jX4RSyRlcYAGC2T+uK4HTPG3ibxnqN3p/hTQZmj06TbeSyusaN7JnqfwHQ1Nr2vX+q2GLvUDawlmjdZRgt6HJ6evv2rnbr4teAfhDoFzqMN407XspkMMDedJM+MbY1HJ6dO1O42zr9E0HW7h2v9f1B7ZpbdkFqrZ5PQsDxkY6iuA1Hwt4rj16K6sdWliSC4D3Er43lVOduMcjjoAPxry6P9uK9v/Hz6Zf+BfEOlWHmkRanMkbxhNp+aVEc+WM+m44AJx29C1P4raRrN1b6vp3i2ztTJEBJM+xopSRgKcnPX9M8+ommSpwlszt/GHxFt9P05LmK0juwUG5J5Aqg88E9uePxrya+/bu+GnhTxQvhfxRo13pcUny3F+tuxihkyeNyj9cfyNcP8TficfF3iJvC9v4iiMNtOY5fsaYM0mcEDIAVf9ocZ7jg15H8WPCnhG08dpNrPibTBp8cMkTQSkhPOlZiylnG0/L8oPX1PehyfQyqVZJe6fc9/wDF7w/ZeFx4tsNTW/sUjDCSBfMLrkDcuM7q+ffjf+254e8Kw3t94Z8M3Sw/ZwJNZeEp5cxPyoE5YY5J+UDAOMkivmXwf8Wk8Grqfw68LfEZ3srp1eylEpKwRhWI2rkF+Rgg88jHTFdHqd14pt1laHxJAwv5FgBk1APBIkrDKbShKn5iOmc98Uua6M5YiU4+6fTX/BGHxl478VftM+Ibr4gWYa7u/AtxcpeqAolU3ll1U4YMc5PGDj6V+mNfmB/wR60i60D9ujxNoeo22om4tPhpdo13dTPJHOp1DTyGRmYjHoBkY7jGK/T+szbDNunr3Zyfx7OPgX40Pp4T1H/0lkr8xZpiG4weK/U34i+HV8X/AA+13wmzFRqmjXVoWB6eZEyf+zV+VV351vI9vcoUkjYrIjdVI4IP415WZbr0/U9bBvRhPOvkkv1xVSC6GURWGTEyD6qdwqC+u2I2qe/NUDqAt5Q7NgLMjY9jwf6V83JNV/U9a/7q/YnguRDqU0IIAKyDHqVdZkH5M1YuqX/9jfEzRNZQ4CTKrNn+62P5Gp7y9W31oOx4DIT7/eib9CtYni1mnNrcbstDcDBz7AH9Qa48RF8uhtTe3qe5eIfDl0fF9zeQRKUuUjkVi3DDaoP6q3517L8BPgH4u+Id5GUkMVhEwE9464Cg7SQo7tg9qP2XfhMnxxtbLU7uaFYNPgRdQLjLsueAo9eG5PSvsnRNJ0rw/pUWm6PbLDBEgSNEXGAOOn4V25LlksRBVJ6Q/P8A4BlmWNjSbhHWX5FXwT4L0D4eaCmhaBabI0BaSRjlpW7sx7n+VX9T0uw1m2NnqlhBcROPmjnjDL+RFTeaXQHH1BFfP/7cv7eei/sS+Fbfxh4o+GetaxprXAS5ubDaFjXGSe5GB3baPevra1XDYTD3npHbb/hzwKNOtia3LDWT8z0K/wDgDoNpdNqXgDxDqPh64PJNhNmJjz1Q9fzxVabxZ8cfAECvrnheDxNaBj5l1pHyzqM9Sh+9+ArR+Afx2+Gn7SXwr0n4ufCzXUv9E1ezWaGTo8RI+aOReSjqeCD+vWu2WMJEIovkU9gBWUcLTkuehLl9Nvud1+RpKrUhJwqq9u+/37nJ+Ffjp8PPFbm2h1n7Hdq22Sy1DEMiN6fNxn6Gutik8yMSh1YNzlTkY9jWL4l+H3g3xlaSWPiLw/b3IcHc7wAOPow5z+NcTc/Bbx74PiCfCD4iz2kMKkxaVqimeFsDpk/dHToP/rDq4yivfjzrvHR/c/0YcmGqv3Zcr89V96/VHoHiLQrLxTol14d1F7lbW8geGaS2umikCkEHa6EMpx0IIxXmPx1+DPxT8QabY33wf1+w+3abZra2Vv4gaRrcdB5smwFpcYDFON5ABYAk1dh+Nvj7wNF9m+Mfw4njhiX95rGjfvoDgDLFc5Qde/auv8EfFn4e/ECzF/4Y8TwTno0DOFlTBIwUPIrCqsvzGPs6m+mj0emq062fqaQ+uYN+0p7aq61Wu/8AWjPgf4+fs6/tyfHzxuNb1P4EzC4jt1hna61SyS2ZxwHjZZi+w4yMqCAQMCuU8Mf8ESv2jfiFKNd+NPxW0LTbi1O7T7Sytmkjh3DkDbgjgkEksTt9+P0+M4eXahC9zk9Rzj+Vch8RP2jPgL8K7gaf8TfjD4c0KYRecYNR1eKF9g/i2lgdv4dq4KXD2V4erOrJu8nq20rv1O6WdZlWpxpx2itElt8j4O1D/giP8RNJtXk0D4o6NeyFGxHNBLF06dm5P6etfMXxn/Z0+KfwX1z/AIRfx94Uu7CVPnVniO2VRwHVhwwOD0/nX6xaf+35+xJqLiHSv2qfAc7ZPyQeJbdycdRgPnPtWJ8Qf2tv2GvG9ufC3jPxvpmsxXaNGIX0yeVCePusI8Bucgg54JHSssVleXU4XhUUfVq3+ZthszzBytODkvJan5ifs/eJPjPo+q3a/D74g65oUFpbH7QdNvHQszcKgAONzc4J6YJ7CvHf2gr74qRa3cmPwYt6kkzIk00rFkIyNpfJLHrz1zX2X8dNA+D3wm+K+mv8EfiLdReFtd1KJvEmj3+nNJNt3hd1thA4KI7MNxG75R6muS+MUngHULzUoPDvhvUV060hIs7qa18pdxDFmw5BLYyB15bPbn4rNqKrVElOLjHpe6v959VluM9knJwab6tWPgnQPGXi7xUk1tPoro9kMz2c8hZlweoJ7Zx3qjbeE7RvEV7qBj8qWeUOTJ1UMo+U59Ole1T/ALO/7SPifU4tc+Fvw6tZNMbUEj1S91HU4LZfsabsgGRwRJnBzgjFQ61+zn8UPCCXGo6/Y2E8cn74vYalDIiggEgNv+fGQOM9K9DKPYYP33OK5ltc4s2rTxcuSMXo97f1c8vi8NPp7lgJNp4Ei559Pr9K+kP2JfgP8VfjDp91pfgrT/KsrO5ZrnXLglLeNpVRNm7Iyy7Q3tuOe1eRxvp0BS0uYblW2jfG1jICozxnK9Pf3Ffpt/wTR+GWm+Lf2X9G1J7qPT9N0+9v7y7uymxWvQ4EMjb1xhEVTggrkg9hj0Mzr1nhkqGsm0tOm+u/lu9EeZhYxhV5p6JJ/wDDfM+f5v2Ef2cvEvxDsPhtF+06t5r2m+J7NLiw09Xh8+JJ9l5DGZUCGUsCMozdMYyozwHxm/4J1v8ABi80zVptde7s7u+0yws9Jvk2XBaOaNlEnG3gRKCO2Mc4zX3V/wAK40bx/wDFi4SLSNM1fxFc3Bmg1zTZWiW2uoykglO1ihOVRmCbQWXJGSSfBv8AgrT+0H4c0/w3pfwy0Ccaj49XWItPaGwg8ye3uyDIZcr9xxgP90ja2eleDhsfXhV9xSavbbTz17rdrXS9j0JYJ1rqfKrK++vldW2ex8EeMP2ZtG+GsMehaZqmt6y2n3tzE+o2llH5c0j3IRIYmkdTJ5eVj6AFgcMeAPNvH0viO00jxB4IHiaWyYNJF9gvJNs8QCMhlCdAGQlTj8Ca9v8ABel/EHw54cs/hlFr73FzpSybZJLhnuGd2YvKnmN8rnec7NvJYd65z4leA/hNDosvhfxfaX+la2lz9rj1e704Rs+QctG6l8AZ+6WJO3nrXv069Ra1Hd629Ol/N9jyYUJ8zS79DhfhFLpN/wCA7O00ibZ9nTybiNxny5B96uj1HRpBDi3mjWRSMnsP85riPgvoEmi3Wq6U0zmKSUTWssyeW8qHADbO3GD6/NXdtp99NATJdyRjHXfnA9MV6dJtwTOeaSk0Z8uj7o9rRsjqx3MhwG/PqOarG2njhdhGzBV6+p9fr71qG0uTAGkmO5eVNV206aNfOhc7C2HJJOM9SO3WtkRoYkukKHZp7YYkIyecY/x/+vQ1rb27l4oiQD9/Oc9OnpXRRaHLJiRbtQCPl3tgN24/+v71T/scxSiGQhGAG5xgKR06+vNUBW0m5iilKSoo9AUyevTj2rYVoWlwkI3NjgcYPOc1Vt7URzloypkGSQRx+H+e1XDDI0oabdGQwwRxyeaqOxhOOoMkfkmS2h75JySM9/pX9MVfzPTGRWQeaBvIwSe/ua/phr0sD9r5HJiVZIKKKK9A5QooooAKKKKAPjj/AIK0/tofs7/sgjwBJ8dvhld+JJvEH9q/2KtsI8QeR9j83cXYY3edFjAP3T07/Hlv/wAFq/2J3IMH7LxUDhfPuI/6Ka1v+DqH9n/9oD47P8CI/gP8PrnxDLpa+KW1KCzuIlkjEn9kbCFd1LZ2P93OMc9RX4165+zR+2v4QLLrv7NnjqDy/vNH4fuJFH4opH61+ucK4LgzEZNSeOlL23vcyVVxXxO3u3SWlvXc/P8APcZxXQzKawaj7NWteF+ivr6n7Gwf8Fl/2Np5Fk/4Zq0wODwZQjY/Hy61bf8A4LM/st5xp3wQ8OxH/prEp/lHX4U6vrHxU8LXDWniLwrrenyp9+O906WIr9Q6jFVx8Xdbt2Hm3Uin0YEV9ZHhvgGstHP/AMGSf/tx4Ms+4zpvVQ/8At+h+9tv/wAFmfgmpH9l/Drwpb88FoD/AEUVP/w+d8N4zpll4Tt8dMWznH/jwr8FI/jXqoCk3rED3qcfG6+PIuyTn+9W0eD+BG+vzd/1MnxRxgvsR+V/8j93Lj/gszqUoK2niTw5D/1zszx+bms7UP8AgsF4vuQfJ+JenxA9PIs4v6gmvw8Hxx1DGftAP/AqX/heupAY+0Dr/ereHCPA8NkvuX+Zk+KOLZbwX3v/ACP2a1v/AIKueLrwET/G65XPaArH/wCgqK5LXf8AgpLPqKsb/wCL+rT+x1GY5/WvyPk+O2oldpnXGeMvUEnx3vCwUXIHvuPFdtPJOC6CvFL7o/5HNPPOLav2F98j9RtY/b08JXBL3HiS4uDnq5ZifzNc1qn7e3hOHJt/tDnPBVRivzXl+NmqMCFuC2egGTTY/ib4t1CQR2en3cjMPlEdu7Z+gAro5+D8MtZfikc7xHF1fZJfJs/QrUv2+rHk2tpKCOcSSDn2rmtR/b21W4ZlsrWLgZy0uTj1PNfFMeifHbV2xafD3XjzyZLB4wPxYDFSR/Cb9oG+4bw7JbAtj9/fxr+m7NcVbifgnB9Yf+BJmscr4vxC1m16RPqfW/26fFjufI1OBB6KoOPY1yfiD9tHxXeEj/hKmVcdFI5rxbR/2XvjHr0rQ33iHSbTaQD5ly7nPp8q4P50zUP2W/E1hcvDqHj+GYJgN9jtSxH5sK8yt4mcJ4b+Gov0Tf6HRHhDP6y/e1pfekdxrX7V+tXQO7xJctx0EpxXM6p+0pd3DeYLyR26nfJ3qpZ/s6eDEYDUvFGp3LjqqFEH8jWpafAz4WxzReXoktxtyZWnvHPyj8QK8bE+MmBhpRpt+kUvzOiHAMX/ABql/WTZzN9+0Jqkz7ReEc5wrf57VVh+JPi/xBN5em2txcb24VIyc5/nXqmmfDfwhoumxTab4c06Frst9leS2UspQgkFiDyen/66+ufgz8NLLRbex1G+05YbXU9Ki/tCKBVVYZHRTlSM7CD29eOOa8Kv4v5hXdqVLTzf+R6mF4EytvV7eX+Z8IeH/hh8dfErxzw+C9XS3kbH2mW1eOPnoNzADJ6DmvtX9kH9gHwn4i8NaP8AEbxjreradqMzvG9isqx3IZflaUKMlFJYD7wOVzxkV9Q+GtJ8Laz8OprKbVtNWaxtzK908SlY0QYYyFug2gk5x1NeWeBf2y/2evh/4xm8PadbanMJb6WN9cKKbeNcAcBW3FcjhsZ5yfbxsf4hZzjKXI5cifb/AIJ7+F4XybAVFOSv2v3+R7PbaRN8BNNh0fwvczwR+Uix6hJeuxudmT+8fOc9c855rxj4v/F/xH+zn8R/+F0fC3W4U1bxPaBLmzuL0FkKvz+6HJRsBiQx+biua/aC/bi0Xx/NeeE/C3hu6n05Zw1lqbkwSBgAd8YzlcsMYYHK54Ga8B13XNZ8YarFqWqTys6J5UQkkZ1giBO1EyScDP8AOvi62Z1qjdndvfzPYrV6UVy01tt5H6G+Gf25/D3w++Hdhf8AxK+IS3OoahctGWt7V0ZSo+ZmixvRN4bBIyRtxnNVfgl/wUz8MfEnx5c+FPGejW9npNsQbTVb+72u67sBnQjAGf8Aa4yM18mfFvVvAfif4K+E9ftfEVvc+I1vJ11jT7S2MKW6EDYGDHLkYA3Dg7z1xXkx0Ka9Cs0WVxlM8ZGe361xzryUgni60ZJR1R+qPxo/4KKfBn4R+HxPZ+KLbUZgdtppuiSpMzNjdk7eFBz1J718a/F3/goX8Yvjl4mt7LRTDo2nl/LhhDKskjMQBvdiVx2IPHXJ5rw+b+3dfuY7jxLczX7xWsVrG1xjKwxKEjRSOQFVQBjtWp4Z8D6Ld3UVrq1/JArPtMixBgi44yD15qHVnN6EVcVXqvTRH1h8LNZ+J0GoXHifx9DbFE0qFNOm06BCt0hwPMARvLZjkgnjoeK7DRXh1PX7HTtXbzJb1zFp1o8a/JPIr5PmMpQMMkDrggnnivkrVJtV0eWPw9oXjLVLu3azCSp55SFUYFioCSsrYLEc1L4YstT8P21tLoWrXUFxa3P2m2kEp228px+8Rf4X4+8Dk4HpVqozWNdx0sepfFH9vf4ifEvw5cfDnxDpGraJcRR+RcS6XfRq01zGHBEjEbkTds3BDk/N7CvNpfjb8bNXso9IvPHt2kCYVxaTvGSODgnJJ+p5568mmweGbGRp725uvOumly7tlmZmyS3v7n3qxp2gmCXdeWW2GaX/AFpjx8vAyQeTjH8qi8m9yH7afxSJ9MtrHV9GubqfxNrcerMAYwrlkmGc7S+8MpAyc4NXfDfiLxjBp0eiWHxG1hbe2feluLwFGbOc4Oc8+vA9K1/CWqp4L1+PVmtDPbxbknigl8uRUI5Kkd8VP460uPwvdrFodpDLbzxCeCNbgyPGjcqHxwp9v/rVok7XFy2V0Y9lB8QIdfk8XaN4hvDfNB5Uty4U/JgDAA4U44BA4ycYrUtNH8JfEK0Twx4o+Kc3hvWLWzkkiOoWL/Zpv3jEoJS+N4XJGRz0BzgVzVz4m8bwfLa3EcKnokSVl6n4m8V3CBb9Ipdh+XzI8kU72YueK3R0Xi/4GQ+H9AtPE3hH4jWmvRXFxtjjtk8tjkHdldzEODjKsFOBkZHSlJ4g+JOmWVr4RaSC7liv1u40cZuiSjKwVscAgkkEHkDsAKw9N8d+ItElMtrp0QLD5mQHJH+cU6f4s6jJqC6nd6PGlzEw8q7SPEiEcgqwwQR9ad10Dmpp6XR98f8ABFn4ueJfip+2Fq0/iB5RJbfDK/VxJMHEg/tDTdj8H72N+e3Ix1NfqVX5L/8ABB7xvbeKf2v/ABJbLaCN0+G14wYR4+Uahp4x+or9aKq9z1MK+ale/VkOo3EFrp891dTLHFHCzySOwAVQCSST0AFflr+0LBp2mfGnxLBo6t9in1WW4tGZCu6OU+apAIBA+fj2Ffp741iefwbq0ESgs+mTqoboSY261+eH7bHguTw3420vXnm81tU09knIACrJEw4GO2119+DXgZriHDF06VtGnr530R7eBpc1KVTs0jxG9uAoJU+uBWDqOoq84iJzvUqPqOf6VqakTtIPYVyHiO+ay2TjkpIDXl1Y+8md8dYtMv6tqQ+0wylyTIjJnHTcuf5rURv1vr2ONxu3zKcDnPIP9TWdrhlWJWjz8rBlx6Zz/jX0D+wt8FPBF58Q9O+Inx21CPTdOiH2jw5YaguxdSmU/JIxbA8oHkZ4crjpnMVacHJRk0ru2pdFzaule2uh9BfB7Urn9km38TeIfG1vJb2J8O6TNAJMlVuZoXZoztGVw0bKTghSwzxXC+GP+CvBsfHE2mahoIvtBac/Z3nZVuokI4UlflbHXJGT7V4j/wAFC/2hNY+JXxGn0kX8cc2nhrO4SwvN8ExSRgHAHGcY45Hevmi31FoS299+M4J4UH34rkhja6ajh24wV7L59f8ALodrw9Fx5qyTk9/+B/mfpR+2d/wUw0fSv2d5dS/Zx8URR6/fyC3kuboYn01SpPmpGQRIeNvoNwJr8yvi1/wUd1f9pXw9N8LviH4O1bX9Wt4ttj4906d4limRDhZoQCJY2Y4fYFbb2boaPxF1XVdQ8K31pDLlHtpI1BGMFlwCBj1rxP7fJ4P+HvkaNHBbSv8Au2FluQq2SCTnk5ye/wCddksRWr3dZ3v06HnujRpu1NWR+vn/AAQV1/QtG+F2s/Dey1Yu8IhuIbdASpUZVyPfLDIr9CDOhIWR1Ct0JPev5pf2Tv2hvin+zpfS6/8ACXxhqOkXtyzfap7a9J87ocHjDcj7p/pX0j4B/wCC4P7c3hnxSL3XvGulanYw2/zWeqaIhRhnAIMYVyxOM4OK9LB46GGpeyknoYYrDfWantE7XP3LSSJQypg+pJpvnkuAjHAB3MemK/LT4Vf8HDvii5T7F8S/2fdPu7hVHmT6Jqz24LEkcpKr89M8+vpz6L4v/wCC8Hw70jwifENt8CdTjuFBJF5qsRjjOMDlVy3Pbiuyeb4KFO7l8rO5ywy7EzlZL8Uff2o6hpWn2E15rd3Da2tuhee4uJFSNFA5ZmPAHua+Of2jf23P+CdPh281FNI+KWh6n4nHEY8OaukW2UA5LzZ8s9RkKGb2Nflt+2l/wUv+NP7Y2pXOgeIviBqVj4cmUBPD1rc/Z7fOeCQuPMPuc/zr551zQrbw3PBrtgF+zWdm6NtBYq2TtzyTycc/SvNxGN+vQ5Y07dm1dr9F952UcMsJO7ld+Tsv8z9Ifid/wU/+JOlaNd+HfAHxumv4I4txuIZkSMEgkRpIf3kmTtXPyjk/h+ffxP8AiR4q8ba1c+I/GGqG51HV3YJCkhfLNkA9zwPqTyO9cnrsg1qzsp5r2ZbqxTzgsMigSk5O3BGD1HBHY0/Qvi1DbaBZ+K7rSFluYrnaoRCQo3MM5ORgE8elefRwDp3nOTnLpfp6dDtq4xVEoxiorrbqfU3wo+D938OfD+iw6P8AZba0niW91e9kUiQuVQhckgbcbhx0BBxxz6z8PYdb1aPUviJp0cOqtGDBZ6ffyM0Q2hRuGTgYwW+9jLdhxXD+GPHfwo+I/wAItPHiDxSdP1GDazx3LDHmdzkEA5znHH3ug5r1uB9C0T4LvY+HYliSV0DyxnMZLcMechgcZOB0B618njo1Y1JOqtdT3sK6cqa9m9DQi+J3hjT/AAJZfE74gWEdxqOnSMJEtliKSl9yrHlSeFzjP3gccYNYo0rWviN4Vt9d1/xVDbaV9pbUbyyit922MYCISQD8oVsjkdRwOtKLwDpXiHwW3hDSNQN1LGizXUEAILv98cc88bR3+X8qumz+IdM0bULO7a6tki08iS2Z23Jhju4Dcg+nIxmuOM4uXKzolSduZMk1rxVD8XLLRtG8JQzWWhrO/mNC2BcKhJXfj7vQ4xnOOeazL3wYvxAeY2dkDb2KGPTYppFZewa4IBAbIwOn4Htc+BfhOz8M/DaTUbjWhbLOzx2jNEB++PO3uxHPOM8buDkiuk0ew1PwzEYYpbWTFqEcRwtGsrcBipCr2Oc9TnuQTXJiqqw7tBnTRp+1Xvnn/jvw5o3hLwvp2jwuslxcB2WXOVJwMvI3HygcYBwAe+MD7D/YU8F+NfFX7DcvhyOwNvot5rN1c3FjFbnzLu1YIY50O/KoXjfgcsFyF55+M9W1HxX4v1fXzfNbC1S4TRrOdZFcKSR57FeCURQ/GOTxjHX7i+AXxRtvD/7MWhXXw58RTvFptvHFcJFH5sk8auwlYDjccq2WAxzkYFdGHxLpU+bEtuL0dtHt/V11VzDEUlOaVBK6d7v+vufc9Q+B/jP4VaJp13b+G4or/wAQ28mJYdyGaPYMGOPggkAjODkZw2D8tfM/7TFz8S/iJ+2npfx60z4Z2NvaWGg3GjzNevsuZAzAiRVCldwG5N7EMVcjgYzj/Er4i6V4l1fUPiL4Ds7XRfES7PLvtP1T7ObnBL+XsUHOeSTgZyCTgc+U+PP29/izYeJho3jG0tmusEStGyHJ6K3mIcHpzgda+qyzO8CqXLGyWmi20697+p4mKyvFKo5O7fW++vTtY6vxh8MfB3g3VZfGniu1tLO3WUzGK4ZZCZD1wOcfUV89fFfWm8eag+rSTxad4ahQrHaCNUFynr03BT1x3rovHfj3xR8YFSW68VRWJjw4it4wSMYOcvnnOf8ADmvD/jxp2j+HXm8VeIPH9/c2sCnZZTTBY1bsCABuJPatKuIp1JWpLR/eTRozgvfd5HE+MPGa2Hi+PV7GxhEDbhFMqYwFHGPQHpzXd2l5LqWk2+qsPklj3bkycg8n+dfNmta/4w8ba2t3BBIkLnFvaocFl/hYntXvHwYl1qPQF0jWosTQNwhPzKp6cfhXo4OtGTcUzjxdB0rM32jlh52rLEwYqTwRz7+9MMLNHi4SN1zkqxwcDHAPb/61aEUkCtJ5cIK9t4yc+n9aY1tsiwsQACjy+OARk/T/APXXopHC2ZDTW6NuEb7S+Dxnnn+uaSaSR03wQs4UlmITIJ7DFaVzaXEQHkxbgTtK/T3qnJFLsZs4VVyFBo3Iuhj+XMpkESxMXAJOM5+npj+VP2N5ohaMMCcgH6daZcWF20K7pnBYYIQDnjr0p9qJkUB3HKjIJz7U72E0mJNBFtKF1YLkKCD26iv6W6/mollV5AEB4JBIXocZx+df0r16eA1UvkcmL6BRRRXoHGFFFFABRRRQB8Nf8FmriC1vfhncz65cWexNaMYggD+Y+bDGTuUrjnkZ618TaXqHie8jvNd1X4jz2/2eP9zYXF6/74+gRTn8enNfZX/Bbi40q1n+F8uowTyNjWxGsI4IP2DIY9h05r4Bi1e6F1NcPp0SuHIgihjU4HbJZSf0qubSxwVtKrNfUPHWnahpxdrV1cK4k8392p7/ADcHuR+GKx9W8PaR4y0yztdY8M6VNDb/ADArYRjb1PzPs3Of972pYrbxTqbGZmOcHcJmOxPoQcj8MVla1fxaAfLutfnnugTmK1QLGvvnJ/x4pc8lqYvXcs3/AMG/gjqlq1rB8K/DXmyty9zpFszt06sUIH1xWXN+y9+zjN5EupfCvwu08X+ttxpFswfPb5UGT1Oev1q14Y1zR7smDVPEk9s7ScrtMvmL9SRXo3hmw8JXGbqw02R3fA8+WQhsewJxxWkMRiF8M2vm/wDMSpwlukcGP2Jv2Yby0lgs/gB4cYPEFhuJLEbxkqWZgoUA8EDHqeaoJ+xb+zHYWjO3wJ8Puzblia405QHYevPyjoOhPtXubXCSAx2djc7VAzLK/A55GeO3pXnfxM+ImhaFc3CR6zAZo0+e1CElfU/dGR/wKrli8UlrUl/4E/8AMt0KCV+Vfcv8jx7x/wDBL4CeCJksdN/Z38L3JuI38poNJXeuAMkt0A6ngZ9Cc8c5rXg/4V3OjiCx+DGjaXDEPlmsdFTzCpKgF2IJPUDnA5Gc1P4u+JuseIdVSXTvElnatEfknlihBbPGTyccHGBXT+BNOsNajt7a/wDEsWoSMrGWKwLM5Bznd5aDC9OtccsVXqOzm383/mYqMG2kvwX+R4zceGfDUkourTTrebETKsYiVFjOWAPy9SM57dvxPEtnDFbRIpkkliiCokkQXy1Iyp+nJI+tewfEPwZ4f8BQpNNpqwRyHfAHQMXXuCeg9fXmvKfGXjzQ5RJa2dueX3EBBwcY61yVHJPVk1IRXkYml+L9T0G1mhuofNS5Pyg/LtIxg9Of/rVM3jaNIzbXWmmPKK2ZFyQdvUfXNYc9/bXTmeSPa2emearXt+jtnaQSMEscn0rHndxRqVIKyZqX/jK5wq6XEI8Eks5zknvjtWHcXUqma5luWWR2BCqPvHnvnjFReeS4we/NQXDFm2bTkDBz/OocrkVJzktwE8rp5TykpuyQP51btoZ/7Rc2OnyymF/MkjKkL5YIPIHIHIqiHCsJFXnOcmrFxqN9cu7ySkmQkyE4y2cdT+A47UlJGPK2S3OsapeXZuJJmB84uqJwFY4zgds4xXqlj8f/AInvocmgjU7dbaaBUAjslG0DGGDdcjFeS28m0MqnAK4JHf8AyQK2tFuQPKtvmJOeA4GT+NXCbTLhzQ2e511hrfjG40e60258X6h9kuZWkuYFunCSseMuAcNx2Oai0rTdLe8Z7Zd6JKV8wrgkdiRk81gy+JUjtFsrJizF/mKyA4Pfr/hVnSdUjt0a3heTzXAd1hXDFh0NdcYaXkNQdR2Wp1kulQtIFNowA9utX5dLF3bJFDa7VWNQFUnJYZ+bk+/6UeENbtJ9MK6vNM85faW2Z9O/Wuvh0aK4hEsef3a/xLgev40RcXsbzwtSmveRyTeHGGneTIAzBslQOR7Ve0HQYFx5kORnnP8ACK6FbKzgla1vLgCeXlUwBn/IzWv4b0eNtUjTzIg8jfxAY9TgfhTtcnls9jJg8M28UJlewJQHhvLJP6davWegXlwyJa6G7wPyZWwNp9Tn/PFekvpcPGyLgdP8iov7GJGxJGUd+eP5VfKaJJdDhb/QL1VisYIWhlaUfOIyQ47j8atWWnSwoCRuIGMEdPrXWXuiabbW73t9MIYoxl5XlCqB6kngViWWr+EJNfj0TRPFFvc30sXmLBC3mbVxndkcAcdSfanZInkbd0Zk2m6xcTKkWNy5KKBtBHtT4dFl1G3ZUmw6cSW5lHP0PT8K6uXRrLVI99/bwO0sIUTrGpLJ1C5x09qZZ+G72OSS2s3jmjjXKR+Tt2j/AGexp2H7M5f7Lc2Di2m3rAowUliO6P3B7inaZbtp2oErdyTRysfJgtzlf++s57DjP4V1NnY3ssb2Uv2QSpkILhwrD6c/4ip4rYMhtri2e1mHKvGwkXPr0zV8o1ApW8+hkLBeW0sUhX5luNy4P5YNJJoWh6hIVgW2YHoGbY36gVdNtqWMSqLoDrtQhj9V6flUR0a0u33CVrY9DukIUH6EHFWkWo+Q3U/gjaTaKut2WqafIrJukt0ulEsfOMFWwT+Ga5Gb4Q6lc2onjjUkrkqoB5r6C+DPi/QfDmnP4W8W3Uc9krbrec2okKbjypHdc88eprs/GPwZ8Fap4WuvE3g+JROLdp7M2S/JPxkDb09sDFUoJmroRmrosf8ABCnwRf8Ahn9sLxHe3VuUVvhteRg4PX+0NPP9K/WOvzR/4I3S6g/7U2vpf6eIiPAd184Pf7bY8c/41+l1S0kzpw8VGnZGf4uJHhTUyCcjT5sbTg/6tulfGX7aPhhtT+FcOvBCZtL1KNznn91JmM4/4EyHPtX2Z4vcR+E9UkbounTk/wDftq+cPiN4bm8dfDrWdBkw73mnSC2Tr8+0lOwP3wpr4/iN8mNozXRN/wDkx9NlMVPC1F5/ofBGqxERnJ9+lcT4gtZLgsu3jNenX2hTXcW5Exkele6/sZfsLTeP9dt/ij8U9L2eHrRxJY2FynOouOhZT/yyHXn73TpmhKVeXJDdjuoR5pPRGX+yZ+xz8NtZ8I6f8b/jx4rsxY6faG8PhsPhpEQBkecnnYQCfLAOQRk9Vrwn9s/9o6z+L/xcup/Dkf2LR4IlttMiiXaFhRQq7UHHP0GBxXsf/BVe21v4Y61ap4Kj0/TtLv1KTLa6iTLJIcnDRH7vHcZX6V8D6zq17dXJlaR2LP8API0vOPz9unFeNi6tWtL2M4pcrd7X1ffX8EenhoUqa9rFv3l9y7GvrOoLbTnyJiSH3bnySCeucnnpj8BVF7uS5nz5iuepGDgDGKyI2aW4ZTOq7kznOC4wKvabZi5corKqK37zBwQMYwK0pRtEmpK7JpraS8ia3k24ZueOMnrx3rivGPwtl1uzaPSYFQ7yDnBGQ2Qfbmu5u4bWMg4KvvIYd6VbyKND5km0leYyvC/XiumL5Xqc0o8yPGb/AMI+KtH329paC6QKAWlBUAd/ujtzjNRweHpItT8u5nfyigBjPKg/3RtByPY+9e12+lJfF0aJTnorAVDrvgzQZ4d13bQYUAluMqw9D1rTSSvci0kcHomg6fpytqEvlIkZLkAkEH6noK8/8d+OdTvb8yW2k3Fxa+cRb2tuygED7zEMMZOc4xn+sfxs8WnT9Ubw5oM8srFCBF55O0+uc+3SvNbptR8UWn9n6jFq2l3yAfZr1ZB5LsBkAhex4Oe2eawoYf2k+a90jWpUVOFmjqfGfh7w5c+HY/GFrDcWd1FMjtGVb5icAjb0PGDkf1rsdRkGqfCu5vXEFxKYVKW/nYIIYkYyMdATjnoPWuW+CHjRPEGhXngXx1L5k8MciSHuyZHzcjr14J/KsD4UeM5Vg1bRJZmlt/PYWcBb51YMM5yO6sRxXrui6VOx53tFOeuxX8Raot3o8vjSzVY44rdIrm2807MqeCpP3c8dQcE1J44lt9L8MWlxZjMN3PEQkaBRjJJztHUk1oeINM0nwJo99oniktbLqcpKTyIP3cLk5bJ4bg8d8gfhYsIfAuoeE28PSzSXMcFqPJeRgjMwBUMOfpkA9vpXPUrQpRTbN6dKdSVkiD4sa/qj/Dm1/s+7FsbOVDGkbkZGAfmyOD/9fpmuq8BftQfGXwR8P7DS/C+u+dFcMiz2178yAcZ+9gY68jH8q8lk8cWfiH4c3tpfwb5tMulF1HHJtG0HaSR1x90ZHT+c9j4kXQtP0yeCWQxzThxgk+mOGx8oGaxrUoVYctSKeptSqTpO8XY/Rb9m/wDbW+Gvhnw8I/iRaLp2q3EWXvXcuhYcBjkbtp69eMV3XhHWNM+LNrq/iw6rbXOnyxuBd278dMAqehAHqP5V+XXiLxbPd6/AjrJLiJ1ZEBZdzDqNwwO3bjtXovwo+Mfjv4TeFNQh8PaufstzasrwSSMVlJA+UDgZx3+npXz2MyWFRc1J2fY9fD5lOOlRX8z9ARrmm3HgTw8JrRlt119VVrTIby14yylSCDgZPzDHQevZ/FfUfDnhTwjqN9psjsVhMpAKyRgEKQRtBC9M85wcV82/s9fGnwT46/Z1Gl+JtTht9ct5UnXcmxlbhlbJb5sZ54B4Hrkbnxj8Y3fiTQb+/vNanSy/4RoSXLFiDlx94nGOhUDB7sMc8/M1cJUjV5JqzTR7MK9Jw5ou6dzx3w98YvEHiLxZd2cNmlvoU2uSg6ky+Wl07bV25yQuMHOME8DtX3t+wN451zSvhVHMiyTXHh6JpZbG1xJJeWe5hIByd7owD45yJG46V+dv7PPjL4V6l8NLfSNbvVg+y3M0i3LBXYSlwAdj7/vF1X7vbgZJx97/APBPW88ZeEXtY/GQiaJQFt9ZjjAAj65kyitgDGcnGT6A49XE4Vcjg42S29e550K/vc173vf0O5+L3w//AGev2jbNNa8D3yaLqlyrzXKWUEbLwCDvtydpbPGR83XPTA+Bf2o/2Svix8M7BvE93q1tLbmUrbRJcCKTBG4fKgCZ5xjGck5NfpN8e/2Xvhb4z1OTVPDF9deDvFlwyyJrWmyk2zxjDFmQEKwyMkHuB2r4K/ai8EftofDnTLzWl17w94x0S1ZltU84xTyI3PmBM7QzBzjHHy5FeJh8NKnir8yi/wAH+Gh7CxUZYeyu12e6/wAz518HeOfGenllvNTtriWJdrRzN5ckfAwGGdvOexrl/FiXnjnxD9q8X+IYZQhzaWHm5RD6nnBNcv4++Jtq17caL4z8C6rpN7JcnN3GhC7QSAAAOAQ2SD6DHpWX4Y8L+Pteukv/AALocITfiK6lctuHrg8j6V9hDDOnRcpO1+t1b7zxJV1KrZL8D2jSNI8IeFtJ/tK+eCOXaMSyPtAPoM9au/BnxJYeMdV1W90+7kmt0CIH3g9jkcDpXnjfs9fGfxyRZ+KPE8UcZbHkW4+Vh6ZPQ/r9a9U+Dvwi034U29x4d0x2dYYkE87ocvMSSfyBx716GU06UZWjK7/rqedmcpON2dglkJVLmFVGfmfZyQD0AGP8mmXHlvcrEygNt3DKc5/+tV9kMKvFK67XcAHPp3xULCYEOIt/G13JGevp+FfRWR4Tndme8u8snktgYKAZwffAqCYkKpKGTAwhzyffir0ht5hlG2fMQqknBOeenpVMWksasScqScfKMgk/yNJjTvuQxGFQrSblbJIYoQR/TpimvA4x5LAhueFwR6dOfeiKVzIkTsFY5ALDqc4wadd3EgulRJY9hJIKkjn0/lS3HbqVkt57fLjDMcZUjp25756fnX9K1fzWtceYn2aYoTkkMPb/ACfyr+lKvRwDvzfI5cX0CiiivROMKKKKACiiigD4G/4LhzafAfhe98Vz/wATrZux/wBOGa+DLPWNT1HNt4T0c3Mo6SW0e4A57ucAV9l/8HCGsLpVv8JUbP7068OFHb+zu5HHWviv4OeP9Pt9KfSbPUbG0myWeNbQhmJ6EsWO7p1wKqLTdjiq2dWxqp8NPH+syj/hI9ctrKFj+8SCVmf8h8v61oaN+z/4NRg9/d3d1JvyfmCqfwx/WqGreOPinayRR6PPoN0ZZXCveztAgA7biDk8g4xx61zGufEP48+S1tqPjbwdpyPgMLW7luZBz2CRgjj1PaiTiujFywR65/wr/wAA6dEgXwzYkoRjzYQfxJOak1Lxj4F8PxRyT3Fuu9wqfY4TMzN6YjBPavC/D+kaleXUM/jX42Xt3pFpN5kWm23h0IspBzjfIzZ+rZrv/DvjPwHoWpS6l4T8G4upwqz3UxUSSEZwcJuA6ngBeppKTa0VgUkdtqHidtQ8Pz6jpmmzSuse6O1vIGtjIeeP3gGP/r1xk3hiTxdq/wDa+s/CCBLtwR5g1lW3joA6gbW7Z69fbFdPFdReK0B8Q3cWnwblDCQqrsx7fNn27VW8U+P/AIYeBrZxD4lnnlhXaLWGaaQfUKgYD8qJK++xbSkjkz8M7AKZtT8JeHIijbjHDpqHYx7biACR3OO9Z+o+K7vwlYfZvCngRriSSM7TZxxwJjuzMcDAx19xVSb462fiC6uIrfVo4o3kBizYNuC+hdpF49ttbEOs6Fq1vEl9DDqNyEKI6W4kjQ+23OCevX1rJqPQXLF7HgHxO8T654vmdNW8Ku9xF8qM2rtIIxk/KqsQK85uvBXi28uts2niEjHDqqYHQfWvf/E8FhoF6bK4vrYyK7iSII8YjyeCcnOMnivOPGPiPTfMNi2swR4+65Kvk+xHNclSGt2Yzppu7OA1Lwj4g0aEfaLaFD6l8k1jXWnTwsWuY1PJ5rb1fxeskuI7mWbbxufP6AjiseTUBdOWaMgscs2eCK52knoZOMehWNrtOSoAA7dTUE1vcPnggA9S1acUkKgLCQQB8xC8D8ajvLW4muVtobcvIw+VUO7P5UlFslwRnmBzzI5JHf0qZltE3JHPKN0YA4AyeODz0qC6F7DmNISXwMdsZ/8ArVTuE1BcvK6jGflANVGDehMopEl1qZtRsjjLnGBkZUZrufCvg+3j0Nta8TJpTiaL/RkurkqFOOvHeuJstD1LWSpjRY0yF+UHB9falOmWtjL5TXjn5vmCjp9M13Qw8aceao0jK7b0RV8S+INS8K+ILJ5UEduynyILaPOWJx1HX8vWuz8Faw8l7F5U88Dzx4ZkTLKhHPHU/SuauLLQtVWMan5kyxf6pWwdvuPSuh8E2lrDfW97HcS4RsqZo+MgdA3GPyxW9Sk66SpyVjvw1SjSSbh73n/Vj2TwV4K0e+sreWxDSSqFZyJXQj0JDL368Gu6WA2lvJbNptxlIyyr5ed4+uTz1rA8PeJJ7fQWvL66JkAwggG4FccEn1/Kq0/xOv1uotLcwH7Q2351kLEHpkA1Cw/JojWtXlUd5G7pvh+4vdQk1S5iuAzYKwzZITgA4HQDp0qzrFr4w0iJLjwhDuu8YQhFIXOeobHFXtI1Wa6EdjDOrYAGxWAx+fNdSx0vw9pUms+JbyG3ghTMs88mxF/4E2B/+uo5bEQilLmseR+J/jj8bvAlnHd+INAsoo5FWGL7TGDl+7/K2Se/oKq+EvjV8W/iBr8WkSwR2NvKxWTVLO0ZVfAJC7zuAHbIH48VxHx48b+C/GHiSf8A4Rm3mHljElyl4JUc8nKrjhenIxwOlV/At74xvbFIdN1eaGwt2LTRW9wYAx6jksABk9vQ5rm9pLn30O6VBS5XTSv/AF6no/xG+FHxM1zyrddTjYT5eeafUX2ZJwFIbg4xkYA6muLv9U+K/wAOF/suTxVFJKytHa2mhPFvztGHYxKCR04bknPpWvFd3FzqEWleO/HWj6tFGu5bG51iVVQjB4YJtY9hhiOvWt7Rfi3+zP4Ss/JvPBQlvGXEt1Z2bu3XI2vMQx7c5H0ptRet7fMdeM2uVtO3ZHK+C9c/a711o7TQZtVkh34Et9boFHrl5F5H416ZY+Hf2rdJiW4n8VaJfNxm3uYQo5z/ABJjpwafZftVfCwWoj0DUEs4Qm4xX8MvmbueMgMp7ZyR14Jqnp/7XHgG0M0mseJxOzSfJFa2EsmR6DcqY/Hv69auHs4rWb+85Jw1tY9G8A+Hr23t/wC0fGFhpkOqyEs0unSMUBOd2Q4+bOetbuoaL5iGaKPzMdfLGxl9xjkV5j/w1d8ObpVXSfCniO8fgKsWmFVPqdxI6V1vws+JeueO4zqdt4LurKyVxG0twQWVuCRyQSAM9vSumE6d7J3I5GzYtRqqphojfxLgeXNgTL/uuMZ+h/OrMEttqELrB5qOv3424lT0OP4hV64WG5lMt1AkbhiAyoQcVBeadMoW6imE2z/Vnbtdfo39DW1h2sZMtytu+28lZsciWKHj/gQGCK6r4dfG3Wvh7BvSRLrTZXDPbTMzY55KEfdJzzkYP61TifZCs2oW4WQjKuF5IrPudQ0Ka5VGsAsrvgvHCSPqStVsNJxe59y/8Ez/ABX4D8e/HzVPFXh2zmivz4NnjnDWjRrs+1WpIJxgtkDvnAr7mr4J/wCCUHxLXxJ8WL7wdJZRq9j4OnZJ4OFZVubVcEZ4b5h9ea+9qierOqFuUzvGEkcPhLVJZThV06csfYRtXlHw28JXPiWNdYvXMNmshUM6/NcEdTz1HbpivYdTtYr3TbiynXck0Do4wOQVIPWvHP2r/Gd78Lfgtc+I9BvvsM1jLG0ZT0B56eufx6V4eaYanKaxNTWMIvTu7o9fLq0lF0YaOTWvZWMXwR+xl8M/CHie98Y+J9mpl9Qlm03T5YsQW6FyUVl/5aEAgYOBx0NH7VPiT9oXRPAMmtfAmHT4Vt4ma5jcgzrEoyWUMdgH6814z8Gv+CnegXl3/Z/xnbyiDst722QBQMdWX+orz79u/wDay+LHjXwsdH+EtlKfB9wjNd67ph8wXA9HI5i6H5WwTjjivIxWOwrwrjRvG/bR3832PTp4OtTqKVRp2+a+7v6nw18YPiP448eeKrrXPGmtzX19JM3nvcTFyuDgbc5444rjjFKphuA5LBjkqcZ7ndWzq8FzPfM8turK2OSTlj+IqXSdIhu1CunloGyQBjAB55968qnFJbanVOTbIdLW3cRzyBT82NxGN3FbUUOnmMRYHL5YDjj09v8A69QXmhpIEuIJl2qduST8vHBPes6xjv3uDGWkAk7L14Hp24roTtujB67GqNOW6kLwxE7c5Ltxn/P86r3dkkcYeKTLMR5igfd9vercMwtbcmd2A7KRyeOP88VUe4n80MVC9kyclvzo0bC7LNvYmKz8zaWDHAZep7dvpWT4ra+j0Oe8LMw8v5AMDHHHX61pxahqE0vkyM6oAS4Q5Y/rXKfEbxHHo/h65tLSJZ7qdCLe3LfM5I+Un0A9elOcbwaQlpK7PlrUfDGveIdXv9Xt9Xltrl5nW2kW3VmDAn5iSDx7HFZfg34u+Nvh74lj0f4tWlukYHlx6hJE2ZEJwDkNjH4d6t/DX4w6h4J+Ilx4B+MCLZfaLgm0eNBmLJzjOT8pz1GTUf7T2q6da+JII9Y0+O70O/P7zccPE/TdGwHB4Ge3sa9bDwVBxhNJ3Wn/AA5wV5us3KPQpzaoLz9oXztFvIFtpYy8G04iuoyp3YPr+fXNdz4X+COnwahd+J9D1BlthqKTPp7zOuXGcxK3vxyegFea6N4A8Uab9m1bwdqq6npbOjNbsSJYcYPy5BIPHY8816z8CPEOt61o2ox6lqGxZ7+RvLETEx46ckcYGCcE9evassXWaot03rFf1crDUF7RKot2dB8QRpt94dnm8YW6TTSJu8iQ7kiXjCjI/X1rx74baVeasuoajHO8EU8/lWqFflKL0ODx19ua9g8YaPeeNr2fR4rcxp5iiViCNwAGV9un61d8OfDiwt5k0myso1jt0ACoMgZ7H3r4X6/VippvWT+4+2p4ShGKdtEeQa34Fm020vNWtLeKIXLeZKiop3OMAkZ6ZrmJrTT207+yNQ1BYGw8iGXIGB2ySduQfocenFfTPir4ZWOoWBtZLMAFcLgdPUf1ryH4ifCezESGaJ0MCjEsZbd+GPpXdgM195QqNnFisBTqR5qaszlIb20kEct4SJ4jh52ZcNwMbSCTyOwAqXxx4xvdKsLW20mybbd7QjCQ7Avrkn/OapeINOK6L9ttL5pIBGVDqHbnIGeO/wCFVbbTLnUtDhRlkla2wzywuqoVGCT8vIPYng/lX0FKVOp7z2ueJWpzpSt1Nbw3448S/wDCF3OjI8sDQykpKi/wk8KOOo612t7+0H480fwA3ha9vZLq11GyCySykn5lUhTkNyw4PPrXA6lr8VtZPPNFtacZUhid2McNu6kd643xn44uJtMs7RryJpBPkKBghMjgY/lSnhYYmesVughXlSj8Xc9P/YV0f/hZHxYtfAesa4dOSeSIG+83HlsJlmBAwQWHljGfXtX7Hfs2XnjC4gtdS+EGtWl2uls0U+m6hdhYnjLEgEkAhwTkKcnoOK/GH9jFtP8ACfixPG2vB3gsbgNLAkpjEmCOd4OfX8s9q/QC3/4KrfBz9nnw/Yajb2YS1gAjjs4lV3uEGQW5z82SDu65HfJzzZzl+Ir106KbVuncMtxdONNqb1v1PqL43ftYDQ3n0Hxp4V0+w1W4j+fQtQfzYp0IfEsbIdrHAYnJXnjC4yfhP4wfHe68U6ssfgXUYrb98kl3p108yTMBlVaMyO5GOo+dxyvQDFcH+1f/AMFMvg7+1DrE15JeXdrPFGqaXcXtqInjLHknKdOTwGI446c8V8NrHWtaQ6lLqem6vAWEkN1sZ2i9Csgznr90nPQ14tPJqlBc1WNm+6/r+tj1/wC0KU7qD27HprXlt4wAh1bRg92ir5guoF2ydzsbGDjPTOeOnSs/w3p6W1/d2GmbIYQ5MOxfu+uB680l3aa7aW8MlzfNJMrHbOowByMcEknH+RWmni+fwt4SuvEfi5YZ/sVuWEsCjMox/F6kf1p/VKlWap01e4vrNOnDnkSXniibw5af23f3MohhjyF24wc4Bye2a/RfwZ4D/wCCfn7b/wAMtJ0n4XeLY/BPi7T9Jjhi025ADXbJDsCknAkJYAllO45PHNfj98Qf2jrO0tG1rxdqIjt3IWw0K1dC05PRnP5dDgdzzXcfBrx/4ul0Kx8Sa1bJp6TPutXsbpneJTkrvIA/MEj3r6XCYCGFpJyfvfr5enc8LEYv29R6aH0J8aPh3qnwq8Zal4J1SJxNZ3DxecuCGCkjIz1Bzwa5Ozvw6AsHTb1UnHXjH9aq6r401/X7aOTWNenvDEmyNrlizBeuMntVOGe4YL5cwByTgdx0r048yiuY4Z8kneJeujdSTfaFkDRBSSQQCQR0FVmup7hmG9o/lwoZOM44Gf0pxuY3CRM7b2OCckYPGce3IFRXNxHGX2mQeZgFzng9v8+9NuwoxfUWOC63yI84dQvIzk9en8qia1j+1iNyA23cCCRxxgf5PammS6VDLIvBHBQZPpg89s5zSG4KkwKVVckZBzzRo0VYaogt5sGFYySGdhySe/bmv6Vq/mlu7kXACFVOEIiYEHPXr6V/S1XpYD7XyOTF/ZuFFFFegcYUUUUAFFFFAH5v/wDBwPot9rMvwhjs9Ja6C/2/vKsBsz/Z3r9D+Vfn3pXg2GxxJewbCvUOFc/p1r9Ff+C9UJmf4UBIbl2xruPIxgf8g7qSR/nNfn1JouvXkJttPtxAcf6y4ZWb8AD/AFqoxW5x1Yt1HoJef2Bo9uL++e2igVSzNIAg4BJPPtmuRsvj74J1DUP7O8P6TJe4kwQ6oCfdVYgsPpk1W8Y/AHx74hvCupXmoXMTqQMzwwRqPoSeK5i2/Zp1yyvms7Z9MgkhQSO82qISoPQk7gMfSpaqN+7EjlmjrfFXxB8QahKbfw9r0GnwYIfz9Jk80HHTldvFVvD/AIO+IPiW1S6k+OtxHEOJFgsURlH4leKa/gP4922k40fQNO8SW0JCokd7BMcY6LlsgfjWDBr3jVrpbV/BTaRepIY5rO2gG9SDyfnb+Walwm9Xcl6PY7G38LfBCGaLSPiX+0PrlxIXCQBJAyKD1BOGCj9PpVzxB4g/Zm8KW/8AZPh2xvtTnAAF7eySSrtA6Da6gfyrk9Y8QeJLHSo4/Hnw61PUdNdCUu45CwPPQYB2H6/lVGw+LPwzuoI9I0f4TeU0e37PdXF2I5fMX0KdT7bQM+tN02lfT8SudLQ7LTP2kfhh4N8PXEWhfDUR3Z+Vru3KgH0BJLnt0rktX/at8Uao8dvpdslpG0QRzA43cdAS0YA/Cul+G+h6L4i8V3V742kjubZys01veRSQSYA5SN2TY/pgLg1k/EPwr4F0W/m07SNLmdZWLqNP0uP9yhGVDSSTbdw4B4Geah0qvdDvJo4zUfG2t+KY57zUb+6jkYjzmimKjnoDtjGfz/GuVu7TU7y53peJKScf6R8+78cA13fwz8K6XeXh1HUZ5vIinZb4vf2cHlxEjldz4Y9ein6+vtGgfDTwB4hsRf8AgD4Y2+vRrGVR9Q1u2QRPnhmSA5OcZ+Yg0pYScle5C99nytf6Df20mTBasxIGFUgflSXIb+y49NXS4Y5Q5Z7pclm/2QM4A/DPvX0hrXwP8YiYonwq8IaXEZmMl3dvcMDGMHapErf99DBGKp2vwK03WXex+3eD4vLx5ps7PUpGjB5ySHwePXH4VCwkoLcfJfoeUfCvwDp3ijTrq8nX9/YISbYWjPv4zuJyR68YrZ8EWh06A+I9S8HaTeafjy57YoWkiyc/OIjlOjffKj1r1iP4E69a24i8HeOvDNhDGQk1/pV5cguMD/WAyOocgAcjv7VlTfAT4leEbe61rw54+nuJpUBe4s7eMjBkwy5JXJx68GuhUVBJiUHa1ird+Nf2QvE6f2Te+DYtGmbb50z2LBJMA4UPGzADP8RzXEePfgl4Y8Q6kt78Nlt7yxmnWJZbCUShR6lVJYdx8wzxXpPirwPf3GhQjxjo2itb3RHnT3dudPcEDOU2yFH46kHivKvFPgHTvB+rfabWW4soJV3xT6Pqsd1tI65MZDAc9T096U4NjemjRg+Lfg9/whlxPps9zLczwt+7+yoSNvOc5Ge3v07Vyw0mx8pluEkMqEFo2mUbfx9favQraHwTIyXXifXfFJSSMFJI5FCkZYA/M3PIPf1Fal34J8D3kQv/AAit9qSBQ0zzacqNG/be5bbjHoSfatFOEdLaeqMXS5ndHmsXhG1ltft0dxFGkZDqxnUu+WxjABx65xjriuh8Kw+IradLSLRrg72KrI0AA2ngHecsvr09OK9Abw22ni3hOs29u6wY8uMPhAeSOBgn3qvFd6+buVrDVpLwEgJMQcZAxnrnHT69fWtadWlBe7H8P8ilQk5Gj8OdQ066vY7DUdQkdiCyqcsHwOmeD0Ge3Ar03Q/h7a6jeC5n0O1aMYeKYySSOefdh6ehrh/CHw68U6vqcepWepRCTapWMwLxjJIwR9eleoWPhjxZBDvfV5VUqoj8gAfMD8q7WHGelZSlzSbsdqpRUUtyhp3h+70Txc0NpaWcUQT/AFt3bmXLH0BlH+I9K6nXNSW4086TqsemNCNpMnkhQQDn7ryEE4Hp9K5bxBonjW+vkE3iKaw8xt2GjBQqPXIwxH19eKqSXuq6ev8Ap+qPK7zbklxsVwAMkKpK546la57lOmklZ/mbUXhTwtcTXEE/h3TNPRnYwX1pZwM8+e2GU5J9OOuO9aOgaR4Z0q1b7LuYqCshns44ywHXCqoOOehHauU1PxFNqVqlm+mRlg2+RQ4VmcdGXjGD6YHTrVM69eWFiltApFxcSBpkNwpyAcFizKyhuR6E460XihWdiTxx4Z+JviCW51LwjHZLb2QEkttIIJH8tQPvIUR1HOdwbjOOK8g+JWlePYYJZfEbxyxKoMKC3LIvGFO3c+MAnnvnvXrtrr/iDXPF0NzBpU8MVodkZaZWhmx1PlmLknGeXGDg1Z1jWhqekNbWTfZwshwC4R8bg2cMjY5FZSpqavdlpqOlj540nwzq+pWn9l6l4Q0e4eE8t5fkvzj73l7WP6dKyp9L0TQpA0+iaaZJX/dR7pJAjdhlpRgZ7sK+oNX0TwTMieIfC+uf6S0apeWd5GoLnBzmWNFUrnJwTnr7Vzt/p9rHeyXTeHExDsZp7fSRICxyApYZBPfnjmsvq6S3BtX2OR+F0VnBqbapf/ETTGiiVYxa3VwxjDEqQiRkrkg91z1GD1r3jQPHFzqarpkFqit5fySiAxKoA5YZyMcj2rkfDPgDxL4nmMsHhaS9SLJS3ltjvQ5ByFY59Tmu5sND1XS9PE3iPw9MMIysslqUjVfQsTz9K7KUXFEvU03fVYYle5mjBAzu7N/hRCZtZU215BLDD5gVrmWJkVeeoA+Y1meAPiZo+nfEjSvFGq2UkotJXEOmeTtBQK43gDO5hjIyMDGa7XU/GHhLxXeR31hOYXkcm5ilRvMDMSRlSACPcGuhWZPKUIPCEmoTSw6LcSag4C4VEY5/3RzgducGtVvg5rFvo8eowws0szhXtAjK0Z992B+PNaXh7xVYeG5dmhaZOZQhW6ubeXZlOuSrkg/0qtqPx48Q6ZfL/Z3iCVYSw3Q30UAZRnsOAR+VWkkO0ep9H/8ABK/4bax4P/aJ1rV9Q0V7aObwbcxxtLMrN/x92hwQPp+lfftfCv8AwTE8e+IvGHx31RtVs9ttL4Onlt5RbhN5W6tVJO1mGTu7HtX3VWVT4jSNraEV87x2U0kYyyxMVB7nFfmX+3v+3H4i8V22qfA2fTIY4rHVZPNvocZmEbFVXaeM5r9IPiL4otfBHw+13xpfDMGkaNdXs2Tj5YomkP6LX4Q/G34m3XxI8e6z4xumjV9QvJZFQMWEas2eD3NfMZ/UqXhSi3Zp3XdXX6nv5NCHLOcltazM+48USTI8hKFwcAsQcH0z/Otrwb8UvHPg2eS+8O6rLDC8YjuombfHICOVZD8rg9wRg1wgkdTG68NuyoAHA9s1sRK1vEEJY7+GLHOTjk/56V4Eacep6sqkkzvrrXvhP8Z9Qjh1aBPCetlwsl7bQE2NwR/ejUZib/aXK/7PesDxx8N9c+HdxHHfeVdQTEmG9sZllhlAGcB16cc4bBHpXJTp5VyXMuNq8nOPpj09KueHvH+v+HGlgtLgmKUgzW8gEkci/wB1lOQR7HNLl5PhY7xluU7rxRa3NwbbTzJthI83k88c47Yqe0vYxbbo12uDuCtwcH6VY1GfwxqMLf2Lp7adcbR5kZkLwtgc4Byyk8dyOe1YbSzwXjxT/u23Abdwyw59+nWtFK5jymzHayXoE73IAIJ8vqe3r7YqPVvMlRVto49+35GIwBxj/P1p+joluDNclsY+ZS449K4/4p/ErTvA2nSXgy7tu8qJiecHBJ/pWijsZvzMr4sfGGy+GelmS4Ikv5Ttgj3AEDPJ57V4L4C+IV74j+LN3rus699rN2QYopGOyDHQLzjg0zx9P4j+IVw3iLWLmz3RndbaVJkvsOMs2Pu5GcdfpXB+FPCtprWrzap4F1S906WA/v7VmSRI29ty7gM/5FdFN0qcJXev327GUozlJNLT7rnS/te/DvVPFCWvjDw9of2u8t3/AHjwg7wuemBjj8K5y28aeGfiV8Ph4Q8Sadc21xYqEkuZz5Zgce7de3vXoXw48I/E/wAY6dqFz4/195bOOVksZyoj37RjC+rZyMnjAHriul0j4f8AgvQ/B8017oAjud7gy3CoxaTP3snKnNcdbHwwdP2NR8zi7q26v/XY6aWDliZ+0grJ6O55t8Jvh9rfhnw7eahpXjBLtpUKwM8ysqDnHIz2NWfCPx+8V+ENafwj4gtInSFt6i1gVHYHqwwNsgPsAfUVR8KDVYPG58L634SjtIryX93fWVv5Yfn5d6rwM8cirF58NZj48l+GviywIS9zPouqxPhoiM5BJ6EEfrWqqzrVJKeqkrrbb1X4oHShSppx0adtT2rwv44sfFukHV9PkQv5m+Z44yGXkcFR/Ou48M6z4T0hILm+vYlF0+BJkYyOPz614t4C8P614T8SSQ6EweKazVZ5sEKZlG1mPqMYzXWaT8MtS1mybSr27OJbnzBsyFV2B+6D057f41yVMqwz95b9P+Cb0sxqqSj06nsfjLSI4LL+00mRoQmVcHAbPf8AWvmX4jeKr/XPH0fh/TMm0CE3UhxtAye9e5vdeItP8OL4S1VxNHJH5cTZ5X5cY9/b6V5bbeAb+Br2xubEF5YCplBBZDjoPXtXm1sDKlVclE9LD4ym46vUxvAPw68O2XgTUpNRbz4DJJLGNuQqkk/0/WsfxB8NtK0DQln8NatJLFdR+eZmk2h4mOQCTnaOQOMV6f4V8KSWOlzeEdV0+dbWODyLicpklGGCffkk1z3h/wCE+sPomo+GPEs63FrbWptbJSpGQrh1+oxxXXhKeIknO73+848VVoc1tzxnWPDOv6TrVnpn9ntLZSwkvIjlhAWH8J7c+mK4Txt4ejmzqFxastzZjvwWPf8APg5r6Qg8Ja/o+pR2GpwIbEoS8qx/cUZA245zyc/QCuY+JPwZvLiaTxBo1jJLG8YWeLHfseepr0Y1sRSqrmWnf/P5HL7PDTi7PVnkXhO9Fxo0+hPcTx211JHEbezOJ7mYZbYjfwjDEs3YYrp/BXiP4BeHdYS0mTWdX1e2BjjjEj3QgbvtIAXrxmuHl0bxR4bGpTx6f+8SKba5YIbRXK7mAPOSAAMdga73w18LLmf+zvAngaE2lrLYx3fiTVVTEzoeTErYzk46egr6Oqozo819Gu587G9OrZrVGl4i8eeD/EGsWiXnhkzWUM4837aY0ZOe+8/05/KvXPhJ4C8BeCydV8GOYhqjJK8cMwaJSCQMBSV+uDivBZ/BPhX4l+O18D+APDJNlYzAapqCRhYkVe2f426/zr1/4S618PPh3eHwt/ZCaPIcLbXHlt5crtwN6bsA++M9K8PEUqcLQ1V910XrqerRnUmr2Tse26lbWOm2rX1zcRySSruVA+M8AZwenavM/Huhav40SSxa/WOHBBijcYc8YJ9vYV00wv5b/N2WkuRlt8pyGA547EfpxWlpFpbSxSefAodSfnI6DHQDsOtdmHo0aDbhu+pzVva1V7zPihPhH4u+KXx+i8EaraS7dOcNdTyQCOM28ZAwgH3skgZGete8eMrGbwPqdrpyaWZ4o0TYsjHyo05HTPJAHSvUJpIdMuxdRQEXKghJxGMnJzjpyDxXIfFrwtqeuGHW7Rg9zCHbyogyqVPYr/Xpz0rmzClWxU4zpy+FWsdWBlSw6aqq/N1LHgjxdc2unRo9/BNHN/qQxKvjj5Sp5A967LTNUlnffcSFOCGI4Ze46dRnFeOeC9eg0tU0/wAVXy23mxblR1U9umO/P8q6rR9YutPuPPtNSN/buOsrqrJ098N39D9aMLiuelao7NCxGHUKnuao9KFok2LhTvbqcnqc5zgf41LOsciESRsYxhjuQ5OTjPHvWD4e8W2V5+4ICSDqhXJxjqecGtS4vBNIFWQ7ZF2O3BwuM5J+tdqkmrrUw5WtCeSSCCILbruJGS2cnbjp+VMuESZfONuDuYjKtyASc5/xrM85LcvbSSspXhDk8jv2xz61NE8x278gFd4kEhPI7Efl+faldMOUvXVjAmWFupYnIK9T9c+1f0pV/NMtys7SRPc5cBeC34/0Nf0s16mX/a+RxY1NcvzCiiivSOAKKKKACiiigD8wv+DkG98c2sfwdXwbrFzaBl8RG6+zFfmx/Zm3IIOQMt+dfl9bP8ehrdnqQ8QX99CJQDZG5Kwvx/EFYAfX8a/fL/goD+ylH+1FbeFrK4+FUPiaPSTfb2kv44GtfN+z9N8ibg3lcjn7or5503/gkR4c8wz3nwASAmPZ5drqtvCBz1+S5Iz71pFO10zGdLmlc/OTxF+0T8UND062iu/h7LaLJz5zXQcSDGMq5jbcMj1rza28SfF7xH4ifxJqXi+eyaV+Es4wsQ9BtwQcep65NfrZc/8ABJvQvs/2f/hR2qSIoIVE8T2+eeuN04ri9e/4JAXV1dx2+m/s/eKIokb/AI+IvF2lnK+m158j8Oap+0/m/IiVJvqfnr4b1H4mXEctgmtWEwkn3mK80kMCM5OGRVZR34P411Gr6b8UvE0gUQ20UKKEEUFsZFH+0onMnX3Nfbr/APBInxfFrKXml/BrxTBbhQksL+I9HYyDud3n5A9ua7Pw1/wSrvLWF4rv4X+JI1ZCAk/iWwITPp5c3P40lz9ZfiNUujPiLwA0CPb6RrfwV/4SDUolEcFyuiyiUqMfLlCEwB0wABWN8QfhX8FJtcS/b4GeJtF1JpMtJpV2VKMTyfLZMDn8q/R7w5+wn8cvh14V/wCEX+FXhf8As3Mxk+06jeWlw3LEkEiYE9eOcVci/wCCeniO+iB8afDWPV7qT5p7r7fAnzZzkKJQB+FOye7uacitY/N3QP2bvBupg6hFpUl6YJA7zeI7sFtpU/KAGUN9Np5qHW/hbE+qJa6x4Ds7jSWjVJG02zQshUnaxA+ZVHTAznua/Sm5/YW8QWLJaad+z7NNGqf62PXLRfw+a4z+lYWt/wDBOjWfEltJFe/s+XcYZcgf8JDYhs9gCs3H507RtYTpo/OdvgB8P9Xhkj8P2ssqqu37NBdCJgM8l1Izx0xRc/s26ekUGoaNqS2E8S7ZHk8xieAABtUHj68193v/AMEqPH0Mkep6f8PL1JT1jk1a0Z09i32nB/CrWk/8EzPiVZXrLffDHVpYQAVK61Yvk454e74/KoUIIThc/Pmb4B2aTw2eu+KrbVJoJFmSS9inPl542lg5wvHtT4fh1J4X8OT+GPCOtW2kySXX2mTUbXULqONXIyQFKlTjAAw+e9fo/cf8E1tX1G2CX/wl1g7RnYup6YhPtlZ6467/AOCTmtjxPH4kj+AuuXUSYJ0+TxbYRIzDGCdk/PT1p6RVl+ZLpHxZpXgmHQ5m8YSfGjTxKIkjmv47Z3kckZ2iRyd3P61sajPp9hpUwPxKs7+4kIec3abpl6cEwhZF7cHNfdsP7AWvW8dsbL9inRYnhHyyS61ZO6H13GYkn3zVtf2IPG1sbpP+GN9Dm+2jNyWu9MdZDn+IvNn8qaaH7PQ/LzxP8RfiX4P1OWTSfGFlDbJmQxozXBuRhcgJOTwCwz34PpWhF4kuvF2nmy1Ww0gT6ixgupYdMMkzHqAVhcdyMdvYmvv3xv8A8E0/iHrnh67stJ/Yq8HQzzOfJ8rUbRCpIOSzLcKR24FeO+F/+CM37XnhMzz6P8MNOtrm4Zis9t4ht41iU5wmBcEsBnqcmldbP8yHTknofC3iHwDYaRqN3a3ehXzNCwWRlt5lWNieMqyYDHHG6u80zXf7N0m8s9G1yCcQhXbT7myCypwu5hISMgegx0NfTV9/wSR/4KKWc8q23w1gu4w6hGt/F1gu4DjcRLKQQOeODWJcf8Eef2/77UGOofAQGE8M0HijScv7nN3k5qeYFBp3SPkzXxdazqkr3qfecMhKl1HI4zuz/XmtTwhcRRzrb39msaqxUGTcwcdvpzX1RpP/AARr/bgnR4tR+CMtqqjbbRjxFpLrj/axd5A+mTV+3/4IwfttWNz5sPw4gkyBktrmngD6f6Qf6UKTSsl+I2p3ukfPA8cW/hjKwadtdkISaMbsE+me3tVvS/2gPFEVz9muDE4Y7lPkkYbOec17hf8A/BHf9vO7k3f8KXTgnBHiXS+R/wCBNVrT/gjn+3pBe+ZL8DnKqcqU8TaSc/ndgip5naxMlWTPJpfj141WeO3XTrZwvyncCqlfoO9SSeME1WNbmTw3bRSxn5X8xuMntjAr2K6/4JEft5yXPmRfAdyu3ADeKdJ/+Sua29M/4JTfty2dn5b/AABUOOgPinTCPy+1Vk+ZlLnv1Pne4vZ79ipgBUHIXkjPeo4tP2tI08RjfkkklffH619Lp/wS/wD29I1aMfASHDnOf+El0z5fQf8AH1Tz/wAEuv26p1aKb4FptbGS/iTTDn2/4+v84oSZa5j5vfTtR0+NZELRRzgh8DHmL6+9U57Kw8xJrcNuT5guCo3e5H9eOa+mm/4Jbft1uxZ/geGOPkB8UaaAv/kzUB/4JY/t3xSZj+BhYbMZXxTpgIOP+vntRZlRifOF3qc10oR7NFiVQJNgClsjkZ2+mfrWk05stPsv7F0mwEbx/PHKodyCDhs4LLz7ge1e7f8ADp79uu7kEsnwXMByCx/4SbTCSQP+vk/XtVmb/glX+3np6RT6J8IFa5iYMXm8SaYqsc5zj7QaEpFNHz74dvL6G6bUYYHkmRs/vG3KwyDk569utdBNrL6wWuysYLngLGFXr2xgfkK9h07/AIJaft9GYXOsfBkl3lPmLF4q00jH97JuRye4xWnp3/BLz9tqxBB+BULZfK58RaZlPp/pGK0jdEcrPCtNsZLa/F9Esavn5JB1NbSXckh82fa0hXDORzj0zXt0P/BNH9tgFGHwZSIjh8a/p3I/C56+9Pm/4Jn/ALZVxMTcfBHeB9xj4i03IGf+vitE0kKzR4PdazcwNgNKpKkbQx+bj+VZGq3wvkWaax8xs4aOSMs3tjjPavpaP/gm3+2V5ZQ/BVwpP3X8R6YcD2/0ioJ/+CZP7ZTuJE+DvOf+hi07j/yYqr+YcrudZ/wRmvLx/wBpjXLG4vZGSLwJd7Ld2JEf+m2PTnpzX6X18Sf8E3P2Pf2gP2f/AI8ar42+K3w/Oladc+EZ7GC5OqWc+6Zrq1kCbYZXYfLE5yRjjrkivtus5bmsdjgf2q47ib9l74kw2kLSSv4B1gRRou4sxspsADuSe1fg1qKz2atCzMJS4LBh05PHtziv6HNTsItU0240yaR0S5geJ2TG4BgQSMgjPPcGvm74uf8ABJ79lP4wa83ibVote0q8lZmuJNDvIIRKTjkq0DKD7qB75rws1wOJxdWEqSVkmnrbrc9fLsZRw1OUanV9r9D8cNMjf7U0mzf82Wcn8Mf1rVTzpnV12rEB0Zv/AK3NfqNL/wAENv2S5U8sfED4iKNuDs1ex55z/wA+VIP+CG37JwBUfET4igFcEDVrDH/pFXn/ANkY/wAvv/4B2PMcG3u/uPywk8q4ZpBcLtwCgYgAHv8A596olDIjyI4RRleOS3fj8fyr9XT/AMENP2Szgf8ACwfiHgfw/wBqWGD/AOSVEn/BDT9kyV1eT4hfERivQnVrD/5CpPJ8a+i+8P7Twtra/cflDCs8SkQsVxycEnHPTmnQ20E0u9bjBYHc5X7q9P596/Vyb/ghp+yVNkH4gfENRx8q6tYgcf8AblTX/wCCGP7JbgD/AIWH8RRg541aw/8AkKj+x8bfVL7/APgCeZYXo39x+SviXxFY+EdOXUp7vzFZwkMLyYeWQ8BBz1P+eleB/F34k3cWtmTxDZq90JFZbdCGES4YghSuGAIA4PrkV+4/iT/g3u/Y18VapBqurfFT4os1qSbeJdZ03ZGx6sAdPPPvXO61/wAGz/7CXiLU4tV1j4sfFqaSFyyKdd0sDkkkHGnZI59a3hlWKi7tL7zGeOw8tm/uPxF8K6ZqurXw1TxAkkxZR5Ls/wAxzjlvwNdXD8NNN0/ULnxDFp8UD3cKxzNC2BIB8wzz9PSv2r03/g3c/Yl0tVWD4j/E1tuMGTWNNJ46dNP9OKt6l/wb6/sY6lYzWL/Ej4mRCeJo2eHWdODAEYyM2BAP4VrDLK9N8yir97kTx1KorNu3ax+JR8Qx6b4a0ezn0wrEtkZLnMu1QXkZgc+uDk0ul6vH421ifTby1xplrEjQeXkq/q34V+0Ou/8ABuZ+xHr+lQ6NcfFL4pwwwRLHH9n1rTFOFGB108gmm6B/wbjfsO+G7c22nfE34pbSu079a0w8ZyRxp47815D4cxVWu51Eld9z01neGp0VCF9F2Pxk0/T5fLiLWEl5cxXMi2nlKVQR8YLN379OfpXSTfD6PxJdL4j1tR58SsscaKCsfHIB6jNfsmP+CAv7GwcOvxD+JKkHPy6vp45xjP8Ax41cH/BB/wDY/VBGvj/4ihQcgDV7D/5Cr01lNemrU0l8zz3mFGes238j8ftH0I2SBRCwRFwoAByMDOK1jbmIAxI8bR/dbGd+f89K/W2T/ghL+yLKgST4h/EYhfu/8Tew4/8AJKlt/wDghR+yVbyGRfiT8SGyMbW1fT8D/wAkaj+ysb5feP6/hltf7j8jporn7XHc3AwMZbnv6cVVGnW11vaey3FTliBy3IH+f/rV+vjf8EKv2RnUrJ8QPiIwOcj+1dP/AKWVJF/wQm/ZChffH4/+IoOc/wDIYsf/AJCpf2TjPL7yv7Rw3n9x+Tuk20yztbXM5kj8scSPkL6DPXpxU17ZaSk7Qw25lZ33oTnavQcY61+ry/8ABCv9khbn7T/wsP4ikhSAp1ewwPf/AI8qU/8ABC/9klpGkb4h/EUlgQAdXsML9P8AQq0hleMirWX3kvHYZ9X9x+RZ0NZfL+1RCQbju39CoP60678NWiqfOhV4HX7rcDOOQfUc1+uf/DjD9kjyxF/wn/xD2gjj+1rDp6f8eXSmv/wQs/ZGeRX/AOFgfERQufkXV7DacnuPsVP+zMZfZff/AMAl47Def3H4oeKPgZ4c8V3Xn6lp0Uew4Volw2Ce5HscYqh4u+Guu3nw/fwXY30tjC7IjahY4WZoVODHk46gnnmv23m/4IOfsgzEM3xE+I4K/dI1iw4/8kqWT/gg7+yFJGIm+InxH2gAYGsWHQdv+PKtaeBxlPa33mU8ThJ7/kfiPB4d+G3wE8Dxy6EZJbNrhVJiUzXc0zD+JQMsfbpxXm0VrL8QZdVhNtKkkErai8lwNkqLuIUODjb8u35a/e6+/wCDfH9iq/lWaTx/8SUK4I8vWNPGCDkHP2HORVaT/g3g/YreZrlfif8AFBJZDmaRNZ00GXp97/iX4PSlUy7ETi9E2/P/AIAQxdGDVm7LyPxv+BX9vSeFYbLxhYLNvVzaS3KYcDOMhsZHXNbMV/dWmoz2VxabZbe7KyGNDgjGQc9uOfxr9j/+HDP7IzWgs5/id8S5VUfK0mr6dkfTFiKzov8Ag3x/Y2j1J9UPxT+KLSyMWfdrWm4JIx/z4dhxXPQyrG05O9repvUx+GmvP0PyDuA9zKY7q3I3jhwPujPFRXtlIlvEsYlmVd22NWGT7e4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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import os\n", "import urllib.request\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import PIL.Image\n", "\n", "# Test images to be explained\n", "os.makedirs(\"data\", exist_ok=True)\n", "test_image1_path = \"data/catdog.jpg\"\n", "urllib.request.urlretrieve(\"https://farm1.staticflickr.com/74/202734059_fcce636dcd_z.jpg\", test_image1_path)\n", "\n", "test_image2_path = \"data/dog.jpg\"\n", "urllib.request.urlretrieve(\"https://farm5.staticflickr.com/4089/4990202073_725f035a15_z.jpg\", test_image2_path)\n", "\n", "test_image1 = np.array(PIL.Image.open(test_image1_path))\n", "test_image2 = np.array(PIL.Image.open(test_image2_path))\n", "\n", "# Use JPEG format for inline visualizations here.\n", "%config InlineBackend.figure_format = \"jpeg\"\n", "\n", "plt.figure(figsize=(12, 8))\n", "plt.subplot(1, 2, 1)\n", "plt.axis(\"off\")\n", "plt.imshow(test_image1)\n", "plt.subplot(1, 2, 2)\n", "plt.axis(\"off\")\n", "_ = plt.imshow(test_image2)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Feature-Extraction Model \n", "In this example, we will use a basic PyTorch-based, pretrained ResNet18 model truncated after the global average pooling (GAP) layer and use GAP's output as the feature vector representing content of the input image.\n", "The ResNet18 model results in a 512 dimension feature vector after the GAP layer in a ResNet18.\n", "\n", "This model is wrapped in an implementation of the `smqtk_descriptors.ImageDescriptorGenerator` interface to make it compatible with our saliency generation API.\n", "\n", "Note that the `use_cuda` parameter can be set to `True` to accelerate computation if a CUDA device is available." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from collections.abc import Iterable\n", "from typing import Any\n", "\n", "import torch\n", "import torchvision.models as models\n", "from smqtk_descriptors.interfaces.image_descriptor_generator import ImageDescriptorGenerator\n", "from torch import nn\n", "from torch.autograd import Variable\n", "from torchvision import transforms\n", "from typing_extensions import override\n", "\n", "\n", "class ResNet18Generator(ImageDescriptorGenerator):\n", " \"\"\"Implementation of the smqtk_descriptors.ImageDescriptorGenerator interface using ResNet18\"\"\"\n", "\n", " def __init__(self, use_cuda: bool = False) -> None:\n", " \"\"\"Initialize ResNet18 model\"\"\"\n", " # load pretrained model\n", " model = models.resnet18(pretrained=True)\n", " # truncate model\n", " model = nn.Sequential(*list(model.children())[:-1])\n", "\n", " if use_cuda:\n", " model = model.cuda()\n", " self.use_cuda = use_cuda\n", "\n", " self.model = model.eval()\n", "\n", " self.model_input_size = (224, 224)\n", " self.model_mean = [0.485, 0.456, 0.406]\n", " self.blackbox_fill = np.uint8(np.asarray(self.model_mean) * 255)\n", " self.model_loader = transforms.Compose(\n", " [\n", " transforms.ToPILImage(),\n", " transforms.Resize(self.model_input_size),\n", " transforms.ToTensor(),\n", " transforms.Normalize(mean=self.model_mean, std=[0.229, 0.224, 0.225]),\n", " ],\n", " )\n", "\n", " def image_loader(self, image: np.ndarray) -> np.ndarray:\n", " \"\"\"Load image\"\"\"\n", " image = self.model_loader(image).float()\n", " image = Variable(image, requires_grad=False)\n", " if self.use_cuda:\n", " image = image.cuda()\n", " return image.unsqueeze(0)\n", "\n", " @override\n", " @torch.no_grad()\n", " def generate_arrays_from_images(self, img_mat_iter: Iterable[np.ndarray]) -> Iterable[np.ndarray]:\n", " \"\"\"Generate image descriptor for images\"\"\"\n", " for img_mat in img_mat_iter:\n", " feat = self.model(self.image_loader(img_mat))\n", " yield feat.cpu().detach().numpy().squeeze()\n", "\n", " def get_config(self) -> dict[str, Any]:\n", " \"\"\"Required by interface\"\"\"\n", " return {}\n", "\n", "\n", "desc_gen = ResNet18Generator(use_cuda=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Saliency Generator \n", "\n", "The `SBSMStack` class from `xaitk_saliency` generates similarity based saliency maps using a perturbation-occlusion approach.\n", "Saliency is derived from differences in the output of our feature extractor when passing occluded versions of our reference image.\n", "\n", "Specifically, this class uses the `SlidingWindow` image perturber and `SimilarityScoring` saliency map generation algorithms.\n", "\n", "We set the generator to use the occlusion fill from our feature extractor." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from xaitk_saliency.impls.gen_image_similarity_blackbox_sal.sbsm import SBSMStack\n", "\n", "sal_generator = SBSMStack(window_size=(40, 40), stride=(15, 15), fill=desc_gen.blackbox_fill, threads=4)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Generating Saliency \n", "Below, we demonstrate the ability to compute salient regions both between two images, \"a\" and \"b\", and the same image.\n", "Regions within computed self-similarity generally track the regions encoded by the feature vector.\n", "\n", "* a -> b\n", "* b -> a\n", "* a -> a\n", "* b -> b\n", "\n", "Note that the original implementation of SBSM intentionally constrains its saliency values to the [0,1] range due to only trying to explain regions of positive influence. Therefore the negative saliency maps appear to be empty.\n", "\n", "Saliency is computed for the reference image, which is compared to each of the specified query images." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/local/KHQ/elim.schenck/anaconda3/envs/test/lib/python3.9/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at /pytorch/c10/core/TensorImpl.h:1156.)\n", " return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Saliency map range: [0, 1]\n" ] }, { "data": { "image/jpeg": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def show_sal_map(ref_image: np.ndarray, query_image: np.ndarray, sal_map: np.ndarray) -> None:\n", " \"\"\"Display images and saliency map in a nice format\"\"\"\n", " plt.figure(figsize=(12, 6))\n", " plt.subplot(2, 3, 1)\n", " plt.imshow(ref_image)\n", " plt.axis(\"off\")\n", " plt.title(\"Reference Image\")\n", "\n", " plt.subplot(2, 3, 2)\n", " plt.imshow(query_image)\n", " plt.axis(\"off\")\n", " plt.title(\"Query Image\")\n", "\n", " # Some magic numbers here to get colorbar to be roughly the same height\n", " # as the plotted image.\n", " colorbar_kwargs = {\n", " \"fraction\": 0.046 * (ref_image.shape[1] / ref_image.shape[0]),\n", " \"pad\": 0.04,\n", " }\n", "\n", " print(f\"Saliency map range: [{sal_map.min():.3g}, {sal_map.max():.3g}]\")\n", "\n", " # Positive half saliency\n", " plt.subplot(2, 3, 3)\n", " plt.imshow(ref_image, alpha=0.7)\n", " plt.imshow(np.clip(sal_map, 0, 1), cmap=\"jet\", alpha=0.3)\n", " plt.clim(0, 1)\n", " plt.colorbar(**colorbar_kwargs)\n", " plt.title(\"Pos Saliency\")\n", " plt.axis(\"off\")\n", "\n", " # Negative half saliency\n", " plt.subplot(2, 3, 6)\n", " plt.imshow(ref_image, alpha=0.7)\n", " plt.imshow(np.clip(sal_map, -1, 0), cmap=\"jet_r\", alpha=0.3)\n", " plt.clim(-1, 0)\n", " plt.colorbar(**colorbar_kwargs)\n", " plt.title(\"Neg Saliency\")\n", " plt.axis(\"off\")\n", " plt.show()\n", " plt.close()\n", "\n", "\n", "# Computing saliency across all combinations of the two test images as query\n", "# and reference images for Sliding Window-based perturbation\n", "\n", "# a -> b\n", "# a -> a\n", "sal_maps = sal_generator(ref_image=test_image1, query_images=[test_image2, test_image1], blackbox=desc_gen)\n", "show_sal_map(test_image1, test_image2, sal_maps[0])\n", "show_sal_map(test_image1, test_image1, sal_maps[1])\n", "\n", "# b -> a\n", "# b -> b\n", "sal_maps = sal_generator(ref_image=test_image2, query_images=[test_image1, test_image2], blackbox=desc_gen)\n", "show_sal_map(test_image2, test_image1, sal_maps[0])\n", "show_sal_map(test_image2, test_image2, sal_maps[1])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }