{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Machine Learning Tutorial \n", "\n", "The naive Bayes multiclass approach is an extension of the naive Bayes approach. It can be trained to output binary images given an input color image. Unlike the naive Bayes method, the naive Bayes multiclass approach can be trained to classify two or more classes, defined by the user. Additionally, the naive Bayes multiclass method is trained using colors sparsely sampled from images rather than the need to label all pixels in a given image.\n", "\n", "To train the classifier, we need to build a table of red, green, and blue color values for pixels sampled evenly from each class. The idea here is to collect a relevant sample of pixel color data for each class. The size of the sample needed to build robust probability density functions for each class will depend on a number of factors, including the variability in class colors and imaging quality/reproducibility. To collect pixel color data we currently use the Pixel Inspection Tool in [ImageJ](https://imagej.nih.gov/ij/). Each column in the tab-delimited table is a feature class (in this example, plant, pustule, chlorosis, or background)\n", "and each cell is a comma-separated red, green, and blue triplet for a pixel.\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once a satisfactory sample of pixels is collected, save the table as a tab-delimited text file. Use `plantcv-train.py` to use the pixel samples to output probability density functions (PDFs)\n", "for each class." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "plantcv-train.py naive_bayes_multiclass --file pixel_samples.txt --outfile naive_bayes_pdfs.txt --plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output file from `plantcv-train.py` will contain one row for each color channel (hue, saturation, and value) for\n", "each class. The first and second column are the class and channel label, respectively. The\n", "remaining 256 columns contain the p-value from the PDFs for each intensity value observable in an 8-bit image (0-255).\n", "\n", "Once we have the `plantcv-train.py` output file, we can classify pixels in a color image in PlantCV. In the example image for this tutorial we have already collected pixels and created the probability density functions for each class. " ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import libraries\n", "\n", "import cv2\n", "from plantcv import plantcv as pcv\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "class options:\n", " def __init__(self):\n", " self.image = \"./img/color_image.jpg\"\n", " self.debug = \"plot\"\n", " self.writeimg= False \n", " self.result = \"ml_tutorial_results.json\"\n", " self.outdir = \".\"\n", "\n", "# Get options\n", "args = options()\n", "\n", "# Set debug to the global parameter \n", "pcv.params.debug = args.debug\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Read image \n", "\n", "# Inputs:\n", "# filename - Image file to be read in \n", "# mode - Return mode of image; either 'native' (default), 'rgb', 'gray', or 'csv' \n", "img, path, filename = pcv.readimage(filename=args.image)\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Use the output file from `plantcv-train.py` to run the multiclass \n", "# naive bayes classification on the image. The function below will \n", "# print out 4 masks (plant, pustule, chlorosis, background)\n", "\n", "# Inputs: \n", "# rgb_img - RGB image data \n", "# pdf_file - Output file containing PDFs from `plantcv-train.py`\n", "mask = pcv.naive_bayes_classifier(rgb_img=img, \n", " pdf_file=\"./img/machine_learning.txt\")\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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1FWgf8fEZbZhuRX7zNe94xPt6IPZkYN4mRo/zLTFEjBFoCTJT+MajlSTogM4UKIkMEZzAh5S+EHhiANdGLG0q6gn40pdemFru2hYpJd5ajC7Sa7kW7wR1NTunY6I9Pf+vkBeG9fU1yqGkLAwQFw4kWRYxepnJZBOlFNE79u/fz3w6S8MnUpPnA7LM4IOlti0herJMYV3DK37gDYTwyArvH/3wUY7evcVXfu3j+dPf++g5OOMzs6cD87v/4TjvfdsJAIZjw3/9o4MQoarnSGGQMqCMACWJLiCiT7rMsasAbwvqi4j3FmkMrW3TiloI5nWLUBJdpOGTtm0haOazKaEPzD0992F1eYXhKGcyP4kxEucbpJLkWUGWGYwCFx1N1SCEYDLZZHm8woEDB9nanDGZzJjPK6xvQQjG4zFNM+fOO+/gB17xDP7bz72fav7IWueklOT5zhbv93RgjjGpUAFsbbZ890vf0t2f7vuun3gao1WDJ3b2NmnohOCQSmGU5Bd/4oN8509eRVEWnS5sKhJ6H2mbGi1Sz3KelbjgicHjcH3LXE/PGajrOYcuWGFr6qjmjqJUrKyMkEozm9ZMJlsURZmUHwcD7r479S+fPHmStbVNnE1aGsPhiM3NddbX1lhZHXHw4AFe/VP/+IiDMtBp7eycSD7s0eLfGYkw2WyZbLZMtyzTLYttG6SIaC1RWiAliNgVAK3F2Zr51DKZbOFD8gb0IeBCwBPRWYHOcnyAum26omGgzHslup6eM2EyxdFjdyEEDAYZIVimky3m0y1isNQzyx/++vuQIjKZbFIUGVU1ZzqdpFHs3GCdpWlqiqKgKHKKzLC1uc58dm7GqNdOzHndH3/4nOzr/uijwwPw5799M8furClyk6xkMoPJkk+gUYI//s1bCQGUSkFbSrkQRwpdOsN1foFt23bV44C1NrXp9fT03AtJoMgNSgRicETviMGRGc2+lSUuvHCFz3vR4yA4tBJkRjMeDZAiqT/mmWY4KJBSEINjNCjRUiRjjHOEc4H1HZZU6APzA/DJT0yYbjVImdp2tJJIIgqPFIGbPjYFujcx+tTXDAiZ7KeEVCldQiCKdAkkgNf/ycc4dmTn3A96ej7dUEryOZ/3eIQILI0HKAV5pijLjLLIyLRCxEhmBJ/x+INoJcmMRoq4EBULweFsS1PPqeZTbFMjRcR7x1v/+k4eYd0PgOUVw5XXjB75jh6EPjA/CDEGiD79ByD92zWWd//jicU273/HFtf9wxaT9RYlwEiFVmqxgt6WNxJCIIXgPf9wB5vr9Xk7p56e3YaUgqc+7XJMJinKJDwUoyczKq2gpcA5y+b6hOveeQeZ0aneQyRGjxARpQTeW5qmIgaHlJGmafnw+0/y/ncfO12V92ETI2SZ5lnPvebc7PAM7Oni30PhUzdPuOiyZZZWCyQR13hu+PAWb/7Lo4tt/v7/bgIQneTCSwOrBwtWLyxSsS9GRBSEkEa+ZTxn/z96ev7fQYA2ikGZIWVEikhdV6wdFwRvUVITo2A22eDv3vgpysETuOjSDCkkWa4RMoIPKC0pdZYMXNsGaxvuuHXznB1mCApvS5S2PO7Kw7zrnz5+zvZ9Kn1gfhD++rWfYuXAmOe8cIgSMFlr+T9/cvSM2/7t/10H1nnqs5b53JfsI1+ShBhRyiBIl1S27Tsyenrui0gSulESfJL8nE8D7/z7TY586r6DIX/yOx/m67718Ry6YMBk09I0Lda2DIdjhsMhtm2ZTNbRWvB5L9nHG157ksxoQgisnWgX3Vhny6WX7efzv/Ba/vh33s0f/M7fPtKTvl/6VMZDRBDw1jGbPHgK4gPv2uT//Mnd1LOWGFOLHDEVM7aVsHp6eu5BAEIGrKuxtsY7+Ps3bpwxKENKJ/zur32UtoXf/bX3Us0sy8sjisKgFGS5pigMVTUhLzO+6hsv4tt/8Mn86++5gosuLVHqgUdvy8F9Q6PSgqaZU9VbvOxbv+BcnPb90gfmh0DwjuAcn/zEhN97zW0P6Tmf/FjF//71oxRak2caCAgJWa7u5XTS09MDabESyDLNYFjw2t8/wtrxB29v++Wfey9f883XcOBQzmCYE6Jlbf0EW5MNkB5tFKPRgP37V/ExMBiOePl3Xc3lV91/AU8qwbf8u8eSF/eERyHgCU85wLOff5i2sXi3s4urPpXxEKjriul0QtM0Z/U8gcBISQSMlql6HDz9irmn574IGRmURaeN8dAXL+PxiCgalJKUZYaUMJvN2draZHl5zImTx2j9mAtHF3Fy7QSDwYDAmfevlOCH//Nnsjmf3uv+53/hpTzpMw9T5Mtk2ZjJxiPX3Xgg+hXzg/B133YJT//sMW3TEt3ZjVHHGGiamvl0i6ZpaNuatm37HHNPz30QKClZWhlxtrNXP/fjbyP6IUvLY5SShBhQRrK8Mqa1Dfv271+4oChtcCGe8TM4HBt+4pXP4ujJNVwM91o+lWUya86yjNtuuZtffuXrH9npPgji0zFICCGWgHNXan0Aslzykq++iKd97ipNY7n94xv8/mvOXPw7HSFg/yHDt//YYcxogC4yYlCYuMKv/vT7+eTH13f46Ht6Pn0oSoMQKR5VlTurC8u8UAiZtGue+ln7ec4L9nH77UdoXeTQoQspRzn7V0cIAsE7/uDXbuTmj2/dZz/lIBUIEfD13/WZrK0fpyiGHNi/nzIf4Fq465YN/vC33v1ITnU5xnjfFz+FPpXxILRNgKjQymClI8sf+td5jFDNHfP5DBk9Q0Yok6GMS+09PT09C+rq4Y9MN/UpV7NRkhUZkbhIiWRZjg+Opp4xzAvk/aRKTtXSCLFlvDykLIdAZGtrC0lGORg87ON8qPSpjIfAO/7mGO/+uzUymaPk2X2XCSEoiyJNKmWGssjRWt5Phqunp+eR0rQtVVWR54bxeERe5ozHQ6QUuLbmnpGvB2Zra4sDBw5gjKFtG6SUaK2ZzXZ+ardfMT8Ejt9dc/yuiuN3Dnj7mx9G+iEGiBHnW7TX2Nj0Whk9PQ+Ra564ylXXrhKjoK4bvIv83RvvvN/trW1p2ppyUKJ0QVHm7N+3Ql0LbJ3x1r++i2NHHlzrInYSv84ltyNtMoqspCjOjRjSA9EH5ofIXbfPaGrPxz40ffCNTyFGcK4FZXCuwUqNQvUFwJ6eh8jFjxnytGcfIgRBVTV4Lx4wMCcRsYDOMrTeFiDT2DYZYlz//nU2Nx44uD77eYdYXl7CueS8LZBopSmLkrJ85NKhD0afyniI3HbzjPe94+RZP8+7yCeur0EEIgFEQCpJn8vo6XloxAjOB6x3SC0ZjccAXPOkfWe0aJNSoY1JJhXGYLRkOt1iPptww/WbqW70IHz+Fx1mvDREK0NRlEgpcd5jrcP7PjB/2lNXkb/4/SnBpT+mlIIs070ec0/PQ2Rzs2VtrcKFQBSCclhy0SUDnvfCixHyvpFZG0UxyDGZIS+SHML6+kk+ecMJXvf7d7O18eCBtZpXOOtRSpHnBVJq5rM5J0+eZGtrshOneS/66PAokQoHEiHog3JPz1nw4etO8IF3rVEUBTFG5tUm3/id1/Lr/+XDhDNoXkgpybKMosiIIRBCoJ4GfueXb6epH1pt58jdR2jblslkysbGBm3bkhclWV7QNC3DYXGuT/Pe57Cje+8BQBtBCIEQwFqLd6Ef/uvpeYh87gsv4fNechGT6Rata5hMJqjs/pXvq3nFxtoaobW0dYNRhl/6Dx8knEW9vcgLxqMRdV3jfSCShlKkkFz6mEP8m+/6knNwZvdPH5h3mNGS5MdfeQmjpWWKfECeD9Dm7EZOe3r2MgIYj8ccvugwZV5A9GQPYEmilCJTBiIoITl25Ag/8YtPR54h7XF/lIOSY8ePMxqN8N7jvSfPMpaWl1hZWUlDKDtIH5h3GCEEeTFASQNIvIvY2hLPhZ1CT88eQGmJbWpOHL2bO289zq//wg1k5v4Dc6Y1o3JAqQ3CBzKT85Pf+17CWXzmQnQMBgPKsiTLMow2TKZT1tfWWT8557/+59eei1O7X/p2uZ0mQmsDVkKuQQhJjLLPZPT0PET+5v/cxtZGyxf9i8s4aWZUc8crvv8d97v9B9+zwUfef++J57PtTnXOsrRcMp1O0orZRmTU1GHOsTuOnfX+zpY+MO8gBy7QfPXL91G7iCOSlZLcFGTS3O9IaE9Pz71xLvK+dx3lEx9Zw9o0en2vEezTCB5a/8hSDSE01PUc78E5j7eB4CwxtDTNztvC9YF5h7jscQUv/ooDjPcJXIAgBCFIIKlf9Svmnp6HTlP7BwzG55qAw3sPQuKcRaBQWrO5PuO22+7Y8dfvA/MOcNXjB3zui/Zz8WUDpq0FoREiDZs45wDZT/719OxChIDPfqGinjeY0qc5MAFCQvQe7y0h7PwXRF/8O0vKoeRZz1/iuS/Yd8bHr3r8kGc9f4VLryywQYA0aFOgTbaYu/fO94G5p2eXMp9C7CzgpFQYrYkxmcM2Tc3q6ojnfu7jd/QY+hXzWTIaaz7/Sy9EScXGmkMpxUc/sMGV1y5x5+0zrnnymMc9fowLkQAIoVE6I8pADC3OOYRQXHH1MuvHW9ZP7ny+qqen56ERgbUTnvI2WNqfBsKUUjgCrmuby3LD6mh5R4/jnK+YhRCvEELE0253n/K46La5SwhRCSHeKoR4wrk+jp2gHGouuWKFwXgMUvKs5+3js19wiMuuWuHLv+YKnvyMg4xXSoTKkDpHKoMQEh8iEkmIAuci1npe8MWP5YqrV873KfX09JyCFHDtU+Cmj+rU2mpbgvcoKRkUJePRiOmk4S/+7P67Qs4FO7Vi/gjwwlN+PzUp84PA9wMvA24Afhx4sxDiM2KMOz+E/jDJcsmTn3mQf/VvH8/x4yeYT1v+/HfuYnOj5Sd/+YVkZeRLv3Y1Kci5hhg9QkREdESb8swahVAZImiiMETRZ5J6enYTIcAb/hS+5QfH1E1FkS9jvYMYKfMcOdRo+emrleFijHefcjsOabUMfC/w0zHGP48xXg98IzAAvmaHjuWc8LTnHuSff81ltG1LcJEo4Dt++AlICc45mqahaWucdwghUCq5YXvvqeua6XRKXae0hZCScD++Yz09PecXbWA+r3DOYYzGGEOWZbRty8mTJ5lX8x0/hp0KzFd1qYpbhBB/JIS4orv/cuBC4E3bG8YYG+Dvgefe386EELkQYmn7Box36Ljvl3f+3VF+71dvxPmIixGk4Wd++P2EkNx9T21LDiHgnMNaS2st3vvFfQBZlhGC3/Gxzp6enrNDKvjm/29f0m+2jqZpUUphW8vxkyfZmGxSFPnOH8cO7PNdwDcALwa+hRSI/0kIsb/7N8DpbqZHT3nsTPwIyXx1+7bzjYSn8blfeAnf8gNPxWQlRTFEZxn/6Vefh5SC0XhMWQ4wWgOREBzOW6y1xBAQMo1m6666a9umc0XoA3NPz24jRmhqi1CSWTVjNp+hM82Bgwc4dOgQebGzynKwAznmGOMbTvn1w0KIdwA3k1IW79ze7LSniTPcdyo/C7zqlN/HPMrB+e1/cydrJ2u+8luvZjKb084bRoMlADJj8NFhLYtVsJQSYwy+63lUajutMafIJFlWoB5AiKWnp+f80DQNUmtwYJ0lSWwIsixnZWWFZqqBIzt6DDveLhdjnAkhPgxcBbyuu/tC7n1mh7jvKvrUfTRAs/37+VBme9pzDvHir7wcHwJ10+CsZTab8UM/9zxaV9E0FT7Ye+WNY4wQIzF2cp/eMxqNGA2HKMpuhd3T07MbKAeSr/v2C4iywQeHkoKIwJikVDev5tQzx3S68y2uO94WIITIgWtJgfgW4G7gRac8ngHPB/5pp4/lkfCJD6/z92+8Ay0Vo+GQ8dKY3BhWVjPm81man49xIS0YY1zkkWOMaK0xRmGMoa5rNjc3adv2PJ9VT0/PPUR8nOK9Z3VlP1GAzhQx3tPD7LzHPQqTf+d8ySaEeCXwV8DtpJXwjwNLwG/HGKMQ4tXAjwohbgRuBH4UmAN/cK6P5Vwy2Ww5fmSOEmCUJFcGjcS1ydRRSolUIinHRdmtlCVCJKdd7z3OWSCmomAj8H3xr6dn1xBjpG0dSmWsbWxSlPsIATKTIVB4V9M0Uza3Nnf8WHbiWvoS4A+BA8BxUl752THG27rHfwEogdcAq6Ri4Rc+Wj3Mz3vRtdz40SMcuXPjrJ8rhcBojRIttmlQ0hCQmNzQWo/3ATqng0XHhRAIkXLPSXA7UGYZ0cVeLL+nZxchhKAsBzgH02nNwHhCEEQiEMnyjKWlMcOBBaodPZadKP79qwd5PAKv6G6POs9/4bVcfOkKf//mj3HXpzbO6rlCgEpRFm8tQQk+8L4NnvI5lwLgvUOIuAjCEBGAkGLRlRFCQCmFlKE3yu7p2U0IQW4KnGsYDIa0raUsB3jv8NYhMZSDAaNRC5zc0UPZc6NnQioe/5TDXHLZ6lk/N4RA29Z4ZynyHCUVr/2DG2maJEokhITkDgbQ3SeIMX0bF0VBCIF5VdE0TZ/K6OnZTURorcPawKAcIgTkeYYQEGNabDVt86jUhvZUW8D+A0soLXnL/7meD73v7LvtQohYF0AIlFTkJgPAO4cyEankIq8shFiYP3rvkVKhdUbTNIjQ4r1iNM4ZDDPms74I2NNzPpEShmOBQKKVwftIjIF5NScG0CajyAcEq1grmwff4SM9nh1/hV3Ej//s13HwwiW+8huexvNedBXaPPTTl0pQDDLK4QilM0KEqkp/oBSIZZeiEBA5peDnadukKredY86yjNFozEu/4dm88It2Vj6wp2evoI0gyyVan32ScHmf4Iu+Kl3RGpMnpxQh2NraXNSMppMpJ44f58TJ4ztw9PdmT62YY4z4kH5+6Vc/gZX9BX/ym+97SM99xuce4gu/+nJmdYMPAuFBIhd6GMiAkCLlo7oR7G3NDBUVQqRhkrpuyHXLsBgSI4ReL6On55zwFV/7WB7/1ANc944T/NUf33LPAw82vsY9j5fliKpyXSE/yScMhwOUzBDBMC4F800F3LQTp7BgT62YY4wIBFIbdJajH+Lk3Vd8/TV81cuehDQ5tQ0EafBSo/OCH/7pZyOkp+1yTyGAEAopFFJ2aQ0kUkryPEdKyXxeMZtV3fZ9nrmn51xQtzWNrfHxnj7jotR8z48+40Gfu34y8ue/3TAcDogxkuc5EU+e57RtQ11XzGYTjh8/zskTJ3byNIA9tmIO240v3Sr1IberSYXMCsaDJZa1Ye3EGr5qqGpLrnKUtIToO+2Le7oyIiGlMTpxbSEEeZ6jRU5mDLKX/ezpeVBe9M+u4BnPPchHPnSEv/zD2+93Ox8DjWu4+okFV151DcPhCkfuPIGUiu/5sacRxZxf/8UbqaszD4iEGJlOp3gfWVleJmgYj5exraOpWrQxrK4OmO4XwMbOnGzHnooMWmuUVl1vseAZn3MxX/Nvnvigz7PO4SNIbYhdPjkEUNKgtUbK1I1hW0fbWtq2xXZKckop8jxHCEFd19R1vejgcN4vFOd6enrOTFbkjPct88SnX8IP/cxzefl3f8YZtxuPl8iLEp0Z8sJg24b9B/Yz2ZowGOQ0zZwHzGnESDVvUEqxsbHBZDLh2LFjzOdzfAgoKRAisrp/yHf+wD/fmZPt2FMr5lf9p//Nv3r5M7n0ccu4aBHG84SnX8R3v2KMlIJykNG2DXmZ410q3MUoGK/k4B1+XiGEIouCJkRc8FgkgYA2BUIonK+TWaNokVIRiTR1RMqS6EsknqwwKOPwsSaIPjD39DwQb3vLLcync579/AuQKnD40iW+/Yeewmt+/oN8w3dcTgyp6+mD7znJ37/xDroLV2IUCATOeYzRON/S1PdOHT756ft41vMOMJ3OaWyDKXNiFFTTGTJqXOtQ0kKIZEqhVU6mPVm+synIPRWYP3XrMTY3JhysM1R0RDzFwHDpFUtorRkMc2azCYPRAKUUTdPSNh7nAsEHYnCkxXEaHImiuxHwPuJ9IIaUIolEfEhFhBAEznqMSi133nu8tAhSCqSnp+f+2VyvOX73hLZeRhlJPiy49PIx//Llj+M9/3icL/mqi/nHtxzjpo9tMZ2c3UKnHEr2H5KoLGC9RkiJdx4EFMUAREBKgRKS4B3TqkHJAZkxO3S2iT2VyoAuryxAaU2eZ+R5Tp4XDAYD8rwAxKKBPAXR9IcWUi5a4GKMSCkJISTdizZpLzvviDENmISuxWa7uLf90xi9aJ0jAv1Ydk/PgyNgY63hPW87vpDUfeJn7uOGj04QQnPbzfOzDsoAwQeatqVumkVHlbUWISR5XpDnJXmek2WGSMS6pCC505K9e2rFDJ1gvdIYLVE6QoQQPFlmyPOsWyk3aG1o25bWWjJTIKUm+LAItjFGrHVY64iiRUiZRqxFKi7GEECJxbBJUpfTSFUQYoMPHoFL2/X09DwgSgq0NhBTQNzusHrGcw7xsQ9tMZ+d/ZXnRZfmXHCxSYFW6+6q1+N8SK2sIa2WBRLvHTGC0gaJ7CQXdo49t2J2zuFcoG0tdd1ire2CbQTEoi/ZWpcCcCDdT1KJCz4stJVDiOkW0+qaKEhvqbiXkNH2N7zSEqUk2ihC8NR1hXX2/L0ZPT2fJiiluPgxy7zoSy8nhEBd19z88U2+9Ksv461vvJOtjbOfnr3myUOuekKJEILBcIBQsgvIKS3ZNO1iQMw6RwjpyyACzQ6PZe+9wGw91bxic2OTzY2N5FYgFUopOl17hEi/l8WQ0WiMEJKmabGtxVqPtSmdUZYlRVGky5zIIj2R2uDkYmUtREqPNE1DVc8X4kXbQvo9PT0PjLWR2TRJ54oIJ+6u+K1f+QRH7pjiw70/Q3kuWd2fsbo/Y2Vfdp99La1oVvZpylKlK1/nFguye1bCAiFVVyOKaGMQUjKvajYnE+aznTVk3XOpjLIsMVlGVBEhA1objMnSKrkVgGAwGCClxIdInmc4W+O9R+k0NFLX6dsyz3NCCFRtGs3e/qaNIiJk53yAoG0C4HDOJldtn0SQ9GBEUW6dt/eip+fThQ+/7ziTrZpv+LfXIEXGr/3i9QC85hc+ep9tP+NJy3zBl1yElJK2Cfz6qz7RDf+lAP5V33gxg5HFZIYQoWkbApamdRSFSZ1XRnf6NgrYtodLra+VDZw8ubaj57v3AvNgwGAwoBiNAU81nzGdTnGuZTwedZqsJZOtGfP5HCEUMab78nzIfDZHKUlV1URP8vXzafxaao3AJdU4QVcgEMTYAqlgqLRhXq0jiXipsLYXMOrpeWikhZN1Ff/uP34mP/VD7+VMfsYxQvCgpGS8lPMDr3gyQkDTVsRuEKyqG3zTsJ12dN6hpEIpA0RiAKk0jW2QRJSS2MZhTMbBxxzi5F07ay+151IZWhusDQSfcsreB6RQDIdDVldXUUrRNg5rLXleJHEiqRFCMZtOOXbsREplhDQw0jQNSmqU1GhtyLIcY1IFN039tWkARUTy3KC1ZDweYXLTVYH7PuaenofCrTdt8Ss//yHyPKcoCv7Dq56DUvftapJSIrXBR4F1ns3NSbqadRGhNC4EsrwgBLDOI6QiBAgEnEu1pcZZnHNIoRFKMq/mWGdRUjGbVVRNH5jPKaETsG/alqZpF/nkohgwnc5wNn0FF0WRVsFdnqmpG2KE4XCIlPdUhpU01J2+cjWfUzd1+uN6jw+pjU4bRZZpEAEfLCbTSBHJco3JdrYfsqfn/yVOHq/5+R9/L6lQb/juH3sS3/cTT+bgBcVim7RiTpO4s1lNiAKEwsdIXbU0jaVqLS4EAql1dry0hBAiLbSM6TQy2nu1vEohCTHSNr0e8zknhIi1gcZVmEyQGYP3nrquKcuc+XzOz3/72/nhX3wBWSEZjwbUtcW52Om0Sqp5+uYcjkdYa5FKU9cVxEiIASE9UivyXKXXay1adzln1yClwPmA0ds5rJ6entP52m99HO9523EOXTTkGc89hBCSIi9RSiHImM8mDIcDqqrmpf/6M2jb1GGltKSxDh88RZFjjEbnA2JVgQRl8lRElAJjFEppmqaBKNB50kxXyjAYjFFaYG1DUZTIKKnnLZvrm9hZvqPnvucCs1IaJSVKGZRKxYDUoxyZTufECN/9H56PNmCtZT5fJ89KBJKqqoBUALTO490MpRRaG4oi9VqG2BDxmDwjzwXeear5nKapCcGhlcb7Fu8cRqb2m56ensS3/btrUyowClb353zg3esUhWE0zokBhqMC20Z++effzTd/z2dijKZpPOVQIFRMw1shYK3vZHdTf3JTtziXxMWqpsIHi9ayGxrxWBcQSqUiv1LE6FFGYbRMn1fviVKwsm+Fwxc8lltu2FlN5j2XyhBCIoSiKAcMh6MuVeFpW0tRFEgpufrxhzGZJoSIkrrTcU49y/P5rEt5uJTL6nqUy3KIMWZxS0JHgRA9QoCUAu8tiIjzbUpv5OaMObKenj2JgAsvWeJv33AHb3797ayv1cQIUimyPCfL86Q/EwV33zkhK0paG/BIfJQIlYFKuWXXtbW21ifXeqGoG4cPAik1SpqU3gjgupa4tEaKZFmGkNC2Dda5Tr43tcNWVcWxY8c4eXJnpT/33Io5+NiNVCukEMQYFvKfTdNQliXT6QylNAKJkDKtqENI4tkxDaFkeYZSuvujha7pvUGbJJhvbYt1LUKA1mqRSw4hVYW1lphMIdWe+27s6bkPSgte+CUXE1FcfNkYKSRCgt+W0I3J3slaj9SaL/qKaxFCM68ntF1dKApBQOID+JDmB6xNnzWlMqwNFIUhy8tOaCyACDhnsTbVkLIsI0bfLaIcoPHBdTEiWU0109BJ/O4cey8wB99pXCRdC+d8J92putxS6rbI8zylPZRGCkUMKUccvMCYDCkVohvb3Na+aJs2jY0CbdsipCXL0r5F6vQhBI9SqUtje8Xd07OXyXPFM557EZ/1OYdwPvLkZ66SFwV1VXP14/eztJLjQ0QLSd3WZJnhGZ99aequCmCTLRG+a3vzISK6oTEQBA9SKEIQRGQ3bxCRks51KMUBIQRCCuqmxlrLKJdorbA2DYpprZGFQbjAaJQDR3bsPdlzgRlSN0XTNFgXCN52AvYZIkS2tjY4eMFBrLUopTDGYNvQbVPQ1LPFuLXu0iDe37OtNpoQU9VW61RY8FFgbUqVRAJ5ZpAIVB+Ye/Y45cDwhCdfyEu+7Eo+8qHbufzag9RtMje23vO05x5e1ICcDzgfoHU450GkuQBaSyDQ2uStKYgoqbqrYoXzIVnKIbE24nxDa2uMUUiVZBqU1skNmxTcEantTkiBVArvuu6qokTFgJ3trJTCnosK2iQnkRjuUX8LIVCWJURB21oyk7G+vg5E5vOKqq5ompa6bgghids3TbPoeRSk1fS2Ol2MYLTpihjpkmpbmU6IFIyzzJBlJq2ee3r2KPv2D/m8F13D0bsq/uh/3UyMkOcFSmliFLStI7XGSZrGQhT44ImINCQSIZIc6UO4x6EoTfI6tNYEwHbaNs4FYhSdYFGqGwklKQcl2uhTBMdMtwBzKCW7q+XAfF4tTJZ3kj23Ys6zAq1A5hLwzBpLS8vW1hbz+ZSyLJlXFcPhqPtDWkJIIkbWepqmoSgK5vMqNaBLic4KiNDaFl9XKG1RmSLGQNM2FPmoKx56CmPwrqW2gjIPC5urnp69yJE7N/mVX3wrAGWpmc7mLI+XWDt5kqIsMSajrmrqukGIlFYssuRS387muLqmtTblokOACLa1uLZmUA4xRc58c4vNzc10lauTMXJeFCgt0Dq5kkQcVVWzvLzUfa4BkRztmybQWpcWc07S1q77wtg59lxgns1mLB0YEJznnW+9ife/4xa+7tueSpnl5PkAkxuWxsucdGvUtmY4GhN8oG0s0VuUTGmQECw6KzBZBmFGDBatavIMhNIEJYhaoouIly3NvCKLS0g3hhD5zf9yE5/7hQFne3W5nr3LxY9Z4WX/5tkgLFUzY1pvpa6pYsh8WqFESVEOGY7GuJBWrNVkhtSKrCywsxlaa5YHA6ZbE5QQBGWYkWRCJxtTrPNIqVlaWkIpSdvW+NYSQyA4ifeWuq6oa0uZBZTIUULhbSC4iERS5AO0yglW0oiI9hK4ecfelz0XmAeDAcPBEGEcRVnQti3r6+tccNEhatsym80IMXLsePL6uvCCi8hMthDHXt23yvETJwnzeqG1PKtalHQoLbG+xdmGKBwyDxRDg3M1A5OjoyBTkv/872/m5PGWW2/8yPl+O3p6zisxJOkCbTotGaWS+UTjECLpIFdVhVQak+cMBiXWBaqmxhjDcDhkujVhPp9TVRUixq6o77p+ZIELntFohLUN8/mc1ta44MiEQsnUQlsU90wOaq07vXXL1tYEY9IQmMUTnaStBVm2sqPvy54LzPOqYjqLDJcMSikGwwGF2ccPfevr+Mlffgnee5aXl6nqOZubmxw/dgwhJMPhiKXREpsbE4jbYifgO5F9hCDLJSEIsAEfA5JIXc2ROISTvPLHPtXpvZ7nN6GnZ5ewndOV0iOjRGcGKXR3VQpFIQgh0tqaurXQzQfM5hVaWy688ELm04rZdKvLA/uuZjRESklZlgSRuqcmkxkQQAjyLCPLNTE6XOuI0XcSDKkGtG3cnOcZxqScc1M7NtdnVJVjc9qnMs4pSkmEEEwmEx5zZc7K/sswheMHf+YLaNuWyWTCXXfdRZYZLrn4MQzKkmpe0baW6WzG1nSKQCe95rJEaZNEj7xPwibCEQUYk5Hlkel0xtLSAO0lIaz38ss9PaciumncTBKtR0WDj4HRaImqqhbFdSkVymQ477tx6dTWurWxSVVVOJe0ZyKxcxtJH7Q8KxFaIpCdzk03SyA8SnetdDI5kmRZsppzzlGWJU0rUEomQwvb0tSWuqoBk3qgd5A9F5jzLKcsS3SeMxzmZFrR2obpbIP9w/3s33+ApeUlAE6ePMnG5iZN3SSDRuSiDcc5T2NblA/UTU3E0toUmJUCpSUSgYwwX5/ye/+t6oNyT89pbLuRDIyhbS0+RKxtMDpHSovWGQiZBIdCWAx9ZbLAWc/6+iZFUXJg3wHauqaaz1OnxfbiKMtofXLJhpymranrGkRAZxKtIMtyYtQ4Z2nbNj0OZPmIENSiPbYoCopDS+hQ4usCuK8W9LlizwXmpm3Y3LRE2aBk6BxHFOPxmBhgNErqcVU179riUk9yat9JE0p11VJVFda7haiKyQfkQeFDgxABY0DiMHHAn//WMU4c7d2we3pOJ4RA3TTkpWI2m+O7was8k7StBZEEhPIsJ0TBZDpFSIXshkeUUl0rXZOubJt20aKa7OFiJ48AbZuMVp1z+OjwURAzhdEKKfXiMy9l2p9UOWWZIySpUOgD3jaEIJHxvs4o55I9F5jT5Ypkc7oJeIZFSUaGKTQesN4RWzpJUNlpskoEkRglo9EI7yZdXqwbEJEKKUBqTXQWYiD6wNqJmne+aYvbb+6Dck/PmRBCdj3/GWU5oPKWpq4x1mGyHO9DN1GbkWU5mWkJpFHt2WxOmRcIZBIg60a3IQX8qqrJshydZfiYgnKMSdgo+m6MO8ZOliF5dW6nKLelPpOEqO+CvUpDYUjcDnt17rnArJUmy3Q3E58qtwtjVZFywmVZLEatQ+dGIhAIwWKU22SGLM8xOqNuK+raIaQjBIcQHhED0w3LB989O9+n3NOzKzl0wTJPfdoVmK7rKcsy5pXFZBnOebIsJ/jAtqGF6Aa0lExTuJPJdLE4cs6Tad3J+AasbReDIkLe8xmXUqGzHB0VyICUEYhJi0Mb8jwV9ZVSaGOIMRBOmfRVWhGa1Emyk+y5wNzaNgXRThLQWktVVeSxRJj0ral1+uOm+XmZpvVEyjVNJlvY1kMnsC9lmr1vmwaERUiH0QARQp9U7um5P0bjkosv3Y9Sirpu8SEteoajMbPJFHxAq22tmZSacM6BEIyGY0ajEcH5rotCLT7TUiaRoeTRV2B96rgIPqR9SYkWBoRHiACxM3kVacXctimoa709CahwLmmtR++xbaBtd1YVcs/NA2+LDdV1miZqGot16Q+e6YyD+w+wurqPPC8oy0E3Qp3+6CGkQgGAs3Yxlm1UJ3gfI8GnNEY985w82pzns+3p2b3cecdJ3vn2TyBkyhc7FxkMRjjnsd3Ys3Op/U3JZISaZVmXxpihulQjJAmEtm2ZTqdUVY21juk0+XZaa9Fa41wK/FWVLOGapsVZvyhAOudwLqRWOaW64C4XCpFCkDTVjdpxKYU9t2LOs5xyIFDeI0QkWE8kCdZvbGywtLKcinxKUdd10tLwsdPDyCjykrZxOFfjrCUzOdurbIFLDiYEbr+55o1/tnm+T7enZ9dyxZUHecGLr2Vzc4tyYKjbBvDMplOkVJTlACUl1lpCqCg79bfUwlYzmyVBsbquCc6jlSKS8ssxpi4OKSWBNDsQu+GTpInTImRcqESmoZTQjW1npPRGEjRKsgwBJZL+jYoZ+epwR9+bPReYlVJU8xmVnWKMwkjNaDRGGUXrWtbW1njclVdy8803pVWyS5c/UkmctcxdIM9zYkwOJ7PZDGM8UiSdbSUUKSESkSq59fb09NyXbU/NJMUZUMrgiZgso8wHtG2LBIIPCBGI84ooYHl5meDj4oq1KAq0VGgpO910t5j8G41GTGYzQgidiWuOtQIVBJFtneVtobGk/byt+Jjy0h6p0hCMQKJR5CpH6j4wn1MiMU0IyQKjRXqj8xyTZ4hWsbG1zg033IB3SVlu3779VPM5zjoykzwBvYsgRfftG9LIqIg4X6FVRCu48vFDXvZdl/Cbr77jfJ9yT8+uRIg0YRecYjqfMa8mmGGJEJLpdMpwOGRpNCZ0DkMhwtZ0gvUuLY5IgbQsS4zSbG1uUs3nmE4lbjKZUJYDApBlahFwjTEoBNYJIDkM5VlJ7P59KtpojEnFQ2c9rW9o5pHpyY0dfW/2XGC2rUVKSXSBpvFYL9iaTlhZWWHaVMymFRdeeCHeOYiRuqrwnbJU0mjWeJfcr/M8T5c+FPjQwinDQKGr5vb09JyZtLCRjIZDSqFRGqrYkmclVWeQbJsGow2DwQClFVWTuiVCCAwGA8oymSQTUldHDAGS+CeDwYClpTFV19tcVRXWtUgpkmN9tCgFRmu0UcC9nUlMpimKlNbwPvU3xyhp2pbJtN7R92bPBWZI+hY+BERMzee5SUWF3DsOHTwIUXL48GFuueUW2rbFWUfwkSwTDAYDnPUIR+esPSDg8IGudadzRlCCA4cF3/kT+wmu5TU/Mznfp93Ts6twzjOdTqGyuJicSabTKaNDwyQaptMqN5mrpgJenudJa9mHNAQiJU1sqGZzjEztcda2tG1DluWLLgvvt4uIWQrKISw6LpSShOBAxK4LK2lmZJ0ms7VN93sGXpNLzUAfBD6xY+/NnuvKiDFS5AVFni+qrynPJBd/9KNHj1LNG6bTKdZ6lpaW2b9/P1pr5vP5oogQY+pnnFZz6qYhdPY2gRSklVGUSxnL+wu+6QdG9IbYPT33oLrgJ4RYdFcopVheXUFpiQ+OosgZDAfkeQ5CUFVV59lJZ3osKIoCIQXpkxeTx2YXoDc2NqibaqGDobTqnO2TSJFA4Jynqmvatu1y1H7Rx6yUSkatcK8ctNY7Gzr3XGCGZCUjpOSmj5/kza+/gdFwRAjpGxhSUeL222+nyAcE71lfW6eua7Isu2ek03uMNgslqizPKMuSPM/QRiO1AikIQhAkHLgw7+NyT88pxBi7nuQhZVlS1zWj0Yj19fUuhxyTESrJKHmytdWlE2JXzMsW6nR556DtnMN5hxBxEfB918d8+uuGbiXeti22tQs3o+0ADTAajbtif8Rah7VJu/no0aM7+t7suVTG/33du3n28y/m8GMG7D9QkBeHCDpiMoWrk5KVVoqLLrqIE8ePMRwMSFXbQF3Pqes5REGIEa0lwUfw6T+KDQElI0LH1GInQMaM6CVKRr7gyw1Ke7JcJHNXPebG6y3Xv296vt+Wnp7zRCQSyYzCe9Jk3cJDU9G2DQ6HkgqEQESBRGF0jm0twkt8EzAyx0lL9KLT1ZVoFVFGszzMQQbmdsowH5LplKO2LSghk7Sn0igVUSa5FQnpqGczjFTgBTJqEAGpPCAoSrWj78qeC8wfvO6TXHXtkMMX5xy8YMAFl2XYaMlNQSSyubHJ/v37iSFgjOnGsz2TSbKeEiIm30CXms+NVri6xceudzKm9h5PgNAZsgqF9zVP+awcnTUMxwbXBjIzYD5p+sDcsycJ3So0Soc2oI2kaWvKskRKQVHmVLMajyc3BbnJmM0qpFQMyhFr1RrRgyc5jQgUQkSc9whAZwaTZQgT0XmSFnXBIgQooTHKQAiIkOpMCIdWEWREqgDeo0TSxlAy9VAH4REa9u1f3tH35qxTGUKI5wkh/koIcZcQIgohvvy0x4UQ4hXd45UQ4q1CiCectk0uhPhlIcQJIcRMCPGXQohLHuG5PGSMMZw4VnHnpzZp21QocM6CSLkkpRQnT55cFA6apukEUCLD4RCtzWJcU0q1ENLWOuWkEHQeZElURXRj21obpFIIJFJpRJ/c6NnDxBgWUpvb+slNc2q3g1jUgaQSi3qQ9x5IKnTbGYrtHPV2esI6u9inbe0iF62Uwrapq4quyOe9p2m6z3lrcc4ihWA0HDAaDbvPtkJr2YkYgd7hyb+Hs/ch8EHgO+/n8R8Evr97/JnA3cCbhRDjU7Z5NfAvgH8FfA4wAl4vhNjZ64NTeP+77+I9b089xm3b0DYpOF9++WMRQnDw4AG8dxw5coStra1u7j4ny/JuEiksRkDT6KgjeE8XibucVhrjdj6ilEYoTUQwr2ukVGytw9Z6P4HSszfZ7n7YntJLxIWtU1PXaK2QUiRZz6qiqirm8zmT6RZCCLLMpCGQzpZKCLEoslvraNuWIi8Xo9l5niNVkvVs6mQPp42mbZvO9y+5YBulKfI8aXEAUoCWAq0EzrWsr53c0ffmrFMZMcY3AG8A7pVQ734XwPcCPx1j/PPuvm8EjgJfA/yaEGIZ+Cbg62OMb+m2+TrgU8ALgb9+mOfykGnqGqXBZBnGKDJTMhwMOHLXXexb2YeUsH//Ptq2YWVlaTFFlGUZs9kMiLTdt3BmihR8ne9EUcAogVQ6iaN0M/9Z3gkh+YhtPVpH3vY3a3z0g47B0DCf9aasPXsLrTWDQYGLHiEDMkqKvKAsczY3txiWQ4zJAAFBEFwaDhuPy1QAlCwWSXBPl0aMAds2CJEKfYPBAOrkA1hVFQTIMo1CEKPveqkH1JVDyUhuMjKtmW5tUuQO22z3O0tciKyfnHH3HdXOvjfneH+XAxcCb9q+I8bYCCH+Hngu8GvA0wFz2jZ3CSGu77a5T2AWQuRAfspd49O3ORtC9Lzgi65guDxAmnSplBeGpz/96dx+++2sru7n/e9/f+qw0JqqSt+i4/EYYwzORYoi6bbGIJIBq7epPzoGjBALIe/oXKpFCCjyksbNyUygqmu+6KUX85XfcDHvf8cWv/uaDz2SU+rp+bRju6NCYAixxgdHXqQ21rLIyTLT9R9DZnKUEFjbMBqNGA5HHL37eNcW57G2ZjqdLjorjDFIrSgHJVtbW+hMMSyGCCFofYuSChEjwXu8j2RGp4GVgUbpSGsbqolFixxnLRJN21g+8sET/MUf3Lnj7825DswXdj9P7yU5Clx2yjZtjHH9DNtcyJn5EeAnz8kRAtoY3vi6G1C54atf/lSsbdjYWKdpjjKdzBmNRlxyyWGqKvU/jscjJpMJm5ubyXtMSWJMLTxG54tGdRk1SgeESKPaCBBaI7tpIustUhm00UnVCkFVN1RVr0LXs/cI3mNtg8olQih865FR4GyD946wMEgVKHVPWxzAfD7vFODSxB+wyFVLmYwtpJAYlSG0YH39JM45VldXaeqatm6IMWCMQorIfD4lLyTaZCA8wTp+49W30NQ3n5f3Zqcy2KfPIosz3Hc6D7TNzwLLp9weUaEwhKQCZ21L01ZoLVlbOwlEHnPZJWxubnLTTTcxGA257PLHUg4HNN0ffVt8e3t0s27mxJjU5YzJ0EoTARd8mq93Hmcj87plczLFemicIxsMQGpqa7F+Zx13e3p2K0KkvC0EtE6DGynABubzGdoYzLbjSFe3WV9f55ZbbkEqmM1mlGXOcDhgZWVlcVUbYhqjtk3D4QsvYnl5mXpesbG2jm0tRZGzvLSEMQZiYDQaEJwj+oBRmv/6ipto6vNnZ3+uV8x3dz8vBI6ccv8h7llF3w1kQojV01bNh4B/OtNOY4wNsFhWnp7bPluM1iglcTFgbSr6jcYlqysrzGZTVlaXaN0hNjc3uOOO21FKYzIDIuW0bOu6BveS4XDIdFYRYgC6NrlOgFtKmVrrhKBpAiYfYv0WInoiDWU2Ii8GFGVfAOzZe0gl0EYSYsu8mgEO6QXGGObzhsFgyHS6hVGGIitpmjnWNQyHA8qyZDabkecFm5ublOWQqqo6I9W48O3z3nP8xAmEUCwvrxJjGgOfTT1aSsoiYzTI0SqyUVl+5zWfQNC1Qp/P9+Yc7+8WUuB90fYdQogMeD73BN3rAHvaNhcBT+R+AvO55vV/9gmue+ddZEYxKLIUKGNgbf0EWkuOHr2bX/+5d3HX7WsURUGWGZqmZj6fJkH9LOt6nEu01hRFQfCpf1JJSZZlnd1NastpGovvOjMyMyAGmWzTVXJJkGJPDmD27HGShEHKB6+srJBlGSIGjJaUeUamNJlSBJeK6qPROAkQAZdddhnj8XhhAbe5ubFIYyQ95u0xakFbt0w2t6jnFcFHjDaU5YAsN2gtESrp5wyHo86d5DxHZR7GilkIMQKuPOWuy4UQTwXWYoy3CyFeDfyoEOJG4EbgR4E58AcAMcZNIcRvAL8ohDgJrAGvBD4MvOURnMtDZjZNHRAfeu9RTKb4sq+9htmsYry8QgyRAwcO8HXf9mwGyxLnmkXPMgjyvCSEiG3axXh2U1sEAiXTfH90aQUshOg8yjQxBqRQeBfxPiJl7HwGQ7fa7unZW8SQ+pidF6gMstwgNUghyPMsuYXoDClBKYlSSf6gbZMOurWWlALR1HWzyDk3TU0ISQ50OBiijWI8HC1cSKxrCcHiXcB5S1W1bK3VvO1Np5e9zh8PJ5XxDODvTvn9Vd3P3wZeBvwCUAKvAVaBdwFfGGM8VV7t+wAH/Em37d8AL4sxPqrX9BdftsRnPvswSe4vOZogYf++VWbVnBACQhqCD4sgLES7mNUPIa2etTYonca0rW8JeJQWnZO2QgqN85YQ0qo6hIizgaZuiapNrXY9PXuQGCPeBxQCKVMNp3tk4eUXo+hcr+edkFBgfX2d6XTatcilIa9t+6ikj+EW7XO5ySFG5vM5jWto2ooYPVJ4jE4LqBjg7jt3tgXubHg4fcxv5QF00mK6hnhFd7u/bWrgu7rbeaOaOzbWKh571Si15rjk5yWV6Hy+UhV4Pkvtct57YkwSgNtaGJC+zZ1PvyipECKgJAgJISQtgOADzqXLtxgEPgac9cjg8H1g7tmLiO16Xuw00iPGaGJk4VodQux8jT1N1VLXFXkx7Lz4RBfYXRLcD0naM8syYtRdMK8QQlDVc5q6JpLGwJVKn8/tjipjdpc6xe46mkeZW29c541/7jAZXPvUA2TG0NiW6XRCWRZ4H5MEYCcj2DTtYrooirDIbxFV594bkpSgCMToIIK1HqM13m/P8us0BShSJ4dWGiH70eyevUgEkRYu6WI5UhY5IYJWCqlS2sJ14vdxOyedGwbDQWem3BKC7zw6k3SCMRlaJ69A7z11VVFVNc56ykEBImBySQgNBEsk7LrP4J6vOt11+4TX/t7HESIyGg2w1rK1tUWWGYSAyWSyCM5CnDpdtF1cSF/vp/5ZffBd6sNjrUNKBcgk3C01eZYnTegiT2Pe2pyXc+/pOZ8kZ7a4cKlWOk3XHr1jDkjktr6FTtZOUgnKwTBpW9g2FQu3h1SEwNp20Znh/D3TukVRkmfZ4jOaZxllWaRVdvR473jwbt5Hlz0fmIEk8ycEbVuzvLxECJ6VlRW0VuRFEte+Z/7eUlUVbduitWY4HGKURksBMSbdjbZOjggxEjun3iS4kgRTtDJIoXCtw7b3iK309Ow5ROwU4VKgdc7xh//zA0wnNbLz1UzB23c6y2mQ5OjRowvhotQB5VBKE2NkXs2ZTGdUVd1N9eXkeQFA27RMJltsbm7SNBXEcB+fv93Ank5lSJl6KdO3ZRLKr5qUS97c3GAymQBiIaSd1Kk6LdfgFkJGznqqukKb5DV26re4OmWev60t0ceuQOHRUqOoqKud9Q/r6dmdpM+LNhqjUuup95Yf/fnPp2laynLAseMnqJsWrXKcs6yvr7Oysg8pfVcDAmJyIdm3b8TS0hLT2ZS6qXCtY2NjA9farq11gFLg5sld25ikJAkp8O8m9vSK+TOfu4+XfstlSYC7c+YFmE6nSewE7rGZ6QJtcjMA3Y2BAuSdYWNR5JRl0aU7IHiH1oau2QMhYGlpeeErNh6NGJQlu+0yqqfn0WC7BdW2ljzLF3Ztk8kU75Mn32CQbKWUStZv4/EYKSUHDx6kti11XRNC6rg4fvw4x48fZz6fI6VkMCgpioLxeMzq6ioxpkXRvn37OHjwIMPhqNO0iey2UYI9vWK+7m1rXPe2NQC+66VvQirBq37/xVxx9ePYms4p9QilFPPplPnc4YPD+VRs8N4hlWHfwUMsLZdkRwUn147iXSoQSqHQxiOEQ7KF1p7WWlQ7oG0VUits8AhaUH1g7tl7fPz6o3z8+ge2aHrpy57AU55xCVk5wqNonMDagPOQ5QO21QyKokipxLqhci2tiKAFq0vpM+yco57NKYcl0QeatiHgybICo3K2Tmw+Cmf80NnTgfk+RGjbmq2tLfJywGRrzokTWwyKgsFgwPHpCSaTCUVeok1OCHD33Xexsamp69nC9USpJCfofQt4pAq46DEiw7nUBy1IylaZkd2Ku6en53T+9Hc/yvHjc57zgiuIYlvpMWBbR13XFFmZDC2ahjSnJQg+0rga3U0BtsFC6HSeXYubBUwmkVoiRBru0upRk4J/SOyyBfz5JYTIT3/PO7j7yJFkeR4cQka2JltMJhOyzLC8vMzy8jJZrskyjTSS6XSGkHQyodt/4NSbmeV64cIAqcVOStFVlIEYkbux+tDTswv44q+4imd+9iWEEJhOp5w8eYKtrS2GowGrq6sURUFVVQtdDOd8Wvh0jtrVPKUkh6OSlf37GAyGaGMWQdlZy00f3+C1j4KU59nQr5hPQUj4tz/8VMqBIkaHMYrLL38ss8mM9bV1rHU465hXc6azOUKklISMEds4fGiSPKGRqSG+rTER8kKjjSL6ZI9jbQPo1OfctrR1X/zr6TmVr/vWa/jrv7iNpdUBw6Wc1kUGsuTw4YtQKumkb063yE1qe7NK4axLfn9SYKRKg1sxEoKjaVK31LaEaPAO62q0jogoqWZ98W/XEgO85S9vZXk84o9/9QMcP7KJc5Y8z8iyjLZpqOsaIQVlmaOMRIhIkefdaLbuRka7Nh4lEbLzKBOQdfsJBGLwCALBu0XbT0/PXuel//pKvvplj+PQxRqlYTgesbJvleWVZYajAUKC946mqXGtTS1vkIqERZEspqQkzwx5npFnGTFGqrqmdXZhaCFV0nk2SpHtsqk/6APzfbju7UdxruWSxy5RlIqTJ44zmWwlZ12tUFoipUAbhQ8ebdTC6SSJpAhIU6Sd/5ggEmk788cQUypDCog+4J0l9HrMPT0AHLljzmc8aZkgHCFGpBQL7XRnLTE4ZDdWoLRKejZCLBQftdZopRdi+UorijKnKHMGgxIhBc47jElyC3J74bTL2H1fFbuAt7/5Nj7nxVeCEGxN5tjWJsnOzBBjTELepIEUbRQxBIL3KKmIWhM7TeYQkwB4JDXFK1knG/TUJZRm+73fdT2UPT3ni394812MlhXXfubqQjq3rmZMp3Osi8QYUFICkqLIaBuLEHQ6NvcMiwTvaeoG2zaURZ7u74K8kGLhVn/8SM2tN22dz1M+I/2K+Qy89rdu4YPvupPpdM5oWKa5+7bBe8v2zH4kCau0tqa1yfJ8e6Q0OfuqJMwC+BCQStJ2ovwheJyznLi7YbLuUbtsTr+n53xxxdVj3vBnnyLTBZdftcrWZsXG2hxjJEom96G6nhNJtlBaSoRg8bmKnVLk9mfMeUfTtkxmM2bzOS46irIAPN5bbr95xofeu7ta5aAPzPfL77z6o0zXLUWRURQZQkact2SZYTwegQgLndiiSJdE2/5kQsi0sraWxlqQguFwgDGGLDfp0qxt+OA7t7jl444869vlenoAvuJrL0cpwYmjW3zBFz2W6997J+966x1okbO8NAICMbgkFEZyDRJCICSYzJDneZfOUAyGA1ZWV1hZXaYoM8oyZzAoyIsM61qsbXetHEKfyngAvLfUzRwpMoSQSS5QepRKuq/WWpTWNE2DEKIbtW4J0YHsJAwlqQrcaWYIIRiUJdVsk+e9ZAkRcq6/bnq+T7WnZ1fwyp9MbvH/41UfX9z30Q+dSIH6yy4lesvy8n5s6wk2UJQZdeXQStHUNc55pBBJbtd72rZlNBoxnU4IMcn6bm5u4F1NmYldJ/e5ze48qt1CDATnKIcD1NIoaTK7JAVqjOkctMcInwKvdy3Ot0QiUpPkBGNYpDOCBREUo6HGG8P//eOTZEaxenB3Nbf39Ow2PnzdCU4en/FlX/8YlIJj6ycpixGQFB6zPMc7T9O0KWXoLUJKYvTMZhOkVhAiWW6IsUWhyXRyvN+N7M6j2iW86kc+wM0fnaB0mrvfv29fN7efcsmDwYAsK4ghIpCEEJGy09UgSRom89Y2KcnZJKayublJFBEhJYPhgOWl8fk+1Z6eXU+WGw7uX8bZmsdcdhghk5lyqgOJrkc5dU0JBUJ1k3/OsrSU0o/BeTKtu98jTdM8+AufB/oV8wPwfT/1RA4/dsh0axMhDEKkvsgQWnKds2WntHWDJIneR+FQOokVOQ/CeQQKpZPzr238or1Ha80/+9oDRGfIzDKXPPYx/Leffvf5PuWenl1L6rSYgTB4V3DJpYfZWJ8ikTS1IwaLiJ7BsERmIzY2NvDBsjxcIsbIbDbHakWeSaLz/NNbjvLh63aPz9+p9CvmB+DXf+7j3HlzzWBQLkZCY6Qb/XRY6/E+EiL46Glt211KtYveSK01mTYIkui31hqTZZRFQV5mqEzROsvWdPe17PT07CbuuG3O7//6rQwGBd43HD9+lBi3uzAsUtB1RKU2VYRAdaqQJ0+exBjNaDwk4ju1SMkurf31K+YHYjZNDtjOJYuaGEK34lU0dcXSUvomVlEms1WfdF1VTNNHQkggiX2LAAGHFFBXFSE2DIdjTF6QF0PGfTajp+cBCT5SzT2Z0bhoCcHiUAzyEdoEiKltrrEtwUe0TgYV3nuapqIoijR9q0eIsLuHuvoV84Pwhj+9lQ+/5ziZ0SwvL1GWBZk2SaAoy5LlTddtYUzy8NNKJ+dsqZGIVB1uGmybBPPLosT7QIiB1rbJ/Vfs0q/unp7dRIzMpnP+92/emCyiigzvLVol67csMxR5hlQSpZOxstKSclAiBMxnM5RUeOd25cTfNn1gfhBuvXGLE0crtNEU3Sx+0zRkWUY1q5BSdQ7aaaJIIDrd+5i6OnxYiH5vB3MECJny0lJKrLNU1fx8n2pPz65nNnX87Rvu4PIrl/nb138KQXK51lJitAZiF3BF53Cy/XmTnZN2oK6rXa/q2KcyHoCnPnc/MhPsv6TAeo/3Fa7xtPOKj3xgi8uu1ug8x4okei9F1/CO6HLRLulpaIlEEpEoqRBCooS8R39DSXwI5/t0e3p2PXXleffbTvDFX7nEO996J6v7Bxid8YSnHMIYxZyAcw1BRqTSC2ldYwydYDN02hpK797wt3uPbBfw4q++jHK/RMiMxllsVSFsRBP42HV3cdW1j6GtZgwPXIjvHE6kAKFBiEgUESUlWaYJLtA2yTU7zwpmnaGr0anTo8j7VEZPz0PB2cBf/tFNALzhz24EQAq48tpVtBYoFQmhRcSIsw1GaZbGYzY3NxFCMBwN0Vj2H8pY3W9YP2nP5+mckT6V8QAobRgMhoyGQ0yWJdfrGMhyxdd8y9UomdIbB/YfoChLtFIoqQDR9TRLssws0hgA1iWZT9/dYowoLXdto3tPz6cDr/ujj/CR9x9la91iW5BKoY1GiIgPvlOeU5RlCTGZKD/5GUs85Zkr5/vQz0i/Yn4ArLXkZgmpMqIAMYR6UhFDIM8NLjRUTcvdd99N3cyQIhKJBOsJoSX6FpFLyiynadPYthSS4NtuKilQ13MkAufM+T7dnp5Pa97wurR6vuYpSzznRQeJJJkEpSMbGxvUdU2eaeZVhbcVw1Jjst35uesD8wNQVRWTyRYxGpQwqJDkAhGpiOCjIApFay1aZQhhsdZCCEiZtoudnVSIEe8Dhc5BCDRJgc46j3MNzu3eQkRPz6cTSiuMMXifPDjz3NA0DdPpFDEq0RKM0ekzuksziH1gfgAuuuAilLRIaTA6p60aUIIsy5lO5sQAQkguOHgoBVc7p26SlY2SQFQEV1PXNVIovLeE4MhLg28EUkYGgwGKIfONXfo/pKfn04w8z1leXqZuGspOJD/PczY312lszWBlTKYMwTe4XaqF3ic2H4DZbIZzlghIIRc9ykYbxuNlpDHEIDh5Yo2NzU0m0wlN3bLdqiNEGi5JxquCrMiTjVQEpdTCLVvq5Krd09PzyLFtw3w2wdqWqp6jJYToOHzxhaysjCnLHCFF0m/epYG5XzHfD9/3H69i3wFNMRwDCms9IUS8j2zWE5TMEUKw78B+1rYmiBCx1mFtQwwaJQzWJqNVITMEEmMMIXisaxEyEmJgXs0hBDoz356enkeIlBKTGYwQZEqitGC6vtm5nwisbZEigoCnPWcfz/zsg6yf8PzPV99wvg99QR+Y74fRcoEQgmN3H0PrnLwYIKLCZBlNa5nPptS1R8gWfCCKSGZypARBWEwElmWBUoIYoGkaykFGjKkjQyiB9xbbRqztpT97er7pe6/Ce8+f/OZtzB+mc7VWijIzWO/Jiwxna8oy5+abbuLAgX0MBzl5luNkIBrLHbfOecdbj/PdP34NTZvsqJaWlvjVX7iBpj4/8wV9KuN++MNfu5XNk57hcESW5cQQk3CRc6nz4pS/V2ZMp4sBStwzRCKERMgkPbjNdgud9w6lkpzoaDRkMCgf7VPs6dl1rByApX0B8YgiU4SYBr60ihitWF0asjweIvA41zKZbDGdTnDdwmhjvWFlv+DgBYYLDhe88bV3Ydt7B+UnPm2J57/44CM6v4dKH5jvh5s+OqGaOYbliDwrICRB7mT4KFBaLVyvUw4aYgidVU0keT/Kbgow6TILkXLLTVPTtg3eu2TIussFVXp6HhUEKC2o5tNHZPl0+y0TrnvHMaSIeOv4yz/8GDFYlpeGFJkhzwx5pu/ttdmpRnrviDFw9RPHKJUef/bnHeQxVwxZO2E5csejk3PsUxn3w3O/4DCDgYYoIAAxCXGHEIkRpEo26E3TQoxoLXAxCROJmELz9iy+IP0MIRJCwDmHNqYrQIRORrTvyujpKcuMf3jv9D6r1bPh+N017/2n452d2xZve/NtvPjLD5MZifOBj75vjWrmuPgxmhAcH/twMmMVgtTaGhzP/NwV3vS6I1gbufoJQ5ra8f53PnrazX1gPgPXPmWFL/uaq8hLQz2v8T6lIISUNL7tdC0kzrUpYAtJlhuwabUMEgEICdFvixcpqqrBWpt+N0USPVIaSYb3u9NJoafnUSPCJz8+5z3/2OAf4UXk2vGWt/zVESB9Dq9/31GEgIsvM3zq5g02N1qaesDa8Yb3v2udlX2GT35ixsWPTTKhdX3PyrhpLfsvUOw/ZDh57NEZ3+4D8xl42fd8BnmhUFIzmU+RUlEOBwTAdZc7QqR2OGJAdHZSUkpElAuh7vTt61EqCeYbE1JnR/C40KCjosgLVGYQoj3fp93Tc9753V/95DnfZwzwh/8jaWu89OUX88zPPkiMgb9/89185P1ptbyxZvnz3z3CS7/5APsOSpy1XHjJgLaJFMOMZz5/RDHQXPePWzgLx4/urBqk2K323Q+EEGIJ2Nyp/f/i730uRIkIhhPHpwwGJeOVES54JrMJ09kcKTVtEyAIpFQMhwXz+SYRixCREB3BNwTfYDKJVgZrPSZTOD+ltZvkg4LBYIVMj7njZsev/fQnduqUenp6HgJKwff/1MUQC8bLB5BSUTUTikKnxZfQHL8TXvkT73gkL7McY3xAy6J+xXwaSguUyfA2YF3gz3/7Rq558iGe/4WXI7e9+5wlOItSOUKAPmW0M4ZIFKHr3Ej5Yx1TjrltW3yA0bhAyLobQkn3z6s+ldHTsxuQ0vALP3wzUqbV+9d9xxVc9YTlVAsKyUVlp+kD8ylICT//W09HiEg5GOFkRCqFdx7nHcZkZFmG1op5U2Odx6gMozLatsZ7h3MWIZOtjTYGrSJKsTBh9d7hvSTGiNZJna6pJVU/YdLTc97xHn7+h24F4D/8yrPROtI0LXWdzDFu+PCE33vNzl/Z9u1ypxAC/OA3vJfNrQmT6bQbn468/k9u4PV/fAOxC67DwZDRaLjoT97utPDOY53F+4BSirIoKMuykxzUGGMYj8cpNy0Etm3Z3NxkNp1iTP8d2dOzm/j33/4Ojh1JueSyGGBMhnukVcmHSJ9jPgUpBf/9L74CVOSTN97GRRccRgbN5sYEoQTj1RHOeba2JtR1w2wyJ8syikGR0hTeE2KD0h6TAcHhXCAEiDFQNRuEOGN5dcx83mJ0QVGUKCW565aG//Xzd57rU+rp+bTi+1/xGfzST91wXtpHB0PJt/zAAXSRUZYDBqMDON9Q1w3j0QpaldSzwK03TPiNX3r3I3mpB80x9yvmUxEwHGccP36cpaUl5tWcjc2TmByKgaGuaqqqBgR5nhNCYDabMZlMsNZ1XRrgnKNpmi5Yp/9gQiStjCzLkoi3VguBfCklcbfqD/b0PIr89q/cct56+qt54A9+fY0s84yXMvJS0DQ1g8GAGKGaz/nE9XfzZ7/34R0/lj4wn0qEzc112rblD37leqYbDiQIITqluJS6qOuKzc1N2rZFa01ZlsQYu+KeT9uTWuuc80ipkFKidfoZQkhGkVnKWW8rzfX07HVOHj9/baMxwtpxlwr8tiGEQFGUC1GkvChwDjbWdr4e1Afm03DOMR6PuPrJywzGGWVRADEV9QQgAsbolMIoksIcpFHr7VyyUgqlVPdv2Y1yp8ArpYAYUTrpaYQQ0ry+7bsyenrOOyINk73u945C1MToKYqCzCSx/ZX9ms9/8eN2/DDOOjALIZ4nhPgrIcRdQogohPjy0x7/re7+U2/vPG2bXAjxy0KIE0KImRDiL4UQlzzCczknJD0LwZOetQ9lHM47rLNJMlArICJEskwXgsWY9jYxpja52G23rcmc9p16nrvaX9KDjQHVraZ7enrOLyHA29+yyXvfvoVSWWp77TwC26ZheSXjmicd2vHjeDgr5iHwQeA7H2CbNwIXnXL74tMefzXwL4B/BXwOMAJeL4Q479FJa8V0OqUockJwNE1FCEnCU5CETlrbEoLHOQuk1XDSu3A45/E+dJoa2wGZ7mdESoFM9iZdsTCgtOy7Mnp6dgExwJv/Yv2euYQYmc/nzOdzpFK0reSmjx/f8eM462gQY3wD8AZgcRl/BpoY491nekAIsQx8E/D1Mca3dPd9HfAp4IXAX5/tMZ1Ljtw6J+YtBy86SNtYtuxWp0IVaLYV4aKjyAZoo7pVb0SINIotokJ2vctEiJ38p7UtBI/QjlwVBA8uBpyzhGCp6vp8nnZPT88pXPLYgltuOEE+mjMej5FCo7OcTx7Z5M2vv2nHX3+ncsyfJ4Q4JoS4QQjxP4QQp679nw4Y4E3bd8QY7wKuB557pp11qY+l7Rsw3omDDiHyS694N8Zo1tZPEmNEKvDBEYIjyw2r+1YZjUf4YNHGsP/APg4ePMhwOERJ3QVoiRSKGNI+pUwdGQiB9ymQRyLKJG1mbTRC9sW/np7x8u64cnz5dz+GP/r1j2NrTZHlDAYDirxAG0lR7vyF/U4E5jcAXwu8APgB4JnA3woh8u7xC4E2xni6ht7R7rEz8SOkvuXt2x3n+qAhSXn+4u+/AKOTZ591DUVRUBQ5SgkESY95NBohhKBtW+q65tixYzR1Kt7Z1jKZTJhOk6asUqqr7qZioTGpOHhqrtpohVa74z9kT895Q8AP/uy1GHP+HeP/4/ffwL/94SeSl566aajmFRubG6wehJf8i8fs+Ouf88AcY/zjGOP/iTFeH2P8K+CLgKuBL3mQpwru30z8Z4HlU247Xij0vgUidT2nbRuatmE2m1BVM9bW1lBKkec5k8kk2UgpgQ8WY3T6di0KsizrTkzhfXJAEUJS1zUhRJRMLXhN29A0/Uh2T4+Pu6ej/z9973XUM02eFQwGQwbFkExlaJPt+GvveLtcjPEIcBtwVXfX3UAmhFg9bdNDpFXzmfbRxBi3tm/AZCeONfjIN3/xG5jP5xRFDoRuAASUkiilqOsKISJ1XeF8u+hh9r4TNhH3jGg75widTGjb1ou2ueBTN0aqCkZCcBy+dMgP/sdn7cRp9fR8WiCAwWDwQLWrR52iKLoZBYtSiqXlJZbGO5JJvRc7fv0shNgPXAoc6e66DrDAi4A/6ba5CHgi8IM7fTwPRoxwyaWXMJ/NGY1GrJ9YRyuN1Jp5VYMQaKWpQ5P6Gg+ukrnQrYhDN+mXWuvKQYGzEaICYYnC4aOFzjq9bWoEBUVRcPKumv/1c+8936ff03PeiBH+/be99xG5l5xrnPVkWcHaiU3+8U138K63nrxXe+xOcdaBWQgxAq485a7LhRBPBda62yuAPyMF4scCPwOcAF4LEGPcFEL8BvCLQoiT3XNeCXwYeMvDPI9zyubGBkvLY6rZjKXlESGA84HR0piI5MTxdYbDISGkaT+T5WSZYWurIQSP6FbZMcY0RdQGtM5wocJbh84VWhuk0MnFJE2u0DY7LyfY07ObOV+u1PfHb7zqYygtCT5QzR1N8+gc38NZMT8D+LtTfn9V9/O3gW8DngR8A7BCCs5/B7w0xnhq+uH7AEdaMZfA3wAvizGe18gkJHzrD12FtQ11bRAiefJlWYFwnnnV0ElfLCyimrbBB8iybmgkBqJzCBlpW7Btg5IGbdLodbL/i4BYTAcKQWdX1dPTs5v4gi+9iKWVgrf/zd3c+NFNrrjyAE95xiW89o8+sKOv+3D6mN9KF17uhxc/hH3UwHd1t11DDPDefzjJwUsNS8vLtNYipGA2mzGbV1gXyMtB0rtwkbquyU2Bc20SIoqR4ANRBIRQSCFwzqILg1IKH7spwbgdiB1aG5QxZMac79Pv6ek5jUsvH3PwghFKarRWaJVz8aWnl8fOPb1Wxmlc9/Y1Yoj83V/dwcZahbOWpqnw3qFN0lT2PgkVbWtiZFlGWZZpBFuC7lTjhJRorQnBo7XGOUfbtotRQO986uiQyRmlp6dnd/GefzzOZDPQNoG6dsmVyO28JnMfmE/jKc9aRhvFsTtmfOS9a2xtNMQIxphFB0aMEEkOJEAXoGWnnSFROsl6aq3J82xRZfZdN4YxGikVEbqpQdH1Nvf09Owmjh6Z0zaBT1y/wS03bBFCwNqdd8ruA/MpCAnPfeF+tIx8zosv4R/fcDfH7kp/BGcDtnFUs5qyKJBS4awlBI91DdPZhBhDGssWEqUzsrxAKkU5LPHRobSiKEqyLE/TgaRAXs/g6B2Pji16T0/PQ+dF//xi9h/MWFo1XPzYEYcuGnVaNztLP252CjHAr/70J/nRn7+CX/qPH2M+C7TWoeRSanFrBDLI5PuXeWo1x+SSwcgQEcxmIKxGaQ3SUNlAGx0aj840KkpMzPE+EkPAKIWvIh949xp/8TtnbOHu6ek5j+SmQCjJZ73gIM954cUsDfdz5Nadl+jtA/MZ+Jkf+uTi3yIK8qwgak1TJ2eSba0LKSXWeqo6FfFi9ITokUGihEAZg/ca7xuCJT03hIUNlVKSf3rzBn/7F+fcJaunp+cc0NSWra0JgQhGMZ/Pmc13XnCsD8wPwv985fUkfSW45sn7+frveBJVPScK2JxsMRqN8DYgRdLE8N4jEITokGggYm3DPLRYZ5EiTQlqlTQzdtGQU09Pz2n891/8CC//3idyxbWrgCY6RdyNAyZ7lWd//gV86UuvQMmIEJGmbVNKQ2uEsMkmymS01uK8w1mHsw11M8d7y3j/CO2grpIA96AskRG+4MtzXvxVF3HnLZb/+u9vPt+n2dPTcwrf9WNPZf8FOVVVY7KSUTlmtPMT2X1gfqi8+++PMdm0fM2/uQZjNDrL8DEkMaNCpmKgc8RkiY3WAqUykAFrAwLItKZGoFUqHHrniD7to+mdpXp6dh1lmaGMYjKp2JrMaQqPd/8PiBj9v0IIkU98eIP/9V8/ihDJdcTaBqEkwXuca2nbBudaYvRoJSnLnEFZpLa6SOdoIhBRUtcNTdsSAa118gLs6enZVVjvAcG+fSuMxiOatqWu++LfrsLZwGSzhRhomjl5nnSa66qhHEiKIidGg++8/FKgbiAGimJIXc9IblMCYzQhSDJjMMb0Qvk9PbuMr/nWqyiHglk9J9bQtgGlSnS288Ng/Yr5LLjo0pKXfPmFxJgm/7b7GbXWSCGQQmC0RiuFFBCDI8aAVpK6rmjbFhEjEFFKd/KgntturHjTn544vyfX09NzL973zuOEIBemGHmWsbS0hO0n/3YXbe1ZO5EE9I3RyepcKVSSksP7pMEsBeS5oShysiwF6uAdSkqKokBrg9F6MTE4XDIcPFye79Pr6ek5hcOXroBMQ2BCJmv72H3Od5o+MJ8FJ4+3/P2bjvLh69bQunO6jl2xTypEjDjbELzFaEWeabSSCBERJHlPKWXXIpfsq7TRHH7sgGe/YOeFUXp6eu4fbSRP/ayDi9+f/5LHoJQHIchMjrOOqqoeFRu4PjCfJVvrltf/0e3JSsp7qmqOlJKyLDBGE4PD2ZatjTk3fmSD225Mo9qpn9kym81oW4tzvss3s+h/7unpOT9kmeSqa1f4yq+7anFfCMnmSkqJ6XR9nUvSCjtNH5gfBkKkvLLzLSF4Mm0WIkRJyAjuuGXG7/3yjfzuq2+l2hIphaF00siQaqFMty0X2j4Kwig9PT1nZv+hkq//tmuRWrK6P/lGN01DZnJCiAu3e6AXMdrNCAFZljEYlMkLsKqo53NiiEghuPoJQ172fVcwm3he9SM3UmQZuTEURbEIytuqcqld7nyfUU/P3kUIQZZlSAnf+v3XIgQ45zDG4JxjfX2Ntm1ZWVlmeXl5x4+nb5d7GMQYmc/nZFmGkIL5bIZUAmstWqdclTFJLyM9Aeq6pm1blFBIkVbNbTUjBIeQ9KmMnp7ziBACJRV3Hz/GK//9R4BkxOpD0kzPsgyjM4JPps07TR+YHyYxRpxrUSJHS8lgMKBtJdZVeB/40Hsm/NarOzEkwSJtIYQgyzO0Vqgq/Z7nOcNR38fc03O+uPP2Cd/3r+9tOdq2FqkVQihWVpZwbWRt7SQnj+78Iqq/gH5YpMueENI49St/9MP8yLf8E5/8+BbBB5omrY4Bxiua//RrT+THvukjDAZDQuftJwSUgwFvf+OU/++l1/PqH7npfJ5QT8+e5sKLh/zwTz/zXvdZ22KtwyiNdx4ErK7u49Chg/ezl3NHH5jPkoMX5nz3j19N0zSdgJHA2cjLv+dq3vG3x3nVj9/Eu/9uSp7fM09vMvjB//w4INI0DdbahQTo5/+zC/jqb70U7/oVc0/P+eLYkTn/7ec/8P+39+ZxkmVlnff3OefcLZbM2rp6o2maRQRBlgZEUUEQxX3QURncBnVUGBT1VRhUhJHBBRmHl0XHUUd0/DjiuKDosAqCyPKyS7M3Nk3T3dXVtWVmRNzlbO8f50ZUUTS9FN2VWZX3+/lEZWXEzcw4sTxx7rP8fp9z3f944Yc5ctO87132tG3LbDZjc3Prln/JnYjEeO4FBBFZA7ZFxNhkwj3uNeYpP3NPWh8RnXPddXMuvXTC7FhHM2u4+qMbvO8dJ8gyzY/8/P1Yu0CobYcQaOsT5Lknz5Kl1Hvf2nLTdZor7jvmj1/86e1Y0sDAAFCNND/wtC+FGPm93/oI/+5p9+WCi3PW1pLrkO/A1sKh6zr+4GXv/GL+1HqMcfPWDhh2zHcQZyM3frZGYGXKePHdx+SF4YKLRlx8txJC5OhNLXmhuNsVU0QpRBl8cEQJKA3GCOC4x5dkfOXj9nDpPcbbuq6Bgd2O1orLr1hnvG550o/eh3vedx9reya0bYvrLEoErdRZERwbAvMZ0LWB1/31jYTYG7EqhSC9UWtyNwGIEUJwq2k/HwI+eESlCcAQIgcu0lx2r5xz8cxlYGCncc/7jrj3/c5skxOJBO8Qgc9+eoYxWe/vqUCEaz+1wVXvP0JmBhGjHUkE2hZEaxCFEYUAH//gcd7ztmNcf22ynpltdrzzzYdQWoBAktQIBJds0IP3hOA5fOOC97/92HYuaWDgnOce9xnzkK9Y57IryjP7BRGapuYj75/TNh7vA945qqrCGE3XedrW4c6CVsbQLncGFKXmO77v7mw1Fh8ihkiWKd7xpsN88sMnVscdP9Lxqj+6lgd/zT6EQKYNFiE4z7Wf6BhPPUTFB95+gtf/5fHtW9DAwHnAQx6xh0uvyDl8uD6jn/c+cPXHNrj6ozN+8Kn3YWEbYlCMx2NuvG6L4D3TNc2nPnHXGycPgflMiOBcwFqHaI9WkY1j4LpwiwcHZ5HgyZTGasPmUc+rXjHjgQ/LmG1Y3vb6u97ccWDgfGbP3py81NCrwJ0JTR34iz+6jmc85wFc/5ljTPevkU8qCJEPvfsw73rLDSzmd/1uGYbAfGb0AyMigskKVGj43d/4IEdu+lxnA1Gp0hu8hRhRweNmnj/8zROcOOq5/pqz8yQPDJzvfM9T7snFl09p2oaynFOUChDa5o4Ng3gf+a3nfQiAZ/7GIxAUdV3zqMcdhOh582uuvwvu/eczBOYzQiiKitILmdZoSUH6dC69vOL/+dX7YJ2l0BrfOn7rF2+mbW5pZz0wMHCmNG3HxsYms8UWl99b8fRn35d6rvmd37yKM62rz2YznNfsWV9D9EmhsrPBUPw7E2Kkrmu6JjWcf6GOis9eU/PLP/FhvO3wbcOzf/RjQ1AeGLgLCC4w29yiWdRY6+g6y/4LSn7+Pz/sjH/n/n0HmE4mhBAhykpd7mwwBOYzYD5z/MpPvY+izBACeZYjIvzQ0+7Nw77qwOq4Sy7P+ann3o3nPe0aMnX2Pm0HBnYbo/GIAwf2s742RWuNc4Ebb1jwOy/6F/7Li7+OZz7/4Xe4/9h5v5rS/as//ShvePWn75o7fwsMgfkM8S5SFiPyvGS+mBNC4JV/eA0fePfR1TEpB61pm8Bzn3H1GZ9SDQwM3DrOObz3KGXIsoKoNHv3lzztWQ8DBTF6nvGLD6WsvnD2djTW/Mzz7sXPv+BLEQGtMxANCCEZFZ01hpHsM6AaaX7s576Ug5et4aMQ3Zx6K+fPfu/jfPrqk5OWl96j4BnPvRvXfnLGy3/1rm+xGRjYrTzpR+7G2j4hxEBEo3TB2nSN8WhMpg1HjxyhGlXMNjxIxLuOt7zhej78gWPc80umfOt3X0aMnr0XJLeSIzd1TPftw7kOJVBvBd755ht5x1tuuDPu7m2OZA/FvzNAaeHiy6ZszBdU4zFaZ/zja6/j5ptO65+MgET2X3jXj3AODOxWvumJl7H3wJjO13TOA55MIlEUShuiUkSliaLYs18TogNyHvvNd2eyVrJ5Ys7BSyti8DjnQBT7LypZLCzOOQSoRoZHfPWlFHnJP77hX+/yNQ2B+Q4yXTc89lsuwUewLjASjVKGqz96gvmW5QEP2YtzgY0TDV/7TftxvdD2wMDAnc+3fOd9uPf9K5QRuoUlElDKYHQOUQGKznoiiggs2hbBozPh4KUjHvl1F3PsyBwfIj4ErPOINkmHWSliBB88RmecON7gfeRhX3k33vOOz96l6xoC8x1kNM54+NccJIpCmwytM2LXQoQHPOQAX/XYg7Rtx4kTMx74iClI25uxDgwM3Nk88tGXcXzjBK31WK9A52idIcoQENAG23SEGOk6h3VdkuQVcCFy8JKKAxdndF2D9wEXAiZGNAqlNVqblG82hhs+O+PwTXMe+dWXD4F5JzGeaC6/9xhlMjAZSlsiguscxMhlV6yxd/+I0bTAiyEET1FkwJDKGBi4s3nAQy+hCwEvGhsCAQNKCAjWe0qEvChp6gZEaDubhsOMIUZP21lCdIhEnA/ECNKnPFyMhJC+z4xCKcW+AxXBmbPSzzx0ZdwB7naPMd/2pMsIEZQyNG3HYtFw42fnOBd45z9ez3Wf3kKb9OSJUmidYczw+TcwcGchAhdeMuInfu6rkru8GExeUVRjRBf4IMQIRhvKskS0AaXxIZDnBRGwztI0NU3T0lmHcx4XAqiU8nA+5ZtTGsMQQ+Dye+3hwQ+7GHcWXLKHiHELlCMQSX58aaJPsJ0HFCFmNHWNahRGGwThz//ntWwctzzl6Q/gSx+4HzEeGx3OdzSNYzE/9zpfBgZ2IiKw90DFTzzrIRy66SZcgBiT5K5SBiRisoxJVVAUI2JUtE1H13VEgaIaEaIlSGqBkxDwztM0NSEEyrIgz0uyLMNbaFuL1grn4Z1vvZbPXL3JAx964V2/zqFd7vN56i9NmO7ZQ1Wts2fvXhSKN//fz/KqP/lXLry44oee/iW86Jf/hV/6bw8myzLEKV78/A/wnT/0JRy8TKibGXmpmYwyNo8s+I3/dM1ddVcHBnYVBw6O+PkXfC3VuMIYw8c/+SlsHXA2IlHTthYXPVmVU5Uj9u/fj9aao8dupmlqyrIgy4XO1kkrXYNIwHtH7LXTR6MRRVEgfeHe6Iy/f+W1vO/th++sXubBweRM2Lu+j4MHL+R//Pq/8q8fXaAzg9LpobrpxpoX/uIHEejTFDkveNZ7OHK4wXYdSgSTZYjqK8K9KevAwMAXz5HDC577jDfivWde14DgQ/Lja9sW12udpx20oigKNjY22NrawlrH1tYmdd3iXcRoQ2ZScU+APCuJvdyC9z4FZxEW8znf9F135/HfdvlZW+eQyrgFfv1ZnwE+w3Nf8rUcvKSkaToe9bhL+MrHXEJTt3hrUVnO5uYGo9GIn/uVL+e3f+PDWOtR2pCRE0LHDdc2/PYLzo4a1cDAbkF6l/pmtiDLMhplUVqjxOBDsoDKs1Tb0VrTdR1G55hM0XU1XddhbU1eGIrCEGIghECRa0LMUKLITEHXOZQyFIWgJDkOnbU1DqmMW+bnf/0BXHL3vQQf8T7yzjffxL9+bIPv+/H74UMyUj1+bIM9e9ZxncVZwdMSVcDaGh9acqO44ZqjvOIlJ+7KuzowsGu44MIJv/ib38Si3WJjc5OmttR1h3dgVIZtHdZ7TJEKf+vr6xw9ehQRQenk69e0c7xvMZkiyzQ+WGzXkGcZSikmkwllWaIl7bpt53jtX17L+99xM87eKa2vw+TfmfCTv3RvLrhojIjgUw8NVz7qYiaTit/8xfcwGmc845e/gjyvybKcl//q+3nyjz+AcmLouhrvI0ppjFFMpvl2L2dg4JzhZ37xkbz0N/4/nDsZAB/+qIv4ykdfzt59e8mrHFGeRV0zX9QEHwmRfhAk4gOEEAkh/byIMBqNcM5RN3PG4xGCoqrGaA1IACJONCFEYvR94V/RdS1FUaCV5qseczEPufJCrvnEjDf8/TD5ty0cvLhiNK6IaHKV+hlNBvf+snW+Jbsnxkh/OmSx1vL133oZZaVIM9gKrTTaKJSK5EWx3csZGDg3EDhw4ehzDEge/Q2X8+VXXsD+C0rW9+YUo4q6bcmLkrK0bG3NQVTy1QyC854QA1onxUdjDFmW96PVqr8uw/sO7wNKRZC0kcoyTdu2dF1Hnuf4PleNCB/9l+NURcX+C6Zn5aG4Q8U/EXm2iLxbRLZE5LCIvEpE7nvaMSIizxORG0SkFpF/FJEvO+2YQkReKiJHRGQuIn8rIne7MxZ0Z+BjRFBYa1dayyFEikpx7/utcfm9J1hrCSHgnOMe917HZAJRAAWiiCHinT+rGq4DA+c6ohXf8aT786R//xD2HRhx0SUTLrhwQlbkqLTFpbOuPyPNaTuX9kMoQowEIgEIIeC9p20tdd1Q103aVfuQzoRdwPsASPpd2lAUJVrrldu97t+7xhguu8ceLrhohDtL8gp3NGo8Gng58Ejg8aQd9+tF5FS/8GcCPws8HXg4cAh4g4ic+lHzYuCJwJOArwYmwN+JyI4QLc6ynLbrsM7RNA1t2+C8JRCIQnoBRE8IIQVvUlAOISKiUEqnF4Hzq1OqgYGB26btLA96xIVEIg962EUcOFihtSbLMkKMNH3nRdt2WBew1oPo9F7tbD/8lcKaUhrfayp3nSVG6DpL23R9UE7zCjGCdR7nfD+7oAghYEyWvke45332csllE5zdgZ5/McYnnPq9iDwFOAxcCbxV0jTGTwMviDH+VX/MDwE3AU8GfldE1oEfAX4gxvjG/pjvB64Dvh543el/V0QK4NScwF12PnH/B6+RZRnOWbTOaNuGECLGZGil+9OeNHSybNPJjAYfiSFdEEFE0ywin/zw/K66qwMD5x1N25HHyDWfOsZll0+pxhmRtIN1zuNDQInCWoftd85KaUJI03sEQPrJP5PsoJbHgBB8pO06lIoonTotQkzvY6PT+1Zrk4ZPtOC9RxC0LH/X2TkD/mL/ynr/9Vj/9QrgIuD1ywNijC3wFuCr+quuBLLTjrkBuOqUY07n2aQujOXlTlEQGY01+w6cLM6Jgsd+y4Us6jlZlpFlhtGoIs9TvirEgHVJwSrLMkJwdF23Uo/LTI5znrbpIMDmMXj1K499oT8/MDBAktE9eHHFwYtKiqJiNJrw5B99GO/+5xu45upjfS3HpTa2LO8n/ZZmFRUxQp6X5FlOjBHr3CkFQFkV85RS5HmxCtZECL3AmNbp9rIsV+/3zrZYa9Fas7XRUc8DeX52ivlnHJj73fFvAW+LMV7VX31R//V0VfibTrntIqCLMR6/lWNO59dIHwLLy52Sj/6SL5vyuG87uPo+BnjZCz7JYtEQQiAzmvX1NSbTCcoorEvqVJ1NAbnrZ+arcsSePftYW1unLEqMMRhjyAvDeLojsjMDAzsSpYWLLh7zgz/xpXzfj90Tk+VMJhOsdZQjA0SI4Jzl6LFjbGxscfz4Jm1j8T5gTE7TtHjviTFijGE8GjGdTplMJhT9+zHdlve5aZO6LYyByKogGEKgrtNEoDEKrdOx3ire8Opr+Oc3XXvWlCK/mK6MlwFfTsoRn87pzdFyC9edzhc8pt91t6sDb8GR+o6gtCACV71vg6vev4kxgnMn/3RZjHGd5ehigckKokpW6HmRI6IgCChFnpeUowolQtumF4d3IVV/leLiu4/4qefcixc++xMMkswDA5/PZZfv4Yef9nAOH/0sZZUBCucjwcNTfvIRLGabxCgED5kxHLzwINYLs3nNfNZw7MQGdd0SQwsh9oW7gMk0oKiqfgqwzxtb69FKI30nRto9g/cCBLxP4vhaaxSp8Pe/Xv4Brv7ocR505QGOHt2BOeYlIvJS4NuBr40xnppWONR/vQi48ZTrD3JyF30IyEVk72m75oPA28/k/txR/u3335P7PWhKNc1Z27fO0Zs6nvO0t6xu/5Wf+iD/6UVfxtreikVdo01GVY0AYdYusNazZ20vRVGkUdDZMQQhK4t+tyx439LZGtE1P/HsES//L4uzsbSBgXOKGCJdZ2majqzKmW0tWCwWlHlG8BZnHW96zafpOuG7vv+BtIsOF2BrY4vjJ2ap4I5ibTrB2pQrVkqhe2W5yWRC23QrjYsYwbmAilAUCm2EECzOe6aTEVqP+uJiEtQXifz4z13JX/zRx6jni525Y+7TFy8ldVQ8JsZ4ujrPNaTA+3jg/f3P5KRujmf1x7wXsP0xf94fczHwAFJHx13On//xp3jCEy/l67717smzT5ZVXHj+yx+Kc46szBmPJ3Ruk7btgJTfEjRt07ARN+haiwj4zpJlGSpCDAEXHCFaslwzmayTGQE+czaWNjBwzvDgh92D7/p3V7JoT4DKAYP3gaZuKfYWVOWYPMtSH7J1KBG6zjKbNxw6dBilC2Zbc7QynDixiVIpT7wUuNdao0TTNE3fPRXI85TWCCFN9Cov+BBo2xatAqPRiBA8k8kERSTLDE1T8w3ffimLmeXD7z87NaM7umN+Oam74juALRFZ5oQ3Yox1jDGKyIuBXxCRTwKfBH4BWAB/ChBj3BCRPwD+q4gcJRUOXwR8CHjjF7ug2+KHfvxhXHCZQucNTWfRnWW8Bs99yaN4/k//M7Zvh3nRs/+Fp/z0/an2BKx1aOMZjQv2lRO0zlnMFszrhioviT6gCpX8wgKIimhjEOXorCOcg2PvAwN3Nd456rolAM5H6rplOplSFhUgRCKLRc1XPvpiQggcPXqMPfsuoChKymKEMTnTyR6cc8xmM9qmxWhNnmXEGOnajjnzVe45MxlaCyEoRAKdtYQY0UbQGpqmIcZAWZaMRiO6Zpa6Paynay2284SwM/uYn0oqvv0jKVWxvHzvKce8kNSn/NvAe4BLgW+IMW6dcszPAK8i7Zj/mRS4vy3GeJevejQtKYqMznZ90SCwaBqy0vGzz38IL/mVjxE9tE1ARHNg3wEuvvBiptN1rPUcP7FB0zSYPKcoKmIvqKIQvHNITLmwpTi+DQ5M5Keee4AvMjU+MHBeEfvCW15WaaeKoMQwHk9RSlEvWqKPjKqS6XRCWVQYUZR5AT5QLxqOHz9O27bYrqOpazY3Nzl+/ASbm5s477DWrt6Lo9GIPC8xJiPLMkw/TBJC6rIqioI8z8lzQ2dbZrMZ8/kcYmQ8GTOejM+Kewnc8T7m2wwtMY3KPa+/fKFjGuAn+8tZxTlP11vMmMxgspyqGqFCQOIJjh3p+KOXf4rvePJl7NmXJ9lOpRGl+7YbjdYZRIV3ES2s+hujpOb2GCPOWqI4Mp1efAcuGjQzBgZOxYdA07SIT4MdeVb0SnCC1oLtbAqWmcEHjwjUdU3dWJRSGFGpZbW16L7bAkAbRZ7nTMbTVcCdzWYsFgtEgTGKEDxZnqdujOgABzGgtSYvciD2aY2kPNe0NW2bdJvPBrtOK0MpIcszMlNy3dVzXv8Xh5MNVIy0bcO/efJl/M2fXcd0/TiX3+cAohVZYTCqIIaQvHZj6o9EImiNl4A2ORI0DiD4fjJbsD6glSKonO/4gYvp2oYsE/75DZscuensPMkDAzuR1IYleB+wXUCLEENLZkAkR5kMURlRND5IEjYSQCJlOaK1nkXT0rUteZmjTHIyES0obahGFZnJOHToECGkUewQAm1n8b4jRxMQhDR+HbxHDOADSCRXOa979TVsbrRJLMlFjh87O/rquy4wW2txDrSOHL5hzrvefFIvWSn49u95EK9+5Wf50HtP8LVPaBivlQga7yJt3fU2NanY57wHASsRI4IHvPepzSbTKGOwriFE0FnGQx+1l2YxoyoVH3zXYgjMA7sbkTRJJyrFwgB4R9umAJr6iDN8kNVFBCIxBXPriCFN4qZNUNKvwQkhRja3tijzgvl8TlVVlFVJ2zbMFy1K99IKPr3vfUgSn0QwyqAAFRWTseFD7znKibMUkJfsOoWdpknTPN651bz8khjhqvefWAkXee/J+tOjtm1X1V3nXN8vmURRYozEU5SolFarIRMQnA9JZFs0KjPJXn1IOA/scpYiYKIEZTSq99lMQffk+2x5nHOpmN623eq9KIDSKnVDObcaNHHWsZgvaJomOZnkOXmeEWMg9ikLrfoRaxGcc6s0ZJblFHnOR/7lKA9/1EH2X1Ce9cdm1wVmJUJR5GijmaxlXHBRickUd7vHhBjhbf9wExfdrUIpyLKMvCjwISSH3b44oHVqTC+KIs3h66RsRS8zmDoyUk5a6xScfQSUQpucZDQG+y7QrO/bdU/BwAAAwfte0iCglMKHFBTzPKeqJmiTEZFeTKylrlvatuuDaMopL4Np8ElDoyxL1tfW2LtnD+PxiPF4vHIx8d7jvaPI85S6iBG/dMP2vg/aSZM5M4Z3vvVGujZuyyZq10UFbTTOOWxnuf+D1/n2J1/BvgMFP/bMB6AUPOUZV/BdP3Q3ijIpWtV1zdbmZl/dTTtd1U8Cighaa1wINF3ScU2/29E2HdY7tDFkZaoEJ+/AjMZaRlPNN3/PHh75dZPtfkgGBrYFpdKZpfdpt5tUG0lnltpgraNu2tTWRmpBXbayFXlJURRMp1P2rO/pXUcKijzHGI0PjsVijrUtwTtC8GgRtNJMp9N0NhvTuLdWmvFoTFmUlGUqQB66cYPv/P57MV3PVmfQZ5Ndl2OuyoqiCJhSUVUGpVIXX/TpU7EoCn77Vz+G9zE57lpHWY4QneG976u0YK1jsWjIMk1V5ijJ8C6lNlzwGAlkKLTJ0CpDo2m7SNer0T3lZ++BMYF/+Jub0QbOUrF3YGBHIH3KDyRpVrSpu6muW5yPKd3oPSOdBkyMLgAhy/L0HvQttk9LhuDQmT5l1xt6jWWdUhqLlNKYTEYQI1ubW9TtHGMUVZVjckOmNblRZEZTFRnP/5m3EgM89Zn3xW+DdO+uC8yd7djYmFP6SJZP8N5z+Maa5/7kO1CKz9FPtl0a1ayKis46NjZnQNLFmE6njEajvnEd8nxE26RTM1EqFf9UxLkOFARRaBSL2rFv3xi0wYeWR3/rOuv7hT95yeHte1AGBs4yD3zQpXz5Qy9ha2uTsRqxfNuJNmRFchwpqzFlWRKCp65rus6t0ohCOqPtuo62bSkkRyJE73F94VAJiET279/LYmsGQFnlWAuoEq0hyw0xBGazBd5llIVhXJ1sbf2dF358Gx6dXRiYq7LiwgsnVFMoSk1RdBy8uOKZv34li60Fv/z09/HcFz8YUxTs2bsf5yOiM1Tr6Kyns6kg0bYtIQS6rkNHw8Iu6NqQJokiuA5EBSIeiJRVQVWO6LqOGMB2niQRK5xF892BgR3Bv3zgs7Sd4/Hf9mVkmSLzWSrURUO9aABQolJRUCk80NiWUlV45+i6ZhWkjTG9rKeglEm1oTzHGJMKh23KL1dFRoyGGDxZNgYJON9iXdv/rCJTmvl8cduSa3cxuy7HvJzyaduO48ePs1gkcSHvPcYonvNbD+KFv/AhhJzjx49z9OgxTpzYwLk0QWStpapGeJeCcpZl7N27F9NXlIu8wGiD947gA3lWUZYjjMo4ceIEIul0TFTKo4nSRITL7z3hl1/20G1+dAYGzg4Pffg9efw3P4TJZEpnHdY7TJ5h8gIfU1pjOQy2HBKJIeWlu86tzmyXanAqRnJtyJQmMxqTKaxt0f3Qlw+Wuq45dOgQJzZOMJ8vVhODQmRclXibJgW3Nja2+dHZhYE5z9M0X9e2+L4FJxJZzC0ves6HyAvFU3/h/vz2r72P40ccWqdgPF/UhAj79+9PnRdaUxYVbdty7OgxnHMYpfDW4TqLQmGUoWtb6vmCru1QaLz1HD1yjKZOzigKjVYGpRWX3HMfL/zDb9vuh2hg4C4nEuhsy9Z8RlPX2C61q1VVMqYweUZeFlSjEaikhQ6gtek3N0k/Oc9zqqLodZc13juapqZe1ETvMUaT5WbVfXHxxRdz4YEL2LNnDaVS8b4sS5y15FnGdDplfX39Nu79Xc+uS2UsffryypDlBq2T9VNRaH7gaffHWsdkTfHtT74n+w6UdM7SthYRgxQmdWnMZhR9W083b1Pvo87xAYiRiMaoSGYM4i3WeZSS1Sd+8gaU/nRJuN9D1rn8PvtwwbO2b3DVHjj/ST5+OcYAXiEh+WY2TTKpiFED/SBX7/GnjUG0UFUVSqlV4U8pIfYenCEGFAoRVuPU6+trHL35ZhbzOWVZ4L3DhuRwDx4Rj+DJsp0zW7ArA7MxWV+Nhcuu2MO3fk8OErnospzFLKUgLrn7CHTEtclnTBtWuWXnHJk2/e8ySXPDGGIX+7HPiHf2pKuC1r1rdsAYxXQyxmiFEojRM5oo9l1QsWg7fGhvexEDA+cBqWdYyPIcHy3OebSoPmcsq8CaLh5RqUVVVERrvXLBds4hsnS21ilf3Le1eheYbc2ZzxeMp2OapgEiHge9l2AIkSLP0CopRMYdYKC861IZIQY+/P6jfPrqE3Rdx2isuP+D90GErc2tPucvyNJ0UUkyX+0nkJa+YEop6qZeFSDSQ5n0YCPggltNL0Fqpg/e4b3DGE0IHtf3VybD9dTYPkwEDuwGlhN93geUaKIIS/nFJAom5HmB0oqiLCirNH0nIjjv6GyHtV3SWe51MJRWiEq/Q6JaOWDP5wu8T2kPax2xd9LOsrwXMjIr+6kQIm9+7Q1sQ+vy57D7AnMIzLcsx4/N2NqcrfolrU0uu+lTPK6KC1pplNarFMjSSh0hKVRlaTrJeU8kzfGnsWy9+tTvupTuUFr607KmHzFNnoEiQtc1hOAJYWhoHjj/kdW//RmmD0Rh9Z6x1vZu9FCWRe8glG631tK0DdZ2fUDulR9JtlLep0ndZerQGENVVb2llKTN0DI4m9TFIULSvkF46+tv/AL3+uyx+1IZPvDIx1xC447jXEcxGuN9cjAoiqIf20zfi0uTSEopvAScd31VOFVyly05kOxqRNJuWbSiyApM5rE+9TKX5Zg8N1gbaZoZeVkSY/qkj3hm8xpRGtvNtvcBGhg4G4iszg6XLvPWulVRLwXdSBYyiiLv3yuc8jPpvTgqCtquwQdPZy3eO0RpQmS169U6ma/GmLTTF4s5iiSaZIxgMoNI2O4Ouc9h1+2YRQTnLFlmWFubUpYVIiqNTGtDjLLKZdWLmrquAcFkOVGE1tn0IlGqb7tryfJ0SqS0RlTqvUSB85YQPUprlE4vKGM0ygioiChoXctsvoXzljwz6CGVMbALWOpkLM8m0yBJwHuP1tKrN6Z04ObmJrPZLIkdqVMEwnot9BiWmhe2dyvJyIskg2Ct58SJDRZ107thG7TRKDHEmBTmlk7ZWZYhKoXnPfvybTW22HWBuaoqxuMJ+/btZzSa0LUpHTEajek6uwq0ZVkgSnrna796UpUoxuNxL2CkOHr0KIhQTUaIFnwMWNexqBc0TZ0KEloTibjgWTSLdDrlHa5v7em6hqoqWVubsv/A/u1+iAYG7nJS2iAyGo2ZTqdJjL5pqOv5KlAnN5Ec7z1N2/Z1nyTPWRQF1lrariXEQFGVmCxLU4GSzowhCZGtra0xna5RFAVN06xEyQBiDCwWc44dO0bT1H2nBvz0cx5IUZ4dt5JbYtcF5qZtqHsLmjf930/x+//tg2xsbHDTTTclEe22pa5rbjx0qJckVNj+k7iqqrSTrmu2traSPY0xzJuavCiICF3XsljUKRXS26MvFgu6rkuWNV2L1prJdEKem15Ja0TbNVx77adpFvV2P0QDA3c5ZVGQ58Xq/VbXNfv27SPP81WeeZniWKYvQi8Wtrm5SVVVTCYTTN8dtdxJ53mO0YZIxBQ5RVFw4YUXEmNksVj0Mp8pINNL96bNkzkljw15tr1Z3l2XY9aieOXvf4x73LekKDSCQquCIgdtDKM1Q9tYyvH6qthnrcVtbbBv714uv9sl3HzzUZpFzXxrznQ8RbkC8YpMQ5bR20+NGeVl6rXsIu3Co9WCPA/AguPH5qytTcnVBNt6TJYxrgJHb97+wsPAwF2NdR1NN8eUQmYUkY4QFBpwtkspB1G0dUNVVmSjnKZtKbIRBw+OOHbsRD95q8nyEmsdpk9/iBFGoxIXWroIN1x3I7N2zt69exGtMUSk74TSimSE4RucDYgWfu2/fw2/8NS3JQ31bWLXBea2aXji990TXXQUZcGjHndvQnC01iGisV3qIy6KAq2T3mueFQgKaz3XX38DRmesra1z/PgJnHNcccVFaJ2a2pVSfY+l5cTGBqovcuR5zmhUcOLGw0xUBmqp/ZpO4bRzlGXe57QHBs5vus7SdR3FZIw2/fSddxj0qnUN0qRulufYpVB+1/V1oZRm3Lt3nfl8i6NHj6JURGnF2toaVZWmcq31K6nelX9f05KZlBaxwRFDS/AdSoGUGW1j+aUXXskLn/N+mvrsuGKfzq4LzDFGylGOLlLPsUhcjYIubc4nkwk+pC6Lpm7Tp7HJMCZnsVjQNh1r0zXW19dZLBZsbc24+ebDFKXBZBqIq7a3JEGoVt0cWisikXFv9OhdIMsMWhuauibP927vAzQwcBZQWpPnBXmWAwGtMpzzFGXqV9Za0zQNo1FKLzRNQ4xhlSq84IILOHLkCHVd9+/pEcFbrG2Zz+foXkS/KCqqqurTHYamWfTv514sH4HY9zRnOePxqG/B28YHh10YmEUl/VelI945bLdIE3pCErm3lhhT604kJgHvEHvHhPRi6jpL06Qqr1apFWc23yKPuu/Rib3qlaZrW5pmgZo7UIbRaIR1c/I89U6iNVlWgAhNs2BUDG7aA+c/8RT3kCi+78Ywq00MJEfsoiySJ6BPRXqlFM51q//P5+m9NBqNadsFy/deCIGiqFYbotB7+i1/riwzYvA460Br8syks9e6w2SKcVVt6+Oz6wLzcngkOpf6Hm3qo9SZgQjOeTY2NpKtTV8USLZgQoxgjGE6mVLkBceOHkcknRKtrU2J0eGDJwTfFy7iyq5mObAipNOqGAKiFSF6uq7p2/WSBc7AwHlPhBAith+nds6hMrUq5FlrKYq0YSHGVYpQ6yQgtrWVDC5GoxHOpQlAa22yd8sysqwg67s0lv6cy0GSrmtXLXbeB4RACBp8XH1gbPfk364LzMZkCLKq+JosIwJ5luN7k8bOOkqdEaOs5Aed8ygxaKVBp3HRPC9wzqUOjTwjBEckjV2nqb64elEtvcmct5hM92Irqafau0BVpZHUpQzpwMD5TEojJuNV1Z9oKpX0L5bvlbIsk84M6fY0IejIi5RStLZjNKr6qdnQ3277mk7STS+KIp2l2q3+7/bTuCEQvCV4j1b935eU0hDZHp+/z3l8tvWvbwM60/gQ6Gx6AsuyJMuyvrlcr2bol9bpIP2nZxo80drgXLKryfOUdkiuvl3vlh0JIe2Wly8+Y3R/nP+cnTOknXh6EaTvl9oaAwPnM0opjDYoESD27wPVF+x6mQTvcD4V77Lc9F5+frWxSePXade7TINAeg81TdOnR5KEQoxx9d4yRvd/lz4dmbQ5ltoaILz3nYfxbujKOGvEEOm6DotDG70yVE2OuQHnAmVVoJRZpRaWQdqYLJ2C+cC8XqRKsnOsra/hQ4c2CtudMoyiFMH7fhcQ+7HSJJSitFr9ba3SNFIuOXqbiw4DA2eD5XvEZAonbTJiPUXVLYSA65IC3DI3LKJA9SlCPFornLMoBVVV4lyLSN4PmaTAa20aGktnyAERTVHkhKBQXSR4QSuAQOxTmVrDe995I85vn8rcrtsxhxgQ1Wu6as2iqYlK0bmU2ljmg5efvkmYW/UiKcnvzwdPVmRkWZIn7Gzb56AD1tmVHXpd171YkWM0GqF1yqEt23eSeFLaHQgwHo3ItrmxfWDgbLDsEV6+3p2ztG3DgQMHGI1GZFnGZDKmKFLXRts2NE3dt59C2zZESWenRVmwtra22hkvJwOVSjvwpmkoimw1IBZCQEgfDCsBI+cQEUajMVpn/Lsf/hLyfPt2SbsuCmhjyPIcVBrLDDFC/8lo+/SGUildkQoBfbEwnizcNU2TCgtKKMqMyWSCcx1Nu+hfFCnAxn56aWOjYTabkRXplKtpFmxtCVorrHUoFciDY77wtO329E0ODJxNYkyyt86l4BljwFrXW7wZJpMRTduCWgZv6W93KDR5nlNkObPZjM4GQnA412FMGsle7pTH4zHj8XglelSWObNZR90scLZDKyjy1EFlbbKfEokU2Whb88y7LjCHlOVHjEZHQZzqC7+pINh2HZFlBTilMESy9MO9ulWe5/0ASuq17Lq2lxJMu4CU90ovMmKyYi+CEGNMmWRJehohqpW1TZ7n1IuWoii37bEZGDhbpPpL8uzLMkPr0tnkYjFnOp30I9YKJPbFdNdrKhfkmUZIU7VZbpjNNnEuDYgsC+1aS9/tpGiaBXVdk+c1ZZXjgyV4BxIxWVKvk14PfbFYMJ2Oef6z/mlbOzN2XWDuuo6mgUwCOs1jghJs26WRz6LgoosuJEbY3NyibTuKoqCqqpVduq4VkUAktfXk3mKMRusC6xrqetHvAtIgSVmWGKMIvsW6Bhc6tI7EzBBURHUd0vdqLrtFBgbOZ5RKRfG80BSZISpLYxuMSdoyKYesMbnBe0tnW4hgTEWWpRTDYjFbbWyMUTRtTdfVKFX1qcPU5bFv3z5uPHQDPli8Tztqk+l+bqFlERyZUWSZoSzL1QZrO9l1Oea8KFaar3XT0PSFgfFkzEUXH2QymdC2LV3XUVUV+/fvJctMP+G3tUpxLBYL2q4lSiTPC0KIKwfu6XS6GgstioKyLMjzPIno07fl5DllWa5ePCm37bF26GMeOP9JZ5Q29TB7S5Zp1tenvcZ5Cksh+GSoqhVVVVKUOc53dLbt21EDziXd5iI3uK4jhpjkEVSkKHM626CNkGWG8XhEnmfkuWEyGTOdrvUqkmlC1wfHvn37cM7x3N/8GspqyDGfNYR+6silYRBBTnEa6bCu7T3HUkEi9UvaVQeFtS3eW0ajkqqqWCxm1HWaOEIC4tPkH0DeTxk1jcNkuteCHdG0J51LQgjE4FeOvXk+mLEOnP8orYh4FvUclUPnGnTUGIFMa5ROu+osN6v8sygwWUpTJEs2j+261M1RpWJfnmeURdHXhxxZVnL06BHqekHezxq0XY1i+X7LICqiDyARSIX/vEh57e1i1wXmzlqa1iFZ6s6QmPooQ/A0TcN8PicGWTW50wfu5WVZ9U3VXFmJouS5AUmf4N6nXfVSaKVt25TLqjRKeayz6DaSZabvbU7dGV3ngCHHPLAbSBuY1E/sWdQzSimpvacsy3RblTqfrO36nbGQZyNCSAbHCsjzrG+Hcyk1SSREjyalBkWSEFKMHu8tPsQkp0DEGIUWQWJEJE0GLhaLZEO1zX2ruy6VoU+ZwlsOfCzb19Inbs5oVKZxUKBparx3lGXJeDxeOfjG6PsXCxRFvhqzTiaS+Wr4JFmsn2zFs9auHBNSgDcYk/UN7rLyORsYOJ9JOWaF0oI2OnVe9IU+rdPOV4vge8NipZYtpq7fCetVEV5EaJoG5y3WdVhn+41U6ocejaqUIsl0Xws66cS9NHZ1zkFMeuxLrY3tZNftmJNxY2pjE5VeIE3T9JXc1P8Yib2bblxdv3xhJN+xSNsmedA8z1BKk2Ua6yLOpU/fVZN7DDin+xeCw1mLNhrT77hFBNObSSqlaO0w+Tdw/rM0QzVGmDdbSbgeRVGUvflqhUiksQ02pt2tUsldviwriqJkMV/gXBI3CjGkNGVIUgdLwX1jNPP5bPX/EJLsgvRyCScnb6GzHaafLzB6e/esu27HvNRMFvpxaKVo2pa6aWjbDkR66xmHNoq8zFE6fVJ3NhUKI4oQBGsjkOECaJOjVC/BHSLOerwLiBgQTYgKHwTEkOcVxhSIaEQ0SplVYPZ+CMwDuwAREAW9XowIKbWQm9TvZBQ6SzvpPNNoJUj02MbykfceZjIqEPEQPUoiWi1dTtJcYBRPwIOKqaNDep0cOblbViptirK+ZU4rjVbJQ/Bd/3Q9D3nERZTV9uxdd11gDtGjlSLvbaFEKbI8oygLmn5OX2tNXmbkRYbSQsBjfTpF8jEiYjBZiVIlXQchakJQOAciBqUMIUS61uF82kXXjcM6AclB5YAmotLXoAg+gghaD6mMgd3AcnPje8cfRZZrbPTUXc2irelcR2Y0RZ6hBZp5w2c+cYxPfeRmCg25htwA0ac8cdpu4bynsTXWt7iQOq6SUbIm+IgSjZIkhWB0MnYt8owyzzFao5XiYx86xr2/dB95sT255l0VmC+4cH0lw2myjDxLueDJZMLa2toqX+WcQ1CEEBEUMaQZ+uVpUBK2T1oXkSR0n0Y6ITNJn7kaVZRlnoTxY+zTIilntmzHs9bi+hFu59IwytCVMbAbcM5hvUOWam/WJimEfoArxtR6qk0vkSvCiaOet7zuer7xO+5D0zRMp1OKokjdTlpTlKk2JCpJhRpjyE3SQF96CNZ1nTZYS6GxXkRp+X5MU76RH/yJB/J//vgjbJ5ot+Xx2VWB+cee/gQuuHAdWUoOhtQxsbW1xWxrDqRx7NlswWLRYK3HGN0X55Z5YH1SsxUPkV5cP3mI1U3dV33piwgpTz3qB03yPO8NIdNpVAriJVVVrvqfBwbOd4zRVGV6ze/bu5e8TAF2fW2918uoMEatNGikT0WcONbw0l97O1tbW1RVtbKbWqrHee+JwRODW9m6LTujlkNfSmliSC14rp8qXOraROEUJbpBXe6s8ILnvJInP/WBHLhE4ZhhcsPa2n6m0ylEoa6PsljMybKCshz1U0Ah5a0iZFmeBlNc+hTNMgMj8NFTFFXKJYfUNC9958fSuspk6bYkWCRkxlCNRmilcJ1dSRT6MOSYB85/UvBLehmmMGQ2yR5Y2+JsSde2tAvLaDTqO5xiv/lJtaGiKNjc3KRt25W7/VLLZimjq3Xq+pjNksZ59IGyLFECbfDYrsbbpPi4NMFYTv0ZM/Qxn1Uyk7G+PsaUY0xm0Do57G5upvHO8XhKVY6TVKcYWtsQYy9RaEzfXtf1T2ZqSNc6J0SP0VBWBcSwOnUyeYbSihMnTjAaJ7+/uNRqBqztaJoWrZKB69bxZrsfooGBuxxtNNpI7yZi+xZTjerNKYqiwDvhT3/3fVx4acVXP+4y6BXpBBiPx8wW9Woku3O+L6RrlIl9W5xe1ZPKvFipzwVv+84pgzJJvyZ4u5pPWNpPbSe7LjCHGJjPF0jXoo1CVIlWaW7emBzvkvFq23Z0nWVzI41hF0VOUea9lVT61La2Y7FYoEzAqBLnwNqaGFKKo7Mt1lsW8xnlOMeYnBgNratTakQpXJsGTEajqj/12t7+yYGBs4FSgihobUfXzBlNMxZ1y0QizXyGyRSTapR0zREyrbnfAw/y/Jd83SolMRqNqOvUd6xCpLMdoMjRZEEIzlIvFr3eejoTbZpFP/2b0immty9xctJWajnbsJ3susBcFiVVlcSDEFDKrHLAoGjqbqV5keb20ylWcjcQskz3hT+FrlO+Wenkrqs1NE0k+JNi+XXTrrRlIazOjpROn87O2tTb3E8a5fmue0oGdiFKJb0YYyAPkbzSNN2C6WgKEmkWNQp40lMehJLIB959PX/75x9j34GKpzz9QfzSM17H81/yBGazGToz+EVA6bIfDElnrEnXpkXrrNc9t8nqTSu00gSfXLeFmOQTiHRdg9aa6XiyrY/ProoCP/lz30a+vsmi3kLnFtOPRHedJctyYoi9t1gAUrV4WayLpEm/5HSQTqnqpqazDVVWpheIBu86nLcoASUp/TEajYgxCbdMpmPykLSdfV9gSG4nwvHjJ2jrYSR74PwnefQ5jBaCCG1bo5Uwn20xnU6YjkdUVRrN/sfXfYo3v/ZTLOaWtnH8z5d9gKf8xwfivEvGyVne/05PCBGtBa0Uptee6VpLZgz0HoAi6X26nPZ1tsMCmVZMJhOKPOvf69tX/LtDiRQRebaIvFtEtkTksIi8SkTue9oxrxCReNrlnacdU4jIS0XkiIjMReRvReRud8aCbo0LL97LaFylfK5LbWvBezJjyLPUoiOQclkx0tYN3lnyzDAZTRhXFUogM8nuPDcK13W0bd3P4VtEpxFtY8xJd5JeY6MoCubzGbPZjNlsC+vcKnedLG00k8n2flIPDNzVPPYbHsJDH3EvwCMEhEhwaRS7yDR/9vsfxHZJrfENf/cJ3vamT7O5kQruo0nG47757qzvS2e6VVWlfHCMWJt0akRSQA39+9i5Du/8Stsm+DSBG0KgLAom4zFGq5XSo4jwv/7Hh+nac8da6tHAy4FHAo8n7bhfLyLj0457LXDxKZdvPu32FwNPBJ4EfDUwAf5ORO7Sbu6/+6t3ceLYrM9vqV4IP1VinbWrfsnleOdyDDvN1iuKIk/2T8aglaIsS0ajirW16WoEVKDXmS3I82yl4bxYLNDa0HXd6rLcmXvvsZ3FGNMLuAwMnL9cf90RDt90LJ1ddi3RuyRUHzyZ0Vz9sWPY1vKm13ySd/3TdRy9+aRzfJYprrjPWq8tA+PJOM0V9BoYWi9NLlJ3xng84uDBg73LUNqMuX5+wHZ2tXnyzvVB2+Oc497324PaxmGvO5TKiDE+4dTvReQpwGHgSuCtp9zUxhgP3dLvEJF14EeAH4gxvrG/7vuB64CvB153Cz9TAKdOXkzvyP1e8s5//jgP+Io97LmwRAdL6LsnUmO77sWNPKG3tzGZJpJ6KJ234FLu2XtHlmdoU7CoDXmR95oYvu+PtKvWHSQNpyhD3xdtCJx07m3bhq6zlEWJEHDWnsnSBgbOGT7+0etY2w8X3/1SiAERj1YQg+Ndb72eECLv/KfrePfbr2fjeMPdr5iS5YpPfXwDAGsd73/nER77rXtINbrQu5dIbzYhgEkpDaOIIRXq0zi2JjcaraXvdw644Hv53YASxTvecsO2F/++2J6Q9f7rsdOuf0yf6viEiPyeiBw85bYrgQx4/fKKGOMNwFXAV32Bv/NsYOOUy2fP9A5necZ4NKIajVBaryQ6U7HPIBLxwRGiJ8aAUrF3uPZY16ZOC9eRZclt13tHvahJbXMpZ9V1HbP5PDWwO49IOuXqura3xskpq4oYoW2TuHeaWFIsFvWZLm1g4JxBK6HIDGVuMEpILlKe1/7NvxJ85I1//yk2+tbRfQdKDhys+p9M/c+vfdU1hBCwK22ZJPeZdJpPihPN53OOHk3zCcZoRmVBlqXp3CxPqo5KkhiZoLj641u8/m8/w+v+5lqc3b5UxhkX/yR9pPwW8LYY41Wn3PQa4P8A1wJXAM8H3iQiV8YYW+AioIsxHj/tV97U33ZL/Fr/t5ZMOYPgfNEle1HqZL5XG03beOq6IUSH0TnGaMD31uUuCdgbTa5zQjArAe6lmzaAD75XiNPJS4wkL5pyWss2nEBepC4OUbqXoxWMzhCdUitKkp7swMD5TmY0VZmhMwdOEURw7pZf+x94980nvxFZtaxmmUapSFHkuJDObPMiYzweJZXIGFcynnv37k39zk2DtR3WtggBBRityLOcpnb8xR9ffRZWf9t8MV0ZLwO+nJQjXhFjfOUp314lIu8hBelvAf7qVn5fGlq/BfqAvhpaP9PTjP/4s99CJzfTtC2ljn3wDHjv+hxwi/MdZZaqwc536JQ1xpgM7yOz2YymafupvuT5N66Sw65S4LxnNBpRlRVN3VI3XS+m33DJpZdx082fJopla6shy/ak3Jd1zGez3uj19HT9wMD5h3MB2zlQjugsKuP2SW3GiMTAZC1nMUvvW6U01nWr0exlrjkpyGkEWRlXLOU/IYPo8c7SJSUytjZ3zgzBGaUyROSlwLcDXxdjvNWda4zxRlJgvk9/1SEgF5G9px16kLRrvstw1hMB23XMFwvm8xld16x2wfP5SZuoPNdJhMgokKSLEfEgkaqqVn5+qSqc2nLG4zHT6YSyLHHeM58vTrNQ94CQZdkpo6bSixxJL6A0mLEOnP+8463X8vd//RHapqGp53jbUt2uHn6hGmX8pxd8Bc/76Tf2YmMBpTSjUcVoVKGNJvSBeH19nfU9U2JMziV10+CcW3ViZdogwE2H5rziZTtjtwx3vF1ORORlwHcCj40xXnM7fmY/cBlwY3/VewFL6upYHnMx8ADg7Xfk/txR/vOz/zef+sT1LBYLuq4jy3PW1tbIMrP6RDUmFQCRQDUqGI8rjElef21bJ7+x6GiaBt/vjvM8p7MdR44c4dix4xw/fpytra2VslxSntMcPXqUyWRKkResre2hyItVh0ZRFJRVhbprG1MGBnYMH/7AUf73H3yMPM8wSpP1w1y3RjKqEBb1nP/6im/iwosuIM8Nzrb99K6hKEq00aCSUuRSU6MsSybjMaPRmBiha1t836aqZGfpud3Re/Ny4PuBJwNbInJRf6kARGQiIi8Ska8UkXuIyGOAVwNHgL8GiDFuAH8A/FcReZyIPAT4E+BDwBvvjEXdKgKh//Scz+d0Xdc7l2R9zkqdokjVMJtt0jQLrG0JwafiXZ4zmYyoqgrvPU1T92PbBXnvwG2tJcRIluU451deYnmes7k546ZDN7E1m2Otp+tSG09T1xRFfpc/BAMDO4XrP1Pzhy+9JvXvx9s+W0x5ZNNP6iY/v+l0yv4D+ymKgtlsxubGCWJcioIFtra2qOt6NW6dfmZC1tu/GWOoqurW/uxZR5ZTbLfr4GXn9ufzlBjjK/oA/SrgIcAe0i75zcBzYozXnfJ7SuA3SQG+Av4BeNqpx9zG/VgjdWfcIX7xBd9NGw+RjTuyKumxWhup64bM5JTliJtvOsx0bYxIpKoKIgGtU/pBlKJtOzY3Z2T5iLIY07aWajxNsoHWplMr7+naNr04jMLaBlGeLBMCDhEHBEyW2neyzKRdg86otxRTcy+e+eN/eUeXNzBwTiICRZnOFJv6c4PzE598BYeuXyC64ruf8kCOHj9Onis2t+ZcccUVRBe56dAhbN3Qtg3eOXSRkY8rymLMJZdcxs1HTvCJj1/N3r1rLJqtNAaeaQiR0DkkCsdvdvyv//7Js7Xk9Rjj5q0dcEf7mG+16hZjrIFvvB2/pwF+sr+cNf77i1/LE7777lx0eQ4m9OaMprevSR0Z3nuKoqBta2KM5EVOCGkaKC9yvA+Mx2OULiiLMjkwqEhZFlilsJ3F+8BSB8vZtBvOcqGqStquJUrAGNXrM2fJvSEzOBfoOs+Lnv/621jJwMD5Q4yfH5CXSJIu5/3vvB7nHN/17+/Hic1N8AE8vODn38D3/sh9UKrrh0Q80Uak1SjJaduW3KSajjaG8XhC28yTTnoE7wOf/sQGb3v96R2/28vOSqzcxRy9eYsYBYTePcQlRxKTRE4gMhqnybuyLFdBO8sMSqcWtxBib7Ia+3RHvcpZL88+lBaMNr2Hn+8rxbp34K6w1lJVZZ/aSL2Uztl+6shz+NDWNj5KAwM7g2/9t1dwz3uvIyLUC8uH3nuIP//9qyhNydpkjRPHj3P4xi3+8o8+QT1LE7dKKXQ/ou26jpsPH+XIkaNp4s85yj7dWObJ7aQsSpTkbG7srMGuXSViBL3bSDD9bL2F2BAjaKNo2pqiF8cvipw8T0FZJCPEiPO+12kNafae9GRm2hBDJPRi3sF7wimi3lmW9dKDSfEq5bHVavwToCgKijyjLixP/tGH86e//+7teogGBnYEV3/sBDdcN+P6z8wAqOeOq953OPUyAz4Ego9cd80WwSXxIu+T1nmeZYjq35e9JgaRfrI2TQJ664guEMPOmx3YVYH50V//ACbT5LunlEeR/u99IMtyrLVkJifG3lIqM30OOMN5h699PwIa+0b3JLKdGYX3EQkRS8R5R/QpNy0Kgg14H7E2eZ0tPc3arsW5rhfoH1FWFdVI8xVfe/kQmAd2PR+76vQZNGgbz3v/+YbPuz4ET0oAxF5GIbkEZZnBu7Tx6bqG4ANaJ1127xz4M5+LuCvZVamMx3/zl7P/QBJAUVr6NEUGpLSEUooQHT6kiq4Iqy4NrZNQyrKya4zqUxBd7zWWJDyVyMrgEUn5sWS2mnwBl2IrIbiVl9lJ25y4yjkPDAzcfj718Q02NzrolRxDCEn605j+/Zjeh0orBMGYDGMytNIoNQTmbcW5ZCmT5xlVWa3kOZNKXMF0OsLaDqUkCRjFCEhy0O06tOiVZvMynxx6AZS0804j3FkffJeGrFm2DPKC1slOx3lPlplVAdAHR9smnYybrl984UUMDAx8Hm96zQ3c+NlFEsE3yTg56d9kK6GysiyZTtcQrQGFKE0gYu3O89ncVYE5zwsWdU3TtHS2Y1EvWCxm5LnhwgsPMhpVQKCokvljKiakwJzsbEIfSE3a8eKZTCasTcdUZYGS2A+nRCCJIWktaRqpHzZZLBZY2+Fcl3bJEqE3bLXW0jQNL/nVN2zzIzUwcO5hMpOCbUxnrGnSFtq27ov7QEyqj8F7siyjLNPk7k5jVwXmrmsYVQUQcM6ulDm6rmM+n+O9Z33PWjKIlEhZVSubqbIs04SQEryzGKVRCKbfAate3zl97XPLIdA0LbP51mqHPZ1OUFooy2Tg2rZ139kxS8fhed6Ln/CFFzEwMHCLaG0QpVKh3jnatiHLckbTCXv27EFnhtZ2rO/dQzke0XaWpu3SLnsbtZdviV1V/KvrGlUoiqygGOdpFDv0Rb5MM58nmcH0CduyueWS11+IZCZH6yRWpFXGeDymbds0EUikLEZMJiPatqOupfcKjJw4cYy1tTXqehOl0ofAaJRadXywdF0LAkWZUeUloYXReGdNIQ0MnAukGYSKtV7ak6iZz+ecOHGCLC+ZL+aIQGcbYvT4GNCZ4b4PuID1PQV/8ruf2O4lrNhVgbkocubO0XRzXAxJ7F4VmCw9DFVV0bZ1b5466QuCGkFhdDrGGEPb2F7/Qnp5wSTy3dQe7yOxb4OLfUqj6xrqpma6VuFcR1fXZLkizw2j8Yg8T10Z9aJDlOLmm2++lVUMDAzcEkuZBR88ZVkwGk0Yjyc013yG8WQNpdcYTSq2to6T5yWus9impXWW25idO+vsqlRG6IPxaFSRF/lKGjC55Xa9HsZJwfuk+sZK+6LrOmKQVXuNUaAIjEZV7zOWLnmRUVY53tnUH900jMdjtBHyPKcsc5QCrVMqxFvLfGtG09TMZwue/7Nv3tbHaWDgXKQqS6qyQGvhXz96lJf/6nsgBg4e2IcQMEazWCxYLBbMtrawtuvbXoULLhnzwz91/+1ewopdFZjhZOuad0ns3pikU7H02ks534bFYrZqmUvtN5EYBGMMWmuIaVfcNA31fAuthOl0QlUVn5Ov0loToyfPkyN3xJNlef87kjGkDz6J7RuNiNA2g/TnwMAd5TV//Vk+8v4NyixJeV5/7Ql+7T+9ASJsbaU6j1GpCWAps6C1XonAmx1UA9xVgXm58z11TLosS8qqSl/LcmWqmib0JOleRFAqDZoURUGmNcTY76jTRYkQnMV7t9pdQ2qjy/Ocrkv9zl3X0XZ1Eva2HSF4ijxnbX2NLM9RJvLUZ33Fdj9UAwPnHIuZYzGr+dB7b+K1r7oO7yPHjsxREVyTxPCLomQ6GVMU6X0eQ4CYTDPUDpof2FU55mVeOC8K8jL5/KXWmcBisVhJBSKpQb1tW0IQFBqJacoPlrvhpSsCvUxoEi+y1kOMyT9QFdBGwCMqnUr5IP1otiUqEGLqmQ5pqtBoxb3uu2/bHqOBgXOZq95/HFHC4RvTTICIUJU5ZZbhnWXZNadItm9E0KKYbXS8+TVnbCV6p7NzPiLOAiuRIZXU3IxJn0tLW/M01hnTgIkxxD5tHEPqiUxpEI/3IXVrpEmT/meS40mS8Exmj1olSc+maYDYCyD104RIb3WThlS6ru3VseCNr945TgoDA+cSh65vuPG6k4bGtvO89Q3XMhmPUYBObzh0L3akVaon1QvLJz5yYtvu9+nsusC8DL7JDyw9KaE3chQRIklIOxUHdX8dq5RF8J4Y4krFailQZIxOalVlnrSbJSnGaaX7FEa7Gudepj6UJKW7GCOhv4hoXvvXZ00XdmDgvMbawBv+7mqUQKY0RnTSsVF6VfwXYkpp7CB2VSoDQPq5+KWilPRKVSYzKWgGyPMSicJ112xRLxxEQYtGKY3JhP0XpHxUVhR4AnlvieOcWw2tWJvEkZIG7Ajrki2VtYFAkvcUpdPpFIFKmZTKGBxMBgbuNJQS7n7FGot6wWg8wtsO721vyAqbJxo2jracONZt8z39XHZVYK6qCiMVzm+kiR8lFKrXRS5Ljh0/jrNJQ3nua/7k//0wh07Trbj4sjE//6sPxxGgMBzbrLnQ5Cil0TojeIdtO6IPrK/voWlmVGWBtA4h9sJ0iqZ1lNUYY5KNFTHDZI6tjUGLeWDgzqKsDP/hGVeyNZ+R5YLJM4yPBOexIXL1R47zD39//Xbfzc9jVwXmuq4JmaWYGPbtW6csC3wbsZ3FLodCYqRtW1SIK03lU4kButbT0RFs0tFQUyGEkMSJbPoZY7Le7y/DuvTp7L1Ha0XXC3aftFM3LJUHTXbbhpQDAwO3jxgjXdf1QmMePAQfqOuarrU7UsAIdlmOuW0dXeM5cXzO4ZuOMduoIRq6LrK1UdM2HttFmtrRNoFbSjsdun7Or/z0OyBovBV0zBAKvFO0taeuHU1/Wcw7FrOO2VZD13jqhcd20NWR6A1dE+maiLNCPXccPzana3ZWrmtg4Nwm0rae4AVrI7aLOAcxaKJX3MLea0dwh8xYdwoicimwc3pbBgYGBm4/d4sx3mr+5FwNzAJ8CfAx4G7A+ZaYnZI+eIa1nVsMazv3ONvrmgI3xNsIvOdkjjnGGEXkxv7brduyAj/XOMXqZljbOcSwtnOPbVjX7fobuyrHPDAwMHAuMATmgYGBgR3GuRyYW+A/91/PN4a1nZsMazv32JHrOieLfwMDAwPnM+fyjnlgYGDgvGQIzAMDAwM7jCEwDwwMDOwwhsA8MDAwsMMYAvPAwMDADuOcDMwi8jQRuUZEGhF5r4h8zXbfpzuKiDxPROJpl0On3C79MTeISC0i/ygiX7ad9/kLISJfKyKv7u9rFJF/c9rtt7kWESlE5KUickRE5iLytyJyt7O6kFvgdqztFbfwPL7ztGN23NpE5Nki8m4R2RKRwyLyKhG572nHnJPP2+1c245+3s65wCwi3wu8GHgB8BDgn4DXiMjdt/N+nSEfBi4+5fLAU257JvCzwNOBhwOHgDeIyPRs38nbwRj4IOm+3hK3Zy0vBp4IPAn4amAC/J2IbLd38W2tDeC1fO7z+M2n3f5idt7aHg28HHgk8HiSPMPrRWR8yjHn6vN2e9YGO/l5i6e5Pe/0C/Au4HdOu+6jwK9t9327g+t4HvCBL3CbADcCzzrlugI4Afz4dt/321hXBP7NHVkLsA50wPeecswlgAe+cbvX9IXW1l/3CuBVt/Iz58raLujX97Xn4fP2OWs7F563c2rHLCI5cCXw+tNuej3wVWf/Hn3R3Kc/TbxGRP5MRO7ZX38FcBGnrDPG2AJv4dxb5+1Zy5VAdtoxNwBXcW6s9zH9KfMnROT3ROTgKbedK2tb778e67+eT8/b6WtbsmOft3MqMAMHAA3cdNr1N5FeROcS7wJ+EPhG4D+Q7v/bRWQ/J9dyPqzz9qzlIqCLMR6/lWN2Kq8Bvg94LPD/kE753yQiRX/7jl+bJIm13wLeFmO8qr/6vHjevsDaYIc/b+ek7Ccry9MVcgvX7WhijK855dsPicg7gE8BPwQsixDn/DpP4UzWsuPXG2N85SnfXiUi7wGuBb4F+Ktb+dGdtLaXAV9OyqOezrn+vN3i2nb683au7ZiPkHI8p39iHeTzP9nPKWKMc+BDwH1IRRY4P9Z5e9ZyCMhFZO+tHHNOEGO8kfQGv09/1Y5em4i8FPh24OtijKe6Ap3zz9utrO3z2GnP2zkVmGOMHfBeUqX1VB4PvP3s36M7j/4U6n6kgss1pBfG40+5PSdVm8+1dd6etbwXsKcdczHwAM6x9fapqMtIzyPs0LX1rXAvA74TeGyM8ZrTDjlnn7fbsbZb+pmd9bxtd8X0DCqs30uqlv4wKZD9N2AGXL7d9+0OruNFpBf5FcBXAK8muRtc3t/+LFIF/In9i+FPgRuA6Xbf91tYywR4cH+JwM/0/7/77V0L8DvAdcDjSG2Q/wB8ANA7dW39bS8CvhK4B/AY0pv2szt9bcBv98/Jo0m74uWlOuWYc/J5u621nQvP27a94L/IB/5pwKdJGqrv5ZQ2mHPlAvxZ/yLvgOuBvwTuf8rtQmqpuxFoSNXwB2z3/f4Ca3lMH7ROv7zi9q4FKIGXAkeBBemD6rKdvDagAl4HHO6fx2v76y877XfsuLV9gTVF4N/fkdfgubi2c+F5G/SYBwYGBnYY51SOeWBgYGA3MATmgYGBgR3GEJgHBgYGdhhDYB4YGBjYYQyBeWBgYGCHMQTmgYGBgR3GEJgHBgYGdhhDYB4YGBjYYQyBeWBgYGCHMQTmgYGBgR3GEJgHBgYGdhj/P7xg/gaare2uAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We can apply each mask to the original image to more accurately \n", "# see what got masked\n", "\n", "# Inputs:\n", "# img - RGB or grayscale image data \n", "# mask - Binary mask image data \n", "# mask_color - 'white' or 'black' \n", "plant_img = pcv.apply_mask(mask=(mask['plant']), img=img, mask_color='black')\n", "pustule_img = pcv.apply_mask(mask=(mask['pustule']), img=img, mask_color='black')\n", "chlorosis_img = pcv.apply_mask(mask=(mask['chlorosis']), img=img, mask_color='black')\n", "background_img = pcv.apply_mask(mask=(mask['background']), img=img, mask_color='black')\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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sb9OmjeF3CQkhas9kMtGmTRuj0wC8cIOJUurvwErgV2xHws9iu7ztfa21VkrNBJ5WSu0H9gNPA7nAh57OxZNOnDjBnj17jE5DCBEEvHGo1wr4N7APWAYUAv201kdK1r8GzATmAZuBlsC1WmufDE9MnDjR+3ftCCFELXjj5N8orXULrXWY1rql1vo2rfVuh/Vaa/281rq51jpCaz2o5Hpmnxg/fjwPPvggXbt29cj2Fi9eTGFhoUe2JYQQEKSTGF1zzTV069bNI9u67777uHjxoke2JYQQEGSFuU2bNoSFhTFnzhxWr15tdDo0adKE2NhYo9MQIuiFhYX51dzpQVWYk5OTSUxMZN68eTz88MNEREQ4/V6z2UxkZKRH85k2bRp/+tOfPLpNIYJVZGQkDRo0cOup9JdddhkbN270QlbuCarC7Oill17ijTfecKqtUoqHHnqIpUuXVlgnl8oJ4R/+/e9/k52dzYwZM8osd+Y76jBBml+QquKEN998s8oiXlBQIMMRQvipRo0akZ+fX2O71NRUmjdv7oOMnCOFWQjh11588UVyc3NZtWqVU+0nTJhAbm4uubm5HDt2DLPZbH/dqFEjL2frGUFdmMeOHcu//vUvo9MQQlSj9PzO1VdfzdGjR9m9e3e17U0mE5GRkURGRtrPI5W+9oSkpCQ2b97skW1VJaimRhs+fDhLliyx32ASFRXFiBEj2LRpU7Xv86eztUIEm7lz51JcXMyzzz5Lq1atsFgsJCcn069fP/773//aH/+0YMECXn755Wq3lZWVVeb16NGjmTJlCkClj5GqjNlspmnTpm7sifOCqjCnpqaSm5tbZll0dDRXXHGFQRkJIWpy7NixMs/GNJlM9OnTh08++YSZM2eycOFCXnrpJVatWsWJEydc2nbTpk398vsf1EMZQojAkZaWZp9ITCnFbbfdxmeffUZ+fj7ffPONy0XZn0lhFkIEhOLiYrKzs8ssGzduHJ9++ilnz551eXv9+/fnN7/5jafS86igGsoQQgSuzp0789JLL9lff/PNN8ydO5fmzZtz6lSV07lXafTo0fzud7/zZIoeI4VZCOH3srKyOHbsGK1atcJqtbJv3z6GDBnCjh07Kjx3s2HDhjRp0gQAi8VCWlpamfXx8fGEhYXRsGFDX6XvMinMQgi/98knn3Du3DnWr19PTk4O/fvbnt1c2WRko0ePtj9tKCMjg/bt25dZv3r1ar+f+lcKsxAiYFitVqKjozl79izh4eFYLJZq219yySWcP3/eR9l5jpz8E0IEhA0bNtC5c2fAdslccXExYWFhBmflHVKYhRABIy0trczNHRcuXKCgoIDu3bsbmJXnyVBGJVq1akVqamrA3FcvRF309ddfM2fOHLp3787kyZPty5VS9r+XHjFv2LDBfhLQ09PzGkEKcyVWr17t12dshaiLlFJs3brVXng7duzIwoULiYqKsl9lAZCTk0OPHj3YunWrfdkll1zi83y9SQpzJTz12CkhhGsuv/xy7rjjDgoKCirMq1zKYrGwY8cOH2fmW1KYhRCGCw8PZ9q0aQAMGjSI4uJiGjRoUGnbyMjIKot2XSGFWQhhqAYNGvDAAw/wyCOPADBp0iT7uuuuu442bdqUaR8WFlZmzLkuksIshDBMbGwsN998M9OmTeOrr77iuuuuK7N+3LhxBmVmLLlcTghhmEsvvZSpU6eyZcsWrr/+eqPT8RtBfcScn59PYWEh0dHRPu87Ozvbraf5ClGXbN++ncGDBwMQFxdnbDJ+JKiPmN977z3uuOMOn/dbXFzMjTfeyOLFi/3qybxC+Fq/fv04e/YsZ8+e5fTp00an4zeC+ojZKAkJCaSlpfH9998bnYoQwg8F9RFzqb1793r9GV4AERERmM3mCtMQCiGEo6A+Yr733nsZM2YM9erVY+/evV7vr6ioCKvV6vV+hBCBLagLc3h4uP0EXGxsrNf6KSws5PLLL5eiLIRwigxleFlGRgYjRozwyRG5EKJukMLsRUePHuVPf/oTa9euNToVIUQAkcLsRWfOnOH99983Og0h/FJCQgJ33nmn0Wn4JSnMQghDNGvWjKSkJKPT8EtSmL0kKyuLffv2GZ2GEH4rNTWVd955x+g0/JIUZi9Zv349d911l9FpCOG3RowYIYW5ClKYvSQkJKTOPihSCOFdUpi95Oabb+ann34yOg0hRACSwiyEEH5GCrMXXX755WRmZnLy5EmjUxFCBBApzF5kMpmIiYmhSZMm/PLLL4SEyD+3EKJmQV0pVq5cyRNPPOH1fpRSdOzY0ev9CCHqhqCbxOill17iL3/5Cz169KBjx46YzWaf9b1w4cIKE+N/8cUXrFixwmc5CCH8X9AV5hUrVvCHP/yBHj16kJCQQEJCgs/6vu+++yosO3HihBRmIUQZLg9lKKWuVEqtVEqlK6W0UuqWcuuVUur5kvV5SqlvlVJdy7UJV0rNVkqdVUpdVEp9rpRqVct9ccn27dtJSUnxZZdCCOEUd8aY6wOpwKQq1j8O/Klk/RXASWCtUqqBQ5uZwEhgFDAQiAK+UEqZ3MjHLR988AFvv/22r7qr1KFDhzh+/LihOQgh/I/LQxla69XAarCd1HKkbAv+D3hFa72sZNndwCngLmCBUioGGAf8Xmu9rqTNWOAoMAT42s19cUl0dDShocaO5MyePZsvvviCSy65hIyMDENzEULULC8vj3Pnznn/ElittdsBaOAWh9ftSpb1KNfuM+D9kr9fXdImtlybVOCFKvoJB6IdomXJNtyKZcuW6cLCQl1YWKj9wZIlS9zeFwmJQI3f//73Rn/1qpWbm1shFi9e7Il9j9Y11FZPHzI2K/nzVLnlp4C2Dm0KtdbnK2nTjMo9BTznkQxLPPPMM1y4cIH58+d7crNCiDqiRYsWZGZmGtK3t65j1uVeq0qWlVddm1eBGIfw6YlCIURwCQsLM6wog+cLc+nAS/kj3yb87yj6JBCmlCr/9FPHNmVorQu01tmlAVzwVMJCCAFw+vRpGjRoQIMGDSgqKjI0F08X5kPYCu/Q0gVKqTBgEPBjyaIUoKhcm+ZAokMbr5o4cSJvvfVWtW169+4tE90LEUS01uTk5JCTk2N0Kq6PMSulooAODosuVUolARla61+VUjOBp5VS+4H9wNNALvAhgNY6Sym1CJiulDoHZAB/B3YA62qxL047ffo0YLvZJDIykhkzZlRoM2/ePFq3bu2LdIQQBjtw4ABjxowxOg07d07+9QY2OLwurWrvA/cArwGRwDwgFtgIXKu1dhx+mAIUA0tL2n4D3KO1triRj9u6dOnCiBEjKl3Xp08fX6YihDBQTk4OmzZtMjoNO3euY/4W24m6qtZr4PmSqKpNPvBwSRjmwoULpKenG5mCEEJUENSzy23evJlp06axcuVKo1MRQgi7oC7MADt37uTxxx83Og0hRImffvqJwsJCo9MwVNAXZiGEf7nvvvs4f778/WfBJeim/XRkNpsxmXw2b5IQwgl79uwxOgXDBfUR83333WefC1n/b14OIYSP1DRnRLAK6sK8YMECrrvuOvbu3UtISAjh4eFGpyRE0Fi8eDEhISHVxieffGJ0moYI6sJcXjD/hBbCH40ZM4bp06cbnYbPSWF2UFxcTOvWrQ2/T14IYTNr1iweeOABr/axZs0ahg0b5tU+XCWF2YHJZOLTTz81fAJ9IYLdypUrSUhIoFGjRjRo0KDmN9RCXl6efZoGfyGF2YHVamX69OlYrVbGjx/Pr7/+anRKQgQNpRQfffQRH330Eddccw1RUVFGp2QYKcwOtNYsXboUq9VKYmIikZGRRqckRNDQWrNt2zZGjhwZ9N89KcyVePfdd5kwYQKNGzc2OhUhgsqrr77KokWLyM3N9Ul/O3fuZN06n0xq6RIpzJWYMGECq1ev9vq8rHv37uXQoUNe7UOIQDJ48GAeeughMjIy6N27N6dPn/bqkOK6deuYM2eO17bvLinMVbj11lu9XjTfe+89+w0uQgQ7pRRvvfUWYWFhHD58mKlTp7Jy5Upmz57tdyfnvE0uPzDQc889R0hIiBRnIbCNMXfq1AmA3/72t/blX331FadPn2bu3LlBc0JQCnM1LBbvztv/4IMP0rJlS7p16+bVfoQIdP/85z85evQo69evNzoVn5ChjGr06NGDVatWGZ2GECLIyBFzNTZv3kyPHj28tv2FCxeilEIpRYsWLbjyyiu91pcQoqwpU6b45Yk/kCPmag0bNowNGzbU3NBNoaGhmEwmQkJCCAsL81o/QtQF//3vfxkwYIDHtldUVERxcbHHtudJUpirce7cOQoKCoxOQwgBFBYWBs3VGVKYa/DSSy/JOLMQfiQ3N5dbb73V6DS8SgpzDZKTk0lLSzM6DSEEcPbsWZ5//nkGDBjAo48+6vUrp4wihbkad9xxBxMnTqxwOVt+fj5vvfWWQVkJEbwyMzOZM2cOkZGRTJ8+nfnz5/OPf/yDc+fOGZ2aZ9X0aBd/DCAa0N6O7du368pkZmbq4cOHV7rOXcnJyV7fHwmJuhrz5s3Tp0+fduk7N3v2bN25c2cj8o3WNdQ4uVzODTExMTLuLIQfefDBB7FYLFx99dVccsklNGvWrMb3TJo0ieLiYqZMmeKDDF0jQxlCiDrh4YcfpmvXrrz44otGp1JrUpiFEMLPSGEWQgg/I4VZCCH8jBTmKuzZs4fLLrvM6DSEEF40YcIEzpw549WpF9whV2VUoVGjRphMJqPTECJoKKVITU1FKcU111zjk9uvIyMjSU5OZvr06ezYsaPMuv79+3PhwgWv51AZKcxVuOuuu1i4cCHx8fFGpyJE0Ci9mctsNvusz+zsbI4fP05iYqJ92U033UReXl6ZdnfccQcdOnTg1Vdf9XpOMpRRhXXr1hn201II4b7//Oc/zJ8/H4CcnBy3rlO+9tpr7T8cHnroIfr168fBgwfZtm2bJ1OtkhwxV+GBBx4gLi7O6DSECDpz5syp1YOQd+7cyaxZsygoKCAnJ4e5c+fyxhtv2NcvXryYc+fOcdVVV2G1Wlm5cmWFbUyaNIk///nP5OXlMXLkSPLz81m0aJHbOblKCnMlbrjhBl577TViYmKMTkWIoPL5558zdepUCgsLa7WdvXv32o+UTSaTvfgOGzaMjRs38uuvv1JQUMCBAwdYtGgR8fHxrFmzhmuvvbbS7SUlJZGQkMDevXtrlZfTarpn2x8DL8+VUVhY6NI9954gc2VISHg/vv32W52amqpTU1P1nXfeWWZdo0aNysyPM3DgQN29e3ednJystdZ60aJFunv37rpDhw61zaPGuTKUthW6gKKUigayvLX9wsJC+/hSVlYWYWFhREZGeqs7ADZu3Ei/fv282ocQonphYWEUFBSUuSIkNja2zMnIn3/+mT59+tSmmxitdXZ1DeTkXznlH/E0evRo3n77bYOyEUL4WmFhIS1atKB169a0bt2aH374wb7OarVSVFTk9RxkjNlBaGioPEpKiCBWWFhIeHg4YJuUv2HDhmXWL1u2jDvuuMPrecgRs4Pi4mJCQ0Mr/ET8v//7P7+cGlAI4T1xcXH88ssvhvQtR8wOTCYTZ86cKTOetHTpUoqKioiIiDAwMyHqPqUUZ8+epVWrVhVu7vCFxo0bs2/fvjLLyl+ZdfPNN/PNN99wzTXXeDUXKcwOlFLExsaWWRYVFWVQNkIEF601/fv3Jz8/35D+MzIyuPLKKyvcmu1o/fr1TJgwweu5yFBGFW6//XYOHTpkdBpCBJV9+/Zh1JViFoulxqGLCxcucOTIEa/nIoW5CrfccovcYCJEkJo4cSK5ubkVlvfq1YunnnrK+wnUdKFz+QCuBFYC6dgulr6l3Pr3qHhBdXK5NuHAbOAscBH4HGjlQg5eucEkNDTUw7eNOE9uMJGQMD5MJpOeNm2aVkrp8+fPV/pd3bRpU237qfEGE3eOmOsDqcCkatp8BTR3iOvLrZ8JjARGAQOBKOALpZTMsymEMIzFYuGJJ56ocjjl2LFjrF+/3ut5uFyYtdartdbPaq2XVdOsQGt90iEySlcopWKAccBUrfU6rfVWYCzQDRjiaj6epLUmJSXFsDEuIYR/6NWrFzt27KhwX0NycjJPPvmk1/v31hjzYKXUaaXUL0qphUqpJg7regFmYE3pAq11OrAT6F/ZxpRS4Uqp6NIAGngjaYvFwk033URxcbE3Ni+EqEGLFi2MTgGA5cuXM378eI4fP15meUREhE9mnfRGYV4NjAGuBqYCVwDrlVLhJeubAYVa6/Pl3neqZF1lnsI2N0ZpHPN00mC78+/48eM+naRbCGGjlOL48eNen5fGGW3atOHbb7/l0ksvLbN8xIgRrFq1yuv9e7wwa60/0lp/qbXeqbVeCQwHOgE31PBWhW1gvDKvAjEO0cpT+QohRGWaN2/O/v37Denb65fLaa1PAEeAjiWLTgJhSqnYck2bYDtqrmwbBVrr7NIAvPJokeLiYkwmk08mKSmvb9++ct20EALwQWFWSjUCWgMnShalAEXAUIc2zYFE4Edv51MTq9VqSL+bN2+2P+9MiGCktSY6OtqQ27Gd8cYbbxAdHc3gwYO93pfLt2QrpaKADg6LLlVKJQEZJfE88Cm2QhwP/BXb9crLAbTWWUqpRcB0pdS5kvf8HdgBrHNzPwKexWKp1eN0hKgL/O05m0OGDLGfc8rMzPRdfjVd6Fw+gMFUftH0e0Ak8DVwGijENoTxHtC63DYisN1gcg7IxXbDSmsXcvDKDSYmk0l/99132mq1unOPSK3IDSYSEv4Xixcv1t99952+4YYbNKAHDx6sFyxYUNvt1niDictHzFrrb7GdqKvKMCe2kQ88XBJ+w2q18s477zBgwABMJrnXRYhg16dPHzp16kRoaCj16tVDa02PHj283q/MleFAa83777+P1WplxowZZR4vI4QIPvPmzePw4cNkZGSQmZnps36lMDtQSjF69GhCQkL45ZdfWL58Oenp6UanJYQwyIEDB8jJyWHFihWsXbvWZ/3KfMwOQkJCmDx5MiEhIdx///2MGjWK1q1be/1upHPnzlU7B6wQwhgzZsygU6dOtG/fnn79+tGxY8ea3+QJNQ1C+2PgpZN/pXHgwAHdqFEjDegvv/zSYyf4KpOVlaVnz55t+EkOCQmJirFv374K31lfzC4nR8yV6NDhf1cD5ufn2+dlNZlM9gc1esqsWbP485//7NFtCiE8Iy8vD6vVSkiIb0d9ZYy5Brfddhv169enfv36Xnk6bkhICEoplKruQhchhBF69OjBhg0bfN+xu8MJRgZeHsqoLCZPnly7MYtqWK1W/dNPPxn+a5uEhETZ2Lt3b4Xvq79OlB+U5s2bx+233+6VbcsRsxD+yajvpRRmJxUXF/Pll18ybFiN988IIUStSGF2QX5+vlzXLESQWLNmDW3atDGkbynMLkhKSuK1117z+HZ/+uknuTJDCD+zYMECzp8/b0jfUphdkJOTQ1pamse3GxMTU+FJCUIIY3Xq1Mnjl8c6zVNXSvgyMOCqjNJo1aqVXrJkSe0uw6iEzC4nIWFsRERE6LFjx9pfnz9/vtLvqlyV4YeOHTvGww/XPCneuXPn+P7770lOTvZBVkKI2qhfvz7Dhg1j0aJFRqcCyFCG16SkpDBmzBhuuukmDh48aHQ6QohqdOzYkRUrVgDQvn17Y5NBCrPXXHvttXz22WecOXOGrl27Gp2OEMIJYWFhbNmyxfD52GWuDC8y6vmBQgjXaK2xWq0UFBQQExNjdDpyxOwty5cv54orrjA6DSGEE1JTUzGZTNSrV8/oVAApzB7RokULIiMjWb9+fYV1zZo148SJE9SrV6/SI+hp06YRGRnJlVde6YtUhRCV6N69O4cPHzY6DTspzC5KSEioMKl9fn4+a9asYc6cObRs2ZKXX37Zvk4pRcOGDTlw4EClUwc+9NBDzJgxg8LCQq/nLoSo3O7du+nbt2+ZZV26dDHsxL0UZhcdOXKEsWPHllm2fv16rrjiCqZNm8bnn3+OyWTiscceIyEhga+++gqgyqegLF26lO3bt/Puu+96PXchROWKi4spKipi8+bNbN68mZCQED788ENatmxpSD5y8s9FeXl5pKamllmWlJQEYH/szPr160lLS6Nnz55079692u3179+fxMTE0htnhBAGMZvN9OrVC4CPP/6YgQMHYjabDclFjpjdkJOTw1NPPeWRbSUkJNCnTx+PbEuIYHfjjTcycuTIWm9n48aNFBcXl1m2YcMGPvjgg1pv2xlSmN2gtSYrK6vC8i+++IIFCxawceNGAM6ePevUB5mWlsby5cs9nqcQwWTYsGFMnjyZIUOGuL0Nq9XKggULKv1+FxYW2h8z53Wemr/Cl4GBc2UAunHjxpXeQz906NAKbZs3b15p282bN+vjx4/rgwcP6qeeesrweQIkJAI9VqxYobXWeu7cuW69PzY2Vq9evVoPHTpUWyyWMt/XXbt26TVr1ug1a9Z44uHJ8jBWXzl06BAXL150qu3BgweZOHEit956K6dPn2bmzJneTU6IOi4+Pp4GDRrUahvnz5/npptuYseOHezfv5+OHTvar6T697//zYIFCzhz5own0q2Z0Ue/deWIuXPnzhXamUwmnZCQUKbd+fPndXx8vOFHFxISdSm2bt1q/44tWrRIx8bG6ujo6Fpts/zscq+++qqn8pXZ5YzUrVs3du7caX9tsVho27atX13ILkRdc99995GRkUFycrLhc164SwqzF23bto3WrVvbX4eFhZGdnW1gRkIEjy5dunDq1Cmj03CLFGY3nDlzptLxrFWrVnH//ffbXyclJZGcnOwXk6IIEWz27t1Lt27dKCgooKCggNBQ90+pTZw4kWeffdaD2VVPTv65qaCgoMKyu+66q8zykJAQzGYz2dnZNG3aVGabE8KHOnbsyPbt2wkLCwPg+PHjdOnShYyMjErbN27c2D70WP5O3eLiYiwWi3cTdmT0ibxAPPkXGxurd+zYUebEwL59+3S/fv3KtOvZs6cuKirSP//8s+EnRyQk6nI4nvyrzq5du/T27dv19u3b9ahRozSgBw8erLdv3653795tb7djx44yl8wdPXpUP/LII57Kt8aTf4YX2UAszJVdlTFx4kQdFxdXpl3Pnj211lrn5eUZ/h9XQqKuxuLFi3VWVpZThdnRjh079P33369vvvlmp9ofOHBAP/nkk57IWa5j9rTmzZvzwgsvVFi+YcMGzp49y+9+9zvy8/M5fPgwjz32mAEZChE8pk+fzq233urWPMqJiYk89NBDHDt2zKn2hw4dQinF1KlTmT59usv9uUKVHIEGFKVUNFDxnkkfSExMrDDtJ9jmvEhISODRRx+loKCAw4cPM27cOMA2LWhkZKSvUxWizisoKLCPIXvb3/72N1JSUnj88cdrO79NjNa62suz5IjZBU2aNGHQoEFVru/duzdt2rShTZs2PsxKiOA0fPjwSuc495b27dvjswPZ2oz1GhUYNMY8YsSISseedu/erePj43V8fLxeunRphfUyxiwh4bkICQnR3bt3d2pc2JPOnDmjf/31V71p06ba7oOMMbsjLi6uwrK8vDwKCgo4f/48DRs25Ny5c/Z2N910E0ePHmX16tUMHTq0zPusVitnz571Sd5C1HUmk4n4+PgKc6J7W05ODm+++Sbbt29n0qRJ3u+wpsrtj4GXj5gLCwu11loXFRVpq9Wqtdb6zTff1IBOTEzUx48f12az2f6TtLCwUHfq1EmvWbOmwk/Z9PR0w48wJCTqSnTo0MH+/fSlCRMm6JCQEE/th8yVURs9evRg9erVZZbt3LmzwuNmmjZtyi+//OLL1IQISgcOHKBx48Y+7/cf//gHr7zyis/6k8JciXr16mE2m1m8eDHDhw8H4OGHH6aoqMgejhNmnzlzhs6dO1fYztatW8vMlSGEEE6p6ZDaHwMfnPzbt2+fLi4utv8qs2DBAj1q1Kgqf9XJzMzURUVFZZYVFxfr3bt3G/7rn4REXYl27drpjIwMZ0YfPOqRRx7RkZGRntoPufPPndi+fXuZoqy11hkZGXrx4sU6ISFBDxgwoMy6vn376oMHD1b6gcoYs4SEc6GU0rt379YRERFllk+ZMkXv2bNH79mzR6elpTlTRz3uxIkTes+ePfqNN97wxL7KVRnuSEhIqDCPa2xsLNdddx1NmjSpcEH7q6++StOmTX2ZohB1UpcuXVBK2V8/++yz3HfffVx66aUGZmV7gklMTAytWrXySX8ujTErpZ5SSv2slLqglDqtlFqhlOpcro1SSj2vlEpXSuUppb5VSnUt1yZcKTVbKXVWKXVRKfW5Uso3e1wLcXFxXHvttQwePLjM8quuusqtW0KFEBXNmjWL+fPn07ZtWy6//HLDizJAz5496dq1a80NPcTVk3+DgLlAP2AotjsH1yil6ju0eRz4EzAJuAI4CaxVSjlOYDwTGAmMAgYCUcAXSqnAfNyAEMJj7r//fpRSjB49mk6dOhmdDgCDBg2ib9++PuvPpaEMrfV1jq+VUvcCp4FewPfK9jvI/wGvaK2XlbS5GzgF3AUsUErFAOOA32ut15W0GQscBYYAX5fvVykVDoQ7LKrdUxeroJTi5ptvLvOrVG1kZWXx1VdfeWRbQgSTn3/+mX79+lV6s1dQqGkQuroAOmAbzE4sed2u5HWPcu0+A94v+fvVJW1iy7VJBV6oop/n8cLJhri4ON2+fXv7a5PJpLds2WK/qaS2UlJSDD+hIiHh7xEWFqaTkpLs0+SW6t27t/7444898l2srSNHjujjx4/rjz/+2BP77L0bTEqOjmcAP2itS5842qzkz/IP2jrlsK4ZUKi1Pl9Nm/JeBWIcwiPj0ddffz0vv/yy/bXFYqFnz54UFxd7YvOYzWZDLoYXIlCYzWaSkpLYunUrKSkpZdbFxcURERFhUGb/c/78eZ588klmz57tsz5rc4PJHKA7MLqSdbrca1XJsvKqbKO1LtBaZ5cGcMHVZB2ZzWYiIiJYunQp9957b4WrLPLz82uzebtu3bqxfft2wsPDa24sRBDq27cvGzdurHTd6tWrGTFiBMXFxR47WHLHmDFjWLp0qU/7dKswK6VmAzcBV2mtHWeZPlnyZ/kj3yb87yj6JBCmlIqtpo1XLVmyhLy8PHuUnxAlOjqaM2fOeKSvZs2akZmZ6ZFtCRGM/vznPzNx4kTD+l+1ahX33nuvT/t09XI5pZSaA9wKXK21PlSuySFshXeow3vCsF3N8WPJohSgqFyb5kCiQxuvuv322yt9AkFoaCgWiwWLxSJDEEJ42dixY/nuu++MTsMpb731Fn/9619912FNg9C67Em4eUAmtkLbzCEiHdo8UdJmJLZi+yGQDjRwaDMf21UY1wA9gG+AbYDJyTzcvvPvu+++05mZmbqgoMA+sG+xWPShQ4d0aGiofVn79u31rl27PHLiQOZjlpCoGL///e+d/v7k5uZ65LtYW/568u+P2E6+fQuccIg7Hdq8hu065XnAZqAlcK3W2nFceAqwAlgK/BfIBW7UWnv9+eBRUVHExMSUGVcOCQmhTZs27Ny5k44dO1JUVER2drbHHlceHh7O/v37ffq0BSHqioiIiKB7NJur1zHXeIGv1lpju7zt+Wra5AMPl4RfCAkJoX379hw4cIChQ4fyzjvveOyOI6UUHTp08Mi2hBB1X1DPlfHtt9/yz3/+0/46JCSERYsW8cADD9CiRQuSkpKIioryWH9vv/126VAMr732Gvv27fPYtoUQnvf0009z8uRJ++vDhw/7puOaxjr8MajFGHNKSop9vGj+/Pll1pWOMZvNZg22Wea8ZdCgQYaP8UlIGBnOjjEbafr06To+Pt7T+y5PMHGF1Wpl6dKlWK1Wo1MRQhhsxYoVjB8/nvbt2/u876AuzE2bNiUhIYGIiAh69eqF1WplxowZ9O7dm9BQ74/ytGvXzmfTCAohXDN37lzOnz9vSN9BXZhHjhzJm2++SXx8PGvWrCE0NJTk5GQ++eQTYmJivNp3kyZN+Nvf/saECRO82o8QwnXHjh3jnXfeoUWLFob0H9Qn/0pprcs8w69du3YUFRV5tc/SWzxfe+01wsLCKCws9Gp/QvgTs9ns11MVxMfHY7FY2LZtm8cum3WFFGZg3759tG7dGrPZDOCxaT+d8fjjj9O2bVtGjRrlsz6FMNqzzz7LX/7yF6PTqFFSUpIh/Qb1UEaphIQErFYrFy9eJCQkhOzsbKxWK926dTM6NSHqpOeee467777b6DT8lhTmEkopzGYz2dnZNG/enHPnzvm0/969e7Nnzx6f9imEUZ555hneeusto9PwW1KYS2RlZdGhQweioqLYunUrQ4cO9ekNICaTiY4dO7J7926f9SmEUcLCwvx6jNloMsZcon79+va7ANu2bcuCBQto3bq1T/q+5ppr6NKlCyaTibZt2/qkTyGE/wr6wtytWzdee+01QkND6d+/v315nz59fJZDXFxc8D7bTAhRQVAOZSxZsoQffvgBgObNm3PjjTcanJEQwh9YLBaee+45w+/+Dcoj5tOnTxMdHW10GkIIP2OxWHjxxReNTiM4C/PkyZONTkEIIaoUlEMZQghRnfj4eEMfbBHUhbmoqIi8vDyj0xBC+JkDBw4YOtwZlIVZl0xWv2jRIm655RZjkxFC+JWQkBA5+WeE2267jf79+3v06SRCiMAXFhaGxWLBbDZTXFxsWB5BWZiXLFlCSEgISinuvfdeo9MRQviZ0qkZsrKyDOk/KAuz4xOyTSaTgZkIIfxRZGSkT2eZLC8ox5iFEMKfSWEWQgg/I4VZCCH8jBRmIYQo55133jH0cW9SmIUQopx///vfUpiFEMKfrF271tD7HKQwCyFEOVlZWfY7hI0QlNcxCyFEdRo1aoTFYjGsfzliFkIIPyOFWQghysnNzaVhw4aG9S+FWQghynGctsEIUpiFEMLPSGEWQgg/I4VZCCH8jBRmIUTAyMrKYtGiRV7v5x//+Adjx4417ASgFGYhREDIyMhg9erVrF692ut9ff755wwZMoT69et7va/KBNUNJh06dCAiIsLoNIQQbti2bRtPPvkkX3/9tdf7WrVqFbGxsWRmZnq9r8oE1RHz8uXL6dy5s9FpCCHcdOTIEfr27Wt0Gl4XVIW5W7dupKamGp2GEMJJFovF8CdWGyGoCrMQIrCMGjWK1157zeg0fC6oxpiFEIHrqquuorCw0NCHpPqKHDELIfzWO++8wyOPPMIHH3xA48aNGThwILm5uTRt2tTo1LwqqI6YN2zYwGWXXWZ0GkIIJzVo0ICZM2fy+uuvc+7cOS5cuMA111zDhg0bjE7Nu7TWTgfwFPAzcAE4DawAOpdr8x6gy0VyuTbhwGzgLHAR+Bxo5UIe0ZX0UWOkp6drf3fx4kWX90tCIpDiscce0/v376/yO3DLLbfos2fPaq21fuWVV3S7du3s723RooVeu3at17+HN9xwgw4NDfXWv0G0rqHGuTqUMQiYC/QDhmI74l6jlCp/FfZXQHOHuL7c+pnASGAUMBCIAr5QSplczMclzzzzDEePHvVmF0KIGmzbto39+/dXuf7rr78mLy+P119/nXfeeYeDBw/a19WrV48hQ4Z4Pcfrr78es9ns9X6q4lJh1lpfp7V+T2u9S2udCtwLtAF6lWtaoLU+6RAZpSuUUjHAOGCq1nqd1norMBboBlT6L66UCldKRZcG0MCVvEu9++67nDlzxp23CiE8ZO3atfz888+VrnvzzTcpLi5m0aJFzJ49m7S0NAYMGFCmGBcWFjJr1iyv5GaxWJg5c6ahD2IFcGkoo3wAHbAdmic6LHsPyMQ21PELsBBo4rD+6pL3xJbbVirwQhX9PI+Hfo1ISUnxyq8+niJDGRLBEC+88EKF//tWq7XStr///e/1Qw89pAHdoUMHnZmZqU0mk8e/e/n5+fqTTz7xxf7XOJTh9sk/ZbtmZQbwg9Z6p8Oq1cDHwBHgUuAlYL1SqpfWugBoBhRqrc+X2+SpknWVebWkr1INgGOu5ty1a1ciIyNdfZsQwkCLFy/2ST+ZmZncfvvtPumrJrW5KmMO0B3bGLGd1vojh5c7lVKbsRXpG4Bl1WxPYftpUkFJQS+wN3TzOsa1a9fSvHlzt94rhPCcnJwcsrOziY6Odvm9SimaNGnCqVOnPHbZXHFxsV8Nc7p1HbNSajZwE3CV1rraI1et9QlshbljyaKTQJhSKrZc0ybYjpq9prCw0NBHkgshbF5//XUefPBBioqKXH5vdHQ0R48epW3bth4bC965cyfdunXzyLY8waXCrGzmALcCV2utDznxnkZAa+BEyaIUoAjbVR2lbZoDicCPruTjqvj4eLZu3erNLoQQTvrXv/7F1Vdf7dZ7TSYT+fn5hj+bz1tcPWKei+0KiruAC0qpZiURCaCUilJK/V0p9RulVLxSajCwEtv1yssBtNZZwCJgulLqGqVUD+ADYAewzhM7JYQIDD/88AMdO3asuWGQcXWM+Y8lf35bbvm92K7GsGC77O0PQENsR8kbgDu11hcc2k8BioGlQCTwDXCP1triYj4u2bNnj9//J6hXrx4ZGRk0atRIhl1EUDh48CCxseVHNm3ee+89tm3bxrlz55g1axYhIUEyi0RNl234Y+DmnX/t2rXTu3btqu1VNV6Vm5urO3XqZPjlTBIS/hAff/yxfvLJJ3VMTIz+wx/+UOH7kpiYaL9L0F3r1q3Tbdu29eV+efzOv4B28OBB8vPzjU6jWlprfvnlF6PTEMJwc+fO5corrwRsz/pbuXIl99xzT5k2v/zyC7fccgtpaWlu95OTk8ORI0dqk6rHBdUkRoEgLCyMhQsXMn78eKNTEcJQa9asYcuWLfa7BM+fP8/y5csJDf1f2SouLuaHH37gwoULVW0mMNV0SO2PgZtDGZMmTdLHjx+v1a89vmC1WrVSyvBfIyUkAiW2bt3q9vdtxYoVvs5XhjIcPf3007Ro0cLoNIQQHrZu3TrS09ONTsNjgqowBwKr1crmzZuNTkOIgPLYY49VOTFSIJLC7GcKCgq45ZZb5FI5IYKYFGY/ExkZybFjx4LiuWZC+AOTyUR4eLjRaZQhhVkIEdRGjBhBcnKy0WmUIYVZCCH8jBRmP5Obm0tMTIyMMQtRC+vWreOKK65wun337t05cOCAFzNyjRRmP1TnLpYXwgceeOABFi1aBNgeEZWamkqvXuWfele5kJAQoqKivJmeS6Qw+5mIiAi+//57OfknhItOnz5NdnY2K1asYOrUqRQVFfndrdbOkluy/UxISAgDBw6suaEQooIPP/yQkJAQdu3a5dL7fv31Vx599FEvZeU6OWL2M0VFRbz44osyxiyEGzZv3symTZvsr/Py8nj55ZdrfF9GRgYff/yxN1NziQrEAqCUigayXH1fenq63z/zLzc3l/r16xudhhB1htlsrvERVNu2baNHjx4+yogYrXV2dQ1kKKMaqampXLx4scyy+vXrc/nllxuUkRDCFaGhofzmN7+pcv2JEyc4dOgQ+/fv92FWTqhpliN/DNycXS49Pd2lWacSExMrbCMxMdGlbbjq4sWLhs/UJSFRV6JRo0bVft/eeOMNI/KS2eU8TWtNbm6u0WkIIeqwoBrKuHDhgkvjtxZLxUcQ7tq1izZt2nDw4EFPpmYnRV8Iz7FarWRnVz2c669PNArUk38tgWNG5yGEEG5opbU+Xl2DQC3MCugE7AVaAXXtVrkG2H7wyL4FFtm3wOPr/WoApOsaCm9ADmVorbVS6kTJywu6hktPAo3DXX+ybwFE9i3wGLBfTvUhJ/+EEMLPSGEWQgg/E8iFuQB4oeTPukb2LTDJvgUev9yvgDz5J4QQdVkgHzELIUSdJIVZCCH8jBRmIYTwM1KYhRDCz0hhFkIIPxOQhVkp9aBS6pBSKl8plaKU+q3ROblKKfW8UkqXi5MO61VJm3SlVJ5S6lulVFcjc66KUupKpdTKkly1UuqWcutr3BelVLhSarZS6qxS6qJS6nOlVCuf7kglnNi39yr5HJPLtfG7fVNKPaWU+lkpdUEpdVoptUIp1blcm4D83JzcN7/+3AKuMCul7gRmAq8APYD/AKuVUm2MzMtNu4DmDtHNYd3jwJ+AScAVwElgrVKqga+TdEJ9IBVbrpVxZl9mAiOBUcBAIAr4Qill8lLOzqpp3wC+ouzneH259TPxv30bBMwF+gFDsU3PsEYp5Tj9YqB+bs7sG/jz51bThM3+FsBGYH65ZXuAV43OzcX9eB7YVsU6BZwAnnBYFg5kAhOMzr2G/dLALa7sCxADFAJ3OrRpAViAYUbvU1X7VrLsPWBFNe8JlH1rXLJ/V9bBz63MvgXC5xZQR8xKqTCgF7Cm3Ko1QH/fZ1RrHUt+TTyklFqilGpXsvxSoBkO+6m1LgC+I/D205l96QWYy7VJB3YSGPs7uORX5l+UUguVUk0c1gXKvsWU/JlR8mdd+tzK71spv/3cAqowA3GACThVbvkpbP+JAslG4A/AMGA8tvx/VEo14n/7Uhf205l9aQYUaq3PV9PGX60GxgBXA1Ox/cq/XikVXrLe7/dN2aZYmwH8oLXeWbK4TnxuVewb+PnnFpDTfmL7tcSRqmSZX9Nar3Z4uUMp9ROQBtwNlJ6ECPj9dODOvvj9/mqtP3J4uVMptRk4AtwALKvmrf60b3OA7tjGUcsL9M+t0n3z988t0I6Yz2Ib4yn/E6sJFX+yBxSt9UVgB9AR20kWqBv76cy+nATClFKx1bQJCFrrE9i+4B1LFvn1vimlZgM3AVdprR2fChTwn1s1+1aBv31uAVWYtdaFQAq2M62OhgI/+j4jzyn5FaoLthMuh7D9xxjqsD4M29nmQNtPZ/YlBSgq16Y5kEiA7W/JUFRrbJ8j+Om+lVwKNwe4Fbhaa32oXJOA/dyc2LfK3uNfn5vRZ0zdOMN6J7azpfdhK2RvADlAW6Nzc3E//o7tP/mlQF9gJbanG7QtWf8EtjPgI0v+M3wIpAMNjM69kn2JApJKQgNTSv7extl9AeYDR4FrsF0G+Q2wDTD5676VrPs78BsgHhiM7Ut7zN/3DZhX8pkMwnZUXBqRDm0C8nOrad8C4XMz7D98Lf/hHwQOY5tDNQWHy2ACJYAlJf/JC4HjwKfAZQ7rFbZL6k4A+djOhicanXcV+zK4pGiVj/ec3RcgApgNnANysf2gau3P+wZEAl8Dp0s+xyMly1uX24bf7VsV+6SBe1z5PxiI+xYIn5vMxyyEEH4moMaYhRAiGEhhFkIIPyOFWQgh/IwUZiGE8DNSmIUQws9IYRZCCD8jhVkIIfyMFGYhhPAzUpiFEMLPSGEWQgg/I4VZCCH8zP8Di39MaVVhKbEAAAAASUVORK5CYII=\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Write image and mask with the same name to the path \n", "# specified (creates two folders within the path if they do not exist).\n", "\n", "# Inputs: \n", "# img - RGB or grayscale image data, original image \n", "# mask - Binary mask image created \n", "# filename - Image filename to get saved as\n", "# outdir - Output directory (default: None)\n", "# mask_only - Defaults to False, if True then only outputs mask \n", "plant_maskpath, plant_analysis_images = pcv.output_mask(img=img, mask=mask['plant'], \n", " filename='plant.png', mask_only=True)\n", "pust_maskpath, pust_analysis_images = pcv.output_mask(img=img, mask=mask['pustule'], \n", " filename='pustule.png', mask_only=True)\n", "chlor_maskpath, chlor_analysis_images = pcv.output_mask(img=img, mask=mask['chlorosis'], \n", " filename='chlorosis.png', mask_only=True)\n", "bkgrd_maskpath, bkgrd_analysis_images = pcv.output_mask(img=img, mask=mask['background'], \n", " filename='background.png', mask_only=True)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# To see all of these masks together we can plot them with plant set to green,\n", "# chlorosis set to gold, and pustule set to red.\n", "\n", "# Inputs:\n", "# masks - List of masks (the different classes returned by naive_bayes_classifier)\n", "# colors - List of colors to assign to each class. Users can either provide a \n", "# list of color names (str) or can provide tuples of custom BGR values\n", "classified_img = pcv.visualize.colorize_masks(masks=[mask['plant'], mask['pustule'], \n", " mask['chlorosis'], mask['background']], \n", " colors=['dark green', 'red', 'gold', 'gray'])\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "# Calculate percent of the plant found to be diseased \n", "sick_plant = np.count_nonzero(mask['pustule']) + np.count_nonzero(mask['chlorosis'])\n", "healthy_plant = np.count_nonzero(mask['plant'])\n", "percent_diseased = sick_plant / (sick_plant + healthy_plant)\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Create a new measurement (gets saved to the outputs class) \n", "\n", "# Inputs:\n", "# sample - A sample name or label\n", "# variable - The name of the variable for the observation to get stored. Must be unique to other variable names\n", "# since data is a dictionary format where variable is the key.\n", "# trait - Description of the observation getting stored\n", "# method - Description of the method for calculating the observation\n", "# scale - Observation scale\n", "# datatype - The datatype of the observation, most commonly either bool, str, int, float, list \n", "# value - Value of the observation getting stored\n", "# label - Label for the observation getting stored. Required for list datatype observations. \n", "pcv.outputs.add_observation(sample='default', variable='percent_diseased', trait='percent of plant detected to be diseased',\n", " method='ratio of pixels', scale='percent', datatype=float,\n", " value=percent_diseased, label='percent')\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4014100627203223" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Data stored to the outputs class can be accessed using the variable name\n", "pcv.outputs.observations['default']['percent_diseased']['value']\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# The save results function will take the measurements stored when running any PlantCV analysis functions, format, \n", "# and print an output text file for data analysis. The Outputs class stores data whenever any of the following functions\n", "# are ran: analyze_bound_horizontal, analyze_bound_vertical, analyze_color, analyze_nir_intensity, analyze_object, \n", "# fluor_fvfm, report_size_marker_area, watershed. If no functions have been run, it will print an empty text file \n", "pcv.outputs.save_results(filename=args.result)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To view and/or download the text file output (saved in JSON format)...\n", "1) To see the text file with data that got saved out, click “File” tab in top left corner.\n", "2) Click “Open…”\n", "3) CLick on the file named “ml_tutorial_results.txt”\n", "\n", "Check out documentation on how to [convert JSON](https://plantcv.readthedocs.io/en/latest/tools/#convert-output-json-data-files-to-csv-tables) format output into table formatted output. Depending on the analysis steps a PlantCV user may have two CSV files (single value traits and multivalue traits). \n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.10" } }, "nbformat": 4, "nbformat_minor": 1 }