{ "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": "markdown", "id": "01beda83", "metadata": {}, "source": [ "‼️ **Important:** This notebook is optimized for **GPU/TPU**. Code execution on a **CPU** may be very slow.\n", "\n", "If you are running in Colab, please enable a hardware accelerator via:\n", "\n", "**Runtime → Change runtime type → Hardware accelerator → GPU/TPU** 🚀." ] }, { "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", "\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/root/.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/root/.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[32mSeptember 24, 2025\u001b[0m\n", "\u001b[1m\u001b[38;5;36mzea\u001b[0m\u001b[0m: Remove \u001b[33m/root/.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": "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": "stdout", "output_type": "stream", "text": [ "MSE (reconstruction): 0.009169135\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+0IFzUmTngY8UK4cEyDgtCowOx6shQpFn83WJiJJwXeQkdtMBcSJiYlWtVurtbW15sRV1aqu1177/9q7k1/bsyw/6Ovcc27fN+++LiIyMtOVdmWV7UEZCwZ4ABMjJkz4A2ypZMkCMbElLFkGJEQjISQmlpCQsSVbsmgGwAAQMwNGWCAhU4WgMiMzK17Ea27f9w2DW599vucXkZX3pKqsV9bd0tN7795zfs3eq/mu71p77dfNqK2vr49U26uwlt6ZnJyst2/f1vz8fK2urrZI4MWLF6096+npaR0cHNTW1lZ9+PCh0c3WkrFbW1trc6tn+8LCQgN8ST9WVUshyNtOTo6eCZ/bjnIPNMPT7/cb60T5MRVAk8gF8MhqdACP08t0lUIkc53Pm/U7vV6vRWWPHfv7+617I4DPeTOg/X6/dYkTDWm+I+Ji0LJOQ/+A6+vrBrJXVlaaPGdKQmRNF0SQW1tb9eLFi0a3S/vJX2c65+bmpuVnOS95fY5J2g6A8E5HR0e1vb3dCmFV03N6mBPth+m9GhGgI1MGenMArFXVonygBSh5+/Ztm3vPLapnL+2Xd63Hjnfv3rX54VxtHX379m0DQ4Z6Jyk0NjTti2ZX7AuQD8iK2qsedoworiX/zqPJ9Nnl5WW9e/euBUMAtK2wAqisqaKzmEqfpT/AKIDGCZM5uodRsI1aTYLrbG1t1czMw5kJL168qMFg0BqlOYJ7Z2enMZCC46ylsAbSaJeXDye52mpKZsex0b2qGs+iP42n8TSextN4Gk/jn8ox3l6yp/E0nsbTeBpP42n8UzueQMHTeBpP42k8jafxNKrqCRQ8jafxNJ7G03gaT+P3xhMoeBpP42k8jafxNJ5GVT2BgqfxNJ7G03gaT+Np/N54AgVP42k8jafxNJ7G06iqJ1DwNJ7G03gaT+NpPI3fG0+g4Gk8jafxNJ7G03gaVfUECp7G03gaT+NpPI2n8XvjCRQ8jafxNJ7G03gaT6OqnkDB03gaT+NpPI2n8TR+b3x0ByJ9/vnn7bQqh584mMXRklU1csBDngXvNEB/HI7hVLE8DTAPzqiqdh+HqORJgw4x8Tx+7/vdz+bpco5Jdf/8v8845MIBHY5RdqhLPpPR/XeejpinYuU75v+d2JUHbHjHnBsnqzm6+fb2tk5OTupnP/tZbW9vjxyb+pjx6aefttPLHHWaJ7uZnzwmuvsOnqN7ip8DR3KdUnZyjf3bqXQOM8ln8M7u4bAk6+H0Q3Of98nrkJGufOYR1911y/XN7+R6e7/8jvXr3i/nKGXP3Jpra314eFhfffVVO9b3seNP/ak/1Y6Fnpuba6dhOszMvXNdUtby2FdHAuf7pX5057CqvnGC4LfZjV90QEyuue+aq7xnymDaAt/LNcoTAP3OgV/5/Pl8Kffkg03I+cv7dJ/F85lXB/U4NM4BOj/5yU8evcYvX75sJ1KurKy048itrRMKU9bSHnqWqmqH9vh9Hi7lPbsy0LXraUf9naeKdmXEcGJr3t96eJa8pj953zz5tNfrtVMMU2dz7fI023wf9q6qmi6mv0o/+G1zkjbKAWJnZ2d1cnJSBwcH9Tu/8zuPWtuPDhRcX1/X6upqffrpp7W5uVkzMzPf6sApWU5sOmanVvldTqAjcKenp9u1HcfqhLvBYNBO3EqlTWFw3e6CON0tjYZnTuH5eSCHk00h5Cy6ipJGKB0NQOF73+ZAc27MZRrpfNY86tb539PT0zU/Pz9yn8eM09PTkdPBnD+exjfXOJ1tPgPly/lxQpkz6V3XmuVxsk7kdN909F1DlrKVwM/vzJ/nsL5OWEzDZI3JiGsn8OrKTBcg5FG/acTSOaR85u/T2aUxzNPUnAbnJMZxQMGLFy9qfn6+vve979XLly/bqY4AQs5xF7x5XjLVfS+DTDCYXQCQoCyvmcY5T4XsAienn6aOMuQcVupoBgQpH6mTef0ENim/3TVOEOJEvouLi3bapZ9379EF+7nWgN/U1FTNzs62EznHAQW/9mu/Vmtra/Xpp5/W2tpaO93R6YCOFnb8cVW1I5ATEHyb/es60nw/70ZW8ojoXMcET3nNrm51bU5VtSOJBU0+e39/30487epV3juBb8oNneeXBCEZEHT/mJsusPm2wMIaT05OfsPudO3+7zc+OlCwublZ3/nOd+r58+dNoLoIkxFJQckJg7AykjBMXlW1Y5WrHoTz/Py8Cdnc3Fz1er0GEqqGQpRGNJ3zxMREO/o2lbV7X9/1Hvkunt+C+3dGcc6ZdzTuzxMaQtgVIN/Jvykqw+p986hOnx0MBvX8+fN2bPDe3l79n//n//noNV5ZWalXr17V69evR47KNS9dZ5VRUfd586jf7lw4njWv47uOfHYkaheo5RykDDo7Ptc1gVl+NuUj5/DbnIUjwh3dyvB0o8A0Ir7DgSdwzHdJw8UQdSNK7+Lag8Gg1tfXazAY1Pv37+urr7569Pp++umntbi4WJ999lm7BoB3eHhYV1dXjT3IiK87X2lk0zGmHmGR0vl3o7hclwQZ6ZQTwJv//L1n4YwBA8+TIMMf+tRljKypz19fX9fl5eUIqPT9/E7Km+EzXdYobY/3zWACyAfSAMzHjtevX9fMzEytrq62I5Nz/W5vb+vs7Gzknv1+v+lkzr/5TEfO8ac9yqDF/RJc+k6ulzn6tjXO+U0wd35+Xqenp+14affs6tvNzU37/t3dXfMlCVCt89nZWbPd5iAZvcvLy5/LmqXspC3rMmXJIJnLqampWltbG/E1v2h8dKBgY2OjVlZWGkOQjnhycnLkvOxviyC7yC2jsKurq29QOoSSoBEwZ5+nIakaBQaEIRcwjXAKqKjVSKeT/+9Gn6kkrsUhEsJuJJiRkPfO9xA9T0xMtDO+PUP3HRgh70r4GbRerzdybvpjxp/4E3+iXrx4UXNzc22+u3Mo+rMmaQjzeTLSMyfm6feTB4yOCDjnpwvg0hn5O42Vnydg7Tq6bxtppLrRwdTUVDMuyYJkVFH1AFKsOyCcjsE1yJ41ZzjMb9cBY2K6c/+YYf7ev39fe3t7I+kyf7948aJmZ2dHmMAuKLi6uqqDg4M6PDxs0RXnkQbSu3YZPPOSupHOPqO7NKq5ft4nHYx/J3VPH9K2pEzMzMw02wWQJnjNyLdqSGv7O9chZdvPvs1WeMbUb/Lgc3d3d7W8vFybm5v1D//hP3z0GnvHg4ODOjs7GwGg3mN6eroWFhZ+LvDLQCdZsgRbaQesS3cNzE1G9ZkGy3e1hjlHKbc5vxkgWKdusNYNUEXpbCKQn+tI/1Luu3bw561jrrf5SxmXOp2dnW22H3h57PjoQAGU1uv1mhIRjoxcvXzVMAK0YN2IcmpqqkWkRoKIb0OU3d9xhjc3NyPpjG6E6GeM2NXVVZ2entb8/HxDnmi0VJYumq2qESVPZMuwmwPz5H27kUS+QzetgTo0UsHSqabC39/f18rKSm1sbNTx8XHt7u6OtcZXV1cNqExOTrY1o1AcRQKUXA9OwfMmbSzqT7m4urqqy8vLEePSjbjy2ThWz/Bt4BMTI9VzdXVVU1NTjd0id92ceBfhd4EWgzg9PV13d3cj15uZmRkBw+kYUo66KQ7v4/lRvMmkdOWw1+vV6upq3dzc1MbGxljr+/nnn9fm5maTq0ypWZPd3d06OTkZ+Uw6VWvEiXvOrO/pArQEBN8GGhIMVA1lOmXHfZNVSpBFf62l7ySlTEaTZVtdXW0OMoHc5eVlHR8f1/n5efus56LfGfF3I96MnDMAShnzmYWFhVbDw2mSx5OTk7HWeHl5udbX19u7mKPz8/O2lvQuU3aeNVMtqQveI8HDt4G9tE35724Qxz5ykBmpJ1DpOl3yQu8uLi6abQHqgALyODs7W6urq40FA9Kvr6/r9PS0zs/P6+zsbASgkMMEBpleSX1IGUj2OPVjcnKypeoymNnf36//8r/8Lx+1th8dKPi1X/u1Wl1dHTHgiQoJEmOcxq5qFOFnZDI1NdWi4q6xuL+/HxFck95FV90Cn0RzXUOUtD9DkgLt+RJI5J90zATLc2FMUlHMi+d0/W5Rj3lNA+Ye3hmj8vOUbmLiIU0yPz9fKysrtbKyMtYa/8qv/Eqtrq6OFD5RQLRcFwF3maCk/Dlja9yd51TgrF1IkJM0YIJL987r+f3FxUVzdmh59wDafh7tl6DM3xnlJ+hLQ3d9fV0XFxct2jPyua09SjXnOUECOU19ySi3u/aPHc+fP6/vfe97tbCwUFNTU+39MlLt1gIkmJE3lzu/vLxs85zr2aWd02mkPnZZoPwjt76wsDAyx+mku3neb7M1s7OzDcCZ87QT9/f3jULOSDB1OG0QGeg6qqphASOQlOxPV689y+3tbYtWDUDo+vq6tre3x1rjf/af/Wfr9evXzSbn8yXrkXUEBlk/Pz9vwPrs7Kz923xkVJ5BQf6/K5up2ykP09PTNTMz0+59cXHRKHvPdHFx0e5hHTw3eUhmy3rnsx0dHdX5+fkIgGV7+v1+zc/Pf0MeyYmgqGqUDco5Td8kmLC2dELw4PrS6Y8dHx0o+P73v18bGxtt4U5PT1sOPScmXzp/nkqU9BMEVVVtItP4VT1MPIdISXOhJicnW66Mk64a5re7ApmV80n/52e7RjxzUd3UhJ95hsvLyzo9PW3XSSTOWXadHsOW7+K7SW0Zno8CeZZ8fs/w2PHZZ5/V8vJyM8oXFxctwvDO1qxqtGjKGud7ppKlkufa5HUScFLGdL4c0mAwGHmmBGbdOUsF5qzSYHQZg1yrjAx95+rqqtUYHB0dNQrS5zNSTgOcABF4NrfmlLPxHox21jF0qd5xxvn5ee3s7NTJyUnNzs62OUm9HQwGtbCwUIuLizU/Pz8CpBSw0pXuMyRg+7bIuEvhG/nvBMvdVFDVkN1IMCDCNLo7kdgbTiD1Nd9DelIUa53y+a1Dt3gubYf7S01k+qqbCqkaAk0yfnp6WltbW/WjH/2ovvjii7HW+KuvvqrFxcWR1CEQl3phPtKZZj1PF7gnQMrfWWvr0AWJft/1Bd3ArlvHlQEIxu/i4qLNYdqHnN9ke1MGrq6uRuwWWzAxMdFsrc922a7UTVF/gkU6YS3ZJPNgnc2d++/t7dX/8//8P49e248OFFxeXtbCwkJzGtBQ1RD1XF9fj9QX+He3ctvgIAgo5fW7LnXJiKOyobAU2jRGnBqke3l52YTBsNCpqBYtkWRGewSiqkY+4/28P6PiO5QCQuwyEVXVcu+93gNVLWr5NgYm/1iPFO5xqparqtbX1+v73/9+c6aAgfmijMbExETNz883I9mN2K3lxMREzc7ONlBlzauqRSa2gGE7ElV7n8wjXl1d1dnZWYsszs7OmkGy9mnME9Tl83LqExMTI5R4Fpblmme6ZmlpaSTCzCgIO8KAcL5ZQJm7YXwGUKiqkbSF62ceetz00J/8k3+yVldXRwB1FsmS1YmJiRadJaviWZLJSf1Lx0lPyTC57urzt4HHLnWcFDJnm2A+r5VOosto+ZPOy+99j5wCBiLIXHcyjn72bjlXtv6xBWQWSEwn29WnmZmZWlxcrOfPn9eLFy/qP/vP/rNHr/H3vve9evXq1QgQJXsZzXJu1qYL0ny2amjfyYu1yRQpvbXevpdMW8pusrFVw+ArQSVdppvd9c6aDrYRUGSP047zH1lI22WtMqghQ/xJpiQTbGbaC3PhHTxfFjGas5mZmbFSgB8dKHjx4kXb4mJRsiDp5uamDg4ORtAvGleBRTrOpO++raqYYe33+99aLVtVzSGkQPg/g2RB1S50qR9INAVwenq6lpeXa35+vqampur29mH/PweQtGr+nVWunNrMzExdXV21Z87ClaphOiMjtVS6RJboWg43r9VlBm5vb8cuNNze3q5PPvmk7WM2hzlXOU+p3ImmjVS2rMNIVgYgFJFlRFw13CJoqMoG7kQ+AOnk5GTLD1ZVHR8f/1yK070Yb8AxZbBrNLJOwvurYk5gm5FFOjDPCRTZbjs7OztCn+YzJJUvWupSv48ZGIBvS8dlRJgFq+fn520tEkjkHHad8bcZffqXwCedMt1NFqDrOBOQdB0WUHN/f98AWUbpGeFltTk5nJmZaY6CE3O/rhPnGMyLuTo+Pq7T09Pq9/u1tLRUGxsbrWapyyB5li77Y3iGcetGODzXy0DLsF7dz1WN9n7ogj8gSD1Czm0GTOQpa1bMM7nRjyEDoEwjZpoqmYsMHrKep6paIOC9Uo7YEECPLcr0QJf5AtyTESUD5IDv4w9Tt3J+2dLcjbWxsdFY8seMjw4U9Pv9Oj4+bkKWUROBURV9f39fh4eHbYJ7vV7t7u42J0ZZCaBKUM4mjS9lu7y8bBObNFIiQ4vju4REfs730ligkC4vL6vX69Xc3Fytr6/X8vJyc1gnJycjaC+pfILc3SaTYKFLSRMUzjLRqflF3VYN6bmTk5Pm5DTByO9zLADV3Nxc/Rf/xX/x6DX+jd/4jVpbW/uGYiTC9xyidPOYVB7FyDoT68V4GOaeo2CU7cOvqgaEJicnm6Hwf9egXIeHh3V+ft7YDs8FWM3OztbCwkKtrq42Jc4oPR3y7e1ty3lat9whcnFxUcfHx21+srAUAGFYOBc9GKqGu0387vb2tqUm0iln9JFUL8D22PH111/XyclJYzA4zunp6fbOubU23zfBZ9Kg5DsBAdlPp5epwqWlpW84ievr6zo5ORkxwukosWWAedZcAGVkAbBJ5sw6esZuBNstGjZHCZqSlfMdDjbXBcC9vr6unZ2dEYYlWRfPixkz11dXV3V4eFgXFxe1s7Mz1hqfn5/XwcHBiHNKMGVNrFemWjxPsiHeI7dRe+fFxcVaXFxs98nxbQWqrp0FfhkAsvdZC+F52XDMTbKX+axpW8mclOPExANjib1m++kA0Jpy1J2XnBsyxgafnZ2NgKiU3arRWjrs5jjr+9GBgsvLy9rb2xuJ9HOCUjG6dEw2HkqHwQlXDQWAwWdwOb7MD1FmzhJiW19fr6WlpRZF5XMQmvxuCi5FFrkl8Jmbm6uVlZWRPFRSVYmOs1bC81YNu1llbYTnErUwejqSZcGMe1U9CNfCwkLNzc21aynIIWxy1eOMN2/e1N7eXlvffH4/y/XDTJjn3KGQyN+cZHR/dnbWtpZaB2vGMJh/Doks2RorCvN71+nmI82PvcyAaVKsgFhGJV0Ak/PR7/db1ziAMNc2nwMr5u+bm5vWVyGBg+jIs5vzbvqKMUoG5TFjf3+/5Va9q3eanZ2t+fn5mp6ertnZ2RH6OCNcg7xK26Sud51N9hzRL2Rqaqqtj2fo5qU5H38nwO5Gud4JwOj3++3/3dRgMjpdp885d+1c195wBJ5tcnKyFhcXa3V1dWT7rXfL1BS58L3z8/NaXl5uqQtsUq75Y8fl5WUdHBzU3NzcSGovtz+TUfrW1XVyyhaza5kOcy/XSXnNdc3AMZnCwWBQq6ur32AoMtWREbp5sRapIwkCvAe9yRoUNsrzLC4ujsxDAk4BZQaT3i3ZrQQimVL2/NiMZGDI+WAwqKWlpUev7UcHCk5OThrShrKyItmiiL44T0KULIAox2R2m0tkHhItaOsaVGdrmOc4Ojqqg4ODVu3OSKcQVlXrFqZj2MnJSTPUFJ1ApRJ456SnUmCTUuIcgABCmEah6+whcQZ1f39/JKLo1hNkJOZaAEVSpOOM/f39tu2UMRHFm6OMIKuGlHKucVKK/s0JW+PMAyeV16Xt0yFKA01NTbV7YoY4I8psWHdbzBjc3F6Zz8FwGFm0lGkjcuffvtfv99t2VyxJl33w3FVDQ5OpNbleMsm4kP1kkMYZJycnbb5OT0/bdVxTasZzZYrH/RIsi77NSbcwLKPiBHxVw7QOOTMP6bDSYSe4y3mpqhFg5fqYl7xuRn9YkqphXVEC+AQmXUfg92wDIJWRoHceDAZ1fn7e7GQ3ZeoeUp7JrKVMPHYcHBzU5eVl7e/vN1sHQEsn5ty5vjlOIMIpz87O1vPnz9vzJd2ObfV+p6endXFxMaLD5pYdlCbKGo6q0U6pWWCc6ZzcSWKkzQW+2EFs283NTdvN4l7YCfORO2YSRPApZIpNPDk5ad9LoGSdyVyyiz7n5+PY6I8OFLx7926EMkvUxBjMzs6OFBRlLrWqRoRfvl7EYLJysSFRdH/mIIGOpLgSoFQNI6ouMMnqW4rJ8KZzYAwJC6OYwCHp86phtW4aklSedOQZeXjWLMx0T3UN6Yzl5Tg075N1Befn52Ot8VdffdU6qpkTf3sHTiErdr1T13l4zmRtklLLKCKpVTn+nD+5OwaiapjbThlIWbq/vx/JZVuzs7Oz2traGsntJzgQTXjvqmEk05VV72Buct2MnMcEQxm1JI2azk/6QGTBgZOncQZnlu/q/nKtgFvVUH60yU2nkakba5/A79sip7Ozs/YZu2ZEUT6LgWA7GNic25RJAMpzuL71ShbJmiSjaaTzOjs7a42ZrGtXH8iT9z49PR2xZ/ndZPiwZdId2IIMNJLCHrdPwZdfflnr6+stODs5ORkB7p5Ji2s64N7W3DqSOc7LO9zf3ze2iz2/ubmp+fn5b+T2zW0Cqqzn4C9cyzpIJ/h5PlNe8+Liotlv80lmkm24v7+v09PTxmKSRzLEh5ydnbXti2trazU/P9/OKuh2o7VeKT/0K4M+siq9xP5hIR4zPjpQcHBw0F5UNN/v95vRhdAJQtVoBWnSVNfX13VwcNAWMaMfKJHRqqpGq1dVyy1VDQtBUGMMQlU1EJEGOnPWUD1nkkKqNsI7Zs6tm4dMo9FFg6jgzE2ncnj+zLExzrm/ObfjyIkxRoSue95AGp7HDj3wvVvX4WbU0o0AcgtOpi6Sbu+CqYwe/NzaiyYYhARQXZSfVF024zHXZEEEkw41I7tkCayRiBi75PvelWxOTAyb0GBq0nioE0gmxHv7LGCXssvRMSjz8/MjRbnjjIzisqbHPFYNCxgT2KcDxFj4dzd6z9oDupeRdzqfBPVkG8toXQ0ylmAmwb7v0Vv3kA5IsKFVegLWdGK5qyUpXnqWNU1dp353d9d0cWFhoUWmmMtkL29vb5uOJsOZgHJcHc6+IJyW6yUoOT8/b10ts36CHera5qwZscZ0pSsHmebxPTYxWdlc3/xZ2oVMYVQNwQq7SXcSTBj0iX3AwNBRut3dLUZO7u7u6s2bN99gej1fsp4CFwFe/p36xr6Zuz/SoECBFoGoGt1qRhigTkUkmXOxyL7LyPu565h8rEIKNcWEVKuGESMl9d2sMk4DyPllLhjdm1Qiis9IZ+0Zc8tLbjVDTaazS6eZVeae1f3u7+9blzXzDQwkQEmjxiB5tq4Tf8xIurRqGGV5jozsk5azlqkcHF9GP7lO1tN10Yo+mxH50tJSu4eiIZFLRpVJt5oXzEmmaPw+KWr3IhMMW+5KED0k/SpnuLi4OAKmyF4CGUO0jg6dmZlp8zgzM1Nzc3NNbslTRiXd6z12ZMc+18tn6fUeTpLDYCj8y7qfqqEOLS8v19raWq2srIwwYNieXq/XCua8X7ITyZAk8Bd52/GTBpbe+hzd45AAgwQ1QBZH5bPkUSqS4U75k5okn54nU1bdyDVpa44rd9dwEmSH3HXTauRhnCEaVvSWYDyDrXTc1jYdHzACDIvU8+TF7gmbWfiadiLrpQCj3K3DGZu7lI27u7sRZqHqm70ecsdRAgrON9d8MBi0IuYEtumspdKAe+uIkfAugmL+JIFY7owDUpNNNX/6hTxmfHSgIBUsnTtHnGyAiUznzjlkvjYj96rR5g4W3WRSxsw1AQffFpXmIiQoSWfme0n1EchuCgCtqHobi0DpGRKUnHdiyAeDh6YwafwyqvG83tEzZwe+pDEN0XSmQSjRuFHG3t5eW7cEbKKhdPSZZqDYuWYQfc6hHFpXqc1fRvmzs7O1tLTU1ojzssUT0Eu2J1kcz8sQS70wYskydA1xpjo45XTI6ZTNgW1ajFg6laphhOSUuqS48953d3etzXCCRjpEXrEP44zDw8ORUzU5RU7Zs6QDn5iYaHUm3uf29rYODg5qb2+vtre323Mni5M52HSiVcNmOt4pAwt6l/LU7z8UdabBV2vEoKfhT2B/dHQ0kvYQaNCrtBX0Kp2Ud7OGub7ex7Xk1LOoMIGAa/s3FiOf3/yRrXGBvSAkqXWAJ+l6+sAxu2fe9/b2to6Ojur4+Lg969nZ2QjLp25haWmplpaWRrYw53WwRVgYdiZrn7rrmFF+MoLmqRtQJoOVAWGuHft6dXXVQI3PZ9DimnS/ati1tGt77FpKGQI22UGyBCSwqWnLf9H4KEHB0dFRW2wvdXFx0RQaFUWwu4Ynad2kYHIrV9UwRcCBZ9SW3yUcrp/oHbVuIdF+QEXSuVXDwo+kydJhiBSSFQEkrq6u6ujoqBWliOYzIkmQ4E/um6acIiHGxbUGg2HvAxFr7uvO6yWtOs7QEjYpR/NKBijl0dFR27PcXQdzCT1nL4usz/B8GdHMzMyMNJxKkCiCzUguDQgFBBg9czoOwGIwGIzkCS8vL0fAns+mEU0gkemys7OzkaJFxiINr7y9ORGdZoSTzIp/ezdgUj6e4xpnoKuBta4zv7i4aDsP0ljTEc4s9YLRxWpkxTsHwlYouBNtWVdRUwLt3MbqTwJEkTeKO/Un541cdpkbhZAAQjdFyUkKHmZmZlpxsl0i5oEMMfDWzr+BehFnbgc1V5golDYbOi4j5PlyvboA2DykvUwWM8Fqpk8xSwn07SLSSKsLym2dTrrdfdgwQK2buqsadslMxjJ/b20z8k+glXPO9mfdm5qLBIieaXZ2tjl9YCbnjVyTv6oa8Xt0np3KYkjP/0caFFxeXtbMzMxIDpDQ5DYVzigrUCcnJxsNJfeXeVGGLqngpHLSiUC9noPgVVVDop4jKUHGgmFhYF23yyx4hiwwSnSYwqyPgR0VBkHOnHZSdp4VDUWgunS1ayRIYBApfBYC3d3dfeNZHjMYOu+fAttF/hxz7vH1vEmnMuDkJFMbDAXFBuayyJDhpoze0XXT+KdjzpqM6+vrOj4+bqDh7OysAQyObGFhoRmPfE9zwNFwQklpe26DbJEv1d+uA6TSoQTMeQ860E2vZd5+nEFmyB65r3qoJ1Eo7LOeKxkihtv6J2MIjGVVvnfsAuRkoRhNOxLItUCAI5OW0LfE+nCmajrMO1nzrN7JXHpn8sVoA1zAgPbOGEDPZk6wHVdXVyO1PScnJ+0+nKv7YT+txeHhYZ2eno50QZyYmBgb+JFtspE2L6+bepy1SQagSA7NRzbgSaBRNdo1MqNoczI5OTnCpCYza13oXqbiVPQnSKfv1sXPqobp5NTjTI94LyAUkOH0M6Xb1fFkMDCbCTAzUMs5TwbY7xMcPGZ8dKCA0nCUWTzihXObSiJteSTGMY2LRc/CrIx6s+AqHXWivmwOQ+EM16QMDELSygxPRpsWrWqYjkjmIwuuulubOD3vkvRkbtXK+UunV1XNyOXczs/P19LSUhM4wMp5C+fn57W0tFRzc3PfUPLHjMPDw7bFLKm7bj6WQWYkgBqH11DYrKtIsMMxiIZcO6naqmpGJYvBktoDgFLp/V8EACgwZkn/rqysjEQTjIL97QBn5ga725ju7++bk8dCZBprYmKibYXEVAFRwEtWS2eaiPyRN3NYVQ1IjzPIYleuM5olh90UnH/7XhY/0nF66rk4WPOQjrdqtENhsj9Z61H1oMNqfiYnJxsoIHcZTWMQRIFATtLNojv2AMD0jBn9XV9ft8N0gFG0NMaALK2srLSIMw9Zmp2drdPT0xFQ5t1tbev3+7W+vj5iNznDccbx8XFLtbgPxk0RsTX0vvQuafIEjJOTk7WxsVGLi4vNbpNPAZJ5z3V3/yzspNPWvKpGUlQca6afPV82naPnQEfKQAJXtia3zWfBd9ro09PTur29bTpOVzwHEOJ33aLm7B9C1r2TOjNzSLb+SG9JFOEkAmMwKAInzkknLcwJYhC6rEEapjQ+oqNMWyRAgKwzj3t9fT2y8K6XOaiqGnlGe/Gvrq5aN8N8P/dPgwY8nJycNCVKarZqdAtbRheUiKJgU5J1oZQzMzO1tLTU8nqiqqOjo2aMOe6sjh63T0HSaFU1AtI8f1W1+bZmjICe9AmKEmhRSPOXOzI4vgQgqHVrkXSqZxOVY4LMpcjcs5BfRiXzrtY+1zrBTVKrnGamcrxnyqTuk3QCoExgkBXUg8Gwx4chMk5mRtEeJzbOsE6cXtWw3kdKpbs7IcFWFj+aA3Ppmkmd393dtYZIwBPHypijy6uGhcSeYXl5uckEUHdzc9MKEW9vb1ugoRgyU3Vk1s/oYtY1ka8sNJudna3FxcWqGm2lniwpWRSc6Aop4OEIrXnKK/nCEPR6vVZMm4Czy0A9ZiTdn7qbTtDfWfdhbpIRBMakc46Pj5uNyi2CCeSTIUx7mAEQ1sG/fRa4BwC9D92gf2mP6BK2A2BQpHp/f992UHjP7BjK7pBl75TA2PMJXjPVgJ3u9XqNqcoUGECRf/NfNzc3Y9V9fXSggDJxTElrf1tkydDZ++yzmWtLRoCTscuBMaJQrsf5E6Ckni0+BagaPdCG0FC+XNiqasaFAUSxEnQtNh2C4pmTofAnCyIZ9Kr6hsJTloxgvfv9/X2LWkUeU1NTI61vE6DlNTIifOxwtgVjZl4zX1dVrYsdGfAM0HAefpQ0fFLVmWIAoqampkYYI0paNXQYGAgyl0Vlrp9bgaqGxVdSHZwt+RIpZiMea5XttXM+rJM8MxCTqa9kl0Q5yYpl33MAuWp4vkPVMFc/MTFRBwcHtb+/34zJuDUjKYdVNaI7mfLzfgl2GEbfT+aFPiSgJSuMpJ8DCOyEObJeZK+q2rbljDKtZ57yeHBw0Kh691AD4JrmsWrYkCpzvLqnLi0t1dnZWX348KGtAxtgXYGTBP86sNIBTsgc53tjDQBpDYbUUCWbMi4bhEEhcwn+MGxpN7pFfgleq6qBRRG+wDCBRNaT0etMEU9PT9fq6mqb69wCmFS9NfY9c7e4uNj0lZyw99Y07XAytp6TnfJZ/oxeAl9kuctQAgm3t7dtN0oCZqwTFpt8axgG/KqxIFPj9KH46EBBFm6pD8iFEb2IvDSGuL8fNpDJyHgwGLQtjlDr9PR0y61DzKKLZCAyf5SOJbe0QYCZx8qc+eHhYR0dHTVHAiF6R1vDPHd2GYMq0T+UIXNElK5q2HmO4rmOe1GEk5OTmpubq2fPnjUQlOid08hmTlm1Lxrz73ENytu3b0dSIdlBz7swWgyDaCBTBIxPOutkCzx/Apqq4RbUdKbW3TtlHppim0sGwLq7FhBDWdOB393dtdyy5wJi3DuNqa1U1rn7vOS+akj7YynMF4CRKR5bGs/Ozurg4KDOzs4aUMqdFNZleXl5bCYIsEs2RoS7t7fXWJZ04ubYezKC6F1riK1huFHKZ2dnI8eIJ9vis3LpihwTBOS92ZLsgnd9PdwyZm0xRdaBU85+HxyvdbWt7P7+oYOflJx1NPfsEgCOxfg2FoCzzCDK+6k1yKCAzCWDOi6wv7y8rLm5uZbW6zK2ycQmEEuZTvBbNWTIMDspQxkk0u9MM/r3/v5+s4Nzc3MNhHl3fqTf77ft2MlIsc3+TpZM8MBxA43ADQfOod/fP2z59jw5T3wWQJggOlMPGXgBBNIYmWYku0CoOWRXxrHRHx0o+JVf+ZWGsOXCsqVjbp8aDAaN+ktHWzWMVrpNPBiW09PTZky7EYSFz/yjxYb6fCbpTtdMx04A5ESTRgRwOAjvxrB7D44qo55E24xO5qCqhoVXqFTvzpClEFdVo+18dzAYtKgk2RG/U2eQNOljxqefftoqsdGp5+fnrQAso/psVcqRpOIypBQbnQdIWiNGmByYc/eS47MuGBzOMVNHVcNqZQ7a9bIg0vqmwZRCUh8A+M7Ozo68q2F9Mrp2L4pPrhYWFprD4QSOjo6a4eOYRbtTUw/tWPv9fi0vLzd5Oz4+budw6GUwztjb2xuhoxk5sl9VIzKeEXXuKmIIU3/pGaABuHkfhvPbnFOmG4EQThZ9j75eWFhouffUEzaE3GnC82373zNqzHtXDeldf9QAcX7W3rXIletwyIBTN5L1XBklJ6glD5z0LwP86ELm0rt1K2xSFuQmYEmbZk6AHnpEhy8uLlobfEGdzyYYYvOzVwG7l/0aPD97yp6wyZliY4suLy9HiiAz1YTNE6xmvQ45zzQLGRkMBq3mQ9pgeXl5JDXNP3TnEiNwcnJSp6enDehlIM12Pnptx5KEf0JD/mZycrKePXvWFvfi4qJVz2buxCRw8lk/4Oc5RL2E04QxSig2f5I1oKSEkLCcnZ01QZiamhppAcrwVFVLG6BzspL45uamFhcX22dEiwCIHP/d3d0I9ZtVzQxpRpGij6ohxc3AcHqcSYKkZCOSscjIfFyBq3qgCjmh7OBnLZ2OmEfEcrCexXtnP4DcVWLdIOuJiYl2T4rtu4xnUnmDwaAVUlpfsgkQVQ0LoQCW3LPs2uRTPUIyCgwqg5E7J4BQxjMjQM/QBVBZrHd3d1fLy8s1NzfXUkEOomIwFG5eXFzU0dFRi7rI4fX1dfvOYwf5YqC7BVgiLOvHMQGGZNL7O4YZACfXKd9V1eooMgedvULcG7jzrvSTTCwvLzeWha1JIJDsFnnJvxlq65Gpz5SfTANlyoxsK+bV6ZB8aaFLvqwb/cjUlGg0wW4CIvTyuCdhAmlZA8EWpF1IsOJ5khXiEIGiZOe6QGZycrI2NzdHAoTFxcW2juwQO8xOX19fj3QB9bycLDudOwCAA7Ll+QFIrHCmvjJQA0pzNwt5ZxOsvTUVVOQOE++f4NdzZA2K9Im6iO5z/5FmCiiTCauqkUlVVXl5+XBKV3f7TtWDACnKY/gIYRYnJXWbVFVuAUnU2+sN9+xbJIOSAiNXVw/HknbROYFJ55r7Um0nzNx65tWy4UjmojyvffCeyWdElBTKe6GyKSvly6Iaa6FfgGfxHOOOn/70p81QKeByrGtVtToGJwky6nlP75qFlFXD9rlZz4H9gKTNv2I4c5RA01pXjQKB2dnZVh+QecQ8Lpt8VY12U8xaFY6R87Ld1H1SVjMlxvBoQyx32u/3R+bLu6Xj39vba7slVlZWmkM+OjpqRUxra2vtOT98+NBy2OOMfHfOVbRqzqQF5b0Nz5/6ot+/OaTzCeCy0CzTguor6JpgwL2wga4pAvceHBgjnPeVXkjgnw7O/BqZ+ssotJuGsqb0lIOg64B/5t8NtsT2RGBEa/PFxcU2vyJMczjOyNoPoHZiYqKlcGzFo1PW29wlaOHMsGfW2O+tD532fe8K+JE37/ZtfRiSrWBfs1eJObeuOS/8SQJAsnRzc1P7+/sjTc/obG4xVLOF9WBTzMfq6mqTxfPz82ZzFYF7B/NCp/g4+uMZknF+7PjoQIEF1H6UEBwdHTUDKyomFBSkarRyPfNQ6Tgyh0SoCSOlrBq2a03GIKl/hkdhpNxd0lLHx8dNod2Xg0v6izC6J4eWeazj4+ORnRmiSkLKwUHtSUNXDXOtGSFkVW3WWlAiTg5wonSZG8u822PGd7/73RYxX19fNyB4dHTUIu/Mn1u3rJnIkzSTpqMsGRH6jPegKK4jqrV2QEWyRWlgpROyB0BGTJQTy+A5q4aOkmFLdieNTcoy2TUPcuLkEfiztvmsIs8sihwMBi3KsPVJNO5d87jjcQ/LoZciH5RwVY1E59JtolmtXKuG+WV6Y43ND4edqbPr6+uam5sbWe/UBWvk2py9ecxDkdiClAkGn2xl6i9ZkfzZ/f19ra+vtzUAGlLvk02oqgZMUobpXdYesW+rq6stuDg4OGg2EljgHNDbghdBkXkYZyQwwjImQwaIJHOXugU0+T/wyp7RbwFAMk2uw/FaMzKEZT47O6udnZ06Pj6uiYmJ1ieETKVe0IkEK0ACG6iGxDtleib1luwnk2de2PmqYfqT/gGC5EDKEiDd29trtjrTSoLk3J5K9t236wt+v/HRgYJPPvmkbQV6//79yMQmhUdATICFIXyUIguoRJXJOKQyQIyKc6pqhML3GVF+dpVKuippTtFmFpilcRDJEhACwfhwDBRscXFxhJpl1AhcUsyER3QiyhWpVQ0dGuTM2GUBEcVNtJ6pBduqHjt++MMf1uTkZO3t7dXR0dFItGadtHL1jGnMM+IEzBjMTLVwTkn9MQLydfaAY1jMGYOJTYH4yQTqNnskkEeGjUyKVBkEOw0yIgIwKK95zwpzdHRGxV3AwNgqYpOOIV/kdH5+vpaXl2t2dnZkP35GNWTnl6lMZ+i7Ttj6ZNoUES8AAJruSURBVLRDp1JfyVxVfQMod1Nj1st3AJ6kcBPU2yqW2/nUxvh/bmHrOjDAjkyZe/KVdqXX67W2z5wMB44yzsOFsCdSC+oVRNrZXyBZTPqj6RLnkKnYmZmZ1k0yi2E52HGGI7GzBsY16CMdI9/0iG5eXFx8Y5sf3e31eq1APOU/T9QEIshGFhjf3d21IIq+COS6lD9mNNOFrglY0zF1R94jd3Kp0cimYVIW1v3w8LClB8lvFo4CPNiOZDYzGGWL6TifZL59xvqQ0ceMjw4UZPtXtAp6TYFcFqeoNyAAWX9gctFxVcPTFbttMUUBDAjmIJ0Kh6tAjABWjW6fqxrdhoW2g/YZTYaTwUyqn7FUo4AxQK1TIEKfRU2e1RxUVTN87nVyctKQpiIwUUM3rYDqslOBMk1MTNTm5ubYTMHOzk7Nzs62PDfny7AtLy/Xs2fP2pzI7e7t7bWK+YziKdXCwkIz7MmgYD7IQlW1tRUloLm9Yx7EktSo71vvqmrdzpKaZoQYg0zFeE/ymawWp+Y+CXoUTXFc2VMdkM5UCxnknLuyRl+qagQMkZcsWBpnqBfAhCSAB0zoEgBuvuynJ4ecgnoMc2HuEsCgkoFFqSnXSobI/cwBB5T5cM6d3HhuczMxMeyu6TmkcHKojdHrhKHPHHSCvqTmM42STsj75VxxbmQI2OUwgQBglVyOWxNUNawNkHu3LmQ/9VCkmswPnaRzwAmZkIqxDq5HTs2bkbn109PTxjpyjsm2ZO0Q0KvPxcnJSatBSoCt5ibrU6RIrJUgLYMBcrG4uDjCBgIVeYbD7e1tO/8BWCB79BSLpxCRzuzv74+wUNaWX/gjfUri1dXVN7b5yPecnp7W0tJSzc/P18rKSkPeS0tLrUhpb2+vPnz40AwrR5lKSHgS4TPM6eBEC3KH6Xw8a1KYWWRjUbLGwGIRjKphTt7WMIiT0GMI5N0IQm5jSuNlADUUgfNLo8AYZCSY6YLMdyvEYvQYJcI9zsg8IxpZwZS5dKDP+vp6ffLJJ7WwsNCAzRdffFG/8zu/0/JtULxCUfN3dnZWMzMzLTKnjFVDipsDMK+60/ldGm3PnWknBg1tSR7Skfg+Q5O5f7LBeOcuBAZIpFc1LCq1xvK5rqM5jefiLESwGxsbLSWwu7vbaFX0ZeZROYxxK9MBF3JrB4P8NScOzCSlDKAmrZw7cDIiEgkDU8mGKLjynQSydMy/6c/BwUHbkcH5WONM+yXgm5mZaTqetR8ZtflbdAzI+5z5tW5YQj+7uXnYyjkYDJpzkcPWK8FuHmDfPZ0zktE2ufPM3bqOxwxrl3MOkKUcfVv+27oly5W6mDUhaQO7duf+/r4FF+5BD7O/BbYoAzXP4xmwyJli9QzmcnFxsYEY12NPPL9o3vxmPUTV6E4HgR89Jj8J3rJ+jX0DbABEegbEHB4ejgDO09PTxro+Znx0oCALTZ4/f15nZ2eto97NzU1tb2/X1tZWTU1N1dLSUr1+/bodIoEipwRJFVUNCzQoMbTKcHQrPFXGZ74sjUzVcD8rJKqwKSlebIfr+1zVaK7XZzl/i5x1EhnhpvH1fgSSUpyfn9f09MPRmQpc7u/vmzHJqtxer9e2e1EIToyRFYUAaeksHztUTy8vL9fS0lIDObbVSHEcHx83Y5D96tfW1urXf/3X6/DwsHZ3d2t3d7cdnXt7e9toQJSr5+NYRRjmOIFNbunLaIKhUBB5f3/fnj1z5oBE5lJFCJw3o0iuvJcq5KpqKYcEqSk/nicNkzqHo6OjVlzoulXVUmIoxaWlpZqamqr5+fmRIjD5XXKdDNRjBvYjt+K6VubnfTZTP8C1qDdBFkMNIJBBumy9gbBuStF8cgx0MreuWlspFXOXdSeemwNgX0R3jHWCHakKNR7eO69JdgBUgD9z67u7u62viejV9XJ+V1ZWanV1tbGfVaOnu/o7Hfc4o0tVs1n+7zNZ35K1Eym/vsuW0skccv62+0nHZhV+pk9zTtLmJmOYdjnBGllg67NWy7OQv/39/abbAsFMCWQqO3UZ2+Q+gjGHXplTcpU2ho4DKN59aWmpFhcXG7MhMM5tro8ZHx0oODg4qF6v17bjcGinp6d1fHzckLC828HBQa2trbWoMnPr29vbLU2QOT6OFk1k8ikzQcrGEhYlC8bScBJahgeNlXQ9IaGIMzMzI1vddBWEuFOZCK7PUna0FaE9Pj5uua2kquylZ6iSykx6LptwpGKmEmVTl2y+8tjhWGgC7EjU1dXVOjw8bHSYrYnn5+cjhWirq6stslWgKBeeNSUUHkADwDy7OTbfaEbvnZ3mMCW3t7e1t7c3kioCWDMqEoXmCX7kLFkR71E1bE8tfSMvmZXKvV6vzRcHdnJy0lJFeS1zMTk5OeIw3WdlZaU1cEnD6p3J67h98TF95iWBbtXQGaUj6+aEk3quGtLVKHPUf3ZuBEY4wQQzvs9pMPZkHVMnz40hyXoE6RuAx7XUbUg90TE54TTSZJE9yncnm90IlPx10yZZGAd4zs3NNb1yDcWA5kk9QH6H3Dx2pN3xzFnjRQfZKIODyp4h7t9Nl3h+7LGiWO/bPRgt00+uk705MAsJtuhrOulknyYmJtruHLojiKoa9miQqkpAmiDNtZNRznoEANRc0Tk22x8FhZmamJmZqdXV1cZgp6x4hz/STAGD0Ov1WgQDVaOPT09P2znrgMLXX3/dJoAD754UZhLRyVXDKlNFMEn9UuqMHP3OQqcSW+xEwgyA6NweVBFodqWqGgIMCpVUlGdmlKqGuW33BlTkgpOq47QYLvfNbX3X19e1vLzcWIpE+wwQZ0XIxwUFKysrjdb3LFU1onRJ++3v7480u1lYWKilpaXa29ur7e3tEePnXa0j48nB3d8/dBnLbWPAWDJIKDrPRTYoWqJ8lCmnqojz9va2FWFySOmYkkpHeVYN01LJ1mRxXT5f5lWrHozl2traNwpBPTPHy/BlkZNoNLc3SXeNM4BNDjznn2PP+hiUscpun8PI5bt4Vo47a0HQwBMTEyNFX4oovReDmdcUnScQomdpLzjSpLWTIcBWutb19XUDrdkyGQjxnJkzrhp1ulkHkqxWFoamLHOyHK1iRUfSLy0t1WAw3B4p5TbOcChTvg/nSh+TVSXP5Esrd7UDUrjkQuSrKBuwqXoIKkTKGE89NcxN+oFklrLo1tqi3o0sHk0dBeQA3QTxVfUNEJs1BGSGbAlUBYOuDxTQP+CePAn+MAB6arAJgAUfArCyZY8ZHx0o+OKLL2p9fb3m5+fr7Oysnj9/3oRFhAQVOl97a2urdd5jqLt5oYzS+v1+AxwEifFNByXfmXnHVCbGjmNLoagaPfK5aqjwafxTwZNWvr29HTl8x/N184KMAfTqOp4/BTbzWRSSMvoeFoCzJ3yUo2rY3Utea9z0wT/+x/+45Zpfv35dL1++rLW1tWYosohQtLazs1N7e3sjDJF9vOYvKbIsAsqo1Gczz8pgcPDmP0Fm5mCramTLVI5MVflusghZEMYhKzACNs2x9WdQ8vkyhTU5Odny4AmCJyYetjp5xjRwmCyAxnzPzMzU0dFRq5sQfY0zOBnvnukT8tjr9VoLWPOdqUMRHR1Vd2HnEEoWiEP5KzgG6AGOBJ/mXICQKSSAxfXNcabVMF1peLNg03tKb2SjG/IKkGcNTz5bBhwcARkA1jn829vbtptkdXW1XVP0yV5Jz2Q6DcM5TiSZ70kvsDQZnfr33d2wDwegrhbGHzLNblUNnTObm3R5Nu5Rh5PpWrqUzjWZGLrHZrCddK2qmg+iI4AHEG+N2dP9/f2Re5kfvoMdMAfAbQaYVcNdD2wGGbYN9erqqnXbNOdVw/RcsjRSVwDpY8ZHBwp6vV7t7OzUzs5ObW1t1d7eXj179qyWlpZaJJhFFVAvJwXBn5+ftwNMLGrmmyy86IIRh7IIZndxOMGMEBkHWxqrhkgViqOgFjFz0IxK5rMwHVXDDo/9fn+kwnQwGLSKe9EBitO7AkGULymzFNzcJue6DFL2jOj3h8e6ckbjFqI5WfDw8LDOzs5qd3e3Xr16Vc+fP2+FpOYpUyKLi4utKZVCuTRI6XhFL4yWNcodDblW9/f3tbi42PL6CkwZDdc0JyJZ8pGAwd/9fn8kl5hUelKcHKciO0bl6uqqRbAArpRaOiNrmmNlZaXpk5RcRlVoVdeRZjA/6GYGdJyxsrIy4vwZc/fLtFameoCvZPNE8X53fX1d29vbI4B1Y2OjnWmwtrbWdP/g4GCEOUiAhU7OHRxVw6Jb85/b6PJ5RZjW2fN7ZmtjfVw/HSf9JF9kwvfy+2yf+h7GPxmeg4ODqqomMymvVcOeDa6TzzEuG5QgPAsgrVOmQK6vr2ttba3VAGRL6YmJiZEW22wsmeumThXL6v1A9zI9MxgMmt0XIGaxKDnINtEJDM2FgIkOZBTOIbMjnLx5yYJQTEjOjXdzH/rNNmWA4H526WCAcou9QCAL2qUInab62PHRgYKMZKseerff3j4cMOGcA8ZLc4qs0IdgoXOGIfNVKooXFhZG6KY0+O6fSpw0q4gwhR/9SUBQqL5DuBKpZ7qBUXC/rCEgIKIoXd7k6M7Ozmp/f3+EnmYM3S+3e2bFdAIYf3NUqEeDgZOjzuK4x46dnZ3WSEQB1tbWVmsfisUBDk5OTur9+/dNsP2OQbEFVcGpKO/m5qYxApySIi1/gDEGikNk+OXsRKQUPAFizg1nmg5fsZ1rMVKZmrG2itcwUaJVVGEaSLIiCk12I9Ng6Fj71H0H24F10NiFg7GXfhzqsWrofLL/Rs6n5wPMOT9FsZiGbAaG9cAeHR4eNqdtzX0vGYLDw8M6ODho69zN22fUCbCJWm9vHzqj0gtgmZwlw/Rt9DtblBHc5ORkA4rAn3ViL6SzqoZ9J6w3uRYlW0eydHJy0nZRCGSqho5bSpGeA97jsn0cpj/Zdj3nBUtrXquqyQYby0Gzj+QzG11pSlVVTU7pGbBWNWRaPEem2PwuWcQEq+TMnwQUuc7WIW0BG09vBU3W1/phlBOc+FswmPOZz8t+3N/ft9qvrJ0Q+FrjDF66acbfb3x0oICjYKjSoFbVNxDZ+vp6cwi3t8N+4nqGDwaD2t/fr8PDwxH0BWlhCaqqORBOomq0ZzfBSeG2QBbeAnk+Cph0bFJFSemmE7OYSYdRfkIKherYBSxlHYT7iAA5muvr65HtheZjeXl5pII2ayKSXaiqtse7G6X+ooEizDwrUON3jDoAYJeJfOLl5WVtbm7WYPBwaNP79+8bOMyWwxQjDQGFNfdoc06IUUAd5vp7V8/ont7LnFFC65GFS5nKSfrarg5ymXl5OcNsDORejBknXzXcvcBoWEcg4ODgoAFKQCR34CwuLtbCwkLNz8+3CHSc9aUr5AVLkaA1c6yAgahL1JMpCDs/+v1+yzdnNMZQA/UALANr7RS3Zc1Epv/MEyCQDBv2KZkU60on6H63cyU7lR0APSewAtRMTU2181Tc4/r6urFYHJQ6JToMNJAZsr+0tNRkEOgUtY/rNKqGqdBkkTyPiLxqWHBovbNAzu+Oj48b+wPoLS0ttag8neLExESrI8utiGxq1jRIB6WecNJZr2GN6Yw1cT31HVJauZNEYOFZE2x7Brqb7LBmTrn+bEzKm2Ayi327upVpYjoPTJInzOFjxkcHCnZ2dprB9ULT09N1eXlZ7969awo7OzvbCs5UpSe1jtqmgH6u6KiqGpq+ublp+WyV7qLlRIldo2ExoL7ck81Q2X4n2rfQmZPLaC3z10AO6kgBXoIGKLpqmM+mJJRiampqpHtaVkQTLtsT19bWWtREWLPI5vz8fKRPA2M1znB8r8LR6enpVmxzdHTUqqNFZpyTdfbs8tJVD7tWGEdNSFKpksZOpVdHgVmyxc3nsx5A7hYiByZS4UUHGR0yWOTGd7qHLDHs/phjssg5VtU3csSeKenJrGamAwysOSALrps0qTHu+lobMkS2Mjryb4BFAXGyB9vb221nCJ2RQvHdwWBQS0tLtby83Iy9BlcM9fLy8kgu2PYzI8GRNXJPDv/4+LjR7uwR+jhrPLod9Bj7nG+OJllIc5wOenLyoWGbZwWsqqrJLUdvzM/PN9uYtRTeTQMuANTajMsU5I4lTAaAgebuBlCco7qIBMgADVA/MTHRAgYRObsMIGQkfnJy0nYeeCd2O20A8JkMnOBR0KS2pdfrNRY0axKkdumlwARIWVhYGOmDkbJXVQ1YqK2oGgIYYDUDRayV9yabUmbkDUC0HVng1QUVv2h8dKCAI696MEYHBwd1eHjYFBwFVlXNiDDUS0tLIzQg2lhXs6qq/f39lgOnyIwSA5CUUtWwQxdjkbsFIHMKl4010jgkOHHP3EroPtB7Im3RKGFFg6KFbdlhcHyGU5eCoUQ+x6lmEWYen5wnd3GCnDlAgPYdZ2TEojo258RakgF0MaPIODPactjr6+u1v79fBwcH7bpSDig5RXUcv/yyKEFBVDogz8CYeYdu7tPzijCTPQI+M90kr5s1D73e8AAv0aBn9T3RX7JGAB5DnTlxrJdiNHUo1pKTTGao3++PANxxxuzsbK2srDSHL/J1X2stWs62vuYRuNOG2dwpfGQc+/1+7ezstLnH7GVlfNK0vuN9paHoi9/RF8wNlgLLgY3zGUCQXrgWR2ierUkyhGTA86qXEBkLCsgZJi+dPZDgWtaMDF5fPxyJjekAHtiIcbedZl0Ke+X/7EGyNZ59dna2BWB0AQBYXV1tqZm0K9KJagWktBJA008pA47bepn3tJNqpZL9ZNczHZH6LIjKWiLMk89mgSRgYA6sjXmSEuDT6EEGBp6PnyIP+hJgJwDbTI+dnp42m/jY8dGBgmfPnrUtcemcUcaEwn5cjp9gQe9XV1etojsXE2LM/CZneX19PbIzgGKiA30XOhXhosAII2HJwpHz8/PWStPvssgljSGD40x79Q9JrWIIOFgC4LuQapf+9jwcUaYxbm8f9uDnDo+kG/Vg9/wMq4j3sWN9fb0ZWH9Qq7mOSe2KTKamhi2jMxI5PDxs89/tDuY6SQVXDauzb2+HjY5Qe+fn5yNVu5n3BvRSSbN4Dnjg9MgYNotMdaMP15BjzVxoOiAOEsADLBWZelfOqNcbbYVbNXQSAEGXcq6qpj+5q+MxwzNkj31bsOgMGUtAmakorM79/f3IEcKM49XVaIdEQDBPDcxUowhMIJF6ZjcLXbLmWeeTgD4j/nTuVcOUIsbR+5BVupROJKNJ0Z/cNYBPDuhr0vfApJ9hHm1X5mQyrTEYDFpQYu7HGZ4ld7ywe4CpZ5menh5JC+s/krVKvjMYDGp1dXWkWDi3DQLEWFiBCqqc3FQNi73JvjlxEJfnzeJxWx/9rluHkqAzdyYYbAPbKFqny+SDPCSQzBQivVOUXVUjbCLgenNz03r0eMf9/f3a2tpqqTRpuceOPxBQ8Gf/7J+tf/SP/tEfxKVqeXl5hF5GZXL+nBUFz/wfBMX4MQSopaSeUGsmjOF1jzSOmadndDyfQrKJiYkWdavU19QiafiqaikMBiORHSciqqV0UiXYk+z851rpAAEddQoAFnYBPUYgsybBXl5AyfOZG9FjGspxBjaIklcNTyykFFWjjU48G9CGomYkRXKHh4cju0AADIawaliAxMCISg0GluH23tYEqARYzZO5IStAIYOr+5zcJJlgiFZWVpoz2N/fb1FegjdFcZ4tQWrm6vMd3UNUzhFnjQz9YfgYzvPz87FPSVSXkkacHHPCNzc37b01X0HpArcaVzGeU1NTtbm5WRcXF00HOHd2A0N0cXHRDp+Zm5trRZaZm+bc6YzoDzjM/HfKAb03d5nfVzsk4mVLsk6GTnHmnFJG+Alc/D+ZpnTKWdtkLVOO2ULXBMYyFTouG2ROMi2aOXjMBf3zO3o4NzfXGpWxv4uLi+20zqpqNUfWi0M8OztrXUszou/WDXTZsK6e8BWAhG6JCdbYIn8DL4pwyQ/wZr3ZIGsCGOTJqhkYYX7JAZvl/96dHVTjAMDu7e2198SQAsd08LFjbFCwublZ/9K/9C+17oFVVX/iT/yJP1BQkEKt2ppTS2NrgbTDVSxCUACJqamp+uyzz+rFixe1u7tb7969q/39/To+Pm6AgnPLvbIiOMisahjBZGqBICb6BjoyjYDBYDgyj5cKS9EoWL/fr3fv3rUIwmcY7DQM3hcl6xlRd1VDqrtq2HBDHlKq5e7urjEzUhLT09N1dHTUjB0BHTcf+b3vfa9RgpeXl7W7u1vHx8fN8EPPuSVMOqFqSPEpyoTOnz9/Xq9fv64PHz7UT3/60/rqq69awV5VtZoTcwJkYIUYBvNFJlB6WBZ/k0fflRPMQruUF3JrXbMoqtfr1e7ubnNe6fAApaQuPfPExESLJjxTslG5lzkLsVCp5CZBuOZgisZEk48dz549a7ssOEMykoCUEaMrcrsrKyvNQGe1/cHBQTtCnV7JX6vTEO3t7OyMsHWZWybL1peOWws1LcC/veG2SaLysw1y1TAq9rs8eCdtmnVN2waseFfPure31+yc4CPrVDKYADQ9o/UDWLJJVzJm6aweOzjPvE+mTb23+UkHCHBnXt6f29uH/hnJegBsyVha+2TTsDd2pnCygDR7nAxadvrM2gg2IIMXdh0YtwWcU08dxwBn6o8fSEBFXtwPuOGTrL3rZfCRrGju1MEqmjd26bFjbFDwb//b/3b9H//H/1G//du/3Zzvs2fPxr3Mzx1yPll8pKMdJ2RxFJOoXD89Pa3PPvusZmZm6uuvv661tbV6/vx5YxQgdbnnL7/8sj58+DCCsLMQ0f8xDz4jB0TgFHAxhFVDwbJIlBN6zHxRUoIMfkZIlI5zINS+m4Vh0K9IjBDLGyZdlcWOVcNK4YwwMAbddEpVtejk+Ph47HVOGg0bMDEx0RQ5DePl5WXba9/v91s+dHFxse3BlSedmJiozz77rNbW1uqzzz6rL774ot6+fTty1nhGNBypdr/ZDjb7GFjLi4uLmp+fby2qE6iK0nN+rDG5yvwngOF7wGLmorvprwSxV1cPp/ulQcZQ0RVbsubn55tT0zJWQRSHR644VnKZIPIx482bN80IuR/GzDxm5z3OLiO/LNzMqJ4MMqpkRMonZQRrkBQzQ8+Jkr8EW0nPul+mXtTA5Dx5fpSyPHvWHGSxqO2XyVJlioFzJ6t0mlwmwyP69g5k3RqTP++UgRV5staPHd5HRAqIsDfeM8EBOyNwkSqQft3d3W31FMASGUidssZZdGleMA7+72cCRPUKwPbOzk6zzUACm4hZywJZz5OgOyN68iu4oTvZICqDXSkQfViAZ39be6DXc+VOHdeqGq05SXDouR4zxgYFR0dH9bf+1t8a+dlv//Zvj3uZnzsuLi5aJXEiLVGFCVVTgIrmSFB58/Pz9bu/+7t1f3/fWs0ag8HDoTrT09O1trbWDtVBrVtc+fuq4bnYEHrVsKJWdKWNaFJgmTvqRk6EM4tcMm9JAfyeURX1Uw4KkPlY73B9fT2CkKuqOZKqYdfFpKiBMmAqo9mkMatqxAk+drgug4vxyFwgytl7MtB6f9thUPXAGCwvLzf5YBw3Nzdrfn6+nj9/Xru7u60hlirlwWAwMhfunamhzNmTSQeyZJcwc+cZzaP5ZUAYS58TyUtJVFXroW4esobAASz0QooqKVcgNQEGx1k1ZIcA2Nx3ry7DPbNg8rEja31EzJlCIOeeHfWfPSq2trZqf3+/bcvr1oaQI9sQGViR0dLSUr148aJOT09rd3e3sU4YsEx7Sa9wwAKBjGT1SOkyloBar9drIFGAkOnBTJUlLe3+IlnrI51Hj7tUPecJ+Knh4CiTVcB+ug52pWqov+OuMXZWynZiYqIFB1JtCQpS3gAKIIK+cuDZrdBnyXgyLd3IOOcuZU1KKqNxtRveQxFu5vs9R1W15wQ+2XO6XTVkIr23LdB+n+8tLdINKtieBJEJNsyLAMZnMu2ejAJZHyc9NDYo+F/+l/+l/vSf/tP1W7/1W23C/oV/4V+ov/t3/+64l/rW8f3vf7815zk9PW3VqipFFQShjjNq52R2d3er6iHVoR3u69eva21traqqFbVp57q8vFwrKyu1vb09sjtB0ZH3ZAQY7DRSiZCTOiY4HI9op2pIJSZl6OcikYweGAXPhRW4vLxsbZ6hSNRTFp1RBkAht2wmgMiiOjnoLNQjlIyWXPljRxZSiWTv7u7q8PCw/fvu7q6Wl5drbW2t1tbW6uzsrPb29lqUtry8XBsbGyP5w6urh6ODMUhVD8bxu9/9bh0eHtaXX35Z/9f/9X81oCOa7tKXmXO29qhXxj0jVvNXNXS4qMgEHNbUz1Xjc9pk8uDgoK3P8vJyk5N0bJyaKIwz8rxZuKjrH+CUBatZW5IsDVnnbMcZ5gm4zHRGRlzAiEI/upjsjxy89EwyMnTJWuqMl+mVfr/fttlW1YgRZvQBGPOboImtMR9SjhwrvQBQzJ8iy6yjyLkhMxmpA7Ty5d6NjbCuAhPrS6aAmdTrdDKiR9EyOffM44z19fXGXuacACUKWCcnJ1uhKLbo9PS01RIsLi42p+052fZMz7ChmbYFFMkCRiRTAUBU1rQAjqnzVaOnOtpxYq7Zd6kN17GWmryReyk7z1NVLTjNHUIZ2GlIh0W0ZlJo2JG8v3oBLKM+FuwzGfxDrSn41//1f739O/N0f1CggEGyaF6a0VJl6YXlZe7u7mp/f7/29/cbVfvpp5/Wp59+Wvf39/X8+fPWAtVOAMVNX3/9dXMQMzMzrZsbisbCUMKqodEV8TO+EH0WDGZBk7wt9Gxhq4Y7AESmubAEWPQsSmVUkybLCBWrYq2gVu9q/SjU0dFRi9b0DMBCACEJcgCccYZq5F6v15pqfPLJJ60pCYDD+U5OTtbnn39em5ub9dOf/rQ1o+r3+7W+vt4KPO/u7to5CkmJM9iDwaA+//zzb+Qx0a1JFXtPf4skGeqkhL+tPsT20S77UlXNCORcJh0O8KF/3YMsYUg4E5ELoAAo+w6nJ6JwAqXvMFLmxXx5Vs72saPLcGVtRW4Ts5eas1VY+Pr163rx4kUrmuJ4zJ+C1NSfXq/XelpkpKXGJxmXmZmZ1oY25Z4+dAE9Sj5z0eReyoAOc7BsQ6YabJ2uqmbPyEXWWbAtPus5s/YhGSyghS3wvJipq6urWl5ebgylFJhnVEszzvD9bMTkWmwUx2VtHdOOJTo6Oqq9vb2am5trjJD8uNSxuUmms6pGwCD9oTPW4O7uroGBjPA5d8DFM0qzVVUDcXQv2besERAkscGAAJ1ix7LI+fr6uqUrpUkS/Jk3IC79DnlI+0ZP/C7TBlLPf6h9Cv73//1/r7/xN/7GyM/+wl/4C+Ne5ueOpLlQSmmwRZn2ulYNqTKVzLZSoSBF+7u7u61TFmQ+NzdXr169agrLYX348KG2trZGnodByXxcIk15PEgxf5c5ecYGEAEgMjrzjJyiQfH39/dHIhjgRcEJZIi2vb8fFlFC41l3kLQ3QRbFipiyWYqtL9D6OIPAZxpmMBi0IkdFhehzKQQHKM3Oztbh4WHt7OzU4eFhvXjxol68eFHT09O1u7tb+/v7zfGoPTA3m5ub9erVq2aU3r1714yPNcgcNkVlZLOwLNcvI5ikexkUsl1Vzdgzgpxu5sTzTxpdVDmZSOfNUHFaCeLu74cHBuWOHY4BbY4Fy3Mfxt3DLsJnoLJQjJwBZCsrK61fA6eSe8rtnLm4uGiA33yyC+Y6ARgDbueROUtDmZT94uJii/R1S7Re5mQwGIycemluMkeeBjx7LwAIKH3zn5Q60E6Gss121hAosAOUUOvWXiCAzcCi5Bx7B9cct6bAe2W3SI6YrUkGhFyrJ2G36HwXzEnHWDsyyWnTrZStqmH9j2cBKrz/3t7eyM6llZWV5mOurq5GUiu5nuwyv0S21WwIvLBtGVB4V9+5v7+v3d3dNuf+9t7JJqqVEphmUGKLbrKbwADbZOS/f9EYGxQABFll+5//5//5uJf5uQO9yQgmIs7isL29vZHcDUQIABweHjbEZYtGKhADoWBxY2OjlpaW6uTkpLa3txtlRLFNPIOLzuSAs3agW7TlDwPG2RIGDpoTgD4Zl6Sq5Inko7NTnN9lNAFY+FvkKJoUfWY1u+jK/KuR4JwxFpqNjFto2C0arRrm26qGymh9ALGMhDnbs7Oz+t3f/d26uLiolZWVEWq01+vV8vJyoy8deITuvb+/r6Ojo7Zdzzqb/8xn+ncaPn/QtuYbUMp1BFrl2FGNmedWhc5om1cyzVHlvHGYVcMW4WSJMSXvc3NzrbI+6cibm5vGvDCqZBxz8MvocYLnqmrzUTVkUzA5wJtc69HRUfv/q1evmmOx+yDp46phvYuOlPLV2dsg6VSRI8CEoer2MZDeApI4B/QwMMA2iRDpZxp57J335zzpJCCbhcOAAwdLBjO12XUi7s/5CgqsOZDCBmW9w2OH0zc9J+B9dHTU9CNTWFXV0mLLy8sjbeS9Ox2veiiYxm5gDskm4AP0W3fRvuLW1L2JieGJodkC3Jo5nln6lA3PFIK0kHve3j70z+najay7SiaHvUomAHtGPrrr6N9YDzJSNWTgskbC+SiCSf8eJz00Nih49uxZ/Zv/5r9Zv/7rv1739/f1W7/1W/Uf/of/YW1vb497qW8dW1tbLeLP07Oyb4CIO7tfZS5ob2+vGTl0bDoZW5/QWSY/W/1+5zvfqffv39fPfvazZiy6RU9SCplD5WDQ1V2UaVG90+TkZLumBSaMAAiqOaOvquH5DYmMIV6CkjUAVQ8gTtMj9/csCobkgI+Pj+vw8HBEKbtGalyBq6p6/vx5c9BSExQrm61UDekwucevvvqqRQ/e9fT0tD58+FBra2v18uXLFn0wGhyhpjnPnj1rlNtnn31WS0tL9fbt29rb22sRWzI7WbyUkTdDwNibf99BQbo3Q5a7FhQHkU1rznBnrtF6ZwTZXT/GBh0M/KKVyYEcL1mZm5trRZzkUEQ9TpFSVdXS0lIDUlVDkKeSO42vQkHPNhgM2hHZu7u7zblPTU3V8+fP69mzZzUxMdFSW2wEnSQ75+fnLTBw3YmJiUb1A5Xka2VlpTY2NqrqYc/3hw8fRhpTVVWTV0wePcGySMWIIAeDQR0dHTWQl5Eg58Ee5FZqc5Y564zuBTrJyGStBQCabJW8dNUQnGR9x7jNi7AR6aTQ4gBl1bCZD1CVtQ5A1vHxcXOCGWVXDfvWSHl4F3/rP5Ot7tNpWl/3ljK+vr5uZ6mwrzc3w6ZD3icLv80TIJHOPQEiEO2+dHQwGO62IA/8BNvXTXcBoIoW834JdDHomRJMRjprm37h2o4lCVX1m7/5m/Xf/Df/Tf27/+6/W1VVf/JP/sn6zd/8zfr3/r1/b9xLfeuAxNBJkDrEk2iXUGvPqzDu6Oio7VXl6OWaCAwHsbq62pAaNIZG/O53v1u/8Ru/Ub/1W79V//gf/+OGMjPvXzV6Gpq8EoNRNSwoFI1mwYz3qaoR53hycjJCHwMNlEVEAiBk4ZufEYw0jLZkLi4uNiFGSU9MPOx5T4eysbFRExMTtbe31xwGRwIYjes0AA95NZHa0dFRi6JVw7sfdsFcAytk4vb2tr766qu6ubmpTz/9tJaWlmp6errW19frs88+q7m5udbS9OzsrBUw2ra6tbVVX331VTuNUXMc+fGs67D+5hkQBAY4VXMoNQWkaG7CsScIcZ+JiYlWIKfddOYXOQcO9/r6uu2qENHIscvdWzOsgTwomcptYwyQAt9xRu6LTlpcmstnbBvMfPTR0VEzgrOzs02nzSUHaH2za58mQJyigj1z69701lqkvi4uLtbq6motLy/X+/fv2ymrgg9Ro/kxn/LYolkdDbMmKCNdjGVGlt6NM0v2zH3IlvkFVqemRk/wlEYERNgu9kZHSfMxLhukgVCCEuvLYSZYkDrKPi7k0ueTIaF3gjqf4/BSjqSf6FcGQOwtfen3+20rszk5Ojqqr776qrWDB7aSkeCgAZjc5YGVA+jJHBkw5+y/NfXMeYiXP9YtgwOy6neKn10TuFSvlYW544C+sUHB1tZW/YN/8A/a///BP/gH9au/+qvjXubnP1BQduht7TEpEBqGwTo6Omrtj7Obkwm8vn7Yb7q4uFivXr1qUdn5+Xnt7u62TnKizqxCnp+frz/zZ/5M/bk/9+dqb2+v/rv/7r+rra2t9gwZ1XX3tVcN6TGCXzVagWwhOf7MQxEQ/878EVCRRje37HSNO2XSOY9RgLpdF33KWaC9vCNH7R3QhuMMIC7bCMuto7irqkVZjCwl0pMiASOFPz4+rr29vVpdXW3bTu1G6YKsm5ubVhcxPz9f3/nOd9r2xffv39f29nZb48wJJq2XxqBqCMQ4icxLcyKuZe1FBZni6u6ld7/u2t7f37dIidMAZlyb3nBQVdWaI9mxkLUziqX8bNz13d/fr+vr61pdXR05Brjf77cDrMiWvLR5qRoyYBwhmQH0pQA4CnPnJFSgQD8LKRXXS2CnTuP09LQ2Nzfb1sjvfe97dXR0VF9//XV98cUXtbu7O3JGh2eYmBiedOlZM91o7YGebu4+2UPOJGsdXBfb6JmzgZh7YijNxSeffNIi6Cw2BRrIBRsyzgBCVekDJ+jr3Eev6DDz7Sh1wVW3HuP+/r6xY1I9WEpyCQwJuDJi93faP4WE3//+90e2Il9dXdXbt2/rxz/+casxkjacnZ1t7FwyToLMZEWq6hsyII2bgIhdJ+vehSy4l+A3A76qanVeORd0CiMnfeT7f6iFhhsbGyOR7mDwcBDNH9RIpK8qVvFZdv9KgbLoCsbkbRmOLFa8vn5oaPK9732vVldXm8GAwO1KMOGcKLT1z/1z/1xtbW3V+/fv6/3793V0dNQYDc6VUisoY6hFA1XDorN+f9hopUv3ZNSZBiwLGf0uixUBKsi6m+/e3t5uh8pIm3Cs3sMzMm7e5e7urtG/uk+Oe/YB6lGE3a2V6Pf7rVfFzs5OY392dnYa66MOIovzGIitra2mCJ9++mmtra01sCjC9M65N5ns7O7u1ldffVU//elP6/379y0aTUpU5IhhIZPmSrSejYpSPro0svMCVlZWWhqCAQdAGVNUrAjUuzJaIifRGEMFLGQRIaOSaZyktjNv/NhhHaRJVIWTF/oK6H1bXw+MB31ZXl4ecQ53d3dNhjFWdg0BQuaa8xYMeB9BgzNGVldXWzfGiYmHJljf/e5365NPPqkf/ehH9ZOf/KT1lBedKYbMHUD0mCMyh1IOXcfBUQKffi/qxmIkiOckgGqp1KTprStQQTZyTa3xOFvWqh7qV9bX19takNmqavVKIlZggM2yZhy/58G2Hh8ft9+j1FH9npsvAHrMv1onKUSOEhiUcsBScvAYordv39abN2/qw4cPjbXkh7JGxnqw1Zi/BLpSdtYV+HbIWoKGBK3WAkshkMk0Of8L2NATupWpD6zIY8fYoOB//V//1/q7f/fv1k9+8pOqqvrud79bf/Nv/s1xL/NzByo1o5qrq4fjUBM1m1RVnxwKwWDkstiPQDLox8fH9fLly1pdXa37+/t68+ZNVVX94Ac/aAcQOQdgbW2tlpeX64c//GG9fv26fvSjH9Xs7Gx9+eWXI0e1psBDwFB00o6Zi7u4uGhO0mJThOxfnXuoRZcMLqdTNXrCl25nIn25tKpqbEHWLngmn/Uz4CTpdEoyLr18dHTUlJICoISzAr5b3Dk1NVVfffXVCK2XLVYnJibaOev+7O7u1uvXr2tpaan6/X69efOmFhcXa2VlpRnUubm5Wl1drYWFhVawyJmur6/XV199Ve/evRtJlXBYwJR14aAzD5lV/AnyrBGGSUTl513qPLei+v5gMGiypxbFeidTZt1ET8fHx9/o75H6wnmi1McZz58/bxEjY2ZdVUdrMJSpqkxzVT04TcYd6FlcXGyR0OTkZNvzrscFucl7qlvgABzIBYAKHqSxMHXv37+v6enpevXq1UgtiV0Q7A5blWCabGdKI/uK0C2/xw6lk+TYGfiMCLNWaH5+vm2Z43i8O/0SWCneTDCYqdDHjpOTk1aLoS6GzFt39/V8CTyTrcsurGxMpmqA1LTjfIEAkP4ATgI6ckTeFB5nysL6f/rpp7W+vl7f+c536quvvqqf/OQntb293eQt660yDZAsRlWN6A4g1g08bm8fdoBhfMwfMGz+qqo5deua65Usg+9MTDwUoT579qxWV1drYmJirGLwsUHB//w//8/1k5/8pH7jN36jqqr+5t/8m/X111+Pe5mfO/b29qqqmkB7wYmJiWYgk45DK1ZVE875+fn6+uuva29vry0OBTbhx8fH9bOf/azev39fa2trTakBC1vf+v1+yyuiXCcmJuo73/lO22MPPFBiqIxBZmSqhgeJZB4OGma0q4ZtLtH3BCepKM46aUkABOuxuLjYjO/R0VHbdjMxMdHYFAIr356OjqJnDQOlp3z7+/tjrTElAXrMhUiYcWModcjDkBweHrYUkTmzrdJ3FW8eHx/XwcFBLS8v1/Pnz6vf77ftjK9evWpFTBzhYPCwnW11dbV+/dd/vba3txs9nVEayntiYqLNA+ZFGkcUkEVjGblYZ9dI4y+6TcOuMI7hyPynCEOUZtdG7lPe3d1txoR8Wdesg/AZzzBuIenx8XHLpzvbnS6IJpeXl9v2MpHW4eFhSw0x+iK/lZWVevbsWdvzrjCy1+u1A5jyAChzrmNdHrWbNR3m+vT0tL73ve/V5uZmi7Y5HynN73znO03mpDKssz/9/vBExnR+6ewAsGQzFJQBptKRbEU+szkkF3n4DfmjK/kng5JMObJf44x+v9/6SszPz9fKykqtra01XfVeZMdnOCjpP/cGLsgtlkXdELYugxgyQ3fJXFU1R24+bCd2pgYHL62RdQPZITPZKizOzc1N7e3ttchdmgFgVwdEd7HOmYJl58hWrkk3veC9gSiy1O9/s4ulgmN6h535Qy003NzcrJWVlfpv/9v/tqqqfvjDH/6BgoKNjY1vbB0xoQpsIKyqBxChRbFCGwZFzwKLB41CluoVLi8va21trVZWVhp6N5FZoc/wiwb39vbq/fv3LX+j8yLkKLJPiicj7iw8ykg/q5pV3lcNc0YppFXV2IKqYd58aWmpPv/887bn/+TkpD58+NC2cnJgKCtOuqpagUzuyU72I+sZsBzjjOvr6xbRAgLmyDwASv4otBGFvn//vvb29kYK1TJfr/pdjYjaE+mhu7u7+vLLL+sHP/hB28OMXuecfQdN6xmzJsCcA2LkxW4VCp6RQKY7gFuFQCsrK63Y8+7urtbW1poBFpV2CxdtRcSsYEsuLi5adzvzJ0pVzAcIZ740QUeC7seOTMvt7+83WVtaWmryKHrT710VtiAgiyCvrx+2IKsPmJmZaTo2OTnZzopH+wMy5ts16Rzne3R01OaTw1Jg6t3R1va3s0miNSxMbmFj/KuG6RnAkn2SRqB30pqemV5kCoQTAwqwmGyjCnR1G2yBlJO28PRNJ0kFleMMwReHl857aWmpBXLodWujfqeqms3mZHM92JTc8ZMN5aSK6U/V6Mmpz58/HwGHWcthDumCY9cBgaOjo1Zcak2wK54hdyfRRc8CpOQc+Sy7kQWg0qjmg78SPLDRwB3W0BkP/MXd3V1jPdfW1r6RYn7sGBsU/Bv/xr9R//f//X+38w5++MMf1p/9s3+2/vbf/tvjXupbx9u3b+t73/teiySSOqoaOsK7u4cmGC9evKi7u7uWR04jy0hDtFCV3DnhUogjwrKtBEW3s7PT/k0oKQBUvLOz04TQAmEJsnAw80TAgHdbXV1tZ4lnpWkyDn7OEPV6vVZBr1iPME5PT7e2nIuLi+2MADs1FMuImBxcwwlkoVtGO1mUmLTVY8fv/u7vVq/Xq42NjYauIXyAj5Jw+jqQ+T+UTBZQdii2NBCMzM7OTp2dndXGxkZrfsWYZTUy9kZrZdFrOhlRqXny7FXD4jDOUDSe25sYa8VwOvehNtG/S0tLI0yCufrkk09qbW2t7Q5haLRzZuQZg+zDnhR1OjgA1v2wLeNSy3YQ0Cn58qOjo7Ytyz2qHvLTAKgdQzMzM+2MjIODg7q/v29z4XcM4srKSs3MzDTGhlxmh0I5fu9u/TKFd3p6OpJaOD8/r52dndrb22vMWDoY8lA13CrINiSzl6kwv+Po2R5yp3ZEBJ/gncx4bkW+maI07+wctgN4dN2jo6Pa3d1tqc9xx/7+fmPV2EVsLsYuj02+u7tr60xf0e3sdW6vpr/W13trBc4m2FFkiKY/fPgwUpxL39Mxkz81Uvf39+24bUxrsj0AQdehk5+qaiAnC8vpVDcw4A8MvqOqRj6v0VpVtfSXwLm79ooLT05OGjOSBc+PGWODgjdv3tTf//t/v/3/v/qv/qv6y3/5L497mZ87rq+va3t7uy4uLmp9fb05crRN1XAbH3rWXmUOxbYRv7e1KXPpma87Pz+vg4ODmpqaaggL9bizs9NyvouLi61/PFCREQmQkYVFk5OTzbkBKSK+ZA6cJY5xIJgUCp14f3/f8t2U5cWLF21rJSfAIHi+rGpGL6l0JUCixYxUq6ohYwgbOBF9jbvHWa5cqiRbkGYqwZ9E9t0cuEhAJKI/BWPqHISjo6N6+fJlOwTF/ufb29tm9FF6QCMgYo4wE4BZFkihAjkM8pcd70RNAJu6Bu9pjU9OTpqz4KifPXtWGxsbLbWxubk54rxEtxkZVtWIA84o9Pb2thnUrHPRjCVTM+OmD3TcBI5Ef8lMMNJXV1etxwnqUxSGbWCIT05ORgripB3oz8LCQgOr19fXDfxi9uh6Ftnd3NzU0dFRHR8f1/7+fu3u7rbnskUWmHJPLAcgJupOtk/ajwPK1KDP0GcOqGqYGs28fOajs2BVBMsB+Y7nxTJiRHu9h+ZPDpoilysrKyMV9I8Z5D/TW4II+mvukyW4urpqRadLS0sj2z7Z2czXW18Awe4QgVhVNdvmGaoegHNuV/VsQPonn3xSL1++bLZ+a2uryT4nDsxzqmz39PR023UBZHWLyzM1BPybF78DpvL5ksETDLq+3R1qwYABtgLrRNYStJnbx4yxQYGI7hf97JcdFoIR4ASz6jrzP7k1g/GoGu6F59DQdQQznS40a2vj8vJyyy36TNVou1coTLQl386JX18Pj2rOXF7VAyJUBc+Y39/ft6ieEeUA5cuOj49rMHjoMMho6sRICaQ5kh6Th1WgJHfHAGUUw/gkG5EGI4vXXGPcNribm5sNwGUb46Qbc8vV/Px8y7O6n3MSGGiKlof6ZEHW6upqc/LHx8d1dHRUa2tr9ezZsyZvqE/ylYU76UyrasQB+L45YUjIM/DEsAETqvMZ2GQRsuBucXGx/vSf/tP1/PnzJk8iF6mCk5OTRrmLfMxV1hcAxiJS72GdgQxr8cv0oUhAkLllus3ZVw2ZP/VD3nd+fr4xfNncxgFRSeWLsERJGmPNz883h48dYHwxCuzA5eVlA8r0y9qLYr2TdaHj1oO9IQ8Jwsg3W0XnbTPMHVXZX4EzSGc/GAxqZWWlsYMCGpR9v99vB8BxFObx9vahjTOGib36ZWoKvJMdTln7ooBQ6vX29ralZzlzzOTm5ubI1l92jzyae5G5597Y2GhbmOlC7mACuEXvx8fHdXl5Wdvb23V+fl5ra2uNYdLwrqpGiqCzwy5d4I/Y/8XFxaZ/5sXwrGSVTljHrGsgZ1XDRlf0RbAmRcR/JAOdsph1JlmH8pjxSx2d/O/8O/9OSx/82q/9Wn3xxRfjXubnjr29vbalA+oyoQoqOM67u7tmxHVLY5Cz+pjgJp3vcxgBx+EuLy+3ugO01unp6QjaxlxA54ycWoXb29sGYDxrdvAT2UGA0O9gMGjNZqqGe/c996tXr0by2qIZEQlFgjJFUihZSgVAJE2XTo/zzWI+NLBren73GmfIkd3dPZxoifmw7i9evKjLy4fOlNI+GSkxkOl8RcKMEIcNfV9eXrY1BiLIFqOTbWOzmNU657kXjClqEQhhGJPOk4+8vr5u8+/ETmxG1bC4lvHKosAPHz40GZIH3dvba2kCoCKBHTDA8RnuD1AkCMJkJLgYlwkCgBl5ekGfOUfOEzjJ6Da3rE5PT7fTSxUbi0C7OzbM+fX1dTOUOt1JAXnfg4ODpjOe+fnz5/XDH/6w7u4etjweHBzUmzdvan9/vwFKrJItp95haWmp1bCQI8+GSeIYMvX0bWlF60QvsXMq6DmTq6ur1o9jYmKiNjc3G3NqC580p2K+3LlwfX1du7u7Y6cQutG3f2fKRiFzbgWlj4BPOkjzZTeNYFNgh4mjY+wsp0wvc5cWZ5pFvtgkRdii88XFxdrd3a3d3d06Pj4eCeYUiOZ2V+uZRazkmO4Zd3d3rRgxGTQAN59X0Pjy5ctWPKzuJZkLwL9qWNROj7MwXFD12DE2KPg7f+fv1J//83++/pl/5p+pqqp/+A//Yf2P/+P/OO5lfu6gUJyNSZE+0Du669gtoAUR0SYtTgkUNWVFqnyS1r77+/stzcCxr6+vNwU8Pj4eKXzhRDJfxkAriiGQqMeZmZlaX19vxWWevapaxCsPqrqeAOZJdpyWCCbBCOGpGjqOPJFMNJnGEmoHHJL2cn8sQhbwPHaoNq4aVtdC45zv8vJyra+vt1y035tf4GR3d7f9Pyk/Siw6mpiYaA1bGJjLy8u2P1muk8y5HmMummM8GX0I/P7+Yaua+yUF7L28U0aFDilKVsJaZfHkhw8fmqFKuWO0MBKcR/YBwLxY4+Xl5fb7lP/MeWY//nG73aEu/ZvR5SCALfQrWQOqbm9vW+V0VbX0XwIN62jtpWfYAvdVG8I2JIPGYN7f37dUw09+8pMGiHx+MBjUxsZGy7+zUQroqmqkBXrVMM3QdWxkxRY5zgTQADaT+VxcXKy1tbVWE5D9/jmqhYWFWl1dbceJ7+3ttWh5YWGhsUzqbQQ8irTHrQvKYttkW9JmVw23Z6qXsMZXV1ct6hUQ0FkyB8jnls/9/f3GwNJTso8xo0dAJ9ubtVCKV58/fz7Su4FfMU9ZXA6kZ1qB7pFtNtF7iOo59dnZ2aa/yX6oY5uamqpnz57VH//jf7w+/fTTkXbV3i/nSSEjf8QnOIJcmm6c4+3HBgVVVf/D//A/1P/2v/1vY1clP2ZAyQQiETGjX1XNeanyNlmUS/MIRjsnP++R9E5Vtaimqhq9rZHO8+fPW1MlDmB/f7+dxujUMkY10Sll+eyzz2p5ebkpOcPb6w0PWpLLVLzIQCqK43gYF8rh/VDYIimOFDAiUIlQza0GMIxNKr46CtfPQqpxxsHBQRP4iYmJViFvjTUnwgAlK8G4+j96j4PBiiwvLzdnUFXtOp6dIh0dHdXZ2Vm9evWqVemvr6+3aEO9w/7+fm1vb7fILpmC3GONCXCim54HuQVJHpvhd00V6MBgVY3UbjjyOPXEPbODX9Ww41w6DwDh4OBgZC2rhkf+ZuR8eno60vzosePs7KwxfVkwRT/JbuaLyRN9rBpGulXVZMTcJGOEfk3WoapGnLY1saZofPOggO3w8LB+9rOfjQAkjjuBfaYOs/o/HVCCtgxe+v1+ra2ttX4o1p4T8kyutbGxUWtra7W+vt4o82QwNjY2an19vSYnJ9vcOP3P8zqo6O7urqVZ6LkakHGGQtTcbUEXAA56zIYBAQIT4JyNTJs5MzPTag2qhnv16T7nl4WctjhnnRdQjsGxO+zq6qrevHlTX3zxRQv8XCdrmETeZBnroS7MXPi/gm5zYMfMs2fP2q4h206z5mIwGNTm5ma9fv26vv/979d3v/vdev78ec3Pz7ezOKQnOXp1cnnGivoFep3MwmPH2KDgV3/1V+uv//W/Xru7u/VX/spfqX//3//36z/9T//T+p3f+Z1xL/WtQ9Qgz4wSEXkkXSVqQGfbVnJ3N2xDiuLrFhll0QmKKaNWCllVtbu7O9J1bTAYNATbLTy07949Li8felG/evWqFhYWanNzsxk4lNrl5WVrnXx6elrb29vNkNhfnnULWaxi+wpBzghVw6csivJsDMTc3FwDIaIfxjMrqRU1VVW7boKZcQYqXKoEEHj58mUz2Mn8iI4YN3t/HXErDYOi834cOzmoGqZdzD1gcXBw0AosT09P61d/9VcbewNMyF+KPvNaDtJaXV1tZ2qotgYKVREfHR3V+/fvR6IFsif/bX7tv88csy2IjJnCUYYTwFN4mVuoRFxADCPOWZMPhmTcfGRVNWNHB6RNAGqRjvlVre2ecuDW0TAfZCEZRTIvVagwTF1EOnAFmp6j3+/X6upqc6p0mZPLCnvACSD2HOYq87ua9rgPp/Hpp58252JXBODGmKf8rK6uNpbSyYFaSTt6GisGVPpD/jzr6elp7e3ttQBDp89xCtGsRTYJEogB5vf39w3ULS4ujhz6BkR5bz+TNuoWMbsPPeaU/S4DseXl5bbLxTtlJI9VyoARcEtWgZ1lN203J2vAv3sDexy29JLmW9fX1/X+/fuWErZjzP3m5ubq1atXDeAtLi422yPNBVAB0/TedlrMWG6nZsf1/3nMGBsU/Cv/yr9Sf+Wv/JX6V//Vf7Wurq7qr/21v1b/2r/2r9V//B//x+Ne6ltHFiVlHltOX/S6sLDQInXCfXNz03J/Cn4YzqpqyDm3izCKCrJEgNoJi2APDg7qd37nd1oXRBQcMOJamuEkC8HYMlActec6OTmpt2/fjhQgASaek/E5Pz8fcWi9Xq81e0mKFLpVsJiRb0YsoiQGu6paxJyNZDgvwEH9Q1Lojx2OMdbuU++E1dXVBngyIke5iQIYPt3Z3r9/3/KiQI1tWQx81RAI3t7e1sHBQXMqMzMzrQXyYPDQtvvdu3etCc3ExEStr6+3wjDPxWkAo3aaoJCBMQZMNKrSmbET7YhegYibm5uRbV25hc06K3zSnApYSqrYfn/65YQ9hlbEY85F7WTP+zx2KN4iyxMTEw0ocHpqYQBdrZnJku9mER4dyAhedIiqV4eg415VtdQRA0lXs0+Ez1nTiYmJZlPMBSdOv+ild3YN6QZ0cu5S8v4YuWfPnrUUIhvn+YCL6enpVmOh6PD6+rrJv+LVxcXFFl32+/3mUHZ3d9vOGQBF8MUpZ83JY4b3zsLm29vbESdojRyNzf5kOg4VD4x7x0yxpY0mn8CjCBgTak56vV6rQ0n7Rd7cm1z5HRCoLoUtJBPd4lYAIVPAbIl0gevd3t62bedsf/bW4e9yN0Ov12tpbMBeEAKY6dxqV4m6NbILED52jA0K3r9/X+/evWv/z+KfP4ihCMy2rGwRmZQOp4g2ZQAZXdHdwsJCM2oAh0knCElDUkb3rBrmRW9vH7bByN9kCoMRJ4AaCmXEsr6+3pTPHvj379/X27dvRwxbOv2knBkpSDyjQs6IAwVovGemEFxHrj6dZ1JlFMLcecZUfHM6zhA1MmAc59dff90an6yvr1e/3x9pLJJnkauJ4Ai0MSYbwJi+6MkQWdMESEnHHx8f15dffjkSUR4fH9eHDx/q8PCwGf7V1dWWXmDoRGYiVuusm+DZ2Vnt7u6296G0tuLJbZvzqmFPjmxaJLJxYIsi2aoaYSLyeFsgiBHGPnifycnJkUpvUYztco8dor2s2s/qe+9sLaTMsG/kgy6Z2wQ22Wuhqlq+1VqQTddXhOg96S9mQMSbAIZTlybNXRze6erqqoEaVHHu6hBBc/jWw5rMzc3V5uZmi2A9LzunDgXlj7EwH5xSdlMFCHZ2dpptYU8AoKzfAc7GGdIRyYwkG9kNvrCOWSSYUbm1oY9Vw2OK6aU0EVm+ublpNiuPI0+W2NomS2x7LN0SfGEBk63K3g63tw/NqdRvkGnrtrCwUCsrKzUYDOrFixe1srLS/CNwCNBgaNgxYF9DovR3bLP0UVU1hgkIIG8YDnVtimXHKST9pQ5E2tjYaIv9p/7Un6qXL1+Oe5mfOyi7SOrk5KQ++eSTkUIWEYTIgQNzcFGv12sdsghLokFCy4lQCJOZ2/U4dIuf+TBAgmO0g2BxcbHNjy03hAWKzXuKVC8uLlrEkRX/ti1l1TvlJ9SUKqlNBo9gAwgzMzMjpwMmJWVO0eWMBkou2QJAaNwiJU4gq3+lZzgqaRfzb10SwL1//77u7+9rbW2tGVqH5CRSNm8iPsbBHv50OFUPxmh7e7smJydbS1ZrnMVNjMTLly9rZWVlpNWr93F6p/oFc01JAUD7i7vROXaCXGcEJi+cMjc5Odne68OHD3V3d1evX79uRi5ZrQQMIu6MyKQjxgX9+/v79fz585FahExryQeLoMiEFMvFxUXbX48RAQDJZ1W1OVBLAejQh3RQ5s4a0sWqYVFgFs8eHBw0e+DevpeADPgXnGAAs1ZC9Jq7aLwDubu4uGjdHz0bWcUuJsWdspjpi6oH5lEFfa/XaycCch5ZLIn1GHcHUaYyPT8QSqczwPK+WVBM/rI4k51dXFxsDp/8iIpd25pZ16xHMbcbGxstzXBx8XAYEvn2fTsAcg6lhqWfrfXKykptbGy0nhh2CjiojQ/CVgkkOHd1aunP5ubm6uXLly3ly85iTMypwnHrDbxilQEOAAizVVVj2eixQcF//V//1/Uf/Uf/UT179qz+/J//87W9vV3/0//0P417mV84+v1+Q2SonKz4tZAoFd+Zm5urTz75pJaWllp/agKRToxThlZFMYx/d08oGtQ1RC9pNFFh2ry6hmItAodZUB1u4VVeHx8fN1pXtOFAC/RvVY2cOpeGKJsDqaxFX0Kj8pIiHnS7CBfVmNW9QIZ37ir8Y8cPfvCDFkm+e/eupSLW1tbq5cuXDbmjvikTAAco6POg46R8Wr/fH1FA62H9pJEYAZGfyElzEGyVAk7r45mmp6frO9/5TjMIaNssDBVJ5hZHFKDIkUETBakzMWwhvbi4qKWlpbq9vW2G13X1sCBj+ZlsYYs2TyqcHlhzhlojrl9muxpD5VoKLfNenp1RBUiAoLu7u0adVtVIHYDvcthV1YpwRb6AtftxrqhaTp6Bp1t6FrgPIGZHQlbUc6qTk5Ot1mNpaak2NzcbnZw1HVKOb968qZOTk3bNrIfIdN/V1VWrvXn+/Hlj0gQXtlkqnmOfyM+LFy+abGVBdm6dZCPHGd49ARObure313rvsy2YRZ+nf2ljFOSSH8xbpicAfnaADLPHWc9FF8g8eco6Bfcy58lGZQ0Cu4BlUPipmJsNPDo6qq+++qoFAOyQWqL0HeYEM5GAaHl5uV69elXr6+tNjxW4OwRMcaize9iD1dXVOjs7azvpnPXy2DEWKJiYeDg57C/+xb9Yn376aVU97AL4q3/1r9bf+3t/b5xL/b734Ohc3wErhE4EeHJy0qh8uWTOkQNB/8md+X7m6gho1bDxBhpXQdzLly/bIg4Gg3r+/HlzNlnAlJR/OiFUD9T45s2bkdwyY5dtKRXqeO/MVwNFtlZ5BtRt0ujyeqhtBpJyZhtRz3d5edn6wCelh8lBDRLQcQaFPzg4qF6v19IsAAsQlcfRiogY/BcvXtT09HS9efOmze3JyUljjTR7SiMCZDEECoFQwo7Nvb+/b0VLaXyyO1xVNSoRoPC5i4uLtiPFNlc5dtFFVTVnjr3ilDkIzgLoAw69A8PFwKE0OVaMgXsCNgplMx1jR4IUFAp63J0HVdXAk/sCcVU18rOsqcnthSkn+/v7LUpDC9NhssB5K+7jjLM2iXxkhI4JSoaGwVeAyx6IsN1ftG39MZVZJKYhDhaQHbKduJsirBpNHQCYdtSYUyAHY8rwZ70P2UwK+eDgoNHW7GMCtHEGOWdHgBUBl0I+wIANMY8YPLpGv80TGSezmFbzn7UhbDDZp7PSO+xkFp56/rQLbGiyMVk7YbeOOii7wKStXJtNZ1Ottd0WKbtSvzc3N032AFU7GbK+x+FfGcyx7/yIgGpvb2/kOR87Hg0K/tyf+3P1V//qX63Jycn623/7b9d//9//9/Wbv/mb9Wf+zJ/5A+1TkIbLhNohgCWYn5+vw8PDlhNHEU5MTDSjsL6+3raScV5Vw1MKoTjoLJE/Wnh+fn6EepuZmalXr141MJF7qfOZq6pVzjIox8fHtbu725wFA5XCKwWROyu8N5SNFqqq9v/Ly8uRPKfK1KSMRL7u++zZs3r9+nXLI6OVARmHtzAaDA5D5Jk89ziDM5uamhpZ3zS+VQ+7Pt6+fVvHx8fNiKlqht4XFxfbbghzALDoD87ApENicKoeFF7Ebs01esktPoBRpqEyFeRaANX+/v7IttKJiYkW8YvsRLvmPgvpyGvuDsAEnZ8/tOZ+9uxZA4JHR0ctAgFYRdl239zfD3eRXFxctEhzYmKi9WrIfD6DNc7Y29trBlEluUgQgKIrmVMmV8Bq6ikHTM+kmkTADG9GilNTU60yO6NFv7u/v2+No1DJIld/qwlQiCzVgx1gb8jz/f19/X//3/9Xe3t7rd5ITpis0Jv8P5nNnLNCYfJ0e/uw7c6pkYp17dwxH9Iwik/JIqeRYAczOi5ToAiPM8+6HXrRTd1VVaPEM+UBlJhf82o9XF9kzwbawSUoYuMED+x4bvt2TWwr+3dwcNBOVM0iP88zOzvb5j2BCdunPsD1HKyUtSe3t7ctZWre2FY6SPeOj4/r/fv3dX5+3gqzrZd5tSOCTZ6cnGzFpcCQepc/lOZF//K//C/XX/pLf6lWV1fr3/q3/q36lV/5lfpH/+gf1X/yn/wnY1ef/36D0pokBpkQd/OyEHUqmsKcbgc6CDRrDByugbaxr5zTF2WiD022rXF2QXDU2iSL1rOa3vNlIYhcMmfm9xp8ZK43K7PTqFKqNIgp1LltZ35+vl6/fl2bm5t1f38/Esm4D6ddNdx6xIGKyHKr1biFaG/evGnRGOQ9Pz9fa2trjfLC8hgMmgLFV69eVa/Xqx//+Mf1s5/9rHWlRM/ldiP7hhn0qmrOHyjzbgyTo7Ahed83t5mr83P1A3oaHB0djRzkxLlSYg6hanjsKRlIarWqRnKoZECUwqmgvTnjrEtg+BmiLCBVkCviMO/e55ehlgEcckIXgQV5bFGtyu507ObI91DeWXui9sHumaTzbedLIGm+GGm6KZUDcCUAJfvZSEawAIjqQqnWRPHY9fV1czhqhtQWqPsxZ+SgqlpaAVjXZIj90lvDrgXMxeXl5Ujra8FT1ouQiayoz/4sjxmHh4ctgBN1W89kHpMxIsPWiFzmDgasWHYJvLu7a1s0gW6yPDEx0Wj9u7u7kVM3MU0c5vT0dAORwC9WZ2lpqXZ2dlpBsCgcsJQqEKiqV6ObGGHbB60rH0Cvq6qBBHZAcHd+fl5v3ryp5eXlWl1dbe+6srIysh1SSggIU6C8u7s70uoZ0yql9NjxaFDw7t27evv2bb19+7Z+/OMf13/wH/wHf6BgwPj6669rZWWlHW+LhsktGElhi4BMkGpsaJCCOyJZbg86q6qW83VQjm5Q9u9jBgaDQWuWxHhNTDzsJf3w4UNrd/z555+3vuQW3b0Zw8yRZxSsUJDS5PaYBCicQuY1RRreTS788vKyNjY2ajAYNMCk+E00kzkuRTLAgGYbDClBY8iyuOcxY39/v7788suGvEW50i9Oxev3+60Tl+jW5zm+ly9fNsNrX66oS9Ut6vHk5KS2t7fbvObWJI5mZ2dnZCunn0P/VdWiQo4nc5FkS94+t1NmZJ55xapq4NHIgtqqaroA+VtrUao2rcCwwkMRSVW1/dmcLEPsfADGnbF1j3FTCJk3znRgOqIEYuZGoVoWlNpNkEyQ7ZYATBp90ZZ5yC1jZALVngVZmfJDh6OtGdVeb7g9DBODqctIlmMml1JydB+wqRqetEjXEhzRezaCLkuFouGBIFEw/QWiyB3nbx3YCUBjnMEeWx+MiloH7GVS6OwtORfxWiOBDLCgOFbwI/ggW9gG9VNJ0fs/p29+ALNkp6qG9VnAZa/Xa50kFxcX25bk4+PjevfuXXPEWCNrmwEamw2g0/FMu2RQkfUq6kt83jNVVdvyKCjg/AGh7D0hsGA/HzMeDQqSIn737t0IIPiLf/Ev1t/6W3/r0Tf9/YYondHMhdddsOqBoszIAhKF1CFMRse11QRQAjUF7sXAQ92KF7UkhQjlzDjXpPy+/PLLkfwjMOG7IvfJycm2eK5HWDW/qKoGFAisZ7dlipKjyRT2YBrQT3L3cn4amECkwBHhhnblfBOQJN3lc48d3/3ud1teHsCYmpqqd+/eteZOjKQiHrlXir+1tdWMctUwOr28vGx5d+92cHBQq6ur7Zjt8/PzBvwwNt7t5uambcVEu9rXLw2QW2Vzt4qouKpG5hG4qBoyHhyPTnRJ5WKysrMdmQBWGGPABCCVPxQ9c8BnZ2cjW5MwNJn+YNAT9ObhQI8dWoFbA9F17h5IOjeLfcklJ59yyAlWDYGHuoypqalaXV0d2T6skNe9JiYeGsfoIb+9vV2Hh4ctNccJme/V1dW6uLio7e3tVsRphwk2Su+J3d3dZsTtVmFDqoZsDXln+BXA0mt2gaPJfg9nZ2e1tbVVs7Oztba21nSCbQBQsjgy6fnz8/PGHGSKigyNM1w302u59987a20MECQoJPdSHQBCgnW6TSa7TYRyBwMnnwWG5FC9TO7syFQ1mQQ4BQZYCEXWmoFhlhXk0neBE38pfYd9UNsi/eLeWCdrKKCVolAA7BwDgYxdTeZP+kiqkU0cR4cfDQr++X/+n68f/OAHVVX1/Pnz9u+qh1Pv/qBAgXazVdXSBXt7ezU5+XCgR+bULWRSQc+fP6/7+/tW7alaM0GNqIqDwwTc3d216lFCtLCwUMvLyw2xQWGKexhtBu/6+qG9bFcZkva1R11laqLjzL1lNXkieYY1KUcRg3uap0TVU1NTrVcCp0SIRIucVtYlmOPMz4vmfpkiJVGf94OoV1ZWWvFo12gAc+aas2J0RcyUAPUsD81x/vE//sfb+m1vbzfwtrm5WZubm62OQD2K/FxVtXmUz5fvzV4S1lcut0vdQu0zMzO1trbWgB8DAFhk5TJDl+mNqampRjPKmysg87dGMIxKFnslsLy9vW0pL/IDJKIixxlfffVVPXv2rFGmWbPD8GdBMHkXYTLunCTd4/Cxdff3961deFW1VNvV1VWL9N1D1Ar4XF1dtcPP9B7BUIlazVPWPWBYTk9P6+uvv27tZ+m4lBD2jr76Q1/pr3MvgJx05sAOBynqkwrlZDhPIMJprwDu7e1tq3HgyLvRdtYfPWZIk15eXjbHlmc/yMMLuhTheVb2w3sLbrx7AmmyIiBgg7KAz04OTFOm5qQK2bmDg4MGkq6vr9s5LNY4A00Omh4AVdZYuoneW3dAlw0jh+aIft/d3bWgM4sEDw8Pm45rqpZrnCCPHq+vr7fjvz1vN1h5zHg0KPjZz372c7ce/ov/4r/46Bv+oiEvamIhpOxIBhWhOzmsjY2N1jMbncfxU27UUu4tJgBywSJjxpjQQYQpbIpGqoaFYpwDg5e55MzxqJPIgiZImYFEUxG2jK4g26ohayAqU7cgv8cpmg9FKYS33x+eCV81bBYC1Wc0l78nnOOMvb29ur29rc3NzVbtf3V11aK2qmGnSSmYTF1QLDsVzs7OWg5f9AQQKMQCRO7u7mpnZ6cpiXfM44aBQ+2m5W3ljdG1AEtSwxktpKwkZY6aV/AlaqfsyXRV1QjdrJDK6ZmXlw9HwSq8AozURejsB7h4tsxneq4uHc1JjVtTYAsk5y7lAYhnfQodzYiIg0oGUITJ6SSAcjIgOcnmT2p2OEIAwtpX1cg+8yystA5qLuS1zZ1eDAIPVD15YLuso2sBG8nw3d8Pm+dU1UhtCFBknbK5Ev3RCv329rYFRFKbZGhiYqK9fzI2GTA9dpBhIDNPKQQsAYHcQSB4cn9zkYXWarcAv2QKBTeCCT0gsAHSvdJ6yRKxl7pe5r3Je6b02Fkptqy9yvnDMglYpAEAgewjUFUjYN27Yfj4EvO1ubnZ9CPtswJWIHZxcbF2dnbq3bt3zQ8AOWplHjseDQr+zt/5O+245O54+/bto2/4i8bJyUkz6gqABoOHE+YI1+7ublVVo4EYYH0JsvJyfX290dGXl5et+EvFOgMlUpafyn7eVdUKmiBVxtcgEBpenJyc1P7+fkOViWrTEWVhEioXI5HGO6uxs1Ct+zNR8ieffNJ6bK+trTVnt7u723LvDChDeH9/3xgTTT4YNdvUkqUAUgj7YwfqjCL7vq5+dnpQZt2+so6BIZdSUhcByTOCIkQK5L52pyiCSsAm2rCz4ezsrDUmUf2tViDbipLDNOAMy2AwqGfPnjWKP/cvZy0I45ERdtd5cPi5VZLjJaMMXVW1vhUiFSmNLFrLn1kfI//9mDE/P9+2vzKyCufcE+sjV2wnShZJem5O3chtaLe3t7W9vd3qgZIZAlilqnq9XiucFCD0er22g0O+XmTIhmhAllQzEI19ENnmzpyk8wUAjDtjTQdEs6jl8/PzmpmZaSynwOHs7KyxOo6Zl0LIPLaUo6i6ahSYAj5kjR187FhbW2v6aQ0Bt5RVdinZlAR6WfhovtQQWL8MThR/Ax0AE3YTELy4uGgsRRa4stG9Xq/poKi91+s1GVLPwVnrCeB9zat1pmt+DmSwl0CvYMcZCbadswHn5+fN1p6fn7f+Ahijfr/fZDTrkxJgJSMIoIwD/B4tCT8PEPyi3407PDzjAd1B0qJM+SpRnOh+Z2enBoNBK/DJKHBhYaHRipeXl/WjH/2ovv7667ZomZ/mJBj73CetzW8yBBREVC0yX11dra+//rrev3/fFkseKnPIlDMLb0SaWUiYCL2qWlQihcIpyaNfXV01h8AwUQI1DOY5C5mqhuyDaFNNAyeXlfHjjPPz89bqd2JiouWg+/2HM+kN88KpZ8U4ShsAdArb2traSN8HKaS9vb3Wd0IExSBb89XV1Xr27FkztIuLi/Xy5cvGLlE+Bs39ofatra3a2dkZqVshV/LPGa2nvFBm0YV1JvuYH5EBRwHAqobnTIHQ3Crm+hyy3Ti5Zx7Vng7N9x87yFgW+6H+0Zrm4Orqqm1h1JLcPb23vf1kkI0ANLLI6ujoqOnm9PR0qwWyAwITQsYzj21+swZCdAqkM+p2FGAkFUELTHKuM999f38/ksaw3oASp20tMFDeFZV8e3vbiqoPDg5axGw3h8p7W+/YvpS1lOtxU0TAmt1adI5eoMUztZk0tntnEZzPVFUDcmybNt5sJBnn+LwPO6zWC2DBHKT8051MK1g7P9MZEnjAGtj+K3fPKUv/APRsibVmtzFY7BubnDqEIVbXJtAhE3RFcJOBJrkSZP6hgIJ/UoOhZpQIrQXV2EbqgCN4/fp1285GUBRYQFQMDSESUfqce2VEw6hjB9bX12tzc7PRUBRU1KjSl3FV3c8xuDZjlLm0zB37W5SVLIPr+De0CEB5JtvqqqpFY8CTecmclwYcnpth8xnGXMoii+PGGQT+5uamnaAmotei9ezsrDY3N+vzzz+vlZWVxmgo1BH16TXhOVVAQ9MU1bvLhWbTq6phYyjRoNRQN+2ytbXV8ric3PHx8UiDIoZI1ALBS9ugVT2XqC1rU0QYVaPHxt7c3LRiuY2NjfZ8jKgoir6QE04T0CT7gAWKkkybb450XB3GRllXQOPm5qaBas4yq7fVi5A3c4Yun52dbTsoqqp190twTCZcVwOgdPhV1cCQ3GyCFtGl+cBIqnlRN8RQ+5M0tABAJXnVcDtxMm4ACFsEDJAD6yM6TGYldz2YP2ssUq6qdn3gKNuKA9rjjMPDw5qbm2vFmlm05z2zHqRqGDzk+3FintFcZeoFiMOmsLPYhOxp4DrJ2mTzMnrMl2RRt11KonhyAMgNBoORduRph80fIJAMLscNLJBB7Am9d9+qGrFxg8GgDg8Pa2ZmpjY2NhqYyfSjQ5bsTLm9vW1pPLr22PHRgQIINPOJlIsRScfHKPq7qlrksLS01BC+fHCiVdRKbkfi4BXQSFtcX183RKsCNXctUPKjo6N24qGohjOTA3avLODLCAnaJHDJQnByibBFGaIj99nZ2WkFg73ew3kQOzs7LbKRg52YmGj7mjOfWlVNUFHeyWpkamWcoc5hY2Oj5YIpkd/Jr1MKQIoCT05O1vv379vzSAtROIWC3pnTlz7IE+f8nzMD0OxW8Y4M/N3dXStWUnCaWw4ZQoxT1bAIzTO6L7DAsQMQ1sHcWC+RBR3IIscsriSj0gPys2SIw9bCu8uUAQMA5Dgj+x4kE0HfdLJEoVcNO4kqmARWMEDqiHyv6iENtbu7294LUFtdXW0shHdVnGe+6Za13draGmHQsHUKWKUTRYQYKiDbdUV97IG5T73K9Fv2k7D2dJgOmH8/lzYAgquGjczocNY0mReMA2cKlJKJcYa1zXSQ+gaOkE4ASGyNuc2aGWvi2ubKz66vr+vrr79uui+qzgZyUkDme3FxsRXwShdrRT47O9tYJYEQeQNCs2rf3+aS/8nmSAn4gBk7K/gPn0ubQzetIZ/ARwAZl5eXtbu729Yy69GkC/xRdyWg/kMpNPwnNThNgkS5UM2MrklDkaGqTApnDs07BAh6ssgU5OrqqrXkhGQV0BAEgkKxGB5swOHhYX348KGhQsJJKFDFHJRFrxoWXTGeGeFZYMri3uaEc/OuhjTK3d1Dz2/FMolwIencypLGxnNnxzbvndutxhnpcA4PDxuCv76+bvu/rZ+IJk9lo5Sbm5vNOAMDIvZsPbq+vt7yxLlv2jujMdNYYqpE9Ch78qFRiPV1fcbQ4TYif3R6UvPWKJmCrJExJ96ZATJ/ZKNq2DtB2olBlt8k/3nin3sBnECJCN39x6WW5ZOTYTC/okUgJxm8XFtG0LMC2KJO0SA5xKTc3g7PLWG4bd/MFJ021lKHdgNZByCJPQLkrXduLQbyuqmRXAeg9tvy+oCEOaDX3tF1suaDwefEcgeAdaWbWdiobgjAAnLGXWPX5pDUfAB2AiRgwTOaR+mG3DXVzYf7PF2oqrYrxhbK+/v7di6M79im2O/320mmqHhpI8+JEQX8VldXG9sC8KWM+i5Qxz5kqpl8s9v+qHsSmOiXkTR/pq7oOWCQQFPql9zzlWw5wOk5/lAKDf9JjTyAhnBU1Ujffu2NE7Xt7++33vQooKyg5qiT2qH4WbugQrpqmIO9uHg495zAKEi8urqqxcXFlr9yVsDp6WkzIHJUrsU4MHpZ2W3ffO6sQKNWjebuAad00n6eOSWK6bpLS0sNtasfyB0dzgDPQkco1v9FpwzVuIVo5+fnbQ84A2hdVMDPz883BiiBT/aRN7fmDaOTNHmCQA7AQVdkCL1G8aVqKOb9/X3rIe76agmsoftxOlXDmgjy5PeATFWNAExyoWBQnpRhlCOVu81++CIGRmZycrLW1taaI3337l2jWjWEYmS6J7BVVWsmxciOMzJfmn0cODTPQc45SnJMxjLnDuxnoa65cQ1zUFUN3GZKUGSc5xVIGSRT6NrWI4sH6YBnJSsAAZbRs2eOP3cQuXbuYiELUiH0NO2T7XsCnYzOOVTy4OfWAHPC7pFT6zLOICccnpRJAlnrsbCw0HpmpB6g/POZq4YdP61vMgeYp9xNgpUC3s01/SG/udtgb2+vqqrpOLuHmfLZrOfKQtRM11hr756Bhve2xhz31NRUAyR2W5AtW2Wvrq6aTkuJYdBsYSRjbHhVtb4KfMw4LEHVRwgK0EMinKohze+lFY2IZhJFMkR3d3dNGPf399tEmnhI3ITnYmXNgslWBbq+vt7Q8e3tbR0eHtbe3l7t7u421O25k3JibGZmZhqiTGqTYcyClGw+k3lLxlsNQlW1SKFq2MedsiZFzSnlvEkfcIqMMgeTxiOLC5M2G2c4llb1NeYi99/u7++3ivrV1dXmJCYmhg1ogAMg7eLiohUw2oVg/tGyQB5jnakj9Ct6cnd3dySdoQHQ+fl5Kyjj+KFycsVhcGaYJOudEZI/WS1M1hmM3KrH4GKG+v1+268vr4iGV9A6NzfXGu30er22c0chaVKRHCIDLKJ97JB77/V6rTiMQ3dv+sqw5ntVVQOp9/f3I87v4OCgOQWMAAci4j46OmpGWfT44sWL1ryLTgHwyQiJenXOZC8yR2zXiDqVnB/vJ1qjn0CReeUMEsRiK521wKEDiEAc5q6qmiyTG5/lmHKHVtLTbJKgwxo8dqR9SBYR+Mr7ZZqCDEshpGx7ZgWqaoYySs/gxHu7nh1kzr65vLxsJzYCuBgTQaLPSmOyQwIxlD8GRk8bNkXqAshnU7s1DIKnZGbI9MTERAuADPNBb6xt9nehr7mLBSttbczTOEzQRwcKKGfm9pNaE5XaDZA59i51mBTMYDCora2tZgQz6uj3h00mjo+PWxoB7TU3N1fPnz+vzc3NZjApkz8q86tqJAePIfAM3XwiBU7aEMWcW6eAF2yDCIWBwyIQSnMD3Piu6/mbEiflm0WFDHlGzdlTOw35YweUq16AwmYxGiOHxjNns7OztbGx0QzHp59+2tbt8PCw+v1+KwbMk/Gsjb4SAI2/HV2tNgUwRAEm7asoKA2+g1SAgyxuZdQ4BJG+1E0CO5S4nQqAnWe1PlnQVVWtOJQzSUrXXIh6srivqprjJQ8KuxT0jRtFqscQqXWjqQSsjHqyBQwY2VVjUFUjVd2idSkav1d30u/323596T+pxjz33vyJXFG9aOW5ubkmR/TGFjzXYKT1UxEJMuiZbuwCLvrlPdgmtk9ahzMnK3YwAEkq9MlQ1iSRRXUJaTvIwziDQ2SP6J4tobnr4Pr6YWufdctAJXPpVdUcm0ZE8u4Akejb/KrXwpxICR0fH4+cgGvusXSYyevrh+OIgUeBB70wd+5rfeXtAQxrQk7TflUNzztwT7IjxanmBZjt2nX3ts52a2VtlL40mc60rfePdE3B/f19bWxsjCgaYwYNff311+1oSQYNLW4ys4CMAcqoDILi+BVkydlwFEtLS/X8+fPmiBIJAhjOyc698Uln5374qhp5N4qeQsMxco5ZUFZV7Z2yYMo7mcOqasah3+/X7u5u7e3tNQYCesyiJM6gSy0mG5BOxVbBcfORW1tbbe0SCVdVE3xriZLMfJqOXQ6tUnsgZWRdp6amWpEhgGS+zK0ohpHXCOTu7q71mUBhHx4eNhrP9jeRrhSNuWGszGuuSxod6Y+kpEUw1gF7BawBBfq1Hx0d1W//9m83A5FUpvUns5wOvUGfA7IcFHDxy4ykwoF7c5PUeeZLOQbRPH2SAwYCs9V3AmZrKtdu738eesMu2DqYOgC8i7rIiWPb19fXW42BveXoXQVu2E3pBg5cUWoCn6oaAZt0PufcunEiWWjKUUr5LS8vt1w6G+W73pvc0Ff3z6LExw5V7+n46WemadnJfr/f6oO8o1SYtEY3BcHpVg11xrPqCur3AsGqapG0bYMAoTUAsqyDNCv5ylQvxyqABBCAyWSAk7VJmRQUWEd2B/AhJ2TavAKOPgcYYBWWlpbaHKds3t7ejmx5ze3zjxkfHSiwCHnoiwpNThtlMzExMVIdDxhgGFBvgMDMzMMJe1X1jWtKSVAi36mqVjQjwkuEKmqmpD5fVW1bmpGGq4vQc1tkVTVlSWOawsPJmSNG1vdsR5TPnJ+fb13wcktXRqqemeBqrJO5K0g6C+TGdR6iPfl9zYJubm6aE5BvY6QBLQbjw4cPtb6+3pwPpzoYDFrbUsoIOXer8EUpztNIZklxkkg087Le2/NUVXsGR9Ry2oAs4yAyFL1mHtLPORrGMkEZoygFldEpec26CA4uWbc8dCjZpzSqqrMxd+MM+dOkjEW+WUiYdRQpR5nayt+TDw4SiGKYu9tlfT9rJex4kHtOBkV0d3d319KNbIi5z/x91QMAwgpOTT20Eb+6umqOJItxk07O9zT/HE6mB8yd50O5exc59WyZzYZVVZM98jY/P9/eWYRtDscZAChWwJyr5AeMci0xYMA+fUiQuLS01GxhMlsCkEx9ZHCVdVRVw5StIkTzy25lDZkdDFLXHKx5J18CEXYcOEvb47sCBe+R6WDrCphL+2FF2QKBr/u7zuLiYgOBZBAgUCQMNPFT7OpjxkcHCq6vr9uZAlkFPTk5Wa9fvx7JqUPzFltFq5wzY5kFX4RoY2OjLi8va2trqw4PD2t/f7+hMVvLGAERo7bIhDiLnBg8BjupUGkBz5tomIGB5hhMhgnyJ1zZzpih8Dko07Ons4fiCbEiP/PrWfQHYNApH0daNWyzWlUjBvKxQwHczc1NLS0ttVRQl02Rz/OegFtVtWK17s4QlCzDzEigLTM9UTXMUV5cXDTqlUytrKw0xyp6zj4PWfnOCDHmnDJDlaAunZghNeI5pXxE9gxMUtFkjkFVAIVJYtiyuJXMAjvSDihb38UEDQaDZlgfOziKNP7yn+adzDCe3hNLkvQrYzg5OdkioHTQZJFdOD8/H0khoNj1Tri4uGiHIinckwJkQHu9XmuqdH8/bGTWdWicga6S6G/X7Pf7rcspICdVV1VtL7zBVrAB5shnONWlpaV6+fJlvXjxYuQQOQEB2RE0paMjs+Z8XP0lw5kasz4cJpDcrVMyl3SULU46XwH39PT0SOO1LK5mo9NmYo2SMa6qZiOTkRJU3d3dtdoFtWfsuXthEnZ2dhqwzmJDO6OsKbDgmZIBSvYnawCSobB2y8vLzWY4A2Ftba02NjYaiJAyzCZVTvaUsvG+jx0fHSiAJilHTu7l5WVr3sCQKTJztGXVQ9vl/f39evHixcjpcbu7u60Ii7HLAi7VoRw3hbXth9MSvYpMoLAEMij/pNcyv+3dIHRK7ToZNVEyAszQyetREs+X/QMSiXsvjlA3L0zHYDBolej29hI230lKn1EdlykQ+WsnKkKmxLkP2P85AkaR801nQRltS2TIRXIi0wRlVcOGMhpfYZcADGBJ9OcdRDGZSlAo1uv1GjshEsvcn0IqlK6oPYtHATGgwJyQH0M0mdt1NQACYLAPgBZ50N8B6OBAOV3zP84AeAA6zpmuiciSWrUODDT9oeu2k3r3nCfyY4eS6wE65lALaFEV2clTL8lcUr7mHMgD/v08G0OpV7IO1jyDEg6J3qkt4vzdG5jyXBpqbWxs1Pr6euvzkekiIEobbBHm5eVlC26A5bQH46YPEoSTTYVyGJyk2wFOzFWmwtjNu7uH/h/qK8yHGq9kGjQsYitzK6j5ZhcwLOQRwJiYmGidEc1bpp6Tfc2t4QqOyaVdC2yUv60pX+PeVdXeF8DQEM2uK+D49evXLT1ObwQF2JoEXlXDLqs6APOljx0fHSiwz1q+LhFn1WivbggwDU42DHrz5k1ra5xFISizbGhUVa3KHX2V+4SrhvvrOfN0wlmJnk44ESyl8D5yRhaMMRbJqolwv5wHipaIXfSC/sUuqKJmCFJZzSfDs7OzU7u7uw3JogQJon93Ac844/3797W+vv6NQiBgYXV1tSmWgj0gwLqfnZ21fG/mTLOIU7UuijeLBnOXibynSPD09LTNLdYFuMo6EPfEMDGSOjRyyJT1/n643cg2OEY560i8pyhoaWmpMVBpyNUjYAWkPwA4NDH5EVlUVYvGyXDuua8a1r0wpOMMW6I8v46GScWSU7pL51HiSUFL23g2Rll6KeWQMwDOpIIwSgmuMTPJxGWu3JpJv+R6YaLIG/lN48xZpj5z0uhnUe3NzbDZWdYaYEF1UwWY1UJJ8dgSre7l5uamNjc3a2JiohXBWkuymkVw4ziNqmq7M6pqpBYKHW7uADvb+QRVU1NTLUr2jldXVy0osc7Ak3kx/9hYa2zNEtzQcevNngOV/i3Nl6kkPsBaA3ICDxT+YDBoaVYg0X0yjy8dqOMgls7pjeR2aurhZMSNjY16+fJlA5XAKdAhNQ2wKAzmU7yLGopxdPijAwVZaZvdujg6xg66pLQMOmPi+0lrnZ2d1f7+fhOoblMRTiAbWvR6vZHCvqrRPKcCM89MUSyYz4sGGZGMdhNNc04ZRTEgBDzzx+aGcUWPYglsHcqol8HJDoVZ0JdUlsGBMh6QNaAwztAqmrImyFMURrFyH/Ph4WEz5IzaxcVFra+v1+LiYl1dXdXu7m5rUoWZQcfNzc2NtFxlUCg8JU5nKTrt94cncpobFfYc7WAwaP37Kb/1x+ZoHaxIyrtkukiONGnQBAVyzlnrAHgyovKf1imZqru7u9rb22sGKB0WB52U8rj7nK+vr1skx0hxBvQOxa7WxWFAmWe2zdScJNgWISW7xGBmRFhVrdiwqhpjY77ZGCCO/vZ6vVb06lqADt05OTlpnfIUQMr5sx92BiwuLtbKykqTR1sh2R92IdMs9BK49V5nZ2f1xRdfNDCbqSqAVdFhpuHYsGTNpqenG0gdd42zjXIWOZp3dpnM5dzR8dTvtEUi5+Xl5aanl5eXrT8J+ylNRFfYbt/z3lnPknVdAOT9/UPNBzuuloYNyB4l1gnoALjTZ9E58pYpWuAVO3x7O+xomqyh9BWbkywSH5dpTEA7AyN6/0e6puD+/r4d5ANhKhhBHTGYFEHtQNLx0LdjZV3n6uqqVeFnTj73sGc0L7pigPOAGU5JHwMUZ9WwDShAkNFM3ttnGZyM4rOZERqUkNuCAzQkZcl5AwyJNFVKQ9RyqYmcCRc06n0zz0uhzP04I/sHoHgpl0N6Mlcux06BKQ/jmkYRqMsiUHRjgqyc86urq9re3q6qasWLSf+bP9/3ztYDW3F6etryi1mb0AWeFDyVPFmOquHJhEAQ+j8jGY716uqqAVegp9tJjwwyImSIUyMPGC2M3f7+/tjrmxG3d8xugVNTD62IASVrC7SZd3lw89BlttyLfGazJRGq+c4UDAApgqf7AJfIG81MFwALOf0EqNIIZ2dnLQ1FDlKvjo+PG4U/OTlZKysr7XdAn3skMAQ0M+LMehE2zMFI5A0wzLMusKFZhJcBwGMGGybQwXxxYlgrOg6weI8sUubkJycn23tZR7Yf+PCuCkaTUfq2OSO7UjnJEqS8YC7olAOk6ACdUpCY28lfvHhRVdVSR+ZDbxKBTxb6qh0ih1LmnoduSFXxM2pUgDnvNjs723RKQIJBGJcJ+uhAQa/XayflcRRytgw/QWRI9Kg36ZTH566urtpZ0+g2Alw1LMJD56AcGZOLi4uG1quG22MSoSk0MkTpFrLf749Ebp6NsjAGcmmULHOcvpdFiQkEcnuVHKTP+HzV8PhSNJa5S2XiuKpqxBhDqBzTL7N1TWqD05qbm6v19fWWB5PiyT3iQMDW1larrAX0KEhWzzMm2QAFqMw0SKZwyI/ICXORawawqVFJA8jwZDrH/RjdZCSspfUSMQJCgEJWbKfccLjJ4GAnRMFZVOY7mTbxThnJAEy/LBPkuPDsJ5+sH3nmoBj2pFUV/XHSu7u71e/3W0W2a9zd3bX20eSasTbfjL4csyp9TlGAkTUi/f5DARwHi5pWxGiNsi6H/C4vL7d1UpDGjmWdAd2zBiros3Ayo+7BYNBqIXLd6G1VNWDi3UWxCfroDSaBoxtnuDZWCgMGZHk34Gh1dbWmpqbaSYT0CwsGOCUIBtjpabIDuSMEq5TdCMkSO2Kd6IZtfdaRHcljtrMWZWlpaeTAuyxqzt0rQA5bicmQWmA7u7rHdpkPaZ5sMgY8ZddMARo7wx5jbqTeyMRjxkcHChhI+zcz6nKARaYIFN9QwP39/ZYH3tzcbLsJbD/K5kiZXxcNiqi6qDKNDEHzHBzC7u5uK1yhxPKrSc/Jl2MN0iFV1YggQXp2PiRIILieLZ836a80vsBGtti0nx7KTifvWQ1CDHRlrvexQ3EUx6C19PLyctvSVTUsxlHYSWG7tRhXV1etp//BwUHt7OzU8fFx+1xGJuZXFDkYDGp9fb0Zkv39/TbPTqNjpICV4+PjEWNP6ZIdEE1IgQBtABhj7PeZusnqfWyRGg/6APCkg0jDIkr0fOjPXq/XDLTtSoxHyjk50TdgnKEduPaxGC1giCFLdsvhQ5eXl02PrC1gohBL3hnTUfXAEkg/zM3N1draWlVVq0kx7u4e9q8vLi7W4uJiHRwctOPY0dbqMzi9rOGQRuj1eq24lN4BMiJ/NUIcJ8NunfybHmTNivx7Gn2OxNzkrh1yTj6k4Vw72UQRKNvEVo0zOBmMYaYj2AYAFCBXY4CJy9okdgrrw6Z4b//WyRKAymdIvbHWmXZKAO55gD66rdAv03rJ4plT/gRbwyFjBqwbcM5Ws6VsNDCY2yH5mDx7AWCtGp5nUVUNtEgN0juyijkdR4c/OlDAgGVVtgW3jUhhV7dZy9TUVGtYcXFxUW/evGlRjhaztlkRQAg0i11EypTfdzLXTKEJqba3qBuCmMVMcvhZSc5wMMoWnnIkIyBCZBzOzs5GIjDX8rnMf3FKagwAnyyg69ZBYCcg2RTGzAtmQc1j11hELQ/omXMXhgjg7u5uhMFhXM2z7TpLS0vNYb99+7aqqjVJ4hyAKJESVsZeZc2QcnfE/Px8e2eV6+/fv2/GNoFrghAVydaOUQQEOftMLWVKA4UvCuDcGBNRRKYfyDRA4F4cm7VKAEhOAIDM787NzY29JZHMXVxc1Pv370eKPtOwmX9zBMhi1BIQ+ozvS9fRyYODg5FtZxlJdqOpm5ubdvSvCPnw8HCEunctkSQwZ81t+2O0k4mh7/aJO25ZYR27gB1JIDI3N9eaLgHBIlMpAoFO7i5gt6QCk91U63JyclJbW1sja+w9x8k5G90tvuyZueCk2Ct2PZ2g9AIZpp+uC5jnwV/WiKxbc0xp2kzA1jpmGsI9sC9s9d3dXVvfqqFP4lyz10n6KM8ghZd5fjUD5I/OSWMkaLCmAknfYT+y0yM7fnd31+bG9bEyUnSPHR8dKMgoiqFDwTP86WgZk6oHQ+MoWIwBJwZBQfdAhK1mvV6vbY/LClXKDVyIuCm2orHl5eXa3Nysra2t2tnZaYphC2FVtXegxFmBXVXNgFOKb2MDkoZW6KNIqmpYAOhzkGkWpzB6QAADba7s2Mg8sPyb4i+AKY8ufexQNwD9mhOV9o48zdO9GOwEDpytSES9iHd1pPHCwkKtrq42I5GGQyU4YyX6fPbsWYsmk562q6VLYTMIWIbs9OgZPbM6EUqehjENq7wzsJj99JOJYlAZK3JMZhW7MdzX1w+9QIAfdDL2hVySEcbmscP20DTuHIJnFVlLv2Qkk7U1VdV0XSohc+P5e8D29PS0tre3W/EfwHV9PTw99eTkpHZ3d0eK2c7Pz+vw8LAVyHHCVcOjnQEcf+t9gMkUjdM1ABYdrBA100rki3xz6LkrI9eOI8BCVFWTg6yjyb4OKOXV1dVW9yLy9r7jrnHm7W9ublrjIWAuQSeZ5nzJZ6ZMyLedDexuMseAN1CQesAZKrSuGoJfKaKqYSqG7SVv5DN3MghKgDufE+ABdicnJ+2wNvNuF0YGrRmQZKrSGmawA2ysrKy0AvlkDlM32c8EZwIe6/XY8dGBAhF61Wifc1Q1gMCAotVNOEMC1fueibYFxKQqXKsaFg5WVUPZHAaAwMnOz8+3rVMmfDAYtINSGENOyPNywImAuzsnsm6CcqXzJhgYi3TeQAzgk+CAIkgfZH9+z2g+ODFAIaMgeTsId9yxtrbWgJCObFIyWKHvfOc7zQm/e/dupJkUJZc/BfQ4Q2tGmTll9LP1yZSNKEA6wZ/V1dWWK82K+ax2z6JAhgswA6iAV2uUjAxnYy45OcaDw+MoKD85t1bYJyyTKAHIRke6JidF3hgW8i9nOi5TkAA2KeRuFFhVDbgkA4ah0iNjZWWlGX3yKKLOWghMmDQhZ4tVxPgA/hwiw6png7oDLCGqGLBI4263gYOagOX5+flaWVmpwWDQCqeBLzaOfCagEXUnBU43rWvVsAGWPil0WR1MRuG5S8vzk10Byrh1QWyDaDfz/Nmlj/3tNsVKu86ekR3Piu2UyhKI0TEyA4QtLCyM9CWpqhGWwDNbi6zv4aQTbJDdq6thoy/rPDExURsbG61wlO1YWlpq9jdra9jKbnoW+Ca/qfPswf39fW1ubraUkj4sUlgAHxsD2ACs6qIevbZjScI/gaFVsZw3Q2HrUuaCKXsuICXNFpBZ2EGxq2okLyW/r8hRBIh2JXx+x8B2BcG1MtJAg2d+KItLKBchRR0xPAw+EMKwuA4DzjlQgsxPOZkQmGFQvA/EzxFDsf4AYwBS0n/jGpSkZEVDOW+cn0JJDhNo013MXGokItec29iqasR4ABKAoigji+FsfUq6W8RCjsyvltxAhoJIEZ5ncmpgRleuWTXaGfLu7q5WVlYacBU9Wm+RNco5I2lOHB2MzeF45Ht3d3dbS1U/y0Y/0iSpL48divHoFD21syD3i3uudHwAMXm1lZHOcJSHh4cjWwpV3pMZRcgK6XzWPHq/3CKJSVBfkCkY8o6VSXpc6knjJR35yDL9ZwPoNnAA+JMNwCjTlVjK+fn5FglWPYDR3d3dtq8/HStbKADBeAEK7jluTYHTCN2DjNIzwQP7ypbTSe9JZzhdQZRUCxtmztTRYBSTehcgLi4utrnIlEHqSBY0W+8E1WQPA3h399CbYH19vdnHlAsym+kcLYp9V6qI/bTbAfihawIl7ybyrxq2NPaMuS3Z/GMS0geOwwR9dKAA9Xh0dNQEhnBkYR4FrarW9MNZ1xC8SeEE9Ibm6BmYzA1ldW82K3Id1DCnmpGnY3xdW61A5nE5MqhQSoGQGRQowYy8VipB9kVAL3qfLDhMhwbZMhCQJgctQstnobCpMO43Tr6q6iFHmtQrACafb4eIEw2rqvWhd6hKdgNULAlckQfz4r1Fmhw2Gfm2EzfR/Az81NRUaxCzs7PTEDpZpLg3Nzcjysz5ZXRSNQRG1jnzkre3t21uUMXYBYwFAEcv8v9Ju3oua9v9jPVg0Mg5ozzuzoOqoQMAYDkNLIE5zqIzc2KtzM/9/X1tb2+3z3huEap7WWvzNRg8nD0hak4wRp8VY1YNd2vIw6LiyZRIl95gB6XwOAvFoDc3Dydn2k6XwA29L93pd+wLcMzeZWQMtAO1ANfq6mpVVbMr2IxcE/quHsH1/XuckTbh+vq6OWtrDhywXZk6AtrMgaACW0KePX9uLcWEADTeq9/vjwBO6yLtaYtysifen1zQVbU8WWciTYxxFAT4WRYOZ+2Jd8dq8wtSfcl4Z22WuhDzR2ayiB2Qyp9PTEw0H5jjjzRTwDjZT181LLYzOeiRpO8YnKpqx98ytJOTk/Xhw4eGQk3Q3t5e+07mNRnUu7u7dn0UXRbKvHr1qqFwzkJOL4umsvAFrQ/B+lwi1jTGFM3n3F+9gopr6DGNfbIJ/p/AimFhhLvIlJACPgwaAOYzXQH8RQODopkL4d7c3GwpG7lea76/v9+MydHRUTv1EXORThHoAgIZDU4jC6GSVcgcdlLEOff39/dNFjhRDVXMf+YVUcWciLSB5wRg3E8OWpc1RsvIehPygpXiXDgV6ZiqasbHfHPKZEL+XWTJeHFy4wwOBnBEL3No3p9hlKpD/XN6nh3wzV0mdhgk23Z9fV3b29vNPuzs7NTKykprB8zRHxwctG3Lak2wOAAjOQdacoeOe2LLEqhkf4jJycnGPCbDZG2zdz9mp8ueuY7ns8WM/GSvjl6v1+bE/TALWaxXNWylTqb1DnnsoBe5dt3UGNCdW/Kk+aQgpUuwlebKegMX5np+fr7tbqEHImSF1vQZeDOXQLsghuxnvp9tpjvArHeSSqwaghif8e4AhLUEZARc5o3+0i/sMEDINlt7gDdtPBBSVa0Oq2rowwTU44yPDhScnZ015Lq7uzuSr7IAWaSVucRULPtWl5eXa3V1tRV+/PSnP20NWRgsRTryriJlOUnoFwU8O/twbvny8nKr6mdIFFRRdgxEFk95ByAhi4eSxUi03e0YJl2RVCvA4/pZhNOtvEWBAitZ9ENx0ilBrZROJG2uxxnHx8et0tq9RFa2knEEjHg+/9nZWaN+s6oecDRPCsookEgBONT/4uTkpPWUz10gDF5WdN/d3bUtlRld5XYnz87oM15ZB8KZZMEdql0BUba4tjWVzOYuGRF2PgenYKdHFnhlkZv1BxJFVdZgbW2tNW957Mh8L0ebqZiUqzzESUoQswF0Zl0CAyji4/CqhkW1uS1NZ7h+v98KRxlMkaA0BCBJRug/2j/XOo9yTuCW84vFWl5ebrYh5VTq8/T0tG2h1U8h7RO5U0Mhf56OGY1sW9zk5GStrq629FVuCfTuClC7LOVjhvUha0Aw4OI5OHPyQFaBWyD77OysHQdMX7AFbGOCZraVPHkGrG2v12vbwzNVSU8EUUABvRXEeVb2m+5Yb8Ga1Oz29naL+BPssPlsAVCXdktKM0F7AgbXyaJIc7+6ulorKystSMlaBMAiU9WPGR8dKFAVDZlzQNlpEOLO3tlZ7Xx4eFi9Xq9WVlZqZWWl7u7u2mEgnH9GzIwWY5vIVW65qlq+ynYhRpdhraqWU0KB5Z5niNP1CJtCEwAhGQX3BVxQfwSM0Lhn5o5E/hxQUuSaX6RDwQRkYSWBFJ1QFDswvPM44/j4uFUTZ57w+Pi4Pnz4UIuLi7W6utrkwHOcnp7W+/fvm3FP8GQ+q4ZFg6hKCpbd80TwDKxIZ2JiolZWVto6a3TF0dnVAlShDUUbZLRqaKySRvQuQIXvJxvEAHl+rADjxWiSU0CCXnDAjJ41pSt0IHWJMQcWGJKbm5u20+KxQz3B+fl5LS0ttT4OSYPnfvPs6VBV36i1OT4+bvqZW+ywZZxbtonl6NR97O7uNrCRjBJ97xYKmnMnHJK1lHe1T0dHR01Per3hLqaqIUhLo26eZ2Zmant7uw4ODlq/hVx7zpQ9wOyRC+ADM8rxkT2OT2puamrY2ZXzSqZ0nAHEkVfXMk/y5tLB7Jt3A+qB3wSCghwykvUniv2Sjhcw5K6eTDOQf3VqbH4+p2tcX1/Xu3fvanJysl6+fNm6B2Jj6LR5JK/YH+vEvmDCslYHMMPWCJCS9Uj9o5v8hvS11FEGBpmKNL/J0D1mfHSgYHJystGxifwSMRFkSsZZ397etrbGlHN6errl+h2ik6encbSizkTyVcMCpmQVkl415LttgyTYCkYUlGS9AWNYVU1ofS6FQaFi1bA+IotoOIus+maM5KApAWUksF0HksLVnR9FfHnSpGh6nAEBy71xRHNzc612wPxVDeloVbcfPnxold2Ki1Q77+7utvSNSuSqatE4ZYT0dTWjtN6NomULZgqboJEsUvws3MoCJ8Y8iyytNZZGK2bRCDkgC+7hnslAZPSSe7ldxzqmsxGJJ6AVYYmCgIdxhqOxRbmMejrHbiR8cHDQcr3maWVlZcThVD00vqoaZQVcy8mA2RyHkcwjkUXjnGSv99DQiUG3XfH8/OE4XcxQVTWQRmbpoKgP0E0a27N088b09dt2xABi1khKgSzQdywAhhJ76KwFUWoCZqxBnjMz7rbi3BOPas+6h6pqqS22nLPj/Hu9XutWytkCB2okcvshfdCsLplCz6KGhcwZbEXayKphN0vPRxfPz8/r//1//9/68Y9/XC9evBjZcZQ7lTjzrHtge8kYB39xcVGzs7O1uLjY2IGTk5M6OjpqAQZbnkDBfAM4dEwwgAWsGqblsGtZz/bY8dGBguXl5YZ2KRhkh1bJ/L8zpyH+ubm5kW1FfgbJJapSfV412nYVK2G7383NTdsSYsvhZ5991ig8yJQT8XOCK/qgyISE8jC8BJoCiHIVuhFEzlSBojajIimCo0ilmxIgxHp7i8g4HoYkDbc0iesxgO45zvCuogfCi7pDlxsZgWRKJoGF58j3EQGng0jaEzPEsCQVzUFcXFzUZ599NlJwlHOYpyia76phbwJRa3ZbA8hSBvRmODk5qcPDw+ZEujtTsi5ErlXuX0c9hj7ZHPKdKQe1FlXDzoG+J22S+dTHjuPj46Z71oksZQRPDhhOR5SbG9vJcm49p4JO1yIXKrfZjIxOOXJAwBkL7AMQ7rTULGbNgjyyyehnYad8dabwku63NnLdmBRge2dnpwEeMozRuL29bYzh1dXVSKFuytPMzEMnyVevXn2j7sB2TQ4c4zZOIRr9EJ2bG8M8k3URuHdy/2Qp89ROtgajZUcaUHt5edmcYKZFRNp5yJronRwCAAlWgG32iD6w5xmgYSsEa3yP51a4SueOj4/r+Pi4er1eSxElCCIj5My8mkfrbsfD9PR0K05lW+gUXb2/f+jTIw1Ith87PjpQ4KUyYkl0zimKgizuzc3DVqzMG4oW0ZeZ18ooL3MwIpXMh7pONtAQldgBQLGTrjZ0I8MY3N7ejpzB8OzZs1Z5T9gzSsQOYD9sgcyiTO9bNTxWuapaERpDKm9mcKwpNOaWQWPQ/T+NsPUZZ+TZ41ocqx1IlgM7kc6a0UZfMriYgpmZmdZ8ifNOpQUgKJ+iJYaeE9JFDqOzuLjY5okMVdU3Ov4x+lmt7NpJA9pZQaEZQNFk0oPd6uvsmlZVzZgxctZndna2fZZhy5SFaFQay24fDsdxs+OCAg4IhcsIc8zeRdROpnK7HtkUFXPkuWsnIzHXFhFljxFRG2flVDyyoLWy9enWh5Az+iflwdHbKeWdcu1Exll4yukDv5n7tb7WpWp4xkrVsKsmPfFs5kTtxNTUVG1vb7f1VxdhLkT40qDdHUe/aNA1RcBZXJvOCm0tpZQsS9ZV5amOl5eXrRAUUKSXdAOwV0CZRXrkigzlLgHylzKYaVdr4P08997eXn348KGur69bepPO0DctvTM9ubGx0UCbQkD6tbu72+aiargtnn2WmmF3BI9nZ2e1t7fXajAyCHVWTDKtfOljx0cHCnZ3dxuFDA2hMbs51azEtjXORK6urjajRBg5bgKVC/JtFLyISV5JVIpqur6+brk6gmtHA6AyGAwajS1StGCfffZZVQ2rYAEGbZwJHAdoH7YUQNWwYjULFlGpxvn5ea2srIwUJxFSziLzr1B2OtE0UKK2jPrGGSJ2RiCjHcV/9/f3LS2kQvz4+LjRgJ4FmEGz7u3tNcdhXgAqQEZxW0arvV6vFRuSBXR8dsHs9/u1trbWZM0fhonM2Ft/eXk5sl/Z3CWLwYk8e/asgT2yIGeeBhHVDNzoIQE8W8ME2Jw9YEzmMmphdIAaTnncmhGOZn9/v66urlpdDyOV+d+s4cnPOO7Ve0gTZuc/78HRkX2R8c3NsNJdtO/kuizWAs7IgkLT5eXlBjY4Ysb1+fPnzSmZQ/ogelY0ncBaMOD/jvj2maoaqa8Q1GRBoDz7yspKTU9Pt9oq9pCNkpLB0PR6w0Zb3vnu7q5VxI8z0iard2HbRN3WT9ACHFaNFqOaPzuppARTXy4uLlptiVx5Vy6zGVnVkGnOLo/sAhtsThQlVlVjSwV7VcMtnWwzsJ9BAvsrQKVfABlQZp2xEAq+kyE4Pz8fqVV59uxZe97Z2dn69NNPq2pYP5UpXzUL3p9cPHZ8dKAAghf5ctomVVEYQ0mgOBfbje7v70fy0yZtaWmpUYcpQAwiQWN05Waqhn0GOAz0faLOmZmZdqiPokAoWMMMxmx/f3/EIFdVM4KZS1pfX2+RBxYAraTQKQvH0pAxEgRUNTKDOTk52ZBlFgNxsqIRkafvMsYM6zhDxbStfRQ0awQMUfvR0VEDJ1tbWyPFNtiBquE+bWuqEprzyaIxEQFgJCLjROQM1R6g8+U5pVM4ElGSinepkXSsZJABYFgpu5QOlgqwUFcitZD0IefKoNrVYR4YCvLLMKl4rqr2nuhZkei49QTWLFNKACwwJK0h97mysjJSVAckpKNLB5QFnViJlFVMAOOaLV51Rswtj7Yc53xySimbao0uLi5qZ2enFbrlOqPxOXGRLyCQToEcqpvIFCLwfnZ21tIh8sycLF1iM4C+TJ0AAeqYkk6XnuhuV3zMUNyZYJQjykCBflmj/De5zwg5bTBbk4FKsjYo9UyrdVkIUTs2oqoaUBJ4uT95p3dv3rxpNkbrZXY15877Hx8f1/b2dntOdkeQCCDu7u7W119/3WRdqttnzd/z588bWJycHJ6cS856vV5Ln6eumCs+NAHnY8ZHBwpub29rZ2dnJD9fVc1QKgzzWcZgbm6uoSYRrnyTxUYrMwqMXxYM+R1UiaqSQpiYmGhVqRRark7+y7aZ7PgFEQIA0FzVaNRjb7dnkr/K6FgUxMGg8PM0rKSsOXCgyb1U/eY+dxFU9uNWDJSFLoq0GJdxRp7+xYhJpdjbjJ3x/Gtray3nTtm8t9w+kMLAMcTAGgPBASu0sj2LIjNKlFGKiIwkGLq/v6+1tbXGaHkfwMoaMH4chWe07zqBgmspjsuDdAAdDFh2LrQOjG5S7wCX9+86fcZQTULmyMddX/d0P/KTBYOcFDpctGmNsr23FA7A5ewM8oEuF0Wbb3/SOJO91dXVlrqSIsz7X15etohcLQObsbu725gEaSbP0T1qm7MR+Xmem5ubkZ1HIlLyOhgM6pNPPmmOF3vF5umUmHOatSC28QKJ9NX2P3qbDOo44+bmpvb29pp9EiSxnQkOkinxb2DXvKqJyd4agPfx8XGzmeYKk5KnNSZYFqGT9/xsbv1mUzAZVcP+A+6xvLzcCpv39vbaNebm5kZYOqB9YWGh1tbWmvwBYfRxenq6Pv300/b+mar13D7rmbKuhB0WIGAlAQagFPB1/8eOjw4U5OJmLQDDoFcA1LuyslJzc3PNqGc1LONwf3/fUChUn7Re0j+K9qqqGWmR+PLycn3++edNEeRm5YEHg8HI9qKqYTeuq6urkS0kFpli+z1Hh4akDFAw48G4MD5a1ibaFJHlfClEqho20jE3FIiCJA0lGsn95km5jjMIKWrXPDEmUD96lPO4u7urpaWlmp+fb93jOPVkB7xPRqO5HU/kloWrIgHsSUY95pWTIBeiGDJjbvXl5xyzd0VuUwJ8PQPwyAkotmMYPnz40OZIpG+tM6/MYQDEDD+jkiC4m8+cn59voEXEJNJ/7FB/YespoFlVDWDRlwSX5B7YYUg1wMnoljG2G4GBta6iwAQ3GCXzzilkQyVzSLcyRZGApqpqa2urgbzp6ek6Pj5u4JOeZy0H5q5quFVRAGP3A/ZBLp2R7/V6dXh42NINHCMWaGlpqTn/m5ubevv2bVs/hXTW2zN7PrZlnLG0tNTSj7Ozs60td5cVszbZdphMmRuskqhdVI3tUHjonUXNWkln9MxmWgfgY3d3t/b395ssLy4utrb5bIs/nikLWc1Rph6xXObOWnpvOpZFlLmTqmrY4Mk1AN9Mp7rXq1evamFhoaUu7DrZ2tqqk5OTmpmZaUWyQEWyX48dHx0oUNxkS40X4xgoMKV69+5dK5jK4jMKjpKdnZ1tef3r6+tmqDkL4EPagJPq9/ttkq+vr2tra6ueP3/eoqDsZb28vNwcQhZAuk7uE85WpRY9j1BdW1sb2caTTW0YTSABbaTnPWPK8MofUtqsLO92RDN3AAXDRfGSdWBwxzUoHOz19UMnvYWFhab0oikOP7cRSRf1+/2RY1iBLfUdh4eHtbe3N7K/HSjKojngkEyIWJKmzTRCFgkCET/96U+rqkYMUzpqkR4g1HXOVcMudpnj1Effdj1posPDw9YUhnFVe+H99NmvGhareY5+vz/S1IV8mV+fARw5lnHGzs5Oc7rqLBRhAUMcgLUFfrKgsGrYE8DPUzc9fxYQitSBM3Kap/Ylc8Bg6qBKlzBwvV6vzSc9UiPCSdlrz/DmOSeAC0CZID0BopSm5xb9XV0N27Ojgtm7LlsoONje3q7Dw8OR/hSZGrq9vW0gxXuNq8O3t7ctMHI9gCeDMeAVuAGUM5XgWuSVnaJ7WcOU24lPT0/b3LMhWM6Tk5Mmg5OTkyOFvQCfJk/WSS0BO+hZBQb9fr+lpgDQg4OD5h/MJVDDgVdV0zmFpf1+v549e9bkhq3d29trjDSwaGsueQR+MBjT09P15Zdftnos+oXNTBbkMeOjAwUMKuWvGnaGI/jZiz4/XzXcSsYQMQicg3/3er3WBIOQEKCMIBkuQp/OkUBiA77++uuanZ2tjY2Nur196JmQRU8EQ7ELpJ51BXJEaicSLVYNc3RSG/l8uZ0lhZzh8U5V1QTTPbIAJ6OrzPeJ8LJm4ZdxGpC8NcnzzIG4LEKCuKU6zIU2tej7jKrky7M+o2rovEVhDAXnlFuh7u8fqvLX19fbnuFsXJWV0lncqMKYQ/YuAEE3P+xwF5XGtpcCN2RHBJrUs/cU/edWKgAu61USIJHzqiHItp4AF2ZunCEiFNVjB6QwAM+q0S2e5FyUl2xXAhjrJlqi9wq8vE9VtbkGHDPnX1XNoeVnBQ3SHllo6FnIKptA1rIAjjxqxGVe07B7BvbEnJGjbOKWtoceerekjtkPwIB8S38kAABGxu1TYC6tbV4TWGKDgB7rJJpXP4NFAtKTNfLc7pX2QUBibeifIMazmD/6QdZQ7OYzwXym0LLOibwAY1XDdITUIwaU/ns+c3V5edmAfgJxtvfzzz+vqmoyAshn2iRt9tTUVL148aL14sm0OZkb56TTjw4UQFlXV1e1s7PTFA6aU7BnUiyE3QGi0OXl5Xr16lUT2Nvb21YFrUDJYGhs9UOfmuSqag0z0DIMr3anExMPR2mK8G9vb9uRwHt7e21PtOuqzKWkUPHt7e3IqXDZI1xKheJTxOnp6VbBzFkR3q6ByjwWYZycnGz7nxlrOdbMO7oOdJ+oepxxfX1d+/v7ja5Hk1dV7e/vty2cy8vLbT5EDN5LO1TRTxaDKrCxb18b2apq93v9+nUrGDs6OhpJY0hRMKa5BZZ8yde9evWqrWdu+7m+fjj69+DgoDlgOV+dNqenp2thYaFFELklECsGEFB+ayLXzXhhkjj3qmF6x3tgmqTb1EAAlWQEYyV6Gddh5FqZswRg5JozUweSjoM+mPcsQkwnR3eSGk/GL0+b8zM2AJCoGhp7IN075K4hugbM0p1sM+z9OTQ6Ayxkrt37eJfDw8NGcZNhOm4dgItkpeSXre1gMGj1EoeHhy069d7eF6i6vLxsaZjHDvKfTA3HCvx51kxdJqvSdYh3d3cjB0GZx6TBBQjJUrpGspqeMYsqs06Mg2bbUPuLi4uNcVSkzNFrymVdgXzgLAMsEXsWIiqsJuPelf20RtJWs7PDg94mJiZqc3OzsYNZt/T27dvWup++CDQxcmPp71if/icwVldXm0EWBYkm1AwwiBYAnYMGfPbsWb1+/bpevXo1kvelHBMTE/XixYva2NhoxnJ+fr7+2B/7Y/Xq1asaDAa1u7tbv/u7v1s//vGP2zMQhoy4syp6eXm5nj9/3vKBttG8e/eu5QP39/dbhJZV7K6VtL18oRwxAwggQeIOiSFEFCwj5y6CZlhSsAERBkv9gDnuGuukxccZmtIwJJlfdk/vvra21hRUukb9xdraWq2srLSDlFCtFxcXtbKy0hTI7oWZmZn67LPP6tNPP20K/v79+/ryyy/r/fv3bQuXSAva10Pi2bNn9fz587YNjCPf3Nysfr9fP/rRj2pvb2+k+FPkmRGwn/nMxsZGM4zk03wr9FMrI1culXBzc9N2lJBzUXoWOjGmaE+nYookfRa1qylSsk+PHb5fVSPFoEBBVv6LvG2XzajGeyewtaZYLo5Y7pZuAWIiz+Pj4wZ05JLZFGCEA/a8g8Gg7SS6urpq23rNL1rcd9y3aniQUUZt5Be1q8gNuBMRK66mw1i1ZP4ESPQImOkW9r1//77VG3GM+a7ZRXSccXp6WouLi23OMw3XDSS8S8oSilxtEVpfKiFToObAfGb1v8Y82YsDAPE3WQMgOG/yZZuhFJQCZNH5yspKazU/OTlZW1tbI+nKfPbBYNDYTMDr5uamAQLBCsbDINNYWYXWfIh3MS+ZhlagnYWJufU+/dVjxkcHCrIV6MLCQjOekB2nqZgwc49OCPOZLBZK+rHf79eLFy/awvV6vdrY2Gi1B/1+v1WP5jGdVdUMsqir6iE63djYaNHP7e1t7e/vV7//cJzn6upqPXv2rL744ot2uAwhX1hYGNl2o40yxC+3K9JAK2YenAESkQAv19cPTTcIEnrTtTJ6UrykwBHdndEXxyLCAhbGaYxhDuWFGVxMRyqEeZYuYnzW19drbW2tPvvss8YwSLOg5549e9ao0cxHM4Dm7Ac/+EH98Ic/HNnVcHx83LYNUS5AsWq41fH29raWlpbaPuNPPvmk5ufn68OHD40pkg7yrrmtiANLw67jHAMmIuoWxqptEB2gnDPNlN8DCHRXs3ZqDTg6jiXfe9wDr3K7r6jXe7t/dpHLAj/UPJnNGhaMUjIFWJW7u4f+/ktLS40py3RYFvVdXl42xix3pQBsns+6SZ2xM55tdXW1gXB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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": [], "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", "ani = animation.FuncAnimation(fig, animate, frames=len(frames), interval=100, blit=True)\n", "plt.close(fig)\n", "ani.save(\"latent_interpolation.gif\")" ] }, { "cell_type": "markdown", "id": "ac17ae46", "metadata": {}, "source": [ "![Latent interpolation](latent_interpolation.gif)" ] }, { "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 }