{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"I was wondering what was the best way to do cropping for a segmentation challenge and \nespecially how to apply it to the associated masks.\n\nLet's explore the different ways to crop a large image for segmentation.","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19"}},{"cell_type":"markdown","source":"# What is Cropping?","metadata":{}},{"cell_type":"markdown","source":"![cropping_concept.png](attachment:2facb456-6eca-44ea-906b-b488323fd810.png)\n\n\nLet's start with the first thing to ask: what is cropping?","metadata":{},"attachments":{"2facb456-6eca-44ea-906b-b488323fd810.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"Cropping, in simple terms, is to extarct a region from an image.\n\nTo crop an image, you will need to define the ROI, i.e. short for region of interest. \n\nIn the above cat image, it is the area around its eye. So cropping the above image consists\nin extracting this part. We then get:\n\n\n![cropped_image.png](attachment:57c989db-7549-49a1-b59c-1812937b1534.png)\n\n\nSince an image is a matrix of color values, you need an $(x, y)$ location (usually the upper left corner) and then a `(width, height)`\nof the cropped region. Here is how this looks like for the above example:\n\n\n![cropping_location.png](attachment:430711b4-1e5d-403e-9cca-2cc78868bcb1.png)\n\n\n\n\nThere are other formats that can be used to crop an image, for example the `(left, upper)` and `(right, lower)`\ncorners (often named  $(x_1, y_1)$ and  $(x_2, y_2)$ respectively) of the cropped region, or also the center $(x_c, y_c)$ and half the `(width, height)`. \n\nLet's see how these two conventions apply to the above image:\n\n\n\n\n![cropping_location_other.png](attachment:31bfe126-902c-42ae-ab58-73a5d59d5ea3.png)","metadata":{},"attachments":{"57c989db-7549-49a1-b59c-1812937b1534.png":{"image/png":"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"},"430711b4-1e5d-403e-9cca-2cc78868bcb1.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAYgAAAHcCAYAAADMXD3HAAAAAXNSR0IArs4c6QAABoR0RVh0bXhmaWxlACUzQ214ZmlsZSUyMGhvc3QlM0QlMjJhcHAuZGlhZ3JhbXMubmV0JTIyJTIwbW9kaWZpZWQlM0QlMjIyMDIyLTA3LTIyVDE4JTNBNDYlM0E1Ny45NjFaJTIyJTIwYWdlbnQlM0QlMjI1LjAlMjAoV2luZG93cyUyME5UJTIwMTAuMCUzQiUyMFdpbjY0JTNCJTIweDY0KSUyMEFwcGxlV2ViS2l0JTJGNTM3LjM2JTIwKEtIVE1MJTJDJTIwbGlrZSUyMEdlY2tvKSUyMENocm9tZSUyRjEwMy4wLjAuMCUyMFNhZmFyaSUyRjUzNy4zNiUyMiUyMGV0YWclM0QlMjJnWW5tYnI3Yk1fVUJvenBOZVRrMCUyMiUyMHZlcnNpb24lM0QlMjIyMC4xLjQlMjIlMjB0eXBlJTNEJTIyZGV2aWNlJTIyJTNFJTNDZGlhZ3JhbSUyMGlkJTNEJTIyRUFUMGNvWTNJeDF3aEg0Ry1tSDElMjIlMjBuYW1lJTNEJTIyUGFnZS0xJTIyJTNFNVZqTGJxTXdGUDJhU0RPTFJHQ0hKRjNtMlZiVFNwM3BvdTFxNUlJQnR3WXp4a25JZlAzWVlCNE9ST203SXpXYjRHTnpiWjk3anE5RkQ4Nmo3SlNqSkx4a0hxWTlZSGxaRHk1NkFOaVdQWlolMkZDdGtWeUdRTUN5RGd4Tk9EYXVDYSUyRk1YbG14cGRFdyUyQm54a0RCR0JVa01VR1h4VEYyaFlFaHp0bldIT1l6YXM2YW9BQzNnR3NYMFRaNlF6d1I2bDA0Vm8yZllSS0U1Y3kycFhzaVZBN1dJZElRZVd4YlFQa1l1T3pCT1dkTUZFOVJOc2RVa1ZmeVVnUmFIZWl0RnNaeExKN3l3cyUyQmJoMSUyRjRCeHBlSWYlMkJFZSUyQlJ5Q2ZodFh5ZGpnJTJCaGFiMWd2VnV4S0JyWWhFZmc2UWE1cWIyV1dlM0FXaW9qS2xpMGZVWm9VdlBza3czS3FXU280ZThSelJoblBBMERMT2prWkxxcWVra1lva2ZZZTlMWTJtQXVjTlNDOXAxUE1JaXo0VGc0cGUwZWFjQzB3TU5IdGJaMHVXSTRKRzZtcVFLUWxFbFN4YXhibGd5YnlHYVFPajVNcXhaQ29SeExsJTJCbXNTcXJaT3BBQ25sQVN4eEFSTEd1Z0Z1c2YwaXFWRUVLWjY3NWtRTEpJRHFPcVlJZmN4NEd3ZGV3MyUyQiUyRmZ3bmglMkJTVFRjdDhXVjNKMCUyQnRaaEVJb2cwMFZFV0RsZWpFY0VHa3huOFFlNWdOWHpnaFdIaEpJJTJGaWs4VllPUTZQdU1TNW1BbFEwbUJmSTdJUndKUEVqaTRPT2xJYlZoU0FQQ1VVc2FZRGhwUzZNQzMxd2F6dWY2elNlVWxpTmpGdU8zNFJsYXpsR2ViZEJod1FwOERjJTJCJTJGenNod3NybGJPZyUyQnpDM0xETnJQemM2ZHZIJTJCY1p4OTVVRlFqWmNpbEtVJTJCS2FST2MyVWd6blRwSHM4TjF0czNIWGJDd3lvN1hUcldKUzdMVnFUSXR0Z1hpQXhUSGx0RlBRb05qcFlMakVPS1pJa0kyNWpDN1c5UXhYak1nRkhuUlNWWjdMRUNsYlMlMkJmcnQ1cEZhRCUyRlF5QXhrN3glMkZDQlElMkJ0UUxrSXFtMiUyRlhCZWdReGNqS3NtYTNjdUhRT1E1S3dDZjVRdXZGVFA2czJabFJ6JTJGTmJ5cnlmTFRzU1pJVnIlMkJuJTJCT3BBc0JNTnZXUSUyRk0xWWElMkZGJTJCMHl2RnglMkJNWU01cTRRYks5bVRyUFNqTUVWcW1sOWJ1c1BsU0JjVFYlMkJvTzg0NHFFeEhQVTlQTXVvNGYwd29Iam9jT1dSOHUydEFzMm5aSDBlNnMyZTkxWGp6aEh0UjVYcVJTciUyQklaeDRoS3ViN2sycE5uSEJDZlpYeG9nY0hlNGY1UzZ3JTJGQiUyQkZpb2R6WiUyRiUyQjE1V2tQaCUyRjJxeGJLcSUyQnlIWVJtQXJydXloOXF1eWRjaDc2azdhckVWRGNxWnpBZXZiRGs3c1VhT251QjN0bDFvMWFPTldGZnhuYWdmWWc2NzJZODJheSUyRktSUTVyTCUyRk13T1UlMkYlM0MlMkZkaWFncmFtJTNFJTNDJTJGbXhmaWxlJTNF4SS9LAAAIABJREFUeF7svQd8pFXZPnxN75OebLZ3eu9FBEGKFEFQQBEREBBsiPX1r9g/5LWgglJUQBQUeFlARaSs9LYsCyywvZf0nunt+133M88kG7KbyWaSTDL34fcw2eQp51znmXOdu1symUwG2hQBRUARUAQUgQEIWJQg9J1QBBQBRUARGAwBJQh9LxQBRUARUAQGRUAJQl8MRUARUAQUASUIfQcUAUVAEVAE8kdAJYj8sdIzFQFFQBEoKQSUIEpqunWwioAioAjkj4ASRP5Y6ZmKgCKgCJQUAkoQJTXdOlhFQBFQBPJHQAkif6z0TEVAEVAESgoBJYiSmm4drCKgCCgC+SOgBJE/VnqmIqAIKAIlhYASRElNtw5WEVAEFIH8EVCCyB8rPVMRUAQUgZJCQAmipKZbB6sIKAKKQP4IKEHkj5WeqQgoAopASSGgBFFS062DVQQUAUUgfwSUIPLHSs9UBBQBRaCkEFCCKKnp1sEqAoqAIpA/AsMiiLvuuguf/exnUSxVSi0WCxYvXowTTjgh/xHrmYqAIqAIKAJ5IZA3QTzzzDOyEP/3v//F8ccfn9fNR/ukJUuW4LjjjsNjjz2mJDHaYOv9FQFFoOQQyJsgDjjgAHz5y1/GpZdeWlQg/eQnP8Gdd96Jl19+GTU1NUXVN+2MIqAIKAITGYG8COL222/HokWL8O9//7soxzpnzhx8/etfx9VXX12U/dNOKQKKgCIwERHIiyA+8IEP4MILLyzaBZh2kY0bN4r6S5sioAgoAopAYRAYkiCeeOIJnHLKKdi+fTvq6+sL89QC3+WBBx7AJz7xCSGJWbNmFfjuejtFQBFQBEoTgSEJ4uc//zn+9a9/7XJ3/uSTT+Ldd99FRUUFjjzySOyxxx648sorMW/ePFxyySWora0dNrp/+MMfUF1dLQbx8vLyHa6nwXygoZweTY8//riQmTZFQBFQBBSBkSMwJEGcc8458hTaIAZrv/3tb/GlL30Jv/nNb9De3g6SRWVlpbjCTp06FUuXLsXrr7+ed09DoRD8fj++8Y1v4Nlnn8XFF1+8g2rrmGOOwfLly9Hd3b3DPWmHoBH9K1/5St7P0hMVAUVAEVAEdo7AkARB76WDDz5YPIUGtq1bt2LGjBm5uAjTFfbjH/847r//fiGIhoYGbNu2TX7Op1FVtOeee+KHP/yhXENpxLQtdHZ2ipRC6WGgvYEuuCSJP/3pT/k8Rs9RBBQBRUARGAKBIQliypQpYqD+1a9+9b5bXXfddaI++uY3vyl/M20BjEs47bTTJKjugx/8oKiZ8m1VVVVYvXo1XnvtNXzkIx/B1772Nfzv//6vXP7www+DEs33v/99XH/99Tvcks9666238MYbb+T7KD1PEVAEFAFFYBcIDEkQ1O0PtiAPds+zzjpLdvY9PT0jBv2rX/2qkNJTTz2FE088Ue73gx/8QPpCmwjJo38z/1YsUd4jBkBvoAgoAorAOCMwJEFQvcRo5ZtuummXXY3H46ISOuywwwoSL7HvvvvC5/Ph1VdfzT2XBnD+ezCPKkoQjNNobGwcZ0j18YqAIqAITA4EhiQIRk6n02kwD9Ngjd5L++yzj0QyH3300bjqqqvw+9//PnfqtddeO6h6alfwtbS0iOqK1/7yl7+UU7ds2YKZM2cOan/g32mDoJGcaiZtioAioAgoAiNHYEiCoORA4zP1/wObuaOnl9I///lPUf/ccsstOa+jyy67DIlEAn/+859zl9L9lZLGQBtC/3sPlvfJ/N3O1F00UB944IE79bYaOVR6B0VAEVAESguBIQniP//5D2644YZB4yDozkovJ7qW0lC9atUq3HvvvWLUphRB19cVK1bkEDUXef7ipZdewlFHHTUo2l1dXTjiiCNw6KGH4i9/+YvEWJx//vny+c4774jEMrDRVkJjNo3a2hQBRUARUARGjsCQBLFp0ybMnj0bmzdvFpfW/u3cc8/FQw89JL+iWyvbNddcA4/Hgw996EMiJfDa/o0xE4xjoKvqrqQIGqJJMh0dHViwYAFeeOEFpFIpbNiw4X2jNr2nSGYnn3zyyFHROygCioAioAhgSIIgRtTvn3HGGaBbayEaF/T33ntvpwRBSYPqIjOC2nRvveKKK3Dbbbe9rws0UK9duxbPP/98Ibqn91AEFAFFQBEA8iOI3/3ud2JjYHxDIRpdVKmG+vSnP/2+25nuqv2D4UhOlCho6zjkkEPedw3tD9/+9rdBAtGmCCgCioAiUBgE8pIg6FVEewENxBdddNGInswiP4cffvhOq9IxtTgN2VRZMSLbrGJn/nvgw3/0ox/hkUceGVY6jxENQC9WBBQBRaBEEMiLIIgFI5vp8sqFeu+9995teKgOop2AEsTO2kknnYSnn35aiOSggw7C5z73uUElh0L1abcHoxcqAoqAIjCJEcibIIiBGetQLNHK9Fy64447cPnll0/iKdKhKQKKgCIwPggMiyDGp4v6VEVAEVAEFIHxQEAJYjxQ12cqAoqAIjABEFCCmACTpF1UBBQBRWA8EFCCGA/U9ZmKgCKgCEwABJQgRmmSGM/B2hX777//KD1Bb6sIKAKKwOgioAQxSvjefPPN4hL83HPPjdIT9LaKgCKgCIwuAkoQo4gvEwwyj9SPf/zjUXyK3loRUAQUgdFBQAlidHCVuzY3N0tOKdbzPuWUU0bxSXprRUARUAQKj4ASROEx3eGO//d//4dvfetbUsjI6/WO8tP09oqAIqAIFA4BJYjCYbnTO7FeBut0//GPfxyDp+kjFAFFQBEoDAJKEIXBcci7MAvtF7/4RVxyySVDnqsnKAKKgCJQDAgoQYzRLLCCHu0Qb775JubNmzdGT9XHKAKKgCKw+wgoQew+dsO+8mc/+xmeffbZgtXVGHYH9AJFQBFQBIaBgBLEMMAqxKmnn346jj32WClwpE0RUAQUgWJGQAlijGeHNbUPOOAAkSJIFNoUAUVAEShWBJQgxmFm7r77btx0001YtmzZODxdH6kIKAKKQH4IKEHkh1PBz2KRI8ZF/OY3vyn4vfWGioAioAgUAgEliEKguBv3iEQiEmXNNBysva1NEVAEFIFiQ0AJYhxn5IknnsDFF18sUdZ1dXXj2BN9tCKgCCgC70dACWKc34rvfve7WLlyJR544IFx7ok+XhFQBBSBHRFQgiiCN+L444/HueeeK5HW2hQBRUARKBYElCCKYCaWL18u9oilS5fKpzZFQBFQBIoBASWIYpgFAL/73e9w33334fnnny+SHmk3FAFFoNQRUIIoojfgwgsvxJw5c/DTn/60iHqlXVEEFIFSRUAJoohmvrW1VVRMd9xxB0477bQi6pl2RRFQBEoRASWIIpv1RYsW4etf/7pkffX7/UXWO+2OIqAIlBICShBFONtf/epX0dHRIaVKtSkCioAiMF4IKEGMF/JDPPfQQw/F1VdfjUsvvbRIe6jdUgQUgcmOgBJEkc7wK6+8ghNPPFFUTQsWLCjSXmq3FAFFYDIjoARRxLN74403YvHixXj88ceLuJfaNUVAEZisCChBFPnMnnnmmTjyyCPxne98p8h7qt1TBBSByYaAEkSRz+jGjRvF9fXRRx/FcccdV+S91e4pAorAZEJACWICzOY999yDn//855L1VZsioAgoAmOFgBLEWCE9wudcccUVcDqduPnmm0d4J71cEVAEFIH8EFCCyA+ncT8rFouJqukHP/gBPvGJT4x7f7QDioAiMPkRUIKYQHP81FNP4ZOf/KSomurr6ydQz7WrioAiMBERUIKYYLN2/fXX491338WDDz44wXqu3VUEFIGJhoASxESbMQAf+tCH8NGPfhRf/vKXJ2DvtcuKgCIwURBQgpgoM9Wvn5QgaI949dVXcfDBB0/AEWiXFQFFYCIgoAQxEWZpkD7eeuutoPvriy++OEFHoN1WBBSBYkdACaLYZ2gX/fvUpz6FGTNm4IYbbpjAo9CuKwKKQLEioARRrDOTR7/a29txwAEHgNLE6aefnscVeooioAgoAvkjoASRP1ZFeeYjjzyCa6+9VrK+BoPBouyjdkoRUAQmJgJKEBNz3nbo9XXXXQeWK7377rsnwWh0CIqAIlAsCChBFMtMjLAfhx9+OJiO4/LLLx/hnfRyRUARUAQMBJQgJsmbQJfX448/XqKsFy5cOElGpcNQBBSB8URACWI80S/ws5nx9YknnpBDmyKgCCgCI0VACWKkCBbZ9YywZj3r7373u0XWM+2OIqAITDQElCAm2owN0d/NmzdLlPWiRYvwwQ9+cJKNToejCCgCY4mAEsRYoj1Gz/rrX/8qwXO0R1it1jF6qj5GEVAEJhsCShCTbUaz47nqqqtgs9lwyy23TNIR6rAUAUVgtBFQghhthMfp/olEQlRNtEVccMEF49QLfawioAhMZASUICby7A3R98WLF+P888+XKOtp06ZN4pHq0BQBRWA0EFCCGA1Ui+ieLFFKW8RDDz1URL3SrigCisBEQEAJYiLM0gj7eNJJJ0kyP+Zs0qYIKAKKQL4IKEHki9QEPm/FihWS9fWll16SGAltioAioAjkg4ASRD4oTYJzbr/9dtx55514+eWXJ8FodAiKgCIwFggoQYwFykXyjIsuughTp07FjTfeWCQ90m4oAopAMSOgBFHMs1PgvnV0dIjr680334wzzzyzwHfX2ykCisBkQ0AJYrLN6BDjefTRR/GlL31JPJvKyspKbPQ6XEVAERgOAkoQw0Frkpz79a9/HY2NjbjnnnsmyYh0GIqAIjAaCChBjAaqE+CeRx55JC699FIpMqRNEVAEFIHBEFCCKNH3YsmSJTj22GNF1bTnnnuWKAo6bEVAEdgVAkoQJfx+/PKXv8Rjjz2Gp556qoRR0KErAorAzhBQgijxd+Occ87BQQcdhO9973sljoQOXxFQBAYioARR4u/E1q1bxfX1gQcewAknnFDiaOjwFQFFoD8CShD6PuC+++7DT37yE8n6arfbFRFFQBFQBAQBJQh9EQSBq6++GplMBr///e8VEUVAEVAElCD0HehDIJVKiarp29/+Nj75yU8qNIqAIqAIqASh70AfAs888wzOPfdcUTXNmDFDoVEEFIESR0BVTCX+Agwc/o9+9CMsXboUDz/8sCKjCCgCJY6AEkSJvwCDDf/DH/4wTj31VFx33XWKjiKgCJQwAkoQJTz5Oxv6ypUrxR7x/PPP47DDDlOEFAFFoEQRGBeCsNx+VonCPYGG/cJm4PlNwLc/MIE6rV1VBBSBQiKgBFFINCfbve5cBgRcwHl7T7aR6XgUAUUgDwSUIPIAqWRPiSSAHz0HnL8PcMCUkoVBB64IlCoC404QmSseLVXsJ8S4//nPf0oQHbO+VlRUTIg+aycVAUVg9xHobwJQgth9HEvmym9+85tgzqa//vWvJTNmHagiUKoIKEGU6syPYNxHH300PvOZz+DKK68cwV30UkVAESh2BJQgin2GirB/DJ5jFTqqmvbeW43WRThF2iVFoCAIKEEUBMbSu8lNN92Ef/zjH3j66adLb/A6YkWgRBBQgiiRiR6NYTJX03777Yfvf//7o3F7vacioAiMMwJKEOM8ARP58du2bZMo67/97W848cQTJ/JQiq7vkUgE1157rfTrV7/6FTwez6B9NM+bNm0avvvd78o5LS0tuPfee3HxxReLt1m+9yo6ELRD446AEsS4T8HE7gDJ4Yc//KHYIxwOx8QeTBH1Pt9FfTCCoIfZPffcI55mVVVVShBFNK8TrStKEBNtxoqwv9dccw2SySRuu+22Iuzd5O6SEsTknt/xHp0SxHjPwCR4fjqdFlXTN77xDVx00UWTYESFG0I8Hse3vvUthMPhHVRFjz76KD760Y+Keu7888+XB5rnut1u/M///A++9rWv7aBiYpW///73v/jpT38qzgHnnHOO2H9+97vfwVQxMUX79773vdwAKN3xPlRXcZ4uuOAC6QeDHo844gh85StfwXnnnaflZQs35ZPqTkoQk2o6x28wzz77LM4++2xRNc2cOXP8OlKET6aqh4s47QKzZs2Scq6s+02bAav2cVG32WzYtGmTVPBjMCLTrA+0QTzyyCP49Kc/LcRAIn7nnXewePFihEIhnHDCCXK/FStW4O9//zsef/xxfOc738H8+fMxe/ZsudeiRYswZ84cfP7zn8fUqVPxl7/8RX7HQ21IRfjiFEGXlCCKYBImSxd+/OMf47XXXgN3x9r6EHj77bdl537HHXfgmGOOQVdXFy6//HJs375dFuo//OEPKCsrw5NPPimL/H333YcpU6bsQBDRaBSXXXYZ6uvrceONN8Ln88kDSBAkCy76ppF6ZzaI5557TiSW/fffX65taGgQQzb7dP3118Nisei0KQI7IKAEoS9EQRE45ZRTcNJJJ+HrX/96Qe87kW9mEgIj0LmTX7VqFb7whS/Iwn7rrbfirrvuwsKFC0WqYBoTqoDY+ksQa9asEVXQLbfcItKF2Xp6ekAb0IIFC4YkCNYa//Wvfw2v1yuX52sIn8jYa99HhoASxMjw06sHILB69WqxR1BXTh23NuRUSsSGC/wrr7yC22+/XWwJTH5I283hhx8uUgXJlSlMBi7eb7zxBj772c/iwQcfzEkAxNa0W9CddSgJguf3d5lVgtC3cygElCCGQkj/PmwE/vjHP8rOeMmSJcO+drJeQPURpSraBx566CHEYjGxP/CoqanB6aefLuoeYnfIIYfkTRCUCkgMjJNQgpisb8/4jUsJYvywn9RPvuSSS8QH/xe/+MWkHme+gzMN0FQb0UZDddFZZ50lrsGvv/46Dj30UDz11FM5e8TA3X0hVEwqQeQ7W3qeiYAShL4Lo4IAdeNUNZEg6N1U6s1c8Jubm9HZ2QnmsqKxmOomqpbKy8tx6qmniucRjcUDCSKRSOCKK65AMBgUNZFppKb3GDPr0oCtEkSpv2WFH78SROEx1TtmEXjsscdkUaPrK6WJUm+UFq666ipRJzHSmXYDU7JYvnz5Du6mg9kHTDKgsftTn/pUzqBNozfjHUyCoITC55BsPvShD+XcXFWCKPU3cPjjV4IYPmZ6xTAQoI6diyBjAEq9MU36mWeeCarfzNgHBtB9+ctfxtq1ayU1Bt1e2QYjCMZPLFu2DDfccIPEOTDV+uc+9zm88MILmDt37g65mEgOdGll3ATdjzkPShCl/gYOf/xKEMPHTK8YJgLHHnus7Hjpq69NEVAEJg4CShATZ64mbE/pokk3zjfffBP77rvvhB2HdlwRKDUElCBKbcbHabwM0Hr44YclPkKbIqAITAwElCAmxjxNil7StZN6cxpUtSkCikDxI6AEUfxzNGl6yNw/dH2lMZYRw9oUAUWguBFQgiju+Zl0vbv//vslHTVdX10u16iOj2oteghpm1gI6LwVz3wpQRTPXJRMT774xS+C2UmZ3XQ02hNPPIH/9//+nxjFqdZSF9vRQHl07sl058w3RUmT7rknn3zy6DxI75oXAkoQecGkJxUaAS4A1113nfjpF6qZxPDee+9JjQQG57W2thbq9nqfMUKguroabW1tEi1Om5USxRgBP8hjlCDGD/uSfvLzzz+PM844Q1RNLGgzkjaQGHgvprRmtlRVMY0E2fG5liomVtRjECGbEsX4zAOfqgQxftiX/JO5gL/00ktS/nIkzeFwSE3s/o3ZTRmNrG1iIjDY/NntdjAnlbaxQ0AJYuyw1icNgsBpp50m5TJZE2F322ASBHedLMCjEsTuojp+16kEMX7YD3yyEkTxzEVJ9oQ5iGiPYL2Eo446akQYqA1iRPAVzcVqgyiaqVAVU/FMRen25M4778TNN98MJrMrRFMvpkKgOD73UC+m8cF9Z09VCaK45qNke3PppZeirKwsV4+5EECoP30hUBz7e+i8jT3mShDFg7n2ZBAEent7cdBBB+FnP/sZPvaxjylGioAiUAQIqARRBJOgXTAQ+Pe//y3V1ej6Sj20NkVAERhfBJQgxhd/ffoABOj/vn79eil2o00RUATGFwEliPHFX58+CAIf+MAHcMEFF+Caa65RfBQBRWAcEVCCGEfw9dGDI8AcSgcffLComvbbbz+FSRFQBMYJASWIcQJeH7trBH77299K0rZnn31WoVIEFIFxQkAJYpyA18cOjcAnPvEJLFy4UJK1aVMEFIGxR0AJYuwx1yfmiUBTU5NEWd99992a9jlPzPQ0RaCQCChBFBJNvVfBEaCaiZ5NtEcwgZs2RUARGDsElCDGDmt90m4iwIR7rO/whz/8YTfvoJcpAorA7iCgBLE7qOk1Y44AvZpIFJ/5zGfG/Nn6QEWgVBFQgijVmZ9g437xxRdx6qmniqpp7ty5E6z32l1FYGIioAQxMeetJHt9ww03gJXo/vWvf+XG/+c//xnHHHMM5s2bV5KY6KAVgdFEQAliNNHVexccgdNPPx2MtP7Wt76Fp556SsqWLlq0CCw8pE0RUAQKi4ASRGHx1LuNMgLr1q2TrK9M7PelL30Jb7/9Nn7+859r5bhRxl1vX5oIKEGU5rxP6FH/6U9/wve+9z10d3ejp6cHl112mXo4TegZ1c4XKwJKEMU6M9qvHRDYvn07jjvuOESjUWzbtg0OhyNXwP6QQw7B66+/rogpAopAgRFQgigwoHq70UHgueeew5VXXonNmzcjHA7v8JCqqiq0traOzoP1ropACSOgBFHCkz8Rh/7II49IZDUlis7OThmC3W5HR0cH/H7/RByS9lkRKFoElCCKdmq0Y7tC4K677sK3v/1tsUNkMhm88MILkiJcmyKgCBQOASWIwmGpdxoHBG666SZc+82vARcfCBw2dRx6oI8cSwQyVzw6lo8r+WcpQZT8KzDxAbDccjrgsE38gegIhkRACWJIiAp6ghJEQeHUmw1EgN5FLB/KGtOHHnroqADU/yUelQfoTYsGgZEQRCadQjqVRDoeRTIeQToeRyoZA9JpUVNa7Q5YHU44vEHY3T5YrFZYLNaiGft4dEQJYjxQL6FnMrne/fffDxb/YV2H0Wj9X+KRLCCj0Te958gRKNT8puIRJKMhRNqbEGlvQLSrFbHuVqSTSWRSSTj8ZXAFKhCcvgcC9XOFLKw2x8gHMIHvoAQxgSev2Lu+YsUKiXqOxWJwuVxYtmwZ9tprr4J3u1ALyM46xl0nF5B0KiGfmXQGmUw6u/NMA5kM+B9ggcXKw7bDYeW/bTzsJb8j3Z3JH+78ppNxJGNhJKM8QtkjjES4G/HeTkS7WhDtaEaspx3xng6RKihdOLx+OH3lCE5fiMC0BUISvpppQhKcu1JsShClOOtjNGZTemBwm9vtHjUpYrgLyLCGn8nkFptEpAfJSChHFKlEHJlkAul0EiBBWKyw2uywOd2wOdzGpxwu2Fxe2N1eWKwkCcuwulDqJw9nfqkqSoQ6EW5rQLhlC0LNWxDiZ8tWxCgx9LQhFY+BJGIQf0LUSzJ9NpvMnzNYBV/1NMw46ixMOeB4OHxB2F3ekpwGJYiSnPbRH3R/6cF82mhJEcNZQHY18lQsImQQD3XJTjMZ7RVCSER6jZ+jYfAcEkImlUI6mZUoMiljkbFYZIGx2p2wUT1hd8HqcMFmd8Dm8hiHw5X9e/ZvPM/hgp1/cxrn2J0eQ+KwquGd87Wz+RWbQiIm8yJzlp03SghUIUXaG+WIdjQh0tEkEkQi3GNIfzttFiF0Z6AS0w49GVMOOAHls/eBv27W6H9pivAJShBFOCmToUv9pQcGsPX29o6aFFEogoh2NsvOs2vrKnRvWSm7z3DrtixBhPrUStxuyq6Tqiaqlvo1i0UkBDFuZn+mZMHFnqoKu8cHpzcIp788e1TAGSiHp6IO7oop8JTXwl1em5M+JsO7MNIx7Gx+U4kY4r0dMkfdW9ega+tqdG9dLeRAgk/Fo4akQClP1IMpUSUN1Th3VqcLwanzUTHvAMz6wLmo2/fYoS6blH9XgpiU0zq+g6L0sP/++8PpdOKDH/ygZF79yEc+gmeeeQbxeFwysBbSFrG7BGHaEbi75CLT07gevQ0b0Nu8WdQT0c4WMWSmElGkE/GRgZolDaqcqK6we/xwePy5T2egAi5/ZY44HJ4A7F4/HO7sOd4gHN4AHG6fSBkmAY2sUxPj6v7zG/vkn0VSkLnppLG5EZG27Qi1bhM1Urh1a44cBiMDavdsVivsVgvsNitstBmJxs+CWCIlh9iTLDY4/RUITJ2LBad8FtMOO1VIo9SM1koQE+M7MqF6+e677+K8884Ds64eddRRsqPmTvvll1/GpZdeigcffBD77LNPwca02wRBw3MygZaVr6Jx2WJ0bHoXXZtXitpCdp2iSkpmddQDJIXd6r0hXSDrPilulLmf7Tm1EqUNShj0qPHVzJDDP2U2fHWzRTfuLq8xDN4looLqP79dH/kFurevQdvqpejc9B5CzZvF2Cy2oP6Sgkh2O84ZoSf+bocNXqcdbqcNHqcd1qxNqL03io5QHOlMBul0RjD2VE7Bwo98DjOOPgsuf4W4v5ZSU4Iopdkep7GaBDFaj99dguDiQpVEy8rX0PzuiwhzB9reYKiPdtQa0T9JdptW7ji53xSJQLRI8jfzEvFnEu1TBunsJ3/Hn7no5Nto0OZi5ApWwx2sErUTD1eZ8W8XD/7M3/nLxQhOP/7RaDKWdFq80ZLJpOS+Mg+rdfTiBDLpNBLhLrju7atD/m7VCeht2oSe7esQorTQ3S52o/fNl8UCh9UKh90Kp80Ku90KBz9tVrjsVrgcNjj5N7tN5pOtuTuClu4oollJgr9zl9Vg3oc/jelHngFv9TS4ApWjAXHR3lMJominZvJ0rFgJount57D5pYfRueEddG1ZhVQyLhLDwCbEYLHIYsJFhiTBw25FdvdpLDEmKaSyO9BkKo1UOoNUxvjkvweaLHY2yyJpZG0XhqRheNjQAE6vmuC0BSibtReq5h/y8zyRAAAgAElEQVSMsul7iFRBtdVotFQqJanVmfcqEomILcnj8cjBtOuj1SgR9DZuQNljX8s94h9vbkesu80IeMu6pw4ElXNls1lESgh4HPC7HPC57PDwcNoNoifBZ4le5g5AY0cYTV0RdIVj6Ikm5JkkhFnHnYuph5yCsukL4amqH63hFuV9lSCKclomV6eKjSBoT2DQ1NbXHsO6J++RHSldIE3vFpfdJjtMObjzzO4+qbs2dNZcYAxyMCQILjCGGk0UG1npgRKDqCuyhCFkIYRh7MjNfyez5GGSSFIiewd/B0gWtGO4y+vgraqHr3YWfLUzZHdLnbnN7hS11S6bqFQsObdOEo/F5oBVPKf4s13UYD3hGLpCEWxvbEZjc6sUZ6LLMknB6/WiuroaNTU1qK+vR2VlZUEIg4ZneopRuutt2iiSwj5t/80N5/5n3pS/92+cE5I3JQLOnTM7b6JCctj7zaNxjkh/AwASgugMo6kzgo5QDN0Rw+ZETGccdQbqDzoJFXP2ha925uT6cg4xGiWIkpru8RlssREE3R25C930/ENY/dgdEizV3/WxzOtEmceFcp8T5V4nXE4SxeAup4MtNIOhbJJGIpVGPJlCIplGPJVCNJFGNM7PpKg2InHjU8hmZxqprMHbtF9QoiBRUN1EQzZJYiiC4LU591q61rq8RuwGD5cbsDuxpaULGxpa8dobb2P5ijUIRyLiZMDm8/kwa9Ys7Lnnnjj88MOxxx57oLa2VohjJI0GaEY3N7zxNJqWP4fubetwxn41uVve98QrO6gAyXUkh4DbgYCH8+aE320XiYHqJLEvZNWAxufgjVA3dxkSRHtvDF3hLEH4yjD10FNQf+DxqFpwCPz1c0cyvAl3rRLEhJuyidfhYiOIeE+7eL9senER1j5+p3jFsNnp3WKzoK7Mi7oyj6gjuAulWom71JE0WeszQKqf5MCfEylD9UTiMD/j5s9CIiSUNBLJlPxMKWOgLYMLPY3a9IpinAWlgF0ThOhWsiorSg6M2eCnIUkkrA5EMw6saE1gdUsUm7Y1oKGpBclEAsmU4SZKD7WKigohhZkzZ2LmjBmYPm2q/Dxr9hyUlZeLpJGvjYKuqXQxpk2IR9eWlSI9kMjPPXbv3HD+9sTL4oVEwvaIkdkwNJsHDdCmNDGcOeuTIMJiqO6TIMrFg6n+oA+hct5B4ixQSk0JopRme5zGWmwEQRdJRtdueelRrH/6LzmC4OLidtoxq9qPWdWBrPvj6IKWExKyP4iSKpNBOJ5CJJFEbySJ3mgCvbEEQrEE4gmDTN7XhhmdbdDdANKzGJvz7qQVHXEblna48W6XU1Rk74v36Ke/5/xWlJdh3uxZYPnXE076MGbPmStShs2WX7Bf2+rX0bpqCRrfehYt770scQu0MbBDF55yVD+CeEXUfuU+Fyp8LlT6XfC7HTnb0O7SOMe9vTMkdghKD6YNQlRMR55uqJjm7qcqptH9OgzyXt9+Vu6XmmhtrNEfm+cVG0EkQt2Idrdi03MPGiqm3mxlOpvh6TK3NoC5dUHxThrmulsQQLkY0y4h6qhESiQIkSToXZOkr35a1FBUS9Fvn+cZi/jIH89bbA3bsTnswJpeBzaGDCM059Bht8uCb3o1UZqgLYXN7Xahsrwc06ZOxbx58zBr2hTMrCvHlNoa1NZNga+8Gq5gpRjZ+9xzM+ht3ISehvVoW70ErateF7sDAxSNIETj3v0J4sWly+F12eFzOuBxGe6qtCtYadAfLjv0u4D5tTa39WJrW0iImKo+NvZ51gfOw7RDT0Fw+gJ4KtVIPfK3bBh32F0XxWE8Qk8dZwSKjSBoCGV6hg3/vQ8rHvq1+NGb+2n2df6UIBZMKRP9Nb2ViqVxYSY5cPHqisRlp8sjHE+Keoqqp6E4YqjRcEl+t8uFFd0ONMbsaIsZEgBVRV6PR1RLJAW6u8bicfnsL10QLrsFmFkdwIFza7HfXguxz34Honb2HghOmy9qMNMdl9fRk2z70qfQtuZ1tK9d9n7BCMAF/SSIzRs3IOh1SqCbGb8w7PnJBsYJo9CgT6eAVBrrm7uxqaVXSJh2IiG+smrMPekiTD/idIlHoXtxKTVVMZXSbI/TWIuNICSPUiqBTS88hNX/vE386Zmjh7tWrh3Tq/yYXuUT90juVgdtNBRzcbHR15XeP/2W3mz8A7gDpmsrd9nZ1BwjmQIu/qmszYKLmOmvT0kiEk8hHEsiFEvK4kYJxFy4xcuH/v+iQrNlkwVmva5Mj6usGonaqyWtdixrt6M5akVbzPCIsttsqCgvl7rfHCklFrq+xnnE43Lw3+l0Sv7ORbyu3IcZtRWYXV+DWVMq5eey6inw10yTlBdMmkdSoGpJcid1NOXgoSQnxmePAycccUDu920NW+T3pgdZXnhmCcHisMPidMLicMDidNANTVyJU909SHb3YG1jNzY094BeZLT1kEA8FVOwxxlXYuYxHxWPJg2Uywvxwp2kEkThsCzWOxUbQZg4bX3t31j3xN3o3rZGUjTIQg6gOuBGdcCD6qAbVX7X+2EVL1F6ATnoQgMLA9T6ezkZUXGS+wfcYUu9gSxJyN2M7KG5NgLdkGQvTabRHU2gMxRHW29UbBZUPZkkQRWMGRPAhZuLL+dE3HCzrrc8l5JBIp3BCw1WvNxsRVPEgraoQXw0ONfV1IgaSewKcn1aiKE3FEI4HJaDhNHf3TfoSKPWlcL8sgz2qgCmzpqLmrn7AKmkkHJPwzrB39SPyaaeC7PTLgRdV+7B3nsuzEFFQ/awG4mcEofHA6vXA4vXC6vXbUgPFgvijc2INTRh9fYurG/qzk0N3X3pPrzPuV/BrGPPFcmn1NJ+qwQx7LdNLxguAsVKEK0rX8P2pU9Kqo22Va+LVMHmY2CV244ZVX5MrfDu6DdPyYE7UJcTVp8XFrcbFkoR/RXgRjBENrlflixIPjwoUTBpHA2wSX6SRLKfWYIaLr7c7VJqIClQkqAOnUZWMW5HE7Lbp+cPPX646JoGXlN91j/qm/d6uTGDVxoyWN2RwYZug8l4PaUHv88nqiZm5uXv+FdKDiJNxOMSbR2JxUT9xN/ZkYLXnkGNO4Op3gxm1/gxt64cbmsKtlQM8VAn4j20ARnPMbEv97pAd2O6q9bP6MukOiyCYIAhI6XdboMYXM6sBGEH7Nm06xYLQlsb0Lu1ERuaqGLqkX5QOnT4yhCon4c9zrhKDNVmipThzs9EPl8JYiLP3gTpe7ESBN0oOza+g+1L/oMtr/xTkvJxYadKhi6vNFTPqvHLzzmXScYPeNyw+r2wlpfBmq/ff1bPLdJEIgHEE/KZ4SePZMKQNrLkYggapmvTUJaF/sJIRlRPdNVkbqHWnqjYLJKpjMQF0FNrSrlHVGhuh12kif6Nws8bTSksbUzilYYU3m5hTIbhFivupU4ngsGgEIXb5ZKUG2Z9C0oUDKTr6e1FiBJFNJqzUbisafjsGczzxbFXMI4KZxoBexpWi6HWM+09lNiqRIJzC5HxbwwINFteBJFTKWWJPOCHLRgAnJQA3u9V1blpOzo2bcPW1h5sbwvJo+jy662ejvJZe2Pehy9G/cEnTpBvW2G7qQRRWDz1boMgUKwEwVTRdHnd9MIirHvyz0iEukADthEpbcG0Si/qy70SgMWdrLFyWGU3SunBIAhPfnNupgfPShKicjIlCqagzkkTJJCsWopEYv5+GGooGqxpo6BNgpJEZziOzlBMvKHYGExWGXChyu8WN9H+xl5ywfbeNDZ3p/HY+iSe3ZJELJVBPGUYqkkSNFSTHBgU52HaDbdbiEKiw1MpUTNRgiBZRHhEIiIx2ZBChTOFGlcKM71JzPYl4LOl4bZnEHA5xF2V5ECSoLsxyYxtuARhIWlRWqBKSaQ8lyE5DJT0sjPXvG4LmtZuQXNnGK3dRpQ240kq5uyHqj0OxYwjz0D1nkfkN8+T7CwliAJN6Isvvohjjz0WL7zwAo455pgR33V375fvdfwyL168WPTGZ53V52o84o5PIIKgGyWNpRuffQCr/3WHGEpj3fRoMna1FX43qgIu1AY9spiKFikrQVh8XthIEL6RRQ7n4DIljFgcmXgcmVgMGfNnEoWR+a8vs2wehEG7AlVPjAxu7IygNxoXFZTDZpEFeFqFV7yNBgaUkQx64hk8sjaBJzcm0RHNoCtuuN5mOUaM1oxz8Hu9CAQCQhgkEFOaoAssVU6UJJjDKRqLIZFMwppJw2ZJY74/gb2DMVS7Uqh0plHjd6E6Kz1U+Km+yuZLsgyDILLZE61ul0Hgfh8sAf+gUkMO9wywZdUmbF25UUi0OxyTPzGyvO6AD2LKfsehZp+jRZIoxaYEUaBZz3dhzvdxu3u/fK9ra2vDpz71KXz605+Wz9FsxSpBmLWkm5c/j61LHkf7mjfEq8b0/qHHj9flwMysLcIm0cfUa9th8bhhq66ElQuQmdZ1JCCaEgYlCylsk/2kBJFMGiopkzj4s+kZtYtnchzM+0SVE6WJ7kgCXaGY/JtxFbSvzKkJSvR4fykilYFEeK/uSGN1exor2lNY05FGQ28a7VEj3oJjtjsconKiTcLHw+cTY7Y532aSP0oTTNNBskiIbSKOckcSVc6USBFzfQlUeayo9lhQlrU90P5ADyZi7q+ZmhvlrlRMxry4RO0n5OCi5ODY0T7UHy8SbjqD9e+ux9p3NiAqaU6M+AemLJl5zDmYfvipCM7YU1xcS7EpQRRo1vNdmAv0uJ3eJt9+KEH0QUgvGmZ03bbkcWx99V+5LKFc96m3n10dyOrsjTQOUinO5YStugq2sqAYQsUjZjQa3VVJGJQoojGkwxFkIlFkpB526n2pyXfVhZ5IAh2hqMRO0OuJ6URoiJcMtQOizKhqilGSiGWwrDmFt1pSWNuRwpbuNMJJIJrMIJEmFIbKyef1orysTBL2UbowU2yYZEuCyNkmsionugHP88ex0B9HnTuFWncKQZcdQY8dU8q9qAm6Be+y2mm7JohsPINIDgEfrD4fLDRKM6iPV4oNxbhFLoKcUeNZ9d3Kt9dj1fL1uay7JDi6tM4/9bOYeczZUu2P/y7FpgRRoFk3F+bHHnsMy5cvx+9+9zvJfnnuuefiu9/9LmbM6NuB0NPjoYcewq9//Wu8+uqrOOKII3DJJZeAZTr5BWMbbKFvb2/Hrbfeittvv13ufdVVV+H000/H1VdfjVtuuUVUW/n0Y9WqVTj//PPx1ltvybMOOOAA/P3vf5eEa6PRilaCyA6WkdRG8r4Hsf7pexEPdyMZ6ZW/UtVRHfSgJms45c5WFhqHHdZgUCQIq88jOu5RaSJZwPB2IlHQsB2LI9XVjUw4PMB9dtc9YMQ1PZ0kt1MqJa6k9BraWUwBJYl4KoO2SAatkQyaQmls6cngvbYU1nWm5fckC9olJMNrVooI+HxCGv1JwrRN0CZBsoiEw4hEwgjYUyh3pjDfl8B8fxLlrgwq3BDbDwlM7BL1fd+dwSQIQ3KgvcGTlRycgM1uuNvSayyrMhRil2y8TJ9uQSoWRzIaw6r3Nslh1PKwSD1xd0Ut9jjz85h93HlSa4M2iVJsShAFmnVzYWaGyzPPPFP0+uvXr8evfvUrqap28803iwhOg93//M//SBnOK6+8EgcddBCWLVuG2267DSeeeCJuvPFGOW8gQYRCIXzjG9/A008/LdctXLgQf/3rX7Fy5Uo0NjbigQce2IEgdtUP2h9oK/nBD36AU089FSeddJKQBHXJo9GKnSBMl9TNLyzC+sX39qV7MJx3ZBENepyYVulDbZnHSPXNXbLHDQvzDZUHxcc+l/t7NEA078lFjxHMLW1IkyQoReyme+xwukmy6I1n0BTO4PXGFJa3pLCpOy2kEaItPWMRQzVJggF13Og4B0nWZxqvKU109/QgJXUdUljgj2OBP4FpvrRxlHtQX+YRNVP11J0QRDZYkUZoK72UPG5mERQ7STyWQCqZRMqUsrLV5MwqfnTxTUZJEFFs3NAohxC/SA/lknOJBDHz2I/lSpIOB6/Jcq4SRIFm0lzQufhz4eWXhe2Pf/yjSAr333+/pEbmAn/ttdfirrvuwsEHH5x7Ous0X3TRRUIoJIqBBEGJ46tf/SruvvtuqfPMZpIGpRXTOJ5vP1TF1H/ijV1629plUl2ucdnTaHzrmdwJpnso1TF0EaV7KGsOUIXBxclWVQErI4xHU9XUr7s7EkRSYitGu1FLw4U3kjQkCno60Uaxqi0tEgWJIw2ShEO8mugGS3fYgSQhaTqY5jzr4cQgu95QL4K2FMocSRxWZ8EhtVbMLndgWtDAub+KKcRAOUa8kxwoOdCjjDaHgA+0HkRDUXR29KCpqRPRSHyHNO4mARh6JosRzJhOo6cngt4eoyod80QFps4To/Ts48/HVHFvHSpByWijP373V4IoEPbmwvzss8/iuOOOy921/0J/9NFHC3lwMedi3z93PlVGP/nJT0RlRJVU/+sOO+wwfOtb30Jra6uokvrv9J977jkhjIEEsat+UBWlBPH+ie/etlbSTG9+8WFseemRHU4gSUwp86C2zIsKH2sOZJPYOR3i7mqjsZoSxShWWJMOpdNIU8XU2oZ0d09BJAhJIZ7JiKop3xTZoUQGG7rSWNmWxtImwz5BNVQkJeIVvB7DJmHmbzJKtPYttMzhRK8mShFd3d1IJuISqHhYnVWOfWpsWFBhg9tuQXltn5E61LrdsAHZ7bAyWDEYMFxZPW6RGnpaO9G4rRWbNjUhFIoOmoXWnFizT0btDSPWhNHS1XscgZq9j0T9QSeieo9DC7RCTMzbKEEUaN52Zhzu/3tKDJQeqE7aWaM94Re/+AWWLl2ac5ulGurLX/4ypk2bhuuvv36HL5ppTxhogxjobjuwf0oQO0oQXB/a176RlSAW7yBByMJBbxq3Q6J7p1f6xIAqdcmYSZSRunSrrCjrUzUV6L3a4TaiXkqIoTrV3oF0b2hEOZ4MA67h5cTDTHeez36Z0gRJgtLE1h56OqXxakMSm7ozonJiXQmWJg34/SgLBN5XGyJX5zobL9Hd2yN2tSpXBrWeDE6Y6cBR02yo8VgxbdoALyaq94i36cpKbyW7DbFwNEcQGzc2CkEM1QaqP2lrYP1pZm+tmLu/SBOl3JQgCjT7wyEIPpKqJNMgPVgX+t9v//33xzXXXIO5c+cqQQwC1u7n8zJ2jmKk7mpF66rX0PzeK+jcsBydm97b4Uni1mm1SPI+ur3Sy4Y5juxM5UDXV7q9VlDV5BMDdsG9mkgOyRTSobBx9PSIN9NIGqUGSg/0amKZTdpZJFcTI8kHRFjv7Dn0ZGLMxIbONF5uSOLd1hQ2d2fQHbcgCSs8Xh/Kg0F51+kSO7CAkBRQSqVEiuBBN1hLKo6jp9lwRL0Ne1XZcOjCHb2YdnQQ8BqurEz5EY0h1NmL5u2t2Li+AT09YaSkDvjO6reaBmvGb1glEZ8zUIFZx35MigR5qqZKNtdSbkoQBZr9fAjiyCOPFPXRyy+/LAbmqVP7dkYDu5GvionnnXbaaWL07u/FpBLE0BNL/XMmk0Lb6jfQ/M7z6Fj/Njo2LEc81A2WJTWbEeZg7KuZFZWG6pqABwzokghrqjyoavL7soc/t2gN3Ys8zhBvHLq6xpHq7EK6u9dI15Gt7pbHHQY9hd5MjLhu6AhjW3tIggKZpJCGYZbwzKcxfo/SRG8ig+ZwGiva0nhxWxJrOjJoiWSQsTokiC4YCKCsrExqSvRXNZnqHRqv6d1Hkujt7Ua1C5jmB06abcfFR/XVgaYXkxBEIGB4kPlJEIYHGY3dyXgCbY3t2LxmC9rbexAKx4QkBmtMvCeV9OxO8VwK1M9FcNpCTD3kwxIcZ3d6YHWMkndaPuAWwTlKEAWahHwIggs4jdTnnHOOuMEyQM38sqxYsULcXOmhdNlll+VlpKYelyqnn/70p++zQShB7HxihRjSKUS7WhBu2y4VzBrf/K/hvdSyNRdbwF00YwQcdqsEbDGnEV1FudNmNbP6CtojjFQVFqqamM7BT6+mssGT+O3Ou2ZGWEejolqi3YESRCGqA5lur1vaQtjU2pOr62wQoNvIhp1nFR4hikxGpIclDSksb01hZVsK7TELYmkrvD4/KsrKRO1ESWLgfc00HSJJ9PQgGY/BhQSOnW7DjWf2lfnsbW2AjVKbme4k6DewzsahkHB6OnrQvLUZ7S2dQhLRSEyKLQ2UJGxON3j46mYhUDcbganzpWYFVUvB6X0ZZHdn2ibLNUoQBZrJfAnC9Dy65557hAzoZrp69WrceeedIlHQPlFXV/c+gmC6Ahq2ufDzun333Rd/+ctf8OSTT6KhoWHYBNHV1YXLL79cRv/5z38eNISXiptrOhlHMh5F64pX0bDsKXRuWiF1kFlEKBU3cvGwGTtpGqRZtcyGxs6wJMAjcdD1dVZNAHVBj0EgUhfCYtgjmIJDInmZ/ye/kps7ew37xz2keyg5MAusEe070mZWoaP0sKW1F4lsHYSZ1X6xs5Ac81U1mTkG6eXEaOv3KElsTWJVRxpbezJI25zwut0iSdB4PbAUqbl4U4pgWo6u7i6EQ71ij/jPpXNzQ+1s3i6qPdODzEoXYwbGmViTqOIJsUd0tHSgeWsL2tu70dltqJv6N7vbLwWMph95uhyuQBVcgUqJoi61ug87e5eUIEb6Lcteny9B8HTGQtBdla6uDJRjgNonPvEJfPGLX0RNTY3ccWeBcr/85S+FGMxAOQbZffSjHx02QfAL+cgjj+B73/seNm7ciCeeeAJUgY1GG3EcBHXliZhkW01LvYE07G4vbE6P7Bytd5yd6/auytayxnE6EROpoadhg0gOTW8/i3B7A+Ld7XJfbphddpsYbMt8LpR7nWJ34EK5ta0XTZ0RSVPBDK9MVcHdNiUKptJmoxdTn6rJly1MM/woa4lvYH8ZNR2JguRACUJaHnmY+s+jmc6beZlojGbfXQ4j8R69ltp6omjpjqI9FBNbBIPU6M7LcZneWvm+FyQKShM0XL+VjcBmRtj2mBXRNPM3+YUgqHZyUJIYcGPTDdZQNfXIfL16ZZ+Kae2mbajzMfIb4skEejD5qNrzwpYlCd6TKTRCXb3oaO5AR1sXOtp5vyjC4ajUwGCzuTySc4n2Bh4sKUo1Uym7tQ6cZyWIfN/8Ij2Pbq5f+MIXcnEWxdjNkRIEF24akaNdrZJxlRKAt2a6pECwOlyw/fHcvAgiGQlJedHm917Gttf+je7taxBp245UPIp0MmHEuVkskpiPXkrMekqjLVVIXGQbOsNo6oqgOxKXaGTq6ZkNlQF0ZmpqqRlALxsuWBUVsHjdxkKWp6rGHIiRUiMinkpUKRmEYZTBHG6jITqRTKEjHEdrd1QIj/1mJDWrzFH9QuIwazJLzWeXXaQIRjPnq2Yy+yVpOpKG8Zqqphe2JrGyPY2N3RlYHG5JyxGkd1Mw+L57mzYJyQgbjaKzqxMvfrY2N+TFy7fgoDqbOAwQ0kTGgozbDUdlOewBLxwMmqPUxk0FK+slkkIUPe1daGpow7ZtbUgwWy7zSUlyQSPugeTAoLjpR3wkV3FvuDhPxvOVICbIrDLY7vXXX8dNN92EqiqjLi5tEDfccINIG1RZVVcXp8fFSAhCPIx62sWrqGfbaiTCvWI/8FZNFZJgxGvlk9/JzWLyM3+XXEqUOEgkxpGQdNORjmaxM7StXormd19CrLsVyVgYFknFYIEnuzCSIGiwZRU2LqJsXGQ7wzHJjEqSoOcPFymmAmcAHesXUPUhcQS0STCATnz0s3mBsjmcdvq6mcn6uHjRlZX5imhzoAQRiw1bauj/HGZhJUFQSqA6idJQkOozjxEhzn+z39s7wtjeHhIJieOdUekTOwslKqrRhts4pC09abzTmsKbzcbREbchCgf8/oB4NzGQjmk6Bjaz7nVndzeeOt+X+/P/98RG7FllFU8rcdFNZpC22+EI+uD2e+DxuuB1GwWf/B4bAm47bKkEMtEIWpva0bi1BV1dYfT0RnI2CaevDM5AJRacdhnmnvQp2OyuXN3s4Y55sp2vBDFBZpTkcN5554HBdjRuM9fNo48+KpIDXWYvvPDCYe/0xmrou00QmQy6tq5C5+b30LD0KVnUSQ5UAfBLTYKYsv9x2LPh37mhhD9+u9gS4j0diIe6kIh0IxnuRSLSK+Ut29e9jUj7dqlilk7FJZLWLFbD3TLVK1SrcAfNdAxmEjsudsxfFIomsbGlB41dYVGlcPHkIkqjLqUNs4aB2B7Es8kPW2W5UZNgVwn9ssZoUSXR1iDpvmOiKhlpKg0u9qyzTGLb3NKDWMLIT1Tpd6M26BaSI2EYdSPich5LlxIPpjqnIZ5ksjuNCf8YL0F103NbkljZYUgSDpdX7BGMuOYxWCNJ0Ltp0el9bqon3rEWAacFDiv5wYi5oGXB6bDC67Yj4HOittyF6VVuzKrxYHatB9V+O8rcVsS6e9Hb2omtW1uwaUtLzibB6GnGPyw840rMP/kzUkmOtgltgBLEBHkL+GVgzqaf//zn+M9//iPlHJmS40tf+pJEUg/0Ly+mYe0uQVC11LriFYlNaHxzMVpWvCrDos86VUuuQIUUdTmuqs8ldWX9aSI9sN5xMhpCKhZGMhYR43OkvRE9jRvl9yQaSg4kABqc/cz5E3DLQk+DNKWB9+1qGTORSGFbRxjNXRH0MJdPOgOWx2SRmzoWF3Jnk99JwqZscaGygJEOwu0CBhqt6b7KSnKxuERIi9QQDhuFggpkjDbTflPqoRTRHY5LISGSG9VJtLOU+wzPIhLh9o4QGrsiQnbEhvYIYmPWaBjuu8V7sgARDdfLmpMSed2TciBhcSIQCIqqiRlgBxquRXJLpfD3k+O5Rx50ywaj+FCWIEhA5FA7bUcOxqnQduRATdCFujIn6sqdqK9wYWqFC2WWOALJMJq2t2LzlsxMY3cAACAASURBVKY+grDZhSD2POtqyeDqcPskQZ82JQh9B8YAgd0miHQa25f+R6SH1jVL0bnx3VxvjYycNnFTPO+4fXO/f/i1DWJs5iG5dnI/Z0T1RJWT/C1XWtSCujKv2BG4WFKtZKRgGBwY7sS50NKg29AeNlRNNqsssLNrAkIU/LdIHma+IEkm54etvNwIout3czOFdzoUMiKjzQpyfPwwjdG7mkrJpZRKI5FMSxlSSkCsEUHXXaqZSBJSzS3gFlVTU2cYoWyp0lnVRm1u2isGlijN9/VhESJ6OC1pTGHxpgTWdmawqQfwB4I591cargc2ktt9J/UFBB5y21YpcmW2bLJbMXZL1u9suhDWuDAPksPcOg/2qgD2KUsj1NGB5qY2qYDHRkO13RvAXh+9BgtOvRSMj+C7pU0JoujeAe6OuJAlIj2yC6YXB3fEVKvIzpk5aGwO2Ny+rCePGza7M+t4kU+ShLEf8kgIYtvrj6Ph9SfQtvYNcUcdrF14ylG5X9/3n5eHHKCpUqL7Kg3Rhs3BsCEM5dZJ11CmzOYOfGtbSBZbLrzcbVPVxJ02VU3cnUujIdRuM8qUMl8TPXccdiNNdyqFdDRm1HeIxZCOsiZ2YYmhPxiGmSOTK0PaFY6JSkm6aUGOIEgiDKCjlES1E6Uq4kPDNt1+h2lv32ExZ/6md9tY8zolZJGwugGHR1Jy8KAkPFAavvfEPtfjE+41qtOxGaRgvPOGp5YRGU+pgweTAtJOF/TYUBN0YGbAgln+DHypXrhi3XBa0nBaM/DXzYK/fi7mHH+B1H8oSAGoId/CiXGCqpiKbJ7oUUMdeqhlC0LNmyQNRLy3y/C4sNmM3Y7HD09lPTzltXAF6bdNbxDrsD1lxmroIyGI7W88gYY3nkbrqiU7SBD9+z5cgpAAOLtVdOz01PE5s9lZuePPAxQuQhGqmtpDWVUTXW8zshPnQkppZIdIZJEkbEa0NYO6PB6jrgMN0awOR8N0HhXi8uhaXqeYKTbo0kqvJn6y3CZtEcw1RZIr8zmxsblHxkisaJOZVR0Qm8SuJKyhOkBJIprK4JnNSfxrfQLbeoHmCFBZUYmqykqJtDYzIZv36k8Q5z5mBdNzCEGItGCoAvk707AtHlCxmNTDZu0JSowkQLctA7cNmO+LYS9/BOWONIKONGr2Pgp1+xyLuv0/ID9r60NACWKc3wbqwullE+loElKItDVIbWS6dIqXTdTQocuXkrsrpgVwusWQ5vQFhRzEC8NfLlWvGOhj/Fwuft7GDiufZW/0gMiLILK7v2S0VyQn2gw4dsYqtKx8RaSHnu3rcp00DciUBs498fDc7x948lVD1ZA1MJt6c/5bSoZaqatmnINdsrLSUEu1Sb5ZTM0HMQq5ozeGtt4YmrvC6I0lRQKhPWJGleH2yrQcfK6xRadKzCrSA6UISZ0Rj0uqbikGNMaNgkoklkRvNCFSAqUJ2l4oCZHkSBQMDKTBOsTaCukMplUY9TCohiOGu9PMOIlV7SkwPoK1JZY0pkXv7/IYBmvWQ+kvHfQniPOfdOW8j/hemU4EIj1IoJ+R24k2OpMoJPgubmSLRTqFWlcS09xJzApkMDsAzP/AWVjwgbPF3dU/pS9qe3fGN9muUYIY5xml+ogLYdvq19H49rNS+rJz8wpRLVHdRG8TQxfdVzNR9rlCGIb3BUmCAT7izz1jDwSnLUBg6ly4g9WGLnV3dQIFwiYfgjDTX4Tbtkm6C1Z440G7Q9fmFQZ5tptFXYxSoA6roRI6/bhDcj1dtHiJLPbUP5tpMpyUvOxWWbD5O9oa6KkkKiXxhR/+QCkxkCS6wglsaO4W4y8XKd6XUgl34TR8v09n3/9hBbQxDH8E2USwyCAUSyIUTeTKc9JjiRID1Wi0sWxtDwkZckxyBN0iLY2k0T01kgQeXZfAA6sSCCWNQLqa6mpUMukhN0NZrPoTxCefNiou7qyZGWr5dzN9B2tOMPCOEgXJwooMbJYMDqix4pBaCw4/+zIccvblsvEq1cpxO8NTCWIkb/kIrk0n4uKD3719LTrWvY3OTe+Krz+lB0oT4s451AIiO2LDUEs/bmaedJfXyuGpnAJvZT281dPgqaoXlRR3aeNBGDsniAyinUY+pHDrVoMYsgFxxIbEGe1okpxJDJCjqyqb1Iq2WuF22mXBOvKgfXIz8dY7K0VqoqRAojCjheXnrAHTYbfBxdxJ/dxYhzuVYipgtG48KbEDLT1R9EaMYDu6hXIRnVLmFTIaryburam0xDUwijqVyiBFXX22/oOxA6fx2nCDNVNrmG6+tEVQlUavpvaemEgNtNvQFZgS0kgas8CynOlDaxL424oEehI0YluEHFiRjm7cjJFgGw5B9O9T/0SALFAUCodBsqB0kUwmMCNow+xyO047/1Kccv6lcDhdsJd4cr6Bc6oEMZK3fATXUo0S7W4R/frGZ+5HqHmz1ELOixgGe66pP+enzSG2Cn/dTFQtPAzVCw9F1R6HCGlQRSX2ijFsgxOEYVCkhNC68lW0rHgFLe+9IiRAO4xhrTUMtv13hUIQTJNgs4qef/6UMsyf35ezP9Ta8P6R9ZMQdkNY2CVSjKgWXT49gzrDCMeTstDWBD2YXxeQnfZwI5ELMTWmhMP+UELoiSTEuE6ph6RBUiA5GNKWIYnRpdWQruzyyR08yaSZaTh6o9kUIxZMr/SLwXokjbYIEsT/rUngvvdIELTrZCQ2QuIj/H4pNjQSgtiBLAD09vais6tLiIK2CW4wPC4nLrr4M/jUpz9jJBIcxJNqJOOc6NcqQYzxDIrbJfPfb1mJ5ndeROvK19C6eokYo8VbKSs1iHoka0zt71nDXSH1rNzd0Qff3A32H4bh7eQQOwUlCF/NDCELempQ/SRSRTnTVIxMTZAvdIMRBKUGVnBrX7sMbateQ2+jkUlVIp9TQyejMwv4LKgvw8IF83NdGayofb793J3zOB+RRFK8gejVxGhrqproHcWkd5U+lyxEw7Vx7G5fSAJ0XaXdIBJPIZpMSexGLEndfFokiIGCqXh1WQBKVlS70RbBXE0kDI/DJuMx4vUyInUxqM6MMN+dfvIaRliv70zjv5uTeHpTUmpHpGEV6YFZXylBmBHWuytBDOxbPB4XNVN3b6+onIzSpcCHTz4ZJ598CubPn485c+bs7pAm5XVKEGM8rUYaiKhIDmv/c5cQBcmB9gaz8aXlF5DeNUz/QKOgbKYBURXwy04DI/PncEcoXh3mhnuQ8ZAsaLBmnd36gz4kUgUDzJi1ciykicEIonX169i25HEhSJKEITXscvO/4x8tgNflwML6Muy5cMG4EYQ5L9yhM2U2bRFcoLmwsqgQDb5UOQ0WeFfIV0/ejURK8kQxHUgL6yxHjfTkAwmBqjamCaEvkEEYO5KGIVlYJaaDkgLdgI2cVPmn/x5qbEsak3h2SxLLW9KSr8lhdwgpVFdWipqpv9RVKIKQucpk0NHVhdb2drFHkDT2228/HHDAATjhhBOkpoq2PgSUIMb4baDOnUnimt56Flte/gfCrduMxTGbSdTvNlwNmUuGOzhDL9ynGDEkCEO3zC8/VRxCGtmEayQN/o7nmCmUxfvJ5oCrrFp8vpnrvmzmXiifuRfKZu0Fpj2WBGej5O00GEFsX/qkQZCbV0g21R0J0gK3wyoeNTRWckETu3x2rng/2iA8Lpvo+afP6vM8GWsJwnx9iDsXZqqa6NUkUoTXJaom6uzNbK+Fft24+HP+aVAmOXSHE+gV6SEptaHdLjfcLqccdksatkwSVrp9yobDUN+lLVZkLHZR+fAIhcKScdiUJBj7QMM1g+lonxiJ7YbFhWh/eHpTAg+vTUgq8OZQWlLNm6k3mMyvfyskQfC+VC/RFmHWw2Z6/fr6epx77rlSE56Sy2D5oQo9dxPhfkoQYzxLrDvQ8OZiUS9R707pgY1iPnd1deUe8aM3DIW7zn9DAqA0EY1zgYiLnrkrEhf1gpBEylgCBu4gPRVTEJg2H1MO+KBkr/RU1EvQXZ87z44F5kcK0WAEsfG5B/HO/f+LcPOWrErJEIFM90aqMUiUpsrD4AiDJYiVpOR22kS6qpgyfVwlCD6chEDMSRL0aqL7KFVLzArL+AGpPFfgxnml2oeEQPsHyYlEwY0DJQCf14PK8nKUB30o83vhtqZgT0VhyaRgkZxWRmOtBh7hOHMbpdHc2oa29g4ZD20VnAP2n+8l4yDyCSjc2VCjSSM306K1Cfz53TjC9DzNADVVVeLBxBgIpt0YTYIwg+ha2trQ3NIimxBKL5dcconkNBP7xwCSKvDUTZjbKUGM6VRlRKWy/qm/om3NUvQ2b86pVkgIZroDLircvQ2V1oBLqkgU/SWJZEo8T6iCEuNk1DBOUg1lEoXU3vWXiz2CqqbKBQfLAbtL7udwueFyM4aCLqAjN+sORhBbX/0XVv3jVrFDxHs7skn4jMngE80EcizrSY8ZMatnDfFipKZkkXVlDdQMKGo/pnNqPEwWawbQxQ17RDxl1F2gsZdEN9Rc7k6XKTmQkDpCRk1pzjvnjNJCud8DSqMeJyUxO1xOh7h2WjNJWLKpRsxnZiw2ZKw2JFIZJGhTicQQjsbQHUujJ55GNBJBKpEQNRNTirDcKse0Oyqn5nBGakU8sTEpLq7JjJGDqbqqStRLIu0OeOcKLUGYMRNtHR1oa2uTiGt+l84++2yRIGbNmiUShTZNtTFm74DoedMpNCx7Giv+7yZxa03FY0aRGgA1ZYbkwC9ecCTpDFi8PZUWl0tGx7b2RkWy4GLC3SC/HGZzeMtE7VR30ImYdvTZgMsnnipefxn8gXJx+2NRl5G2HQnCUH0Rh/VP/kVce+niOtAwLQn03A5Mq/RKCgvDkDo4WXmr+r7M46Viyi22WT231BvIuuQWgmT7z4GohdJpySy7pd1I90GDNHfCAa8bVWU+1FeVweewwpoy1JfDahbDYMzKcG3hJFo7utDZ3SMkTVUZc06JJOEw4kiG09Z2prG8JSV1q5/fmoTF7pLiQbQ7UNoZrBWaIMxn0KOpo7PTiI+IxyXp5XHHHYcDDzwQe+2113CGNWnPVQlijKbWzDDa8MZTWPWP30uJy3Q6JV866nSZDI1fPO44KT2MZN8uBWJSaZEc6OZIdQcDnvjJgCh6P8mG3B2AxVcB98x94Zl/KDIOD5IZK3yBIPyBCtTPmIMp02ZnUyvsfo/6E4RZ1a3xrWew8Zm/S1BgmN5LAzyXTA+uqRU+1Jd7BBfuhAdrxUQQpjTRv58FEMJ2GDZjFkj63AAw62oolhIViZ+pPnxGkSOf2ykpsQ1VUt+mIL/X3aiQwZQYdD3tiBjFhqizT8RiqGSwnN8ImNshpUgeN1+WTfvN9N80Truz0dO0PzAX01gSBO0QPb29cvBnGqv3339/nHTSSaNWXTEPiIrqFCWIMZoO+vcz6Is75zX//iN6GtbLk2l3oBvrjGo/5tWVGfV2C9gnyZkfS0pZybYQC97EpcgK3QpTTj9SnjIkg1OQLJtq6KKtdnh9AfgCZVi498FYuM8hIkU4RuASmyMIRh+HuyWNSPM7L4BqJgYKMr2ISRAy9qwqiRLDlAqPGKIpWe2s/GWxEUQBp+99t6JkwkR6LH1KTyWmycjAiqryAKoDHlT77PA6jGI6wyeG9/ec8i1Tc3fGM2hoakNHVzccNsPVlVle6eFEF958pSRKDY+uS2JtRwpbummcDoprq8fjgcftHlOCYNI/GuPp1URpYvr06eLmyrorJ5988mhO44S5txLEGE0Vi9dQldKwbDHWPfFnqWzGZua/oXppTm2g4LpqrhPccdKQ3R1Loj2cQnvKhTb4EHMGkfSUIe3yI+P0QXTRNJY7DEKYPmsBps9egNr6Gaiu7dPzDxcyLh6Ulhj/QdVa41vPon3tG+jY8A7iPe0SMS0puLOEySA4Mw5EitaUecTt1yzGM/D5pUIQ5lyS8Le09opqiah5XU5MrQoYZUTtFqmNUAhyMO+SyFgRTgJNXVG09kTEJmFDWlSizPRKd+N83Xif3JTE31cmpD5EWySN8vIKsT24GDm9E3XmaKmYmKuJbq50eW3v6EBlZaXYHi6++GKcddZZw33NJ+X5ShBjNK00xPY2bRKCWL/4XoSaNsmTuejxC0YVEwOrRsOYyV0glVk9SSva4xY0pvzYjnJEHAGDHHaS+76yug6VNfWYu3A/zJ63F2w2phoffpI2EgQTDiZC3ZJvasMzf0P3llWSa8mUHMyIXnonMaUDU2GQPCXNtM+osdDf3bf/tJUKQZhGcKoLN7X0itqHNgcmHGT+pzJWfROiHa5KaegvAd1T22JAayiBlrZOxGJRMVab+ZnyTSnyr/VJ3PVOAo2hNELxtJTPraupGdR7yezVaBGE6c1ET6bm1lZJEsiMsp+74gp8/OMfHxqUEjhDCWKMJpnurL3Nm9BIgnj6r0IWbFwM6apJgphVMwoSBIAonOiCB20ZL5pSXvm5Fy4krQ5krI6dJvOjJxN1xPP22B9zFuyLQFkFfP7gsBEjQTDZXvu6t9D0zguiZmPivXSckeNpeT5VFgwooxqJh5mFlQRKjHblMVMqBMHYF2aPpeTQ0h1BIgVMq6lATZkXQSfLn45eLQnSTjRlFSl0S1MnOnrCsrmhV9PM6oB44OXTHl2bwB3LE2gJM34nI66tU2prxZNpZ1URR4sgJJkfS7E2N6OppUWkmLLyclx99dW44IIL8hnOpD9HCWKMppi751DbVjS8sRjrnrxbUksYKiYjIIzi+uyaYN6i+q66TQMjpQbaGeKwowcetCKAFh6WgBSNN3ynjCYJ/7KSAeMm+MVJZ1NQc3GfOXdPzJyzhxisa6ZMN67M0/IqufitNjByeuurj4mbb+fGd3KJ9+gFY+QuckvkMQOydmZr2NmYJztBmLl86YnGdB40TIdjCYk+nj+9BrVlXtgyCVgzo5s2nJImvaU2NnejuTOERDIlAZ3Mh0VJQlLSD/F9WrQmgdveiqMtwgSBGZEeTILYmR1jtAhCigyl02hsbpaDMRiMgfjiF78odd+1qZvrmL0DVLFQ384I4lX/vDVX20BUK1Yrplf5ML8uCKfslof6mu2621QnkQS64RFC6IBPSCIMp/yefzeVEPxSut0eeH1+8ctk2m0a7iLhUPYhFgTLK1FRWYs99j0EcxbsI2omLvr5NHpv2Z1ubHrhIYn/6Nz8HuI9nUZufsY7MP6D2U+zqaRZnGa4arbJTBBGSU1SPsQrbV1zNxo6IiJR0Wtpdh0XZ4/ENtD3aFSbxSK7/pbeuEgxbd0hia2YWxsUWwRzOQ2Vc4oEceubBkEwzQcJor6uTqSH8SAIcbluahKC4CaJBME670oQxpukEsSofqP6bs6iQExhTfXKykdukRxMmSQXSX75DTfXObVBiVglSQyXIkypgRJDBA4hhHb40GgpQxe8iMEuxGBs/o3iQ9wxOR1OcWsNBMtEKqDk0NXZjo621myOngzsdocEzu194JFYsNdBQiYuRl7n0UiKrmCVRE1v+O/fJGttLgUIIORA6YGFdoJeqpaM4j1GcZ/8UJiMBMEIaS6gRuqUlLwPjGzelDVOU+qkO+tUpt6meidbR9uMRDekPCP6PJuppC/QsF9Uen4I9010KgP0JoD2UBxbmjsldTa9mZhShHaIocj94X4SBIPyik2CCAaD+MIXvoBPfvKTebzdk/8UJYgxmmMzi2vT8uex+rE70LH+bYkgJnHwS0pDI9Ns0BOFuvjhSBESOJWVGlotAbTDL+TQDbfYHxKwgUuMsQ9lqmw7HE4HAsFyVFRWwecPGBJENgCrcftWbN+yUer50pDH6Fy7w2GommYvRN20WaiqyS/SlFXggtPm4/mffUZSi9AwbZCUsXhJjh+fS+wMLOhDbyUGY+3Ka2nglE1GgiAxMIalpSsiqbZlbjKQNCpMr+K0Eyc7AkzN7TR27lI1rx+59q+HwffJ+HffebsKPtzZ14JyCr2aOsMJrNveJhHXzDVFgqAr8lCV5v6xLok/LY+jKZQWd2vaIEwj9bjYIFIpsT/wYLrviooKXHXVVTj//PPHaGUo7scoQYzx/LSteQPMQ8QU193b1oiLJxslB6aXqA26RadM28RQuzEu+KadIQKnEEKLJYg2+EVqoDqpvyqJqiEmIaM04PH6xMWworIabo8XzmwefO7uG7dvwbYtmxAOhXKqJn556dFUWzcN8/Y6UFxgRRIZQh3Wvu5NVM0/CP++9jgxzCejhurKJAjmU+LYhRAtFiEHGu0pUdAAahqrdzVNk5EgSAQMbNzSGkJDZzibVs8Ib5BkhaySJ+7AgMMkhqz0lSOKfgWT+hOESRwU0HiuOY+GtNEncZiShxkRLpRusYg7dE8sibXb29Eb6fNmoscZsw/vSip5fEMS97yXwPbeNLpiaVRVVKK2ulrey4G1qM05Hy0bBDdAiWQSLa2tYF4mSg+1tbW49NJL8bGPfWyMV4bifJwSxBjPS2/jBjSveAVNbz+HxjcXI9bdbuzqrUaJTOriSRBlXseQZR2pMiIpdMKHZgTRbvGJnSEGR1Zq6KdS4uLr9SJYVmEc5eVieyAxGB4khk2BBNHd1YHO9ja0NDeitbkpu6BbRK1ET6b9DjkG8/c8wHB7HcIWQamhdu+jsOizeyEe6hSJyWxcSLhASbqG7KpiLl5UuXFnanoxlRpBGIV+EthCo3RHOFcJzsSBC75ZEc7gVsNAbBKvUYr8/b/r/3fzem4cSDiSOddU8bEiH9N+W1ieMyt1iBTCSnxWyfu0uaVbIvNJ5Hxv68q8YrTelfTL+g8Prk5iQ1dKpIiysnJxLWW6DXoRDdZGiyCYXoMpv5mTiSk3SA4MlqN6iTmZtKkNYszfgVhPu+ykm956BpteWCQ6+VQ8IsZhNlYg4xdOdtBeZ87/31ANcCFlamYaoZ1CBh3wikqJxmgapUkapoeS2BkoNTidcLncYmsoK68Q1ZI/EBDbwmCtp7sLPd2daGrYhqaG7blT+Hy3x499Dj4KC/Y8UCKuKY3squUI4tK9cyq1fECnVxcPGrGH8mqajBIEo6VplGZ9CcnSKll6jZohnFeb0wMmXXT4glJHmfEklM6owkvFIvlAnHVEs0h1Pm4SzMXfIGnAJrWbDRI3y7WakghTubBfVIVRAuR7S/Uo7RAkfBYcYmqUgUbrVxpS+M+GBFa0pSWamurNsmAQTPE9MM33aEsQTPvN6nIsHsQ0IiwYtMcee+DMM8+UvEzalCDG/B3gDpqEwHiATc8+gI6N70pNCFZSYzPUBlZRs/CLJ2m/3Y6+nbTdiaTNhSaUozlLCr1wIw6bSA3ciptqJdoNPB4fgmVlokryBQIiNTBSmuL8YOohKajS3or21ha0t7XkjNVZMQJOp0sC52bN3Qs1U6ahrKJ6lxgy9qFq/oH497UflOhxU8U0FPBMBscoai46Q9U/nowEIVXc0hkhCRIDjdNUNVHHZHW44K6slyqB5bP2gausCslIr7hO042Y1fqG03IqpgHG6z6JpJ/BOyul0B5C4zn7SWJhyhipH0G3badd5o1uywOj399tTeG1hhSWNKbwemMSDpdHiIEkwWMsJQizHgRJggn7Dj/8cDmOPvpoSdinTQli3N4BFsppfPs5tK56De1r3hBVk0gS2WyrZh0E7sgYae1we+Fwe5BxB5Bw+tEiKiU/aHugh5LRsqoAO9M7u+D2+kRSoMRAycHt8YhaaGfEEI/FEI1GcgQR6u1BONSb65MQmN0h8RD1M+ZKdDXTcOyqkRQCU+Zgya3XSWI+qZ6XTkmac3p18dMomJRNIJhdpLi4MEkfDZ+0zeyqTUaCMMfLmh4sabqmsUvUTUIQTjd8tbNQPntv1B/4IQSmzhXiZeqSzS8sMjzkUskd5m0w/EQC8QbgClQJyXBemA6F16bTSfmZkknu9+mkqAjpss2qiOlEXP5mmKH4v0xuc8P0KKyDMTDCmqVG17Sn8cyWJJ7YmECGhawcTiOba7aS3MD3s9AqJqOCXkbUSlQvMd0G7RGnnnoqTvrwh7Hnnntq6VFzRbm9L+WIJWOuTmO4bPY3gmSueHQMnzy+j0qEexDrbhVbxJaXH0X39nWIdDTlKqvl9MNWG6w2KzL+KqR9VUj6a5D0VCJucSBhsYs6KadSovHS7hBbQ0VVtZCC3x+Ey+MRiYH2gp2Rgyk50ObQ3dWJnq5O8WCSHEr9UoRTX02poaZuGvbc7zDMmL1wl0DSCO/w+CTFSPv6txDrapXa29HOZqlBzU9W2eNCw2Z64TCqnEc+xvrJShBmGVFKEOubu7Gt3TDw25xueKuno3L+gZhz/PmoWnCwqCjpALH6X7ehddUSWcT7V+kbbJJ8tTMRmDoPVQsOQfXCQ2ReqJ4iccsRNT5TMZJ4RP7GZIusAMh5Y36xdDySs3+wv5SA6WhACXCwQkldsYykEf/HugT+viKOWNoqKjMpGFRVNWhEdaEJQiKoUynJwUQDNf/NPnzywgtx7nnnoaamRvIyaVMJYtzeAX6h+QVm8rrmd19Ex8Z30PX/s/ceQHJd17Xo6pxz9+QZAANgABDMOYikSIpJTCJF2oqUbAUnyX72q/q/6r8f3n+u5yo//3K2nOUgy7ZESZRESiLFIJFiFglSBIgMDCbPdM65+/5a+/btGYAAZtA9CUCfquYMOH1Dn3v7rrP3Xmvt8QPqFy8TV1dtioKa1Y2a1YOa3Yeq3S/uq3WLS6WsNhhErA2wdwPrDGQnMWpwe7yS3yVD6VTsEG0lxaiBkQK1D0wt8d+lYlEiDqakKJorFFS2lTSksTvg84dw8ZU3igXH6dhMmpI6F52SFIiY85XystqN7H1V0musy2gAwRWn08I+EGoNgh9xMcrvOQsQCpAvs5VoBePRrHSN42CPcfbx8A9fgpEPfwFdF35ArgEjh9GffEPuJ7oF+UWUqQAAIABJREFU82F+siGNoNhzeuQq9Fx8kwCNb/gSSXMyMmCfEi2y0/5dJ3hUSgLwsYNvSjRYTIShlHOSCiW9VUuPEtRZk6B47kTaK1uaFqqQOsRjB2m5oSBdBnxMgwpxgi1SLced9nIDBE36WJyOM4KIx2ExqD3gH/3VL+CXP/Ep6SbH8+iMDkCs4T0gEllUillUcinxKQrvfQ2JI++IRqJWVcP3sn8TSv5NqJvtqJntfDocZ64nlEejUdhFjBgYOTBqYP1B87c5FRVVW0mx1sCCdDaTFqDgeXGbQKgbgWAXwnPTiIZnG5EEi5oGOd7l196KrTsuhV7YTKduHMN9yeq0UpJUSCWfxfSbT+PIM/8q+XL+fy3FRD59j8cGrZPcUoRc5y5AKAIO7PswlchJwVpAWorUVqk/7HjwtyXNpDMYUUzOSfRArQ37jjBCO9mQ62U0Y/C6+zH8oU/BERqA1duldqkmWUJSMOxAWBfxRfN3dsyLzwhNm/08CO7Gcrap32GTJ5otEtSlLmF4f5Mn6bwHSMMgdpU7GK+BTYREzW+zCVCcWItYboBgzSHDXhCZjPSC8Fp0CDhM+NQXfgsPf+pX5V4+3f28hg+NVT90h+a66lN+wgEbX0Yym9hEiK/U5EHpmVDIJJA0eZE0+6AYzJKvbSzj5SEt6SSbHXaHA063By4XO8G5ZeWvrvZP/njlQ4DgkM/nkM1mkIxHEYtGUCmXJBfrcDhlPyxse3x+TI0fw8zUuITlqnBOJ6Z9l179QWzZcSksFha+T90/W7jzjTQVO76lJw9getezGH/5u7IiJRBqfTHYIIiRA4v01EgsZZyrAMECMFuJsq0oowf+1K6/Tm+Au28ztt79efRediss7iAUpYZ8ZEoWGHTN5TwXEmEBZVqbMPIwmu2wBXrgCA2i5+Kb0XflHTA5PDBaFlHGM5qtlsWF+NDT/4TpN38sjCkbypIKpBqe14xRxFLGwUQd70ZqeHW6ilemqlD0dAo2NQGCugiTUa2tLTdAkL3EBkFakdpn1SFoN+DTv/ZlPPLpz0uUvFSvsaV81rP5PR2AWBdXT5HiH0N75nWpsE5MHUFi4iAmkxlMJrMNGon6wOcDl/RSAgNX+T5foCl2W8rqp0aBUKWMWDSM2ekpsBhdKhbUlanBiK6ePvT2Dcg+LRYLxo8dxdTEMbF4rpRVthUprhdefr04vTqcntPSXRcCRPzw25h840eI7n9doiZVKKioAjmmlnwODAYcQq1cLLWkXbpzGSBIJVXdW4sSSTQHQTo4gKEPPIieSz4Iz9B2KTYTCNiAia1c40feRnT/z5GPT6NayMFkd0qkEBy5UtJSJA/YQwMSfchD8TSDIM66WWriAA7+4O8w/daP5Z51Ww0Y6fFIy9yliBq1Q6RLChKsRRyt4DsHK5J2Ktd1cHKx43TC7XQ2aa/LDRDSKKhYRDKZlEK1y1SHz6rHZ3/ty/ilRz8nQKVrwdZ+XTxKlvkkOgCxzBPa7u4kD1wuIRefRTY2g0NHD+PQ6GHUyCxpOKxKodjrg9cXgD8QFOGbllI63fG5PSMEppGodUgkYlJ3IGBwkAar2W/4A6pHP481OT6K6YkxFPJ5qU9w2OxOKVJvGtkJjzcogHGqQYCQfhCFjHSSY4oiNbYPhcRsUzhHWiRXoTSeoyJ3Kaml8wEgwqmCgEMsW5S2sQuHxeVHYNuV6Np5PXov+5BYmvBBz4ihQBIAo9LpwyhnElJboHbC7PDA1TssgGJ2eEVLsZTVMgvUBB268pJUwToENRI+u1l1c3Uvzc1VO39alZdqCl6eruGFiSoOJWo4mqwLjZriTZfDIQDBJkLfvnvepfYTz51ed3PiPdj0/VoQTYuCulIRBhML1WZdDXYj8PFPfgoPffSX4A6E4PT42v0qnxPbdwBivV1Gppxoud2gGO7e9Qp273oZ5VIRZfZPEKqpET19gwj19ErLRhamF7O84HZc/bPgzEL03Oy0AAUjCdWMz4JQdx96+wdhsVqloxy/U8wMzUyOY2Z6EjnWKBour4wumF7auPkC8WVyuk/ecF6LeEjjzUXGJbU0+vx/gEVrKUwrihxH66hnN6uajzMZ53IEwdaiBIl4roR04XiAoECOxWoykLbc+SsIbrtaogFx5dXoqrVKs64gymrm1w0mSTdBHFSXlhJiVDvx6pOYfvtZJEf3oBCdEM0DmzkNd7vFS+xMhjREVSCd5UZTdalHPDtWafiF6SRNypoEI4kfPjRPcz4TgNBIGCeSKDTQIIOJHkxk6nFB8sCH78C9d34IQ1t3oG/D5jP5OOfsezsAsY4vLW/kg+/twsH33kIyEUU6qRrdsf7A4rE/1CU/xYn1NIMRQolRSSaNZCKOdDKJdDqBakWNHEiLJfPJH+xCsKtHVm2ayprnIIrq2Smhv+YyGdmGthvDIxdiw/B26RHh9gZOG0GwrjL37gsiEAzveVn0EBxqPwwj+vx2DAWc8m8WOM9knOsAMZcqSC3iRIBgHcJgscLdtwUD19yD0AXXwT0wAouLq98zicFOPdtk2jEayc4cxcSrT0gBnP9GKSNKf1ps9HodYrrYyiDtNVlSRDz3xgwtOOoYTyvQG41qjc1qxcufnRdjPvQDlSSh2YNrCyMNDLQmQNItruG1ZDaZBGy43cKFlKaDYMqJC6VrLr8E115xKa696RZccsU1rXycc26bDkCs80s6eewQJo4dxPTEUcxOqU2G+OWg+ypTS/2DdFYlA+XUg5RVPtxZcwjPTqNYYA9opVlzICWWrq4EGhanGebTnoOD74vMzYgvUzIRQyaVagCETaKHwU0j6O7bAK8/dIoTYISglwfLoR99FTTvKyTnRGTFQSsNutdSWEVx3GL9BE52kPMVIGQuWI9y+eHduBNdO2/A4HX3wtWnGikuxyDdNX74HRF0Tr35NGIH3xJWk41Nrnx2qT2Q0nqmUZ92bhqraSJdx1hajSQoomMKqqqo9/re35lfzd/1raIsYFjAXtiFTmPkVWs1Eb4V+SoWpdbAdBX7XnM7rTEWj68VqvmTr8GeEDYNDeDhj30Ct99973JM31m/jw5ArPNLmIiFEY/M4tC+t3H04G71wa7TSQrI4XRicMOwFJXVJj7Hr7y5gioV88ik01JrEAFcJoVqRTXM44Ob2zClZLc7JPdrtljVL6DJLCDBVRx9mViz4PakwnKwSE67DQIEldWnAghqHkxWB44893WhtaYnDooOAgrDep3krvu8DvGf4oOmlefauQwQTC+F00Wx/D6xBqHduqwtWL0heAa3SfHZv/lSuAe2wuz0qWaKLUwq039sEyv2HfteR/TQW8KwI7WVBAJqVTaGnALspLYulb10qq8bi9aMJHZHatgdZRRRB1XXjDDe/NLW5mbXflVt7KP5Ri2MIKQTYkMER5dWLYJg9KD5PfF3bRtGDgQR6iEYTbiddoQCfnziU4/i3vsfgM1mk+/C+Tw6ALHOrz5rD8ViHu+88QLee/uVZhMf9SFtxcbhrejpGxCh3ImCOBaU6coaj4YRjcxJkflUYvmFK04NHAgajFSq1YoU9Zo6CR7bYsPQ5u2ipO4d2HRKgCCNlQ+vd7/+Bzj24mPy0OGQXgR6HQb8Dmzudkuaibz5Vsa5DBCaWV80XUDyhCL1cXPViCTc/VulaD1w3X1Cg9UbLRIpnsmQVpzVshAKmA4UIeeRd1VdBOpixsdmRVt73KKYXq5ohdFEqqxItzlSX5l2Opqq4ydf3NI8/W1/fHDx40kdb36QicdUldfthtfrbaYwNdo26xDhaFQ2ICh85jOfwYMPPihqapfr1OSLM5nTs/W9HYBY51eO7CWu+N9751Xs3/1zFPJZSRFxcIXf2z+Eru4eOF2epv6B+dR8Not0OoUU00LplPR2YLTAgjYLgFRdc7XF9zIkpwaCIMBCtmofTXU2IwmT2qO6Xge9mvh+AaclAsR8w6BHEdn3erNhEFMSFFYxrURaK1uNLpXWeuIlO5cBIpkrI54rYjZZQCyjCuVONRhJWNx+OLvp07QTBAtn9ybY/D1SzGYkpzdb3leYFtV+vSZ+YNQ2SOQwNybKbEYNdBwuxGn7rkik4LaZpCjNFNNiRopn+vUis4mUVy2CmMoo+C+3bmju5s5/OIxsRUG5RlqsIqkogoFJD5gNOpj1gM2kg8ME5CtApFBHDQYYjCYBiIDPJ/c0oxCtJzXBgf0gCBhcZN1xxx245ZZbcMEFF5z3nkwdgDjTO3gN3s8b+dDeXTi8/13Eo7NIJdTVDtM//mBICtWsQ7B+wPeSqcS6AcVvbB9KWwGuzfn3YKgbXp8fLo+3SXnN5bLCaNJeLGrzy6KNk0UdSwMIBbGDuxDcdiWe/NK1yMemmlbUTCexwEnlNOmtrdQetPM7VwGCK+psqSypJRr1Md20lEGlNJXWLkYTF1wP3/BF8Axul0iOojj+feGoVcqoV0vITB2RJla0QIns/7l4hZG9tHDQOoN9OtjYiuBAi4qVGmxvGs0r2DTU1zzEb3zrKGZzioBErqwgX1WjBZuRoKCD06SD36pDl12HaKGOvbE60mUFtTrg8XgQDARgs6g1Ni1eFU+mWEwWSLzXL7zwQnFzve2223DVVVet1Mc7K/bbAYiz4DLxpp0aOyyvibFDmJsek7OWJutuD7xev6SZqGOQWkFSbfhDlTQL1GLF4fbALdoJv6SNWG+gopq+NFVGEJXGq9yIKLTIgnlaUmyLxaZ5n0QQrEFs3oGhTdtOWqSmfUYll0Zk36sYuv4BfPvRragWMuI/xQiFeoeBgFOYMIs1mVnsEp2zAAGI3Tc7y41GMphumPUtNh9MKen0RmEz0dSPwMC+4OwdYbK5pH+E3mSW68/rURUjvnwjgohLnYHiOmofxGm3wYli3wj6Lg0GnOh222AxGxbterjYuZ7u77QUL7Atac88QDyxawK5BRFEVXUGaXbWYyShggVwLF2XNNWxVB2zubpYi7ucTnm5Xa5mqiqZSiGZJoU7DzYR6unpkcjhkUceEZBYWAxv5/Ocjdt2AOIsuGritBoLIxaeFtrrsSN75ayZMmJR2eV2o39ok1hkzM5MSc2B6mimi1i8drs96O7th9cfkCjiVI2CuE8ei4ppAosWUbA4zRdBRCtwEyA2bdmJoeFt6Oodel9fCBrFZcPjQm3d8cCX8B8PqVRFteEMQEuNzd0esYNuJ3rgPs9VgOBnq9UVFMo1HKbdd5zW6+o1amWwj4SRtii0+bY6xMqbAjqqrCvFXEMvoTauOnHwujF6oP36xpBLIojlqj0s9llavb77YjW8OFnFrrka9kTrKCsGkPLq93oRDAabtYhcg8WUangzMQXFv3/+85/HAw88IG4C/H/n4+gAxFly1fO5DDKpBHa/9RIO7t3VZDPRGoPFatJUWahm9MAHOxkcDKOpuKafksfrF6YS/99iRmRMMVUbtQ+CDAvcpMgydVUsqGkOK3UQ2y7CkKaD8Bxvj5yPTDY0Dy/h2t/+qyZA8CFDz54er01Wovx3q7UH7dK1+gA5Gy49sYDd5cYiWTHsK1WqKHPZ3MKgbkI16lOFcqonV03U7GorWEGfk+6ZNSK6szLyC7osi/boaOH0TrlJq9d3JlfHoUQdL02qxoCZitqVkYaAbHNKsOCDnylYspmk9WgqJe9hMfujH/2o1CP6+voQCJxa57Ocn3W97asDEOvtipzifFisLhXyePOVZ6VgvVAlqkUS/MnVP1XYjBKYVuru6xdw0JoFLf3jqg8KTSgXnp05jsWkKamZZqKS2uXWrAnoCKqADZGOvfBNYcDc+UfPNQGCHfICLgtCLptQJNk9r93R6gOk3eOu1vbVWh3TiTwomGM9gr2qV3MwwmOXuA1BJ3o8djFRXMp1E6xp4I384H8aif8mX23etX7ZASJfUYQm+8xYFf+xr4xwXqE5raSXCACOhlqbiym+tGI1T8ThcODWW2/FTTfdhIsuuggbN25czSlfN8fqAMS6uRSnPxGpF5RL2PXa83jvnddQpWdTw0OJob50itPrhG1k0BuaLq/sQ80Ig3/XHvinWiVqZ9CABpW9VKsjnUoII4p1CM3uw2pzYNvOy7Fx6074Al1i2Meh9UaOH3oLh5/+F/HuefCre5sAEXBapPZAcRzBot30Eo95rgMEW4+mGrbf04mcuLrKAmEV7l1Gd1RJsyBNG3ayl+i8S4ry6UatqoC3Z73GBQOkfar0hGr0uJb26rQFN9GunhbmulPKNVq9vgy0yIqi19NjByrCjKLWgkJQ6iG8HtbvvI1Iqi62G9JASOF7zLjkkktw+eWXC6OJv5+PowMQZ9FVr1bKePv1n2LvL15rOKsucPdsuLwSLPgFYLMgAoNmScCbniv7EzvEnfTjS6sK1Q+KbKZSuSgUV/GHYr+AhlnfjouvkoZBHm8AtoZZH035iolZhN97BYef/iexnv7YtyP4z48GoYdOegdQ98A2ouTTt6Dhet8pt/oAOVsuPVfilVq90Zs6I9bfjCpYn1jJQRAwG/RNppkG6s1jNjJSBAHeFhoI8PdqRUGlVEetov5/DTAEFNgnwgDoDTqYLLxf5/9NaygeV/2p/u4I9TYPSbv4Mx2vz9TwgyMVsCZBtXZdR2GfQRhNoWCwmeLUAEIs7fV6DAwMYNu2bXj44YfxgQ+oTZnOt9EBiLPoihMgdr3+E+x95zUx79M0CQs/grQqNRhgMppgkOYtagpHTS2rvXgXW3pqa1M1jaW2ZyQ4aGktWbU7XNh52XWq3Tc1GFa1nwB59GwtSoHV5Os/BHUQH/9OBN96pEvqDVyFsn8Ai9Pt1h60z32uA4REZnUFpWodkXRB7L/pzZQr0txuZQafhYzwXFazpAIZ+fH6aaklscioQUAgl+arhny6jkKujnJRQYXUUlJQhWWkAojo7KRDoOZez8hXemDBZKbuRgeLnS897E497C4DbA4dfIP9bQEEe0+8OVPFG7P0e6qhWFPJEj6fT7XgMJmE6ReNxZo9qmv1uojkNmzYIMI51iLORzZTByBW5vu1InvVIoh9774mLCMt3bMiBzvNTgk6TF1dfMWN2Lz9EklnsUDOQZHV9FvPYG73i+LbU4jP4uPfieLxj3XDY1MfNuz5cGIrynY+w/kAEJwfRgykvLIOoTUQqkqheXnTTUz7URBH2/WAky+LsJfUlQbBCqhWFZTyKjikolWkojWk4jXkU3UU8zwnQGfQQ2/kgoXpIxYb5q+yLFgk7cRXXYCCL7tLD7tbD5fXAJdPfW26bKgtgGDtYSxVx/PjVfzgaAXZsjpfUovweMRWnArqRKNIzYI1bTgICN3d3fjCF76Ae+65R95zvrGZOgDRzpNplbclQOx+62fYv/tNkNWk9WZYzdOQFqcmM9wePy6+6iZsHrl4QS8KRbrhHX323zD37osCFmwyQ4D4wSf70O0hA8Yq7USXUuRc6uc6XwBCSzUVK1UksiW121yuhHypKnnzFtmvx00zn+FM/1EtTZ8sv0PtK02XXYlkahAAyCZrmBuvIBGuopCto1RQUC4y2mTEoIPFbYa7ywabzwybywSj1QADZc4MYJlyKtdRLdeQT5aRj5dQSJRQSJbBpolGUyP1ZNHB5tTjzs9tawsgqJug19OPRqv4930VJHmeCsR+gw99spoIFKl0Wl5sScquc7zXQ6EQPvnJT+LOO+8UJtP5Zr3RAYilPoXWwftq1QoOvPs6juzbhWRsDtnUvMqVCzRVY9BYrZ1wvtriTbeEpARXqgyxpWbReOoIMJA/b3PA5vTAG+jBtguvEC8mNTeriEMr00sHn/hbzO35mdrqsloRgHjmMwMYCqrFaapvl6M4fT6lmBZeTl4fggLtvzVmU7lakzpFK0Ch3TusCZkMOvhdVrCBE68VFe8LB2sLBIcYrbn3lhCdqki9QQrQtG+3G+HwW+Dps8O/0QlXyAqHzwKT3QCjxdAEiEqphmqhhmy0iEy4iNixrLwqhSr4Nw6eF2sUv/oHFzVPIRudbmpBlpJeU+9M9a7/4dEqvra3jLmcAjKc1La9RqG8Uhuhubpm83kUGnRugsLHPvYx3H777SKgY1H7fBodgDiLrjYZQtOHd2Pm8G5MH/oFohOHoLAJDB/eep24ajqsbBz/fuoovyL6xmuxUhtz25kildX88jecXw1GeDdeAO/QDvh7N8HXswFedt5yeeX4VE4Xk2HpNCbspQM/V1XTUPDL347ghc9tkMYyXJkuV3H6fAUIYjZTSwSFbLGKTKEsRn6ZQgX5MjUsZ6aTYDRHnQNV7WQr0YKdL/OCmoM219WygmS0ivBkFWP7SojNsCHRvHzCN+jAxqtDCA274AhaYXHQ9kMPg5HqbvVxLWWwRnqpWqyhUqxh7kAKs/tTiI9lkZjMNb+VTE998Y/mASI+M4mqUkeluniRXgrieh1MBoNEQS9N1vDdwxXpXDeVrQtwkMRBO3C2OaU1OFNL4k3WuO8ZQTz66KO4++67pWZB+uv5NDoAcRZdbQJEbHQPokfexfgvfoa5Q7+AIpGDXrjptGDmyo8F4IVDrQmqAGForqdO/cGjGbWLWamk2m5w0Jqh/8o70HPpLQgMjsDbPaSKrhpOoVROU/sQ3vsaxl9+HMlj78l2zGU/8lgYr//GMDZ1ucSgbzGAOtNLcr6kmE6cFxZ/q41oQjrO5ctSo6A9B6MMRhNaRKGttuVeEO2BDoaGoy6NE3n/kMLK+4f/5mLjZGMhQIy+V0RsWm06pY3gsAsjN/ega8QDZ4CRA9vWNuoQGjVW6hgqq65WIdOpjuk9SUzvSSByOI3oqNqUioMci1/7/y5u/ntq7BgKlaqoyxkxnW4QHPjSeo7siSn42WQV74RrYiteaWxOpbTFbIZmEU5SBufWarWKSI4AwSK13a72aD+fRgcgzqKrzXRNeN9rCO99FTO7X0bsyC/k0U+bbNovMyVA8zt+Id4/uF5SgWKxMRnPYSySQblSRaWqhvs0fxv+0KcwdMNH4Az0weYJypOm6a2fDGPmneelMVBk72viAMrBh82D35jD7t8ZQZ/PviLmbucrQHB+CQAEA6qrCQysT/DhyRRUsVKTKIMgwgeyBg4EbUYNBAWm+6hs50+LSQ+z0dAEjpPdJ2Qm5bN1AYYDbxWkDrFwML0U2uxGcLNLoghnyAprowYhKSapcpP9VEOlUEM+UUYuUcLMewkBCP67kFIXJRIBGHX4/B/ORxB79x9ELFtCoTx/b57qfhYQ1Ouk9jUUdCFa1OFwso6fjFNZXUGpqhL6uMhhuokUbo2px38THEZGRvDQQw8JzVV6tJ+hdfpi37X1/vcOQKz3K7Tg/Jjjn37rx/Igjh54U1bsHCwgsvhLGwQ6o5Ke2M44Gk6L90+lpjTSFaw/2LH9/t/E8G2flMb3Rptz/hCKgmx4DKM//SZm3/mJtKcsZeLyd57Lff8+gyP/2wXCiNGKne2c34nbns8AsXAuCBZMLxEYCBAFAkRlHiD4Xi7iNYAgKNgsRgHxpXaEYzqpXKojEa5h3xsFzIyWUWuI4bh/k9UAm8cMT69ag3AGLbC6zTCzSG2hEkZNRzGtRIDIxUvyio1mpAahRRQCEHoI3fXT//3C5sfcd+CQNE9SAaIRAkhIyvZTxw+t5wi/E2xnW6rrkSgpeHGiiqdGK6KsThRVdXUzwtLpJHKg8ytdXSmQu+GGG8T6+3wcHYA4i656rVzC2M++jcnXn0Rq4kBzla5ZMDN68DnMLa/SNa3E4bk0Dk4nUdOYMewNYXPggod/D1vu+KzqBsqm9xxMY9SqYhN94Im/xszbz4HpJp4rh9duwd3/NoXZ/+sSSX2xVrLcowMQjUvRsEZhtKBFDc1rqFGcGukljdDAFbb2+5KuS4Pmmo4zgihi+mhZtA9MPQkAMZ1k1AtQmB1GGLX6A6muJFA0HDcUobeqKSaymcq5Ksr5alM3wX0xegj0GvHQ7+5onlp4elyNjBrAp0KDStBQmbTzimyJmPQ6aY9qt5gkucoeEvtjNbwbqWHXbBVvzdVQJm23rt6XjBAokKO1xo033ih236S6sv5wPo4OQJxFV50q5cNP/zPGXnwMVJTSr5+Dqz8yhLo9drHOPlX+eLGPKorXuoIjBIjZZJM2SRdQs9OLnR/9XWy54zMicW0K8GpVVAoZJEb3YP8TX8HcL16AIr0k6vKlZdRw2z9PIPH/XtZWU6DTnXurAFGBAWUYUYdOXhZUYUFl2Wski8372fj3fKaO8QMlzIxWEJ+tgP9eDpqtNhdUWlusevRvNeNDj440pygdmZJ7VGosTJs12HtMJzUBovFutdai1lsWijLDORapa3htsoRXJkoinCvXWUg3wmy1YeSSa7D90qtwxRVXYPv27c0GQ2fjdWr3nDsA0e4Mrtr2CqrFPPY9/hc48szXUC1mQMDgYA6ZDCE6pLbTH5ghO51Dj0UyYJpJ+8ITHGy+Hmy7/zcwfMvHG4IndcXFfgHUO8QO7RL9Q2T/6xKv04OP7BGG9x/4+2PI/s8rlk05feKUtwoQGViRgANFmFDRGRBQsuhCWuo0yx/nrNqNsioHqrCHtMZm2ltCfI6r/2XSYugAs1UHu9uALZdYccVdw83PlAoTIFQw0moMWvSgven4a6cK9Bb+v3yljmy5jgOzWbw3k0W+qkOxrhe7GKc3iJ13fBwjN94naSaym1TwOT/viA5ArMrXqf2D0Le/nE1i33f+HEee/ZqkddTmOzpp4rK1x4Nen12Kcq1aWEhxs1zFRCyL8WhGBQidDnZ/L5w9G7Hlzs9i6IYHj/swFMJR+8AuZLTWSB7bI39nEZSUW1pEX/mVI8j/wZXtT8Ip9nAmAMGPxKihADNicCICF0o6ExhN9CCFfiUBG8qw4uSOqYQOvrcGlUpMZphRmlqeGbV0xSZjwY7FDkNsLhRJF/LBWmVap7EC18TNUqg+gfm22PlR91DA9tjBAAAgAElEQVQq1pGK1DB+UNVDMIqgYE4M+hbnQpz0EEwr0XLDGzLA123EwFYzNl8x33J0kiymsioM5L3P+4wkDQMLzWQtiXGl+m9mM0/2XZCCvrYQmkujWNOhrOjh8PjhCvbjgvu/iC0ffGSxKTgv/t4BiLPiMivS7YtppYM/+Fsc++k3xUxPp1Dso5dCMBvIsxVkOysdsXEoVDCTyIGuoRpAuPu2wDO0AxtvfgT9V9113IzRe2lm17OYffcFRPf/HNm5Y/J3pr1Im2TxfOefHlgXAKE+s3SIw4EZnVfAIQoXqvKY10n00IckQkoaIcxTLRd+YAIDIw8CDCMNgoMLJUlNrbdBICAVlOwmPhCL5Zo8XLkQINtJqz2wLzgbOJ3JIlnVMgClQl0iieh0VQrWtNwoFxQpXLcyqJx2uA0YGjGjb7NZrDf8Q/NeTO/s2YdIutikuJL0wKiZduRqsZ2MLLKzVN8oAsWJn4s1DM7DeCyLsXBGVNW8/jZfN5xdgxj58Oew8caPtnL659w2HYA4Gy6pokgaJz19BEef/RomXn1CfdSxy5dRLxTX4S630PnaGclcCdFMSQzh+FIDCB38Wy5DYOQK9F91N7ovuvG4QxTiMxj96Tcw89azyMwcQTGl1kWod+CDhymmTX/43poChNqWQCeppCysiOhcmIEXKdiR1dmk/kB6owcF+JDHoBLFIOLy8GeFgtvyPTlY5JXkdrAKQBAYupGGGwWYVjmS0CIERgYEAxamaw2XV/5ORhNXy+VaTRg/8jtpr40oguI4PlR535CCrG6jyIqcTKelJFVIe2XUkEnUEJ2uIB2rqdYbRUUU1vISUZuqfWj2JGrgh+bYarbqYbHo4PIb4PEb0TVkQrCXGgrA2TXfcpQ0V5oVEvQIfixKcx8EAp4z3WdJ1yVo8PPx/5EYof6dglK9zEeJ2otETqJlbSHkCA3A1bsZm2//NAavu7+dr9I5s20HIM6GS6koSI7vk/TN2EuPy4pd0hu0QrYYhSnEIjVX6+0MgsJMMo9ErgyChQpCenRfcjO6L7oJXRfegMCWy5qH4EOVegeyl6Ze/yHKuWSzLkJztw1Blxi+9fz+L9YUIPgY4cqf0cKEzo8YXEjChorOBEVnlGiMn8WgqICwWZnDFszBjrKkm7g901LTOq8AC+sWBAgOJ0rYpETQgyScKEqhe7UG0yx84PNhqUYFjBJU/QP/PW+/Md+mlFEDtQ5kvvHeYa8HmijyejG9mC/X5P9zBS6590U+jKaKrlUhDq70acqlVHfXLB1es3Xk81WUy4qAFFNTTEFR4aljL2n6Lpn18AQM8AaM8HeZ4A0ZxWKDqSYe3x6ct/uemxyXhkm5Es9V/awSIZHVtEA4x88pdF4jF1HGBZoPgwACAXUulZf7fSmR8mpd0/V2nA5ArLcrcpLzoeV2dP8biOx7DTO7npOfHMy5EhyofmX9gUK5dga/LBPRLDLFiihyBSBI+7v2PgxcfTd8my6Ce0BllLCBUbWUR2b6MA58/68x9eZT4sUkdRG9Ts5lc5db9fT5f95eE4BQ2Ul65GCWaIGRwyy8EjWU9GZYbE7YHU6xMqd1OrvxsSlSL5LoUxIIIAsv8pJSSsOGsM4tdQtGEYxG+PBirYLg0KOkZDsXio2EVWsplpNdP9Wkjw/8uqyatV4Q/F2LChb+baHDKx+xmjsrV9JMuxAgmJoxNX6qdtyKgANTLzTpI/tMUyIv5Z7SemUXinWk0xWk0lWkUxXk8zUUqXmoqmknAgSL2VI2VgCjkQ2DdHC6DfLyBUzw+Exyfnxxxe8KzUcQLFITaAQYquqcEBw0MOTcUL/DqEptl6FIKo0v9bM37O8BUZ7ToqSxEoK7fyu8gzsweP396L3sVpC916RzL2USzsH3dADiLLiofBiLQG7Xs9KhTbOx4A3PFI4mkuNqsJ0xGcsJe4krM37pVIAwYNOtn8DGmx6Gs3sj7EH1y0pVN72XkmPv4dCPvioCOa7E+fUTq2inBVt6PAIUjv/25poABGsLJRgRgRvHdCGpPeRhRt1ggt5ggj/Yhe7eAVQqJeSyWaQScaSScViVkkQPg0pcCteT8GFWxwSUGSWYUNepNQuJOlAXkGDNYkSZlToGU1N8x3INRgr0WaI/Fr2XRCXNa1RtgIXoVdTjifcQc/Img/D/WYCW30UprQKDyvrRNUEnmi5KSlH0BbU6NgZd0i9cBZGltYTVVuVcWMQyJSQyJYlCmcqRRkKNPiTNWWn80rT9YPrHSEcAk6RM+ZOOADxvX89Acypz0ZlGxNfoM6E1t6I/VaPeotUYWHNhrUVVmDPNpZoZqrDRaGSkNV1i57zezfAMbEPflXeg++KbhNptWigIXa4LehbtpwMQZ8HFUuo1EciNv/I9pCcPIjurFoL5BWZhmj0WGEmcKRNF++iSo1cUjEezODSbklWZhOvi1WPEyD1fxOY7HoXFFYC50Vq0Vi6IWI89H8Ze+o5EOBxcpbJgSNDaGHJJ6sL+f6wuQDByqMCIDCyIk6mkc2EOHhT1NtSNZtjsTunX7fEF4AsEpXVrqVhAZG4W4blp5kqAWgkB5OBR8ojrnEjq7FAMZuhNVtgdDphMZhTyOZSLBdSrJThrOQwihl4lBR+yTGAt253F2gDTIbFMsWGfoT50ObRCs1Y3kDx8Y/VtNqiAoEUM/BsBRFuB82HOaJFmf+l8RcBAE12yLqG9/3QfhA9dggBV2wQu7pMvpoH4b57lwshFGEY0dySrihEQV/wN4z2mfWj/oRWaVQsQA3buWJrdt9RhGvtkRCFRVaPuokVYjLoklVZSTQ3nu/LpYPWGYPV2iSGle2ArzA4vTA43TDaXOAeIm7HdBbPDLb/rjWZZQJ3LowMQZ8HVJUBQIDf6/L8jH59BMRlpAIQBQwGHFINJKV2qXcKJH1mjQlL/cGAmJV9cefzo2PDFhJ0P/x623fvr0JvUlTcHxXHhPa8gvOclYTAttP1gFzICRH/AIavA1QYI0lCzsCAMD0Z1QakZsIbAlAHbsAaC3ejp64fN4ZT2rKIGVxTMTI5jamIUxUJBAIPGhnrU1XhAZ4DFaoPd6URXTx/sdieikVkk4zEBCl05Dw/ykm7arIQlNbVY/n6ptx4fakfDmSazjPRNPsj5ILWbqRLWvJQ05o565IXKYu1ceF0JBrFsUXpb8yUlfJ1OFhrdtGqxmcX4cTFWExcVjGIYKbBuRQAjMGgqbv6d4MTzE4dYm6kRxRjE44srfQGpQkUAhlGR1liIJXIWn1lsvvfmeYo0I4jTnZcaqMzTbLXe3VqajtFEOF3EbCovrC4tUlZvd4O8aExpMJkFGAgS9lA/7MEB2AN9sEshe1j6oBttLnEVOJdHByDW+9UVK4sK9n//r3H4qa+KjUWlkJWz5kNiuMslFMWF7SDP9COpueyaRBBUUWurKlkxOdzY8cCXsOWuX5V6hKagLmcTmHjtB2Ktwb7TC8351JSXVYwD+XBYbYAgOLDWMKPzYJbcJL1dnGfZGtXnD8Dj88Pr80sUwPasknIgESAeQzwWRjwaRSIebbRnVaRBktligdfHbX1we3zy70wqiWQijlhkDoVMCmalBL+SwUYlihDSAktkNrU7eD3I3GEnOe3Br+XT5+sJepgaWoATqc6q9UZdCtd8IKcLfJWbkSKL0qRKM9rjS9vnyc5bTSWptY9sSY0W1PRXRVqgEhwkimRai9e+YQTIdBejA5VVpJfz0XyjpJ7QKLKzrsCIhD95X3JfD956dfNUFgOI00c7aoRB9tJYNNsscGuTSjo39T6iMapWUauW1JqawQgDW/haHTA7fSDbyTMwgsC2q+X3c3l0AGKdX11GD/VqGe899sfCFpKbt9GdhV/CkV4vBgKOtgRy/IJy5TcVzwlIaADBcNsW6MXWu34Vw7d+4riZIp2VlFuK40jBpR6Cgw+bXp9DaiNkxxC4VhsgWEg+oOsVcGBBWTFaJXIIdnVjYHAjbA4HDAbj+zQjlTLtzUuYGBvF5Ngo6nXV9pmFbKfLjd7+QdmHvpFWqFYryKRTmDh2FPFIGLVaFY56Dn1KUgrW3VIabxRB27zPTtYISFtJC9fnBLXwwsOpKaWqUJjZqpQMIP6b14oNgQjkjB40OujpVug8D666CTLcF7vaEXj44OVcMU1FijNrT11um2r9YjI0G0Qt5EXN9z5nEV4FHYIgXwQwgg6ju+MBYrotrQ8jKBIxDs+lBCA0wz8ufgavfwD9V94pTLxqIYtcdBL5yKTc38XEnJAyeD5mlw+BrVdi5J7PI7htHrzavMTrcvMOQKzLyzJ/UowWKrkU9n/vr3Doqa+CjCbepMwl04CMArl+v+M4k7Iz/UhcBZLNMZfMYzqRbxby3P1b4B7cho03PoyBa+9t7pbnwF7TB578G0y8/D2UcynpHsfBVMKGkEsAggVGrnRXGyDIOBpDQMRwpLZWDFYYjSYVIIY2weFySfTw/pV2DewFEJ6dkVc2k0I+l5U0FEGF23b39IlnD7eVeSjkpXYRj0aQTiWgFDKiiehWUtiAqKSaGEUsZ9F6KdeXD0KmcchMUlf5aoGbv7NewcWFmvYxS/TA37WC8cn2T2BQbcTnIxCCBFlPBAZGBgQGp9XY+MnfVTbSUhpEaepuza5cM+Tj57j0wu3zEURspuXUnZZKZfRwZE6ttfG4aoRgxpa7PouNH/wYlGoFtWpZnAvUVwKVbArlQlqYekwrObo3oOeSD0q66VweHYBY51eXTKF8bBaHnvpHqUHMpxjUL/jmbrdQXNsZyVxZWCxMY/ClMT0ojgtuuwp9l98urA51MOVVQz46KVENi+dKnVGNajXBFMWWbresSgkO1GqsNkBoNhrULBzTBYXWygd6INiF/g2b4HZ7YbXZTuntz6iAD/vZ6SlE5mbkfUwpDW3cLFGEyWyR3gAc1WpV+oMn4jFMT4whnUqKwj2INLYpMyKiswuXavWsODTSASMFXk/WBhg9sN8BlfdM//V6bQIOjCIWs2bh/hghsF7B2gWVzKSIipq/QR9lp0DWwoS1ZjFJJNFqDabBTlW7z1Fr0mDOcb7pJtDqUCmwdUkv0c5ei5T5wGc69YKP/hchZBxX5GicDCN3LtQqXAjValKnsLiDYoN/Lo8OQKzzq5udHUVm+ghGf/KfwmLi4Beaq3NVjOaU9EA7gw+RmYSaLmAkoVEmuUIiHzy4/RoEtl6uwkO9Jqsq0T88+beSYuJKmqpislPYsnJLj1seQux0x1XpagNEFQahs0bhxLgugDhcyOks0seCdQR/MIRAqEsig5M1gKEeolQsYm56CnOz05J2YrqJABMIhuCTVqtumQ+mpUiNjceiAibZTFr+PzUUW5Q5AQgWr5ejFrHYNVb7QXClX51nJxUqUl8ifpMR5CKF1GaS1BJV+Kw3nGporKC0xnRiraFQbjCAVMYRa0zcl1aE5n2pUWkXO9+l/v1MvLZOt89Tp1JDsPl7sPWuz2H4NqZS3w9tXADRD430bnqMsJhtMNvOeZ1EByCWepeu0fuonmYReOK1JzH91jNNgFA7yJnR73OIWrmdwcb3rD0w78tahGa0NnjdfRi67gF4NpD2pwrk+AXJRcZFi3H02a9L8yINtPhgoDCOzrIUWmljtQFCO24KNkzpfKJ+Js21ordKeogspKFNw0J3ZSRwMv8qguTczBTmZqaRSSeRy2akjkFgGNwwjGBXjxymXCoiGp6TFFMyEZOUEx8vPuSkWM06BMHCvAoKa63om8iWMJ3MyyqfxV6mkzx2i4B2d8PxlynK0w2N9cO0Eou6bEHL37k/bkl2kc9JkaYVXcJ8YopqceV1K/fpcgEEaxpkXPF+54JIi5RdfUyljojWZ/Da+1o5xXN2mw5ArPNLS5fU8J6XMbv7RXFM5eCXm19MAgP56mw2387gA+DoXEbAgQVITczEwjRXVPbQoFD8OGqVEpKju0X/MPHaE4jse13+PwucpNoSINjeceE5rRVAUNSWhlVEbscQREbnQFVvgsvjlyiCGghGFGwveTKQYKqJr/DsNGLRsJpOMZkFYDxeX1M/kUqpAFIq5GGoFqTuEFIy6ENCogdqIlbS7VW4/Q0Nglbc5b95vqTBshbAVT6vD1NKvFanM3UUy45KTR6mLBiTpcR7g9oFRoncl0QhdrV+QaYSI5HFaLGt3qPLBRBMj80mC9KRjmlVDSCYRg3uuAa9l976Pq+xVs/5XNmuAxDr/EpOv/ljTP38KcQOv9200uYXvIsCObdNHsgn70G99A9GVgcFcsJGadQSGGaP3PMFbLvni6qi1OGRHZLhQe0DQWtu94tIjO6W/8+cs89uEdCieG+hqnutAEIz2SOb6YCuRzyYmHpiasBqs6O7tw/9gxulvnCyVBPTStVKBeNjo6KRKJfUPD7BwWa3y7+ZjioW8qiWS1KIJiAMKHGJHILi2LR8grkTr6hYZDSKx6wzaLoGrvJZNGYKkj1CKKLkg3wpUQP3R5AhMMymClK/0B6kQjggS81rl2iEYHO6FNXS78DTv3M5AIKLHrKuWH9gmkwtrqvH7bvyTvRfdaeYUvo2zrc3Xa7zP5v30wGIdX71WAQ+9uK3JOevKaj55SdziUVBruS4gmtlaKyOiVhOAILRg/jsUyxkMGL7A78lL2kx2hAEkVU1+foPJN3F1BdrJBykMhKwyF76xu4M/uD5Gfz+Xf34reu7mzWIv3x5Dv/301P473f04bc/oKZolmOc6gHC0nAGNszAI1YbTDlxLc/PRlaT1x9AqLsXbo9XlNUnrqpVj6Ka1BcSsShikbCkm8wWsqKMUqwntVWplmCtFQQQgkoGfmTFk4lGfytRnOaDjUDOVX4qXxLhG9MnmuiLKSWu7gnSFLzx3wTwUxWjNXGZZueRylcEIMhY4jEIAqxfEGgIOhI1WFSG2mKgs5LXd6n7VhlSdUwl8hgNZ0SQJ06wDWHcpls+pkbKgX6pRXTG/Ax0AGKd3w2Hf/wvOPL0P6OQmEMxpSqo+cUklZQWzQQHPpxbGVq/AFoek9VB2h+HwWyVVfaOj3wZOx788nG7ruTSOPLc1zHx6vdFHEeWFQeLkwN+B0IeG/Q6A4b/8F1JZdhMesTzVfjtRrCTF485+X9eCpeltXM+2edcCBC5GL16VPdWmuyF4Zb6AymvRZ1Z1OGqsVwdDqcLbq8Xoa5edPX0nlQbIWrhUhH5bBaT46OSbpKOZo1IS/Ni8iMnrq70YqL2gX5MKzEI4DS9K1SqkvqhIpjpElVUpkYNjCoJ1nyIk0W2GJtIswmfSxek1iBpqkJFtuU1JNuJKUOmM1l30MzvVuLzLXZ9W2ExadYik/GsAATnauF9rkXKet7357gy+kyvWQcgznTGVun9qt6hjgNP/I28uHLXtAYsBpPeSkM1taPW0gzVTjx1AgJD7alEDscWfHFI37N5Q9hy169gy52/ctxm5ITzfI698JjKD2+ouplu2MieFG6bsFt+/9kZ/PlLsygvaBxjNugkcvgfd843gFmO6VwIEOlYuMlgoocSbTZYh6BgTm+ywWKzyaqfLCXWHkhZpT6iu7cfdrtDUk8nDvFqKpcEHFiQzmXSzWI0o4QBxEX3wGI07b+X26xPOx8Ck6ZlkNpAUdUhcHBVr9YaWGdQTe5MhqW1yiR7jakkMti4X/HiYiqNtQaqqxs1BwIOFyMrVYw+1b3QboqJ2g9+RoIfaxBaGtXRNSTK6Q03PoyNNz4keohz3VvpTL9vHYA40xlbpffTXoOMoX2P/zn2P/4Xqqq3rjJIzCYDtvV6pAeE5szZymkJHZId5JJ5TMZzTT99Z/cGEQBtuPmXhNmhDa6aS+ko9n7rT3D0+X8XhTf54RxMZ7DtqWbylivXMfQ/30GpOu9qajHqMP7fljd64LEXPkAisbhYcpPeSpEco4ia3iTRAesGTCWRmko6arlcFrDw+YMIdfc0rDT8J+1BzHQSbTVowUGQILWVAO5SCqJ36Bev2PKys5W09A+jBtYWWGAVOnKOefSapI4IDGQSiQbBapJFw5kMUdDHslLo5otCOjrCailDKXCfYUvSMzn+Yu9tByA4f5yzJo27UG4aHQa3XYnQBdejp9HvZLHzOB//3gGIdXrV6blUzqZw8Ad/h4M//Ht5GIlilWkbs1GstAcDDhH1LJZCONVH5AqUlMhwuoC5BSsr74YL4Bu+GANXfxj9V9+tbk6OfTGHfGwa+773lxh74TE1zSKccDJbTBjp8YomQ2siz3rDn700K/78avTQjf9x5/J71yx8gLwXq2JO55bUEgVyNZ0JFocTHq9fwMHhcktxmbWEVDIhL7NZdXjt6u6VwjX1EUbT8dbpkmoqFpHLZTA7PSn1iEqpCGM1L7YavQ17DTeKy3pHaT5ZBASu8Lka1kztWBsg1ZkPcK7uF6s1nOrEWIxmm1mCA0HH6zCLnkWLRsT2+wxBZzknoVWA0HQhdMIljZtzR5BlCpIkDNK4N938CFz9W895RXSr16MDEK3O3ApvRysLPoyPPPs1HH323+RoWvTgtBilxWif39HWWfChQ3CgUI6rLE1ZStpf187r0X0xO8mpLUaZ8iolI8jMjuLQD/8e4698Xz0nndr/gTlqghZXndrIlGrNKGKloocTI4jX4wZMwyfr+aJOZSfRmK+nb1BM+hxOp0QOTBNFwrOidaiUqf1QxEajd2BQahP0XzpZ0ZrRB7ehKC6TSaNayMCpFMWcjy6uQWSE0tqutYaooeuKGOIRyKleJpgzPUIAZsTGiIFsIgKEBsqt3BBkP0WzRXE3LVdqUkfiftcaGLTP0ipAMFXGIjvBj07FAg4KRAVN2/Ytt39amHpmu0fsvDvj/TPQAYh1eldkZo5K74exn30H4y8/3nwYM7/MBwLTS+32oGbemcwOpiwoqtLojD2X3CK0P6qnSf0TgKjXwHNKje3F6E++geldDdFew7mTD6tNIbXF6MIhUcTPZvE7Ny5/7eFkDxBGENPwYlrna1psECD6BjYIQPDBz6dEpVIRbQPrCkw30bKbf3O53aJzILuJpnwn0l/p1URwYYqJVhypRBTGegVuJYcNIoxTldPtth4VAkGVIrU8WDwmQ4m1VQIDV/ZNhpLZIH2YT6drWOwWVxvqcP9k+yjCWGI0wiL1YjYci+17Of7eKkBI86Ks2mOdCyHNmM/m6xHb7g03fhTDt3wMeirqGzb2y3G+59I+OgCxTq8mKaSxQ2+BOojpRg9qPgTIUuHDmAymdntQs2hHXjjBgU1UNIAYvPZeKdx5BrfB1b9FZoi1hsTRXyB2cJfQXMPvvSz/nzRH9n8gu4UprxPbnjKK+LVvjeJvH960rMylhZdt4QNknV7Ozmkt0wycCYuJkRHrK/FcSbQPWoTs3bgTgZEr0Xf5h9B3xR1iY98ZJ5+BDkCs0ztjbs9L0mshuu91RA/8XM6Sqzmu0NkzOOSySf65ncHiNPs/cKVFvx5NOERe+JY7Pwt7sB9cbQlAVCtNgRxV3fHDb8v/Z26a6SWeF3UZBLDVHh2AWO0ZX7vjnQlAMGpgoyWxHGlofHjmvZd/CBs+8CC8Gy+U7nErJgFfu2latiN3AGLZpnJ5dzT1xo8w9vLjktJha08NIHp8dpWP7mhdQa0aVCqSXjo0k1JtFGh7LH7PeqG2bn/gNxs9eV0qQFTKouhmNBM/vKt5TsxTL2wQREbNao8OQKz2jK/d8ZYCEJqbLRdA1PeQqSctWhv398abH8HIh78g/dUt7sBJzfnW7hOuryN3AGJ9XY/m2Rx78TEcfeZryIbHkY9Oyf9nOmcg4JT0kuaB08rpawpqUltViw3VdoB5WLYVHfnwF7Hjod+BYUFutlYuYuxn3xLTwPTkoWYHOZq2MXLo8liF+dKqqruVz3GqbarQgz5MdHMd0wXFYiOrs0oh0ul0I0DdQ0+f9H5gvwcWq8Mz02ADIP4/6iNIiw2EuhEMdYm1htOtWo2wmE2Lb9prcDua9NGviS1KWZhmkfoCZVqsNmiz0Y4Hk6aYJnjz2pPB1g5rbTnneD3vi2BQqdcxm8jj8FxaGiTxurF9LvtID3/oU9jxkS9Jd7iOMO70V7IDEOvtTlekoy6OPPOvOPjk34Kd22ivrQEEC8EECRYSW/XB0XzxmZ9liokFSg6j1QmzwyW2x9s/8qXjREO1cgFUdY+9+C3ko9NNVTeLmRTsMaohaLWq6l7uy8BVJG02pnWqk+sc3CgbbNAZzWLXTTorH/S5bFZ6P6QScejrFRiUGggwNRiEFuvyeKVg7Q+EhEZGL6ZCLifNhGKNJkHVUhG6akmsNQgQm5VI08GVPa07Y3VngNRgUoEpihuNZJpiQvaYNjm9Yqux/b7faPRyaJUkvrqfaa2O1gGItZr5UxyX2gIyhqh/2PudP5M2h/UKG8urEQTFaBtDLqGWtuqDQ7pfoVTDTDKHsUhW6H8cbDHKuoPUIO74zHEAwfM48P2/xtHnvi6AVSlkZBtqMghajCKooF5LvvyJU8r1O835CBBHdV1I6Rwo6cwwWe2imqb4kL0eSHOtVMpwKgW4UBCLPb7YZcxksaCnt1+iDipOqrUq4pE5Ec1RF0GTPkOd2+ZFC0GrjQByAhaMKNgnozNWdwa44GHdgeyv6XiuuQCy+XtFOT10w0cwfOvHxU6mMzoRxFl1DzCVQ8dUiuP2Pf5njQYlihSo+fAd6fWID5OabWht9cOUEi0V6ItPq2/Ng8nZswnugW0Yuv5+oQBq7A6CFvn+BKzDz/wrGE2wJsGjU6C1uceDPq+9LdBaiYskuWjoEIcTE7oAwnCJyrqqN4utAj8XFdIWVGBFWXo40FOJ9hzcpgATynqLRA+kyHLQdoNq6lw6BYNSgVmpSItRbkeA8CInqaWVMOlbiTk6F/dJ0oXWHZEUV+3+Zk8T0rb7rrgdA1fd1TSgPBfnYLk+UyeCWK6ZXEAl1/EAACAASURBVKb90N+IpnxHnvkaDv7wH6A0rCwIDkzn8GE8FKCIq/UDUnhFDQS/PBRgaeZl3g2k/12h0v+uvLMJEOwBwfPa++0/xZEf/4s8WKWLnE71ABrp9UrbUzaZbOe8Wv9Ep96SIMF6BCMC6iMYSbAeUQUdcBXolbqI3PhwJ0D4kBcQoU0H+0hEdW5RWhtNZGfR3ZUaijJ9z+FSirJNv5JAQBJaFbHa6EQOK3Ell75PKs4ZOVD8mSpUmhYyFID2XnYbQhdci+C2q8/5bnBLn7FTv7MDEMsxi8u4D/Z6plp57MVvS5tRppu0VI4Y4oVcYvXdzuAXaC6Zl/7CqjpXTYPwS8M2o1RRh3ZeB51O5YezF28hGcb+7/6leDBxEAgMer30otja65EUUxuY1c7HWXRbNkSlu2sEbozpAkjCLuZ9NNXjQ71LSYtdhhNFMdtLw4YU7OLnNAkfKjqTlJslHlHqso0DJYkaWHPg9rT37gDDopei7TeQYMHivabZ0ZxltYUJ72QufsYiGRGAFkhvbdzfbAhEBhPpre6BrR1jviVcjQ5ALGGSVvMtpLRSkEZKKQVpmq00lbN01aSldre3vUbpFBBNxrLyBWI0oQmIei69BUPX3Q/f5kvUxin81rEhTWIOufAYDj31VVF2qwChk57GdPuk7Ue7qu6VnmOmmliP4MOfNhwxnQt2lBBQ2LuBtYeipIXIOmIMwL7WZECNQwUUmv6J1Qmq4tzKWkMIGVFNm6WkrRopdsbKzYDG6tJIFjwSWXSsx4nimyQCRUEkVRB6K6MHsWZvlIEGr38AIx/+PFw9w7B4g80F0Mqd8dm/5w5ArLNrGDu0SwRpc7t/hrl3X1RTOexxzP6/DouAQ7sKaqaW6E3DSIL+OwsV1MO3fVLU086uDU2AYESTnjyA0ef/E5Nv/FBmjF9I1h8okmNNpN1zWo3LwAc/OzUw3ZTW2WCV+kEeTDiZUD3uAc9nCiOOsM4t6aYE7AIO7PXAiIHW3h4UpBjdGSs/A1rvEtbOqNupNmzkqcMhSJAgoZE2GEGQvcRahNC3jSahs7Kutu3eX4ct0Aujxd4RyC3hsnUAYgmTtJpvITBIi9GDb4pamfxtAgQN1EJuG4JOi+gN2hlsvcgVVpr52QUrrE0f/GVsu0/9AllcLMqqEUTi2B6JamjQN/vOT+TQYrFhMwlo9fud0qRmvQ+NU8R0E19MCWnGeidjG7GzQxEmzOk8AhBupSgFaaaiCBTLYcq33udsPZwfH/KVWk0e+OPRnBSg+b0giNMvipRvCkfJqCN5g/c17b21Xhkmuwtml18AggI53tsde42lXdkOQCxtnlbtXdNv/Vi0BkkqqCcPygOa0XOv1yGFYFpZtNqDWsvdUmF6aCaJbKkq+Vmt9eJmCoge/DIsrgAMFpUCyAiGdh+Rfa9h5u3n5ScHRVv8UtJig1ENI4lzbTB2oy8rW5XmdBbYFWodKmLEt1Id41ZyDnUmE3SWxnXiwqBWg0KKM5tTNfL0K3n8k+1buye1tJFWYyApo9nSVAexImf0QO8wDSC4P343qAcSDU6jrarailXtssfhCA3CPbgNA1fdjaEPPAgCRmcsbQY6ALG0eVq1d0288n0RydE5NRedbAIExWgUyNHqmyulVoamMOXqihEEFaYcVJeyzSi1Dxd89HdhtDma+VkCxMyu5zD7zvOI7H9D+lBz8MvLtJJENS6rRBPn4uAqlSBBsGCUoRaiGVudffoGvdMBg88rxXalXEG9VIJSLEGpVoGGFmZVr6FOh1pN7V6XL1YldcTeIawb8IFPUobFZJRolW1QWTsjLZs/Fw7Wwxg5iOU5rxfbsjaK2Xyff/Ml6Ln0VnTtvA6hHdd29A9ncJE7AHEGk7Uabx396TekpWchNo1SJqEyZ3TAppAbG0JOUSoz59rKEIVppQammNibdz4Ed4snzaZbPy45WmMjeuAxWCSffO0J0BsqPrpbLMg1gBCLDbfap3gtO461MhfnxTa8cdiT2mAAjEYYnE7ovW512V2tQqnwVWkCBCMKMKqQn4wqGr23tSrvMkxaXa9HXacD25+TPZfNFZHNFlGqVMVQj/+PD3iryQi7RU0d0b6F9TKSKlg/YwppKYNaF9Yfei6+CRtuegSkcbNbIv9fZyxtBjoAsbR5WrV3HX76n/Het/5YdAcUzXHw+8xmPJu63GoPai6XWhj8ApK1RJvviVh2XmHq64GjewhDNzwIppkYTWiDNFumvNiTIj11GNm5MfkTi4OsPfR4bBI9tBrVtPAxOpssdQb0euiMBugsFuhsNugddjCK0LE7nNrLVGxdGD1IuokRRamsvthEqVJRgUQ6By5DxERg0BtQNRqRr9SRL9cQjqQQDick1amZ7PHjMRpg6ogW8qxvMWpI5tm3pCLW9EsZvI9NNicGrr1PGgM5QgMwmKyd4vRSJq/xng5AnMFkreRbpQd1pYLDP/5n7P32n6CSz6g9qHU6GHQ60RoMd7naauLCL5bWRY5RBAGDgwpqrq7YXnTohgeOMzDjOVC0N/rT/0Q+MimUVw5GMWxaxChCTQW0FtWs5Jyed/tmioW9DYxG6MwmSM2h8RNmE/Rms1qDOFHNKJECgaIRVVCc2QCNhREF041Sq2gABgvFKtCcAB5COaVoUv0Jgx6Kji8dcsUK0qRX54rIsFFVOo90Ove+S8UlkMGgR8BpkXQTC9SsQzAC1moLi11fR9cQ/MMXg/Tt/qs/3ClOLzZhJ/l7ByBamLSV2IReRwSFo89+Dfu++xeoFvNyGHHxNOjFg2lzt7utQ2sWBFRPRzPzFgQEh+D2q+WL1Hf5bVKTWBhBHHjy73DkmX9BKR1rGgcSEOjB1OdzNHsht3VynY3bnwFGDCYj9IwWGCnYrWr0oDeo/Wo5Tid1X/ig135nLp9gQfBo1CrkJyMOAgUBg8Chvb9hqS2prQZYwWREXW8A00uxSBKzU1EkYmmkEhmpQQjQnOzhpFNrXRRksoitaRqWGsuEdlyDjTc9Av/Wy+Hu33pcZNz+ZJ8fe+gAxDq5zqVMXFbnx376TRx66h9RKxXkzBhm82G8uUutQbQzWOgjgymWKSGZKzVXYuyu1XvZrQhdcB1C2685LkfLCGLf43+Ogz/4e1SLWfGJ4tBsPwb8dphoj91i2qudz9PZtjEDBAZGCJJKskJntUikIBGE0dh+SoUPcQED1UhSiyJOG0E0Tq1UriJfKCOXLyHPFFE6h3Qyi0KuiGKh1AQHsuaMZhvq1bL4j7GDIY9FGiux7Tj1tMEEk8Mtflq1Yg60gpEUGYGK0a3LL7WG0M4bMHD1XRIhC7XV0Bq543y+zzoAsU6uPi20yVyaePV7YrGh1R+Y22cKh2I0qqjbGSzyTcbe34Kx+6IbMXjd/WJk5tu487gvEr2g9nzzj7D/e3/V/NIKQJgN2NbrxUDAISmwVo0D2/k8nW0bQYHJBL3DAb3LoUYOQmVVlcVrNVRX4jrSiQzCM3FE5uKIzSVQJnuK9YYTogaSJEivlkVIIYtapYgaPa9OMihys3cNwmi2opiMoJxLNUBCrU3QlI+2Gl0X3gBGEWYnmVtrOBlrdRGW4bgdgFiGSVyOXWSmjyAxuhtTbz6NyVefkBueg5oHl1212Oht02KD3kuioM6VhcGkWWzQ3ZIW356hC+Dq3dT0qOE51Ip57P3On4BpJi7juEpjAdFmMWJbr0d8oQgOna/fctwFZ7gPWkwsKEAzemCdAS2y3M7w6Cd9e71aQ61URi6TRzyeRiqZRSaVQy5TQD5XkJSSrPLdAVh93aAFN9va2nzdsHpD0qmQTLns3LFmo6zmgUhn1RtFyMmI19U7LGlZRt/FxBxq1bIopGmlERi5HK6+LWJfv5B0sRyf8XzaRwcg1snVTh7bIyK02V+8III0htocVE2z97RGKW3ndEkRZIMgUgYr1fq8xcZ192HLXZ+Dq28YNm93U2VayadRzsSx7/tfweGn/ql5aKNeD7vViJEeFSA6Y21mgCkkg9cNvdMJncMmKaW1HtViCeV0FnPTMRw9OiNF6Ir0O1crBzSAZG2CtvK+zRfDP3wp/FsugT3QJ4BBpf7sOy8gsu9VxI+8c9zH4Xbs4eAZ3I6Re7+I7p03SFTLploEFUbdBB6ylQge7CDYGe3NQAcg2pu/Zds6evBNzLz9HCJ7X0N0/+tqHwg6rIoYzYqgy9aWnQW/n+FUHgdpsZEvS/RAVglD7403PYztD3wJjlA/2HVLK2QyfC8kZnHoh/9wnIurplxl0bzdqGbZJvB82hFrDhazWox2O6G3s1OeSdhCazXqbLqUKyCTyCASTiAWSyORyKJUqqDO2oDOAL3BKA9uz4YL4BnaAc/Q9mb0QDqq0epAeuoQkuP7MP7S45h+6xmpQ2iOxrw3fZsuFEJF/5V3wbNhh6SxaqW8RBGsQ7CWIdYaTu9xZIu1mpez/bgdgFgnV3Buz0uYePUJxA/vQmJ0T7MPBCOHHq8NXrtFbDZaGSoTUcFsKo8D00lp4s71nLBM9AYM3/oJ7Hzkv8LqCcmXWBu5yKToHo4++2/Sj1pdAareN26bWazH17uLayvztd63EaaSywW9yynahqZ9xlqceIPmSnDIR+IIz8QwOhlFOlOUCFVjHNEsj+mf7ktuxtB1Dwg4OBekM7VTrxZzwpbjouTYi9+SqICpI953TEENXnOvWNITZGz+nrX4xOfVMTsAsU4uN6OHYy88BqaaKEjTVk1M4fDFWgT54K0MRgukCbKDHC02KJbjYG6WYThN+hhBWNz+4yyQ09OHkZ44IF/UydeelG1Yf3BYjQJWbFxEq43OWKUZYK3HZBTqqsHrgd5pB8hUolJ6jQbV2NVcHpl4GrPTUUSjaSTSeZQotFvAR2WNgWyinktuwcA1d0vtweTwvI/cwMiZDL7ogTcQO/wOiolZlHNJ6Zdu83UhsPVKARemkhhxdMbKzkAHIFZ2fpe8d1pZ0IOJBn1sGqT1gaAYjS/aDbSqViY4sHEKFdSj4XTTg8ns8EjUQJfLrR/+fIPtMX/KBKv40XcFHBjuawDhtpukNtLvc5wVNt9Lvgjr/Y16vaSTRBFNgLCvMTgrCqqFIoqROCIzcYkcCA6q4Z7a2Ecbrt7N8G++FL2X34aBq+8+fX1AUVBm/SubQHbmKIrJsFrU9nTBHhqQ3ztjdWagAxCrM8+LHmX8le+J1iA7O4pSKtrkdDONs6nL1ZYHU7mqWiWHU0Wx2NCsCriqc3RvwOC190maidzyhYOW41zJTe96TnpTSNSh1wk40P6A9Qd65XTGKswA9QDsa8CitNulah3WsCgtNNZiCflkBnOTYUTmEoim8iiXqyLsJEgsJELwoW4P9Eu/8823P6ouRk4p2lOE4lpnq1tSWEsFiXalvmBzdVhJq3C7aYfoAMQqTvbpDnXsxcew77t/KXYWlUKmqUxlIXi4W/Vg4quVQXsCCuOooJ5J5lAoqxYbtCLwbrgA/VfeicEbHlAL1AtGs3HRnpcQ3f9GEyBYOA+6rQi5bC3XRVr5HOftNkwtNTyVDEE/9B73vI3FWkyKoqBeqaKSziAZTmB0dBbRWBqlal18whxWk0QQ2WJVUpsEC4OJjsE2afm5/f7fhNXbBb30+e4QpNfiEi71mB2AWOpMreD7+GUaff7fxaSPauq6CITU+JwWG3xRUdqqWpkRA83OSHNlmomAwUH7gcDIFSIq6rvyjvfldGd2PSuppdjBtxA/+gvZhg+ALq9NXFz9TmvLvSlWcDrP+l3Pp2YU1dOIqSUHU0sOiR4ktXQ6y4yVnAGmjmo1lHMFJGciiM3GMR1OibcSH/UumxndPruIraPpongvFekaywZNBoN4Im2+/dNw9W6RInOncc9KXqz2990BiPbnsK09UHjGcJ0eTHu+8b9QTMWa4MBnwEiPFyO9ajGv1WcCffbD9F9KF6Whe6nh/c/m7VRRd1/4AXRd9AG1DeOCwdrDxGtPIHnsPREwCUAY9NK4iC6uLFQ7LK0VztuatHN846YNkli966A3GqD3eWGQ1JJVbDXWaiiMCEol5BNpTB+bQXg2jkS2JJECxZNBjx1D3R7pxzBL1X6mgFS2KH/n4L02cN39CFC1v+nCjv3FWl3IJR63AxBLnKiVepuwNiolHH3u6+LiSoofB9lCjBho880IolVw4L7IWqJ7K8GBdhtlmvEDCGy9HH1X3CFNVBhJnKg4pc33sRe+KRYgms03AUJTdXdsvlfqrtDiR8oHaMBnAlNLZC4JY4n05LUYNHKtVFCKJ5GKJDA2EUEklhFXYHpz9fidCAbd8Pf4xU4jEU2Lnfd0JAV6MnF4h3YgsP0qNWq9/PZGmmktPkznmEuZgQ5ALGWWVvA9LMBVClmx06aLa1maBDGVo4fRoMOWbg8297Tn4kqTvqm4ChD8XbNLpjnfEFdzI1cIr5xc9YWD+ocjz34N+dg0CvFZ+RPrIGRV0cXVbjHKg6EzVmgGGDXSrttmhdHvk9rDmg1JLdVRzReQZmppJoqxuRSS2aLcq16XDRv7/Qh0+2AL+lCv1ZGPpTBNRfV4WAz7OJhWopHe4PUPYPiWj8NgtR9HrV6zz9c58ElnoAMQa3xjsCBdTsdFa3Dgyb9p2mmbjHqYDXopUA93tfdgoLXGRDQLejHlWDikMyeAnotvxsYP/hJ8wxeDNMQTO20d+tE/4tCP/kGiGrW7nQoQZFUximA7SDYO6owVmgFGkaw5UC3tcAhQnHQsEKStmGlivY56Lo9CKoOp8TDmZuNINlJLbocFwaAH/Ru64Ql6YbBZxRq8ks5iajKCA4emkcupwjmmMY12l2hvRu75IswOLwzmDhNuhe6gtnfbAYi2p7C9HZDrzcI0rQUOPfXV4/otaD0XSHVtZzCtdCySRTxbPM6kr/fyD2HL7Y+KZYE9OHCciprH2//9r+DAE19BJZ8FFa4cBITN3R7p9CXd7VpkVrXzec6LbRk90Ebd74PB5wEb/oh194mjoWQWSsNKueqyDWi1gnI8iXQkgWMTUcxF00JjtVhM6Al50NXjR2CgGzaPQwrPBIh6oYjpiTAO7h9XPZloG87e3jq9tABllzfxYPJQ19BhM63H+7oDEGt8Vah5yEUnMfHK96RzG3nfHLTTpjBuQ9CFDcH2TMfIYKJAjj+L1Zrkhzn6r7oTW+/+vBin2bxd71Pk7v3On2Lvt/+06dGvAcRIr1fSTKyRsFbSGcs/AwQDppcMAb+I4lRblBPmmpFDIxqUv6/EtZCGQVURxCWn1dTSdDSDZKYoBXSPx4FNW/oQ6g3A6nLA2OhYJ/0ZKlVEpsIY3T+GeCIrAk2593Q69F52G4Zu+Ah8my6SusSKnPvyX5bzbo8dgFjjS04zvOzsMUy89iRGn/8P0EGVg/l9vmhnMRhoDyCYWqKLKwFioXhp4Jp7sO2+34C7f4sIl6TzGDlUNEirVfHetwkQf6KK9hQyatRWoyN9XgEtmnyvxDNpjS/Juji8WHfbrDD4vEJtfd+gUE266DBdyGiDALIC6T6a4eULKKWymJmYw9xMTFhLxWodLocVwZAXG7YOwNfllQinSVttgFeCgHJ4AtFoCrH0PJuJqmrWwOir1HPpBzt1iHVx173/JDoAscYXJh+dQnryECbf+KEY4tHfnoN+R/ReGvA7224UFM0UxYOJAMH6g0ajZKFwx0e+LD0g6MnE0J+D7U/ZqWvf9/5K0kzaBowYrCaj0G4HBSA6Y6VmQO9h7cGl2mrYTrDU4MO3Um2AAylvehHSLTtANNqNVmIJ5CIJjE7FMENGUqUGk9mIwb4guvsC8PYEYHWrfUGOWzEoCnLRJBITM5iZTWAynEK5ocGhqtrZsxEbbnoYw7d+vLk4Wan57Oy3tRnoAERr87ZsW+UiE0iN78fUz5+SOoSoqAEBB9JIxazP154pGQGCLq6sRag+Oerpb/jAQ9j58H+Fo3tIGEyMFOivX0pFxP+GKa8jz/5b87Oy5kCu+9Zuj3SS64wVmgEWpwM+GPxe6Mxq69DjBgvGhSKUSkXceGXlbll+0z7uv14sIzsbQWo2jmPhFMLJvGS6XC47tmztR3d/EBa3EwbpYvf+UUplkA/HMDUZxdGJKIol1UmYCxKz3YPNdzyKbfd8EXqzBXrD2uk7VuhKnvW77QDEGl/CXHgcqbF90klu/OXvHgcQbrsZ/T67UErbGVRQ728AxEIDtY03/xIu+tj/LgVqpgaEclvMITtzRHz5p954Ss6Lg9ECi+a0USCrqs93vKiunfPrbLtgBhqrcGN3SLQPau3h+NQRawK1VBr1Ykl1czWbYaDSejm9mWinkc0LEyk8HZWWobyPMoWy1MZ8fheGd2xEqC8ox5UU10kG01OVVBoT42EcPDwjdFcuUtgfmtby9GXadt+vS4rzRKuXzn2x9jPQAYg1vgYEiOTYXkz9/GkpVGsRBO29CRB8ELcLEGECxJQaQSwcdHHd+fDvwdE1KKs3nguBgd256CrLFqhUUQtA6CDpJUY2m0IuUVN3xgrMgMEgZAFjV1AA4mRFHmnpORtBMZ0TcDA6bHD4PTDbT0GDPdPTZBqyVkclkUQxlsLkTAyz4RSyJbaprYvFSijkQd/WIXi6/Sq54RTFKKVURj1fwOT4HA4emEA2V1TZTI0olt5MBAn6gpHR1BnrawY6ALHG1yM3N6YCxJsaQGTljFYDIKRIfe+vSZcvduGa2/0zsfZOTx8RsKCAT6O3MoIgs4oRxKZQJ4JYqdtGUkqMCIKkt3rffxhFQSlfxOzhCaQiSekNYfe50D3YBaenPTKDdjDWN5RyGcVwDNlwDKNzKUzHctKFkDRnMth6u7xwDfbA5vcAC4vTJ5wxox2lXMHM+BxGD4whlS4gTzZTAyGo5B+87l74Nl0M78adKzWtnf22OAMdgGhx4pZrM1pYsO/C9Js/xsSr35eHsgCEzQSPjRGEo+XVOhdpZLrQxZUpJjq6Lhziz3/ZrdIEnvng2KFdmNv9AgqJMErpeNMTSosg7GYT3DaTPCDY6a4zln8GdGwjarc1bb3fdwT29sjmMLZvDJGZGGA2wxVwq0yigKf9E2JqKZ9HLZtHci6GxFwCU4mc+HhRvMmFC6nXXSE3rF1BGD0u6Wh3yqZFEo3UEJ0MY/LgOGKJrNyHBBuO4Lar0LXzBnRffJP4gnXG+pqBDkCs8fUgxZWpnOm3fiyrdw0g2NKTZnhM5bTa95ngUK0TIAo4OJNCKq/aHWjDaLXDZPdA+gHbHChnklKcrlfLUqxeOMhQIThojYLYJ7szln8GpI2o0wm9yyEMpuNGQ5OQS2VxdO8x6eCmGIxwBzzYunMTgt2+9k9IUVCLJVCOJTAzl8RsNIVkriw9RHhPSh8Qnx1+nwtGn2feQNB0EhGfdjaKIs6vkf+/vfd8cm27rwMXMtDoHG9O79777ktM0hNJkaJEihJJS6KyRclBtkvWuEZlucY1rpn5I+bDTM18cXm+yLacJMuSbUoySYmk+Jge0ws3d250N9DIOQNT67fPRqNxgW5046C7L7j3eyg0cA8OzlnnYK/9S+u3GkIkmkEkmW+J91FReOrqPVz7yC+K/IYZ5wsBQxBnfD0ohJdceQs73/uipLrWLAuC8YdpEoT0pD7Zal3S5JtNMAbxhBZEB0HoU6fEBrOYlHDgvtQ4i+D48HmcEqDWfbHZJIgWjhn2I+CcnoRragqOMT+c/g4SJkGUy8inclh5tIndnRiqTWByZgIvvnoLixcZD2AtwskSkMW1VK2iEkugGEtiS1xLuZY8/NJ0QFrM8vqPj/tVGq7ui+09vF96PppAeiuM7TD3m5J6HA4WaLL9KLOZKANuKqrtv6cG2aMhiEHQs+Gz2Z0VxJe/j93vfQnbb/55y+dP64Grdcpqn5QgeHg05KPpIh52cTG1Dl9LNFitIlsWhiWlMRP0yqRAwuIqkvIaJ+1NYQNkI70LkdaYm1HprZ2y3lZ6ayGVwerTbezuxEU6JTgZxL1XbuDCpXnRQaI8+EkGg8nUWyrEksjGUtiIZrGTpMQK619cosFF64FxCA+PjzUa40HLijhcT6mcyqAYiWEzFMPKVqxVD8EmQtRnuvdLv4d7v/h7Vo/qkxHcSc7ZfOZwBAxBnPEdIhbE6tvSmOeABRFQFsSFAVxM+tT201wrqvq2z8F0xoDXJc2B2EVOq7cOTRCuz+Ma5c1cC3Nwz8+pwG/nRG8J5uUTaayv7mJnN4FCuYqxYAB3717Bhcvz8B5Sk9ATN2VqSupsPZ1GLJpGjFLd6SIS+bL0Q6d7kcWRdC26pMOdWywcIYiZqd5CgtaX1nJ5VBMpbGxG8WQ1LPLfrXRXpxsvfvafSFU/yaJTdn6Ur/d5PzdDEGd8hQ4LUnO1ziD1oDUHBwrlGk2rV93RJ94eByFJ0HNhyOFo3AbZgvUP7sUFVfvQ6Sqq19HI5kCCYJtPxghIEIGAD7dvLGHp0jwCCzNw91J97XVg1E2qN1CPxVGNxbG5l0UolhXtJPYznxv3Y27Cj8VJv1i1Mli97fUogqBeFLvcHTJY2NfI5bCxHsHjp9solqpWHII3FXDn0/8Itz/9j+CfmodvYnYQCM1nbUTAEISNYJ5kVwcqqd/4k5bUhlRS+61K6tnBCuWoxbQczoiGDnPQdYrhYcdLI39hSrUWnRv37U8MJznJc/YZdtSja6ZSbaBcb2DM6xKsXc4zdJ1ZdQTupUWQJKQysaO2gNlADVYmx1NY29jD7p4iCL/fh9vXFrB0eQ6BxTl4jpisOy9Hk5N3oYhSIoViPIXNWBYhSWttyIKAlfyMPxAjWpUytBURHINrcf7ZgHrHl0g9RLGI7Y0wVp5uI5svo1RhK1I1WA9x4yd/Q2RfWBNhxvlAwBDEGV8HNuPJbj9F6Fufx/pX/9O+FpNPEQQlLSi3MchggdzaXlapuVZZ7HS4m0nNTQ4RCWRK+VyHmAAAIABJREFUK91MrYlhkAM5J59lNhetKjZPyhSr4jYhzn63C94T+u8HPjWr97SLFgQJossQgkhlkI8lsb4ZFV0kRRBevHCVukjzGFuahyd4+Gq+c9f1VBr1RArZVA6ZVA6hRB67qTxcDqfUvrAnCft/HFDvteJWzLRyXVgUS+KwweA3SSKyGcHmcgjJbFHw1x7Py69/WvpVz956L6ZvvDwwnGYH9iBgCMIeHE+8F3ZqYxyCKa5rX/4PB9Rcx30emaQH1T3ihMgfPTvKsf2o7g+sD5r57VRp1dLdzFjiY2HCL5PnqPV9IDlsJ/IyQdGNwsAre24EPGdHEFJHIBXUc3AtzHcnCEq1p9KKILZIEJkWQdy6Mi+6SMFjEAQJB1wwCEEkEYnnEEmwb0gZ6WIZE34VB7s0G5T7QPqitx8Zs9zGAkJozGYSi6dXRTW/q1ZDdCuC3eUQYqm8fI+2ZqnsynqIC+/5mKi8mnE+EDAEccbXgc2CWE299Y3/itW/+sMWQXDFHqTc9/zgct856UldlFVzMl9q9aTWp87qaBblSWaSA5jk6zEvxnweOYZRG7upAlYjGSFL+tipmPvC0qRYSmdlQTg8btV7em5WSWx0syDYhCdpEUQo9ixBXJpD8MJC3xaEcvuUFEEkU9IzhJYmManVm5I9tzil0loZpO42pB2qRRCHSW7QVGDvimQogr3lLewlcoikiy2CmL7+MqZvvIqrP/5ZXP7RT43aLffcno8hiDO+dGznmY/qhkF/sN8wyKMbBo3j+oAd5UqVOlKFMvYyJXEd8DWHdnPPTwRa6YtcJdKaYFojLQtaD6M2dpIFkT/Pl6uSj8/snNsXptQ5n9H5Su9pSmxYaa49CSKRUhZEKI7dWIcFcRyCYMV0Ni+ZS4VUFvlURqxMWlYcTocTV+eZIBEU4uQ90ZUg/H64F2bFghDV2V49KSxfEvtZp9a3sbOXQSiebbk7GXeg/PetT/wWqBFmxvlAwBDEGV+HSi5ltRz9zwdajnIlywmLrg/mnw8yGJgmKbBgbj2aRb5UVQQhhXAQN9YL1gT5w1DfwEnw6S4JQonPXVuYkB4XzO93D6PpTh8XT+QqfD6R+O6qwcSaFqq4Wr0ZNnZIENmDLqZ+CcJqU8p91aJxJFI5xNMFuT8oy8J7j6RA1V62lj0sc00fsxTM+X3iJjtsFKnvFApjczeJtXCqRRDeiRn4pxZEG4zifWacDwQMQZzxdaiVi6gVMlj78n/Eoz/9f1DOJqW8jRMVV7MvXJgU98cgg35exh0Yi6BZz4mRrzkhMsed6pxMY/S42CFu9IuUaEGshKlOWpWsLhLk7SXLgnCfjcXEidbh9wk5SA/qLsMugqAQX7NURi2VkdoEVktvx7PIlWpCOOp+8KkMtonDJVXE6pmeVBbEWKB73+y2c2Ff61I4hvVQDE9D8VY8jAVzlHx56Zf/qbTBZXfDVne6QW5+89mBEDAEMRB8g3+Y7T0pcbH2pT/Eu3/0f4I9qtm4R8tc3Lk4JatbOwatCAZmqatTqtaFHJjXrl0rPwTcIDB2xiAuz47LapnprgzOn8VwsOiMVdDTUzLhDpMgGvm8pMtWMjmUMzms72Ul/sB+0cxvY9yLWUssjDwqe01qIWg9iIZU8NnmRh0nUk9nUUsksbqxh4erESEIlVPngNPtlgZWLJij/AsfZpwtAoYgzhZ/aefJ4B1TXB/96f8LtiCtlnJwSA9oh/jG71ycbBHGIIfLwCMDkFw1M9XV7VItROlW+mFwLWnsaEVRRkKRZR0XpwMS52HWGCfFsxiqB3UASotpSATBe42pspmspLWmkzlxL0XSBURSRXEtcbHArDkWZ/aTvSbd7JjqSoKYVMquh41GLi9BcdZxSEV1lQFxpcvEBkIkh9uf+gfwjs+IBL0ZZ4uAIYizxb/17cxievL5f4Xc7qooqtKK4LgtLqYpmczPyj9+TiCy7TDoZ9+K58TlxgyvhSnWQYxjKsDak8MnONsOomNHIvPNidbqRT0MC0KltVZRS6Yl9sC01lAiJ0SZK1alQdXUmE/IYWmqv1oKZi4JuY2PK8kNxiEOGaL3lM1hcyOC5dVdqaimNSs2hNOF2z/727j58c9hbP4y/NOLw4Lb7LdPBAxB9AnUsDejmuvaX/97pDceSF0EXU8cNxYnpIOb1CacVRHXsE/+lPfP/HuK0LGAkAq3ImE9PaYECYO+g7n+p3RsrCcgQYhC6mT3lfOgMQhWTNdzeVA4r5RUSq0kSlaU06pkPQjJYSLglSLNvoaLkhvefcmNI2Q+GPtgv4ntjQjWVneQLVT2kyacLlz/2K+J9Pfk5bsYX7re1yGYjYaHgCGI4WF7rD3v3X8DoW/+d8SfflfE+3Q/Bl3NTNcHYwZmDI4ASYFCdCwcpAwJV86UsaYgIR9nEaYXghgPKl/+UQQRS2Jj+xhZTFaKaT2Tk4K4XCqLTDqP3UQeoWRezpcKvcyY48PtdMjrvgY1mVhkSU2mhfkjNZkYIGcv7fBmBFsr20jlSq0+JQxKX379M1IHMXv7/Zi6dq+vQzAbDQ8BQxDDw/ZYe04sfx/ht7+KvXe/BpIFA9ccXNFRaoPCedRnMmNwBFggl8iVJKUzkipIQeDMuE/cKiwOO9cEwTqIaOJ4BEExvmoNtXQGtXgS0XgWO/GsdHaj1Mi4n2qt+71HmKygq+qPRFs2dsI5PqYK5oJHSG5YLUijm2HsrGwjninKtWCg2uFwYum1j2LxtZ+Q7nJzd37kyK83GwwXAUMQw8W3772nQ0+QePo9aRy0/eZfoFFV7UE5aS2xScuICeb1DcwQNmRPZPrdw6kCtpMF+NhKU5Rzx6Sq+iyyufYtCLqYuveWFheTVSi30bVQbh7BC89qMbFimu6lcjKNYjyJnVgWm9EsSpTuaDQxP+nH0pTlYhs7QQyG9TTBMbi1JtNhADJrqV5DfDOCyGoIe6m89CtRBOHA7O0PYP7uj+Dyj30ai6+aFqRDuP2PtUtDEMeCa3gbM3sps7MifanXv/wfUK+U5MvoF6ePnERBN4gZgyPAoCirqHeTBWzGcnC5HOK+ozuP/ZbPhiDYfGcMzonDCKKORlJXUj8rtcF+EM+I9bFiOl+QzKF0jL0eUoili4hmS5ZrySHV0sxcGiTOJQRBVVeK9rFYrheI0nuigdRWBPG1EHbjOeyk8kq0z+HA9LV7Irlx/aO/gosf+OTgF9vsYSAEDEEMBJ99H2aBHLOXSA5P/vz/Q71ckJ1r2W+VejiYqqt9Rzv4niT3vcks3/3+FErrrUMQbvCvemYPUllerSMUz4n2EL+XKZ70v99aJEGcvpPJOdYnQbTE+kgQR6i5WmmttXQW5b0YotE0tqOZlkghSZHBaAan6cbs263U5ZrQAnLNz1m1EO7ekhty3ZvI7uwhvb6NrWgGW7FsiyAYmJ68dBu3fvrv4MqHfn4IV9/s8jgIGII4DlpD3JYWQ61UwPIX/gAP/+T/Uq1Hm03JXPJZsgfX57u7HoZ4WEPbNV0brMWo8VFvSB2GbmU67JoM9b0NsR6oycTX/E4Wy7EwcZCJ8qSAHY8gUpaa6+EEIT2mSyXk4ymkdmMSewin8lJ7wNIDKrTSrUZhRqb3DsKLLPSjjpRzIii1ECLcd8gohGPIbYexYUluqDi6A/7pBQQXr+LuZ35HMprMOFsEDEGcLf6yjBaru1ZBo1rByhf/NR78yf+Naj6DZr3amjhvL03i5iIL5p7zrm6WJDQnqYKVA1+p1aRZjyrMcsgzJ2lVwEd9JCUBMsgE1n6ZabWwyoQE8WQnhYpVqEXr4e6FKflOZ2c3tyHfJ32lubb3g6Dc9147QSxY/SDmlJprE6gXS6imM0hFk4jsxBFPM7W3ItiyII6WA7WWaD0NKlIomkyU3Bin5Ib/SMmNciyBYjiK1VAcy6FEqxUui+NY//DSL/1TEe6z7aIP+fqN6u4NQZzxlWVBHGseaDGQFDbf+C9Y+cK/RjkTQ7WYk98Hf9Bs2kIXiFcm0T5TEM/43Lp+PfPm3W7pBUD/c65YRqlctZRlFTlQRTbgUf2w6WJjhbMUCtp43lyw0sXETnvsLkeLgvEHkgR98act+02CkIrkw+ogpKNcRiyCdekopwnChxeuqX4QY+woF/DLhEspjfxuFHuRJLYjKeSKFZF6p8XAeBY7BTL54UAjoBPeM1ILIZIbwb4kN1isV4kmsLy5h0fr0RZBOD1eeIPTeOXX/rlUVDOzyZDECS+KDR8zBGEDiCfZhdZgIhEUEmFUsglUcmlEH34D4be+jEo2KQQhhrcDMnmp7m5uWf09d4MWAKtuKWvt90nmylYkhXSmiEK+hBpTMRvK1cQVPMlB+8hJEjxndjfT8g+MVAxqUVC0j+q2rKZm+0s2xrk2Ny6kdNqSGxS6EytialJIotvQMhktgrB6UkvL0evKgggszsLt86JRrSEXSyK2GcbeXhqRVF4ylogfyeHS7JicJ4l4UBzlHvV44AwGrDqOSbnOhw1qMrEHxdO1CB6uhqUvhApUO+EJBPHKr/+vuPOpfyh6TA6Xqf85q9+7IYgzQp4WQyWfQuzRt7Hz3S+imNgVQmB/iHI6KnUQuliOP2D2BaZL4Hmth5CGOD6fytQZH0cmX0J0L41kIiOaQOVSGZVKFU0KxrWIQsmLcFKboAxGQHU449929I+mvDWlv1k4ly1WZOJkRTWrqfk9pzlEakMTxFQPDaJ6HfVsDoV4GmvrYexqggjontTzGGNvBpcL1WwOsXAc62thJKUHSE0WF9NBLxYmmBHnFyvJrniPaDL5fUIQVKQ9UpMpmwNJYmUtjEcruxKHUq1wHXD7x/DyL/++yH67A0FQ6dWMs0HAEMTZ4I5iMozszgp2v/9XktrKznKS2qqb9LYd10gQhM+rpCSsSuFSuYZcJo9sOo9sJo9KqSIEUavUUK3WUK1U5Zmv67W6dLYL+jwywbHymdYFLQoSyEknOUptSEV1roR4toypoFfkrRetCfQ0b41+xPpAgsjlUUiksbYWxm44KfLcgYAPL1xfxNLFOQQWZlCvN5AJxxDZjWNrO4FiScUddLq0YBjw2huMt6xDXl/33OzRmkz5gmgyra6F8WR5B5WqEpHkcPsCePEX/glufuK34JuYhWdsMLn707yOo/ZdhiDO6IqmNh4g8vZXsHf/64g+/Ja0GtX6S52HxHjptfkJyVXnxHiUBPMZndKhXyu9DiYpCT0Ox3gQDThQr9VQo5qnFGw15FEuVlAqlpFJ5ZBJZoVE8pmCBOcZOGYPC54/JTFYI6LdTyc5Z7qWUnn2yCiA7ia6lWilXJ4dE4vtNEc/ct9MParnLYJY3e1CELMIzE4jly9h68kWontJsdQYseK5iWvJ6hDHeI6tybwiueGWBYB7YU4E/A4bLNyj7Pja6i6Wl3fEwmHiAgcthjuf/oe48ZO/jsDsRfgm507zUpjval+c/svPtl45moxsnfJoZ6jm7/7ZKX/72X1dYuUtqZiOPfwm4svfV2mtXQYnRLoCmG3CXHU7Mk7O4qylbwADsXSl+P0AXU5MhXS7rJRIB/O5UClXUSlXkMsUkKN1kc6JhVEqlIU4aE1QCn0m6G25gjipsxr6uEFs1kKwqppupo1YVj6vu/hR/tvWCfQI0MU9o+W+p3v0/yCJ5gvIJzNYX9nBzm7igAWxsDAN11gAqXQea09D4r5jUJqESrzYX5pSIoNmLHU9FcaYmP1FFxMlN8YOdws1y2Xph725soPV5W0R7GOygCIIv9RBXPvIL4lgH0nCjLNBwFgQZ4M7kmvvYPd7X8Teg28g9vhN1KyAdOfh0BXArBP6xvkDf27TXK0gtRAC/dXsoBawJsVAgKlaEo2XpjWNBup1Wha0KMooFkqIhuOIR5LIZwtCFrqXBd0m6uGXVfJxJnX6venW2LDqIbg6oruKPTiYVnwaRXv6evdNEIUiCsks1la2sbMTP0AQM9NBVBqQHg+hUAzZbFGCv7x/2B2OVhexOi6R9v0ToeQGLYgLJIixQ7OPpKtduSKCfetPQ5IowIcmCPalZqHc1JW7YL9qM84GAUMQZ4O7xB9IDMxYIlFU8ul9U84BcSXR5z4Z8Fg6/cpv/NwPa6UJD7OZvGJNiHtFejJ7VQVuW1pNjfGIag2pWBqpREYemWROSKNerYmLibhw8uNEyOynflfInDz52IiqgjmSBeOkbPHKx2n24JAAPq2IQ1qOUqKCq+5CKisWgiYIv9+Lm1cXEBzzIZ0rIpkuIJHMSfowB+M3dMdRc4lEwTTeYRUDUmpDRPtIEExL7pEiJUV81Sq2V7ax+XQLmUJFKryFIDw+IYdLr38Kszffg4lLLzz3t/3zegKGIM7oylFWIxtew/a3/wJrf/3vJHuJQ8tN0GJg20e6Bzjp2ZG1c0an+uzXWsVyImlBa4IpkpPj0iyH1gXf00OkONhTm53wylUkY2nE91LY24kJWdDwoHuJmUfM61+YCgix9mtJ0KnKngire6yHqEvHPbqXWLV+minFrCMgQbIa2TU73f1SNRrSSzqvCWI7JhaE1+fB9UtzcLud2NlLI5MtomoJ8cmEy9iNy4ml6TFcXxiXxYeHltwQbghpekTJjeAYmLkmhN9lqOZFNeysbiP0ZFN6c7CBEwdrIS594Gdw8f2fwNyLr2P62ktDOFKzy34QMATRD0pD2IYxh3I2ge03/xKrX/w3yEc3USsyDsHwrUOyaZiKqFMuXTTfT7m6dwin/ewuGdzkQzfMseIUDq4+OyYXBrHz2aLEJaLhBBJ7KeQyOVTLFcnnnxzziCopU1T9XrdUYPczqOq6Fc+rzmqlqvjpVbrr6VltUh/itQhibqYHQTRB3z0JYvXJFnZCUfHbM611YXZcrIJYModCqXIgGY4oiFIqRR+nA5gN+qRz3Emzvw7DVFJ1KbnBjDV2l+tBELSGmvUGIqvb2Hm6iXiWst9Kwdjp9mLpPR8Tye+lVz+CmVvv7ecymm2GgIAhiCGA2s8u6Wdn1hLTXFf/6t8ivfEQhVioVfvAYDQfV5hRYwWnGbAeyWH1FGDQWgrF2LqSE6bn2WKrBuMG1Zqkx9KaCK3vILGXlAkx4HGJq4nkOjfuF8urnxHPlcE+1YlsSXoTkJRZYXzhFBV0pU7E44Frfhauudnuh01rqlwRglh5vImdLUUQjJ2QEAljsVxr9Xju3Am3obvpEq3TuaC44uwWJhRNpukpVU1NyY1emky8YE0guhpCeHlTCiejmaJFEB4s3PsgFl7+sLIi7v5oP5fRbDMEBAxBDAHU4+yS6a57774hTYKY8lorZoUkuBrUuetzEz7xs/NBGYp+fezHOY4z39byVbdE67gCZfMZld964PBYTFe2Mp3C23uIhRMSl6iVKxKToL+dVgAtCq3rdNj5sYEQ3RuU/95N5cW1xIA3q9dJzv3ZIYMhyK5sdK/RPeNa6JHWSYKoVJFPZ7H8cAM7W3soVSi8p8QGeaD1uoqr8IWCVB09JV1YM0I31OKkX9J4pZLaIpbBjn7/0xJLaZfcaHMXHryIclRIbOwqkkjkEE6qTD6ny43ZO+wL8aO4/GOfwcJLH7Lr8Mx+jomAIYhjAmb35qx/KGcSUiy38sU/QCm5h1pbwZxoE7kcuDAdlCwmyjOftgyE3ed86P5IBi4X3LPT4o9XMYlnLQHGJaqVmtRLxPeS2GT7ylhaJkUSKeM3tCS4Yj4qa4dxB6a8MptpbY9xDaX7dOfCFG5a8t/DJgnlUnNJTwXX4nxvC6JWQyGdw9P7a9je3JPaAQbX9fGpPHWLHBy0EJxKUr1ZlyJMWgx0wen2qgxc2xmwFstvbAwukgRjSl2swPaTS4ciSG7sILSXwXYso47e5cbMjVel7ejVD39WusyZcTYIGII4G9xb30pJjXq1jNjjb2P3+19CcvktJNffkfcYyBPvCxytTCb+uFlJfJoB1FOFSFsS0p85KFYE/dlq5jg4TUthXaki1sP2RlikJfK5IlzNhqS9chJkcdiY13WoK4Ur8HqjgfWoIghKkHMRTuE+Bqu9nv4zo06MFeMwVLBdWpAsoK7D6u/QIoiNSIsg2rf3BMbhn1mCNzglRWeMdeUi66iXlQuHrjgG8henA+JusvP8JIWZ6csTE0py4whNJukLEYpgM5wSbS5FEC5MXXkR0zffgxs/8Su48L6PnxhW88HBEDAEMRh+9ny62UQxtYdCNIStb/43bHzlP6JSyLS6yvFLtPw1M3VmJ9TkR1/5sFe29pzg8fdClwuzmcQnT0uiI/1V75GrY1Zf7+3GsLcbR2Q7hmKuIK4lYkSJdKa/Er/DROm48qb8NwmC1gStCrYfpYvpVKw26+DYtpOP7gQBiVsV0nk8fXdVSFFbEO3bj81dwtyd9yO4eF2kKtjOlouPVqacFbRmIP7qvHI1kTDsGFqQ0Tk5IbGUozSZ8uGYNA9a30lIbwghCKcL4xduYvr6y7j58c/h0o/8jB2HZvZxAgQMQZwAtGF8pFYuoFrIIvrwmwj/4MtIrr6N1Po7LRlkvYAe83qkyTyzdehCYeXvSAav2QOClbmTk+KqcAb8UlzXbTAFNp/JIx5NYWt1R1xNLLSb9Hlkgmf2Tj+upki2jN1MCalsEZlcCfOTASyQjCeVrMfQB11btCA0QXRjNGZyZQp4+vayEATJjAV/emJlBtD0jZdx9YM/h8mrL8ITmEBi9W2EvvFfkd1dRTmXlJ7QHCROZjTRylqYUq6mgd1NIrnhAgmC7rJe10xjWdhLIB+OYi0Ux9q2lertdCG4cFWO/4VP/l1cfv3TQ4fefEF3BAxBnKc7o9lEbm8Tme2n0hdi46t/1FWfif5xXVlNlxNXgKM6hBgCAcls4qTTa9CSSCezWH20qayIfBFeJzBH4T0rZZgFYoeNdLWBZKWJcDSNSCwjqrESz5gbl4ym0xgkCLqZellM9H21CGJtF6XaPkGQHOheWnz1I7j7c7+LmZuvSdEZCzLXv/pHSDz9HjI7yy3LVHfxoxuNlhatroFTX60aF5K658KiFEEeNkqxJArROFY2oljdillE5xR5jclLd3D70/8AVz74c6cBvfmOLggYgjhnt0Vi+fuIvPs1RN7+qjyYfdI+uMKjxcCVMa0IWhPPo3hfv7CLT9vrEX82U2DF9dQjdbKYL4mrid3T9rajqJbK4jrhCplaVrQiuqV1SotMnw8lhwuFpgMba2FsrIcFZ7/HLYFq1bNZufqGORiglpU3z7FbDUETKGTzePr2CrbXd0XkTqug+qfmMX3jVSy++lFc+eDfwviFG3A63chHt5BYfUvup53vfgHldAz1WkVE/Hg6xIcJEKJvNWaDpURLhBYEK6op2terFgJAOZECSWJ5fQ/LG3uKIBxO+GcWMXHxFu585ndw9cO/MEzIzb4PQcAQxDm7PfgD3vybP0Zy4z7SW4+fkf9mqiLdSlfnxyWVc2RdTAdZEa6ZGcmvp2ZRr8AnXU0kiehuTNJAU3GVkbQ45ZeMJJG4putK71sHxCkwNzWJhseLuseDx++s4vE7K7KV1mbiKtuWFfYR9xtTXEUNldlbPYiwkC1g+R1FEMVyFdWaWkRQkoLEQIKYvfXelgqqSoQoIfStz+Ppn/8r5MLrlnqw+hyz4oJ+D67OBnF5blx19xvwdyGaTIsLUgApGVo9iLWSyqCSSOHpahhP1iItgqCCKwmOlhBF+8w4GwQMQZwN7j2/lQRB1xLrI9KhbgRBC8Il5MBKa7pBVC5728R3zs5p4MPhilRXWk+x73F3KW5mNVE+nGmvK482pNKafSWmAx7pxsc4ArFyiYKsUwkGWiqqnMiaLheaThdWH61j9eEGSqUKqAVF64EuParG0goZ5mBg1zU/I+mhvVJEGYRfvb+GnfVd5IuVlkz25JW7uP7RXxEX09TVe/COK8kOVZRZk7hW+O2vIvrgm4g9+hZqktWkusyxvobnyAcJY1CrlNeICQasaxFC70EQ1UwW1VQGT5Z38Xhl1yIIBzzBKYlD3PvF3wOF+8w4GwQMQZwN7j2/dfd7X8LmG3+C5Pq7SG8+Ui6mNhV2rmj5Y2ZwcSbox8y4V7JsdF9huytjzws8UkhGKYqFObEkLNGqrodHjaa1J1uS1cTgdcDlxIXpgMQjWCHtpUuJ8uNMpZ2ckEyb9sl4ayWEreUQ0qk8ctmiYN2SqRg/3Kc+KF7UYZKsLTnG7uKMxVwRGw/XsbsZlmA63Uwc09dfwo2f+pzIUzALqLPRDrOYCrFtyZRb/dK/lTa3umshP69jNUx+4L01iDdNNJnoFqQm0yGSG7VsDnw8frKNR093FHwM1vvGMDZ/CS//8j/DjZ/6jUFhNZ8/IQKGIE4I3LA+RrdScuUHCL/9FYR/8NeolvKt/HXrtyNkQN843UsUXlONblSqIld+I5vVxLTXmRk4p1XPY3HDdBmUBA9vx0TQL7obh6NeE2JYnJ/CpYuz8I+PtSZgmYg7/P2JvQQS4QS2t/akKxt1nkjC2q13VMrsIPeGyFTwweA8J9Yuo5QvYvPxphBEOltE0ZLJPoog6pWitLWNvPM3CH3zvyO99UhUhXWjKn0vXZoZE2E/CvwdVWTY61zZMMg1PanqWNgbooe7rJ4vCEE8ehzCoyfb1u4ccHl9CMxewCu/9s9x8+O/OQik5rMDIGAIYgDwhvFRyn5XskmE3vw8tr7+ZyilolLo1JQe1VWV9mpZFPQTU+WVREE5jplxv1TJkjBIIiPndmJ70ckJWfW3VqZdLoIUz6Wyks20sbKNSqGEMZ8HFy/P49adyxibnoCTKbM9gqecgJkFtfxwE+vLIRFP5GR5a2mypWE0cLZPj5tH6gfoRqPvvkfTnVKhhNCTLYQ3I0hm8ihYMtlT116SuoHFV38cExdu9WzVmVx7V9KpI+98FZG3viLxCbqhOBiIvzrH+o9xcaedtGpf9acOSgdBxiP+yM/iAAAgAElEQVR6aTLVC0WQJB492sLDR1stVJxuD/zTi3j1b/8LaR5kxtkgYAjibHDv+a2NakV+sNndNWR3lpHjc3gV2e0VkQdnNSz/XQ9dQMf+zFwBMuWVvnIqkfI1FU1Hxu3EWAT7RwSZ9jrdMxbBuEGxWEZkO4rl++vStpRuuSvXlnD31VsYnxpX2VA9fCjsM8HYBeMQ60+2UGHvgkZD2nUuTQUk2H3SifOo203cXpSp4MQ6blWQd3yIBLG9HEJ4K4JEKo9CQamgTl27h5s/+RsSg5i4+AI8we69nEuZGIrxXWx/5y+x9cZ/QTG5h0rOKlJzAFNsUkU9qykV5zqJxSQuPN2DXLLPult77G/RKBTx4OEmHj7cbJ0p03x9Uwt47XP/G1745N87Cjbz70NCwBDEkIAdeLdNBhabEqhmLCL++E3El78nuk38MVOKo1GjrPO+RcFVLXP9+QO/MDMmQVlaF8x8GsSfPPC52LUDqyud9E1YmBcXRrcTY7CarUnpZnr01jJScTZjcuDqzYt4+f13MEGCOEIKnLjSjSOxiGwBxUJZ8KR/niQxrCp26hiJ/57FgRPjXZErkyBWtxHZ2kM8kUVeE8TVe7jxsV9TBHH5jkhtdB+qx8bOd/6HSojYpKtpuRXv4qKCiRDsi6GUhI8vECnqtD6fOg9KbvTQZGJ/i0aphAf3N/DgwcaBw2Um03t+8//ACz/723bdQWY/x0TAEMQxATu1zS03EsmgnEuhlAijmAhLNWx2d0VSYGlRNIQoVOcwkgBdTj63S+ojOIlJppPfI77kYefwnwo2JDsti81YhIvpoB1qr9QsajQlSP3o7WUkoinUaw1curaIe++9jcnpCbg9h+szcQJNRJKIR+IiiheNJEXDiLEeZkSxMxtTZu3GlL575b+fEldTt8E2rGy0EwntIRbPIp9XFmWvLKZeJJHZXkF64z62v/M/sP3tPxfLlPdSS9bFknQhKbLq+jipr+JSYsbY5KQo1PZKTWZ/C5LE/fvrQhLtwxDEqfyiDv0SQxBnfw36O4JmQ368JIbU5gNE3vka4k++g1I6hmpbu1JNFPyRMx5xbX5C4hMMag/Lb97fCdi3Fd0VTmb7UC2Uqao9VqdsKsR6Bqa9VkpVLF2ex93XbmF6dlIymY5qwMS2pqw5YMrs1uquxH68LhduLI5LOiitNbul1yVo7vepznLM1uoySBC7azuIhKKIxdPI5SyCuHxHagYWX/mI6Bh5J3o0HrL2SXclG1et/80fY/VLfwh2OSxnrGpmq+3tuKWMy0I6WhZ9EyKJnIuSqSlLcqN7Rpb0pi6V8YAE8e669LbQgwTx2uf+d7zws39f4kCjYQbb9zs4jT0ZgjgNlO34DpFsbkjvagauKZ/AB0kiE3ryzDdo2WtWECvZa9UbYSSGywUXA6Diqw/2lHMgMTx9sI54JCEuovmlWdx++Tpm5qYQCPrhPKTClzjRTVUpV7D2eAuhtR3ZR6NWF6tMNyaidWbnELLzeuC2RAp7EURkM4y9UBR70RSyWaXSOnlMgqAmE9Nc40++i70H38Deu19D9MHXrRyIplidJEHdOIn90fuuj7AkN+gGdC8tKtG+Ln5OIYhyBQ/vr8uDhrPqZwH4Jmfxyq//C9z65N+By+VR1qIZp4qAIYhThdueL+PKj1ko/FHv/uCvkFx568CORTba6cBUwINLLbG6ESIIivixorot174bsnQtrT7elPaktARmF2dw68WrmJ2fRnBiDM4+CJMd7FixzIBwPJqWgDerjmmd0T/PznUnCeL2vBNcLunl7GaMZb57Z7lKqYK9rYjIiUQiSWQyhRMRhD6GQnxHlISp/8UanFqpAIpHcvA+ktjLuF8E/SjFcZzzpZtMCELXQnT4qTRBPHqwgUf319Gg9LomiIlZvPyr/wtu/vRvwe31SytSM04XAUMQp4u3Ld9WLWblx8x+1unNh8jv7Wd/8AtoKdBX3uqsFhihGARPkMFqj1tqBejf7iXiR4Lg6j8aYcEcCWIaN+9ew+yCIghXHwTBWEQ2lQOL7zaW6fePyqTJLCZaZ9QxYiKAbdaZNExyKlXXhe6Ng0gQ0e097G3HEN5NIJNRndiOa0Hom5EV1XQ17X73C5LZlNl6LKJ+FtQS06IFSkKk9XQc15poMlE6hLEVZjJ1WBGaIB6TIB5sSF8O9ucQC2JiFi/9yj/DzU/8Fty+gAgPmnG6CBiCOF28bfk2uplWvvAH2HzjT6UyVvuN9c6ZdcJUTKa6cuXHyUzpCLHwaUTqIywrgsqnEszt4r7QFgRbkrJ4TlsQM/PTGO/TgiCmkjZbKGPl4TpCqzsoV6qgLqyWO5kZUxIetmSKiRCSA+4LS+K7b83SbXcO3V6x7SiiOzHs7sSRTg9GEHrX8affE5dl+K2vSAtcZsnpBAjeUzxfBucZsBbJkT7kXURyY25GajqcXtaeHDQh2gniycMN1OpN1KyaDCGIX/593PzEb8LtC0rxnBmni4AhiNPF25ZvI0GsfvHfYPPrfyqugVI6emC/dAEw79/ndsrERZcIfeWqRqK/Ps22HOgwd8LJyecVQThRee0iCCeaTA83EIskUMiXML80gxfuXcfM/BTGgoG+XEw8Bbo9WBdB7aPw1h6SiQwKuWKr/zXbm9Jak8LE46T69MLH6gsh2T/SivRg7KhariC+GxeC2NmOIZXKDWRB6MNgQSaTHja/9p8R+uZ/axVp8t+11UQXk+6xoeVdDrvMoqHFynDWRLDwr7O/uBWDIDk8fbgpyrRandYQxDB/QP3t2xBEfzidq61qxRy2vvV56RKW2XqEXGQDLLBjpXX74ITFzBMW0bF4jkFGWhYBL5sMKbfI81wjsa/NZBVidUw+tBye3F9DPJJEqVTG0sV53Hn1BqZmJ+GnT9xBITumxKqaEwZH5W9JCLAeUmDclIB1ci8pKbOxvRTSmTxcDoeQBF1N8xMBwfWk0hQdFw7u+TnpyAbWE3T05CZZpcIJUa0NbUWRTGZtIQieZ6NRx86bfymy4ImVt5AJPVZSHI2GZH2x+JIEwawmWqZ0Px022A9CkgkmgnBRZLFDckNbEE8fbYoCb5kEYanTMgvrpV/6fdz8+G9Inwu2TzXjdBEwBHG6eNvybTT9mbmUXL8vcglsBMOWpdW8avreSRKqMYwqfvK7VS4/3QQkDS30Z8uBnfJOWvUQdDFRm6lt8uEETx2mh28tI76XQq1Ww6WrS7j33hekDoKKrsxIqlWq4kLSz6yipmw4CYFd6bgNSYPPrGCmJZLJFZEvVIRQSLLsf81UYrpfbGnexCQDprnOsqezEhZsHzzWdDSFaDiOrY0IEnF13U8ag2jfN3HL722IRtPG3/yxFNPVKiWpt6F1xPPlIoPnfHEmIEWZh1Xq08qjoquQhNStHCQUTRDLJIhHmyjXGtLulcM7PoN7n/2fceOn/rYU/bn93VV8T/m2+6H6OkMQz+Hl5oQl6a7JMGJPvoPU2jsoxHfFPVArZkWQrWr1tG7W662mQ7oAiis/EgQfyqLgStA5lMKvYcIrBDE7rRRZmdVkyTnQGuAEH9mJ4eHby0jG0mIh0MV04/YV+INKkZXbcLIVUrAe/Fver9XRqJMkGkC9AV2dzfepnspe0HQ9cdIkfnQxcWXNuA8n0b7rBXoA5JqelkpxCe52iPbxWLPxNGghra/tIhFjpTgJ4jaufugXpJJ6+uZrEuQ9yahXSnJ/qUSIv0AuvAZmOjEHVTes4n0jWVwTPrEielpOvCY+L5rBIJoT42jAKbgqa60J1GpAtYqt9TBC6+EOgpjGiz//P+HGx34d3olZeMZ6dxQ8yXmazxyNgCGIozE6f1s0m5K/zlWdiPvlUiLoJ5XW20+R2V4W10AhEUa9XGhJOot73EqB5SRGlwhXvJSzpovE5zm5eudZgCSZTDPTIuAnBGEVzMkk3qbFxFakdJ/4/V4EqeTqdEimjLiXLEkTcSnJ62cfUr3Vep980QDnNm4r1esOh8R5Ls6MYX6cPTq8AyvqOicm4KLIHes9OkT7SGK5ZAbxcAKrKzuIWwTBDmyXX/+UNAyau/0B+Ka6Z0Edda2UxVRGcu0+Eis/QOjbn0f0PusjGnDwnEVN2NWqBeE599KmajgcqDldqHi8KHv9KNfqKBdVnw1addyfq9lEKplFOpFBpbYfg2A/i7t/6x/j+sd+Ff7JeekRYcbpImAI4nTxHsq30UfMNEWSRC68ISu+3O6qtJosJiMSxGYvAKYzij/ZyjMnSTBlkYFHrgS5KhSXk+sYFbNDOaP+dtoiiIkJOAL7BEEfvZb8Xnu8iUwqZ7WPUPUhPH0ShASVrepgeRbNqoPvifvEytbhNvyPxKCaE9VQr9ZRrdXhcel6AcqbBCTLRyvq9nc2B7eSRjvBMYB++7Ex+T6luwVxfZWzBaRiqQMEMTZ/BfOv/gRm730IM3d+FL7pRdmpdgH186wC7TzHBirsHxENYesbf4bIW3+NSjoqlikHLQaeIy0nVpVPjnmFKBtoqkykegM1Bvf5aDZRdrhQcbpRqbL4sCrkQCJn+J2JTVTgZfouM5j4eQ4hiM/8jjQM8k0vHKItdRKEzWf6QcAQRD8onfdtrOAqg9R0D1D3n8VOxcSuCLEx2Bh/8qa4oRpt0s6cCPjjZGyCboKl6QAuzwSFNJ6HnhLiYqKqa8uCUJW2TAMlKYjc93IIWSsNVFtQetJkHYTL44aHgoZut+gzud0uuNh3Qp75UKRB8uD2fKaLpFquSvFdIVdAPl9GtVqTzDFdQMcGQ4PIm1BCBH4/6mNjqPn91oqb5K46xDH9NJ/OY311t2VBeCYXMHbtVQRvfgDjt1+HZ2qxRXot8rPOpf31/vm59rcnMTbrqJfySDz6JpKPv4Xk0+8it/PUIh2l+zXuc+PijHKt8R5ikVu+VEOe+JRrKFXrYjXUQfLYJ1elMdnc13eyLDS67XQltSGIs594DEGc/TUYwhEohddKLi0ZTunQE4lTUOiPdROMVVRyiVaOO/3KfMxagVZOclNBr7w3qC99CCfX2mUrSD1pBamtjBpO1uznQN98OBSVv2Xtb1kJnBxZRS0EwEwuTQaU8HCTCPi+C06Jy2iCsCwMWiBcHVdrKBWKYqkwSJzNFGRl7HM6pJhM+nOImq77YB/sHoDQoqHrqmJl8dQcLtScTtS8XtTcHitovm9FOJoNUJMpupdCLquqnp1jU/DM34Dv6mvw3/kw3FMXWuSmLQP9rM9LPtc6x/3z1aSBRg2FyDoK20+QfvQG8pvvoFkpALWKfCdJgecZ9LuFIDnBFyt1eZSqtZbLSKyfQwb5iPeaxCasTQ1BDPPX09++DUH0h9NzuRW1digLzrRYxikoHR579CYSq28htX5fAtr6h8sfqGQ5eVwSfGRuv6TB9lFtfFbgMMOHxWSt7BgrzZXnxOAyxfYyySyqlZpM0iQED3tkiNXAwjYlg67cSOpZicI965ZRb6t/0/EImQzzRYS3oxIwTsYyqJbKYoHRgrgyNy5ZPpw4jyJarrQ5oWaLVXnkKzUUqnXUmw4wp0e7l/axppurqdxcDKTTleRlttAC3Jdfgffux+CcvmSt9g8WZ3RmHbW/fuZvutN4D+UTqKx8C9Wtt9HIhNEspBQpWanUxFdcU5Iqq/SUxBVnWQpH3SOGII5C6Gz+3RDE2eB+at8qk2Wtimq5hHxsG8n1h0hu3BeCKO6toxzfloCkzlDhD31xkj0PxqwsJ9Vw3o76L9tOWvpCOJXqqSW1wQYznVVqtCS4yqb/XvSpxELYtxLsaKTEeEcynkF8L4FIKAYGxOu1GsY8Lkl7JVEwW4yk0U4StBjop6f7heRQJCGUayhUaiharhm+3+8EK9hS0M43DteFe/Dc+zicc9fgcPH6DS7S2KQUeHQF9cgy6rsP0EhuoUkrgjEt6bYh3q8Tj24EwaD0tZ/+bVz80Gfhn5yDNzgp1o5y9yl3mH7YcS1PfPAj/EFDECN8cXUwtVqtolIuo1xk45ss8rEdCWSnH38LqXe/jHoh1epLrNM2GYDUloSKVZwjiqCriDLfYwGpF6CcQ7exn5GkJrCulsGA118RcF1anG6u7iC6mxBBv2atLqRA1Ve28FQ9Ofa7+zFNlmSQzJeRyJWQL9fELaN98NpHf6xJVywhJ1yLd+B56afhWnwBDt8EYIcKKrO9KkU0MxFUl99AbftdoJQBiUMPfYsc4U3qing3gnAFJjH/0c9h5n2fgm98Gr6xcXi9Xng8ngPPmiwMSQx4M3f5uCEI+zE9tT1Kbr7k6jNvX6UNtr/u/Df975VCRjrTFTbfRW7526jFN9FIh0F/MwfdSnQv0ZJgxSwnN6Zxnpse11w5sj5gzC9FWBLQtdxEigXa3EFCDCJw1MYS3f697bLpme4wUrRmQd3Rj32s4+G4KMeyuVAhV5IVNRs3MYWYQVziyI/RlURrIVeuIleqIVeqSnEYUzztGK6FW/C8+FNwLt2Bc2wWsEsFlZlUpaxYEPXwI9T3ltHI7ikroq1P+rFIzTph7epTpK7edAYmMPH6ryL4yifh9gfgoWCfy0ooYCJBx9/6tY4hSeKBtR3fMwRy/LvLEMTxMTsXn1B+9jrK5TJKpZI8isVi6zXfr1QqQho6RVLHG1TufwP1TAT1+CZqW2+jvvFdazVoZZY4IAqerJOgJXFhOnB+gtYkiLGAqn1gZS7dS0zH0impshzddzlJe1G6Wdr/3fpbTIsO95RObdXbP3PBNTnQ2S4NDBpoVKqoFIpIRVPYXI9IK9Bilbk7aMUkKHZHEkjmSyrOUKpJWqfKXt2fGAe9wZzzN+C581GxJByTi3C4VWGgLaNeQ7OURiOxieqTr6IefnzA1WQZavJVxyEKxcXKUaUJwuGfgO99vwjviz+pekE49yf59pRduploWfDh8/ng9/tbz4FAoPW3DtDbgsMPyU4MQZzzC60ndU72fIi7yHrm391ekxT4fjs5dDvNZjmPZjEtP/J66G000rtoZKPMo5TNaUUwcD0vDXJ8GGehGdtISjbQGbqcGIOgtIaWj26f7K3OY8posI6x9e/qtZpcLIuitV3b+bRE97TV0YGeKkdQ5GA9WLHeqNVQzBURj2eQSBUQz5UkvsBryGprtoBlQJnuJFoR6t/svwFbBLF0F44JEoSNKqi8N+pVNHJx1ENvqXsnsamC1gOejKq/sABhAkFgCt73fRaeOz+xT/Bd4NIxCW0x8JluqHZXlH6t39OuKr42lkXve9AQhP2/T1v3qOMI2WwWuVyu9cjn82I1tFf+qjlrf8Y5KrVQ/aCbaCRDqDMAuf0uaqG3qUHROof9mIRHCqIYePV6jt/E3lZQ1Czf/y5bq9P+P3KiLSVrR2VQMbYQiueQzFckAM3BugHB2+qaxnjDMIYQxN2PKQtiYsFegrBsg2a1LPEIupmqK19HI7ZhLSzsOScG1x1jM/C+9xfgvvPRvmDqlo2lrQa6mGhNBINBjI+PY2JiovW3IQhDEH3dYOdpI1oJdBORCDQZkBD4Hh/aejiSBPo4qWYxg2Y+gXrkMeo799FIR5QlYTkJaEkwVVNXWjOAHeDD4xL3CSe+Uel33Qdch27C7KRKvY5kroztRAHpQlksBRJHK03WMj7a3SmDfm/75xmc9txjkPo2HGPTkt1k+2jU0KSMS3pXrE+JR6R20Cwr6fGBBi04/wScE4vwvPwzcN/8sQF3p5IDtPVANxQfJAy6o0gafGgrY6AvG7EPGwvinF5QWgzpdBrRaFQeoixqNVKxgxSeOW2ufhMbqEeeKkti+51nXAaiOyStTFXq5kxQCf6xGIwEYgaklwED0Il8GeFUAZliBZUqtZv2V9b7K1b13oCemWdgdy3dhffVT8NJgvCOie9+WINBa8Yj6ruPUNv4jkp2GHQ4nHBOLsI5cwXu2x+F++p7B93jgc9r/DUhLC4uYmlpCWNjY/IwYx8BQxDn7G7QGUkkhXA43LIgtCtpmIfLeEQzH1e57pEnKiYhP3jL127p5vg8brEcaEFQ8E+/pjyH17I2xOqQLnb7qZ3DPPaz2LckCrBinRLV1QaKrOAu16TILV9SGUoiM2EFood+jBJrccF98R48r/0cXAs3lfVgQx1Ez2OvVVQcK7GlLInYGprZKJrV4slP1+kS9xiJznXlNbGEhjF07IIuJz4uXLiAhYUFq/HTMVyYwzi4c7JPQxDn5ELow9Cupc3NTayvrx+IKZzWoUpMgqvCrR+gvvW2pDGKyF+XvBTWR2iyYCosJReo7MnGMnyI9LUlctc6/i6/vfPwczzSe962gVQMN5tiMTAbKVOsIpUvi8VAC0J3Revnmg1SP3Bg/8zycXnguvQKvO/9eTjnrluZQf0cxWDbiIsy/Bi13UfipmwWEic3jVweeK7/CFzX3gfn7HU4py4MdnBHfFrLity+fRs3b95sFd8N9Uufk50bgjhnF0pbEKFQCBsbG61Yw2keJt0GXBXSddCQGgllSdC/LDo8bUO5nVRnOloQdDVp64GFYXyf6rDStMiKVfBZZaaqbCg+y4/UyjDabwynxARPWqQnGajMq5fjbQ/eaykIdSLaZddetawUvlVAWW8jAWjRTFIP3R5TWRCqIpoWAzuitVxKTjccHtZpKBdck13/rMr1zmt6IIvnBBfc4WFtyDRcl16G594n4Jy+fIK9nOwjtBia1PdKbKC281DunWZ270AhXT97ZiU4s5fcL3wY7mvvhyMwKdXhwxyMQ/Bx/fp1XL582VgQ7b/vf/nZ/XVdcyjO7cMvbTtDNX/3z4Z5HzwX+9aupN3dXWxvb6NQKMhDT1KneYk0UdS376O2+0B+8I0cV4ZMgxVZ0SNXiSQAEoVIi7uVSixTZ1vkQY0kizh0QyPlluIZK2I5aQBcZRTpSX6fIPRE315/oLLFlMtI04kmAuVho3R1AzWSQZ1dz9SDchlyzZ6d7YUUHJ6ATHhwUmm2KQTLpAA0ql1iPG1pnie4WyWwO3MFrosvS2CXfvzTHo1sTCU7MP1196EsNNR9cvS9wovunLwgxOa+/eNCEMMY7TUU/JsZTZOTk+JiYjzCjH0EjAVxDu8GTjidKa0sguND1zecClHQv1wro5mLo5GLSe57M6+f45L73iwxa2U/RtFtntSWAvsF6Am/ZTVokTyr9kDeV9wgzypN8WQXab9M4eD0ra0DVcugitSs/w9M9p1yF1oGg8ShSYbvHdy71T/CF4QjOAvn9EW4Zq9LsJjbiTUWXRU8m8WUFNnZNSjUJz77iy+pFFcS0ykPkeMoJFQmXDIkmU08Z4lvMcPJ0m565rCY1ur2wHX5PXBdfg2u+RstsUE7T6E9m4lZTHyQIBiDYCaTCVIfRNsQhJ13n837IgkwxZVkwYwmPnTVdHv9Q3sAe2jEwRV2MSXpsI34BurxDTSZ1siJjnUTjFO0Vop6tdibOGyG6gx3t1/BLZW+zBhyeeAMzolYHgOsFM9z+CflGOuxVdS23kIjvo5GIiQELBInA6UyqWNwzl6F585H4LrwIhzjC2K9nNUQS6mQkvukEX6kiIKp0/VKy5qQU7ZWAw5vQFxJrHlw3/wg5PUABX7tVdP6by1rTlIgEUxNTYnlYIih911iCOKsfkF9fq+ulNbBa11Fresh2iusuW17OmyfX9HnZk2wOIr+c6mboFCbxCqy8nejlAX4uszXOaCSl+3F524V5PX5Rc/XZowxcDLzj0thl1gNwXk4x2fbXs8ALq+cl8R2aI0lthTRWqtsVifrCvZjA6BVXBdvwXP7o3Au3ITDG7TcWsfemz0foCQH7xXeJ/mEsjYLSXX+dLHx36gGK6TqVpIgk0tibTlnr8h7J03PJRF0VlOz7oHV04w16Cpq/R7TXbm9Gc8iYAjiObsrtCgf3U2MTWjXky6i0yTRaWHI5NTWb1m/PvnpKw0iqnmKVSHupzga+TigJwRKedRKoAzFQT+0tixamhWqx0JXV1XbNsc+2DaBvs7PtvxW+/6rfT0ga2MtyaE/25Lo0FaDEw6XTwVSx+ck24Y9GJzTVyRY7KBIXo8aBPZUYAIA/fW1nUcAEwCYGtqsH8PtpDSnHL4gnFMXJS3UffN15ZqRoPgJfXPHxrmPDzCIzfuB7kqmwcoCoigk5nB54Zi5IvETBvR7WQ7drAJ+s35fP3Oyb9dl0q4kXeeg1V/7OOof+k0MQTxnt4CW3tBE0a7i2v6errTu3K79NQvvdPHdiWCQNKG6IolaCeAz5Z/5TFeClbEj/976N1oV/De6pWryLFaG/F1FU55VjwEZ9FmL39rqpnacA2WQuFsdACdtEX7bF/CTyVTcQ1xJWo2DRCDOve8GcXuUJSD+ch/AADStB3mMAV4qywZl9a4yl1w9JUHEBVPKiRpqIxNBk64Yup0KaVl19zVcbnHLSJzj0qviziJRSNbPSQM3fX3xCTbS11ffB3Kt61azJpfgBmYwWdem8xu66S11017SlkO7smv7dvzbiPb1f/0MQfSP1bnfUiu8kgTaXVLt4n7tgn/aHXWYtdFuebRbHfvKsIdVDzTVpM/AJVeMXEFWikIg4otmEJz/TleD/E0XVlXFNFoEUVVkQgVaS0Sw3wvh4ATdWsW3WQqchDjZ6wlcq7w6Pep9EoTk73otgrEsBrcPTCWFPCufOUgOJKETViuLG6ZSREOyfh4IWYivnhOqDuhKtFzFdcRtL2q1LiElai255m/Cdf0DagUuhHb+qtrbM4faV/36705LoPO1nvDbRfjae0Noi4HPhgT6/YUcvZ0hiKMxeq620BaGnvz1s7YWdA8J/bpb/whdi9G+D72dftb7ObLCmxMbdXs4yYulwKI7NeFLBo88WwFu6SvQkQ55IEXyyFK2g9dKLAQt+31QrfWZ9yVlii1I21wzIgNuyVQIRyjLo/WgJaEn5JOu2K0iRGY0iY8+qzLGJOuHloTGjnpTgYsAAAXCSURBVMFskqfIk3uk/7QjOAfX7BVlNVCUr2U5nCPXUqu2Zb8TXKvnt9UZTr/u7OfQ/rpbF7n2rnL6b933wQjw2TNtGYKwB8fnci+aJLq5oXQsQzcZ6tWQ6NleE6oX8WHWRq9/7/aZ9vc6/34uQT/ioFUQNy1FZ1KNTAuLxEorjJYWh9ursqQmF6RmQAT5OuMlR3xPL+VT/bHOFX/nSr/X626WQnub0M4mPpocdKC40x2kX+sMpFG85uf5nAxBnOerM+Rja1UQW7EIbQ1o4mh/3e6GaieFdsukm3WiLZrO7dpf623arR9NBr2OZcjQnN3uWy43K8tHW1BWLEaol4Fpt1/cXYx/qI5x/VsNesLWk7xenbcHezv7PWs5ivb3u/3dvpLvtY/O7+lMQ9Vk0N5v2lgEZ3NLGoI4G9xH5lt7ubTaXVG9SITbtBOIjqF0EhC36yQMDWB73cdh7q5u9SH9xVH2L5XdNSb9THrdVvrtN0+3fRy2+lf8otw97RNzu2umfWLv9n4vEmh/v92NxP2Z8XwiYAji+bxu5+qouxXttU++nYV8vdJtO9/XpHCYy6o9E0sTTOdE3m6FtAPXbrkcNfm3E5kd4OtV+1H7ap/IO8mArzt7LXeuxjsJQVsNncTTK4h82Pvt/9aZatqZknrUeZp/P58IGII4n9fFHNURCGgy6eyTodustn+cBMH3DyOOo9J9Nfloa2aQC6TdNf0UZ3W6afT36gm4M6df77udOHThWD8WyyDnZT47eggYghi9a2rOyCBgEDAI2IKAIQhbYDQ7MQgYBAwCo4eAIYjRu6bmjAwCBgGDgC0IGIKwBUazE4OAQcAgMHoIGIIYvWtqzsggYBAwCNiCgCEIW2A0OzEIGAQMAqOHgCGI0bum5owMAgYBg4AtCBiCsAVGsxODgEHAIDB6CBiCGL1ras7IIGAQMAjYgoAhCFtgNDsxCBgEDAKjh4AhiNG7puaMDAIGAYOALQgYgrAFRrMTg4BBwCAweggYghi9a2rOyCBgEDAI2IKAIQhbYDQ7MQgYBAwCo4eAIYjRu6bmjAwCBgGDgC0IGIKwBUazE4OAQcAgMHoIGIIYvWtqzsggYBAwCNiCgCEIW2A0OzEIGAQMAqOHgCGI0bum5owMAgYBg4AtCBiCsAVGsxODgEHAIDB6CBiCGL1ras7IIGAQMAjYgoAhCFtgNDsxCBgEDAKjh4AhiNG7puaMDAIGAYOALQgYgrAFRrMTg4BBwCAweggYghi9a2rOyCBgEDAI2IKAIQhbYDQ7MQgYBAwCo4eAIYjRu6bmjAwCBgGDgC0IGIKwBUazE4OAQcAgMHoIGIIYvWtqzsggYBAwCNiCgCEIW2A0OzEIGAQMAqOHgCGI0bum5owMAgYBg4AtCBiCsAVGsxODgEHAIDB6CBiCGL1ras7IIGAQMAjYgoAhCFtgNDsxCBgEDAKjh4AhiNG7puaMDAIGAYOALQgYgrAFRrMTg4BBwCAweggYghi9a2rOyCBgEDAI2IKAIQhbYDQ7MQgYBAwCo4eAIYjRu6bmjAwCBgGDgC0IGIKwBUazE4OAQcAgMHoIGIIYvWtqzsggYBAwCNiCgCEIW2A0OzEIGAQMAqOHgCGI0bum5owMAgYBg4AtCBiCsAVGsxODgEHAIDB6CBiCGL1ras7IIGAQMAjYgoAhCFtgNDsxCBgEDAKjh4AhiNG7puaMDAIGAYOALQgYgrAFRrMTg4BBwCAweggYghi9a2rOyCBgEDAI2IKAIQhbYDQ7MQgYBAwCo4eAIYjRu6bmjAwCBgGDgC0IGIKwBUazE4OAQcAgMHoIGIIYvWtqzsggYBAwCNiCgCEIW2A0OzEIGAQMAqOHgCGI0bum5owMAgYBg4AtCJwrgrDljMxODAIGAYOAQcB2BBzNZrNp+16P2GE7Q532d5vvMwgYBAwCBoH+EDAE0R9OZiuDgEHAIPBDh8D/D362eyLbxkPAAAAAAElFTkSuQmCC"},"31bfe126-902c-42ae-ab58-73a5d59d5ea3.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"We will use the HubMAP's competition data for our experiments. Let's load one image to start:","metadata":{}},{"cell_type":"code","source":"from PIL import Image\npath = \"../input/hubmap-organ-segmentation/train_images/10044.tiff\"\nimg = Image.open(path)","metadata":{"execution":{"iopub.status.busy":"2022-08-22T07:35:33.816532Z","iopub.execute_input":"2022-08-22T07:35:33.817044Z","iopub.status.idle":"2022-08-22T07:35:33.854314Z","shell.execute_reply.started":"2022-08-22T07:35:33.816988Z","shell.execute_reply":"2022-08-22T07:35:33.852922Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"img","metadata":{"execution":{"iopub.status.busy":"2022-08-22T07:35:33.856769Z","iopub.execute_input":"2022-08-22T07:35:33.857532Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(f\"Image size is {img.size}\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's get a crop from the middle of the image above. We will use PIL's [crop](https://pillow.readthedocs.io/en/stable/reference/Image.html#PIL.Image.Image.crop)\nmethod so we need to use the `(left, upper)` and `(right, bottom)` corners convention.\n\nLet's compute these based on a crop of size (200, 200) in the center of the image (1500, 1500).","metadata":{}},{"cell_type":"code","source":"# The center is at (1500, 1500), so we add and remove the half of \n# width and height of the cropped region we want. Let it be a square.\ncrop_width = 200\ncrop_height = 200\nx_center = 1500\ny_center = 1500\nleft = x_center - crop_width / 2\nupper = y_center - crop_height / 2\nright = x_center + crop_width / 2\nbottom = y_center + crop_height / 2\n\n\n# More details can be found here: https://pillow.readthedocs.io/en/stable/_modules/PIL/Image.html#Image.crop\ncropped_img = img.crop((left, upper, right, bottom))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"cropped_img","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"cropped_img.size","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's show where this crop is in the original image.","metadata":{}},{"cell_type":"code","source":"from PIL import ImageDraw\nd = ImageDraw.Draw(img)\nd.rectangle([left, upper, right, bottom], outline=\"red\", width=3)\nimg","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Cropping Variants","metadata":{"execution":{"iopub.status.busy":"2022-07-03T21:41:13.111199Z","iopub.execute_input":"2022-07-03T21:41:13.111835Z","iopub.status.idle":"2022-07-03T21:41:13.211062Z","shell.execute_reply.started":"2022-07-03T21:41:13.11169Z","shell.execute_reply":"2022-07-03T21:41:13.20997Z"}}},{"cell_type":"markdown","source":"Now that we understand the concept of cropping and how to do it, let's see different variants of cropping as\ndata augmentation techniques.\n\nFor that, let's use torchvision's transfroms.\n\n\nHere is how to write one cropping data augmentation pipeline:\n\n\n``` python\n\nimport torchvision.transforms as T\n\n\n\n\nt = T.CenterCrop(10)\n\n\n```","metadata":{}},{"cell_type":"markdown","source":"## RandomCrop","metadata":{}},{"cell_type":"markdown","source":"Let's start with random cropping, i.e. cropping somewhere random in the original image. We will use the same size \nas before (i.e. `(200, 200)`) and the same original image.\n\nNotice that, since the cropping transforms take a tensor as input, we need to \nadd a PIL to Tensor transformation as a first step and then a Tensor to PIL transformation\nas a last step.","metadata":{"execution":{"iopub.status.busy":"2022-07-23T08:35:54.704474Z","iopub.execute_input":"2022-07-23T08:35:54.704973Z","iopub.status.idle":"2022-07-23T08:35:54.735705Z","shell.execute_reply.started":"2022-07-23T08:35:54.704873Z","shell.execute_reply":"2022-07-23T08:35:54.734265Z"}}},{"cell_type":"code","source":"import torchvision.transforms as T\n\n\n\nrandom_crop_t = T.Compose(\n    [T.PILToTensor(), \n    T.RandomCrop(size=(200, 200)),\n    T.ToPILImage()]\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for _ in range(5):\n    random = random_crop_t(img)\n    print(random.size)\n    display(random)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## RandomResizedCrop","metadata":{}},{"cell_type":"code","source":"random_resized_crop_t = T.Compose(\n    [T.PILToTensor(), \n    T.RandomResizedCrop(size=(200, 200)),\n    T.ToPILImage()]\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for _ in range(5):\n    random = random_resized_crop_t(img)\n    print(random.size)\n    display(random)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## FiveCrop","metadata":{}},{"cell_type":"markdown","source":"This is a variant where the image in split into a center plus 4 corners. Let's see how this looks like applied:\n\n","metadata":{"execution":{"iopub.status.busy":"2022-07-05T21:40:55.550349Z","iopub.execute_input":"2022-07-05T21:40:55.551207Z","iopub.status.idle":"2022-07-05T21:40:55.577817Z","shell.execute_reply.started":"2022-07-05T21:40:55.551094Z","shell.execute_reply":"2022-07-05T21:40:55.576277Z"}}},{"cell_type":"code","source":"import torch\n\nfive_crop_t = T.Compose(\n    [T.PILToTensor(), \n    T.FiveCrop(size=(200, 200)),\n    T.Lambda(lambda crops: torch.stack(crops)),\n    ]\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for _ in range(5):\n    crops = five_crop_t(img)\n    print(crops.shape)\n    # print(random.size)\n    # display(random)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## CenterCrop\n\n\nThis cropping consists in finding the center of the image and cropping around it.\n\n=> https://pytorch.org/vision/main/generated/torchvision.transforms.CenterCrop.html#torchvision.transforms.CenterCrop","metadata":{}},{"cell_type":"code","source":"import torch\n\ncenter_crop_t = T.Compose(\n    [T.PILToTensor(), \n    T.CenterCrop(size=(200, 200)),\n    T.ToPILImage()\n    ]\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# No need to loop here\ncenter = center_crop_t(img)\nprint(center.size)\ndisplay(center)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"As you can see, we get exactly the center crop as indicated by the red square we have drawn previously.","metadata":{"execution":{"iopub.status.busy":"2022-07-23T09:13:58.963850Z","iopub.execute_input":"2022-07-23T09:13:58.964245Z","iopub.status.idle":"2022-07-23T09:13:58.973019Z","shell.execute_reply.started":"2022-07-23T09:13:58.964212Z","shell.execute_reply":"2022-07-23T09:13:58.971950Z"}}},{"cell_type":"markdown","source":"Other cropping can be done using the [albumentation]( https://albumentations.ai/docs/api_reference/augmentations/crops/transforms/) data augmentation library.\nTime to move to cropping for segmentation masks!","metadata":{}},{"cell_type":"markdown","source":"# Cropping for Segmentations","metadata":{}},{"cell_type":"markdown","source":"TODO: This claim is probably not correct...\n\nThe good news is that most popular cropping implementations (the ones from ``torchvision`` and `albumentations` at least) apply to both images and masks\nand thus it is very convenient to use them.\n\nLet's see how this works. For that, let's again define a data augmentation pipeline with random cropping and transformation to tensors:  ","metadata":{}},{"cell_type":"code","source":"import torchvision.transforms as T\n\n\ndef transform(width=3000, height=3000):\n    return T.Compose([\n        T.ToTensor(),\n        T.RandomCrop((width, height)),\n        T.Resize((512, 512))])","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's also get a mask: ","metadata":{}},{"cell_type":"code","source":"# This code is adapted from https://www.kaggle.com/code/xhlulu/efficient-mask2rle/notebook\n\n\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport torchvision.transforms.functional as TF\n\n\nplt.rcParams[\"savefig.bbox\"] = 'tight'\n\ndef rle2mask(mask_rle, shape=(256, 256)):\n    '''\n    mask_rle: run-length as string formated (start length)\n    shape: (width,height) of array to return \n    Returns numpy array, 1 - mask, 0 - background\n    Source: https://www.kaggle.com/paulorzp/rle-functions-run-lenght-encode-decode\n    '''\n    s = mask_rle.split()\n    # print(\"The length of the RLE is:\", len(s))\n    starts, lengths = [np.asarray(x, dtype=int) for x in (s[0:][::2], s[1:][::2])]\n    starts -= 1\n    ends = starts + lengths\n    img = np.zeros(shape[0]*shape[1], dtype=np.uint8)\n    for lo, hi in zip(starts, ends):\n        img[lo:hi] = 1\n    return img.reshape(shape).T\n\n\ndef show(imgs):\n    if not isinstance(imgs, list):\n        imgs = [imgs]\n    fig, axs = plt.subplots(ncols=len(imgs), squeeze=False)\n    for i, img in enumerate(imgs):\n        axs[0, i].imshow(np.asarray(img))\n        axs[0, i].set(xticklabels=[], yticklabels=[], xticks=[], yticks=[])","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import pandas as pd\nfrom PIL import Image\n\n\nimg_id = 10274\nimg_path = f\"../input/hubmap-organ-segmentation/train_images/{img_id}.tiff\"\nimg = Image.open(img_path)\ntrain_path = \"../input/hubmap-organ-segmentation/train.csv\"\ntrain_df = pd.read_csv(train_path)\nrle = train_df.loc[lambda df: df[\"id\"] == img_id, \"rle\"].values[0]\nmask = rle2mask(rle, shape=(3000, 3000))","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"import torchvision.transforms.functional as TF\nfrom skimage.color import label2rgb\nt = T.RandomCrop((200, 200))\nx, y, height, width = t.get_params(img, (512, 512))\ncropped_img = TF.crop(img, x, y, height, width)\ncropped_mask = TF.crop(Image.fromarray(mask), x, y, height, width)\nimg_with_colored_mask = label2rgb(mask, np.asarray(img),\n                     bg_label=0, \n                     bg_color=(1, 1, 1), \n                     alpha=0.5)\nimg_with_colored_mask = img_with_colored_mask.astype(np.uint8)\ni = Image.fromarray(img_with_colored_mask)\nd = ImageDraw.Draw(i)\nleft = x\nupper = y\nright = x  + width\nbottom = y + height\nd.rectangle([left, upper, right, bottom], outline=\"red\", width=3)\nshow([cropped_mask, cropped_img, i])","metadata":{"trusted":true},"execution_count":null,"outputs":[]}]}