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@sayakpaul
Last active August 25, 2022 05:10
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Demonstrates the compatibility between Feather and TensorFlow with a real dataset.
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{
"cells": [
{
"cell_type": "markdown",
"id": "8d410b3a",
"metadata": {},
"source": [
"## Flowers"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "18427b37",
"metadata": {},
"outputs": [],
"source": [
"!wget -q https://storage.googleapis.com/download.tensorflow.org/example_images/flower_photos.tgz -O flower_photos.tgz\n",
"!tar xf flower_photos.tgz"
]
},
{
"cell_type": "markdown",
"id": "9bbe93c8",
"metadata": {},
"source": [
"## Imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "d411bfdc",
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import tensorflow as tf\n",
"import glob\n",
"import os\n",
"\n",
"\n",
"from pyarrow.feather import write_feather\n",
"import tensorflow_io.arrow as arrow_io\n",
"import pyarrow as pa\n",
"import base64\n",
"import tqdm\n",
"import math"
]
},
{
"cell_type": "markdown",
"id": "1fb3f64b",
"metadata": {},
"source": [
"## Collect image paths and derive labels"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "291ee5c0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(['flower_photos/roses/16209331331_343c899d38.jpg',\n",
" 'flower_photos/roses/5777669976_a205f61e5b.jpg',\n",
" 'flower_photos/roses/4860145119_b1c3cbaa4e_n.jpg',\n",
" 'flower_photos/roses/15011625580_7974c44bce.jpg',\n",
" 'flower_photos/roses/17953368844_be3d18cf30_m.jpg'],\n",
" 3670)"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"image_paths = glob.glob(\"flower_photos/*/*.jpg\")\n",
"image_paths[:5], len(image_paths)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "8a69e7a8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['roses', 'roses', 'roses', 'roses', 'roses']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_labels = list(map(lambda x: x.split(\"/\")[1], image_paths))\n",
"all_labels[:5]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "055f907b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'daisy': 0, 'dandelion': 1, 'roses': 2, 'sunflowers': 3, 'tulips': 4}"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"unique_labels = sorted(set(all_labels))\n",
"label2_id = {label: idx for idx, label in enumerate(unique_labels)}\n",
"label2_id"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "b74fcedc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[2, 2, 2, 2, 2]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_integer_labels = list(map(lambda x: label2_id.get(x), all_labels))\n",
"all_integer_labels[:5]"
]
},
{
"cell_type": "markdown",
"id": "0673d274",
"metadata": {},
"source": [
"## Write into shards of Feather files"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "4e92ad3d",
"metadata": {},
"outputs": [],
"source": [
"batch_size = 1000\n",
"chunk_size = 1000"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "266f50a9",
"metadata": {},
"outputs": [],
"source": [
"def read_image(path) -> str:\n",
" with open(path, \"rb\") as f:\n",
" encoded_bytes = f.read()\n",
" return base64.urlsafe_b64encode(encoded_bytes).decode(\"UTF-8\")"
]
},
{
"cell_type": "markdown",
"id": "c02ba5b2",
"metadata": {},
"source": [
"`base64.urlsafe_b64encode` is used because of [this](https://stackoverflow.com/questions/48910253/why-would-tensorflow-decode-base64-fail-due-to-invalid-character-but-base64-b64)."
]
},
{
"cell_type": "markdown",
"id": "468b6377",
"metadata": {},
"source": [
"### Demo run"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "1bcde74a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"arr: string\n"
]
}
],
"source": [
"arr = pa.array([read_image(image_paths[i]) for i in range(10, 15)])\n",
"table = pa.Table.from_arrays([arr], [\"arr\"])\n",
"print(table.schema)\n",
"\n",
"write_feather(table, f\"/tmp/dummy.feather\")"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "4b86eb64",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-06-26 02:14:36.024221: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:36.024262: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:36.041208: E tensorflow/core/framework/dataset.cc:580] FAILED_PRECONDITION: Cannot compute input sources for dataset of type MapDataset, because sources could not be computed for input dataset of type IO>ArrowFeatherDataset\n",
"2022-06-26 02:14:36.044086: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:36.044100: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:36.044114: E tensorflow/core/framework/dataset.cc:580] FAILED_PRECONDITION: Cannot compute input sources for dataset of type UnbatchDataset, because sources could not be computed for input dataset of type IO>ArrowFeatherDataset\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(240, 211, 3)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dataset = arrow_io.ArrowFeatherDataset(\n",
" [\"/tmp/dummy.feather\"], columns=(0,), output_types=(tf.string), batch_mode=\"auto\",\n",
")\n",
"dataset = dataset.unbatch()\n",
"\n",
"\n",
"for sample in dataset:\n",
" pass\n",
"\n",
"f = tf.io.decode_base64(sample.numpy())\n",
"print(tf.image.decode_png(f).shape)\n",
"plt.imshow(tf.image.decode_png(f))\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "f7e8dd25",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/z_/d29z43w90kz6f4kbzv5c9m9r0000gn/T/ipykernel_79969/372549440.py:11: TqdmDeprecationWarning: Please use `tqdm.notebook.trange` instead of `tqdm.tnrange`\n",
" for step in tqdm.tnrange(int(math.ceil(len(image_paths) / batch_size))):\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "b2881e6f843442fb92446365095d762d",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/4 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total images written: 1000.\n",
"Total images written: 2000.\n",
"Total images written: 3000.\n",
"Total images written: 3670.\n"
]
}
],
"source": [
"# Taken from (with some mods):\n",
"\n",
"# https://towardsdatascience.com/data-formats-for-training-in-tensorflow-parquet-petastorm-feather-and-more-e55179eeeb72\n",
"\n",
"# Can be done in a distributed manner.\n",
"\n",
"!rm -rf /tmp/dummy.feather\n",
"\n",
"total_images_written = 0\n",
"\n",
"for step in tqdm.tnrange(int(math.ceil(len(image_paths) / batch_size))):\n",
" batch_image_paths = image_paths[step * batch_size : (step + 1) * batch_size]\n",
" batch_image_labels = all_integer_labels[step * batch_size : (step + 1) * batch_size]\n",
"\n",
" data = pa.array([read_image(path) for path in batch_image_paths])\n",
" table = pa.Table.from_arrays([data, batch_image_labels], [\"data\", \"labels\"])\n",
" write_feather(table, f\"/tmp/flowers_feather_{step}.feather\", chunksize=chunk_size)\n",
" total_images_written += len(batch_image_paths)\n",
" print(f\"Total images written: {total_images_written}.\")\n",
"\n",
" del data"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "0f785479",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-rw-r--r-- 1 sayakpaul wheel 85M Jun 26 02:14 /tmp/flowers_feather_0.feather\r\n",
"-rw-r--r-- 1 sayakpaul wheel 78M Jun 26 02:14 /tmp/flowers_feather_1.feather\r\n",
"-rw-r--r-- 1 sayakpaul wheel 69M Jun 26 02:14 /tmp/flowers_feather_2.feather\r\n",
"-rw-r--r-- 1 sayakpaul wheel 60M Jun 26 02:14 /tmp/flowers_feather_3.feather\r\n"
]
}
],
"source": [
"!ls -lh /tmp/*.feather"
]
},
{
"cell_type": "markdown",
"id": "05a58126",
"metadata": {},
"source": [
"## Loading the Feather files into `tf.data`"
]
},
{
"cell_type": "markdown",
"id": "85bbee91",
"metadata": {},
"source": [
"### From single Feather file"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "02acf656",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-06-26 02:14:39.661891: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:39.661915: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:39.672611: E tensorflow/core/framework/dataset.cc:580] FAILED_PRECONDITION: Cannot compute input sources for dataset of type MapDataset, because sources could not be computed for input dataset of type IO>ArrowFeatherDataset\n"
]
},
{
"data": {
"text/plain": [
"(TensorSpec(shape=(), dtype=tf.string, name=None),\n",
" TensorSpec(shape=(), dtype=tf.int64, name=None))"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset = arrow_io.ArrowFeatherDataset(\n",
" [\"/tmp/flowers_feather_0.feather\"],\n",
" columns=(0, 1),\n",
" output_types=(tf.string, tf.int64),\n",
" output_shapes=([], []),\n",
" batch_mode=\"auto\",\n",
")\n",
"dataset = dataset.unbatch()\n",
"dataset.element_spec"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "5d954907",
"metadata": {},
"outputs": [],
"source": [
"def decode_image(encoded_string):\n",
" decoded_string = tf.io.decode_base64(encoded_string)\n",
" return tf.image.decode_png(decoded_string, 3)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "ca926e9b",
"metadata": {},
"outputs": [],
"source": [
"autotune = tf.data.AUTOTUNE\n",
"dataset = dataset.map(lambda x, y: (decode_image(x), y), num_parallel_calls=autotune)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "aa53b968",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-06-26 02:14:39.761622: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:39.761640: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:39.761653: E tensorflow/core/framework/dataset.cc:580] FAILED_PRECONDITION: Cannot compute input sources for dataset of type UnbatchDataset, because sources could not be computed for input dataset of type IO>ArrowFeatherDataset\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(243, 500, 3) tf.Tensor(2, shape=(), dtype=int64)\n"
]
}
],
"source": [
"for sample in dataset.take(1):\n",
" print(sample[0].shape, sample[1])"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "40567270",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(sample[0])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "51216243",
"metadata": {},
"source": [
"### A batched dataset"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "8b95f20c",
"metadata": {},
"outputs": [],
"source": [
"# https://towardsdatascience.com/data-formats-for-training-in-tensorflow-parquet-petastorm-feather-and-more-e55179eeeb72\n",
"def get_dataset():\n",
" autotune = tf.data.AUTOTUNE\n",
" filenames = tf.data.Dataset.list_files(\"/tmp/*.feather\", shuffle=True)\n",
"\n",
" def make_ds(file):\n",
" ds = arrow_io.ArrowFeatherDataset(\n",
" [file],\n",
" [0, 1],\n",
" output_types=(tf.string, tf.int64),\n",
" output_shapes=([], []),\n",
" batch_mode=\"auto\",\n",
" )\n",
" return ds\n",
"\n",
" ds = filenames.interleave(make_ds, num_parallel_calls=autotune, deterministic=False)\n",
" ds = ds.unbatch()\n",
" ds = ds.map(lambda x, y: (decode_image(x), y), num_parallel_calls=autotune)\n",
" ds = ds.map(\n",
" lambda x, y: (tf.image.resize(x, (224, 224)), y), num_parallel_calls=autotune\n",
" )\n",
" return ds.batch(32).prefetch(autotune)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "04c69170",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(TensorSpec(shape=(None, 224, 224, 3), dtype=tf.float32, name=None),\n",
" TensorSpec(shape=(None,), dtype=tf.int64, name=None))"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"parallel_ds = get_dataset()\n",
"parallel_ds.element_spec"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "b9db5b95",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2022-06-26 02:14:40.213980: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:40.214007: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:40.214131: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:40.214145: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:40.214221: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:40.214236: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:40.214327: E tensorflow/core/framework/dataset.cc:580] UNIMPLEMENTED: Cannot compute input sources for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n",
"2022-06-26 02:14:40.214340: E tensorflow/core/framework/dataset.cc:584] UNIMPLEMENTED: Cannot merge options for dataset of type IO>ArrowFeatherDataset, because the dataset does not implement `InputDatasets`.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"(32, 224, 224, 3)\n"
]
}
],
"source": [
"for batch in parallel_ds:\n",
" image_batch = batch[0]\n",
" print(image_batch.shape)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "0c5ab26e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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EW71EPjrXjELQbVHntooF51BE01pbIMwi1Hr7nGODdzcOrXC1rOxK5d5d5+6+UxOtN3POvKPzxDzForUei7i3TuuwWuSf3eH6aLSqjDpE0fD8UaJzFotzn0ulr7AaXC/GxQzaNTySSJri8ESisVRlVG/EOZt1A17X1ikSnzWgkhH2d/P0fjCAr6KKuOeaYLu+ke6Ne18yRD4Rfg5mwZlw6K4s7pSaEaQGjnLunecvCt3g8mBoYhWlRBq0r04VWExYOxyac1zhZg2+hwLdhKUbs5ZIC7VyXBwtyrHDja3BuwDOSzgQc2XpTuuKWc+vFNWJTAY34wendR1/eWIy6cRc6N6jNJo4C4zo0bfrHuCvb9yEtzveHUZgC/VupcE8HQlwe+OPvHC8XE6RRMLz8dgtYyJ58yRwHnYIF1NhVwUvQl8dKYV9hTu7wjNnhd3k3NvPdJu4e17gsbE0o06VZTUOa0Ela84XBe2BVJNRxVRjY5snvCNKN8N6gDqa4E/kfoZK3XALu7XY3ZzDahzWzp39zAt3CvMc0Yh3R1VzcxhLi5xdJVbHrlbchYMJTY3WnFmVxTrelFkLS+/I5OwkvIuLsOZ5GYXWGrXOHHsLrMahqrCttFvAlZvRvaNRT2Q/QTOLX3uEqQOM0Y3VGfjJSMWCjTfKgJn3JDZC/q6Umv+Oa1RUw7gKNMliYXOaBBOwyml7TZNwr0SqNKtysVM6hWaOe8trqFwdjZsWhKjehe7KbnZ6a7hUrBvH7qyrsHh+B4+rVmVGvdEMjhREGteHRjOloSxtfFeNyDLxrMGJ2UBbl82BDZzMt0hqpEfx2V9OYTyVFP87EgloyQUxKMC34HwZ5SJiIz3V9LTV2raaCcOKipwuKqJMgfpxVpWzohEOq9BaoNX7qfLgTLjYGS7O6gXDON8pZxO8796EAI8PS6BQ7qwO3ox7rsEK1GC5WQepJB5wG3yLXPWAQ3Vmgq9QRBME6rgrZg03jXTBobhxJkLdd+YpGHZup2ujmuFhD56C1pKhtLGfQZqwNCJCIYCw1pyjBAvuYleYi7EuUSFYu2d93VgczibFpdDds2bvG3Dlm/dRkIK40JolrTXiH82M3wnvfgIFnUqAV5L4gG1rIEL0U4w3MJdbfq6AmwR5yuIdR4RQyqgeBDYRnIh4rUiUUqcKXTrWAlBeu2OmLF146xoOq9MCjkElqk3mwmF18MrqHTdnscCBagGaI1N65a7cWI/XWKG7BLdEAgsStwDu8AQEHcRyreRjMsrhnqF9GjnVjaDmCpLnAJGWoILY4ES8yzGBsXVLKXg4so3rPoxBeLvw8sPBn9KAU6198AFEnKkUdioUIn+cVOnuzDUuSOuxKJbWt6ijlAAXLw9Gx9jvBPrKvhbuzoXjmbEucP9Oobny8HqhaGFWZT8pSqd1o2o5GajhxRyqKmWKnwXBRbPE6REWm9B7BxzrAUy5O0U6Wgq1xKYa4FjRAAlNs5zUPFOryKVVY7PsBSYJxuJ+EvYFnizO0QrugZ7vZxAtLCssTVhXp85Od0U61FrovUUu7jLgxEgLtjw9Fu2wyS6+RQzeY5dvoKBlSnE7oshIjs3DPQ1sb78aa2OAv+S9dLhcldaDUVg1Sr2uErA/wUbVjHpG6thdorwnUUVau9NN6RYfaDZIu/Gn9cE0HLWN5Ap6GPqb1ZmKYKJYN9YM2S1CIgQPrksidyP1E8CHoxs4iQ08II4BgJLIv5nf2guAFHyQ1mQUgd8mxc7jXWEEID28BbDhucBVZfP6Gyg0Qr14cDMAY+NrXCEiJA6yyqSFopHjHnuPcLcnGm2OiQaV1INzr1oiZFujWlHUuVmdO3vhfOfUB3t2u8LV4iw20dtY887ZruCmzCVJTBk622AHyiBByhZaj8CmmyPNaD02elthqum1yq18MUPCcquSEpUQp5bEGbzn+4aR0WKMph53i7SoVK7XzBvJNKlGvlp6kH3cIiRd3BAP9qV0QAPk3LIwskknQ9XNMGcIe4rqsjY+DKMmw3MQXjwM4+COBag6Nv7bLeSBRRiCcX0Fj9f4gEmds0mxonSL57ob6p73hI1OruksYpcmzkFySYiIIu5VfIca4VCsPY90BI+GslIKZhLXKyMctWSommG3qe+BMABsFa/N8t1KjzcbCRvHZEQH2z5JwzDKpCeC6m2s4SuPd40RcDg19tx6/DZw/TQO4HmRbhsBufV4ILurRX5dTJPgA10CVa0qgNLdqKKgcHWwNL5KM1gbyF63KsNZrVQMUWcuxr191JlL1sv3dYR0p3xfx0LaKiCaRv6WbfdII9raMcvaetio6AMQ35pK3CS9aXaMjfo5DmpIosGxwH3DGVCnePobgTMJAGmnUN22DVeKUtXoGmWz1ZKYYyvnU9bo89qSm2cz0nn1hsceeEVEBbmZNm6E467Bdpex2G/lsQmY59re1sLYtOOHkSyKBtGpMK5PsiDTsTQb/QoR3azmHDuszsaoHLyTjUp+OxMRaB6OZjcrxyWYjyKByAc/wSmiFDXa2pl2Nc7LI/I8dpDu2Vfgm1PLGGUr/Vqu7SJCV9s2udwyDsGFCUOpmXZGA4Xnd769vN7tkYCwXfynHh53fvM2cmqfRLcb7ZzoxFFBCPNrCIvFvycVvMeGWW2EgFC8Y0XoGNWj7n917JSa6YI4ohN3zirdOlAoGgi/IpxPcLErnE+BLEvADoH0l1zWDqKRL3bLCEHTCAj0njwBjxLe8KVOPL+oINozT04s3MfmkhNLLA2L5cIcOAR41t4tHyOjBqfuAqMYlZOMSnFRDgZXi7B0Z1ZnnqC50JszzcG6bH7aOFugIkKpkrm7IPQgARHVkdw6YdTSzd+O7sZJCOP7nmjYbD9llCBRagx0vHK+cxrOoQurCSuK5fW1vJZVg0V4bETHnQtrD+ReNdZYg6Q4xwWL9DSirIggkgVZIhpt2VtsLrQW/QSuUa48K85UlMMx2H2zjmwnqg0IrN04dji2SOOKxL23uBkbgOrZeEbeywEWZmYTm0mUkqVE97jqIwV+u+PdYQRINFtGzJUbP62hbzlf5pPpTTUv5Ah9Tt2GT+eTTvQRzDUIFocenO+LuWLeWSwveLcNjPAEVLorzYyqBK/ejTop3snut+D539kJ+xr1biUWUykZpqNJURZ8HRwItsVvluCaxWN2+gZ0g7U5WYELEBiHJP3EeYZ7cB9PGO9FNubcKt3l9QmPEyunlOiWcwIxP3bhpgs3Kxybsy/CgzPYVeHJYtmUE+CWeacPAMccEcvvnRGa38IoJOjFR4vvoBLXFI8OuzCYvt1rEi8Y6W0GByAJvkJG0pobJtbM+exIV5YbZ21hJIpm34RH52PrkboIkl2FsPSwVNFsFaBmGRyIjEq6jWsc3y/WRPTuFVVUAxQdRroblDkqH2ezMJsju4jazqZCTYr22uHx0Xh0gLk4Z1U5NOdqjc8MxxHnP0kAqqsTUWGaRdG878CssK+eDsm42L3rjQBbOeMU5uRmx9CSQZxn/i7CeYHzKRbHdYebPgQs4kKxeeQIHdXh3lnhmb2wunCzOM9fTOz2O15/tPLk6Jh3rldnV5R9LVwbqDsX00Sxxt3zSuvO0YXVg0l27C3zfZhLlAWTuJ1pwKArO9YGg/H0x5LQEQDRyQMWLXjvdDMa0QItWy1/0KFPLakDAxhEmlFT7h3AKdl+ebuT+vZzB0ELL6zdOCyCdLg3w/N3Z+7M2evuTnPlxozqinrhJr/XPniSTHIi8myJio/ILIyMEdFZzwUt6QhKxkCDiGSdLJElcSdBRd3i4mQiWoCgXaJ9d8718XjtgdrnmWiJNM8calX6GhFh86Q/uVDcOZ8EqnBoQRC62BfUO82UZQlncYhGjLgnQvI2PDCI7hQtTEU5rg2vxoOLGWstOA1uUT7tYaRLVc4sXq8KZxV2JXeERQQF4TzOCuHtzVnWgCtVs4KRDuuihjG8mAPxmd7tvQOb1RfJLjdhA/qCXBVkj/QkRWBf4f5eKQr7Bm8dLD2MpNdzJoGzORa1unD/THnuIjy0u3B3J9y7mHnxrvL4urP0ysPLhfO5crbb87k3b9hX5QP3lQf7YPSVohyPcFwW9rspQrv0avOs2UgkWa6yBOJ6RCxZjdhs9wi9feTOwwMlMJpRgTMaWk6b2DnxCMAxswx5TwZgE+dIoogOD33KHvI5hvXYIMMDPndWYIb9XrizDw8PQtVK6/C5x86lK6UYS9OgL4fJQ6WH3kI+ZjbILZGeHRPz6Ju3jZC6anizim39BKPtd4TzmxG7zRaUYCU6ka/PReht5d4sqGpGWsJ1M25a6BJsqDzRQmyJKQjCVAvnOxAbob9zPjlnNcDS6wqrjajVtnRiZOEiGSUWZSrCzQJoGL/jYriUxC1IItdIdGJ9ZVM4pThzjdd1i07GfY2Kx9otNz00D4RhUuNiL5wX53wKpzRrJEru/R3337vCCAAbyKeiW65XJEp2laiLtyxBVY0QR0U4nwtnc3RRvXnjLB414YKyU+eZs8KTQ+esKs9eCA8uNBBcCa89qfHC/cr53Omt8r47ofCjNYRG7p5PPHuexsQNaR7ttcW5O8P9qWIuzDXyrih3Oahv4avbYMeRHjdRchuQ1tjwYQAlk7yS/QMmgRC6S7xXb4hUwDIfl/SUfaumPOXltwiBLW/fWpuJzaXJb3APL3r/ooB71scHBw3OC5gpz7aJzz2Kjd5cOa8RMhfvUQaN9k0g2HU9W41vunK1Bvo/aXjRooGcN4vz0rw/kfY43U9VogHQjTx5Wz7qYLCfwjpYjRRk3+Hq6Bxcqa5crikhZrLdiz7KnVmrFA1K71A3UnVqgf0c5eT9rNCcO0WpotwsoUcwIpYqDhLXdyrKohGLPblxjqtuj6/NaNajyYm43633OKeMIotEo5C4M6dRyL7PjJwCbHQ3ZnUuJueiduYa0nlCAtRvg7mN411jBCJkP2EBKie9ukklrGq2785FOEsmnBMX5/4+rP3jIxwty4PVOZ+FIoV7+8IzZ875pBu4qMVxX4HKpM40O2eEmg3aeOm5wBCmzUPlhi1wVibmKUGZDhuuAWz6BfFDhKwAxRKkkm1j4qNcdDIItjHssvRkPRSH3Ddk3izyZYN0j8MY8BWGgIyOYlGPKCFBQo8FMgRZIFqHi9qWB4/3ZUNgnQcXhU+8eqRryJ2RykbFnf3kqHnm8kG9bZ5GoCnXDciFXiVSNSzMjKVMnMmIEIMJKcR5aobt5ct7RDxAv90Um6R7RHxTixz9ao28fFcUE0NqkKcWY+MHjNuwdudagjTVgFILaICIHdn0C4rAVIS1OFIca+GM5hkmibRjVkN28e9D84285F05emA7M4XQGwhnMec1LiJczIUiwXWYSjjK6xYXp5ZcSxk57Koyad+wNEggNMuY73T8LRsBEfkQ8AeA9+fy+D3u/u+JyL8M/A7gtXzq70ptgZ/5/dAtPEMIjyonS22tcW8unO+mLR9sPfrCp6qcTYJIQRXeOkS5R9LCPnM+cfcMzqbUsEsPQ574uvRkVKWbSR7/2S52gahsiLtWmB18MBzxFLoYWewAnAa+mSigR+lugN82FCMIrxFeWk6PDaDv1uaGfK0LxWIzDJGSuCfBE7dsZDk9Pzscb6UIWy4hun3iqDYopzr9yMWf8sTEAtyp88QLeI/uOuvsamgJdI+6aAcOa2j0NVeOPZD0ANMlyvzNWeKjYY4KjSaQt9Ogd4sZbp25BueiFsFMaW4UiaaguVYG3Ta0BOPx853y5hIbLLojhX0Vrld4fBSayZZ6GAGmZnlgKwneLMZRjJppm3VjtysRNVh466k45zvh3plyXuHm2FPvT3h0DEYiRKRryUMoyWEYcnO7WZjEmDTSgUlDTzHSx+hhuG5QS2hhqjsXcxjIdTF6a3SgJxfBB6quXx1MoAH/vLv/oIjcBX5ARL4nf/fvuPu/+XN+p9wn+MinEjQjvPpEtKnup8L5nBu3Az2suLkmI9C5uwsO+XXe9GN37u+d8xoWVSR52AlXCyQzr25AHUgy35yhfRjb/TYza0iB5XtJkmXwDYavEtjDEMzMl4YnHybDT4WvreI9wE3iuSoJgt9+nIgGhoDKODZm5a1jLDotGUlvlpZTenArZRi8BufkIYURuYQnKxgfeabyiTdbdCq60UyYJXQbXZTRZnxcs8rShSWjgoF1jMjFPUDB6DNQ+tqZ1NmfV852Dt1xU2rVjKSEowvNhSrRKVhrcEHG/cliMVOFQqelSGvRwEeqCVOJcNpUIoLPvG0IwHjSfCdXqg4ei3O2C0zp5ti4mJV7aogJ+x2czSHQUkS4XIRjkyQrJYrv4VTIqgm5Rnp2l6KKDLELN3bFU8cgANzzFtyRXXG0ONMMFeVYDbwwV6WIUySusllDy1ehOuDuXwK+lP9+IiI/RkiN/y0dY3OpZqlPs4kmu8h2taIZYi09wqrIq5XD0ZgmibxJ4c4kWBqI49Lo53MyrASXUIYppaYHHV5xeN346ynEnPG88evcGHKibA6e/NbplVGCpQWP58eukyJYD/06F42SGwIe+WC5HYIPyGj02ydAZ+YJeo16sL/N3+O88/nbdxnEnvT+sKUU7mzlyNOX9+11jmVpsfLiXXhi8Jk347edwrEZ7krPRpoiQ/9ANlR+vJsZNDH2xbmoUdKaC5xXAQqqyvlMhLhawEveG+G6KW+tIfe135WNPDRov9v3kijfnVXnjaPRteSG85PEl8TGHCI1nufmBOo/wv9pqswaBrWqUFS5d57ponWWXgLDUqc3EArNjKULnezaTMC7JCvylLJFKbgPbCaBvZ1KYE1EJNRU2M8CBNV7rqB0ZhXmCtEFI4iv2YQWYO2X+YWnjl8QTEBEvhb4ZcBfBr4L+GdF5J8Avp+IFt78WV5/2iCJjCO3QlGNBXS5dooVWpa9agJKaoK1+HkiENQ1y4cXu5r5mHGzBP1Wy/gsvZULDhQ93eCwvH5yl+KDttwHynfLmSYOIOPf+d0Y1FrZNi1YCFAy6tMRDooPscioC5cSkciJDBTn1LMsFUbw1PfwlVhAPpYXtPmJxnubRjqikUEu2KS8b+XccZ+i9j3IWpSVr7mrfO7NjmX15thS4NVBSqL3w6vGm+Q1CU95d3LefwH3d5ILOhqUMguKrbNp8EX+q64cVnhyMJ55oCmAqmlyT8YAEUgC0P39xGs3K4+6huRYfr/uvuFQQtyHKMmFotKoRDYL7UFqfJneYPHOvbPw+pRCwSka6cMqhatj53I1mueKyHUwokuVkvl83oPhL1yQHqrP00SCnpLpXkQBfVQFzJhcKJNEm7NHZNi7YF7AnC4/k8IgP+Pvfk6HiNwB/jDwv3T3x8C/D3w98O1EpPBvvcPrfqeIfL+IfP/Vo4exOIpuApP5pOjyAw6uPOlBVjk0Z+lJlnBhtQylUJAQ5TjbR0nw3lmEWkt3GoUqNQGvoP4Or99737wq+Kb2Y+ZZdss2W3daPjd4CJqimsEzYNv0cQyHGrbhhAOIhMJy1HcV1RLeyaP8M5hqm95AnsvpXU+b3cw2HODtqwIpy+aGeagFdcvGGg/xErPgGRQt1HIqd42o4TZG4SqIdLwqF7VuoS8CJpL6+1ER6D1y+D7ei0D+z6pwbzYenAnPXRTu7p19MfazolUpJSTNk3S4Ga/xd+st5kPsoqS2BS46LvYoA0a6tp/huYua7Z3O6kLzSE1IZShJCq/oeLNE4LUgWrleMrzvyuM11uDilcfHAKRXoueku3Lo8GSBq3XiuJZI6zT5I0WzAcjSUkZlQsjvR/AM1hYKzcfVWFokowFuClOprM1pa2c3Fc52E3PVbb5FgNTR3xGip18dTAARmQgD8B+7+x/JhfnKrd//XuCPvd1r/dbcgQ9+/S92xg3ghI/F1yBkwclhFARYtKtRHtnVbNjwWNhnkqU/i9+dzZF3XeyUO1PmXCaIGG6GE4xA65Ffj/TAOZX1ttDcjFAdhjHcQjz43ya29dSdzh6iBWwL6ok6fDT1FDWcgkoIgQ5N/MDKLNl0GRu4s5GJcsOFc3TG/wb7zSHFUQdW4NmdmVTeW731ltWGoiBFmKZKnQpDSAxOUcV2fyy17S118g1MO9KVIraF/AF+xwa7bQDPKjx7BmKWQFdnX+FEdY6I7HY7+eiPAKFb42KKgSpVgBECbxo8GendindKES7mQMvR0RiV1GmJHpHVQv1oKEFt3yOvbgVagyZRUjwocGNRRcgoaVLhrDjXS+dyURYTxEMS3si5AxvL0zP6CucnLlSHop2zybmYYhtX8VCdKrCfIg1BhOPqVJnCcLrl/giHMedaN1NaC6GZdzp+PtUBAX4f8GPu/m/fevwDiRcA/CPAj/zs75VUzVSsybgJzRxt0GiVIA2pxBSdXckOPQslHZ0DHVdx6lS4mAMZnrJ0NNfAGWyNaGHo0gRqEzhBpLId5zQdZiwsc7I/OwPTbWELxSpk3XuU4cZrPEO0sai6hdcBmGs2Oh2zxi+jScVp3TbQMd4jSTIeG8sh20wT+NPARXAw3bbSRg7qODJ6tdOImBeU0NWfp0pNybGn7Nl2o/I/J8ZS0oEb5xTuXQBuvHIDYxMP+bMB/KoY9/bGC2chtvDoYLSudHSTGNPhxccW3ioZjlCoRdgVo05xYU6dihFrnKKgkxTXliLp6CgM0KxogGimlhLfkRsYUbKOPN5QDWNuRgwRUVi8INbZqyPWWJsjBebdxL52aLDcGAegaEQh4kbxhaqhVXndGl5qdAYWZS7OM3vhwb4wpdjIVOK6qqSyUd7Qsxramd6PwTEIdgNVoOiELiteJ46sVP/ym3k6fj6RwHcB/zjwN0Tkh/Kx3wX8oyLy7XkHPw38Mz/7W2UeF04qS86nxQ/xc0Gyhk148cEL9uCr1xqbwzzAq/hfePulOz1poce1c7aLBp/uYQz20y2lGhcGw6r1HsYhQRa3WFAn3caTt3TYdP3tVp/7WJSWC1vyc1SVqcQGXHo0Ei3WEpgSVgljUIZDTMdhDOLPWNjDSJyiGO/xSTbaqxPkOjEGJafpOK6GmlJKyU1zEmZ927t1QksRdz54R3jmQrlzHlHBW583Vth65+M1IGrcqcozE9zfR33Eemg4Whes+FP56VNg1hYiRuS12wnRrfgzLWHZoovtvOXEtbgturqfIkS/WTsDGQnxpDx/s5jmJIE7uVYuF2MnnQdnyr5W6EYVoWqjiHB+Hy52zhvXwnVbODuv3N8V9rVwbx+dm69fVj531REpzNq5PzvPn8NZCYOBsLWMRzxiOezGKUhqYOakLQbTNNK5/VxSv7Fg/avAGHT3P89X+gr4W5g1ACSqq1s7lJKpQJbxiirTaEuNeDfwgLWFuGLM3aKjob/eY7Ms7sngAh+sNBPuRaxEd9jvKg1htphjNTzM8DI+Foz3zL/j5EKGPHengjfBNM78tiRU5KdhrJzhpdLoaYiCinf2RXCLDsVGpBwqQVKqo6ONMIC3acHDMIichqmkbYj21vEYESUNdSbJjaVe6GIcl8bF2Z5bKh95knHNTwbNN0MgAh96obAXo7vxqFW8RGIUGFoCYu5Ug/vVed89pdYOrjy4mEK5522EL25/DiMyUAvsRZQRy70TG25co3FMGvMkg/ofhq73IEWVKlGFmISjhWK1QxZj4nV3doXzItytBZfOo6NzMdXc0AvWgsnpOmYrxqzLF+86L18az92bmO2KszkapoIK41wtQq/O83vhfjWKNkZFL1dP3r/xk21gcQR+KQd/S6zUrSNFKBL4wtvqdubxrmEMipzy/0gPwpqZONk2Q08x0IGfexoCt76VAKObLEqJ7Ui0EhN12UbUsi3JKUUqU3GeLMZchPu7yLtmou5aJOcO5qYb9Nc1AH6E1AoUh55U5hwQOhanJeDkRoJvQyIq2Yal4iJMczSzVFPWbiw49JjfN0ZXAbdS3pPXZ5gHZ/vZGAIivvWqkxGMJqW1JDZh3ummLM0ox06tnoNHNe/NCEUGtCfbBhORwGVM6Yl/nEnjIBUsjBkStfwX9sJL92EqMX8gsIhscx531k/G5bS55XaqTyxbO/3qqRLs6e9t+3v0Y0TJzVnKrWunUYq7Vzo6OddNWQ4ngJisYHzgTqWvR+YpJN0ts6pJjOqdWZ1eZXvfolDniChrMV66q+DX7KaoIIy25LOd8fy5cNNXHuyVs9LTYUTkNlI8czYcIwhoskWDI/p0H4DybU5LMB7f/UKjEASKHjlVgG+5UTjd+w45DFRDrmnNxp060SwGaIayS+SjS0sZ5sQVmgVhxAzevBbmyTmb4nIta4T9ezHWY5QZ5411Fc/pCI2YbLO2rBcXZxrSZCrUPoC04JCrnmSpMjvOHvForOkWNE/vDUhJsiJoT457MskWokd8G9pJsMWEbLJJt+VkH4KPqbhju0hG06e05TYAawjHZaW3Ti2Fi/PKPM1xBwZ7a9ts+brTP7brfFE7H0n+wGUT3jxEY9DFVHjpfudsAh+TpIcxy9dKpihDdPN02C2MIjCMceZ+C/V2hgzdeK6cjLHF17g3BeNuiJHORXj2Ap6bC2/eeEwfyrp6aAZ03ndfeW5vTCUM28PLxloKWow6Zimpp7R6sEHNI6nqicxMtVG1MMrOYZzjHl3sYWpK8VP6Oi7y6OcYlZ4t3bP07ls17TRzsZtFCTbzRO/2FKHsy493jRFQNCSh9dTYcXsSCwz/Gou+d3A9bfawmFEqLBa8cc2L3r3jWhAtFCn0bhxbTKlxi+qCinO9Oodj587ZRLdGnyRR5ygpHS1r4ERn2rJ2JjN6jiArFkISzQNrmBV2sIF4EQ1E2Kxk3t/aJrjRrWPRJMBclHWU9IjUIkgroY0wxD7zwmwb07IciLBFAtsxQvPUHVROU5msR67tGmnPskYVY5rnTfw1P4qRXGzlVOcEThZ4cDGx78L+2LHVOFI5ryG+ok+9Q5oneZqZeOuEGUCdZ2Umnh8rBnj6+33FzwnmZcZWaXzNnUJVeOW6c6CyV+fZOScXOUwCszhHVSZxPnCuvDB7EpgChzrfhVbl1RHaTlm9cc9KznUc9tLz+kcaGAwsxelpYKIsS+JckfZalqMtv8vpSm0p5e3vOLAd9w3D8nQMtwliq/UvM6pPH+8KI3CrIMA2PinD++F9dKhiyCC7RO2zO8wlQn5BWD1FID0UXOYyWpAFpLC2zCclLP6hQTGY5xKaAl24ap2LCe6Ywn5CbA2hjRbEnkED7iZMpcSgkupRmonmu2hPnYgQfLtnuSI1VkrvHrlbGrORdtSMfazEqLOxbRpRmurxtjEii+EpsmcAThv2VpUChmpOtGurKrUUag1vuawdEQPraC2RS1qj+gRym4Tz9H077TnfSoEqK+dV2Re4MytPjlEOlS2NEIYREb2Vtw9Bl8RTYHAjfPPsT3+vL8cDEmwZseOWKoTHFCnsZ+H9Eka2Y9yZ4aJ22gr3poKLstyEmMq9nfHiXbiYIrKjRMXg3lm8fXXjrUNj8c79+9M4Owa7czAGh8ycZfOT5HeECPfPdpVpHTyVwGM88aaniV+juSzWdG89nYtxGsmWVyJT0MhUnzaUX368K4wAsAlvhBXb9nuo7Q5qLoJt+d4wFqOTjgihVbcckxQkwYTWwOgMxCUwhuBrdRf6kuUfLVu3V3fhZm3RDtqcw8ADAO8xbrx02Glnn+e8WITpeEhUtTrguZOF9hYlvDi1yPlGzpbclY0YNPAcG+HgmC8rMWtx1PxvRwXjp03QUza7E+o3aRhUoxFFiyJa0ptEH3yp8tRUnHHcJg6dmpHGPctAXZzeV8yMM61cnAdYdpKQO9Xwb2/hTL448SLGtegJZkbKNIzP2wOCfsuDkueaQCpRni3aeXZHfsd4/m5XoDjmjVYEdeW8BiAYWgNDO1JAjG6di3OYponrNcp32KlKpIkhHVtEmrP3LQqK0XenOojQmUqKkZht6awgtLXTvGMW04q6DTqmxIQqBk5w+zqOtTIiiqd//+XHu8QIjFDwlCtqpgOp47V5uDEzbzTrnlBPzxxXNrrn0jM+0MjlRYPBFoSwDEFzcbQW72LZx7/0eM7VcWWeJ5YGqwUFtKoEQcSzAUQcX1sslO5MRB68pGpw0bEJ08qT+f6ob2e0oMSgDjRn0rgG1dhtK02eDjvJUI/8V6O7bTQonkqSQ6bd89pGqrB2Q0rwKCRZRlqCvKSqlLz+zgjDb3c2xvvF7rct2lFJ9uXIXb3h2tlNO0ZJJCK59G7ptOOHsUnyqZw835bw5kj6cQa3eQDb39uKP0UcnvyIotBaB4xmlSoarbYa+M6DvfDgTHl4bUiRaEzSuN5BG4++0WHsdnWJuY8e/I7twpeIOrsXnhycu3vlfGBMQQvLFZwOQkdFbHRw5gwJQqbexLPsG01WRqhGOR1jgIMnDC3kzb4yXXy7411iBLgV3o0vMcKq2/LT9tRMQm5bQQ16auzJsfArq51WVJDOtsrv9rnZQQvSkNSRbz2jj7LjyaFvwhNIVCAGM6+7sJoiWqNCgEOJxagWIbb7INX4SWuQNArmOD2KXePcPBkOCQgJnqo7E8fmaQxH2ccYaHDvQRaxlG+3vKBRW5Ftsw0j27uxLJGHal5TEUfqKUffUGZOGy1+txUjcR/VmRP1tmpM7YHAFnrvlDol6AejyjNuTJQ6PdV90lRuNkFPHIdcGicu4HYr8/zyz20cw6PXYzOkt1quRUCTIzKrxLBYOu+/G9hIaDYMw5Xf2eP6Nb9VRfCWEcpIeaLkKarctA7H0BqsmgSuWNEM5zUMXbcxmzJbjzMiwD01FCK5WDOtHBhC87KlI5LGv5aK9c6X4yZffrxLjEB8Ic1/wvDwo8mHr0hGI79MYoTcSiPGzMF4Ynjb8SkuW+ONbOG5Zx+zMObKR/4GS/MwKGOYA7FRLNFtJdx3N+HGI99WwhPvNBH4LjSJTVEUxMJqd9hu4BjyaT7w4rgIBQ3CDckOqzt6PyR4x0l4QyfcjpkieMqZx8KJamQMMnGpiMagVUTwZrTe6CbUWkLmy2LMltWakv63Bo+Oe8UwDuMeldx7trViAzkDT/MeKfjQxPEtpM0gZitvCXpC/GUYadsii8GWUy2c1JRGU9ItoZT8HPN267SzrEmwPXu0CCbfw9IehXEE2yoNknfjFGF4pJa3jLQzWIth2KTAfhb6saFSOJjyeOnsqzNJYZIWhoMIE8d6haEfKduVHuQuSO1Gk5w9ACYlG8/iyhqBQYrENCvUsTUHwb7D8a4wAqMiLT5C/NPv4uLKtiDG5RrxAGPBZ5gbtOqB6Y/SmZ7u34Bv8+UyrDBjR0XOl7sL6/GeqiVVgXwDMpFRghNisAWZPzqrGWol+A4GakFaqhoDTReLLq+Cs6vh+UNX8kTkUcJ4DCkttxY0Yy3cLE4zZRKlhP5NDvvsWWWML7dm3j68g3XDa6QzknRrI6SxaxHQghqs6xoDM0og2qp6q1I4ip7ZwZiON45b+AdjDmMGvt6DpDPOaQteYwWMZqbbRjxEZVJElZz7yIkJOLz/tm1OwRHbi8gocpQWZaRZPdOuk67/lt5k7n+qT52wBsloYFxTYKOQ+1hToqCdO3vh7uK80YwDGtOwUnNySgfXErwZaeqWZcnTEc/AgEJRqEOPMSOuTsmeFuMEqnrPlam37NfbHO8KIzAu7IYFwDZTIP799LO3sHC7Xp59Bs6uhshINP+kKhGJuMsoPYaXHMtv+6A0CCKyXbhRgZjk1IIMwc+equa4qpwNQABPPWL9sCUe7S1F00dEDkGzhPhEMVvDnsnTm1jcs0ecNAyGzhNmxlrg0J2DRUdeydxeJbj1VUPB5th7TMTN0BeJiUJFYZqCVrqsxmqGeeoWTgVrnTmThEEuUiGnKOkW7vq4ERIb7an7pELVshmKuHpJaCHA0FMb9DD4MDaWOJHiuH/F71trUZcXYzQOeeZojt9qvw5j0d2TlThs/anE2C2iMcnvF0FNGIJR+2djNNpmeAZA6bf+vVkdj/NqtlIL3JdQMGo9Wo8njQ0sKkzEhj1t+BPpZ0QWkctkNCAxSk/lVv8Lho+BuD76U3KDcOpVebvjXWIEok67+eQthC+3WkNHLvr0Mfjd4p5qKxJacD3DqczBtu2eHjL3wwgF2BZeeqWzORZIO0ZKMlp1h+JQbFRHNIZdVA3QyDxBNskR5HK7ly1pyxobXt0YUdrpGSd0OcWPKEXY1YmbXmKAhoR8+myVx4cYSlLpzEWYJuVsF1HB0gw5LriFGOjwwN2CV1GLspsrrS+sa/ZKEPp96jDmCxYtSWTJM9VbXrDH5hhpy6nbj9RPiDTMnZxjGBt2AJUjXV3Xxto6tRZq5cRwyzU+JjsPpoG7Q85+wJNZJyMyYJu7ANkKboYl4BkRRFx7Mw+gsDpD1v52RWQYXx+pD2xkr5NLiPcZEeIm7JIj3Io4F9VZewB8tYyYJDgrRU9GZLSuc3tZ6inC2JifEopJMVY9OhBXRv9ARKOtBaXe7XZl5iuPd4URCBAvyBTjm4vqrRs5npfP3qKECKHnMlpzI3xeIVMkefpThr7gLYDL5WQxJcNXRChu28s1MYGncGmJzb4vhk5Ks6jjCycDUSUWwJSluKoCPdpvVWGfdfuBb0Q4n0xFDzUd60HoaWYsXlg7nJXKTowWTQNMc2XCghdRhXkK71VF2DGlos8azsQ8GG0KLiFoUYZqUeb0x2VN6esoG3aNwajFypZuxSUYeVukG09x/Nzp67rNVbBs+YgynzNPoQYU2gzO4biwNGOyysU2djzuU1Q8kkgmsqHma0ZQWgoFDYN7q0ogMnCX4RBvcSnGz/m8brZtsG3F3No4G3dhc/nJ/Mv1tHEXtpcPfCdmHhw8yrO9r2DB/9dStkh2LKuwfSWxBttWsOYsDr91ncXHUNOIfF1GxCeIdazEHtHpK0u9t493hRGobpzTuZ4mTILMspSZQkeWGANeOmH2PMTWxU4EIt9SvRPSKh6jtMOmCF0sgcGe3iis9E47UykcW8dkig0qjlnBdQ09+1t7f+ShMXXH0VLYT53eOo/bLlqctbMrofGmqtkCHfPpOjDpjLgxl6g3K0pxY84oY5rmyMkltQVd6D4DgnhjnoJi3YkmlYsyQDejMUQsg6+gqsxTobWWCjdp7DoRwRTd+ALdQsRiDLjsvVNEN1FUUc1hII1ag2XpIifgSuKeeA+CzHHtrMn0UyI9GOG62Zg3EEpFczYd4Z3eCnUquLVbqyQEO81a1MrHo+bRWlE9U4vBMZBklo5/h7FrPYC67mOLxrUkI57NqxNeO4DRE0I/nFQYlkEaIQVIT4pMYSfi/Pe76AtpbtzbF86KRtOYZE+ACN6jLG2iIJ3eO1WESTXZF2G8RAdxOnnQEiVPyQhRNWFcFdY2qOEnFuLb7r+f+1b96h1njx7y65/8JD9e7/Da+ddwkBBJWEyZcGKGe1RRT119I20Y9EiPDrzsmJLCNmZLc/EVifHa++ox/aWt3J3g+Tszl0fj1ZvoMFtcoEQuP08xaKRIPZWsSiDFLbnZ0gUpU2xMV0yUos5ZzbxXUi9eo7FpYmRxFpr7Euo1cyGNgnE2xexDLSVozcBiRpl3XC8Lc4l04Xw/U8saoiGRNWNu1FDHQCQm7ex2Eywr3U6zCiE2PjKm58ZC6dl22gFTcqMKy7LE+6JIT4XkEuj/SB+6jXw59AlsPYF6I9UrGbUNargTWnqTe1JpLYdIpWGpMfbt1DXZs6hTbmksZn9AbsK0NvF7BTelZwel3YoEJVMAczZQEsLze+eW8YrvNQagDCmwW9R9ipYkNkk2i4WhqVU4xxEtVLWtQtXdQxvCnCbh4Q+r01BmhfM50rCIfGLFqGiQudI5tdFzEqaVOqXJMEeYOC5rjCob+drbHO8KI7C7uuYDf+S7kTtnXHz4G/mcVviGX8KTZ14CjcFU4uRQkVFLuHXDMlBvHoZA8iarhHClSMNVmYBnz53nz4VZV6ZacHP2euDernA2O2/eGK8flGZRbptL1HeXPtRgsx+hGwtD2iw8eLNYjMceQhW1CPsSQyGkhHJy8xKDShIoqhLz6ALgIkt1zn6e6V4yf4d5KlQ3bo5GFyJiqIXrmwNlLnTvKTwUG1HVtxAYM6Yi2FTwtWVYLElZyX4DsmsNQCyGlCIcV6NuU3EALaxrAy9MUzTwpLo45PvF4o4UISIMtlxbdUzZGRv0lGvXoliJSU2nMHsAb6dwdp4nlmOLSkf+r+dGURlhfGpGZtLutoZorY4yYXjyDAKCZSqKJMdjsBS7slWthpHlNnZwK2WwHD4SPSBhnELl16gZGdZULgqsT9KY6VZuXruzdmeelf0k9LVFyqpC0UopmvTvMFopGBXXisB6dpOizHEPVXlyfXhatu/LjneFEWBdufq+v8KdZ5/luatLXv70TzN963di3/L3sP6Sb2MBvDg712zNTTbhUNfZrH/U96vCTAweuTPHhrlanF2B9+3h3i7Q1VqzJuwAnfdfGHd3M/rIuGrpbXDmZPCV5AS4KINF1804umweKAalGuZBkEGjlXNx5arFjThPsKlK9DZc7KIEcHM4UkTZ7SrTJBSvrC1y+dYapcKuOmf7iq8ruyK4FcxacA0Sz+jmSL/dhHICwmLyzWk0WXitwXU/bVbc6NmG3bIRRxV8WdAaeoiydmQWxG2DYCyBHMvQePSCjEhabgG95gksSqRLY75ipN1RvhtA66kHIF5cqtLWvtX9rdsGgGlypD2luwIoG7oNskUDIxyP91VCPECTwr4VoW/9RzhtpcFEvIUHEOPbB8knru+ghAcV260jRPQnJanqmfvvgemiYMQMgyqG1CF9T6Zu+bOD1pDVW1sDjwjDeoNpolaoWljXgnh/qtvyy4+ftxEQkU8DT4josbn7LxeRZ4E/BHwtoS70W/1nUBz2vnL98GXOLs65V1fe/IHv52tff8zND3+B+uzzrB98CdeCS0GtwS00dZBHRKJsJwTgNpfOs+fw3J1gtN8s8Zo7e5in6GOvo+2YCN9w4W41PmDOwxvjak3qrzQucgjkYs5Nj8U5ehqidBWLdy5OJUeoVUVLDEIxC5GNkps/xk3FpttN4aF6U6aqObp66B6GIGaQiipSQ7Ogm9D6kbNJs7yUh3ki9eHnB5c98ITIw01960UIEk56aZFbj49pSSX72UN738QpPUuEBVhXdDcP1C/IKgMnEJJsNYAtP9X2ZfA4EmnX0wSnEaZ3S+Buw3IjWum901qkSppVoJGjmwcepIN55iHvPU0VkTXHwMe9HtiEbiIqJ2BxiIEGyYlhAxgYXhHFLQDLEXGdGn7iVqgO0LdmmpPp6TCShGGNFDZH3208i0yptOBVt/Lr4CBIhHBsEnwKajGv4cBKvZhx69wcj1EB+RmUhfQdf/M3d/x6d/92d//l+fO/APwZd/8Y8Gfy53c8ujuPlwOPHz1E37pmWozrn/oc5x//Ya5/7/+dizcfMU0VTdR4APyjuheaAnAxO/d3zp3auTM7Z7Wz187F1HnuwnjmvHO2i+mxtZRsWx5WO4U4emNXOufV2JfGVAWVzp0Z7s3GvZ0n0HdCi5+WsIpEsYlw02H1WD2TGM/unOfPQl9/bIC1w9p7dOxVYTfXmMIsQ3cxZJKGIEkpIQKqNeYmVLGtHZixgXOmQe/RcLIpESdAJKPLLXdPdJvJtsBHj0r0F7Qo3609OBEeHtUs+gOsj9p6XIABKNqXIfFxn8Jy99ZT6TjOx92TuXhqeIlKRhi/oc1o+d1OFYCk3W6KTScjM+iyZsa6roGvqG7sTC2S8m4ly5IprTauE7eiovwCEVHoYKSdUoH8nNZGKZHT68b3PxEJnqqiOIlhpZHxoVSVhiJeOz7Kn/pjKaajmhGCxlpszbm+WXl8ecPVYWG1ztL/2wcGfzPw6/Lfvx/4PuB/805PNpwbX+jHS+QLLzNL4coOLJevcvjBP4f9qV/C/p/67axzwfuJaipkWW1cJO3MJQhDc4qC4CNXi3p7KSlWWqLcFczY7FX32MRFhUKLuYUtFv9UnElCf0C0RqutR5nIPMK1SdPTE+XCgedUIryba4RsS9JSQ/8gJvScSYkJOozW05y3J3HOvSdgl0bHzKi1sqzrdj0GWBV9B2R/w2mDmI0ed/K6xG83DQLi8Z6LOugOGU0oCD0iIDl5JZUa9f2sMgxDNHCAgdinaw6jlGmA3Ho+Gb2MlGREKT3UXbPn4PS4SKL6+d36LfBsRBUCwcfvlvcoMYw0iqUou928LaYRNW05tgw8Ii9wHnLLABTAe2M1Y5PGy3PddC7z8djayZ4ca99PBLZT70PyBbynxkbwVFrvMTlJC8FyNJZmtNYZ06+iZAjHY+P65sBxDV7I2m5XWp4+fiGMgAP/lQRy8x96SIm/30+Kwy8T8wqfOkTkdwK/E+ADQOPAzeUb7L54xtGNA41LFu7crFx93x/j7Nf9WviGD3PSZ/eTMZAo9x17RbOrSsSxOkojcZFrjopWOcV1o6HFRECcUgutN/YTTOaIB322SoyitN5RDdZeTcvdPGYZzNrZazSidHcmFc4rTNKowqY4s2b+OiYXt+boLhagWaQo7klekeAp9NYQFda2Bm/BLDzYVtbqrO5b6Wt4srFpzGMxWm5+0nh1z8WWBs1zJsFT7D/PzQsUBxMfGkcb8m8WAOJ4n21WQ29ZnXFMZFus7o61XD0JiomcBpe4j8Udv/ctfciGqYwW7NamGQZw9HsE+zsjhB5iMwiUWoP3oJLpYFyTlpHLKAmOtGT79y0QMM+KolFuJa/1yBwgo6mhBTgMt5ZTtDEMr/kmTKtySkmGiEhPA9C6QTe6hlFsvdFWY11tS+GiGlQjlZj3PLq6ZLWWRvLtj18II/B3ufsXROR9wPeIyCeeulDuLm/DWfRbcwe+VcSNRjPh5o3XeeQrBzoFRfwavvQJnvypP8HFP/M7Nlko8E2MIzgaQrPCNaH04u6c11M7rRK02kljY0WLakp3a4R9oWE/SnqwruH9Skn01gtmQf5AJcU/AzxUcXbF2BVjLrHpdlWYi4UMmJw2oGUrqKXU+WFp3LsoSaixnNBMhqW5cBVQoTdnaWsIVarcKl9FPBkdjrcFTdMI2K1cP7/7SROAjDANS0C038pvwyCFyIiWABebN1rX6IM3AmQto+9Bt/MBbiHqqYswnPYWeMdzLM9hTUtgA3sZz8mQOIhJufn9BNd1txxXdkpRRl6uHoBhnYJNWUvdkmFRQVKFx/JaDtbqWF/DQ2/5zZeH++Ms89xqOQmZOtnopsN4nSTtB8HI3ZO4phnJWUZUshmT1qLsuGZp2cy3NG3kyJKYSW/G4dhYe2dpLfgS73D8vI2Au38h/35VRL4b+BXAK5LzB0TkA8CrP5f3EpxuKwsrIOyBAwt68yZ8/3/DxW/57Tx+ftpSsUzJtwuZ8DNOoWceFMMkw8uHqcgNQCgLD1xBkl68tgi/CoHk+QK7OYGqFmW/82ycqVgqvRtTGo6qsJ+c1sKqD5BQkxiDRgrTLPoSzFeUytWhZRhLAp7JcHSAForJZPUhW6p7zrIfkUBIWZ0AqyEvNiYnbUbAPecPDK8b1zMiFd9eGxLmCaB5z0aoiFa0O1WNXuL9q5VULTJqjcGfKsmnaIbndxtRyXbvdGgdnNKYQfONSUlsuX2tAdZZ0p7NndY9+zwSPOspROOWxn5IdoemX4YcYWxJ8M9Pnl7cb5muW+kHcS22PJQcpe6hO1B6hvjjumf606wHhqMbWpBvIUlTti2airQoAOPoG4vq1Uhn3EJWbyClZkQ6YJFelmR4jrbslvqVKiFe+07Hz3cC0QWgHgNJL4C/D/hXgP8C+B8B/0b+/Ud/1vfKk1m8IcAZMaJ6Qdh75/z6kv3VypMXz0E6xeHO4ZLp5sD1xX2W/dl2kYWk6BIDPBzN5pcIL3V0FSYZR0rcXAO6apTvSozcngpRS86cuxbYJ0dhVke1b4Sf1U+tDl2UpQu7xAqAZH45XoS1NyaVHKwKh2Ow8Ea/igiIxcBVs8b5rlIIL6wBMW/gnbtleJ71bpVs5kvNugzvt3z81s7fuvHw3HQW1YXM2300C2WybGQTkSpWZFts1WsYPfFsPMrpv3hyK4bHlo2qW0oAdbXIdq6WXjxSphz5lgYpwu9C7x1VyVmORutGLVOG44HbnARZN5iPUCVKPkH2MHiWd4VTX8EoKZJpyfZy5ClZb8lNPGTVwuvHKhxS+FF+NWQqm8MSsiM1F/6omkQUkedubN+7Ww6v3Xj0OXDHSJZnVB4ctvs8ek/2c0VR3NZ33Hs/30jg/cB3Z65Ugf/E3f+UiPxV4D8VkX8a+AzwW3+2N0pmNKuFKquasmRKMEllnnacP3MX00IVeObmCR/96Y9jl9d85pt/Oev5OZKCDFGzTnBoAD65yNYmTKXnBesRJkpNZHp4BN8qBvtJeXSTdl/Ae3jc7o7OcDf7FRqaZfoYmHrTlW7CvuYcOo9x3lHJEMwkPVb0gpdSTrV+IG40LGvDrDHPGmOqNARZfbQcq9DXUDlqqYqkW2ia2MC2yE6g2JZBpEEY1QNE8jlxT3qSmLaGobQfFl8qwmgK5i3y2anS10Cto1tOUqFoqx9kl+V2iRPgDd7HYtnI1LK0ml6we8xpHJ2ASEYMEtWGqYaBsCyxpfhagnuj7Tg+UCiRXnmQqiTbmyXPZcvrJdGVvFgxKszw7Ci0DOljwwq9GWOkszloSaq6CmP03Nis3YxmfWsSgxOAOXKOgeGM2ZG+3YNsZMpqiuX9ar7md5KthDgJSFbD3un4eRkBd/8k8G1v8/gbwN/7N/NeI4tcMOYyM0pHFWPnxh0/crfdcLYuPP/kDT706R/hwV/6y7x27yXqt/0aivjWwWbA4s6xC92U1p1FOxXFWt/mDkZN20IBiLCixR2pJULhGsM1C2MBJvCE0h0WKzSEmjnaBdHrfbQonS0Oj1vIV+3FuEh+gxI3RQg0d5QaIYZQIiFh1rqwtNAUHNZ9ZD4npF9YrITiskRuLh4bzXsAaugQG4kFNiYYPTXgND3eCUtg83DbjpWnQdVtt4RVwEtUO8w6Uy2bSpAwui/j06x3ukGXyPnNNNSh5VaDlztrSzDMnTVTGiEiiNDay7bf9H6l+HZSkZqEYRHP+X0YxTSdQUc1jC8Zpcj4HmkgTjigb+cVGIVt2MYA+Fq37CQcmI9TUh4OMuIyz9f6VrrV7DGXxApa0rFHdGKWzMBbnYWj0tN6Z22R89spp0ghWZI/Ev0y/50YPqLATOES52zec9kvM4Q0dhx54fCQ87/+X/PM+3d84+c+ycVP/A2+8AM/zqvf+ZtY9/sYt7UhuEJz5bo5ZYnC0znOzhxTp4lRLTjs3XO+POHtzCz6BAharmOczy02k8Gh9Zh7KAW3wvUqUJ2Z6LSrGuF0bXAEblo2dEzKmRiNTnHdyk+BZgtg8X+PULCnQRjU13WJWYujEWSoz3QKRyssDhdiqYcH2gYCErml1vB2mnoHxgkr2OLdLSLYfFGEuxHUIyRrMCMmlRgNJyJMtSKZ96pKdE7K8ILp7dKW1LHPzULb0WOpVj2p6SDRR7EmUNlGSmAtTsJO3rAUSZxi3Yg0KkLX+D6lKF7ifSYprBhmihaldKeXKHGOtm9PSnXQqGPnDSGVMGC2GWFV3ZSPxvO2KoNaNF/kfMcNtEuspaYo7sAXqgpGiapIGmjLEmc334xqpEuN1oxj68kzGSlK7oM+SpOCh7LtO+69d4URyKUTs2UlaLqrtXzM2dE4f/IKb/3h30MrC9fHxvHqCa8+NNbzO8zLDVMH2+0Yqi9dlIMJvkjUcCXUfaz0BKtk61uvqQ8wGje7tQgFHSY17u0jBljNM1/ruBhLFxafUC0sOGLK3qNRaRLjrCjNJcdg53P9aSQZYJc4RJQdIwQd/IDRi+9mrL2jFguhlsLaO0fXYIPJCSMYrcEqnh4weAzdIsQOZ5mL2k/lKreRc8Kg/G09dIluj4WoSE6JIlHVNApJXCkbpybxizQj0WmXxvJWxWLpAwm/VdWwEEONkDjOL0LgU4XIutF8SMzlddOSHIvIo0uNjVVKgIdT1+A1tOD21yJMNYhDYY4dz1kWkaKNjkSjtXar5z8+I6KT0EFYk6S16SakRJun0e2Zy4/rG92UbMZTE2844T3j/liUIhl1/87SjGXtrNmrsAVm2bcwqg/ulroPb3+8K4zAirPmiG51wdaFgHGcGWHGWG8e8ebf+Ess3fhU3QVA9M2/lrtf9yHan/wvmV76KO27fhVrX7ESNxSgV1j7wtpX+mQowbxZLEqSrcSIsrko3SVAQvOsIQTafVYzZBPDc5ZAbZ0nvrCac2gzTWcc2HdnX8KCVwnuQDSVBFA4lZDODo+fHXWZf7tLjJSO+DAGjGhwIEhcg9Tqm+aKHZ12jEEIVbO01J0yjcadBK4IglSZakqptwwvcysNAKpHucQlxrA1v1WGTaC1SDnRe7P8Rklh0yGf5BFTuw0tXN065zZPzwlEjWpGcDXW1jk227gUQz25m205cvA8U3XXOhmP4OkFq4IUUjsQWo90TVXoVmlFt59rKUxF43OKbSXBkEo4ydL1DL9b9pr0nuVIomK0vQ6I5rZIcHe7Qutryrgl+cnje5Ehv9SyGQnLtGLjF9jARBLkJT57aT2igBZGYNNhTGMeOMdtBuZI/b7yeJcYAXiC84A44eiLLUw4E2EMrmxhdXAqx7bg5YL9Sy/xbD2y/PE/zPRdv4HLb/tWjnbAnzxieu59lAcPkF1hd4wwcemdJgIWQxppAczcHGMApFlY49B9j/B0V2FXg0vuPZtQCAR3yvDv0AurzzFFxmMjYoKos1PYaUyuMcIgm2uoIAPVG4gzMzTmkg2XQFB46vgZ0wzHo2YctCBlrkpbG0gPAQlJuTFnQ6+nMrZOyf4AwEOTgC6pXJOfnd4IkafCUB1pk+RMgggDNnaepsqxI6zkiHXz7bUI23uXEQpnfT5Yfx7eLQ1BM0sZ9x7TixOIGyBlS5agt34i8wgs1lE7edfR4VmzTm+1bAYg3spxK7QewjHRsQe1+BZFRzkyPa5B60FNLjqAxzV5DpnKeKfKhHu0//bek9GZRmCwCBMfGKPj+tjI43n5+55/N3PW1mg9yFSt9ywj9hPT0xwXS8OQqdG7PRIw4E0az8d6hB5jupROwekCj7yzUKj0GEdpjenhy5x/8ic5e/KE+om/weu/+9/lyZufY3r0iMcvfJj3/cbfyPu/89uxZ+5xY8qy1CyfOWaF4gsaSwuy/9tdwrITNONZhTtnO3b7iZtj43BzBJ1ikhFRrisYi8Tibx66hoExhDFwMVwCsFmssFolfEA2lbhRxJg0FqD1kDK37jGxV2OQiabo6VTCGK1d6W0FcWxt6KTsdzPLpr+X5BNzdnNJx29YV9QLPgXAdnNcOS6gU7RWqweAJQMM9fBQQuTZZMtsoOdCGePBkI0Q09KWR3gb0t0bNciFqkYRT0GTMNDHFptrEGACkwyKN60xuPyh1GwbJik65iQMbYDcQFnp2Co+DqOOrjluHgInWpKaHBFfGIypdObpVnuyGctxpXvJKCS0CbUK02ACJig7CGxpE2I+IBFZna5DfI9unikXDERm4K4RDcV7rs1vkX+iV6GnhmTvIVc+eAdRIY6qiiff4p2Od4URcAJE+xwrLhPNhxGIi3H0mG5rCDtxaj3juQ9/HR/60PvZPXrIm/fvUW4u+ehP/zhPPvlxjk+e8Fb5BF/6sR/h01/zIvO3ficv/pbfQnnfc4ECJl9gQplokQvbCoNI0ztYkE3EO08OK9M8Rbi9RntnoNu+hc/RsqpbS22kwjEavZtGP4B2aqojucugqyQIFd7bzDcCiKZniRua02a6oVMInCxLdMXt9wX1SAGKhJGjxAabarznGEE2TRN761SVkKZGmItyJQuGxAJzAe9471u/fc825bUDpUJyBSTbdkuq9yKnjsHANCWR/ltCmu6gQpkyHcp+i6Nl01OzlEQLtaStRDc6m3xUy0FUKbVuwBpODkdNYDQ5/S6S47gyFfGGu+KuqA65c8a7oqnXcJ7vW2sAvIfVWHrMk3QL0FG7sGrgKZqM1CIjZZiYhBxaG0zB1TqjChNFjiHuMr4TSXQawC3Z85DNVxkttSQStZ4NTBupyDZ2auvtVnn07Y93jRE4l4nX5MiVrWiZsZy8B3BEOFLYIWg9495Hv42P/ZJfxP71lzm8+Yjdqty5OzFPwsOzM77w1utMxyuWn36Llz/zk3zwpmD/4D+ENWIEuARAFMBsIOilzEziLOuKSs86dMNYaU2Q3tIbhBc1FySHaRglLHyW0eI7JYEnTfqsxr4qk8KkYaFXVy6mGfrKJD3aXEuCSwnJGZGnDDBJDI4rucnCCFWtTPuSCzs6DbtZhqJxPq0PleA0UKM/XYSL/RRTeErl8dU1a4/Qt1uAbOAZboJ6TL6JnvZoV7ZsyioIU4VaJuok3NyEsXVx2rKGQSFLdoRBmgqpwxhyYrZ2UGGx+HwTT25wGCsb2g1+W85cmEoYFDx7LogIwUSzfEeKbhpGbOAgApUNVD154MBSai0xpYmICt2cw7GltmoAnAZIJyoRkN2InqXGkiCubPSP1j1nUI5GrUgrWm54VWXaIhoLw5otlZa4QOvR5t03I2C3GJYRoWy9IpYDVvSrxBP4hToUeP/ugkdr5w0ata+cZzedAwvOShiK8oFv5KVf9SupP/XDHD//Kk2EcnYPeeshcm5cPDhn/+YevXoMduBDXfnYzTXSG8epsKhGB5uAew1dfg3yiGFQQmdQVJBuiEelIHLRDrXgZQoWnNYYPa0xjPKk3hLeJKLZoAtXMaCzWAyk3EtjEmGHhG58xo3mgtZKa2ucS2v0FtfBrNNMWNqKEgrC5nB9WLk430GSmIeyjjvpUdNLJVoejL0M4TXkxyCmNgtntOYsfeLqcIjmFNEYxplYRRdHLcuF1rCmtAJ39xN3zyvm8fzjmmVPi0XordMG10diuAvE+O6iWTYthSIw++D/g8hJTWdTP/KQcmstej0C8VDIsWJBT+6RAnBKRYKzn8XTruQUg0TW47qZD/CvcTw2NhKVb4XSoCrnAnVIfkds5FqVLpIbviO1bJOnmvcI4y3BxtZp1jI4iuE1nlUS+7KN3ZN/MDgEVUIYp2rwYWo+r3WLkWjdkRpit/rVIgv9Qh0V4e68Y26EilCywipxgQMmdOa7H2D6ZX83F3WBl79Eu7qhX9yJ5xwPPH70JlzMzM/cx44LtCMvzhPPv/I5/I1XefUbvwGdJ545XnJVKjcW3X8kvXWlQs0ylUR5x30C0VCEEY8xZaWk1w9fHUhzZ/WS9PJxowJVMhcOlBg40pzzElnJVE6o7dClC78WQqqSpStyzFe303ScxY0uIbTiHepxZV8jfy81RqcPtNg8UwLJwZkZ4q89w3IVSg3566kKU6mcSc0Kg3N9c2QFHKW32BRrT8DSDfWIklw1UqWlU5hja+mYKCQp3hERz+pwdWwcl8BGxmzEtTtTrcxzDUS8Lycl4xEFDCEZwvsPFemIOpLmy2AJktc3sQ0iZQgGn+BDY01Hb0GkXtGseIu8BNuuj/sNu2mm96HbKIj3wCXMMRW6hfhJmxxcWc05HiOMbz3ye/cY12bes6QaJdkoJwa20vrgHkSavJtKzKPIlHPN7tTW2hYBjGqGWxZ69V3OE6gIF+d7pkPkxxOcgJH8d5EJ+9C38sF/4Ncx/8n/CLtZWVumDLbS1oXl5sB6uEYv9swXZ/D4ANbYXT9k+fN/nvpLv5kPvvaEt773+zj/h38zdvEcq5VoP/ZO1zmbXGJT9tHRJQJacQlzBOmdJEZTziWQ5KtU8I3zPjHknOAKSC/sa+fubMwEzVeJ/oXWIm8s4ptmAbZwcTazKIH4IrS2sNvtOC6Nq7VHiCiOmaTwZgKNpWI9aKQOJ5Ygp668WNslqwIWuoSpmKTFOd8XVAuzCjets3RnoeI9SnNdQaTSk6Rzc1ipJfQSajPmWrlZhxZkLMSaibDjHJuzkoCWJXsQid6AHPEuLhtByhk/kz00YxZgouwbfpD3zwf5ykbNb8uxDUU7eAmDbVt6kPcsQQdNgMfTsKgqUxV2VdlVZxnZCk7VchpWkufVDW6OAUAu68rawpCv1re26W7ZGenB7cCcpTWWJCa1Ndu7k8kiIxrI6so2El6JASQpNlI0jIvZiWL89vvvXXCUJMjQgjc+QJ/A38Min917gbu/6tdQy1vU1x+yNJAaIm3SF1o70Hvj5uaGvi7s54mpzlx1461+yePv/kPYHeW59cj6mc+j/+DfR9MFJxWCmYKem4zDIJIH1ZREbqVMeD8N71R35mIUb0yu3FHjSGHxkhJfCUJJhPsCFG9UbxTvFK1Bry3KjQhiK/MkkYeqUAlgclJJLnp05rmvMUpbldY6Z1Ph/HyHJJ11WRfmOoVEVpHoQfesQyctWdNTLsuCzpVhdosoXrfMmIJwvp8orXBYYsBqo8WUXI8pyiqVjnC9LGGYs/X6/vkZ+93Euqwcc7hJKEHHNRbG5qtRQUkVIXC8B26jKE3CsLknWp6lWXePuXwSXI+NtUeSCu0Uwo9QfxzuHc8pTduO34jh4XrMSW2C2NCqcHFW2c+Fi93EVAuHG+VqWRPyO4XcxWOEWRtqvx6h/3EJY9fcEgdgA26FoFI3M45rZ1kbzfqWOgxgVNQ3NSlvPbgkFhWC1o3eslW5j+awd5YWg3eJERCBJ08es2bzyNh6m+3SCX3+a/nAb/oN7D7/F/An1+ikTD7RM0+1lMBazFmubuDBXaZaublpXPsBfeOn+fzv/d185GPfxstr5yOsPL833loWDn2mWdTcu8qmo6865vkKm8Jx/j6osAIYLoXmQtU4/yqBpgcwGAauymg9rSwu1OJoiJYH2ntYolOw6IaYiyjrGn8HmcSYdzVHc4V4yTQXahltxRrSabXS2uhK1CxBxUJau6XabxqoUmi58UbrUZawkz4NSKEqXJwV5LDSFEQKjnI8HEDB2opn2c1y7kDRI8/cO6fuKoels66D4z5ILOGZh0BMaH4k4JXlzC3wH3n+CPudLcqRzbuPDR0NSOM7RrlzjCuTBPXiN0OlaRxZfIjXDnJTgp5nu4m7Zzv2NViGEtkOZ/PMsY0wP3j6uzqBO4e1USzo523tHJag+MZA1GzU8mCA1rxXLbUAjq1vzUNRArQ87zjf6FLsKcMWz2nZfwCemMpoNX+XRwJuznJzZLn1WKjPD6te8ec+yOXze575yZW+dC5FmLMP3M1Y1pXFs/UVpx2OBM+yYzSUzu7Y+cRP/RjP/0O/lRucud1w5nBeGk9EuRzSZXFWAfQMyMhHCKYbWaXj4FGe6unF5mIxHQihExu6yqnuG226HemGYiy9BdAoUZZqPWWjiealtQMWHXrzHJ6mZH94tP0K3RUaVOkb1VUnyWaWKIGOzd2SGbxtnEHeKVHWkjRgk0QEtiZLTVSYS4XZ0DJHww+Fx2Jc3Dnj4aNLlmB6R7jvQifOwXtnqsqxpSa+xnc7bVpnRFxO4DGRAtj2+57kKDM/mQbrmIz+04HDjDRiK0jGgyTWk7c2CFUnFH4Ac0NpxIGSY/CEqF6c7/fMNeY1rutpNJlJRjAe+gFKAJaHTFd0iYrEzXHBTTfA02UMf4nQPca5N9bVOC6NpVniAj1bivutlCXTThub/dSFOLAgEJa15+Sjd44G3hVGAJzFVh4zArLTUQn21dnhMc+4UefKysxC46wG6jlT2N99lsu583pvXB4fc3V8gnTBph1v9plajlQUt4nz3/4/5M17L7LzBZVGBS52Fe8T1xS0F1YCki8UujUsB4CA5+BQsjwYBCGVghCioDEFTFh6tNBW6TkIRVFzXCW6JQHQVDRyHh06exWKOkdXVp2YdQHfs9DoGt6lVqEtR8QKN5Mz9wTGSmE2EPUkHwnNNPjr2XNeCOJPT5qrW6QA9DBQYwS4l6iP924ce2DoVxq9C+clm1To7C8mzueC3r/DzdJC0JPKsXfO5+BDrGbcLEccYSolwuMBLGK492yUSnZiEpy6gUlqMXJqsz55NQeP6n8pMdJF0gq4SaQQRElhYEubn/ccUropVUX+PsbS1VK2brypFuYSeE1rDXGL6CmxgtUkJLySbNabsdBpFucWAqRRHSDJSiOHL1KoiVe0HlWDY2scepQie1KVzXvO1Qj+RWjk2HBFSVBSvDmrNI6uFIMrEXbH4L280/GuMAIdWKTzOHe/AZfAsxJEIW+dL37yLyL/x/8DX//1L3J88hbLa4/xu3vuns1MpkxemI7GC9/wYV59+EX6Z2+4X2ZeL86nJ2Gen+H+4Qp734d47bn3QTnn0Gcu+gJ+hSwNk4Vi5/RpHzmXZk5YFbHBB88Aa2AHnDyoE2htFWGxGEpiEowvIVs8SW63JqMPaKtHo1E3enOmmg0rxbDWaO2IloLRuRFjolDdQxbNKk1AXWkmHDpMDhe7LEv1IcKZ2EspMUY7y4aepbST/l/cgOICmnTUHq3UQRcWDmvUt6dJcSbWHkDc2X5GygTd2NlKFbi5uQka9uadnVpDW39d1/Bnbvk7oaKgQee+zs8JOnUkLLaVCtjOf4h0CuC3Fvso/bmH1sAGNrunZxz3MBR7hhaiJAdgKjHtZ6o1pjxnjwOExzcP3OFmWYJgxejudIyW/Rghbx7VjWx+0tFrEM1fPQ0ZHpv+6rBwWCPMbxYipkNEJC5XXMehWBXchzAwq4E1R9cjN0jS5ddTheNtjr9lIyAi30jMFhjH1wH/e+AB8DuA1/Lx3+Xuf+Jnei/DuQGu4p05EjnbzuER8JjG8fIR7Xv/S177PviVcsbBnE+9+RbfeH2HZ6c94kpx4dVXv8jjyze5Xg8YB94Q51oLc+vsdnf4pt/xP+XN3Z7zn/7r3JU7vPKRF1kPCnLEWnDAS6mYFOrq9KJMlKgre5iAEV4OuEkk6tGWTK9B2rM0FBaD0WHjrFUWT8ow4L3Tes6UE8Gagi/RAbkeqFU5WgzOKC4s0iKvr3tc5xzAGroD0gxS968njuCJPmuG5wDNT5u+5+th4AaOtKBP73Y7JnHWpeUmc44E623y8IxtqkFEwrFlYV80ZhXi7HexEe+e71nW9NpZ8DdTmhsiFWqkK7tauXO256wobx4OXN1YqgsFE8DMWDVah5v1zcDd1kqMtC1Gybt5SnIHvbln6Ow20gXJnDppwKl2VDJdCBZidjwKuEYEsbROkRph/9K36kNPD60bIp8AaF7rMCbx2a03kt295fy9BytxXfsm8xa/G01Fgg9lZWETKDWIKddLlgk9q17WNmDynY6/ZSPg7j8OfDuABPPkC8B3A/8U8O+4+7/5c30vAx65cQ1MeWsuHBaUL2C8BZzjVF+Zm/Cj3PCyLzwoOz4mhdIahvPpds0PfPYzPDRjl6Tjx3RaF/Y0nhwL/v73c16Ne//RH+DOZx/y7L/0u/ixD75EA+puZt7tOHZh58pRO5PEJRqVig01kNuiE2EYXISVwnVbg9lGOb1KwCU689wJoo+c3rVbo+do7rYGY3GHM5Udr/3//iwv3r+DPOnc+e//ch7PMybKIpVZlEMufCPAJi2ROx9aeEnJmX0mURrrhObfhjgTHH8BltZZHKCiHq3Xy9q2Bhclx4qZs/SQVrPFtm7BEjrq7Cns5hKpkSRhJdONqspuKtSlcFxacvnjSs5FOd8pZ7XgumNfjMvjyrF50HyBOZt9lt5p2uk29BLtlP9zKvVadtUFwzCZeXUIgcZrS7YRVy0B0mXnaOujDBm6kliAcWuPSOywGn1TPz7hFd6XAFozbQDfxEHdgyMQxqAH89CCZmxmHNc1Wqiza3IIxQ5VY2FERoFimjn0HhiUTjz75Am7yycs68rrLzzDysTxvwWewN8L/LS7f+bLZZl/LocBD3GOhLVtDvcFXnbjFUbQFhfsxoWfptEQHphyPB74xbsdE42/sjzm5agWc50x4+KwA8QMLUde+0t/ia97/wV3/sZP8uDqCQ//5/8i3/D7/m3eaAfWH/8E15/7Iu/7B34Tlx/8IGfdaXbEdYoLpWyeNICdIVGtDA2Xo0XuX+lM3mg6WA9jA2bPeyAI0VlIp9SZdjiiZpS6wzDOfuiHOf/Sq/yp//X/jI924Vs/8It445f/Ep556aP4g3scf8Ov5fIjX8+dKhiNg8UMxWXNYZoSFGXzGIKyWiyYlui69yEsYsm1d1ZTXCpoZW0H+s2CiDBNJeTLRJPxZgFQEgQkT1SuTIVpUua5ZPce4PG3RX4VxCSzrZNv7TEma5dKwDerc+yGdQENHKH1TssLbwiuUCW0C3rPLr1yIkh5QOKxcjyusckQnSENk5wmDaU2goyw3h1PFCgaJmMFTiKUqqzLyvWhYSjrNk0qDdFWrchIQGVrSg6tQLBmrG6sfaVIzLdcsxrQut/6Hr61Fo8qQKSWAaBGX0lsnNZWPvDFV/jQX/shnrtQPv8Tn+GZX/yNfOY7vg0v5++4/36hjMBvA/5ft37+Z0XknwC+H/jn/WcYQQaxod4Q6BJ57zFP7HNIjM8mGoiORM4NsIjymhgP/chnb1YuaFxjW0W0Ed67Auf5IUtbKD/0F7j+5Md54Zlz7NUvcL9e8+h/9c/x137qh7nz1mMubOLqD/w+/Bu/heef+yAv/V/+NV4mPMC6wq4IR3G099SkU9RiXLp6zPubp4kqhVnCCF13YIwobx5hsMQo9GhACl542e9ptoaWYJnR/+b72f25/4bvOn+eb33xJQ4vPKB88HnWz/0U0/d+ic//+I/x/v/w3+N8OdKOhaadVSYO/Rgly8wXi0pEKZLgXzeaCUjNib3O4o3eooFr3p1RVbhpC+gop8X3cmKaUvXwrL1HLRsITUHI7sPoZw9Ev3Bojeahu+/tRFyaao0M2nK6UYNjN5bWmEtBbMXEE8cIhWbxANQMozOmHmc5z32LVIa5Fgd6R1LSzSUVibPZRxKdD95CAHg9ew3C6sQ16B66E3NR9smwXG0MRglS1KbIhmyvD0l6TU8fTL4llYG6BZAHMVE7IhjZlIvGdwIh5CgNNcG0UgSW3qMEDTxnzrf+0I/y3HrFedvxXHXe/KkfY72/59O/6Dvecf+9c4zwczxEZAb+YeA/y4f+feDriVThS8C/9Q6v+50i8v0i8v1PgFfSci8WkcBBhCs5jWzOdI+b/HPlnSs7sNqRK1+59I5JxdPDjrkWe2BCEDeqd/iJH+XrZnj4pS8hUqhnO6bX3uA72sQHfeLDKL/i0RO+80d+mBf/2P+HN/93/zq7v/RX0G7xzgbSoXqJENqNpsG48wKuztFXDmmGCsZeAxhbHFZxXDo6TQxteyUX5LSH+YwF5ehwfPMh8+Vjvvk7vpPrm0vmD38I+4Ef5uyDL2Kl8ZFPfobzP/Td/PA/9Nv4o//c/4JpV9jvIo+NhScbOm/uzMB5qeynPZNOFJmitj9NWNnhuqfszkCVaVb2uxjSsZ8m9lOhlBpMRi10UZh2UHfotKPOZ2ido0cgSThRttP4fCkYhYayojGhWSaYd0z7PaLK0kO+7aY1jr2zWGd14dhCQGSAcifuhpwUlHGmouznOZiXt4aKdCwilUAtAlVPliJ+ElQZcmsb/z4Vj3tPzX8zmkd36W6K2v/WfegZsWr0L2gqpoxNHBLo0cnYenBahsGJqkA/YU0bcMhWvRCPdYdnOtcaS1/ZeZDVLh6/xf5P/xnq4VW4uaR/9kv4k8e8cHHON33iMzz/Uz/xjnv4FyIS+E3AD7r7K/F94+/c6L8X+GNv96Lbw0deEvFXiEnCRtCG3/DoIyDB4AbJX4/jhogKSlbkBSheMg9v29jtBZi3MlznnjXklZf51Kuf59HhwPRQ8It7vLWuvHjvPnevDlyczfRnLnj1eOBTf/AP8Mr3fA+/+k/+Mdb5nLU40PGyCzDIQgFXRYLvLwX3GAy52hHrxkE7UiaqCsXCsEn3LYlILmHomXtw2os6/vgSfEHefEKfL2ivvAxvvIo9esR0sUMf3fDWv/Sv8Pobr3L5dS9xcb7neFywVlBxNLkL7iFbJap5DmHQrruhMoEWpJAy6MbFXGMq7m5i7YV95shHF8wqEj3ClBoKyZaomRbnaAs9Ac79pFu92qiYRrMUgNTwsC0xgiqFJ+vKaqmXJ/G7niFydB+Gx3RiJnQfrcUKk1bOpso0VYpkqa0b69JoPlgIA9MZ7to3urBJyRZotnP2Prh2DpKMxWVF3Zkkh8XYqcYgjH6FwGa2tU6W78jNnZoL3RSLJCe4DWmohGzHdtlmKkZVAUp3xIyz5cgzD1/n/sO3kLVx9oXPcfzJn+KLV0+Qq0vmtbHbKyi8/2PfyAt/+I++4wb+hTAC/yi3UoExdCR//EeAH/nZ3mDNP8ODP1B4y0/h/Hh8cFE8nx/bPbZRPNcYBNhx9PxzoZUJMG9gzuP1isPxBjC+/YUP8LV3n2dX4K31Va4n4Sd//JO8YQcuAR5X3nd5xRefuUvHmM1otuJFU4gjaJpeolQnvTMfb7g4PoE6Ued73JQIyaka04EJqfLABAaYBOQiiWEo4FJZX3uFi1/2jRx+7FPsLq+R196gv/GQ9sorPF6PvCXOeQnpsLU7bp0ig4seOo1VAVFaayAwlZmd1K1d96xAvTMzFZhTlLNOOzTmiATgJQpao4SoMIsz1YmlhwctRWmLsPhK8YJ3T35EASl49lsonQljPytSBG+dgwmHLhwPsSGqKiNOik0V30sThR8aiSPHn6eJqQYweTbPEX2sUbVRs6Tf5rh0QvXIt3IdCD1UkDL3EWebuYj7NvSk98i9vR+D0UdUbAzfBlRYtisHo1ASDCWmJYtgUhFpOKHJMGjLoUdhUTJ0z+GrsMXBFhOpn39yyYd/5G/w4Ve/SF0uWT/1Mhff9g18bhaunkA/XodwKhP1+ojOM7/y7N477r9fiOEjvxH4Z249/H8SkW/PM//0l/3ubY9D/qn5910RbtJgVz+F9sOarwwPP7oOT1Rjh43BHQ2CaRLc2AGXh7d4UjtTazxmwUU4emNSRS6vufP+9/OXP/vXufbOazTeQpifvMz6r/yr9P/Bb8V+9a9g//BLXB4K9tGXqG3CpWSZrSEOd9YF/vT38Nk/+cfoVfjAb/kt7P+uXwNSQYWVOTyiRDTTSYFJFdCC96iT+1TQeUeXS3j5Nc6uVpZSqT/1eeThq7Sbaz673HBdKvPFnuXqJhYYWT++VRZSD2iridIMyto5bws+T1xrREpnNbZd82iDbRhWKnhoHwwadADNEnGbCtNWmVBkPkPZYeIcWRGxCGFF0gg0zitcTIVdCSPQ20TVMGCt+VZBcQ9ZN0Yp0GJjbsxN1ZhRkXnCEPGspWQnZXIIzOlNWVsObw3zwSATuQdw17GtF2F0EQDbZCZJYtNox8ajucyRnEkQ93EwE80dRt/ArZJw86FGHC3sUR3wU6+C+2kGgsSEJSzYhfeacfb9f5U7P/kJ/Poat87MCr1xb12xfmAqM6JOnSachj96leljL8IPvv3++/nOHbgCnvuyx/7xv9n3MWBJEO2oYQgWnGKnjQ2xuY1T5DCiggjQb1M/2CKCaMyFa1vYAcdi/PCP/zBrP3IgbtwPvvp5XvzgHawb62Hh/OwOX7x6yBOHG4zzdUH/3H9Fv3nCsx/7CD/wr/3LfOs/+U/y/Hnn5S8+Yved38p+PTI9ejO0A3/4x3jw5/4sH/7IS/j1kUd/8D/Fm/OJL36RO1/7EtN/77uQexdZv4i5gyErNvLBCfMVnwWZCrt1xgpcvvkaF9/0TfTXXmaqO97UK142p92Zef+3fweHpXF+NiE18ArLsV1RugJefwO6c98E+//+eV7/iR9Hn3ueB7/578deeJZWFZ8mFim4BmW5ak2UWiLNwQIhl/j5aMas0VIdA1pGM7RHL0CmIWRX5VyUu/vCTnrm6UFimopysZs4LnCZPQZxL58G3CyBOohoAYTdNEU06IHnH9eGpJEtJdqkdaoB4sYq5bB0mrNhCiNtOnUsRsgQmOIQOY33jG7sACodS0cuuHVqRgVbdOfRHt4ydxgTjWMWYkn1qBixFu8/saxCywlGWiu75CtUUa7/qz/L2cd/hHb1hH59YLm65u7H3o99+vOUx5fsqsJuh1twK4o7vPol+OW/9B3337uCMegCpoVD70wiXClUG+H+ybtHtTYMwMi4Bl5A/n4gnbr9/pSxFYxDh/XqCSvGkiDisR15dP0WZ0vn8rjygbvP8aPXjziy4ghnKJ9/8hr1h/4CZ//pf8wHPvkFPvN//jf56N0XuPNrfzX+4jmf+/3/Ca/92e9lrZXndeI7Lu5xcbhEn3meBwU+93/73Vx+/gu0X/d3c/8bvpH63D1kiiEm5diZzGhzaPcbgqwT1Sd6UWS3Q29u0Pc9gOsbyjRjqrz2lnM5T+i9e3zsH/j7KdKpNLQGmcZKcBWkGzoVrv7iX2Z68xHy+kPqX/wBPvq+F1h+9BNQjJfffMjZb//HWL/+I2jdBUyvFm3MaxgptGxDVAcSJilcauSYrTj7vPo1wcFoltrhIQ9XKpDy3r0lSJfeP9H8CIVzzHiJGQFd7CSd7ULN6kYhPObSgR7TmbWzKQ93hFqFj77vGWZx8Majq4XLoyMSw2iubhpXzVj7ICWlYOxWohsmexB/ZGvjDX3/UAxuG8GH4JJkZcA1DYIVtMawlaBJZ/4vus3DnArYpEitzPuZGaP2ztmbT3j0xS+wHq5YBW66I+czenHB9edfp61HdmczdV/QlDDra0Ovjtjjwd37yuPdYQQQrt2hCLIr+Nqo/dRJODZ3I8L/A6coYPweYB1hAKeUIATCIoZYEL6QTZ/qcMgnCys/+vhVvplzfCpcv/YGLz3zAq8+/CJizrkq131BH77GF/7gH+Bjv+Y38vDjP8jzX3qDh699jp/4U/8Z7S9/P9+se54gPDTlM3fv4888ywv3nqF+6Gu4evw68tarrN/7vTz7a34V/cUXWe7dobTGC6+/yvSlh7zx9R+hnZ3F8NFakOOKHBdW78j+jN0HztFXHrEi+LLwpjuXGF3h+W/5Jg6Hxnx4A7t7wcELtkCTYCPMPjN/8TX4Q/8Z+2fvMX/wffDsBbz8Gtf/xR/npWfvw6c+zesvvo/l3oxaiIX40RBqcBkw9nWOtGfEWRKJwS1C9VbGFYmceNbGnQp35praBWOYiSNlJG2pKOwxHaqiKYnWEZ24cxY1/OMaIPBUgs+vmt11pdIPDVPhTJXDGineLLAiaFX2+8o+2YpzVS6O0dgkDsel8fim8fjQuF6MYzt1+bmTrMUITYdqUfTyZFtvpgmh05KD4Ow0YcrdmUpl0pp0bzbR0RPOERFWTOBy3Bt6c0ldVvwTP8HN9/0ldi9/llU7ixuLNy4eXNAOR5bLa7w3Si9Rni0xvt56R68X+k+//I77711hBBAok3AuSl07Uz9FAQMcHGnBko9PnFKBzRD4KXUYvwtfHrSNl3GucHbu7BmgoTMhfGK55KO7HfuzHev1yj3fM5eJI40LVdbuXFnj4ZPH/Oif/eN8y7PP8XXf8i14Ue788F/lLPM7pDO1A+2y8yUKh2Pna+7f5aPPvcRunbi8uuTH//V/la/75m9Cful38uDRW0zf/Ufof+q/5v5v/Yc5fN3HuDxz7nz0m2jrNf3Y6LuZi7/rO1h+6JPYG48oS+PSe2gXsKK7mVp3XP7RP87hB3+AD/2O/wl84Gu4rhOW2oerQttXzq+vmb/2A/jDR/TPvIJfnHHx4W/h8gd/iPZ//Q+YFuPw9/z67HaEC4GVlcUqVoRiMTF6GN4EtLcah+X91IwK7kzOg0puhkT3tw0QT1YtTJNzvs/ynBcuj52bvJNnVZk1WI02TeDGg7tnFEJVeTVDtPKl1y8xKs8/c4dXXnvIvbt7Jpwnx0bdZRWjhA6DOtyp86a0tDvbceeu8exx4fJm4fJ6pVuQeC4X42iC985xdZZ1FBsDCBwGDUKByhK0LAK7uVIV5jJTCtzZTTE/0UZjkbL2FsaFJCl5cFB46wnL9/159LOf5MHhhvrZlznqyqv9wJUU9nTuXcwsV9eI5xTGEV2UAqKYLyzLwv6t63fcfu8KI1CB51A4rJuuYKgLnzb4QPkXToYBTpt9W5T5922jEaQSSQU+cJFttuCBoOcevfNqdZ6/ukanSn/zER+8/wwff+tVytq5Bo5uvLVc88Hdjl/2q38Fdd5RLpVv/w3/ID/6J/9zXn/ldQ50nkO47yvFDjx+vHDxWTjDePXRm3zq8iF3zSlffBl+0Q3H7/k+nnnj88xvvc6j/+D38blXHvJKe5Nf9q/9G/ibb/L4cKTef4F2fo/15pK6Rmvuk7VxEMNVubhzj4evPeIL/88/yK+/8xyH3/efs/umr2f/0ossd2ZurONf9/Us+wv0wV38yRP88gZw5APvY/3Bv8b6yue4w5G/9vt/Hy/8im9HLp9gz76IPHqde4/e4vDii7T7L9BrhLWnhEtAhnqQUEaJi2ihvjc5Ex135RbPOvoZMj82j5D/Yj9zvps5rp2pHNmvQet95qJwvps3xRx342w/Qxvpk4FOrIcZqvD83ZlynKlnhX0t6BNjPt9F+SUJWqUO6C+jGY+U6c5+4u7dO7RlAe+01Xj10Q1Xq1F14uqm8+hq4erYWMfCS88zBt+qCOdTZVeU+/f27Erhwb0LEKNopAo3NyutC4c1xGViwpRHI1IPE/Pmx3+C9U9/L8+98jmmOvHcnXsc9pXPHFcOk9ELiDj9JtrmQ6E4RqUjQA3dRnVHlq/eVOJfkEPNmY5rqvBvEBMrT2/2L8cDxuPjD7B5o/Fz317rtwzKSWtl/D2h/PjxCc/Ve0FK9s4L5xfwFjRxDp6MRWl8dFcpn/oM/c0n8L6PcO8Xfwsf+c7v4uPf80e5u3buU3heJ67ayhvNuH74EPma9/Goz7x51Xjf3fex++wXKZeX8KMfR//6x+Gth1x8zYt8wwe+nl+8VC7/k+/mwdUlL7/6Ckc9cvEnnQdf/BQyPaDjvHm4ZlHHu3OnG/fsiotP/TT6q19k98VPwo9+HJ654LhecfX5z1O+49tZPvQScv8+vPIKfjhQP/ISfPbT3Lz2Mr1U3nr0JofnnuduP/LG7/2DfPjv+4389B/5buRTn+TsN/x6zv7p/zGPXn4IH/qaTQYg5gkMjCCr8EP1R0d0YEGN3e6Z53+TqpvTeqiOWGenheemPdG405lKyaErgQx5CsVSyZBcoK08czGhO0X8yDP3z0LGXZT7d/a4wfk0BSUwYaITxd1vbebkIUxRpxdpPHtn5r6FIOvNeePB+cRrbzmPb0J+PCKCwELmuXJxNvPC/R13z2fOsg35mDLqmOOm0W1JozrQQ0xkG0otkhHCihRl3c+8enOAx29x0XZMblwtRzjf0w436LqAeICMCXQWorfFC0izEK59h+NdYQTgaa+/EbEhp/w8bQQqb48JjPvYb/07aTgMOKsPrsit30fFwfjMeuS7qiClIrIij95iL4Vr71wRUcUHa+GbnnsW+fQXkfNz+quvcP1nvsSd5+/ykRc+wM2XPss5yr5OXE5K85V2NnPvW76Fs89/Enn9Ze4+84DDn/4+nisT08ufgyeXeJ0o9+7x7P+fuf8OuizN7zrBz/M8x11/X2/S+/K2vVW3bEsCMSAUyzK7g5hdIAIByxLBMMNGEPyzi92YGWZnYWKAGW3MIggEQkK21WrfXdVdviorq9Ln6+3197jH7R/nvlkloUYKBBt1IrLyzZNv3puV5z7u9/t+P1+lyG/cJFlcRQpDGEWkJmVnb5vEQE1psiJnUGQYKTBKMd9ZIH/5JZYpsPvbiKlDdueZ3rvH1GiapsS99BImzWh052BvH9tpIDs1RDbFBQKigKNCI3Z2iX/ra6w+eEDycz/LmRfeYv7Kae79z/+U82cv8M4LX+P8P/j7lE7iSoMKFaWbOQMFYBzCV3w/LR25s9SEfFgneE+0w6wSL0/GXvXcVVi5JYUGU87yDmcrpFAPOyknsmMxe5hGG1QYVJyCWbdCzjBmSRTMiniz3oCYwUs8wAxg4k5CSmZpF77yOQiliJPqeFOlWYc06yHdumSQWkZpWeHhZ5/XQMHyXItuOyIMFU5byqLq/VtfyZxkJHHS4/JKL2GzktBRtTXzEpNllN6TnDuHu3SZyfiYqTXgHEtlCUFlRDMSbK4J/QyLNxMpOSpNhQgDhApwyqCC7z3UPxCTwMmArQZ1NaM9XM1ny8dJF+D9W394byL4nfpnS6WTVycrOCcdhkqQcfJ+kuofQQEZnjSQqJlqL82mOOE59I6Myoi0HkQ0gxAnCgpTMhiP2TneZ2W/y1IScRTEhLry4QtVCVimNmOycZ/JzgaR0TSUR9x9l8nf+S5LF8/jsinBUhd/6xZ6MsBrgWhGDI73iVRAyyvuH+zxyPd9hvGLLzMocia64EgEuFOLTJKE1/7232UxzWhu7bKsEkqnGewd0FOQ1iKWZEh7YwNfa2K1ITi3jGzWsdrglGSsNTujAfNFSfDPf45kvou7fo+5xTlsFNOZ61L8t/9Prp5eJbGe6eYmvXsPmLt2jXK+izRQqGowVtVwiXKS3DsCVfkKqnF+Mgu/B/M4OSacgDKqB+t5j90D3jmkqujKD5+6PxnY7qEL8OGOUJ64N6vJ6SQ3sHq7WeHOn2xlTj5V4rd/HmcfEqnUzJo8w+A7R6BiGnXPoqmk0rgKLV5RjKtdpzYVUuzhAicrlaExBoxH5QXujbdoPNhCeU+4sESQ5Yz6Q4b1iNOPP8n9JGLoDXXpGDpPSyiUr4JlJ6Wm6TTSCWJ5IjYSDzsa3ntOWHhS/ad3Ef7BL3GyOry3mp9s+z2VN99SmTh43/2TSeB3HgsMVTv55LWC2ZsEMsBY/bCPG7zvzxXAXZtyJUiQKsCYksI5jmbv0VKSc4uLuKwA7ynLktF0hHElokiRztOqNfBmROE02kjwlkE/ReibFHpCRyhi6zg83uW8Uvh0gl+cg6MRcjRE1CKmeUac55gyw1tJagR5NqQ+t8L9fMJOmTEOFD0pmH/iGsfTnGT7AVPrMGabVn2e4e42gyigECGD4YhaUica9tHdRVxREDiLGufYUYq2jnGp2S8zVjpzhE4gjo8Q0xQZxJjtXVrzXfKb71JfW6D2lW9hvvgVypu3CT/1CWqPXEMEIemZVbKVOVTSwHpNKBXSWzhx9TF7wOL9035VQRCIE69stTtzFmvsQ5efnFXbOUlZPnldxyyGrKovSPmeVPnhciHEexSzqij08DjgZ0vBrDwx+1Sc3AV/EsAqqj2jP4n6cg4k1JJKRyFliJ5xFLUXFc7dV54EwQkfsZrjrHWI0lIfDOn/o5+l6xxWa4LTp2g16tSco91sMNzdR21t0OwuIIeHaOWYoqp2svf0s5SWqghCQRgjRWX/5oRwZC0yULjczVq7v/v1gZgETtp5JwWl6llVT+3kmVWdAv/wY3Nyvf/XlQT3vcLiw2o1zLAgVSJNyXvbUkWFrhKzau/b2Ziriy280UxmOQjT2fcGKmBlbpEgc2gy9Mw/3lIxNRnOEF4SZqBPrWXV6/aW41GfZNYOG/V76GJEVuvQFJ6o08I92EH6WdKudOjpFGk8uc6wThAITW9/gz1veFsX7AmH7XQ495GPcPdXf5NQREwoGFvNcTaubKoyILMFeTblOMtJ6jUa3uPKHDGe4lODyzJKY8iswUgImxEyUci94yr0UBvCbhMzGRGfP8X4nXcJ/95/R2c85XGVUP7iv8J8Y5VgeZWgVqPx/NMEf/RHIKiy/MA9xKdVD8zPBuH7J4HqCXpnEbiHwhtBVSOoiopV8Q7Me6vFiVX44eZh9h5CPNwannQgHn7CxMkn5X0r/6yo+dtqS7N7s+P+e8cVqt2kPbEMu5MUYUFeOHLryfVMziBmXn93wqqs2ptOa9LX36a1e8h6b0RUDwhqCWo0IBiMIFCEBwfY4ZCnV5YwnRo7VrM/HDHwjnYQQmkZFpqBFES+8hTU4qSacJyZUalVRXES6mG+xe92fSAmgZMz/onoB3HCTGMWpQ1O+BkV973HJ3n/o/ztO4KT1f9kp3BSGPTCPywuhrOf3ewz6YC+d0ihMBJGopoAitn3BkmCMB6coPCOrSLlQKcsyIBQKkxZICOFa7dJ+32MMUjvKq6ACKiLEAOMAsW8jNgtprSbdaQKkI9cw23uYvMMaxRGZ0htCUTl24+dZPPNV7ljcu54Te4Fi902Vz/3A7z787+AFZWPYuThwBnmgwTlJd4UNKSksJapyWnrKouhtbNHI2hQ5BnjsuDIFFgUEyMos4zQV+Iq4T1ieZXsuy9Se+4xtl96kWunz0M2gd0NGhdXEc0Enw8Jv/EC6XdeRi0kZMtzxI9eQtSThzJaThSF/mRoVljvkzCRGXy/OgbMSEDCVuo778XsjG8fFhvFbFA/NPzMBqYHxAyZ7GdAPhmo31bJP3m/33bL8/A14aRm8b6dy8w16plpAU7kzdahjZl91ip1oHWz2og7gYeoh0GvLi3Y+62vE7z+DvOmIDSewCjM1i5R0sAHEsoS5yxBPWGl06BUij1jGFHh66xzFMYykZImnkhKImsRwYz47ECKuCqORhHugw4alUIQ+0pmerILKPHURGUrdgLMzIap/HsruOT9ysD3nvHJ6n8yiZxMCl4FyNmW0zMrEsLDGoGb3bO2ovgeO1O1Bqn8DHMqRprKEpo6wXfHPQbGcEqFLMQx6+0mQsCxLxjPjEKWKlEYFdBud9goMk790OdZ/OZ3eHvrTqXTX1ojvnAG/coNijdvMSlyJI7FKMI6T1/nhN6RH+yw3J7jKQMHviQ8dYbm+fMUebUDkDhGHjacxqqYvsmIlaQd1NF5xmGp8eMRgS05X69TdzlH6Zh9q2msrzFXWnYPe5wSIAlJhMdLB3mBsJbtt29x6C0Xgxjd0PhihBl1aWzt4F1JFHjUwQ6j/9c/5v5ilyt/6/9GFIQEtRrgHuLXT84GDx3/sxX2BPGOrJiO3qsKBiMq9aOXAmaxYye2YkWlLrS+mkAqz8+s3iAqiIdQgkjO6hEnhb+Ho/+EEPUeXv5kp3GSfFwVIl21ovuTXMgqNdrNyMqV30FiTaVyk74SWTnvsaYSEQnvHoJWXLfN0bRPaErqIsFZixVUvMeiJM0z8jhCpSnTIkeNJyhjGAvPkdYIJQiUJDOGUsgZfcjN6l7uvf8fIVBJhJt8wHUCBphXkt0ZxbWcDf6K+DKrB/jqYYW++kufFPMk7xUBZ7qPh5tM66vt/AmU5NonP8P+a69QTIfVinNi9BDvdScMsFVklM5ygH9oblrAY3VJaSyhkIy95cAYDHBgNXf0lLlWC13mjLIpkzBAFiXGu+r4IaDdbLPQbHL2J3+S6M5dVo/3qWUO9WAXX2qCxS6TvUMOxweszDeIGw30xJHaSuZcj2M+2V3l3mSD7yrDqU98kvzeAzppSeklFonB0/OeQTklw7Im6rSEIBKC0sNuMaV0FlempDZlq0zZxfLJuSVkrcHtd96kf7iPS7qstFsk3mH39kF5Nja3aNS7BEED247JjCHq9aiN+9BqYNtt7MEIfeMdRotziJt30KMJGeBOLTH3/POAp+j3STe2iIwjbDdRp9YQtVqV5fi+s57w4AYDhJWQKHynjte24hFqUTEdqbbk3p9Uk2e9IcHD4p8SlQnpxA/wEALJSa4AnDACYcYfPKlJCAFuxjm0M02Cn8WiG6psQccMzV7lOvhZ3eOEDGwsaGcqcAzV5zl55BqHv/ZFYuFY0JrEO0RQ0ZuKUqOlJK7VMM0mB2WBmOUSaKspnKEdhNSVwjlL4Tylc9TELPPCOpQCb/TMIl3Ber7X9YGYBAognxVvrYdi5hixSiK9wwqPsBBKUdli3XuTwMNaj3/ftm7WFdDM1IVSUDjJZ/70T/PP/uYDymKM01XrqjoGzPh7s/d/MR2QSEVv9ndx3hN62MimXO8f8GR7iYM8o6jeihLYKguSwSHzzpOagj4gnCXxFZiz8A4zyXm03qTx9n2Kac75WpfaYITPC9jawlw9R7hU53icsuxqlM0QPfVMhKXwniCMiXzIps7YakR8+lOf5OCf/FO+b26F69MJd/r7BMiHEeTSKXqmpOMciRB4FTDXajH2hpdGPT62fo7W3Dxb+1tE23usrqzTeOxJstdepj/uEQUR7cgSFBnTImckJR/pLBMf7SORxKtrYCR2eIBo1BCLc4zffZd9l9NdWUD/818inkyw/QF6oUH5n/8fMAoO7txi+t2XubC4Qt5KiL7v0+iL5wibCXGjBs5QTDP8jdsEb97E7uyTN+sEz14jev5D4B3OeMpAIm2VkSBPugACqmDQWUx7UAE+9Iz6G7yvAHXCFqgEQyfdClsZyYxBm5N5xVHqyjZcQaKro4hwM2aBPdl9uirO3VVOQWttlYfhBGYWN88MfCpWT3MYhrRyT+EsjbLySWSmJNUF1GqoOEScPcft0YhgMAAlsbraJadOk3hBKANKDJlzNHGzOkTlyaiOJAonAz74yHEp2AoEgVNMRfWPKqXAAImvdgkja/GSWcItVSous22+eLjDfJha60U1CQAIFVBbPM38o49TnD+PP9rH2im4EyWiqIIfZ3vIDWfAmaoe4KE5E3EcWsMrg0O88zwophXfQFTux57TvJ2OWKFqLw6pzoU1IcgR5N6SlwVN7Qh+9p+jyryqnhcF3mqwlsHrQ8paVB0/s6Ki7SjJyFs0gsw5dDFlaXGJpBUh7++y9p03OLt2gYWnH+N0OmL05huE3nMqbHEw7LNxvMOOrgJFh9X+mJpw6LMx5XyD+Wmdq2ciar0xIgpYWDvLdP+Yzbtv4rMx0oRI5xjrklB5OnFCcbRDPH8GK2KGKqUuJfW0ZLx1xI4r6TnBxcygX7pOd32J8KhH9tqrFEdjymYdt7NNNBoRP/0sbqWFe/11dm++Q/ejH2Lx0gWEc+jDHv6b30Z87RWym+8iT5/Gv/ImkweHdP7ID2FcifO16kgoJKW1lTV3Zjc8KexVoNEq1EVrXyU/zcg9SlbfK6V4uIh479HakpZVkU/bE7CJByGJQ1FNQrZKNarQ8gLhZlBHV2kaCmPRZZU9oGfnXDezIHvvsUqh19co70+Y4Gi66gg0sSU5lroUoATBYpf2o9fYHA3wo+EsoEYytoa6lBV/0VckqtJVrAvnq3AUaz2RDzHefPAVg3GnySQq8CZGKUFxOKQLrFvPhxpNFoKEXxkcMXKzwIj3FXe84OGW/uFEQDWxaOcJhcTIgI/88I8iOwt84S/+DD/3M+9gy6wiFc3oNkpUqPPCe6yoVveJr9aJKAko0gq5feQcXxsdkSOqAI/ZmX/iK59CTuWELGYtoSMPExxdZJWwKyDc3kTEAV6p6gybG7zJsP2UXrtOkwDvDaq0hHFEjGAioK5CRuM+Z7tL/OHnnqf+i7/GupeYVoNTjzxK48Y7+MYiYm6eZn2ebn+XaW+ffSE4FJZD6xmPBjRC6Dx7imxrQG9/zKXzF2itrCNVQL61jTxzlsZoj1Ga0spLUq3xwOpSm7Bdx66s4I9HZNMJ99I9akZzUTgGxz1q62vInR06MkA228jeED+dEkwzxq++TlpPiCZjwlqCGE+IVhY5/Np32HlwFylC5ldPIWt1xHRK0DvEb25QMyWhLihffot8dwf3Y59DxAGhh0QFszy+gEwbolmSkpLVoPPOYX2FCrNekhfvkXqiQBDKasHxzqNnKLFCO6alI9ezVJ9ZxSgQCmchEG7mjRDo0oBUJIEkiQTOuip+XlYBs0KGlbuRquPhBVipsLHi/Ec/jN7ZYJxput4RSwjrCZk9Qc97ZCNi5YkL7L6xxOCdt2hgmACZ8UwDWzEZqKz3hbEon6OQWFcxttxUV4uV/gMeB4QQ/wT4ceDAe//E7N48Ve7AeSp4yE957/uiUoP8d8CPAinwp7z3r/x7Xz8KKecdK8ET/Pn/6k/z9b/+3/CkbLKSl5x2FZhznDT5WjFhwGzFng145yu1lGHmX5/1GDNfSYNbSiKbbZ77wvcTtZo8+5nP8e3v/zxv/sLP46cZ0ezsdqKxNlRn0ZKqkAie/dBV3QGqo8vAuYfFx9/ZkciAiZt1IITAzi9Qak09ywi8waIqhVnpEPVG9YG0BoxFaU02GhFFSVWFLjWxVFwI6xzpKWfCmMNRn9W8zZX7u7jJCLe8gDw9R/nuO8QP7hEPRpVDrd6h2WhS97CQtFiq17k57iGKnHorJqxDzZYEmSXOU9T6HPbBFqqwuCzm7Mo6Nzfv0RuNMI0WXRS5Nsj1Rfz9I9zOBmUU0vWSRCpyWzA0BZvDkCtLK8ShRMWKtDekP52QNOuYJME0G/hxjxoRUhf4m3fJbt4k1inpb36Z/XvbzD/1JFbkqP4QZSzR6houK3CTEeV2jniwhZ4MwXiCaYoZ9CkXl5Cf+GRlEbceKRXCahweYz3lDL/uADcj/mrrCGRV4deOWQion8W2MXMEiio0VngiKWjEEM2goUkcUosqA1GoJK1EUhSWYVHtGrySBGqWpOQ8UFmKkQoTQvL4o7z687AyU/oRhTS6LYqiRHiLSTNEqunfuEl27y6lLlDOEiCYeugVJWFUFUSNCsgdRMZAoLClIZCVExMx4xn8QSYB4H8B/gfgZ993768BX/Le/y0hxF+b/fq/omIOXpn9+CgVePSj/74Xd05jQ8n3ff7H+MznP0vjqWs8tZ0h+2NMWZJpz8fjJkLBr0zH5LxXBXSA9p6SavskpX+oE5C+CtP43E/+JOcev0IiBUYIfupn/hL5eMJL//aXWJABwmdoUbUBratoRoWsCpQf/8HPcav/XbIXhsTMOhW+ev2Y99SKgmqCUFQTSCHA1yOC1Xlkb0Qzy2kEQVXJlrJSv+kSrxxS66qF4yxee2Qc40uDLUuSJGEhCFmjxsZ0wNAWrKBxd27B0gLy8jr25m2yrU26p5excVgpIoRFTguSKAGjOWsULV9BKryqsfnyhHpfsRQFRCsdfH+AnEzxUmF3jmmdWyHWVYT6ljHUk4TAUi2x+7uYIkUlHU4lTWrLXczyHG+/9ApvZwM++/zHsA8eIO0uR3ub3MunUItZOL2KP3+K+eExraQO4wmMU+Qkw4WC3vV3mL+zQ/D6DbLpCBk4lLH4MMDu7OKASWlY+Cc/R7h3jDq9ht54QC87pH31afKFZcanT1NqTRDEKGcr85ivouG91TNHX1XEC50nCBVlaZmUDj3Dj7UTRT1Us2jwqtcggTiS1EJHLCXGVLvEWlgpBK3TaC0wdlZzdBXp2QuJEiVJUIFU9Uw8pLzDNWocBwFjVaUMGVVZpGsqItcFqdGY23c4uGkoH2zQto6JM1UKtPdMnIc8hSCkFlRJVJkuqRNQlGUVdztDpp3AUv6DJwHv/deEEOd/x+2fAL5v9vX/CnyFahL4CeBnfbXnekEI0f0d3MF/dxIwBl8kPPvRj2NLT/vUOrUHtxAEFMpRGE1HCp6PapTO87U8pS/8Q0eh9mBk9flUQmCrYxt1BJ9cO82nnniU+OZNmu0Wptbk3Lkz/Jm//t9w5bGrvPzrv87OrbcwRpIbjVQV3TZRCT/8kz/JH/srP8Ov/crP8M0Xv0Pmq63NiabhZAJ4f1sSIBfVbiXuRNhpnzUnuTy3RMsBmUYGQSVd1RqtC5SvtOdCeJzRxDVBaTSm0ARRjQDHpi254ySR9DxaT3C7RzDfhSzD37qFS8eIMyvI+S5yfgGXBLijA2pxSGd5haXOEvXxIrUwwDbqzPX3mc/6LJ4/TW2hi7izCXh0lgOGyeE+rVpCWKRQ5LRX1iinKX5zD9WsEdqSwHuiRo1gZRnfrGFUSKmnjHXG1uEm87qkbgXr9Rapd/i0pGMcnTAmCcJZD1+h4oiynNDb22FZ9JnbPaRWlnDpFFJrRJojVUBBiUkk/rtvEIUR/vCYOMuJx/t4d4Od/+n/g/0rfwXnzCyZxyOsw1Z5XYQIgkhSDxWBrFZ2JQXCi5m91yOlpxFJAlyFfpMnnalq+6m1B1klBukZBg7h0R7GxlOUvspNFI4wFGjtZrhyVwWK+CqPyuMJ6hEXPv4hjr78DYYObGEZ90cEUpKayk8fbm1jpxNcOiV2jgkGLT3OC0onSD0MpSYyinYgEc5Aaii9QziFtmWlpHxYEf13rz9ITWDlfQN7D1iZfX0K2Hzf923N7n3PScBqg9SeJ0LL3s/+S1bjRhWf66s5OFBQauiqiE/XJHUkXysmbAdQhoIMi/CCUAhCKQkLx4p1/EBrnk9cvkDy5a8gRExw5SKilWCF5Nrls6z/9H/OxSfP8f/+23+DxHRYWl7i7luv8tHPfIE/9If/OI987HnU1l2uXF3n60hS3EOdwhho8F77MRTVDkJTFROjboxYCFgYlnwiXuaKVUS2RChXbRWlwFqNkIK0zKnNZm1wRLPUXrRD6AqM2mso6lceo3fjHb56vMMf8RHRNMXfuIsYDYm8wxsNtRDfiCjGE462N+hcPMXq1Su4jT0a9TatUjLZ3GNOlcwRUXcKCo0sK06AMwXgYJyyNNfhaNjnjPXU0hzbiHCHhwSNeWRsiDEEjRqi22Hy+pvkWqOLnK+99k2C8YR6kFCTEctJjV4+YTjs0dqtIQuNlhAIxSz+jziI0LZks0ypm5I1Lwn7UxhOQUhk1GScHrJ85jzB0RB1OEDUa0x1Sj01RNMJ2ajPehyhbz+gubxCOpkyWpxHeUEtCWmFkgpX5klUVQxMC02mwVjxMNJsZB1SOhIlCdWs02Sr2PvMVKlLUIW94qHQjtEkZVxYslJXBUQh6bQigiCsvBqBoJmEFcfRWkqpaHTmWf/IR/nNL3+FxGvmphp0xFqjw/RoyplOh3oYsFFMKUxO7iStUDJxJQKFForIVvzIidP0tadlLHmhIQqwzpFbg/aOQETfcyD/RykMeu+9OInm+X1eQog/A/wZgDgUNEdj5n7pF5i8/BLhXB3pPGbWW5VUqb94Q2wMF7znGIGTno2uRCtLa+xZzCU1D59aWucTueBU2KDcHbJx/Ra05olGORQWFStCHIuLC+yP++jQ8uf+wl9ANGP+73/pRf7y3/nbdDZ2GPz9/5Hxqy9w6W88hadKSJoDrijJHe848tWRI6DSLyhmHQkB86daJIsBV+IWp48FxXGfuNWq2PPePmxvKiUpsYQnaTdUK4f2Hq0LxqXkgdXkmWZ06zaUJR+d6+DSDPIUvZGhiqICSWRFhetqG4wumegJ3cmI2t37FMMJKmggZYDO+0zKCQpBmM4RHw+ws7RdKSpQp4sUpjDsSTi/vMTYGjrdZfz9LYjbqDAkdiCSGHc0pr+3S9xps5YKdod9zsmI9biBMZVh2HiLVh6fF4zGI1o0kOMUl2tMXuKwxFaQWsueNbRUTLfXw4x7FDYnWVijl2csLK8i7m4ijMBOptWuLy8Y3L9P5/mPUf/ybyG+/h3qF0/TUCH1P/RDjOot4kCQhJ5pZhkUjqmqGImV4OekUVht/b2DEIVVAuGqmkJhQHuJtxAoWflG0oJprim0QZtZ0c9Xx9scGOW6osjPIKGdRsj6UgPrPMfjjNEwp+cSxPMf443Xvku7yJgvqsBZ5ywiTanv7xH1h1hd+QBC7WkrSYZj7D1Tp4EQ6xxDYSnLnERULsXcVIE8mTcE3/s08AeaBPZPtvlCiDXgYHZ/Gzjzvu87Pbv326735w406sovSUPx0ndYrbWZ3r2NaXQqi2tu3kv1NYaiKLDeUffQlYKdGIIIaqmnWVjqDh5bjjlVGDaOt9k8thzpHCNCOsZSc56m1RTekyjJC9/5OjpP+YEf/AHe3dlBC8fq4grHf/b/ylKzjVtYZuvQozkJpYKPCEGE4mVvOQjB6monICXkFpZOn2b1qVOYvXt0BlPE2FC4DKtaOAGhmTHkoyoxMQiC6nznqlldCpDCYozlxijlhjFM8ejxhG6guJzUcLJA2hKXlYROENVi/OEQEdeQpsT4ktwZxGCALDyJCpB2iug08I2I6TgD74nDCJHmRM4hPYRKIp0kLwuGRVGFkWjLhs3o7OzQVRJvLcJWJGHpwWxucWhyZLLADz7xGX7ht36JS3GdTtwgCzTOOzKleOHogP3+kEvGUisj1GBAUTiyNCeTjnq7QWdxlXYSo7WmGIwYOoue9Ok0EnpGQ1HgyxTCReRiC7uzj5QR8TSl3R8T/eKvIsZjYluSD0fUT68w+sxncR4yK8hdQCkgt3rmCQiQclY0tJZJWmCdJAoFQTTTAqQFU+1mcepURTtd5SHM3At4JVFuFkIjZ8cLY8mLqksktSMrSwbjHOc8aeGqo0PYYuFTP8hkbgn/wjeobW9wPB5h8HSNYS51NPK8youIYmRZUNOO+cAztZa+VBwUJQuBqvIWJGSyOp4OMAzwDLwnMv9pxEK/CPwXwN+a/fxv3nf/Z4QQP0dVEBz+++oBAM57LpoAdXgEccHkqEccNRBAbi2ldeRGUxQFhTZkOAoBNgyQNUXoDJEFTJWyo46HHJYFe+WEbe8Z45k/tYpIQpSoAj+ddzQ6CfduXqemFohrbcLgkJYS6H/283QeHBB9ah13PGb49gGFh7OB4k+snqK9tUlTQBgJ7FpEflTQmFa7+ec/9Ul+6M/9ebL0Tca//gss3JlgpuOZQE1WiGpXCVJEtUwQBAFHRcacFMRCofMch2XkDAfOskvVdXAIfujcJeqFqeK3ioLAO9wsbNLnRZVSMxigG4qJsBjp8bbaUXlfIMoK2lkCUnpuPLjOo8tnWVZxhd9ylafPZBnbZUnDW/ZsyS2X4idjLnSWmU8zdJGhajGkKWm/z9TDu71D+jffoBmGXF1aQWYaFQSV7dka9rOMUuTUlKKTeeLcYomZuoKJzlmSNRYzTVBaJvWE4zLlKIRpYZCDHsvtOWQ6RhEhyDjaK4g6LZLFKwR37xO99S6DfMzKM8/CcIg8PCD/t79OdOURivVltIHaNCd0jmGSEA1HyLRgFNfJvcMXBZkMKBHvIwj7mQEIcJqTvAPlqZSDsqIpWdwsBXN2zaAqSlC1ML3AGM9IVzuLKu2oql/Jxhzzj36Ypgmobf1/Ke2UsbO8MB1znCQkcYJzBZNQ0LUBoixpKs9SLBhnlr62COuYSFHtoI3FSUcqBPvS0reglP/thav3Xb/fFuE/oyoCLgohtoC/MRv8/0II8V8CD4Cfmn37r1C1B29T1dF++vd+A88zosm0nFAeD5BCcnNwyNl2h1xrjJCkZUFuCkpfsf76wDiQ2FigJhCYWbFFSmyeMTElgYqxTpM5g2+1mDhLQiWnjEOBDQRF1uex08/irCOu12iFYP/b/5H6xUtQQLl3QL25QCLgCwRcOTzgvvTkgSANQLY8zYGg7j0OydKFizzz6c/yyrfuY8KI5biO9SMEEuEqxr2diUYCWW1JpVQMrKbhPMEME575kgzPMTCg6jyc685x7eJZxFu3UbUErw1Chkx8SdN7ZFHiyxKyBsVchy1bEhY5TUIGZUFXBbRHllGZkUkIrCSbFpjRmDIsMbJK4Y2ASVFwv5xwLgjZdpY9Vxl3vPM4k5EVGbVIYvOU3XyICSOOp1O2pylXwpiajCiKKTYMGPqSu5MRUkFpHXvWI7OMLgVeKN7GknrDui0Q6ZC6SrhzmKGl5NpnfpDXX/8O8yrh6tWrHL9xHVk4zGTMEZazrXPoG7exocRv3SdeWYRWxNGNTebDmOLdd1n7119keHYVN+nR2Dyg7MyRP3GF6EtfYsErVp54FBcHlA92OD57id1HrjKRCidAilmSsQUh/IxsLEHYKlNhZlyqsO5iZkKqdo3WVf3+SJ4oWgXagJgJhtwMAOKkwyaSbH6O1uIyC/09alPBfgS3jWY1jihlwLTMqQmFUIpu4al5yIVl23sOzWzHEQRMbbVQ5pFAByAaDXJVwLH5XYff77c78Ce+x299/+/yvR7487+f133vD8GFWotWKblvjzBJxLvDPovteaZGUwBDXVBYTeZhG8cDYCA9NhA47auQSwQNoWgkMXEBdQsNadlxcOrpx5lvN2hGgtR4ilyzfXBIo9XgmWc+QmEsqAATedTwiPKuIz73KezU0B171oFL3jEwDlRC5ouZh90hTKUvqIUBjWYdeett4m+/RDyxNK1lGiqscRhT4n21q1FSIgkrlLaGKQ4rQOGZljlKVGEeBzimVMXHH+rMkQwqrJigyggQcY2j/pCWCCHPQVj8eEA5lBw7T5pPuZPnZFZzOYi5VsQcSkdadVRJEexOR4ycIIhr1FSA8o5bpsAEkgkBGVUBM3MeqSTTMmUqLEU6RRewYXLe9jAUMHKOi86QpkNG2ZSpC9hAc0/nSCloBpI4SrhuDX1bkDmBVQHPJDXivISyoN6JCNOMubVHmOZ9PvXkc5VnZGOHN4ZDrrsSqT1XHrmKOzzGTHOkD5GJoL62zOjFF5iMS1pxhPMG9ep3kd+cUC9zyuNjkguXmXvjDcJsTKuWoL92BHMdWpMJrf19FsZ9Nq5c5WCuWz2TWUU/tJVysxSmMjPN/AmVSE0iXLXyuxk+HV+5VitHX9UaDKUlCAVSO8pZ2nAgJUmhWT46ZD7PK+eht7QbMYPMcpxNGQnIlWdBSAJXIcjPyRq5MZRSseM9I+8YW0MWSrQALT0yFtSXHaoGHP/uw+8DoRjEw7wPUaFCC0iN49hbvn64yzqeCZ6B1eTe0/ee+wg28Wgxk4BaibR+Bo7wKCdpipi+y3G+Kuh1H7mGjGO002iq1s2Nd68jSsMjz32UqQ5oN2Ie/XiT7Dcd3ckI//YN6klEvnPE4x72nKEeJ+zPQiZqERTGUs8r3PnZi+d44iPPkw8P2N/cZHVSEkpJEASUTqNdiXcG5yyxMySicrZNrUF7j5ESYzVFoOgi2MMzoLIztwU8bgVs7xN4hQ8qko5xlszbCrLhKuAkkwluGJACI2NnuHDQOqcWKLT1DLRh4j1HoeIdPWXFehakZdVHTNIJt2zJM/U5pqUjlCGlKRnj0XHEdDJhWOYIETCQjm0Pd4xFKEnhHTvWcGM6wEjPTlnwAJh4T81BKAQtKRGNBvdjuJlp/njrFJ9BsHvYY6wNi6OUuvWoVoKoecR4gkeRD/s8fvoKN/2Ab2xscG48Jo5iCpfTXlrAKo2Xnpv3b3O6vooeHTEiwBa3iLwg7LSotVqYYY/29j1YPY0fZ3gkUa2BH0+IBn3m93bwvWM6H3oeF4WMagli0GNlf5/J/CIbK8sYFYCvOgwCD2IWGybleyYWf6JIrQqu0leThBAOwophIWwVLNIa77H08jeIhsf0yhRhPZPCcFDm1EpDHgYMvScLFXUlsMbT0JZHfcjEFRx7/1DCPhUOGcFcUEXjtR4P+dznHuM3X375dx1+H4hJQIqA1BTsj1O2yAl8g4GHLeE51imTMOQIiwkkO9ozEJ6BFAgssSkRxuFtVZmdCsudYsKShQeu5Jbw+AtXEavnKF2I04LGpKB49Tqvffdfo4cjzq2cYZxb9l/7Np1Fhw1CBBJzd4M7g03OtNeQwL731H1BIUMWiIhCjZzVIgoBrfPnefRjH8PnQ+z5C5jN7+J9jFIhofKUpqwsZfgZYkrjPBTeEsoqZtoDE12wJOHQe1KqXcB/1u6SWM/R9IhJc5Hd8REf7izgypxSeJwtUa4K7CjznGlR5SiemPIEVV3hbplVwhcvGAFnnj5NdrnON792H90vWUoLlNN8vDuHLwq8EIyFYMt6xjXJLxxtcR5FJi0TV3JgPTel4GhxgcKVqOmYt7xnXE6pSUHPWYZS0aZqoZbSs5FNGeSSq3/iMdrWUHtdkJeaeyblNAIfSKbWYjbu8tijP0TYNOx96bdo4qFIeOJCm8nieaY3B8goJImq9GSnHYPdHTazgqbrM1ers7S6TOkMtSKANGWCRzZqlEFIB0M5LTDW4tMRgdF4IQlXFlm+/jr1u7chiVi6coWjnQ0Ws4z47CX2Oh1sGFQrvqgoP85arK3QNFJJ1OwIcKJShMqXUNmQKymzF55QgUTjM82kf0w0K1p7ITk0JcfWsUK1o/BUGYoaS+osmfHUnON5WSFzXnYOCVy1ggUXcNVG3O46NjuW5ZX/NDqB/2iX9ILxxTXsd67ztrOUbsxms86f/ct/jft/72/zzXTMDQl57NCy8va3DJSzM5m0FdRHA6X33Csz3gBui4D40iX+5F/769TPnWJkcvyXX2R+84DaS69THH6FWu5p/4t/w+FCl4nbot5qEs614LDKPU7OXID+kLnFBmV/ihcxcRgjpCOrO3RhiIBas8nitSvU1hY5PHbkjVa125iM2BoccjlpkDiB0yXCGmouwBUZUoYcm5zYV7uJEsi9xxHQo6p9OAEfWV3HD0vGWvPLB5ukTnMuy6lbXXEQbGWEtsLRK1MO0vghnOXk8TtgzzpaQrAgBVMvWBWGC494vral+IHlZ2gP+hwPINw4pswsO2jeMDkH0pNcbPLNt6e8paq6DB5KIbj44z/OX/6bf41vfvnXefk3fpZ894CX91Lq/QAfKxqrTfydIVJIBniOrKNQDuUzFlTIfBSxMZ1ytzCsyBAdSiaFwA0GyAcbBM89SqPTYTSZcGPvPsnVRX7zrT2eGitWlaGpmpBNmaQDXukPOfawMtdmOhpRc5qaUMQry6QHm9TnlijjmGEwoR0m1K+sYW/exeQ5k3JKEIaEoxhsQan6RO02tW/ss+YlcT1GL6ZcunOXcmmZGwsrlIGaKVdDlLAUvmoxyjIniAKCmVLPWsdJdJnz1WQRAMYJAiTOOg51SUsJ7pQFfevY9RUQZSI92nuQglRrMJYQT9+XBM7SxPNJAZGveBiL1qN8BIVnuuq5cKqNMR9wFyFGsz2wbHYbvHKUIeI63ec+z5Uv/AAr/+AfcKbV5h+lB9yeLxG5ZGngSD0cSkFhDcpWqkEJrKuQdSW41wAV1fg//T/+Jtc+9jFyDdNM883f+BVOvbVB48IqQ1XSNHD9536OfJwhrjYxP+nxCibO8u7xAZuHUz6/usblT5/ll3/9FpdmLqVxIBjWJWJQ/frS6dN835NPIw6n9Idj7LiPTCfcGuTcMJqt6YircULdGxSmSp7NNEmQsKUN80LSV46+FfRwHHnDLtUuoKgJiryg6T2F8xzZinn/Uj7lmSRCG0XubGWC8ob9wnKjd0whK81VNPu3OUl+zr1nn4pCdP9wDLLGJz5xiquvTCn2Cl57sMXbqSGRkg1vcR4W5gOypqemJDfmHcrC6WNYl4IV4xh85evc/Ne/iC32Wbg0x9nPnOHr//gWUgREoaAU0BOztCABPhAsGMewyLl9Z4OGrgAuKfDucMIQh1OKb73wbZ4zOfko5TvTHkdOs3Cxw/aXtwmtIfZwKbcEXvNqesBtPMtxA5Hn3M1GzPfrrERNimITGiHHh1vUP/I85u5tRK2BlxalS8aHxwwoSFoNEjWHM5ZGXMOOxgRGU2u1wZeE9++zeucWeRhz+FP/e44bDQoRgMmxxhOGIdpVrdaW8UycrboGRuBl1Ub23lQwXedJtGdxY5vgu99kZzLmQMKWdRzhGQN1POPKbYIRgr4psbMuWC48IZAw06oAc6EiKC2Rdxw7B6eW6R17DvrF9xx+H4hJIPTw8jvX+enf/CriK7/Mjddu8Uf+zJ/mF/77v8f3GYMaD1mrS9zpDgeHU4IjjwoFshZgXTnzb1f/MytBhLCGYC7m4qVz9L3i9uEUZxVTX/DKzRu0b7zN4buenWcVS0aze3RAEsZcLDRvhIpSKd6a9Hkt7+GBrxzssyBPsf4n17n3T/YYiAyfhJhEkeSeU6Hk+e1D8r/zj3j9/iG9zz9NOjqiLEqGpmAgYE94Bk6zFkLXe0bekHpoas8hFu0hsIL7VAN108MRMJZQuxqyudGnG9TR3nFeSl61hjdEideONpaJAOcNVsKWldyephRSVsnCvAdMCYASQSQ9mYOJ8sy3EsIbPZp2jRubm5hMUVeKI5EjwpBGasid53A45Y9fvsrcZyTX/9UNYkBax4Nf+xX2vvhrXOx0+HWtWXlWYGPH+rPr3Hh7j0h5Bq5i4UcSah50rBiUGaOx405W8mx3Dqkm3MsthdUILBhLDU/0yncZWc9QSEZS8MwzTzAVN9hOFKnOue0K5ospW97TE/D9Cwvs7e3wwHveGR3zU6e6CGLySUaqDY2DQ6zO8YMhdjpET1MKVzCRjlGWwd4+kXc0Gg18EpJNCvx0TC2YQwz3UaGiW2tw+Ztf4Wy3y7jZomsLRtOSfHGFrVOnGDhBEUi0dhgnMN7hPKhAEEaCwnqY5nTefYfVr3yJ1vExrVqdB64gtSW5UuRUJrQTsEkmZzH2M51MCiQzx6rxUChJU8NUCCbGctsZXruzS3EDGskH3EosPGSRIz51mU/97/4EJvnHODfl1X/+L3k6bkMYMB87OpfX0Oou6W1DFkhsVFl3dLXRIhSwa3JiBFZJztzbInzxdQbdi5gooRaE1A6GrId1tvM+IxHwsULw8UBw3Wv+5YMt6vV1dtKc10YDjpmRhsqc5Z0RZz+2yKGyvOksVmsWRIPzRtLycG8yoNwyNO5tE/onaT9+BX0vZbL/FqkxTL3ntVLzIA44HUi62jJAEFPpAAayIt7esY5TUcDrpWEoJd/36ArflMdYH5DmJdpYngxCftUatIPcWT4mBX1RYa6m3nNPWAgVTRGwUZYkeOpU9apcVLzGc/U6utBMjWOcO+I7E1578xWmeUrgBakzxMDUGEo8WS0gKAvOxCHhD66y+y9uEDGDqjioO8f0aEg8H9Ben+fVN3Z4Z++YsBGRRoJjCQsKGqbamahYUmYF4ljziZV15pKA16cjfkU4GnHAaumpe0cTOCcCQiUIvCcXkH3pPv/n9jwv5EOWoxrduSbdU+f46qsvEXlBUWQkjRYHOsdKRc9qusvLtJtrtCYZ494U6xzlNCOWlcqub0tMXEPVEly3hrOQ9YcVhzCImJgSpSSYktFwwsJqHfnSi8xbgQgjTrUazAXgai3WV9e4ffUZbs03UF7hRPgQeFKUBqNnSUWTMeH2NqdjBbUYIyx7vQGdKGDTezJ7MugrlWnoHCM1A+xYaFlLYyZj9wJ2vUMpQd94tNWMLtTpZ1NEKjm4Mfqe4++DMQkADXmawXTKRBfIumZhfpXHaiFzly/y7RtvYIiYphOMsgyFABUg4ipT7iSizAm45z1fOH2J+a6n3Dvi1v/6P3HtieeJLl2m/4v/hov9Y06JhF+tKzJrWBx6hsWEe0geBI5no5i3NzbZ9oYCsBL2hae/k3OqFpEqSCNF2KySdueLKgXIejjQGVfKnGVXUq61CNZPkUZ36Bc5KVWVf6cwbChYCmDeVKvjKA7RhUYCmYDIWW5JyU+vnaVW93zNOm6lY2pRzBTDnLNckPDAw9h72t5jZUWVO0DwpvOsOsGzzSYv1R1vDfqkQNtXgqOLc13qEg7zgsk4I8wlp+UcZ1YiXt7ZQJXFQ2t0hOdAgHOC014QHDxgOAQxhRpVvSGiCnetYTlbSDa/ss+xMTR9xPxcQoammYQUmWYsK6bgfCfEBjFbw4KbW/eZD0I6SQR1ybmLZynubTEcjCvKtBcsJA1aoaRpDY8et8m15dzqZdrrK7z08ne4Um9jhOBYeL7UP+RiUKPbbfPq4IBvHW/zo0mIOoCikbBzuE0vL1mwEzqh5KgoeEenhNpxuh7R6HYqf742FL0jpsMjOnGTSf+Q4dERjSim6B/QqTXJp8fEssXx4YjF06dJtx7A9iaXesck5y8hQ8lgfo799hwomMpZwnKe0ggyzOSAfHDMNE15p38IsWKx3kRNx+jMYISkNI6ah0eCiKFwHNsSXTmEWRCVdD0Ddh3IUHEcgLzchWcaiFsGkxbcfOd31wjAB2QSwMOFz/wkfTtFxHXi7hwygyuqwYK1dIIGr4cFZ9ISEyoGWELlsZFEa19l0MtK138qqdPMpjwyXOWB9ZjxEXd/4zc5feoNnnvp27xc5BgzRc4rIle5wAZSctc5CgVxXfB6nuGiGpMywzjIHWT9nN6k5AauCh5thDRdwA/OL/Pq9hG7WITWyG98idbKJu3kgOELu8T5lFUJe0IwCKtBNTJAp4Xwil46Yio0LpYoK1hylrRR4y/Mr/JDK4/wG70XMLHhQWGwMkJ7wboXfLZe41/lKQcGXgWmNiCVlkwpxsbzGJJL3UW6S3O8ffMlJrkjLzyhhCdaXep5yQM7qmLPN1KuBPPs7d8lL0tKqok5ABoeroQR/TBkTnnOrUR8bWNEx4ZY9My27WkpyROnzvOdrQdsfucQv55w2Tm6kePMxUUaD/rsCssLeUqp4MzpFvMrbbZfHdIEFr3DW4PWnvz2Jpes4/psq9uQkOuSSNa5ZCUrTnKwskSe5yTHx3xo7Rzbt+5zPpD4hRY7e0NOB4IzEoIfvETv5Q2Y5Kiohs4mTH3A1E95dTqiGcKxDXjXak5NPU+unULnGdu9EUGniTSaoMhpCcVw4JkkVVegmE5YXV6mKFJqc3Pow22m/TE9p2m350h6BwT37tJIQvpJRPfaFYJJxlvPPMk4ApwhiQN6+Yg3D3foG8dQCRIHbaV4sl5jX2pu25IFFxBrR5B7roaem7FiE0tZVka2HMERnntA3xn6seTzf3yOpfYCL97ZJY8UOv+AMwYF0P3oR8msoyU83XaDxcE9mu0W5cEBS3XF40/NIYuCMBGEoSRoKGQiMFYyrzxXnee8lAjvCD3IgyPGkyOmOiP/5pcI0j6XanNk1lKYktVaDfC4EpxXTHHkOdQiwZYpOe0UGRVkdCCgKCy5F+wrycK5DqbhCEc5F4xkWykOraWNZC2KmAtUlX6sAnrAuhcsCElZq3BUrTXFn/qLf5XHXrrDf//mz/PaYMonP3yapTcET6cFz16YZ2kD5O07pEsBoQMvA3rthLezMUkgCKYp80Lx4+0F7kUFX7JTvK1RUyGnc8ecCjhTr3HncBuxEvBIENLah16zpKHGMC3R3jG2lv53DymLiphzEjV6EuVWF4KfWljn+krBa70D8kcX0bd7fPT8Mm/d3UYBTSn5obPnufyhZ3lz6y4XhWI9CHlT5cSLDX7k41e4+9XXuTzXZCWcsnapyfCcQLsQUk8ioB3FYB1PKMHpUnPKGl6ngrPcL0sOZMHnG3WuLi4wcJbFWhMzPCLMj8iTCN8/4I+du8aGn1Kva55ut3lN59TDNo3z60RijWKY0ts9YDefIDp1Xs8z7HzEFVmndVjgS0N0eEx52GfqNce9fRaUJzSafDxlHNS59thjvLpzG6yntb2BEoLR4S6Dox4LqwllmhJHCaM0J04qYdqiTAhfe7NqYdVge7mBt1PGWUbbFfQbIbom8PuaPV8QaksjjLg6H7F3NCUuBd0k4lBXyUULoWAYCva8YGoch3h2lWDbeU6vBUwix7du7PIz/8cLGOOr9GPzAU8gssC1KytktiAUgquxovd3/jZrx2NqnTm0naBtic3hfDfgWug5CgNuUSHIP6kkPxLFXKh1uedKklAhrUVbg8Qx3riFF5I77pA5PJGATJUExqMF7EvP2MAkEGhf8KEo4dOrF/m7d99mgiBXEl8LaNQanH28xY9/4Uf4pRe+RLNfYIEkDDiF5bHFVa50ltjf3MNfCJlrtnDxmGOrOSVDzimPNiX/5V/9cUR/l81bb3HuI23eejNjXYz5SE9yLlmi9507dBbPEbQbaHlIoCBynkebDW4eHrB7rcYPbykWpgU/QMDLKuDeo2f4ty/e4FyrzpVOwnBwyO2DbUZ+yHzN8siVBWgKepMe49IwyQv2fXXWvzZ/htpugZWKfAZWtVR4rBw4tzTH7kVNPj7k9hVD/sWUi6KObdTpiIDHlte4fGqFg4Nd6oBrefCa5PICf/LPfoHjl27hshzrJS7vMRlkuCfXycYahePalTU+ompMNo5waY7wjrXT52iODtgspwiZsF6TLHQ7yECxd/8WKiuIRYTAUwwniMAwV3p+ebrPk17wpeE+bwaeT724xYefeY4yqDF1OxzuOnYktAOFvLDApSeXyP/NDaZTyJKI+2VK4BT73pBcO4Mcp/QDxSDtU2SehaMerfk6Ue65dXSAlAkrayuMUMx5QVqmbPc04ygmHGQUVrOq1ih9zs5gwPx3BlyotfE6x4QKPx5x9tJjjAPJTdvjGzvvIiJHOwwJC0PdQuIkp9vzDPOcO/0+pRekiWDcdZQNwVAo+tbx+FMLfOQTXf7Nz9+l263hQ4N0DmtAOsV78bu//fpATAIK2Pz7/zWP/MSf4v5qTvjql5AqZd/kCCwj4ci8RHjDAgFnDbydGbadRASCx5TgnPC0rOURD7ePDxmrOlMpaQrJnncsBCFLLibwGQceDhohqrDsOsFtLH1f9eiTuMW8OODGzgYtAedVyNm1Bf43dcR8I+CRa4Le2y/RG/a5IgMKXZJaTxxELMQJ/cERL7+5gcgX+KgJiZTBKMFyUiMMHHveUjzY4N71lxhT52NfeJri/FucfXHEipTMz3e4exSwf3Cfz55/jESEOAsXsHzx3j1GoeRP/cUPYf7SN5gY2PYDtpRg8+aAehTxSLNOubXDqCZ5u10wMQHrXrH46BwDq3A3Mx6k8GDDsKsg7Fi0HJPh6dYaNLIpA1t1FLRzOCkYHx0xygPGhcBd63Lun+9zfNznxy4/RjeoIUWlT0jfusWClFxvh1x8ZB2jJmzvH/DVL7/F5Syl4zTfih3LecQznQ4LMuV84rhoPYvZlDUcRim0EDSaNa4hKRYbfLI4zU5vl3x4TNbo0isLTosIpTxCh3SihGFDMDZTdiPLuceW6V9IuP2l+3y40DSiBK0LWlcvsWIy1re3OdeIeHouYELEq7lgEimUErxqC0ahpR95fmJlkTN+SK/b4pxf5Ju3bvKi2eL5QYNW6thfXSAcTinGAxqRYDw55tS1K+zfvUdPjMhCw1wnYEP2kWNNflbyzmiHU0cjYufJugH5nGPv/k1O1ZYZHm3zkaU19juOvk1RWvJUo8lZC9ePjtlzFqRn7vI8w0aO8AWp8KyfaZLtTknVGBc1MAYefWyV/niCD8HX5QdfJ1ADxq99k+3NHguffYylJcULk11aNmc0OOJ+4Ojlgm6kaCYRtUhRkxrpDbVAMd+ISWyB81NGSHa0ZhpbjJ95xL2gIQTNlSVq0zG/OOyxmUBUCiYI5qTiGeWQgSNSAa+bqrHmPAS25Hkh+VozQBaKvd2UpDtCBQJSzS0N13XGQhjjhyNq2qDmFVv3++wfx9QcXGrXuZDUUCLjbuR554W7BI+s8ubWPufcKaxKWbEBK4srFXDUOt40JR/qH1OeNhih2BCwqSyF9PglyT81ji/ECd8VBd+JBHbqeWJhmc/WWpxZXseu1LnRGVPuDLkW1Chjz7YxiFVFM4i4upMSWsdmU5HKEo3CCM/jtYSjaWVddoCWktriAvPBmM3CM2157EiwW+Y0nSUoM7wSlEcD4ihhB89u4rBHfVRS8D//wy9xRQZcqCXsyRKnIPeGJgU5mrKrGB/22TjWPNueo25z8twwONhnogzxUsLOzQE9p6k7y68eb3LXR1yKGtSDGO08jVaEkSHjtiG7Y3jmjz3Jt3Zv4HCM9ZSt73yXaz/6BQpdsv/ufYZ1wevpiLmiSXw4YTdxDE7HCBWitGWt3qFvMl669Sr1NORgFLHuYs4GivWlZbLNY9yo5GA05tFmi8w40lrIA7fN7mHBYjNickZytys4lQu25ISFXBOfaTGdXyT91jGdoEP6VAe72Gb/pX1e+OKbFAV8ZC4hChNy7RAzZNhjzS59PeDOdExDSC5qT3RtjvvDIfvHKVcea9FueG5vTIjiCnayuVUQJeDFSRqR+J7j7wMxCdQR9PC43i2e+9qQ7ahPciUGpdj0mjROWC0DPnxlkS0xoBU6Vq0hdYZGrU5jaZFG33E4GfHOdMymt9wxKdYbjp2jowIei2LqztIoMzJAJwqbeogEl+KIBRmQMmKsHLvGkc2UeAMP397eQ80lpGlBd76N8wmR9Sz0Hcdpyb6AdelpOkciPAjNyCluF5aJE5AVhFLTiRSFlLz16ogf+WMfwj44ZmLKKotuWJL1e6ggoHCadwW8aoeYp84hbqV812fMK8G7XiBCmDsfc3YvZnNN0lsXNL9jiCY5m8c7fPj8WRYunaZX67G9+yqLtuDG1i73rGKxrrh0scHyXUvZH5Ctt9hTktVpSGOiOS9r7KiSF01BTpXlkW0eEM97fARpPuFBw7E0MPjptIK7IvFlzrbOuQ4Y4xn2plxuSba05iiwvOgl01CwVo8ISs1RWoCxnL+wwNWmJB/sM84y6taR4IjznLzhufD8Kt/q32dsLDtrDV7Z1fR2czaGlsW8hihKzrbq7G3ukf3kZYbXPf/iX32LRz53ltrlGs2tiLmeY/rdV2B9iTCJedBN2bJQUzny5hF6pUbzsZijqcUeSRplRrIekndDdjcrUVg3jbEHI+LDlHfmLLv9MZ9tn+aO6VGqgFPhPNMfOM/9wYBGoVCXG4SrNd68vsnC/AJlDumZeUg85ecalEETOdci1Rp3rcvOa5J43/C1/R2Ox6AShTOVZmJxBH0c00hwRkieaM6zl6cEWMJQkJopa+sN3nh3QqElQc0z6jk2dwuKrLIQq5rie3mJv3e14P+Pl5j95643FfH3uOTm3TE9b2gIwafjJp+3HcxkRKIMqbFseEMqJagQNT+HPXOa260G71rDGM9tU/KSc9wBzrXa1KMIO51iibgQSGq+8s5PS8dXR1NORQ2CKCR0IclDjDOMELzhHYVz1I1ldaVOEoREzrLgJYEMQAnaoaJmNFmZUSYCU4cHxZjtIuOUDFntrtCNWwgp2NeesDXHtB6gvcEJy/37Q/rKcjiccugdfSX4x9mYnTnJ2WfneDqUuIYinEvAGJ6shwyzCa8UOboZYCWkmWbDW758fMQbO4dMdjIQAe/6lNu7I4JsykotwNRrtNbWqTearK/G+KshbzZ6DF2JE4Zn4phISKZA3AxQskRPNXLZs5+luOeWOHCe7f4ho36G0SWpELw0GnEUeLwISIKAZ7trGBky6sTcuxJwD822KZDrEY1TTWoaTo0dycgSe4E2FluLicIAZTwXgwC/XTJ6PGbhR1c5fExQ++QaF398kW8Iw1fzHq+7CTcHu1z3jvC5U5S1gFv9CUHS4NoPLTJZF2RZydH16xy9dp2txLO5BGvff47gfJf+iqL7w206T81z9tFVGmHAkbKI822GZ2O+cmrK6Kkae89FtC4scqAzVn/kKroRc7c14JVPz3HwXJ2b62PejcaM5mpMnmyzrXKQArfcRS7PIa+dwzfnkGoR11kmn2tRiko6vrG/z/FawuG1JhvLEWkiODIlO87QU4JfTsdcn5eYq3V2G5ZXD/fYPDgirEvKDPCg0wJbeOqdBO8DwlCysz1iagVFFJB+b+vAB2MS8IAVkiMhOcgNiYi5mToGTqBLzX7vmLMDA5s9vPAcl4Y9JTGBwFmN7x2wf/Md7h8dMgFGwLaoFHcTIRilU16cDvnSZMR9SmQgMcLTsZK2AK8kzUCyGVZAhv/izCU+I2NcGNAPYRdPbhWHqWWl42iEAiscRkga7SaPxE0uLqwx0AW71uDqMUGnTiEVUgacWz7FUhTyzCOPs7q0TKgU3/nqKwzSCYSCSDRohQk3xkNes2OO6pKnFkMmp+EoSznqDXg19qj5Os9+/ymivODVzQlfdBbtBWmuKWJHLEImQnFzMOLVl16lvVvwI5/5DMFTbVqnmpy/1KGMIHOCIM+pZY62DhgMNPek5ZYZcaeckguPkIrD+YT6J1u8zpS9GkTLCcaXHC+U3KkJft2mvJX32HcF3xgesRlYCCudvPbw9t4RrQstrDTItiBqKJoX65x+dI5z5zq4QJN4SVsEFR/SQ5amjLUhx1GWjpu/uYVY7NB5fJWdYsqHPnEJ2a2hl1t8sQ6/2Qn4h+Mxr9Ykx2KCP5+QLsXc2Tlk/vQ8b805fjUY8aLQfGW6y9tnLPsN2O0ds9SuEamI5SsrrJ9dYW2lyTQRvJuE5O2InWHGTjdgeq7J635ElxbtRsLG8S52Ae58bh7/REj+6QUGP3EenzRw8wnBch0T1Gg1u9Q78wSNFplXeO0weIK4hneOMhuST3IOBxOmLcF9p9mUjulCwDgWFJFkGkg2aoLgmQXC0w0etAVfExmHE0en06QRKrwtGA88SQY686xKifQ542lGLREoaVHhB/w4kAmYkyFno4RRmVKEiomEPI7wqo6SlmicErU8pRIEuuCMUrzsHFYKijLl1rDPDeeJkZQCBqFjiKDtBSM8e1qTO0+vdMxFAYWyzLuKfvpsEvDG8RHbi5anteXJsMlyu41sBdxdnPDNt8dEMUyVoVmvYeMQ7Ty7ecEgN1xtNmmGAZtOs+M8rhFj2hEj2+fZxhyn1k8R7e7C3fuoOGNursGD13tMGhofSOKkzreHBhowDTyd5ZBLjSY3Ng558+0dxqJgeUWyHKVcebpLPyvZaHlWUsFnugm/CERtgZhqAmKcCJBJncVLZ7j43IdZ/dY99PE+3Y7ENBRxLilyR25L8qlmqjx+vc2X7hwzXxrazrI/F/DD/5ePIOZ3+Y1JzsJjiyzXR2iTU+Bx6wG/Zj33DqY85hRf9Smm5kgNZNpQDwMGecnUeIzRqNRxvlEj9gGZyxmoArccEbQU6VaG8QaPo7COHM+uLXixA+f/8OMcBT2CpM7UBswvtyhdwDvDMcWiYPn5NW794hYPOortrEScDQg7CVtlHzNRBB9f436zz8u3UqyyrH92ncXhmOx+TqfRJJhY8jwjLXLEMQx0iLcRzVqDrf6AWi1iPE65fWfAQT+kJS3TsSKeS9DnG7SaEEQ1wnrIPEvUOg1CDO25BO0jsApsFVoi8YTWYI1lPD5mdbFJ/0AzyKG93GJ3t4dvCPSyIkeDg6J05GsBRTvATUP8xQa+ENitlKV2naNuSjZxTO7lRD1Pf5wSdUJELydzhsWlgN6hY5J+b53A77kTEEL8EyHEgRDirffd+7tCiHeEEG8IIf61EKI7u39eCJEJIV6b/fiHv59JYOo9b/qSa1HAU/UGX8/HqFiyXlM0woioLDGTSeW+ChRj6xlZg1DgItgKJS8KuAfkwlGPBFFLwmJApuBCd45ShewC3zKOr3hDqhTbQnCnC4v1gNdtQbFSR2JxecZwPKR+eMB/9uwqQUvQqhsKU5KHDjFfQ8lKujnAcqMc8a2d27wr4bsS+vUQVw/pB4I8GyHGAwIVkW/t4sZjjqcjjg9KfF6hqxIjOAw97R9cpPmHFigTz8VnT9NoBky8JveOp882WApb3PnSbaZlSbIYcWYx5kK9g3GOYkHQCjVGF5QCls9d4NHnnqcVzLPcvkg7tczlEEnH27d2+IX7m7zOhOmcRwdAu8bNcwHfPh/yjUdadD6/xrWPX2Z+fYmFn1xmvAYLS01U3GSCpWgZxNNdXlqWPHi+Rn4p4EZDMuoIRCSQLVhrB9jxhEY94uzSHJ9qLPCknePBUcqNnSMm3YidxLGZ5xx5zwjIpOAIeCVw3KpJigsxG/sZaWnY2bXcvrPFnc19dqwhbcYUsWHaULSfa/DiGw8IFhIKU/D6nZSjsSGXkqs/forHf/pxNhc81/f2MMpSCAgDQekFhweW432Jd03CqM7R5hGj3pCwoVg7u4CqRxwLwdebA365MyVdCbn6w08ympaoRoiRJcRtgprDW4nVEhVFTApFnDSw3lGLFKEXjKcTpLR0Wwmm0BwOJjgR0B+MKxxZKLE+wCTgEkfQVsQLIRkly4uKz585y0eYpzaSJJGiMdfk9s2Cva0MJp7BQcqjH+sQvjskJOLKk23ioafjvvd6//s5DvwvwI/8jntfBJ7w3j8F3AT+6/f93h3v/TOzH3/u9zMJGOCm9zwYDdjSBRMENeE5ZRxPt1vosiAvNc57UJ4JMKRyxWmluNWs8Xa3zTSJOAhgG880EOjY4xqK1JSseI8KJAMJ90NPKQTjVgirMF12jFsBT5xJsHhKW3DLloy9p9wesb4S0AwUxhTIpGIHYASFE5SJZHo6ZrMp2O7WmC7OkzdbVaryQoxaCHGjHhQpua/CUAopSaMSkTiM0yRxwNVFxYWzkvmLdcJWwGs7d/FP1pFdQeAFz9YDnltPmNgCFQd8/DMr6AXBYV5Qao2LYL6TsNSocW55gaeffIrO6npV22gFqG6TuW4XOiF7geblhudOLSQ5XUdEAVNbUF8L4YwjP1UilzValEDEhXMLjLVhfT1Ajg3EHjMXcjDsY9ckC88vkZ0JKBYt6lxCvKgo5wRbcYFNJO2FhKVTMba/T2wzphb2DjOCpuJApWwLzR0Bb0jHG9LzcgRvLQWMA8Ebr93n3oMRo6Fnda3DW9fvcPGx0/ggIFyO2btfMFwMiOcUW7sTSq2ZXwg4Hng2700gDBiPBXGthkzqOBFxeJQxLSxOG2rrdQ4HOW+/c8gwM5Sho1fzDAuH8DFJkuC052hS4j9znumHVhGPriM/cRYTyQo332iQZiUyrHILRmmBNQVlVhCoKg0oVgqfp4SiZKEe0dCO/fvHvPzCJr2DjMHAIOqVYvX4cIoTEuMdSTOm1kzIhhmtjYwr11M+M24ybxKOjguIQ4YjMAZqBsaHUxaXIu4eaPa3B5y5sEBQeOrF9x7qv+ck4L3/GtD7Hfd+w3t/IkZ+gYoo/Ae6cgd7eH4rG3ElDAmMp5dawqykG0VIGaKtwAvFVFRHCOE8RkKx1OL805dZWl/iQUNwvCCx9YBEwhNnukR1waIQXGxGrEaKxmKCk5ZTp1t4I5EfWiKelyx4KBV8c7jDIbCnPe2epGg4xIOcQHuMFJgooPAVZEQsBiw/02SQCM6uNvnjT17l8fkVxntjRCQo5xXT4SF5f8ixzjHOc2w9zSsx9brAupKJtvQ+ItBNCGLJmT90huLRNsnZhLlFVeUUfPwUX8unRM8lhHM1lq8sMFywvDKZYD0E9RB3us7nrlzgJ577KGfnl/ElhKWlaQKSziLJ3CKBgkCFNK7MY+brnDu3xvJSwnSUsjwX0WnERKokWKrhZMmv/cp1dg9y2m1Bt6VojSwNAspQ4PB0lru0whqiFbN0qsnZKwtkqkrHOVjpkgYxjYWESUtwt225Gebse4FOA6JQcT/M+W6U8d3A8cWG4NeXFV85H9B7tIlqBWSjkqaU7G30WV1fIssCnv3QWRae6VBfbXA48dimZ3yUIRwMjzIef/ws850agw1NpB3DsSGqR3zk2TNkg5LBfkauNVOX07ncJJ2mGHKOzTHFgiW+0mK7N65ixgLPvXcPsN6SZhmHkwkilmzu7NNqNmjGDYohhLZFkTvCMECJgJX5BZqJJ5aeOAgYjaq28qWlZcQoo3fjkDs3h+hJjLUSl0qmwxLTL2lNFQ3tCVTFn3BaI/sG8U7GwY0j3rq3QVmmvP7SFlmeI+QMaSZgfFxy3CvZzaH0kmZTkkWeqFn/nmPvP0Zh8E8Dv/q+X18QQrwqhPiqEOLT3+sPCSH+jBDiJSHESxboRBH7tZC7wnOI4zgQvIRlIxsQRAmpkphAYmNFIcEFVCnFCMx4ynI/5VycQCtk/VqHpdMdfCA5U2vR63o2Wp4HqiCPJeefbmCEpakqRdw9X9J4IkTGAYQh34pKskAwaSruhIa8E9FphuAcWnjGPsVGgvFKhFkPsYt1vIVzByWPDwvUxhHDowlKWQ4XBG+0LDfchNveMBLgGlAqj1ACay2BUARnIrL5OhbB/MUFOpcW6E8KEFXAysaC4eXEUwYhb7+7w/V3j1m40uJOVFY8OyXZbxjGwz3qoaQ8GuC3D7HbPZLBmOHhIb3dXVpliN7W1JKApClQgWd+IWaUFiBqNJs1glhSyoJxmtE7KnjnnZTF+Q5BLLG5I89zJqnBC6i32+wZS1aMefZDpxHSE4UKpKI3NcTNNucvr3MQWm5crfOtlmejX5DngnEKB0KxuSJIH2sgP96l/PA84tlFwuUGURKwZAKujATxN7fZe+EBK6cWUFLz8T96htpCwjCxjOqebBpQlJLhpGBxrsM0tXhipPJ4YcnKjDiE0bAgSmIaywGtiwFrT87jvCWMJLLtCVYDzj+9igoVpc7I85RcC85dnWc0HVMaGBxPmKQa6wUSxUGvpCwKkqROmpZ0222m2YRGnLCyuEgQQKcW0IoDEhnj+47h1HIw8TRaLbwM8F6hS4iNoz7W1FRArRFhtMFYi9Wew6nmtcmY18sphbN4IwijGBBYJ/BSMJ44aonASgGRpDAptUUJ4X8isZAQ4q9T7eb/t9mtXeCs9/5YCPE88AtCiMe99/+Oj/H9uQMrgfSfSELePCe5+07JjrEUoWKIoyYznrcxDW9whIgkopAgA4ESEiUca2HE41GXXpzyThDSutol6qXQMxxlQ67XM1pPxbyz62jWBbWwIhKJZkBnOeDF230++1SXYaKqDPqPtji8XnB/UXPqRzvs/HKPKx9eoQwNVkWUgUM0IpKnm/SbhigUJF3F4r6kOTFMzQADrF6eJ1+BXzMZl+cDRplgpw44yyQDlUh8aVBRg9G7Grca8torO1y4cpbJuE+jFbK3X+C1o8wtdRzhtmSvcLz+yhHf9+lz6NNTbGrIrOb+eMItVefcvTucmzuFvFUilrsshIKL6y3qdUm02KAuD0naMB9JhsMUbwVSRLQ7i6TymMzmeFfQPy4Iwpgb7/Q4d3kOXWZs6hBJRliLyAqL9pZpDKfPt+jOxdy50ycvDIH3jCcZ80t1zp6ZZ3trH7Vc57A/xvmQQaq5fWfAcGo4+2yHy+cWUZFib99SGFhZ7vDm0U06L+csHBt+dLnOt5aG6JUOgYd+kXPhYp3NOwJ9DC53aOOpNxT37m4yGmk+/NF1lHA4Db3eCFvmaG1YXm0zvyLRTU+nWaPeqpH2NXMLTZIwZHcnJa4JFhcS8tyyuNLGRzHdbotLCWxv9gmTOo1GRJ47Wt0OCIGSDbJsSkyBUAHeGHYfbNFZnudUFKN1TpqVtDsLNBfHZPeOOdAC5QPG4wwvJUGiMMqilKS7VEMsanY2Cg7TKZF3RAps5AmNJCg803EO0s+CeD2j1BPWPDmeSEnSacapSy369+LvOY7/g3cCQog/RZVU/CdnhGG894X3/nj29cvAHeDq7/VaUSDJyhSzotDNgF0lmAaVhfWLdcOLScFbsWEf8HHIoCHJkyqkI5CCxXaby+unEV7RdyVbOifzBaImOJ4vGXYc5bmA8GzE+lPLbBzkOA/hcoSWoFXEg6HmTlzgsNSWAvRqzGhJ0X20TWY8/a5Dh+C9wwoHShLMJYiVhN3+hFosycqc/vYOo9EIpwTRQkjzQp2jSwH3P11j/7NtRushvisolUaoKqDSS0nnTYM9cmxu5UzGU1pzCWEkGE+ruGtCSbwPZ8cx1msMgpv3xpx/dBk3+xCIdsTwlOT+vVvk6YTh8RHZ/j7BcEJXxjRqCfUwQDlPHCna7Rr9QcnhcYq3nlrUYH87Za7dYTJyTKeOQmtGo4I3Xj8CkXBjd0ocNHFAdyGm1IbCGRYXG9SbEZM0wwqIaiHWw2hksBryTDC3UGeaa8J6ggokRalBKS5cWmZxvU7pU4wqmRZDGkmB8gbTK7GZZbs3xUw0ykhyLTg6mvDEY0toU2JKS1qWBHHI4lLCO28dIwPBg61dJoMc5xTb24cYb4liRaMTcf7SGv2RJoljzp6dZ/X0As16QqOhCFRJqyFo1hRJLeTao6tEoWNuYY52K+H8uWU6rTq1OCLNDbUoJAwjptMC4T3ZOCMiZjTs0dvbpiOr0NJm3CDxEaPhmI3tHRQBuXU0G/WqGGg8Aw2mHTIY59SangtXEppNiU8kQ+EYSxhKQaYEZSGwRUEQOJyAoRUUFnb2SvJQ4YzEGc+jT89ReP89x99/0CQghPgR4K8Cf9h7n77v/pIQQs2+vkiVTHz393w9pUifWGIHqK8nzNdCGkLQDRx+JeTlM54vLXnuLwtc07N/RnDcplJCBQqjFE7EBEFCkARsH44oixLVluhFQak8BwPNo48tsH6mQ9II8DimdwrsoaFtQmxNMrQhQRAytHD9cIL3FmEcjoAHD4ZoI5EoHBYRSRautClHjuBOwblegAoSemKWjagc0zKnP8pwJWihGZRTcqMxeKJahFQBQkl2tvvEBnaPSiIZ0usdMTfX5d0bKflEoELJ4dGY64MpxiuS2FPYkpdeOqIsbJWAIzxRW7H8zBLjuuHocA9hDKONbdJJxng0ZXA4QPenBDis8QRRhDXg9ksWx4L2/ZxPtS/xWGOZnbuajc1DnJKIIOL66/vIIOD+zYx0CuNJzhNPLJJlmvFIMxkbljoxeZYTRhIlBVY79g9HfOPbtyi15Nojp5lrtahHIavLEfV6FeCytLgAQnKwn9E7TGkkMaY0lNoycZYh8N3xkLet5cH2iKjWYWNjRBBWE4lXISoURJFiba3J4WHJxUunGKUZewdDjC3Rdso0Mywv1wgiy9nTKyRRh7wsqLdjrlxdJIgitBUsLnVZXe2iwoA4blJqx6lTi7iywHgJ0rC2vIoUIXFco1WvY/KMIi9pdec43BvwxiuvUo5znnvyGt0kILCG0e4IYwXbg0OMqlNkIDVMs4woVqyuLlBbaBGtd6gtzBFEIfWW5NKVORaXGgxj2JdwLB27DcswdCyvLFKLYjIJtcttWvNdXn15StCNsKVAA+cutOhN8//wSWAWPPJt4JoQYmsWNvI/AC3gi7+jFfgZ4A0hxGvAvwT+nPe+97u97vsvKzyNj6wg2zkrj9Q4rQI6SFaEoJlElOcSNpcVnU92IVZwOkY3qmRfpGeSTRlpg6nFFHhKrShyT9yQiDAgLwQOwdpSDIWm2Q5QAWx+dYdWz5G9PqLeCGm1m8QiYdRRbIcGKQVHh/2qK2EDipyK4IBDBpL2Ysz+vSMWNzKe3LWsG0lP5xwJj28H6EbIcOioBxGRqDE80uiyyqmRUiKlBCG48e4uN5cD3tw4JstLtjZHTLOSO7cLnKkCSbb2BhSLAb0FhXGCpflFnIGjoxycx1qNx+EWQoarinKSIoVnZ3LErtcc5zm37h7w5tv7HDhPL9cMpwZ3COdfh0/eUXz49YKfUtf4rL7KlfEC/niICAJkIhHKIVWddjticbGBtZ6VlRa9vqbbXmA8MWSpplariHf9YYrzMJkUvPXOPkWuuXPnkCzzNGqKM+tt5lp1rNbowmMKwf5OyYO7PfqDnOGwwOSO0lesvR5wWJNsH46pJQHjqaXIClQYgYs4d75DWRiG/ZJR5jl/fol2O2ZhqUkUQyAionqdixfmWF5KsLokjGLS1HI8mFCvS4rcMxwrzl+4zPkLpykKyAsBMqFZr5GPR6AkaV6S5obCeqIwwZiSYjLGa8PBZg+Tl6wstHn80uUqlsw7oriGzSEvS/qTCdNcMp7m1KOARrdOLZK02jUK7RgUhrARESc1JhOBB5K6JGsG2PUIN68w86BjjwwjlBLMXW7y8R87x8JKlyyTtBZihHP0h4J6QzDMvzdj8PfTHfgT3vs1733ovT/tvf/H3vvL3vszv7MV6L3/ee/947N7z3nvf+n3en0AG0kORcrcSoRoKoLTNSalIy0kZU/gZYAIA5bPtMmmms58k7Adg/LI0JGWE4aTEUOjGRWGyaRgODRcuLCICBPq9RZXLi+SHfc4vn0AVuOlItKK0MJpFSNESHeuQVFadALLVxukpWPUtwTCcv7KCtZJvKiQLs458qFmVTb5eGOZyzKgWZaUJqcXOcahR4dN6rU5FhfnSWptPCHOMwvAdMSJAgTZ1LBVVxxNM4aZ5uWXRgwnKdaCdYIit9Q7dUQj4rDpwUuefOpRZGiRKqzCWgXgFIPcsxV4Uq25dXjAG7rPt4sh1/OM+6OSVzbGbKkAEXYwBxJzPef8XcUn5ArPtFc53Vjjwn7EH92VPPF2wZlGg/OnO2S5QUURjz3R5VOfOos1HuMCFpfnKa0iUglf/vp9ut15grCi4XggjAKUSiAQvPHGJv1BSq0ZsbQ0x+LiAs6EjAYFVy6dol5voq1nc3PA8cBTOkFOxdI7RFI/22FuXiK85eLVFYy2TDKB1iU/9mPPIH1M79hVYq48JZAhj165xPx8jC1DOktdllcbtBuOd9+6zY13t9DWU6/VSCcTbr+zTZaGRHGNOAqJoza1+hxxVCOQCmdKpHSsrCwxHg1RQY3+cMR4PGKSTbkwv8idN+9y6UyXJx85T2cuYZKPGU1SjreOaaiQfDphkloODlNQEakuZqGlml5/wGCQ0e+n/z/m/jRY0uy878R+57x77nn3vW7t1VW9d/WGxtIAAQIgKUHUNiRFiZInNHKMl3D4k7eI8ReHIxwe+8NMeOTxaDyyNJRGo4WEQGIhQACNRqMbvVV3dXftVffW3ZfcM9/1LP7wXmBgmc3RiLSjT0RF1M3Km/Vm5nue8zz/5//8/4wmGbmS7O3mjMY5RmoKCcGygzMlIQACcIIQHFg6E2G8nDiOSVSMsQbQHB/mWEdTb368K/EngjZMINif9AiDOv1JSvW5FTrARFoslmrNBwGFLhDWIlxLkpUa/TgQRT6m18M56lDBpVAFhVasrE6RK0GWGuZmQ3q7BccPBwx6GVZbEgyJVzq4HvUytJC88dP7OI7PwmqbOFNs3s2IrMPq6gLVpntiM+VQGENvWFDzfaqpwHoBPavR0iI8iQ0ctvfHHB0m7B3EFEqwsFQnCDwEAsc5mewyAiUgqEumFxrgBhgDw9GQFz59Duk65BmsrjZoTkUY35KmsLfXRWnodWI8X1LOSwomyrITSN6ux3wj3+SdRsx1nXA7z9j2YUtJkqCGHVtaDyacvd1nRQbMr63grsyQ6ZT87Xe4vHnAcx+MWCNkuhniOA5Wa65cmWJqLkIIwVRrmReee4yPPthjfnaRjc2YqBZy5dFlwsijOVXBcQRJbIljxcL8DI9cWML1JNWKj7GSQllc37KyWKVa9Th7ZgFhHeIcYkfSb0fsNBwO5nwuf/YMp9frSJFz5bEVikwxjnPGccrF8/O02yGjgaJSq3J4UKbemxt9rOOy/XBMWPURDiSx4tobOzzY7DKcZFQqEaqQeDIgCn2yIkcbzdR0i3arSRRGCCNI4xhhFY50sNqgcosuDM1qlUajjoknXDyzyOrcNNomWGWpV5qEXpXx8YCjw0M2tndJcsFwWJBpg7Kw9eCI8aQgnhRoqwCBQDKJFYNhQRT5RIGLsYphXFqpO36AH3oYDNbC4d6IH72xRVgrPQ963RhtNMNhjgFmZ/5/2yL8My8L7HZjev2Uej3kMBGMHMtIGEQNluZr4FsmaY7SFpwCN9AgDFJKIl/S7ewSixFRK2B+tkW1XsHzamgtOO5MuH7tkNsPFXvKITMSayw9Yem78EBoxonPOE1459ox2ggGA8VoItjez5BYGpUGswt1kCXBR2PQnsPsmVUmUcjr6YQbKmNfaQohqDV8do/73N04YGdvyP7BoDSmEC7IUhZN5QZcD6UMC3O10s2oVuHKkw3u3T3kscdXwNFYV4DxSDOLHwjiRLC9swei9MtDQqEMjitRVrAlcv54ZsSP2kNuN3N24wkdpRjWImI34Kif8fDhAe3tIY/uJSxawHPQrkv3nTeoFilNx+OCFogbxxzu9hDSYoucvb0++8cZVsD2/QEffPCA23d2SBLN08+eJ0ljZltthJFobdFakueafi/Bd12mmh6uo3Acy+HhEC801JuG4bBLluVcffYczWaTNIOxsZhzVTprPud+7TwrF+tMz9ZQOqdRdxmPMgSW0RiksFiRk6Q5k75md3/E/FKN1396C+s49IcFvidIkgzXiej1CiYTTaebEo8NaWKRjqBa8SiUIi00UcVDm5zBsCzPHK9COirIUkgmCVYpFmZnCKRgbWWZaKrCF55/gulGm0CEDIZ9wqjO4vQCjfl5MgdcEXJ4OOK4UxKCpOtgtEOaW4aDnCwtpfOELdjbOWY8UlTqEbV6gOs6TGJLvV2h3a5hjSBJJihtGPYK9jox6+cbuFKilEYrmIw1xgpUNvnY/feJCAIAo7HLxu0+rufyYHMHAkmy4LP8RK20bZKSLLcMhindXkp7yqM95RGEcFTPeWsl5fXKiN0swXMdrBZo5SBdH+l73Lo/YX9gyQNwvJJjkFQcxq6g39SM+glZoZiMwRISVQJyZUmkTyEkwsIksUjHoVA5WWLY3YlZWFtkK7LcVgkbpuDBTIR7toUTemgD43FOPFZkuebwIGY0LiiUpdBlL12ZDGlgbrHNZGIoCsvsTIMbt2N+8Mc3EcLB8eEHrxyxuzWi39ElO6waMT1bZe1MnfVzTcyJ91WhNJ1xQrdqyOoOPaXJdGlLlShDmhlGgwmZymk6ghCJm+UYkxKEIfW5aSrPPoN39jRREFHdTjjaGeK7gDX86Ec9btw64JnnV/jo5jbX3r+P5xt64wlT03Umo4yj/ZgitcRjhTES15FElRqjScJg0iMIHbTSdLtDlldmqTdqHHVGjJOMxbk6tbrP/n4HpRVdk5L6gkefP4snXa5/dECRl9r7ozEsLDawEjrHY1bWlsm1RGeaYRxTjyIGg4RGPURj6B0PadSq1KtB2aJ1XYR0mEzGeBWotBukWUq320V6DkoZer0Bg+EQ1/dYXF4jCKoEYcTiYpssScssIolR8YT52Tah5xHIgIpTLUfRkx797oCNjx4gfY/j/pBqFCFd0KbkByBAOpJavcK5M4tUI49K1affSVC5gzE+4wSCICCsBqysNWnUQ4rccnDYo9AKjaVQ0GoGWGnRymCtwyTWJXYmPl5y/BMRBKy1HO5l2CLgo1vHSE+DK+i6Br/lUqn7SGlRqSAMAoyF8+uzXL40i1eRbIuCt+spd4KcfqpQWmGMwnUto6EiSzSjkUJrw9xClSh0QAqe+sI56gseaaBJxkN2dscg4WB/wvxCk6KAwlbIlCGOcx5uDNAasrygKAwb22MORZ/viS63ZkM+bLvcXzRMZiXGlulzoxmAkCjjUygPrUEZi9EnjDBtAMvecZc8lwzGCVns4kUVbnx4VJqt4nL7do/xWDMc5IShg3AErmd44fkZFpcCjHIocheJRRqLJyVhGGCUYapVZWV5miw1JEmBVorAgdlGnVhCqnLq0y2K42Mqq6tY6cATlzCVCl5iyeOCqSmH4UjR6xtu393is58+w/UPD9Ba8+yzp4mTnGE/4fh4xNvvb1AocNwQpMAPHJqtGkZYhCsII4+DgwHDscFzPYR06I8K0kwTj0Y4UtEfDlg5NUtzqnmSGsfceP+AD24eM5qMmQxDxqnl4qVp5hZdbn64yZmLC4Dga3/hKlcuLeEJieuCJwVf/sqn8IQP0iFPM5JC4DoOzUaFZqtB6Eb4gUcQuEgpcKTLRx9sMujHVKtV6vUKs7N1arU6lcBnctjh9kd7bN3bo2o95oMmNs5JVQzCxxch1bCGyizdTo9slBNGVYQA3wt49NJpPCEwmUVYn3rD59EnF7l0ZQ7Pl0SRhzGlS/R4qDk8LBBC4kceMzMNjFakueboeERelCVKnoHvgcGitcUKwWSkkVJQrXzCywEpwVhNt1dwsJcRhAF5YUgM7O9nZKkBDUYXtJoB84sV1paazM74+KEgQ7IzKujmGiNgMlZIB+LxmEE3Jks1GAejNcNBQZoY0JaVs1XmT9VIjMT3HO49LNPch/cOCHyNEYJ0mFBvV3jlB9fpHeckicJz/ZLhpR26ecrdMOXBWZh8ukp21qeT5KAt66eX+NSnLzA1W6HbSxkNM4QQSEcgpAXhYI1Aa0uiM4IgYGpxmmvv7rJyqk4UBRSFQsjy+YWGB5tdlLJsbfRIJylzU3U8x8PKUoB1uh0S+AH1aoWZ6TZhxWFhsUq1GpSmmaUTFkVa0AyrJBLGRY4fRMjeAKcaoTvH2Kk6o5k2W5MMXWiuPnuRw8MBrp8xHik8V9AfTNBaMD1XIcsSxoOC8STn6ChBG4HWAukYgsgl8CRGaBr1iOmpKvc2jkgLydLSPK7jMZporJBs7wzKlNgL0LaUPZ2brzIZ9Xhwr8/Fi+eJk5w4tsRpAUpy+lyb3d19GjWHr/3Fp3jmiVWeeGyR+ekan/vco+STnHPnl3GMw3CYMhoYFlbatOsVkkHCT9/a4r2POkwSRaXmEEQO4/4E13FwpUBrhyQxGJVT80NkUfDKKze4c28PEpf52jzzrWkc6zAYDUltgZSSQFSYc+bwZcDapTUO9o/ZPZpw/c4he50RRWFKIliSAKBsQn/QxfE8pFPKnRVZTq+fMhmWZCijDIEboLSh0JYsUxgsQVjiZlZYjAZdQCEM8aQMCJWo+vH77/8/2/xPX9JxcaOy51toy97eAFMY1teneLiVsLtd4DrguB7NZkQUehR5Kf9VLkWcZmRpgTTgOIpm20NZgxaa3CiQluZUSJr9zE7aMBxnqNySGdAGXM/gAKO+5fgoQeeSv/XbLzOME27fO6Z/nDIcKBzHQwtLkhV8cG0XLwoJ5jzSesjR2JJMFEWuqNdClhabtKdc+oMhh4cxymqUsqUNmRVgDSqDubkm584scursLAdHY+anAp55/iLGSCwFWWox0tIdFty91WdtZQW0RLqG3mCC57rUGpJxUjAeldTYmflpTp2e5cKlJeKswFqBlA5CSqwy+Kp0s+mmE47e+wBxeIzQBW4YYboTdqOAnpC4Tki7XefwqIfjaxx8Op1heWq6Hnu7A+I4BR2gNUxNt0lTi9IWIRx8J6DdbtKarjM/V0MYjeNUmF9c4PnnLpBNHDpHBWC4e3+P4Sjl/KU5RqOE/mDCyqllGu0KnU7OM0+co8gMQmb0jxPeenOHy5eXmF1qMN+YZtA7ojfos7a+jMozZmfrDHoxqsjY3trHCp+pqSm++qtX+dSLZyhO2nGLa23WV2cw2mC0x2CQM9Vu02xViSJotWrMzbTR/SMebu9x5vIaX/vCE9RRJMMJB3u7VIMGEpf9wR7dSb+8/p0eo/EYLeBoonmwFePriHiSgmtpTTcIqj7KwubGIQ/uHDIa54zGE6ZaAVLC5tYh3f4Q1/dRqSRPDNZqtCqdkIWAosgxxuK4pVNy3Uik1RQKrHaJPj4R+GQEAWvh/MUmy2vTFMoyniRQCIyJ6RzlTBKN1ob9g4xqtc5wmFHk5USekOD7Einh0Ucu8Nf++md56bNnqDU8esME62iEAzPTFZbWqqS5plGrIxyHh5tddrbH+E5JQW7UKVVaCsH717pgNN/8g9dKJFdZxmNFp5eTpTmcOMzeutNhMizww4DN/ZhRnCOsTxiGKFMQeIbpmQjfd5BCorWg0XZxPYtwQAgXKQQbN0e0q03m51u4gWS23SCKwAskjhBoA2iBMprBsCBO+nieizIFo7FEImi1AwyGIHDJiwIpLa1mBMqws9lBa402GmxJdwitoIZDpVCou/dg7wD19gfIdh0hXN476pAKi7YWTMHhwQRjBNVqhV43ARTSg+2tAbrwWVpsoZVmPBqh1EmwlZZBP2F7u4srDJ3jPr3jCbWqx/bOIek4oRr5+KGlUvG4/6BPv58isGitGA0zHr1ymmYzZDiMiSJNPNZEYcCDe2NkEPD44+ucv3iG733nbRJt8SIPicX1PNI0YX+vT61Z4+zFdeoVl/5Ag0moVmFmvsLV5xdZW2sR+ZI0ybHaLcsY3xL5Ibfe2yEZF8w22tx4d4+33rlP6Dg8feY0Vx+5SKUakuuCLC+oRFWEkihjqNXqNFpNrIRb93Z47dpNhBIkcUqRa6w2TEYTlDJoZWi2GqyvrTIap1hHceWJORaX6mRZ6Zyca4UjLVHgE0UhgedRiZzSAVkZjIJKFCAstGNDpEr13Ic7A3YOOx+7/z4RQUArw5NPrbF+xscosEawtBqRqYxCGbSx+EHAcKzQymItuD4IUQol5IUhSQxzM1Noo0nGE7SFarOFdCs4nsvcjM/5C22mZnzG4wJlYDzp00lypmoujzxaZ2axChayQnNwnCBcl5t3DknGAqxAGRhNDMaUDrPGSOJUM8kUyoWpdogbOaR5gRAgXMFoElOpRdQqIaurAXOLPguL03h+gDjxj7IO3LoxJM8L2u0W/QHML5ym1znk3MXyPc3PzeNYwcLCFAjFcbdDrWaYDFOS2FJvVPF9xXTTY242BKMRRrK7N+DO/WMWV5ZpNFqlJba1CKNA5zSFw4wsBTaZTOD9G9itHeT6Au8fHZeS6r7H4mKT4UChtSDN+mzcK8dBLJLD/THnLqz+nESUJoYw8rEn7atMK7RwqIYRt253MSh0obl+fZcHd8fMzq4QBBXa0z5xYkkSQ6Xi4wiH9lRANRBYbUh1Ql6kOE4VZMEwjpHWZXZ2mbTv8+pbd2nOTDEaDUuYVHrUGh6HxyOSbER/dMTxfo9bdzvcurmHcBySpM90PaIRRLgIhBFMBkPq1ZBqGJKPEprTbWyW8s9+97v88L0NNjYHNKgTeh6tSp2aH7G0MMfx8AC/UufK6qPM1hfx8WlNt6mGEa12lVY1BMdl4EjwJMJI8qSgSFKKLGc0TOkeDVBaElZ8FhYDZmddGtWgpCNnMafP1VlabuF6HkIKcCxWUpaMCKyWKC2oSYFrJAj41ne26A4+foDokxEEtKVVmeORRxYRIRQ5eH5IUSiCUNDpd0oF2p4mSzVBJJCexViFIwRrq9M88eQag3GPt9++z/5eQq4NP31jg+7+iFo1YG66QVDxOX1ugaAicIB6KyAISimtbjdhutFCSYG2oI3BCENhyusp0XdBPNYUBbSrjXLTe6V8U/cwZzQ0jDoKR0iCyCdJM3702hbXru1zeJhw9vQ0y6t1pqZ9PK/s53q+g+fD0WFKnuaErk8GfPtbH7C1eYRFojNYXG5y5lybSkvgBjAYWK6+sEhqJEuLDl5FMMksRmhSDWmqODweYLVmdqZGs14jzzUCkFIghICsoFpYam5Iai1FkWGGY7LrNyj6CeM8Z65RQfiSMDT0h2Ct5Pg45/0b+wjXRchS1355uU2lWrozlZtfYa3GdySnTi/xlV9+EikFFsnUTAVjCtJJwXAYM92uEvkB040qXhiggI0HR3R7CZ/61FNUQomRORfOt/BdQb06i3BytHK5+EiTQf+AH/zgOo2pKs9ePUskHQJr6fZjotCl0B6vv3KLZGKxospokhNWGnzwwT6b+wLfqzLsJbz//iZ//L3b/OCVu9y5vcfmdo+0sNRqIW+8fps/+tEdtjsZ7bBOoyI4PugghEUID5Nr9tMO/ckRqiho16cQSrOzs8fdrR3qrQqnFufo5aVVWKosWkiEdHAdB6s0h9tDtg4GhBUf13GIKj5LC3Xa7ZDCaIrUAD5HnQmO7+C5kjw3GC1AWEJX8KMfbaK1wri2BGKF4Hi/IP/45sAnIwhMJhnvvXtAUfj4fjleu7c/wHcDgiCgNVsnKwrywsXigy3dXvNCUOSWyBcEgeTae1vcubNPmimkKMAqrHZwHR8rNcfHI66/u4tSBUYZDg8mFBOP4TBlOJBs3D9AGFhcqoOr0ZQpredblJIUBnKt2N46xFpBVAvQQpIVlnRiwbpkqQXfxYt8hqOEVBWsnG7QblWYxBnHRzHjUYLSJWFJa4MVoIsAa3VJIpIe9+7tMBxqPOmhrWVr/yEXH1/GGAffkyxMBzz1zHk8HBq1NkmW0+tmJ90LxWASc+vmDlNTDRbmmuw9PGQ4TJHSRwrITOnAq0yGsgVDoemYgn4REx8fcedf/j46TumOYg7GE4JIMJkYKvVyfHsyMVghcRzJ5UfPUWtU6PdjXNdDSovjOiAcKrWIz3/+CbqHB2RZif9Mz4RYDdJKjrvH9EZdur2UbidFYyisoduNwXq89uNr/PTNu1ibMU5U6ezrhYS+i3QkX/zyVfQkZ2t7j6efeoSjzT2Ujfhv/+UrLJ5qMO73ufZen86oy/RSi1qlxaUrqzx6ronv+jSa0+Sp5cb7m7z7/g67xxPCeh0nCmm0G6TjmO98/RqrZ9YRXoXHL6/yd/7Kp5kKfaZaDVKV02w2CbWHr6EoUnrJgM7xIWG1grUOO8dd3vzgPt9+8wFray1qYYg0ksJqHOlSq1VZX58l8hzq7RrzC1NICZ4vmV+ss7zUIHBdVGHoH2f84I9vs3vQAwFGl1oCBovjuFx79whly5FzDSAshbZ8/PjQJ0RjUFvLT9+4xTtvWSI3JCYnTgqCKoxGFpVHTGKD4yqG4wlhWIoJCAGOI1Ha0O3H9PsZnrS4nkOlKvjs557hW3+wSdRyiPOELLakmSLLypN9f18zGRkqFZfJWHF8bJECFpYDonFAtzdk2FXUGi5F7hBnilwL8lwjrSWKBGEY4oqcotA4ypJmGqUESgnSDPxIIh1B6Pv0h6UrUhKXmzWlZPtKt3S7PX95nQ9uPKQwgPBpNALG4wlKCZ5+fImd7T32thKiqmZxzkeTITHkKiMIfLTJ8HyHvCjQWpMUMIoVN2/scv9+FyvDk/9RkPkO+zqjUxik4zEwltSWvoKO1Xx3a4OhtTSuLiCGu8RZjhCCtVMzbD7ogPARwkEIQ6d3SKv5DO/euIN0XIosB0fTmq3z5S8/z9HOIf1On5n5iGrNZ6oVsnHzmEqrSntuilzBcKwZTiS4oHKFch2kIxkNc9776B7nz59Gek3yVJTuSNYQVgXGJOzs9piMDe9+dJdPf+ZXSPoJQSVga+OIy5fanL84z/HuiPm5Bh0Fwlds3N9gamGZZjNCaonnRlx57DxZntCebnJ2tcHB5g5FX1PEmvfefshjF9Z56YlFLq8uooqMeqNOnmYUNmNkYqa9Gru9XZxqlSqSBw8P+dd//BMaq02W5+dpVIfYcQ69MU6qkHUPIS0GTZKoUrlaaJROAMPxoYHccvbcPHfuZWw97LO/PSBTGStBiMoNXiDBWIRjkQ4UmUVWIHYs+sQJ2ZoTRe+PWZ+ITEAKyaCv6HZztJb4UclzdhzFOMnY3uqhtUOW5vR6YwSCLLHoouThx3nCYDDCaoMQBl0IjHJQakKzaVhdbfHgQcx7bx+QxDngogwoazEKigIc6TC/NI2ykkF/yGjQ59kX17FoFldmOXN6gTQTWASOCKnWA1qNgEY9BNeCK3ClxlhbKsnmCscV7O/k3Hi/zzhJ2Nrp0z9WdDo5Wa7R1i2FUaxgesHBcTW3b+0jgOEg5i//+i8Tpyl+JHnw4Q4zjWV6hzHWSk6fniPNM6QL/UGXhcWy3k/SFGsVRllwS8T53fe2yJSL50YnQcehMjfFbujx0GoOdc4xhmMJuwLuScFWVGdcg4NWcQJoGlzf0uscUQkrQIEjHTwXikLhSo+j/QJtCwpl8MOIp546y+JclTzJ2D/qlOYurk/oRxz1cwpR4AUBriuYxJpRXNBoRDRrLpZytBatmZ2dIkky/Mil30vITILOc4zMUKnmu9+6RtSu8x/8+7+KBF579ac8+uwS+4ddXGkwacrK6TpFmtGYDsknIzb2Rty/v0ctiLj54Q53720zO+Xy+U8/whc//QiLi7M88eyjPP7kOs1WwNFul8nxHjUpCIyDJaPQedneTIfspR2atSY12cRPJVlH0ajVKQJF5PocbO3hIigy6CUKJ/IokSWLFQ4H+wmDfk4aK1SRYw08uDPi4eaQ6rRleT3k9PoUnivQyhKPCwqlEHilL7l1cF0XDAjtMJGWzAiMFggDpezHn7w+EZmAMQalLa4HprB4jiUSEVefn+f+vQ10Ds0pF5VAkTuIn9VCsvRvHw5S+t2M5fkW0td4gURISVG4LC7VKXRGt5swGRdIB3xfM78csbUV44gyxZdG43o1HCkY9TVXnlslDEo0v1A5vW6fZJKhtU+W5yQTzcOtPl4QkStLs+pQa0ikOZHcznOko4kqLukkw0pDnhkoPEQIeVGU2YN1ERbcUPNwq8NkkmGtxXGqvPfONcb9HOEItu4X7Oy/T1ForPE5tb6CI8f4fsRkrEhMTL9rOTrMmG5WqIR13ru9c6KHGFKNApQuUEohhSZRhtuBLPv9xrKhS2sKV8K+hbtuyvyn1/iDt/dYXHTIc0OrGWESC1hefOkxXnv1AVEosVYhpWFn+whrXVzfMjNf46WXLpKMerRbLUbX71FkCsf32NqecOtul/MXZpiZjlCZIklTpPRotxXDIyiK0nxD+pb5+RAB1CKPPM9xw5xkmOJXqhSZy6QQ/G/+V38Nm+ekA8XuYRdxY8xzzz+NSlJ290b8hd9+ikFnjM073L93hNbQaofobMLSWp367Dpry0skWcpxp6Ber9OIIt7b2WLQy/jLX/s8p+c9GpGL9S02seUIsBNRFJpGWCXXLqdaZ8hu7rH5zWtMf3qdX/rUkyA83ti7jbKCg+1DRtZgrcBzPLxIMrfSpNeL6B73cGWA74UUeYwJSr5LrgpmZiqcWTmFye/SvzlhPCz3TJoZIldipcVagVKAtFTnfPqxQeu8PLjcP2c9gT//JQCLFJJcaYw2PHvlHN39A/xq2QqsVCpkiWEcxwSBizacjLcKjHHwpOXLX3mCJ565hJSQFzBMJizMTuNYSlRcWXzP48rZWU6ttxBC4nqlE7GhwWQwpCgUw5Hk/NkZHDcnDOCJq2d45MoZdGFxjEUKjzTJCaxkajpEW0m10WRhdg4zsGilMFpRq7g0Gz6Oq7FWUa03sI5FCovEwXVc8jxHWYVxJG+9/ZAsyfE8l7Be49a9PcZDjRCQWomwdertgHo9YuvhHjq3CN9BSI/r1/c4PI758P0eQShxfBerJXkmmZlucuXRFcLAL0EkK9ja7nFN5rzSkvwhpbjn+014e8bhRy2H+udPs5EriommGkXs7hwz224jXej0hhwdDLAUCFfihj6uJzk87FMkmkqjym/+5ktIUWCUR7PewBjo9ZMTrQEXx5E8cvE0p9fOMhpo4nSM7zucPTfPmXPTVCpl+3durslUW6EVtBo1cpVjC8PhfkYYRfzgh+/zt/6DL+PmKVYrfvyDtzlz7gytqEUyHhKPU55/4SLzs9NEfoM7N7fIlOXs+hTNqQr9ziFT7ZCVuVmKTCEdQzWqcXD/iH/49/+I+3fGPH/lDFM1yanFGdbmF2hMNchsef+NszGqSIj8Bo3qFIVWdOMJ9SigITyabkBTSPIsp0jAmZ5mqt0mqFSRoiSptedCkmxMteky065gbFHuB0r6797WmP3dGD+qEgYhVknSXGOFIDcWa2zJPdEa3/GYXYv41KeXcT0fYQHjYP+UeuATEQSstTjSYXW1Tp4XFGnBYNxlZXmBy5fbrJxukKYJSmviSYLnaLCGojAoBVJaVldnSIqYbqdLEAg8VzMeTYiaNe7f6REKH7fiY9FcvjyPdDQqB2XAcQRHvR4P7w9xHFCm4PpPj1ibXyVyBatLDZoVFxk5iDzEsT5IydnTM3hhFZ1rTJExNVVj/XyLSlih1WwgKAd7wEdlElc6CLwypbMa6RiUznCkIM40BwdDrC7xA6MUx52EotDoXCMxVCoOjnV54Zmn+d637/Pg3h55qrl9a1TqzTkRC4uzJFnK3t6Q04unaFVncVyHJJ3Q6XbQJsdSUChNjGVnVrK54jBe8qh/cZqtwGXQNNTmaihGTE97LCzV2XjQp970cEJBlgq6nRGO6zAaTmjUXKyxdI5jXAl+6LC4WMeYgkrVodbw8QOXo4MBnaMuH324jS5cAtdD50PubTyk20/IYsXqbItPP3+ZxelpAt8ly4cMBmNu3+6ycX8frRWOcNjbH2FsRpIPeeziCnuHh+RjxTvvbfDbf+GX+eZ39olCyXDUJ6hbBp0xGze3uHWvQ7PlU68K2pUp3NAnjVOOdrvs7R6hU8N7b3zEv/oXb3L9wyP2j7t8+XOPsT7lMYz36OZd7m7ewUUwmAxxvCozs6t4Tkg67JFkQ1aeusjab36GyplVrHA57CXs9xVjRDkDo3OMLQ+7PLX0jhIQMLvQ5vIjK+RJceIMrUkLxebGgOPjgsFoQpwkSGmxyiKlpFL1qVZqBL4HwmJxSGNLux5ibYJwHJpTLYz4M2QCH+M78L8XQuz8gr/Ar/zCv/2vhRB3hRC3hBBf/rcNBGEgeeqp0+SZRQjIteXc2XNcvrgEviWJC7SxFIUliiSe52IKMNqiCoMfeNy5u8fDzSPcwKXTga27Hb73hz/h3o1DHrm0QFBxKZSmWq2gCgetKA0cc4dJknOwP8FqcB3B0e6QB5tb5SBMrOl0Y9bOTaGMj+P4OI5Hazbg1s0eurCEvsv6+TazpxporRAUDAYJnW5C5zjh5c8+zpXLS1itOHVqijDyCYOoZHgZw2RkkcJHIBBC4nkewilrSCFg0rN4wcljcUpQ9fC8NgLNeCTwHE27EeE5IU88tU6WFeiiz2Q8oloNqFZbJ2eLAqFxpQTpkLqWeN5jPFfjxb/6CHrZJxWCcVzwxJOXOHthnfmliKODHGs8wshHKZhqz6BSQxB4RKGPNbCwWmdppY3racaTCWkyQQpJWAmoVEodPSM0o4nGC1xAM+x3uX3jPmmSEHiG+XqD470uB/uH5GlGvRbw0fURN2/2uHlzH4vAmJyj7oB6KPl7f++LfPj2DZYWiPlUYgAAqyBJREFU17h7+w6jQvK/+4/+AUFLMt2qc7Cnac9MM+gOSZMUXQgWV+do1Jt0jg+5fWuHn7xxn3evbXDzgx2++433uXm/x5mL8/z2v/c5/v2/+kWcImVueoH+bgdbOLQrs6zMnGGlvkzbq+JLB53HRLUmVb/KB7fepZON6CZ9Pnz/IYkSjCcDpEypSA/huBhTlMh9ltLvj7AaxoMxTqA4e24BaySOJ8myHIREepI8Uziew+LSLIEXYowmiHyKPAerka5F+oLJUNFsWtCCU5canDm1xp8SA/6tMIH/ilJJ6P/1bzz+f7XW/p9/8QEhxGXgN4ArwBLwXSHEBWvtx9uf/HxpTBEjhUC4ljDyiLMhi3MLvHV9gyxXZLlkOC7wgzqycPF8H9fLkdLl4PCYPBOsrbdYWKgSBjXmp6fKAZ7iNvc3dlBJijVQqUqyIiMIXHByVKpQWiIKXabQedkPn8Q5aWHZ2R4y7E14+slZ3nx7i5m2QOeCzd0clSUIDxSGwfCYOI0JvApBEBJFEZWKxTU+3f0xH10/pN+NuXjuAqNJBqZACBfPBd+TpZkKFoGLtgKEwa8LrIRf+bXzvHenR7VW48H2A/4X/8tfR4Yx2eQBj1yepdc1/NLnH+P3vv4jnn3+UV7+pcf51tdfYxwLxpMaRjg4jovRGq0VXhBiCo3VkFtDoxEhdYaWpRjF5vY2UW2Z1fVZzl8wfHB9n1u371Cb8pCuZXNzGyiHsqamKuxsHlIJPLSNSzprISiylFCERFHB3By8vwu1qRpBxePJJy8wM9PGDR2uXj0PHwScXj9FpxMjnAbIKloPEKrG3t4hQSDxgjJ9roUeKjP8lS9/hmJk8Cohw6MOr752DxFJEhMzPd1kqllnEmvWTs2SdLtkWUGt7nNufY2d+3vcvLnBs8+fx9dV/vHv/gCTFyyszPEbX/scM6EhRHBmfgpROAR+yOUzj9GJYzY7G+x0dpFCkmYJUa2GzgWN0GXSGbLQmkULON7q8I3X7nDukTP82pe+wEe3P+Le9ogwcplrzHN9Yx/hWpRSZFmBNJZ+nNGcCuj2FY6UjPs5R4cF1gnIMoOVUKiCahShpODoeMKF1TpZNkIrRS0KiIcKr+agtWbjXo+ICtr8GTKBP8l34E9ZXwP+6Yng6APgLvDcf+9vCfDckHPnlzHS4khJpeqyubGHcAWrK3MYQJ8g+Z4v8YLyxPZckA4cd2LqVY/PfOpRzp26zLNPXCKoRvyzf/ohOJLh0CHLLIEDRa7IcwGyFHBYXp4hzTSgKayhyC07B11e+d42Jpe88r0PGHcVC7Nt4jRHIqg3PG7d2UcgwZSTacNRQbUaEISKTOfcvdNje2NEf5Tw3T+6xebDLiBptxs4rkuz5WEt+A7ML0JUKacbjRW4rmB+usZnv3AFXcBv/MbT1BuWtDBsHXT50Ss/gSLDkrOyMMPMVAXwQVj29g95770PUICxMBgkHB/3ygzAK8EjbTRaGnJT9o+C0KU7HmGMRgu48vgFzl84xcpaCd6lqSUrIE0ctC65HV4IFo+ZmWneeO0Bo/GYnZ0BqjDk2QRs2TJFGhq1gM4gZjSJmZ6e4plnV6nXLHEy4s13NlGFRzwecfvuAVOzbaJaQJpobn6wjxUKYw1f/drznDt7iqW5acKoTjZIeP/9+5xeP8M3fv9VennOc89d4OoTa/zN3/wqttBoNyZwJ4R+Ob7767/+Env3thkNBzz26Dqnpqa49+Emg+OS7LV+apHJ4T6BsazOTzNKhmQixjABoVidmeex5SvYQjNKh0hX4MuQxdo83f0hD+4f8v47W/yn/7c/4rWbO/zaV1/izWt3+Sffeh0Cn9/59Zd54vQcO7ubTPIhSVFQa9YJA8jzjO2tg5KWLp3yu8otFh+rLCbXCMfBeIqZ+Vq5P42h3WwQBD7J2PI3f+NFTCb50U/uM79YQRjBrbs75H/KMfxnwQT+pyc2ZP+lEKJ98tgysPULz9k+eez/e9//gu+A1eB6EFZKCq3vejhuxOuv7+P5lvXVWfwgQCvACCqRR7XqoIriZCQXokhw+dIqjjQ82Njj9Tdu8Y/+0Y+5c+sAPEut6SAdwbkzTZAJcaJAmJJRdTgC4zA1XUflgmeeX2M81iUyawxF7nDUGZy0wkJc10E6hmQCuc2wSpHGCsf1WFmfQYgywYqqkkpdYKyLV4mQnsRxfaJaHdfzaU55FIXF8yRPPjNDoXO01iAl2iiuPrOCg8Rqy9z0HHmcojWMEsP7H+wRSY94kvD6j2+xt91B6RwvlGRKohUIU7aMRpOY/iDGcQSeVw6caGtBG7Q1GAwiyMnGMVKWPILvf/8dGs0GlYokCALSIitTcVtgTSlasbI6i3Q86o0Kb77+AO1a4kSUfWmhEB7kOgZZ4Ice4yRnNFBMBgJXKga9CZNxSmJcqvU2UVDh1q0dvvtHr9PvDlCZQGlNUQiskeT6iMP9XYosJS8M/WFK1Kqjs5gPbwypNAL+0lee5r23N7l38zpprGhNLUNucVyXlfWLeHHGt//oQ2YWl3n5mcvc+/AeN24dkBaGxaUpAjL6/S63Ht7leDJEuZCZmNwoZLVConNGNubx809xZvkipxbO06xMlTTjRsSTV5/kM597gV/51RcJmwGvv/YOvifJLWwcJvzLP/gpr757n17gsvrIHMYpcAJLqxEwiQ2dvYSD7REAuTKMY0WvPylnBXyHQhfkNqU14+O5DtKxpFlGoRW/9MtnuHXtIVprPvhwwjPPrzA5lkw3mjh/ylb/dw0C/xlwFniS0mvgP/4f+gLW2v/cWnvVWntVSPBqBaPJmEZDkhcKgWZ314GiHKGsVstTM00FgS+RrsUYg4PD8mKbi+fnmZ5qsLMT870f3uBbf3ybw6OUU6er9PsJnlfW4FFYIcsUeWLIEmg2fAb9HKM1q8vzWAHrZ06BgFPrMxhrGQ8SYqUo4gRjNeMsptNN8EMPKwQ4hjjTZEmO7wlk4BKGAU88vcb5SzMgLK12yPJina/9pceZno4whUbpjDhP8V3L6fV6qV9IqR7s4jA312ISZzgWZOCys5mDBGMcgqjB2+98xHBiOR5pKg2fre1NvECiiyqFknjap6ZdSCRxklMYhfTKcquwkkKDUGA1LC34HHUzDAKtoXucsbt9RC2K6A+h0JokFajMEsdw5coZ8lihdEwjmgbPUhQxUgNWYnDIU8V4XKrweq7k7Nk5GnWFYEIeK37yo7v8+NU7fOrF85w/02Z6ps2ZR0+zsL7AS599hC/+8kWe/tQ65y/N8B/+rZfZvH3I/PwaXmg4e3qJo0mf+fnTSCtIheBv/JXP8sofvEbfwMzsIl5Y5dTZeVQm+cmPr7G0ssQwSXj8iTNcXFvi7s0N7tzvsL0zRAuPp58+x8tXr7DanOKRxdNEfkhYqSCDgKPRIb3xAGU0uVL0ukekeczh0T4WzSgvqIYRk/GAwajLo+tNnj6/zIsvPMaVCzN89tlTVHTMxjBDByGNeZ+Lj05zarWF7wbMzTZJJgprymE21/UwRYAnQxwh2d4+Zv+gj1UOUOJRUlhCt9SDKJTh8sV53vngYelpKASHx0Mqgc/qcgv+FM7gvxNPwFp78LO/CyH+H8A3Tn7cAVZ/4akrJ4/9qUsISLOCbr9AugZHuczMVUshyb6lUQ04d26du9c/JM8NvhuQKUNeaPLcQUqYW67QHY453B8wSRJyXVDkhuZUyPbuiGGvwPV8XM/BOobJRJVgS+oiZArGYX6uxZ1dh5m5KSxQi6qgwboeWMPRUY7REikkrhfgeB4mTRBIVCbZ25kwt+Jx8eIU23tdbt86LgEeV5LEKRQZ3/mDnzK/4oMSrKy26E2OaLbDst0mHcBgjGI8zvGCAOlIJJBmiklS0NLgOIbCSKzjcHzcRzoOcwtL/Pi19zh1dgbXaeC4IaGyTCcOYeFwULEc2gShSjJVoSzWgCMFFs3ycoOt/V3SuNQ8AMv2bp+FpSbx0CA9wV/7K5+i2fSp1JtcONcmG+fcurvN/tYBU7NN9g4ngIsEijyn1xsAFSZxymiS0Zp2GB5FVMN5PCnJEsPq2lmalTr39+8yTAY8e/VxavUIoxxMBlb4RFXJpLuP857Ha9/7kE99YYbDzpCgNUNQsXQOe1x6tMWj55b51u+9yt/+25/j7MoM3e4uzUqFh/sHnH/0CvVQYto1fvXx05Bq3MBDK8nUTMDTaw0WW4rXf/ohr7/xkLmWz+e/cJHPPf8USmV4lRp5ktNRx8xPr9HyKkwO7jJIe4yPEkJZpR3UqUURqXTYePiA77z6Dvd2LC+/fJ4nL1zkXHuW/+T3XieqVPncc0/y+hs/ZnlumYFSzExVQVg6RwnGulSait3NHmkscTyvlHZP0hLTKSxBJUI6Hq71ySYFAsHv//4t9o9ypB9g7ISt+z0aS4pSgdLh4whD/05BQAixaK3dO/nx14GfdQ6+DvyuEOL/QgkMngd++t/3elIK+oeCo6OYWiUkqgaEzRjhCj54f4enP7NKFHk02hVqjQjpSnKVYpBMkozDwxGj4ZD7d/eZDCCMPBxhgFJ5eDxUJLEmCAtq1TpWlaSkv/4rz7FxuEHvaEyRaYQp8AJJrVYpT5fcQgGLyx5HhwkbG8ekkxykJKhU0ENVMgS1IU5Sbt/q0mwv8MKLK3T6MYXKUIVEW4c41gilCRsOnf6EVOUc7E3QrsZ1KszMVJEyBQue4zAYDqnWInr9CUkG81OnEQbyNMZ1SrHTixdX+MGrHeZnW1gBcVKeEllSegq41VIN+UnZwkYu/83e+yAlKocUw88gY2stU60qnU4NzBitC7SB7373TZ56Zg2V+Yw6kpdeOEU8HKOjgM7hEb7rs7exz717AxrNJnsHx6RFRkOEKG3pdWLGk2OWFiIebmVkicPMTJV6w4AUXHlmhYunl0lGHdzQZX3lHEppjvcn6KIUIY0Cj3ikCcOQv/1bX+Yf/lc/xIYzPHp1iYX5ZZLhCFdoTp06xVuv36A9XSOSmiQdUVgPH4dOb8Tx3UOcy2eo1gLGo0OsdQibLtNzPrMzS7x89TxxMaHrR7z0P38KX4IXarCWolDU/QazzRbbx3ts7d6nmFqmWV2kSB3SLMeMDPF4QpZlHPW7bO4fo1TEy59b43DjgP/jD+7iSg9hwaiCH3/zLY66ln60y4Wrc4S+R7MaIDVYoSiUoN8rmJuZRbqC/iBBFxqNoTXdIEsEWSJIM83ApFTqcHDQIWx4DPsTKgYO9jIef2GR3nYPbf8MNmQnvgMvAzNCiG3gPwJeFkI8SZljbAB/7+Rm+lAI8c+AjyjDzv/k36YzIAScOjXDT354n4W1WQ5292lNBfiBZXd/xAu+S63m89SzCwwP+7guCFmChBtbA0ZJzNGe5WBPEY81Z0+3qASCzLPs78eMRhqjwdWa23c2+OIvn2O+FfB3fusq/9v/00ZJP9YgsAg3Z3YmYGV+ikkvRziQDnJ0btk76KG0oCgkx50h1lZwECjKlmZnkDKJMxATanVYmF2k388ZDfpYWWIMxweCjQcJk0RhTSljfft2yhMvriLMAcJIsiwjyzNqtSp5oimA/+K/+Dqziw7tKY/uJEarlDDQdDoFZ08v8/DhAX7goguFFKVE1uKZOb5y5mku3UnoHh2xF4dMjMOb6YhxxSD88rNXBTSakkj6aCMQ2FL/wBF0uiPWlha5fHaZZJLwztt3qU2F5FnCN775EVFYZe9BztTCGJVrhHBQClwhadXm2Nm+zWg0YnNzQLVRoTEfUtgMKxxOLc/TqFr++bfeZ2Z5lkbLMpqMSSeaJE5ptms4lZDvf+s9lk/Poxjxtb/0CDYNWV8pJzADfHYedrhwdpmt+7eZPzvH6uwqf/iNH3H1S88Qp0Nef3UDPwppNLd4+cXn8KRmNB4yTmPW1uYJdYX1xVMYYaidr2N0TFRpMBr1OR4ccNQfcGYuYJhNqLWnCdKMBzt3qVVncHJDU1ZwlyrEgyHa1+hhgT9VIdaK3iTGqQrSXGBcgZY+SV6QdUoJOiN9XNfQaEVEFYd0aBl1U7y8bJXLE7NRIU2pdaEssytNtBohhUbio02B0RrHlaSqwHFL/QmVC06fXeTDHYVSo48/hP/7NujH+A78TWvtY9bax621f/EXsgKstf8Ha+1Za+1Fa+03/7TX/sX13PPnkSbi4oWzKGXJ83JseG62SeiGNKKAleUFssSWMkpo8kLT6Wi2tzO2HmaMugUUlvv3exwfpWhtmUxK8NCYcrZ9PM7QEi6cXmf/eMBH1/poIzECjJX4nsCXDr/0pQt85WtPY5XLZ55ZQDoOWSYw1mC0xRr3hBlowAhcz8GvSOIspdAJlUhysDNk5+Gg5HYjEMLFGEOeulhTypdL4XHxyiwoF2001oJSBUI4dDsdsiynWvf4x//8+wTVCp/53FMUuWUyTvEDTacz4daHD9nZOmZ2pk460YR+gCtdzp9ZoD0l8FWKTWMuVZtc9Js4SiKtg7ESbSxJCo4saASluAWUWnZeEPDeuzcJI8VLL57mH/3DH/KDH9/lh6/eJTMBxvrMzM6Sa0P3MMUagStDIjdAFAWNapWV9WmyfMzB9ojJKGN2rkGl5rG42GB+PuKjG9ukxgUreHhrlx987z3ee/cOvcmY5aU2wU6Pak9yem2Fy1cuoV2fJPNwRISNoUgMK/NzhG7KuUfO8tilc/zBN77PD97aoV7z0dpwfFiwuDbFo48+ipMaRjsDbCpYWV7n4sUz+K7l+gcfsf1gj1G/j8oMOje0ojpVv87qwhnaURscyd7okKwoWFtewxGa8WGfd/7hd8juHjPY6bG7t4t4eMz5qMHl1QbNap1ffuFJ5isWR0is0kjp4QgXtxCoOKPIJY2pKsYr0AKyiWE8ytHGsrvb4bgzIgh9jo+GjAcxh7sdTp9b4vSpWXzPUGhFYQwWg9bgBxZVgMVhtj1PIOolSPwx6xMxO4CA3/0HP6E9VcELPAoNaaaJGj71uocxOYVNUCphdtVF6FJJx/MEfuiSZIYktRgjkH6psyYB6VqSSUkoEgKEMAgXUILmVJX/8h+/gtVlG81a2N/rsnbex2DoJzEH9wasrFRYXvJo1ENOn2ly6/4exli0kShdnHQYwHUFgR/guSUo1h/kHHUmIF2MKdVfKAF5Rr2YPC3wAh9cy6CTIayPkAJrNYXRuB7c/PAhudGsry6zubFJNcvwfEsYukgRI2VBb5CjxoagHbK2NsXmRgcci8oL2nMR3bSP6O3S7YzpZwmxJylOJtfyQlPxHaKKRamcM/MLeP4BTpGBKGm72zsDJAH/4us/pTfJyBPN2tkZ3n6zQ1Fo9h4el6KqMscNIlbXZvgbv/ksNZnSVUMuXV6je7BHr6uotRStVovT55ZBTMizjGvvPeSoM4Yi4cGDLlpKZufrPDp/lnR/gHOo+J3/0VcYhIqj5JBiIslIKQA70Bz2BszM1/FCh6rN2N/d5cF2ysJqjetv3sBkBWvnmnz5l66iszHHOylvv3qTkSp49IkVXnjyES6/+DxJmjPVruELyWg4IY8zcmkwVuALyzgeYpTAeJpMJBw+6OAbyeFWl62tmOHv/zH3e2Oe/qsXmbt0GseFy0+e4f/5L1+jd3+JK6sLDG/sUxgBuUBlBcYY3IpPkWv8yCcIBKpqSUYaCSgrEVbSqERUqw7DwZgkz8i6BfE44crjC3QGKce9I6RUCEwpyKug6lia0x7jcY4VGvD4c8UE/tyXBa8GWZaTJxOstgz6MV/+6iXyjiaOC3zPp1qF0+emEVL/XMzi5/PU2qJ0+YakgcLATL1Bv8gYZlkJsAmQjiXTBT949RZvvjmkc5yXnw8wGQ/5/KdOoUzG62/ew/WAWs7BcczqUpPlpRa3H+xjhMAaizAGY0qGX6k8lCFkxKCfMegaMG5pCiINjivKDMKx9Hrd0vjUl0yEZLpRwXdDXKdsOYrCIv2Qmzf7aKkwZCVbMra4cQpWUIksSaqw1uXChVM05l0unZvm3u1jXEdgtaXerDIRBSp0GKUx/SwnrlZIcCkoNQenpmtEUU6SJXQm4PsWOyi7CLowVBoN/tO//3uMxkU5k4qgGtW5sXefQsPxMEYAjhPy7LPn+K3f+jRq2Odfff11vFbErzz2BMOjbYJIYpyYyaRHLTqDygyd4yHaGDqdIf1e2dp8+YuP8sKL59m5t0mKx/LnLrExOeTb33yXi08usz57mnG3wzBW7N3b5w9/+D5f+0vP8Wu/9AzX3n+DUxfX+cqvVtm8t8vmTof9hwP+7v/4KzQdy8b+iO9/4wNu3e8gvBBhHR5bOM3MY1OMzYBhtwOOQ+SERGFEYQtqssIoHVFpTrHoNHG6+2z0tgmaTXxdY/VyhVOXTpN0xzTuH7HYWgSdkquUH7zyEadPzfPj720xE3i0i4zUhBBKhirDb1RRyjLuFSCh2Q7JFLjjDCkos06j6fUG+FGdIPSZjDRFqognOfPtFkKUJRhWlZllqaGLKiBqh8SjlCTLqVSdj91+n4jZgZ+J3tVqIZNxCsLy2g/3eOyx81SbEaPBBEc41GtVlhfnUaZUxkmSgjgpSmRClAKL1nIi0gHPPfMIMwtNDKX8kjwhFhXW8tHNPp1ODq44cRUCYyRri1McdTqcWp+ikJAWgsIELK3V6XSGCFmahkhbWpFZU8qdGSEYT3LiseHuzQHvvrWH+FlbxhqELLMA6UnGcZ/MZEQ1DyEE8/NzvPvuDYSToXSO1Za8UOwcTDDKI47TskOQKzwRYrSlVg2I0xxrBfWGz/aDY5pTiiQFISyu61CrBfiNCmqmQd9qHiRjrk86jGSBAZSyGK1ZXgmxGHb7Q7K0OBFAdTG64JFHzjKKBUmucYSH0oZr1+6T5wqrFarQRFWfRx6d57d/+1N0dvd4+53b1KZX6A9iJDlaGyoNiR9IBv0MR1jS1PDhBw/Z2j5EKUu3m7GyvsAzz6wRiaLkYrRC4mLCf/2Pf8i1O8fUojbDXo/eYQ+jBXvdDoVxufz4Ov1Oj6lKmz/85ps88cwav/07L/Hypy4yPdvkiVOL3ProPq98/yM2j1IaMy0+9dx5/me/8xc5Nd9kOO6Qm5RWbYqqVy01/0yZTaVxylH3kNs79+gMB6zPnmfWn6d3fMzQJkT1Kl7dobHc5PkvPorvGvwgwAvLQa+33zpi/vwc1dU6dqZO5mQM05iwUSszQ20YDTOGo5ipVo1cFYShhyucUgsAjbW6LGOVwnMNEsu9W4fcub1HkpTfofnZfWjKu85qGI/HfPjefXb2B/SOk4/dfZ+ITMBSdgic0PLRjbsgwfc83nrnPUgCjNa0ZufL0VvHLaW/0OXGpxxFxpbyX/bkj+tYpmcDwrqL9ESpduNY/KBUZs0Si9WlcpBwTi7CAWlyktQw6mp0Wn5Jb93a59OffoQ339/g5DcQQmJsiTMIwDqQTmAy8OkdC44O0hNFI4PrleInfiDxfIFXyWk1PPxQ4MQuo5HmaK/sDaOKMohpgzYZx4eWvjch9Eo1oN/71utgHGamamR5RpYqkklO5ygl1ylFbhnFCdIReL6DrsCgAseqYCgsR1aRGtCiFNOcjHMee+wMQaAZxV0KZZAyxPUDapHD6ZVFvp+8UV6PLQPtKM4Q1inbpcbhmRdOM5kcc7C9zxuv3eDm3WP+7n/4Vb7+rftk6Yij4xQ/8liYb+L7DkIoikwzGFgODjQzc01cJ+Pc2Xkqfsjdu1vMzE4TeoIfvXKd21t9fulXnyTuHvPDNx9y7vwlqjWPlz57lSD8iEn3kLu3upw5O8/xSJJnQzb2B+RZxpmVBr/7T77Jh3d6vPC5qzz7OYHqJ5yfbbFYjVDKIdMax/VIVU6WJmWmFQS4bhXfCzElpRVpJePxkJlmmyiMwJRkM9f65GnMcdEhzQ2ZKrAy55FTS/zxWwds7IyYnQ5JC4PrBbhFuWmNNRhrSGLF7laP+fkZgvtDZloRyir2j3OskYAgVwVPP7PKzv0Bd+/1uXF9l7ueRJmgnKTVBkeW96W1JRCeF4Y7N/ZQhXNSEvzJ65MRBKwgCELyQjEqEiyS02cWePvNh9QCn8sXlss3R44UHq7roLVBaYMBsAJHWqS0PwfhdGEJvRrLp9psPDhCZRo/lFSqEm0MxUl2KxwHB0216ZPrshY7OO4y6isqfkCSTlBewFvv3D3h30u0tRTWlArApuT7S11ONm7vDRglCciTBAWLFA7GGlxPMDdTJ9VDLpyeI4wExjr84dc/5Hd+50v85D//dpkueAKT6RPfvAnVlkBIgc4Mx+OCar3CzFzAeJxhrGEyHiGFpNcb4ElLpztEOCUTcdgfc+9wj93RgEEIwwCULX0epICpZpuVpWnSdJ9Bb4Ixlul2k2rb5cqFVe7e3MToAlWADooy6GqBLTTGOLiey9RMyP5uwtbDPj/56V1m55ZwMLRaTdJkRKeXML80zSOXZpibrZGOCzYfHLO/N6HWqHLlsVPEowkBhkk/o8gs8Thm9/6QH71ynyRRzNQq/Pj713nnxoDTl5+i4rvkk5yluWm+/9332NyKWdna4y/89tMMe4cUKdy484Dh2OH5R8/QWF/nhafO4kqJjXN2rz+gM8x45PQplCkPhs5wn7hIyJMCraAaVfA8n2bUQroOvVGHXpGTFDk1r4rxHOKsizEuucrodibcf3jEMNc8+Wibu7c7VDOJVi7DTowoFLaXY7XGhC7KLZWs0nHO1oMOl64ssbBQ5yu/dIWDg2O+/vVr5feuLXmqmVusouKCBxsDsrw0xlWmwBUAAscVZW5vyu9IaUVRlAesUQ7wJweCT0gQgJXlOTYe7iMDgSMF07NNjn98n6Jp6fUyHNdDFDkID6XFibtvKXBhKGnHUUWiT0Q9lILxMOexK+t8cG2X4+0+7VbA/EKINaVysHDB9TXVquCxx+dIsjFpoen2R5y/MEu9FfH9nwwBSW+cIZ0AaSQCXZbHJ9n+z8xFLZb94z7dfmk0iizFI8orhIrv8EsvPc5PP7iOMYZCKaJqgJQeBwedUnQEgVGUZitYPF9QbwSMBzmBLvUHpSzVf/MioygMR90hZy40ON6fMD1TYXf7mGrVQwjDJEl5OOxz5GrGFUhdECkIa2k2qzz/0kWmpypsPnTpdXOMESzON2jPB5xaO8U/+a+/gVIGq0tBOynAqPL9aq2ZXQy59u4mKjO8/sZtgrDGsy+skaZjZmcrJGmC1h5f/erzrC06BMKiMsuDBx02Hh7x7KcuMzXl0p6uUgk8vv/995ifm+HatTt88NEObuAztxAgTcrNezkXH1ulWsloNQM2Djt89yfXmWtXsVLSXGjR9gMcEVCfabA0t8rhbp/337/Fp770aVSagBL0dodsPkyIk/ucW10lCCI81yFJaxTK4FFQFDkDleN7AZnKSCcxx5MjgqBGqzJDHhdYcvLUkImcSdznX33nbbaPC8aF5sqlz/L9V29jYoG0KZ7jlAdCoRk5Aq0MUpYqT7rQxBNNtRrSOxrwzjv3aNYlnuOQnBwlKrdMJjm1mkcUOmS5xqJBOAjhYGyJd0khcGRJCzcaPFnK4nnenz9t+M99jYcDqtUQYeVJTZxwer1Bf5CyuXFM4Ps4stQTVNpBm/Ik/lkwEKIkvWhVBgBtLQ/u7xK6DtVmyOpKi2evruD6gqIoZZpdD6KaYPVMG2sLkkRhbM6gP+Lxy2t87nNPggMGjTqpuZrtCmHVLTsKJxpuwilPVkGJqBtbBidrdHlN1qDReJ5Dre4TRiFZDoVK0UXBzsGEr3/7LZQqx0a1sj/HKRCCVrsJ0uD6Zcx2pMfiwhSDUY4GjGO4cHGWnZ2CxaUq/W6CsBKBIckyBhT0pzwGJVERAN91efaFi5x/ZBbXKSgyl8Gg5OhffX6ZC+cX2ds/ZpwU5FkpuaoVYMHq8sZ0XImhZCDmheXBRod2o8lTj63gCEuzWUPa0hPy8vl5ltptlmdajEcTup0cv+rTnvIp0pz5uRYvPH+RRhTwR99+lzff2cQGHucurvLpz5xhdrbJSy+f4Td+8yoXz9SYX4hYP13hi1+6yItPXmaSZvzqV65SDSPm52a5fOE0p6dq3L+7wbXrXULt0tsc85MfXONf/N4rnDq9zqOXzzBKEpQuGA8HYKHiVoiCEK/ikumU/nhAXuQkaUJv1GO7t0VWJFglqYRVpquz1PGZby7Qqtc4tTJbZlLVFpV6xJgCIwxGGmqVkBnfJXcEuVEIx8Ge+FdM+gWH+12mmhXu3+2zvTEpW4q2lOAvMtCFx+FBRpIoBKWpLhaElRgrEPK/287NVsDS3HS5P7SlKD7hkuMCSz4uWF5uolVpm7Sx0eP5586QjUHlFleW6L5SljxzMFpQFAZjylfQGpL4JFXV5Qd746MdRr0Ryyt1vvjVS7SbNQ6PE5K8QKjStmum7bN+dpZ+f8w4sbjCZTSKuXtnm6OdDsJIrDH4oYPRissXW1y8XMdgTjbqzz58QxB6VGs+2pSlhi2/wVIIUkAYejg4XH5kBcd1Sw8FbfArcNxRaF1+qdaWUtHlTWCZmmuWeIUDiPJ62u0ao1FePiZhabHCw52CetXH9VzAQRtJrgwmkvgLEcVJxiKE4JEryzx1dYUgUBRqTBxnTCaWU6cXeeyxdQ73j/nhj97C9U8kqwCty3TT2DLQ1ZsVtFGYwjIZKCp1n85gxAfXNtm8vc/4aEB0Qn32hEDaAl0U7O9M+OjGHsun5mg3fRrViOlGi9FBzIP7PQapxQ0cnn7mNONOzIWzCzy8v8/yYoSrc5rVgMA3rK3N8Le+9izvvP0hZ05NUYkMvusw7HU5Pjjg4e4hOztDqlHI29//gG/94U9oRVM4oeDVN9/CkiOMotc7YBB3SIqYJB1z0Nmjl07QQiJlaVk+11xkbeYs05U5sjRHuIYkK0HsalBj1B/z3GOXePbSCi9cnqM/HPEXf/UKK6enWTs7R70ScCg049DBa0UEoVcGdlfheJZhP+XwYMzVF8/TOR5x+1aXLLcngLXBFJZ7tzpsb4/JcnMiF1tGdHvSoRInNmRIyan1KV7+9GNoY3BcpzQ+/Zj1CQkC8Ohjs3x4bfNkAwvu3BowP9/AKlCqfMOl4YdAn0zJlc6rJ5igBTjhA0gBouxxqwwunFlkdiFkc6fUZktiyyMXFvnUC2d48cV1HtzZwtERWmlcxyNOEwpt+Ma/foNIRvhSMD1XQ0rLI6fbNBseFoMwIBGlYpARNJsVlpZnTkoAe3JtZU9eYvFlyau/fPE02HKCsNvLKZQlyUo5bSHKroMQsgwkBlrNyknLSCOlJM9TpFMwHusT7wLwAsNoYAgrNebn57BWkSuNNlCpRPhhaXWFgLn5Fi9+5hJzCxWKvEuWTRiOMsYDy2dfPs9gNOTDD3bodgdYCdgT70QrSvRZCNzAw/M8MKWeYqvZJgwiUmP5vW+8zSuvfkTdDalRpVn3cESO1jnjJGNve8L+/pCpdoVhd8iD+7tsPezyzW9e48F2l1q7yoXH1vjMSxc4e34GdM6PX7vD7339p3z44TajOKM/6uN4LpEwXH5hjfWlJliYxAkqh82NA7Z2emw96GBVznf+6G2U7/LFTz/NX/r8E0S+5aPbW4QVH4TB2nJjFUVBr9cjnmR4MsB3g58H7JrXZKYySyOqE4URjUqDIk34/g/e49s//pAfvnWD9+9v8ej5ZV7/yQ2ElHzppUs8++gyzcjSF4rd0MGt+ni+S7Xq0KqDGxm0EMQTixu4RIGLMZJc/8xUBLCWj947ZH9/9HP7PQMn123BWBwp0NrgOA6hV1pvWwSuJ/8/soR/c30yMAFgPBmTZlAPBJXAIcsyPvjwsBx7Nbac2+dnaoQGU0L7cFIOzM3WqISCo+Pxz2t1iyAKKzSWInY2H3LrziF+pOl1c/76X32BpfkGUUXw0fUDqvWInUGvlPBOFE6kubN7TM0NWTxdp5+UFlD1lsuDTU3kh2RmjHBFaaphBPWaR3s6QiIQolRCltYitFOm5nlKfzJixjRpTQW4rubexgCkpTClroAjATTmBBV2pKBRq2IKKEeJHJQp8APodGJcV7C87DNOY0JH4EUu84sR3aMBaZaitWF2tk6WWbQGB7j82BJzSyFKJwirS0m3AlZX51hYiHj9zTv0BqURKqakoPpeachiraRSCQgqbnkDWpdGvUYYRuzs7dBqN9Gu4eKleb704kXeu36HWhih8wLXFXSPCzY3B8zO1amFhq2tDnc3ujh+jbsbfdyowgsvnePZq6c4tzrHWqvCa6/9lPZCDb+oc+3DTayT8fyTC7RslZsPt7n67Dn+wX/yTbYf9FheaaAyy2SSce/WMSuLK8zPV6g/cYGl+TaR63D1wqOsTZ+i0JClQ4SjqUY10A4m1HhuwGgwoOp6BMIl0xmN2hQNr0p/3EdgCcMKjpGEQcRokvLwaFye7sqlUauyuTngxvaAC0uz6CKnaIVEVuF6pRRbVPd5/qUVrr32AdoVgGT/MOHG9W1W12e49dERwpxY1VF2ZeKJxnMFjm8JGyG50RhVjsRbQDoOQqoSq5lpcPvOFlIaHM8jyz6+O/CJyASw0O1NSs20wKNRdclzxbe+8eEJAFempAaLdGxJj7Rld+BnGffa6iyf+cwFzpyewfMcyrF4i7AO1Shgd29Aq10ljBz6vZT11SZnltu0w4BsIphf8cit5mfAXJJOqE5FjJME33c52BtgjKBSlzjSYbrdIKh46JMMxPNcfF8Sp3E5XizKZqKxZSsI4NRaEy+ENMtZXK7j+x6TsSrfhylTP+mUx7+xBitK3MMWTimjblz0CQXamJxed0LkO5w912Z7a8DUVEilUmF1dYpKPSCZZBR5jiMsyShFnGRN1YZDWHEoVILjwHik6PdzPv35cyDh3p1DOt1h2XvGlEpBJwSUZquB67snWZjGImi1G+Xw1iTj4KBbWmjN1Pjut9/hjff2mF+cpdCl4/NoUHB4ENOoVxh0h9y9e8DC0gx5pvFrIS/90iWefW6RqaYkGY9JJmOs6/DEs+t85nNneP6F8xiriDPFQfeYTHoUWc7e3pDvfO86juuRTxQolx/+8B5nV1e4uDjPlbVVnjl3imQyxJEuSzNtLp9aJBmPGccjDKYsW/yA+fkF6pUquc7xXBeVpaTZGFXk+NJHGgcpHCbxpBTscAQCSb1WJ3QjBuMJjis5mMArH+7y5r1jNvs5nuvjSoMrwIsEL3/hIlHNRwswwtIbZgx6mrX1eaRrS4EZY9D6Z6UnFHmZDfuBz+nTM3iuS1QJy+xTWFzHKcvD5Sk2Hx4BZXegpIP/yesTkQkgBGfOrXLzgzs8dvkU7370gLwoWyPClr4E1pQou8AiRDnZleX65+Qg33V45MI88wstfvrWBtevbSGMJc0KdFYwSRPWz7TYeNhj2Lc0qwGNeoX/7P/+I+496PPs52fxKOtdhCDLEubmPW7u5CXQJhwMpVCI77k0az5mucnuQR9jBfVKQL0W8WC3g3QsP2vLSsqUwBo42uuxEbZotNrMzbURMqVQlkILXFmaRwjHlPwFURKMLPDhe5tI4WKMxqicMDCM4mOuPnGR6x9tc3p9gY8+6PPlLz/B2mqbwJeszLYIPZd92ccoS7+bnwRG8AKBdBRpkhEEktFAc3yU8NwLTd556x5WydK3QJb4AyVUge9Lrn5qnTd+fAtjBYUuwJR+i8oWGCGo1SKkkbx/bYfD/T7N+Rm+uDJPoTOQAeNJwfbeMZUpn437Kf1eQRSNiZZDnn5hmXMXZvCcDKUEI2UQvs/cwix+YPEDSyVokac1ksmILHVYv3iGMC4YjC27RxMm3RE33t7g7sMRx33DG+/exVE57WaFr33hKS6eXkIKQZ7HjI1CKUU37pApRa3SIggqLPgLVIIKicqo+KXl9+GwC1WJIwOM1ShdUOQp71y/z49u3sficzxOSZSLETFra1PcvLaFdCMKoUhTRVixTDcjTs1P0fdygqDg2c9dZPMPPwAfitwQJ4ZOrwdOeTA4RiJP2t9SliWA0WUZ8PSziwx6I7SVCONhbOkRsbxSQRfQ7WZoI3FMUc64fMz6RGQC1sLzL1zC82FuqkGWWaQtL86RAumUKb8jxclNWQ665IX57/AAUUa8paUWz71wmlPnprn46Bx+BYxR1BsRM9MttJYUE4fAi/jhax/x+9+6QeBLRJDiCHlCAjqpxaddDIK0yHHLAIvvO0CFqUaVqWad0xfbaKuphJJq5JHFBYF/guwbi7UlNqAt7B7E7O+NyTKN70mMtaj8hK9wAkI5suRNOAKkLN2Wb93YQQpBICXPPnWOWtVhNBnwyy8/STNq4OiQJ69c5OpTqyxPh6xOV3n0zCxFOiJPJoSBV85PAI6USCzGlD1k1xUoLRl0U1579TZvvHafIi1tq6Kq5PT6Io4jMBo++4VzPHN1FelqXF8QRD5XP3W+/D6swfMCavU6Wa65fa9LaiFNMu7d3eXBxjHaSJJUc9wdM05TRkmOE0icyOXMI1NcvjJNo+Igco3OFL4X0KzX6HYHaFWadsZxTDJO2bzXY3HxHBU34OjBMdL18JXhR3/0Aa/8+DZvvbtL4AsOOyOWT6/gVCLe+PA+f/zTj7j/cI9CK6wQGCEAl27S4yDZY6LHSMchCkKMVozzjKjeoB7VTk5Zg7CGeDzGGs3ly6f47LPnePrCEhdWF8Bq3rt9xNRck5efWGK+LlidqXJmuUU7cghdh2bocur0AlZI1s7OEriiJLQ5guNOwoN7HRxXYk8ySINFumXrDwFaleK6tVrAE0+cAluyFC2QxpqL5+bJ0nKArnTDKu/Bj1ufmCBQrQYEdcvoOOX5x9ZYnG2xvFDjmSuzXH1ujTgbIaw9sdbWKG3KVt9Jm1BKFyld8qyUsmpMVU80ejRCwlSzwsLMDEkmCPHZPx7zj//ZG/ihZGHew4gU6YEtkTCEsDQbIRbLYKQIfYeZqRCjNCYTeAh0blhebmBMqVUoJUhT+glaUfrDaU56tsaS5Ja8sOUc9EmZoBRlq8eA70pC3y1dY8QJldmWLskSU043fv4SUzMRaZKjC4fLj5xF2gqNqsd4eMRk3GNzY4efvHWdzf0BO0c9fN8rZyyswGoo0lK7XxhJ5ElU4TMcGV595TZxajg+mhDVfFzX8tVfuYoQDu12lSevLrA4P8P8ShPhKJ579gp/8atPcLwzRFiPKKzgBSFnLyyjANfzcL2I737/Nt1BwXhUkGYa60Ka5viRy2c+/yR/47c+w0vPnebM8hxTtQqmEFglcQS8/fpH3L9/jLCUuFBmuf7+BkFznpWZOf7on/+Ef/Gv3qDiOVBoXn/9IZkuzWSzTHF2fZbf+LVP8Vu/8ixPPrVO0KwQm4LupE9axHTHR8QiJUPRL0bsTXY4GG1zPOkwzhJ6wz77vV0wlnEa0xv3GI16DJI+cZGzOFPn6tklbBxzdDzCdRSNWo3p+RlqIuPFR88w02zgC400BfudhDdv7ZEkWRnYfcmFc4sIWxLR0lwzGpbel+XkqUCK0qvB9b3STBbIJgVFbnnmmYtIxz3BoAyOWyJHo/GY1lQTS9lRc+THGw98IsqBn4FohbGMkpQvffU0p7anGI0mzLcC1i6ewlIwjB2MUSUwqEsyxM8SgeF4xHg8odqMSn32rGA4TtG2PFGnZtt8dOMevX7Gwsw0//pb77Cx2SfwJO2piCgM8EOLI5zy5FaSqlvliceWOXd+gUbVIwwKJnHM9Xd3KUYOIvCYlSfyigKUzjHKIKyD+FkBbg2Sst9bKIvje0jXQYicQmmyzJ4EAUHo+bQaLlt2jCMdDBrXFRTaIpFoo5ma9nn6iUW06vJP//m7fOnLj2NETJwWFHlCnhXs7o+5v3HIqbPrpNrgeM4JqEfJstSWPC1QRclLPzpOiVNFVmimG3W6RzHzqyFZqrlwfor52Ranr0RUqz5R6PKlLz3GzvaQJy6uo3o5caJpTbeoVHxWTrf5/EtncXXO++8/wOiM/mTMnVs1ZmsRN2/fI6xKtNacO7vAr335ErOtAIvCMQXWEUxNtRBIXHKGxxP29sdoJciGKQ/uHmLCCs89cYUf/Ouf8u3vfMQ41nhViWtcPvfsRVp1h0FhWJtf5olLyzyyskjgzbHXOyLNLYH0yYsJmUo5Hh/Q1ylu4KPLfjOHXinrNRVNY01Bpg2hG5VThNbiuJI4i2mGIaSayTDmzs4Ru7GPloLI5Ozs9HiwHSOrxxyOUibjDOF4ZKp0f7p3a5fDZxaw0uHJx89y8/YRVpQZmNJuebCcnPyBXylH141B6wRV5GSxwlpLpWqRwpwMk1maU5JJnNE9TlhZm+HhznE5miMFP0fM/4317+o78N/8gufAhhDi2snj60KI5Bf+7e//2wQBz5PkStJsw26nj1eXIPv4gYNxQq6/u0koIrAlzRKjKbSmOCHVAFhpyXVautQkisEgpsgFru8hXEs18llcnUOK0kbq1TfuoQsFqmB2vobnu0SBh3QNrvVYPnWKG+/t8uJTKzx+eZbL5xapV6HIMu7eHbN3PKI3SCkyi/Akvi/RhSbLSwANxAmZSFBOelusI6i1fDzPKSnBaUaSlZwGa2F2tspU20eKEngzBhoND2PKzVsYgzIOlVAxTg3vvr+JwlBkls7hiJu3jhBhFeN7ZEoipHtCs3YxIqcayTK1Ny55liNkijYp23t98tyAFdQqPrWmwHENjz26SpoM+cqvXmJxpUYlauBIxdlTbVZnIpbqdf7b3/0JM4tt2rMtZhYjvvylS8zPObz40mkSpdg56DIap1x77yHf/eGH3Ll/UPInKN9braoRNsWqnDTJUBrqtZBmI6QeOIyzCUIUdPb6vPHqQzLl8+yVc7z1x+/zz/7FuxwPCgwOqyvzJF3N7bsHPNw54MqpOf7y557g6vl1XCsIvQY1t0HN95BkNBtNKpUGLiFO7jLo9snGGTaTWAWDSY9xOkIYgS1cQjdiYWqBpelFVlbWWJ5eZGl2nlargUYwPzOLkQ5aCVINr7x1h+2xxwdbXbqDnMJ6ZAagrPV3twf83tev8eqP71GpRJxbnznhnICVLkgfIT0QEmUg12VGaITADQTPvnSGRiMgVUNmpiKMkRQKHE+R54bNzSFxOgJrUCeuxR+3/p18B6y1/94vBIT/GBj8wvPvWWuf/LfZ/D9bfuCzvzOk2Ya8n5DlcLA/ZDhIabRyth/2cJ2Q1QshjjhJo7WlUPbnafNomNE5HOE7e+xtH5HFGbawCFuabYS+y+7+CGsMD3ePGIwSQiFxHcHyXBPHUyXtUjX4u3/nl7l164CZuRbT01V2dvrcvX0bV2a89IWIyRhETWBHmjw2VEKPPLbc3OuRZ2UL8+cTjaYsEzgBNdvtKtVKiCNj8lxRFCWyGXg+584tMBkf4EWgU4sjYP1MlaP9AqM50SK09PoZiTRoo8nSCTeu32dv45j51XkCP0I6zgl5QoJ1kFIgXc3CXJ3JxBCnCUme4Tspw35Ov5+idDk5l2YFbuCQZhkvvnQFYxRPPrvKt7+zQxiEKFXQrEUcPDjknR/s8uHNHdyoztxcg1/55WdYmq1S5ENaUwHra7O8f30f6cJwlLJ3NKHaaGC3E6QvSPOiJG7hoXIFwsUa8IOAKIyIGfLiy49wNV9nfNjl+3sj+rnD8A+H3L89IDaaSiPE8SyLU23upzsMDzXTa8v80Q8+YqrS5AsvPokjJVoXOEKSZhmDSY+qUbiOQ6s2S7XaZlQMkY6PKSy5zQk9iUolvnFwLMT9CfmooNasoUVBqxJS5Bn9QZcwCklHAxwE1jUszLTod0dMTMHcdINOd0BhHaTwSuDZGlQBt+8eUdkfE6cGL6wgkAhRHhml3qSD1hlKl7MMngdBGOA4AXEW0+0l+L6lWo1AjEA4GKsZjTOOj8cM+hknTTJ+Ti74E9afyXdAlIqUfx34J/9DNv2/ubQy3Lt9B9cXPPvcKTqdMYdHE1rTC2w87JEWBe/fOCAduic0S4NS5Sy/OQHdDg8HxElBrhSjQekkVBSaTKdYo6g1K7z59n2SScZgnIARONJhMIbA85Fa8tKLV9jdlGSTGF9a5mer3Lq9w6s/vsH1mwfEcU6cJxghkJ5DHBfsbvaZaTW4dH6FLC0pz+qEsVhSOsERsmTqWUurVaNaiXAcTsxFLUI6nD+zyMJ8qR/fnnZRGqqhw7lzbVxH0mj6fPGrVwhCSZpbjo8khdJce/M+P371PtJI/sKvfJrJaHKirWDKa8ktWaKRUtBqhUy3fIT5fzP3n8GWZel5HvistbY7/nqXN31mZWZleV9d7R0cARAACdBIFClSJIfkTGhmFCONOKEfEzEz0h+NFJI4FDQjUARBkE2ABBqNBtpWd3V1d5kun95nXu+P3XaZ+bFOJhqcbhBBhibqRGRUxcl7zz157l5rf+v73vd5HVlW4GzJ9uYQnEQqycRkizTPHgSXLiy2kIHAmJJzxw9TiwLKPGfr9j4vf32V77x+B2MgHY042Fhn4+o92kkTKUPCWPLSS6dxBqIIwkhw6Mg8L714jlpNUW/FzC3MEIQNRoVlVEGvnzEaGaKgAVWJs5qZJKLcH/LGdzbIM8naao+Ll7cZFn4eXlWOMnfcuLyFTQJCaZHKUJ9pQ+zj3AKpsMZS5AW1qIExsLm7zu2Nu+TW4Jwky1LKPEMa6HcH7O110dqiVITOLBcurfAH33yDL37tNa7fXMUaR7/bJ9cVU3PTPPHYOazOsc6xc9ADK3BS0IxCarWQ44sTxIEfqfrblqSqYJTB5Wt73LrngbHCCozRYwhs6JvVVmPLAqsrnK1w1rKy2uV7r16l2xuSZSVVZRAotIGd7T5lYegPCuJY+QrjT2gM/rv2BD4GbDnnrv/Qc8eFEO8AfeD/4pz7zr/pRYqiIqkZDi1P8MwLx/m1//d30AYee2KRt96/SCAEZTXk0sV1nv3IDOCwxj4w8Qh8svC9jX3Wt7psre0y3WgxEgLhjA/UcJr+KMVWDoQgFILRSFPlEQf7Q4wT7KyPeOeNt3j80XksIXmh2VgZMj81xcrKKtNTs+RVTlRTzM1Ocutgm52dAceOLnL2/BFef+c2duQltUIA1jcIg0BgpMQUjjgKfKiEsRSF8aM4J3j00UVazZhaPWF2ps3arZSZ2ZjZmTZzs20++6kzzCzXgRJFxObWkLIq+dYrNzDW0mnXaSaOm1fXaM81x5+PJR9pr8FQgkYjYLLVRMiYauioTwVsrZSkoxIMnD51iNW1DSpTcPTYHFHoqEowZcXOxj5l6ZiYjPnCP36Tte0RSeLFS1Eo2OuO+P0/fA8p4TM/9xil0Zw+M8cTTyxz7eYGc3MTPPXoMfo7A46dmuK5F8/x1OPHCIXCSUUQhmxteYjqveFddje22N3ucuHdbW6vjshNCVHskW6lQAoHWlCWhk5dMSgKHjt7hKLqc/rUHJ96/BkOTUxiTEkvGzJZm6Hd7qCkV4TqtEIh0UbTrHVoFpM+qbg1Q6Bitos9UlLaQZN7q5t8840bbA0MCNgfaSpdIYOSMrDEwnB4qkmgLbmQRDKmMh4nttkd+Rm2Mxyb7nBrbQ+tJFZKSmux2qCrgLLwaDBvT3eePTG+hqRwgCEfOsrCoQKBlJL+QUa9fYsz546zvtmnLA3OONKsGvMJPaMjz0d/YiDpv+sm8Bf541XABnDEObcnhHga+B0hxHnnXP9f/0YhxN8E/iZ4A87JUydQcUYQxKysDGk1I+IkpDAllQbpLPfWYh7JJgnrjjBQJFFAz1UwJgnduL1LIwyRFWTliCiKELZCCJ8KbK2fJjgJWc+BjfjMS+e5duMOKz2fk2et5aGTs2TlkCuXDghCwbkzC1y4skoSC/qD0iO5XYkb6xWsBhUrSlMhpMCWfqbrG4wOsEgFU5NNarFC6xKpLGlu/XvPLadOLkCQ0uw0kHKAMXD8aAtpIz7zqZOcPznBTjnwopooZHO9pMocVVH4iYL1TcZQTpJnBVVVkWUpw0GJNb6ZWq8nLM/P8/ZbK+hK8ej5JQaDXfqDiiJ1pL0ChHenvfD8Q7Sadfb3M2zheOPNuxw6lpP2Drh4tUeooB4rH+tOSK4NRlZ845VLHD87x5FTMyg55DOfPcXqxg7nHl4gpGJjs8dP/cxTLC10CKWlfzAgHw65dXWbrY0B+zspo1FKWVYc7BlWt0oMjlZHQGbR1hLgP1ulfMhrHLdoNjX/yX/4M+AqpBgxN5EQxoY4qLPW2yIKfZCsc46JRodR0UfWE7I8IwAOzR6mKg1lmeOsob/Xw8WOyVqL4w8dZerGDnd6uxRa8p13b3Hi+DRxOCRu1EhqdWbnApIgZOQcEZaRLoikY5SW1GptZmanoUp57Owhtrd2WekWYym2RWv9YEw8ngl5zFxlEcJ5zYgSoMGUAl05wsiPlG9cSVlYOuD4yWmuX92kNBBHkp41tCeh1nCIPfe/ziYgfMzOLwJP33/OOVcAxfj/3xJC3AQeAn7wr3+/c+5XgV8FkJFwt27tUZY7DPrrGOcw1iKFoTkRke5ZjJX084z19T06MxIpBXEU4IyHcAg8UUdrTTmyDIYVSVyRVymVjhBV8GBmLxG8+OxxusMRQUOwdnVEWmmU9FyC1XtDtvZ2OXfuNBdv3uX737tCpQWT0zUy28U5zc7WwGcIBopWXdIbZOACEBZT5d59aMbvy3nIyZHlWSY7LYzxbsWicFgjkAYa9RqZrih1Rb87QAVe8491vPTcMbqb65R5RWEHtNoTrN65gikhqktwlnxkKfKU9fVtRmVGVQiykWV9YxspoNSOKIiZnWtinObOnQNwhxn2JaV2HDra4uaNdZ588Sgb25tMTnrVZZFXrN3d4fbaiCdfnOBrb9xDSEm9LtBURFLQH1WEkSCQgr1Bypd+923+T//5L+JcwdHDc7z4keM8/+IREiyPhbNMT9cJI8Uozdi6t8uFN69z6/YelfZwjKpyPmFo31KO06lkICjLCukCAqERKiSQAdo5RGj4+//x32A60egyY5A6nNb0y4z2ZIdINsjyHFOmNOotVKCQIiCoFK2gwUG3x9BmqMCzJlRY4/jCafaG+wxGJfMNxU9/6lmC8D0u3d1jVDqGmeX4zBKXrt/ku/duM8gMUatOMNT0RwXTEwnPnz/J5vYO793YYmt1mypLUaEiGnsuDM67T63EWQNOopRCa+8+ddYzA4XwsXT39QEI73GI44AqE7z/1jqf+vST3LiyhdMgQs+oXD5eQxeaKAgozI/mC/47bQLAZ4ErzrnVH9oYZoF955wRQpzA5w7c+tO82HdevcwTzy7y1tsr/kztBFEYcfL4Ehe662AgH+Wsr3U5/8SUd+XFgjCS2LGRSAVgKsswNWQ51OoBURgjlaI0fp4oheDU4QY//bPn+BdffJPXLl0ibiXoLEUXjv5AcOXGBrZyfPJvnaenh1x58y5hnHDsZJMPbviNoj/UhBE0J+ocOTHF5St3SOKIItakA7wIiLEQyEgCITl1ap7JyTooh3GeqKyt49mnThAGhht3BqRDxc5uic3ASsni7AJTnQZvv7/FwqHDjLIhcVJj1LOECQjljze9/oivf/Ut3n7vhi8lpWJ97SJl5YMpAmWpBYpYCbS1bO6OyEpDUXpb4Mc/eYYv/c4VXnj6HC5cZLLVJBumFFnFq9++TnM64MbFW2xtljQnJYEUOCkZDSwogRUOIR3OGVa3DvjB967w1EfPcLCXEcqMZmIZdjOCSFCrhwRoDrp9Lrx9j0tX9qisoR5GVMaRV4Z05LBCIaUhUAFCOEIlcdo3esPAUoskzz7xCH/pz36SR49NofKMgzxgbr4FuuBgOKTSGmECavUWe9kW2aCkETWZbs/5UluCqQwyDDGFIS8LgiQhEiGNsIaQAZEISDqOP/OpJ3ixm3NvbZOzy3PUYkWz3ubqvevsZAG9NOXs4UPcXF9j1Hd85413mW62CWTIZj+nKi1COQLl9SPOWJzMUSoAKbGVxhP6vVyb8bFSKV9RxjVFLfKfUaUrLwcuHYMDw8UP7hBFglEmcJEjiAXNZp3NbhckhLGk4kerBv80I8LfBL4PnBFCrAoh/vr4r/4C/78NwY8D749Hhr8F/G3n3J8qzHSQVhw9OsdwcL80UujSsLg4i48BsmhdMBhUlLmHXDTqAY3WH9GCS23IC4O+b+VFEqg6cVinKC3KSo4vt/jpzz/PhesbXL51gAwCGi2JUpKiMFRGo4Xh8OI8UWR57smzFJVECksYFwyHFfI+QhxJvV7n0PIiFy+u+XGgNxMgBYRjQ5CxhjCAiakEFYzVj0qQp/6M96mXzlGv1fjed6/yg9fvkI4sf+4vP8bZM0c5fugQ33r1fYKoRa0RkWcaIX0D8v4moyvH5Zs9vvTV6+SlIyscpXFkmfGacuul12+/c5OvfOUt9vb6BJHzZXdmef75ZdJBn3xUMdmucfbELMIY+vtD7t3c5+Zal0fPnuTq5R4ykQigWY/AKQ9nEdIPoJRDKEOep/zBV96lygqscExPz3Dvzj4H/YIkSUBntBuKk8dmWF6eIxR1XKGoSkuWQZpCNQYfRJEaeyW8iaxRr9OYaBKoiEatxtmjs8zYlGrQQyjFzMQ09ThAV4LZqSNEUURnokNRjkiLFKskSiQkso7VlsFwhLEarUvarQ5Tk7OEQUij2WSqNUU0tm0lcUgtgmuXL3Plxgbfff0Kb79zl6KCz3/kMaYSh1QhaVny3NkTtOtN+iZhpaepjENbsEqhCSm0333suDIVznlgixSo+1Jt/GjZN5fEeKk6VCSJk5harYa14wawlty4ukN/ZEhH0J4IaU4Irl0+4NzZBa9/+BOOA/9WuQPj5/+qc+4f/mtf+9vOufPOuSecc085537vT7MBCARBXKMe1TAeHUhVemnw1MQkSIcTEmcVWWbY3OihtaPRipicTnxmAH4z0PetxYBQEikjQhWTjwxHDye88Oxpphcm+YOv3qCoDEEgqdcTBt0Srb1c2SEIYt+06TQl2hqkVFjt6PcLMAJTQOAk6b5h76DA6IiiND7Io1VnZqqNqUA5QRAF1OohjUaMtp5r5qymyh3k8PSpI4RBzMpGn93djJ/7+Sc4+1CDh08f4+2375EXiiqHepSgC0c9qTNWTyOFAhGSWkMpxgRm6zDaoHWF1YKq8DSfza2cexsVVRUxPz1NPsh47OkjPPPcca5e22aY5ejKko8K9g/WscLyxus3qZxE65S9bcMv/dJT/I2/9RH+5t/6FGWhYSyEklIihUIFAVZbbu/s8U/+569xYuko7c4iV690adZaNBoBExMJSQyNTsAzTxzn2PIMQaAoSstw5NCVQuADVKQANSbm2MoitCYSjnoYg7H8/tdf5+//g39Mbn0V4qcBERMTEwQC8rxifeMuxloOuj3fZTcZFRX1eh1tNINhwd5eH4dkZmKGVtgmEnUW55fptCeRKkCpECkk290RN7ZTvvn+Cv/y21f4wzevsbg4wV/7hY/yiUcWObLU5uKla6R5gZQK4yxCCupxwNJUHapivFbGPSMrxj0BP0KuJyHNeoICL1wjwLn7UzB/TDbOnzOtswRB4DfP1LMKjQnIRwKDoD0jOPfYEaoM33/4t90E/v/z8LLamakZgsiPNKxzRElMPU5IagGhgmYc0O/n3L03wljBxESD6enmg3GcHY/GEf4D1taigpAgCsmzIQ0leeG5p/mN33yTfj4gH1nmFjpcu7Dr8wfG509joNdPqYymyDOiCEapwWjHYCCo1yNvVwgkWZbxxS9/HwxU4w6vcIaJdsTP/sTD/Cf/mxc5d3KORqtOo5GgdY7WOQjP/Q8ltCJFf38PXRmOHp7hsUdmOXHsEIO+4dd+/VVKA0kQIkREVRnyLCcIPSXZGIsQ3mXoTICwjkBJrAnAKsQ4bUxbLzYpS01ZVRw+1mT/YMC58/Os3umSZw7pJFpn1OIWk615Ll+8w4XLXY4enaG/X/KRj83y1//i45w80eH5F8+TZ76pK9X4Dua0N0spSVFVvHlpg9/9wreZiSI2V4dIqWnUA2+GCSPqcYfX31zngysrGFMxHDqs879AKSEIfYUWhopGLaFTj0FKAmspqozCanJb8ff+zl9nYWYSJwRhGFJojbYV2wd3GA67dNpTCGKoC3Z0l74aUtoBtXpIq1Vjqt1mYXqOdDhif++AZr3JxMQESa1Os9EmCBLyvECXjtmpOULh8XRDZ5AqYKLZplNT/MpnnuHJIw1+7nNP+fP+WIFohCTLc9r1GqG8L3DzvxgPn/EXsDGWsqxo1EI6nZg4CgiVQko51sMIEBYpJcZor3/QFVlW+aOSdSgVsLFeUpaGU2dq3F25xKc/9xCu+pBDRRBQlQXLy3Oo2AcuKuU19UJoJiba1KRlacJXAlubJc4KanVFUgvH2CsxhnkIX4tLAI2UjoO9Lm+/eZ2Pv/Q0739whdt3PObaScfFd9cxZpwJYAEpURGkaUqepf7rrM8q2LgHZSk5deo4QjvqUZ2PPnmOtFdhrMYYgVIwOx3z7/25h/n3/9JZVne3uHZjh/lOg1iVlNUIa0uMqSgKTWUdv/kvvseov8dkU3LqWIsiGwFN/uUX36WbDfnKl9/niccfZTAaUbmKoswJQ4FQ3uPf282phW3+0l/4DC999HGkEkzP1rBWoK3w6KmxKUqFMUIqzjy0QKFjXv7DH7C1NiTvO86eOYKoHK4ylHnJ0sIihoCZGfgr//5HaM9Y7u2tMz/fQkUKhEAqhzEGKQQPnTrM7JEWh49M8NAjh+ksNvjKq1f4B//wG9QSS62RkCQRYRAhnaSqKh46NsHxpWn6ozFTIZBEkW+wWmMIoxDBmExEwc98/ln+6//i7/DZl87yF3/xE/z9/90v84mHl0lkQj1uY4wh0ylRHIOQHg02qkiHXVpJzHJ7gVEv5db2XS7fu8ydvTv0zT6y7ohaESSKe7srbO6tkacjpBPU4ogyK1hf2eTS9Xt0i5KsKrC2Ym0z5Q9euYBFYooRzSgmKiTT9YgoCNFao8sUjeL2Zh8XRCjhG8VB6Md/bszKRDjyqqQ/GCKEodOJaTZDhPLlvJBqfAQ03sOirf/jAHxzUUiLsYoihWbD8NyTJ1g6PqDe/PGbwIfDO4Cg3WwyKHsIJ3DOoUJJZ6KOFobJqTqNytCZCeCgoj9w7GzB6TMJSeCFOVa4PxJEOFBKUDnoDQa898Ft5qcnaXfa/Oqvv0o3TX38c+h7D5UuUJHvsk+0YqqgYNS3DHqO7ayLVAJTwVe/to5pCubnFY1GzKOnJ6gH/vgwyj0eOgohVBXp6IBG4zBa1hllBRJFWVmErAiMRpqKfGipHPyTL73D35l9jCOLM8wcanBo9gi9vuTl716gFgi2dyqCmqa31ieQBXv7B2SZJW5Lzp87zOc++wSfefEMxXDE/+3tiywfmub48SZf3+hiSgvKB54LJFGkMNrSrEtu9RyvvrFBWFP0Ni0nj00iQ0N7apJBus+RI9PMTMZMNTv0R11qjRYOQRLVyNKUQEZUznDsaIef+PwZjs7ErGZtbl7a5xN/5jnsaMR/9998BRFLBqljZXWXpaU2SVTHOEea5ly/c5crt9YZZgKlJFIaEJJAJYDBGo3BEijLT/7MJ/jJZ45xqBnwN//8JyhVRqRjNtZXmJ7oUGQVldHcvHWTx594lqXJOe6trhMkAaOqIommMEPNZDRJbzdluzdibmGOtb275AaatTqBixhlOfv9Aw4O9phtz2K1oag0V26tsjlMkdbfoYUUWKv41tt3mJhPeGZ5kc2dPv/iG1cpVISMYqIoxNgAZw1lVYz5AICwfOLTh/ne91fJNQgM4HsrqTGYFOoxBJGi2WoinGcLOqf8Mc8af6OTgjAKvGVYeRS/EpbORIApJXNzgmMHTaZne+zeKn7k+vtQVALOOZ548mGKKsNoP2Ovcker1URJyeLcBKfOzrPX6+MsHOw7Vu95e68C3zd0933WjC2zCmUNb755kc3NAz7x0af5n/+XVxgOhzjnE29b9ToqDj2I2TkU8BM/dWo8nlHs7PTY3d4bwxwMt253MVnI3EyHZ54+hAtLduyASCkSJWglFfWaY1Bp1rYGpJlDyJjSOO7e7Y6ZgAHGFH4OPPY+pNpydX/Iw8/OMz8/gTYxv/mFrxEq/285fWqK3eEOxjpq9Rorazu4ADrNhP/t3/oUP/HJh5BCs7Pf5dr1LUIVUVUZStkHLjRtHUZCmEhm5yNqUYmpSkQQolRA1BRcungXF4SYqiBqhaxtr/CZnz7JsZOLTE9N8ZOf+xjTk9NEYUiRZfzkTz3Gz/3co/zkzx7lsy88wZW7qwTC0e0VxKFlf2eXwZ4hCg27uyOuX91Duogizxn2e2xt77DXy3FCEQgfnu1chZKGeiBIEklUk0w1Le2OJFGWf/TPv0iqK1TQ5+rtN8h0igw1u/0RZVVRlYaTJ4/TH+7Tywrm5mZwlWYibtGJpr3/AcXx5WM8cuY8MxOzHF98GFtE1KMJFmYOcXj+CDOtGdJhwdbWFt3uAVIJzjx8giNLbZwtAIMtK4yxVCLkvcu3aHeaLMy1EcISJSFlWYw5k34UaMbgWTCEITz6+BGeeGKR+fkEIQwITaMhWZpvI4QjL0u0cQgZ0ey0aLbrODRCOlQ4ht06h3SeMRiFCQJD0hTUY7hzo2JtPeOR84eJgvLHrr8PRSUAgsceP0JpRh6sISTPnjmBCDT7u31mp+rYUrG5leOQCBRCBASqhkQ/qADuH7UQECjNyTNT5GXGs0+e59uvXObu1jbWOo8DEwrhlF9o7n6TDUIxwDmBEJabN7ZxdQ99VkpQaIsuLDOTAfeiET/7s5/m3l6P19+6h1AeAiKkDyMobER3ZLDSEtVDRqnB2ZA4qpMWQy9pLh1hrHjk/CQvfOQI3eEeNg/IQ83bb60RxhYrFI8/dhJjvMS4qAo2N3pMtCXPPHmEuflpdFEiqorf+uJXkaEgCCTWSIzx1Y42ligIeO6FY8zO19BZyaCX0+2OEGgEPitRRo6oCBBOUgsaEAsef3iSqfY8M1M1mq0G6+ur7G3v0jvIWFqqiGsRP/OZT/H/+L/+zxx5co5Ou8HG+ghpYLBbcuqhaZIWrKz22N/JWLvdZXa+QVYVlFnJaL8gHVpkGBDHMYEUGKnJq5xa5Dh2uMVkc5FTxxf5W3/pz9HvfxZZ9tk/SJFVws52n+mjkyRhhNWWKI7IigG94ZBDS8uAoNlqo60lG/YJayEoiassad5nUAyZmVoknj/EcDRgvbdOI24xUe/QCBMGoyFGG8Ik5OyZ4ywsLfCtN94jRyJKwxsf3KHZSHjo9CFGecHERIuPPbXMNz/YQYQ1jC2Q+MSqKPJOxaIoPZatMc2xoz2EChnsDj3I1RiG/dEDgG46KklqCqQgSiKaFkbDjFKP73gIH2Si/Qi8XlckbcWp41P0uilf+coNxGcV7ZkPuZUYBJ0pr2pyQBwIzhye5OadFYqhYPlok+4goz+whIEHbwRqrNYzekxc9FZJ6cBpwexMgyxPSeKAKje8/u4d0rwkEhIMhIH3X0f4/DaJQAvHqF+hK28Hvnpjk9MPT3sKMMIfH9C89ur7zM526DQFU7pNbBQ//bOPc+LoMjMdyQdv36I/Kuj1Mob9ikbSIIkif6wwjCsRg9aOTjvg5//8U6Ach5YOce9ml1de+Q5RYhFWUJaO02dm0bpEOMPO7pD1uylnz83xd//ez1KUfSqTs3JzlUOHz1O+/hqra5usrGiSWoAuBSYtePyRwzz9+BIra9scP9Zkt7vH5m7KU0+cZDTKuNrdwlj4r//7L/PMcxN89OPn6Q1zGq0mUXRAvtlHbhlGuaE/rMjSjI+/8ASDtT1+8Pa3We/vcTqY58xDS4y6H9DfG3DrxjbTcwEnHlpmZ/cCa2v7fOe1q/zs5x5h69o23/7mHS5cGUAQI6Tn8NcbkpeefpRWHaYWY05OTfLwqfPs7G1isg2OTi1RpHUWF5Y5snSWe5t3SBoNXF4g44hsmBIldRpOsXOww+zEAo2kwXDUQwYBo7yi02ijq9SzAmsRtTgmLhPas9NoXdLb26E7GhEoRYDvLwnrsOmIutN8/ukzZJWhyguGuwc8+/gZvvf+JeypGQSW5x87hYhivvL96zhVY6rVoDvKcMaCtWM4raDMCjr1Fq7cBW1xSNLUJ10rIZEyREiFLitkECKUIohCGi0w3REY6RvD0t/YLAKtBVZbPvLiI3zz62/SPQj5nS/eoDv68avvQ3EcCAOJrTKuX18lDH03tShCfvd3vs3MbJter8veft8LVKz3423v5bz/3hbGRRjHgyw2gSQQgrgpQQYcP7bMe5du0B0M0TmkhSVJQiY6TYR0lNYS10KM82bLMIqwRlLklsGoYnBQPPAoSCRHDk9hgjpPP/4Yq3c3mJ4Q/Ed/+9N88qMnObEsaIQ5w6zH1u6I737vBjdv3EaXI6qyRI9lxUL5GPIggKheMkwPCJOSTqNDoSVvvr0+1uw7dAHz8zU211fRTvKdb+1w8qEZ/qv/+99DmCFSClbX9vmdP7jA6dNHCWRAWpT0Rz7Pr5lEOCNQTrC12qV/0GN5OcYahTYKKSt2d3vgJMfPz/LpX3yKG+sDbqzsQOzz8O7c2qGqFJV2uFyzWJN86tzDfPOrf8h/8f/8PUamBjKk1UqYai2SJBJdaLa2RigJi/Ntnn3mJGlasbWec+GtdX791z/g1R9s0U0zrDYo6ZVyRZ5x9vAkf/FTT/PU4gxHJxY50mlzdKrDbn+PohhgbY4pM2phhC4191ZXKCpNXhzQ7EQMBj3iqMHC7FG0K+mPvFVaBTGhisAKJiemmZtepBG0OdjvIqWgoRR6MGTQ7ZFmGYNRSlGVEFoKmZO5nExWD+LDUJKnHz7M/ijj0tVVhkVALWpQjyU/8ewZZmohMgjZ2Nknr0ryqvQy60ihQsEoK+l0Oh4CKgKPmqssRmvyqqK0Fu18QndZVT5+T3j1ZFKLxr4Cr6NwzlE6Q1EI0lTTajeYnKwRRgHpsMHe1r+blfh/9Ue9nuBkyfsX7hIEYDLBK29foAwdrZZgtFlx6dI2phI+Nkx4cu7KvZSdbe2tugKMhkAqlg5H2KQiRHL58j2GZQlW+Fhy43js3DIH3YI8zcmtREoFymIKQ1xPiIDcOGQAt+7sed2AkiwvTHH7zg6hqLPfz5ieqIHJWViqyPub6MLx5turfON7t6isJFABj55Z5tghy/5uhtFe1mpMhsMw0Q7ZdY44jAltQlE5rl5dRwofsqqNP17IMGSYOj547xqha/DX/sqnCaw3pvS6B7z6/ZusbBjCUBPGgjKHIAiZn51lotZkZ/sqb711h7WNOp//7DJTrYit9YxHzx1mejHh0JEFDs23CWuat9+8SV5VhGHCXHOGb33zNT72sZco+il3791l0C+4euEuBwNBEBmyRPKPfuNVFiYi2jMJv/lr32FqPsIWEm1D3+CtJ5w6PMvF6RZrd7b5jQ826Y8sQS3yPMUxRksi0LniN77wGv/o11+mPqFoRzE/95FH+OTHH2Wg+7gZhwr9Vzskk81FJiea9IZ9RoMeK6vrLM4vU+Z9kok2+6OUWr1J6BRhLaJuHVVZko0GqCBiemIGbXyU29bGKv3+cDySE2ihfTrU3iYb/XXqQcJUbYFER1TGoIRkcX6Kr33pVc49tMyXvvY2Tz16hKfPLPPOO9fp9nPSxIeTAl4SbCqqqiLIQy68d5ennj5CllUPtP1CCIRy43QtC0JSlJaiqGi2BUkzYnqyzvBAcf7hw1x4Z4VRliOwHolWWXQhWV1b5ezpI2h3l/fudUkH1Y9dfx+KSiCpRURJxO1bBwRC8tSpRTb2D6glEcYOPbl1YwSEPAghFbC1O2Btbc8r8/DhHLW6QDUMGEMtrpHljizVODxi6eypQzRbE9SlY6LRBKfRCCIJs/N1vv3NOywtTrO83GBhsUlnqoY1HgIaNXyjb3q2xVe/+gG1CUlvf5e71y/w/qV3ePn7b/Pdd25jA0EQBlgU9Zri8cePsbA4RaULqipFSI2uLGHk0E5T5prORJveYMTN2+tIKalKf8KJA0EYOPIi4d23urzw/DKHplokSUClS95/9zZf/colet2Kvf0+/SylGke1b2zu8MG161hpsQgeOr3Ik08eZntryG5XM394mmefOcqZUxHIA3b3N+j1S1QQMjMxwXdffodaY5b93g6Xrl3h/KOnuHprgxsHJX1n2B1oKA3DtCJshZw5usw//+33mJ5vkOcZUSyIVECRFQQ4jh+aZ9Az5FoSBIpAKeI4oN6ISeKQuBahahHdMqUvLFupYV8H/KM/eJ//6r//Xba3M/ZHPWTo8yhLU3LkyBHqSZPpziRRrQ0qZjAcIUO4sXadLM/J0ox6vU4tSmi3OzRbLYQKGKYDNnfusjfYoPJh7RBFiChERIHXieiKeq1FfWKBUTfi937/Lf7hb36DK3cP/N/bnL2NEXMzhxjlGV/+5jt8/8Jdnnj6LH/p559hPs4fIMOrSqNkSBhGGCu5dWMHqUovcBEK5yRB6EebXiPojXJSSnRVMuoPmJ9P+NhHz7Gw2Oba9Tv8vf/D53jk4cP+Z1gHyje6v/YHNzl+4gj1RFGW7k9AinxINoFA+XNX2odASR4+tYwJQtqNmNX1O+x3exjj1VWAl806ga4EpRYQ+M9RWUmjLtHCMNFO2N7tc9DL0aWHlQosUxMh3/ne+5w9cpLnHj5BLaojrGB6okGRGza3S9ZXugxHGaM8xVKgAsHkZI3dbp+qtJw8fZRf+UuPs7+/wweX3iYvUpyLuLtakRcBUVAjiiKSOKDejFg6PE+z2RqLoDTWVb6T7SqEdFhrCKKIwShnlBo/SnS+UemAne2M3/7nF6g1IpYXOixOHmLQzblzc40vfvE9KisoR469nRIVSIQTVJWXURsjEVJQFo7ZmUUmp2ZY38l5/pNHOHZCsLtzh+2dNfr9fVwlqdciPv/Jx1i9vsLlmyvMH24wNd9AJi3efvsidzZzVJSgZEBhIA5DdAFTk9NkmWXiSMJLHz1OVlRMdOr0e0OqvODmhTUuvnsXoz1I1fPzfIS6P88aAunoNGq0WpMkYY1WXEdUmriRcLOb8xu//zJ3N1bo9oc4q6klNfZ2t2h0WjQbTZK4xdL8IUZ5SkpJFcJkZxKMpdvfY29/h63tdYqqpD0xydT0LCqsk5eaoiyJ4oRGs0G706HVbNNstKgHCZ1am/OTJ7jxwRrXN4ZsDRVfeeMiFoGKFKdPzfO1H7zLqILJ+SW++vp1rtw5IHSCFx8/O9b/+8VcVdojxEqD0TG1etMDZlWIRRKEEQjxgDLEWAWZRBFxqCiGI5JQEQcJcS3h3Q8u80u//CgL8zWUsOjKqz5v3xpw6dI6U51pjIEg+LBnEQrH3XvrJFGEE46vf+ciMpA8fGaZojDcvLVDq9X0kVtjqqDHcftmosVn6C0eqpN0BAEhRoekpSf7+KaBHyGOhgVCWP7grQt8871rRIHh00+fQgXQbEo6ExFJ4qcPQvhR4/R0A2tLlIw4e+owX/6tdwjRpMOUxaWjWNHm1q2S1bUc4ySmspw4scDRY1M+Zj1SGGeotId1BEpinKCyDhUKwmj8z7IBunBY7alCzhvL+O/+wVewTnPm1GnOnThBo15ja2OLL3/xClsHJdoo8rzg3bdv4LRiemKCZ549SxLFRCpEWOsbqSbnm9++SlpIjh5qEgpJZRRRPAm2xdGFI/z0p5+lYS33Vjc48+gyjzw1z2B0QFFo/uDrNyhtSaAk9WaDmnIkcYxzPjbuvfdu8H/+Tz9LJ9EUacrRw4fY2ii4cXGbN7+/SlH4KDMlFUoxlk/7FCWBxVLiREm9HjA5Vac56ZB1z2Vtt9r8xOd+GmyENo5SG6IgpqpyLJpcD1icmWUybnB3fYO13QMG+QDhBNL5zxspGaQp/X6f/sE+2WBII67TqU0SuIBQKBpRBNqP/xSQhDFCS26+f4vb211GeGPX5l7G3c0usYz47AvnybOKUSH4wfV1Brnkf/xnL/MvvvouL792CYcaOwEDgsDfsULlEBWs3SmpCnzKkbVoXaHuaxCMwejKcwVwCCe5e63HvdsH+G54hdaOvYM+D5+bodUU1BNHIBzWKb7wm6+TJDWM8aK5H/f4UPQEEI5Xv3Mdh0QLye2tLjOLTZK6ZXKiQ3+4gopCtKmIg8Crp4TzF49zSCHpTCWgDHmlSVxAmnoZrbXVA/swwLWbuwz7jmZdYUVIng+4ev0uma6oCo2VjkiFPPPMCTb29tndHVBWJSpQ1IKAz33mRfY3ulTGMT27SFHkXLx4h9ffPkAlMYFT1GuS2emQUWpJ4oAwCL1dlDEk1XoOnNHOC6U6Exhj2FzvoguLcJLK2vEdEnqDnKwn6NRjTh9bZm1zmy/81nd468IdCidwxqKt5p0PbhPUJNpm9A52UZHPuYvykMl2hzzNuNHbZ3Gpgau8wWpyco4rFze58N4t4hcl+VBz6eIaDz15jFNnF4iU4tbNHV77/h10CKJKqHcCnj13jpe/9gqmrJBS4XDMzs3we1/4HqO04MThZVrNiLU7BYPtmzhrSHOJEx71JYVEBYIwUDirCcaf+ydefIzPv/A4zXrMtZXrWJewudnj3tYKr73xGiutNr/w05NEKGw5ZHFhmZWV2wzSXQ5PH2U/3aczMUFsG+yv7dOXGVbmZHnGofnjHJudRyIYHOxzMNwjrwpPVhL+qFlpPdYblJRlQToaUuQVb1+/TjcvEToh0wbjYr782gVmJ59hsd1kMqixlVswkt3+iCgMGToQSiGkrwR8A88rIednJ9jt7fE7v/U6Gsuo8ilWpjIPxuQ498BVaJ1EO4vD8dr3r9Bo1DFaMDHVIC9zjhxd4ObtLkWZ0ZyW7OyU9EeOO3eGgCD48YLBD8kmAKyuZjgbIMMAFWuWFqYYpnsUpU+46Q/KB3WLlF5dpqRCWMfCdAsVOw6GQyZaNaoqpD+06Ep7KbED5SRCGIrKx4oX0qCIMFHC6mCA05rACtrtBr/8K0+xOD/DP/7CH1JVXpARqZizDx3h1s0b/OKvPI0KLWWpuXlrl1e/ew8ZKKQWIDRnHjrK8ePzvPf+DRqtkMr2efL5eUbpAcYMCBJJWVmMA11ZGo0OQSjZ39r3NKKx41PcT/0wcOz4DJffu8lwMOCd967yymt3sIHE5BZTOqSSqDjCWUuWFqyUWwSxIwwCnvnoMi899zgXPrjNxfc22NqMaTUjHnn0KILAn02DkO2NA7a2R5x97hQLh2tYO+TetS7vvnObFIEr6swdafF3/vIv8PIXv4lwMQoQlWG0M+R//NWvkRmYmm4hghpOa2YXEw52cpIwoNB++qKE8vCS8ZwbJ1AIZAmPLi/x9PF52o0aJxeaBI0aVZbSLR5ir69xaUJaFoRBjEFSFoZWo0Guu+wdrPGtS9/nsYdf4PjUce5uJ2zv7jAzO006GjDo91GEtBoNgjBChgmudGR5igq841JKhUUgwpAoUIixD/+ll57GRRf5waVttIYKw0ZP0ytL5DBjWFRY1SCuQVFpZBDgjEUFoAReWq3UOLXJsb61g4oCipHChYbqjyUEOcL7STFjSXEQxQRKYUTGYFCQZiVa+szKRr3G9vqIQldkWcHP/MwL/PZvvUkSx3z71WtgveUefnQU2YfiOFCWFWiBCP3FoKTk5EMTtNotLlzcpdNpoEKQgQXpiOKAyYk69UbEoUMt6i3LIB0x0apRZo7h0CFQGCexjFFfwjCWWCMCCaXy2DHj2X+mEjx2/gR/8S88TSgqvvGtt9jZyUEGRLU67Xqdz33qBTZWNpD49JmD3pA33rjjTxvO45yWl6d44ollnCuZnWswu1BDyJzlhTbrd1MuvN2jTJ3nCwpHlYGMAG053JpEjMVOSoHCJ95oA3/rb/w8cRxxZ2OV3/in30HEgiBKqNcjcGLcPDJAhWWMq0bRmkw4+/AMJ060qLcirBSouE6cNNCV42B/wGiQU5MJac8iRcShQ01IDRd/sMKXvvwmg8pRFZajZ+b5u3/j57l78TI/ePsmDkNaZiRJQG9UkRUhIol5/qWTTE7ENBoBL71wCqUspRFIFfpmYCiJpBclFbpCO4XWCqtC/uXXvsHlO7cYZTl5f8jm3Q1u37nA7s4tTHeHo1OKs6eOYV1O0vRxYJGoU1cttgcHDE3BxTtXuLV+h+WpeU6dOMFMZ5rzJ88RqJAyz+jud6nX6izNLXJ4cYmZqSlqcUwURcRxSJxExHFMZUv62QAnHY1A8vyjJ/jYE0dZnIyohdCoSXJdMuqnGOnt5oEUJFGAdqCrnKfOLnF4IvHIMGOQMiCMYlRcBxF6kI1TfjMd51NMdmqcPD5Fp10nqTVIYo9VK8vSR5M5n75tCofR/kbXGxQUBdTrdb79yjskLTh1ahJjFBDwJ8QOfDgqgXRUENQU42RuZmYTXJATqjpREHsXYZCA8OVxoxZzdGmaduIR5Hc3BrTbLWxh2NrIMGXBRCuhoRyDSjywGSMcSirC0Ke1IgRxAC6M+NgLSzzz9BE21g64s7bFexfXaE+2+IWfeZZ/8cXvcXhxgd/89a/y+JMTaC3ojTKuXN1kfT0HNQaJAkcOTXLy+Bzr21sEYYs4MRRFjrI+4/6Vb61y+vR5itLnymUZCGN585uXsMUUTgoCZ6gsTHSaPPXccb769fdZWdllZhGuXNpiv5uigSjQKBlgTIkMHYEMUaFFBOPEmlBy7Ngcp08v8N57t7l85RZhYDm83GGqk5CPMra2hpSV5WA0IDuw9DKHevk6Vy9tYmKJCh1VJUlqdf7qX/scYZHx+pvX/O0NL/EOlCAdONptxelHDvPU44dJtwpuX95naaqFNhKBIwg9+y5QMUGksE5inPMiGAm1KOH4ySNUrqCyFa1mBzNIudUbkLkeH33kM+hRyebWKjJ0lKMdDncOU+YFM1NzEEmeCRLq7TaqiLGlpsxTXBSDigmkv8akEhx0D2g2m1jtz/5BoHCVT49WUlJZw0SzQxXX0JUm741ohhGPnjxEUmvwzpVbnDg5R92FXLi64Vs61icCO61BC4zVLE7EHKyUCCnRWntilvPVqBf6+PdTVyGV0YSB5PEzMxw/Uudr315DGx+4o433UahAEQYKZcFowe7OiIWZCdKRRgiJNgX9AThR8Wf//DmCAF5/c43EhPy4SuDfuAkIIQ7jcePz+DX6q865/1YIMQX8c+AYcAf4ZefcwZhA/N8CPw2kwF91zr39J/2MPNfULX7Gh+DMuUXKMuPi+1ucOHkYXWWEYYDEEUtHIiAJNUJodvslURhBqTnYLylLj3PePRgRJsKzCJxPNpb3pwiBAqUIpeXYcpMnHzlJs6a4cfMu3b7m6o1NTh6d54nHT1P0HKFRfP+NC0xN1EnzCXqjIZvbKW++sYZ2Pi9OEDE10WBuusGdG2sc9Lt0phKqQiGCiEGes7HZQ1NhbMWg7yhSbzi6e3uXvX3N3Zt3KYVFGIFE8Bf/vWe5u77J8eNTvPyt79KI4ZWX3ydUY529FTTrbfZlThAIkCVRFNKZiel2Rywutnn8sSUmOk0+GO5xe+WAJHYUecWwn1MoSTHUCCcY5Jobm9uEoWJr3+GUpSEVTgeoOOTnf+4ZlB4ShLCxseWtyU4jlKSyHkiaD0senpxkubPIRrlHmq8gRimB8qAMJUOSIKCRKGp1hTaOQhvarYBOvYmQIZ94/kk6TSjLAmkUS3PzLB/9s7x74W1MJanXW4y621SiwAhJXmUIBCsb65TCcP7Y49xZucbRhaNUlUHFAd3+gISAIIp9bHeUUFUl3V4XU5VkeY4VkjCKPOHPaJI4QiqJ0xUikHSt5Qfv3eX6nS0qpaipiNhG1KOY96+tkjo15okaP+MXkBaOG3d36ZUee2etJQxDnHNeODaOmlPSu1gTFSKUQZmMUErm5wTVRu5j0esJRWkojJe5W22pRSEfvLPOdLvDwcGQIHCEIRSloNEKyEaGn/jcI9y83aN78OMlg3+aSkAD/0fn3NtCiBbwlhDia8BfBb7hnPsvhRD/GfCfAf8p8FN4rNhp4Hng/zX+7499WOtwxlNU4gTqHUMtDriymfPMR2a5fe82UcQ4pjuiWRdsbO1iRAAuJ1EheWYpC2gkCUknJgwCVM2x2x1Q5CXWU7BwGozVJKHjzKlJzh6vE8chwzwjzUp2dlMOHZrhiUdP8sarl9jpGTb3BsQ1QWMiIs1z1tYLbtw+oNurPABSOCyGVrOBdYLf//IlpNM88/xhZhYC+uWQyx+sUZSaqakG772/yvr+iOHQMtdo8/tfepOfePJpLg1vIzQYC4+dXebxp6a4tbrCL/ziS/wP/80XmZ1R1FVMXmlkIHBO0++mqNA3jJSSNFsx7VaLPC85cXyah07MEhBghaCyltBB92DI7Vs7TLcnPUylcgyzipIx105JcJJhz1DvhLz40XOcP3sIhcSRM0orNCAjicUSqhApDFmq+fJX3uX8mWVOnVkie6bkn/7DVwgEaEKSMGCqU+ehEws8+vASN27fozvKeOLcMU4cOsyoX/D46ZNMtxSRgFFviLYlQaF5+PgjqFDQ66+h84qN7W02Bru0H50iEQGBCtFC0GpOcPbEYxTDIcPBkFq9zkRjgjCOscZirKWWJATKo9T7ZUoQKNLCqzmTOMYJgbHeqisDD/UY5BkX7qxxd9eQG7DOcOneLu2ffpKJiSYbOxVZWXrfvwhwwhJGMVfu7SOknw4oFXijm3Xj7EnfE3F2PAuuLLl2vH9zSGYqokAw0Y6YnAg4c3qZixe3uX5rj6L03IbYBjgp+eDdFarKEoQOlcRoXWIryXBYktg6/f6IZjtgtP6jOYP/xk3AObeBpwjjnBsIIS4Dh4CfBz45/rL/BfjWeBP4eeAfO9/1eU0IMSGEWBy/zp/wc/zZfGGxg6FkZysjaSXUmj5BJwo0c9MJSRRQYWg0E4ajglockw4sVgjOPzrPsWOTLCxOU6tF1Nsh/8uv/YCbNzbvTxZxCFr1iPOnOszOheSFRcWFj+lSAVOTNc6cO8lXv/oWvX7FRz72EH/4+11iKSnziqrUDEaGq1e2fX8B4fMLnaDbzXnt9VvcuLnjoZBWce7heS5d2qHdTnjymVMQrHD12iqF1L4x6CzFEH7zt9/EBBJroR7X+Nt/9zmGgy6j/YKzZ48SJ4KyAmc1pQCcQBjLqEjHxiVJrRYyO9NmY/uAw0em+dQnHqVT6/jmJgVx6HsHx04e4ic/8yQvf+ldLry/wu4wQzs1nqD4nVJbh1Bw/OghPvniSWqho6xy9CjzPRXn0KUkqSum29OM9tcROAZpxb/63Tf4u//7n2JxcQ5drxEMcsBxdGman/+J5zh7rEWzWbI8H7C1O+L88WOcO3yMqjTU65JYRdgyJ4pD8ipna3ebw7MnEIVlfzhibmGJ3f6A7tYqa3NbnJhfwpWCqYlJDvZ2mZqYwyaCqGnIs5IoiGjUfYdOKJ8xMOh6sQ8IjLVEofKBt1oTBAF5nuKAqFZDODhxaJlzx9fY6K+SZw4tJJaAld0+S/Ntru7s+dRg68YKSEEkHU5GWGOQSvoIOOfGmgCflOmVgWKMqZdEODa3R+zvDTl6uIMKJa06ZMM+w96AKi+oKs8QCGRAp11ja6ePUor5xRpVIcAWOK34xtcvsDR5BIFjfiFm60r+b7cJ/PBDCHEMeBJ4HZj/oYW9iT8uMN4gVn7o21bHz/2Jm4BFEgvHwkKDONBs9vssLC6hTenDGGVJsx4zykpm2w1GaY6wEqxESM2nPnOM8+fnwWqkClEioN2aJokjjLfUezhFKHjooUniuCTLLFG7QVKrMRjuU08Czp06wa17e3R7OU89c4y3Xr9BsyEJREBZFaytdummBaPM+iUjfXgp1rG13afShcdECtjYyrh3+zZ7ByM+//mTGNtDxTlJG0w6hiCFCpM5dnIfXFFrKD75zHGM3uH111e5cmmFaxdvktR8YGVpDFJC4SyB82M2p8FnMUCWplhrefz8EU4sz5FllmI0QlLSrEmkSjh+7BCduI4uSlIdML24QC2Jx8yDnMoUdPsjnKn46IunqAUBoQqpdMWdm/vEcYgpKlQAYEikb9w6A2lmuHX3gNs3tjjy0CH+zM8/za/9w6+BKViY7vCZ586S9dbISs1Tp89SHlMEUqCEQDvD4GCbZG4epQKKvCQdjdjd63PycEKgDdYGZOWIWhjzkx/7NMPhkLRIicM6VV5RSUFRL1FSMTe7RPdgn0GvR76xyfTcHFEQUemMIKmRj4YIoYgiicVLzr1923fnRRDTqrcYjfrYKuf8ySXeuLLOzrBEj2XD71xe5fNPnWAi3mVQaHCCqtLEtYQoirHG4LCYyl+XzvnrJZA+ddh5oKYXBwmJVT6LwqiIrV2HUppGo85gUGKFR42XxovJCl0xHGXIMa9QuPEg3EqkCFhfGXHrxgUaTUW71uaPB4X9W2wCQogm8NvAf+yc6/ujv38455wQf1LGyY98vT+WOyBwtBshUWTodVNy7ThxahmjM6wpWFntsrOXc/z4BHnlwzRHvZKDfcOpk/McWuigx37yIFA06iFrq/uUeUbogbo0GzHzkzVazQBrHbNzk8zNTpBlI0IFM8szzC22+Sf/7BWmZ5o89tgy3/jmNRqxYHKmTlFkbO/32O/qP8KZCc+/M/gY8SDwi8Vow87+AF0K4lBRTxRHDk9y5cYuRluclSgsp48f5vXvX/N6B7yOfrYjuXV1j5dfvsXcoSmuXFt/gKrSxnmlGs6Ta6XPcRQCirJifaPHiVMLPPXUEvvdTayVPt/AGcIIjhyb5thih5e/cZHUxfzCrzzLsROz1OsBAke/N+CgN2Tl7i43Lu4TRAWNpEkYRVRFxhvfvYrF8+6EMNRUwq2b91AROCVwOMpK8+rL1/krDx1ifqGBcJpGKwaVk/Z7NJMWiWoxkXRQDUmY1HwJ7hyuNP7OKQKEUCgpeeTkOWIVkOc5M61pnKuY6kwSCKgnEdo50BUT9SbW+jI/LzSxg2ajDUJxcNClNxjQEZI4jMaKzoTRcOAdnTiUUoShospzuvspO/tbWOFwwrE4P8XiwgynDk+x0d+gry3aGTb3K26s7/Pik8dY/+b7OJV4AZu2gEEpXyUK5deLFAJrfRVwP5MxCHzTUN7P1JOCKAoRyh9FVu4VmKqPDA2tZkCpHZX2VcVolPloskBxsJdSSxIfZSY0QRgSCYk2hvXNH70BwJ9yExBChOMN4Decc/9y/PTW/TJfCLEIbI+fXwMO/9C3L4+f+2OPH84dUJFwQliOH59FKUO/n6INtNsBwzRjY6PL6saQmakGUoKuKoq8YDDQFJVgbW3AvRsDlo7UEFLQbHhV2ltvXWRzYx+coFWLObTQJAkdWhfMzk6ydGiSssixVjMzM0WrFdPq1Ciqko9//HG+//2ryMBhjKTRCCnLke/qax4cL8ADH+24jPQ8ATEGgfpxzuRkTKut0EaTDgsPP7F+55+cqGONGOvFLWEo+NIrl1hYrlFVAT/xk8/xz3/jNSpjCYTnzxj88UkpyeJkizu3931IBY6kVuOh09MIV1KUDqxAa4MKJM16i7MnFomUg5riY599iPnZAFuluEpTFTkUI8yoSyvQZIOMZjumEYck9QaxLbn0wRb1iRBhIQwUOhOMsoyJROKMT1aqCsHFi5us3t6j3gg4dXqOmpCcPztPrnMacYNExQ8w0VWaEbeaBEFIHIAxI0pTEAYJcZwQEWAqTa3RJAwT9g/2qNdr5PmIUTGiXgsoqpTpcAKpIc9ztLY0O23KoqTVavkE6HTAzs4WtVqNOIrRukJXGikljTghjmPyNGdjfY83373JezdXGBQZ0xOTfPqlx5hqBDz9yGHu7h1wfT1DG1/GX7y7x9OPHufoTI07Pb85PxD5jCcGQgiMcX7Wb/1NRCpJXuReFOY8zDaKAlq1GkqEZEXlgTYmQDtBYAvCSBAGBvOATSjIsoIwDKhyi+sED67LQIUUVYGSAQcHw3/7TWDc7f//AJedc//1D/3VF4H/APgvx//93R96/u8JIf4ZviHY+zf1A/xKshw53OGgu4vRklocgdTcurnF9ZtdlFC02gFlUYAVVJVkkBqKXDDo9/ju91aYu94gigPanZhWu8blS/v0B5Y4VJw8Pom1KciYTqfF8uFZBL7BMj01SaAi6rFk9d4OJ0/OcuzYJP/0C+/gKsXETJNR2gcFw5EXe7gxvwDrP3MpPBYtkCCcwpYeIS00tJox9WbEYKjJC4tDeCuqgKTmgZpO+HGR1Y7p4x1ur/Y4f26Jh04fotcfQAhmfPfw2geJChSPnD/EnTu7OKfAWdqNmJPHJtje2CGOGzSaNaRUHDs2T73e5tBCnawcce7cJFFkGQ576DIl7aXsbA64c6/H6uaQjc0hhQ6JawFJFCJ1xc0r20glwEiSQJDljr1uiggEgfT8xzyXREIwGBle+eZVfulXXuKljz3C3XfW+ezTTxM7TT7IKFSJbThqSe0B0SVSElNaSp2T5oZWMkmt3sBqS1nmCGLCMPRUY6motCGOY7Z6K8RxkywriIKEQCmS0M/mu90DAhUw6PUpq8Ljxa2hLHyfwhiLRBG5EFNpugd9vvODq3z7vRvsjKPt7+5tQ3iFTz95nBPLs3z2+bPs/cG77A0cJpT0csE7l+7wmRce49e+/M443l54oKoUGGP86HCsFUCANganvfBNGx8rntuCyZkm83MT7G6lY8y6xQUSGcQUpcOUGWa8eQp8VejGrxcqQZqW3mXpwJiSE8dnWFnZQ0gJPyZ34E9TCbwE/PvAB/cjyIH/fLz4vzDOIbiLDyYF+DJ+PHgDPyL8a3+Kn8HMdBtBSTrSjEaaZjthc3OL9z7YIM+hkTis0cShJK5HrK4NKEr3wCF1Z22fW3f3cAaCAILISy8DITl+dJJ60weLGK05dGiKOBbEUUQzqZEkNcq8IlARb77+Pp/77MPcvrfHoF8yPzXB7EzE5tYAjaDIx4vV/FHUmLPglCMMJSdOdrCV4529HZBe0nzoUJtWJ2RnryDLNUuHa9y7l5MkAdPTidctWAgTQaOZABAGAZ/57CPcvXsXg/aTDevTaKRzY5epY2ExAjyspF6PWZyfoJ5IsrQkkDFG+8yBhbkOSwttBoM+uU6JpGA0gIO9Adtb+6ze22flXp/VnYxSeGjLxz5xgsAZQhUTVo5/9k++Ra0eYJ2gKCzDnsaArywQ5KU3BPljkuTSpU3OvnOH5fkpLqd3uXZlHeFS4jDk8NIckS6JtEQGClNpCu3DN4SS5MWIwA1xwm8wptKkZYmKAu84jD10s9ApWTWBdpZSVyACpFMk9yk+VUma5ZRVgfKwCoqyQIzBHtZ4NHtZljjrGKYpWVUxLH1egJAhVkhuru7x+EPzLMspnj51lKvHV3n10jY5EqkU71xd5TMvnufUYosraz2cir3ZWfrfrbFetFZpPYaF3q8S5DgZS2ClD6nt9VJGWeEXduDdgdppLBLtYeQonF/S4yOFdfj3KwwoQbOpWD5c57kXzvHr//h7VObfwTvgnHuVHx9d8Jkf8fUO+Lv/ptf9Y98DPP7YCTY3NkjTiizPmZqp8dbbt+mNnBdGOE8DPnRohvX1LkVuMNq/MXdfCBT515PCswN07njo9CzT04pub0B/UPDCM2dotSOSxBNlOu0JhsMeUdTgzbfe5+qVHX7hlx7jd798kSNLUxxdbrO2vgkKRj3P7LN2bM28P3EQfsyztNDmE584xpUrW7zz1jZOQKsREAaWsijY2RmglOD8wx22dnc4sbTIwtKEL+XHx5+TZzpcu7bDC8+cZHFukd/7vW9iLB4djjdN4UBrjxqXoqJeD3nkiaMcOdHm0GyMdgVJo0mcNAmiujfYlClFUeCMweSa1esr3LszZG19yF63TzctfIkpHYEQWCN45qnTtBoxk+1Zvvk732N7L6MR19g+SBkNfaUjLQTKv58w8hMGgSAKArRTvPfuXZ44P0etVuP3X3mPjz3zMM+dPctcp05VpRg0zkAtVuRlgbYaZQIaySSj0YCyLInjOkqGgGZnfZfFpXma8QSyrdg5SDmycILeoIuxFaOyxLoG0kpQiunJOcqqpNfb88x+zdjJ5ydLxtrxndhLe7UtOXZ4msW7a6RFNb7uHPu9IXu9Ib1en1qg+MiTZ7i+2mNt6MeqRgYU2vHnP/ccv/bFV1nreyaEtZ4RoE1FGCrPe3ReWSikAqsphcAiUSogyxzZaEilfX6lUt5a7KzFOgPSZzs4a1AorDYPwm8RgplmwPQiPPbUIsdPz9FuNjl6ZIbbd3sM+NFMgQ+FYlAAUlbkuWU0ynHOkuuKtfURVoOwgjgMWVyYRImQ1Xs9P/byjdVx/jrjUZl/wjnB4mKTxaUa+wcH9IYV7VadhaUWjWZMs95kst2mLCpWNw5YubvO9k6PNDXs7fe5dWuPz77wEGkxIMsLNIqy0A9+5n2b732vuJCOxbkaR5ZbXLq45pVgwj+/tdWldtOydTBiaTGh3bQIYTl9YpaJiTrWern0mYdmyYucWqPGC0+f4Gt/8C7vv7uHFWAqb5pC/ZHW21pHEDk++1MneOSxJZqtAJ2XDLsjarUaKqiN36EkFBFFmbN+t8fduwdcu7TD+kZKJQRxzdOakePjpHOYCqLAUo8Sbl+4x2//q1cIo4BsWJKlFiEDEBVxEBEqr4CLwgDhLFEQEsUhx5an+fnPvUA9LEhEh6++8h5ZYVmamkRKR1EOqXRFo1YbH6UUeVXhpKQWJtio8p1v48BV3nwl4OrtKzz20HMYqykxtKKY6eY8adHjoNjDVIYqNYRxzMz0NGIsyy106bvoUo7j7b2ARxvj8/+wBFHAkeVZXnjiFMXbN1jZ6pNrSxg7Sl2inaY1MUWntLTCAEWFFhYnFG+8t8rhqTpnl+fZvbJKWlkPwh03j52zCCkJhURaQ6chOX98htXhiMoo0sqQlprRqKKyGhVEKCGxzvce7nMHhfTVh7P+OhJufDcSktNHWrzw8TkWjizhVITREc8/fYbdrffYYPAj19+HYhMIlGBrcwOwVNqAE2yOwYv1UHLm9AxLSx2cLvjgnXWsE0glsc6PSu7XKc4B1pfpszM1Dh2qk+Yj+sOCoiw5d+4Yk9MJcRLTaTVwQvD9Ny/ywbUNersVn/z4E1Q64V9+4QpSW/a396mUw2gYpv7wf59m/IDS4PxOX0sUE5MJ3YOSrbURQngUWlZUrG76kErqjvOPLKCUAetYnG+Nx3tAAN29nPWNPr/8y5/i9Veu8fo7K4xKTVADrRm7yxjTZR2Bijl8dJK5ZYMzffoHAmlqOBsTBCFCVn7j0ILuds7bP1jn+s1dklbIQEtK/J3fje8kLmCMrPIg1iBSrF3e4eWvfZ+d/ghdOXZ747LaASikEAQyQKJwQqGUII5C5man+IXPPc/HHj/CvTs30Ashh5en+c6b73F4qsanPvoM1nlvRBgJ8mqEICAJG9QbLQIh0VWBtY5Klzj8aHR2epKd6/vIIGDQ79KruoRpxEy8SBQItCmx2jFK+6S9gjCBKi1oNVs+Nt460jTDOi8c8r9GMTb3+A8iDgTnTx8mjBM+uLHKve1tZhcmObI8TRwE9PdH7Gzs+693Aj32oHz/0gqvW0M7CZAuAGnwi9af370naLygnaBeF/zSL51np9slrHUojGBUaO6ubvPuB2vcW0tBBH4yZEE4ia4qdKG9OUmJB6Ekdiz0urOeIt7pMnnLZ0wYIygqx8GfQBb6UGwCSnkeQFqMfEnmYDi0LM5P8ti5BQ4t1ekPhrz12jYHvYqphRp5mY/nrGNaMP7DwAk67YiF2QQoGY4MaVZxaGmKpaUOSZLQbLSwwvHWu1f49uvXGOWOTlzj7NmjfPXr77Fyb48kcty8s0tjouZTclMvnhHCcwnsuCJwCIQQNBo1itzyh1++zs1b/QckWK1hmFuKquDodML8QkKapwQiAqF55werFIVGhI6VtT4zU0127m3z5gcrjMoKbSGWgsI6IuUrHR8iIpmaiqnVJUU3R1cGXSp0WtKZmCCJI4S1VHnO3nqX1757jzff2cIqwUcfOkKpLft7Xkrqsdj4DQ2/4bz44mn213q88qXLrOx0iWTIXr9CW0msAOtQMsQah3AemCGVIpCSOJIszTT56JNnMNkuO1sb1NvTfPyZ8/yrre9x4fYGTz7SQ8kQ7UoGwz5pMaARd0iCJlWe4YKQSpcoFXmvvTEMsyGVSTly6ARGVyRxjBgpBqMhU7ElCjzjcJQPKIo+oZTs7G0jrELICCkVVVkShuGDCC+jNVaAEnJs3zUIB7ExnF6aZKaTMMiWSauUxckWrjJ883vvcG1rwM6gxDjrm4tCkZZeTHaQloTjjXF8hWBM6TMbHR4U4iyFlaQu5eGHJgjDFlGzAypg/2CZpblJvvHt69zZyDHGUqQVZV6ijfZHAOcQsfKN2nF/QOK4vTngzs6AVmMXiSKOJQZBnv3ozAH4kLgIhYCiqMBJ8lSjjWOmM8FLzx3lzJkplHJsbu+zs5cRRIqJTuKPCY4HMVvCAc770yenag9iuobDgmYz4fjxSZrNmGYzJo4lN++u853vX6U7qLxzbqntXXp3dglCX4JlxpAODFnmX3tMMOH+mgHGJ2DBoF/yztvrfHBhizTzzR9j/XnSGD9WrEWCWigYjiomGglZmvG971zHmJIgFEShQFDx/oXrDDNNVYEdVwA4XzGJ8egxjANeeHGZLM9AWkIXMdrPabaatJoJgZTYyrBxb4vvfvcy71xY5yAvOXKmzaGjdd9fsL5BdV/z4MZVQBA1eOzsMn/4Ly9z5c4OQkE2yhlV2mcfOoknNPiIMCUlcRQSRwqhLLUw4HMvPULN5OwfDJCNDkeOLHH2xBKPPXyC6yvrXLh2izgKSfOUfi+jyBzGGeJaRFUWSCmoN5pecGOh3mghQ8XNlbuIoCTN+kQqYS5ZZGn2GL3BAbsHBygZUAtbLC8dZWlumXrSYjRMOeju0R8Mfd/BWIIgJElqhGFIs1YnVooszbA4ZKgIAkEoHVP1mJNzU8zUEtACqyUX7u5yYb3HbuaojMY5z4rQuvLCH6WwAUhnxkdT58/x45LVWpBKkeXwne9dJU37FPkBZe65kRPtBo+cPcILTx1nsiFJeyPSwYiyyDFVNd50HE4bJJIgkF7tKSEK/aIeDgtGWc7ufkqel6gPu4vQOkevO6I90aKoRjhCzp2ZYXqqhhP+Tr61nlFpwUw7ptYIKTMzbpT98MjeokKFEBpJwkEvZzCsOHt2itnpBipUhJEgK0e8/oPr7O2PfMNJa5584gxgfEksPP5aCr+Qy9I35MZrkX9dFiWALMuxFlotyUwkfSpwDmVmMc4hhaPSPgq7u18xPz/J+ophY6uPFZY4loTCUGQFWeEwxneThcR3z41BG4fCuyKDSHLiVAerDfmwYGd9yNzsESY6LU9srgpW723zgzfucnu1R6YNSaw4erjF3HzNd52Nw0mwVlBWPsFJhSHPP32W73ztBtfvdQmko6wco9yf9QPp3ZKBCjygFX9XM855DFYt5lf+7Md55twhut19anGHh0/OESUCqUc8dHyGty+8z053QK0W065qlGWAcQZnJU4b4jjwvZFmm1F/iHMGXVUoFzIxMYMRBd2eIxQR9aDJRL0DhWU0GjIY9JAEtGoJcTRBszVJvzciyzKEDOh0OuiqJB0OwBjyPENJgRjz7nVpsFajTYUbl/BxGLA0u8AP3rlIJOsUBipCv8DxYz7G/3U4JAZdeUS1s4x1AhJrvHZASom1jsGw5L0PCh5+aJ+zJ0NkOUKGCcaGtJp15ufbzE/HrK1AWhnCSGKcFwlJ4U1mTlvUfROScA8qVLAEKkCPA1Gd/dEOQviwbALGkeaGMPUGjPmZOnFiQUKW52ys9dhYS1FBwNxinTBWZPn9fZUHCa9hLJDSkGUVvb6g2ysJAsnsXIMgCmh1GqRpzu5+zsq9PtYGhEGNiILDh6fQ1jwAPCrpk3uywpuP7i9++0c7zvjh1Xu1hqM1JYgCCAOBsZIosvSdYJT6cq2sJI6QvW1Du+5447V75LpACEGovIXVOsEw9b4CIbya0m/yDqsZx1VLfvJnzhAKQdbPuXd7i0Z7lkaziSIAnXPr8gbfeuUmu8MMiyIIweaWRpjQrMeIQFKW0qcQZ46wLmnGlifOHmft8hbX722AglCJcfBoTIjPHvTuN09gllKhnAAq6rWYU8fn+aVPPs7ewRU67Xka0TRRoOjl+xxkW8xOxhw+NMXGXp9+f0AjjonjiGGaUhWOrh7QaNU46A1Iag2CUGGHjkBFTE1Mo6VhOx8w5aYIkwSd5kRRwNT0DHFSY3dvD6MzRjs5x48eB+eoxwl76QiBod/vEQcKOyYMh0lMnmfebo6jygtwFmONF/cIRVlUlMaytXfA1XvrbGcaJ8ZltPMLTAUBWlvfMDYeD2ell7U7YyCQ/vhhNFobqsqLinb24LUf7DI1NclSVCLSAZgIGdSYm53kkfPLrK/36XcLAiURVqDx0wypvCjNaufl42McP/g+T1VVxElEUZaEfwJj8EOxCTjnxQ6DkQ8LEVLghKQoR+zu9bh2bRuEP3fOzDXoDwt05R4gk5zzfYUgACcceeHI8oxSax55bJGJiYhGs0alSwyK1968QT8rKLWgFuY8+eQpQinZOjggDgKk0J6BJwLSrHwQde7GI5/7DzHeGZJAMNVJCCKNxWDHcd1iLAO11mOyJYrtvQHbmyV7ps/23gDjHGHo7/BCKtKhHk8bGDcdAecvLu+0ljz29AJnzkxRjRzb2xlx3GSy3UCIkCIruH7pLq9+/xZrOyOCRKCUQCqBjBybOwcUxQx/5pce4SOfOEO/q+kdZJT5iM31HuurB9RqCUtHptnY6BLFknTkqbfWaIIgJJBjq5HwGxfOEYUhS7NtfvmzT9M/2OTCzQucOR7SXJyn192nFIZOZ5YoyHn2mdMc7I3YGewyQ5uonqBCRVVWlNqSHxwQhDFVUdKs11FCIRQopZlT09zb3aIY5tQbNTqNNjv72zTrEzSSOsFcSG/QwzlDnqZsb67T6+1jjI+aN0KSjyO+hXCIvPB3SeETfY0xFEWBHPMAHQJnDCoQnDx+hHduXSDTzsNfpB3f1RnfGHwjECFQSoF1aAxK+WNWpSuPGMP6JOcQhIy5fGPI/NIm7ckOtSQgkQobKGanO9RqIQuLNYYjy8buyDfDBVTOoYwPMtGlQ8UeKPugOja+erXWexzMHyMX/fHHh2MTABBQaUOjlbCzk/HY0yH73T4rd/fZ3MgJ44CZ2QZxEjJYHflO/Xh2LgSowAtprIE0q7DOEceChYUmtSTCOUhHKXGzya07B2SFIRABzYbj+eceIgjgzdduPih3EZCmGvMA9cWDc4d1Y6YGgjiUNBoQhhZTgYz9Beublt5RJsaLeW52jhs3BvRHmoPNHkhDGDqchihRVMZR6nES07jXoQIwlcdUCSFYPjLBT/3MOWxRsr839JCVZoNGrQlFxne/f523Lqxy0M99WKWCorLEdcHisQbnnz7CwtIUYWBYXqghLERBRKQi7tzZR4smJ5ammJqY5w+//jq/9mvf8qNOYYgiiZDqh/gAgka9Rm8wIJSWn/70Y8y1hT/OHXuGycYU+9ubTE7N0Agk3eEGI+uj3lXdkWLJrMNWJUqFtFt1ykJTWEEjTKjVE8IgxASWuBVz8fo7ZOmQvBphRMxGukmr2aAsc0zSIh8MKXXJRKvNzu4Oe9kO3V6XotRoC7qsqDfq498LgKWqKmphSFWWpHmGDBRJvY4FwjjClCW60oRhwJGlWeY6CbupRuNwxpfaYozBdwZE4D0kWZUTCctcp42uoJuWaK39jcE5wkD6MNwK9vYtb79/wMLSLuHZhKZySBsSBgGtRpNjJ+ZIi212ByWYMafS+GMcwitQi9wQ1SRC/NEFe1+clISRB63+mMeHYhOA8UWvBMOswqLQVcX+zpBbNwbkuTeldCYMwgVsroz8uGXcoAtCCMOxjfP+Xih8spExJWHUQipDo9ngW9+9Rpp5kMZEu8af+7MfoVGPUUHE2z+4jUB7+AjKp8CKP3p/0n/m3m3rfKkeBY5WJ0IqbxYx1oGRKCFQ0oy94v5sabVhZ7P0GK9I+d1a+5JbWzM+Nvjq4f7EQwZ+pGQcCKt4/sVjxA62twZUVU49rjHRaFP2Bd/+7mUuXFtlWGmMgTj07zEMHGcfm+WTn3iEs8dmCaSHmEahIjCQDUv29reZm21z9PA8080GoSr5y7/wBL39XX7rty54x6OFMPR3fi/ftZRlxuPnlvnEC2c5Pluj02wy25limEpaSZPaVIsqz9ntbnNt4zJWSCYnJ8hyy0G34sT8DMJVmKoiDhOa9YgsH5GlA7J0gGpHyChAEjA/d4jvvf9dCiFoNCZZWd0gzAIWpyeJwoAKqMqSjfU10jzzjsswgrwCawjjEF8w+xJea682q6qS0lQ4xiRkoajKnLKqUGPWn5IBnWbIycNT7GYFq3sVVgRevCUcDn8kUMpyaLbF9m7B5z/2Iiu3V3j/xjZOSF8dgOdjKoGSIUVpqArJvbs5r7+5yczsNEcXGygMAZrjRxZZ29pn+VCL3f2ctY0RTipsZTD+cDiWkfvNKBinW90vX50DEShs8aEPJIVwrG3Oc0uzFrO322NjI6d74Hw2g3MUhSbPLNvbmd99x1r9UDHOI7xfAvlGvpAhSS0hjCVBBHkluHZ5H2ckoSr5C3/u4xxbmibLSv7h//QV+sMhUeRx5sPR+A6OJ5YDaHvfOej/KOlIGl6aWg9DhHTUk5BABfSHKVpbdOktvsLB7GRMa1Cn3xpiCNjd11jjcAEUBVTaS0QjKTHSoY1DKkeZC6RwTE3UObbcYtjNgJAwMCzYiJvX9/nGK3cZ6RSNfSARL3FMT9d56pkjPP/sCY4cmqMVhRSjjHS/ZDAoETJmYXGGibkm1aDk4PIeXfaIQkeoBH/mufO8/rUVtgbF/RqTLPNn6DNnT/DXfunTHJ+tM1VXHOx1vaZi1CUO47FWHvr9EXFYY3ZiifW9XXbW91lsz/DwqXN0avUHd2tncnCOWpyQpwNG6YhavUOSNCizITPNeU4eP8Pd3gb1IKLULWpBSL87ZHqiRAaOYZaiq4J+miJUANpvWMAD0Y4MA0QgqYoCJSVGa2QQjv1M96WZwqdNxxGagnSUEUWWw7OTVE6wu3uFQeFAhaAqdOFfd7oR8zMfeYLf//ob3Lp6m1athhl3r4QQ4yYeOOtHkc5ZajVvOb58aZ+p6VU6n2sz2ZRUpmByookpoVGPOHV4gu2tEWllsRaiWKKMB9Ya59CVw2rrE4z0A38WI10QhR/ynoAcv7/KgXbeJnmwX3Dn5tCPU+R4Jm9h2LeUuReOMO4FeEOG79Q+WKTON0aE1MSxYGJyii/8ix+wf5ASBZKf+vwz1GuO73znAq9++zqb2z2Ixt/sFEVuvHBG8uB4YB0g/XOBgFZT0mwESOkwrqIRRSwudtDa0Rt6sZM2FidASXj83Bk2Vu+wt1+yvZ8ShgItvOKwqPw5QwDF+Bf7YDEXjsmpOn/+Lz9JWXippESw3JpjLm7wq//0G6zuj+jMS4SzKCuZX2zyyNMzGAMvPHWEo3PTRAbWbqzT2y0IaZEeZKS9Ht/76vu8c3mN/QNNVfrqwRhHPRY4BMOsBBUhA8HURMzk4Sl+/nMv8MKjJ5kIBTZPKfsjpmp1TKVxRhIkMcoJitGAXjpgamaSyeYcuBA5oRAoKAtslJAkDXCCg+4+g0GPJEmw2tLsNJFCYk3l8V8q5uzyWXa7+zSiGrbmyLKSw0vLjIZDNjbWCOs+n6LTaSFUSJEXlHlBo14nz1KsNn5yL73A2VqLlIp6GKO1Rlf6QbZfmqZYrVFCIHAURUarmbAsOnz2I2e4sbrH3Z19ji8tsbU5pJsZev2S33/5TUa5YX3QRbguTvgpirGWepKgdcl9xqUPJVF+ugS89+4qnXbAC8+ept2og0xpNhN21g94+LElknbEteu7dPcKirRkOChBOoQGrd24/yRR0j7Alokftrz+iMeHYhNQUuLwi8UUkLmSG1c1ppQEyjAWEZKlFev39scKKd8sQzrM/Tv0/cf9Rp5xREHIRHuSy5dXuHX9gHxY8fCThymGGf/T//AthtmIYaYR0X3FkaPbNX/MLSHul//ujzYZGUKtFVKPQpzy/vB2MyZUll5vhDaGqvLGnvvvqbvXYzjKybLKL7J6xGiUY7Xf0YS0aAuV/7364iYAY+Cv/IfPMdVU6KIiq3IaosbHnjjCr/3mdyllhQEatdBjuEtNeyLimSdmuHMnZbrRYPvuDmv3dqhQtJIOr798kXfeW4UEOp2YvZ2CqvTeeaTHpWUmQYqSOG6hdcHCxCSJ1Lhuj433L3In6/OD92+y3kspHATCUatFSJ1zeG6Cxx87zcnTp2lPTjLoD0jikOnWDN3uAQpJIAOqqvTe/qjzgPtns5xWo06/26dZ62BrAaJSWCoSF3Fy+jh5liJjRbffY3H5MHs7ezTbbfrDjDgOCJXCGkctiQlVwDBNQQgMFuUspjIIISjLyt+hx3800O/3CZUikL4xaHGEtRijK9rNFndX13n23HHOHJnj7voOo37JjWtrlDKmso57BxkKRYW/c9mxrDcOQ++CVd5vYt0fkYjCMMAay/paytdfvgUq5PmnTpEowexsg7cvjZhfnODjL53h+Y8co6wKIluxur7JQeo37/WNjKtXdtjb8RQdqcYioj8heAQ+JJuAw41Dgvzttkwt6cCS1MSDbrw3eFgGwxwh/AagxtXB/YXpGCv6rD9Uh2FAHEuG6ZC339hgYa7Dpz66SK875EtfvkxZGV8mSTeW/PgzeZE7gni8CP+1pqr0MkHCAPKyYDCsqNUlcRIwNZ2QFzm9/hCtoazGRxnpX2u7m9JPKwpTorGoSGEHAucUjgonoRZHPPnYFJ/+5DlmD83xD371a/y5n3uI5bk6rcQx2Zih3YoY7ff4w6+9yetX7jDR8ZmKv/gL5/ni773NkWMJH/3kDGWVcmhumu21ATqHpNWi5gTf/cYtXnntDqUzNIUiKi1GWkSkxvNniZQJYRQQqCZOSALlsM6wcTBCG8v2e/f46sXbtGZmmZudBlMSJTWysmRp6SjLJ5d56PGztFRAVYzo9Xew7Qbt1jxGhhzsHzAzMU2S1L2TDsnk1CRlVeKsIS8KpFKk2Yhrq+9x4tAp0qGkFbVoh00W5w6Bk4wWU4yFqalZdne81VkFEUVeICVUhSaME5qNGsOhoV5L0FWFNAZtfG+kKAqKPPdKQvzxIZDSh4FYf3OS0udLSqwf/xnNwnSHdhRz6e46h2abXNsaIUQATmKEJxU5K3CBRTqFUopCVwQqIIojqlIDFmN8BoM1FqEUK6t9fv9Ll9E5PP7kUSZnJmjVO2xuDFiemyRu1QnjGqP9NWYWAmajmLjW5DEd8pFPHObCe2tcvnDAwUFFjkFXPifhxz0+HJuAc+gKMuE75VUGINCVI4kklfOD+rLQDAYZ4yg7PyM1jBNexHjUeJ/bBpOTLWrxJHu7Qz7ykWNIJ7l2dYvXv7dCr2eI6w47PkNbHEEgOdjz+oTxj3ywsbgHm6kPJ00aAc5ZSgOBgdl2jenpGpevHpCX/m5eVf6bAuW1+KW1jPKKvDRUxuBcRVUCGIIIolpALYad7gH/6nff4NGHpvl7/8HHWF9dpROEXihkcro7Q77wr77PynqPhWPTxPIIb71+k631HYQSPPPsMlPNGlcu7/HRZ04QiRBZDyizkm998xqvvnaHXGuU8o7IKi9RMiGvNIEKEUIhnMNpLyYSQqOigN5owNPPnicdjXjuyUep1wLOnjzK/EwbO+gyOTXDt7/3Kj/xiY+RCMGwf4BSCXuDAypZcZD2gBqd5hRhmDAsUxqm6QErCuIopNOskxY5ZWFxGCpTYE1EEsL2aJPVvTUeO/QIVgbEcYMgjnDCpwgfOXacre1tQinp9ftIAbWk5u3JOOq1xC886wU7iQrJdEocxQRROBbVOIqyoKo0UkiCUFFkOWmV00xqhMrRatbQ2lJzEhtKXNHnJ59/mPLVq7gkYNRP6WcVlbNoq8Z0IffHrievLvT/5qKsvB/mAeBUsrba50u//w47Bz2eePwU7Yk6775/nSOHpjk91cEEsEdCOspR2tEQFUFoaHUkz754lPOPzFFkFb19waVLG1y+sM+Paw1+KDaBsf4FXYIY6/Lvy1n12B9wn9I67HuOm2OseRd/NL8PQq/Yui+OSlPNH37pfT7xmTM0kpi7dzd5/fur7Pe8GzCSAVmhxwIfyDIfWiKEd8WNG/X+Ld6fBUs/r5fSd2YNgjiu0ajX+eD9dQ6Gpcdv/ZC/QIy19hPtJq1OwPTCBJ2ZDocPz/Py1y5x7doKeTnyFZERGAFlUPH6pVUu39kgzyPmv32J/+hvf571jT7fevkDLq12eeljD/Erf+b/2965hkhyXXf8d+rZ73nsPHdW2p2VN7YcyZHXykZSjDBJiGUZrBhj4g8hhgT8JYEEkg8KJuBveZD4QyCEOERghxARiE2cEENiIzCsLdlaeV9eaVez0qxmZuc9/ZrurqpbVTcfbs3saKPBqwi7Zpj6QdO3bzfV/+J2nT517zn3PMlX/v5HtFrbXLocUq6WeeLcSTrNVWytWVxcpr3S5lh9hLmbTV44/xYqBREbbBPPMAg0Fd9D22bZamdaJU1jLG1yA1Jt8cSHH+ELn3kKFTY5PlZCXI+p4RFsz2K+u0qyuURpoOitb9IloVYuASnlSh2/7huPTVnY2uL4+AybG2u0210ajRqk4HkelXLZzNiHEQM1AAVlfF578wbl8RI/uHiZSXeCY1NTxHGI57lmA88UfL/E+Pgk66sr+L5HpVwhjiKz9h+EiFhE/QFxapb2ktjEBCRJQtpPGR0bo1KtYPUsAh2ajV8QyuUSjVKJTrNNDIw0Rlm4vcZ4rYLre1RKVYJU44ji5IlxZo+f4fwrc8zMTHDx2hzrTQW2SQTyXNcY2Ow2IFCxqbtg24BFEAR4tkdqOQz6Fi+ef5Nms8Pk9Ajasrh09S0atToTx4eYnp7he+eXcMsWwbDZT8JzBbFT3GoZ2y8zOmbzkY+cYnMj4E//6DvvePkdCCOQaojF3AerKPvXtQB7d9J/d7JPaxPeuuumC7seQKXqIqJRkcL1YKvZYWR2iu1eRDhQXL26RnfbpO3ZNmgrwXNNOwWSILuss8nAnZyEna/SxkmgUTd1ES0TUYRgcWt+3RxDTBRerPSu4bBEU/ZKlEtlxqaPsbm2RqlaoqaFX/j5E8y9cYukJ1nwiUZSEw6KYzGIhVJZ2FSa//rPCzR7HZa2+nzqs+f49K/+ElVpsDC/Rn+Q0OpaTDcs6jWPzZUA37botANeubJEEi6yvBIzUKbabdlzzQqKmBJYVgWGaiUGKsW2HRMNaKeQpGbbLRVza36JP//yc9hJh4+dfT/nPvQgM+eGQcXMHD9Bs7XByVNTRFGfRBKqJZ92dxvbMwU0GuURqqNVRHyT21Cr0tveZmuraTIRbBN34Hsew8MjdNa2WVpexE5cumGLURnj47/2KUZKw2CZwiVJoHAdi1Rcuu0tHLfE5PFp7HWPVmuDVMWkOjXRhZEiShOzk3JqSrTVSw1azSa27dLvB4QDs1Gs5znEpoQySZpQFpMfEQwi/EqJ22urnJ6dwdYpDz38MC9euMjUxDDXri1ScW0ef+gkS4tLPHrmOLdWt7k2v4bnV1E6MSHKCL5fwnE1QRASqRidGqPje6ZMeRzHbLfh0ssbjE0HDFTMyspttjYCTp2a4pFfvJ9Tp2b54YXLDPeE2pCmUfXw667JMLRsBlHKerPJ1OSJfa+/A2EEtDaZa4nak52njau/Uz5p56LXWTtN70TVpdkxgoFxARzHHCNJswkXJczd2mRhYUAQGQ/D9YU4NUVNLbHo980efW+bApA9eQmZDssGvwJBBNWax/2zdRZutvFcG8tKsDRoZUqD79yyaA3Dx0wexFhtCALF8kabm1eusLCyQX872P331VmG0t78hCRNCNOQ64srRKJ58lce4TNPPYEbRmxu9rg5t0ylBIN2QjSS0tzsEUclHDQLC1tsbYeo0CG1XUQSbMui7HmIaxMGA4YaNaq+hy0OqU5QaRYEgYXjatJEUXNtBjikbok4inn+u6/x9Rcu8/AD53nwgfuYnRlneMgljFNCz6FSq+O6PuNDx1jZXKDZ7eImZdJIUa02cEsVgkGPTmeLam0YHM8kw7hlkjTEdV3Gh8axxGej02ZyaJrF26u01i5z7gMfQsShUW/gVyooNcB2hHa3ydixCRKlqdVqeJ5Dq92kPxjQD0JsAct1cBKNCkNwjDfgOi6xBrDo9nokSczU1CQlp0yw3UOlCUonlBs1kqRLrEJc1yNMUkZ8l7A/IOz1GKnX6QdbfP/qEp/92EO0ejEVK+H0VIPBIGCxFQImDyQhJY4SsxKlFI5jY7tOtiekMhuIZFEAkbK4vTwgkQTbTllebzMINJGOePyJB3j/mdNc+NENJuMx4tCirqFR941bLdANOiTrB3x1QANhBHFwJwJwN2+fO31v2zeA7L5d7hiGMEhwHZNMQbYT0dZmk/k3Fddf3SAI1e7KgWWbpp0t/YWhvpNSufNd+u0LK5YDlZpLohWNoSqPPX6aldVVlIoQLbieYNkOSZJN9mTHihXUaj6uI4S9HtvdPtdfm2djtUNfRSSpJkmzePM0yay4+c5Ua+I0otHw8HyXxx87w29+8pex44hBy+Wv/uwbhDrGFxNQ1e0q5l5b58Xv3yAIhFYnYJCA7aRo8XBd12zGEYXUy0M4FYeK52TFOLQJfLUsExVpm2rDmgSVRlTLDo0yrG+H2NU69clRGg+f4V+/fR5Lp9iScuaYz+/81tO0Npvo1MLpBaytrxMo4eRYBZ0oVKgQHaCSCKfiUarVsCyPKByw1WxSKVdMBaBYmBwaxbI0Zb/MyOgwo6MTtDa2GKqOsr62yvT0CdbWFkhEeH3pdZQous0240NThGGIazkM1Yfw/BKddpNExQRhAIkmjozb6ZdKWKnG9X0s2yYKAuJIISpFRQqVxIyWStSrdeJeRBgNmJwYY7PZwmtUibXN9H0zvHz1DabG6tzY6PO1/3iJ2fsnuP1Wk9mZYd43M8FyZxGlEpAU2zEGWWsbxythaU2iFGTpxiZcwdQQVGlsQpzFIY3NpiOp7pDe0NRrPu/7uQYPfuA0by2sU69U6W9rbIkoVQTHsXFcl4Hq73v9idb7W4ifFSKyDvSAjby1vAfGONz64fCfw2HXDz/dcziptR6/u/NAGAEAEXlZa/1o3jr+vxx2/XD4z+Gw64d8zuFAbCpSUFCQH4URKCg44hwkI/CVvAW8Rw67fjj853DY9UMO53Bg5gQKCgry4SB5AgUFBTmQuxEQkadE5LqIzInIs3nruVdEZF5ErojIRRF5OesbFZH/EZHXs+eRvHXuRUSeE5E1Ebm6p+8dNYvhb7JxuSwiZ/NTvqv1nfR/SUSWsnG4KCJP73nvTzL910Xk4/movoOI3CciL4jINRH5sYj8Qdaf7xiYrZbyeQA2cBM4DXjAJeCDeWp6F9rngbG7+v4SeDZrPwv8Rd4679L3JHAWuPqTNGPqSX4LEzb1GPDSAdX/JeCP3+GzH8x+Tz4wm/3O7Jz1TwNns3YduJHpzHUM8vYEzgFzWus3tNYR8DzwTM6a3gvPAF/N2l8FfiM/Kf8XrfV3ga27uvfT/AzwNW14ERjOStDnxj769+MZ4Hmtdai1fhNTIPfcT03cPaC1XtZav5K1u8CrwAw5j0HeRmAGWNjzejHrOwxo4L9F5IKIfCHrm9R3yrCvAJP5SHtX7Kf5MI3N72fu8nN7bsEOtH4ROQV8GHiJnMcgbyNwmPmo1vos8Ang90Tkyb1vauPPHaqll8OoGfg74AHgEWAZ+Otc1dwDIlID/g34Q611Z+97eYxB3kZgCbhvz+sTWd+BR2u9lD2vAd/AuJqrO+5a9ryWn8J7Zj/Nh2JstNarWutEa50C/8Adl/9A6hcRF2MA/llr/fWsO9cxyNsI/BA4IyKzIuIBnwO+mbOmn4iIVEWkvtMGfh24itH++exjnwf+PR+F74r9NH8T+O1shvoxoL3HZT0w3HWP/GnMOIDR/zkR8UVkFjgD/OBnrW8vIiLAPwKvaq2/vOetfMcgz9nSPTOgNzCzt1/MW889aj6NmXm+BPx4RzdwDPgO8DrwbWA0b6136f4XjMusMPeXv7ufZsyM9N9m43IFePSA6v+nTN/l7KKZ3vP5L2b6rwOfOAD6P4px9S8DF7PH03mPQRExWFBwxMn7dqCgoCBnCiNQUHDEKYxAQcERpzACBQVHnMIIFBQccQojUFBwxCmMQEHBEacwAgUFR5z/BfxDN2yGLY6kAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(image_batch[19].numpy().squeeze().astype(\"int\"))\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.8.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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tensorflow==2.9.1
tensorflow-io==0.26.0
pyarrow
tqdm
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