{"cells":[{"metadata":{},"cell_type":"markdown","source":"![100042118.jpg](attachment:100042118.jpg)\n\n* This notebook is an ongoing effort to build an image classifier for Cassava leaf disease classification. \n* [Check out this kernel for inference](https://www.kaggle.com/ayuraj/tensorflow-inference-no-tta?scriptVersionId=51996234)\n\nIf you like the work please upvote! :D\n\n# 💥 Includes\n\n* Starter code for training EfficientNet model using TensorFlow(Keras).\n* Training and validation data pipeline using `tf.data`.\n* Data augmetation - Gaussian Blur, Color Jitter, Color Drop and **Mixup**.\n* K-Fold cross validation training.\n* Experiment tracking using Weights and Biases.\n","attachments":{"100042118.jpg":{"image/jpeg":"/9j/4AAQSkZJRgABAQEAYABgAAD/4SVaRXhpZgAATU0AKgAAAAgABgALAAIAAAAmAAAIYgESAAMAAAABAAEAAAExAAIAAAAmAAAIiAEyAAIAAAAUAAAIrodpAAQAAAABAAAIwuocAAcAAAgMAAAAVgAAEUYc6gAAAAgAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAFdpbmRvd3MgUGhvdG8gRWRpdG9yIDEwLjAuMTAwMTEuMTYzODQAV2luZG93cyBQaG90byBFZGl0b3IgMTAuMC4xMDAxMS4xNjM4NAAyMDIxOjAxOjE0IDIwOjMwOjQyAAAGkAMAAgAAABQAABEckAQAAgAAABQAABEwkpEAAgAAAAMxNQAAkpIAAgAAAAMxNQAAoAEAAwAAAAEAAQAA6hwABwAACAwAAAkQAAAAABzqAAAACAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA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+YJLjQviJHcaXqkSwXUbsn7wbW4JH9K8qvh8bldRfWE+V7a3Oyvh/a7uzPlizuNsmWO76qKlm1Bmcc5PT2ruvH3wd1DwlJJcWwN1YFsq6jkD6c151JA/PynIropyp1/fgz5/ERqU/dkWYtJj17ajw75D02jJ61laj4PvPDeoBNQ0trUN80XmL8zj1x2r0j4O6gdF8aaZc/wBmSasYz/x5xpuZ8g5IHfHX8K9g+NWo+H/iJ4m0e0GiXWh6uZ0iuftUQjyjEAA4PPHsK82pmlbC4uOHULwabbvtbyuVRlU5dJWPm21sI7mNVXaGPQHp+dbMnwr8RyWZu49NmNlnHnKuR1Ppnjj9a9t+NPh3w54f1jTNI0izgt4Le3UySLwzMRg1p6r4pl+Hvgrw9qWharFbSFcSQqwfOVxyp69P1ri/tarWhGpQhrLowlQu7zZ8uz+HJ4Xw0bsc4I24x9c0Lpb/AHdmMda9y1748ab4shMWu+F7C6uNu37ZZr5Mh98AYzXmupSWNxdf6DDMkIHAnbeR9MAV7OHxmKmv30OUwlTpx0izEstLtdpaUncOcdanhh08SqrwNLK/QDIz+HFXo4ZFfy1XZuOA0iADn867zSvDtvHbQiG1ilfgNLHHzKRyRubO78AtayxDi7yYoU+dWk9CLwV8N7nxdodzqthZafpGj2TMsuqanehI3cDJjjUgl37YUEc9a2bO68OGxt/OvZ7J1PMawD96PbAzzU9r4fh1K6DSadJLEnD5JQLgepOeOuc9q2rXwVokis/2O4kaQ4AtbhhEPUs2CT9BivGxUvrGl7Hot0OVRjEbcaLoPj/R5NI+yi1tT9xLGGQzt/vtjA/WvAfiN+zx4u8AQzXz6VPJo2SYp0bzSkfow4YfUgV9j+GdAudBNtLYKj6eAAILO3WN3Pu7ZkPvjHGa6L4j+E9W+I3hC90mK7uNCl8pjss4mXt0ZnAJz3571WXYuWBmo814suC0skfmJzCDvYAHp/tCmK3mN0rS1/Q7jQdWvdOvNpuLSUwyLHICMjp9fWs23OG9COlfpEZOSUl1IaZPhI8ZqXzFZcAYqKMqc7uaXaeqjj610rbURMsxjGAuaKYpXucGimVY+idP1CG5tfIvU8yAcKf4h+NUtS8Ox2sfn24+12zdWzgKfQ1St42uJkjRvnY44PT3rYbUXs5Et7ZlZF+R1xkM3c10Toxb0Z4Slfc5OZhuKxwoCPQZxTI1aZwPLXHcsMAV2l9pNnqCkW5WC7Ay6etZP2OGCNgTv/Dg1ytW3BvQpW+5iY04ZRgbR1qVrC4ztOFf0Zsf0qRpOmB5RXqR2qxM0cyq7nzG7muaU76HM5NldbFUz5s6ZHoasCK273RcnqVWq0Mab2fy6sLBG3I3LTvpoKLtoyR1s1YEeY2P9nrUsLWrsdtsQP8Aaanwwuyxxp1zx8vJ/Ct218Px2SGbVZfIC4b7PCd0jD/2Wk58u5oZ9nYNfT7ILQuB3J6fX0q439l6XG7bE1O+H8Kn91Ec9z/F+lRapqouITb2jLa2pbIijO13/wB89/XtWRZQhLpA3zbjjBPAzUe1ch6IZqmo3mrSGe5kDED5UAwiD/ZXtVjSd0mm6kSeAseFI4yX6/8Ajv61SulaKR0zxzkfpVqxk8nSdTG3O4xKOf8Aaas9XuTe5Rk3yNs3KFzUaW7TXHlKcEtkt2AHJp+NzABSSelPv7y18O6Y17eysI3yixIPmkbug/qfTNChpuXCLqS5UQa1cRWr3F7eyCCBXzwcsTxgD1z/AFrzzUteuvE0nlWtvstIX3JCAcIfVvVj6VHqmuXHiLddXRCRxA4t14WMdgPftmq3hy4v/El7DaWNs0dxCcraxdAP7ze/vSUWvQ97C5faV57F6TStT0+NZxCLWDqzMcbs+ufeqs+k67q0W3SbVr2Rj/Dzg/XvXvWnfC+PULCE+InW5kAVjbLJ8i455PeupgTT9LXyLS2W3gAxthG0cep710xp2d4nfXx+Gw8eSnrI+cdE/Zr1jVpFufEmqxafI/PlwYlk/E5AH5V6Z4X+A3g7wv5Es+nvqrx9XupjiQ57gY6V6F9o3NuSOPPqF5NWEvSx2SrGUHRdtdTbejZ87PMK89U7FWGzsbeQjTNLtbKL+7DGP5nJqGdJtxGU57NnNaa3VqsbSPCyP2MfGKgxZXGW8+RH/wBtcj+dZ6xfunmSlKb95mfZXD29xglWLeozirjTOLjE8uF/2QKVtLE3+qubc+7HaRU0mjXMkCyLH5uOrRnIq+fuJJpWRQvJImuG/dx3Cjuy81FcW+nFgNkkJIydvI/KpXt0hUhlKt33cU2YDbGQGAxgMw61pGSsZu6HWegx3BYW86bscB+KzL3RbqFsNF36x85rWs4T5rbjjjqB7VNDeTWqEIxYZ/i5qpJpjXmcwLVlnDHK+u7rUsMcbTuPm4/I11n2q1utguoA27gsowRTR4XE0hksJVfjO1uDUc/K9TSN+hh2O9ZiyjCelWbjT7fUGHS3f+8oq2tjNaqwkQh8/wB3FLHGRJ84BWuiPLPU2je2pkTeG57GRWCmRRz5lCGaMAo74/IV00U7R8g7l/unpWjNaQ31mpto0DryyY5FOUeVXSNEcrHqV3HH+8mfI6L2rRg1IqubiIMOzRjOKWa1+YbkyV4K4pIj9lm3shA/uDgGsJUIzVwcbktvDNeOxtbmNz1COoB/Wlmk1W3JM0W0Dv5Y/oKhbR4tQMk0X7plG4qWqqurXWnvvSaQJjGC2cfnXFLCxXwshwXU0YdZvY1OJplX+IRjGfStiLxzOoWK9jW8tsYKTDn8651fEFztEmYXY/wyr1/Ef4Vm3fxBbT2L6n4Z1BoF63FgVmQehKgbuvtXFKnOG6Lpxk3aJ6FDpej+Kjt0xms7w/8ALGReGPXjn0qvqPhvUvC1mVntC8szcMnKhfXP0rh9L+I2ma58mj69bJP0NuxEEg9irc5rr9J8d6zpKrHeD7ZaEY2TjO76HpR7WtTfuvQ6eVw91owWlaOTKBlOf4etcP8AFr4S2vxG04XljbR2erR5LeX8vnYHO49+M171b2/hnxSQvmnS7pv+WZbKk/hVfWvCN3poTbAGtV4V4/myPUmu326mrpWZUOam1OL2Pnv4FwahZ6bd+Hde8pZrUbrU78kj+7ivZvhjqqaX4otVkgO2RWjf5sDv1GK8z+K3wf1a1u7Xxx4SkN1d2J824sY2JLheqgdya9I8OS/8JD4f0nxRbxNbi6USSwuhVopM4ZT7j0rJuM1c6a1JTtiL7m747lvtL1y7ihf7NBJ8yrEAvB964V/Mjcuu0Nj5uc5/OvZ/H2g/2tpWm6lbKJDJEAx9TXlGpafLZzBJItjHHH1PSuqg1JWZyVou9zEWKW+uUiEamWQ5UqeQPU1F428QReDfDl5qUrRpBaxERqx5eY/d+vr7YrcvbB9Ks449qpqV4pDDdgxIeDz24zzXzD8aPHH/AAlusw6Rpzvcafp+7MwPyzTdGb/61aSlb3R4PDutWStoeTatq13rGq3OoTyN59w/muynHzHt9MUs3iLVtQiW08xpIxwI4+A3pk963Y9Dm1AOywlkQZkkb5Y04wck17d8H/2fo9Yig1rxEp/srCtbWYBTzwD99h1CA8+pxwMc1z18XRoU/aT6H3kqcKcOXojnPg38E9Q8c2YuNYklsvD7OGYROVa5I6rGOy56t19MHDD6mWXRfAPhyOeTydJ0Wzj8qJV4HoFjBzlj+ZPJJqTxBrmj+B9Ck1HVGWG0jAjhtYVAecjhUVR3+nAXJ5IxXzHceLdS+M3jK4vdWX7J4bsCRb2scnyD8cDJ9Wx14x3r4qcq2aylKXu0l07szdbmtFIn+KnxSi8dXa/aXktdKtzm2st2xf8Aro3q5/yK83/4TjRdLX9zbxsx4IVM9/c9O/1/KuX+ImtQa54ouRpsaQafA3koqcLx357++a56AL5hjKlhnB2jP8q+uw+XQjSXNouwvY8256vp/wAc57BsQQs8XZJGwv8AKkvvjhqF0rrbWlrbFhj92pZj+JNeWx6aZpiuDgddoJrShhjsmXGHYcjb/WtY4DCU/ejEuOEoprmPpP4Z+OLfxPo8UDy4vY48yRtwetdhbsVSSRfmKjqw4GeK+f8A4LvJN4sZnRgPILFtuPwr6TsfD95qKJHDiMN8ztJnaiepx1ryatCnRlaPU+QzXDxp1+Wl1OY+zNJme4DCJTlmHJPPRa4jwvY+JfiB8aPDWn3tjJY6DbXJuY7OPIiwAcO7fxMTj/CuY+I3xIuL7xfLDplyyaRp7eRCG+USuDhnPpk8AZNfV/7KPjbT/HuhTrBp08N3pbD7XPIgIDf3VPU5rzsfWxOXUvbUqfMmrPyPdwGXU6cVVlqyD9uTxV/wj/w90vRkZI2vpVBRf7idsV8U2WpxXDCOFv3gBBQn19vwr9B/2uP2RPG3xa0e08XaLNFqLafBuTQIs+e8ZGd6Hozf7HHsSeK/P290F9HklSeAxXMbbZFZSjKRwVPcMDwQcH8K7cooPDYKDmrOWv3n09OPu3Rn6noZ1RWjhfypU+8uDg/jXHXlnLpsnlzw7CrYLdR7c12X9rXNhJuEEckS8kbiGP51YOsad4g/cyQeUx52ScH/AOvX01OUqeu6IlGM9zgIbgyKdwDc5wwyB7/WrNlrE2mzRyWsrQtFIJUKgABwcg46Hn1BruJ/DtpJbm3EaRxkcFetcrfeC723lC25R0znJbH6V0Qq05vVHPKi46o9f0n9t3436XaLBbfEHU/KUYXzYLeTaMYwu6P5fwrqdK/4KJfG/SbSKOLxXDOynLSXVjFPK/1LA/8AjuK+aLiy+z/JNI8cg/hUZBrU8P6P5zGZ0V4wfl3d6U/Zw96JzS91XPsXw9/wUy+MbrG9zBol4q/xzQMhf1+VCBXeaF/wVE8a20ly2r+FtFvlZQIIbeWW3EZzyWJL7uM9hXxHMs8eAY9g7ALtFQfaG5BH1zXnfWavNeErI8+daon7rPsPxZ/wUu+J+tSEaPbaL4ci7LDam4f67pDjP4V4x40/ai+KPxA02bT9b8a6rd2Epy9vHIsEb8/dYRqu5fY15JHcdqX5z0I21lOvWl8UzknVqy3ZKyLOojY4jxtA4wo9sj/61fdX/BLLxRY6Brnirws1uqX1+Bfm4M5w6x/Isax46rvYls856DFfDFvaNP67ehrf0TWNQ8M3hvNMv7rTrzY0YntJTHIFb7wDDnk4qIYh0pKW5lGu6Mr3P3c1S8k+wyfZ1DTsuI93QN7/AEr8rvjv4H8QfDnx9dtfSb7i5kadbiJcK5JJ4GeOD616D+zd+3lH4Z0dPD/j1pXhtIUhs7q1jMkk7Zx+8JPXnls9ulZX7WHxZsfiHq1i+mXtpdWUUe4C2beUJ7M3HNc2Z4uWNqQbWi6GuKxEa1K8XZo5jwN8XxNCNO1xBIudpkkHBBGOlN8afB611SJtU0FlZWyxhU5zXiV1ctu3ZwfUda6vwb8W73wfMvnymW0OBtY9q+Unl8qX7ylp5HNh8VCuvY1vvJ/BniI/DnxVb6jPDmaz3HyGyC+VK4z+NQ618Ub7XvF0niF/LiuzMJgY8FVwflGW616ne6F4Z+MWjpeWhjivT0YHBB9xXjviDwbfeC9QdL22hdCSscs0YkXHqAeB+OamlToyqKVWPvbCq5fOiuanqrlPxN4p1PxPqT6nfyzzyHG52yB7YxxWObyVodsu+XAAUMxIHXt+NMu/LWTK4GTyFVQv4YFOguoFOJc7R6da92lh6cYxhFaLyPLnKTk1clspmO1SIzk4wwrdis7mLa6wzGPO0tGOM+nNYNtqUFrcmaKMvg5G7jFb0nxCMluLd7USRdQh6Z9SRRUjK7VjPRdT0XwSgjmWO6s7W4UkZVl82TH1HT9a9Rh8J2U2twSIW0k3A2qbhRJEOM8rXzJpvxA1HQmY6aTab/vbMf1rTHxi8QTW7QvMoB/j2ncPfOa8evgKlaXMjenUjFH1df8AhG70uAxNZ2es2h5aS1tomQ+7A4I/WptFs/DEaiT7JaNIg2F7S5eJYD6BdwXP1U18i/8AC1PFKsnl6vc7gOCrdPpxVG88Y65rUypd3s0z9fMlIQ59SVA/lUrK5tp3sX7ZdD7ns7rw3odrLfLrF1c3C87Lt0Y/QHH9Kp3Hxk8N2qrcvqkNrMFO6NmyCOhBPXp6Yr4Vur3U1fy/tM8jZz8khaqFxHfMrvKkx45J64rqp5bFSXMxxrzvoiT47eNLfxt8QL+/tLK3tkJ2brYnZLjo+Ox/OvO44+ueTWfrOuQ219LG7lWU8Z6ioofE1ocKr7m/KvsKVGcYLTQ9T2VSpZpGxJAG7YFJsKrxVdNUSaPcFcj/AGRmqs+uBc+UmSP75x+lb2ZtHBVpaWNDyS3fNFYN1qF7IwaORYx6AZoquU6v7KqH0bZ3Hkrczj0ESkDoT1/TNJY52tIm4sRsQn+dQadi4hNqT5e5sj69M0NdCGRUjyNnHXvmunms7s+FUWtEXYWmjzNKcSgbF/qfyojuItpQhpO/oKVnOYxK3+1+Y6U3dbRgnBP48VyVJIiTY6OVGJAgBY991Sx3nl4CxKSPXpTYZo2k+WAkj1PFaen6Sb7L/Z444gMtKSQv4E9a4jNJkEdwXKt5CLn/AGcH8q3LTTZZLUXFwFtbQnAkdcFz6KKrNqdhpaqllAs9wD8083TPsP8A69RyapNqGm3U1xI0h3KFLHPzHqPwFO50JpLUs3/iJLHMWmR+SvQ3Dcuf93jis3RJ3uNUCyOZDIH3k87/AJCQT681nyMEjIG5l9Ccmr2itHHdvNuJWOFvu88lSP61LlYhybK8ylSRggL8pA+vWpFzFtYjHIPXnrUXKsDuy23JyetLGrzxl5EbYP4s4x+dZ36si/chuELTMSxJb9eattJ5NubYJ5rS7WJQ9ME/4/pVafWLOxtyqyR3c4H3Y26fVqwrrWdTvFIjjW3hxtAQjP51amuhtFGhqGrWuk5A/wBInHHl5yv4muc1C9fWZhJc7i+Nqqv3UXsFHaltbGZrlcjI77j+prfhtbC0WZ59zuF4EYya5q1dRWiOiEpUnzROGt/AepeJtUj03To28yaT52/hVepYn6DpXvvhPwHp/wAP9ONppkLXF43/AB8XpXMkjd8HsKXwLp9vpvhuO6tYZI5Lxjvkc84BPH6VpT6xIGCRhocf3TWtGfOtjTEY+pVhyt2L32Z7yNFcR2+3+82Cfr61FJpr7h++hbHYPVaD/SpMO5L+rGpmhWGUoeo6E966Yya0PL13bJodHuVYSIYsZ/v1ZufD0zSBi8RkH8KyCslZmhYhuVPanfZSJshkEZ5UsarmYtzQl0q9jVlaIYbp+8U/1qlHpF2H3GBgAeqjNMVXmbaWJbou0cVbt4by2kw0si+m1jVJy2TK5LleS1limL+TIo/3D/hVhbh7ZvkkZD9TUhvrxJAolkP+8SRSf2rcOzfLHJ6h0rT3l8Q0uXQI9WlDBZYluh/ujNbEfh2w1mzSWC8Syk6+Tct/KsP+1Ldn/f2GD3Knb+VdFo3hW18TR40y5aKU/wDLOcH69a56lRR1bsPl5jLbQLq3WXYY7nHRo3zVO0heNyJIiMdQ3FdJ/wAKv8Q2sxMcanB4eOYCtK10DV1/dalLp6Ww4aRp1Dr6Z/HFaSxK5Vyu4ezaORjjUnIXG31qNZJFlZ0baR0KnGK7G88LWO/C69YH0VSxP6A1Tm0HQ7Y4l8QQR4+9iFm/wq/rkErMaVtDOh19JoRb6gnmR9PMVcEelOutPjjhLwbZYupZeSK3bjwv4Y03R5NU1LxILKxjwXmaBlC5IA7981FoF94A1SULpXjW2vAfvJ5qx8e+4jmsY4inK8l0PSp4OtOHOo6HKbVZSQ+MdBg06O5MLCVGKt7Zr2BPhPptzDLcwSZt/wCKVr6EIMdcNux3FYreC/ClvYyTtrduEQkMzajAoX6ktVxzCEnyoccDXnrGLOOuP+JhZrc26hZhxKvr71St7VbhXmnJwvTnFdTouofD2TUJ0tfFFrclFxIkN6kgz74rUj0XwrqG+Oz1uFlLbRtnTOcZ6E0njoxfKL6lWW6POluPstwJlwxzgrwcjpTvEVhGl9GygKki7wuPXtXokfwzsrreEOouqDJaNEcH6bSTUWr+F9ASGF59Rurd412fvLdy35VP1yCdiPq04/EeSNb43uM7gcKOlbGnxPDCZbUt52Pn6AV08vhrwzdKfL8SqBjGWgYAfXJp1tpHhuxtZoP+EojO/Hzi1kweaf1mM9EKNOSd0eXeJPBOjeJGJ1TSoZbhv44FCOPfI5rGsvA2u+HSf+EX8XXUMPX7HqKfaI/pgnpXssvhHRTAkh8S2+1z96S3kXP86W18J6XDcBI/EFm6n+IBlHT6ZrT2lOR0KdSKtzKx5tpeo6+kijW/DkV42cNfaHcAn6mM4r1Hwn4qvoWC2d/9ri+61leo0bD2+YAH86anw7tftQEOv6buBzgy7H/lxW5Z+CNVVCsetWD4O4b7lHA/76Nc0pQ6BFvsdTpMen61IhbzPD18xJG7Coxx19DWv4k0GfTtKt7JVjlsA28NHGAGY9WOOpNZMnhHxFr0lu009le+SgAImQBfyP8ASu08N+H9c01THcRfaLU8GMsHA+nNePOs4Ox0U4ym7SjoZ2k6Uuq+GJdPG1XjBaLB5ryuTwzcx6lNNdxs6WqkkMPvN0AA+uK+gG8PBX86CyuLSX+8ACv86lvvBsOpqGkK+ZwW6DPf1rpo1qkFex0VMO6iTvc+FfjXrUnh+1m0uB1bXdS+e+kMg/0aEjiNT/eI+nWvnq00lJLtbLTrGTV72RgFghiL5boPlHQ/Ugd6/Rj4i/AHRNcke6vtGjuy5y8tudsp98nPb9M1yln8M9N8KWv2fRbddMhbqkNq7zv9WAy350LETk9dz0FVjgqWi1Pn/wCH/wAC5oJodW8YtHNcwkGDRo33Q2zAcGbHDMOu0ZAIGcjivTte1y18MrHcX3nXd5cD/RbC3UtNMwHGAMhU7knoAeg4rrprFNLZWmi8vA+/eTJEfwQbj+gNcrqmqadHJK9rJsmk/wBZLBbq7t7b3yAPoKwlgqmKmvaI4v7RSd5o8c8WeGPEHja8bV9dklzt8uGx0mFrkwJn/VxsvyA9yckjn6VzepfCPxfq+nJpmnRWPhXSmGWfVLtRKwP+xHubn6deeK9qutYglbAgmnOME3Vwz5/4DnFU5NYumcBGWFR0SJAg/QZr26OXqna72MqmbyelNWR4zp/7JFva4/tDxLcXrADIsYBGnX+85/XFb0P7PfgnSDsmF1cOeSGudxP/AHyoA/OvQZ7oXMi+Zl27szE/zqGRkB3OV2HoF+X8+a9VQcl7x5ksfiJPSRy8fwt8H20PkR6SuwdMliT9Tmov+FVeEVQkaLAuf4cvk/rXbx6PPNF9okK2Vs33ZrpgoP0Gcmo3udKtGCr5+oberO3lIT9BnI/EVHsovRMyeJry1czB8K+A/D/hqZ7+1gt7GYptWORmkkbn0XIH4mulute1W8sbizhXyre4jMErW8RWRozwQGPTI4/GqF5r1y4EcBS0gXpHboFUf1/M1TMl7eSkrNIyD++5A/KsJYaEn7xhKc5u8nc5WT4P+HbMc6ZDEuQdkkzHnpnHPOK9F+HXiVvhNpM1l4eW0tkuH8yR3jMjlvXOR24rmpvlkLZ3+uT/AI0qylkIyFb0XnH6UVMPQqx5Ksbo6I4uvH4ZHv3w5/a58SeC7NLTVo4vE9pvLAzsYZUyc4DDIwPcV5p+0lq3hT47alBrFh4Z/wCEa1ok/bL6OZX+0jtvUKuWHTd1x1rjoY5Lhj5KyTt6KpbH5A1eXSb0L88RjB/ilZFA/PkUnh6apqhB2ijrjmmLitJnjl98F3kZmGpRyjsrR4/rXNap8DtTVvNt/JkfGBtkw34GvoWGxgt932jULWNvQZc/oMVUddOVmZbqWQH+7CcfqauMYxSUTRZxik7yZ882fgvxRo7Mt1pU80X96Pa+P1qSTQr2NfMms5wp6ZiIIr6BWaxEfyiYk/xYxURuYYyAFlYDopYf4VnKlzao7YZ/UXxxufOuoaTFdQk3FvhccHBVv5VVsrU2VqfKTainjODX0TNBaXXyvbAr6MAf6Vjah4L0O5XElmuT3AI/rWTpStY1qZ3CtvCx4g107ZBdmHfdzj6VBcSx8beDXrl98K9LuButppLX8cisG6+EtzCxMF5HIv8AtDn+dc8qcoGax1KWi0POjIy9Rir+l6f9suPnU7F9+tbt94B1G1bA0+WX/bQ5FR6fZS2cZBikhycDzUKk1m72sVNwkrplj7MIwqr8uKa0YHI+Y1aMTOnQ59egpBAsfUY/HNcEk4nA99So8IC/eyx524wM0+3lmtSPKO0Zzt7Zqcx/N8oyfWmSAg7TWKTZLtYnk1UdZEy2OgNYtxeSXUjBgVQfdBHSrsindwcfhVeaEM2c1ulp7xmrJ3NDwv4y1DwhqCXNlMxCnLRdmr6Y8LePPDvxg0P+z9XWNbnZtwThgfY18oNbnPdfcU631KbRZkuoJmgmXkMDjpWFXBxr6x0kevhMZKnNRaumdp8Zvgjr3w5mk1XRJJL7SgN21svsHr1ryCH4mXMZ23FvGydCYxhifQV9QfB39o6z8SKdG8TmPzJD5akkEMMdxiuf+PX7LianHN4i8H7AZW8yW1U/JjHVcdK7sJiPYzVDGr0Z9BPAUaq5lHc8Ph+JVjMu1oZYz6N0NX7PxjaMR8oZj/Cr5ry260G4sbqSGdxHPGSGjJIZT7iq32aZeUYBz1weDXvvB0JaxPJeW0b7HtVv4m3Zf7I/lj+IYqT/AITC2Eg2q6kewrxr/SxbspeQL32uQKz1aZWYAup/vbiTURy+D6hHLaMXse73Xj+2tUyJ8H/aAGK56b4nXn2hvss6Pjp2/lXlLWskx5Zif9o0sKy2cm5cVqsvpLW52QwdBbxPUbr4pa15YC3DLJ/eDt/Imse8+I2vShhLqMgB7YrBsZTfRg9W/u1JdWa3CnPBHtUKnThKzR0rCUrXhEyr6SWWR7l33+YeWI61RM2MkdO+K6OzslureSDHK/drCvrGWwmZXXAr0aclLQ6eVLZElnq11APkmdR/dzxTpdTkkbfI2cVQaUMABxn2py2jSRs2cD61o6cd2CkakHiJo1x1/CispLF9uQ6/i1FHsYGnPM+pvDuuRX0kbujLOhBkUd8elbUapc3TMPmQyZ+nfBrzex1KGzuHZ3YMPutG3fsDXo+ii7fS42uI1juJfn4GPl7Z968SpUXLzM/PMRhVTh7RMt3SCSc4U47Y7VZ0/T3v3EcUJf1b+EfWrdvpLWii5vpFhjPIX+JqutqbSQvCifZrUrxsGPzNee58yueStdxI49P0dgrgXl3nlFOYx+PepNV1W41DT45JeAr7URVwoHsBWQywwortIFz/AArTI9QjndIcu8fJ29MYGc1MeZrQdhrQllOOpGF9QaszBms44IgzEsZnGPuk4GPeqsuqNC26DAAyVzyenWrUmtTWLWpXYB5Ku3HUtk1qoyHyc2pX+yvt3M4iAOCWOKe2o2lqpR5tpJwUhXO6luLW315PMSRrO7Jz5cjfKw9aybzS5dOkMckqp8oznkHntVcnc1jTSWpoNq9urMIYFyV4abkVyPjDV002SL+1tRkjSQZQMp2j8ulbEEMYjIEqE5zkipNU0m21zT2gu2iug6bWWTrj2PasZ01KSvsaxjG+ux59/wAJRpkzpDBqEFxzhSTg1dWaVsYJcdRtPBrnrr4cxaHcF3iRoST5O0dF9DWlplkrZWSbanaMPgmnUpwgr03c92OXUqlPnTNmO6iUgXEqxn2kwauW91HuIhvcjHUsD/Wsd9I06YHzrdZR/tk/41A/hfSXCiO0CAkAtGSO/wBa404TfvHnywPLu9D6J+F9xJq3gW6ikcyTafMwYZ52k7gfyY/lVv7G8xaSJw6j1PNch+y6DpeueIrcSyNBPaIzRTNuAbLD+o/Ku3ZRI5mGIVJyFXn1FJ1PZVFFbHlYyj7KSS6leOEqzFisbdiW6Vdh2yOPPmjZl+6wNWYba1eMCW2eRj/EGx/StCPR4o12/Y5pD1Gw5/pWvt431ZzxXQyZLKMyYNwhHr0xViGASRiLzIGA6EmrPkWkbEzW9xGf7oGa2NF0Ow1fCR/agScHEQIH41vKskro15VcyodOuVkQpFHjttcHNXn8PXbrJMVZNoyfMGPy9a6+68K+GNEaJbnV2aQ4JiXH5cU/xF40n0eGKz0zTx5IT5biQBzXL9dalodSpqKvI4K30DUL1gY7aSMZ+9N8i/XmrDabpFj/AMhDUI5pR1is/nb6Z4rO1XVtQvmP2u4klUn7sh4H4CszzEjYbkyD7/8A1q3li5TRycyvodZfXWk6VbwyWGkCYSDImujuwfpWVN4p1SdP3U/2aL/nnAgQUac0epWM1u8hXyvmQn+VZy52lQGfHpXJzOWjIcnfQcuuX8b747qYuD1LEmrOqP8AbtNg1BiBKzbX4HPviqcgXI+Qx+vNWrIr/ZNxCxRsNuCk8jmtNNiuZlexvGgcNHKyyd2UYrpPDtvFeaxam7AuI3fa28Z6/jXL2sfnbgiMTnpjFaNmJrd1JuFgCkHlsEYrOolODiOM+RqZz/7W3hLxMNOjmt5Y38I2pWR44ZTuMh6Fx3A44r5p8N+E9Q8XeINP0W0ji+3Xs23e6gBFBy7jjoFycZ5r6c+J11q3ibQX8PacYp3vionvJpfLhijHPzdfz/Q1nfD/AMEWvw6uL+9t9RTUNWktTCl3JGRArH/nkOWK5A+Y7c4xjmnTxEqVDl5btfifoGDzCEsO3O0TzX42eNLTRLWy+Hvh6Qpoejqv2uTPNxcdfmPoAc4z1BHbnxmZftAIypBOcEg/lzXtMfwDluJnmvtdR5nJlkYRkksxJJ5PqT+Zp6/AGzdju1eUe6xr/jXoYf2dGKVrkLNsNSjyqevkeT+GdY/4R3UoZAV8osA44xjucDrXffFpYL7wTZalCyzRzXKsJFxwCDxx71rr8AtNaQf8Te4yD2Va6mz+E9tZeD7vw9dX15f2Fw6yx4jUNEynOQc/4VFZxlONSK2OGtmGFqTjNSu0fOun+N9f0NcaXr2qacScGK1u5Yx7fLuwefavT/Cvj/4u2dmL+68Z3eiaT1M+sOjB/QLG6lm5x/Ou90H4T6H4dWOaBbn7V3vLhVkkHugIwv45o1D4Q+G9evPtWpPq2rzHrJeXWcH2wvA+laVMUpPWFkdks0wW8vefp/mchd/tYeK7OQxxXtn4hC8G41DSkRG+mwA/rUcX7WeusxM/hbw3P7hJY8f+P/0rtB8H/Bdn8h8PRygfxSNI+f8Ax7Fbej+CPDunYm0zQ9Ftnj5DT2aOw/76BpQlSir2uebVzTB1Hd0jG8C/FTxr8WbuK20D4WS65ltomspp1t09cylNgH/Aq900/wAB6LoWjNd/ETUdP0G9DYTQfD14NVvGP90sAEQn3Jri7rUfEGrWq2z6lc3Fig2pAlwUiUeixrtUflWLLpNzZtzG1uqjkqMZH9Pw61lzxctFY4J47Cv4KK+ZJq3i65t9Ud/C3w5mt9NQlY5Na10eax6HcEXaDjnbk49aZZ+JNblkeW68O+G7Mr8ztLqs8jY9lVME/jTYJJZDkLGwA27DGoAH0xj8etb2i+Hn1h18u3bfnBaPpUuy1ZxvEOcrxpxv6Htem+OfhJpOlGzt9L1jUdRC4a6O+OJpMAkrmQ4HJ7GsTS/EwvLrbaG5iiY5WPzGJUehrFsvAVvosKz6xdRon3iueT/nirEnjrT9HjZNMtk295McVwVoxxErHf7WpUt7dqK8kevaPfXDWw+13LrGBnlzn+ddFY69bx2jC0VYQ3HmSfM5+npXzYvjnUtb1KG1C43kfOrbQB3P4DNd2vi7Q5bK4g0o3M11Zr+8uZH+R27hR/WuGt7XDWjFndTxEHG0Foj2j+3Wi09GA8z+/nHFYWpbdSXbHHDOh6xyEgfoa8+8J/EB9Qt2iuGBJHQmub8VeIpNJvldJm2ueVTOce1OVWtKya1IniEoe03R12veH9KVc3Ohzj1a3Ygfyx+dclceA/D2qEG3t9UgbuAFx+pFY/ib4wW3hbTILm3fXp1P+s+ztHJs9yhOcVS8N/tAaJ4rj22/iLTbmdeGt76LyJwfTB7/AErrhOvBXuYKEaq5oot6h8NNJTcDc6hFj0tkdv0bNYTeDdDw27XmhHZZ7Zgx/WtjVNetbjIuIbuyL/8ALa1k+X6g1zkvhvTL1j5XiQvJ18idyG/76zXZGrXmruR5tRJPREtx4P0cIjL4gslB9Vb9eKkt/DFlbxM1hfafqF92aRwqp77T14rHufBGrAl4ds0IHDQMWNZMml39ioe5ZrNFzzMo3H8DzW8alVL4zCzj0NO+8E6zfSyTSTQ3k+cKY5lYj6dMflWTN4H1uEfvLGQnPPlEEH64NStrVvIqmaKW6CjAcvt/kKr3GuSmQtbo1v8A3VVm/nWsa1dPVmLmr6kQ0G/SYh7C5VR/F5RIqndx3ccjK8UiJ7xsB/KrcniDVGaNYLqUN38uQk/qatQ3fiGSPcZpox/flYD+ea1Vao/iFe+xnw6NKsPn3bpZQHkPIPnb6L3qJtR0yzcG1sTdynpcX+eT7KpFXbg3V3Jm6u4ZT6Z3N+VZ00cMDEkgDuqx/wD161jNy0Few648R6jc4DXTog6Rw4RR/wB8gfrVGWZpJAZGJJ6s53fzqbzI+vk7l9xiiCRFlDG3Qj1PQVrzSXQV+xEbQRxnDk7u1V1jl3AeWCB35/xrVuJY5sZTb7rwBUCyRjKgsc+lLnl2EZ2xnYKDtx3zirVuisp3ybcfxOMfrmnx29v5+ZJZ4l7+WmSfz4qzHdW9m2bO0gMnaS6Jd/y4H6VDnJ7AZzKTKArFvTYN38qe1hcz4220z/8AAD/hVibVNVkJ2ziP0EKqv9KqTNqMynzJpn/7aEfyNLnfUTui6mkOkYeSNYP9qaQKB/X9KY9jCEx9ut9x7KS2KzJLXO0SbiR6jP6mmKyR7hgn0FHPLoxKSe6Lu2KMlFuVOe6xkn+lQ3McHAZ2kB6+YgxUax7uoOPcnH86jmI3gKh/Lij4t2Wm+jK194X0q8UsYlWQ9HQ4IrCufA58tjFc7weiMP65rp5GVcbl5pjXARAAv41MqMGrmsa1SPU87uPD1/YfM1uxB7rzWZNG8LHzQyn0I5r1H7VLghATntyf6VWvtF+3LuktWbPVghH61ySoR3Rt9alJ+8eYNzzUbLg8kfTNdjqPgjcxNsTC391j1rz/AMWyap4ccoNNk8vvKy5XrWcaHM7HXTarNRQuoXgsbdpJGVFHXJrhfEPiQ6j8kW5UXrnjP0qlq2oT6tcGSZhkdE6AfhVCbhcbg316/hXt0cPGFmfU4fAxppNkcd5JBcCVGZJF5VlOCDX0v8Af2mJtHki0XxFL5lqQFjmb34r5jZgOMZp0LdAC2c5HtV4nC0sVT5Kq0PWjUcPQ+6PjJ+z/AKP8UNLOueHlii1FVMmYwB5vHQ8818Y694bvfDepTadf2xt7qE4aNh/I17J8Bf2irvwTeR6Xq0zzWEjBVeTkrX0V8VPhToPxw8OtqWnCNNTYb0miA5IHQ8189TrVsuqeyraw6M7OWNVXifn95W5TjjnGOlM2MGA24FdB4s8I6j4P1WbT7+BobqMlTu6EDuK5uW4dMjv2r6iElUXNFnE462LLRoq/M4FV5JLdemHPrmktVj5e4zIPTNEqw7v3UW1P9qtVoS1YdY6stjIcFdh7Vtx3cd4oeM/J3JFcpIoJBWNeuPWum03R7mOz3SJuQjKqvas60YpXNIN7IZ5rW9zvj5H+zV27ht9Wt8OCHx1qDyLm3G5EUj34IqWAPs8xl3DuoNczk1aUTa3Q5O80x9NkIYNtzwTVfzvQ44rur63/ALSi2lFXjoTXIajos1uS8YLqe4Fd1GqqmktyKkGnoUtwwNw5+tFeteBPg7canpP2y9hZTNgopHIFFYyxtGMnFs8t4uEXZs9x/wCEc8PS3kVxNpgBjbd+7baCe2Rj1rq477SVVnBaKViPmZcqKp/YrePG/Lt3HaoWmIBMQ2ovtmvAlT9orXPz6U5S0ky/q2nibR3nsbganqbHCxy/KqDPOPXjNcRcXmoKwTUbWWxkxgBh8p/KumjLgjA2vnp3q4JpY1PmbWGcGMjP86mNHkBVNLWOQaQyRR55Iyc/hT4IWiWSQsQcgLjvnr+ma69p7SRWWexjcMMblGCKim0HT5twRntS2Cob5gOK02JRy6q8eGGMDOM+mOlX9TtfLlLA7iFjQA9xtOfpVyTwrJn91dRS85Ck7c0260fUVUPJHulxhvLO7PpRz2K5rGJdSnfkEscY5PQY6Vq/bV+y28V2vmwspHJ+YYI74qrJpsy8SW8iE/3lpJljaFYvvTRliR6ZIoc0UpEp0JLiNpbOUyIOTH/F+FVJIQRxGyf7Oef5VNDM9oVZP3ZBHIODV+4uk1SYib924GPMQcfjU8yZotVZnP3VumpW8lncqxjkQ/Njoeo/XFeG68LnSdUuLO5Upc28jQuVJyMYwR7EGvoe40+exlVyGaIDO8DIA9TXC/GLwO+qXWm6zpiqjPCtnqAJ+4yglJM9wR345xXXh5R5rS2PZy+vyz5G9Dnfh/dXV1bym6h8y1HCztwfpXbx2el3gZba9XzMY27sc/Q1zVnqFro+m29nC3mLGoyy87m7nAq6IdH8XW7Rz27W9xH1aEFOex6c81w4qhCUuZOyPpsRUp0Y+0cbnoPwxkvPDvjJW+0I9tOhjdQnX+IDP4V6D9oaW+kiVdzI2Aqnp15rwGz0fxB4bkjudN1NruCFgxgujnp6H6V9AeDbWfxVo66pKkelxvxJI4LEt0wOmRkHmvNqRhBqcpaHyeP9lirSo7nRWMZjjRpbqOIj+Fua9B8H6tJGxjhU3cTfeCxZ/I5rhbOz0m1JjfVLiQj7xFscfnmnN8TPD+h3DW9vrpgkHBzayn9QtcFTE0Ki5Ias86GFqX5oq56vqNn4c3Ga4icykZMUnC5riNe8STyRfZ7IR2doOAsPB/E1hw3x15WuIdRjuFPIZty/zFUZpILb/XT+Yf7qc1FGnMwrVJfCkNtYDeTgMxyDncx/mavalN9suAPMYmNdoZSaz11IyKUt7fC/3mNRyXzw87vm/wBgYr0vq7k7nNr1ZPNpplGfmI9SarTWaQ7Wd1/PpVea4lmbeysy9/mqaERvbgww7ZP9r5jXSqKSAt281nb28iiQtI4x8q1QkuraH5UimfaOeSAf0psd5OrBlOx17balnuLmQCSN8t3XArWFNJ3AZ9sDRki3jRexkYn+lNjvGjU7eGPXYMCpbfUJW/dyRrMP7pFWFhs5PmlVoG9eq/lVOKuKxRjvBIwSUyE9grYB/So5p03MqQ/OP74z/Wr1xobsw2TQyI33cNhqkax2Qp51ownXqVyQaXLFaj5dDN2qIeYQwzuIA5z61eX7HHGpTzw7/ey2ccdqikiVlOyExn/ZyTS29srYQhifcn/ChyutNCnJ7MRtFVlEkc8b56CXII/HNPTw3fMyulv5qdzG24UvnyQo9uMk/wB3r/SptL8/zmEDyRMP4lYgiplKaV2yNDNvtOktpnV7byi394EU2IMkYiyVx1bdWzcazqELANMLgKefMXOary6qJJD5tjC/qyrtNOMpPzGmtihDdX1vmPzN8Y5VW5FaWn62kbDzoFBxk7eKbJ/ZV1zia1c9T94Cnf2HBLta3vYpRjG1jtP61TfMuWxoPuJLbVNnkzvbE9VlOAagOj3CMwt4hIMZLryPzp58P3/mZaAlezBgwH41saL4P1jUpj9nhlCDrIxwo4rnk401ds0jBy6HNxWMzSMirgjnac5rpNL8K6vebTbvI0TfeEh3KK6+ztdD8OqH1OdLy5AwFiHQ+5zVDWvF15eRlLErBa4xi3+9j3rjlWqSdorQ6FSjBXn9xdt/CWh6ZCz6pcxXF2v/ACwhYVnax4ya0jWHTrRdOh6fKuGPvnFcZdTNNIzB3Lr/AHxg5/rU9tqlwI9jBp4+4fnH0q1B7tk+2VrUlyhdazqN1KTJcNNn++c1Tdo5gyyDEnZlq7cWVvfRNLE3kMOqyNtz9KzUtTG2DIMA9R3/ABraLSlYwlKbXvO5Pa3R0/TrmVmCqRtDMen/ANequgeImGm3TWodRcfut78M+Dn+ntWB8SLjVwtrpmgWUQwN8l9cHgfQdzUvgvw/qGi+FJJdRu2u7qaUszsM/L2yfr2xXJOEKlROUtj0Y03Gg5XOx0q8vNOkinjlVWxj/WV2etW7eJtFWdXAmjXnBz/LFeW29hc4DeV5aMMh5Dt/ma6zwbqE9jdLDNNH5Uh2n94OK6K9OPxQOTD1HF8rdzjbyNrW4YDcH6N8o5+uRXE+MPh3o/idvtESfYtQP/LUdCf6fga9r8d6aNOu/MjfEbfx8Ec1w00x3f6xdo69KqjVc1ZMcZ1MNUcoS+RwXhvS/G/g0lJdXtn09T8y3MpmyvsOP513trr1nOsbMfsU0nCqwG2T3pitHj9+YpYv7hPzH8cVk32kW9xdedAyouf9XnjHpUVKlSOtrl1sZLESXMrHW2sk9lIXM8jfxJschT+R4q3/AMJ/qjttuVhu4umyaENx9TzXHreXunyfufmhHUNyKvLq9pfEfaIRbP8A3geK5qeNjz2rKxr7KcleDOnbVNC1ZV+1WDWbj+KE8D3xip7fwjo1389rqAvWPSCUmP8ADrXLx28q/NCPNj/vJVixmWO8Tfjcv+FepHkn70Gcsrr40a+p+G9Z0/5UsvLi9bdAQB7nrXMXVvM0xWXzJH9JCSRXRyeItSsromO4mX+6A/FaFv4zt7sBdV02C7/2lQo35it4yklqhcilqcGbVojlG2H65/TrVmHR7u4G5beRx/edcL+pr0JZ9GvFA0910eVuB5kYb9TzWXqngbVLjM3nSXcZP31fI/SrVZRfvE+zOXl0U7QHmtIj3/eEkfgBTRa2sGAdRjdv7scZP86nvNFntJNjQbD3yCKptAkOVIBPoCTW++qZnKNiZo9Oj5kluJh3CoAP50+a+0xowsenORj/AJaScH8hUMNj5wLEbVHv/SiTb9zaoX1p8uu5JD9sg27PsUQH1J/rSJHFcfLBZpk/7X/1qma1Eh+Ubfdh/kVcjsYbeHiTEvoBU1JcqJu+hk3ccUC7TboW74OMVULovKwc+of/AOtWr/ZkrSFtjMD/ALJ5qaHRbhfmeHaPU4A/nVqpGyuLW5hK2SdykfrSw+WzZ8jeB13dK2pNHuLjBURRr3ZpBiohpr2mcT27eo35/pVvkktUFuxRuJI5oyoiSE/Ss/8AslpGJWdTn1OBXQSQwyx/vLmKI/7IyahW1sIlJ+2sz9v3eR/OsYx+Q1oYU2kJbASTzSSn+5EM/rVU3kNvlYLOPd/02G5v6V0n2SJeYtQwPRhgU1rWKX/WJBOO/OCatxfQTaOa+3TMCwbyiP4YhiopJZjyzt9Wc11P9n6VKhDQT259YpAR/KoG0XT1BZbyVW7GZeB9eawlUlDdC3OVEjzScRhj9Cac0e0FbiMSRt1V2Brak0SW4YrFfwTnsitsNU5PC93ZsxaDcP7wYN/I0vaxHFSg9GcB4k+FugatvkSEWEr87oDgE+4rzPxH8HtW0vMlowvoeoC/eA+lfREel3D5Yw/KvVpFKgfjiq1zFEjELKW9Y0H8q0jiOTZ3PSoZhXou3NdHyM9u1tK0csJWRTggg8fmKZJ7pt9j3r6l1bw9pmvKyXVgsm4Y3Oo3D8q8+8QfBO33M+kzFWPJhlfiu+GLUlqfQ0c3pVLKorHjQKrgbQB2OORXtvwJ+Ol94A1COyvZmfTmbHzc7ePWvMNa8Haloc2LqzIX+8r7l/lWPGhXcCSPQ7uKdWnTxMOWR9HRxEN6bPvz4kfDfQvjx4VjvbMxpfqhaKaPGScdDXwx4s8D6h4P1qbTdTikiuIeD5nRhnqK9R+B/wAcr/4f6gtndu0mmyMFy54X3r6U+I/w90D47+FBe2xiN8EzDcIRnPHWvGpTqZfLln8DOyUfbLn2Pz6KqrfKDj34pyW5uGCA8t69K6Hxd4OvvBetTabqkTRzxHAfYSrL2INZPklRxG3qDjFfRqfPFSj1OXlcXZkN5os9rb/6rJ65XtXQeE5pRbmN2dz6eld98K/CekeKvBt1far4u0zRriJyiWVxHI00gHcYWqGn6D4f0CS8kHiKSaVvuIbKQKeexPH8q4qlbmvTlujtp0XfmRgapal4SIQfM7fLmsuC5KRhbuNocdHxj9K7KG+t8lywIzwcda5rxBHHfXDu82VX7qqvSsKUvss0kr6lL7ciNt5Ib7rMOtdh4J8Opq12tzPbsYYzuVW6GuJs7WbWL6LT4beZizYHyEY75r6A8L6UPDOmwWrfO6j5mfr0rWpF8vLHQ8THYr2ceVblmLVLmJdiLhF4CjjFFWbm7tN4yGU+y0VCpaao+Ocru7Z6B5WjXAPzXS/yqWDS9LhjZkup1/3kBH86qR2rQcLhlbkYGTT5JmljCCPH4EUvYqOlzxecuLpNjlLn7azj12Y/TNQvpdjPJuk1DknOSvH86pLJJHIxAxu6jHFWJJIVUYidievIxU8qiOMuli7D4YsvvjUY2Xr8wx/WqsuhxyS4/tCFj/dB6VBeX1lZxhpLyCBcAkvIoxz9apHxJpcKSTDUIZgBkmM7ulZyasbxpVJ6qJebQxlh9pgwO7HNTf2SlvDGwulRz/EjVyt98RNGt8uJ92ccghev1rNh+IV1rEy2mlWEN05zsw5mdjjP3Y1NcdSUUr30Omnga1V2UTvlklRQDcRyhuPmGaia3sGQO6QbycEAHJ/SsCx+Gfxl8TJ51hoE0MLn/WvYvGuPq2AK6bTf2RvjBqkatqXiG00aFjn5ssefYf41xPGYX/n4jaWVzhrKVijJYaTJ/rI4wfRc5/lVK4k8L2m4z30dse+6UD+dd4f+CfHiLUFWXUfiLvOMlY4WK/8AoVTWf/BNnS7xi9149mcr1EdooP4En+tL65hbXc38kEMHSbtKZ55baz4WbaI/EEbo5x5Xmq2fbrU11a6PcQzCxMz7k2lbgKVYZ9Mn8K7y6/4Jy6PDame08YXzTRnlWhXn3wDWdY/sW6ppcrjTfGkiSt/BPEQpxz6muNZ3l0W1zt+qf+R2/VKUFaNSx4r4q02XRbGS7soJXjjX54YY1yOeSOOa81tfiUY7+MSmb7IzgMZFCjbnk9OSOuPavqjWfg18S/Cq/wCleHY9etFB/wBJsZ1LFR6q2Pyrxb4qfDL+x9PXXbTSSIHuxa3dncW7pJC7IWBC+hAI46V34fGYGu7Rle/md1HEOzoVnddzqtJ0GXVGt44FV4pirL/tKSP6V9J2/g57LT7CwjRYoYYwM54UYHX34FeEfAVNRmjt5NVsdkNm2YZdhAK4wAQfQGvoLVfiRp7K1rBD5bNw8tcuJo+0euqPEnGFCTuzz/xZp89751jpV0bS3Q/vb9/mLH+6gPFY+k6Hb6NCPmW6m7zXA2H9OtdVrE1pcbClx5wzu8vGFB9QKy9Uh3bJGZCmOBnkVWHw9Kl0OL63VV1F6CJKkhG64Kj+4gyKjkkt1Zsxvz3bpTLa3jkQ4dgewzxVqGZoVKtH5g/2ulejG3RHK5uTvJjrGW2hYM0Gfo3FLcNp87btjxH2OaktYrabLAmM91qndQqkh2sx+lHP7xPOkXrLRYb6RVivY1z0WQ4qy3hW7s7hmgaOYD+64NYlrM9vMrY4z171fkjdpDIZMBumCQRWM/aN+69BN82o3VtPuY5QTF5a/wAXHH51ThxGzMvT34q5HeX1oc/a5PL/ALpORV631xWXbcQQz+mVwa155R03EZkaRlTIPvDstNkm85TtRto61eTUrFZHD2OP+ubYP8qmgsdOvCTFctb+qv0pc99xmXDb/aLfg8r/AHqtWN3d2smEumUHg/NxWvb6HbQsVXULchv7zkU2XwjeqS0KJco3O6Jgan2kdikiH+1J9PJNxDFdKf4in9Qaja8s93mjTIx3J3mn21hdKzxzWszL3UjiqVxHHHIf3TKB/CVIos9ylfoixHfaf5weS3mibv5R3D+Va2l6hpK+bmeSPeMYkj/rmudjhLNhOFPVc042fmfdYA/kamUVPdk3TNpfD6zq725W8B5BjYZ/Ksi40N4/vpJCQeRKlRostswyDC2eCpKk112haHr+pLvVm+y95Lr7q1yykqLu2VGLk7JHKNoTrGkgxHn+6a0tL8GXepsohiZU/imuF2oP8a7GW+0DRmRZlOp3KthvIGFX161m+J/Fi6yxi0tntbZB/qWcZ/Ss1iqtRfu9jpVOEFeT1LVvZ6N4RO+a5Oo3eOIYyAgPucGo9U+Ik+sRraO40+LGB5IwPoa4mS4nVj5gYH/Z6Gqu1yxPIYnPrVxouWtRk/WJNcq2NTUIZLeTLNG6nlXWsjdJAweOXZz/AAmtrSL5FxbyuDCe7/w/jUOrWrWcv3leFvusoyDT5+T3bHLzfykEeoRXAC3UbM3Z0FQXljJH88beYh6bT0+tO8+2WJFEUm7u2cCqTXX2WXcjsq+naq1ZPNYhkbbkMgPu3JFJHdG8aBABlZAMD0zU8k9tqEMmEbzVHOKl8P26M08pXBiTAPX5uhH5Vbn7OOqHGT5rmD4ns9fudaH2HUI4EztzJGCiD1FdXY6hBotrBa3Eq3k2MmRVwpbufasGbUG+0AKMlSenWrsemyTKJJ2WFO3mHmuanSjL3pI76mLco+zS0NHUGhvmDsocsc59PYVQECQzIyADawODipVFjChBEt0w/iB2qKlhvLXGFsUce5Jrr5UlocWi1TO5imk8QeG3RUQTxewNebag13DcOhdPdTEMdfpXa+E9YNneDZbJEr/KTnineN7WK3uPOFs7bzncrYH8q4oSVOpY2lBThzJ6nAmaSTG5bdj7pRHNYLlZ7BS56GPirJezyS8MmcZ4b/61QtFYTMC73EWOgzXp8vNqYNGWzRxzFY1fH937w/GlbTft8LZVAe24/wBK03W2BPl3KIPRlx+ZzVaTS5JMmKWNyehD4rCpRjUVmrGtOrUou8WYXk3+jlmjZo8dMnKn8K0rTXLe8VBfwrBKo/10YIH41Y+y6mo+aJZUX6NWLrS/bLdobZ2sLz/nqrZH5Y4rzfqdanK9Oeh71DGUa/u4jQ6v7N9qiHluJ0xkFWGfyqg++DcN+0Dr8pOK8A8TaF4h8O3Bn+0XkxzuWaOU/h09en419ZfsReA9T+ONn4iufE9w0+lacyWsD7cPu25bn26fjXrOpKnBOK5paK3qdcsop1Fz0Kl0cM1xMv8Ay03H/b6/hW7ofiS9tboDzZF4wuGq/wDtH2vg74J/FCTwyLm98o2MNyzt+8VC5OAccjhc1xOn+INF1lV/szW7Odh0XzwrfQg4rXklNNVI2Z5GIwGJw+6ujubnxtfecVvYIrmBuNjJz+dOhbw7qz/vY5tOkPU4ylYkVrfyLiW2klj/AOeiIXA/EZFC6e3mHZJ5jn+D0/AZppOEdzg9+PxI6VfAtxfKWsZ7e6i7FX5FULnwja6c+L+9ZG7x28e5vzJx+lTaFHfecsVmHSTPOBhfxrf1HxDdacRBqVtDfJjkuuG/CuR4ifNyoT1V2YEN3oFjxDpc14/966kJH5AYrL1TVplbdb20dsvoi11ln/Y3iJWW0LWUvdWGVrM1bwJqUbGRP9LXt9nIf+tbU7yd6jI5WclJqVxcH57iTHdVYD9MVUuZE7ggn+Iksa3zo7Wbf6THBEB94SN835VQuodOZ2BnmlA6iFNo/nXpwlG9uhEosxmKKoCk+/H/ANamt5YXuP8AgJrUV9M6C2mfH/PSTH9KGurSNxssUYejOSK61J7JGehlSAbVYISew4qFnPQll9uK2pNVGzAs7dVH+wTVL+1PMJxZQZ/3aG3fYTj5lOGHzTlj8voSM0kyDB4wo7HFaDagJFzJaxcdguKiN7CoObSL8jSlJroTsZ8ahlPG0DuDUw1QWq7REsn1GTVpZLeRS32dV+jY/pVc/ZvmxAzf7rf/AFqjmU9GgUraEDWljqCs8rGJ/wDd4qjNpcsMZEFyx9Cpwa2IfsSx7mikU/XP9KgSOGRtyysB2DdK5KlGL2Lv3MH7dqdsShuJHX+65JB/CorjWPu/aLKGRj3KYrpJkhuMLIu49nXtWHrOm2unwC4u9Utbe3OSDIJC35Kh/nXJJOmrMZHHeac6hpLQxY7xv/TFMnksrpgIpfLc93j/AK5rnW8XeE4+via2J/uxQTMf/QKpy/ELwXb4MmvXL+0enyEfmcVXsZvY6vqNeaTUGdtZaXYNCyXnlXoP/LMnr+GK4HxT8KdF1K4kktLK5syeQYyCAauW/wAXfCcDgx3V3cqPWwx/N6sTfGPwrcOu06hbN/eW2BH5BjTVOvB3R0QwuOpNOEWjyrWPhVf6ezPCpvuCdrNtb8q6n4P/ABl1P4Y61DY6jC0OmucMsgJ2/jXXp8SPC8igvrMKj+7dWsgb9BSXHiDwBry+Vc6nYuzDA+R0A/Er/WtpVJuNqkLnv4fMsdh3+9hzHtXjzwLo3xt8KJeWTot3sLQTxgbunQ18NeOPDur+EdWk0zVYmjliO0Med2DwQa+rfhreW3hOb/iTarHeae5/1Czq+Ppz/Sux+KXwt074weHWdbXydRiQtFJt53fXvXDhsS8LO0l7rPo6eNp4iN0rM+JfCerBbeeWbeY1wNucknPYV0Myx3UQkiRotxzwMUl54LuPClxJp99A0NxFw7Efe56in6emy1YRxsWHXdmvZnUjUfPA7481tymunli7uxA9Tya5fxBFb2d4P3ty0zdFRtorsVHmTDjb/KtePwbDeXsV9cJkRqCFxwaujUs9UY4msqNNtstfDLTP7Egjm8gpNMMkFixP4mu81C7IjIKYJPUjp+NYNs4t2XAwoPHt7Vts8t1AAEGO25utOd4u7Pg61adSfNIoG6inUCWTDLxwcUVCulXV1I/lwqQpwTnvRR7REcy7C33x30q1x9msbi4Pbe+wfoKw774/aqykWNja23p5jGQ/0rxc6u0mFEYRvrTBcPznoffmulUe59FHL8NDod/e/GbxTesQ2o/Zlb+GFMVzd74x1rUpHd9TupAvJ/enn8Kx5JnnhxuGR04qrHC0TMxOAevNaxoxWrN/Y0ofBGx1fhm60/UtWji17WW0rTiC8l0sD3Uo4OAIwRnnA68Zz2r61+Bnw+/Z38RWr2+o/ETVb2/ukKm3uFe2A4zx8nHT1r4tt4xIMBvpXQeD9RXQ/E2m3hxhJkD5AwVJwf0JrzcfhPrMOWM3H0/4Y3irK1kfrR8LP2RPgPa2wvdE0Wx8RIDn7Xc3H2vBxz3wPxFe76H4P8PeGIVh0qwstOgUf6u0gVFA7ZAAB/Gvxd1Xxr4p+Efji8n8KeINQ0Yzyedm1m2pIrcjKfdIH0r2H4ef8FGvH3h+VofFFtbeI7cf8t1IgmHvnlT+OK+ZllNWW8uf1buKblSXNBXZ+rlw1hNCUeVGx6n+lZf9l2XlEJKGB6AtXyD4I/4KBfDrXti6jNe6HdyAAm6tmaME/wC2uRivWND/AGhvB3iA7dP8QWV+Q2Nqzqhz9GIrza2Dp0n/AAmn6HlVsZUn/EpnqVzov2ldqsp9PmNZkvhl4VKmLLdmVz/Ks638b2lwwaK5hwRn5ZFIH45xVtvFkFyQUk8xvQMCP0rmdOSWqPL9pRtrGxDfaPetGqrEWAGNw4JqlBoFy00fm28g2HJJzj+fNbUetrNjdIEHaNSCf55/SqXiPxfa6TZ+ZcXawhckRhvm4rzZ4dSvCK3IXsfjIfEUIVQJU3Q7fmLoMD868V8deJNMVnhtY47u65LeZh0yepOe/HHpWZ48+Ll94laS3sppPsfQ4P3ua89tY7mRmwnU+nP4105bkUcL78m9dTz8TiVUfuobeXR3NvZRznZGML+lZ63w3f6lCO+RVy/intWYS2556NWaoffyvynrX2tNRSsjzfeLH2l+qKgH+7UseqyvF5UscTD/AGkqtG32dwSNy96u3FmbqHzYyu1eq1V1cq3UiW5ttwLQhfXy+K091jc2oZZWiHfcvH51iRy4ymB6Vdt5Fjj2NgKfWpm3vEV+xOmmtK2YZ45PTBwamfRriRT8mCvdeaz5IPs7b92UPpVuK+eFleKRvoprNysF11KjRyQyFJI2U9sg1YWZpLfYwyF/ixWs+tXENuGJV3PHzKDVG08RATHzLO3mbP8AdxUczkO62RQjJYc8+1LbxrHc8dK0p9SsppWMtl5PvE/P8qixpMm3MtxGfUjIrRNrcSTKF1G3nbgCufSmwh1l3KCDnvWv9hsZFyNSWM9vMGP606Pw7NJ80VxBOvbEmM1XMraodireSngfLux12iiGWUxlI5WGfc1Pd6LeRuC8DPH3Kc0xo4omHlxOD/tcZpK1uaw9UVotRu7WQ7LiRD7NWpHr195fz+XOP+mkeapLCrMGMZHv1FdVong2/vofP2/ZbTvPL8vH0NZVK0Y6s0ipPYwIZrO4fM1kYnP/AC0iP9K6TRfAV1rEf2mJ1htAeZLhdmB+JrRi1Dwz4ZcqsY1C9X7srr8gP0rE1zxTe60zefcF4P4UTgKOwAFcVSvVqK0NDX93Hfc2Zm8OeG8rGo1S9T+KQ/IrfTnNZeofEm7vAtvJGqWy/wAMI21ycuzbtDMo7tVKSNom3JKWNSsJzu9R3ZMsTNK0HodLeWf9qQme3lWQk7ir43D6VhM3k5BOxx1+UCnWN0bSZXVS5z93NbzW8OvAvBFFDOg5U10RhKlpuZcynr1MOO+kKFSVdfXHNNZVZTtlxnrkf/Xp7wyQyFfKG4HoKRoYmILxMvriqk+bUyk2UjGY2yrA1s6bdbojb3EglQ9N3as67t4+DGhx9agULHGP3bFhz1rOMboUdifVNMe1mwoGG5U5wKy7qJvLG5lPtmuijuI9VtWgZGEqLlXJrmLpDHMYywwDzWkE72BodZebG2IWXdI23pn8a3tUni06wj063CeYPnlfHJNVvD9svly3ZTEcYwue/bIrJ1K8jkuG6kk9aJe/LlGkAvFt3YwW6Bj1fGTVuHzbyMsuWx1Lnp9KoKpVRsK7T1qeGPdyJGznHHSulJJWL5uUuQzGFh8qs4NWbu9abAlhEOP+eQ6/WnWvh+eSMu6eTH18yQ4FXVstMtG/0q6kuj/dhGP1rOTV9CXJMq2l4kbBo5GVu24cfzr0C3h/4STw60RkElxGM4A5rg5tT0+OQC109Gx3mJZq3/C/iSW2uCuxI43OGRVxXNVg5K6WpvSktmcpqGjS2xYNbysy8HaKyWs+SXR1P+0DXZ+O9NuLPUPtFu7JHIM43YrlP7Q1GFflmZh6Hkfyrpo1OZW6ky912IIIod2Wjzj1GTTLpWPyiPap7A1cbWJZMC4tbeY/3mXFJDNYXhxJD9m9fLYmt2nuyNyhCy2rBnLDH8Ial1DWF1DbGllCqjqVT5j+NaK6TaNlorpG9BJxVWXRLpWLKYyn/TJsmoVpdSXFS3M9IYJY9s22Ne4fkflX07+yp8U/BHwr8A6lo2oTDSblLiW+fcuftAYjGwjqcDGPevmySzkj/wBZHs/2mFNlkSGJQWYjptTGPemm6E1Wo/Gj0cHjKmDnzR1XY8Y/aW+KFx8VvjJ4l8S3FnLaR3kipawTZDpbxgJGDjuRk/jXkUkyqxI4J6cDP59a+nPFXgix8VWrCWEwS/wyKP8APNeDeL/hrqXhuRmETSwZO2Uf1rtp1uZ/vHds+3wuaU8XFRnZMytJ8a+IvDrBtL1q+sg3VYblgp/AkivSPCv7RHxBjubexZLXxLJIcJb3NmWmbjPVNpGMZyewNL8Bf2adW+MDDVLi/wD+EY8HwtibWJrd53nYfeS2iQHzT/tZ2DnJJ+Q+7+LB4J+GPh1/Cnw60K80+3lX/iZa9qqMdQ1LviRyMpGCAQi7Rx0qcZi6WHjZayfQ2xHsYxbmjQ8EfG3Tmnhg8RaJ/ZVzKdjyabP5kUbY6HKg5+n516X4g8Gx69ZC90688+JhkAHJxXyhCxM0ZQOWVcJsAOR6Dvj3NfVfgHxcdO8I2UG35tgzsG7B9zXz/NNy57any8atG0lUjocPrNm+hWaxL8kzfePc1naTrl5pmWhuJQWP3ckg/hXV+NdSF5MC6nJ6fKK4OYPGTg/TivTp1PaLVHhTcYyfLsdb/wAJNY6kqjVLTyW6edF1+uKWbwXBq8Yl0y6juE6nafmH4VxkXmtIMDn1zW5orTpOPLke2C8s0fFdFuRXTJT5mUb7Qhp8hV42Eg45U1ltZy87YpCe/wAvAr0uXxtaXCLY3aFzjH2jaMisLW9DnEYnsbtri2bkeWeR9RVQxMrWkJxj0OQbTrtsBYHIPfFH9m3C9YJB7gVOy3K53zye6k4qus12mQsrH33GuqPNLZmEkpMa9jKo/wBTLn6U2O1lVx5kLbfdKT+0bpHz9obj3qRdWverXDD0z0/lRd7E6RI5mw20RhR7ioVRC3y7vcLV3+1rhfmLRyf7y0setTSZHkwj224zWfM4i0uUpoY9o2Fyw9ar/ZRH99d3turpYITMm9raHB6lX5qKaHT0zvgkVvVTmhVeg3boYJs5Y2DKu1fzFWP7PGp2rW8+HVhgqwyPy6VpwtZPxmRR/tDgVoR/YLdT5biV/TGKJOUkOLad0fMvxV+FN54bZ9S0yM/ZG++FQce9eMyfu23F2HONxP8AnFfoPYy6fqcUmm6lGGgmyACOnFeF+Ov2e/Dmn6xO0aXMcMh3KVkx1/CtsPX97kmfXYHNuRclfX0Pmv7YFHJB/wBrcT/WljvGYEFc+h/yK9im+BenNueC+u4cdAxVv6Csib4J3Pm/6NqMU4H8MibW/nXo3i0e1DMqEvtNHn0YebG1sD2AH/16bJDN08xsfn/Ou7uPhlrWnowWCKQf7MnJ/Suc1DSbuxZluYJIWH95TUJ9jthiaVRe67+ph4uI2BVthHePKn9CK9n+B/x01PwTqEWm6leyzaXK4UeZITtz9c98V5A21V3Z3f7vNZslyFJIbao5561M6UcRFxkjojyb2Pvnx54I0v4paIupWLRm727o5UI+bnofwr5h1DTtQ0C+uLO+RomRiuMcMBWn8AfjlP4buotG1SXdZN/qnY9Ca9r+Jvhu38aaOL3TpI01BVLLIqAhuPr6V8zPmwFXlm/dZl7X2b12PA9Ns0adZRtJHzbWGc109xIwiQkBVPZRXBeH9S1O18Stp+qSbJEJG3bt/KvWJtDuLi1idTlB6ng19BG0Updz57MKjnNa6GJHD5jcYP1rU06ye8uDHvURpyzt90CtfT9AgjhJlH7xh+A9TWDrd4/7yw08FYEG6WTb0HXJIPA+uPpSlWjU91HnypSSTaIdY8Xpb3Ags4fLgj4DFPvn1orjf7YiLMlraXOqBSQ1wrBIz7KSOaK0WHVtxqhJq6R5HHp73T/uY2Y+pGBWi3hm48ouzLHtGeuc17pbeB9HtZg2x2HPyMflPHerS+E9KlXZJZoRmoeO7FyzTsj5slUxRkAlhnr0qFmzjAPvzX0ncfC3w5qW/faGNnGMxttxV5fhf4ftbO3hGmQyrCP9Y4yx/Gn/AGhC2qBZpFr3kfOFm0Xl5YlSKkkn3oVhdSxHy/Wvf7z4S+GrtSBZGByd26JsEe1Z9n8F9CsZ5rgmeUfwxyPwP05qfr1JrsdSzaklsYPxC086p4d8MazbI07XNqIm28ncvBrkdP8ABWs3yl0g8hT/ABTPsr17/hGXt4o4oZQttECqKw4Rc5wB6571B5U9u+zb5npxmvJ+vzp3UFqctbOZP+GrHA2vwv1Tgm5tYyRglSWP59a2rP4QbsPJrEMUvrFEwP55/Wuxt4JdpDxyoexxxUyvNCcIwcf7X/665J5hiZaNo8mpmmKmrNmPpfw48Q2bkWHjDULY9milcD9GrqdJ0T4kaXsW1+J+qRx55UOzHH0JxTNN1iW1kwzNGG4611/heO51zUFjVN9qhzI7E9P/ANdeZVxGMlpFp/JfqjNY2tb3n+COv8A2niu6ZX1H4g+JL+2j5Ma+Winj1wT+tdDrepTTRvEJJngBwXmfLP8AWn3OtW2k2IsLVVXuWT+VYtw8l5HsVdvHFdmEpzbvXSv5JL8jnq4hye9yOPVoIQEjjCORjIq/p++5YHzOD74rn5LW4i+V4zj1xU1szRrwzB+wr1akVbQ5Ltm/qNjNCqkOx985rMa/njBQhWXvuGaRdYuANrksB61C0RuD5hfB9CKwp3jqxczRNDexscS26Ef3l4rRjl06GPLJICf7prJSFWQqCWPsKjxIuQzYHuaNHrcOZmj5OnSMTFMy57PT/wCyYZmXbdwseyscVmyW6JgiQZ9utM+z+Z8wPT2pdNC00dIPD87xMgWObjjy3yazF0u8tZisltIgz97GRUNn5lmzN5rqvsamk1K86pK5Hbms0mxSJFMse9CCFY5+YdKppiOQt8p59cGtO11m4CgSMrezrmibUoLiQedbKf8Aaj+U1WsXsETNkjWRi7EMnfB5FOWEHDIdoHc1pTHRmjGHmjY9cjIp8ekwyx7oLuNh/dY4q+bui35GV5OWy6s/+0KmWBlQuwVAOhLVpw6HqDybYoTKf+mXzCuktPAM/wBlFzqjrYxg9HPOPpXNUxUKZUYyepx1vNdrIoimmX02muu0PR9Svl8y98uG1Xndc8ZFSHXNG0FWj0y2WaYDAnuOefYVzmqeI7/UOZ5mYdlU4A/CueVapW2WhpzRjqdldeJNG8OxGHTbWO6ue8hHyiucvfHl3qQEF5IJIM4Cp8u2uUlkeR8kge4FM2KrBg3P0rVUYby3JlXbWhu6jp+2ETW7b4CevpWMrTQk7CQPzrU0DUljZrWYZhc9zU2taTPazBkwY35G00e0cNJGG+pmq8dwuH3Ke9MaJLRtzBiO3FN+zzK3IP50kKzLIFO5kPXdWvN2JIvOXcWBYfhV/TtS+zP5ob5/UjrVO4hkjbAX5T/s01dzKOQp6dKfPdWKU+XY6y4WHWrcSof3oXLKoxiudkhaFmJfaM8VZ0PUJLG5UkDY3DZ6YrS8R/Zm2vGi4cZGO1cEpyhPlRv7s1zHONEzt80vH1qMtLHwhz7k1L+5bJY/MOmKhcxHjfg+ldl1Y5nIda3E0dwgRvZqintW1LVBDGnzOcHjp6/pV7R/DOoa9qEdvZRvPOTjCjG33NfQfg/9nqTT9FluLtd97ImWYjHb61FnJ3ibQpTqaxR8/eIL2K1EGnQnZHGvVT3rA+y75FMUbl+zDmtrxR4fey8RXNs3RHILdaga4NrF5MR2qepHWqo8soc8XuQtNCax0fdHm6n8n/ZBGTVv7Zbab8lpEvmZz5j/ADGsj/XEEsc+rHJp0e6NiG5Ue2c13W01LVmWZry4uvmllL49W/pUTKjYDFsHrzxUkcf2j/VR7j/sHNaNrochj3XP+jL/AHm6/gKyvFEtdjLjiEbAo7D+VXbJ4lk3eY+7PXoBVlrXTLUlTPNct6KcCo31C1t/9Vpq/wC87ZpfEXDTc7dFXxF4fIVw80fAO3JrzbVLG6hkaNnCc9GOK7jwf4r8vUI7UW8MMMnynH0qPx7BBHeHzJEiDdxH/XNcsZOnVsjqklKF1uecSWzqwy8bf8CpXQ7fkdIz6jrWl9mg3Apewknpu4ps2k3rjcm2RPWMg16vN3Rz6IzYbYTH/XJ7+YcCrq2MsK7oriJMf3X5qvdW8sWBLG2fpioooyzgbdv1NZOPYh36Fk6hPEuJSkw/usM1BNeWs+MWohbuy8/pUzNbooVsBh6VSkjjaTK5/Oko3J1JwLrG+BhKo9KpSSbbiE3lhHfwxyrIbW8QtDJgg7WAIJHHTP1pyGU4wxU9thx+dTi6mgwXbcvfNaRps0hvzbM+kdN/a/uLXw2lpB4Ztbd4IwkcNq5SJQOAAoAwPavmrx14i1X4iate61qTQ2wkbaZDkIgz93/ab2x+NRyNHNIGhBRz1zkhvapL+T7Raq9y7h41+XaOFA7AY6fn9a8fG4apdVY6s9hZhVqWjVdzihdWtjuhskczScPeXAIeQew/hHtXo/w91y4tdPFq37t0bIDNu3CvB/FXxg0nRr6W3jhvp5lyGKqqAt7sT0/Cue034s+Kbm+iuNJsJo7VTlo7eB5mI75fAFKhg8Vze1lomdX1SpWjdbeqPrDXLyO6kD+bhs44FY7TFTklWA7nrVTwvrDeMNCiuzbXUE2PnjmhZCD+IqzJhQ0bLsbtuWvWj7ujPn6sPZysyNgkmSH5/wBmt6wZbXR3cE7iOSe9c2kphY8K31FbzXEf9kjMaA4/hp1IqKvcIaMwvtUkkxVQ0jHn0rb0W6v9ObcI2gRj8wkXAIrAtdTltJsxBSRwMirE2qXeqf62ZmA9+BWU5SkkkiPaa6HeyWuia9HuV/Ku8cqvc1ymrafFp0zK6zBe2O9ZcN0LNshi8nbFdLpWuR6tGLfUIRIrcBgMEUWlD3kx3TOXf+z1wQJ8n2FP82xkAB84D/dFbmueB5LePzrTFxC3P7vkr+tc2+nvGvMbiutTjLqZz0eiHyx2TcLcsuf7y/8A16j/ALMD8pcRY9CcGo1j8tcnAPq3b9KjbLclQ3+0O1N2QltqXobGQKVWVXbsAaoXVnPGxykh+n/66lhkktVPAJPTAqrNdT+cCrsh9QcVgveloTp0IVVkUg7gfcVG07qW2BgfrVxbyRf9Y3mH0YZFNkm8/wD5ZRqP9kYNdDm07ILFaK+m8xWLnK9D6Ve166fWNNXewZkHXnNFvHA3Cgxy9j1qfTl2zSRXEbOrdN3C1nKai+ZbmkHynDxypGSrkk9l2nFPWSCZSHk8hu2BSeJ7yw0vUTEumF1z8zicj9MGsyTxBpEO0SWF5GrdfLuMj8ymKr63pdxO1VOlzQksWbkyq69skY/nVOSzWSMo4jlDcYbBq5Y+IdAVXUrqJGOm9G/9lqrca94eydjahEM8qPKdj9BuBrSGO5vdUbGnW6Zy+teAdI1DJe3WF/70Xy1xmpfBkyMz2N2hH92bpXrsepaDeYjV9VBb/pzU/oHzVy1sNNmY7b29RR/E+mS8fXANdcMSo7no0a1anrBnzTq3w18RaU2RaNKich7c5r0z4TfFS6tNmi6rI8OBiMz/ACnPpzXsFn4ZtWkIGrOrYz+9sp0/mlXf+Fd6DqTEXj6bduvQmN1b/wBBrhxdajiIclRHqRxlWquWSPPPHngKTXpI9SsYc3cXzKyD747/AKE11PgyN7zR1SQFrmNdrR7WbaR3PFeiaN4es9Pt1hs2V40GCDuKr+YFTR6eulzGY3rNG/8ACAAP0rgw96ceRO6NYYWdS/O7I4nUtNFhYFppFkuJuCseRgZ/PP4Vy2peAo9as41Om3CWatuaO9uPIt2P94qo3Oc+rY9q9Wvbjyi8kSOCf+WkYXP5kVyOsT6fdNm5ubtXHdkDgfgG/pXZzKOqZnWpRprmUrnHp4X0uNfLmvrhmT5RHYQAxJ7AmittdQ0y1QQjVpgF/vW//wBeit1WqdDzbSetyglos5UBepA3dutWLXTZ7r7XPHAxhtoBPIx4CqXEY/Esw4qzGwjhEScZGCcZqWOCTa6nIWTBbafvY6A+3t615t3Y8JlO3hEm0jgkZxUyxyRxyDqR0FWI7fy5sYx8vFWFgG7OOaz16mOqKcbJLH83HGPepVtY5UIUc1PJZBgXX5X7jHWprePEJPUnpgdahtDv3M82aSL+8UL2yKYNNWGT7wcdu1bBh2KrBCdpyTVa/sJNSjVIpnhfeH3KOoByRRdEtoja1Ei7snHTGOKz7rQbS4bMqMo77TW2LM28nzcqTnkZI49av2ejyatJthXKpjzGI6ZOKzkk2StXocjo/ha5v9QNutuklup4lYdq9esbW00yxS3iijgUD5mUc1UMdvo9qLW3+Vl6/wCOajmf/R8BsnvXXGh1aLYlxcW6SEWo3H+JmqF2uXH3semKbEyhvnGfpV6e6tvJAVSGroty7GEtyot5OGUPIf61cgvpEzgK4/2hVPyRId6nBoQhZclh+dW25Ruyb2LP9qPvIa2iB9cVPHqcPWS3B9hSqkFwF3ED6VHLCsYIQZHrXD7TldhKRba601ow3lPEe+DUclvpkqiT7S0fsRVCfb5e3PPtVdV34UY49q6FqjfmujUbT7OQjy71GPYHiprfRZfvRzROPTNZL27cBgB+FKIZbddyNn8ajyMr6m1deGtRZg6wFgf7pzVOSzu4ZCskMiKvX5MiobbVryH/AFVxID6bqsp4i1COQ75G6j/WCp5ZJGu5SZm3HGQR6gipPLdlxzz3ArpbBdS1ogLaK4zjzGTaK3hpeiaVEG1OVZJ+vlW5zXPOuovlW4/Zu5xtj4du9Qj/ANFjeZj2UV09p4Hh0qNZdYuFt+M+WD8xqLVfiBJFGbfS4lsoQMAqPmP41iDVJdYjZbmQyTrzuc5rGftZL3tIlPkh6nSTeOrfR4Tb6HarAcYNzLy5+lYa+Jbu8mI1C5M6NwRIc/lXPzL+8cs/z/X+VRrGysN4JB75qYYemkS60pbnQarpuIxLEN0LcjHOKxdjLgnccdq1dHumXNozFkPQk9Kg1DT5bSZhuyvUE8VcZ+zfJYjfUz5VKrkrTNufujNSq0vIk/DApNssJ3DhfTFdHMjNsSGcxSb2H6V00dwdY0gKq5ki689a5uNmfPyZHvWlpOtNZ3W0Ku1/lbisqiTVy01YoSrhyH+Qjrg0ttMIm+8X9qta1MYbxiEUhhkcYzVSGXzAcooFZ3utCC+2uAr5axEnp93NU7hSxGSik+3NIdsQEkcWxv726q0iuzbsZHr1rK+triZo29ujlS0qqAeau61Iwt4zFIrxDHXtWFGpZjHnk8DitWa1uFhjtkjDv6E/e+lZyai7tlxb2RkSyA8lRjPUD9a1tB8Lzay0MoVYYXOBLIeG9dvrUd82neDrc3WqOkkpXcLcchcdfrxWx4HXU9ctW1W9xC90QIoc/dhz8vHr+FawbqOy2N4Ub6s+mPhL4X0fwzpsItljnnc8yEZY8dzXrjbJNMmyuTtIyvevJvAdolpDAnnqCqghc9a9WjuFh0uY5DHaT+leth4RhdPazPq8C0oyiux8D+NmNv4u1ZJAw/fk89QM1lyQ29xGrxkBu4IrT+Ic7ah441IAjd5pLdu9Y0bWdm2SS7f3c1xYeKhSSR8lUblN3Gf2LNNIDHGze4HFWm0mGx+a8nBJ/wCWcZyfxPapF8QXCxlIW2J6YrJm3XEpZhgnrjvXR75N0tGao19YUKWcCwAfxYzmqE19NOxMkrSE/wB45xUMcTKcA8f7XSrazlF2eWrE9scmqsuom+xT3btxxjPvxUkLFjhxgep4rUs9Da4Qyzk20Y5zmpDqOm6awS1g+0yDrJNzip5lsgXmM0q1maWNlt3O1s7l712nijQ31TQIrtgA4685NcTceILy5IG/y1HRY1xXY+BdUN1DcWc5Uqwypk5xmuatBxXtDso2s0eWXFmY26qPRsVE7OrbRIxx0YZH9a7LxDpM0d5JGht2GcKAcGudl0e5jXLxsyjrt6V6FKfPBNmDTuyvb6zeQrsV/MX/AKaDIqdtUtbjH2iBt/8AejOP0xVKRWEm1hg+nQ1JDb+Yww4H4c102VrisWPsdpef6q5KE/wyjj86S48O3cCbo4/NXsyEEU42Dsw8qPc3qagMN1bSbizKR/dJrC/YRRa1uFYK8Txbe7Ckk2Y678da2f7UmaPbMRIv+0KhZtPmBxHJHJ6ryK0jKUSkYrSuv3cYp0dxIzHcVI9DWj/ZsN02IroZ/uucVTutN+zsRI+B6rzXRzQkrMNSFtLiuCr2lrEl4erRxLu/76AzUqeHJFjEmpXToi8hYw0rD8F4/Mimx3Qt2zFJnPB+Uf1zXFfEbT7mZheC6nlj7b5XKj8Cf5V85jMunz+0jUsj0aOJcY8r1Onk8Tab4duHa1Mhc9VuJQyn1+WMNj8SK19J8Tad4qTbDL5V5jPkmNlyPUZHNfOt5eS7FDtxnkZ3D9anXxELR47yF3SeMYDIcEe1VTU4JJO4ezhVTPoaaBrWRhKp4OOma13jRtNUZQDH415L4T+O8MypZeID5Zx+7ugOPof8a9NjvhqFmsltcRXULDKvGcj6cV6EZvaRxOk6bM02u1iBjbnrmk+yhQRG5OevFWPM8hv3qhQRnDCrtpa2l4pdrhYB27g1TqW2Rx6mXHbsvcfXNbWl2/lwu5bOB61Qnt7ZJdouMj+8Bx/OtK0hhWxcpKWJHpUOfMjaG2o7SfEzadI6+YwQnBXrmrmoWcerJ9p02YgkfNGTyDXFXHmecdpwM/eqxY6jdWswaJtlO2mgue5blmv7Z/L2gsvXctR/2oytiW2jLeu3Brpra9tNYhAZlW9xwezVz2tWc9vKd8RUdivNCk72Y3qV2vLOTO6N4j6g5/Sq8cFlIxLTkDPRhioTby7d2xufWnKrlf8AVhT+tdHJbUy2Ldxp4wph2t6EEGs+aFrfJKsW9hQCASCn5mkaa4TpIyL/AHQc1EQuM+0NuHIU+mOTVmG+kmbDZYenSoheHb+9+f3IxTFYrIGRuPTbV8q6lb6I88+L2rpot3BKthdX0kg+7CxUD8drfyrzWHWvE+qS7tP8ISBOzzGVj+eUFfTOtNI1pC6wjI745rEXULpFKMVMZ6qTkfjzW9GUYR2uevQn7OPwp+p4l/Y/jyba32PTLHd/z2iRiP8Avrcalj8D+Mbp/wDSfEcFmO6W6YH/AI6Fr2IvGzcwxsf7yJnH49qvw+GzewvcqDawr96aZtsY+pP+FX9ZSeisdP1yeySXokeSw/CSe6jH2zxVeT56rEuQf++nx+lXLX4QaVJMIy+rXrtx+/u2UH6Kig/ka9Ha+0Dw8rs0h1mb+7a8RKfeRhz+Cn+tYF98SNVX5dPih0uMnGyEZbH++Tn8sVyyrVH8JEsRPqzU8H/C0eEZ/Ot4LHw8rD5psbp2Hszszj8COM54zW9J4h0XRVnkggfUjH/rby9nEUSH1JZhXiviv4hW+hRm71C5kvbt/u2qvlyffuBXkGu+LtY+IWqQQXNzILcv8lqo2xxr9O/HqaVPDVsRL2k3ZHoYenOd6k9kfYn/AAmlzrkcU9td2moW54DWU4dF9sjg1c13UmtdIgYAkk4x6V474Vv5dFtbWwt53it4wB5ceQmfXAr0PxlqHk+HrRo1eRzznHFeXOjNVOVMy+sSs7SKl34+ttClit5datEupvu2coYlvxxjp79qS51DTvELbXYWF3jh1ClD+OK8P+IdpNrVqLgIRNEM/MTz+FYvgP4k/wBk3EVjqh861PAZuSn4/WvZ+pvkvHdHTCn7aldPVHuutWOvwyRRte3jRqP3bWdzIike4U4oqSx1iSO2Rre8V4HG5TnNFeY8dKD5XHY4LuLszaht9vT+VaEUJVSF+bI5qJEZMcdauxMOm3aTW/MeORJDGSFmB3BeMDrUv2AopaM8e4q7GpIUkA7RjdilTzGJwMj6VlKXMzOSIXsnjjHmoybhkcdQe9QNCbc7Afl7etb9rp9xIgfbJNxhd3JAqy2kXM0YElocDr8uGrjqTjFWbX3kGBHGvlkHkN1yahTfHIIlCkDkkHmtmTQXhYEAruBwrZ9PpSNo7Qsswi3MUwdprH2qlqiN3ZFNLfzl2uuVP+RXRaLZppOlvI64mlz7fSjSbVCweVQqrztbqaj1TVo57jEanyl4FdlFe0al0Ljo9SvL8uZpgCG4PNRrqC52oq49xUVyrXDZXLKP4agGU6pj6ivX0SG5O+hpx3in5XgVlPVqWVrcYzACPUHpWb5h4G7A9O1TRTAIfM/SsjGT11LsNxadGiYL35oaLT2y6s6mqMciM/fHvUzKpU4NZyZPMT77EcGeQVKv2F/l+0MM/wB4cVjuhyCVHNTwwluRtqOWMncTdy61tbq3F3GVqSPSxKgKTR5+uMVSbT5Js8duABXRWfhWyuNMV7eaea/Kg7FX5d2eQefTNU46XbNqdN1NjPms7pcL8rD1U5psOnzTMMIzN0wozXR2nhWKyQPqd2sK4zsVvm+lWG8V2OiIYtLh804/1knNcbq292OpXIovUr6T4BurpTLOi2kA5Z5jj8q0IV8M+HZyDuv51/56crmuXvvFF/qzFLu6cp2XtWUypj/WnOfSo5akleUrLsU6ijojq/EPiq/kbEJW3tT0WIY4rlZLrezORlj19609OkNxbvHIcjoM1kzW7LNJtOADiiKhHRIyk29hjyMcEbSataTNm9j3Hljg8daghjRcmTk1LD+7uEZOgYVU5c0eVGSv1L2tLDHdArFt3DOfxqiZwy881qaxbtNbwyBunBrGkV0+XOfeuenommMkhuWhkDJu3A+ldBc/8TKwWVRl1HOelcx8+4DJP41u+HJMSSRTPhD/AA560qs+WN0VfQzW2u537hjoR0pJmKkbWZq0NatorWRhFuxnIHaslGd2wOv0ohU5lczJPPk4VRgd6WOUQsGwFYHuaE8zOCuDUUgZWyy59qtyVtRmzqk0dxDHI64fHB7VmxziJuMH61cuW+0WcYf92ewJAos/D19eQ+ZFCcZwGkBVf1x+lYppatlxi5aIs2+pIYdqxK591qFllmuF4jj3dFznP5VV1DUNF8L28k+s6vDB5Qy6o+0DsBu55J46d68/1j9oqzuNtr4bijtVA+aSZcO3v3pRo1Kjbgjsp4OpU962h6xNpdrpsBnv7pLKIDJyR5jfh2/WuH134tQWStZaFDsTo07c/jmvOZtUuvFCyXOo6hJcRKeIwTt/4CO1UrjymhRItgBz0bp6E1wqnKMveO6FBRjojovD5m8X+MNOt7udrgyP50ozkCMc/rjFe5LcSR3REEixxbv3a5/hHA+nFedfBnw2bfS5dakjxLfPiEsMHyF6fmRXpugW8TXheeSJCpxhuSRmvpqSjGFzOWmh734GF3Pa2kv7uRNgyw616nLN5ejynbg+Wc/lXAfC/UIVtxCXUox+TArtPEl2LXS7hWcLuRgM/Ss41PiTOyn7tN1E/I+KfFy+T4k1G4VfMMkpGcc9awo1WWQsdqD0xk10HiQH+17rJ3JvOMduawGQxsSOnqRTowtHU+dlLXQkaNWIZMHH4UnyyMM4Uj3qexhFywXyyF7knFbiR6Vp4yUEko7t0/KtpavQcYuWpmR+H7m4XePLih6+ZIcfkKtKun6XH+4b7ROP4m6Z9qg1K4N4Aqy5QdF9Kx0hkRyCNg7Gs5U+rZUlZli+1Ke+Y+a3A6KvAqCO17qTk/lViOOMkbpFB9c0n2h7eTCXYP8As4zUxWliS1DpjmPeZIwMd6vaJPNZ6jFIskagEKeevasiZp5F+e4wD6UtrGFkyJ2YDr8tTKDs1I0TcTrPHWgRl1ulbiTkkHiuHbzbZsx3BVQM9a9Qt1TWPC+D++eNdvTmvNdQt/JYr5eCDjmlhnzLk6nTOLSuRLrE8h2zRQ3K/wC0uDU8Wo6f/Gptz6LyKyyxXI2498VW8tmbp+Nejy9zl5mtkdLEpb5rW4il9Arc/lVG6+0K26dCp7DGc1kLCVb5m2ntt4rQj1u5hiEJfzUH8LLkGsnDlehorMqTSPJkbcD3FQqPLBy/+FaK6vZ3BxPbBD/eQ/0pJrVJl32211/unr+VbxaSJla5n7f3e7zCF7rUsOqbVMciq6fTmklSWPCMoT6ioNryN8oU/hitNGtCX7pLcaYlz+9t2XGMle9ZuoWL3WjzQBVldckK1aSTPYfwLzV61VJUkYIu5ge1cda6jZ6oqMmpJnyzr2s2+lXlxbX1jcWsgY4bblT+NY63wkjzHgxN0DdTXsvi+GzuLqWG6hSVAekibq89vvBFpu3WFwYQekLtkf8A1q4Kdala1rH0sY0akE3ucjNIitwxT2AzWr4b8bav4TuBJpd61smcmI/NGfqtVtQ02502TbcQ9P4l5H51R+VWyY9p+td6akropUYW2PdPD/x/sNQ2w+IrEWspODd2Yyjf7w7V6Jp/2HxBbi50i/hv7YjIWJslf94V8jqu5wAu0dsVcstavtFuPPsb2a3lXnfC20UuXU5a2DhPVH1XJG8IwYseorRtZMWLZG3ivNPhr8RvFPigpb3+iNqdoox/aCjygvHrg5r1pvD5ljVoLmM8ZMTNhvpim/NHkyw7pPTY5cqzMST8uajkYn5QSBWrNpj28xV42Rl7twDVd9q5xtJFTojz9UyCwt385QjHduBz0713CalZQ24s9Qy7MciQfw1zmiu7XBACZ9cUmtGU3RI5z+VS/I6IysibWdFFv+8juWeBuQQP/r1mG3t5FwLhXPYE9auaTq0lnmGQeZC3BUnpU2reH0ni+02B3o3OzHNTzNbjupmI1mUPyoGX1FNZVjU+YrA9uKrzR3Ns2G3J7Zpv2uZfvPu+tdEV1MHoNkZGzjcv4061BebYGdvapRPHOArx/jmnxL5cmVjGzPrVylZBF6m1NZT3VpCkFvJdH+6o4/GsyXRrC2mK6rdQQT9rezIll+hGcD8TVbxhr1zaWMcFvNLbRuMMsbFQfrjmuFtczMAqEOW+8GwPyH9SawTbi2z0acuZWOk1TxXDot15em6XHE69J74CWT6gYCj8Qf61ymseI9Q8QMpvLqS5ZM7fMYtt9huzj8Kl8RWJtpk8yTcSOccn+dYDbt2IvnU8478c806dpK5pGWlrFq6zDaxqF/eMM9cj8u1cD4y8a2/h1Wt4HE+oOMHb0i9zUPjbx42nlrTTZla9PEk8f3U9ge5ryaRZpZpJZsySOctIxJZvqa9fDYeKfNM9zB5e5y56gy4up766eWeQzyueWbqa9X+HngeWwshqVxHh5RmMHnj1rC+GvgGXXrlLy4jY2aNn7uQ3+Fe++XZ2kMYw+5AFULwAPSni8Ry+5BGmYYyNK1Kmjn9N8+OZPvoWb+7gfqK67x40jaZYKCwxGMsBzVazuv8ATI5Hgt5gD8qvk/1rb8dXE0um2sscIhOOiDgV5E5tTjoeEpdjyS4VpMqWUq3BVuTXlPjzwk+lzNdQL+4bn5e1eyzSvn96oYd+MVn3mnW+pW0kf3oscq1exSnKEzrw2IlQnzI8x8I/Ee58O2LWcreai4KbjnHqKKo+JPBMtjfH7Ku+B8lfUUV0ujQk+Zo9u+Gn70nqz7KZtyjHNPhuDwrcn0xVaBg0e4NuUngirKODgBgc9PWvlZJ3PinzLc0IZiFznA9K3NDaP7TEsgUBu9cyZPLXI5P0q7aXGFGAe3f3rCdpKxnz2dz6E8K2ui35gZQgdlCt9QeteuaH4Y0i6mdfssEjKqb2IBGTyBj6YP418gaF4iuNNmi2uRt49evtXu/gH4qQzRwROGQ7RvbuxUEZ/LA/CvjMwwdV+8ndfiephK9KUrTiexXHwZ0rVFbdDFsbkIqgYrB1D9nXw7p8Mlw1ox2gnG/5TkY/rXW6J44U3EdtDJHnyRK+TnGfuj8cMfYY9a5H43fFtdD0BrOCXF3MMDafWtcNRwUlaLmp9r6H01aOCVFy5dT5Z8dGKy1S4sbN/wBzA5U7f5VyKTjcfkZiOgzWhqG+53PuJdmLFvUnvWdHayKxJ59y1fb4en7Kkot6nwc5LmdlYtw3jRPlcLnt1p800smDhSPpVb7O7MOOfarCW8zrgYH41o523JuxNzNg+Wv0AqdbtFX54OfWm/Y7lRyyp75pk1ncyEYO76c1EWpdRc1x32i1Y4aP8AaVbi0+6I3XtxzUcejXc7BUjLMemK3NN8GzbQ984tE/2+p+lE7RWrL5b6sz4bWyAHztg/3ua1dP8Lz6h88CqE9WGKuPdaJo67LdPtUw6s3TNY+peJLy6BCyeWg6LHxXK5NjTUdDoILLStFObu4FzKv8EbYANSN4+8s/Z7W2jtYf7y9fr0rgpZml5ZcepFLGrNjLnr3rNwT3ZcaijsbWuSNJJ5pcybjnmsfz2zxn6dBWxfQY09X3DoOn1rH8sZ5Y06coxVkjGUriszMMkc1H87HAGfbpU6xjHAzQV2jI4xVOTIT7l/QbeW4uGQjA9Kbqlo1vdOAe+TUmg6g9vcMe2M0up3IurpyON3bNccpSVTyKvoZjHdtKn60q7f7/AM30qRbJVH3sGo/LVW46+tbxkrak3sbceZrAD72BjrWW9u3LEYGfWp7FSYGGWz2PaqrbhwSQc9zWN2mBN/ZpkXcH/I801YPssyMXPB696jtw7TbV8xj2IBP8q1rXw1qV3hktmwf4psIP15/Snq3ytFKLC7WS5jDq2Y8c7qzsFc5G33PFdTa+D5mylzfR2wUZZEOTTfM8PaRIQkMt5MpwWl6Zq1Qm9kX7NvcwYLe5upEW3hkm3dNq1t2vhlkjE1/cx2SZ9ctj+laOj+LodQvH0+S3S2hmUrCUOD5mCVXOO5AH4159rUl7eXkqXDyqysUaE8dOvH8vWtI4VyfvHRGhGOtzrH8TaBo19HDaWzX1wxwskuGG7t1GK5LxZ4w1rxMs0Edy9o0e7y4YThXI/hJPTJ449aqW9v8AZbV7xsI+fLgDNxkH73uP61jyq0ZPyhiOQwJ6k5JrvhhIQ1Zu0rWR4JrUeu61rD2erW0kYgl3NFI22KP/AHTzuNb+mabp9jKJorZN2cM55J/OvUdQ0uDXbMJcJtffhZV+8GPcmuE1DS5bC7MUq/vFyPqB3p1lUnDkj7qOipiqkoKmvdRpXGtxQwxrGPLRedq45/Ssaz0mTxdr1np0bMsl9MIWMZ2/IfvHH0zTJI/MYfNkqQSuK7L4P2Aj8cJcsuWtbV5EPbduCnH/AH1iuGnhZx3kR7abVj3m106HT9FkhEaiO3EdvEoboiDA/r9c1LoaWMl0BIJdpI/iwOT9KztOma4m8m4kjEDj+M455/xqWK2ntL6JAfK5yjKvXBrulGTspEu7PoTwPPDZ2Kn7O23su8HH6VlfETxVJrlqLW23W8sLHaMklvX9M1c+G9uHswt0UkZeSzkjOelVPHTw2ZZlZIZAThHIUn6dc1g6K5tGO7UbHheuWskTmbncTzuFU7CS3k+a5j+UdvWuv1SSPXrOUxjFyg+Y44NcPIreT5R++p55rZRa3PPqXi9ia+1SORtkAKIOOBWYY55ORyvc04QyZISM5+tSQxyhwjHbmtUlEwu2Q+cuQh3Z9RUyxiRfmJX0JOamuLERqGWUH/gP/wBeol3MpUkMe1LfcpStoRtY7gSrqPfOKga1uI2zlWH1zV+00u6vM+VGGP8Asnj8aurplvp6hryZmm7R54rNtdB2vqZtjY3eoMNsTAL/ABsMAVoNHa6d/rpzNJ/dU4AqC+1uSRfLSXZGONqjFUGeOdiNnPdutLlcviG7LY7rwn4oSPzLSKARq2cMWznj6VieIbh47qQPCkit2xVHSN0F5A+QFDDJro/F1ntVZkG5W+Yba82cnQq+6dftHKFkcS8lhM2Zo2tm9V5oOjxysGtLhZh/dLbTTbxnkYYQiqJWeFsqD9c4r14SbV2c3M+qEure4hkZJY2THTI61Ejs2Qoyvrir9trl1C22YLOh6+YMkfQ1pxyaRq0eN7Wsn93HH51pzOI73OdEQZs7lU05WW3+ZQ2/+8DxV680k27Exp5idmql5MucYwPQ9KcZcxLJ/wC0J2A3BZE9xzUMksEjdGib9KPJ8sfNwx6YNM2beQ2fqKrmSIu+o82dxyxUyL2K81s6LpV3cI5WM4UHPHSqWno/nLtnKAnkA16Xof2f/hHrhLe5BmJO5nAbP4GuDE4nlVlqdNGCnLU+YvGnlw6xKsk/lkMQfk/qa5W6urbbttwxPcup5/IV6xr3gTTtW1eeWaW8kkzgiJEQdf8AdqtH8K/DUYBubOaT/r4uGb9F21mqPtIqTVj1OblVonks2qYh+zTw28sJ/hkwf/r1xuu6QVDzWWwdzEW4+gJr6Uj+H/hONtsOh2koH8UkZb/0ImpodL0izkdbbR7GLHXFsmfwyK6KdPlaaY44iUWfKXhHwl4o8fag9po2nNN5ZxLNsPlxH0Zumfavo/wD+y6mktFd6752qXhIZjMwSGP2Az/Wu5stRutPs0i01/IhU7vJtkWNQfXAHJ+tSrq2szHdPfyIn+9ya7pzlPSOhrVxE6mz0Nm78G3sAWK0S3Fqn3ESRFA+gBpdM8PztM0MsGMdGSRev55rF/t+5jBUXlzJ/wBtCKsyXkrRhlEjsRyXlY/1rnVGpH7RwJR6GrqFhqWnTFZ7KS5gPQkbv1rLm02zvufs8ttJ6FTj88VVbUruNV3ysv8AuyN/jU9s01+rmKaVSn3tzEiq9m18TJlGLEGi3umN5iQeZCf4l5xVDUd8khbfk91HataxurlJDGl1NMc42HpXX6f4NGvrieL7NLj5XRetZTh2MJ009jyhofmyST7A4Namj6w9jIFAyCec812+vfBLXrCPzbVlu1Iztj5IrgZtLvNJutt3E0DrnIkUisVorHHyuEjpNW0WLVrE3MIXzMA7R161w15pr28hJUqwPTFbtrrElrcrIpbaBnB6elat9ZNrVqbiFNrY5XFRGpJPU0clI4hQQDkqD6VPaL5sgwc8+tSywtCxV4lBzznrVnSbMXuo20CR7kkcBlXrXVzpxsYxiua1zL8ZWU99HFFHHvGP4RzXK2Nq2nzhnDDb1Gw1+h3hH4JeD7nw/atdeH7WaZkG5pwzE8fWrv8Awzr8O5pMnwhp7Z6lUYf1rJU6rdovQ9qGFqJLlZ+a+rtFqFxJIFKooyZGkAVfcntXjXjj4lFmk03Qw0dv9yW6x80pB5Cjsvvnmv2d/wCGYfhZJZvDceDdNWKQYdfnXP1w1Ykv7DvwT1Ehj4NhjHQIk0oGM5xgt0r1sPhp05cy1frY9rDYGUZqbSb9bH4g2FnNqMhiijaWQnO2M55r0/4f/s7eLfGl5H5eianNb7hua3tJGGPTdjFfsvpvw2+EfwJ0w3MGj6H4cgAz5jxqsjduCfmJ+leb+Ov23vDWirJb+FNJm1qcfKLmYm3t8g9sjcw+gruqRqfakor72epUrezTU2or72fM2k/sx+L7HRYYbXwNqcMMagFnjEbH3IYg/pXnHiHR4tIvJLad/JnibbJABudD79h+denePP2k/iF8QGeC412TTbORjiw0lfIUr6FlBdvxavNH01FjJuljt1Lb8ySHcSe5ySTXjSpQpy91t+p8rWdG79m2/UzNPjsXuQohkbnl2bA/KtXxxcRRW9tFE6gbfunrUVrHpkd2jJO8z56LHtX88n+VUviEfOuovl+XbwGqOV1KkbmClocdeWV1Jz5eU65Xms2a3K52xszemMVfja4hY7JBj+7zippr1bhQk3yn1UV6PK4PRhpvc52SASN+9iXI9TRV+40lmfKRq6nvmitOYfM+5ds9P8S+HdNFzZm5ex34Mkiny29QucZrodN+IWmeYqXryWbnADSoQhPfmvoOL9r2803QbPSYdF0m5+zxqqvc2KMkXT7q9z75r5e+LniOHxJrt3dNjz7hjJJ5cQRCx9AOAK8N1Gnyy1PcxWFw6gnF6nqFvrVhNH+7vraQf7MgOavxXAZPkIYdivP8q+ZNKsYY2JPyKoySxPFdDN4gv9L00zx6lJbW6t5Qy5XJPYcelKpRTat1PM/s9yV4M+hI7yOJl3+xzg/4VqWPiD7LIv2dyirwSQQefSvmC28aS3E0CS3DoVO0SSzkAcdc/wCetep+CfC+t3sqXD3KtZsQwYTmQt9PSuarh3TVpo5J4RUtXLU+i/DvxXu9NW6uC2JZnyXIzn5dpA9BjH0xXL+IfFs+uXz3V5I0hA2ID0C9hWHcwPDhM7UHvmq8kRlXd5gUjpmsKWFpwlzpHE6k/hb0HvqMkqkD7tU2Zi+dzVKtvIx+V1p5tbheGUNn+7zXfzLqc+siv5rqwwWH0NWkvpMAcj371esdBubobtnlL6vxWhJbafpKq0uZ5fRTUua2DVaFO3024vArZMmffgVqfY7bTVVrm4we6qeazLjxG0nyLiBOgCDBrJnZpGJLsS397mp1Zd1HY6tfGcdipSxj2jpuYZNVr7UrnVrYPLMZCOeetc4EXb3z9av2Nw0cQGePU1jUjyrVi9o2tSBpN3C5zQpZFyTUhZcNg8/SoGYngH9KOa5n5k32j92c/wAqRrlXwOg+lQrJxywH1qRV3dQAv97tRJcquykbF1eRNYpH34qgygY4yKjnkDMgB24HfH9TUkayzssaqxBIH3Sf5VyqOrbdhWbegqsW4HFJNujUknHua3dL8E69qW37LpV1MD/EIjjOcAVq3Hwz1azt3uNRe306CPhmuZlXnuMk4J+hpuaWzNFSm9onIWe/zMkjGMcUskm2YlfmPbvVTVPH3w+8Pb0uteGoSrx5VoCxJ9OBj9a898QftNaTpavHo2gyBEBxLcnlv0NdEKFSo9EejRy3E1VorHrEUN3cBQlszk91HAq8nhm64ad4YFP99xxXzp4Z/aA8R+NNavFDLaWkEQKCBcYJPetuTXr/AFBy9xeTv67nOKueGlB2nozOrhXh5Wmz3KaTQ9NjKXGsIGHVY/8AHNYdx448MabvFvYzajIf4pBuH515FDMyyNk/N6nrUvnMsnX5D1BGaI0UtCbRiz0j/hcl/DLFFZWlrZ2+9QwZMnGefSu5utevb1d0N35yxkOIx0II/P8AWvBv3ckZJO0EEEqfau/8F6t9ot3t1lYzQsoZieWTHB/Ou2nGMdWjbl0unY6GS6lupnlaX5shmwPfpVhrpbpV89GmCnIdvvD6VO32aZgs8e0/34+B+I71ZbS4buFFti0hXk4O016SUHsjPV7mHNZR9YZmTad4yOQfUGtTXtLTXLGPX5ZQZIgsGorA3zk9FcDtxjJpl1Zm3h+VHj9DIMc0zQtU/si+fdH5tpNGYLlDyGjPU/XPP4YrGrTdrxRotNzltYuJLyRd0Y8uMbEQdFHUAfUcn3qhJDK0COIzHHnG7Nb3ibw8uj6h5aAzWsy+bazDOHi9SPUdMVSsbUXLbbnBsoBukK5H0H49PxrNO6FZt3KdvH9l08STrIVlbcikcsmcFsdhnpXN+MLVLm0F5HGzNbx7TtHzFc+ntXRapqEt5cSTb/mYhUVeyjgKB6AVlqrMsolLbGOw57g8H9DSlsVdbHjureIpYbcxWFo4Yjc00nUjPTHv0/GvUf2Z7OfUrzxBrOpyGSRPKs4UUYG3G5sDsSdp/CuV8UaTBa6s1uwSOGEiNeeSTyBXovwTtP7J8I3Mkki+dcaizNsP3VVAgGfUkZ/GuKjXlKTUkd/KvZ3SO8us3F2zLFkB/lXuMV03hfVVaZbS7dc9InbnaSemf0/GuSkkeGWU+YBnnIOcVueHdJl1F1maWNIwRhj8pbn0rrlrqcB6nfeMn8N2ptd22RVyAoB/M15brWtTapdEu6SO5LHDn9a7DUtNtvsotr52aEnMcy8CL+prhtZ0mfSbpojEpUrmOZfuyDtg1FGVpajj72wumTSRXyiNQQ33gGxnPGKu+KvD4sZhIBsZ1DFc8irXhuFNJ0+51u8RTBb4WEOMeZJjjHsDg/hXOWfiY6pfTi8lDPcN5hZ+gPoPSnOSqu0AlTutdynHcGN9hkAGamk8vP3t59RTNWt0tZmEicHkMgzUdjp637BY59o/vEU1FSR5fLrYmaVlUKSuD2zmtPRfC9zqZ86SMw2n95uC30p6WcWlqpRFuJRzubkU298aakcAqqQjjZjI/CvPrRquP7pjVluQ6pqEmkytbW3yqOCV4rBkmkmUlyzHPetC81G1viXaFklPcVRUw+YAN1dVNSjBc2rJuQSBcj5xn0xVqyWzhy07OSeymluLKJV3RLknsTUCQySNsMbZPTaM03LuJXZcaS03Ao0m3NdxZzJqvhnA+eSM7SOprjF0MQoJJpNg67c810/gnUrW1mmt4hlnHR+Qa4qyVuax007xdmcXfRzW0jbkbr0Jqm3nT8fKo9M11HiSZob1zLartLYG3isYWthcHKSNA57NyPzropycophJa6GRJbL/ABNk+1KyLGA23JHStSTRJIlLRusy+oqlLCWUq3yGtOdN2MdY6C2erXEOQrZX+6wyKn+2W15nz1eN/UfdrNK+Xxy9NbK8qvPoelaJLoUpdzQl01l+ZCZU7EVV8v5iGGMdc8GoI764t2+R2X27VO+qK+PtUef9petFgumL5oThUYn9K0tH1iWGRVjVly38+KghsbG8j3w3EgPpXR+D/CKalqAliLPHAcybvp/jXPW5ErMqMW37hia/mObezPCf9kday47xG+Qgvnje3JFdP44e2W68sQZIbBx2rlTp/mbTAWfd/CvUV100nGx2ax0ZN5KW5HlSM79eeBTo9He93TzZhjXqcYP4etXYYE0aEPLtmnbonUL9ao3V+biTLPIv+70FO1tB83ca2qGz3xW6rGvQk9T+OKjhj+0SbgS2fXtTv7Qk+6irKvfzFzWvYZu7aVmijUqM5Rcf1quZwIctdCgmmM7FQVCd6seY8eYlIZAOfWq0cz7goLZ9MVv6HoV1q1yQ8AEajLMGArSVRKPMzRGbZ6L52JS2Is5O/jNaDWl5ebY7GDZB03Y6/Wu303wfLq0qgR/u4yAuFzn8q9V8MfDidZI3Ngyr6OmwfrXI6kfibNIwlJ2SPKfB3w7upCJblPcbRyfwr2bw74JNtbpcOPn7Jjmu3s/CtnYsHkNvE2PmUtn9K27e407ZtjdnC/3BgU1PnOuODm1eTsYmj6LHGdzQshPU8Yp+tfDzQvFEDJd6fDK2Mb1TDfnWtNrOnwAn7OCw/iY5qt/wkF0+fKaONOwxxWj5ErGip0KelSVzwj4gfsuq8b3WgNJG+P8AUSEZ69q8F1Kw1zwvqMlpeySWzRsV8s85Ar7rj1D7dccS5kAyd3IP0rn/ABl8PdI8bWskd1bL5gB2yIcEGuCVNX3OGphqEtaSsfFt9HBqUZmiLGQLkjPWqeh3B03VraUx7gkqkqfrXWePPhvqfgHVHeJd9lnKvjjFcpqMP2gfaEZM8cZOM1MWou1zypR5Je8ffvw91gat4ftpAgiDIuFwa6ebbYo0ssohiQbnaRgqqPUnoPxr4kuP204fgn8N02eHL3X9SijKopdY4AQOrHlsfQV8RfFL9tr4n/GTVJDrupxwaOTmPRLDdDbRjqBkHLkcfeJ6dK+gowVWHNDofZ4JqrS93Vo/UP4oftofDX4fs9vHqTeJNSQlRa6ViQKw7M5IUfhmvln4gft+/EDxXI9n4Zgt/CVpJ8qtEvn3bc8ZkPA/ACvjbT/iJZTNi5tpLTjGQFdc+p4/pX0t+y38J4vihfvrQZW0q1fG4jALYIrKXtYmFadeLvsTabb6/wCJGGoa5eX2tanId0lxqMpkxn0zwPwrRvLPTbSMm5Mlzc44UHA+hJz+mK+n9S+Ftstn5Vvbq1up5yvDVyN58EoLqN5beKOA91Zsg/hWcpSSPHq88tWz5vuNQkVCII0tE7eTwT9axLhWaQuuNx68ZJ/P/Gvou6+BtwV+a0AX++2EH5k1zOqfByKzLA3CyH0tYzLj6nIH61XPGxjyvqeTaNbpJfQ+Y+Du7Litnxtov2meMJcqrBeFkODXe6N8LZIbqIiCRgzfK7SBf/Hef51wfxI8HXtt4quYMyyCPAGW/HivMlWTqWTFsrnDXOk3No5Ein27g1SfRftEZfzY0b+6TXa6bpd3CBE6mdT1SRS5/CrMnhdrjebVPJdv4CpH8xXbzSitNQTvsedjR2t+PtC8+mTRXUXeg3ltMUmWbPb5QBRS9pIZwfgPVF8U6fc3Q3RxRT+WjSfePy5/+tXY6L8Gdf8AiFqEkelW3mbF3FnPX2AoorxszrSws3Knuj0J61uTocZ8UPg7428Ds1rJptxBdB/u+Ud0ikdVXr+mPeuG0v4beLPFSldSuJrGzjfeGnHLPjHyr3wOvpRRXRhMwrSoqTs3fexpUr1MN7tN6Ht3wt+Fdtpt1FNdiKVYVOZp0DljtI4U8D9a9OlvDAqpCVWNeAEAXH4ACiirqSlOd5u54NScm7t7kBZ5sFpMn3NC2gnYfKzN6KetFFOWiMI7F2HRfLOZX8of3c5NWlu4NPUCFGd/7xNFFcjk+YplS71u6lcEyHA/hHSmTyNNCM5B9QeaKK6Ula5DKanqCMnsTVtSjR4Y/N24ooqbgldkbQs3CkDPTNXIbeV4VSKGR3zhgqMefwFFFRJ3RuoK9jT0XwHreuTiK10+eV2P8K8frVjSPh3f6x4hGjRSRLqIco8Dv8yMM5B+goory/rFSNRwT0senRwdKfxHYxfAW/06/wDJ1a8s9NQEgyTTx5xjqF3ZI/Cup8NfBXwdq32gHxcl59nOZfs5UADJ/wAKKK+VqZjiPbcrelzvjg6PMtC540+FGieGPCeo3PhewvvEGsqqPbxfY5JFfLDdhyu37u6vnbTv2q9d8Jx3lkfCehyyoSiG5iZJYGHByARnnjtRRXvZbUeMqypVldBiqUKMl7NWOgt/+CgXjvTbMpF4d8Mo+0YJinI/SXr7V8/fE74ua18X9dOreKp1vrgDbGscYjihX+6qjt+vvRRX1ChGKUUtEVUrzjBWOEfTIZlZo3ZPQbv5VyOvaHJHMNkjhG67AefrzRRXp0Ja2Hh8XVcrXG+G1ufDupLdwiVhjmNWwH47ivRYPiRaOqtcWV1A3AOFDD86KK3qQUtWerUowrR5prU6qxv4NQjWdGYxsOAwwauLcBuFIxRRXnSikz5mtTjCVkPjkEajIzg5rX8L6sdK1OO4DfK3yPkdQTx+VFFZN6HP0PYLeWO+hWTeolP3VzwR60SRvHJtkDREc4YECiivToPQwe5at7+aOMCMsyN1LjOfwPSopGt5Hy0Pz9S6nbiiiuqSuijZ0M2WtabJoVzI8UjFmsbhhuKMQcqD79vfFcV4inubW6lsCotfs7APCem8DBZj3Y0UV5NWKVTQ6nsc3dSB5kk3kFRk7V4pmtGO0s44JY285v3rsD93PQfWiiqfYyXcxdWs7VvIvZoHuXk48pByWAxlj2GMjHvXWeFY2/4R1BJEsOJpGWJPlWNcjCgUUV5K0rWN3f2Z0drMuqbUOyKdR8pxgH61u6Pqg0PP2hmEvZSM/lRRXobaHKmLfeKLjVLvbuCRjhVAyT7Vf0GW71a+js38y6tmONs2CqoOWx6dOtFFOfuwujop6SMzx14utZJl0+zhibTLHMKq3O5+5rhY9ajMn7q2gikz95k4/nRRU0YpK4VZPc6a21A+ILXD7fOj+U7RgU7T2S1hkCqolU4+aiinN8uxw1Vyq6Kc2pSMzbmx7LVeS5SRQHBP40UVK2OIQLFwfKyPrSMIY2DGLZ70UUpbDRoWUQuhuU4iH8RFTXerR2K7bYDPdu9FFYLWZotjFm1KS4k3OxINamhagttfRy9uARRRXZUinBouLubvjKF7uJbiL7pGcV5/NvjJ3ck9qKKwwqtGxpLYdZ6hJayDy3IHdT0rUW+g1HAuAI5OgKiiitZxV7mMXcjuNPa3UvHiRP8AZ61mNM+4/LyPQUUVmhh+8bkpt9zUNxD5YyD160UVpEQ23ma1OYyQevrXY+FfGEumTcjKScOAMZoorOcVJ6lQk4y0I/ETxahfFo4cmQ54Pc1Qkmt9FZo4juuGH7x1P3T6ZooranFN3O2OurKm23uFJKyiZv4icA1HFCVYoqFmPQZyfyHNFFRUqOLsjblRpW3h+7uFWRLJyvffhF/NsVpWthaWKyJdXdpbKwxt3lz+S5/nRRXLdyepm/dehPptvokMu6SS6vPTyUCJ+ZOf0r0rwrrulWsHlWGkQRzMfm+1nzN36DFFFZygprU1UmjsP+EsvrG3VYk+yei26Kg/PFall4su7iPdLO847rKxb+RFFFFOnGWjHKtOOiNzS9VgmyUEgZuDjoPzq5thZgnmOkg5LEcfzoorp5FF2QRnKp8TBbLcu5ZYpD7NmlvUnaxkUJ0GAU570UVQqkVFWRBY3p0+ONJTmXHzIEOR+Na8cUk3zwuCr8FScGiis6kU4jp01zI4L45fEb4ffCPwW9z49v44UmBSG1jAe5mb0VM/r0r5B0/xVofjTzb/AEEPHpk58yK3dwXjXoN3ofaiitfq8I0edbno4zD01Q5ranPfEKwjl8PXf+jLOAhG1sc/pXx9ef2V/aMwnsWsxuyyodyHHoOMUUVtlUnKUkzDJW05I774Q/COf40eLIdB8NadcTXDYaaYqRHDGepY+uM8V+yX7PnwM0v4L/D608OWkcbeUA0s2wAs5HJ70UV71GmpVPePeilUl7x3l9otjIuwgAgYG0YrnZNFghlPk20YIz87Lk0UVOKhG+x5+JhHsYV94VOpMSSx2/wsgI/LOK5bUPBW4suwDPrx+gGKKK8upFLY8mpBJGj4V+G8cl1E0kTsiknbgY6HvivO/it8L7Y+M70i0yrhW3Z6celFFcVTC0p/vGtTrnSgsLfzMS2+FUUMJ8nyi56AttNYmqfDZrVvniVGPZif8aKK1cVBJI8xpRSsVP8AhEYlAEwjkYeqZx+tFFFYXZJ//9k="}}},{"metadata":{},"cell_type":"markdown","source":"# 🧰 Setups, Installations and Imports"},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"%%capture\n!pip install wandb --upgrade","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Since TensorFlow >2.3 is not available with TPU based session, we will be using this repo to use the efficientnet model as backbone."},{"metadata":{"trusted":true},"cell_type":"code","source":"%%capture\n!pip install git+https://github.com/qubvel/efficientnet.git","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import tensorflow as tf\nprint(tf.__version__)\nfrom tensorflow.keras.layers import *\nfrom tensorflow.keras.models import *\n\nimport tensorflow_probability as tfp\ntfd = tfp.distributions\n\nimport efficientnet.keras as efn \n\nimport os\nimport json\nimport numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\n\n%matplotlib inline\n\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.model_selection import KFold\nfrom functools import partial","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Set the random seeds\nos.environ['TF_CUDNN_DETERMINISTIC'] = '1' \nnp.random.seed(hash(\"improves reproducibility\") % 2**32 - 1)\ntf.random.set_seed(hash(\"by removing stochasticity\") % 2**32 - 1)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We will use [Weights and Biases](https://wandb.ai/site) for experiment tracking."},{"metadata":{"trusted":true},"cell_type":"code","source":"import wandb\nfrom wandb.keras import WandbCallback\nfrom kaggle_secrets import UserSecretsClient\n\nuser_secrets = UserSecretsClient()\nwandb_api = user_secrets.get_secret(\"wandb_api\")\n\nwandb.login(key=wandb_api)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## ⚡ Setup TPU and Distribution Strategy"},{"metadata":{"trusted":true},"cell_type":"code","source":"try:\n    tpu = tf.distribute.cluster_resolver.TPUClusterResolver()\n    print('Device:', tpu.master())\n    tf.config.experimental_connect_to_cluster(tpu)\n    tf.tpu.experimental.initialize_tpu_system(tpu)\n    strategy = tf.distribute.experimental.TPUStrategy(tpu)\nexcept:\n    strategy = tf.distribute.get_strategy()\nprint('Number of replicas:', strategy.num_replicas_in_sync)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 📀 Set Hyperparameters \n\nFor a more through EDA check out this [excellent Kernel](https://www.kaggle.com/ihelon/cassava-leaf-disease-exploratory-data-analysis). **Note: There is class imbalance.**"},{"metadata":{"trusted":true},"cell_type":"code","source":"from kaggle_datasets import KaggleDatasets\n\nGCS_PATH = KaggleDatasets().get_gcs_path()\nIMAGE_SIZE = 380\nBATCH_SIZE = 128*strategy.num_replicas_in_sync\n\nAUTOTUNE = tf.data.experimental.AUTOTUNE\nCLASS_NUMS = 5\n\nWORK_DIR = '../input/cassava-leaf-disease-classification'\nos.listdir(WORK_DIR)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 🐋 Utilities"},{"metadata":{"trusted":true},"cell_type":"code","source":"# Decode image from TFRecord file.\ndef decode_image(image):\n    image = tf.image.decode_jpeg(image, channels=3)\n    image = tf.cast(image, tf.float32) / 255.0\n#     image = tf.image.resize(image, [IMAGE_SIZE, IMAGE_SIZE])\n    return image\n\ndef decode_valid_image(image, label):\n    image = tf.image.resize(image, [IMAGE_SIZE, IMAGE_SIZE])\n    return image, label\n\n# Read the TFRecord file.\ndef read_tfrecord(example, labeled):\n    tfrecord_format = {\n        \"image\": tf.io.FixedLenFeature([], tf.string),\n        \"target\": tf.io.FixedLenFeature([], tf.int64)\n    } if labeled else {\n        \"image\": tf.io.FixedLenFeature([], tf.string),\n        \"image_name\": tf.io.FixedLenFeature([], tf.string)\n    }\n    example = tf.io.parse_single_example(example, tfrecord_format)\n    image = decode_image(example['image'])\n    if labeled:\n        label = tf.cast(example['target'], tf.int32)\n        label = tf.one_hot(label, depth=CLASS_NUMS)\n        return image, label\n    idnum = example['image_name']\n    return image, idnum\n\n# Return tf.data dataset\ndef load_dataset(filenames, labeled=True, ordered=False):\n    ignore_order = tf.data.Options()\n    ignore_order.experimental_deterministic = False\n    if not ordered:\n        ignore_order.experimental_deterministic = False # disable order, increase speed\n    dataset = tf.data.TFRecordDataset(filenames, num_parallel_reads=AUTOTUNE) # automatically interleaves reads from multiple files\n    dataset = dataset.with_options(ignore_order) # uses data as soon as it streams in, rather than in its original order\n    dataset = dataset.map(partial(read_tfrecord, labeled=labeled), num_parallel_calls=AUTOTUNE)\n    return dataset","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 💪 Augmentation Policies"},{"metadata":{"trusted":true},"cell_type":"code","source":"@tf.function\ndef gaussian_blur(image, kernel_size=23, padding='SAME'):\n\tsigma = tf.random.uniform((1,))* 1.9 + 0.1\n\n\tradius = tf.cast(kernel_size / 2, tf.int32)\n\tkernel_size = radius * 2 + 1\n\tx = tf.cast(tf.range(-radius, radius + 1), tf.float32)\n\tblur_filter = tf.exp(\n\t\t-tf.pow(x, 2.0) / (2.0 * tf.pow(tf.cast(sigma, tf.float32), 2.0)))\n\tblur_filter /= tf.reduce_sum(blur_filter)\n\t# One vertical and one horizontal filter.\n\tblur_v = tf.reshape(blur_filter, [kernel_size, 1, 1, 1])\n\tblur_h = tf.reshape(blur_filter, [1, kernel_size, 1, 1])\n\tnum_channels = tf.shape(image)[-1]\n\tblur_h = tf.tile(blur_h, [1, 1, num_channels, 1])\n\tblur_v = tf.tile(blur_v, [1, 1, num_channels, 1])\n\texpand_batch_dim = image.shape.ndims == 3\n\tif expand_batch_dim:\n\t\timage = tf.expand_dims(image, axis=0)\n\tblurred = tf.nn.depthwise_conv2d(\n\t\timage, blur_h, strides=[1, 1, 1, 1], padding=padding)\n\tblurred = tf.nn.depthwise_conv2d(\n\t\tblurred, blur_v, strides=[1, 1, 1, 1], padding=padding)\n\tif expand_batch_dim:\n\t\tblurred = tf.squeeze(blurred, axis=0)\n\treturn blurred\n\n@tf.function\ndef color_jitter(x, s=0.5):\n\tx = tf.image.random_brightness(x, max_delta=0.8*s)\n\tx = tf.image.random_contrast(x, lower=1-0.8*s, upper=1+0.8*s)\n\tx = tf.image.random_saturation(x, lower=1-0.8*s, upper=1+0.8*s)\n\tx = tf.image.random_hue(x, max_delta=0.2*s)\n\tx = tf.clip_by_value(x, 0, 1)\n\treturn x\n\n@tf.function\ndef random_crop(image):\n  cropped_image = tf.image.random_crop(\n      image, size=[IMAGE_SIZE, IMAGE_SIZE, 3])\n\n  return cropped_image\n\n@tf.function\ndef random_apply(func, x, p):\n\treturn tf.cond(\n\t\ttf.less(tf.random.uniform([], minval=0, maxval=1, dtype=tf.float32),\n\t\t\t\ttf.cast(p, tf.float32)),\n\t\tlambda: func(x),\n\t\tlambda: x)\n\n@tf.function\ndef custom_augment(image, label):\n    # Random Crop\n    image = random_crop(image)\n    \n    # Random flip\n    image = random_apply(tf.image.flip_left_right, image, p=0.5)\n    image = random_apply(tf.image.flip_up_down, image, p=0.5)\n    \n    # Randomly apply gausian blur\n    image = random_apply(gaussian_blur, image, p=0.5)\n    \n    # Randomly apply transformation (color distortions) with probability p.\n    image = random_apply(color_jitter, image, p=0.5)\n    \n    return image, label","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 🎶 Mixup"},{"metadata":{"trusted":true},"cell_type":"code","source":"def mixup(a, b):\n  alpha = [0.2]\n\n  (image1, label1), (image2, label2) = a, b\n\n  dist = tfd.Beta(alpha, alpha)\n  l = dist.sample(1)[0][0]\n  \n  img = l*image1+(1-l)*image2\n  lab = l*label1+(1-l)*label2\n\n  return img, lab","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# ⛄ Prepare Dataloader\n"},{"metadata":{"trusted":true},"cell_type":"code","source":"def get_dataloader(training_filenames, valid_filenames):\n    trainloader1 = load_dataset(training_filenames).shuffle(1024).map(custom_augment, num_parallel_calls=AUTOTUNE)\n    trainloader2 = load_dataset(training_filenames).shuffle(1024).map(custom_augment, num_parallel_calls=AUTOTUNE)\n\n    validloader = load_dataset(valid_filenames)\n\n    trainloader = tf.data.Dataset.zip((trainloader1, trainloader2))\n\n    trainloader = (\n        trainloader\n        .map(mixup, num_parallel_calls=AUTOTUNE)\n        .batch(BATCH_SIZE)\n        .prefetch(AUTOTUNE)\n    )\n\n    validloader = (\n        validloader\n        .map(decode_valid_image, num_parallel_calls=AUTOTUNE)\n        .batch(BATCH_SIZE)\n        .prefetch(AUTOTUNE)\n    )\n    \n    return trainloader, validloader","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def show_batch(image_batch, label_batch):\n  plt.figure(figsize=(20,20))\n  for n in range(25):\n      ax = plt.subplot(5,5,n+1)\n      plt.imshow(image_batch[n])\n      plt.axis('off')\n\nTRAINING_TFRECORDS = np.array(tf.io.gfile.glob(GCS_PATH + '/train_tfrecords/ld_train*.tfrec'))     \ntrainloader, validloader = get_dataloader(TRAINING_TFRECORDS[0], TRAINING_TFRECORDS[1])\n    \n\nimage_batch, label_batch = next(iter(trainloader))\nshow_batch(image_batch, label_batch)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 🐤 Model"},{"metadata":{"trusted":true},"cell_type":"code","source":"def get_model():\n  efn_model = efn.EfficientNetB4(weights='noisy-student')\n  base_model = Model(inputs=efn_model.input, outputs=efn_model.layers[-3].output)\n  base_model.trainabe = True\n\n  inputs = Input((IMAGE_SIZE, IMAGE_SIZE, 3))\n  x = base_model(inputs, training=True)\n  x = Dropout(0.5)(x)\n  outputs = Dense(CLASS_NUMS, activation='softmax')(x)\n\n  return Model(inputs, outputs)\n\ntf.keras.backend.clear_session()\nmodel = get_model()\nmodel.summary()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 📲 Callbacks\n\nWe will be using the following callbacks:\n\n* Early Stopping - Terminate model training when the `val_loss` degrades for over `patience` epochs\n* WandbCallback - To monitor model performance and system metrics."},{"metadata":{"trusted":true},"cell_type":"code","source":"earlystoper = tf.keras.callbacks.EarlyStopping(\n    monitor='val_loss', patience=5, verbose=0, mode='auto',\n    restore_best_weights=True\n)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 👀 Learning Rate Scheduling"},{"metadata":{"trusted":true,"collapsed":true},"cell_type":"code","source":"# lr = 0.0003*strategy.num_replicas_in_sync\n# SCHEDULE_BOUNDARIES = [50, 200, 300]\n\n# lr_schedule = tf.keras.optimizers.schedules.PiecewiseConstantDecay(boundaries=SCHEDULE_BOUNDARIES,\n#                                                                   values=[lr, lr*0.1, lr*0.001, lr*0.0001])\n\n# total_num_steps = 16*EPOCHS\n# rang = np.arange(total_num_steps)\n# y = [lr_schedule(x).numpy() for x in rang]\n# plt.plot(rang, y)\n# print('Learning rate per epoch:')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"EPOCHS = 25\n\nstart_lr = 0.0001\nmin_lr = 0.0001\nmax_lr = 0.0005 * strategy.num_replicas_in_sync\nrampup_epochs = 5\nsustain_epochs = 5\nexp_decay = .9\n\ndef lrfn(epoch):\n  if epoch < rampup_epochs:\n    return (max_lr - start_lr)/rampup_epochs * epoch + start_lr\n  elif epoch < rampup_epochs + sustain_epochs:\n    return max_lr\n  else:\n    return (max_lr - min_lr) * exp_decay**(epoch-rampup_epochs-sustain_epochs) + min_lr\n    \nlr_callback = tf.keras.callbacks.LearningRateScheduler(lambda epoch: lrfn(epoch), verbose=True)\n\nrang = np.arange(EPOCHS)\ny = [lrfn(x) for x in rang]\nplt.plot(rang, y)\nprint('Learning rate per epoch:')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# 🚋 Train with W&B"},{"metadata":{"trusted":true},"cell_type":"code","source":"EPOCHS = 25\n\n# Stratified K-Fold Strategy\nskf = KFold(n_splits=5, shuffle=True, random_state=42)\n# Get training TFRecords\nTRAINING_TFRECORDS = np.array(tf.io.gfile.glob(GCS_PATH + '/train_tfrecords/ld_train*.tfrec'))\n\nACCUMULATED_VAL_ACC = []\n\n# Train for each fold and save model\nfor fold, (train_index, test_index) in enumerate(skf.split(TRAINING_TFRECORDS)):\n    # reinitialize TPU\n    if tpu:\n        tf.tpu.experimental.initialize_tpu_system(tpu)\n        \n    print(f\"FOLD NUMBER:{fold} , TRAIN IDX: {train_index}, TEST IDX: {test_index}\")\n    \n    # Get train-validation split for this fold\n    TRAINING_FILENAMES, VALID_FILENAMES = TRAINING_TFRECORDS[train_index.tolist()], TRAINING_TFRECORDS[test_index.tolist()]\n    # Get train and validation dataloader\n    trainloader, validloader = get_dataloader(TRAINING_FILENAMES, VALID_FILENAMES)\n    \n    # Initialize model\n    tf.keras.backend.clear_session()\n    with strategy.scope():\n        model = get_model()\n        \n#         optimizer = tf.keras.optimizers.SGD(learning_rate=lr_schedule, momentum=0.9)\n        model.compile('adam', 'categorical_crossentropy', metrics=['acc'])\n    \n    # Initialize W&B run for experiment tracking\n    wandb.init(entity='ayush-thakur', project='cassava', job_type='train', name=f'fold_{fold}')\n\n    # Train model \n    _ = model.fit(trainloader,\n              epochs=EPOCHS,\n              validation_data=validloader,\n              callbacks=[earlystoper,\n                         lr_callback,\n                         WandbCallback()])\n    \n    # Save best instance of the model.\n    model.save(f'model_efficientnet_fold_{fold}.h5')\n    \n    # Evaluate model on hold out validation set for this fold.\n    loss, val_acc = model.evaluate(validloader)\n    ACCUMULATED_VAL_ACC.append(val_acc)\n    wandb.log({'val acc for fold': val_acc})\n    \n    del model\n    del trainloader\n    del validloader\n    \n    # Close run for that fold\n    wandb.join()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Click on the project link above to go to the Weights and Biases dashboard.**\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABj0AAAIyCAYAAACQHghWAAAgAElEQVR4nOzd6VNT+bov8PtXnRen6r4+Vbd23X3q7D5992m3u6XbqUWxRUBaUGnBFtw4oI0KjQoCIqMMIQkkQJhEERwaBAEhE2GGAAmTSfzeF2slJCFZIRIkwPdT9VS3YZGspZD15Hl+w/9aW1sDg8FgMBgMBoPBYDAYDAaDwWAwGAzGbo//tdMnwGAwGAwGg8FgMBgMBoPBYDAYDAaDEYpg04PBYDAYDAaDwWAwGAwGg8FgMBgMxp4INj0YDAaDwWAwGAwGg8FgMBgMBoPBYOyJ2ND0WFlZwfj4OLRaLYaGhhgMBoPBYOzT0Gq1GB8fx8rKypaSDeYWDAaDwWAwhoaYWzAYDAaDwQht+MstNjQ9xsfHMTc3B4fDASIiItq/HA4H5ubmMD4+vqXCBHMLIiIiAphbEBERUWj5yy02ND20Wi0TByIiIgIgJBBarXZLhQnmFkREROTE3IKIiIhCyVdusaHpMTQ0tNPnSURERGFkaGhoS4UJ5hZERETkjrkFERERhZJ3bsGmBxEREUliYYKIiIhCibkFERERhRKbHkRERBQUFiaIiIgolJhbEBERUSix6UFERERBYWGCiIiIQom5BREREYUSmx5EREQUFBYmiIiIKJSYWxAREVEoselBREREQWFhgoiIiEKJuQURERGFEpseREREFBQWJoiIiCiUmFsQERFRKLHpQUREREFhYYKIiIhCibkFERERhRKbHkRERBQUFiaIiIgolJhbEBERUSix6UFERERBYWGCiIiIQom5BREREYUSmx5EREQUFBYmiIiIKJSYWxAREVEoselBREREQWFhgoiIiEKJuQURERGFEpseREREFBQWJoiIiCiUmFsQERFRKLHpQUREREFhYYKIiIhCibkFERERhRKbHkRERBQUFiaIiIgolJhbEBERUSix6UFERERBYWGCiIiIQom5BREREYUSmx5EREQUFBYmiIiIKJSYWxAREVEoselBREREQWFhgoiIiEKJuQURERGFEpseREREFBQWJoiIiCiUmFsQERFRKLHpQUREREFhYYKIiIhCibkFERERhRKbHkRERBQUFiaIiIgolJhbEBERUSix6UFERERBYWGCiIiIQom5BREREYUSmx5EREQUFBYmiIiIKJSYWxAREVEoselBREREQWFhgoiIiEKJuQURERGFEpseRGFu4Pdv8W//HovanT4RPzZ7fuF+HUS0eSxMENF2Ys5AtP8wtyCir24wE//57/8bP8t3+kSIaDuw6UEU5sL9gz+bHkT7DwsTRLSdmDMQ7T/MLYjoq2PTg2hPY9ODKMyF+wd/Nj2I9h8WJohoOzFnINp/mFsQ0VfHpgfRnsamB1GY2/DBX7wx/5sY6zdoBX52e/zfzircvt/5+LfIGPT3SoPI+Nv/xr/9LRMDzofkseJriF/z8Txf3PTYtusgou3GwgTRXuJ13/W6p9ee9fE1r3v4f/7u76a8vbmF87m8cwZInKPP6yGiHcfcgojWeeYIrjxjMBP/+e/f4uez327q3u/RzPCVF4jPl/F7rO/nI6JdjU0PojDn8cFfvFG7bvryWFeRYOD3b92KCoMYkA9iQCxkuG72gwrUSjUL3J4PEAsDZxXAoAI//+68+YsJiEczIsimx3ZfBxFtKxYmiPYQeSZ+ljtvqsL91rNB4D7QYBADarFo4FYUGBiUuClvY25R+3vsej7g/jqDvs/R5/UwnyAKC8wtiEgg5ATrAyrcagE+6whSX5POCzY87pWzENHuxqYHUZhz/+Av/L/7TditOOEaueB5k3aNaNzUiAX3YodXo8F7JKjYmPiSpsf2XwcRbScWJoj2GK/Rj8K9Vrzve913N97DA9m+3GL9fDxHdfo+R9/XQ0ThgbkFEQHYmJNsmJmxMY/4z98HJWsMfnMX7+dj04NoT2HTgyjMbaZZ4PEB3rnUg/tSEm7TQwOtV+maaSGP9Tszo/bs9jQ9QnkdRLR9WJgg2kPcR0l6zLgIVdNj+3ILYUCE5/Ox6UG0OzG3ICIA0vts+Gl6/NtZhWSNgU0Pov2JTQ+iMLfZZaEgz1y/ObuKCoPI8Fo6wn2EhM81uMV1Lf/TbZkJuBcpvNbnDvXyVkFdBxHtCBYmiPYOz2UlPRsDHk0FeC4FsX4fFpeI+uq5hVc+ILXEhXiOPq+HiMICcwsiEjgHOvrIA6SaFJtY3spf7sKmB9HexKYHUbjzXmfS5+Zc3puBio97b/DpLGr4nEXhekEfsyncn1/cOMz5vT7Wx/xq10FEO4KFCaK9xH2JqVj8fNbznu658bfX2tjuy2HtRG7hnh+cjfXa/8vXkl1+roeIdhxzCyJa510XcM8/xEEUm9isXOprwv5ibHoQ7WVsehDtV/JYLvFARF+EhQki8om5BRF9IeYWRBSQ1NJXRERe2PQg2oe+ZD3uwDbO0vA5woKIdj0WJojIG3MLItoK5hZEFBCbHkQUBDY9iIiIKCgsTBAREVEoMbcgooDY9CCiILDpQUREREFhYYKIiIhCibkFERERhRKbHkRERBQUFiaIiIgolJhbEBERUSix6UFERERBYWGCiIiIQom5BREREYUSmx5EREQUFBYmiIiIKJSYWxAREVEoselBREREQWFhgoiIiEKJuQURERGFEpseREREFBQWJoiIiCiUmFsQERFRKLHpQUREREFhYYKIiIhCibkFERERhRKbHkRERBQUFiaIiIgolJhbEBERUSix6UFERERBYWGCiIiIQom5BREREYXS/ml6zOtRcroB2WmtuJPYiwk/h821vEZBkhrJKcN+jhhG3om3MAV8wSV0p8iR1yR1zAQ0aR24e1gF+UjAJ9zdrK+QVhyPaMVVHKusgs7fcQvPcUeRioiH6aj3c0h9bQyyJv2/lO71NRwqSUF0cTzShhYkTmoATxUZiMyXfr49wTaAybjj0CUmQhd5E3PL/g7sxVRyMnQHf8S4n1+B2Uv+vwbYsKy8Au2RM9CfOQJd7gAcEqe1WJIM4+mDGMnx+4R7g92K0jw9YgpHcS57HO2r/g60oLzYhNjbeuT6eZMZqdMj5bX/l7ItW6Es0eHvdycR6G2lr8WE1Ac6/FS3tImL2M3sGHvbiAqFBoq6Omg+rvk90viuFfVKGco6p30fMNWNskaJ+6J1CKpqJaoUclR1TcIucVbzQ69Qr1agUOr5whQLE1vhgKGsBRmxbXgU34Cy9k9+jxyp6EBBnBLXc2f8HPAW1/3mK25sU5CfUu/9XMObfRhPKuNxouYaTpX8gWa/v/qB84GPbTFI6PP/UpvPPfYocztMx49Dn/wLtLFF8HtXmWzCWPJ5jHxzCbM+D1DD8GMOrP6+32bEzJVIjJyJhe5INCYGbCE4+d3F3DuOqCwjUvMNSND4TegC3+NNk/ipaM7/C9ltGH45huPX/Ocke5p9Eq9USlQ1aFAtf4EBv+8fY+jStKKqUo72Kd9HTHTKoRyQeK0gcoe9jLkF+WSbQmNiAzIvt+F+9Cv86fdtL3BtpTtlc3UXS1M7rmwmv9opX622Moqymlgcq0zB4eIstPq9OYeBTeYhK013YTx/BEOX1H6O2Dt5yGbzham3E0jN1+M7fznBnskXwrMmQNsr/JoeIz24+4MSqVIR17OJpoOXpnZky4RK47LVb8VRPAepIsLmmh4WWTtunVAGaHoINnvz/SpWOnCl8CS+fSwRhZloXAnyefvSceaNcOuwrAS6W+qQ9eTLmx6w22ADALsG50qrEKifEfD5vioL5lIjMHzggEREYFRjCe5ph3Ogz3gnvoQF/ktsAqnGhnTTQ4+pXDXWxGuZjj2FyUB/t+pLYdT0sKGlXIeIW1qJ0OH62yCTG9MkzlcvCv+/bPOfRImairbQ9DAvw7Q8h5RNND0AAK9NYdX0mHitwtNnNZJR9dpP8uHXNNrrX0IPAFjBcqD3r4HmL05wjB0qNOntABbRVdeId4FeK1DCFKb2S2HCVNQknY/8oMTdIj8NCb9mIE/owkcAwCqWA74htG+x6eHAx7stuH4ijHKNDaxorI+Wzj0eR+PKhyA/bU8W4Uyj2KlYsSLQnVMqHwjU9Ag299gxFg1GI6RyjAMYjkjFXJBpBtSXoK8UvumTJdA3D2P8xy9seugrMKE2i9dSCf2ppwg2Jf1aRhoNAfIJLWIbg7//NhUZUbMMADZY/dcwBFL3+IBFjFWYpmxQSeQk4WEFH1rkAXIHORqGgvxJmeqG7Ll44SsrCPRX/b7xy5seQecOe9R+yS32rlW8vVEfIG+qR1FrgFqMt5G3yL47Jvy/dTXg76JUbWVTdZf5D8g7pcLVUDQ99kBtxWYXPvfaetLwU2ewOa8Pw/nQSdY6DmD4dH7Az8sbBJOHDOdg5EubHtuRh5imEBsgX4h4MLW5z/ZugsoXpHKCHcgX9l1NgLZN+DU9Wp/j0jfVuCAV/+853gbxlHMtr1EQp0RaXAcK0vrENwsHpmTtSD/dgkex9bibPbr+Ydi7iGAzo+1qA+5fbkVmYiOuB2p6jLzD3ZQhDOSqvqDp4ee8rFoUHW9Adlob7kc2oLxTSBZMRU1Ij21DQWIDbiT1Bd8M8jZdgh+yv8d/SEYcHgTx/jLZ/xhJ5VH4e3kGkhQ16AEA2GB4k46DxSmIL4tGpOZPrL+Net+YbTC8uYljFdcQW5aC40822aSwynGmSh10kWNOm4vIwouIr4zHQVkdDHbhnHLLo3GiJgPRJbGI6xLGU1g+ZOJgcQqSapJwqCQHz7f8ZqbHxNG/YPAv0jGSq9/8U/aWwHj+CIaPnIcx+S7mxGtd686ELiIKhtjjGLlYiWW3Or5nY8OG5cpfoT2TCH1ULLQ/SjU93FkwHRuL6UD/AN5ND3M3xk5HQJcYC23ERUwbhROz5p/GSFQijLGRGDlfCiuAT5pUjByPhTHxDEYib8EcbJFmg2Xk3xvG365Kx0lVoKzBjXYaqfl6/HhvFKnFE2gRf9DNAxOIzTTg1zw9jj2Zwahb+9+76WEemMC57FH8mmvAuXtayaaHYAtNj8VFZD3QIabQiKhME2omhbk6I40GHHswitQ8AyLzZ4TnXjbjeqYeCcWjOHfPgN/7tj7S5YOmAnnF5ZLxWBPMh5AxdGmaUF6pgFzTilbnCGyrES1KOaoaGlFR3Yy3s27/AN4JjtWIlro6yBsaUFmnxFO/Cc4sOmTNeA/APtGN6ooq1Ae6hXonTPY5vG2Uo0KlQVW1Ci164d9meagdpbWNqG9Qo0z+Ah9XAGAaL5VyVDW0QiZXQP4u2MTvy+2XwsTb1BrpfOSbalxK1QbxjBPQpLXi5mE1HqR1oLpFbIbOj6Iyrh6Zl1uQcbwdbaNuc+S8mx7zo6iMb8CDy83IjFcH/FC+3Pocdx9OoTPAB31zaycyY1rFfOI9DDZAmJXSihvRLXgUr8Kd23rhnjqvR0m0Cvcvt+BOZCsah6Tm9G3GKB48DZR7fI8fno8G8ZQ1SKqOw9+LUpGkeIwG8Vff9z1e4CsfiCq5ivhnFxD19KR008MpYO6xgt4X13Di2TXEV8TimPqVmP8soFWdgEMV14Q8o3MYNgC28SrEFSUguiYJh0pCMMpSn4uRADnG4F+OYiKINGOl6S6Mpw9i+HQyjMklEH6qbViuvIiR47EwREVAl9mN9fF0Xk0PmxHTv0ZCl/gLdLEnMSJVbHBnqYQ+ttL/QI7l95hMjII+MRG6I5EwtYtFCnM7TJFHhDzjyHlMDtgAmGG+HomRM4nQRx6B4an0TNXNaHkaOJ/49qk5iGdcRUutCbG3dYgtNiG1Rfwp83PfBuD7Hv/IgIuFRpx9pEeEVBFDJDUQw8Vsxq0cAy4WG3Hm3ihKDQ4ADgxpRhGZbcSvj/Q482weZgBYnEdGth7nCt2P3YpZdMik84a84nKUd/lus/lk6kG9WoFiWRPqNa/QL75/WPSdqKpWQaFSorSxD9Nu7x/eTQ+LvhM18iYo6lWokdVIND2CyR3WYHytQWW9Boo6BZ61acX3miUMttWhrE4j5ANvhVGl9ok/Ia+pg6xBjTJ5BwbDeZQ29k9usXfNQXkqQB3nm2rcKgj8vuPS14eCJDXSTraiIO013oi/Y5Y33bh7vAmPEhuQnvIBU24fQTbWVp7jTnwbHsS04PeAA0BmoDzXjs43m5xJG8geqq3MdScj5l0I3kQ0lwPWOgb/ehlB/JT4zkNsRkxfjIA2NhG6iNMY63a733o3PbYrD9mstyZ8GyBf+FuaCS2bfkI/+YJ9GTVPdIjKG0VMpgFZ7lMYvRsb25UvbNK+qwnQtgm/psd2aWr3bEBYB5Fz6o34oX4V3SlqVPaLX/NqeiwrWpBdJX5gGOvBbammh20K8l+eo3seMH1J08PfefV341bCe4yvArBZMD8vfP35RTVKuyywA7DMWMJ32lRfumexYEWNmKcF+GAHACvqa+Nw21XL8Loxr6gR80wu3vgmkFcS+Mbc05WCiIfxuD8RuAjrWeQYwO2naZCLd7mPbXHCzX1FjZin2XixaAOwgKlF4Xl7NXE488qAVQC2xdmgbs5f1XAODB6zKd5j7GgCZsR7vzXnKPSy9RKNR9PDIoM+tlwsVpgweWJzTQ/HQBZ0lzWBkwCvpsdi5lEYlGbXeY/Ey/AJFkzHH4WpcxoOAGvTwn8XM49CX6yFHYBjehr+JyjuMNMkUjxGWlqQdW8UKrHeOVKnx4UX6z+rngmDBVk543hjBwAHOkpHtrXp0S/TI+nVmuu8Tz6ehRU2KB7rcbt/FTYAZrPwX2gncDJ3Gro1APZVTC9u5gV3wjTaG7s9ljU0diih6Beve6ob5ar+9ZFjXgnO+kgNwD7cJrEc1TTaa5rx3jqExrYhaAMtZyG+tnvTY/l9I8pfilNgV4aglHXCKJ6v7O0M1gDYFxeFIsdKP2plHRhetANYwsLi17sDsDCxFTOQp3jmEdpsNR6pxJ/Hkbe4dXFw/efRq+mhzW5C6RuhSGjveCGxHCeA+WHk//IWBtsmRjfaHK4cwlLVjPxWCLnHr0NiUc2BKZ0ZdjH3kDkbHfOzGJ/f5KV/bZNFSGhzX/TBzz1etCEfKMtGlx0AbGhVHg3Y9Nhs7uEcNQnY0KX+DQ+mAcu73/BDi9DoABYwMrWw4XxtswaPJk1YUV+CwX3QpEUG/dEsWGwAYMHspaMYe+/8omfT45MsHvpy8b5vKoB2U8UGGyxZZ2CUnPlqg8P1V90NU3wulsR8Yty5HIVZiyWzcA4jWc5GhxlL2mCaEV9XU5EJTW5/9n3fFm24xxtwe0C4SlvvmP+lLDxebzNFDAdszp/NxRmcf2oWcoTCOaHRAQdGx5dhE/OJB85Gx+ISdOGaO0x1Q+kxwnMcLTINesW/3IlOJWrfr4928mx6jKNF0QGtHQDsGGyulMgHgssd7HbnX7Qd2vZGdMx45Q5YwuT00obztc/OeDRpwhFzC/Jp5C3yPGa8TqDyVBs6xdzDlKtGjmJ99siG2kpCv5jHzEN1RioXcsCQq0F+09Lmlw/dKV+1tjKAp5Vx+L/FhRgM5/cQrzzE475uUcNwNBOu241X02P78pCd5Z0vWF+M4qTCKuSay3NIuTcBZwnUu+mxffnCTgrjmgBtm/3b9PC6kXk0KKS+FmB5q7lnGiT/1IKCtA48OFmLtLj1EQn+eNyYJV57TTeIysQGXIvuQKdzFKjNgv6nHbgfqcIfuaMBZzXsGO8b82QRvq9tdf3Rc9kIrxuz17GbXY7KttiAc09z0RvgOM/na0XCkyJx2RHhvL8XCya2xTfIUyThUNEVZGmd63WvYeTPXESXnMYxpSZ8ixEbmh5e0za9Gg8eTQ+vpEB6eSuRWQ3j2Ryx2BGA1Gu7n6dtGvMFKdAdOQJ9jnPE6CqWan+HPvKf0F5ResxWCSsbmh5eTQmvooRnwuB5bKDlrXw+v5TNvrZ9FV2NYzh3T4+EukU4y0Gr47O4n2fA4ewxqCa3Olpzu2xMcDyLE0NQ1rh93SvB8ThWcirrNNpr5HjW/Bpj9k2s4e3j+Ty/R0yYAACfMNnXCZlchmfNA67ChX1Rj85mNcpqGtGu/3rLlLEwsRUbmx6eDQmvPMOr6SGVM3j7cFuOq2efoyCtA3cP1+JmUp//94XVWbwv7kZBmrCPSF7Txtd2nf+JdnRv6lp32Iamh/97PCCdDwRc3kq0mdzDtvgBsrb7SFJkIK4oEVmT/p7f63zDmXfTwyt3sOb86PZ1z6aH59cCLCshWlNfhj4n0GwMG1Z75BhPT4Yx+TxGTuXA6mdpLc9zCG/eRQypnEHyHh9ouQqfz++PHbr3U7hfbEJqsQE/Fs35WVprCbl3Pc8/bG1oegSRK3gdK50PBJc72BfH8Gfnc9RrWiGXqdA+5e97vM53F2BuQT5taHp8eZ4kOQBkqg93D6jwR1qHsMfr4ab1Gbnh5qvXVmyY+jMNP2jCuHLrlYdI5R3SOUoo85Cd5Z0veNYRvO7HXjnB9uULOymMawK0bfZv08NjRsUSOn/1P9PD3tSOW84baaCZHm62PtPD7bzGJqB1jqQceoP0lGEADhj6p8RRPQ50/hrG63VLjkZYgLxGYjSCvRUJT50f+gOPRpibHRObP8O4++QmGgOcmv+ZHjZ8aBFHgdqH0TsuVtTtGpwTixCjo4Ou2R0fWqI3t/TFTpCc6WGDJUtipodNDcNR541/EzM9zGoYI9Ng3uwgSYmZHo6BLHGmhw2WPmdSYcNMgnAOy319rtkdlqyI8C1YSM70cGBIITXTYwm5OSY0LQvHfs2ZHjaDc8SoA0NacVQIHFAViuc3bUG/87OAYRLHNpEM7QzpUR32iS7JUR0TnSooB4TRnNKjOoCPLXI06oSZF6/rVHgVaD9jqZke1gEoxJkes2Pjrqb22EsxcbJPwjjh7H4MQPEVixssTGyF9EwP+9AbyZkeptwm5DUJIxoDzvRwIz3TYwKVMR3omvgEwAHDQzF/6e/GvxI+uGZ6LFs/QZhlWo+KHvFj3upq+DacJWd6uN3jRZ75gA5ZpemoXxGODTTTY9O5x4oaMWVPMbgizByV1whND8u73/CPxj7xfXYNlhWbcL6FyahwzvRYWUKQK6F/PZIzPcyYSfA/08PhngdsYoTlmvoytGntAWd3fpLFQ/dwCDYbALMShlM5sMKC6fhDML0Tf2hXrbDZhGOHM96JecYqbNZw/aGWnumxft8Wed3jR+oMSHktrs8ewpGb/TIDUrtXhJnPBrE4op3AsdwZ10wP67IdgA2Kxzrc/Si+f6zZYA3XAUOSMz3sGHspNdNjGu2KZghfDjTTI4jcYaUftYrXGF8Rju1tEJoey+8bUfrcJH4m/ISVFbtwvtUNeOuc6bGyGr4zokXMLcgnyZkeDhgeSsz0sA0j75Qz5wo008PzNXfvTI9Q1lYWYJgV30TGC/C9vCO01xFKUjM9zErJmR7blYfsNMmZHotzSJKY6bFd+cLOCuOaAG2b/dv0cO6dcbwJmaeVrr0zRirWO/vr60Yu4HlKPdJPNyDzcht+jwlR02NqBNWu0ZcdKKiY8Hteyz3v8MfxemRebsP9SA2UQw4AC+i+1oDU0y3CGtw3hnfPTA/nupOFF3Gi+OT6upOjNUhSpCLiYRQiFRm40y8kOKZ36ThYGI9jZddwvjRR4sZsxfPGeBws81wT26eF57ijyEBk/lFEVGcgqUv4NDKnzUXk43icKIteX+/b3Ipfi0/icKWwp8eVvgUAVrx5fgUHCy8iviYJhypKxEQjDG1oeoh7ehw4Dl1UxPqeHpNNGEtOhu7gNxg5nwxjiTBWdVl2ESMRx6GNSoTh1CnJjcwnjv4XRuKSYUxOhjH5Jmb8rgs+ibm7yTCePoihI+fX1980d2Ps9AFoo6Iw4trTYwyzV45j+HissKdHqhprsGAhNw4jEVEwJJ7BSHTu5maW7IQNTQ9xT49besQ80K3v6TFnRnaxCbG3RxCZv77+pvXjJGJv6RGVY0Dq41DN9BDW+kx9oMN390aRWjyNPkBcG1yLqAcGHHOtDb6CphI9IrKMwp4e5cJyFdaPU0jI1CGmcBTn7hmRv+V1ubfLxgRHWL+zBhUKFUpd63cuoP9FK+qVMhTKmlCv6YERAFZMaFPWoKJWhUpNo/TG49YhqKqVqFLIUdU1KbnkoPFdK+rVChRWqtbXDBf39ChVqFDxzLmnxwr0XY0orVZB0aBGWZ0wagTmIahqa1ChEvb0aBjgTI/dYWPTQ9jTQ4mM2Caku/b0WMSbP4RZF8knW9f3JLOOoSZOiYzTTchMa9n0h3LppscSuq81IPNyB/IutuBBjDjTAw4YylqQ/oMSqUfqcCfTIHwQmNej5LSwKem1yFY0h+uAiw1NDz/3eD/5gMWQj8jH8ThcdgFJVVIzPYLIPezDeFAej2hFBs5VXcdp11raC2hVxwubmuav7x1mG69CdOFJfPv4NP4nJHuHbRPvpodzT4+IKOiOH1jf06O3RJh18c1B6JKTMdY0CWAM0xcjMHI8ErrEC9CdktpANBcj//UD9MlinnFTAX/vfI6BXOiOx8KYnAD9pbPra3Sb22E6Lm6WeuQ8poYBYU+P48Jj/zwCQ2n4Fru8ixi+79t+7vHLi3jwQIuoLAPOFo+GbOSm+fUYoh6MIrVoFBfyDeLa3w4MaYw4dkuLiNs6nKmaF/7+F+eRkSVszHr43iiehWuBZEPTQ9zT45lwj3ft6bHwEa2aVlRVVqJc3Yr6d8KGy8vGLlQ9U6JCoUK9KsAoz83mDvZJdCiVkGlaoVC1oKbG2WhZwmCbUtjctWp9jy/7xJ+QVdfg6TMZil37gYUv5hbk04amh7inxw8NyIytX9/Tw2dtBZhRtCP9eAPuxLQhN6ZpbzY9tqu2stKN68XROFGTgmNFqXgyHq4ftrExDxH39BiJioL2wPqeHoslyTCeP4Khg6fd9jvdnjxkp23IF8Q9PY49MCDq1vqeHn0tJraUwVAAACAASURBVKTm6/HdbcP6HqTblC/srPCsCdD22j9Nj1ATb6oF7lGxmyYQ73YzaGjOQJLCPZwbedH2ExsWye5RgjCdALwn9bWYkFrsHuubpNP2M75rRb3GPdY3Ot0PWJgIM319nvmI+ybpFELMPb4acRCGR55REmjBUvoi2mmvfMKE7LdhO6doV9vvuUMgzC3o6xAHlXjkTRLLf+4LzG82YB6yEfOFjUw9Xvd1t03SKSyw6UFERERBYWGCiIiIQom5BREREYUSmx5EREQUFBYmiIiIKJSYWxAREVEoselBREREQWFhgoiIiEKJuQURERGFEpseREREFBQWJoiIiCiUwiG3SE3NQGNjq+vPWVl5iIyMQ2Rk3Jafm4iIaL9bmFlGl1qPwTeTX+X19m/TwzaFxsQGZF5uw/3oV/hz2d+BE9CkdeDuYRXkfna3MuWqkNcU+CUtTe24kjL8hSe80UhFBwrilLieOxPSY3c1+zCeVMbjRM01nCr5A81r/g4cwFNFBiLzY5Dl53ftY1sMEvr8v5Tu9TUcKklBdHE80kK4WVFPVwaSyqPwfZsupMfuarYBTMYdhy4xEbrIm5jz+/vai6nkZOgO/ohxP79q1pwfYVD7fSEsK69Ae+QM9GeOQJc7AMfWzx4AsFiSDOPpgxjJCfweEMyxu5rditI8PWIKR3EuexztfvdBs6C82ITY23rkmnwfMVKnR8pr/y+1OjOP3EdafFsU2t3e+1pMSH2gw091SyE9NtyFQ2Fi1wthHtKd4v9r7nYyD9mL5oaycLg4BUlVCYjuHPV73GT/YyRVx+Gvta1+jmhFwpMifPT3BGvvkFESi1OVF3G4sgof7Fs9c9HCc9xRpCLiYTrqQ/SUu8o+yy32InPvOKKyjEjNNyBB4/cfEFNvJ5Car8d3fnOAOaTcnZTYyNiOifeTiL85LJlrBG3OjOziUUSmm9AUwqfdrXY6t3A2OJxNj8bGVtf/l5ZWobS0asvXSEREtF9N6Bfx+MoL3P+lFXnJz/Guxbjtr7kLmh6reHujHqk/KMVoQG0fMPKowe2xehS1+q2W+TbyFtl3x4T/t67Cf5oskCoobKrpMf8BeadUuBrCYgMAoKl988WGYI7ddlY01kfj28cnxYjH/VGgpzXe7bFoXPlgDe5pJ4twplHsVKxYYQlweH3tlzc9YLfBBgB2Dc6VViGkfcq+9M03MoI5dttZMJcageEDB8Q4jvFeYPGP426PRWBUE+hfxstwDvQZ78SXsOBTgMNnL31pYUKPqVw11sRrmY49hclQ/sOqL22+MBHMsdvOhpZyHSJuacXQ45EW6FPq3R7T4fpbW3BPa5rE+epF4f+XbQj0295U9OVND/PMMua1k/gpxE0PAMBr0+YbGcEcG8Z2ujDxdYV/HrKppkc45CE7ZbIcka7c4iQO1jZicqERiYXrj31bXu6/6eBHfW0yKlYAwArLSqBzKML3X9r0gA02sdHxoeU8fgv2RCXpkPUk3JsezC0khVW+4IdpCrGufEGLY0VzmJqbw5XM9cciHkxJNB18ayoyomYZAGywBnoTNUnlAIGaHmuYGP+E/gC5xpdZQu5dNj2A8MgtSkurPGZ6uD/e09Mf9PM5HA4sLS0zGAwGg7Hvo66wF4nfVOPCN9X49bta5Fxo2/J9O5Bd0PSYg/KU8JfijLwmoDvF87FbBUEUsvr6UJCkRtrJVhSkvcabKeFhy5tu3D3ehEeJDUhP+YApt/qdd0HB8qYb96Nb8SihCfdPKQM0PWagPNeOzjdvcV2q2GAdRE5MD5ylA8NDDSp6AExrURLThAdpLbgT2YrGIbfxYVtoevi+3hmo4uqRebkD2dEqPHgmHL/c+hLpp1tQcFmDG9Gv8D7IXsRGo3jw9Hv8R/Z6JPQB9bWej/3w3P/IyY1PWYOk6jj8vSgVSYrHaBAnX8xpcxFZeBHxlfE4KKuDwW2EpHfTY06bi6iSq4h/dgFRT09KNz2crHKcqVL7b7CsqBFTWg7nlXxoScINA4CFDqSVXUCsIgXHilLxZNztB24LTQ/f16tDbnk0TtRkILokFnFdwvGWD5k4WJyCpJokHCrJwfNARZuA9Jg4+hcM/mU9DGpg9pLnYyO5+s0/ZW8JjOePYPjIeRiT72JO/Pda686ELiIKhtjjGLlYiWW3vz7vwsRadyZ0kb/AEBsF3dEDEoUJdxZMx8Zi2t8/rEUG/akCV6HSknUGpncApjQYjYqCPjkW2iPnMTngdmJbaHr4vt5hTJ6OgC4xGfrIIzCUCsd/0qRi5HgsjIlnMBJ5C+Yg60AbLSP/3jD+dnU9Ul4DTUWej51UBao4uNFOIzVfjx/vjSK1eAIt4lu4eWACsZkG/Jqnx7EnMxh1+331bnqYByZwLnsUv+YacO6eNnAhQrLg4bzUWVzImYJYisaQwoi7HwGYzbiVY8DFYiPO3BtFqcHtfXgLTQ/f17uEogc6xBSakJCtx6VW4Xjr2zEcyzIitdCIyOxxdAbx1x1q4VCY+HrCMQ9xYEr2HHfi2/AgpgW/nwjU9NjhPGR5AqrLTci+3Ib7kQ0o6RB/B+b1KIlW4f5l9+d1wFDWihvRLXgUr8Kd2/qAAxgC+nAT/yfbLb94UoSPk0X43v2xnJto3PQTzqChOQOR+VGIVGQgqWtAeNg+hgpZNA5XXsOJwou4rXWbBerd9LCPoUKegFM1V3GiMhHfSzY9nGzoUl/AbYnUqFcTh+Qh8QfHrsG5Z3WwYAW9L67hxLNriK+IxTH1K6z/tG6u6TH54T5OlF1FUmUCDlU7Z5vY8KEzFYdKUjyf1/oKaSWxOFXjI7/5Iswttp5bLGMxPxG62EQYzhyB9nq70IQxt8MUeQS6RPfntcHy9DxGImM9j92KtyZ865Yv/O3uJEZMk/jJ/bE0E1o2/YSraKk1Ifa2DrHFJqS2iH+h9mXUPNEhKm8UMZkGZA24nbl3DmBfRs1TA84VjuJsngE/STY9BIEGWABAv0yPf/WK75H2OSTlzsAKO/obR3E2dxS/PtLjzLN5mF3fscmmh588xGaYxqV7BiSIuUHHIoDFeWRk63Gu0EfOEsbCIbfw1fRobGzlLA8iIqIv4LB/xvsXYyi+2YWkv8tcn52T/1mLF4pgh7sEbxc0PbbJyFvkeXxIn0DlqTZ0zgt/MuWqkaNYH7XpWWyYQGXMKwifNxzoSa+VaHo4YMjVIL9pCRgJUGyAAz3pzVCNAcAM5Be7oRUftzs/28z3IztVu/4tX9z08HO91kHknHqF/hkHgCXMzwhJsjZbjezyWawBsM9Ytl6A2C6TRUjwaBYM4PbTNMjFJs3HtjjEvFvv2Hg2PQZwuywbXeIH+Vbl0YBNj56uFEQ8jMf9CakP9Da0Ki8jbw4AdMiqykWv+Lhz5CascpyRd6x/yxc3Pfxc74oaMU+z8WLRBmABU4vC+fZq4nDmlQGrAGyLs9iGMfChMZwDg8cH+vcYO5qAGfETozXnKPSy9Z9Kz8LEe4xF3cC8DQBsMP/2zaYKE46BLOguayRGftpg/u0sJk0AMIzx+Ewsio87nD8O5nLoL2vWv+WLmx5+rtcig/7oDcxP2wCYsTotvPBi5lHoi7WwA3BMT2+9WLFdTJNI8WgWWJB1bxQqcfLHSJ0eF16s/255Nj0syMoZxxs7ADjQUToSmqYHHOgoNaJoGgCWkPt4Av3i467f18UZnH+6Xq748qaHn+tdnsWFe+PoMjsArGHaLLwP98v0ON+8JPy+mlfdCiZfXzgUJna9reQh1kHkJPSL9+J5qM5INT3CIQ9x+37bKEovvsMEVvH8ohoyZwNlfhbj8wD6u3Hr1yHx2hyY0pkRqtWcQq2+1rNZYHn3G35oGRZmga60IuGp836PDU0Py7vfcKbbOTqjHEcDNT0WniO97BT+R9aCKanj5spxWvkKNgC2vps4J+Y8tvV/AHSpf8ODaec3bHKmh3N2K4C57mRc+gBgNBc/1GjE3MEGw9QYbLCiuioOd52NDqsBI1seKLNN9llu4bCt/wzM34jHhN6C6fijGHc2UMxaLJkBvM/ESIJSzB1sWNYaQ7YcV6g1FXk2C6wvRnFSYRV+VpfnkHLPeQ/HhhzA+mIU59vEDGl6Cj+HqOmB6Sn8Ujov/A6+NiFJzGNsduffogNvKkeRP+78hs3O9PCVh3jmEbbJJYzabVA81uOBs9GxuATdYsAnDwvhkFt4Nz1SUzOQlZW35eclIiLaLxyOzzAOzUGZ9x7XT6jx6//IkJfcgS6VHvoBMwqvvUJLxeBXORc2PVyGkXfiLVz1NK8P8Z5ND89jJZe3murD3QMq/JHWgYIkNZIPN6G6RSLz7O/GvewJ2Dtf4o+nYuUDnzD+sheVaR0oSGtCmnvB4oubHv6v1z5jhOqaBjciWyB/4yzOfcJ4XTeyo+tw59qQx+jTsLKh6eG1ZIRXM8Gz6eF5bMDlrUS2xQaccy9s+DKai1OaAdg+3sXZFxPig2sY+fgMGYoMJCku4u/uI0C/uOnh/3pti2+Qp0jCoaIryHKNPl3DyJ+5iC45jWNKjccsmLCyoTChhuHHnPXlkLw+8HsWJjyPlV6CQmRWw3g2B5ZAP+fvM6HLfA/HizToC5y/TatY6ijEWHIyjMmnMXzJ7cW+uOnh/3od052YTDmDkSNxGO92lsFXsVT7O/SR/4T2itJjpGpY2dD08FpewquZ4Nn08Dx2U4WITTU9AGgncE5mga1vDImNzulPdujeT+F+sQmpxQb86P48X9z08H+9NvMCikqMiLxnRK5rpKodupcTSMjW4UzJnMcsmK8tHAoTu95W8hCv5oXk8lZhkYc4MP9+EPKMDhSkteJmzFuYMAP5iXZ0ex+6G5bLEnk3PTzzBq9mglfTw/PYQMtbOa2hV+M5eGMjK6prUlG9MoEnVXfRKr5P2BY/QNZ2H0mKDMQVJbrlPptsenwyoP1lLpIUwl5iCX3wk6vshuWyRPsst3BM92AmJx3G5GQYjpzC+PAwxn+8hFnvA3fDclki76aHZy7g1UzwygE8jw20vJWv7/HHBkXBKBTLKyh9PIYO5++g2YK6unGkFptw6Z7BLZ/ZbNPDVx7i67x373JZO51bODcsj4yMQ1ZWHhobWz0eS03NCNGVEhER7TGfgcW5VTyXDSMnsR2XD9Ti9pkmNBR/wIRuEfZPDjjsn7/6abHp4eI+wtIBw0OpmR4zkMe0o9sqHCs908PzNaVHWALAPFTn25B3sQ3PxU9S2uwmFDQsCLMsht54PkdIZnq4Xa9tClrnqEvbEB6JBZiZ/gnX7A7Dw/rNXe9OkJzpYcOHFqmZHjpklaajfkU4NtBMj7nZMfHvZBh3nwRaFmMCec/SkFCVimqxhtqruYCk91PCqO3xAs9lL0Iy08Pteu3D6HWOurRrcE4sroyODrpmd3xoid7ccl47QXI0pg2WLKnRmMMYP3UJsxbh2ICjMc1qGCPTYN7UMHoTJs8mwBB/3rVUxWJmFIz148Isi4EsjISk6eHnem0DWHSO0LQpXQWY5b4+1+wOS1bEJpfc2AGSMz0cGFJIzfRYQm6OCU3LwrGhm+kBACsoejSKlMejUIhrjPTLDEjtXhF+Xw1ezxOSmR5u12u3ot85QtM+hySxoDGmtbhmdwwpdNuwrvjm7XRhYk/YSh5iG0beKWeDJNBMD8/X3Ik8ZFnRgszH00IDdn4Ij2LewoRVPL9Yj4oe8Wd9dVX4en83/pXwwTXTY9kaaKeFnSM508Oq8RwQ4dX0sPWl4wfnvTvQTA/7GAziL7+tJy3g0p+2oTs4XZuOUxpx2a0VNWLKnmJwRZjtKa8JtukxgNtlGVCa1yDkFmLDZjQX/3hW55rpYVlZA2BFddUZ3DCI792flmDZNQMq9nBuYZFBH/UQVqswM3Qm4RTGhy2Yjj8E0zvx32rVCpsNwPtMDMdWumZ62KxB7lf0FUnO9FicQ5LETA/baxNOOu/HoZzpAcDWO4Zfikw45/z5EZfOHF4WZnCqCoNvevjOQyzI+t2IGudMj2UbVmGD4rEOdz+K761rNljD9XfQC3MLIiKi3cVud6C3w4SSG124fKAWVw4pUHXvHQa6J2Bbs8Nh/4zPn79+s8OJTQ83ljfduPtDAzJj69fX0p4aQXVaB+4ersXNpA4UVAij9Jd73uDuDw3IiGlCwYVNbGQuvmbgYgMw87QByel613IOlqYOZMS2oeBKC3KSmsRNSBfx5o8OFMQpkXyyFQVpfRKJuu9jfV7v+DAKTyuRkSjs6VHUtARgFR8LWpB+vAmPLmtwI/4dDOE6cnxD00Pc4+JxPE6URa/vcbHwHHcUGYjMP4qI6vX1uC2GfEQ+jsfhsgtIqpKa6WHF88Z4HCy7JuyR0TmMQH8loy/O46/ikhMAMNd3G4fLriGp9jfEVCfi29pWONcJTyqPwl+LUpGkqEGP32f0fazP6zW34tfikzhcKezpcaVvAYAVb55fwcHCi4ivScKhihJxje4wtKEwIa6lfeA4dFER6+tuTzZhLDkZuoPfYOR8MowlQrnp07ss6A4chzYqCsZz0puNThz9L4zEJcOYnAxj8k3MBFgifLngBIZ+a3ct/bCmvgJtVCKMl+KhP38KHy+pAUxi7m4yjKcPYujIeRiTS+B/nLXvY31e75gaxuMHoI0V9vQYVQtLHSzkxmEkIgqGxDMYic4NPKp0p2xoeoh7XNzSI+aBbn2PizkzsotNiL09gsj89bW7rR8nEXtLj6gcA1Ifh3CmB4CxRgO+E5enAADz6zFEPRhFatEoLuQbEFE0B+ea4qkPdPju3ihSi6fhv2/o+1if1zszh2tZWkTlCXt6XH8tFBr/VBlxLNOAXwuNiHw0hSHO9NjdtpiHzCjakX68AXdi2pAb0xTCpkfo8xD70DvcPd2CgrQ25FzR4LpzRsu8HiWnhc3gr0W2onkEEPb0aEH6D0qkHqnDnUxDwE3ed4p308O5p8fBsos4/Hh9T4+ergwkVcfhr/kX3fYcm0C1LBoHixNwouZf+KlUoukxKUN0YTyia5JwqCQLrYGWi7K/QvLD8+KymgDsw3hQHo9oRQbOVV3H6SfigI/RGiQpUhHxUNib5E6/v+bVAuqV8ThRk4HEqt8QV+rc88yGD51XcPDxSXybfxrHGruFZpX1FdKKhQ3i/6coFcWh3LQ7lPZTbmEbwMTp49AnJ8MQfwn6H8UGjrkdpuPiZvBHzmNqGBD29IjDyIEDGP7nP6G99SLgJu87xbvp4dzT49gDA6Jure/p0ddiQmq+Ht/dNrjtI7YCxRMdjmUZcLZwFGdzQtf0gH0e/0o3iEtlArBbkf9Aj4RiE5IemxB/VxzEoZ1GavEoItOFvUmy3/pvMPnOQ4Q9PRIytYi4pcNh535fi/PIyBI2iD98bxTPTH6fNqwwtyAiIgp/nx2fMTpohiKvFzdOqJH8DzkeX3mBLrUB1oVV2D858Nmxc40Od/u36bENRio6UJDmHuubk34dYgHC4xykmiG0GT1dGcJyDq5Y3yT96xCbGx7nINUMoc1YLHEWH5yxvpHp1yEWKzzOQaoZQpvR12JCarF7rG+S/nWIzQ2Pc5BqhuxOLEyEozDIAcQGjcc5VEwE/j4SjNZ43eulGhF7+Bx2MeYWu5w4yMLjHt7ylXcy1E575RDSzZC9hLkFERFRePr8+TMWZlfQXjOMnAttSP5HLTLPatBY/AHjugXY1uywu/YvCx9sehAREVFQWJggIiKiUGJuQUREFF7sNgd6n5tQfKMLKQflSP2xDpX332KgexJrK3ZhVscOLl8VCJseREREFBQWJoiIiCiUmFsQERHtPIf9MwwfZiF/1IubJxuQ8k85Cq6+xCuVDksLa7Ct7cym5F+CTQ8iIiIKCgsTREREFErMLYiIiHbG58+AeWoZbdUfkZPYhivfK3AvrllYvko7j7UVG+y28Fu+KhA2PYiIiCgoLEwQERFRKDG3ICIi+rrsnxzoaTfh6fVX+O2QAv86Wo+qrHcYeD2JlaVPsH1yIIxXrwqITQ+i3co+iVcqJaoaNKiWv8DAmr8Dx9ClaUVVpRztU76PmOiUQzkg8VITr1FVrUJVrRyqgaWtnrmL8V0r6pUylHVOh/RYItpeLEwQ7QNWLRprlZBpmvBM9Sf8pBDAwke0appQXtaM934Oed/oPwcB7BjrUqFUoUJFdRveW7d85qLA+Q8RhQ/mFkRERNvPYf8Mff8sasXlq65GKFGY1okutR7W+VVhVkcYbkr+Jdj0INp2K/jQIsfTZzViKNFuAoydSrfH5GgYWgnuaae6IXtuEl9iBcsBDpcqOEg3PVbwTtWA11YAdj0a5Z0wBnem0gaaN9/ICOZYIto2LEwQhZGVYTRU16znFLXdMGIM7bVuj1W340OQaQYGmiHrFb5peSXQN0+jveYLmx4r/ait74UFgF33HM86xoM8UWnSDRciChfMLYiIiELDvLSIfFUFKtqVAACH4zPmJpeE5asutONqhAJZv7SiqeQDxkbmsbpsg+3T3mh0uGPTg2jbzaJDVo684vVQDgDvGz0fK++a3fxTmnpQr1agWNaEes0r9C8ID1v0naiqVkGhUqK0sQ/T9vVv8f7Qb9F3okbeBEW9CjWyGommxzDqZd2YAGDpb0dJhRIdM34OXelHreItnFcy9lKNZiOAxWE0KlSQaxrxrKYJrybcTmwLTQ/f1zuNl0o5qhpaIZMrIH8nHL881I7S2kbUN6hRJn+Bj8EWf4jIhYUJojAy8xrlxe45RTPeYwhKj8ck7t0+zA+9Qr1ShmJlK+o1PeJgBzume5tRWtsIhUKOqg4jLK7v8G562DHd24JndRrIFY2orJFoPAy1orxzGsASeltq8UT22u+skuX3jah8bRb/NIm2upfQA5gfeo5KRRPqVXUoU/+JMYn8xyc/eYp94k/Ia+oga1CjTN6BQSsALGGwrQ5ldRohz3g7CbvkkxPRZjC3ICIi2jrz0gLuFxcgr7gMfxSWIiurBk+vv8LVCCWu/6RCdfafGOiewLJlDZ9W7XA4dvH6VQGw6UG0W011Q+nRLBhHi0yDXnFZiIlOJWrfr1f2PT/0j6NF0QGtHQDsGGyulGh6DEFZ042xiddQdU2iN8ASFYPNDeicA4BptKs6XYUSu7MiYO2FTDO8/i1f3PTwc70r/aiVdWB40Q5gCQuLwgsbO5SQvZ3BGgD74qJboYaIgsXCBNE+MNDsmRus9KNW1iU2FFbwvlGJFpPzi15ND7fZG4AZnXKJ3GGgGWWdkxjrakPHxACUNcJAC5/sWqjrxcEVU92odc4KsdtdjQfLnw2od3uL2dxMD195imeeYZ+dwbRdaLyUv3Q2OpYwOR26ZT+J9jPmFkRERFtX3FSLtIw8nI/LxaVDFbh4oAqPrz5HV4MeFvMKVpdtcNj3bqPDHZseRLvVhqbHkGehwKuZ4Pmh3/NY6eWthqB8pkRN2xAsG57HB1MnqjvGYde2o9Y1GvMTJkfeoUXTinqNCsWNbu8rX9z08H+99kU9OpvVKKtpRLveWYz4hMm+TsjkMjxrHvCYBUNEwWFhgmgf8G56THWjzO3+7Zk7eDU9vI6VzB0GmvFUpkbjwBI23Nt9MHao0WKy42NLozjIAsCnGQy97kS9Rtj/y/28N9f08JWn+D6XQPugEdGXYW5BRET0ZT59suHt+2HcuVONS5EluHCgAnFHCnDhwkNk/FGIZeunPbl8VSBsehDtVpIzPewYeyk102Ma7YpmCF8ONNNjAa8UKnQtArAb0VTTjo+SJ2ZGZ70GSpUG78SXN3aoUP9hXphlMdHlUQgJzUwPt+u1T8LoXD7LPgCFWLCYHRt3ze4Ye8mCBdFWsDBBtA9IzvRYQm+DxEwP+xCUMmfDIMBMj4U/UanowQIAu74DZS066fOae4uahmbUNvSL+5mNo0XRivfmTxDyAXnQTQ/feco4Wqob8NY502NlFWsQZnqUPjeJMz0+YWWFoyiIQoG5BRERUXAs1mXk5dchJb4cKRG1SDhUhl8vPEF2XjXu5OfjztPHe3r5qkDY9CDarTY0PcQ9Lp4pUaWQr+9xsfARrZpWVFVWolzdivp3YwCAZWMXqp4pUaFQoV4l3QSwT7xGVbUKVbVyqAYCL+Mw+7oOhc3a9aUmBtpQodCgvqkRtWoVnjYOAVhA/wthRGahrMltzXBffB/r83rNQ1DV1qBCJezp0TCwBGAF+q5GlFaroGhQo6zutcd630QUHBYmiPYB76aHc0+PahWqamvW9/Qw9aBe04TyMhmqNK1oHRI2Gpt734zSaiWeKTRQKFSSS2OOdalQqlChoroN762BTsyMTnkl1MPOG/kS3jcrUdXQijpVI+QKcZ8yP/mPL77zFGFPD1l1DZ4+k6HYtR/YEgbblMIG8VXre4cR0dYwtyAiIgpseXkVNcoOXEupwNXjtbj0z0oknClAbm49zDNWLC4uY3XtEz5j/zY7nNj0ICIX47tWYWkIV6xvkv51iM0Nj3OQaoYQ0U5gYYKIghcG93ixEeJxDhLNECL6ephbEBER+fbpkw1vegZw53Y1fjtThcuHanD++BPcvFGJN68/Yt68hKWlFXz+zEaHOzY9iIiIKCgsTBAREVEoMbcgIiJa9/nzZ8wvWpGXX4+rv1Tgyo+1SPyhFJcvFKG29iXmZ5dgsSzDZuMyJv6w6UFERERBYWGCiIiIQom5BREREbC0tIIaRQfSrzxD6gkFLn1ficSzhch/rIZ52or5+SWsrKzt9GnuCmx6EBERUVBYmCAiIqJQYm5BRET71eraJ3S9/YDf71TjanQ1fo2oxvmfinDrZhXevBmGec4K69LKTp/mrsOmBxEREQWFhQkiIiIKJeYWRES038zOLSD3cT1SE57htyNyJPxYiuRLTyGv7cTstAULC0v4ZLPt9GnuWmx6EBERUVBYmCAiItrbFmaW0aXWY/DN5Fd526KVKgAAIABJREFUPeYWRES0H1isy6iubcf1K1X410klkiIqcSGmEIUFjZidtMJstmB5ZXWnT3NPYNODiIiIghKuhYnIyDhERsahtLRqw9dSUzMQGRmH+PjL2/LaREREe8WEYQGPr7zA/V9akZf8HO9ajNv+muGaWxAREW3V6tonvHrzAb/frkbq2Rpc/qEK5yOf4Patarx9PYzZGQss1uWdPs09Z080PT5//rzTp0BERLRvhGNhIisrDz09/QCA+PjLmJiYcn2tp6cfWVl5AIDGxlafTREiIqL96vNnYNnyCVNGC0Z6Z1B8sxuJ31Tj4jfVuPydDDkX2rb9HMIxtyAiIvpSnz8DU9PzyH1ch2uJ1bh6VI6EwyW4klQMpaIL05OLMM9buXzVNtr1TQ+73Y6iZ9X4MDQMh8Ox06dDRES054VjYSI1NcP1/6WlVa4GCODZ6Ojp6fc4drMcjs9YWVllMBgMBmP3xvIqpicW0fdqDM2Vgyj//TXuxTcj+R9yXPimGhf+uxrpx1TITmjF5e9qceGbalz5Xo4XipGt36gDCIfcIjU1A42Nra4/l5ZWuWaREhER+aIofoG22jeuP1usS6hRduDmb9VIP6XEpYhnuBBTiCcFTZgeX8Ts7CKXr/pKdn3To0utQ8b5JuQ+qcCwzsDGBxER0TYLh8KEN/dlq7ybHs6vR0bGITU144uaHp8/f4bdbmcwGAwGI+zDZrNjybIKXf80Ouu1kD3swcOkdqQdrnM1N65GKPHgYhuqs9/ihWIYI73TsC6suJ5jXGfGk2uv0PJscMv36M3Y6dwiKysPkZFxrqbHxMSUK19obGx1zRglIiJyuvKbBgcu/4kfLnch514t7t6pxb9iZbj8YxUSTj7B7xk1ePdai+mpBVgsXL7qa9v1TY8JkxXJ3ytwI06N3CcV0BlH2fggIiLaRjtdmPAlKyvPVajwXt4KgOvPXN6KiIjCTW5nGY6XJuBZT13Q3/vZ8RnjugX82ToKdVE/nqR14sbJBqG58U01Ln9Xi/vxLXiW+RbPa4Yx9GYSCzMr23AVWxMOuUVpaZUrl+jp6ffIF750wMTq6hqDwWAw9mAoip/jh0ttiI4pwJljpTj/j2okHClGStJTKGpfYdQwg8nJOVisSzt+ruEUnz59veW8dn3TAwB+uzeEC3+X4Ua8CvlPq2CamOQ+H0RERNskHAoTvnhvZJ6Vlefa68P5tS8pWhAREW2HzwDuP3+CU3lJSMhPx4nci6jsVfk81uH4jLmJJfR3TqC5fBAlN7uReVaDpL/LcOGbalz6tgYZpxvx9HoXGksG8P7FGGbGrF/3grYgHHIL96aH9yCJL2162Gx2BoPBYOyhmJ6aRUFONX6LLhAaHQdKEHv8IaLPlUE/NIXJyTksWpZ2/DzDNex2+5bv15u1J5oea7bPSLndjwt/r8WtBBWeltdicnqajQ8iIqJtEA6FCSIionBlczgwsTCNvvFBtH58haoeFXJflOKW5iEuKm4iqiIJ/3xyFn99dBT/kf09/iP7e/zljx8Rn5eGm7UPYDGvYrhnGh21I6i89w7Z51uR8k9h342L/12N6z+pkH/1JeoL+vCm2YixkXnYPu3u1Q7CIbdwb3pMTEy5ls7k8lZERPubZXEJavlz3EkpQfpZGZIOleOXww9xJeYRzsbV4uSFFozqJnb6NMnLrm962KanMZWTA8vCMn5N7xUaHxfrUVZVhzmzmY0PIiKiEAuHwgQREdFmff78GavLNgz3TkFZ1IPs5GbcjlMhI7YOGTFC3Iqpw81opRgK3DyrwI0zctyIliP951pcj1bg2s81uHq6EimnKvDrqTJcPFmMhBNPEP9TPmJP5OHsT4/w8085OHU8G1E//YGon7Jd8fNPD3D2p0eIPZGH+BOPkRBZiAuRRUg6WYLkk2W4cqoCVyMrkfx9jdjcqMHVCAUeXGqHLOdPdNbroO+fxdLi2k7/dW6Lnc4tnDNCIyPjXA0ObmRORLR/2e12jAwZkH2zHNd/qcSVH6tx/lABLkc/RMXjJkyMzmF6cg5j2gk4bLt74MFeteubHgMTH3H65o/ozbkDs3kJSWk9SPx/MtxKqkNlrRqLFisbH0RERCG004UJIiIiKWsrNmjfT6Opoh95qa34108KXPzvGlz472okfVeFKyeqkB4vx51EBe5cUOBWggzpiZVITShHyi+lSIovQkJcPuJjchEd/QdOn7mHyJ8z8VPUHVecOP07Tp25h7MxDxAfm4dL554g5XwJ0hIrcPOSDJmX65F9pQm5V1uRn/Ychdc6UJjegcL0F3hy/SWepL9A0fWXeHClGddiqpB2pgrpsVVQFfdi6O0U5mf214anzC2IiCgczM7Mo/CBDBmXKv4/e/f91eaV7n//z8uZM07ixL0C7jbGHZtebKopBhvTDKY3Y3rvvfcOAklUVUASqBfezw9kyMx3cubJzCRxbO/XWnsZ3xLoVmNtro/2tYm920jgpRICbmeQlVCNcl2HWrnD/t7n0z7ya/bZhx4WhxWvwmd4xF9iJCsJ7Y6RoIhpAs7Ukvi8gbrmLswWiwg+BEEQBOE3IgoTgiAIwp+F1WJndX6b3qpl8mMGiL3TROCpagJPVRN0vpKgO2UE+pfgF5fP5fhkvn8bzf++DeZ/057w/ftbR+2lvkl343/eufNj9i2uljzjSU0EEW3JpPQXUDJVR4ukl9HNGaQ76+jMBlwHv92nOjcVSvqGR9ne3f3NfubnRswtBEEQhE9lz2Ckpa6PpIiPxHvXEeJeht/1LF4FFzLcOY9yc5vdbf2nPk3h3/TZhx4Au2Y9jwv9OJ94ib78ZFRaE0EvJgg8U8vrsHoa23qw2e2f+jQFQRAE4YsgChOCIAjC7+3gAGx2Fzv7Dta1NuY3zPTO7pBXPkt8QjchT+vxv1pJ4OlqAk9W43euggc3c7n+JJHzzwP5LsHz7wIND/4n1Yv/Tfblr0nhHHuTwPevM4lvqaNXNsKcSoJyT43ZbvnUd/urJeYWgiAIwh/JYXcgmZeTnlDOK78qwq9V4+eex4uH76nI60CxvoNWtYvV+mW2lfwafBGhB4DZZsG/IJBTye60FiaxqdojMHicgNM1JIbV0NY5gF0EH4IgCILwXxOFCUEQBOH/deB04tDpsK6sYBweRl9fz3ZuLsrERNaiY5BFxrEUFsvc8xgmQ2MZCY5jIDCODr9YKv2jyfEP401QKOHBAfg8f8a958+4ExDMnScvuXc3GW/3fAJOVxJ4shrfc2Xcv5nJzUfxXAt+zo1oX7xee+P/JoiY5EjS0+L5mJlKR14eU0Uf2KyoQVvXwNDNJ7y6+46QhyUE+NZjnp7+1A+b8BMxtxAEQRD+CNsaHYWZdbwJrfy5fdWdDLISa9mS76Dc1GLQ73/q0xR+A19M6AGHG9SFF4XybZoHtcVJrCr3CAgcJeB0LQkRVXT1jeBwOD71aQqCIAjCZ00UJgRBEL4uBw4Hjp0dLBIJxoEB9DU1aLOyUMbGsuHjg/zaNVZOnEBy7BiSY8dY+vY7Zk6cpuXyVTLveBH36D5hPnfxC7zNg+c3uR51jUvxV/nxrQd/SXPjLylXOfnyEZcDXnDb6w1P3fMJ/CngCDzzkdBLGby8EkPadX8qbnkyeMuDxetXkV+7huzKFWQeHsjd3ZG5uSG7fBnZxYtIL1xAeu4cK2fPsnLmDCsnTyL59luWjn3L9PcnWf7rXzE0Nn7qh1b4iZhbCIIgCL+XPf0+zTW9JEeW88q7nhD3j/hdf09CaDEj3QtsrWtF+6ov0BcVevxNbOEL/pruTsXHt6xsGvD3HSHgdC2voyroHxoXwYcgCIIg/BdEYUIQBOHLceBw4NBqsS4ust/Xh66qCm1mJsqXL9l4+hT51ass//jjUaAh+e47pOfOIfe8i8Q3iP7nMeREvSIoOp4rL19yMuEFx5J9+Ou7O0ftpf434wqncr24URqAT2UckYVZxKd85NWLWiI9awk6c9iiKvhcFZGelcT5V5CeWEttdTeTcwtsKlVYrNb/+r7qa2pYPnECyV//ytrt24c9tIQ/BTG3EARBEH5LdruDhVkpGYkVJATUEH69Cl+PXMIeZ1GV38WGXItKuS3aV33BvsjQA+BNXhjH0j0oLHuDZMOAv88QAadrSYqpYHhsSgQfgiAIgvAfEoUJQRCEz8OB3Y5drcYyP89+dze7FRWo09NRREay/uQJMnd3ln/44edA4/vvkV68yNr9+2y9eIEmJYWdkhIUjQ30NjWRXl3F06ICLmS+5lhKIP+T+vO+Gf/77irnc5/ytCKepJZCSntaaBscY3hgmb66FcrfTpD0uIPgnwKOkPPVRHlWE+dfSUp8FWUf2xgcnUC6uobesPe7PSZ7bW3slpVx4HT+brch/PvE3EIQBEH4LWjVu0ftq+K8Ggm8XEygZya5b+pZl2rZ2tCwZxDtq74GX2zoAfAuN5xv0z3IrkhkTq7D//EAgadrSY4vZ2xyVgQfgiAIgvAfEIUJQRCET+fA4cCxu4ttdRXz9DT7vb3o6upQ5OQif/WKlcBAlu/eRXLxIpLvvvs50Dh+nOWLF1nx8mIlIICV2DikGe+RlJQxX9PGWFM/Lc395Fe08DKjlKexWdx5nszVwHg8fKK4/iSGmw8SuHsvnYeeufjeKSHkVjlhN6oJu1LLi4t1BJ+pPWxJ9f+M0As1vPSqJd6/kuS4SgoLG+jqH2ZuUYJaoxV7LwpibiEIgiD8x/S7BhqrukmJriDRp4EQj1L8rmfy5vkHRnslbMjV7Ij2VV+dLzr0AMjNjuDbdA9Syl8xJdvF72Ef/mfrSE4oZ3puEYf4hI8gCIIg/FtEYUIQBOE34nLhMhqxKxRYFhcxDg1haGlht6wMbVYWqsREFC9esOHtjfzGDaTnzv1jkHHsGEvffsv0j2dpP+tF5cUQitxjyL6WRNqtdyTdyeXVnWJiPD8SebuSsBtVPPeoJOhSBYHnKgk4VfWLIUXgyWoCTlXjf6YKv/OV+F+uIPhqJWG3K4m+V0XMo2rinlXzKqCaxNAq3oRVkfyymtRXNbxLqiEztZaszBpyc2so/lBPY0c3o1MzrG1usW8yfepHXfgTEnMLQRAE4d9hs9qZmZCQkVhJYmAt4der8PPIIdw7h5qiXtZlGlSKbWxW8cGKr9UXH3oAlGZF8n36FRIq4hhb2cH/fi8BFxtITSpnfnEZpwg+BEEQBOFXE4UJQRCEX3Zgt+PY3sYmk2GamGCvqwtdTQ07BQVoUlJQREWx4efHmpcX0suXkfx9a6mfxvKPPyJzd0d29y7Sp09ZDAxkMvQFA2ERtIZHURGeQG5oJukBJbzxruHlzXpCztYctow6W0v0tSZiPVuIvd9IzJN6Ip5WEPysCO+nmdx5msiVp9G4+YVzOSicS8FxnA9J5lJYHrfjawjLHeRD+yrzMiNGs/gb6Wum3dynKHaEwQb5H3J7Ym4hCIIg/Bpq5TZF7+t5+6KaeK8mAi8XEeiZSd7bRtaWtWyuqTHoRfsq4SsJPQAq0yP4Pv0KkeVRDC5s4+/VTYBbI2nJ5UiW5Tidrk99ioIgCILwWRCFCUEQvnQOu4t9nZX9XQsOmxPDjpnFgXXGSoYYfV3OUmw6itg4ZM8CWL7lxfJlD1ZOnfrnAOP4caQXLrB66xbrT5+iCAtD8+YN2zk56Coq0Le0sN3by1rfAHO9/fT39FHX0kFheRVpBUW8zsjnVUIJ8S/KiX5STajH4SqMoNM1hHhUE/KwnKcBhdyJSudKcjzXikI4k+f1d/tsXOPHTG/Ovo/mRHIa3736wKmEdu5lzvGmRkX9mJ6lLSsmq/hbSPiZas3AyxvNBJ6sJty9nuFG+e9+m2JuIQiCIPxfdncM1Fd2kxZTxWvfJoI9PuB34z1JLz4y1ithXaZiRyvaVwn/6KsJPQAaUsI5nnaF0LJwuqeU+N/uxN+tkfT0cmSr6zhdYrIvCIIgCP9/RGFCEH5bVvsBDufB0ddGi+to/NJxh/Nv3+diZ8+BWu9AZ3Ridxxgcxywu+9ErT88brYdfv++xXV07G/X3be42NDakKusyFVWDCYnNvvP368zOrH/dPufE6fdhcVox6izsrdrwW5zoteaWRhWMtK8ylCjnA3JLoZtM301K+SGD5Lu10Nr4QLmfTtDdStEnSgk9ce3VF2MZubxc2R377Fw/MRhO6nvjrPsfpU1vwDG7gRR9b0vH46HUn//LYvldYxWNpEb+4HMlEryK5qoGemiYaGLkvE6UroKiKpPwa88lvuFoVzL9uFS5iPOpz/kYoIPHs9fcOtJAvdvZOJzvvSwzdTpSrzdCvG8m8IV3yjOhgdwMukJboXPuJwfyA/poZzJjOZiVgI38jK4kfORs2+a+eHlCCejlriRtMrLMhX+eVuciJRyIlKKT84mki0rCxsWQouVxFaoye/YYWnTgtnqYmnTwtiKCcmWBZ3xy1rx4XKBRv/17u14cAAWox2ryY7LdcCWVEdfjZTW4kWacufRa8y0FM4TcKKawJM1vLhYz7uAnt/9vMTcQhAEQfh7FrOVydEFspKqeRNUR/iNSvyuZBPpnUdNUR/yZRXKLS02m2hfJfyyryr0AGh7/ZzTKVfwKXtO8/AGgbc6CLjSxPvsKta3FLhE8CEIgiAI/5IoTAjCv2a1H6DYsTMpM7G958RgdtE8YeBlmYpnOVuU9OyybXBQ1L2LW8IqJyKl3EvfYFxqZkJmwifn5+J0xaAevcnJ62r10bGIDwpWlFYaxw3cTl7jRKQU9wQ53bP7yNVWXhQrjq6b2aJlZ89BXscOZ2NknApfxi97gymZmb7xXXzjFrniPY6H9wSNPRqWl/UkvJrhzp0+bt3t5/U7CdINE9W1azx4PMT9x4OEvpxhZGqXsfEdXr2eIzRskrCISTq6lGxvW6irXSMubpqkN3PUNW2h2rYxNbFNQa6EglwJZR9lSJYNaNRm+nuUNNau0Vq/hnzFgMVoRz6/w/yICtmsFqVcj3nfhk5jYmFYyXCTnOGmVbZWdGwrjLQWLvA+uI93fr30VCxjMdrpKF062pci3b+X5UkNM31bvHnYQbhbAwlebQw1yDAarIzXz9MQWk5vwDumfaJZffwU6YULh6s0vvuelQuXWPMNQJORwW5zE9KJfmonGohuT+VueTBXip9yNs+L7zKvH62u+KXx14yrHM+4ycl3nlxIfczN+DAeh73l2eMcnnmU4H+28nAFx7lqAm/U8sCrjpvPGrkZ0cnj9DFCSha5n7HMlddSLsbJORUtPXqOT0RKOR0tw+3VKo8yN0moUlM9ZGB2zcKe2fUPr8t1rZ0pmYn5dQsW+wFbO3Zy23eIq1ATX6lmWGJCrrYRWqQ8+tnhH5TsW1zUj+q5nbzGo8wN3rdss6qxodE7qBnWUz+qZ2DRiGrXjtMFFtuf828qk9XFvbR17qau0zS+96lP58jE7Bx1LW2syFf/sx/wU5BhMR0Wfhx2F+Nt6/TVSGnMnWNxVIXd6qQ0cYywyw0EnarhzcMOXM4Dpnu3iHBvJOVpN8VxIyhXDazO7/D8Qh0BJ6p54VZPT+XKb3hvf5mYWwiCIAgAKoWW4qwGksNqiPNqIMCtkKC7meQnN7EqUbOxqhLtq4Rf5asLPTg4oC8ulEtJHjz8EEh55xKBN1oJvNFMfmEtCpVGBB+CIAiC8C+IwoTwtbLYXCh27Bgth3PFsRUThV27pDZoyWnbZk1jo2t2H6+09aOCccvEHkaLi9z2HUKLFKTUaxhY3Gff7GRz287YiomhJSOTMhM6oxOD2cncmpmhJSNDS0Y2tDYczsPi9Oyamdk1M6saG2abC43GzNjENm2tm7R3KFCozCjX92gslZAdN05q8AADLevsaszUvZ8l4koTIefqyHgxiHxJx0C9nJc3mgk5V0u8VzuTPZuo1/YoT5ki/l4HcV4d1BQsotwy0lYqIeZuB5E320gKGmB2XMNY7xaJPr2EejQTerWFxgoZctkeRQljBJ6rI+BcHUkvhpmb19FevkLw+frDlQsezbTVrzLapyTmfudRQFGaNMbKqJzKuJ6jYy9uNVIfkkvjg1RenKsg4Ew1vh5NfCyYYX5JTU7mPH4Pu/B70k1K8jAz81sMDqmIeTNO+Jth4tKH6RmUs6PWMVA/SFX0ezr8o5i8/xjJpUtIvv0WybFjLJ48xeytO8hjYtGUlbHU0EhfWwd1Pe1kdX0kqi0V92Jvvkl34/j7m9z9EEJsawZvO/NIaMgitjKT2I+ZxJa8I7bgHfEFOcTkfiQ8vYWXiX3ERwwQdLcdnwsNBJw63H8j4GwdTz3auHu7l6tPxrgQOMepsGVOREo5FbnCxagVbiXK8M1aJ7ZcSWq9muLuHepHDfTNG5mWm1lV29jddx6t/vkt2RyH4Z1KZ8fhPAxMKgZ05LZvU9i1y6rGxrLCinfWJhfi5Fx/s0bVoB6Vzk5itYrT0VI8EuXEVqjQ7TsZWDASVKAgqEBBYrWGhQ0LWzt24ivVhBYpeVWlpn5Uz57ZSfOEgegyFdFlKt63brO770Slc5BUqyGpVkNW6zaza2Z0+w4+9ulIrjs8Vj2sx2p3MS03k9W6TVbrNuX9Onb2nRhMLjwS5fwYscKPkVIuxMkYlnz6TdXHp2fI+1hBzocycj+UsySVHV12cHBwuCrD7MDpcLEypaG3eoXGnDlGWlaxW510lUkId2sg/HID4W4NKFf17KpMhLs3EH+nlTTfHqa6N3E6XcwNKhislyGf06JaM/zL89qS6siNGKS9ZOn3fggAMbcQBEH4mu1s66mr6CIjrpY3fk2EXDlsX5UcVs543wryZQXbmt1PfZrCZ+brCz0Al83GSHQw119f5XbRM/Ibpwi62kzgzSaKPzayvbMrgg9BEARB+D+IwoTwpbH81DrK6TxgTWOjbWqPgq4dUuo1rCisrGtthJUoOP3Tp+vTm7So9Q6qBnX4520RWqwkv3OHrR07Gr2DuTUj8+tGlDtmTBY7LpcLh9OJzW7HZLawbzRhdziwW51YjHa2lUYM22acDheazT0mOtfpLJPQlDfPhkSHdmuf6vRpkp90EXurhfqsWXRqE50fJUR6NBJ4sprEe20sjqiQzmj5ED9KdugAhS+HmRtQYDHaWZ5QM9y8ysKwEuWqHqvJgcN2ePsO++8/7z2w23Go1dhVKhwWC8a5ObYLCpC/CGfcN4i6d8XUZxQx4+nFwrHvmf7uFDXe0WTktNOTVoTcP5ClC5fovvmE9ymNNCSXIg8KYdD/JdnBuYQl9pFYtsDMwgbjvUukhpWTff81dVd9mbhwheUff0Ry7Bgz35+g88xNeh6GIM3MpSq9lWvBw5yKkHAvZYmK/gXyBro5m/6Wv6Q85n/S3TmedYvrxSF45adzL70cv/R2gtJ78E/rwzt5EK/XY1yPm+ZK2BQ3fMe4e3+Ah1fb8TnfcBjenKrB70Ij3jc6ePJkgMDoaeLy5Lxv1vKxb5f6YR31XWq6+rWsKi3MTWopih0h1aebdwG9THZtsL60S2ZgH88v1JHs3UVv9Qo2i5NNyS6z/VtsLuswGWy/+/MIh4V4h/MwZXE6nezqDUjX1pmcX2ZyaZ1dg5mxpW2SS4d4mTfEmw9jLKxsItk0ElO6TGThAslVywzPKVDv2nhfpyChdJPkKiX1o3qMZiddYzpeFW4QlbPG+xolGp2d+eU9IjKkRGRIeZW/SteEHu2ujZQiOYEJCwTHL5BVtcm+0UFt8xZPI+Z4Gj5LdNIiKwoL0lUTN5+Oc/XJKNcej3Dp+QLNwzpGW9for5UyWC9jYViJy3mAes1Af62U/lop4x3r2MwOzPs2+mqktJUs0lkuYWVKg8PmQjKupq1kkbaSRfrrpLicB6hWDbSVLNKYP0tt9hRrK1osJjt1+RO8j+4gPaKZkvedGPct5KW2EudbSZxvJfGBFbS297OjNPL2USdhl+sJu1TPaMsq5n0bGQG9RHo0kvqsm7r3M7icB2yu6OivkzLZucHqwvbRao/PjZhbCIIgfF0sZitTY4tkvakmKbiesBvl+P7Uvqq2uB+ZRCnaVwn/ld899JiZWcDT8ymenk+ZmVn4p8v/dpmn59P/6nb+XQcmE1MvAvB6dZVrBY/JrBwiyL2BgNvNlFe1ojMY+Pw6GAuCIAjC708UJoRPwWKxsqvXs6PTodIc/gFksVhZ31QwL1lhbmkZ7c4uTqcT6eoag2MTtPYMMzg+zezkBh+LZnn5so/nL7p5l9/F3Pw6me8Xuf9smFv3B7kfOEhL9xJFxQv4+gzx8F4P3k97eF/QS1/nMjmvJ4j0biH8fi3Jr2qZX5DTUjRH/MMGIm5X8iqwgob6PppKJknx6SDiRg3hN6t497aKvo5ZCqKHeOFWR/D5ahKeVzAwNEVRwiAhZ2sJPFlN9J16GiqG6G1aIN2/h5hbTSQ+aKO7dp7d7X0muzZoLpinp3IZ+awWq9mBec+GemMPvdb8h4UX/4pzfx/zwgK65mZUOTkourqRTc+yFBV9FDqM3rpNeXIarW9TkAUGIvHzYyL0OaMfy5iZnkWzJMGhVuOwWH5xv70Dm40Dux3L0hKqhATk168jv3KF9cePWfX0ZPmHHw5bU33/PfKrV9l6/hxtdjZ73d3Y1tZwWSzYnQfY7IczfaVBR/XMEC8ac7mU789fM67y13c3OJHhx4X0FNySarkYN8bp6MMVGCcjpJx5IcE9aIZ7fmM8ezyA3412Ai8crmIJPltL5M0WEgN6SIvrIfd9N+2dE+zodKxubFJSWUNOSRnldU0sy+To9AbGpmfp6h9icGwC+doGNrudfaOR7Z1dLFYrAGajHemMlsEGOS2FC0x0bmAx2umpXD5aFfMuoJfNZR1LY2pibrQQ7tbA6wcdDDXIUa4aKHw5fLgiwK2B0sRxLCY7gw2yo2Pp/t1IppWszu/w6m4rzy/WEnW9ntK0AZa5qMqOAAAgAElEQVTmN6h+N0XoxVqCz1cT87CGjq5hFoaVPP/pWMTNGioK+pDMbpER2EvoxVrC3esoiOtnY01N50fJ0blG3KihsW6AtYXDNkqBJ6sJuVhNTkI7ywublMSPHl03+VknWq2Oic71o2Pxnq0sjapRr+2R6NVO4Mlqwi7VU502xb7eSmPO3NF1kx51oteaD2/rUj3+Z+vwudhIcNgUeq2ZopgRIj0aeeXZRnHsKDark8nuDeJutxJ3u5V0v142lnfZVZt4+7iLuNutJN5vp61kAfO+jYb8aeK9mon1bCQ1oB21epu1hR2ibtYRdq2aqDs1VBUOsK+38O55J9G36oi920D+q150un1aK6eJ9Kwm4nYlMY9qWJOq2dux0F8rZahBzur8Nnqt+Y98K38SYm4hCILwdVBuaSh+30BaRD3x9xoJcCsgyDOTwpRmpAsq1mQK0b5K+E387qGHj89zAFQqzdHXfzMzs0BpaRUA7e09tLf//huk/T3H7i4LAT54x13jYu493pT0EHy5nqC7LVTXdbJv/PTLnQVBEAThz0YUJoR/xeF0ojcYUGu32VAo0ekNuFwuNhUqFiQrjE3NMD49y77RxI5Oz9DYBC2dPdQ2t7OxpcTpdNHe009ReTW5H8pp7epFZzCwtCLlY00DmUUVZBeXs6VUMbq0Q0LhGCGJXbx638HA2Dx52TME3+/G93IT3lfbqK0Zp7JgmojbbfidqcX/bC0pKUNI5bsUvRonxK2BUPcGUiO7mZtdp7tqiTT/bl7dayEtqIOB7nkWJ7eoyZgiI7SL9OAO2qqn2NrQ0lezQkHsADlRPVRnj7GyuIVsXkPbhwXK00eozhljbmqVHfUecwMK2j7O0Vg8xXjfCmr1LopVHWN9UjpbJulqH2N4ZJodnZ61zS1qmtrIKSkjp6QMiVSO0WSif2SMqoYWmjt6WJCsYDKb0WzvsCxbZX1LgWF//xeDgv/Wgc2GQ6XCPDWFbXWVA7sd49AQihcvkN24wdLDR0yXfmSyrILFh4+QnDrFzLlzND0Po7jwA6MfPrLb3o68u4fpnj7kUhl6wx5O56/ryeQ0GDDPzKCvrUX99i0bPj7Iftp3Q/Ltt0gvXWIzIAB1YiKqhAQ2Q0JY9fRkp6SEfaWW2dR8Wr1eUBVVRNa7ZsJKW7mVn82JzED+J/0636Rf5S8pTzn2+i3H42s5Gz3C9bAJHj4fIiC4j8jAXmKedvPybhsvLjX83HrrUj2pz7qpTJlisEHG6sIOpr1/vdrC4XCg0x++P4wmE0aTiYXlFTr7B2nq6GZ6fhGb3c70/OLR81/f2olKo2VnV8fAyDg9g8NMjYyx0duHvquLraZ2pH2LLLfPoswpQBL5hvZn72iPLqO3aorJvBrkr9MZePGe6qBcipMaqXxbyULqO+beFvDRP4d3/rmkvfxAU1oe0g/VtMeXkxuYS05SI/VZDUhrGlis6KIxtZW6rF66K8fZGJxga3CeoQ/jDFXPM9O7gWZZiUG2yXz7EqM1C0x2bbC2sIvD7kIp0zPZtcH8kBLZ7DY2iwOL0c7SpJKRbgmDXQvMTskxm22sLaupKu+mtKSNjx9bWZAso9fvU1/XTeb7MjKzyqht6MDpdKFUa2ltH6Cnd5TpGQlmixW73YFau43JbPmn52Bm1ULv3D8XUw4ODrA7Djc4tzscyDc2mVlYYmxqhhX5GlarjaHxSYrKq38Krhqx2uwo1VpKKmupa+mgb3gUzfYODoeD9S0FKo2WXb0eo+lfhxZbKjXDE5Ps6PS/6j3xJRJzC0EQhC/XjlZHQ2U3mfF1JPk3E3KlBL8bmaRGVDLRL0Mm2UKrFu2rhN/W7x56REUl/uLXf1NaWoWn59NfvOzXcLlcOByO/3iYlUqk3o8IjL3OyYybxGQ1EnyxlkCvZmoaujEaTf/VzxdDDDHEEEOMP2L8kW0ZRWFC+Bu7w4F2e4fZRQlNHd1sKdVYbTZqW9qPCrZ9w6MYTWam5xepaWqlqrGFhrYudvV69vb36RuZpqF7jM7BKTYUKqZl+xS1rfOmUs6rcjmzMi3Tsj2e529wPWqRqz4TVHepkCzs8CZ4EP/zh3skvAwaYlW+T3O5lISQYZKixykrlaHRHBY9rfYDHM7Pbx2vxWrF4XDicDrZUCiZmltgaGyCpRUZJrOZqbkFSiprySkpo6K+mfUtBQqVhraefmpb2mntPgwZLDodCsky6ysylGoN2xIJe8PD7A8MYJ6ZwanXY1MoMHR0sFNQgDI6Gl1nJ/qNDdaiog4DhmPHmLh3n6bcfPqycthISmL+9Rva4l5RV1hCa3cf66trWI0m9Ht7GE2mXx1s4HLh2N7GNDGBrroadXIym/7+yC5fPtp3Q3ruHOve3qiTktipqkY7MolsWcPoipHmCQMlPYd7O7woUfIwYwO3V6ucjJ7neGwb3yZk8te3QfxP6g3+knaVk6+fcjUygYch+QT6VRH+uJ5Iz3rC3OsIPnO450bQqWoi3BpI9u6iOHaEprx5hpvkLE9q2FYYsdt+2400nHt7mOfm2OvuZrepCfXAIFtSGasfSll9/ATZ9etMPnxEW2UNvSlph8/J998z5eZOQ0Q0xZk59IVFsBEaisTXl9agEAryimiJiWPlwQOknp5M+/gwUFbBSFkFS3c8kV+5guzuXTaKitBKJKy/esXKyZNIjh1jMzAQp16PoaXl6PlfvX2b/YEBLEtLrN69i+TYMVZOnUKTnIxjZwdtZubRddcfPcKuUGCammL5hx+QX7/OVmgoxtFRnAYDe7297LW3YxwexiqV/oqXiAuzxYJCpWZtcwulRoPD6WR9S0FTRzf1rR00tneiVGvQ6Q2UVteRU1JGSVUtc4tL2O12VuSrDIyOMz49y+ziEg6nE+nqOlUNLRSWVVFaXcf6poK9fSNVja2UVNbS2NbFwvIKDqeTLaWKxZ/eQzqDAbtdtNz4rYi5hSAIwpfFbLIwMTxPztta3oY0EH6zAt8rWUQ9PWxftbKwhWJDg8Pu+NSnKnyhftfQQ6XS/MvQo7S06milR1RU4n+00sPhcGKxWP+rsS9fRe51j7CYm3yX7sGLtGqCLtQQeL+JhpZeDIb9//o2xBBDDDHEEOP3HH9k4UUUJr5eZouVLaWKyZk5jCYTSo2WivomKuqbae3uQ6XRYrQ42dabkSqMSDaNWGwuZCorH/t0ZLVuE/5ByYTMjMHk5HmxgtPRMk5ESnldo0att1PTocYvdp6nwRNEvJxhbd1Id42M6BvNBJ6sJvRCHb3Na+h3rAw2yOkqlyCd0bC3a8H1O4UaFoeVfZsJrXEXi/2w3dDa7hZDa5P0yccY25hFZzawtrtF81Iv2SMfSR0oYEa5xLZJR+F4FX71MXjXRFI8UYvGuEPxWDU3Pvji+cGfl81vWVStIJfPU96cR15VCpVthSxvLmFWKtjqbGGzuABtVhbGoSFcZjOGlhYUUVFsBgYetm+SSlG3tLL69ClSd3ckly4xnvmevroGph49OipE9zx4RHFmNt1BISz/VNyecXOj7302w6VlLIeEsPL4MeOPnlAX+4qCvCLGW1oxzM4yOzBIZ1cvIxNTrG8qsP0Hv3cO7HbsCgXGoSF2P35ElZDA+pMnrJw9e3SOkrPnWLr3mNnnsYy8LaQ1r4OSikUSKxUE5G9xJ3WN87Hyo83iT0RKuRgnxyttnYACOaFlw/iUfOBW6isuR4XgFvCCO49f8+xuLgFXPhJ0rupotUbomSpi3Sp579tOWUgj1W4xtJ32ZuJhGJrmLlxmM7aNDRxa7X/02nGZzViWl9nr6UHf0MBeXx9OgwHj6Cjr3t7Ir19n/ckT9vv7MU9Ps/7gAcvHjyNzd0ebm4trf5/97m7USUls5+ay19uLU6/HZTRi39rCZbFgs9tRa7XI1zdRqjUA2Gw2tnW77O4bsNgPX7/7NhN6y97h69hhxeqwodrTsqlXsbq7ic5swOqwsalXsbK9xqJGxrJ2FYvDisFkYHRllN6FPibkk+zu76LXKhme7qF9tJGG4VrGNmYwG3TMDLRS1VpASXsBHfPdGDbXWGtroCYnjt6CFKZ6GzGsyVBERh62IvvxR5RRUbhMJnS1tcguXWLjyRM0qanYt7Zw7uygq6vDODyMRSLhwPLPqzf+6XF3udDpDaxtbrG+pUC7s4vVZjsKaBvbOunsG8Rmt2PY22N0cpqFZSmbCiXmX1gd8nvT7G/TJR3CZP/y21j9X8TcQhAE4cug2NRQnN1IWmQD8fcbCPDIJ9gri8LUFpbnFKxKFRh0e5/6NIWvwB/S3kql0vxie6u0tJyjfT7a23tIS8v5r27rv2FbX2f1zh3iYjz5Ns2dkOQKgi7UEPSwmbbOEay2P2ZjQEEQBEH4sxOFia+D3eFAZzCwo9PhcDhYWpFRWl1HYVkVdS0dbKh2mJSZqB/RkdexTef0HpslFQw8fkG1uy/RD/K592qe6ZpeVj7Wk5nQQtrrTuKLZIxIjGjVZio/rJDzZoq04H5aylcw6GxUpU7x4mI9Ly7W8z64H9Wqgf1dCxuSXTZXdP8y3LA4rGwbd1nd3WRTr8LmsKHY09ArH6V6tpXy6SYWVCtYHTYaF7tI6H5PWGsSJZO1qPe3aVzqwqcumislT7lc9JiRjWlWdzfxronkm3Q3vkl3491gCVrjLkl9uXyfdYNv0t24VxHCrHKJIdkYvtWRXM97xO3Cp3SvDLK9MENuSRzBrz2JjL5BQ3sJ29sKhtPiSfc6ScLjU7yNf8Di8iQT1UX4x17n5JvL/DXVjQ+TdailC0RWRB/d/vOySFY2luhs/0j4m/sEv71PSl44y9IZtMvzjNcU0/shg8nSHHRSCQc2G9bVVUzT01gWF7FtbGDW6djb1WHV61GurjE9Pcvw+CSDYxOo1BpMZjOrG5vI1jbQ7uxgNJv/rdVkrgMw6U0oZ1ZYqW5n6s17Rn1Dmbx6i4UfD4OWxW+/Y+LUBVrcHlB0J5LER9n4+DbiETrOqYjlozDjXIyMS68knE8Y42JSNzcyOnhVN0/VoJK3tT34v8snMDGbgLBs/LxzeXIjl2cXSgg49XOwEXKhmsg7tSQENJCV1EFbzSyLk0oksi2WVKus6bbYsxoP23atylA31LKdk8N+Xx9WmYytiIijFQ3qpCQcWi12lYr9n4IMQ1sbts1NzDMzbD1/jvz6dZYuXkCRm4V9a4ut14kMn/2RrpsXGX4TxdrqArtT48wnxVGbFUt1TSa9M12odCrUmg0aZ9rIGikldaCAtuU+9q1GWiV9BDTE4V0TSdpAEer9bSa25vCqCOFCwQNulPpRPdfKmm6LsNako9dLUOMr9JY96uY7jo7d/OjPwOoEs0oJN0v9+CbdjR+zb5PSl49mf4fU/sKj6z6uDkexp2F4ffLo2OWix9QttCPf3cCn7iXfpLvxv+88CG1KxGy30LDYxYns25zIvs3DqjBmVRLm1cuczb/HN+lunM27d/See9WVyekcT64WP+V1RwbqxRkGq/KIzvAhLSuUsuFKVka6mTtzis7zxxm5dgl5VSl2pRJFeDirt2+jiIhgp7CQA7sdq1zOXmcn5vl5HNvbv/DidLHx+DGrN29inp7+1a/p39OOSY970RNOZN/m6odnX23wIeYWgiAIny+tepf6im7eJ9Tz1r+ZoCvF+N/MJDWykvHeFaRLm2g1on2V8Mf6JBuZ+/g8P1rV8ak2Mv8lluVlVq9f503MXb5L88A/oZTA89UEPW6iq2ccmwg+BEEQBEEUJr5QdoeDg4PDMGF0cpqiikbSCmtoaO9hcnmHvHYVIQUbPM5cZ7x/BUVpBd13/Bk7cYHU6AZq+rVI32awHPaSpcAwFjJLWZ/bQplbyMClJxQdDyPp1HuiLtUw9q6JqVt3STqVSsy5It4/bWK4QUpHaQF1mQlUFqTS0lGOzrDN9MoEOV35vOp8R1jLG2ZVEvZtJl51v8ej2JvTOZ687c1Dvb9NxlAJJ3Pu/FRY9WJKscC8ahnvmkhOZN/mfMEDyqebMFj2yRouJbAxntDmRHJGylAY1CyopRROVFM0XkP5dBNbBjUmo4HJuQH6OysZqCtiZWUGo1aNsrwUyfMgFp88QJWbjV2lQpudjfSnFQuyK1cwjoxgkUjQZmSgCAtD/fo1ltlZXEYjVrn8MIhYWsK2uYnLbObAasVlNOIyGjlwOLA4bDhcDjZ0SobWpmhfHmBwdYIdk56JzTne9OTgWxdDYGMcI+vTzKuWeVb7c0CS0lfAtnGXjMFizuXfx7M8iLd9eT99il9K2XQDJRO11M13sKbbwuo8DIlWtteY2JxHtrPBvtXG6NoquYO9vG5rJ6G5l4IeOe/b1/EpGsIzqYFnYSUk+udQ9PA1NR4+9J1yZ+67ww3F57/7gYGT7lRfekrGrWiiHr8jIqqJoHeTXEnt4MTrD5xOKSSkoou6cQUZXYP4VGQTXJPN+7Y6hkeW6O1YJDOzmdiISsK9y3l+s4qQ8zVHoYb/mQqeuRXx7E4e/k9zCAx9j29sMsHZKXTOjjC6MYNXRcjR45I2UIjeskf6YPHRMd+6lyyopTQv9Ry9hs4XPKByppmVTQkvq+O4mHmbK7n3yekvZrXyA1l3T3I1/jIeb68SWhfH5FQvHXX5uKff4pt0N45n3yRjqITN3S3i2lKPbsu/PpZ1nYLmpR6+SXfjWMZVbpX6U7/QgWxnnbjODO6UBXKvIpTC8WosDiu98lHCW9+S2JNF6VQ9a7tbbOqVlE83UT7dRP1CJ0saGfs2E7NKCX3yMfrkYyyqD9tGGSz7TG0tMLW1wKJa+k+rOla211AYflol4rSj2tOi2tOy/dOqEIfLebRaZN9mwuKw/tu/Y5wHLvSWfbb0KrYMKvatJkbWp6mdbyd3tJympW5sTjtjG7M8qHrB5aLHPK4OZ3h9imWtnHP59/km3Y0fsm6R0JTCxkAXye9DuJN8C793j0jtykLd1szIye9IeniKYt9r9PXUoFycQfboIfNRz5GdP3+0okh28SKmycl/Ok/Xgesf7qvJbsHhcqIwqFnZXmNZu8qiWorD5WRDp6RPPkavbJQe2QhGu5l9q+noeamYaaZHNozVYaNjZZDUgQKS+/NJHShk32Ziy6DmTJ7X0Wvjm3Q3YjvT/+3H9ksg5haCIAifF5PRzNjgLHmpDSSHNhJ2swzfq1lEPyukrngQydwGWxtq7DbRClL4NH730ONzY1lYQObmRkbsA75P8+DZy0ICz1UR7N1E78AkNvFmFQRBEL5yojDx+bGZDzcMthjtGLRmnA4XNrODdame+oY53qb1kpTZzND4LNmFEnwip7njO8aNoGkWBhcZLOwm634++W6vSQ7tZqZyANnde1RdjyfnQRElEZ2MtchpmOzhdUoFz+9UEnSmmpfXmilsaiKw4C3evu944J1CVeEokyOT3C7yPSryvW5OQ2PQElsRw/ep7nyf4sattDtINpcYLM8hOPoaj1+cw/v5OYZme9EszVKYG0XGm2fkvnvO0GAzRqMB5cw4830tLMwOsandwOb4xw+sHFitHDidHFgsWObm2B8YQN/QgHl+HpfVym5pKeve3qzeuIEiNBSLRMJ+Tw+rd+4cftL/5En2OjtxGY3slJSgio1Fk5LCfn8/LqMRh1qNVSrFsb19FFx8CgbLPmu6LTTGHexOx1HAkTtaTsVMM+u6LUY2pvFviOVsjjdnMyOJrunjTd0m11NH+fFlPz9GT3AyaokTkVJORqzgFjrJE58mYh7kkXcrliZ3b0ZPXWTh2++QHDvGwg8nmfK4Tc9DP2pDI6lIyaCjqQPZmgaVfp/VHQXrOgUq3Q6KzV1kc1ome9bpqlqiLnuakoQRMoJ7SHzQTrh7A0Gnfw41Ak9VE3SxAr+bRdy7l8rVp9F4hIZxLyGamJL3NA53s6bc+lUrs+1OB1bn4fVMNjMbOiUr22tHqz22jbuMrs/QuTJEx8oAsp119JZ9euWj5I6WkztaTvvyADsmPeObs2QMlZA7Wk7dfAebeiU7Jh2DqxO0Lw8wtDbFhk4JwJ7VyMr2Gqu7W2ybdFgcNuwuB1aH+FDVr+F0Odk1G1hQSxlen2JDr8RkMzO4OkHm0AdedqSR0n+4UmVWJeFs7l2+SXfjXP59Kns/Mp+bzoPkwzDr+NtLRPmcZvKHb8n5EM/FwoecyL7N3fJg1nUK5DsbR7+bTubcoXiyhh2TjtDm13yT7sZf3nngVR6M1WGjTdJ/dN1z+fcZ25hFY9zh9scALhc95sZHPwrGKzHbrVTNtuBdE8mz2ihedWWybzOh3NPgXuz908+4/FMoV/TJHudPScwtBEEQPg9bG2o+5DaTEd1E/IMG/D3yCbmXRVFaG0vTm8iXN9Hr9j/1aQqCCD1+iXl2FumFC+TFPuF4mgePInMJPF9F8LMmBkdmsYtNdgRBEISvmChM/DnMDSp4H9xH8pMukp90IZlQ47S7yAodINKjkXC3BopiRtjbtdBcskSYW8NRETk7r4Ox0TXiPFuPjkU+H0Iyu0ZGYMfRRs6JjzrpSkqn4F4wEReyCblYSuL9VmqbB3j8IYr7j5N5eOM9rwIa6KlaJqTyDQ9ex/EsPJ3Egg/Mza4xKp8jb6yCrOFSSifr0Rp3MTusSDRyprYWWNLI2NKrsDl/+YMlLosF88wM+wMD7A8M4NDpsCsUbOfnsxUczIavL7tVVTj1elTx8Sz/+OPhJsz+/ljlcgyNjaw/eoT0wgWWjx/HODSEXalkw8eH5ZMnWTlzBm1GBg6Nhr2WFrTv3rFTUoK+sRGHWg2AU6/HqdfDr92U+0/I6TpArXcwLDFS2rtLbIWae+kbnIs53FPlYqyUx8kLxCT3khVfRtWLNDq9nzN204v5U2eOPh2/ePIkc9dvMOnjy/DLGHozMmku/UhZVQ05JdWkZpbxKrGEl5HFhAUWEfK4mCDPDwReKSXwXAWBp6r/Lsyowv9cGc/ci3h0K4u791O46R2Pe0AY5174c/LlY75LuMNfUq7yfeZ1bhX6k9CSRdf8MLv7+k/9kAqfAdeBC5PdgtVpY1Ejpbksnfx7Zym7+gMyr7vIdtYpn26icqaFXvkoJrsFk83MwOoEU1sLzCiXWNcpcB240Fn2kO1sHK2AATg4OMD4X7ajch24eFYbjXvRE6LbU3+Lu/1Z+jPOLaKiEv+pa4UgCMLXSKvepaGyh5zXTSQHtBB8tQj/m5m8e1nLeL+U5cUNtGrRvkr4cxGhx//BNDGB9Nw5PsT58GP6VR6FZRNwropQ/yZGJxaxf6JP7gmCIAjCp/ZnKEz8rQhRWlr1T5f9UpHi74/9rcXm58pqsnNwcPhvf52UhuxZGvIXkC3u4nC4qCxd4fWraYLCJ3kaNUVN8yAtXet4RczjHjjFnecT5NaNMrcmo6y8i8KcEsbrOzGo9UTmhnA95iKn3lzGN9kLpWaDj9MNuBc94WLhQ2599GdtdwuT3UKrpJ/OlSEW1FJ2zQZcB79+z4ffk2N3F9vaGlapFJfJhFUuR1ddzc7Hj+x1deHY/alYabFw8BmHGL/E5XJhtdnY0hgYnN6ktG6W1Ix+YqJaCPOtIOpBPkmeqeTdeknVjQDar9xn8NI1Js6dZ+D8CWqu/Ej2nRMkPzhFvO95wl5cxT/6Lk9invHg5XO8IqLxConnnk8S9x+k8ehWFk/c8vE9W/ZzkHGymoBTlficL+WxRx73bmdw90Eynn6vuRv2intxsTxKi+VZQRxBVQlENieT0PGe1J5CcobK+TBWR+10G+1L/QzIJpjaXES+s8Ge1fipH17hC7Hf3Y2htvZTn8Y/Ue6pP/UpfFJ/hrnF/ysqKhEAlUrzSfcfFQRB+BT290yM9E+Tn9pA6otmwm6W4Xctm5c+RTR8GGJxZp2tDTUOx5c1nxa+HCL0+BeMw8NIz52jKiGQE+lXuRecif/ZSkIDm5icWcYhgg9BEAThK/SpCxNpaTn/sE+YSqX5h8t/qUjxt2OfO6vJTlXaJE3582xvW0moUvMkaxOPxFXCitaYXd6itH+TexkT3HoziG/aADFl+SR15+JTHc3D4kCUehXjsgkuFTzkm3Q3vk++TEVRIkb9DlldebxpeEvJWDUzSgk2px2T3cK+zfSnCTW+NnaHA6PJhGZzi/XpGZa7upmvrGYqO5fRxDf0hUbS8SiQthtP6LrkycDpK0wcP8PCt98frc6QHDvG0rFvmTl5gu7rl/n47DrJkZ6ExD3kbuxT3CL8uBQUyrWnMdy995Ynt7Px9Sgh4FwFgSd/3hA88HQ1wZerCLtTxctntbyOqCfjbQvFhd3UNgzTMzTD3IqcrR0NesseNqf9aJ8YQRA+P3/k2/dTzy1+yd/vT/qfODgAh8MphhhiiPFZjTW5gg85h+2rYu/V4X8lj9B72RSltDI7tsbywjrbWt0nP08xPs/hcv1xf1OK0OP/x35fH9Jz52h7G8bJ9Gt4+acTcLaS58FNzC7IEMGHIAiC8LX51IWJvw8wSkur/qnlxC8VKf72//+0RYXL5cJkMn/Ssb6iIdWnm9i7bfR0rjOyMktgeSXXs5Pwz6okIaeOc5kP+cs7d75Jd8PnYxgyxRrFncV4pXryOOoS4X5nWGltQKtRMllXykJfB4p1KXt7e5/8/n1tQ7O2jnxoiIX6RmaLSphKS2ciJo6xoGBGHz1m7NZtJt09mDlzhsXjx/8hwJAcO8bC9z8w9sN5uk/foPHCQ2quBVB7P4qm4Le0vc6iOT+PstI8knOzCX2TxqMXSdx58oa7t9N4ciXv/2Pvvr+qPrPG7/93T773PYkmiiCiIFJEkKL0cqhKbwLSe++9947Se++9ST308n5+cOIkmcw9k4kRxP1a61rrLCByCQa3e3/23tip5/yqoOH6qJQAk2riXFvIDu6kPHmQ5uIJeprmmBxcZXVxm92d/Sv/usmRI+fLnePjL7dz5qpji9ylDM0AACAASURBVN8aGBj5FG9kZRX8V50eFxeXHB0dy5EjR861P/OzSxRm1REfVMFbh0ocdVJxMIglyruY9oZxBnomWZhbufJ7yvn6z+npl9uVLUWP/8B+YyNT6uo0hnnxKO45JrZR2Kvl88qtjNHxec5v2GgEIYQQ4v9y1YkJGxvXT69/W/T4d0mKX77/a1NbNI23RTMPnYcxjWlAJdachykv0Em3pqC9iuX1NQqrUqnwsqX+mSbvHt/ncHGBy8NDtjIz2Skt5WhkhMsTWZz8JVyenHC2vMxBdze7ZWVsxMWx6OHB5PPnjKmqMvbDD/8oYty69XFXxiNNhgye0fvCklZrVyrtA8h0iCbELg0n60Je2NXwwr0D55gJwguWSSubJTW/i9ikGvz883CyT8XaKAlrzTTs1fI+FTQcVQtxeVyIz4syoj0aKI7v513pNCPtK6xM73C0f8rlhXRkCCGuzlXHFr9VW9v0aYTm6ur6r2IPIYS4CfZ2lbxv6Sc1qvLj+CqDbOz04vC1S6c8q52R/jmWFtYk5ym+WlL0+A/tVlczdf8+HdGB6CdbYGIVhf39AtzdK5mcXpIfAkIIIb4ZV52YiIhI+LSX47fjrX4vSTEwMPLpYwYGRr66udxDbcvMj2/xtmgN08g2AnIbicvMJyY9lOGYUGYtLFjx9uZ8a4vdmhpWfHzYiIvjcHCQ850dLr9gC/G35nx3l6OxMfYbG/mQmclacDCL9vbM6Oh8Wqg+/v33TKiqMvTkCe1Gz2myseX9myAmi0tY7B5kqH+JivZNIis2cEheQitglrseU9x/Nc5z7zFevRkm4E0XAZ51eNuX4Gacj6NmHgrVf3Rp2KvlYa+dhbNZFr5uBcRF1FBR1Mto7zKbK0pOjyVOFUJcb1cdW/weWWQuhLiJFuZWyUqsIsa7Ej+zEuy1E3E1iSczso6h7jmmxxfY3dm/6msK8adJ0eMP2C0vZ+r+ffrjQjHNcMDUIgq7BwV4+1Qyv7D2ReeSCSGEEFflOiQmfrvIPCIi4Vf7O36ZpBgYGMHGxvVPzeW+CscHZ+TGDeH6sJTSlH4iGrJ4kGSKWZIb/ROjLHh6sWBry3poKDulpZwrZdHz53ZxdMTp4iIHXV1sl5SwERvLsrs7syYmTKqpMf73bo3Jn35i5skTFm1tWQ0MZDMtjbn8AtpzC8hJyyIpI4eymno6ByZoGdoioWYT6/AZdJwGeWLZjYlFO/YWrbia1eKqX4rTg6J/7NG4V4jtg2xePknkxfNobBQxuL9JJSq9mNLGd4zPz3N0cnzVXyohhPhTrkNsIYQQN9XayiZl+U0kh1YT7lSNo04qimdxxPqW0d0yxejADBurH676mkJ8VlL0+IO2i4qYUlNjIjkGu7zXmL6MwlojH7/AGpZWPkjhQwghxI0niYm/3sLGCa/durF/WI6XZx/mmf6oJjwnMtOPcY9XnH34wMXBwZfdMnsTXV5ytrXF4fAwe3V1fEhPZzUwkEVbW2a0tZn4xS6NqQcPmDM1ZcXDg43YWHZKSzno6uJ0cfHTyLDNrS26BwbJLakgMTOXnPwqMrO7iIgYwMWpE3PDJiy0KrBX+0dRw/F+IXZaWbzQi+OZSQg6Vj4YvPLGJjyYgPwkcrsq6VwYYHVvg7ML2SUnhLiZJLYQQojPa3dnn7bGHtKjq4l8VYXb00zs9GLxs8+gIruDoZ4ZlublAW5xc0nR47+wnZfHpJoai5lpuBX4Ym4Wg9WjfILC6ljb2OFSEhBCCCFuMElM/HUOji/Y2ThkbvUYj+RJghNraH7fTWRsCLWO1ow91GDFw4PTpSUpePwBp0tLKNvb2S4sZD0qiiU3N2aNjJhQUfnHXo2ffmJGV5dFBwfWgoP5kJnJXmMjR2NjXOzu/ssxYWtrWzQ39JMUWUmwWwHe1kW4Gpbi9KgYherHwoaDWgFWWumYGkaha+7HI0dn7ntboxNjj32xH+GtqZSM1NO/PMr24S6XyPdWCPFtkdhCCCE+j/mZZXKSaoj1qcLXrAh7nURcTRPIjKxnoHOGybF59nalQ1zcfFL0+C9tZWUxqarKel4uvoWhWJjEY6lVQFh0Ix+296XwIYQQ4saSxMTnd3B8QUbTFs89hnHUriAv+x2GGU7ciX3Km4w4upqamXNz46Cnh8vT06u+7lfhZG6OrZwc5i0smLx792O3hoYG8y9fsuzlxWZCAjvl5Rz29nK6svJ/fl3Pzy7YWlUy0btOS8kk6SHv8LcqxUU7H0e1j7s1HO4VYP0wA1P9GJ6aBaJl9wpNT2eMYjxxK3tL9PsMioZq6JjvZ2F7meMzWSgvhBA/k9hCCCH+eytL65TlN5EWXkeEcy2Ouik4GMQS719Bd8s0w/3TrMv4KvGNkaLHn7CZmsqkqio7xcWElMRhZZiAxeN8ohOb2VMeXfX1hBBCiL+EJCY+P7eMFYztunHUqiDAogqVIFOcs1/TYW3KbF4eZwcHV33Fr8LJwgJbeXnMW1oycfcu01parAYGomxv52Jv79/+93tbR8wOb9JUNkpaZAvBzpW8NizCUb3w0zgq2wdZvNCN55lJMDo2Pmg4eaHi6c/DiAhscrKJb2mmf3GG/eMD6dcQQoj/kMQWQgjxx+xs79HW2EtGTDVR7tW4GXwcX+Vvn0VFdicD3VMsza/JQ9nimyVFjz9pMyGByXv32CkvJ6okFVvDVMyf5BGe2MTAyCRHR0fyA0YIIcSNIomJz2N+/ZjV7VPOLy4pfL/NG+8akkNa6Hg/TL6nC4N37zBvbs7R2Bicn1/1da+t06UltvPzWbC2ZlJFhSlNTVYDAthva+Pid5a7HyrPmBhZobqsj8TIevxdinEzzsdRowCFyseuDbv7uZhrJ2HyPAJj22CMXwei7/MGraAoVAJz+dGnDt3QQXzzl6ns2WN1+4zzC4n3hBDivyWxhRBC/GfmZ5bJS6kj3r8G3xdF2Osk4GqaSGZkA/3t00yMzsn4KiGQosdnsRETw+S9e+zW1BBfkovD0wwstDJ4aVqBk1cdeRXtTM8vcnYmyyeFEEJ8/SQx8eccHF+Q3rSFXsgcflnLpMd34l4WjnqSCU7ZvsRmZtLn7sFGQQHnh4dXfd1r6WRpie2CAhZsbZm8d49pTU1W/f3Zb23lfH//08ctba1RXPMOf68CnM2ysdfMRaH693FUqvlYaqZhbhSHjSIWt6BEwrLyyG+to7C9iYjiJmyj3vPEfwhVzwk0fKdwSlkmu2Wb0cUjjk+lyCGEEJ+LxBZCCPGvLS+uU5bXRHpEAxHONTjqpqAwjCMxsIre1mmG+6bZkPFVQvyKFD0+k/XISCbV1dlvbCS1tARjuxAstJJxuFeAjUYhFkZVuLyup7imj+W1DS7+xTJMIYQQ4rqTxMSfE1q6jk7QLGk1G6QEdOGsVYipjzeVLlYMGTxldnCIM+ns+Ccny8tsFxezYGf3saPj4UNWfX3Zb2nhfH+frcNduhYHSX1fhFtsDC+tI7HVyEKhUoi9XgbOijT8Q3JIyC6npr2DqbUFjk6PAbi4uKR7fIPQ/DGM3w5y32ucux5TGIVOE1G2yvsxJXuH8j0RQoi/isQWQgjxaz+Pr8qKqyPavRpXgwzs9GIJcMimIruL/s5JlhZkfJUQ/4oUPT6jtZAQph89Yr+tjePDA5pnOnmdEY2+gw8v9OJwUM3HTq0QS/0qXFwbKakeZntXKQUQIYQQXxVJTPxxY0tHRFVssH90webeOUPL83iZlRD8so7W6By6tR4xa2HBQV8fl9IZ+snp6io7JSUsOjgwoaLC1IMHrHh5sVpfzcBUD3kDFXjVhvM0RcEjD0eemYZg++BjocPTtJiMuFZmJ9c5P/vnWGtt54yS9nVcUyfR9JvgrscUWv4TOCdNUvR+g5WtExlZJYQQX4jEFkIIAZeXl8xMLpKXUkdiQB2+ZoXY68TjZpZEZlQDve8mZXyVEP8hKXp8ZiuBgUxra7Pf2MjlyQkAu0f7VI8345T9licurzExjMReLQ+FSiHW2pW4OjVRWD6K8uDkim8vhBBC/HuSmPjPzW+cEFWxwQPfGWwTl1jZVRJXl8uDJDPMQl5T09BGVmIKXaHh7C8tcSkPQnC2tsZOeTmLjo5M3rvH2AN13ns5kZcfwZvqSIzznLkVq8ffgvXR8XDDzjIRhUY+CpVCwu0aacgbZ2Nx/58KHftH53RNHRBVvopJ+AxqXlOoeU3wPGSIoJxR3g+voTySgpMQQlwFiS2EEN+y5cU1ygtayIhqJMK5BoVuMopncSS9qaanZZrB3inW12R8lRB/hBQ9PrPLiwtWfH2ZuHOHGT09Vry82M7P52hkhMvTU9aVHygarsEm1xctDyeMTMOwUc9GoVKIjWYFrraNFBZNoFSeXvVvRQghhPhdkpj49w6PL7m4vGR+4wTHlGXqB/Y4PbuksrAflyeFhLp60q52l1o/f0aGRjg7+7ZHJ51tbLBTUcGSszNtWmpkmDwgMNCUl4mW3I7W5btILe7EP8Ms1QOfyHT8FaW4PCrCWb2YOOcW2kqm2Fk/5OIXnRnrO2e8G1WSXP8BRdICD32nuOsxxWO/IWwjOkkuHWBibo2TU4m5hBDiqklsIYT41mx92KG1oYfs+HpiPGpwNUjHXj+ON4pcKrK76O2YYGlh7aqvKcRXS4oef4GLoyOUXV1spqay6OzMpLo64z/8wMTduyxYWrIRHc1+UxMzkwNkdBdhkufMAx8bDCyCsdLMxuFeAXYPy3C1aCA3a4y9PekAEUIIcX1IYuL/1jN1yMvoeer7PxY6Dk4PiW/NJSG8HheNYiIeeDGgb8RuTQ0nSuU3O4f3bHOT6fJCSr1teGP7kJfuD1EJ1eZ/Ih/zfbQOz3IUBDTEkN1aRVFOB3FuLbx6VIrbwxKS3N/TXjnL/vYxl5ewd3jBwOwhua1beGQtoRc8g6rXFPc8p9D2H8YspAP3uCYKazuYml3g+FhiKyGEuE4kthBCfAsuLi6YGpunIK2BxMA6fMwKsNeJ5/WLFLKjm+hqHWdiZI79PRlfJcSfJUWPL+R4dpadykrWQkKYMzZm4scfGf/+e6Z1dFj28KArI5bokjB00625F2COvt0bLHSycFAtwOF+Ca5m9WSljrO1cfTNJkeEEEJcD5KY+Nec01Z4HDhDQMEacxunDCyPY5ij4G7sU15bJ5Gf8I6i0Bgqi8s4Ojq66ut+UbtH+3SPd5CUG4xDiDEaQVr8b7gW30Vq8TjBBPfKELL7y+hfHmV+dpO20mniXFpxe1iCu1YZqT4ddNfNs7t9zMzaCaUdHwjIXeB5+DT3vT92cTz0GcUoqBtFZCthGc1UNXXQNzzC/NKyFDqEEOIak9hCCHGTLc2vUp7fQmZUE+GO1Sh0k3A0jCf5TQ1dTZMMdE+wIeOrhPispOhxRc739jjs6WErPZ0lV1emNDQ+doP89BO1ts8JCLdBI+YZPwY9R9fRj5dPM7FXK8DhXiEuhjUkRw2xNLPLxbkUQIQQQnxZkpj4tYOjC+bWTzi/gPx324wvHXH+93USvrlx2FmE06CtxZi1FTkZOfQODnN2w5eVH5+dMLY+TfFwDX5VYegnvuT7SG2+i9RCLVgLq7dGxOQE0jb+nu2jXS4vL1mb36O5YJIoh2ZcNUrw1CknM6CThrI5SptXCCmYxTxqkgc+Hwsc973G0Q/oxy6yk9DsDipbBhidnGXjwxanN/zrK4QQN43EFkKIm+bD5g6tDb3kJjYS41mDq0Ea9vpxBCnyqMjqouf9mIyvEuIvJEWPa+RkYYHdmhrWQkOZMzNj4qefKHpyh1cumtwJe8zfQvTRc/HkxfMM7O4XoFApxFmvmpg3vYwPbHJ6IstPhRBC/PUkMfHRwdEFqfUf0AmexT5pGeXRx7+Hh1Ym8KwNY6hvHj+9MvzvJdEfmsHJxiZr6xuc3+Bl5Y3T7VgXe3ErVu/jHo4wbZ57PMDHVp08byvGy/I43tn+9PHLM7vUZY8RZt2Ai3oxHroVhDi34B/Sg3X4MJq+49zznELFc4rHfoNYR/YSkt1PeesYk3NLKJUHv9rjIYQQ4usksYUQ4iY4OztnYmSWwvRGEgPq8DbLx173F+OrWn4eX3Vw1VcV4saTosc1dq5UctDXx1Z2NrOvX5H38jEOzg+4HarJ38K1MXRSYPMsFjuNQhzuFeGoVU6YRyddzUscH8oTjkIIIf4akpj4KK1xC53gWbJbttjeP2f/5JC3LUn8EKuH8RsLXHXzCTGvIj08nY6u3hvdfTC+MYN7TSg/xj3l8VsdIl+o0aCpwqyzIzvl5Zzv7n762MWJLSpThggyq8X5fjHOj8uwf1HPM0Un993HuesxhabvOOYRw7zJHqGsbZaFla1vftm7EELcZBJbCCG+Zovzq1QUtJId3Uy4UxUKvSScjOJJDqqlvX6c/q5x1mV8lRBflBQ9vjKnS0us1FSQH+WOTcBTboVrcTtUE0s7E9z1A3B9kInjvQIcNUp5o2ijsWyGvZ2PSz6FEEKIz+FbTkzMr5+Q3bLF8eklG3vnrO2cfeo0WF1fRCvBhHgTPSaMjWlPLSQpOZe2jm6Uh4c3cifX/rGS5K4C1JKMMQjQJsdAheHHj9jKyeF8exsuLzk8OqLn3TQJfq280inD8V4Rto/KeG7UjKZdHw89xzENHcMva4Ki1gVmV/Y5Pbu53TBCCCH+2bccWwghvk6bG1u01HeTl9xMjMfH8VUO+nGEOBVSmd1NV9uojK8S4gpJ0eMrt765TEFdGhaJVtyKeoJKyCMUNvqEadrjrxqFs0oejvcK8TetoSJ9lKWpHc5O5ElJIYQQ/71vNTGR1rCFTtAs9klLrO+ccQkoTw7xqY+kbvIdW9PzpGuH4aeZx8bUOqtr60zOzN3YDoW68Vb0Ui1RC9UmxFyVca9X7LW3MzM5RdP7QSKiW3C2qsbhUSmKe4VYPqzE6Hkrph79eKVOkde8ysTyESdnN68YJIQQ4o/5VmMLIcTX5fT0jLHhGYoym0gMrMPLLA873XjcX6SSE9NMR9Mo4yOzKGV8lRBX7i8vegwMjGBkZIWRkRUDAyP/9P6srIJP719dXf9Tn+tbt7i7Sk5/OcZZCn6I1kHtrQ4KBwPiNC2IuuOP291sFCqFOKkW4v6kBD+HNqLDhymqWKJ3QsnSh1OOTy+R1IMQQoj/y7eamDAMnyendZtt5TmXQP3kOx4mm6Eb+YzCvATS/dtwf1xK9JtSJqbmOD+/mcWOkflhXDLduB2lg4PjffqDvDkcGWFiYpY3ke+xNK7F7kEJCpVCbLWrcHV4T2L2LD0TSg5k/5gQQojf8a3GFkKIr8Pi/CqVRW3kxLQQ7liFQjcRJ6MEUoLreFc7Rl/nOBtrW1d9TSHEL/zlRQ8bG1cAVlfXP73+2cDACBERCZ/eX1vb9Kc+l/iH6Q8LJHflo5dpy/9GP0E9wgBrT0tCTRWkaDiReMeT4LtRuKrkolApRHGvEDuNYkz1GzCx6sTSawS3xEVCitdJa9yivGuXjnElUyvHbCvPOZeloUII8c2SxMRHQaUhRDrq0qWpzlJyBsle9STGF1NWXc/+wcGNG2e1tbpIdIYvKpG6PPN+SEWUN3szU6xvfCAitgtrw1rs1YpR6NeQGDrA6NAHTqTIIYQQ4j8gsYUQ4rrZWNuipa6HwtRWYj1rcDFIxV4vjrfORVRmd9PZOsLyooyvEuK6+suLHp6eb373NXzs8vD0fPOnOj1OTk5RKg/k/B+ne3aQ0KYkHiW/5H+itPkuUosfo/V4HGmEeYAh7ramvNW1IvL+K4JUwnilkoWjSgEKlUIcHpZgZVCHkVkb2rZ9qLmOctd9EnWfaZ6GzGKTsIB39jJR5WtkNa1T3bNJ1/g200u7bO8qr/z3LkeOHDnfyjk6Ov5Tf1//Ed9qYkJ5ckhsexYmec4oTw5YDw+nxyWUPP9Wjg/PaO/uZXB0/MZ1eJyurFCU8gatUD1UgzSJS3Bna2Wek+NTEpMHsDOswV6tmNfG9TRXznOoPL3qKwshhPjKfKuxhRDiejk5PmF0cIrirBaSAuvwMs3FTjcO95epZEc3865+mPHhGQ6Uh1d9VSHEv/GXFj1WV9f/bdEjK6sAgNrapk+vxV9nfX+T7sVBioaqCW9NQVHmh3a6FX+L1uG7SC2+i9RCNewJJh5GOL2wxPuJGz4aobxSS/9UCHF6WISTYRlOVjU4vGrFMqAPo5AxtAOnUfWa4q7HP86ToFksYhdxz1olvHyDrJZtavr26Zk6YHbtmL3Dc6RpRAghvi7famLCsvA1KlF6hDpos7m9TnvlDN56lYS7VnKoPLnq6312x7OztMUFYeP9hFthmrgnObG8scgll6SmDuHwtBoH1SLcTGpprVvk6PDsqq8shBDiK/WtxhZCiOthYXaZyqI2cmNbCVNU4KCbiJNRIinB9bRWj9DbMcrmuoyvEuJr8kXGW62urv/ueKva2qZP461++Vp8ecdnp8xvL9M6201mXymBTXFYFLzifrwR//tzd0iwAXrO5liZuOCs9xaXR6k4quajUCnE9WExnoZF+NoW4OdeiO+bUjyiqnGNacExpgubqAHMwkfRC5pA3WcaFc/pT4WRh34zvIhewCd3jZT6D9QN7DO2eMz+4QU3bDKIEELcCN9qYsImzJTKpw/YyMxgaWABd61Sgt0KKa2sZ2t758aMszocG2PybSBvHLW4E/IIs0Qr3k11cnx2Qlb6OE5Pq3G4V4SLSS1NdfMcSrFDCCHEn/StxhZCiKuzsfaBlvoeitPfEetVi8uzFBz04whzKaYyu5v3zUMyvkqIr9iVLDK3sXH9tL/jl+OtxPW0d6xkbH2amolW4huTeZX9GoMYY36M0OZ/3+py1/sFOg4umJsE4/AkGYXax0KIs3ox/iaVRL+qIzWsgZy0evKLq0jPKyImvZDg5FJ84qtwi65HEdWBReQwT4PGUfOa/EenyJtZHJKWeFuyTl7bNu9GlcyvH3N8KjPChRDiqnyriYklNzd2hyfZXlVyfHJKfEwJbe3dHBzejPb2w/5+Vry9SXv5kIdvHvEg5hmZPcXsKPfJSx/HRe9jsUNhXE1VxQTKG9jdIoQQ4mpcx9jil7kM2T8qxM1wfHTCyMAUpdmtJL+pw9M0GzvdODzN08mJbqa1duDj+KqDmxHfC/Et+8uLHl+C8uDwxjxd+bVZ39uko7ue7NxQAsNtsPLXQ8tfG1UfYzScHNEz98NcPw6HB7koVApQ3CvEy7CUOM9GylL7eF83wdDAFH2DIzS9a6e4sobknCJCU4rxjqvCJaYFu6geTMNG0A6Y/DQ+S91nhufh87hnrhBXvUllzx4Ds0d82JMl60II8Ve7jomJL2F1fo+gF3UEmdVyqDzl5PRm7K5QdnSw7OJCpZ4aVj5P+CHiMf4NMSxurJGbOo6LTiX294qwM6mmoGiAvf2jq76yEEKIG+Y6xha/nFQho7iF+LrNzy5TVfyO3Ng2whQVKHQTcDZMICWonubKIRlfJcQN9NUXPS4vLglxKaG6rpWd3T0Zh3QNnO/tsd3dxVBGAuV+DkTaP8bNXh0zp6foOdqhZ+mN8bMIrDUycLj3cU+Io3oBLjoFuJsW4mtXTLB7GeH+FUSFVhAfXU5CQhlxCUVExRcSGF+KR0wtzrEdWEcNYhQyzgOff+wR0QyYwSp+kcDCNTKatmga2mdq9ZjDE+kOEUKIz+E6JiaAT09j/l5i4pedpT93nv5RfoZVvNYrIjOtkuPjr7/LYb+5mQUbG7rV7xLo+Yw7EU+wKHKnZaSHtNhB3LQrsFcrwcakmoycLra2lfKQiRBCiL/EdYstBgZGfhU7/DedHhcXFxwcHMqRI+eKzvzsEvWV7eSnNBPtXo2zQTIO+nGEOhdTktZOU3UPUxPzV35POXK+pXN8fPxZ/77+v3z1RY+Li0tea5WhUCkk3L2S48NTlAcHyD/Jr5fT1VX2W1rYiItjzN6aOh010p7eIdBCF2eFAzYKD8xt/TA1f4OZSRim+tGYaydhrZGJw9/3hvx8HO4VYKeeg612BjYGqVibJGBlEYuFbRTmjjG8eJWIiXcmhn5FaAXUouLTxh2vHu55jaL/dhbntGUiytcpat+me+qA1e0zTs7kT4wQQvynrltiAiAiIuFXYzRXV9d/9X5PzzcArK6u/9c7xIIdyikvb0F58BW3u19csFtVxZypKeO3b5Ph9ZKHUQY8Sn1JWnMpCeFduGqWYatWgpVZLTFpbczMr3B2fn7VNxdCCHGDXbfY4ueiB3yMHX5+LYS43o6Ojhnun6Q87z3JQfV4mGZhpxuHl3kGOTEttNT0MzEyy9Hhl0u8CiGuxldf9ACo6q6gpXSCwug+To/PyU9vIT64kuHRKS4u5On+6+jy5ITjiQl2SkpYCwpiycmJ+ZcvmdHTY1JdnfHbtxn88Qc6VG7ReP9HSh7dJ01bmxgDM0KMFfi+8MDdLBAXk1AUhtHY6yVip5WGg3rOp+6RT0US1TxsNDIw107E5Gk0RsbhGJiHomMdgqZ9CA+c36LuEc7joDieJ6TjmFfI29o6crs76JydZHVvi9NzWdIqhBA/u26JCeBXyYisrIJ/6ub45Vzu/9bE1CzHJ6ecnZ1/ded4Z5fN/Hxm9PSZuH2bel9HbFMduBWji3dBLOGBLbg+KsVGvRRr8zpCEuvoHhhDeXB45XeXI0eOHDlXc86/YMH7usUWq6vrn8Zb/fK1EOJ6mp9ZprrkPXlxbYQ6lKPQS8TZKImU4HqaKgbpaR9hc2P7qq8phPiCvvqix+XlJXfjn/FdpBZ+6a84OjmiMLoHZ/Vi3HQKyYpv4vj4Zszc/pZcnp9zsb/PyfIyh2NjKLu62GtoYKekhA/p6axHR7MaEMCymxsL1tbMGhoyranJxE8/MfrDbXp/UKPxx8eUqDwj4/5LYh45EaLtg492MK8fR+GsmYjiQToKa0kmHgAAIABJREFU1bxfFUgUKoXYqeVi9SidFzoJGD+L5JlJMLrmfujY+qLnGsAz3xDMI6Jxy0gjvLaU4sE2ehZHWdxZ4ejsiEvpMxJC3HDXLTEB/zx3+5dFj18+rZmVVfBfdXpcXl5yfHzy1Z2D1TXWU9OYfPiQSVVVht/48bY4hLvxBlgl+uHrXo7zw2KsNcqxsW7CN6qSutYutrd3r/zucuTIkSPnas/Z2Zd78Os6xhZZWQV/ejSmEOKvs7aySWt9L2VZHcR51+BkkISDXhwRbmVUZnfT1tDP8uL6v/+FhBA30ldf9ABwcslGYWeFq7MuR4dKensayS0rIf3NO9L833N8eEZNaRfvWwc5O5XxDDfdxdERZxsbHE9Pc9jfj7K1ld2KCrZyctiIj2ctJIRlDw8W7O2ZMTFh5LEeXSqPabmtQ+1tI8puW5D7o4LEu+6EqgXgox6B24NEHNUzcPidIon93ztJLLSTMH0ajdHzMIwswjBRRGDpFYNreArhOYXkNdbTPNzDxNocW4e7nF/In0UhxNfpOiYmIiISPs3b/u14q9rapk97Pr6VpzVPV1bYSEhg8v59ph8+ZDMujpJ3BWikvEDnrRMujrk4aRRhpVGBjX0bPlFVlNY0s7SyKqOshBBCfHHXMbYQQlw/h4dHDPZOUJHfTkpQAx6mmdjpxeJtkUV2VDNNVX1MjM5ydCTjq4T41t2IogdAedcuKWULHJ9cEPfWhR8itD91f+wqd4l2q8NRrRBP43yaawY5leKH+K2zM863tzlZWGBvYIC1+gYW8vKYiY1jIiCAMWdnRs3NGdA3pOO+Li0/6lJ325CSn8xJU3Eg8v5r/DUCePUoAqeHCThopONwPxfFb8dt3cvH9kEWlo9TeKmXwIvnsVhYxmLvnMhrv1SCo3NJzq2krL6NnqFR1jY/cHx8IqPahBDXxnVNTPx2kXlERMKnro7Pscj8a3A8Pc1aRASTamrM6OiwmZZGz3gn9mV+qPtZY2eZikK9AEvNSuycOvCNrSGjsJyhsXFOTqUzVgghxNW4rrGFEOJ6mJteorasg/z4d4Q4lGKvG4+zYSIpQQ00lPXT/X6EDzK+SgjxCzem6PFLXZMHeLuU4m5liqPLUza2dunpaSQqPA8vgzISPJo5Up7S/X6c7e09Li9lHJH44y7Pzznf3eVkbo7D/n72m5rYKSpiIzGJ5aAg5lxcmDR7wfBjPXpUNGm7/ZjKOwZkqr0kWsOeQM3XvNYORKEdju3jOGwepWD3IOufFrcrVAqwV8vFRjMDK70UrI2SsDFNws48CQfrJJzsU3B1TsHDPQ1fvyzeBOcRFl5EXFw56em15Oc3U1nZQXPTAL09U0yOL7O0sMnmxg4HyiPOzs7l/wEhxB8iiYnr52h0lLXAQCbv3WPW0JDt/HzW1xYJb03lsZ8jlmYJKO4XYPG4Gju3HkLT2ojPLKSts5vDo6Orvr4QQohvnMQWQojfWlvZpK2hl4qcLuK8fh5fFU+kWwUVWd201vexsiTjq4QQv+9GFj1+1jV5QFnzCqdnF8QFKrj19+4P2xRXtvZ3eGNegatWEdGva9lY35HEr/hLXR4dcbq6ytHYGMr2dnYrK9nKymI1IpJZd2/GLe0Y1jNk8P4jOu+qU6WqRZaGATFaLwjUseOV/mvs9QOwfhqK5dMoLPRisdCNx1InCYvHyVhqpmKtkYHt/WzsVfNQqBT80yiu3zsOqvnYq+dip5GFnVYmdk8ysNVLx84gDYfnaShM03C2SMfNNgNPp2x83HIJ9C4g7E0JsRGVJMfVkpPeQn3VIFOjayj3TpC1JkLcbJKYuD4O+/pY9vBg4u5d5l68YLeigovDQ0qH6zEIcOeFYSwOavm81K7B3nOAmLxeErOLqKxrYmV1/YsuqRVCCCH+FYkthBAASuUhg70TVBd2khrcgLtpBna6H8dXZUU101DZy8ToHMdHJ1d9VSHENXejix6/1D11QPrrdLysTbBz1Gftww4NNQ14uaXjeL+A+NfNHCpP2ds5lOKHuHKX5+ecbW9zPDvLQW8vW3X1LGYVMBYaR7+bP70vHejXMWJQ9QFjt24z/v33jH//PaM/3KLrJzWqH+iR9cSCGENnQiz9CHSJwM87CZ/gLLwi8vCOLcQnNh+fqGx8wjLwDErFxScBxes47FxisXaIxtI6GnPzaF6aRvPyeSwvn8XxUj+elzoJWDxOxupRGjYamdjdz8Hh3q+7Uxzu5+Gom4O7eT4h7uVkxbbRVjHJ9MAGH1YPOD2WJJsQXzNJTFwPm4mJTKqpsWBry15jIxdHR/QuDaMIi8TcIB571Xxe6NTh4DNEStkYyTkl5BSXMzIxKaOshBBCXCsSWwjxbZubXqa+oouChPeEOJTioBePi1ESKUEN1BX30vVuiA+bMr5KCPGf+2aKHj/b2Duna2CD07ML0vyduR3+sfvDKd6Lgakx/F6UEWBRRlFyF8eHkhAQ19/lyQmna2scjoyw09TMUnYB429jGXD2ps/Uln5tA4ZV1Bj74YdPxZGRWz/SfecB9fefUahpQ/pTD5JehpHokk5KUCVZqV2UVM/S0LdN38whc+sn7B2ec/H3euDZxTnKk0M2ldss7a7SOTdAQXsN8SWFeMYkYuMZjoltCM9NwzDVi8XqUTr2ar9YAq9agMvjArxMi4l0q6UguofWkimG36+wNLXD/s4xFxdSfBTiupLExNU7mZxk+vFj1t++5Xx3l3XlB4ITcrF+moKDaj5mepXY+g6TXTtHYVUjydn5vOvq4ehYljoKIYS4fiS2EOLbs7q0TltDL1X5PcR61+D0LAmFfgKRbpWUZXTRUtvLyqKMrxJC/He+uaLHL82vH1MakE20iRF2Toasbm4TF5uHs2k6CtUCMkLec6SUwoe4GS6OjjhdXuZwYIDtugaWMnKZDI5iyMmTARNrBjV1Gb2j8qkwMv799wzd+on2Ow+pUTciT8uOlKdexJtHEOuaRXxwDSmp3eRVz1PTu0PbqJKO8QO6Jg/omTqgf+aQ/lklreMrFHT3El5ThltGIuahwRi4+6Br54X+iwCeG4Zj/iQR2wfZv1r67vygCK9n5UQ5NZET0kNt5hjdtfNM9q+zuazk+PDsqr+kQnyzJDFx9VYDAli0t+dkdZ2k1Brs9DJwuJeP8dMirAOGKWrboOFdD2m5hVQ1NLO2scn5+cVVX1sIIYT4XRJbCPFt2N9TMtAzTk1R19/HV6VjpxuHj0U22dEt1Jd3y/gqIcRn8U0XPX5pbOIDZ+eX5Pi5oR78mJ/8n2Mb40f/5Ch+phUk+rawMrPDxbk8fS5usMtLLg4OOFlY4LCvj52aWlbSMpkKCmdE8ZrB5+YMPXrC6E93f10cuX2HjruPaFR7SoWGGQWatqQ/cSFe34ewZyEEGMfgbpaKo0UeVjblGDs0oOvUjsarTu56N3Hbv5hbgUncCgjhjrcXaq9deeToio6VF89MgjDVj8XqUQb2av8Yo+VwrxA79RKsH1dhYVDPS9NWzKw7MXPux8x7FNOgKV5EzmGbsIRn1ipvS9ZJrNuk4P02dQP7dE4eML58zNrOGYcnkggU4o+QxMTVUr57x/SjR2R6JOKsk4PDvQKMDLOwDByhrGOH7qEJMvKLyS0pZ2xymrMzKRILIYS43iS2EOJmm51apL6ii8KE9wTZFWGvF4erUQopQQ3UFHXT9W6Irc2dq76mEOIGkaLHbxwcX/IuOp8UU308bIwZHF8kICAThWYuinuF1GaPyNgrIS4uON/d5WRmhoOuLnYqq9jMymYtLp7l4Lcsenozr3Bi5qUFU08NmHz4iPGffvpVoeTTuXWb8XtqjGk9YczAmJEX1gzbutDj5kWltzdJAZ74BbliE+KAQagVD4PMUfOxQP2VLVr2buibB2D6PAYr3TTsNHJRqP5jt4jT/WJctMpxeVqD4/NGbEybefniHYbm7Tyx7EbTth8NxyHU3MZ44D2N/ts5LOMWcctYIbBwjdjqTbJbtqjs2eXdmJLh+SMWN0/ZPThH6p/iWyaJiau16ODAvIc3ntrpmD9JxsS/leL2D0zOrVBe20ByVh7vu3tllJUQQoivhsQWQtw8K0vrvGvso7awjzjvGhwNElHoJxD1qoqyjE5aantYWdq46msKIW4oKXr8H+bntjg7uyDX/zVPAh+jqXDC9K0/HYNDxHrU0VY6xcmRPD0pxH/q8uSE860tThcWOBoZQdnZyV5DAzulpXzIymIjLo61kBBWvLxYdHRk3tyc2adPmdLQYOIXRZORW9/Tfu8WpY9/ItHoHn42D7B9pYmunxYqwU+4HWjIPU8LHjo7omPnwTNzf4yN32JuEIP1k2TsH2ajUCv49fJ11QLsNHKxfpKJuUEKpiaJGFnEoWcTxWNFBOrOoai6h/CTTzA/BAbxQ3Awd0Lf8iAqAu3YGAyS4jHLTME2Lx3X4my8K/IIaSgm9l05GT3VFA/XUzXWRM14K03THfQuDTO/vcTesfKqvy1C/GGSmLg62yUlTGloEOIYheOjPNwie5lb3uJdZzepOQXUNLawsfmBiwvpYBNCCPH1kNhCiJthb3efgZ5x6kp7SA2u57VJGva6cfha5JIV2UxtaSeTY3OcnMj4KiHEX0uKHv+h4bRisl4+xdPWhNb2UdztMlCo5eOmXcRQ5xJnp+dXfUUhbrbLSy6Pjzn78IGTuTmOhodRdnSwV1/PTkkJH9LTWY+JYfnNG0bdXahVvCDL9inxVo+JealBlJkaUaaqhJuq8PbFPYJe3sf/hSY+pvp4GJvg9twGZ0MXHJ954fg0GAedSOy1EnDQyEDxyyXsKoUfd4+o52GrmYGlbhIvjGJ5/iKCp9bBPFH48tD1NaqeTvzob8XfQoz5fxFP+S5Cl/8X8YTvIh7zXaTWr87fonVQTTRDP9MJm2J/fOtjie/IpmCoisap9wysjLG4s4Ly5PBqvwdC/J0kJq7G+dYWM/r6vAvyx107G9OXuTS29ZKeV0ReaSUT07MyykoIIcRXSWILIb5us1OLNFX1UJjwjiC7Quz14nF7nkpKUAPVBV0yvkoI8cVJ0eMPOtvY4PL8nCJfZwxeG2Pwwh89P09a+0eoyhxiZVb2fghxbZ2fc6FUcrq+zuH0NFs9vaw0NDJXXMJURiYj0TEMvgmiz8OTHoUjPZaWdD9/TpeePh2aurSq69Nwz5Cqn0wpvm1J9o+OJP/oQfRPgYTcicDnTiJud7NwVPl1F4nTvXzc7+fg+zCDoMcZBOum4/8sg1fPM7EzzcT0RQb6Fqlo2yShZR/FQ8UbNFw8UX/thKqnDSre5tzxNeNHf2PuBpvxKMKOZ8mvsM8PJKA2lvj3WeT1VVA31krX7AATq3OsbW2wu7fPzu4eWzu7fNjaZnNri/XND6ytb7C6vsHy6hpLq2ssLq8wv7jMwvIKmx+2ODw65vJSfo6Jf00SE1djMzGROUND3G3DsNXMIiShnfjMQjr7BuRpOSGEEF81iS2E+PosL67zrrGf2qI+Yr2qcDRIwFE/kRj3GkrTO2iq6WZ1WcZXCSGuhhQ9/oTZ3FJKzZ7hZ2dCcVEjrwwKUNwrwN+6nNWFXS4vYe/DEednMmJCiK/d+cUFh0dHbO/usrq2zuzMLGN9/fQ3t9BZWk5bRhZNsfHUh4RS7eVPsYMX+eae5Bh7kaHvQ7K2H/GP3hCpHspbtUiC7sUQeDcWvzvxeN9NxvNuKq/vZuKikoPTb4om/+443CvAXi0PW/UsrB+mY6mZisXjZMx1kjDXS8TcIAFLwwRsjBOwM0tEYZ6Ms1Uar+0y8HLIwt8plzdueQS75/HWL4/wkFxiY/PJzC2jvKaBpncd9PQPMTYxxeLSClvbOxwdf7sJ1pKRWkqG6676GldKEhNf3vHkJNNaWhSGv8FNKw9L63KikvIYHp/g9FS6O4QQQnzdJLYQ4uuwt6tkoGec+rJeUkPqeWWSip1uHH5WeWRGNlNd3MH0xAKnp7ILVwhxtaTo8Rn83P2R7+OMjbUlZgbhaHgoqO0axOtp5cekpGYuzr7x9MyMMNK9TER4GaEZuYTn5vJuqo/jsxPmt5cZWBmjb2mE8Y0ZTs5POTg94uJSiiZCfG0uLy85PT1lb3+ftc0PzC0uMz49y8DIGF19A3T29tPV00dvSxv9FVUM5uYzlJTMcGgYI94+jDo6M2hmwYCuEb2q2nTd0qD9liZtPzym+ZYuDXeeU61hR4n2a3KfBpJqFEWUcSJ+pmk4mWZgaZqJsXEGhsbpGD5PxcgokefP4jExiMPsaSwvdOMwf5KAxeNkLDXTsHmYiZ167sfRXb8sqqgW4PgoD2e9bFyeZ+H6MoPXdhn4umYR4ptLQlQ5eTn11NZ20N03xMT0DEsrq2zv7HL8J588X3Z3Z1pHB+X795/nm/IZBDTG8LfoJ/wt+glvGmOv+jpXRhITX96Knx+zDnbYWwRhqZVFdFobJdWNKA8OrvpqQgghxJ8msYUQ19vs1CLNNb0UJb7njV0h9npxuBqlkvymgYq8DrreDbO9tXfV1xRCiE+k6PEZnW1ssFNeTsMLI2KtXlDb1EWUSwSvjZyxf+aNtaUbmZX1pIXV4/aoGIVKIbYPs/HKj6G9bRz/l+WYPovG0DiEuz5mzG4u0d07wdPgV9wOMOJOzDPyB6pQnhwS3paCdbEXThUBRL9PZ+twh77lEdJ7iknszCW7r4ytw10AxtdnPhVStg53pYgixFfo8vSUs40NjsbHUba3s1NRwYeMDNbCw1n29GTB2prZp0+ZVFP7tPB9/PvvGf/hB8ZV1Rh9os+gsSWdVm7UOwSS5xpNmHs8zt6JPPNO5L5PHLcDo7gdGMJdn0BUPXx54OKNpsIbHTtf9C0CMDQJwcQgCvMnidhoZOKgmv9Pu07s1XOx1UrHVi8ZO6N4nMxjeGUXg9+rWKICksiMyqAms4ChqmrW2trY6exg7V0zs03V7HW0M99QRUV6KAn2TwgxU6X6wV1a1H7COs0BzTRznmRY498Qw/6xkszeEjTTzNFMM8e88DXz28ss7qx+etuzHAcKBqvYPtwloDH209stizw4OTuhYer9p7c9z3Wia3GQDeUWz7I/fi7dTBsi29I4ODkkpauA+8km/E+0Nv9fpCbfRWmhnmzC4Or4Vf/RuBKSmPiylG1tTGloEBnmh7NWLi5OLUQnFzA2NcPZmewUE0II8fWT2EKI62dlaZ325kHqSwaI9a7C0SAeR/0kYj1qKU3voLG6i9WVzau+phBC/C4pevxFTjc24Pycw9FRBsKTaXgdRr2VNy2tE5TkFDGo/oDx77+n73tVmvyTaK7qIOdFFPHaEbzVTqI5LI3D7R1CXtZ9SigGu5XTMzFOe900kb7VuHtl8Mo7lZDqFJY212ka6cK22IfH6ZbcSzCifa6P1b0NDLIdPi1MDmiIYfNgi+j3Gehn22GW70ZgYyyr+xss7qySN1BByXAdnQsDbBxscX4hyRQhvip/X/h+urLC0cgIyrY2dkpL2UxJYf3tW5ZevWLewoIZXV0mVVR+XSD5N2f41vd03r1F4/3bVGj+SK7OXRL1HxBmoIu/4XNePbfC0cgRW0MPrA0CsdQLw/JJPDaP0rBXy/mnsVz2annYPEzDSjsOS90wbJ4GYP/MA2cjJ9wNLQkwNCbsmT6Bz57j7OSGR3os/gWJZPaWMrY+Tet0JwntuaR0FVAwWMXK7gZ7x0py+yvI7a+gcLCansUhjs9O6Jwf+PT2ytEmLi8vWVd++PS2kuE6ZreWODw9pmK0kdz+CvIGKmma7uDs4oyRtSkSO3NRiTf8+PM0SgvNVHM2D7au+jt+JSQx8WUt2Nnx3tcFy5dBmD/OISGjiYr6Zg4Pj676akIIIcRnIbGFENfD3s4+A93jNFb0fxxfZfpxfJW/VT5Zkc1UFb1nZnJRHrwRQlx7UvS4In0zB2RVTpKW1k1OwTCF5Q2kuoQR/8yX6ieW1Di+Zah7kKGYeHrv61B/y4DWW9rsdvYwUDlComkewVqZ+GrmM1fdyWTHAv5G1ShUCvHWq2SwbZnT43P6mxZprZiko3WS/v4ZFjbXOD0/o295lMy+EhI7c4l8l8bq/gb9y6NYFXvyfYwO30Vq0TTdzsn5KeaFr/kuUov7ySYkd+WzdbBDx3w/CZ05xHVkUzxcy4eDbQ5Pj9hQfmDnaJ9z6Sb5r2woP9CzNEzLTBf9y6PsHO4xsjZFcFMCpvkuPEp9SdFQDRvKLTJ6iwluTiCxM5eepSFOz2Wmu/iDLi+5ODjgZHGRw8FB9t+9Q/n+Pcr2dpQdHRx0dXHQ3c1BTw8Hvb0c9PVx2N/PQXc3yoF+llrq6cpJoD4xiNqMCBY7u2iqqcTazwZjbzteeLkQG5ZKTkEHpt5h6Li/5ZlTOGaKeGxeFWBqm4mRWTLGxqmYPkvlpW46llpZ2D74nTFbvymW2KpnY6ORgdWjNCy0knn5JAEzvThM9aMxNYzC5HkEJqbhmFqEYWYdirlDGBbOYVi9CsfGMwJFQBTOwTG8jojHJz6FwLR0wnJziC0tILWmlJy2Goq7GqgeaqNpspPOhQF6l4YxS3fjRYIb5vGvsMn2vlY/64bfL7O5vP9FPpckJr6c7eJiJtXVcQt4hYNmDt5eHcSmFDA1O8/5ufxjUwghxM0gsYUQV2t2aonW2n4KE98TYJOHnW4sbkZpJL9poCznPV3vhtiR8VVCiK+IFD2ukcXNE0rfrxJbuYpv3ipNXaNEZNZi9LoNR/dqMkIrae2Yoaern6mQEObs7VmwtWU7L4+LvT26XkVTcceSnB8d6NKz4WhugSTXZlzUilCoFJJklsvW/BZ1WWMEG1cRY1FOhmMlq33T7K7tMd08xtL/z959fjd5puvf//P2etaz9+w9k5lJJgVIgARiSEhCsemYZtNNN8UNF2y5yb3KveHee29ykSVXyXL5/l4weExCgkTAsvHxWetcC4yDrwhZOn0e93XdZS3Mt3exbLUy75hnaX6Ohp46cpryiKo2UtJbzaxjnsz2Qs5mBrAnxpsdUb/QMtZJ1WAjew3H13aVxNanM+uYw1CfxoXsO/jnBZLakod1YZqRmXGaRztoG+9hyGZmcenjvSny+KyFrsl+aoaaSW8toNcyyMTcFCGVsfyY6MvuGG+iapOx2Wd5Uv6c/366m7883cvhpEvUDDXROtZNSGUsd4pDMdSn0j81zIxjjue1yRxJvsyXkT9xLf8xw9NmomqT+FvIfj4J3c/5nDs0jXYwOj1OSW8Vpb01dE8OMLe44OmHRDba8jIr09M4h4dx9PWxbLWy4nDg6O1ltrgYW0YGM4WFrNjt2M2jdAQ/ouj6WXJunGGwMBfzaD/3H53ke/8v+c7/Cx6EnsNsNeOffIP/L3Ann9zdweEHB2nJTaFroJXbt38m5LwXqbdO0RUbzWinhZKQUhJ8Ykk8k4wlv5TuyiFO/T2JM/9M5s6PObQW9TE7Nk1xRj85yb2cD2gkZM8Ngr67RfCBOzyPqiU9sZrYZyVEhxYSdD+bgItJXDkTz6XjsVw5HY/fyThOH4rixIEITn4fycn9UZzaH83JvdEc/yaa47tiOPGVgROfx3HyswRO/tPNG8b/MwGfz2I59kUMx3ZEcWFvAneOZxMbUEN6SBMFcR1UZffTUj5KX4uFiaFZ5qcXYfXD/vOursKDYwVc/z6H2z/lMW358Ff/azCxMZanpujdvZukh+c58vN9Du9O4nl8Hqbicu3yEBGRj4p6C5GNNzI0TmVJM4XpzQT5vzq+Koygy3mkRL2gILuKMR1fJSJblEKPTc4yu0xeg5XH6cOcfz5C1oshkjLz2He7iX236vCP6aeo2UZVQyttTS0MV1QwXVbGfF0dKwsLzDc0MOLvz6CPD207djNTUUl/ZTep++8Q9ld/Hv8tgI47oTRnNnHzQO7acC/1i/PMtPdSFFxG3JfXSPnLEYr/sofxpDSW5+YY9PGh8+9/p+vTTzEHBOA0m7GlplJz9hhpJ7yIOb2fnrZa5rs7CX3mx4nb3/PTnX3cir3C0MQgUWlP+OzR3rWA5MVAHW1NLzgY6c3/PvqGfz35jpSadGamJohOD+J00FF8g7x5arzL0Fg/bZUFREVcIzj4ArHRtxkZ7mFmZJC65OcUhd6hIuw+gzXlOBfmmausZCoxkanEROaqq1mZm8PR2YktI2Pt44tDQyzZbMwUFa19bKGpiZWFBeydnczV1DDf0IC9vZ3lmRns87P097dT2VpOWpOJtvEellaWMNSn8UPCubX7DvRahshsL+Sb6GP816Od/CPMi9zOUqbts8TWp3Gz8CkR1UbqhltZcNqZccwxtTD9m10by8vLLK+8vKLcsbiI0/nmXR29lkHyOsuIa8ggoTGT3qkhqoca+cl4Ye2xfl6bgmXeSmRNEifSrnG94AnZHcVMLUxjmbcyYB1h1vGfG+OuOp0sT02xODiIo7ub5akpVhcXWezpYaaggOnsbOYqK1myWFjs7cWamootLY2ZggIWBwZYmZtjobGR6exsprOzWWhuZmVxkcXhYWbLypgtK2OhpYWV2VmWrVbsbW3MNzQw39CAc3SURccCU/3dDFeX01ldjHm4B4C+kS4SC2IIzQkmtjiGgZEeGkda8c+6y4+G0/xgOEVcbSqjVjOPip6xI/JndkT+zK3CIMZnLZT31/KT8Tw/JJzjat5jaoaaGbKZCa9O4FxWAOeyAkhsymLB6aCkt5pr+Y8JKArG2JTN2OwkI9NjGJuyCauKx1CfRuNoO1ML01T015HVXkRWexENI604l5cYtI1S0ltNRX8d7eM92OwzzC7O0zTaQUlvNdVDTZhnJphdmKG2u5bMuiySy43k1+SwMDfD0NgAUelBPEu4R3TCfdrrSjGPDfA8/i43H3lz494vxMXcZnp0iPyKNE777+aY305u3jpEV1E27X3NHLm5lwOXPueB1AdFAAAgAElEQVSo7+ckPvXDPDHEvef+7L72JV/f3MGZsOOMtjSS3lKy9lzZFXyQ3IJ4RiaHeZAYgH/4WR7F36S0OgeARfsCI32dWCctAMxM2ckztPPsYjlPThSTH9vB9OQCxsB6/Pdk8siniNSgRmwTC8xY7PS2TDI+NItj4c3P50P3uvj6UiPpVbbf/Nnq6iqLTifOpZf/7crqKjOzc1isViYsUwz0mbGMzWJfWORFUTuJwS94fq8U4+NaxoatVJW34bc/hXO7jFzxSiEtuoayoiZun0rh6i/J3DqRQvCNXDISqrl/PZnrZ+O5ei6WK+di8PeNxv9MDNeOJ/D0QgEhF8oI9CnkplcuF75M+21g8o8kLu3M4Pr+bO4fKSDSvxLjw3qe36gk4X4tSY/qqczuZajLSkPJEMXGTkqSuymI72B1dZWJoVnSgptIC24iM6yF0T4by0sr5D5vI+5ODXd/zufkJy+/lu+XqTy7WM7qBw5aNJjYGBMhIbQe3M8Pfj74fGng9q1qgqOS6B8a0i4PERH5qKi3ENkYNusMjTUdFGc3EXEnj/M/RLw8vuqIEcOjYrKSyunvGWF5efPsaBcReRcfPPRobGzFy+soXl5HaWxsfePnGAxGvL19/9TX2W5edM4TkjXE+ahhnmaNYcwuxSfwBbtvNnEqtJOkiinqWntpbu9kcGR0bTD4a6t2Oytzc6wuLzM9YqW9sIvquDpGX7SyPG8n9XEdAfszOfdZMuHHMxlvH6HA0MbdH7J5eiiVyKNJ9CUVYOsfpyu7ls6gOMbCIpiMiMA5Osqy1YolKgrzzZuMXL7MdE4OyzMzWBMSaPE9RfnpwxTdvsjUQA9TNZVk3TpDyLl93D//HSVlL0OP5MgALvvt5cTV3dwKOUPfcBelqZEcvrOfv9/byf8fuJPsjhK66ss5HPmfnSb+STcYHB8gKPkef7+/i/95sJODjw/S0FPLi8JkLtz9kV+u7OKY/y7yq7OYHR4gMdifG8e/IMD7c7LCb2MdHSTf8JjTvl/xrf8X7An4mpK2UhqLM/n56U/816Od/M+DHQQVPGNsqIfE2HtcOr+L++f2Eh92nb7eNsxFhTTe8KP16kVGnjxmpLKSnroG2iOjaA98xGhCAuaaGqpr6igwJlMQFk5PYRGzg0OUlVcSHRPP88gY8guLsUxZaevsJj4hGUN0HPnpWYw0tzA7OcnQyCi9NbUMm0xMFRYy39jIstWKc3QUW1YWfcGPqXp8i8G6CmyWcbJTQrl64yDHbn7Hw5ir9Pa1EVMRz/89/Jr/erSTPXd2U1CWQmddKeFXfubRD38nds/faHv2hOWpKSZCQ+n47/+m829/Y+jUKebr65mrqGDwyBG6Pv2Unq++YioujsXeXgb8L1P1yf9Q9Nn/0nbnOtb+HsqTIwjy+jv3Dv2DyHPf012UTVldHj43v2Of3+f8ePFzMtKf0d7XzKnY/4Q25yPP0tdYSVxNCn+/u4OvbnzJSf/dlGUa6G6rIejWEfy8/8mdn/9B2dNbTA8NUJIYRuAP/+DeoX8Qd/lnRsuKaKor5qbvN/h5/5O73p9TERtMf18rQY/PcuLs5xy9+CXPo65jGewlqSyRg1d3cvDaLi7e/5mq8ixqOir58aEXn9/dxd7bX/M89TF9I934x/nz1we7+MvDXRyLPktdVSnBxYa19X/9aD+hUXcJS33Olw+/478e7eQvD3dyNvwc2XmZnI28yF/v7eCv93bw08MfyEuIxJBv5F93d/H57R3su7GLkGA/Cl+UcDn0PN/e3sOPd/dxK/IynY0NpJalczTwEMeDj3L9+SVKyrOp7WjkauJdTkb64Rf/kKSKHOp7hjgek81ngcH89W4Qp+LTGLctEJrfzf9dzeevVyo49LSTxp4pKprH2eXfwR7fJo5ebyWtcoIXpZ2c253Fqc9SObUjg/uPmmlpHODe+SJO/ZCP76kKAoM7qGo1U/iiiTvRTdyJ7+B5wTj59RMUV9YTmV7Hw4R6nud2U91ho6m1g5ScIoKN5dyKesEXVzr49mYD98PTeJ6YijE9m/6hYWZm50jNziM0Oo5wQwL5JeUsOp00NLcRGh1HaHQccSnp2GZmsE3PEBodR1R8ErHJaTS0tLHodFLX1EJyZi4pWSYKi6qwjc8zPjZFdHABITfzCLtVQFpYPfb5RZIiKjn3ZerLUOGrJIKC4ngS8p97lJz/Mg1TdDsLs4uEXSxbCzqu7sumvXqM5EeNax8782kKj04U8/hkEWc+TfndXSWn/5HEuc9SeHisgKenS7i8K50re7II+CGXtOAmmstGiL5eTci5Uu7+kvda6BHsW/bB34M0mPjwHJ2ddO/YwYOnpzl86Ak++7KIjs2msKwCu8Ph6eWJiIi8V+otRD6svu5hyvIb/318Vfxrx1elxZZTU9HMtG1jjsoVEdkIHzz0eBVmmM3jbww2DAajQo/3pKnfTlj2EOciBjkVPkx6UQPXw0vYc6ORww+bCMoapa5tgOzCF0SlvSA8tYqajknGrHZqGlvIKq4ht6SGnv4hFp1OhkbMNLS0UdvYTFtnN9PWOWy2GWrKOzGGVhJ+rZhnfmWY+6apLe7jxoHstYFdcVIXY+YpCoxtpIU2Umhsp7tpnLkZO4tOJ6vv6TLkRfsyK8urLMw5GBmw0tk2SlNTP809vfSOD9HVMYops4FnYSbCo3NJqSygoqqNlMhaAq6kcOFMDH7PQsipLyMhuJJLPyRxfG80h449JMAYSVR4AXe8c/Ddl8D5QwbCDUayTaVE3szn9s+J3D2UQGFgNm0vGkgILebRz895sj+YjFMRtMdmkBqRyiOfEJ7tvkncN1dpOHWDkpBoIq/HkLj3ElmfHaXy0310Pg2hNLOE/COXKf/LTmr/5zN6vY/TmZlLw9NwmnbsofW//5fuzz5jMC6evopKOrx9/nOTab8rZCUmY/I5Qdv//i8d//3f9OzfT+nTYHKfBNFw6Cc6d++h98ABRpOSsE1amExJZdTfn7F797BlZOAcG8PS3sKLhGekxj4kPTmY3q4mWkbauZgRwN+CXw7ow8qisdjGuVMcyr/Cf+BoymWe1yYzOjNOYXcFJ9Ku8WOiL2ezAqgYqKNmqImfk/4TWjwojWBqYZrw6gQ+e3aQPdHHuJkbSPtIBw0j7TwsjuJWbjBBRQaaB9uZXljgRVsrSflFJJlKqahtZmZmlkHzPKb8HrKS6ilMb2CgY4SxSTs5ph6iImoIeVJOSU4LczMLNNUPkxJeTHZ0KY2FTUyPWZkbm2S8rIrZsjLmKitZHBpiZWGBhZaWtV0p83V1rDocOPr7mYiLYzI+nsnUVAbKK+ioqqE57Bkd9+4xFhlJqzGZ5KQ00u89ovS4L61XA2h/HEJaaAyh10JJ+OkKKT/foPzqE+riE0mPySP2XAQJPo8puxNLV2oWWRklRFxPJuZyLEWhJgarmikrekFkWBahDzNJiCyhu3mc9s4eIqPSePLASGRoDuUlPTS0DvLMkM7FW1kcu1qCz616rkV0k1FQy+U7WXx+ppkvzrXy091uniS3EfjMyNmAPE7fKSc8qZOKhhGMqTncu5eI38V0Ai4XkBzfTkFhE1d+SXw5iP9nMjcOF5KS2c7DhwmcPZLByTN5XL5fR3hSN/mlldwON/HjvXp+DmzhWvwoWRW9RCQV8uP9Jvbe7uDAwz4epAxhKqvnfFgTn1zu5pPL3Xg96KGyqY9n6fVrH/vkchdfXGnF+0EJz7MaaO/qYdIyxdLSMiPmMQaGRxgdG2fC8vJm4svLy0zZbMzNL7y2C+R9WVleZWJ4GmNyNgmJOTSWDtH6wkxv8yRjAzOsrqwyZZ5jpNfGSK+NsYGXZ96urKxiHZvHOj6Pfc6Jfd75+l+8CvPTi0wMzdLXYqGlfJTKrD4K4jpJC24iNqCGsPPlPDxayPV92fh+/oaw5B9GTn2SxJnPkgk6W8rKyofd6qHBxIc3ev06Rb5H2XPeG+/PY3gSWE3o8ySGR82srOjKOxER+biotxB5/4YHx6gqbaYks5WgK9mc3h/C6b3PCPHPJzmygvysSsbMOr5KRD5OHzz08PMLeOOvAUymIgwGI8A7hx5LS0vY7Q7V71TvyByGglHOhvfzxfUeMsp6ySqp47s7HWuDxYdpI2QUVHE6uJF/Xe16OYB8OEBCbh0PDaXsvdXMzusdfHunh/j8HuLTcjj6oILvA2o5GdZDdOEYkcZcrj7M5MTFfM5fKuWxoYdUUw13zqZzZlcyp/6ZzJ2TJRQXdxJ8Kxff3Umc35dMwEkTTXVmMjIquHsphWs+Sdw+kcELUze1dS08uZrJxe+MXNiTxPOAF7Q1DhL9pJDze4yc/ufLYV9dUT8FedVc/TF1bQBoCKiiqqKNp/4mzn2VxJnPk7h3NI+W6iFSEsu48rORi98ZuXU4nUpTDxXljTwNSOe6TyK3TiZjMjbR0TZA/PMCbvkmcON0AmG38ulqNlNSVE/glXRu+aRx90QWxalttLf1E/u4lFs/Z3Lzx0wirpTTXjdCRW4nD4/nc+XbTC59nU55Zg9DPRbCLpWtrTX6ZiVD3RYynjVz4at0Tv09iRv7MqhJaaQhr4MHxwrWPjfFP4uh6g5ib1dx7l/JXPgyhYhzeXQVtVCa0MiDowXc9Mrm8clCagp6qX3RRdCVPK4fSuPOsSxM8c28eNFE8P10rh5O5JZPGsanVTTXDlCW30x0YDHR98tICq6hrWYEm2WWpvJB8uLayE/spKZihPHJedpbR4gwlOL3yMiJR2HcSUumuq2H5LwKjgSGcOhhMCciYsiobaS6aZBrz8v5+UERPz4o52l2Oz1DU8Tlmdlzo4ud17o5/3yYuq4ZiptsHHo8wCeXu/nsSg+hOeP0mee4nTS69nz1M4zQNzpHZvUUu2/38k1AL6fDhyhstNI2MMujjDHORQ1zKWaExDILw+PzJJRO8sOjAXbe7OHks0EaembIq7Xw9dUuPvVt54fbXTzP6Sc7u4nrt6s4dbmaGw9biElvJz6+gFvnk7nknU7g1WKKstvJy63i9tkk/L5Pxv/bdBIf1NLXM0LMk6K1f6s7P+VRW9hPe+0Idw/nvbx/xafJGG5XYRmfJed5Mxd2pHNhRzoh50sZ6JykoXSQ8/8+HunavmwKjR30d0y89ny5d6qEpk4rhYkdax87tjOLO087aasdxe/bl+Hj2S/SeHqzhvqGcWLvVq597qMThQz3T1Ka1bb2sevfZ1OS1kF9ZTe3f87l8jfpPDhWgMnQis06S0fTMPUVvXS1jjI1OcP8gp2Z2VlmZ+fe+2vW7JydgbF5nmSO80+/l69HX9/qpWPw/X+trVoLC3amrfOMDtjoaRkn6XE9p/+9a+TCl6nE3q559zdtF2kw8WHNlpXR/cUXnHp8mF8OhHH6hzyiDJmUvKjSLg8REfkoqbcQeT+sU9M01nZSmtP87+OrwjmxJ5ibR5OIDiwiI7GMwf7R93YhqojIZvVBQw+zefwPQw9vb9+1o6+8vI7+5s9dsbq6+vJ+Byq3anbeyZh1kRGLgxGLA/viEoPjdqo6ZilrnaG2e5aZeSeT04uY6qeJLpwkqmCSXrOd6TknMUUW7iSPcSd5jOjCSYbG58ismuTi8yF+eTrAz08HaeydoaHbgndIH//07+EfFzt5lj1KUVEnfn6V/PB9MQe/K+Tswy6S0tq5c6qQY9/k8NNuE7t/qSKtsJ+EZ3X4/FLCwQMlfO9dzfPMEYpLugm4W8dh3zoOX2jgSvgAlS1m0kxd+D9p4WxgGxfCesmrnWBgZJzo/CGuGPq5lzJCXoONnqFJ8muHCc0aIChziKTySXpHZ+genCCrcoj4oiFMdRYGxuxYrNO09Vup7rRR3zPL8KQdx+IS8/Ylxm0vHz/L9CKOxaV3+ndwLCwyN23HYXfiWFjENjHHaJ+Voe4pZqwLzNrsDHVO0VY1SlPZMOND09gXFulpGqcqp4+qnD46as3YLPMMtFsoMnaS87yV/Lh2BjunmJqYozith4hb1YReqcRo6KK7f5qi9E5uHS/k8k8mrpwqIzGlk1RjNdeOZeKzM4Pju7K4cq2ewKgKrvkYOfFpCsc/TeXgd4U8im4nIbSG81+9HM57f5VBwP0W0jIGeHq6eG2Qfvn0C3LKJ8gMa1772KVDhaRnDVKc2bd2DxnfHelEPW3iReUokVcr1j732fVq+vpt5Ce0cv6rNC59k0HIxXKaK4dpqOgn+EIxAYdyuXckj/yENnq6RjCGVHH/mIn73iYynjXS2zWKKaWO24ezuLIvg/tH88hNaCQj+QV+Xv+5Sv6+bzkp2c3cvfDvj/0zmRPfmXgY3EJ6SjN+P+ZwZEc2P+024etXT86LSQoy+zjr8wKfoxVcud1MdsUkvR1TxEd3ERzeSXLGAA3NU8zMvvw3npu2szDneO3ff9G5zLjVQffIAqMWB+M2B0kVU5yLGuHHxwPcMpoZsy6S1zDNp/7d7L7RjU9QP9m1NiamHOS8sJBWPE5VvYWBkXkWHU6mLfNMjswwOTKDbXKe5eVl5mcdDHVPMdQ9hXnAxsKcg9lpO10NY3Q1jNHfNoltYg7n4tIb1+mpisy34G8YZWDc7vG1bPbKCGvm5oEcnpwqYXnpw+8C0GDiwxr08cFww4fdF07i/bmBiNBqnsUkMTYxqR9QRUTko7RZe4tXx3WbzeMf5O8XeV/6uocpK2jCGFbBtWOxHN8bxMUD0Ty7lU9KTClV5U06vkpEtpUNOd7KbB7/3eOt1n+ebB/WuWXGbEsMTCzSa3aw4FjBOrdMx7Cd6q55KtrnsM4uYXeuUtM9j6lhhrTqaep75pl3rFDZOY+heIrnhRYSy62MTjkZmFgkumiKuynj3E0Zp7prgen5FSILpjgdMcLpiBFCcycZtjgpbZ3lTMQw++/38+PjQWq65xmaXORc1MjajoLIAgu2uWUCMyb49EoPn1zu5uSzYVoG7BQ1z/Ljv3ckfHK5m9z6GSanl/CP/c+OhEeZE4zZnBgrbPz8ZJD99/vxjzPTNmSnbcjOw/QJTkeMcCF6lPL2eZxLqxQ0za6tP7NmGsvsy8ckqcLK80IL8aVWeswORqecpFdNE5g+wY3EMUwNs8wvrpL8wsa++wPsuNnLiWfD1HQvUNk5z9GQIT653M2/rvWSUmljanaZx5kT7L7dxw+PBgj59+PS0LfAs7xJgnMmiSudorJ1lBf1ncTmNJJQ0EFNh4Wqpm7iUtIJfh5PZGwajQ2djIxOUFxWRUJiDnGx2ZSXNDI1OUtTWwfPDWmEhqRgiMqlsaqX9rY+4hOzeXg3ngc3E8lMqKKva4zCkioe3o3njl8CEYEvd+U0NXfw9ImRgAsJBF5NI9NQR0NVD8lJhdy+/HIHTsTdAporB6mqbuT+jXiu+yRy70wGmVGN1FR2EGcw8cg/kyf+OaRF1tLfMUlf7yjFpmYq8jppqR3CMjYHwPLSCvY5J07Hb28QbF9coX98ka5RB9MLK4xanaRV2QjNneRh+gQFTTNMziwTVWDhm4C+l7tSYs1Mzy9T3DzLJ5e7+eJaD5diRmnqX6Cp386hx4N8crmbf/p3czt5jOn5ZXLqprmVNEZEgYWytjnsi6s4nKtMzixjd2rYKb/POrGwYV9rsw4mPgbWlBTqd3zOznu7+Xl/BBeOFPEsKpWyyhocjkVPL09EROSD2Iy9RWNjK35+Afj5BSj0kE1peHCMqrIWynLaCfLP4uS+YM58G06wXz7G8FLyMl4wruOrRGSb8siNzL29fTGZil77PIUeslk5nKtYZl+GNGO2JeyLKzicq/SNOf49vF7AOreMw7lKx7CDwqZZTA0ztA05WFhcoW3IjvHfoUVqpY1hi5PJmSUya6YJzJjgbso4pa1zWOeWSaua5nz0KKcjRniWZ2Fw0kl11zxX4swcfDTAj48GKWiaZXTKSXiehQsxo/jHmcmomcY2t0RtzzzxZVYya6ep65nHNr/MonOVMauTYYsT69wKzt/O8922vLyMbXqG0bFxZmbnsDscdPf1UVlbT3V9I4MjoyyvrDBhmaK5vZPm9k46e/qwTc8wNz9P/9AwnT199A8OMzM7y8rKCtMzL/++0bFxJqesOBYXcTqXsM3MYLFasU3P4FhcZHllhQW7gwX7y/vDLC+/h/+hD2Rp+WVgYZlZprR1juy6GUwNMwxOOpmeX6apf4HWwQVGLE7sizqjX7aOzTiY+BgsWSz07t7N7ftH2XfpCj6fx5EYU01UXAqWKaunlyciIvLBbLbeYv2pFe8aeqyuruJwLKpU77XGRieprWylOLuRsIAcfA+GcXJvKDeOJBF5L5+U2EK6Owew2x0eX6tKpVL9upzO93vv1T/ywUMPERER+bhstsHEx2IiOJjsY/v4x72d/LTnOddOlRIamUxlXQOLi05PL09EROSD2Wy9RWBg6GtHcXt5HXX771hdXcXpXFKp/nQ5HE462/opy28iMbSUq0cNa8dXhVzPwxhVRGVZI1MWm8fXqlKpVH9Uy8sbd8FvZ6dCDxEREXHDr5sHTw8mPgb2jg56vvoK7wcHOXDhASf+lUBm8gvikjOYnpnx9PJEREQ+qM3cW+h4K/GUkcExqstbKc1u54lfJie/C+bM3nBCrxS+PL4q8wUTY1OeXqaIyKak0ENERETcshkGE6+uujQYjK993GQqeu2qzPVHU7z62K+P2NwMRq9dI+LyIT65/w2/fB3D7QsVhEQYqWlowunULg8REfm4bYbe4vco9JCNNGWx0VTXyYuCdsJv53LuYCgn94Ry60gqUQ8KSY0rZmRIz0cRkbdR6CEiIiJu8fRgIjAw9LX7hP3eIMJgMK4FHK/Cj81otrSU6m++5PPbOzl4NpQTXyaTmfqCxLRs5hc27gb1IiIinuLp3kLEk5aXl+ntGqSypBVjWBlXj0ZzfG8Qlw4YCLuRjzGykOryZmam5zy9VBGRLUOhh4iIiLjF04OJ9QGGwWBcC0DWM5vHCQwMXfv9+t0fb/r8t/mQNyPtP3qMq7d+YOfjYxzbGcejKy8IjUqipqGZ2bl5j99sTqVSqVTbs5xOz91sVKGHbAdDA2ZqK9ooy27j0aVUTn4XxJlvIwnxLyAhrBhTRgUT4zq+SkTkXSj0EBEREbd4ejDh7e279uvfCz1+7+ONja3vtOtjdXWVpaXl914Wo5GUA1/yyd2vOHg8hlM70shILyMpM4fpmdkP8jVVKpVKpXKllpeX3X6/fFee7i1ENsrUpI3m+i6qijt5djuHswdCOLknjFtHU4m8n09qXBHmkQlPL1NEZMtT6CEiIiJu8fRgIjAwdO3Yqt873mp9sNHY2Lr2OY2Nra/tAPGkJYuFnq+/5ue7+zkYfIsTX8UTcb+asCgjrR1dOJc27gpbERERT/J0byHyIb08vmqI6rJ2jGFl+B95zvG9wVz0MhBy3URCRAG1L1qYnZ339FJFRD4aCj1ERETELZthMPHrG5kHBoa+Fmas3w3S2NiKt7fv2n+zWUwEBxN09lv+78FOvH5J4uzuLDIySkjPzWdhwe7p5YmIiGyYzdBbiLxvQwNm6io7KM/pIPDiy+Orzu6NJOhyPrEhhZgyKpjU8VUiIh+EQg8RERFxiwYTf569o4MXe7/iH7e/4uegME5+ZSQhqIbw6CTau3pY2sAjRURERDxNvYV8LKYs07TUd1Nd3ElYQDZnDoRwcncYt4+lE3kvnxRDoY6vEhHZAAo9RERExC0aTPx5I1eucOn693wb6cPBH7K4sN9EanoxWflF2O0OTy9PRERkQ6m3kK1seenl8VW15Z0kPSvH/0gUx/cEc+lALCHXTMQ9y6OuqpX5uQVPL1VEZNtQ6CEiIiJu0WDiz5kpKcF4aCd/u7uDww+TOPVlMhmRdUTEJNHd18/yyoqnlygiIrKh1FvIVjQyOEZDdScVuR08vJDCiXXHV8U8zScvs4KpSZunlykisi0p9BARERG3aDDx5wweO8bBO99yzBjAoYPZXDlUQFJKPqaiUuwO7fIQEZHtR72FbBWWSRstDT3UlnYTFpDFGa9gTn7zjICj6UTczSPZUMDYqMXTyxQR2fYUeoiIiIhbNJh4d7akJAJ9dvLJg138ciufU1+kkmWoIzzGSP/QsHZ5iIjItqTeQjYz56KT3q4h6l50YQwr5fLhSHz2BHP5QDzB10zEhpmor2lnYd7u6aWKiMi/KfQQERERt2gw8W6WLBbKDuzm73e+4lxqJIcP5BDgXUxCUi4FpRU4tMtDRES2KfUWshmNDI3TVNNNeU47932TXh5ftSeKpxfzeP7EhCmjginLtKeXKSIib6DQQ0RERNyiwcS7mXj6lHP+e/nBcJKf/F5w8l9pZMXVEmEwMjw6xop2eYiIyDal3kI2C8ukjdbGHuorel8eX3UghJPfhHPnaCbPbudijM5jfHTS08sUEZG3UOghIiIibtFgwn329nbij3zNX+/twD8th2P7c3l0rpy4xGyKyitxLC56eokiIiIeo95CPMnhWKSna4iGym4SQkq49EsEx/eEcNkrnqCruRhCcmiq7cS+oF25IiJbhUIPERERcYsGE+4b9L/Mvrt7uZB1n+/PlHPis1SyE2uJMCQxNjHJ6uqqp5coIiLiMeotxBOGB8doru2mLLuVu+cSOf5tEGf3POfJxTyiHuWSm16GdUrHV4mIbEUKPURERMQtGky4Z7a4mHtnvuHTwL1cT2ng5D4TkdcqiYlLp6y6Vrs8RERk21NvIRvFMmGlvbmPxsp+Qm9lcsYrmFPfhHP7SCZhATkkRpmYGJvy9DJFRORPUughIiIibtFgwj2lZw7zyf1d3C2KZ/+JCo5/mkpWUjVR8clYrFbt8hARkW1PvYV8SA7HIr1dQzTV9JIYWsylX8Lx2R3MZa94nvrn8Dwoi8badh1fJSLyEVHoISIiIm7RYMJ11sRETvrv5qfnJ8z0rTMAACAASURBVLkc183p70xEB1QRFZPCi5p6Fp1OTy9RRETE49RbyIcwMjhGS30PJVmt3Dkbz4lvgzi3J5rHF/OIeJiFKb0Mm3XG08sUEZEPQKGHiIiIuEWDCdcsWywYfPbwf/d2EFpSzEGfCk58mkJ2WhUGYzrTM7OeXqKIiMimoN5C3pfJCSsdLf001wwQcjOdU98HcfLrCO4czSLkZjaJUbk6vkpEZBtQ6CEiIiJu0WDCNUNPH/HNvT1cz3vMiWfdnNmdTfz9GsKjk6huaMK5tOTpJYqIiGwK6i3kz7AvOOjtGqKlvp+44CIu/ByGz+4Q/LwSeeKfRdTTTFoaOnE4dB81EZHtQqGHiIiIuEWDibdztLcTcO4bPg/cS0xZN4e8qzj9ZTo5GS9ISM1kYcHu6SWKiIhsGuot5F2MDI3T1thHSWYLAadjOb73Kef2RPPovIlnDzIxZVQwbdPOWhGR7Uihh4iIiLhFg4m3K7npyycPv+Z5bSo/Pujg5I50jI9rePY8kYaWNu3yEBERWUe9hbjKMmGls7Wf1tohgm6kcfL7p5zaFcndo9kE38gkISoXy4TN08sUEREP++ChR2NjK15eR/HyOkpjY+tv/tzb2xcvr6P4+QX8qa8jIiIiG0ODiT82V1yM97U9HI48QWjeAL8cfcGF3Vnk5FSQlJmD3eHw9BJFREQ2FfUW8kfsdgf9PcO0NQwQG1TA+Z9COf5NCH7fJ/L4chaRT9Jpbe5mcdHp6aWKiMgm8cFDD29vXwDM5vG1X78SGBiK2TwOgJ9fwBtDEREREdlcNJj4Y9GXf+Z/H+wkq6WKPf6t+HyWRmpoPeHRRlraO1heXvb0EkVERDaVzdhbBAaGrl3AKZ4xOjxOe/MApdmt3Dpt+PfxVTEE+uYSdi8dU0Y5M9Nznl6miIhsQh889Fi/g+OPdnO8606PlZUVlpaWVCqVSqXa1rWRg/TNOJjYLAYSYthxfw8BWQ+4mzqAz7EKrn6fS05uOWm5+dh1A00REZHf2Gy9hclUhMlUBIDBYMRgML7Xv19+n2XCSnf7IO31Izy9nsKJ/U84tTOKu0eyeXo9nfjIHKYmdXyViIj8sQ8aepjN4y6FHoGBoe+8y2NpaQmHw6FSqVQq1baupaWNu0fEZhtMbBbLFgs3Ln/LjsBvKe0cZu/lNo5/lkZqeB3hMUbau3u0y0NEROQNNnNvYTAY32lesboKy8srKhdqbm6B3q4hWhsGiH2az/lDIRz/OhT/7408vJhB+KNU2lt6sdsXPb5WlUqlUr17raysfoB36jfbkOOtzObxNx5vBeDldXTtCgoRERHZ/DbzYMKTip7e5G+PdpPYlI1f3CCnj5Vz++d8MrOLyTAV4NAuDxERkTfarL2FyVT0zrs8lpdXsNsdqj+ovp5hWup7KUxr4MaJKHz2PuXc7hjun8ki+HYy2anFTE5YPb5OlUqlUr2f2sh7L3nkRube3r6YTEWvnZHp5XVUW0ZFRES2gM06mPAke2srv9zci3fYMXIbzHx7oYXjn6WSFVNPeIyRnr4BtMtDRETkzTZjb+HnF0BgYOh7/3u3O8ukjZ6OITqbRnlyLYWT+59yetdz7hzJ4fHVVOKjcrBapj29TBER2eI+eOghIiIiH5fNOJjwtKi7J/nLw13UDrdwPGwA3yNlPPQpIjW9gNyiEhYXtctDRETk92y23sJkKnrtAs13vQepvGRfcDDQO0pnyzCGpybO/RjE8a9D8fs+iYeXMoh4lEZP5xBLS7pARERE3g+FHiIiIuKWzTaY8LT+vCz+9ehb7qbcJrHczLdnmzj+aSrZcXWExyTSNzjEysqKp5cpIiKyaam3+DiZRybobhuiOKOJ6yei8NkbhO+eWB6czSIoIJmCnBfMzS54epkiIvIRUughIiIibtFg4nXXbh/i6wffMWKz4vVwgAu/lBB0royktDzyS8rZyHNLRUREtiL1Fh8Py4SVvq4RupvNPLqSxIn9Tzi18+XxVY+uphAflY3NOuPpZYqIyEdOoYeIiIi4ZbMOJn7vHmEf8oiKgpjH/PXxbpIrknhmGuWH842c+CyVnMR6wmMSGRkd0y4PERGRt9isvYW4ZmHezlD/GN1to0Q/zv338VVh+O9P5sH5NJ4FptDXPcSyjq8SEZENotBDRERE3LIZBxOBgaE0NrYC4O3ti9k8/sbPMxiMmExF7+VrLk1O8uOd7zj+5Bfah6bYdauPiz8VEe73goTkXIrKK3E6tctDRETkbTZjbyFvZx6ZoLdjhKKMRq6diMR7TxC+u2O5fyaLJzeN5Gfp+CoREfEMhR4iIiLils04mFi/e8NgMK4FIOuZzeMEBoa+09+/srLC3Nz8axX2xJe/BH5NdV8jAcZhjl1s4NRnqWQkVBFuMNI3OMjM7Nxv/juVSqVSqbZCORyL7/y+7K7N2FvIm01N2ujvGaW3bZzAK4mc2PeEMztjCDiSzQO/JOLCs5i2znp6mSIiss0p9BARERG3bMbBhLe379qvfy/0+L2Pv4v+2nL+GbSP+9FXqGyfZMfNXi79UED0jSpiEzMoq6rB6Vx6L19LRETkY7cZewv5j/m5BYYHxujrHOP5oxzO/RjEiV3P8NufzD3fFEIfJNHXN8zyso6vEhGRzUGhh4iIiLhlMw4mAgND146t+r3jrd7nvTwuPzzM7ru7mVmY4bJhFN8rjZz6Vyqm9FoiYo1YrDZWV1ff29cTERH5mG3G3kJgbHSS/m4zBal1XPEOx3t3EL7fxHH3VCaPbiaSn1PJ/Lzd08sUERH5DYUeIiIi4pbNOpj49Y3MAwNDXzvOav1ukD+jIDOK/3uyh7S8aHLrLHx5vYeL35uIu1PD87hUKqrrtMtDRETEDZu1t9iOLJNWBvvG6O+Y4IFfPMf3PeH0zhhuH8nmwWUjceFZzE7PeXqZIiIif0ihh4iIiLhluw8mDgQe4PSDQ8zbZzkcNIj/1QZO/ysVU1YN0QkpTM/qHGsRERF3bPfewtPm5xYYHhxnoHuCiIeZnPnhCSd2heO3L5k755IIeWBkeHCclRXtYhURka1BoYeIiIi4ZTsPJkKeX+N/H31DW0cNCaWT7LzRw/m92RgDa4mISaKmoRnnknZ5iIiIuGM79xaeNG62MNAzRl5qLX7ez/DZHYzvN/HcOZlB4PUEik2V2Bd0fJWIiGw9Cj1ERETELdt1MNHX18LfgvcRGOrL6OQM3wT0cvNaAxd2ZpBnqiE2OZ0FDQZERETctl17C0+YmrQx1D/OYJeF+5di8fnuCWd2GAg4nMW9iwnER2QyOzPv6WWKiIj8KQo9RERExC3bdTBxIdiH7wK+ZtY+S0iuhR/u9nJ2ZyYpwfU8izZS39zK0vKyp5cpIiKy5WzX3mKjzM8vMDo0wVDvJBEPMzhz8Akndkbivy/15fFV9xIZM0+ysrLi6aWKiIi8Fwo9RERExC3bcTCxsrrCP8K8yEgKon1gmh03e7l7rQ7/b7MxmSpJSMvC7nB4epkiIiJb0nbsLTbCxNgUQ/0TmJKruHws9OXxVV8nEHAijQdXYynOr8bhWPT0MkVERN47hR4iIiLilu04mFhZWeHxnaPYF+a4mTTGqcf9nPpXGmnPGngWnUhTewfL2uUhIiLyTrZjb/GhWKemGRmcYLh3ijsXY/59fFUsAYezuXspnvjILOZmFzy9TBER2aTM5nG8vI7i5XWUwMBQAEymIhobWz28Mvco9BAREdkgH2vzsJ0GE1Vd83x1o5eHV2u4eTAXU34FKdm5OBZ1laSIiGw89RZbv7d4H+bn7ZhHJhnusxB2L43TB55wYkckft+lEnDWSPC9eKYsNlZXVz29VBER2eT8/AIwm8eB//QUBoNxy/cWCj1EREQ+kI+1edhOg4nTESP4h/Rx5vM0Mp83EB5jpL2rR7s8RETEI9RbbP3e4s+YHJ9iZNBCTnIVF48E4bM7BN+vE7jpk8L9qwZKC2tZXHR6epkiIrKFBAaGYjIVrf2+sbH1NxdY/Pr3BoORwMDQtY9vhj5EoYeIiMgG+Vibh+0ymMium+Hza708vlLN/cMFZOWUkJ6bz6J2eYiIiIeot9javcW7sE5NYx62MNpv486FaHy+fcKZr2K59UsWty/EEheRycK83dPLFBGRLexVn2AwGAFeu6AiMDB07devPv6qt4CXvYifX4BnFr6OQg8REZEN9DE2D9tlMHEwcIC74b2c+SKNnLgmwmMS6errZ3l5xdNLExGRbUy9xdbtLVy1MG9n3GxhdHCKsDspnDrwmJM7nuP/bRo3TsYRdC+e2Zl5Ty9TREQ+MgaDEZOp6LXews8vYO3CCS+vo2t/vv4iDG9vX08teY1CDxEREQ/4mJqH7TKY2P9ggCD/Kh6fLCY9q4jsgmKcTh0ZISIim4N6i4/L6uoqkxNWzMNT5BoruXD4Kd5fh3B+VyI3vJO57x9DRUk9TueSp5cqIiIfkVcXRsDL3uJVveod1l9Q8evPg5fHba7/OzxFoYeIiMgG+Vibh+0ymGivm+T8V2nkGht5FpNI/+AQK7ohqIiIeJB6i63dW7yJzTrLuNnKaJ+NW+ci8fnuKWe+iuPGTxncPBdNfGQm9gWHp5cpIiIfIbN5HJOpaO1iiVe7QV8dn/nq997evmufYzaPYzAYX/vYZqDQQ0REZAN8zM3DdhlMRF19Qej5MlIy8jEVlerKShER8Sj1Fpu7t5iZmWNpybVeYX7ezsSYlbFhG6F3Uzjp9ZiTX0XjtzeNaydjeXon7qO/T4fVOs3Kii4mccXKyipW67Snl7FlOJ1OZmfnPL2MLcNud7Cw8HG/3rxPc3PzLC7qHo+/3kX6e6anZ1leXt6AFW3x0GN1dZXxcYunl7FlTE/P4nDoG9EVi4uL2Gwznl7GljExYVGD6qLZ2TnmP/IfWN6XpaUlLBabp5fhca42DxaLlaUlzzQPH8Ng4m0mx21c2pVBfkoj4QYjwyNmVlZ0L49fW1pa1veti6zWGRYXdTza2zidTqamNNhxxdSUTWGsCxwO9fnqLTaGxWL7w2MwV1ZWsUzamBi1kWks59xPT/DeFYrvzkSuHknkzqVIKssats339djYpH6mdNHKygoTE1OeXsaW4XAsKiRyw/z8AjMzColcZbPNYLdr952rvcXkpNXlCwL+rC0deqysrDI2NunpZWwZVqu+EV2lN0X3jI9bNPxz0czMHPPzC55expawtLTM5KSa+a3QPHwMg4m3MY9MEXOrCmNqDgVlFdtmAOEup3MJi8Xq6WVsCVNTNoUeLlhcdDI1pSDNFRaLVa9NLnA4Frd9kKbeYmP8XugxbZtlwmxloGuS66ef4fPtU858Gc/1QxncOBNFXFQGi47t9/6g0MN1Cj3co/mOexR6uEehh3sUerhIoYd7FHq4Tm+K7lHo4TqFHq5T6OEeDSY+LKt1hrbOHiJiEzFPTLKqe3m8kUIP1yn0cI1CD9cp9HCNQg/XbffewmAw/qkjwNaHHgsLdiYnbEyYZwgKSOTE/kec+CKGy3vSuOITw+Pbhm3/s7pCD9cp9HCP5jvuUejhHoUe7tlWoYefX8Br5426Q6GHexR6uE5viu5R6OE6hR6uU+jhnu0+mPjQrNYZjOk5lLyoxrlBj/NWpNDDdQo9XKPQw3UKPVyj0MN127m3MJvH12YU73qz98lJK6PDY4wOWUiNLeHcT0/w+ToM3x1G/A/Hc+tCOGXFdczP21lcdG77MpsnsNsXPb6OrVB2u4PxcYvH17FVanZ2nslJq8fXsVVqenoWq3Xa4+vYKmWx2Jidnff4OrZKTUxMbY/Qw2QqwmAwAhAYGOrSFtv1VlZWMZsnmJmZU7lQ4+MWLBabx9exFcpqnWZ83OLxdWyVGh2dYHp6xuPr2Ao1OWnV96GLZbPNMjam13hXa2zMsm0HExvBap0hKj6JySkN9P+IQg/XKfRwzeKiQg9XKfRwjUIP123n0KOxsXVtVgG800Wa4+MWbvo+47RXKJd2p+B/IBm/42E8e2qkv3+YkZEx1boaHjYzPOz5dWydGt8Ea9gaNTxs9vgatlrpMXPnsfL8GrZSjY5ObI/Qw2Aw0tjYCvy2qXDFysqqx/+xtlIND4/rhcutx8vza9g6peeWe6XHytXS88r1Gh0d37aDiY1gtc6wsGD39DI2PYUerlPo4RqFHq5T6OEahR6u286hx/oLNOHdQo+x0SnSQhvIjK+hqqwFq1UXif1RjY6OMz096/F1bI2a1QXAbpTVOs3EhC5qdbWmpmxMTlo9vo6tUhMTFqzWaY+vY6uUJy/W3NDQIzAw9E+HHmbzBE7nksqFslimmZub9/g6tkLNz9vXfnBUvb3Gxiw4HIseX8dWqJc/7Mx6fB1boez2RSYmLB5fx1YpT24T9fRgYiPoiEjXOJ0KPVyl0MM1Cj1cp9DDNQo9XLedQw+zeRxvb1/g3Y+3+r0bmcub6Z4ertM9Pdyj48vdo3t6uEf39HDPtrmnx/rm4V2Pt9I9PVyngY3r9KboHt3Tw3UzM7qnh6t0Tw/3bOfBxEbQe6hrFHq4TqGHaxR6uE6hh2sUerhuu/cW7/NG5vJ2Cj1cp9DDPZrvuEehh3sUerhn24QeoBuZbyQNbFynN0X3KPRwnUIP1yn0cM92H0x8aHoPdY1CD9cp9HCNQg/XKfRwjUIP16m3+HMUerhHoYfrFHq4R/Md9yj0cI9CD/dsq9Djz1Do4R4NbFynN0X3KPRwnUIP1yn0cI8GEx+W3kNdo9DDdQo9XKPQw3UKPVyj0MN16i3+HIUe7lHo4TqFHu7RfMc9Cj3co9DDPQo9XLS6uorFoh+CXDUzM6cfrl3kdDr1Iu+GqSkbq6tqUF0xN7egN0QXLS8vY7PNeHoZW4bVOs3S0vKGfK2PcTDxNnoPdc3Skr5vXTU9PasBtQucziWmp2c9vYwtwWab2bD3ga1scVF9vqvUW4iIiMhWtaVDDxEREdl4GkyIiIjI+6TeQkRERN4nhR4iIiLiFg0mRERE5H1SbyEiIiLvk0IPERERcYsGEyIiIvI+qbcQERGR90mhh4iIiLhFgwkRERF5n9RbiIiIyPuk0ENERETcosGEiIiIvE/qLUREROR9UughIiIibtFgQkRERN4n9RYiIiLyPin0EBEREbdoMCEiIiLvk3oLEREReZ8UeoiIiIhbNJgQERGR9+lj6y0MBiNeXkfx8jrq6aVsCd7evnh5HcXPL8DTS9kyDAYj3t6+nl7GluDnF4CX11E9Xi5Y/9plMBg9vZxNzcvrKGbz+Gu/1+P2Zo2Nra99/5nN4xvyeG3p0OPVC5feGN8uMDBUTZeb/PwCCAwM9fQyNr31b4rrX/Dlt9RAuMbPLwCTqWjt9/qh8fdtluZhqw8m3kbPQdds1PPvY9HY2Kr3ThdoUOGaV4+Tl9dRGhtbPb2cTUn9hWvUW/x5ZvP42ozCZCrSz5RvERgYuvZe6OcXoNcwFxgMRoUeLjIYjGuv/Y2NrXp+vcX6+apmrb/vVVD76rUrMDB07bnl7e2r/n6dV33E+ter9c+tD9mHbdnQw2QqWmu6AgNDX2tg5XUmU9Ha4/PqzVH+mJ9fAAaDUQ3qWzQ2tq49RmbzuL4P30INxNu9CmhfPZf0Q+Pv20zNw1YeTLyNnoOu26jn38egsbEVP78A/PwC9EPRH9CgwnWvvv/M5nG9Tr2B+gvXqLd4PxobW1/7mVt9v+v0WL3d+lmYQo+3e9Vv6QIK1+kiCtes7+PXv3YZDEY9dm/we99/H/J1f8uGHuufRL9uKuT36Zvv7V4ltOsH+vJmBoPxtSsLNbh5OzUQb/frIZd+aPxjm6F52MqDibfRc/Dd6HH6feuHrQo9/pgGFa57tXNIgePvU3/hOvUWf876oTTo+eWq9VdKy+97dYX5q9Lz64+t3z2k59jbveojfr3rT35rfR+//rHS3PXN3vR8+tDPsS0beqx/sVLo4ZpfN1/yW+u3b+uIjrdbv3NIz6+3UwPhmvVDCf3Q+HaboXnYyoOJt9Fz0H16fftj648c1ZD6j2lQ4ZpXO4cA7VT+A+ovXKfe4s8xm8fXHi/tJHLN+p1Y4jr1XG+3/mQYnRLzx9ZfmAM6pult1oce659betzebP3r1UYd87tlQ4/1zYNeuN5O96dwn3Z6vN3670M19H9MDYTr1g8l9EPj222G5mErDybeRs9B1+keFe7TTo8/pkGFa9YP8Ne/Zsnr1F+4Tr3Fn6d7xrju1xcD6EI61+n13jXaFeM63Yf07dbvrl0f2Opxe7P1z6lX/cSvd6x9qAubtmzoAbqRuatMpiJtf3wHCj1cs/54K/ljaiDebv1r1avvP/3Q+GabqXnY6oOJt9Fz0DUb9fz7mCj0eDv1r67Rjcz/mPoL16i3EBERkY/Flg49REREZONpMCEiIiLvk3oLEREReZ8Uesj/Y+8+v6JK93Xv/1f7xR7jvD7POWvvs9bevVbvbnPOWbHNSlAQIwYUM4oBUXLOGUSSJCUWOWeKylXf50WhIpjQUlGuzxjXaKFKmKJQV9+/Oe8pIiIyJ1qYEBEREU9StxARERFP0tBDRERE5kQLEyIiIuJJ6hYiIiLiSRp6iIiIyJxoYUJEREQ8Sd1CREREPElDDxEREZkTLUyIiIiIJ6lbiIiIiCdp6CEiIiJzooUJERER8SR1CxEREfEkDT1ERERkTrQwISIiIp6kbiEiIiKepKGHiIiIzIkWJkRERMST1C1ERETEkzT0EBERkTnRwoSIiIh4krqFiIiIeJKGHiIiIjInWpgQERERT1K3EBEREU/S0ENERETmRAsTIiIi4knqFiIiIuJJGnqIiIjInGhhQkRERDxJ3UJEREQ8SUMPERERmRMtTIiIiIgnqVuIiIiIJ2noISIiInOihQkRERHxJHULERER8aRPDj0MBgNOp/NHH6eIiIjMA06nE4PB8FULE+oWIiIi8pq6hYiIiHjS+7rFrKFHT08Pw8PDKhAiIiILnNPpZHh4mJ6enq9amFC3EBEREVC3EBEREc/6ULeYNfQwm8309PRgMBhobGxUFEVRFGWBxmAw0NPTg9ls/qqFCXULRVEURVEaG9UtFEVRFEXxbD7ULWYNPRRFURRFURRFURRFURRFURRFUX7GaOihKIqiKIqiKIqiKIqiKIqiKMovEQ09FEVRFEVRFEVRFEVRFEVRFEX5JaKhh6IoiqIoiqIoiqIoiqIoiqIov0Q09FAURVEURVEURVEURVEURVEU5ZeIhh6KoiiKoiiKoiiKoiiKoiiKovwS0dBDURRFURRFURRFURRFURRFUZRfIhp6KIqiKIqiKIqiKIqiKIqiKIryS0RDD0VRFEVRFEVRFEVRFEVRFEVRfolo6KEoiqIoiqIoiqIoiqIoiqIoyi8RDT0URVEURVEURVEURVEURVEURfkloqGHoiiKoiiKoiiKoiiKoiiKoii/RDT0UBRFURRFURRFURRFURRFURTll4iGHoqiKIqiKIqiKIqiKIqiKIqi/BKZNfQwm8309PRgMBhobGxUFEVRFGWBxmAw0NPTg9ls/qqyoW6hKIqiKEpjo7qFoiiKoiiezYe6xayhR09PD8PDwzidTkRERGThcjqdDA8P09PT81ULE+oWIiIiAuoWIiIi4lkf6hazhh4Gg0HFQURERAB3gTAYDF+1MKFuISIiIq+pW4iIiIgnva9bzBp6NDY2/ujjFBERkXmksbHxqxYm1C1ERERkOnULERER8aSZ3UJDDxEREfkoLUyIiIiIJ6lbiIiIiCdp6CEiIiJzooUJERER8SR1CxEREfEkDT1ERERkTrQwISIiIp6kbiEiIiKepKGHiIiIzIkWJkRERMST1C1ERETEkzT0EBERkTnRwoSIiIh4krqFiIiIeJKGHiIiIjInWpgQERERT1K3EBEREU/S0ENERETmRAsTIiIi4knqFiIiIuJJGnqIiIjInGhhQkRERDxJ3UJEREQ8SUMPERERmRMtTIiIiIgnqVuIiIiIJ2noISIiInOihQkRERHxJHULERER8SQNPURERGROtDAhIiIinqRuISIiIp6koYeIiIjMiRYmRERExJPULURERMSTNPQQERGROdHChIiIiHiSuoWIiIh4koYeIiIiMidamBARERFPUrcQERERT9LQQ0REROZECxMiIiLiSeoWIiIi4kkaeoiIiMicaGFCREREPEndQkRERDxJQw8RERGZEy1MiIiIiCepW4iIiIgnaeghIiIic6KFCREREfEkdQsRERHxJA09REREZE60MCEiIiKepG4hIiIinqShh4iIiMyJFiZERETEk9QtRERExJM09BAREZE50cKEiIiIeJK6hYiIiHiShh4iIiIyJ1qYEBEREU9StxARERFP0tBDRERE5kQLEyIiIuJJ6hYiIiLiSRp6iIiIyJxoYUJE5qL+0u/82797kfCjD0RE5i11CxH5LA2X+ce//y92JHroeSLyy9LQQ0REROZECxMiMhcaeojIp6hbiMhn0dBDRD6Thh4iIiIyJ1qYEJG50NBDRD5F3UJEPouGHiLymTT0EJE33IsS/+tN/nGp4e2DiV7vPOYuDw0E/fb2ff/222Xqf9TBi8h3o4UJkYVq6nV/+uv9VD/YkTijE/z77wRN1YjPHXp8tIdMLV7MfCxh9/TPqcGKyM9K3UJk4XG/7r/tC5DEjn//X/zb7qQPd4IvHnrM6Cm7k97//tcd573rHyLyM9HQQ0SmNJCw+/KbxYJ3FiimXvCnLz7UN6RPlYNpCwwNDRp6iCwAWpgQWcASvd5ZoEjYPbVw0JDEjkszFhCmFhQ+b+jxkR7yeuDxZoEC6hsapgYe0xdLGqhvQER+QuoWIguRe8jxZp0h0Wvqtf/TnWBuQ4+ZJ21M+7xvPufU50pMon7q+W8HLQ0kNKhgiPxsNPQQkXe8e8akeyHB/b4ZixVTJeKdszBFZEHQwoTIdgvpxgAAIABJREFUQjZ9gcL967cLD1NnaM44W3Iu21u9r4fMPhN02ueaNggRkZ+XuoXIwpSw+21feHMixfTHZl5B+iVDj/esXbz9vG+7y/SP+eZKE+1mIfLT0tBDRKbMOPth2pmcGnqIyHRamBBZ2Oov/e7uC9PPjpzRC6YvYnzulR4f6iEaeoj8+tQtRBaohsv8499/J6hh+okUH+4EHh16vLNrxettNN/tK68HL1r3EPn5aOghIlPePVvznQWGN/t1Tz21oeHNJZ/Tz3yo1yWfIguCFiZEFripBYp/TNvC6t3tId7tCJ839PhID5m1WOHexmrmgoV6iMjPS91CZKGa2krqt+ld4dOdwGPbWzVcJihx+u+ZOvHz0tt1jplXoIjIz0FDDxF5Y/rNwv6x2+vNCz4w60Ze7oWHmTct1Q1ERRYCLUyILHRvX//ff4PQ39mx+/e3iwvvuSfH+3y0h8y4kfnrj/XerS9E5KejbiGycL15/Z9+764PdoKG2fcWfa+Zz3v/jczf7RFvByHvdA6tc4j8lDT0EBERkTnRwoSIiIh4krqFiIiIeJKGHiIiIjInWpgQkS8z8wrRt/nkNhUi8ktTtxCRuZp+Nci/vedqUBFZ2DT0EBERkTnRwoSIiIh4krqFiIiIeJKGHiIiIjInWpgQERERT1K3EBEREU/S0ENERETmRAsTIiIi4knqFiIiIuJJGnqIiIjInGhhQkRERDxJ3UJEREQ8SUMPERERmRMtTIiIiIgnqVuIiIiIJ2noISIiInOihQkRERHxJHULERER8SQNPURERGROtDAhIiIinqRuISIiIp6koYeIiIjMiRYmRERExJPULURERMSTNPQQERGROdHChIiIiHiSuoWIiIh4koYeIiIiMidamBARERFPUrcQERERT9LQY6Gy95N5KIPLPvlc3fWcKtOHnthL9skigtekkdjy/meU+X34sekmsgo47tf8pUf87RmfczJ8H7uS/FkfHUPrh543VsjFpABW3jpN6geekpqwh5C+D32ATp7EebE+2o814SHkGb/6yL+dkQK6NmygzXc/Bq+HTH7gaeasYDoOrKXxaPoHnpFO++obfPCPau9g8PhmWnZ60bp2F7319q8/9m9kpKaHbSEdBNxr52D2B79x6K/sJeBeG4seDr//CV19bPzQYwAOO83PutkQ2Madrq886G/KQXdlJpFJ2SSlpJDdZP3gMzte5JGaHM+TkoH3P6G/jCeZH3nNMTaSFptMTFIiMaV9OL7yyOXLaWFC3kvdYjZ1i9nULWZRt5hJ3WIhUreQ91K3mE3dYjZ1i1nULWZSt1iINPSY9yxUnk0lYFXyR5LKwzzL3D5sSyXXgrvdvzZa+PCPQLePFYTPKg+jrwjdmoa/J8qDuYjj97fw+92P5P5lMs1z/Lh1p9lZ4X55mzB/6hW9lZAHX1oewO5wvzjaq0+ysWRwjgf6Hs33aF28mOaPZfu9D794f0j6UdqiJwCwTUx84hhu0PKl5aEtkt70EfevJ6Jp2/qIuf71zdLVj9d5Ays/lpv9fEbvfUfWww7iTAB2jJ/6xvlYQfhkebDQ1W8n7aHnykNveRqPouI+mpjyD7ywf9AABanPaAPAjOlTf3H1OV9cHjqK0shqcwDjlKZk8uKr/5HIl9LCxM9O3WIWdYvZ1C1mU7eYRd1CPEXd4menbjGLusVs6hazqVvMom4hnqKhx7w3TPLWWA7/8+M5H/aRH0Iz1dURdiydk1vyCDtZTkW/+90TFWUEb8ji9qEMTvu9on/a0PrdguCkP76Qi/vyubknl0ubPlUeBkn+q4CSikrOeKI8DDxm1bXl/O+PZi835/AzsO/lXY493cYfT4M4lhRHNQB22itOszTcj31PdrE5u4q3X+WZ5cFOe8U51kcG4vXEjw0PPl4eXhsu82XPCw+cMpHtQ8N//MfH83cf5vCvxH0WxPalNG/3pcP3MeMA9g4GjqzE4HWI1pXb6S4befsbZpYHewcD3ptpPbSfVq8ttHysPEw3EU2bVzS2ORzre1V28bt/M799LCe7yP3sD2ghN6ELrwuteIV3EZA7VaYcJuIetLIttJM9l9sJqZ92xsDMgjA+Tsjtdo7c72D37TZWfqw8TMnyYHl4lR1JaPjTj+Zu9ly+R7spzc7iaXQSidl55DWOud9t7CA3OZGYjEwiY3OoHJp2bsPM8mDsIDclhcSMDKJTknn0wfIwRFF8DrWAo7eM2MgYUvXy9MNoYeJnp24xi7rFbOoWs6lbzKJuIZ6ibvGzU7eYRd1iNnWL2dQtZlG3EE/R0GOhaqkk9M70SX0v0VvzKRl1v9V1J50bSW/PwninPBgbuHHwJe4fnaOk7fxYeXDSfiebe1mT0OKh8vCt1J3mYN20t83p7HkUxisHgJHUhL1c6Hz94IzyYE5nT1Ti1ItzL6GPP1Ue6nkUvZf/F36fhvl8rVv6Udqn9QFb/D5aQupxAkyk077usrtUwKzyYIvfR9vTqXLRFYbhs8qDnYmQnXRkf+LsjB8o62EXWdPeNhZ3siXJiB3ANIzflV5evn5wRnl4Gd/OhXonAPaa7g9fQvrO55vvl4kOUJBZRu+093QUJZP0cuqi4v4ynqa9fHtW1ozy8PYsCHA053P/g+VhgIK4HGqNjWTmN2IoSSS53tN/FvlcWpiQ91K3mE3dYjZ1i1nULWZSt1iI1C3kvdQtZlO3mE3dYhZ1i5nULRYiDT0WqlnloZnQTZW8+RmVVcCZaY+/Ux5mlICPXibaX0fw4jSunywi7Fg6vmuyiM0d/8CTf7CZ5aHvIcsT8t682ZS/Z9rjM8rDjOd+6jJRNzv9VSdZlT2PfwLOKA/GG6unvd1Mz+qjDL15893y8O5zP3GZ6BRrug9tN6bKyTw1szy0pLThV/76rUnuBE97fEZ5eKcIfOoy0ff9nnlpdnmozUykoP/1W40kx017fEZ5eOe5H71MdICCuESicsrpdkCvysMPpYUJeS91i9nULWZTt5hF3WImdYuFSN1C3kvdYjZ1i9nULWZRt5hJ3WIh0tBjofroGRNO2m995IwJezOhW18XjU+dMfHu5/x5z5gYIzHuI2dMOPI4+OghTcCnz5gYo31o6mW0J4zliUWe/XN40sfOmBhJ/ugZE870o7TcmPr7/owzJqzpPhhOFvDh20nNDx89Y2J8mGMfOWOiJaUdv/KpfVEXyBkTjt7Sj54x0VuSRnK9e5PLj58xAU25iWS2OoBJylPSeD7m2T+JfD4tTMh7qVvMpm4xm7rFLOoWM6lbLETqFvJe6hazqVvMpm4xi7rFTOoWC5GGHgvVrPIwtTfmqgwue6W+3Ruzv4XYk0UEr0ng3LEiwiLdPyIGkwo4vSGDi3vyubMn69csD6/3xrx/hE3hW97ujdkZx7GkAFbe2sbmpCAuvnR/HbtenGbp/X2sfxLIgYhDHy4P5jLOhO9iU5wf6x8G8KDH/oEnzgMzysPrvTFbtm3DsPjt3pjjj33pOLCWxqXb6fANZrgPoNv93A2baT10mNatH7sh2B1a/nsVbb6+dPj60nEuiclv+yf7YjPLw+u9MdffbGfb+bd7Y9bldhFwr41FF9oJCO8ldxgwjXPzpoFtIe3sDu/8Zc+YcO+NGUdkUhoRb/bGHONlcR6pyfHcj88iNbuaDgBzF/nJcUQmpBGdnfnRG4JhbCQtNpmYpERiSvuYz1dY/+q0MCHvpW4xm7rFbOoWs6hbzKRusRCpW8h7qVvMpm4xm7rFLOoWM6lbLEQaeoiHjFNxvYiwk9NTx+d0il/XIBk5QRxLmp7XNxtboPqy6H5dEF7ncc2PPqofyzBAQHjXO7lWafn07/uVdVWTmp33Tt7cbEzmBS1MyPehbjGbusUs6hazqVvMpm4x76lbyPehbjGbusUs6hazqVvMpm4x72noISIiInOihQkRERHxJHULERER8SQNPURERGROtDAhIiIinqRuISIiIp6koYeIiIjMiRYmRERExJPULURERMSTNPQQERH5yY0NmihNb6Oh4kN3IvQsLUyIiIiIJ6lbiIiIiCf9sKHH5s172bx5LxERMbMeCwgIYvPmvezb5/NNPreIiMivord9jLvHi7m6P49Q30Je5HZ888+phQkRERHxJHULERER8aQfMvQICQmluvolAPv2+dDb2//mserql4SEhAKQmZn33qGIiIjIQuZywcSohZ7WMaIuV3DonzEc+mcsPovjuXE4/5t/fi1MiMhC53K6cDpcP/owAPdrgs3uYtLiYMLkxGh2YrY5cTjnx/GJfI6F2i1cLn2fioiIfAs/ZOgREBD05tcRETFvBiDw7qCjuvrlO8/9XC6XC5vNpiiKoig/faxWK73tI1TmtpMUWs0d70L8VyVz7I94vP9M4OLOTLwXxXPotxj8lidSnNTy9S/Un7BQFyZEZOGyWhx0NY9SktxKRFA557dmcnlPNsXJLYwPm7/78Tic0NJr5WbqIBuC29gQ3M7VpAFSK8Z4kDvE3tud/BHYwvrLbVxNGqCkcZJxk/O7H6f8vBor+rjlXUjKvbrv8/kWaLdISM/CarP96MMQERH55fyQocf0batmDj1eP755814CAoK+aOjhdGrooSiKovx8sVqt9HeNU5XfQUpYDXf9iji5NgXvP+PxXpTAFa8cnlwsIz+ugaaqPoxjJswmCx3Ng9wPKCE3quGrX6M/x0JdmBCRhcNstGOoHSQnqpGwgGec2ZDGsT/iObkmhXsniom5Wsnd48WcWpfKxR1Z5EU1Mtw3+c2Py2h2UvTKyInHPSw+Y2DHjQ6ii0foHrbjcLpwutwDEZPVSVOPhYiCEQ7e6+LPUy2sudjKudg+cmonGJpwfPNjlZ9Xc9UAx5cncfifsfgsSSA7ov6bf86F2i0eRcfR2d2D06mhpIiIiCf9sO2tMjPzgNnbWwFv3tb2ViIiMh/1jvd/+kmf4HLBSL+JumfdZIa/4n5ACac3puOzKAGfRQkE78nh6cUKCuKaaK4eYHLcit3mxGF34nS4+JG7ISzUhQkR+XUZRy3Ul/WS/uAld7wLObkmBZ9FCZzdlE742VIK4ppoezmEacL25mex3eakt22M5Lu1nNuSTtC2TDIevWKgc8LjxzcwZiemeJS/7nSyMqgV/4geil4aMZqdOJzwvpcEl8uFw+HCYnPSNWQjvmQUv/AeVpxvZfWFVgKe9JBaPk73kNXjxys/L5fLReLtKg7/M5bDv8Vy7A9tnfktJWXmUFxagd2uQaSIiIgnzZsbmYeEhL6518frx77kKg8REZFvxelysi8hkA1PDnEy8+pn/z6Xy8X4kJlXpb1kRdTz8FQJ57dk4rM4AZ/FCVzenc2ToDLyohtprOzDOGrFZnW4F9YcTpzzbF/2hbowISK/BpcThvsmqcrrJOFWNVf35XJ8eRLHlyVxaXc20cGVlKa30dM6htXiwDH1s/h9w2aXy4XD7mSgc4LMx/Vc2JnF2U3pJN2podsw+lXHaXO4aOw2cz1lgA3BbWwMbuNm2iCvOi1Y7e6rOj77zww4HC5sdhf9Y3bSK8c4E93HukttrDhv4NiDbmKKR2nts3zVMcvPyeWC8RELxckGbh8rxHtRAkd+j+PQP2PxW5ZAeWb7Nz+GhdgtbFYHBdlVPI1LxmLV8FFERMSTftjQQ0RE5GfhcrkYnhzlcNIZ1t0+wO5QPzaHHuF68aP3Pndi2ExjeR85kQ08PlfKhe1Z+C5JxHdxAhd3ZBF+tpTcyEbqy/sYGzRjsziw2xw4HS6cTte8v6nlQlyYEJGfl93qoLdtnOdpbUReruDCDvfQOWBVCtcP5ZN4u4aqvC4Gu43YpoYc7ivq5jZVcNidDPVOkh/TxJW9uZzekEb01Uo6GkbmdLzjJif5dUaOh/ew9KwBr9udxD4boXvYhs0DV/q5cG+BZbO7GBy3k1c3waWEATZfbWfZOQN/hXYRnjdMfZd53g3dxbMcDifVBV08OlOK7+IE/JYl8vRiBbXF3fS1j/H0YiXl2W3f5VgWYreYGDFzZW8Wd8Iiae3oxDnP+5+IiMjPREMPERFZ0JwuJ0OTI7zqbyHfUEZ0dSo3ix5xMiOEvXEBrInYz7/ubuYft9fzf6+v5P9eX8W/bm7B/34wF+JDmRyz0lzVT35sE0+Cyrm0M9s94FiSSNC2TB6deU52RAMvn/cy0mfCanG82RrF5fyx21R9qYW4MCHiaRNmJz0jNjoHbbT1W2nptdDYbaahy8LLDjM1rSZeGEyUN09S2jRJScMkRa+M5NdNkFszQXb1BBkvxkmtGCOpbJSE56PElYwSXTzC08IRHucPE543zIOcYe5lDRGaMcittEFupA4SkjxAcGI/l+L7CYrt41xMP2ei+gh82suZ6D5upA4SXTxKfp2Rhi4LwxMO7I6f54eVedJG28shCuKaeHTmOWc3p+O7JJHAtamE+haR8fAlr573MtI/OTV0dg853rtH1FxNDT9G+id5lmzg2sE8Tq5JIeJ8GS21Ax/9rf1jdiKLRvC63cnqC60EPu2luN7IpOXDW1h99eG63g5ARowOShsnuZk2yM4bHSw+08L26x3cSR+kymDCbNU9B34FToeL5qoBYq9VEbg2Fd8lidw7UUxpWhvGUcvb74fvbCF2C5vVgf+qZO5dTyW/uAy73f6jD0lEROSXoaGHiIjMO06ni/FhM1UFHUTfKCX0ZD6hAfnc8c/j9okcbh3P5qZfFjePZ3HjeBbX/bK45pvBdd8MrvlmcNUng6ve6Vw5lsbFI0mcOxxH4MEoThyIwHv/Q47sD+PAvrvs3Xeb3X9dZ+feEHbuvcqOPVfZvucqu3Zfw2vPDfbuucn+Pbc5uDuUo3vu4+P1CL+9jznxVwSBe6I4tSkRv6XunN+SzsPAEjIevaK2qJvBHiMWk93zC2rzwEJcmBDxFEOvlYc5w+y43sGSMwYWn25h8ZkWFp8xsPiMgUWnW6bFwOLT0953qoUlZ1pYdraFlecNrLpgYO2lNtZfbmPTlXY2X21j+7V2dt3oYPfNDvbe6WRfaCcH73VxOKyLYw+68X7YjV94Dyce93DyaQ+BkT2cje7lfEwvF+L6OBfTh/fDbrZda2f5+VYWnXZ/zjUXW/G63Ung015upg4QUzxCwcsJGrrMjBgdOH7gFQGTY1YaK/rJiqjn3olnnN6Qhs9i9/04Hp0pJTeqkZbqQcaHzW+2q/rmP5Onhh9jQ2Yqczq4dayQgFXJ3D9ZQkN5Hw67e4Bgtbt41WkhJMm9hdXmq+3cyRjkVacZi82F4zvOGdwDEPcWWGOTDmrazIRlD7HvTieLTxvYGNzG1aR+njVMMm7SAORn4nS66GkdI/PRKy7vycFvWRLXDuaRE9lIf8cEVrN97lc3edhC7Ra3vQu5eTyLh0/isVptP/pwREREfhkaeoiIyA/nsDvp7xinNKOV8AvPCNqVht/SRI4tjsdvXSyn9yRwdk88Z3YncHZPIue9kjjvlcjpPXGc9Irh+O5IfHY/4cjORxzccZ+/toayZ8stdmy+wfZN19m2+TrbNl9j15abeG0N5cD2+xzd+Qjf3U/w94rizL5Egg6kEnwog6uHM7l2NJvrx3K4djSH68dyuHEslxvHcrlyMIOT22Lx3xrDye0xxN+upLqgi76OcSwm+9RVHI43i1m/qoW6MCHypUYnHeTUTOD/pIdVF1rZc6uTsOwhnjdO8qrTTGO3heYeC619Vtr7rXQO2ugZsdE/Zmdw3M6I0cGYyYHR7MRodjJpeTcmqwuT1Ylp5ttTMdtcmK0uzFYnZqsTi801FSdmmxOL3YXJ4qCzdZzKgm5KszupKOimoqiHgrxuUjK6eZLQya2oTs4/bOfYrTa2XTKw4kwLi0+3sOSMe/jy151OTkX2cjt9kLiSUYpfGWnqtjJitHtsKOJyweiAiZqiLlLu1XHjcD4nV6dwfHkSF3dlE3m5kuIkA51No5gmbFgtduy2H3hlnct9Zv3EqIXaom7unSjGf2UyIYcKePigGd+wLpafM7AvtJOE56N0D9mw2p1zul/HNzlsl/ueITa7C6PZSVO3hacFIxy538XSswbWX27jXEwvOTUTDI7r7PT5yOVyMTZooiixhdvHCvFbmsiF7Vkk363FUDOIxTT1vTFPLjldqN2iOLGFE6uSuBUaSbOhHafz1+6QIiIi34uGHiIi8t3ZrA46GoYpiGsi7FQRZ7akuq+YWJZAwJY4gn0TOX0uiQ2nY/n99FOWXX7IubQw/BIvs+PJcZaF7uH/haznb1fW8Lcra/jPq+tYErqb7RG++CRc5FJWGA+exZFck8fzlmoMfV2Mjk8wOWnBZLJimnTHbLJhNtmwmO1YTHYsJhtWs/2dWF7H5I7B0EV+URm9PQNTNxqf//fg8LSFujAhMldNPRbuZg6y7Vo7ay62cjqqj/y6CQbG7Njs7rP4nS6m7uXDtLhw4b4Q4fXb38LYoJmawm7ib1YTvCdn6mbeifgtS8RncQK+SxLxWZKIz+JEji1K4OiiBI78mcDhPxM49EcCB/4nnoN/JHBoUSJHlidzdGUKx9akc3RdJofWZbJ/fSb7N2azf3MOh7bn4e1VSMDhYs4ff861sxXcv1pFzL2XZEY18Sy5lfLMdl7kdlJb3M2rsl6aqwZofTmEoXaQ8qx2Yq+9INgrmxMrkghYncy1A3nEXa+iIrudvvbxd6+u+9FTgxlcLvf9E9q6TIQ+bOHQtlyOLE7Ef0sW0eFN9Pebp+7XMb+O+zXn1BUgkxYnHQNW4kpGORHRw+oLray52ErAk16Sy8boGtKZ6j+a3ebkRW4H4WdK8VuWSMCqFKKDK6kt7sI8acNmdeCaZ98fsHC7xfiQmRPLk7h9IZWcghJs2uJKRETEIzT0EBGRb8rlAvOkncbKftLD67l2LI+Atcn4LUvk2IpY9m15zLb9d1gdEMQfl4/yj6s7+M+QtfwtZC3/J2Qt/1/IOv7PlZ2seuCDX/olLhfc40FFLMmvcihpf0HzUBtDplEmrJNM2kyYbBYsditWhw27047D5T6Lcb4uJP2MFurChMjnGBy3k1k1ju+jblYFtbL3dgfh+SO09lkxW7/dvRk+x+S4laYXA2Q8esWtowWcXJNC4JpUbh4pICWsjvrSPkb6JjFN2DCOWBkdMDPYbaS3bZzOphEMdUM0vRjgVWkvtUXdVOZ2UJbRxrMUA4XxzeRGNZL5uJ7U+3Uk3aklOqSKB+fLue7/nPOHizn5VwG+O3I5sjmHg+uy2L86gwMr0zi0MpWjy5PxWZ6M77JEfJck4LskAb+lifhObSF4an0qd3yKSAmro6aom8Hut1sIOuzz52z197HYnNS2mwlO7GfD5Ta2Xm0nLK2fgvwenl6qIHB9Glf25lCc1MLYoPlHH+4nuVxgc7ivJuodsZNWOcbZmD42Brez+kIr3g+7iS4epbXP+qMPdcFwOlw0VfYTe62KU+tTOb48ifsnS3ie1srE623dvudeaV9gwXYLFzwOKuPqoSzCwmMxGk0/5f3eRERE5hsNPUREZM5cuPchHxp30NpvpabNTNErI0nlg9zNbuTskxJ8LqZy5Gg83tvi8V+ZhO/yBA6siWDL9mCWH/Tjn4G7+dul9fzn5d3899VjLL55mrX3rrEr/CE+cUmsu5bKfwUW8l8BL1h5qpymnlFMNjNmu3uoYXPYsTsdGmj8AAt2YULkI+o7zdxOH2RrSDsbgts4H9tH0Ssjg+N2rPYfs7WSzWKns2mEgrhmHp56zrnNGRxfnsTlPdnEXntBRXY7/Z0TmCenhgczJzKvrzqZuhrF6XDH4XDfE8Nhd7qveLO5/2uzOrBbHdgsb/P6KjnTpA2T0cak0cbkhDtDQxaa2ycpqR0nsXCIeyl9nH3cyYHrrWw408QS31csOlLHuv3P2OZTyp4QAwEP27mZ3EvcsyEK60Zp6JxgeMKCzW7H4XDgdM6fQfeo0UFW1QQ+UwOww/e7SC4fp2fYjsXmwm53YjXb6WwcIe56Fee3ZnBpdza50Y0M9U7+6MP/LC7eDkD6Ru3k1U4QnNjPjusdrAxqZX9oF2FZQ6RVjpNTM0HhSyPPG01UtpiobTPT0G3B0GelY8BK36id4Qk74ybHN7uficsF56L7OBzWNe+uSpnrv1mnw0V3yygZj14RvCeHEyuSuX44n9zIRvraxufd9lWfspC7RW1RNyeWJ3E9JIr6JgMObXElIiLy1TT0EBFZaBwO7IODmF++ZCI3l+GnT+kPCaHL1w/Djl00b9xM48YtNGzcxssNW6nduIOqjTt4vnkn6Tt38nTvTm4d2sE5n534BOzA68wutgYeYrP3aXZ43WD/2giOLI7n4OJovFbfZdeWIP7a44vPob+44L2buz5/kXj8EMUB3rw8dZyGUwE0nj1F07mztAQF0XLxIq2XLlO3aDFxS724t+YEpYvWMlFQ8KO/cjJlIS9MiEzXP2onpXyMow+6WRlkYP/dTp4WjtDWb8VkdWF3uL77VR1DvZOUZ7YTHVzJhR1ZHF+exIXtWUQElVOU2EJPyyiT41as5h+/IOpyubf3sjvcWydZbO57khgtTsbGzLTklPB8vy9l/1pK+qqdnPF7wo7LFWy8UMvKc/UsPdvCsnMGVpw3sO5iM9uuvOSvay/wvl3GybtFXHiQy42IDB5EJxMRl8jT+GQiE1KISkwlOjGVmORUYlPSiU/NID41g4S0TBLTs0jKzCY5K5fU7DzScvLJyC0gI7eAzPxCsgqKyS58Rk7hM8qqaugfGJy1B3/PsI3wvGG8bnWy6Uo7QbF9lDZOYrQ4sdlnD2RcThdWs53ullFS7tVycWcWF3ZkkfHoFX3t49/zr+SruHD/XZptLgbH7TxvMHIrbZD9oZ1sCG5jzcU2lp83sOSsgaVTWXbOwPJzrVP/NbDifCsrzhtYeb6VlUGtrL7QysbgNraGtLP7ZgfTYEyaAAAgAElEQVT7Qrs4HNaFz8Nu/J/0cjqql6CYPoIT+7mWMsDt9EHuZw/xOG+YyKJh4p6Pklw2RsaLMXJrJ9h9s43/9m/mN/9mVl1oxTBPrkYpLqsgOjGFiuq6jz7P5YKRAROF8S3c9i7Cf2UyF3e579PRUjOI2Ti1fdXPMed4x0LuFg67k/PbMrlxKo2MnEJstvk1kBMREfkZaeghIvKLcTkcOEZGMDc0MFFYyEhMDAM3b9IdEEDH7t20rFxJ059/0vzHHzT+uYjaNZso2LSPh1u8CfQ6zuFD3uw9dpCdJ7zYdGo7q89tZNHFNfz35RX8V/AK/uvCapac2MPWff7s2xTCwaUPOPjHEw79GYHvytucX3+BR9sCydvvT7VPAPX+gRhOn8FwKhBDYACtAf60+5+g68QJuvz86Pbzo8vHhy5vb7qOHqXz8GE6Dx6k6bffaPjb32j4j/+g8e9/ZzQ9/Ud/aWXKQl6YEHE4obbNzLWUAbaGtLP5ajuX4vspbZxkaNyOxeb8rguO48MW6kp6SAqtJWR/HgGrUzizMZ17J56RFVFPc9UAY0PmN2d9z7d7XczkHBtjKCMDw/4DNPzxJ9WbNlN7/AT123dQt3INL0Nu0VT1isa2Pmqaesmv6iK2sJPQ1HaColrxDmth17VmVp1v5M/ABv44Wc+iwHpWn29gV0g93vfqOf+0gVuJ9TzNfEV60UueVdRRXlVLeVUNZS+qKa2s5nnFC0oqXvCsrJJnZZUUl1ZQ9LycwuflFJSUkVv8nIS0TB5FxZGcmUNFbQOFtYNciu9j/eU2dtzo4H7OEPVdZiYtzs+6asHpdGG1OOhrGyfrcT3BXjmc35ZB4p0aulpGv/0X34NcuL9XzFYnEyYH4yYHY5MORicdDI/b6Rux0TloxdBnpaHLTG27++qP541GCl8aya2ZIL1yjKSyUeJKRoksGiEif4QHOcPczRziZtogIUkDXEoY4HxMH6cie/CP6MHnUTdHHnRz4G4Xe251sPNGB1tC2tkQ3M6qoFb+FdDCb/7N/HNq8JFWMfajv1Q8K68kNPwpdx9HEvYkmuqXr2Y9x2q2U5njvk+H/6pkTq1PI/pKJXXF3e4hpsWB0zG/v7c/ZaF3i+TQWoJ2phH6IJrxceNPc4WOiIjIfKWhh4jIz8blwmk0YjUYmCwpYSQhgcHQUHpOn6bjr78wrFlD8+LFNP/5J82LF9O6cSOdBw/SceoMNUE3SAq6z+kzoWw6GcKi02f5I+gwfwRv5e/Bq/iPK6v5+7V1rAjzYnfUcY4nX+JSahhXw6O5fDGewH2xHFrxhAOLnuK9KprAXTEEeUdz51oSGWnFVFc30Nvdj3nciG3CiMP4Ns7XmZzEOTk5+/1GI46JiTcxlZXRvHQpzcuW0X38+I/+qss0C31hQham3mE7iaVjHA7rZuX5Vg6HdRFTPEr7gBWTxem+quM7rFGZjDYMtYNkP6kn1K+I0xvSCFybwo3D+SSF1lBT3M1gj9F9xvfUQujPsHZm6+lh8OlTWnft4tWSJVTs3sOryGhGu7qwG41Yu7oYevQIw6ZNdBw9irGqCofDic3uxGp3Tl0l4mDC7F5gHzU66Bm2UdNmIrdmgqiiEW6mDRAY2cP+0E7WXTKw5HQzS840s+JcM5uvGDh8r4OgmG7CMvtJLh3mecM4hl4To0YrNrsdu92OzWbDZrNjtdmYNJmpa+nhemwtO67UseJcM3uuN/Ios53WXuPUFk1z/+I7nS5sFgcDnRMUxDZx7UAeZzdnEHP1BW2vhr7BV//7c8HbbdNc4HC6cDjcW1rZHS5sDhdWu/sKIOvUVUAWmwuLzYXZ6sRkdWKyujBZ3FcHvb5CyGh2D1kmzM43g5Zxk/PNwOVG2iC/n2zmv080sfFKK5OWH7uNkMPpJC41ndDwp1N5Qt6z54D7huQN5b3EhLzg9IY0/Fcm8+j0c8oy2hgfMWOZtOGw/zrbIC30btH+apgTK5K4EhTFy/qmeX8PFhERkflOQw8RkfnG5cJlsWDt6GCyooKx1FQG79+nNyiIzsOHad24keYlS2hetMg91Fi3js79++k5dYqBmzcZjopiLDeXjucVxGUUEvAoms3XQlh8+Ti/X93Nf11bx3+GrOPvN7aw/rEv/ukh3CuNJqupiJc9zTQ0d5KX/pLHIc8I2pfG0WUx+CyP4+SmBM7ti+Pi8Wju3kokI7OYqqoGeroHMJksWK22qf3UPbe6ZmlsxFhS4rGPJ56x0BcmZOGw2pxUtkxyJbGfLVfb2X69natJA5Q3mxiacN934FsPFOw2Jz2GUYqTWnh8rpSgbZmcWJHE5d3ZRF+ppCyjjd62MSbHrVhM9nl/U++ZLAYD/bdvY9i0idrlK3h24BDVsfEMdXVht1je/llcLpxmM5NlZXQeOULrxo0MP36MfWDggx/79dUGNocLi93FpMXJhNm9ED5idNA9ZKPKYCKraoKnhSPcSB0g8Gkv++92sSG4jeVTWyytudjKjhsd+D3u4WrSAE8KRogsHOFSfD+7brazMdjA2ahOYvNaSMws5mF0IrEpGZRX1TAwNPLFXxuXC2wWB0M9Rp4lG7h1tJDTG9J4cqGcluoP/7l/NJfLhXFyksZmAzmFz4hOSiUlK5eXjU2Mjv347briSka4njL4wwYeLpeLkdExKqrriE/NIDw6jrCIKELDn/AkJpGmml7SH7wk2CubgNUp3D5WSF50E71t45gmbNhtv+Zi+ELvFg6HixuH87nqnUpqRr62uBIREflKGnqIiHxvLhdOkwlbdzemqirGMjMZCg+n7/Jlury9aduyhZZly9xXayxeTMuqVbTv2UO3vz/9ISEMR0QwlpnJZFUVtq4uTIP9NLe+Iul5NmfjHrLr3kXWXPVl+eWDLA06xJLAY6w+eZZdp29y4sJjgoMTuH0lk7sX87h9OpcbJ3K4ejiLS3szObctnYDVKQSsSebszmSCjsRz8WQ0d+8kkJ5RRFVVPd3d/e4hh82G3eH4qRbXxDMW+sKE/Pq6hmzEPBtl/90uVpw3cOxBN/HPR+kYtDH5Ha7qGO418iK3k7jrVVzek4P/ymQu7Mji8dlS8mObaHs1xPiwGfPk6/tyfLtj+RZcFguTlZX0nD1Ly6pVVK1aRa6PL2UJSfR3dmK3WD/42uKy27FNXfXRtmULnd7eTFZXf9lxMP1+Iu6bcU+Y3g5FuoZsvDCYyKwa50mBe6H85NPeqStF2thxvYNHucM0dFkwmh1YrHasVisDQ0OUV9eQkJbF45gE0nPyqW9qYcL4ZTcnd7lc2KwORvpNVGR3EOpbRODaVB4ElvCqtBfHPFgEdzicDI2MUlvfSFpOPuHR8TyJSyS7oJiK6loKn5cRnZTK0/gksgqKaGwxYJz8vjdrd7lc2MwOjKMWRvpMDHRN0NcxTm/rON3No3Q0DNNeP0xr3RCGmkGaq/ppqOijvqyPlyU91BX3UFPQxYu8DipzOijPbKcsvY2SFAPFSQYKE1rIj20iL7qJnMgGsiIayHj0irQHL0kNqyPxTjXhl59xMyCLS0eSuXwkmRCfdO7453HreB4hR7O4cSSPk6tTCN6bQ2pYHYaaQUzjNqxm+0/3fT5X86FbbN68l82b9xIRETPrsYCAoDePZ2bmffB9X6MgtonAdcncCYtieGT0u98TSkRE5FeioYeIiIe4rFbs/f1YmpowlpYynpnJcGQkg6Gh9AYF0eXjg2HnLprXrKF56VJaliyhefFiGpYsoXbdOiq276ToryNkHD5Jou8lIgNu8+j0Q8LOPOVOYCS3/KO44vuUc8cec/LgY/z+eoz3ngi8dz7FZ0skx9ZGc3h5NAeWRLJ/8RP2LYpg/6II9v/5hIOLIzm2PBrfNbEEbIoncFs8p3clcMYrnrP7Yjl3KJbzR2O44BvN5TNR3L0bR1p6IZVV9XR192Mymd1DDrtdQw6ZFwsTIp5msjopbZrkUkI/m6+2s+tmB9dTBnhhMDE8Yf+mV3VMjFioL+sj7f5Lbh4p4NT6NM5uSufe8WIyH9VTX9bHcN8kpgkrVov9p9273zE6ynhWFp1HjtC8bBkVGzeRfvIUBQnJ9LR3YLVYZt0U/L2mTh4wlpXRefQorZs2ffKqjy/hdLm3p7LZ3Vsqua8UcTJqdDA04WB4wo7J6py1hZXT6cRmszNhNNLW0UXBs+dEJ6YQlZhCQUkpnd09WL/kLG6X+8qfsUEzNUXd3D9ZQuC6VEJ9i6ku6MI8+X3PDLfZ7fT09VNeVUNSRjaPYxKITkylsKSMptY2RsfHsVit2O12rFYbY+MTNLa0klNUQmRCMlEJ7q9HW0cnFuu7NxR3ucBqsjMxYmaw10hv2xjtDcM0VfXzqrSXqvxOytLbKEpoITeykfSHL0m8XUNMyAueXCjnQWAJob5F3DiUT7BXDkFbMzm9Po3AdamcXJPCydUpBKxOJmB1Cv6rkglYlUzAqhT8Vya/kxMrkt4kYFUygWtTObU+jTMb0zm7KZ3zWzMI2p7JhR1ZXN6TQ/DeHK7+lUvI/jyuH8rnxuECrh7M4cLeVE7tiCdwRxwX9qVy0zuXh6dKCD/7nIjzZUReqiQ6uJL4G9XUFndjHHVfufWzfq9/iR/dLUJCQqmufgnAvn0+9Pb2v/N4QEDQrN/zvvfNxcxOPdQ7if/KZIJPxVBdV4/D4fiqjy8iIrKQaeghIvIRLrsd+/AwFoMB04sXTOTmMhoXx+D9+/QFB9Pt70/Hvn20btxIy4oV7ntQvL5CY8UKGjdsoG7bNsp37iJ/115S9njzZGcQd7fdJmTDQy6tfcy5FY85tSQC/z8iOP7HE/z+jMRnURQ+i2PwXhzLsSWxHF0excFVj9m7Ooxd6++wfeNtNm8KZfPWh+z2isL7aDJXz+fz5PYzEh+VkRZdSVbSCwqyaigpfEl5aT2V5Q1UVjTworKBqhcNVFc3UlXVSHV1IzU1jdTWNfGq3kBnVx+TJvObhYrPWoCSBeVHL0yIeFJbv5WnhSPsvd3Jmout+IV3E/9siIaOMXoHxxkYHmNweIS+gUG6e/vo7OmlrbOLlrZ2Gg0GXjU1U1vfSNXLV1TU1FH2oppn5ZUUlpaT/+w5WfnFpGYUEJ+QS1RkFhEPM3hwK5W7ISncOZfBtSPZnN2czql1qdw4lE/irRpe5HXS3zGOccyKdWrLqp/5lF9bTw8jUVF0eHnRvHo1Zbv3kHT+IllJqXS0tmE2m7/otcZlt2Pt7GTo8WNat26ly9sb0xde9fGtOJ1OrFYbw6Oj1DU0kpaTR0RsAvFpmVTW1jE08gXbX7nAYXNODct6iThfxpmN6Vw/mEdedBOVuZ3fLKWZrWTG1BAVVsTdq2ncvJhE6JU0Iu8WkBr5gqLUJkrSWyjLaqMip4PK3E4qcjooy2ijML6ZzIhXxN95weNLz7h5IotLh1I4vzeRC16pXPLK4NKuLM5vzeDUhlROrUslcK077iGFeygRsCqFU+tTObclg8u7s7m2P5dbRwu4e7yYR6ef8+RCOdFXK0m4VU3q/ToyI+rJj23mWbKB8qx2agq7qS/ro+lFPy3VA7TWDdH2aoiOhmG6mkfpbR2jv2OCgS4jQ72TjPRNMjpgYmzQ7M7Q24wPmxkfMjM+bGF82MzEiIXxETODvWOUlb4kNj6L0LBoImPSKS2to69nhPERM8YxK5Pj7pgmbJgmbJiN7vyq21d9yo/uFtMHGBERMW8GIK+9vqJj8+a9bx573/vmwma3cyw5iIGRIYzGScbHjYQFPOPCvmTiErMYGR3DaJxUFEVRlF8mFovlq16v50JDDxFZcFx2O86xMazt7Ziqq5koKGAkMZGhR4/oDwmhJzCQzkOHaNu6lZZVq2hZvpyWqWFGy/LltG3ZQsf+/XQfP05PUBDd167RcusW1bfuUHjrDknXb/H42i0eXg/j/sUIHgTGcfNAHGfXReP7x1P8l8cSsi+bJ0FlRF0v58H1AkKuJhN4+RH7zgez9pQfv/t78dupXfwe9Bd/XAzgn2eu8q/Ax6wOyiTgYR1ROT28qB9mYMjIyIiJ0TEzE+MWTJM2zCYrZrMVq9WOzWrHZpu6+eq02B0O7PbXsU+LA6eu5JBP+NELEyKf4py6p0BPXz/1zS2UvqimoKSM3OISsguKScwq5kZMBYfv1LP+UgsbLtbz15USzoamcDM8nvuRCYTHJPB4Ko+exvMgPJ6wsHhCbycQej2J21eSuH0pmVvnUrlxOo0Q/1SueKdy6WAKQXtTOLM9iZMbEzm+Kh7f5XH4Lo/De2ks3ktiObY4Fp+lsQRuSuTsX7FcPBHFk/BMysteMjQwNrVl1c//s9jS0sLg7du0btlC04YNlB3zJi44hNSEZFqaWzBOmnB87WB96qqPybIyur29adu8maHwcGz9/Z/+vd+Ry+XCbndgtljo7R+gtLKa+LRMnsQlkplXSGPz3Ld7crlcOOxOTBM2WuuGiL5SSdC2TM5sTPdoTm9II3B9KifXure/PLEqgROrEji+Mp4TqxIJWJNM4LoUTq9P/eDHCNo6NaA4kMftY4WE+T/j4annRASV8eRSKffO5hNyIpnzx6IJ9o8n/FoeWTG11BR20VDej6F2kK6mUfrbxxnpMzE6aHozdJgYsTAxasE4ankzSHg9QDBP2rCY7FjNdmwWBzarA4fNicPuxOlw4XC4/+t0uHA5XTid7iu6XC4XuJjT1V0Oh4Pevn6Kyyp4Gp9MRGwCBSWltLZ3YjKbselq2Y/60d1i3z6fN79+39Djterql7Ou8Hjf+z6H0+nkj7BtPGuvxO50X9VRmdvJiRVJ3LgeRf/gkP7NiIiIfCENPUTkl+S0WrF2dDCRn8/Qgwf0nD1L17FjtO/ciWHt2nevyli2jNaNG+nYu5duX196z56l//p1hh49YjQhgYm8PCZfvMDU0sJIayutNbW8KCohNy2TuKhYwh9FEPYwnNB7T7hxJZrLAXGc2hOL3+o4fJbF4bcuDv99UfgFPOTolev8de8s2x8cZ829A/zr+lZ+u7aZ/7m1k3X3j7MhLJilIWH815lY/udsAduu1xIU30J8aQ91nWMMjpsZm3Rvp+HeU17/IyTf349emBB57fUNk7t7+3jV1ExJxQsy8gqITkolIjaR8Jh4ohNTSc3MIy29iIdPnxN4tYwdx8vYeLiUA76lnD39nBvni7l9poCb/jlc887k8oF0zu9K4eSmRPxWxuG9LAbvpe4cWxLLscUx+C6LI2BtEue2pRH8VzY3j+UTdrKYiAulxF5/Qcq9OrKe1FOY0EJ5Zju1xd00veino2GY/s4JhvsmGRsyMTw4QVNzO7lFJUQnphKdlEpBSRntnd2ztvz5GTjNZibLy+k9dw7DmjU0bd1G2emzxN28Q1J8EvUNjYxPGD2+bYvLbsfW2cnw48e0bdtGl48Ppqoqj34OT3G5XNhs7u2eWtrayS0uIToplZjkNIrLK+nq7cNmt8/pYzoc7uHH6KDpqzPUN0FLYzeFBVVERmVw604UYffjSUkppKqikZ6OYUYHTO4Mmj/rY44NmhgbMjE+bMY4NaAwjlmmrnSwYhy3MDY6SVfnAM9Lq4lLyuTh03gSUrN4Uf2SwaFRXE73YGI+cf8MMlHX0ERqVi4RsYn/P3v3+RVVmvZ9/7+77zdzr+eKc10T2oSICoKIIEmSCigCYkIQMYLkHIqcc86ZyjnnXN/nRSFjd0/PtE6b2v1Za6/VDUhtNlVwcv72cRz0DI2ytrmNyWLF4/EKLYp+pS+9tigre3k8l+On7a3W1raO/39tbeu4FdZP3/Yx4u9Hcae9CJfPDYDPE6DoYj8Pb3WwtLqFX3j+CAQCgUDwUYTQQyAQfPNCPh8+lQr75CTGt29R5+eHqzROnEB85gzya9dQ372LrrwcQ3U15rY2bMPDuJaW8Bwc4FIpMMjFKKQ77B6ssrIzx8TGGF3zIqpG63kkek5+60OuNxZytS6X2LdZXHyRSfT9XGJz7nH1SgXp52rJPtFGxskmks69JvrKQyIycjlzL5PzL7NIqMsntaWYjI6HZHeXk939guttNcRXt3Py0Qj/cWeBH+6tkfJ6j/JeBX3LJvbUbkz2ADZXAI8vROD77HYg+Ap96Y0JwfcnGAxidzhQqrVs770LNyZp6e6jvq2T2pYOWrt76R+dYGp+ibWtbSQyBXq9iaH2He5d6efW6U5yTnaS8dcuUv/URfpfurl5tpei2AFKk0d4nj1B1Z1ZGu4v0la+Qs/rDYbrd5loP2BhQMr6lIrdJS3SbSMamS3c9kb/3h3n5vBmrssWvsPc4/TjdYXvLvd7gwR8weO7yX/aqsofCFcAGExmNnf3GRiboLFDREffIAura+gMBvz+r3vjK2AyYR0YQJGRweGZM4hTU1kqr6DjTQ2dHd2sb25jtlg/7Wyo96o+lDk5SI6qPvxfWdXHO6FQCH8ggMfjwWgys761Q+/wGHVtnXT1D4U3zs2Wz3IuPt/RfI61DURDo9S3ddLS3cvk3AL7YgkWqxW3x4PvE7a9DIVCP5qHIleqmF5Yor13gMYOEQNjk2zvH2Cz2T/J438Ivz+AXKlicnaBhvZumjpFTM0vIVOowlUdPv+33JHui/ga1hY/HWReVvbyOOBITs45fj/wd9/2Mapz4/jvp2eRmBTHPxvbn65SHN9DW9fQNxl+CwQCgUDwNRBCD4FA8E0J+f34NBrsMzOY6utRFxQgu3yZw1OnODxzBnliIpriYkx1ddinppCvL9Az3U5lfyWPep9Q0FVCTnsByS23iGvM5FxdCiffXuWH6iv8tTqev1Rd5k9v4vjf17H86VUcf30Vz6kXSVx4ms3V4hJSs5+Tdrma1DO1pPy1nqxzzdxN6+RJyRAvq2eo6lznhWiX0rZ97jTskV69TdyzdSIerfPn4jX+VLjGn4s2+HPRJuce73KjTsarIR1jG3YkOi9Gux+7O4jHF+Iru5lRIDj2NWxMCH6fgsEgNrsDpVpzHG70j07Q2t1HQ3u4cqNV1Ef/6ATTC0usbm4jkckxmszYHQ5cR/OI1CY3nd1yHmRMcfNsH4mXxikoXkfUKWd31YBabMWodmDSOrEY3vXmP2qRc9Rr33XUGsfrDoSDi/da4nyqTftwCyQ/LrcblUbL0toG3QPDNHR00zcyzubOHla7/auq8vOpVJibmpAnJSG5cAFpfj4rtfV0NrbQ3tHN0uoGBpMZn8/32c475PPhVSgw1dcju3w5POvjK636eCcUCuHz+3G6XKg0WmaXVujoG6Sps4eRyRkOpTJcLvdv+pgerxeJXMHMwvJRq61uugeGmVtaQaZQ4XC6cHs8+P2BL/KcezcPxWKzsS+WMj4zT2t3L81dPYxPzyGW/fbX5B8JhUJYbHZWN7fDr8v2LvpHx9na3cdqs4WrOoQ5aB/te11bqBpq+eFxBFVzTXj94YDjYFVH3uluyh+2oNHohdazAoFAIBB8BCH0EAgEX61QIIBPp8MxN4epsRF1URHS+HjEp08jjohAlpCAurAQ49u32MfH8Rwe4lAr2dpfpn66iYyOO5ysTiCiNpmkjttk9dwjt/8xdwbKudNTTl7HE3IaH5D1toSsN/fIf1vKk7Yq3vZ0UNcyROXTIYpyRGRFN5P6Qz0Zp1vJiekjK3mS5MwFYm5tcCp3h7/kbvPD7R1OFO4Rcf+A2HIpaa+V5NVreNCu5Xm/gbpxE13zFsY3HayKXYi1HrQWP6ajkMPrD31Q32iB4Ev6XjcmBL+dYDCI1WZHoVazvbfPzOIyA0fhRv1RuNHW08/A2CTTC0usb+8gkSkwmi3YHU5c7nC44fP5jlvH6K1+RtftPK6VcTNjjpyzfeQljNPWIkEsdWC2+nC7AwT838a8jGAwhNfnw+lyIVOqmFlYpk3UT1OHKLwJLpHhcn++Dd8fCYXw7O+jf/YMaWws0rg4lKWlbHR00t3WQVuHiNnFFbQ6PV6f78ts2IVCBJ1OHPPzqG7cQBoTg6GmBp9W+/nP5QMFg0E8Xi9mq5W9QwkjkzM0d/XS3jPA3NIqaq3uZ5vroUAAn1qNfXISx+wsrrU1PAcH+NRqAhYLQa+XUCiEze5g90DM6NQMLd09NHWK6B+dYHljC5VGi9PpwuP1frJqjo8RCoUIHFVDma1WtvcOGJ6cpqlDRKuoj5mFZeRK9Qe3BPu1/H4/ErmC0elZGtq7aRP1M7u0gkqtxeVy4/9Ej/u9+V7XFj61mqLs00S+uIzd4wDA7wtQljLG/YxOFhY3hOeYQCAQCAQfQQg9BALB1yEYxG8w4FxcxNTcjKakBFlCQrhFRkQEsitXUBcUYKiqwj46imd/H79eT8BiwWzUMHewQOVMHQltufy1Op7zDekUDlfQuCRicGWKvulxGnpFPGts4351G8XVPdyrG6e4bo47z+e5VTRN9vVRsmN7uRnZxa0zXWSe6SXx/AgxcVNcSFsmvnCHjAoJBTUKnrRrqBoy0DptYXDFxtyekx2lB4XRh9biR2/1Y7IHsDjD7amcniBubxCvL0ggKAQcgm/b97oxIfhwfn8gHG6owuHG7NLye5Ub3dS3df483JArMJrDlRtOV/hO83fhxk/DCp3Fz8i6nfvtOq6USriWtUT62X4K4oYZbd1HLbPhdPq/+cq5YDB4vOEb3rAOz/9o7x1gZnEZhVqD1+v79OdxFCKoCwsRnz2LPDER3dsa9oZH6e3qoaWjm8m5BVRaLd6vZOM85PPhlcu/qaqPd443+90e9EYjq5vbiIZGqG/rQjQ0wsb2LkaxBGtfH6q8PMRnzoTnlZ04weGJE+Eq2KMbRcSRkRyeP892dDRrsXGsJiaxnpnFXmERsqcVaGpqMXV1YR8dxTk/j2tjA8/hIT6NhoDdTugr2XR9VxHjcrsxmsysbe7QPzpBfWsn7b0DLKyuodHp/uV1VjAYxGAys7S2QUffII0d3QxPTu+jac4AACAASURBVLN7NHD+awuGfg++17VFcbOa0YJb/GfZGQb2JvEHw6+14YZdbp8X0dzWj8cjtLgSCAQCgeBDCaGHQCD47ELBIH6TCefyMua2NrQPHyJPSvpbwBEfj/rOHQyvX2MbGsKzu4tPqyVgNhN0OAh6PGhtegb2Jrg3+pyLjRmcrkkkviWXXNFzijs7udswRvbrSVKfzZNYvs6lx9ucvbfN6dsbnMta4FLSJEmxI1yP7CPzZDeZp3rIiRmmMHOG52WbdIkUzC2b2NqzIVM60Rq96Mw+DDY/ZkcAqzOAwx3E6Qm3ovIFwu2ohDBD8D34XjcmBP+cy+1m9+CQmYXlH7Wlqm8Lb0gOjk8dhRu7yBQqzBYrdocTp8uN5x+EG+/TWXwMr9q4364l7qmc2HIZN0q2uX5xmNzz/XRUriHfM+Nx+X93P5Pfb3+lMxhZ29qmb2Scps4eRIMjLK9vYjCafvPBt36jEWtfH4qMDMSRkShzcjCLREgWFhnoHaClQ8To1CwKlRq3x/P1bQaHQgQcjnDVx61bSC9dwviNVH28EwyGh5/bHQ7k2zssPX/JcnIK+xER7EdGcnDjJvr2djwHBzjEYqSTU8zV1dP/qJSu/AKG79xl5f4DDkufoC4rQ33/Pqo7BShv3ECRno4sIQFpTAzis2fDgcnJk8etQ8VnzyI+dw5JTAzypCSUWVmo79xB8+ABumfPMFZXY25pwdrXh318HOfCAu6tLbxSKT6djoDD8UmuSXggvB+H04lWp2dxbR3R4Aj17V10DwyzurmN3mj6oM/p9fnYO5QwPDFNY4eIzr4hFlfXUev0uNzur362zrfse11bnH0gYbJ+mKS802Q03cLpdQGgldvIOy3icWErCqXm6/u5KhAIBALBV04IPQQCwScXsFpxra1h6ehA9/gxipQUxJGRiM+cQRYXhyo/H/2LF1j7+3Fvb+PTaPCbTATtdoIeDwSDePxetjRi3sx1k9ZVwumaJH6ousapV3f4a9lL/lTSz/8WLvHX4g1OFO8SUbxLbMkm10vWyStaJf/mAlmXR0k52UvKX7rJuzDAi7xZequ3WB1ToDywYNA6MRk9WK1enK4AXn9IqMoQCP6O73VjQvCPWe12xqZnaewQ0T8yzszCMhvbu8gUSkwWy1G44ToehvzPwo33aS1+hlZtlLRpuPxUTly5jMJmDa+bZTy4Nc+Ns31U3ZnlcE2Py+YjGPj9/+AOb/iG218p1BoWVtbo6h+isUPE4NHAZ4fT+S89hlehwNTQgPzaNaQxMaiLi7FPT6Pe2WVsdJyWzh4Gx6eQKpS43O6vflMu5PPhUygwNTYiu3IFVU4OzpWVL31av0rQZsMxNYXm4UPE0dHsnT2LJDubvRcvmWhspqW2gY6ObkYmpunsG6SpoxtR/xALC0vIpTKcZjNuiwW/1YrfaiVgseA3GvEbDPj1enxaLT61Gq9SiVcqxb21hXNxEfvEBNb+fizt7RhrazG8fImuvBztgweoCwpQ3biBPDUVaUICkuhoxBERHJ44gfi9wERy8SKq/Hxsg4P4DYZPcn1CoXA7OLvDgUKlZnZpNXwdjtp3be3uY7Fa/+6/DQSDaPUG5pdXaT1qITc2Pce+WIrdIVR1fC7f69oit05FUZ2Mmuux/HdZBOvqHQLBAIFAkDd5M9xL7mRmblVocSUQCAQCwQcSQg+BQPCbCthsuDY2sHR1oSsrQ5GWhvjcOcRnziC9dAl1bi76ykqsvb24NzfxqdX4jUaCNhsuuwuVwcOGzM3Yhp36KSWF3ZNcbXjNudpb/LXqCv9Vmcz/9/ge/3Gvlh9KBrhQMkZi8Rg5RdPcuTNH0c1Z7iRPkHV+kNQfusk4ISL3XB9l6eM0P1lmqvOQgzU9Ro0Tq9GNy+7F7w0IwYZA8AG+140JwS8zmsz0j07QPTCMTKnC7nAetaXyH8/c+FAas4/BVRsl7VouP5VzuUJOYYuGznkLi+tmWl5vURQ3RGXWJAv9UkwaJwH/97kx+W4GhM1u51AqZ3Jukbaeflq6exmfmUMiV+B2e37V5woFg7h3dtBVVCCNjUV25Qr6ykqcKyvoDsXMzMzTKuqjd2ScfbEEh9P5TQ1vDgWD4TZdc3OocnORxsZifPsW/1dY9RGw23EuLKB7+hTZlStIoqJQZmdjamgIr6EMBrw2G06HE61ez/L6JmPTc6xsbKFUa3E4w6/DD34NhkIQDBLy+wl5vQTdboIuFwGHg4DNRsBiIWA2h0OTd4GJRoNXpcKrUOCVSHBtbOCcn8c2Noa5vR11QUF40H1cHLqnT3Gtrn6yllmBQBCPx4vFauNQKmNidoH23gFaunoZmZzhQCI9bp+3s3/I4NgkTZ2i42opvdGIy+35zSumBP/Y97q2GN+0c6ZEwlzZGyLvneHJ2Cvc/vDP6/l+Kbmnu3hb3SO0uBIIBAKB4AMJoYdAIPg4gQABnQ7n4iKW9nZ0paUo0tKQnD/P4ZkzSGNiUN68ia6iAmt3N671dWwSBbJdFavrWkYX9LROGnneb6CoRUvaayVxT+VcKFvjzNMOfnj+iD8+T+PfnyXwPxUZnHtSwtXiF2Tk1nIjq4XcFBE5Mb2kn+om/YdOcs6IKIob5MXNaVpKVxis22ZxUIZ4w4BOYcesc2E3e/C4/N/FHcACwaf0vW5MCP4+jU6PaHCE3uExtHrDR4ccAGqzj4FVG/fawkFHfIWcohYN3QtWDjRedCYf0wMynqaPU5o0ymDtDmqJFZ/n11eN/J69PwPCYDKztbvP8MQ0rd19dPYNMb8cnnfwbuBzyOPBr9GEf0cPDmKoqUGdm4vk3Dnk165hamzEs7uLUa5gYXGZ9p4BRIMjbO8dYLHavuk7j39a9aHMycG5vPylT4uQy4VrbQ39y5fIr11DHBWFIj0dY3U1rpUVfHo9QacTfvI6C4VCeLxeXG43Xq/vy1YmhEKEAgFCfj9BrzccmJhMuHd2MNbUoEhP5/D0aeQpKZhbWvBIpZ/sVN69Hn40D6e7l6ZOES3dvTR39TA5t4hYKsfhdOIVqjq+mO91beH2Brn2UsHL2g3up5ziL88uoncYCRHCZfdxN6qX+zdbkUpVwnNTIBAIBIIPIIQeAoHgnwq53XglEuwTExjr6lAXFiK7ehVxZCSSyEhk8fEoc/NQPKlgv7aNpe45Bvt2aOzc51nTIXdrJKS/lBP3VEb0ExlRj6TElMlIf6Mir0FObssySfXNnHxWxH8UZfDX3Fyisx9wNeUpyXGvSDlXS+rJJq7/0Mqts108Th6m+u4sXc/XmWg7YGNajWLfjEHlwKIPhxtuhw+vJ1waLhAIflvf68aE4OfkShWd/UMMjk+hMxg/akNGbfIzsGLjXuvfgo57bVq65y0caLwYbX5c3hAHa3rq7i1QEjtI06NFJJsGXHYvoW99Svkn8m7gs91sQbm+wVpbB1OlZczm32YjO4eDlBQkly4hiYxEfPo00gsXUKSmoikuxtrXh1cux6LVsrq+QWffIN0Dw6xt7WA0mfH5/b+PkOlo1odzfv646sPw9i0+tfqznkbQ7f5RICCJikKenIzh1Suc8/P4tFqCdvvPgo5vTjBIwG7Hq1LhmJ5GV1oarmC5eBFNURG2sTH8ZvMneeh383CcLvdxILi+vYvBZMbldv9LYa3gt/E9ry3aZixElhwynpvHfz85Q+t6H96Aj1AIWkqXKbzcxcTk0nFgLRAIBAKB4J8TQg+BQPAjAZsN9/Y2lr5+NJUvkN+4hSQuDnFkJPvnoliPS2IyOZ+OjDKe32wk/84ISbfniL29RHTBGtH3djj/4JDYcjlpr5XcaVTzpFtP9YiJzjkLE1t2xlbVVHXOcfNxCwnZr4hPfElSTBXXIt6SeKKalJO13DjfysPUft7em6Hv7RZzfRL2V3RopDaMGgdWgxuHxYPb6cfvCxIUNr0Egs/ma9iYiI5OIjo6ifr61p+9Lz+/5Pj9a2tbAKytbR2/bXBw7F9+fAGIpXLaewcYnZrFYDIT/IBNcJXJR/9KuKIjvkJOwjM5JW1aRAtWDtRejPYATk/4Z7teYae3apMH8UO8yZthfUqJRe/6Jqv2LG4bO/pDRg5mqFlqp3FVxLJyC4f3X5u9EfR48KnVOFdXsQ4MYKytRfvwIcrMTKSxsRxGRrJ74gS7ZyPZjY9nPSWVybR0+jKzGXn4mI3uHszbO8ctJ21GI1u7e4gGR+jqHzpq+WPC6/P9PsKOnwh5vXjl8nDVR0ICypwcXJ+46iPk8+GVSDA1N6PMzkZ87hyyhAR0T5/imJrCp1YTsFoJ+Xyf9Dy+iFCIkM9HwGzGc3CApbMTdX4+4qiocDu1ly9xb27yqXqPhgCfz4fX6xPam35Fvoa1xZdicwW4UCqjs7KfjJzTXKlNx+5xALC7qCXvdDevK7pxu4UWVwKBQCAQ/FpC6CEQfCdCgNsbQm/1c6jxsH5oZ25GynTzJDNlDSzmPmA7MQ3xxfAQyrXT5+mPSOZtVD4PLpWTmdhMyo0xMu4tkF+xwb23B5S2yKns0fJ2xEjrtJn+ZRszu062FW4OlW7WN81Mj6vpaz2gtnyJRzeGKU4coDCmj7xznWRENJIW9ZbcxCYqbg/Q+XqJxREp0m0jOsVRuGF04bR58brDbamEP04Fgi/vS29MlJW9PA4zkpNz0Gh0P3p/fn4JABqNjrKyl8cf987fC0oEH2b3QEyrqI/JuQXMFuuvqvBQGX30LVkpbv1x0NG9YOFA7cFg8x8HHQAuu5fZXgnlqWNUpI8z0baPVmb76ucw+QJ+NDY9y8otenZGeTnfyO3BMuJbb3K2LoWTb69yti6Fq+15xLXkEFGXTFxLNvdGn9O3O4bcosYf/PndvEG3G59KhXN1FUt/P8aaGjQPHqDIyEAaG4skKio8Pys6GkVaGpq7d9FXVGBuasI2MoJrcxOPTIZXpcKj0WBXaxDv7DI5MU17dy/tPQNMzS+xtLZJ3/AYHb2DzC2votbp8Xi9v8uw432hYJDgUdWHOj8f2eXLGKurf9Oqj1AggFepxNLVheqojZg0Lg5daSn20VG8SiUBs5mQ9zva2AyFCLpc+PV6XJubGF6/Rp6WhiQyEmVWFuaODnxK5Zc+S8Fn8KXXFl/aywEjV0v3aU6J47/LIpiWLuEPBvB6/DxKHOZeRhuHYoVQlSQQCAQCwa8khB4CwTfM6w9htAeQ6rxsytzM7joYXLHRPmuhesRIeY+eohYNt9+IKXo0x9P8DhqvP2MwIY+lC1fYPH2O1R/OMnMmluFLWfSnP6S/pJ7BmnHG+zeZmxKztqJid8+IRGlHrvOgNPpQm32oDV7EEjubqwbmx1WMdonpqdmhuWyV13kzPLk2yr1LAxRe7ONWdDspsVXEXykjMbWMgsIamhvGWZk/RHaoR6e2YtY7cNg8eD1+oWpDIPjKfemNiXehBoQDjHcByDvvV3W8+//3qz8+ttIjGAwKRzDI5s4eLV29zC4uYzJbCAQCv/ixcr2H3iUrhS0a4ivkJFYqKGnTIFqwsKd0obN4sbv8BAI//nfb82pe3pzkYcIwnc9WkWwZcNo8+P2//Fif+7C57RzqpUxLlmhd66Vssoqc3vtcas4ioi6Zk2+vcqHxOmldd7k7XEHlbD0dm4PMyVbZ00mQm9XITEpmZStULbSS03ufqPpUImqvkdacS2XrQ0belrJ/vwj59etIY2MRR0UhjohAEh2NIj0dVUEBuooKjI2NWIeHcayt4RaL8SiVeLVafCYTfpuNgNtN0O//2dfg9fmwOxxodHrWt3YYGJ2gq3+IybkFFCo1TpcL/9/5d7/nI+B245ZKMTY0IE9MRJGdjWNx8R8+z//hEQjg1ekw9/aiunMHSVQU0kuXUN+7h6WvD/fhIT6DIfw9+gq+/uPrEAzg9nmwuGzobAbkJhV7egnrqh0W5etMihcZ3p+mZ3uUtvV+6pe7eD3fTMV0LY/GX1E4XEFu/2MyRcVkiIp5OPaKvp0xpEblLz+mz4ffYsEtkWAbHUVdUoL08uXw9bp/H9vkJH6b7Ytfm+/p+Jxh55deW3xpUp2XU/ckDBS9JLbwDIX9T3D53AD012xz+0IXo2PzeH+P1V8CgUAgEHwCQughEHwjPL4QUp2X8U07b0dN3GnScO1FePj3pTIZF0tlxDyRkf5kmwf3x6m+3URHWilDMVmM/3CJqf8+zeyfz7EUk8TOzQLUL15h7e/Hub6OQyzFIlViVGjRqYyotVYkUhNb6xoWJqSMi/bor9+krWKJmqJZKrMmKE0a4cHlIYpjBiiO6ac4vpfipG7upLSSnvqK82mF/Dn7OqcKr5NaWcKrrnZmVzeQyNVoDSZsdic+3++kJ7hA8J350hsTP63aeD/0eBdwvHvfu6qQ96s/3g9Nfq1gMITT6fquD6vVxvzyKs1dPcwuraLVG3A4nD/7uD2FlfZpA3ebVMQ9lZLwTEZRs5q2KQPrh1ZkGjtGswOH4+ePcbChpbVsieJLA1TdnmZ9RoZebcFu+/njfI7D4XSiNGpYkm7QszHGm7lmioYqSG6/zYX6dM7UJHG6Jom45myyRPcoGXnOy5lGOtcHmROvsq064EAjRaZXojHpMVpNWGw2HFYblvUNDN3dKF68YPv2TebiLjBw5o+8uvhf5F7/C5eKIzj1+BznH0SS+/AydRW3WG6rQb8wh3VnF+vBIVapDLtKjUNvwG4y47A7Pu7rdDixWG3o9Aa0Oh0GownbR36u38XhcOLQ6TFNTKK4dQtxbCyaV6+wHhz+6s9hU6rQ9/ahKCxCHB2NODoaef5tdM0tWNbWsckV2A1GnH/nNfSxh9lmRaZTsqc+ZF2+w4JknamDBYZ3phFtjNK+1k/DUjdV861UTtfxZLya+yMvuDNQzs3eR2R0F5HUfpvLLTe42HCdc3WpRNalEFGbwum3SZyuSeTk26ucqE7gZPVVztYmc6EhnbjmbBJacknuuENGdxE3ex+Q11dK4VAF90decH/kBZmie+FQryaZa+23qZiqZXhnGple+fevv9mCTaHEvLqGpq4eeXY2h5GRSK9eRfPqFebVtS//PPkODo/n81Udfem1xZcWCIa416aj4OkaT66c5E8VURwYZIRCIZQHZvIjRFQ87MDhcAl/PwkEAoFA8CsIoYdA8BUKBEFr8TO/76R12sKDDh2pr5RcKpdz+amM66+l3K3epuLlFLWP2mjPe0ZPYh7DZ68y+eco5v/3NIsnz7Fw6QpzqRlM5uYz9PAxouevaauuob6qhupXdbx83syzp+2UPeqktLCLR7dEPLjey4PEAUouD1AU00fBhV5yL3SQfamR1MuvuXK1nAtJ9zidmsdfMjP5Y+41/vNuPP9RHMd/3o/jfx9d4UJlFgVtFXQvj7KjEaOyaDE7rOFe4F/64goEgn/Zl96YKCt7eVyt8dP2VoODY8ftqzQa3fH73wUl7/+34NdzudzMLq7Q3jvA5s4eDufPN12kOi/VIyZyS5dJe3bIgw4dvUs29tUe9NZw66pf2qexGFyMt+7zJHmUFzlTzPVJMKgcBPwfPhj9Y3gDPlQ2LUvKTUTbo7ycb+LOUBkJ7beIakjldE0SUfVpXOvI5/bgE8qn3tK0KmJcPMe27gCpWYnapsPgNGPzOHD7PARDPz73kN+Pe28PU2MjyqwsJFFRSC5dQpGRgaawEP2zZxibmjBMjKI92EamlTArXaZ6oZVbohKiqpM4U3WF9K67vF5oZl6xhtVj/yzX50vw+L2orFrmFWuItkfp2RllRrrMru4Qrd2AN/DpN2NDXi9emQxTUxPypCSUN27gXFr6xVkTAYsF+9QUuidPkCckIImJQZWfj7mlBdfmJj6djqDT+dGzKrwBHxqbnk3tPuPieVrX+3g+W0/h8FNSuwqIbsogsi6Fs3XJnKlJ4lRNIqfeXiWi9hpRDWlcas4koe0W1zpvc11URE7fffIGSikcqeD+2AueTFXxbKaOV/NN1Cy107QqomNzkP7dCcYO55iRrrCi3GJbd8C+QYrYKEdiUiA1K1FY1CitGlRWHRqbHp3DiMFhwug0Y3SaUdt07OoP6d0d48lUFandBZytS+Zi43Vu9j+kYbWbVdXW8RyD4+9BMEjA4QjPrFleRl9ZiTw5GcmFC6jy8rD29uLTaj/qegq+Ll96bfE1WDpwcbbkkLHMfH54GEH1Qgsevxe/L8jznEnuJrWytycjGPw8vxsFAoFAIPiWfZbQ40OHjf4WLSgEgm9FIBBAY3Ixu22keVhORd0WJWVzFBcO8+hWO5WZ1VRdK6X+8m3aLlynLzKR0YhYes9fpOlyFLWJ53iVep6nOTE8zI+l6G4Ct++mcut2Dtk38sjMLCIj7REZSZVkxleTE93IjcgWss80k3WqmfRTDVw7W0XCxedcjisnLqmUK1mlJN4pJfVRKTkvy7lT/5yStmrKeup5OdxK7ZSIloUBuldHGdieZEK8wIJ8jXX1Lnt6MVKjEp3NiMvrJiTEHALB787XsDHx07VFWdnL4/kdf29tUV/f+rO3CX4dq93O2PQcnX2D7IuluD2eHwUeBquf1hkLac8lvE57wchfLzF9Pomdh5Xox6fx2+y/uMnr9wVYnVDwPGuSsuQx+t9uodg343V9mkpAh9eJ2ChjSrJE60Y/ZVNvyem9T1xLNpH1KZyuSSKmKZP07kKKRp7xYq6Bzs1B5uVr7OnFyM0qtHYDZpcVu9eJN/CPB3uH/H48+/uYGhtRZGaGh1UnJqJ99Ajb4CDu3V18SiV+nY6A2UzAbifk9RI62tDyB/3YPA40Nj07RxvGjyffcK3zNufqU4lryaF4tJLurWHEJgUe/7c3C8IfDKB3mFhVb9OzM8qLuQbyBh4fz0A5W5dMTFMmMUdtw87UJnGuPpWYpkySO26TN1DKk6kqapba6dkZZVq6xI7uEI3d8Ntcj1CIoN2OY24O9Z07SOPjMVRV4T2aMxG023EuLIQ3469dQxoTg+rGDYx1dTiXl/FrtQQdDkK/og+/L+BH5zCyoztgQrxA28YAL+YaKRp5RlrXXS41ZxFZF36enq1L4UrrTbJ6SygaqaBippb6lS56d8cYF88xJ19lVfW3gOLQKDsOKORmFUqrFrXt5wGF2WXF4rZh8zhweF24fG7cPg/egA9/0E8gGPjolV0oFMLt92ByWVBYNKxrdmlZ6+Pe6HMS2m5xqibx+DndtTXEvkHyo/k2Ib+fgMWCRyzG2t+PprgYaWwssvh4dOXlOBcWCLrdH3l2gi/ta1hbfGkeX4icGhWvS3rIvX6KC1WJ2I7C7RmRmNwzXfSKZvB6hRZXAoFAIBD8M5889PiYYaMf03ZCIPjaBIJBXG43JqMR1cEhkoVFdgcGWWtsZaaimvHiZ4zfesRU+l1mE7KZv5DI/OloZv5yjsn/iWDqv04x879nmIy8gOhqLG+zL/PwThzZdy8Rf/MiMddjiU1OJuFqDtfii0iLLSP9wguuR1aTHlFL6uk6Uk/Vcj2qnpz4Rm6nt3A/v4tnDweoez2BqHOJmcldtjbkiPe1yKR6ZDIdMqUOmUaLQq9FadSisujQ2g3o3/tj2Oqx4/A6f/KHcEAotRYIvhPCxsT3w2i2MDA2iWhoBLlSjc/3tw1IhyfI4KqN62+UZJdt0pr0gNWzMagePERXXo4iIwPJxYtIL19G8+AB1v5+fCoVHG3+ijeNNNxf5MGVIZofLXO4psdh9RIM/Ou/S/wBP0qLhln5Cs1rPTwcf0Va112imzI4W5fM2boU4ltvcqPvAQ/HX1G92Eb/7gTr6l0OjXIUFg06uxGL24bL5z7a6P115xXy+fDs7WFsbESRlYU4Kgp5UhLax4+xDQ3hOTzEbzAQdLs/6Pdm8GjD2Og0I7eomJevUbPcQd5AKRcbr3O2Lpl0USGv5puYla1gcds+9vJ9EqFQCKvbzrbugKH9KaqX2rg7/JTEjjyi6tOIqEsmuimDDFExJWMvqFpsZWBvgjX1DodGOYdGOdu6A+bkq/TtjlO/0kXlTB33x15wa+Axqd13iW3J5mxdMhG11zhXn0p0YwbXOvLJG3hM6VQVb5fa6N4aZlq6xLZ2H7VNh9vv+XXn/17VhywpCXlSEuq7d1GmpyONiUGRkYGxqgrn/Dw+lYqgzUbI/+OB9L6AD4PDxI7ukCnJIh2bg7ycb6R4tJL07kJim7OJakjjTE0SZ+uSiW+9SaaomLvDTymfekvtUgd9u+MsKtbZN0iQmpQorRp0DiMmlxW7x4Hbf7QuC/gJhoJf9c0nwVAQh9eF3mFCYlIwJ1ulerGN/MEnxDZnE1GXTELbLcqmqhnen0Zh0QDh6o+Q241fr8e9tYWpvh5ldjbis2eRJydjamzEc3j4hb+6D+fwOL/0KXxRwtoibHDVxoXiHToT4vmvJ2cY3JvCF/BjNbnJjxBRWtCBxeL4559IIBAIBILv3CcPPT502Cj87e7Nj70bMxQK4XZ7hEM4PsnhdLowmy1oJFKkS8scjIyx3d7JZvVb1ssqWC++x0ZuLlvXM9lNSmLv0iX2zp9nOyKCrZOnWD1xmqkfohg6GcfAuWSG47KYyyhg734puy8rmXxbTuPL+zx6kEdOTgap1zJJjs8jNfYB6RcrSY18Q9LpKhJPVJNxrpGChE5KswZ4XThJy9NF+ms2mOo6YGVCxt6qBvG2FsmeDumhDrlMj0ppQKs1YTBZsdjsOJxOXC73F7+uwiEcwvGvHb7PONhS2Jj4Pqi1enqGRukbGUOt0xF47071uT0nuXVqrjyTU/lqifGruexfTsDS04NPo8FvNOKVy3EsLGCsrUV9+zaS6Ggk0dFs3bxPV76IR/EDvMmbZnVciUnr/OhWVk6fi0OjjNHDWWqW2rk7/JQrrbeIakjjbF0KCW23yB98QtlUNQ2r3YwdzrGp2UNslKOyajE4TFjddtz+n7ek+rVCPh/uC1/y7wAAIABJREFU3V1MTU3hio73g47BQTwHBx8VdPwj76pA3rUN6tsd58lkFSldBUQ1pBHbkkPRyDO6toY4NMo+axVIuKJGzoR4gYaVbh6MvyK1q4CLTRlE1CVzviGd1K673B1+elRNM8SiYp0DgxSFRX0cOP30exIiFB6w7fdg9zgwuSzoHSZUNh0ys4pDo4wt7f5xMNKw0k3lbD33x16QN/CYtO67xLXkEFmfSkRdMlFHFSPXOvLJHXjM48k3VC+20bU1zKR4gS3tPiqrDpfvKBgJhQjYbDjm5lDl5yNLTET//DmOqSl8CgUekwGDRceuXsyUZJHOzSFezzdTMvaCrJ57XG69wfmGdCJqrxF5FLxliIq5OxQONd5Vq8zL19jVHyI2yVFY1GjtBkwuS7h1mt+DP/jPq0a+NaFQ+HtrdduPntNihg9mqJipJavnHhcbr3O+IZ1MUTFvFlqYlS5jcJogGCRgs+FTKLBPT6MrKzuuuFEXFmIdGsJvNH7pL++fyhsoJbIuhfLpt1/6VL4YYW0R5vAEuVqpoCP3BVfzTpHdWYjd4yQUClF3b56Cy+1sbYnx/4rqMYFAIBAIvmefPPT40GGj73v//R8qEAgIh3B89OH3+fDo9Ti3ttD29nFQ+Zydu4XsZGezn5LCweXLHERHsxcVxc6ZM2yfOs1GxFlWzkczG3OV4djrtMfm8iq6iEfRpTy4+ppnua00PxtmsnOB/Zk1Vsen6Whs59mTNxTnP+N2ZiX5ya/Ji6/jZnQTmecaST1dR0ZUPXevdVKZP0JL+RKDdVvM90vYXdIg2zWiFlvQyizoVTbMeic2swun3YPH7cPv93/xaykcwiEcn+f4nP2dhY2J3z+lSkP3wDCDY5No9XoCgfDza13q4lGXjtgyGUUtGiY75liPT0GanIJjdvbn8woCgfCGpFqNaWmDkfxGHp98y+M/v6L5PzJYOJeMuuIFjrm5cGunfxIImF1WNjV79O2O82KugVv9j443sS80Xielq4DC4QpezTfRvzvOmnr7KNzQYXSaj1tSBX+D4CHk9eLe2fnbjI7z55Ffu4b28WOsAwO49/fx6/XhoOMTvz5DgNvvweA0IzOrmJOtUrvcye3BJ8Q0ZRJZn0K6qJCX843MyJYxu62/yeO6fR4UFjVz8lXaNgYom6omu7eE2OZwu7CohjSS2vPJHyjl6XQNLWu9TEuX2NUdInuvVZjL5ybwkYHTT4UI4f9JMKKzG1FZte8FIwfMy9fo352gcVXE89kGHoy9JG+glLTuQi633uDcu2CkIY2YpkyS3gUjE695M1XPS9FTKlpKeDXwgpLBp2T3lnCl7SYXGtOPqomSudx6g+vdRdwZKuPJZBXVi22ItkeYlS2zpd1HbJQjN6vQ2PQYj+bBuHzu32Wo8aFCgDfgxeSyorBo2NTu0bU1zKOJ16R2FRBZl8Kl5izuDJbRvN7LunoHu9OG32jEs7eHpbsbdUEBkkuXkF29iu75c1yrq4QCAWxjY1g6Or70l0gwFMLucXJ7sIz/U3aC/1t+kj88i6BqoeVLn9oXIawt/qZhwsTVgkWex5zgf8sjWVNvEwgG2JhWkXemm/amic86ZF4gEAgEgm/RZ2lv9SHDRtfWto4/Zm1t62dBiEDwWwq63fiUShxLS1h7ezG8eYOmuBhFairS2Fgk58+zc+4cazExrF1LZjMnh72iIqTlTzl8XcNSVSeil8OUPxrneu4YcZljxN+YIufBIuXVWzS07NLWsklN1QyljwYovC2iIEtESWo/9xL6yY/uIieqhYwLDdy42siDWyIaymcZadpheUTOwZoe5YEZjcyKUePAanTjsvnwuv2/SfsPgUAg+BjCxsTvm0SuoLNvkLGpWfRGE8FgELHGw6tBA1cq5OTVqxlatbPbPY74aiLKnBxcq6sEvb+8AbO7qOVN/gyPrgzQ8XQF8ZIS/cg02meVKDIzkURHI0tIOJ514VEq0Jg1LCk3aD/aTM8QFYfnOtRe41JzFpk997g//pKapQ7GDmfZ0u4jNSnQ2PTHVQK/ddvFkM+H6yjoUGRmhoOO5GS0paXh1lWfMej4R/yBv1WB7OgO6d8dp2zqLWldd7nQmE5cSw53h5/SsTnIvkHyT1s8+YN+tHYDK6otRNvhuRv5A6VcabvF+YY0ohrSuNJ2i5v9DymdfEP9Shdjh7NsaHaRmBSobOHQyeF14Q9+mnktH+I4GPH9PBiRmpUcGKRsafeZV6wxsDdB40p3OBgZf0X+wBPSu4u41JzFxcbrXO8u5PZgGaWTVVQtttJ11D5rS7vPgUGKzKw6HnJv9dhx+Tz4A/6vuu3U1ygUCuHyuTE4TMjMSlaUWzSsdFM0UkFC2y0ijtqBPRx/Rc/WCAeKHbxqFa71dYxVVeHXa1QU0uhodv/t39j9wx+QXrr0Sc7Te9TG7NAgY1m5ydjhHJ1bQ9QstVM2VU3h8FMyRMXEt94kpimTf3sexf8tP3l0nKBgqOw3P69vgbC2+Bu91cf5h2L6knOJLDlL+WQ1Lp8Hj8vP/fhBHt7owGiw/tK4LIFAIBAIBHyhQeb/aNjo2toWyck5P2t5JRB8rFAohN9kwr27i31iAnNLC/qnT1HduoU8MRFJTAySixeRJSQgzcxkK+cGExlZ9N/KY+rla8Rj42jWttma36N/YJdXTTvkVW6R9Gib2Pu7JD/eJ698n+In2xQVL5F3Y5yca4PcjBvkdswgBTH95F3oJDOmnutX3nIro55Hxd00Vc0wPyzmcF2P/MCEUmJCq7JiNjhx2rz4PAFCQWElKxAIvj7CxsTv175YQntPPxOz8xjNZlRGD01TZpJfKsl6q6J91oJE60Xb3YckLg5NURHu7W1Cv9BeTXlgoev5Og/ih6i5O8/uohar0U0gECTo8eA3GrEd7rM91Imo8i6VxYnkPYgjoSqVCw3pnK1N5nJDJrf6HvJkqprm9V5mZSvs6A6RH7VBsrrt4YHin+iaBN9VdDQ0hCs6LlxAkZyMrrQ0HNAcBR0hj+eLBh2/JEQIty9cBSI1K1lQrFG/0smdobLjGRLp3YW8mGtkSrLIoVHOpnafwb1JqhdbKRyu4FrHbS40pBNZn0JcSw5ZPSXcH3tJ9WIr/bvjrKi2OTTKUFg0GBwmbB7HPx3y/rULhUIEQkE8fu8vBCMy9g1SpGYlKqvuqE2a7ahSQwg1PrVgKIjd40BrN7BvkDIpWeT1fDO5/Y+On9fJnXeonKpheHkAyeoc1r4+9v74R3b/8Ad2//AH9v7wB6wi0a9+PJvHjsKiZlO7x7R0ib7dcRpXRbyYa+DB+Etu9T8iufMOsS3ZXGy8Hq4Wqr3G+YZ04ltvkt5dyK3+RxSPVFI2Vc3r+Waa13poWO7i319E8X/KT/CXqniMTvMnvnpfJ2Ft8TehUIinPXoe5IkounaSky8uobbqCBGi+9U6+Rc6WF8/IBAQqsIEAoFAIPglnyX0EAg+h6DbjVepxLm8jLWvD0N1NZqSEuRpaUgvX0Zy4QLS2FgUaWloCgrQl5VhqqvD3NeHdHCIqeY2Ol6/pbu+idmRMbY29phYUVM1qCHvtYy0kl0yCja5kbtCdvoM6ZdHSIroJ+V0H5kRfeREdXM9poHEyy+4mlRBxo2X3CttorZ5mKnpLfa21UgPdSjkBrRaCxaLA4/HJ9yhIxAIvjnCxsTv09buPq2iPmaXVpBrzPQuWsioUpH2Wkn1qIldpQebxYWxqRlpTAy6sjK8YvHxYPL3WY1uxtv2KU8d4+WNKaa7xejkdsx2K7u6Q4b3p6laaKFgqJyr7blE1SYT9eYqSfWZ5HcU8aT1PrUVN+lJimL47J+YvXKBnbL7aCdG8Vgtn3wzPeT1hgckNzSgyMpCcvEi8pSUvwUde3v4dDpCHg/f2i/yQDCAzeNAdVwFMkH51Fuui4q42JhBVEMakfWpRDdlcL27iKKRZ8dzN+bla+zpJcjMKnR2Q3gWiu/jZ6EIBL+FUCiEL+DHfNwKa5++nXB1U2bPPS42ZRDTmEFOZyFPMiNoO/3vLPzn/2P/L3/BuDCLzm5gzyBhSbnByMEM7RsDVC+1UTZZzd2jqowrbTe51JzFhcbrRNanElmfSlxLDsmdd8jpvU/BUDkPx1/xfLae2uVOuraGGRfPs6zcZFt7wL5BisSkQG5Ro7HpMThMWNw27F4nHr+Xfb2E9s1+9A7Tl76cX4ywtvixPZWHC8U79MTG88fHp2lb78fj9yLbMZEfIaLh9Shut9DiSiAQCASCXyKEHoJvTsBiwbO3h31yEnNrK/pnz1Dn54eHFsbGHldtKHNy0JSUoH/+HHN7O47paVybm3jEYnxKJVaZnN3VdYaGRmjt6qFveJz+kRXqmtcpLVvl7u1F8tJnyIoZIflUH0l/7SH1TDepF5tJiHtF9JVHRCUXcjm3hFsVz6lsa6d7YoqljT32xUqkSg1qgwGz3Ybb5/2m73YUCASC9wkbE78vPr+flY0t2kT9LKxu0LugJadGSWKlgqc9etalbsyOAF6dHt2zZ8guX8ZYU4NPpSJ0FHj4vAEsBhcaiZXFIRkvb0zxKHmIykcDPO9o5/FQNTd6HxzPSrjUnMV1URH3Rit5s9jCwN4Ea+odDo0ylBYNRrMOm0aJ++AA69AQ+ooKlFlZSC9dQpaYiLa0FOvQED61mpDf/5tch6DHg+so6FBmZyO5cAF5Skr4sY6CjncVHd9a0PFLQqEQHr83XAViUjIvX2Vgb4IpySJb2n0kJgVqmw7Tu7kbwqwJwTcgGPpxddOqepu2jX7uj70gpfM2px6cIar4FIk114lrySa6KYOo+jQi61KIbsrgansuGaJi8gZKKRl7Qfl0Da/nm2lZ72Nwb5I5+Sqb2j129WIOjTJkZhUqqxadw4jJGR447/S58QW+fCu3b4mwtvgxnz/E3WYNtRnPSc86SWJjDjaPA783QHn6KPfSOtBpzcJzTCAQCASCXyCEHoKvUsjjwatS4VpZwdrfj+HtWzT376PMyEB25QqS6Oi/VW3cuYP2yRMMNTVY+/txLi/j3t3FI5XiU6sJmEwEnU5C/vAfHgaTicWlLdpbRqmuHKCieIDijF7uXu2hMK6P/Av9ZER2k3ihkZjYZ0QmFnHieg6n7mSRUFHE3aZXvBnspG9xhpWDPQ5UcuRGNXqHCbvH8VX0qhYIBIJPSdiY+P1wud3MLq3Q0TdAw8AGd+qlXH4q416bjoU9BzKlE63CzuH4DrO3XjJ48S792bX0PZmhvWyF+nsLvLo5zdO0MUqTRniUMMzdS71cTijnrwVpnHiWxOXmG9zoe8CjidfULXcyLp5nU7uH5L35Gx7/L98cEPJ4CBiNeCQSHLOzGKqrUd++jfTSJaSxsagLCjC3teHe2SHodn/Q1x/yeI4rOt4FHYrUVHRPnmAdGvpdBh3/iD8YwOP3CoO0Bb8roVAIh9eFzm7g0ChjQbFG7WI7z2cbqFvuRLQ9woR4nhXVFlvaffYNEiQmBYp3VRlOMxa3DYfXhcfvJSBUNn0Swtri52Z2HCTcWaQ26gT/8ySCGeky/oCf8db/n737/IoC2/p9/+edN/uecc8dz3mevXvvNmdUFBWRoCIiCCogiIKCIgISFck55yw555xDUVT83he2tnbbe3erWAi/zxhzDKUKa2GHmjXnWnP1c+twNs2NPVgs+v+1iIjI56jpITuGdWmJ9YoKZu7fZ9zNjVFnZ0Z/udh08sYNZoKDWXj6lOX0dDZqatjs7GRrcBDTxATmuTmsq6u/uzjUYrKyML1Bd+MURa86ePmgmkfXi7jrnIPv0Td4H32Nh1MS55yjOH4hmIOetzh+x48r0aHcTYvlaeFrXtcXU9HTRPtkH4MLY0yuzrBoWMZg2tSORxHZk1SY+LFtbVpYmd9koHOa7Fd1RISV4H+rgmtX6/Fyq8Pncg33rlQT4VFJxJUKwi+Vcd8pj6CfXhJ+/DXPrpbzMrCBtLAWMp68JSW6gaDQVxzz8edn36ucDLvFw7xE3rQX0TD+lt65IUaXJ5ldX2Bta+Pd7ucvvO/AbrFgXVnBPDHBZns7y2/eMHP/PmOuroyePcuktzeLcXEYmpqwrq9/9s+wGY0Yu7p+bXScOsWEuzuzjx6xVlKCsa/v3WXke6TRIbLXvB/x9v5UhtG8hdlqxqb/3h1KucXvbW7Z8I6bIMvFlzP3jnCv5DEbJgNLMxv4H84jLqKETYNGXImIiHyOmh7iWHY7xr4+Fl6+ZMLLizEXF6YDAlh88YKVvDwMzc0Ye3rejaSamsKyuIhtY+PdhakffTCxWe2sLhgZ6VqgoXiYrLg24oNribpeyUPXMoKc8/E+k8qFs9GccAnhkNsd9l8Pwik4Et+4JOKK8yluradlqJue6SGGFsZ31WWcIiLfkgoTO4/VYmN9eYu58TVGuxfpaZihpWScqoxBChO6yXj8lqSgJmJ8anjsUckjt3JCzhVx61gWV4/kcu1kCXcvVxET0MCrh63kPuukOLGH4oAM8v/hQe3VSAZrBhnvW2JqaIXZsTWq37bzIC+BUy9ucCbBh+CiZ5T3N9AzO8jc+gIb2705wG7HurGBeXoaY18fq0VFzD1+zMS1a4w6OzPu5sZcRARrpaVsDQ+z2d7OUnLyu0aHkxMTHh7vHv/ojg41OkREHEO5xeflNq9y+1oWD13288+okwwsjGK1Wnlxu4a7F7OYnlpUw05EROQz1PQQhzDPzbFWUsLM3bvvxlR5ejL/9CkbDQ2YJiawLC//7tTGexurJkZ6F6gt6SfzZTPxoTVE33hXwAl1KcHvXAZXzr/A+eJDTrnd59i1MPb5POUfPkkcu5eD/8ta0mu6aRoapndmgrGlOZYM72ZV6yJOEZH/TIWJneFt5QRvItqI868j6moVkb+cygg9X0L4pTKeeFby/GYNCXffncrIfPKW/BddvIxswut6BUcuN+F2p4vX2eP0diwyObTK/MQ6SzMGVheMTKVl03fqHBN3Q9js7sVuNrNpNlI72sr9ihjOvLrOlawAntYn0zLZyfTanEM3CdiMRizz85iGh1mvqWEhLo5pf/93J0d/ufNrwtOTuYgIVouLMfb1qdEhIrJDKLf4vLVNG1ciByg86cK+0MPEN6djtGzRUjaG3+FsKovfYjZ/m7utREREdhM1PeS7sZnNbHZ2svDiBePu7oxdvMj0nTus5uZi7O3Fsrj4yWWkxg0zQ/2zVJZ28TqxnhcPKnl6q5JIjwrCXErwd87E/Vwcly5F4eH9FJ/gWG49fMGV4DhOB7zhZ99y/udWDacfNRGc2UNW8wRvx5aZWDSybrRitanAISLyJVSY2BlS7jfz6HI5mU/aKU7soSZ7iLbyCXqbZhjuXGC8b/nDqYyFqQ1mpzZIKRjl4sN+TgZ18jhnho6RTZY3rHz8lmgzGllKS2Ps7FnmIiPZGhpicnGS7O4SvHLvcTLFC5+CUF53FNA9O8CiYXnHzbi3m81YV1YwjY1haG1l+fVr1kpL342umpvDbjKp0SEisoMot/hjCeVLRF96wk2P/TgluLFqXGdz3UTQmQKi7hZgWN9y9BJFRER2HDU9ZNuZp6dZKyz8cOno5LVrLDx/zkZjI6aJCWwGA9jtTC/NU1LVSlxUOdG3y3lyrZLQi8X4n83A0/kl7q6x3LgRT0j4a16mlVJc0UpTSx95ZS3cTyjjcmQ5x8Lq+fluMxeiegnPmqagdY3ucSMzyxYMWzYd/RUR+QZUmHC8tUUjoedLKE3pZX5ynY2VLYwbZiwmK/bPNPVbhzYJej3F6fABvGP7qOtZZW7FjPU3vQrL3Bzz0dGMuriwlJjI25ZyYutTuZThh8sbX4LKoqkYamBkaYJ1k+HHGP1ot2NdX1ejQ0RkB1Nu8cemlsy43mkh/fB+/jv8IKUDtZitFlLCGwk4ncnE2By2z0xIEBER2cvU9JBtYTMa2Xz7lvmYmHenOlxdmQkOZjUvj62+PiyLi0wvTVM72sLL0jweRmcQ5p2P/5ksrrkk4eeTQsTDHN68rqWupo/ujgn6+6cYHJ1iYnaO9uFJXlcNcP9VP1eeDnIytJfLUf1E5MxS2r5O74SR2WUzRrNd9Q0RkW9MhQnH66yd4p5TIZODK9j+zcnF3gkjzwoXuBg9wbmwVhIK+hiYWMVi/f33mIaHmQ4MpNftIrnPg7ibfo/TKV545NwlpiGV5okOplbnMFs1RkNERL4t5RZ/zGaH8MwZ0s/44hp4FJ/cYNa3Nuhvm8PvcA6FGS1sGc2OXqaIiMiOoqaHfFPmiQlWsrOZ8vVlzNmZyRs3WIyPZ72pkeHuZip7qohrfEVA9hN8nkTj65PEtTPJeDun8OROCbUFg/R3TTMyOsv03CLLa2uYLGZsdjvzqxZKWxd5lDWB5/NRTof34xbVx5Pcaaq71+mfMjK3YmbLbFOjQ0RkG6kw4XhZUe3E3qplddH42cfH5k0kVy5xJWaSy1F9+ERXkl/dw8LS2mebJJtv39IacIPnPqe4FHQMp4TL+BY8IL2j8NcRVtt5KbmIiOxpyi3+vc7RTfyvZ/PszD5+enyct9M9bBpMhF8u5tGNPNZXP58PiIiI7FVqeshXs21sYGhqYj4qinE3N8bd3JgICabrdQIFBQk8K3zKjdxgXF754hoVjKdfNJfOxOBxMpEov3LKX/XR2zrD9MQKW0bzJw2L6SUzxW3LPMqe5uqLCc49GsA1souHGSNUdq7QP7nJ3IrpsztWRURke6gw4VhbBjMPXcspTurBuPHpzs6FNQvZjStcjZvkWtwkt+PaiEgqobalm9W19c+OeWyuyuXhY0/O3DnAuVhXgkujqBpuZGRpgg3T5o8xwkpERH5oyi3+vS2znXsvh8k/5sLx0GM8rklg02wkL/4tt45lMdQ/rRFXIiIiH1HTQ76YaXSUlcxMpnx9GbzoQr2vB+nh3jyMvo5HjBvOyV6cT/fhevIDrodGc8ElikuHXxDqWUjWs3Y6a6eYGV3DsGbC9kvTwmK1MzpnovjtGo9y5vB6Mcn5yAEuRbYTnNxNUdMs3aNrzCwZMVuU1ImIOIIKE4411L5AwNF8Btvnsf7y/rlpslPWscbNxCk8YyeJyJ4mNrOJxMwSOnr62TB8ev/G2tYGlUONBBVFcCrGhctRLjyrfknzRCdTq3NYbBphJSIi349yi/+sonOdqEtR3Lu8n4MxzkytzjI1soz/4VwyXtZrxJWIiMhH1PSQv8S6usp6XR3jUZHU3HIn5fYFgm+f4pL/fk4+OM75RE9u5N0npCCWsJep+PklceNcKiFuBaSENtGQP8JozxIrC5tYLTYsVhifN1HVtU5C2SIBaTO4xUxw4ckgFx62EhDXQnr5AG8HFpiaX8e4ZdaOUxERB1NhwrGKXvbwxLOS5bl3pzCaBgwEpc9y+dkEDzJnKW2dI7O4gcyCUvoGhzEatz68d46vTPOms4hrecGceemOx+1DJKU9oGOwlcUNjbASERHHUG7xn61v2gh43E7hgQP8PewAGZ2FGIxGnniXc989l/UVjbgSERF5T00P+VOWBnpozkwgLcqPkHBXXO8d4Vjgv3COPs/NrHtEVMeR0VFMRlklMdHFBHvlEupaREJgPSXJvfS3zLEwtcHGupnxeTNVXevElS4QkDqD+/NJXKNHuBTZievDOm49rSI+t43qtlFGJhdZ29jEatWpDhGRnUKFCcex2+089qwk51kHzd1rRBe8u6Q88NUM1d0bdAzMUVBeTW5xGaMTU5hM7zYLdEz38qwhFddMfy698sEv8ASv3Y7RkZHI6tQ4dquaHSIi4jjKLf6cjLol0k/54nXrGG6vfVk1rlGZ1YffkWy6Wsf0uVlEROQXanrIZ61tbdAx1MqbkpeEvQnB/eVVTjw6xbmHTvi88ieyKp6c7jJaJjtp6OwmP6uNuKBaHrmVE+NTQ/bTDjqqJxntX6Z7cJ2S1mVii+e4nTLFlecTXHwyxMWIDtwiGrgb10BC7lsKavto7hlnZHKOxeUVtrZMOtUhIrIDqTDhOFNDK9w5UUBn7RRhb2ZweTJBRv0Kw7NbTMzMU1BaSV5JORNTMyxsLFE+WE9QeTSn067jlXOPqIwH5LidoPmKC0uFBVgXF7FrBriIiDiYcos/Z2ndSqh/Lkkn9/OPiKPUjbaytLDOXad8kh5Xs2kwOXqJIiIiO4KaHgLA8uYqHTO9ZHUVE172FM/sO5xO8uDcQyeuP3IhIuch+d2lNI+9ZXBhlNGZGToax8mP6+LZjRqirlaREtJERcYgJcXjpOSN8SR7ktspU3jETnLxySAXHrbj+aSFsNR2XpX2UfV2nO7hOcZnFllaWWXDYMBstqA2h4jIzqbChONUZQwSfqmUuqZFzjwaI616mRWDlYnpGfJKyikqr6K2p4W0tjyu5QVx7rUPfsUPedNZSGNBGh3uFxnz9GCjtha7wQDaXCAiIjuAcos/LyFvgvwjLpwNOU5w6RPWtwy8uFvN3fPZrC5tOnp5IiIiO4KaHnvY9NocOd2lhFY+xzPnLmfSrnEx2oVrfgcJvXuWzFeRNHZUMTDaxdzSNCbzFlNDK1RnDZFwp4FI9wqe36rlWWgzYRFt+D/pwSd2DLdn47hE9nMpooMbzzt4ktVLXt0YTb1z9I8tMT2/wtqGAZPZjE27S0VEfjgqTDhOnH89r8JbiXwzjeeLScbmTQyPT5JdVEJ0ThIBOZFcSPflcuZtwipjqBpuZHhxnLnyEsbc3Jjy9cXQ0oLdrMtORURk51Bu8eeNzJl46hrNo4sH2B99moGFEZorh/E7nE1jxQAWs0ZWioiIqOmxRzVPdnKzIIzjiW54hTsTcuWfJLkdofzRbbqKM5nubmNzdhq7xcLSnIG3FRO8iXzLE89Kwq6Uc8u9gkvX6zkX0IVz6ADnHvbi+rgTv/he4gpHqXi7QPvQCoOTK8wvr7Np3MKqBoeD7dZwAAAgAElEQVSIyK6gwoRjLExvEHymiILXQzg/HCG1apnqjk4eZMVy9oU3h+JcuZobRGzTK5omOphem8Nqs7JaWMiYiwszQUEYu7rU8BARkR1HucWfZ7HaeZbUQ8X+AxwMO0JC8xsWlla5f6GQ5/fKMKxvOXqJIiIiDqemxx6zbFzlTWch59Nv4nb3KHGn/5uaG24MvnjKal0tppERbAYDxnUTvS0z5MV1EnOzhvuuZXg5l3LifB1Hr77ldGA7bpFd3EkZIrVylpruFTpHVhmZWWdpdROz2eLoH1VERLaJChOO0Vwyxv1zJUSnjHMxapzQvFyck25yOPYyvgUPeNNZRPfsAEubK9jsNqzr6yympjJ2/jyzkZFsDQ6CLiwXEZEdSLnFX9MyuEGGky83fY5xOtGdpc0VUh/XE3Aqm8XZdUcvT0RExOHU9NhDumcHCCyO4FysK3fc/0n5rSvMpqWw2d6OcXqa5cUl2ppGyExo50VAPWGuZXidLsXpTDWnrzZxNayDsNRRMuuXqe9dp2t0nbE5A2sGM1abZoKLiOwVKkw4RmpoMzH+9TiHDhFduMCpBF+OxLtR0FvJ8OI4m+Yt7L/cjGWemWH+yRPGL11iMTER0+QkdjU8RERkh1Ju8dcYtmzEhhaQdXQf/xN+kLLBOrrfTuB3OIeq3B5MW9qEKCIie5uaHnvAptlIfnsxbhn+XAg8SJrfBfoTnzNTV0dnawd5RZ3EP2/l6Z1agi8W4nWiENezFfgGtvI0aZi8qnnqe9boHjMwuWDEsGXVvaciInuYChPf3/ryFqHnS4h80Mmp0BHiq5r4+/NzvKzPwGD69NLSrcFBpgMCGL98mdWCAiyLi7qwXEREdjTlFn9decMsxUdcuHj3JDdz77O4usJDj2IifYrZWNWIKxER2dvU9NjlBqf6eVT6FOdnF7h95ySV8Q9Zbm5ksL2Hl6ltBPtXcvNsLp7H8vC5WMHT8A6KCydoal2kd9TA9JKJzS2baiUiIvKBChPfX3f9NHdPFnAuoIf7b2bxyYzi8As3BufGsH/0Jm1oa2PS25sJT082amuxGQxqeIiIyI63U3MLJydXnJxcSU5O/91j/v4hHx4vLq7Yltf/d1Y2rKRej+H5uQP8/OQkb6d7yIhrxP9oNmP9C9g0jUFERPYwNT12KbvVSllDLl6v/XAJPUHSizsMNlSwNDJMcekA4SH1XDuVz/Uj+SQ9aKOxbILujkUmpjcxGHWSQ0RE/thOLUzsZlnR7YS4VXLAv4+8tkkOJ3hwO+sRy4bVD8/ZqKlh3N2dKV9fDM3N2E0mB65YRETkz9uJuUVERAzt7d0AuLndYGZm7pPH/f1Dvvo17Pavi7zCQar2H+JE6DGe1CYyNDJDwPE88l62YTSYv/rPVygUCoXiW8b3pKbHLjTc0Uhs7hPORp/j5lN3qhvyWZ0Y5e3bCeJj2/G7UMx1p2JePWmnrXKSuakNrJbv/G+eiIj8sHZiYWI329q08NC1DC/PBnzjJnheU8C/Yl2o6GnAZDFjt9lYLSxkzMWFmaAgNru6sJvNjl62iIjIn7YTc4uPmxrJyekfGiDvvT/l4eTk+rvH/gybzY7BsPlVMTazTp7zLQKvnuDQ8/P0Tw8TeaOI+5fzmZ1a/uo/X6FQKBSKbxlbW99v/KKaHrvI1sgIldnxXH/hxflHZ4greUFffxszcyvkZA0Req0CrxOFRN1upLF8goVZA1armh0iIvLX7MTCxG423DFPwNF8Dnm1U9y6yqXXgZxLuMHU0izWtTWW0tIYdXFhLjIS4+CgLiwXEZEfzk7MLdzcbnz49eeaHu+1t3d/k1MfXyr7WSklh/bxjwcHyegsIj+9Gb8j2fS2TmO12By2LhEREUdS02MXMM/MMJqXQcIzP06HHed6qi/lHWUsry5QUTbG8/vN3DhVxJ3L5VTmDjM+vIrZpORHRES+zE4sTOxmJUm93HQqwSNymOKeHn6Ou0BUYSJLgwPMPX7M+KVLLCUlYZ6aUsNDRER+SDsxt4iIiPlwV8dvx1u1t3d/+H17ezcRETHf/PX/rIGhRSqPXsA90Am3dD+Gxye555zPq8eNbG5o1KWIiOxNanr8wKxra6yVlVEVcYcb989wLvIsTyrj6Bzvoq1thtex3QS6lOB9poj85F563s6zZbQ4etkiIvKD24mFid3Kboeoq1WcP1vFm4oFQkrjORBzicb+t8y+eMHIiROs5ORgXVr6/kNSRUREvpGdmlv89iLziIiYD3d9uLnd+PC4I5ktdvJux5J85iA/RRylfqyVZ/dKCDqXx+qi0aFrExERcRQ1PX5AdrMZQ2Mjw6HBJAde4lzAfjzSb1HUU0F77xjZqX088Krm6qkintytoa5ynPU1E3YVQ0RE5BvYqYWJ3WhmdI07Jwpw9W2ncWCaE8leeCXdY6KvixFnZ+YfP8a6sqL3eBER+aEpt/g6bU2jNBw8zJn7Jwkpi6akuBW/wzm0VY5hMesUqIiI7D1qevxgjF1dzEdFUXPzCoE3DuIccYbQsqfU9b+lKGeAZ/71XHcqxt+9mMLsfkaGlzApyRERkW9IhYnvp/T1ANeOFhKXOUn623J+jnUhtSKH6fTXjDg5Yezp0UgrERH54Sm3+DrrRhuVlwN44HmSgzHONA12EXwxl7h71Wysfb9LY0VERHYKNT1+EFtDQywmJTHifoX062e5dPsAbineZHWVkFXQRmJoI37OpXidzedlTANtbZNsGLa081NERL45FSa+nyc+tVxxrqJveB2vnGBOPfeio6eDkStXmL1/H+vysqOXKCIi8tWUW3y9urRKqg7t58CDo7xsyeD5w2ICTuYyO76muoCIiOw5Dmt6/HY25sf8/UM+PN7e3r0tr/+jME9NsZKdzaS3N03XL/Pw5nGcI88SWPSIhLwSUp+2EOJagcfJAkLulFBQ1MP07BJWqy4qFxGR7aHCxPcxM7HBnVOFhD3oonGoj30JFwhMfcxYaQlDBw+yUVeH3Wx29DJFRES+mnKLr7c0t0bTqUtc9z/L2eSrVNa14n8km8qsfkxbOhUqIiJ7i0OaHu8v/gJwc7vBzMzcJ4/7+4cAMDMzR0REzDd//R+BZXmZtZISpvz9mfDyoiDQnasPzuL6yodHOUk8flJCuFcFXqdK8L6SR1x8HZ29E6wbNrWLQ0REtpUKE99H9qshvA8X0Na6yOOaZA7GupJdVcLo3btMXL2KZW5Ol5eLiMiuoNzi26h98JLMU4f4n/BD5HaWEeKezRPvMtaXdaG5iIjsLQ5perxvagAkJ6f/7jRHe3v3h5MeX8Jms7GxYfghY31xiYXyCsYDAxm5fJn2AB9iH13D+fklPJKD8H+YTLh3MV6nSvC6VERYWBG5xa0Mjkywurrm8PUrFAqFwjGxtfX95jWrMLH97MB973puXaykf3SKM6+ucynWj46qcgaPH2c5IwPb5qajlykiIvJNKLf4NmYHJmk9dJRz907hmx9GfEwxt4/lMNqziM2qjRIiIrJ3OKTp4eZ248Ovf9v0aG/v/tAUSU5O31MnPTbb25mNjGT8yhWm/P2pjnuIX4IPl1J8ufIwkkDvN/g4F+N1oZxb/vnEpVbT0z/K2voGNpvGWYmIyPehwsT2e9u7yq0TRbx63sObllIOxF/i0es4hp5GM3b+PFtDQ9j13i8iIruEcotvw2a303TtLo9dT7Ev6jQZVSXcPpVFfnwHRoNGYoqIyN7hsPFWxcUVwO/HWxUXV3y452NmZu6TBslutTU4yFJSEuPu7kx6ezOemkhm9jPcXt/C5fE9PK49x/dcLp5nyrh5q4QH0SUUVjYzNjmNxWJx9PJFRGSPUWFi+0XG9HP9QC6DnQtczQ7mdNx1iory6Xd2Zj4qCtvamqOXKCIi8s0ot/h2+gtqqDtwgKOhJ3hUGcf9G5mEXSpkbUkjrkREZO/YMReZR0TEfDjVsVcuMjdNTLCSmcmktzeT166x8OIF7aWZPCyJxi02mDPeoVw/l8LlEyX4+dYQ9KCApKxK3nb3s7SyotMdIiLiECpMbK+xeRPe7vUEuVbQ2NvNvoQL3Hhxn47ERAaPHGGzvR27Nj2IiMguotzi29lcWaP9rCu3fM5x9MUlYhNy8T2URV/zDFaLaggiIrI3OKzpsZdZFhdZLS7+cEn53OPHLNdWU9ZajN+rSJxvh+DqHIPr8Tx8rtYRFFZFVGIpRZV1jIxPsGUyOfpHEBGRPUyFie2VWDqP15FCsmO7CC+N59hLD2LepNDr4cmUnx/W5WVHL1FEROSbUm7xbXU/S6Ho2GH+8eAw0cWp+J15w6uIJjbXVUsQEZG9QU2P78hmMLBRW8tMUBATnp7M3r/PekUFw31tvKzOxDsyGudzEbieeIPnpWpCwpt5+KKCV7nlNLV1ML+4qNMdIiLicDuhMPHbE6Mf+6MTo+3t3Tg5uX4yVnOnmVsxczW0D4+fsqmr7uNk8lU8Xt6hLDWZ3n37WC0qwvYdL60XERH5HnZCbrGbrI5N033oGBcDz3L5tT8ht9O545TH/MQ6dpsuNBcRkd1PTY/vZLOzk7mICCY8PJjy92e1sBDT+DiNQ22EJ6fieiWaiycScTlVQlBoO9GJzcS/KaOgvJrBkTE2jUbsdiUnIiLieI4uTERExHxoZvz2bjB41/SAd3eDvR+d2d7ejb9/CP7+ITu66ZHTtMoV90aCzpeRWl3IgfhLBCVE0R4YyOjFi5gmJnSBuYiIfBff8+Ono3OL3ajrVhCxLqf5KfIEj1KS8d6fTnPJGBaT8ggREdn91PT4Hux2ZoKDGTl1iuX0dLYGBphdniWnvJY799K45PSCc0fy8Qt8S0xyN/GZdWQVllHb1MLM3BwWq9XRP4GIiMgHji5MvG9qACQnp//u/q/3JzqcnFyBd82P99/zpU0Pm82GwbC5rTG3ZMDj+Tjux4pJDW/CNSWAi8m3SIqLpevoMWZiY9mYX9j2dSgUCoVCYTBssrX1/UYhOTq32I3maxppPnCQ4yFO3MwKw/dcKi8CathY1YlRERHZ/dT0+A6M3d0MHz3KUkoKNoOBpo5enj8v5ur5RM4fy8DzagNRLwdJK+ohs7CK/NIK+gaHWd/YwKbTHSIissM4ujDh5nbjw69/2/R4f6Lj/WMRETFERMR8aIJ83AzZaWp6Njh7tx/3f+aQkVnHTzHnuZ0cQXXofQaOH2ertxe7NkKIiMgu5OjcYjeybWzQe8ENfy8XDsS4cDcoEf/j2UwMLGOzqs4gIiK7m5oe38FsWBgTHh6MNXWQn9lK0PVsLp5I5LxzOfejekgvHSWvso2c4nKq6hsZn5rGYlFRQ0REdiZHFyYiImIoLq4Afj/eqri44sM9HzMzc580SODLT3psN4vVjn/KNNd9W7lzppi76c85lXSViLhntDk5MRMSgnV11dHLFBER2RaOzi12q4mXaZQcOcK+ByfwS4rkxtFXlL/uw2S0OHppIiIi20pNj21m7O1l+PhxSgOe8CKgFE/nJM44ZeMb0sTrkmlKGoYprKglv7Scrt5+VlbXsOliMRER2cF2QmHitxeZvz/RAX98kfn7x3Zi06NzdJMTD0a5dbGSmDtVHHnuQUBWBJkPw+n+5z/ZaGjAbjY7epkiIiLbYifkFrvR1tQ0/UeOc9nPhRPx7tx0TSTSq4y1JaOjlyYiIrKt1PTYZrPh4YxfcSfsXAKXDybi4VtF9Jt+ylpnaGzvJa+0grLqOkYnJjGbzbqsXEREdjwVJr698Ow5vCKH8T6UT8TTLPbHuhLxOp5Gd3dGPTyxLCw4eokiIiLbRrnF9hm+G8LLM2f47/DD+IRG4XMog4G2eawWXWguIiK7l5oe28jY38/IiRMUB0bguz8V9xuFFDUt8LZvivLaRvJKymlp72RhcQmbTQmHiIj8GFSY+LZGZk2cfjTG46heAk4W4hx1m2tZwSREPabj530sZ2RgM2pHpoiI7F7KLbbPSkMT7QcOcvzuaVxi/bh+IoXsZ+1sbugEqYiI7F5qemyjuchIRi67EuL6nEtHk0nL7+dtzyAFpRUUVVQzODKK0bil0x0iIvJDUWHi24orXcItZpJI/0YeXC/kvyLOEl2cTOlNHwacnDCNjGDX5ggREdnFlFtsH9vGBoOuV7jnfpGfHp/mmlcMQecKWJzeAJUiRERkl1LTY5tsDQ4ycuoURUGh+BxKxsM7n8zCWvJKyqlrbmV6dg6rVZeVi4jIj0eFiW9nZtnChehx4vLnuHOmGN978ZxO9CYxNYG3x44xHxWFdX3d0csUERHZVsotttds6msqDh9lf6gTruFBXP35FW8rJzGbVJMQEZHdSU2PbTIfFcWg60XueT7B9UgqoU9KSEzPpad/kA3Dpk53iIjID0uFiW8no34Zl6hxCnLHuX0sj4P3r/KwNI6se3fp2X+AzfZ27BaLo5cpIiKyrZRbbC/z9DQDx09wxceVnx+74HU6gaSQBjZWTY5emoiIyLZQ02MbbA0PM+LkRMH9YK4fTcDTo5Do+Cxa2jsxmZRUiIjIj02FiW9jxWDFI3aS6IIFUiPbuX0hk5+jXHldkUvDWWfGb93CsrLi6GWKiIhsO+UW22/qfiivTp7hv8OOcsXnEbdP5TA5uIzdpg2ZIiKy+6jpsQ0Wnj2j79J5Arwf4HYwlfAnVbzKLmZpeUUnPERE5IenwsS3UdaxxulHY7T0rfPgUhkXr0bglxNBTlwsnX//B2slJdi0WUJERPYA5Rbbb6O5md79hzh124Wj4VfxOpRCdeYAJqNOlIqIyO6jpsc3ZhobY/TMGXJCA/E6/hxP10KevcyjtaMbk9ns6OWJiIh8NRUmvt6W2YbPyylC3szS2TaP/+Fc/uHnxpvmIqq8vBg4exbT1BRos4SIiOwByi22n81gYMzdg/uXLvPfj07gfiGGaJ9K1paMjl6aiIjIN6emxze2EBtL94Vz3PK7x5X9qTx6XE/ymwLmFxZ1ykNERHYFFSa+XtvwJsfCRmjsN1CU3IfPqdecib1JWVEOHYcOMZ+QgM1gcPQyRUREvgvlFt/HUno61YePcyDoLGf973LjcDpD7fPYrKpViIjI7qKmxzdkGh9n9OxZMh7cwv1UNF7nCnmeWEhtUytbGk8hIiK7hAoTX+9+xiw+iVMsrVuIvl6Ns+tDYqvSqQwJoufwYYy9vditVkcvU0RE5LtQbvF9mKenGT55Eq9rHvwU6oLHsZcUxHdj3NBUChER2V3U9PiGFuLj6bxwlht3/PHYl0r4w3oS0nKZmpnFZrM5enkiIiLfhAoTX2doZouT4aMUta0xObpG4LF8jt/2o6alhjanU4wG3sGyuuroZYqIiHw3yi2+n+nQMDJPnePvYae4dOUxoa5FLM0aNJlCRER2FTU9vhHT5CSj587xKvw6l849xPNUHs9fFlFWXc+mUTMyRURk91Bh4us8K1zALWaC6WULNTlDXD/2Cv+0aJpSk+n9179Yra/HrnvARERkD1Fu8f0YWlroO3CI0/5uHAi8hse+FDprp7CYdcJURER2DzU9vpHFxETeupzmaog3Vw4kEhZcz4ukLMYmJrFqPIWIiOwiKkx8ualFM+efjPO6dhmjycaLgFqcnSMo62ygxdODbhcXzItLjl6miIjId6Xc4vuxGQxMeHoSecGd/7p/nMsnY3n1sIWN1S1HL01EROSbUdPjG7BMTzPm4kJimBfnXe/jeSyHuJcV5JdUsrmpUx4iIrK7qDDx5dJqlrkQNc7w7BbL85vcdcrHNTCcnroaeg4cYDwxCevmpqOXKSIi8l0pt/i+ljMyaDpykv13znHa6z4BZ3KYHlnFZtOIKxER2R3U9PgGllNTaT1/CrdQD9yOJBASUMvzl5n0DQ5jsVgcvTwREZFvSoWJL7O4bsEtZoLnxQtsbtmoLx3E+0g6L/JzaA+9T9eRo2wMDmLXPWAiIrLHKLf4vizT04w4OeHtdZWf7l3iysEk6vKGMRlVvxARkd1BTY+vZJ6ZYezCBeLuX8HJ/Q7uhzNIeFnNm7xiVlbXdBmYiIjsOipMfJnit2uciRije9yI1QbPgspxc46lo7WFHicnugICMa+tOXqZIiIi351yi+9vNjyc/FPn+XvIWS44P+X57RrWlzXiSkREdgc1Pb7S8uvXNJ87ycUwV1yPxXHPp4r45BzedvVgNmuXhIiI7D4qTPx1hi0b3glThGXOsW60sr5q5M7ZXG4HJTKY9pqe/fuZqqrCpgvMRURkD1Ju8f0ZWloYOHiIszevcsj7FjeOpTPSvYjVqhOnIiLy41PT4ytY5ucZd3XlafAlTnj7ceVAOi/ja3mVVcjC0jI2jacQEZFdSIWJv66h38DxB6O0DG1isdqpqerB51AGxWWN9Li70+xyAcP8vKOXKSIi4hDKLb4/2+YmE56exLp48Y+757l8NJ7i5B6MG9qAISIiPz41Pb7CSkYGjedOcDb8HBdPxRLoWUFSWj6Nbe2YTEoURERkd1Jh4q+x2uzceTWDX/I0a5tWAB4F53LtdDKjVQ30//wzb2NfYDIYHLxSERERx1Bu4RgrGRl0Hj3N4cDLnL30iHD3YlbmNx29LBERka+mpscXsiwsMH75MpFBFzh6ywe3fWkkxTeQnJ7LzNy8TnmIiMiupcLEX9M/tcWxsFHKO9YxWezMrSzh55xBeHAO/XdDaDtylMmuLqxWq6OXKiIi4hDKLRzDMj3N6OnTBF71Zd8tLzz2p9DTNIPFrHqGiIj82NT0+EIrOTnUOR/jRLgTLmef43+xlNTXRVTVN7FlMjl6eSIiIttGhYm/5kn+Au6xk8yvWbED2RU1+BzIpDq9ht6jx6n29WNjadnRyxQREXEY5RaOMxMeTsWZC/zr3iVcjsWSEtbE9MgqNqvd0UsTERH5Ymp6fAHL4iLjV67w4K4zB+54cflfKbx82sjLtGzGJ6ew6pSHiIjsYipM/HmTi2bORo6T2bDKltmOxWYlIDgJnxPpDMck03XgIM1Z2Zi2thy9VBEREYdRbuE4hpYWhg4d4uJNH45cCyDIPYe0By30Nc9iNukUqoiI/Ji+S9PDyckVJydXkpPTP/l6cXHFh8ecnFzx9w8BwN8/5MPXiosrvvr1v7WVvDxqnI9x5NFxnC8+x/dMIa9fl1JcUcOmUUULERHZ3VSY+POSKpe4EDXO+LwJux3650e4di6JqNsF9DpfpOrCJcYHBjUWU0RE9jTlFo7z/kLzVNfr/CPIBdfgB9zxyCTKu4r6vGEWZzZ06kNERH442970iIiIob29GwA3txvMzMx99nnJyekfGhzvmx87kWV5mXF3d4LvnGF/iAeuB1KJj2wkLimDwZExzeMWEZFdT4WJP2dhzcKlpxPEly1iNL8rFjwrTuf6gddUPsql+6efKYp4zPrqqoNXKiIi4lg7Ibf4o82a77W3d+Pk5PqhprHTN2v+FcsZGfSeOM3xQC/+Hn0Z16fBnL4Uhv/FN7yOaKWreVKnPkRE5Iey7U2PjxsYycnpHxogH5uZmSMiIubD7z8+/fG55/8ndjvYbLZtidXCQqrOHOZg+FHOesTicyKfjNeV5BSWsra+vm2vq1AoFArFv4/vtwNvJxQmfgS5zauciRijb3ILq83OkmEFj3uR+BxLp8PjNs2nTtNQUYXJpLvARERkb3N0bvGfNmu2t3fj7x+Cv3/IJ02P3cI8Pc3I6dM8vOrPP4NjOBkbgldaKN4PonE9/Zwwr0IKM9tp7u1hYnkGi00NEBER2dm2venh5nbjw6//qOnxR19/n1j8VTabjc1N4zePjdk5xjw8CAw4yb4wdy4eSuNpUB3xyZm0dfSwtra+La+rUCgUCsV/CpPJ/JffL7+UowsTP4J1o5Vr8VM8ypnHsPVudFVRfzVuF2J44plN108HyPW5xfjIKDabRluJiMje5ujc4t9t1pyZmftkFPf7psfXbtaE7dus+SUxEx5O69nLuAU14fnsLa9rG8jvqSQ5r4TIwCK8z6Xg75vMo7Q0UppzqRhqoHd2iGXDKlar1eHrVygUCsXOD7vdcZs1t2W81fujnn803urjBKO9vfvDc9rbuz85AeJoa6WlVJw5zIGHRzl7Iw7vY7lkp9fxJreIpZXV7/oPTkRExFEcXZj4EdR0r3MyfJS2YQNWmx2rzcrNNw/xPJRCgcdz2g8eJetFAuvrG45eqoiIiMM5Orf4d5s1IyJiPmlwODm5fvK9X75Z047BsLljYqmujqGDB8mJyuFsWA+BCR30DE6xtrZOd/8I+a9aifQq58LZp5zwv82V5CBu5IYSUZVAVnsR9UOtDM+Os7q+7vCfRaFQKBQ7M7a2vt+UA4dcZB4REfNJM+PjBKO9vRs3txufTSYcyba2xtj1a9wKPMGBSE9cjr4mKqCe5LQ8mts7MZm/3w5bERERR3J0YWKnM1ls+KfMEJg2w7rx3fiHgYURTt25zfUDaTQevEil5zXqq2uVP4iIiOD43OLPbNaEX0967OTNml/q/YXmU35+pESX4RTSRVRGF1OzS9hs706lDrXPkxbWQphHIT5+8Xi/iOBadjBeuffwKQglrOo56R0F1I22Mrw0gcG0iU2bQ0VEvrv4pnSuZAVQ1F/t6KU4zHdpeuwG65WVlJw7zM8Pj+B8+yXXDmaR86qRtMw8ZucXdMpDRET2DEcXJna6rnEjR0JHqe7ewPLLyOvo+mQuuD0m3CmF9p8O8io0nNHRMaw2jbYSERHZCbnFf9qsCZ82PXbiZs2vtV5VxeTVqwxf9yHqRjIX/SpIzO9kYXntQ/NiadZATfYQT72rSbhTT252E0XttSQ0ZxBYEolnzl2u5wUTUBLJi6bXlAzU0j07wIJhGavuAhGRXcpqt7G0ufKbWP01DCufj998z6Jh+d/Gwr+J+Y0l5jeWeFKbyN8eH+Z/Re7n/316jLzeckf/9TiEmh5/gm1jg9GbN/AOPON0mkkAACAASURBVMaRp9dwOZFJ+LVKXr0poraphS2TLiAVEZG9YycUJnayhznzXI2bYsXw7oP90uYqzok38TyWxOuD92hx9eBNWjrrGxptJSIiAsotdgybDUNzMzNBQQy5eRB/MpCAa8nklHawur7Jx3s9+1vnSA5u4tmNGkpT+pgcXGZ+bZm3Uz1kdhYRVvkcr9x7eOXew7fwARE1CWR3l9I00cH48hQmi0mbR0Xkh2exWRlbniKvp5zHdS8/RGRtwi/xkse/iciahF/jo+e9j4iaBCI+fs4vEVEdT0TNp/GoOu53sS/+Av8rcv8vsQ/fgjBH/zU5hJoef8J6TQ0FLof5OeIoF+6ncnV/FtkpTSSn5zA5PfPhqKeIiMheoMLEH5tcNHPy4Ri5TauYLO8+yBf1V3Pivi9e/0qh6v+coDDkAXV1jRptJSIi8gvlFjuLZX6elbw8Jq5do+CQK/Ee4TQX1mA0bH7SqFiYWqfiVT9Pr1eTHNxEZ90URoMZux22LCaGFscpG6wjtvEVfkXheObcxTv/PvfKokhuzaZquJG++WFWjGvY7KqriMiPZdNkpG6slaDyaC5m+OGdf5/bJRGfRvGnEVAS+UtE/C4CSyPfRcm/j4CSSAJLH/8aJY8/efxShh9/i/rlpEf0MbpnBxz9V+UQanr8BzaDgaFbPngFHuVkvA8uZ3MJdi0jI6uU0upajFtbjl6iiIjId6XCxB+LL1viQtQEU0tm7HY7ZquF6/kheNx4RtD+eDpOnicxJo7R8UmNthIREfmFcoudydjby8zjJ9Qeu0i5swej2fmYl5b4+MiHzWqnp2GGl3cbeeZdTXXmILPja1gtn+Y5c+sLNE108Ko9j+DyaK5kBeKVc49bReFE1ydT0FfJ26keplfnsFgt3/tHFRH50yw2CyNLE7zuyMc9O5DrecEU9VUxtTrLinGN1a31T8P4a6xtbfwS67+LddPGu9j6fWyYDGxsvYv1LQMbps3fhOGTKBuq43bxI7rn9mbDA9T0+I82GhrIcjnEPyOOcunxazz2ZfLmRTMJKZmMjE9gtWompYiI7C0qTHzewqoFl6hxkiuXMJrffdAfWBjlp5jzXHVK5uXfA2kKeUh6eiYbBoODVysiIrJzKLfYuWwGAwOZJZSdvUbNMWemnz5js7MTu+nTMd+zY+sUJnTz9Ho1aQ9a6G2awbT1+eaFwbxJ79wQ+b0VPKlLxDv/Ph7Zd/ApCOVB5XMyOgupH2tjeHGcDZNBY7BEZEewY2d9y0DNSDN3y55wOdOfx7Uv6Z8fdvTS5DPU9Pg37EYjQwF+XAk8zNlEP1wuFhN4poTMjEryisvZNOqUh4iI7D0qTHxeZsMKZyLHGJoxYfvls/nThhScHvvi8c9UyvZ7kPPiJbUNzZhMGm0lIiLynnKLnc1mh5L8LmLcoijed4bR6zdYLSrCPD0NH20ENRktdFRPEne7nhifGhoKRliY2sBq/fdNi+m1OWpHWkhsySSwJBL37ECu5gZxuziCF02vKRusY3R5ErNOgIiIg5itFgYXRkl9m4t7diA3CkKpGKrHYNp09NLkD6jp8W8Ympp4c/EQ/3p8HI/YbNwP5pAW1UJCSiY9/YM65SEiInuSChO/t2Kw4vlikqj8BTZN7055LG2u4pR2ldv34rn9j3g6/EN5mZDEyPgkVqtGW4mIiLyn3GLnW9u0Epk3xy3vTN4c96TX5SKzDx+y0dSEbXPzk5FXU0Mr5MR0EH29mvSINgba5jBv/bn6yapxjY6ZPrK6SwitjMEz5y5uWQHcLX1CYV8Vo0tqfojI92Oz21kxrlE13EhASQSumX48a0hlaGHsw3Ms09NsdnQ4cJXyOWp6/AH71haDd29zOfAQl9LucsGzAr+TReRm1vImt5DVtXUdsRQRkT1JhYnfK+9c50T4KB2jm7zvZxT1V7M//iL+Lmk8//t96pLSSc/MZcOwiTIIERGRXym3+DFMLZkJTJvBNbCa1JuRdF1wZfzqVZYzMtgaGsJu+bUZYTSYaS0b57lvLc9v1tJcPMbSrAHbfzj18TGLzcro8iT5vRUElETgnh3I3bJfmh86+SEi28xkNdM/P8LL1kyuZAVwsyCUyuFGtqy/jvfbGhpi+OBBhvbtY+7JEweuVn5LTY8/YGhtJdX1MD8/PoF3YgFuR/JJCGsk6VUubZ1dmC16cxURkb1JhYlPGU02fJOmufd6FsPWu46H5ZcLzK+nPuDqz2kUnw8jIz2HuqZWzGaNthIREfmYcosfR9+kEe+EKc6FtZAZm8VASChjbm5M373LelUV1qUl7LZfT7SO9y2R/qiVqGtVZEW3M9yxgMX016dmzK0vUtRXxe3iR7hnB3KvLIqi/mo1P0Tkm7Pb7SxtrlA+WI9fUTiumf7EN6czujTx6fPMZkaOH6fvb3+j729/Y+D//l/Wy8sdtGr5LTU9PsNmMtEfHMiFO4dwTw/hwo0abh4pIO9NA68y81hYWtIpDxER2bNUmPjU25FNjoSOUN9vwPLL7sWBhVH+J/YMkY9S8f8pibcvMklITGNUo61ERER+R7nFj6VpwMDlZxNciWykrOotMwVFTPn5MeHlxfzz5xi7urB/tMnDsGqiqWiMp97VvPCro7VsnJX5TWxfkBPNbSxS2FeJf/FDrmQFfGh+jC1PqfkhIl/NZDXTMzfIi6bXuGXd5lZROLWjLVhsvzZr7XY7NoMBY18fQ/v20f23/03D//MzNf91goWCUgeuXj6mpsdnbHZ08NLtEPujTuH3qozLxwt5druWtDcF1Le0octHRURkL1Nh4lc2O9zPmMU7YYoN468f3KPrkzmZ6sUDlySi9z+lrria9Jz8d6OttHFCRETkE8otfjyl7eucfzzCrZh62rqH2BgZYSktjQk3NyZv/HLR+dTUJyOvRroXSQtrIfp6NXnPuxjtXsT8Bac+4OPmxyOuZAUQVB5NsZofIvKFbHYbCxtLlA7UcrPwAa6Z/iS1ZTO+Mv3uCXY79q0tTKOjbNTXs5SSwnRgIEMXXCn/Pyd5+v/dI/pkMjXZQ8yOrX1RU1e+LTU9fsNuNtMfFsT5u4e4nhmOa0AT3gfzyX/dTMqbXKZn57DZ9C+uiIjsXSpM/Gp0zsyxsFGK2tYwWd41M5Y3V3FKvUpEznN8D6RS4JtGRkY+dU2tmDTaSkRE5HeUW/x4rDZIqljkzMN+whJr6R+ZwGKxsNnWxnRQEONXrvx60bnB8OGi89VFI3W5w0RdrSIhoJ72qknWl7ew2b5sU8js+gIFfZXcKgrnSlYAweXRlA7UMr48reaHiPwpWxYTnTN9PGtIwS3zNn5FD2kcb8cO2C0WTJOTGFpaWH7zhumgICauXWPC3Z2JoPs03k3k2cUsIi/k8+pBC489KkkLbaajZpKlWYOjf7Q9TU2P3zB2dxPncYQD0ae5l1WN6+lSHl2r4k1mCRV1DTrlISIie54KE796VrTAhahx5lctHy4nL+6vYV/CBVLCE/H7VxqteU0kpKQzOjGljRMiIiKfodzix7S8YSU8e47TD7p58qqOkYlprFYr1pUVVvLz3xUGr11jOT393UXnH23+GGqfJzm4iejr1RQn9jDRv4zF/GWnPuDX5odv4QOuZAcSUv6UkoFaJlbU/HCkdZOB2fUFNs1GRy9F5HesNivzG0uUDNTgnX+fixl+pL3NZWppCsvsLJvt7azm5zMbFsaktzfjly8zExTESk4Oa529dFSM88y7hviAeka6FtnatNBeNUFycBNRV6vIimpnsH2e9RXTf16MfHNqenzEbrHQ++g+p+8dwjcnkiuhb/H6OYe8lFYSX2UxNjGFVcUKERHZ43ZCYcLJyRUnJ1eSk9N/95i/f8iHx9vbuwGIiIj58LVvZX7VwpmIMV7VLH845WGxWbiWF4xv3n2ennlG5PEUamtaSc8twKDRViIiIp+1E3IL+TLjC2b8UqY5G9ZGXFYDE9NzWK3vmhdbAwMsxMQwfvky03fusF5VhWVxEX6pqyzPbVL1ZoAoryqS7jXSVTeNYc30VfnSzNo8+b+c/HDLus39imeUDtYyrubHd7VlMTGyNEH6/8/efX81na57H/8jz3n2OXuf3c6cqduOAmJBBAtiF0R6kaIIUkJvIZBACL13EtJ77/X9/BDHmdnTLDg6w/1a615rBiT5gph15/58r+taG+bJVBMjO5O4Qt6PfVmC8FokHmXVvE3VdAvZPbe4NVLK7MoE4Y0NvKOj2MrLMRYUoD9/HvOdO3gkEkKbmyTDYYLeKEvjeqpzJ2l9MI9J7Xn9uKlUCp8rXdH29Po0T69NI23ZRr/jJhwUN9L/lkTo8T2R3V3qcr/gn7UneDwyy7nTCh6cldHXr2BkXEE4EvnYlygIgiAIH93HPpgoL69/HWacP5+PxWL7wecLCx8CYLHYKC+vRyqVI5XKAWht7frJoORddE17OFGuQ2ePfduxgT27lj89PY6k7xl3/vacwRI5kt4RVAuitZUgCIIg/JyPvbcQ3s+mPsyVZhMZpQu0j8xjdbheV7emYjEC09OYCwvRX7yI4+lTQuvrpKLf3fm8s2jl+d1Z6vKVTHTsYj7wkoi93w2nVp+DoW0510cec773Fg/ldYzvqzB4LSL8+ICSqSRWv4PR3SnujVeR3XuLjK5rZPcU8nyxmwOXgUhc3PUufDzxZOLV7+gkVwbuc/bZRVraS9nr7cBeU4Px+nUMFy5gKizE1dZGaGWFhN8PQCqZwmMPoexVU3V5kp7qVRymwE8+TyKRwqrzIWvbpiZvkme3Z1H2pud9JOLihvrfggg9XkklEuxUPubYg8+4M1zDxYpNLv9zkL6mJZ619bCr1ry+W0EQBEEQjrKPfTDxbagB6RDj2wDkW6urmz9b1fFTf/5NpFIpgsHQ62V2BMiq1VE5YMHlCb7+eMXkc758kcNwQSk3/9KBamyL5jYJu/sH+P2BHzyGWGKJJZZYYn3KKxL57Q4mP/beQnh/s7tBMmv0XKiYYWBiEafb84OKjZjZjLujA312NsarV/FKpcRMJnh1zuIw+pG1bVOdO8nL4kW25iyEAzF4zyJZq9/B4PYE10dKON9bxCN5HRP7Mxg8Ivw4bO6Ql3n9KpXTz8nsvsktaTkT+zNsWPdonO/kfG8R98arUB4s4Iv89EGxIHxIkXiUZeMm5VNNZDSd5+r9fyErvoapsBDDxYsYCwpwNjcTmJ0l4Xb/4GsTiSQ2vZ/R51tUXVIgfbGNz/XrbdvisSSadQd9tWtUXJDT9miBFYUBp0X8G/jQROjxSlSjoTr/Kz6rO0XN+CJns1XcPiZlsG+a3uExgiHRkkIQBEEQ4OMfTJw/n//6v/89xFhd3XwdirS2dlFeXv/6c1Kp/L2qPFKp1Os1uuzlm1Itm/oQ8USSVCqFO+TlX+251IzW0vzZA0q+7mZ6eoWugWECgeAPvl4sscQSSyyxfg/rt/Kx9xbC4Rhe9HKuWsv12inksyt4/f4f/R4FV1awPHiA/vx5rKWlBOfnSfr9pJJJUknYnDHTdEtFXf4Uyj41Vv3h3BVt9TsY2Jrg2nA6/ChW1CNXz2D0WkX48Z78kSDbdg3PFrvJ6bvNlcEHdK0NY/XbX/+ZYCzE1MECBcPFXOi7Tff6KBafnURK3PEufHjxRAyT08jQuoyLHdc5VfQPGq+fYO1KDsa8PBx1dQSUSuJ2+09+fSKexLjvoadqhYqLclQDGiKht3vdiIbjrE+baHs0T8UFOd2VK+yv2t8oOBHejQg9AFIptmrK+OrhZzySNnClbofLn4/QVb3Ii/Z+1rZ2iIsqD0EQBEEAPv7BxLctq+DH7a2+H2xYLLbXAUlh4cMfBCDvIxhJcvWZieJuK6Hod2/UpLtK/tacwWRjBY/+Uo+kRIWkdxTV/BKxmHgzLQiCIAg/52PvLYTDEYuneC53caZynwdNchbWtgmFf3ygF/d68Y6MpAed5+bi6uggsr//etC5RedlqGmTqssKOp8ssbNoJRY5nDMZi8/OwNYEBcPFnO8tokTxlIn9GYyi7dVbiyZiaN1GutdHuTbymOyeW9TNvkTj0pP8mTBj36GlbKqJrJ5CKlUtrJm3xZBz4cNIpUiFw/gMOuZWFZQMPuFk6TdcLznNxN087BUV+MbH0xVnvyAeS3Kw4eBl8QKVFxUsTejf55IIeCPMDB5Qf01Jbf4Uo8+30O+40pVtwqESoQcQ0+l4cu1rPqs7RbNyjTMX57jx5TAjvXN09A7i9vo+9iUKgiAIwifjUziY+PdB5uXl9a9DjX8fZC6Vyl///7FjWT9oj/Uu5veDfF6sZWE/RCL53QDzvKGHFPTeY/psHtf+9JKp4W2evexGZzS/7mstCIIgCMKPfQp7C+FwuPwJHnVbOV22RVmrgs3dg5+9+SOiVuNoaECXmYm5qCg96NzhIJVIEIsmWJ000nBDRX2BkiWZHq8zTDJxOBVIFr+dga3x74Uf9cjVs5hE5cev+nZux9jeNPfGq8nqKaRE8ZQl4wah2K/PwnUG3fRvycgdvE/BcDGju5O4w2LIuXA4ktEoUZMJ3+oyu2P9dDTdJ/PxcbIbL9DRUYZ+pJ+oTvdGjxWLJNhbtvP87hy1V5VszloO5xoTKexGP+Mvd6m5MkXTrRmmevaxaL1i3schEqFHKsV2QxWfP/qMsvFmChr3ufS1jJZHc7RLhphfXiUmBo8KgiAIwmtH+WAinkhxt9PKtRYzwch3G9J9h44/PT1OX1c1Hf9TwL3Pe5mUL9HZP/yTdzgKgiAIgvCdo7y3+CPS2qJcf2Emo2yVus5JNDrjz3bPSCUSBFQqTDdvor9wAXt9/Q8GnZvUXrrKl6m6rGC4eROT2kP8PYecf5/ZZ6N/S8bVoUdk996iRPEUhXr2VdsrcRb07zxhHwuGdapULWR23+Tm6BNke9O4Q28XWiRTSdbM29yRVZLde4sXy73o3EYx5Fx4J6l4nLjVSmhjA8/ICAdljxm6nsmNK3/lVH0mD4bLWFtXkXqLLj7RSILNWQtPr0/TcGOa/ZWfbn31PhKxJNpNJ3116XkfrQ/nWZYbcFmCh/5cR9GRDz2iRiMlN7/h86en6Zjb4mTeMgWfDTHSs0CbpB+b3fGb9jIVBEEQhE/dUT6Y2DdH+N+HGsbX/MS/t2eunWnj67aLbNy4SsVfa2l7MEuXaG0lCIIgCG/kKO8t/qjWtCEuNhjILFvked8UBpOVxC9UvsasVtxdXejPn08POh8bI2YykYrHCXqjTPerqbyooPXhPLtLNqKH1O7qW2afjb5NGfmvwo/Hkw0oNHOYfDYRfgCBaIhd+wHPF7u50HebywP36FwdwupzvNfjGj0WGuc7ye4p5N54FdPaRTHkXHgjqUSCuMNBeHsb3/g49spKtFfzmD75BU8z/05W5Wku9t1meGsC/1v8TqVSEA7EWJ00UpM3xfM7s+h33b/+he8hFkmwOWPmZfECZecnkJQvo16143WKm+fex5EPPbaaa/lnyWfUyF9w47mGS8cnqL85jaRXytTsPFFR5SEIgiAIP3CUDyaqhhxk1RrwBL97o+0N+/jm5WWqByqY/evn3PxTK7KuDZrbJOgMRtHaShAEQRB+xVHeW/yRKbcCnKvRc6lyGsmIEovN/ovBB0BofR3Lo0fos7KwPn5McH6ehMdDKplka9ZMww0VdQVKVuQGfK4wqeTh3qRq9tno3Rzj6tDDdPihaGBSM4/JezTDj0g8it5jpndzjGsjJWT1FFI72/aLczveVjCaHnKeP/SInFdDzq1+MeRc+LFUPE7cbieyu4tfocBeX4/x2jX02dns5F5g+FE+RU35nO26xpOpRnYdB2/1+MlkCq8zzNywlqrLCtofL2LT/3YjDyKhOHPDB9QVKKm5MslI86aY9/EejnToEbVYeFh0jM+fnmFgeZ9/XVvjyt8HGOlY4kVHLwazRRxUCIIgCMK/OaoHE3ZvjG9KtXSrPMTi373BHttLDzBXVt5j4B9Xuf3PbsZHF+nsHyIc+fW+xoIgCIJw1B3VvcVR0Dfv5Wy1lpt1CoblMzhcLpK/ElQkAwF8UinGK1cwXL6M88ULAtPThNbWUA/O0XK5n4pzI4y1bGFWu0kcYrurb5m8Vno3pOQNPSS7p5DSqUamDuYxH5HKj2QqiT3gYkI9y4OJGs513+SRvI5F4wbBDzR4XO3UUTrVyLnuG1SpWli37Ioh50ddKkUyGCRqNBLa2MAnk2GvrcVcWIg+Oxvj1auY6+vYGJHQMdVOTu9tLvXfRbqrfKP5Mt+XTKRwmgOMt+9SeUnBYMMGHnvoA31jPy+VTF/HRMcu1bmTNN5UMdm9j1XrIxZ98wq3RCKB0WL51dfbP7IjHXqst9Txt8f/R5OyndsvdeScUlB2UU7fwARjiimiUdFLUBAEQRD+3VE9mGiddHG8XIfJFXvd+jKejJM3+JCCnjtsHPuKhq8babwxRWf3KKqFJTEXTBAEQRDewFHdWxwF4ViKp1InGZVq7jfImFAt4PH6SL5BG/HowQGOxkb0OTnos7Iw5OZiLixk/9Yj+o49puQvDby8o2RbtoVvdYPwzg5RrZaY1UrC6yUVjZJ6zxtZ0+HHGFcGH6TDj8lGlAcLWPz2P2z44Q37WTFtUTPzgnPdN7gxWsrYnvKt53a8C1fIQ9+mjEv9dykYLkG6+9s8r/DpSMXjxF0uIhoNwfl53F1dWIuLMebloTt3DmN+Po76enxTU7gMB8zolrgrq+Ks5DrVqhbUzjcbUv59iXgSy4GXgfr0bA1F1x4h38c9E07Ek+h33AzUr1N2foIX9+dYGtfjNAfgV14+o7EYnX2DtHX30TssPbI39B/Z0CNis3L77nG+ajjL+JaOrwu3uPTXfgZfLPOsrRu1VndkfykEQRAE4Zcc1YOJzBoDzeNOIrHvdpn7Di3/7+kxel88ZvXv/8edv75k8NkyTa0SdEaT2EsIgiAIwhs4qnuLo8LujXOv08q5ql2Km8eYXVonEAzypuNTIxoNAZUKT38/zuZmbKWlmK5fZyq3kuqTEsr/pwbZv4rYu3oL8/0HWMvLcba04B0aIqBSEVxeJry9TVSrJW61knC7SYbDvPEFACafjZ4NKbmD98nuKeTJVBOyfRUbll0MHgv+aPDQ2j19LMFYiH2HltblPnJ6i7jYd4f21UGs/sMf4PxLUqkU65Yd7siqyOoppHW5D73H/Icfch6JR/GEfYTjERLJw51Z80lLpUiFw8QsFsJbW/gVChyNjZjv3EF/4QL6zEzMt2/j7ugguLxM3OMhmoihdupoXxngfM8trgzcR66eJfoOQWQ8lkS/46LzyRLl5yeYH9WRSHw6/5Zj0QRbcxZeFi9Qem789bwPn+vnq6CkiinqW16+XqqFpd/win+exxFm4Okaq5Om3+T5jmzosdJaz1/LPqdtppv7XQbOZ81w7+QYA4NT9I3IRDsKQRAEQfgZR/Vg4kS5jj1ThO9XCNfOtPJly3nWL2YxlfWIW//oZqRvjo6+QUJhUY4vCIIgCG/iqO4tjhK1JUL+cxM5NZtUtclY29ojEom+rp59W6lEgrjLhUaxTevtaSpO9dF7qpL13Hvo86+jv3QJfWYmurNnMVy8iOn6dcz37mErL8fZ3Iynv5/A9HQ6ENnaInpwQMxsTgciodDPVoiYfDa610e5OvSQM10FXO6/x8OJWl6uDKDSLrFj12D1OwjHI29UzfIpiMSjGDwW+jdlXB95zLnuG1SrXqBx6j/q4bvJa6VhroPM7pvcG69CpV16q4HUvwexRAx7wMmmdZ/BbTnPFrvp3RxjYn+GOf0qq+Zttm1qNC4DRq8Fe9CFN+wnEo/+vkO2RIKEx0NUpyO0vIynrw/rkycY8/PRZ2aivXQR7eNH6Pu6MG4sYnSZ0Dj17Ng1rFl2GN9XUSQt50xXAfVz7Whdxne6jFg0gXrNzosHc1RdVrA29W6P81uIhuPMj2p5em2aqksKhpo20O+48LiC+AMBXG4PVrsdndFEz9Do90KPdmY+gdDDbQty5+thLv2nhMLPB1mZMHzw5zySoUfYbuPm/RMcazjL3L6Zr+/tkfvZML1Pl3jW1sPGzh7xxBFKVQVBEAThLRzVg4kOpZvI93pGe8N+/tV+mUpJCRt//i/aL3RSdUlOh2REtLYSBEEQhLdwVPcWR82SJkjOUwOXa5Zp6JKxp9ERj8ff+3G9jhATHbtUXJDTWbaEZt1ByJZujxNaXMQ3OoqrtRVbRQWmwkIMly6hy8xEn5GBIScHU0EBlrt3sT55gqOxEW9fHwGlkuDyMqFvAxGTibjTSTIYJJVI4Ai6mNOv0rrcR6G0jAzJdc5KblAwXEy5spn+rXEWDetoXAacQTfx5Pt/n4ft27kdCvUsD+V1nJXc4MFEDYvG9Q82t+NthWJhJjXzXB16SE5vEb0bUqx+x+96yHkqlSIQDXLgMjCpmaNm5gWX+u5yujOfc5IbZEiucbLjKme6CrjQd5urQ48oGivnkaKeKlULLUs9DGyNM6mZY9G4zpplhx27hgOXAZPPhiPoxhcJEI3HPp2q81SKZDRKxG7Dq97FOq9CLWllteQuqgunkX39V0YzvkD2IB9ZZy2js/30bEhpXpBQOf2cYkU9t8cqKBgu5lL/Xc5JbpA3+JCpg4V3Dn9ikQQ7i1aaClXU5SvZWbAe8jd9uBKJBKFQGL3GRlfdHLeP91J+WUZf8xIT0iVkChVDMjk9Q1L6RsZ41i6h6WUnA6Oy3/5a40kiwTh+dwSXNYjN4KenaoXL/ykh9z8lXP2fXmrypj74dRzJ0GPuZT1/rvgSyXwvpX1GMi/NUfjVMCMDs3T2DeHz/7GSY0EQBEE4TOJgIm1sT8lfm8+geFDAzqmzFH/dg6RmgcYXXehFaytBEARBeGNib3F0KNb9nK3Rc61+jra+cfRGM4lDuOk0lUqxNmWk9uoUQ2FcKQAAIABJREFUjTdVbKjMBL0/XUmSDASI6vWElpfxy2S429uxV1djvn0bQ24uusxMdGfOoM/KSg9Kvn0b6+PHOJ4+xdPdjX9yktDSEqG1NUJrawTX1tifljHc30h5000uPDnF14+/JKMhixt9D6hVtSLbVbKmW+NAu41Dt09IryNmMBAzGomZzellsRC3Wonb7enlcJBwOom7XCQ8nvTy+Uj4fCQDgfQKhUiGw6QiEZLRKLzh/tMb8bNm3qF2po0MyXWufeLzM9ROHaWTDZyVXKdK1cLG+ww5TyZJhcMkAoH0zy4WS3/sA1fmROJRLD47K6YtXq4McHP0CWcl17nUf5emhS6WjZvY/A4MHjMbll2mNPMMbI3zYqmHCuUzbo9Vkjtwn+yeW5zuLOBERx5nugrI6b1N/tAjisYqKFbUUzPzgtalXoa25SgPFlg0brBu2WHPcYDObcTss+EMuvFHAkQTsUP5vpOpJJF4FF8kgDPoxuK3o3Mb2bPss6HfYEm9hGplgqHOap49OM+TnL9zJ+fPFN76iht1F8nvKORS720yewo52XGVE+1XyJBcJ7s33brqjqyCMmUzzYsSutdHmdTMYfRa3vl6o6E469Mm6q4qaSxUcbDpfO+fwWGKxeOEwmG8Ph92pwuTxcq+RsvS2gbKuQWk8mk628apuT3Go4xRHmT301g2yvTkGgaTBZ8/QDKZxO50Hfq1pZIpYpEEQV8UryOE0xzAovWi33VxsO5gd9HGisKAslfNyLMteqtXaS9ZpPKigiv/1cPl/5Rw9c899NasHfq1/bsjF3oEHTYKik9yqiGLDaODY4/U5H0tpb1snrauAZbWNg7lTgNBEARB+KMSBxPfDjB/QL6kiLV//o2VR88p/HsPfZ0qOvqGRJtMQRAEQXgLYm9xtHTPeMis0XL76SQ9I3LMVtuhBB8A2k0nLffmqL48yWT3Pg5TgET8zW9ESYZCxEwmQmtr+OVy3F1d2GtrMd+9i/HKFXRZWWhPnUJ37hz6nBwMFy9iuHQJQ24uxrw8jFevor6Wz3RRLq33znP34WnOFX/D1yVfcLb0GNfLzlJTcYWBqiJUVQ9YryzmoOwx5iel2MrKsFVUYK+qwl5djb22FntdHY6GBhxNTTifP8fZ2oq7vR1XZyfu7m48vb14BgbwDg3hGx0loFIR2tggqtORcLlIRX84ByMYDaFx6Wlb7ient4ic3iJervT/5nM73oUrmB5ynq5+eMjYrhJP2PfrX5hIkPT7iZnNRHZ3CczO4h0cxC2RpH9uMhkBpZLA3BzBxUVCKyuE19cJbW4S3tkhsr9PVKMhqtMRNRiImc3EbTbiTmc6iPJ60wHUTwQoiVQST9jHvkOHbG+aJ1NNZPfc4lRnPg8mapHtTWMPvPmBezyZwBv2oXebWDVvM6mZo29TxrMFCWXKZm5Jy7k8cI/M7puc6szneEceZyTXuNB3m4KhYu7KKnk82UDtTBsvV/oZ3lEwrV1k2bTJpnWPPYcWnduExWfHFfTgjwQJxyMEokFcQQ9Wvx2Dx4zaqWPbpmbNvM2CYY2pg3RA07bcR62qlccTddzue0hewyWyS09wuvQbjtWc5ljbJc50FZDVU8jlgXsUScspnWqkYa6DrrVhpLtK5vSrbNvUmLxW/NEgqV+b2v0WUqkUAW+U5QkDVbmTtNybw3zw8YK+VCpFLBYjEAzi8fqwOZwYzBZ29jUsLK8xOTOHVDFF/6iM3mEpQzI5iulZltY22NdoMZqsrM0YaX+8SMlZGZ1PlthftuN1vnulViKeJBJKV2m4bSFsBj9mjRfdtgv1moOtWQvzo1rG23for19DUr5M68N5Gm+qqLkyyZPsccqyJ6i6rKCuQEnrg3l6a1aRte3QU7nK/eOj9FStHuJP8ecdudBD1fWU/6r8gv6FAaqGzGRcWeb650OM9M7TJunH4XJ98HRXEARBEH7PxMFE+m6zPz09jqTuNruf/S9DjyYoPiOlvWuYmYUlYuIGCkEQBEF4Y2JvcbSEoklqhu1k1RzwqHmcoXElNofz0KpkPbYQ0hfbVFyQ0125gnbLSSz6/qFKMhIhZrEQ2tzEPzmJb2wM78gInsFBPP39uHt6cEskuDs6cL18ibOlBeezZxw0P2XqeQUtL0u40/OATMkNTrRcJLviNDdufUnNxc/oy/qSyZyTrOZmo8nPw5CfjyEvD+OVKxguX06vixcxXLiAPicH/fnz6LOz0WdlpStTzp1Df/YsuowMDJcuYbl3D0djIz6ZjNDqKv4DNXqTmoGN9NyOjK5rVE4//6BzOxLJJKFQGH8gQCx2OHvjFOkh57fHKjjXfZPW5X70HvMPBlin4nESXi8xk4nwzg7+6Wlc7e1YS0sxXbuG7tw5tGfOpGe+nDuHLiMD7alTHJw8iS4jA31WFoYLFzBeuYKpoADTjRuYi4qw3L+PtbgYa2kp9spKHLW1OJua0kGURIJ3cBCfTIZfqcS1OMfB9jKze7M0z3eR13WLE1UnuVh1lmbJEzYWFYR02h8FKEmfj2QwSDIaJZVIwDucTyaSCdwhL1q3kWXTJnL1LD0bUpoWuiidbKRQWva6RdTJjqscf1VVcbH/DtdHSrgrq6J0soH62Zd0rA7StzlG+8oA9XPtPJlq4t54NTdGS8kdvE9W901OvrjIV9Un+ObR5xwv/B/O3Pwbl+9/ze0nmTypvkLTs3v09tUxOTvIhn4Dg8eMN+x/5xZlsXgKqzuGxR3HE0wQjiXfKBZJJVO4bSGUvWoqLynorV7Faf5tOv2kUimSyRSRSBR/IIjb48Vqd6A3mtjY2WV2aQXF9CwjEwp6h9PtqUbGFSjnFljb3OZAb8DpchP9mfbJsUiCxTEdT29MU54jZ+DpOoY9NyFf9N+uI/1nQ/4oPlcYpyWAVefDsOfmYNPJ3rKN1SkjqgEN0pbtdJXG40We35mj/to0lRcVlJ4bp/yCnJq8dFVdR+kSg40bTHbvsziuZ3fRimnfjdcROpTX3ffx0UKPY8eyOHYsi9bWrh98XCqVv/7csWNZFBY+PLTnDDrt5JWc5NzTbDRWD8cfa7h6aoJn92bp6hllen5RHFIIgiAIwq8QBxOvBpg/y2bt7ElMjx5TmTlKa8kMDc+70BvNv5vBlYIgCILwKRB7i6PH4o5x66WFC3X7PGmRMa6cxeX2HFrwkUgkWZYbqM6dpOnWDFuzFkKBGKnkx9+j2QMuVLplni12c224hFOdV8nousa14RKqplsY2pazYtpC6zbiDnqIxyKkotF0K6tgkLjXS8LtJu5wELNaiZnNRA2G10Oh3T09WJ88wZCby8Gpk6yez6CvOI+i2kscK/6SG1XZTE104zPqSAYCb9wS600kkkmCoTAujxetwcji6jrKuQX2D7SEQuFDu8nY5LXSMN/JOckN7o1Xo9qbw63XEN7exj81hbO1FUtxMYa8PHRnz6LLzMRcVISrpYWAUklErU7/3IxGImo14a0tgsvLBFQqfBMT6TCrtxdXezuOZ89w1Ndjq6jAUlyM+e5dTNevpwOpixfTAVRWFuqM0ywf/5KxL/5M4/E/cS3/H5x6/DWnKk5yr+Qs/bdz2CoseB2gWIqLsT15kg5Q6upwNDXhevkSd28vPqk0PVdmYYHQygqh9XXCW1tE9vaIfFt1YjQSs1qJOxzE3W6Sfn965kw0Cr8SmMSTcZwhD2qnniXjBuP7KiTrIzyd66BE8ZTrI4/J6S0iQ3KdU535nJVcJ6e3iGvDJTyUVVE1XEVzTzmdbaUM1d5j4kE+s/k5rGedQZt3BXtNDb6JCWJm86H8fUM6OPCHEyzshygfsFM56OC53MnospdFdZBtYwStLYrFHcMTTBCJfa/iJpHEpvcx+nyL8hw5Yy+2CXg+XGV+IpEgHI7g8wdwut1YbHa0egNrWzuoFpYYn1IxNCane2iUvhEZo/IpZhaW2djZxWAy4/H6iMffLjBIpVL43WEUkj0qLsipK1Ay0bHDwYYT/a6bgw0HO4tWFmU6FF17DDas01258rpKo/rKJE+yxinNHKfiopzaq1M8vztHd+UK0hfbzAwesD5tRrPhwG7wE/J/+vMrP0roUV5ez+rqJgDnz+djsdh+8s+1tnYhlcoP7XnlXfX8d+WXjCwO0SC1cqJgjav/GGCke4kXnb2YrTbRf1sQBEEQfsVRP5jwRQJ88/ISFa132fzrX9D2TnLjbz10PVPS0TMoWlsJgiAIwls66nuLo2rXGCav2cSVhl0qW6VMzy/j9fkOtfvGwbqDZ7dnqc6dRDWgwWUJkkh8/ODjW4lUAr3bhGxPRY3qBbkD9znWnss5yQ1uSctomO9AoZ5j26bG6LXgiwRIvOG5ldtuZkHRR1nDdU42ZnG5OZe2u9lsXMrGdOMGtvJy3N3dBObmiOzvEzObSfh8pN7yZuBEMkkoHMbl8XCgN7C4us7YpJK+kTGGZHIGpRP0j8pYWtvA6fYQf89WZqlYjITLhVe9y+hAEzmlJzhbcZLnZXmsXDmPJuMMhvPnMd+7h+vlS4Jzc8RttnTlxGF6NZzb57Si2V9FPjNAVX8ZF14WcOLlFa713qdjuIHtIQme3l7cHR04nz/HXl+PvbISa0lJOkC5cQPjlSvoL1zAcP48+sxMtGfOoD15Eu231SfZ2RguX05XnhQWYr57F2txMbbycuy1ta8DE09fH97vBSbBlRXCGxs/CkxiJlN6hsy3gcmrCpNUNJr++0+liCfj2AMu9C4TDqeFoNlIZG8Pv1KJ89kzzEVF6LOz0WVkYLp5E1d7O6GVFRLew28XFU+kMLli9M97uNJs4nKjkYcSK1eaTWTXGThXoyfvmYm7nRYqBuy0yF2MLvlY3A+yrQuxueqku2qVh2fHGe9WE40cQuVXMkkslp69EQgG8fh8OFwuTBYb+wc6ltc3Uc4tMKZQ0j8qo3twlAHpOLLJaRZW1tjd12C2WgkEg4f6mpdMpLBovQw3bfL4rIySDBn116apuCDn8VnZ69ZT9deUtD1aoL9+DXnnHgtSHdvzVgx7Hjz2EPHo7/98/KOEHt+v3mht7XodgHyfxWKjvLz+nR7/255o319um5kLJcfJqstCY3ZwukxL/tlJqvIm6emXMaZQEggGf/R1YoklllhiifV7WIfVB/lNHPWDibE9JX9pPMXE9fPocnNRvFjlztfDtLYNMrO4LKpGBUEQBOEtHfW9xVG2sB/kfL2B602b1LWPsLi2QTAUOtRDQJclyHDTJhU5cnprVtHvuInHPs0DvWAszLZNTf+mjGJFPed7izjefoWcviLuT9TQttLPjG6ZPYcWq99BKPbj6olQLIzObeLlygA5fbfJ7rlF63IfZruB6MEBvvFxHA0NmK5fT1dBZGRgvHoVa0kJrvZ2/CoVkd1dokYjCY/nJ0OQ5E8EHVKFkt5hKcPjCuaWVtEZTYTDEQLBEOvbuwyOTTChnEFnMBGNvuFd4qkUqUiEuNNJVKcjvLGRvv7GRix376LPyUGZe467NZc41ZhNce0VFqRd+G2HV2HwU6KJGLaAk3XLLpL1EW5Jy8joukZObxH1c+0sm7YIRkNv/oCpFMTjJP1+4nY7Ua2W8PY2waUlAkolXqkUT18fzrY2HI2N2Kuq0lUnt29jzM9/XXGiO3cO3avA5ODEiXQbr+xsDJcuYczPx1RYiOV7gYmjpgZnUxOutjY8vb2vA5PAqwqTwOoq3oUFvENDWMvK0Fy6xPY3/2LnTAbaBw9xDAwQ0mhIfsD3P5FYinVdiIoBOzlPjTTKnBidMVIpCMdS6O1RFveDDC36aBp38kBiJbfJSHadgbOVOi482Cbv3CSXvxjl4eNNpCt+ltQhdowRDqxRrJ74q8qQ1A+KY5LJJNFYjFA48nrmhtPtwe5wYrbaONAZ2NrdY3F1HdXCEgrVLKPyKXqHx+gZkjIkm0ChmmV5bZP9Ay02u5Nw+Le7OS4RT6JetTPybBNl3z4rkwb2V+1YdV4C3siRGO3wUUKP8+fzX//3z4UeP/fxN5FKpX60CRrpquO/K79keKaf5jEz/7q5Re5f+xl8ucizl93sqQ8Ih8PvtdESSyyxxBJLrI+13rb89X0c5YOJeDLO1aGH5LXfYPW//xP3wCAN+QoaiqZoeNaJ3iRaWwmCIAjC2zrKewsBxlf9nKvRc79lhRc9Urb3ND/bu/5dxWNJFmV6qi4peHZ7lu15K+FgnEOckfxBeMI+lk2btK8MUCQtf91u6MrgAx5PNtC7IWXJuMGBy4DV70DvNjG8o+DGaCmnuwooVzajdupIpH78XiEVjxM1mdIzL1pa0nfuZ2WhPX0aw+XLWB8+xNnSgn9qKl0poNMRslpx2R1o9QYWVteRKqboHRljeFzB/PKroOMnqp6TqRQmi5XxqWkGxybY2t3HHwj+6MatVDJJMhQi7nAQPTggtLqKd2QER13dj6/vyRM8fX2E1texW/T0bcrI6Ssib/ABsr1pvGH/oR7sJpIJvGE/By4DcvUs5cpmsnoKOd5+hTuySqS7SmxvMZT8UCUSJF4FJpFXgUlgaQn/9HR69kx/f7pV1/cDk6IijFevor9wIV2xce4c2tOn0Rw/zvaXX7L2+ResfPkV619/w/ZXX7F2LpO523eYaX7O7LichZV1NnZ22T/QYjCZsdrs2J0uXG4PHp8PfyBAMBQiEokSi8ffurNOIpnCHUgwtRXgWouJvGYTE2t+YvFffpxUKh2UaExhevr03MuZ5FG2nMdVO9+FIdV6cpuMFL00Ud5vS1eGLKcrQzZ0QbZ1PjbUdpa3tMytbDG9sIxCNYtUMcWgdIKeISmSwRH6RmQMyeSMK1VMzy2ztrWD1mDE6XITO+TXMOHtfbT2Vt+2rfq59laHOcvD73ZwoewUF+vOY3R4OVdt4PqlGUoyxxkamWJQNkE0Gv31BxIEQRAE4UgfTGicev5f/TE6ywrY/fIL3HtGbv3fAG21Cjp6hkRrK0EQBEF4B0d5byGkdUy7ya7T8+TlHJ0DY2j1xg9yU4961UFT4Qy1eVPMj2hx24IkEp9m1cdPsfodKA8WaJjvIG/wIcfbr3C6s4BrwyWUKJ5yc7SUU5353JFVMqdfJRQLv9Xjx51OggsLuDs7sT58iDY7m91vvmHvzBk016+z/agYZXkFfRXV9Dc9RyWVod1XEw692fN4fH7mllboGxlDtbCExWIh4vESt9mIajQEl5fx9Pdjr67GeOMG2owMtCdPYszLw1ZZiWdoiPDODonAjwdQp1IpNqy73JKWc677Bm3L/Rj+bcj5u4jEo1j8dpaMG7Qu91EwXMypznxyB+7TstTDrv2A2Hs+x8eUSiRIBAJErFZcW9uoJ+Sonr9AXlXDUt1TNJ1dHCin2dzYZHF1nen5xVczKSboGxmje2iU7sEReoelDI5NIFVMIZ+eYXp+kfmVVVY3t9lVa9AZTVhsduwOJ063B4/322AkTDgSSXcveBWMxOIp1JYozyacXGgw8kBiZcf45u+zopEEW3MW6gqUVF6ZYEWlw+vzY7G5WNy20D+tpa5/h8LmVbIqVvimeI2vHm3yVfEOJ0o3OftklayyOS6UKbhWLaP42TiNPSp6J1ZQLOywvmfAYHbgDwSJxRKcrzdwolzHkjr4gf6WhHfxyQwyLy+v/0E7q+9Xg7yvkd6n/LnySybmh+mYsvPVnV3y/jnI4PNVml5I2FFr3rgnoiAIgiAcdUf5YKJ2po0vmjNZ+fr/cDx9ysLQHkVfDtHyfBDVwhJx0dpKEARBEN7aUd5bCGmBSJLyATsXGgxUvJyiZ3gco9nyQVq42o1++uvWqLggZ+DpOoY9N/HYb1c1fVjiyTg6t4nR3Skqpp9xoe8O10ZKGN5W4A69+1yFRCLxqnWVF83mFgtdEmZKSlnNL0CdnY32xAkOMjIw3ryJvaYG79AQweVlogcHxGw2koHAz87PSCUShJ0utmdmGWx8hqK+Ad2zZ1jLyjAWFKRbM50+jbGgAHttLd6xMSIaDcnwm4c3Jp+NhvkOMrqucVdWyaxuGX/k7Q6j44k4rpAHjVOPdE/JI3kdGZLrnO4soHSqAeXBwnv9jD8l37YqM1qszC6u0D8qQyqfQq3V/eINXclkknAkgsfre93uaXtPzcr6FrOLy8iVM4yMK+gflaUrIwZG6B5Kz7UYmZhkXKlianae2aUVltc32N5To9EZ0JqcqLa83G43c+LJLs1SAya7n1A4TPRVW+dUKvVqpkaMcDiCP5CeqeF0ebCYnSwpdJSeH+NBZj9DvTPp9lPTs0jlU/SPypAMjiAZHKH31dwZ6eQMQ1PrdCv2eSHTUzVg5F6HmctNJjJrDWRU68ltMnGnw0rF4KuZISs+ljRBTpbr+I+b+/zHzX3+79EBK5q3aGsmfFAfLfT4rfg8DjLLT5FXm4PZ5SW7zkDhtQWKvh5hdGQOycAIobd48RQEQRCEo+6oHkz4IwG+fnmJiuZbbP39r4S3tnj5cJ7qq3KeftvaKvmJ90gQBEEQhE/QUd1bCD9kdEa58cJMXqOWyrYJBsYUWG32DxJ8RMNx5ka0VFyQ03Jvjt0lG5FQ/Hfd5z4QDRKNv1sXk++CDg9ag5H5lVVG5ZP0DI0yPC5nYWUNg8lM0OUivLuLd2QkXY1x9Sq6U6fSw6wLCtLD0SUSggsLRNRq4lYrcaeTmNlMZG+P4Ows7o4OrI8fo710if1jx9j48kuWz55j/0kZ7vFxogYDqffsxhKKhZk6mCd34D7ZPYX0bcpwBFwkUj9/w3OKFKFYGKPXwqxuhYb5Di713+V4+xUKhouRrI+i93zYWSG/pVQqRSQSxWKzs7i6zuDYOMPjCrZ29wkED+/gPhaL4/MHsDuc6Iwm9jQHrG1uM7+8yuTMPKOvgoiuQSm1L0coqJZzrGSdzMotnvYsMDkzx8ziMour62xs76LW6tAbTWh0ejZ29lhc20A1v8SEcobefjnVDwe4faKXigIpnR2yV7NkVKgWlljZ2GJXfYDeZMbhchMMh3+x7VYskcLojLKkDjG85KNJ5uSBxEZuk4nMGj2nKvT85bb6dejxHzf2GVn6Y4RhfwR/+NCjv7+BP1d+iXJhlN5ZB1/e2+f616N01y7zoqOP1Y0t4r/h8FdBEARB+L07qgcT0l0lf2k4yURuBsaiW4ScPh4cH+XZE7lobSUIgiAI7+Go7i2EH9syhLncaORmywF1HePIJlXYHU4SyeQHCST2lmw03JimJm+KpXE9PleYZOL3E3wkEynCgRhuWwirzof5wItN78dtC+J3RwgH4yTiyZ+cXZJIJAmFwrg9XrR6Iwsra4xOpIOOIZmc+ZU1DGbLL9/tH40S1enwTUzgaGzEeO0a2tOn0Z46hfHKFawlJdhrarA8fIjh0iW0J0+mA5LCQpwtLTgnJlifUjI4Msa4UoXOaDrUeS5qp45iRT2nOvOpUrWwZdv/UcuvWCKOI+hm26amb1PGbVkFpzrzyey5Sc1MK4vGDQJvM5T8dyAWi2F3uljb2mF4XM6AdJzVjS28Pv9HuZ5QJM78rptHXQYya3SU9epRLOyzuLqOcnYB2eQ0Q2MT9A5L6R4cpat/GMngCD3DUgak44zJlQwNTtPwSEZJppSu6kV0GhuhXwk13lU8kcLkjLGkDlHcY+dPRWr+4+YeGVX6Q38u4d39oUMPn9dJRuUprlfnYHX7uNhg5ObtVW5+PoR0aIFWSR9ur+93neQLgiAIwm/tqB5M5A894sqLfNb++//hn5piS2Wg8LMBmuoHmFlYFq2tBEEQBOEdHdW9hfDTVDsBMmv03Hu5R2PXGLJJFRqdHpvDidPtfjULIPi9djfvF4hYdT66K1eouCBnuHkTk8ZDPPZptkCPRRMEPFEc5gAmtYfteQuTkj26K1ZouKGiNl/JszuzdJUtM9y8yXSfhg2VmYNNJ2aNF5veh83kxWpyo9YYmVtcY3hcQferoGNhZQ2jxULkXSstkkliViuBmRmcL15gLirCcPkylnv3cLW3E1xYIOF0pqdNv5JKpTBbbYxNKhmQjrO1t08g+OMh5+/KFfLQtzlGVk8hVwYfMKGewR324osEMHjMKA8WqFK1kNl9k6/bLnFz9AnDOwpsfsehPP8v+XbotieYwOKOYfPGicQ+3BllPJHA7fWys69mZGKSniEpCytrON3uD/acv+TbYeXTWwGuvTCT22REvu4n8RPV88lU6nU7LbvDicvtIRQOE48lsOp8DNSvUZY9gUKyRyT0274vm9zwMzDv+02fU/h1f+jQQzJQz18qv2RuXsrwoosv7qspOjPOy5J52iVDzC6uiAMKQRAEQXhLR/FgIplK8l8NJ+i4fxF1xhmSgQB9tWuUZkupb+rAIFpbCYIgCMI7O4p7C+GXjSx5OVdjoKJ7m87BCTr7hugeHGVobALZ1DRTswvML6+yvr2DRqfHYrPjcLlwe734/AECwRCRSJR4PN2y6tdCkXAwznS/mrLscV48mGd/1U408nG7giQTKSKhOF5nGLvBj2HXzYrCwOjzLdqKF6i6PMnjc+M8yR7n+d1Zxlq3mezeY7hpg7ZHC9ReneJJ9gQPT41y/9QIpedl1BTIqSmUUVE4xONbEipLupG8VDCv3MGoceK2BQl4okRC6QqR3/IeYa/Px9zyKn0jMpRzC5itNmKHeGa3YdnjlrSMs5LrPJ17SdtyP9eGSzjRkceFvjs0L0jYsu2/9+Dzn5NKQTSewhtMYHXH0NqibOjDjK/5aZG7eNBl5XGvDcVGALM7Rjh6eMFbIpnEHwig0ekZUyjpGZKinFvE5nC+wXV/mF+CWDyFxhqledxJTr2RhxIru28xrBwgHkti2HXT+WSJ0sxxFqS6D3Ktwu/THzb08HidnKw8ya3qHJxeP3nPTNx8uMm1/x1A1rfCi84+bA4HSVHlIQiCIAhv5SgeTCSSCc6+uMzq3/6Mq72dqD/FoRLvAAAgAElEQVTEk8xxGu6P0y4ZIhJ5v77DgiAIgnCUHcW9hfDLUil4IXeRU2+gf9bGhtrKxp6O9e095lfWkKtmGZLJXw9I7uwfondkjFH5FPLpWVQLy6/79xtMZmwOJy6PB4/PRyD481UiO/NW6q9NU5s/xdqUCb87Quo3urElHksS9EVx24JYtF72V+zMDB7QV7tG860ZSjNllGTIqMmbQlK+jLJPjXrNQdAb/dHBdCKZJBAModfaUCm26Ho2RcNjKTVFo9Rcn6DqspwnWeMUnxnj8bn0Yz6/M4ukYpmRZ5uoBjRszVrQbbuwHHhxmAJ47CECngiRUIxkIvVBApFYPI5Gq2dYJmd4XMH+gZZQOHJoB+9mn43G+Q5OdORxoiOPh/I6FJq5Qx9KnkyliMaT+EIJrJ4YOnuUDV2YiTU/LxQuSvvsFDw3ca5Gz5kqPblNRgrb0oOzs+oMPJBYGVv1YXLFCEbePfxIJBIEQyF0RhMK1SzdQ6NMKFWYLFYSiZ9+3GQi+bplmknj4WDTgX7HjWHPjUntwazxYtH6sOl9OEwBXJYgblsIryOEzxUm4IkQ9EUJB+NEw3Fi0cQPArRUCgKRJIvqEHc6LGTXGeiZ9eANvl3IGI8lOdhw8uL+PBUX5awpTe/8cxL+mP6wocfLwXr+XPEFC3NSJlbdfPFQw72cKZ7eVNLdP4ZCNUssJqo8BEEQBOFtHcWDiVQqhaylnN1//J2YwYBuy0nhZwM0VA2gml861LvQBEEQBOGo+VT3FseOZXHsWBatrV0/+fnV1U2OHcvCYrF9kOc/6rzBBCW9Ns5U6SgfsDMw72VZE0JjiWJyxnD64zi9YRxuL0azhV21huWNTabnFxlTKOkflSEZTAciksERBl9Xicwzv7LK5s4eGp0eq92B05Vum+XzB9jftNLyYIYn2eNIX2xh0fnSczEOUSqVIhpJEPBEcJoDmDVeNmfMTLTv0lm6RF2+kpKMMR6fldFYqGKwYYOlcR3GfTfhYDqsSSSTxBMJ4okEsXiccCRCIBjC7fW+Gkaebl0lGRxheFzBwuo6JouVaDRKMpHC745g3POwoTKh7FMz2LDBiwfzVOdOUpo5zqNTUkoyZFRfmeTZnVkklStIX2wxO3zA9oIV/Y4Lq873XSDijaQrRN6z3RiAw+VmcmaOvlEZS2sbON2eQ2t3FY5F2Hfo0HvMhxKmpEhXLfhCCezeOHpHlC1DmMlNP22TLp702yloMXO2Ws/pSh2XGow86rbxcsrN9HYAveO7qg5vMIFyK8CDLiuZNQZut1sYXvJhdL5d+JFMJgmHIxgtVlQLS/S9CgQPdIYfz0xJQTyawO+OYDf60aw7UPap6Spbojp3kgcnRnl0aozSc+OU58ipzp2k/pqSplsztNybp71kEUn5Mr3Vqww2rDP6fIvx9h2UfWrmR7WsThrZnreiWXOg33ah3nIxOmHl4uM9Mh/uMSy3fS88Cb4OT4LeKCF/7FV4kvguPEmmiEUS7K/YaSqcoTZvit1F8Ros/NgfMvRIpVIcqznNnYocXF4/11rMXH+yy9W/9zPatcLz9h50RpOo8hAEQRCEd/CpHkx8aPrz57GVlpIKh5G17vDg5Mj3Wlt9mn2fBUEQBOH34FPcW5SX17O6ugnA+fP5Pwo2Vlc3KSx8SGHhQxF6fEA6e5TmcRcFLSYyaw0cL9ORU2/gToeF2lEHfXNeltQh1JYIJmcMlz9BIJwkkUyRSCQIBEPYHE40OgMb23vML68xMT3D4NgEPUOjdA0M09k/SM+wlJGJSRTTs8wuLjM7u0ZLxSSFX/fScn+W3RUrbrf/dZVILBZ7vSLRKJFolHAkQjgSIRQOEwqHCYZCBENhAsEQPl8Al8OH3ezDrHWj3XKyMKZjsGGdpiIVD8+MUPhVL0XHeqm4KqWrdhblyDZ72wYsVgc2hxOLzY7JYsVgMqPVGznQGVBr9exptOzsq1lcXWdqdoEhmZzuwRGGx+Usfi/oeFOJeBKfK4xh1836tAllr5qBp+u8uD9P9eVJSs+N8/CUlJKzrypE7s7SXbny/9u776+qzrz94//od63vlOeZEjXGWMZMJpPEScFYsYIK1tgQEUSqHKoU6b0LnF44vdf38wPCaBJ1Ew+CcL3WulY0Zun2ZLO9vD973xvT/Wl6GxeZGXRhnfXjXAridUQILseJBJPEoynSKeNbZsVicSZmZqk1tdLS2YMlzy85/z1yQCqTIxzL4gmmsS6nmLHF6ZqKUN7pp6jWw/f3HRwotbL3spkvb1opfOyi7JmPzskIi+4kMQPbVkXiWQbmo5x/4mZ/qYUf7jup6QtgdicJxzJv/AxzuRyJRBKXZ5mBkTFqmlpobGlndn6BWPy/L3DPZLLEwil8rijWOT8jHTbqb07wc8FzLhxs5eKhNu6d7KO9co6pXgfT/U7Gu+wMtljoqVuko3IO071p6m5M8PjyCOVnB7hzvJcb33Vz5atnFP2jjQuHWjm/v4Wz+5o5s9fE8V1NfPOnBr78YyPf/s3Eif1tXPmmi58LnnP3RC/lZwaovDhMdcko9TfGabo7uTI8efKCvqYlRjqsTPU6mB/1MNJu5eo3ndz8oQfz1Lu36JKdaVsOPbK5LP9TuoeR3ma6J4P8z5lFznzbw6V/tVP/9BlP255t+oVSRETkY7UVFyY+hBd/+APRoSEyyTQl/35GyY/N2tpKREQkD7ZitygoKFz7dllZ5doABMDpdK/9+O8deuRyK4vyivF4AklGFqLU9vspbfTw/T07B0os7C4y849rFo4+sFPS4Kaq20f/bIQ5exyLJ47bnyAYTZFIpkmn//vzRWMxvD4/Frud6bl5hsbG6eodoKm9k+oGE5V1jfx8pZFTn9dxcn8tZTdaaW3rpW9olLGpGSZn5hifmmF0cpqhsQkGR8cZGBmjb3iE5/0jPOscpK1lAFNDH0/Ku7l9sY3L3zdReLCOo3+r4ejfajm1v47i7xq5eb6Jsjsmqmub17bsqqxt5FFtAxU19Tx8UsfDJ/VU1DTwqKZh5cde/rOytpGqupU0tnYwMDKO3eEiFovn/f9BMpHC54mwNO1ltNNKR9UstdfGuHuil8v/aufc/mYKPzVx7vNmSv79jLvHVwYiTXcm6Xoyz2inlRdjbmzzfuyLfty2EF5nmKA3SiQYJx5LkkqlX/s1bQ4npvZOappamJyZIxQKk0qlNvx8S6czxBNpgpEULn8CsyvGtDVK11SI8mdeimrdfH/PzudXzOy9ZOGL61ZOPnJyt22ZtrEg844Yoej7HWcklmJ0MUpR7coTT1/ftvGw08uMLYY/nCL58rNKp9PE4nHcnmWGxyepNbVQ29TC6MQU/kCQVCpNLJLA74ngWPQzM+Si9eE0Dwr7KfqijcK9Jkq/eUbdjXFGn1nxOsLv8bmlSSRShINxvK4w9qUA48MeKqvNfHNqgiMnxyi/O0tXzTxtFTM8vTtJ3fUxqi4NrwxPjvVy/bsurvyrg4v/aH25rVszZ/aZOPOZ6eWTJybunezDvuDf9OuSsr58yJsFt+XQI5fL8ejeWUKRKEfLHRy5/IKv/18tjWUj3H5QxfyimYzuyBQREfldtuLCxIbL5XBduEA2HmfZHuGH/1/L1Yu19PQNa2srERGR97QVu8Xhw0fWvv3LoUdx8fW1ra9Ws17ZbI54PKG8Z5zeGENzIWp7fZQ0uPnurpUDJRZ2XVzkYKmFH+7ZuFTn4lGXl86JAJNLIRYcEeyeKMuBKOFIgthv/LyRSBSvz4/V7uB5+xTXCzo4va+B4qO13L5dS8WTBiprn67lQWU9d+/XcOvWE66VVnHpTDUXvn/C2X/WcnpfPac/fcq5z5u58m0r98538vhuD62mQXr7RxkcHWd4bIKRiSnGp2aZnJlnanae2fkF5hYWebFoZtFsxWy1Y7U7sDtdOFwe3B4vnmUfPn/g5dZcYaKx+Kb9v4iEY3gcQebH3Ay2LdFWMU3VlWFuH3vO5X+1c/bzlTv+T+15ytn9zZR83cHtY8+puDhI7Y0x2h5NM9CyyPSgg8UpN5a5ZeyLPlzWAAvzDlrbe6mofkpHdy9mq51wOJLX4w9H4niDMeyeKAuOCFPmMM/GA5Q/W+bCEwff3bPx+RULe4rNHLpq5qdyO7dMHkxDPqbMIbyB2IZ9tqFwnPHFECX1bvZfMfPFdQu3W9yMvAhj94Sxu5YZnZimztRKVV0TvYMj2GwufJ4w9kUf82MuuuvmqSwepPSbZ5z5zMTFf7RSVthHx+NZFiZdhALR/B93JM6UOcSNJjcHSy2ceuRgfDFo/JyKxPB7w3jsQWwLPpamPcwOO5kZcuC0BDbtXFd+f1If8CGEbTn0WDW8GONPZxa5eGyQ05+aaDb18KTRRGIdj/WJiIjI67biwsSH1FO7QMH/1HH1RgVWh1NbW4mIiLynrdgtiouvYzK1A7+9vdUqbW+19QQiGSYtcZqGQ9xo8lLwwMHBqxZ2F5s5UGqh4IGDKw0eqp776ZuN8sKZxOFL4w2lCcczpDI5frl7UCSQoK1ilgsHWqm4MMTUoB2HeeVphfkxN70Ni9RdH+f2T885t7+Fwr0mLn/ZQcWFQTqr53kxukw4kNiQl39/DLLZHLFwCpc5xNywm8FWC+2PVp4SuX+qj9KvOzl/YOU9Iqf3NHHu82ZKv+7kzrFeHl0cov7WBC0V0zy538e1yzU8LGthfGgJjy2M3xMl5I8Ti6RIJjJkDLxkPZPNEU1k8YUzOPxpFl1J+ueiPH4e4ErDMj+WOdhfamVPsZl/XLPyU7mT261eWsdCzDsSROKb0/+zudUt37wcumrm8yuLXHy8xK0n/dyqaMTU2sv8jA2XOcR0vxPT/SnunehbeUfLZ81c/64b0/1pZgZdhP2JDTvOXA6iiSxDL2Icf+ji4FUr1c8DhGL5eS+LiBHbduiRSuc4Venm62tmfvzLU2pvjXCn/DHj07OkM/oiExGRD8/pdK/dDVhcfB0Ak6n9tTsHPwZbcWHig8nBz0efU/RNE+WV9bqRQkRENpW6xcZ2i1++yLy4+Pra57xKQ4+PQyiWYdoWp3k0zK0WL0fLHRx6+Y6QA6VWfihzcLneQ2WPn+czUeYdibVBSCSeJZleGYRMdNsp+fczzh9o4eejzyn9+hln9q5su3Pj+27qbowz2GLG/iJAMqG1p/VIxNIs2yIsjC8z0mHj2eN56m+M86Cwn6vfdnLhUCtnP2vm9O4mju9q4PintVz8son7hb3UXh+jrWKWgWYzs0NurHN+3JYwXsfKS9bD/gThYBKfP4ndk2R4IUZ1b4CSBg8FD5zsL7Wwq2iJg6UWjpY7udXspWU0zIw9vmkDjjfJZLJEYzGGp+2cuDPKJycn2H18igvXpqh/MMfDi0Nc+rKD03uauPyvDh5fHmGwxYLbGiKX3fipWyYLTn+amv4AX9608f19B8MLsQ3/dSV/tmu32DZDj0lrgj8WLnDlwjhH/7eBlqYByqvriESjm31oIiKyQ736l+LV0vDL7RI+Blt1YeJDiAQSFPypjsuna3neP0I6rb/MiojI5lG3+Pi7hWyecDzDnD1By2iI260+jr28I313kZn9JVa+u++guM5DRZefnukocy8HIcMDHq4d7eXmsV6aH8ww1evA746SyWytxfHtJhnP4HNFMU/7GGwzU3NniNJjJs7+q5bTB+s583kTZz4zcWp3E4WfNlF8uJ0b3/dw73Q/j0vHqLwxQcnlSb46PsGfvhnjD0cm2H96ltO3zTx86qR3xI/DESMWTpGIpUklMmTSWXJb5PGcbDZHNBrHvOSktaWfm9drKDn7hGsnOyj85zOOftLEd39r4j/7n1F6cYy+bieBwIe9QSuZzjFljVNU6+ZAqZVbLV4cfm0F/LHZrt1i2ww9zj528WWpmZP7Wqi6PMSDR3UMjIyR1r7bIiKySV7dJgFgdHTyV3dQ/PL7ZWWVr+0bvRWKxk5emBhqs/Ljn+ooKX2E1a6trUREZHOpW3z83UK2lmgix7wzQft4mLttPk5UuNaeCNlXYuE/dx0U1Xoo7/TRNh5m3Bxj0ZXE5k3hCqTxhTOEYhliySzpDL/aJkvyy+n20NzRtfLS7vEZbGYvs+MeOk1WKm7PcPHEEN9/0c2RvW389Gkzp19un3VqdxPn9rdw5asObv7QQ9npfqqKh6m/MUHLgxm6a14w3GZlZtCFZcaHcymI2xLC64jgd8cILscJ+xNEQ0nikdTKgCSVzfuTFNlsjkQsRWA5ytKcm+baIS4dq6XwiycU7mvk1O6nlH7dSf3NCbqbLTxudfNDmZP9JRbOVrvonIzgCaZJpDb2TMxkcwSjWbqnIxy5a+erWzY6JyMb+mvKxtmu3WLbDD3+fGaRa9dm+OFP9bQ2DHHv0RO8/sCWmdCKiMjOtFoEVrdJePWOieLi62vfXv33q+UBVspGQUHh5hz4K3bywsTD84OcO/yU8soGbW0lIiJbgrrFx90tZOuLJXO8eDkIudfu40SFk0PXrOwuNvO3C0t8dtnC17ftnKhwcbnOw/12Hw2DQfrno8w7/zsQ8YYzBKNZoomV7bI+wE5DO0IwFKarf4R7j03UdYzSNLjM1afLfHnTxu6iJb6+bedOq4/h+SguVwz7iwAzAy4GWyx0Vs/TdHeKx5dHuH+qn2v/6aLoH22c3ddM4acmTu1q4uQnTynca6LocBvXjnRx53gvFecHqSkdxXRvimdV8wyYzEz2Olic9OJcXBmQLNsj+FxRAp4YIV+cSDBBLPLyKZJk5jefDMrlcmTSWWLhFH53DOucn+eNL7hd2MXJfXUc/3s9Fw628OBMPz11C9he+EknX/95gtEMbWMhfnro5PMSKycfuWgbC+MOpokn83/DViqTY9GV5E6rj0NXrZx57GLesXHvC5EPYzt2i20z9Pjxro2irzq5e7KXqpomuvoG9JSHiIhsGWVllZhM7a+Vh4KCwrU7I3btOrT246/eZXH48JHNOuQ1O3VhIpXIcHpPE0VHa+np09ZWIiKytahbiHw4iVQOhz/FhCVO+3iYR91+Sho8/FTu4PB1K59eMrOraCWHrq281+DsYxc3TF4qe/y0T4SZsMRZcidx+FJ4gmn8kQzheJZ4Kkc6A1ndtPtGuRzEU1n8kQxL7iSto0FOVyyx5+IMfzg5xcErs9wyuRhfihJLrG+hP5eDZCyNzxXFNh9gbtjN6DMbPXULtJTPUHttjIfnBrlV0MPlLzs4//LF9ad2N3Hi7085tbuJCwdaKfmqg1sFzykr7Kfq0jANP0/QVjFLb8MiY5125kc82OYDuCwhPLYwy7YwzqUgMwMuTPenuPFjF8d21fHj/z7h/BdNPLz0nJEuM+GAsYFCOJ6lZzrCqUoXey+ZKXjgpGk4hMufJprIvvdTSLkcxJJZhhdi/FTu5OBVK096A1vuHSjyfrZTt9g2Q4+5IQ8Ff66npWaUuw+rsTtdespDREQ21asvviwrq1zLajl49Y6JX/53sLKf5i9fnrkZdurCxOygm+//UMOlogqsNm1tJSIim0/d4uPuFrJ9hWJZXjgT9M1FaRgMcqfVy7lqN9/esbO/xMLuopWnRPZeMvPVLRvHHzq5XO/hXruPxqEQ/XMrL1Nfe0oklCYYzezop0RyOYgns/jCGRZdSZpHQhTXejh0zconF818d8/BrSYbDxoHeVTXzODoOD5/gMwGd/Z0Kks4kMBtCbE06WWy10m/aYmOqjkafp6gsniYuyf6uPptFxcOtnLms2ZO71l5guTE3xs585mJS/9s5+KhVo79tZ4f/vyEo59Uc+7ftdy42Eh7yxDLXv/vPr5YMsvQixjnqt18esnMt3fs1PQFsHlTROJZfs9S6crLylPU9AX45w0r393Ty8q3k+3aLbbF0COXg7LCfq4e6aS2sZ3mji5SKT3lISIim8fpdGMyta/dDbH6uOfq/pir3z98+Mjaf+N0uikrq3zt320FO3Vhou76OCf31vPgUT1JbW0lIiKbTN3i4+8WsjMlUlmcgfTKUyITYSq6/Fxp8HC0fGXbrD2XzPz9opm/X1jiQKmF/9xzcLbazXXTMlU9fp5NhJm0xLEup3D6UyyHVp4SicSzJFI50pnctnmXSDabWxt0vHAlaRoJc6HGzYFSC3+/sMT39x1U9gR44UySyqz8ruPxBJMzc9Q8baa5owur3bFl1gQzmSyRUAK3LcTCpIexHgs9jXOYyid4fHWA8ivdPLjTzMOqRtp7enF5lvP2ayfTOSYtcYrrPHx6ycyXN2086vaz4EoSiWfJGJykJdM5pm0JLta42XfFwq0WL05/Km/HKZtrO3eLbTH08PsiFPy5nubKcW4/qGLRbNXdmL8hk8kQDIY3+zA+CqFQZMv8IbmVpdMZQiGdU0aEQmFtuWdAKpUmFNrZL0D75WOibxIMhslkPsx2SztxYSIcinLhYAvnj9TQ0zuir983ULcwTt3CGHUL49QtjFG3ULfYKsLhKMmkFgrfZSd2i1Asw4IrQf9clIbBEHdafZytdvHNHTv7rljYVWTmL+eX2FO8snB97OVTIjebnDQMBBh6EWXR9d9tswIvByLxZPajGIhkX26b5AtnmHckaBgMcrbazf6Sld97wQMnT3oDLLmTpDNv/t24PMs0d3Tx5GkzkzNzRGNxstnshnSLXC5HJpslnU6TTKVIJJPE4wmisRiRaJRQOEIgGMTj9WKxO5hbWGR0cpqBkTG6+wZp6+qh3tRKZV0jTW3PsNgdG3b9zWRhwZXketMyn102c/CqhfsdPmbtCUKxzGvDj1e7RTa38gRT11SEb+/Y+fKmjc6pnf3n6Sp1i4+jW2yLoYfN7OXafzoxtfZQZ2ollVKR+C2pVBrvezwit5P4fAEVUgOSyRQ+X2CzD+Oj4PX6tdhlQCKRxOcLbvZhbCqj5WF52f/BFrt24sLEsjvAj3+spfhsBRabQ1tmvoG6hXHqFsaoWxinbmGMuoW6xVbh94eIx/Wy33dRt3hdMp3D6U8xvvYukcDaUyL7r5jZdXGJv11Y4pOLZg5dtfJjmYOiWjd327w0DgYZmFsZiDj96bX3iLw2ENmkjpvJ5ogmsnjDaebsCWr7ApyudLHvioU9xWaOP3RS1x/E5k2ta2uvUDhC//Aojxua6Oztx+VZJhaLG+oWuVzu18OMRJJYPE40FiMciRIKhwmGQriXvVhsdmZfLDI2OUP/yBidvf20dHbT2NJOdYOJ8uo6yqpqKK+u5eGTeqrqnlJnaqXlWTfdfQMMjo5jtto+WD/M5XLYfSnutvk4eNXC/pKVpzYmLHGC0QzpTG6tW6TSOZbcSW63+thfYuHsYzfzDj35vkrd4uPoFtti6OHxBLBZPdyteMzU3Lye8ngDlQfjtDBhjBYmjNPChDEqD8ZpYWJj2czLnNytra3eRd3COHULY9QtjFO3MEbdwjh1i42loYcx6hbG+XwBlgMJXjiTPJ+JUt0b4FrTMscrnBy+bmV30RJ/Pb8yFDlYauGH+3Yu1Li50+qlYSBI/3yUBVfiV1tmxZNZUunc73r3w9tksv99omPalqC6N8CJR04+u2zh00tmTlW6eDoUwvWeWydlMhmWLDbqm9uoa25jZn4Bp9NDOpP51TAjFouvPJkRWX0yw4fFZmdmfoGxqWn6h0fp6hug5Vk3Dc1tPG54Snl1LWWPayivruNhdR2VdY3UNa8OMwYZHp9ganaeRbMFp9uDPxginkhsqbVKTzBNRbefL2/a2HfZTEmjh6GFGAsWL8uBBCOLMY6WOzhQaqGmL0g0oRvAXqVuYZyGHu/J7w/xfGCYR7UNxBMqEW+i8mCcFiaM0cKEcVqYMEblwTgtTGwsh9XHpYJ6enqHtX3MW6hbGKduYYy6hXHqFsaoWxinbrGxNPQwRt3CuHd1i0giy4IrSe9sjJq+ANebljlR4eSLGzZ2F5v5y7kl/np+kf2lFr57ORC53ealfiBA/8snRNyBNN5QhkD09w1EMpn/PtExZU1Q2RPgp3Inn14y89llM2er3TSPhPAE83/t8fkDdDzvo7K2kbbO58wtLDH7cpup/qFROnv7ae7oor65jar6pzx4XENZVQ0PHtf8epjRP8jw+CTTc/Msmq043R4CwRCJRJLsR/yWeV84Q01fgK9v29l72cKxMgtX6t0cvmblyF07IwvRzT7ELUndwjgNPd6T3x+ivLqW4fHJD7ZP2MdI5cE4LUwYo4UJ47QwYYzKg3FamNhYfn+Ie4+qsTld2trqLdQtjFO3MEbdwjh1C2PULYxTt9hYGnoYo25h3Pt0i0g8y5I7Sf9clLr+IDdNy5yqdPHPGzZ2F5n56/mVp0T2XTHzn3t2zj1x83OLl7qBIP1zMRZcCVyBNN5Q+vWBSCZHam3QkWHCHOdhp58fyhzsKTbzeYmF80/ctI9H8IY2fv0unkgwNjVDVd1THjyupby6lqq6p9Q3t9HS2U13/xDD45PMzC+wZLHhdHsIhkIkk8kd9XeAQDSDaTjEv28tsfeymZ9bvLgC6hhvom5hnIYe78nvD1FV95RQKLKjLkrrpfJgnBYmjNHChHFamDBG5cE4LUxsLL8/RENLO0m9J+yt1C2MU7cwRt3COHULY9QtjFO32FgaehijbmHcRnWLWDKHZTnFwHyM+oEgt1q8awORPcVmPrloZneRmS9u2Dj5yMUNk5eavgDPZ6K8cCZ44UxgGg5xusrF5yUWDl61UFTrpmsygj/y4W9UTiZTOJ0uQuHwjhtmrNeSzYvZHd/sw9jy1C2M09DjPfn9IcLhSN73G9xuVB6M08KEMVqYME4LE8aoPBinhYmN5feHiERj+kvRO6hbGKduYYy6hXHqFsaoWxinbrGxNPQwRt3CuM3oFtkcpDI54sks0USWUCyDL5zBE0jj9Kdx+FI4fCk8wQzBaIZ4MruuF5FvBHUL49QtjFG3ME5Dj9FwfycAAAblSURBVPek8mCMyoNxWpgwRuXBOJUHY1QejNPCxMZStzBG3cI4dQtj1C2MU7cwRt3COHWLjaVuYYy6hXHqFsaoWxinbmGMuoVxGnq8J5UHY1QejFN5MEblwTiVB2NUHozTwsTGUrcwRt3COHULY9QtjFO3MEbdwjh1i42lbmGMuoVx6hbGqFsYp25hjLqFcRp6vCeVB2NUHoxTeTBG5cE4lQdjVB6M08LExlK3MEbdwjh1C2PULYxTtzBG3cI4dYuNpW5hjLqFceoWxqhbGKduYYy6hXEaerwnlQdjVB6MU3kwRuXBOJUHY1QejNPCxMZStzBG3cI4dQtj1C2MU7cwRt3COHWLjaVuYYy6hXHqFsaoWxinbmGMuoVxGnqIiIjIlrUTFyZERERk46hbiIiISD5p6CEiIiLrooUJERERySd1CxEREcknDT1ERERkXbQwISIiIvmkbiEiIiL5pKGHiIiIrIsWJkRERCSf1C1EREQknzT0EBERkXXRwoSIiIjkk7qFiIiI5JOGHiIiIrIuWpgQERGRfFK3EBERkXzS0ENERETWRQsTIiIikk/qFiIiIpJPGnqIiIjIumhhQkRERPJJ3UJERETyadsNPcrKKtm16xC7dh3a7EPZ0pxO99rnVFZWudmHs+WNjk6ya9chnE73Zh/KllZQUMiuXYc4fPjIZh/Klrb6Oe3adYjR0cnNPpwtqaCgEJOpfe37urb/ttHRyde+3j7UtX2nLUzo/DNG3WJ91C2MUbcwRt3i3dQtjFG3+DB0/hmjbrE+6hbGqFsYo27xbuoWxmyVbvFRDz2cTjcFBYUAmEztFBdf3+Qj2rpWPydAX4zvMDo6SUFBIQUFhSoPb1FWVrl2sR8dndQfim+x+vXndLp1nfoNxcXX2bXr0Nr5pGv7b1stCq+Whw91bd9JCxM6/4xTtzBO3cIYdQvj1C3eTt3CGHWLD0Pnn3HqFsapWxijbmGcusXbqVsYs5W6xUc99BgdnXxtQvTqhyhvps/pzV69aKk8vN1qwdIdE++2egeOivub/bKM6tr+Zm/6etvIz2knLUzo/Pt99Dm9mbqFceoWxqlbvJu6hXHqFhtL59/vo8/pzdQtjFO3ME7d4t3ULYzbCt3iox56mEztOsHWSRf5t1ud3L4a+W0FBYVrd0kUF1/XHRNvsHoHDqz8Aanp/297tTzo2v52v3Ud3+hr+05amND5t37qFm+nbmGcuoUx6hbGqFsYp26xsXT+rZ+6xdupWxinbmGMuoUx6hbGbYVu8VEPPZxO99oHpkeJ3k57Pa6f7ph4u+Li62sX+1e/La979Q/CV69Z8rpXy4Ou7W/36jn0oa7tO2lhQuefceoW66du8XbqFsaoWxijbmGcusXG0vlnnLrF+qlbvJ26hTHqFsaoWxi3FbrFRz30AL00xqjDh4+8dheAptvvpvLwbqvnkybab6cXgr3dq9em1aKga/uvvfqZrBaGD3Vt30kLE6Dzzyh1i/VTt3g3dQtj1C3eTt3CGHWLD0fnnzHqFuunbvFu6hbGqFu8nbqFMVupW3z0Qw8RERHZWDttYUJEREQ2lrqFiIiI5JOGHiIiIrIuWpgQERGRfFK3EBERkXzS0ENERETWRQsTIiIikk/qFiIiIpJPGnqIiIjIumhhQkRERPJJ3UJERETySUMPERERWRctTIiIiEg+qVuIiIhIPmnoISIiIuuihQkRERHJJ3ULERERyScNPURERGRdtDAhIiIi+aRuISIiIvmkoYeIiIisixYmREREJJ/ULURERCSfNPQQERGRddHChIiIiOSTuoWIiIjkk4YeIiIisi5amBAREZF8UrcQERGRfNLQQ0RERNZFCxMiIiKST+oWIiIikk8aeoiIiMi6aGFCRERE8kndQkRERPJJQw8RERFZFy1MiIiISD6pW4iIiEg+aeghIiIi66KFCREREckndQsRERHJJw09REREZF20MCEiIiL5pG4hIiIi+fTOocfCwgLZbHazj1NERES2gGw2y8LCwnstTKhbiIiIyCp1CxEREcmn3+oWvxp6OBwOfD6fCoSIiMgOl81m8fl8OByO91qYULcQERERULcQERGR/HpTt/jV0CMej+NwOFhYWGB2dlZRFEVRlB2ahYUFHA4H8Xj8vRYm1C0URVEURZmdVbdQFEVRFCW/eVO3+NXQQ1EURVEURVEURVEURVEURVEU5WOMhh6KoiiKoiiKoiiKoiiKoiiKomyLaOihKIqiKIqiKIqiKIqiKIqiKMq2iIYeiqIoiqIoiqIoiqIoiqIoiqJsi2jooSiKoiiKoiiKoiiKoiiKoijKtoiGHoqiKIqiKIqiKIqiKIqiKIqibIv8H3rEreTX9PvBAAAAAElFTkSuQmCC"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"print(f'Average Model Accuracy: {np.mean(ACCUMULATED_VAL_ACC)}')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# ⚗️ Save Model for Inference\n\nWe will also save the model as W&B artifacts for model versioning."},{"metadata":{"trusted":true},"cell_type":"code","source":"model_files = [file for file in os.listdir('./') if file.endswith('.h5')]\nmodel_files","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"wandb.init(entity='ayush-thakur', project='cassava', job_type='producer')\n\nartifact = wandb.Artifact('model', type='model')\n\nfor model_file in model_files:\n    artifact.add_file(model_file)\n\nwandb.log_artifact(artifact)\nwandb.join()","execution_count":null,"outputs":[]}],"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":4,"nbformat_minor":4}