{ "cells": [ { "cell_type": "markdown", "id": "c55f5342", "metadata": {}, "source": [ "# Autoencoder for Ultrasound Images\n", "\n", "In this notebook, we demonstrate how to use the [TAESD](https://github.com/madebyollin/taesd) tiny autoencoder model for ultrasound images using the `zea` toolbox. We'll encode and decode images, visualize the results, and try a simple experiment: interpolating (traveling) in the latent space between two images and animating the result. Note that this model was trained purely on image data, and not finetuned on ultrasound data." ] }, { "cell_type": "markdown", "id": "73ba2ec7", "metadata": {}, "source": [ "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/tue-bmd/zea/blob/main/docs/source/notebooks/models/taesd_autoencoder_example.ipynb)\n", " \n", "[![View on GitHub](https://img.shields.io/badge/GitHub-View%20Source-blue?logo=github)](https://github.com/tue-bmd/zea/blob/main/docs/source/notebooks/models/taesd_autoencoder_example.ipynb)\n", " \n", "[![Hugging Face model](https://img.shields.io/badge/Hugging%20Face-Model-yellow?logo=huggingface)](https://huggingface.co/zeahub/taesdxl)" ] }, { "cell_type": "code", "execution_count": 1, "id": "223f3a5a", "metadata": {}, "outputs": [], "source": [ "%%capture\n", "%pip install zea" ] }, { "cell_type": "code", "execution_count": 2, "id": "8271e10c", "metadata": {}, "outputs": [], "source": [ "import os\n", "\n", "os.environ[\"KERAS_BACKEND\"] = \"tensorflow\"\n", "os.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"3\"" ] }, { "cell_type": "code", "execution_count": 3, "id": "7bd83cd7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Using backend 'tensorflow'\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from keras import ops\n", "from matplotlib import animation\n", "from IPython.display import HTML\n", "\n", "\n", "import zea\n", "from zea import init_device\n", "from zea.backend.tensorflow.dataloader import make_dataloader\n", "from zea.models.taesd import TinyAutoencoder\n", "from zea.visualize import plot_image_grid, set_mpl_style" ] }, { "cell_type": "markdown", "id": "e64354ae", "metadata": {}, "source": [ "We will work with the GPU if available, and initialize using `init_device` to pick the best available device. Also, (optionally), we will set the matplotlib style for plotting." ] }, { "cell_type": "code", "execution_count": 4, "id": "c80a8403", "metadata": {}, "outputs": [], "source": [ "init_device(verbose=False)\n", "set_mpl_style()" ] }, { "cell_type": "markdown", "id": "a5cefe4d", "metadata": {}, "source": [ "## Load data\n", "\n", "We load a small batch from the CAMUS validation dataset hosted on Hugging Face Hub." ] }, { "cell_type": "code", "execution_count": 5, "id": "93e216d7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Using pregenerated dataset info file: \u001b[33m/home/devcontainer15/.cache/zea/huggingface/datasets/datasets--zeahub--camus-sample/snapshots/617cf91a1267b5ffbcfafe9bebf0813c7cee8493/val/dataset_info.yaml\u001b[0m ...\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: ...for reading file paths in \u001b[33m/home/devcontainer15/.cache/zea/huggingface/datasets/datasets--zeahub--camus-sample/snapshots/617cf91a1267b5ffbcfafe9bebf0813c7cee8493/val\u001b[0m\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Dataset was validated on \u001b[32mJuly 21, 2025\u001b[0m\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Remove \u001b[33m/home/devcontainer15/.cache/zea/huggingface/datasets/datasets--zeahub--camus-sample/snapshots/617cf91a1267b5ffbcfafe9bebf0813c7cee8493/val/validated.flag\u001b[0m if you want to redo validation.\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: \u001b[38;5;214mWARNING\u001b[0m H5Generator: Not all files have the same shape. This can lead to issues when resizing images later....\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: H5Generator: Shuffled data.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "I0000 00:00:1753082381.837601 1615057 gpu_device.cc:2019] Created device /job:localhost/replica:0/task:0/device:GPU:0 with 9804 MB memory: -> device: 0, name: NVIDIA GeForce RTX 2080 Ti, pci bus id: 0000:1e:00.0, compute capability: 7.5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: H5Generator: Shuffled data.\n" ] } ], "source": [ "n_imgs = 4\n", "val_dataset = make_dataloader(\n", " \"hf://zeahub/camus-sample/val\",\n", " key=\"data/image\",\n", " batch_size=n_imgs,\n", " shuffle=True,\n", " image_size=[256, 256],\n", " resize_type=\"resize\",\n", " image_range=[-60, 0],\n", " normalization_range=[-1, 1],\n", " seed=42,\n", ")\n", "batch = next(iter(val_dataset))" ] }, { "cell_type": "markdown", "id": "5d940ce3", "metadata": {}, "source": [ "## Load TAESD Model\n", "\n", "We use the built-in TAESD model from `zea`." ] }, { "cell_type": "code", "execution_count": 6, "id": "fbf87a98", "metadata": {}, "outputs": [], "source": [ "model = TinyAutoencoder.from_preset(\"taesdxl\")" ] }, { "cell_type": "markdown", "id": "0ca05aa7", "metadata": {}, "source": [ "## Encode and Decode\n", "\n", "We encode and decode the images using the autoencoder. TAESD expects grayscale or RGB, so we keep the input as is." ] }, { "cell_type": "code", "execution_count": 7, "id": "6dea3cf6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "I0000 00:00:1753082385.483177 1615323 cuda_dnn.cc:529] Loaded cuDNN version 90300\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "MSE (reconstruction): 0.00917655\n" ] } ], "source": [ "recon = model(batch)\n", "mse = ops.convert_to_numpy(ops.mean((recon - batch) ** 2))\n", "print(\"MSE (reconstruction):\", mse)" ] }, { "cell_type": "markdown", "id": "3ff8fc8e", "metadata": {}, "source": [ "## Visualization\n", "\n", "We plot the original images and reconstructions for comparison." ] }, { "cell_type": "code", "execution_count": 8, "id": "5ac28382", "metadata": {}, "outputs": [ { "data": { "image/png": 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r70/0Nzc3Pffn/vvjU15X/3rlvWW8608K7jtZTSNt3Pxj0a6vr2t7e7ueP39ev/RLvzTwGns4kGJhYmKi+Veudf9aYSeSbRH7Mhmym1zTHP3VNT9yvxkf0s/7QULOVf6boC6BQ8aVjI/mtZ+1SP9OGxMf+ovVfjYMUO8vDNhM+nUWiiMjI3V1dVXPnz+v//P//D/vtLavJChYWFh4VyfPSiODbQbKfpTOqHKis1owhoeH26JmYMqK2zV4zcvQIbSZSDMTidfn4lVVT8XgczudTkOuQ0NDNTEx0Rw/A6P3Hhsb69FhGP0J1OcAU66hqlt9uH8GnSCj0+nU+Ph4q+QGGXNzc7W4uPgOR+Awgsv4+Pg70LPrEAjM48TERE1NTfVc38sq9wRoHMxcZzDPtlLOoXFzc1Pn5+c9IMRc9a9x/3z6m6zwrXFVtTXO9Uib7E/weX39dHqCUgkpr+tla5zvOz4+XktLSwOt7/ve976anp5+x7zmNSaAOTs7e0fF5FrzniTQs7OzOj8/b+s0OTnZXp+gMtkjAKx/rqxdJiSfV9XLnmWw72e0FBKZrM3l+Ph4TU9P1/T0dGNMrP/p6WkdHR3VyclJKyJypL2mDfWzpj7fe56fn1en0+kBLIqfycnJlryHh4drYWGhxsfHB1rjhw8f1tTUVGOsACQM1Pn5eR0fH/f4dP8a5TyKTWdnZ3V6eloXFxfttRMTEz1r3J/E+1me/sp6YmLiHRW6hN6fyF2XxH91dVUjIyM1PT1do6OjzT6quoBdwp6enu7R0Vivi4uL2t/fr729vTo6OqrT09NmF8mW9QOKfnDnfsx5smH99iKGeJ+FhYU7r+0rBwre97731cTERE/ySscYHh5uwcGk9Vft6ZzDw8M1OTnZI3bKCg4VJTAlC8BgqnqBh4XKYJcVpt+pTv19VTfA9xuh684qhJFnkB8dHW20LHAg8L6seuwPVjmvVb39qnyNoGJ+kqJPZAugDTI+8IEPNOrSWlZVTzUl6fazHVkpWYvx8fGamJiomZmZnmo011jAyfnJZGEOstLAwuQjT9mH175sjfsdPJ3TteQa55pX3Sbi2dnZRsvmGidwzIry3da4H5CmHeca91cjucaDUI9VVdPT0/X+97+/+VsCONecPW3ryh4kNck/wYIEnpV/v4YmGcKspJJRsaZTU1M1OTnZA5BcZyaHk5OTd8Sj/hai+ctY5LPPz8/r4OCgFStpLwlgAP3+goMNZMzLRFtVzU+npqaaVidBtesDCrLA+NSnPjXQGs/OztZ73/ve5jv9IKWfEcqBxQMAtMAytvaDq2wlsYn07wSzyTJmG9jrJdWMBda+n61NAWXGhX5Wy7/Hx8d1eHj4DmbC/IyMjNTMzEybp1xn18PG+tsTaSuA0ssAKr/KFt0guq9XDhSsra3VzMxMo+n6FzCRYfZlkqLk5BxHAKrqVngXFxc99HxWC4zBpPoMPaykkSDJrLgFwv7Kvz8J9tPWWY1MTEy011xeXtbx8XEPvXxyclI3Nzd1dnbWfucaMklnkGJkhoCnQhGsM5Az9v7+78uq3buO1dXVtsbuL6/DfSc977qTip2dnW1rLNCxG8yKuXg3h2czGXT7E8Ll5WUL1ulsglsyTkkXGhk4UqOSazw+Pt4C5OXlZR0eHrY1Pj8/r9PT03YdyTwkrZ3Bpx+4ZpssAWVW7f3A1n2x17uOw8PD2t7e7hEJVnXbYENDQzU1NdWjXO9n/xIk9FfG3i/vtZ9FSoCfAK4fNAFwU1NTPa1HFffZ2VnruQvU7DDbCXxFos1kJYZhNmZnZ9vaJw2ctpIJEYDTjkgwm9oNjAB7OTs7a/eXNuj++Fv+/q7DuuU68AXzY04TiGT7JGN53nP+PFk49mBN0hfTf61Tvw4qWxdodawEX882nVgA4LvGtJtsCV1dXTWfnZ2drenp6daiSQDkmvqBRVWvfsi1apeKV/0trH4AZZ2zrTo3N3fntX3lQMH5+XktLS21RG7x0oizmqmqnmT6sqqon5p8GaXrd1W9W9IEFIaVzpyfocJBByYVncgSahaoUyeQzsFY+iuRpDP7e5dV1RwmUWJVlxGQzJLmzj7j8PBw6+FKqgxMMs1K5vLysra3twda45OTk1pYWGhUagYzADBpRmvSL07rZ4USxSfQSprPPCTN7D7GxsZqbm6uIfBMMknNnpyctDVOoaP3ldyy99hfbSc4M/9+lkyHIMIGh4aG6uzsrMfmM4hZa0k131OFkT4FKCRA6K+ABfq7jqdPn9by8nJPope42ZXrT2DZn6zSz/N+0pezAszXpl+yH/YtmXjPZMD4hh0yrs86SE5AXcYdI9smfExC9K/PqaqeSjbbadbUvOXXxcVFK1wkI3bl3pMp6AeztqqNjo7Ww4cP6/HjxwOt8djYWF1cXLTEx36tEX+1LtfX13V8fNzssb/FUlXvsMn8Ep9mZ2d7QFcyRn72MibWdSUz2D+/2OKbm5s6PT2tm5ubHuaxH4DnMKd8Re5iiyMjI7W0tNTaIPmeroPdYMjYGXYjC0zvW9Ut/DKmWQ+xZ21t7c5r+8qBgkePHtXq6mqbOAizX6TTDxRQyElnJVLKAO9vq7qVp8DL+UdHR3sMPvtdkggjygWenJysqu6OhkTQyQpU9aq0/d3Z2VkdHh42Ix8fH+9hKfwd43XfghWjS0c9PDys6+vrVpH1gynzleAmHSyDmMBo3lR9g4zXXnutrTF2gjI9g3MyK+YZOs8K7WUiw6T93WeuPWdJ9J3UIufj6AlQaDbMf7IdghxHvbm5aXoHTMbFxUVjArLyrept5wCM7N99svNstVjjBFqZfF2v6zw9Pa2q6gEBmUwTYE1PTw+0vh/4wAdqYWGhhx7NdUpfzFZgJpKsDhM0iwEJVPiUe/T/ZHmSLetvtblOgKO/7ZCfzz+GhoZ6KvRMhqk5EuSvrq7e0eqpqua/WdlVddtb/fOHQj86Oqr9/f12VgCGdHp6uqegAhRV7mNjYw2AHxwc1NnZWU1MTNQ3fuM3DrTGKysrtbi42BOXq7p6qgRvCSyzNds/+hP05eVlD+jLos579u8UYA9p7/k7sQZo7/9s9uD15+fnPQA/27JpG2nPyWhlxY8N7GeDFIfiDPvJeJSsQQI8n+EesigRv87Pz7+ymYLFxcWeoHtyclKnp6c9jutQhv4gklRRf+DUBkjUbfEvLy9b5ZeLmYE+K1ILrSUxPj7eHFVwm52d7UksDA5wQJ1KhlXV7mtpaamHgk4aLgNcBln3DUQJCJJjUlbZe/Ll9eaGMZ6cnDSn49iqnevr24OMXM9dx8rKSs3OzlZVt1eK3cjr0MdNCtoaZrsoz5NgBwBcAqvj4+OWDNlOOnJWWVmJYkyur697aHxArtPptOrdGk9MTNTc3FwL0hgmVd7S0lKb66pqwDDXWPKzHmwzK/BMthKZhOT/Pj+rh1xjDFfSvz7j+vp6YCbozTffbGwLX0ybFOSy1dXP3rj3fp9MNiSD/unpafP1ycnJxkQl06XVdnh42IRsKeJLNgjg5xv87fz8vAE0r+/XFGRvnC2Njo62QiFFn+7X61KgljFgYmKixRQ+57PNw9nZWW1ubvawLJmc+5m51KkMsuW0qmpnZ6cuLy97WhkZF8SLvF+jn5JPdb7fT01NtaIkdy2ktozP9rfBzLv1ttZ+z44ANjEdYErmjS+KTap5vtLfinSd1lfCz3wEZPTbs7VMfRG7cM/uB0hIVryqeloabPb6+rr29vbuvLavHCh48eJFHR4e9jgzKkVwGRoa6gmoKvp+Cs/3/ejOF3TPKAWr/kSNHch+z8zMTC0sLLT+LAPLahFFmYbn2tLgXBfDyrZDXt/V1VWrLDKocBCBPqvmfnpdYru6umqsQrYR3LN5Gx4ebgxDJpHsmbuvQdb46OioB9EDHqqd0dHR1ls/PT1t1yB4u87s8yeocP1ZlabCf3Z2tgUlSSDXZHx8vObm5urJkyc9vUFznG0DATrbBNk2SjqYnbpu9pNtHgHKGs/MzPSAUcAHIMh7lfzcS4oosy1mHQW3DOIjIyMtoCbNfddhjr2f7aMC48LCQltHtp1JtKqXTsXqWcucn2wpHR8ft+RnrZLtsQZeIwYcHx/39HjZkc/GloyMjNT5+Xnt7u7W0dFRW8+5ublGa7unbHVk/1cMSSCdn53XKdFnEjRSA1HV3b3iM/x92lT2+7OClzQHGYBlVv7iU1by/W1K63FwcNADxLBzipoEWViOjJ/eFwDLz8hWTPpfJuC0p3drL/h9tjVyi2RVV6TIT5Jpzh0dCWq1doaGhnqEtcCSYs5nY14yX2SRm+1WBW62UdjHXccrBwok4Ox7J5VYVT2LLYBVdUUgVfVS58uKw99aAChetZ4AJKsxRkpM5e8tGMObnJxsQjh96DRgPcl+mjDbFWkMiUZvbm7a1pbsmfaDqOzfZbLqF9SpGEZGRlolkfPnPbU0OG4CnUEGESAHSRo5q3SfDVjl3LgWFWi/fiBpRg7GLq6vr2t3d7enr+1zMBCua39/v4dKzwolKwr3wEnZrsTvOgWXtC8U3/z8fE1PT7cgZP372R6gJf+2H5D6fYrcMlizBwE0/S37ky+jeb/Q2NraqsXFxbaOp6entbm52ZPQ+QdwJpmmulxly4/Mi/WSaNOWBMvT09NmSzmXAmW2ScSGqi5gz3bA5eVl7e7u9lRvEvjFxUUdHx83RkO8SkGrtWcHAObJyUmP8Iwfq+STlRobG+s5PdC1mLeqW6DA/pINkrRPT09rf3+/zZf3HR293dE0yNje3q7T09OanJysqampmpqa6qlYFTnJfLkOsUMhVVVtK9/c3FyPYJiNJtCh6cmdKQkExGuFRtLrRKV80dzz9yxUEjzywYxd/S0S/oc1UQymP3mvBJwKL4JC6ytvZBxkW9i98/Pz5k/mJ5lGIDdbJV9ovHKgYH19vTliVfWI31QuSZ8yCK0GRmBhoD4GmaIqP88kyViHh4d7tv5VVY+zQbIqEgvPOKiMXWOn06nj4+N3iMSquhU5g0mBSZ5BUNXdo+6aGGUi8gya+TPBDBrNbZh571C/vxdcBJD9/f0eIETkdNexsbHRgrf5Y/CZnLNazvnNCsyceK05TYfNKszPM1hJ0FC1gJIJPqtola2KJik+7yHgYbimp6cbw5UJgDNfXFzUs2fPekBKVfWwVuZrfHy8BZX+9g47STEW+0pglJUV5uDg4KBdk2sAkgcZEmi2TYA+9P7FxUXt7e310Ov92qGTk5M275iwqmpJVmXFp9mqOOBerfHc3FybXwEXgOY/CdYygFd1i4qpqanGDJjLBAOpDUjQLLgfHx83UJ/2nsXK9fV104mw7aOjo3dQ6GKDtU/6emxsrM7Ozuro6KhppNhAxo0UKt51YBeAUb3y/uo8fTfbLGmf7Nz8pK4IwM1Wn9cDIoqa1NSwm/Pz8zYXfJ9tJ4uFXcsWVn9bKGNOtqT7t8ZmOysrf++Z7U26CUBob2+vh6VLMJS2kO0WLfbUGWQbVFF31/HKgQK0kkAmieq3ZWLLCru/D2wxMkBAoikCyr4YA+B02bc9PDys/f39qrptVzjT/WW0nyCeNA7aTPDJ/lZV98Ce7CmhLQVWQVW/raqbwARQr0/U7r7Oz8/r8PCwOa57kbDSoLVIoGrVUD8LITAMMnKLW39gTYoUwDKHKnNr3O+wtmZWVU+SF1ySKervXbuHrCoJBCcnJ9tWI4Du4uKidnZ26vz8vCWcTqdTBwcHPboFny+IprOy9wSs/err09PT2t3dbdcnGPIP36tikgp23+ykXxMjWAgikrHgltT8IEOgPTo6qsPDw552mvcjTmW37DN3veQ6pa2kqh1IS8aEPigPtEphYdKumQBoBba3txsVLnFme62qS8GfnJy0nQCuJcEWXYvPScYuAa7rquoeTpMMT4KA1Ick5Z2VpPeqqsau7e3t9cRO83J1dVUbGxsDrfHZ2VkDrNnGYmfAKPtMwHN+fl5bW1t1enra4l5W+8SAmchTV5TtM/eKAVDJp4A1xd8KM/OT7bh+liD91eckE50MiPUAErQagJ2MPdaI7SQr2q8R8ln+LlumYle21/gSm8g2+F3HKwcKkmLqPxkq2wMC2enpaRNfVHVFJIwjK8OLi9uTpbLXD5maYFWgiYdSGQV0uLu72yMAk7iqeqlIp5kBHvq4gpv7Ojg4aFRQiuckuxQcZcAQfBJUqOoJIPXMbbNJIZqAql9vDrNlMzo62qNe5UTASCb5uwzzRTz1MoAHCUtI2Zdl8NlvlnBUX6pGtgJgSDi+FwwEWvfHtnZ3d3tAlJHVh89KhibZiGRB+lmeBL+qaJ+VGhGJ1FcyO/m6VFv3K8615vK0yJf1NjN56rkPMjBlfCPnIVmYqi6D4DMFNkEeAKc1Id7MZH98fNyzZTDBUD8Ldnx83LbiYXqID9PPrImRlXiK5FIvlIcBZdvqZUyeNfaUQlohQC1PCZQ0fYZ5s1Op0+m0cz/YQjKAKfTLllsmv+Xl5YHWuNPp1OHhYQ/AYEvs2tweHR31AGrJTZzNRDszM1Pz8/PtGpPhSTauv3UnkaZwVsXtKa58QxLPQvJlvmOeE8hZ46TuzaGE7P/Hx8c9u1N8Lrulr8FcGeYnCwS+IDewPe+bbBkgqR3p+u46XjlQQAAH2R4fH/fQslmhCjCCl4QhYDCQqmosw8nJSU9fL+nl7EOnQImRoN/03vXwBJvUQ1R1kyu02k/xZq9aoGOUgjxHcD/b29t1fX3dABNHS+YDIhVw+6l4I9Er45cg0VmXl5c9wTLbJ+5nEINzH/7d2tpqaDkrc7+3Nv0HySRtDEknqDOPEoxqyeuyPQLN9wv+8t6SRjZfgkB/j1fF73cYqwSC2V9UVbhGf+s6rcnV1VV7VHXSmxII1ubs7Ky1vVTQAG6yCgsLCzUxMdFTBSVoyUA5yDAvqPEMVmxdYPfzrDABmO3t7ZqYmGjHnid4AHrpW6qq+UzS+Xy66p0P/8IMHB0dNRbO52e7CiDLluH+/n5LMNYhaWR2wLZSvJiFSLYWtZoSRLnPl6n7Vb12a5mffA3gbT3FOy3CZGUGGcmc+Dfp8ATY7N2/KueqajtBMq4vLCy0IiS1TsmU0Fdl1awPL+ZnMamAEPsTQCYbkMyZeCMRJzBkF/zG34tj3vfo6KjNN9/PYoC9+mzrqp3T7+daSt7DemZLWuEJ1PaL8L/QeOVAQVX1JKiqask8e6QCeFLrVbeGjyJHX1mURFScjhP3o1x/L9B6T8EEtTgy0j39EH2Z+3QFuNyu2N+PUn0wTgGVw3qv/r6sRNK/jYrhCyru2d/rpTlqmKGZJ0YumQlYAiLjy2NsBxmcM3tfgjUgl0wFxicpQT3SdNDsYfcLiFIDIcFcXV01gZNdH3p5QJEKJPuJqd72b/ZV00ETrJyenraAkbaZjFayJRmw/K018x65LRML4DVJFedcsAv9d4A2Wwh5PYO2D2hsUiQnuFFHq3YA6RRKZRI3b6Ojo02sC1CoqCWhbAskO3h5ednzlMaq7jZSQTkTy/n5eduRcHl52cCUir+q2nZic5pahqw2k23QHxe4rYl1Exdcq2uw3mJcth6dIaGNBeR1Op1WWfIX6+q+k7KXlAfxYTYGiFT1bsEEPvmMpOjavc5asFfJNLUZrjPj9MsYPMxAFg7J1qW+IUGiOCnpW6uq6okBrrlf62M9s02pgMICeV+tgywwXSsQwkbMlevnJwZdTOoS2Kbck8zcXcYrBwo4GYdW2ZuYFA8SCzFKiJxzGxxKMGGs6bwpTEKlE+AICgIOJ4XesjeYQi0BVTLz/lkxZWWTSQG1l9URale1V9Vto3B8VVcKA5NRMU8CWSLU1CtwZvckaAApVbcaDXqDQcbwcHf7WIqIsrL0lVS8XqM5y+oSs4Ned3/WP+lrDjQ3N9eSSZ5pkM4veaqCkk5nb2mT2SccHR1ttG7uHRYIBZvsXXpPoNP6+5zsSaZdS2w+g80mcGSHAmnaVh6AJVEl2zLIsFNE0Da/bDcTKqCfvXtBO9s+wDvmhx2riBybPDQ01JOgvU8m66GhoZ6toLnFTPLPPe55gJW2ZPa+JVptCb6KmQLUgISdnZ22zRa4xnpo67CJ/lZhCuwODg5aRZnb+NzjzMxMo/nFGFWoOcjDtwYZYkC2t5J5zTgEFLs/a5QMVzIiCXqz9UMwCcTzca8Xi7Wc08f62yheywZS65XXln7E3oBegAzTlAywVsjs7GwPg4mBFK9St9YvUk0ghzUVIxVBMzMzrc15cHDQUySL9+b0ruOVAwX9WoB+Ed/x8XEdHBy07yW1TqfTc6rX3Nxce5+q3gpUokn6p19XUNXdwjI0NNQeciHhJzJUXSQgsLBJZQIJ/YcGYREEl6ruMZn+Tn8Yss0qOqtATAanJNTM6hdSTeMiXjN/efKhIKuq9N4XFxdty86gayxZnJyctErSe0LbHCCRPWYmt4tmf1+QkGTOz897+npZmanux8fHm/Nmlene+8Vjtk1JGJlsspqxbuYcE5NVVgaEFE1JAv7Pfp1ZIMhKTOZL4rSbQHLAHCXoULkAZP379VVCgyrT2YP1SntN2wG6zYuk5t4kUnZortKn3IM5Tc0CRoQv55kix8fH7R6z1bK7u9sKBdecOh8Jh38ADNnayuqTfgO4Ghsba0lN+8JODO/JnsS3tBdb3QC9qmpzmT7hCxt1dXVV+/v7rRKdn59vwMy1DzIk7YyXkm8yIFXVU2QpBvw+W2i2n7q2/lYuoCdOJtubrS+xLLd78iEs5fj4eHtP4OVl7R62y3/ZkR1AYqNcwV+SVc6TTH1W6qUwAuKydlW2exNQmAP+bR5OT0/r8PCwgS8PVRsaGvrKPrxIcE/HSGokA7bES4jiZ4nmExFWdVWYgmn/YRECSRqkni+K72V9VhRm0nGYjuvr65qbm2t0TqpMq7qo2zVlBaXi59hJoasy0Nx5n8lAqA71GFUvAnRW5oxQkED3Hh8f9/T3+4HVoGucoir3lVQzQwe2BJjsQUP+Z2dntbe316of9qHy8H7+n+iZo1sLiRqgVPmwxxT6JRVprYARAFKFkIDDvNG+qHQBjQx67kFAUA1khSNpZDWSNgss9ANGtsqGlpeXG5hgpxcXFwM9YY3tYR7Y79zcXI8uJe2OP2SS4Sv8BNDP/qhgPzY21hIJe0XPej9sRbairLdkkYnONepRX11dtSOFk/L2O+wj30q/FB+A1JOTk5qZmWmPD09mhuA044L5qeoyEOIhDU4mP++XLUVV6fLycgOI/Di1V3cdSXOzOWwF+6/qfTCP+eZTWV1fXFzU+vp67e/vt7MrsLbEyHxES4ft8Hdxm/AU8ALcrRnfSvbw8vKysXrmPlmkBOxDQ0NNz5GMkDgDbADkrhnLIZbzb38zNjZWKysrLUaL4VXVWpuYQcDy5uZ2K/7BwUFr0SR7qvV7eHh457V95UCBxGWyLAwUnKKMquqZ4KRyGWsGQUmAgdlyp2LVn9G39x4SEySYokfG6f/6YSpbzgKpQogJAASs3E9cVT37b7NHiyY1X1mFAkFopDyIKdsY5uj6+lY0NTMz0x5EVVWNBgeu5ubmetTOaPUMAHcdKrxkZ7KaSLoP0u1PwGhl8zU9Pd2TTATnqt5HGQuQ1jR7nymA6n8imapOdZiUbtKl2SsVvOfn5+vq6qp2d3fr8PCwrb8qhR1XVQ+d630BMgnefPh7VGpWM2wlH23tXsyltTTHVbcJaG9vr3Z2durq6qrnd4Osr1NJ+1t33gv4mpmZafbPNx1MY81c98HBQUskfi558+dkHPi10wfzECmgxe8lyqrew3IkOgkeCKjqHmeNpve3+r4EupibZOaur6/bHGeV7trYuQCP7ZHos2+foD5jRRYXYiPQJxZmoTHIoLHyGZidtL1+UaU1l3jZbVb5KaY8Ojqq7e3t5veYFrHD9btH9sQHMF9V7zyyOIufjPHZ38+i0D0BYlmgei/XMz093cBX6ggSDLuGBIqKGmsMKGCfk921o8O1i8OpcbO2qUe5y3jlQEFWCtmHraoGFDqdTqtekxa0zSX7oyhWAQHizi1FVV1EW9Wlu5K2q+qtnoEQ/08qOxGnhbGI0JwgV9XdJoQG9i+RVW7fEbyAAQ7E2XI/fFW1LSnQsqC2vLxcCwsLbUeFyvPg4KCHgcjtRHrCgJQAzfHuOsxt9om1IiT4qu5zAqq6iv8MyILi8fFxA46qA3MtoHiPdEiBHyA0rwSj1qo/QFgvgyOi9LJ/2ul0Gm2boji/Pz4+rp2dnbq+vt1Roj2QW1fZUbZIUIN6xskKoMerqqfllK0mgz4lk8TIyEitrKy04DtoFVnV9a/UtbiOPGnO9eU1Cbgqpevr655k4TWCOCCJmmYHufaZzJM5ktCTjanqajIePXrU/OHq6qol8rGx28PJFhcXG1B0lokdU1mMuKcMzin6FQ+sN1vke6r5pOuTCTEXipEsjthPtl18RlLwg4xs/YlXxIEAvTkWXwAF11dVrZIVn8V2iQyokBjNpYILNX56elpLS0ut1cC/gQPrBYACxnaVPXz4sIExfi5JS7Byi5YMG8RA7O3ttZicVD575AdyU+oYcoeINbeebCaLHABb4ct3AVDiYT78Fc0UvPe9762qLgqvqiYopAngDP0iDMI9yYNgRBBnlIKA5AE9Vr2zSmCc2cOneldBpsaA81pUidg9CYQjI92tIxYfVck4q6qhUtWQv0X9JgJm6JBnVreShd7dzc1N7e7u1ujoaM3OzvaIWCBgc6QinZ2dbQBDpWz+BxlvvPFG6ydn1Y8tQcWdn583pXp/n9r8pz2ghxPFm8fUXPidysTa+DvrlAE3P1/gMAeSe26XFDiAn06n08COyoMAjD1V9e49ziOnU/CWLaykZr0WXT8+Pt4jkKQVYeMAFNsXpFS62b4YZPATtjcy0j2KPJ8RoHoGrgVv6yPZnJyc9DwPxfpYW69Pajb3eC8vLzcKNcWoo6Oj79BLpL9qV7ADVHxu/dLnZouuJQEvHxZHUiipfZGsI1BpD3s/kOhnrqxXnrvi84BRTFjunEmdCfu76+CT5ubq6qoxPHlYkeQKBGc8BRSsV9p6VtQZL1MQnMlZ6y13J6HWfZ73c9CYvzNf1t+1JQhPXcLOzk5L9AkmAWDaAGth/cQQ8V3BC8jk+qUewJxhvJI1AZQJSAFHNqJQAATvMl45UHB5eVnT09M1Oztbc3NzDV2h5ff29hpCtSOAU52dnTXH4ngSRtJMWYFIDgR0AqnAJlmlASVNLLFDvP2Oh75VeWYgygSjD1rVPREuNQcCUX+FzeG0DlL0VtVbHWIxBNbsCWZgy8rYdsXx8fEeER+Ddt+DjPX19cYI2DalSpD8Dg4OmviKcybFlmK+/qSZ1aEKKB82ZY0E+mQ9tIgSvGVP0nuzB4BQ5StICZAAE7vMHrbAkHqOZJ0S8KpoODfbkdxVbv7vd1pHmCegSzLhB1Tx5mFubq4WFxfb/Q0yBE0JMulWwI0gzP1mlZttLbsVVNPZWzcXko1KO6vjZAaBL4CMPSRAUYxIqhlksXAqxmxlpcD04uL20dgKkmQw3FuK8qjX6VByq6374/98370rACTEvCb3Nj5++3CvtLsE0Xlg1l2H2IbW5leOdk/mIltTKH5gnl9izCRo86Xt6aAgwA+gHR6+Ff4CEWh6dp1aHcCDP1R1D0XLlkLS/WIBsEnzIT5mwdivC+oHdP2sY/q7WGS9/C2bzHifbU+nuCqYzZ38528H8eFXDhSYxOPj456z4FVa09PTzdGgKnR9KrihJkbEIAirqt75IJt0eJRQ0lfQOdpfwhIQLJr3vLi4aJ+fSSgFXxCoQJ7bzsyHa2cs5+fnLbAm0u4HEtgH75taCH+X+oP+Km1iYqKWlpaa4WNBGOXNzU0tLi4OTD3qWzuchoDLPKSCGHWXFZD3ENj8DVoXujYHKb7MfzlcVZchUgFZA3ues/LP41n7GSnMT86ldbFmgrOH0GBe9MUlA/fjWiTNnEfroML3WXrI3i+rXPYMfHoS5fz8fLNx9rq3tzdwv5nOQ0uFut19mOvcWZC9cmuAzaqq9lRS7FvqWCShpNbt9a+qnoQriam++nUq/FWSU+mpMtPuqqqxDtZMZS54Z6Bmx+5N4O5vd6TGYmpqqjFm3oP/ZtsjH56UIN3aHx4e1uXlZbOxkZGR1grR1hpk7O/vt/t0PYoIWq1kYdhe7sTQXqjqtgOzUAFUsDVZzHm9GJrnk2Shw9ZnZ2dbHAM4FBI5p36fu7/kk7xen5Wx2dolIwkwZsuRQFUsreoe9720tNRAzvb2dtuNIKZgIbTL0zb5BlYutRaD6IJeOVCwtLTUqmkBSb9ld3e3GQf15/T0dAt42QuCIKu6rYgM0PpaGaQFckFQX9Fncuiq7oRXdQWHgkOKbNBIWR0Qk6QwjMGNjY21wGJBgRgVhaQFFOS2OMgbXYiyTsCU1KuWgNdmG0XbQULMJ5MRRebxyHcdAimk632tnwHoJUORNF7S5llNZMWelWeyOaqFnPdUJhsXF7fn2nO+DFbWNm3O2qvIBIpkigQ/98OOVNISJ1tIlsu8uG9B2br3U9i5hTTbXuhe9rWwsNAq52zPLCwsDHwORdUtqN/b22uJQBB0ZHFWU9n/lvCBGj/DpBGUDg3dCm75GNvJFk2yBsksCOa5K+L8/LzFEnZlC+Lk5GSdnZ21JwyqGnNnjPfGPCksqqrn2N5O5/b5GICYHnVV9yhl1yXwS0hJ8/N5QCeLIy1UAlX+6xrYj/vqr2jvMrJHj5Fgk1dXt6JalX62BvoPTnI9zgzhPxmP+BOfIK7ll+YzBadpNxsbGy2x0pUpKoFIvpBgoV+wnrEuW6eeicMHtWvEjDzoCIDA+FZ1T9cEpq1z6ha01nLbKdYl8xhm0s4m8WOQ8cqBgtXV1eYY6JqkZixoVfVsEcw+UlZV6FejXygCUAwPD/fsg2UMnExyrOoen6mPA1Gi+QTiRJWqXv+qoK6vr1sAEJzytYwFCu/vRwr2BsfLIIARSOEMw1fxCNzn5+fNeWgqfPbFxUUtLi62QAR4DNKvqqr6wAc+0OZP60YQzfaF/6PpMvhmP9nPs79nzdiRv3OPua2Qs1V1++psKXt6To2TSDic9koKY62vlk5VN+hL4ip115bVpS1SKhxg0L0LjNT6krnfU9VLFLkFVeAECD31cnx8vCn4XUMG/LsOn5e+41qxXV7HR9ms9fS3IyMjNTs72+ytqquzASq0TATX1HsAaoBS7vLB9AAsgHZWjXt7ez0sVbYDrZfPOzu7fYbIzMxMsxdBenV1tdHERirD2S+7BJbpblybQgAISIYsxZw+H/Mj6ZtTgMffD3oWBcbTfGUcYDfmXTHiPgB8T/hMYbi4Y75T05LbQyVBr0mmkc86V+Xi4qKHHZYk5RU2kzEnY7E1EkOzzQSoVFX7THnE7zCf7sF95+6p1NXkjghrxveJqv2N1rM5Fwdy14tccNfxyoGCkZGRhs4FlKmpqbZX1WSo8uzR3N3dre3t7VYtcvbr6+seJXhVV9iR4rLc8ighm1jBTFDPSiYpPAuZRyKjIKFiwZkzVHVRZ1XXALIXnIg2UaJqJSstjqVX6B59TlX3QJRsdUCmfqYSQZ2loeZWq8XFxYGZAtcIzKQAB5OiH+keaAy2t7dbsMxtqcBOVbctJPjntjp2lLsUUqAE0Nn3LuhlW8LzB5Im5ICZmFRIQFQCAq0Dtqe/D6igOlPr4WfZbxbgVDjsTpBRdV1cXNT8/HwLnltbW23+Li4ues4zsM5+P6iQ1PvkoWKSsLlKdoVNmDO6Cy2GZLckx9yClULJVKynkDSLBeuOhgWWzaX1QtWmZsB7uT+JPQVtkvzw8HBjxLa3t5svZ1sMMzQy0t1hkK3InFPsRgoEXZs2g6pfouynk9mOFkMC6kGGZGc+aKuy1SYm+tzUw4iN2aJl76enpy2+agMlyAemk9m9urpqu8y8DyZvenq6FhYWWpvFNblubRDroX1QVY0hoEOhydGWEysxz+K963U/bI3fpr5EO0tOcz+AFf9IBhvDiXW184NtyiP+fpAW7ysHCqDb3Adu3/TU1FTbRuf/a2tr9eDBgzo/v31Y0Oc+97k6OjpqiZODCmz9laZAn6g3US0jIogz8dlD0n9kEPPz8z19zKzWBe6kkwT8fpGIp7epCjKoMhrBNKsb18O5UgHr89JBGXXOi0oxg6z35awJ3gYZm5ubtbKy0iNszB0NqEmgYXFxsV5//fV68uRJHRwc1LNnz2pzc7MJ4y4vL5vITBUp0AuYGWRT5W1dBKnFxcW2/tnDFCy8//T0dANHqajnsKoAwBUtmKyKtTQPl5eXNT8/3xJJHhIFEFtfQU+SdD+CjS+MEAoyK0aAV+IlVPT4bQFsUKHh/v5+2wqLvTg6Omr2KLgDH6mlSd1MVffM+1Raa/elTiCFYexXAsaeZdvNHKBlU+/Ar6x3tnDYRsYnArjsj/N1SdJ1dzqdxgaIC943/UzSyyTmvsSL4+PjxkxIAEdHR229vTfNgiRs6xyA/MVQzOyX76S9+VkyKe6PrWsXZPvFF98DhNiwQ59U6Ch/cdsYGhpqdmUXTuoJUgOW+h6JXqFpvvuFe9fX1+2IaayvNm7qJuzuMvfmLHv8uYPImrNZcQQz4dqTHQVMtVOBvdRVJMC/y3jlQIFe4dzcXKOx9ZzPzs7q7bffbsF/aWmppqen68GDB+3EQOhQMtWnNamcn+jGz/t7tpD+wsJCW7Sq7j5SATiFLSrTNCABgiEKXv29zhQjZsXOeATsDEyqTP9PMWMm8Pw9h0ugkW0GwhagxclZwFOifq2cQXvO1gF6J4Q6ODhouomDg4M6OztrwGh6erqWlpaaoGZ6errn8B4VW4IDNFoGKU5nHVN34L4kL/PNqZKh8l6qO6ewJWUOmGIgsmWFXqzqggPV4v7+fjsbPzUKaU+5/QmQHh0dbYI9bQNrKfnf3Ny0g2ZUsliKoaGhnpMBVb+DtofymQvstaqbqKu62xbZlTWo6p6twS9VTNmKMa+Ob2XLKWA7OTmpnZ2dnl0bSfdjcaq6lVTuh08BaTJGfExSlbDcn8TmOjIm7Ozs9DwjIel3ycL7mINsP1V1K8WqW5ZnZ2en5yRETKNH5wIxabvWZ3R0tB4+fNjTYr3LYOd65mKWOVUsEEimgFd1jeX0O7aKagfOtLf4pntNpkBh4wFnybBl+zQZI+uNOavqfbaLllXGeAyfcwAkaixD6gUUpVXVk/StXbaOxCvg2fu63gQEzkDIeJzzLt4DQvmZdxmvHCjY2tqq0dHbE/Q43fLycp2dnbUDi1RQW1tbNTc31xZ/aWmplpaWamtrqz7+8Y/X4eFhC2wWlmEKIJIwNCsAMTqVi4pCUBGUEpGnU1dVYxok/oWFhbZAeT0Sj+QlkQmUefgF0Z3g5FQ6xqh6EexcY7Yb+tFrshwMUcKVKDOY9FOOg9LLu7u7DZwsLi421fvs7GwTqBFi6bm5t9XV1fqar/maOj09rU9/+tO1vr7eDi8xJ0NDQz0PK8l+dVU3EAASgovAkmxRqpEFL+sj+HJ+LaGkISVGc84uBBtUcgZCrwEUBER0uL/xPbu1lq4PeKrq7lQQwNJOVKSCLuB6fX3d2IlBhnaWhCpgJfN0c3PTHv+tJXhzc9Ozq4jNC3TANH93zSnkzGSXQNvcWje/S8aMb6lEJRStmdPT03Z2QYpygVe2lALHbP+JNWIHm8tdGOYLy6CilTiqqvmC9xa7cj2np6cbMHRf4sbMzEyrLCcmJlo8HWSwzZub7umVaY+5WwJwz8Jsfn6+p52abTFfKR52JDQxMIYzGR2Amf4ptTHWJgE0cAcAGhn/AXVJPYGuvKDgUITke/W3axI05sF5ihnrKcayCf+aF/eliFaUZAuhqhog/oo+vIjzn5yc1OzsbAtsCwsLtbi42KrJo6Oj2traqt3d3RobG6tPfvKTjarLCgyKheQ5CIWq4Kg6gfLQc7aYZbWcicP7q9oFg6SlBcekijM4VXVpUrQ/areq20/iuPrnSQ+n4yU9nnoISDz3WLtWVRjq3vxUdXUMVV06TaCE4gcZqn0O5/1oR/KEyrOzs9rY2GhgRusmt/e4f+vh5zlnrhEYSXCW1y9wp2I+6VuI2+cBHNZQgEkKkJO7z0yA1PhAW1U1vQV78bkqT4lRkmNT9DgSv2qYWC9PRBNMzYcgZG5UJZiaQYb3TfvJ+2L/fpeiQb391HwkKEU76xUL3nYjqb4kBfvcBdBkxfiE9/Cz/habqk98yKJCn9ncJQORJ/0BG5OTk00Tox+cwd51S9yYu2SF2IBrS8A4NzfX2B+C4qpb4J7nOGDXzPmguqB8bgNwxtYBSnYPNGMuU5+DNTHnuQaS7c3NTU/Mury87BHHTk1NtV0U7GloaKhny582gfdzfVlJK47ygUbWXssAm5atv06nU/Pz81VV72gBpHBdPOg/Jl1b2vxpd2IC2P7V1VUDEtmySqFiChy9H2HjXccrBwq2trbq5OSk0fYoY33cycnJevDgQev97O/vt+NFM6EDAPo+KmlVZFbpJo7BoT9VTRkk+3vQAqCDk1J8o5dPk5CVpe1xDLmqWi8wjznO3rck7971zFRhVdX2pktOKqfs3Uo0euEcAPjRY0ZpoaoSpGgbCACDjGfPntXJyUk7n+DRo0dNYT48PFwrKyu1vLxcVdXodGp6509ksMsdGwJV9u6yV2zdJMG0AcE0AVB/j8/gyCne4vjz8/NNoW5dktITIPOsfvbab190DtacPWY1UFXtMyWuoaHeA4HYobMDJDdgpF/5LGkLNIOMPB+Bb11eXraHGvEXgU8Q5j8ATFL1KjK+y+5sp1xYWKjd3d06Ojpq1HXqDNi1dbN2GAfMAS2PJMKHzSV6F2DJ9U3WR5LDbkokOzs7bfeLtRe3rK1Em+xPsgVeAyBITu7Be0t+KPe0Q/7Mrvn2XYdCA5vkOjKR86Gq7oPqElDxOfqira2tVgTmPQHAAAeAJ25pkdAYZAHgX4BdPHWyZbaMfQb75RMJKAk9k13AWmC0gBFrK/4AKN4vQX9qRti22FLVFXYCzdYWyFbUmZfT09M6Pj5u2qxBWoCvHChABbvRg4ODWlxcrMXFxZqammrCETQjUdTU1FRTpldV648LshzB4mR/3QT374cVfLNSAQJOT0/bfusUL6V4zc8XFxebaMZiM4rs/WcQlMRccwKbBCqQtVZLggyoFBrNh6q4D4Z5cXF7HsTCwkIDEYxsfHy8nRuRGojx8duT0hj0XYdAZXvN3t5eLS0t1draWhP8zM/Pt0pc4p6ZmanDw8Pa3t7uock4c243s779p8MJWBkwrFNSkgK+ak7yEvDTTtgqEIZFwczY7mUvvADlfdKGBDin4OWWsvHx8Ua7HhwcNEcXHN2PKkKLSAuNbfKZFOGNjIzUgwcPWm9eNSNxDTJSjAlcU0dLnqpDIEbgBhrYFy0J0M+m+bkY0X/qoeo0aWRxIcG4zxUL+CW9RVbU2EDFBjtyL+5LUMYYiDdobgWCxJH6FnMCJAAfEr7rTsGZecFUGNlXB7pTy4CpdPbDIOPy8rInViT7xiaBZAkX0GJvWNHNzc0WbyXk8/Pz2tvba+wn3cbExEStrKy0vzVX1tl18PkEvUbGSLbB5nyWa3ctCja+6/MAK/GR/4k7NETJAgIm1jft3+/Nn3UdGhqq2dnZHvtNYJxt6IODgxZL2MwgoO9LAgo+9KEP1U//9E9/Kd6qFhcX6+TkpJ4/f14zMzNNT7C5udkmjRhKUFUhnJ+f95yOt7Oz0847Tyom95Hqq/mdxJw9Oobg87MyzGpTEreoWW33b3sRmJOCSwoPvZvVhLMaiA4ZzdLSUntvVRhUKTil9sF7o8pVHw4z4ZyJhvt71P2CvUFGfzvj6uqqHV+tml1aWmqfJ1nv7u62imdpaamBQ+uvl4gmVzno/bonc62a1mtEU1qvPK9dlTY0NNRD/Um019e36upkmWgMMhBUdfuMKexUfVi7ZDPMd7aigA+VrUAgQKhW7GRg7xMTEw1AZmBKtso98ZNBE4bPcT1aUgm22KHgaq6tHXuzZnlOCeU8yh+oeu2112p4eLj29vZqa2urB6ADkPy9qvvc+369ifZlCtmsQzIVyQ5I0Pwe+FQZYywEcmyIa6KjSAZBS0SSYWP26vOhfHAOhsG9V1VjFFXGErDXSOqDDAleJervxcTUY4mtkqt7TSClAiY6xmR4Lot1mJubq4cPHza7xyJl64DWit9kYZcPqwP2Dw4OWjxPUaKEnju3Op3uUwmxgewrtSL8h01l21kswQCKJe4ROPR+zrFxPwmIfE5qWTCQ2bIehM29Myj4i3/xL77r7+bm5r5koGBhYaFWV1ebcTMYVHdVl06bmJiox48f18LCQm1tbTUlMidSKXEWIAASVAF4lGhWhRaLQWQPMSsAQVTgd0qZwGMRUfypZ5D0IVkJWj8dQkxjci3e1+dykMnJySa+PD8/r4WFhfYZuS/fPDJmDIK+fLIjFxfdo1vzcBFJY5CDMapuA+PDhw97klU+CyGFWiiy9773vTU3N1cbGxs9fVegC6hB77qn1AwIopmEM+Dns88F76RwJdubm5ueh6pkELEWgAOELvACOdkeYs/sWxVs7RcXF3sCQPZB094FesFIgMQSWHttAoHae+SBQ/0JdZAhoUtCKht245q0C7AwR0dHdXBw0BJFVbVrxaSMjo7WwsJCrays1MLCQlPf7+3t1Ztvvtmz1u4nn/eQOgr3DbDd3Nw0phLoltT5osTCfpI9NN/8WqBmD2zPOhIXp6AMcJqcnGw+IqCzRWLNsbGxdvZEghfXmg8mAgrSll23ax9k6HvnVnHnb4i5kqe1SBYlGT47OHxlK4+d5FbEg4ODOj4+bidMpp+n2DFFfcm0Wl/+SgdiHTL2WKs8MTSBvjjNfxQ54rl7zvUFohR6Yiz7SH2DdazqgljXfHNz054T5FoVOQAMgJatzy807gwKfvVXf7X+wl/4C+/4+dDQUH3bt33bnT/wC41nz561fbcWVOJW8aFVUbH+z4ic1DczM1NPnz6toaGhevbsWdt7ChGadMHp4uKinQKXlRsWoqqbWCwiJwReciucqsjfVFWPMM2WHEHQIiZqreoCklzoPA1M8M2+ZwIXyQ9oWF1dbW2KdIzl5eVaWlpq1fLZ2VlzwBRnJcC4uroaWIhmZBW7ubnZghcKb3Jysj3CV9JfXl5umgLO+uDBg55WCTswJyliso7JEphzayaJjY2NtXaE5Ga+k3bM5wuYT4EKaMo5dT9JC1vDTMQpEs0eK5txfoB7zICaQC57qY4KV+E9ePCgh8mQUCSKDJZ3HSo3AR1TIGhix6wJkKpq14pZX19vwV5Sr7pN5JhDLF5VV+iZfVoaBfagak+2QdVXVY1qde9erzLOo9OBgqz27IKpqp7rHh0drf39/R6NDyCIBRKD/J25y/lSVGB6gBprrLpOUMOOtJL29/d75lPRMMgQ71xXbiX2makhYEOpu6rq9uMVJGkTfKm/7XV+ft6KROxDnh5KfJhnxPTrHOwKGx8f74kRCe7EuqrqOWQqmTysNNB/cXHRYhUbVIhmq1LcE6Oqqic2ZZ4hcLRmriPzX7YhssCamLg9yG6QbeN3BgU//MM//K5bz37mZ37mzh/4hUYqQVVT+qcW4eHDhz298VTxZsU+MjLSKjoVseoWmiea40QM3GJLiLkgFjgBiaSU4pOseCFC31dVMwZJIZ+4mIK03Mur/cFgBcFsgfQj8uyDQY4CjACq0uxHt645xWqZvCDvQUb2zZOR6HQ67eQ3Cdt9+uyqaoCH4y4sLLT7X19fbw5vfrJ1xAm9tzPTEwiyOXM5OTnZ3i8RtxZBgq/sM1dVj1oc5WkdVAN5AA+6WDBTZWb/MrUMp6enjemyhnlQUG7VEywXFhYa+Lq8vGwajbwGYNm8DTIAAO9vjVV6mBp2afspn8DWpP6Gf2Fwdnd3e6okgrAU1ALlKRTmfx7HzAcVFZIrzYvkTUCKRRN8ExxUVat8VYPARfb3XUMeOpSCQet8cXH7tEV6Gq8HGlSv/WwjW0nfYXNYF7S86x9EnV7V3WoJBFgH15I9bXYAsGZBocWV1SwRdhZB7Ong4KAlVPFDMVdVzdb5lt9rZSQjl7HMPPMBO0VS+5LrJ24CcdY+41m2V+k23I/fA6jAiPYsYIyFqKpmy4CWcygUHWzErhPPfRAP7zruDAryTb/6q7+6nj592pDm7/7dv7v+/X//37/zh36+8fDhwyYmlLjy4UhHR0ctsDMykykYeR0KHaqan59vBmXSoa2s2tGIFlcyqer2lTJQQqqCtQDFQauqx+FVsr6v6u5WSKBDT9HpdHqEhIwFWvd+7lv1mZSgSqSq2uOQswdNvOYpZwI4upuSNRkNJ39hYO46OJxWTYKb/iSQVSv9hOvIM8QlMQ6hcnfv1izV51XVQ6NnxacSEwAkNwDJLgiUrmThHtCJbE0i8Hrrfnp62h4cVNXdauTarFO2J7J37HoBCIFGFQxo5kFVV1dXrecuIJkPgMl1pxbirkNFToDl/ff29tqhP3Qc1Pk+i911Op0mbJ2YuH1a5+rqamPCBLrLy8tWAKR/nJ2dtW1rfAdI0v7J5GM96TWSKcg+MoaIbfjdzMxM28KaW4RV/1gwydFD3hLcW6uFhYW2HVtywxaaI9Up+3DdVdW2bKd9SNDAn0JLrBgU2E9O3j55cHV1td0DG8/WhcSvjemec4cYm2eLnh3hfVTawAFBnffXYku/ZofJoKbqX7JNdhaY79eZACTuG5hls3lgkOH6za9qPVtOqW8Sq92Xa0mAq1jyeyeayn3WcWNjozY2Nnra6YP48MBCw3/9X//X66u/+qvr4cOH9bGPfawplr9UY21trRm3SbHtTh8FTUYZOjQ01MQpq6urNT4+XktLS3V0dNQCkWScRpC9cIiS4TEYZ4pblBS96I1ySPRUnmOflJS/laBUjZgATp8gBrKen59v1b9kIchnq6W/WmUMqVVIY2e07keCSQdRhTglUlXDyAfVFDiqGrqt6h4yxGkAKmssAJ6dnTWmIU8Bc6jV5ORkO1Y4qWeOnIFjdHS07XsX9DFB1hEjkfuDc60xQEAo1iIPJ8q98U7eJGS09fb6+rrm5+d7DmnBYmgVSADWUXBBrybbpb0i0bE/eoSqbmWDHl9cXGyf5f2/mCoSsK6qpp9Jtq2qmk0/ePCg7RKyBhLAw4cP2xxUdR8lrUp0QI+jqSVnugpVHJbi/Py8aYIyHgCggD3WYHJysp1TIRmk1gJlnslHe0uCywOxfG7GE35nfebn51uLAtNXVY2xBOrMh10qGBbrb82rqgEXj09OFhMAGnQAYOJo/zY92zgVbWJkioPZMzsdGhpqcc97mJvl5eWanp5ubSXsmcLCGgNs/WvmkDfsmtwCgCqikskBOMSkZN4yyStKJWXswvn5edtKq+2INdIy095STLInnwlIZcs52aHd3d12f15zcXFRm5ubtb+/38BbApYvNAYGBfPz8/Uf/of/Yf2b/+a/WT/6oz9aVVXf+Z3fOejbvOtYXl5ujiNoMXJOJmmkwrv/0ZudTqeWl5dreXm5PcBmbW2tlpeX66233mpHg0Lu/UpjxiwYo4KquntKU4HPEDOhZb9R9eiURQFcZZf3hTp0MBOxCwPl2EdHR01sw4AxB1XdU8dcT/bL86S7qlt0Pzs726qqqu4edeKeTJxJpw8aVN7//vc3o9arrep9DkRV9dCMrjnpM0zP6upqnZyc1Ntvv11XV1f18OHD2tzcrLfffrvn1DsKd8ELQEg0DhS4juzlY0yurq5aBZng0vplXz61JycnJ43hkrAEobm5ubazBEWaa5giMgP16n4ODg6agh8owTJhV9yXlhtf08Y4PT1t2/9ScDjIsKU0BbFslC17by0NinKVjmA6OTnZNCv83XwJ1Ko47IyzSxQTw8PDrbVHeS/oSgzZLuNjrk2cYBd6xsA+UFVVrZe7v79fu7u77RoxFbYzXl1dNaCeW9IATL6XTEHuhOED7E2bQJEE2CTz4VokMffClgYZ+/v7za68B1YHEJeAMWanp6e1uLjY81RYfwdgsXWxNKty/shWs6L2eQAzpgtw5ksSNN/VRrK9WmJNxk889F75PXEl+07Vf7Y8ARzXMjw8XPPz8y02WDPxKVtOyXDIicAM/0/wz3f54G84KBCw83G9Dx8+HPRt3nUkyvXoSzQNRJyVj6pcZaC90Ol06vXXX2/V6M3NTe3v79fExES9/vrrtbKyUru7u7W1tVUHBwct0GevFdoFNtBYghValChMkPUzhqm6ZsAqVug2EXFuSWNk/eezc2aJUTWXlRgjYMjAjZYFtCnoO3JWT0r/DgCQ8DAEgilnH2QcHx+3RzALHLkjQjJL0KQyc6+YI2rnsbGxevjwYaOcFxYW6vr6utbX12t/f7+JmYCsqmpBGr1e1W0FCcTZp67qPXkye5bZVzSyVyyp5G4G75sgQrvMGttu5IFKAoV1T/ZAkMS4AHQCpveUtNmFa7SFU5CzL3zQ4QCy7HkvLCz07DbQJjD/GDPMlS14+vPYIEG/qquAr6r2pFTJc2Vlpa6urmp/f7+11FS3/tZ882vBGGAEzpK67Rd5ajWlP3hfSV+rAQhR8eoRT09PN8CBtchecrbTMAOKDYxMtiPEL/HFezgUDYukYBhUM1J1e56MeEC4iBkQP7QmR0dvHxKXLKQWgWec8CfgZX19vTY3N1vvHHum3y95ikvuNUV3WagB58ncYGKAbZS/AiRbZ/JNgoaqaqwVtgGoqap2iFa2W73G37I1ICFbA9ZN/AUEiAbFAddqPsbHxxtjqSB0TXcZA4OC119/vX7n7/yd9elPf7p+9Ed/tCXtL9VgOBwf3XR4eNiQPuccGhqqhYWFNol6j5eXl7Wzs1Nvv/12T0BVKVJdP336tF68eNEqSqf0JQ3DwNE8qjCOqmeqhykQ9IupVKrJRnBeQMj9J4oGNlQOECXkKHgCHf71+GYGw2hUb6k0V13a35qVkYQs6WUgSiX9IMP1AU5JEWcrRDDN3q3+JKEUyi2BFwT/+uuv13vf+97a3NysN998s2c7o+Sr4sptfAmuchsdliX7wJKcxOA17i01AXmaIDsQtN0bpb45zv4+m7CetplliyqvZ2Jioo6Pj3se/6uaEzTNu4cw0VIAg8Rcg4zl5eXmQ/rXHjgzOTnZ1POEUqraiYmJ1vbZ3d1tj6dmx9aDHgDDpvpWSdp5lEkCQBFL7E0XF7QdxDJzKagCqdm+lKj4lVZDVTVw3a/JYE/WFgPK78QCdpSnXrJLPpFHBCsgcsdCf4GAUUgho/dg/3cddrig6cUn7w+AALJaelXVYjvRuAf8EPeOjY3V0tJSK2S0f/0u5088zrNDqrpACjgG4vicIkDBKX7QZ1X1PkFWHhHzAVmCX+0+tgqwiufJJvcDeWymz0xmTovC/btH12jO06/Yi5hZVW1e7jIGBgX/8X/8H7eL39vbq7m5ufrrf/2vD/o27zpoAiQKfd+33367BSiOurCwUMvLy4323NnZqdPT03bwzdbWVttS9uDBg1YdoQRtbRkbG6uNjY2GFo08XELAkIAFIA6XNL3F4Kz9SZXDoIJSwASp6odVVc/JjFW3gXVtba0h0aOjo9rc3GzBv6p7JroEkVQcVsT5D4DP/v5+j0ASKwCpGkDA9PR0zxGqdx25RQ/q3d/fr+3t7YbW9Qu1fEZHR2tra6t2dnZqY2OjbVccHx+vg4ODOj29fVLhkydPWivE/D98+LAWFhbq7bffrk9+8pO1s7PT0yJShaUOhDYBfahNICgno5XVflX1AAbgVZtLoObIQImfJThA/0leNzc3TalPIEsjIphdXl6+48E5gJSgfHl5WRsbGz10Y2oIJCUJcFDQ731Rx0CO1sHY2Fg7Dc89q+rZRlL06W+u00Ngzs/Pa2trqwGK8/Pz1tNnR/xNy2RoaKh2d3d7kiyQiIVi/5JxskZZdUt8fI3/ET9mS8y6AhUAQ/b1Ue+0NIJ+is7STrL6ZqtsQyuITkLVCYwoYJyZMOgaJ3slzlR1ny5oX731s/MLE+Y4c+tgF4AY2A+C+Il2YFX3/A+FF7YntxkmS4qi73Q67RHSknNVtdYNYDM/P9+jw1J08HXXxXequmDP9+x+aGioaYawo2zDeiVoBDj5crZBrq9vt6YqkPxOC4key66QQdjcgUFBVg2/+Iu/WFVV/8w/88/U3/gbf2PQt3rpIDSZm5trApSZmZn6qq/6qp6+mcBDoCaQbGxs1M7OTq2srNRrr73WHHl+fr7eeOON1mLARlxeXrYEC+2jHJPShdCyPeB7wZhhZR88BSwSD3Sa/e2qatQ2ZJyVZVU1RN7pdJr6WkCXtAQviJpjqR6y2sw9uqenp41+xUyg3BltaiVSbzBoP9LnVlWrdmdnZ2tlZaUhfuiZ0t7plhMTE/Xs2bP61Kc+VQsLC/XkyZN68uRJbW9v1+zsbL322ms1MzPTkDsGZ2Jiot7//vfX9PR0PX/+vO1oSXoYAHSPzqtHTQpO/bslzGsG/dyamuIh9pDrAVSp1IEHR/wKMNgscy7AosYTkAowqq6VlZVGo7IdAU0VnTsqkqkYdH0BLop59PDY2FjP6Wzmzu+JRjGAaGF+Y4+95Jf0r/eenp5uVS+QQCPhc53RkFqP09PTBsKyhVVVrddd1fvIZ9UYsJaiYZV8so0ZExQKqQdih5gxzGb203PrceoVVMR7e3stmbk2nwswJIhBXQ/Sc66qevDgQQNY/UyW69EmsiaXl5e1srJSs7OzDcivr683SlxFbM7727UpDMR6AJ1akcAg4HR2dtZaGqp1sYVvnpyc1IMHD3q2LZo77LG/TxofI5DtB7E3zy9Q4Q8NDbX3whRgKVI/4LWKL7vZsA+5y8o85hkNjoHOw51+Q9sHH/zgB+tf+Vf+lVpeXm7o5LXXXvuSgQKVjQkjzCPcGB0dbWLErAKy//7ixYv67Gc/W7u7u7WyslJVVW+++Wa9ePGih9r3gJaRkZHa3t6u+fn5Ojk5qRcvXrQtHQzJNi/JGhpmvBaXsEelweEYWgYxCT61ARYcuuRoqkJK/KOjoxYw0PgowbGxsWas7lViyaAm4CajkSCEY6ewUhWVp+5x5LuOs7OzWlpaavckEY6NjbXKIR/dnIFalbixsVFvvfVWHR4eNsZgd3e3PvKRjzSwpqJ79OhRE3ne3NzU/Px860GnwEmVAFwJxBKAda2qRrObp6zmBSbrbW04vnUCJBxTncrl09PTevbsWT179qy1aKjHnfqI9XEdKil25O8uLy/rM5/5TI2Pj9fi4mLPTheqZbSoXnhVt6UxaMJIsRU6GYjnxzs7O63lhxWy7uaZvufi4qIJwQBG4DGTN1CFmdCbV1lKEBKmZMtXPAJ4fHy8AWJsktfmnGYSmJ2dbeCmqlryYb8JDvMoY+Axk7x1qeqeZYLFyorYNQGs2hcpTvSoZz6UftQvwhxkKIJch91gKbrUGtTWdd9Aj/NhtICxCypdBYkEX9Xb1gFcDw4Oam9vr30vRskLcoM1kJjdPyG6dg0f8pn0VnRN2CEthxTliuP+lu+73tQiAAziraQv7ojbqWPKmJSxWfHHZ7TbiXgHidEDg4J/79/79+p/+B/+h3r77bfbIvzL//K/POjbvOv4zGc+U1tbW02ZqQK4vLxsdCEEZjI5hUDt9doNa2trNTw83A5pUT1VdRf80aNHLVjnswAELwaQvWjVTdJJuV0oqXzAQICzmP7O0cQZeHJIUgIhhJ/JR5XBcJ0HkNfoc/VSCZQEF+hYUs2HcGRVbGuOaxhkTE5OtrP6JVKqcFRfXj96zNqrNqHkz372s63NcHR0VDs7OzUxMVGLi4tNvDM+Pl5ra2tVVW2v/MTERG1ubtbGxkYLCAK+a0pglUCQk3H0ZGfYYSZr9iRgYKuAINU1e/G+5j2ZDMla9eo62K6kCKhKstm/FPzYjASWVU32hAcZWT2it7VShoeH2w6L4+Pj5ruTk5O1tLTUKln2rPh4++23GxW+srJSZ2e3J40Si/K7nZ2dVjUODQ21XR3Ab4pj8wFrV1dX7cwISQMAN/8JxlL8zFYEbdUkyj51Q9aawM5apKaoX9wGvOc2bGxIJnz2kYfu8KFkpgB59p1g964jd1QAX9lydD3imPvVnuEvdoik3gEDubi4WFXVwI575QupncAauSf+B/BhWYA3LHGnc7tLDWBKFtrn3tzcNJFzVXdrrLUC1uUIJ+Bm6y91UfREuQOnn2XOo/0BWnGHjclTQAeBcNWtrkduu7m5aZqeu4yBQcHGxkb93M/9XM/PPvWpTw36Np93CHAzMzMtwUsKgoiFpVCVVP1c79UzAZaWltoBF/lENcZqcV577bW2Z3t/f782NjZqa2ur1tfXWyXFwCDR8fHxJnBMpT5jzMAg+SXlXFVtn272mDhzVdcQUaJaJhCxazk+Pu45wCh7YAzS3u6ZmZmanJxsTs0QzS/6k+BLgK2qnv5tKu7vMmZnZ5uwK3u4nIWaV7V2dnbWKlx0n/MnULg0FWtra/Xaa69VVfcgHk6qh/vo0aPWcnj06FF99rOfrTfffLPNQwIu+pN+did7yGhH6n0UMhur6j5qOVXhgkEm+aRgq7o9S1W3hDI8PNyT2NlGVbVtkwL0wsJC2+3h2iWL6enpdoS4qidpcP406PoCI3nvyfSwWxW6tg3/Oj09rbm5uSZG/Kqv+qqan59vQKCqGrDCKmWLS2J42fG0/NOgU9B+2NraqufPnzdgXFWtl+/gLwmfrWAIq7rPFsBsHBwcNLAPjFvbFOuqsvMeclfC6elpi0HsXjtJi6L/wVGeD0Jkuru72wCogsGaDzLsJqmqdsCQeU4wk+1XYCRbtdouCgIMBMAwNTXV6HOsroTPXzPWAkj9OxpShLm2tlaXl5eNIcAWJiBWaNlRkRoboC91ZRJzakZ8blX3UCIFjoJaccVeXa94jcGYnJx86QFNiqrc/suXMU7u6a5jYFDw0Y9+tP65f+6fq1/5lV9phvTt3/7t9Sf/5J8c9K1eOqiSU5TFuSClrIynp6fr4uL2sAZGtr29XVtbWy0Bdjqd2t/fr4WFhXrw4EEtLi42gd3Y2FitrKzU9PR060EThHzVV31VDQ8P12c+85n65Cc/Wfv7+/X8+fPa2tpqW0EcNJJKfYkzxTy0CpIEhC7RSBaCPUaiX8gkoGZFoRqzw8EcMTZVYNWtlmB+fr4eP37cBJoCU1Xv2QZ6fxzs7Oys0XSMWOthkGGbEaeT8FxDnuiXOyEENmusOsgtZ8fHx/XgwYN69OhRPX78uAVIjEOe96AX+fDhw3rttdfqzTffrPX19Xr+/HkL9uhoQTaTtjmQkAUw4kn0pCQmaKiMBRW2Ygsu21SRqlgEP/eq+jAHR0dHPXYlsGKDtCdmZ2ebT2GVRkdHe46dliiSCr3rOD4+ruXl5VpZWenR0ABFtkQCKFhBOwX4B9ZH1c1+r656j6V2LoAA3S+OBYYwDeavn+VxmNTa2lrNzc3Vs2fPWlBNQaT+sTWxvlm8qBD7xaZ2P6g09Z4BXP6NnQSUxRIFhnvTepNARkZG2mPmq25Fyp7EmdeGRUpNw6Br7HA11+S+tAPSZ/b39xsYwfhZG76Qguxk1+bn59sxxHQ0Vd1nXXQ6nUabu7dkSK0v9sL6T0xM1MLCQjtTAvjgD1nhV1VjaKj8+a08ZR39PHcGiJOzs7M1PHz7JE9xHaBNfQJ7SO2EnJfahywWvE7MU0h1Ot0tjncZA4OCb/u2b6vd3d2en83NzX3JQAEnS0QtuUHJtpRIDOfn5+3/zoKXsFTVaK6Dg4Oan5+vtbW1noCFGnzx4kWrygWcr/3ar61Hjx7V2dlZvfXWW/WpT32qdnZ2WuIACKCzqq4gEwUpWKfOwM8ZEHFZVfVQ1oke+3tXSUkKHikirKoW4HMbGObCoUSQsuSGTnVKIHHj0dFRU5DnNsZBxs7OTrvX7Gt6T0/LMzwaWNWXgjiOgL47Pz+vFy9eNHAFXAr2IyMjtbm5WS9evGgAjhDPka2f+9zn6q233mqACA2ewlHVZor9BF3skbVNQRdnT3oVJT08PNwAsYSVPVifIThY5/7Kmy3Rv2QlJbDt7Oy0yrKq2+Jy/VgWzMygI4O+pKnyBnazh6pKBv5UvFqG29vbzc6SsnaSZVU3AerxY2qA3KmpqcY0AO6SLqA2NTVVjx49qve85z21t7dXn/3sZ2t9fb22trZqaGiorQnWKnvH2C1JB3iwZmIXJsA12B55fX3dc84KkAQ4ZHKiG8mdCOYd64htIHzLajk1Kd5nkNHpdBpbh4lMMaAE56hptgRwer0Ysri42PrgVdUDSoFlidoca5NpF52fnzeQwV+A7dwh8fjx43r48GFP8bW3t1ef/vSn6+Mf/3gDXAksgWy+jBW0lkCftkBVt8ASOy4vL+vFixctJt3c3LR2hl0h/I/NJmPEp3OXg7n1nvwYsAQIf0MeiGT8jb/xN+qHf/iHe372r/6r/+qgb/OuQ+KR0NCyesSSrO1qx8fHtb29XVXdgySgR3+/t7fX1MoU5yMjI+3BSp/4xCfq4x//eEsQniLoIByVA+pwZGSk1tfX6zOf+UzrP3qgUT5AKXuDRGwCpAAj0Ge/M+k3f1/VdRRo0D0KEHnPkCk6O9/DgT4+A50PoaKsUOBV1QAMyhkjYUvgIEPySuexrpxvaWmpzs7Oan19vVXfBwcHPac1ei/oXgBaWlqq9fX1GhkZqfe+9721uLhYz549q7fffrtVnfbDOwp7cXGx3vOe9zSh3cTERK2vr9fnPve55mQpxhSYcxeG4GgtBHLK4BTgpZ7CfQicuZ7oSkAgA1GCjKSI+8FItqmqqiVIND2gpRfsBDTJG9Nw10GQKyhpVZhXh/WwU9WgubGeev4AHnGrtoGeKtvIffeArmOkNzY26vLysl1H7ppJEZ4E6lz/Bw8etEJgfX29JV3sE+CRvXz2yW6ssfXN1gXxab+QDDDHCjpkKkV0WpPsYWVlpYGcqt5HzKs4gTS2JXE6WviuA2CjLRA7MFhsCSOYbTdJz1pkkZPb8IAqtomhxPZ5GJO4p6B0TanV8J553Lv1npy8fXKsNXj+/Hk7MwFY15IDtrA/qW1TZKT/53by3EYqP9CJsfuqLni2/lpDhK0+wxqbA1/JIGQBetcxMCjoBwRVVZ/4xCcGfZt3HSode20Fvp2dnSamMMlQ7uLiYlOtJpjgIOfn3UNYGMX19e1pd48fP67x8fGm9j08PKwnT57Uo0eP2va1qlvhRh7HKlB6Kh/qiVGjiQRnzsewGYeAkEdlMr5UGmfwgCYloTz8RUWS23hS6+BnWY0IRoxSJXt+ft7z2E4VkAQmuAwqRAMAOPHo6GgtLS21JG1dq25bCYDXxMREO78ihWPZMyMISvHY06dPW3vILpKHDx/WkydPam1trVU7nJUwVVB5/vx5c/7+g4D0wlVkKrD+pJ9iT2hfgrBmVb2Hrrh+ugIJR5JHsdJ9oEQxZAIuEKDS4RdYNolnfn6+2Rp/waANMiYmJtoc5joJ8nYA5HZXlKzKN9tsNBFbW1st8bhOr1dhsy/H125ubvbMLbtLtsK2TH5PeKmiffjwYStK3nzzzdre3u7RmeQZBgloXH/206u6Wxz5OyBj/ex4kEjz2GP2L+nZCQU8plo/q+tOp9PaRgk4JWJzd9dxcXHR2gVYGbFXRStuaL+5rvQJMTlFj7nzKAWafE7MMdcpllR4JZODkdPu1fLI6ruqamlpqb7+67++Xn/99Xbgmae22g2Qu0EUNWI7NlUsJtgGGrF27EMyF3uqqsdG8vRen9nPMosLciK9EqDNvu3Cu8u4Myj4pm/6pvp7f+/v1R/4A3/gpb/7I3/kj9z5Qz/fsJDr6+s1NTXVnoyWYrqbm5uGRBna1NRUPXjwoMbGbrduOaHNhKdiVZKB1lBq19fXtbm5WTs7O7W1tdUOL9KLfOONN2ptba3m5+fr+fPnrWJ/66236vj4uFXPkk9WWak87XdifdMUixAApR5AEuUMjIZDZsWqine86PX1de3s7PSIIgUNQETwMq/92458BscATgahpqpug4atUgI4EDM3N1cLCwtVVT2n4FV1T3cUGFMBDvS4n6Gh26NS19fX66233qonT57U4uJiq/QODw9rY2OjPYALWHjy5Ek9ePCgB5ROTU3V+vp6bWxstF0g6YBaNwAaJ5bMq7pPhvM69thPcdr6pHUjWBDkqRTcZ7aZAOrZ2dmm5AeWjo+P25NGgTuUqn+xB64DYBmUWj4+Pq4XL160loyts0nLAgZAyeXlZXuWB1vDAqnKJeHR0dHa3t5uQG14eLi195xJYd60FwCp+fn5nh1FAicals9ka2dhYaFWV1drbm6uzs/P29PnJBb+jTbnf5I6W5AcMlnlDpOkmrPASRGm1glftTaZpACMPONCi1SSSAZLQhlkAJK0Hzc3Ny02pobCdsXc0mdNiIoPDg5qbm6u5ubmmp5IWw5TiUJPASNwe3h42BL+0NBQEw7mmf/8hvaC3+RpgsC5uMv2AJqLi4uam5urq6ur2t7ebrlDASjZ81Vzbn0BsH4GuKp6mAv+6EhrzIC4jGGWt1JI6WTD2dnZnq3FWLY7re1dX/jN3/zN9fGPf7y+6Zu+qf6v/+v/uvMHDDqgX4GX05t4KviFhYU6Oztrp9yhjnMvtx6VCjB7gjs7O7Wzs1Pz8/O1urpaDx8+rKWlpXYuwsnJSS0uLrYnsJ2cnNTHPvax5gTAA6pJsK/qHvjCqCy24J9GKBhlEoYgJU8BIGnPrDYpiSWgqampevz4cT1+/LiWl5cbsPnc5z7X9CCSAGet6vZXAYSkBl2Pp96pjJwkOciQiKqq0aK+OCF2RdV0dHTURF8jI7cPxCFERImmsFISEoTNK8AhKTgdcHFxsS4vL2t7e7tV2gJXnpUh8Ka+QELg5JTi1OXWGt0LTNIdEJCqmnPrFAoxmaUUd0muqlXXTENiTlNcJ2nlzhY/NydJSw7KBDk50HbR8fHuw2aAWfOwtLTUEuje3l6rsCQcSdhOmapqO5MSWHl+iUf0Wr+RkZHGSlgzoEny0IM+Oztr/sFXncGPYdne3m6+IHir5lD/acNsL3vD/BywTLbItfu/32P1JMObm5va3d1tFTLmSBGQ2qb5+fl69OhRra2ttUTo0DcKfEDnrgNjlturtW4BhhTgYnZV6ru7uz0sjq2geYoltb11Rrfb+WTNFRf8ONtn/CWFux7kZL1dswPcAGjFjnXFnmrJALPYJ8VbP8BLVtdcZEwaGRlpWwfp4XKXWhYU19fXDcgqWHKXjM8GnpO5vOu48yv/0//0P62qqj//5/98feQjH+n53a/8yq/c+QO/0Njb26upqalaWVlpN/IyZX2KqiYnJxtdRonMGfyfejWVmIAD2v/p06dV1d1CBQFDdxMTE+2gDIabyQDyTmYDLa8ilGiruug1aVbHVqKXqqr17IGloaGh1kY5OTmppaWldtofanFpaanm5+d7hGe0EY5zlYAwDMAPgaWKVRC0Pc38ZAIeZOzv7zcFOjAzNDTUnFDAtTMi1eSAHTpXEJck9SpdH+R8fn5eb775Zr3nPe+pBw8eVFW13RSU9/6WEM9+elsjUdSSu6CTbIrrFxC0MjhuVh/UzxcXtyeTWUPJcGFhoelVBIQ87Id4Uj/+6OioNjY2anNzs0cwiL7FSrFBojuVfD5sBxNjW+ogA5Nln/TV1VVj2xzzyramprpPmUtK3TkWqniJS+IbG7s9Bnp2dra1OiTLm5ubWlxcrMePH9fx8XFtbGz0JAp93AzKGDIVdIo/CdH4Cl823EvOE4CVTA//0XtOFkklCuTryyedDFBJgirrTqfTYgSbS6pbEhHnDg8Pa3d3tx3gJYkM6sMJiFS6fpY2NjQ0VKurq80Oh4aGmuh3a2ur/Y22oPsFnLFeYqniwD2JHSpi8VMbAnAQCwHkjA3Z1kjbxTYDkLnrBEvLf/KwpdQ2sAHsSR6vzs60ZEdHR9v9AUKuC8uDVcWeVXWfqWHOxBqxfhAfHlhT8DVf8zXvAAX93///GXpKp6en9fDhw1pdXW2VgN9XdXt1+kl6JkdHR7W0tNRQpP3wkgkqjvNgH05PT+szn/lMPXz4sAGL3IUgGNE1QKazs7MNyFjc7J+iYy1+VmHU8Spi7Qbgp6oLHGgVIGmCrZWVlXr48GE7PhQ1yBjs+c+e3ujoaGMQOFpWsSl4EfD0YK2PKhWlP8jQcsieNQTuOq6vb5++RuDjGvu3OKmIAENfqizg5vDwsCYnJ+vtt9+us7Oz1jvGNqHitYyyRZOqakEr6fuq7rHRbEqbASBIYRcw4JkOl5eXPeds9GslZmZm6vXXX29AigAvH2CFzSDATWrduvEHic7vJUPBOfuxqo1BBu2FQEl8BgxIiJKJUxsFVEGTD3U6nXaeRlZtWg6dTqedaeDaJby9vb2eB25Zc/d9dXVVe3t7tbq62gDMxsZGPX/+vHZ2dpovobIFZEDZtQj4gKv7xrilLiiV4qn/ATITsGgVaC0CnskWVd2eG5BCR3OtL59be9H3CoW067sOdsFurq+7T9kcGro9IpxO5OzsrD0Om65hdna2FhcXa3R0tO0EIqjTCrH+Ci+7poAPO5W0AABhrJNrYzfmGEORD5va39+vzc3NdsBdbuteWFjo2Snj7Juq7jkBqd1QIGAjbRHVEspc4bXWyv2yoywwAQB5r6oaYGJj2B/tBMB6kPbQwKDgD/7BP1j/4r/4L/b87PLysj75yU/Wj/3Yjw10ctLLxtnZWevD7O7utiCV/UROZYL1qQQhwdqEQt8csar3oRWSRm7tkBwkL0kr1bKSJfQq+Uu0ApzFESgsoOpcNcmwkgVBJQEiEt3l5WV7ypj5yf6pvbcOuhEs0U/oqlxDgc776QlyDki5qnoC4qBJQxWjHQIlZwDjUFNTU42yTYEdliSFXoCThK2NxAYEzdPT09rY2GhBC7gYGRlpD9BKlJ5VVFLu5iZHAgP3QxugMlT5eohTf58U0FKBUMI/fPiwBVLzpI0lICbljpYUmFWeKil2LwFhGwQjSW5QpgC7hIGxFqurqzU2NtYjJJNAq6o9upvg0c4i1TUhXgJEwRuDRQ+gota64Ku5U0aCHR8fr7fffru2t7dreXm59aJHRkba+fH60YA5vwUktCokZT7uPvOIX9fu81MTUtVN6BIHil6skuCxilVddT2dhDXWTqC3cD3sCKB/8eLFQGvMBgHL0dHRBmxtH97b22sJa3j49jjh9I2RkZGmA1Opi3nA48XFRTtu3tpgj+wissvEWTXiYz4fJsGlJ4fSE1mnLASAEn6hxaMlol1UVT0PfhIfAJWhoaFm77kV1pr7vEz0VV29QX4+QaeCME8wzHik5Swmyg13XtuBLKGqfv7nf77efPPN1jL4uq/7unrw4EF9/OMfr+/8zu+sP/En/sSgb9kzHDmbT1aTdPpFcFTLtARe299e0AvKfl0GkBSp6VudnZ21I37tx11dXa3l5eX2vrnQS0tLzXDQsPrXAgkjJ4wTVHILjS8BwCmDgjR1vSCyvr7erp1IxbW5dwLBPEXv4OCgGWL2ybJl4TVZbfosQauqVzBzlyFZSlIcuKr7sBpzIElrJbAJrM3e3l6PEC2PJiUYkgirqu0y4fQLCws97aV8altV9bRaJB73DHCo7PpBXlYEvpxMBqDQDGCNbHczJ/QGMzMzPQdgETt5nke2KNhfMj12dQhmWiUCieCZPWzXKJDddVxeXrbnOfA7SdWTMLFaEn1WTISzWh/b29stqEnW7ld1Jj5gsDwfBVPAvx4+fNh6yUAXMKYgec973tMEZZubm/Xs2bPWY6YJSiCHwk+QyGasQTJxNDrAsYpYISM5ZLFAG6ElsbCw0OIJ7cnw8HA9ePCgPaxILOJbY2NjjcZ36uTp6Wltbm4O7MOuiYgQxS5haUVW3bIYEpV1Fju1GsROLLFrZx/WPtlFSY8984sUxiqGrJODhCYnJ2t5ebk9g+Xy8rI94vvtt99uB1fl5+f1igEp7vY5ev3yUK6lz88ix72wi7m5uVpbW2txH3jzt9o9WAstRoyyecdKJhi509oOZAm/PjG/8Au/0L5/++2369/5d/6d+st/+S/XN3zDNwz6du8Y+vImVLXCuZI+TEWvhUjxCceF5oEGSc0jdJPy05cdHx9vJ+IJzN5P4rJ/XlADWsyTBC05UdJKDioeRoBOPjw8bO+7u7tbn/vc59oRw3t7ezU0NNSU0Gh0wTdbD0Q95ozjoQ4lZqKhkZGRRpXqf2bQ9fRBAEMwY/h3HR7m5JokYUZNSGqOHSDjNDHJEx1u/VT9xIsCwvb2dgMZEHcK8vIBOtYGY8IxT09P6/XXX29OCjCpBABLQaN/zm2rc183NzdNoOm+9fhT6Hl+fl7Pnz9vAAHYw264XozDyclJU2FXVdNDWD9MlcRjNw7w5VpUpnxsUB+mG6mqJhSWiPzMvNIM0YAAntZqfHy8nSQq6ScAIMxE+2qRaNcJuPkZDx48aKCFfsR8ml9gDaBMoCm+CMx64GIXkEoj4f+YLIDAOiX9zAa0KJPxIJqrqvao86WlpZaw/D/75AsLC83+AAl0OcZq0PbB8fFxK4Qwo0CzRNTfx8fSzszM1MnJSbP3xcXFBm4cn5w6AXPvvJl80iD/4dMHBwftwB7rIG6Zs6Ojo3r77bfrzTffbK0BSRoYB9aTlcOiSc6YEXqcTPwKBNcnpmgPuyc+bUfU5eVlvf766/V1X/d19fTp05qfn6+hodszWPb396uqlz1Itg2z7nkSuUtpkLNkBgYF73//+2t5ebkFtJWVlXr99dfbzf//HYJbVfdAl1RKo4gleVu3BGUVCcd25KatSrlXW+WJypPkKJTffvvtpp59/PhxPXjwoFUF+qa2UO3s7LQqVFCD8gm3bm5uGjpl/NfX1y1Y5sFLQ0NDzUiquoc6ud+NjY0aHR1tPag81tM9np+ft57YwsJCo8cksp2dnabmlcj6FdUM3T1LnBxIoBtkJOVIqW6uRkd7n/0O4AmkAj9qlyhHxVV1W5lglCRE50jkoUVOUbT1FXVNDKedcHh42J6fkF+oROtINa+qW1hYaIlxeXm5FhcX25YyAEcgww7oYZtTu3GwVVXdPqbEJSBPTU21h8gAdlXdZ8BjgrQS0JrmT7UrqGJHkta8y+C/KjJBzEFGqfNJtsTrVNwCOyC/urra7ptfSBrAIl+2/tlPdTqi7WJ8VGvu4OCg/v7f//v1S7/0Sy3uSOrWhU4kEz0bdi2uvaoag8nvqqqdifDgwYMG4mlotJpSX+Gx4a+99lpjtnZ3d+utt96qi4uL9l7JxmgLpRZhY2OjsX6pMRJXBhniJ7aEXYoNuYYeXW1niJYsCp0fYldnZ2fbzjHzDPzxab6O2cJ2YgTYBtGoAlMb6eLi9hC3jDviDBvBAoiLWZxiqAFNdjA5Odli9czMTK2trdXjx49bu6aqmiaBfZ+d3T7H5unTp7WyslJPnz6t97///U2M6cRLfqA15T60xa6vr5tGhH0PKiCt+iJAwX//3//39ef//J9v2oHl5eX6z//z/7y+4Ru+YeDk8LJhixlEzZH6KU2Tcn5+3lCchyChYKuq7c/MMwtyu0ZVtcVETWWPUKBUbbz22mvNgG1rIlphwAQpqrqVlZV68OBBC2xPnz5tJ2gdHh7W1tZWvXjxoi4vL1sfVXBOVFjVPSktkbh2CyqPYZs/Rxk7GGV0dLQpgfWe80wEp8fpywqMmBbVF+MbRMRSVfX8+fOm24Ce7Wdn3OYQE4GW9PmCWO5GsYvBtVlrwiegIp8pIZDbfaDPL9n7W3MoCGJ5tGe0C9zPBz7wgbbmksre3l47gIcITtCyVoI0Opg4ixrd+rBbNjA9Pd3ukfhWW01VlqDZegpIbJ6w8ebmpoGDQcE+KvXw8LD1rE9PT5uwC216eHjYgjrxoXX3c4Ah6VN+klRxVkw0CBK4v/c5nU6ngTxzMjs7266L7+b6mlOgBCOkklQQ+FwJBMNozufm5urRo0f14MGDxm7kXnnPdMAczM3NNTHx2tpaa/lIVrQywKXnt6D22apWjbmTHMW2QZMHAbNkKJ4CnSkIty5XV1dNs6VQUvwoZsSobJuI9z4Pe5V7+6tuxcYLCwsNoGuJsckEgtli4MtZKIofqm0skfeoqqYrU5S5H4UNkfP+/n7PAWnaWwArH3T88traWi0sLLTYvb6+Xjs7Oz35lY3aXmuLPvZa3JETsQx3GQODgr/1t/5W/f2///fra7/2a6vT6dQ/+Af/oH3gl2IXwsnJSRMacSyTnId+6Ks48EbSpr6kTp2cnOyh9rwuDcNrGJDASsU5Ojrac0Ka5DQ1dfsEPchclZ29Iv1xSLeqGorU9/MYWQ4KCDHIVGZnD4qRTkxMNKHk6elpC3yMQdC7vr6uZ8+e9dCaVd1H9VZ1H90KEOlh6+FWdY8pFlTTwe4yUpmsgsFoAHvZX72+vm4BI7f+oO8EiN3d3QYesALj4+ONehPUU+TmMzzTYWtrq/b29mptba0lqpWVlRbUNzY22j55zJJ99AK61hR6e35+vimiNzc36/DwsD1YSjBBiRLU8YEUHwps5qaqC2bGxsaaviKpVQEPvZyULHaoqktJ8g/VEbp5kIGCxbqxV2u1t7fXo/XI5Jranv42YPbtfWWSA+p8ztVVd0smQKiyk2D8i01zBokqTOLmd7QsfDwFhRgwj3vmm1gSNl5VPTa5vLzcWoepmZqYmGjMouOe+b0kkkp5BRXwhFLGMkmSSZWrngct6MQlyX5lZaXdKzBX1QWDQBm6Xdwwl0dHR81vqfSxK2ydfoBdKX7MladcHh4e1szMTCva6EDyvdk0P+YP9EqKQ6zA5eVl7e7uNqAprnu//pM/h4eHm4YBqAGgHjx40OaL6FgbWaEIbGgJZQsEiwXA5tZh8dI1VPWeC3OntR3IEn597O3t1f/xf/wf7fsPfehD9dM//dNfzFu984KCrnGghu1zjE5Vlc6GihUMgQPVCWNNEZrAYqEFJA6dxqLi3NnZaf3+Z8+e9TATggcHUGXoT9MFjIyMNK3A+vp6bW9vN20A3YEkyPgBHj1MymtB2/d6WoLf6OjtEcK5m8DvVTcQK4EKowIU9Mdzm42+Le3BIMOaEPVx7JOTk7YvmVYA1aZNk1Tu5ORkPXr0qG2FEkxVF0SHmVSy5WFnhp6xQLe7u9v2gavQaU0cOZu6kLQrgZxuwLVTRuc1WUfJJbd7oljzrAkMhjYDMIA9oHVQLQK0qu1sfWBU2Dz6NdsSbHfQhKFtZ84BMSpyCmp+iB3gLxTmwGoCT1Whqn9kZKRRzQkq/H2n031qoqSkPWiOgQW7duiGVF16+wqUtKXUM62srPRsFU3gwUcE/hQprq2tNS0AcJs6jNnZ2ZaogKejo6N69uxZe06JeKG1lqr7vHe2IJZKzIOceFfVPUZewWJbtpiEHSAwBIDYHZvPw7cwjuw97dBa8eV8iBRGRxzAPHQ6nebL+viYIc+JqKoeAS463jxW3T7ADYNA5yLG0z+JoSp36wZMHB4etu2DWir5GGwMhkIWO6gIIkp3THWKqIHFsbGxti3Xvb948aIxkncddwYF3/u931t/7s/9uZc++2Bubu5LBgpUZYJjGgq6d2lpqdGxuX9ewMjn2EPwWUEJgICFoFTV3eHgcByOI7hBwbnFa2RkpB0dnMG90+m0BKFaZzyAyvHxcQsCiTRTbIkqR/ddX1+3PqbrRlVhFBiXpKBqQqmrTAXcVMkKGOaDcXIMgddrBmUK0MtHR0f16NGjdnLkxMREc5Y8qSu35yRCVoVgjIggKdWBDY8QFYz0MJ3wptpiC3rp/j6FePkYZT1z/WyUYZ6vjgWQAFV6AjWbZEcYmKru8c5oUkxJ1W1QPjg46Alw1jgp+9PT06YnwVzwAfcMTOWOB2s+qIjU59JPZJsJSELvs8esXFPPIuifnZ01ZgmowlZV3WpITk9PG6VNQMtGaY6wJc56sGXXegIlbG1sbKxn730yHxJip9NpWg4+mb6c7crUlNBGAXnr6+uNEaq6BeI7Ozvtvojs+LNE0X+WfwJ7ccApf/nZwKHiaFDgl0VW2pozOPKxyuxVrMbU0A6JH+5fkqXzUIhJ3qpwQlL3K2YCZR7vLGmenp72FEy5zTQF2PwiiwlPVVTtr66utjipFXB+ft7uHcjZ3t6ug4OD2t7ebkUudvjk5KQJDz24y9M4gQ4gRqGk/ZlPjVWwiS+KDbsy+Mddx51BwV/7a3+t9vf365d/+ZfrJ3/yJ9vPh4aG6tu+7dvu/IFfaDBeD3SAOrO3ybhQIgKJ7SVZxaH99X0Fn6ruXttEivr4lOKoJg4J2anc+mlu1ZwkB0liOPR5nPnNcTNwCtL2S+cOBt+rmlVMSWECRU73qqrW33UfGIWqrnBNghU4VFvoMmDo7Oys9biSyr7r0D4YGRlpwe7q6qptw0lNgcDgkBrK78XFxdYXzv6oRCF5Zp/ateYedtRfUtbEpfrql5eXLSmlcnhycrKWlpZalefvcruQIA2ASQYcHiUtWFJX20WRe5wlohRnEiI5/11LKs8C8HcqE5UtwWn6BIaLrwDUgwxgV6AcHh5uvqRlRA0NhKnE3Tcq1EE3/FoVmWyh6u3m5qY9wAYLIkkDinNzc63nLthqGzgRNdfNNaVgGLPQ6XRqfn6+Hj9+3HycBsA8qtwULufn5/XpT3+6sYOSorVn/9k/BzzR0bYpA3eSZgKYPMwKe3pxcdHYrowf2IlBhl0uBKraWkCtz04mMIFJgmZaFm3bnZ2dZg9AwtjYWBP8+iy/o8ORK4BlTFcm6NRvABWSp1ZQtitT7ClBP3r0qB0Y5z6Anu3t7XacPK2b3SkpSgbKFCLn5+ftOO2qqocPH9bjx4/bybTj47enQ+bx1MlYsjcgzI4I8XGQY6zvDAr+7t/9u1VV9dnPfraePHnSox/4L//L//LOH/iFxsXFRZvopOnQb4xHwJJYGf709HR94AMfqNPT0+Z4c3NzLbEAAKqIRLyQKmozF/ONN95oiYJxPH36tIEJC4M2ldA4QlW1pDo8PNye1e5wFixDGkxSPhlUqqohdEyCBIEmzG15nIjBU1+jqCQJyWxvb6/1PDOJATWM0bwN0q+qqnYdNA+Sokp2ZWWlgTpOm+KhiYmJ9jeSH8CWCU4wlkxUMWhCiW9/f7+Wl5fbFlS24P/eh4ak0+meoGfezCGqmBjT4UL5fA7ViuBIX6Bqs66+9DQFL/oRrIRdLSoclZHWEeaDNkQv2PaspEUFHolP5TrIkED5LJAiEee2Q8p44jQ+ZlcNrYDdOuxHnHAU7ebmZl1eXjZ6XvBPsVg+d0SFn4Kt3NOumhVrrJfqTqU6MTHRzux/9OhRPX36tAGEo6OjdjJitiq2trYaGAJWiR/Fg5zLJ0+eNFZlbm6ulpaWGthV9aaQL0/NU0w4qlkVSTyZLaRBBr9hK1oygMHu7m4dHR21lqmYfn193Qqtzc3Nmp+fbzoN65Ksg597/7Gx7uFX4gIf9Awa9Dtm6vT0tJ0CiqEDyrPYE6sBTj8TU7I18/z583rx4kX7DNdTdQust7e3GzBQzFqjBIsEuVqyKysrtba2Vmtra/Xw4cMmHmYLGBDxEggTWwAtGgMtsN+QByIZv+/3/b7623/7b/f8bJB+xRca0A4k9Pjx47bn0sRzVD12aFBSS8plbGys0YQSeuoSVA2qe9+rahhQ0kuvv/56rays1PT0dI+DAjGSlx0G+/v7rf93cnJSu7u79ezZs9rd3W00Wm5HrOqqqV1rVs6CiOChD4y+poEw7LW+urpqD/zJU8/Mg61JAnj29jhTVbWAbb4HrSTPz897HtMr8akUiOcEMlS3PrzXT09P19bWVs/jTSF6QQ7tKDEKYJlg9GIBEqDife97X3Ner0kAhcaz/r6H0jc3N5toDbtBkIqxkJRQuK6bgwMmqkmJRcUB3Aim7reqam1trSUHPVyaiAx47Jr9YiGqqlHNgwwn2fEd8yaAZqsK+MpWVlX1AFpVL62A4Li7u1sbGxvNJiXJqi5tz0clXXNt11DSxOIImwT42WSyGlVdwW36wptvvtm27h4dHbViRJ+a3WjbHB8ft8TJhhypTFxmPvnOwcFB222C9aJhwQzu7Ow0gMEuCdj4RWqhBgX2/NEcJvAWLyR1lTegn/v9+QrgLXalSE4sEpuGh4dbuzSFpNokXusAOu8zPj5eq6ur7RpQ/3yHb/TvehKDFxcXW5Jmw65JAZnanKrurjltSjoLYBX4xGqzcS1AByhVVQP6iqIUXYolQB/mU/Hm/e4yBgYFv/Irv1LPnj3r+dnv+T2/p/7aX/trg77VS8fOzk49efKkZ2sdWheCVwnlaXNZ5TOaxcXFthf/0aNHTS2aQjrvhe7Uz/JAJlX86OhoowVPT2+f/qayVUFSvUpMdmVoS9APpIDSnlgIsqobLN0XajwZDsBI8MJCVHUfaSwo5/at0dHRev311xtg0a88ODhowVFQwzAQtwhISfXZDz3oGs/NzdXy8nJT5h8eHva0S3Krae6bT0bG9/4eXQ3Vq3QFBn1lgNA2N+slUCwuLvY8RKjqNog6EwHwwgSpBLxGy2p3d7fNlWGt2N/x8XEDGmwFeE1gJnECB4J7brHrf5aG4KW6EcCrusyTeWJXdCl5qtygCYMAGPi8urqqZ8+e1fj4eGurYTSSzZFcgH3gz1qr5DA8ub1NWwfIsYNjcXGxnU44NDTUlPiYL4FVb5ftHB4eNjFbVVfXoT2Y2h7v46FP5s8uE7bMV3KtMRi2AJsz9gGYPH/+vA4PD9vpgE6MzJMTxYT9/f3a2dmpvb29nq3aQ0ND7bku/Fjbc1BdECbAeRyEpGxpbGysPR4dKAGGszJX0XqtpA7MAD1V1Rg6oFWcdO8YOK2frMqJM7U7nFmBWTFvQJlYoXpfWlpqfpNtaUAceE5dSurhxFTx4Pr69hh/DDHgjznAtmgJAgvT09ON3cN+AI6bm5ttXdmjePgbIjQ0Tk5O6r/4L/6L+uhHP9qCxTd90zd9yUCBbWkoLlv+1tfX6+zsrFGm7QZ+HRFJUNS/kjmnETDTQFORmoIY/U9HpBJq5XaWw8PDFsAtACWtQ2v0cvXYhoaG2jnskCRxDGo+dyBUdZ8Qmcpnr8vqSsXC+FB2jFQio2RGKQEsWgpQPpQseTA0gcTWMIlqkHF9fV3b29utZ5y9fNsrBW99RIHAv+hUWwf1StmDSkGwMN8ElpLs8vJyXVxcNJUySo84yNx3Ot2DfSQcjATqPlsZKmPrJJCkqE5VBPhJ2NnTl4yAYoFKUpK0MSf+FqDW08w2FrvKXiq9iraOAJZiskF8eGKi+7Aa72PdUpdhHSQH12/OLy4uamtrq60ZNiO1OWh1oJb/EtkBeOxfEZCiSmB+f3+/xsbGmlKcf2q/LCws1OPHjxuzZZ3FCjsh2G8WL9mKMidaYO5Xgs8YAaw6eVF1/dZbb9X19XXT6KhUzdvu7m57LkYCzKGhoQbA2d6gwC/1Xa4ZGNAC8gRSOxS0NK0FIAgc29HEVlTWZ2dn7R4xKnybr7kG1+aBSwAZZT4QSO/FF2g4+J0EvLCwUK+//nrNzs62Vq3HK2dLLxk9IC/tWws2RcB8TGFqPfiBfKJIVmgo1BQyh4eHtbOz09gv7YTc6cTn7jIGBgX/2D/2j33JAMDLxvj4eM/Z/9mznpub6zHi7MflVhu9Xe9BYcxACfFSxYz+t/ieM666UW3YAnR6etocjvNPTEy0vfIeU9zf5/b/y8vLRjUTg3gPzoUS59Do0dQOMKaq7nYbVVAKGzudTjv3vKqamAoqZZg+h2KbkQMFVdXmCkIflF7m3Dc3Nz0PbBKQ3Yt1tUauURWcZztUVQNH2gRsI3dKSOREUumcQBTET7imwkDtdzq35xDYOVFVPXu9rQvAldS8YE95nX3T1H14bTI+2lhV3cAHgOaJetPT0z2P0lbRODwJZVnVpaMlf0FTJQJkDTJ2dnaatibP53D91kA1TRzpNapISRGjRYTJHlRnwGTaicRC/Z0gHTt0cHDQko/KjNJcYCesxc5pG/o8La7Dw8N27HACgNRN5EPTrJm1VPVr7Uh8l5eXjW1xnXROeeQ38WACJm0hwB1okSTZ+qCgvqp6Ehc2TmGFWU1dAyEz7QabUqUrNBRrrjvZSywRVhSg5Wtip9eKK95D8ZGaFDZuO7vWjS/sjWSrItfDZ6v+n8VIxnDAI08aNV/8gb5LvBkfH28FbNUtW0XYDAxI/opPYD8ZiIyRdxkDg4Jf+IVfaJXkP/gH/6B+9Vd/tX7pl35p0Ld518GpoeX19fXW+3HjDpWBiFQADqxIR8mjiKFxgVivMxXIThfc2dlpaNGiU8bqPeVhGlXdx7Kq4gCIRMZ51oCEmKBBIGQo5qOqK1QRONyzz8u93ih1VTKnVP1IRBKHpCaYCKBQvkDF2NwrFDzI8HkjIyM9B70QgqH3bNUB3lzj/v5+02Gcn5/XzMxMPXnypObn52tzc7M5qGCDsnNcLCpxfX29aQycJMZ2CBwdQgQIYZ6I1J49e9bmM8EHUOmesEuobQHd9ikOLREkGEr1e+52MS/sr6patUArgUFTXfqZKmZoqPdEOaAsz1AQvO46JH8BibhsaGio0bKCewp885kf5riqenQINDvec3V1tSXnTAYCoaSFiRJ4+TT6FwAAFq2591xZWWnzc3p6WltbW3V0dFQ7OzstqWKC8is/R7IcHh5u1V22cC4uLtquHKyQggC4BNq1kG5ubloCYRMKKYUSXQZRdsbZubm5pmsZZADWVdWznVtuUFR4VLJktbGx0a6Xz2e1XFUtGWsn+Lk5uL6+bruWxsfH28FPYroWLzYGU7q5udm0AQoH2xYxPx7UpQDAYmxubtbu7m57/gbbthUw2RZAMnVL+X5AsgJPPpJL3AdwaU4xMFmManvPzc21VoLDkDCXg447g4LR0dH6j/6j/6i+/uu/vp4/f15VVd/6rd9aH/nIR+oHfuAHBv7gdxsSk14K2p6YRqDkQJyM8wg029vb7XnoErsJZ3ReK2Dv7+/X5z73uUa/+6ysziQNwRLqr+runFChSlr68YAEh0G92X6ZSRHgSUOpqnY9nEz7QH9TD1KrgpJf5cFZOAXFOcM2r4kyBTSBKtWwmIRBh2pAEs0nrOnVZ+UnGEDS3kOAcH/mDD1oTRylPDExUQcHB/XWW29VVTW9hKDMNg4ODur58+ftwS+ETSmaurrqPkPBOqBnraXq1hra2ijp2I2g5ZEqYiDQ9ekxShyqv9wLL7mrMJJFYj8qX4F0YmKip3rpFyYNyhSsr6/XzMxM6xMLbkA2gJCJDPABWLQ8vB5ASXo0TxbNOXBfQ0Pdw6/4A191r9Zfa1FC1SqwzhJZJrBkLLQEsjKuqmYTGDk7obR8qqqBHPfNLjGfVdVU9dbRZ3j/rJCrugfuTE1Ntbm0tVgyFieqBn9uDQDAfzc2Nlqc1JpwjVo5GNxkAKu6yZ5NuhbaK0xHakC8HtuXsQugMBfiMTvnE4qz6+vrtksn2TE25HwWsbCqu3U3276YUyBUTspWYlU1GxMTFBxyDqYwH42tYNAGtPZsWsFMHyZGsafc0fKFxp1Bwbd927fVxz72sfqBH/iBFiTGxsbqW77lW+pDH/pQ/dW/+lfv/KFfaOj7Zb8KumZMgqbrUBlS0zOQ/j4sCs32HAYiKHOwqu6TywQbe4MFqcXFxZY4qV8lp6puAk+VtPdz3Sgw98TJ3btq0HVmv1rySYNyLW+88Ua9/vrrjcZVEWlZZM8e2iXcMhfA0vDwcA8jIYAJ5tmrvsvIvtnR0VFDxv16AMFT4tIyEPxSwZuaAAjaYTEQ/Sc/+cm6ublp9oXuq6oeoIRNcSCNNsf8/HzTD4yOjjZw4jXms6qrzjavExPdkydPTk4aG2NLnetR6dIysBlbBnN7H2rePm7gR8vM0yir6h3iUa0w84z1YStYImzLICNtOkVlfKWqe9iW4ClAenCMRLq3t9eU/cnyeSreZz7zmZYI0PrZ/siWk7hghwGWMYV7l5e3J9CptkZHR9u6Y3eAse3t7Sbcw0rmsdXm23yoYLe2tnr0OqpuQkgAKOPA8PBw69GrvsUt8Ti1H5KOIiDPgFDQ5EE+g+pGJF5tOu/FXiV8wMTnWxf3Pz093cR9YoJ5Y+fA+MHBQdOkrK6uNkZIDKH3SmEuxkwcWVtba3+HqXEtQI2C1M9c3+npabMxsdD68mNzY15dT+7UAFzFd76GLTQvKVxU2GKKMH8JTlNfJAbKDXLaXcadX/n06dP6T/6T/6TnZ5eXl/VX/spfqf/gP/gP7vyBX2igbzqdTlPzpgMImtChgJAHGlHCqpQs/OPHj+s973lP7e3t1fb2djPA/f39nq1rFgfFlQE5HXhpaaltq1F1QM6YB+0E7QnshASERbDgmfyh3dyBUdV7prXX206VGgXnNDg0w8/dk10TVdUU7KohATu3eZnfqu5xs+ZkkCE55NGf5loLyFa/xcXFxoy4Z7tLVBRpE/QoHjTFiXKvLkf15XOyD5rqXiIdAjSBn/js4uKiHeGrEsJgXFxctFPVJDb2mEyVubaeV1dXjTkRLLMKHh8fr5WVlXZwDoADlNg657CXrErsyBHQ3SvhkrWWFLM9cZehMnSf+rLZ25XgqqqtgaSV29IIgzNwVlU7TpZQ8Pj4uPb391vrERXMV2l9VODaNIuLiy3ZA0tDQ0Otj5/HTqsKiZ+fPXvWGCFJCzBlW+Y4fWR1dbWxKFmt5xbJjEcqw8nJyWantCDX19eNMVW9JiAgMlQcsX2J6/LysomQBxl5mh6BYx6ehW3VznVNtFTsRLGBvcK6aK3RwoyOjtbCwkIPzZ5g1bVgEMQyvmv+xc6qagfLiYtJ3ZtzjCE2A+DmQ6kDUhgQRIuhwKlkDkQoPpy0SB/B79mb2JWaiYuLi8bwJkvGBuy6UFQO0ka4czQXbF42UBRfirG9vd2qC4aU1ZMEAn07UUxgFiQ6nU6tr6+3gytGR0frk5/8ZAsqaaT6yiq+qu4T6KqqPSSl0+m0kw7zOesW21GW+saqkdzHCvmneBCdZAEZLk1CbgkkJlLxTU9PN52CxIJVubi4qNdee62JzgQ9DpXK+qS9XC8nIHxhuCoBzjto+wAgAqj0w6ybNsvx8XE9ffq0Hjx40JKjJywSillflYJgrkrd2tqqkZGRhvZTxKl6s3tExf7o0aMWgB89elRra2ttHg4ODt7xGOPT09sn1NlilIJWgU7AQDOmABU7Qf/hOiTRrNhdvz3TVdUSUSrQJRGJFOOWJwmyIa0u9yNJWaOk3O8yaFBS25EVHbpT4lMICGjoVIfa2GZFec4H2ODY2O2DhtxDJjxJOUVfKb5Kf726umrVGVoW8+L9rHUWHYqC+fn5HlEi9iX1H7bEYeeqqq2ReASMAZJsamxsrD3gzNyOjo62nU+AlZMrASnxjt853+Dysvu8lEFbRFhCiVQCw+ZIwoAwG+abWWiIva6P9kaiVS0DlOZYDHV2AIYlBY52L0m8bN9aLCwstLY0tT8bSx8xlxgDeUnCTXCfcZgfZUvUPSYDzL6xGPlY+CzUsAbWwH0AHtaEnoCN/oaAgs93+MGgQePzjePj43rx4kVVdYUYeRKcQKB6V+Ggere3t2tzc7NGRkba08WIg2xDsogWSJKE+iUUh84sLS31GAS6kcFyBIhud3f3HbsDqMkZWzqJ9oh7hsIFNPeeQV4fqz8BqGKBpoODg3rx4kXbYqkHDmGiSzM4ZBDORw5nIMtjSNFmdx12kagiq7qJLfccu97UTXBE94wRcI27u7utUtnf3+9hCyQrqDp76wI/p5YY2CSaV5+Oqt06pID08vKynRYJ3OTugQSqAjunt33W5woC2W93/1XVgn76izYXe2PfxGaSR26nAmTYpVMTBbtBhmBkzcxdtgUkDWB3c3OzVYc0QdgOveChoaFW2Ql0dBiuGxBTYQEgErSkyx7W19d79qqLEU7aw3jknFunVKW7T/Zpx09W7hl3qrq7TfiCGCBWeI34wM6ISVOsCfgBLooLgJlvSw5ab+5rkEfr8tfs2/e3irItkQxvAoa8J/abO8oMrb1M7LanZ+tOPPQ7DIUku7Oz0+zQbiJAFeiqqgZcgXbUfdL/2BVxemhoqLHJ1te/QI57V4gpRq25GAvcAFOuiR3m3PN5YML5DqnRoq2567gzKPi1X/u1+o7v+I76i3/xL7YgMTExUd/6rd9aH/3oR+/8gV9oECNJ5G5MwOp0Oo2qXV5ebqgtK3v/n52dbcYEHWIKMApUzKkjkPwlaBUo5I6Ozr6lAyRoFtKIBI7s7WUVI1Cp0oANlRGky9E4IKNMhbMEI3gsLS01pby5gN7NieACTOi5C7R6XK6Boer9DZo09OYETVTY0NBQra6u1tLSUg0Pd3ecqIJQb45T3dvba4fJ2BFiHqwvoR863r0KnsBFnuOebZ9MLECeR11nZWcd2Af9CweXRLABediJikcFhRUgxsyEk5VDCugkXsrn1KbQaFR1A68KLStODAZbzTUeZGAXBP3sn0pWBJcpugLmJMKcM9Wf+/N+gI8gqp2oeODrEn5Vd0ssdizFgebF+rBRYCXbUcCeMyq2t7dbb7yqu63W57OTqq74TYXq2SLaJ6k1wdqZE6DOPGiJsDufad3y+xTAmXcJZZBxc3PTzk9QUHU6nXbID70WJk5v37ywc2yYe/Z6IjoUe4LbbK3SiaSQMn3L+jo3QCJ2DdqptBpa15iarLQVVFpKPoNNp4BTolY0yGl8gV8Df7m7hC96PeZJUYHNZU/iNFsRc8RW/9513BkU/Hf/3X9Xf/gP/+H62Z/92drc3Kyq297Yz//8z9fP/dzP3fkDv9DY2tpq1biDZCBpIjKOpf9JT7C6utoDCCYnJ9sjRhlwHn6hJ3x5edmo2KT80oB8lr9P1W8eaEG0Bd3bl6razR5jGmsibup/QjsImDNgHgQxlRB2QEXEYG5ublo19ODBg+p0OrW1tdUMEQC7vr5ujsigVR1V3R0DnCB7/YOMrBiBMnOiWvQ5GAk0fc4jW5AE9FqJ5yRvgV37BV1JzMOGHCn66NGjNgcA4+XlZTvD3rULGERlVdWEfRkMkvJE/Zo3gdu6Ct4Z9IANa+XIWlurkiGw5ZK+gMbC4U6ZOOxk0A83n0BCXv8ggwAWG4Wd8buxsbHmF6pjQBOwNY8YMBoitp/6DOeOmAfXrfqvqh47QhPbgkp0ubW11QSrqZ1JPQQbQn/zM4ki70fiFkcEcXPhXp2uJ3BrAalgU6gIRFVV00gQhwLwCSQxCSpY10FIyW8GHWILQXcCFawAFjaf5JhtkYwvmJIU70n2kiH/EBvMn9yQu6/05vlvgj9ntABZAGrqX6qq+Sk2NsFgMnyYW4VWgl/3la0FvkEzkuwDH+F/ySYDVeJS6kDkNG1EDCU7GQT0DWQNf+bP/Jn6mZ/5mfqar/maqqr6f//f/7cBhC/VcKRpVTcBWxSBtqpLQevlMXxVBZWt3nD2egQjxnd1dVU7Ozvv2MYiqKCYUMLp3CpO7YmsHgUwohNVYVKKgotgIvH7fMAokWcmnKTnOH5STtmzFihpI6BqT2tLgRejdU3mSe+wqqsgHzSo7O3t9TxaVRUxNDRUm5ubjfkR7CVHjo9Bmp+fb5oNIEGVQPSVB2EJ1FVdZC6gVHXP23e/wKBgz6GJ94h+0haqumdNmJdE+NiJqmqOzqay35rVpsSf4iVtGwDH0wRRhRghrACATIAkyAGDgpeAqzKSOAYZ7hGTljYP3NqRkfqhZA5SW5JPSaT0z/uWDARYfwtMs6fl5eXmb+fn562tRm9ydHTUtsE5AySfHJoAk51kS05SYE+qN0kptyGz5apqojjvq+BQSZsjADp1B+4nf6/3LkHwZ4AWKyGRfzHgPrfYJrBltwSH1jh1GeY2i6TUHgBwmdjENdX4zMxMPXjwoKqqiUyxP+IfkDI5OdlYY6DbegEB4+PjjXVM3Qognm3N1dXVJqRMtgrbyQYTwACf3jdBv1iQf5NrouhzzamjyO32tmC7x34QedcxMET0kJffqGEC0SoZMFTeApUJoh8gGBP8oUA9N0YBkUL3jEIFomIeHR1t9PHq6mo9fPiw9bEZwcnJSW1ubjbnROdRzWaVq+KgfGboFtU9oSU5PePNnQgMN4VhWVn6LAaWuxIEUNSbfjgjT1Aj0AIiEHxV9QTvQYaKT3BS2XJmB9isrKy0qvP8/LzW1tZqaWmpBb/5+flaXV1tQdSDpsxpbqsUjCm1s583Pj7ewKgKI+lD65WOSduhTSCh+53KxIO42AYAkEEdeExdgzaGwGu92LWhetG6AqJoUIiOAAjJRiDHnAggAmC2G74YpoCPZnuKfmF4eLjnvAKfm/u0szrb3t5uTB4WUEL1On+PCUj9gLnn98nyAZXAOMCkEgUOR0dHmwhNUQAwsiHBGHCT7MQU4CtFxgb2IZMfm5K42U5S3godoBHD6j2JsiUxfi7mqC79zV1HgjDMBvApduV8myOxREtGDKrqsrQE3PkUTEWQz0tWkF3wn5ubm6YlS41Dai/83r0TvtrGV9VlChRcitSqap8FzCToSR2I1qj2VxYo7h94dUw7WxfbzWsWL4TZXiO2WHd+75hzReddxuC80W/wQJVBVlD15eVlexqeBGlRBGgVhQTLoaempmpxcbGJALOPKrj4TIlT8p2ZmWkq9OXl5aqq1kOkOE9RjYVjxKo8TpTBIE95y10FqEBGKEhAof0LDMygyvxNClOyKqzqPt4Wk6G6YECoK0FPdcchoe1kDu46VDsemzwyMtKEMaurqz1CO5UmFmFnZ6dVP2dnZ7WystJTXSZd7345qfnJiryq+8Cq5eXlevjwYatigAoiPRVqagaSHuak5kmy8x7oVI6egjmsATBhRwfg6/+ZNG5ubs9nyG1mXgfkoioBZpUsUDo2Ntbu1xG41p+fDMoUnJyctLMTUkOAPVAxJ0ASeJMhyD4omwMYBfLs2adtmv+Li4taXV2t8fHbY7T39vZ6xJviDCCQfW+xCMOXzJk1T/o+50/ra2hoqLVmzIUYocABxsUkfumzgZsUvkns7G1ycrKWl5ebHshOLNukFUf5dETgy1wNOswH+/ToYmcPYFfFR/EcaAPoxKrcliruEE6LTwlExIWqalUzZhUrlmLobD9Zo9yVIa5K1gkIkinms1kg0DRghNKOFZ7Zkmb7gGwCWzYIDAHLdktgPuSu3G2C2U6WQzy663jlQAEUn0gr0TdDPjs7q0ePHjUgIHkkILAgErQE4szz3NPOMKq6VYU+D2EbROzJZzQEmWgFKNV9oskUXUFwEndWSFnNCAyAQypbk+7Vj4J2s/+U/ShBvp9t8X8n0TmIBx1d1RWQeT2A88VUkhJ/qtAlMdeEwk4FtYqAowAm6Nyq7tPniBQ5uITk+s0NR6+qxhKcn5+3hEvzoLd9cXHR7FOgEgSywhVkUksgQKRqWtDU6umvnF17skOCUKqxVQz+xvf5vmzN9jngx/9TL2I+BwV9WREmMFNB0uGMjNweViSYeVgVXQuG5+Liou3YwOCx1+y58pUU8+WDjbQXtRz4MCoXo6I1xSYFWNVe+ujR0VFtbGy0Q3rW1tYaS7G9vd2obe+RwF0CY2NaFYBkHk4jWbBT9z4ycvvEUM9akShmZmbabirr4L2sK0CQ9n/XwSdV25K7n/NJiRsrm09DxLRiT9geGzJPdAfiK72Fz0/RKb+YmZlpRWBquPghe5RMtd/ymgl1xV+fl+eWJFvBR4Hf4eHbHUwZd9ioXXDeB6uSO6IwIwkWtMPzFEPAxQm+7gcYwlrfdbxyoICgD70lqatqku4R/IeHh9sTEpeXl1viQEWpglRnQAJEqTqG4vSEVMOqQqI2QUkA43ACNiPNSgA48D0VejqjYKA3BnH2axgE2VTREhoypmxDVFXru0pk5hS97XNQqPrTDg4RtLEkgJDgPMjIqhD6pnXgrHn2AQ2ENcmdGwIAup2Ibmpqqh0YdX193Q5JyYNwqm4TnkClPZW0quvKHjy7qOoKzSSivDcBjhYBRZ2tq2yBoYS9l3tPQSmGxGfyA2vPPgQ1QDqFcxJnVtVVVfPz8zU6OtpzYE9ul73rkECTDfGlOs/Pthb8ruo2KczPzzeAqo+auxCqbkElxs2cEO96eJHk6wCiqurZJZD+e3Z2Vru7u7W+vt4ACL9hH45hl3D1orM9hOkYGRlpbQdrUdU92wS7hUbP5GG9sx2WO2UWFhbaORqq29PT2we18evU4lxfX7cH6RDLiZWD7j4gYu1P4gm+3bO4bY2BUPZldxH28Orqqh48eFCLi4utUk7AiulaX1+voaHb3TcPHjyom5ubdrR8VTWAoIjgY7aTZ0tmc3OzPZeB3/GnfHAdIHV1ddU0ZIo1OST7+dZbWyHPGMi4DRRoB1ZVA6f0X77kQC1C6+l785+C80GA/SsHCiTTFGzoAdk7KkBC2arym5ubRpESOa2srDRB0FtvvfWO3ioEKGglVYv+kdAFVJU3lDk6Otqj5k81PWV/ihz39vba7wlhOGc6TyJZr9ceqapWsRLHZEUPgFAGo76zD+X3wNf4+Hg7Me34+LhpJ7LvK6EyctXnIEOQliCquofpGEREqah2zYJstohUSRK2v0Erp8hN8OaI6F02IXEnOKzqshpJxWVbQLsJvZ3bQPUksyJKUGdOUcj9YKO/Yk1QdHV11QJXVVcwqdL02U4aBDrRzLmrg91kb3NQpgCjksksKxuVPXYkaeBOp9MEW65JorEzIEGjZJJsG//MRCjgAgB635mw3H+2jcyf79lpilolY4LDqu7pnxIBoOW+JX8VLNYIqM9rcp+erLiwsFDLy8ttu/HNzU07TImy3n1Yc9oaz0TAfGIzBz2ALKtzgHd5ebnR/RkvrCN/YovZQtB+wVay52QWxFAtLzG407k91yILKZ8NdKjck2Xiv1rGWC0AJG1Uwn/x4kXbuWCX0/V1V+CJIZFLkm1K0C+2yxliSz4bZW1trd7znve0eZWn8gAjRas4rMBjE3awDcLmvnKgwEElkpigkXuPVVjZc8m2AwTnlKy1tbVGWTvsxLYuSSMXFOLUu5P4oXG0kOevQ2W5oLnV0IJZHC0PQS4NhfEzoKTUVW1Qpj4TQ5fsJA8aCdVIKlU5aVLNw8PDPaJJlZz3BsIuL7vPG9emGWRo3yQIs36qy0zOqjyAJQU7qEk7KFLwJ6Hkl7/1Or1IJ5tJzIRH2B9rguIVSCYmJtpDpSRT9DhWwfWggQGAbCuh6wUK9mbNBRHXUVXNvjAl7i1baPQSyRj4rGxn5KEvVdW0ONiVQQaAnsBvbGys51kh2ebgt/7vILLUDKQmRjD2NwoAZ+xb+/Pz85aA2Lf94tnSAIr4eVVXY5TFSSq7s1/MV5L1MQATccDQNuRr+v52OqhiMQijo7fH/M7NzTXlObCpGFpfX6/j4+MGkN3b+vp6nZ+ft+SY91LV+xS/uw76KoLw1I+IZ2Ju6mT6/a/TuT13hr25fwCJtmp2drbpuJxzInErVCTMkZGRHt1Fimtt7RX7tGvkBv6v9SImO9zJeTVV1VrL+fyWBLH+Pq8PO31ycvuIZpqqbAVaa89pIFh3b4CAQpB+I7Vuh4eHtbu72+xa8XWX8cqBAv1OAYxQRWLUM8ujYKE9hs9YGChxjUBsQoGAqmqBP/tVuZ1L1a9ScyAQpxcoJAIJmREK8umACTqqutuKBG79K5/VL0pieOYHOvaZmTw5gXvJikg/VLBUQXGmpDC9lz3CWIlBRv/Rua51aGioPSpZsJ2enq65ublm/ICSHvL6+npreVRVq8x3dnZqZ2enzREAmEpiQcMuAus0Pj7eeowAJppQZaAaUUUCg1m10iZUVc9uBMxOAj07LNhXqomzggXmJFuBgQAN4GDDFOiujyLZHAAxeV6DoOq6AIW7Dmycz1Wt8Q3tFPbKxth3sjm5wyOFia4JMyB5sqM8VMyDihIg5FY1J1NeX3cV/AL9wsJCiw0peLONUBLjX5jCpKdtjdUK4XdV1VM06I/zd8AeqzU/P19DQ0Pt9Ec+is1kB4ok2iLPgGC/WE9JGRgdZIhP/A7AyGPcAfaqrngvQYkWC5/T1vIzrRsgCUuiEMOqLC4u1uTkZE9LQttPPDPX4o2fAYL81TVp5WJSsjAYGxtrrOzoaO85Ez4jwTv7dv9jY2OttYV1AioXFhaansW6yGke4uda2SQfMtdAwMOHD+vk5KTn8d53Ga8cKEhxHScR2HPiJQ7GzdgEQQGHc0rYnm6W6F1AEmh9nuSOCqUhIEiSqJKe4ewrKystkWSlsbOz04Iag6vq9r+y3y8wCzSCju1F/aAm9Qac0nUPDw+3LVTJWlxfX9fi4mKjGF2vKlaC8725AkacFjjIALbQfqheLFFVtaDGKdIZJD8K60zIkggWKVsCApH5wkoAQ1dXV80hVYHaUVXV/u0/LwC9eXl52fp7IyMjLYkAcpK7p72p5pJGTkGV9RFInO+P/cFG5FPn3IdnrtPVqLBVsym8669a2RDqfVBNwfHxcS0sLPTYMhu3lRSDYX4EPgOdrjdujiV8a+7sAAAV04cu1sZJv8jWnb6tGGHdAfIUi6YIzZpKfOfn5zU/P18LCwutlSCeSFjWU0LTDvBgGz6Wjzeuqp62E4ZKAuSv4iVhJd0U9sFc50mS29vbLckNOlKHlC0x86uFJu6ai5dtkRNLJDjz3ul0d5toqYjbYigA7T7oBRRxtjmym9SIpM2kNitZPxqVbC9aIzYmoWOz+D2RKW0Jm66qnvxkDghXsxDLJ32Kh+zBtQO0KcQmLjX3yVJ9ofHKgYKlpaXWT2Z4+vBV1QAAJO1hOvlc+/Pz84YUNzY2WoW2v79f29vbPVWhIUmoohl50oWZ4JNiyr3HqkBUpyqS+MQBEykWU0Hl9rsULQlS6DTJGZrO/ndV95Q8xiCJZm9egHNwS27LQY9zQAAEIENhQaqDMgUcAaVF/CPppZahqtoxz1gQ80+UKZlSD3u9IMyhJU7JynvpYasYsjJUNZtT65GHVUnKEnCeMgj8mCMVADsGutCLWicClmTIBq1pah1SYOTeVMF53T5Ly0QrSOslNTvZ6x50pEpbwLUWAhZG8Orqqomtcm5dq3sSXGdnZ2txcbHNJ4BQVa1NIhH7XVbaAN3Y2Fh7wFWKy6qqsYXn5+eNIvYZ4oBWCPbRPvO9vb06OTlpIsUUlgKLChz+LGEnC+r+rq+721+JsGkFkk1AVUtqWkRbW1vtus2DdpxEhMkZdI1Txc+WHBClVYANTbaXBsa888OxsbG2PsA59lZy0wJysFTqhvy9E0aJkHM3h0KPbbAP29DHx8drdXW15Qa7U+zW8aUNkKdyKhCzNSJ+VFVjn3IHQrYXrA1NjNwHxFhf2iWiV+BSQZTMCHDODu4yXjlQAGmlAwuy9nT6vwBe1X2mvZ7K9vZ2ra6u1uLiYl1fX9fu7m5tbm42Z2Sc2TfP/p++UFX3ZECGBqUtLCy07+2BJhxJukhwFcgBAvenqlXZCSZV1Ryvv0dVVS3oCjx6VfqFXksYA4ELvPmeAiLDhLZTYwE1o7jTmAcZCwsLVdV7loNdDinUwV64Hv23TKZQuEpDsiZo01YSUG2pVNlhY7KNo8+IhgOKHGcN7ecpZVoUWZGyr0weAIAK01wmLa5CmZmZaQ/lYds+O89NsC9ZcAYoVcMecMXmsStEYfqRyRAAB/Pz8wMr030OEJPBlw2yPwFS5ZwaBveRVRXR8ejoaLtv9lxVLcEtLy+3NqRgjDGYm5trB2G9ePGi7UDhG/zCoVGKiqrq0a0ApoC0tcIWHR8fN2EfcJPbP82rOCHWeG0WBhgGtshOM0Z4VDcBImCbjE2yT/w3Gcu7DsCEneQOEWA0gazrlCSzwFBI2VnB18wzkMrnaE4kTyBDPJmamuo5n0MRJc5ZQ/OvZWMnVCbgqmrgpap6NEbZhkymQUECmGHq+J7/+1t2qXAxV9YsCwB+zne91/7+fvOP1DCxw69opqCqmkgPNS2h6lWurKy0PZhufnZ2tiVH1cn+/n57JG4+v10/DKuQ9IpkYkFUNxKSr0SDVd1jP4ELgR6Fpqct0EoQVdVeY2gVQN/oSolLNVnVPdFOxYVKTaU8UJHJW+JJ0RrjS6CRJyCitSByhjwoU3B0dNREg4I4cEYZDvlC+gKKwK2vqJrDDkHLL168qKOjo5qZmWlUn7WlrEdP6mdaQwJVAUtghryruslB0uh0Om17qpMIAQBgIwMTIOK+0+ZSqKQa4PwJMD3AJRmX7M/moVjob8CaHbkvc+f9z866xwsPCvpyux4/VuH1M1xZJbIn1G0GaMJeSXFoaKgBAadRXl9f18LCQtOloPD5iEchKxIksqruATAJmnwJ5PxDwlL9s0lgknYHAKBtAW4lwaoujexBakDi2tpaD/jHECY1DLSIgQleVdYAwvX1dc+W3SxcxIlBBlAhIetx67Unq8qn/J2CyhwoArRLbIdOBnR8fLyHsfFecoB5Fy/5Zp4Gav7E6GR4tXwwZqOjo+2polg4RZf31loWt4B21T2gzQfzibNa0OKdOQA4xJ+hoaFWiGUBLK5XVbse9+Va+ECe0niX8cqBgsPDw5YkZmdn6/DwsPb29lo/36EMs7OzjRrJqn9xcbGqqvXLUgCUvXTGJqlwvKQfUyw4OTlZS0tL7WcjIyP18OHDVsVdXd3uV97d3W30XSpRVUjo2xQuSRyqphSfJKXbjxirus9M4BToJYEDVSzp5Vyk+hza5cBJswuekor3kNQGpR7HxsaatkKi1aZADbp+7QnVEqDFaSR37aHLy9tDY9yHFo9DchIYWGtVLBvTv1xeXq4nT560ucoA6OAqT8QUjFXop6enDZxWVc+covLZTlX1sB1sBOMhyeY6AHWSNgqb39iqOjs724CKv7dm7Fyri44FiyUYfjG7DwTbDHROE1RRa7Go0FSVq6urzadz6551115I0KiXuru7W7u7uw0MAkF58Nbu7m6rxinAr66u2gOR8iA0Ggw0u5aO3u/q6mpLjkdHR60fnQLJrKj5OKpZcgVsU6NSVT36CJU38SB7tmsEKyg5+FmCQmCb7fHhQXcf2PEiYbvuZABSPJh6jWzVqvhTA0BUiAUQC4FW95B6FawJtqTT6fQwo5K92OrMitzqpx3o3AnMDt+p6p45Im7y9dytID5qc2JB2KPYoY2bDJVYDBBn25g+wnoBqsliV3WPGd/Z2Wm5axBg/8qBAj001XRV91HIULsKALpiEIIF59VbQstnfzMTsAXO/q9g63eQrB49alfSdxa16ozRo6hGRkba9aBNcweFIF/VPXNb5cThsBqqLhWHpAmVc4BMZio0icPriAQ5BBqVsjmVwILz4eFhXVxcfNH72DMBObaTIUsMdh14LPLOzk5DvZwHQueoApvrFpiyAobwIW8O5TOThpSoMkGyn4uLi7b3XmCkqLd3PtkXCY59ovYTuOaBVv3BNClU16ASEeByX/X4+HijFFVCXpPJ1mdJ0ALlzc1NCyqD6gqADiyB7+lSdnZ22meh+NG9Ehp2b2RkpB4/ftxzBj4fwN7ZmSEZZUvQPQP55sfno2+BCXqUi4uLtu0tRbnuTyVcVe3zAVPFCzqcWBXAMB/Hx8c9epZ+QJAgn625f8wXMKvvrpDgxw5tkzDm5+fb/fW3UAcZx8fHrcXL/80zUMqucz0Ude5Z4iTaTn+hGbJra2trq/XPzSdQId75WzFSMk7mani4u6NBq0OBUFXthFuf4Uhheg2MjiOuJWm5JLcPEpGKceZbLHFvYjsWS4GENeMXAKgYLG6yb7oW26XZ0iDr+8qBAjctmVd197Cn6jKdASU/MjJSOzs7Pe0EW6zOz8/b1kQ0F4EWoxAossIXwC140vBQquohgz06NA2mqpuwstJOQVXuuKCdyEAG3UsAVd0tfemcAiekmo+qhcCHhoZqaWmpoefsd0qcie6rek/Ew9IMek4BkCeYAkkS99HRUc3Oztbs7GzNz8830VEyF+4ndxuonjh6HmIk+VVVD/NAbyG5qLihcwFLLxoYW19fb1Qi26iqnpaXXjUA6LXsQHAAcvyrgsp+NZs1R9gBiQoYBfbcy/DwcAukwECq2tlDnqOOGUjwMMjY3t5u7Zzsj1d1RaZAVwpyMUcCsuPFs0ea4F0FiAVAwyZ7oAWCOUHjJpOjynIUevZ+2bz1JTJzHyhuwj8gEjuH5rfOGdCxFFgHbRAAXWXpuGQgWiJhf8S1R0dHNTk52fby52mhAC62QmsKWBx0B0Iyl+IwsJQAlsbHdQLi5onfA3n80lA4jY2N1erqakuMeYaHr6mpqTY3gE+K9nzm9fXtCYbYyNSqaf2m7izZVMWg+LC1tdXTjkxtgQKyqnuiLDBgG2PGdQVPtoLEdP4vn1xdXfUAofPz22PZp6ene472ZieD6IJeOVCwsLDQHJWiW2K0SAcHB20CGeHS0lJLyBxkfn6+7YdH+QhyDMW4vLzde4xyTRROaUpcI1mnepToSQ9e746xQJ8Cun+1SgRORiX4C4QcibjRyAB5dXXVAh8NA4cCYARVFdDh4WFzACDJ94IzxxI8BADvN+g+dgF7eHi4zVsKfVT3QAqmAuXs73Z2dhpqf/ToUXOAo6Ojxg6pOIiF0rE4uuDkZ5IvxbHgjon63Oc+Vy9evGjsSz/N7B7sn2ZzKT6tqraO7AkQ8Hq07MXFRe3t7TVgAzRmP15gtFYSbFX17GhI0R+qmz2qTMwf20p7u8sA6vsZEPZEkwLoAVw5P6re0dHRdjiVQ2skXNel9y4ZAUQ0F9TkAJF23tjY7YFKtiqn9kM/Fh2eSQIjUVWtQgMAl5aWetp3ADXAoIIVWwBfa5LH9GYikDjyrAxAtqp73DO7AUD7D8tyL+ZLMTEoUyDxihuAUz5p0PynlkuSFYOyelep252F4VAtV1WLa0CGNfe35tXTVK1nsiPZJhT3xTn+grVhk4D01NRUa2/ZscCHsHp0MJKxIs36jo6O1traWk8r7MmTJz3thiwkzQ8mQSELjCgIFD0KJfkEeLrreOVAgUqvqrsTIdXXHEICQTW+9dZbVdVd0Pn5+Xr8+HFdXl7WZz/72dbXZMS5J59zJv1qgVT9ekep5EW3Q6d51Kxhny10C2GqHNKQ9Otvbm5qYWGhvUYSVSFXdQOX+6iqdk253QYQ8jfmKI0ujTG3R6ZjCNRoefchcQ8yPPu8nw2hHLYWQJTrwn5Qd4+NjdXa2loLHHt7e8259VqreoVLGWQAQ/cnEZh3lZfrgsZza1jOnwpf4svtkxJKVfc0O4EtnwoJvAGo2kj9AsSs3v1eAMPuSCQCcLauEuwBwJgb15X9zEHGyMhIOyHy7OysCQTpOfRpsTTLy8s9YjOfl0lL4N3d3W1VMDBHXPXixYtaWFho+hHgxlkYdnbs7u62rcpPnjxpQMMaKADYSFLE/IrNAICSkzjhDP/Z2dlW0TkjZWRkpNbW1qqq+yArDASbySpckrGeyR6hqsfHbw/cYofZrnJvFxcXPeJI86bNNMiglZDkJe187sr5+Xlbo/57yied8uUUSCejYA7YpLgv6Q0NDbW+P4CmSvcac31wcNCjTwC6xRY2yoYJ2vlIMqjaHbZHmgsxwG40hZY4kOCENiZ9GVsrdojrqYGoqp6DlcbGxhoDJdclwytm3WW8cqAAugMCHBaEIiT829jYaA4h0XOCrO4mJiZqZWWl9WQODg7aWfeZ8CQ7QZHB5Ba2qu759zc3N7W6ulrLy8s1PHy7HUjAqqqegJztCFRpqlNTMQsRWkzBLIVkKZRM0YnE4H6qqhmtAKCCVlmqKi8vu8cvU9m6V86KJhWsE0ANMo6OjpoGQ1VOHS1xqfjyhLn19fVG82EtOBG7oQ1QTVR1gaL54IxU/VTBBDkq1zzIim32iwEzmKB9iYQS+KhOvd46mXtMA6X90tJSsxvzb5dCamDyABzVYFZPbEFA9VkCdYKEpH5zqyBF+V1H7j+v6p6SODMz03PK3tnZWQ8I9Pmuha9LNK6bHSeYEjDT/5PCFjyT9bi8vKzd3d0G5gXsw8PDFluyladdNTEx0Y4cliRc38jISDsMzNkqwCdxsmDuc1Xq5ot92d7oAUyYvP7HI2NjUgXPhgGSqu7Rzap5xUmyB3cdyQBYM8WLSt9uj9RJ8NVkAqampnpAVH8OSF8XI92Pe19cXOyJSxJpbhEHvIBOrUG6AXFH24avYBoxH8PDwzU7O9vjo2dnZ7W5udkYgXwqJHDvrA35hL1XVdMRsCV+z5ewflgf1257ZmqCqqoHMKVe4i7jlQMF+Rhj1VkKM/Rt6AVU+0NDQ00FmvSqSVVtqh4y8aPSBd80xE6n03qsgsTMzExDka5ramqq5ufnW58u9xAL5gJHfz9VD5zxep0Af3nZ3bYCtep9VXWFTpICFC+wMbyqrg5CtSBYYTMET4ItxsQQUeT6b8PDwwOr0/VCraeq3DUdHBz09PgAw9x26GhaKFkbI3ccUIkLsJKN+4C4JQHBYW5urhYXF5vDpc7EdsO1tbW6ublVsqt0Hj161Jgfa6fdAhRKbAkS2ZUAqS+cjJFWlaRq10C20CQ9dCV7ELC9P8DEthIgmxN99vzZIEOQItZznQC8dXVvKnNgJ1tHrtUODiAHKM12QLb9gFXMmL4tO0Ldn5yc1N7eXp2d3Z4pby42NzfbMbq0TpeXlzU/P9/8SrGg3+zaMQSqTtck0YyMjLTe78bGRpsbYjwaEAAY86UFkHRygs6qanS4z/HzFLfZnihGDMoUKLpUrqm7so6+gCfJU9GBuucPwJNkz1aqqjF2WmHax2w0WThxSYtXMrZe/W0JPpdVuM9ZXFystbW1BkjEK/MrbgMmbG1lZaVpV9huAiZx1K4VPpn3kYUCe5bH5CDAGEgzF9gIMX13d/fOa/vKgQKOK8BB1UnDC3QTExOtUh8eHm5HjELW8/PzDRzY763XojLkpAIkWk0wHB29ffqXSSZ04cTAC8dETaHI9OZVM4yCGCn3qHqAhd64hAddapkIpFCh65YMsjXiuvPUq5OTk3ZtiZrNQ2oOsmpXhRE9pfENMlQ6dnEQgDrNUsCRIIDEg4OD1ue9ublp209PTk6aMNH9qYay5ZFtEsFShTozM9Pe7+rqqnZ3d6vT6dTDhw97EsrJye3z3yUQCUsAFHjQo0CWhGbOj46OGguUNOfIyO1BWOPj443hQqFSkktQCXSSHcgnyCXFe3Z21oLs+fl58x0BJXdMmC9bRgf1YQwW+1QZAllodwxXtkisZ54sx8btFnCN1osNC6woXclOMcDGgW7V+crKSqO9sX00N/2KcpVsnidCkyDxKlSAaXQzu5MIJSwAIlkpLNX4+Hg7e2F3d7en0hYT0cMJ7syRmGm7HhBI3Z9CyrsO8ezm5qYdOJQi1zzGfWdnp2cdrR+bv7q6qoWFhZbEq6qdY0JzpJAQtzMBAr3AQp6Q6RkV2lfWYH9/v7EC5tPa6fVfXV21mCQnZGvOPfXHFWA1izzrqcgCJr1ubm6utre3e9rV3svfsn8C3KpqAAfzmWAfqBgfH6+lpaU7r+0rBwpQJung2Y/iiNnHGx4e7nlWelU1BbvKX+LSg9Sj8XSsrGagPT3ex48f18rKSkN3/SLIPJVKwMnebPayVRmXl7fP6UY1Azm5VYxh2N6V4qv+qr2qmmMTLwpiHquKXZEsvBZNC5FCtbkFjHhRlSYAcKxBBqfmvMPDwy2JCvAHBwdtW6pgUFUtAQ4NDbWe/6NHj1qivr6+7tmfX3XrtI7yzS2ZDi7iZIBROqF71YaC1OkVCMesb1al0D01vGsYHR1tVbJAAiwAsQKL9/UagTRbGQBC7qCwhY3NmwdzKGgmKMS8aDX4+aAjPy8BGGr76Oio0aXLy8utKqYzODs7a4AA0K3q7hHXHvA5kvf8/Hyj5y8vL1sVJWFrQ7D3TBK2lxEKawf5P7ZH//r09LTnoTaSssoT6yj5Yka0Dv1+dHS03njjjcY62U7G/hYWFnqEnzMzMz3sF+2AuTg6OqqFhYV6+PBhW+PUQxnWmHZnUFDg2S6SjhYcyl9S0iZT1GUco5O6ubmp5eXlHmDPbjwEih2yKcAfi7K4uNjOdNnc3GwssdZutoAIMc1NJvMUd9KK7ezs1NLSUvsem7S4uNhihxwiX5lXoKzT6bQD9LS8c0fLzc1Nm0PxR47KXRZZsLFX+QLgdX9aMuLTXccrBwog+KTZiGWgrFSUcwznUKs+oWrU2OjoaKtQJRoJToJKJSk1OLpRlUW8d3Jy0qhY1QZKMikqrQiBTz9UUJqcnHyHKhuCl6SrqicZ2BLD0AEJe/q9V/afGBPkquKkcZAwfIZrZtgOGAKUUhw5aOLQo86DkLQQ+rUA+qLn5+dtbm0nxbZQ+Tu8aGxsrEccaD45bNKdeUZB6gUuLy9rZ2enVfUApiBvrdgMuhHQs44cP1tAmCbJme0ITCjDrDYl7NyJk1vqqro7S1ThGRDNdR6wJNmyX58pQbG/QTUF/Pj8vPdgMH7oHgRRPoYSReWrejEN7jPbQdZZ5Xx5edlo6IODg1ZBqvglju3t7da2sN8+5/n8/LzZvOs2XwnU+UH2frFouROl/6wVh2Dp8SsKMFcJQlIsx18wd9k2weCZbzENk5FMhP4/JT4AfdfhrJgUh+q5K7ASvLlvvXLxCetFjwNAYJUUXVXVAxYVX3xmd3e3HSmtGLu6umpHmWOAaAX4HTtP3UWes5A+LWeYdwABE2GbpKIMqylWb21ttadU9rOLzrLAKrpnBZ3dOalxWF5e7tlZtrCw0ECzth1AOgib+8qBAlUjI7HfMyk/9JheNsMXwIaHh2t5ebkFjp2dnaZMxypIfJJeVfc40UTfgIcgk9tVBFjtA+8hwORJXAyeUwgkPjuTnyoBwlT5cgaBSjAFVPT49B6hahS19xMAGE1SVXq4Whx0DKrK3OokOEnidx2SWoIVSVtAEEggcNW2NaDJIPC01mxEn39mZqaHMgUszs7OGkVZVQ2Ro5xdl4p9f3+/nXSGwRAU9f9VdnY75OFEKhKVv2upqqYryR0nWI1+QGNtVRPACNutuk3IOzs7PcElBbBADECUgltVU+pxANO7Dr6YAZ5QWHCVsKuqJ5EBaHt7e+2ZBaenp02zkzoCjF3qf46OjnoerWuXAh8FKN944406PT2t7e3tBvLz/I/l5eXmCwKqz666PQSIWDa3ltG+AKzmwXphSiRsbQVK+ywwcheGihDjkY8eZ6tEfd6XPkZ1nNuyzb0dVIMI0dgsXYuK3Jy7D6A01w5AxRJoiWEJ0eMAS7aZhoeHa3t7uw4ODtprtOASXHr9wcFBO1AMaGQ3yTIDw+ZNkpWEJVg+xC/EMPqmubm5dp922ZyfnzfbGBu7fT6GLfWKXdvn2ZgqP6v7ZBas1c7OTls7zCEWFvBwv1/Ruw/0zFIoJxiqjAQZWz4kJewCqsqiOPozky0q0mIJjBa6qvusbROL9lJZXFxcNDQoqAIkBHOCqyqWkl5lPzx8u+d+a2urbVdi7FVdAZMHjQBHEqBE7gAf1UduX9SP9jv3Lymhw7KvLOEAL2hCQdO8fjH9SGAAQ6LiRnVBy6nolug91REgtM2zH3Bl9W5tq6oFz+z/C8gTExP1+PHjVk1Iqlo+krNqy3XqXWpH+Z79aSX4e4CHPQs8kqO1Pz4+ro2NjVapC8Lu05oIGEnbZzuhfw4AFfOhClYZuR6aGUFykKFilCAInai83aegXnWrDdne3m4sm/Wfm5urqmogPEHKyclJ0384/GdkZKS1j9iU1tn29nZtbm42bVDuMEhxY2oWUlDmflDUi4uLNTc311hIdoFSduR56oPYRj/blp+flG+KkVHq2h2Kp/Pz854zPwCdra2tBtIo+1XK1iXv9a6DJgKoxm4QWWKB2J2dPu5FlUwsPTk52bOv3zWyDaBqamqqnYIqIRPe0Y6l0Js9uF7roKLGbgAGfNK1XF5eNqBvDfztwsJCiyPJzGkHsNmqLgunEEt9Ev1LVfeMBuufOx88iyGBMD9RTBMVAoBA5iBH0b9yoED1qeJfWlpqKFL/V5CiQHVQxe7ubqsMBLM8R8AWJH2ow8PDqqpG5XhfQVLQZUSMK1W16ClOiaqToD3mVdWd6lVGwthSM1B1G0CTVobEGQ5DSLACJaeStaq7/zUFm9vb281oUk3rs05PT3vEfABZUuyq2UGG3qp71FbBCEHtq6urPRWNPuTk5GRtbGw0Z/Q7IEwAsCYSUIqxst8KBKD+MihfX98+ZGd5ebmqusFvZ2en7ZIQvPJagSfAC9jSrrE+bBprxcFVC3rBgLH5M28qG60XQNocZqJSoaUATqJTQQMYaHaHcA0yxsbGamtrq7WdgEx2VFUtiGYATubC2mBpzCVhlmoNEGNPNB6AUGpq+A6wL+nu7e01cbK1IFD1OhW4MzL4nscvO7VvYmKiHjx40LYI0vB4n7Ozs/bcD4WPuMMP2JH4pQi5ublpD3lL1smc+Fxz6hkPWNOLi4tGhVdVA8GS6yBDz9uJna4XGARassDiZwcHB7W3t9d66E49FPuyTYdJEO+AqmRWzIECAxDQ2ut/eunNzU17bo7iCfjgoxKu+HBxcdFOlsQypq5neXm5tUBHRkaaRgr4srb9OjFMEvudmZlpehAtL3PryZ4YEXFPrMnHPJs/moev6PYBepS6XBDlEClErKoelbEKFE2p+kMtUXlyblRpqrkxDIQom5ubDVjMz8+3ozYFH8Kk1dXVmp+fb1vWksahtGfIDi5B+QvsAI8EI/k6wrWqGp3pfZ1zfn19u89fYqyq1i7IPmRWiFXdB/Wo+KlinReugtHzHB4e7lFRC0iDDFWWlgbWBnBS0SStzFElsbW1tVaRZdIwz1XdCk8/WnDPsxAkJkyPMzFSPHR2dlb7+/sNkFgTOgQ2lUJHmox8SE6e/GZdJicn2zn5DlcRbFQZtrqhnIkU3Zef84VkkLIXLTD5fH6S27WAR2uaYsS7DmC6nwVhs7Z/nZ6etqqdngAQwLDYipashaR9fHxcjx496tnZgRq39kAcm9XbN7LtlwHctQLobCEPOXLELdGX4gNl7pqqqgHUZGLYN5sU23ym8xCqqp2Bgu2QtPi0bYxVt7TyixcvWgzNYkRBlLsvJLZBBgpfrFRUpSgY+OR7hjnWuhV7qfsVUWJgXpvPy7Uz14odzMfKykoPO+Pr9PS0zRdmsp9VNCfawdgja0qkjOVZX19v66YoxQ6y96pqO+AkeW3F1DkQUSZbsrS01NqdwPr29nZtbGzU1tZWA2J5WiZ74d93Ha8cKIDobFHh1NA2GkaiSEGLRcmTpjjM4uJie3Ki7RlQv+qSChdlk2iP+j51Byr8oaHb7SBAhYpAUNdn2t/f76mOUF8SzcHBQTNwlZteluumYgV0Dg8PG1tA1AjZSppAgqCAmveZBI9V1bQEKsbc904gJnCpagellwEMDpank+nPj46O1tbWVgsmKjy9utyXi01aXl5uwkDtCK0hwcZ7YVYkdkEg0TxwoJecTJG963qc+r0+y2l9qMcMhO5FNXVwcFCXl7d7orMnqd8ooUj+glayLVodEkU+J0FrCBuR+9iBEWxZVbeKr6oWaAddX+ADQ6I3/ODBg+YvEqnPw/ZodemXSjZV1XMcNluuqtbHr6q2VoqEpaWl1rYz9z6rqvf4Xeu/urras52TFgk40AbJBCUmYZJUjY8ePWrnFqT9AdgJ8ukFAGRAhSagX1gJNACE1u3g4KB+7dd+rZ4/f95zyiOQwk987qA+jFUCLJzpAUCKWXwHyBaTMgEq0oDpZLN8huJNvEnFfVW10zM9idN5JalLEBeTacaeYXIUhbQ8p6entbu721oLYhDfImhUpSvokpVQsGkn+v3w8HBjpvjj8fFxe37P5ORkix+KGzFLfFpZWanj4+Pa3t6u7e3tlgM9vdVa+/9dxisHCgjCCFLQ6sRlekDoF320qmpGiCpVzUlgT58+rYuLi/rUpz7VENjISPf0KQAi+zSuxVYf1+i9JY2dnZ3W6/P5UDKVMwPd2dlpCUsgqroNxijMqm5bAxq1pUWQnZmZqbOzs9re3m4VqqDE+DiE6jKpfmia415dXTVQ4nO1EVRrKnJ0lZ8NMtBjuaWMQxLcQNnofwnUwSd2o+i/qQ5TtCQRmyvgSRA0l6olBxZJ3p1Op5aXl2tpaaldj8SDPcq2E+WzRJL0vnkkZrTeqpWVlZUWyAiXBJ5ka5Jezd4oWwKQtXqwG1XV2DE+kbqRZBS0d5JdGWQkOBIAx8Zut3AtLCy8A4SoFN3fo0ePqqp7op3EK1li6YBnySHFyVXVFP7+Hm3ss/K5KK6H/VHzey2GjnjVtStGAFz3y5ecTomJQKmLET5rb2+vbbHDcqKJFS/sWBJJYR7AjprXNsBuoJhzt1HqJAZtEd3c3DQQkjthAAPxW6xQZGjHOWAM+OGPqXfhS+bEvXgKJT/LAsN6ZBuaTfpM1TbwodV4c9PdFuhe8pAs14WZzkOhMHTWyO+qug+om52dbSBIIdLfSp6ZmamnT5+2NREXteBcB4Anf5g/BYZ4Zb2/og8v4hBnZ2e1tbXVqm+Gof+VE5XOJrh5aqJqW3+fIWEY0uFXV1cbdW3PcIr1+gMBiiu3ic3MzNSDBw+q6rYi2Nvbaz1HlKfkdHV11fNIVNeics/KjYOgUSWNTqfTrhnFXdWlziVK9Jj2gIQBsWbCI1LCYqDgzKOEw7AHHRsbGy1QCXBaMYeHh62qcoCPCkEbya6E8/PzFhC0gh4/flwjIyON2nXNeWgVpz08POw5Wlkwd/gPm0tKVLAXZFyrU/Gslwo/D3kBAjAjgEp/35GiXSUnOGgzVFVjrbIKwo64bn+rqu7/jKpq1waYJhhJ7cigw5pVVU/wNdeptZAsXGtWx4uLiy1BsgEtt+y35ueZg0ePHtX8/HyjpQVvdk5jYy5yyzExsMOFrq6uamVlpbFR2AJzOD8/32xR5YkVSlFYapJSnKwiXV9fb7oQu1DMi3UBXgBfbVUam7W1tdaeACh2dnaqqhotLZkDkYDUXYd7AUwlOuvdHxvFNeyUxGptXRMQp90D+NGnKNL29/erqho4BI7z5ED5QNxTmbMjNmcN+Sbgjh0aH799PoeCD5jGKqfAWYXvOtkCvQSWJ4+oBgAyFrt2BSlhY9oYFlUrIUXN2ToW8+46XjlQMD8/3w7sMOG59YdDcdpU6aO0JiYm6v3vf389fvy4qVq3t7dra2urUXSPHz9ulQRl/+uvv94EKFtbW/Xs2bN68eJFS5AqRn1di5QHkzx48KAp2M/OzmpjY6OePXvWQIbqKU9q3NnZaapdjuKEPUhVUk6Ao1qnNvV7AIUzCgCMEFrWs0NzqkKruoFcrzPROFBFTDUoMGC0BIAElJxncXGx7S3Ws5+ZmamVlZVaWFiog4ODVl07qjZPhDs9Pa2FhYXGDFk/IrCVlZUmpNvZ2anNzc1WqeXZAbZSCWzmwd/nczmurq5qc3Oznj171oBpbicE/MwhRsN9s12guKoacNUKEigS6JycnLQHCmFcgCSgISshdskmJGQ+JEhZH9c6yLArA+BwL44wR+9mdc3W2H/u6sl2nqdi6kEDTD4DeMIcZbXNLhw6xI7NF8AsAami2frS0lKNj4/3VO4YS+vpfRQB2E0tDwc3mXfbJ7ErKm2sCRDw5MmT1hryWXw2C6m0Kb+n/hcjLi8vm9+Y6+3t7YHWGO3u/7mO7iHbNeyCcJQ2A4uUGhZ2zh7FKlsP9/b2GquYrIf44bwCfkUkTE/ATjDC1gkYAKAxTx7pDNQoYpaWllrBRbSeD3Oz44xtA7YKGOfN8E8tqKGhoSZc1Jb2vViGAaCT0CZz7YSIcuggMfqVAwWozYWFhXYik4CO2h8aGqrXX3+959GXDKKq2sNWUCkMZ3p6uk5OThqLQPy0trZWr732WkNoDx48qAcPHtQHP/jBtu/Z0/FSeAWYoG0EaoacW+dc++XlZa2vrzcjuby83aa4urraEo09+SpWPSv3gf6y+0IFzUmTngY8UK4cEyDgtCowOx6shQpFn83WJiJJwXeQkdtMBcSJiYlWtVurtbW15sRV1aqu1177/9q7kxfLty0/7OtExIm+j8jIyLzNu++pXnVPlpBtFWggDayJhCae6A+woDAICU2qwAYhWyDcgDF4UmAwakACge2BjcEynskuCRXyQFSVJKpee2/e7KLv+zgeRH32+Z7fvU8vzqNUZInYkGRmxDm/Zu/VfNd3rb32R82obWxsjFTbq7CW3un3+/X69etaWFiotbW1Fglsb2+39qxnZ2d1eHhY79+/r3fv3jW62Voyduvr621u9WxfXFxsgC/px6pqKQR5235/9Ez43HaUe6AZnsnJycY6UX5MBdAkcgE8shodwOP0Ml2lEMlc5/Nm/U6v12tR2WPHwcFB694I4HPeDOjk5GTrEica0nxHxMWgZZ2G/gE3NzcNZK+urjZ5zpSEyJouiCDfv39f29vbjW6X9pO/znTO7e1ty89yXvL6HJO0HQDhnY6Pj2tnZ6cVwqqm5/QwJ9oP03s1IkBHpgz05gBYq6pF+UALUPL69es2955bVM9e2i/vWo8db968afPDudo6+vr16waGDPVOUmhsaNoXza7YFyAfkBW1Vz3sGFFcS/6dR5Pps6urq3rz5k0LhgBoW2EFUFlTRWcxlT5Lf4BRAI0TJnN0D6NgG7WaBNd5//59zc4+nJmwvb1dU1NTrVGaI7h3d3cbAyk4zloKayCNdnX1cJKrraZkdhwb3auq8Sz603gaT+NpPI2n8TT+nRzj7SV7Gk/jaTyNp/E0nsa/s+MJFDyNp/E0nsbTeBpPo6qeQMHTeBpP42k8jafxNH5vPIGCp/E0nsbTeBpP42lU1RMoeBpP42k8jafxNJ7G740nUPA0nsbTeBpP42k8jap6AgVP42k8jafxNJ7G0/i98QQKnsbTeBpP42k8jadRVU+g4Gk8jafxNJ7G03gavzeeQMHTeBpP42k8jafxNKrqCRQ8jafxNJ7G03gaT+P3xgd3INI3vvGNdlqVw08czOJoyapqBzzk+duGI5UdS5qnivnj9DDfdfyqgzPyOnlEcB6h3D1BzsEc3ROpHJOaR6bmUZuu5U8eo+zfnunrDrbI7+X3DYeD+HdVtXs7PtR1HeaU81ZVIweUOGTphz/8Ye3s7LQT+B47Pv7443Z6mQOwHDGac9Q9xS/X3qFBntlaOHDEdby798k19m9r5jCT/K7jql3n+vp6ZB2cfmjuyVRXzjxjyqbvuBb5+bpBBlLu856e0YFZKVcpP57Z+6UsOJLboUnHx8f16tWrdqzvY8cf/+N/vObn59uhVA4PysNqcm3y3/5Pd/0u5T51MufQZ7q67v9G9/NfN3LNU3/c33fpT37OqYme2+/zBEAHATm+3T3zHlWjumstcz3zCGYj5T3vT38c1OMkPwfofP/733/0Gn/00Uc1PT3dDpNyJLX1cqJoyn/Km8O6quorttAJgHSkuwapu9aWDnTtaHcdumvOVuT9c33zGVzTHNOzPALbqYvWyLWsW550mvdxb/pPF/O0y3znrkymHXDQ1vn5eZ2dnbUD337nd37nUWv7wYGC6+vrWltbq08++aSePXvWzqbORctJTYXK44KdWtUdhGhmZqYJreu5V9WDoDJiaYDz3PYcuahOdyMMufBpQL4O5FRVO0YzBTn/n8JudIFBOrqqUeOVw8/MpWfqPqsz6KuqnXA2MzNTi4uLTYkfO87Pz2tubq7W1tbq+fPn7Qz0r5tXipWOw/udn5+PvJ/1tXaOd02lT+DhvmkMuoam+yyUNdc1gVsXHOT1c51SRqxbnvGexjyfLe/nKNcuWKgaylr3vnnNLihOw+rIbScxjgMKtre3a3FxsT777LP66KOPanZ2tubn52t+fr4dh9t13Gn404jm/HhOw1rnsd8JOr4OkKVxzlMh8x7u2QVP9AQ4zvUzZ67H9nQdQ65HvqPPp2PsPo9T//JY3Bx5D/f18wRG3n16erqdFDg5OTkWKPjOd75Tq6ur9cknn9T6+no71dXpgI5+n52dbe+UNjXX0DMaCZpvb29HHKh3TPBhra1LFzS6Zq5x3r9rE51m2T2unI463vjr7HOekphyQ18zyPHZBO6eO4PLBIXdgDXnJW1O+rW8xmPGBwcKnj9/Xp999lk9f/78K2Cga0S6xjCV0/Gq+Rmfg+wceVn1IBwXFxfNuHCCjgWtqhHD1f0/Q+fo23S27ttFyxm95OJ2hTsNjaOgfxw4SSMKGHUFyOfyb0dA53UzukiUPTU1Vc+fP2/HBh8cHNT/9//9f49e49XV1Xrx4kW9fPly5KjcBEr5bt25Ew0PBkMmIecygUNVNcNCyZydPhgM2pGo+b5kLK9HeR3dai7TkaVMdKMzz53GqQtkLy4u6uLiojkXcpIOMaM9wOjrDKf3TGNAhnJ+02nme01OTtbm5mb1+/16+/ZtvXr16tHr+8knn9TKykp94xvfqI2NjRYVimBubm4aKE9GqhvhZpTWBVvm0ztar69jH7xndx26jiOBfBcw+BuLQu4yUsyz610r2You4HaPm5ubFggkgOhGxKkL+e+0MymzXVCZwYTjxh0ZzA4+dmxvb9fCwkJtbGy0Y5fTdjgOOfWCTe7Of85n2qvUxwQDKSscMDBiXszfj3Pe1icZU2t3cXFRZ2dn7Zqe4ebmpi4vL+v6+romJiZGdMn6s01dttPR82xyMg2DwaAdId8NfpPRTtuSgUi+W+qLY63X19dH7NlPGh8cKNjc3GznYouyCEAizW600138LkJPwesiUYvrPs67Pjk5+YrBr6oRg5OKloLg854FC9F1Fl2jlc46jVYKACURsacj+Dplc+53OnXP6oxvz5II17XzXRMtE+6FhYWx1vjnfu7nant7u6UOUhkyvfLj6LJuxJxrmkanayRSNrAbzh1PQ8tYdOegm2rqAgepC/9P+jvlwb+7MsogVtVIOiVZkDQAVQ9sjbkQ2bh+r9drwBoIAoiqasSpuWYalIuLi7GMieGd3rx5U7u7uyNg3p8XL160tAI2JwG2tTw6Oqrj4+MGkshdrk9GoukM0x54X/rOAeQapMx0QWjKUjosDqGbXvMM3nd2dra9IzvgeiL+BDP0spsKy2dIue3aisFg0FgZoMy9yZTPLy8v17Nnz+rXf/3XH73G7Mv+/n6dnp5+RT+kDxYXF7/ixPOZM12V65G2OFNIaVO7gQT5rap23e6akM+8jznN33sP12Zv0y5nMOI73ptNvLy8bEEqe+A50+F3A95kkbrBUtoL7+fZ2Y3Z2dkR1vrrAsgfNz44UAClpWKYwLm5uRGj2V0QC52OmRFcWFhozjRHKrxrdKMmn0HvphP7OhaBAPV6Dznos7OzRq15pmRB0tinYaIkacDSmROApOR+XA7W3920BgqrC3jSiVZ9NdJaXV2tjY2NOj09rb29vbHWGFBJqsuc9Pv9ltZJgNJFxDl3uR7ddEBVNao185jew9r5PyVKh5oRaTob1wUwGH/PlKA2ZS0BXhdoMQIzMzMjgEy6w3VSZqxPGgxGNp29PyKgLmXdBbSrq6t1e3tbGxsbY60vpi8jPPNkTXZ3dxtF2+v1Rgxc0uxJt/pcvg8Amc+f75rv9+No2S5rlzahG7mJBAEX905K2TukfVpfX6/FxcW2tn5+fX1dx8fHX4mqB4NB04ecD99LW+cZu4FOl11R44FqJ283Nzd1dnY21hqvr6/X5uZmexfzhukig/SiW8OV4Cxtn+t4JxH0jwN7Ca6+brD/dBUAMc8ZjHQBvDWcnZ2tq6urZg+sufn33FKis7OzDQRyzGdnZ823JUBJGUsA2H3H/Ly56qaqXEM9D9AzOTlZ+/v79T//z//zo9b2gwMF3/nOd2ptba1NfE6IhVIz0HUOqQBVQ0OphiAdcddgZHSaytRFp2ksulFBXrebd8woxn27lFD+ScecCnx/f1/9fr+mp6dHIvoUjowAk37zHO6fEYfnnZiYaEU+qXDd556dna2FhYVaW1ur1dXVsdb429/+dq2uro4Yzdvb2xFAYt4StftsomyKoIZAFOy58/mBkC4Vm8xAOuvumnbBJyowWROyNj09PVKTks+UUUD+7RpVNQL68l1Q8N3rpixaZ84//yTLUPXgzMhHyn73nccZH330UX3zm98cAcKilazpUGDq/pzE9fV1XV5ethwsyjbTJGSGrGb9UK5b6oh5TIB5e3vb8uGGtMzXgfOMLq131TBC9HxdBvP+/r7Ozs5Gag0ysiXTmQvO9feZqqHtAZIECV1ZTXACwHTTLFjRnZ2dsdb4T/2pP1UvX74cYadysDu5xu6bNL119m8UvLWiK/lO3ei4e99cZ//nqH3ffTPdcXl52b6XkX1VNdAG9E9MTLT0V4Kak5OTuri4qF6vNwLMyTxgmM+ea4FpTFuTn8n3ykC13+83xkpKKAPUP9Tpg29/+9u1vr7eFu709LRubm6+4kAz+vLzRO6JAEXTimrUGnQdTkZYvjs9PT2imHd3d3V+fj5C3ScI8bM0cungE3C4Xj6nqDfpLb9PRT8/P6+rq6s6Oztr102UiWlJp+c5fPb+/r4ZPwrQBRvmiAJ5lnzX09PTsdZYzpnAXl5etopdc5fvko46abRc53T85tV1kmHoArSkKCm4ymxIP4FTriWABGiYqzQ46aTTaHcjUNcxp1dXV3V+fl6Xl5d1cnLSCsPyu91oOSOYzFUnhQlAed6c76xj6OZuxxmHh4f15Zdf1tzcXKtIpy8GR6xy3XNhikQ6KbsMKfklE0kTp6x0Da+/vW/KULcGoUtpsw3WJ6NLP/P/1K8uVe1e19fXzQkIcrqAtBt4ZJ1C1bBqf3Z2trGq3iNTUV2gORgM6vLyss7OzmpnZ6d+93d/t773ve+Ntcaff/55LSws1OLiYvsZEJe2RO1PBmXkNIuXc83MbZcFMBdJi3d/nz6iu6bWusvoZFE2QFpVDVDRrVxvupTAYTAYtHX1fc/a6/Xq4uKiPWM+azKLWSRI3z3D/Px8uw87TfZznVP2pHj+5b/8l49e2w8OFFxcXLQI1MKpsk5HawKTSk+nksAB0oSmciG/zqiIxvv9/kgtQDqDzOlwaiqDKUfSwQQ0FZWhSYee1FJGIl2nX1XNuKPp/Jwzyug7qTnOmGDOzMw0cHJ5eTlilLpRV66H641TtVz1UDfyrW99qykPYJDsQFeRFxYWWlTSZVKy9gCST+qsqlqO3BawiYmJltPOeyXbRMl9L9fZ+jIg1ii/m0adzHqHLIL03XzmvMby8vIIC5TOjrF1bXIwNzdXy8vL7Wcpiznf3jmNVTqeycnJ2t3dHWt9//1//9+vtbW1EWCRBpKRnJycbM4wa4U8SzI5yXCkw/9xOdRkmzJw8L45z+xBPm/Wc5ifdFrpEDLAyIiYXopA0wHMzc01Bzk9Pd2ca7KT3vXm5qbOz88bK5KMp7RqMmBSZRxy2h9jYWGhZmdna2lpqba2turFixf1P/1P/9Oj1/hb3/pWvXz5ciSVQsa6wMY8SrF0AVoyDdYMADdHWZTK3ieoTaYtA8MuMMh1Nr/kJfUnQUqCgdQT9jXtqf93n7kLrjM4YCeyBgwLwKZI+bhOppvcl8xV1cj9Z2dna3Nz89Fr+8GBgq2trVpdXW2FUSib2dnZNjGHh4cj6BeNS9nScWbUnUwA4aPgk5OTI1Fz0u4cAoG4u7tr6QvAAbBQTe/Zq4ZFZQkk0E8rKyu1sLBQ09PTdXd3N8KMpHNPUKIwiTGcn59vla2JZDMn36U+/Q4KdX0Og5Dnlh/vkfnHu7u7Vn382LGzs9O2qkHIcpOpcMmiZKqAsBsZHXSLrawxKt26dcFOOklAydyj34AnRim3RJ6eno44DwpNBhlv8ppRlWcAkqpq5J3JotwvsMChWJsEGDc3N02uMwqfm5trQDa3RWbki6kYDAYj1O9jx8bGRksppYElzxnF0MfLy8smm2oxGLguYyYq7hp9DEOv12vOOCncqmE9SwYBRjKC5iRp3AQ1gIw/6WysRxp5a5b089dFePks7kfW2ZjT09O2VXR5ebk2NzdbqiYdUIKXBAYJDujCuHUj+R7de6btTTuTjjH1NwE0uTg7O2v2LMGbkQDPPJPldOx0zT2ygLPX67XUxe3tbc3NzbXnF9UnKHHPTF0D+cnmVFWrY2OLMIFZQJ3gL5kPI0Hn1NRUu8fc3FxjiQCCrn0UyA4Gg9rc3Gwsw2PGBwcKJicnW1FGUjYMvlyUnx0dHY0gz729vZGUQde5J61WNaTg7DZQUAKEVA0re9FJSeMlapOfu7i4qKoaMRYcwNXVVfV6vZqfn6+NjY1aWVlpDksVr+tnTpogc+CJMLvPYx67ztLvEoGjbquG9Nzp6WmdnJy0OeP8fJ9jgdrHEbiqh0hyfX39K2yAdaJop6enjUK3Tv1+v1HzfmZtkvbrUqccxcXFRVsL7IHPJBDyOajfMwKrKSvmm+LK62G8yBI5sz0pI6vcoufdrOfl5WUdHx83p5GFpWmIckuUgrL8fBoX7AeQenFxUefn582g53zLUT52/OAHP6jl5eWvFMPOzMyMFKElk0VXukVcCYa7EX03okygJFXYZQhubm7q9PT0Kw230kingc7KbRG79eaAyE1VjfQ/SVYoWZDUVyxPsiIJVjkFa+K6U1NTbb3JdTIseT/Pm8EVW3R8fFxXV1djFwufn5/X8fHxV2oeMhDK9cp6Bs9jJBjIbdTA/PLyctvFYB2NpP676w1cCOgEYuwx2QEOPOft7W0Dl4Bpt64hAZBUwtXV1VdSOoIKtoOOuy45NmddcJVMNht8cXExwkKmjTO35l4achy274MDBff393V0dDQS1SaV9nUdqKqqGbCqUeVJdOVaFoUj4Xy6FcNJrxK8qamptje3u5Uqo6AsisoqWwIKzaXxn5+fr9XV1YZ8k3rN4sEUxB9XiJbbnDwXAyZKnZ6erqWlpYaCk4arehAuFcvJkmBO7JHvVvX/pPHq1ava399v65bP72e5fnaj5DpjGUTKCXC8J/bH1lLrYL4ZkmSG3Hd6ero1XxGFibpEcN2cs3uoj/CdzDF6zvn5+ZEUTBfEZJprcXGxVldXG3hUXGQ9kn3KqOv29mGfckYrQEkXIJvzZFgy0h1nvHv3ri4uLka6GXq2ubm5Np9d6j2doWGuz87O2nN41mSxkkFjlKuqzVkyd3LHyeaQYVR3ykIyNv1+vxYXF9v8TkxM1OLi4ggNnsxgzmuCXoDJ+ncj5wxE3J88LS8vt3cgO+5NNrznzc1N+975+XmtrKy01AWmM+XvsePq6qoODw9rbm6usaMY1GSEvo4lSCeY1HvXrvk8sJ8ONJ1i/i7ZQnbW+yY4zH4jmRqiI+QQcM/nTZtLR8kpvcx5XVpaGpkHvoGtTkDkmrkmaadSVvPZgb6uL1LjMA6b+8GBguPj40bjQFkMk0mbnJxskRDniQ6yKCL3zOsk7S6iMHHZKQxVrIo80drx8XEdHh6236Gosoit6iE6U2gl6v06Wjzp3XznVCjCnsg7UyFZtZuRI4VJReEMGL2Dg4ORiCLBh+dJipASU6qfxml09zYzJvL97mlurGXVsHo583zJnDAoWfyX7EM3X53oPOdvfn5+ZCdD1RCQiLIyDWHdgZDb29uanZ1tUWOmtMx1Xt/6M4bWTMV6RhzAqCgg9SN3qXQjtzQ4DFdGWhxXbgtNOXrskF46Pz9vwM39pqenR7rc5XOlsUuWUAMWawPMpA7k9wC3+/v7xgSlLDOk+fNMj3WdVZcazuIuupjXTecH/GNrunLW3VWRwMXvs3ZKetQfDgG7RY/yHgkaAYFM2SQb8dixu7tb5+fnLfpWo6D40LymDfJ3MnneFWDUtC7rxuin+VAkqeFS6nHOX9pzQYTPp732vWQOBEop+wnEAIC029IQ3RqRrCVKmc1gj84JctxLq+IMUvmq3C3xdSA27z+Ojf7gQMHbt29HlLNqdHvNYDBoOfwuyszvWDAd6xQi5e+rqlFHSWFmgVK3irxbPFQ1ug+e8FJiC0wxGd58R8YwI89c4DQCGV0kwvUumapIZEwAPStqK5VUXUOyLoPBoKVHPOtgMBipK5Aueez48ssvm2PIuTEfqUgZ4VWN9u2nDEaCl3Q6Py4izbbWSdemA2YsMtq0Tvl8WQjp5wcHB3V1dTVShe3vqhqJ4pP6qxqlrVOuKX83wkkjnPLrPuQlf0YPsgjTeyeTNS7oy+iVrlgvjg1wqxrKD6Yn57tbNNZlh7Av+X7n5+fNCYj6OFPOW2Rmbumza5lL88WRZpoii/uyrsNzpEPrAjTvfXR01KJ5ACOBmufnIM/OzkZ2ESTAZ9MmJyfbWtLdfN6Ua3M77g6iN2/e1Pr6etvDf3Z2NpJK80fNE9revTPlai1nZmaao7d2gJU1WFhYaPR+1nmxCWTa3GU9RzrWrt7TmXyerNEAojKgU+zYZdjYx0xVZDG85zo/P2+gdX19vRYWFur8/LyltzItRWZTftKusaEpK/zaxMTESEH0TxofHCg4Pj5uBiWj6IWFhcYaWBQjG8gQej9HI4v+00BSrPy8icRCMLicaTp7ypbOvGrYVjepaovqmhMTE3V+ft6UISOlvAZHk/muRIMMmmeYmZlp1GmyEuZCvYY5zf3NEGhVtaI4z+dauXXQnI8LCjAo3q1qdLsRxUoamfJnQVGme3w+i5I4kszdp0KnjKQ8JII3P95ZJJhVwtbXc3YN2/n5+Qg4objpyEUn8/PzI+d9ZHTAYS8uLjY2rbtzJlmjBBWZR00aO41Jpk7oW1K0jx0i1nSIVdXmDTjwnF0mJJ1/FsqRD+8DaGTUlR3cAAROxVzn3CVjkDJt/aqGdK3oNYHTYPCQEgSiyEXeB7vpecmmehm5aBQvhoPDyFSU7/rM7e1t29bp+vkMHIZaCAxoFyT7/WNH7npxDXOZMnN+fl4HBwfN/gK07BC7ptYha0bIo7lL+p0+krEs4KuqEblK9qcL8K15/tyaA8RZyEhvM1DJFBUdrKq2/gIQbFGmeNmyL774YgRMJ3OUqTZ6Sk6BDDqcc5cM6x9qUKBIKp2Vn4nSqqopCMTJIaZiVA1z1iY/qTq0DEqNkogWRQ+MSqJ4AuhnabTdl/PLnCc62OIxhox/VTVnnZQkB5R0rIg/UwtACqPH0Xtu9+IoUX1Zq5G1ClWjPeY9k3fPivnHjqQUu0rtGXK+pTySFk4nluucipaRU6YbpKHSIfd6vVpaWhpJZ0xNTTUHL6q0BsmckCVKnYdxJShM+jJrVzhidKf1ZdB9fnZ2thYXF1tE6R08W8oQkJdGYnZ29isAhNGbmBhtWpX1BuMOukTOyWoC2YuLiwbC7LhhRA1pwpWVldYkK4EGY9vr9ero6KgBVr+/v7+vtbW1EWNvjhj8w8PDOj4+bgBBWogRHwwGIzpGjwUbVQ8Mn46pfp50sbnkjEWgGSDc3d3V8fFxYyeBfAA2GbJ0Snd3dyMpJI4iGQyy4/+Z3jCf2ZnwsUOkm467G9x4P2xEFzSw32wl27O6utpSEoI5epA7ATJSzq6F1pGNT1ubAD6deabfzG0Cp+6Oo7Qx3cLSqamptkMk68bYDulr8ovVubm5aYxEd1fdwsLCSEq7qurk5KR9PlNU1sD8ZU+InzQ+OFBwfX3dlCeduMnhHKA3aLmqvqIMSSdxYlXDIhWKR8mS/sscY1JwVaM5z/x/RjRJN2VuNunfr0sBVFWjkFSrZpTHcEuLeHeAaWpqqhYXF5uCVFVTpIx0u8+cdQ2Za66qERCRlbAUcNwoY39/vxnwzA93C4wAK3Nq3c1VF0UnE9Blb/I9ci/73NxcraystLXMmpJkilLhM7JOefLc2TfA97r0fTJa1qA7x5k2qKpm7IACkbbvphzMz8+3zqCcWUbsgAww4N6ZtmBAx4kyqqqOjo5G0kPJNGSPCw7U/GJUvA992d/fr/fv37f3ThYnU3QJsETwyeaIVAG9LoU+NTU1srMGGJdCnJycHCkwTSpecXQyF5gOcq0hludP52VNMp2XPRyqhs2H0PXdegpzx45VVQNOIl/ymCyYuRh3sJFp65KF8regqJv+9M53d3d1cnJSp6enzempR/HZfv+hfe/y8nLb2eL9MjXARmKr6Do2tfvcmSLq2rz0G/xFMsWABpmwDt4J8PROacfZgwTkBmDgd/wFZqkrK1Jl9MAak3dpi0ev69iS8AcwTk9P6/T0dCR3p6iF0UK5Q9FpRDMqSQom89S+W1UNXKTxyO8mHZk5mywqZDzkZgmexU1nkMjfdbuI1cIyJIzZ8fFxK0qhNMlgZLSYaZKuoWUoGJekShl09KV3yCiLgqcBeuxQkZ40Hieb9P39/X0dHx+37o1dAGcuRXXeKRmRjKB9xxpzGvL+acwprHXL/1sPUV1SftZV2mVqaqoVCykOAvaSHk02ISO5ZLxyO6X3SZn0eZGB+3TTPklBcyLm21pzPpiIcYYaBcZI2oteXl1d1dzcXIu6GcTUEf+XAtDwyDVE5orOMkWIkhdtkTPFyewBp59RPQfkvTkVc2mN2B8G3lpkrQLgxgHnnGIgcmcKBz4/P990X978/v6+bYNl4MmzOSNP1lA0yt54X9E9UNDtYvqYQaa8u2fJ+eCkk+0gz5nGqqqv2MJkrYzj4+Pa2dlp90sbZDcU/cwArWrYoTLBRBZJ0wvvkfUdRjpp907Gmt6w/UD73d1DobnPe29r6Uwf24L5oqxtYPNTR5LRyzSnuUub/YcaFIjU8v9p+CgBWigrUBUx5c4EjjCFrbu32GIlekvUm/mpqmr5Un/SmGvqkcWDHFUa5WQyksrOmgGKx7Gj33KfundPIYEmfSb3VkvNEEpAJhUtCxXdO6PTqmG02W0k9Jjhncwvgc1jrLtpk9zj63mTpszWxJxR1idwBgBQ0sPu6Xvkz1yIgjJtkSAqDcz5+XkzDGpGDAeVyE3m2ltHICbTKVlMywiSrW7Bk54RnG8WxFYNt6mRy2TWOGnGPUHnOMOzoG+TsUEJc5b0QXTepaC7wI6zBTqkQlwr2ZzUfbLGyafBNQ+p+8CU56InExMTtbS01NKCngfo8TPPcHd3196ZfJFpgQ5gK6UDlOR8+Ht+fr49C5lwsJRiV3Rz1qXc3t7W2dlZHR0dtUJMv5+cnBwb+JHtpM/JED0VZJkf79+l34Ehz5FBC/ljm+lJzk06VM+S8+i5fJePAVhdP21I2jR20/PQvy4g9C4ZJKjhyLqI3GVFH6V9AM6scSCznts8JkDkE1wD+5AB0mPHBwkKGDnKXFVNYFKRq4aGNPPntsZAw4AFlJ7GIrcyZvrBIvs9MAHhM9icTkYF6Vi7joRwe4fu95Ja9d65J9/Pkm7OFARhxzYwKFXDqtwEXRMTD4VrFESFr73QnkWxkjkGwDI/+NhxdHTUvpsMCUCUiNdzMTTz8/NtX7h5zSrvpHyTXmUAc6tirjODn5RmFrV61gRf/gBNyQ4k/SsXjplgFLLpUxYeASxd+l00hM3JNFav12tbITFVCR5RnglgM4I3FwkOAPFxHUbVcOsoebWuucMnGRLOiUxW1Uiky8Bnyq/b/jzrfHLPeDIqCeSTURSZZ1X82dlZo7GzzwndI7NqIgwgyDpJe2Uqgm2xjgIVxXfkl7xwAGtra+1o+bu7YT1Br/eww8LzZ/0Kp4lR2djYGGEPgYxxxtnZWS0tLY3osPVgY+iOZ/DeZC3ZAKBmbW2tFhcXR1jITFdiTsxzAursJktWzD25F1ih9oErcicASdlkH9zHSKbZc+YulkyhJSuqrizBU9qqqamp5r8SFCQTnmksciwQ7vf7tbS01PxoMiKPGR8cKIBwTAABY/z8LdrJBc1CHEZ+bm6ubWHMIsUsVhHtpfHKSL5qWLABGFQ9RKecQAIKikJZkyLDcFxfX7duhsAAIcu8H8PM+KTByWg754tzY1xSIOVNM+L0+9nZ2VpeXh6Jak5OTur4+LgZWY5bmqSqRgziY0a3qpzAewfziL7tphYyivPuwIM/eVJYt9Ama1N6vV5rbw3oJZ3KKXP+UH8yKIwQY8wpu15VtRy3yMX8M5YcNCNmHTkV9D+KX0R2dnbWmjtlVH15eVmrq6utNoIR6ff7Lco1siKd7qVTShD5mOEZRD3mESggu5k6STYkd/okKKb/1icdOj03zwykCNK1kqb2My2ZM3Xk+by/vedZ8Ezukzr3Hp6N3pEvhlq6a3l5uT1zpsjMBTvFNuQ5JfLs1h7YTNtR9RDV6/yqmDbrM8zpOKMbTdPd1JlkYt3v69IN6dyurq7a7hp64g9mMt/NfKcNTlY4AWA+V6/XGwFz1mZubm4kaKwapmYyHccGuIa1YjfpadZjdWU508hVQ1ac7mEc6YSam8XFxRb4Zl2KuU99qxqe+vnY8UGCgpywNK4ZVRIiFKrKzESnORhh++sXFxdH0FgWvnEaGaVVDXNK3YY0osqq0XO4kwoFEqoeaGRdAu1ISFDhGFe51IxYs4At0xAMVaJoz5FOLg0/8DEYDFqfbjUG09PTbVuU92JIuzm/cUHB2traCLWJdrX2FEGxUDIe5pFB9DzWIfOQKMQ0FN38pp9xkowLg2TO/J6RJw9Jz3sHoAotKtLABgBFohyGg6PgiJI5cp2JiYmWO8VaJbUKtJAbIDD1gPHJJkJZcHd4eFiHh4fNqY67vpnnNH+pV900Ua6bZ0unSH/UZSSgNEdYEWuQKZXcWcSou+f9/X3t7++PBBTpEMzd9fV1HRwctEjTmvhD1zkiQDaDnJubm3ZuwfLycp2dndW7d+8agE1bk46UE8M22S2Re9/NsbwzFsG7zs7OtloeNR+eq6rGZoPYBdc2xwCl+choV+CT0bxUYG7zlldPnc6Ax2eBoUwx2m0CfLNxmdLxnN3dNrZz5z0ThOa6Wh9si++QSzKS10i2V4dOzBDblgyF7fl+5/qYiayfynN71NV4ZwDoseODAwXQkChf5Nfd45mGlvFmJNBYJhmVomCIIieVLIrO/AuFqfrq1kbGBQKUx5qammoR9NTUVB0eHrZuhlU14qQJom2BFMrnknq8urpq7WHzGZOJgA4zVwyFUgaGaX5+vp49e9YcRyoxJ5BUr6jR++ephuMalNevX7cIkhBXDem4qiGdXjWaSgEOpYK6EZnPZHewjMita27ryUgl2QdGSlSWrExG+AwiwMmYYw3I18LCwkjbXw4x782IcfxZ3Fk1LD7Ua8L7AKlZUOgd7dAZDAa1tLTUZFR+mVHOgjSpmtXV1bGox6oacZDWA1t3eHjYqPOsZUljm9G1Z09WD+XOBgCV9C7n1TAn0jP03XU5rAQZGLWqYRc5ugd4LC4uNmDGUYt4q4Y9VFxXH4r7+/tG93OiSb2zdRxqshiCBDLHWWYazaALrk92ORXgcdw1vry8bDY0UxXWzzuwJwm4yAV77NnSaZObrAFK2co5ypTMwcFB04e5ubk6OTlp24WtKzman59vDplceReykfLBFyXjlAeMceC3t7d1cnJSVdVaYlsL9oTMeK/0NVmsmIGXayeQYkuALv/GlGfa6rHjgwMF3/72t0fQpBdk7LLoK7d6EDIGJAsDEylKLViUpLyqRncHZB4HIsyDaywklMaQp2MncNkACIjIvBfkmoVtiYQz7+45KRIjntepqhEj4xryVfn+3v3k5KTRoz6ruxZqjAJDqQrrxhmffPJJ25fP8V5eXrZDmKqG+/cZ4i57ZGSULD3j80lVU8B06Iwp+UBTUiQ5WO+eeWrfRc1xprmn2tql0Z6aGrajzSZSaEtzwiC4V0ZfQAfFJ1doxZTZo6OjBpwA2dw/jU1ZWVlpxuf29qFj3Orqas3NzY3tMLQBTwZFBEZX6XOCWGucKTMynexgttdlpEWQVdVSD93WtoKF7DtA/xnO6+vrOjk5qbm5uVpfX2+Az3ok0BgMBo05MG9pyNOpZEF01bD6PtN8nF9S+d49WSTgwhznoV7mW3MgkSRH697myzuNywZhUAC3pPGTJWKnMto2d918Pz1hEwWCnjs7J7JhGRjQOTaUnrFRi4uLbc7SLnhOTlv6Ke1Mr9drMkLuBKHADYAgZeVZDIDJ9RL8XFxctFQEfTTHAK40RM6tOiMMlKAxwSC9euz44EBB1TDn3+/328Izont7e23CKWga+n6/PxJlJhNQVc1pJ3IyYZk3TmXiXH3Wz1Kh84Cgfr9fz549a1QuQFBVzelCr07x8j5LS0s1Pz8/gj6TSjw9PW3RDoUj4ECFefC+aRA8M6fs36KnTIkkKEpK2vD5cUHB7Oxsy+OiNTk/TIYzBOzNTcfoGbM2hNEXXSUzos3u6upqA5r2uMv9mTeGQHoCKwHwiWZTUUWIlDRBGUfjWRnRzEtiu0RvnjvTGAym9fCzBCiMGYc0GAxqZWWlZmdnW856b2+vBoNBm/OFhYXWMvbo6KhdQ/4cbT7OIFOZH+2mWGyZzK2gDCOZEh0vLi6O5FbNrb+zUhuwM+gmsEGOM/8MWLE3on8AJJlDupRV5fRKMHN1dVWnp6ctIvbsnCZALar1fQELJ7a8vNyKfvPZtdCteti+7aRD+pHgBRhmP7KA1OcAxnGG+aJv1iq3bSZjmWxeMmxTU1MtTUo+cl2Then3+7W5udm+6zqiaLojpWcObm5uRrqACgIAOQxvl9VRj9V978vLywamM/WVbDLAZ76xKtKydIJMqxdL8Ce1QKeyQ6aAg+zf3d01n2m7bwa9f6iZAnSgl/JiCv0cRXt9fV37+/sjOWBGVlEe5N495e7rqFsL6IjOZCUyh8/oE8Cq4XbIqiHVnd9lEEQUlNsC52dtJ0yFQn2mU0q63ztDsp4ljRZmIo1U5rrMM0UU8TKIAEzWI3j3cccPf/jDtuUoD1MhzPKVqvMZBCNRe1agcwrmDgBC0UHS6RiS/jTP3o/jybQFypfTtm6itWSEfJcyM8xVw8ZM1kKKCSBNKtsc57yLSrBXWVyZzzUxMdEOqdnf32+OCVi4v79v3QAHg0GrTL+6uqq3b9/W1dVVo0IfO8yjaD5zrv52FgGWLZ18Rt2Yjdw9kkVlnEHOVfYZYZz9rltExqEAJ8Bbyg95S6eBiXB/eoztyboGI1N/GYUCQX6WdSecF/lKxpMDzOZSqunV21gP17TTKEFY1Wjq7jED2Mt0Rr/fb9fLHgxVNcLqWAdyzZkJrDK16zN0lIykQ6SP7AnbDeiwcb5rXtjZPJvDnPtdghQAKhlg63t7e1sHBwfNN2VAyY5ikwUqJycnTRfY2bW1tfZ5O0bsqNMGO1NB1hJI6QKGBEaPHR8cKCAMZ2dnIyfp2YubOWX0q0lKRwtxdSPmFDLb4iBVSsuAcFIiBEIjsuCQGYhEcv4+Pj5uTo6hQT0xmASsqlrETvgmJ4d7ZLEKBJQAE/huTjip00w/pGGhSKK2PA+hqppiiXqyloIhyBzmY8Znn33WHAKDx/lkVTcB764fB5gpGJ+rGlZCA5e53YdhB4rk+K2P+UxKOKP6pEYz101Bk7nxexRjOhPf92zAWkb6CSjNgSg/I09pkszHepZsQEUuRMGcx9zcXKs1EAGmLI8LCrJ5DwaFbmbKRg3G/f19058Egoyw73F+AIA54TykPdzfHyAB+0UGssunyND7k4FMl+V7AAnkgpwB/Ql01tfX2zsJeug94E5X7+/vW9E0FtI7uCZbx9EqrlOFTm+SNbu7GzbJ8fwcupTZOIMtY6/oVtWwMVBGp9k7xdw6/8T3Mx2cwEA6T/BnzTlEuqUiPxuzOZH1/Py8HVmeukXHpQdzjul6prQWFhbaHGeKIO2t5yK/GTwmUKRvExMPvS/cy3zQU3O5v78/0uY4nw+bmWAr75ug6ieNDw4UfPrpp9XvP+wRfvPmTRNihpLwV9UIhZ4LYEEtci6WiUwjyMhk3h1aQxG7D4FOqjkpYcYH+yCS1TRIlIrO7ff7I+CFoXfPpBVvb28btekeFD8ddCoZxedMOAf5KnPnvpk3y/qKpEeBoqoHgVtaWhprjb/zne9Uv9+v/f39dkqceWewoGTPyMlkMRJnmpEx58qJJBCkXJyQSAsoSYVzL7LAMFcNm0Gh2vO+6fjMEVkAnpLOnpmZGcl7JtAk45nmSPrZZ3NYp9nZ2VbFzfAnKFQzMDs7W6enp3V5edlyrtaD7IxbUyBSTrAOxCYzQ/bIHJAvaqaXuQUxawcYb+tPN+ktACmFk4AkdzHc3j4ciQ4kiuREexiPjBC7NsM6i1jpZdXwOHg6xoYlO4RaVhdD9skmB5qA1PVShxXXkTnvKEi6vLxsDBWHlLL62OG0RilIzlsaj9O3TmQw7SNWM9NjWVvAxpr77LsPdv8AAJnjSURBVPCofiaBI5Znenq6bm5u2rkA1jwLNDNtIzDQSTJ3SrDtZC3rlNLH0GWfFwgC15z90dHRSA1HMi3JUgpW6YugNYtcJyYmRs69yJoNn/E9sviY8cGBgiwumZ+fHykyS4do8uT9ROQcJcG0aBAtY8Wwc/SiCd+n/IQu0dn5+XkTDo6A8mYEkzl7+/89G0UiDFWjrUqTjmRMe71e6w8ujUD509BWDY9PzeIiW5TQfAASBwkxd9MKHDSDZx4nJiZqa2tr7BTCzs5Oo+GzJSvHury8XJubmyMFn6enpw1EYEwoMIXoNj2hvOmAORhrK/oQ3VAihoKxxl5RZsqYgK8bZag1qBpuVSVDIhvGxzkFjGoaRmuj0Mq1svqYLAC5aWRErinvUh4MoLQH2c+od9x8M5ALhCWYFrl6JnruHY+Pj6tq2GXUGmZxb7IhWU8g30vG6Sj7kTrOEZqDboc/ziopckA91wYTA4h4l9QJFfC5I8bcZlRP9rKwmP2xLpm+AxS6OWtpSIA3azS8t7Uwz+PuIMrUbqZkkpq3VgCd+wIpqXN0n4PEqrBzZCGZs0wDJfg8Pj6u4+Pjdj+MEN+hAZh5tbNL34/cFWOnmq2g7AqwkmxTppjoMRuR/SHMPbYq7QP7TuYwEbkDa25urvmTu7u7toU4WSjvSz7+UJ+SeH193c5Vr6oRw3J+fl7Ly8u1tLRUi4uLVfUwSYuLi3V5eVmnp6e1t7dXu7u7zVEYKLosMukuTkYD0K3cFKM1MTHR6g48L8eiKMY1CErVEPHnsxBo6NICErQsNsx0Qla1DgaDtt0LRe5+GeV6xlROc5wCkxXcDLdaAn3ZKf/Xbad5zPA+hFpEK8c2MTHRDvTZ2Nio7e3t1h74/Py8vve979Xv/u7vNnCQ9K8oeTB4qIGYnZ0diQrNWTYSojyKHJNhsg7msKpGWAZylNubksWgoN3oJ2lHDsGcYpJcI50/Bss72K0gBUY2MwpkbPv9fq2vr7e52d/fr4mJYc1BUtnm5aehloE9eqVgMU/JM79ZA8LgWZeMQM2jZ0m2joPJup4sns0aJffntBQ8Xl9f19HRUatxycJGIJ4MJYsETNHPbpoyozc1MN2C0NxOlvVGVaPHbwuM/Ozg4KDtrWdrgH22RFOnZCjIbAZIaTseMzKCN+fYUk48awKSzbBumXJLBsbvEvB7PnaDHZmbm2tFwNJhwLw1ToY5GWXPY22As2SI0rYtLi6OOOmUqazXIg/uw76Yh3x/DFkedER32QVBTbILeaYO0CzddHR01Fjs29vbEebpUWs7liT8AQzbu/r9fj1//ryxAIT5/fv39f79+1Y089FHH7X2uzc3D0eYqmDuFsrlAlYN6XVGM3PLGYlZnExFdKP9rEBn7DNyzJyhSJ8jy4hA9Co1IrKoGtZbcFT2mHsf9/Zu2AId/YAckeHs7OxIVS4mIulwDtoWGVEIxqQLRh4zRE1OPMsoOLdSnZycNMUFRiYnJ2t9fb3+6B/9o3V0dFS7u7uNQTCXGbUBgoxO1bBRjzlOOlG+vmq4pZSxkJcF2paXl9taZ2T9dY4hnW3SzwwQGfIcHEXWzHierNhPWnB6erqBY+2gE5igcz2n0+bUrGRqjC6MC/iqhp0BRa4Z+SZL4voAqPtzKlnbkrUwacwxJ3aLWItM+2XdRuqI5wCe6B12TFEx4J1zDWR7Lu8i8vWeri2XTWdz/egemwDkVw3rhICHvb29VqRpx4jnYW8mJiZqdXW11tbWRhwruacHGKbMez92fB1VzfGl3LNX0oMJBjKiZee636ka9pBI9gOYEzhhOZOpSOec8u3eHDln6hmzJkSBZqZlM218cHDQ/JXnpNfmQSrTs5HnbjFiVbUt4ICD77MPU1MPW5qlXV3DbpWVlZWan59vAUM3AHzM+OBAgX3Vy8vLjZadm5urs7Ozdrym6FL7zvX19VpfX69nz55V1bCS9v379y29kNEOGlEKwUJyRlXVUHaiW59h5CF0ipiHaUDOIgoL7VqiwjzwCNOQh50kxS1CBGIYrIzqncbVpWyBLQ5frjrpOTQThUwjiJYSzRFwDn2ccXJy0uo6GGVG6+joqNFhCoRUJOsEuba21gpz0HoMBAfACWSNQeaVzRfUbQ26AMG1FHbd3T1sJcscXuawk7KvGjbjUrxHkcmK96iqZiST0kVDao9d9QBmVlZW2hkQ2aM/8+9ZK5Lb0sjvyspKozXJalYwZ4Q1zqC3ZMZ1c9urNUn94VzIYoKrNJ7YMs4g60z6/dHjxPNv+sAxuI91osNAO5aATcD6YSHoAIaJftCzPDchmywlg5gMgQgxA5huHU3WMnh/7yQVk+2YyTEGand3d6R+BWAZN0XEsXrXDHw8fzo+QxRvN9nd3V1jZqqGBbtVQyB4f38/0oG26sE+Z78N8n54eNjkBesq/Si4qBqCrQwk6F+yQhMTE63Jl/URRHlGjZx0hWWDEgQn+0DHsh5B3Yu5siOCbNAZ9VYcPrZkcXGx2QN+I4HQH2qmIJtcEAKLJjq+uLiow8PD2tvba9Hl69evRyKdm5ubtk0DymK8Ua5Vw60uuZ3LZKP5DEZXBMIxMLzuXfX1XdUogwXHLiTCda10YgQwjSXgo6MZQcvintwylcaVQkDAFAPCXV5eboqRSs/YKqIh5OMWounJj23JugdgzLWvrq7q8PCw0dFV1fZuHxwc1M7OTns3EZT3YLhynQaDQS0uLo5EYqnMCfaSieGgsv6A0lsP65BRsDRX1bBLWjpGsiTfXFUju2jMCcCIaQKMkyWqejCWKysrI852eXm5rRMQaH2tge9eX183vXENv3/swFIxntlxrqpaoRswhpHLToVVw+gXwDPIuZQf3ca8qYMQoeV75zpZI7KTBcVshPRJ1tIwzuafk/f9LIBT8IbJqHoAERxa1jnQ1bwmIAfAs0/kidPjbJzEmT0gRNjHx8fV6/VqeXm5yZ5rk73HDq3KOTfbfbPAkn6YC9G7Z+SU2RNpDvZobW2tpckwA/RSq2dy4xwA907AlmzO6elpm0eFkuwkh+o6CSCzONAaJAvh536WYA9g8xxAPrlK+0PnXDODjqpqwczt7UM33JWVlWY7+Dbf9z0+87HjgwMF3/ve92p9fb0WFxfr/Py8tre3RxznyspKW6iTk5Pa29ur9+/ftxSDSbUAPps5QnlU+bukEzOPbEGTZkb5ZW4qF5Aw5WcyequqJoTdApKkEDOFQAgIlorypKWTBqV8mXrIQqB0bICJ+2fxkrnJzlqEHmIFXMYZv/mbv9m2P3700Uf18uXLWl1dbQ40oz81JXt7eyPbi6D3PBYaMq4aHvLDqCRAY0CzaLVquMtBtEmpMzeaa9h1lmlYrDelNueccRpzwIVTMceca0bV5JvykxmOXO2BiukEJQk08m8sC5m5vb1twOzm5qZR1I8dCXCSGctOcFXDHG2mwzh0gBUwlMLLvfbX19e1vLzcnNPJyUmrOFdMRg5Ek2SFPni+btquqkYMabKAKu/TQNNjAIcdOT09be2S/d/aZpqmW6ScAAWoZ9PMzd3dXWN47Caxz901k62hH8k4KlAd58CcqmEhqLWUkrRm5N9citS9m7W0PoIwP8+IlyMVSQNM5mNmZqatle8A+K6VReNp381V0vVA1/z8fGNt1Zpw3Gyra09MTNTBwUGzsclEmeNMEQMeZKWr+wmsMg03M/NwKN/6+noDc5maJtOZPrPt+LHjgwMFvV6v9vb2am9vr969e1f7+/v17Nmz1umPojPsCwsLtb29Xevr6634glE4PDxszVHS8WXUW1UjSIyRzF7bSX+lY1S8JQpLB0Qh5HUJtciAYhII0UwamqoacSLozdz6pOI+KVvGVSrCNUSIKTgEV2TEUOjZPTU11XpGcJLAhM+NyxQ48Ilj393drY8++qi2trZaF7eMjE5OTppSOnZUUSkl6+beOZmqocJTUO+AFmd8l5aWWlGXbWAiSpFVpmWS7uPwGQlKbf6TMrbODEyyBcnoMGw+hx4WBXuHNMLuq21xr9drlKpeALnN0XXIAj0BWrq68pjh9E8GklNyH0bU/b1bFuuKAicnJ1uRqbnY2dlp1Pnc3Fxtbm62HgcbGxtN93VonJgYbZkrUmeUvXOyf5kyypQS3eS8yI/vZ045W3Rzct4p05FVwxSm++YfoF9UaW4zyLm5eThXAovSpcNTN8hRrsO4bJD1qnpwntJQZDFTjzc3N40dRLdjCObm5lqnUXqfXUHpCnZ1amqqNjY2Wu8HoMQ1yU8WB6e9tGYAwf39sMjb/CfbiDHLWhHXwRpnJ1W21nxkEJdzw16Yn1yDrE/KZ9UjwXMLgtm+BIDkVavyP9QHIqUB7/V6bRvI8fFxraysjER5HAq0zNjJ3/b7/UY9W+SqYTcuk+y+DHoqUUbjSSklI5A5UY4GpWzBMjdNONJ5oKMIZa/Xa4qQ6QXvJlqxFen8/LwODg5GnANH4x0xFAyj984aBwaUUFI2I4sPMS3j5KuqqnZ3d1vFuwKs9+/f18XFRaMWRb/T09N1cnJSb9++bUVlHMXExENBVbaZlgPmNESJImHFaP4AY5yr91crcX9/3+ZtenrYojTRv8GZdqMCYM4aiIp8x3oDaLmtVgSppmJycnIkKsp0R8oOeXMdBjwPQMooRU7S/Q8ODhrNOQ71WPUAnNG6ZDyNWLJfuXOGrM3OzrZIqKqawaSv19fXjT5WeMVYKmD1bzUq5sB6JDAmM4AHZ6tyGyDnlMkZ3efsDaCO4wAqvEfWJSWlLPVkv3xupTUP2RI960XI7tnZWR0eHra5Sydob3/V8CCyZCHGGUAbG+e6OSeeWbDhZ4CpufIzzhwLl7swAMOqajts0gGydxlwDQaDFkTkvWw/5OyzdiFtg+fJtESmpbKTouvTN7sGkomknwmMAUSyibnNFCRZxlhUVUu9eYfUN4FFBi/jrO8HBwqWlpbaISwca9KmjLCIdnNzc+TcAdtT5ubmWsSSTXJMVCqYkdF0t8mNeycYMPG5rzW3jyX6lodMass1vF86sYxaCG2mHTzPxcVFHR8fj7ABBCPpu6wfwKjk9kKGiUEFopLq8oy5ldE6jTPQ1Cn81s/1cx4XFxfr448/bgd/SBVtbW3V1NRUAw3Wk8HOmggRIeo9HY55B1AAK9Rh1eiWKora7/dHTiVkILIuRRSaW7QygpMG8n3rgK7ubkUEXqqGEYa19tmqGilqYyClK0Q2WWwq4mHglpaWGjs3bvogC60YQqcDJmgFXMiRCLyqWpGlaAtoUki3vLw80phGwxgFg1Vf33XPfbP2hoy4T9qJLsOG+cnDiVLPrBsZdl0MVHZhzRRl1qP4PrvGyCdQxPxgf7BRWXwofTYzM9MKWj2PP643bgow07EGffb8VaO7IrAEXXtydnZWe3t7I+kDLX3pgDqNiYmJVnCexzeLxJNFAU45YvJI9tk9Qaj1zEAw6wnITO4kSV9BVthwzwYcZKo4Tzn1HJ45bTjbIIgwb8n0ZprYPdkMz+KsmUet7ViS8Acwdnd3RybXBF1dXdWbN29absx2uuXl5UYdqspknNMRZPTF8ItSrq6uGp0mF2shfc9iUM6JiYkmJO4hnWH/vD/p5FBQWXWv4KtquI2HocAIMKruQ4jv7u5aAVNSnHmf6enptmuDkGR3Q7nUxcXF2tjYGAEulIlAX1xc1NLSUptTRnSckdSanQXyxBq9MMTpnLQpteVmYuKhPWiv12tUMYYFPZwAjnEGxLI+ADshTZLG07i/v2/359Az4qiqEdApMmGkU27QislOcXDWUSSp2A374JqZbjJfVcNq+9xNIyIWpXXrURg6lHWmzMZND6k38YyAUUZHyQaicNNhXF9f187OTovkzIeIN9MTKysrrT5EvwHOtN9/OHEui+pEcuSCATXP5tSz9nq9ViyYfQ0ANfoGNGT0bT0zSCAvmdKg75kOkp7j/MgIlgwb6nl7vV47cTNTcOabA8411uL6pwEFHD/nlimdDOQ8O5uaQCyBNnuEoQJ2RORsmWhdwCideHR01Oz6wsJCuzenK9Cylx8Dp/DS761hrzes2vesGAqFroCdw9vYMmli9jGjfKkSvgcoo4f01bsBHZnKynQgebNTD3Am09bm0Ws7liT8AQy9q6seIg6UOERnwquqUUPyrHnCIKF1Cly/36/Xr1/X/v5+M+AUAxKjoJwBmqeqRuh+aDjBBuOVkX42PWKIc7FdM/dxEwI5xqxT6La5vbi4aDQ2p5bvzuEfHx+3d+Fk3N/3er1eayCkatzOhoww0HqQOec2zhA1mzf5Lu8/NTXVcuJp6BUlMc4M+urqak1OTtbGxsYIK3R6ejpyQAujYv2tR57SBhRQpjzS2LMb8owMeNXwWNqsIs/i0aqh02b0yIHfA6jJNOT3vE/V0Hhk1MSA2Srl2ZeWlmp1dbUV2ZJ1tD198A6aDo1LLcsTZySmQJBc0ztb6xgtcltVDaRrrsPIKlojw05+BPhyfsgpJ8QhA745F/7kvnc6xAkAkrk+mR4AKrLGIHPSwEAyhECA583tZthHdTgADMdKbtgcf3u/jNJ1fe31eg3c0sNxnEZVNdChhkughhGxVubCnCUAzdSrrcYOAOKc3cu7YguxeNaHDR0MhmcSZBt868neeU7BErlM4JYBWqYCAJuqoQ3JMxUAW2uR9QOCA3ZT4ManZSOmTDuQI9105+fnWyM/QCmLP3MuDg8Pxzrp9IMDBZubm82gcLQcGwR5fn7eilugdY4waVaNINIRE0J1BoQtFZqxyr3oFr1qWMmf+VzCBflRdg748vKyAZ6MkFBQGfl4HhXFcr6MBWVXcU7wz87OmvAxYJnjYyDSUHJKhPXg4OArkW1SjXYnmENFW+OM9fX1keu4FmOiliDXx5+kQjMS4dxvbm5a4VAqsHdNKpgzpNTm3q4GhlPKwbXJEmecnTCrhsWqABsqF5vFcTMoCXoBBJFvjqQkyYB5EWF15SlBSuZKb26GveGBTlQz45bnu48zcn8+p5Utthk01GtGaeYDlYwJ6Pf7rWjq/v6+Pbso+fDwsOkZ3c68ex5ZTr7JAVBINnJ7sr+BYesAUKVzz3TgxcVFuw6ZSPaPk8+itqwdQVtjStM2kIPMeStGo+tqfTLwIf/ZhyHTTeMOqZmUmarh1mnvNz093QK26+vrtoMoa5WyUl/NAGAA3JJduw1s6/NemjUBsVkj5H3Pz8+bvfLMWRskJeP7wH0yPWQn+9wYbAPbKE2abFfa4qwzs258ERBjZGEonb29va21tbVaX19v73h4eFjv3r1r84sdeez4fQEFv/RLv1S/8Ru/8ftxqVpdXa2lpaWmdJmvyUpbke3NzU2tra01Y8pRUpD7+/s6Pj6uo6OjEepJBEb5qob9s7MKu6qaYnL6kHEqGTpHLlpOMNF80k9Zb1A1NEBZie45VLOqjtf/n4MiaOkAM48lbYHe9D69Xm+kMyNnhCoFyDKKycKVbk7xsUPTImDE2uldkEU9WUwp51o1zDl7NlTa8fHxCKAT4ZlHyphHHTNurssALCwsjDjuLh3XTa1kPhoopKhykOSkarjrBSW9trb2lQZJVUNjwFlix8gMgJK5SSDBv1Gq5CYNk2eXnsISmadxQZ+6FOuTFf7JfDHAq6urtby8PFLcRza9Y+40yr3tHKSoidPJXvUc19XVVWPv0sHSGfNB/9w/azLMd37e/GKwgH3glGMgw3Tcc2AuAHC6nMAlUxFVo2e2ZE1QMg+cnnQhEFM13G7pXcZNAZITdtC8pSzSydxCOT093cAdu0znFhcXa2lpqUXtIuJ8JzIJFCcAwJhkvp0fYSvN82AwaIycan+BietlxO19c7unba9sMNswPz/fgsPsICuoMH/dbpp5qF76KuuYtv36+rrm5uZaCnt/f7+BEQxpblsepznV2KBga2ur/vyf//O1sbHRBOznf/7nf99AgR0GXoZzxRpkYY/o7Pj4eGRLns8pTpmZmalvfOMb9eLFi9rb26s3b97UwcHBSP6Y0xSNJ8Wd9GmmCkSrVTWiFFXD07eSQkMfplOoGlJQBJGxomCTk5P15ZdfNgfnM85DT4MLnWJUqoZ7Xd03i1IonK5YUi2MzOnpaWNiZmZmGgWJBQE+xhnf+ta3RnYv7O7ujhzQJEcLoN3f34+cxOhdu9XTz58/r5cvX9a7d+/qBz/4QX355ZcNmGVEyJBTPEYhmQDGm/KnAbc21g81bD8wAAgwMOhkFsJn2OjR7u5uq/XIbm3ZZdK1yTnqNWtMMneZKZekw6XiRHccg2jq8PCwMSBdAPuTxtbW1kjeV6SUDEo6Mo5F9bRaoWTG7u7uand3t3Z3d5sjl0NNXZcn393dHdEn+onWRX3TmQRIOv6RHSkYay96Q3NXDU/CJJOAS0aXOaytdzRfCcR7vV4dHByMRNFZyJrsAx1U6yClCjjY0ktXMuj5aVKAgKL7kKMubU7fMIOCJCzc7OzsyBoDhck6cJrAkXUBdMwv3To6OmosQ0bV3ZqODOQ44tQja59sKlDg3wAeEJtMUYIz85I1AWyqZxKoZf2DtXc9AQZfIu1tfslx1ppkrcJjxtig4L/8L//L+uf//J/Xb//2bzeHqL3w78fIfKqcjxOgGBRGRDGJqOD8/Lw++eSTmp+fr1evXtXKykptb2+PbCObnp6uzc3N2t/frx/96Ef1/v37EUSVW/WqhsfjcqSMcDpOEQhUq61p0oqEO4W1apgDrhp2q7LYvp/0F8eQjiYLwxL9QukMh2syYOaTweIwKFgibUYxc+Tmfpw9sEayG4w7ofZuVdWcovdTaKarIWbDu09MTNSnn35a6+vr9emnn9b3v//9ev369chZ45lz57TlLVWVZ+SUiq2qnxFnPDgcCm0trTE5+jqKsKqaYxANSB8kGObM0e63t7et6M4QSZGZnLvz8/ORok1pGPQisCOKIhd5/ceMV69etQhGhM9BeXe1Pt0IOnezkNGMqjMPn8xbF0hpjCQFIr3ISWYFfIIlDoEjIfPWJHW6qkbSYJwBR5TUfwLE1OWUHU6P/HNAwJ+UXjIYnBOHUlWNKdEHn53CMmUqgsNjgx472CD3khbq7qzwfpxZ5venpqZqbW2tbm9vWyM6zyh9BAxlXQ2Hmg15zEuv93CU++3tbatXMUf+Tx6urq5qZ2dnhHEhk55TShbQkS40Z5hiOkaOyArdkfquGtan+Rndz4LPZKXUYrDNAiaBQQYObBO/IZD0fI8ZY4OC4+Pj+tt/+2+P/Oy3f/u3x73Mjx32Kee+cQbg5OSkLQTnl81cGImZmYcDgF69elW93kNbz8z3Tk5ONqp2Y2Ojdnd3a29vr1HrIn4TXzU8PIeCVg0741U9GNyTk5Pq9XqtYVHS2xQdMMkoKYtcusaCUlQNQQOUzHlTCIYqK+wpAKdSVe35cj4IfdWwiKq7x9f7c5iM3LgGxUmEmBB5PnNNSaUOgBr3u7q6at3rRMOrq6vNAIgYt7a2amlpqba2tmp/f792dnZa90uKKVpmsMxpUskiEM5IvUH2QLfWnAj58D7kMtfGWlsfiq0yOY1VVbW0QspW9uoHWK+vr5sRsT4clX8z3NIaIkUAOoskx2WCsE2YlsvLyxFAzyBqX6t4GGDp9/tNJ9UOGBn5YzXsOsqGRMvLy7W9vV1nZ2e1u7s7slMkQZ915tzJFx0DEm1vJv/JDHLegCfanKPPSDRlIsF4gm0ONWsHzFvmnq2nyBn44hgSyHpm60NG3WvcNc4CPbshgPNMy3lf8kaOe71h7RCAw6kfHR2NpFMFOOxgssQZdLl2spjmwNkhwFOmG+/v7xs75XrmLVMHwGJ2SKXbVcMGSp4PuEj9lfpLRpEN9jdfweZ5T7KSfo48ZtrdXE9MTDQ2a5xi4bFBwf/7//6/9cf/+B+v3/qt32oL9x/9R/9R/f2///fHvdTXjp/5mZ+pmZmZkYLCxcXFtjf1+Pi4IcepqalaXl5ukyN62tvbq36/Xy9evGgFih999FFLTaD2jo6OWk5zdXW1dnZ26vDwsFFC8mKp2BbJ4vkckCLSIFSiu6TDumxEN3efwl41LCiC7AmEe3KSlN88+DzDTlkBBSckZiTjHdDm5+fnzfgAMJwjpTs+Ph5rjRlbtKVrygEzksvLy/UzP/MzrUvd3t5eYyWWlpZqY2NjhL24vr4eORjEfH/22Wd1dHRUn3/+ef2Lf/Ev6osvvqiqGqGRk+avGjpya4mVysjHGmbe2fezaQzDlGuKhs46BYd+OfoUG0LG9FdIQEEm5c4TsJHZubm5ev78edvbTz44hKpqTqZbnzDusavklXzknGGfPBfZ8t7qHhYWFlrLWDl6AMJcYlkYu36/33asZA5+YmKi1tfX29xnhM0JZeokCzwZfSD67u6u9QRBXQM6UlPkUZElx6BOwtwAZqLpNOactuIw4MN7JdOHKQEQM3WQNst7S4skRZ7ph8eO9fX1xlidnJzU5OSwF0XV8Jho9VCKrCcnJ+vs7KzVEtjeLE0p/dXv9xs7mfqYztGfrPEg26l/mbaihwBi990TcNp5RL6qhkW05Nyz0CtBHB+Vhe5SoOxmphSBNs9ozVzbO+b5LuQ4QSh/R//I4L/VmoK/+lf/avu3hxoMBr9voOD29rYVUFCcmZmHgx8UPXlRL76wsNAWZW9vr0Xgz58/r08//bRmZ2fr+fPntbq62rY4zc/Pt/9/+eWXLSrTrIXBouR5yiBUK6ImOJ4pc03pTJP+qxr2YHdNYCAL1QgYI66RB+osO/ll3jGLHFVeJ3ORNQZVw33sR0dHzQjqGYCFyNaoophxC5Sqqu3l7fV6tbq6Wr1erz7++OM6PT1tDEDmzqampurTTz+tra2t+sEPflD7+/t1fHxcU1NTtb6+3qLLwWBQL1++rPX19WaUUIDW79NPP23MEmeKuUiAYZ7kXkWSlDdTPZxNRuBZVV9VIxE3AJOgLSNJOUBdHxkuOffT09MRViOpbgaQ7AHNDOzy8nI7gdJ3yKbvkX0RqkYyjx3JsJCt7vxKIQCHx8fHrQhyenq6tra2GjDFBNiuBfzQF/Ngvjg8URTdBiBmZ2dHemVcXV3V8fHxyME45MfuIrsnsCvuf3s7bKfN4XDa9/f3DcTSH8YZCCM3ZCDZnXRs5s7nAay7u+HOGWxJpi+ACKk20a6aHg5w3JqCTLelE1PTlMGGLYSCEO9+fHxc+/v7bVdO7j7CHqa80B/gKHPnAiVdL82TIk8yLTjS7Ep6TYdMuXfzQaewb+QtGVagz7oDZ+wXdssz39zcNHYFu9QF0gCP90ummx0COC4vLxtLzTYDaJijf6sHIv2zf/bP6m/8jb8x8rP/5D/5T8a9zI8d3QIajplScIqUuuoBSS8uLjYmwD5VzsO592/fvq3l5eURMDM3N1cvXrwYidoWFhbq/fv3TWAYgqQZ3VfVKAS7urraHLNoziKmYltozEEWmbhvfs8zi6z29/dbSoNDv7+/b7lgxqfbwInRYiTVHRCyquH2pCwSk8PL2oiDg4MWgYwzMi+c+U2ggxOi6MDL9PR0bW9vt4LH3d3dOjw8rBcvXtTz589rZmamdnd36+DgoK0RWRkMHs42UIwo3aN9ctWwWCnzrRyH/cHAV1U1Sjd3k4i0Mw1BDjgltQO674lw7YgQtfb7/QYAGF0OkryQFfdKmjkLvqqqVSV3AStjDkQBJtmUZpyRAMM8Zs5eAR69Ev1wYHd3d60jqec9Ozurg4ODBuSqhgWe3jFBtUgwo1L53yxeSyDAaUhneD5zgr1JSlzFuPcE1icmJlo6gzMGepJ2dg8yQyeSvsakWXNsn+JcrITfJ5NIjzXoEVwky/TT1BQAjNnemCP27GTM2pADu3o0WTKvWStVVS1Ay2I6RZ7mxDXJBDDWpealf9QteOe1tbUGmBULZ0oia0LoZwZsQLvAy/pmAS1Zy3Tz/v7+iB8hz2SxasgyJnOU6cnV1dUmW+QnT8h0LzL42DE2KAAIOJ2rq6v6O3/n74x7mR87IHQvr4imarht7/r6uk0qZfAZAuYEP5QKeooBEikDAZubm7W4uFibm5u1u7vb0F1W8FNWBhoazAp8RU+MSaI+gmvR0nExFFlkljlHSmyOoFENYSgfcEBpAQsGiFHMFqm+d3193eoaGKepqalaWlpqBsB1+v2HfcGOMR1n6BhG6axtUsEMG1BAsRgTzvb8/Lx++MMf1sXFRasrAH44XPTl4uJic3ByrmdnZ625E8edRprj8HxZaAbVZ1GZqIbsMkru6ZmTXaLwwBoQCBCIULKwSCRmx4Ralvn5+bbe2CI6ND8/37pFoiM5P2ufDIg/46YPrHECLPJpDUXoe3t7zYHpR3Bzc1PHx8fNOW9vb7d5VFdEn+iXqIyeZNGbNcG69fv9kbTY0tJSA0xACKcBKGXPBYXFSRVzQhyzVESmDKqGR7UDYmoQMv8NGJkzesjZkdGFhYUm6+SNA76+vq6lpaX23mSFvqHYM3UxztBJ1Nw7QE2Ovhv8VFUdHh7W1NRDYzLgGiOCDfH8KQ/JHLofZy2Ng2VkmzjSTF85MdS9s25GLwTpWPOKySJzbKb1Pj4+boAIUEngJZAVSHWbE1n/nH9rBEh5b6CWH7KmbOLc3Fw7NVRQIWgZh9EdGxQ8e/as/rP/7D+rP/pH/2gNBoP6rd/6rfpv/9v/tnZ2dsa91NeOd+/eNWegQBAl5TQtioECygVBBaajonSoFBNnv3zWBayurtbW1lZ99tlnbWubFpaoTMgsqX8L6eAOwMCiYhOSnhTFZ0veqmrCl0xBN2Xic7kjgZBRIO+dUfnV1VWj25PRYJg5iqpqrUMpJUqYkiStOc7Y3t6uxcXFFp0ScO9DYaqGxZyi/VevXrUDbjjJ09PTevfuXa2vr9fLly+bQ2AobdvEJj1//rxt5/zkk0/qX/7Lf1lv376t3d3dEWVLZofxypQAuasapoKySCjb09olMDEx0Yr5BoNBa+KTW/WytuPu7q6xFFikZK1ck7Eyd3oRyCeiij07epGBXFhYaBQ9Q5O9PMYZUhZplAFsz8L45l5uIO74+LguLy9rf3+/6QhG7/nz59Xr9VqKL3cRZL754uKiDg8PmwyZo0xDZO51dXW17aJyQiu9TBbo8vJyhB1gdHPLonqdfr/fcrwMe9UwzUCPAMtk3HK90tEAHZ4tz5PIawIIKTfWkSMECMzFOCNZkwRldn1gG+kCllG6QVBg5wG59I7eE6jX/I2NxyLrdKoWhdx7z0zBzs7O1traWmOfs6NhppI8e+6GYd8FXckgkBH2AYhOEEo2VldXmxywEcCmwnaySt7ocN7PvJtHzB4bSi4B13GYoLFBwS//8i/X//a//W/1t/7W36qqqn/v3/v36pd/+Zfrv/qv/qtxL/W1A+JBJ4n4UV8imqw2TYTP2DsdkcBwKiYUhbW2ttYEdTAYtPzr7e1tfetb36o/8Sf+RP3rf/2v65//83/elLeqRqKBfr/f9pcrnEMlWvB0+qJekSnDy9h7p8xZiSwIp8iC8nBghMBnIFYR2/T0dG1sbLTtaPJNoiaK5fsbGxs1MTFR+/v7bTcCY2o+xqlsNXczMzOtrqCqWhEpetw8U0z0rz/Hx8d1cnLS6OTJyYdeDre3t/Xxxx/XyspKzc7O1tbWVqsr0bb57OysNjc325/nz5/Xu3fv6osvvqi9vb06Pj6uw8PDr2whwhCJgKyFHDcAIVLHJgBhgNrW1lZz+Iw6QOc+qE05WQBEhCbqpgvy8lXVAANDqSq9anjqGtaAblUN00YZiZyeno7NFNDhZAYYMaCPXlpf7++Ev42NjVZwbFtYRrVy5LraVY0abIVvInuOG3hQg4BWBcIXFxdbM6W3b9+21IM8OPtjKIwDyv0sQVkCRnZAVOq9OaY09oAAW5EpDakB+j49PTzBc3p6utk3smR9yVh3RxZG9LHj7OxspKMqnc6+CwYdBbQ50OzPnwyJZyLnttUlUPY59TfATW6lFXBktD05OTnSPE0Q+erVq1ZXAEyZW2CLfcdiVg0b2wHrWVvB/7BPACx76Zl9l55kWokcmLMMynKHC9m6vr5ua59dIOn2Y8bYoOD9+/f1j//xP27//8f/+B/XL/zCL4x7mR87Jicn22EqtqShiBgVKE/h4dHRUWudad885E2xHOTz8uXL5gxVtKsDuL6+buDCok9PT9cv/dIv1Z/+03+6dnZ26v/4P/6Pev/+fUO4lI7gJF2W6J7xhmLz73QoWThDUDgUNGUW3aTRzZxiKrx5M5+MXjIYrpvtmkWh/m0+s9hueXl57EjSGQu25lRVixJ13Ts8PGwMBaNFiQ4ODlp+1vx6HrnnjY2Ntu10b2+v1tbWRgp5KK8mNysrKzUzM1MvX76s3d3dev/+fe3s7LRoNPPA5FROH0CsGgIx80luIX1rRmZU1ZMnxl/KIgvLyEPmz6uqbcEVkWi2pDjKuokqqqrt6c9+CCIrVdMKvcZlguT+yRnDlVXbWWTpGdMhKOzjUEV3GRQknXp+ft6a1jCgChnNJTnLmhbXvri4qM3NzZZq+sY3vlGnp6f15Zdf1ve+973a399voD2p3KoaKWasGq2Mt05ZQGhwfJwAWWEHEkCI5rP+gdMw2DlB0ccff9yaBCWozeJjsjpu+uD29rYBJuzP9PR0y91njQodt6acKllLIJfzI/LFCFuvTC1jT3Mrt10O0nfm7vb2oa/HH/kjf6QVSlY9gKXXr1/Xd7/73Xrz5k0LfvgejJb5FjyZuwTTQKZAzDOxm1nETFakorM+zNwIKulg+oGUmaph+23F4d4RQHnsGBsUbG5ujlCKU1NTtbGxMe5lfuygrKIvTV+0QWXoUExJiWUhHSeiaQVhur6+rpOTk/rWt75Va2trLQeLcp+fn6/19fU26aIWDvRP/ak/VW/fvq3379/X27dv6/DwsNHY6eAJPgUWpSb1TGA4hUTRBAli9H/zoQDQ77J4LGsHulXuHOHR0VFTxqSXM82Rzg0wUaE7OTnZzqgYN8pglFQic3giMk4adc7g7+3ttcZFHFcWDcnzOl0PTWxL48nJSYswGUopKUb8+vqhw+Lnn39eP/zhD+vdu3cj280YGVEj2jW7K3K0Sc9b76ydILfYC1EMY316etoiBU6ck2P8skiQ00frYimApqzeBw4ywsg0Tua0xwUFuX3r9va27aRYWVlptkPBoZy+Z6Qb5JERZJwxWpwSOtUWY6kWjWDIuLnL6vQsfFtZWan19fXa3NxscvTZZ5/VN7/5zfroo4/qu9/9bn3/+9+v3d3dxgJwHLOzs41ts6bpCPwMOMwCMM8ibZS1KIKTZA98pssKqpkSvWcdCqCqFiVz81nXNM5womqCLO+atVrsg+fPYkRO1PMAAcAxuWTPFVZWVQOJQI8dWNPTD+3C9coANDjSy8vLOjg4aIxC7lpZW1ur169f1xdffFHv379v12RL2Ff2KoE63wPwzszMtDQTMEYe1IKwCZ7t5uZmBGxmsEMe/JvfA2ysYwbO7BXG4LFjbFDw67/+6/X3//7fr+9///tVVfXNb36zfu3Xfm3cy/wbB0HmiGyVEw1LI9zf37eij1TONGYElXPMqOPk5KRtYRsMBvX5559Xr9erb3/7221r0+npafX7/VpfX6+VlZX6uZ/7uXr+/Hn96Ec/qsXFxfrRj35Ub9++HVl4wmIRRWRJHzK+ni0bWvgZ5qNqWNEN1QNNjspMxJiokhFijAm4I1PNlec3GG7XTUqcYlQ9CO64HQ0VkSUNBwhIR6SxyVTNl19+2e7LkFCeiYmJtv0Jk7S3t1cff/xxczxffPFFLS0tNUDIUK+vr7d9/MvLy43a3NzcrFevXtWbN28aPZvUPZkyd6KKqiGbgIL0bl2DAjigA0VzuauFoc92sSIXRpcedIseGQfXGQwGrS9AMj+YjapqlHgWaD126IngXtlNT/SuKCojvIzE6K/6EBGw7WtV1baanZycjJwVwTBm2oBRlx7QlAggZphPT0+bs3z//n31+/366KOPGk1+f3/fGAn57UzPAdMJUq1h9hXhFDKd0t1Lbn2y8I3TEX2TG2stkMheFL6zvLxcy8vL7brmiV6PMxSsZtOcrB/JXPv6+nqzVdYnAbJ5IXvAAJvDbnUBa7/fbz1nzNfExESTtaTXZ2dn2/s7apujlbP/5JNPamNjo77xjW/Ul19+Wd///vfr/fv3Lc3WpeT5Fj4nC8kTtGFlFGFmioX8JMMLLBjmjd8jh+YSy+A7UmcbGxvtBNlxisHHBgX/z//z/9T3v//9+g/+g/+gqqp+7dd+rRnq34/hqOSkVOR/cu+oCWIsKDz69d27d7W3t1dVw7MFVJhWVZ2cnNTnn39e7969q42NjZGq68vLy7ZNcXJystUniFL6/YeGOOvr642yffv2bSuKqhruS7fgnDKFyM9kBOT7SXfmXtek5pL+S8ToGiKg5eXlFkkBIJOTk61qvmq4lS4P+Ug2A3vB+FmHi4uLsY7lrKqRvcDem6NjHOVqKTNHp55AighYAroYd1GqWoXl5eV6/vx5U5CdnZ16+fJlAwKZ552Zmam1tbX6zne+01gHB4xYG5HY5ORku5f7Y4qqqgEyMlA1PFveHCcrlPl8BtF85Pa7ZMnklM2X+QCUAQ9HDDOuR0dHIwxQgtV00OMyBZy3XLCDvLIKWgteMiu3u7u72/are4/V1dVaX1+vmZmZOjk5qYuLi5qfn2+AWV8NTAiZTZCYBWjANX3Ulvyzzz5rIJtht16Xl5f1jW98o66uruqLL75ox3Nnmo9h916eJeuFOPeca7on5ZHtt+mGnSvpIO2kyuCBU8Ym5vY0No5s+TyQOM6YmJho+qtAe319vR1olCwJvcZYqlNRP3R6etrsFLkFCvQQAcjNBxt4dHTUdID+VlWL8rPQkJ1NFjnZUbUg/mQRYtWwQPP29mG7O5Yzzxaw3tm+mI1On8DOka2c13TwmTYCorI+IntfsAPYE4ENluix46c6EGl1dbX+9//9f6+qql/8xV/8fQUF8nrytQSAQNlXf319XXt7e7W7u1vv3r1rzYs4UIY3+6Gj2YELAn19fV1ra2u1uro6wkIQZkCiW7SEZj47OxvJh+de8KxOZ4wYe0qakUDVsAkSJ6MTFmUnpAREq9g0hisrK/XZZ5+1756dnTWglJXNooh+v9+E07GvvsuAJc0uIrq4uBjpQf6YgRZN48VhZgTjj2rj6enpev78ea2srNTbt29b7jqpOOyMPKy1AA4WFhZqbW2t7u7u6tWrV/WzP/uzbeuTim4GSac9RT057wnevIO1E8FybtYfQCSfubVS62UnyFkLFK0URjr+qmqFhIrq1IXQB/MGXJBfIML9gQAAhgG6uLgYe8up4l1sF10SqZElbNXt7W0Do3KiecTx/f1968uRrYerHgzh0dFRS/15fr+nFxyA1NXs7Gzt7e01pomOO4EUQNZEZ39/fyS9JRgANshMRr0J2rEQwBcGT48QAJZuZcSdMpasnvQShgIItJfffKo5WVpaqsXFxRbtOvjq3bt3bafGYweH5P3UV52fn9fKysrIuSvWxvtgnrB5t7cPR7afnJyMOLWqGrETWDhAIlN+VTWSStza2mr2MGtyOFsA4ebm4dRZAMcWZQwEWZDilTbMoncAMgEbG579FwQLgk+2QQrbfCT4yV1UCfDY/KzZGAweCi35MrIlKHjsGBsU/LW/9tfqN3/zN9t5B7/4i79Yv/RLv1R/9+/+3XEv9bXjzZs3NTs725ysyc7inapqRSPb29tVVbWzs/OV4gv5GZMNVSleUUxFYE06Sra7/zhBAUfDwbu/RcvILnsSEIpUcM5Cu2XGAjAgbASQckGQ6+vrtb29Xb1erzUpscfbMy4tLdXMzMMZAar8s1veYDBo35GrJVBZjJQMgqr0canHzz//vCYmJmpjY6NRfCJWuTgOKec6I6ikUM27qKtba8AJ7O/v18XFRT179qxV6NrbbL41A0I57+/vt50X3hNrRakTiACgZKALSBkoxtrOgM3Nzbq5eTgGXOrg9va2AbOsW5mZmamPP/641tfXa2trq6qG57gfHh7Wl19+2Yw8Y6i+hQxZNwxN1o64n8KwcZkCDAQ59u7aN6M0RYDZjIwBnp2dbU50f3+/qoZ742dnZ9uzYXVmZ2fbtjuGPKlez4DhURme23JPTk4ag0HugOmqGkn/0AOD8yOf7mkOgIykxEW36mPYJaAD2KXvZAbIkzYDCgA90XbWK3AiIuajo6Pa39+vw8PDxrCMMw4ODhqrBoxPTEw0MJdF4uQ5ASw2gawl+8nOVlWzWfRTX5T19fUG2rNQkt169+7dCDMHKGV+HfD2jCh+17M7Ku1KBm/mtWq484X9SCaPDrpvpgroW1W1dczAwXMC5gsLC233mO+TF0yTdbC2fOJjx9ig4Isvvqh/+A//Yfv///K//C/1l//yXx73Mj923Nzc1M7OTl1eXtb6+nozEBCfRUKHTE9Ptw54IjS5G/l9eUjGYnl5ueXvpQscFbu+vt4oenQmYV1dXW21BiI3g0LrcZ7RVm6bQgMylqK0paWlhuSBIREPY5fREVp1evqhy5+5IngZpVAU82HLmK00nC0HhprNmgcODToWfYiSxhl2H1CIpHcpC8cpwobMzUO3iMy7Hx4eNueShXvHx8e1vb1dCwsLreBQlKo/gbagaES07NXVVctbKwai6J5BQVjV6KmKGZn7HCCwtrbWCr8YSREjubfealrkCp89e9ZYLo1bMqJAKSruY7SqqkV4nC556fV6DRACnNIc44zz8/N2cBNwsLCw0HTu+vq6GVPzKlpXfJo7cgAi/SaSfeE8XL+qWiMdRpGMo45FbNIWMzMzrT8C+WGI6V7WrYh8q4b76gFI7CagBQAIDrq1ROYdSGUz0uFjVhJwWLesJ+jm8gU6UiLW9+DgoDkLOwbGcRpVo+e2kNPclTQ5OdxFRsZPTk7q6upqZLvs3Nxc28WQPTi8HznEZNkdIhAzjxy5Oe33+yM2OoHawcFBffLJJ6076v39fTsojd3gaHNNMG3+zmZHyeaoGeATcvt11iABP94Xw0BO2Dy62+/3G9tGDjEr6nfUzmRvBmDlsWNsUJDI5t/0s592UALOtOohQpA/SydhMaB6xiQVglFGQ/l8FhRBaBr1aHDTRWwcV7d4qmrYZKdbmGdxsqpfJC/iIbAq0BWnUHCo++TkpBUMoSo3NzfbNiA9HeTz0O+aL6Hh5O48K0OVxYY/LrWBGk0mZdy+6c+ePWuRXea9Xd+7mD+NdYAc+b5s85pKxrkmteqcC8b+6OioNjY2anNzszEytq1WDXeHZFEgRSR/aYApNVYgC42kMtLQ3N/fN7BIvnwn90j3eg8NXP7En/gTtb6+PrLvXfMWZztYfyCaHChkI4ciWlE0sAcgc2xAIwP92KFzXdZKAEbJAIoKzYs5z6JhQJvDWFlZacZfzpj+qS0g+wzm4eFhi6jMByo4GSnpB421siYAayYYSdDqngB/FoslU5Tz4fe6TuYWvUwrcQaexb2zRkZAIwqenJysly9f1sbGRnNMGSytrKzUs2fPmkyTxXFG6oQGO5wZJ62mBEOyvr7e7Ozx8XELLObm5truifxDHrOWBvjv9Xq1ubnZ+m1IKQDxmDvgRGG5tO/FxUVtbGw0O7S/v9/qE0ThMzMz7XpSRRhqtnswGLSOmJkCo1epR+SHXaHLnLZ7sT9VNZJ6wbJo7JeBCHYSCM1t+eT9seOnOjr5b/7Nv9nSB9/5znfqe9/73riX+bFjf3+/TYBoB8rJymoCaOsRmrxq2EKUs1WsR7g4iszByo1DzQQNKyDCU/iYfQyy0xbUl/UBEK6ojhAQfgeF9Pv9kVP+KDcD/vLly+ZARFDHx8cjhogh4WwYe5XQUCX6lRAm8k/KPlMg5u36+rqxLuZ6nAHJDwaD2tvba9uHRNLb29t1fX3dtg7lva6vrxszJLVRVe295dEg926VcjIc6lY4F+AiWZaMPMwh426N0wF0W0HLjzKUnLO+CdIb1gptnh3uzs/P69WrVy2Kvr6+bvRvbtOyNp6HbObuAzI5Ozvb+spbd6AGCMutn+OMLJ7jlNyXrCmiY/y0Rc7cqbSCCF4/ATqGWvZuCvI8s9wrGeL4urpjfm5vb2tra6t+8Rd/sQaDQYuqX7161VJPmAZyRIeBCfKUtTcZuYvsM/VkbjJKzaI2NkvRJodA7hU8T01N1ebmZjtkjGwA8PpGZGrr5uam9vb2fqpW1hlACEYypcdpcmRkU2Fepno5UtEunfOOdo9JH7nH/Px8LS8vtwOBOHM6QJ7Nv7kFFDRxm55+aKa0v79fe3t7LeJO0Gzdk82RSkxZ7wYD5DOBW3d3nblktxz9jT1TzMnOZ4FyyrT/u7ag6t8qU/D3/t7fqz/35/5c/ck/+Serquqf/JN/Uv/X//V/jXuZHzsITlI2aBqonpJVje73r6qmQIBAInx04cXFRcv9y2sOBoM6PDxsBkg1rHv3+/3a3Nxsndac8359fT1iDKpqhCallJ6R0HJgL168qNXV1YYGU9BEgxyJ9weC0lijtLsUFLobqsdIiMShcblSLIh5Ytj8LrdGASMM3GPH6elpra6utvXLFAlHury8XOvr63V7e9t2TXD2qodV1Ge+HBJn+DJH6ChUW14vLy/bfmtAjLNhnIEh/yYrlDgjSvvkGZGsQ2GU19fXR6qksTiMShpHa9Lv91vbXbJh3XxW3UgWZdlKJVrKAr8stMrUTRow0e24fSjktbOuhwyjMxOo0sFkC9J5ZjMnYB/wANIyd9/Vh/xssnzT09MNrANI3/ve9xo482wTExO1ubnZivKSkeQEATnOls2hh3SKUwJ4PJ9akcxhM/JLS0u1ubnZnBsw4sRYAcva2lptbm7W/f1DYabPLiws1Pb29oi9swai5nFHzieAbV5sN2aLk/Fgl9HvGFzF4+wN+8ZWmyesDxtn/cmI2h+ynClUfiUPzNva2mqpFfrHUbOL5irZP7bLe3km+mZOpKbm5uZaETHmgd0kY4LPra2t+rmf+7n6+OOPR1KIil75SLUSt7e3zR9x/th1aal/q1sSq6r+0T/6R/VP/+k/bXTL7+cQsWaEzlgz+uhPk6SxRebt5+bm2uIbua2uqpqSAguoMEP+CF0v+ru8vKzd3d129OfOzk5D2xAkBWek0Znf+MY3amVl5SsNNqqG+1CPj4/r/Py8dnd36/7+vqFZ73h8fNzeK7e2YBuqaqRgK2ntzFUmGCDUos+qGqnlSIrLHOafccbR0VFrPaygR0V5Rs6iBqwNxaawnklVvloQjE+eKQEIWRfrSZlevnzZ9m9vbm42ByU6PTg4qN3d3abMjEhVNcQuKuL8oHtMEICByhQpkT31NIquRM6YjYODg6bcWUDHuKo8BwzdI4+glVOVZsHYeBaOCKXszIZxxtnZWQMGKXOZG818Kj0BXDnVjHzISBZ8pVPqFniJKAE6zhhbw8iTESmxH/zgB/WjH/1oJFXEIaGDRYSiOvMjGJDe8X75fe+4vr5eP/uzP9sq8aUzgD1zNTk5WRsbG62x0sbGRjs98IsvvqiDg4Pa3NystbW15pRubm7a4WD09+joqAEudieLGxVzPnZw2HQ4i2rJT/4OWyDSpncCrqT7MSrkVEop00boeLYoq/ez8DB9BaAsbYc5zSDAOtFB74KqB0Y0C0u2ESMs6Mv06ObmZkvbCswwIOR0e3u7Pv744/rWt75V3/zmN+v58+e1sLBQ+/v79e7du5aC4+il1rIt/czMzMg2xayJeOwYGxT8wi/8Qv31v/7Xa29vr37lV36l/uv/+r+u//F//B/rd37nd8a91NcOVd8aPjAM3f3fKBe0vcVG92aekqIkjZpIXjEiYRA5qDvY399vxjGLaCYnJ5vyyTflM3r+mZmZevHiRS0uLtazZ8/aaXbe6fr6unZ2dtp77OzsNAMm31U1yoJwShQ9KS5olwORo0TbppFaWFhoBVWciQK8zOdRzLu7u5YzpiRZhf2Y8e7du1pcXGxFQ/LBm5ubDcgxZlXVDMb9/X079/7u7q41v8m6B8/DKFGkbOsKoJkHXc4WFhbaNrSf//mfb5GZArfsnMZgiHhFamtra43lWFxcbAceqYU4OTmpo6Oj1vCKk7DW2IBkfFRYiyBFmaJvHQMzqgBAbK8i1xw0wwmwJuNQNaziBsjHGVlrU1WtsDA7d5LHLMhLJoqzTn0lb9af/LMP3ska0698frncqmoMyNTUVG1tbTVHyen4XW7dzNRc5vq9UzJWOtdZZ7r1ySefNBDLoQFuQL2gYXl5uVZXVxsw0Hhnf3+/OX/6fXJy0vbWkxWNhUTp2oDbQqg2Z9xi4cnJybbOACD2FWPCFlmXrCEBpDlUqVM9IuxAS12TDpLrp/tkRPGn4AlLILWSlDp77bky5QWMC0zUR+RuHAFYMqnWHFgB4MjmmzdvamJiolZXV1vzNPOxuLhYL168aMDPbhzbRu2cAa4BGn6LbgAaeWrk1dXVWKBvbFDwH//H/3H9yq/8Sv3Fv/gX6/r6uv7z//w/r7/yV/5K/ff//X8/7qW+dlgEysgRM8rZtUoeiVKhhAgaypigatajSjfzw36XBhpiTQdwdnZWL168aDSc6mbXytP/CH8KGqpcukAq4PXr140ez6gqc8GoXsaI02SAs9e1iIjgQegUtqqaERTZiU7R7M4YSDYgBTDPEB9nSA9wEo7BVjDJAJvT+fn5EXbAWqPI3r1713asXF1dNYfPiTN4nB4aMmnb09PT1nhlfX293rx5095vYuJh+6SINAtQsRnkJSM8ET7QYpvQzs5Oo6tzN4NoPdM8jK41yBbFnNTi4mLr7KfmAhOU50PI/QK7ImtRhXuTW7I3LuhjtMmpqEa1e1W1fD6gK3rtUr1Zp+FnCaQUjwJR9JVMWz+1FXK+Inz6Se+qqu2EEGSQ/e6OoaSnvZf312zJ2iez1+v16vDwsG2P3djYaAd4cWxkIqM/bBMQgoFyzaWlpRZdSvscHh7W7u5uAxGcKCa2u4vqsSNTiIB31bAxV7Jp1kk07Q/gSofsusEoWCeBnXQp4MdJV1Xr3aGuBBuhuNK8sV2Zzug6doybKD6Lltl1LAEfAZxNTU3VyclJa5ssapcq0lERuyQVaD6kVw4PDxt7IY3ND6l/4Ad1brWrBIsjuGJTHzvGBgVv376tN2/etP8zdr9fI5vOiIBQQfLLWcRkATn9k5OT2tnZGTkulwAzKukYXRviTzrQRELBcnCiL6wGxCyCULSmDwDh1zlRXuvg4KDevHlTr1+/HqGACC3aqt/vN1QvCmJsRSB+phgNDZ/0pV0P6DP0HOoe++J50WScFKdsS4x7jus00N0MWNUD8/P69etaXl5u509MTk62xiLmulvQgzZfXV1tEQ9kj7bMHgPG9PT0V3LA/pycnNQXX3wxYtRPTk7q3bt3rcmQYkEV8hypCnh5SYdu2faYW9c0NwJ8pqamWtFrVbUo+O7urgEgxsi8q3MQVYoYRRe2g2UULgLJaF3Nigg5wYE1euwQ7XFCnDjQkVE2Z6xLZRYHZs6Y8fUdQImOXl5etrnLQlAOlF7nzgbzC0xyuqmLno0zyXRdVTVQJ1U3Pz/fnouO+p33Sqp6fn6+tra2Wl68qkYiYHUoCwsLI4CZYzIv7GbVg2PGOGrPbd6wJp5bAeBPkwLMbXZsFhuItcoCVnYko/MEPgChz2XBNkaFzckdCgIrgBF40600t4rnfFkjoMDuBOmG8/PzxrSwfbOzs61VNtkEiNJubW1t1cbGxkiqhC6w/7pzAq2emc6zIXYVra+vt1os4DTPZ8CKeCb+0tbcx46f6kCkzc3NJoB/7I/9sXrx4sW4l/mxA7oXSZ2cnNSnn35aKysrI/lOCJ+hmZ19OCu7qhrlf3x83A4iyjxTVqKq7Ge4FI1QIv/3Ow4pI3nCS+FXVlba72ZnZ1sXPkbJ/TyLSFUOyjtwzgxdVs9WDfPKUK98NapMyoQRSyE2L3LQDGEaXVtgbm8fjuXNeZHfo8jjDNdTSQ28ZVRweXk5QpEzHFXDw2Xevn1bVdUq+UVgVdWMRNahiEoYgdwBkHlzuX2oX0QiamfIgI/nz5/X2tparaystKgPOLBVSaMV6QpKar1zj3bmaOUsRUeYH++jB73Ifmpqqska8P78+fO2LQyAJyPmJE+dtCXRfI9baHhwcFDb29tt3gFh9yJr2X2PsUcLM8B01DqmvLEDImaOnnxYf3MKpKC5gQxrj9EAlulKRrbSU/RqeXm57ZSy7z5z3VXVaPHsxZ/O0vofHBw0Xebk1SbQe/aPjprb3A1zenpa+/v7jUmlW+nw0Os/bYoISAKOMDbSguaOzXAfDlzaK20weWcPMjVgHtQFZeomGVXXs/aKuLEV5Nvn2QIBgmv2er3G3lxfX48c6oXet1b6y8zPz9fKykpb3+Pj43r//n0dHh42plMqLWsRZmYempFJj5IJIBSzCrhbbywDXyRQAwKzXq0bFP2bxtig4H/9X//X+u/+u/+unj17Vn/uz/252tnZqf/7//6/x73Mjx0UfXLyofFMt2KTE82clpwdylZP+729vTZ5qFpRLQXKnGVWNi8sLLRztzl5hhlYoPRQKNoMbURQoEACJ2/O2WdDG8KUWx2BBsKWXQoZC05/YmKipTWmpoYtXb23ee33+61RS9Vwa6WIkmNmjO3nJciEbtwilqqqb3/7243dePPmTds2s76+Xi9evGhK7n5AWG7fAhLOzs5qb2+vVVaTEd/TJEjtAqPAmAJzItjZ2dm25fHs7KwBI+sEtLj2N77xjdaIBRDQOU4FteIrIA0FKCdobThDbFZVNQOIBRGNac1MXtV5kGnvlbIj3501BwAtR4cav7u7a3I9LhOYrBLwLsKme9bq/v6+1ZZgZcjX7e1ta+ZVNTwZL6PeZB0UcOauGBFhyjNdZdA9swAju31i5lxLei6r2/1Olfny8nJrLpURrrU/Ozurzz//vNHlAgRGHQPkHcnW9vZ2Y4zs17e2HA45E5XqdMomkKMs3k1q/rHDvOQ2cWu7v78/wiYCEOwE/RUx0zu2CnDGbGIFkiV0HfYLiOU7Ut4FU54vU5HJOrBzvoupkpbSPGx2drbVeOT2yl6vV+fn5/X555+3wk526Pj4uAUFiialtZeWluoHP/hBe6elpaVaWVmpjz76qBUoCvKkdG2Xraq2JdUcr62tNSbi6Oiojo6Oand399FrOxYomJiYqLdv39Zf+kt/qT755JMmHL/6q79a/+Af/INxLvVvvEdW0N/dPWwr6zYvqqrWkEMkhVLMiEvOWn7WM2eujtHmEFWlMw4LCwv18uXLkarT7e3t5vyrqkUe8lfylRQUlcxoff755y23DPEReMxG9kKn+Jn7BIooZOZmk4KifECECmfARpvYqocojzNWbMm4U26KIr8/bm98UVj2rEdnijRswWHcOHEG2R7eL774ohk5YEl6gkMS+TJEVcPiNwV609PT9ezZs7aGjHzSkZiLbJma7UZFlJeXl/Xu3bsWrZElRo1jQi1aO3LCmDFkouzcUUBW5+bm2ta0tbW1ESOP4kwmKZsY2SorQiFfHI797eOOpII5X+/s3QDlXu9h+xndzajd/HjPZIvSWXPegC0AmLVJ2BrGm0NRX0GvbB1V4e+6CQTJFIdd9WDMHb+8vLxcvV6vDg4Omg5dXl62FEluK3PPBDbSeOZJii+LhAHkycnJ1owrmTGyeXNz0yjkw8PDVlhoHlxrXGCf+WzvzqFaU/ZT4MI2Z8qNvJDzi4uLkXof67eysjJS2wQcSr1x4moksv4j5QPDJnAQiHmGBNpsr/spiLy5eejtoPsnNlCNlvQyZggzo+jc+go2+AV2CBjSdp7eDAaDVmia4NYzAIbYOC3aFSo/djwaFPyZP/Nn6ld/9Ver3+/X3/27f7f+z//z/6xf/uVfrv/wP/wPf1/7FFB8RjG3rTBsc3NzDQVxMAyyog5UqdyqaCedrEidwFKQu7u7ljuy99sif/Ob32xRnugeIEkKOotw5KT39vZqZ2enob0UVEqdFdqMGnDhWRm0jHaTylPTkBHIYDBoDur+/r7lvAg5BwEgJYjijPN6CXjGTR+YX3l9ikB50dV7e3v1+vXrkf7mFECF8uLiYivKMS+KijhsBoYBlqJCZ3M6oms7CRIEZFQiCs1aBMOcQPJ7e3stGmYApA+S9nPdTHNxAGTW79IYq3Cenp6u4+PjNg+o+UyTuR/ZyPbSCtVE9QA4ynWcsb+/3/RCUzCRL3BGv0X6ACpD5/fW5+7urp36JrLkRGxFy7kcDAbNmVhzTss75lybZ3qm9bLn42irqgFlIBawJFf/6l/9q1b05Y9I3FqYU3ljMiuQkRbS+IqjvLi4aAfeJBO5vb3dIlOgX4R6dHRUe3t7jeXT90PwoUJ9nKFeJYulrS9bilkhC9YUOE+WKhlczGEGaYrs6LPoHetgHU9OTkbAle3pbKNABkNh9w3neXh42OxuplttL9ZavmrI7FVVS7/xFa7lOtlbgBxX1Vd6FmARTk5O6u3bt61eSAF7BmgO4EsGkM/DjJGh3Gr/k8ajQcFf+At/of7T//Q/rbW1tfov/ov/or797W/Xb/zGb9T/8D/8D2Pno/5NQyTIWaJALbJFt7A5SdDT5ubmyB5lyg3ZZf7t+Pi4Vc8qIEk6OCvrVYBSNk7JaWVVD0JJcCgJY5PoHiLNxjGEm0EDZpIarBruAODYXDsZEnPB8WIXFhYW6vnz5+0gHZFMplgy6gLMsp6AIkGl4xaivXr1qhVPobw44tPT08YgYAmqqhk0NRovX76sqqof/OAH9f3vf79F45gTc51zmbQ8JE7OpI+8J2pXVJ1bzsgTA+XnokA9DUSGFF90k0xApmJQsRyD50lDm0OVvc9dXV2NbJ29vx/2w7+/vx85HCVZpCzITXYG+zKOQUn5xFqgmVG8qROMY4I3/06Qm9tBvZuqeQ45dUS0pc6IkxUlA8GcojQRlkyqCQuTNon8ACeTk5N1cnJS3//+95v8AAy3tw+HVCli46RSj7LOBTPjuljQvb29Bnw8/8uXL1uELkK2rVUrcPQxGUyd4rAAiHGGGiPPmZXxUhxsnGAt68CyVoAMk0tg1Prc3983Bgbgye2Qy8vLLd1jix5mVk8XgYcArapGqvgXFxdrZ2engS9+AwuiJbL0knq1qmHRHxtKd70rdiJTHexTMuOXl5f1xRdftD421mtlZaXJbb/fr+fPn4/Ygww6kzGgL3T+sePRoECV/OvXr+u73/1u/Tf/zX/z+woGjNevX7d+/nl2OroRNSQ6JyCQpoKjqmpRWdXQoWcuM6tVod2VlZVaXV2t2dnZ1kQo938nGBHZnJ2d1du3b1v08kf+yB+pFy9etGiS8WfE5LU9s+fIHCVDzjnndirGPKMbRiWLDe2Rvby8rGfPnrWK+dzChlaFiKF2YIRx4xhFZ+avathw6rFjf3+/Pv/881ZN2+/3W4ro7u6u5coAOes6GAxakxbK9Pz58xb9MACU7ODgoC4uLmp1dbUVDe7s7DSqUQQpMpUPFakw3IqcGAH7suWku9Xo1i23yDEYkH1God7VGgIoWRzEwGQVPuoUAF5aWqq1tbUWHSSLgSFAl3OienLYepo7Mtx/3BRC0prATzd1YmT1v0JbVG5VNZoZ6M9dMQAX2RWpY0lEknNzc7W2tlaDwUPXUqxcbpPk3MhGFr4m6FbjxBHRPymB+/uH3R8Ked2PM6bj5hQIEmVy0oPBoEWHQCLgZx9+tuIFRti37NviO2wl2cm6qnFtORYOaModFtjGlFX1Ke5XNey7UjU82Al7lzbIZ23rA5StDcB3fX39lRSza9Kpu7uHnTzSxnTEyZ3AhboyjKGzIo6Pj+v169dtToFL6wrcsNGYbgCdDNh5RDf5CimzrC8RrCUbsry83HwW50+PgHnpSOvw2PFoUJA5iTdv3owI0V/6S3+p/vbf/tuPvum/aWAG0GmDwXDPPjpwMBg0g8/A5lYMQuVvxS4iU8ouyk3DlYjShKr+tPCQtVy2RiCczBdffNEElTFDr2WRS7/fb9tVON0sAkMl5TYfgg3MABqEv2pYnEZAUJBZuZ4oupsvy8rkqmrIk1CaO0zOuPucv/nNbzZjofhrenq6Xr9+Xc+fP6+lpaWmTIp47u/va3V1tSHe9+/fjxQFZb0IepeBPDw8rLW1tdre3m75YBEWIMSJqSoX4R0cHLRaBYYiz3vn/M2XubBO/gbOgMOpqanW5MgzZBRv21wyCWhM78D5qr4HqKQTFLpNTEy0A1+kZkRxjJF3IxtAr0ZW4wwFWNaArOZW27wvB9JNjWQknY6zagg8GNHp6ekGGK1H9thwP41jBoNBywtncWrufFCwtbOz04DK0tLSV9JuojRMBbBB/oyugceAJL3MLlQNi+L8/OzsrMn9+vp6s4lsBVuXICb1QIR7fHzc2En3U1z72EG2ATDASkTMKSaLKmjJf0sNZFGzNcQiSZvc3w97clgzMn57Ozyt0b9dS6qYnKW/MH+AMJuadt9OiKurq0bNz8zMNACBgaP/mQ5Rn5NFpt06mdvb22YDq6oxVdmDww4U2++ltPRikAr3nuw8Fmcc0PdoUPCn//Sfrp/92Z+tqoctTv5dVbW1tfX7Bgo+/fTTxgQoMhQNrK6uNkXgDKBofQGeP39eVdVoM+2HLRI6OQVOwaGCq1evXjUEaP835KpQJ2saUF7y7PaFMnQMYdWwmMYfxt3vcjsKhFk17DXufdMRijpFAN5LNAuBykFXPTiFlZWVJkSobo6o1+u1PHtW86J4Kdu41FRVtV0iSSdeXFw0dshWKoaXIaW86kYYXvTfzMxMA2giUpG83O/P/dzPtXvs7u428Cal4vP6SKhJ8dxZDKUIjGEBADAX2IvM83p3hp1TyP3GHBP5cF90KZnVE39tba1FbZoTMYxy5xiMrAjPNZbyIn8cM2cyznj16lVjprASZNB96YaKf5/pNqihO2pPqqqxdYPBoNbX19sOgtyl4tAgMqqmQMR0fX3dOmKq5lbECVR7XjsnOAp24osvvqjd3d2mj2xM0sf03/oNBoNWN5S2QdScztxJgv74neJCcyFnT/boMhm4u7ur/f395rySHeNAxtVhrKrAiX00B5nzdz9An0ywV5gf9tzzAMJZT8TeVlX7DmBoJwAm0bxK2bBzwBOQvrKy0p4ZcAVQbm9v6927dw3Mk5MEWrnVEcOX6a+sadK5kn6TB6kRAMYONGfw5O4OKYrLy8u2BXtmZqY2NjZaHRMQw0aOE7g9GhT88Ic//LFbD//sn/2zj77hTxq5V5+Qq/zmQNIZZl6H4utx0M3p53YsxUHy5lNTU3VwcNAaHzGcqDW0q/srSlPRz9BldKg+IvPRooksnkn6E4qVU7++vh4568DIymqUqbnCTszMzDRjb9sX5ZIKIbyTk5MjPcHRXFkB73OMnbkZ12ns7+/X3d1dO0LZvHDomQbxLhwlKv729rbtDxZBZfeyqmpRPTaIg6Q0hh0LQB0w6uyJ1dXVBjg8h2gUMEzDz3BxDjmPDOFgMBipZwEayATDUlUtclG3cHNzU2tray23zGHmVrX7+4eCzHfv3o3kdK2layalq/gK8AIgxi1CywZPWajFeQOxWcCaBizTKIoQM8VTNSzQurm5qWfPnrXeDOQDGCCbHJOzBqqGtO3y8nKTJbIFxGQKTzc6AOzFixc1MzPTdjdlpO7duoAaoyMarKr2mS4gz2jaM1knIN8++t3d3eZQOS67K8xXr9dr9T/mxxqPOzyz72PT6GvV8ORHMi61JZL2O+uuJgCLmDt2sGVk03exZBiRrNvIGi120S4Ocm9us7i2G8yxTcBoNlFj+9mADMKse6aKq6oxK2wGvcZkkNfV1dWWtlAjQF/UjQAVS0tLrTA7d1vRvXFs9KNBwd/7e3+vHZfcHa9fv370DX/SSOSLYhHpMexOysoe6Dc3D3s4KaWKXtEYgyuPbo++RUCr2VrivlkIRQEJZuZsMRAckc512bgii6OqqlHjHC4lu7y8bOmGFOi8l0i4W5glsvzoo49az3QO5P7+fmQrjeKYrDCnkJkHBYA4G0rt3pkjfsxA0VN839eNET2X0Wwak8HgYWuO3R8OP5qYmGgMjvziyclJqz1BCw8Gg9rY2GjKKh/LMUlhLS4uNsp9YWGhVldX6/z8vNbW1mpubq5R3Vn4BBRkvtB6PXv2rAGOlMeMkBgabEymtaQ4qqrtwJiYmGgV9t2iXI4015hhca+v+xkjzqiOk48k1/QVyE2wIgok97bRMmYMJgOcBXgcJZ2+u7ur3d3ddvJmtpUFCjx/GlPPVfXAfEqD2WKblLaGbckgYHc4IMZabpu8ZQQp+ge+6L/UHudmTbLzooDm7u6uAf2Dg4M2X5wRkA6QpJ6mzcB+kafcOfWYoYATHe+PNU/HKgWadqpbPwE0ocm9i98DNE6klTZmQ6SppFnYYWkaTh9DWjVsuMRxey9sIfbj/v6+ReSeHdhnV5PtoMPsChsvkLu5uWnPlnZeigyLalshW+AdMNZZnwSEeh7zJ7WSoOQnjUdLwo8DBD/pd+MOzikrci0+akxxS1a6Mmx7e3s1NTXVjkHOKFAzJAv4u7/7u/Xll1825O5+SU9RStEmg0cBqoYtYQ25dg7r9evX9fbt2+YcKG5Gl5yr6+bWRAvt2sCDCBuFBgWjr9fW1lpBjJ+7TtYwiBhEWqjJrEtg2Bk3qNrnxhmEnRPY2NhoW83s8fZOwJgoiuOizAwHOeDszYs92vv7+23ftBoPBoXDXFtbawfjAAVZ5yFSTaNmfi4uLmpnZ6d2dnbq+vq6zWtuW+KMOOCUGWuMjTIH6FPznbKR1Lb3kuO01tkf3nyKPrPBinll4IADzzrO4HCcbIgtkK/NaPrq6uGwFjt5koljKBm/DASqqkXT9NTuFE4JOPAunqVq2HCM8Ta3aiFyG6NcMCB9d3fX7Iv5nZp66E+htsD6+iO6BUxz/7m5T4ANHNB/LBDbIzUgis259nP1MFUPtRBLS0vN3pBjLMi4bBDmVOEyx5zROTAv4Ekam/1mU7tgxc/MhZ0k5pPMkgWO0DoKDoDldMTSshwtdsV2xNvbh6ZZJycn7WRS9kYKAhOTukV2pUeqhlvsu6xQ1rtk3YNxe3s7kgoFWtn9TPvkdtxkSDxLl6n4SeOnOjr53+Zg1CBxQuVF5+fnWw71+vq69RJQhX5wcNAmkhBSDBOTOTuUk+hFoQylTPQnD7y1tdUiBIIhuhc9yvuqAmYA3dt9Eglnjp0h44wZJIqToKCqRrZNARtnZ2etWFHOXWokq3YBsYuLiybEKDLRj4hHFF9VP3U+MgV+eXm5zs/Pm4KenZ21M96fPXtWn332Wa2uro5U71MozpjCodDn5+dHmrSIfKHr5eXllgrwXeBPCkdHS5XKwOLOzk6TS6DJ6XSAZeaebRWzpmSMEeX0q6p9l4yYV8aT0bFDZnNzs6WF8nCqrPkgJ5gJEUUeSMRBSUP0+8Oz25Mte+wYDAYtP88Bplzm4UdZUEzeRfmpl9bQ9jtRL2fJqdFFczgYDEZa5mbE7PpqRDSWEa2qQci0S247VR2f11SXASjT1SyY5JQyFaUgLGWF3cEIuTf6mT5wjuhnaYzspOrdgCPgIu3NOMNuIdv4ssI9I+iqYe4/dwFkOiW3cbLr5g2QskUYAKH3bFu3bgZwV7CX6VyfIYf8yvr6etNdz0kvrVGeYpo7AjJoo3PWkE8DQMlL2nPgzPWALgGw+pLNzc2mB3RYaiZTwIBOpl0eOz44UIBOzvzOYPCwvUSknU5JNG57UNVwKyK0d39/3+jwrAhm6DmCdPAKaBR5iMyqqhWfQWbuOzHx0AXu1atXdXc3bEREiNG67pVsCMXOPKvP+DdBBXoooboEc+M+u7u7Tfh7vYfzIHZ3d1vRHmZAgRcnWjUUcjUTKlyhT4JpHscZ2Jpnz561o4W9q45d0C2l4OAyX/j27dv2PBwzEION0DMAyBEJpjHKn2OX0NpdWfE32k9BoUhVRAkgdFMsAI35zfoUEY15Ju/+uFbSxSjFlIGlpaUmo6Jcz1M1bLrCOVSNHnfsd+Rj3D4FuUsimQgsGarXWnoma2mOAATpuAS+vgMEVQ0PE1OQzAkCFnYacAp0r+rhOO+qIYOWrCDAijXwJ3chuU+3MI7jTj0HptNg5/721GFsE8fu51lDlfKZaawE9Rgq68rOKOoeF9ibc/fK7YdVQ3CWxYVAKMYHGMw6Et/1TFnX9ebNm7Z10bovLS21d5BSklqziynry3QRtBMLY5E1Jxgtc5l1YVn7BfSqbaODgIDnFBhkCk0dmBoRTC0fwGawRUDs3t5eq0HKujLP6E8yWLlL7THjgwMFudUqT0XjHEzyYDBoJ+BdXV2NRHOiqampqVYhOzMz09qOZpMTBvX6+ro5QAY5o2mFZfJ/onoLcHp6WoeHh/X+/fsGbLo5RQgTcrXgkHXmgzLCy3O8q6oJj20ojGT3GNTJyYfObHd3d7W8vNyqkhMxm1OOyM8IIgMO/FiPLEBjCB47NAGR5uDgrq+vW+to66ejpOK1jMawQxmtZe8FzIdjbLOINbeBdhurZFEjw4C2JmP7+/ttLpMlYgwdbgPQDAaDVtzq2p45nTGQwkFm4aeolSFSfCTFAqQCy4CAaJz8c0ZVwwLSqampli7JVNq4lctVw3RSFjJmvrmqRmTfH3oPJHqWTBtg1sg8oG+u7u/vW48C6ZR0TAxtnmlCx5JhkJvmgD0/BiPrSBhyOiF9ICDIdfDudJ6zzwAAUCfnuSacuVoYET/WypZT9iLlyTxny3g2bNxi4Uw1kT+O3DyZd0xRFlGzid6bTZPWUAjr555dUJVnVkgF0ossHrcDwlqaH88pWACwsAXqOtiC/GP+2eeUVZ9RH5DpGtcT1NoJkYGj5/bsdAGrg3XAqiXYur8f7lii4wLVfyuFhn9Qw1YixqGq2oJXVVNK/+ZULKqJcIgE6jEdEDor80SiruzOl0qqGtTeUNu/shHQ4eFhq1AFLjLnz6F4L/lAw755giBS8L5ZKCRqqhpWk1fViOIpavMzOfusKpd/BjDs30dLcvjJbGS3NYzIOEOxHuNK6FdWVho1rKskoMaxcb7AnedJA5qV6ZofcRjyzupKRN2iSeuOlqPAcouMHVYggQM5ymghWQHXFIVU1YjzSkqcExTlSbmQC0yNNRKBeW9gCHjEbOjp7z3v7u5GwLAUx9HRUUvb0b1x1jcBXEY25gm1nQwISr2qRgp5yXfqAoeTIEJU5DvsAl0BAB35m3LgM8BYAuP8PsfV1W36lD09gBy/t+aua378nvNEr3Oy5Kjf7zf2SiEpMMgumEfPXTVkUDAa5hhgy1z+Y0cyAlXDg+wykKC3DpZjr7o7Tjy737NvZN+1ga+Li4s2V2yENVFPwTbwB925Pjg4aHMEICpk1A8mAwQOOXWJPOVzeyfy671919/T09Pt/wqs6fLKykq7t5oHgEEQqJW/d2DDq6rViLAV44L6Dw4UeHHG3guJyiYnJ1vlqwWz6Aw7xSCMutQptKFkBA7zgBXIqm0AYm9vr3q9Xm1sbLTI8u7urjUu2d3dbYLiGSiaKEUklzmudAb5R0To3bJoiaHwDO6REWcaRp8HeDL6rBoeGZt0N2FMR+eeqbRZbPPYweE4BRJqz/23BwcHjYZeW1trznliYqLl1IED9QMKvfwc4DIHcrOcgHx3yoxjXRUOujeGSqogC8qqhie29Xq9prBZlwIskr2MkESiED8jYC2yMC8pVpHHxMREawOr1iLBq+j54uKijo6OGiuAtUJ9ZjSs/atamHHG7e1tS+XYwmce6EDV6IFeySigVOnn7OxsKzYVCQHw0kAAgOJSxppsbW9v18LCQnNCVTXS9Q9rJDiQ4qITVdWi1cvLy9YwiV2iR2Qh+4/QpW5gIB2QztqOGgBCigWw9HdGick2ZtoG22pN3Dsj8wQY44y0D7kzhvyQ86wv4Pytc+42SuCj/gnb55nZwQQ9gM/k5GRL5WkwpYg1u366VjpQx53T36/bGppbW7EPUgJVw0PepCQBwmSMFZvm1klgSKqqC9TIRdbn0BEyZM0zTW0drPU4OvzBgQLGDy1PKQk1h62jXNVwl0C//9CZC70vmrJYhJAiZ3Qt36mSl0AoXtve3q6tra0Rw8mYXF1dtWtztnLwKcCAQhaQZYGQqJnwZJcvjoKQMdYZzSSoEDVztq6dVGhGQNm0g6GgsOY9c2CZb4OUHzs0jWH4u93HrDWazIFIqM/Nzc1mOD755JPmhByM9P79+0aZJaofDAZNPjhxwMYWVL9ncLLgMlka9SrWNE/U45jJrj/pZN03wRigRfYBsdwamD8zV1XVikg5E8Cuqlp6yxyQjaphxEdPPKNrM0zjDBQuw+X50+CZq4wSOXHvBCBmS1jXygicQ5JWYLilk5JF0eEzz703fxgigOvu7q71MsGc0aEsQOT0AHl1Smo5cj6zmDSrwgEbDoQOYnfQ2bn+nIEaIWCGjfBZc3x3d9fSoAAQezNuCjDrEQaDQZtnesnGZM2AuctAxdoDOxybRkT6Onh+cywl4LMc9OrqagvW+AHzzqZlOunm5qb29/ebLcsAjHMn0wpPV1ZWmmOX2s46kkzNcMZJ8ydg8izqtoBZz5KFogpM7Wwjh+ymehp2j18EfB+tv2NJwh/AGAwGbXcBAyqy5UDfv3/fDDvjt7y83PK1iUohutzFAGlRJAaGIUD/a3O5vb1dm5ubI40/qoYH0tjaRdFQpt18ICMiirTgmVNPZElQ03FWVXvPFK5uQaafEcS9vb3a399vDhB6TBCGLclnpcxQZ1U1IRTRjEtPvX//vvUxT7q/qppzphje2bqen5+35kO5PdSJcdbXdexkYDjNeVaFUzjfU7QqZeD9Dw8PG413fT1sKpUgK/svAE7WwzC3ZDrl1lyqp8ntkPRB9Cu6OTk5qd/+7d9uBoIDFoFy9nQiC9dmZmaa3GFWJicnR3bdeN7HjsvLy5GOleoCsvI6C6gAKWwWh5E5YA4CtZvvlXlsz3txcdFqONSlmGPRJx3Ieh2Oll7pc6GtsHnh5AEQW0BTFtgch+xkuiSjuNT5Log0LxyHa2cdxsbGxsgZHFmXlD0zMKl+xr5gMcYZUmGehQzl2mb69e7u4ZRLYLaqmn0ip+bLs2URaaZKMSJZ2Mimue7d3V1jxbJwWUCZxY0+i5Ei99ZbMWmyNAlU6L0UbK6vvxO8JbDz3LkemTaR7sQgKUheWlpq27fJj2JxKYlMYY2jwx8cKECVMPAEDsJT3GL71OrqalVV+z8hTKG1ELOzs+10QA5GJLi0tDQS0aQDUbug+MVBTdm8hpOuGvZaQI8bnJHFV3gkFwV9mwdgxs+yOKy7vYZCUrDT09Mm5GjJlZWVFoVSMpFq1bC/ApCiRzqFJ7zAVW7ZGWdwApxHnpYoKkzaW+SVldLv3r2rjY2NkYiNUZZeotgKARUgeleGl2FDQXMqomtrAGAm05MpmMHgoZgPw7OysjKSS8zUFSaLU2OogdyFhYWRnTKcAKOYQFNxYdbgABjkI1NhtmIBL5lqGgyG9Tu2r3rfxw7PZ34YRPKcNS+cSMoReSZr5jcBO+cHPAMyufe8qhrzhX2Sh+bIpWCSyWFjVKIronNN81v1oD/swfT0dG1ubrbCvczzZlFeRshp1DMHnkWYuZ2RQ8PCCI40V8IMpk5zTJwLBs67Z/+Sxw5pG8GK+9AT62ptgdSvWz9AQM1T1gQl+5PbhtlQOkCmsiYEY5BAS5o16x1yh0n6nNzm6vkBeLqYNlgwk7ssACL3A1w8T24PZbexFbbbuz+bv7S0VCsrK40tV+OEHQAK9O9Ju/eY8cGBgtvb29anOxFsv99vkRFHnaiUk7m6euhlvbKyMlKAkvTvxMREbW5u1tXVVb1//741rkAPoVzcW8RoAS0a5A+Rc2yoeo49aX7KjLZPYyAKYCQSOeeWp+x3kGkAjsazp6IzqATaXJkbCnhxcTGyzQcASQqdUTHGpR4VwN3e3o7Q9d7Z+qqpoHTLy8uNpRBVUmagUVWz1E7mUDl/RiEdweXlZTux0fugCX0fuMgcsLXw/Ch7jjANFVBhXTjpqmHHzKwkxzQAuEn7ZhoCkNOPA+UKHGcRmL99l7zYfSOlVVVtXbIY9jEDfZw5YEaTDmS0yEFYD9XjZB4rkDly65opAAyDToPoY++rk+fV1VWtrq42IGieFNgCpvv7+435EQAktcw+yYOrRcGe0XssZjIU1jxrDzwnRwoI5Fx6tqWlpdre3q4XL160Q3sUr2nwpqCTHnumtB/0ftxh/hPIZfojgbrP0Y3cajk5+dAx0juymerBbJMWkOV6qJ3JFGrW7JjXZIjpDplSR0Qu2dys6Jdy3t3dbc+uoZb0putV1UhdAXtN1tlQwQJ7lfUFCuB1Kq2qdgbC+vp6bW5uNmZMoTjdX1xcbAfHSelY58eODw4UoIzkWtCzjARETElRO4RoMBjU69ev6/DwsJ4/f94izbOzs7aNjAA54zzTAQyNyKPX6zVqOXNa9/f3jaImBFkUoggEVYQOyyi/S1syFp6DALme90iFE1EQJM9XVSPfTRBBULqRxdTUVNu1cXX1cCIYYctcmOuhpsY1Ku6t2rdqWJFd9dXDoBKg2MOOPbGWinDu7+/byZPy0Q56yrwmIIQ2V6h0czPsfJdpDbSz7wBzWCtbOlHWvV6vsRNZCS3ygeIZxqwhMedkwDwwBFI+PoNpwq5UPdRtMKZSJDo+pvxwIP1+v8lB5sGrxu9YSVezDqSqGsDK0+ESFFnfrDXhaM/OzlplPqOf0fDk5GTr6mje5JutNdaMEc3CtgQYrk1XzTlH4TmyaIyscGIZHeY7JvPWlYss3E0mhWNVaa/tsjMfOMDr6+s2fwohObjLy8uRLozkOgOUcQZ2i52enJxsxymbl3xvqR/sn+AJeBXh2iHmj4jZ+2G2RMm5kyzrYdgmvQEywADMMJLZIwLgcw3BHRDCEe/v77dnFkymjcznmJycbIdRcfwZHFgzAN/2+oWFhfroo49qdna2lpeXm954D+lCtog9IAd8nrl57PjgQIEGLolAjcypdZEgQWTAzs7O6vPPP29bHOVagIjr6+EBPPK4Ks0pOHTJAMv/ZBFKFjCKprOamuFhDC0g9JwLRknSMH3dd6pqpOIXuPAZuXEUnOgPVe2z6dxde3d3tzU44kjTWEHSuRVnXIPy5s2b2tzcbM1GGFFgIWtKODpRhvlHiaWyZ/ES2nd2drahcaAMRZ+5NlTvxMRD5zjNTbAuIgHyAJQkEGAk9a3HKCR9md36MDtVo21SM62heFYEzHkwvnnADkdqPpIaJydZdU2OExAYSamPO6Q+RGgAm+iak7aWybzMzMw0gI+J44TpFCN6f3//lZ4hdMOaTE1NtSLkzIFb42SP6EumDt0zi0MxgwIA75WGmaxm9Mo+0EGgXIpDkaI58gwiZN3s6H5VtRNZtd6V5hwMBg3gq3kiM7lNLun2ccbKyspIcSYbohCuqlqkLNVIv7wDkF01TPNoFoeRNNfmJVnhquGW3txtklG6/H93Zxn96vV6jTXKM0DcM1laMnR3d9dYxaqH3VRdNtc7VVWrAQBGyVh3a6HnXVlZqWfPntX29vaIneHDAAbsD8CCvWCDgBzdTh87PlhQIHdECbs0MaUUoefeVREVIwAUXF09tEFWvJT5HkqSk8sRcczAQQIShptRBQAyeqdwuYVNRO+zwAXnxHAwWPowdJEu0OH6GAkKIr+aRW+eP50k45iFb4l4M5XhmTibcSPJzc3N2traGon8vY+tcABZ1k5orSqKF21sbGy0xju7u7utSY9dC9YmTwsjF+6RYM97+0zu4sjoVs1ItjDlBDIaw3hhFBLxi+TICYOVxiujJHMuSqAXHKPr2REjIs9dHPf3923Lp22MDG7mcr3nuIWkNzc3bfcB4Ds1NWwfmwyfnQBLS0t1eno6EqHTWfqZYDvTHHQ19dNz+93y8vKIvJJprBpHkHqlyhsTk8/CwNvxIs8t5397e9sOzQIGHUxme6vfZV0BW+c+rs2RDwYPxcCo4Yy26adn54xFsUAz+yKCBlLHXWOArKragWl+V1WtNkd6xztlg7pk3hIMYYv0TaHz2DzpKHNDV4BFJ5t2U20YSHqgzoJMsdFYAfcAtugJ2+DZM2ADlJLRE7TwVxw7/VZbBQhiIxJMexdzm7U67CFbA6DRIz7vMeODAwVVVRsbGy2HxPln++PM+6RzZUwS4b19+7aBCQbP6WIcQBaxZdW1hcxe99nUJ/PYKuIzb0rJAYeMZtIYcCJZXOS9gBzVpCnk3jspZQ4+DSlBvLu7Gzldrmp4VDXHztiiVTP6FuUQPoZ+XKbAgUuiOAzM/f1967iXaBtF3+/3W5//pJXNBzrQzxV7yVMnRWwt5JgZRadqSitwxD6L8UkwaW1OT09bz3/v456MvbkUIaacVVVzyACpaFcU6fddcKzYUAQlFZEySGesoRSRdRWN2Q52d3fXjrkeZ9DLLDT0XFIua2trDTirxyGbHB5nbB7It2vSccaYHKOq1WFYazK7uLjY7AHWSJ6+alg8yPmQO79PliaLe0Voum8CltZaOscBO5ye32VvigQHUofn5+dfOdeDLLGJCsyAToxh7pQRpQPIyYg8dgDq9Mn75K6ZPO3P2ncBs+c3z+pbXEtuHPjIAFH6NmvLyFymZ71fAiufzWJJ+f/b29tW3X9zc9NOKkxdo9/Ssxw5PRK925rOtwhOsnYIUANKzaFA1/xilbE05BeooFPOP5BS9JnHjg8SFEBNJl6BF8OSxWMiDSkBCorCgu52dnbq7du3bVuZKMv1LIC8JMTJeGY1KkoqDcva2lrLBTNWMzMzDfFy8oBJImMAAgK1VSdTF+nEcldFpizQ5Ix7ziHDlAyHFAmDRrl8H4oFMgyKhtUYt6aAoZKe0EAES0NB1B2cnp42ALGzs1MnJyeNVUHlQ/BZcCRfjinITpOMaKZwAEJKKE9trb3n5ORkHR8f187OTru/3LVn4RB8l2KaY3KXu0sYWk7cdRSX5c/9P+tEOJeqGmHWsi7BNbppgWQsACUGblxqGTACtlPX3BdQSuBrXUR/3vvy8rL29/drcnKyOWdrR57kVhnodJh2W1inBHHmOyvdrb2W27mNjO3gxDAUmAMHblVVK0gD/NgPgA9oMe/miMPM37ENjHx37eiqHRUYEXaDHUlqHDOUBZyPHVnLxH6IzPPcjKoHe7G2tlbT09PtKHlgHSAlkxwuZ4+lS8dOPrLu4vz8fKQbIRAoJeXn5n9+fn5ELsxxbhFkK/Q/4IMA2bR9bLMAjR2iA2Qy1y5rLrL4NIMP4DznzP3NXYIg7BPWQTr8DzVTQIFUlqcT1LI3EZ99yHd3d61wEP3vGNwsOksKOCO5qhqJJjKHTbn8m6HNnJVFcfqevO/S0lIDFBk1ivpyQQ2FaGgsyiCPZJ44mqTnPD9lBQZyTzr0LtrpdtozMiqDugEySpmFmo8dutwx4lIGKysrjSWqGnaslL7JU9ikSETNzjs/OjqqnZ2d1g+dPFhzawuBT01N1cbGRjPAh4eHba86+pgMUkbnmZNVYCZTR5Q5oziONmtWPD+mi4PD3NhyliBKkazUS6agrBtnSM5EigAspsXe6m6RG1Cqcc44w/VnZ2drdXW1MVqivdzxQo4VWF1fX9fe3l6LLpMWlYN1Lob1wqxwwHNzc7W+vl5VNVJ8SeePj49reXm5FhYW2vHCZFEdRgYkCaZVjE9MPGzZzcJHO5cAHLaGQRdcpLHmMKwZsKOyPtNnKfuDwaBtZUvwSD7svPL/ZFFtF017MG4KUAoA0ypdm46sqpr+5BkDQJl5AHg4fzJcNZqqda883dBnAT4AU1SewRDADqxhThNI8i9AMlCFcQJSMwVGlqWTMAZkVmqlC87ZTqAsgYEdD2yDz2X6FgiZm5tr9Qb07v7+fqTwdBy274MDBSbXJBBqFLCIm5PMvuxzc3PtuNerq6t69epVm2j51KTWkuLnMAgCRSMQBIcj93yE8fj4eKQeIJ1nFs5YOMovrw/45F78qmoKk8xCVbXref/ML6ZhT6pa9E1ZRCrQfdLw6XCBjapqn2dY8rjPxw7GkJKZA4aVs5yYmGjKa+0BPCwNCnZ5ebkdiXxyclKvX7+uqmq55HQOFAoVeX193UBoGpzFxcVaXFxsOUcMxsnJSb17967l78ioyAl9t7S0NFIoWjXcrpT1BylbGQFktb37eA7OL1MigBtA49pdGttzuK8IJNNFZAhdPc6wdpeXl/XmzZsWqXFEKZPJ1iU9m2wXOfEeg8Ggpes4zMPDw6ZD5Ih+AyGucXt727YYM9iHh4fNcMp30z3rgN4F/rP3A3nyHZSuVFb3lNFsIGZbmepzdo1zwnYx+Ipas/K8W4d1fn4+cjCUrozv378fKY70nuPsY7fG6UzZmwwwrKk1YoNR5FKyQI7rpMOjj1ksWjVk1TAinHUWBNNLuXuAoWrIdGTgJSDKbYcCHwzHzc2w22imZwEi6zAxMdFSdYLDrAljm71TBngYEsFRFiBjOVwLuwZw+bz6C8XPWPbHjA8OFFgQf0RIjDRDa3Fz8hiRu7u7tp3O70y+iAmtQ2mrqjm4pPHlHFGG2TXO3mBbvTY3N+v9+/ctBwXxAyEcWKY5GOuqYSFO7hBIiq1qiKAnJycbyoX4s67C54ATSpzOMIUThVo1PJQqc4FZ9OnZOSaK+thxfHzcWBrFbtiVpaWlWlpaam2Krb3oPCnGZDAY1v39/UbHUYqFhYVaW1trRhCwkToha4z/0dFRO9YZMACmLi4u6osvvmhbKc0v5E/+sn+65zT/2e2PI0P7UeiUncwDd2tV1EqofUEdkvmqGqF2vevx8fFIxOqZE0QAjYzNYwfHBWC4H6aH4WbYMtpNKpWM+H8yYGTY5/1t3nZ2dlrelezf3t62ivyTk5Pa3d2tqampxmZgHqwlhsMzSwmyJTMzMyMtuLPy3/rSdfPiGTlN18851tQrc8kAjblL2QXoyCf9R7UbzhFxOp/IG4AbZ3TrKQaDQauwx5RVDZkNsps1ON26JBS3cyfUiCSDZn66qTYgOJkc9oXdUq/kvmScE5bu8DOsinXAdkxMTLT7YHkwXICjeU+WA2igpxksCEyymJV9WFlZaVsLgesEgeQTIPbc9AUIfez44EABdFk1VJTct8qoGRgEv4O4RLhVQ+CAVsvCvNxXbvEplGtmjl3Uks5CtD45+dBrneKLyLvUu2eenp5uzo+CorqSTuaIu3lYzEa3YIhBzgITiJIy2NKX0dT9/X1rJgTFJhjJgrVE6N389E8a6+vrDezIEcv9ydN++umnVfVA/759+7alAMwzQ6YoTOU3Ks/6MpyMgXahqGGACVsxOTlZ6+vrtbGxUevr6+3YZZEIx89hmu+qGmE5sqqa88uzMLo7Ezg4Mu3nWYcA/HGCWbxkXckaHeBEp6enG0i2Xt22yKlXuZVzXKYAsElKnP5062ly54xh3dx3bW2tnQ5oPbW4rho9dY/BvLy8bGut8JB8eC7Og50BPBWwVVW7nrQCYMAuJJjAdHgvaY61tbWRCnHygfLPehDzkjaA3bCu5siz546pqho5IRbF3a0h6AZV46YAfbdqmGJlR1H87oH9YRMBEWCPPSM77FzKMJnPTrfJ/mBDpqenRwqE8xwT6RjRs3nPIImTdu10zlXV+hPc39/X+vp63d7e1u7ubgPe7qcOThpBitT7Zto4ASCmwDMYz58/HznoDIhz4qmUJ5tm7e/u7hoD+NjxwYECW6SgMiMdmomm7Kgggik/WVUj+68pI8HLNAJlViTEcEFted+sX6D8jAcHm3Tg7e1tM8gpdJljhUBFc5kK8O5ACOFNEJANiEQSIr7r6+s6OjpqEUUeR5zvyvBwXgBY7v5IqgyjMu7ug4x0cq8348vQypl2Qdvh4WFDzqhjnRhV9GZRHqeE3mcoRV15ZCrn4qQ9c5QFfuQx0xJoeICLDOjCmO1LrXeCLkCy6gEUAEoiQRFYvpcUDiBpjtQbkDMM2MTERDMe+/v7I13vFDYBLLmnetz1ZZhE9NkvIos8GUlzwgkCakCcKIezRZcDklXVuo1moZpzLMir9eUAvZ8o8Pz8vO2TV3eTTjq3yWYxH0dY9ZDaEXy4rzqUZNjotgifA8zfmROyhJ0QUaKu5+bmam9vr9Hamf9WPGc7rqJPjg04GbeY9OLiojGVriE4cT3zXTVsYe0+3tF7CAbINsZDYJVU/8TEQ3dTlHzKNvtmLnIrdeqIXHumN/gCIN1uEyzEYPDQZTAL/U5PT2tlZaXW19dHii+vr69rY2Oj2WoNm7JJUTIoWYDu3rldlk65d6aAzZ2Ali+i92zeY8cHBwoUdx0cHDSByYp6LVcz/55FeRk1MnIEzL5nQpKFLRRMHkn+Jot8GC+CJActt3dyctIobigQfVVVzaBVDXskTE09dBGkxBktpkK5fp5bkAg7DYn3mZqaavlt4ALNeXt7O9LHW8MZ85hRSRYEcbLQLUc9znAuQ+6b9wwKSq+urtpBNoPBsBHLxsZG9fv95ng9C0evjkOUnfnNTEtdX1+3uhTonmKSCw6XMdUcZnd3t50LIQ0BpSv8cW9Og0MgG5y7aIWD8azSXBQ/6zsARoayC+rQ1H4nF5qOFytTNSzGI1fYK1HluIPsALAAN2dlHjhug07SPw5kd3e3fYbM+z1g7L3M1+TkZKszyXmlSyj+TBHOzs7W4eFhA0G2zmWNBr0RdKhJsP65a+no6Kilaax1Ajxy7T2ztTv5TvnitIA5ts92tKphAzRMVm79S4bM7312XOBXVS0Ik+JVs8SmmuvMiVsja+LZqqrZl6yjqaqRKB5gpg+Yh8Fg0HYpSSdIUdnqyCEDgJlmxcCxJ4PBoJ2b4B6564SNIbfmDwhXkO4ZUy8xFX5+fz88e8caY7IEG+wSVjmBFJtAvhQdGoDOY8cHBwogc04qlRc9VzVs3iCiSvpxZWWlGRsG4v379y3aJ6AHBwcjCJaxSMEWtaIWGfq5ubl6+fJlo4xVvechIzc3Ny2iptgMJgFA0aZQMsZAAmTPaQFD+UyEjxKgrhnNqmo5TlGaa2IYMu+cn+Osk662Pcd9xhnyhQw14d7a2mrKpr5ANLG/v98+d3JyUvv7+3VwcNCUhRIwtgoCr6+HB2NlXt9zewcOJot/zI014tSyvqGqWkMVxoNxJFMAiIigex9OWkRwfX3d2teK/JIqJUccje201ouR9gxdKlrEy0mQKXIIJAF8464vA8mRZkW0yChZFkyCHR5nZ2eNaQPyqqrt8Qcg7XLISGtnZ6fp8O7ubq2urtbm5matrKxU1YPjtePAToYuS2engPQAXeNAk/bGCngOuWbrg3kEHDIIAPCB90x9ZY2QNcw6GGsiDej/6+vrI1XqmAWpSrYAMLFWeoc8dgAcydhmwaH1V9/i85ipLMpL+Ux7ldtp2dmFhYVWc0AP6DBARJ+BTg5RoScdTMAqRehnaaPYQ8/BH2XtFz3G6KQNwXjlNkY+AeimG2QvZaCbxgDovSfWQlOsqmEAmuz0Y8cHBwrOz8/bZO7v7484K5NpMjKCkltjFAeDhy07qB3U0g9+8IMGBqQDoH5VuHKZlMmeaU1VZmdna2VlpbW6BAI4IhGeaD9RvkXmnBjljHAYinS4ua2FkyHs7pfFWnkdyDUrb1FZHBcBdY+MZpJCznexTuNWLuvLjlJjgKU4AKFe72GHxeHhYZtn66CoK7cbKXyamJhojILoAfXGIbqv9rArKyutjSxmRM5dXQdjn/vQq4a0dkbhVdXOqUiw6T3InfRP1ou4RjanYtA5CXMmYk6KOw1tAsxuA6yUQ7tTRFJV1bZTHRwcjLW+acjMU+ZlgTKsVOZ+GckEyhwx1sOz5XbK1JWU4+xx4EQ8c+RI48PDw0bzkxcOCMjj6DKtoecB3fPOOadzc3O1srIycm0pPXKVW1yBI2ubwAwd7P4cIgfU7z9sv3Zk8Pr6emNKzLNry4OzoePWBaXDAai8jyDm6OhopM6malgPlOAWw6JhkJ9jZnKnFIdpHq2Jde/uajI/WZCez552Dcv3dWweHSMT9E2zrd3d3VbIihUEbrAO5IoTl/oWdHhvNgoQSHliwwVna2trtbq6+pUdFAn4yMxjxwcHCrQNlYPPiK5q9Jje3CeafcP1ol5ZWWldnvb391uUkUWJBFRUxamg1o6OjpqDUhSX1dUcKyDiu76fe56hVBFa1bALGyXIugRCtbCw0PK+mUemAICQCNEQ5YjUgAE546RrDRR4KkbVsGcAcEFJqoY9vh87Tk5OmhPgGHq9Xh0fH9e7d+9qcXGxRYEcVK/Xa1sB7VDILUoATL4D0MdJZNESB6POQqQ+MTFRa2trrcZACsv7Hh4etpQMipd85DqSW7S51AyZw9RUVeubYHsasAAAcDRVwzQRgIydSIOSxZTWOiMkziEZC3Q+xiXraORWHztU/V9cXDQjKUqzRvoviDSzyNazAT63t7dNP/3NQQJeWeSVjBz2RQ2K6AtQk048PDxsvydPU1OjbXbJoedMqjadqvWrqqaj1suzmqOdnZ06PDxs/RZ8F1tGjsiQaJtc3N3d1dLSUuvxQKbYCjULahw4E7R/ysA4g+xdXV21uim209xIbWQRoTXB4gG/bLloHxjEUrruzMxMHR4eNgdOv+mo1F+mGci/1E6mQQG3ZBPfvXtXExMTtb29Xdvb2yM1BNiADFD7/X7b+pypG/aFbCczSy7pS8o7OfM8ggWfA4aBUu+UKXFASGDxh7p5ESreFjXINnONVcPDkRSJ6X2/t7c34sRnZmZaH3xRZhpegIPzTgcAbED6jFEepJKCxcGl4nI4KC6LLTcJRVs4i8eBECjRuHwiKtG8MJ6MUeYhOcmpqalWXJUOieHCWHRzu/n9i4uLkZMmu9ueHjMILiOSKRnOOHO/wBJ67e3bt23bpKJSOcS9vb1mHO1MqKqRfb2UdW5urhVdMsTYJoaJ4aG0DB7H4hlRjd3eENbc82eRpTxgOkfzmdXhWbiVUX5Sl4BGFkd6L59lHBnZ3NqVnwc86eC4w9HYU1NTrfkPA8fZAjdYj6Ojo7a+3s9WQYzMYDBoaYBMw5H9ZKDIMFlToQ90cDpkwbkEigI1UDo4OGjNtlJ2Ge+M6hJIJVtYNXrWRjJwVTVSUc9p21lxeXnZ2u2yKxyytdQHgQ5jSdfW1lqqz2BjUOFYnHGBfbJn5DUDNg6aQ80aAqxq1ZBN48jZ4qyRIKPsnMZMOcdZX8OWJ1DjRJPd40tSzqVLLy4u6nd+53fqhz/8YW1vbze9VJsmxSBFljUaZC/X1fMAShjW09PTOj4+/srWcEyi905WvNfrtcP7gAbpcmkpumFdx9HjDw4U2MdvIhhdNKi8ssl35rTvaLZi8k3Y6upqM6ImSpRHkUTf8j4KQm5uburZs2d1fn5eb968qdnZ2fr444+bcfcsKFq0OGfm+vlZwIVTcB8olNOVg8RuMKIKqTynqmcRZ9WQQuLwsrhlZmamVlZWRp5PFFNVLYeaiBrSZfzSAY07svCIweCA7+7uRo4Plm9LwJM0GiWktAxrN2UiOs8iT3PJGFC+3HVhe2RVjQCW6enpBtI4pqTsyG5VtdRBAoekVZeWlhrgyh4C5smc52E2adjtq8/iOGtpDjOV4ZkY5CxElDJjRMctJNWGmlE2X7nmHIh5BOIzPajpjGdWO0Qufc9cTk5OtgAhGTty498AuoNitEqn//K2WADyYUsoqh+wyMJOupfFhZ4rmUC2SsChlmJvb68BDnPj3cmk9To6OmpgLxkfnSRfvHjRIktAQFfXqmosGQZxnGHeyZgo1np5R8FUAjsFdMlSJsvD1ngn9TXZIVKEbM9/9hHJvLq5yuACA5m1A8nI0DOOPVO7VdUKTbu1BZnSsH52AgEBHH53HhUQem7gP0GyecaSGslQkw+dFfnIZIN/0vjgQEEiJmeoy+H4eUZsaCeRgu528mt+n1u00EeMP4FIqjVTC64D+d3f37eWy6gneUeCwtgScEbedr/cXbG5udkq7fPYUUJse01VjaQwMAHydpQdc1FVrXI+DX42Fkka3cjUQdYqcEwcKmUZNx/pfHSo31prHEOZIX55YPQqmRDx2YpmjldXVxvK9n6ZkzOXU1NTrWhJF00GUrGbe2rMAvy5xtzcXKtSrhpG9qL++/uH7X/WBai19dY9q2rEwWQNQK4fUJFpogQx5JNsSkkAEhwr4wKASpX4jHMjAO5xhsI3TB7ZNLdJt3fz/wBs1TBVmDla9DIWETDIdB274Wfmw32l4qzH1dVV7e3tNXnmnNwnGTnvo0bp/v6+NcniCEWlnI11wSZmWgmI837sG3mqqmZbONSsq8jcMydvG+zu7m4LGOTUgWUpGZX24/aiuLm5aeysw6O8I7tSNdyeCrBzvOyL/2N3kq3J8wk432S5gCYM0+3tbQseUmfIO+BuDcg+1s4cAoGYOVue6fbS0lKtrq62iJ+s62lCB62r+2Vr5OPj45FGa96dPfd/bAvbBggdHBy0GhkF2ff3D7tk7OpK9ucP9ZbEg4OD5gSS9kzl7ypVRvVo+bW1tYbQfUfOigInlURAGUDOiQFnYBkOyFO0wHhQaIas3+83gcoim6mpqdre3h6h/gmmXJHnFEFzfhBn1XBroyiVE08lv7i4qJWVlWbEKGpGnd6fUmWUg/KsqpFIhZMS2Tx2cDz+BjqqHoxIVpgvLi7W+vr6SLGO6CR7HJyenla/32+5YY4yDa53UXTlncyBYkNrwlnqce8aa2trIzsSpAZ0HJPOYOBFiUkbMwTmfnZ2tp49ezYSnQMnGdmRSzLkswBbrmFWL09OTo44nqRZkyVi0BN0jhNlVFUDpPv7+20nhWuJpoBJOpWpBZQ3IO85pQPNhUAh2SZGP3sw5I6cs7Oz1vAlHUHVEFzR8dXV1cY2YMg4OzYAYEg2xrNozQuQABDue3v7sG3RThaOynd6vV6L9qyN6HVqaqpRyOyLdyfnR0dHDRACswKsfOZshvPYkTqbqUZ6fX9/31JxgDxwSJ4SYN/d3bW+ENjW1E+OdHp6uqVkBVyu1wVTmNzscmjec92ld3NLM1mlq9gJ828tEzAKCu/u7prNAISzmNC8qetguwQ+dPjk5KTN67Nnz5o9npubq08++aSlnN0nmQxyRH4ztfOTxgcHCgh1Gj4RM8Qtqunm1+7u7to58VXVimsyz7O0tNSoQ4MxSjoMPYneh7DTqWduq2oYoaPNVL76GcaBAKl+lv/JaNPPZ2dna2Njo6F6ESAE6qhWRorQQdyiJMKdqQgoPA8MYkDQZ6IRRtV3ReE/zSmJtuzJb6YhUyeQlK+cKQS+v78/0gVybm6u5V2zWAejIDpmoNwrDRKAgobnvET8ah1EI+o8gBpgAeg6ODhoxWKcORlxyp9n7NavACn5XJOTD8W3R0dHzQBwIpmSMB9ptDmD3MZFdhgL75m1DuZ73AGYd3PnIj16ZUseZiepVFF/6hb5y7RiUvnktNv6WfQq0ufkk5ESXJhPQI7z4KgFFtoo65BKP6qGVfDend67Xq4bVgHIFmFmZIlZw/JhJwVD7E0W+ll/AC3rOJLKn5qaaieU/jQ6TL4TQJoHc85uA6bWK+tdPKt58WzAgkAFjQ8wAUrmLW09G54ynvKVDbWSobROr1+/HknzWDvn6wCbvndyctK2vgsQ2eCbm5sm93t7e/X69esRZiBZh5wT7+F6WScjNSAFbn0z9UyXxwncPkhQsLOz0wxyt8e8HFhGOui8PJ2K0cncreI0BifpYEIrj0OAoduJiYk6OTmpfr9fH3/8cduOyFGcnp7WzMxM66B2fX3dcqIWTASL9sxahKpqrEDXSdoWV1WNHiVQ3mlqamokKqD4oieG4vDwsAkdpZBiAIySonR0MQfh54S0qsYGBZpIMQBACAC1sLDQzgz33Ovr6237TzZKsW6ifznfpJqrRnd5oOb1XBe9pRJlxGabGIPE8TPuTuRT18JoZYSPpgQuyYL99svLyw0oeA/ncqAcAdTp6YeOZ/KUaUg51mSlpKlEm2SOYyF7AA+5T5kdZ5ATwEAkzEhX1cg8Zp6VI7DjBuhKg66xk4hO5Njr9ZoDxYhUVYsCMQhXV1e1vr7eAgSRHGPq+bNfQ2473tvbazU5gKHnsC6ZBsUWivzSKVkTDGUa9Y8//nhk54M1SiABFJHxbMIkSBGp2xYp5w6EADrjDCwHu5HyZR0z1QiMZEEih5w7yLK3BibJNnX0eRYG5pkKovtknNwLiKga9q4hk7aKZp2X5+Y3VldXa3Jysp1rI8Ci62h+2zAxjuQrwcvMzEx9/PHHTce7rGwWYJsLMsKuK86VDvMMbBYZBBjGGR8cKKga9tKG4KuqGQaIlkFeW1urubm5lne5u7sbQbBV1fLCooc08Jzr5OTwcA/3zIWenn44uOdb3/rWyHG2gAE66+DgoA4ODtpCym3pLZDbESkjQRetZb5eCgM9SIEoTNLnPgO1537azKNlM5iqanOTrEVGZAx5OuKMBsYtUuIcs7Ww90pmaHV1tYE4tRiOvLW3maIQ/KyZYAgAs64RpED9fr/VFljbpKSBSM6HA/Ncl5eXI7lTuVBO1dqQsbOzs8YeMfrk/fDwcITF4Jiqqt6/f9+cjCg4ayXSYWQxo3fGorhG0r6Zb8/tlsDMOEP9hYJf168adiT0DABSNwVAB0VSZJZBpu92I3D8dk5gE72/1I5aDoWQovGqYbvvycnJBo7cMyN8Dun9+/dNnmdmZtrJi+7vegk80mnm2umjT76kUDm6Xq9XR0dHrfFSpqAAFAzC3d1di0TNubmkt5nfpxvjDM14bm5uWi+GZCo4XUEGB2fu6C3ZT7ZDVO3Z0PfAAMeJCeZUM+DCqrru/v5+7e/vtzXVuEpNQrI4eY3Uf4GmeXMEdxYXJyAByjhtthIQGQwG7YA/+gE8eZ/ccfLy5cvWnwLLenJyUjs7O+3AMTbTc2cR+WPHBwcKtKJUBIYhSDqN8b2/v68vv/yyNZPp0k/2aTrkR3Hgzc3wfHmTlvs4CS/Bzvzw7u5ubW1tNYeJxp6fn6/V1dVWCKivdkb9nISITPTCGXNyjERSbKrMRQh2B7iHPGye5NUtepQXFU14jmxrnGiWgXadzHuiTJOmfuyg9NbHXuTr6+sWTTE41tl9RCAqw0XyGlT1+/3W8dD3RXsZkSUVLfeYYCG3OaKks8aEQfnBD34wUiyUeWkOmsxVVXPOSTlL9Yh2dKEDNlQSa5t7eHjYgI80kGIjsoEFY+ytp8pq71lVTV/IqvqCqmHkOs7Y3d1tjgiQtL2w27CFAXTOhfXBQqVjIdMAvecnu/pXcFSMLQbKta6urtpJganvnNf9/X1bX3UIQB1DnjU8UjYcIvaALVLPA4Rh6rBlGI+Tk5Ov1KQAkdg7ESo9ksakJ6enp7Wzs9OKH+WUgQX2QkqNvRkX2Cf4zKp372xd3DMBf9aRcJKAr3f2+bRd5ACgxs5ilKVssYXWxBylLGEIscjsSNbg5LMnqDX3Aka+QloECyQwwHBdXV21oszJycna3NxsNsY99vb2RmR9fX299coQQPF/+vDMzs7Wj370o8ak8lW5Cyt3K/yk8cGBAhQjRZXzJoQizNwyZOGrhtXftuUw6Nn0hIE8ODhojprD5Cg4QkpF+LNIR1TAqfzoRz+qxcXF2tjYqOXl5drZ2WkIVw4XM5D5vaQMbbGk6IQ4Fc47ZuGMgjqOxXz5HudEONKgcQieJaljRkMEnQYkd2qMM7Ar1hm9rMByeXm5sSHWFR2fW3QcBWtPM0fP8e3u7raKawN6Z3CsZb6TKO3+/qHpC8Ah5SJnzTDkuopyc2upP4AHOUORYz/m5uYaMJmcnGwVysCb6OX29rbtOMlDe7ANWQyVTE+XNQKwrEnWlLjeuFXpVUMnK3Kz1mQyC/ZsLcNm0F1RcjbgImfkQj/7qge7cXJy0naCJOBBPZsTVLHvZaotgwb/pwuZdnGmvSiM7ng/a68g0PNYK8Y66WVADBNke10WkvluUsWAVrKLS0tLLS3mvrmlk3PhXMdxGlXDQkvpzWSbMDTWmxOnMyLx5eXl9p5Vw227VTXiKAFFjpF9YEMB6mQWyDW7nWsLkKk3IhMZTGGB6Zoiw7yH58B86dmQBbGKIQVVUst5IFkGXLOzs/XNb36zqoasmGuTg2T3pNC3t7dbDx6Bc8qXfi2P0t+xJOEPYIjurq8fzqfmmKu+emhRVl7ntkA56ZcvXzaEfHd3V2traw25dTs8yc9Dv3KABwcHLa9UNTxKFW2n8GdycrKePXtWa2tr7Z6opd3d3RbF61XuHTKiIJgUA0PA4RNqIIRyA0hdYAQkeL+k4ZJJyOKszPcRPgbbdYCaNHzjjNvb21YQam+6XPDBwUHLhemkxwFyCqhDBh2t6B2Xl5db7/+k2aqq3e+jjz5qzA/at6oaE7C4uNicJEdrveS6+/1+vXz5ckQZDRGeYlJgU9RMTvL0NApO/uwO8bfIlRHLgjnMTxZWWbukLTk0gI8xTcMJ1LjXT9ucKo02h0pmpASwBhg3tGemN9IZkmfvzhGlscy6ijxJL/PErsG2+Lf0G5lWR4QFyK2wXTbI+mS+ms5I5eUaeh/6XVXtPI9kLjx7blc1xxxcOiTph15v2IHT+nt39RXkThrmsSPrQJJNJOuetWrYpyLTayJx8pIF0hl8+Zx3JRfJUppvtigBQaaArIn0ETsNGKhZUxembkqtihRPso4YDAEnJkrE7l2rqvWi8Dzuay1zZxcd4ed6vV5tbW01wEKfrq+v682bN611v3nIFPW4LNAHBwqcnY5yQZmbPIptYQgMFDU/P19bW1v18uXLevnyZTOq9r6a0OfPn9fm5mZb5KWlpfrWt75VH330UU1NTdXe3l796Ec/qu9+97t1e3vbWnlWDbcrAiNVDw5cwxBUoXsuLi426vfg4KB9l+P1N8fB8TJCagrSqJkDuUxsQObHMh+Ziut5UXUZ8afBYgDNsWt4xp+GdqyqVoCZxUHePfeeK9jJyFM+VcpgdXW1nj9/3sDa6elp24IpOke9z87O1qefflqffPJJ2ynw9u3b+vzzz+vdu3d1cHDQaHXbPxUDTk1N1dbWVm1tbbVtYGh6yvrd73639vf32z5xz83RYKuAOp9xUh7nYA0wEeRb2gdN6LRLPS6kG7KA0ByI1F1TW1yRpLVH7c7Ozo4Y3XEGPayqZlyzSJPTc1/yxHEBWZwhMOgZySH55ECsE5YnaVNd43q9XtuBw6aI7BnSjLjX19fbrpbV1dXmMOR1zY2ond7SUcXOfkdm9A/I46mzuNfzZLoPOMvnBobIWNrJrGmhp+Yya0gU9Y4zHCilRXUypp49axU4fewKEEi/OEXANaN2jBFmjMz2+19tbJRraT2TpUl21LNhfTj/1I3r6+uWFtbczM6T7vxjLKQ+e73hCb0CE+kPfS7SubPtdjvYKnlyctJAC/nCmCpU5CPpPluQrNJjxwcHCiBMwsKgZdOaqmF73qzwRtNB5SiXzPlWPTAOun1Bq5ubm60fweTkZG1sbLR8oNxn1eg+etHr9PR0PXv2rB37fH9/3wrGTk9P69mzZ7W9vV3f/e53a29vrwaDQaOwsyCt1+s1Gll+nLAmalR3IYolDJTHs97c3LRqWQAAyEhEOTU11XqRM6oENaMvKByQynzZOEPfCUrLmXMm8rl6nDPiqOitra1aXV2tTz/9tJ3CBqFjPba2tqpquNOBAnPY3vtnf/Zn6xd/8RdHqvzVJHz55ZdNuaampmp3d7dFOyKV5eXldv6FUzN3dnbq7m7Y5AQFiL7NQtIskhK9ZS2K+yRYrKoR+rUbOdEHQETElTUbCp38HuhiTPO9x92u5tr0lMOk171er8l11XDPu88pfPUOHIrag6ROsSrm25yQT0CaccSWZc2Kd08QkSkMaZCcV/ZGDQ87Jc+LIh4MBo3Gx4hwfhwIHZZeOj4+bikrzIh3VY3vvVZWVkZABPmw9p7RXKSzza1sh4eHY60xllYB8MzMTG1ubjbQqbCakwLSMHiZUpCCy1SqItJMkXZrlzBdnscaCf7sgEnaXREwZjDTh3SO32D33717V6enp/XmzZv2PAKHZDA5bHPi53L79N1aA8e2KAvU2DpBIb0B6q0ZG8YXSI0k4+KdxikW7lXVeGWnT+NpPI2n8TSextP4d3KM15/2aTyNp/E0nsbTeBr/zo4nUPA0nsbTeBpP42k8jap6AgVP42k8jafxNJ7G0/i98QQKnsbTeBpP42k8jadRVU+g4Gk8jafxNJ7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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imgs = [zea.display.to_8bit(batch[i], (-1, 1), pillow=False) for i in range(n_imgs)] + [\n", " zea.display.to_8bit(recon[i], (-1, 1), pillow=False) for i in range(n_imgs)\n", "]\n", "\n", "titles = [f\"Image {i + 1}\" for i in range(n_imgs)]\n", "\n", "fig, _ = plot_image_grid(\n", " imgs,\n", " ncols=n_imgs,\n", " remove_axis=False,\n", " figsize=(n_imgs * 2, 3),\n", ")\n", "for i, ax in enumerate(fig.axes[:n_imgs]):\n", " ax.set_title(titles[i], fontsize=8)\n", "fig.axes[0].set_ylabel(\"Original\", fontsize=8)\n", "fig.axes[n_imgs].set_ylabel(\"Recon\", fontsize=8)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "85e2bdcd", "metadata": {}, "source": [ "## Latent Space Interpolation\n", "\n", "Let's pick two images, encode them, and interpolate between their latent representations. We'll decode each interpolated latent and animate the result to visualize a smooth transition between two ultrasound images. Again, note that this model was trained on natural images only, and improved results are expected with a finetuned model on ultrasound data (to be added!)." ] }, { "cell_type": "code", "execution_count": 9, "id": "d7e03d4d", "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "\n", "\n", "
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\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Pick two images to interpolate between\n", "img_a = batch[0][None, ...]\n", "img_b = batch[2][None, ...]\n", "\n", "latent_a = model.encode(img_a)\n", "latent_b = model.encode(img_b)\n", "\n", "n_steps = 12\n", "alphas = np.linspace(0, 1, n_steps)\n", "frames = []\n", "for alpha in alphas:\n", " latent_interp = (1 - alpha) * latent_a + alpha * latent_b\n", " recon_interp = model.decode(latent_interp)\n", " frames.append(zea.display.to_8bit(recon_interp[0], (-1, 1), pillow=False))\n", "\n", "fig, ax = plt.subplots(figsize=(5, 4), dpi=50)\n", "im = ax.imshow(frames[0], cmap=\"gray\", vmin=0, vmax=255)\n", "ax.axis(\"off\")\n", "\n", "\n", "def animate(i):\n", " im.set_data(frames[i])\n", " return [im]\n", "\n", "\n", "interval = 40\n", "ani = animation.FuncAnimation(fig, animate, frames=len(frames), interval=interval, blit=True)\n", "plt.close(fig)\n", "HTML(ani.to_jshtml(fps=1000 // interval, embed_frames=True, default_mode=\"reflect\"))" ] }, { "cell_type": "markdown", "id": "332ae419", "metadata": {}, "source": [ "You should see a smooth morphing between two ultrasound images, demonstrating the structure of the TAESD latent space." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }