{ "cells": [ { "cell_type": "markdown", "id": "a85c1b63", "metadata": {}, "source": [ "# Loki Annotate - Marker Genes\n", "This notebook demonstrates how to run *Loki Annotate* on the demo mark genes validation dataset. It takes about 10 seconds to run this notebook on MacBook Pro." ] }, { "cell_type": "code", "execution_count": 1, "id": "f9c44d2c-2bef-4280-96fc-085fc72167da", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/opt/anaconda3/envs/loki/lib/python3.9/site-packages/timm/models/layers/__init__.py:48: FutureWarning: Importing from timm.models.layers is deprecated, please import via timm.layers\n", " warnings.warn(f\"Importing from {__name__} is deprecated, please import via timm.layers\", FutureWarning)\n" ] } ], "source": [ "import pandas as pd\n", "import os\n", "import torch\n", "from PIL import Image\n", "import matplotlib.pyplot as plt\n", "\n", "import loki.annotate\n", "import loki.preprocess\n", "import loki.utils\n", "import loki.plot\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "ef2589b3", "metadata": {}, "source": [ "We provide the embeddings generated from the OmiCLIP model.\n", "The sample data and embeddings are stored in the directory `data/loki_annotate/marker_gene_data`, which can be donwloaded from [Google Drive link](https://drive.google.com/file/d/1aPK1nItsOEPxTihUAKMig-vLY-DMMIce/view?usp=sharing).\n", "\n", "Here is a list of the files that are needed to run the tissue annotation on the demo validation dataset:\n", "```\n", ".\n", "├── checkpoint_val\n", "│   ├── val_image_embeddings.pt\n", "│   └── val_text_embeddings.pt\n", "└── demo_validation_data\n", " ├── ADI-TCGA-AAWDNKDK.tif\n", " ├── ADI-TCGA-CHWDWGEK.tif\n", " ├── ADI-TCGA-RGCKQTPN.tif\n", " ├── ADI-TCGA-RRHWRPTE.tif\n", " ├── ADI-TCGA-YDAHSPAR.tif\n", " ├── LYM-TCGA-AKGHMWKD.tif\n", " ├── LYM-TCGA-AMVASFYP.tif\n", " ├── LYM-TCGA-AYMAHWFQ.tif\n", " ├── LYM-TCGA-VWAYKKDM.tif\n", " ├── LYM-TCGA-WSHPCMIR.tif\n", " ├── MUS-TCGA-AASRLCCT.tif\n", " ├── MUS-TCGA-CDFYVLPN.tif\n", " ├── MUS-TCGA-CIFAPIID.tif\n", " ├── MUS-TCGA-ELFVYKYW.tif\n", " ├── MUS-TCGA-QSQCNCSP.tif\n", " ├── NORM-TCGA-ACCEDPAW.tif\n", " ├── NORM-TCGA-AFFFQQST.tif\n", " ├── NORM-TCGA-APSNTVTS.tif\n", " ├── NORM-TCGA-EPIQVVLF.tif\n", " ├── NORM-TCGA-FTGGIFEL.tif\n", " ├── TUM-TCGA-CVGTRDRC.tif\n", " ├── TUM-TCGA-DPRWETWM.tif\n", " ├── TUM-TCGA-TKLWWMII.tif\n", " ├── TUM-TCGA-TLSHWGSQ.tif\n", " ├── TUM-TCGA-YTPCKKYY.tif\n", " └── image_names.txt \n", "```" ] }, { "cell_type": "code", "execution_count": 2, "id": "6bc8c7c4", "metadata": {}, "outputs": [], "source": [ "data_path = './data/loki_annotate/marker_gene_data/' " ] }, { "cell_type": "code", "execution_count": 3, "id": "ac656074-fdf1-473b-975e-4dd76c3383e3", "metadata": {}, "outputs": [], "source": [ "filenames = pd.read_csv(os.path.join(data_path, 'demo_validation_data', 'image_names.txt'), header=None)[0].tolist()" ] }, { "cell_type": "code", "execution_count": 4, "id": "2d263e2d", "metadata": {}, "outputs": [], "source": [ "classes = ['Tumor', \n", " 'Adipose',\n", " 'Muscle',\n", " 'Lymphocytes',\n", " 'Normal colon mucosa',]" ] }, { "cell_type": "markdown", "id": "c3ee8f07", "metadata": {}, "source": [ "## Loki Annote with marker genes\n", "Use Loki Annotate to annotate tumor, adipose, muscle, lymphocytes, and normal colon mucosa tissue patch images using corresponding marker genes." ] }, { "cell_type": "code", "execution_count": 5, "id": "d585e83b", "metadata": {}, "outputs": [], "source": [ "# text = ['TP53 EPCAM KRAS EGFR DEFA5 DEFA6 CEACAM5 CEA KRT18 KRT8 KRT19 CDH17 CK20 MYO6 TP53BP2 PLA2G2A CLDN7 TJP1 PKP3 DSP',\n", "# 'FABP4 ADIPOQ LEP ACSL1 APOE GPAM FABP1 CEBPA LIPE ADIPOR1 ADIPOR2',\n", "# 'MYL6 MYL9 TPM2 TPM1 DES MYH11 COL3A1 CALD1 MYLK SMTN NPPA TNNT2 LMOD1 ACTA2 CNN1 MYOCD ACTA1 MYLK2',\n", "# 'TRBC2 IL2 IL2RA IL2RB IL4 TNF LAPTM5 TERF2IP ATF6 CD79A CD3D CD24 CD3E CD4 CD8A CD25 CD34 CD45 CD56 CD69',\n", "# 'CDX2 SI LCT VIL1 FABP2 KRT20 SLC5A1 SLC26A3 SLC9A3 GSTA1 TFF3 CDH17 GUCY2C GUCA2A GUCA2B AQP8 GCG']\n", "all_text_embeddings = torch.load(os.path.join(data_path, 'checkpoint_val', 'val_text_embeddings.pt'))\n", "all_image_embeddings = torch.load(os.path.join(data_path, 'checkpoint_val', 'val_image_embeddings.pt'))" ] }, { "cell_type": "code", "execution_count": 6, "id": "10ba2f23-85d8-4bf6-b7f3-6dcd7fcadb5f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Adipose\n", "Similarity scores: ['Tumor: 0.341', 'Adipose: 0.391', 'Muscle: 0.328', 'Lymphocytes: 0.303', 'Normal colon mucosa: 0.349']\n" ] }, { "data": { "image/png": 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H4BRVUzE0De+/dYuNy2s08xopJPNpzXQ2x0cy/LsoMFrR2xyQJTHlyRlxmqGdJE4kTx8cUM4mjIuScTnjWm+VTKWMqzmVt7z1jXcYvL+D7aSM7x/R7iRkrZjSe2IrKaVAYJGlwcwbrJZkgxyvJUQSEWvQElTwjy3gPEhB8AdVCBa89dAE/1koGZSBCAGKBMRCXXohQYEfV9ijCTqKkXHM6f1Dnt7ZZT6cEUeS4cmEumzorvTQztHbGnDp6ha9bgorOWUsqUYzhmdz3voH7/7ccvXyUXNtkQq6b6zgBwn20yOGe6fUtUIUNTESLRR1LGkklJVFmIZ05Eikor/apagaSj9l/fIOxaMRIof2IEWs5NRFgY1i6lnFdF7S7rdodzNmRY1QGuc8RVMjpUALgdcRlZjD7ojpjkTHXdJMU9qGeu6wtUEbQ6ef4SJJvXj6JUAD83HN5mZOaa8wPhlzfbBN792b9ActTh4f4XxDUVaMzk7Jem266wNOT8bknT5XX7lM2ooo5jX+Uo9opcOP/4fv0MoU3dU+65e6eJliyoKrV7Z5cPcJx58d09pagY0WcykZrCTMpy2GJ1OsEqT9FFF6LJZoIU82kkRpBNojtAdN+KkAEVAJfPjdQRC6xuDVwlzHCuFBeY/B4xZv5RxhEc9+l5IaaKqGPEtI2wlxO+f0ZEZTN2xd3qS33iVtJ3Skon9tnWZaMnx0QvH0jOFkStlYfN3AlymIZvEo+QZkL2X1zQ0yAUdHQzgt8Rmoy6usrvSxxjKbzjk7mXF2PMbP5jTek0UJs7MxxhR0TMz9Hx3TvbpCu5cjEkmKo2kcWId0DuWDo65iRdNYZvMCXxpSL+mv9ehsdCiPpigl0UpC1Zw790YIvBeIKMJnEnCIOtwJqTxxJ+dkXjObjlHaUgxSdrxl9vSI+WjCaVlQn87od9p01/vMJgVJEnPp6jYulYznU3Q3J9vs8P3/8Tvcv/+QX//1D0gHHVqdCBkppJMcH07Y3ztm0lhu3LrG2hvb+EwGvy2KEQiqaU2eRnilUdYiyoZZYZCxptVJMDrAOUQyBIWCoAa9CBDMYgOwIviHQga0QvoQQQsH1nuk54L6FOfC6Lygmhua0Rwzr1AeVrZ6xEqghWT98jqtTooWnrMnJ9z/6CnKOJ5+9pCn+0c405CkGf1e96Xk6qUF0VmLqMCnGokiarXIX9lgPY14+IMHPP7kMd3Pdtl+7ybXP7jOyk6H1rCiPu4xenzE+GRGFDfc//gef/7hj3j3lVtcu3kdX7SRK23IMlQscV7QbkVY6Zm4GotAlnXIJmQxTko0kiSLAhyRxrhhgTSGuvY4ES6caGmMFFRaoRJJ4jyu8ZhI450nEZZev086q3Bzg5vVPL7/mNOyRFdQzKeoNMOmKft7h1STGTdev4GRnjufPoDhmCTLODs95Sff+Yhffv892lsDlPQcDQvySLC+vcHp6VMi57j1+hUGOyt4AyqWzGtLv5+QzHKmR2MmR47Odj+kC0uLcYIk1chYISKJEwIvZchaeXDO4VXIjeMcXoDUKig4z+JhtkgEJgTRSEmIqAX4hYAGvDHAbW5eU09KXNmQtDOSPKF7fZO038ZnmmpSUAwLpqczjvdPsHVFMatI0ozUJaytrNDbWf9yBVGIhZ/ReLwWeC2INzrIOEZ9fEDRwGz3iM8ePuL47i3e/Fvvs7bTp3h1m87VFQ5vHzF9csjND94g2lqhnST01nus7ayiBy0qbyltg8wUykmq2iKExCiJVguz6gQyjpGxxGlPU5aIBmSW0EgPbUE9bxDSoY1Hx5oo1VihqZQlpOuD9rCVY2M9Z1z3sdMSjKeuHZmIUV1N3m0Ra42VApPnvHJlC99pcfL0CG8t41FJisVNLW+8+Tqbaz3iTNDKOoyaEfXBCd/+4V1q67h0c5udW9scn44YDSdkgwzRjkh2VskjzXBUcHRQkicx8a01PJqWLkk2c4SEREoa67HeIoXGLUxxhEeKkMWqXdCUUnicdQjPucb03iOlQCoRsFfvcc4RCYJ2NBaMgThC5im+tjS1Jc88aS+mmZdMdmcUozmzownFbM70bIJ0Desr69xoxdRFgxVQuupLFkQA5ZBKgJII4RB4dFuwem3AV8UtplnOw+98yKPP9jibV7z11lV2vvoGdj1j9a1LxJkiQ3Pp1jZ4T2UdIhIUkxlOQpxHiEgj8EihAsBrHVIppPBYJ0K6CknkPQ6JDPYHJwSpXviCCESqiDsxMpVY52kIOJyqLD6W6EzTSE9RVZiipCoMrTgiH7SJ2xmyqqi8IHWwvdGFjT6PP3tKu5PyxnuvcPzRPvOjY65ev8nB8ZTCG7LdEya3WrS95dH+kKOTMW+9eZPr79xk7CqmezPOypqVsUZ5T7E7IY0VJydnzMYF92cF5qOH3Hr/Bt0sY9w4RDshViFok0YFQNo7IiVxMphUHWmk91hrUU5gF8puGY5KIZ+ZYxG0onYyxDxS0FhPIwVxNyESAjstmRYlZ8cG03hq65gcjpnsnjA6m9DUDXGk6aUdVBYxmzd4pcnaCela++Xk6mWj5rMnp4HmowhA6SJ1J4XET2q0lvg85uzeKT/6F9/mzocfUSWKG+/c4ht/55usX10hkorZozOaqmZuaxKlEFqAVBBrokhhcOhI470gSdR5WksCtrYYCypSZFpgrUApEbRC48A02GmF8aDWW8SrOdjgVngHaBU0LoLq4ZDdHz/i+MEhvqrpd7usvrmD9wZzVqFQDMdzkkyxsrXC7qN9dDvmxjvXEGnM0+/dxc4dvc0up3unpFqh6wLdbrP7yQMOj0e8+sp1uut9bCdGxgpXN0Re4E3D4yfHGKHQ0rP/ZC8IUKR48vCIwUaHV169wuq1TVa2V3GxQOcaLxQ+1qg8RucaZw117cCDFiAc4Tx9wHe993gRBNUH3gke8NZhygZrHEkcEccKWxnqSQ3G00wbqnGBrRq0cNjaMXk65ODRLkVRMWjlDNYHxBbqboQSMSpLaWeKONds/KMvMVhBgnAC78BLgXch3IpiUP2IRmls3bD+xipv/t33STstfnr/Lv/bH3yHj3/yMf/RP/xtrv/qG+jVBHvcoJsIL0FGCpHECCmw1iI8CBWAWedDBsH5kFEQSqAEaA3CeFxTQ55glWQ6K/DjilYak7VjXBYhjMM4hdIKEQWhtuOS09vHjB8cU0xK+lur5N2M1dUuTjrmhzVYhY8tvaur5IOc6nCI3l7lxuVVtIp48v37zMdzXv/qLaZKkZcVYjhD9vvMnx5yeDohbrdQwmMSheyniMpQSYn0Dms87SShv9YJqc9piXeGlc01br1yndt3HvFH/+t3EK7i6vYGg+1tnIpII0GaRXQ3+nS2V8i3B+QrbaqmoSpKECIItwAhPA7wKthxtxBMnMeVDcXZjMpCq5VgWgleS5J2gvSgYxVoikPPdPeEydmcYlwgtaa/2qIXaWKpqJVFCEVrs412jrE3NJVh4yXE6uU14tMzwC8CreD9OuvxSiC8QYjw1GXW0kSSCM3e8YzdP7/Nf/9f/XN21vp87Te/ztd+6wNiE+hJZiF4aTdBpBHCGJwFBBhvkcgA8CaKREgwFi8FMlZgwM4ryllDNalw8zmxVrTXe8TbvXNqWSMgVhqkZ/rwlOOf7vLwk12asmRjZ41b33iN3laPpqjZ++gpzWSOc57+dp98Y8Dw/j70UlpX10jmDcXplOHDUzZe20I5RW0aysajp3MOHx8zuveE3lqfrUub6E6EXOsRdTX1uMKO5yGtVjjKaUHe0bTbLUwtGZ6c0E4j1l7bZBwn3Pl0j+/94bd58NNP6CQRK50+cZzTOI8XjriV8PrbN3j7m8HnnuGIhKKpGoQ12AWsQyQQicYbh7UiqMza4asarwRZJ8VHEUYJelrg5w3T0znNqOTkeMz0YEiSxERZhKwapFMI70iiCJNKEqGhHSGtYC4saHj7P/vmlyeIo92z4OpffNdC1Yf/CRAeKQkwhPEgDVJFfO+f/4SPfv/bzOdD3vvaa/zS3/tVVL9NMy2YlSWtJEG2E4qqQSqJMQYtPcpL6jRCK9AqQmmHt4LZyZxiNIfSUM4qZB7TX20jvKexoPKIdC1HthOcsxR7U0ZPj9n78AmHh0P63Q4bOyv0uxnxeoe0FVOfFdijOaOjIfRStm9tMT4ZY70ku7RGFgmqomRy75CVtT5THJO9E/qdNv2bm8zHBQ//f9+lNoabb95CZZpmu02cpWgF1gnktGI2K0AIZO1oRlPyfsZga4PR2ZT5aEKswvdvv7pNJSQPPnnCx3/0I47uPiIRglaUMp3XnM2nVL7kles7/Mpv/Srd964Q99p4CcJZisLgjEVrCcJTTEpM7ckyiYtipIAk0ehIYwHrPKI2zE9njMcVLSlx3uMbQzuJkVpSTUvqSYX3ltOjM+ZFw/r6ACEs0WoP1c2QseTGb7/xc8vVy5tmv/BBlvCTXDi+jmeg6EJhurKisRLdVsyd5/1/8DbrseKjb33Ihz+8Q9zr8NZvvh9wwEcNU+lYd45CQgpMgcIKYiGIhUNIyfRghGgM03HJ6GhMN01Rqy3W39xGCUE5q2nlCdI5Ig/RzGJMwen9I07uHVAOC5rRnNdubHP5jatk6x3qWcmkqChGJS0ZU4gCsdrh2gc3OXlwSGE8mxsZRhiqAoqDCe1BByug3j/DS0W+1iPKEp5+9zMmdcPqap+8mzDVgkwpZOMoPcRFhdAaoSNYkEHotCmbmvHRCUpAGitG0wJR1WT7I9xKzhu//go337nJg588Zu/7n5DOZhwdjuhEguOJ4Pan99l9vM/NV27w7q+9x9bbV8l2ViBzmKpBCUlT1MhWTJ44EgNzIYgijY41OlVoKXAGrPFIIYgjSdZOyboZ3niieU2US4pUcVpbqmlFrjW9fkraTmiwrG70UL2U+Wz+UmL119CIw0AvgoAdLN+9NNUXJdY6ZKwxOsY3TQCn92dMPtzjw4+fMD46ZPuNS7zyO++RRR2GxYhenuJMQ+kgqS0KgU1jnIPqaMR0WqCFx5aeJIpYu7pKmWmEAm0NeIjyFCMd/qykfDpmOJpxvHcESrG5OcCWFe1OGxsr0IpUKnQ7BtNw9OCEZjxj65deJ4oV1cGYqJMyN5bmZEbiQWcxk3nJbDKjlWdk6wP60lOh+O6/+vfsHR5x89YN3vrgBo2IEBFYC0USkc9KKmvo5Rl1EdySKFYUoxnFyZRs0Ka13scJT1NW6FSjI4XME5K1FN9KMFNPPaw5urfHyUePmTw54OHuLifFDFlXDDoZr732Cq/8+vsMvnIF2U1xUmAnJb5ukGmMVJLaN6RSIyKJlxJvA/lBNZZqVDKfVLjGkWYaKQXl8QzrLKfHI06eniK8pNfJSGJJ3E6RWpJ2WpDFVGXF9ZdgaL+8IO4NcfzVgugAqUVgg9QQ5zGl9STGUj48xt0f8vDRCY/u7bK+0+PVf/QBfuJo2hF9Dw6JSyXF6ZTydIqqBKKlKMclK70WTaJRgwQtNFEsUXGEUxIPyLKmGM4o9keMng4ZDed4JWittml1coqqpppUzJqGvNcm9aBijbQNu/f32VgfMJGe2dMDOp0O0UqHzX47mLh+j3o0xzpDb6WNzDJc09Bvxzy6s89wPOPo43uMpOdv/5//IWpvzHw+JUpSnBbkccLZ6QzhG5rSEClNt9+iFo7pwxOSTkY6aGEkOAOqqol6GhdlIbOy3iJd8Al9LmFuqU8rjndPOfv4MU9+dI+n+wdEwtFrZ2zfuMKlr9yg++om6fVVNAo7bdCRRBQhj1/Vhtm0pJlWUDVgPVhPPW+YTUsS70myCJRGSEUzL7BVTZ63yTo5OhbheLGmMgbjPJGWXPrdt39uuXp504xAOP/MRVRfTAmX3qOsZ44M5QWlQSmoncMnCWUv4datdQZrbb7zFx8T/+GH3Pi1r8C8pkljmrJi7+MDGM1or7TJ1gZMT0Z4rdD9HJ8oTAQdITBKYHKNnTUUT04ZPj0JT++koMHjhMIrRawFxawgHbTob3RBakpv6SrN2dmE0YMROzubtDoZp8djti5fZjwvUNJj0FAbDu495trrVxFxRDktkKYh8o4jZ3GTgje/+Tp6vU3v6RmpFpRZxHzkiYXBTypY8XTbKbv3J0wPDhhs9FHtCCEgz1NspqmwTMYVg5WcrNuiKh1xLCgViNKAliRJRDG3pBrirZTLly+z+Y1rXL7zFkffvsvuT+8xHY04Oxgx/5NP4Xsfs/7eFV791beJsxYH+6eU+xNMbYMPaC2uqBEOtNaBfd+YAIoDEkk6aJEpheplKAVN4zFOkKURjYLAMFV435CnLydafw1AO4DG52spkQt86uKe1i/KVIQIoKoAHWtcLDB5TLPSYecKfKMTcfunj7jVVSQqp6kqmpOKKI3ZfvMKvmoYHU6I44jOpZWQkfKGdtrCao0pa5p7h5zeP+Rk94xiWoHUtCNFlKf0spSok7O20aWwhk4a4XSErRrszFHVwQTd+NotVrodjHWIdkqK4Mpmm2yjz+iTAx4/PSZONNNZSX+zD0VFCeTrPfY/ekyr30Ioyc6VLebdLuXBCK0VWSejOBmSRTlmWOBFxdp2BzFocToeU03mdNOI3pUeRsW0kwSVzJC2QcURTV3ha4POkkUg6KmER8Yh06QceOPRNPRv9ejf/CobH13j4Lv3GT7cQ7mazvVrTJ5M+MG/+i63XruJjxJm45pIQpZouoM2UukQTAmBcA3leI4/mBIB3TRBoVBS4r2ndJ55Y4KprxQ+iVCRxtrgk86No/9lCiJfZMk9YF94TSx/iPP/Y8EJj1YKrQSVd4wdrK63OdveZLp/TPvNa0SFw2QJm62EprJMzmYksUL4kEVQWoUqNDTjccHJg2MmT45DiaOKWNnu0EpjenmMRQbQPY+I2in1bM5sWlBWU6q6odXJ8espWyLDr7WoasORlnz/j/+MD/7Oe6xvbnN6/5Cj+3vUs4KsPWD/3iFJGtFa7aGnJb6qiT20VzscT6a02yntywMmD45QtSVbadFMWxRlQeo8hRDE/Zy1Swnr0Qaiccz3zhC5pp1E1KdTRF0xn9VYBUTgjSQR0OhgHpfFSWqBs4aLHdJ23gsGrw2IujGrD9aY3D3g7mdPuHZ5g9J7Dj97wta7t9jcWcXWJcL6YO5jRVGHDFYqNdJ6RtEcYwxV3SCHFuIIAZi6AWOwRcHerCZNUsgThHXUVY1zjpehxr48Dexnveq+4GUpnn+HCEB0oxVeCrT3KCEpnaS/08PNHNo7DIJSafIiRF5pFpErjXEuPP2FYT6smIyPOdg7pT6b4rWmt9pntZXgWimR9Sg8p6OSBku3ndLUNZNhgTWOXiejvb1CUxYI62mvtTgdNcSuYnJc8ONPb7NzeZWu6FLtntHvJuxcvcm0aYiSmKefPuHSdcP69TUOPjlARArpAvfPJJrMWrLVLrO7h+ikZn17jYd3H6GNI+3kFJMpJw8P2Nzuk19bp+illMcF9D2zpia1EmthcjKns5ojpcTWNZGLkYDxweIY/OfadVhvKdOI7EqPPE1oScfUWA72jtjYXiHpt/HCs36pT1WXlNMaFysMHoNFWo9DYF2oabG1YVI5NB6jFU1dn0fi1lhwlgRBaS2xCGygoviSc82eL/AJxaIy6q98s8dKiYgkQgq8cVR40JI4jyimDX4W6mXbbY3PU+TU0m4AY/BRxOhwxOxkRlGU2HEBDvpZRt5KUa1QzGXKmro2eAl1ZVCpRCcRzbwklQJWe2S5oKkLKjxJFFMnEWpagdZcubHOL//615k1EfJsTtbJidopSmkUjp2rW9zH8+jD+7huxEwqVG2YWUKtb2lpjKHTjpnGmv3Hx2RXPb3OgGJ6jK0rBq0Oq6/3Gc4rouGcOI1o6gYxqhBCYYShk2maRaVd3JZUCGxRo2OJFwqpZKD+v2ClBBJVWazz0JP4G5t09kf4SY6RgoGD8uCU2VqLJNIBZXCWSEs6cUI9rWjKmmpaIWtLMZ6xe3gKzqOlJI5jokQHcnJp8aZh2s5oDbqk/RbtdkYvUl8sAz9jvbwgLtT/i0vI8x0u7Ox4AdAB4VGRIlKSoqjwwtNOAwAa4WmmFaLXRrQbzIGjdg7R1gif4qYlk8Mx9aSilceobhvVGEwro5KQ1A1pK0SnhTXoRNOqBSqWlGVNUzbEsUYmkmnVIKRCpwoVQT1r0FmMcZ48kfz6f/Jb2L05u7cfo4WjHUucbUjyCOksG2tdPhlPOPhkl9Vel8HOGpMI8lwxOp3TWE99OEXWNcxLJidTNq+uctxZRztoUoHSgvX1NpOqISXUlDjliFsRZthQVg1RFlHVgXAcpRm19QjjoDToWAaBsB6nQWmJdx6voChBYxFZDC3L+juXqRrH/PCYoYe006c6HqE3V7DCUzY1iGD2TVEzGU8pptNQ+KYj4jTDlBW+aVBpQpalWOMhavBC0e11uH5ji9ZaD6ehtC/6an/5+mtEzaH08KLJDcjNBTTbi3MoRzxvmdHOU0uB0Arnwg3WkaAwAh2lzGcVbQ9VFmG0oi4bMu9RTuBrg3TQG7RYHbQZzSpOnh5iJgWtbgvZCT1vkiwmyTX1rEHEnkJ4RFGStWMMCu0MMlG4VrLwYBeU+4WGmRcVUepoIkkxq9AC4l6DzDKySCN7GezPee3VSxw/PuMn3/uYd375DVpvXmf2+Bjdiih2R5RNTWdjQL4xwNcVU61ItcBFMeWsRBoLkUTHEa5sUJ6QFx8XoDWqo7FKkCtJgyCVmqytEEmEmTeYukbMBcZ4iBR5J8Yah5UgbLj40jh8pGi6KZe/eYvDj1JOH+zhT6Z4KWhdWkFHGjGvkUIjtSSKJfXcMDyZI8sKh6a30qeTJ2StlLiXEyWK2dGY48Mhw7MZx4dDamPZGk7Js5iJd6xw68sUxGXy8gUT7fwzMiaAd88px/PdEDhClZ0XEiMUprLYqka3c+TchnLPSBJlEW40xyQJovFUZUMqHXEW4YBiPGM2t+TtjLSXkbQTvFKUTUPsBbVxJJFisnfC2qUBQmpk7dAeRCtB51FIsxGKkZwMfpGwiqa2KOVZ3+gjhCfPU5xWiFhglMNIyBPJlWubPPj4IZ/9+B7vrXZJui3SRCI7c7xMSVYzkrUOZydjaCyFs7QTT6edMa9qTOPo5BFVLBAN+FjTVAZKQ5QrfCTxMlTfgcPrCKEFaTuhKmrGxxMmJxMQgrXrA6I0C/U4UeAlaimx3lLMG3SkuPT16/SubzB6eMzJ/X0iD1vvXce0U6yxeO9J+zmbzqNwmEmDcw1SSLrdFoO1DjLTTAvL3AvG44LD/WPKYkbvLMeNp+SDHiaPX0qqXl4QhUe+KISLtN/zLwR/0uPPZVcQShuV92jvUAIUoYrPFQ10Q+WaawzMPdXxGK8VLWOpOwkIwXheo4ylimOm44KNzRXytTY6VeAFxoQaDld7kjRhtHuELYLZJY1wOGQeIXoZVodo3rGsZgvMIozH1Y44l/SvrEGqQjmrMRSNxY7m6CwCIuZlwWtfe535rOTTf/8T3v0/fINiIkjbESeThtO7+1xOJZGUgeMXR4GepjxRO8EYT10YhLDUGJSVtLMY2Y6wBFMrnEVGEUQRDkFd1ogoImrFJHXG8dMzxodDklyz9WafWEqmZzOOHhzRX2mRJzG+bqgTRZYqBldWyAYtRDvi5P4+orHEO2t4rbC2QSUZUitWtjvMkobh0ZBmXjIygVSctHMq66mbkqmpOSprZpNQJqz1nDUds7PyJZcKBFl80TnmWVZloRb9gj28zDuHlMeFXVgEPkKSRJ55CVQNwjtowM1rIiRkGR6oT2ZI4/FRwmg4wYoSncSsbXbQccxwNAsZHwWJCMJ9cDjETmdsXNlCxhqvwLU0vpegE4W5eB5ShM5h0tNkGhkp4kRQtWxApgwIr4i9wsxCtsHMaipTsb7ZQds2375/wA9/74f88n/4DaqsTy+aoDKJkBBLwcxbIh2Y1UKCFgIZSWrnsHOLiBWRCua1bEqiOMURmNaRA2stURRhvaBuHLFS9DY62HKT6ZMhT/7sDolXrL+1jRvWDB+cUh+M2Ly8QqudglQ08wYhAwN++/VLnFSG40cHpKWhc2mFrJ8hjUE24ZwTLCqJ8Qac8szLBhGFEoL1zQHVrOLgZMLR6RmjyYzVfp+83UbXXwSj/Oz114iaPWKJC15cS8LlQgEuDbgXoYhbLF60hLZ0VkqclDgpAhF24qmmJVESIY1DaE9rJcc6KL3AHI9piopUCUZzS9XUDC7nKAK2aJRDe0+Epq4se3f38MLx9q1L6FaGWfTdiROFihTSgZRikTUIX1r6kEEQimCqY4HVEuk9ogw10kIplIixkxoRCQbbA+ysJnKGlbUBP/2LH3F09RKDd6+T9taJixK8wNqGmTMMkEgCw9pUBpSktZozcZ5mPkenniiKUFajrEEIiVXgnYW6QfiUKEuwvqYRDikF3bU26SDlo59+QlmVfCCBNGHt8iq+MTSlxRZTjJ4j2intboQvPNoKos0+nTQmmtVEjSGWkrSXUVnLfAxEhtVOhFvx6IU/m3dbxJ2UYlayPi5IleBsdMZxMWc0HTM8OCDF8U/+2a9/eYLIsl2FfyEKuSCoS3r6or6HJTFHWRalBRDHmjqSAaeqoDqrsLGgdbOH1wJFTNEYlLMkRhH1MrxX2MkZkfdMbUPfe6ZFhW9qsjiGsubscMjZ0SntVs7apVVsP8dEAqeDwx95h8VhpUApzivblqC8x6O9xwlHXQukVETeIyLAeYz1CKECwVSH9nxGClqdjDSOMfOC2z95wNuXBuSbPUQaB01GRF85vAsFSvWkpjQ1pYjpdRWtGwOmZxlmOEcZj4x1EDzniBfwmFaCZdm60gInBHNjyaXg0uYaw6uXmRyfMdwfsvX+TdJBi+qswM5KmrMxc+uJG49vweS4wfiGwUaf7laXyd6EZlpwtHdCNm/RX2nTziKMlAgkTjo8PjRxUpa4qTFPhshxSVw3TGcjhqNjJtNTOs5ya/1L7vQgQtOAzy3vQomiYKlZnmnHZQDjAWMFIlLoOEJJiWwMtjYYa0hbLYhC8TuxQliJqy0Wh4pj8lwwkZIcQy0iGJfoPKNwluODIXYyp3GOXr/Lzq1t8ixmlEW4uqSezDHW4NME1U/QWixKLHmerBH8DJbllcHLXYLGHiXAxRK50kIYgy0arIG5gq13t/ig9RuMnxzz5Lu32XjjKulKTtKOkFGEKeDoySGrqwPmc4u1Ffkgpp6WZJ2EtbWciXHU44JUgPWS2npyKVAeKmMRlUXEgZSAEERKIjWk7Yi3377J/uMjyklFNZySruSQSUzaIspiZk9PqU4n7I9mdNsJIolI4xivFZ2NNr6TMB5OmByNaMYzkl4bZcAqh0DhIkWaJZhhzenJCWJS0coSblzaYKu3wvHohMo6jIhwKvlyBdE7/4VEB78QPEEwwwLO6yPOayQIVHUhPQiP8w5nDTjwWhJ3ErwItRTWQppLKq+xzpO1ItzEUJxMGZYVK60up6Mpx0enzK2lGk+5srPJ9XeuEWUpVSQYt2OkaTBxRBJ5lNDoLEPFEdK6UFzEUtgCoVcsBDGY7FD5VjuPIiSKvAg1w2iJijRCS2KlqLWgLeCN1TbjVzd58uCQe5884uq1DdR6j7GuscbTW+vT6WVEScNoKpFYmkYzPZjS62eBKW09zXiO1grrDMaDMZ7KGeLGot0zAE17FjSuUADV6bXwWmCto6kF3oTqR51G9Le6mLOSw70J7RVNq9vm9MkIcPRXW4huTC/poazl4HBC1szo9lLE3GFTyLKUNNGcPDmhPp2wdWUb32tzqZPw5r3H7J8cUxQjhpMj9qPoyxVE+OIO8PJCdsUtHli5RHmWWmbRJ9E4G4gKZYNoHKKx5FFEHifBMU9iqnlJrTxKR8h5RXVaMSoLGmewDVTTOcenY3KlMNayfWmLK+++wlw4KufJ2jGVCvW97e0cnSQYJRBW4CLPvPFEKqQgF02zFkIYRFN4kC60dHNLn1iAV2EXaT1OCkSsSKTCRAIrDE1H02pLrvda3P0048Fnj7mkBNtvXWd+NEEomM0MztTEqaQuKgQSKRLqmSFeSUhXUhpnEaUhlgR9LCVSOHAO6T1GhoDHW0+loIw0tbE0sUBpia0bmrohSyNKY5hOC1ILa9urtNc7DB8NYcXS2IZiVpKkmmZWUNeWla0evRtbzE4meNsQCY3xHlcbTg5HVNaQXeqTbuW4fs4g3+K1V6/y2b17fFaMOJkOiVT65QqilOIZBXHpKvpQR+uFwJ3XEfgAhSzNmgTpBVoLGq8wc0s5q8mjCN3WqCwljSIKBUoG0qsxBplqrLbs3zlitneMsIJLeYvjySj4RlsrJFlG2s/wuUY4i8g1EytJfEV0tYdtJXjrEEKiZWjDpmKNsIvCmMUZLTX5OVUofG00zwKbZTWEcuFhC40WlpBWFOqiI0V8KedGHrHrLfsfPqFzc53upR5+WjHeH+GcobXepk5ibFPh65rKO2o8Oo3w7ZTKFWBMQCk0RFLhhMDhQvs5QOHRxlGczDl9ckCn3yPvp+TdDqNxwbw8I+u3UEJRdiRRKogqwbypSUclrbU2upcRxRo3nqGNZbw7RkRj+ht9oqRDZS3DT/fZu7/LSq9NstKmsp7x6ZiWhnjQZeudm1y/fZ+n4xFVXTI1zZcsiEDjlrUAy/voz+lh3gukC/9GifOGP0HzCAoliapQbVYWDVu9NolWlHVDFMWojsDWniiGJM9xzuPQFHtjHn/8iH6rQ97JyVVMdmlAoxStnRVEkjCrG3RLITUoLGLQRrQTpF3U9C7KK7GCSFiek6xzP/b822IX2KcWIfp33uG9O29YtHgnBoFeyq8i4JlVQ9aOuPQr1zl5esSTb3/GV37pLYyEbLWDaKdkSYAop02b+mhCPZriTkckeULWbxF14iBwkwLb+MAe0gJjLUiF947Ce1pY4rWc4+EQLyL6O33iJEJVFUf7U9R6TtppoxtLaSzlWUV/kNNEith51jsJ9bwGJK1WjDWWubHUtWE2rzjYHVIOJ1x/5zq9nTVq3yAag4sVVTcn6mkGX7nEVx+/x+7eMU/3HlK7l+uP+PJzVmzwS5wFs6if1XDB4XcLcyw576tyfpM92jmiWDOxhuZ4ynT/hMnTMcXBGcPxlOZ0FvC0SCEEGOeYjaaU0xnOOUZnZ9zd3UPiWNlcobeSU9NQNHXoVFsafGmJuilJOyZxwdE/X+KZRteEOmC9+P1npekvJjTFErwSYRNiadMXD995haPE2tAY/d2/+zUaKfn2v/w2hTVEWx2khJn32DTUfPSu9skvr6C6bZrSMX06wh2OSZVERxHCOZyzRM6jvEcuHhmlJE5rVm90aQ/WOdh7inIe6Ro6qWJjc4100fBTRIqqMYESt95BpJqmsRTTGiMFxJpyVqKcIxERw8MJwwfHZKXl+hvXWNnsU4ymOB9SinGsMbXH1A2djYydt67w6pVrbLV75OpL9hEbGTpUef9MIS4Aw/PbdSHVzDL6BEIzJQGVd2SF4WQ25eGsJBYaFYN5ekJ7c8Claw7binCmobveQ6+3yFYy5K4ia7XIUJw1NdnojK3rO5R4jPBEiSQWgiZSRL0EncUILxDCn6cb/YWv5dwL5A1BqHa7sLwPlW3nwPyz0+HFN/tzMxHCMiEFxhiinuTt/+Ar/PgP/oKPf/8H3Pjm66y/sYMWkrpq8IlBSkH/Uo/eak5xXDA7mjAbzXC1oZ1liCSmaCz5wkf0i5S+9hanI9Jhw8qlHpPTU2wCPo2IfERbtSlEiSlL8kFOplIioJrVVMdzkpUWLk9QzhAjKExM7RrKYo50nrWrq6TtjFnVMG2akDKdlPhI01YS4Qp8lGAGbdJLXa6/eYP58JTdg8OXkqu/xlQBgfOeCwFxCEwIPpYXAVbwctHewj/TJU4ITGmQc8t4avjph3fYarV575ff48ntJ9zdPWC1aMKAIA+DQYbvdKhGJdJ6BoMBr17eJPWa28eHHIymTG4/4MrNy+hYUxiLbreR/QiRJ1gZNKqSC9Fxz9KNXnyeywsC+bmEgD8neVzMsP8cpDca7wJ1TDlcX/L+73ydz/7sI374Bx+y8aP7XPv6Lfq3LuERGCzltEJ4TzzIUO2Y6WOYD+cYJO12Bl5QGYs0Gq1CYiFE7wnjYooQhiuvXydb69MYQWNKIgFCKmgM1IZlUjNOY9IoQkqIUkVTGHSskZUBo+l0Y3QUQSIpjYXGkMURVRKhYoWqGgyWNFl0JWsseaJY3R6wvXUJ0XzJPqICGhdqUpbBigeQMvRpxiMiFQyYDeMUhAw9mvFACW5oePKTu0RlxXv/9HdQQ8uT+08phKcvBWtKMnaCWCqGu2fs395lfHAG1qETzSxLudzewlk4PZ1yenhGp5vTXm/hVEPU7yKUDBHvwkNY8DWBZz/FBfxweTLWfD41JWR4zyKeXuy60P4LoDS0XgkCuxRbKQXeO5rGEnmPH2he/4236ayu8p1/+z0+++wR7/3yG1z9pTcWdSAK5wUNAbzubg0Yecl0OCUS0F7rUhiLNxaXRkgZ2uwl84YRjtlZxfb1VdqxoLAelEZFkkxH6KLGlA1RFvLIzoJO49CVtqywUiJ1KCtFxggnKL2F2iBLQ9xNsO0U1RhUEnN6b0In6tJojfYe7y0qVTjpIYvYvLT1UnL18gN/3DNG8DLnvHTvFQIvFry4cYk5LfDzwAG0DUQAhePRJ084/Pge3/ztbzKYeP7s336f4/GErX6X5qygmtT0e13OPtnDlgYnPLUXmKpmUjf00oQob1F7x0asEYlgZi1KKNrrK+gkDg+IkkgLwiz010IL+oWsRc+U9QUM+/OGNzTnD5MRnAwpwWVvzCCgiwh7WZvDQo86gXYepMQGWjWupdn4yhZfd+9z78cPOXs0IdcP6b+9Q7rRIcNTVDb0EsoEnZ0+lDXT4Yx0pUWuIowL1C7pJd44GjzmcI6MBbqXMXWAAm0sTSOgafBJIN66okRmMRGQr7Wx84KysviWQmjIei2s9dSzClcZbG0RkSQa5Kg4xteGRngiJYkyjbQOWUtsCqIV02pHWG/otL9s0oOz54760lh5AsgrIkkUCdys5ODDx4wenBF7iJWiqh1N3TA/OuPuJ3fYubxDPiz57O6PuLLWR3hFIhtW+y3aWcbo5IQ6jmhd2kLP58z3jtDtnI3BKkZ5ducjpodzLm31kHFMkqW019shU7Fw1ZZhiRdL0bjo0y6ljKXkhPP6XPjmQ+rvuf0uHk2ex2ONd+cui1wc2+gLZsN6sBadK678yg3WLg0ods84GU7Z+8MPWb2xzpWvXCfOJXUjMM6RZjHp9oDKOcanU9YureCjiLrxIC2RkjTeM5/XdNY7dDf61LlGNwanVajOsw6JJk8UVnmc9zTWgg65apCI2uFNg5OBFuebhqaocA7iLIM0wgjQqcZP5gSCs6R2HotA23Cuup/TNDUzvmTTHNbSY1/YPU+I6qRAOMHJwzN++icfY0/nXFlfZ1rX3H28z6OnT5hWDTutFXYf7/PTu/f5yuZVZFoxqmoub65SlfDhh3dZ3eixdWmNKJMMpw4RxUxMw9HZAZPTGXUrYXBjlfZGP5QECIlQktoYfKSfZ16IRUaMFwKNi/849zE+d6acqz+ekTf8IlRbdkNbBm/PPlI8A8rh/I+C0PMGDa3tNkk3Rh11GO6f8tm/+xHFsOT6167SWu8hjKQqK7JBinJ9Jvtn2MYg0xThXKCfRBpR1aTWQi/BJQqlPMIpZCxZ9BwIWK8MZA5pCS6TlqEDmPWYKpj8RsqQ544inG4Cz1RLnAnsICKJL2pkJFEapJOLgBDQAtmKmVcljfySB/74SCK8PDdBguArShXIEMI4xo9OufOTu2y1V4jXE07Pxjx8csST4zPSSHNv+ohRWbDT6rOb9HhsCrZ6A6602nx2eorQgtVWm1QpfBQoVJPhiNtPnrKWJVz/lTfJ1vpUTUVpF7QKKRc9tiXC+Wc+oVj4eEuxEs+0lRcsZpE8A7Q/J4viBW0I4ANmuhDBZ0D4hRW6bgmWcdJyByEFVkJsBUpHVD3NII+5Nb/FT2YlD7/1U+aPD7n+G2+xfn0dm2gQnqSXMT0rGI/mdDoxkRMYHUjGzWmBB2KhEbjAB1hMnSJJkI1F1gZpQrMrpwEnFrwBASoA/UYFWEa3E2QWUxlDNSmR84ZoXJGstXBOwNyi0zhMn5ISJVQYa+ct1jTMm4pOmr2UXP01iLEyMEgcizqVMBJVKoHQEn9WMH16SjOcoGROdTLkyYOHHB/tYhrDuJwjUNQe7s3GzO98Siag/2pGLBWz8Zzuaob18PizJ+SrLZrSsXd2hpSenW++TvudHao7Q7yyRE5QS0OcKWQqwkVWzwXroe2d45wZxCLgWP79XJBESOH5pfO3mJilltno8/0Cu/yi8Imlf+n9M8aR98FHvLCTX4TrlbA0xiKQqETTfXWL95Tm6UcPGR7PefyTx0ilaV1bw0uLzhSt7R7T3ROaWUnayoKmNxY7rcPoiihCL8oKvF1OElBIqVBRUBiuWViuSOItlN4hVETcCkOGRKSIswhrPDrSzGpHUxREsSTrJ3gE2gNxRG1BW79oiuVQ1mOdCoiq+JIL7KUF4x3WS7R3aOnwUaj9MAdTnv77u9z5wW2EdTTzOY/u3eHP7/yEg9kp3aRLJ+ngvGMym1BhaErNSprz9PiIP/3Wd7gzGfNVdZM809SDLra2FM7TXxnAiWC0f0ynE1OOa9KNDlXRgJJkrQybKUT0zG8714POowFzbj4DicEt7KYQC83lg/8EMmRS8CGqFCFHvkS8vec5kNwTkCEn/LIn1QUhfR7CQoB27uI7qStPlCo6r61zM9FMT2bMlWR+MGZ+MCR/c4vBSptOL6coS+ZnJSpJiCLN+GCKrU2Y0ZcpaiFQuGcPnDVAoMF5uei3LSXSR2HyQF2HDmBZhFQhKDOE7JmMNF4K5vOGZN6QzhoipRBpQqQCoGxtqO2RImSXdK9FFkecjsYvJVd/jWAlDJXRKkSfjdRoYPR4xON/+wNuf/cTHj7Zo55POSgLGutIRcQrnR100qa0jkk9IdcRiUgQSKb1nNO65P3eDTqdVUDTjKekec7MQ7yec4tbfPdbP+BP//xD3jqY4rXn9eQ1WldXKbWlXpjKCIkRC6fuIsjOhWif58uwF81VQ17ZBa3q8AFTXESgP89SQpxnPBZGO2jAxUy85fd4Vu+9EFnvEc6hsxh9c4V4vU2/NNSzgqO9Kce//zHDrRaXf+Nt8rU2RemZFw39TkpzMKKcFtCOWE9Dp4bwkMgLZ7l4EKQKl2TBFxBSo3wgA3sREBHvPd44lJSBpCzBNg3VuKQ8naM66WLAJ6GEYWHafRQa8Gf9hPagx52HP30psXp5PuJiNILSoXt9IxTN3oTdP/2U+9//lPnZlJ6OaXSEd9DKMn5l6xp7ozH71pI0NUILItdlVM05LUec1mO2yjl52mZ0tM/tvQNEK+KND95i/RtXSNKE4lqNaMXsfvyE2x/fpq5KamP4ysoHxJvtQJXywfTI6BmkdNHrEzKc8EXQKez1zJxGUiBNMMNOEDqtPtfl7GdcF57XhEtRCxyQC9/DLwKeC9/LA421iCKMChWxRBHRkpC2Ih5Jy/DpCZ0fPKT35hbt7S6iaJjvTbn/4RNiLUi3B1zJYlRTU+UZNPa5B/E83bUkigpwkQQdIZccU+eRJliQKAr9GVutmGooqWc1xemMWAniOFlYDo/SCi9Cj3NbWDIfpig03/3Bzy1T8Neqa5Y0MjQ+yhW4ccXJ9x/w9Ht3mJyMccYRLRqv+zjlzcEqVZ6zb6DbGPbKI8bFGFvNmBmLVopUt2jmM/7dJz9BxYrKuNC54do6YrUFZU2+0eLGL92id3mN7/ye4ejj29z7wSco4Xntl9+gszkg7iWYz93iZ/chaKwFTe3CPn5xbxCL5MtSM0iJ989m2f2l12Vx3OVyS9D7ohAuDvJizU/4S9DiAhCxQqVQzywqynjl1jaHCJzXTB6Oaa91yNuacVVSNBXb62us3NhCZSk0DVTmWXh//rnPfAZhg8vh9QL/XOQapAggfAMo5xGpIu3lpMM5k+MZ1bSi6aVEWoMI0bVUCtt4XFFTjCoy41hZG9BOvmwamBBkStB48KVhcu+Y+39xl/0nT2jmc5raYJqG0hkiUVFvXSJOUm6uRnx6OqJo5hxVUzazPj2ZMJsecSkfYJTi8dFjfv2VNxlmbQ529xBaIs8sxXRO1IZoNWWttry2usG4fQjOM9wbc/DJHke7Z7S2+gyuriGTUKBkpUDo0Ojd+QtMoIXbJs7N5TOIw/sAWjshAhZpAe25KDvnGvWCZltUewbNsvBPBYRak/MdwkDGc2KxX3AhPUHDKIdyAm1l6Bkex0SRoOg6xE6fXpZTFQWjp2dU/Zju1iqDjXUm4xlbWeigRismLmtqcQE+WeKoF4TT48H5AO4v/V8tsW5RJ+08OoKoFZO1M8Ync0zT0FQNTRqjYolOFEIq6nlDNa0Znc5xTUOWJ6x82YC2dQ6hJEoq/NRQ3jtmeHQGDjp5G6EMIz+mMo43d67y2moPmbc4LGqGpuZxmnIrvsKKztiv55QK2pGih2JEQykE71y7yf/8o2/zg0/v8MGvv4MuE9y8hsZw9PiM+0ennE4KOlnGRqdL6gVTC82dI3Y/esS8qdjYWqW92ida75Ctt5FJzLLvxHlD8/Ok3TLqDVoQH/KnQgWu7xLWcRc0rFikBJf5deEXgVx4e9C+Aqx8/hKHGShBTINvGqJZLQISERquO7ChT5DwjiRJUNsJ8/E8MMYbx+zhGUoqZCvCzCzpIMEoha09Jtahq+/iPP3SV7RLgQwuhyDgiouXcY3HLmjAykukc+hU0+q10PGEqpgxHxWoLCPLJY0OWlHUhmpmODmeUABr/Tbbl3/+Wc3w16CBeSmwQqFqjz2ZU40KIgSrSUIapxTOsHu2x4oU/MqVG/zg4T7/7qMfspIrfue9t/jPf+fvs7N9haf1ECkdve4WU2Oos5zLa1usrfZ49ZffROqI/+mf/2tOh8eoGz3qPObkbMbdTx/z6YNH7I2GTIopa5dXWbm0ji9qYimwSrLy6g4b711n9Y1tWusd0ixC4vDe4rwlTPG82MXngt1d5v9+BsD9bP8lyh00nkeG9OFiD+vDzDspn9/EQgiXpbQBAxNctKLn+CfgDWHavPAk7YhWP6e/3ae7klOczBnkCa1OTtN4GgF5zGLq1oVvuPCf/ZKydk5d+7y/Ib1HWgPeBuaRUuheRmuQU9WOyemE4myGKUPGxlYN3nnKScn04Iz50Zh2K+XGzZcTxJcPVpQMudZ5DfM6OLhScFwUnByfMKwLxs7yRtbCJzHtXHF/d8Sj/ce8d3mND17bIWrB6u0ul7c3uPX6VT7+8D73PvwR01nBzCnGj3Z5Y3Ob//Zbv8fv/df/C//4//Z/RPdTTr57j0e3n1IWJXGUUNcNNovJOx14fMjglQ2uvrWJTRVWOKxUYB31rEClyYv3G7hYGPvMf/PLFMhf5hiexwDPbuhS2JaRivf+uej8fMln4dIywl6C5CzxyMV3cT4QJ1ACmcZYCTr3tLdyJoczZvNTHnz6mLqueOU3v4LZ6uLnBY1Q58Ksz4X/4jktfz7/tEnCIEkID5MQoFuK1laH9GBEdTriTAwhUqwohxSSpjCY8Qw/meJUjJkUtJMvObMilMAXFcXZDFdbVBIGfw+bBq8VVzrblOWAWVXxw9sfMZ/OUSgOx1P+9I/+hBsfvM47//i3ea34GuNPHhH3FH/vn/wK987eY/dbnzL/7BF13fD6q7d4a/91vv/tj/jaf/vnbLx5lcOHJxyfTKBpaEURUngmT08o85z1VzbJXtmgVCLgZI0ljsDpiCoKps8uAhOJOEdkLt6GAFu7RcruAiD4omb0i3hYhE79IcLxi4BocaQFZ1C88OZl44GlAIbp8qEVi/B+obVALPwB58IYXKxHKo3EUhclloT+dpvOapeTwxP+4N9+m+PxhA9+92vEO+v4xgTX4cUbuNT4z7pmPXcFECIwl1wYQC6kAC3J11qsXltld1ZwejTCe0/iPHGsmc9qqlmDc4KZaTjaPQ3THl5i/TXgGzCzhvnpDO1ApqGDQDdrsX3pMq9d2mH33iO+9eAT/tWnP2Yzz/nq6g5Xe+v8weEj/vRf/xv+T5d69LsDTkczNm9cod7IuJJ4xNYqf/ThbTrDA97/7V/hn11d41/9/r/nxz+4y8qTIU/2xpyeHnM6PEJJxerKGrqVkV4foLcyTEuTeUljHCSawoGoLYn6GUCgf1a1F1QY51DNXwnYLK3zItd+rv38kvEXxPrFj17edrkUwkWWR4hF2H6uYMPvflGBJn0Yfasigeq0aBqHNwYjJO//1rvkSvLhdz7mW//173Pzt97h6js30N2cugo9rZWSLLuzBRlfnLt/3kYsdxDC4V0A/Z0JAte72uf0bMLR4Rn102Naqaadx8zHFa6pUVKSWI+bFnj3chrxpX1EURuawlDNaoT3JK2UpJ2TZTHX1/qsb65w+bUb/O3f+h3ivM3+ZMinwwN8DP/Rb/wubZ9ycDole2+H67/9Nnm7xenHezz5yS5rl/r82j/4VYqkzdl4yuo7l/nbv/lLxHGLx/efsLu3y+noiP3RMSfzMVrB5uuXKNdyTJpQSUFdh2aeqvYkNlTqeRkCg6AJw813PjC0nXNYH/wd53yoR0GGdJ5zoR7C+gW3ksDE8c8ERPhAAvZKoUQYoOx9CGbkAv55fgPhWBzfh6HfC9MrFEjpA6Mcj3UhOLSIhab0GAPWBnfIm5BEN7Hk1ldv8e7f+ip0+9z5g4/56e/9mOnTU3IpSITEmTC7UAqFEjK0O1lK5RJc92HivbNu0QlDBf/SWbx3qDxm45UNuhsdjk6HPH54yHBY0ExrdONpt3O01lS1Je22XkquXj5qth5bGZyH2gI4Or0WZbnGOI6Y375NvrHGV77+HmdnZ/zpD7/FKfB4avnqRotLV28wGc6RIubpnX2oGlorHa584zqym9H9wWNqPJ/e2yPJYrYvrbD1ZJO9vWNG0xFPx8eMizNyHK12TPbGBmUnRhpHZgKtyT4HtQRN94Wu+QUlcP5H9ywLcj475kLl4vN+1gs2e8lIv/hBL+wiFkK1BLvtIv8tvXsO6BaEHPcSS5cXjfwFLEkEFB65kXNJXKLVyhjvDynLKXf/7FN2rmyxem2NtBVRqcBK8osMaAAOFnUf8tkV8oBdBFGSIJyVCJHX6naP6r1rHO8ecf/BHpFQbA86FKUja+U0SE7PRqzn+YtX+y9dL5/iM+EMRKypjaepSmSiuHJ5HWsEH9+5w5vdhGStxS/90tuMz4bsnx2AqEhea/FO/QFHn9xGKcPOq1cwkSeKJVZIrBZ0V1tYJdl7uEtqLK9vrQcqktJInXBj9SpVa5XjasbVN29CJ0J6T+pD6rFQFzo4/BVLLIHFc6p5GPu7BBb9xZwgP+OQSxjIswARL4rs5x1MKcR5/+slQ2dp0i++x/kl1M5i38X7X8gWRQDOUXmQnZTujVU6623mR1POjsbMxgX6ZIQyObqT4pH4NOSJhRdLEGnhOy6/QyhbxS/gJjxWLS6Ts6zc2ODW117l6H/5HnfvPKL9+nXSLEUJR3+1i2kcVMVffQMurJfPrJQNYjFK1ReeeiLwrYxOr029P0Yqzel4TvnwCeV4Rks4Ou0Bo9Iw+uE91t69xe2P7/O//Ys/4au/9g79lQFzH9HqphghML02V1/b4Nt3H/LxRxPS0jAvofGWq5ub3FpZx3jPsC547xvvBBPjHUIJasLM4lQuaPvnIevnBWKpkc5Rbr+MVC9ytP1zP577XT17QVzsPPWcr+k/p4a9D1jdMrhW8KzN33OfE3w4tYjKLUtEafF5eBAhvysbgRIeFSvyjYxoIycepPjEUR8PcUVNq9XGjgqQCifjMAXALmt0PH7Zelq44Mp4Ad6hASEkkSMMt7SWKI25/N4NXns85MPvfcyP7jzm1uVLXBrkJGnE2uV1muPTv0KSnl8v7SPW8xLnHVEeE7djojxmfXNAv5dxUM5ZWV2jIOKjB485OjzmyWxKO49JsPzZH39EvHvGb/4Xv0u6tsHug2OGswKhYTIs8fOCznrGzXdvMVgZcP/JE37y2WeMh2Okh8vrG2x2ErJE8tZX3iDd7lAS6oprFZz/Ds8KucQyOb8QO7dg13hASImSoUPscpMymCFvXYhU3SIVtgCpkQHkDrPT/QVjuSgrlYtNLUA8+SybczEAt95jvMdeiKyFd4tjuvPjLjtmmMXP54u9lloVnHBEMjSvtya0J2n1MvrXNhDtLvsHU57e2wsNnkqLmFlkE1pIu0Whm5cSp4M/7b3Dq8V1c2E8Md6BsQgl8Y0h6aa8+3c/4INfewdRzvjwzj2ORnNwlpWVnO5q/8sVxOHpjPm4QnlJkmqiPGblygqNg8jB6s1LGOG5+2CfJ0WJjmOubm2wvXMFKzWTUcWljQFf/Ydf5/KvvEH78hqNASkt3kmaxtK63uftX3qbSEd89PAOB3tPibTGAP1L69y8tsHp8IxZ3eCcR3oXWvRaf+5wLwODoDscXnic8KElnnjmGi34nOcdzDyc8wMC3hwCGrcg20q39OcW9dtSIkQgCwf5WbxxoVmFlAglFlsQfr3wvc4RwwsK9RzsXvpnCy0rRWgAJV4AwpeQk/HhQfPe0yw6RiSDjPVX1ulsdJgWFQdPTyhHU9SowO8OafaGKAFRJFkSqr2QOK1ALxruLxABI4I/WxuPKQ1iWtBe0bzxO+/y7q++x2g85qOPblPWgQfpv+zeN9VZgYwkrpUhUk02yImyhOP7R2zfXCcm5vR4hJ8V5FnO9tY2mxsrlFmCXO2SXOoxEY5mWiAyHa6pEmEY9vJeJpKrv36La39yk9//w7tE9gE3tl/l5PiYP7eGNPJ8ePs+f//tAZfe2H6uRfJzbtpCB3nACIki0LQcHus8+gW0WRAaGZ0zr+H8/88tTxBOEZL/QjiQDukWGnFxsKXH90XLX9i+aJ+Lf7+4vlBzXNxRhA4VWEcuNHK7Ty/SWKE4e3hE8+CAtfUecZZjfYm1Hr2WB7aOVMg8RtnQPcHhiJRAeoF14emUApq6pp6XxOM5+Wqbt//+B9z/7DF//sd/whuvX+GbG29/+c3cbW2QUlGMZ3ibkLRzmsqCcGy/cokH377P+mqP1loPLQRVN6MSUNUl169ukr2xDbFEVxKfRrjKLh5uudBQFms8WTvhm195nc9+8CHz+Yi9w0fE/W2+c+820/KE2iku/+Aab/7u11l2QBGEWOq8G8Nzt1ieC9cSfP7CrmY/Kxvyuf0uRpkLMy3ls4+U4oujG8EiG/MCfvf53ZDPhSs/I1haOprnEEDQpNI5jGkAT97NiF/bJE80o6cn7B9P6K4Iut0sjMsYKtykxGlBtNEOjQmEoARqv+zkEUi1UilEHNFMKsajOcnelPXVLm+9fYvvfedH/OhHH/LVd9+kF7+caL20aZZShsbq88DsxTnOHuzTauXITkYlDYNeSiIV9+8/IRUeoRVzXxN/cImon2PHBTKJUdbTmIXj7kVgg1iHMyCkYHNjhVfXNsmTNtO6wsyHbOYbZKqH9J6jR4dhLvQFJ+zF/obLu7XUhMYv40Iu2ONnWygVDbd8SUz43BICqVUIEAgTPaW/8Hkv/vzc+79oEy9sz8fffzkIcOGDPCGYWZhSX9ZIa4l7MSuvbrL19jVam2uUlWUymmGLkuZ4zNmjY44+fMLZj55QHU4RtUFZcDaA21qC9w4pPEmqybopKouYTUse/uQxfSu5deM1fnrnPh99eg/ffbmalZcWxCha3FIhSOKEel5x/OCQ5EqX2huSVoRIFSPteTIc4roJdr1Pvtahf2MFO6+Y749CelAplFKhrmJRqK2b0C9RxxI7yEnXVllPOuzojGI6pilP8c2cWTkj04HmKqzHuNBoyRIS98HxWmJyoQvssjPsEthe3uFzTNeHEgCFQIvAflGL/jYXa1yWAcmzIIPzYn3Pgpe4DMZ5wf+ERXVfEDj/gsA5/AvbIiBZ+GqfW55n2OeFz7FCIKTGaxVKO2qHiiRpP2H1cpeV7Q5xO8U6hfUSryJc6WieDpn/8CHNnSPiURHgIbWoUzIe0TgUkOUx/UGHzmafmXAcn024dW2DSMc8uv+QdOtLpoElQlA0BpFlJBHcvX9EoyXxZhc1bTDW45ynnSbkQtJZaROtrDA6EYzunDEtSw4eHNA9GLHx/jXSThyClaqikgoVJ+R4Zo0n66XknQ6FrZGmovGSk/Ep3SynAR49fkS1OyK7vAaFwceKZNqE0Q4v3qxzE/Ps324Z7S538z601VtgK+cw4gsMbQ9hvwUT1i+bMbHg9y0BOC5osoVwekGooLt4PLEw7QvCxXlLF/F5B+NzSwjExS75i+/iHThngw+7gLO896hMk3RTnLFhroz1GOeI0giXJTRNgywMw90RHSBOYqwQOB0eTmeDWyO1JF5phWYKdc3jSU2vqNhZ3eTodEjhDS8z4OKlNaKzAR6wUlI5y/GDE1ZvrqPzOBQcKUVVGWQrp8RzNitJpCUqag5/eJ/Z3UOqk5KTz46YfbxP8eSM4f0DTo/naONoe4cTjlhD3GtxeXsdm6XsVROqekLjKr56+Qb/9Gt/m73DMf/9//ufU9cV8xicb4haaRjec9FaLaNkKc43twTyPndjX7gqC87hc5sjFFUtI18P3jmcd6FfIQu88IuY2H5BtXpuW3zwwr9TQl7wc19c/vnNL1ucLP9bCr9/7i3Ou5CDR6LaKbqXIeMIGSmscxAJups9RBwhlWI+n3O8O0JN6nA9JSzmkYBaQEkS1CChdWudzSurWCXotTvUk4Ly3snPI07n66UF0QpPIwUdJZmcVmSJZuPaJmoWGo+LdkplLFGnRbvbY+/+IU//4jZ2Mmd2MKI5nXB5s0e/nzM7GQVMbVqx+9ET/uL3f8hnP7hDOSpC1VlXcfPGBjc2dhAqQnhHR2ecTYbYasqlbMAf/eF3+em/+g650OAEtbM4tWBBy2c+VzBxz0zez/S5lkXPixuIByMCfLHc7IIt61XIxJxnYJaTUM/N7hcEQ4D17rltWWKwFD7FMyD7+e1nr4sCGBCfFwT2/BChh7nqpKh2glSKOElIBjnpWo5IoDEN1gqasqZuGqySn3sojPOhJ/mCb9Db6cNKi9bKAO8l04dfcjewREClIpSEYl4Rt2JirTDzBomglSaU5THdWLBzZQPfWD787AFrm+ukUYzKIqLaEFnP2dMhq29dY/uta6y/ZdndHXH68Ij6zz4h7WTkUYIuC65trLO7f4VHB/dJbM29oz1+cviUjpc01vL//f/8j1xLu6hXtmlf6+Cy+BybE4uUxBe5V+dxzYUXLsYcS4frcyKw9NdEKGIXLgCRQohz0Fn4L56pvizIf365oLJ51vcwfLSAi8L8RecgOD/e0iPmom5cBC5SLOrOvcPXHiUlcT/F1gZvLdZZam/J2inTcQWNR3hD2VgyC0b6ZSoqHG9Rdiq8RylFtNFmfXvAbGXA9PCQ+3fvvcQAtL8mDSzyjspZTFMFQ1R7fLRok+YEo3nFoKrZubKOanXYP5pSTxtee2WLpqWYNBarQ89nc3xGIT2VVFxd7/DKlQEz68E01CcN+w/GGFvzeqfLyWmLg8khV9MOtq44KkckcYvb9+7y//ov/xtevXKLV37nG7z/D9+FLMJZi9YKZfxzhU3PbuLnjV/IuD5rQfcc0rJci4jDWY93HuWWUIs773ynFjrE+mfKSSz4gVK++KlBewawepH9WeKQ7pkwPSPhPuMZhsj+2RcMD9LSZ33WLHUZYznrwHhkJInTiCqPsPOKelbhPaStjGk8xU/naB9Rjku6xmLl8lNdMMnAoj1uqP/OItqXB8SrLfqrmzw9eDnT/PKNOq3FSYn3iunZjCRNiZOIqjZ4FZz0Wd0wOplRTcbc3Bzw/ldfZ//eA+4dHnHz+ibZSgcda9IsIruyClKhGksxLrGFxMca3YlIO9CViiMlee3yNie1YVyNELbgrZUddss+w/kZiVD89NFtHh8+5se7dzk82OU//Ce/jey10LWh9HxeC4nnDd5S3p75dQLkQq88j5IHIoCUIZvhFhkP8Yxqtjz4siJw2RNHLasQPndV/XmTSe9DH3IPhGYJz8xrmAwrz+GlZe3LRa15/mjJ5wM26wO9SwgQ8ULoHcSdFG9AiwicxRp7ngpFCGanU6qygUSFRlsLDqYAWMqCDMFVvj2guzMgvX/AKPuSq/gQIJQM1VzWs7bdx7ViTG3QpkHmGjMvmY0LxqcT2ncf0+n0eP2tyxxPDHYtDE48PhmjjSFRCt/LEIXBlw2NsTjboCNJeTpn9+CI4eSMy+vbvL+zw9OTXfZPntBPW7y7eokf2JpKwNTMOZudcHLvEx7+N/u0ugm/9Z//Nk0ctDTmi5B+/+KpESHOa0/cQga+aBS1X0i2XLzzWXD0TDACacGfF1/JpRl94XhLEF0vxEgtoZ4ln22Rww4a1Z1/hvOBSMaiP/j5SXzRmcqg5yVLKXcgBDqVyEGKjhT1pMLOKjIpKZxDWYMyFj+vIUk5z3suoK/QCGqpsQVxLNh8/wZ7P36I8eaLv8jPWC8viLFGWc98PKU16LB6fZ26sVhn8EVF1Dic8ZRVxdODQ7pbq2z2EqZjx7W/9QYildTGknYiskRSttMwmVQIZB6hiFFCoBEcjmb85OkuR7tPudpbY2Wty1d2btFIzUdnj9hZW+O/+K3fYe49e5OCJ08f8PjsiNNYkSUdSGJq51CN+Rk36Ivv2rmXtXQYXwjpAja46JG4MH1Bgyz9sheCixf80M8dzy9afC6Lq5bg4VJ6z9GZpQO7LL5iEdVfkO5lBP45aQ/a8/myWIeTob2cyhS+EHglcJFmUlQI68h8B+tAKs151YsL2GlIHgQcFw21dKz0M7bff5XZ//rdL7y2P2u9PHxTB1ZKFCvWr2+EtmbTElk7TOPQlQnjaIVn7KAoa8ajguOqollLqAYRfjNj+8aAZDVjuj8KY2EJT61VAq/BtgLf8enpjM8OD/jkcJ+D0yHvXN3m115/lyxusT+bsrKa8u4b1+mkCfvFnB+dPGLSzLi6uUKpPHFZIyN4hgyH7flpquf3ikVJ7yJ6Fails/Y8YhLKQFk2aOILRwIvtepyDMbSf3zxeOE4S7nyzxoALFg/fuF7C79ADBdsDbcUri/85M+/5sNgjHNA3XmBMQvKlxKoWJHkCVEaUZc1tqzJk4gkWUw3OMdGl+afhePpEcbjIo0Qjq1bK6Q7G3+VKD23Xh6+aSyNE2T9NoO1FkVRIGqDqQJ6T2PwSpIIxXxaMJ/OKXTCytaArDbIxuIbgzEWl8S0Nvrk7Yw4jSDWOBXqen1dB+2pJHvzCX9+91O+9fAu8Wqby5d2uL55jZOq5Pt371DUBSNj2J2NOa1mDMsZ43FBy0MTR+ECLqhZF6dhsWCrLDcWuJ5abKGxmP+84Czus1tIVejiIThPEF7ImLgLvujSlXsOkySQCpQnBM+Ocx/xmWL1F3xaj8QhcagLlLHz77comn92TlxQlv4COB8wyyXmqQSksSZJNWQRk7KhmJehS2yqibxDSn9es+0JjZdC54xAIokqi0tjuq2IjctfcutiX4XuW2kWEykoSo9xlrIuUd5iFxeqvzYA27DabaEkkMXMrUXpFOUcjQw3XehQnNO4gNUhfMgERBG9fofttRVk0uL28R6zquEfOUFbWi6trFNUBY8Ph9y5+yjMClaKSAhcU1ONJxjrUVJgrCfyLtyYC32Jmhf72iwjXhH8tYVsfE7bBesaul0sqlQWFnHZ/OmZRpKLvHEYrQjnRSvnR/LnWKc/50pyzmW86Pu5pY95ocAr7CLOv/+yMCrsFl5f1jfLRfsUAXi35D8GPqeUCpkorKlp5RlCwXA4IpOOOJY0woeGTIB0HusFOkRX4b4BWgbMVXVStq/2X0quXloQy1lJrjWdTopBEleOeWlgbhGtGJGHxHgr1QjjkNYTt2P6r28Rd3Xoie0Dx88jQtHSQmBQocOCF4LGWWIl2GpH9NMOe8N9jKk5qRypqbFSIaWmKEp+cPcuOuqjhcY4S2Ub5rP5gjQqkPaCcFyIHF4UMC8W5aZC4MQziORiDQw8M6UXCTZf6G2e2+FnOwXn/qIgAuLzgPEXWdfwYDxvxMS5j7jwbJeq97nkeICXli3zAks8XAotAmnIISCGppHE/Zy0l3Ln/gM+mIfJBF4sTDCL1KhauCRmkRnSYR9rHU5JOpvtL7oiP3O9tGmeNQ1CSuJWhlmQJMvCYGqDrAxJPyfv93DTOZmS/PCTO4gsBhy2CCQtlhiXD+3YQjsDFwZOeoHwEic0hVAkKPoqA6dIhWNWlEyJ2J+ccVQWNNZyMBzy6GiXaVnQCBmgCq1ACsy8QslAJPVIvFR4FSbSR04QLQi9kYPYC1IZuiQANB7qxdTVBUH7nOLvWaJoQUv8Zem4pWe1BBSX5FeHwAn5RTL37O0XApflA3BxW1ruZeT6s6Lmn3VoRIjSnQCnQKcC3VXkaz3mRcVsOAe/LPgK5twS6m7c+bkvvov3pBqa2nN2OP75vshivbQgKiXRqcJoha1qpvMSO2+QSlAZh4olO5fWsc7Ra7W5c+8en/75Rzz8i4dIofCRAqUCjUpKIgmRUmgZqFrSOERj0N6TJoLu+oAo18zMlBooijlSOE7GQw6KEUfTCaaumVlLS0VkOqUxhrOiQAhPIkLlYbBVSzwmnPkLrt/ifopgi90CovCCSAginm1LAVxW1p0XwX3BOhfC5fLPhOBZHPQzIh3//L+9/3x68NwPXO50XoPjzoMafAhSQsWgPxecJYVOevDW4224F0IqVtdWQUr2H+wRHUwWM7oDQ32pdV1o0YNUwW90JowzaU5mFMeTl5Krl0/xxQkqjWkqw/+/vTf7kSy78/s+55y7xb7kvlRl1trVVdXdbG7NaQ7JIWeGo5FGhCRIMgwZkA0/WIBfDNjv/gf8asCWHwzLFmRIGAmSBh5pFmo0HHLYbHY3e6+u6tqrcl9ij7jLOccP58aSWUUOkzYFPvRpZHVG5I0bd/nd3/r9fX9pL2YQJ0id4VfLDHsxwgjOrTdIe0M+95Uv0MsMT2/dZ3t7CxkKNl67kpMTud5jHSg8626ql8+6yzKNNYqo5HH+lYssvPkh+v2E0C+QhgU6dsRhv0dn0GE7yZgPC5SqRZZKNRq9Ivt6wGiUYqxrDO+PMqQ3k7w208hx1oA5F3VaVcnH6jFtERWToMEjDxzsDAXdRGJmLpjI4WfkLA4ShJkMS5tq2BkuQzEbIE1k1I7Td8+Y7Vniryn0beatmcOagIsmaaDc9cgfVKskxpc0V5uElRLv377HtVuX8ZbLjrgpszkVdB4PCIfEwYIZpQwPE5LDLnoU/5WyNLvOrBGL5QJh5CMHQ9LWEBKLFyqSLCU1hrAWMViqMPICzjcCXn/tOje++mUCU+KNf/FnPHrjLh4SYTVRwXOOtSdJpcQqiYhCTBQQSAmBx9qra7z6xZsslOd5dfMyr1y8QBxrjk1GomMORi3u9g45au8xSIZYnVKOSjQbDfyRweqM0POY8LhOoksmN0wy7qYDk5OtZ9I9LEYKtLWT5iXNtB85Jad6E0wJOU8LSc4xIvJIFpvDtHJTN/7+8biM/CiZhCMi19A2B0TYk6Z5FqMxPi+Xq3bwL8aIo1zOtXUuR0pujnFULONUQJoZgsinsFjg5hde5OneHk/vPEYcDNAChlpPMglCWHzp2iu0MfQOejx8+yHd/TYyOFvPypkFca4WgZD0WyPHf5MZgmIRrTVZ5FGoBphmgeNOn3c//JRmmvG51zb54ne+SLm5hD5sY9OU/kGbWEOIRGYpZhiTDkaYOEUBWabdjS8I1i4tMl+s8bmLq6x/4Rxz9SrVYgVjPTwZEmvLXv+Ig94xnVGHCE1R+njHGaKdIONsJjie6gotcoETOarmp/lXs7mXvPyV5YI5Vlqz3NlT7ZpLqHDk79hxZCwmwg/jWvHYERROxUlX0LVjmuOJ1hInf5h+9GdFThKBLwXBzI8Sz3q2TjF4SF9x7XNXUIUCH9++S3p3n8LIoj2JsJYUXMNY/ikEpAPN9qdbHO63KZ2xi+/spjkK6Q+HHHWGWJ1RrdZQ1hL3E5ZvLqPmSvR//IC3v/cWfrnExW9fIj1X4XzJp7n8G1APGWkI/IDeUZtQwWBkSEcGYTUqCBGeICwFFMsRaZIBKSUZYgyY9RLzF9ZYrjbZ3ntCL43JtCaUIaHyqERV6sU6VRS64JHEAh0YXK2GSaTxUwOE561TKZ68xWaSxplE16dvaz6XcOJAWlyeb6ILx5qQkyxxghx5a/OasfP3LN5zhGxq0id2Hp45QWtdC+vpz84CPyzg+YJsNMQvBxSaATdeucHtH73FK+/c5cJqg+JmA6QhM4ZQOmJPicJXgno5otacY9huIfv9n3VFn1lnFkSjDUkvZtQe0KhXiIKIw61jvFBQXq2ze3eX9//kJ+hSka9/59dZXFtgmGbEFR9/ISLLDDJN8efLBP2MLEuJAoFXAl8akIosSWm1e5hOj2CxyqDXJzWGd3/yE5b/7DybSxu8eP4S954+4MHoCdJmKK9KSVoWwhJzpQppp0fv0y2C+QaF+QLxuPQ5ji6tixZFXqobP9vP1Yqzd8qONZ5708yoodMBi2trdeeEEKBdZsBK1+8iEGQ4E6mkPPklE+YF4cy/BOsabU7K4umgZpISOnksrlJ48s3n9eQYDdIYTElAM+Lmq9d4cus+P/nwNv5Sk6Z3GbFcRvmSDPADhbAQH48YHQ9ZWWrQFZreGaPmMwviME45OuwzbHVYqEQkxz2OtnZ58W+8zNMnbT7+V29g45Rv/M6XaK5XiWsK41mCkUGPwPoK4XsMRwmRJx3VmhB4UjnfI3ON4uVGGb/VJyr4eFEIymPnuMt3f/+Pef36dT5XKbK7cZWd7g7zhTlemL/AV5YWSMMCYqXB+o0L2Bha+11KJYVf8tHKle2kdRQa1ozR19OBZsJOSDgm2s4KwWxi2UUNeR4097OedzHHELKxTI2Zv8YBDzCpyjwjEXaKkBFC5lG+ez1hzBvL7CSYyj/K1GWYKloxabWdcQSYVGbyfSbaovDw+ppCsczCZpMrNy/z4++9Q+P9+5wTHt6NVRYvNdGhcg33SUp7r83h433mCyHlxTqjs3WTnl0Qe8c9dHfAQAUME4s8btG8tMTRTpcHf/4hYbHM3NIigyTGlhXSt1itXcO2EChrsFYQIMnGtCvSNWMZg8srKkUUeYSVIonUFMpllKc4HnZY7NfY3WtRDGMWBNQEvLZxjZsbV6iaIaVGjbhcRPmS4nwRhhrdGYIPydAgAjcWVmQKqXKY1zMh5oy5mrXnuDzN2McbbyknknUy2p3lzrHgggfyNAxOCMZ8s9ODmB6MBdDG8dDkv4/xuCByemKecVBPW+CJ8bZTwZs9b3eKefCk8gdDugYs1Sxw+eZF/vh7b/H9d37MpUHC0tERc/XPEZ2fwwwzeg8PGDw6QqaGrk0oBYrzm2erNZ9dI3aGeGGRjWKAihNanR4L8xW23n5I4+J55kpFPv3wNr2KxzltSYcpWWLwAkUmTT4DJH/S86vhaEAcLEl4DknsW0MCeCmUDNSk5TAZsnN8SNVK8AVFUWKzNM/VUpFLpRK3Do7wKDLfqLG936U4XyKKArqDlMRkqPkqhYKHtJZYCuS4IRoxySsaYx0SCBcZa2bbladCYqya3F0xhlZN8iuza1xgc9uO5fRUivCZZX/G3/6qddq7GGs/ODlrRjxnW5VXlVJrwReE82XWr69x89olfvLmj7EPH9A6PmL9XIPNcgGhJP39Ad2jIYViQLkUUWyW0MkveShkJfAJayWWijV+/NYtBoMeBblN88IyF29usPfggKGG+MkxcTeGZgmDJbHk3IPukTW5zbLWFelFZpGecJrTugZxrQS3v3+XR999nzkZgFeCNOXRzhMOdJcvLl/m5ZWLPG4fMzrcppMkmK1tys0mT3d7qF6fqFmjsVzFsz5Zd0RifJSSblbdOAE3Cyw9BcuZ5PROdPu5vyDGWQ97KtoYf1hOnc9clUnr6irjiFnw/Ib+SdwhTgrlz9P8/4yCZxoUTfcvTprmfClrwWoS7WZdq1Ahl8v8td/+Inc+uUPRpsw3Frj7l58yfNImCyRxb4QnJVHd9bZrX7F1b486V3+Oo3XrzILoS48iilt37vPk8UMW6lXiYpmV9TlMpJDVIgthyM4oZbDVodIoo7R1jKKRhwjc9COJK2+5Mp+rqCgcPwyACXwefLjF//GP/zXN1ghjFUXl0U5G7CUjjpIua3GX7/z67/B4+ynrV1YZWJ9B1ifzFb14xO0HOxx9+IDzCxVufuEFOBjA5Sbeao1CYl0T1MxdFuTz6sa1WBwAwppZQbPuQZKz0wimmcDxvqYRsASbJ3pmLPe4JcGe2nx2F5ALvTj53l+1xkc6Floz7tmxz0kziVMftKCtdEKYH288iinUIl68uMnb77zN2vI6YW2RYce17g4HMdVSRK1UJAoCuo8OEL3k5zxat84OeohjkkGfD2/dY2XFwf4TRmANYTdBDBOyeplgb5fRcERNWVRJYkcaa7Qr4fkBeAKttRvZpSxSKIIAtKdQqeFoq8Uf/tM/5J333+N3z9/kMI7pZDEfd/fITEZReGwPRsQ7T7h64Twr33iJwzu7HD/pMv/5Sxy9JTg+2GProIUa9KkViyy8uE5DKpQVZDZFCM+ZYA9MajHCpUqEzedPY/G0dcOLyHNsee+xQ6+ImcBDTIOGsRTkr0UOMUMwGZ07AwKa/WeyxtudyA3KMY1c/p2z2taOP5e7GWb60Ig81Bc5wmcse2OM5GSHedCm85nNAqckQs+jZQyrS4t8H5/t3V32uh2KvuLCpYvM18usbSwSNsq09o4ZtYaE3s85Ny5fZxZET2fEmeXK0jzrX7zG8d4RrUGH7lEP2RrQG2WUQp+4VGSUaMzIIEs+0gpGsSHtx4iCQBQ8pJJ4xo1RkL5CKEE60jz94Anf/f3/yHe/+wPIEga9HkOT0k0zWlmfgR5SUCWi3hH/6qO3+bVswPee3qPb7/HyzWtctlAPItJyyN/57V9j9dUNfGmJrWWU6fxJl9g4JVDKqT3tIGnCCnyb12GVxNMWq8eacmylx6kaF2RMUjiz0etY1eVjncbMXidYIxhvbk/LYa6AxTPa0OZCPvYOJg9CrnSFzLV3rgLFRBBF3lZop67F7JpJCnjWTnh3NEDBp3phgZVHxyyXCoRSYkaWTx9+iuz3mX/5ZbyLkrib0TsaEoiM3YPOGQzzLyCIR50e3UzywtoCcqVOIR0RS0v3uEen18OrVClHHscqIB0kyFSD8AGRU59JdJqCtPhK4lnIkIhAkqTQ3Wvzl3/2Hv/u+z+ge7hFjGQn7pGkMcOsx0pUo6crBDKi6VdojXr8sw/e4r2jbYTu843266x9/UXmXlnn6Xe3aYiM0lIRHQv8bh8v9AhCd0NHmQDPIQ+l1HhSuHnUmcVmBhvnPqzMo1oxJV9XMu/QY1reU7Ma7LkG9wzLwASnBa4+rsUzWnKWAntq82dhZoJpFUac8IuFBe/0E2DsZMSHRbg2gUCi1hv481WM0dzeekBVeChh2FjdpBxUePTeHSrNeeL+kMNuj3DulzyvuZcaIiws1FDDHktXlyn2NLu3H3N43GGpXKFQirBphh6lrlHcc/PahGfw6hE6EejhkExoMj8gykdqZYOUx7e3eOvNd3m6+xRpLIqUw94uRkAzLDCnyrTTEYH0UELwQfeI/WGbUdqnpwf8yx//EXP/YpV/9D/8lyy+X+PP37vF6wtFlhcXkMZAwcO0U7xSQKUkscMMm2lHqt4d0RvEhJUIUQiRvptVYvIuqil4C04iDcjTHzLn15kx0T+XZ/c8gZ3RsvlLmTuME6U7u4lkejdnCXXG+xfihACPNakwJxPkRoxhtTPnZSzKF9TqJa6snePdu3dpD3uUwiLx4T630xYNEeBlHkSwcm6e+tWVn+O8p+vspjmMaC6UEXMlBv0BwVwJVS2CUFgtKJVDis0aKntAt9VjNIjxbRHrSZTn4UmJkpBZjzQxmFQjiwKdQdIZceejJ9x7+oih7qOsYSQF7VKBv7Z5A683oD2KqWUjqtV5dvo9Og8f00naZCYmMwkm1nzvL97kH/yjv8PC5SW+/8Zb3P3Bh3TPb7K9f0ixVqDQCDGRR+egw6jbp1woENXLZIOU+dUmtc15CssqR4LleJWJk+9+T5laTi//o5lA8+30jz93hHE64s73k01fW+mcyxN5QjEjXZPvnwms8uzE9Dvs5PfnpYgMoHNORCkEauzrdRKyVocLKyu0Dju0vIAvXf8cFW14+2iXhTBhrnVMcXOZa69dwkRnYb75BQRR+Qq/USYqRhz2BvR2WpQqTVAKwohIeQRRRChhb/eQo4MOS2sVPCkYZRCn2pWsQs9dmFFKNkrBGLJU0+2NSLUliOrMNZf50itf5He//DlWMsHbP3qPWq9PJfJZWF7jx4+f8NbjAF8GKBFg6ROpkLjT5fjuLlduXOLqhfNUigUa9RI7xy1+8saH7B3tMYhHFMplVi+vc/P6VZqbS0ipqC2UKcyV8YoRmXEUec7XmgYmlnEknQtAfjenAYSYyIDIbanFTngRn9e4hTVMaFuNnVjSMTpczOzaYPMGr3FeUEwFMKcKdH06TnGLMfpn9njN5BBPLJP7q0YIPOvmswyPemzdekr3SYv63BxfeOE6dx8/QZmEDvD585sUKwXSsseLv3EdsT5HGv+So2YlNKMkJYg8wmJEksQU0oSwHBIWQuLegKA+wi/XGD3ZY/vuLs3Li6jIRxgwiUZLgQolKvLASkRmsEIjfZ+V8wt84ebniHXGF157ha//9qssVIu0nhxzLu7S2+uxECgaq0vsCc38T2pI4+GriHbcIjMJQht2bj/hpc9f49qlC7zz3kcsXFhjuVGjtzDH1166Qnl5nuDKEsUbC4TKQwuL1Hnfr4Asy6YuVTbVVuPxaP4YHTuRQzFNtUyi5nHckKdpJqb1eckaMd1ZHu2COFH9cPjIcXA0Y1JPpWAce8l0nyei+5ltn8FA4DS+0BPcGukg4fCdR+y+f496UGX34IhCHDNIe6SZx8LCEgPhaFfmNs/jz1dJbYYqnk20zg56CH26oxEWTbVSIO4ZkBlRvUD5uMBeqw2FAL9aAWvZv/eUuHcVP/QR0kGRpHAjyZACfIEMJQYICoIXrqyzGEWgJJdf2mBuvUqSJgRrJdY+f4HeToeGktQuLHNlvsyLH97go4f3SFNN01MgDTcuXiE4zPjj/+UPaBQrDFsD/sn//s9ZrS2wemGda69eQq7OM2wGWF+RDTKMsuDNXo7pXTLPzURMfbdxlPoMpm5GKMU0efhsx7499RnGYiYmrA4CkQdH7rU8bcpPfaeVIDSIzD0NE7fxr3AVrHDDjqSwSF8xOh6RHPRoVOt4vZTbt29TUB6D0YBG4yrlQsTu3gHNS8usbMyjiz74U+X+864zC2K5WWYwiOm1+wTFEFUsoKSkrDRitc7hwwRx0KUQFghLFXR/hE01wlMkgwwvkBhtXeBgLDozGF8hlSCseCyuVFhuRsgwJAh8ssSgQh/fU/gvLBIulylKib9WY30u4q/3f5cL797mk/tbJKOEc7Uqv/d7X6UiA/7xP/m/2VhZZLnW5Hp4hcub61x5/Qb60gKiKJCZJgNkKPFEjpQZq6BZepDTccnkrXE0mm87DlJOOF8zfxdTHsWTyzIblIzTOWMeG/fO2ByPv1Kc/Pzsq7ELMNa0E0/hWSl8Vpwd2FcFCt/3yIZdTC9GDzTvvP0+j3e3WK03WavNYSKfvSShWChSa9Twa0WGkZw0lp1lnb3E16gQJ5r24YCmEviFAqkBqSGsV5jTAnPQRqFZWF+if7RPOkyQCshS8JQbGyaEAwH4YK0gTTRe2UcWfWwgUJUCZpSRmhRrFJ4VeNWQqOyjrCARhiBNuPnqJi997TLHrRHZUZ/qKKG2UMcqye9865ucb9QoFkI8IPQlhXqRgU5AhMjIJ9UaoRwIwxrh1MiMILkUx+lbxQxYgYkwyvEfZ+KEScPUuGU0T5ucWM/Y2CkJk8LBxTSQuewnCokSDvVjJyZ4Zndmhv1MwHgi1vPAEM981iU93biLXkJnq83RfouCDYiTjJWFNVqdfa6tn6fXalNp1tl4dZPgfJ3RShGBdVTOZ1SJZy/xNSqU4phklDAa+qjIx0iF9iQYQ1QtkgiJPWrTXCghpKa916HxwiLCcyhlIcQEziSVA1dq7WRAhj6ZFYiiT6YtwzjFlxBIhcoyNzFduBsjPUUptISrZQrrTcx2h/57D/joR7cJleT8fIXF+QpZHgjFgSQrK8KiRAcKk2QExuKJHHVsNcIT4yaUHILFM41WgJsgMFk5y5ewk/Fm4ymjdqZ0IVTuq80iqnOBM2KKmNaIPIs3DoSdKlS4hDtSTPtkJtH5WKPm7Qfj4EeAq+m7NJQcJ9Tzj7keZTDKzZmReelSx5r0yRGDJ4e0944wpTKhkMRJgl8osLi4yON+j1qzzNL6HPqFRWzucll4Lknpz1pnFsRiACIv5Qz7MShFsRBgPYUxGcqTFBpFOt0uMsmoLc6RdoekvRFBEJLpnCxd591kEpc0FY6GVHiu3O/FGgJJIH0KkYfUgkRbPCXw0hEF5ZPNlxl2hxx8fIR5vM2DW095fNBns1EhWqhz2Grz+OE2xWaZjZcvIYoeohqh0fiJJs4vlsm5XJSQriw8Nn3jWnR2UslNo+N8TaQzf3Nc2B1bXGMRKgd3iLGIwQTBnZvgaeZnqqtmb6eUTIKgyfunYpzJCzE26WZSSVHkDfaCCRuFxmISN4hSKYkUEpnB4eNDOh89JeuMCKTEdrqE5Qqd1hHfevkLFOYalDxobi7CXAnViEikRaR6PCXvTOvsc1YSwyCFUWaxvZRhPETNQVQukloPIyGOY0eubiCIfAd6SAxeBBoD2hXU5Xjap8qphCfgU0GcWUTgJkN5ViI8EHHG3v1jjp8cUFKSQPkMDwc8vPuUTqtNmsG5WpG1Zo3Doza9wZDmpWVWP7+JVy6BFHiRwiRuGukJaP34Ro79vDHb7Im7zolImRNvTwG1J9ZYUHIz7/qn7Ik7lRM7OCi/dQ+nQuRsZNNr4vblHuL8yXEPi5ndbuxPnvI5EUiRU47kfrAWrnFKYVAmH4uBID3q0fp0l2S/R6VcRSzMsf9kl3OrS1y8dJ5ascjw6JDz5xcpv7hO3Izw0owCGi28/GR/LnGarDML4qA14GC/R7+fEoUZXqIxzSK+L0mAQW9E3OqipMKvBfTThELBxy9ExFnOGZ3fMQMIOW7WdiTwQriSkhUaT0oHOPAkqQLRE2T7PQb7PbqDhGSvRT9O0P2E5UaV1fNz7B4N2OuOqGwscf7GGuX1JtoDL0kx5PNHEGh5Wt/MLHHqhYTZeoPlWT/P4vhfxjOYycEH2DHfjPipN8daJowNE/aQ2bLc5Jjs9EGZfvHJB2i83biSN1Hjzm1w2spi8gldaAfeEJ50DA6Jprfbcu6UAs8zHHR6ZL5krhIS+hEfPbrPlWsXqbxyEQoKT1p06BPjIWP9XEKqv2qdPX2TpnQ6PbojzXKxhPAkMZqk00Unlt5Bn363x+rGAoVmhdHTA4LIJwika3TX0lFeGINxo9vxVe7LmLx/xBN4SuDnbaZZljHcGzLaH1GpFmjc3GB4NORRN2Vw2GN5uU6SGLb3OjQ25qheXaW20YSCJBml+Jl0WheBSrNnkS3jNdYy45t3AprChK3EmdSTzrjLzuS+IlN6YicXU1MtBEglxpxuUx/R5IRPgBFywnMzaR4UMymgcZONtfk8N6bCOfb9xjnEXFu6UrnNFYDISaOse9g96VTyKGN4POBwp02SpMhCxCjJOO508PojWNZ0AsPS8hzzl5ehohDVEFUKYBSDFlj/F5BCfhEfsV6hfhzjmT6rczU8z4NM02/HxElGZ/sIikXCtQZhvYi/38XDkA1ivHKE9nOTHMPxdpso8vCbPipwTKjSWAiVm+3hSbJOTP9xi+6DA9IkIawVWZ9voI2gWSti5SLFMGBpqYq3Mkd1vQF1392bzDFTGGtc34fNg5xJisTdXSNcpCksjkE/n+UnrXP6rZA5u9YM8kpNG/FdpscipJwKYW5mjRWQT3NXOPnNRwZOLVguFJM+51zxSewMM1jehjom5h6nlyby7ATS5jwiY+iZe3AEQjj2Lmx+nMIJo6M8U3hxRtrq033SZrDXI8BSLJUBy1y1wk5rgFpssHBhheHhIdRDxFIJL5BgNFI5knhjtPN3f9k+YkF5rDZLHNmE+UvzIDz6n+5w/942o3aP+voKK69dprjSwBz1MMR4hTre8YjYUyiUG6MmXNtA4Ed4ngRpUcrHGEtGRpBqRls9Bk+PeXx/h/v3txGjlOtX12mPNA+fHPDo/hOKYYHyzQ0aN84TzJdJVc6nkw80FBPslsPWIcQUnWynOTcnmxaZjqPUqWl0AyRzLJ8VubOfq6GZiNWhb2ZBCU4TmvEcFTHt9JtOEnApE22miOnpHMDJBk64J+XDU34rTPON+bHMfhbywCT3UxF2QilnrUH3NL3DEa3HRxze3SXpJ4TFEjaQ1CsBqlikUCvgfWGFwZMerNexl+cQQuS4TePOy5jJtf2l+4j33rpNOkjwQoHnSY52Wjx67y6fPtymqDyWrl2mGArS3WPaTzvUSzVqa036D7s8+f7b+J7Hyo0NovUmpZKHKgisspjUYHt91DCjZDXtVkpnu8Xe1gG3bz/i8fYBtWKB0co825ng3gd3CKoFLn79Oss3VvAbFbJM4yvIspkr8UwCeRqRnqTjz2+lMVNyBTlG5U33dfIGM3kfnnPtBbngT79K53Kk82OSuUpzY2mZaEVXMnavBHnEbHNghcyDFDcCcWa8xukvny7H5eRY14SSbj+ZIen1ifcHxO2E491jht0BpUaJxcUqgyxjuHXI/IUlzl9dxaQeSafPypc28IUgnjxYE0Lln6uV4XnrzIJ4/8E2o8QQYPH//Xs8frLH8VGHSqPB2vWLHPU63P79R9TnK5R8xYtfeIHOVofv/eu/4N0f/YgwKrKyPsdXv/016os1WskRnrSkAnqdAZF1M/jS2HL09JD33v2UD+/cRRrN5Reu4ndG3Ln7hNqlVb70975KcbFCpiEZJnhYrMzBFLNa46eUw8TYD2Oa9zsx3vRnmZdxDm/8+3O/x+k2hUDOtCVMKiYnlOqMP/ocIZ8eztTf/KnH9xyNKQVIqVBKYhXoxKB7CcePO8TtIWUjKChFYbnO3PIcn7x9m86ow9e+/WukxifNhhw/2KP2yhpeLSTOKVRMvu/xIZnxdf0Zl+5568yCuH7hPIcHLZ7eecA7P+7R15qXXn6BzS9fpr65yO0f3ubpO3foDFNev7nBqN3jwz++xUdvvcvW3jZKwNHRNouFCl6piq4UqC3U0WlG4EnCeplBN2V/95i33viQNz7+hM6wy7W1dYSUfHjvAddev84Lf+/XSAWkwwQlIYwcuD02M8/kWJn9tKsiLCIPGoQg54iRE6EQxjgzPxYOwZRxdTaOGf9+uiaduwaOrHY6IUqqqQ8lwSXOdd7FmB+MI0qa0iLridCKXF3mX/HTChinzlkIgZLO7OtRhjkeMToYEbcTPONaIHw/YG6pwuFeF1Xy+OJXv4ps1pD9Eb1DKF9dpH5pHplYV3/Pj2l22EZ+5X75gnjl4joFo4iLuyzduERQDNj8tStEq2WEL1lan2epXsUUIua/fInOB1scPX3KTvuQ7qDFXLnOa1ducmllnb987yOuXlnjwtpV2oddCmGAVYrdRwe89eYHvPnRR+x2W6xUasyHJZJum83ffIWrf+OLZJ5EakPgeSCM46KZjCETE3/QUXzkntgkZYSrTmjrbo4VGOF4/8alOzcY3CV6RT6rWEDOJObynmM5n9AU26kpHbuYxoxlxgUkhvH4ily/5aZZ5H3fkDfsW5B6SiNncCZ5Mmtl5gGbKNs8PynGTLjGRcXjHhklIGkPGbRTTC9BH/eIdEY8GNFLU0qNOlGzRCP0qK1VKTVK9PtdbD8l0imVtRXSWGOkYw6XOdh2DK4Vdpx0P2Ok8osIYqT71MsRKxfXeOk3rxOUitilkEwqbC+mFoVcWF0iJUMUAwqXlrjyGy+z3RtyzwpeWV7nGy+9SunSGluthP7RAfsf3ccv+szPn6PfH/LGe5/w/XffptUfslFtUAuLUBLc/Iff5OKvX0NkljCDIRZt9STqdDfcIXmmA7zdTZOnHRhjZ6ooLp8GwvV84N7PhCOX98BlmTHTfUwqF/nG41quYGpN7XS0xZj44ESUO7tmellckxZM80XTnpeJCzH5+GyeKGem0NY1qiGIQ4WUAqU1vU5M+qBFfNTDGEMWW+59dI/2YMgXX3uBhdUagyxDFhQ2EQy7Q0gT2t0ei9dX8UoeWZa5Ltl8qsbkPOw4h/qzvYafts4siH/+Jz9iqBWtwxYiG1A5v46qeIz6Qzq7xwjhM1+rsrw0j2gPsAsFrnznc9hOys72UxqlMnc/vUP/4W1efvElDo4Ux/ttglCSzjV4cOshP3j3PY7bx1TDIiXhM98o8vrf/jpXXruBMZZ0NMIrBnjp1MRNQgpB3j89s/Iod8KhPcnn5U57nkcROOtqxHh8RJ5WUWNHkknk+ow3eMo/tM/5jckxPsdwjV2AyXYzfucksZ1r6pklxymgcSXISjIhsMIQGk2KJjUS08tIH3bo7HTZvvOEg0dPsUjCSsjnXn+J5nKdNLZUFkowTDBSs3vYo/f0gMWXVonma+hYu5heScfYMe6rySF945dn14e/EPpmjvbTfbaPDuCWZKNvCPB555PbvHn3A7rpgM9duMRvfvWrXMRQ2Jyjnynajx5R9CTn5ho8OTri/Z0dasKnbx1q2yhJGD7hT994myd7jyh7ReajMsurNV7/u9/m5l97BUOCsQrruxl8Ugq0nqY7TvJazSzLs9n+iYmz08qGEKSIiYnxxDQxPXnMf5bPObOZzY9HPGcg32lgyjhHefKA7fT7ZmXy1JcLctMsRK61ITCuStUPfTwhCQ769B8esvvBU259dJ/dx1tcbc6xsryEUYJHb9/no2zAi1+6SSmJ6d3f43h3n27kce1LL1LZWGSYpEgpCISHSbUDEs+eNDPuyVgjnGGdWRBvfP4FauWyY+lPEiraUD+/xMZhi07/HA/bLT568JDd/RaX31zjq9/4CsVChQdPj9isN1mt1fjxo232Wnv8+Qea88vLROUaXuDx6e2H7B0fc3Nhg2qpwuraIi/9va9z6TeuMEosngWEJsL5d5kvJjZvfNoCiznNvg4TrkKLc/CFdCPJ0rwHxE2AzefK5Y7fGEmTX+HJZHjUz8bbWZgJeE79UT5Pe4pTO8xzoHa6hcXmxJvPRicm/+xYKLECMcqQW232nxzx9M427d1j5oRPfWjxpE/3qMsP7/yQjbU1Hre7hAVFGFWJAkEyGLD+8kVufOEiRAJ8hU0StJKE0mJijQj9kwDf/Hz12Ef+6ZfnuevsecRPn9I7POL8zSsIFRDvHqF0QqVR4e+//C16YY2H33uT5mKNRwctdj9+jB6N6B512KxUOegO2TreYzTqsXntZb756svcPWwT64yP7tylFhX52oWrRHNN6teWufTaBgMr8Y3GSoWxGSav58rETpix3O0ivyHT0RTjGzSbDkSMWV8NNh8FZoXEYPCY4b3MFZOAE/P2zEn1NXPh3b8ncInSRSyzc1Vsvq8JlfE4xMn5roXNz8CXDqiQuaZ3ZQyZnCH4lAJjDL6EZKCxvRGPPnlKb/uI1u4x/f1j8EPm5+e5fm6d9sNd/s3H7zLs9gkLdR4cHyCKJXwVEFiPu58+4NLFNW78+k0aN9dRZQ+shjglsBKdgFYGK8fRvTlxsWw+FcLNjjmbXJ0dfRNA8foF1q6sUqlW2b7zmKLOuLo8x0ikJPf3icOI1z7/MsU7T/jo9l2kp2h1O3zSO8YmA24snuNzC2tEQvHWJw/QynBoJUOT8dLyeRrNOsb3KNQiRBSAycBzdVMl1KRxSIgph8xUKATInGXrORdDQK4Z3RwmZW2euHa16LGympFZx6Kf+4YuczLd8Syr4WlEDXYcK7vqDFIgpcTDCZAxJznmhACRTzwYl5Jd64jGWIFSCk+AyRKSQYpJBLYfMzxus/e0y5337vCjN9+nWSiytLLMxsYSl169SrNQ5snH9/nnP/gL/uzhJ1yvrdMdDBlkIw6Oj6hEJfYPBtTrBb7xzc/TuLmKqQYIrdE4Tm2hDcI6k4/I5wBKi8ofJG0MNgfsjnOzZ1lnFsSNr9+gVCo405MmrFyaY3TQxVpYnF+mfnGFxqsXSX1JU8+j796D1LBaafC0c8RH2w+4ubLJ11/+Ej9++IAfPPyUq+trLBRr9Gp1zi0tISUcpDFzBY+hhiDWpL5E2Wc9pOc9eJPYbVZVnro4ApDKMXoZ8n5e63pETuIBnS80HosGz+lNmXzNc1wCXL17EnRoS5akJP2EdJQw6cTLLDbJSIYpwzhBC0sxCl2dOlD4xtDLDL2tIw639hgcdRl0E3rdLkEQksYZdx58SlkGXL+4wdUblzl3fRW/WWbv7fv80X/4Pu/e+5jloMpGdZV77V0KUYmC8nmwd4/FxjznV5YplYqIyENpg0wN1hcOQzmJyqf8QNYIlHRpJ6utA8OO3YQzSuKZBXF+rU7W1ySepR/HhOUilENan25hdvYpXVrm3FxA1s1YKRV5qZfww//nz1gvFWkNAvojy1Gc8dbtj9gf9qj6Ef3jFmUVUQ8jpDT0LNQXa1QaBQfUxHFqe1KeOMPZtMjsjf9pJzUrJhPHX4wndk6Tsaf3p5gCG8ZCqJ9zpU+/5dw1iVAy910NWZqSdmOGh316+11G7T5ZnJJlbg5Nv9Oj1+rSHQ6RJkUC1cUV1hpNjpKYh/ef8OEnn9Dp91AyIFASsgwlBKk2lOplGo0FipUyxkoOj/rsHfd52uoQo9gozLM/6uEFHgtBGesLrl66yje/9TXOn5unslDAywyZlGSeS1mJLHOa2kxdC+Uy7nn50uApBXml5azaEH6Rec0mIS05ZIznR6TaUCwFLGwskmx10L2MUZxytNuhEVjOX1/j9psLHLW6NDyPS+deQAvNnb0djgd9At/nUWdE28JL5zdZXGjQDj38ckgyyAgHCWlRulnH2pzM0zznpJ97EZ7jPbv4wyCFchfSGqxQudk9vRc7MxB8HGycEliR92mcUooin0+SDFMGnSGj1oC0NcDEmrgzYtAeEg9i95AZi9KWIM4oDTIEcHC8hxzGVCtFZGboFcsUSg3u7e2Spm2qQYHD7jEF32d1fpPVS5s0Vprs93vU4hJSujaIJS+kHBSIicmE4vLyEkvLy2yuL3Ph6iqr11cZWo1oljCeIhPWcYILD8+amZEYTGrxgJvlrDUqjJ4hvzjLOrMgJrhWRpFalJQk1hILjd8IEbLKsJ9iOj0ePdkhmyuycKHK5dV53jk84vzSPI1SncFwRBgUyfae0sosgzSjSkalXKavM4oqZJSmZKMMBjFeFOIhc4Z9mArhrGmeJrDsmO5u9m+zK7+QDnxg3PkwrkCI6eaTXIyLWGVOJ2xlzhhrHLxMWYtIUqwn3ZQtk08PEJbuVovd+zukRwPSgUF6oIzBj0IKkU9pfQ6TCURmSDp9BpklrFYgKhBlGX6WksUxxYKkeH2D3b/4gAvzTfqddR5u3aU1bNNKuxSLy2yuLfC1b7/miA12jyiHiqX5Bs1iyIsXLhILn9TGrJbnePHFy6yem6c2XyQoF+lboBoS1nwHHM4sQpnJNXaB2zR5LpHYWNPf6xEPU2orEr8aIciHC/2ye1Y85aGtybWCQSk3ckwKg2gUKIU+uztHxIMBhcUSpfkifuQjrWFjaZkn21ugjcvXoVgoFbh67jyLK/M0owJtq+kkhnIgiSoR0lfY1ILMMFLN5ANdvm/CNTORHHLS88klZNpsPrNmlJqx5MlrF4xIBOMqmYM6Cfe05w1+QoJnIQ086CUc3Ntj5+Euepgyt7FA5Vyd7kGbB29/yrtvfMioO2Lx/BIbFzc5v75IEPp4nke1EhKFIUJIdH/IfpJhCwUKngdpSntnj0C5vN2jh4944UtXuPD6DUrfv+1G6WYjDlpHaJu6BvdyRKMYcL/VIT5osZsYZCwo+wG1RoGv9BeoLzbJih6p0CShIFis4FVC4sjHq+d0gdb5y16eS828MRJofOmcX6hHKb3DPpmBusRxW2bTsuSZ5OqM2+MqaiejS4n7cilABh7K91xXnOeRSsH9gwOstDSqZd5/augc7HEcD5BeiWvzc7y0eYHDeMiDo31qa03maxGxZ/DqIbrokUgIPIk9Rfmfy8+MjOW/2Ikqm91yNjc8ee1+zTVsrlTHs7qnGFRXHwbwpEBJh6jJ9jo8enBA56BLQUiOM817f/4ew86ANM1IpeXS9RfYfPUyK1dXKPgBqiiRfYPpx1gFaSdhoGPi9gACWDjfhJFm1OqDkFSrA/q9AQftPqt/+QEbr9ykf26eaHuHG+vnqd+4xqVz6xx2+3S6Pd77wfsoq4mEx9bWPqNWm4Ln88atT9k+eMKF3iVe/9avs3BlkcbKPEhDVvIQyvniIjUEwjXzjwvzCsie8cZh0B7SP+5TXagRFgKwrl1iDNg4yzq7j2jH5TCRw6hclGmlh/KctsiEIckyRLNIFgQctnvUqiVi5TFXKHKgU572O5QLkt6gy9P9xxxrS+z7ZN0BhWqF0tV5/JU6RBIxShBE4yryzLLPgU+djo2f5/M9120E8k6BPHDJmCanpXKQemksMk7pH/XZf3iEN0y5cHGR0mqDbGg4vLPFsN2jut6guLmAH4VERY/RMEEkBq0k2iQIBarog+chCclSMEeO4ll4kqQQUIkaFGWTzmGL3r2nfHj/KfO1JhUVUKpVKNci1ucXuHx9nWZ7wLsf3GXnsMVCs4IXhaTdPtv7x5SjAlEhQkVlKrUqL3zjBbLVMqLrpryaSGGMxQiD1Rbf97CBJMuH7T03eW8so25M0h2hluqOrEkAnsQY/Z/ANHtuTvGsvhEA2iKFY3FIRylJd4AUlkFiCItV9P4eR90em8trHLaO2YozQiRH7Ta1Rp0rV6/Q7veRtQKLr55DXKi73ubMIT+zJHOjdE89aSebmPK/ybE3nQvhzyiAzu7NYklNLqSCCYGSVBIlJdoYBp0Ro/0+3Z1jUiTnNuapzJUYpJqSLwheWMFUPETBQ8cGz7PYQYKxlrDoYYyARoTRFiENVhv8WFCeL9AVlsEoo6gUjZU66Awv1tQjn2q/z70Hj+jEI5a/cpX6C0s8fLwDw4QHvT6eMdz44jUaqw2KhZD+foeDrUPi1FBfavD1tQq7H++y895d7t25x8Wll7BlH7IcfqZd0UZLhywSqYZhSobAi7xnnm+rDdkoQ6fGUfplBj9Uzk37KWm1n7XOHOdIrItgjc17O1yt10qX6bfSEfcMhyOE7xEoQaHRoBMnkIyQoUe1XKAZFagXytTqc1y+doG5i8scJn1q1+cJriwQhT4kGWQuNZBPvXUwLJMPzsHVciftqJxExhlmUjJj2Rz/WOvOYVzWnSnvatyUJm11DpRwDniaGHr7PVp7blrnwlwRHSqO20OS/T6DbswoTUn7KTIFT0mMEaSedD3TqSXVGXFmyHBc1cLziaKQynyVuYvz1DaaePMlZDVELtQYFgOohARLTZJhyrs/+Yhke5fg5jwXX7qEV4vwPUmzUWJxo0F1qcJAWtqDPnFgmT9Xp1L10fGQ5lqVpOBx+4f36d49RGUa6TmCAxW4Fl/tuXl/5mhI51GLdJTkTWEir9mLHG1mkSbDE2573U/R/YSkEzPqDJHZ2bDaZ/cRc0feWMc24Gh8BZGQaGXIhpC1BwxT14cRBTBXDNkejrBxl2FHMMwsw7iDV1ngwnyD5bVVPrx1F3+uyNzLa2TCIJEgZT6AMBcn6Tj4xZiBYQxVH18YXIrb2NnUss1zX6f9y/w/y1gykVhCIcgQE2yhSzVax8mealSWUYp8CtUq5XoBiyXpxmS48b6+8knSjMwYhHLpIFe9wflPVjj6lVk3VgFK4Ps+XuRhM4PJDNJCKEukBmorS9TPr/Mn3/8ew2Gfrx3/JqXrGxQX5slabUy9iKmVGaWaYRozkpZiLaKwVOHw0TG3f/ghSlp8FVJJLcd3doh8Cc0CqhxgEaTG4gmPNM042G3TOR6wtl4lCAOscZg5g8ATlmSYkbadwPmZJeuOSHuWUT8FYVBzv2QfEWzeTMSJ2CCTII2GEaAlymokBuUpQl/QTRM+fvgY4UVIP6Q3TLBel3q1yq2P7zEsGG58+1VsqYjKkrwpx/miibVoA76YKjTXUWnzJCvTgGPmOJ9ZJ+3wc82HzJvb5aQh0wmtiDWiHxN5HsFcEVX2CSKfNMmQvpdvrcm0zmcbO/M0GQueWwzyttFxD4odD/Eh79BTAuF5brayVERhgJCSQrPCV5a+xqODA/7w7R9RlJKvVr/D5uYy+54EkxCajFGWEWpBOSxQKXrUF6r0WkNUFLD16AmlIOSV65dZXZ4j0x7DvR7VoEZWCJB+RkEI2t0RR7vHKM8n9DyHDBGuhEfemDY8GrK/dYiweZBjIDaG2GT4VpB0zjYm9xcQxHyNzVvug1lhUCkEOkHVawRKcXhvm+b181RX6szVG9zbfYxEsFCo0AwCgqhJazBk/toyq1/eoHahzih2/DbTvpPZHuEZ0XAo0UnfxCT9J8TzJew5hz8VNSb/T2Gyv7HAGw1JPyWLM2QQIKIxo0XKqB+TxSkIiecrrDUIoxBAkreoegKktfiA1jnLRN5LbPL6rZAKYa0rreFGz2bWVfiKyyVMCkoW+O1/9LfR/9OQdx48Yvn7b/Jy4xt4SUprp4uyClnz0caiCz5eOSSOU0gMK4tLpP2YVqvFrYePoeKx9tIlCsUIGwuCkkRoRWwNWWeEHmYUGyHeKKPfiTFejv7RgtCXjPZ7tI77lKpllHID4DMl8QiRmUGnZ5uBdnbTPJa9MYVuHjV7nsVoicgy5tcqbLz8Iocf3cMrBDS8kI3GPK12h0FnHxUGrC6sMleq0mw2OHd+BVsrkqQW5YPNnMk1uB5jD0vg8FM5OMHmLBsGY8SEMwnptM1PHaxgJ//MBFtj1e5eGfLpJ9bi4TSklYJ0lOAFClkokKQpfgYmydCDBKs1IgywyifTKX7ujNr8WIQ2OUOXxqQaY8GTAcpXaAwZdspFI/P+aWMxJssHRvqkkUAllovXmnz7v/27/Md//G/50/c/Zr5apnLxIjv9Ed1bD5nfXEGVi/ijISZUkGiUsCxcWOTc1TXuv3eXDz75lDvv3UMPY5ZfuUqaaYqxj1qsIazBaPdwZGlG3BrQH6Yk0vnqPgovUtCJ8TKQeCAdIQACQiHdSLvnQPF+1jpzsGJNnku0OT6P/KANpL4gk4Jq2efaa9dYvnmVnR/e4/GH9xjphLKFS8sXWa2t0pKaGMOb77/Pn/7L77Lz/TuoDIRSDjltBEM02oAnPDeBfqZbzgUoIsf3MWH4GDvUE2U3G6TMIrRnEuEih4tY4ShRlCUf1YbrZ3ZjTF3g5Au8nCZFG4OVEi8MCcPQ8fQoBb5Ca4M05O2bAuMprFTI1GJT7WBoljzAk3jkve7WMdBYB9dBSolONCbNQCp0ptj4whK/89/8LarnN/mDN95m9/Y9VqylbkN6u4dERuOXC7RTQ2+Q4vuKxnIBUfMp1SI2z62zeXEDawN27mxhBwN0ktHrDomEQ/kYDf32iH5viLAWf6TxEoONU6Q2aJ1BmqB0Bto6oiY99iLtCYTSz7POTjnibt2U1wWXdbcGNzq1EJKllkAZNl9/ARJ4+IMP2FhaIO0OGAnJjSvrrBjJ4+0Dbh3usPvgFo/bbb7qwYWvXMTMFbGeQMUSTxiMb0kzgWedQyjGJd2JAJ50jGfaTibbacmUB2aiBKeNTpDH3BOEj3Mix8GGSS3HW8eUrKZQqWCExiqB9HMGLWFzoKDAKIFOE6RRWJwZt75AKA8hU6QGq6Rrbrc5d+KpZN0EHZZD1qQRpNagFZgRrHxxlW+Gv8sf/K//hn/3lz/i5vo6V19+gYqoEbeHFNYbRL4k6cfoMEBVi/QfHTO3MY+qlbGDIQtzTQ4Oj3j6yVPOfeEyxaIbY+xFPirwGB33GLSGFJtVlPTwhcQKQVAqYYIuQ51S9iwydPrMaIOS0pX4zsjUefYytQIh7SSSROJSKDI3QVGALgb0ByO0zTj3+hUGnsEvCL7+t36HRrPKH390B6NSXv76q7xy9TJrc0vcvnef//N//uf88f/2p/Q+3CZINIUItPSJMwkizdmvnqfqZu8gE/JytJ1yEUqwDoY9nQwvT+1vLNkzuxQCvMBHeJ5raejHBMJddE8pQs/L/Uj3RcJYZJIhBylimE3bALTBkoEv8EIfJSWetQTWOrZaTgbSQjqOHK0tWeqUty+ceU+lIRsMWX9llW//V7/LIyH5w/ff5dN3bxEpgz5u03u8Q6gNzbkKtcU6vc6QQadDablG2CygMQiTsrjYZHFhkf5WCzMYIiIfvxbSWK0T1YpobcgSjc2PJyz6iCgkiROyJMMvhoT1AomUCGGRwqJ8SRD5v2RBZMoB5GgrnEYQQqAzjVAGL/IQkY9pjShUQ7z1Rf7o7XdgXfHl//q38M6t8gdvvMXh1iO++Z1v8rvf/C1+85XPsxLWuPXGx7z7z/6Cu3/4Pru3D8lMjOdppA1O3qoczXw6MrFAiiWxlhTc/09n+ccvXb5n+p5l7HdM7L3FmZxiJCk1ykgZkA4GiNTx9EgBwhOTod5jTSpMzp0jQXlugpWnXcOWCPL5LXaaGXBMDNOf3P0Gps+GDhVCSLyRYCQUySBl7aVV/uF//1+wfuMlfrK9w9MHTyjZDK+XsXd3h8PDY4ZpTLvdpbLWgGoZO0goRBHdTCOBQCkCK5BGk6QpXuQzd3mJ5eurBAtlsnx4p/YUthAQpymtnSN0aqjWK45kS0AkLcVAUQx9KuHZxlucWRBFZhGZdr2sOtcA2kV7Og9vw0BRqBfwlcUeHbO+ucb9vWP+/f/1b5F7bb7zN1/n87/2NT65+wQdt4lHbb773o84GLQoF0pU/DqtW/s8/KN32fnzj9FHfcKcDH7KW/gcbUj+Vu6XjQvGLtpzx+5GxrvEOOMc5SQ6d2i6cVnPybtFx+58i5UAX0lGowzpKQdLy7T7St/R5zlyQyeYVrhrZBEYI9BCYgIf4wm0cAgVk7MSAieOxRj33UoJlOfOy46Mm31dsPjaYpMUScb5L1/gP/8f/wHNV1/iD998l08/eUygNcXM0LqzxfGtJ6h+SoRk550HZDstZGzotno8ebjNzoMnPHz3LtvvPET0jKNyroQ0zs9RWawhlCKxoK3B81yKadgfUIg8FlbqWCFQRiNGGgYZyfGQ4Vb7THJ1Zh9RKIHRYsLM5q6bcX2uQmAzXHNRwSOtVDBHbdbqIRvnL3Hrzj1efbDN5uU1vvbaVX6cDHj03mP+w1s/4bv3P6QWVKnsPGCQtPjPvv1bFJcXebR1wK3999j85os0V5sksSVBE3kSYo1WamJRnT/oAg6bO5PjXlsznj0yqcDkzVhWTHxHYwWplC5oMQYhHSsDmSC1CuX5BMqglQ+R6/H1cWhlbSVeYokHI1Tgu7mCmcX4KdZzD4bjp7YTejkxdi9ywEgujblMjtMT7uma5G2FhNRghSUNBGpkUZ7BL0f83n/3e/yHf9rge9/9Idv7u7z8yg3mr25g16pIo+g93EP3Rlgh0dbQO+5wdNBGSEFk4eDjp4ggYPFrFxGeQhpLUA5J/T6y1ydVYHWGrEYo36dQKxGVI3Rs6RwP6R32MNowOO4zaPdY+q0rP7dcnd00OwQoQkqX+8o7y4yQjlDIOu5DISAoKbIoYn6hyrd+/VU2Vi4yVwnJVuYxV+Zonlvk8YNtYpNhhEJnIwaDhN9/5w3+6Xf/DInh8tI8o5bmnX/xQw4+3iYoKqJIYoea+HSiJhfGcXQ9rqa4fGCODsojXjHN2MzUzF1kPGYxEEisksRSkPZG2MMByXGM7mVIYwirRaK5MioM8DyFEhKtQaPQCJfcTlJUluFhUBnYNO9hsTnrw7gP5DmX2QFQZ4jvx+eXS63MCQKEBZEYgpLPt/7hN/jK3//rPMbnu2+8w/Ht+0Q6xXiW/Z0WQaSo1gv4ShCPEtrHHQbHXRpBQFV4DB4fMLx/QOQ5DiGdaYLAxzPCUThnlizVSGMJCxG6HzPa69LaatHfa3P88JDWo0O27m2fTaysPe1AfbY+W//p1/8HcPdn67P1/9/6TBA/W78S6zNB/Gz9SqzPBPGz9SuxPhPEz9avxPpMED9bvxLrM0H8bP1KrM8E8bP1K7E+E8TP1q/E+kwQP1u/EuszQfxs/Uqs/xc534gcF82h4QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Adipose\n", "Similarity scores: ['Tumor: 0.315', 'Adipose: 0.390', 'Muscle: 0.358', 'Lymphocytes: 0.309', 'Normal colon mucosa: 0.342']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Adipose\n", "Similarity scores: ['Tumor: 0.341', 'Adipose: 0.372', 'Muscle: 0.336', 'Lymphocytes: 0.313', 'Normal colon mucosa: 0.321']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Adipose\n", "Similarity scores: ['Tumor: 0.326', 'Adipose: 0.393', 'Muscle: 0.352', 'Lymphocytes: 0.310', 'Normal colon mucosa: 0.355']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Adipose\n", "Similarity scores: ['Tumor: 0.319', 'Adipose: 0.420', 'Muscle: 0.327', 'Lymphocytes: 0.322', 'Normal colon mucosa: 0.319']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Muscle\n", "Similarity scores: ['Tumor: 0.342', 'Adipose: 0.320', 'Muscle: 0.365', 'Lymphocytes: 0.319', 'Normal colon mucosa: 0.312']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Muscle\n", "Similarity scores: ['Tumor: 0.356', 'Adipose: 0.322', 'Muscle: 0.363', 'Lymphocytes: 0.316', 'Normal colon mucosa: 0.320']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Muscle\n", "Similarity scores: ['Tumor: 0.352', 'Adipose: 0.323', 'Muscle: 0.361', 'Lymphocytes: 0.314', 'Normal colon mucosa: 0.308']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Muscle\n", "Similarity scores: ['Tumor: 0.353', 'Adipose: 0.333', 'Muscle: 0.368', 'Lymphocytes: 0.332', 'Normal colon mucosa: 0.291']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Muscle\n", "Similarity scores: ['Tumor: 0.353', 'Adipose: 0.334', 'Muscle: 0.371', 'Lymphocytes: 0.302', 'Normal colon mucosa: 0.338']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Normal colon mucosa\n", "Similarity scores: ['Tumor: 0.378', 'Adipose: 0.372', 'Muscle: 0.351', 'Lymphocytes: 0.314', 'Normal colon mucosa: 0.386']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Normal colon mucosa\n", "Similarity scores: ['Tumor: 0.346', 'Adipose: 0.354', 'Muscle: 0.336', 'Lymphocytes: 0.333', 'Normal colon mucosa: 0.360']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Normal colon mucosa\n", "Similarity scores: ['Tumor: 0.351', 'Adipose: 0.333', 'Muscle: 0.297', 'Lymphocytes: 0.323', 'Normal colon mucosa: 0.355']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Normal colon mucosa\n", "Similarity scores: ['Tumor: 0.343', 'Adipose: 0.339', 'Muscle: 0.320', 'Lymphocytes: 0.328', 'Normal colon mucosa: 0.360']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Normal colon mucosa\n", "Similarity scores: ['Tumor: 0.350', 'Adipose: 0.329', 'Muscle: 0.301', 'Lymphocytes: 0.340', 'Normal colon mucosa: 0.359']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Tumor\n", "Similarity scores: ['Tumor: 0.403', 'Adipose: 0.345', 'Muscle: 0.326', 'Lymphocytes: 0.318', 'Normal colon mucosa: 0.382']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Tumor\n", "Similarity scores: ['Tumor: 0.393', 'Adipose: 0.343', 'Muscle: 0.336', 'Lymphocytes: 0.323', 'Normal colon mucosa: 0.372']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Tumor\n", "Similarity scores: ['Tumor: 0.399', 'Adipose: 0.343', 'Muscle: 0.326', 'Lymphocytes: 0.319', 'Normal colon mucosa: 0.380']\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Tumor\n", "Similarity scores: ['Tumor: 0.391', 'Adipose: 0.321', 'Muscle: 0.310', 'Lymphocytes: 0.312', 'Normal colon mucosa: 0.369']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Tumor\n", "Similarity scores: ['Tumor: 0.398', 'Adipose: 0.333', 'Muscle: 0.311', 'Lymphocytes: 0.311', 'Normal colon mucosa: 0.374']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Lymphocytes\n", "Similarity scores: ['Tumor: 0.342', 'Adipose: 0.325', 'Muscle: 0.297', 'Lymphocytes: 0.355', 'Normal colon mucosa: 0.348']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Lymphocytes\n", "Similarity scores: ['Tumor: 0.341', 'Adipose: 0.313', 'Muscle: 0.301', 'Lymphocytes: 0.345', 'Normal colon mucosa: 0.345']\n" ] }, { "data": { "image/png": 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tu7bGdD0mipnlJblSHLzh7W5NnGaMPXw8ytEErt8uefX2lsu7JU3bM8lyxtOCs2enFLOMIpWcP3/M9atXMPSIqoO+Zy8VGQZtHev7HdI4xloTTSa0bce23uHMQOc9gUBkDRWOuK8xcc5cCCIFoSho12t6AvQHnHfEWUEmJYmMOBqVZEVOXiRsNjVN3YIZUFKQRSlaQBcgB2QSEZzFOkcnQAmJdZZd05Hf7wmRZDYb/6O4+keDGBLNcLencA5XFggt8MEzHeXk3rOvDYeqpjnsCIMh1IKymKEiASLCdpJd79FCUmuJCobTJCHOM8anM47mUw6N5fvbDduhp8GSAzmKvuno9xWu6xiEZJTELCLJer+n2mzp9z3necapkPzsk2fYzYG2HdBxYJRKyDNmcYbPIYo1kzIhyc/57eUtq7crOinBDcRdQ5JnFF3HxsNNU/F2tyVc35JqyXQy42a5xJgOhUOLiEQqSh0zDB29kERCkOU503HBdrljeb1keXvPzXZD0zS4dES33vD24oiPHx9xelry88/PWL/9hG83eya1o48likCrA6XW+Lqn3q7oq4pMRxRKsBQCObQowAHaDH84AbdMpOYAhL5HJDE6ipiEnCYf44eWPC0ZRxkhCIahxyUK3w+Mypz7OKKuavLJhFhCW7egAndNRWRiSq3pnMM6zwhHM0jM0CP6liAL5pPiw4J4fj6njQRGSOIy4+Zqxf5mxSvg7NGCJJY4KfFSge1p6oGudBynOcYFzuQxrq6JDgaRjEiCRApPGmle/uwztBD8/e9+4ofv3yDu77EK1tZwgyLEmrOjCV3fg4QsiciEJLYVUYDd7Q3xbEr06pJf/suv+Ff/+pf8+N0V27oieEgQrPuGRMYcz+Zk45TQ9FxMJ2zXR7T7ewyCYrIgKVJu24bKeELfYwSM24FWOn7a1azqA7Xt0N4Rh0BtWuI45WI2J81SpnmGVIqhafmuqZCtxUmF8p68bemAlfekP7znzz5/zGIcc5QrXkxKVlFGLbdkSpHFKUMUI33Ebrtjubpn6DpmWcF5OWKU5FRKYh0kMiZSAecMKkAwPXJUUo6nRGmMsAO9jiFJMMYihSKLY1IdM0HQbCveX695+ek5o9M5thm4ud7y3dffgZJIO9AMlpWvOZnNyIQkkxIbHN45KMY08wW//NlzZvkHLmhPRzGzdI6JYi6rnm1VQRSh31+jYo22jiSSRDpC5AWVliRxzNP5lGXXsDiZElLBm+++48h58nxENhlz9PQJxbzgH759y5vf/4Cpa+quAq2ITU9Ic7qu5X65RLiAa1psFONGCbrP2OmOzHqMEOybDhlJnn15jspi3l7tePf6hpvtBt0eEGXO84+fYSPF1+/v2G42jCJNKiWHpCBJUxIBaZbRDI7OWoS16Cx+KDzvNhjvEYDSiiSACx4VKeYnJw/dECQ6eciVllXDophQxBHSOKyK0C4QRTHdrmZ5u2XQio0XJIeasyTjejxBC02ZjwhZQpRl7PdbVBAI7+mswUnJtMjYtxO22yVSCLxWoBRRnBOSmKeLCU/mY2SWconhbrlhkiU46zk0LbLvaM3Au0PPtelBSS4+f8yf//OPIIn53X/4idc//IAdPHU/IKTGm5okmnM6KrFty8FCPprx558/5fyLRxyfjvj6799/WBDvlztWveV2V3O727O5uWXsPeWnLxmttgwywnuL9I6yyDnKUs5HJdNxgogk+aJkfjala1u65Z4iTpiPSk5GKVfvb/nh6+/xdYNsa2TfUVuNNANRMUXJmN26QilFCI7K9KSNQMYxWsTERaCQmtHZjMn5GJtr6khxXx+4un/P9u4WEeW8SHI2StMGyU3T8a7eU0qFLGaUUYSMFH0InI5LNlXDvu2YakWvA2Ods5842B8YiDHB4kVMkY+Z5znBeQ5Dh0kSjhNNPAQeHc85Ojnih2tB/vY98XhC7z1zGbEoMqxU3F1t+OlyRX29ZNlWDEISC4nGkkYlUZ6y2wVi6+iFxCJohUBpUHFGrHOCtxj9kPNlacZ8MubJaEoSSdI0ZjEdcb1a43ygdpar5oBqK/pIIoNk5DxfX495cbni0VdP4DgnX+TMx2OqIKmbDh0pcnLm5ZjxbMSewNha0smIZy8WPPrqgvWh4/Ld3YcF0Q6G+5sN75Ybqt0SYTxxPqKpGnxZoKOIaVlyaDqKPGZWlGRFyq4zZKnEDgPHT2d89fFz3kXX1Hdr9nVL//qSocwxuwNCSVQQRDrFx5pWSqTUD3mQ0FjriHRMV1XcBcHRdMov/vRLpPLMj6Z8/ucfM/38lMOqZl87Li/v2W2WtPs9olTctDUn7cCRitEOosFSS8soSUnjmMIHrjZbPp7NmE9K6v0OGRx1O+DmI84fP2O9XdOs7mm7ljQvOZ8smKQRnRtACKDndtsQCc0sT3j2aMLsy0c4F1j++AbRtpgkQU1m3NU92+WOalez3O7Z7TYoHVMLS+8GCgLno4wIQasinBmQ3pMKhest3hhSJYmc5A4o9ENt0ljLtuuxTc1ssIRIYqVg1TR0bYOyA16A6HsG+XBYrKo9796v+XRdUZyOOL6YcP7VS374T79lNpoQBRCLBWfHR8Q6cEhiVJJwfj4mmY8QZcqPv7nk9nb9YUHcbCsuN2uazZq2PZAnJakE0/QMzjNREoRgsANxNCUuM8xg2EhFmmpWmz1Mc5598YTb63t2BMIwUMuAHLqHul0E0sTUgI5jUhERRzFCKEIcM3KO5CSjmI/ppebR2RE/+2cvOHk6J13kqNMRKHB3Nc576rrBGYczhthb2t2O/dtbFscWudlQhMBV21GMIpqmYhFF2L3hBxs4G5VMRyV9P3AxmXJ6tuD0o0dc7c9Yv7/HBUvkPLbtWLYNu77j8WhGrBTCSWZZireOoe744q8+Y/R4zt/9u3/A3GxpXMD4wG++fc12vcEFSbXbcegatDYUCKRQKKmJpOL0eEF12GB7Rx4Sqq5H2R5pLZ0d6IMnd47G9fS2Zjts6LxhouOHV2qiMa5jX68QVpPFMYaHaadCKIJQaAup0kjnobdMjgu++stPWF6uuHv9lixJOZ+NSHRg19S0PrAYlzx6ecri5SlBwE/f3yA/9PTN97dr3h8OTFVEEIq2PbD1lrHUzMqcTEM3dCAlRZyQCggaZpOUJInQVcWu6Xn+xZSj2QRbtzRAqgTL3pBNJrjB0iWBNlg+SktGcSCUOUmekWcpFydznLc8OZtQnE4Qo5TxoiD6+AgfKfAe2zi8dUyKmCJWdDIlmp6QCwhB4quGIUsxNpDPFoy364eDUxqxdQNj57nbNBzahtOiZB4n1HXN79927LqO6dMz/uyffYQyluvXt3z9ZkvVtjRtzyFpmY7HpFoTvCCKUvarA9eXS57++XNOp39B0xr+/v/9Df/5f/09+7fvMKZn3TW0w4ANHmMMo+CZao0vS7RWjCYF96sZvfHY3nB72DAJoKwjCQETaWIhaLsayUM3a7/bkJZT6sFhncEHg7cWbw3jZIaVFicdfRRTTo94eXrK0/MJvh0IvQGtiDLNdn9gubxnn40ZgiEzOU3XoaIMMSvIzmboImKoOrQzCOc/LIiH6sCRzpjGMXro2JotjTWMpUCGQFNX+L4n1hFBSZJUk5UZ57OCqu8gifFeEBUxTz89J8si3u0aqqpiXM64OB6TSLh+d8v0+o5HRUHbD/gkJmjJ8dmUz//8Od2+xTlPLGB5uaStW85fLFBCYJsOlGY0Tjif5xyfnmOvlozmx6i2Zmst0nuyccliMqWqW6TSuKFjIjW9GWh5+BvtYVqUfHd3w91mjZCCzeV7Zqbj+eM/RVrLZrOnOzTIvsW1NXWbEkzBXgnO0oxRElH7wPrtmvNfPCU/zRnuGl5fb2hulhy6HuUdom3wIZCHQBMMg5D0duCmbZlutjzJzzh5dMHatqzubhGdp/eeWGUUSYFMEszQ4YeGDkhdQA8DIomRKqY3FWYwIDSttHgZMZ7MyLxllow4XsyYnpTMT6eIKEJ4jxAan8Ts9zsUnthafN3htEYrRZRlTE8XjE8n4APm0DGfTflN6D4siM7BSaYZxzHYMS1gnaVqal6/vWUIPf0woLzFCFjMxxSZQhAYBodxMFECqyXxszmmNmyXWw4OnuZwUWrOTucskoTf7isyrZC6YDwq2ArPYlESIsmhGfjh+0tSqbna7hmPSs5udlxtG7Ii4q/+7VeMFiMWj0f87E8/Zvf+hsgO5FlK5wKT0wUf/eoFMniuf7rmZHJCZQeWV9dob7DGI4Qg05qu79ms13RDRywEvizZrbasdzV11fPNzZr+cKAzPciUMkq4rw2ClkkskSEmWImvDbbu0GdjdtWG3brBBId2PZ4/dJHcgPKGEZKgYrrgHwrbdyvM+QmTZ09Q22vcvWEcFMYbahWzSAoWWUktI8zQs3SWPsA0iplNJ8znU8y2RQ2GOASCyknihBdHE5QSeBSTcU5WpCRphFQC7wKi6bFVS9cNSBWDsHRWI4aeJIoxvictcuKjEgLoSHN+XHJ+/ujDgngxnSKto+5rrLGUIdALyTD0vF2tqUyFJ5DICOcdSOgFHKqOg7HM8pT5UYkUkB1N2HHH5XZHZjy7vuXKGUIQ6DwlmxSYbkBozWSUPyTlWnH9/Q2/++6a92+viKXG9AOcGPbLFc3BUAVLGkX85f/hl2RP5/xiUtIOA7/793+H946LMuPn//wzHv/8DCMcSRaTlwn14Pn6+gY5GMZCopWgcZak70B4CgRWSVzfEvkpfe95v6p4v13Rb+/xOmESR+RpzDxNWPWO695y4QMJAS0FwgeE92Asp3lEq5M/TDQZpBRkNtCEQCwlUQjoIMmAYTCE4Dk6nXBxfs7m7TsGFygjzco41sGhhhbrBkY6orMepCKbHnF6fkZxNOf94Q6hE1JgHKUkWcb0aM4oTRgIZKOMxemUOFIoLej2Hba3VLd7zrMMLRWrqqZzPcJJpNa0TY/zFiXAdT1SwMk04a9+9cmHBfF8PqWuai7vd/RDR206oiRnHKc0TcNtdU8vFaOoZNEOrOuOwiQEM1C1A+lpTp5F9FWL1TFeK9LIkzYdd9uO1aHmZr3j7OUTiqLk2u5p1xuKImM6H9Ova15d3fP9t6841AdUkORCsRQQRZrEeHQ/8Nf/r18z+eiMP/lXH5NnEX/xbz7n8bSg2RyIhOTkbISxlotPTynzlPXthm7Z4fGs2hoTRzhjiMTASGvGaYFxe5yOiYPndDZDKc22OiD7ChksYlD0uQARyMuE3jQ469BCk81HnH1yQlzE2LpH9YaTecl+PiXIgD7sCfUO6cD7ADJmlJUIpYmlJNcKYS3H44hnL57y0zc/0DU3LB10w4CzA7UUTFSC9ANOOIooJ04TolgTKUGwYG1ARQqPxTmDizXj0zFuMEggsobdquJomtN2huq+5u79hijRCPuHOVLX0EsBUqOiiAAIrQhSoP6QLsX/SLL+0SDe7jdoB2WaE6sYZTIm+ZiRs7xZ39F3HYOWVF7SDxbbGvZVT2cecpP9vqHe1BBpXJqTtA35MBCcJe5a1qZF7vbsBsNiPEJYiLOMZJRDCHzz7Vv2qy3t4YAzNUbED12c5YpRklELsHjs1nL3zQ3+X75Exop8GnPx2YKrbwPvf7jmzf2K6cURZ8+PSTNNlEY4ao7TFCMdvdAEnTDSmjhJOFaaXRRhu56QpXz8/AIlPPWuIpUJJCV+sEySlGmSMZmPyKcZ+XTKo58/ozwuyc5KrLW4ITA0BqcEHscoT4lFoDUDZnBMnUPriDxKAM9GKNTgEH3LdJLwXMzJR2O6+zuccWjTIZEEKbDaowU4H+jcwGa34erHNxwvjsmtQ9cNKImVnv16xfurks47xngmaUIcS5rtgf4wwsYR96uGd2/vuTwccIcDDotTETIotHXEQoEPhOAxvWF3u8E3A4d6+LAgvl7eMRIR87xkVI450RqdRaz2DRsCg1Q4KcE5lLF0+wcRz6HqOZqNGezAmwBnQhBlA7JxiCFgug5rLSFIZJZjq5oaRdQ76jxmVdXYumf5/pL4Dz+0Ggwoj4tHSKXJs5jtYc/Nfs10cU5/tWZ3vePoYoJ3ns264esfb/nxmzfU91ui4ylPP37E84sZIyeIB8MiSbiPI2I0SRQjIwnO8PzpEzZdQ9d0nH/xgi9/8ZTr1/ek3fAgddAx8Szl5eMzxmdzehyjUclHf/aS0RenCBEIWqGApm2pq4GmMXTdAGZg6Dq8GXAhoJXGi0BrDSJKmecl57Mp80enZGVC0g8onWKjmNy2OB1j44SchyeddA6cJXENOk/YHyoUEf3QouIYwkMHxvUD2+Wa4CzjszlFnjLKEjICzaEl5IF+VzEcKvrekLhAGaUEKYmVpyJwIQUPQg5QRYrLM6I4of3pA9cRCy9xzmBUS5Awz2dM5lN6D6VSWKVpgkNbi7I91WbLajA0q/XD3V+U9GGDjjXHRyOeTAs254+4MpccLIzqhqhUFFqjlKZyDbYNrN/csvWGpt7QWIvwlkWS49OcPE7pg2c5GHAwLiaUUvG7b39k9f+AP/+Lz3l6MWF7e2Dz5g6z3LDbbPG7FfXlPevn53x0NCUvcmazGae7E/b9QKkexsSWbcu57TkdFxRPTvnFv/iMbJyyu1oxySJ2ecZxPuLT8xNmZ+OH2uXQk01K9FFJ11tkJImEwwF975A+kEvBKM9oWqg2K+xQEQlBryR7N5CHhrHWjHTM8XTM8cWcIXjazpIIRSQEhY5wRQJZzjQIamOomg1dsKik4FRoCiRKQOsMNpLY1iAJaCVQwRMbh+kM20NDPkpwRYLoLMb31MstQ9szEpLxeEpMYN+1tC6QRQknj084mhWoP7QXg9T85pv3/Jdff8+/5b//cCA6oQBPZS1516Gm8Ph8RpSkXC/v2VqDavcIrXACjIehqhmQGGMI3oLX/PjqkhAuOFmMOD85orfQvX6NdIbOWxQahYcoJtYK4wKXVYNtKjA9qdAEnTGKM9LRiNQO7Pqe2XxOZAbeb7cc2gr/nw3/aVUR/9s/oW8Mru0YjEEEh2s6Dp3BEZgozfHRhPmLM7yEt3driiCxxtA3DX/z6g1PTo/5okywztD2gt5YVJ4xiRomaUqQgqubFQJ4+Scfcf7shGSS8vanO/rB8ezTM9JJQhwriiKmzGLGWcwsT6i7jq7aEznDVnqk87QSsD2h3bO5CvTfj+l0TLCBosjwTmCCIM0K8iQlDuGhBy4jxukIkeXkRyfMxhNUosDWDN4ROUuapFilSJKYLI5oOgOHhqNuzGAdTT3QbxqWdzu6uiUSCh1JRN/TBYMJkuOiYDLJ8XgYHK4b6JY1P37zjtv3b/5RXP2jQfQ6QfWGTgS88hyC4OAdxWLM2fljrg9bmk4QIs2+bUmFxkpFmUdESuOCJ/WOVXVgfqg4Hqd88tEJ6XzEzfs3+CjCNg3GQjIqOZqMidOE5WZP4gMxMYNwDELS+oAaWqq9RzjDrmtohxZpPc5ZpjIl7z3N/Za6NqR5QlKWNB780CH2a1ycIuOMpEy4eDRlHAuUDtR1DXXPnTFkxvCu67j7sYEsYXK9YjIdoeIImT300L1z3O727IzlJE+ZnM9ZXEz45r/8xH/4H39HVHfc/Pkn/LP//uckqSbWEMeaJJIYHLPJmMY+JmDJ+hq53OC8Q5iBXbXEdVum13MeTUbMtOZpmbI5PuHm5gY9GGSS04SerRtI4pyTvGSPJ57OUJMRV5t7Ljcb7tuOMy8YfCCLYyIVEQIEY7k/WPTNmsXgEGnPdl9zu9zR7g8kAqq+p68rjI5RWnN0ccJ0XHDY1PimR0uBDI7Q9wTzgcVTJ3lOHGsM0GuB9rBe1qjckUmBNBY7DPgoZdXUZDIiiWPGSlMNA/dtzbSKMc6Qh0CpBMUs4fxoAkLgrCBDkgmJa1vGT+ZMjmYcmobP04RBHzOYnlXXsXWOfbUnDp4Ej+kbepOj0RT5hJOTMyJriccTHn10hNeSoyfHjC5vqOqKfqoYhp6+SJiMCqazDFE3RCLwZDbiRmtC03LAUPgAecFy27Je1ZzOJoxGOSLS9MJR6ocOh/YwPl0QfODy/Yb/+B9/pL1cErTgt//Pv8EoxX/9332JD4HBOVwQ+AAnoxFpVpCezukGw/VvfqDZ3FG3O5xOiKMU0VpuLu9ZGodWmnmS0uQj3NDS2Y7BDRg3kCcFWZESlCI7mnO73/D6m6+pdluCtBziCdo75kqRBM+u65DBszQd3612fDSfcX684FA9dIpM8Pg/KAJ9nDAtpxR5wnxWIARY4x7a61KS5DGLxYzpaPJhQSzyDFMbqqqiLMbEWrDZ79HbA6HpUULjZURkHYiByvTMkgQroW96qsOBjZJMJiWhGyAEvPUkhSbREY3s0cayMy1mZzh6ekFSZpBGRHn6UEuUgiiAbxuuh57IDmit8M49jLvrCC0AIcgXU17+iy9YfHaCHSwf/fwxWMvrb3Nurm+RxnH66IzjL54gywzfdDRDz/F8hI5iQtOzrw/EwTAbj8mUoN61NJ2h0Yp4PCYppyzrCgbL6ekJp9OU7eWa3abBvb8mEWCNR1rD+6/fsv7yEX3vMNbjEYTBkqQxZ0czHn/1lDTR/BBH/P53ESw1DghBEIaBw6Ymsf7hlO8sZVGwC44OQUDSmIG2HzjgefnyJY9Px/zN9Y/U+w2VjhBOkOpAHCx7H2DoqJoaQUQUCRg6NlFEliak6YPCbwgB37doEZGPZ8xnUyazHGkt97cbfBpRd5ZkGjN6ccTjZcdys/uwIHZ47g81q+rAqG/YDw3z0YJJ8iDRnIzG3PcVg2mIvKQaOo7CiFhrrBDUzlHbAdVGfPP+ltHRlI8WA3WzITQNxneEtiJEEQcvWK+3nM3nRELSIWj6nrap6a1FK83Uh4ecTXi0iMhkyiIrKY7POPvonOe/fMGn/80n6GmK6i3Pvjzm0TjmyeMZP7y6QyYpH/3JYz75/JQ4OMxgEAF0ojkS0J1M0EnE1d2KWAqOpiPs4Li/r2AUc348QbeGH169fbieIubm9S3NZk+QmqaqEHGKxrEyhsm64sef7h80OruWuu0Zhg4Rp5xlCcdHBaePJoxjiS4ivvl9ynazZdt06DhmHCcMPAixdBxxPBkhs4R61+BlTJE/TOPEOiXREaUUdIcOHaeMnEX7QO8ftCZRgN5YemfJIkmNguAZC0iSmOOzI2yU0FYt7XbJIk2ZzSYsThecPJphreX1u1u2VcvdzYGzMqY4KfnZXz5D9f2HBfFqdUdz8w6r4dZKyrZBEphF55wuZiyHnvvtCuENWZwxEYqewKPxhB+7lsp1eBmoDxt+bGtslpGOJ3StIctzyq6lTzKEMVgC1b5mc7fCDIa6NxwGy6HtQEmyPGMcHJWPGfoa4TxDVuCSjGc/+4h/+d9+zuTTE+KjkuAcSEk0SoiOc56k50yezsmKlNE8RSuwDmwkGTwMpuMkTSm04NHzU/I8YV8bFvMJepSz3jXYfUUuJSWOcZpirMO1lvWh5rDZEWUpTgputxs0kEYxJ0lCtKkwcYQX0EnFwUkWsSbLNBEepRWLpzO+8B4ixQ8/3lBuD8wWBWfHR2ihSBXU1tABuQlsVwf2V/ekvqfSkgUB2fW0dc9IpsSzR2z6lsj29ENLeXzMxWjMdr9De0GiFZf7JU4qBu+YTAoeP5+jiwS7a7jRnpnW7LuWw7trgvY8Pp6igqOuOq5eLxmd5GSzgvw45/HLxYcFcb8/MHiDbgeibEIbGvbNDs7OmD8+ZtrXTMsSWTlcCFjvWPUdnxcFR3nKrXMMSuFtT9bWXF9f8e7d6cOp0zgS68jygmVTkVrLXD10FELd0nYDTd8zTXN0pOi9RUtFrGPGXpIog4rSBwVdLClORqhEwx9kp1IJkIJePrTqokyhlKffN/SAF4K+t/RecthVTKRiPh0znhc81YrNfmB+OoEQuH19y816h3YWe2jY9z3WByJr2XlP7T1muyXLR5yNR7S95enJMdpabl7dMDldMJ9m3K8Tms2OQz/QHCpu36zIRwnFfMTZoiB8dESeRNTLCj1WzC+OmYxLhq7j2HtcEjNYz7ff3mBWW6r24Tu0WpMbw+X1kqbr0DhmWqPLEdu+5WwxZ5omVHXFeDzFScj2a4qiRABRFjM7m5DkGWZb09ctfTdwc3vP4XDg6vaOP/1nP8eriCwSrJZ76m3L0SMPkUSOsw8LYhkk1WiEryuUt0jAdJYVBhYFx9WC9fbAOjgOVQWRhr7ntm1AxszzCcYZVhLKoiBFUq3WZLMZ6JStiBiLCKUKVKxwKmLVdGwPFfQtqRJMsxQFVJ0ly3IS79mImt489LxlvePb71/z8vsnfDZOkc5jg0fHmnbVcP1uA51FiQf5ahQJxpOcfJKhTzTF0QTRtFS9oUgTWg+DUsgiQkWam+WeH99dsdvuCaZDtwNJmpEF2BvDfdsS2YBQoKwljiOOzo45zjL2fYtveurVBlvkrHc7XDfw9npFd7fkh3f3HPYVz16cMM5jzo9LEgHbIiIvYq52DVvnaQ89qZYsnuacnBUcth3Xkwm23jIJLZGOUUpyWK05tA2mbxiJCDsMdAG6puW+bemNIdMaayyT0ZSLsxNa55jPRkwnGZM8ZRcHwreeZdfy7v6WIZJcvt+xOD7h02dncDKmnORIH/DWoYoImX1gzUqkM7Sp6XWGxKGjjF54Dt3AYC2jIqcYF7RNCYMFKYmFoG8aHi8WnOqYzXpDVB+IzEAUYGg6xBy+fHKGigTtvqIcxZyPRkgR2NY1+6FDC4HUMTpNyXWEiDOsNTRtRes7eufwQXJmI8S7a37711/z7PkRo0mC8p7rV1t+/N9esXpzSxZHHH1ywfnJGIyn37YUWUyeRXz88QmHLObqcknr4FD1OBsoY81Pb+/5m+/ecFhviIyhNwOuPqD6jlRq5Cinb2omSUmZJlg8t6s1tZSkAZSE4KHpHLe7O9zuwCLNqKotbSQJt/d8bR2uHvj00xOYl/QBEDDTit+9WbKvOpaHhnV14Pnzx/zzf/UzHj1f0GweIduaNkoZI5kWBXeHitR4MgRLP1A3DZmDpZTEUmGDwbSe3HryP9zg6WTM6aMZSaoxymN9oChSJsYReY83DpTEB48VnrxMODoeoeRDsVxkMWn6gQX2Z4/PcLcCWdUYeyBLMmQkyG1g+f4OBktsex6lGatR4LatGLTmPMDTx0eY4zGj+xHZds/dcsXe9QwqIkojHk9HVGHgDsG8yNBJzPube8yhQTQHWuHpekkiFfksQ2i4Wd9xW21JfSAWAqciYiUR1vIPf/sNX375lC9/do7Xkm//04+8+o+/pQue3Ad27cD5f/tzpITt1YrQtehYUxYJ89OSq3f33OwaZBCEruXjR0esNjuu375hHkUoDyDpvOfQVoisYOofBnqvbMd036J1xDoE3GqNPDsjEQ/jZW0aUa025M5jhxZnDPXgSHxgrTXb+z3Xecwsz4nnI2IVMVjDbrmlC4JqV+H3G14NLb2Ef/4Xn/P0ywsi4P7HSwoFR0cTxk3Bze09280eZy2xHQh9Ta2hSMf4vqXTlih9eKDECH7x1accPZpiCSwPLVerijhWTMcFo8fPEVVDGadMioLr1Y7nkwlJEWM2DbftwORkBB/acuRnv/wU8XeeK2/pbSDWEiXFg5Hjeo8xBmcdqVK0zqB6Q5HmpFnC8fM5aR5zdbVD3+05/+gx+SRlV3eUkwQbRxRlwZejglmW8W5bQ2/pFdx2HYkC4TxLGaOTlLau6G1LgcZLg0Mw4Gm9IxWScnDcvbnny0/PMMZw9+6etqrp4KFzcX3P/d2GSCmWr2+5vNI47/jk+SnFpOD11RrZ9GA9y/2BZujRjeMsLWgOG/ZCE4uAVDGWgI4TjAtIoWBo2VtLUU4YZxlFXDA5nnBxOoIk4vLQom/WOK3QbUuSJBzqA52HuTFUTYu1gfJiRnlccnh9T3XZ46Si7y2Htib14KuWV7/9BtP1/OVf/YyPf/WM2SLn6pvXSCV5crYgzjXtqqcLHoXDZBnD0FPIDq01OlYQRYzjhONn5/zJLx8TTTP6Q8fd1Z637/eI7Q4XAk/mC5LFEfNxjnA9399tuHj+GDF49q9uqauG7WKKzhWLP3ny4UD8+NkRu+1j7ncbbGNxQmCB3gmG3nFoOvq+ZxIkSmiK2ZyPnj/ms8+eko1SjIL8Ysynn55xmkXILOLQDtBb7N2OalshjSMZxcwiRTQqKNc9J/mIHYFES5SMaKzDWgvWonRE8J5ueMiNxnFGEcdUUvD0s6dEswLhBk6enFD/8A6vJL5u2G62/PpvX5NEim5fUbcdgzcIF1gsZizvtuSmp2sNXXBcX1rKcsTHz5/x/RuoNmt8pB6MiyRYJF3bErtAoiQmROg4ZaY02ahAJxHFScnxswUzq3j/6p532z3BD6jW44JHK0WapBRpQt/3tG9X9JsD68stYnBI68mcR/SWbXUg0xGYgbff/sSjoylP/psZT54fs7lasml6pkIyBMfgHL7tkEmKD4rYO7xSnI6m1CGQjUf8yz//iqOzgmq7J5tECOMZRxLhAq/XB3xdMc/H+DjiZrtnud1wv1kxunnMyemYm6sVw82ad9EdKMUv/s//9YcDMU4Vn/7sMT+8u8UNAxLo44w4L5FRzL5ZsdttUVnKZFSwmE95cX7E6cmIu/WB3/x0x3rf8OLFCe7FCXmpIMqItMZqSdt3EEWkeczROKY4mrHdbLiYTEmbBmLNeHFMkhUcbm5AeIa+JwyWSChKHZGlMa03yMdPOPnZBWKSIjrJ858/4ut/+J7u6obaDEgZ4e4PmEQRBcdJnrNpatpDx3WzZLfZ0nnLpm7QccRZSOkGTZGkvDi74Lgoaa1h17S0dcXBGlCKIs2ZlSliMOAC3gWOxyNKGVhd7kgWY2wEy8Oe/rCl3+/Y6YBWkmdJQWM9dD1vL5e8vz/g8aRJwhefPYFIMewbZklKffBsTIswklJo7u73/Po/fId3gW7TEdoWV3ckPiFLxygZI6KYCOh1xGg8JR1P0MDjJydMRwlNEFgEHAzxoaGMFJMyoes6ciHwQ8cPyyUOmEaacTHh3XdvGGtBVrfsdhWbqoXoA+eIOtUoAvlsQr1d4QdDnqWMxhlFFhNJGLzl0LU4JZi6kk3X4W73vN9UfP/d64fX936P27WcHRVUBqZHJbEPkMSYKOPb9zukd8ySFPvoEcI74qZi/PwxFx89JnaOt/+b42YtqQ4NdVthogSkYtO11H3Ds+mXJLMMioigBOOTEV/8+Vf8/q/hcHXLZFRiTYNte3SUMJ2OefzROWUe8/V3Vxy6mmYY2AwdYhDszcCFD3jZcjSf8vjZBVU38NP9mgEgWDIV4RyMyjFlGlG1lpPpjLxIuL+8Jx4XRN9GvG8czftLOtfTuhblPDYE2nhEYSy3dUtlDJvDgVzGkGjSJGU0HkFjGJUpVTC8vrsltDsyH7h/c0l9dc8gQHY90j94kcfDQCzFg9MEiiKOWZQjzkcj4iLlaDZhMi/5L1+/Ybs9QJnzy8+f8/FxSe/sQ/dLa1TvcUOP8I7TNOM4TTBScGgHfvvDOz6ZFGxwOCFJwwfOEaMioTaCfDEh3JQ431Ao/f89IEhn8cLTeY+2DufASqgbw+p2R7VZkTqPkYrqeokvU+gM396uWUxSFkXO796u+e13r5FNxezsiI9mC8pJweL5V1y8OOfmekl/W3N2dsy4KLi9X3Gzk/R1xbKr2W8r8jRnMS6QQkCsCH9oJaapZjYu6bses99z3eyhORBGc1yc8tV/9Tl5FvPrb6/wUiGDINaaQ3XA1C1rD3mekg09yRBTDT02BOZZziKNiKXifd2QTMd8+ukFUZwy1pof3t2wW/fomzW5DORFSYgVZt0SqRipJcPQ4bTE2MDlaovtOg5mQMqHIZLfv7nkYjbDe8fxfMpZ03C1XdKFkj6Kef/uPV0SkQwdqVZIpcjjHG89a28RwwGUwqgFH2uBUuACaBG43x9YX97TWcf99R2pE8QfnyPymDiTuOAYADMMaOdJQ+C+axBC8fT0lPXynrfLDa5vqQfPs6L8sCAO8zGLwnK+POFwuWSQDwl7aDsqM2Bshx8G9taQFmP0uGB6NMNbcPUBPRiC0ljnWB9qXhjLVxcz+u8q7i7vOf3oOW1V07dr/KGi7vfUux3n56c8+dULvILvf/0995crVBJzHCWM53N2SmCCA+GZZiNmJ0eMz2Z4Z8HHCB6GM9Y/XiEOO+KmYlPVHKotiRT0uxUiUry92/Di/IQcyUwI0jTmsjIo71FJjjeOtu3pSsv60LDqOoIxKCEwIeCsQScxi9mIpy9OkEje/HDLarUna3uKNKUzljKRlFnB3gmStAACKirI0oI4y/B1zbvmgPaWHkWhCvx2S6VjijhCSZhNx3z20Sfc3K7pmprOHGi6Fd1g6PIJmbWozKGzglTGD1oglaKDgxCo2w7hJfZ0CsaS64i26QkusN7s2d1mjI4niEjRIyn6ltD3RDqhaRv2zjFEMePDATUM3Gw3nKcJ8eDwxQd2jB2dlowC4ALRYFi9uqFab2m6jv12TVdXpAR6qQheIESgGOUstzW9aZmkGbGM6b2j3Rz4h58umYSAq2oS66h7S9V3BNsThKBpG4a2ww4D799+QrlpWF2uuVrd0/aGbZozPT0mjwua0THHcUpejHj2/IKxVtSHjqhM8O3A+s2Sux/eUa13NNZgZMA5UFIwSxJCVfH9r3/gSZLyeDHhcpTBYMllRE0gVzHGQ2Mc73cVUjdE4cHcqQrQ9AHvPaPplGePF5hDx6u3K179cIMxls4biqMJpBE/vb/jsGuI0hynHzyvz8cziiJmkaRsvEeuPW4Y2CMYhojE9CjnGOmIXTMwn42IxsXD728NQQQiATpAGacU2hGiiCAEmZCIZISIYlwY2HY1M+vQROhIs2xb3lR7THVAqQjtHIP1OGsIWhJHMXHS4YwkEQGhFLmO2O92/E1/oEDSeYMVOUWkEfIft0vq/w/rYkkcK558csR0lHBzNub7v/2J5ev3hL5DISgjzdgGEtOzvV/x+v2E7aZiXdWk3lPKQKYiAHaXK/62HQh2YDwu8UGgswznPN5ajO3xXmIJtJ2lty3XmxWH/QYHbL3BbiSj+QlZWYB0iCTm5GTMvIhwh44+UujOsH5zj2k7kkgTB4dMcoa2YVvvOAuCUTHisFpzfbckL1KOx1O63Z4sWHRSYIceZ3pirTFNTRUGZlHCKHlQuLXegtSMkwQVAq+/u+LN23uMtczGJXcHj5GCvjd8fXnPoavQscB0HUEIiviIeZqCVkgliaVkZw3GWQ46cJIkmK6jHBecP1qgU8X9T5fYYUAriTU9RAnJeMTIe3SUkI7+IBcNA84pnPc4BLUNFDJQJAndYHl7t2UUwIxH1NZTjgryxRhdxngkZZ6R2obOxA8uYjrmJE1oveOqOTBKIioRiMqSWZxQ76oPC6JbHbBlgpyVzF4uSFLJsKupVzvursODfDRIxrFCRBH14FjebGirBmscPbAKgeJQs/SOiff0eYoBplKTZxHHJ3N+rxQICFojnCRKEqwPqABWOaQ1CCXp3UBkBxaxYlqOaKcZxShnMh9xNkkYawHWoQIkdkAF2FpDAkRRhCewEZArSZomJNbTdIbppOTx2RE3BOgto7jgdr1kGHoiqaiDpx88BzcQnEPo6MHpNp88DJE2luXqgDWGtutprUcGR1RkuFFJfrMjRJK26zDtgc45Xu1LjsqCRCjeDR2xUCgVEayl73tU3RCahtpOSFXgclVxdbNBCIGPM3SU453BRJro6IyL4wVHZUHTtWzedvTbDa1UZFKReY8jIGLFUHesdwdKZ4mVJFGKtIh5cj5FpprdbmCcJJjg0QF88ChvUVZSSMWZSlBA7AJplnN+fsxOfmATptuf7pHHI47SmGySkc8Kzp/Mef96xvCmRFgQwePTmGlZIPOMEvFwkjMD3gUGHbjdbxjlJZ1WdL2hlQKhI2ItOF5MyGQKwhCEJ9Exk7wg1hIhApPRlND0tO0BFR68FY/znKPjEfEsY3E8QUuBlRIvJVms6J3n5GLB+t2a3XogzhJkgHmWY02L7Vv2ITCLM5z1SKmYzMdsm4bcOLQT1KaltoZewNYNON/hjWNlJINKHkpH2mD6HqcUIY3Y9T3bao8Inmw0ZTzJcbMpZZnTiAch1WAfSkny0LA1A8dKM7Q9JgRmOsJYgzH24QnaVqyXO/5T23J9u6QzBj9YUjMQFyW9sZSjMT/76nO++viCcKj58Ye3YAM6L0mMwQePdIHBBoK1HJqezHvuqopR3xNGU9a9o8tiRrOMuVI8Oprz0+qGVAc669kPhmXX0XUGhWTnDBmCPE959ulT7rPkw4L4za/fkD0/I6QJ835Adw6daqbHEz559ozl3R3mfomMY2aJAuEhDBAgSUqqZo/qGlQUEfUtojwiIrDuWlSaU9UDaR4zS0uitKBtG+Is4enFOYtZxr7qGaU5cnrEEKVopZiPpiRlyvnJhE114PvvLtlsthRRzOKzx/zsrz6hOCp5/Fef0sQx0XfvOSxXtNs9cRzxaHqMd57dMPD2sGf53Ws64MnpnDhNGI8UtrPMkwxmUNU1stk/lJRUROE9nYZYCHL1YGknIsnR6Yx91eKGjtY40kQRkogUR2Y9nbGIfiCSCSpKUO7BV3FvA6tqx67dUxAYNEQIvFQY0zF0Lb0ZONQHlm2NQFAGSZI8uMgmwbG8vuX3XU/XtVTrLZEAHxwiQCUlQSgGAtv9gaFpiKVklmbILEPZQN/UCCWYHo8ojgrsoefVTxlbOry1bIaB/rBDIxgVJX7oiYWijWOmz2ZI9YG9b978eMmsD/QEPv3slEkWkc4LPv7ygimBb3Tgpmso4oheSHIELjimo4zJ5CXXyyX3V5dYO9BLQWoDiRKM45iyTGh6QzsMjC9OMOs986Lk6aMTXrw8p1xkREpyNy5xxjPOc0ZpTD7OmY9y8pMJv/72FZevbmmbGpXE+O/fY5Xk3/6f/oJ8ljM5HfPDf57wX/7n37G+vqXueo5HM+quZrtecrFIGSHZrw+YozEyUvhYk2Qpk86h1luSNOOthqbakMT5w9CGFsRJSj6eIKdTdqsHe71AwAUwSpGiaJZ7rKrx+wPBSTKt8B5SqRmXI2IfWDc1vTVo7+mlZG96ZlHJOMnwg8MNBqFBBQnO0w89pClDZ0mlJLKWw90Sv97gBHTOo4LEesHBWaKo4CACYWiwux4T4OnRCaE60EaaWZYwtgZ3aLE+kJQxi+OST14+43/++wMxHVoEDt6z7Rqk8IyKAidjnjw/Jy8j+uIDT98c1jtkkrLqW+aTnPLlMdk8QyeaZltRvr8ljmPGeYaLI/Bw2DcUJbz44jGPnh3z2yLn/scfuK1rniQPpZU4SVGRommHhwnjWLJxlsezCZMyoe8a9EYyVAbtHKlWEEcIrQCJ6Qfu7rcsLzd4Yxjajkma4QbLd3/3Pf/q//hnRLGCWJBkirPJiKvpAjksGZyhto5MJcTOEYyhajvcYPDGUkeSnz+dMz9dsLzfsd1URN0x27ah3Wyxw0Bz2DO9eMxHv/qKDENTt1xvWlb7Pa5rSZ2lUbB8c4sPgd12SyEUh7RAWocqRpQnx1TAZXVAOw8IhIBKKKySyCjFOUsvBbHzFDpmrGMaMxAPBl1OiKOESCniKKb3nsPQUw8duh9w3iOkIFUaJx92JXatx8cJUZCcXTzicrclGZeMp2NWNxsefXFBbwQq0vzqiwuuq47vv/8Gt12hE0Hi1YMzhYiZPXnCp8+PMe3A7kML7IfqwG4ZcTgk3N/umR+NKAtNnCdMFiVRFlNMCuZlifeeyhoiG9Huamzf88nLh6fof8Yi313TBcu71vPoqCCJJFIlbPcG3XaormK31nxdbxBa8eL0hKox3Fzd47wnKQqyIifLBevtgXerLebqkrWCJARE35BITXvo6Pc9LtMcrg5cvlrx9vIO03S0fiDuA7FzzFJFwGOGDjOkrJoeHesHb5xZjtj0tIlAzQuePPuI0eMFq03D9n6H6Q1Pnh3z0Ysj7r5/z9tvryjXDtEPdMOA72sGrUg3e0ZlyRDEg+OWKBDKcDyb8ez8hPfrHd3QomUAKQgE5klJGSUUSuHyjFGeMhxarHcEAnGSMcpKojQlVqBDwIlAGHp2zYFtU+GcJ9MxSRSBhBTFPniCCPRA7y2fffE5j6TErbb4oefQ9PSrPcZkDCownyX82ZePud1suNuvIUqY6JJiOuVsMuVP/8XPOb4Ys7/bIfoPrOLLRIQy/YMK7dBh2x7bJSSzhGT64KLPfEInAu3BogbHyaRkVws2+xpvHeenI/7FFy/5X4zh+u0biMqHZT5Zisgi9l3LqnlwQY2DxzpD5B13766waAbzILCKkNRIhJJUhx2DC7Ru4LqpGDnFynac9YaPf/UVcrB0veHVT2v+y+9f8/b7bzFVTyQcRIGWh6J1IgJtMCQyEJxgNisR0vPD7y9592bFvn7Ip+bW8q//+TMevZhzeJ1hOktSRGg3EKzDNh3T4ymT5RRdtWydQwyG9W5NImEWabbeEwXLQcSko5z5fMR91yOFBK1JhCT2gi6KAEFjB+azCUejERvraXHkPiXRGiMk+64hiTXzonh4E3mHCZ5xpNnT4UUgjxNkHFMaaJEEFUi1wo5yHr884uL5Kb/9zTsO12uyIuGbH245ezQnfzynt46Pnoz44vkjDqs1yjhenp1xfj5HlimPf3ZOmghqIM+iDwvijoHISKIQU0hJEilkpCFSqDwmKzPWecrqcsX1ZsvzMicxlkPb4rZ7ms5yVCQ8fzbhenXOq+s7godq33DXOR49mXEUx7y5rxkID0ImZ9He8raqSaKCNAhkFNPj2W83vN6syFVEjMfGCZOupulbZrMF8ydn/LO/eEmkBZtlz/v3G27fv6NuGuxhSaFjDron6AhvDX05Y/7olJfPHvH502PKQvHtd+94/+qeKAgWzrN2jt/8+kfOn57gTWD16obWWLIkZlomkCjeXK/46uPnvHz5hL+9v8cPmqZvwBoa57mYzRkt5oxDgERzfDzj7MkRRJqhammrEb2xSGOJQmA7dHjnKZIEITydtzjnwQzUtqe2gTSJ0DKliDNUpBiajtxaavcHZ7DJhJPZCbMsY7Ov0aZBGocSiuPjGemiJP34mF88nXO42tO8XxGalkwJdKLpEIwd/PLjI4btC65v1mRlyuLRlNnTE8bzlHbTUOQxIoQPC6IYDINXjOaKSaIpFcRJhJcCKSCeZBTjHHmzp7eeXdNgRaA2jqTtOLQD5+kUEk1RFg85zmGH3wl++rtvwQ88/cULqi9f8N5Ds98xHQJ91+EQKALjPMP4wF3T0v3BtQEtcUoQlGJRTjhaFJxO5nz6r3/J8YsZnYNq33N7dUe3Wj/8vxCICCgtmEcJdrzgk88+5/njOUksiPKIfJSwbizr9Y4cwdoZLAp6w6//47eErmN3qDg0NWWcMipL5pOc+9WO9WTNk9Mj3h2fUG23DMYT+gqRlHRS8dknz9F1gwyW+WKKiCDPFU+PpqwjRTc4dlWN7HtKHUgTRZzFNH3P1WpJ7x+WGA3BUw2WMorIAtTOUeY5KIWUms71GK2YzaacLBbovqdVgmleEtvAkEeUJw8VAtdZikVGkke8awdC16MiSRpLfJli7vdM5wWffXqOR3J0POL0eIKSAVMPZGmEtAaiD9xZ6UzAeMuzRDOSHt0baAeIJcE4Ii3IkoiPLhYUacT6foXwnkwqCOHhLhZwtx/YrfcPovQ4xgP16o7f/ueapx+f82dfnKB3B77+sccOPZ115DJioiUq1jS9fRj/wpEKwRBahI8wQjAdTTmbzzh/dsEnf/6M9HhEXxn69YH9uxvCvsX2PT2anIAYHPHFgpdnj0g0/MPvv2dreo5nY/7VX37FqMzp+oF6MKz7msxBOplx+faS/fqWLUDbkCc5j49PMX1L1zZcX97x8uKIn718zE/vLtH9gCqnzIqU+bNHnB2NefP2PZt9TW88l+s1u/WOZn1g37WUSqG8IFKBOC6QKoCQiHTEqJiQDQNVW6OSnDLW9ELQG0MwDic0LknpogjpNFOdIlXC7X7H7vINzhgmxZjRyQnqeMzL4zH7ZcXqak12NOHpnzxiflpSNR3jsUaWKa5I2O87xpFmMck4OyrIE03cG0QR4w8tSZHQaUHTfuAnYmUaequ4XO/56fKe88czfNMTnKOvOvrBsTr0KBE4O5myrWu8MYymOdkoZRRJdvsG33uiRDOezPBdjWkbhM4YSUW/q3n+xRlPXxyz2Ry42W+57xrioIilwA6WbdPRDT1pJIlRBOvpQo1JS9RiyvzpGc/+8hNOns9QIkDXIw8NUVUjooy83UGcEKea2fSI4+NzPHD7+h3rukYrwdV6w3dnR3z69ILfzUa8efOWoTdoKckEtG1NHDTTtmHAI4RH65i+axmGnrptsQo++uSMZ5cf8f77V2QSfJLx8c+ekSUJQ3iwfL68vufetjSHitgGhGlJk5wsK3A6Qhc5eR4xnZRkccZyuaTxkMY5cZRwMAfarkaMZ5xMx0ymJfVhR7CGqYqY5xN0UNzc39HdXbNLItYi8PPzc54/OsF0ht/83Y9srle0SvGXy6/46i8/IZ0XGOGIxMPqM0YJblWBFPz0wyXCDPw0Lvnlrz7ixSfHWDOwvq+oKvNhQXS9wQrD9X7Jf3g15pMXF5yUCRbJ0HRoJRmnEZUxBB9Ik4RRHJEuRoxnYyZFwu26wbaWbJLz8osX3CzX2LYj8hIba95dr/nEvuDkYsaTyznbuzviSBE5yeAtOEFsBoKEVEoCEoenjEuYTJnOZjz69BFPPz9D6wfjdi2gFDBLYq7HI9xQMShFJCNOTh9zOim5vL5j3TQ0TUUUHqSa95dLLh4/YrpYYJcrslLT87C6t2salI6wD/pL8rQgywvudgZnLSvrOAjN/HTCz758Sugd1WaHms746LNz7K6BSGK95X63Yt1U0D/4fw/W0ATFZ6MxuVAPgv/phMXxBCUjEKC0ZL5Y4LqOvdYkwTGOE44mBXkWk0cpZZzireHgLGGzZNtUkOZM0hh12PF6ecdsfcx2taO5uWHoDHe7Lf9jsJw/PWFyOiJyFh1rvIBslLP6+pLr9yt++PE1p2nO/XpHNsl4/sU59a7ix5+WJPoDD8YqZ1BRzLDeUOc3vLraEY1SeheIZCCPNZMixlY1VdUgBRA8u7rj6dMzfCS5/GnH99+8QeDQWpLEGb0J7ILBb7fsXc/PPn9EsSgZFFgfkD5wqPfEbcRoMmGe5eziBPyAcwJreqI4Bm95f3XD+YsjPhkM3miEf7iGs0dz/tl//SuyH6/48YecfLshaI2ONL137JqG2+0G6XuccEQhY3CO/XKPkJK0KEkCLDdLnM4ZBESmJUlTAoGjxcOO5GpoaUJGliWoMud6WbGqe6T2WByJAl93JOOU/HTGsqo5tAeEdyRSYoeHReaJFthhQCiFpMR4h1aSPFE8Ppnz6v0tV9stve1wzqJUxOAcrYfVasvN/TVKRTjvua3WCOuxziGCxzgP+mHnSnWo6eot9XJFBJRCEG9q3v76Fb/8N1+STnOIJH1nUXiq3vHTT9fMQyAWHm89vXGsVw3ryy23tzsezT7wLr52qImdwcYxodqzbQbMoWO7b9BKIYv/36jUcrfDHFoOWcQoSObTjLfLPaurFaIb6L3jZr8nn82ZRRF9fUApBZ3h/m7LfFGS5wlJUiC8ohMSrWNKIUmSHBlrWtOyP9Q0XcehrvHrnkMTaJoDURbxZ3/5KdMygliRP53xxaLAjVJu1hWh7zCDZb3c0HUG31syKeitpe5bJrOCuO3xTcPFKOebOKHfHxBKMUsSFvER3X6PFR6Z5ZzGKdoMhKHHNS3ReMLyas3udsmbd1fc/WHjQrcWfP3rH3n55VMev7xg3fWkuxVojZUSGwIJgjQIWtOTRAXeGW73FZP5iHGeMJ9PuFxXhMv3yEg9wOos97st/c2KrmvYHXZo5whuAAKZTuiCo/GKTmhKFPO04CTPuNqtWFpDGgQzFZNYz+27O9rVE7IyeTCMEoooBPZ1x/Z+i3UBZz020ZxMJty+XXJY7ZF2QNj8w4JoJ6fE3jNVgigecSQDh9s1b99coXXKtsxJtSIY6MWDU8J9VzMZFxTTnHhVUdcdzWHPnTf45ZJpUZAlCtd1uDxDOMvdquITF8jSiGmZUyUpdV1ReE+qMig052XJTSW5O2ygPbCreobgiGSJXe/4h//pN5yNRqS/ekQySnBKo9IIk8Tsu54EiCNNv68emvd2oACcjpgeakZCITw07cBYBSZa08YxZ2mCUpokeNYCajcQgmDf9XTC0Q8dYXDYtuf1t6/Zb/bU+y3OD0g3kIY53brC9gMXXz7m3a7m7U/vaXvPYHoGqR8MoJISnaUIGRjqin2t6S4cu2bgtnsYijBJStRXBAmVlwQB+nDAtTWh72hNhwyWOMkpdIwXisJZlNLo7IgXF+eMihRtPZlSBP/QxRlphWg7fvjmmhdFSjJO0IlEuvDgLFum7KOInTVkSYSyllffX9O3LbtDha0/cI74LM5ozYCSEuIc03bUVjHsW9Z9zSapiTNNJBRPj4+YT2Kqn94zWoxQmeLioxOyby+5vrykEJI6y/DBc9hVOBuwLpA4z/3dPZevZuyWFRIYHZ3QGIPH42JJ1w/szQbnHrYzCanx/YAOgjj2iLZB9wa3qtluWo7nOVEWYS3IcYYsc3bLe+g7Qj/QOUNMePAK9IEiyZhEGSrKWK8rXq3vELs9XknyvCRozdvNmhjJ+fSIIAV42NY10llmozFmsBzWa3CeWEeIbqBxkufHM148O+Lk6YLF8xmnb45J0zHdckfiFXmSMRmNmRQlMgzsmoreWLI0odSKWCm6rmO5vGJtGuZphhsavJQcZyVHStBGmp2SVEIykgVlXJLriFwrknhMlJXoNOX8ZI7ME1qheDKdQ5CMteL0qMQJz+vfvMKlERefnzMaC/JpweLRjFgrzudjOueoneDvf/+KpmqAQAgO035gEFUxodmtwTlGmzt+f1nyxdkZMopxmw3VYHjMiEpYPprnzE7GnFQNk2lO4yGZ53zy4ozV5R2pD9wVJWdF/jD9IiS+bxFKo6xnta55c7VkfbdCDJ6RTtFxjBWK1ebuYZ9LXKBtIOkNIy2JHQ8+MmWOVAqzrWmbAS8EQUqkhtmiYLGYsPrB0XctpRAUSUSpYuJi8uA0O1Gk8wXlYsa7y0s2qyViGOh58EF8NJqQCMnW9ExizcW4YLXZ4wmM0hQRZawPB4yxjNKcIo+J0hiKEV9+/pTjWUEca8giXNNCs8H5BtcPKKtpRaAAUg3SC+I443hckEYRGsdZkXMzKlnv97i+o9easUo4TlJypTFKMtEpk3hKGsXI8Id6q5e4OCESEtM1XC1XZPOScjrmNAR6Y0giTessfe/pA7z94ZJaKU7PpyghSZIEohgRCU5nC15vDrz76UdKCS7JiIR8mDP4kCA2rkPs7jB5yb7e07/VlFGBVpqBQOE91gzkUcx233D+bM7p42OKxZi7xqJax8VHJ3y2+4T75Z6XBB6Pc/bLLf1tINGaaDLi8WLG3d2Oy/fvcIcDw77BKoUWmihK2DV7Eqnphh2ohOT0HH3Yk3QNIZIM1lHG6cPimnpgMI7IeoLxFMDCOc7zgtu+Za4ixllBmcQkcUKWndJryfz5CeVkyo/3l/iuozWGwTqE83gCz2YLYhtTKMEojxByjEoTttvNw9LtLMN4mOYJtmswHn71F1/yiy8uiGMeSiO95bbuuD1s8VWF8w5lLTfGEquI0WTMJE9RWczZ+ZRynNBVDbHQfHH2GInGIUjKEcOuYdtvGNzD5FNWlhyP53ip2FRrdu0e3w0gA2OhSRPFcuU5sY84fXLG7/+3v2df10zzAqEESZGTFxmb5ZZaSNy+wR96jpKYcRrT5ilxkVHdr2gYcKs1brogeEXxoY066+UlxBphDbtUc7xe8rq85k8//4KhqfHbPW9qS6liol3B0Bg6IZC9hcFRNwN4z/mzBc8+OmV6PGLoDa+/ueLxbMr+sKGMNYmU3NzcsL+/w3iPb1qGJGLoa8bpCGsGRBJhcTweTfj4V1+y7w68//oHYicpjo95+viM44sJcaGo1/8f2v7jybIs28/Evq2Ovtq1h05dElVPNZpgA2gzYkAaZ/w/OWIbaaTRSHTDHvBUiVcqKzNDR7i6+h59tuDgJuddbZbzmHj48n32Xuu3vq/GRBqqDqoGUzWcz6YMdcd5GpONxxSxoRGBTz+/IBjN/JMLttXAJEnotEZ5qHtLU5W0ccy2b7kcT3n++BxrJOlEMhea1+80ldiSJpozo8jTDB+fcR4pRqmiLSvMPKMqG8rGUnUDRkkEnkp4nFRY2zO0DW5ckMea8ShllsWMtcJIjYs1ajHh704noGPKquZDuOHDg2SwFhcbsigHY1i3B5bNnna/RQMaT2FS0DFCBvQohwBVCPQI9oc9gzZMbWA+KjhUlt6uyZKE2gb245xYS6oAQxDIAMMAVmpkVSLTgsN+/8MWonQSbSSDs0x1htAC25SML6Ys5jHLb98yDWCE5PHVjPOzMe3dgbc3Gy5iw/27JV4IZicTxk/n5OcF7e2B/HzGo6+eYJylvFtje080zglC0faBPpIY4cELOhQmTpjEKXUYuBin/PzzSxaf/hv+/OoLxGpPZDTZrMDMIrKTEYdqwHXHEEb0fT7Q9R2Pi4yqrdhvVuR5QToqCFJS9T16tUdGEZM0ZRMXuFAhh4EsaLyO6aWiGB9T6puqpW4GhPYsxiNmecamazFK8Nln11x+ek273LK837G+2RAnmu2mYt1CqDtEZOiiiOAHdAhHDLSA7eHAtm6o2pq6a7hb77kYF8eAhVDkzvNx33B4WBPajjxOMFqSm5RMxWzKkvXmBtU1xFJjfaDre/ZB4CNNlhecXZ2w3ZaM3HHJygYYgCQylIOl3h2IsoTDakt+aNnsanzn6IRgFB2XrxLX00cpGE0uoeEH3mv28zntYUukJYXztHHC7OyM609OmTiHr0uU9fTdwAjB/e2WP393x2/+9Vu+uj6j29aQRLT7Gplpeh3x3W9f0+4qxPMzTp+ckk4LhFA86gUP90vCcoXsNLJvkXGMyUfkWFKlEb2nPjT88eV7/PKevCj47PMLokRiigSRxqTzHHmokU2PkJK0MPzkR9f8rml5e7g9PjAawa7poG2OfpM04sngefHigk8eLVi//Yh1A6ezjEkcg4Q0jvm4WvN6s+W2bBFNwyhPybKcz69OOM1zQqrZO8HqVy+xbcP1bAxCstl3WKW4f2hZr3eEAD4EjBMYIZiM55wuTln3LX3TY5zFtz0PIrA/WbA4nWBtz8dtjTq0FFoeUWPDkci7UBFtV7Jaf6TZ70iNQmiDFpI+BA5DDzZwejJjcT7G72vuVcAPHWMEQkmII+7Xe+rNHlNV/LquOUsymgAZnm3XsBhNuSgKmjTHDp4+SVB9xzhNfthCvByPeKhrglG0SqGC4PqzZ1ydj7l/c0fXWSZaobTiu1c3vP773/G6afG7LS+1YOEURij2Q0t8V7Jct7z512/YOsvL3/+R7mTOXBvm0xFOp+TxmGIuWe5KqqwgizUXJ+dQV/RliQmBm3LH+u9/TeMHnBC8/cVP+PKnzxGJwBtDpDTjrme6KBg/mdMZzfRiSjTJefjTnkJK4iSi6ztu7nc8rJaMp3NUFJHGhmiwXFycgPX4pmU0zkmnUw5NzZuHB6gqesDXDV3b8riz2LPZ8Re+L3n93Uf2XUfTdHz6/JIvH52RDhk+BPxgSZzAmBQfZ0QqEGvD1ckZ56cL5HLJpm1pvWffDoyEZPmwYdv11HVD2zRM44Shl/S9O34mgf3QU9Y9h67EakUnFfngCFqjTIQNIBFMxjmJCxzuNoxRbBHcOUvWSeo+IJoekyR07QHXtwRTcd/DVaKobM9yu2eqDWQFYb9FekcUp4Qf+kSMnOX84gI5eGolmaQZL05PePW7N/zLP35Nf6g4KWLO8oJv7lb4puUMySbOubu9Y/zoCfMsJV3kjKYZL189sN8fWJdrfAhMnSOZLlBSc2hWxCrm6ukjvogitnjyccann1/w8esb/vW//DPKWTwOO7SUdUntB4Z//TP393vuyj2pG0jjjEUe8dlXL/g34xShFR+3DXeHGt/X2ChGDY5NXREJEPZ4+lSV47e/fUXbdkwBKRW10WycJRaB3WAJQ8tYS1zX02hJFTzb8sD99y/od8s9SaQopKTsLauPS/ajjOsnJ0RGMssMF/MxYrtgc2iwokNoQ+Ms27JGOI8J8niHK49beIuznKwf8EgG56m7ntl4hIljOiUx1QHrIdOCanAEASYoHB4jJKdxihvNOLQVidGsPm64+foVqQ/4NKcuy2Naqm7IAqQyMCDoHQR6ZvK4+ddpwf1yhcnHaA8HERgpDXi6+ge+I87ynKEbyEcZVXBIP/Dbf/499+s17cMK5Qdus5yrswtSqcgnY3bW00hJvW4ZXZzw+c9eMD7P+XBf07lbGgFl1xMJQT8M7PuGUa+5TBI+VhVle+DHP/qKwQ7ILOFsktFPM2SRMROCZd9xf9jSNi1Sgz3suNuXbPuGSTGjYcsf+57tuiKdFrz44px622IGi9CCZVMhZU8gkAWBjiJyLcmkomtb7OHABsmh7+jdQO8tbduz9eHI9fGedhjohCRuW1wxZbAOb/RxP7txrINFNB1L73goK77KYkKk0EIwm6TsxxnvbEvdHkilpgoDrT1aEvZ9hw4DfQAbBHPrESYwHWVIo1F5yiSOiCcjhrbj9y/fkTQNwlukPGrXCCCFZpSNmJ5fMR7llH2OaS3vX9/y/uaWYD1RnrIYTanbGuEspRtw3h65l0LSmwhsR+csBYqhHbi1O1o7HLW5MhAGy0T9ZaX1l/cRtebtZk/Y7Rhpw2wyZbdZcfvxnqI9cAiW1g24KOZRmlD2MIoy5qenfCcNWZEwu54gU4Nd97R2wA09hYnorcN3A/tDiRsc10VB1/bs9hX7Q0m/q4+70u9WvLtbMTURNnHHQvD2mH5REbQdK3/83+9sQz3U+CBQTcPt79+SSKhXW4a6I01HtO4AbYdRCmQgjjNGkznpKKHeSRId4Yaeujow9C1RVhA5R9NZNlVFBQTnSdOCq9mUYjTh4uIErxVvbh94t7w7kuIJpMwYnCTEEXXv6BqL0orOOUp3zEieBKiGjkNVch4nREbSdxKZjlhkGUIFVoeSWML4ZM7zT65JhgGHpNwL5knMx+U9vR8YTU6YBLB1y/zkjJOTKcUoZzwu2LgxbdWz2+yPwndpGGxCGqf0oUVZS/CeerAIKbm4vOQkz3nz4S3eBybzUyIhOThPF8e4zhINFonEux84BvavD0tsuSWOM/zQU613xEqSyMDKACJmJAL7w457H3DaMFeOdOgYK6jv9/zhN+8oximR0qg0RaQFE21o+56pVMRGg9Y8NC2HoSV1OW/fHiHiaZLSbnf0Hs6LgiWBw746/ijKEFSEEpJZkERB4L2ns/I4KZkt8Jst97+zhDQlSEmqI9o45tC3WGBeTLmenHD64pLzZ5es9huG/RYjJMF1+K6kixNyL0iGjrH3R161kCzygqvFKeko4+nFlNv1gaHpMdogXU8DuL6m7weqpufjumS3rMgjjRFHlLBShkjIo0jcD3iZMhrNaZKWMwnBWurye0xzbLgcjUgiw5tvP0LVsq5rHrZrumGg60ri2HGSTRjNc2Ync2RiWFclB+GJspxRmrJ+WOG9IwwdbRRhpnP0sMd3HRGKqVCoNOXxbMIXT87xeN69eoPxDm0Us7wgEyOWDw+YvkXEMUr9wFt8u4clIxNAWgqhIJLkRUboW7rmgJGWsVIMSnIynZAVBTpAWdfgBqrtlj//yw59csqjk4K5VuirS2LBUajddfRdQ+eh7HtaZ2kHx3K9I/OeutzzUO8ZyYTv9ncsD3vuyz3KOSyAAxNLRsIgkRDHIBqiOGYUaxrh8Zs98yxBCo/SEbPZKWo0wfeOzy7PeXx1xunTBUkhOM8KHqbzY2tEJ6TGMwjBvq9QRjEVOZFJ8C4wTlLqtqJVUDUdD+s9p1HEQWRs6h1RnCNkjDYRbdWxuttj657pYsS0yHBCE1zLXiuUiMmUIRsVnJ/MaDrH/rDhsNocd2tUjPKCJI85PRnxXmsaa7FdT1vVKAGpTti1DdP5CZPTM6yEV3cfaXY7uiRnPl/ws68+IxEKoRIwgaTIWVyc8dCsKV2FEo5c6mOcLIk5eTTlb/OEONZU+xYjYDbOsErSdR19axgbg0l/4NCDUVC7QBYCO+GZGMXUaOLplEFr5H5Jm+RI71GTMb/8ySeEbuDrNzf84VWJe7gnaE1Wt0T9KVdXp+SRZrbIefL9zsbqbsvNu3s2uxaz3SPbFt92DAIe9gdKa5HB8tDWuKZBdA0OzyhKSbVBCY3WGucF48mEJxdnpKOcEARTLfBFikdyfnkGScLVxSnX52PeffuB89mE8Txjvz3w6z+sSOuOx2czut7Rek+53ZApQT6aImJDvdsjpGBz2NPZnqob0AJ+9+eP3O12ZFqQDIHICYyOkWnKbD4mOMvUKIZEk0SaR4sRz88fU292aKORQjBaTHj+yRWzcc7tuwcOuy3ZaExiHQ/WM1aS+3d3/PyTMx5fzHi12uNtTyoEKs7opWM8nnF1fobJM775+IH9fk8RoG8ayt0GoQRXTy9ZbfdoEUhOz3j66QWHm+/otGBTHuiignhoub+94x9epZzmKS8+f4rOEgohSJqaXd2RjHO225aRCgT1A68KjNOCtqlwzQFnUqIQ0EYykQmzyPAxTXF9jzaGFy8ecXY15us/vme1qxj6nq6tSZIMMfQIbY5MGnWcAQ/ecvHJOY/+9inP7w+sPpS8++6e+6/fsltvWDdHu0DmNc73iK6lrQ/UUiABNXRoaYhNhNeGYDSLxZwvf3TFZDZi/7DDWMvr1Z7IpFxdzpk+OWUxH/FskeDKEhUEr9/c84e3NzTrDWkWE40KpvmI88WMSZ6hpODLZ9cIo/jHP7yiXi1R3rOuKlKp0JngUNdst1tqEbBdjZnOGWuFTjOycQpIcqPoB0tf1biu43SUcxcEmXMEqTg/O+Xq+Tka2B06kkNDvduxbDrebpfkoxm86/njy1M+/fSSQQna31hcECTGUFUNOjJYJ1keWnbbLV1doYsxad+zKSvKoePHn17jxwXBdoxOJ0QnY/pIgXQ4Iei6mlJr1LLn/X9bM5ERz778jF/+zed8+njB5v0d4dDz4pGm3ndI547mgR+yEIWUzOL8aFsXAucsbT8wOM/QtrS9I5WGIslxdcuH9xsOh44iipgnEauQkRYjAhz3mKVkGFpEpzhsatJliSki4knK3Gh64ekOFVVV0+42tJ3H0SK8p3SOIUCiYkZS4IOjCg7lA6ZtaYLi3f0KWRimZcdmuyEaBKNRxHgUM4oNl89PiccJ969v2d3veOgGHu7WqLZlFhsOvefd+3d46ZjEY64nCx49veTx52fUhxYnLE1T4z1Y2yDynITATEmS+Zw3ux1lNucsNxghOD87J5vn6FhxaHu6zR7nPA+bHe9evWbX1EQqxhOoUkX4swAZ8I0jVpISwevDnr5vkBtLOp7wq998S1Jk/PyvnjNYy/q//Z6hb9i3JW3jqWxHkJJD12DtgK8bEiUxUvDhds3nP3vGf/g//C0y0vh1zftlRTqaUtr34DzSQzt0hL7Fpzl39Izf3/KNFNB11E2D0JpPfvGMEKBZHtjcbH/YQjz0A+Mk4fLknL2zhOBZ1h3vD3vKpiILApMVbIKl/t2fGBUFl3nKSRGRTj/lUTdQH0rWhz3KDqSpYbneUbYNJxYmVUtb9yTznHFmGAbP8m5H+HCPEPJ7cGUglwYbayKZE4In0QlGRzTA4B2dtSgbaDy8/rYnG2fU+wMqzvj82RkzJWBWYMYJRRHz9bplYwNd1dAOFu8sZddRtpbIOw6uZr3dUpZ71Djny24A5xlJiSty+gDb3Y6ut4gASMnZbIqKNC7NeH55wmyUoVLD+eM51b5j6DruDy1D0/H+9oa3hz26byHqMU1L/wrW93fgeoRQxCZjYmLOVMQ2m7BwAZWPqDYbvv76HT/+8WO+/OKaD7c7/ttv/xU31ORSI7vjFKfIJugoZ+g6AoKxlGzffeAPfzzl0U8foTvL4X7LSGgePX7E/bffkXYDuUqQztEiiawj0RF5gNVySfVPAyjH6dUFnyWa0dmISEtePvzAUkgdPLthgLak7wdaL4iVQDQNsrfoOEPbnnW1Z78V5GlOODvn7PyEH/38Oaod+P3vX9HZFm8U82nGph7xzct3JNMpdefwHw/MpGJ0MSKbJowmGWkc4U3EwNHwPpWKczFGRI6ha0Fr8nxEDjwcSlQkiXuPMhHOBnxZcT0eQ5KxHiRpFEHTUX9zz2GWYntHlqXsVlvq742dhRd46VDOYpw9WuC7hs12Q9U0nMxmTMcF24c1srfk+YSd7ehD4N1mhdobkIbcxIQi4urFKTYSzC/H1N0GkaRkScnHzYrb3RaGBtFWOJHRBhiamspWFCImkZIuVKwxZFIzEzBIyMuSRgZev37P/+t/+kfO5hOK3nLuPa1U5NrQyUDpexYiYTaasDcNh7Kkqg8MfmB5t+G//E+/5ebNLe2h5LPPnnCaZRTTGXQdWsTU3Q5rB2bFjEkxYuctblWSDwIIOLXm5p/e0CxGeOno739gPmISx/R1w5u6xIhAEJpeJ2jnmUUJJo5o+oYwDPjYYKuS2yonsmOC97z69gPfvbslcpbVckfZNXz2xSWbsubRsxMuny44DEeXcb3v6KqenoCPj6edkoo0S6jrGuU9o/k5Z3GEiSRn0yn7psfcPeDbhioTSBEIbmDdCVwoGcuYeX7MO/rlnqas2ZuI0ntMnlEGQdO0SOsQ4ijCroNHD/a4U5IlCCT1AH6c46QkTTJELPBSMh5ipvMpH/cK37ZkEoZ+4I+vHhifzvjk6YyoyBBFA7GhFZL7rse6AXwg6ATTg9cSnEV3PSGCUgiSNGGwxwCvNxoh3JFroyPMULH5sKK629C1LaP0uFPjupa6s1iTULkOKzm2j3AMdY1DUb2749t1yXb1QBg6DqsHvvzsC2ZJgVWGREbUSh/5iBIEgfvNlszERGWFNwa93PLu9y+pxmPSxFD8ZW+Vv7wQMx3Rq55YhmO6eWiQSTjG8JWEEOiFpJMwsQNpXuC3W5rZlD//45/ptge6zQMflGF+2PHb8zn/x8+vePbiisnFmOmjGXHfI3sP65Ldhx15O/D00YJtWbEBvIRQ5FjpWZyd8un1GeNIMTQ9/ccN4/GIlbek3YDXGhkpusGx6S1R3XC9eIZtew53W+53exIPbjbixfNLTk4m7LdbWquIhCS1npVpaFTAOkeSjnn+6BKdJnxc7dm3DTZYlNTESjB/+pgXn15z+t0t37z/wM3yAVrD4e0b+qrB/vUn/PJ6QTbNCEXCCs3gYBwl9F4gnSd4D1IipMToY7qlbypCC15p0IpZmqJ8oG1r2qEnMREJilC3bA7b45Sqb6mdhThlahL6YWBVN4ShwXqPFRKjFLIbKN0Bu12jkGxsz6tX70iDYpQVCBkxsT1RKxBCsB8a7rcPZCpGTuYEHROqPd85jzhxNLFCLn7g9k1qYjrTEPqBPeCVIVGa1Hs6Z+mGARcskRI4JF5FLCJN6Du+u7vloigI1tP3FSHNefiwZrmrObkeY4ymbVqcFIS6Y/dyye9+9RoInIxj/vrTC+5OpvgsJi5ylA9MMk2aGHY3G777sKR6WNF0PbWHc20IUYRXmtpXpCbl86+eM5mPefvHN9w+bKjbhiAVO2H5xfQJzy6nHO7XCD0higxd0zPUFVFTI4DxxRXX1wsOTceHN/esqgapj5Ke9Ok1P/u3X3I6iuhu13TO0vctFwRcHNFsd/zuz285+9FTivMxWRoxKTK2UuOU4XSc01nHoa/BenQI9HiCswzWInXKWEf4yKAjQ+QDu06ycoEEy8PmnjiKyUZT7puKygcSFZGYGKUUfdeRC4EHGglKScZRzHgxpS+ro9UgThisZ7Pd4PMZg4BMwnQ8xWmJVxKFYBKPSKPjvdwJzxJQfUs3OLpIM4l/YDupMYFBHPG1QcEozZiPZwgdYX1gW+6xTUWhI6TSyG6gmaQs8oK4tVQhYOcz5qslUW+5GOeARMWa6tAjPm6JJjm+82zKloe7DUnTsDaaZ59e8eJ6xPkXj0hHObbvCVLx/tWKr292fHj9jqYuYXAUUYRNciQeMQw0g+P8bMQXP74imaR8/esjJFMMlvd9Q2wm0HseypZN1zLTOSiNSRSXcYY/UZzNMq6enOBNRLfcYwZLV7UMQ2B6PWd+MiJNjgQvoTVmsERSUQ+OE6Nph4H1csf+fk/cW6L1gXMcqyThQWq0dXS2w/YDwnkE0AlP7zwiKRidnBJ5S4dlZXtsZ6m7Dhkc0gWE80xmY7LpmOrtR1RSkAqJERLhPJHzhDhCiYxCCIKx5OMxz754hn3/wN3HV1gcOgiUgDhJEHYgAs5GI9IkYhh6Qj9wXYyZjEcMPrDe7zBKYhtLuy+ZpjEXz2c/bCFmSnIRpTw4RwsYEzFazDiZz/G95eWNonOWXGtio9kBgxSM5lPIc6KrGX/96IT1pqT8+j0//9ETLp6fcneo+Xi74bApObuy5GlC3w6kBPbheM/qqw7dFyRKslluKZd7yrLl5esly1evKbcbquBJvMBq0PqImWuQzJKEmEBvHYtRSjFKqY1Ga0HsPKeLKd/erPnDN2/Y73e475vkykMRp+gkITrNEQFu397xcL9h8I5ISITw7FcbVgTehMCjiwl5rDDmuKzUScF4dsLVyZQsjkkHx8dvb/n4YQnDQBoZUm2omhLvLInU6OhoA/Df010vZnOens6p25YPD3dsqoZt26KqPanUuDhlPB4xOZkjopREQdMeqKQki3LGScYkSiiHAR08sVbERjCazbk4HfFQ1sQmxrQNEZJ8KrkoUsoerO1xRhITMTjL3g5AIDJHvncvBMbEzBJNrWCSxWj9Aze0g3VoYzC9YaQkOs8ori+4PpnRbfcsd1vKQ8w4PlKxTqOUJ5fnfPqzFzz72ROyZzOUgBA8hy9OUUWMNpLEOaSHum6IhxTbOv707Xu8HTCR4PF8TpJohITd6sAf/vSeflcdDaLrLVVVEfzxr1knKdbElEpz2O+R1nIyGuM6y4f7Pc9+8oinLy443K3o9xVPv3zG5fmMDw87ggsYaaibhq5rEEhs1OF2Rxxx1XTcP6w59I4ki/FB4Lyn2m9ZeQdtw/J+xGeLMY8vF7gwoH3gp58+Is00Q9MjypLb90s2qy3SOpLIgDySdUHQDR1KSxg8MQF0RK490rUU33+Bhv6eRipUsDgCVeuYB4s1hq6ztFVFO3Q0kaTvJVEcMU1yojgiKXIm5yfMpznaW3bbA8oOjCentEnFLMs5PZ1xOh8xbAakH/iw2xKGQNd2VIPnfDqhj2KqpsWHI1ghn42YjaecThLkD12IZdcjPUykYpAapzRZO1Cud9Ac1Q8n8xnG9dQSrp9c8e/+z3/H4nLMuz99RBwqptczosSQX88QWiIGx6gduBrF3O0O1HcHvn77wOvffQ2dRaY5iY4pRjFSCv70+7e8/PoGLSWru3vqpsa5gVwYxkYjlUBGmtOzU9I04cPr79h7jQqGNYE2i5i9OOF694JrPIurGcp6yh4ScQtuoHEDxh/3SOhbSqVZPmwIVUfvA5EUVIeOzWGHcIEIz65u2W418XbE84tTFrMx95s9IPAq8O3bD2QmZXR2ihwCuhsQBISMiGJNZwLWgvcWaVuUC3RK4uoWcy8IQ8diCidZjDWGvjmwjRJq1yNVoLEdKk5QuzWhGzA6pbM91lUc0ozEDTTCkaqCy2enPL8+Y/PxjtvVAd8drxEuH5MUGUZrDm3HujxQ7dZs2gaNIk3HfPnoii9/9BwZ4OP7e7Lbe3YMTMYFi9OcySInz35gmPt92yB8YJ7laCEQzmN3e1YHTds1lHWJMTEuaOJRwYvnl5w+m/PwZsXv/vOfWGNhmjB+fM4nj0/5/OmcLDVkQjK0Lcv1huWHe3737hYpFJE5fhoq15PlKVVnefXujnq3wxFYtzVysAiliOKUTElK72jaClXXnGUZu/MLmtAzn8148sklSWIYXU8wAaT32AC7fUfpPduhpWtKurYi0xlZGnPM8XvqtiMRkKcpisDtZsd+v2EUpyh1pKH1VU+aaJyE5z96zvu64d2fvuNX33RHCm5imT5xnJ5MUcIzDA4fKUzboHRCLBXWWoZgKbGIdmAaDBN5HNU1znM1zlglMWIbGEUJwmucDixO5jy6XrDqanSSUeiEtGsJQ4uUMZV1yOA43N7ym38c+PjmhKmGKM0heNb7Nat6x9LETMcTTFKwLUtUs0MFj0PRqxQzWBgsm92Bvu1Y5DnboaFyjtNIERcJ0Q9tFWiGnlhouralw5NN59QW3FCxbkqaYaCIMuI44fr8jKsXp9Tritd/+MDN7S1vP7zjrRMkheH60WP+T//u5/zsl08wbU+1a3lYrRn1A0U7II1hlBd03tPUNauHA2s7sFpuSbyjbVsCgRApJumIUZJgvGNfNmTKUNbHk3Ke5IwePeXRF9d8/uUFcawIQaNHESFA21je7lb8+eVrqtUt3ra0gyWOBFEc46wj7hq0hBAkvZCEwdMqhfjewtl3PcJ7Vr5n2gXa1YHpT56S6gjpAum+JR5nLLueu9s1Xz4946w4pQ+SerCM255nVpFLyX6nWZclqbUEGdBxjMxSlDHESpDEEZPJlNVmR6yOrZx2POLTH3/G809P8YcdyloIHhMZbBRRZAVlW9MPA1oM7F+9ZfXxjpPzE64vr9jVLQ/Vhq7Z4UyGGzqyrCM1Cc5EJN5RDT2HrmJ5KHGv3vPubkVZlRRZxkmasGlaTq0jKmJM/ANDmIL3xJHBmYjpZMqz60t8P1Cue9qmo/QO0dYQpVgl2JQd7371ij/+09d8vVpxu1nSI8j7nJ265c27S148njPSAiScyhhRxIx3Pfu6JdYK1ToaGxh6y2a9w+9rgj72+c7TgiGJeDKdk2lJVVbU1rE+lKRKsj94OiR/+z/8nC/+5gXxIgM8TkBII7bblj+/XPL3/8tvebi5wQBGKmyUokyEFhIfevIkJU1isjhBJwk6FWyHBiM0ynu64HFYMg/D0PMvv/8zqsjoq4FFVvDx/oa868imM4yQPHp+RjoxHBy8+7Aj+bAimJpUSkI+IkrHSKDdH2hsx9B3HIaOEEmezK44T1I6Bx5Hspiy+OQRX/6bRyyup3xcX9AuThhu36N8wCUZF2nM4HrKdqAqtwzOMRpSbiRMzq/QJiZSMYHjzyOAQgpOi5xl1ePLCuc8bugYvGO93PCwWiL65oj8O5kxkxOcivCxAfEDF6KJEsZZSl6MuDg75bMfPeXhbkPV97i7nj546noLdmC33fLm5ZK7hxXf3dyzX96TEzCup5EFU6VIi4wwWESeMZ1kfGcUwnbYKKbvOiosQQkWkzH7pmaz2xB5xyhOCdrijcHMZhRZgiaw3O3puh4dR+yHAZWmGBORTTNUrLDWESUKGRlQls2q4f27Fc12S7/ZUrcNqVYonbAYjciUQmpNGqU0XUOaxszyjCAE97sI9T32TUpF1YOMBIkTNO3Ab//4konUFAQyAb6pWCzmFEVCNk2IL3KaxrH55p5NVSLalsYGpBLMp1OmkxHaPOLd/YblcsO+LsmQEEUo2zPJY3rg2dNTPvvrxyy+uqTvBrKTEZfXZ2yaBleWDErj8dRDT33Y0bc1VZqhvCWxjjQynKYxHyZT1n3NoI7rBanSnE3GBCM5OIX0FiNgkmUcvD2uVniHq/asIkmQmtXpnO2hY/xD08CmixNyIbgoMupDCWnE9U8esd6XiGLEuB842IbalXSrFUU8pt/usF3NoECJlFQVTEcpT6+v+ORkzDSSmCTGjxMa55nFKeNcUlrHEAQq0dgo4eP9B6rdjpN8hLeOVkhG0wWLouB+fyDqBzoXqLuGru8w+Yxzpfn082dcXozRWjD0FjtOMNrQP1QsXz9Qvn9AHipid3SbCBR5PuHi9IQ8iZA6gn7gzWqFtI66a1nWLW3XEQUPwYHQCKkZBEezglJwKFF5xkBAZgVaRowfP+Inv3iOPMmp4oi377b86++/YX37AbGvEXnBPI5wbmA0ThiPx5RNh9tX6D5BDpa7D0tc2VDWDVIp/K7h8H5LE2s4dLz81Uu2yy3L6sDEhyPUardj31SEtiHSBiUkqZcUSc5Ew+xkwmS+YLl9wHqLD4LWDZR9wyxJYa5pDjtGRmCd42G/JbUWOZoQ2oG+72nqkmp3oHvYYNMfWhxuYg5DxwlgpaTpLV98+ZTD/Y63r94x+AD26PjQvafblzR1jfOOwdnjXopIQCcssoRUB5ZNz0xLdBRxERtcHCPrgAqOAckwdOxWNftyc5w8EPAExrMpzxcTbssDTbWnHwZiO5BlI6LFOZ+enzBKY548OiWOBMEHTHIckX344x3/5f/2z7z812/Z3K5wbUViEkxSIJ0lHY/IphMiKWjsQDXUFMagtKFzgdvdirJryFw4XlekRwiHQrHcbxllBZEu2PSOm6qh9fDJ1QnPPr/i8rMz9MWItra8e3fP3as32MOew6Fm6j0HNWLi4OPDjj+8ueHm/o5IKJLIYK1luytp647WO4bdluZry5tDTfLdPe1qx3ev3kPf0ZVbOp0QZSmbuqHqOlyckeCYCsUoy1mczpmOU4pxzGg0QugE05doFRG858N2xSQd4Z3E+cCeQO4d+ECeJAihSQzsg8M5y3634eP7mDSK+EugI3+5i2/5ATM4dN0Rspy3b2/5+V8/RRJoDhUVA5NRQRbFnJ6dIm1A9Y4xCq9jrFHE0uAOHV4p7lcl88tTFk/nyPWe+cUpkyThT+0tXTfgRUBYx74uiVHERmG8QwbD5XTKtq+5+3BDWR4wWlFYQYFkPi54NE2ZPL3i0ZcXqElCLySx0nzz96/4l//nb3j7m+94OGw4bLcE7ckl5CIlTnPSOGLdDjSHLW1ZkuqI0zzHAYe2g85ibGBwjtbZ4ygMeWT+HHYcBk/ae6zw1O0B4Tzv7iMuH/ac7FuefH6CbAPbuz1D4yibht51NLVD5BFtZ2lu7lg1B5brDTbAPEm5nJ8iAoimoQyO5XZN1zd8rCqeL894v7nDNQ2jITCKMqIk5WJxSqQ3LKuah6Gith1ydsF8csIkG9G1jmTfMIk1eZzQ1yVGB3CB7b6mHMSR+2gttYv5Uap5NFmQS1j1R7dfMVhc8Nyt9rjBEaUpX/yQhRjKPQfrUNYRDx0vP45YfthC27PIUmKvOUsL8qcXfPrLz3n5m5csl/dESqD8wIBDaoMTlm8/3PHiJ0+5/OocVRjGsxHl+Yx+uyfPYuI4ZdlUmCAgSFJtiPKExg80OmI8KvjTh/esDjvudxuezs8ZlOTQ9XA4UAnP3/3kOdl5QWMU8Sjhft3wL//3X2Nvloy04BA4Qp2w9L6n1QKrJIVzPGy3lPsli2Aw8RGi2dQ1N5s19dASBY92nuBA4rFSsQ+O3mis1PiuQ6kWddgQ8pxtueXN1y8RiwmnX10iBgttj0ASvEd6T0tg6gWDdbhhwDYtiTu6XxorEGnMeDrCVS1RU5Ebg9ARvnO836xoV2tsEFjXI+OcdDxmPsqQDNimp1MBMfRM0xF98Nw9PPDy5oZHiwUiBFQcMWhBb3saobDeEw09qm8Zy2OYd1+XHAAztIxMwnlR0JuI0lsSB5HU7Pf1X1RXfzn7xh4VYbWxJE3N9mHNx9s118/OeP7Fc25u7hk/veKrX35GejJi/w81Xd/hvMejEAFGXoCRbDdb7rrAL4xCILh7qPjjP3+HGI6BVLTm2ekpwzBwbx2jImesJbd94OzqjGySYL9xOCHJhoFmGGiGnjZAv9uiAphJRlzExEbjpeTu7ZpwKJknhjjkyLqlH48Jhy3DoSf0FjE2JCbi3WFznNjojK6qaIaBuq7Zr1bsQsdYSBIEg/OMSUiKghDHXMs5lRPcdwdcb+mimLpriZqBbjynf3vHsC4R9cA0iUm0ootS8GC0RgSBUpK2bXG9Z5AK6yyRSSgmI7LY8DpY7soNjW3pDj1xPsU5cSRoAH4I5JOYz66v6OqG9WbNNFKYkwuUd9hhYLvfMuDp24pvhp5HoymZSWnTjKba44MhygrGUlNZRe0sGsn2sKPFoYaWjRCs2zG50GSZIegIpQRV+IGlkIPtiJOUJEBrJENV8uZmw49/cs1/+L/8W3a3W8wk5cFL/vkfv2V5t8a1LU1XE4JnEefoxIAPpFJz8+ojh7vPiPc9b3/3DlM17IOn2m1YNx3Xo2sWsxG0x8RPSDJO8jm//PyKznrCfof1Ah0ltENP3bYgJYe6Qhc5VefwjUVrhe8ty23DoW4pshQRB+Znc/ZtS1ZH+MkZCYLR+TnWGLbrG3SQIDTb7YYHYxgFj/AOax0dPUFFBKUwacppVuClxFtLYxtk3x3BTFhSB0JoWufZ7krK1yuGpiNyFhUCEeC1OTbP+x66gTBAPbS4riE3MYvRjCRJWdYND4c1dr9D2Ja9iUmk5iK9IM1H1F2PzFIePblmaBq+vbvhzfKOr+aXpCpQpCm3h57usDm6nVWE6mp8nLKINKQFSx8IUcaz2SmZlLx5uDtK3dXxtO78QKwM9AOtq6iTjMJKjO2YTCfEP/TylComdG2FdA6lIpQt+XC75qHsePbFlPi84N3rB377X7/h9W+/ZVeXDD4w6IjMxEzTDJ0nVNuKST6mcIHdmyWF98T7im/v17xdL0mjmBzBfdtwNi2Yjgs+LjdESnAZGxIjaFrLZFxwKTzWFXwYBkLwTNMRKnFsh5ZyW2HrFjT4PCZTim3viFyJQRKAtLfMZxOcC6SLOZ/94nP+9OqW4pWmSFISrWldgpbgrSRTkmkvaKRGCk3kBbW1HPqOoBS9HXDOcWoSdlLTWss8jkFKJnnB48WUal3x4dUd27sVvetxfcsgNRYJfUfRVaRSk8ZHqXqeZGTOsrlbsqkOhO2WQhq2xjN4j+175CjjxXzEuhuYTXJGkwn/9Y9/pttvwDvebtZorfni7AKjFAKQ8vh464FeCqZxgvMQJyOSOKZIEtwwMFMKKyCMRhxaC8sb9NAwxAZpUk7GUyaxYhBHnk6U/MDtG52Pqf3Aagg8HnqU73l185FXH3Y8/uqSIAX364blzYrMW4Id2ClFnBfHkAQQgiIdj5kVKbn3vPvmlovCMDYKEUf0MuJKx8wkdB6WdcWmbfj/H/Y1gfcPOyZGc/XsEu40FBn1bkfXaD6fzNg4y6HZUZcd1h49xSAZp5oQGW4fHsjjjGkW0xQZ8yzlxfNLrv72c/ZNy7dfv+EsTdACnFBoE6H6ltbWBKXI04RUKoIQBGcpncPYwMR7Ut/jcHitOYtTdkJwsTjhZDrm+nLOsxentHgOyx3VckMIAWcUwtrjfdHB3veMkzGXUlAJRSMl26ZBdQOt7+iCY1AaMQhO3EDnHMViyovHJ/w4NYzOJvzx2zuGqmOqIsqgwA3EWUaIIsbkrLOM/dCgB3/8QmhFQ0AYxWkUEUWGj10NdUMexZg8Yzw/YV3VvOkP2D4jsZZEQpFqTs5P+OTZBfnFBDUd/bCFmJoEJyJEX7FLYJzliP2O2zcPDMMX1EPHatcx7A941yNFIEsjrk4XnBYpWRrTti1WSHZNz+t3t9zsDnTnE05PT/nF3/2E5E9vCIeSNo64nhYMfqDsB2bzKZ88u8aGHu8CfRGRLDSzoWcfR2TOM9YxnRI4F0i0RvmABWQa4XzAScF8OmNflkR5jI4TRtMRP/nRY579dy9Qk5T/x//1N5TffaBzNUYZ4izl9OyMqm7pP76n7DuCb0klBKVBHnuIsVYo4VkNDbVXzLxgEBbrJOtDRYen8ZZyaHnx2ROm44wHJFJobNcRhERLQYpAhQASpNEMwVENFkzMPASUcxAEBE+kInwSMzq95qdfPObFFxcIZ6m7gdoGojghOEsaIM8yFsUEnUSgJFenl+jDgd5bzkYjEgnr3R7XHKjygpmL2ZclWd/Tpikg2NU7VvsddD2x0pS+w8qIxXD8w7rJYv7mbz/l5IuLH7YQT9OcrGlZhojB14gQsN5y2Ne0VU+5KlF1S1CKu7ajiBOMVKSRAilRaYwLgdVyx/2+pOsaItvzXhuyM8enX11z8cUlDx839Iea9cMDthJcnJ7x07/7gs9++ZzV63uG5Z5eG5bLA3etpdlXzFSEHcXcH46O5F5H4B0dUKSGQ22pqhYXLCpPOL885fLJcXf40VcXyEXGZtmwfigZvKVselrlmKc5aZ5i4ojtNiFrE1QcHfd3kQgpEBy1tEE7dHAIqRFIGg9CS+Zpghs83727426/J5tOObtasNvUDFrzZ+HZHo6eZmViRuGYVh9sz846RibCKEPZHCBYkihBdR1WS9J0wieLU67PJpycjljfrfhws2WoOhajHFsN6KLARobRtODp1SlvljvsYYfAEYfjfT0zEQdRUg6Wtq7pqpo6cBxrmozaO+rVnuVhh/IBfEMZBnxT8VBWGB1RHjpqa1HnxQ9ciOMJsh8Ibsu+hCZLyYI/ShbLhv23D4S3d6Sd48Vicdziqyv096/LP3+4Z72vcW0Nw0BwntZ7HvYVp/uGVnjOns05vxrx5uWSd68/kOU5X3xyxZNfPiP5dEHc9qxXe8pdy7v7Pctlyf5w4GIy4XqxIMsy9lXLiZJoAr1UqMQgSku9bdhVB8r+wJk6w0lJNziaZYV2jv4w0DcD1lvkEBBGMwyWh9sHvPOIzjJLC4a+oxpagtaM4iPxoOpqNm2LNglXImKWjymlZNfVLHfro/uvHxDaYIXGPJnzVCkmrwuE83y0H/DaMMoSpspQtzXbriEEi1URhRLsnMO6gdgkSCCVhquLS549OSNKDd/8+SP/33/+loeHHRMTs5iNGBJDkRakZ3OuT+dorTg0Je9Xd/hhIEjJsq65SjLiNEfs9/iuZ+kdHRItAlJqtt1A1ZaEfkD4gT2W2nnG9R45PSEV0NoBBHgl+EtmK/8bZs2aIs+AgI/NMRIvFPOTMaHsuXt9S3/o0UqibU9XVXRVyaAEZ3GCtYHVdkNkW3KlCAHU4NB1Sdl0bMqeExeQsWHf9pi0II0NddPz5l/fI292/Ol3b/n696+ZdQ6jJVMlGbxnc9gxmxScjTKu5uNj1tFIMgK+d/TbGrYlouwYDh3DpoRJysEHym4gDnNkGpHHiiQb40IAPIOHvmlxATxg4oQ0S5mMPLGJKdIEZy3v10seNnv6EEBKslHOs+ePuXl4YPfyDbmAvbQ8LlIeT1JOzgqiLOGbN3esDlu8GwhKUoejacs7i1aa0TDQdj2NjIjiDNtYKtvj8EyUYDEdMZ+P+O7Nkl//8RVv3344hiSQfPbomovFGD095gyLPOV3r99x/+49qfNUziO6ltvNmngyY5EXrJBY39L0R1LbXeXZ6xSkorI1wXnyEHAciV97KTmNk6NU6eyUxeUMUQ8Q/a8vr788GNvWCDxRojlLp6j5nJMnl1wvcug6rLW8un2g3a3Ye4vJRqQeSHqcCGR5TiQc+6ahlZLY9VQoujznkRNkicHMR4S6IR8cT04L7jcVr37/mk4GKgTvbu7YHCoa21NkBUJrbNeyLQeUiqhmU5Is5otHJ8STFGsdzds1q9+9p/6w5HAo6TrLdrPlnYP5vCe1jtE0pkhjrq+nbL6OWdeeXdWQB0OeZoyLjD6SSOdJtMIomKYp41GOt54BR9k33FcNvQ5ktFw+nnP26JR/6B31bkPmE+bTCc470iziQ+V5890b9us1u7aGck2oU9JkTB48Qny/Qis1aIlGIQeJrSus0XQCeiHofOD+u3e8/eYlje0QbU2pBR/WBSdFwvlsRDU4Pry94eb+gb6vqcslQcVEUUYqQCQRs8mUd3cF7d2KMPRY25DpGIVA2p4sBA5hoPEB7zzX0hDSgmkSMz8/4ef//ecUn5wSfug+4u2uwshApCTp5Tn//j/9FU9/dsXdH255uF8xL1JIBfvSIYYBqpKDibAHgRy3zNOCcZGTdD1V3+K6ARdJwnbFQGCyGBEnmvV9w8ebFeV3N6z2JYduYNs2R8/JoWMq+iNeBElwjsFbhNa4oWcoa7x3NFrzdJEz1YKbl3f84V++5e5mhThUnNiO7m7JwyC5yDP6zuLrgTRSXF5O+J9Dx6puGTlP2x4oe8XZfMz55JSH1Za2q1juWlw2kCeGNM1YTEY81BO6wRPJQLlec3Oo+eu/+4LUKKqHLcPgGE8zissJTkkePixptnta4BAsyndEfaAxhqyYESmBzAXTYgR47g97hibgcGhpEFLSeceH5Y6Xb27p2hZpO4b6gM8ylu/f8Gs3UD66Itiej5s9t+9u6OsDZRQztgEtJLG3dBpEnmHimDROESpm1QliFIOQHLwjGwas4rjf4npG0wWj+SlPrxd8+Xef8ujfvQAjcYeev8S08pcHY+uGtYA8L/jF+QmnZxnJWUFRzvnmz+8ph45RFFOqiHvb4poNclwQOc++aTgbT0inY8ZlSYVE2IA2EaaYcHqxYHaSgYJm17G72bHZ1tzudkRB0oqAF55iVDC0e9quZ3AOLSTOe3IhyaOIkyJj4y136y1P3ClTfRRDDs3Avm+ZJilJL1h5AVWF7we0URijMYmhcxbpPTMJkfAMbuD+4wcux3M+/ewx677n/u6eoe+wvSWIQDIaUVYtJsBlFNMLsEmMFpIsj0gvCuJUEWuwBBotmQeBah0uCGqpCM4irSXSCW5oyNWcSRyTxBHZZMx91eLqPUJJtI5xUnH56DE/+vQxbdcR+p5EKlrv6ZQgc4I0iTnUNb9/8/HYiO9qnLc4KYgd4AdcGDjULafjnLNHp9y8G9PuJ5T7LadxToKmLFdEWmKMJhKSTEcMRnAYehJrWQfQF1NEoul3DbubPVdn/+tbOH/5HVEEnNQs0pi5DOxf3zPKExICSZ7yL9/cUpclgwsQYDAGuhpRZKhDSb2wLCYzXt8/sK87CB0qy3l8dc0nz05QRuGlxFYDt9sd71brIxM6jXk0nhFHxzluKRy+70miGKFjdBwTnMd1HVXbMNjAx49rtq3lKolIz6dkoxHpZkeIBno8sXeYoWfdD5h9hQpwNU4RaYqXhqpv8M0xYxlLibWOs6envNvuqP8w0Hd7hsbTdhXy0JHEKYus4OA9hVCcP73iR8/PSFLFru15+eoO0TUMQfDoyRnTPGaURWSLE2abLTLO2QlB0IpcGOxgkZEmBnZ1RTKaMNOeIAOBPdHJnL/6tz/nZz+65vZ2x6tv5uz2O3zXIoQhRlPoiGawLPe3OCQjo4764u/NAd4UCB3RqYzJJOf5pyfsX5/Q1g0bZ5k4T5olOCGImgOiGJMfttTNniqKUbbhYWg5VRFN71nf7Nnc7rh7ueLqF49+uEJUWcrFZMyTixnx0NDuKvz9js4obmvL6v4e1mui4JkmCY1Ojss3Q4N2ET2BWWQwo1POnCIIzdnlC758dklsJL3WNJuK331zQ9MOCG8pw8BpiFDW0odA7Y9jvJOzS4wWR3eIlbjBEbxnvz9QKs10NuL8+SkmT9CrCovHWEvZVvSDo+863nYte+94c/fAj6cjPv2rp1ydj3l6dcHHb/4MSiIHB0mBE3B6NSF/mZGkKftmQ9eU7J1loSI+uzjhbDri/S5mOsp5/ugU31q++cMH7l4vef3dR6rtliJLkUFwPc05e3zCf/8f/4pfB9iv1qyqip6eWEi0lLRuoG0Ccbzgq6sTaqbcnsxxIfDk0Rk//sk1o7MCphkv3j+lajuWJiYOgSKANhFJ3zEiHPUXPtAIgZCaLEpJszGZluj5hEwK8ouCF18+Igqen/74Uz4ud5SHivnjx/TWsqxLDm9bnI8o3ABa47UnCMd+39D/ecXt61vqh81fVFd/uRRyOmEyyUit49BIzLalGiydlDzcLPHre/q6wSqB7HqybEqUpmx8z5AXPP/0ivEoYTLOqB8m3K1KTqbZMU7VW5z3fPvrD/zq73/PYbdjKsSxP+UDtqnw/ugRUdpwulhwNZvSth3f3a9oDntCpDEE3OCYPb5i+miO6wfa9Z6zSLFMDMkQI7Wn9j2R19j9ml1dcfPH99y+esHlPOOzF+f8/h8LdtslQSgSqXjyyTVWwtAOLOKIDokVEaVKkUgmo4wf/eiKF+KaTeMo1we++edv+fCw4TAM1Ns1erAMTcNeGV6NEr68HPH5JwvU7TN+/adAR8CRksYJ8zSlrSrK4MiEYnXYczXNefHpExoBxTxHG6BImC8ifvKTx8xGGff3O8rbDf1mz31V0fY1ozRHak3d1EilsBJ0lHA+GiGCJYk1oe1onefRlxfU5YFiOiW7mBEcXExi2s7y9e2af7UHPtyu6LoWpxVGawYpsb2j2dZs7zbwQ5unTsYpozRByGOC5nRRkEwyVrWjtJ7O9ahqizQZeE/FwDSKeaqn5PMpX/74msX5hK/18S5WtpYOyUQdTUv4QK40aRTTO8vODVghEQiaroPgsEPPx6ai8ZazkzlXV+d8aHpW6xWdMcys5yQvKIzC1j3L1w+8+eaB96s9q6plZh3LvqftHVoESmcRccTtmxs+fH3DyU+vOZ8XPD49p6orCmO4vr7i6aeP+PbVA999957BWVSSMYozLtKMWZwwG2WcXI5pEXz7m/d897vvUAGq/ZrmcEB6RxtnSAJVX7Ff76k3NfOFQRaGfDbhLEgG6xgVCfMiZ55dU7UdX3+85c2rDcmLp9ghsN4d0GnC6GzOiyjh8tGEk9OMxSJjs5rz7tsR7/7whqGqGIIgkxonoCMw1gYjEhIdERRUvaVZHYhHOff3e9JZxsvlnpe//8Dufs0kjbm6POVHP3nC6GKBSQsiuWEoppzkE55MT5kXOePU4L9Pf+/23Q9biMtDjZeKWZZgBk/rA/E4RfYtiYlpB8EgE8Z+wKmIqC1ZeTifj5hpw25V8qc393zzT39m4T1JnpMmR4VtkWmEdSw+PWVxdUpoS4amh3Yg4OiDZtlWHModophQeMndZstff3LNX9kLkn35fQ6wpYszZrMJH7574F/+5Tvuv3nH+vYjXefopGZvB7quxivBSBxtnLtyx3pd8fHtmvsPS/quQSeaSBrqoeXd3QPbXc/d7S11VaO0YRzHjIuM06tzrr66ptWa+3XJbrljWx2ICNi+Z98PFHlGNgyYNGOxmHN5fUI+LUjGCdNpzvPzGYcipmsGOgf5bMRiVqAPNcPNA23neP36Fh1gV+7QeY76cM8djv/w779iZBTxKGWWaIRSrD8uke89hY4QxlAPPbGHcRwTtMYS2B+Om5dSKYp9xephx1AO/OGb17x58xY3dNyahIfdjmiecfXiCRfnlxgv2NSB6XhMHivoLSIEFpOE7WLE+rsPP2whvlptuGs7Xlyd8XRWYAN4rZheTXn29IoPk1PeeehX7xiyObvtHaNHn2EQRNbz9//517x6+YBvdrzVMf/xf/8Lnjw5pxw6dAg0yz0nn5zzv/tPP+flP4+4+3BH97DB9D1IRbw3/HG34SSOmYwL+rLh25sVT8YFp7MZXVWxwnB5OqeYZPzTP3zNP/7jb4nWa1SAPnBMq2hNFqBuG1QyOQY0EAgUQ9lze7ehamoQisb2tHXJ1//6ksIUnKQFq2Ggso5Gac7nYz77H37C058/4uHdkv22oesczjkeyhLjYWoSRFDkiwU//tln/PynT5g/mRFfzVk+7BFZxDQz9BWcPrtAnYyY5hGJ8zz8sWK/21FuV2x0gpKCoa2J2472/oEP5YFFkfDl81NyG6CImXyy4PLjY+pdRWJ7+ijiflezuxdk2oBWbLqOu/2Wvm/J0oism7J6u2aV9lRVydCVCOsYho4Sx+bhmrPH14xnI7pDSdk27Oo93b4iDwcuNhecnB9n2W3b/rCFqHtLPRzY6phZdjSf375fc/HL53z503Ne/9MVefCUUtMFSy8veFrM+fTpJVXv+LBaca4FYXHG3c0HHlzg80WCaBRt2VJvSro+cH2WMfnFE96dFHx8t4Hdnsg5+khz3g2kUiOUJul7Pr574PEXCaOzCVmbkaSGk6tTbtY7Xr56TdzX1P1AGwIohXSe6WjCoih42C7ZuYqChJPplPPpiKZtud+U7EXgfVVhgmUmBBFrJnPJOIDQEYnw+CJl8cljnv7VU/bO8V9/9Yo3v3/F/f3u+MgxCU4oTqKI6WzK6dMLPntxzmyaoJXkw9sVv/r//IHl7QoNqLqniCL+5meP0Knh7uOG+13NsN/THrZobVgFz6gfEG1DoxX+xnL33Q0vpgX7+wNiXlCcFWRPplwfHjOsDzxsDkxig1pM6foB7ywBaJxF2IGh7mmqmnZ9QBcB3XeErieSxzugMorWtdzd73nYdWzLA+5wR903tCGgU8nmYc36+oKDtezdD/xpTo3GCkE2SpiejrkoItpNhWs7Xnx+yt/8p1/wu/85Yv/NS6y1fHbxlCfPHnH+6Zx/+Ic/s7l5oI8joloSjXLms5xpqlnvS5abGpFF8LDldnfs7/nBcugb6rrEdI7QeT47PQOO/T2vDI3r+LA+UA0O5TquPrvEnM747vcvqXc7qu9TN5n1KK3phgOpgELHrJThYHvGWcazsxNmhWbVRezajsFbRhK8SdA2oAWU9Z6qbfEI4jSnmE149skF7bbm1//0kt/+059oDgeq9Z7cRMzjBCcC8aigGGWEvueP33zk22/fcXK94GZZcf/yhm1Zop2H4PnjvmYyG/H0q3MeVhXL5RpjDNZIbLlFRSk6jnHeoqIYYSLaXU2zLlnebjCTAted8uHuwJ//9Irtes32sOciHpEISTv0ZFJTRDFZFNEqj3cBHSSFVnR1g9ExeWRw30OWxnFCbFLqZjiCPusd9TDQD0fe0NBZtvsDuyEgkxhpfmg7qQvUAdZlh4gV08sJXetY/uNLpp9d8fO/fcRMS/ZPztgcGhZnMy6eTDGx4n/59Sscgnro6QeLvnjMKHhWt1v63jMuIpa1ZbnZsCsrQhA0VcN6ueWwrlhVG7q+4fH8hIvxlBORs64r3i2XfOsdUih6ITmPYkazjMl8hhYRlCsSJVDWAxLnJIe2wboWK2CkUrI85XSUIn3Ls0+v+PzHn4IyTB6WPDQ7TNcTupKqsrRConTCxfWM51884uJywtvffuCP//k3FOsdp3nKvTGsRUDjMG3LisD9foPWhnkcoWJDtavxPjA0PVnX0wLtdk2uDe9//x15FtGVHR82a8rmgOs6RBxjvMAaQ6JTFqenxMWU2WzC0PQ0mwP1vsVKxeuHLb9/9TVy29D3JV02RXhPEiVcjadESjJWEImYPEu5nE55shjxZn1AmAxlYtZtQ2M9UZrRdzVacuzdDj3l0GGDJ2o72l1FXXaYJGY0HxFlP7CdtOlavImw3cDHtxtMFKFD4N39Fv1mzd/8p5+xuB4xyQTnrcMnhlgL1vd7irIhHgZa32KinE8iw35bM57mZEWMiSS79ZqHuz2R9FTtwH67J5QV5W7Nbr8kDZ7X5YH94pQnkwXr/Y56v8FpwUWSoQn44MiSmEkaE5uIhTmuJrSRBGGI0hzf9QQMJyZBGHHELI9jzGLKeBrxN//dJ4xHKe/++IH87pZ2t2I4HEhNBDrCG8PV2ZSffH6FX9Xc/ukttzc36K6n7BpaHTMKHjNYEh2xaRvqvkFLhdAJWmniIFjMJnjpWdYlzg4EZwnasF9uqFYHJnlKkuR06ZikH+jbGukdQSfMLq85f/6I2SjnLBIs13t2hxZNS5tGlNsS13aErsPXFVjJEEWMTErZNKgA0fczY4KjdgORs6TyODkRSiGEPHpZhoGm7TmPBHKccR8l2LBF9g4XFC0S11lOMwWzCdPrqx+2EJdtRUFAC8/N+zte3zwgI4nvBxKTEM/HZCHQ7yq6zrHb7gnWsVsfUD4wShPGIiazMMrM0dFyMUXnhlXZ4dMUbRoIlmmuiDrLrh5ow4AGUqnZ2oHdasWftweC8Fg8admQ5xPKYLFVS1/19GXL0FuaAMaDjnJiNJU9UPYdtvMc8gIRR0RIOBlz8ukloa4o2x4XPJNxzLCNqL0EpakCxD5wnmeMTiY4LXj3hxvWH5e4bqDFo+qO04sTlB3YtA2ZMYS+xbUtbbC42JMJwZlbcDIbk04yltvN95oIBa4H65E+cHpa8NNPH7MyEfvJlIfN8d+ZJGeR5rjecXu74qGryYNHVQNb5xjnKZkEEzQYhYhzrBBoE0GAXdvhgOT7x9hcKPZVx/u7JaYYM5uMWN0qOiTCxLjBYVvLLNPEquBbnRIrRZLEpBaS0ZSRMBSRoHg05tMff/LDFqIfGqwy+N6RaRjqivr757/UPf/1//0rvnpyyeUowVpP4gImiRjyhGAd+T3shOShrwlty0kUM3t+gso0qrZERUZ/PWP3sKNbH0iVRAhJvltD2yOBPE5JUbR9S/AWHzyV6wlakOmUqupY3+2oNwdU7+iCRyrFIk6o+yM4PZIK6xWha47B1fmEk8tTnO358GHHb/7hTzSbktAGEqMYZyn3QwWDIxiNyjLafc2vfvsWsSkxJmJuYmoCWTHh/OkFTdWye/WGh6qkazuUg0YJggQfR7Q+sO0birwgyVL6qmKU5RRxxPnJnDgxiCzm6fNzJtaye5DMIsNys2UvBetDSblbslACPVg2AhbZBGki0sRgRhnRaIQS4gigtwE9DCgPSkhknDCOYgqdMEtieinZ7irmWU4+SpGjgrauMR4ia3HOo4zEmIjBe8Rg0Xi0G0iQNHXDoWxYzC740U+uf9hCVEECns1hTySgalv2VY3XGhUc/XZDZDRGnqKDQESGLNbstGS122PygripeZCGcymIJznycoyJFOm+I3iPSxTzeUq5HHP38o772xWxdXQEhhAQfU/7/dJP8JKsPKDPF6SRYRSnlMsd7weo1vsj808oVJIymoypdnu6HajgcFJgrMcLwXiSk2Qxy/dbvv3tGz68vGWiJXZfs3Q9eaqZhSmp0MeQhpL86c07Kqe4TAyGwPXpKVGeMpkWjM5n3O5qXr75lvVhh5aCLDbMVEoqI7K4QDrP7f2K+SQQh4gBhZWaECcsbcv+1TsulORilDFowaFrwQ/oIiNpW7q6pDwsSZMcFUeUZUWKZpTnpEVGfDEjLqY0uz26LkHHDF7SiYA0kkQed4gwimXXIYxi3Pb025IGBTpFR/Hxs64itA+0w4A0MRaB0gYvFLskJZcCqwRN20OkSMY/MJaus5bY9uh8ggvQ1g3edeTRUfu62S8p4pT2fMFsnCEPDVUzkMcJyXhMPIKibhlLmM8nRKlCxhqrJNW2pnmocE3HZJ5z9njGm7cPvN3t6LxHGXMkb3UWgeI0nWDxVEnG5XiGa3veOw/O48sjbV+KQKFjRknGySSn6zseZEw3NAQBidH4NGGeZvhDw8cPFffvloTmmL5OkojNuiIejbhenLIZBkJd83G9xEnF1WSK7QNJbjj99IRUafq+Y7vZ0VQWGQQKB2hikzAyCd45MmmQMtA2LWtKhuCwOubtbotY3yGNZpxN6UvL2U+fk2hz7HFGmuFwOI7jUHTKUFoPQ0mvI9LFCZ8sppxfTRCnI04mC97f3NDpiCAVsRCgJUIf2dqts7R+ILECnaXs24HDww5lEpQTTIWi+n7xLOoH6rrBjAtiYzBxRGg6chmTWouzlqG3ANTNwOKHLMTWduAi5llKMR4do1BljRAWExyzyRylj3Gqi/MRD0PHquw5n+b8fPrs+EqsW/AOZzQ6iQiDY3uz5w//5Vvauy3zPMU+W5BPc242JaIbWMQJy6GjcZ5OaEZxzLQ4Nnc7AotxzqFqKPsBuhrrBT2ScZryabogTjTGD8Q4rqcz7DBmq2Hbl5znU6ZZzv3tllcvP/Lh1WuW2y2FirkYFceZ62xOcTrD7A78abflfr/lIp8w04LD4CDJEaOU1a6i3mypW8u66wnOE5mI3np2dqASIL2j2fek5MxHUxIXoGuI2hrRNQjh8YMliT3NZsvdxweenEy5fnzKq/f3OK+xJpB0LYmzbIYWLSUyBLqmIh5dcHoxZj9KGRcp51KySxIa75HO03pHsIJYOpDHRS1rJG7o0eLIGS88xCHQBU/gSKvdbFcsNiWT0QnJaER04+kCDNayajva3ZbbTcmPDh2h+oH7iEEblNGELGE6mTD0Pa8OG1RZMxGe2egUow0XLy4py4qbdYcbej5GgouzOePcYJsE1xxZzKmSdPcl73/1gZtfvaStW8o8g1jTDo6b5Y6mLjEqpvaWMnSMRIQhUIWeq3TCSRIzmhasywYTHPdtS6wMSkVM0wStYd+0vF5uqJqWaZpTRLCxe2Z5zrPzCzKj2D1suf/wnubuHmcHytSxrALX56c8+eSSk3nO4U7z57sHtInwCO6bji4y/OjxCZ8/OeXl799RWs9yuWLVd6TWI5SmH0qatmPoNKZv6E1EZQQmLsi0PaosbIexPSFYaudom5paCO62ex6fz/FaEo1Sxlby7vYW+oaFjmg8eB2jlSRuewbvSPOUg5AEAZXWVAKscyjvaIfAMPTIofs+WxgzYAnDgE4TRJIhXARB0osjjF7Z42ZgdTgycj559Ih6ueOwvKMTCts2pKnh45sHypuSqflLYrH/GwrRIhFK4IJlbR17ZznVETYMlBgcjovFhGmu+eM3G1zbIvueMgS6OVTlQNT1MFjW1YB8v0JLwfYP7/FlSyQFsRSYNKKuHXXjuN3v2WuDcwMRgkwfl9hvDxUGw7NxTpHHpJGh7C29C8CAcbBuGvrgeLh5x6rdk/iEKI6YnF7z48kz1Cjjs+fnjIXjj28/st0eaPEkUh0bvCfnXDy6YDpLORkZ6BNOpyP6XUEeJVSDRY1yFuczwijDIkBp2qYBG4h0dPTNhJrUWTI10ImANgnRAIf9jrHUaKVxSiAEIBUzqbmIY1CaUZKSPT1n951F7Ruqdkvb7hBDR2TGxCYi04aQxexsz0PXIYsU4wNSSAKBuGsYnGBQEoEkJyCspQ2gvABjEMoQkMhhwMSBSGt6cyRZOO+JhUDblkJ4ricR/eNL/uwtrm6Oijil2b27Y32z4dPnJz9sISbB4sNw7GU1FbYuiU1Cbgy6HZBSoPqe/ccN+3XJ/mFH2fXoPOHTZ2csRmMaocimiqjoePf6nt1qR3mzo+o6jFEsLiZEk4T1XcXEGG6TnJtyd+QXCk2qFA0e3w7csedkmJK2HZER+M7TDRbjA67veBMcPsC2a7C9RemBZbXl7OlT/v3/+AvkRHM2TrD3O77+k8Z0DqETKtejNPz8py/40WdXdJsdg+3JnSM3CikVvXd4aXj89JqLzy5xBHZNBwGkgFRrnNEYD5nroetwrkOKmMjEpOKYD5TWIpzD257WHm1ZkY4YlCKfjvir/+GnTM9z3nw7cKgaDlXJMY8keKgPdATmQnBRBw5KYFWEy2PSYWBkJF4mNN5gjUBIhQ8QS4EUhhAEOkqRUmCFRAuJ0YpRJEFGHOIE3WratuWuaVjcrri522DLCoEjzTLKqmaIEkQQdGVJU3WI9Ac+ESMhj6wZFK5u6ZqOzETEWh+P8CSjaSsGExG7wP12Q2s74lLz+o8xT56e07QD8mxMYjT0lqo7NmoLLShOxhTPTvFKYtuOq1QTZnO+7nt8H5D2iMWI/QDWkRrN0Du26z3aWYbe0XUtaZGCkbRthxSO2HukilBGEXYVVd9z+tUZ2dhgBofRmn/zo2eU24aX7z4SzJTHnz3hZz9+QeRbXt/cs5aCeZowUoFRmpHmCfk459PPL5hdFKw+HogdaGNIxxP2dYM2EZM4AddzGHo2LiD8cNyJjmJUFHMgUPUdkQOjU4i+h4NOpvzdf/wrnn9xweF2jVaG3X5L5BxtnNMjsM2WYGHnoRUwvnzE6Tyn6x3rmwPF0PN4NubN0CIPB4SK8N4hpcCYBCUhiRK6vkUHj8CRxxmLROOC4uNO0hBoCWA9u9sHPt48kGH45mFN0/SsugYlBQtvyLWCJILiB341Z1GKUAkxmrquaIYe6yxOaqQxFEritEF4ydnlGR+XW7abDS4E3ry/RSAoh4HZ4UArBSd5zswYNkqz72rGs4zIaHobmE0yNl1HYTRfnJxjg+W27nG+Zx7HGDkQpylFYnC2w2tNog2jJGOQEalWjFwg9C07AVJ7nLVcnj/mR7/4kunjMcF5RDOgLwwXP33Ev0kMj8sv8Qi++vSMeST4zd+/492be9LEcG8M86Lgk+eXzE/HyFHG468u2e9qNq/X3K7WhLphbAxJJjmZTdDGUPUdVVkirUWKgX6oyaKEidZoqdgoSZyNSMJxZdcnKWePznn+y6eok5xRUzOeZCghyfMEHPRRRBIn2LYlDAMiVsyjmKFsefvbd9y/viMcamZKcy8lo/EIgmDT98gQUHiatqEbOtq+5yQyNBJGUpHnKYNzBDsAhrx3ME4ZVMRuWxOKMav1hqarkXjmSrPQBqE0Yjg+gn7QQgxJQZGljJRm5Qes6ygdrIXicnxObh3VeMygLKPHc0YvM0zVsOsaWu9Y7vY0bc26SvA4nv/4BZuyZOc9TW+xdU9edVw9P8EbzWsh6LwncwOMR4zmMd+8e4vRgBAkJkJEgsxE+B4qJXg0miIjhVaKcV5Q3T1QB0fS1cTTOV/97S/55b//kiiPGQ4dJlZY54keTfnRoxnOemzZUVjLh1+95MO7JR2KOAgOh5LT6ZSf/Owp2cUMO8uYXY95+c/vef/NB/arLfvqQCYVSVYwG+coKRhnCUtjsJ0nVkc8X+TdMQmDOKo2TIwberpuIEWy3+3pXcD3ll070O1bTqYz4jGUdUPddjRDSogavB3YMzBYy8cPD9RlS7feol1AaEkmjpRdgkcRIEvReBKvqNoabM+OmInUJFJR5CmHrsHEhms95a7rSISgSEcsxgXpKCdPUkLb4IVg+P7V7qynLVvwP/A6aaQlRZISxxFOK5QU+G6gdpbMe/TpnMeLCYvrU2azmPv7J3zTtHR+QDvPw3bD/W6FmsyYK8M391vWNytmxRihHLcfbknGGY8fz5BK8ujRObhAWbfEsWGex9TmCesPd3RSMM9SppGhtpY8lVzJCRWKXAZ2TvLok8dsXjziedlA8Fx/+oiv/u0LTj9fELzHAHYIHMqebBQTxZp235Bqwe7Djjcft0gBOtJ4qamkZ1l2fLXIERcjkmlK7zxNafnXr1/zfrVicB1jASmOqj1hOspIkgSRxAxlwIdAbhIGGVjXe0IV0EAkNEIeXX6ha7h/9ZrXv3nLKY+OwPlDwyRSLHcVm6bCth1SaOI4xSmFHhR6GAi7Aw/V/6+9M8mVJEuv83ev3Wutu5s3r482MyOzslhVrAJJcEAQHGigJWlLWoA2IIGAJFADsVgks62IjIgXr/Xerb+dBp4LUApKIAdxVuBwHDf4/9t/zncc/HQIbK1DxjHb6kAkIrLgybU6rpbSjH1TIYTARRIrjzvGquuJZUSsU+bKoc8uMUPgpJgcYemRIE8KhrjCtC1VW7OUgYwMZx3eBX5KMd1PJ9jbnrEIhFij0gKVFCS+weLpnKefTvj1P/yW5394gjnU/PbLC3TT8PZ9RneouV4+IEKgqA7USnHzIaIzgtbtUZEnj1Oqtyv+5D2zkyn5LOfz/BnLH+6JpSSfFvzt5Ql38wWr5ZrFJGNWpiRVh/PHLzz34I2nMj2yH/j0bEL6+RnlszmTJzNkoam3DaG31JuWN//yjuu3S04uSv7m778gjiX16sBX//KG7374wK/mc3zTkcYx1gxEicLrCJFEhCgiGEfddJiqIrOGMYCMqNqG99sdA4HBWhIpKaSmsx4TPHvr6IeOzg4InVIwkMcJI6XRacowdLz+99dcjmM+vL6j7Qwf7lbcLJfH4cb0eJ1wtlgwK2dcJBrpPM3+wHq/RytFjGLrPMYF9tYTSTiJUy4mI9Z1Q7+vGccZYRhILKSznPPLM6IoYiw9l2WOcI7zduB7V3FXb+je9hQXF4ToeOUNggWgg8DZwPpxS71pKE//76vpfnpR549hduPccXFdjDmZnvJiVvL88+f87u8+49mvTgn9EYdWjBO8c3gzYIWjyFI8U/zQEqKI7bbGW0PIMxpr+eQ04fbhlvt9xa8/gdWh4uR0zKu/fMHj7RqRJlwtxrx8Nufme81slDAvR9zdrtnuK5SQVIeOVd0hqoo/ffuG3/GUxeULimnG6tDy9p/fsd00iN5w8/oDq+s7dDpi82HFTAl+9ZunYDwDCi8iXKyZO4/OEzarNU+u5ownGRZACTBgRUSsE+ZFTj0MfLDHdll/d0+z2+ONw9c1eQCnY1rjfoToNHQy5Vwl6OCIA6RSQAioEPjw7oZ/EhLjA7F17LYbpLOMhKT3gvVgMULy8uUlF5OMzbrmTd+hKk9bN3id4IOl6ltoGjoF+uSKq7M50ybnvbXESUq9PzAIyXgxZ3qy4MPtHdu+p+s7tl3HZrXnsa0hTuncwCcnp0xGBf0y4qBSdJogfODQVPzvP7/n2esX/P6L05/PiJMopVAxWgqEUOhEsXh6zt/9/V/wye+fk7wosZuK0A2QJLxfd1w/bHFDh+0NznhCUCS6QFhLsO7YN+gDqdZMVEx12FH3W1R3wsUoZXW3IfvNM87EjNY4kknGvMxY3j6STTJmi4Lbxy1/vl2x6w2u7THu2Oe8rw48VnPOO8O7P13zzfs1t2+usYcOhWe537LoDI/dDS8vn3L9/QPPPjsnixWnZUY/zkFJ0vmIZn+gKAquFjmm6xgaRZbG6CLh4tmUtBxxt1qyaVu2Q41rK3YBZD9mCAYz9DjTIZUm0hl5nB4vg6Qg5hgniIscL0EMhjZ46t0O+y5imudkPrDpO4QD41uqoWWINE1Ts9ztmZQ5UkcEpQgBpIeqb/BDR0bAj2Ja68nHGdlIkyp4+6AxbYtPcmZZSu4Df/zzNR/u3zMmQtqebdXQWkMJ7GyHHCRu6JlOZ+yKETPrqU3P0NXseo37cMv9zfon+eonG3EkBEWWMp6kpHFE1cBlWXB5kpOmktBbfGeJEs2A5LsflkR1y+lkRG92rKwh9g6tj30qe/8jfV3HGOdxzqEdLKsD7x/W5KOE/aFi6HqyUYLyMJlmkMcs65bQteSRxPSWddVxu92g+h6tFfs0o3COg3XcPhz4/u2a76+vqTcPjGSCwrE9bCmLUxZlijGGH97c8Ff1F4yKmPlZSbWqMF3PYduwqlpens/wEbjBo4RAWo+QcPms5PzVE/74zTdUu0dwLdoZgorZy8AQPNZYsANaRpymmpOiJJURa3scCpK04OrynKaq2Fc1hQ/snKM6HBjFMYOxeO8QSAbrOITAXCoi57l92KDjhEPTYuKEZ7/9kt1qj9ntWLUN/dAgBkOpI9Iso3KQOMFpkXM7DMgs4yRLuWtbfrh5j+4b4nyKkgLvPLExSGMgSdEojOuZjXK4PKOter5++ECH4xxFt9/z8LD8eY1ogiOVoH3gtEjoxgmxhu5uy511yGlOoQTxyZjVfmC5XBOGnkZGvFmuqQ8Vo+RINXXe4tuWzgdEniCt52AMVRzhe8m7uwfiPOfVq6cgJUmuKIuUaJZRW9gNju12i/XQdJZIKxKtMdWBbhhABHZ1h15u8Tbi4e6edvVIGDpCLI/HGr1nGEtmBJbVASEl2+We8qJkNC94+atLHm63vH//wCcXM8pZQVoWBCFI0ghiCR58JEnO5+R5QislJiSgUrxUtMOAUhGplMccsNYoofAiMEpS0qIgiTWLcsyrl5cMXc+buzXDw5LxoUbZ43AxjTV+mPHYDRxcxJlQPE1jvDjSTH3dUBY5k+cTzj4547BsePz6PXq3Z9XURKst5bSkiBXr5Q5lPKlWnC7mBG85tAPvN1vWmweSIMlVwSjR2BBoRcAkikIq9KRkPiuZTMcwNBihiB48wcsjJm1z4Pa79z+vES/mJ4x1zPvllhscZ1nC9n7Fhw8bUAI1HfGXf/uKT8+nPNytGTYV1a6hWe9ZPd6g8Nz3EVNxnA6tNwSZQzHhxYuSxaLk9c0DUiyJyzGfXiz49MUpnTHYLiJLA7SOm9uKt++XtIcdofO0HnbrzfGMXkqG4MBY2kgya3u8bpABFBHGS2SkGOuYXsZEAtZCsZhPOZkXPD5WzPct45MJ42lKUmZcXpWsb9aoRJNMx5gixskInWlEJKlrw7bqKLMYl4/ZD4YgQTuLi1IiHaO9J4ljxnlJlGTsrCUTgSLPEV5QWcdqMEdyfBJjpAd9XI1UXcvFYsbTaI5dbbHG4E1g6S2+6omd5PIy4q//+jPmr06RFxNsZ/lmkcG3N4ibNUOc8HQ+ohsG3t8sMW7gosgZFSNqD1Vfo0xLjkAAzg2YIRCsIQecjBnFMVpEDLVjP/SkWcbcw2w0YqoLjPfIrMD83EcPs3JMbQ13d0tW1ZaiGDPJUq7yHq1i6kPP9/MJT3/zjH55wLc9B2fZ1we8FAwuEMxAbgwqUsQ6YVyOeXF1wqevLojHKT/sDwxBMIsUaRyxa46osUWeo/KUoCOqbcuuD1TbNW/qFiFjjOkY6wSnEvpgiImYjUbkSCIZmI/GKGN4lII0jtEq5iwfM9eayXhEKwPbusG8viddjPnyfEqWJ2w3HS2S15uaKEg6fc3k+QmnJ5NjJXJv6XYdm/sVTdsyCICAcA4TLGeJPhbMiwgvIY9TUBHbtsOKgBcBj2C7PyDvckgSvls+0lRbXDcgopTGGMo0YaYVh6Ej2B5rWnpRUKYFk+mCfDqD8zH58xk20bT7HRfjlG6SY7c7tB6hE81yvaOranZ9xXZ/YKTWlKMS23Yo40kCWKXoTc9gLEPfobQi+IG9kzTLG+7rJZW2/PrJEyaTgnxxwsQaQm94XzWIY2n5z2fEEAS3+wOrZs/gBXk/UElJFQS9rzg9P2P9wyPVqibtzZEzYg390JEohXU9iYqo+p4sMpTZkfrZB8++Hwg+sKk6qq5Dr3d0XUs6KhhlMZGKmeSaZJpzkUq+OJvz7eaeJnimxmCCpB6OJaHTEBMrfWxHbWqKIkVLTaI14zghEwLnDdZ0rHrBpm5Y1ztGQnCYjJEnE17+/iWTRUGaar56vebxesuhPvDD62vKyzP+YT7h4qw4lhkNlsNyT7dv6LzDuoFEarJ0wmJ2Rp5kdM7RWUOQAtu17LsWHUlmJkWpBKtjht7Q7Sq61SO+qRisII8jrHfcVy3ZtASlSZKMXkKmci6KksXTC578/gn5LOf6oeZ//OPXDO9WFCEgvCUNgUhF7DvLm4cV3g2IAMoOPITAKE3AGaZ9j0szehPQUjPLcpb2+LlrDNL1TJBM8xm+brira37zuy94guP7f/0ObxzT+YxfPTn/eY2IjrE+EPmAlhHjOKPuDW/bniiJSauGkyIjWu6ZxoLJqOBGKVzkEQ4yYoRWaNvTukCeFdD0VFWL6RyiDxRSMs5SzNBR+wE7GEwIXMuI7d0jL754hvCCpO8Z65jNfodHkfqAiwSjLCeTET3QeUtnLN54UBYLxCFg+mMKbRASnAMBbduhkxxRH3jz3TW7/R84OXEsP2wwd2u6fUXX99y2DeNDw7N/fcH0akIxzUmURPtAqlI6ZXGhRSpFkY2JpKbxnq2xVH1PgieNAl4GPDCYgBEOJ8ARcMag+gE8TGWMt5ZOKoQ5rnQ+OZtyv+2Zh5JJkTNbTDn77IzP/vCczabhv/zn/8bN1+9YRAINqFQzy1PySCJcxPawIzE9RJpcRuiho29bIiFoBMRCUyYR6XTG8/EIKyPW2yXNMJBIgcIz9D2bQ4VuOuZnI5R6QobEG4+KNKeznznFJ7XERxHCBYJpEUXBIk2x3jGflfTGksxyVjcrsjxhOs05KcZkzjHEBpkYXAgM9YFBKxbzOYvxBOcD1cOGx6ah2R44VZLH1iGFpDi+b6e6X7HcxUwnE5yKqA8HjDv2d+/jjDTWlEXGk/kMZMTDvkYOPUFE1E2FJSCcwDvLuqmohh4hA5mL6CXHl/dKEbsUud0RyQg5OPb3e+pDTV81DNsVdV8h3AnffH3Nkxczzq9myLYn1RIpIwoRoaPje9dIacww4CTELjD2IKWg0ClldETXHoaWVEI+KphNxtSRYlMX+MoTOQ8qYppPGAXHujrw/Mkp5xfn2LbntmmQKqLfVNz86wfu1weqr9+QGMd+X+Osx6cpw2zKWZ4SKYmLNBrBVMdIKRm0xknPZZLz2g4Ug6FIE2It6LwlljAuxmzi5MiLsQOV9fiqpzY99bbiKtWkizH/9uaeP//wmn/D8Df/6T/+fEY8X0xwBF4bw+HxEaMjzmcztBDko4xRmfPpq2estntUkFTDcSWDG1Dh2HmdZhlrHdMPA95ZOo48uz+/v2HbdrjBcDUa8XIxY9MPGNODjPCDoet73r19oDaeTdsSW0+ZxIgkZpTElGnM+TillYLBB+JW0B32PGz3eCGZ/AjQkTIi0wmV6TAiMM+y43mZVMySDD0rmY2O2ePD44667RkIXIceJY9XyfX2wPb9mrCqqTYttu+pTY1xHZE4hr6Ud7R2oI9AEGGxx4nbWVIR4YHaW4KQ/OrTp8znUx7utzw8JmzsEhMksfVkkSCW0ANtZ3n1Fyccti3mg6TuLbvrJW8e1tiq5SRIahw7JCo9MgtLLYmFYJQoXhYjDl1PJAMDUKiIsZCUecKJK2hlDyLQdT2PdU1b18RRzLlSnGU5xsW4vj+i1JZbtg8bptOcb99c89V312z2W8qf9hfxpxuxfHZCmBW0kcIRMZpkXF1M8Z2lyBKefXZOfDKi2e1gcNyu19zVW0TbgIwYvCeVkricM1Yx0ZM5Zy8u2S8bvvpwzamH1jve77Z8cXZ2TOtZR5ooegItUO1q1GAhiiDPSbTAmhZnoe4Dq66jGKdMpzlJLFjVezSBwVn80EOasRiXbPqBth+ohSNylnGkmaQZ5XzGyfMLRmVCv3OkSUocKbqhP/aBowhxguoMu5st696w3tSs7x5o+hpnDKmOkQhwhhbPYMOR9IQ7YtWkJChFnBZM0pjptOTly3OyaU4/WOZFyVIt8dYTS3nMIOvjE1/GijzL+OrNAw83d/TOURY5u0NNSFOiTLO739AnCc9nc0ZaUZn+uG+1liwSrFzPfdcTq5SxVpzmGcUo51WWcVtVbNY7RjrG0NG2DYf4OHjdC8FEx4wihROSwXm69Y5KSW4eHrlf3jLs94j4Z75HvHox41IsuLha8GaaMbQDZ1cl1bbh5GzB6ReX3Pew3XaQC7bVnqat0L0lzhQhjpHzGb/9m7/ik+dTnrxYMNWK//Vfv+atGYjTlDQuuNvs2RhHoRQmThj92NiaRYJYSXARYttwcjpjVQt21ZagBF7A7e7AZ6OC2SglOIcPEukCMpJIYylnGXmi2dwt6YYOkSREQdBrxe8/f8koS7j68gpdJngC2VmBehuhowinE2JrGCcJIyXZPGyoGsNytSbst0gPOkimSUYUBJFSBCSFFDjhaa1DOEsnBUiJlIpJkjBLNUPbUl5MiIqENlbIOKFQCiFh8I6DMzRNRBIa3t1vqFY7mr7F9AO+OxaO/u7pOfNFyYfFHNoW0/YsZgVpI4mjiJvtjtfVlthapIWD6xjpEZ23vN3t8UFwt9tiu5bpqCRTCffBs+9r0DGJ6emVIo8TEILIWDarmlmR07gfOX1xjPPu5zWiiwSpjjg9zxDNKat1hdQR86cLXnx+hVlMsDd7Eq3YbirqfXV8tfUjblUkBYvJjN9/ec6zpyVRJFl+e09z90Dm3LGN3oN3R0zsmgHT1WwjhUwSPnt+hZKSze0GmaYIJF03UHeGPNf0w7E7MMtHfJrEaBUR64hGCrSUxJGgzDMqPK3pyYND9y3TsqRCMFqU/MWLKZ30BOvJxglXX1xy+/09403DobdMZhmf/+YVZZ6we9xSrw88Lh9pm5pgPQhwAaJYIXXMSV5wMioYrOHtco01HTYEdsNAYhz3ONZ+oLpJufzNcy4/P2f09hZ9e0MsIx4Oa7w5RmWHZovbSGwc020P/LDbMbI/1sqdnBITGBeasyHhtq25bg6YW8vl2ZxEamzviHvDJE4hVbT1gbuhY7teM/agpcQNHY11fGcteTaiyTKitmbiYRHp45mDD6AirLWsNzuenIy5KCdUo5JNfWDXtT+vEb0UGO/JVcTkYspgDcOhQ41zbCQYakOuJJcnJfvbN2As3kfoLMXZgEXz6tkVi1iw/rCl29X80z+/pr67Z4gEVdMhREeDxyERwhELQR0CUx0znWTs2h4jPOPJBDMYIhlBpDHmyL/rQ+D13QNZknI1iimzjG1UEYeAmoxwkeR2vaM3A3E+IjnsqExH5yX/fvPA5DQhlZK+OcKyv/76hnerPSqNmY/H6DjifFJwfjbhh2bg6+aah2oDBAbvQGsaYJzkjNKMIs85mU9Q4dim9rgXuKHj4AzGd3R9D0MHJ3N0qjkbK56fLzAXl9xuV8RekEpJwGGMYTX0+NtHpnHCRT6BCCgyvjw7QwjBvun58Ljn8WGDJPDD/ZIQKb747Bk60ajgaPsWG0V0XUvoIw4+YANIJY8/EOdZh4HPkozTOKbqO/JI0UaKkRTUtiOVKXkcI82AQ/Dk6SnbpkestrwY/xR+/f9LeKoPpGVMMopBK+6vN6TzMc+fLdBZgh0M63ePHG5WNA9LTmKFiTOS+Eifvzw/5aLMePftHfW6wkjB7tCwXx8LijbdAYFkUozwg8P5joeqo7Y9B+upvg7k44Kn85JZOWH3uKPuWhY6pogVQUh2bYf3loftgVKOKZOM03KCkPLYOuE8XTsQwkAvAyaJ8V2LihKWyxX3q1P+8tNntLdbbt5v+NP//Ia4HignOXk5Zt21fLhf8fTJjPEkp+kGQtsTBU8RJYxHJamKuSpn6CRmiI5Px1Jr/LzEOUsrQHjPwRqs8yTOI6qGu+s9drNnd79kMZmyrVv2UYQmsO0sh8Gw63vKoUfGCYvJmMkoIZuMOL9YEAG9c9w1Nbu6xrc1cTnh25tbiumIs8Wcx90Z7x4fMe0BGeeMooQWWA0tqQPhDFYcJ3v1Y/a5kgGlNUUcI7xhGHoQEikFrhsYnOPyYsHvIg3WMV/8zAi0zjjmiSYqx4TqkakKbHuHTmOCEty93fHNf/8KIaHQmovFjIchYExPkuU8mc84rLes9hVZ77mzA4/bLdfrFaVOsd4gVYJHUDc79kNHZwZ0FDGSEn+osEB6ccboxQU//HgRDR4ZwHmLsZY4SPZ1zTaPyZXi6mTKII8clqp3ZDKiEQIxdITR+BiljDUn45LF6YTxKGW433P71TX+/oGQjzhUe4KV9MZSVx2dUvhY/3iAajFBMI5TzrIxaRKTJAlWQ9/3DM5ilKQLHivAKolWMWmviczAKEmJWse7b2/ZX9/QPC6ZTUpmUlHFGduupanXRHYgQtMZy311IJaBjgmfX53w9PkJbdex3fXYwVEfdnRDz1QI1s7yx7dv+Q9f/po/fPKS3kvu9lueTk8YiaN5122M7ToO3hEFzzQtiNQRBr6IAyrOmUWKvTd04Rjn0EpQNYZt3XOpI2YXE7qmZ/gp/DNAhBB+4qD9UR/1/18/DTP+UR/1M+mjET/qF6GPRvyoX4Q+GvGjfhH6aMSP+kXooxE/6hehj0b8qF+EPhrxo34R+mjEj/pF6KMRP+oXoY9G/KhfhP4PwlRcOwe7jHMAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Lymphocytes\n", "Similarity scores: ['Tumor: 0.344', 'Adipose: 0.313', 'Muscle: 0.301', 'Lymphocytes: 0.346', 'Normal colon mucosa: 0.343']\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Lymphocytes\n", "Similarity scores: ['Tumor: 0.356', 'Adipose: 0.328', 'Muscle: 0.303', 'Lymphocytes: 0.357', 'Normal colon mucosa: 0.355']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Predicted class: Lymphocytes\n", "Similarity scores: ['Tumor: 0.337', 'Adipose: 0.318', 'Muscle: 0.298', 'Lymphocytes: 0.346', 'Normal colon mucosa: 0.343']\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i=0\n", "for image_name in filenames:\n", " image_path =os.path.join(data_path, 'demo_validation_data', image_name)\n", " image = Image.open(image_path) \n", "\n", " image_embeddings = all_image_embeddings[i]\n", " dot_similarity, pred_class = loki.annotate.annotate_with_marker_genes(classes, image_embeddings, all_text_embeddings) \n", "\n", " plt.figure(figsize=(1.5,1.5), dpi=120)\n", " plt.imshow(image)\n", " plt.axis(\"off\")\n", " plt.title(print(\"Predicted class:\", pred_class))\n", " plt.title(print(\"Similarity scores:\", [f\"{cls}: {score:.3f}\" for cls, score in zip(classes, dot_similarity)]))\n", " plt.show()\n", "\n", " i=i+1" ] }, { "cell_type": "code", "execution_count": null, "id": "92f179a5-ad72-49e8-9555-2aa4864bf6ab", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "loki", "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": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }