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@ottonemo
Last active October 9, 2018 11:59
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name: nuclei
channels:
- defaults
dependencies:
- appdirs=1.4.3=py36h28b3542_0
- asn1crypto=0.24.0=py36_0
- attrs=18.2.0=py36h28b3542_0
- automat=0.7.0=py36_0
- backcall=0.1.0=py36_0
- blas=1.0=mkl
- bleach=2.1.4=py36_0
- ca-certificates=2018.03.07=0
- certifi=2018.8.24=py36_1
- cffi=1.11.5=py36he75722e_1
- constantly=15.1.0=py36h28b3542_0
- cryptography=2.3.1=py36hc365091_0
- cudatoolkit=9.0=h13b8566_0
- cudnn=7.1.2=cuda9.0_0
- cycler=0.10.0=py36_0
- dbus=1.13.2=h714fa37_1
- decorator=4.3.0=py36_0
- entrypoints=0.2.3=py36_2
- expat=2.2.6=he6710b0_0
- fontconfig=2.13.0=h9420a91_0
- freetype=2.9.1=h8a8886c_1
- glib=2.56.2=hd408876_0
- gmp=6.1.2=h6c8ec71_1
- gst-plugins-base=1.14.0=hbbd80ab_1
- gstreamer=1.14.0=hb453b48_1
- html5lib=1.0.1=py36_0
- hyperlink=18.0.0=py36_0
- icu=58.2=h9c2bf20_1
- idna=2.7=py36_0
- incremental=17.5.0=py36_0
- intel-openmp=2019.0=118
- ipykernel=5.0.0=py36h39e3cac_0
- ipython=7.0.1=py36h39e3cac_0
- ipython_genutils=0.2.0=py36_0
- jedi=0.12.1=py36_0
- jinja2=2.10=py36_0
- jpeg=9b=h024ee3a_2
- jsonschema=2.6.0=py36_0
- jupyter_client=5.2.3=py36_0
- jupyter_core=4.4.0=py36_0
- kiwisolver=1.0.1=py36hf484d3e_0
- libedit=3.1.20170329=h6b74fdf_2
- libffi=3.2.1=hd88cf55_4
- libgcc-ng=8.2.0=hdf63c60_1
- libgfortran-ng=7.3.0=hdf63c60_0
- libpng=1.6.34=hb9fc6fc_0
- libsodium=1.0.16=h1bed415_0
- libstdcxx-ng=8.2.0=hdf63c60_1
- libtiff=4.0.9=he85c1e1_2
- libuuid=1.0.3=h1bed415_2
- libxcb=1.13=h1bed415_1
- libxml2=2.9.8=h26e45fe_1
- markupsafe=1.0=py36h14c3975_1
- matplotlib=2.2.2=py36hb69df0a_2
- mistune=0.8.3=py36h14c3975_1
- mkl=2019.0=118
- mkl_fft=1.0.6=py36h7dd41cf_0
- mkl_random=1.0.1=py36h4414c95_1
- nbconvert=5.3.1=py36_0
- nbformat=4.4.0=py36_0
- nccl=1.3.5=cuda9.0_0
- ncurses=6.1=hf484d3e_0
- ninja=1.8.2=py36h6bb024c_1
- notebook=5.6.0=py36_0
- numpy=1.15.2=py36h1d66e8a_1
- numpy-base=1.15.2=py36h81de0dd_1
- olefile=0.46=py36_0
- openssl=1.0.2p=h14c3975_0
- pandoc=2.2.3.2=0
- pandocfilters=1.4.2=py36_1
- parso=0.3.1=py36_0
- pcre=8.42=h439df22_0
- pexpect=4.6.0=py36_0
- pickleshare=0.7.5=py36_0
- pillow=5.3.0=py36h34e0f95_0
- pip=10.0.1=py36_0
- prometheus_client=0.3.1=py36h28b3542_0
- prompt_toolkit=2.0.5=py36_0
- ptyprocess=0.6.0=py36_0
- pyasn1=0.4.4=py36h28b3542_0
- pyasn1-modules=0.2.2=py36_0
- pycparser=2.19=py36_0
- pygments=2.2.0=py36_0
- pyopenssl=18.0.0=py36_0
- pyparsing=2.2.1=py36_0
- pyqt=5.9.2=py36h05f1152_2
- python=3.6.6=hc3d631a_0
- python-dateutil=2.7.3=py36_0
- pytorch=0.4.1=py36ha74772b_0
- pytz=2018.5=py36_0
- pyzmq=17.1.2=py36h14c3975_0
- qt=5.9.6=h8703b6f_2
- readline=7.0=h7b6447c_5
- send2trash=1.5.0=py36_0
- service_identity=17.0.0=py36h28b3542_0
- setuptools=40.4.3=py36_0
- simplegeneric=0.8.1=py36_2
- sip=4.19.8=py36hf484d3e_0
- six=1.11.0=py36_1
- sqlite=3.25.2=h7b6447c_0
- terminado=0.8.1=py36_1
- testpath=0.4.2=py36_0
- tk=8.6.8=hbc83047_0
- torchvision=0.2.1=py36_0
- tornado=5.1.1=py36h7b6447c_0
- traitlets=4.3.2=py36_0
- twisted=18.7.0=py36h14c3975_1
- wcwidth=0.1.7=py36_0
- webencodings=0.5.1=py36_1
- wheel=0.32.0=py36_0
- xz=5.2.4=h14c3975_4
- zeromq=4.2.5=hf484d3e_1
- zlib=1.2.11=ha838bed_2
- zope=1.0=py36_1
- zope.interface=4.5.0=py36h14c3975_0
- pip:
- hexdump==3.3
- mocket==2.4.0
- python-magic==0.4.15
- scikit-learn==0.20.0
- scipy==1.1.0
- skorch==0.4.0a0
- tabulate==0.8.2
- torch==0.4.1
- tqdm==4.26.0
prefix: /home/user/anaconda3/envs/nuclei
Display the source blob
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Nuclei Image Segmentation Tutorial"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this tutorial, we will implement a [UNet](https://arxiv.org/abs/1505.04597) to solve Kaggle's [2018 Data Science Bowl Competition](https://www.kaggle.com/c/data-science-bowl-2018). The challenge asks participants to find the location of nuclei from images of cells. In additional to `skorch`, this tutorial uses `matplotlib` for plotting, `torchvision` for image augmentation and Kaggle's offical cli to download data. Please follow [Kaggle's installation and configuration documentation](https://github.com/Kaggle/kaggle-api#installation) to install the kaggle cli. Next, navigate to the [competition page](https://www.kaggle.com/c/data-science-bowl-2018), click on \"Late Submission\" and accept the terms and conditions to get access to the data."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from pathlib import Path\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import torch\n",
"from torch.optim import SGD\n",
"import torch.nn as nn\n",
"from torch.nn.functional import binary_cross_entropy_with_logits\n",
"from sklearn.model_selection import train_test_split\n",
"\n",
"from dataset import CellsDataset, PatchedDataset\n",
"from model import UNet\n",
"from utils import plot_cells, plot_masks, plot_mask_cells\n",
"\n",
"torch.manual_seed(0);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exploring the Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We define the datasets training and validiation datasets:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"samples_dirs = list(d for d in Path('data/cells/').iterdir() if d.is_dir())\n",
"\n",
"train_dirs, valid_dirs = train_test_split(\n",
" samples_dirs, test_size=0.2, random_state=42)\n",
"\n",
"train_cell_ds = CellsDataset(train_dirs)\n",
"valid_cell_ds = CellsDataset(valid_dirs)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Overall the cell images come in different sizes, and fall in three different categories:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"type1_id, type2_id, type3_id = 13, 6, 25\n",
"_ = plot_cells(valid_cell_ds[type1_id][0],\n",
" valid_cell_ds[type2_id][0],\n",
" valid_cell_ds[type3_id][0].crop((200, 200, 500, 500)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Most of the data is of Type 2. Training a single model to be able to find the nuclei for all types may not be the best option, but we will give it a try! For reference here are the corresponding masks for the above three types:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x360 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_ = plot_masks(valid_cell_ds[type1_id][1],\n",
" valid_cell_ds[type2_id][1],\n",
" valid_cell_ds[type3_id][1].crop((200, 200, 500, 500)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In order to train a neutral net, each image we feed in must be the same size. For our dataset, we break our images up into 256x256 patches. The UNet architecture typically has a hard time dealing with objects on the edge of an image. In order to deal with this issue, we pad our images by 16 using reflection. The image augmentation is handled by `PatchedDataset`. Its implementation can be found in `dataset.py`."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"train_ds = PatchedDataset(\n",
" train_cell_ds, patch_size=(256, 256), padding=16, random_flips=True)\n",
"val_ds = PatchedDataset(\n",
" valid_cell_ds, patch_size=(256, 256), padding=16, random_flips=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Defining the Module"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we define the UNet module with the pretrained `VGG16_bn` as a feature encoder. The details of this module can be found in `model.py`:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"module = UNet(pretrained=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The features generated by `VGG16_bn` are prefixed with `conv`. These weights will be frozen using skorch's `Freezer` callback, which restricts training to only our decoder layers. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from skorch.callbacks import Freezer"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"freezer = Freezer('conv*')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Approximating the IOU Metric"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The IOU metric compares two binary masks by dividing their intersection by their union. The UNet module outputs the logit of a probability mask for any given image. One option would be to define a threshold, to convert the predicted probability mask into a binary mask. In this tutorial, we will approximate the IOU metric that can handle the predicted probability mask:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"def approximate_iou_metric(true_masks, predicted_logit_masks, padding=16):\n",
" true_masks = true_masks[:, padding:-padding, padding:-padding]\n",
" predicted_logit_masks = predicted_logit_masks[:, padding:-padding, padding:-padding]\n",
" predicted_masks = 1/(1+np.exp(-predicted_logit_masks))\n",
" \n",
" approx_intersect = np.sum(np.minimum(predicted_masks, true_masks), axis=(1,2))\n",
" approx_union = np.sum(np.maximum(predicted_masks, true_masks), axis=(1,2))\n",
" return np.mean(approx_intersect/approx_union)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For `skorch` to record this metric into its history, we create a `EpochScoring` that is our IOU metric:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"from skorch.callbacks import EpochScoring\n",
"from skorch.utils import to_numpy\n",
"\n",
"def iou_scoring(net, ds, y):\n",
" predicted_logit_masks = net.predict(ds)\n",
" return approximate_iou_metric(y, predicted_logit_masks)\n",
"\n",
"iou_scoring = EpochScoring(iou_scoring, name='iou', lower_is_better=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Learning Rate Scheduler"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We use a Cyclic Learning Rate scheduler to train our neutral network."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"from skorch.callbacks import LRScheduler\n",
"from skorch.callbacks.lr_scheduler import CyclicLR\n",
"\n",
"cyclicLR = LRScheduler(policy=CyclicLR, \n",
" base_lr=0.002, \n",
" max_lr=0.2,\n",
" step_size_up=540,\n",
" step_size_down=540)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Why is step_size_up 540?**\n",
"\n",
"Since we are using a batch size of 32, each epoch will have about 54 (`len(train_ds)//32`) training iterations. We are also setting `max_epochs` to 20, which gives a total of 1080 (`max_epochs*54`) training iterations. We construct our Cyclic Learning Rate policy to peak at the 10th epoch by setting `step_size_up` to 540. This can be shown with a plot of the learning rate:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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n8r2OJCIVgEqciFRaJ/ILSZuZw9trdvPgjV0Y9612Xkcq0YAezZgwpBefbTvEsMlZHDyW53UkESnnVOJEpFI6llfA2BlL+HDdHv78/W4M79fG60il6t+1KS8M68PnOw4zZFIW+4+qyIlIyVTiRKTSOXKygFHTlpCxfh+P39qDlMRWXkcK2xWXNGbSyATW7zlCSnoGew6f9DqSiJRTKnEiUql8dSKfEVOyyPnyAE+l9OKWPi28jnTWLu8Qz7RRfdmy/zgp6Rns+uqE15FEpBxSiRORSuPQsXyGT85ixdZDPDe4Fzf0aOZ1pHP2jYsbMmNMIjsPnWDgxAy2HTzudSQRKWdU4kSkUth/NI/BkzJZs+MwLwzrw7Xdmnod6bwltq3PzLFJ7D+Sx6CJGWzZf8zrSCJSjqjEiUiFt+fwSQanZ7J+zxHSR/Thys6NvY5UZvq0rsec1CQOnyhg4MQMNu496nUkESknIlrizKy/ma01s1wzu7eY6ZeZ2VIzKzCzW0PGf8fMlocMJ8zspuC06Wa2MWRaz0i+BhEp33Z9dYKU9Ay+3H+UqaP68u2OjbyOVOa6t6jL3NQkThYUMWhiBrm7D3sdSUTKgYiVODPzAxOAa4HOwGAz63zabJuBUcDc0JHOufeccz2dcz2B7wLHgDdDZrnn1HTn3PJIvQYRKd+2HzzOoIkZ7Dx0ghmjE/nmxQ29jhQxXZrVYX5aMkUOUtIzWbtTRU6kqovknrhEINc5t8E5lwfMB24MncE5t8k5twIoOsN6bgVed87pZBAR+a8t+48xcGIG+47kMXNsEkntGngdKeI6NK7FgvHJ+H1GSnoGK7cd8jqSiHgokiWuObAl5PnW4LizlQLMO23cH81shZk9aWax5xpQRCqmTXuPMmhiBl8dz2f2uCT6tK7ndaQL5qL4mixI60e1aD9DJmXy6ZaDXkcSEY9EssRZMePcWa3ArCnQDVgUMvpXQCegL1Af+GUJy6aZWbaZZe/Zs+dsNisi5Vju7iMMnJjB8fxC5qUl06NlXa8jXXBtGtZgwfh+1KkezbDJWeR8ud/rSCLigUiWuK1Ay5DnLYDtZ7mOgcDLzrn/fhu0c26HCzgJTCNw2PZrnHPpzrkE51xCfHz8WW5WRMqjtTsPk5KeQZFzzE/rR5dmdbyO5JmW9auzIK0fDWvFMnzKYrI27PM6kohcYJEscUuA9mbW1sxiCBwWffUs1zGY0w6lBvfOYWYG3ASsLIOsIlLOrdp+iJT0DHxmzE/rR8cmtbyO5LlmdauxIC2ZpnXiGDltMZ/k7vU6kohcQBErcc65AuBOAodC1wALnXOrzOwBM7sBwMz6mtlW4DZgopmtOrW8mbUhsCfvg9NWPcfMPgM+AxoCD0XqNYhI+bBi60GGTMoiLtrPgvH9uLhRTa8jlRuNascxP60frevXYMz0Jby/drfXkUTkAjHnzuo0tQopISHBZWdnex1DRM5BzpcHGDV1MXWqRzMvNZmW9at7Halc2n80j2GTs8jdfYTnh/auVDc8FqlqzCzHOZdQ2nz6xgYRKbeyNuxjxJQs6teMYcH4fipwZ1C/RgzzUpO5pGktbp+dw+uf7fA6kohEmEqciJRLn+TuZdS0JTSuE8fC8f1oXrea15HKvTrVo5k1LokeLety57xlvLJ8m9eRRCSCVOJEpNz54Is9jJm+hFbBKzAb147zOlKFUTsumhljEunTuh4/XbCcF3O2eh1JRCJEJU5EypW3V+8idUY2F8XXZF5aMvG1dD/vs1UzNorpo/vS76IG3PPip8xfvNnrSCISASpxIlJuvLFyB7fPzqFT01rMTU2ifo0YryNVWNVjopgysi+XtY/n3r9/xsyMTV5HEpEyphInIuXCq59u5465y+jeog6zxyVRt7oK3PmKi/aTPqIPV17SmN+/sorJH23wOpKIlCGVOBHx3Es5W7lr/jL6tK7HzLFJ1I6L9jpSpREb5ef5ob25tmsTHnptDc+/n+t1JBEpIypxIuKpBUs28/MXPyW5XQOmj+5LzdgoryNVOjFRPp4d3IsbejTj0TfW8vTb66gK9wgVqez0f0sR8cysjE387pVVXN4hnonD+xAX7fc6UqUV5ffx5KCeRPt9PPn2F+QVFvLzqzsS+AZDEamIVOJExBNTPt7Ig/9azZWXNGLC0N7ERqnARZrfZzx2a3dioowJ760nr6CIX3/vEhU5kQpKJU5ELri/vr+eR974nGu7NuHplF7EROnMjgvF5zP+eFM3ov0+Jn20kfxCx30DOqvIiVRAKnEickE98846/vLWFwzo0YwnB/Ygyq8Cd6H5fMYfbuhCjN/H5I83crKgiD/e1BWfT0VOpCJRiRORC8I5xxNvfsFz7+Xy/d7NeezWHvhVGjxjZvzmukuIifLx/PvryS8s4pFbuutnIlKBqMSJSMQ55/jT65+T/uEGUvq25OGbu2mvTzlgZtxzTUdionw89fY68guLeOI27R0VqShU4kQkopxz/OGfq5n+n00MT27NH27oogJXjpgZd13ZgWi/j8cWraWg0PFUSuAqVhEp31TiRCRiioocv31lJXOzNjP20rb89jpdCVle3fGdi4mN8vHQa2vIKyziuSG9dMWwSDmnj1oiEhGFRY5fvrSCuVmb+cG3L1KBqwDGfasdf7ihC2+t3sXts3I4kV/odSQROQOVOBEpcwWFRfxs4XL+lrOVn1zRnl9co5vKVhQjv9GGh2/uxvtf7GHcjGyO56nIiZRXKnEiUqbyC4v4yfzl/GP5du65piM/vaqDClwFMySpFY/e0p1P1u9l9PTFHD1Z4HUkESmGSpyIlJmTBYXcMWcpr322g9987xLu+M7FXkeSc3RbQkueGtSTJZsOMHLqYg6fyPc6koicRiVORMrEifxCbp+Vw5urd3H/gM6kXtbO60hynm7s2ZxnB/di+ZaDDJuymEPHVOREyhOVOBE5b8fzCkmdmc17a/fw8M3dGPXNtl5HkjLyvW5NeX5ob1ZvP8SQyZkcOJrndSQRCYpoiTOz/ma21sxyzezeYqZfZmZLzazAzG49bVqhmS0PDq+GjG9rZllmts7MFphZTCRfg4ic2dGTBYyevpiPc/fy6K3dGZLUyutIUsau7tKE9BEJrNt9hMGTMtl75KTXkUSECJY4M/MDE4Brgc7AYDPrfNpsm4FRwNxiVnHcOdczONwQMv4R4EnnXHvgADC2zMOLSFgOn8hn5NTFLN64nycH9mRgQkuvI0mEfKdjI6aO7MumfUdJSc9k91cnvI4kUuVFck9cIpDrnNvgnMsD5gM3hs7gnNvknFsBFIWzQgtc4vZd4MXgqBnATWUXWUTCdeh4PsOnLGb5loM8O7g3N/Vq7nUkibBL2zdk+uhEth88zqD0THYcOu51JJEqLZIlrjmwJeT51uC4cMWZWbaZZZrZqaLWADjonDt1vfvZrlNEysCBo3kMnZzJqu2HeH5ob67r3tTrSHKBJLdrwKyxiew9fJKBEzPYsv+Y15FEqqxIlrjibgzlzmL5Vs65BGAI8JSZXXQ26zSztGAJzN6zZ89ZbFZEzmTvkZMMnpTJF7uOkD48gau7NPE6klxgfVrXZ/a4JA4dyyclPZMv9x31OpJIlRTJErcVCD1BpgWwPdyFnXPbg//dALwP9AL2AnXN7NR3vpa4TudcunMuwTmXEB8ff/bpReRrdn91gsHpmWzad5QpIxP4TqdGXkcSj/RoWZe5qckcyytg4MQM1u854nUkkSonkiVuCdA+eDVpDJACvFrKMgCYWT0ziw0+bgh8E1jtnHPAe8CpK1lHAq+UeXIR+Zqdh06Qkp7JtoPHmTYqkW+114ejqq5r8zrMS0umsMgxaGImX+w67HUkkSolYiUueN7ancAiYA2w0Dm3ysweMLMbAMysr5ltBW4DJprZquDilwDZZvYpgdL2Z+fc6uC0XwJ3m1kugXPkpkTqNYhIwNYDxxg4MYPdh08yc0wi/S5q4HUkKSc6NanN/LRkfAYp6Zms3v6V15FEqgwL7Nyq3BISElx2drbXMUQqpM37jjF4UiZfnchn5phEerWq53UkKYc27j3KkEmZHMsrZPbYJLq1qON1JJEKy8xygtcFnJG+sUFESrRhzxEGTszgaF4B81KTVeCkRG0b1mDh+H7UjI1iyORMlm4+4HUkkUpPJU5EirVu12EGpWeSX1jEvNRkujbXnhU5s5b1q7Pw9n7UrxHD8MlZLNm03+tIIpWaSpyIfM2aHV+Rkp4JwPy0ZC5pWtvjRFJRNK9bjQVp/WhcJ44RUxbzn/V7vY4kUmmpxInI/1i57RCDJ2US7fexIC2Z9o1reR1JKpgmdeKYn5ZMi3rVGD1tCR9+oXt1ikSCSpyI/NfyLQcZMimTGjFRLBifTLv4ml5HkgqqUa1AkWsXX5NxM7J59/NdXkcSqXRU4kQEgOxN+xk2OYu61WNYMD6Z1g1qeB1JKrgGNWOZl5pExya1GD8rhzdW7vQ6kkilohInImSs38eIqYtpVCuWBeOTaVGvuteRpJKoWz2G2eOS6Nq8DnfMXcq/VoT9xT0iUgqVOJEq7qN1exg9fTHN61ZjfloyTetU8zqSVDJ1qkUza2wSvVvV5cfzlvHysq1eRxKpFFTiRKqw9z7fzdgZ2bRpUIN5ack0qh3ndSSppGrGRjFjTCJJbRtw98JPWbhki9eRRCo8lTiRKmrRqp2kzcqmQ+OazEtNpmHNWK8jSSVXPSaKqaP6cunFDfnFSyuYnfml15FEKjSVOJEq6LUVO7hjzlI6N6vDnHHJ1KsR43UkqSKqxfiZNCKB73ZqxG//sZJpn2z0OpJIhaUSJ1LF/GPZNn40byk9W9Zl9thE6lSL9jqSVDFx0X5eGNaHa7o05g//XM3ED9Z7HUmkQlKJE6lCFmZv4acLl5PYtj4zxiRSK04FTrwRE+XjuSG9ub57U/70+uc8+846ryOJVDhRXgcQkQtjTtaX/ObllXyrfUPShydQLcbvdSSp4qL9Pp4a1JMYv48n3vqC/MIifnpVB8zM62giFYJKnEgVMP2Tjdz/z9V8p2M8fx3Wh7hoFTgpH6L8Ph67rQdRfuOZd3M5WVjEvf07qciJhEElTqSSS/9wPQ//+3Ou6tyY54b0IjZKBU7KF7/P+PP3uxMT5WPiBxvIKyji99d3VpETKYVKnEgl9ty763j8zS+4rltTnkrpSbRfp8FK+eTzGQ/e2JVov49pn2wiv7CIB27ois+nIidSEpU4kUrIOceTb6/jmXfWcVPPZjx+Ww+iVOCknDMzfn995//ukcsvcDz8/W74VeREiqUSJ1LJOOd45I21vPDBem7r04I/39JdfwSlwjAz7u3fiVi/j2fezSW/sIhHb+2uDyEixVCJE6lEnHM8+K81TP1kI0OTWvHgjTocJRWPmXH31R2JDl61mldYxJODdDqAyOlU4kQqiaIix32vrmJW5peM+kYb7hugE8OlYvvRFe2JifLxp9c/J7+wiGcH9yYmSkVO5BT9axCpBIqKHL9++TNmZX7J+MvaqcBJpTH+8ov4/fWdWbRqFz+YncOJ/EKvI4mUG2GVODO71MxGBx/Hm1nbMJfrb2ZrzSzXzO4tZvplZrbUzArM7NaQ8T3NLMPMVpnZCjMbFDJtupltNLPlwaFnOFlEKqvCIsfPX/yU+Uu28KPvXsy91+oeW1K5jLm0LQ/d1JV3Pt9N6sxsFTmRoFJLnJndB/wS+FVwVDQwO4zl/MAE4FqgMzDYzDqfNttmYBQw97Txx4ARzrkuQH/gKTOrGzL9Hudcz+CwvLQsIpVVfmERdy1Yzt+XbuPuqzrws6s7qsBJpTQsuTWP3tKdj3P3MnraEo7lFXgdScRz4eyJuxm4ATgK4JzbDtQKY7lEINc5t8E5lwfMB24MncE5t8k5twIoOm38F865dSHb2w3Eh7FNkSojr6CIH81dxj8/3c6913bix1e09zqSSEQN7NuSvwzsQdbGfYyauoQjJ1XkpGoLp8TlOecc4ADMrEaY624ObAl5vjU47qyYWSIQA6wPGf3H4GHWJ80s9mzXKVLRnSwo5Idzcnhj1U5+d31nbr/8Iq8jiVwQN/dqwdMpvcjZfIDhU7I4dDzf60gingmnxC00s4lAXTMzAqGXAAAgAElEQVRLBd4GJoexXHHHdNzZhDOzpsAsYLRz7tTeul8BnYC+QH0Ch3qLWzbNzLLNLHvPnj1ns1mRcu1EfiGpM3N4e81uHrypK2MvDesUVZFKY0CPZkwY0puV2w4xbHIWB4/leR1JxBOlljjn3OPAi8BLQEfg9865Z8JY91agZcjzFsD2cIOZWW3gNeC3zrnMkDw7XMBJYBqBw7bF5U53ziU45xLi43UkViqHY3kFjJm+hI/W7eGRW7oxPLm115FEPNG/axMmDu/D2l2HGTwpi31HTnodSeSCC+fChkecc2855+5xzv3cOfeWmT0SxrqXAO3NrK2ZxQApwKvhhArO/zIw0zn3t9OmNQ3+14CbgJXhrFOkojtysoBRU5eQuWEfT9zWg0F9W3kdScRT3+3UmMkjEtiw5wiDJ2Wy+/AJryOJXFDhHE69qphx15a2kHOuALgTWASsARY651aZ2QNmdgOAmfU1s63AbcBEM1sVXHwgcBkwqphbicwxs8+Az4CGwENhvAaRCu2rE/mMmJJFzuYDPJ3Si+/3buF1JJFy4bIO8Uwb3Zct+4+TMjGTnYdU5KTqsMA1C8VMMPsB8EOgHf97UUEt4BPn3LDIxysbCQkJLjs72+sYIufk4LE8RkxdzJodX/Hs4F7079rU60gi5c6STfsZPW0JDWrGMDc1meZ1q3kdSeScmVmOcy6htPnOtCduLjCAwCHQASFDn4pU4EQqsv1H8xgyKYvPdxzmhWF9VOBEStC3TX1mjU1k/9E8Br6QweZ9x7yOJBJxJZY459yh4H3cBjvnvgSOE7i6tKaZ6WQckQjbc/gkKekZrN9zhEkjE7jiksZeRxIp13q1qsfccckczStgUHoGG/ce9TqSSESFc2HDADNbB2wEPgA2Aa9HOJdIlbbrqxOkpGewZf9xpo3qy+UddIW1SDi6tajD3HHJnCwoYuDEDHJ3H/Y6kkjEhHNhw0NAMvCFc64tcAXwSURTiVRh2w8eZ9DEDHYeOsGMMYl84+KGXkcSqVA6N6vN/LRknINBEzP5fOdXXkcSiYhwSly+c24f4DMzn3PuPUBfOi8SAVv2H2PgxAz2Hclj5tgkEtvW9zqSSIXUoXEtFoxPJspvDE7PZOW2Q15HEilz4ZS4g2ZWE/iQwO09ngb0hXUiZWzT3qMMmpjB4RMFzElNok/rel5HEqnQLoqvycLx/ageE8WQSZks33LQ60giZSqcEncjcAz4KfAGgduNDIhkKJGqJnf3EQZOzOBEQRFzU5Po3qKu15FEKoXWDWqwYHwydapHM2xyFjlf7vc6kkiZCedrt44654qccwXOuRnABKB/5KOJVA1rdx4mJT2DIgfzUpPp0qyO15FEKpUW9aqzcHw/4mvFMnzKYjI37PM6kkiZKLHEmVltM/uVmT1nZldbwJ3ABgLfqCAi52nV9kOkpGfgM2N+WjIdm9TyOpJIpdS0TjUWpCXTrG41Rk1bzMfr9nodSeS8nWlP3CwCX3j/GTAOeJPA12Pd6Jy78QJkE6nUVmw9yJBJWVSL9rNwfD8ublTT60gilVqj2nHMT0umTYMajJmxhPfW7vY6ksh5OVOJa+ecG+WcmwgMBhKA651zyy9MNJHKK+fLAwydlEWtuCgWjO9Hm4Y1vI4kUiU0rBnLvNRk2jeqyfiZOby1epfXkUTO2ZlKXP6pB865QmCjc053TRQ5T1kb9jFiShYNasawcHw/Wtav7nUkkSqlXo0Y5o5L5pJmtfnB7Bz+/dkOryOJnJMzlbgeZvZVcDgMdD/12Mx050SRc/BJ7l5GTVtCkzpxLBjfj2b6km4RT9SpHs3ssYn0aFmXH81bxivLt3kdSeSsnem7U/3OudrBoZZzLirkce0LGVKkMvjgiz2Mmb6EVvWrMz+tH41rx3kdSaRKqxUXzcwxiSS0rsddC5bzYs5WryOJnJVw7hMnIufp7dW7SJ2RzUXxNZmXlkx8rVivI4kIUCM2iumjE/nmRQ2558VPmbd4s9eRRMKmEicSYW+s3MHts3Po1LQWc1OTqF8jxutIIhKiWoyfySMTuLxDPL/6+2fMzNjkdSSRsKjEiUTQq59u5465y+jeog6zxyVRt7oKnEh5FBftZ+LwPlzVuTG/f2UVkz/a4HUkkVKpxIlEyEs5W7lr/jL6tK7HzLFJ1I6L9jqSiJxBbJSf54f25nvdmvDQa2uY8F6u15FEziiqtBmCV6a600YfArKBnznn9HFF5DTzF2/mVy9/Rr92DZg8MoHqMaX+UxORciDa7+OZlF5E+z/lsUVryS8s4idXtMfMvI4m8jXh/GX5C7AdmAsYkAI0AdYCU4FvRyqcSEU0M2MTv39lFZd3iGfi8D7ERfu9jiQiZyHK7+MvA3sS7ffx1NvryCso4p5rOqrISbkTTonr75xLCnmebmaZzrkHzOzXkQomUhFN/mgDD722hisvacSEob2JjVKBE6mI/D7j0Vu6E+338fz768krKOI3112iIiflSjglrsjMBgIvBp/fGjLt9MOsIlXW8+/n8ugba7m2axOeTulFTJROORWpyHw+4+GbuxLjNyZ/vJH8wiLuG9AFn09FTsqHcP7KDAWGA7uBXcHHw8ysGnDnmRY0s/5mttbMcs3s3mKmX2ZmS82swMxuPW3aSDNbFxxGhozvY2afBdf5jOljkXjMOcfTb6/j0TfWMqBHM54drAInUlmYGfff0IXUb7VlRsaX/OYfn1FUpP0XUj6UuicueOHCgBImf1zScmbmByYAVwFbgSVm9qpzbnXIbJuBUcDPT1u2PnAfkEBgb19OcNkDwF+BNCAT+DfQH3i9tNchEgnOOR5/cy0T3lvP93s357Fbe+DXp3SRSsXM+PX3LiEmyseE99aTV+B49Nbu+rcungvn6tR4IBVoEzq/c25MKYsmArmnrl41s/nAjcB/S5xzblNwWtFpy14DvOWc2x+c/hbQ38zeB2o75zKC42cCN6ESJx5wzvHwv9cw6aONpPRtycM3d9NhFpFKysz4+dUdifH7efLtLygoKuKJ23oQ5dded/FOOOfEvQJ8BLwNFJ7FupsDW0KebwWSSpg3nGWbB4etxYwXuaCcc/zhn6uZ/p9NDE9uzR9u0HkyIpWdmfGTK9sTHWU8+kbg9iNPp/QiWkVOPBJOiavunPvlOay7uL9o4Z5IUNKyYa/TzNIIHHalVatWYW5WpHRFRY7f/GMl8xZvZuylbfmtrlgTqVJ++O2LifH7eOi1NeQVLGXC0F66El08Ec7Hh3+Z2ffOYd1bgZYhz1sQuN/c+Sy7Nfi41HU659KdcwnOuYT4+PiwQ4ucSWGR4xcvrWDe4s384NsXqcCJVFHjvtWOB27swttrdjF+Vg4n8s/mQJVI2QinxP2EQJE7bmZfmdlhM/sqjOWWAO3NrK2ZxRC4SfCrYeZaBFxtZvXMrB5wNbDIObcDOGxmycGrUkcQONwrEnEFhUXcvXA5L+Zs5SdXtOcXuvmnSJU2ol8b/vT9bnzwxR7GzcjmeJ6KnFxYpZY451wt55zPOVfNOVc7+Lx2GMsVELgFySJgDbDQObfKzB4wsxsAzKyvmW0FbgMmmtmq4LL7gQcJFMElwAOnLnIAfgBMBnKB9eiiBrkA8guL+Mn85byyfDv3XNORn17VQQVORBic2IrHb+3Bf9bvZdS0xRw9WeB1JKlCzLniT1Mzs07Ouc/NrHdx051zSyOarAwlJCS47Oxsr2NIBXWyoJA75y7jrdW7+M33LiH1snZeRxKRcubVT7fz0wXL6dmyLtNG96V2XLTXkaQCM7Mc51xCafOd6cKGuwlcGPBEMdMc8N1zzCZSYZzIL+QHs3N4b+0e7h/QmVHfbOt1JBEph27o0Yxon/GjecsYPjmLmWOSqFNdRU4iq8Q9cZWJ9sTJuTieV0jqzGw+zt3Lwzd3Y0iSrnIWkTN7e/UufjhnKe0b12TW2CTq14jxOpJUQOHuiQvr5jZm9g0zG2JmI04N5x9RpPw6erKA0dMX88n6vTx6a3cVOBEJy5WdG5M+og+5u48wZFImew6f9DqSVGKlljgzmwU8DlwK9A0OpbZDkYrq8Il8Rk5dzJJNB3hqUE8GJrQsfSERkaBvd2zE1FF92bTvKCnpGez66oTXkaSSKvVwqpmtATq7CnzcVYdTJVyHjuUzYtpiVm07xDODe/G9bk29jiQiFVTWhn2Mmb6E+FqxzE1Nplndal5HkgqiLA+nrgSanH8kkfLtwNE8hkzOZPX2Qzw/tLcKnIicl6R2DZg5Nol9R/IYlJ7Blv3HvI4klUw4Ja4hsNrMFpnZq6eGSAcTuZD2HjnJ4EmZrNt9hPQRCVzdRZ9bROT89Wldj9njkjh0LJ9BEzPYtPeo15GkEgnncOrlxY13zn0QkUQRoMOpcia7vzrBkMlZbD1wjMkj+nJp+4ZeRxKRSmbV9kMMm5xFTJSPOeOSubhRTa8jSTlWJodTzcwP/M4598HpQ5klFfHQjkPHGZSeyfaDx5k+OlEFTkQiokuzOsxP60dhkSMlPZO1Ow97HUkqgTOWOOdcIXDMzOpcoDwiF8zWA8cYNDFwC4CZYxJJbtfA60giUol1bFKL+Wn98BkMnpTJ6u3hfA25SMnCOSfuBPCZmU0xs2dODZEOJhJJX+47yqCJmRw8lsfscUkktKnvdSQRqQIublSTBeP7ERvlY/CkTFZsPeh1JKnAwilxrwG/Az4EckIGkQpp/Z4jDJqYydG8AuamJtOzZV2vI4lIFdK2YQ0Wju9Hrbgohk7KYunmA15HkgpKX7slVcq6XYcZPCkL5xxzUpPo1KS215FEpIradvA4QyZlsvfwSaaNTiSxrY4ISECZ3SfOzNqb2YtmttrMNpwayiamyIWzZsdXpKRnYgbz05JV4ETEU83rVmPh+H40rhPHyKmL+U/uXq8jSQUTzuHUacBfgQLgO8BMYFYkQ4mUtZXbDjF4UibRfh8L0pJp37iW15FERGhcO44Faf1oWb8ao6cv4YMv9ngdSSqQcEpcNefcOwQOvX7pnLsf+G5kY4mUnWWbDzB4UiY1YqJYOL4f7eJ1fyYRKT/ia8UyLzWZdvE1SZ2RzTtrdnkdSSqIsK5ONTMfsM7M7jSzm4FGEc4lUiaWbNrP8CmLqVc9hgXjk2nVoLrXkUREvqZBzVjmpSbRqWktbp+dwxsrd3odSSqAcErcXUB14MdAH2AYMDKSoUTKQsb6fYycuphGtWJZOL4fLeqpwIlI+VW3egyzxyXRtXkd7pi7lH9+ut3rSFLORZU2g3NuCYCZOefc6MhHEjl/H63bQ+rMbFrWq86c1CQa1YrzOpKISKlqx0Uza2wSY6Yt4Sfzl5FfWMT3e7fwOpaUU+FcndrPzFYDa4LPe5jZ8xFPJnKO3vt8N2NnZNOmQQ3mpyWrwIlIhVIzNorpY/qS3K4BP/vbpyxcssXrSFJOhXM49SngGmAfgHPuU+CySIYSOVeLVu0kbVY2HRrXZF5qMg1qxnodSUTkrFWPiWLqqL58q308v3hpBbMyv/Q6kpRD4ZQ4nHOnfwwojEAWkfPy2ood3DFnKV2a1WHOuGTq1YjxOpKIyDmLi/aTPrwPV3RqxO/+sZKpH2/0OpKUM+GUuC1m9g3AmVmMmf2c4KFVkfLiH8u28aN5S+nVqi6zxiZSp1q015FERM5bXLSfvw7rQ/8uTXjgX6t54YP1XkeSciScEnc7cAfQHNgK9AR+GM7Kzay/ma01s1wzu7eY6bFmtiA4PcvM2gTHDzWz5SFDkZn1DE57P7jOU9N0u5MqbmH2Fn66cDlJbRswfXQiteJU4ESk8oiJ8vHskF4M6NGMP7/+Oc+8s87rSFJOhHN16l5gaOg4M7uLwLlyJTIzPzABuIpA+VtiZq8651aHzDYWOOCcu9jMUoBHgEHOuTnAnOB6ugGvOOeWhyw31DmnL0MV5mR9yW9eXsm32jckfXgC1WL8XkcSESlz0X4fTw3qSbTP+MtbX5BfWMTdV3XAzLyOJh4K65y4YtwdxjyJQK5zboNzLg+YD9x42jw3AjOCj18ErrCv/0YOBuadY06pxKZ/spHfvLyS73ZqxKQRKnAiUrn5fcZjt/VgUEJLnn03lz+//jnOOa9jiYdK3RNXgnCqf3Mg9IKIrUBSSfM45wrM7BDQAAj9FuBBfL38TTOzQuAl4CFXzG+xmaUBaQCtWrUKI65UJOkfrufhf3/O1Z0b89yQ3sREnevnERGRisPvM/70/W5ERxkTP9xAXmERv7++s/bIVVHnWuLCqf7F/UadvtwZ5zGzJOCYc25lyPShzrltZlaLQIkbDsz82kqcSwfSARISEvRRpRJ57t11PP7mF1zXvWng8IJfBU5Eqg6fz3jwxq7E+P1M/WQjeQVFPHhjV3w+FbmqpsQSZ2aHKb6sGVAtjHVvBVqGPG8BnP4dIqfm2WpmUUAdYH/I9BROO5TqnNsW/O9hM5tL4LDt10qcVD7OOZ58ex3PvLOOm3s157FbuxOlAiciVZCZ8bvrLyEmyscLH6wnv7CIP32/O34VuSqlxBLnnKt1nuteArQ3s7bANgKFbMhp87xK4HtYM4BbgXdPHRo1Mx9wGyE3Fg4WvbrOub1mFg1cD7x9njmlAnDO8cgba3nhg/Xc1qcFf75F/7MSkarNzPhl/47ERPl45p115Bc6fbitYs71cGqpgue43QksAvzAVOfcKjN7AMh2zr0KTAFmmVkugT1wKSGruAzY6pzbEDIuFlgULHB+AgVuUqReg5QPzjke/Ncapn6ykaFJrXTYQEQkyMy4+6oOxPiNx9/8grzCIp1mUoVYVbiyJSEhwWVn644kFVFRkeP3r65kduZmRn2jDfcN0Am8IiLFmfThBv747zVc06Uxzw7WBV8VmZnlOOcSSptPP2EptwqLHL/6+2fMztzM+MvaqcCJiJxB6mXtuH9AZxat2sXts3M4ka9vyKzsVOKkXCooLOKev33Kguwt/Oi7F3PvtZ1U4ERESjHqm215+OZuvPv5blJnZnM8T0WuMlOJk3Inv7CIuxYs5+/LtnH3VR342dUdVeBERMI0JKkVj97anY9z9zJm+hKO5RV4HUkiRCVOypW8giLunLuUf63Ywb3XduLHV7T3OpKISIUzMKElTw7sSdbGfYycupjDJ/K9jiQRoBIn5caJ/EJ+MDuHRat28bvrO3P75Rd5HUlEpMK6qVdznh3cm2WbDzJ8ymIOHVeRq2xU4qRcOJFfSOrMbN75fDcP3tSVsZe29TqSiEiFd133pjw/tDerth9i2OQsDh7L8zqSlCGVOPHcsbwCRk9bwse5e3nklm4MT27tdSQRkUrj6i5NSB+ewNpdh0lJz2TfkZNeR5IyohInnjpysoBRU5eQtXEfT9zWg0F9W3kdSUSk0vlOp0ZMGZnApn1HSUnPZPdXJ7yOJGVAJU48c+h4PsOnZJGz+QBPp/Ti+71beB1JRKTS+lb7eKaNSmTbweOkpGey85CKXEWnEieeOHgsj2GTs1i57RAThvRiQI9mXkcSEan0+l3UgJljEtl9+CQDJ2aw9cAxryPJeVCJkwtu35GTDJ6Uxdqdh3lhWB/6d23qdSQRkSojoU19Zo1N5MCxPAZNzGTzPhW5ikolTi6o3YdPMHhSJhv2HGHSyASuuKSx15FERKqcXq3qMS81maN5BQycmMGGPUe8jiTnQCVOLpidh06Qkp7Jlv3HmTaqL5d3iPc6kohIldW1eR3mpSaTX1jEoPRM1u067HUkOUsqcXJBbDt4nEHpGew6dIIZYxL5xsUNvY4kIlLlXdK0NvPTkgFISc9kzY6vPE4kZ0MlTiJuy/5jDJqYwf4jecwcm0Ri2/peRxIRkaD2jWuxIC2ZaL+PwZMyWbntkNeRJEwqcRJRG/ceZeDEDA6fKGBOahJ9WtfzOpKIiJymXXxNFoxPpkZMFEMmZbJ8y0GvI0kYVOIkYnJ3H2bQxAxOFhQxNzWJ7i3qeh1JRERK0LpBDRaMT6Zu9RiGTc4ie9N+ryNJKVTiJCLW7gx8vUuRg3mpyXRpVsfrSCIiUooW9aqzYHwyjWrFMmLqYjLW7/M6kpyBSpyUuZXbDpGSnoHfZ8xPS6Zjk1peRxIRkTA1rVON+WnJNK9bjdHTF/Pxur1eR5ISqMRJmfp0y0GGTMqkWrSfBWn9uLhRTa8jiYjIWWpUO455acm0aVCDMTOW8N7nu72OJMVQiZMyk/PlfoZNzqJO9WgWjO9Hm4Y1vI4kIiLnqGHNWOalJtOhcU3SZmXz5qqdXkeS06jESZnI2rCP4VMW07BWLAvS+tGyfnWvI4mIyHmqVyOGOeOS6dysDj+cs5TXVuzwOpKEiGiJM7P+ZrbWzHLN7N5ipsea2YLg9CwzaxMc38bMjpvZ8uDwQsgyfczss+Ayz5iZRfI1SOk+yd3LyGmLaVonjgVpyTSrW83rSCIiUkbqVItm9thEerasy4/mLeWV5du8jiRBEStxZuYHJgDXAp2BwWbW+bTZxgIHnHMXA08Cj4RMW++c6xkcbg8Z/1cgDWgfHPpH6jVI6d5fu5sx05fQun4N5qf1o1HtOK8jiYhIGasVF82MMYkktq3PXQuW87fsLV5HEiK7Jy4RyHXObXDO5QHzgRtPm+dGYEbw8YvAFWfas2ZmTYHazrkM55wDZgI3lX10Ccfbq3eRNjOHi+JrMi8tmfhasV5HEhGRCKkRG8W0UYlcenFD7nlxBXOzNnsdqcqLZIlrDoRW9a3BccXO45wrAA4BDYLT2prZMjP7wMy+FTL/1lLWKRfA65/t4PbZOVzStBbzUpOpXyPG60giIhJh1WL8TBqRwHc6xvPrlz9jxn82eR2pSotkiStuj5oLc54dQCvnXC/gbmCumdUOc52BFZulmVm2mWXv2bPnLGJLaV5Zvo075y2jR8u6zBqXRJ3q0V5HEhGRCyQu2s8Lw/twVefG3PfqKiZ9uMHrSFVWJEvcVqBlyPMWwPaS5jGzKKAOsN85d9I5tw/AOZcDrAc6BOdvUco6CS6X7pxLcM4lxMfHl8HLEYAXc7by0wXL6dO6HjPGJFI7TgVORKSqiY3y8/zQ3lzXrSl//PcaJryX63WkKimSJW4J0N7M2ppZDJACvHraPK8CI4OPbwXedc45M4sPXhiBmbUjcAHDBufcDuCwmSUHz50bAbwSwdcgIeYv3sw9L35Kv4saMH10X2rGRnkdSUREPBLt9/F0Sk9u6tmMxxat5cm3viBwurpcKBH7K+ycKzCzO4FFgB+Y6pxbZWYPANnOuVeBKcAsM8sF9hMoegCXAQ+YWQFQCNzunDv1Tbw/AKYD1YDXg4NE2MyMTfz+lVVc3iGeicP7EBft9zqSiIh4LMrv44mBPYny+3j6nXXkFRbxi2s6ort/XRhWFVpzQkKCy87O9jpGhTX5ow089NoarrykMROG9iI2SgVORET+X1GR47evrGRu1mbGXtqW3153iYrceTCzHOdcQmnz6XiYnNHz7+fy6BtrubZrE55O6UVMlL7kQ0RE/pfPZ/zxpq7E+H1M+Xgj+YVF3D+gCz6filwkqcRJsZxzPPNOLk++/QU39GjGXwb2IMqvAiciIsUzM+4b0JnYKB8TP9xAXkERD9/cTUUuglTi5Gucczz+5lomvLeeW3q34NFbu+PXP0IRESmFmXHvtZ2IifLx7Lu55Bc6/Q2JIJU4+R/OOR7+9xomfbSRwYkt+eNN+hQlIiLhMzN+dnVHov0+/vLWF+QXFuloToSoxMl/Oef4wz9XM/0/mxjRr7XOZxARkXP24yvaExPl48+vf05+YZHOq44AlTgBAlcW/eYfK5m3eDPjLm3Lb3RlkYiInKfbL7+IaL+PB/+1mvw5OUwY2lt3OChDqsRCYZHjFy+tYN7izfzw2xepwImISJkZe2lbHrypK2+v2U3azBxO5Bd6HanSUImr4goKi7h74XJezNnKXVe25x7dpFFERMrY8OTWPHJLNz5ct4exM5ZwLK/A60iVgkpcFZZfWMRP5i/nleXbueeajtx1ZQcVOBERiYhBfVvxxP+1d+fhVdV3Hsff3yQERPZNkEWgIMoOhhBcal2q2KrUqhBAQJDFGWzrdJlHZ0ZbrW3VdqrWakvYZBGBsbal+lTrUu3gkEDYFFAQUGQTwhZ2sn3nj3tiYwyQQG7OvTef1/Pk4Z7f+Z1zv+d3zxM+Ocs9t/dhyaa93DlzGYdPKMidLYW4WupEUTH/+vwKXnl/J//1zYuZfFWXsEsSEZEE9+3+7Xgqsx/Lt+xn9PQcDh4vDLukuKYQVwsdLyzm7jnLeX3dLh66uQfjr+gcdkkiIlJL3NTnfJ4Z0Y/3t+czaloO+UcV5M6UQlwtc6ygmPGzcnl7Qx4/v6UXYy7tGHZJIiJSywzu2Ybf33EJH+w8xPCp2ew7UhB2SXFJIa4WOXKiiDtnLuXdTXt4/NbejBjYIeySRESklrrm4vOYOiaNTXmHycxaQt6hE2GXFHcU4mqJg8cLGT1jKblb9vPksL7cntY+7JJERKSWu/LClsy8cwBb9x0jM2sJuw4eD7ukuKIQVwvkHy1k1LQcVm89wNPD+zGkb9uwSxIREQHg0i4tmDUunc/yjzNsyhJ2HDgWdklxQyEuwe07UsCIadms23mQZ0f25xu92oRdkoiIyBekd2rG7LsGsvdwAUOnLGHrvqNhlxQXFOIS2J7DJxgxNZuPdh8ma3Qa1/VoHXZJIiIiFbrkgqY8P2Egh44XMWzKEj7ZcyTskmKeQlyC2n3wOJlZ2Xyy9wgzxgzgqm6twi5JRETklHq3a8K8CQM5XlTC0ClL2Lj7cNglxTSFuAS0M/8Yw7Ky2XHgGM+NTefyri3CLklERKRSepzfmBcmZFDikJm1hPWfHQq7pJilEJdgtu47ytApkVu1Z49LJ6Nz87BLEhERqZJurRsyf2IGSWZkZi1h7Y78sEuKSQpxCWTL3iNkZum+jPcAABIsSURBVGWTf7SQueMHktaxWdgliYiInJEurRqwcNIgzqmTzIipOby37UDYJcUchbgEsSnvMEOnLOFIQRHzJmTQt32TsEsSERE5Kx1bnMuCSYNoWC+FkVNzWL5lf9glxZSohjgzG2xm681so5ndV8H8uma2IJifY2Ydg/avm9lyM3s/+PfqMsu8HaxzVfBT66/Y37DrEMOmZFNU7MyfmEHPto3DLklERKRatG9Wn4WTBtG8QSqjp+eQs3lv2CXFjKiFODNLBp4BbgC6A8PNrHu5bncB+929C/AE8FjQvge4yd17AWOAOeWWG+nufYOf3dHahniwbsdBMrOyMYP5EzO4qHWjsEsSERGpVuc3OYcFkwbRunE97py5jHc37gm7pJgQzSNx6cBGd9/s7gXAfGBIuT5DgFnB6xeBa8zM3H2lu+8I2tcC9cysbhRrjUvvb8tn+NRsUpOTWDAxg67nNQy7JBERkag4r1E95k8cRIdm9Rn33DLe2ZAXdkmhi2aIawtsLTO9LWirsI+7FwH5QPnbKW8FVrp72SfjzgxOpT5gZla9ZceHFZ/uZ8S0bBrUTWHhpEF0btkg7JJERESiqmXDurwwMYOvtGzAhFm5vLFuV9glhSqaIa6icOVV6WNmPYicYp1UZv7I4DTrFcHPqArf3GyimeWaWW5eXmKl9WWf7GPUtBya1k9lwaQMOjSvH3ZJIiIiNaLZuanMmzCQi9o05O65y3l1zc6wSwpNNEPcNqB9mel2wI6T9TGzFKAxsC+Ybgf8ERjt7ptKF3D37cG/h4B5RE7bfom7Z7l7mruntWzZslo2KBb836Y9jJ6+lPMa1WPhpEG0a6oAJyIitUuT+qnMHT+Q3u0aM3neShatLh8vaodohrhlQFcz62RmqUAmsKhcn0VEblwAuA14y93dzJoArwD3u/u7pZ3NLMXMWgSv6wA3AmuiuA0x5R8b8hg7cxntmp7D/EkZtG5cL+ySREREQtGoXh1m3zWQSy5oyr3zV/KH5dvCLqnGRS3EBde43QO8BnwALHT3tWb2sJndHHSbDjQ3s43A94HSryG5B+gCPFDuq0TqAq+Z2XvAKmA7MDVa2xBL3vpwF+Nn5dKpxbnMn5hBq4YKcCIiUrs1qJvCc2MHkNG5OT98cTULln0adkk1ytzLX6aWeNLS0jw3NzfsMs7Yq2s+4zsvrKBb64bMGTeQpuemhl2SiIhIzDheWMykOct5Z0MePx3Sg1GDOoZd0lkxs+Xunna6fnpiQ4x7+b0dTJ63gh7nN+b58RkKcCIiIuXUq5NM1uhLuPbiVjzw57VMX/xx2CXVCIW4GPbHldv47gsr6d+hCXPuSqfxOXXCLklERCQm1U1J5tmRl3BDz9b89OV1/O7tTadfKM4pxMWohcu28v2FqxnYqTnPjU2nYT0FOBERkVNJTUni6eH9uLnP+Tz26of85s2Pwi4pqlLCLkC+bG72Fv7rT2u4omsLskalcU5qctgliYiIxIWU5CSeGNaXOslJ/Pr1DRQUlfCD6y4kEZ8NoBAXY2a++zEP/WUdV1/UimdH9qdeHQU4ERGRqkhOMn55W29SU4zf/n0jBcUl3H/DRQkX5BTiYsiUdzbxi79+yPU9zuPp4f1JTdHZbhERkTORlGT87Fu9qJOcRNY/NlNQVMKPb+qeUEFOIS5GPP3mR/z36xu4sXebzw8Di4iIyJlLSjIeurkHqclJTFv8MQXFJTwypCdJSYkR5BTiQubuPPH6Bn7z1ka+3a8tj9/WmxQFOBERkWphZvznNy8mNSWJZ9/eRGFRCY/e2pvkBAhyCnEhcnceffVDpryzmaFp7fjFtxNjpxIREYklZsaPru9GakoST77xEYXFJfzq9j5xf9BEIS4k7s7DL69j5rufcEdGBx6+OXEO74qIiMQaM+Peay+kTnISv3xtPYXFzpOZ8X35kkJcCEpKnAcXrWFu9qeMvawjD96YWBdaioiIxKrJV3WhbkoSj7zyAYXFJTw9oh91U+LzmyDiN37GqeIS5/6X3mdu9qdMurKzApyIiEgNG39FZx66uQd/W7eLu+cs53hhcdglnRGFuBpUVFzCj/5nNQtyt/Ldq7tw3+DE+84aERGReDDm0o78/JZevL0hjwmzczlWEH9BTiGuhhQWl3DvglW8tHI7P/j6hXz/um4KcCIiIiEaMbADj9/am8Ub9zD2uaUcOVEUdklVohBXAwqKSrhn3gpefm8n999wEd+5pmvYJYmIiAhwe1p7nhzWl2Wf7GfMjKUcOl4YdkmVphAXZccLi/mXuct5be0uHryxO5Ou/ErYJYmIiEgZQ/q25enh/Vi19QCjpi8l/1h8BDmFuCg6XljMhNm5vPnhbh75Vk/GXd4p7JJERESkAt/o1YZnR/Zn7Y58Rk7LZv+RgrBLOi2FuCg5WlDE2JnLWLxxD4/f2ps7Mi4IuyQRERE5het6tCZrdBobdh1m+NRs9hw+EXZJp6QQFwWHTxRx54xl5Hy8l18P7cPQAe3DLklEREQq4apurZgxZgCf7D1CZlY2uw8eD7ukk1KIq2b5xwoZNT2H5Z/u56nMftzSr13YJYmIiEgVXN61Bc+NTWfHgWMMy8pmZ/6xsEuqkEJcNTpwtIA7puWwZns+z4zoz019zg+7JBERETkDGZ2bM3tcOnmHTjBsSjbb9h8Nu6QvUYirJnsPn2D41BzWf3aI399xCYN7tg67JBERETkLaR2bMXf8QA4cLWDYlGy27D0SdklfENUQZ2aDzWy9mW00s/sqmF/XzBYE83PMrGOZefcH7evN7PrKrjMMuw8dZ/jUbDbnHWbamDSuufi8sEsSERGRatC3fRPmTcjgSEERw6ZE/q+PFVELcWaWDDwD3AB0B4abWfdy3e4C9rt7F+AJ4LFg2e5AJtADGAw8a2bJlVxnjXv81fVs3XeMmXcO4KsXtgy7HBEREalGPds2Zv7EDFo1qkud5Ng5iZkSxXWnAxvdfTOAmc0HhgDryvQZAvwkeP0i8FuLPItqCDDf3U8AH5vZxmB9VGKdNe7HN3VnVMYF9GnfJMwyREREJEouat2IP0++LKYemRnNONkW2FpmelvQVmEfdy8C8oHmp1i2MuuscQ3r1VGAExERSXCxFOAguiGuoi31SvapavuX39xsopnlmlluXl7eKQsVERERiTfRDHHbgLLfctsO2HGyPmaWAjQG9p1i2cqsEwB3z3L3NHdPa9lS16mJiIhIYolmiFsGdDWzTmaWSuRGhUXl+iwCxgSvbwPecncP2jODu1c7AV2BpZVcp4iIiEjCi9qNDe5eZGb3AK8BycAMd19rZg8Due6+CJgOzAluXNhHJJQR9FtI5IaFImCyuxcDVLTOaG2DiIiISKyyyIGvxJaWlua5ublhlyEiIiJyWma23N3TTtcvdr7sREREREQqTSFOREREJA4pxImIiIjEIYU4ERERkTikECciIiISh2rF3almlgdsifLbtAD2RPk95Ms07uHQuIdD4x4OjXs4avO4X+Dup31SQa0IcTXBzHIrczuwVC+Nezg07uHQuIdD4x4Ojfvp6XSqiIiISBxSiBMRERGJQwpx1Scr7AJqKY17ODTu4dC4h0PjHg6N+2nomjgRERGROKQjcSIiIiJxSCGuGpjZYDNbb2Ybzey+sOtJJGbW3sz+bmYfmNlaM/te0N7MzF43s4+Cf5sG7WZmvwk+i/fMrH+4WxC/zCzZzFaa2cvBdCczywnGfIGZpQbtdYPpjcH8jmHWHe/MrImZvWhmHwb7/SDt79FnZv8W/I5ZY2YvmFk97fPVz8xmmNluM1tTpq3K+7eZjQn6f2RmY8LYlligEHeWzCwZeAa4AegODDez7uFWlVCKgB+4+8VABjA5GN/7gDfdvSvwZjANkc+ha/AzEfhdzZecML4HfFBm+jHgiWDM9wN3Be13AfvdvQvwRNBPztxTwKvufhHQh8hnoP09isysLfBdIM3dewLJQCba56PhOWBwubYq7d9m1gz4MTAQSAd+XBr8ahuFuLOXDmx0983uXgDMB4aEXFPCcPed7r4ieH2IyH9obYmM8ayg2yzgW8HrIcBsj8gGmphZmxouO+6ZWTvgm8C0YNqAq4EXgy7lx7z0s3gRuCboL1VkZo2ArwLTAdy9wN0PoP29JqQA55hZClAf2In2+Wrn7v8A9pVrrur+fT3wurvvc/f9wOt8ORjWCgpxZ68tsLXM9LagTapZcMqiH5ADnOfuOyES9IBWQTd9HtXjSeDfgZJgujlwwN2Lgumy4/r5mAfz84P+UnWdgTxgZnAqe5qZnYv296hy9+3Ar4BPiYS3fGA52udrSlX3b+33AYW4s1fRX1+65beamVkD4A/Ave5+8FRdK2jT51EFZnYjsNvdl5dtrqCrV2KeVE0K0B/4nbv3A47wz1NLFdHYV4PgVNwQoBNwPnAukVN55Wmfr1knG2eNf0Ah7uxtA9qXmW4H7AiploRkZnWIBLjn3f2loHlX6Wmj4N/dQbs+j7N3GXCzmX1C5PKAq4kcmWsSnGqCL47r52MezG/Ml0+XSOVsA7a5e04w/SKRUKf9PbquBT529zx3LwReAi5F+3xNqer+rf0+oBB39pYBXYO7mFKJXAy7KOSaEkZwncl04AN3/3WZWYuA0juSxgB/LtM+OrirKQPILz1ML5Xj7ve7ezt370hkf37L3UcCfwduC7qVH/PSz+K2oH+t/Kv4bLn7Z8BWM+sWNF0DrEP7e7R9CmSYWf3gd07puGufrxlV3b9fA64zs6bBUdTrgrZaR1/2Ww3M7BtEjlQkAzPc/Wchl5QwzOxy4H+B9/nn9Vn/QeS6uIVAByK/gG93933BL+DfErnI9Sgw1t1za7zwBGFmXwN+6O43mllnIkfmmgErgTvc/YSZ1QPmELlecR+Q6e6bw6o53plZXyI3lKQCm4GxRP7g1v4eRWb2EDCMyB3xK4HxRK6z0j5fjczsBeBrQAtgF5G7TP9EFfdvMxtH5P8CgJ+5+8ya3I5YoRAnIiIiEod0OlVEREQkDinEiYiIiMQhhTgRERGROKQQJyIiIhKHFOJERERE4pBCnIjEDDNrbmargp/PzGx7menUSq5jZpnvWTtZn8lmNrKaap5pZt3MLMnMTvV0hTNZ9zgza13+varzPUQkfukrRkQkJpnZT4DD7v6rcu1G5HdXSYULhiT45v497t6kisslu3vxSeYtBu5x91XVUaOIJBYdiRORmGdmXcxsjZn9HlgBtDGzLDPLNbO1ZvZgmb6LzayvmaWY2QEze9TMVpvZEjNrFfR5xMzuLdP/UTNbambrzezSoP1cM/tDsOwLwXv1raC2xUH7o0DD4Kjh7GDemGC9q8zs2eBoXWldj5jZUiDdzB4ys2Wl2xh8Q/0woC+woPRIZJn3wszuMLP3g2V+HrSddJtFJPEoxIlIvOgOTHf3fu6+HbjP3dOAPsDXzax7Bcs0Bt5x9z7AEmDcSdZt7p4O/AgoDYTfAT4Lln2UyLfzn8p9wCF37+vuo82sJ3ALcKm79yXycPvMMnWtcPd0d18CPOXuA4BewbzB7r4AWAUMC9ZZ8HmxZu2AR4CrgrouM7Mbq7jNIhLnFOJEJF5scvdlZaaHm9kKIkfmLiYS8so75u5/DV4vBzqeZN0vVdDnciKPXMLdVwNrq1jvtcAAINfMVgFXAl8J5hUAfyzT95rgqNzqoF+P06x7IJHnde4JHtg+D/hqMK+y2ywicS4l7AJERCrpSOkLM+sKfA9Id/cDZjYXqFfBMgVlXhdz8t95JyroY2dXLkbkWcoPfKExcu3csdIHpptZfSLPh+zv7tvN7BEq3pby6z6Zym6ziMQ5HYkTkXjUCDgEHDSzNsD1UXiPxcBQADPrRcVH+j7n7kVB39LQ9AYw1MxaBO3NzaxDBYueA5QAe8ysIXBrmXmHgIYVLJMNXBWss/Q07TuV3TARSQz6C01E4tEKYB2wBtgMvBuF93gamG1m7wXvtwbIP80y04H3zCw3uC7uIeANM0sCCoG7gR1lF3D3vWY2K1j/FiCnzOyZwDQzOwakl1lmW3Azx9tEjsr9xd1fKRMgRaQW0FeMiIhUIAhEKe5+PDh9+zega+kRNxGRsOmvNhGRijUA3gzCnAGTFOBEJJboSJyIiIhIHNKNDSIiIiJxSCFOREREJA4pxImIiIjEIYU4ERERkTikECciIiIShxTiREREROLQ/wN9AkHZqena6wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"_, ax = plt.subplots(figsize=(10, 5))\n",
"ax.set_title('Cyclic Learning Rate Scheduler')\n",
"ax.set_xlabel('Training iteration')\n",
"ax.set_ylabel('Learning Rate')\n",
"_ = ax.plot(cyclicLR.simulate(1080, 0.002))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Custom Loss Module"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since we have padded our images and mask, the loss function will need to ignore the padding when calculating the binary log loss. We define a `BCEWithLogitsLossPadding` to filter out the padding:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"class BCEWithLogitsLossPadding(nn.Module):\n",
" def __init__(self, padding=16):\n",
" super().__init__()\n",
" self.padding = padding\n",
"\n",
" def forward(self, input, target):\n",
" input = input.squeeze_(\n",
" dim=1)[:, self.padding:-self.padding, self.padding:-self.padding]\n",
" target = target.squeeze_(\n",
" dim=1)[:, self.padding:-self.padding, self.padding:-self.padding]\n",
" return binary_cross_entropy_with_logits(input, target)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training Skorch NeutralNet"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can define the `skorch` NeutralNet to train out UNet!"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"from skorch.callbacks import Checkpoint\n",
"from skorch.net import NeuralNet\n",
"from skorch.helper import predefined_split\n",
"\n",
"net = NeuralNet(\n",
" module,\n",
" criterion=BCEWithLogitsLossPadding,\n",
" criterion__padding=16,\n",
" batch_size=32,\n",
" max_epochs=20,\n",
" optimizer=SGD,\n",
" optimizer__momentum=0.9,\n",
" iterator_train__shuffle=True,\n",
" iterator_train__num_workers=4,\n",
" iterator_valid__shuffle=False,\n",
" iterator_valid__num_workers=4,\n",
" train_split=predefined_split(val_ds),\n",
" callbacks=[freezer,\n",
" cyclicLR, \n",
" iou_scoring,\n",
" Checkpoint(f_params='best_params.pt')],\n",
" device='cuda',\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's highlight some parametesr in our `NeutralNet`:\n",
"\n",
"1. `criterion__padding=16` - Passes the padding to our `BCEWithLogitsLossPadding` initializer. \n",
"2. `train_split=predefined_split(val_ds)` - Sets the `val_ds` to be the validation set during training.\n",
"3. `callbacks=[..., Checkpoint(f_params='best_params.pt')]` - Saves the best parameters to `best_params.pt`.\n",
"\n",
"Next we train our UNet with the training dataset:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Process Process-2:\n",
"Process Process-1:\n",
"Process Process-4:\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
"Traceback (most recent call last):\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/site-packages/torch/utils/data/dataloader.py\", line 96, in _worker_loop\n",
" r = index_queue.get(timeout=MANAGER_STATUS_CHECK_INTERVAL)\n",
"Process Process-3:\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/site-packages/torch/utils/data/dataloader.py\", line 96, in _worker_loop\n",
" r = index_queue.get(timeout=MANAGER_STATUS_CHECK_INTERVAL)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
"Traceback (most recent call last):\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/process.py\", line 258, in _bootstrap\n",
" self.run()\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/queues.py\", line 104, in get\n",
" if not self._poll(timeout):\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/site-packages/torch/utils/data/dataloader.py\", line 96, in _worker_loop\n",
" r = index_queue.get(timeout=MANAGER_STATUS_CHECK_INTERVAL)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/queues.py\", line 104, in get\n",
" if not self._poll(timeout):\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/process.py\", line 93, in run\n",
" self._target(*self._args, **self._kwargs)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 257, in poll\n",
" return self._poll(timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/queues.py\", line 104, in get\n",
" if not self._poll(timeout):\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/site-packages/torch/utils/data/dataloader.py\", line 96, in _worker_loop\n",
" r = index_queue.get(timeout=MANAGER_STATUS_CHECK_INTERVAL)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 414, in _poll\n",
" r = wait([self], timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 257, in poll\n",
" return self._poll(timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 911, in wait\n",
" ready = selector.select(timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 414, in _poll\n",
" r = wait([self], timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 911, in wait\n",
" ready = selector.select(timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/selectors.py\", line 376, in select\n",
" fd_event_list = self._poll.poll(timeout)\n",
"KeyboardInterrupt\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/selectors.py\", line 376, in select\n",
" fd_event_list = self._poll.poll(timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 257, in poll\n",
" return self._poll(timeout)\n",
"KeyboardInterrupt\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/queues.py\", line 104, in get\n",
" if not self._poll(timeout):\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 257, in poll\n",
" return self._poll(timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 414, in _poll\n",
" r = wait([self], timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 911, in wait\n",
" ready = selector.select(timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/selectors.py\", line 376, in select\n",
" fd_event_list = self._poll.poll(timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 414, in _poll\n",
" r = wait([self], timeout)\n",
"KeyboardInterrupt\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/multiprocessing/connection.py\", line 911, in wait\n",
" ready = selector.select(timeout)\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/selectors.py\", line 376, in select\n",
" fd_event_list = self._poll.poll(timeout)\n",
"KeyboardInterrupt\n",
"Exception ignored in: <bound method _DataLoaderIter.__del__ of <torch.utils.data.dataloader._DataLoaderIter object at 0x7fa8817575c0>>\n",
"Traceback (most recent call last):\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/site-packages/torch/utils/data/dataloader.py\", line 397, in __del__\n",
" def __del__(self):\n",
" File \"/home/marian/anaconda3/envs/nuclei/lib/python3.6/site-packages/torch/utils/data/dataloader.py\", line 227, in handler\n",
" _error_if_any_worker_fails()\n",
"RuntimeError: DataLoader worker (pid 26646) exited unexpectedly with exit code 1. Details are lost due to multiprocessing. Rerunning with num_workers=0 may give better error trace.\n"
]
}
],
"source": [
"net.fit(train_ds);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Before we evaluate our model, we load the best weights into the `net` object:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"net.load_params('best_params.pt')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Evaluating our model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we trained our model, lets see how we did with the three types presented at the beginning of this tutorial. Since our UNet module, is designed to output logits, we must convert these values to probabilities:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"val_masks = net.predict(val_ds).squeeze(1)\n",
"val_prob_masks = 1/(1 + np.exp(-val_masks))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We plot the predicted mask with its corresponding true mask and original image:"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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+2Z4DWW7tOC+I6MPn5ogYPUgP/6+eL1bnLaTx1ccINlerf4p32J5dz5mrJ1DXDviwMWvExhlszFpPgINW1x3W0yOOrT6VpJd6+LHD36S5tRuivhegrOyaysg0RAXx6b5wQpZx2L0Bsnp8Gj8IKqNDS+Me9mf1Zqr7IaNzcoRLcry4+77b9qvqxkc67oQUhA5jXC0vP7GenAA+sPPzI++OnMr/FduueBTnO3pZgBM537HbOb7SA49He6ttnhger7ZPOW498njr8Vx9mj8ybzxqZtunJh7XfUQEyXLc1AR69mbu+N4JXnn1LVwzcTeXtncy7WyLK9Qx5iKz0fHmz78N+dg6Nt+4RH7vbqo9ew8XTJ3HdTvoxds59KxJrvzhz/F9G65nxpdMiMMynsJsDByMLb5cnMWv/vm3su3fl8m/vIM4t4CWa0uErOl2u43ftJGwaYpdL57CvfQg733On7DRT+JwHP6Yg4hyKPbZWWV8ZOlS/vQvXsm5b/88cWXlhIRqyTIky3DTU+jkOAev2sjCuY5qXCnPKnj+RffywumvcHn3fsakwKPsDePcV27kxrkL+Nzes9APrmf6roLOrkXcoUXivv3EolyVDo6GILjBOHOXX8qGH7yPL963jc0faHHuzfsI4R5WpZnHFyIt3MxZ3P5f1/Oa536aN637NB0JHAwd/usdb6S4eRMXfqpi7Iu7qRZ3PPIJnyA0+8jh2LR+G7/1U38OLkOcQ8QE8qqMCIqoQyUJsD4iIjhxSTAMqIpV8YiCeKWqlHIFVpZhdq9SDpTYV6ggxkhUqEoYDCLihYkNnu6k0J6C9rhjXUfwmRAdRFWKskKXlWJJ0zk9xWLAV46yVBaLQObBd0DbgvfC9BZHZ0rodoVuS2g5tyo3iqAu4pwJihKVciAUhdJfVpbnlcV5ZeVAIBbWVwV0AIuLgUG/oNXLmT4rY3zC056AiU0Zm7c6fA5palARbMcRUJuzKLY2XZKUq2WhCkpVQLGirByEolTKYH9FYfMmUXERYhRWAK2Vq47QXefo5o7xjtDtKN2ON4k0U8gUrwyvlwnHZjAJUaFy9OcCe3cO6K3LaU0KeQd64zkaKqoQUJQ8TwNTkAiiikNJdwh2C1RIFLwD770pLhFUhYiCKCEqYQDFCswfUIq+UvQjZaVEgbFxT7sntLtKuw3tniPzHu8Br5SVIqbDIA68N01JRdDUN5VAVKWqgBDJXQaZDBUFtQHYfZwUDk1zkg44THdwClF0uAYktY0K3/iWy+8/njV22gQpH6/A+4Gdnz9zBV3O/P4/UXjFtisOu0eaOWwAIFmOdNqwfh3L54xz8TMf5JXTX+Bp+QE2+4jHUaIEjXgRNrqKH7nko1zXu4YHZray4ZbtjL9vFi2KVeE2CbpSBrKBsq09S89V5DC07AOMOQEKLm3t5LJv+DJf8E9n+6ENOHGEAwfN3HQsJA9AbMFUZ8CYuCMqBwAOYcq1cFnBN07cyj2v28g9/3gu7t4dxMHguJUEyTJkfIy4eYblcyfYe42ybvt+LpnZx8tnbmd7ax/r3TKbfUmeTGkz/hCb/CKbsnkuHd/Jn1z7AvZMTTL9lWnGHuqS9zr4/QeJi0toWR193KrExUWm/uVLzM8/nUseXEAe+Apxcenx9xyMNluV6K69bP3gZv523wu5/ooLmWr32TE7Tbxpmpn7Ir1754gHZx/5ZA1OK6gmASv9oYoQTSlQTNBLVloVE6c8ENd4DKoqEkuIhRD6Sugr1SASSvveO/DJSowTqkFk5SBUlaNfQbs0YVucOQwiiku2hHwglAK52omighfoZh5QxClOFVfCoR0D2rHFRO7JPeQeoqv7qohLnsz6tSTPQaWESqkKJQa1LSwKQU0HciiZKrlTcrExLgdFssjUekcnE3yaLI1KdGICpZqyY2VK04QKhBCpBjBYhpXFyNKSUA1Myaoqk4R9+n2IoEFx0fquQakC9FUJHaVfKd0AG1F8BuSKBBCfJGeXBFuxMQmgTsk6jnWb2rTHHa4TkZaArwViQYLiY62w2XWpvSnJIYRiAjfOlAawvdaM/7YnRWdKk2SQ5dDt6dDjI8Huq15PaLeFvGXeAy+y6vsYtqOmlKhYh3ztrUjzgqBJ+UMEDeCjzUNUUyaGHpja0zXqgajdIfVBMFQfGOnLibgbThsF4UTweArZj/Vcj8aS/0ThTBewz8Q+NzjJcIJ0OhRbJ5k/J+M5U3s4K5tlo490xPz1OVASCSgFsCWf5eqN9/GhK9rs7q3j4uvHibNziXKUnLkh4IoSCcpyaBHUduWoSkDJxZErTDuhIyXfvulT3HnVRpY/O0kvRmR+Hi2ObVHXqsKtlLQPKntmJ3Aj/nAvLik19n+NnuR4V/HqdZ/l1857Nr3ZBeKefaCPoIyAeVtaLaTdphpv01/nGTt7judt3sHzJ+7lys79tCXQktX2PEKOMuFKZvwitOFrtt/BR/1F7B+bIuQdpsuAjxEH6NIyseDo3oSkJHSvvw2tKuKxFIrHC6rElT7rbtpNb88Ms3dvZo+DdoR8KTK2u4C9B9D+4JHP1eD0g5rwXFuaVZTonFmMI0BIxwia6CvOJeutV/MOlBALiKWipQmxWimhgpoe4kRxImS5AI4qCMWKUikMipJyJkd8TMZcxeHwmUAeyH0Scj0mY4sjy5IwrwIVVAHKyrF8oER7MJ11iBoRp0TrBuKSRfkw/pFS/wuqhBK0rCk4RvdxXUe32yEfE1zLpqqKwmBZGSybIuLamNlZZUSaVlQVFx0kBcvoTEIMkVBFqgqKQigLJSYFRXJwmQmqtRU7I1GPonlkqjmhWo7EIPSD0nNK1hJ8EHwGLrf5Ug9OBed0lYEj4FrQmRR8rkNqlkoS5sWbtV51xLI+wvHB7hkV22tH6T2apG7zMCjg0rQokimtnilMLhdcoiG1MyHPhcwJ3gkiEfVqgr8DYkzKqPUlRFMMRQWHT14tmy/xiuKMnjbUAhheE0ncKB2ORRPDKqk1hzHAar+L/UDU1Rf2uHBGKgjQWOIfK2ploZnDBmcyJMUd9Nfn9DfBWe1DTLiStjhy8Tgc0R6v5h4nssXPc+XYvWy4YIE7N29hx19fgLs7EubmTdBOBF5ZGZAvBh5YmWF5OmOaVdqQR8hrBUQil7b28qMXf5hf/No3sP5zG9i4MiDs2nO4Z2IU0dqgKBnfVXFo18PjaOzBtQqHA4n0JOeK9ix7rso5e34z/tAscfAI9B4wCaWVQ7tFNZYRMxhrF5zXOcj21j6mXIkX40rXMGVI6KFsdMt0pOQV07fyrLGHuHHrBdxw8Xb0vRP09rbp7Ovh5ldwu/aiRWHehCMpCqrEpaVj9/XxRgyEBx4k37OPzXdM2DyI+d51cYk4v4hW5antU4PHBME8emHI01aUaN4BBxDNs0BEtV5LiorgaguvNyGy7CfufiUQIhKjKRiVWehDBnj7nXPgM6giRp/pKyslLC4EptoeRxzy2J2qWZQzs3oHZxZtEwGNBlSVZlGvt55qQRgchHkp6WSeTFJsgiSh8rA5sBgCl4zGDqEYgBY21ugwQdOBdMB1wbcEp0oeBAplZVHp5hhvPs0RUcAloZhEtUnCas3F10iKxzAPRgyJUpQE4Yhdh5gs35kITm1P0aiURaQaCGUQqgEcckqnLbRyh8/NzJ/ltaKgSISYKeoSZyaHLEtxFM6E5qoERHCieO+G4xERPHasBjuX2pTa5zWdiFWvkibFpp4SrzYntAXvFF8KPgnqHsE5uxCKEsXeR2dz75ygaWOVpMxazFoic9UXsQ4UqTlCtWKTtCJVsdgOVmMgSF40TQqH6Y9133XobTBampyIfnDmKgjwyErCWlrKsc4z+punEhpFocGZDFVFy5Lu/oJ8vsveYpLdYYyeLOKd0E5CtlF3IBfPJXnkvGwn/c5DxMlb+K5f/Q7kfzyN7u27Cbv3omWBlgVh9156VcUNn3o6X/XKr3BN9ytMu4KA0JGKjtj5czwbvOeVY/ez/dV/yEdf+kzedelL2PrJLYzfNQsP7ibMz6/peISyQAYl2VKgtzNnoJHeETbvWlHwYJ4MYMq1uPbVn+U/5p7LWQ+sR3fvQavqkSds3RTFtinmz8sZrBO03wZg2q2QCxyMGR7FS8ADhSplokRMuMg0A87xAy5v7eeVY3cStsJNzz6LP97x1dx7w9l0906y4dYpWjsOwcISurxiysLRFKVTCA0BXemjg8Fhn9mLJ7ZvDR4dFBPSzcRvghlRCaE2CpjVVBKXn2iGWJPqBLxZib2HUoSKaAJbAEooCqgqaOdGMdEk6FWlUWSyaFb9OIAdOwJLApumHZ2WQyUSvCIdT6eKlHlkeWBCdO4hd+A7SvBQ9aEslIVCKAJQBdpzCn2hPe4YG4NWxwRTC3K1cQopKNYJLae0JFIsKUv9SJUipruZI+skIR1TIlwSUOOSsnQw0M0ckjuyjgn8tYxqdBfj2SOCFyAKkUilQhWMvxN9tKQKwa5He0xwmVhAMQqZ0ukYRShWUAWHC0peKfm8EmZh7z6hs87TmYx0u0KcEHwbsgp8pmQecu8tsBuj3njxZvgRu7ChUKJPHoWWQAkuUa6isxtCkoOEYN/VwcoRMaXQxZoXZOELzpSkoY4pnswrvmVeSK1l+prnpooUNtbgBeeFNo7gjG4VFVytHIh1xKmg4sz74UboTShO07x7rW9h80KN5KiIyavk0lKotQcnJC+DKS7qTmyfe9KnOT1RwfdEKUOPRrA+HWlJdZ8+sPPzp2X/GjQ4IqJCVeHnC9qHlP3FOAfDOAvRUWoceg+8yPAvF09PciacZ0IcP7L9w+y+ukVcP4kbX82upFVJnF9g6k7huvuu5n3zV3BXuZ57yhn2hRZLUSkT/SfH0xbH0/Ml3jh1M1/70s+x+xrP0gXTsHkDQx94fe6oZmEvS9wg0D6oLEUd9vdo8CMKzwsn72Jls0KeJf7CI0AjUlZIEXHJGbK82GZ3Mcls7LKswo5qmoeqSRaiZykqg8TdDUaZJRehI44xcfREyAUua+3iW7Z9Brl4kaVtysLZbYpz1hG3bcRNTuB6vRQBeQKmqyNBBJy3OIrcqFKSZQ+b26P9VlotXCu337Va9ltolIMzFEaxSASKmlqSGOROBdShuFWFAOPTx0TJ0CgQBFGPc0btIAmDLtY0DsvGEwNGQxoo1cACmEMfqkGkKozLM7tnhcXZQDkwupAQjfKjkLUd3a7Q6ShZK5IlPnvWFvKuo932tLwZMUI/UC3Cyqwyvy8yfyiwvKgU/Zr+kmgiIjif+PAZ+ByyFkimqETKQUUcCLE0CpOWQiwEHShaYdKjg/5CRVFYIG1I81kHdRhdyzKWSTKti1ck1zpAAYcmD8bq+pbUpyy3bE/er37mMjs2yy2wuJP4+wyEwWygvxApV5RQQCigLKAshLIS4kChACq1axfFjD/mPjFvQs0WSpK7wLDvSiQGqIJSVEoxgH5f6FcQKlMkkvke1JlymWhBFjpgFKqqPj5gAQ0eJLM/6r+63ajgHOIdkpuWJk5w4lO0g/VLa2+rKuYt0KQISAr9GLrKVt0fqyHKQ2/JKhFrlZ5k/62O43hxRnsQ4PioRsfrSRg9Z/27pxJG56ihcDU4E6AhoP0BfnaRsT09bt51Dlvbc7jxSEf2kkswLvDIw8seKOYWDiiXtXZzxStv566Hns6mQwswOzvcqHUwYNON8+zqbOIdl01zw/nns6m7wOs2fJZOvo+JEQUE9XgRnA98z4Z/Z+ZVS7y790LO9hsY33/IKEwjfHutKrQsyeZWmLo349ZiEzP+AD1xHEnkHY1FiES2ZLMU68LxCd4iIA5dWCRr5bTnO4SOY2k+58HlaQ5MjrPeLbOvmiSXQMeVlDIgl0hHwmFqS2A1VagHOhK5snMfLzv/Lj7CRcwV4/TXd8iX2kzd06G1ZwlXFOhgcFicx4miFuplfAymJtBuC7ewgs4vHDtzlAiu3YYLtxOmOgxmWviVQHvfMtx6J8cVv9HgtIMJRbaG1TvEJclQzEJeM/UTccRuuyEFW3GB4doRZxZp5y27sXHHkzXXKSGCD4LGSKgghESpUeOiC9CKLfp7AwtdIWvn+CxRTURwOcxMOVpEljNHCCY8RBqYAAAgAElEQVR8VZUM6TzOCZkDH5TBcsFSzBg46EWfxiK0eh6Xj7BQRMg8BK/4XPEdaHWFbuXwQSmXSzRvWczAwGTrvG20wTwT8LDSr+gXng4paDrNb610aRJyY7JuK5E8hzJLYw+QOdsX6nSmKmY5lyG3X5JMq5BiP5wXavq/K5VyEOmXwIqS5ykWRCJVhBhsngJYtHiWjPV5ouYn6pek7VBJCqBEu4Yp1WyMQkieoUGhlKVApmRZpOuFdqZkEzVvP4nkiedvzgGlGkA5pIQZvandFsSpWfqHUfGJ1qoQRCwNqoDUHgFN928KDBcSFczZnIc0X+YxcUgUo1IlxU1qahKj9/Wwaequ6FBRMLKYOwFDzWmjIJyoEH8qzv9UF5JPl/EfK8Vpg6c4NJqgvbhM96FFBndM8+/dCynVMznVpyPzdMTRTludF3OPuxHn6ZQTvm/L9bz1xRew4eax5Fc2oVFDwO/cx/rburiixR26lX2bx3jJ9DgX5fsAE9Y9phxEhVwcm33BG6ZuZv6FHT44exVjX9mMD4GwuERKMWKNhwBlRbZQ8MHZy7iq/WE6Pg6pRGsRzQZGqYEDYRw3cBaJqMfwPDhvwY1ZZrSEpRU6+wbErI3rC4cGPfaU01yc72VLNkdfczyRkOyxhTq8WHC21S6A2p1dY8KVXDl+H/dsWM9XOuMMZpT+RiC2GOt6xnZ3jAIV9dEJ5CLm3Vm/jvnLNrC8yaFeGNs1yfh9Y7gHHGH//ocrH7XnYNsW7nv1DMvbS7ozy/QX24x9cR1n390hLi83XoQzFOp1aOFN5GsTUoEoRnuxNEfJEjwMZhY0xSiQsth4D3mmuBb4nuBFadU23uRK06QYxGDByS4I4i1zTYyKLsHiXMSPV7TbQ+o4OOiOOQgQnVIWShYsqLeqLAahUhPw296TBcHlQtWvKOcdS0REhd6UI09KAdSWaGNLZV7I29DqCVUwIbSVe4KPCELRD4jklEGg1ES3UqoUOFxFy3dUW5lF0kyqYmlhlTIm2lBUXCb4FhCNAiSZWiBxEEKlxCLVikgxF3EYn5D6nSnOJ2ONh0E7IAFCaV6DSMBH0EpSbQUhpqylRDNSqMbDdiInMmI/j4DD1bEUEYjCYEVZmI8s9pWVEPHqaOeRsgO9nuI7inhJMreklKegVSQWQtm3wOwYIKopBtJNqUuHHB+MalR7LjR5MurvXK3FmNdLXYovcaZ0gKW01aSUKJq8GbWsv0qNsnISkrJ0kY61Gy8O+2JzIbKaGPV4cNooCPDolYTjFWRPthJyKnEmjmVtfx9r9qhGSWiAqnkRFhaQnbD1ExPsn9/C3z9zCnepMjH9aSZcyXQKXI5qFKNR6lEHzwX5PD9zzb/wx89+DdO3+8PcvfHgLN0vZeTzG8hWxpi/YD2f3nw+F7V3M+UW6QyNOI5cAA1MOE9HKn5o48eY/OY+H7z3RczkHnf3A8SlZduwQ0CLErcywIvw/tsu5RvXfZ7ntQ8y5TpHTHdaI6B8bO4ZjN/noDxG7IHzuLEebmqSODOBzC9DFcgWC/KlHL+SsevQJF+c2sbVvbvZls3RV09HAh0J+PQwcUBL7KHZH0bJWYaoKNBBeUH3Hvy2yC9t2kJVCZ2pAQe2tlnYlfO0O6aQlb6NuRbUTgDSalE8ezsPfH/Ftz3jE2zNZ3lgsJ6/u/MK5j4zxZYbW2Q3LR1eFyIpB37jBg581RYu+4Yvc830PWzJ5thdTfGR859O9f6zcPc8cEKpYhucHqipRZ7VSxddLTjp6uV0kkRIHWVlpAw1kphrjlYWcG0oI+QTEJKF22dGE9IqJuHNPAilF3JnwahZyk7UXxgwN9+GdY6NU6srODrL/d8K5kXAgy+EcknRMlKUEBy0fMrW45zRkEpPuViwojlVdIytV3oAHcV7o/aomPfBeyHPoT3mCNG8CrFUKmreu7d6DwPQQijrDEHjVr/BMjvVc5KyJQ0z6AghCINo9JxMHILFUoQsFV7LlZgyMw0GMpSB8aTicJFcLSOUFzFalF8V6n1uaT1jsMBtwZQcR4RgtRhirNU/s64r5ll1wZQOQXGaMgDVjByXBH2xQPRD+wMP7Q8cWgloYTEarbayuA4mBNp9R9YyT1I9vyGqxU4UdY0HsUBtoBJFBo5OzfSsg5NjsuKnYHZJNTeG9y4ypP4IgmTp5ozJM0FSfutbdtUZk55eqRZCCgI3WpWuHk/tLEtrQU58fxM9gU1xUmb0ZBZKG8XJLAR2Ms59Iud8vAXbk+15eax4pP4dq43H8tvTBTfqh5nXg4+RgP3kwUnZR1LBNL9tM8X2DSxvbrP/cuGyr76Lbd05XjZ1Oxv9PNv8MtPOOKseGWY5KjUyGyM/ct8bCG/JLVh5NLBWBPEe1+shU5MsXLmNHa+EH3jhR3nD5OfY7I9sawkoA4382ewV/OFNL+G8vxHG7thHdd8O0Ih4P+TED55zAfe80fPGqz/Nd6/7D87LsiE1qvZ4lBoYaMVtZYcf+s0fYvMNc0itdIymC03CMZddxP7nTHDgqooXPusulqucz912Pmd/UOjuGXDwGV0WtkO4YIWfeM4HeXZ7Bw9V69ie72fGFUw7azdPNRq8CKUG+hookzehkxSHiAVu/tmh5zNfddjSnuOhwToeXJ7mgT+5iI0f2UE8eIi40j+x1KbO42emuff/3cb11/wh610XMOvnYhxwV5Xzg1/8Djb+XI7bsdtS1kbFddroJeez+0VTtF65j1+65J85J5tlygUGCrOxxZtu+D7Oui5n7PM7iHPzJ1x47lSi2UcOx4Xbn6m//dPvSpQWNyxQpiGYkFUHJCfK0WiCGE0pI71LcQtREI2EUFENlKU5R1FYIbByEFmeC1SFEopE1enDUhRamZC3LANQVKWsYJHA1KaMyy5vE7KYAomVPHNQKtqHWFg2nYOHIguzyoGDFQvzJRN5h07yAuQdIRSRwTIsr5hSsn5DTncD9NZDb9JSaxIjUgixhH4B+/cHBnNKuQihVFiOlFGpBCtkNnBoDPiOMLY+46ztGVMbHJ0paLVGCqOlUFmtYGU2UixHlhYCMViK02w8p9Vz9DyszAeW+xXFslIcUorgyLppfisoB8q8KllmSlXLg+taOtNOZoL4yiys9JUiWPaljVscnTHzjDhJlK+eI2872jlkWaTVNg9OYo3h60xQzpRF57DUoyoQlH4/cttNfe6/dZn5AxEqoTvTIZt0tNcL4+s955ybMzEpdDtG+VIXrUBe3+pMaIAQBCqTykNQCq3YsCGnPeYQDz7FsxhryCGZZXUyLwbDPSYxn0CMroVPHoOghNKKxXkcTpxV384CmoE4hyvFPMLp3o7Ji+CwtLBiHDSGAddqdRaig1d/5xWfUdXnPdIaO608CKcKtVB5onEJj0fGpBNFk2GpQYPjQO1JWO6TzQ3oeEd3d5s7D2zkwNgYZ7Vn6bdyOlKRS0ELIcfS4YFZscac8OL1d/HR/NmI94c7YlXRqiIsLiGDAeO3tdk8tpE/9NcSrna8efozBLXiaTlCLs4oOZj1/UVjd/DQs6f5wM7nsdVtpLNjJ1qN0IxCoHVgmYk71/GhbZfw8okvcV62mgq0phUta2B38Pzurq+heyDiBiWxKA6nGNXKTLfD3ssnOPCCgmufcSevmvkC6/0iN0xfxDsWr2XrJ9uM7QnEzLPou/zN5ivZtWGa+arDxNQKPTHPRFuyw2I46vSxy5SWYx2L54goOXBhZw+3r2yj5wo25QsstdrcsVnQTgvJM2Qgx2REHRHiePn2OxmX/LCsTuOuzQVZnzdu/xz/uvVaxvZ1wC8iBGRinIWnjTN/ceBZ4wuEkbiJtkBHApds28PO7dvp7NuAzzJ01+4ms9EZA+PuSKowmxhwRDEqhyZ+O2BpTl1Kcaq1RdaoNR5SBiS1/Pkxkucx5agHiY5BHqxYVeJ1ZCidkCzgdcErp0gU8uiRgaMojd4iEiwpAdGCddtAZky7XvQmtHlHq+2IBVYLoJXiH7yk2AghRmUwF5MHzgJo/Xo1ITw3upRXjNrUhVglD2iMZOpS2k6HtsHlGdmY0JkSepMpLiHRlSQpB2axV7RU+nNWDbosHCF5I5YOVcSQ057w+HakjUvSuaIDC0ZGzfpehkgxEGiDtFJV4RWgJRaC4YUsU/LMrmulSlla8Tgw+o6L5gEIWUQzi0nQ+hrVFzUFGbt0f+iQyWMUHpwFGHfzDlVbqURZPljSpYX3ULSgX0Q6hbO+5ECZAqarVG/AC1Gt37UXQ8RTFYrLo8VWZCDerPuMWviH87tqIKl7G2NNj0sSvwvGRh3eWxYfommc9TljUnbVafL81KqdzRGrrLq0GI7fxnDaZjE6FcLw453h6HhpTo+2vaNlGHqqKQ4NGhwR0ahGbvcB2g/OMn13Sf/L09z34Aa+vLSFA2GcgAwDgGsB3oqBWRail43djo537cl/tDYGA+L9D7L++h1c8kd9/v7tL+P/vP81vHP2+ewLVrnZ4ehIRkcyJlyLS/IVfnDD9XzXqz/C/a9X3OQ4deYhDRZH4WYXmbm9pH/jet6176tY1pK+VsliX3EwVnyqv5Hf3fNyPv25ixjbPYB9h1K9gbXcewd5i0Mv7fM9V36Sb9vwKa7pPMQl+Ryvnvw8r3/5p3joZeBXAmN7I1N3wQP/cTZ/deeV3LGwmWW19KcuZX5ya/5ZNihHK/2fi6Mtjp7zXNraycWdXWzJ5ticz7GxtUDVxbIt1elMThSDAc8ae3BYe6JGLp4J1+JVE7cytz0nrp8cBjPHszdy8BJPtnEFgKXYxmEBmmPi2OgjL15/N4cuDxy4bIL5552Fm6p/nx9fdqQGTxjqoE5HzRdP4UMMYzKHHgOiWX41aKJhrPLEVTQlrRGipeoi65Kq4gq+ZXx7C6oVYiaQCV0vZCmw2WVmLfcCeQWD2T7LqT1PzUVPlJ7cipX5tjA2DutmHFs2C1vPzhhfL7R6xmvXCijBRyFTo98MFiPLByJzuyMH91ssVe7Be5f6YMssa4NvA5kQckfMrS5AK4OxHoxPwOS0MDHl6YyZF8RJyv5EmjsAsXiCxUOBpXmlv2LxAaECKR0rhypm5ypEhHYutDtCZ0Jo96CVmYAZogX1xn4kD4LHMkMN+pGq1KFgnGdWsC1zVjMhlkpZQhGgCiaUp0tmigtYFiNlWP24TmVqVvTVegfRqcWr5I6qqigHAxCl8gIuY2WupFjEPCADJZSxtttYdeoKJFjAee4kVYlOClRQpDJvTTVQin60Gg+FsT+LVCOiltnrAmpIvb+m4OVo6XXrrdzS0daKIkieaFTJ5RAkWhE6LPuU1L9BhhmqRG2O6lAcVYb34vHgKelBeKJwMqs/n4kxCY8HmliEBqOIRQkLizigs69L69Ak1XhG15dMuBWmXUFnRECNquRSBxgLE65Ec4/Ljr01alEQ9uzDzS+w6dB67pq4mM9fdQ4vuebLbPOLQ0HWJct6T3K2+IrXTn4Ongef7DwNyZfsCQRmtR4UdHYvM3PHOB8/6+ncvPFGZvwiY1JRquNLxdl85NAz+Pi9T2Psfk9rxyGrr7DGe4A4s9S3cq698C5eOn4bW/wyU87jEToSeP30Tex63iT3f+Dp+JVINyjqPAfOajO5rc8WP8eEi/iRR8Ta4O6o9mCqLVM1ZWvGF2zJ5ijx+Nih5wtLqxpO1G1QT3ZEQ2DaLx/x6wzPjBtQjUEYa5G1WyDCyqYe/c2BiU7JoMo4WI1Tthw+ZfLIFZ7ReYgt5x3gwOwmVmY9E3dswEU1elklj1gNu8ETC0trWdPwVoNrh2lchJQiP1phLzEhS0czuaxGftrvHfjcISEVBYvG749i2YwsvWbiiGNtOG/tSDpHibBYFHRbqaouyZrsa6+iQx20RMlyJetCKwjRC8UilItQ9k3gjElRoIBiRaGAfqxY8nDe08css03i3vsYaeWB2BZCyrJT9TWlfQVEyLtCq+doTzq6E0KrnWIQWBUkU5mFVADNMT/fp6pyMmfZgkI9Vx6WFkomx7KknAjahiwIUlq/q0pxlZB7j8cUqejSHFAvL02JFBJ3X5VQCpSSAoZNAch01Tr+MF59mgfj/Cuu5t5jcQhRjF4johRlSSQ35TDajVMsR7JFR1mupjF1Yn2IZbLUO9DcUxIIEatYXZonKmQyDB4mgmQC3ormee/M0+PqmAhvh9ZKrKa4GYmp6FuiVUmq+I0pqC6aZ0u13k7TSdLxLnnFVVIqX4nD9aB1305gOzutFYRTIfSuFS5PRnunSoB9MikJT5ZxNDjFiIG40jeLvCrrb+vhBxmfOvc8NrYWuLKzg3YS3kcDlWt4FPW1FW01m9HDoGrF1MoC5uc567o54ie28T0/+l38P9f8JS/pzNKWfFidsy0ZuXjOk8Bbpz/De173crZ9oIs+8JAFyAJh/wFkfoHJHV0m7tzIz978nyjHhKoHfgCteaUzGzl/5wrZg/cT9u0HsBSe3iO9VI25qpCxHnHDFG/b9F4uyPvDgOeQcnvMhh5PH9vDDV99Kb2dQnd/JF9WJm9t8enOeXx5/VZ67gE6Euw3qsO4jVy8UYvSg6dWDGp0ROi4kt3FFAercfaX47QPpadSWa1SeE4EzvG7976UV1z6Ltb5w6tOe3Fs9G0WLy6Z3ddjw+x6ZH6J/ZfnvOiqL/KKmS+xPd/HRfnKkP7lUraWq9p7+fmL3sf7NlzBSsj5dPVstnyqR2vnLLqwRJyfPy2KvDU4MqQWFEnUDjHhM2gKDtW6YrKtdXUmUEk083ZNqdE67DPJUC43qkbLSOC0+paxxgfBV6YArKhl5cmSjJZlEHNMYcg8MYLz3qhNddpkBPWScuozTH2ZK+TBYhUWZuFgFVhciBzaPaDb7g0DscuWDSwsRVbKigM7Pes3tmn3PL4VrDgZQqsUepNKOYDFSWfZl8QCr8c7Vsit3bE4h7xl1uYiWF2AWIFvecQpVVnSX6lYXAhEvFVcbjkC4MSCpF0hrMwGspaNDeeQjvH/c7UYDMmMq5/lkOcWVB0AghL6joHW3oZUhE0glpHMAkuQyuauLUIuVjDOeTNqVFhFY2f5e+zGcAyDUFQdGh3iMkSFiUlPaEf66fvMOWKApQN9sqxHuZxRdIRWpjiNSAGhD4XFSrM8XzIoTDHwpdGpggqujLg+VIC0Pb5tBfZa3jxW2gbJHD4K6i3PrWqiW6rF0YiY9wQsxCGqZbcKqlYwTl1KRqtUoc5uZAqgFQTUdB9bzIKoxVDYh2JVqE8Ap7WC8ETgkYTsE41FOJHg5sdDkTgTlYTGC9DgcUUMlkN7YZHevfNImGDnphk+3LqEl47fznmZWaLrAOWQhL9SIwdiG/VJcjiRJufmcV9Rznn3hfzQwlv4yNf/NjNe6UiW2rE2jBKTsfE1O5jftY2ppRXizl2rMRT9AVJWuKJk0/wymmfQyq2RokSKEl1cIvYHRoURQXpdwtYN7H7hFDGDmdsLEMEPAhOuoC1uWPNhIQaWVdhdTbEY2my9fDcPdjcRW56xnZGxnZH4+R6/P3ktrz33Fq4eu5tL8jlaIrTXKAI5nomReYpEAlbw7ZaV89hVTLGvmOD2Q5sZ2xuR/oBYVZx4AIJZhQ/cuIXZZ0QmXRzGIdRwOM465wCHtm5h3WSHrF8QWrC5vcBGP89GvzKsej2qEPac54L8IK+duZmgjhuu2c7swQmmckf7fpClJfRYimKDJxRRzTJsQapJOKq9CJCSwtT5+c1ToCn7S53itLbk1tSkmsuNWF77DMg6Qh5WM+xQ1IZYs0DHVCxLnYIXsszRihbMSwZek9chJl58on/UEaqSCn3lLWW8p7DOU+GQwlPOlzifE4D2mEcGFbGAEByLc9Bqm5W61TG6U7ttGZBCLrRykExTulfAwVieMvTklpufIJZ+NTpWlmD24ICYBcZa0Jto4UXI4oCVQUVFhjolb1lwbOYdmVNWBoBAC1ItCSVkEFKdApfBRKV4dbhogc8hKKGClUrJgjDRtnOYx0DxzpEJtNRCAQRjKHpHiu2wa5z8BkbfQcHVNRckKX92nZ2aR2hs3DOxocfsvQVZ2ULEDCdVjBTLJVrkxEqsKJqu3mcazHPhCqWdMjZHlCoKZZmChYNljfJBaWHGE+9MERgmVpI6RasOzxETFSjdUSnFrA49C0SlSs+R4f7l08HJU1I7FFxaA8hqVirSe0bYdceD015BeCIE3sfa5qPNePR4FWg7E5WEBg0eV2hEiwJ/YJauFya/Ms1Dm2Z46Px1PKu1kCzhdmidxWhJI59d2W4fnkAxGTCKUFxepnfnfs573wb+9Ku+iu9ZdwPTTofegxq5eN607SZ+4zmvZfL2Cdi1h1R1BzSgGgmLARkM7CFYx0PUVU5jhDxHzt2G5p5dL5zmsjd/kbetfy8B4UOHnsX/vuWZdB/osDuMs80vpPZjqoosLMc2AcdVG+5nbqXDYjWFGzgmHwh09yoHb1/PX1XPpTzfc870TfiRB1NYY023atKRMj15bim28IF9z2SxaHNgqcfi7nEu3FegS8uPznuQAsQ33hL40PLFvHVyxxELyY23BuydVEI3M052yZC3DOlhvea6eoRpB2TzALzq/Nt478VXI7HNzOIEsnvvwxsaPUfjWXiCEVOwqAngVgk5pc4UExCjRstSlASl+pZYzTGfAkWTxF7Ta3AOlymeSN71JtBF45ZXK0ZlUSepMrNaILSIxSu0lZaz+gSyhjtvFKeaEZM6lOhQWQbSjWhQpkWRfqTKW6wMlFhasLPPzEKcA4N5pd+JlnGnbfSdLCkFLk+vW2kdqHlLWl5TYK+gwTO7L5BlOUUBD+5YYG5viWsJM+syikllcnqMvNs3Pv4gEtUs3cEJKpEs8wz6wYRahVZuVZJda5X25V3KRlRhlJ0IhEgsxfYPNWqSyyxGQSshzxxZywKXM2fz6n2KBZFaiMauWX07pKw9dYpQIcWYpKvssQxRrTGLH6mWC8S1UU1xHN7cT3atJZXNkNWQFQGXGTlKo9HWAlZwrYqKVibsd4j4XAi5oOpSmlmIGo3KFZzdDxqJiHlkY8CTgmjqSmopZsBke1N1o3PDDEWSovJNQa7v55pbp+m/1fiNusr08eK0VxDgiVMS4MjC/GOxeB/POI7n/Ccjq1JjxW/wpEGyyMe5eaQKzNzWQrMev3fWtTztkveQiwmqHmXClSxpxn3lBv7XvS9gw6FldKV/YpZuNd66PriLsaUV/undL+bGV2zn9Vs/y0t6d3FedjiV6dL2Q+TPmGflnEnad2foIBx2LjSgRXzYZi7eWzXhLRvZ/Kc7edHUXVzbu5sN3tORjFID13Z38uNbPsj7Fy9lKbYJmPCbi2fq/2fvTYMsPa/7vt95nne7W2+zrxgsJLFwAUkREiHTiSlLFGNLss1YSkmqlFKSPiROpWLH/pA4FcdWuRI7il2JbCeuRJFkumQpWk3LVEmWtUQURYoUQBALsQ6WAWamZ7pnervr+z7PyYfzvLcbIAkMgMHehzWF4fTte++79O3zP+e/OKUrkTurZ1jJdrjS9Hn6wAqPqDAZLnL4KzPKDcE1BVtby/z89Fu45c5V3lc+h5dATiRP0/uWenQlRmbqmGpGQPippz/Os184gZ8I5QYcuxwpHr9A3Emai1fQVOtsxuCBNf6nP/6P+IHv+ikWpfN1j+lmM0KlNJWnSFuXzEV6borHgt5ceu32WuTi6ePIXUON8rGFR/m929/FVVbIRz0WHraQOU2QxBW5ATbr9iykr3mRHIr9ek2r/YmKYnQfiWYLKUjieidKeHK3kdSYNy3XXpPRS2zdj5Jzi0ryorfLXZYyd5AJjf1pZg3kmU28vXHzcSZEzjtCVYjdKsm6EjUnHtNNmJJWEkiQ9mCMl0PZgxUH1I5RpTQ7EMceHSoBIeZKjidOYbzV0BlA1jf6Se5cAkagmeBD4qNHkptP0mME2Loy5auP1tSzMdNRw/bFGX7q6fcUth3DnjJa3EFKwU+UMBHqCTRRCV7JCyFqIM8d0hiFRbEm3IvSJDAUHSa4ViAaPck3ECTav2mDk9wE30nf0OkKWRd8+uwUb1Ql4xPZlXWtRU86j224mZvfHbs2oGZB5Ogsl/QPNPR6sDMCbewBRZ7hc9ndHrdbpnQvWJaDgjdQGRujE4Vo2pBGFM0j3kFRCtqAhqTraG1j1ULxJBi1KKgk7QHzkLSYGn7TycT5ZiSLLukJdqlUKpab4XXPz0LamL3QCkK1vbev/efrLQEQ4I1rXr8RUHg93sv1ABIvx871tTyml3of+8Bkv16TUrWU3MkUPxxy9Jkl6q8e4r96z3/JdEmoB0m8lil+JrgZLJ4N6FP3vzI/fFXiZEK8cJET//gK7v/q8ZkDd/HpD/5Flv/aM/zHR/+UuztPMhBl4Dx//oZH+K277uKmBw8RLlz8+kbz65yJxDITul1WP36Ef33ql9JmoD9/SCk5feCwh5uXzrIVJ0xUmdLQlZxKMnLUdAmyxr/fuJ31SY9+NeUKkF/Ygs1tVu4PHFgYMDlzgL/7Xd/P4TtX+bEzn+Om4hKV1GyELufqAzw0Os5zkyU2ph3Orh6kuVxx46833HxuFa5uoqMxGgJNnahFr3Dirk0Dl69w6/9e8qPv+h5+9sbfoO+q5z3mwnCBfMtRbE2Q8RTN4LsW7udUNmKQQE1NIMfPtyC5+JREK0y0IZeGDxw+z5eajO1LiyyW5ogkSwvUx5a48OEe0xVAoXdBWXi6pvzjR9CxHef+RuH1LcH46Apz+oREu6Z4EwgIzgypWg4GII3MrSJFAl6s2RJa+rpN60OyiawKKApHVUG/G6mXI4MDBTFaE5o5aMRAiU80n8WBbRIQm+C30R8azfpTPWkarvNQMk0gIcsh60K5BLOULzDZgcsXlNFWYDpSJFjegMyUnbHiJkrmHD43ZOQS4CG3ZPZoGIUwE0JU3DsGOU4AACAASURBVEzZXh9yz++t0ezUOJeDZnSKiv4ty4y34Or5EeOm4fjNPXr9Dk2YouPIdCsSvRA7QtaH4pCSOXPzsffvKEqhlzn6TaSeRta3I/UYaiIhOnLnqPoWROcKC4lTD2TQd9BbMrtXlzFvkn1mtq7OWWpzzIJtbaJP4/30mZ4m545du2kFcErWCxw94cjHHZ5xgQtPNkjmkxA9UlaCLxy+UHwBMQj1JDCdAYXDl9H0Kwoumn3saBLY2pxQDgp6C468MEcmD2mzZXSfUBtFbTJOIC2Cc0qeCa7riMmuSlRxCJm30LWooLUktlACEKHddAnB2e0+1yFLoBbS5izpQCTdXy/D5vQtAxDe6HqzNrHXsm14s7z3N5r6dL0oXPv1FqsYrOGPkTwEljhKrDxNx+MnETcL5ss9C7iNIWHy6lN1tZ4RNgMyGrE0nrI6OMPf++BpvvfuP+W7F+8nIHz+4o10VxVezgTaOaTI0+/CF/+g9+LoupxJmLKtkRBndMUm60GV7VhxbrjMpa0+de0pdsTIyWCN/WhMNZ5wZPEGNtaP8g/u+gTvOXyJM/11hk3Jc6NFnttcZGe7gssli48KC083VI9cIF7dsI1K1FcFDPaWNg0ynHDPPbdw9hS8v9j9Wq2BjZ0ubgYSItQN5VXSsQJiVKj8BdqFVqgeVE2D0vS5Ou0y2ilZGiksL0KRMz4xYOuGnK2PTDhyaBMnyvlnDjBbKDj55CG4eBnG4/1twutcmlxs9v4kxEQvMfK7NYkt75+oSbyZmkZN9CRHct8VcyNy9hxmcBPxmceJGnffiTXhTghNIriI2XMiRlWpCkeWp8Y/TbqbxDXXZE1JNIee+bsXo0hp+qtEyB1458gzpSiEmQbKnme24xhfrc0phwYRa+UC0GDNpUuUIjtP7FLjkjg3hkRZUocnt1WHGA1nPJ1RijIZjVjfHrN8sIN3DWWnYBYnTEdJHB5ssu6kzZSx14jB3J9UoKw8Ple6OKaZ4jOhHkeK4PAuGnUoF3Lv0AwolKyEvGPWrJLoNqpi6dHOzTMicG7ugrR7jMlfSnSeVKzEBAAdPoP+wDNdDvRXPP7cDLyz55VInoN3kcxB7oWxKHVobLuTUJdLxy0pB0a8EmIghoj3njwXy7No3ZKD3UshWL7DeGoOUS4K3kVi4cjylhpk2yhxFuQhGnDtpgHZQ6+0+9guZ1KHtfSq5MzU0lJdOi+2abv2z+J9gPA2qHe6yPdaKVkv5/H79TYrVeJ0Sry0RjaZQF5QeoeGaFxOEcsjmLxMatGLVQzoNNCcv8Chz0w5+CeH+INH7uIzd72fslNTfH7A8S9uoMORuRDBS0+ho409/fTa3kKGp+s8qyEyjMJR3+DEHESGMWUdpGlcKGF2pE9RN7AzRGc1Ye0Kg89HBo8ssf34Mk/cfDNfPXMGaQQ/FrKhsLiuFNvK4OkJ+eoWYW09ZTNcX4tQnUyRrR1O/u5B/ulH/xz//OQfP+/rk/UOi9vgRjN0NqN3MfDl0U1UvUcAS9DeK1JutwhBlZrASJW1ZoG1cQ+2c0Rh48OHmS4KV98bOXzzZX7i5t/jTH6ZgOP+06f45Rs/xPbZoyxMZvOG62WlRO/Xq6yUUEsb6qRzXYFtCIzyEnWXf219pNH3YroXItruFuzf3G7TrmoCf3ECWaIheRPth8Z+JCPQslMyn7QE0UBHYn/TtHSRNOWNag3iPKzBpQCxFHZFEqp675BS8R4O+IxZL1APldmgZGscyPo5nY6Qp0ThOgGgIm1U1CVqkTizwNxzrJ0qp9spIUTqWU0dlcloTOaXKL2inZz+JDDZVvIy0ikcRQ6boSHUQpZl+GguOhptUh0bYTZT49Hn4HLw3rO4oNRlJJRKKD1xYnSpIJKE3UBmIWMuZU/IvGd2SFS8KM4lYOWUuTzAtW5Wu6JzpKXpqLkZYT1z5hxVpSws5wyWGwaV0KhlJWSZI8uU0guFM82DevCdDBfU1NIJgJqQ2jZGeSn0FyqcV8oSitK8JbLcrlsMigahqWE2NYAUayxDwSl1E8k6jiKzzIs5gAViAphR2nvJvuZafYWa01P7uFaZ4dKX5sFrzGU211z7AOF1rpczRX+jJ+6vRb0Rx3S9dST79RatFEEZh2Mkry1y1IlZbLSOGGIpxNeVLqJKuLKB2xlyfDThwAMrxKKkOnsB1jcAcP2eTTdnM+O11803bjSTSXm1cW0gxoujIiNnymPNAXpuDRTONx0emR4jc5Hc2+uMFyKjIwVuMiDb2kGvbJiO48oGbjxhYTKjs7rI8JkO0dvq3IWIq42u4CcNMquZW39cZ7qNNubg1Htyi9++532EE3+EF0fQSE2gcy6jsxaR0RSahnw7cGG2yLBTEv3o6xKhYRckRFUuh4KvbJ/k4voi5WVLuF1/nzA7VvOx2x7lEysP8h90nqZIz3HUP0zv1JSfOvwpBoMusjNEZrPrhi/366UqwQLFunEA2ZM2m/6ic/ci5s43cyvjNG1uF11zBoYT2mRkaa02W6vSNL32eXIkCkBIPw9tenOA0FjD7Lybf8y0WgRbTaiJIZLzESkQWlImg7Db0HkByZSyoxSZp+lAXHL4cUAz0tQ7YzZVwKE6I2KUI4cNQMS1lKo0U48BxRKUybz93IaUbKwZee6ZMKZTddnZnFD2jbKSZUK3lzEaN/Y8jYmX5/paF/ETj2Z2/jJs65IXivdi7kaFUhfW9Md0jEGs4TaxsyRwo7YFEZBMcM6nTc9u/sXu+iiBA+N0JTqOS3Ao2DmXCF7Ic0/Vc/QWlKonzGox96FcKUpHXkKWG8VHVIgh4HyGyzJi3dgWyik+tya6KB0xGh0qqyyoLivA5yA+UbwaaCbQTCGOTceiaculAk2IZFHsedqAt/b4Eh7See5Mm5gsychImGdCaAIJbu/pST8Qcy7etdU+QLgO9VpSV65VR/By38MLn+/t2iy/3QDWfr3KEofr95B+j+bYMrPlkuGxnLor+JmSjZWFs2OyrQmyM0KvbhK2t199sxsDcRKIZ5/Cn30K7zxa5MjiAs/+8G188oc/z+lyna/unOS3v/wBTvyuMPjsC7QQqmjdoKMRgwfXuBBGHPPdr7P83FtBI5fDlL/97Pfwpc/dyvJ71/jkyYf4aO9xvrX7BD+wcB+VCBNVLt5Z8oPHfpytr/Y40jlF+ewA2dohbmwSxxPk/EWytSssXjqA9jvEwlMvFIwP5zQrQt3vUi6XdABN33NdMwSSpsQ9/gy3/eQRnvjkmJM+JxJ5YFZy+re38ReuEFYvoyFQXdjh7M5BquWariQ6kdq5aqlFc6tblKEW/OF9t7LwSIYE2D4Df+W7/pi7emf5UHmeJefounJu9dqVmrs7T/ITtylLjw+orm6hm1vX51j36xpK22yslkMD2AR6d1VgRDx17Ti9nTp7iJKcIiNNap5Nyi6IWpCVV3PgsSm0peZqNAHqdBppgtLMHLOUCOwkMVFcQ1abeDnPzG606GSIj8QY01sRJBiFpLU5jQIupjyH1qWn3TBEZ9u+TMg7gCodFeoGhlcDlx/e5JlnZxAzFg+UdBccnQVYOu7o5OBc2pM4e1/kSrHoOXG6YudCzXBHoY7E4Ln8zAZbhbfAOBxFFUBrso6jt1TgZEa1lTGdwHQCV54NRGx74TNhZSJUS+bsE6Ozpju3DQle0EKIGtFgzkYhKKPQYiXF1xCmissC3guZ9/jMUqxFjEaDCjG4BKR2QZcmoXhrbWtxbA6VmOg4AplQLAqHbsi5/MSY4YZQI/jelMXjnjKLFJk5J2WZkGee6SQSQ2ObIp/cqlSRTOgMFF8pTmyDUPUdeZVsVqMwHdv2oK6hrm17MHcfwkTkEtU4Yg5ioiyJc/gkTo4uGKWoBUQx7cxc+oh1avdtumWc2PPQgk61Tdk7ZoPwZhC9vpC68nq//iupN3qi/nbcjOzXm7wsQtUShvs94sqA7Zt6bJ1xxG/ZolPO2BmXNHXG+rNdio0evfMrDM4dpvjSo8Th6PpSRzSansA5pivKp5a+xHvyhungYf6z7/4cn/noB7nvnpvQ5y6g010+kTY1cWeILwr+8eU/y9898nk6FN8UJKzHMf/z6nfw0C/exvEnG87rQT5X3sy39x7lqB9y0BmRvy9QyYxP3fYVfk0+wJXtHovlCuV6l6wqzdUJkKKgOTig7ufE0jE8nDE8br/km45nuuQgHqI6X+GvbhG3ttHp9Ppx81WJkyludY2/+dSn+DunP4NH+Mzmh3bBQVMD4C5v8OA9Z7jn4BkO9R6ikmi/3PemQc/Zu4EFmVqHAsQMmsXA+7vnuDm/zJJzlCnToi2HI6chdgKh/OYgbb9eoxLmZJn5ZFRkzuNvXW1smNo2Yy3dyBoma6Yk2euk54oRjc7yAdL3kxpOgqTwLaMWhcZEp3UNsyZRP5xaGrOak0/hlVkBPQeuSnzw9j6bbw2STaqzSbyFXzmcOpCYHHRs/B/36C5cNOtejQ1hooQrkdFOZLbe0FnO6KxEOod7FHnES0ScbTQ0i2jhKDrK4SVBNj31NNA0wgyotcbFCKEwR6RszOKpFQ6fqHAuMtkUpp5EbYEmQDOtmUwCPvdUHQeZIxZQ+0AVoF8ZLYYIoRGaWUp7TsP9EK25j8HcgVQUH5IsKkvHm9tF82DXec61b9+L8WpaOpmb+/1geSYSLSldhKxw9AeweLxgNBtBFAZHSqq0WMbZU0sOeeGIjRIw+liWNkwhGM0MD4Ukm9lMkJQ47SQdTzC3o5j4aM7ZsKLddDkztTKJwx73LZfCzlpbV5U9x6O27WldkuYgYJ4Pkf7NYdRHmIuYr7XesgDhpcLM4M3fqL8R9WpC4K5nvVmcoPbrHVItOCgKtN9hdqDL9mnH8IaG//Rd93I43+Jq02MSc1ZvWeC50SJfO3uc8cMlp549jLtw6fqDBDDeboADbkpfuvQF+kXDoZXP80MfvZuV3x4S1q/svm67RZhM+dV7P8QPfscXeG+R/LP3VNBIRPnD8TE+/9Mf4sg924jC0qN9zh48TH3G0xXLNmin6CWO93fPcenGAX+wfjtITnfg6XmHH06tOck9s8WC8cGMpiOMjgrj4w1SO/Idc3EJRclC5akulWQXMuLGJrqzc/02CTGg4zFr/+wOfuhTP8qJlU2e+6OT3Lh5v4GDlr87HnPwHuHTt9zFh+54iqPeAvK8yHyT0FYujoGrkTJQd3Pza88iS37IwNXkiZ7kkHnoXSQyUYcbe1zToHGfW/S6l1jD2RK0WzoRSaTaTk9NnmpiVRs0705SZc5J0j3biHQtk8BBfVIgJxFBq3PQKBZh0kA9sUhcn1mHV08jzgm1j/gSNINSjdk4X3y0M+QUkoU3TcXz6CTqdvkmYnS49r36IMSgVJ0K72viTBlvCtOxMho3VDvK4PiU/o1dYjFDiIhPzk4EMoXFZcfwCmyPHTJpzC2o9ESZ4spAp/Icvm2RIzd26QwEQiTvCn7HthFNSJNq78gqwTtHU0dmY2DHEURoqohrTPTrNIGCqSQKTdu8mtesqn3c1dERM0HzZDkrESmNbmV9daLRRE2NdptYbc/TpmQDSYuAPT4Y2FI1m9blUznZYMC0VgZLBd7rnMYUgSxzxFJoZhAaJYgY5aulMkVw0ehRZtNqAManpGnFQtgMIBjlTZLfq2or8E7HksTyBi5kT5ZDer1Wn9JSimRXczCHuIlilNioc6pWy7R6ORDhLQsQ3sx1PTIKXvj9r9fU/c0Crva3DPt13WoP71y8Iyx2GB/KGR+JLBzb5s/2H+aQHxK1deKA7Vhwz+Eb+aWTH+LKhSOs3Jvh164Sr2w8rwl9NaUhICEgaVLZbgG6UnBShKUfPcfs/CmKe2eErZ1dkBADcXubU7/h+JEDP8IvfPCnOZk1dMW2AbUGptow0cjf/Pf/Obc8MMYPZzCrWXrU01Rd/ujD7+b2lTVqDeRiXPyoyjCWrORDDpy5ylq5yNaOZ/FAl+6lCj+1hmW66BgfdIQKpgcjp26+jBMlqtAvpjy1vsKFxwf0nh2w/HBB9UyJnL2+NqDaNCz+xv0sf/EAYXnATcNVwgtASByOWX5oi2f+5CDn373MB4oxLv1vzllvH6tCV6DqzagXS1AYHBxywm8ySE44L9w81BoZaWbc8aCW8bBfr2u1zqWSaBoo5j0/j0pmV7FKGyGVJs3tIF8h1om2Mud2k/6/fZfG1LTTvobu6gjUvpZF+44sbRKmM6iBaQauUZoKeo1AI+SFNYJxDzfcRePQR0vQsg2IT19uXWwaTVSR59PJvagJo1HCFCbjmmzs2NmcsnKmZHupZpCCxjIEcYrLHFlUOsue/DA02w31sMFlBXnfkxXKgcMFBwaeE7dUlP2ILwSNjqIrSM8x3ZgyDUImDu9a16V0rqaROLJz10wUnQm9XCmsa55P3l17vluajSpBHaFWYm5bhkjayjR2DUPr9JNZs45Egtr5kQTiaJlZpNNpNwM4SboHJYqyfNAxWDDaWFY42xZonJ/bwoGWwniqzKaRJjoqhTwCjb1vW3JYqx5iJBNP3lJ/FNs0BJvkiwr4aD1+SJqLNLMQJ/O0aMTNG/ykXk+PtXsmc5pctnR+j0bMwar9HLRMBU3Aol0fXPtn8NsaILxZmt1vVK/kPe39npdKY361r/lmOHevBiTsg4v9mlcSJ2vdoFlD08uZLAthqebE4iZnsk1W3B7qiAgw5T35Q/zl2x7kp//WXfzcfd/G4p8c4MgXt8kubdCcO3/t24SW3uTE3IqSY5J4D7OaG3/hEp+87b/gax/72TlIKCXnZ275RX787/xVmr91Gv/4s4SrV3cPqWno/uZ99D/X57+54cdYf/8C25/c4dtPP8m9l06w8+AKnVXh9BMNTT9HM0d+dUy+PuTQffArn/12vnL3Sf7rU/+OytVcCX0eGJ/kN8/fzqTO6BU1H739cU50NvjSHTfw9LmDuM2MYtPhp1APlHox0j+5xXcd+xp9P+F4fpWj2SajUyXP3bHMhXqJf/vcHTx772Fu/vkc98x50yVcJ4AVh0PicAhPpcHYC0rrGfLA45zZPsl/f9v3cfef+SdUEumzG5TWbk8cDi9C0ziahUDv8JBP3Xgfx7OGvuTzx8c0gw6qDDWyHnpIxESv3n+Dd7Ffr1UlzbDRjNrFQRITmyhXCWnQiprNaMsPcin0ymIMIrTYVYyf7hLPQ5xNpCXEJGSWObgwDYOizhrNIm0f2kYsqNLUSjOG6RaEiWPWhVFXqSqhV0KvayJWm+56goI6IaQer5pG0wso0AgxRBpVc05KdqwA3ikHb15ga6JcemqbepqhWpBXFetfG1IUypGqy6BS8hza5GhXOBbPON59MHDmVs94O9AMTSjbWy7xHci6QlYJTmOyLlWqvmdZImWVs3M1EHfs50IyR1l5qoqUMg1xpMSxMtwRRplYlkGmlJWJcTNv034XLWFZU4hYdBFqo8zEkaPpAE4ocqXIsOA0JGkObLo+F4lH5tZSpkOINInO1ArZwSbrVc9DJ30eOfC5w0f7jI4RtFC6hSfzSg/h8jDiMwODjbPn6PUte0NFCd5DKZDnhGkgBIUp+Nr0GE2ik2lMdLfMcjR82iS0tLdMbPMVJWlHkmJZE6A0ytR8b2Bie1GUiE/0OlUhNkmHIwIufl2A2ovV2xogtPVai4jfCE7/N3rut2NTvL9J2K/rUu26PgRcY9PjvFuzVIyf9zAngsdsDT1CJfD9i18mvzPw6c5drI37HHhQkIuX0Nk12HgmcOCKfJ5hMAcLWQZNg2xuc/QXVmg+9nyq0MBl/NiJP+R/ufGHWbrQhT0AAUBnM+LmNu4Zx8Emgizxex+6g2zb0bkk9M/bcdY9W9VLqPCjGSrQPS88cu9p/sbV7wdgeLmLTB3lsRHdaspHDj7NB3rPsORHlK7hcHeb8zuLXLyyQP7lLtmOoN4xGRdmwaeOWu3XySG/TSU1Z4rL5CcDv8772fnyQQaTKe7SOmGn/U392pfOZuiFS6z81mHOfVuXo35E6QOWyMR88tg2/UURaDoNhwY7nCyukLMLJPZWJCYagVnfSGinvvs0o9e12kFvO4JW8HjmHvgt7SQkWpDong1BS81wuzSOxPQQSbamieMuifJj4IPkma9I46GOaKPEMJ9Rp4Ss1MA3kXocybOCCEwTVzxD6JTttNgoNG0ug5J88zWgwdnUOQgxRoIap12b9jUskRjg0MkFXL5OPW6MVKWeZhLZ3gz0h5Fe4dBo36hiTWNW2vS/6nqKTqAZ27FkPuAKZ9ajIknvYa5DLoMiF+hmOO8Jg+QW5SDLc1zdEKK9x71ux03KAZDMGnGbsifaVmNMsZiexxZ9kjCdUXvqieBU8GoBYJlv2TbpWjrj+Gti/zhNF3ueCaBJvGwZBjEa5QlJLDVJgFCYr4zsekSqbgY1VBO7B6JYBoLmkFWmFdC00ooh0NTt5kDnx6Dt5mJm1LSQ7qX2Ht6d8rNn890OJ2LajrT0OTf/Wqu/n2/N0ibMRBAtgNY5te1a6x0BENp6p1tbvpJG+51+zvbrbVQaUVXcNJCPoJ5kZC4k/3IDBm15JHHOlUM+8onB/azcscP/xsepFwacfHqZsHblpafhLTDJc6TIkaqycJ9Bl9jJ8VeHEAK9s1tsxhkHnJ9vETpScHe1yupfmtB/agWeO//811JFm5qwfgU3HHJ4Y4fexaNGn4mQjQPTlTxN19RsGCcN6h2LT9X0Vh3yh30QWInKeNmxcdCzsjLm9u55bi0vsORm9NyUW6pVqkM1T584yM8++p0Umza1G49zppoRo7ARuhzNNhj4moGrCSp8S/cs9QnPv7zzz5END9CNipvNiJPXiY6jShyOOPT7z/L3f+Qv8kPHv8jd1dP0XKQUR612rWuNBCAEh048s+DpuandFy+wRoVdwOBRXC1kw/rlBd7t13WpGBV8Sx2yZs61+QdiG4J2w9BqmBPLBOYAodWVGC3JiRpQF+bWndpYs6lz4GH3RSASglg6bqIF+dSUxjlvBmrFMldmdt8EYCRKp+spvHnlSzvZTg2rKNRp+g0CXqijBf+FALGxptPSmEE1kEvk8JkB249uEaRB1TOrhe2rkYWryrQUOv1E3Z9bvZpCVp3iKof3iq8j4FCftBu7LrJpwm0WnjkOytQoB3ufsYlMVdDkeBxiasSdkmnKHakhdkww7Z2Fd8UgqFeia4GYTwnT9traKPVYUoNvbzvDMhiYh9rJbpMsmuhaCYSgNqH3LdMmhY5Jqyqy62sAUdB0D7VCYvWRrO8otiN1sC1V7gwsZFkCMqauNsF0MEDUhKQ9iKBqIulpUEItRG+0Vmk1B7tZbHPtdXprdsztdWhbfWmJce1htxssnSeDi9s9/nlGxDXWvvXCa1j7k+/92q83WUXFb0+prgT8lZy1SZ+QeL8B+1NrTA2jfTzXqSm/qbjE995yP+Nv3SEeWcF1KngRi9G9Jd4heY52SnTQZXRmkY1bB4zedZD65AEQ4Ze2b2WsM0L6bezFsegKfvIjv8yljwyMkvTCSqI8nc2Ia1foPn6F7lNblFenuDoiQcnG0fzSBWgCfntC57kh/Sd26KxOQKHuOKbLQqc7ZZBP6LkpPh3/IT/kpuISZ/I1vrX7BNNDYc6fdRsZX9s+ygPbx3lqcpD10Mej5CiVRCqpubG8TLhlzNYNOWGlj1Tlq7+OL6diIJxf5anfOcO/ePajPFIf4HyTsR3D/LpPNLIaCuqnexSXMtY2+2zFDrCblfDC5Ooa2IoV+abgRrN9DcLrXWkqSgrOct7hMmfTe+vykgDUHi5txy9uTyiuyZdJ2QbOW5Ombncibn9vueIOJ27uNoMH9TaZDq1TzZ5FkhNH5jzdIjNuvkS7H6fKbGyBYqE2Xr+SGkQXcRhQiWJgIqbPpogjREeIxqOPM6UZK/XUfPaz3NE/kLNyKEd1AiqExrH6+Abrjw+ZDsVAcNqKtOdF1OxMxXkkc7jcQS5EJ9QqzIJSN0IThJBSgfGWFJxXQlZE8lzNKUkUbbvcFrnRXhbFByWMI2G2mwVgSdcpY8Lpri4hbXzaCXk9VWZTZTZT6iBzVUnCdtjVtOwH2x4ZPUfnbTS7WRAuqYGRPdP4dmuk83tF21cRszYtekqWKZkImXf4TCy8TRzOO7LM7jtFCapJnGxAKWhq3tPfA0pw0UTErdWutCJqmO88ROYJ0nYyvG24pD0DBuQk5X1o68CUaEqWOO52NxDXWO+oDcJ+vbJ6o7cI15oFsV/79aKVmmnZ3KG6VNC5MODZzUUm6gwMKHNHiZhEuy6NW5bcjK40fHLhq1S31fzWez/Gga0VXNM8P6vgm1UbHiaC5p7xwYydE8LwWEE2Llh52POTf/TdfN8nvkbu/ZxqlOH5QHGRw3/lGdzPD56nQ9h7XBoCzGrcaIJWBbrUYXKoYHjEIw3kI0c+9jT9ZUsGHUfy7Rmx8MwGjsmKMDwVOdGZkLnIRugy1IKuNgykYeB3jPLAhMM3rnP1yiH8VMh3hMfWD1EVNYv5mFozSmEeJnacEblc5Hvf81V+dfQhJA44cmUZNrde+pxdx9J6xg3/+goXr57mv/3EX+ZjJ57g9u557qyeIZfAU/URfuXyhzl0DzQlXK16PPauIzB4Yv4c7Zxxb41iSbWuuK0RcX+D8LqXQ3Yb/TRtjn7eCs7BgVk9Mh/LirRtH5B+zsUc8kGgEUVa96A0vm0NYOZTdK/43MTB3kOWKB5exTQOYg1vngulA8mVmITJGpQ4U+qJS+FgKVgr2V2KJu59OzVOQWw0lsgL1jyG2t6/tlQj1zA46DmyXVA3MJ0ozTQSp461s1ssHs1YXC7JXIoQS1NqbSfW7bRZxCb/kjGdRlQd3om5wUbTQDhNTbOzKXs0NhVNa5/TOvKIuftkiTLUACVCM1OmheIyswcVn/r1dA6MPibtbscoOg00pMl5WgAAIABJREFUE2vIfSbz121xSGtr225+SMdGu4nQ9sspYbvtl+c0qJR1oS7l2bVftOd1mdDp2uZhPGzAZUQv83PoPOTe4fIwl0GEBBhDenHRtnE3sbxLF6HFKq0AXWJ7LPYYiQY6WmH+rpCiRcCJSqRigm2xDaemx7Tf8jLwwVsXILyZmsYXey8vt7m+luN5I5r1NxokwJtTbL5fb63SEIhXN8iAhWd6XHp0id+85b18qPMUh/yQFReoxFGn6Q8KuQgrCTgM3BbV4Kt8+tv+DP3nViiGI0vPfbHmUKN9fTpDOhUxCaLVw/BoJDsyYvumLsd+Bz7e/2v839/6c3xLMaPrLN/geFbyEzf9Gv/jwR9Atre/6WtpCGhdoysD5O+t8ZM3/Rrvzc3KNKgy0povT1e4b3yaf/n4Rwj3LNF7Tok51APwR8cc728yaXK+OjwFwPuqc5zKRlSp4Q+q/Hfv+iz/tPw4jz5xDL/luWHpKnctP8VN5SUqV7MWcgauphSoBE75KT+48gUWPjLhZ/1H6T93iOrcebSeXddr+1IVH3iYww8K7v8pebw34LFjH+Pn3reEnym9cyOy1Q2W81WmN6wwOVDy5PAAtUa8zFvH+TmYasO5psuvr32QAw+MiJfWiJPp6wp63vEl4JyfU8DMeEbnzaAAAbHZu2hKUY57GiTj00dRo5vH3UYvd3v44CI0fu8myZo38RGXR7JCKTpGJwkRCwdT49c7sbRdvE3/CYoLCayEyGwiFoaVwEyeuzRFttcuINmbmhA6xEgRIQZnWQLtVFoVCVAL9A6WFP0c6Q9Zf2rMxeciuJzRFqyv1oTbKxPmO3vNmEW8S8nAiRc/VsdsKKw+vsPTD4+IdZeoDVnpqXoZveMm2l0YVHQq8DEQo1BHJTRGr4kixNxgmAtpGxPSZFxgZxIoRclU8IVtgUJQYnA4D0U6+BAF3wguOuIMiEpwQuOg6SZHKK9zkEObHUCW8iuef9No+9PsIlEs6Vm9haiR6FDtVkOcollra2tbgmrgyHtQLpn7FUGM1SkWmpYVoNFRz0jAIxpwSGjVGv9d+pIoVCoUmYFJEtj1RBpNzyEtqciZRiNryNURRWzzEuxeQwRVy2xQ9oLlpD/IQbj2z6i3LEBo680kYn2nWZHu13695UoVbRp0OKK7OmXxsYpfOvdBNo93uLG8zK3FBU5m45bqiQPyPd/ugUoatBtoOp4yu7aP0NbSlLpBQrBJXQZ4pSwbxscmhLJDcV+Pf3b64/yT0/+GUrO5HuGAm6Ld0kaV3wggJKcmQmByrM9fP/0Z3psr3RSEhkCpGR+tNnhvsc4n7nyA/+PEf8j/99kP0llVXA31MGcWPE4iQYXN0GU7dgg6et5v2QU34Xhvk8e7h4gzx7csP823dM9ywA+pk/g3INTJJaYSoZJA5Wp8GYhl620or39DrUqcTGA6RbZ2WH62Yz7qTUOoG/zBFWs0PHSzrwcwLTjY1siXxjfxwOoxTu1M0bphX6D8+pe4SCs417bzTM4+rctRTBPb9t9b/rpEnU+TiSRXGU33ZhKqkmgsLibDGHse9TqnwrgcsqBkJWhQXHBo0Dn/m2RLSXRIjGmZmKbCiS/eLjdoXXjsIXjnIEvNb/Laj8nD3/IMkld+tCTnqBBjIBBZPFQRJ4FL57fweY5Tx2QzmBOTWlCX+ewDzuxCLeRNcEEYbU7YODdk8/yUnRE0ocF5pepmHBxVoA3TA5GlAyVVz+EKs/iMoolmlbayJHqXKoFomQligCyEFAKXdA6WIyY22vcWOCYOc5aKdn6jWJMfcIQAeZA5R18TPUiT48+u3sD+G0WR9JmqalsUSdz/+RYlTenbc+vEmeNV2hC55OMqebr11NEGxuHTR/TUrlF7DsQbMGyzG8QDQfG5kGdQeMG3qd8CpotIK4TEsWrBjwVluPk2or3P3dzON2lS0spE032oRKK652ntXqreFhqETxy/8w2bqrd/9r6X1/P199a1vPY+qLDaPw/v3NK6QcdjiicusfLQmPV7D/OLj3yIX774YX5353YeqRd5rF7kXNNlM3o2o7IRI6MY2FZhPXaR7Qw3i9fGO1cLN4vTKbq1jbu8QfdSQzbCpoRZw8GlHTbeBX4M9/7+e/hXW7fTEAhqFpwDJ0yO9ZEs40VVZqr4WTQNwQse58XRl5IjvsO7c+HvH/sd/sEP/Sz9v3SRyQHFb2asjftkLtLxNbV6tmLFSD0TVWaqTFLz0vG18XgbYdGPWXATutIwcDMWXZ1C2FIukSqVBG4o1rjh8BV2jvp0HG/grx9VtJ4RNjYJW1vE0chSqre2KdfGlFeVczvLvLDlj5g2ZRgdD+6cYHilg1vfuq4ZD/t17eVS99eKUYm7E1OlDc7CprJtu9NSPJySiSUeK7tZICEoTRQTA+s8kgAvyZyopRKJkDkhzxx5KeSlbQDyHLIcxAnqZY8Y2KbQQewPmMWnT7z7lu4jsicboLW+TPSbuXjVW18qPlF9gphVaw2zBkJ0VJVw6FiXwYKjk0OnKJCpZ7Q1o2l7T4z2Yzlngs8cPoM8c4gIYdZQz6aggW6RMygrOq6gvtIwvRRZe2zEpScmXLpQs7UJdQ1zgpea+NhLcmqCJPy1fIeind6rEiQSg21BJBhVKTTJyjVpM9pkY7BNTWji3CVprkFI17ttjdugtHTZ5xSylsbjUgNu+g87z+1rtO12S89pnyMmXYRLugCfCb50SJ40JKkpn1MSheclK2cO8hyq0lEVQlkIZZZep234Y3sjkHQY7RFFBMXF+ZubH0xs9QetC5THgIzbBcWazt01/3xd+0Pf/NUChdcDMLywOX+jthgvByS0X9tvjvfrHV2J8qNb2+Tnr7L0KMSzfR48e4Lfu/xufuXKR/j5yx/l327eyR+ObuEr0+OcbRY523S5Z3KSz258gMFTjnyntueJ19gYhjDfXlSXJ1Rrihs5YjTLRH3XkOHpSLku/KMvfCfbcUZjMzdyhO2TlgT9zY/LuplidYf/d/0uJvr1mwYvjlw8XVew7DrcXV3mH77rlznyvlWKq47tSUmWLBM3mw5Xmj6XQ4+NmDFNhznUgq26Iow9bipMNEtAwrYpldgv/0qSS0iqytUcqIbUfUmE2zdZqUIIyKyhuhq5uLHAJAkJ2zIRu7Ia+jy2eYhsPUcnk/3twRtQAhB3Q9F0rye8SJq4AmrCVU1dd+tqJLQuLwouoj7ZFESbasckHFZ0LoDdC7mdF1zu8YUjKz1F6SlLR5ELRQFZBVkpuCI18t7sQX0SObtCyDKxHACfBNVJkCqJ8mMj+NTkpQbWbJoUvEKuxCzSEInJPVgngtQmOs57nuM3LNIpAn42Y7o2gsa+ZlIBnQuBBXsP3jmcRpaWOiwdqai6jjzz6dwBjWc2gmaa0UxyttYCzz28xfrTY3RmXXwrSHaiJrr20UTgLr0GjsxBlgAQgEQTT7fXLgQl1raJkNg2/S09y+hKsbUPbSfskJrllJk9J+zv3gtmd2pddTJ8201aFnO0mv8vbXtEQJ3M3ZHtoel40nWZ62DAUp/TTSqtWDuBPOfTdS/EgGUO3ifKUQIBewxZ01vfs41xCTAEoU2Eb0XJUSLRBdQFkDgHQgaOXAIg1/5Z9ZanGL1Yvd6N8F7qzysFDNeDprQPAF689s/PO7wSzShsbyOjEQd/fYNDS4uEgwts33SCe4oTSIT7ukIohckBmBxtwEFx2TN4Bo7ev4N//Dni5va1BaZpRKOD2sZi/twlDs4aeqt9Lm2ssHHTjL/w/vsZn8n53QduZenego/Uf50fv/sP+Hj/ITbiMoNztT2XOL5ZjkDcGeJWhbN/4z183/9whH93x6+QyzcO8PLiOOh7VDLhPzn1p/zz+i+w/egyX9zq0OnN8C7ynoMrjJZKThbrLLgJw1jycxfu5v4HT9M/myERPv34XfzpoRt47+A8x/INvq3zJIsuUCRhZ62wHXMemRzjyY0D9kuzyJGxvOn66jir8atrLOSejXuWuf+DB7k9X+OQtyaz1shqyHlweoJzl5ZZeFqIW89PcN6v16nE+Pvm+pWsL701VvPbyu320+ZGZCP49senpfUUTnDBESRx0VtqkLb/9am/jPMJrStSFoICNXSdpfGGYC40OGs2Y+vlH0CbxG/PPJJB1jHOepFDnsSoDmtYLXgrNcyJIpOV9jkkswghgQ+S/qEBqQU/scdPC5AKTrynw8rxguk4MI0BJw2xcTTe4VTIcjcfFavaseUVLOegd/TIypz7fv8yIVRo8Ow0UxrN8VHwTslmiutWTDYck37N0qmCshtp6j1T+uioG8WLol6ogbwQ8gqqUvDetj0zTQJxwfj3QfARorNjalQhE7JccZm5LDUie7YuBi4E4+U3GslSArGm8DsnKQAtmv1oRGldjFSVoGEOMiSBHJEE8PbYvmpiSpqDVQtQ7T7zYjqWxikxg9prst81DUImguRAAT5XNI8E32oPwDkLgEOTE5PatkqcT9EG5pplgMG2WwnLzP+iCHWiK5nhkdim6WV8VL2tAcIbWa+mCX09tAxvJu3Gfu3XG1LJ/Sds7SDjCe7KBovnKhj0jEjqBEIkDiomh7uEjsOPG4rNGf6JC+jO0Kgl1/habYKPBtC6RoYTiisFg2cyRAvWbu1xotrgzA2XeXp8lINf9PziI9/Bpxe/AzeFMw89QxiNXnRarSGgwxHFk5fY+ZnT7PzDKQuummsZvlE5HKeKdcoNpbwKzbMdQqfDeEm593SJE+Wp8gDDpuS50SKP3n+KpUcdvYsBF5S13jJ/cnOXnTMldyxe4ObiEjCkksBMHTWOh2dH+Z1Lt7J2YZGVLZvUX/Pm5fUsjcSdIX71CgceGvDr6x+mOvgFem6LUpSJKs+FRR4bH0HXS/oXwrXfA/t13Uuc2hZhbv3CvLHfvbtkdwLb8rlh3nRLUMjM/18EgrNmNdLKFoxLrq3fZmoErXlsgQmEQonO3GZIXPMYMX9/TW4yFsyAOjEXJG/NnWspIGIc+zmtZc/KYg5MvOAzm0vkwZrO6ITolMZp8uAXmnSc+VJOVQl9nxFo6B/MEQnEoDSYe1I7QJ9HaXmjyPRWSpYPNZy4cYG181OaqVpQ28xiu5yKUVaiYzgcM4kVWjiKIloD337sNXsxtJI5IesIRWVi5EwcMyJZw5zTlTlwMU38U/5D48XOmTOqTutS1VLJXGb2rQFHy9exxOnd8+nm90bSIGjKKaAFDLSLGwBCovnkamLkOdVpTtsxe9uWHqZg+rIGfAY+XaNAuw0xd6rYuqw6+7ukDIZkRpqCk5OmQFutuuzS5lr3KmmPRRKVjjlIdm7XSQmFrA1Zu8baBwivQb2ejj9vt9fZr/16XUsVNKCzSKgbZDpFRpauLGIfxm49p7famf8W1cmUuLVlwtRr2R7seS2NmgRqAYmKH9eUWwF5xvHA6jEGJ6bcsXSRA3cOefi5d9NZVfrPRvJhJG5sorMXd/4RJ3Oy8uLjQ35p5xZ+cHCWkvwbbhKCRna05nc27qB7OVJdnoGDppMxPujZ2u7yJ/UZXKaEscdvZiyeNXDQWZ3ip4HBoI+Ekid6Bylcw/u7ywB03ZSJ5mzHip959tt5/LFjlKsZ5UZEZ/X1peXs1Vu8mml+qxfZ3qH73IjPPXMTJ6urnFr6Eksush0dj02P8rWNo3RWHdXaeJ9e9AZW6wIzRwSqu2FmmgS8LXsEdj0x99JNpA2QSlz/KISaOUhIdkhG62hxtqSWLOls1CnRK5729jNaiTMtcBK4suebUziWU+P+J0vQli7V+m+K2/t9gLemFk1T7NqeOPcQcyHESCPmImRhasqwqOl2HK505LngS0+IDU2I1qyqS02pJKqRncvQBOqmoRxkLJ8YMIvC5sUpefRMCSkvwkCQm9YEN6Podyl7nsw3eE0ajloIjYmg53oQLxQdcyCykHlzCosz24LEYMfpU58f0zV1mcPnFkyWOch8AonQdtSJ6qO2MYr2vKLtpqC9X1rqTnu9TH+iYdf+NqrOrWBd3AWc8+C0mGhsOJTGqGBJ6SyA8xGfQRaMYqbB7oMYIuoMGZq2xMDp866zmjak3V5Je81bOpXGdCvaNzmRNpkvYVPbbkUXzLsibbBQ2UVV11D7AOEV1ktN4N8MtqDXq96Kx/HNrs9b8Vj263WoPUBh3oSnqbuMBXaGc36phphEqa+gMYzGaNdZDdtDXAh0RSj7BVcfWuCR3mFuW77I3ctn2f7Oise+doLFhz2dNaH7YuLkvSUCeQZN5H/96p/nzrt+mttzoye9ECQ0BM41OZ996A5uGEXytR1kY5tClc6gx9LDXTbP9omZ4GvF1Uq1PiFfG+E2ttHpjJX6EJ31Huv1gK/c0OXQXTvc0r1EJQ2r9QIPbx/hmT84zcpFpdiJDJ4e2Tm+XrSceQfobFLYbiZeeH2u9fViQKdT3LlLFH90C5+efStHPrjJ3d0n+ML4Jn760bsZn13g2MOB4tkrRnvYrzegEuCm7fl1zghq/02Sg5D9u+wKO0lJy+3jgllCRrHGyibPLdCAXHU+qY3zqfXu0821DC1PvOWvJ0/UuGd7EcU+WlwKdHN7NxGpidU08RW15tYCsNKGAgM2mULMLBchz1KomkDtzb5Ta4g1TLYNTARROjgm4xnFwBFDIASzSVW1PANRSaJniA3ERggqZIUyWK6oZ57ZxSkQIAOfe6Iq/a5w9MZljh3pU4mS59hWRR11YRuEPLcmVgS8iFGLcnOBEoEstmnIQGPCaaPwpM9dSbqOzDYovrAMilZX0qgisZ2/Mw8Ka3UF0S6F0bfS9Qtp0q4xokmR3tL72xKVBITUwE2WLrhrqWxGDWuXxLZ9sDcfPPhMyXNhFlOYngqaKc6b9iDzBnRcEnnEdhOQBNrW8LfBabv3G3uArdO0rUrHrEnb4ZLeQpSETvR5OOSlah8gvIp6qSyGVwoSXg7159U4KL3dm+W3+/Ht12tQe5u9RFTWNBFS73ELC7heh7jQRXMPEdxoCquX0cl0V7T8YpuFGIjjMTKbmRvScITvdFh65BTnDh0kqnBTZ42/feNvsHG6yxe+/RY+8+T7WHj8NO5rTxJHo2/+3OKQoiAs9dm8dcD3vuuLnG+WuRwabsqucMAbTeZyKAgIX5ncwK9e+CC9hQnP/HDJmZ9ZoJrWxMvr6NUNiMrSA+0uPJ2WuiGGYFaJgGxt0Xmi4PR9A3Sxz71fupMvrNgvu/Kq0rkSuPHRS8jmNjqZEMeTF8+NeDm1Bxz45UXruprGKExJFN5G274cpyFtGsLldU78K9DfXeFf3P49/J+HHYNzgWOrE7KNK+i5CzTDF7kW+/Walio0IUDWTo3bxs/tNlBJIKppGpvm5EkX0ALIBDQazNISxTm7P4NaU7mXltRaaYoGGkkNrYu4LL1mjEhsuSi2ibAm35NY8kZLUWXW+EQdsSyGKjOBsrpoTp/B/P9bq9R2ieFyo7GIc+SVUtRC0ShFIfipUnuYjqCZwWRbmY6g3hbGfSHvgIij7DryjmUPaAg07DbVLigygzARJmNHHAWK6FladAw6Jc0kIIWbAxzpOqRyXF4dU2wLi0c9gy4UpZCV5v6VBAA4BxkpPE4E9UqUiC8cVYNRnyK4xjQDrde/E5C83bpAXtixW+9rORGiRvRvxdd2Fawp9hZ6Ya/nbPofnW0rtHE2+FEl1I4GJTi7Jl4czmnrvIqLimTJHlXtimb2Rm3CLzFtPEyMnnnoIBSFEktzXyoT0Cm8kOXgcxOr40y3pWqaBScG2kJ6bVSImrY+Euzr0TZYrYB6vqxSgWDbB4+iTgjUpo+5xtoHCNehrjef/5U+39tpa7Ff+/VmKskyZHGB+t0nWL+j4tBfPceBasiTWyus3XeYG/9NH78zxY2myM6IeHVjd9MAXw8Ykv4BgPEExNG93FCsZVxe6nPh0CL04ES2wbf1H+eBA8cZ9Y9T9HvIrEab+hs3u2rWq1IHXIAz1RpLbkRAmKpnIzZsxJLzzTKTmLPkh3z3kQeZHspZq/v89ns/ytH/n733DLYsu+77fmvvc84NL/br7ume0JMHGARiBpmAEAgIIs1gF4PNklkCRFESJSeZZrFMl8tf7GLZposSZVXZYsl2lewibYoskqDJsgiAJEgQRM6DMJiASZ3Tizedc/Ze/rD2Pvf1xO6ZnsZg5i5UDzq8d+9J7731X+sfRqsUkylxs0E1EOswf+107Je8ZWMNeQwBGU84+EVHWO2hTvCjpgNQMQOoq83ZF4d4j/T7xldoWgMJ06kBhStR5e2vGIgXt3CTKQc291jvleAcsjsi7o3QyeTKKGaLuuolaqFkkncGkrYGafoOqbWXbuyaPjOBW00e/NBN5nPyrkUnaGrK0pbCxcSSEctDSBQUGyinDi3xwsXR0VsEa05jNBFzaGA2USaTtnvv0jtYcuCNhhhd1ihoAjuRQn2yvkx2m96Sm+0sHBqVZmBhCkHSxmGihBAINcSZo20KtAEagyrWQNt1CXnq7ueXSpMAOqpRGIsSSlL6fJp+B1W0idQIITqqXaUSzLmoVNMLFEBhOQJeJFn5S7pk3gYr3vIGpFUo7Z5Kuh8+W4W6iHPgC7MmJYJL+i7BNj2dS2imFGXevZi62NySkhtQzs3AQEZMGo5OSuKV6HQ+i8j3E1KA2b6VVUyUKEN9uNT0l2oNfvSRoJlWZNsDc7CaT/bz/2tnlJooT917OsxbLe3NJG/P9EmvgNGeYgrE82IblitYfL+iAMIzNd1Xo6l+um3CKzXxeFGLelmVOGRtlckbb2HvP93mv7zrw7xz8AQOGKtw7tUDfuH1f5sLF5dxZ9ZZOi7c8PGL+L2pNatNY/qB3BznBjuDhNkMQmD4wDmOltexdXaZP9x5I2tvm/C6wXEemV3Hqd1VVgpBhgMki6OfxslIoxJnM/yFLZYfLfmrzbs4enibJTdL4WW2CSilpe8bjhVbvK46TaOOkZZ89H13c8of4PqoFKqEzS1oZ89+fWKwH7jTGdK0uMdPUpTpR0vTom2bUobj86MVZetAn5qIp3kd8Q56FdpPpOZ8nZsWQnzegmhtG8Jug4zHHeXsSrcRi3pxyvr9S61HO/pFougopJF7+rt9WwTUJs/7aRviEmXJZyqRNYyoNVmI8eXzZiL3hUYtsjfpqEcu45L8G5vWz2bCaDOyu90y3W1x4ii8x7mWyUYPX4L4iBRQDoVC6Pj4FOn40uaidAI5cwGj5RQDT/DZWjRtT1qlaRtLYKagjUY/QsQoPljYWs79ChiH3xVQlEorMMMoLM45Km8CZ8Um7LHNwMoa9clmSyEF0SsDMUvPyiXOkE9rkHwBMSpMUSSajqYwtGBv4BNgcel8xbtkG5u2QUmz4dRoOwYq5v7/USFzxRS6gLxs7RqSRa6SdAXRthiq2mVNmKbBvr8i2gmJDT9Kp3vJGyYDEWljIiCVPZChgJYEXLpsB+k+V2KiVSUAGNPWqAuVTFQzJOOanPrcQdzuodTumbfHzyXQmiUbl1OvGIDwXHqB/fVCHYgWtahFvXzKVSV69CCP/rjwL+/+Q15fXeCw7wHQaGDdTfiN1/0mu7HP480GD8+O8P9c/x4Gp4VirFR7yvrXt/DntojbO9Ys58nzvk2CXtxk+RtQba5T7Qz4zf7bOHzwNdStZ+uRA6zPZqg3uo9x7Z/mYNMGQacz/OaIz953J2945wleOziBRyklclBmHHQzSoGhSHK5CIy14QPHvs0f3HMvO6eXOLC3hozG6Ow5AEI6D4gmxJtMkTr5c+ctypVO2jMoKEpwglQV0qvIWQ9xb2RblLQ9oCyJw77RvgAJATeZoc4ZeND4TM6wl3FezClR+Qf1ol4S1U3ys1ggCQS6hFngKcLU+Sg4fYx1UXlaa7kI8+ZfNaWveYcTb2y71BR2jji5Y0+q6ZiZ81nHlNXGQRlvBc4d3wN6RgERR1QLT2sutGag5hWVQG/VG0ddzOayXRJ837YSrlAKn3YnhcOLUiJUA7XOzguuMHDc1o6SAr/ikTKdaRQkOCS7GCWaU8z6C6+4HlQDh5QNkhFCAtvR9K/UbUSzdiPRqmLtmO7aJsRLCoRLstrOKlaTBZB5cOK9M2222rnERMdyYuN3EUEKUpIxWeyRNjtqjb9626Skz9O0YWgDzAIoHqcOiBSiVC7ZpWJOSRqSo1HKV7AgZOk2EFGsSZf0V9lVKDp70DT91wTfuWFP3XyVXJAi+NTk500G6Zmym6npvMwu10ANoC5du7wVyyseO17JAA0LBbSFhpKF+LhkkLGgGF1aV0rXuZqA4fnWC6Et7c9jWNSiFvXCStZWOfneA/z9d/45b+pdZM31KFIEmMvBY2UAxryxNyIuPc4//pnPMk1r5aDwnXaNL01u5V997d1s/NsBG7/7ZeJsRrbi07YlbG3Dzh7+iZMc/sYSKyfuYLZ2kL4Tbt1sKU9vw/mLpnV4JppOAhxxPMZdFG77/Q3+z3PvZ+1N5/nFO/+Ue3on2PAwlLJLWg5p5Dkk8A8OfpJ/911f4fdf92b+6L43cOtvr9L7s69cnmYgC71jMArD877gghsMkKIg3nWMB/5Jj59746e4s3eGk80B/pevvJfrP1yx+vEH0cnU6F9LQyZHl9DCEQvLr1iu7C7pdIrujS4v9fpyznFRL4mywaqbh2hlakeqPE0VzI4zT4ljtqFx9rUnqQmL2O+9ZnSQwrQKZ0nKgI/OqEIuEpL4UxLnJ092DRq4Dq8IgovQjBpGW4EL51uCDOh7oT/UlM+n1I0wHic6jgdwtCN7vVYhxJalFU/plcFKQbUiuDVzMBKnuErpFVB4T4iOqJEQYLIEbStECtRDv3BUpJAybxNy7O2shY+KazBqTAnLQ2HjesfeZmR0oSGMHXUQ6lqpZ7Ct0O8HqgBt6SgLoxPVaUsxmymzoAyW7P1cwnLiIohL4mGUKL5nAAAgAElEQVTbhJijk+kBwmy+zXHJmS0mWlfWdkQkbQp0jtFM5ouLwqxVxmPY2YKHzk05v9VQ4hgOHBvLjhs2ehxYtbY+NgYkQh1SAJuJfUNQXGv6FucELe3fXNpsiAhttGyFbHHrPYnylTZNfp4gXaptZ1H72aCkaX/afqik4U/a6EimuLkO4ppWgpQNnp7honCXAA2V5MqUBNQODz7ME54vo14RAOGF1qLhfn61cBFa1MuiZjNWH2v54+Ov5z9c+wLLovSyaDelKpVpKONSs90TWJnHNbHh93ht+VXe+477+dd3vZtHvnor7qHHiZPJpU1ntAY7bAf6n3+YwXCQHIkCcXsnCaGfQX+wv0JAJ1N6p/c48sVVLo4O8yuzH+G/ff0f8db+SYaSKRFz1zuPcNQ3rLsd/v2Nz1O+IfAnD34/N39qgI7G14ZvL4IUJe7AOvVt13HTrz3MPz36Ue4sCxyOmZ7ivX/jfn7jrvdx4r7rka0dpCyJh9bYPVYRehD6QqygHA0Y7A6tyZhM9016F03+y6GSRXwme3T0lPkH5M3APnej7HOPTVVdssLsWGv5yzqNph2SRKKZ/50+V9MvslBV5zSl5JxjNJNE74jG9Xce+pWjnQSIBU1yvYnJCGFQCkWRKC2Aj3PqiVdBZoo4YTypqduSfh9cZQ1pnqq7EkgOOBodvWWo2tTwYq9v4WH7NiwyP2cREJ8cciJQwMrQm8hXC/a0ZW/PMU2TeSLUMyV6oQhqjmeVNf/OQZhAOza2X6+0xloxppGmY8h+/nkoHs3WyO5bPi+S3agamFOZX9+kBEh0onSvoomzT2wHHn1kwmNf2may5egvFQxWCvYOF4xuUd4w6FMm7YG2Cq19W49psB+DdAAkIUnLLeguVvZBsJNxWQCd6T376GjZijXb52bnKhM8549Lz2y6PuJMZ5JzMrrnULtljm3Moj0bkr13SY5IqNme2kdeUYj9FXzooq51sNj3cjP9bM5Oi1rU91Jp3TA8OWH7M9dxf3OIsTYEjSnB1So3216EUvxTfvWlYM1VHPMzfvbQX3Hu7QeQG47ger2nf9MYCNs7hLPniafPEs6dRyeTywMHKW9Bmxa3M2ZwesqBbwfCV9f4+PZreKId0hDScUv3q8AzdCVD5znqR7xz5SEmd09xqytIeY1mSeJwSwPq267job9b8ktHP8qryoqeWI7DsuvzmhI+ePivmd24hiwNiYfWmB4ZMj4q7N4Ku3cEZgeUZskRhz0DWFk1uqiXVWXf/ixOlf0aAxsjd9PUvK1DmWclJPcjwL5u0teOda6ZJO4StUY6IauiiS5invSkXznEKgukuw4cowEVPc/SUsHyoDDqz1RpZko7U2KjFN4e16JnAWZmAxpxhaXhxiCEAKKe2U7LbGzNedtaYrOC6RRKRQrBF45y6KiWHb0l6C0pxQCkTxoPK9lbVHCIOhzOdBbp9MVDb+gZrhQsrxWsHCiovBrnPyoyi1ALcSqEkdDsQT1W6lmknir1BKZjYTqzPASbqsuc6ZLoL7n5JXn95/tpFqX2P6P1zK+xqiRhsKBqE/uYLFpDLexuR46fmnH/w1ucPT1m58KY7ZMTzj4y5tSDMx59ZEI9cybCDgKtWm7DTAi1Elq1kLdgOQkRs5XV5CZEConrNlLOhM8ZrNpzlp9Be96yFsAya8SQUk5CUyBnHDhDaJozHZ4E4uao1yhH2qbv+5rfXxB1cxTGHLxebr0ivmNezUZ7ARKeu54PpWv/r0Ut6qVUcTrDn97k6Oca/oeHfoSTwV+yps2zGYejwO9rui/9XymeNVdxe1Fzz9+/jxM/dj1yxy1IWT3DGwe0qYnTKTozB6DLnn4nIa1e3KI4vcXSo3usPRT5wrljfGN2EzONNE9Dync4+lJwxDve1DvJB+/5LOG6A7jlpcx7ePHKeaQskPU1Hv/hAf/zD/wWd5bFU7Ibhq7inmrC8fdVjF59mO27V9m5tWR8S8vg7i0O3X6R9vqa2ZqjXetd0Q/ERX1vleYORiGNzbuG0zYI84Yt5wR0fi95dK1p85f+ThOlI6SAqRiEnIBsi4LcoIJTwUPOJjRvfJe46qnBRTQ5Egn9nmd5IAz7xltvZhBmSl1DE9KU3JvlZVEIrgApMd2AhzTgJgiU6hjvKaOJvU5MTW50WFKzsyTfcuiohgYUir7gK5AeUKXr13n3Cz79Mg69M/1PIbi+UA0LllYca+uOjaGwNhCGFfRLC56PUWlmkWYaacdQ7ymzUWQ2UkYjZbuGuk7XFWjFNjMiivfa0WU0goQ5X59EHWuTviNb2mrST2ni6tsTYMnJWhv42tpSds421Ns17WyCLwzIlU1kujVj+0xktNnQTBUae++mFdrGLGLblIUZ1YTbdkiRIDGBBSAoPiZ2j9u/CbHjzVKLjDm7KX9HBZJ9Wpm5ANrsbrOuYR9+SI+8EDuwoSK0qpZrkTUUMeGHJy/VWACEF7UWIOGZ64XqPZ7PayxqUS9qaUS3d+ifHnH6viN8ZXpTmmdp9+tyy4vQF8/PXfcJ1n74FBfetPHiNd9qoW86muC3R7gWtvYGfH7nNk4Hz1gbWsJTzsPh8AilwNuWHmZ2ZIgMhyYGfhGbbXGCG/QJB1b4D370k7y1d7bTejy5Sjz1jQ17NxVMNhzTDWH5yB73HjnBGw8f54ajm4yPCM1KYcLuBa3oZVeZTaJ5Ott1WfPGyMxytPv43L2JuvRL9k2k01Ra6DYJUbPQM7VV3XZAkt2omg4CjySUIPk9u/exZhYRxCtVH3pDpSxN5Ruj6xpIMBqUxNRNOnCFUHhH4RzRWXNtqcIw26mpdwN1bXSfmC+GYPx4L2Yp6m2bUJQeXzhcoVCQJtPWfqrOW9CcrezEEpCdN+pSNRD6y8LSsrCyLCwvO5bW8nYCioFtL0KINDNlNgk040g9Uqa1UrfQdvz+NAR32vHrNW1qbCMUrOlOix9iOr9OAGy6kiCaFzzJphRCrczGgbMnJ4zON4RxSK/fEmNL0JY2ztjZ22U6aanrQBuiaUFapamhrYWmgdCYRsRuSdJBSMDuRO7EbSjkcR2AsQ1B0kakj7NFpsNCHemeEYczcfw+4IDL9rNy6RYgpehJkQCJBymiZWck+luMkaiBLPW+9Avm8r8XvmI0CM8Vanalda3tRPe/18uhgX45nMOiXiGlStjdRb71MHf95u386sWf5s3/6J9yg1dKsW/uXmxjENFuo/B05ZJe4fZizH935x/yG//4B3i8fjUHPvEo7anTV/WYAbNW3dlBplMOfE5p+zfwqRvu4avvuoHvP/IoP7b+FW4tt+iLXjItOh9Kvja7lX/5yHsZRIXCI96hVynf7CklYmPIsmLvjmV+4eBnOOCG+GegBXkR3v2aB/jKxo1cv7LLHavn+fEDX+RosQvA7qGKXx38CA/L7fTPreDOnL+yY9lfC3Dxki1rhtJWIN22/MTkJtLF1Ehqnj4zp7GQJ7yJY57zErI9UaIj+eyYk1cRzho7xWgmotaMCzHpERw5nSADjCAKlT3mSwVIIVyIjpkqlYJEoUVxAYhKrcKg5ykKyxTIk3G8JfP2etArKmILox2lVVhJGgQRwadNZkx8eltwmJNNyDx3F4lamOg2XUdI55wbUJJGo4h4ryCOwQ0l5TiyMoV6Cm1KZG6DAZV2lpp/7yh6UA2hrxA10moKEEvfJ6PaPTKwZA2td4qvShQT8sYAEiAQiQm+OIEoPrFyEiE/RmID9TiwfSZw4uGa8ekJy5OKCkfQ0FF9hlXJ2sYAKse0ibgZ0AizkZ2HIvbmPtAX0264ElCxADtxiE8aBIm2Gcjn1BhuiGKCdglmB4tYvoVmOpJLGxtl/rxoAqhOzN412892QDiBCC/zRZlP1rSaPz+D14g4Z75OIin4bwEQXtb1ZGDyvSYGXoCDRX3PlSpa18h3jnPsY55/8RPv50OH/poNN6UvLUtOGCa9QW5R8o+y/RWTRLIvjluKHX7mus/wi299FcuPH0FOn7nqzagGm5zRNOjemI1v7tHfGnDeHeaPb9jgW3cf5XXrp1grJhwoRmy3Q87VK3zh3DHOnF5n+GDF+plNdDy5eunHT3ugmpV+FJNnT/Ix/Yfy3vUHeN3yKe4ZPM6G3+Oon1ECDVASWa/mKcciwtP7wj6pnLfJ335govEZ8xcW9d0t6+PzdFXBZbtS0kg6/fLzoKvsZiTatcNJuy6db312JApoZip1XG/cHHzEJx9L4tZn0azZdFpzL8kbU7xA39FbUYYrSjFL4WlA2yqTYG/n0I5TD6CFUqma00+l+MLRknSvDcQptBUU/X2nHrNIex+FqpOrWtMYdW7Xmk1wsgzDOXPeqUqzESWYGNn1oXQOXxplqQ0BxdEm/rs2EJItaVEK1QCWKhh4oZ/AgYh0NrMW85av8T7akNh1cHmVkO1H8w1uNadPQLRjjGlKHmOkrVvquqWuBaJHEKrSUfRL1lYqDpUebVqCOmIraA3UJItU7Tj/hq4SkIwuDeLtYEXmRg85KC2ESGxtYBQTfQsnqAeRCGWipTEn/Gi+3x14pdPSKHS5GpkGZ89zvobMt1zp1RxqlDo10GVssn3aj8uoVxxAuJqpxy+VULKXwjFczXq5nc+iXialShyN8Q88zsf/7F78B5TXLZ3gcLHDvb2TBGkZOqUvRQcMIpc2pUHVtg1iFJ5by4vc8cbjXPj2MQ59qULr+uo2oVl0GSJMp/izWyxNGpBVJic9T5w/xsMHb0D7gd7qjHpawnZJ74JneQ+WT0bcdkoOfrHDwVID7qeRsSpr6NMSjLJo8Vh5gWPlBe4qNykFKrEfgkGVSiJb9ZByF6QJJh69jBInSK9ndKqqRMoSbQM6HqN1gzb1VT3lRT3/MqqP0cdEXSdylfyfjrCdul3RRPXoXuESgDAXfKbGTbKX/pzCJGK0nEveR/K2wSfNQaaUZLqTmzexaXrtCkcxVIZrkXJPaVshIEynMB5HCLaHbLzaEDs1yOq1ow6JEwhCDEoM1jh7D+XAI4U10arJNz/xdDTRVTKIcVjQmCbuv0o62aj7nIWEsgDUWYCYV8q+oIVZfrqhUrUu0bFcRwfK1p1lYenLw1KoCsEn2lMHXPL9EDen40DyiFWzE03eqDFqomulz4mxY1Tl++JEcM5SiksCZSGEwhFmkUI8vaKi6nkGQ8/SwNKFQy1ogwEEjRYolrIrvE9aELfPzQjprk3WRZDsRAkQG6Vtg93XaPDH8i2gcFD4pLVwtjlSNV2JCd3tWekyNqLdL5e4cxHoxPbp8Y75aU4bL7qfO74DYAYqHPtQxHPWKw4gwNWl67xUQMKiFrWoa1AxEHZ3ufM3L/Kpk2/iI7ffi1w342+/7gu8b+Wb3OB3OehrhuKfsj0AAwx5w9sXYd21/Be3fIxf/tGfxH14lbi5efUb8RjsB8l0hm5uI3sjVkYTlgc9lk+u0ix7YlkQSqMN+Frxkxl+Gig3J8Sz51MS8os7PdcQ0LqhujDhN7fezM8f+BIH3OASmlFI4urd2FJJ4IjfY8UJpbgkvFYahVodJ3ZW6W0rblzPcyOe7RzEAtnc6gq6skRz3QrNWkkxDlRnR7i9MeHEqUWK8kuobKKapvWp8RGYT1NTYz8XJpvmwISh8ymsENNE2GgaFvZrE9jMbwfQZGHZoYg86e22DrlbFaPzkIOw5pNeE6sKvhKGq0oshdAYN7/wQFAmezUhOOpxgXihKk1zEMX877WFIm03YhMZT42eUwfPYCXTqtIGw9OJuZW5Lz7YFJuY8iGyeCO78yRKi2KNbQloKbjKLkZIicMuYrSoRG+JaeotzrYn3tmxl5XgS7FMAJ8uYaI22XR+3w3MPW6idhnosr2MZ64Z7/Qh6bJHp6g3B6jB0HFg1TObFUxmNTEq3pVUpWfYKxj0CnqVQ9XTtorWlhsgLmVRONv2lCUUhdh5YHoJ59OSUUh0s7SgVJJdaiTOYFYLTStGbyss5L1fWEK1Q7rnMGJaCmML2fTfHha7HwYm9JLLk4XZyfeVTrDBPqC734a1A5qX//X1igQI++ty6DqLuvy6nA3N1dziPLme6XUXIG5RV61UCd/4Nke+KRxJSb5fvvE2vjR8DdObVjn7xop/8rMf5s39R1lxDR5lxUkHF3z6Du0RVkS4pdjk7975Wf70urfiZjMTFrctaYxlmQZRX1gOQc5XSI2y7OyBE/qPFQy8T6dlNKoOwWi0j79WzbAqcW8P9+Bj/OXPv53ff/37+cH/5K/5jw9+inVnP6rGGniiLXmwPsax8gJLLhIRZho5HTxT9TzaHOIro1to//wQh7+xDWcvXPZmxh3cYPzao1y8u0Lft8lP3fY57tu5gS9+8zaGjx7kxk8cpHjgBHFre7FN+G6XJC98AXwkukTMidZCzXt4Z65CqcUkCYe7hso5Ewa3EENLxKNlQRr/m798SI1ZSFP0qOA1NYyWACxBk7uONeStdymKwTpH1yTXnRym5cCvAsvpaw9lOBPWWkHo0Y5aphdhMgq00TGdBoI6Zk3LpPDsVYJIoJ0qe1uRelqzfn2PQ0dLnNKhAsEnJ06h8EpRaue4hAMpirSFydkHSihcR3VB0qgbT9EHVyquBY3mmtNGoQyCT9kKREcjMdHkxbj2KXvBFc4CwZxQiDMaT56GN0rbITu7viBm36p2JopHFIpo9z6UpHA8Sc+CJJqYMjgkvObta6yenHD+ZM32ucDuxRlL6xXlsqNc8fi+p9mOhDp9b/WWKxGB0keqHlRDT1VB6cH7ucDb0p1tOxDzOSR6UztTphNlbwzTkTAbC+3ANi8rlbARHFUfqh74QnFeKYo09RcDWSHGdE/sOjRBbIPkQNQb/SrafYiApNwJFx15UeYSuIpqA5gc9na59YoHCE+uqy1mfiXWswGAfH0XDfuirnnt8zu/KqUKGlCNhOMnQRz9kwNuPnGUX+/9OLM7p9x2w3nuPXCc9699k4NuxJqb4UUZitJPNn0zLfijU9/HAJDhwCZSsTJD9Kho2yJNQ0zr7xd0/AlkaObjh5BoBSk+KnPt8/ld61JFZzP87oyNbwp/8OF38fgPbfAfHf1zplryzelNfGt8Pd/ZPci7Dj3Mu5YeYOhmRHV8ZXoz49jjSzs388UTxzj8SIs/v0Oczuy8LuftV5cYHS3ZvSPwUzffzw+vfpUPrHydzx64k9+64S2MHjrA2tYGrm2Ju/HF1WUs6jlL8n812WLm9K8UPEaanKLO6D/pw/N2octA6OxyXLeRgDQNV0kK4UTZyQ1rapw1BVPZM5aoPahRQ9IxSbJeFSQ5FKVhr8OavmjT9KIy1yIkUhZCr19QjhsmU/C1ox5BaNJUOAZ0FilaR+XA9WG45A3ECHZcJPoRgrhoxkiCOeCorUbUZbPQRISyLj9dqjTX1+5Km6NRurZ4QWPEh5yCnK+Xsw1KEtqKs1T5bL/aLQuyZkQxD9ekMQCQYp5+3Y3E04KDjgIUk34kUaLUQFkQEA/9gXLocIWoo1dEhsOCqhSKJUd/WSj6iveRoA2xjRRFhVSmu8ArvlQo1A4+HbsTkJjMSIu0denKgE3EEaISWyE0SjuLzOpIbBx+IAyXJIEMKBEKEQySOgM8IqZhy25IQMz3KW26XNolSHrmJT1z2R42h/pB/tHnUk7C5X99LQDCM9QCKLywejJIWACCRX1X62qDg/2l2jWKYbtB9kbc9n/XtIdXCcPDfPKGG/n997yZ5UMj7jp4jsP9PX5i40sc9TtMteAPtt/MiS/cwK2rY7wcQOoUhlaVUDe4yQyd1bjMgw/hhW0T0jEDL8kGV0OAk2cpt4cc+yjcf/I1fPDeV+PWa8JuSbnlqbaEf334GL9181vZWBlRtwUXN5eIjac8U7L0hLD8wHl0cxutmznoebYSR1jpMbpRuP5V5/j+5Yc56mc44OjK17j97rP816/6EL5ZY6n0uEejaTNegtfwFVOdXaakqfmcZQFkGUD6cyJn5IZqjhc6UW5nMxlT/FrH9TaxqXXe82C2zNNPfJkuXVnVprsxMUWMlpKTfzvzSkgvGZz9pkgfa428NeqDyuPrQNsIoVKk9TY1jo526mhnkaqAYjCkv+zQINSJIhQdhFZwatSYmDQMXq0Jdok20wlhMW1ADuPtRLI5YiKBK2dYIjk82ebAwtXs3KqYNCGCASMvcwcpu1QE5pgMkfk2IbkpxUQBcwkV7HP6nIfcIfh0za2vTjkQClpCf8mjWFbFsBeZbDhiEIpKKPtCbwDeK2XrCdHAoesZFcdXgu+DFkZdku6e2I3PjqGaqVnpWdCYsE4QNC1goyi+dYTtyCx6mmVzxsqJy4rgyiR8zynOibpEuu6uU3FLymTT7hk3WpK9mAW5GfBMbrt2s5y99sLm9CrW5VCQng1EvJIb42t97gswt6hnrGtIk9G2JT5xkuLsBYpBn94TK/jmMKMj63z9yBrq4XN338JtBy5warTKmYcOsXJGmBzt4w71kNbcONQL5ail2J4hexP74TuZEmcztOH5g4SrBZa6n/bzDcRVuc6qxN1dpK4pRTg0bVk+PmRyqG/6iCZSjALqhemBJWbDZZolYX2i+Bn0NwP983VHLboSzcBso8f4loYfO/IdjpUXKDHHqb4o91Snmb5qyu5mH2mXWd5eR6azBUD4blWaau93ZZE8ju5WBPnP+/5Oc9ek8+AolUsAQ8YRTpKIN4mV0exRZo4zCUvYhiA7+DB/H2HeFNM1e5qaW5030ekYNXWZIsbVLwrrOEvncYX5otFg7yXQzAQ3FZw6pDAQ0jZpg5GBTbAwMleY4JnavlydNyvTTEOx7UE+RpkLtwHx2n0NGeiSpDUwC80cXIbDcg3I4WVKF3Lgu8uesg1SMnGcN9xRIupC2qg4AzbpWtnnJXFzAmQ5sVrUBNc5d8COP1KtOFwplBVUQ6GeOtrWqE++EFzlEA+ENLlXQUuj/FiKtRityOt8C+SLDlDFkB4tlzcJ9g8hQBMioTWKUJmC5Gg9YS8yWbHrVaptngSlF13W3JsjUwaS6Z54shA/I6X8PVe6LYL9MW+x0j4rg9TuMdz3BfMctQAIL3ItRMwvjVrch1dgfRf97LWuCU0LeyPkwkXWL2xyYHWF6e2H2LuxYndvg/uWD4CAj7B7W2TnbsXvOfzMvtlrAeV2ydojPQbnBvQew35wBIv21CsFCCK44RC3soyuLpsDyJnz6HSWmujLoy9JUeBWVpC1FepjByl2Z8hoioQITUs8d56Yp/bP85pr2xrQGo3g+Al64hhUpf2jc0b5cI5hUZixvHdzoFI3dv2v8BjECa5VyrWadyw/xK1FzZrrAdBowLvI//iO3+PXDv0gZz97GNccZgjERx+/ps/WonKp+c/vs7DtfOITd94aI58azDT191iehybxsWQ6jSTaEOZihcMl5WkM0oEG7xSVSNvmxGGzkVQBiek9RdN0PgcoOGKIiX2jqbkFDdY8F1nQvB/c4GgTaBCnOO+IhdCqEFpz9IkCsXLsT39mPPewMQelCM4SdgkW7KaJ1kIEHyVN//evXVyi/pio2zkQX9AKhDYSZoGmSQ2yCNJXnEQKoBCftiV5xZKm62m7kCkycaa0jdI0SmwjsVSitw2IKAxbKAtvgmDpTgicCcpDiGiQlGCsc4qNCCVK4T0MBemBrkTWkttTaFKUc6rgklYjWvxlUJ+ck5TgImURKUQoUwJyKNImKFrTL0Fsy1HYpkOARpU6RloMgK31Be1D2yh1K1zcavGtYxAcKwkgLfcjroTobJuSKXEZkJFkaQa27DlwCKJmketIbybzzYGqaRns2XU4v9/F67lrARC+x+rJU/JF0zuv5xI/L0DCK6j2g4Pn27y90El7x+t3RnPZG9N7YgtXr7J7y4DQV3SpRaqI80qonWVz9m0qKFHQ9B1avVzyms+33KENxq85yum3lYS+cv2nD7P0wEW4sEnc3bssMa8MBsTbb2DnzhUufJ8gsY+frCMRelvKkT8r8Re2Ev2meeHNc9J6xNnTnLu4jqOb/9zlFlwhgNKoVBentOeWGMUeQXVuS5sC7t7cO8Ev3/URft1/gO2zRyhGB3CPHQd9gZSvRV15dUPTxMNmf0OVHrsu9bjLk+3+XSQ9Lum1cGkDINmcWJNTD8Qo+5JtrQwAWIOcFxdGk7GPiSiBiESzJRBPJ0YmOqJmjUKaQCOoRHzi0mi0gC3dJx520SEpvDe20Nak9OR8rnaCDpskOxF8vi4pLU3ivJHNPXyCIfu+5Rm0UpLNatbPpu1G08BsojRTE2kXCr5S4+SrBUjaJ2i31TFKjgEOiTCbQT2BeqbWxIoQJBhVSAUZKqEHRTWnQ4nMj4t0Xfw+YEemkSWQGNPoXHyyK1XFlSmOOibHKufQaKT9CLg2TeR9+tpP1KIOo4Q5vScfS9T59kplPrNwgm2e0qam8EADzUSIu1B7ZVpacF5ATN+SFi4ug4GckBZJmhEDKIVz3XNXaHqgmW/VVJQ2XZKstTFt/WKD8JKpq9mQPhu9adH4Xl4tQMIrpK4Gfaaz17wK9JkYoW2RnT2qNrD+YI/t1jE7VBDWW1s/A/QCmny7UZDWE8o8ndQrGf48zTk5wsYq27cVFG/cYmMw5fEjG6zedx0Hv75G/7FN9ImTNv1/lubara1y9p5VLrw5cvNdp7luuEtUYbfuc3xrjdlDG/TbgNNI3ItXzxb06V5DwxwzidCNBp/n+0ndUuw5LrbLl/y9F8HjWXOBe3sn+dAtn+F/uvPfY+lsjyUnLxS3Ler5VJqsyr5mDawxskl1DjCQLt1c6RYGnTBZEl2no5KrbSQiEBNIVEmC0cy0SU2926cm0JSebK9jYX72e50n5aqibQIAOT8Bo30o5oHvMvUpJm10oi5hDJduYk52tEkOS5lKku3S8tFl6vp+7UXnhqkwp1ylftQlULLvNWPENhGZypL59cBDejIAACAASURBVJjNqu4JsQStlFil83U5DGyeHUA6LyI008hsT5nVllwsxNQk2zE5FVqESoRCUn4Abh9fRrvrL5l+k+8POr9u6a0z9ch5MZMGpXMdmoMXh8tiFq+JsmSCayRtcmJ+5mSffSwd3clhOKlI1KgIqLPsGyeKU8UHs6ptRkpdSXJjEvDzay9RUOfScwxIm54ze3YK6Kx5DUcYKMqg2YBvvj7p1gULYrvcWgCEF6G+Gw3oovFd1KKufon3NhzW/MPxMr+57vuhi87dbrRtkemU9S8X9DbXGR0tmR6siCWEgU0gYwl+KpR70L+gLJ+oqS5OYDKdv7+TKzuedBx4oV4VmrpABvCht3yab736KF940y2sfPEo139igH/itNl4PkNjr4Me46PC3a99gg/d8Gk2/B4AUy157Ohh/td3/yhHi+sYPNHHnTlP3Nm7NpagL3hTEZGgVNvCmWbVhoxEPPNMi754cIEfGD7In7ztYb61dxfLH+ktshG+C9X1tqlJtLZOuylzpv2kf7jk8/K0HtnHyE4NnXQuRTp31JF5yjAZFDghpCZb972HM5a8Ta9VkRiNO+/E+OYxHV0Xi+s6ByQ7wCwUFqJE2xCkJltypoCaX7+IoI3RXGKiN2n3fYdOVEwSEPt0Mbq37o4nNaVO0qmlCb3kADSjNJkuw1GIUohCChAbT5XZJFL2HE1PjQpZCq5ImQKS3iOta6Ia3Wc6qplNHSE4Az2qKfwN9lAqFZZyboMKUqTgNJV925wc8jYHgWi2udXu7/L+x3u7kVmELiEJoNU2NNFFuzfe7lnettj1AQ2RudOV/dflDVW6V6WzIEzBpvbBXq7LJRAUAjQTaHpKW5qdawYULiYHrfSa1uDPw+VMy+3mjwx04uz8PEbszV16b9Q2YldSC4BwhfVSbsIvFyRcjpj3pXyeL7QWYGpRz1mmFJuDg+fT/O37HK1rtGnN1k8c8thxBmfOMej1kEHffmCVRUqyAZoWGU3QpgHv7YfDxhphtY8Ee93i3Da6u2dUnqZ97uNUCw1rh/Dqo2e5frDND67cx0+vfYHRjQWff8vt/Prb/ybDL76aI58dUz16jnDuPDqbXfoyJ05z7KNDHh7cwtd+7Dj/cONTlAKNwo3FFuVP/yEffs+93P/1mzj4lYOsPlrT+9JDxMn08o7zu1iytcv6Q+v8zrfexE+/4/OsO9MflEKiGVlmxGEX+YWbPsYvvXUdueEI8ujxq0OnWtQVlQIu2pw85M1BmibnjARJPJ5sP6okikgQ4/CTKTwk2o8irTW/rjTRKlMxaoZAK6Diu1cUkrW/T5QclKCREMW+VkPAnGfMuz4m+krnJqp5Ki3WRHpI3j0gggvgUm6DFkqRdANlppMHB61tOpqI6QwSTEHAFfm9hGAnjAYIM7WAtla7tGNf2LUIMTWzKXisbSISkz5DPFEibYSmsfTjplXiVGjGiiuVMG7xA+mEvmUlDPrBJu7OJu/FGqxUJeWFwPhMze5FELxlAAhMd6HowdJQ6C8JxbKwug69Anxp1B9cTPfOqFelS+BG7M7EIgNJ7VyZbLEkSTtt+osYo2k0RPFV1j0kN6DGVkvi4j4RseyzqLLNg08oMohS9SJtZfeyriOow/dsq+BViM70CWEqzHaUcQF1C6XTfOfN5hVFpZ2nWmumCNn55xA/UcU3BonyMtqLdkDHFY7YtCbmznTVy6gFQPgeqssJGLtaze+CurSoRcFV5Y5oAhwENDgkRHPB2RtZWNN+oW2mEzlBBgN00GPvVevs3lgQC4g9WHt4yNKJCcWpTXRvhE6mxPH42Y/hwhYrjx5k1FQwgFICfQmUErm7d5I33HSCb/jrOdsucx2HKUdjwpMBQtPiT5znpr/o8W+W38nbfuw7HPY7rLiavgTev/QAx26+wJ+vvZY/v+VVPPGtA9x54jBuawcdT0wU/UKa6SeLz+GqNeY6mzE4U+MeHHLxbUNuL+x6BrVUWDCg4ERZkpph2aCDPuKdCV8XdW2rmxRnkrxt+joP+DRpjsS5A0z3ud2eAbCJbfcUxaQdSBNzfMK1CXh0WwRVwNkE2sdEFRIsjM1yByTTjDLPIx8bKXsg03tSQ55p9GiiG+XPc/sSoyU1tkSjwpRGSZGsX4BOC+Hs5IhRCVEIU4FgU2wVQSuz/Sz6UFViKb8u4lBcpmn5fToLjTboiCEFdRmIMXtOuwZtFWFmNBpmERkWaC+BuXSMThRfCoP1Eg3CbByZjZVGlbZVmtYRCmACzVjxIxMK6wDKqLjCLElFTCMhUTt+/nzqP7/fkp+F1EFryDsGIYQk8I5q9zs9CHLJf7OIfL6hsfumCUDMP9oV4HrgKgOOoRVCYZsGDSCtpChqCI1Sq9C2Ee8tZdmWJPu+p2WHq/ScOEk3tnuugFaZP5rpARIxUXpIZ+AWAGFRz1FXkmS8mLYv6hVbV3MarN1Pk/TniLZx3lR2eod5ifdIVSLe0R5c5vgHhHe9+evcMTzPkXKb+yfX84kTdzD97DGu+0rD8MGLuMdPPKuGIF7c4rq/PMXjh2/iO685zHve+QC+OkWjngthmb5vOby2x5kblpg+0aN8sHwKlUlDIO6N6D9whmMfvZ7/6saf4E03HuffOXgfb+0/zoaDt/cucM/hT/AzG5/h/ruv559956dZf2iN6sIYv7VHOH32stON5xdE0jWpLP11nzg5TqZX/npPLlV0VlOe3mbjmz3+aOte7rnuk8YdxuhG+2soLXesnueRo3fTf7wHdcNCrHyNKz+aaVo6j9UyG0nFdASZH25T+X12nqRJcff5c9oKUdOE2XrakLn9sq+HF9tKxEQ5sh5fjL7uHK1Yw+xJ2D+/r9KFYHWEKDWayLzUNgqJTqjO3Go02Xu6HCLWTbHnk+V8JSSAtql5b5VmBrs7EGprkFUULQQGSjkUekNlacmzXOk864CkJXDzoK2iJwyXHM04EhuhiZZWrU5sA+LUjrVRogZ85VB13TFJNP2AEyX6SLXq6K2YILoeR5pGabdmlEsV01qZ7kToKb1+j9BA1U/WpRiggcTJJ1FrVI27L5o0GAYVVCHWmvICsLRib2F3Idg2Ir+O+LnIWJUE/vZtIfLTkuhb7Lu3lOD6QtVXqgqmI6VuhOh0rrGIQmwjDnOlCnUk+vTahWUnZABrxy50+KR7r6SLIT07EdtyyPzj0yLJNkdJC3G5tQAI16ieK1n4cutKmvur9TqLbcKiFnWV6pka2Cc3lpInbfYTIfY9b/i+R/lHR/6CDTdlyUXePXyInzzwBT5x6938zlvfyPbHjnDDH9fI5rY1zE8zpde2IZw4xbE/rth8YoN/duhv8kM33c9OO+DBncM8fPowYbdk5azgmkyPeNIxa4SmQcdjBif3cF87wKdHt3PdG3Z5Xe8kpQQ8QimKp6bsneDimwKx6jE8UzA4P6AaT9Hd3ecURO+/Hm4wQIoCOXiAsLFMWK6QOuJHM9y0IT52/AWDBK1r3HjK8HTNX5y8k1++7q9wan7tDjPMDKhxqFOD0w4clFWaqj7vt17UlVb+EpF5491xMbL4oPuHlGCcrSMlXhKNkMXFubL4k8TR7xpMMqiI3Z9UYwIKrmvYHJoCyVwe/s83G5qm/em9XZfnoPPjyB+XtxziLDwtN/7Olg3afTDJdSfpEpDOkUlVbBihkdAo4z3HbKJoY/8exew8BysV1QCa5UixIciwADEmfCF2HiGdt7qIHyjiITbQNEANrhC0ApcAhkRH4bz9fdHdNrM81WiuQk5xHsoloWqFplHqsdLvlWhUZpPAtJ1RLRWMtj1t4+n1hbKnDIGyB2Vp4ERzWAXMp+jMNwmq0M7MfamdKrM6PSKFIiW4ZI1bIRQYDSld6HmT3nXn6XlyWVsx/2tfOHwJ/Z7S9JTRRA2kOQMevrKtR6Fi1LbWwIpqYfdLo22gsmZBLBxN9znj5efIchAsQ6I7NIw+JwmMpMQJo1VdPj5YAIRrUc9lvZnrchvwq5XyfKWv80K3CVcLJF2NWmxGFvWSLlUTvjYt1A3l5pRHNjfo39xy2CtDqbjeeyDwlupr/GcbX+b8GwO/8sEf5pPfuYO1jw84+NU95KsPXNo0q6KzGeGbD7B6v6f47DH+6p53MDriGB2DcCDQP12w9khg6VvnjP70dIfXtjAaIyfPc/QzQybfKfn/Tr+VP7njNfzzN/0Ot5cXGYrSpLf93//W/8G5963yqd07+aOv3MNtv30zg+9cQC5uEkeTZxcxi+CWl2nfdCen3z7g73zwY7xr6dvcVU6YqnIuVPzV+FX83n/zQ6x+9QzhiZNXLorOAse6Rnf3qM7sMvncYR59fcVhN2M9bStCFiWKsOECf+vA1/na6htYPrCK7O4uQtOuYUlynUmdU8ICaWoqqbFHExjwCUgkHn0ikyt0ACBPWzWrPHPTl/zmfcId2TrTZxChEIMSmgDeJUtJh/dCVZD0BmLOP8Q5oIkZx6gFg+Hw6Y+atxqeBHoMZPTEJvXRGw2x0MSs7wLKYpekG1WJ6tDCqEIaHL02EmcN7S60rYl0qzKJ73cDY4Sxh9FBoepHhkuOpRVh/YjHl6DO2QWQSFE5XGXbtWKgNGNPM4XosWA1ASmM0lKU5kKUFyQC5uSTnH1EwC8plYtQCeWyp9lVYiOUjTDAg1N2ztpGQquALAnrU2F9KCwvwXBg4XLOaZd4HL2JdEnajLZRLp5uOX8xcvF8ZPNiYGezpVwqKFeEpQPC7bdXHFx1DIdKWUDhnW0RC3vt2KZzY87mMXeq/LxAgdCvHH4Iblm4OI3Qmm1qz0HdF6JG3DRQbwfqfo/QSMqDELxTvPcEZ8+BgUI7L7N4jd1GBslCZAXnkjwiYE+UoK1Ry8CA25XsOJ+6117UVa/LbUQ/cvIrV9T0f7ca62v5eVdai6Z/US+bSiBBRyPc9ojZVw/wB9tv5lyQS+gupfgEGCp+6ehH+d/e/n/xtp//Mg9+cIi//ghuOATnn/r6MRBOnGL1Syc5+I0pg9PCoZu3aF49Ye+oh7LoXFyeclxRzc1jNqO6MKV/oaV/TgiPLPP/br6R++vDnAw9GoQlafm+aof3Dp7gPz/8cX71Pb/L6Xf0GN19GFlfwy0NnvUyiPfIcMDZewe85Sfv40NrX+YtvcB1fombi2XurQr+3tq32PvZbTbfehR/aMMoSM+z4myG7IxY/U7kieZgusaOEk9fCko8HsGLcHNxkb2bhPbgMtLvPf11XtSLVvP4A2vXumTirrlP9CJnk14n2d1UOq6Qpo1DpmR0VqLQAQajKqU03AiErq9HneDFUYlQIZQOCmeUH9Xkba9zbQKaMk5SuFnEnGvy9FcTyDFnTek87JU0hY758+zfXAFSYDoJJ/MwrURh8oXDFY6yguWBsL7iGPQ0iYthNhNCbRSk2ERirdSbys7JlrOP1Zw5FdndidR1Ov800U6+oTjn6PWE3sAm4xpgNoVmZlSmmDcwkoLlyNSvbGnqOlwXMYDhSqU/gKUlYTgQ+oXgVIhjaHcD7ZbSnI1MtiJ7o8h4qtRNR+tPtz/7FhkQCkFpZpG9vch0KzI7G5icaBidCJz/9pRTXxtz/Jszzm9HJhMTdEcgRKM+tdF+78QcpMzlKi15AY2WWh1iasKdpTVXpVgmAgIR2jT3CQi+8BSFJ6oQmqRPSPQjh+uC0FzI24D0oAhp82LiaXFKEBPQt9imwmVXKOVS6t0V5CAsAMI1qitpXK81SLjS17jazf61Ag+LWtT3XGm0CfvOLhvfjPz2N97CR0avZTe2T+HEexGO+Mhrq10+dPCv+Zl3f4q97zuKO3IYt/T0IEHrmnjuAtWJTYZnI3sTSw7WAjS5Jz3r4YWAq1t8HSlHSrUlnByvcTEssxv7BLUJY08cK67gkPe8s3+CpbefZ/OuknBgBVlefta9t0YLY9q9PfJ3Dn+KDd+jJ+W+83asuQG/8roPc+oDAd1YM1B0ubX/vdVoVTqdMjzXMorV036KS8anfWmpDyix75F+/9LQtkW9uJWnuHFOtQBjwOVgsf0NVb4zLtGA8sIB6Bq9/Xal3YxYrMHqQs6Y24RKatKlcHhfWjPuXGrSdU4DCVjIVdcFG0hw0RpfAyo6H0nn9GGha0ZBuuPIny/pOE3D4ECdZSmoS2J600L4UvB9oRjC0rqwsiFUVYsLgTC1wLWmNUZhjEo9UWYTYbLjuHC8ZvtcYGcr0NTzDYp6UK9Ep2Y/2lOKnuKLSJwGdBbRBiTMgQEO8EazkRTk5gR84sYLpGNWfAHOK2UFRWkaEQlqwug6omOl3VYmY2VcR2a1gaesFVCSZW0CjhkkzKbKdFcZXWxo94R2FmkmBhr2TkXOnmzYGSnTxqPqDQhgNq+W8jz/GldRIqHTfKiq2c0qgOId5uSUEJDlaqTwvYAFuPUcqpGYnKg6S9fulz1rZv4mdu9V5pap3TNCpxEh3X/78PT8uERnuwIG5gIgXMO6FiDh+QKGBUhY1KJegqWKtg1xe4fVB3ZZ+dSAf/HF9/Ox8a00Gi4BCQ7Hmuuz5ipeXc74ewc+zc4/2OHCO4/CLTfiDx98aiOuSpzOiGfOsf6lsyx9ZJmlzw9YPhmQunmW47IANG1bZDyl2K3pbyr9C8p9T9zA53Zv50uTW3msPcDF1GQ7bAq/JI4P3fZZdt5QM7lxiXB4HfHPMnnXiE5nlDtCXxoKnv5j39Xf5Nfe+2848YGDcN3By77E+68FGOjRyZTe6T0erw8x1af/MVmKY8M36I1TpgdLdGPtBW0uFnWFlfqePOG3xj1rBRLlyO0HBnM7UeutNA/au+RZUkMVRIkdPkgzb5l/vIhNhb1LIXoinQuZpsm6pIbXQs9cB2RyY+/FON7J+dMaUdEu4kTSdsOYUpKoTtZYezDr3USDp8sKSL8nN9r2Bs6b5Sh9m8qvrQuHDnrWlh0xKLMG6hq0tQ1AaJQwg3Yc0W3H+VORixci4x2lmShRJSVFp6l1IWgJZU/pVUrp03mppl/pXnhBipTlUAilh8KnRtpDlf7OFRa8FhNFyxUpnbgwvYIHXIzoSGknwiw4pi0GxNTurTXV+1Cfs8R6VWXSKJMa6ibQtg0SAz1VdGfCuYemPHpqwoW9SDNLvH3MmllVaTUnbncutZZZgXbv5zBthXiQMt9Ma/AD6dlKegTnxXIPWttQ2KZKuvA+MCvToHNn1f04tgOpZGDMHMRkoJp/n1KhL7cWAOElXFcKEq41vealChIWNKNFvawqUY386QusPtay/uke//3XfpgzoWUcm6dsEhyOoSs54gt+9XW/x+indjj9ng3aO2/ALS9bE7v/h0QMlnVwcYvVxxsOPNCwdHyCTGY8Y2kaaYWA7o1x22N6FxsGFyPFI30+ffJW/vrCndw3vYlHm0PMNF5ynLf3zvCqW08zut6b2PjJx/Tkt5vN2PiW8qnxXcRnGIEtS497eydp3r1De3j18q7tM71f0+J2xty/d5SZevuhjqXjXkLvAvqDmmbgiIMSyvKZX3RRV7m6MT7qLNZOkv4AB5on7wkMAHPKSRYr798MCKiLqN+3KUC7Br5r+ITE+TfbSpf/IPOWja5pS11et31IlCZxZjnpMpXEdaAlu+NktyRJDb+xorK3vXZJvzYdTyLUzHfJh5S/pJKeQRwUfWGw5Fhed6wd9pQ9ITa2SQgNtEFpa2yzMIV6Etk53bB3JrB7NjDaNMOu2IrpKpIZv+BwhafsOcqeoyjT+bk0/e8EtYI4jyscrjJaUlEa37+shKrvKPr2b1IqlJpAgm0VfAqLc6UgwRHHQjsW6lpoQqJhSZqeqxkKqGB6iB70BoKrlEZbJs2Etq3RGFALvWH35JSTD485e2rGbJob7YgkwXa3bcr3Wh1tHdAQbYIf921HCocroUiAJUbQIKZLKcEXRkcrsKC0Nghtm8BA9wxm3Cf7gMHcknf+pM71CaiZ9ubnvHPeytuEy6zFuOMa15W6EF1LB6Gr5ZD0vVILofKivmdKlfb0GYZ/usXS2irxC0f4wM/9Iv/wb/wlH1r/IktioCBP1x2eQjzv6o/4t2/+V5y8t8fvbr6NT/7a21n/+hbuxFni9s4lCc/h4ia9T3/bbP9CJKRwt2c7Jm1b4uYmsrtL//9n782Dbcvu+r7Pb62995nv+N7r917Pg9RSS60JDRgBAhQRCwwGhQB2gZ1KTBmnCJTDH64kf8SVqjhOlSt2GduJjScSMIYUEAwYjCUxCwvQ0GhqtVo9vrHfcMcz7r3WL3/81trnvh5fS93S6+b8qm4P956zz9pr73POb/gO+4d0RwP87Dh7l7Z4uL/FA/fewv13neU1t/9/nPQBR2CWOvXv2H6cn3n7KZpuj9MXTuMuXCKOJ89UNVIlTqdsfeQcv/I/vZf3/YPP8oaK1rQshxfHKV/xN17/e/zzd347p/64uD7S8DNUmtLU5soOH/uN+/n5777KD29/hJE4+s7j8wRDPX0H33XXn/Izf+7PIXHE9rkB8fDwmcdcxcsS0rb5U+LstO22Q06eFK+WdscsRxMzkbcVkTSDrYxFcgmGlOAbTo9k2xm2lGcVTk1BJkE7Mkk6w0ryNEMzYSL9Pf8uN7hFj4w7Erykhbek9rBr/TistxvkSIM8JKlWwdSJ2sIkmASmgvcCa+A6nrIH3VFkFiLjq47pXmQ6btBFQaxTCuoVChjVjvqCcmEvUgwjW7VjfegY9B1VRZIaBS0BL3SjqRvhFCksYabGuBs+TUrUU3iHd5GisHU2C6FeCGXtqMeeuonMZxEpAhVinghZ+UesU6+TSH1JGDew1xcGUeh1oCgSlAmD1jjn8D3l1M2CFJ5mPuPK1UMaV9C4xu6ZoMx2GqZne2ye7nF8q2Bt3VMVCTaW0nYjuSfPbBcJGuwaJnK0Jt6LeKXoKqMhHEaTmRU1w7Qy8UZisBttVitxojjnEYkUpcMfKfQ0lwwZZkSeYKQ1hXTziMHWNKlwEbLuKUjZvjWuK1YThK9C3MhJ6VcbarSKVaziOUKVOJ8Td/dwT1zk5g8J//y3v4mf338Tjzc+TROWiWnEVDNGznNXseAHt/6Qw/9ynwtfvwU3HcONRs88/nhCPBwTx5Ol6/ELLSsE4qJG9/ZhZ4/e+TEbD9esPxLpP9ThUw/dypPNBleCsBeVg+gI6lgvJhy/ZZe9t83Zf9Nx5ORx/Nrw2Ym+qujhmNGfXuQDv/Pfshdnz7qWSGSmBbGDYRK+jNDZnK3PBX7hobfwSL3G7Fn2wiO8sXeGzVv2mB5zUJWr4uArGNYsT7AiOeJtrLSmYckoIT0jJdwqyRhticmWBOFxmPqLJEZzhnq0OPp2KmArsAR0mXilFLHtMmtK7iVxF/LfIinBy8vEEl+nNlUgkZjzrIPYLjV1sY0H48V+WiGm3CFO96EcOQcnBuEpK6HsQtkVukOhWhPKNUd/VFBgZFsRKArzG5DSJjISIjpVZpfgcE+ZzA3Xr1kRKhlxucImAy15+giE6qhClF0aSVh8oaigrBxVJVQdR1kmE7eO4LqYIVwBhbdJgojBepqZUk+U+aHxJ+IiQlB8VBu0ZC6JCK6KDEaR46cKtm8eUIdFSqbT3ePVoEyqUNtUQHCtb4WXZGDX3geCd46icPik2pQwYyDgvafbMffn6JLpoho0zTmSa3MiWDeC1poKWM3DABLIqTVzy1wGk+FVXJbjTZLMAZtCaCI2a3psro+vN1YFwlcpbuRE/EZe2ypW8Wc6VNG6QQ/HDB8bc/yPHf/kgffwMztfy5PBJV6Cph9LaD1CVzxbruH77v44B++eMr5rA9lYe2YynrgF5ub8LB4Iz7EmM35r0PEEvzOmc3VOtddQHUB5peCPxnfz+foEX6i3ebJZZ6Yl93bO8yN3/xZ/612/wdk/H5nfuomMRkaofraXmc7QyZTbfs7xr/be9Iy/1xq4GBp+/rGvoXMldc++1Eiwrt7lGnlwyGfmN7MbHeFZ9qPv5paoeL6811zFi4yc9OmyoX8EepGqhIQVX2br2k4XEjwnQ2BSAm04/wzLODqJOJqg6xJoprmkyKvKhOEjzzmalWWehKYjHyU/k0mp6ffpJ48J9Aj2SNtEO9Fy278dKWJY/n8uk5wXikJwlUGB+kOhtwb9daG/7hmMCspCWi5EYSB8WhPkGFnsR2Z7ymQ/qQcpgEMSOVYKkMqchMVLC4XKe2n/XuoNWSIt+FQMdCqH7yhFB4pS8N7hS4frCK6nFH2l6oDWwnwCkz3l4FJk73Jkdy8yaYRF3jaObodSlMJg4FjfLtg4VSKywCfoU5SGohcZjqDfj3SKmAz0SApRLmH+FZGYIGo2/TE4kVsSQ9qpkUmeditH6WkVoCTD31q/m9ia3bUFVH5tTVOqxIUA87VQ1WTFkEjLDvBpqgXEGNpvg4wKPfIGecFYFQhfxbiRE/G8tpeK23A9x3gpJys38pRmFav4siIG4nSGP3+VrU/tsfHbXX7xd97F3zv/rVyNCya6aPHyDkcpnlI8G67g/aM/5cfe8mGe/N6Gp77pNK7bOQJUpk1MXnQXPEuy5iJhb4qfJ1Mf4HcuvoZfvPw2fnXnLXx2fjOvLZ/ia7uX+IvDJ/m+0Rf4qff+JFd/bMyV99yCnL4J1+1euy6SW/JkyuATT/ALf/d9zPVaEvWZZsqvHL6R+j8cY+OL8xeefhyRanz2c4pUZ3Y58fGGf/K5b+Qj07uYa3NNkRBQLjVr7Fwd0tlVWPkgfEWjJReTyMcZsZ0hR+lBmqA+0iapyzQVoqnoZCRGRhlpVgdKspxLkAeZtNzeCU+rAhINouUwLJVvUldfJR0/PT7/SIappKIhpqlDVrNJRZGksUVWvHl6EWI+CvYTUlHUSrs6h3rT9fcdR28Eo5FjtO4YbMBgQ+l2FJxNWiSRcmPEuulRoFZmh8pkVzncjYYKzNvtQFOn3xWCS4TlXFEdoZG310GwgYHcmAAAIABJREFUAqEohbLjqLpQVGprdIkEjuA7UPaV7gCqrlIvlL2DyMXdhgvnGh451/DYTs3Zw8BuLTSp295elzQVqSplbatg83RJv+8oK3OADhIZnehy/GSHjU3H2prHCUR3FN6DdetzJz9ikqhRSDikVmtV1JSkOl1h0BeGXbEhIzYNyKpDGoVCDBbli+RGne7F6CG6NK8QOUJgzzWxXWfJpOdERLZ7T5FUFSjmHv1ijBDkWXWunyPWZEvfJe+9/qOv4rrjxSb/Nyoh+XrW9fRjvZzn8nzr/krt4Uf1Q+zr1Rcz2XtVx+pz5KUJKQpcv48c2yKsD5jeMuCJ74780Nt/jx/Y+BjrznT7XeoDRSK1BgLK5RD4veld/Nu/9D7k848Sp9PnLgpa7PV1fFeI4EcjuOkYs9s3ufTWDuPbAoNbDtIhhD9382P8/Zs/RE8qvCx7VLUGLocpP73/Zn7zb3wj1cPnCZcuP4NHIEWBVBUP/a9v4h9/x7/idLHH1dDnh3/6h7n1g1OqRy4aeXq+QOdzm7gcdZV23pxci8KSpRCWcKqnn6Pz+PU16jfczoWv6/N//fA/4vZiggdmCpdih+//9z/C6Q/D2mevEh95wgjfL0OsPkeujXvuuE///t/+N60DseHCIWomlGZHYUsU28mACkpoiZsAeNdCeUTARXeNlGlw5jgMVjhck5BbrdAatUmyS8584Rzqlwk9WWo1daHNqdmlt1ruTKupH6XWv4oQE/Ql/64JBkvyiYdhHWdTwHEZyhQ1tf9tA1wy30pVD8040MyUxcwkQKdT5dKZwN5O5HCnofQl0hGKpDzkPdA3xSgXle6a5/Y3lPRGQtkxOBIoBG0N2wiKCx7vxcjFTsz+oN3LaPAk+080KHv7kdlBZHqozCdKM1cWdYBge1fXyqNfmHP58oKrOxO0gbLs4juwcVef7dtL3vCWimNdodc1TwInktRnI6GJzGaRxz51wORKzXwW8N2C7dM9bjo1oOonbkUqpgoPThyxMf6DooQAIViRkCFVDsHHpBzlLXEPi0AzVaaHjr1D5eBSQ9Moi+QrURbC5glHb+TpDIWqq1RdEG/u3F7zFMySfisSXcs3DqgNfDlSDDoFsfFOlkgV5yi98J3/zds+pqpvf6H32IqkvIpnjZdzWvGVJEO/VK7Tq1jFjRYaAuFwjFPFT2f0Y2T7Dzb4yfgN3Pees7y9c4HS+dTuMuxrQCnxjFzk/s4Z/sWdQ0ZP9mA2x9pLzxHiWI63n29Rmsbeip9HOjuKRM9hXENHDb5ryb57luF1KZ5jvscHRg/ws2/4Vm462EL29hPk6QhwJARYLHjdPzzP//zx/5rFmhALOP5EwE8WaL9LXOvRjDpUl8a4K7vobEYcT60IEIdUJVJVBgdY1BBTd+3pe6CReDimOnOV7U+V/L877+R9658mqOORxQl++/K9bD7gGDx5CJd3n5/UvYqXPPRIdn4UsiKaWLlpwiBZBjRzAdwSQiQJ322NezFJTlVLqNKr2DGT4VnmFLRJm0vJfob56PJ21SV0KOXny755zuGQ9vHqkoJR+p2kiUF696XH2arsbwHEpemIpG5yTMglTcWLLEcUiStA2gt14CqhRHBecZUiVaB/AE1wxFgyH0cK9e3raoLYS1AIMD0MzKaeouPw3lE4S15TCt1OOkIdLKkNPik8Hd2no9Ua1yhAiVdcBwrniBLRWokzJcwUc4OJSIRCPC421LPA+S/OCGxy4k6hpx5fOCoxK+f8yeOc0CkcJ+9eZ7xdEwOU3YqqDDinNFOoQzIdK6HseiuShMRfIRnXmSxsxIjpzhkvQI5McfCCq6DqKZ0YGZfRjM6wiUDVETpdI3yXPvETkodDptFbYUeCqGUORIYh6RE823Iu45wnk1esTlOKF9FiWBUIN0jcSApCX846rlcZ6Cs9AVlBjlbxqgtV0EA8PERnc1xdc1yEwVND/vvi+/jRd3yIH1j7DH1MetOLYEB5My477hfs3+5ZGw6QvQP06epBT4/rKRKSHrxERZpI70qkmAmxdNT7Jc2g4JET29QEOs/y9VOK57aiR/+7LrK3e4KNswNksbh2ipDgTPHiJY79xxn0usT1AQd3j9h9/Yi9u9fxb97jjTc9xkcfupMTH95i61N7uPOXYT4H75HhAO1U1pGbLdC9fYMwPX2KkBWNnrrMQJVf/4138MvH3wpRKHc9ncvC6U8e4B85R9w7eKYC0ypetrCG/RIy5FKCpBgMJI8IBMPTZ0n8ZSKf+QoOoyzbUaWVPbWue0v6JZtT2QtpC2k6sh7aRj2o5noBULxK6jzntdN6okU5+jrtUdrH5vxZ03rE+sgt3KR1YpaEIJGlG7S06ky5kFqSpFXUvAkqg/j0CqVwymRDCQ6ij2hR4KaCT3CpAii9J8SABtPsn82VMiiFJhdgt3wbiWBqPURiXBZvTq8thtSGAyYRCgblIakROYd6O3aD0NQxOV7bY0vvICgxNuYgPFH2z0y4fLVgvRSqToY6mSKURNDo0BgRCXQGZjAXQ8OkVg7nSjN3TGpomkDZ8/g1ZTRwnCisQlIVYrQpQmwMDqakDfKaBzT2kelssuIj9KLQW3cs6ohpKTjKytHtQFVA4cznQRpJ/0FGlqUxVVLkWpJg7C5W+0sUez3EDCbNDENNkrZpbJOvM1YFwg0UN0KR8NV4/RcLA3qux6+KgFX8mYycxO4d4LtdBpM5x37rBD9RfDMf+MZP05XYduxL8fZFnTDRoUP6Ann+47cA4usJ71EnuFmDqxP2QsHPzSTq/O4aV0OgX+izWp6V4vmB2z7KT9z5F9nsdpa43hxZiH75DUnol5z/euG2N57nB2/+OG/onGXkZpw9scG/vOsbePQX7+bmDwaYL9Buh3q7Rz0sKCYBP64pvMPt7hH2w7NMEcxMjstXueXDJ2h63vTmtbHnP3qBuHdgMKZVfOWizcg1ET3tPjvq/t2m3M5Imrljnzv6NizQZB51JEHPXfll6739aY+eDfTy1CA/XuRpRbRld3nCIW1hIm3Hl3ZNCS+uS/JrS3g9sn6FlEC75WskuEr+lR459lFp1Oyz4DTJvIpAkdR0vJ37YEOJhaLOnISzZ2KGaMlCKdQRgLpucLFIa9N2+qKpkMrSn7hg8qsSrFbRRNTNffLcBM8bHA2/X5TgMR8HH4XGQy2CNkrXKUUZbd1q1VFoFA3K/GDB3uXA4bBgNHT0YoI2Ja+CGJTQCDRmYqdNJAZlMoP5XJlPG6Y1zHdrOoMSv+1ZDAOjjYKitM+yJrlP1xqRQvF4VG0K4DzmMk1ycvYm+VpV0B86ypjgSM5I2FXXXKO9V5y4a24jZemojC6dobNAl1FL7J7Fmbs1uixf7TbKbtAvMAU+EqsC4QaLo0nuV7tY+FLjxfgLvNA5Pt0H4vkev/I1WMWf2VBF6wXhwkWk0+H47zZsfn6db5H/jr/51g/y7t7D3FLUjFxFUOVqbPjw5C62P90YxMY9W2Jz7fGfz8gMSNMDD3WDNAE3ntG97Kn2PK7psBgKsYKD3ogfP/Hd/Pgt/4F3dsIz/AwAvm34eX7uW84Sf22IXN25lkMAhlc+fozJfSfZvadi9/6Gf/W+f8Zd5T5brqAjJY6CN1UHfMvdv8wDP1bxQ2s/Qv+8EjrC+GalGUX8tKDa7TI8M2Rw7jjdTzx6jT9EGzEQx2OK3/okpZO8CNBIWBGTv2phZN+U+EqC6ERFfUp8FTQqkWBEV/EmdZkb6pohP7nA0GUmjhwRpUrZayoWLOcNybxKkhTmkedmuA/pOUlNKYPr8ksFt4QL2SGlpQsoiqhBiGKCBLm2LZ9Is8Gn1zO1nTwc0VQwGQcgF0GpY5+60i6CC1C7VHQIqBekcKyJ0O0ra2vKdFu51AvMDoQwj4Qo+NqgMb6jDAYloz4MKmedfJfI3NkQznYI3ylsvBEgxIhkxZ/sMZcLrZiw+c5Iy945gxk56PY8sYk0C0d/EJjMC2JHkcIx3gnopLCT8pEYG648NObsGlSbyqhbIKVd/yZCHYUmwOFUmI8ji7Ewm8PunhJnEWrFReh7j5tAuBwZd5Rzt8Pa0FE6O05QaBTwgq8iRQnFuhVGZcfZNAVHrYq6gCuVzS0BZ6pP1tEXikJxXtAiT76sgMiF1tG+Rat0lW9855BCTZpXbApGMC5Niy9Krt/z+fU3e1YqRjdwrJLdZbxSi6VVrOIrGRpM4Shevkrx5GVO/ULF3/ud9/OPn/oWHq67TGLNXlzw4GKTD++8jtARdNTHra0hxXO4AB8lKT9foZAdZTsdwvaI5viI+VaHWNrXTEZQFGPhU394D3/roe9hJ84Iz6E2FGJ63tP9DNLraKdksV4w24aNU/ucLg7oi1xTcDiEjpTcV84Ibzzk4A6YHYNmGNF+wN0+ZvKaOft3Cge3VbC9adyE5zrHmJSamgatF9dnxLaKly1al+GcUaWfnD/FVAAQZAmrIedWeZZg91k2Xs6GalnK9Og8qSUBK8kgLXf6aQcQMb3u0fWg1nF22ZgtqQOZXOZyTpF5Bi2Z+em3oS6TaRWSJr8kvDvJUE2SyzNHphW2vJixTem/oxxRUmpdjgVfQrcUBj1hfd2xsS2sbQmdoUdKWKAsHITSlIWCE+oIdVRClGXhpDboywl5CyrSpYryEvGly31s0jTIR5zDuuxOoBRiKcQStOPorTvWNj3ra57B0CPO5XwbccpiXrMIykLa2QzJ7MKKEY1mCN/AbKFMJ4G4H4iHkWZuPg/jGUznSj2L1BNlsqeMD5TZTNFacUGJNYQFLObQLMyXIS5sk72YQpHL9yTmiVAWDlcKvrTiAGfXw8RMJU15jzgpH/mJkj8zs1JVcl9u3w9HrrndErYOxzWqTi8UqwnCDR7PBTs6+rs/K4XEqkhYxSpeIDIvYTyBEBg8usn2x9f4UO913NLdwa09wNUw5HcP7uWRvWMcnvYUsw26/QoHhMuXnzlFeLYvlGdRNhJn/AOObbB/z4hYwnzNUU6U+YbQ9EA9ND2ld1G48OkT/Mrtd/N9o8cYSveawz+42OTM509wrzuAskjd+rB8XZe6ZkEpptBEx0w9z6bhZ0VCwb0nn+Iz5++g+5Tgp46mH7hp44DZsODy/jbVviOu93FXui9M2v5KR3bBWsUyUiakqUOfk+z8z1ZGU2llRtvbNkj735InBao4FXMnjqZ5anXEcnqwBCJlIDtJ0vTaxAy1iUEmPqMZDrSsXjJhOcOAIBUg2T0tr/eIf4BrTyCRfPM5pMQ/ak70c9mUV8bytaMsl9EqQC33SJ3BeUShFIfzytqGtyRXIlMP04MG74TSF3inlhzPLAkvKih7eQ20FY9GJeQCIW2khtQpl+U+SHTmuKzBOAnQOmZHiUvTNy90h561BsIMmrly5fLUjiMBJdDr9imcmY/FGiiMb6FeUR+XkxTsI8U7oSrNSb4J0IRIvVBUPV7MQG4+EYoSRBxdLzhx1jhI5xJEWMwCRempkrO0KzA3byeEkHgfzgpGRJFAIjRre+1tgpTuG7Gi4AizAWmhl9pyOGxilgqLNHVqywxxUAr6InoaqwLhFRAvxE1YQWtWsYpVXBMxEKdTigtX2Hi4g0qH/6d6J1deO6BRT+Ua3nX8Mf7jezs8ft+I/hPrnPhEn86H9p4B53lRUZbsvmmbK/cL9XpEh3OYe4q1BaF26NwjC0f5qKN/zvG/P/CthDd/kB8YPdZ2/uda8w+e/Da2P+GQ6aKVJX3GoKEsTIWlhum8YBJLamc+BRkFlMOL8E3bD/HZEyeRC31cDVIor9+8wDSUfOyWisl0jflWh/65LuIPX5i0/ZWML/V6vMpDdYnpNzx2zjwlSZ0CCeRyxNwWSJ1VO4pBd1JuZjnbtd37JRZ8+RJmDJYeljv3kEXDTJue5fOW4wT7jeqRIYFLx04TupbP4JZd5Kx9v6xEbNIhInij3y4pDZqKHOy9kMSUjA+Qi6qjK2p9FtIeOAjOuB3eCb2+4BrFRUfplW6nTG7C5gFQz6zYqCNUDZQdK0ycw1ySIyxUiWr8AScQiLhghZj3ZnwuYko7GmERjCcg2ITCpzUZmschRaTT94xqiEOTZ+2ue2azmqim+rNxc4dBX+ghFLlQTOcpYoVJ5axxISWUlTKt7KLWC5sqHcwCDamu0kB37qjnMC8TH1kUaYQi3UDqlHktlHM1R/fkRF345NUh3lJ8t+QV5PsOsiu3trdKNkuz+zgur1vbozG36Aynyze5iJHFoyzbJq5b4l8EnWxVILxK4qtVJNxohcmqWFrFKlKo0ly4SLm3z8mHNth4+BQffPc7WLxuyre+9nO8c/QIb3v94zx613E++cZbeOD+W9g49TVsfn5C8dAZI96G8ExlnudJVqVTUf/gVf7J63+BbTcB4LFmm4V6dsOAL0xv4tcfu4/yD0cMLgbc5zv8y1/9Tv6399b0RnMW8xLOd7jjVxccP38JLl4iHo6XUJ4sLh8VOZxQHq7hFt4kAyUyUSi1piTQlYKg5ig90cDQz7jv5gt85qk7kAbKXs12OebQddgeTjh7S8Xkpi69x/rIbvnlFUqr+AqE9cejWqrfQnNi6uyLa43UcndWXOrMYi3ymGSEXHS50W+d+jQhyF1cl5K5TKRFwDWetrefFWNy8qUgcfn6uCPTgmxJvKxlUu9czc8Ag5gExXDkYviUCAQXQMEFk2ONaRSgaWKxLBBcy68Iad1OlMJOZmn21WaaihJxTiicwVw0gDrr2Fcjh6+Ucqj0ZsLhPEINOoe4gLhQ6/arEmpTNXIdwXcdvlSci1ReCNiEQh24qBAbmihoAFclPoXJ8XD4VGQyjqby08XM0wbmRVB4g+b0PPQqz3DgGW45jh1TfFkmCE9k81RFNRS6fUevC75Ic5UIPngckbmPOJ/kSR1Eb8WNd0qnFIqOR0Oaw7gCFOpZxHtoEiSLYOpKuegLzuEqpdNEiiAUweMRxJucbKOaDBcTxCzxQFxq9ItATb7hbNrk8XhxrQqTFZCpGRKV2KQCQcDhU7Fi19cRQQO6cJTF9af9qwLhFRI3gsLRyxGv1vNaxSpuiMgKPLt7VJfXUN9BRJmGks9NT9N1NTt1n1E5Z2004fI7KurRgJPTkzhVI+y+iI4T3vOmY+c47Q/YcPmJV1jgqIsdTha7XD495FO9N9LZg2q3xs8ia3/aIfoOoymUh0r11CFcvnptcdCeU7Rv4UVNtbegOijY3elSq2ehjloNxQvL52X347Vyhm4tiEE4uX5IrZ6riwGH88q++AegZfFM3sMqbsDQ1CzNnIHcKc9QoETQzLCMzAyWDK3hmqZ+Vt6xXyU/j/Z1li3ebIR2DfHAgUo02IeCuGx2ln0TsDVEmw6Q4Ucc7dy3eCUkZufjPFFIEXMXPHWrWwA/yyIkkMkG7bm1vgIq5o+Q1pALlLyPbcHgHOKT5G8ycfOlwYQ0KG6eChkH0gUSLMk7hxMhNDYhiGLSrr6C6ohbdTs1sdyaECJBnRVmGHyqnjXMDmtEHH3XpaxMVlRETKUnnZd6xVWO3rAkRIPvdLsmbbq25ij7JiPqK9caShh/OnfpM9/EIFDmcJwKSQdlKWiZf2cXzqkgQdDapg8alYSMQoMiQakbCNFgSTFrtqKJe2LHiukau8QPIN9mohz94M0wMG03Lxnp5XdCkt81p+X8WMhEdUf2AVlOHq4nVgXCKyhWUKNVrGIVLzo0oosaf2Wfcn+L+cJTSKTvFuw3XU5W+9zRvcKpzh4f6dzF4/44frbG1lpF+ZknCFeuXn8nPQS+sHccTiazH6Ajgb5Ysr7h5vznm5/m9+95I67xlGOHmwc2H6opxgG3CLh5A+fT5CA8N8xHm4AfL+hfqhg8WvLg/DSv65xj4Cagil+mVZQi3Fxe5abOPoPRjPmspHCRvl9wqrsHx+DycMCjp2+jPt6nszNEJpOXjoT8fApRq/jS4wjOPcrSDC0XCa7NiFL1kEDtmuQnl6o/HMHqLzOpDPaJmvDiHOn4Z0+DnFRLTlpTAZCnXWQ4kxUAGS4iufuf6w2W5UyCnSPeEkkjXJsPgK3QuvHR2sWJkJyO0aTOdFpLkbNO5RpVJmeLJateuvwsyaZuAkUmDqup9JQmI5pPSiMsROk5oXQJbqNCLUqhEGt7nno1PwMxB4cMtVcn7T7WKGUEou17VUHlzenAiRpRGStw6rQPXoWITWpcIbhBgXdQdoSyq7jKUxQOX1jhkq+HT9cg5H0ik7aN7FvbEIoCqJLYUsSKAtLnmiQ51xgTGT7tRxNAC6Wcm9tzjNreUtmDIif8uQRwsiSs53sgL9clv42Y3JBJk6Go+cayk3LJmTorUqU3iH3+5xoXPfK3F45VgfAKi+spEvLjVrGKVayi9UnY3WN0JlIPO1y8c8RrBxcoJdD3c/puwVZxSDjuKH3gkfHNiHY5NjltJmrXAbfRqNA0nPnCCc7dM6IrewDUeAapQOhL4NbyCnL7hB361IMu5VgpJ0q1W1PszewbNhGen5dQ5+zb3C0ixRgenJ5iw0/YcjNGLhJSKuYxyERQSzRCcNSTkqfKIbPjJR3X8Oa1J/Fryj+69STjkxXVkx0DRX+5BYIIUpR2LiE+O2RrFV9yqNh912r+p+5q2+BPGvwiR5yJSRMCkprpck5Aa03WtlmX3dgWTsTTioP8+5gw4tckZ/nAeRKQRVXtny6zgVOyF1Xykq3D7ZZSpXZOaVricmd/qYAEluSH5Yva+hM8ylx/YzZfTlmyJNmlIyRrZ1wGyVr6ub4iWqKugbIyBZ8YFA1ikwIvpkxEYK4QHBTB3nOFg1iYUVl2oXbtvhsURh2EmKBHYkTn/rCkiQ6X2uvtVilWSCQFolBDbMzGLXolFqDOEUOCBwWXhioJsqPgNPEZEr+hcEIhEdc6US8hQyYdar9LQ55UcKlNDUTQtBchmP9BU0JTR5qQ/Sfy9Ge59TapiqlSyHqvaRKU9HBVnb1OHW1TvSDO2fVBE9wIBGcius5u7JjfE8s71CqYlQ/CqzuuB5azmiasYhWraEOVOJ2x/pkdQrnJp+68mdv6O7x/8wEGsqArNX1Xc1/nLO8ePsSvDN/Kb598DU1vxM1PbhIuX3nhbrpG4njK1icdv/Sut/PXjv0uI2cOSw6oUuftpJ/wnrse5gvbx3nqniF74wq5UrH5uR5rj3qKSYPrd/A7B3BlxxSZjibVSRGFpkFCwM8D5aHykafuZL2Yckd5mRELIHfolIUqk9ghqtApG2ZFJATHyM84Ue5zW3mFkZvy4Tvu5bHb72T0xDrFlV3CfP6l7XfyhJBOBzl1Ah10ceMZcjiheeryqkh4CSLLepp0ZIIHpUlA63GsOe2XVgjqaAP16eRjbWEgkiRUl639mGRJfTpASE80LwYSkVWXz2+RSNatj6mD274ghnvPv7VGfV6dJodkaReqqtdMJbJ0JcunICn5bJN9sqtxhhblLbGkXLAufPZ3VrViwaVudqqg0gTEuv2lQH8AgWQWNlFmc1hEKAvrUM8jFCIUHqoEzSkSqdc5K+q8c6lLnl7Lp854WlunJ+gMWKRrnc8RkKgQraCoF9DU0CygaVJBJRC8x83solfYvjifk+k2/6YoHLFSugF0AVNv166pTbK1KbJLt210Qe7q2wQhpIolNhAXkVArWkLoRZrG0QQrzjx2T8XkSYA3y4bsU2HwKbsO9jjL50lu1fXMyNvOqblCd9PUIO9LOqlMcSEVQO0/Muzs+uuDVYGwimvjxXICciHyaptcPNsevFrO7c98uDRgzowwsDFsCK9uGEgMxIcfY3v3gOrwFn7rC1/D9vcd8t7RZ9jyMzYclETuKC5x900f5H2bn+bf3fFWHhy/nuMf3UQeecL4DM+V3KqZtd30G0/wu2tfw/R7S37oxO8AdtwNF3GpSPiOrU9waW2Ni/U6T9UjTlV7vP47zjLTkscXx/inv/6tbHx+ja3PbVGeuYLuHxIPDpaQI43EwzEOKOqGjUI4/9sn+Rf3bjJ5S8U3jT7HOzp7gDJR5VKoeGR+gmmsuHVjl9s3dlirphwrDnhd5xy3+kO6At978o/5R98w5MnOcW6fnYZP7L/4ZF4EqSr8sW2am7d5+PsH+NMT6vEAv3sTr/mpTXj07DMLn1W8uNDMR064fxLMJ5qTd3YMNqM0I4A6yfKmIU0FrMLIv89E5DyFIEE/HEJIUB+NCcQeTcFH08dGIwF1mhq4inMJUZ+UbRTrFLvsN5AxJvkjJxONEzZeBIqgidRr2X9OcHMXPUqCAuXPLYdJeSbfh3RYW6PxmxMUxaVbT3DOyMkkyIyqojG7L9s+1gkL49UjztMZREIBUka0VPZ3lMVUmeeJjJgnAh5kKvhDZTiD4Ujo9ByFh6gxKQklh+MgeKdQRYKD3prH+UB9tWExE9SX0AeZg9TGF2gWgaaGujE4z95OYDG15J5BpH9PSTkNDObC1rBgUAm9IiXTXqASyh5IqRSdSNX1xBiZ7CvTCegUZhO7MUpnJGdXCKVXHGmKsnDMA8RGiU0kBHBzWEyV/YOIlMpgoGhhilDihOiz5Gu67hqpE+zLk9bXQJxDqCMxFRk0auZsRHQhdHuCr5JsagaeaSqg8rUnXRMST2RVILz640aaIhxdx2pysYobMoyVhniP63UNPlKZMZiUJVrXMJ0RpzO0XnyVF/syRgjE3T36Zzap+yM+tnMb7x48RLewJKgUh0PZcoHXlk/xzZsP8sd3vp61xwf0rqyhYQedP39SG6/ucNMfHee37noD73rvI7yl+zhdiQSgVmUvllxoNnhivs1jk20W0fO63nnuLq8wcoGv6Zxl6y+M+aV3vJVHPngnJz5W0jt3iDvr0MMxcVGnUXlApzMEKL1n9HgHCR1+ee1+9m/rcf9NH6JMGJCAWJKYvi67RU2Z9Ci7UtNN3diuq6l8oF6LLLZ7VE4S7vf6v1XFe8R5TEUhAAAgAElEQVR7dG3A7ESP2I90y0C1OaU8Fth/3Qbr0wXyxFl0EV/dRenLHIb71ozgSfW+FQzZSRmSOI4YCMM69fEa6M9y1gRtSz47px0hKKNCjCYpWgeliUKMyaiKiMNMsbyz5Cp33VtP5XSsrFyjGUOeJg7iMjHanrvsACc4joiJB6QZgcalWGvG30h7OyVAU3AGf4nJF6JcQl7aMxbIykf2OksPibyIdgqRFHScU3wJRc8KgDBT6tquh3PWAQ8hWLFRmyNy4RXxinTy9CRNeqIRoQVdijxV4IPQGXjjfzQRrb1dO5/hViCFTXWCKgRoxg37O3OCOGal0BkI9UDRw4Z5X9he9xRlIgXn52NFExLp9A1Z2KiYCto4GhQsFRa+UqQSc6ROkqyxSXCrhgThMd5KHcyovomKI7b+B+1bPhGWjXtg5+PTiENViappIiLtlEzVUJhhYqpUkgpRTcZ4dqyY9lIxOd7ETSC01/x6YlUgvIIjJ+I3mgrQizVxe6UoGa2Kn1dgJA196fVwwwHxxCb1qIOWjlgaue3wdEkxV/oXa7pfvETzxNlXbWdXQ4D5HHfmEusRPvPFm3ng2G2cLA4oXUM35RqlCDf5mm/of5G/d+8h+48N6Ty1gXeO5tz5501q43RK+eCT3Pobd/NT93wtN99zlZN+TgQOomesJU/Va3x67zQXJ0NKF+keqxm5wLrzlHg+MHyEb+o/zIP/1TF+7tvfye9/7PXc/isDumcPKXb2iTu76GJh5zOb4/YO6F9cxy8KrnbW+c36Xn70xIfZOIInCeqYhpJpYz8XwhqDYs4d1WWOuzke5cxim51xj1jA9FhBp6rQ6fTFb7T3xEGHpicMThxy34kLRBVG5Zw/eMsmfnGM4e4BcWdn5cb8ZYTBMHLnVVrya1sbtDAfM6oiQVWiJDNdWZKZj4r7kDr5NgGAmHgOMRUkTVSmc03wESGIo14EXIROCVVHcRV4p2bKBW1edlRFJmvcO0lOy5LhTbTa+NeoMyUiapZf1ZAgTWJTioyTz51jRYkxtpKnaQVkz7Z2i6xqQrPKko9kdR00kYGToVc7XHHgS0cRlbK0bj4RwjziSt/umSbYy8xFXCVoaalq0SUZhQkuJc1Bk4swoAVIR+gNFN9ExofQHGJFiUgr9VkUUFSCSKBXgBbCQh3jg4bmkWAqS2uOxYZwuG6FynpfcCWW5KfC0pXgcJRdpdfYXoTGyNGZzO4dVJXgOprqSkFCgk3lolSUWAmhUtQLISqLoFY4tvAfMehZwoQJxt9IwxdTd0q+ERlqVDdKDGJwpmhQpqb0SKEUgJapiEz8lKPwOMHq3RjkCIzthWNVILwK4qVOsF/K462S6lV81UIEV5VIrwfHtwijLuPbhly5z1O/YcJ33vtJ7u1f4ObyKl+Yn+TXLtzP5Z+6hc2fvZA6jK/Czm7C7+vBIf6pgrVPr/Ozx9/O4e1dvn3tk9zK3HDNWJFQqrI1GrN3bMTs1JBuBHflKnE+f+79USXu7jH8xBnO/tod/OT3vIe/fdu/Y+RquhK4tZhwqtylcLfQL2vWqyl9N6dOh/MiDKVD30W23FVed/rf84XjH+VHt7+fwR9ssfnggO75EfLkeXSxsElCXeMWgXLs6Fz1zJ7qsRsr+jI3VRL1zGPBoJjjJTIPBQfzik9euYUT1QGzXokj8h8u3sf0zIjuJYfEiBRHXJyvN8QhIoTK03Qdf/meP+FYecAT822emG5SH284uLlkNOwjBwerAuHLCFPdWXbRU8OUjDYysmfyRUhmYvbA9JiE9ScZdrUhS0MqjdA0NjEICUNeN5HJuOTg6pxmAYtZxAeoCqFe8/Q2hW5l3XAneViRsr9rTLDS/ydibvuTqpusehNjhj+Z7r1kCdd0jpqIt/FI1i+J7ZyVa9SlBNYddXkm+UhYJt+6T5sFmx3Kpe5+YktnEzcRTJ2oEqo+RDz4SFF54iIiEeI84H2BitI0jvlCcRNHEYSOc9ZRT6SOfK6qmEKQgFRKmQqbWQjUY4UmzQFDBHGGyXcghaPbVULX0R90IBTMx4FQC/M5jA8CswPPIEKxVRAHQjVM55VgXV6FsnJoVwkNzGcO76MpEZHcjwsQL8sCjlxckAosR+yl6YoY6VproBHU5+rVpkpm3ueM9L68DHYPRAfBuA11A9Ox7X2RphBSiPEeGkVLmzbFzGFATHJX8o3DcrFkB+YXjldUgbDChT93vNT78FJOJ65novClFCVfjWu/KnheAZEJolUFr72Dx9+/wWv+/Be5e/gof3X7I9xbeopkOgNQa+Adnc/wtt5j/LVv+yts/VIHHYcXlxS+kkIjulgQLl/h5p+u0Q8f4w+23sWvvuYbOXzvmNuO7fC2rSfpu4X5BBwMmN8SuLKoGG5ssO7uoLiyT9zdI05nzzpt0aahOXuOm/7xRRY/u8Ff+pG/ydf9+T/lr574fe4oDnlN5wK/pvfjRJk0Ff/m/Ndy8diDfMvgQW4vAh0xRY6h6zB0cFsx4aNf/39y8O7IJ+cn+LdPvYsn/o/XM/r8HnLpKsznlJcO8eMOG/SpDgr+6Tu/mb+4/XEqCQSE/2LjTyglcrBVMdOSK2HI//jLf5n/++MnqTcD5focebjP9iNQHQYGZ2Zo0yRIwIuEGfV77L6mT/2BHb5v/WN0BD5bbvILi7cjC8fsGIRja7jdfXi+YmsVzxveLZPtiHXPXYzJDTlrhQrqoRGMT6AJhy0J4BKF6GKS83RGPg6W1GmIRIXpRLhyJTCZQFGWzNXxwG+cZ7EPIdgk8q67BnSGgeI4bPd6rLmE41dNnX+DehhJAUAomiVsxLr8SZzXGUTEDM1MqcaIqPmcsMSvjCnJP5Ktps6/T4VEzMRVrLus2eoZDDKVCQ9pAiERS04R4zj4pNyTUVmFQaE0KlILpSj9oaPsRfrBExrHeBwIC6XTeIM3qSa4jjBdKHXHXqfqKmVlpmdFZXtjk52IU0HFIT3wXaG3UXD17JzpbuRwN1IfQmerg+8IhQjdUhhseqQQ66r34HAvUqvh+KmhmUWeOmzY6wX6W57euuPErQVFFSkKwYlQ9RTEoRJpVBlPIM6d7WcF9RykBgqbHmmjVGvmu1AUihOH61jRUBT244MSF5GIdfzxMfkx2FTIeU8slBiDlWZR8KJGwp4p+/vw5Od32Ti2xuaxgmogbfaujfFggosGLAogRAoPmu3DcyHopX2/XE/c8AXCKwF6sorrj+dLsFdQo1V82ZGByOKQquTgrhHv+54/4oe2f49bCuhLRSnPNMFywCR20McGqfP26g6NRmjTgwPk8QXVhQ43nR3Rv3yMS7cM+fn7TjE4Meb46NC+BMvI5LSgztHZG1EOO5RVaU7Hk8lzv1AMhCtXufOnz/OJi/fzifffzI++9rf4o4O7+MTn7sDvF2Z01AhffM02k3sqvmftE9xS+CTat7wWQ9ehT+Qbupd5wy2/wnf/4A8x/+VNtj5XUTx5GfYPcTFSlQ60w0eevJNT3T1u61zhRLHPab8gAB5lrAGPEjZr/IWSzsWCsOfZ+CKMnlhQ7s3wF3YIdfPiyevJ4KiYK7vTioU6HJGD2GMaSrQbqIeO2bEug8trsLf/6i1GX+bwmsiebdfdIBtZhpL0b83vadW2ky/pb5KeFxO+XjVhypNKTnDKZLfmyhM1F8/NkbLLvFbkoKSnjkYjtRd6m8L6yYrhlqM7zIRmTJZSWPpyJAxJ/ns7uEgMaVtOgrUkAXvnktKR5lNayqy6NC2xKUlK9FPxI5rnJqkQEWjE4DN5ixxZWjV3ml2Cpyz3VULGFSXZ10IJjSRlIXs955NzbwFdHKGMhLkQ6kgIij/Sc4lOmTfAIhcn1r3P3fylMVgq+hDEK90NO99KPHMPTWWQI1coToWiq1SN0NQQo6OZKkVUGoWQxiZNrbgIkxiZTZViIAw3hH7XeAmutPy9aIReT+j0hdopRbRiqZ6BEnHd9D3SRAotKATKCnNf7jqkiJb8O6wocDYBUs2OyeZlYVufJlktfovWEC6K4H1kbb2Ll3ZGlJSVQBuIjSkiiWS1LdqJBLluxKYU4UV8v93QBcILJYurJO3lj+tN2l+q5P6VUiSs4gaPpFA023B818bHub0QelK1U4Onx0SVxxbHKA+XcoCv9tColgEtTAZEQqB/pg/0mZ7wjHUAmKyedAPBwcTB5GJBtxSkWcNPpjCdPn8CrUp88hwnPyjs7J7gf/m670aCMDxj3VC3EKp9Zb9e52fk7Zx63Q4fGJ6hFHAsizmH4PAMnaMjgb9//8/z18d/BRcGbE0WyLlLSN0gdcTVyuxSj8du3qbrak4Wu3gRPFCr42oYMo4dbjq9y8W4SfdsyeCssPWZA/z5q2hdEyfTL1nZSuuaaj/AIwM+8ua7GPkpv3rlzfzxmduRsccFUC9oVRqh+dUKaXuZQzCJUZseZHMwEOcyCD8lw5KS7wSRSY7HJG8Aez4QQ1I9gqiO6IUgkWYWWIxhfBX2dg8RX9INjk7HU+HYmc3ZONlj6+aCqt9Q9RR3VGI1Y55Skt4WJgJIPOK2nM4qFzzWTk/0XYObZDeFXOxIhgulBFNcgpfkzBDac4fEM0iOzLlbn7X0VVyLicorJyXpSwMASQpwaRohpqLjDONik4HCFJ5CFEKeYmAcA43mW9A04AvBx6XUqmQojGRQf1gWOwJlzyMx2sd7BfMYE0nXYDqugqILncauez0RZCbQmEdBrQoLRQulAXQW6a8LnoJqQ/AdIx87b4VHWUHVT0Zvte3tfH9B0atsw7zda7E2mI9Ehy+NWI3Pl1TxhVxbAKSpjdPknYEVAtn3QhJPxKBEStEVRsdLO9cqpv1JyLRgcChtuGY6lSFpJhGbJFRfZPPrhi4QVnFjxNFC7PmS9+tN7lcd+FW87JHkMHfeoNxa7NOR3nMWB5HITI0gWA+VJMXxlVztVzY0ZUakjp7G9gu5OHeVgcL6aMjsasHhYkT/1gPKbsNgc4ycVHbm2/TPFYROn2E4jtvbN2Wh5yF262JBfOwMmzt7bHzmOLPTI9QFQsdRHjQUk4be1Q7jxzf423vfyW1f/6+5rzpg03VxyLXXTiMdKXhbdcDfeccv8j/ED9C9usbg3CWYL3DzGj8t6F7o8LkrJ1hEj0O5o7xKrY4LYY1ZrOi6Bd9728f5k/Xb+Wj/Dtxne/jL+8SrO1YYfImmZhoVnc3pnRuz9dk1/s5t72dtNGVvZ4C7XFIs7Eu66TvCZh/X7cCM6zKjW8W1EWw8kFxtQUXN9Csl15o6sdoyfa37TjZXCzYpWOhSPSjmri8kYzChaRRqpcRTxEi9CFTDilHf0yxqDmul8oFet8B3oBA1GFNS6rGXdyDB1pQSXvG6hAypQaAyiRU4okyT8nOnrboN+ZRc/ntSPXLJ9Cxm2NISfZR/b4l8Kqh8rl2k1dJXleV+LIcH9rsj++kAvHEkXLROuEswJ3GC81CoEJzQRE2a/qA1xAVmauatA27QGNok1q6nlUb5RHzhkR4mzVoBU1pnZiEZnlWC9m3ts4nQoOihkYVDVOoYKVSo1DwdFnuRmY/0vFB6h3fgnOC9Ekuh0xVIBGtBiHM7L7t/LAlfLAQpoOiYqpXvZtMzK+KMJ7GcXBkR3fgPkt2kxTgruYAw92goPWglyMj+6BItKupyDTRGYvY+TYS8Xb+Yp1ICmvbHv4ga4YYuEFbd5C8/nr5/X25i/kLPfymKhOvhP7zcBcbq3nuFRpv8eqTbYe01O4z1+T/mgiq/N7mbf/no13HsAU0ymq/yRC2fX/6y0Gjf3E2D25/S2e8j0bFYd/xnX/957uuf4y3dx6mI7N7X46kw4sxim9++8lqu/sM3M3zkEHfuEvHq7rPLxKp5JITLV+DyFapPm7oU3idDJsew02FYldz0+xv8+B/8dcrvusTPv/Ffc8r3OAoKy8XCmuvyF/qX+Nr3/ATfMfohBv8JdDyB8YTyao9T/+lWruwf40+3tvmT22/nwdfeRM/XfPvmA3xd9xxdcdxXXuY9gwc5e2KDR956gp/a/TZO/aaDM+eJ4UuE/cRAnM7wj5xh+8oa3Z1T7NyzRb8HoQOxUhYna66+vmIxHHB8/xRuMkP3DpZeD6/2+++lCCHdt86Sq9Q9dRkSg5iovMcmZWDTrAiNRlRM3tJw+T4lb86Ipd5w/xoghMio8hzfVHztGFQl05kQCkdTKdV6xUZHOZg19LXDIEbKUqFwbWtfknWCRJ+mm4BkudLUpUeWKkISLUkPVhnENCbQJG+koqiz94LLZOQEETI34+TOG8QK1jS9EIx/sZylgI9u2djO4xhn8wMS/yF/qhqFQnESKR1GjnV2flGUIBCCqR3lj5ZGlAUwGcNsodTzSNNANRaKrlB2BNcRBjc5Rh2hV0HZAe81QQxT1qxCp3BEEUKpFEOlCgFdKDIXXHR4dcQBBI00c0GLSLwM48mCRSowhkFoMG7AsFPAgTBd1PhgBcTWTVB1oCodTc+KuKb2hDTYcNtwcAB7lxomY0dTK2vrQlkI9VyZHkDZVcqho+xA4aPBr/KYR8R4DBiJWZ0QPbSOyqlKcGLrEEBmguATMToVRLWZxNV1xAUhFlA6pSzAl5GmtEmI84pPUyiCJCLz9cUNXSC8UKw60c8fz5bgvpIMzZ6+xqf7LTzfY1fxZzs0Kjqe0PzOXfzd7ffzz27/9Wd2olNEIht+wuWdEXeeex4jsFdz5H3pdQnrPeqBUA9hfrzhG0YPcX/nfDJSE27hgJnuM++c5V39h/mRv/KX2f3DLU79YUX1WIfmiTMvnODGkFxCg6VI3qN1g5QFzjlGZ9a59Hsn+ORrTtDvXmLTPXMC5MVR4hmJ45tv/QJfKLaJh2ODmjQNvYcvsza8icnEsdgqeWx/m51Jj/dufBYvQkeK5PS8oFte4Y7yKj/53nczefwYg/GUePESXw43QBcLmE4p92pcU1J7kAD1UOmtz5ieFpCS9UeG+FkXXxZI08B0ulI2up5QWl+DllOQ/iMnUcu2uZhngCb4kDMIjqqAC5b4KQgJN760owUP1XpFb+EZoczqOUEMIhODMpsGClcw3lH2ryzon3RtJz6l7lYEJ/z+sgtv8BI9krBpgg3lyUf7uyTpmY3dcpe9pVa0AKJne+tJuw57pGn0A8tkUdJkJYXT5f/n/c3cBk3TCkmTipDFcqLajwfmYpKnIVKHyGIB46kym0TqmR1UnRCCEhYgU2iKSOzZZK0fhO5IWk6tqGuJJeJo/Uy88yZZXURco5Yoi5GHvSj9nmOxpiy2PePzE7zvUxS2G6V3iDcVJO89TSpeIs4M0bBz6I7E5GxT0i5lQSgdk0lkfHFCM/d0h46yEdzcoRFmexEVwReYcV0uCtMoJxKXMLMEFQLbw+wQTipanU8GeTG71R2ZlDUQF8m9em5FiB5xrC5SYSDu/2fv3YM9u646v8/a+5zze9xn39tvPSxZkiX5/QC/bYgH7Jkh4wQCE4ZimCSEEMIkVAqKYSqVyqMqVSEJk9TU1AwTIFQMw5ghEGbKMMPwsI0JGBv8wBjLsiyprVa/u2/f1+91zt4rf6y9z/ndVkvutiRktX5L1d269/5+55y9z7n3ru9a3/X9zt3Lm5hSflEDhEU8fdyIiRo8P4n1C1F9fzEBn0U8z5G6CHE84einJvzR/fdy8faG24uSp44nG03hYrOCf7xPdepJXlKpWQxz/GJB+xWx8tRDYbourJzc5TW9sxxxwtCV2LhtZJiykMN+ys+/9v/m8Vdu8tPv/SYe+92XcdfPTolXty1B/mpAIdM+msaSphDQsMXw1Bq3bQ/4kTu+l//9W3+JbxlcYln6T3m7wxL9Vw7P8KXyuB2rbswQ7vxFVr5Q4u9eZ3qo5IneYYhw9YElSoRSPCsi9CUQUKJGfuSVH+Ynv+X93D06Sbm3T9zdvfk9zYldiDAaUz25xWbh2L2zx2xFqJeF6biEQpkca9i7raKYlgydUI6nxBAWXYQbCSEl3TElwJ1ePTkpEjDOTOwoNyI2OKypQq426eIke6OZyZflcJbYxyIab10DNQqFMFQbtG2CGaVtjSasUJrjbQIXTrVzTRY6DXqdS9gSNcowRZ4/SAPASVnIpRJ/C4LaodacyBvtJ5C8BfLrElBxAiL2vauhoyPZ57P/wdweJuCgaWjakxPbtO0xTUX4/LHaXE00PX8RsdmOCKGBZgqTUWS0pzSjQFUKMhRcY0UHUWXvKzMmGwV7a8J6DUcHHvEBEcFj8xIRm9dwTnDR7pMKkBSQiib5KYhAqfSXhDVsMHjih+xeCoSmwCPoLDJF6a06itI2I4QEtJJbmXNQ9qGYb7j2Cuh5ts+P6Tuh9p5prZS1I0bFF6BFYLnyFD0oCkdZ0oKwPA+gou2zEqLteR6YxxklSjUrSaV7HdumlIGWoITanoXpTJih9IJQSaRy5i/RpGctg9YbFzm9udcu4kUSN5OcP1+J/PtOvv45TdZv9Dqfaz+I661hAUJeBJEkQoq9mupiwXYsqZ+mGnwlBH7xK29h488V3dv/S77Qr5+QZO41O1Qx2RTGxyNvOn6aDQc9KVpVIYejFG9/8LysCLy9f57/+e5f4yf+9r/g0l+7B7nvbopjR5Gy6sqcXy3U+BFaN8j2HsWVfU5+WPixT3wXTzSRcJ25kJhqYqtubC5G+VAhoNMpsrXD4Mw+K1+JFJcLVo/t8a7BI2k9QoGnJyV9KehJwev7p3jwDac495Y+7sjm17iRziqGGtG6QXf3qM7usPbIiKXzgWpbkAs9mDlk5tg/4dg/7pmtV+jSABkOuo7OIp4hJGX1qTovqVaeAa/QmRBkwrY6o+5oruxbhumiJF54AWruWd3gsoGN0ik+NPScVZ9dzxEFZnVDQ2D1WMFgyYZbTY00VbvzFHGiFeVqPwmMZEF9zT4J2DpcK62bBoGTI3N73fk4MTkqZ1etNIAspOvwgnMOEYc4b/9KdnO2AWLNj1u6JrXJVruSvJ3R9imbg5n7MWmQWhN7xirWMSqNmtN0qIVQQwyRZlJTT6Z4Z0l/4YSiVHwRcVNh/1zN6FJg50zN6Koy3hdmU6gDNGh3G5NZgEt74cR4986rUZO84ApTIFpahZVDwvqGY32zoEldG8E6HBSKVkpwabZDkt+BS47YifJU9YWyL0gJ++MJTQ2+rFBxNKPI/m5gvB+ZjCOzBibjwGRPmY0tq3di6kVp7txAgldiMqXL9xYMSEYNxNhYB8krrhfxpdo8Q/eogDOgMJsqk4kyGUemk0gzi+aTkNij8x2iG42v+w7Cggt+c/G17NXz6S/xTPfvRiliL/T9XwCCF2do0+Aeepy7/uVd/L23/gf8zH0f5JhYUgiWXO7FKd/y//4Y9/zymOLhhwmXr7zAV/0CRJuECOPjQy69umD13ef5zpMP8f7VT7PiqgOSo/PSoz0pKMXjENaqwL3lab7xv/8pvlQf5tOju/iF33k3d31oRvGxP7tx2kwMNGfO4aqSNRGWzgz5zs//GB/6wf+FY76iJwd/bUUiQzeF6cyq9okipk1DuHQZ2dnl0PgkF990mH/62l/kZYWBgUxZ8pgEYiHwynLGT971a/zz734z/+bSO9l87NSNVfJFkKpCqgq3uoKumgIUF68Qr27D7h7+TMXqlwdUV+9gfLRkcqig3FO2HlTCySnbD5YMnzjKxkMbLP/Bl60Ls+gkPH0oUEuiY6hRenIiq5K0+kl8fYcWahSMCGVKLGPyJ0i1deseahoWTYDDRU9vBZxGfFPim8ClM2Nm1ZCy75jphJU7erzudUssrRhXybnkwAukujyipq2faT3S/jlI/GglTHPHQFI3QRSJ9sxq9kPQRDsi2nmx4daWcmV1khagKOAL6wNIdMQ0k+EkIt4RMeUh1WiuzhjAiWp713VC5nB/sGENcc5GGCJMZ8p0BtNJZDZVQqOs9R3DzYq4XhEc9JxJEvd6Jo86KD0rvkQbM6Q7/eiMsso+CwWDdcdg1QbHbY8dZaJtIQ4KIfpo3hVpjqI/EPqVY9D3HFqBvcPKo1VDPQ5QC311Vomf2sB1M424oqSsklszQnBW9yetrRl7Llyc8OTZKXEPUMdgVlCHmIaJoR4p49rAzTTA8qpdn3Pme2AdG0El+V2oeUoEiUQVtBFCEGYz+3nmChisFzbf1JhBmkRzYval0ARltGPdhCg2pO1XlUIivrLhdi+eQjoDvBuJF0WZYpGg/eXHc12J/8uMr/Xaf+vMZ15wMLKI5zbi/gj/pdOc+9Cd/PLO6zjVzNiKYy7HMV9pxnx0cpSXfaimePgJwtb2C325L3g0A6FZUu5Zu8yrBqc54m3gOKYEKl5ThfIyDxzsvyNeeWPvAn9z7U/4yb/xS5z+oRp/eNMm5m40NBJnNfr4aconr3D841N+buttnA0zGkJ7HaZAFfjz8R3oZGoJ9fxhQkBnM2Q6413v/Dy3F2NK8U+raFWKZ8MFbq+u0Axv8BepCFKUuJVl9P6X8eR33MVDP7zBQ//5JnvvuAe8t1mL8Rjd3mHw6GVWHx2x9ljN8pMzXIDeoKZ3dMT+nQ3bLytgfbVzcV7E9SOr+ZCY9Wp/gJxZp0q9KchkTr8TbaVBJZV0uxQ9UXdingdISbcTip6jWvX0N4XeIcX3amQw4sQ9A+56WY9qkBK+nJlLeyGJa64tzYl8/lx1lw4oAC0FBcmJZBIdzUPPmihSWAMiOLFB5nb9qRot2pqjtTMFkgZmE6XFRRtczlADjbaXdiFErNPgXNcICWLUzBCVGNIsuGibvEc5eE+8QNUTBkOhWhKKXnIiToPgiCcUJifqvFJWUAowhdGOcvnclO0rkaY2g7b2EXDSdltEITohejPGk9QZUQ++dPQHwuqq4+i6MFj2FEPHYGDfngYqlHJQULr0bedBCu2ck83YmKvnRuw+OYKRUqAMBp6yD71K6PWgcvjBHSIAACAASURBVGbMVtdW2c9zB3lGJHe7OniY7qMzSlucQb2n7F5Vdq7C9o6yv2+31peOsicUPfADpRrYILMrDCSEBmKtxCmEqWG3mLpKJM+NW3JI+XoDqwvg8PzGc7nH1+skfL3ev8U8wy0UMRC2d7j915/kg/vv5eff+zbeePI0e3WPh84fpfjUCi976BRhe+elOZycQxzivSUkDtbLMZt+j35KqoIqSMRdU1O6lvbjRShx1BrY9Mp91QX+y1d/hA8dfxfu6jZxeoN6/0kDPY7H6Nnz9KqSX/rMm/mGdzzGmjvPiqsAx0QbtqPy/zz+eo7NTvNM8rTftP5FluSg+Vp33bauRoOtQQKu1pRlfPXnQsoCDq1x7u2rfPPf+QRvXHqciVb8k7vezfIfrhK3TDpVoyLbOxSqSL1s5570UKAsGyaFEkugV5nCk2tuacXdZxWCDQ14S7I7DX3tzMfmDQZSEqxJejTzarIpWJ4PULVSsYhV2tUJHoeUJWE1sORL3Noqo1lEix69nmNlybUSk04T8MBOkRWMjL6SEnfFPpnyR6Gr8KdPQ7se2uxS0xcEDki5tm/OrQfNoMehzr7nRB3tmHSbrWaAldeehme79gbpMF2HI5u8ZQfobMjVvkHTkLW290WYk+eMMKsVatBGqGtzTJ4Fg/09dfQcFN7kZWsnNI3j6sUJ64f7eA9FAkmK0YtMdrWjPHkMbARPS89yTul5x8ZmQRNqaif0gBng1SNloNcTnM+dEhs0dt20OURltt1QaEF/KPScw1Vppz0USSZ1VtsGV9E6MKlHmx7ZvP+daZ9LTDOiEGplNmoYX4X93RkqymCjYmUlUHiHKxziIyEpXAG4oMSgNMG8K5oGmkZoIvgo0Bho6r4xbixeNADh2lgkby++uBXv2TzouRXXd0tEDDSnTnP0A+dxv7HBVm8dVLlHdmF6mebM2QWNAyDJ7SEQETzawgF/g3MEDkdfirZKteEa3jF4hH/2wLexfnrJTNluRhlIFZ1OiY+e4u5fWOdH/XfxU2/9FV5ZnWcoypVY8K92voH425vo9MtPvY+aKo51w5Vm+Yauf6bK6dkGvas3/kxIUaCDip37Az+w+TFWXCAo3PaqK/yj274DyfKlMRD39s3PqCzQqiT0lXsOX2a5nPIX0TG9skpYqvD9HjqrU8a4eD6vF66wSrskeUhV7fwP1KUEzLoA2RPAkZPcVLOf159Pov9tkVUy398hhVAMlWEJgxXHYS/g00AzSiGpEp+/Vdrbls7lYv50GkfQhCA68zTocu0WBOTMMg0uS0YMGUgwr9iUjLZcN+dgg84yl+NK6mSkLoUzKf25/H7+LN1xhJYl3wEYI0Q1GWCkvfUSCU7ARRsWj0qIYkPbMXUO1Kre0xk0dcOkVhM/iubE3KsE52LyuoAYC6b7UPZ96kpI8oTo9sH2P1G5vN0QE6RKcwAe1g7bZPXOlRmqjhqhQOl7ZXnF5hhAWmzp015gNRIcQlXZD8pB5VAJzIDSGUBoQqCZQVPP6C07nC8BnXsWEqVorm/lSfdWzQxvNo3MxkIRCup6xnQEs0YpS3AFeC+UhaIBoti+alSMxWkzGL6GXrJyiR5T9otzSO8G4kULEBZx/XiuZzZejJ2a5+p6v9rar93nF+NevWQiBuIkEJ8880JfyddnaERnNf2tQO9yyaO7m3xlZYOXFTsM51rSgdDOHFwbDmmpP3lOoJRIXxouf/uItS8cxe3tEydfg/lY01D87p9y74c9P3P0HTR3HmVybICfRvpP7nLi8c8Sn27GQSM6GvP4ZJN6zWhSUcOBNRh9KvJI3fBDX/zbxJ85ysYfPEZzg10lDQEtPf1j+xzx0fZC4JXlJR5//zov3zqCnjlvZmghQG2qTfXhIQ++81F+4LaPsuImfGnzOL+48hbGHz/G8vYGLgTCTrg5UPWSCQFxqEZik4nxKalJDB/xRjFpoiVQprZjiX2blKspIcU0vOrAFL2cwWNL3AARfKrgKhGnlphlJ+TSWYU+F4hj9jRIiMNmEMLc7IG01X77R9JgsL1H0vCvirTSp22m2r4qvVZA8hBGUmyKKYH30ah9B7oqatx3EWmViAyLmMtwgU+MwIgLikSjJWXqkIupaOAhFKZYBCCN8d2LwrwKykpwEYIo032hqa26Pmmg9uCbCI0lsc1+TbVUIEVBCMrEKcFr8l5wSC1sXYWmr2yKUFT5lmvrPB1JXRwxAVzpCzEoMUQ0WnenWFY2DznWJhVhqjR1cmOuehRl50ydBEINoHRPnKkzjWuamWNSFlTLFb6uUYU6Gg2q7M3YuK1i85hjeUNwZaITRevGOom47NshDk+aB3GBQpSySVKlQ0fPDZhFZbobKRw221II0dkxQ1TGjSNMIzKJaBBm00CIjpUVhw6EOgE872+uHbkACIu4pWKRoC9iEV9baAhUVyb0rxRc2FvmbH2IUf8JptrgktQgkEQln0rVyeAgq0VlOlIpjvuOXWS2fIyiqmA6/dor4jHQnL+AXLrM0nBoFcTZzKRNn+ltoxEfOX0v37PxcR6sZnhM5hTsF/ZUG3Y18sMPfy/h546x/idnCJe3buyaVNFZjd/aZ3zxKBNVyvQlLzBbj2hVIt6h85fpHc3Q81cOP8Rxv0NfAqNyi3tXL/H53gl0UCG9HuLH6EuZ/vY0IaTENXcCtJXKb1V6clIWM2JIlfWcUAqkrDJz7ttifcezScZkOTEXjZ2ikA0yWDLv5CmPtX09uZa3ZXilzfalS/azUMCBVkL6uG1o5L9aSo1058HZ7ILpLyVgYZXjjABs0DhLpM69V+i6Cu11QMctMrBjFftoPwsyTx9LWjWmAW0PUgSkACms4q0quEJbWowXo9q4JMGKRIo1j+8JVWFeDRrEjN5C6oqIsjuZUDV9VD2q8cBPoDw70oKq/FUBcd6GLVAQhy8EPxRiFQl16oq4NKydftJloNCKSWEUqf6ax58b4aeCTiKhUEpnxo9SRvoDz/LxAUubwnDV0RsUdk25c6AgPj0zApI3Me1dWUKvL0wnafZEHC7a8LW5QdPSxYIqQZUmRGINNM7uUYBQQx0iZXQmQRvEDBZuYqxpMQF1C8ZznSS/0IO7N7Ke51pWdRGLeEmFKlo3FBd3WD7TcPXUOn+6fSdfqo9wNUZGMTDR0FbTIrEdFp4fXo7E9jU+83eBV62dZbZeIktDm3V4ttfaNISdHXMenn4Vc7u0tpVfWuPHv/Sd/NFknS/WjkfrmjPNlEeayK/s3cv3PfS9yE8dZv1jjxOePHd9R+inO0VTE89f5NgfOH57/14uxoKaRGfZqKEqn/qmEKmXPa8bnOKYn7HmAieLbb5x9TH2TzpmmwNYXbb5hkVcJ1LynNCBDfpmMndbh0+OxClPF6u8itCq9Fjylig4SeLS5Dpz54D2eDnBcxGcc6aX7wQRRyC5DSfZUqEbiJ7n8GfTtMweykqnMXUHJPHr54dbD2TCcxQgF81BuPN/oEt201BxpFN5RTU5IVuy28qdWv8h+UCQjNWlnS8wBVXrwmgwCNJghmuCJazeudRhAfHJh8JpklEVfAmuihQlDAuh76CqhN5AGK441jaE1RXolwZYClUKNWUkICXQJU2tCM46AszJ22JryxSmoPbHmkQC6X5perVJmDroObQizbJ05mLtsbPOqwNXCsNN4ejLh2zc5lnbKCikQaWhqAKrm47N48Kxk561NaEaOKSEJqvQoojTdug5krwcoq3ZebFh7iWh6hvACpp8KoI9NyGRk3yilsVoTck4tfM0EeoIsxCZ1krdKASQJIh2M6WZxU+eRbwoYpH8L2IRz3MkKk7v0pjBmVU+d/wkX1w7wX3lRSDgUwYS1Og46aMWBDzdnEJU5U1Lj/Ebr347g1PryN4++rUYkD2biIG1D3+Z+uzt/MTrv5/925TVV13mtUfO8qlztzP79CEOfy6w8pnHCJev3LyTsSpxPGHjU5f5hSfeir8z8vbBY/RF8VUg9osux8vKRE6YLQu3+T2W0udqaXigd4a9OyMrTxRUl/tIVcLoOduJWyoEQWJMSbF21f82ZUwwIfOJ1JGdCDIdCJFEwsc6DAJ5KMH08uc46LkRIUnqJrF6DhT9oetKZEMzFWLsaEW52A20qkaZeNQeK88IpHUka7POYRnm1iXta0WMo58TQXXpJa03grbIR/P5NCYKloGESKp2S7QkFNcWAlrGYR5OzgBKEpXKCaUX1HnUxzQLLkSfHKu9Dc6qoQCkBF96qp5VvzUmMBfABftXYkqGR5EwcszGmuQ7SVV2bWlbQgZWdj22d/ky7f7bfiVQVGiWZbJ9Sxq36ux4bVfIWQLfX/FIIfQ2HfUMmmlBqE2lqbcM/SWhN4z4wuO8EDW2dDDDk+2G2V7G3NVyiFOKUmDoKPeUeoQBsqBIo2ij7T3zCk3e2xqaWaSJCRhi0q3NBGIpaJVA300ihAVAuEVj4R9x87HYs0W8pEMV3d7BFwVHPz3g8nSFXyy+kUMP7HNXeZHjxS59Cay7mNgF6VeuaHJadS1ICJiLbCTiRLirvIS89So7j66xvjdCMy2o1X18/iNcuoT/oy1OfGaA9CrYWOf0iXs5MWrwl55EL28RdnefFf1JH3uCS7/3Rn7tr72Rl99xgSNuRAyCeockTruGYBKaYq7KQzEaFsCKU25jj7V7thg9vEF1dcDg0jJs79xc6e8lEl1+aklWEEtqsiNtm9hnPlG0GQP1CQNImhNoaSTSqQpppuYYwLDZBG2T+axOk+k7ksyorFI/x0vp2E3pep0dEw68P+fqifhjf0uud+u1+MHWcUCyMhtydV0MMPWetkKduhkHVJuidsPQGQS1WqxpCSnRzo7rPr8+DVjr/LUL9ApBerZv7fGD2uyHN9+RmPYgBkGJOCdEmyDHqxJnDg3gkq5BxBLkyZWavQpY9TYk7m1eQ5xSSdZizR4O2VPC5g9QoUFpsJ9ZktSSYqJiKcIsuxqnZJs5tSRxSr8vFJUwXC9pgtJMIU4j3oPvCb4SpHQtWPGKqUOhrUmddZi03W+yYZ8IlIJXoagiMjZwEKLiQuqoYMDC1JbsGDHAdBqJ0eEKxZVCEQVmSkxjT40qRZS20HMjsQAIt3DMV92fTeL7Uqrez4OEr2Xdi0HlRbyYI04mxLPn6V26zO1/PITf2OTn3/h+9k869u4K6CBw8vYrPLB+gVcsnefB/pO8qrpgmuVPCVPyAfjw3mvZO7fMsO+Y3HMEd/sGxd4M2Rsj+2PClS10Nnt+wUKiJunuLuwCly7jHrbE5ib7BU8bcTrlZb/8JGcv3M0P/43v4V23P8rwcwP81jlinpPQZG0qgp/qASqWJ9IT5Yfv+yj/05VvI5Y9jo4O4y5egslzdJG3UIgDLWOrSiRqcwlZsD97AeDJhsSWqKcHszUQTq0Bjali3Ob2Vrn34qwSLkkNSc1MbP5xlcQjsoQ5J39z5mKtvGr7hu4a7WREMT8DS+2TuVp+sUQ8WB1f86RBcjdPzmUqNhBsjQptgYqN29iexDT0nEeoY+qUUGhLM9K0JxodgtoQctSUnKbOi4tpDZnHZF4pApQDcCUUPaEcCvUM9iZCnEKshRhA0791MBrM1bFV2L0zD4TJJBKD0KgaVUiVYQE955iOIiHC9tihpeILKL2wNjQOv/dGTXIiBIfRnKJRIDXYcxCc0ij0oqMolFiar0bTBKImANZkClZ366R0lDhUoFCBobYUMkndqhhIe2vvLX3a1NTxcJG2JxSFVDDIlDdHLAW/EqkaJdZKIYpUniAmuRuc4pMZoHMR9REvdk9FwHulVwiTsRCLSCyEgRfKQtDr/7C+biwAwkskrucjcaOveSZwcSsmw7fimhaxiBuOGNBZJIaAC4H1zxcsnRsyuNAj9B1bjx/n91eO8ZHy1ehGzRvvOcXx/i7He9sM3YyXVZcopeFKWObM7BAX6hX+5SffyMojBeqU7ZdX1EOhHA0oRqsUU2X1MwPY2ibu7T//QOH5DFX06g6HvniIx+9d48PNfaydicjuftctybKlqhQjmKkSr/GYOF5e5eTxLS5vHCdWHv9s5zZu1ZBEsxHXJuQ52Z8vzWefgS4pz52r9PV0nDyzQKo8I8ZB16RUJJqNB7RrECQ8coCDNF99Z/7flLxjYEZzhXt+Pel1khP3fCHqUvaeOx4yd9w5Wo3K3AFzVkpLK+qoQdJ2MlqYornvkmg4eRhaXdeFSdBCxHX7mYdw07GyVCgC4o3GE50jFqRh2USdiVBHYdYok7HiArhgFfKmtk6b8669p2XP4QtFG2hGSj2JaGHnK0WoAoSByYGW3gzEyAQfgaxYlRpD5GFodSBOzHFYbV4g05oy6tO0h3lwuZMplbnZckkcLbtvBkacAVShNawTfHt32m2LmgzsDJy5SigHAjOYTQVXCOI79NoOzjtwTnA+4sWbT0QBvcK6IqYcBUWTKUY3/rN1ARBeovHVugs32nFYVMyfGos9WcSLPvIg8N4+7stPUJ1fYvPJFeJSn7BUghekjsTK8+gD9/H5Y8J0M6ClsnRsH+cie1eHsF/g9xyrZ4VYwtUHQe8c87o7TjNqKranfUazku27TnD4c5sMTu/CpS3C+Qsv9A58zRH39ikeOcMdv3sH219e5tBntog7uwdcnrVucOMpvZ3AdO73dSmOPspdxRbfcftn+MeveDeTz/WoimIu6VtEDs0UDTpaUCtfKinZlQwVJCWytIOnAUv0nGRH226TJXHQO1DxVJWi+Q+zy3BMiWSm3UBWW5o7fDuHYJ9w6ewObYdyEyOmxTni6DT/U26Yzx8yJtAMPOYaFTo3AK1zXZKU7Lr26+aR0M5fJNFQjbY/rV9E7o5koJP3QbQzA0vX410CCE4oEEKh0KQlJZDTqFFgwljRWgjJ4Eundu5GUgdBoKzS2RrQxlyCg1PUQ41ReXo1LPWFfk/oeZnDS8kPQ+aeF6R1g84DyW5uPaDJ00XaAW6XEvgOD0mLDRMRK3VVNM2CJE8GtDM9zApG+dnNoCTdZydQFEroCQxN7cn31GhMTpOCnCZgo7hCKYceaaDvbZ/KEiaIgakampC7S4sOwiJuIm6ku/BMsXAefmosQMIibomIgTgaIdMpsr2DeE9ZFpBcl2UwYDMcYXq2ZLzhcQ1M19cIPVidQhhA6MH4qFJvBA7ffpW3HX+Mt6w8iieyH3vU6vk/eSfnljdZ/fIGa4/0cVe3X7SdBG1q4tVten+mHD21bJ2R+bWoWjdhPKF/aca5MOSwn7b9g1IcGy7wusEpHjh5nvNrd9l+L+KpEROVRrJ7r6WsVknvKrz571w1N+Aw1ynQuYxNUxY4n0jFPNxKe8yOl5+6DEBWL2pHhFNVWefbDbma7RKAaZsEsX0GRPM1p/q+tJggc1LI1WNNx5Ok+GN895a41Ca6ucOgQdoEX12XzOcsV3FoTPQhYlqfnwNazM0cpMw9/xFtTclwGfwkqVOBojBlJCe5RwIl9u0Qe45QQ2ic0Yom1m1oooGGGOzkMQixgVhHtLG5heghYFSaGpAGYuNwZYmrBJL/RHbN7u6FvU8iuFoO3vYWfNr3a0QMyCVgFPPiSPsyN7dhtzt2XZv0fOWOTO46zc+QtM9pQlkigi8VGViHxPWSEpTPj3GiGBVQlOB6gngTiyg8+MIhCfw0DdRBiOrwB+ZWnjkWAGERB+LZzCosgMLBWICERdwSkbn7T6Ps4548y9B7lgd9KAvYPMTstjX2T1Scf6ty4hUX+Z47P8lt5RbrbsSKm5hLsyglkUoib3/tlznzyjXONWv85qXXcPofvYH1z15GT58j7o+eWcb06yWSJj6AzmaES5fg0qXrghyNStzdozyzxf/42Pv5B/f8Csd8zVBKILLiCu4vt/nPbvsoP/LmOzj6eyuwtWghzIcCISZFIWfJapYgjS7l+Sk3ji7ncknVxkE2wkIiUeMB6f+Dd0zaUn7bAEBQr+3HqBKjpM5AUk3KSbgAYolx9h+QVLKXRMWxHN4ZxQRsXkETPQUDQbnjkCvU7TyFxNYULSfqqprUg2gr6JbEClEs6XcpeW1wqXORzw1RktpTGnq21oXg07PceFMBCpoAWgJpPsGGLMVJ5tY7ZwmrJmqShyZYlb1IVKqo5gysjbkJT8aeWa3oRGkC1LUS91O3Id1JVwrRpfuuiu7CdE9oKo8vldE4MFwWegObM/BpbiJThwRQb2IKGg184MQ6pCRJVGf0qRCVGNXoPHTPnRKJDV1XRgEPKpagt52l3BpKUrGdHUaadBEg2HiSYnNR3oMfQjEU8Ea3cj51cxqFIlL0IitLkd0lYTYWpsFEIooYcGlqpa4VGUeaiaNwiw7CIl7AeKkkxgvVo0UsAtCINpE4BmkKdKnP9l09rt4Pr37d47zn8EO8Z/hF1l3sVI6uSZpXXGDDXea+8jL3nTzH3/1bR9i56wi3/3aFf/wsYWv76xckiCBFiVQlsrxknxtPiNMphHB9YKXRQNdozGOfvIffPPZq/vryn3PSN5TicDgqETb9HtWhCbjreVcvojM06zoGMQ8op0qutplYemke5pwr8uckrj3ofJE5KU5ByoOZkwfNr5unmIgd9QCYmL/M9rPgktiptOfN6ja53m1JuuWeqQLdHbgFMt2wtf0lOfFMlfp0SQYovLZjCJ2MqlXrc3dDZG5/NFGYMuBK12dYJ60zITFpufptr6GrwkPrM0FKcglZ6yfNXGDGX0ShDjCdKuMJzKZKGCv1fpKHTcDLJUmeAsU5KFJ1X2slBNi9GhmrMFBhtRJ6Pag87T1COjlTLwYc60hunKTrTZsQbd9iEPBGn2rbKtdU5YuM1XzqEKXh+SyyRHuPJQ2cW6VfGwNIGqAWpRCjZ7VD0NEladd8TXaveqUyHIJEYVZDI1CK4GP6nkgyrtpy1G4sFgBhEc9LvFRAwiIW8ZKPdvA2gvfs3rvM1quV8s59vnnzYd46+DLHPfSk6t4jnalanYi5fRGWRChlxH963//HL1Zv5sq5oxzeneD2R8TJswQIOWN8LkMENxggwwGsr7L/4BFCTxg+OaHYHiNbOzTnL14f3IQAs5rNzyoffNWb2Lh3n/cMH2E9qbgEVfZjj2a2oBc9bURStVc7jCCZo80cl9zK9x3txtJv0XmloFTpVdqEr+Pz58Q8zTDg01DzgQPSknAk69XPw7q55F7ngEGLNLpjJDhjQ6Up6QcSlemaZzh/LVftk9pSVt/RDtLg6Lop2UNBWyey2BppaZL5JKQkNqs8ZQpWNLRgRmvtTnfXI7H9UPzclzOfqd0rWjpN0k01UztVwjhSj5TpNDKbQD2GMJo7j7MOhHOAF1wl+F4nbUsTme1HGrF71VsSvIPKd4PGqF2qiOBct+8E2sTdZ1WsdN9CY5Cm7UplVadE5VLAazJCkwS8Ql5uuietolVyp44wm0JTR8IYwtTmQaoS83voCUXyfbB7AhpjUj+yxu1wyXawGdvcAdHmUZx0577ZKsMCICyijee6Gr4ACYtYxEsvxpsOd9s+bzh5mncufZE7/JSh6x1Q6bHwRCJ9gVo7w7VSIu8ZfpHj92zzE+/9DiQe5fB0Rjz1xLO7sKy68lx5L6TOgTt+lP0Hj3DmHQXf8q2fBuAjp+6leWSTzc9ucOh3AnFr62AnQZMr7XjM+hd2OPvbh/mn7l3ccf9lXlNt4UQYKTxeH4GLPaibmyn8vWQiF6JTrRogMcVTV6BVAdI2SdL5LClXyeXgx/n/JVfC5zoKkqq3BwRh5iaQNXUgJAOEnOTn6naXG3a5f/qgBR35ejLViPxJpfuyHUha8GAJu7kzZ4fjnPB3C/Ti2uvK3QEbQs51fEtsQ1qXDc7agVqjraTbzxxfHtLQdSu32XVeECBk/SBpVYxQIUpKfDMOTt4DzVipJ0qYQT2F8Vhx03mDu0RJIlL2HEEFSjtMoeb/UAZw44hznsbBrIBePw1Piw05S7DzOzVQ5SVJv8bUpYgGkCJ2rdNJjUhhb/Jzzwj5vnPN/1vlXl1ad0ZqqbsiCrFWRnuO8SQw3oXpdkPpC8qeUPaVaklYOSTJpTp1I9C2/yTe3JcVqBXqkbNOhIoZCHpFktqTuwkjhAVAWMTzGl/vIOHZSrjm19yIbOwiFnHLRkp4c1Ly6pNn+Y+O/QH3lw196VGk3/5eDoKEkJIbJ65zZ1bHyULZ9Gf5P978QX7+jnfyeO8+Dn/gwrMbXL4ZilKaJxDvyS6zB4BFBgeDPmf+6km+4e98ln947Hd5WaH0paA+8RGuvLnhS9+1xo8e/kFO/uuz6JnzxPG4O0YMZrD0+JOcrANbFzf5777v/fy9e3+LO4or/OrVt/DBz30DRz8F8er2c9/9eJGHpUPGRs+JdZb5NBO/aIlyHlxOA8kxmpwmdLKPTjolH9E0KJpddyVTMySpH0ELR1oZpURFkUz3kbbz0HYnokvJdIcMTFTG5gW0pRTRrkmSI3M+FS0Vp5MlbSVa2w5K19lQsndCSuAFXEizDmpVaEJWw/FtodzVJIffiCQjRFVoUtndOaPjuHQ+wR8AW61NmEiam5jrNiT1KLCB5phwho/SqgRFZ67A9USIe0rYiexcmjAc9CgLOz4CMRhhPxIhCDPnkD7miyCOAYo0oPtGNYoKw0G6jy55UydT7JD8IUogelNGMpCT/CEcRO+ZLdfEpoG6MGOy5GMiqWtkngsmxRoihGAzFTZDYDMMlLZ+p0rTROqpsHs+sLsV2L0Sme0rTmq8F+sgDITb7ylZOhJZ6hcIDU6FEByigneOwdDuxRTrfqhCXUeKgWOwBP2h0h9A0V8AhEUs4i81rp1HWICDRdzSMa/wck3iWu4ps1hQyVdPyFvAoCap2IIELNG6zW/zzo1H+PM77uPocEioG9DncRZhDhhIWRh1SBWdTG1mYDZ7yluaJXjV8pNsuA4MOXEcdo5+tcP+20ZMVxDWOAAAIABJREFUP79BfzJDLwZ0Ou3enI7t9scMLq/wxJ8d5Z9U38yx4Q4f+9z9LD9SMrg4QyfTp5x3ERi9IxuYtQT/uYp/puykyn9O2FupUyA7meUZglwNbpWQVNth4S4p78g7HUMofS4NKLe0pFxt1/YItIQgjcljwGgncQ48qFoirJrdgAFckt2cOxSJ+pO7E6kyrZJhRJI+JXcTrJqdP6ZJAAhSFT/ThxJYUmyw2IFITDSmritiAIpOkhUDQ503AGSFoxy5yt7ZtcmBrzlxeB9xmeoUYTDodfdU5l4s2l5naIA63UsnaJGGnxuIM4WZEILggiX9zAPI2O2POKF1sdbspGy32DtH9AYuJcbkQ9DdElWjB8ZGqJO8aFNjCkPe5Ed9uu4Y1QaTVWlCpJkqzUSpxxGZGeiQEhgIu4cCDAqKvrk/l5J8NFxEFArxlF7oFxDLSFPZ+4o+VAOh1xN8YYDmRmMBEBbRxmLo9mDcbPdjAQoW8ZKIp/sFoxHqmuHFhr/4ygmePHGI11V7N8x7dYkl7QQ8Qolye1Hz15c/z++8+0HiB9aR0QidPp8AweEGfWTQR5aXqG/bMHnGqxP83ojw5DnzM9BI5pGXe8o0lkZtwOPFtEMcQimen3nLB/iP976fk799O2ufrghffvwAqNKmQa9cZfAl4WR1jPOn7+RMH048ERlcnNL7yhahqZ+/Nb/Io63q5+YOtLKiB1LPNqfNQELavD4nqm3tvfUpSGms09aYDGgVktqKvWQXhTlKTX5hAiYugYl2QLZbgb08qqnfZFpPi3LyoRKfPC22gyydtr/RlA4OYOc1xNydSEy7NrkWWuVdIOmSgs9vVnN3jhkQHdx86xJINzzcjhPM46IDaIaMQdqhcft0u2k4MUfksoDagy+FMppcp/kFaGo72EGig+iEpgYX7L1aKnVSpArRXJNjCU0jFAVoAkOSKFF5biWKtBd3rSKoPQsGxGJMpmrEa5YnxGAGZaMpTGtlNolQCGUFSwGGYlShTPPK8qk2rGy0KvYjdYi4wlFOHFcuRpp+wDthaQlcPz3nSbFLnKMslWEfJMLEgxRQDKDqQVWZDOpN4IOnkEIXsYhFzMUCMC1iEdfEM1BdNESqi2PKUz3+aOde9jW2ikXX0ouuF/mXtMNRimcoJRsOfvzOf004vIJU1c39hruZEMH1e7jVFTi6yfSuw5x/85BLrx+yd98a9W0buPU16yzM+RIML0R+58IDjNR+wefwYmt4dbXL33/Xb3DmrwbG9x6Ga/ZBg3lNxEtXWP7sGU589ArHPz5m9Uu79B+5gJ45//ys9xaIXO0lVYHbBDUr/+RkPAKx4/crCeDl4VvUsqpMCsdeKDJHKzpA9aE7Vs6208Cptt2DNrO3fDMl4KJdEt/acqXqu3UfslXXwcp6d10dEpK5j3MFf/67I1fxY5x/WyIAadozp60rb7ZMyE5ekiZtNYoNvaY/NoHrychA1RyojRbVIgs7Znvcbi6iBWoHV9hSrMRB1Yd+31FWgi/MQ8Fj+2iVdvNBMCUkhysdYRoIo8h0pEwnUM8SqKih3guEfWE6w4zY0g20AeyYXI7TfU970xpnz90CZ62UVp1p3iAtqhBraKYwmyjjkbI3imztR67sBa7uB3b2A/UsEOtIDArRKEplz5L54AJ1HahrmE1gOonMxsrOhZrds5G9iw3jvUiIaRA+DWlLobgKqoEyWBEG68Jw2TEcOAYDT9UzTpjOdWm/Wiw6CIs4ELdKF+FG6T43st6Fv8MiFnFNXA8kqKL1DPfw49z9a3fxsUtvYvM/2eO71z7JK8qCoPFpQUL+fNCIS9XOXIFfEeGV5T5n37HMHRc2zRfhuaYZJWqR2zjE6FUnuPSaigf//S/yD27/DfoSuBL6/OHoPj74v72P1VNTqgv7cOEKxED/Ss2lX72D73jvD/Drb/gZ7i6XDxz6kBvwvSuP866/8g/5tuLvcv9HSuKMbiYi+0zs7hJ3d+G04L0HcYSkDOXX15Gdxa/r+bA8NqLeEmrTnBeQaKAhuwKr0UyyAI8l9S77BNvBXJ5/kS5fTyVxdaC+4/XnpLztGkhOh1N93R2UOHXaqd6kL+cjdNSgNB+hMdfoCwQINoSQWEem+tVSmFIiLYlbT0xdBdedJB8tqxBlQaecvGuqnTuf16JtN0DVmfkYCjGkBJgW8FjybBAn5r1QIHkoGKaSdJ5AkI6TJGnaWzGOft4Y8xcQqGDpsAGDKELAEfYUbZQmKNOZMpvUrKz2KHuKq6FuAi7ArAlcVaAUNqOnP4SiiPSdQB3ZnQpVJRReTI40uiwMhHMRL97mE1LXKM9SJAyIOKUCKJxV8L2ak0QUoxZFZbwXGO8q21eV7W1la9u8KnxPKNeEl9/mWR5E+j2hKEyJaX1FKFxh8yGu5uKjjQGZmblEVxcV9qY0V6C5b8DK0QqJjYGmQq1boOD7Qg9lSQVpXKLXpRmSfTEZ1xuMRQdhEbdcXJvwv1CA57fOfIbfOvMZXvHa0Qty/kUs4oUInU5xpy9w7E9GfOCP385HR/cxVVPwCfrMv50yUMggIWIdiFqVegm0Vz6/F194JpsF+3cH/r0jn+HewnF30ecNvcj3rX2OB37w8zzxnh5XXn+I5hW3wcY6UkeGlyL1Jw/xc1tvo74GvHhx9KTguId3vuIR3JHDBzoQTwlVNAQ0BKQo8EePcO67H2B6tPf8rv1FGMrccC4Hq9M+fTyPZR15oPSg6ZkTaRU4Mz9+7gOrfrcYoqt8i+QUO4OCjlDT1vvzADF0psMqabx6np2i7Sm7OQbm1pf4QXqw6t5eS3dRiXLT1Yo7Ek8GDAk75a+lGYH8sVXFY5o/aPFzO4ida+YxmoGYw4wPM8Up47OMR4LHEm7bENwcBSyvTzQmIzU1vn4FxZLSWxGqfqQslOggJFWeXr/AexuWViDUdjIJoNNInCihsbX4wmRCq0opGsXFboxCVSCAiwYiA5oG1qXtvkRtveKM5uXEGihektqTdTcKAe8UDZG6jsxmSj2J1Jca4rnI7FRk9Fjk1NWGc7VjdwJNbXtR9oTBQDi06tjYdLgyAg2CtoUTh+CagrBrjthma2C0J+8F5wWf/r/wUFbWeXECoVF29mBnmxuOBUBYxFPiVqyUP1u1oufyfItYxK0cGgK6u0v5lUtsfrLgl554M3ta0xCI6Zfd08W1X6s1UBPYVcE1mCzI83ntZUE9FLQfWPf7lOIpxdOTkkNuwN8/8W/4nvd/lAvfWnP13gHTOw7hp4FqJ7D2WOSfffKtjHR23TWW4njL2mOE44dwy0tflSrlqhJ3eJPtt9xG7/0XGKxMnq9lv3gjOgggwTJeSzYtO801cs1KQ2m7szqQthl7ynqzMH56j9HvjXoiybwrG2i1nsaaZFMl6/YYJ6Wl79gJO/pPV0THYEzudCTR/NySODCInK4/Dwx3MKKl9hwEM7RUIdV2SUkONWfuiT6Ulw0dYlBL6/OQtXOCeJcGd7MCUH5p153JcqtzKM0OKYA6U3EigTpJgCEP2qZzmeuygrMukK+E3iosbQq9QTBZW5xN+ZaCqzCfhXxcmxmm5z2lgAtz8xxOUGcypiJ2DnxycW63LpmWqaZuCeZ6HvLn0n1Ia7DXWqcnutiCxwwoI5EgahSn/Ui9Hdg/V3PpdODcuZqtXdgbC3UtuEqphrB2yHNos2BpraCsFEeDhkhooGmUZmY+CdO92szV0nNnA9Tm5+BxeOft3qlQT2E6VqajyOQmfowsAMIirhvvO/n6Ww4o/GUl7QtwsIiXdKgSZzXx8hUO/8kOV//tCf5wcoyLYcpIZzQEgsbr/rk2sjfCbiwZnFdk+lQVoefqmgGkbihHSnGpZDcMmPcv9uJ4eVny/Yc+wU+/8wNMv/0q57/Rqvq9iyNWHh9z8t86/niyyvg6IMHheKB3hv07hsjqMtfOIsyHeI87fpQL33onO9+7w399z++wWe4/Dwt/kUfLkdeUEAtBxbjgKcmnzYu1BWUxJdZRzTcgqnRV+lQm10S3mR+0bWk0rnMjhq4S3yXmB5PlTlEovb4FLNJ2CzIA6EYSkjpPOxhwsDvRVv5b5nxO1DWNU1jFWVszM3u30n3NquGpap9fkVCFm+8aJKWo/DnDEopqKq/r/JV1qkuS9y5fSwJuJkykLRUJse5Ato3I++ec+Rasbng2jhb0+6C+YeaUusBUl7wBFmk7JkLpYFAJVVD8DLRxTINjCrhSwBtYiBkbunR+MOXcBlM+Ss+Wqra6BCHNZGSQqVEJCo0ojTMnaK/WSXAetFQaVZoYmdWRZh+mXw7snVJOXwmcH8NkZpSmooThQFk75Fg54lheK/A+IET2xzXjWWRa14QEFGItaACJRs0SZ4DJWFKG0Oqpsr8Po12Tr3XxxossC4CwiFsungnYPF3yfquBoUUs4gWNGIiTKf7sJY5+asL/8Bf/Lr83uosvzCq2o4GE3FF4+j/23ygGHq8Ps3K6NrnPr0JT+ppDI9QNva3A8IzwRL3xlJf0pOSI7/Gaaov/5pW/SfiGXerVCjdpKC7tsfrwDn//C9/OX9SeqTbX6YgU1ANBy2eeJ5DBgL1XH+fKeyb8wH1/yAPVecobkI19qUWX+GYDMmmrwNoR7p9SYbcwYlAkDxdbN0Gy0VnSys/HbCvdHEjJ6VJraY/fKhXNc4hk/uO5ND/LrM4BkfYMuSKdjzdHc2pnGNw8eOi6JUahya7BqeqfjmcJfuqM5LXlpJ/UXZjrTAi5uk9SdLLEOI3mdnsTgehaStXcZrcD2Jq6LrnTk0/QdkPUOgGC6ftXhac38CxtFqweE9aPFgyWAoM+7Uy590pVGaXGVUpVKYM+lKUj1jAbRSaN0nilLAXvE2EndVEyiIuCAZ4m/QnpHiVAQBD7EzMQy6hBiGndiCJlxBVQlFB6S/4jkRgisY4025H9Mw2XzwQuXKy5uq+EaICoKKG3BBvHPIdOlqwf69PrKdFFokR86QlOqRs7HiHtu9MElCT9gaYWpmNlvBuZ7Nmlxtjdk68Wi6mnRTxjXJs432x1/Osx8X66oeNbZUB7EYv4uogYaC5cotwfsf6P7+d/fe3fZP+uwNvf8EV+6PjvUUpg043pCSyJoxSHS14ItUYmGjnVDPjVq2/jQ//qbdz9qS8RLl9pq/3PeagSL19h+Eifwdk+/9fa+/ivfvAh/DV1tJ6UnChKvn3pCt/81p/mrWd+lHv/xYDikTPoqW2O/xdH+G9v+34e+e4h3/fv/D4/vPFJSnFpTSXN0JJCcXJ9rOM8cvtxTv+HNT/11l/hddU5Nrxn8MyMpJdmeOOUaNQ2ifZio8dGN7HPB2cceWkS37xo69wHE/O0x04AFcsPc73bS9cZUOl0/tt5gWhJpzNt+pC6A04Fp5qGlKXtJAiJi58AgyXZLv2/fS4nwJqpTS52hm50AElydV5sHgBNA8IqhOSCnPP9kFCGoinJtS5D1Hwk8sJIrmedCbkanaudG8D8ETTRvEyXX62zk5JuVSPBxHY4OgGWIB39C3DBBnnV2UyI9w4KRaPgI/hKOOEiGxPlxGTI/m5g/6q0nYqCZLzY2HeslLaGSRRmEpAlYbAsrAwcvhIzexN7RjJIzPShlqblkgxqxmEtXcxO6r1HA9QhJj1ZE1dwfUcZI8tqJmmXV5R6puhUCY1ST4T6fKDYClw65bl8x4x3vXmF1VWlV0FvWXj5KxxXTypXLzXsn3VsnwNRRzUE8UoIkRg6ipkmlag8SxIVru4n1aPtSPSewjma/QVAWMQLGF+PoOBGYwESFrGI5yhEzHBMBD+L+CmUVx2fPnsbv95/E4fLPe7vn+WI3+GkH7HkFEdgosqjzTKPzw7zs6fexflPHuf2j02JW1s354b8NYQ2DbK1jaiy8YUVroQph73JlV4bpXgOuT7f9e6P89FPvJXN0z20bghnz+GubHH/1gl+81PfxPDHp7xr+DDH/BhHpH8lIpNZZ051nT1rNpZ4zZ1neHl5iQ3v6UvBAh8cDCHp+6gmx96cBWuXtGf1GVKFGm0N0loaT+b+A5BoRS1wsEzYMSebmgv/qULfvlNpKTOSqD9ZZnVePbUrmrf8m7nGQgIpmq9Q2wr+/HtzAlho9wXJF6iZRtUukrSi9lpjPrqAl/lV5F2YM2dL1WlN1yMIXpSYJ5EFYtADhm5Ocrei2+/WU1q660sy/uCSmV2+3HwQkkM1YtSgwpmcZ6n0hkndKdiPhRATtcqnhL4UfGkKQSuVpzeAwZLgSlI3RToVq5aWReuqrWTajrkft5K5+THLyNJlkAEajbLmxOFdpCjMy6HqO2YVNGVAa5BoQ/TDqBQTJZzzPLlTUw88R5xQOCiGwlrlGC55RgMgBvZ2A4pDazUKUQHq7Zn16fkjGmUuRJjValKvE6NA7YdIHC0AwiKeg7iRRPnFDAaeLhYgYRGLeJaREl23vgbrK1x8XZ/d108Zrk544Ijp+tfqCeoIOEbqqWMkqHAxLvHzF97Fp87dTv3JQxz9i0D/yxdpwvNPsdGoMKuRaY0o/OHkJO8bXrguQAADCd++9qf8+gNv49DnlpAnxSRLo+JOn+XwZMrPvuK9PPQtJ3jPoS9wvl6jf7lGx+OnvQbxjmbgOdQbsSQNJVU7i7GIayKCiEddbJVzAFqOi6EITPd/Lu8WQKLp+oMlfVnGyA6QXL3T4DFJ2nMuyZb2r1xvn3MujtK6LecmAwfScOsudA0I7Y55IH/rhp1bnf62yq1z3TRtAUyu2HcthnANwkjAKoOUlPR2vY183nwuc/ptgYpEvAjOZTlUUzPSXG2nS7y79WS/Aau8S+rMZKgmquBdqn5rdy2aku5GqRsl1GIJdoBSBNc3FaVmJmgt9hz4aKpUHqqh4EtTCOonR2GKTk0pglXhk1szqqZOlKlfqhTzUk4kn4eMZnLXqcgqV3ZsV4GPSn+mxAKGpTCrHHUZUR+RJrlRKNAA48jlqxG/Iqx5T1UqvlLERbxT+nf0GI+n9K7CzoUxOi0ofIkvPfiQnrUEilPHSRshzqCZKLO9QBTHRNWoUzcYC4CwiOvGiz1BvlF/g6cDONe+/1YEQotYxPMVUpT4wxvsv/4OrjxY8u6/9ae8dvkJavWsuDG1FniJlNIQ1fFks8pIe1xulvnE7t38/sdfxfLjjhN/NqX/8DnC+YtPpRbNqwDND/xqfOprbzQ0EkcjXFXS22r4yS+9j+MP/jLf0KvpyfUlVu8tJ9z9jq8w+sRtDB8u0KaxGYz9feJ4wj3/fMgndl7LJ952J6rCnRf20L19rssvEmdEZODipPNTmB+WXkQXWU2mTXzFKNmaqvv5EfG59O86lNAl9ZbMz8uXEq1yfIAS0+bSKa3NUp2JcpLnhSV3GEj1dmXOhyCfEdocPzcSsMvLEptZJSlfbQd+7DieFhbYv2ngtnVsTi/O8qz5EcoNlgw8zMNAWsUjhXY6tfu26ug3kuhxiBJQmmjHyDKmhdpAfl5X24UQzU0B8zmRtqdg601Dtkr2dbAh4aZWmolST5XpvlF2SDl6UYAGsaHcaHvknEl8+kLoLwlVCWUlFD3zITBs0gG3UHNA7SnfvDy74ZIyEKmrlPoWSeVKWmCU98krNJU5WRSN4CawvOSox4F6DGGquNoTFcYKPkSKiWN0KTBagX0PvZ5jKObVEJ1Sa2DzhGepH+mVFdoIRekpCqGQNAA+76+X1phN5BRHMzHw9f+z966xtl3Xfd9vzLnW3vs87+Pw8l5SpESRlqmHJfgZx6/YqWIHjuO4adC0TVP0gbgfjARBk36ti34JWhRIkwJFiiQFgiBNgcZJkDQJYLiO4coPyRYVPSxZoiiJFMXHJe/7vPbea805+mGMOdc6l69Dipe8ItcgDu85Z++11lyPc874j/Ef/394Hb9KJoAwxUvi9YCDuzmJLut5o2DnbjufKab4TghpGsJDD3Dlj17k5s8f8Nc++q/5U1uP0yk8nSzpjWS2pAPgat7kH77wY3zm2Qc4fmGTc1+IPPprz8PVG+T9fescjBP+Ymq2sUAWc2ga+xegT+hyiS5X5OPl66ckuWlZunqN2e+taf7hR/il+/4y7/mFJ/kbD/1zvnf+Ui+CM2HBX3nvr/Pf/Mh/yXd9cocTOoI5kb70OO/5SkTmc2Q2I+/voy93TmCJV87MXzjk67/+fn7lz38f//XZzzGX5gRFZAqLVNSAhqlYo6tkoPQANPg4sg4VVq/aZ0/qo2lWVvMzYyoFo/CIFXmrkXEh28gInKhxPDQPw9Lmuusb5aKYY4mmFhArBgRqtT5YZVzVaCKlQq1OUwp1AMF55i6JOm4QFIBSuw0anS5luksFOJA94feE184nOHXKBALK8LIZbikaBJGGEFOl5KhAbgztSFJIdZbapUCt+xFCIAefU8gK0S5HLJ0eNW3/en9yJq2U9ZHJc66PMsvDTLsR2VxAE4T1GjQZEJzPgUVDE4VZKzQtNBtmthYakGhqTdqJy4P6M5QMZJBtUD0FFw4VIQZFZoEQfftgamYFUBrcCzQRQpPJqnQZZl2EVsg7mThXHtQ12+eFM/fNuPli4NrXlfVSWCfrvkTNHH5rza2m5VYjzDcC29sNiBJRQsjIJdjYgzMPNqBCmIM4x6xTJSaqk7VmJWeYRaVtFZXAwVHmYD8zn53+52vqW07xpsXd2nWYEv0ppngLQwJ5e4PD+4UPX3qeS80NAPa1IWtgIR0X4jEXY8fF2PFgc4t1jiwvb7H5dMP2cwmu3kCPjweevgiEaAO8MSJtQ9jdgUsXyA9cYPnIvSwfuZfuvRdg7xxhZ9vMyMKrGJK9WqiSD4/Y+cYhu99MfPkLD/J3r/wkR/ml8qXFGC2uBGle5ngOOvLREenGDeswvFyHw8u1qoocr9l6RvnE1e+iqyndG+yKvEOj5JUnVECdlyKSB539kUJRUS4aOgNlX8O1HRRKvdwtwzHqLEHGZhpcB7V6AJRljL0XAmjQSuvx6VdKRdoq65a8lgNZ98M7HjJ8+IrqcUrFuyb6efSCFJUjBw4ybGvn6a8rdcBZJaMhj+hHVOpSuTA20jvgIhHr0ESzoEM0mFpPSmhOBkxk8A3Q2oURQvWgGF03tfuhouQEfW/2JyLQziJxVptsJlObBPqApEhsIM7VPlolNBCiIGKKRZoCKZsUacoGDlKC1ENaC2kl9GszL+u6TNdn+j6TkpKS+SGU/xg9MwWgWhck1PtKVGQGm2cazp5tOH8OLlyK7J5TtneVJnbERpHGBrFDzj7Lkf2CBPf6iNYlmQXazchsMzKbB2NlCWTNaDJVo9RblyWr2gxECxITeb1mfbxC+9OrwE0dhCmmmGKKKd60kFnL+vyCo/cmPrDzIgAr/1t6NhxzJnTsuJkPQBTl/VtX+f3mYUQj/TzArIX1GokZiD7EKBAjspgjbUv/vns5vrRgeTay3LMEJK7nbL6wwfbTOzTLJfl4iXa8seFmzcQvP8XOzXu5Z/cCv9p/Lz/3Zz7LD82vMpfAQhoCgWt5za9c+SF2nlJ0/So+DV4xfs3IiizX7Hyr44tffpAXHwrsTaW8lw0nyUD1MSjKRUUPyN+UR5/XF8wrC6f9GHncKCil8l+0+W0aYaD8lO2lfqnGTWegFZV8fUiH/Vj1GRioQQULDDX+QZGmIqGSoMvwLVuknJBVHdN2EK3qNqrO9S8dCRFL9qX2OSrNagxFpIAX5ESjpoAEARrvnGTfRy6YJrs2v2OyynZSKqgqR8y5zEbY8VJvSXmfTE2qiYHZpqBNpge0E45WSt8BybpAc1VzOS6+cw4sgp+TZqXrh4ZTVsi9or2gPVZ57/2eiJIihBjQoEThxM+vjK5Xrp2d4He1UJCsK7jYNfCy0cL2LJHfF7h1VdFWWPUGMGdtYmujZdEqbeQEPUsV1FzibCAZIQZTqkrZOii5zwaC3JoChRhhvggsNgM725HQRZr29J3ICSBM8bbFy3Uc7lS1/60cPJ6GnKd4N4fMZiz3WmYXDnn//EVmkliqVdZ3QsdWEKK38AGCKpFM3Ok4ui/SbQvb37qf5vJN5MYt++sYIjJroYnkM1ukRcvNRzY5uhTotmG1l9DtBKIcXp5xfH6T+5/aRtx5+XWDBKcx5aMj5Oln2Wsb5rfO8Je3/zN+5nv/gI+f/RIfnF1mR1Z84vghfuv/+x4e+eIBenj0yvt7tWONw2lG7a01m09t89vHj/DB9lunX/u7KdQkRSu53UPUKDG50H1qWitDhl35Lxh1xnZYk3tCNkpMHT6QIWFnqJ6XrNzUkLxr4AMGVcWoABD/2pZ1230XTigBUZJ0TxIpcxNVDmmcZGvdh30jUpCR+tqru3PII8oRla5EBTZeIS8gSoKjF39XASRhtI13R0KAFBKaQs3Mg9+nk4MXRYa1dCIK+PLMNgMdaKf0XUZzsPGcVshi5mCalaB2bzUAjRKj+aaRnUaUgRbUJH7ISej6of6fMuSVFiXbahJXnhhthH6m1VdAnIoVAiaBim+TqPc0YHPAqkJKdo6xFea7M2Lb0SyECxJYnE3s3NOwPBS6pSLzwPkzkc0NoyyZbK49r2WIurhFJ6CJAkEJhlysc5BdKlbF5g/E5jNm88B8EejmBrROGxNAmOIti9Mkza/kUfBGjvVyPgdTTDHFnQ3te9qDxOrqBvt5QSBzIWYCpg6yVmWNMvNs5jAr751f5Rce/TwbH+5YhI7/49KPs/vF+9j+1r2EBDnCzYcj/SakuZLnip5fs7mzYhET2zHzob3nuTA74PJql88+/x5Wf3iR2dMzwsER+dY++fiY0wwvS9MgsxmytYXMWnS1gm8+y9ZXv8EHf7XhWzu7/IOdj9Pfs0PaaJhdPeID3/wyeX+f3PevvL+ieZgSulyhKfssQubEkDWgqxXhuOPsE4m/+YWP8xd+9O+9KffmnRYq5jZMCEOCnUsVelAoqpl+zNMoAAAgAElEQVSzGH0nYH5XHeZF0AZLPMF8BCqlpgoABfMsQGyo1xPf6JlmwgZ1B2OCPEqCQ/EPQwiuvJSND59Nxz4VDpOqzxWAkJ1hFKpkqWny2zqrR8KouwCObUW86xG8Q2LJZa4JeBhACwWsaK3sZy+9VxDjTCBx/U/justwzUfV9SDBZzkscVUHKubebDdE3NdBROpQtoo7NKhdo5CNetUE49grwjrZ9YhiNKJmU+k6gd4w4mLbgGFaK/1KSUSaFoh2/kmVfmX3NWclZSFrIgCNeFVesN85GfqsrJKQArQaaJPQ2hR2QQTUfkt28OW/Y3IS0nGk7xRmisRMnEWaeeDCpnLh/sa6hT6IHcICZgItSGNFDQmgmsy7ba2kTuk7I3l1yWctYmPuyW0PCNKreUxk85mQALMFLHYCB9dt+9PGBBCmeEvirayol2O9WWBjiimmOH3ocsXGt/bZ/fJ5PvHhD3Dx4k3C/EY1C+vUqnwB+8O/rw3nmwO+f3vJ2XjIYZ6zee6Y44stuYkgkGawevSYrZ0lW/M185jocyCI0uVAyoGDbs48JLIK24sVNx7eZe94h6ZPyHIJyxXoKbsIIsisZfnofXQ7kc1njwnfeJZ07Qb56Agug3wtWGKZlVdUThKx4eTNTWR7k3R2G5pAOFgS9o/I12/YMHW5dlkREqw7wv4xW8/OufHvdnjxh3tO/2f9XRRlTiDV0rnnysPXRo3xSnNNlo3XE0RcWWigzpiOPW5yRmEeWXginIohWWXqMwIYw9KKf5styZPr0cpqsm0Zphl9+WyCUYCqI8FQgS+knDDQc6Ak9sOlGZZs2yhuYobRZ4YKvpzsQKjvXHRgxbkkq801jM7DXy9NjYzLt4pUnwOczhTQ+iNS+h5lNkGFwYSu7C+qSZTOBOnsmKk3ylQWoLEkXgVCC9HpYTkLneJgCJ9jEnrNZta2Vu9A2IpjLNff99VYYh6y0oiQOugFJGSCBjQpCVuf4y9AahNLvYMhYs9NBLql2qB7azMB89a7OaJozjRZCCFanaA4Xru3Q6FC9Vnpk1GvNEN/nJE+QBSkdZ+IYN0wu31ar7M2gm4AIZPWUwdhim8j3myKzBvZ16tJkL6d+5piiileIzQTrh+w9fxZnj/Y4crebuUeR4RWlC0JBBE6NfrRXjzgbDhmU3pezJvEmDneUDgHea6krcyF8wc8sHOD+zduAdA4GLiy2ubqcoteIy8ut7m23GTdR47fI5z7SiFAe7i2+asvX52rLRzf23L90YB8bId7H3uYxa99zob8VEHTyzsh3xayuQkXzrG6d5v9B00Fab6/wfz6NrMnA/npZ1/SRVBVZN3RXDvk/Jfn/Obxw2Suvq7b8K4Inz0w+U27Z3mUsEKFCA4CBqpR0ODylnlkJyC1Kly+tnz4tpkG/15GK3VHdEjopUwGAyq5bFCT7Jpcn1ikr8kJLlJPwlsFiNNObB+2y9JtcCfgUVegnmnpMMhw7kXFKYzkXU9er1HCrhiid8BQ5h0ypfMgiGuplvOKxeNhtBjF+POhvOZgpQAUwe+dJ84ShdCYZCm9dWlM+9S6ElZVdwpOq7RzIXfua9Armkx9KKsNF/dZSb1V5nMaOh+NX6QU7ce6FUVmLg+bldT78RrrEqU++2NS/BSooAinJoVCnWqsJiFrWB11SBPJGxB3oGnE/RpsnTGW+2nXI5duWI6IGtVqvbZOAskAi6qiTbD5izaSpR86TdgaJQihUZpFoN3JHByMVNZeIyaAMMUdjbeDi383zADcDWuYYoq3IzQl8o2b7H7tLI8/sccX9+7nxs4XOB8yEWEhQvKMoRVhIYksazalZyaZrIHdxYrlxSPaNvHIPVd5aOsq37/9FPc31zkbjeffaWSpLc/3Z/nW+jxPL8+zyg1BMut0huv39aTNBm1i5U+f7gQy2vXoak3olDxT1nuJp89FPvilS6Rnnke7VxlGHoXECGe22X/0HFc+Glk9skSPGhaXGzaej+xuXWLj8ovkdVdKmsa37jp0uURU2Xp6zt/4dz9Lo59+3ffinRyC5bwZMT64gASnyVD8Byx5VRlNJjNQZ0y604vmWpJ9vGJehnuHynuZXwhlBTqsJnqnQhnRbwreoBBRck2cKzmlJMWV2qT13GTYvUt/js+i7Hd0PSg4IHviPWoKyDCsW3sPFQyN/BkYXT+c318O5G8f/zSpGPAf3iOEoMTsXRBHFdlpV9aRKYPVDiK8Y1OaJOKSsKLQtOYdoNnpVa4Q3GfYv9UjKiy2G5oAKYD2SkhOZwpKn6BLRq1JHSRrL1AmrDU6lacx0bOmFWZiCkhkQXoMnQS7e8kuL3V2Q4QZdt9Mnta6Bk0AaUAypBU0Ejm4tSKlObMG4gJCYx4LErxrITJ0YaLJpqojq24Ny2OlW1lrKkatylCNCqHTYT9+bzUq0hgYmc3MnbnZPr3O6QQQpnjZeCMeAt+u78CdjG+XbvRGtp9AwhTvylAlHxwgn3ucD958gD947KP8T78EP3rmCS40t9iLB+wES7CPcsu/Pfgwv3PtYXbbJTfWGzx17Rznto75qx/7DX5q83F2QmIhwlyCDTd7etaxotNjHmpu8mRzg3PNIVmF/a0FT23cw78Lmf0HLtLe2iZev1nXdpr1a7cm37rF9jePEN3kxsMNeQbXfuR+zn1+A55+jnRw+OqDzz7o3F88w3M/GvizH/9dfmLnK0TJPLm+wKduvp9PPvUQjzzzfsIT3zSqkWYzWVuD7B8Q+p54pWHrEw/w+NHet3lj3nmRpVTOS5ItILkmpWJcHXNEUKyyLxBCproHJExLHyybQyA3lPKwuKINeJKt4kZqwdJ9T+rVy8bGRQfEng0TOBWimu9CFqu+B3AztjJCLRRXs6qqRAEaRYZ0oI1ktQF/M+4KnuZTXq0pf2EMOT7xkNp9SfXaOT2r8Km8wp6DqT3VUWbxCrmW40DSInFq6+slo8EM08qQcp+EHJUyn+H2XnVNITC4VdfkNhOjMgugh7BeCxqEkJU2wHyu9OvM+qBn0c6ZL9RMzRrL0ldHysERHO8r3UFHbAJt40+LKCHYHIqKIDMlzAK5sSxbfHBdk9rCgj0LhcITRVye1p/DgtAU78pY4h8bQWaBBmEzztFOWV4X8oYg20K7YVyk0Az3PSW71jGYEVvfK+vjzMGtzK0D6I57Lp2dsVhAM1N0lkmYY3QbbShaGphFcSlUm6HZ2c3El45JvWJMAGGKV43TJrl3Gzh4pXW/EbrReD/TXMMUU5wiVNG+Q59+lnuWa373wY/xmx/+AJf2bvKhc5f5+v4eR13L1ZtbhK9s0x7CelcJvdBvKj/1M5/nJza/yoWYmUusFcpAcFdciDREEoTEXjjiajwkoixyx9FszrX9LbaxP+i3DwGf6hTWa+KNQ+I9C9rDQK9CtymsLm6zuLmDrFbo+jVcm4Prv8+Ueeh5T3ODTek5G46IZNYPNjz/wCNsvbCD9v0gk1q6GLKCw2O2n0vo8g16OryjQ0EDkgSJXq32+YJS8DbxzOxJ28k6ecmqq3pNLd3nurVVsoeJAx3K9CM6j7v/elKID+kOLCEdKvCMPAuKW3MuvCWn1/jSahUfBx/1nGWgGeloITg1qFBMRtSisWIqTocatx+qYg4Yv16too04HagMFueBBlTWrlnJRQoUu1628lzP3bZVkywu4K1cVeWku1r9cbVrFRtoF0rufF1uMLbR2EB0kEDTKrOZVgpTArqspOPM6mBN07TQgLR2ccvAtfZUQIlgHgICxExGrMMQxecobC7FBJr8c2pDYQCLtfVj9yYEaASIQo/SLTOyFroeJJkhW3YaV1YfLs7WlXKrDdtvUlYps+yU5X5CUiB1gnZC2DSak8xNuSiKdQ4QJWalScp8Q2B3mkGY4k2M79Rk+M0ECXdiH1NM8Y4OVfJqRX7mOd7/DzLr99/L8cULPHbvRXaf6tm9tuLswZpw8C10Y063t0W/1fDC98/4M2c+w/nQs+leA5l8AhyMv7cQuCd2PJ8Gbu2Z5ojV85ucOzL312HK9PWtn8tX2NiYsd49y3oN6zPC0aWW9uZZwuGRmUG9jHJRjayEPtMc2/HPhzXnY2RPjzkbnuBCs88vf+yDzK/eS+wT6eo1bILSMqa87gj7++x85TrtweugSb0LolTMjVbklCEVJBTtfx2GfX32xPJddSqQDRor0GOOtVaL52TyXXgvnk+XGn+oVXirQGvQOvAsaM2fyzrTwOypFKXSO6h5umecQ87v1KMR3Cm0JJDawSivBB29p2xRQYpz/U98s5zvGDY5iAqe1AtGCTQ+V722A6jQQVpzBIyKr4NRcvw1pwgBxsMRRhKnVGfrAp7E/RUkKu3cOwzJh4yTEGcm9xmCAcTolBxNkNZwvIa87NhdtHQNSIQm2nyCYh4CuYd+1dHSElsh9dCJWtckmvxoCGVwfVDUdRaZHS+ouVwXXCnDULdEaBqgFzNtQ1iqsu4hrq1LItgMRJk/8Fti18IHlxuURhXtoEtweGTApnUKlK4gBVuUzG2mITbWeWpnds3ajZf7SXrlmADCFHdlvFnJ950ECac9Ph99+o4fZ4op7srwv9bp8gs012+wO2vZbWewWlnFvOtJmgmbm7TpArK3zep8y9mwZksCrVjVPDJUzwvFKBBATPfbEhHhMM+5kbZ4bn2W9mYg9NlKaWd3CTdvkde8Lj+EfLwkXL7G5t4mojOWF4RuQ8jzhhDDq3cmVEEz0iVm14XLq12iQEskinAxJsLseY4/uGT/65ucvbKN3Lo1dCUcJGjfE67fIqzegNnbOzwKLUgdCJTCdq0IZ4xuEqg+BeLUmprBS6111+q6JfpjRSRP0AujqGS/hQJUEv1KAWKoinsF2PLn0lXwpF/hBDelVPvLOxRP3j3xLzjBs8diL1C6GycujH9IDqir4eiALXxAW0YKTTokp05cKuAjFOWgAgp8/WYY7bMB6mpR1sCow9sGoBwceJdAZegmWIditGZN/gNduiY+KN5AWFA9DrIqzSzSilX4TS7Ikn+TS02kLrHYbNFUKFoDPz+VRD5CuzEjRpzek1kHsW5IVZhSkhitKBXwN5bSrfKvgIZ6nY2yZfMMzQyndFlnQDzZT52SYjCAIdmwqYgb1OFmczawHQPQZ/JRTx8jfcL8InpFDiNCpiHQRGEWDFhFtQHrphXajXwqr8YSE0CY4q6Lu60y/+3OEjz++c03cTVTTPGdF9r3Vmk/gpdTEkoHh8SrDeHMJnkz054giJxMwj11oSex1J5VkU5FyRroNLIIHc2HbvFC2GX76QXbZ1u2c6bZPyRdv4F2/amAgvYd+doN5l9taW6cZXVml2bpSVTTvGZnQrMSbx5x9mvb/OH1i6RLlmREIoHApdjzk49+ld/78kfZvHyO2ZVrpK5nLMeqWc2ArZ8AwjhqPunJWkltNWPqLwoaHSyUN+PJdLbkqSbRPkybdJCmBGoyr04JKnlsHXD1PQbn0usoaRTciRlTkqnlYB2BgPGPgQwF41FbgMIoKq2I8dBzKIm6HzFDrXZrBQG1QD9aMydAlYrPLDgCMXdegegdAe92DE0NOXE9A1TTOQkK0dYZsiXjGTWtUGVwH06+TcQN1aQ6WJuKD+DGY6WjIo3Uf6MasBCxBDq5bC1i8qf0wsY8kFtspmct5JStyq72DMQMqfHuT7TuSZ9s/iEnfw46m3toCfRdIq3txsVGkDiSiy2XWJTip4y6HV0jZgiZ7biLmXtF+D3yx9VAUwEIzegBCSAzgRk0M0GXiTh3T0XNdFloD3xmJKqdc7T3W1fNlIxmbfHROF1MAGGKuy5eKxl/vQDiTg0LT/MIU0zxBuLlOPs5kW8dEF+8CXnTjVQ9kRgmK/1ri6RKp5m1mgTl98yukrlKiyXhf+2HP033RzL7WVlq4DOrB3lieZF/8Hs/xnv/pbD9+0/RP3/5Ndeq3Zr0/GXk+g0u6PvMSfXg2HjCTWNGaq8UOcELV9n9YsPlf36RL33XPdzf7JP8GgQR/tK9v8lvffQRrt3Y4N79B4hPPmdUo3KtNJn3QpoAwjgsf5RasbVEP0BMlks7V94YGmpmZFq2w3jyogSBWTRt+ZI4ugSOdyKMmlJcydSr5RKclO+DuoFYzctAyQ4epT6xAZVcpUENt5QJA2s1SAqDs/AIIRRlJsQFuQq2ERlVhF0zn9HsA5DD8PPTOC1Ji0Z+1HEOauSibGl6lmxuvHUiuQAfH3wuxwjYtVA1iVEVmsbPLGdS9vPCOgnZVaOaDEH8umdzJzblJbsvhFzpShVMOVoI3gWye6m2VrvYFVxoUmJjw7m9KpIU6YQ+G11Hs/1INWLUnyD2zBwc+NByFqRXrly5RdMGtreFM3tz5jHBZkvcgPmOsLkT2HLkqMG7JaIoyWcTog8bi6kkxWzHopjZCbm3zkQMUkdgpC9KT0oMymwR2DwbuaeH9qjl+ADaABsbLXQ9+y8mjpKwayYSBNxDIkBs7fndyEI7Oz1AeP2TW1NM8TbH2yWdOsUUU9y50JTQw2M2no0s1Wq4SbV+mGdCXz+OtKPzLGUnmHzqpggLCcwl0BLZlJazIXA2ZD46f4Y/sfMH/Nz3fp5n/like/8l6wKcdm2rFeHKTeLNQ+TApFZlNuO1evbq2oc73+z5e8/8JEvtK+hpiVyIx/wHH/osxxeFtDlDdndesk9Nqar1TGFhFBg9UWwvPA+N2ZI1ina/814orP+hkk0ZPg0D3cYAx20mF1IYQaOhYbWEWlwrNWhAcoAcnCVWyvdS6TJ1P5T/OTIpK6scIKmUHhm9PD4H+3zUFpDhnIfv2YEq5UXKdbMkvE4vI7WjUN+s1sGqlDcFJZtrtFLaEEM3IWR7PReKkff7ChsvjI4fqfeoDEebalImlXVR/sVN7fwaeiel/JgIxZ05WrU8moQoWWszLngVvY1CM4N2Ac3cTNYI7py8EtKxoEtIyx5JmW7VsVp2blaWkBDojnpW+z1HNzqObnWkVC63LyqItXKi4HbYCGp+B3OfRRBPwBXzbchS1ZAUY1hll2MNGmiCMG8DW1uRrXMNOje1rn7Z09Cwf3XF8Q046gKHqqyK0ZqWLlamaSaAMMUUL4k7meDfLcpNU0zxHR2a0f19Ln1qxb85+B6e7lsOtGOlPR2JI03czIlrKXElJV5MwlJhJkIrgYVEFhJpXQ4VrPvQSqAVYUt6dsKaP33us/y5P/G7PPnzm8R79pD2FLrgqmjfk6/fQG/eIh8cokfHzqF+9T+julwhtw5YPH/EV379EZ7qhaUmogitRM4G+HNnf58/9fOf5IUf2GD9wHmkaU+ChAkcvDRqgugJmFiiGHBxIHD+RsmHx4lRrml2SUzxYeZcePNa0++qUFO58raLQU/f+fUVxInUlN8q9lK7D6ojkKI1w/VEWgeJTF/ceDJAvWMgvvJCI1IVT+SpyjonAIJLc1pCXs6VOjNRVJPsWnjl2s/1Nh+1Ye1l32hVSwpOryqJbe1yRCBakh5xIzWx4eespgCVS+dEtAhRUeY0hAJxDCQEp0cVUBcQEzAow8ruM0AUUhZyttdnLWxsCZvbsLklbGxBnCsabfB3tTZq0UKUs1uBszvCpUsLzp1v2NkOzFtl1sBWDCwyxKXQ3/LtepAEkg0WjTBpnW+JIrRRkBaXUbVOSJ8gZXsqO6BTS+4LNotA28CsgdlMWOwIs4UBsm6tLI86yA3Xnzvi+s3Efo4cqzsvJ61+CiGIy7yeLiaK0RRTTDHFFG9/qJLXHYs/fIa/8+mf4ub3bvJnzzzGQhKtZK6lBWsikUynDQvpiHFJgNv8EaxkeHvavinQSk8X9/n4zhf52k/cw/6/vJ/Y9+QbN19djagscd3VtZoAuvHLtRK+X2ablNDjY8L+EWef2OH3jx/ipzafYNO5BNvS8mBc8R+d/xSf+bkHuXZ0Pxf/cId8cx/tR8eb4iVR6EKUfx0IFBWdotVfsl3xJFTHLmQ+bKy1LI1L1Ejd6cDhL9mqUVAGyVP3Y6jZ+7inYc/GwATy92NJoiIV0FhXYTAMGwaH5WRXoGTNo66DUoCRy7zq8Lbs0qu1PD2WGZUySFy/pAwXF0WjwX2hJOvZQIdaoq7kOqiM2gCxKSYVNSn3NRCMtqSQpDgF201QCj++0IqKO3M5ajlb/7peUJ+PCEOnJbTQaGC+kSBB1mAV+yjMt6zDoBlCp6wPM7qCPitdMnASF4F2EzYWkZ25nc+sEdo5xGBD0JqEfq2kJKy2lQY7roDJqWK/lzLeGSj0KJSmcUCgVDf2MAKx2YGt7wQJQmyFWQ6kLtMvAouFPUuaIC0TMQQWYc7Bt5bMZoH1AzO6vrdnQUByIKCEePoOgryetuWunNcflo+f+v1TTPFy8WZV3N8O2s8bmY/4lP46t/Ta6X8q3+Ex/R6Z4rUinjsH9+5x7Yfu4XgvcHyf0t3TQVQefd/z/PDek/z5M5/mfEhshliVgQq3vyPR+V/e9iUGa4msyrWc+el/8de5/zfhzKefJV9+kbxcvuKaatSM1MyUNBVZ0lffRmYz4nvu40v/3R5/5Yd+g7945gtsS1uVmjKZa2nF/3P43fyTX/wZmhtL+nMbEKD9/JP8zvVf4Vaefo+U+MBDH9a/+cv/eGDq+4BwQOhVyal3RZhAaExTU73bkD2TDM65JympqCEVvr0PvwJUGdDSSYCqllTUg1wkiVJ81yGbLxT+Ia8tckSeNVoF3zN0qBSgUjUv5f3a1XCee3kWSxdBfK3O2rHkurYAvItR6FFSgEct0de2QHAfCD2xrwK+xOYahLptpcpk0GzO1dFpNoYZbB5BS4Mgm0dBLtdJS/dhBI5CufTDOaY0KDcRlCbaz7YG8yyQfHIdeZ1Z99B3QkogIbPVBBJC3wmrI7j5grJcK6tVpl9lwqayWBidp50L7aKAJpsFyZ2wWgqrY2W5VFKGnfc0nDsjbGxAaO3fGA2UaFDrBqCVTRbUaFipg743sLCxbQBDFbTLrNdKdsAZBOYhWrdhrRwfZp57ZkV/S+n2YbUM5GxzFdmN+nQn84Ef2CVKpksZ7TPbW8JiQ/iP/+oPPKaqP/haP2NTB2GKtzTeLXSc8Xmeve9tXMgUU3wHRrpxA9nf59yzl9nb2iQ9cIGrH91hvSt8Y3OPj5x5zh2WBzpRAQemEuQmakArsYIDc9SNZMmcD/BHf+BxHtv/ILP9i2ys1uTnTwEQChjQ9Kqdg9u30fWa/OJVzn/yPv7vi9/Pj3/oK3yg6SpACAR2QsNPbz7O//iXfpb5VssPPfA1vvDC/ez9L+9Hfqt9nVfxnR+FX+2tgVGFG1RMMahq6ZdEXIeKfUmwpWTB4FV3PZGs1mS/UIdGSXcBC8H5OOKJPGFU8C+fjdR/6tae6Htj4gSwOJHf+1pESmV/TPcZnb93MrxRQG0elGXUrke9UAZo6ilpxSQ48CDkgQ7l1ybX6+4j1gXv+I1J2c4v+AK0zHQXoOSdCgRT6soFPRRpUSgGdUX8KZehccp1KIO8w70r560iaCM0jSJzNTPkLEQV6K1j0PuQ8kKUKEIXhdxSFXLJBmZwAKcKfTZQlZPS9Uq3hvlBpp8F+ihE74xocA8WHFiBd1XMkdmGsjGn42wO0DGWsXVT5+2dZpSSkNPwnnYhzOaB1NqsTQ4+WK0OYjLkZeS5F3qk69HeVN70Yjzx/L1WTABhiileR5xGEen217/7Y0d3cklTTPHOC+f868GB0XOOjtl4zwfRGFmJuRIvfPagJNidphOSqGNgcHsEAq3Av3/hM3z6kQc5+tImi91teC1Vo5dZ5+s6p+WKM9/oeO5T9/IbD36Ys7ufZXu0xEDgbAj8rR/7v9iLByyk5/kLu/y3P/lfkR+bAMJLQvIo8S1DwEMlWkq2mEe5eW0KSMUE5pbMiLEzVOcp22jtQQyJc9ld6TAM/YwheZeBWnNCH7+U0z0ZLna86llurcqjw3BuKJ2H0g0p5+XnMpqzqJSfknIKZj42RlGDZJNThbTOOdSuhZ2Enbsow8yNMJzk8KlIoDgoqyqlxxIYjN0InigzUGxARzPP4vsZLk2ZMykXZnCHkAFIhWHRZT8BU2KKQEgCK3d+7pV1VlI5bz9YCOJu2P5sZe/wFeWk7EcVc3Pue2V9JHSbMJt7V7FcKwoei3aPQqoKWoKYY7Vkf7YMMUgUaBNNyJAg9UrqraugGiBidKN5YD0DnSW640TIjUuuCtrbHMONZ1bocSKteuZNw3wmNHJ6R/ZpSHmK79i4G7sRd+OappjiOzbKcPDREfMbHbmB3a0ljyxeYC7hJQCgqAMFhteCJwnBaUZjN+aPzJ7nw/dd5vjeQL+3fedPp+9YfP0qlz655n//xB/n3xx8hG7keRBFmEvDTyyu8OF2ycNNz/fPrvADf/JLrHdfR+nvXRIy+gjqmvRi8pmhKOcINiuSh6R1AAJlmFQG0ystFfnK9LFOxLi2X2guDMO+5b8KDkp3w/9fRhqyV7cJkIOShTqMileAK7DhJKgZHd7HrO3sbT5XTmCaMrxbhqOLVpKpItm6s2OILBjtKvi6Rld4wDFaTcN0dF3qXHb2fJeRWRxl4LuoKJW5DeqgMQE0CNm59mWEuzKorIFBzEKDDTmX8xx8KajfkGBVebv/lrDHILRBaCSQM6x7Zdl7cp8yq1457JXjZGscOydbtwByB6kX98Ow56sJiq571n1mmZR1GjloF4CUh45HcNqaiBDUuhmNr9ecnYWUQUMgzgLzeWC+EJqZkIPPbYhdp8U80CwCbARkHujX0KVApz70vFL0uiKHwEGgv6Usb8DRrdMXNaYOwhRTTDHFFHdveDaQm8CtR+CX3vcYf3TjGyykuQ0gJBJKUCVhKkGBQEaruRo4eJABTDy0fZUn5o+g0Qc37+RAsCr5qWfYuHKNDz15gX/8qZ/lo7/8NA82t2hRFgIdsCnCTh/EPSQAACAASURBVJgRCGwDf+vBf81j567duXV9J0ahqJTkuiSjYoo9uIRmSSAzVv0tHPYQiwqOoE0aJDGL10FJVZ1DlEty7FmrZMxRuRxDbNA2l27DSFZVykyDFMhg0pVZFQ1u8BVgKN2LU3/MATg5bynULoNTVrQ0A2ybwfzMvRVKdbysIXsuLcWlWdGQKwWm8OwplX+BRkDLTIKDFiXXOX0pCEaptCPR4MV8gWTr6/IwI2FuxEoMEKOQg5DUefTJwURwepibi2UBiXYO2btCvYK64Z0AUUYzDxglx58Sspob8lGvHC3h+Aj6NUjOBFVaKb5t1l2MjZmVpdYoO0mtkt9j6qUyg+0NYaYNS6DvlC5BEkgqaO/gMwhE60aoAlm8C6FVPasRXA6Z6oEQZo0ZyAlEyfQxkdTtUBLs7jUsFj07m8qLrfDM9RUxzGgbAToaVRpt6TsDDusl3Hgus9yfAMIUU9yxeCWa0Z0yZJtiind9SECSEjrYjks2JRF4eXnSaqymASSP5g/0hOlaUqWVzHZcucrHHQQGo9C+Ix9kArD3WMMvffo/5QceeBqAR7cvc6tf8J/v/Q4PS2LudI6dMGPjdl3+d3sU/gkwCPyXYnL52o2rCHXgdtjck3XRIdHXQjcRkEwWV9bx49QBWZ89kVySU5cclezDwpXkxJAZ+nYFKIg6x11uAzvlYOV/OlTi6zNQegHlfQVYMJqPGKr5pRJeZhNsn3ae1Q7C91EhilfCS7+tgpLa4hD7uWR483DkAhScBuWqRmX2I9eFm3uyKU5ZP6C4Otvgdfb5iQJocOoUDmJGHQwKtWe0Em91ZP9U1cBJr0rORm8ydSOfBVAGiVL3bQjV4K5cRwOgIQCNm5AloxtltWHkOlxeh83LcLWMrlDpSQ3PiYibw2UDVkVhK2ggxFSsuck5I0FZbEdU4IxkVjcjQQNRzQ06N5HlTaVfCdor61XP6lgMwZwyJoAwxRRvICbjtCmmeIvCM4CwTrT7QqeRRaUYOK95FAmtqkbjDoOlMuEESFiIcr459OPc0bMYwmlT6dYB4Ykned/ffpSvPvpB0hw+d/5D5Bn86F94gvc1l+u6A/FEF2QKzxG96iuecNZh3JJg2mdUs7G6rQ0lKGZINWj2c4LyU9LiIPacFflUUVNCssOqy4iepLtILiBBa1eh0I5KHyHWSWap66/0nHouZe2WmLowquMHVyPyfZc11FMVCGng8PvefB2jY2GJvytxjryfLbkvlJ5CUwqFKlQAhnc1tF5tv/JBykkP/hSuwJR8LgQK5cbvTfCti05rsBtS8JI6HUzDsK5yxtl6BXX+Ql2ZqgwbS3IaVAFMPWhyWBTFnKV93wS7Lo3adSkXq6W0rExlKAn0KL0aBcibPJgnx4m7Ua9peQ6on/unfpJSb1AYZFD9vJEBxGlQZtvC+TawqXPySpEkdDT0NDx92NkdUQgh0i+V0E8dhCmmmGKKKd5BoTEQV9DpMGRXwEGnyU2XnK7xClFAAhghKQBBMnEFob8datzhyIm8ysQvfJ17nztP3tlged82q3MNT3fngWFgOsoED26PUqE3VZghWbe03nTnNUFR2pFiUCYmuUkW6xCEUL0ToNBmPIWvykBUqlt9SGpjYTA+KzKgNbuX4UO9BF5qzCo2K2HdjdGJlUxYvJtwYj9DZ0L09tSzFKwreh5WptS0vUiwlmp2uSbDoWVknKZVqnOo1FMBy22ZLQNKKcitXH8hhEGaVRSSZq/2F/8Df933kh35WTXfVY5w/aToKXKWkz8XqrVCLnaBK0WpUKeK34BkDCD0DnZakCiE4teg1mFIfi+Mw6QEHxnK2Z6v0okosxy1cVATfaed3X6v/PqqqIPPMDxPogQJJEqnycGGDOAsCxCMptU0MG9a0soWkpJwuJ9oGx/OViVkJS9BN04/pDwBhCmmmGKKKe7q0L6jvXLAmW/M+D+/8Uf43g99kzNhSSuxdgQW0hBewdX45VL/MqzcaST0QJ9Hic5bFKrk/X3y/j6IsPjaJpsX9vjbv/dx/uQf/xLvaxJzmf5Mv1IINuxZ1GtyAu0VbYCYkVgq+ZZND0ljMDJ5whR1Zk79IRDEauimpW/V5AyUwrE9bSOHZQo1xT4p+Xlyr4A6VuBaojZXIFZtDopQS+mo2nyMyS4x5OAuFRrqN4bKPZjqjvpmZHFtTnMpNgBka67zCPUcfMhaLZ21nNyGvSsIkKFbEhz8iGvuqyRgUIOKVV2pgCkZ/+PD2QYWGuz62rUxmpd2QG+JdS5gQqhdnOCyp8XoToLdX5v98Eq/J+WqGU15MMwLoC00rTKbZfoWupDpeohNpImCtMosOO2rs+7SShUav78JtLfrl7MaeAiBzYUSQiZqpEENZEQ1IFPuc2n0CMTCeYpQvDA05LJ0JMggryqFJmfblD5QzlTviBhBNyAsTAkprGChgd0zETlKyNrW3/dCXp/+d9ykYjTFFG9iTNSjKaa4MyE39tl4fsmNL+7xmwcfJPt/NktgzgclimrRy0XZDuBmjnz54D5mN5WwXL8l5/GKoUo+XpKvXuf87874+1d/nCt5TU8iDVqQU5QQT3lVyVmqDKWVnz3TYqROhPPN8cp98CQTtWoyBjQkah0YFlfFMSq7GuWoyG1KPcRQcS//04G+ozp8oD6g6p2GMhRcvA2CDO7Fxr7xdRbKSaYm+eWdJbEfjzmMmhyjnwIddQYKRNC6YaE3lWRbA7XCz2371vFeR9yt8lnGwYC/O/gFqNX2MqibnbJVZgECBurEwEjM0Co2NBxcLlVBegi9VdQ11Bzb9kOhhhXlJKq6UQggjTBrhVmrhFbJUdAITbDjpASptxmlgNGSUmcDzbkXpDfTteSD581MaGfKRgvzRmmin0OUqqTlmNPuXyo4zu5OcJUlCcM9LeMHBQOOE3XBzkdTNpDbG2rN4s9phijKrFFmW0K7C+0mtHMDin13+t8lE0CYYoo3OSaQMMUUb37oek08XDG/JvzWlUfoNFdztBIFFIw7BmNAMI5OE1/r9vjM5QfYfKFHbuzf2RM4TeREPjziwmf2+Wef+kH+xf5HuJZWL9sBmcKUekz9xSvagIZEsdQtuvnG3fYE17+ngeomTALSkHoT1ZM8qkkXZfi4ZKlB0egDzlKGY32ydbTGktzLKHM3frpX6stbBRtCHs8KOC3IqOeecPsGYzpRHWwuHHU1JSEZVaALmPLF1GsxAABL4qX0SAq6kIGeVK5QBV4VgQwXt+7Ph4gH1OZno0bx0lzumw7zIdGq6hJdcdU/xDsM4p0UUUu0KygqVJzRciSAxDB8SCBIIIRAEwNNK8RG/Fmwe5mDgQBzXh6Z4mXQNVZ995aOuBRpnEMzD8wXgflcaLx7BZgqkRZAWB/L+gzWEPN9kKIulbWqGnn/pD5PISghQmgECYY6NJe+ll+fqDQL2LoHdu+NbJ+DrW1B6El9x2ljAghTTHEHYgIJU0zxJoYqenhEuLbP2ScST3z1PpZeVS9UoVeK4okw7jh0mjjSxCf2H+Xwi+fY/OYt8q27ACAA5IT84Tf4wD9a8b/+qz/F/3btR7iZlxNIuC1qOli7Bv5Ckb0sGbAnsV6w9gFk43lnp3+ougJNMudawRJMHCCcKMkPWTMUSKGcvDvOs69897KVJ7tItSerCX9JyJPTa1SGTkTNsaV0x0bnXvatxZDMlXhepoM2Xn7tBni3ALEORlCG9Q4XGmF8GXz/o7kMKSdQEuGaDNvEQxlSlpF3gt02q5gX+g1R3cvAh5HLPcPWWEGJ35fia1HPpZxsqd4Hp1mJ92bEzMhCK4TWndh7WHdKl5SUlHWvdB0kf6Yku2JVNhARGmgbYd5aByHMhPlcmM9MHpXa1TEqkN1H70gJ1f+hdMGyvx6C37+6zfDchEKzikJshWZDkLmgjcvg+jOrUdFGCXNl72LL3qXAPQ+07O4J851Au/GSx+IVYyI3TvGWxpspBXq3J+FlfY/r1bd5JVNM8R0W46Tfs4m8XKLPX+bMY5G4usSv/dRD/PTmk+yEpsqBlug0vQQ4FEOy5ClEUuWffv77+a5/fUx+4kl0/TZTjEaRDw+RT/4B3/XZOZ/5+x/gx//iT/D04f/8di/r7gsVcsilzu6DnEY1U68y29CqEL2annPpNLnKjWZSyFZxT8ZZCWFkmibQiyVxJPGOREA0j5J3qV4GLyHcFD5/GKGIOrAsXtX3YxXqjyg9SpMHFRvLGsMJLskgzwqioYIIHAypO/bWxL7Ijkr9hndGhs6EetI9zFmPOhnexciUWYtClco+C17ckaVeASmDxCGgsYAZpzB596UsuHhMEHytOZvaURITMwoKIu5ZYgO46isCrIvkMqQQCGnolpBtLiE0ymwhBBoC0N3sOTpWjpe2/gUm/xpmQp/tmUpZ6fyebUSlCUrjjsmhB3YyGzuRxSbEBoKYrG4WA58hWyekgJzsna+qKCWl61nug3eCggPQYrZWrrcEZjM/85xJycCtChVsRAnEjcDWewLhXM/me5Qzl2B5q4EvvvaPFkwAYYoppphiirs5RuZlmhJ67QabT27yd5/8Y3z3d1/mgeaYswHm0gJwu9dB+V6nmSBCp5mlKt/qN7jw6zPap75Jeos8EF5X5EQ+Pka++QwP/astnr12evWRd0MUOX71ZMpyQqmymGh2/X0XKxUGmdDsJJ9cEl7brJar/QtL4ILNCIw7FaIgYeRLUKrtJdkPRlvxrHuovsuQxAOWFpb3SK2EFyWh7PQeHNzUOQGhAo7aKajNCK3dAcZJO3nYuOKBwKjm7rMWds5lMLYOyOKJvX+vbsPIK6KAjFCWNHQ5VE6CCnshlJ2YIpFQFZOCCBocXNXh54RI9BxaB0CgxaOhXKvya8PVimDwYgiCRCXOYKawsW3Ga91BYrXMdBrQqEgIaA9zMZBT7k3OSkbI6iZy9GzsRMJCDASJ+PB5MZYrhnXUbpfNTEjtupi2VTlGMd7zW6V2nuXe2Vx4hqZ0I2y2Iic7ZvGYKPddxABRjErUlvbM6X/XTRSjKb4j427vHkwxxRRvMF6NMqRKPjqCp57h+J9d5K8//h/y/x49zOXU02kaPrB/K60IpUNZaebFJHylO8PfePrnOP/5G+hqbRzlph3+4t4toYquVvDZrxBvHr/dq7n7QrLPExswEHF35FA48sWJwNBEpcW4sL2pCRnv22Q0B6Wfmmh69yGUR0OhcmJqfZ1KrZE88lwQqinaiFVyYshZ6ofWBLLQkzRACqOKf4EZkdEMBZZAO4KpKqcyDFTbAHSp3ttu6tA0Zb6gXlRKNlySWh29dJK6NHD/VfGqOWgs08e2TfakX3SgPmWRmmhnT4LVh3jV3ZeLYVltLAjVLwEdaGMpu4KVvxQUQq8MvnI6UJEEMzhroJ0ru+eEc2fh3JnAYpZZ9olVn+hTJneZkJQWmCPMfH19NnlTCcLGTmRnEWiahkygT0ZNytmoSahUcansoAUdplWiKo3av0GV6PfeKFnWfbD5BZNYlaSmpuSmbIyoR/XXl39EzCF6HoX5PBDPBBZ7k8zpFHdxlOR+ch2eYoopXm9oSnB8zIXP7PP8/BL/w0d/gf/khz7FL57/HUvk/H07YeSXoMphVi6nDX7/+GF+7cqH+Mon3s/D6Tqys4VsbUCfyNdvoOvOjqFvg+zpK4T2XR1EnGKIUl33L4xkpO4xEIIbbMloRqBUaXPdrijMlEaVFDpKzeS9kj5Wo1Gv+ZaEU0bdDN9p6SgUsCFaKDRD4i3ihmcVlozSb5UTwECMd1PpNAXrlMTcllHHrKtK0u1PsBAGzkrpzJXL6AhC6wXz7kYFIL6WoTFAMUkrPgNue3DinGytRZq1VPrdm0IgS3al2tLd8WtffSDKeQUHPMP5F++BWmXH5wUKABIhS3ZAVLYXiJaAz7dtNoC5IIsZ+mxP1/fMmkBMiRBaRDJteXaymOxpq4RNIWwYDWm9qsYPhKSEkIjuxGwyqXazRo2W+nXtGqjUWZrSaBrqFQMwKzjV7oUfM4gpK2V1OV5DGaFcd4V2jkkAnzImgDDF2xa3dwFeCTBM3YIppngXRc3SRl/f9rqmRPjS17l//37u+cIuv/rpH+PGL25y//wG751dYa854OHmGlGUiFXrvrC+l08efBf/9rnv5oUXd9m6Kdz8yFm6LSHNIfRw/ksXaF7cR/YPyTdvWbfiboi7BKjcdVEyTv+0JFmWwI443sNXiLgrsqXKiHhDQN1t10v4lpfa/nOlzBid44SfwKiSLaXFIEMnoibFdc3+rw6Jbq3SD5nfQPeRmvm6X4EO2+twTL8KnkgP7yu0oHLw0kWoCSZiFBqpDYx6McXBlW1Tzq0AnHLEch5SMUeZepDhbXW74skQChgRjH6k7rNQsctoANyBh02biLukUwGcBgMavbdGiu9FLq+P7n8JxV9voNmAzUbZ2G5YqNJ1weiJScjZZxKSElpTKZKZEDagWQBN4KgT+jWuzATSQmiUthHaoMwQG77W0fXya5MKyMRlb/1CZUYD2WoAKGu2AXSBiFOYCiZ1kJazG0aiqAQ0GAiVnJmJ0L8O3tAEEKa4a+K0QOA0nYcJVEwxxTsgXikxLlSjx79G/Grgwm9Hnvyth3ji3AdZnZshWbn6kZbD9yXk7Jqt7SVNyJzbPOb+7Zv8e/c9zub3rZmHjs2wZiusCGS+ePwAn7n2IE989b1c+N3I3j/5HHm5gpze2vOe4lQRstFUNFgpOYlaxuUlUxc7ZczdNj18N0rz7Dc0uCtuhgy9CBKhKbl4GlXBCzfEq9vqAGQ01QsIkkNNVK14PQz+EhQiaBoqymZaNrzfZquzO4PrcDwKGsE6HZWCpLaNDwifwNj2Hbtmo06A4Y8BvYhX9vEktG5Wmxajyn/JTFXQqCXjHkGnMoDt78uFWz+AgjJlXChiKkMPJDpNJznYMsOzMZCJoKXzYK7Yc3U5VPVnQg1fBYIPl1Pmw5EATbBOgswG+s78oYaUlJTN62B9LPSrTOpsnqUTUzJSheYQ4pGDmazQO54LQmhhOYNmruycDcxmEKOaN4KGKjNrt9nPXf05iu4q7e2pKEIf04A2Q0CJ9ZkpZn4aMyFnu9bJ1ZoaO0dtAqG38z5tTABhiu+YmChJU0zxLojXMwPgUjWqGS5foVmfQcNZcmuKKex23HfPTd67c51Hty/zvvkVzsYjzgbrDLTSE1F2wpqA8tDsCt+3+RSPnXuIf9r/ES786g7a9ehbDRBGg9lTvEp4t6AMDhdePeWfeglLNX9Iho0K7ql5zNWErG6jWueRa5If3WOg0Fps1zZ7EDOVMF9fGPY1ai4MvgXgSWFdJuM2QvE5EN8Ho6Rc8lBht2Rfh/cX2cvR2oe6/pjiMnRXSnfhJW/A1J7GfYqhw1Ky9bK2coKlm1ASenUgUPZfLqBUj4eTdf7gXH13oy7nX0vwcqLrUAbWy9yJXZJQZzvqcLeOT8tlRcX7KL5fcYCnKuTkICUJfW+zDh2GQXFp3CCWwJPUZyegmRX3bYEc6LegiSbdOtz44f5Laa2I1AF0ycOjaLSoYA9aZgASZXYjFOUkNTd5zeTSDho9Q1nVu2KniwkgTHHXxQQEppjiXRrfzoBw1yMpk9vA+mzD8mNH/IUPP8YPbn2DC/EWW9Ixl0RGaCWTVIiitChb/od7JxywF465v73OtR/c4pn73occHqF9d+cT9jEJXgKeCdzZY34nh+VeTgsy8aHC+VFwCaDiVDzO1T15DZXN74o51Ep5lc8sg6DZx4vzkKDGtpKWBkpNqc4LVlmvlXluo7iMqC86us2j578kziVJt/NQBxeFuw5DplnOXU6ea+W52/UwkabyHiVxG+1lDJI8uZeRF4RWEFPhw7ClUGc47Aut3wet2wrDPbGXXBLUUZco9A7Q6uyD/3zI7b8jZDRnUsCDSmloGJXJf5QKLlOopmuBMjdhjsrZnZL7HtZr4dZBZnWs5LUl4wX/qWRUhCYoUSBnoU9KF5Qd7LlMvZBUSWuQBqSRsuRhIaWjUS6G7z8XAFVAlg9cFAM1zWa0V/YRIkgQclTo7b72jhKCBn/b6/t9MgGEKe6qmMDBFFNMAZw+ORZBYkS2NtHFjG4ncrwX+NOP/gE/u/s5LsRjFqIk+7vKWkMFBwv/Sz3uui8ksReO+elzX+TvvOfDbD+/RT48Ar3DXYTbZy+meM3QOAyf1u+NqvGlWioIwQdiS1W7VJfVeUJmjCbuyOyJV1XoUZdOlZowa5BqMDZIccKgqxmGinugPs/Dvqn8+gImJJZafsnIR1mtn1OdqB6dbOlClLS90qpKAlrWUI4pZVOxAYwqmVreHmp3YVB/wqRIdeTdUOlE5RjqoKQMeePrGp1juTdVctY2FYmu1jNOwHNdURbrFmge0YfCAMKqjGqlfo1S4tESrRLvx/a1qIq7OpuDcp+g75VulTnaTywPM2lll31j7h2D6ICLQKd+7jgoK1Q07NdGv1bSXGjqNdbR/Rkq/PWeaIGo9nXOrhZVagYBSN7hQuqAtoogMUDMaG8eCTn5cLuUPZ7+d8wEEKa4K2ICBlNMMcWJkutrRYhI2xDmc2R3h/Uj99JtNVz/7oaDD635L87/Nvc3PXMxt9QbuedmjnQaaCWzI5mFCJ0qRy47uCWBLc8aNhdP89//SOShK/ci166j6zepou8dAmkbSyRmM/N3OKGelIf31mvz7R/6nRYhlTTPk/WghKInCS61mSH7oKYqQbO1CFBC6SJkocXysk6ULiczmooRCdkHOxXcHA2E1FuVVwiWXzc4RcVL1p7pCkJOlvJnGY5X6ECK89dVCTEQnWKiKLmch4MYxbjqtdqcR+PIpfBfEk4f1tUwgI7s7YqchexdsxCTva6BMhaQyCOgJYWRY8ZmlgWPAO3QxyjUmxDyILmpSqCYhhlAkjyacXDEIs4D0sYGbYPbGGc1N2LFvh9RcnTZVvcvyZ5wl2TY7pDa8xHxAWEHOtFoQTa8oXQ95JRJHWgHq1Vm3UO3VPojpbvZc3yjI/fQziLNZsNiwyYAUq+sl4mrN3vOnGmZbQTmrlik+KOXlON1pl0J0gqzaA7I4veo3tcygC52r0qXBUkgQnINWMkQUmPdrazkZF0KDZjUaRRUAjkqqVfIiZDVvq8yGO+dIiaAMMXbHhM4mGKKKU7EKRJxCZZcy+YGeW+XW+9d0G3DwSM9Fy/d4FBbknZklCjCSv9/9t491rYsK+/7jTnX2nuffc65r6rb9erqV7qLAjpNBzCYjjtgRACHoMgKSmSFiESK5FiJHOFIVhQliiUnchQlSrCQoliJYss4BOwYhG3xsIOJgQ5uIDQ2/aCbri6arnfVvffcc885e++15hz5Y4w51zq3q6tuddfz1vxKu+45a6/HnHOts/f4xvjGGJAQEmYcHGdlEU1TvFGhx5oogWl1o8BwoKRV96p+UUrXI4uecOEQVkvSpQPCyQY5OkaPbqLjiI6j7+zGXoznPckN1fNrJT6FUlrUDHGqrtw03dk92FP5UfDIgnvBs3ucBXWDaopKxNo3YXouzUDDtOe4lCW6T70mHFCr+hTZy2QYivU4wG5zEIiiVUNvvvO5lGg+8eoOrh7yYrfLLBdhiirYnkHxRGBvzFy1Pjb3XCRTMj95me/5fVXqRopf3Jep9nso3YJrRSf3kIti5UJrvoLLaNAanTACYDfTjNp5SVD/u8hOuIJFEEgeCZKZfKmMv5QDnb2hPrE8Yq8B0qiMA6QEZKXv4OCgQ7L1Gug6EO/kvBSvbkSmwxqnxSD1fpR7oFoqXdl6BX8m6kSNe1Y5nJZk5HIfQrYkavX+CGLEZhyxaEe23guhg75XQlfyECxh2Ro3BNsvtQhCQ0NDQ8PdChGIEVkuYLVkc/8+m3uFs/uUKw/d4N71CY8PV7kS/ojDkImajRhgzYN2BG6kPeAW1/IeicClsOGKf2knlI0KdIqMr27/gbC3Qg4PSA/ew+7ykpP7evqzA/a/uKZ7skdvHpOOj2dzDchyiWjrpHwOxc6RknMAVZnj0hj7MSC49TUdVHsYTHIYzzdwLZp1Qs7uVfdSp7M+BiqCZkXIpFHdA69TX4RSoL/KXKogBK+Kbx559xeHurXwFzu2GpIyeZiLYS45+Dm86g3FM6+VR0zFleZN48osbH1sa/aqRqHKXWqZWJkdU89/u6Xtv8n81hSiNGseN5+CS2zqLAszyhYhsMZiZl0L/vcIdQ29JYUZ/yXhucZ4JqKm8/JFPp88a/BGBgZBk1iTs9FIA6rEJagE89y7l96MdNP9h0VgfbAycuhERUs0x8dWKi2VngUyhWcmJqHTIpY7P0VDZufwZUoJ0gDDqIyjMOyAmNktoFtAF5TOzxH8/GkM7IaXd74UNILQ0NDQ0PDWwcyrLn2P7u8xHEZuvTtz9ZHn+VMPfYp13NLLyKl25hp0rCSBQMo9G+15Mh2y0Z5BOxYkIgOAVyqx8o3aFzHxnX+xvtTYZb2HXjrk5vv2OXpfYPzwLVIKdJ875P7fWLF+7Dpht7NIQrK8B1ksYPcK6hO+TaDVaJVacUiYKtNkt9RqYim4Y9ZN5mJBFyPTpS/aea6BFyaa8YpqBMdFRMcEAXIUctJq4E/uY536ArhVXGMC4g5516uLG9xVdV+q2/j1SoRkNhQz9r2jb91WjzEjvgYbtDaQLpSF2uAMoTRxk3Io1Ao7JXdA63WlroNzsRkh84kx9YKAEnyQOkjrvVCiKjojDNN4yvFeOdQ6Bs/WNrvcKhTBfzDRlwre2K4Y2LO5ZoskZqubavr+7NWAssly8qgwmlc/xoAG652Re5MWRU8DSdi973orfVo+aaR0dfaeGZKFqNQuyWWiJSdGS/gnMIs+ZedP/gxbqSKLRmRl9FyJtFOGHezOrA9E2lP6UdjvhP2l3+ds58spMA7cMRpBaGj4GjGXSLX+Cw0Nrz0kRmRvoXwlZwAAIABJREFUhV6+wOaBA47eE/nBj36cjx5+lkcXz5AQ/mi8xGd2DzBoZJN7rnbH3BNvcSmcEVEuhVOeGC9zI60ZNJI0cBieYdDAC/kC//Tk/ex/oSNstq/quPXCAZuHDnn2W4U//i9/ih994JdYSeLkOzoe/zP38uNf+G4Wf+UbWHzpOlw/It+85fqTRhDOwT2ySbIZ8pihmsVqzZPduJVibOK5CXOiN0k5zFAzE3+xsHeDd+TV6GkLuFwkQTqGHKPX88903cx1XozAmVe7lNEsPQAEiASrwy+uBBnKcWYYRzE1u1SxUa6koQpFqsFfEnad8NRrlgElUiy+dz9JFpOioEjtBqduPBcj17zzkzzLr1nyMnIZ80QAcq3ROY9WBIrgyHK2dYoAqKLJtks2IzkHIWW1PghdJgBdiC4rK4ZzcF29eDUisYhKsJ8lyTmCg2RyDi5Z8mjCqKQRhqwMo7I9UxjUG1HYPYi9r7X3TLAHzGelQrcURpSdwpCs+EH0vg4SlX4Z6DvLa9Yy5/qsGFmQaFEoKIQ2VZIYVLwfhD0oOQnDFoadstsou9OEHmM5GUm4lRPHl3oO7xfWnbLfQy9CL4mUWwShoeF1QcufaGh4nSEBS/LtSesFw4WOzb3KB/ae4VI8IaAkhBtpny9sr3I07hFE2WjPcV7xnv55VjKwEvP3HaU1R2mP47ziD7b3sck9z+wu8LsvPMjqBaU7OiO/gi/Vl4UqkpR0kPjA/rM8GHdEEQ51y6XwJP/V+3+OP/+RP8t9H7/CXsrIZuuC6IbbIVr6IZdKQmAufSgtecUNbjvAHbUzt7b6ecimf1eFjoC4kTlv9lWcu0GVrKn2X5AMLCYSgLrXtnh+odZjPVfutIr1gawkVaIb1sWjD1QJVIkI1IhISbx10c1cFjSFAkqDsrJ9IjIlMbjKcrwCUWa2vZTarMa+bbfgjNbSq3VWLqWaBzIqo6hzYyod5tvE5wMlYVkgeHSlnDuYwZ98nYNixcVysvkHsdteIhW5GOIuzRF7LkovCosa2L85QRqEPCZCSSJXgeCZA+rEJSop2D6MU9ggBCOa2SOPOYJEkyQteoid/V6ZZpU72VxqErWvjXg1reDJ40EgaZ7K4qpHPkZgF9CUrNRvVsIQuPalM1iuSAd2yv1gOVf9K1AqNoLQ0PAqohCGFkloaHgNEQT6nryIpIUwXkzshy29mCG9ksSleMLlbs0yDGQNrGQgaeBEzT3cS6KXkYSwyT2nacHvH9/H8W7JtZM1N5874N1PjfDCjSr1+VqhWZGzLd3JwOLagud2h/QirCSyFOVQlcP+iI/8G7/Lr/XfxH3Ld7C/2ZKPbloWYsM5lBpGtbpONsMvF/mOqhu8lA3u0DaDM/vmoF6Bx6Uh2d+Qep5JYFPaVPS90mGe/6zmrTbr3vYrnLKcP/uIq6THS6uqkwnNFrEo0p1Q5qdTUSY/xRQDOW+3T7vMqgtRjOXZwYUnFHvUDP5CNIp7+0VIcQm4ZIvMTHon788wk2PJuWt6idPq/a+3o+6vWWt0oJNSedWamfmtnUUufBwJau9ltTKlJTFd8M7alPuHR2bKtqlCUvKgwZAhJCeQboSjkLz3gKhQGxqrXV8HIEBUSwIfmTfzNvq67CH2IL36MxJmkQ3xfBdbzymPQs5FgsSpZXI5ViyLkK1B224sz6KSEixTz/F1ZYeRLQmw3GOKhtwBGkFoaHgN8ItPfqKRhIaG1wgigi570qpjXJk1sdOOYZbIe084oV8kBiKbvGDQyE4jz40XeIHMpXjKoB29JFZhYB12PL884OZ2xdnZgtWXetafewY9vsUrqg34ckiJcGvH+skDPvbUexjuU1YCPREEesn8u1d/nT/4E/fy3PYh9v7oEhzdNBdnwwxKdp32Oe1L6W3gBpVoqP0OSrWjIsqx+vDBLMpaXVY9+VgmI1imZmNmugWXsWitTS/FiJx5xs0jbq3Ipko8M+PbCUHOJRqgTkqCe5azGd41AGKJ1CpSPdrUuU7ecp0ZqOaZx6MPpeNyGaNUqUs1Smv4oRiwem7z7JIWHRF1q7oM0/MEXNo1j95QksXLpeaGb86Wa1AYRPbdZ/TnXPJvIYTVA+/zq9GCOXOqrvpz5Eiz1m7JOdnvKVHLwTJCGiFlYfReBD2BGD0fIlkZ03EELxxkDd5G0E6IK2WxELqFEHpqPot6dANPZDe1VKJI0aQQtaoqFCRZw7PSvTl4k7eyLrudemM0a/aWVdkdJbIIISqhFy6vO0J/O538ymgEoeENx/c9+OFXTarzZjLKG0loaHhtoGp10sd1ZHtJCOuRSCairCSbwR3PuC+e0QssROjdWkgogxstKwmE9TNe4hI2F3+HG/cH/vr1j/Dzv/kRZLtzHXF0yciLEIVXkrysmXzrhBAjFx875Plfv4fHPrjmg4stvQiBAES+dbHjpx79P/jMv7DPj7z/P+Dr/9v74At3/sX+dkE19lwyYgas++p1MhRV1KMMtq1o5K2ngJpxmm3fIOYlJrn+Xdzr6hId65emk0c82vXUiYhdGys1ae5nNJU8iVAjBBpNlV8MXUuIViSCp1xDjlSft5rxLE5Y8OiCPRVGhIIbmiWx1fo/dEYsgq+L52Gcb5wl59ZLtHSm1plHfooKpMIQCpHw5mO+EBTLtiSDAxDz1BislKftvDNyVjSFOhcNVr6zSPuCN1VLeJQg2zEjJRKhnuAbfMzF+65VNoVYmdFaXdVnn12mEwZFBjjbWC5IHs0zP6oyJGWTYExK2Fovhggsop13t0lEETvGqxwt15HVvZG4AumMtKXBSIcKlh/hUjgVK1FKxOVaAZHs9zr4fXa5VYdFRvpMHCBG6wtxeirsdpbL4UEDFmcZvSk8ey0zPNBzdaHEV2D1N4LQcFehGeUNDXc5NJsmf7OlvzWyOIrojQVHac1OIwPiRMEJgAgRoReLLqSasYh1RAUQ295LppfEv3f5Y/zSdz7K7uP30O/vIc++gG536G7nXlv3DmdFx+HOSYIqDAM6DCyOduw/2fGx0w/w7u536UMkzMZ1QM8Hulv8J9/xj/gHD/xJeLwRhC+DVpNy9jMvoo5RplQEt4zVuisLYsZzMOPZDGE3TEtScXGCz7zeXgSnVt/x1gZGAcQ06YUMZKiGW40AiMUWFGtyJdixokWPP5UGLecpL3XpSSzWrsymXBKxtfjeS+nVuUdd6rJQT+FUxKMi9aQyBRDmKOc2lYvMSISUgjycG5ifuqyTXVc8uiOe1yF1aDXQ4GU652Mo0rLSBNryRYpkTEprgUqsyjhrQAi7PyEqXVQ0whixZ0AzMloJ0TEracyMO0g7GLfAmBGUVSdkTzwOg3n7YwxIgDwo1585Zh3XxEtLhm0mazCiUJ7XcVp/DUo/LTcZkxCVKEKhXDN+ZQnTHcQIiwh9UMYxkwYr1aoBuujP3bFwzI7Ng/ssX0w69hXQyiI0NLyGaEnMDQ2vAqoh72ZJVnRMdMdb9q4nls9Fnthe4lo64DR3nOTASgK9BHoivUQ6IoFAL7G+gv8HZpQvpWclkUsh8+ce+SecPLRi+8Ahev9Vwj2XCYcHyP4a2duzfgaL3pqYzRJKXw6qCruBeDqwd23kl575Br407nFLB7Ir1QOBKMI6RL57/zMcv3vZqhjdBrP1PTm2kIMiTXGjUP3/Ljaq2vHSUi0QzKCVmVFfrNF5kmwO5xMBxOUfRWGTQXNGEy5ZcS93sYQDVopUzhvaJdG3RjjExlVlMqFqhUB0qrPv167kBFDJtcGW6LQuGjJIcnGNn0/y7EAbiJKw2ECu5/AOZFUZVDT8gZkB76cM9SXTn6u6xEutcpD6nEqEQz0op7PE4tIrAEzCJWW8QQk5VlJXYycCQSLiBNuPtD3m96wmHfs9DUIIwSI2nSILJfS4fMh6p5CVdAbpVBlPlHSSYQMyit1nz3sAzGDvISyE5Vo4vLBgc3SL8Six2SjbbWa7Uas+5BWIhp2y22WGnTUwS7nkEeRZbkpGk5LrffbnTrwvQyfEldCvlL733IakjKMyDPZv3oKeBm4ejew2d04QWgSh4U2BV1Nm1KIIDQ13IeZGuGZ0syE+f5P9MTPsXeQ3nnsPe3HganeT++MtL+tnUYNCAqxl1vQFWevW+/uZTELpRfjG5Zd47luE9RNLLlzs6G8dsHz6FrIdQRUZE7IbyNdvwDiigxdOf7loQlZ0HAlHJ6xE+OynHuTn7/0QP3DhE3xdP7KSrhKXlXQ8GHdc+6CgP9MIwu0ohqqWpNrika0ifJjc7u65BUoC8txFKjUpWShlRov3VvLk9paSEB1cKT5pnKpGPqiX26TY4IEY3KIuDdRUzcAsHnD3i6t6BKM08vKKPnYVrc3PZDY+LRGDUv2HknTsIzi3FiU3w37PCCqz53YeLXFyFWrjuHqK2Zpa3m2RwYDtK7Nds1+1NGmzalFqSb5CLVMb3JteksdrPwafk5RcA5919CzyGr2o/nk/R6ngNE2r9psA74wdBTpLEI9LpVtmZAAZQUdlt4W8M6NbVDwZudbOYvRnxeQ/QuwDh30iXOo4HPcZb245vrXHMkHXWfnTQEC9eaOIEIKTE4EO20c8lGCpKwo51PJbEoTg8jjpQZbQryCdKWmrpJ1AVk49dyaI9Xs4vhVZL178b+nF0AhCw5sGryZJeL3wVhxzQ8PdAN3t0FsnBBH2n9rj84/fy2/2O75+70nuCafcLoqYE4NMrqQBJqIwqHKcE1uFlYzsPXKDs3yJ/lZgXArj+gL9cSKMGRkyYZeskdJmC2cba25WiALmAfQfzg8+Z9gNhM2OxbXIp4/v5xv37uXh+AR9iHSVDAWrcPR1R+SuEYTboa5XkRoVcIOacvcLY6hpn7a1VtuZXPCliZhtjyZ9EZ0Scd0s9Sqe5lUXM64lqOngtRjDGUY534PB8+fFmgAYocjZvfCT1316St2Il2IQlwHaTqXRWN1+3nq3dQglh+C8x72ct56vTFzsZ3u7dH6ezi9iz3Q1st3Yr9RdFdT083aIoqF0ST5P1HKezapoaILWpOkiE0I9ejNvWOdDEilJ1raeokIWv09KbZRmeShOMlJZQiMroQt09fjMYg/GJOaF3/k9CGpdk0XpUSQrXeisOlVWRlViCsho8+guCt06kLaJMPRsblluQL8U+uh9ILBuzkIgRCAqMYF2WLnWYNs061T1qdwRdULr+0inLHrIvTIG68kQsrJ1GVMXjPBsbmXyhTuvc9oIQsNdiRZFaGi4i6BuncjMSE6JfPMWstmyBO7/fx7kS198Fz/+0SU/8NAn+TMXf4srIZvMaGZYJNUp9+A29BK5GpcA3KeJ//6Df4efvP+P87Hhg4QxsL0C3UlkcSTELe4uvmAG5gBpaa/uFLqNsrip7D+1I+ySvY436JPPeBKlefn2noXf/sK7eMfyFo8uniHKUCMfZUwffedjfH796i/rWxmqsN0lYnTJSLVvXYKjxZ8MVizfSGKVp7hRbt2CvfGVe4NVTFNTqx6VKIFramoVGgAJqChdmLr+mhpnMsgVS5sJdZxCghJIsNwHCdBpJTsC1fityb21W5sb6lLITqFD2ddgMvy1kIcSRUjTupQEaLOdJ3IhpWQo5t3OUb3K05TMXMaewYxU8MEUA9jWpuig1B3g4t2LSwQkYMZu9g3W7kFJmmqC8XR/mKRUXkkoJ6lEPKEmqcoQsiU7p2DntTYFOiWzB1vXRW/75QipC7DrOA1KCkoMyiJDHAVNlmK+6CxBOYTIMGS2Z5kbNwa6/QWLKHSi7FQYNoJqh5LZvpAYDwLdvrLqYZG9Y3ZwaZdCvgkSTUkYRem7QBCFTtEOuoUlMvexPDT2PHQRNATSOiNjIA8ZdhCScKaZYYABQZZwcJwYju70L6wRhIY3EV5tT/yLkYSv5RqNcLyKmJe/a2h4OTg5kCAmEi6e+SCQEnrrhOVRIm4DyTvC7jQwmCVlu85yDebRA5iiC8G16QBLCTy6uM6PXP11PvGhh7jx9CHxcGC8FBjujWYU9ZnDC2fsLQZW3cg71se8f/85ABKB43HF7117gGsna85OFsjTh3zgb3TI89ftwqpc+MOR4WCPf7R8hG87/DyPLp/ioE/n5FHv3XsOvXPH39sCqkpK7gX26kNFOlM9y8UY9P0LikSnVPIpnYrNhtaq5S/8wBzMLuEJUr3rlQTghC+oq0Cm3seFqIA9tmHmrK9Juz4Wq5tfSqpOEpuSM1zHX+drj3epxnSeFkwHaN1aKiJNdff9V3/ynTZoWUfP4HD2JZUUFSI0Iy9+JcHUMBZtmY2pRFjmkpySU8Q0jrLmJZm5dJIWIDkrET++9rXwHgoSpeZECJDLuPHSq1jvCcL0AGSXOWkAiWKJxlEJMbPqhbRShl0gZ1vzRZQafOoF0MDeXkR7iAvoeiXnWPMyoljPi+1GSQusYIIzq6zKgLJLYr0Tgnn7Y4SFM1ANSu6gWymhgy4muiAs982Ajwg5KGElyKh0G+g33ltxFJLAMCqMsMvUUqh3gkYQGu5qFJLQZEBvMjRy0PAKIZY9iCwWJtFJaTL6xpEwKrmHRy4/xwf3vsRhKFoQ8ywG+LLIwVx2NP89IIwkViK8u7vJn/3Ar/I/67/C6emSS5dPuLi34YH1TR5eX+e+/iZBMisZeHjxApfCKYdhB8CggRcu73Mjr3lmuMTvn97P73z8w1z8lCI3T5DdwOrZMy6u97m2OuTnHvgwx/fs8Z7uM1ycEZnDsDkvr2gogiK7ZzlgfQvcWM8zL/dtRxQLtOj2i0FcJCdTU7Syd/WzV897uZZVsiq5C76d8vGW3Xuf61GT9mWS7kymdalUI+d6DdREbDFpnJSZBJt30FKS9LbLlAnMype6msqkR+f3Ov+TUCs52ZBn3RukUh9qVIXJaLbgjDMJmYRdUko+adk/TFGSEpIpsqZcqIZVGMqabe+JSTmZsORuzXXRKSnMU8I2dWxuz0/EiAklQBliWYJoVc0i0NlHjohHH13zEyQiMXNIxw6lW8Cyt1BJngU9VeHsaEefO1YXIkNQ8oB59xNscyaJEANoFNQt86SZLJkchb0kxM7I1xjEEj96iBIIUWChsISwFsImExOEHTBmhmFERyXlJUmFO0UjCA13PV7r5OdGQL4K3C7xaISh4SuhRA9WS2TR2zd4TuhZcZOBpkzYZdIS3rV3jYe7a+zPSpyWqkAwRRJuz0P48ryEQI+wH+Aj68/zmYcf4A+Or/KRK4/xvuWzNRl6JYmNmjGxFmXl17R6MImHuxvs9DrD8gk+uv4sf/p7PkQcLnLw6YRsd8STHeunOjQs+e0H38vu0Y7vWn+WA9Fa9tQ6RLe/kdvRBet+m92TLSGgUSjyoOpJ9lDB/FPHbGmtpUpL7rDJv6V6xlWmJmTF433+XFI94lVz4/auVqOV6tmmmNpOKsxoN8O5avFNZG4adQ2uxy81/SejvOwnheswRSvmnEHRmiuQfVFqgnfZvxjfHgmZ2ITUH0t+hxEp+zkXUqZFHmWDKR70wnMKSm5BqVpUGVXpuaBl7OLREztRxmRDYOVNQQiazRAv99JLUOUyTp2eARu/NawLlKZqU0QHsN4UwfcLikSL6MRgnvpS8la9hG0U2/8gmjMgdLDoYSvizdZ8DbKQt5lRR3IHZ33PbpvZba3KkCRMXrYA6QOd2nyyZpIT0VXOdNk6dKdR2Z75beqm5nrEjC4U2YN+Zz0SQgf7y8gwpHOE7U7QCEJDwytAIQK3E4VGEl4hXC4iXQd9D8NA3mze6FE1vNng5CAsesKVS2jfIcNoScFg0gIUdEfYJtJSeXTvSa6EHUtZnJMTlUTkjFYpUa5CcsPgWvUoYv0SMKnRwzHzF67+Cpt7hUuum46IE5DOG0dZSdVCRMrx86jFfar88vf/j/yt7/hWfvbH/iRXf/uIcOMWi7Mt3fGaYX2Rf87DPP3OAx6Mx/W4KBnpGkE4B9eNh21Ah8wI5B6Wa5hKFLk8ZeY1rTnCFEmLQJ/dw23eYUninnAAy3EI1aK3fsZI9pr/M0+8G7khB1SixTdUZgWC7BrqpYiCgASplWqq19v3LgnFJTHaauPbvLIA0d+YGfpm3089FLJ3ci69DqIbt4UA1ZwCh6owVk/9FKmhyJMEROaxtikBXDzTO4zRPOdlTZyIZZ+QaDH/nUQ5i5iatbkRj49xFrEQUTqXehk5sURfgpgnXTHW4jkbU+TBnoas2cqqFvYtnEttMo+/MozKmJTTQcmjEP0cIUK3tHEkFUso3u9YqiUyS4Q+QRoDo/dSyKrs9UvyLnN0Tcg5sd0kznw91kk5uBDpFIJmhl3kJCsxwt5KWO8JcSmMQ2aLkAMsrgsvLGFxkLmyEFZdR1hlOs1sU+Jsm9mPQlwIA8q4UOIIx+NL/E3dhlYWoaGh4Q2DqutbYxNYN7w4at4BIKP7DsszEybTJp4NLG8IGzX17ouRg/nPwSMLt0cRBhIbHRlI3nU5E0S4GCKXAvQI/cyiGDTXTsy3Y97XoEQx9oPwvYf/nBe+bSQvokVCTs8IN085eHLk8Pd7Pre9n2PNnOrAqQ7cSOup3nqDw6UwMUPM5JzQIc/6IBSVPBRJkZK9pKdYbwOCRwiKF9aOzZSGZpORW/XuMt1r9T1dUE6tToR6ojOzV9Hf+LGTte0afzX9iI9/HsHIwaQ0pRTr+ZK/03Vh8uKXkqjnZDYlMjIjO2UmSPaeCTr1cHAWJW50a+3SNR0qlN4H1eT39aaSg3IftNwVrxA1Fytxbp21jk8KaSuXrEP36EwAiTpZs36f5Nx+szhGtERmLTe6BkqciAQ/p3vqU1JSss7OYzZJm2brd5EGa56Wd1ikx1llDBBDJnjCtGYlqqCDsjtNpCEjKoRRiap0S2GxFPoOb/iW2G12hGBdvBcLIz/SC9J5cvYgnBwNDFtBgtDtZfqVslzBciV0B4F+X1guhcUC+k4JGdIr+BhpEYSGhlcJLYrwVSAldGd67Za43PAVEQJsd/UZ0XE0eVFW7Ns6IGc79p5VHt/cS1p/bjr0JULqE1nwLssoiURWrfKkhBJ9v75GDaQaSIP7dL/SdW6XLS0lcDVsec/7nkX7y+jxLTRGZBxZfxb640v8d9/0fVz7lw74zoNPsy8DP/vEh5HtZ76WFbzrUE3brhjGQk4JNFbJie0nU3NhSl1599OXSkXlXGbtosllKTpdrJCDYghrOY//ENybXOxqkwfNjrUruL9dZ2oknfIX1N8XvMTqJOlRr/RTeEeRMU3robMrFDt+XrWJOl/NitYjim2tU9J16SPhvKVEWkpewpSUzCRv0un6zhqqTT7jVNZLwOenGc8X0Wm8Qs0JKetcCr1GP7XWPIDSb2E2R8UTtkMlIJWYqNZeAqTKqWZkxxKdu2gGfsogSdDRcgQI1qfAm2IzJiXtMsvQWTQr20dUJ0WqBCS1xnkoMQZitkjQIih9MAnQciks9pgiICj7vbDqoO+MHPRRiFEI2focbIAuLtBNhguBfmmfQTGDrgNLzXRnoCeCLAJxjHRLz1e4QzSC0PCmwVvJwL7TMqq2z//92g/oLQwdX0HMs+FtB82KeEKyADoMRg5EvIqR75gzYVAGjUQmi6RIis5XKnpxRBEG5RwJSGpRhNtRKpBsVOmBiJIlg54nBNPPNoaIsBJ4aP+Ip/t7CLuduSw9n6JX5Z5feZD/9eZ38VMPfzMPXLjJk7/1gJVVbZjgkpQsSo4Cvck7kloZyuIxVycDrsCnmMYqeZLy4M6JUsIUavM1KXVKpcYjKFZnMUyrll9DJRm14k9NSgh+/pL3YD8HKeexa5qd7CVYJVPFOKq1lUC97twzXoYp06aJJDCN+9zOpSTs9KaqWlfg+VxzcPmTTsb0LJqgU4IFlVXML8NEbErCdYlOGHObkTU/oOQRyOw8t/9S8hjUjWot0qVZWdoSSclOyIJW8ZKRsFkkxdbPDPdF0FoSWTs7T2mGpsH9Eiq1dm3yngMRLBIQIHgyuI5CFm/MFsR6KkS7duwhLoS4wEr2qtB1mX7ZWQ6EeIJ0KHLFQEA5q0+j3d+uk1qcCWyM2yEy7MGwtShItycse+4YjSA0vKnwViIJL4ZWCvUOoRn7FvJPWkBiRFNx6zQ04M9CRnc75GxjNkVK1Ziuu6UE14/Yf/oyf+f/+xaW3zryn97zT1mH/kVlRi+GjNYcBKBGDrJHEY6zWlKiGwEbhVON3MhLVjJyGAYuhcSBhHN5B1OeQxmHvX9lccKX1pGYEuiIDjs4O4NrN7j6szd5xz9cQ9+h6wPen5/nuePd17qadx0kueHtLmLNMAxuYcZJXWIlNSepS46TXEeqlMZNK4EccyUAQuk2jFu5WptwqYpLb2bKm2rAB/Nal1Kf0QhAztQIQkjiDcIEkWglTsu5s8lmxKMTaLBcFycY4B15fei18Vdxplfj3bokCyZfysXNXW1oN6g1TAnC4v9zuz9H89pXIlWMb1Xv44BHGGwNSh71pFISQk32VlKwPI2AR3fClJBfuyD7K1QDvpSiLRWVbB655niol2X1CIITSDfRrbO1ggyWN0FtTqZOSCyBue+EgzV0o/UhyKLknSWHq8AYvG9GMuNdI2hObEZFIixUCNHCB5oFUmbYZbZqz8CqU7qlJVOrgkYhd0LoI4sFLKMdnzMMg5U/HRLEEWJnREo7X5sM0csyxQXEhRL3YLEPq0HYOwyMo5JyIGug74Rl1yIIDQ0Nb2b4F6CEPHWbBScM6Ssf1/C2hGYlb7dTUuiMIKjLjPLRMatPfomH//67+akX/gQ/9G/9Fu/vkzdJe3mS8OUJy5kB6668UTjWjisyshAhgPdYgJO8ZCPmluvZsY4WRbg9WTmRiCJkMjtVHrt1L93pbYRYFTSRjm4ix8cgAYkuABmHr20R70JIEKK7hvPo3m+mDrVR3M6t3ngwQzJMjmiYjHwv7ROCTGkX9LkzAAAgAElEQVQF1Wvt8hydRRncghakVhoK1TB3P78Hkc4/XZMnHky/b5eZejEI1OpKsfzih87OUvKq6+bSDM7N6ep0LwOYZFNOKGanLERDSrmeavEXz7xvylKjGZNEZ94ZuSSIl3NPaybMgg2hLIVMA5MiKJqXjC3rZDdEdVr3UpY2qiWP1yq1vm+dn9/LKfm5FmCdLZ5AD90eLJLQqRLPfLxJGFQZVCyZOApB1SKYItYXJVrlIE2+3snuwhBgVIidNWZbBcgII6DBZYsKXRRviCaMyaRK4lW6Uobk5XuzWqdk3Y10F5be28FpafCoUIQlgb7kkKjQhUB8BVZ/IwgNbzq81aMIDa8MEqZOmBJKIlyLIjTchqyopolQamZefkRTIl2/wcEn97k/XOVX//VHuPfwkxwGnVUXevm6HD2R7BXnjzVzI3dcS2t2Grm0uE5SJQEnOXCcF1xLB9YULexBd42V7FhJqGRk0GzNkSSABgY1b+Kn/+h+PnC05UWf9Jy8fL6gRYHX/iTOw9UdIGjO1SufckJTAMlIFwje6bgYqsDMCC+CIzfqizE16Wgont4if5GyfWZoFwN9Xi1JSz3P7Na5FJN9MuUtRCCz6xUHfTlP0edXy9x3smNylRhpteXLGMxmt/HLuWdnOvd8fkAtY6rOJso0p+nOSQDU1mqSJgIx6ykxXdhZhIcVjJvMuq5h8RAbuvdCqHKrcphOScd1jcq5hNnN8eCHTpIbmdbH5FNlrlrXs5AijUJYKHENSxWWSxgz5AFSUsIo0zmjLbGVEAWRQCCSs8IAaSfWmCxCF4RFL/QLIQb1TyJBxSRHZuRnpDfZkWbMQk8WKbAKTErKiloYim4RkQ6IRjKDFJJkz1q38OaQUaxpnWDk9w7RCELDmxJzqc6bkSw0KdGrgJy83F84b+xJwIuIv6HDa3hzweRnt7tBZ35Zzegwok8/xyHwY5/4bvgwfPPeF3i4O+XesGAmDK+4PYl48CTlAeWx4QJfHK7w/HgBgEvxlH0ZSQjX0pobec2Tw2U2uedKd4uVDKzkBr1kIpmAdVtdCS4GyS5X6glPrAibW7xkvKz9DbwkQuF8QWpDrVFBsqIjBI8alMTijPWXmpe1NHmJGZOlBGp9S+cmse1cjFZ1HY2ANetSb/ClNiat9vf5E9beByoTX/X9qlceqiGNS3DU51Ht40IMsk4fnWVs5dpa/Pj1lDVSUSoNaTlSisxHq0SoEgzR83a5k5aaoFwIUuEuuWyfYgi16GyJkrieqRZ3Kg3MCoGolYsK2Zh4U70nytQUOZR5Tdesty5M0QgbViEb8wgJLukCDYHQZfaWwm4/sxNl3AGjoGfUr6csyihwuoNIoBshJ6XrQHewG8zRsFiY596qCZXn0QVsAl002VuWyYjvI0j0XJYEDEJKcJawfAexsr6pV8trCHauQCCnbJVeo8u+opOXkuB+h2gEoeFNj6/WGH8zEouG26Dla5vJa9rQMIfLbr7ie+d+T+TjY7h1i6/7iw/wf33oe/lr39gzfvsxf+XDP8PD3TUuhZ13VcYSkv3QU438xtl7+cL2Kk9sLvG5G1d59sYBmgOHB2e88+IR93Y32Q87ehnZD1sOwxnLMPD8cADAKpgMKJBZSKKXkYe7UzKwVZMW/eG45see/Fe5/+MZnrt2Z2sQonuiG+YQvKdFF6xhVFa60Xhg0Fy6eCESceuJ5HX0zdNuLuA4k9OYVD3NIgLerVfmsh2zWD2AMUl0wmS8a55JdYohHbyuTg5Itk65QUwWYja6v+9e8ZKEW0qDwmTkFzPYohcycd/pktXIL03gJDA1FnMjvCRE1wphMqV0T5EFQWpOh3cJRoFEUCHn4CTJzukK+3MRGY3BIz62NsmvWzzamezRgODjy/WeWRJ0IKSASiq3zY6RKU8haPASprZoWVxSpJ4PIpmg2UsGByc1ivRewkCz9TtIQhc7FmuI9w+MOxh3yrARblwTNltlTEBWuk5Yh2DVmMqQO4gLWAW/5yW6E62CU59CJZHOJ9EsjBm2A6QMurC8iCRGAMdk0qUekwqlFVxYwnptUQ6LRpT7HOmzSY2yPxiqQsrhFX3HNoLQ0NDwxmKudW1oeDWgSnrmWda/ccb68Xs5fuwKP3rr3+bBB67znff9AZf7Ey7GMz53dh9nacE2dzx1doFPffJdxJNQrau0VLTPxAunPLB3xEP9dSJKLyMrjyTcE29x2i/IGjjJS5K5fOll6x2Q4SSbaONEO37u6Jv5rd95Px/40il6enZH0wn7a+Ss9Qq5HeqylKL3D0QIyTz1uYpv3DgsXu7a1qtawKHs42fVUrkIKh2YjGXTuUd1eQ156hgsMwkOMy+/FoPZz18ZhXf0lUI3lNIVrUp7bqsQJLPyo35WSoUjFby/Qzm9Mrn5S0DAC4jOJDp1tJ6DUSIR0zK4zEomg18mClJuhhv2AuLVompyhK9sppKeGm3wuxGmeEEJJFDlWH6ekg8iPqYgCQ1GgERB8qxorfrRPuYgU2Uk42Bax1zzEUoCQ7QKU4IZ5LEXuiWEPWUtEDcwDoruBMmWaG1kyIz0fiGEYEUOVJXdIORkSdAkSzwGI2yCFWRNgI7CiJhlrqGeV0f1tCuXJokgS1jtw3Jp/gO0CM5m/TLKaok1axsG2G3vPCrZCELDXYvXKpfhlUY0HvnQ6as+hrsOTUrR8CpDx5F04wYc3eTgD5/g0c+/m7OH7uHvP3o/m3uV8UKmvx4IoxB2sPe88t7HdozryPZisNdlYXMV3nvpBb730if5QH9EUthoICNsNHK1u8k6bDnOe1wbD3h6uEQicCGccRjPiFjp1R2Rp8eL/O1f/3Ye/BWIjz1J2rx87VLpOnjfO9k9uXztF+0thqSQoxuV2Rp2FUM/OxHI2Ty6xagsib8FYeafqAnIMjOBize/GJW2p8tjpiZnI+U42+5+W/Mox6l2vuiUGGzGvhQr1asUuWGs4rr0YsUWolL2LyjGoNZ9ijFdjPsqw1FBYzUjfYfCnHx9Sg6AzKIUdc4TWan9FqCSCvE5FdKjJcqCmixnNkqp57F1j56PYeRgyusoEqli4KvPp9Cg7EZ5pQbqHRDEokWKNxJzT35VKfpICmmpCdClElKw90MXTZe2gCVK7JRxYzkJebRKRVmMJKIB9eZmkqyZ2Tiq9VDYmTRId1Asghigi/aMZFFkFFK2BzQUVppAE3T+3CaPKIU19Gvol9a7Ifn+0R5kcp5kVREgw+kt5eZxIwgNDcAbn/D8i09+gm/7vjfs8g0Nb2+4PCmfnRE+94esn9xn9dQ7SAcLxv2O3FkzqtwLyxcGFk9cJ13cJ+z2iLuO3cWArhNff/g07+mf51ACGzIbtWjAoJGVDNzTnbLRYwaNfPrsQQAimXXc8cjqKRaSSBr42PEHuO9jwoVPXyMfHVs71peCCLJY8NgPXeLqTx69Dgv21oIq1Ssv2V414djJQUatkou4h7kYgBSvPxTzUmDqil283MWqL5ShetyZvORM1rQUY7nY9QHvpeBGf7laadolJcrh0p0yKMGN+clAF/XymZonN3ulAbNkaykEYKomVAIJoqWCk18/5zqfwiykRhZ8q0dl6mCK9KqQkxnJKlonI0DMjpnRK+V8HogTN1uTevRE0qScKyMEM+hVyb6PpPMRH7t3al3Yy70MQtUmMeWbSEnYqMkUpc6ReH6LJ7wLRISwzvQ95DHYfXPJUsiC5IhG62uQd5m0Bdlmwiik0Z4dHa2Esrp8KgSsBOsIeWd9WMaFNWTLqCU8K3Rq+RvZy5zuLYXFCrpebFrB5lKjNPX5NFKUBuX4+sj15+68SmAjCA13PV4tktASkxsa3qJQJZ+ewtkZcv06UQIxuPc3BGS5tETGYSQc3WT9VM/ewZowvIO47fnH73qE9y6f40p4jAHh1MnBoB1X4wlXYyYw8s7uMb5z7zEysNHIcV7wEy98hI899R6O/uAyV38bLv+9T5Ju3Xr5qJkIYblEHn6Qv/nDf5U/99Ob12Wp3lIQCGMyAw6/nylYWUjc2FfoRmt4FdzQTO5NDtUr76cT07MXA9yM02L8K+KhB1WpchWVooPHPL/u0S4RBu/ORdHWhyzmFRYIEqrRmBUrdoRUTX0qBnvlA1pftiFPY3IWoCXPwSfgjnBymOQnVVqDG6cFxdDX6SV4Ir9k76kgzG37GlmRQhrsxhQBVuUpyUVUmkmKl4OtIRfP+sCqlZUeFXg0BU8CH6drmOImzvo+gLj8q9zPoOXozGAJCcQiOfLBpziVPa3Z1bMKSsmjGdFXVWMgiRJ7JxASjdglsb4WWFUiDZGhy+Q+0CdhJNtzlTNxCDWaMY5YTsQYGW6ODDsle8RrOyjEzGovcnAh0q0h7iv7e8rVSx2ysOiBCFYKGotkRaDLRvIyRk42x8IXP7OFk3LnXx6NIDQ0vAQaKXidIbNP94aGVxNVlBsoXZk05WooSd+jIVqy/HYHquw9syGMS5658AD/S/4oH370j1iHkatxx0oGS3ZG6MXyA1Zi3kGrgpRZyxmfPrqPzW/ew/2fSVz85PU7IwdlnDFCEC6F3SShaKjIqgTXj5u0xT3RYjKT8nGSMyTPU0akGp3FQHVVPu5crxWAzrEHnZUDDYUcFEvbSlBWf369vb6fTr+WBF/BlCtl/2r0yuzleqmpEdjkkldctx9mdZb8bUvMVWMFMsVUmO9XyEudh3nOi7Gf3eoOWORFRWq5VZHpYmXWSkkWxkv01mWjpnV7NCaU++BVkmrVpBqlmOnoPWIxjz5oiV4ok5SLmeyoTtNzNLLlBBgB8/UoeSuqnvCM55ZojULU82Q/W0lPKgTGLxrE8xDE5E/qpChEoe9g0cOQYZeVPIBuTW6UsjBuMoKSRiVvlTAqmpTtNnN6vGG57IgXYXUpsloqyz1YroXQS+19IMyiVLc9CyjWtyIrm+MN6dadm/2NIDQ0vAR+8clPNJLweqORhIZXGyJV0yCxGN7BGq6JIKslrJZWRebkDIYt7CCeDiyCcOGxyI18Hzce2eOd3TG9RHpT9pLJtTsyAGoN0dBMFOV06Fleh/WzO3ju+h0/2xJsXBojg758/4a3K4qkx6x7sWpGTM2hsphMI3tzqmiWNcVFrJjEpEiN/Kz+djGC87RvgZb0UmYmsu1dxzbbLphWXYu2XZmV2/RreefkmhhREiqqde0WKm5c11KrbkAnqbIayZisZ04gZrofqW52pt4zUmZeyHTt1uAGfajHlPW1aEnteMYkP/LzTaf2da+tynxMHiU5p2nCcwLO32sVr1Ck6vkbzuhq7wSXVEm9dZ5w4s+DvEguSZ7N3WU/U4I73sLCycGc4Pg9tfP5OkS7hnrhjbLfYgFjtjKl2wWMO+v4PYyJNGZyzoh0aLaeKXRKYuTw8opV17FcBGKEGISuw6IXlXjZAyLl9xlR1QCMUonRwYUlz12785zIRhAaGl4GjSS8jigVjRpJaHi14ORA+s48f3t7Rgg6+/rT1YJ0cW0dTbcjYRhRi/sjZztiFA6eiEhesJLBIgbEGjUwVfRkwCdGsirHLqW4b32LTz/wDnZ/2NOP44sO8Sui68jrnk9s34ny7Ku2JHcNSqOv+vIAEaAavKmdomM2D3gospByHJQyn4p5y0O1S4uZJWaw+keTxwTcq16c/f7GPOk4T4bolFhsRKVYr1GohMG049T9ZynA1aNdog1Sz0fdWPMacqjGdQmA6IwAyexztZITv0pAaxJ3ea947KfAhpgcSu3kdZVcoeNLOkn6yw7V++5r7ueoQ6gf++rXnVXi8f1HPyj6wHIsk/SpMzOOy6uOw1c0yLl2KornA9Tl1JoHUSmgzEqIqpUqBVzG5mP1yVnZ1ilJW1AWPSaxGgXp4NoOTo8T6WTLYuFd2L1BR/I5XLlnwf66I6REECUhDBliEjqNtcpTWfsStRFkloVfJm9TOjiIpCv73CkaQWhouAM0kvA6opGEhtcA0nXIYoFcvkg+WKGLDg3CcGHB9nKHKCxujCyTmg795BTZ7pBlRxiV/ixzJW7oJU7RAs43Wisoeupe4BsuPMUX/8VLPDvcw/t+7wJcv37ng87KeLjgJLcKRi8K16DIzFVtJS3FFTRmaCcGknpya7GItQhTwHT1U5pvLl57ije+eKZlIgEwax5mDKLEG6yEZmCqV+T/SOmvPVnmtRFYUItu6MxTX5KaXf9SK5jOEoar7GgeJvAogypWhjOY992SkqcowDxSYD0Y3KzWXElTMazrWCmEZYqdlKZr8/hD8aKXMWUfq3qCce24PDt3kS5pXX+YlWPivFTJc05mK6qlEQEU679GEyYSIuRQmM/Uo2BiGrPoQyErfs+N55Ryw4UqesMFSkWr+bStCELshUWGnIRtNMKaNiOLxYK4hK4PrAhoymxH0FHoorA+XJB225pHngclnQm7hbJci5di9aeu5Fv4bbZ7LL4mTqy6QFze+XdqIwgNDQ1vTkjgKzbIamgoeCkiWaIHMSIH+3C4z+bdV9he6hjWVsZ0d9H6HcSt0J1E+NCS/uQyFz+/Y++TTxCuZxZjJi8ucJo7grsPM5k0u+6Uh9CxElirksk8tLzORx54nI//sczJx9/B8vEv3hHx1ZTIN2+yfOqYX772KDv9f7/mpbrbIEFgjCAQ3EuecyB5HcyYrRGXaiQpJE0MElimMFWvEUtmFbfnVUCSla8sib+4/l7m1Yw6XOaDeY7dU1s8ymZNak2aLRVl+qBozNULL97MreYTqBnXqoX8MFVKKka0RssRkIQfDGQnEuZJz0EJBOcSM5Li1mN2K/ZcgaIiTyrr69KVkK27fWYak+nsnUxUKZYZzEGFWNbAowHJ6oASSiI33neBYshLjSxYErHUqIkG6wxcy7XGMjo/PkxkrfQ9KCTFmshJjezkESMGPufgWc6qiuZESlYlqBCokodQq82STfmlHkkBQsh+z03rj5ihrp6MIJ1Fp7oUCL2w3w0sLnb2THTQLdW8+zslbq1fwXYLLzx7Zs/1InP54gIRYbvL6Bb21KhKxIhCshtv6xBKQz9/Xnw+g6h5Le4QTdjY0PAaokUdvga0tsoNL4Wp9uHMZXf7+8GMyCDWTyBGhoPIsA7sLgrbyzAcKmlllUPGNWzeoZzeL5w8sDAZUs7I2ZZ4lvj8cJVTHRg0VXJQogmDJoYZoc1kEsqleMo2d6y6kVsPddxW3/GlkRJycsbvfOmdDNoapd2OUJqwY3KPJPZSjyBY4y8hhkAI1slXZ/KbquGuWclVDWNyctwQZDKayz7FZA/FO63ed8HjEOcfSUumDrNjwrkTil9HJimQgISMihn72QcdnEyUMp3Z518DFtXFbkSh1PXXOr7JQ16nXT30tl4aPCmZmTE/XwGX9NiQ5nRiimhI+U8noqGlylLtTA3zZnd1KBMfOldu1ZdqkvuIeuKwN0ubSh9R8wIU7+4sXgZUqxTKKkZRq1uplxwtnKrQweALJkGQUCJE5xbB77cJ3TRhVYXU+zTUSBNIhLgW4gJCD0QhAUe7xGmIpIWge8JZhrSD8WyHDiOyFFgCffA5+T0OOnXwFqa1FKjN4HS6t7ev50uhEYSGhjvEG9lP4W2HJi1q+EooxEDC9Pqy9+S2QwS6CF3Emxsjo32xSoa4sWZp5T3z7LoB4InMGoXfO3snR1k51eR+REMhCeXfon3famaTex5c3eDevVuc3StI3704obkdqmhWdLNleGaPXSMIX4biZQbcaPW+BDl4XU+zmIIGq7CjAR09ibQcVIxRZjafJ6vO1EjnFDzMjT5sPzO2izFuO6q4+T7r4BsQgkZEi5lfLNrpZY+3G37V+NOa1CxBqd3CPGygXiefqBAtWVmE6tkuayJZkBSsJKdX55kKvhYJj5wzzo2ezD6TZU4AfJ2LyGi+ULPFKURhTmCcwVESe83QL4nVTthq1MbJRFmzEmqg5F+4NCkb2arz1rKsXh7W2UUoVv10w2z8UnpN2OKLlSlCgiXBK9O9FlGkMEn/SDK2oV/2jKhPt4tKF607c+yF0Nkzu70xsL25JQz22TScjago/X7P3sXl+Y87q5bKXNRWaFl5kOv98tz94D0X7uSjp6BJjBreFngjG6Z99p+t35DrvuVxrmSbfPm2hrcfasTAIwMS0JTOv/ciUFXY7pAQWF5bEYae7eWO7RX3KopJLVbPK4ubQtwq+08PMI61FGruhE8eP8Dn9u/h/niT++LASgJLOqLIOXKQyZzmxDOp5+H+Be7pbvHe5XP8D992lXCwTz5KNu6Xe541o6dn3POJwOfH9jny5SgVjMwSC2LN0somAPJU0ci2uwEa9dwjUzoLC9bVdrKvxL3TJRVaSi4wUGxDtc7N7tlVxCU85TxKKauprpuvpUuLaWcXLhelJjvjkhGdfPWI1n5idp5MLQUazdPtPdbIwywpF+vD4EGKc5IpKeebRSdKTMXsf4+blD/BckL30NdtiJPn84V5p320EhD7bYrcTCRkMnxnd2e6V277lzQI8fHlKs2aBlgShY2E6eye2ftF6pVn96isQ8ldCPXq4iTUG5yVcXh0Aiz/qH5MlbWLWBK6wCIKiz0hBXNISALJwp4IkpVFhpigSyOx6+j2YLmE3m67EwMljQHx0r3Rn6cS0CgLKuUZj9ZNPC6wE90hGkFoeNugyH1aJOAthHPf4I0cvG0hgsQIMRKWS+g7ZG/PPGXbrfUtGAY0ZYo1pNk6qZqkYCS9cB1Z9PRjIl45JAxrzu5ZcnafMu4reSEsr8He85nFrUR3Mjix2KLjyN7nEk/+T+/nz3/LI8j7Tvj2dz3Oo/vP8K3rx7gnnnAYBnqUa3nBcV5zogsOw4YPL28AsFHlPR/6P/nLH/73Wf7u46RrN3jZHBtV8skp7/jlJ/jcc6/gm/3tAMXKl0qoXnTAqwKZJ7oYwhqUqGKSJBV2ORPJ9AgRk43k0n24GJLFFq7RgSLZ8P2yvVGkMcWjLZ6YigZEw5Q461KlWKIMlI+3aobb/jNjW4IlOQcpZvys/mYlDOr8wLqpZY0EDWh0w9YbQYiXupyiFW4Eh+xBuJnRrkVUNItMSDmeOgatSQHTsQJIlGqwZ0/sDuq5AIUciSKkc1Gac7/kIo+yd6J6A7sSrQha+irb6slENcp9I1g5WbKSR7WOwlrmZdEVTTNSFtRTNGRKTBavjlQiN8YYXKollVjWNSjjJBuRUBiBEAPdwqIOF9+prE+EzcbyDXJSuNAREGICktJfWREXQreKLBbCOPhXYFZGMuFW5AAhAsl7MUjIlGR578lmVZdUWSwCV+9V4uLOv0cbQWh42+GNjCY0fA1oVY3e3ojRSELfWW5A9L4GqTOjLWfmrl0J+cvPkRIMA7IZCEMmDEoYpGqScyfkTsm9kJeRbrVEd4N58jdbLnzqOnFziZtPHPBr3/Z+nnnoAqv7Bu7rj7gUT1jJwBPDZU7zkiDKI4unWUpg0EwPrGQgLQLS905e7mzqenwLGVrC/pdjMgnFM1U1SHHYn/dgJzOOA9ZttijI5k5X37NGG+xXdc6g5/dh8oqrWNRBqoda8OLzBO+VkEM2AuAGpVX5KeTBVSmhGMChDmoqd6qTEUo5Xov7nFIhKasZwrVHwTni5OfLPgbJTkzmFYU8qiAlyiFORnQ2lvNLpFKa0imWQZzOJWfjydLqUQjFje06PKFQIJWyJDOZTFmBkj+izBo0KIUUBCcP00w9r0GVnJQ0wug5CJr9GSiZxqJIUEKw3gpSSp16crp4jwojP1CiH8Z1QiWJZWya1deDur7S2TWWB0LXCWEJw5CtedqoSBLrsp3c2O+8+dwIaXRiGu0+5J3CqBYRCMGTo01apoUwaaiEVgLs7QuHr6Cniugr+ML9/u//fv2FX/iFO96/oaEBROQXVfX73+hxvFnQPkcaGl452ufIebTPkYaGrw53+lnyigiCiPwCcO/XMrCGhrchnm9f7BPa50hDw1eF9jkyQ/scaWj4qnFHnyWviCA0NDQ0NDQ0NDQ0NNzdaGVOGxoaGhoaGhoaGhoqGkFoaGhoaGhoaGhoaKhoBKGhoaGhoaGhoaGhoaIRhIaGhoaGhoaGhoaGikYQGhoaGhoaGhoaGhoqGkFoaGhoaGhoaGhoaKhoBKGhoaGhoaGhoaGhoaIRhIaGhoaGhoaGhoaGikYQGhoaGhoaGhoaGhoqGkFoaGhoaGhoaGhoaKhoBKGhoaGhoaGhoaGhoaIRhIaGhoaGhoaGhoaGikYQGhoaGhoaGhoaGhoqGkF4i0NE/msR+etv9DgaGhpARN4jIioinf/+8yLyI6/Ddf+SiPzEa32dr3Dtc3NuaGhoaHjr464nCCJya/bKInI2+/3feR2u/xP+5fmv3bb9x337D7/WY7gTiMh/OVuXjYik2e+/+zqO40ER+WkReUpEjkTkn4jIt7xe12+4+yEij88+B54Rkf9dRA5ei2up6p9S1b9xh2P6ntdiDCLyXf5Z83dv2/5Nvv1XXovrvlKIyLtu+7xWETmZ/f7R13Es/5mIfFJEjkXkMRH5C6/XtRsabsdr+fnweqD9bb81cdcTBFU9KC/gi8APzrb9rdv3f428YJ8FqhdRRHrg3wQeew2u9VVBVf/ybJ3+Y+BXZ+v0Ta/jUA6BXwM+DFwB/jbwD0Rk+TqOoeHuxw/6s/7NwB8D/ovbdxDD3fIZ+RzwERG5Z7btR7DPpjcFVPWLt31eA3zTbNuvvs5D+mHgEvADwI+KyA+9ztdvaLgr0P6235q4W778vmq4ROenROQnReQY+GH3+v+l2T7fIyKPz35/p4j8jIg8JyJfEJH/6GUu87PAd4nIRf/9B4Dfwr60yzk/ICL/WEReEJHnReRvzvZHRP5zEXlSRG6KyGdE5LteZC4L977/tJOQVw0i8r+JyH9z27Z/KCL/of/8tIj8RR/bNRH5a3OjXkT+tIj8MxG5ISK/KiLf8GxV06kAACAASURBVGLXUdXfV9W/qqrPqGoCfhz7Q37/qzmfhv+fvTePm+yq6/zf37vU8izdnU530tloCAlhCbJDUGQTiYAIw6AgAwqjjDv6Q3D8uTGjqOPK6CAqyqiAOCIIyKIhoqCsg0iAhAAhgaSzkKU7vT1PVd3tzB/3nvucOn3OrXq6++nl6fPpV7+eqnvPPdu9VfX5fJdzAgCUUrcBfw9cDiAiHxaRXxWRjwGrwMUisrV5/u8Qkdua74y4KR+LyG83n9mbqD/bLZr6ftB4/3IRub6xXn1RRB4pIm8B7gO8t7Gm/UxT9goR+Xjzmfmc+ZkXkfuJyEeaeq4GdswYakb9PfRC3W/ge4ApI4mI/J6I7Gm+Zz5jWvZE5LEi8m/NuTtF5HddDYnIf2wsnpfP6NO6ICKPb74DI+PYC0Tk35rX+rv8b5p5+TcReahRdu7vbaXU/1BKfVYpVSqlrgfeC3zL8RxPQMDRQEReKiIfE5HXNd8NN4nINzfH94jIXWKENYrIs0Tks83ndo/JbZrz3yciNzfc4xfF8FaISCS1xf3G5vzbRWT7BowpfLZPQZzxAqHBfwDeBmwF/rqrYPPD+j7g08AFwLcDrxaRb+u4bAS8n/oHGeD7gDfbVQOvBc4DHgxcDPxi0+ZDgB8CHqmU2gI8g9obYvZrAXgPcAh4oVIq7xrHUeAvgBeJiDTtnU/9oXq7UeZ7gacClwGPAF7dlL0CeAPwMuBs4C3Au2U+b83jgBL42vEZRkDAGkTkIuCZwGeNwy8B/gu1N+tm6me/oBapjwCeDmjS/3LgO5vjjwa8ligR+W7gv1F//rcA3wXsVUq9hGnv5m+KyAXU3xmvpfakvQp4p4jsbKp7G/AZamHwKxgeyg68uWkb4ErgOuB2q8ynWfPevQ34GxEZNOd+D/i95jvo/kx/9vUYXwb8BvA0pdS1c/RpbiilPkH9/WZ+176Y+vtE43lNv7cD7wDeJSLJUX5vAzVJAp5APV8BAacCHgd8nvr39G3A/6H2hF5C/Zl4vayFTa5Qf+61xfxHROS5AFIb6t4A/Cdq7rGV+vOh8QrgucCTgPOBe4E/ON6DCZ/tUxNBINT4qFLqvUqpSik1mlH2CmCLUurXlFKZUuqrwJtoLHMdeDPwfY36/mbg78yTSqmvKKU+1NR5F/A66g8l1ORkADxERBKl1NeUUmZ40lbgKuBLwA8qpao5xrxe/CugqD9MAC8C/kEptc8o83tKqduVUncDv04tGKAWN69XSn2mUe1vBPpAZ26BiJwF/DnwC0qp1eM3lIAA3i0i+6nD2T4C/Jpx7s+VUtcppQrqH6NnAD+llFoxPpv68/49wP9USu1pPgu/3tHmDwK/qZT6tKrxVaXUzZ6yLwY+oJT6QPO9dDW11/GZInIfajLwi0qpiVLqX6itYJ1QSn0c2C4il+E2UqCUeqtSaq9SqlBK/Q715/Sy5nQOXCIiO5RSh5VSn7Qu/ylqo8CTm+/FjcCbqecGEdlBTSj+yjj/KaXUuxoDyW9RC7HHcPTf21ALsALHfAUEnCR8TSn1Z42X/a+Bi4Bfbr4PPkjtMbwEQCn1YaXUF5rvkc9Tf140t3g+8F6l1EeVUhnwS9S/8xo/BPy8UupWpdSE2sDx/DmNe+tF+GyfYggCocaedZTdDdynce3tb0jGzwC7Zlz3EeBC4OeA9zQfthYisqtx390mIgepifEOqMNugJ8Gfhm4S+pwKLO9bwEeAvyGUsr8cJv1XyxrCUH71zFemj4ojA8wR6p7mJ7Hm6ktDlDP2c9Zc7aTaUuF3d8l4APA1Uqp1623vwEBM/BcpdQ2pdRupdSPWoYB8zneDaTAHcaz+8fAOc358znyuffhIuDGOfu3G/hu6zPzBGor3/nAvUqplTnbNfEW6hyjpwDvsk+KyE9LHQJ1oGlzK2vhSz8APAD4koh8WkS+07r81cAfKKVu9TUu9apOx7JIxFuA5zYe0xcC/9yINo32XjTk6Tbq+Tqq720R+cmmne9sCFRAwKmAO43XIwCllH1sCUBEHid1+PLdInIA+GHWPtNT31+NIW6vUc9uaku9/sxcT+3RP9fuUPhsbz6EZelq2KR6BVgw3psP2h7gBqXUg9bVgFJKRP6SWiC4MvZ/A5gAD1VK7ZM6aea3jevfCrxV6ryEP6G2VL6sOf0B6mTDD4nIkxsLvt3+TTRfGMeANwOfFpE3UpOd91vnLzJe34e18IU9wPsbi+RMiMiQ2iL6JWoXZ0DAiYT5fbCH+nO5o/Eo2LiDI597H/ZQh+bMalOXfYtS6uV2QRHZDZwlIouGSLiPow4X3gJ8FXizUmq1iRjU9X4r8F+pLXfXKaUqEbmXOvwRpdQNwPc2bvnnAe+Q6aTnpwP/ICLfUEq90zlIpZ4xRx+9UErd0sQlP4c6FMw2HrT3ounnBdTfQwnr/N4Wkf9CbZh5olLKDsUKCDhd8DbqXL5nKKXGIvI/WRMId7DmIdS/veZneg/wn5VSH5vVSPhsbz4ED4Ib1wDPEpGzROQ8pknqJ4CssbQNpE5SfKjMtxTn64Bv93zYlqmFyYEmLvpV+oSIPEhEniJ10u+o+V+aFyulfo06Lu8frR/t44ZGZHwR+DPgrx2q+xUicl7jHvxZ1vI53gj8hIg8Wmosich3NZaCKTRjfDdwF3W41DykJyBgQ6CUugP4IPA7IrJF6qS9+4uIdtG/nfq5v7AJifvZjur+FHiViDyq+Rxc0pB9qC2CFxtl3wo8W0SubL5jBlIvV3phE5b0b8B/l3phgicAz55zPF+jDi/4ecfpZWp3+91AIiK/RO3GB0BEXiwiO5sQRu2FNL+HrgO+A/gDEfmuefpzlHgz8P8DD6TOuzLxWBF5jtSLNLyKOq7506zze1vqJM//Tv19/fWNGkhAwAnAMrCvEQePpQ4P1ngH9ffMN4tIj/qZF+P8HwG/qr+nRGSniDxnA/saPtunEIJAcOPPqV1pNwP/QJ0ABEBjRXwm8Fjg68A91CEHW+xKbDSxvR/ynH5NU+cB6vwE0wLXB36zaesbwFk4lmVUSr2GekWWq0Vk26z+HCX+AngoR4YXQT1P/wzcAHyh6TONIHoF9Tztp/Z2vAi3xfPJ1JbIZ1OLJe2yfMzxHUZAwNz4PqBHLY7vpf5RPa859yfU+T+fA/4d+FtXBQBKqb8BfpXaoneIWgjrFUF+HfiFxkX+KqXUHmpL2s9RE/Y91CE8+jv7RdSJivuovzvmjqFt4o1dVrOrqL8/vkL93TdmOnzqO4DrROQwdcLyC5VSY6vuz1Enbf+JiByTRbED76QWU+9QR+aMvYs6/HEf8ALgeU0+xXq/t19LbUn9jPEd9PrjPpKAgI3HjwK/LPUqjb+EsbiAUuo64Ceof7vvoP5euovaawr15/zvgA8213+S+ntnoxA+26cQJBhoA9YDEXk68Aal1CXW8W8Az1dKffTk9CwgIOBMgNRxUV8DXqqU+rBx/LXAhUqpl56krgUEnNaQOvdvP3Bp42080e2Hz/YphOBBCJgbjQvyFdQhQwEBAQEnA99DbeH8yMnuSEDA6Q4RebaILIjIInXe4xeoLfEnA+GzfQohJCkHzAUReTjwMerY5+O+DnJAQEDALIjIR4FLgf8U8pMCAo4LnkMdMizUv+8vPBmfrfDZPvUQQowCAgICAgICAgICAlqEEKOAgICAgICAgICAgBbrCjHqSV8NWNyovgQEHDUe8E0bv9HyVz5/xKqsc2HMCpmayOySZwbC90jAKQEBiSKIY1Q/JVsW7n/2nfQEomalR2F9H1tlLMymX1UolFIUCPcUS4xv7EFZoMr1bXgfvkemISIqioKNM2DjYe4X4zqmn8MoioiimOFwQJIkxHHclq2qCqUUItL+j6IIHcWjz+v/Gvp1URRtubIsmWQZqrnGLGdf50JVVfcopXbOGve6BMKARR4n37aeSwICTgiuuuqaDW/jyvMfflTXfcq7su2ZifA9EnDSEcVIJMhwiAwGcNYWRhdvJ/upvbzmkvfyyP5+tkYDUomPqvpSVVQoKmoRMFYF+8qSj4wu5u3PeSLsvZdq/wFUWcKcYb7he2QaURQxHA7b95qwaYKlSZg+5oOIOM/bx10kUUO3Z792tT2rPftau159rT02+5xSiiiKqKrqiPL2WOw6u2D3SV+nSbBdj9kPV7uuMXXBnCezTrMusx7ffJvtdd1nW4RGUTRF8kWENE1JkoS012M4HHLuOeewY8cOLrjgApaWlkiSpCX4ZVkyHA7beieTCSLCZDKhLEuiKKIoCnq9HlEUsbq6Sp7nTCYTsixjdXWV1dVVvvTlL5M1x6qqoiiKVmSY90G/Nud8ZWXl5pkTTQgxCtgkOFryHhAQcAZCVahKQVlCVSJZTv/OVe64cSffKLZyoFJMVE6uSkpVUar1Wfs1IiJKpcib60vV/OSG3L/jDp8wMAmjeU6/95FTu655++ATKmZds/66MIv0mnXYZNlVr02K5x2rJraa+Ot2XALAtJLrcqbF23VfTCu6S2hpwmtbzn19dwki81zXebP+rnr1+MuyJMsy8jwnz3MOHz7cEvosy8iybGqui6IgjmPKsmz/Z1m9/2wcx20bcRy3IkD3x5xXez7M+2I/d+t5noNACAgICAg4s6AUqAqqqhYJIkhZEh+qfxL7UpN7HWoUy9H9VEYIsQgxQgWU4Sd3w2FbtU3YFmZXKIdJpiorhMP12q7f1R9XGIivL65QEbMOn5VcE3QXGTfr6RIjvrbtPtuvfXNghs2Y57oEiXnOtH6blnzTQu4SRvZ4XPfALGu247sPrjG7ymixoMc+Ho+Joog4jhkMBvT7/XZsWlRoYRBFUeuN0P2KoogkSej1eq1QMJ9LeywuIdbV3y6Eb6uAgICAgDMSSqk6FyAvkEkBAlviMQOpif2xQIuLiIhIhAgYSAaRwDHWHVDDRRA1bBKlj4FbDLiIuk3C7fNmOReZntdj0BWW5CrrG4NPAJiWZJs0+4SEyzJvn3N5SewxuPrbRdzN16a3Qt+7Os7/SOo6i/y65t4VEuWbP/3XRcB1/5RSlGVJ3oQTaQ9KWZYArbdgOBzWIUlp2go7LSJEhMFgwOLi4tQ4XZ4bu0+u8a5njmyEfRACAgICAs48KAVNmJHKc4gXKRcrBpITI5RKkcjRew/0dYXKqZQiFjg7OQxFCQ2BCDg2uKzqLkuyxrxWe13Wdz0wlWA6q03dhkku9fXm8S5y7+qnT8TY7dpz5Rqf6YWY1a5PlLm8FLZHxxYfXeE/dps+8Wbee1c9er5tuIShq367Lld/lFJUZdkmJmtLf57npGnahgqladp6E6qqakXCwsJCe52IsLq6SlmWbf6CmYcwmUwoioKyLFtxMo9HZz3hRRAEQkBAQEDAmQozzCjLGdwRc1exzLi3l/4xGPlNURERkUpEpCq+nu1EihJVqToHIuCY4QuB0e/NMi7S6wtNcZ33WWtdx20yZicMa1LXVa+PoLva7ipn98XnHTDrsQWQr90uUdYlFuy+dPW3a8676nYJQnNc+phdZlb/7HOapNthQ5PJhKqqWo9BWZZUVcVoNJrqbxzHrfcgSRImkwl5nk+Rf9NrMJlMvN4c37iOBiHEKCBgDoQk6ICAzQmlFBQFMs5YuEuxr1yiPIb6upKaD5cDMH/I1+nyDzgSpmXYReZmCQgX8bTP+0i8bbV2hdrY9bos+OYx28ruOu9rp6tue2yu9/a4fWMw3/v+u4i6fY153iXmbGHn8350eRB84shVxpx/My/BN4e2SDGv1f81sTfzMfI8b0VEFEUsLi7S6/VYWFhovQVZlrXngTZMCaAyhINLHHWJmvUgCISAgICAgDMSqg0xKlB5ztJtBR++5zJWlbRLlB4L6uVOK3JVsaqEr6ycC5Os9lgEHBf4rNxd5N/8a8Z2u9DllfBZb+36fMTWLOsj+7PG4wq96RJBtuXfNXZ7nuy6Z1nz7XO2R6aL7M8SOXZ7rrI+T4xvbOZ1um79XLgEoF2PPqZFRZ5nrQjQIiGKotYzkOc5AIPBgDRNUarOXRiPx+11OoRIr36kw4uKoqAsSkpjWVN7nl3392hEQxAIAQEBAQFnJszlTrOc3v6Mu0eLlOrYkohjiVovQq5KVlTF7cUy/3TNg1F53ux/cOwCJMCPLkJkklBf3L0vFMl3zIbt2fARZ1d/5+2DK0TIrtOOT3eRZZtIdoWluLwYPjHTJXp8RN0mui5y6/JI2PXaddrjdM2Vq29dng+zL/p/VZZUlZoi73b4kQ4pqqqq3dtgMplMhR5p8aqUoiiKVigURcF4Mm7FiL3BmkvA2HM2L4JACNg02KgwoBBeFBCwSaFULRLKCpVlxCsZ+z6xiy/n57R7FxwNtDgoKBmrkpuLBV553Xdz6V9MUKNx8CAcJ3SFz/gsvy74LOXm9V1Wcrt+VwiNvWGVtlK7wpTMOuz+2ITUJOm+Oegi0OZ7e3Uc31zNG8piemhcY7LHY8+Lfu+6d6aF3ydEurxLZtuuYz6h5BJ65r2tCXvF6mjUbmJWVRVxHLO0tMTi4iJpmtLv94njmH6/3+YdjJprtEehLEtGoxH79u3jwIEDrK6ucuDgQQ4fPty2a8+d2R+fmJwXQSAEBHQgiIOAgDMAqk5Ulrykvw/2ZGeTo6g4uljeCkVBSakUq0pxzXg3q9dsJ9m/Woc0VSrkHxwH2CS8SzDoMvZrF8GcFcozqy9m2JLPmq7Pz/JA6OvsJS81iTZj030k0DdGW1i4hI1LpPiut9vU5cy6XGEvZj0uguuCvXeBzyNhHnPdBz2v9j4SPpFot2N6Ccz6q7Le2EznFGgvgBZNq6urFEXRhg6VZYmItNcoVecqjEaj9vqJsYKRa4dsl9gx+75ehFWMAgICAgLOXKhmRaGyQvKCZKSIpCJrflC1N2De5U4rFBUVpar/3pRv4Q+/9ER2faJADo+oiiKEF20Q7N18XdZpDX3c3unXF8ZjH/NZp81+2CvmmOXtun3hNPoakxCa5fSOu7PG7CLqJhm2++cKc3JZ110hLD4y6vPA2NfYxNZnyXd5dVxjsdvxeRBcAkhD5xLYc+F6poqipFJrIUDaE1A0yxubm51FUdSuWGT2Qycq62epLEuySZPb0AgIvcypeZ3PWzSv18dE8CAEBHgQvAcBAWcYlCJdVfzz3svIjd/R9eyFUCcll+SUHKoK/mrv4xi+dwsLtxxEjUbBe7CBsK3uXWEyupzLItwV/qLhCvUxz3WFIWnxYJ6zy7qInm3Z9okKn0fEFgUuS7k5Jh9pdx0zY+7Num10WfhtT4ItSuYdp/navjeuVa9meXhc/fARcdMLMhqNpjZQA9okZTv3RYcU6WPj8ZjRaMRkMqlfj8eMxqvt0qk+MebzFrjE4CwED0JAQEBAwJkNVYESOLTCWZ/dy61/dAlX/8ID+P4tNxMRz11NqSrGqiBXFXeXwucmF/Hl11zOOdffhjpwiOrQIahC/sHxhIvE+6z8Pk+BCR/xs8u4QpRcwsNliXeVMb0Zrj7bfXKJFdfxWfPlGleXJd1nPZ9lrTf77vKe2H30jdXXBx8Btvvo2j3Zh64yZh/sROEsyzh06BAA/X6fwWAA0CYn6/usN0PTnoU0TVlZWWE8HrN///52L4XV0Yj9++9ldXVErlcyagSHLVh8z/Z6PAcawYMQsKlwvKz+wXsQEHAGQTVhRqMxMs5YvnXC2/Y8tgkTmv3Dqvc+KCiZqIqxUnwx28Uf3/JEFm66F3V4Zc17EHDc4Avz8FnF7dezLKq21d88Pqu8nWhrW+5dIqPLkm2XdRFhV0iTXb993Oyfbss1TpenxLRkm2XsPrs8C7Zl3r7e7pfdN18/fUt/uubCJSpN+Kz0rvGa1+olSLMs4/DKSptXUFUV43G9ApH2BGiyn+c5Bw8erBORDxwgy7J29+TaizChNOpx3Y+ue99VxofgQQgIsBDEQUDAGQhVr2QkozHJ/jE33nAu1YMrKqRd9tQONdL5CTrvQGNflfC+fQ/jwN+ez8LqHqrRGFVWIffgOMMlBro8BLO8B12hOWZ7ZvkusWC3aR/3wTcms08uctrlIekSOC6PyyyPRBc51fH6PtLdVc8sz4LtaXH12Tdus17zPthLwXZBl7HHZ7atib9OQtZ7HCilSJKEJEmm5lyHHemkZO3lKMuSLM/rhOYmUVnPr25rlvdglgjqQvAgBAQYCOIgIOAMhVKooqBaWSU6sMKufxX2VQW5KlsvgrlDsrmUaa7q/6tVzk35gD+46ylc//qHsOtf9qEOHERleu+D4EE43ugKY5kHLot8V/hOlzXZtmRr6FWHzPZcqxTNItO+vvuu6TpvE1u7vE24zfKucB5zPOZr1z4MJsm2++DqU5dYsvvcJWhcx3xtu0SXXc4l1lqB0BB6nUswHo9br8B4PJ4i+2VZsrKywuHDhxmPx+2+CIdXVjh06FC74pEu65ons88+L9R6ETwIAZsOV57/cK66/Zp1XxMQEHBmQ5UljEZU38g5618LnvK3r+LHnvZBrly6jq1RyXIUEyshVxUrqmqzEw4p4ev5Nv7o9iez+tO7iO85yPbDN8JkQnl4pclxCOLgeMMOFTGPueAj+i6Ls88q7yO1dhiRedwOrdFwraDkGodpNbf76lu5yUWUXSTfNze+8bvqcJFqc+zmObucOS6XOLGvdc292U/X9Xab6/GuzNOefq+TjPUzstqEF92WpiwvLbGwsEC/32/Jvk5k1tcWRVEnI49G3HvvvfXGaMbOylp8mH99/ZvXI9KFIBACNiXWIxKCOAjohP4RMMNLtCU5kL5NB1UpKAqqg4e49K2H+Yubv4MPPvtBPHr7LTx+6QZ2xofoIZQkxCi+XpzNPx14EO/9wjdx3lUpZ919O2plhBqPUVkWxMEGwkeAfBZfF8m2l6+cRQZnhd7Y1mybIJuiwCT35nt7SVNfyI/PwzCL+LsElasNl5fBFyLkqsN1zhWSYwuoLo/CvPMyC7ZgcL224WpLPz+u+1iWJXmWtQnHWZbR6/VYWVlpr9HjzbKM0XjMeDxmPK5XLyqa1Y7KspzKOzD3XLD3g3CJX5cnaR4EgRCwaaGJv08oBGEQ0AkRkAhJEyRJwNxltCxRRWFsehVI4KaAUkCFqiIYjYj23MWF7z5E/skd/Ms5F/CXz7qCB116G9v7q6RRyVf27+Tej+3i7GtLLrvlMPG9e1H7D9QhRXkRnosNhk8IuM7bCbw+4jorpMX2IPh29DXfmxubmcQujuO2LlPA+EJyjmWOusZkwiU6fB4Km+Sbf+05dY3F9qq4Nv8yy/jqniVgfP02+2F7Ylxz6PPw2F4Vc48DvUHagQMHGI1GJEnM0uIyvX6vrqOqyLKc1dEqWbMRmhmipOdk1uZxs8Ty0TxHQSAEbHoEIRCwLmhhEMdIHCFLi8jiAsQxqp9CXhCNJqjVUZ3UWpZUWQ4EMrgpYIgEdeAgTCak4wnpN/pcetc2xovncWsvQkrFwkrB1nv3IqvjOofh8ArVaAyVanIOQlLyRsIVJuIiiyZBtknmPOEZLjFhE1e7H2aoiRYIdmw+rG2aZVuDXe/tsftIup3E67L4+0i/a37MuTWFjqtvPiu8a67MMi5Lvt0vsx6XWHP1xdUv17h8/fN5K0xB4fL4mMfzLKNqwoTiOG5CkaKmnrJZxaggm0wQkSNWKrJFgj0mc5w+kXU0InNTC4RgOQ4ICJgbIkiSEm3fBluXOfhNO7jjCcIrn/5+Lkr3si1epVIRK6rH1Qcu5z2ffxjbP9Fj52cPE3/1VtRkQjWehHXuNwOUAlVSTSqYTODgYQCiW++gH0+v7VHpH97Gk6R0EmEQiycMNiF1EWefhdhHWM33JrF3kUUtBuxEXb1iTZKm9Pv9powQRXFL/PI8I88L8iaB1Ywx12EqrlV7zP6bY3N5Slxw1eM77ptXV31dpN4s6/NS2OXsuu1++USH7b1wtWvXawshX/iOKcJcQs3XRy2uxqPREX0wPQTmM+CaB3vctofI3k+jSwB1YdMKhK74c30uCIWAgAAAohiJY6ItS9zzHffn7seX/MKT3sMVw6+xM66/pCMgpv5yfejOD/PCJ32K6664gN//8lO44Od2InffS1RVVBlBJGwW6B9dVYIIqqhQBdP5KDDtKQjC4ITDR1bhSPJnLsHpu94mVeZKPLOssZoY9/t94iRhMBiQJAlxHLckMY5jBKFSdZhRkqxZlnUfbW+Ai9i5CLK9Q29X2Iw59i6iPY94MOv0CQIXWbXrdCUt22O1c0l8ZLhrHF1E2RRdLk8D4BQP9ty5+mYKD/P+2mLADFMyvQmu+2DOvb52lsdmHmw6gbCe1Wuuuv2aIBICAs50iCBpQtTvU118AS/6mb/nqYtfYldc0peIlJRYW+ealaH7qmQ5nbA7+SpXPPxrvORJr+Tcf42QPEOUQk2CQNh0MH9YG8HgPBdwwjBP6ITtOdBWfnATbFcbvtfme51PoMXBYDgkTROSJG3b1UKhl9bHsjw3SK+0q9aY/bP76rP82+XNYz6SaJJ2ux1znrrqcVnfu/rl8u7o166dpM1z9vr/s9p1EXy7jH7vC+fyWePtsl2C0mzbXKYUpsm8y1NQluUR5+zys7wvPu/SLGwqgbDepS0DAgICJEmJlhZh107u+PmCFyxfy0IUM5AeUIuCqPEc2Btl9QUWopKX/fgH+F+7n8klf1YQ3Xk3ZZYF0rjZEe7vKQ+byLnW5O+6xmU9dl1jhhYlSULa67ViIElqmtXr9UjimDhJWoFQNOSvrjdiOBySxTHZZEKe50eEuZjoEgq+vrvG55on+5xN0LsEVdeypS6Pg+1d8M257XnwhSj5xmW2Z8MVruMi3S5Pkjk3Lm/LPM+dK7fANRaXODEFiWsuzPG5BGYXNs1GaUcrDq66/ZogLAICzkREMZL2iC/Yxe0veiBPf/unuPpRf8r2uM9A4voLzgAAIABJREFUEiIiEmIihFiiKXEQIaQS05eEBenxfVu/xFXf+1ts+d/72H/lg4iWluqVjzp+SAMCAo4NLvI8i1x1EUyb9OljOqzFrFOfT5KkDRsaDAYsLC4yGAyI4xilaotxHMckcUyv12PYnNN1mJ6FwWDA4uICi0uLDIbDVmDEcXzEaknmf90vV7iPjxy65sElOnwhO3YbvpAauz92v+cl8b7+medm9cv2UtheGXNOXJ4Ocx5dwsEOBdLnNIl3/dceAvO9fm225bq/5rPYRfxniWIfNo1AOFYEkRAQcAZBBIkE6aVM7ruDx7z4czx76VqWJG08BmtfjbbXQEN7FSKElJhtUcRPnXc18rK7iLYsI70eEsfOawMCAo4dsePz5SJALquwizC7rjGt5jah1sRMk/xevz9F5s18gzhJqJqQEU0o4+a8UqrNURCJSNMew+HQufuyi1h3kW/Xa/sal5DytWOTZ9e82/V1EX7XvNt9M+tztdPl3bHHYZNsl0Xertsek+8Z8wkplxAxNzpzJSN3CV2f2LPH5/OWzItNIRCOF7kPIiEg4AyBRDWBX1pkz48U/MS5H2J7FBGLtMTfRGktV2mLhliESITdyYjffMA7yO53DrK8hPR6EAWREBCwEVgP2fFZpn1hIfY5k9CZJFmTdi0OkiRuPQvtPgcoUIqqLMmaHAN9Pk1TkiSZIt9Jk9ysQ5Vc4sTsp+0l8HkVXNfZ4S82fETZnFObuLrqs8Nj7Pm16zbPu0JmXPdi1hhcosfury0AzWM+8u0SDHa+hIv8u3ZDdnkm7PHNEjldr88oD0Ig9QEBAeuF9h6wZYkfeshH2RWXLETplOdAQ4uDLpEQETGQhIUoZneyyt2PWIDlRaTfD16EgIANQhcpNMto2KE5s0JL7Gv0e/McTO9zEEXxEYmtURSRZXmdc1BVFEWxFnqUJLWHoRELvUYUpGlKmqZOz4FN8syVjuz+u5ZIdeUSuMi+WaaLXNvn7eOuvRPM6+32fJZ3e95hOunXReTNObAJvtm+z/rvqs81D/Zxn6fDbNt+7erbrA3SXCLDrsd3fhZOe4FwvBEER0DAJocIxDGyuMj4ftt5xlRoUbd1xRYJGhFCQsxAEpajmAe/8HoOX74TOWsrMuiHXISAgA2AyyoNR4bWmOVhjSDbK/XoMq6Vjsy6bPKrQ4miqFnMoAkzmvJAqApVKfK8aDbKWutXmtaJy3EcMxwM6PV6RFHEcDig3+Qs2HWaxNu2NJtzYI5nnlh1+1pfeZf13xXO4yKoZh/t5F7zevv1LOFmizKfZ8gWU75nyCxnHuvyVMwSNK77A2sb5rnOufrRBZenxufZ6cJpLRA2iswHkRAQsHkhvR7R8hKHHn0hl772OnYnCanEU+Igwh1qZEMnL+v/WiT8twvfx8IrbuPAI84l2nl2CDUKCNgA+EJuuuCyTrtCWLo8B/q99gD0G1KfJLXVH2gSk+vwIFU15Iy67bLxIogISRwzHA4ZDAYMB4N6idR+nzRNGQyGLCwM6Q8GpGnaihGbQJu5GKa13EXM5yHjrjAiH7l3EU5zXn1WfbM/dls2TE+Nea2dpO4TE/Yxc0y2aJgF13Pgus68By7PhZ47W9jY187rqTDrsu+L67p5cFoLhI1EEAkBAZsTkiTIlmXuelTM47fceMR5X1LyLJjehRTFc3ddw+1PhXLrYt1mJMGTEBBwAmCTMptM2STbVXaWJdi04q/Vs/YdEEmEoslRiGohkMQxcRy13gDTuq8FgFKKSimipq007dWbrTXhRu52p4nkrJCkWfPm8pTYVmg7TMlnrXfNnVnOJTzM9+b4bOLsI+au167ys8TJLJLt8xi4MCuUyBZitrhyiQx7LL6EevP9GeNB2GgEkRAQsPkgwwHlWYtc/pQbeOTglqlzs8SB67wddhQRsS2KeNLCDfz4k67mjifWYUb1sqfhKzcg4HjCF77hgu09sK/1WVpdZEuTeZ1IXNe3tmwpgNCUlagNE0rSlF6TmKzzDaIoaj0KAFHTRhLXZYbDYb0zcyMsbIFj99E81kWqfUSzy/ru8q50zb1Nes2+uqzfZl2uPs0Ks/F5R1xCxEXIfYTf1Z7d5y7y3XXO5YnxiQWzL7ZA8XnC9Gt7v4RZOG1/rQJ5DwgIWDdEkMUFDl6yzNN3fJGdUdHukgxrZN8lBLrEgSkSIoS+JOyMFU9dvJ5d33ULsrBQi4Q4Dl6EgIDjCBc56rIEmwTTJmD2ua46oyhqk4h1/oG26ldVVXsMm+v0a4ki0kYYxHFchxMNBm17OjdBJyv3erWQSJO0LWf/133xWeLN/rrmwhdWpI/ZwsJF5GeF6nSRUi14zHn2kXHztW7bvNYej2t3ZJfws0N+fCLERcZ9JN41Dp9I6PJmuZ5lV/988+4Sw/PitBUIAQEBAeuFxDHVtiXu+LaShw9uJhVxrlwETG2O5vMsVCgq1BG5CH1J2BoNeEAq/NEl/4dbn3cfOP9cosVhnY8QEBBwzJiHcJnHXOTWZVH3WbLt+pImLAggiuL2Wr2Eaa+XtmRfooheszLRwsICS0tLLC8v1+eaPiRJQpIkDIdDFhYWas9Br0d/0Gc4HLK4tEjaJDOv7ZuwJhJ8qwX5wnbmmU9XYrMdbuTyBJjEtCs8xg5Xsslvl/Bw9cms305Ct+fB59mYFQpkXutbIcm8bt4QJHsc5nFzDkxPgCt8qOv5DSFGxxHBUxEQsEkgAhKRbx+y66J9nB1NGMh8icOu1YtKVXmTmWOJ2t2Wd8YJu593E6P7bEUWF8MOywEBxwldFn4btkXZd53PUu0KMdJ/zSRhm7BHIlRl2e6BUFUVebMXwng8ZnV1te2XFggiQlmWa8udJgkLwyGDwZDUEBQ2YTVJbJcXxUXYfXWZO/q6hIDLSm0Tfbs/Liu+DzZxdtXr8op0zYF5j3x9Mq/xeVpc5X1j8j2rPiHl8mL5RIDP++MSW+vxJJyWAiGQ9oCAgKNCJOSLCU/ZdQNbI2lXL5pnxSJTJJSqoqKbkJgi4cXnfYK7HpGiFgbBgxAQcJzhsgz7QkpcsEmo/dqs0yRZ2pKvz7crDTU5B20foqgm2s3qRUVRtOJgNBq1+QdaKJRlOWWh1mKk3lTNveSpOQ5zrC4PgHmtK5/BNW8+gq/fdxFg8xpf2I2PUHeRbXOOuvpkz5M5Jntu7Dh9l1hweZp847cTxpWqE9N94U92nbM8Wq6+ds1x8CAcZwRBEhCwOSAiHD4/5oHD2xlI7A0v8sHONTDDkHyIiHho7w56V+yjPHtpLRchICDgmGESKBdJ67Jcu65zkU8XtADQSclxHFOWZUv80sb6r70BlVKUzVr3k8mE0WjEZDI5wtpdliVFUQBMWe+rqmo8Cj1ix+7KZiy/jyy7iOMswmhb213z7RJSXR4LlyAx6/SNwzw+SxzpObO9IrqcbxUmn5Xe1U/XNfa8mELA9Mr4nitz/L7zXd4Jsx17PtYjDiAIhLkRREJAwCZAFDE+W9gWrzpP+5KTzeOlquYSBvraCGFXDK+7/O3c8KIh5a6wL0JAwPFCV8iEz5KqX/ti9vV585xr/4G1pOSyLaOXNRWReudkpYijCFUpUIrxZMJoPGY0HreeA6XW8hb0jso6iTltVjzS/weDAcPhYCoHoUsY+MJyfJh1rsvbYMfIuwRbV9iLSWRdITZmXXboj55/WzB1tWvPkz0mX1nfHJgixBYvXV4Gm7y7+mK3YV7nCjM6Wq+BiSAQAgICzhzEMVWfKYFgJhfPvHzOchra45BKxO7kIJc/7GYOPmA57IsQEHAc0GWp1u+7BIRd1key7HJrhByUqhBZ29sgbvY7sEldHEft5z2qL2w9CnEcT4Uo6aVPTYJZFAUo1YqIXr9/xApAuj3zrz0vLmJtj9s+5wsDMuszx9oV7uO6Do7MB5ieZznitWv1Ip/QcPVl1nMxi1R3hVEB3j0JzH7Y513Pn30vurwHrvAkmPb+zPt5gCAQ1oXgRQgIOI0h9Q9uMVD0KNd9+dFsoKaviYhYjoRXXvhB7nhKBcMmFyHsixAQcNRwhVJ0eQ1c5ea1bJvXQp1XUL9fiyeP45h+s2KRzjmgqSdOEuIoIolj8rygLEtig7hpQbC2p4IcQearpq/9/mBtrwWRKU+IL/FWE2YXWbRJbFfMu1mvK5zIJVpsuISc7XVwzrljrPMQb/O9fu0i+D5B6Bq3+deeD/uYr95Z4tZ+bT4T83o8zLl15aN0Ifw6BQQEnDFQSh3xredaoeh4I5WY5ajHJelBvvdxn0SGA4jjsC9CQMAxwEUOfYLA/GuHZZjES5N9F2Gz49fX6q//JnqFMqXa8KKyKGrvQBNCBBAna0nGZsJwvTRqvXNyr1nMoCiKKYLXehB6PWdIjS5rx8q7BJFJNjWRdF3nI54uAWLH3fvuly1kNHnV7bmEjut6l0fBPO7qrylGXELM1edZXhZXP816XUJDl3F5IFyio6sNV9iR3df1hhoFgRAQEHDGQOKI4Z3CiuqtO0H5aBFLRCoxCTHbox4/fPbH2f/Y84mWFpFBv/YiBJEQELBuzCI8XZZufd5F3lwE0CSSURRRlbUXsibstdU/z3PKovYOFHlOntfJxtKQ3yzPqVSdk6AFgblhmmkVV0oxHo/rOo1cBi0S0jSlPxhMrXJkkmIXYfaFl7i8MC7Caa+8Y1vS7VwIX8iMLWBssaShx2r+1eFX5q7S5hyY73330763drtdItM+NssTYYY6uZ4/s4+uOXP1yazTJ3Rcz3AQCAEBAQEeqLwgHsFK1afCv2vy8YTpoUglZkGEex4mqKUFpJeeGSsaiRz5PyDgOMMXtmGSJ/3eLO+zCOuyZkiLTZRN676ItGFAAL1eCiLEUURRlm3uASIt0dU7MuskZd1WURRTpNdMeI4Mb4KL0JtjNGF6R0xPQ1d4izlns/IdfCR0VkiMhr10q52IbYoffd4ljlxk2e6z3TcfuZ5HhJrz4AoPc90fX91dc2k/xxqm58d+5u1j60EQCOtEyEMICDhNoSpQiqg04mXn2P/gWGELkIHExJcdotixjAwGSBxtXpEgAlEdSiVxjCRp/T+O6w3jorj+HwRDwDGiiwTNQ4BNMuUizq6wERHDeo9QlXXScVlWa+FEcVyLBqWQKGpzEeI4bkVB1eyPoK/J85wsy5BGSAC116ERKGaoUWwIDZOo2st46uvs8QBTxHueOfZZuW3Y4soXlqPJ/azwJpcoMIWE7VEwj7vqMvtpekpcosHut/neJ0zN83a79t+usj4PhP3M2+26BNx6kKyrdEBAQMBpDJUXLO8puDnbCcN9VChOFDWPJQJVkUrMCy79d66+4FvZcs8AWemjRgqatc9Pa+gfO6mXetR5FtLvQxzVx+MIledQKShLVFmishxU1SwFWQu5gID1wEdUZ1m39TldzoyFN89raBJdh/2sWeEr47VCUZZlHRLTCIQ0TadClPSKRdpb0Ov1KMuSLMumrPt6f4VWaEQRqllHX3sh9Dg1Ebe9A5psukSDPQ+uubTL25ZsFxl1zbFdp4uo294aWwzo8lpY6TGuLTm7dkz3S+874LKom/kI9n3Xr/X19iZq9nhdz808gtWsyyfCbLHiE1uudmwvxrwIAiEgIODMgKrJZ/+eMe+/83Kev3wd/Tg94d2IiHja8rW8+QlPZOH2ZZJ7DyBxjBI5fYmxyBGigDhG+j0kTVFnbaEapqg4olxMSQ7nyCgnWh0jeYEajSDLW7Gg8uxkjyjgNIKP2NkW2Vnl9Tnzr68+7SkoioI0TafCjqIoqsl8VZHlOT1DHCTNBmpAuyGaJrsmuTWJoN5wTYcGldTkTddVNonMLhLr8ozY722y78O8lmq7bZ/V3GfVN0OLtKAyjwNExg7WlU4Ib4TU2v0pp8ixj8CbBNy+73bStw0XCXeJEpvk2/fBfm3Pud2ePY++/h9LmFEQCEeBq26/hivPf/jJ7saGY55wqjNhHgI2D1SlSO46wP4/vJBP/9o5PHW4j1SmfQhmzsDxzk/QXoTL0hE/9e1/zxtvfRYXHtyJ3LkXRqPj2tYJgQjS69X7OjRJ1wcfeT73Xhaz+qAx97/wbp608wYeu3Aj58SHiaT+kcpVPa97y0X2lUtcPz6f993yEMYf38EFH14hvvYmVJahsuz0FU0BG44u66xphfaFZ9jEyicabEu3JvOT8bjdwAzWvA+qUihRlCjSNKFSioXBABFpNz/LsqwNK9IhRubKRVEUMW7q1yQ5SZKW9BZK0e/3WyKs+6lDk8y56BqzPW8mmXbNsc8q7mqvq7x5zE4yFhF6/X6TjJ0gEpGmCUmSHkHERaTdwTrPM6qqThYvioLJeNyKqi4Pkt1Pn6BwWeJ9z6D9TJm7J5uvuwSay1Pja7PrPh2NOIDTVCBcef7DT3ouwGYWCeuZW7PsZp2PgE0EVaFWRizdvMob9jyFx1zy1ywZGuBELHkK9cZpDx3sYfSIEeXH+6T3pvVqRmr9+zOcNIggcUy0ZQtsW2Z08XbufniPH//+93Bp/xucHx9iIBWxwLLUiZVxm/NRkauK3cl+YD9PW7iVHz7rU9x+eY9ffcazGP3oBUR37kUdOkSV5VCdRvMScMLQRaZ81l8X6fMRW7seO0ZfE/s0TVpyr0OCFPXuyNKEGelzQLuDsoZryU8tEnSuQlVVTCaTlvCKkaibpilFs5yqTQJ9VmwfKbXJpCm0fPfAJs7maztky7X5mZ6bNncgSRgOh0SRkCRp6znQnhRBexpqT40WCKZnZjKZUJVlO9daJPhWYuoSPdozo//a5V2eEttyb86DvReFK/zKNcdd828fs/s1SyC5cFoKhICNwbGKrs0smgI2CZSCyYT40Jgvf+4i9tyvzzlxNeUpqGi+0DcwgTlG2Bmv8OAL7+DQ8oWk6Wn2VdyIA+n1YMc29j5mB8MX38Ev7P4Iz1i8XRciJiEiar00EdLOb1+goqJUirj5gVuOSn5r97u48vtfzf3f2SO+EaJDh6gygkgI6IRLBPjCNea1rLqIsRlCosNa2mVImx2RdcJySdl6AHQ5TXTN2HotBnRftFdACwrtocjzfK0jRVHnNyQpeZK3BNscl0lofWRUt9kVNuTaFdgnzlwWcfNe2O81YY7jmLTXaxK3IwaNx0WXj+O43UtCmjwMPS9FUZBlOYq1BG59fDIeH3F/dD9sIu0L8bHnzieIZokv1xz4Qo30/ZslXl3C2PXMms/CvDhtVzEKRPT44arbrzluHpmT7dkJCJgFlWXIvQfZ9XHFR1YeSIWiVFXrPaioiJANW/40lqjZWbnkyp3Xcc/DelRLC6fPSkZaHCQJ0ZZlbnjpDp736n/kTZe9lSsXbmNBeu3/vqSkEhMhUyJBH0uI2z0iEmL6knJunPCnz/tjDr5mhfyBFxLtOJuod+JzRQJOX8wTAjOPNdUX/qGPl2XZ7ntgtq0aEdzrpfQb0qsFRZZl5HneElaANK2t5Do0pjT2WNDn7M3RzARlfd5erccmkr65cYkDO1TLrHNWyE5XKIu9MZz+O1xYYGFhyHA4YDhcmFqJqB1nIxCiZvw6XKvX6zUhSAlRU3eSJAwGfRYWF0l7vZnzo/vmekZcJN9cWtQF89kx25v13JnX2J4rV9iTL5TI9pK5Eqxn4TQzW51aON0t5htF5nW9p/PcBGxeqKKgOnSYrZ+7h7/6g6fzsp/7PFujAVCT143eQK1UFbEI58Z9XrT8Zbb9wCr/Q72AC2++DVWWp7ylXHo9ouUlOGsrN71oF//yvb/JcpTQl6FTWNXjbX7gjXPta+M8qmIoPR7bH/Pey9/Mx//3Tn7yX17Eg35jgHxtD6rIQ05CQAvTMjoP+fGFwfjq1eV8ZZSq492jSczCQm3x13kFUbMBok2wtRV7dXW1JW5aKChVb45mEsTRaFSHyzR5D7qePM+ZZFm90VqvP9UfbSnWc2PPjxl6ZZNRW0iY5Xzz7LPAm3XYr80NzwbDIVu2bKlFQbPYQZrUuRuqUq1nwCTyvV6P4XCIUorJZFLPSVGgqgpkLWdD53ZkWcahgwfbcCTb22I/I/OE9PhClFxeBJfHwJ4nXzumsPB5CMx6XN4d1/2ZhdPWgwCBgB4LToSlP3gTAk5FqEqhshw5eJgd16xydynkqqSiokK1oUXao2B6F44XEmIiIhailCsGN5N+6956xZ/4FN8TQOqkZLZtYf8jz+El//FDbI3WPAUur8ssT4wtGvTO0wOJeXj/Ln7icf/E/kfuRNLk9PGyBJww+EiPTfBtgmpbil2W8642YS1ZuWg8AnpVoqqqiJMYGi9DlmVtiJEm8GY8vE3ATbKfZRmj0aj1OrRt62tURRTrfRGmNxLzhafYFmhzfky4LNU+Qu0irb5wJlMkDIZDBoNB6wUZDOpdpfUSsb1+jySOGfT77bhbYdGEIWkx0Gu8Lb00JdX7Q0gtJnq9nnPn6XnutSuPwx6PWY8rJMn2KLg8Oq7rfV4sW+C57otdfr0ehNNaIAQcHQJxDzijUdVr71eHDpPevo93Hnwkh1VO6fiR2IikZU2IdYjNjjjmpy/7R2R5CUmTOln5VITopORlxhefTe8HvsHzt/57Gy50vJFKzLJEPG3pi+x73goyHEAQCAEGfKTfJtswTVhNa7nLUu4ifGYd5n+dL5Blk7ZcEidTG5vpFYvKpmye5+0+Cbo/Or/AJPemmJg0oUltzkNVIUibxJwmKf3+YGopUA07dEbXb29eZqKL4NvnzDAYs037WGx8fvUmb/1+n16vhyCN9yAibXILdFLyYDCoQ4nStE341v3WngjdrzRN6fdrkZHozeSaOer1ejMJvktw+rwBvnlzeRh85WzvwHr/6utdHpH1CgIbp+gv0fw42V6EQLYDAk5DqKpeb//gYd706Sfw9aJHjju0RyfVHm+xoIXCQBIe2d9DuW0J6fdPXS+CRBDHqC2L3PL0hB/e/RG2R2xIvoYO9UolYmdU8ILL/r3ZdfoUnZuAkwpN1LvCOMyy8xBCEz4iZ5YvirL1ICgUeVHUybON5b+sKlRVkRdFS/xND4Luh847MI/rNnVYUVmW9SpGkRBJ/b/XS1uybO+sbIYGmWE6LhHgCguyz3dZvV1eBz0ufb0m7f1+nZ+RxAlJmtSLNah67iSKKKuKtCH2Oteg3yx/aooCM/nYbKP+u7bak7lkrOs+ut7PKmPOgT5vz6tPaPna9HkOXJ4Eu46uZ9sn+nw47QUCnHyRcLrgeCYjr6fNgIBTDkqhipzq0CEe+PsrvOT//gDXZz1WVUaFoqBs/28EzJj8hJiLkoi7rthS7yXQS089L4IIUS8lWlpk8r8mXP3dv80zFm9nOeptWDJ3hNCXlK1Rj5ef9Sny3TuRxcUQZhQwBVdoS5fltIvs+8I+7BAkc1Mz7UEYra62noKqrHcFzya11X88ntTfOU2bpXGtSL2qkd5PQcfN6yVUdR/ihhCnzeZoOoxGk2cdcpM2VnJTLJmWfHs8Pmu5GQLlmm/bY2PfC7MP+r+5bOvyli1s3bKN4XBIr99jeWmJpaUlBoNB6ykYNGLADCMaDAYsLy+zvLzMYDCg3++33gFzdag27KjXaz0JC8MFev1+2w/Xc2IKJ5eV3zxnP1P22H3PlDlXXaTfDk1ywRYUdlv2sq7rwSn2KxQQEBBwgqAUqiyJ9h7kvD/v87u3P50DVUmuyqlwIx0+s1FEGOpwmtXzQPXTU48Ay9qSprJlmVfe94NsiyLSJo9ioxGLsCgRq+cNkH6vFk/BixDAkSRUw44BN8vbISC6vE3E7PrscBnzulYkNAnFZVVSlAWVanbzjWoLdhTHLdEvmmTZ0lir3wwX0e0VRVHvygxTKxolSQIiVEpRNKseRXJk2NSsPQzM+bLnz+Up8NVjElrXdaYnQYuiKG5WKjJyArSnQIcVmURe7zVhz38URa1nQXsXzOviJKnzGXrplGfFZ3m3BZbZf/ucz9I/y1JvzpXPM2W26/P0uJ5187UdRrYekbBpBELwIgQEBBwN1Moqg2+scv17LuPT4/OpaFYAaf7B8RcHOvHZDFvKLx5Dvwen2J4IrThYXmKy+2wenN7DQpTSl2RD94qA6VCjfQ+OUcM+REEcBNTwkTFfTLdNplxWV3ulHnuJSbsNfW1VVVRGQrLOD9CWbURaAh+JkBiWcd2uUqrdK0Gv9y8Ngdax+nrtf53LkGVZvdRqVVE0eQ0ucmuOx0U6Z4XEuGB7Juy29PhMD4KI0G/If9LMj+k9MQVQ0nhLtKdAix3tKbD3ldCeGDOcyexr1YQjucSe2Wc9HpeHxGep9x3ziVWzrMuDYD9vtmfDVZeP/NsekHmxaQTCyUQIowkIOE2hFNXqKvHd+znv46u8+pPPZ39VtCLhROKyC+6k2DKA6NTyIEiSIMMBausSN74gYXu88Z4DU5BpkVBefhg17CHJKZzIHXDC4fIgzEN+u6yqJqFyxe+bYkJ7EJSqVzEqioLxeExl5iw1IUJaLOhYeN2WDgPRCci6zV6aMmhCaIqiIEmStnxRFKhKb9RWtTspR1F3DoHZ5qywFbO8Xda0gJtt2RZ3c760ZyRN6/0hdO6APjYYDKZWNNJLmQ6HQxYWFlpPga5LJ3rr46ZAEJE1wRFFRM3+CTonwcxD6PJ42PPWNWddln6XcLBf23WZ532hYj7Ba94j83WXOLKxqb5lrzz/4cGT4EEQMQEBbqi8oLz7HpIv3swDf/Ugz7/2pXxqssg95YiJqlcWMS39xytZWS/pqfMQfuW+7+bOxy4ii8NTJ8woipGtW6juex73/k7JVc98HSl133Ty9onCk+93A+PzlmqPRvAiBBiYRbK6wirMUJGuMrod86/Zts5LmIzHrBw+zGg0IssyJpNJnXSrw12MMBhtFdb7FUwmk9YDUTU7BeslOkWE0WjEeDxmNBrVIUqqWanJ+Cz2ej2SND2CzJqeCpMgu8aNNqEtAAAgAElEQVRpz52LQNt/bcFlz30cx/T6fZaWl1laWqIoS3JjWdiiSd7WexpoL8rS0hLLy8tt4raeD4DFxUWGw+GUaDA9C+YKR2vzUK+eZMIm1eZ9dc2Pfa0tDHzizJ5Tm7y7RJg9913hUa52be/ZenZT3lQCQSOIhGkEcRAQ0AFVQVmiRiO4Zx/Fu3bye7d+O7eXPVZVObWK0fFcyciua1uUcfBBBarfO2XCaCQSZHGBfZdv4Ufu9xG2RUztiLyReRk2DuUDouLEipKA0xeusAqXpdsVjmTHldukyhXSZIoEHfrTLlNa1XkCmgBnWYZIvXynGTKk2zZXODIJX1VVlLovmvCVdR6DUvWmYsBUGI3pCdFixGd9do3PXi5WY5bnwPYurIUOxe1eBYnesyBNp3aQ1n3UAmtlZeWIfSDiOG7HrTeb0yFJruVMI5NoN3Phuufm+HxwCS+XJd8nKPRfW0h1hbC5+mQ/q64wOFc782JTCgQIIiEgIGBOND+sqihQK6uc89F7uPNN9+PXb30mX8oXqagoKNvVjUzL+dFupqaJtXldBCRbMlQ/WdeX+IZCIsrtS0z+w34eM7iFtMk5ONHiIBbhpgNnkx6orYuaCAUEdMVk29Ak2S5jkyuXhXdW3WaoEcBkPG5FQlEW9fKded4uVVoURUuE2xAjUwCwlmegSV57znitWBMnyuHVM8m6nbBsk1ifF8VFpmddY/dB736cJCmqUkizypAm9EmStPNgbjh36NCh1nOixYr2GOR53p7X15ghWqYo0iJF16v7bt53Uzz5LO32NTbh1/XYAq0r/Kdrvs32XMLD50nQMO/5LE+ZjVMrGy7guCN4DwIC5oCqUGVNPOO79nL2xwtukUt5/csVl97nPSxHCRGKiopUoFTShge5hEGpqikCbb8Hpq6tUIxVRDGJUb1kg1N/54QIEkeMdwz5/ks+xLaoIpUT95Nhzk+pFHfvW2abytb1AxewudEVI95lPXWFarg8Bz4S5woNMdtSqs4NGI9GLUEdjcZN4rHUHoW4TmjWcfiakEYirWVct6Ut65Xe/0D3DyGJE/JibeO1qjpyVR07tKQrNt0XVuPzwthiSh+3Y/zFWllIhwDpBGNN8M0+ac9AURT0+/322slkQlEUTCZrm9P1ej2qqmpDtJRSU14JqAVYVa29t++dOYY4jluB4SPkdj3me9c82u254BKw9v10tWlfax/zid0ubGqBoL0IgSQHBAR0ov1irSjvPYAcXmHH+w5w+P+ezXN++2W85rL3cmm6t9kYLCISBQ7SrwmtLQ5856ZFgiCHE6KD+09wdL8DIkiSIsMho1fcy3OWP8/WqEcqcRtidKJQoVhVOWdfPSA6dBBVbszeFAGnL2wCZ5OheURlF+FyEW5X+5rUikhLeEerq/UuyVtqEhvHMZGsLWGql+csy/IIcTAcDoFmp+Vmb4TKXNK02SgtTgZtgrTuiybGtjhwkVkzlMpHIG2Ca4ce2ffAtqYPh8N22dJer97HQVv0zeRj3XelVJuUrefKnGMdxmVeMxgMEJHWU2NupqbryfNiivh3WfHtcbnmz/WM2eLLLut6P483RwuvWftT2HWbx874HAQbZ2q4URBGAQFHibJEjcZw9z4Gf3IWP/5PL+FN+76Fu0vhQJW1qxyVqpqZrDsrFEef/0a5xOAbMVKUcxGaDYVESBxBL+Wp532l/aHY6GVNXaio2FfBllsmSJbDOn7gAjY/XHHXNnxehK7PmY9g2d4F2/PgImNlUTAajdp9Eiq1lpCsw5CyPF/bQE0posbarkNmYnM51EpBE7YTN8uB9tKUSKZ3R7ZDqlxzNE/oin5vhquYAsCu0/RK6Lpjc+EFo269D4RZj72JmfaimF4Bc1nYNgejOW+eM1eIyvN8yqNgE3mXKOgSEC4B6csT8MH1HLqeK12Xj+Cbz56rf657PAtnhECAM1ckBAQEzAn9JRwJ7TKaWc7SDQe44KqId37oCv507xO4u0oYq6LdabmiFgnzrurjCkmqqPjEyqWcdUMFWQ4nM8a+sUwSRUiacl7vAKnUeQAnA6VSjFVMPCogL2ZfEHDGwLR4+0I6zHN2PL4r1KYrJMMkWjC9D4BPUJjEtc1BaFbq0aRVL1Gqk5ojEVSzso/ua1lV9WeTetWisqg9DoN+n16a1m2hKIqcsqnPR0x9YTL2e3vsrsRplzAy/5rx+CZ0aJWZMyAibYL1YDBoPS5AOxd6czktnkTkiH0RzDpNYVKLq7VdsO177ZsrlxegDZ1yPH82Wdfnfd4WX5t2/eb19vNqt2XXdzQ4YwQCBJEQEBDggdSiQJK03hRs0Ef6feilyOqYxdtGnP/Rive/7wreePeT2FeWHKoySqXaXZfnta5XqCOWTc1VyV/d8Ci2fGk/amX15IfRxDGSJKiFAY9b+CrL0YnZNdmHPcU24kMT1GSCKqt65amAMx5dxMdHsMwQGTvMxF4S025L/7et5j6yqMtqS3ptLc/Jstp7kDd7Jtgr+IisLdGpr4sacqyX+C3Lsl0ZKctzsqxekrmqpi3nXXBZvm0PhAtdoUi+uYsiIU1Skjhpd07W49XjMQWCPqcJvhnWpPc7MDeO04JDi63KGIfedM70NMw7N7Os/6a48ZF2l3fBJShsAboeL5dL7NheiPV6pjd1DkJAQEDATIjU+w7oHYMHA6SXQq/e/VSlCVJU9A4UnH2t8JFDj+LxL/8qD+3fxvYoY1uUUCHU2Qn+H80KNXVei4SCkrEqiT65lejgrVRFcdIJsIhAmqAW+pwdTRhI/4SvXKRRUXHDZBeyOg7iIGDdcFnG7fd2DL4pLszzNqH2WX9ND4WITCUWV5UCSsbjUU1cESQqSJOkTl6mbJfpNOsrjVAZ7S1ol1FVa3H5rjAa2/rcRRpdY7Ut311Wb7PP5lwkSdosdVrvDq3LFkXR7mtg5mOYIkeHHfV6vTXBZHgmdK6CKWxS41hZllRNKFNheVe6LPAuIeQK05kVmmTP6SzPjovk++pxeTjs59Q8vx6RsGkEgi/e3vYa2O+PR5x+8EwEBJymECFaWCDasZ3ynG3c8fhltjzrDu67ZS/3X7iH3f17GEjOZ1buy/tvegh8dsBZXyn5/dd+DwfvLyQP28+z73stL9/+cZYjYSC1pT0lnhIDBSWlUsQirccBdHx9wZv3P5qL3nUH1V33UI0nRtL0iYfEMaQpsrDAHd+8jR0nYOdkHyoU+6uC11/zFB5w8GbUaFR7V07i/AScejAJvWvnY5tIuUiaSarMkBgz7t5eJtRsI2qW7YzjmKRZurMmsXoPgDXCqlfbOXz4cLt+f5ZltTCohMl4wgToNUaKpoNtvH41FSZTEUVxE66UMRmPW3LtykFwzYEpGvQY7TCYecNx7PshIqTNXCgUZVnR662FB5mhQiL1EqZRFLUrFBVF0eYkmKJArwAVRVG7FKxewUgLBl030HhZsqnwolnhOa45ssXBrPf2nNtlfPX7xJmrjE5cdolZ++96sCkEQhfJ1+d8JP5YVzoK4iAg4DRFFCNpgtznfPY8YyfyxHv5/x74Dh43+Do9qYiAQRN7/9SFW/nP2z/G3z/wcv7o2idw3l8O6F8D6nPL/MO538LXX3I237XjGh7Wv41tUcFylEyt9pOrsvnbrKShKnKlWFXwxn1P4O/e883c757ranFQnfxVekQENexz4IFlu3PyiUadAF6xr0pIvzyEvKg9CAEBFlzWfuhe2tEVeuS6zkW6NFnVhFqHvfQaC3iSxCRJ2pSFOE6azcFqS/kkmxDHMZPJpLWWm2E1SVLvhZJlOXEcUTX9aZc7bchgUeTt8TwvWgu5FgfmvJjjdgkDe+wukWDPpR1WZXsO9Hg0wVdKkaTJVD3meaBd6cgMA0uaRGylVLvc6aFDh1hZWWn7r70pVVW190TnKyDSelZMceASCl3PhcvCb469S4j6yLmrzDxeHPO87enweT3WKxJOe4EwL7E/nkIhiIL5EeYq4JREFBP1UmR5mRteuoMf+84P8M0LN3BRPGEhiqEhxSlxm5y7JIoXb/0CD370bfzXT/4AO74woXfPKks3KG6941J++fIHcZ9vu5nvOPc6nrd8LctSUaKIEfJ2N2ZFCeyrEq4ZX8jf3vkovvqB+7P7gweoRuOTLw70j0cc1yFGfb2J28lYvUhxqMr4UnY+O64tUTr0KngPAtYJn2XWtQKPaUX3EUQNfX0cxwyGwzZvoLZsCyJrYUZxFFOpijRN6dMnL3KqqqQoSqqqbPMTkiRt6+n1elAytRna9Ao9qiXBZVmSGxZyPRZ9nYvcuoix+d4ORzLPdZFnO9TIvAeR4Skwk7P1+8lk0oZY6d2XoV4i1lyhSCd3w9qyqPpeQL2JWtXM03gyIcsm9XKzuC36rnnpCi9yzY2vPvt6n6Xfnl/zvM+b4bveVZc5tnlwWguEjVjGc1YIUiC8AQGnNyRJkF6PaOfZZPfdwe887y94ZP8uFiWiL702DKiiIhZpw2sigSXgYb29XPb8L3PToQdwVlaRfuMAy5+5jaXrB2QfP5e/3nURf/vSR/DcCz5HP8rZFq+yUvWZVCkL0YRD1YA3fP5JLH94gbO+PGH3zbeh7t1PaazpfUpAKaKFohVIJzL/QHsPVpXidTc+jS231onbJz15O+CUhSv0x0cENeHS1mYfOXMt62mSLx3yokWBDnmJIk3+qnZV3kpVpJI2m39FKBJEhozHI4qCRiRUlOWEosgRidpwGT0+LQRgegWkqizb8CPXfPgs3y5rublSkV2HvfeBz3JtCi8tuOKoJu56wzSocwfyPEdEGI/HbaiViNDr9cjz/IikZT12czy6nSzPWwFSVrUxoWjCrSaTjLIRGL4xm3W6SL4O5Zkllmxyb9ajnznf9bO8Xmbdvvvku8/rxWkrEI5WHKyX8AdBcHQI8xZwKkKShPiiCzh8+bkUP3YPP3q/v+NJw70MpN6kJ2oSjSNRQNzud6ARi7A16vGG3X/H3b8ovPPgI/mzf3oyl71xH3Jwhd5n7yEtK3gf/KNcWFvikwTp96Ziie9/4CZUlkGzEskpZxVvCE6VrYUXuXaD3igUlKxWOX914BHwlp0ke75OkWWn3jwFnDLwWWb1a13GZ7l1ESvby2CHASVJ0sbXayKrVIVIOhWCBBBJRKUqoiqipD7e7/UYDgZMsozJZMLq6moTOlRSVXkbh29ujlUZYTI69t787/IgzDt3pvfEPGfPpz1fpngyCfjUtVG9RGtZFBRRxHg8budNt72yskKWZayurjIcDts8Dp2AvbKyMuVB0X1oQ4ukzjnQKzqVZUlZle3+E/Z8mX21xaDtHTDn0hSZ9vPSNb/62fF5EExPgWt+u+6Bft8lBnyeDR9OS4FwPD0HV91+TSCzAQFnAkSQXo/xxTs4+IMHed2l72ZnvEJM7TEwcwYipFl1qNmcqN0YrU40HhCzK674nq2f4ZJn3Mnvf/IFLO1ZIL2phPEENRq1ccPQJP6aFqYsRzXxw6cs6S0riNb6dmI9CIp9VcVbv/oYdt02qcVUQIADJpnTsK2sZjn7r2nNNQmYJnK1xT+eIsE6/CU1ltmMImnL6ut1+SiKaoIsUosEaZJtRUiThKppN8smTejQWn+UUhR5Xi/TaazA47Mku+bDZ2V2WatdIsmeH188uzmfNpEVqVdeguk9DbRFXid467nT55VSbXLxaDQiy7Ipoaa9CYX2LoqQpgl5XiCRUOa1Z8X2Hujrba+I/RyYY7BhlzOFnC0yfMS9y1NgCiBzuVxfWThybxDfvZoHZ9Q+CD6EHYcDAjY5ROo9DhYXufcnD/O6y9/OZelBtkf+kJUIMf43scbNl2xfUvqScG4c8YThHh76ys9x4/MHHPiW3ZSXXVSvAqS/kMsSlWVUo3H7XxV5LQxOVXFQKYiE3m29E76CUakqJqrg0+OLGL57K+lt+1FZfurOVcBJhcvKqmETX5cF1WXxdll0zTpF1tbiN1fW0a91mdbTECekTVmAOInbTc6A1huxsLBIvz+g3+/VKxjpNhtxoPvp2uirK/Ski/R3He8KVXGFXJkk1bxW75ScJAk0xF9b802vg5lkHccxWZYxGo1YWVlhZWWFw4cPk2UZ4/G4vb5tSymUEVakUPWysc0GdYUxf+ac+bwttmfGdcyeY3sjOZf3wZ5bl6fCN69d9eh5t9s/WnEAp6FA2CgyH0TC8UPwyASccpAISRM4awu/+5C/4eL0IAOJWLA2AJuVjGtuihaLkBKzLUr42XOv5g+f/Sa2/fgt7Pm2JeS8c5DhsM53SAxHrTrF1/FX9Y8qZYlMcuLxiU1OrnMPFHdXil+59pmcdf1hZGUETXJhQIAN21pqW2tdlmDbG+CDK6REE//U2KtA5x+0noXGQBDJmkUZWdsbAaWIjJV9lFKtYFhYWGA4XGiTlTV8uzbby3bqPvtWMbLnwRVaM2tuXOE25ny5PBJK7w6vVG2wse6bXppVqZrUZ/+PvXcPsyyp6kR/EbEf55zMrKyqrurqrqZf1d10AyIINCBeBURkFEYYUAYF5aUzo1zR6/XtN85457vX63OcwRczijNeEV+og37KSxQQoQFBefcDupvurq73KzPP2a+IuH9ErH3iRMbemVmVWZVZFb/+znfO2Y/YsWOfzlq/tX5rrapqk5abpsF4PEYjJUq7varrmRyQJElm+isoqSCVNOc7ZMK9ZijS4q9R13sXWeoilF0Gv3tOiKz4Xah949/d5ncH959Z6B77sKMkRlttxLvjRyP3/BDXLWLbgTHwQQ62MI8jX381npQtI2XJTFTAJQkkpZEBQ15BQWmAeISRJQk8JkmxV5zDbx76Y5T/BviB538b7v37O3DNRyTmvnQG7PBRIyuyUpntnmyrpQRTCskEKHWNIcu2/JpEDpZViRd+6A24+Vc1xP2HoZaWoMpyy68fsTPRp6nuM/7WQpcB5vY7AGyXXgakqa28wwW44GCYSmo0pjIRZv94NE2DguZoCUOWZSjKEgysjSoYTX017bbsdF2mOQGrvfYhwz9kFPuSGF8a07c+tMZdJGEmiiCNB384HEAqhcSRbblJ3kRa6L7pVdrcBCEEGnsOSY+quoaw61DXDRrZtNGHyXi8KoLgy6v6fkMuQlGaLi99VwI8ne8Tg5AsiMbx9/nHdUXHQudtBDuKIFxMxNyEiIjLCIwBu+Zx+qkNUsZn8g0AY/hzcCjooIeft52SNWpI5FTZyP5jr6BtNMF8//VDf4zDNwzx6897Lj7y/ifg1rdIsNPnAMZMuc7tTBColGhZYXTUlGrdahA5qLVEoRV2v3eI5NgR6PHYljeN8qKIMEKGUZ+h5J/ne3ZdI9DV07ueWyIFjJG0SEwNOq2gGicXgY5hpsQnBG/zkThj4EKsMjzTNEEjJUbDETQ0iqJA0zSmsZrtkeDW9Hfn2GXshiRBLtaqpe+jS9rlG76uDCjLs5YEpKmRUFHkIM/ztseBWVM+0wAMQNt5Wtg1LMoSwhrhJupQo5FTAuX2RiApk5/EHVoDV/bk3m/fmoQa9Pnr40uY/PdQ1KZrLHeb+9zdEr3rJT5d2HESo4uJKDuKiLgMYOVFan6IPQfOtZs3qq0nWZFwchNcCMZsbkKKAyLHV2Q1fu66v8Jvvfw3cPxrroa+bj/4wjx4nq9KWt6O0EohP6tQW+P9YuGM4th9zwRsUkI3zbaPtkRcOvheft8bG5Jn+MY+0B1pCJX8nHrsTRdjOtw1hMlglVJCaQVtqxZxISCsbEhwjjzP22hEK1eyMpFECGR5hsFggF0LC1iYX8BwODSedif3wZWVhKQsXd5ld638c3wZS59MKfQ9lKgLmL8pSqmZZm50D2TUU5M4iiQIh0CZteK26VyK1JFgtb8DTGVTkp6Bl7PRNf/QWnbJirpkRCESEbpu39ihuXXtc8lAKInZPX6jpGHHEIRLZay/6/A/RaKwTsSIS8R2BOMMSBI0izm+Yv+jrUecKhP1EQXfMOb2P9pH+91EZg6GBAI5S7FX5HhSNsHrf+Qd+MIb5lA+7jqwfXvBsmxbkwQtJSAl0uUGS8p49qVWq16bCQWTnPz+8W3IHjkNvbJiIi0xehDRgS6vK4BOL3DIu9qnHXe/t8nIbWlOqjUwlYOQQdqWR1UaSqq2qllCzb/s9YhIuAYxGGsNZcE50jTFaDTE/Pw85ufnkWVZW16V5un3C2jzHTDr/e7y9Pcd696Pb5z6URd3vVxiIG3+ACUXl1Y2RP0bGGNtzkFZllBKtTkYSqlWQiRsroH/fJTWUFqZv/cAmqZGVVUz9+DfW+je/d9HyOvf9Xtzx/DJa2hd/N9n1xzc7f66d5EW/3rnE03YERKj7WCgr9WJ+UpHXJeIbQkuTKLw/ByKfSluHp2ECCQid5GEUNKyL0/yYcqjUpRBYJ4JvHbxAbzqm96Eo9/Y4PfOPB0f+r6nI33gGPTSsqlqJOWl76JM0CZJWZcVsqPLOCqH2CsqpBAz67FZZU+lVpjoCoelxJtPfC0+/PNPx+KJz0JPJkZeFBHRAd8ICxn5axlV7nldEhvyzvqeYt9j65aibF9MIxGJMVCVQqN1GyWgsZumQZqmGAwGKIrCdAC2khVp6/snSYJdCwvAwoKRG62s4MyZM6isMU0RDD8XIbQmITlMyBD2zwmtvbuu7npIKVvvPzV400rPkI00SZBlWXscGfTM3i99HgwGZm2LwoynFKRSaKQ01Z0YQ1VWqOoKUjao6waTyaQla12J3F3RkVBkyl2rULLzes7tIxjueKFt/nPqOtYf379+X2TCx46JIERsX0RyELHtwTmYBJabfPOG9Ixl3iE9AtBGFK4VGb5378fw4BsVytuuAdu3F3xuCO6UNNwO0EoDdQ22MsERuWhlRuYfRcH4ppIDBY1CS3ysuAHv+JtnYPdnTgN1Pa16EhHRgT6Dq2tfKOLQZyACq6VKZtvUc+8bX5xzcDYtcQoYY3jG6HcSnpMkaSsfpWmKRAikSQLB+QyZoOsIITA/P4+5uTnkg0E7ByItvrffr27TJUVx18MnEG5Ewj8mZLS6fSTazsewnY21xsCRV2VOPwm6Zl3XqOu6JRdtKVQpoS3Zkk2D2pZGlcrkZNR1Y8qg2gRml9j49+Q/59CahAz0kETIH28tSdNGpEBd0R/32C6Jk0uA13ruPiJB2CC2QzRjvbgYhnskBxE7AlqDaY0z9ajd5Jc37TLuQ8awKy3yj3OPd41pDoaUCcyzFP/zzt9B9ROn8ciLDgLXXg22sADw/sjERYVWRv8/LvAXJ5+M49I0k9vMXASSKCko3FcP8O/vejFu+osCOHEaqqq3T0QlYtuiy1Ciff5xviG7Hq9syAg075QDMDW+yIgWXLRVeYTgEIlodfO+HIkx1nYM5lZORD0WyOAnLzsZ1EobbVOWmRyFgc1N8I14YHXzLrp2n/TENSRDUhtC6Bg/kkEvKWUrL+JORILe2x4RNrm7snIkylmo63qm67xURrallW4TtuvanFNb6RLdsx89CEVD3Hf3vLWMev93Fxqn63cWIhmhMUIkx79uKDLiXzckaepDJAjngZ1EEiIiIgAwhnrEcSA/t6oqz1q9DwjrMY59kkBG8CxpYDiUFvjZ296Op37Hp3DkOfuAfbtNn4YNhH+3FPYfXl0U+MD7n4iHmkXUOH+D3c9ZoMhBqRsUusGP3/cyHHoLkD10Enp5JZKDiHUhJO8IGVy+5zXkkQW6a87Tsa6X3j+OXoILMG5KnHI2TTzmnFuD1lQJ8yMUUsoZGRNFFXyvr7Qe9LppWu97lmXISYbjGdp99+Un5frr5a9xSI7jjue++wYv5RW4Xv0QSXArDxGBIrmRK1eSjU0+hpFoGYlSjWIymUmC7vPod0mM/DXoOrfveH99+iIC/jVC0Qr/M62X/9t278mPLrhjrwfbniBsV2N8u84rIiLCg/3HsdzFsCddmclB8HMP1iudcUlFF3FwoweucczBMc9SPD4t8GPXvgvP+56P4MGX7AcfjcCSdBuRBAVdlLj+PRXecfopWFKylRmdL1yiQEnJR6WC+rWrkd9/HPrUGahJsRmzj7gCEPJuhwytLqOoyzgMnePKNAxJmBpdboIwHcvAjMcbToWjgCcYQJuoTIYtyW0Sq9HPbFM2VyZC80iEOSbPcwyGw2miM6bEwJfA+JGErnv2t3cZ0r5n2jfMqXNymxNgDf222pDNV6BcA1eWRNEBf36Mz0ZAmqZGWRTrIga+Ie3ei3uMT3h8w71vzfw1CiEU1Qqd617XjQb5PRL8/x98QtH3ew9hRyQpb1fshMRlmttmE5rtfM8REQTGmakWMsyhBcNt+dGZSkQuXHIwY/RrqnbEgscLGMN3PeSCxshZgpwl2MWBn7n6Lnz/934Q33Hv/4nFux6BOnUauiwvfYKu1tBNjeFnHsbdP/R4vPY/Xo1fu/UPcHPCbcnX8/cvnVYTPNwk+MVHvxmfevvj8ZgPfB5yeQW6qWPVooh1I+RVBWYNITJCfUOJzg/lF/jGoeuV57ZTMo3tH2eMdiMDUlJB2gpGjHMwzgGlzLs9h6RDWmtMJhMktoQpSY/oOmmaYnl5ub0H2UhzbMqgVNrKjaSUKItipryna0i66wHMyk5ouy9J8tfOJwz+GtMYdB9KKVRliRXGYErDMqRJgqIskaXT/CvG2LQ8rCUJdO+j0QgrKyvQdv201mhqIz2iykeFTWKm+6bz3fvzfz8u3PtwZVj+GoTQFbnyf6NdUYuubfSM1op09EUpNkoMCNs+ghCx/RDJQcSOg9bIzyjcWx6Y2ewaun7ZTgXV6TEPGccbKftJ0QXBOHKWYB/P0LzuJJrr9oLvWgBLto/vRq2MkT56BsfecT0+MrnRroqeiQaspwQqlYUtdYOPl3vx+s98J+79jcfhuvecshWLIjmIOD+EDCt6+frtPi95l5d45rP1UJOXXs8xX2MAACAASURBVGvd5hvQd6WNvIgxhkaaqECaJOBs2iCMyIFPMlx5DIDW+07fpX0Xgk8lTDbR2ZCEfKYEKhBOsu5ak5A+PuTd7pJn+ee6FX+kbWZW17VpatY0ptxpWaKqKhSW2FDiceM4SdyIAyUpV7XtljyZoCyK9no+UfE96yGj2ffm+2tE99j1+/EjFV1SrD4ZVtdxa43njuMnpHeNux5se4IQjdHNwWatY3weETsKjBuJUSORFBrHql3Bw3yDn/oa+JGGrWoYljKBX7njD3HPqweobzqwfZKWtYYuSuD0WRz46AredN/XY0lVLUkAVhMjl3BN5UTaSopqHJUVvvc9r8b8m3dj34ceBXvkmElKjuQg4jzQZ5T1GbZAd3KqH5XwewoAgBBJW4WIDH3O7IubTr8k9yG5Eed8lewImEqM6Fo0LpEFStL1NfsAWrkObU/TrO2TMNOAzSEw61lD32D2m5/56xEawzXE6T6qskRdm5KkdV2jKu17VaGweQqA6TVhCJa0XZLtfq1RNw0qGzmoqgp1VbVr6M51o7+N0PzbfhbeGqy1lqHfkXvMeg1495qh6IT7ORT9cefkl8BdC9ueIOwExHyEiIhtCMaMPEiZV7nIsS9dhljDg+JWHQolMPveczqnT3LjRgxCx3Ew3JoW+IGvezeOP3UObGGulUddcthchOTsBM0790EBkPQPjkeYBOOrCIPUCrWWGKsap1SDd63cjlv/oMbcF45Dnz0HPSliUnLEecM1xHzDzTeqQt5WH+65IY+xSBIw1r0fmBp1CXX8TU3JUmr4paRsDd+yLFvjVlj5EkUSiBgwxqbN1GzkgToyc8YArVHXNQAgTdO2bKhb/tSPDPhe9C65VkiWRe+hfX6FJOkQIpIOFUXZrpOGKU1aVVXbUE0rBdX2TjAJ2WVVoSqrljQVRYHxeIzKrp9fNcl9Fj7pCUVM/PP8tQgZ3KHxfITIlP8MQuf457rzWmt8dx3c33xfJCmE7RPH3uF41+F/2vbe9RccfPJ5kZntfl8REb2QEqysMXe0wSPlbgCz+QR+dZ2QAU+GLweDgt60PgAuFvkAr138PJ75Q1/Ea/Z/P27+xZPANmgWpqWEnhQQDx/Bte+s8ZqXfRt+6eY/wTWiQc4SpGzaQM2NGNTaJDXXWuF9k2vwox99Ga55R47dHz+C5Og9UFVtGsRtckfmiCsHIcMrBD9Z1zWcyLPu7gvlLRCUlGDMEIM0TY3hDoambkzlIs5BBb+k0m2JU61NWVIpZduJmUDXdI1ZMqbJ0E+SBFLKNkdBaw2WJG1EgjMODXMN6sGwwvmMZ929jhs96dKuu9+7yASw2svtGq2+V7uy/QlWbGI1lXOVkoNxk5sAS4SU1qgmRbuuRVG0UYPKvrtyLN8wDt1P3+/HXZsuiZl7nr8+7v366+bnQoTIqz9HP18kRMhCZC801nrIjI8YQdhE7IRIwkaN/UgOIrY1GFv9cqCV9QrVNZIViU+fPtju87359L0rMuBGFjYTdA0OhgFLcCgt8O++9a/A5+fAsuzSRxG0BrQy1YVOnMK5X70er/v8d+KDxT6cdeRGFE1oIFHqGsu6xmEp8bFyET/7c6/E7T87xu4PPgB15BjUeGxyDtS0rnlExEYRMgRdkJff3U/b3JKi/mf/eN+bTAm4WmmkSWqifZg14FzZD+w8SUc/jSykM1ED30vtylv8CACVQKVGaiIxY1KEwXRmzldFWEIyk1D0xd/vRwy6PNshvb//zFrJUDFpIygEKc16lVVlkpAbU/2oKAosLS1hZXkZxWTSkoNQRIO++8Z+3z3Sswr9nnwjPHTNUPTCXS8/FyZ0Xmit/HFC9xC6x1A0aKOIEYQrEGtVNoqkIGLbgjGTVwC0/yi7MN13V3uktdZIlkocWxmt2udHA7oSkLciauCDg2PEBJ41uhfv3n0nWFECRQnoSyzB0RpaSqhJgV2fPoHJf9mLH/66V+PbX/gBvH7PXRgxhgETqLXCilY4KjO849xT8bbPPQ3Du+Zw3fsfBU6fhVoZx3yDiE1DyFvteoNdr7lvYNPx7nnusT601m0kgJHESNj+BYKDCw6m7Xig6AS3kiTTPdmdq3K+ExEgGZFPVHzi4Ru/YMx2bRZGasQYFFVfc7zi/v3T9q5ypyFvfEia5JZepW3uOLTNnbOptJSiaSTyPGvvWXCBqq7aCEpZFlC2GRpVZ3IjIjSuex169+fp/3Zaohcwzt0xfIRkPqHta3nr+6IUoW1rEWJ/Pn1zXQ8iQbiCEYlAxI6BbT7EssxU+OGWKBBJYAyQylTDkcpIV2BIBGMMqGrwSY3y01cBd1rt/AaN/q0mCYJxQCukTOCmpMLZJ16F3UtjsPEYulKX3qhWErpS0I8cwWhlglu/PI8P/t1X4x1veCKeePVh3Dw6iUKl+NPPPxlzHx5hz701bn3oHNi5k1DHT5jOzDJGDCI2F65nvM+z7Vf1CR1LcI0oPznXeMBl29yMjmfWcy+lhNKmapHdafZTozRLNOg8v0mab+ySAUtju/uop0BmIxCULF0UBTjjSNMMiZVBuevhe967JDVdxrF7bKiMaEgCQ9vpXinpWtpcC6W07S3BobVqqxwphxBVVTXzHELJyP48/c/uXLuO6Ts29PvqIpbriXD5x4f2d0UCuiI6fXPdCCJB2GTshFyEiIidApZmYIKDzY3ARiOcfcZ1OH2bwPiWCgcOnsENu07jvlP7sLwygHx0iEN/ViJ74Dj08orpJVBV0FIBVQV++hyu/cgizr6mwiLPwNFfJYgIQagb8lYigcA8S3H9D9yDk4/eiPTckvlH8lL3RQAAraFWVqDGY+AwkH6B48D7ExxnDMexAAC4RX7OJDYrPZVrRVIQsUVwvfC+MeZLh9o+BVbHL5wKRG7PgMbp5juNGkyNK9P0TLcyI8ZM52T6zGD08wBQlyU44xCJ+XuTJkmbW0CVirTW0yRkr1FYVVUATBUiMogpJ6FpGjRSoqpNVI7ZBOiyqtrSq4PBANLmIfjr0+Vl9w1S/zh//d1z+oxuV/ZCuRGcc+iiwGQ8njGyffkOrbu7L9QozI2OuPcamjNhLeM9FEEJ3Z8/tr8W/vX96FYfQtEuf7y1SMp6ruPiohOEK0HWEklCRMQmgAuwNAEbDYE9i1i57So87kc+g5dc9Y/YL5ZwFTeVME5elwMAMij8q91vwKG3HsDgSyegT5xq5UjQGrqukZ2pcUQKjJhEwkRniU5/m1u1aKuJAmn5b507jiO7bkEqxPQ+tgvoHyFtowpd+yMithCzsp+wt7SVrtiKPmmaYjAcIrEGO3nzp2VGBcqyNJ1/rXfb95JrrdHIBgKWXEhlOvsq3Y6plIKSpkqPhgbjJvG2qqo24XjalZmv8vJTxMCV7VBCrxACWZZhMpkgsxGChqr/OC9/TG6TlrtkK/TdPWctYzoU9XCjOqEE8aZpZtadIgvu+oZISZdMyD2ur8xn6L66jOeQYb1WpMK/bpdkyCc1feP50YtQuVl3n0uONyInCuGiEYS1Enj7uhKfb/WdiIiIHQpLDvjePdCL8zj51L1IvuMofuSad2M3B1IwpCxBoSX28to0IILAnz331/DG616B5bcexL4PaKgjx6Z/JKUCH9f42OQmXDP/RaRMIoEIluYELl7EwIdp3sbwFcOH8RePTTH3iRwYjy/JXNaFSAYiLhFcEhD67EcMEpu4OxgM2zGSJEFVlUgSmzCcpEiSpK2WA0zJgzs2bWsTj1kCJhiUtJW8LDlgYG2+lJTKyiHlTDdm6ntQVVXQa07GNEUF3GZrWmuT3+B0aKbz/Z4CISO8LyrgG+oh77S7Lr5R3TWuO55rRNd1vWZOgP8e8uaHpFL+ffTJb7pyKfx16JIP9a1L1zX9NfPPca8VyrnoWyd3vI2QhovyL+BGjPtIBCIirnAw1uYbyAO7cfzpe7HyknP4zhvuwl4OzLMUI54iZQIDJjDiKQYsgWAMN6cKv3r72zD/XY9g5QkHwAY5mP3HFZyBj0u859TjsaI0pNZtTwNCVzfki00WODj2J+ewdEgC1msYERExiz7PNxneFD3I8hyZbR6WpinyLMdgMLAe+aStJKS0Qp7nGA6HyPNpwzF3bGV7GLiGGCXOAphGDDhvpUfc/l2DNp2A67qeSUqmaIhrUNLcAbQafOqNUFXTRN6QYUzftV7txQ+RKX8NyRDu6hVB5/rXDOniiax0EQx3n//ZPzb0HvLg90Ug1tMRuet6/lqGPrv5JF3EKrR2LkKkhsYLzSG0Tl3PZr3Y0gjC+Rr7IYlOjCJERFwBYAw8z8EGOfQN1+Jpv/0pfMviJ3AVLzFiwALPbX9j6yH0So8OGHAokfiT2/8Ad78px0+/6nVIHzoJvbwCKA2cOYfP/MUdeM+rv4CXzN+LeQA5S9pOvxx8zeTlrUxWpnGVlrg9PYsb7zgCPcwBsQ26KkdEbGOQ0ZRQAzFLDrIsw9z8fEsAhBAY5PmMkVWUpYk0CNF2JuacY25uHsPhCKdPnwazeQlkZJVlaa9jCAYZhCZx2OQYKKnAYK6ptCEKta1IpjyjjWRHNPemaTAajdqSoHVdg9ntFHFIbD4DAJRSQtU1pFStPMnIkkyloC7dfJekqMt49b3oXcav/+5ez93mVnPy4XvL3Wv41/alN13Hhb771+zbF5priIT4x/uVovrkRV2RCTeyETom9Mz65roWtswtFo35iIiIDYEx4+1PU7Ddizj6rD145e67cL0oscgZUsZmyAGwuttxAoGUCeQswe1piUeePYf6+qvA5kam4lHTYOHLCnedPYSTkqHGbPlQZUukdkmOQr0StgJ0TwdGS9CDFNhgB8yIiCsBIY84vZP3PbGdhcmoJtIwGAwwGAyQJImNKJieI1mWIaXmZCLBcDBAnucQSYIkTduypVOP7mz9fNL+N00DpY3MqPX022iCEALCaWIGYCZfQCmFLMtmDEHKtXDvzwVVNFLabxym2uP7jENfOhOKJnQZyL48JyRf6hs7NI++qENXJKDLsF4PfM+7f8/+evfJi9w590Uc+qIw/it07a7ju+6vi4h1If6rExERsX0gBNhggOaa3dj/bQ/hGgEs8AQp40htM7GuBmcEIgkp4zj4DQ9h+Yah8cJzAUiJ+YdKvO+Tj8dhuYBaqzZ6QAik3AaxVSRB2jnVGjhdjMBk1PhHRITgN58itNGDPEee50htUzLOOdIkxWg0arv4cs5NmVBLILRSEEmCwWCANDVEgcbwr+3mJmitbblO1cqB2v3c5CZobaRHUkrUVqLUOFEDYFrZxs2foKgIIWRAU4I0NYck+ZLWqw18GsOFH2Ho0vG7c/Dn424PSZf8yELontzj3O3u/bpkLFSG1h+X9vvXdY1zX+PvV8Xy77HLS++SN5qzL+Xqi850zSm05l3nuvfaRdTWgy0hCJsRPQiNESsDRURcvmBCmM7Bexdx7yuH+IVb/gQ5S8DBkULYPINuYuCCgyFlAt9/w9/gyLM0mv0LYHkGMI7skdM4+Lccbz91J04ptCF/Do4EovXeb3WUgOBWSJIOYXmw2YV77jkIVPVFmUdExE6D69UlI8rNOzDdhAetFNFU/zERhdzKjMiYytIUiU0Cps+U9Js6XY8ZY+DWm28iA+ZF5IBkTIkTadBKt9EDmisZt9opXUoGJTUDk1Kiruu2XOkgz9s5uHp0rc34VVWhkY2NYNRthIIiGC668g/6DMhQKVl3X180IGRU93nMQ9fxvfv+3EPffQ1/6J79713SJvde3XO6jqX16iIXfaQrRGZ8hPIU/PG7ohXrwaYThM2UFnWRhEgUIiIuMzAGPj8H9phrcPpXNP7mW34Jt6dGKmSiAQKJ07fANaq7kEDg2cOTeOeLfxn6P53CuTsfAzY3gj59Frs/fgQf/W9fhf/rkRdirFcb4MZI18FrkBHfQF4wiaCx6LO5tnn/2ORmXPMBDpw+C12UF3SdiIjLFX4DNJIMzS8sYG5uzsiLBEcikpYAFEWB5eVlFEWBsizROAY0Ywx100A6Rt9wMMDi4iIWFhaQZRmAqWFYVTXqummTjok40OfG9i8xvRFsfxAy2p1jgWmVIjJQi6JojT2fpCilMB6PMZlMZqIVLfHQTglXhyjQ3OlY9zvdf5duvc8w7zK+uwzSPjIQIgyhCMha3vCQJ96fTygKRcSrS0rVFX0J3VtoTqF7d891391oQGidQoTJ39Y177Ww7SVGV0LfhIiIKx6Mgw2HGB/ajZ+49a+xwE2+ATDNM1grMTi0f8ASHBAc/+nmP8fRlxeor99ndown2Pu5Cf7hk7ej1qaiETAlBuazmiEJLilxJUnnC5dcuLImDo5CN/jjB5+C0bEaaBrgIkUzIiJ2InwDMLURgtbgBkOaJm0uAh3XGsjWuCVyYbz+psuvpH1CYDQaYTgctpIfIgCGDNi/DUrOEAUAUHpKPho5rX6klC17CrRefjeCwBhrqyW5kibOuSEx9pzG6TZM1zEJzHImzyFkrIe86L7R7EtWQl79Lo93n+SIPPF+tZ+Q4dyFkBTKnxsdF5pfiAR0Gd3+excB6Bo3NM+Qxz/0THxyFJItdX3313u92FSCsFWJyTst4TmSl4iIjYFxBj0/wsPf0eAp+TEM2DRaEJIS9cmLaD9gjO0BS3BrWuBnn/pnOPzsObA8g5YKydGzOPD3DA82Q5S6aaVGLnySYLbpVo4ETInDRqMJofmb3AOJsZJY+fv9yB9dgi5KaLl6bhEREVOQQURyHMoxMEnBHMzR9dPxqZN7kNpkZsZsKVKt24ZnFE3IsqyVJ7nGlzHUdUsOCFobw7eqKtSNiTC4JVPdxGmSE1V13V6PiEhVVW2UgKoa6TYpeTZxeVaChJmogW+E03n+GvYZqe7xZHCGCIgvuwldV3tzd+fRdb4/V/+6ffDJQ2hM31gPGfL0ve+6XdKfEHHoMtz9yIE/vjumT1zWIn7rwaYRhEthxEe5UUTEZQDGACEg98zhdU/8ByxwgZyl64oa+HCJg7BJzRwcI5biyflh3PCCB6D27QFLBNjKBLu+uII3H3sODkuGUjeWEKg2QlBr2ZIEN7qwFSByUOoGZxTH1Z+swZbG0DJGDyIiuuAaPZxziMRECtI0RZamyLLUVB9yGpJxztuyp4nNF5gxUB3tOAAIu49bUkEJz8DUICOSoPXUGKMcBbdHAnn9GaaVhZTti0ByJOEkKJPB31ZGssTAvWc3qZnGI688dYPuMrB9gz3UiZiwXk+277n3ZTJEALoM6C5Dmq7pz8k9vkvqFCIotP7uuf64a3nzQ2vkr0PIeO8iEKG17yNrXWP4a8e93/R6sO0lRoQ+AhJJQkTEDgbjYEmC04+bxzPm7kNqE4U3o9cAkYSUCewTAj91419i+bZF6N0L0EoheeQkPvn7T8R/Pfb1eEgaaQ+BZEdSa4cozEYSLpQ0TEkMg4JCDYkzSuH949swvP809NKSiR5sUDsaEXElgCIGrqFECcJCCHCbqMztcSQJUkq170mgEaGyEh8uhCECzCQmK62R2DHdpmazUiPXyOVQiojBdH/reW8kJDU+q2uAmSZsAFoC4xr/0kYzuJ1vmiTg9pg0SZCIabUjIiYuOQkZ5bSOfVIg33Pufw4Z8+65fuSC1sit8BMiB31Snz6PvP/e5en3r9kXQfDnFEqQ74NPTPx19qMVXdd2z+kjFSGS4c97LWxpo7TNRqiBGsHdfiklSZGsRERsDIwzsEGOPd/1EA4lZ5Gy4aY2IhPMND8bsQxflTX497/wFrzxrd+Dm/4iB3/oGA7+4X245+4n4PUHn4zsXx/Fb93xe5jjClTUcGBLrNbkTQRDztLwdTYIt2pRrSVOSYlfOPYN+PT/8yTMP/wZqEkBqCgviogIwfeGcs6NtEgkyKyn3y2NSR7iqqpmDFS34ZjW2siRADR1bca0PQmklIAQGA2HEELg3LmzqCrj+W9qU+ygrmtLUDgY4zB9CDgYM+YWRRAoPwIAyqpqoxv5YNBKhVpiYM+pysrIMS354ZY0cKVQNxJ1Y+ZA5GAynrREyCcJoS7F/nbfKPaNWHcfbaPjQlWN+s518xH8fSG44/sRjPY5BraH0HV/oWhG33a3vGnfNXzCEyJi7lqECFJXlGGt+9yIzGjHRBAI6zH+L5WRHslBRMQGwRjAOMAFvv7qu5Eyo/vv0/OvR+vv5wW4kYTHZ6fxL170URT7h2DDAVCWGH3qYez/6Cmw39qP//2+V+C/nfpq3FVeg8/VizilFI7LBktKYklJFE40gfIW1iIHfXOmccZa4t56D9750Sdh/t6z0FUdk5MjItaJqWfXGNRVXaMsyxnJCfUU4Jyjsp2RXYOrzQ8gQmGNLpLotJ56+xoORzPSjaau24gAVTYysiMFpSTqupopO2qaqNlypYwhtfIowBANmnMb/ZBNm5Tc1LWZs5MHQJERk88wjVj43uYZMuSRAHc9/fWlc0IGfuhZuAhFEuhY37Du8qSHxu+TQvnbQuiKdvgGvX+9kGHfJfEJRTtC5/ZFFdZzP11kYyOyIhc7KoJA6IskEGj/xYgmRGIQEXGeYBzgDGw0wO2DR5ExBqk1ONOAVucdSQh1O6ZIwgIXeOmej+Ndz3g6bnp0Hjh5Gnp5BWwyweKps5icewzeffA6vP2Gr4Ucatz89IfwDQc+jwPJWdySHcN+MQFQ2UjC+v+EumRldruGhMYX6jn82w9+Fw79aQN+4jSapo7SooiIHrgViQAykEzVoKqsIBNh8xCyVhaUJAlWVlbALQFomqb1RldVZYwpZhKV0yRB3TTgQiCx1xJCoKoq5FkG2UhkWYamaVZrwZVqcxkAtFEFQIJzAcbQnpeIaa6BIRd1G0Vok5erqs0tENz0cyDDurJkgjzEZVmhrqo2ekBwoyY+1uOB7vLYdxn27nmu3t83mEMedZ8YdJGRPpmUL2Py0UWOQnPpmu96icpann33+FCkIRQR6ZNlueeEIh7rwY4kCBvBdpEeRUREhMGEAITAgNXrDmnKDZAH/1gBhpuSZdz23C9h6cOPwfBLDLqqoCoNVtUYfOJ+DO+Zw748g04TrHzkIH7nK2/A4M6T+N8Ofgk3DU7iGaP7sJcX2C9qjIDOnIlpWVTdNmBz9ylo1DDSotd/5DW4+a3A4P6TUCvjSA4iItYAyX7Iw661to3LlCknCpOTQCQgSRLkeY7xeAzAJAM3UiKhhF4p0VB5USnBmUliBtDKgkiu00iJLEuR57mpUuTIlmis1YnM3FYmkmgagPO6zTEAjNQoTRJIGwlopDTlVqVEVdWrjHuqsEQkQEqJyWSCsihmyIEfMegycH0pFjAr5eGcr5ImuQaou71LsuPPwzfsQ7KkvgZnXYQjZNSHPPT+tVz4hrZPNkJr10V2+raF7slfj9C9dY3pP5MrKoIArC+K4GMzyUKMGkREXDgYNxWMdJ5ixEukjCNls92MXcN7I8TAjSLUWrZjpkxgxCR++Pp34if/j5di9Jl56NNngKqCqiqgKIFTZ9r5je4VuPF9GdhggC/OH8R9o0P4s9ufj9OPFcDTz+JHH/8ufPPcgxgwMZObQNeb9lWw71paSVGNo5Ljxx54KR7545vx2D9/AOrcEmRRQjexe3JERB/IGHKjCL4MRkkTSRCco65raK0xHo9bUsE5RwKTk0C9BYiY5zYyQHkMjfXka63bxOZGSqRpitFoZLoYW9nPtILR1JimCkU0X845MtvNOUkSTNK0lT9xxsE4a4kNnU9GX93UkEpiUhTtvrIsUZYlxisrLUExhEkFDcWQdzrkDe8zMkPGuXt+n2e+6/jQMyYC2BUFCBnM/vXpM5GctSIlXWOExlyPAU4E05cjuSSStrtjd5GaUKTA/ezL5/y1WQ92LEG4UJyvBCkSg4iILYDSWFIDlHoFKeQMSSBshBz4cMeisqfXiWU879q78bH5xwHnlozcCXImKVgrAFJC1w2wMgY7dw5MCOw6t4KFzw9Rf3gev/yklyN7w9twW3YU1ycFcsaRQkA4f4ilNonI0pKEUivcWw/x0196CeQvH8DBLxyGOnkKivIOYvQgIqIXIY81gYxjyimo6hq5le8AU0OP+g9QZEBwDqV1WxKV+iLU1jhnnANaQyplIgtJ0uYrAGjHC8lRlFLtfsbYTF5DkySoqgqDwQCMsZa8kIFPxp7bkA0AkiS1HZcnKIoStZVIueSA7tdNTu7yfPfJZEIGqR8l8O85ZLSvdd0Qqegy0F10RSJCxrEvdwod12VUd0mN/HXx180lB6FrhKIqfSTBJTuhfaG13Ggk4YolCISQwe+ShkgIIiK2CPRHz/6B+1xxHZ6SnYDHCzq1+2uhKzHYyIEYcgY8dXQ/PnDTV2N44hRQ13CqnE6hNaAlwJghClJCnTwFtpQiO30OB48s4Gf2fDsGTzmF777tQ3jy4EHclk6QW8GU0hqFVig02iKpv33qWfijv3kWHvO3EnOffhR6acmQg1ixKCLigtA0pPG3xhU3+QRlVZnKQZYEAEDieFmFJyWi85umgXCIBP3dSpIEaBooh0xMrHSJjHn67Br4rnFKUQYiDTQPIgg0J8YYqqoEMPUdCCGwsrLSVlCiRmpuV2KXOLmfQ4Z8yPgOyVn8fUR83G0+QgauH/Wh42i/a/x2jenPLzSP0D30yXTctaJn1SXnWYvM+Of0rY9/D6F97rju76rL8Pev2XdsCFc8QQghkoKIiIsExm0OAkfKJELm8eqk3o1HEnyZEgfHHON4QnYMx56S4abPjaCL0kQRAh2VAbREQSuY3gRFCba8AnZuCYd+t0bz17vwP57wIpy9Hfjm538Mz5z/orkeOO4prsHhYjfuPnM1Tq2McPVvDvHY+48BZ5aglpagmyaSg4iIC4Qxhmar0Wjbh4CbHZBKtV2IKZE4s43PXL297wUmoxUwxjn1KZBKtQnQIkmgrQyJjDG/VKXfzEyIzwAAIABJREFUi8D1aheTSTuOkR4JUKlUrWcN+qqqUNkqTX4yMl23z4B10UcY3GNCBq7/vc9Y9cfxDV9XFtN3LXoWIcPZNezda/dFGPzSnzSW36chNC//WP+a/r3TsaHKTSHS5V7Hn3MfeXDH9iMw68WOJgjnk4cQERGxzcAZdCrwkTOH8OL5z5hNPY3SNpKD0LVdAJjnOXIm8e9f8zb88qOvwP6/48CxE1DWC9gLlyw0DdQDXwYe5LjqkwJXcYZ7fm4B9+ZPnx5e14CUmKuPYU5raFuCMMqJIiLOH66nlzz/dd20EYQsy5CkSVsNSCTG5GGcG+mg1hCMtbkGgNHzUwQhz3MkSYKiKNprUf4B5R2Qx35+fh4AMLFzo14LvpHmGnSuEUgRitrmMbjHdI0RihS4xq4rJ6LjNyJBCRGF9ezzx/avF2rW5Y4V8s77Wn3/HN+Y9wmYa1D7ZCfUs8G9Vkj2495PF2Hxvff+nN3frv/M+9a4iwT51/UJy0axowlCRETEzoeWCqyokfEGKamOoHEhZU7XA+qL8JTBwzjzgjGu+sQI7EwKTNjGjXYiDFS1SGlgPJ715ChzT9q+X1HEYC2v1ZW0FhGbhpDX2BhGaPMK2mpCVtIjhMDcaASl1IwxTvIcxhiKskSeZTOVj8qyBMmCkiRp+w0wZvoX5FmGOs9RFEXQ6+yTGTcfge6FypvSd7oejdH13mfk01hd8hb3vC7vfkiys54xQ8e4JGEto9aN3rjPO7S+rsaf1ja0Jj4p8NfLJRhroe8491n7233JTxdxCR3vXjdEAvy19Z/XRrDjGqX5iKVLIyJ2MLQClAIbFzhXDRHOGtg6cDDs5cAPPem9OPG0PWALCzZZ+TyhNaA1dFOb0qllCVWW0GUJXVdTKdGVYBAzBnABliRgQoAlqXllGXiety+WZWBJAnCr795ACDziyoYv5ZnKeab7ZyQ4dgc1HwOmchW38pBwKiMRaSAJEkUXaFwyyDjnyNIMWZZ2en2BqYffzRVwt7sJxm6OAh3v3uda+QYhuc5aZCKEkIEfMmT9Y/zzQ+TC98K7ValCn913eh6Us+GWjKVtwOp+Ge68fBISkuN0EacQeXHv01/3vghQ6Hh/3f25hwiW/yz876HoTRdiBCEiIuKSQSsNJo3BfLYaoNaYqf5zMTBgAs8cfgm/8NwC+++aAzsiTCTgQoz4K4EAdIH+wRTC5phwwMo3mOAAVX8BAKXBmga6LAEpp1EWeYWQqIgLgusxdTsaA55R6lY+0BpFUczIOsij32U8u/uVUkhs1SHXmKfOyEIIcEs+aG4UxfD7EdA2V3Me8mC783Tn5I4VMvaJQBChCa3fWgZuaD3840Pnh8bpMnhpLfy1cY9zc0RCciNaMzex2fWm0zkUtfGN69CadEVI+siWu55rlRoNjb2WPCj0bPrkU/69hn4HXYgEIWLdiNWdIjYVWgOwHrCiwAMPHMLxW4a4Vkjwi8ARSL6UI8WtaY13f92b8C+H/w43vjYHJsp4+yPWB8YMGeDMRASyFEgzsIU5qPkBTjxtD8o9DMs3Syxefxa3XXUcnz16DcbH58Aahr2f5Nj9xRLZ8RWws8tQp05D143pBxGJQkQH3OgBfXeN9raBGqYkgZKL0zSdKUla2//ftdbIswx5ns8Yea6EpSgKlGXZVkNSUrbnp2mGwUCjKssZAuMnK9McffmHn6jr32toX5fxH/rsbguN6VcP8g3WkFHrz9H9HpLNALOlRkOefIrUuNGCNMsAAEki2siBia6YcUj21dhyttS3guRGoV4EoXvoup9QBKArUtT17Hxvvp9s3LVefQQtRAr6jl0vLguCEJOVtw5dEi5/e1z/iPOGlIBUyA+nWNEZgMmqHghbCQ6GnKXYJzR+6ol/jbeOngpdVWZe0ThdG1wYYpAkgBBg83NgcyM0+xZw7tY5nHwiw4+95M9wS3YMI15iN6+QQmP8GIEVnaDQKY5/4y688/QT8d5PPgGPeddu7PpwY7pJF4gkIWJNuMalcnoFuFEFpRSSNG07JTPGkCRJK+FJhEAjZdsDwTfY2zKnMIandIxoxhg44wA3hi0lMhPBaCMMHcZmKOoRQkg6RO9dHnwat8vA9I1HP2F2Pd5y9xpdBrZPQkLzcclA+4xshakkSTAcDtu1TZIEnHEoPbu+TdOYCk82gZyeWyhyAIS97+59hiIB/rr29VXw18QnBV3jdj3XLvLY9VwuBJcFQQAiSdhsbDS3g46PzyDivGD/QS90CoUVKGhwsAtqjrZeCMYBrTBiGe4cfBm/P/e1YOOJIQkR/WAMLLU5BsMBkCTQB/Zi6dZFPPo1DN/4df+El+/9KG5Pz2HAODhjEBDg1CMCEhINVDrGswaH8YMH3ovfeOpz8MXX3gzuhMMjSYjow+oSk7PRBTI8GymROsa+q+cHgMRuo/Mod4GIhCsnot9jSwC0Ame87bwcqk7TJW3pkpO48A1QX4YUijzQ8V1jkke9r0SnO3d/rv6+tc71x/FfbtQgSRIkaYo0TZCmGVLbaTq1hEHYxHN70emz0Rp1XaMsS5wLlJgNfXbn7sOVJ4XWsqs0bkhy1PUsuqIGfXPrWmN/Dj6J2Qg2jSC84OCTY8LwZYD4DCMuCZSGKICHqqtQ56eQ2799W00OCEQS9nMGuWcO/KzpmBxlRh1gVlIkBPjCPNhgAL1rDmqY4vCzF5E85yT+7aGP4wXzn8VBIbHA85YUzMJ4ZDljmIfGAq/xowf+Bs971Y/g+vfNY/i5R6HPLUFNAF1HwhYRhm8Muc3H3KRMrTSqqkaaGkPJN0gpV8D1ZGtrcFbWYdBQdRzGIJsGYAxKa3DGIQSHaqaN1gihajZAf2Kve0xIbuIbgaHzQ2TE91r3ebNDhmtoHF+G5J7rG6k0vnu8m2BM65/lObIsRZIYYpBlmelXYaM4FOlxyRidWxQFOOcoywJCiLZfhDt/N6fEfQZAd/8D9zj/un0SoT4i2BW16CIa/jH+Phfu9o3kHhAumwhCxIVjM8hBjCREbAh62sho8X6F9526Ay+avxsjKHCImW7IF4MspIxj+eZ5LB4ZAMsrUWYUAmPTBORBDhzYh+LAPE49Psf4Go1nPO8zeNFV/4w7sqM4KCRGLAUH75WNEUHLWYq9HPiFl/1/+MlbX4JrfvMaDL+Ugh0/GaMIEb0go0lKaXXpElpPpSUUNRBCgDnSI1eTToafXwGnrusZA1M2TZt/wO0x4IBsZKt350IAVgtP47jaft8w7TMSaRswGylYq5Ou77XuIhV9UQv3vFAEpEsO48/BTyz2JUWpNf4T2yRuMMiRJKYBXZqkyLK0fS703Pz5Z1nWPm8hBEajubYfBa9rNDYnwY0ehJLHQxEPfz1DJCq0Nn3RgfOVAoXO8wleaPtGEQnCFYytjBZEohCxbmgFVZaY//IE//jR23DftbuwwFcwz8RFiyAAxkjNkeJrfuou3PWTd2L0kQmU0tFzTSBvX56DzY3A5udQ3rwf3/rr78KzR/digSsIACljGDCBlAlwpC0xWM+z5GAYsgwvHJ3FNz7zLXj4zhrf/YVXYfgfbgb75N1G9hVJQoSFb/yQ4SdtsqoQEkmStsdxzsEwawAScWhstNAtY0rGYF3XpvOynia8kiGqMDUylZwa78PhEMrprRCqQET3ECICPiHwDe2uNQjJjkLjr8fA94/pyk/w4Wry6bh2/Z2oAZEBIQQWdu1qO1KTgZ/acrRtp2oieGx1fwi3IhQYQyIEFmzzurKqsLKygpWVlZmEZfe9a/3d+YfWLnS8/yxCBnsfceiKLK1nDl3kYK1oQwg7vg9CRETEZQApkZxYxoGPAu9fvgNLSqKBXPu8TQYHw8t2fwwnn5AaIziNPhQAU0lRkoLNzwF7FjG57Wo88D0aL5q/G9cnHHt5hgWeYIFnyL2owXrIgXuMSRxPcFAI/Ortb8O93zk0xMTKCyIiCL7nnSIIUioopYNSIyVlm2RMBrpv6NV13UYO3HM5eb3t75WqI7mGKmcceZ5DJAkSW9LXN95849k9pstrTa+u/gd+VCLkUXaN/dD5IVlQyLj0P/uRjFAPA5eoUTQgzTIMhkNkWYbBYGAiCTaXg9aPzhna44bDIfI8b8fz+yAkllTkeY7hcIg0Tdtz3PmECJFLYNzn4v/O/PX24Y/dZeT37ffPD5E/f95d8wg9o7WwqQThUnuLo35+/bhYaxWfScSasDIjNi4w/+AEf3TfV+GETCG1npEYAVj1fbMhGMduXmH5jgp6YBt4XekgciCEIUy7d2Fyy1W4/9s4/ssz3oa9PENqIwY5S5FAgINdUCWqtgQtS3G9UPjR5/4lMByY53Ge4fKIyxMhTywlGEunolFr1GmFqq7BHWPJ9/JTeUzap7WG4BzaJsECgIY16GxNZpJKaqXbba58aa35d3mifS+xu53O7/JG+2N2ERT/fS2JStf1QoTEHcM1uoUQSNIUeW6IQZ7nJroD1sqJEkfqBZgStYuLi5ifn59JWnbHTiypILJAkjEhBAaDwUx+CN1ryMD21yx03Fref/c4X55Ex/qEjEiZTyQ2KhOiMf2GfDGCENGLaLRHbDtoBb28jOTEEsSHFvGPxY1Y1vXMIVtNDggjpvGMx30Jen4IxAiCIQdpAj4cgO9awMPfci2u+w/34fee/2bcmZ+EYKyNFnAwCMZXvdYL91jBzJgjnuL5c3cDexdNw7WLKDuL2BnwDWyqhS+lRNPIGY8/HdM0TRtFcD3QbtdiMtYaG3FgbpItjDGaJklLCrjgLTkgXb2bCE3nhnTvXfdDRp4/xlpGfCj5tutY2h66tu+5dscOae/96/ikgDz+WZ5jMMgxGJioAAOzjebMGqfWyHefD5WQzfO8jTbQNhrbXXOaQ5okSJz8Bno+/v2vx+sfiiSEDPDQceshVH1k0J9rH7GkbV3RkvVg0//1i9WMti/ic4nYttAaalKAnzqDa/9hHv/3TS/GE17061jMJaCnhqOCBra49OkCF/iX+/4Z//26WzB3fGA81hsIy15W4AJi1zzY3Bzqm67G/d8yxN9++89jgQukEEjZYCZSsBnPxScJ0MC1IsM9r9uHx765AXvoMHR1gZ2uIy4L+N5Xd5uUElVVtTXwE2Hq5mvotgtymqRoBEeSpqZsJgCpFFKnohFp1hubh5AIATCGfJBDKwWpFLIsRd000EojSUQbZaiqClwIsKaZmaOfG+BLVUKGd18kwd/uSoP840MGfWhbSO7kjuF7vH34FYtIKiSEQJplmJ+fA+dGCpQmKYSwFYw4R2ojA1rr1vuf53m7bTweo7FrStuUUti1axeEECjLEuPxuCV7UkokaYoBYxgMh6vyEAghUhUy9P217Foj9/muJQFaa7zQHLoInH+8+yw3Us3osnPFRCM4ImKHQkroqoY4tYIDH2H44PixqLWEwlRqdDEaqCmtsV+cQ7kogOwK9lgzZhqgzc1B7VvEQ88f4Y0v+ivs5gkGLIEgr+B5RAo2AsE4UiYwuu0M1O45KzO6Qp9JxAxCRhx9V0q1ycpN06CRTZufQMar0srkKjgdlfMsaz3SdK4gzTxjbQUkIhSZlbokwjQMNNEKMgpn50lwvbob6UHgl+rsW5f15A341+wjA+6x/jlduQeh+07SFFmWgXPR5mcwbhqikbe/zSVw+x5YuVZZlqjrGkVRzBj6jE0Tl9tr2efILekQnIOx1XMMSYd8Q7xvrd11cT+vZfB3Pcc+AheaT5e0y9++FvnwEf/KXiG4lMQpkraIdaOuwcYFFh4s8D/veSYAQEGZyAGwpYaoizle4sytHHL3/JZfa1uC2byDLENz3VX48gv34JUvfR9evPDZNgGZcg0uBjgYXnDDF9AsZCYXgsc8hIgwMXBflItAkp5GmkpFjLFWcqS0zT/QeiYx2TWmpFMWUzvyo9Qau9RIzZWvNE0DrcP68ZD2PHRfvoeYxnE99r7x3iV76SJT/hg+1tKwdxmuruFNBn6aZTNrRpEFzlgrAXK3p2naXoOeTVVVM8njJDkaDodgjKEsSwCzPS5oPPNKew1q/zcUute+5+WPG4o6hD67hGutiETfNbukRueDLfmX9lInK0fMIhroETsBWtk/ykWB5MwE9Wd3odC2pvgahqjUatNyFFLGcWMyxujOE5C7siuzco7NO2CjIQ4/ewGP+6Z78PLFf8Qiv/AE5POBgsaeZAyZC8D2YIiIAMJlQV2CQCQBmOr5TYKs8V5zxtuchaqqMZkUKMoSZVmitFIkbT3UbYKrnlbPabeRl1/rtpkaGbCEPm9+l7e5y0O91vG+d389hmPI2O96d4/zJUb+HNw8gSyjTsh27cBmDH13XUkeRO+GdOmZ61IZ1CzLWmkZdb92u2X7pM8nAD6Zcpu2udu71spf6y6yFjLyaYyuc/x17SKW7jhdRG4jZOGy/CsbDeIp4lpE7BgoCV03UEvLwJHjOPT2s/hcPYexqtsIgg+fGND3CyEMQ5Zhv8jxO0/8XTz4TQOwLL1yKucwBpYk4HMjiH1XYflrbsF//9434Zdv/HMcFAIDZoydruexFaDn+BXDhzC+OgHEZfnPVsQFwDd+yFCUUqIsClvRqJkxNqWUpvtxIlBWFcaTCSaFeS0tLWFlPEZZlphMiumYNueAWcPUJR/DwcB0Y25k692mZNrMGr5At3fZN/rdZl50nmv4+XKjLqPRP6+PjPhzcsfwx/K93a5h7X6mSMBwNMRgkCPLTC4B40YSRNWgyKA3JCKbqUQFoCUIhMFg0MqKlFJtQzQah7ovU/Sorus2msSd6EIo94Le14rIrEW6/PVx1zB0vP8MQwSvj1T42/15RIlRRItIDiJ2HLSCrhvoSQF+8hz+9PTTUKzT0HelRxdqwHJw7OcNbrzz4SsqgsCEaAmCvHoPHv5XEjcmEyxyswZSayjoDfU3uFBQNaOxylGPAJamQJQYRWDtMpMuGaB9bf6B3QdMjU83+tBu0wp13aCuG0BrUx7VGueu8Vk3jenUa//2UFM2KsfpG880/y7vst95OGQ8hiISXQTEb87m719rTbvkOKFxyPtO+v8kTZEkadu0jgx/zngrLaLogHt/wv7t1Vq3a0jb67qeMXzpedJnrXUrZaJSqPSs3fXrut+Q4d4VrXHXIDRul1HuHueupR+58N/XiurQNv/5bIQcAFtIEC61zCgaxxEROxBaOyRhgv/10afgwWaIWl+8pmlkkKaM4St3P2IkLVcKhAAb5NC75nH4uYv48Wf8NUZtxSJhS5pePHLg4lB2DDJnV9bziOhFn4zDNfBqW/LUl5corSCbqVFpXhJNU89s07C9DcggswacK31RUgLWKKOqSXQtzleXNiX0SVhcAtFlBLrH++vie/x9A7xrLl1r7Z/nkhk/8Ze+54OBlRVNjzUJ39zIvBhru1RPJpPWgM+yrDXwiSiQ4U/r6HZidgkVlZjlnCPLsna+yhINlyiGEDLC+6Q5a3nmu+Q+XdcNEa+uaEVo7NBvZiPSIkKMIFymiAQpYsdCa2gpoccTXPdehj8+fSfOqgoN5Co5EcE3VjdDI58yjquzpQseZ8eAMdOtePcizjxlP57zHR/Dv5i7BylE2+sggfmH+mKTAwDIoMAUYnnTiBmEZCIutNZo6tpGAYzMhBqhaa1R1dVMxSEAbQdm16DmjJkqRswk1NJ2ilDUdYOqrNoxpJQzyfRd3tyQhKRLe+5/DkUe/LF9AhLa51+vSybjjxeamy8vosRg99hEJOCCt2sqOG8jAm6lKZIPUXQnz/M254D6HVCnZM55KzuicbhD5CjyQNvc5+sa1F3RnZCkKCTbCRnifmnRPplR6Hm6axciee4xbvTBP3ejiF2ALjNEYhBxWUBJqKLE4scP48M//3T8zk+t4Lv3fAJX8SGAKTnwDVXB+KY2VLs1P4r3ZzebpNiLGMW4qGCmYhEf5CjvvA1nfnAJf/SVv4h9QmDA8pYUAJeGGABGMvaXS0/C3s+X0FUNqEgSIgx8T7vbvZgMs7IsZ4wkyh8IeVqVIkNxanBR7wNmNqKwlXLc5FcAkEqCg7efmWYzUQPfO+x7+X2j3T+nC1368i7y5H/2jU7XSHbLsPoRCfd4V/6TZRnSLGs7F7sefQbTUC6x+QZu1MWNRFCvCleulCRJW8lIStmSA3eeSZKYBHP70lq3vRK0tj0wbC7D6mevVq017Q+Vo+1be3f8kJc/RKzcZ97Vk8H/Pbjf/Wd1odjSv/aXWmYUsT0QfwcR5wWtoJdXsOueJfyPzz4TR6SY6YlAxmooqrBZSbQDXoHZhLrLFoyb3IPREPe/WuO/PuEPsE8IjFjWGjsXq7xsCFIrlLrGnz7wJCQrDaBkzEGImEGXjIaMLPJCkycaQCsjco8z5xqZkW+TC85NuVNlmvQ1TYOmNmNSJaTWWIQ7FzN2l3a8y4AkhJqouZ/7JEPuNbqkWP6x/udQJZ+uqAG9qJyp5VMzkYMkNbIgkhVppaAcYkdyIvLwuwRhZWUFRVGgsInnbo4JkQwqg+p+dr83zWwZWzeC4K+F22xurcjJWugy6v39/loDUyLqjxOad5c8yf9/Yz2IEqOIiIjtCa2hJwXEkZM4+HsZ/vOR57eN04DZCkb0WWE2ifZCUesESGxZzU3wyGw7MAYmBPhwAOxZxE8//S9xYzJGaqMGF7ucqQ96prVWKD98FZJzRYwgRMygy8vuy2+apkFlvcpuQ63p8QDnVMqUz0hkSK8urGFLXnENM3bd1G1fhba/giJiwJ1rrJb1kNHm6uv7PPzuOSHD1Pf2h7aHIgLuuO58/PO7QN57iiK4h8943pUOescpmZgqGblzoe9GylW3ZI8MfyISFDWge2yaxpKCBpXthN000+ZqbhTJJwEh2ZH/DNezJj4hC527HqPd70y91jXda4TI6Xqw5QQheo8vHqK8KOJyg64qqHNLGD1wDp96y1fgUVmh1hINuuU+HGxTPN4CDBwKkJsnWdpuYEKAZSnYwjyWH78PT84fwoCxmWRkH5sp4VoPFBRWtMLVn6jAJiUgJXCR5xCxPeF7x93tBNfYlVKisp14jbFZQSk5Y7Amiampn+d5q3mncaRSpoqR1tCWpDKYpmuMM6TJNNpI3mczRx6U8tC4vge+KwoQuj/63meEdhmgvrTJf3WtKe2n6IIbZTBGPrcka0q2KKdAQ8+sH5jJQaCkZJIi+dfSelr9yI0A+GRPCIGyLFEURUsYSFbU1A3qqlpFUEJRlq7oQigC02fgu+tD0iH/Ga2XaPRd0ycBIfIX+m31IUYQLhNEchBxOUJLCV2WwOFjOPD3J/G2s0/DCTUlCb6UaLM93mOVA01jDNIN/GHdEWAMLMvA9+1FdegAjr1ygn2iRsp4Ky0CwnkeFwMUPZBa44RMMXh0GXplbCpcBTzAEVceuuQ3ofwCkqNMPdASjHFobYKDxoOdmSTYJG0NVc4Yyqoyzc9cQxG2HKUlBEIIs82JILhGW0ji4847ZLiFjptGJrojBbOSqdVJtF3yE3eMvio/Pslx+x2kWQZum6C5jeRM/wHeEiqRmO3CEikhBAa2lwSNLYQwvSysoR+SFVGJ1LquAWAmwlBVFSZFgbppIKXppO1HDfz76ZNq0b3629z1JWIYWi/32PWQi641D0WPQhIk+h6KkqwHF+Uv/aWIIsTIxfZAfA4RFwStoZsG8uw5qC8+iL9/9VPxgrf8KH7p5FNwVJad0YQL8XK7spb7ygPQdT31dl0u4MJULLr5ejz0sutx4Ofuxx/c+VtY4KYZmoK6qM3QfExzSRROqAr/5nOvAjt6CnppGbqpLz+yFnHeWEuD7UcQ6rrGeGUFk/EYRVG0+QZSmsRVMvDrusZkMkFVGfkQNT+jvgZ5lhl5UV1DaSNXSWy0gfGpx9uXsrje3S5desgYpe20bT0a85Cx2+Vd9uEnvLpRA/fVdjLOc1vSNEOSiDb6kiQJsjRDaqVajDMIwWfIAyWN13WNoija+TROMnFd1yirykiGHAfBysoKxuMxJpNJSx4oslA3DbTSaOoGZVViZWU5+Ez6Igb+7yrUT8L/7q9rSKLUd0xo/K4Ikj//rmuFqhuthYsWQYiG4tYhRg8iLntoBUgJ8egJ3Pi/zuLP3/wcvOnE16KGhNR6FUlYj5d7LRJRQ+NT5667/IxRZvIOkKYY37QLd7z0brzx2vfgYNJAgEFug/udJqBrHG6GWLprPyBljBxErILv/V7LgwqgNUbLokBRlC1JqOsKSpu+B0QIABjJDEy9/kbKtqOyklPi0Rp6nLU6e/J0uzp5NwpA8/fn3hdt8O+xSya0FlFw9/myopDBSZ/9Zm9CCCRpijzP2xwCzqcJx+Zlcrg4MyViRZIA2ki2gFl9fWaJlzuHVlbkRYwoWkDRBWq2Rr0pOGNg3FRNMtumDfPcd1f60/VMQs/L3+8mNXetu/98aD39c0LPIzQP97hQg7WNRipcXNQyp0QSokG7OYjrGHHFQJveCPL0GfC6xrVLY/xd8Uy87qc/hP2ixggpONNt/oELqVVwW9c+wOrelcZnjlyLG6sHLx/NOzMlTVmagI2G+PLLJf7fg+/GQVEiZ+EGZF1rtFVwiVupG/zD+A4c+McauqxMcvI2IDAR2wu+d9U3cMlom8kncIx6Y5RqcC5m6ufT+bX1ZDNlDUnbJ0Hp2c7LjDGoVsoy7dLsJiB3eYW7ogmhSjrUdC3kMabzu7aHPNhd3mz3eJfcuP0EyKincqNudAEwORqAIWXcjiulhHCMWbqulLKNKtB9AiaSYKIPvJUlEfkgaRFdw+2oDACJEKiVbnNNQmQxRDJD8iH3+fgSso2g61pd8/Hn4srM6Hxfbucnu4euvRYuSQ7CVkcTroRoxU4gB1fCc4i4iNAaum6glleAYyex/yMn8TOPvAgPNwnGum4rHHU1U1sPpvIiieMqh/7ULpsUe5kYpUQO8hxZqjYFAAAgAElEQVRsOMArvvLjOJhMsGC7Jbc13C/h/QrGoaBR6gbHlcZv3/3VGD6yAtR1jCBEzKAr6bLPOCYD0u2CTHX167pujcymaWYMMpIekdyQogyrSqm2Oncq1anQOI3Z/HmFiIGfQ+Dfk5+H4Brx/nn+mnRJaULkgN7pHF+mQvuo2zFVfWqrPGnTgVrZsUWSgNm8DjiGPt2zS6CIzLkSmUQIZE60giII7j3QtbkQUFqjrCqUlUlUbuzzpTUMPQOXVHatDUWXQpGCPq//eq4Vyv1wn5kb2XLnH4owrPX/xlq4ZI3SfONxswzeaJRuD8TnELElUBK6lJB1A/bFB7H0qmvwQ7e9AV9+TYMffvJ78K8X7sWIp+0/SKGkZZ80uN8VNM6qAh8v9+IH3/p6HHrbEcjJZGvv6WKBMfAsBZsbQT/mAB5+3h786t7fx6LNO5BaQzDWvoeiMS76OlmfL4igjXWF+2qBb33vD+LW323AHnkYsqpND4SICIuQ9xsIJ3K6Hl/6zG0H3+WlJZNkm2Wo6xp5noM7vTaEEIAw3mgIGA28nPXS1nUFk/RMBMTo5qm0qm+Qul7fPq26+909xjdEyXD0Iyddshd/f0ia5B7vGq6rcg/y3BrwxqTMsrQ9jkqfSlfCY419zjmapmmTkRkzOR10HxQhcEkIzYkIHWOmnGmWZVPpWFWhKis0skFRTDAeT1BMJq0EqSuh110XFxSxCUVW/GfT9Zuk733J377UiO7T/R34xMSNOPi/ifOJbszc9wWdvYnYDIMyGqXbA/E5RGw5lDTRhGMnMPzUQ7jlVyTe/OsvxieqBZxVFUpdQ0G1lY6oT0JfRIEiB19qMrzxY6/AoT88AZw4fflEDwCwQW5Kmt6yC7tf8CjmOIOwJCplJoKQMjHTPfliQ0HhlJR4+5mn4eB7BNJjS0BZXj4yr4gth2uI+8axu82V/rR9EoqiLYNKCa2mjn6FykmUdY1wymGYRiemY9JYBN84dY3IPiPU3ebeG8GvnuOP3yWV6TMsQ3KtmSRlSxLou4ZGlqUQSYIkTVeVLE2TBMKSAxqTyAGAmYpHtH50by75oQiQO2fK9ahrU8RAaWUjDLItbeo+85DHvUtW1CXj8c/tIhxd0RuXnIXW3z2mb160RqFrusduFNuGIAAXZlheSUbpTpAXRURsObSCLkuoM2chHjyKa993At/38Vfin8rdOKMaFLqxsqNpA7UQaF+tJUrd4Lv/+btw7e/nwLGTUOPxRb6pLQTjQJ5D7lnAwy+U+L6b/g4jJpCzdKas6Vp9JEJE63yqRrmkzW10J7XGp6ur8bYPPxPzXx6DFSV0VV1WRC1ic9Hlgfc/+4SBjE1XelTXtW2uJZ26+7IlDG4VHPeaU8PVjFVMJqhtJ1/a7xIAfx60z6941FU33zc6u9aiS4bir4lvVIakRnQO5xyp7RVBnv0sy5BnWSsdym1eAiUuEymg4/01dA3/qqoAoM0zIOPXlzhprVvSNikKlFVlEsilNNWLbAKzm5PQ9fvwn0cIXd5/9/wQEfPzFUIypFA0gr6HKld1nefPyT9+I9hWBAE4P0M/koPtgyvpWURcYmiTuKzKEurUGegHH8FN/xn43ne8Hr94/Dm4v+YYa4mxqlcRBQVT+chEGBRKXWNZ1/hEtYADv5hj/pOPQJ1dMobp5QBmKhex0RCPPnsRP/TM9+DOwUNI2bRjMr3WQhd5WCtC4x9LcImbgsKyrvHj//xS3PBXQHL0LPS5ZejLuFldxIUj5MENGbsho9D16pIXmmRB0069aMkBGbFudKCumyDRIA+4Ly9ay+AP3Zs/f9rXN9Za6wWsNnpDRjId7yYn+43NuPX8uwY9rQONRYSA8hXoWOpWTWtMUiC6thvNoblJKVHVNTTlfrgdlm0uSFVVbfSgK1k89L7WGnbtCz2HtaIVXeOGZEuh8ULPKfRb6opw9OGS5SD0wTUyuwziK9EQ3e7kICLiooP+qNcVdF2BffxzeOync9y7cBV+4prX4uFv3I255xzDK278OB6fP4Lb0tMY2L+ZYw0cl0O8f+UO/OaHnotr/5Zj9yeOQTzwOTSXU619Sw743BBfevV1+NlX/i6ePTiGEc9hWqLZxDuEq0B1YaOVodxjCEQOGkjUWmKsJX7/3BNw009XYKeOQ62MoYvS9D6IiAgg5D0H+ktV0n7aThIXV69fVVXrwU6SBJnV2ZNBS1WKlJp6vmub7ExEwvVcdzV1C0U/fELgykxcb7RLcPz7ChmJvlyoK/oQgisvGs3NYTDIMRrNtV2kQXN2NPFKKVMWVkpbcpS390JJxtQYLU1TVI4UaDKZtMSBrk/34pIOt9+Bcv6+VFWFleXlVREcV9PftW5dkYCQ5Ktv7ULRl7WMfLpfNxm56/q0zf19dJHI9RAfH9uSILi4EonATkV8VhGXGlpK6EmB/5+9N4+XLKvKRL91xoi4N4eqrKKKgqIQihkeoEyNE/OkoI2IoGI74NjdPt8TfT67tW0b9WmLNu+HPsEWERAUEbB9Cqi0IKAioCAyQxVFUVRRVZlVN++9MZxh7/5jn7Vjxc59IuJmZda9N1lf/m5GxBn2dE6cWN8abdMgmU5x5ZunaN+5gT+++1Pxu1emsI+/DU+9xydwqtrA53YuxjXXXIar3gw84LMnQbsTmNPbF2Yhrs696DFP+wgeUtyEkgpPDs5VQbR57QKzVmpUJiTsVlRbg5vaFC/70ONxv+1bYKdT2KpymYsutOuhOGcIXV9CIS8UlqXrTrifhTLp7iNTZ7LA5qoFJ17ob9vWa7BZGAsLasVci/q2hQLjsurJYdthnzFhNKZNjpEH7isUKp3VIIU1FpS7+gZN0zirQJDXH4Db37YouoxFvJac9Ui2O5vNfJ/cJrfHJIKIOlLgCEhCCVrMyVjbtgtkQ76Gc+3T8IfXR65TuG7y2Nh5ywhcKODLbau0/uF1ih0bEsq9WBEOPEFQOBx064GSA8WBgLWAbWEr4zIdTaZIbipw5NoBjm4MYd4xwoePPRQ2IeQ7FR6wcxK45STsdAbTNBekMEpp6usefOPFf48RwWcpkjAwyCm/U8bEpIRfa7S4qQX+nxuejivekMNub8NMprB1o5mLFEsRE97W0aCHn2Wef2lJYNcXFi6TJDlDCy1z78u/vnSlfYKjfB8T8MPx9wn6sXnHju8jTzFNuVyneQG0eTIDJjJJ537kA4a784uicFaEzlWJ05tKdyRrrY9PYKuOvB5cEM3vE4TAWOMJ2mw2jWaO4rGEcR19JCuG2P0UXreY209IPkMrTp9FKOy77/rFSChbffhe3Iv1AFCCoDgHUHKgOHCwFoBxAmbbwk5noO1tUFEg61LwoWlgWwM7mczz619g5ABEACWgLIPZGOJ4uouc6Iyg5LAS9bmAtCJwAHIfZtbg/dOr8P733B9Xf/Y22OnM1Z9QcqBYgVXuIMssCvLYMICY33PxLl8ILdDI8vFSMOxz8wDOdDXqG2usnVVthylNYwJnn8aZhXUpkIdEScYXMLj4WZIkC8/PLMsWCBZnKJJrz8XVOJ4jHB+nLWVtussm5Sy8jhScKYjXdYW6bs6oeRBilXZejmWZ4B5b32WCfF/lZN4nSVPffREjGLG++j6vCyUIijsEJQeKAwu2JnS/DbYGMJ3u65DudFDiUpseO4qTD78I98q2kCJBbVuUlHkBPkVyVpmI+pBSckYgskGnge3IiYFBbVvU1uB7P/sc7P7S3XDfT98Ie+o2rXmgWBsxctCnyWXEXExCwUn6gHOwcZ9AJisb8zaJVQL/Mi0+v8ZSoMr2pCtSOOe+uYba75jfO2uhffxFl5WIiNC0DdLUBSsD8+JmvCZlWfq1BODdg3i8LpbD+HgNaVlgwtAKbX/TNJhVFUxrXAG2IPh4PB677FFdjEKYvSjmYhMjU+H6xtZLrmu41uGxoQsRr5W8tpKchWOT/fWRXEm+YnOQx60LJQgKhUJxgYISAhU5zLFNmG87iQE5jV8a+ZE4V8XOJPpIB5ODbdPglElxyyvviUs+eQPs1jbM7kTJgWJPYKFHum/w9phA2FczIDwuFB7le9lXrAiaPJ+Pl/v7xtbnGhTGV4SQ5KBvDVYJhzFyEO4fDAYLQj4CQVimL5UBtxx3IAO9eV55nnuywPOWc2w51sMYmNbAWIPEJAvB4MYYX8MirMocazdck5igv+xaxY5btsbynguL0/VZDiTkfRdC3m97IRWroAThEOCgxh+o9UChOOCgBJTnqE8M8Ywr/wE5zQujAcszDp1rSLcmV6PC4JRJ8cqTX40THzwFu7Xt3L0OasaidX5c92C+V5w7SGELiLvP8Hb5md/HCENM697nAiQF0ZgQF2qneVtfn3IuYV2EsA1GSJIklrmchOMEsCCosktMkiSuAFoXVGythTVdDEDXZ9M03qWIj+OYjSzLvCWGxynbBuCPWUiN2rkSGWNcUHRCIEO+EBoTtKqrOSEDy9chgeGaSher0MIi38dIQUjKwgxMsesbni/Jp7Qu8D0Qu1djBDYca2z+q6AEQXFWUHKgUBx8UJoAgxK33XeAh4+uQ96RASmss5b/XBKFVe5KM2twsiW8/vZH4a1vegzuefOnYcZjFzNykIRs/qHlVI5+e7BW3XytsVio+HyQ5nKBIyYMxgRyKbz1CcvrWCH6NLzhebGx9LURm1Po9hLOcZkbUnicfF3Vbyy9qCQOxhggBdrGuQaZtoU1BlmW+eJoeZ4vkAWumcCByE3TuODlJEFd1yAiX1vCyHGLbFEMKdA3TbNQLTl2veRrH0LBPdwXI3HhvRQjBWH7fdaHsK8+4hsjhjy/2H0p+94LUVCCoNgTlBgoFIcHNCjRnjiC7Sft4iHFTRjQYu0Dxh0hB8vIAMcetLZ7hUtn+ntb/xte/rYn495v2MVX3Ph5tLfdtv8ZpEIyQAmoyIHEvVJRAGUBJAlsmrjXPAMZAzQtaFYBswq2aVwAPAfIc3YsQAnDeUAoGIeICeyhoBS6Jq1DDtYR3mOCXIwoxDTZYf8xS0bYVx9pWbW/jzTJMc3dgtz2LMtACXWF5SrkuRMnW2OQdhp8rohsjMFoNPJByUTkXYM4M9FkMvHjao2BNca5FMlUsm3TuSs1SJLUV0qeTacLrkZyTcKsQX0CsjyW594nfEtXLFnlmc8L98v1lftilgiZYUm6a8lXJljyPg2/A+E9zXNQgqBQKBQKBwMUReNtBueSHMS7E4KXIAe1NZhag21LePnbnox7vK1G9qXbYXd2O837PgnPMStBmnaVp0egIofdHKG5aITqWIHJJRlmxxKAgGYEJDWQTi0Gt1sMbq2R79RIxhWSU9tA08Cc3gbqBrBm/0nQBYhQyGXsRVsaCsTr9Clf+4Sxvr76NMByPrKNPpehZUQkHEefpYTHHwbJhiQpFgBNRKCUkKYJjLXI0hQJzYOHZdvT6RTWWp8RivfJ9WjE98MRgta/l25D1rrxSXIgXYt4/CHpid0ffa5EfdcpdBVaWIueP0ki+H3axWCEY7HWOmuMPTP4PcwwFZKE2PVedS8tgxIExdo47NYDrcqt+LKDsUCW4N4X3+wClIVr0TrEYC8xCrE0pgkSgAxqa1HD4kttjjfc/kjc600T5Decgjl1u0tpul9ByUnqrQVIXMVpUPeaZ7CXncD08g1s36PA7fcHnvC4D+Hhm5/HxdkOjiZTXJzu4FS7iQQGU5vjluYoXnndY3HjZy/FRR++CKNbDI7+/XUutqKqgbqBrav9mesFij6Ne4g+4T3UukoBeZnLRjiGmKY/ZhUILQHy/GVWhlgf4Rz6hNqY5aQvaDbmkjLXfhPSVFQ3xmLqzrQTgKVGm4XYJEkwm838eDgwWbafWotKxBEQyAc3zwmC6WosVAuVq2NaeHm9llmC5HqFa9C3xqHlRe7nbE7S4pB11hPngpUhSdLOGpN4iwoAGNPCWvgA7EZUgg7JmqxxIOcYzmGZRWwZlCAo1sJhFaLXCfAOjzmsc1UoQlhrYbIE0zZbyFy0rtDP6UrXqYos05hyhWS2IHDMwbvH98Ub3vFY3O/6L8Bub8NOZ/sXlJw4KwETA8oyIM8cQcgy2M0Rth58HDc+qcGzH/4+POHYx/Do8qSP48jhhACTb/l5A7fjGQ/8DG6/f4J3P+Fq/M9T98epF12J/PO3ADQBiC7MSt37iL6g0pjAK7fJwM+Y8BdrQx7D7/k4/hwKkBLL+gr3r7KG9I2zz1LQN+bYuPq15PMsRHNNeApjLRI4oTbP58UWZe2I2WyGLMu8wM99ZFmG4XCI6XS6QA58KlNrYOo5OTDGwpgWVVX7asl8H3hi0bPu65DHvjWWaylJpKwNwfukxYCIkBcFyrJElqXIshyDcuDOh7O6GGtRVZVrL3HPlbqpfbE5Y+YWElmXg+9judbhfR4jgetCCYJiJQ6jwHxHMj/xuYdx3grFAoxB0hjcsHUMVfAjeK6DkxMkMN0/dO9ba1GjxfVNjt+6+fF4z1sfinu9fRfm9q05ObizhWUWeBJCMhwACQF5ASoL2KMbMGUOM8px+isGeOpPvBuP3/w47pefxpEkQ0mDbq79P7KXpCkuTg0uTz+DZ2x8Cl/7fT+Ge73+rii/eBp0agtU1c7VSFO5nhPEBKKYUBfTwst98tjwPAn5WZKTGEL/9/B82UYfKYlpsVfNYZ01kEQpNvfwM2uqWSDPsgxpmrgg5SzlE86YX9O2SJMETduinc2Q5zmstT6zEccpsAWC22/axmUrEtpxJzA3qKoKTZfBSP7F1kiOP9weI0KyjT6yJK0GkjDwexefkfiA7I2NDWRZhrIsPYEiIuRcB8K4CtRta7raEikG6cCvEQAYYzGbTj3hCgv3ySrN4Tzl+uwFShAUvThMAvL5SAWrREFx2GGbBumtp2Hfdzdc99ARLk1bAAnQVTZeJugCZwYg9wUkczXm1lqkRK4AGlpsmxbvm16Bl/7E87D5sVtxr+3PwpzehplM9keLTp21oChAoyHs3e6C2aUj7Ny9wPY9CE985gfxlOMfwfF0jCvTHVyRcVD3aH2rC4DWEo4mKY4C+MjTXoZrngT8wW2Pwlt/+2tw19d/HHY2g5nOXMYjtSacE8QE6pibSUzzHjsn/NznhiNf+1yGYi5AfQJ7bC59/fb1F1sbOc/YcX0CJLfNrjxt2wDIfLYhay3SLF3IXpSmKeq69sXOZp2mP88y1I3LVGY7rbkUqtsulSmnS+X2uaLyzva2T2XKcQc8dknG5DWTsRPhtY+tX5+bUZiS1btVdUXjsi5DU5Zl2NjYQJHPi8fluVubsixRliV2d3cBwK9X0zSo0hRN26IwuR9fnmegZIi0qz8xnU5RVRXG4zHMzo4nKpIkyHs8ZrFSFyPFHcZhEorPd52It3/xQ4dqPRQKj7YFqhqXfLjG+8ZX4xHlJ/2uVeSAwYIxkwMZa8BtGFi03Q/PvMYB8ObTD8dvvfvxeOCHb3JF0CYTl+Vnv8hBloPyDDQago5s4uZHHsfJR7R49EM+iWec+Gc8YfQ5bHAqWEqRIT0rC4s8p0SOK9MZfujE32Lne0t89m13A7ZOg+oGtgXcf4qzRayCMGMdYX4d9xx5/LJsMdKaELM+sPDJ4+1zLwotE8vcQmIEY5k7jZyLfB9qzVmYZAHYWoumIwVZlvsxpl1gclgBmAXfpLMMJDymrr9ZVSFNEpf1iCszNw1M95xpmsb12dVFqOvaWxtiLkMxATishcDHxdY/RhpDUhWSBdbuD4ZDL+wXRYEjm5ugJAE6YpWL6tPWWmRZttAGx2ekSYK0s7DUTQPTWQmyLENuDJq6QTJw90XVZX8KXYv6rn+fdW0ZlCAcAjz1iofdqcXSDoMwfGcXj1OSoDiMsMbC7u5ieP02Xvmpf4UfetQnkAS/D8tiDOR2jkcA4OMN0AU9s2uRIwYGN7Sb+O9f+jp86I8ejPv99RbMLSdhZ7P9y+JDBCoKJGUJOnoE5sRRbN33KL79x96Or9n4JK5IZ9igBKPEWQxq2yIlOifuVwkIm0mJ3Nb4d5e+Ez943x/D6FMAVTUwncGqq9EdghT2Yr7X4b4QMe0+EHfT4eOka8cyF6e+MYWZgsL+w35jZCY25ti8lu2LzTk8TmrnOZWoJEv8ynUMpADu16sTlv06dLULWnQxBp3lwMIRAk5lai08Meirc9DnOtRnUQrdcJZZVWJgC4m0GmxsbDjrQFF4kpBlGSbTKVKcGSTOpJZjCbiatLMaODIxmUzQ0Dx4GQCy3MVwlGWJrDue5xTOIbwOseu9CkoQFB6HRQA+qJWlFYoDB2tgpzMkt51G8p57wjzKwIAAEUi8riWh7dySOLYAgCcbrXX1DXatwTvHV+OXP/RUHP2rEe72gduQnDyNdp/JAShBMhyANjfRXHExbn7UEVz5rdfguUf/GUeS9Iz6EDml56z7lJxLV0k5Lk0MPvfNhPu85jiy3TFgjAYtnyMsExRj++R5fS5A8pyY1SDW77qCZij0yzGH7/fadthHn6ViWd9hO+zWU9cNhsPFY5tOyA2P57XP0tRZA7pnQF03C2SDXXP4HOfO5AJ0paY8lp0ofA+cSRpj85EWAXlsSBj4uLAAWpbnKLrg443RBspB6bM4cZxBnmWo6tpbC3i+0oVKpnyVJIItMHXTOCtLkiDPMiTduMqycFWmgyDtkBjshRCEUIJwSHC+rQgHnRwcBFKgVgTFoYO1MLMZ7M234so3EH7vhffBMzc/jkuSAjmlXiCOWRHCeAOZqQgAarSABWa2wbY1+Eh1Cf7PDz4XX/ErLe5z0y2w4wnMeIymbvYnILcjBpRnSI5s4vPfdz887zv+J5577A24LE0woAwJhkgQsRSsqAS9VzBJGCU5/urpv4aXPuLx+MB//Soc/6dbQNdc59yuFHcYfdr1UCDuE5pCd6Nl2vmYhSHWv7Q29LUVEpllbkNy27J9sXHFyEF4Xl9GKBbcx7u7PiNPnhdeGK27Z0lRFPPA4yRBy/c2zYNrpaDPQjNvb9sWk8kEs+nUuxnx/nCNpFAdW4++9ZbzitV9CImDdAfa2NzEsHMpKvICee6ITULkU7cWRYG6rl3tB2NQd2lYs6DuA2d14nnVTYPZ1pbfZ6z1cRtpkqAsS5fpyVpsbGwiSZyloZrNfHYjaaGQ1/NsSKYShEOE80ESDoPAexDIAUNJguLQwVrYpoY5dRt++7eeia0XjvDCi/4Rmwg05T1CMcccOBei1ldDrq0F0OK6Zoi/2nkQfv+Pn4C7/V2F5LprYXZ25xWE90s7TgmSIgcNnFvR//Hdb8JTNz6DiwNytI571blASq6Y1CVpih++5F34tudfjcHJ4yg/f4MWUDtH6BN6+4SjPsE81tayfkKEFokwwHmZ+1NsDGHfYT/hPMP2pDtU3/z72pL9sNA5mUwwGAyQZbkXsOsuXXHTtj4jj0U39859iC0L7EbEOf+5toGrrOwyFNVdliImAaHVZpkFIXYNYnOXa9W3n9OY8t9gUHoXojSdByrzsRxT0HSaf2Mt0s4iIOM2Qteg8DqYYE5lWbo+kgRZ5+ZUlqUjVl0A+bLCacvWqg9KEA4Z7ihJUOH2jkNJguLQwVrYqsLl797C64snYvQ9Mzx142O4MjNIkHQ1EuIC8cy6H/6pbWEAnGwJt5gNTE2Od2w/CG9812Nw2d8D9/z4bUhu3zkY5ACYZyva3MT2Q+6yr+SAkYCQI8WJtMaP3Pdv8Iqrn4XL3pcDVa3ByncQq/zp5bZQIOvT1i9rY5W1YdlYVpGAvnZDNydGqCXuQzjmvrSYMjMOt8v7jTFo6hqzTqiWAbh1UyPpKpJLUgDAxyg4QbbtLAbzfW3bom3mrkdhVeSYxaBvfuF8wmsbrm+MRPBxbEFI07SrZzBAnuVdgUV3vCML89iE2Wzm20uZQHUZnWRfMnBZugdRkrjUsJ31RV6PNE1dWtTOqsHWihjBlFhmVemDEoRDiL2SBBVmFQqFbVuk134BV/7JBG/69FPw/z77CXjL1/8mjicVBkQoKUHKlVG7OgZT22LLWExtipNmA9tmgF+99qn4/E0Xw2znuOT9Ke733ptB27uwu2OYpoGp6v3P8U/kshUdPYLm7idgfvjWM8jBfiDt1ngTOZ688Um88pm3gv4oB03oXHs1fdmgz+e6z91oHayj4Zefw/HELBahhrivv2XjCOcXavb7iEo4VvkaW6cwuJW3sbWAC5S1TYO8KLCxseHPz7IMtp1XR2aBv64rEM1dXzhdKQBvMZDWAkkOYqSM5x0K9fKcWNrPGDGUCCtM82teFBiNRsizHGnqrIGwdh40nGUgmgdyE7k6B23bojVm/tQhQmsMiq6ychO4F+Z5jqZzO6JuLEW3LUtT5Hnu4xbyzMU6lGWJ6WQSJVAxcroulCAcUny5CP0Hyb1IQq0IikMHa9FunQZO72D0+Rtw/3cN8FNXfBequ2xifFmBkw8mpA/YxrCscOqWo8huyZFvE45dYzC8tUFxaopkXGF48nbcb3YNbN3ANg3ausGByuefpI4cXHEZbnri5fjGH/kb/NuL/wElDQGcP+vAOmits9iADI4lhP/vgb+Pn7nk20HTGayx+0+sDiGki0ifG0+fNlnu6xOklrmnxPpf5nYUc2fai0tUOP4+ArTKNUq+l+dJgXvVenK8wHQ6xXQymdcFECk8Q0HfiLoGMjhXvnI/LGSHc42tYWwNZNB035rI9/J4WQRtMBxiMChx5MhRbIxGoE6znyWOJMhKyuwWxUHK8n7gQGMiQl3XPr5C9pulc5fPNsgElXRrxNaJPMtQVS4AejgcYreri8BrF2Kv1gNACYLiAOOgkgOF4tDCWgAGtm5gzATJF25CeWqI8nMljn8whd0cwqY57lLvgOoWMBY0q1w6zroG6ga2qpwLkbEHixgAznLQuRbVlx9D8syTeNbRf8KIUp+xSQZf7xdZSISNB74AACAASURBVJBgRDkuSys0JzaQ3Zh2bhn7MpxDi5g2uU8A73MFCtsJz5X7wpoLy4iDhNS+ryIofW4ysv0YeemzcCxzoYm1EVsjKeyzL708txaZeuT7UPsfFjaTcwyvn8Sy67fK3aiP6PH7sJI0uxTxX57nGAyGKLoUpj4Nq7FIU5e+NXT34tc8z/265Vnm5yGrKfM9xYTAhPO0LvtT3lko/PpZiyRNkKTOSpNm2UKqWbmmck32AiUIigMJJQcKxXmCtYBtYa1Bu9OCxmOAEiDphGs+jAPeOiJgDf9gHTBSIEEJqMhBoyE++7wSr3rgq3CvrEFJLsBvL2ldzxc4vWxOKY4kKbbuPcKJzw6A2QzQbEZ7QijULxMwY/tZOFsmOEnBVAqxfYJXTLjvIwcx4XVdV6SYe1Csrb6+VhGl8Dh2vQmLuMWsGWGwbKj977PahOQr/Nx3nWJWpHAOfZaDGMni92maYjAYYDgcYtC5EVVVNdfQdy+SEKXCCkBEKMvSW0w40xC/cu0DVwfCoIULQmarBPfDa8akxRiz4GoEzIOpY/M5G+sBoARBcQCh5EChuBPgiQIBaAFKYOtAQGWV9kElBBJJ6ghOnoGGA/z4E/4c9893MUqKfScFITxJQIpbHmlwybsHoO0dWKLDsdYHBDH3nJjFINSoSoE/hmVCdEz7v44g1kcqQi33OsfHhPJ1+pN99fUZHhdul+d495mgDkJ43DK3qBhJiFlZ+tY6HGuMNMUsPWG/UvPPAr/LWjRAWbrMRRys3LYGlNBCBWkOOAbgKyxba/37pml8+le2RHDcQijU89jKsoS187oJeVeYreqqUNvu/s2yDHmeYyYCm+XanS2UICgUZwmNQ1BcEPCm7MPt/055hmQ4AC65GF963OX4tiOvx7FksDJj0X7CwOCJj/4XXH/inki2toHJZL+HdKjQp8UG4v7poRArXX9iWvwQsWxBMa01b5fjlPtjtQZi44710ydoxwTNvnb73G5i54XHxAKDmSTE+upDnyUifB+maF1FMHhfzNoj114eK8kBEfmsRKONDWxubmJQln6OnOKU2+F0o1wDgdtrutoH1lofgM3EQI6fj2d3JB7r5uamLyCXZZmPWeD4hbbLdtR2KU7zPEOaZUhFpetV9/MqHLwnpkKhUCgUewGRS2l65AgmV1+C8jlfwuAcVkM+V0gpWSAqCRJcPboZ9fEBkGWg9OCN+TBACsUxoSh0ceH3UlgMXWMkWJAL9y8TxsNz5fs+l5tYn/KznGPMZSZGLkJtv9y2DLIyb2hxCccs57Fs3eWfdCHqi024Iz70IXEK11Ouo2yXLQF54YqgZZ1QzwSIXY/YRYhdiDhVa0h8WLDngmhMCGTNBLmdCYq0ImxubvqxMXkZDgbI0hQJEQgEouSMehty3c7G3UgtCIoDBXUvUigUZwMqcthhieufmOHl9/kTly3ogIIrK6dE2EynMBmBso4cqJvR2ujTqsv98rXvOP7cJ2DF+uzbF7YZ7ou53cjtLBSHmm55zjLXqhhZWNZfzOIh12KV1UEK3yFBCespxNajT9MvEVuzvnWUbYb7+6wtPF8voOc5iqLAcDBC3TTIusBseU7epSnNssxVTLYWs9nMV1JO09S5AnVkQp4r3YtktWgmTXy8Kxw3W5gzWyxke3K+oXVKXofYdV4GJQgKhUKhONygBDQaYffeF+N5T34P7pNvIachEtCBdC1iJEhwIt3B9OIMozR1weI43K5e+4GYwNwnyIZuLbFzYq/L9vURg2Va22VkJib8LhtnuA5hm7H1iq1R33F922KCeWyOUviVxEOSoth1Cee16hqHYwzXj4Xv8FhpkWEtfVmW7n0X/JsKksDCe5qmPrUpC/3cBsdlSGIRkik5ViYFTFKqqgIR+cxE7MIk72N2Pco6stJHXvdiNZBQgqA4MFDrgUKh2DPIZV+yR0b4/NNSPP/4P+BYkh54csA4kk4wvTgBshRIDlYw9UFHzJUF6PejDwXHmEAV+9ynAY/1G3Nxkv31ubzExt6nJY9ZRtYRDsN1WUYgls1b9rmsj5hQ3xcY3hecvGpcsbWUkOu+zvzTLENR5F1cwTymgC0GXBGZ4xakxYf7YKIwm808Wcjz3McfMCFi0sIEICSxTC6KooAxxlsk2JUptgbcZh/J3AuUICgOBJQcKBSKPYMIlOVIjm7ikz9wMf7sm34NV2UZckoPLDlog2IHR5Ip2gGcW5E5O03flzv6BNo+IZ4RnrNMKx/TXPcJ6KEALzXk4b4+oTgmgC+zVMTmHxOc+ywgsbXqwzJCEgtijllg+sbXN/bYGoVr2ddn7BwJFvad5aDAkSNHMegsCLyfBX8W8kO3IXYlkrUS2OrA7bDwztYAmZqUCQIHIUtrxXQ69ccbY5BlGWazGWZdytW2mVsdeUzrpPBdBSUICoVCoTiUmKc1HeLrHvNRbCTOr/+gpTWNwcD9cBdoMThpgdZAK6XtDcvcXfq2Af1CbPie21gmgEuNbzgmeT7v69O6h+cvm88yoTo2h7C9cEx9wvQ6lgmef2w/C8SxfpeRkT4rzDprELYh+5YkLeZaZK1FlrlsQuiEbI4V4MrOrO1ncApSGcMwmUx8P7KqMgczsxWC58LuSkwQWLCXxel4X5Zlc/Jg5jVpQsISuxf2ShaUICj2HWo9UCgUewaRiz3IMtjRAM+/5C9whBIkSM6b9YC1/3e0fSYHBgY3NCew+cUaaDX2YK/oc7uJaasZsQDWPo32HRHW+7bHXGyWCeKxdle5j/QRhT4CELOOhG3JQFe5TQrx4TmxtpbNMSbI9s2rb/x968jCe9if3MYBxnmeI+8yDAHzImQcb8Bkgd/LomaczYjdjPI8x7Fjx1BVlQ9I3h2PXRG2slywXvC45TrL2AQ+n1/DuYRuRyHWvcf8mq19pEKhUCgUBwWUgNIEyDOYjQHuk9+Gkg6Hzst0/2rb4reu/3oUp6awTTuvVq04J1jlq75MUy4164yYcN/n5hLrr298q4TomAtN7P0ybXy4X855mbVB+rWHc5UCemz8sv0+wXTZGoVr2GeBke2H5FASiGXEif+yLPNZi9hlqK5rL+AD84xHfG7oEsQpTVm4r6oKxhg0TYO6rjGdTjEZTzCZTOZ1DQIFQXhPcrAyWxV8DIS1sHB9xOa06h5chsPxNFUoDiC0SJpCsX+ghIA8Bw0GuO3BR3Fp6mIPAKfpP9dWhHNpPWithYHBtmlwwzuvxD1vvxFoGlBCh71e3Z2O0GLAgmzoRhQeHyIUyGJC8zJBKzwvZpVYRlBiY4tZNGSAa9jXOufL46QbUMzy0pcuVLYFzIlTSCD6rsE6FohQsF/H0rPOvOU2+TlJkq72gQtGbkUdCPb75z8er6ySzKSALS3SyrC1tYW2bTGZTLC9vYPJZAIiQt3UGJQDbG5unEEQBoPBAhHgcTBpMV2htAxAbRwpMaJImrwuyyxqy6AWBIVCoVAcSlCaAEmCnbuTJwfnM/6AyUFrzRnBxuvCZVcitLBoAaQTgNRycFaICfQsAEm/+FVuFVJY7HMrWqbl7tseCuurzotp5GX/IYlZ5t7Up0Fe5qazjGiEbcf6iwnxsXZDQb3vGsr3sXNC61A4pnD8oQWIiBasAUmSIBMBxexSxH7/nO5UEiAmAzELBVsdmEC0bQsLXhegaWoYa3xWIrYweEuG+ONxyvoLRRffkGbpwpzC+fWt0SqoBUGhUCgUhw+UAFkGOygwfeDEbzaw54UknCuLBMcf1NZg2yQot6wPNNQ6CHtDzJWlT8CXx8n3oTvKKuE7hjBL0SqNbUwTHwqY4fF92v/YMX1kZNma9I25z7LSJ+z3zSs8vs8C0je+2PbY55A8SKIYEhnZPwv/ANAal+wgzTLkeb5QUbooCrRt6+MA2IrAFZWJyGv/2SWJCQBXX66qamHsTB5kETQA/hwOlub1bANLAayFtf1VrletZR+UICj2FRqgrFAozhppCjsq8ZB7fBGttQCZO62C8tkShgQEAyCnBCkZJDVgU9EWJVA/o/UQCoMxTXXM5Ua+ynOlq8wyQVgKjOxWEgq/8rVPKIu57fSNr29csv1lQn7fOcvGFNPar5qTHIc8d91jw30xy8AyK4REmF0qRlL4NekKpHEGI9bSj0YjtG3rC5cxGcyyzLsFSdcjma4UgHc1kjUNmGAkSYK8OxeYp0plNyW2GEjXpbDGAade9ToGWowZCe/vvRBfJQgKhUKhOHxICJTnmF0ywpNPvA/pHn749oJY7MEdtSZkSAE0uN0U2LixBjUtLPsga6rTtREjAYxlQqckA3J7rI2Y0B2m9YyRELm9TyMfE/7XtTr0WSGWISYc78ViEiMoUnjtuxYxjX24P4xHYEE3PE72F4th6Ftf2U/MYsFCf5qmaI1B0rUxm80WsgaxkG+t9RaHjY0NFEXh3Y9msxnKsvSWg9OnTzuLQtvCGoPNjQ3fFscTAC4Qme+tpml8gTQAPgiZU6Uyednd3cX29ra3VnC78jV2/daBxiAoFAqF4tCBiIAsRTtIcFm+BQBwSU7jFZTPJm7gXAUmh+0xxqZEttsATBDsPK+5Yj0s0yb3abKXaa1jmvdQAOW/viDePiG5T8Mv+465zsg/2b7Uivf13UcklrURHhv2GR4Ty3AUm3/feoTkIVyHcF9MOy7HtMyC0WclAuYWB5nuVFZMbtsWs9kM4/HYZx/i8Uk3JXYTsta5A/nqy0S+zXB+0jIh11WmVuVtfLwnS+KeXEYw90IOALUgKBQKheIwIk1h8wzNMMGpZhMAesnBWXexRlt3hESMkhnaUeZIAWuliZQkrImYMN1HDvqOW7Y95qLU13/MfSPmxhQjCauEt/CcPivFsu2ynT5yEpvrKoE7JsiH71e1EZtvOLZln5cRs3B7WFBMtsnuQKmonAwARVGgaRrMZjPv/8+EoGka7wY0m818+yzcz2azhUJqcvzSIiJJQ5qmPiaB7yvui92MeLu0HCxb371aDwAlCAqFQqE4jEhcBiMcEllaWg8MLHKkOJHMML40wzBLO83oIZnMAUGfwBNz6YlpjuXnvrakH3uocQ41tjEhu8+ysI6QvmyOUtiX5CQUfmOf+9ahzwoQsyaEFo0+rX9sDHJbjAyscndaRvBic4+RK3bvkeewBYCDiYkIw+HQuxjlee5jB/h4aWHggmky4JmJRrh21lqUZXmGgC/jG7gdJgRchI37mk6nbrzdOU2XAUmuEfcbq+GxCkoQFIqzxNu/+CGthaBQ7CfaFjYBcmqQIV2pxV9Xy3++XYsSuLSsd89KXP4D12L6sUuQ7I61DsJZYJVLC79KQa7PlUfu53NXkYlV2vFVGv7wnFDolgRHkpXwXHl8HwkIx7bKKiGrJ8vjZerMcMz8OXThCfsJA7uXucaEYw/n2rfeYd+xufM5LOwPBgN/HKcolfeGTDnK7kRN02A6nfoYBrY2TKdTtG2L4XC4MLayLH2bXESN1zvrMifJzEfWWkynU5/9qO7GlGcZ6rpGnucYjUY+naokjX3XaB1oDIJCoVAoDhf4h54IZJ0vP7A8zmBZXII852zrG/Sdx0XbwiDnnFIkSPDw49fDjHIgTaPnK1Yj9L8OBVV5zDK3HilILhNW+9w3Vrm6hP3I80OEQnVIDtYhA2Hby8YYE/LDAmir1ndZ3zHNdnjdZDvh3ML9cmzhnxyr7DvMPhWOEYC3AkynU1jrahnMZjMvnHOWIdbscywCH8cZimazmXc1mk6nC8I7uxNVVbVQIM1ai8lk4vvi7ElMDnjOaUfQ0jRFURS+PWlR6rNuKUFQKBQKxQUNIuerX5xu8aX6KAysrzGwF/B5tW1R23ahjXXIQkg8QtKxygrx4OEXMLms0yie4+rPXw7oc8mJucusEsplG6FwKv9C95k+V51YP8s0+n1t9o2xj8ys66YT67Pv3HU00H1kJPaZj++zRsQEfinwhv78YfrPZVaNkCRZa73GvqoqL/TLNgeDAXIuTCbcfqbTqX9fVRXG4zF2d3d9G0wY2rb11gdZXC3t0quy9YHHwudx9qIFd6Zg/JVwLZIkSN6r0kqxLvRppFAoFIpDB2styFhQa/Hh2+6Geo++Oa01nhiY7h9jr0RDWgj24paUgFDbFPWI1IJwllhH6O8T7CWWEYtQ2x32Fwpk0i2nT2MfE1Jjx/X5jseE3WV9LRPsYxp8OS95TN88w3ULNdexvuT81nWBCQXemJuRPC5mWQm17bytbVtUde0KpXWBwtLnn4/nzEJsJWCLgdwnA4ml2w//JUmCsiwxGo1QFIUnD2VZLlgEYmtpOnLhSUZn9ZAI75uQiK0DjUFQ7CueesXDtFiaQqHYG6wFjAGqGsXJCT7xibvB3NcA6CqhrnAzaq1BA2cxSJCgtbZz+SFPDrgiM7sIScS2xfrpA4/PwOJku4lsqsHJZ4N1XGqkq05MWIy57YRt8GssBiB27DLtfd/4+o5dxzUkpiUPt/eRo1WWhlX97XXOYTvh2PrWM2YRWNVW3/bYMU5j74T7vMteVFWVj0GYTCYLx7Ogz8HEgHMJyvMcZVn6OALORmTtPH3qxsYGxuMxqqpacCdil6E0TTGdTlEUhXdb4n6bjrC0tYt7KIsCABaKqPGcJYladh36oARBoThLaICyQrGP4B95a1HclnoBfxXYcjC1DVIQUqKF6svcRp8V4WxjFGIwMPjH01dhcGsN2zTQIml7Q8wFRW4Pteox//NYetJQAF7mwx4bk+xPtie3x85fpvWW7ccsGX1Cdp8GPVyXmADd5/4U9tNnBYh9jl2jZcQs5j4lx71szuHc+uYzn4ddqGxMRKjqGlln3eM22brAxKIsS+8ilGWZtwLUdY2qqny2JM6OxJmLZGE0JqBsgeDUqdLtyBjjrAWdVcK10cDYuctS7L7gttmSsS6UICgUCoXicKJtQY0BNYTWWmS0aCWQ7+VrbVvMrMEm5Z4cyBoK5zqLUe/wrcWHbrkCl92yC/hKympN2CtCITMkCyFigmVM4AyF6LA/fh87JzxuFSlYdv4ygb7vPSNWzC0cPwuQIVlaljlJjl0StXAufdvDdmIkR44tvLarBN1wzrL6cmzMVmjb5blZJ/Tz+Ww18C5DnRAvMxsNh8OF2gaDwcDvY9cktjywZQHAgjWC90lXoTRNUXHRtVSk3zUWxrRohHtT+B1YZ81CaAyCQqFQKA4dbNvC1jVgDExukXY/fqvci9gyUPpMQrSW5eFcgGMV5mMxuP3TF4MmM6CqXTVlxdroE9rlPhaU5J/cLv3Rw/NCxEhHaMUI24pp72O++/L8kCSE4+wjKGF78nOfJp23h+ldw3OXaetj6xOOeVn/sfZi58WIX6zNvm1SWy/bYm08a/n5PacdZQIgXXfatnWxCt0x/FeWpXcTyvMcRVHg6NGj2NjYQJ7nyLLMny9TkbJVgvuWWY/kOtiuTwDIswyUzK0f4TWNEbG9QC0ICoVCoTh8MNZp25sW2W5cwO9LX2pgkGMxKDi0HvQhpWRlliLZRt9+FyBtcMmHCJhMOxcjtR7sBaFAvkpjusydpc9NR24Li6aFgnDfGEJ3F5lJJmb9iPUfO24ZmVk2d7kt1lffeJZZO2J9AnELxrLj+9oO98WuYdhun4AcErq5tt4J6EwSOAYAwEIVYyJC07awxiDptP/sEsQEgmso8BowCeNCa1wMjbMV5XnuLQ7SQsFxEL4ac5oi6SwbxlokRLCwvoianNc612wZlCAoFAqF4vDBGtiqRlI3GJy0aK1FQi7YGAAmtkKCJBqbUFJ+xjbOgsSBygYGtV10PWIwSQDmwj6fy+AgZ4YkDQ1abJsK/zg7jhMfOAlzehu2C1ZU7A2rXIN4W+y8GFYJl+F7KUzHKhrHBPO+sS8TaEOSEZ4fIyuxNViHkPSNeZnFpq/tZX31CbB9BC9c41j8SGx8fdc/dKtq27lrzpEjR5AkCba2tlygcpIgoXkNgzRJkHRBx1wcjesW7O7uep//pmkwmUwWLArD4dAHJE8mE09CjDGYTCa++Bq3B2BePK1tYTuC2dQNmrZBXVeoOrclJiLyWobXdV0oQVAozgIaoKxQ7C+ssSBjgKbF6FaDsa1xhAitdT+AU9tiQEDS/cx5IX+JhYAFeud2lHrBP2YtkCQBcFaJRFglQnIgg55r22LLWLx96yGg7bFzl1L3oj1jmZvJMsE0dv4yQZ6Pibm8xPpfRlj63HNi45J9h+Pom3fsnHD8y47pG08fEYsRj77PsjJzuHZyHn1kKjYfbnev7jOyTSYe1lpUXeAwBxCzoF5mmXdBstbFDcyJhfvuhtYBAMiyDNPpFGma+qDl48eP+/OttZ5gSEsDjynLMr+vbVtXA6F7bU274K4EYOHcdYjyMmgMgkKhUCgOJ6yFrWsMb+lSBVqLBq7YWYrF7ETLqixLyDgBFvL5c3h+eJwkAWEWJK6zUNsWY9vio9Vd8Ob3PhJ2OnPuRYo9Q2pIY+4zMYE/ppWX23kfv4ZCf1/u/5jgLYW9deYg21wl1PVpg8M1kX+8L0YWlvUVG1eooQ8JQ8w6IH3uw3ND8hGzVsSuxzKLSrgusn3OLCTXrG1bpB2J2d3dxXg8BgBPCrhAGlsR5LlcME26+sjUo3Lb7u6uH8NwOMTGxgaGw6GPUeDiaDzWsiyxsbHhgqWJANFe0zSYTme+H17ncM6xdVgFtSAoFHuEWg8UioMB27agpkF6usKWscjTFrApWrQoKfPuRgzpCiRdgNilKOmJS5Doq4HAZKQvPWqCBAbO0nFNPcD//p7n46q3G9ixsyDgLDSgiuVZipa56CwTypdpyyVR4ONDDXafBYHRJ9z3WRdCa0iM1Cybi9zeF//QR7RiAn1sTKHwvg4Ri61J7FzGMrIVkpTwmoeEI2xXphMlmscBoDuX90uhnwOOmTDUXUXjqqpQluWCVp+DkIkIu7u7aJoGg8EAwDx+wVpXdI1JArsMEZG3OMgxtW2L2Wy2kL1IWhCWWa/WgRIEhWIPUHKgUBwQWAO0LexkivT2HfzijU/Diy7/C1yRtRhRseDik1KCmXXpAbOOBCQgNGjRWpcBiWMYjIhFiMHAejelherJnRuRIxqJJyFN129r3b7fuf1heOVbnoQH/MEp4Nbb0I7HSg7OEjHXF0YoZMYE3/BYeXxM+A3dZfh9eGxsTLF2+xCzHqzS7scE8JAAhMJ3bJ1i58a08aFAHrbbR5JiwnuMkMl+loGF4b5rsmxscl/btkjbFju7uy5NKRHyPPdF06x1tQmm0ymMtSjy3Pe9s7sL07ZIuuDmLMt8YTUW5DngmMkGWxrYvYi6/sqyXCiOlmUZrLU4deoUmrZF3TSwxlksxuMxppMJqqpaIKx9FoS9kgQlCArFmlByoFAcIFg7j0OYTPF3X7gntu5S4krUZxzKrkGZsBDENP0cqOxSpiZnkIzWmgXrw2IMgkVt267wGp3RZoIEU9vijdc9HJf/QwvancB2wYmKs0cfOWDhT+a+l/v4PbcRE9xDAWuZQBwK6DEyEgrG4XExgS7su6+92DF9mvsYmYlZCWJzXea2wvtlrEFYwyA8Xr7GsEqoDfuJkZfYmnHb8jyfechaJCLGoGlb5F0sAAAUXcahuq5hrEs96sfRCfzcN997TAIkieFqydwuWyHYEsHpVZumwXQ2c3ER5IKfOZ6B++qzJi2731aB9nQw0S0Arlv7BIVCAQBXWWsv3e9BHBToc0ShOCvoc0RAnyMKxVljrWfJngiCQqFQKBQKhUKhuLChWYwUCoVCoVAoFAqFhxIEhUKhUCgUCoVC4aEEQaFQKBQKhUKhUHgoQVAoFAqFQqFQKBQeShAUCoVCoVAoFAqFhxIEhUKhUCgUCoVC4aEEQaFQKBQKhUKhUHgoQVAoFAqFQqFQKBQeShAUCoVCoVAoFAqFhxIEhUKhUCgUCoVC4aEEQaFQKBQKhUKhUHgoQVAoFAqFQqFQKBQeShAUCoVCoVAoFAqFhxKEQw4iejERvWq/x6FQKAAiuicRWSLKus9vJaJ/cyf0+3NE9Nrz3U9P3wtzVigUCsXhxwVPEIhoR/wZIpqIz99xJ/T/2u7H8xnB9pd127/zfI9hHRDRz4h1mRJRKz5/+E4cR05E7ySiW4hoi4j+KVw7heKOgIg+J54DXyKi3yWizfPRl7X26dba31tzTE86H2Mgosd1z5o3Bdsf2m1/5/nod68gonsEz2tLRLvi89feiWP5cSK6lohOE9ENRPQSJUCK/cL5fD7cGdDv9uHEBU8QrLWb/Afg8wCeKbb9fnj8ebpRPgXAaxGJKAfwLQCuOQ99nRWstf9FrNO/A/BusU4PvROH0nb939VaewzAvwfwBiI6cSeOQXHh45ndvf6VAB4J4D+GB5DDhfKMvAXAY4Pv0b+BezYdCFhrPx88rwHgoWLbu+/E4bwFwMOstUcBPBTAIwD8yJ3Yv0JxwUC/24cTF8qP31mjc9H5QyJ6PRFtA/jOTuv/c+KYJxHR58TnuxPRmzst97VE9G9XdPMWAI8jomPd528A8AG4H21u8z5E9NdEdJKIbiWi14jjQUQ/TURf7FjvJ4jocZG5FET0hu4vP4vl6AUR/Q4R/UKw7S+J6Ie69zcR0U92YztFRK8golIc+6+J6J+J6HYiejcRPTDWj7XWWGv/xVrbEBEBMABKAHc7l/NRKADAWnsDgLcCeDAAdNarXyCi9wIYA7gXER3r7v8bO43Ti4ko7Y5PiehXu+/sNXDfbY+uvReKz99PRB8nom0i+hgRfSURvQbAPQD8aadN+8nu2McQ0d9235kPy+88EX0FEb2ra+cvAVyyYqoV3HPoeTxuAM8FsKAkIaKXEtH13XPmg1KzR0SPIqIPdPu+RES/FuuIiL6l03g+eMWY9gQi+lfdMzAR276NiD7Qvedn+R916/IBInqIOHbt57a19rPW2i2xyQC4+lzOR6E4qEbgcwAAIABJREFUGxDRdxPRe4no17tnwzVE9Nhu+/VEdDMJt0Yi+gZylvjT3f6fC9r7LiK6rpM9foaEtYKIEiL6KSL6bLf/DUR08XmYk363DyC+7AlCh38N4HUAjgH4w2UHdj+s/z+A98MJrU8G8BNE9MQlp00A/BncDzIAfBeAV4dNA3gxgLsCeCCAewH4ma7PBwH4QQBf2bHep8NZQ+S4RgD+BMA2gOdZa+tl8zgL/B6Ab++EdhDRFQC+GsAbxDHPB/AEAPcD8HAAP9Ed+xgAvwngewCcAPAaAG+hJdaaTuiZAngvgD8H8JFzPB+FAkR0JYBnAPgnsfkFAH4AwBEA18Hd+w3cj8jDATwFAAv93w/gG7vtjwDwnCV9fSuAn4P7/h8F8CwAJ621L8CidfNXiOhucM+MFwO4GMCLAPwxEV3aNfc6AB+EIwb/BcJCuQSv7voGgKcC+CiALwbHvB/Aw7o+Xwfgj4ho0O17KYCXds+ge2Pxu89z/B4AvwzgSdbaf1ljTGvDWvt3cM83+az9TrjnCePZ3bgvBvBGAG8mouxsnttE9AJySqNbADwIwCvO4XQUijuCRwP4Z7jf09cB+AM4S+jVcN+Jl9HcbXIX7nt/HE6B8cNE9M0AQE5R95sAvgNO9jiGRWXcjwL4ZgBfD+AKALcB+I1zPRn9bh9MKEFweI+19k877fVkxbGPAXDUWvuL1trKWvsZAL+DTjO3BK8G8F0d+34sgP8hd1prP2WtfUfX5s0Afh3uSwk44WQA4EFElFlrr7XWSvekYwDeDuATAF5orTVrzHmveDcAC+Brus/fDuBt1tpT4piXWmu/aK29BcAvwREGwJGbl1lrP2itba21r4CzCnxVX2fW2ifDCWjPAvAOa609t9NRfJnjLUR0O4D3AHgXgF8U+15lrf2otbaB+zF6OoAfs9buiu8mf9+fC+C/WWuv774Lv7SkzxcC+BVr7futw2estdf1HPudAP7cWvvn3XPpL+Gsjs8gonvACQM/Y62dWWv/BsCfrpqwtfZvAVxMRPdDXEkBa+1rrbUnrbWNtfYlcN/T+3W7awBXE9El1toda+3fB6f/GJxS4HHdc/F84NVwawMiugROoHi92P8+a+2bOwXJf4UjYo/EWTy3rbWvsdYeAXB/AC8HcPP5mJBCcRa41lr7u9baFk6peSWAn++eB38BZzG8GgCste+01n6ke478M9z3hWWL5wD4U2vte6y1FYCfhfudZ/wggP9grf2CtXYGp+B4zjLl3h2AfrcPGJQgOFy/h2OvAnCPzrR3eydk/CSAy1ec9y4Adwfw0wD+pPuyeRDR5Z357gYiOg3gVejcBqy1nwTw4wB+HsDN5NyhZH9fDceCf7lPkCaie9E8IOj2PcwX3RgsxBcYZ7J7YHEdr4PTOABuzX46WLNLscJtqPuy/ymAZxPRU/Y6ZoViCb7ZWnvcWnuVtfZHAsWAvI+vApADuFHcuy8HcJdu/xU4877vw5UAPrvm+K4C8K3Bd+Zr4LR8VwC4zVq7u2a/Eq+Bi/F5PIA3hzvJBfB9nFyCgNvhlA/svvR9AO4L4BNE9H4i+sbg9J8A8BvW2i/0dU4uq9MdSRLxGgDf3FlMnwfgrzvSxvDXohOeboBbr7N9bvPz95MAXnYW41Uozge+JN5PAMBaG27bBAAiejQ59+VbiGgLwA9h/p1eeH5Za8cATop2roLT1PN35uNwcYKXhQPS7/aFB43cdgiF6l0AI/FZ3mjXA/i0tfYBe+rAWktEvw9HEGIR+78MYAbgIdbaU0T0HAC/Ks5/LYDXkotL+G04TeX3dLv/HC7Y8B1E9LhOgx/2fw26B8YdwKsBvJ+IXgEn7PxZsP9K8f4emLsvXA/gzzqN5Nkgg3NpUCjuDMjnwfVw38tLOotCiBtx5n3fh+vRfx+Hz6DrAbzGWvv94YFEdBWAi4hoQ5CEe0TaiOE1AD4D4NXW2nHnMcjtfi2A/wtOc/dRa60hotvg3B9hrf00gOd3fsLPBvBGWgx6fgqAtxHRTdbaP45O0tqnrzHGXlhrP9/5JX8TnCvYrweH+GvRjfNucM+hDGfx3BbQZ5DisOJ1cALw0621UyL6b5gThBsxtxCCiIZwbkuM6wF8r7X2vas60e/2hQe1IMTxIQDfQEQXEdFd4fzwGH8HoOo0bQNyQYoPIaJedxmBXwfw5J4v2xE4YrLV+UW/iHcQ0QOI6PHkgn4n3V8rT7bW/iKcX95f0XnK+NORjI8B+F0Af9iZJCV+lIju2pkHfwrzeI5XAPj3RPQIctgkomd1moIFENGDiegp3doWRPS9cGbEOzPLgUIBALDW3gjgLwC8hIiOkgvauzcRsYn+DXD3/d2J6CK4+74P/x3Ai4joq7rvwdWdsA84jeC9xLGvBfBMInpq94wZkEtXevfOLekDAP5z9x35GgDPXHM+18K5F/yHyO4jcO6MtwDIiOhn4cz4AAAi+k4iurRzYWQrpHwOfRTA0wD8BhE9a53xnCVeDeD/hnMP+JNg36OI6JvIJWl4EZxf8/uxx+c2uWDyu3TvHwRHnN5xnuajUJxPHAFwqiMHj4JzD2a8Ee4581giKgD8Z3QKgQ6/BeAX+DlFRJcS0Tedx7Hqd/sAQQlCHK+CM6VdB+BtcAFAAIBOi/gMAI8C8DkAt8K5HBwNGwnR+fb23Yj/qWtzCy4+QWrgSgC/0vV1E4CLEEnLaK39T3AZWf6SiI6vGs9Z4vcAPARnuhcBbp3+GsCn4YKKf6Ub13vhSNbL4QSLT8E9pGIazxTAL8AJKTfDBYt+iz3HAY8KxR7wXQAKOHJ8G9yP6l27fb8NF//zYQD/COBNsQYAwFr7R3D39uvgftzeAhfjADiL4H/sTOQvstZeD6dJ+2m478L1cC48/Mz+drhAxVNwz44z4gmWjOM91towOBndPN4K9/28Di5JgHSfehqAjxLRDlzA8vOstdOg7Q/DBW3/NhHdIY3iEvwxHJl6oz0zZuzNcO6PpwB8G4Bnd/EUe31ufx2AfyGiXbgAyP+BLmmEQnHI8CMAfp5cUO7PQiQXsNZ+FC6V+B/AWRO24X532QX6pXD3/l905/893HPnfEG/2wcI1OOyrlBEQS4W4DettVcH228C8Bxr7Xv2Z2QKheLLAeT8oq4F8N3W2neK7S8GcHdr7Xfv09AUikMNcpmPbgdwn87aeGf3r9/tAwS1ICjWRmeC/FFoSjCFQrF/eC6chvNd+z0QheKwg4ieSUQjItqAi3v8CJwmfj+g3+0DBA1SVqwFInoYXE2CD+A85EFWKBSKVSCi9wC4D4Dv6MvYplAo9oRvgnMZJrjf9+ftx3dLv9sHD+pipFAoFAqFQqFQKDzUxUihUCgUCoVCoVB47MnFqKDSDrBxvsaiUFyQmGIXlZ3R6iO/PHDGc4S6/9SaqTjM4JoS5+k+1ufIIo4dO2Yvu8zV67LWgoiQpimKooAxBkmS+O0M9pggojO287HhOSF4Px+7F3C7fefJvvkYnoc8Rm4LP8f65PnJMYT9xvbF1i9JkqVziLUbtt3X7qo5hOf2vWfwfSCva/hqjPGfY2st25f3FJ8n5xlel3B/7F4MP7dtC2MM6rqGMeaMe1aex9dCrpG8l+U22fe11157q7X20uhiC+yJIAywgUfTE/dyikLxZY/39Wa2/fLEwnMkSUFpClgD28TqkCkUBxhEoKIAjHX3cNuit17dHSQQ+hxZxF3uche85CUv8YLP8ePHceLECRw7dswLhixANU2Dtm1RliWstciyzAthZVliNpsJYcqgLAew1mI2m+HIkSOYzWZomsYLgFnmRKc0TWGtxXg8RpZlSJIETVMjy3LkeY66rgE44S/Pc8xmM38uEaGqZijLgR9v0zQgItR1jc3NTVRVhbqukOcF6rpCluVomhpJkiLLMjRNgzRN/ZoYY5DnOaqqWphnOOcsy/y6JUnij6mqCmVZLpwDOKE1TVO/nsYYNE3j13M2m6IoSlTVDIPBEMYYL+gOBgNUVYU0TVHXNQaDAabTKaw1yPMCTdOgrmsURYHhcIjJZOKF8aIoYK31bZVliel0ijzPfR9EhLZtUBSlP5bJYtM0MKZFluV+nvLeaJrG91VVFQaDgReo3RqYbo1SL5gbYzAcDtG2rTjO+rG6tan9Obx21hpYO79GxrQwxu3Psgy33nordnZ2MB6PMZ1OsbOzg9lshrqukee5b6dtWwwGAxRFgTRNu/m3fm35npvNZhgOh/5e4/lXVYUXvOAF163zHVMXI4VCoVAo9goigBLAWNimdgR3mfCvFrJzCqnNLooCZVliNBp5QQiYa2OtdUKdMcYLqkwGrLVeyCYiDAZO+GvbFkVRYHfXFSvP8xxpmnohra5r7O7uegFxrgE2C1pqRl3XXqvLwnmW5ZhOp0iSBOPxGESEpqlBBC8os1CZJOmCRrqqZl6wJSJMJhMYYzCZTBa0x0mSIMsytG2Lpqn9XJum9sK0McYTnKIofD9MjJg8MNFiIjOZTFBVjsC4/uD3V1W1IJTzePka5Pnc0rOxsYG2bTGbzfz6ZlmG6XSKycSVQzDGYDqdegLDY3drnfjrx+NmkpCmWSewJ154ZqsC3x9EhLIsvZDP1y9J3Pk87iRJPPHgNeB+q6rCdDpFVVX+GjEZcH2mnpgwOTDGYDweY2dnB1tbW9ja2sJ4PPZrmKaOCJZliTzPUZYlNjY2/DZ3D2UYDoc4duwYkiTBYDBAmqY4evSoHy+vyc7Ojv9urAPNYqRQKPYHXqPKmleF4pBAugo09frCv5KEcwbWzlprsbGxgaNHXV0sFk5Za++E3xxNZ6GczaZIkrTTbjsNa5qmXnCV2lipjXaCtxP0mqbBxsaGF57zPEeWZajrGqPRCLPZFONxA6KkIx0D7OzsYDAYYDabeSGUBb+mabxWOstyLyCzkOiEUcCYFkVRdkJt5gVQ1mBLqwkA3w7ALipu37ztRTLFhIOtEFmWeQLF1pK2e1YbM7cqSGGbBWnut67rbn3JW0d4vEzEiMiTmDzPURSFF7SzLPNCblVVmM1mXujmvvg4tghJrXqSJMjzYuE8wBGw0WiEpmm8dWVrawtlWSLLMsxmMxSFs9wQJV5YZ0vSfL7umknyJ60UTAAlMZzN3NzG4zHG4zF2d3dx+vRpb5kJSRtbv/geHQwGnszxfiawTGyZzDHhYOvBXqAWBIVCsT+gBJQQrLEqOCkOF2x3z5pW7919grQesKDMrhij0ci7VbBQCqBziZm7BrHgyUJsXTsBKk1TTKdT78IBOAF0NHLa2zx3mn/ex9pc5640RZ4XGAyG3pWENd883qIoFtx8WLDmPyYFAAv26MaQe+22EwDdMUwEWKM+96tfFP65Pen6xNt4TZMk8dYLBo+J23Wkad4fEzV2e2HrDB/rhPTckwvWyDM5ki4wfAwLwkym2LrAwj+PmV1vdnd3F7T27LYkBfamqf28isKRBhbKm6bpSEuzcE3zvPCCOFtReG1df/PYAXZ3qqoKu7u7OHnyZDfuuatbXVc4ffo0Tp48iZMnT2J7e9uTNCnA83rz/c3xNUxW+Vrx9izLUBQF8jz3rnBVVXmLUtu2OHbsGIqiWOv7BagFQaFQ7BMoIVCWwVb1fg9FoTgYkHEKMuBSScgZaNvWa4GPHDnitflOezr322ZNd5qmPgaAtcasWS2KApPJZEEQJJrHDrDgya4rUrg1xgnHTVOjKErkeeEFZjeOYmHM0l9eCuZE5IU31gJzO4C7Bfg4dptiIZ2tElmWIcsy7O7udi4zpSALttOI12cE6/Ifr1FRFD6ugsfBJMq5QCVecy0Dd+V7ji9gosCxD+xTz3Nn1y+2VkjLCVsb2KLDxMha22nmyVt02NLAZEwKyq7/ufBdVTOMRhudtWm24DqUJKmfK7tRjUYjf+58DsUCcWICQpRgZ2cHk8nEkxbW/ksrlbum1q/tbDbzQv94PPZrxNYpAP4+ZiLAFjK2wLiYlRrb29uo6xqTycS3c+LECWxsbOzJxUgtCAqFYl9Ae9BkKBQXPIjmlgklByvBgjO7frD7iCMBc5ePtp1nNGrbxrv8sFaVNdfS3ccJl6kPoA3dYKQ7yXDohMcsy73wbUzbabYzLwyyewwL7dKtiQXF2Wzqs9dIodERAWfpYKE5TTMvVOd55sfGbjYs9EvLAQvSLHi2bbPgrz93C6qwubnpA3llIHSSpJ6EsRDNRIo17LPZzLu9MJmQAd6spZfuPRzLwRaByWTi2x+Pxx3haryLj/O1zxbIBq81t8Hzctc59WvG6yHvJSZIMtCZg6uZ/IRZjJgotm3bxUtMvYWB143dpdhawfNkwrm7u+stAnw/8l9Zlh0JNX6dpPuWtN5wvIaMgxiNRhgMBsjzHMPhEOPx2Md0rAMlCAqF4s4HEUAE266vzVAoLmjEiICSg16wgM9ac+nC0jTzFJEsLDvhD14QYwF2Npt5LTJrz4G5jz0LYW7/VGQrarzwKH3vmRjwcSzMcZYe6avfNPOgWRbC+bVtGx+zUBTOZYkFe6n5d0TDLgiPzqox98937c211izYMpGSrkrOBcplC+Kx8blMgGazKTY2Nv08WOvP4w817ixwz7MGzbXoPO66ngc1s889r/vm5qa47vBkIbwfZDxI0zSeWPCYWPtP5AKWHUGZu20xnItS5UknEx8+jommu9fma5fnOba3t/02DqyWLkJzd7baE6m51cUR1MFg4C0rHIAvs0hJFzkmfBwUzvcrx8kMh0Nsbm762Ap5bVZBXYwUCsX+gIUfqyRBofCQbkaKXrCAJP3X2c2CKEHbNhgORxiPx11qzclC2k6ZlSZJcuFD3na+6vBEQgb/slaetfUAvPAmfegZThs+xmAw7NxlKu9ilCQpqqrywuVwOOqsB5W3PszTdbrn5O7uLjY2XB0Z1lZLiwFry3kucryAFMjrbu1cPAGPjTX+TJRY8GaLBwvYbN2QAbHsL8/BwVKQ57XnNplg8bzSNFsgWew+w65J7F7F5IKvO1t5Njc3u/Sp1hMMvtZslWHyxK5Zc8GaMBqNOkJhkKbzNKrD4dBbWeYuYekCOWIid/r0ae8SJV2kZF8cLyGDkFnjL7NpyfuaSSGvARMXSfrSNMWpU6f8GrIb0mg0WrgOkjSugloQFArFvsC2rctepIKQQjGHfh/WwjyNZYo0nee1HwwGAFy6UZlBpiicwCgF1qqqfJCqdC0ZDke+bSJ4Vx6ixAutgAtkZRckmROfj2/btsuvP/QCtfMis16o5gBeFxw87lycigVNNfuZG9P6ugJS4JepOdkVSrpBsQBZlqUXUhls7WBrhrXzYGmeU11XPuWpO+fM7EUcqzCvMVB7LXwYFB6mX5UadJ6T/Cz9/Nmyw7EffB8w4WHSyEI6Ww+YFHHaUnZV4lgN9vtn8iBrJcg5saaeCY61rg5GXde+hgGvOc+Fg6U5lSvfM03TeEsNx1DITEgyiJytI5yKla0HPBa2lrD7Fd9TbGHj7F4ag6BQKA4+uuJSCoViBWRMgsJjPB53gpT7zK4qnDOeXTtCH3sWPK21GA6HC2SDNcesuedCZjIIWGrHZRAzuzqxUMxCvvRp5zScALwbDY+F07HO3YBcVp15/86XnEkFQwr0rp+Zn4cLnCVPVuZpQOcuM45IpciyHEVRLgjygCMRvL5S4w3AC50s9HJdBidoJ2eMkccusynxurOlhIV5LsbGxMNZJtKOVMD3ycKwHDPPfzqdehLDbjZMDlm4ZuH55MmTPgsRX2cAwp0s8deOM1SxoM8EilOXclwBAD8XbotrJkg3OCY48h6TWYn4nuY5zsmba3tra2uhdgLf13wuEwte83WgBEGhUNz5sB05IH0EKRRnQK0IK8ECEoAFFxzOQiP9xllw5fNkmszt7W0vKM5TeDqy4GIUpmdodqUAzRpjGcDqglKdZti5O7VeCJZCWlXNc/PXdeUFeNYWA1hwh2HhXObjZ+24dHMC4DXsbgzkXXc4hoCFfgC+4q4EWy/keNkffjgc+nXklKJ8PaTbEGcwctdlXmxsHhMi07vOLQP8KjMwsQvTYrDw3JrB11cK4/NA9dYTgbquFwqucRAzC+08Vq5iPc+M1XihnYPF29YVpuM2+V7kteDgZJ4DkwIeH5MDvu7SQsMpTXmcTBpi2YtklW+53myV4DU6ceIEjh8/vvZ3TH+dFQrF/kDJgUKhuAOQ6UBZCJIEYDQaLWjWWfjnc9m/m8HCG2tzAZediN1sgLn//DxP/jwNJWu0GTG3GmutdwFh3392X0oS8u5JLGgyUQkrGTO4gjL3wWMpy0GnTeZKvnOrQ57PBW3pYsWZiVjzzQXnWDidzWYL1ZWdW9TEF+7iKr5s9ZDkxo1v3pcjW07Ib9vGx01kWb5goeBx8rWTa1gUpV8PrpYtC6vNYydaEMG7+rCWnrXtVVX5PvO8WGiD14LvF3ld3P2RepLAQjm7tnEtB04/KjMg8f3G1hGZqpX7lbUQ2HVOWrAkEXZudHPyYozxVZe5X77v1oX+QisUin0DJaTuEwrFMhCpRSECFnpYOOOc8zK7EdcLYI0uV5WVGYZYgLJ2XoyLBSyp8R8OR951h92K+A+Ad+MA0Lk5FV6Qk0HBLByyVl4K/MbMxzDXrBtfhZkDblnQlX72cg4sOEttO6+BdFkK04ESJZ2wPAOnM5Xrw5YIXv+2bX3KWJ4LEwOuqcDpPJ3lI8dgMPDab0d+Cr9WfLwTbJ0gy6SIyde85kDjiQK7X/F8+I+vi4vpcPUFpCVHrqcU/Pn6E7EgXi0EUPN1ce5LxheW4zXmfVx8jS0AMiMWE0npTsRrMhqNfNpdtnDw/cL3NV9/6aLGpELGH/B9b4zBaDTyAe7rQLMYKRSKfQGlCYDEBSorFIo5iOYWNo3T6YW1FltbW95Fhl1DZAaeshxgNptiMBh6gXk2m2EwGGA83vUZhTiVJMcwyGJqRJyzf+47z5p6FvycsNh0PvyZF0LZvUQGDsvYBamNLssSu7u7GAwGvl0A2NjYWCgexi5VLHwC82rHo9Foob4DkwcWKrkOQ9M4FxkenzEtsmzuy8/rx4SKBWOeB2+X2YikEMyESa4VxyfIGgG8n8fJx7GA66wYZkHg5yrXTN5kbAS7Z83jIhpPNmaz6YLgLKs4X3755b5vtlTM+8FC+0xkkiTB6dOnsbu769uUrkZJknhSyiRwOp36MbMgLy1WPHeOvWC3KgD+PLZy8fzrusZoNPLXgUnYqVOnkGUZLrroIu9apEHKCoXicCDP1dVIoQhAaeqsa9ao9aAHUmMrMwKFGXi4Oi4LfjLgdTgcLcQNsPYbwIKGfjgceaEYmNcD4PYYMijXCZiuKBUL5ywostZYupfIcUt3JBncC8w1yNI6IbMiTacTL4SzwM3ZcxZjLRLv587CqZyXJB4stEoNPpMGHhNruKWP/f9i702b5DiSJG2LIzOOrGIRJLspM/vu7v//UfNlZVd2tocXqjLjyjjeD56PuUaCTRbYBECQbiIQAqjMCA/3IKlmpqoGnYfP1HVt1+vk3RAoNgr0eSa9Fh0GgDHPoJ0I9lATjaZpXHRdFIU9PDz6u8PzqWMRNBz2DIqaWRzIB5UH9yLeE2hEiL5jQnbcdQFIXKL25OpaBT0vrqWTr3Wf2AsG49FNILHB3vfbb7+1x8dH70iQPL8m0v+ZU6RI8Uli2zbLytIysdxLkSKF2bZuyQL4FbFtm/V97wOnpml0Hvy2bQ76cYOhgg1YB5yaRY6+uhIBygD2dBZOp5MnDzoIbK9dKO10enAwHWYrRI2A3pskYFkWO51OnrQALFmDio75zDiOZmY++ZgJ0CpMhguvom4dAhfEsPXOThTwT6Wf+6sQNlKqrr437It6+yM4DvvMfefd3rOXCvDLsvSzU2pYUUTBNWvTxGmaxp2OYxyHXaLF/UkseEYoazxnTHTM95luEeemgnczs7dv3/oeq5ZDO0hQiHA0IgFTe9NlWazvY7LHu6s6CDO7JV1X18SoM1LTNHY6nVzorGf3mkgJQooUKT5NrHgTJh1CihTvREoOfjHgbVN9DdXU2WcEQEtRDnwAWwHE475jFmlC8btQbkp3v4EOwz/vk4h1Xd1akio3tqsBsOeGqw+AENAK1UQr7yQ3/KdRJ+BCowF0msVpvwBN7FX5PP8EZPM5AC97Afjk2rHK//OCbj7DNcMk5igGDgA6DpGLw9sQ+UYXHk1CzOwmiL66ExDPyJwKkg6lP4X9PAqNavEOhJlJFykkIiQYaFj0/QLQH4/VOxQjklJE4jwH7xJnyj6p69DpdPI9Uycl9o990n2l08A7o+cFDYmz1XfqXkOiA+t+9d+xV38yRYoUKX7H2OarbX0fOgiJZpQiRYykO/jV0Crv5XKx8/ls4ziKywv67s2w0wxdgugHD6APwt7jroJeVfWu2konAvBnFmxKtYLMekLygQPQwTntePjzWXQPAFOAonY5oDx1XWdm0S4U2hB6BWYwkAAFrcHiQJfr3weAXoefAT7jtOXcB4zdW73qfAkVbt93CPgu3PrgLBQr4mb7rgrfK8uD77narobfr3a5nN+p4ptFcbIOxDMLrk86ZAwgjsOS0nlCEjA78Occ5nl2cfy2bda27a6TxHmQnJKEAdL5DIkqe66dpGmabja74043QHeBmQ7QhnCR4l0OA+COt70oPaHEfvc1kf6vnCJFik8W27Km7kGKFBrp34dXBeAKkHc+nx04kRAcDsebE8/BB4TBudcOAp+/Xif3/wes4kUPtxxrz0CH2U/dBfgFsB3dcLgOYFDdkRRQm0WrVOYEqD0rNBISGSgyJCYA6jDF+OqVdL4P2CQpQjtApd0sgvn7OQV6r712YPLvmcVuDPawwzAINahwygyTrbctJF7D0DuYV7CMdmSaJnt4eLijRpXujAQ413twDc5PZ2FAJ6Jqv64hkeTd4sywon3r3ZoAAAAgAElEQVT79u2OUqQ0rHutAIkn56yaATPz7gNrbNvWvv76a99bKGH3CZ1OQ9Z3jiQHShI/iy5WYZ9J9F4bKUFIkSLFp4kt8axTpPjZSP9O/GoAApV7jqvMsqxWFLmDTRXnIuY1exfMYrkJsARMw2PH056Ku4pKcUBCYIqeQT8brrk4EMVxKFT6i3eSnmVZvQpM5wCalFms2CuVJVTbo7VmdPOJottpmqxpGpnee9g9C6DzcDg6sNXuTKiWMwshAvLgEDU4RQnalYJh+PskGMw9KIpA0QnzDY5esc/zzDUCoXp/9SQA6g17Xpal9X0vAugoXodOBC1tXVd7fHzcaUbquvHzZs9Jvo7H4J6EngBam4J9OiFYv2qHAh0FSSJdDJ4ziOEbn13A+0yXoGkaq+vaOwPa6SCZMYv2uUo5wokp6C5eD/tTgpAiRYpPGsnmNEWKFL8lFCQh9oQqE6rLpWWZeRX7XqhKRZlKeqTTBLBGlwEnJIAYCQdTcKkWHw6B2oGIeds272xEm86jux3FLkV0+lF706KIugSlmWCjem9ZqRVthLVKAYLLXxSFdV230xRgHwqX3iwKbZum8QSIJCisYdlRhnQduClpJR2qEHuhiZ1Z5P0Has7glLBApxo8oQj7H8+Lvev73q1f6eKoWxRrQLSrvH7Wo+5I7Gegbi1ue6oaEvab7+tcCX7pNVkja358fLSvv/7aAf35fN5NRqarwt6o1oPPYOu6rusuOSEpiTqZ7b1qDylBSJEixacLWujJySjFHzmyjySkT/SiVwcgiAo3YE0r6uHP5vxwqs/oA6jyKyBGIKq2pMq5v14nd8+hmwDwW5bFuq6zYRjc0rNtW09GqN4DUC+Xi4NoM9u51gRbyqPz0WMHYnVhKvdWS02eo64bp+JoYqPgEYE3Qlt1BIrg1m6D04IuY6+jMOv7zpOc0MHA+ajy+RQ6O2FZlhslaL6B3zgYjnNV7QX70zTRcrTve6uqendt1RXofAj+bhgG3ysSEzPz94G1hHkWi+8p90MDoh0VpYqpGxF0MsTfiKt555qmsaqqrG1be3x89HNBJM/wN35xLuwFz0ESyzvCfuncCv4Om9P3+U9MShBSpEjxSWOb5zA0LYGjFH/EyG5Dyz6WkD4J9t8rlKJxPp+94q8Tc0MVefbKexieFpyN+r7z61CRNTMHXNBdqOrSSVA/+2WZ7eHhwd2PcLe5XmdfCwlGWZYONosi9yo+gB+RqeoXmPTLcx4OB7tcLp44ECQWmjRgsdr3/c7S08xuoL+66Ta2XfXbzG7JwsHWddtpECLX36xp2p0QmjVmWWZd13knBWrN4XCwvu9sWXi2ODEYKhf7FTj3ozsIkdBVVeV2pDrlmIi0rdyTPuxj6SaoUNgMTcvRxb+6BpIrzoVOFX9vZj4Twcx2Z0OSSSeGZ22axulX2g0iwaBDQELA+ajIXWcgaJLE/XhXWEegY73eACFNUk6RIsWni22zbd0sy3PLjkfbpinxr1P8ceJjJq0kIileFQBnhKYvLy+2bZv9/e9/d1CcZbm7t2hFVsWsZpEagje9WbT71Ao8NqckCHDRSRqo3PJ7qB989z7QPgBEdejavTsS1+Lv6ExEG9UAeC+Xi382zkEoLcvin5W+wvMyv0A99gGZT09P1nWdJ1Hw7ekakIzRjdHKNddUGkxZHqwsI6VHqTOA+3XNb52gON1Yh4FFIFw4cKYrQgdDn0OtP0k4uA7vgJnt3gvtLnGNmHCGqn3bttb3/e7a2oHg8yRIek91ZCIxYc95L6Igu/DuwjAM/h6SSLIvh8PBHh8fb3MxEKMzDTqzooi0sl+L9F+jFClSfNpYF9umybKisLyqUichxR8rPiJo9+nJKV4VygXHy/6HH36wn376yeYZmlCkCFGRVe/6soyiUboKAEEz8+o64AwakA4SM4v0pKZpdhQns0h7AsCpQ43Smugm3ItPoccAXqkucw+diQDtSKvOCkrVr5/qfFmW3kkI9JxlNwdBpzBfLpfdsymHnw4Gz6MdmfP5LNqKKPAm1AmIMyGZowqOOJp7UelX2o1W3QHkmuCF2Qqzn4dOtqYbMY5BjIxzEe+KniOTobk23QEq+nQ4VF+BYJ0z/jnLU96N+0ST+5Noch3tnHBdfo5eI8uCJgfnqNdG6iCkSJHik8fGgKCqsuKrN7ZdOlvHMXUTUvxx4kMD99Q9eO8AIFK13rbN/uM//sPyPLc3b97Y3//+d3t8fDQzsyyjIr1YlpnPQ8AGUx2BAJDoDOB5Q//RyrBW4bEPNTP3sFdxdKy2U9WPHQwsRQHPQTg9eXUZvQPVbygu90JZs5hgKNWI/dLnOR6rOxErouFAQeI+2MdmWWZ1Xe+q5OyHDpPjvioCx6Mf/YUmOHQvWDPPwGdUPMy5qZWodltYF10LkgS9Ds/CexMpOeVNpxKhcUywAn0HFyY6V4i9ObPL5eL3btvWrterPT4+OrWIZIBuE3Qv9l+vhR5CRfR8h0To5zpBZVnaw8PDrmvC3twnZr8U6b9IKVKk+LTB/xCWxbZ5tm26mh0OSbic4o8RqaL/hw3At5ntBkbRTfj+++/t5eXF8rwQcWpxmxUQ+e1K72EOgpn5d8JAtNntRbFOpeoN19vMbjMFouWl6ghipfi4s+o0CwmMGcPSZvH5L73zEK4/78DkvRMQcwl4hr096uw8fwB4+PO4A5/BrejqwlZNQoJVae9Cb0S7SsfSe/D8JD/6mXual3Y/AObD0HsSoPQeBMCaGEEBg6bDvgCKActdd3Hwre9RHNg2i4h6uq0z0rO4No5I/J0ONaPiD3WITgDAHfcrteklEaA7QDcKihFJ6zzPdj6fvSuUZZm1besWrLpXdNHYJxKS10RKEFKkSPFpAmeYLI//XBbbhtFsXVNFNcXHidc4FG3rh+1mZVmgF6V3/r0C8KRUEvziAe9QPQBTZrFij3bAzG60mNlBORanAPOmaa0sYxJgFvnquBQFAL1ZluV+jwA8r05TUUALOCQJAAgXRelOP9oN4JmZQvz8/OxriFz5OA1aaTpUy8MaYkWZdQD26Sxs23pz5hndaScC7aPTVQC5VL4jKI9npOJa3a94FlH0rW5NCMpjF2BxPQZVc/ZXaVXaTdAkBToR2g86UKoDCNaoxS2RLJ3ipRoN1Y0wawMHKyr44zjay8uLi5cRhONIxLkqTY694/dQuvSc6Cigl+Haeh2SlfCuBmcp9kV1Lr8WiWKUIkWKTxO3/0llRWGWl2brdgNia+gipMptig8dJKbbbaK3JgEqGv4Y9KIsN8uT/ua1oRVvM6w1w++DQDMKRgNQj/z7pmluLkNXr1rzfa22UzE/HisX6ZqZc7sD/z4MOYNeQ5Uav3wsQKEfUQkGEIf5AZHvT5U6AM2Du+BkmVlV1dZ1nc9ZoHqtwLyuawexOp8gUqxWpyZdr5MnRDqrIYDwo1Nv+r5zJyOoQNfr5J+hexD27ergGvDKPxHWRqvTZfcZkh1sQbUrY2YWBuDFZCPOE4gCbhWQ003heVWrQGeEJA3AbxZ5/bon6h5030X4r//6L39eKFR0Vu7Fyfp9pUFxzpog6fvNdwD6dAs4a971uq793xHVmyjl7LWRyhUpUqT4ZJHlmWVFbllZWnYod4BsW5P+IMUHjizfV+5/rpPwIbsHt+5FdihTcvAbQx1qAJmA7Lqu7c2bN5Zl+c66kmrrfXV5GHoHsAHo5q4jUG99KulBlBsAGRQZdAYKfgPI7h3AjuPg36nrxq+pIlbAHFScqqo9uaHboZV2NBJ939sw9D5fIDgGHfya2lmAa682ocPQ757HLHQM4PzHdZkPDuMcAgjNb/uc+79OgPOu65yGE7oVUXBsZj5L4HQ67fQVZmE4XEz4YpeAwW0KnEP3JyQ/CKa5nyZgUH1UW8DekBzwboQ1FDsalAa8f86QtTP3gg4CSel9skBiCain66VJwDAMu7XwLLyndFYeHh52HQY6HHQfXhupg5AiRYqPHzdKxbZuZksAYFkWkoVtviUHa5qwnOJ3Dv6nnuUBlJuZrZtlhdm23FyE7CNN976tBa1NXlW2nC9JmP8eQcUWULZtmz09Pdn1erXT6WRv3rzxSi+AHaExolq+F4BWKVXkwilL6jKktBWqtVRpr9erV8YB4ma2A5tBTxDFz4DlcRytrmsHjtM0WlkevKoOxYXn2Lb95GT15V+W2RMP5aWjnVDNAskBHQn4/QpMuT/3IkE6Ho+emKkQO+zV0febSrgKlMPeHGwch1vzLmoihmHY7bHqTDRJQ1OiFqqAZbMoYkdrAg3q3uHIzLwrozatAGzANomYJhffffedffnll77/7BXvHIJoKGtKFWvb1pNAzlW1Guy9Uqq086GUrHmerW1be3p6srqurWka109wRtzntZE6CClSpPj4oVzrLf4Hf1tScpDiA8WNMpQVRUgE7jpU2aG0rCwj3ee1egDX0vxr05a3eU60uvcIrb4qRagoCvvyyy/tdDq5QFSFsOr8EsDctAOgOM0opYTKq4pntYIMAAPEQRnRabbqZa82psMw2LouPmhNATggVO+nw7kQZgN8+XlZHnwqL0BVrTnRPGRZZo+PjzvHILMwY4Ekis8qf76qKt/3MPRscQ0G69H7tm3rewo4x0o0APyjC2npWrDX5/N5J2bWSjj3idqNKOQtywjI6ZTELsPoPP3rdbqJrq8OzklmAP0B8O+TtPP5bOfz2ff1PvGi62QWRe10AEiUeC4SG85az1etUkkKtGMSBs/1nkQwTG7bVrdMDV2Q6+7dek2kDkKKFCk+fmyrbQu/zS0rzGzdQuU2JQcpPkTckoPdX5Vl/LuqCjM5zhfLtqhN2H7pdSTpoBtmZmbvR0na1s2ybLNtnVP34D0CsIMolMp/VVV2OrXupa9UHU0WAGRZFibcAryo5KtXP6DyeKxu1ejiHX74uq5euQZYhoFiVzscjs51Zz1YYALsuq7zCn5Y62H3jNHtKNvNTNAEQkEg4JLqMuA+6htKF3ED3KG/qIWpioh5VroEdEM0+VFht1kcNqYOROE6TKRedskWugeibVu/fug2vKsPULD9c2BaaVBQbELyYC6CJqAUbRuD00rXl0T62Wx931vf9+/MnTALnZWu63YVfJJZPQf2BbFyXdfeqaFLoO8NdDPVHND54bzY+yzLPRlBqMxZvjZSByFFihSfNIIOoXCBcooUHyKyPIs8f961PDdrarNvvzH7+1eWNY3lVWXZ8WhZ8Sv/e1RQgcA+3Oj9Ogl8L7377xVq46jALwCx0gE+QGvbVrfMNIP/X9vhcHD+ObaUfIeOQqia106dMTP/XLBAXVwHQaWcBAKqTRSJBsDa9/1OsAygBzRSwdfuB/oFkowAHhcBnYUkC3E2Q9u23g0Yx9HvA/DEIQgKlQJQ9hRgGbj9xe4VVy1E1CJkO2qSAmKuYRb0DaHqfdwJkJXOgwvU8Vh5tyZU/6878W8USs++D+oAhPjZLID4pmn9ezGZuspzRa0D3+U5oG6RAEFF4mx4froi2mXQTgSD2zhDkgLtLqgOQnUtmpiQdGinR/UMnLEmX78WqYOQIkWKjx/iYAQQY1haihQfJOgU5JnZYmZZbvmpte3p0aZ/+8K2PLP6+5/Mqip0BBbctH6h4uYOSPv/6WZFEX9WFMG+d1n216I6XZapc/YbAvBZVcFu83q92t/+9jd7enpygHo8Hp2iwoAtAJqZOacbYEzl+HA4enVYBbzzPNvpdHKePnQes/1kXEKHXEUgGe1YFVRT6UYwq9as1+vk9ymK0ivJAfQfdqJr/PGpeodkJLgQKX0linyZ6RCBPWs/HA52uVx8tgB71fedYaeqtB6SC35BgQFYR5vOo/8MNyfsROnmqN7ADD1EsGBlLZrE0PlRTQW0r5CMhcQxVugXd4kCZIeu0mpNU90+s+6oU2Zm/+f//B93klI9BO8EoB5g/vDw4HtU17WfFQmGdkFUg8DfQ4V6fn62tm13U5VJgDjvL7/80pqm2VHkiCh4f/2/Y6mDkCJFio8fVEsRhd48sVOk+CCRZQGkX+eoPcgz265Xsx/eWvW/frD6P/4RktTrFOhu0/TLoH3b3k0OpAuQFbnlbWv5l0+WP5wsOx5FJH3XYUjdg/eOoijsdDpZXddWVZU9Pj66ewvVWkCjWQTEVN4BvWbmXPTw95VXhrmPDrMahsHyPLeHhwfvMCilRmlB1+vVuq5zgBgnKa+7yjoAFEtSQCUOSkqX4jtm+y7KvdD1ep38c3keASfWnzrIjcSBqcA8L4BdRbp8jz3WOQtaZTeLcwj0c8wyAEzzc5I1vg89SMF207Q7dyjVaqDhIHFSsB0Sh8jlD1SfyhMIrrEsyy4BHIbBE595joLg0+nk7w/UIZ4Ve9N5nq2ua/viiy+cOqZ7fd8d4u8RM3MtuiiXy8Xevn3rLlAkL6yJLoVO8GZt4R2x3Xv9mkgJQooUKT5+UEldb8Lkj+Eak+KvGZk4E0EtuoH6bRhDB6vrbesGM4Ty82z22ndSqXHoFtbN6UtZIDpbXlU/K3xOdr6/LbIss9Pp5JVonFsQggaK0epiV74D9QhwCSjGRpRfKhAFFCMKpisAeAVIA9aUVqKDtuhUaGICQA2V4IP/Hh0BlWB1z1E/fOWxU+Xu+94ul25HJ4lD2Q4OKEmm6BYcDqULb6lEA1SxhzULCQdrAVhrNwEQfzwed90NM3PBcFVVN/1DpDoRJDecL0kQ9zSLVrPh93F+hPLu2WOzoGUws12nQ4Xd7DFWq6wRu9vrdfakrq5rq+vak4RhGDwR3bbNuq5zRy1csJRmBqVNLVjVzUhFyNu2+bA01sfka31XD4eDtW3r+4gAPyYmxTvWsb8WKUFIkSLFJ4vt56gXKVL83uHzNbb4zi2LbeNoy/c/2vLjT7a9vJhdQ2KwTdPrk9YdbWj1zsI2TWbz7MnGNs9uo/rO+57e/98UcK6bprE3b954BZZhYcHJJlZZqdpGW9MAQnXKcKwYzw7eoTFRnVZQR2UfQSqg2ixW2anaUuEGxKkoVTnrgG2tJqtTU3A+Wl1sbGZe+a+qyrnwCJC1G0HCAY0J6g+OQugjoP2wbrWEpXNCrOveY5/9nqbJh6OpXSn7yORi7eaEZCeA5+fnt0614udcj/MKzx7nRxwOB+u67rauKF5WMM45QR9ib+PU7MbFx9tt3sM4jvbjjz+6u5Ge2fF4tHEcd4nQ6XSypmn877g332MNzC1A5E5XQ8XVwzB4cqpzFninVU+DED86RB28O4Wz1WsjaRBSpEjxaeJDDqBKkcIsUnmUKrRtZrbatqIf2IJr0U0LsC3LTXT8ineTz/wM4N+WxZYf31pWFLF78XPrS/Si3xx5ntu///u/m5k5mL73kM+yQJ0BXKntqJntBMJaVWbAFVV8qsTcA+DHP9UBSAEc4I1KNrQPKDTBeSjSVOCfU+VXR6R7YHxvi8pa6F7w3KG6nu3AtnYhpml0EbZ2TPg8+6L3Zy9JmLLMPNlRu9frdbKqitx71qnrBzzTKQCsb1vpcxQU6NNVQNy7rqv1fe8UmvvBdpF/X+y6Lmaxi3NPW8LlaFkWe3l5cXE3iWBVVU43IyGFlgTVTddKZ4VECoEyf8fapmny5A19yL/927/ZTz/95Ja0fI73kSSvqo6esMQp2P1NrxET09dGShBSpEjx8SPLUnKQ4sPHL71jPwPMt3m+6RR+B8rbtplti23uUrS9qz1AyJziNwXTfc0CoG/b1vq+t4eHBxeBwgVXqsz94CgVIlP1Bryb7bnbgEkFnPxe5wmQsKitJQAXbnsAdnHIl/LOoaKQDAD8lJdP4gD4xDZ02+JMB6hNx2PlIF+HgYXnid8nwRiG3o7HyrUUp9PJzMz1AcFRaXRrTRXZ4gYVQGyzs3/le/ycZIj9JQHjn1TGl2VxwbR2J1TcrVV4BdgImpX3r5QszgdhulmcQVCWB6cnqQXusoTZFWbmlCKu/+bNG3t6enIdDEkV60I7AAVNRc+c23fffWdmZk9PT3Y4HOyrr77ytap+hY7O09OTMW0au1v2nM9pcvmaSBSjFClSfPxIyUGKTxnbux0CTw4+FmDP/gndKMWrAqFwAEDBYhIqi06spZoK8FKrSgXlWFxynUDVqR1oAn65DhQU5ZerpSS/18+gl7j/LpQg7FihptR1vRP4Xq9Xm6bptu69pz2JCbSSPI+TeuGqm8WugA7s0i5E5MDHScRajb9erz6bgP1XAEzHA0Gy+vlrZ0eFtFTT2V9+qRgXOhVgHn2C0nHU8pQz4yygCXE+ZnbrJlxt21bfbzoMdDWGYXDuf1mW1ratP7dShAhEzFyDzhXJqFnUsvB5EijujyNRAP2RZkRngbNUp6bQsZhvtKpS3od81zF5H5vTlCCkSJEiRYq/biAqvv3+gwF27R5k2esnNaf42QgAOHYQFOSqnSmgFN4+gFYpJcorx18/TkSevbpNV2Ach11lWG0p1RUHkAboBKyrkFeFo3j9Q0NRQWlwx5lEi1Dtrg+NBbEsCUDbtv58iG+xh0X0G61NozibveDnAHNmKZBc8MxKqRpHhOLRplX1AOxnSAwGF0zf8/XVpYn9R4BMFR7uP6FzD/D9J3Gk46AalEC9idQnujDcDz3GvRCcLhTi9EjzqTxBU5ci1qaWuZqo8R4Mw+DOVzhlmZmdz2f7/vvvres674ys6+rnGxKFg5+xalpInjj710aiGKVIkSJFir92MDH5QyQHXDMTi1OoRal78C/FOE728PDgoJMq7zAMDpzMzPnghCYSOBJlWWZte3JXHqggeR4EvtBewr1CVfj5+dnm+WpleXAtAbx/wLCKfdWmlIFpKlLmviQcVMahEy2L7WhD8Vqrdxn6vt+5JAEQqWbHWQ8HT0TQITAXQIEswJVECjqNirOpkNOpqar6Rtnp3pkVYRaAMjMBzMx58lxDNQHsSdd1XmHX+QGq59C1BtAe6TU4B0VHpDBbQkXanMO2meV56C5g3YrTU6RsHR3gk0ghEOc+XNtsbytLl4CEg99v2+bdmW3bXFexLIs9PT353+Oi1DSNffPNN36W9yJ57aBwHRKc10RKEFKkSJEixV8z0AV8bKCekoN/OdS+VMEPvH+lVfBnACTJQrQSne1wODo4ruvauq7zarXaYQL6uQ8gUAW4eg/+rEB/HEdrmvYGLBdrmtbBNQCfqjM0F4Zk8Tm46KxRB27xvDwja7n3/ScZodoPUOY5eVYoUefzi3cFeEZAPFSkwLsfrChK1z2Q8DA1GKAd9qy0PIeKNbvIWDUGWZY5jUepWaxN6Ud0aOjuaJcDKk/onky782GvNTEhudDzJ3nR76r1LXunmha6V1wvziaIOgEoV6qTUGoX92qaxhOUtm2tbVu3kw3TsOOekRjyLPfuU78WKUFIkSJFihR/3fgYQF3pRSkx+F2CCq1SbACd0IoAjQr2CAXKWZZLlT7OILivwJvFroMKj7mO3oOf5XnudpoAVmYjIMJFIxBpL3uXn6o67q4JpaWu65uTTmZZVu6q1HxfuxfheexWIc93dCs+B5CEVlNVldN4cDrS+Q33jk7jOFhZHhxY3zsjqSYkuk7N3plBLMy+NE0QOSNCVxGyUpvMzBOFcN/Zk5wg3C52MyeYHE3nhGr+OA6WZWEy9OVy3r0/nB17S4ICzajve58ErRQ2EhPsTNVCV8+TxBNtg3aGmqbx/aM7BqUpnF+gS3HNZXl3EB5rfm2kBCFFihQpUqQwswz7yN9zNkcSI3+QwJWF3+tAMXURAmyr771ZpHoEIBsGiFHpxr4SoAVI5Z4hCZntcGi8Kq5WlvyT9QDOAZLX6+QOQdBrqAIDoLUzoEB4WWbL86M/B5QUM/NuBtaqzEHgOVSUTAWevTEzp2op/5+OQgC6g3cQSB5i4oHIOtqcAqi5j+oYtJJeVbUnJGbmz57nuT0/P3tX4d69h2QClyHOPCR5qx0OR+fmq2CcPVAtBG5jWabnuKd6kVBdr1d30NJ3CuH0//7f/9uWZbFvvvnG70mn5j7hVHcrkir9LPqV4/FoX3/9tVVV5TShvQB+nzAXRdxj7Z6w1tdEUkmlSJEiRYoUFhIEkoTfNVJy8EHinqoBt7ttW+eKU+2nMgtdhunGwQ3p0XAp0sm/gZIREosAPgMtZVkW59lzX60033cDgr6hdQciuO9U64MA+eqfLYrCLpeLA3DA7DiODnqpyNN9UPoQoJ3nCOspdq42/B56C+u/B67oOqjwh+9lLtINe1HdZhF0tw5FeN81GaFCz3XpIrDn3AMAb2Y7C1VoPKrvQEMRuhax4l4UhTVN65Qj9pQz5t0hAQu/yluSsp+TwV7x3mRZ5kJw5f1T0V/X1S6Xiz0/P1vf92YWkjiSQ313Vcuh5/xzcxlUjIyQOgrD45mF54q6F56Tn7+PzWnqIKRIkSJFihRmto7j7wvmP4W+4S8SVPNVPKx0DjjygLtxHHYVVlxzVID67kyBdefdTyWaCnjf9y5K7brOq9wqDAXgkbCoY5HSS5QvD9ADVE/TZH3f7QTJobo/Wp5Hu80gqL1aUZT+fTOzL774wp1xSKag4dR1c3NtunpXw8y8uk6HQp2E6JpwfxVN080BSCto59lIDuhOmJm7LLFuBehKUWLvzKKmQhMZnXGhzkpU/8OsjG7nLMQ+h/eIpC9MiJ6myZ6ennYUMTorJJE6QG9ZFnvz5o19+eWXXrnnfIui8I6RDkxj8Br7yzvEO/X4+GjffPP1bf/QhxS74XuHQ+n7hg5B95a1pw5CihQpUqRI8b7xe4P5lBx8sFD3GSqxam3ZNI1z/IOVZuVVZ52cfG8HaRYAFSDOzHYV3Xs3GqrSJAMqYuWfSrHBFYfPcn0ApP69mbkPP10HgHgA4I2D4a67+Oc0CcDOlORC7VebpnUefeiUjL4H93oGgLSZeRWfPY3dl9G7JPj7k7lHtdUAACAASURBVByoixSibqUakfTc34+qOd0Z1XawTqV10Y3R8+GZQqI4+roDHWneJSTs2zRNtiyrPTw8uDaANdGNIhnhHeS5v/nmG0/ymKvB2eOoxR7osDa1bVVx9VdffXXzU4gDz5jZEdYQrGRVVM0v9iPM0Bh3z/mr/469+pMpUqRIkSJFihR/oKCCyxApqD+Xy+VW5e/siy+edvQZrYgD3gHtVPm3bbPT6WTX6+SfgXs+TZFzr5VtgBgANoh2R6eb4LREggJwD7MVRhuGwQEnVWpdqwJApTLBOTfb03sA6crvJ5miMxG1E+E5lMYDGGX+wjxfres6v3foIMQ1leVhZ0GqYm6+cz9XQB2ElAIFkFaBOfx/5f7j9EOS1jSN24ZqxRyrVJ3SHOg8B9u2dZcA4QYEwFYqG0kB5630Jd5HaEskg+yldh3YH96zqqrsdDpZ0zRunfrw8GDffvutJ0PaFePPZmZFUVpV1d6Z4TlUT2JmVtdNmqScIkWKFClSpPjzhnK0sSYFQC3LYm3bugCWOQZmsfPwczzvcRxcb2AWqvfHYxx8BYWorhsHe2aRi47lpNKKorg4CmFVqwAoBmgC/gHy3JsqPKBewS9dBOYEABJV48CzarVdLUjL8uAdib7vPUkyMytLkibzingA59XOEpUKvn5XPf6pmLMmM9u5LEEDUoclquUA+gDwJwfX6sIECKcKrxQu6EVU2sM5hDVUVe3vBmcEfef+PFRzoTM0eG5cnjR5YS18j8o/Ynq6LgxJQ6z+9ddf3xKu3G1k67q+7cXRz+5+UrIOxCPZI2EZhv7V/46lBCFFihQpUqRI8dmFUoYAZMr7BwDjQ8/Ppmlyygjc7FBVjqAzTlJevINAJVmTCPjtWtk1s3dsK4MVab6rBmeZ7YSzrJl/LsvsFBFAn9qzsk6CtQIY1UGH5+L7ODUpdQZgjwiXzwI0SVb4nNKA6M4ASLkHcxyYN6HfI5nTLgLUG10v1XwAeJ4Ha1TWQaUf+1WdZKygnXkPnDdzGgDk0fJ22Q04U93BNE12uVz8nVPtCnvDvoYEM4qr27Z1gJ9lwbpUExndl//+3/8/a9v29tloexstXafdngWq1Wxd1932vvd3Yi/OTh2EFClSpEiRIsWfOABZwzD4BOXArW+8KjuOo9tPUm2OYt699z8Vbmg0ypOnWgwQvveXV1BLcgFYhspCFT/qHuJ31WkpCpfDd06nk7voqBc/FWjthNR1vfPt57kUKFLFVvGqmTnVSZ2h2JvYBaGrUO6eleo+ADfPc/viiy+82g8Nij3VhIHnNYsdBdVAAOj1eVRrEe1SK09KtKLOetWu9HA47KZCk2TwXtGtYQ2azGBFq5/R+QL32hUz86SLdakLE0kRFKyQRJROOeOM9UyyLA5pi12m0icz53mx00Yo1eq1kRKEFClSpEjx54lQlv39rpXiDxkAnmD9efDqMUCSzwC8sPIESLbtyaks95Sdh4eHHX0IAKmJgE6kpYLMZ5Ra0rbtTlcA4OX6OnjLLAJi1o7l6f2Aq0AjWnfdASxDNXHRa8L9hxuve6W2q/zdMPS7/TGznd0nP+NaBH9/uVwctOpMhyj0Pchgs8VBs9qPmkURt3ZaCE3UmBfAed2790BbAuxjKcrf6+9fXl7scrnsOiaHw8GqqvIOlJ4bFDeSTJ7lH//4h53PZ09YSTbbtvW18cwkDI+Pj7YscZiazm7grLjXOA635Obq7yfJqdq2koS8zyTllCCkSJEiRYo/R+SFWfY7/G8ty36/a6X4YAHY5fdQYczMbSPNIr9dJyVTKeeXWXQmgkMOX51KsfLqAeBUiQG183zdCYvNglVo27YO4vCtr+var8u1EP6ypmjbuuyq62ghoBSpjoFnQZDLtdknKvjKYcezn/0JoPzgQBTwiVsSVXKeHVDM86u4GHDMdwDv2tXRKv79zALuDdWK79AFMTMXHtOFYT6Emfn1SKZ4D7gHa+Scf/jhB/uv//ov++GHH1z4W9e1awhUD6EaE51NYWZ2Pp/t+fnZk1PWTKdGu0wkCKfTyTsI7K+Z+XvIGbVt68JwpcCpc1RVHX2+Q993rpd4baT/+qVIkSJFij9HbFJhzIvf1gHgO9tqtr7eEjDFxw3tBlCBPh6PDnAVHKIZUAcZQKIOKcN1CMDaNO0OIOugNeW+A/QCUK4cdNIFuF6D+888LzcAZ17tp9puhoNQdSds3m4UkmL3TKyVPQCcsx/w5fm8WUxs7sF3WZZeATeLswqifenkf9+2J0mKrrcuxOLA/XA4+j3ZoziMLD5DSOim29Tk6PykHYwoJl68Mq8OPtzTzBy8awcCUK3C7KAZiK5UdFbCM4WErOs67wB899139vbtWz/Dw+HglJ9xHK2qKrfUpdOBc9W2bfb3v//dvv32W9ce6BkwSTske7X9z//5P+1vf/ubPzfvZKRuzTvtiT4TlCOE6iQPnPvxWPk7+tpICUKKFClSpPhzBZX/LH//JGHb4q8Uf9hQqsQ0Tda2rf89oN4sgkulG5nZTZ8wONBSUK9cf52US4VZ7S25tlJkuL5W86nQB3vOsG6tamM7Cs0EYK3zGO5BstJ7lmWxpmmdt15VlQ+DIzQ5UKelAKqvOxEzoWLnYG1KInBwTQGD2XDkUV1FXOPkAJa/L8uDXS5nFyGrfSnnAnWMhA5XJCgz7K+6HynvXqlikQJW+VpISgKlJ4D/N2/euAsWZ8Y8ClyeAPXDMOxoXXQyiqKwr776yr799tvdvbVjpNSs0+kk+pS4/8wu4Fw0seW9CJqL1XUWnJvS41SX8dpIk5RTpEiRIsWfI7bNzFbLisK2NQH8P3MAsgDXUEqg7UQbyskBoVm0BM2yMGhMqRsAT66L6DnLsh0gDdXjwScPq/d8mNTbO40J4ArQD58NzwAVRilGiJW1+6B6BMAiIDsM/jruePQqFNbn4rMkCCqYXtcIPPm7IDA+3PbLnH8PgAcMI6QlceC51HGpqiqfyQD3Xi1Szcw7OQB8EiLdg/vn1wRGOz1q7aq0GsA8f8U6gjNSsDAty8LpS8/Pz57UIIQnebufg8BgPj6vdqh0nlQLw9qbprGmafw9OByiZqMoSn/eKGoP30GbENYTRdicwzAM/r7q+//aSAlCihQpUqT488S22TbPoXOQugB/6hiGwR4eHnZOQwBAONoKwFVIrOA86APioDBcjABa0V4z94pvWR4cNAKYD4eDc/4j8Mx9ToMKb0ksoN2ECn4Af3ketQZUxKHFaHX9ep18fdr5gHakrjz3VX0z29mEhj8vfm9ch9jTotgnGIBRKvrD0FueR0GzCoNxFwI4K60HkKzAVp9H9QkqJlc3JexE2V9+Ngy9HY+VV9L117pukphMPlcgnMvR1nWz//bf/t2enp480en7INru+97yPM4b4KzquvYzM7OdPkbdjkgcCN6hsE7zhJTzuRdZl+XhnSF6vGtd1/k6SI44N871tZEShBQpUqRI8eeLlBz8qSPPczudTju9gYqGAepoDjRJACQCUN++fev8cTNzSgt6BAAaXQCEpvxMp/6amWsSAHF5ntk8Lw7gmInQ971bVJqVBmuKqjkgPFCGak9OzufzzoHodGqtbU878AwFRTsPCrQB6GZxirS6BpnZrjNCNT5QZFY7Hiu/XrhvdMhRO1Q6MdyH69CRUTpYuH7QaNR17ddQRya9Z7CqLR385nnuE6vzPOwZtqFK0zKLGonwLuS7xIb7hL09OVivqspnIBRF4d0izojZBySY6AHMotsSNKw8z+3x8XEntOY5VEitezTP15sW5brrLHBOJKzTNN1+NluWHTxhCEnI6zUIKUFIkSJFihQpUnxWoVVqwBHV50AxCpQMwLsCNQZjAb7QLwCsj8ejD/ei0q8V23uKCLQbpcfAUScxWdfo5pNlhRVFbnme3UTUo63r5m45iGHNImgOa1+sLA/25ZdfelJD1VuFr8rDN4uAnSrztm0uSp7n2ekt7A/7gIhauyjzPFvbtjs6SxBH154wKcUH16a6bnb0JTN7x3UogOLQ/FOgrskNQvSw34UD4m2LGhIAu1m0H1Vgru/Du/Sm1dYVt+TczNbbvIZoZxtcoEp7fn6xZVmcUtZ1nfV97wki1ycpU8cihqZxHiQEZjFh03d9WWYXgJPcTtPk73d0rFr9vdZZEcEFq7TsPZzZUoKQIkWKFCn+WuEq0Ty4FaVuw2cXAGCqp4A/M7tV5WNV/94VB4ALoKzq2sabCDV2AyJVBMCnCQlgWJ2G6DiY2Y7iQUWXtYafZXa9zlZVwdKyrsPgLgTXCtgjneng1z6dTt7JaNvWaSR0DBCuBrCbOeWIZwuahMGqqva9UxoW1CGE2XQVmqbxvYzUnXwH3u9nPuCww16SFBVFIUPtmPi8Wp5H+1DtAJGgsMYgzG5uwDi8F0qhMrNdwsR56GwE9pNBZnFqsRmD3O7df8LeTdZ1nf3444/uHMW+PD097WY+0Hm6Xq92uVzs6enJpyjz7q7rYofD0ZMyrofrEhOgeTbtAKlmI8uKHUWLdxr61/sIlVOCkCJFihQp/nqRZhx81qHc9Hme3erTbD9YCmpQrFAvO52Amdn17Vvn01PlrqraQaG60NxTXaADabJCsjDPgc8OcAeg87m6LndiZOwzqezrkDJ1M1rXxaqq3mkp1LUpzFswB/lmZl3XWdu2N8vX400zcdxV0MOzTJbn+w4EHQTuxfpVGL2uq53PZwtuOocdNUYpQegsAs8/VP1JXgIFJ6yZ9ZBwFEVux2Pl5x26KVFzQlIUdRaZXa+R369JnYqM1aEqirpXP1v2Js8zm6awlnEcbRgG6/veB/U9Pj7a8Xh0QbLOfuA727bZ4+OjNU3jCdE0TTvBMQlRFNnHgXKqeeAznLkmx2pLq7Qp1Ue8JlKCkCJFihQp/lqxbWZbmnHwOQfV0WmadlQetQnVailA3Axrz9ltOvmcWkcCnJX+AR2HhKBpGuu67gb2og8/2gKl3ES/+mwHAtEyALLXdXVgzzMqZYaOwjgOVteNC2aZqhySisMOHCIUJmnSboHaiK7rao+PX7jbUFj/YuuaeyUakbSZOVWLUM0C1zezHf3LbHE9BdagPJdZoB0NQ++8+cjdP96GyMXpyAR7ZRYTgrqufaYBFDKuH5O9CMLXdXEb1QC4dUhZEDXzvjEL4auvvrL/8T/+h33xxRfuWIXN7Ol08vcBgTrvQXg/Cz/bcRyd5hXpU7knPCRBCv55T6AuMR076A5yT4rU9lfP7jWREoQUKVKkSJEixWcVANHT6eTAHlCkVemu6xzEDsPg4lG6AtCQAIpajUaMSschyzLruosdDgGYDcOw8/9XKgvrUatPKr1K6aG7oYkJ69DkQmlSCJsB0iQwXdfZw8ODJzBKUzKznW5AufFmodvQ972dz2d/JtVZUNUH1KtFqYrCWaMKlUlEwvPlu+6ICpejjevBq+skeyRGnK+6HQGEWSs/Y9YBz6/7GQD7wTsudR2oU2rjqq5OuF2ROLVtK52h6+2eixXF6baecM64bCnlLGoF4gA59i+8e6EDRMIVEpSoucHKdxgGT4g4L00uOC/ebdV/vCZSjzVFihQpUqRI8VkFvHoFojgRXa9X53tTjVfQq0OvAgCNQ7YA5mZm4zh4ZZgqOBSY+w6FWRhqdTgcHDia2Y7qpMOucPe5XC6+dn02kpP779OVCFXhaIc6DIOdTif36cfxSIGpuhnxM9yEcONhHUrXAsQDZjWZ4ffss3YF9Fn5BY0LtyGSNPYKgS6aCir2mjCwLjof91QaEiT+TEIRB9dF29OQVASKF9X5w+HgvH3E0IDux8dHe3h4cM0CFflAAYszDw6Ho9V14+tT56bwfhS76j5nFt6zoycygUaGDiFa5KKL4ZqaJGlCFDoUg/978T6REoQUKVKkSJEixWcVADxArU4tBgw9PT3tqDlm7/KwA9Cqdrx6M7sJaFv/jNKWtAqrPP0gbI2iXqr4wQFp9k4B4LVpGqdHkYAA8pjWq44/fEZ9/Uk0ECwD1BnM1bbtLskA7FPRJ/lZ1z3lbpomr6YjsGZwnNqwIt6GfkVCRQfnntICsKerowCXvVW9hlp0ImgO+xWSjL7v/Lo8M8/JtXVORuD5Hx08RwvRqDdhWjZnb2b28PBgh0N50w/sZxggHud+e5emyav54dfklX2uz7nVdb3rNuhwPmxleQ9Y/70+5n62REhaj65xuT/nX4qUIKRIkSJFihQpPquA638/mRaABnCmeqzADcEolV1AslbHAb1mEehhYXm9Tp6YAOiwR70XSEMJMrMdpx4a070tJ/dnfXxHkwNALECQjgUJTuTR5w6guTbXuJ8MTTeCZ79PvMzMdQwKRgG9e1ehIMoNU4lL32eoR0p5UWoYz41YlzNTIXecmRB0FdirmpldLhc/R9bN/ulcCc6RvTaznQOUajqUnoVtKEnduq7uXMV+sJ/sEYLv8G7NnkzcJ7Qkjew9trrhGa47jc26xs6LJjcko0ToRB133Svu/5pICUKKFClSpEiR4rMKBT3zPN9cgwJQUi62VlcBo4htAdpYkWpXAl1BpCiV/vuqirx2Kr18lyrwfZU/zwNwp8qt4udY7Y0+/TqzgPvw3NiDaoLD83IN7gG3XqvLYeBW3Bu0GTxT/NzsnQSlJmEdGnUbhScCYYDYyYEvSYwOG7ter87N58/cn2SJMyDhinMKNuf8c226QlT3Se5Uj6AD9LRTQzLBfXFHAlgjLFfKFu8S3xuGwX8e6V9RhxITwbhH0H7YF4A97yFrDO/X4TaTg3c0v+3NvEu+dGYFyR3nyLuTNAgpUqRIkSJFij9tACL5/d7mc3agppV4wDw/o5oNmAagmgWgx7yE6Gajg9ACdQQNgXrza6IBuEQvoc42WGGqnoE1aIVYhcLKq6fCjcg1gNGrA0T2Q6lTAUxGGhUOR1Tsr9dYuSaJ0rVoJ4bnQhdxvV6dGkWSFK1Dg2sQex5sQjsf9qVcfLoF4VrTO1z7LMttHAd/Pu5Px4hnY91aYTeLegnuSRcodGdicsE6OKP7rhDJhu4Be8xzLsu802dEkfXRdQ+Ae8T1SmOjm9L3/U1UPfu50J3Qd48uEf8OaPDz10ZKEFKkSJEiRYoUn1VolVgr6DqcqigKq+varSfNIkiiqg0XH8AYpx1HwKfV4eiQE3negD5AMmvjelhZqqA2z/MbGFw9cdBkRZMCqtjaDaG6j/uNUlpUr8Bzsi7oR+M47ronePsfj9WOnw8wp3LOnhNMedb9VRoWoHyaRtd0BLvS3Ck7l8tFqF6zJ3NM/2V/zucXqfiXXp3nu+ghtBvEexDuc/ZEiXXe8/lVf6A6BHVGMgu0H00clSYVrjt754ln6brunWnSJHL3nQCSNaW/4eR0/87xeU2GOC+SQ3QxqYOQIkWKFClSpPjTBgAemgbAUcEegE/Bk/LzL5eLTwZWSoYCPSrsCuruPej3nPNo10kiYGYutgW4v3379mbDGe6vQN/MnHpjFrsiAGvino7Dmi+Xs5mZ9X3vABMQHZIluzntHFzci3CYxAahM9QkEi91ygm/N9dTMCEa7jtJCULwSAELfHwztBZxkFlRRDcnaD7sS103O81CTF6ud9SszO1LScyWZbGHh0fvIEFT0uurQJgzVh0GZxOAdu4/v16vrmtRSo92nIqi9HcNobJ2g3ivzJTGFDsA2iXT5wf4qwMTFDBNWuhg8Z68JlKCkCJFihQpUqT47OJexKsUH4Dgsiw3MWu1A5GBt57by8vLrhPAP6HIAHz5DB0HrfYD6HDmUXAJpYOqNhXupml2ld2geRj9uViniqnNGOY2e/Jwn4yEtcdkgQ7E9Tr554sidhRIBnSOQZaZU6iyLLO+733PleqktqM48WRZbl3X2fU6efeEtbMGKDbxvCLF5j4Rg+YT7UMP1nWd06pCklY5IIZCFc699q7SOI4+AC4kipULl6Ngeranp6cddY3PYLfKO8FzDUPvuhaeM1C2jrvKfqD9hPU2TbujG/Gu6j+ZDq46Ds5HqVvMW6DLweC78K5cd2Jyzum1kQalpUiRIkWKFCk+u1BffqWKKOVGfw5Yr6rKxjHYP5rFCq6Z7boMqlvgcyoqVSGpOtBAfVGKjoI7gFwAepmtK0PHImi857MHiktYB5X14KAT/szvuYYmDPDVI/WntCwLALKqat8nKs9mtgOVdBCCsPbgSQtzCuDiYy2qE5XNzBOFum52/H51dFIBMxqNrutsWWZbltXXxvkQgPh7qg7XgkZEJyB0Eh684s81dV9J5JiIzb3HcfAuS3A5Kl2wzr4Gl6TOts28exXdmHJ3PtKOF5OcSeY0NOnl+fZOUtGVSilwYY/Dvwvs//27/muROggpUqRIkSJFis8qtBoPqFRRLwAbIK1VWH5PN0CHoVGxBsQC9pV6Q2LAXICwjuiixP3VSYnkRIW4wfHocANx4y4ZoWOhYDAKZydJYArvSFCJV648vvc4/DCEK3DjwzPwbABvkhIAJ3vAz5qmcSAarDtVQBz2lQo3ScA0je6GlOdBZEynh+9yDmrZOs/xTDXpU1Hu8Xi0rutkTYHvz7V4DoTSPAug2sy8s6A0L7W9JaGMgD/fdVGwWwXIR6ek1b/Pmd7b26JV0KnagH7VU+h7TwdIrWtjEjrv3mGehfN4baQEIUWKFClSpEjxWYWC8DDh+OBVWAAvVXGzAKyYfptlYYBYXdcOjLVyjl3o/f0Ah+rqE6rcQUyr028VAJrFym90oYnV9lAxb/wzAFW1a91bVeY3wFr6NXg+qs0PDw83mkrtFBnAKRV3fpnFAWE86zAMuxkPAaiGicvn8/lGI7raMIzv7BVVcLokOiyN9TGsjF8kC4BhAG7btv73IVnau1MpTSd2jAI9xyzy+bkH9CqzmLxwPlyb78Wzj4nGy8uz/x0JAGceNQpxajP7yTsWu0Grdx5YH4kDz4FbEolIFD4X0tWKDku6Zs4ArQdJtGpYfi0SxShFihQpUqRI8VkF1XboLV13cccYKrFUmqdpsrquHbAqx1zpQLjgAMirqtq5EPFz7h9ExvWu4g6oVz3CnsJT3gBj5dVn7se9qHYrmNMKOpakWuF+fn62w6F0bv0wDO7gRFchAEwoVoNlWbh+0zQ7JyEzc6A9DKOdz+fdZGiSEfYeehPsFa1oc05FUdjz87PQuyKVBioXa9Z9M9vTndr2ZMMw+IyK+zO7125wroBw/n6aRu+4IHQuy8NOoM25asJ4Oj3sujThHEenavFuxPkWpTszzfPV6rrZ6Vba9uSD23BtInDfIkFSy9pIXyo84Wya5raGg+hDyl2SmVyMUqRIkSJFihR/2lAgZxa49zi1qIWlijQBW2Zm5/OLJxGqW1BqDeBa+e9aLVbh8H31exj6HUhmHVSE6UZQ9VXHHNbA+rQLoeJiM3PAHganFbvpxXzfzG6di9yyjGFesUrddZddJwHh7TCMbn96Pp99f9QtyixUp19ezj4DQUXb3ONyuVjbtl79VrEzHRDWxj3ClOb9XIdAQ1p8XsA0TZ5g8C4UReGJA2schsETr7CnewrU9RoHqyFchhKlVqJQoe4pOyHJjDMZ9D0tivJmi5r7mklML5eLJKyRDqTnPs/zbk5F+L7SmIIWYRj6nWBZZx5o4vTaSAlCihQpUqRIkeKzCgXoAHiqvCrIpJoP6IJiU1W1A12q/uM4eAdCkw+q4Nxvmka/H1zxvu8dlFPZ5dokLdwbEEwo/YMEI/x9BJJMdq6qyub5unPT4bnh4rNW5a237enWnTjaPF/tdDrdrjPbum63bsHguobL5eI2qVzv5eXF6UlUtwGk7Lfy48MU5tE7OKoTiRqJVbQh8Xzneba2bZ2GwzkAhrmnuiR1XWd1HbQAb9++dZBNt0GTKiZem5k7XVHZD+uLg+EIBf/qWrQsoTuDKFjPkE4J05BVY4GYOrpoRdE2Z8+feQfQQeh8iKiNOdq2raZaD55R39/XRqIYpUiRIkWKFCk+q6BDEO0744A0OgUqMAVs6QRjpQsFgBgSAnXFUZ56uE/h96FzsG3bDbjPu8qygje1qQQgAzgBsawdUAkIhM4DyMvzwvJ876qkgtZlWex8frGHh0cH7ZfLxQHq4XC0yyV2DbJs8+4I9CT2rW1br5pv2+ae/8fjcWepSVeFZCe69GyWZTEhUoclfiFqruvoqEQHRV2E6AKxh5xrVVW3IW9HG8fBDoejJxfsr+pS+L3y/XmnghVpcav6z16lJwHk/l3X+XdU+8F546Kk+giSprZt/Xqa6DLkLlDNylvCdzGGwqnwnndMk0B1wgp6nPjvi86PeG2kBCFFihQpPufIb2K4bTV7j//4eygn9bd8P0WKTxTQNwBH6hYUquQPXulWS05i7wwUwGff91YUak0Z3YRU3DtNk39fq+HKvz8cDtb3vT08PPh3FbSaxWFnZqHKG+g+h9uzzFYUpSc03BewjB0rFWvoSdM0WllGYK00KsAooJW5Cv/3//6nawraNkw8Vgcns+i/r3qIeZ7dMQgL0r/97W832tGLnU4nT3qmabRliUPmwqTg6ArFs+BmtG2bDxfj3ioqJhEk+WFvAONQy9TKVJMCwDIgPiQERwfpnO26BgtWTWzCOxYF0FwjdJdi0kgXZV0jLQ3nJe6vySTvIS5ZiLlD16a347HaiZijwPl6Sxxz3wveq/A+rk5hem2kBCFFihQpPufYXm9b9068h2AtRYo/UkABAjhS/Q5DquJAKxWwUikOYOro1WmShDhk7bBz0jGL1VpAtFkU46rFJ0CRZOB4PPpAL8AcASAELHbdxfI80qPK8uDJC0FCoRadDA8zi9VlnRJM5RqevmoJsHqd59l++uknv77alULR4nmzLHNb0a7rfCo0+gf4/kVRWNd1NzAf5gw0TelnMY6b60YA8GgUrtfJHZgA6oHGc5ThdTEpA5Cb7QfoOBEdHwAAIABJREFUretip9NpZx0KQKcDYRZpXiSSJCAIp1mDDtBjv5clJBa4Wc3z7OJ1zk+nVNN5IslEm4KIeJ6vNs9XFyyTaJJkkYCEdWY37UntCR3rZ32I6ZX69JpIGoQUKVKk+Jxj23575Z/v/ivXSJHiEwTgzcy8wo4DDuJiHaoFUGZomE5gVmGtTlwmEYCaArCGp660DeWWA7oB2twDcWsEi4tX2ANVpfHqL10IrD3NbAcwI51otnEcra5rB8hZZg68Q6U/7E0A+GrfGa6Pq1B0wYliYbM43E2TJKrzgP3Hx0drmsbvi/1r6Ip0fs9hGJyKBGWK64drT7eOT7VL0EIXpHTQHahFtZ+ZCsfP57OcT+6WrXQBNDEKzxcFyvp+cW11vtIkL4rbg15EKUgIrPM89zNumsaTx+t18jPh2flecCbKPYkgoSBpCMPjFp+/EJykhjsHqsUTBpLJ90kOzFIHIUWKFCn+HJEAfoq/WAAwlW6hgEhFp/euQ9u27qgYVM4BzGgK6AwAlqHHACihsKgeAIAGSIXOA41F7xe4/av781OpZx0MOjML/4qXZemJkJndRMchSQhORtEdid+znkCVWvz+VNVfXl6cy6/dEQAm1XYF16y/qqrd3gHqSTQApV3XW11v/ln2k2fu+/52noVXybkXa1Eql57x/ZA0hsLxHNM03t6XgydjWmHn3dB16XvD36/rYvOcOWWNz6oNKUA/PNvktB+lsYX9j05OvCO8X2ZxLgXdEZImKEQkH9HNq9oJ36HFsS/hmrN3qF4TqYOQIkWKFClSpPisAocWFdfy92a2A4IImQHkoYofqu2n08nBG50IgLZZBH/zfN1dQzsOWu3n9zjMkByQrDCbQMFksB8Na8U5CA561/XW94PPI7hcLvbDDz/Y5XKxeb56pT7MEeg9WZmmcdcZQV8BDz1UuCd7eXlx/jvVbQW5AGFcf3TIVxQixz/f27ACglX8jFYAUI5eg4QPhynchTSpiC5B0eUHWlO0dF3uBM6lJwdKe+JMAeEkEjgKaQcjrCUK3Hk26FvjOPo7GJ2D4sC0vu89OQx0ptjJ4e8Y9Kcag3DvefdO0clRwTb7qF0r7W7pELXXRuogpEiRIkWKFCk+q7gXmEJTIWGYpskpHWZRcFvXtQM1QCWVWuWFo2cA1KIHCNeKotl7nYPaggLqFPSp80/f9z7NGZoQQP5yuezmKAD2hmHwROTHH390jQBUlaKYrCwPNs9XOxyOzl1fltm6rnfgyHN3XbebTYBAmb1iL9R1ic9fLhen7bCndE0i3SkOVQtJzWx1XVnbtt4hYSaDireV7899T6fTToyNrem2bXY6nXYTnZumsa7r/D5qc9q27Q4wM+gsaFPymwNRGDR2PB6t7zuvvPN8PNvxeLTzOcyAqKrK9wM9A4BeB8CF9yi3cRx27xWhCYhqYkhisix2idhztXAN795q27a3aM3zqFt5TaQEIUWKFClSpEjx2QXVXGgwLy8v1jSNU1/WdXXqigIprbwqv9zMHBCrQBVQBd/+cDj656FxKDcf8Mb1tNOhlpo6SGxZFvvpp5/caYl1wp8nIVJnJaXW/PTTT1aWpX3xxRcOQrOsd/rOuq729u1ba5rGmGoMtQWQDbBXJx06LlBaVBAOHQrLTrWGJZGAwkWCFNYfZiq0bWvXa7BBxf4z6izCZGOemTkM2Jeqrz/JXwTJaE0yX7cmGioUDvsEVSd2BcLfLTYMgzGtmPPlLNQydZ7DJGPOGO0FSSoJhHYk1nXbJVwkknQKmqa5Da3bz2Mg+eT9Ug2MCpGVSnX/vddEShBSpEiRIkWKFJ9VAIx0Oi5uNWa2A+QK5JQiozangEiA7vl8tqZpvLIf6DnZzqUHnjrAEfDedZ1X9RHl3rsRbdtqVVV7RwAATxJDhVyTG9bA8yPONYtTdX/66Sen15iZPwNAUZOKe30Cn9U5D4B8khy1kl2WxScka7Wf9V2vYSBbANnRnpS/xxGKRIXEKADmkHi0bev3U4B9ryPgGXTeAs5CVVVZ33cucuYc0SuM4+DPDDgPnyveEf5qqL0p9Cv2lgQkXNu8i8L674XJ67rYsqxO5aKTxfA1OixleXjnWdkHpR7leblbI/uuyfCvRUoQUqRIkSJFihSfVSASVrCvNBIqsCQS2HsyvCrL4hRggKEOxDqdTmZmbifJPalI34Nlfh46Atmte9HZum43oDjuHJLW1dx5ZhxH1wIAzLuu2zkt0WkAvPJPkpDDIVJV0A0AuLFahbIESIROYxYHadE14HsMJFMb0ih6XdzOk+TKLIBhqFS636wpVuMLXxd/T0IEfYgkBeDLvrPfmtQBhI/H2jsvnC3JAu/KusakBAqPVv3RSZCI4Cyl+0wHi/eoLMudg1DYrwCz1WaXvdvPLMitquIsB3QzUVxOF+tqOrFZBwLyvm7bZn3fezctzq5YzSwlCClSpEjxYSPLonOQ/j5FihQfPKIPfO4AuO97MzOnGCnNR4EmIAoxMlXzPM/dAed+tkEUjC4OVhVsA+AQxUYakzl9JgxtM68Cf/fdd7tpzMwUAHCr0BmbTnjx3Bf9xOVyuQmVB3f+WdfVuq7bAW8sNx8eHlwsDcWFToPau5rZLvFSyhSCazNzKhZnQTLGedDVWNdV5iQ0djiUTvWhm8L14nyIzqlPqsdg/1kT9wvV99U/w/lzbexBx3FwehpAXxMk3RcSA4bXsT9lWdgwbNIB0WQk2KwyvZv3iHfo3m2KpBbAz3r2drulJ0S8H3EIX5iezHuse4Wm5n00CMnFKEWKFCneN3D5yLLXJwdZGkqWIsXvFYhfowPM6gBVqSKqN4COBKjCfSYKOwOYhOeOaFUr7oD1wJHfiz4VuIb1BKAHh9/MbJ4Xe35+tpeXF/9c13XeMZimyc7ns1OktPquQ8qouB+PRxuGwa1O13V1Kg4dAeXM05GgU6LdAH5OMkVHQ5MirdojagZcz/Nsl8vFnp+fXffAuuq63j0DLkoA3Xualpn593UGA8DdzHZdA6hcZnYTnB/8GfjM3kJ2sCzLnUKlySSA3czE8Wh296uwB/NNND7aw8PJtQZhTgHnXvr+h2Rs9nPVhJNn07N6evrSquroLlmsjX/e052YE6H0L66r98ve4/9DqYOQIkWKFO8TvxXopw5DihS/WwBKAaoq/lTAr7MIEDFTtdcugA6W6vveGIAFNUgr1oGTf9hV+NXylAp607T++77vLMsC0ATQT9PkSUp0SwrrgqJzXy2H1kO1fRzHHSjkMwBvEiOAIqJjKufQkQDeJAxUr3UeAACVrgviW+5JB4J7qO6A59vz5CPFiG6BmbkDk9KpOBsmHSOsnqbRti12U7SToNoThs1FpyWd6ZB71wehtWpcOGMSlHfBfW5lGbUR+j5ylodD6cPfSEDY1/AuB3ciPcMsi10sXRvrY18469BJiWcW9nL2LptqUV4TKUFIkSJFitcG3QJNEhLwT5Hio4cKiwHRgEzAElx4tAUIRdUBRwEfYIy/U9cXkgCtpgPAx3GwoiidzoN1Z9ATXG1dN3v79tmTC66D7SdTd5Uuw8AsM/Mkg8Rmmqab/WbvVq0AaIKEAitMTTzuBc6qN1DRNgD0XvsAJUd1ICQM4zj6Wl5eXvy+dFvoCPCsJBIqWGbol54HswlUaI6IF91GoPIwyyBOeg70oNgJQexLF4prKaUMHcDhcNyB6mhxGvdKHYh4Z1SzEehO8V1TylPcW4br7Qe5sTeaIKoTkSZc4V2JZ8nPVWiebE5TpEiR4kNF0hukSPGHCZ1eDMjWCi9g7OHhwaZpsqqqXFSKP76ZuShUq7w6L0G7BArK4IVDI8kys+s1dAn+3//7fzseOMOy6H4w5Aw71XuNBGAU+tSPP/64owJBmaFjANikaqw6BUA64H6eZ3t+fra2be10Or1Do9I1qAZDhd46+EvXDtgHJOd5bt99953v9TRN9vT05AmbPieAGMBP4hGoU/WdpiAkE3Q7wvrCf6I5I2ZZBHrQ0X9PMhATiNw7AtHdqnD3KLpDJH9QzaC38ft7W91AHSrf6cQwxE3BfpaZd04Y4kZnI1LpwsA23olICwtia/QK9xqN+3fqNZE0CClSpEjxa4HW4DWfS5EixQcPwBEglMo4v1cbT7V4XJbFwRcdhwCeo+c+wD/qF+K0X2gagGb46Muy3Hz9Zzufz/79YRgcBKN9GMfRnp+fbRzHHS0G4K6TeaEf6fMB9u8r20rvAeRDxwH46uC24/HolKrz+ey6BoCz6jfuqTV0D+h4QGOies1cALoLnAG0MJ5xXaMLkeoFoM0EALx4AoKOIQwl27scBWBuri0ITlVB/0DHJMrH4uyEy+XimgizYEGr3Rrl/hdF6SAc3QAuV/M8u+WrmTmFDPEx1zAzT0J5j3kHWcM8h0RERdRmZk3TuqOSdi2gI4Xk6ervA4kE/84kilGKFClSfKj4pe5B6iykSPFRAptS6DCA1QBwo289QIoqr5l5MkBl/Xq9WtM0VlWxoq1c8iwLn6cyDpAGHAcgPjjQ1KnAVKehA3Vd58+gVBOdAs1zmEUnIa3wA/6UdsSfofkA1KkgU61WbQJr7/vejsejTx5WOgtr4/sAWtVs4GpkFnUQOPdwNpqgoEfA9pU5CVCP7h2nsqz0BILBbHxHzxY7UxIJHWpHcqb0pfAulG41mueZ/7nve78GXSO6NfN8tSzbA21NuDgvklPOWIXYnJ1SieZ5tqqqdzS3ZZl3WhvtgLCf7BXvKN0N9DAkiCpKf02kDkKKFClS/FJQctq2lACkSPEHCaq3/B4AGoBsFNKGxCFaVgKk4Mqb2U6ErPQagBxVWAV7JChYal6vsw8yYy3DMNg0Tdb3vfV9b5fLxV5eXuzl5cXpRffuSiQRl8vFf14UhQubWYsmPlHcOzug1eQAEbBZpJ4QePurp78+L+BYkx4oQCRYSkOi2q2zEwisWtl/nId0ojTXvxcEIzwmgbunRJFcXa+TA2/Ol/eC5+WMAdaHw+G27s07OeG9iu+a6gq2zVw3gh5E76X3UdEzSRVJEu8wiQ40ObpK4Qzj5GaSFKWtsQ/6LPoOxk7K9M55/FqkDkKKFClS/FxkmVmWm62v52z+5vsQKQFJkeJVAZhXe0rVH6A3GMfBv6N0pNPp5NXzuq7NzNxv/94t5l4MzUwDgF3fDw7gAe1QdBAjf//99zYMgwP1cRy9Wk8XBDoJzzJNk3ckSG40acjz3C6Xi4N6s0Cbatt2Zw0K3Qdgrfx0FQ8DXPk+QFOnKhMqcibJgBZlhtVo6c9lFqlKOEpt22ZffvmllWXpE5MB6CRwVVXZ5XLx9Wh13CwOSwOg33P26XZACyJpRIsSBOydi501OQKwU4FflvgcvCM8G+cNfSpM3+6c7gQtinUzBE7PfRgGa5rG91D1EOqkxJ5r5yi4Odltb2bXa/BZTYJfG6mDkCJFihT3QXKwvb4d+5uD/2B/yOQgaSNS/MkCsDiOo1fu5zm6vQC82/bknvhMuqUqvm2bg791XX2uAhVmM9tRd4L3fZiQzM/QGCjvHEDadZ1XbuHhU/1XIas+k07vZaYDyYCuCw6/gmpEy1p9RzvBn5l/QNIDGOX+0Fjevn1r8xz0FHRKzufzbr5B13W+dzpkTWk06BLoUrAenoEuwjzPDrJPp9PtOSKgN4sOQuM4vNPZUc2IGRX7OByNin0A4pGiFLQAxQ3ER90F7xNnF6hUBz/3+1kMmlQgrg66gNX1BkoN0/dUEwgG312vk38uDFzL3PFKbXpJDrMsvC9BiF753kTqUdA2JBejFClSpPitkReW5Zlt60es5qfkIEWK94pt25xrT0WZKb5mtqPC7AWv6zv/BKTDte+6zpOFaRqtLA+3hCMIZsP9V5mXsDlQg7evw89++uknB/86DRgHHX4G6KQTQXJBh4MKPZXjPM/d/YjnoyINdUeFyep6dO9QROXbzPxzXdfZtm32n//5n06DOhwOdjqdvFNBEkBio45S2vHQrkjbtv6sqvmIou+wh6oX0O8zTTi7+29bGLwWpw7jQjRN427eA/qB+yFszCGIe2R2Op28wm8WRMKI4EkKOVPcjg6Hgz0+PnpXxsx272dVVdZ13e7MleKGMxY/Vzeue6qXUq2gUul5cO0wq6F0gf5rInUQUqRIkYLIMstyNAcfoXvwK2vxX/9KqHbi97heihR/gLgXd+qUXkB330cQpvQMFZSqFSjAK1JKArgLU3C5fn5zm4mVZf4JMH95ebG3b9/aMAz2ww8/eBdA+e9UxeG/34uqoa5oV6MsS6egsHaAMpN82Q+1D6WrwX6RHFBN5s/alcBhCVckgOc4jnY+n92FicREZzhQveb6VOrRIKhmQjUUBEkFwJshXzyD0oXMzME6fH2SDQBzWR7ckaiu69sZRJDNPTl7FSeTLHFd9iO8X73vi5m5voJ3AWE3SQ9dlr7vdnMu2H9+r9Qg3KtIkHhflfJG58zMXA9BosN5xC5LcjFKkSJFit8UGz7Rn0oPcKM3ZXlmVhRmyxLW9K+uRxKDrCx/n2umSPGJQqkZVMEJwL2CMECn2oFSQb5epxtdqLemaZ0bHj5bmNniYHYcRxfYQlkBjC/L4rMOvv/+e086EPsCNFUEDUClG6KaB9YK8AT48Tkq/FTBqS4D9qHwjONoTdPY119/7QJYs33V2SwC3HvxMXsNLQdaUNd1djqd7M2bN9b3vZlFbj10JRIHEhvtduBYpJV3EjyoRSQybdv6elWfcC9YZh+Gob+dXewmMQtjnoObEfMttOuiAmmoQ9CNSDT4GVQ1pQ2xhus1dDrY76qq/B7LslqWzd6xCiL6cpccqO7lep3c3lQH6rG+w+G4o1yRjI3j4HuglKjXRuogpEiRIoVZ1B2YfXrgTPdiWf41qtPPdSFuz5iJ4DBFis8tAEI6MEoBXaDNRDC6rpFmQ8W5rusb6MVJxoxhWNGnfrG6rh3MAdrVDUmpQepyRHdAXXaosivdR6v9KlpV+lSw15ydDqQOS/wcB5x5DoPanp+fHeyfz2e3WGUtarGqlfx7fr1y7M2iPSlJggqkdXCYmflnAPXsjSZKAF/Ojc4A99OOSvjuujtPgDm6g8vl4usnUQH8Q9+ZptGTlGlitkUcgMdaAftKLeLnrIc16ntRFEGzwlmjJVjX1aqqcspTSIyO79DdeKd5L3VGhXbK9F1gPdF5KmpWSLSSSDlFihQp3if+VSeh35O2c7v/5p0DoTq99j6eGOSWFcXuV/xM+s9/is83AEvYmAZwHqgWCGnDpF1Aa6SeUM0FHGslOFB34hAyqsDD0HvXQSksUIywJdWKPNV9pY9EALnnllP15zMK+PgnNCJ+pnQa9d3nudq29a5AXdc7KhF6A6hW0HZYG9dlf3RwGiC16zoXaas9Ketgj5qm2Vm51nXtcxpI9LCBjQmY+eRg7ksCdjgcLc8jx55n0EQFPUHUheznSzCxmAjJRrk7H9U40IVRwK1JhHZLoqhdbVqDPoJr6lwF3gEGwgH60anEBDQmUUpHI9CRkDhxBrwz6vb0mkgUoxQpUvy1g/9g/pxr0f1/TH8peciy36/z8HPXea/k4NYlyDPLaCkfDmbXq2Vmti2rWZ79vmtOkeIjx/U62fU6GVNkAXhw+tXdJ88z9+hn2BSxLIsDaIBmmG4crh3mA1wd/F0uFwfxSsVh5gE0JKrC0EIA0dBtAHtUmZ+fn61tW/viiy92NCSzmBBBH6Ezoh0NHIq4nlp8skaq4IBdtQAFwHddt3M6Mot0pGALGp2MCIAsyQZ8f74PNUeF0yrQJXHJMvPhZnmeWdOc7OXlxbn1av1JcF7h/ODxr3Y8xqRoWYKWhO6H7t+6blYUthOR88yB0lX584bJz2Et0zTeziZa60JZ4lnNSAajfgCalu5bsJKNFqaHw8GGYdhNbS7Lg83z1TsO7K1qSXjHVWeinYb3mYWQEoQUKVL8NYP/wWzbDSivezHvP/vOz4L3X7FE/Vc7FK/9nuoMbhqGrK7M1s2yxwfbLhfbrrPZspotH3i+Q4oUHzhweqH6H/UFw63KnItjUekgtKoqG4beiqJ0cKUUllgZ3izPV6+UA/IB6FTiqebqUDT+zJqaptkJd0lI1DJTKSQkNmVZ2uVysbqu7XK57LoHzAgwiy45ZqGCTqKiomT+jPuQimN5ZiYJkyxwL/YX+g/rbNvWnp+fXXwcJxozdXjenY1SdNgP6DZm5ufGPV5eXpyuRDcA7UHf906PUr2JWZiWjWYCcK0TtOlgMB07UnVWy/NypydgfwPNbHPdSlGUt5/NdjxWOxoatqllGTtICJcB/VDP9ExJJsPU5+NuHUHkHl2a2EOSBhIUda1SChIJ2GsjJQgpUqT4a4YC7nvwTdJwH1lultm7w9N+zfHofcC9Jyz/5DuvqPrjxJS3bUgQ6kAzsLEMHYVlsXW8pu5Bis86qPgDOHG7yfNiV0FVSlCsuu81C4C0UCEOItcAMkcH++qeU5al9X3v/HlmHlB5p0ugA76GYfAOxjiO9vj46LQmM/MkAoDHgDLmPeg8hdDhuHpyROWbDgignKqymbkjEMBUkyvAJsJq7h+dcqIHP0D4m2++sTzP7fn52R4eHuzNmzc7Co0OrmOf1X0HpyAzc2D88vLiNqE6JZiODHuiugPt0HC+0zT5GUC90XkQEXCXfpY4ISnQVs0K9wmOSqsdDrnfk+o8Z1BV1W7voi4m2z1TBPnzbW/MzErvxiilLCZVi1OkwjlHHc79+85ZKg3ttZEShBQpUqT4ufhnScI/++zvFa+5568kCQibt1u1z+bFskps9eb51vVIXYQUn2co/x4QBICNNJYwURbuOjQXFZYyAC0mDJtNU3DAYdovwB+60LZtPhUZwEt1X8EY4BNQDVAlofjiiy/cvQgwyWeoyENFYuovIHeeZzudTp4cqGsQlX72x8xcxEzidD6fbds2++qrr3aDt5Q6xH6ZRRoLNCfch5qmsYeHB9FvFLvzIRFQfcR9xwcAfj6f7eHhYZc0RO1A1AWo008U8sYqPGuHEgRgB/CztpAMLTvROJO1oSPpFGgVXjdN4wmB6gB0NgJBRwZ9C8BdReC8s/fdFRUkD0NvWZY7pY59LIrSE5iYFKxWlod3RO3vo0FIKrUUKVKk+GexyQyBbQudg99rPoILiaVzoL/+2Xd+6Vr+/dVsW227zraNo23DEH51ffi1bp9+zkOKFP9CAA61Qg6IBnRBuwAUAaLUbSaA8sidNwvUJYD75XJx2gjVdTNzAEfVHXAPdQVgVxSFayL4DDQf/m4YBq+K0wmhYg/oIzE4HA4OOJlVwGd0FoMmK9CP1Ab1dDrZ4+Ojg1GzAGqHYXARMdcwi2JpEh0EzJoskHwBku+TDroghFJhWOM0TdZ1nc8Y2Dbzjs/1OnmHhF86+EsTEu6b54Wvmaq8md2q+oHSdLlcXBeAnSvgnefmnbleJ7+3dmD0n/qO3NOqwjTuzfcGKlLfd/7+qbiYCPqS8C5pssNn6VJwXnXd+PvNe8v7/+p/x179yRQpUqT4q8Yv0ZF+a9wchgJt6Te6IP0zbYMnNbckYZpsfTmH31/nvd4iRYrPMNQtCBvNoih2g8WovFIdRvRJd0Er7HDmodUA/JWeA/AchsF1CfDLSQh0QBaAXecJmNnuvpqomAWQjpBYOwYAcq0Ej+No33//vZ3P593kYircJCzYtKobEEkNa1UQicPRvUMOQFvFsTwH4lj2hwp+dJraW9AyG0BnHWhiYxYoV0qJUU//CKLjEDNEw6qT4J+Xy8UpXjhC5XnhZ8z92QNNDFTkjUYi7N0knYGYfGk3hzNlr6qq3nUIQneq8A4W69eOEvvLc6ujFPQzTULuaVg6XI3rvSYSxShFihQpPkWsi22bdA9+KTKZ0UBsy767cR/bZtuyWBbmPJlluW1U21JykOIzD4AQgE7FuFqt18r83lkm8vCDKDSA4mVZb9Sko/3440+2bcHHH/oJ19W/A3hRAa+qyifgKp+dKrS6HmmHQzn7VLQBgFod5/tt29rDw4OD0mEY7HQ67WYxQEGiu/KPf/zDv4NGommanTZAq9PMVGAoG/sFeKe7wbPotGRAMMkbFXEALkJjnf5bFIVdLhe3nq3r2qk+7K1y7EmG7ik997Qj/d40jQ6mGewWRb+Lu2HpOtErLMvsMw4QKZvtNRa8l4R2cVQzo2LpaRptXfMb3S2+t/duVX3f2TwvngSzRzz/fTeBZ9b37rWREoQUKVKk+FTxrwD17BXJxbYFvQGfT4lBij9RNE1jLy8vO7cZwBGg3CwO3KIyjB1o+FcC2g/V6dLO58kpLnme2+l0crCOU5FWnLkHlXet2Jrtux1KQ7mfiqtuN23bOjA1MwfzuNtAlYFydL1era5rTzigyCC+BcTfA3YAMhXw4/H4Dv++aRpr29a1GDwHyQG2qCRFdAzYC9bLPqg7jyZFSjXSLpAmYCRO3IMESO1IubdqHLiHdmp4Zig/4T2o3jkbKv1VVe2sUfM8UoX0erxrrIGKPu/AvWg+JFaHHTXqXqSMliLPY1dMn4t3DhFzXUeBNlqMLMvfq4OQKEYpUqRI8TnETVew/7v3APwpOUjxJwrAr/LEoeQARK/XCGgB7wDN6Fq03qgny82dJrr1cG0oPHD0FZgCcAGYVPKhFvHr+++/9783M69eU5G/p9foEDJ1LQJoAiyhzahrEfvD8ynFCWE1tBTWTBUd6tH9NGO1eFW6EtQmtUilmq7iXAAxgFoTDPaI56QrUxT7idH6jPN89cQGihJUHp6ftekMhet1cn4+96WDhC0rz6udKE1ywt9Ftyb2DIoT3RrWzrlpcoWYHnclTQbZX00YyvJwo4odLUySVptTHJDoGkQ3K53r8D4CZbOUIKRIkeLPFL+Vy/8xQgXJ/+o6SRT+yM+bIsUHjmkavVMAEL6nilAK69bBAAAgAElEQVStB7yGavPslpYRPOH2s7qmgao+fH+lfSAu1vkHyu3nc2gKGDCGsBiQSKUZcSzATqvf3O96vdrLy4tN0+RAdhxHr6CHPZk86WG9gMi6rq2uawfih8PhlhRFO0+9jtqqsod8FqoWQJeEhaRN951EgOfk5zrBuqoqT+KIeV52FCwSuTzP/LxUHL1tDAgLz82zaiIUrGvjQDmA+/FYuQhZHat4P+geANxxCFKtAdQkqD8kRGHNMblBbK62o/rzYej97EhI2euwlphYosXgfVLNQUjC1lsXI5yXUp9+LRLFKEWKFH+e+CNXyVnb+4J6+Xzmgr3CtmX5Yz9vihQfMAL4OjilqG1bu1zOdr2G6m6eFwJ6wyArBLnb9v+z92axlmTZddg6Md6Ie+97L8eqrLHnbg5mT2Q3B4uDBZkyZUG0BNOwaMCyLH8YFvxjQIABw7B+/Gf/GLIEf1CmDNuwBNigAUocDLNbTZFs0mw1B3WT7O7qrqrOqsqhMvO9O0TEjeH449y1z46bLzNfVuXwMvNsIPHeu+/eiBMnIjPX2nutvb1xlGSC4L1tW9y4cWPUglJrukkyaF4lSaDOfwwMPRgjkOQE3WEYRtp5gnjtHeD3zEDz5+VyKVp/dhBiljzLMqzXa/EJaILgzbwOiPNz7OCkdfeUxRDE6448JCRs48pqA4FpXdfSBpQZ+LquRXvPYzVNM+qEtOvPKMsSZVmiadyezWYzIQw8jq5YaG8AwTIlTQBEIpZluXQs0mZqAMiyXM6x2+KVx+b5tcYf8PIxAGiaGq4lqTdKa9KnKzyUFHkTu/cMaJM2n8ndPdi9Tr02DlbTBOKkEQhCiBAhnt44jbr797oempTFrBxmGIR4dsMBHgeukyTbyjoSxLHPxlKrnmWur/6ujIcSHU481p10qqoSUL9er0czFCgr0Vl1nbklMCbIBiBgVEti+B7ddYdZat0ClKBcz1WgNIUZfJIWZrVprgYg5IGEgERlvV4jyzLJ7jOrr4d4sRMTZTAkWbqFKeC7QOnr1iby3cFubCNLbT8rNYDL1hPIkhywYsA9advNyJNBwNz33bZDFbaf816QYfCekCi6nWBQJpQk6Wi/te+BwfWS4HH6MffCmEgR1EG6LblzYSS7IkHQ3Y+4Jq6b5+LvaWzO84lImtx9q7frcc8JDei79/okEQhCiBAhnu54FCRhtyrwoM9nIjcdmdmkwW6JQmhXGuLZDGstptOZgDJmgQm8mQWnvIevUevNrjvr9XpkSKU2X7esZIab76Efoe976dijzcS6jaXWfTObzt+v12uUZSkZYABYLBZCIpjVJ4HQYJKgmucnuOT18pqYNed6VqsVmqYRCVJRFAKCNcEhYNbmbMAbifUeU17F9fqOP72A4NVqJZ4Erm/Xz6CrFAT7xug2tZVUjSgP04ZkRppmct90a1RelyMX7B60GZEckh9Kxej5YPae948kSHd7slvpJ6+v69wcBz14zt1HB/r18fTU66pab1ufjisQJDN8BtI0U89bv11nqq4VW6ILqQTpORT3ikAQQoQIEeJBx4MkJdYCGADje6DDDjCRcYOQT2OVJESIRxDaDwA4PT6n8AIOVGkAb4yXWtB4zONQ7qLbZzIbfnR0hDzPpYqg5TXaa6C19gSVGvwT4BFcs6MQX1uv1yP/gc7EkwDw+vTArzzPhRDwHDQj83oIeKlp3x0EpqsIrHAQqOte+9pcy2vXhIbH0vMkdIcfHpttRyn1mUwmI+LBe6rNwNZCKg70CtD7wO85Z4DrzbIMy+USZVmK7p8VHi0t8mvsJSM/DL3MSNBEgM+Mq7C0GAY78iV4yZXvwsS5G/7eWyRJJHtBg7STD0VCsLquFcmRlyAZkTC562ml5aq+rihiNaqTZ0wPlrtXBIIQIkSIpzfeC3A2xg8xi4z8B2L7Yav7PyZr/yAB+nGA31rYroXtt/IiMSlH7nv9meM8DidZXyAaIZ6gYCZfZ2HLspSMapIkMquAUhlm/ZfLJaqqklamzMTrDkMEu3me44UXXhCZxm7XIRphl8ulEAX6C+gboKSH4HC3DSpB92QykevTciFej+6KQ8ICQPT6ALBarYSokByxa5MxBtPpFMYYrNdrLBYLHB4eijxIm2ZZYQG8Bp/gk/tFsM+hbG3boizLkdZ9l0Dwfun5DjwnSZdvHeuz/5yx4E3HsWTtqb3f7fPP8+Z5Js8K5zfo6k5RFOLNyLJc1m8M5WC3zw/gfWVrVa6Re8RnxEmTEvS9ESBPgunayWbb58a1OtV7zbkLujLm2+RapGm0fc3L0vQMBt+5ypOx+7HABYIQIkSIZzv0v5gmQvLcBQwXz6A7mKCbxIhai3SxQXRrBdw8lInEGB6SB+BuIF23OWVlQdZ+zFRlLcS903Hv53+MECFOSVAqEseJ6PEJoJjFTRKnyWZnIoKso6MjAYG6NSfgJyYzs02/AQDJcrdti6JwrTIJ5Pg9JTTsAqRJDCsJnFdAkE+APJlMhABo+YzOPDOTzey97oXPoWe7QJ+diHRb0N3JysvlUiook8lEsuCAk6noDj4E5NpgTULS973McKDMh/tGbwg/w+BnSNiSJMF8PkeSxFuJjm8n6w3DbIvqyQ33xB1rjShKtnuRb30mnZyfhmNvuu7kWATwWZZtJVuJ3AddsQA49XhcgeHzxEpE33PKMe+TlzANgxVZmK4u8dmOIlYyciGzrC5xr/iau98NhsHKlGo+d3wu7yeeSoLwq299FQDw0y986jGvJESIEE9CmDiGSRKY/T3c+KkPYPliBDMAm30LWIP9b2VI6inKt/aQ3qwwfPM7sC2OryY8rLD2eK/DSf0Px5GE40hFiBBPSERRLBlyBjP49A2wrehmsxHgzUyzBmZes+6z9vyd7ktP8Aj4DjQE8pT/HB0dCTC/devWqNIwnU5V7313vqIopI0qqwOabJAEaGkSM94EiPzKqbqUmVB7zuy77qRDj4bO6BNQEthHkZ8arWcXMLIsE5NwmqaYzWajjktsX0qCwmqJli/xWtq2xXQ6He0pQS1JEmVkBOGU4Oj2qfQo8P28PmNSdF2LyaQQ+Za+zzwnKy78LOU/2sviW6c6z4Oedg0A1vrWql4uxW5HMaIoRlWtUFUVJpMJptOpEEm3x5mQGddZqYHuiqSH2/FZZDUhjr15XFfFKIk6aTxVBIHE4LifA1kIEeIJCYLWRwFYjYHJMkTzGeyLF/HWj5/B4fd1QNbh4x94G588cxn/+Pd+CNfORbCxRbwskN8s8er/NcC+fhlD3eB9G4VPer1b6ZOPYfy591MJCOQgxBMY1FczaD6mjGi5XApoZDvK3ZafPM5qtRKAT4190zQoikK067v6eBIGb371HW3eeecdrNdrOe/R0RHiOMZyucSZM2cwnU4xm83A7kJcC4+n5SQE17pTEK8LcCCQZmI3TMubWUkIeD3HafB1ByFm4Sn1ieNYpFvscKR/V9c1JpPJbUCbv9fHIlHhOXQXIt3L31dMIuUdieXeEOyyjSe7TunpxZpYECSTkDGjzunCmihwb7VcZ3cqN/er61oB8iSqJKjDYOVesjJEwsfvvbnZjogr7yngpUxpmsn995WJfkRCSBo4NZtVF+0pYTXkJPFUEYS7RagqhAhxyoMZ7kcJVk2EqJig/Z5XcOsjExx9tsHLl27gb3/w/8Vn88tYDCkuf/8BzmYrfOnyh7H8+hk05wY0l/aQ3zhENAwYNi2cW/i9nP+EoN4YNQMBsNLFCBjJjI7bu/upKIQI8QSFzrRmWYa6rrBcLlHXNZbL5choq/v560nKBFJZlgnAXq/Xktmnvl+3/gQgQFMPsmrbFlVV4datW1gulwLeOCOhKArUdY133nkH+/v7SNMUZVkKacnzXMA2wSSBogbQzMADnhy0bYv5fC6kQGejCVrZnYe/z/Mci8VCqgtFUYhxmufkuvb29o6VZfG6KPEigNWVBgJ2PTOBE5NJGDgRmufN8xxVVWE6nYo3gAB/s9kI6Ob3DpxvxPTLfeC5SAAoESLoJtjndWu/BsE7KwmcGeF9FQNYTOG6dBcnnpcmcg5N4/MKuNkONCOz6qE7X2kiwLWSnND/4P6wMuSnd2tZ2m6V5CTxVBCE3crBvd4bSEKIEKcoHmXFQJ3TxDFMluHw3/weLP76IZav5/hvf+T/xL8zuwoA6G2GSzHwP73ya2hsh/65L+CtT8b4veoD+O9u/lU8H72MydtLRN/5Lob1+u7rv5MM6LjP7AJ3Vg62hmQ72K0xOfKeBF1F0J+9k6TopOQiRIhTGszCrtdrdF2HK1euYLPZ4MaNGwLyCGK9sXMQoA1glDVmZppZWC09ItAkICUIJgitqgpHR0dYLpf49re/PQLQ6/V6lC13cxncMLN33nkH0+lUfAOU3BCAEhQyE83jcu28pjzPZb7B7qwCLYeidIgAfr1e4+DgQOYOkHzQ8M11kISQ8BwdHcnAN2b/d7Pt7P5E4mWtFTKk5zZwfzk0jteppWO8L7xveZ5vQbsfUuYqBhmM8RUIZ2B2IJrr5X3VngreV9ditEKapgLuCc7pr3DrAeq6klkD3GM+IyRwJBWbTYMsy6WCk6ZuDdPpVLonEfjrKpX+vuu8mX4YeiE3XD8nJevqFo9LouN+f/JJyicfqfYUxf0QihAhQjzEeJwG2TiGmU5x86MRqj89wE98/l/h356+jQgREsRITYzcJEhNjFmUYz+a4EMJ8G+U30T90RrLFzPUL84RXTy/I/3ZiS3AN0kqf+553caoP75zkZCDECGe8SCgYjee69evY7FYAIBo4DltmBUCgllm1Zm11gZY3QGGHZE0SaAkpmkaISf0OFy/fh3GGKkCUF5ELT/JAQEwiQU7DxHsEmRXVQXAd+c5OjpC27ZYrVZCVJht1h1+tJ+BZIbv43A4SpI0ETHGjIiGNkpTZkUDOI3bTdPIXIWmaeRamK3m62VZyn7oDDlBMFuTagnVeJiZN+JqYzjXw/VOJhMlU8L2efDSL0p+vNdiM5qh0Pe9rHm3dS33t+8HyfaTWOlqBYmllxRByIFularNxbwHJCas1NC/wvkGnO2gZUV8bklWdmeCkCi4+3nyv2NPfAUhgP0QIZ7geBxZawL2OIZ94TyiDujOtfhbF7+IaJszGWARYQziIxikJsZBNMDEFs1ZA5gU+ZXSzSSwd5DsmAgmTZwJmu0Nl/3xsiRdAdhqbk3k1jtqsbpLME4qz+Jnb+uGFCLEkxUErk3TiFSFmV8CJWbsCZb4O2Zdd1ubEpARhOv2mVEUSWcjAJIldt2SEqxWK3RdJ21Emakn2NcglJIfrY3ncQgwqe0nYJ3NZliv11itVgAc2C2KQvaBch9tRNbaegJ3gllNSGhupkRIeyp0u1Wtw+fecN7CbnWGJIHSI66bbVA5+4D7ZIyR64njWLLrzICnaYrVaonZbI66rkeVCx6DFQAAQn5IFHgfKD/is9G2brIxSRErMrr1KveLVQgnPWuQppnS9uuBaVay/LrDFvdu18fAZ8DJlNx0ZL3XvGckKE4m5d6n5yFoH4wmECQb2ptxkniiKwjvhxwEYhEixLMdZj5DN89hI+BjH3wHZ6MaqYkRwSCCQayqAiQLESLkJsF//AO/heVnK9z4fovFR/fchOPjqggayG+zYoDrmnTXKoIxMNHWd7Cdx3DvCzInq8hoeVMgByGe4Dg6OkLTNJLlZQacWXB+ZXad4J9AkMRBt95kZpp6fL7OjDmz3wSZzHwfHR2JvIfn04ZcZnMp8yGQJAEYy0DGrVNZpeDshlu3buHKlSujCgGBKEkMgSIA8UkMw4DlcgkAsjYCSB6b++nbiHotPeAnRQOOHLAyoLPVvpNQLN2J1uu1HJ/7ybam3Gd6A7hmbaJerVYoinIEckl8CLqHYZDqjR6KZoybXKzlVtwP7VPhnAhWNTjLQncuotRoMilGpIjH5nXn+UQNXBvETK+rDe55S5Gm/pmlbImSol0JHO9d1/GZ8n8ftCHf3UM/CM6dtwuTlEOECBHijmEiRFkKHOxh8YEJfvRn/wD/ycUvIDYWjW0xi/ywothEiAH024z7sNXs/3v7v4+Pf+5t/IM3fwLf6V/C/J/GQN/fXkWwFrC9a4k6WPee7Z/b17XtqJIkMFkGM52617sOtqogR43ibSXhDlKjKHZVB8BLknaJQCAGIZ7wIGjTMhi+xm4vfA2AvJcdiph51rp9guL1ei0g/5133sHLL78sQJqtUwl01+u1dEviZyknYTWAMhieQ8t50jTFer1GWZZCIADIdVlrBbROp1PprEQCpOUozMSzGkGpDEEpKwU8P2VM9CSwoqJlKruyHU5J3jWAA5BrpgmXWXHuPw2/VVXJuVgJILHitY9bucaj16wdYG0ka+Z9BLDNrOdomlp0+ZxvwLauACSrz/sM+M5BUeQnNGtCyOqHO48jjNpAzOPpjkUMzkDQrUl5D1jV4GuOHJCcRnI+Vrkoc+NaSfDoJWGwEuGJrh1NGr9XPNEVhPcboYoQIsSzG8NegT4z+Oz8O7gQNTiIgPYY0O3JgUW/BRsrm2AeVfjR868hWRsgjh0Yv1NYN4XZtt1WKnR89t4kqfNGlAVMEsNk0iJjW3W4xz/Z9/r9w4yTVjBChHgAYa2VDjzsi69NnjoDD4wz/z5b6wEc9d/MkPOYBwcHArJ095/dbkbMsqdpKoPF2HKUn2clgNp23e2HngDdwnRXCjSbzXD27FkURSEAUQ8u0+02CeDpcajrWiRIJC67enn6FqqqkjaxzPBrEy0BNGU1Wt61SzS0GZh7RZBNM7nW0btpv5xDwfkF0cicHceJVAd0Vypn/J1t1xuNADXJna4m8RiOJHZSDdEeDFY7tGmY92MYepnt0Pfd6F5VVTUymwPY3vvN6Jlkdyw/xyCSicpd16uhea5Tka5G6I5Eu7M5AKBpavEwkCCR2JwkQgUhRIgQz17EMfpJAjMAH8iuY7rNuEfHANzYREISAKBFj9omiM2At+oDdIVqS6dB/4686I6tUKVykCKaFkCSAAd7QL0Bug7IUphzB4i6HraqYaIIw9ECQ1WPqwiaHOgOR48iAjEI8YiD+n8C8F2dtTbw6m5EuuIAeLOzzrzy90mSSDcfACI30R4Cmp15HFYA+DrfA3g9OSsPNDsT0HHtrDRQzsLveQ76BbhWVjeyLBOvASsZNPBqzwJBNQG/llYRSALemKyNs9pjoCU0JAIcqMbKCbP7WoLDz3IdXB8N3JSJufV0MCYagW/eQ2dcHmvqV6vl9r5GQrr0HAad2WdbW3fsWNa6O4NAS5g0qXRzFMyIaHHfuHZdadFdmfTz6c55+0wF3yoXYkx2e+/Ozb3gtWifg7sXjii6ORsYrf0kEQjCI4rQXjVEiNMRJnLD0boyxpACE9MiNxEGaxHDoLfDyH8AeKlRBIMYBgfRBjEs/vzB1/CF6AdGgEOdyH29G1BXhuno7AFMWWz/9bdAEmM4v4/q0hQ2NjCDRXZzg3i9QbStQPiKxM45pP3pI5z0DATpUohHFtp3QGBOmQ2DwE0PGSNoJHjVXXS0N4HZfhpWKRti9yCCer0e3aFHZ5115pZZdZIM3c5Tm5lJdgikNVDVxldWGrTJluSEg9rSNBWyoUkOSYXuxsP3ktTwOgkueS7drpTnoE6fPzNjT6kQwbdup8o5C6xw7BIJp6XfIE0z0ePzWt36eiwWFYqilP3XFQ+SIG021hl9ZvHbdiMkiCSJn9OTobknJBW8B3wGeD9clcW3NtXrcdc2II79nkVRfJsfgl26HDm0sp7JZDIyuesp2NYOMCa+rUoBsOJy8pk9TyxBOO3yoOPWt/taIAwhQjyGUOC/LQ1eSBZIkSKOjHQxulPEJgIs8MFkgsOhRmkuAy+5Kai3dTIa+jtn1o0jKSaOEZ05APIM/bk5TNPCVBt05+e4/JNTmAFozll0Zzqcee4IN6/PAZsiKXLMfvPD2Huzw/SbN4F3rmNYr2Hbben5OI/Dwwpeo4ne+8C4ECHeQ7BLDoGSzg4TXAOQAVeAbwdKEAtAdPoEX/w8waUGfgTUlOt0XYf1ei3kAYBo3XV7SWbKmbHO83xUFSBQBCDvGYYBs9ls1FmHfoJdHTtbn2rfAcnPzZs3BfTqTHNRFOj7HmVZYm9vb0QWOOWZAJ+gmKBVa/cJvgmgdbtOPYWYwJ5tRtndSFeCvKm3F0KU51PZW+6ZJzAWZTkV8Mxhdsd1VNLrJTnwlRBfZdCEbdyJqpOKhSZVemozAfgw9MiyXI5FD4cnGXZU1er7DpNJIfd2GAYURSEA39pBKgzai0GngJ/54bs1cVYDnxXKl04aTyxBOM1xUvISqgohQjym6B14z44servtzmF75Ca6rXpwXDTW/ee0tgkunj1SXYx2APKxlQXj5iFkGaJpie7l86ien6Dej5FWFs2ewa1PWEQbi/Z8h5//3O/gR2bfwIV4gd+rPoQPZ1eRmg7vfPYA/8vlH8abv/Iqzv3RAaZffRP99Rtbv8Ndzv8w4lFLmkI880HQSjBJo6cGXVqDPpZzdCPgys8S9E0mE9R1LaBVd8XR8iNmlkk+XCvOlVQNSF54HlYSCFTZrpNEh2vktXGtNPLqddP4vF6vR3IjdkmitObKlSuyfr5GeZO+9uVyiaIoEEURyrIceSf0nmuwX9c18jwXEkWpE0HtrpSG10SipcF1URRixqa/wVU0fHbcGIPVarUlOS7rniSRtAolaWH3niiKsFotxZfAe8z3R1Es94S6flaYtNmdayJB4l6758WM9sd/H4kh2mzzRmzLymdL722ajofHkRR4M7KXGPV9t62oJNtKVyPEhVUgkgPtt9DP3kkiEIQHGO+lqhFIQogQjyGyFP3EIG4trg0lXkaNHhat7ZGaO+s06UXoYVFbi9QMuH44w7599+Tn5lyEyQR2PsX6UoHlCzFsBBx+BGj3ByQXalw8s8Bnzr+Jf2vvD/BqskZrgb88+zpKY9Baiw8lh5i81OLv/ugejo4OkC4vITlauE5J9zNQbdcr8V4ikIMQjzg0gNOZYi0jIRjVhlSd1dZmXQ8u/eRcgi3dDlNLNzSgJxhkFpttUinr0QPISAy0NwDwMwW8tKaX4/M1gkgaevl+3SqU4JsSIy2fYrWDxEm3Im2aBmfOnJFz66oGr5vXwPN2XYfDw0PZL2MMDg4OZN38LKU1JASUQmky13XOKJwkTvLjzLp2K0NyQHkymYhES/sF8nyiqgZepsQORp44RBgGK54HD+L5DHXbCkMj63cEE+KF0IZgZuj5DOb5RNY07mJkFGHyBEMTD73v3CsCfy+JcwZsvk/7bfq+U1Oc4+31pook474IwjPdxehBRpjJECLEExTWImot2tLgny8/gbf6HoO1aNGPDMn9McA3NhFSxBgA/LPFv4b+jSlsfzKAbJLEkYMshZmVGGYF1hci9BNg+SNrJN97hHMfuonPvPIm/s6HfwV/9czv44V4jcwYHEQR5ibCxMQ4G+c4G8f4c8Xb+Ief/EV8+m/8Ed761wuYD7wEM8lh0uTkHY3eT5Vh66FwFYTgPwjx6IKAVbcN1eZbDWIpnQF8K0uSCIJuDu0iOGOWmwA5z/ORkZeEIU1TTKdTkaMwc06tPQAB4JQBkXiQfCwWCyESlM9ogqA7H+12G+IMBL6PlQV2LqL+v6oqrFYr+RyHfnHuAQe83bp1SzL1eh26J782GUdRhKIohGDp7D9JAAeZaQLHag+nUXO/AaCuGxgTIYqMMhJ7Qzb3CXBSnrbt5Dys6GjzNacwE2yzAsFKD9esK0XMvgNse5qocw4jyRAJIs+piSSnZ2s/BJ8/yqncMzies8F1r1YrLJdLebayLN+SBCOeAl8d8BUuSpz4vLpzjzsf3Sue2ArCT7/wqccOrB/k+UMlIUSIRxO27zEsVyhfu4X64Bx+4Ss/hh/4sTeA7Bqei8eegePMyoCbh/CNdh+/+Kefx+S6gd1sYLv2ziDZuKFnpihg4ghmNgOsxebcBDDA6lMVMBh87sU38FMHX8eL6U18JlugjFIkKOXcvR3QoUeECBOToDQR0qTBXzn3FXz437+G//vNn8Le3gTxH7/mAFNzQpPye64cWMjAaWMCSbifiGIkr7wIu1iif/fG417NExcEY/QR6CFbu12JCBRZPWAGn4CaAKsoClRVpVpf9iNQqo3IWhKUJAlu3bo1ks3oygbbTFL7zgqFNkmTLPDzJDuUMrH3PYEwvQZVVQnJieNYJEfMOKdpKhUKY4xIghaLBQBXtcjzXLoeTadT3Lx5EwcHB2DnHZq1adwlAaM8h5IkLcNidYbmaAJheiBo9iYx6bpOJEt+KnGPySQd7dMw9Nhs/EwD7iWrKtrEzGvlM+Dbkw5SWeCe8x4BkKoC50nwvrKy4E3PniTwXCRTUWQQRQmqqpJ9YztVegkY7hjRqMrg5EgZ6lqvoRVpEYlrVdX4yle+gu/7vu/D/v4+AM6RsKiqatQ5adfEf694YgnCg4j3CsgfNzEJESLE+wg7ODPvtRuYXZ7jShvjT5tLeD45xHPxyadMzqMaZ2Zr1LfmruvQ3YJZ9mEAshSIIwx7JeJmQH5okX2zwKs/8Tr+1sUv4tVkjYkxyE0qpmkSE5qkh+3YtHZrNjiI19hP1ugKg3YvRZJnsGqS6kMNO/jrwyPumvSEh83Sez87IY4NrQfXplQtY6EUhR2JCDwJWgEI+GXmPo5jGUgGQIAhM94EWQSD1JWziqBlHwDETEsZk5YW6Y41GohrgK0lU5QBaZDe971MKOZe8Dr1UC5WQ+hP4PAzVlEo12I2n3vaNI3Io/Tx+76XvWWr1rIsZX0E1dpUqz0MPBf3hBWgqqqQJAmm0xLD4M3FWiKUZd7HoDs46RatJHYMmo15D7kmSrLYAUiDb7Zs5TU4aZYnhn3vZUR8dvg1jmMhBtwPZvn1MU0fLrsAACAASURBVAE/m4PzM7j3bbuRypVbtycaXkYXicmbpMVVD/wgNRIpACjL8sR/x55oidH7ybifxmx9IB4hQjyisAOGxRL5N95B+m6Cf/SNz+OLq0/gjzfbkqwdjpUX9XZAa3usbY/fWH4v3nrrLIrrwz27BpnIANE2w741SA+TFHHd4ebHIvz4X/qX+Hsf/j/w8bTC2SjDPMoQK2+AXktsIqQmRm8tGtuhtgM+lCzxcvouFq8AzZlt3idNt8D9Ic8osJzWHHwI9xVDj+G119HfvPm4V/JEhjdyWtGy65alWsdNkEX5hwa7AEaftdZKFyDAa8UB3ymGQJBALkkSnDlzRo6rOxgBkPfomQGAqyzwOvb390ddhPh5khF+r9uYEhQvFgsBvtwTZtOHwQ364kwE3dGHlZP1eo31ei2AFsBIysM9WC6XQopIKvRMBvobfEedSGQ/2pBLUK/3ngCa1ZKu8wTLEzzfUYmSLu0b4fp19YBdhdixSXsqSMwAEohUqjaUILH9Kq9BVyqyzLeOdXvWClCnR4TVId1dSU9sdmsZpHWtrnLQRM19YhWKVSP3DEf47Gc/K92u4jgRQ3TXteJZ4f1er9cn/jv2TFcQQoQI8QyGtYAxbobAYonZ68Ct+Rx///AnMfmhDp/OvoHc+H8aezuMMvaN7fCl6hJ+4Ws/guLbGaZvLu4+b8AY2MHCGAuLHmZIYMsJ2r0MfRHj3I++gx/f/zM8FydITYwIESIYOSe/3sk6HRuDGMBeVCNqDYprG5gk2Q5VM66j0cOW/2z3NMT9he1OXrEKMQ4CaPoC9KyBXa03gNFEXW2+JYhfrVYCdnf19sx869kA2mybpin29/exXC4FJBPMaU0+TcNcFzPX0+lU1kWZjZ5gTBlMXdcyB4EglVlzAmTdnpVdlOq6FqB9cHAgwJ+/1xUYGrjrupZ++yRhJDA8J8E990FnxEkUCNoJfLmHWv8fRW6o2XQ6HVUbeH/YGpVtRnWnIx5L3xNrB5XRH+Q+FkUhfg4eV1dDnMRsDWs9GdyVDrlr9pOamem31j+T3FMSCv8MdVIF0NfI1qO6lSyJRNe14p0gGdEtYSeTiRr25omAI02xvJ97H8fPkEn5vVQCTmP1IESIEI8wtlnvfrnCc1+6ieK7MXCY4n99/Yfw9Ra42q/RbQ3LHXo0tkVjW3yzG/BPlh/B3/ndv4b4j2c4+7Ue8bcu3/N0JjKSYbddh36WY8girC7G+MELb+AT2dsjchAb95V/jovYGETGIAWnQA8wA7B+7uR9rh94BHlRiEcUukMQM8wanDHTC0AMuQSr9CAAPjNLo61+DfBmZsqSCEYJ7gnOoyjCwcEBZrMZ0jQ9Vg5EALharXDr1i10XYfZbIa9vT05rx6qpaVGAEYVBcADUpILkgpNcIxxk5cJxnXWnB4FVjF4vSQAzHTzuOMWnFYImvZl7BIDeiYI0nWWfLebFKsYnDnA/XLSnxjWQjpCkZCQhDkCyGFs/eha2VmqrisxLBOcA5DWtu58vlMT96TrxsPgWMnwJCCWrkhePsZ5CN5XwnNRLsXnjXuhK06aVLlnuZeKE0kA7xefDf33wkui/Dm4hyeNp6KCQMB/EolOIAchQoQAsCUJPYavfQOvXt7D8KEX8PaPX8TP/dl/jvylJX7hM7+IC/EaiyHFraHEP77xOfzKb38Sk6sxDq5ZPP9rlzFcv4Ghqu4JjO1gHUkYLEyeYHN2giufSxHXwK++9j34G2f/BZLtP8c0I/N74PbqQW8HJIhRmggNWvS2x2KYIL8F5Le2Wb2+P9nANJ35fz8AP5CDEI84CFb1rAPq2ZnxJqAEMJL4MMOcZdlIL2+tFTLADG1VVQIGCdz0RGVmmgEnZWnbFq+//jrqukZZlgKMKTXJsgx7e3t49dVXRSKTZZlUQegNYBZZy6i4DpKOsizFg0DDsf691vDTJzGZTMQsnCSJZJhJSjQRIEglIQK83p7HZ2WDhEmTKR5z3FLUCNkh6CXY5/HruhEykeeZXB+z/fxnSxvJ0zST+6tbhtJnAPjJ0Nwj7m2e57fNCdCVKFY5PLHsMAxjn4duUWu2nixOTCb50G1v6Q0gidgduuZAf7J9fjIB/7y3JD6U0W02zajbkl47u0ppwnCveCoIAuNunY0CMQgRIsSxYQcMiwWib7yJF3qLN37mAPbaHn7+u/8ZhmkPtAaIgKiKkC4N8hvA87/+Noar1/3MgXuE2Q7TMXEERAabvRh9bmFag3lZYx61ANKxGXknejuMyMMAiwFe1zs1G+S3BiRVD2xa+c/BL2L7P6p+PciCQjyhYYxBWZaSUb99wq7PMDPrr42kuvc+P0swzqDWXw8nI9AiuN7N6FP+sr+/Dw4T09ng+XwuGX0N3GlSJcDU4E7LiQiQaTTm8bXUh0SDmXlmnHVVhcfQUhstieHa+DPBKQkFB37xMzSB63kT+vN1XYvEh9dCMsd1kCwRmPuOTluJZ7tB1/VbT0mKrmuV1KuX6+Pa4th1AuI+TCYTISkMEgq+rkkkq0hxnMgzp/ea98P7HYYRgTNGV2U6qUDw2WOHKq5DT7nm9RLwc8905y69Xs580ISQa3bP9f2RA+ApIwjAk00EnuS1hwjxxIa1sH2PfrlC9Cev4dXqJQxljuZigW4aI64HRJ1FdrNCfP3ItaU8XLjs/N28B4DMCZAKAgC7aZHf6mD6FH1h8ZGD68hPgNN3SQOnOde2x5U+wi8ffhJRB5jOOkP0YP3a7kQEgncgxBMazP5TX6+z3VoDD3iJDACRpBDcaolMURRikqXUhfpugkhq+Vl10OSDGfSu63DhwgXM53PJ7vP4OmPONfM6dKWBRERnw73kpZM18dq0dl0TAgAieUqSRCodBKtajsQ9mk6nI8Lljbv+WrkGLSXS5nASIG0M1y0/9WwFnkOD59VqJe1ZmSk3JhHpEIExB6pZ6weaxXGM2WwmZnMSBN4/ngvAiACRoFhWcJWXhNfK58k9H37OhZtHkMjnSBI8YYpG953PKdfHdVhrxbAcx4mcg0SBIN97Gny7VRrSWUXShJBD3u4nnjqCECJEiBD3HdYCGDBsWkTffRtRHKP4tgG2/0nauoZtO/Sb1hMD+dwd4hjgba2FAWAjAxsBfWnxsxe+gnkUOzPy1hBNHwKAkdyIhmlWDlo74HCw+P36ZfzmlQ+hn2zNyHeramjD8oOSF4UI8YiDINNaKz3smTXXMwj0hGMCZV0FyPMcq9VKgJfO4jIzTvMws7fM/PoMs5eF0A9BUyzbeBZFMZrKTCCsuy1pPTlJDM9PoKn9ABrYchYAr4/gW2f0KaXR8iM9z4HXzLkGlG9RRkQjr/YQ8Fh6GJ02L/MaddtWSnmiKJKqAuVhGtiyuqPbrlo7oOtaAfJRFIuUa7NpZMZA0zTSypWgnNIt7R/gPrhJ0O02W++9J9pwTCkb38f90tWZYehlT3U3KZIO3d0JwIhI8Xq194ASIy07I9nje4xx1RQ3RM0KqbDWyHOiTd8njUAQTkmE6kGIEI856EnQbeDeK2jmP8JbkG8iA8TeSTCkBsU1g/o8cDF2A4ta2yM1MdJtWZoGaQCIEGGwvRiWI0S4MTT4R7d+EP/zr/8k8ncjpAvgwrcrZN++uvVFqLajd5IVPSxSoElIiBAPIQiWmBkmSCYAYzCbS9LAnv3DMEjFgMegbEi3zsyyDIvFQsDeroyE7ydwj+MYZVlisVhIxnw+nwuhAbzRlhljZt9pftbvBSBEgf3utZmZx6CHYbVaAYAQAe0RmE6nqKoKZVlKhUUTkTzPMZ1OZUiaNiITbPOY2mysM9sAhAzw2BzwprPfrEpofwABOcE823KSqJAQ0AAcRd6IvF6vMZ1O5XMkLiQD9HAAkOeFhA2gXGjYdklynZBIzJbLJdI0Qde1SJJ0O6zM/TvtfCU1rMWWZEAM6trEbq2RacnbU8o+ta2fj6AnNOvuTJyYzHtPckaJkqs2+A5LrELxM166dvJ21E98F6PHEQ8azAdyECLEKQpr/Z/3fazxfADJ4vQW7RSYXDf4av0KbvSufWpre5nBwPamx8XabvDrq4/gf/uzH8TZPzLYf23A2a83SP/kMoZ3b2BgpeNO1/cwQ8hRkC6FeHjBDG9ZlpKp16AKGHf9IeieTqcCjDlpVrfW1Flu7TUAfPZXd9/RA7q0/IUAmK9pI6rOpmu5EIEyACENzDTz/Pw85UL0L3D9zGYT/BrjpvwWRSEyJz2Tgb36kyRBWZZCUHQWXLcqJXHa9TTstiflxGpOSqZBe7eN52QykXvFPeV+rdfrEeFjdYAD1Lwh2IgcCYAQAVaDXBclvxe8VzwvvyepAjDyhFCWRUJCmRjACd7JKFNvjMF0OpX3+eqHOwavUZugdZafzwarY5ygrKsAVVXJOvWxnJSIJLaXDl68f2ypepIIBOExRyAHIUI8hXEnEB65wWWTt9fIDoGoAf6HX/+L+Jt/9vP4Rpeisd1o5sJ6aLEeWpEUseVqawf8g2/9OKqbBYYYMAOQHW6cObk/BQPLjjFZhwjxIIMgjBlaLSFhNx8Nuin9YTWAwI8ZbAJ6Soh0e1GCUa1B5zn29vYwmUwELGuATNBI2Y824mr5iZYBAQ6oMmNPEjEMA6bTqayNIJemZ85ZALx2nhUVbWwGIKSJEiROgp5MJiJxYTWDhIGEQlcBeJ3AuN0mXyuKQrrsNE0jw8q0wVkDWBID7hfvWxzHcixjIOtlZp0SHPo4qM/ntTjgHwlh0OZpwLeX5RwNVmm06ZnAWg/R0ySJ+0F5D6tNWsbEeRcA5WvNtgKSC3nh3vG5dZWIWKoPJH56MraWp7kBb9hWTyJEkRmt734i/Cv+HuNBAPtADkKEeMpDEwX6Avoe8dvXcfCtFunKYv9PDW788ov4r7/9s/hycwbX+wqV3eBKv8E7PXBjGLAe2i0xcFOc/3gzx+rL53HmKwnK6z0Ofu9txG9exbBYwHYtMPSPR+KzNWXTkB0ixMOMzWaDsnSZY2bXCRarqrptcFqe5zKEDPCgVEt6CNoBjOQZdV2L+ZbgXGe3qcPX05BJNkhg2O2GGV/dwUfLRtq2ldaqJC48R5qmKMtSwGSSJDh79izKsjzWoExwz2MnSYKiKEYdhKbTKc6ePYs0TaXCsLsnWlK1OymZa6S+X/sIdgfZkdCxneuuN6DrOvGN6BkJ3ojugLyfMB0JCeG8AHfNCQ4PD2UGA8282h+hOza5z5tR9p6gneujlEtn/fU+u+v2Q83c64N8vqqqUavaLMtH4H29Xm+rLJ5ceIN6sh3INq446GugUdoY3841SbwZXVd8ThLBg/A+4n7mLxz3uRAhQjyFQf29Auiui9GAoXb/8Q1Xr6P4wgJlWaD7+Muonstx8x++gv9q8jex2TNYfqDH/iuH+A8/8jt4Ib2JzPSYRxV+6eZn8KXLHwZ+7Sw++M/egj08gq1q9JuNa7d6r65KD/GaTZLCTHKYLMVwtARwghkMIUK8xyDoM8Zgf38Pdd1IVhrwGXwCMp1NJwCmtKSqqtGgK91bn+CN3Yx2qwQkCgT0/OwuUN8dCqZbkOopzVp20jTNSKdPQkAiwMnIe3t7OH/+PNbrNa5fvy7DydiFidIh7X0g0dnb2xuRGGb0AVcBcO1CvRyH18OqBsnCbtWFBKltW/E36NahlDyt12v5nl6IxWKBsixx/vx5yaQzMw5gVOVw8id/T5g9J7DXhMSYSLomAZCKEIlOUZTi4aDxncPb9LNA30GaZiL50sPJNLFy3gLvV+C91u9zn+231ZFsZH7ne91z58mA7tzFigL/XsRxcttrWZaJif+kEQjCA4i7zV847r0hQoR4tmKUUWc3i6qC2WwQf7XG/NJFXP+x57F+zsDGQHk5xvDaWfy91U/ilYs38PH9q/h/vvUxpH84w+xNizN/ssDwzlVYTQyAx0cOsgxRWQJJApPsjnULEeLBB70ALgudIIo2I909W2MCPhNNDwAA0ZUT3FLKA+A2nwDgM/HaFKyn43JA2jC4fvv0EDBzqzsWkRRwdgCJAkG3XqN+D+ClPZTO6DajZ86cQZ7nkomu61p09MMwoCxLAfkcaEZ5EiUrNDvzOlkF4brYzpVkinvIn/nVWiueAx5b+zG8Jj4RILxYLLBer2GMwdmzZ0dr9Z2bBqko5HmOuq5F4uVAvNP560FiJAl936Hr/LwBmo55Ha67kpFnQBvfXXeiTIgAM/N8NrgPDGsH5PlkW+kYtkSvEfAOQMzblAORZPHZMAayd7vB55mmZLf2WMijNmaTRDhS0p3471ggCA8oNPA/jiwEYhAixFMUd+vSc4eOQccBedt1rrrwnTdxoWlx9rkDbM5O0JURTA/sfSdHnVzCb116CS98s0Xx3RuI3j1yRmQO/Hnc3YLoNyBYYBeox72uEE91ELBSupGmmcwTACDAWreQ1Hp/DZwI8Nhmktp83f1IZ6IJfmlqJegFIIBSm3rZf5+VCmZ/ucbdtqP8HD0FOqOsSQmz+SQlXdehLEupdiyXS1y9elUkRvRNkARo8zQBuK4WEIRrgE5jsc6CMzPOigEz7oBvR6uPSVK2K9E5OjqSgWpFUcj9812CMvS9rxCxExWrPruDx2iO9vIljDokxXEi/og4jhBFCfoeW+1+NCJlccw5EP22IjIZkT9dmXLEIZIhe8OAUQtWY3z7Vy0VatuNvKZnU5BY7rbgJXngPurnUBMymvWjyCBNvRH+XhEIwkOIQAZChHhGggTgbmB417C7+96hh7UG/dVriBYLFLMZ7P4MQ5HKOeavDYjfehfD4RH6ttvOYjglANwOsG0HG8es749brIYI8RDCg6p21FaTwIrabIJzDXAJwDU5ADDKlGvgqoEc38/MN7PqBP/s3tO2LSaTiZyX3W8YaZqiqioBfszMawDIDDWBHsEuATsz/ZQIaYDOisHFixflWHEcYzqdyvl5rslkItfCyoruEKQnRuu2rJoEUcKis9WU5ZBA8Lx8nferLEvcunULaZoKiUnTVIiOz4zHAt7dcLBIOvxwnz1p6qEnGetuVNwnkkDuhbt+PztBP2uUqnEoG6+37ztYGwu5aprmtuqK24tBya+cuZoVLt8ByZMS7c3QhEF3keL7+Bw7SVosxKptPZHRPpaTRiAIIUKECHG32BpvAXiNv72/CcT39AdYC7vZoG8a4PAIuIwxsbADuu37TlVwD4YeQ93ApAnQ93dusRoixAMKrfdmRlqTA22UzfNcpDYuI+066lBCo+UolN1oL0HXdZhOpxiGAfP5XDwHdV2Phnj1fS/tJyeTyWgwGtt2EqyuVqvRZ+iB8G05rQBkEpzpdCpAlllzXj878VDPT7kKyQNJCAE718RMNNu6rtdr7O3tCSimqZuSqizLRjMj6rrGfD4fESY9p0ETA56PlZfNZoO2bfHGG29gPp/j0qVLcmx2KdLkRwN3P9jOJVL0OV0m3Xe2AsZzMzQx5NfdDlVaTqVbofK6fdcl306XhM6ZiSkh2sDaCMNgkWVeKubM1E6qRFKjr0M/03r+BI85DL6lLJ/RJIm3pImzFMZzFXQb2pNE6GIUIkSIEHeK47ry6H9gTwrYT5JR57FIQDhDQZOS0xiy7gEY7JYMndK1hnhqIooiLJdLAcMEQpT0EAgCfjAWtd2UbgC+5ScNrbqlpwaXBOoE9BqcA15KQ6P0rlF5s9mgrmsZ/MWsPYeQ7e/v39bRiBWILMswn89lreyWZIzBbDYTUuBbbfZClghsKXfR5ujdNp1ZlgnY5DH0PAZ+hnIirkV3LKL5WU9iJoDWUi8eY7lcyoRmekRoKp9OS5FDad9EHPte/3pyNofJ6e5SOtuuiRX3mWvS95rPDq9N+1B4PJI47jM9KKx0UGqWJOO2pJ5wJEJuNptmRAy0vInmd4YmNrtkB8BtRnYt8dIzNU70d+y+3h0iRIgQz2iYyOxk9e34620feB+tPt/PZx9l8NpZZdkZDBcixMMMymX0MCqac5kBZnWA2X5m9pumGbWc1JINAj/249dDwzQh0YCT76HsiWSA7wEwIi30Oszn8xHA13pyZvAJGOkvOA706u42BOS6GkEdOwGlltAQHHMCsDZ3kzyt12u5DvoYjDGydm+sNSNjLc/F6yjLcuRfIDki2ZrNZtjf30eeZ4iiWI6l5UsE1vRxDEN/29wLrpuEh/4BZx7OR+1KdWcf7tmuP4XX07YbbDaNEBSCd/oh2G6Ue62fCXZqcs+MJ0p6eBn3hfdQV0EYJB2aAOhp1Pp54/lJ4EIFIUSIECEeVNjBZcXv+3Mqs/5eKgAmev8Dxx4x0QjVgxCPMrTR2AFWSOZ4FxjvTtplhpVgW/fiJ6gl6Gf7Tw2w9fwEGqUJxqjZXywWWCwWqKpKjMRa+qOPv9urngSAGXSCT/6h/IiZeereKSWqqgrr9Rqr1Wo0kZhgUmvXAT//gTIo7ge7Cx0dHcnsAkqwdNcorlsPOeNeAL7VJvcB8O1KdQcpzmhwKk4z8pjQT9J1LYzRcwXGhmLnTzBwrVH9ADe2G9X+Cg3ydetWDbr1+7Ms3xKXHMPgfSw8D83PlCLpagZlY26v/LPpnsludH/d+bD9nK8qdF0r56FczFpKzBIhaePOTJ7sBA9CiBAhQgCuBWccv/cZAQLy+/eWGL9bdeFea3kQmfhHAdajGCYy4y5NIUI8otCZ8Dyf4MUXX8StW7dk4i2BHQeVsSc/KwGUKWn9OsE/ZTJ1XePNN9/EZrPBbDbDxYsXBcTzmATrk8lkNBCMVQOCzv39/RFo5TA3Lf8gsOQxdEtVXhN9DJpwTCYTkVMxE87z0BBM0A14WRSlQF3X4cyZM+j7HqvVSiYT932PsiylOkNiAECy9uyS5DsPNQJ2KQ3SRmyug2SkbVvM53MxLQNeHkSw7s3Sg7zGChBnCbjP+bkBcRzL5Gbf3rSTe6wBtJ6ITaLFa+SzxjU5WVEpPgpN0JIkGZEydk0i4dID9fI8H4F5bViPokSug+tkaIKaZblUcEjIPNGMpNVr8CCECBEihIr3lP1/FHGnf6h3X38CMvKPdUhbiGcyjDECQjWgB5z0iMZZgtTd1qYElVmW4fDwUAZk0dtA4MuuPpQmERwTaBJEE4ARwBNwc3ozj035ku6hT4AOQEzSBNV6GrMmQ9pLQaCoJ0mzi9J0OpVMPYkCP0e9PuBnGfAaOamZVQDKjfI8H00uJoDn77kOylm0N4Tv0Tp57kGWZZhOp1KNMMZXeuraGb919juKfFco7mWa+inWWtpD4qYN7UVRSNck7aPgGnVVQHeW0gPR2FKX3/PzHGxHUqa9HjwGj++6MKUwxsvKSEj8tGgzGurmSZGXKfHZ0SSX5IJEilWwk0YgCCFChHh6w1pg6N2f0wReTyI5Os3G5BAhHnNQrtF17Qiwu0x6jqIoRIbDaoEGagSyURRhPp8LuKqqSsC97sDzyiuv4KWXXsLe3t4o604gqHXtBIGc5qszzwTUlAbxnLqnPkkDwbnOCvN1EgeugddEMD+ZTMDWqrPZTACjNu8SkO8OaNPVD56DHZIItPk6s9O6S9NuFYaAWhuDj6uY6Pu02bRItkMXi6KU33EwmLUQr4Rub+sH4Pn9BCAzJYyhj2Aj516tVlvCVI8qEtpfwPvGn7WpPcsyIStd145mVdB7wN/x81xjHJN8DSNiw2eT8jfeC21OBiB+Bu1bcdfpp17z7wv35qQRJEYhQoQI8X7Di0Xf/7EeJil4kOsMEeIxh56AXBSFEIWmceCSQJpSFg24vIzDzx6gcZnZWm1MppSEoG+9XiNJEpHOkFAQmLNdpz4OP8s168wvr4dAj1ITnXUHfMWhrutRxjjPc1lrWZajaoXuQKTnEBB4ElxT9sMqAgnGZrNBWZYjz4EeaEbDtq7UkEBwDXpwmv7js/+OlLDa4UiDFfAMQLwHJCmAB+uUZHkvgiNpHPbG/dFyIa5rMsm3ngBPxDRIp8md95pkgdfAQW7ueXQ+AfodtCSJ52W1Bkhkz7UnhFWFrmulWkMCzO8pf9OEQMuH/LyPDpuN96bE8cnrAoEghAgRIsSDiGcVdO9Mhw4R4lEHM+iumsDseyxtQnWFQQNDLd9pmka074DWcLvsNDPQOntMmQ6DoJqZdcB38QF8VpdGUt3Wktp73XqTYF93HiII3M0YA74DDjPbfK8eCEaTMcEtj6llUbpSMQxu9oOfPuwrCbq7UxzHWK1WqKpKOgrxWLtmcL0nfA/lVNwXXgMrBvo6KOdh6OnVelJz3/t7TEBPnT5Joqv+TLbExg8mY8adBnNX1Wi299GTNZKXoijUPffdsFiJoEmapJUzN2jCZvWLlSlHIvLbCASv0z2z9XY9Xn7Ge6YJA59VN0Ph5K1OA0EIESJEiPcb9wLHJzElP4p4GGuw9zc0LkSIBxVa604/Qp4nImFh9UDPSSDQJXmgpEgDap/h9a0/CW7ZppIgjUCzLMuR1Gd3IrEeqjafz0cZZQCiM9dmad1/fxgG3Lp1SyoCJAL8GYCAer02Pb1Z+xh020sSF66bHZZInHaJCY3W2gPQ9z0uXLiAqqqwXC5lj86cOSNSF+6NNipPp9ORpMtVHlz2ncbuYfAZcBIdVnmqqpKZEtwTN1egQxwn23tWCclw6+hHLT/9PkMqDptNM+oI5MB7IoSIYJ3zD3hdaZpjvV6jbTdwU5999YhrJODfbBqkaTbyo/Bz/Hmz2UiVhs8Ij0Hi5YiNI0RJ4qdEu3s7JldRFEzKIUKECHE6guDZGPcnit0ffq+/PqlxGshPiGcu2B8fGOvmXYcZ19Z0t4++JgvHtRplK1I9OXez2YjECPDtNwn8aAIlKCZ4BXzbVX7uOE2+ztgTfNJATb+CHv7G/vgkAYCfZQBAJE+6mxHJiW6Nqo3DvBauU2fYtURJt3LVg+K4z/Rj8D3r9VrukZY8AX7+AHX8/NmYaFTN0FWK7m+xjgAAIABJREFUXeI1mUyEOPBaHTB3GXwnt/KmcHfPs9FkZu6NnocQRS6TT+Knh8+RpPCaNcmj58BaDqxLhIxwf7j+NOWz2ai998+Cew79rAN9L/m8u2pLtiW+yYi8uinOw+gZNvfROjtUEEKECBHiYcX2PyWTpEBkEBXbbF6eA1UNxDHsZgNYC7vZwFIuEAB3iBB3DQ3w2cJSa7QdoHTgfbVajbLYgAO0rEA0TSM6fnb/IYjVHgVWJPi97i5Eacgu4ObPulMOgfauMZe/53kIfJldJ8gty1J8DLp1KA3DrHawGkBywXalPJfuvKM9CwSnuqsOwTrJjwb7BOesChBQk6jUdY0zZ84IuWCFhgCbx+T72QqUrUc5mCyOU9kPPSeCoJzXwkw9qw5cl/ZI8LOsNpEcaNkXrwHAtsVqM5IP8ZjeF1JtyYk3R5NAuPX1GAYrhNJLsHwLW5fhj8X3EkXxbVUXJ7tK0HXtyH/hiKN/Xt31JNsKg0GSZCPCeq8IBOE+4lff+ip++oVPPe5lhAgR4kkIkoM4RnzxPOy0wLBfoi+3/xGtWtgkQnx9ATNYDFeuwVZ1mCUQIsQJQmeMCe4ItHWXHIJkehDYdUhnzLXplCCSmXqCOwJhtkE9ODi4TbcPOODMoWnamKsrFyQgOhuuO/HwWrRenyCw73vcuHEDq9VKWnVyH8qylGzx3t6eSK94zZQTEfBTRqVlRrqSwffqPdddeQCMwDAJhZbCaA/CGCw7MD+dTuV8zIrvki9ODq7rWggO4GdCEMgTePM+atkY10mDc9e1Il/ivXIkJJFr5VdPApIRMWAFxZHUCmnq9lNXa1x3In9f+Xy6ez1gGHz7VK6fzwTPw/3y3gK2TPVSLJIu99XPT3CtUCH3p6qqE/8dCwThHvGrb331rj8DCKQhRIjTGFqy86gz8lGM+OwBcLCHm597Dtc+C1z43mv4d1/+FyijBl8++hB+9/IrGP5ohqiZYfq2xfTt8yjePIJ9820Mq7VrzRoiRIi7htbVO8A1KNAawZhh9B4A0n6UIJmgjD4GPU14vV7j6OgInItA2QqlHjTlaiCp5yXQkEqSQqBIMM7zcoCbNpJuNpuRxOjKlStKPtLK7AZ6DRaLBS5duiTD24qiEAC920ZVVy8AjIgQiQuBrs7a079BwqSNsFwbs9+U8dDLwGoH3687BRVFgTiOsVwuxRysJU/0JujqDEmUnuys7yulWO7ZcIC7rustCcm25zfqnng5EMkH75Xbm434EEhQeU5roZ5D3y1JEyj3eU0WEtlbkjW+L0lS8a5QWrXbsWm3jakmLHqv+V+hfu0kEQjCXeI4MhAiRIgnJGiefQxyneTiedTf+xIWL2e4+X3AmY+/i7/84h/jk8XreDk5wg8Xr+GXik/jH+PTWB9NMOQ5moMMe9MzmAMw33odtgkEIUSIO4WWdlBe47LOHM7ldOTayEsARXDJbDg7C/Fnvo/gtSzLUftSHo+ZeWZ3dZtSVg3oh+BANQCibadJWhuLNSjn70lS2FFHg3vKcrgOyqk02NdVCD3oS3e80VIj7Q2gHEdXIHbblPJadZVDVxB4Tt2qU99HnfnnutlpyZl83XuHwUqFhICa1w1AiJR+NpqmRllOt/fXA3RKtLwhvEMUxTKpeVer764xlVarwLhiwnut16R/v1sZ0KZjrke3aXXvHYSU7lZjnJnZy5is9d6Uuq5EmgRAqhOaoJ4kAkG4Q9wPOeB7QyUhRIhTFo9Dy28Mulcu4upnc0yuW6QLg//io7+OD2VXMTctLkQGfdTh0+V3cO2VOZohwdcuPYebv/k8AKB5fo78yhS9ap8YIkSIcehMOifj7hpBHZDfSDaZmWY9VIvmTU4RJqii1EXLXbwB1cqkZr7GbDZ9ADwGDboEaCQSlPloyY+WS7Vti8VigaqqcO3aNSEYWjOv5ymQFBwdHaFpGpw5cwYApH0oqwi6asA92O3tT3BLsK29B5pEcNIv9e+szGjvBdfJY/G+RFEkrVIBjDoqNU2Dvb25SGjiOJIse9M0mE6nqKpqtKcE3vRnbDYNsixHHPuWs5y0rMmY941A7kXbboRkkJDkeS6m412SBHiZlgP/jkQ4n0srMiK2OW1b90wMA+R5pCeE++MGriWj55nH1SSC5KBtvSzu2rVrGIYBBwcHI8/HZJIjSbyB/l4RCMIx8V4rB8GjECJEiKgo8PpfmGPILVYvWfy1P/c7+PzkTZyNY6RIEBuD1vb4TH4VH7jwRVzrp/iD6av4hc/8CK5H+zj4pkGyfBG4cTOYlZ/FoB7AC4fDc3CHIAAFMMrscnAagJFplPprDewJMheLBeq6Fm2/lgBlWYa6rmX+gQbZbpqzn3TLVqEEugTN7OizO6OAxILZdw2w67rG1atXRXK0axQmkHeZ8kaqI3EcY7FYiEdBkx6uBQA4cI2ZbB6T2Wx6Grg27fvwLTZ7qcJoeZKuymj/xXQ6FWJTVZWYu7V/hPp5r9W3I9JFsqGrPLrLkvtcsu0O5P0mBPN938EYfx/4GS2/YZtUt7+RkEhnHDZwg9WMGND1cDS2GuV1pGmy3dduW9HyMxr4HGsfCgmA7prkri2S6pWf/TDAWjcperVayX63bYvlciltWPl8ZNnJK9OBIOxEkBWFCPEExSkDTybPgY99AN3U4ud+5jfxH535bZyNIsyiAhGUJ8IAZ6MIF2KDDyUrfG/6h3jt5Qv43fwVXNs7h+JqhiyOXVejU3R9IR5BhPt9oiDApmTFmEg0++xsVJYlmqaW91C3vSv7qKoKbdtKT312NWKff3YE2t/fH3kNKG1iBphdgghE+V7+bjqdjlpiDsMg5yKQz3PXR7/ve7z11lsCTAmwtS6esxXYNajve6xWK6kGUHZF/wSPwX0iAdKEiaZukg9m0JnhpxyoaRrxIhCcUwpDwuK19y1ms5kcm2vgQDVtDuexdWVFG5aNwWjdNBcDbj8c4RsQRQm6zrdS1ZOXNWnUMwPadoNh8NIw/6xFKEt3X+g/GQZWcZwRndl+Z3omkN/IORmsfGRZPupOtEsKNMHRhndHhDEaxBdFRsiB7hTFCgLgKknz+Xy0lntFmIMQIkSIEA8ijGtj2u3naA96fLp8HfuRQaTM0vE2w5mbFLlJkCBGhAgTE+EH59/GNNugP+hgkwhQOt0Qz2AYc+oI8GkM3w4yEtCvjbeTSTEC+swaEzCyDWZd1yiKYlRlYNa1LEvJjGvNuG4ByswvZSv8nll0Egp+T5BbVZX8TMDbdR2Wy+WIaGiAy2vJ81ymP2tAy2PUdS1kIEkSAfdx7KY2cz8IPrWmHcCoRSuPr69dXys9HkmSjLwSAESSpFvQshLDqgz3lnu5Xq8xDL3IwLyMKELXtaO5FATnrOBo2RgrP7wuXgfX6+7JZksKgOl0qghbJ+TFVS2MyKp43Xq/3PVh62Ew2+pBJs8cZyvw+WPlSEfTNOg6ztjw/wfwvrnKihXi6Ugc5PnhvpOksZJBTwefo5NEIAgPOEIFIkSIRxinCTyZCGY+RztL8PlPfhMvp+8CACYmQQQj5GD3a2pi5CbBz0y/jf/yg/8UH/ngFdz4RCr/WYd4BiPc+3vGLtBkxp/dcLSmnlluAmROyCV4Jthmxp2TeWezGebzuXgRtJlUVwbY+Yh6f4I+dpPhOq21skbAgboLFy5Ie0otddGafRIggj0NTDXQZLcbAmXtj+DXPM9Hg8zqupaZCwT9+nttHN5sNgK29WA6npOzHkgoKHehHIYEgvup26jqNrOTyQSc+Dt+jzv3ZOKH4Olr44TkyaSAMX5atF+r92oA4w5Dem4CiQHf46VIYw+FW1syMnC7Y/kqkX5WB9WZTldr+LOXSWk5lP8M77sevMZ/KkhWy7K8zSNBo3pzn762QBBUBHAfIkSI9xTGwEQGtsgRNQN++OA1vBw3KE2KBLGQgd3wZMFgP8rw0fQmfvT8a6jPWSA9uZksxFMWLg059iGEGIXLfLdoGtcGkiDaZaFbec1nc40Ab+0bcBnbTmQ00+lUWnkS9BIQ0rCsDb8E/jpjq+U2JAw0KwMQoM/jZ1kmvgVm1UlWtFGa7+P5SSZ0hl8TBC1D0VOPeVyCR52NBvxE4F2ipbsr6ZkJuuWpHuqm/QME0VyXbuFKaRE/l2UZisJNQNZkiMZf3SEIwFb/77L1vI+u41AnbWOdVCndegvikVE8STzh00ZgTibWHZYItHluVppIFDVh5d75QXPeI+Ge3UYqErq6ws/rVqb63oy7Irn7W5YliqKQ55Z7PpvNMJv5WRM0Qp8kggchRIgQIY6L+5R3mDxH9cEzWF9McRCvsR9lyM3d/4ntt0PREsQYYHEhTvDzB7+L//2jn0U0LWGrCnabsQvx7IbJMiA0tRqFy8B66VBRFApgOhBNadF0yo5GLqN+48YNMbh2XYe9vT0AfkLxer0GcPvEXIJPbczdNevqykRVVQL06V8gUAYwkulQZkPiQokQgayehjzurd+Ossx6DgDBPD0K1LpTesPXAYxIBkmTl7UY8TDoFp6U7FCGpH0EJF28roODA9kzXiNBMKVFWZZhPp8LqOde67aoTVMLoNcSJW1WJnnU8xS0JEjfK7ZL1SQujt2AMZ6Hz4Lbw0GugySF+8jP0zPBycsARKLmrr1HluWynyS3Wq5FEsu1sQJiLYQEm20r377vZTCebmPbti3qukae76PrOrz22mujvbxXBIIQIkSIEMfFe5AvDWmEPgdS02PAgAEWEQx6O9xWRSA50OblHha1jRFFNmSNQ0jYpgFOkZruNIRux6mzydrw6fvAD9JGlPKiNE1FogJAMuEkBLuDzUg4KMmZzWajc/E9u+uh5EMDdQDSPUibnQEvi9EAWM8Q0IQFgOjwdXtUDdQZepq0nvBcFIWAUsqsdPtPfo5Eh4Cd10FDOE3WGoCy6kGiprsp6Q49JBh6zymLcXsKyeYztO9By5R8RScZdWzy99jCmLEPhfeboBpw52PouRpRlEh3Km049/dyQJp6uRqNy23r/wInSSoTrrUUSJM1dj0yhkTEJ4p8daMb3Wf3zABlWUiHKkrGuq7DuXPncD8RJEYhQoQI8QDCbP+TamcGqenQ2kHA/50kRgMsYhMhNhEiGKSIMTUdsmz7n8EdPndqIooDkQnxWIKgjJNmmVmnQZXArGkarFYrXL9+XSoAHHqm/QKUeWiwp3+nNfJsd6kBq26Lqo3A0+lUqht6bVq6o+Ur9FBQ+rNLGAAPILVxmFIldmvSf5hZ59r0LAht2iYJ4vlpENYgn+SD10pioSU12hStpUUE71zHMLhBcFevXhXvQVFMZE+9eToSQO332K2FshpdUWnbjdyrvu8EIEdRJJl8kpHdaoD+HaVLvHa+f3fwnpZgdV0ve8KpzVEUjzovUXZFeVEUGal86MFy+nNxnMj0Z+4fTc/u956YsRPTarXCzZs3sV6vpZoVTMohQoQI8SjDWgxVjcn1GlELfL16ET0shrukffk7VhIA50UAgLpOYdvWtTk9rWEMTBwLMQrxkCIQsGODgJqAz1rKb3yvfZpFF4uF6PjLshwBZt3Jh9lW6siZOSew4nsJxgjytO4e8FUADgIjwKcMR2vMdVcbyncmkwn29vYEiJOgkDSw2qC7CbGzjs6GUxOvzdq6KhFFEabTqRAlSrX29/elBel0OpU++rxGymo0KeAeatkVSZK+Rt1tiQThxo0bqKpqu++RED2ugevk8XVbWxIW3gNHnPxAtzTNZN9d9WcjHguSFK7LmZMH0ekXhZt2Xdc1hsFK1YAeBv2caGIGYFQh8HKsQe6p9qpEUbxtsdpvv/rKhJMSjSc187n0FSVPuDif4ejoSNZy48YNIQr3Y1QOBCFEiBBPdzwigGX7HvGNFeKNxdeXbirygON7TpMUUIbEn1vb490hR7vMYJvNsZ89NWEtEAXw+tDjNHXqOoWx2Wy2OvNYsrVOZuMGXJVlKQCYAJsZcgJ56tjTNJVsMcCJtt2ouw8BJQGvzj4T8OnWonp+AOClTLvgnmvk+gjs9ee0YVdr+QlitTSIx6EMC/BdlQhqoyhCVVUwxqAoCgG0u9UHti2lXn4ymWC9Xo+y2cz2AxAixj78XDv3m2SFpEebv631nYc2m0aAMLPxvFbAV1LYKclsZyRMJhOZuqxlYjQvk+CRFAGsICVbIzG2YL0d3Q96U8atXn2r0qapR21GtbnZVVTy7R5STuafGdcNKRlVDdya060HpVbHdOdzMqxB2qHyWaR8jveQZvw4jrFcLk/8dyt4EFT89AufCp2MQoR4GmKXFPBnSnbs8OCB19BjeP27OP/VEl/50sfx3/z5Ff6Dc7+FH8g65EhukxlFMIi25mQA6NDjrb7H37/yFzD/WgZbN26d7yfu02h9v2E3mwBgH3TwWQ37etfQJmGCSpp6qd1umhq3bh2OdPMEe/QA6KFeGqBTEkSzse4ew/dwABkAGbBGaVJZlqNzUt6kh6xprwDPTwA9m80wnU7FnAxAPqMlVQTH/JwGppwIrVuM8jgkDszQa+kVQSaDwJjGWX6O62W2H/A+AJp+ec3aJ0CSxMFxL730EubzmQw5c+9zk4z514CfocxIG6YJ8mn8Xa/XKIpiNPCt730XId01ifMO3DMVCanT7+EeatM6ACFLlAqlqXsW2najuiKNK1Ta9Mzr0kZ3RxoS2dddv4mvznjfCj0VAFTFw1VnKCmiDIxzM04SoYLwgOOnX/jU415CiBAh7hR2gImcNOZhVBZs2yF67TLasx1++V/+AH6n+jCWth1VCfod0B/BbH9vsR4S/NbrH8Tkhn0wJOZhgsyHTD6e6TBRkBbdIwjmHVh1WXoaW5lRHQaL9XotGXwCa5pX2QpyPp8LwCYQJNDebDao61oy2avVSrTdi8VCjq/NxJQerddr0b/ToMz3EQASPA7DIKCccqHz58+P2qySRFDaMplMMJlMkOe5AOI0TUWaUxTFyE9RVZUMGCMp0jp8npdeAb6+t7cnx2UbWIJWvo8Zfl350PIo3WqV56UfwxES3h8/EI2ER0uWeO8p09HSJsqgJpPJbXKmrusFhDN8dcYNOOP941e3Pr9m94x4ssZr9aTUyHPHCoOWlJEAcdIy9wfwcyC4ZC1Zc7/z8xTcdXZSKeGaSCRJkm7evDmSYe3uyb0iEISdCAA/RIinJEx0rMnXDhZ2eEjA1g4YjpbIriZAbPGvli9iYy1a249Iwm41YcCApW3xpfXH0NYJyivdw1tjiCcjTrtB/RSE7lFPeYf+nW47SXClQbhu00mQHccxVquVAN/pdCqZaALQqqrE9Kk7A/H75XIpQJSvcy3aoKwrAIDPJvPcZ8+eFdPwdDoVAM73uXkBhQBQBuVU7IlPmROvmbIs3RWJ1RAOTdPtN6fTKS5evCgVCd0ylOvWhu889y08AW8oP641KasWlHDF8fi557l05l5XPgjeKaHRLV11dYTr03MxWJHx/g2Mjq/Jpje122270WFEKtlulFUFGqR9e9pu+7x4uRifJT2YjediW1OSQr2Pzv+hB+d58zyvS+8dqyE0dJ80wr9Ax8R7JQmBXIQIcUriTlkSy8z8Q5AYbY9vuxbP/X890qspfuObH8MXq1dxY9hgbTfo0KNDP6oiDHAE4p0+xi9f+X6kb+SY/snV9y8vCvFkhrXA0Ls/Ie4Zvk2kk6XQkBpFRlpW6n7yup0kwSGz0fzD47JLDnvzM2NfliXOnTuHvb29kXSGx9dym6ZpRMNPydJu9yMAkg2nPIRDri5evCitUrU2ndUP+iYIjtk9yA3Imo1apBK0U2q02WxG3Yyo7SeA5XFJcLhXWZZhOp2KAVl3VGI1ga/r7ku6CsK2r9xP/x4v42H2ntUDTjrmQDreKycfcoCapIfgnYZn7h/bn7ISw3U7QD+MnhENpvu+l/1xA9tyAd76urSsKU2zLanopWpgjF8vq0BJkspnxiQqk31hxaHrWlTVekQI9bPGrlN5nuPChQt47rnnxIjOvwMnjeBBuEMQ7J/UkxDIQYgQpyREw30HEvCwZTHWovil38NHvrCH6vMfxd994+eQffwI/+kn/jk+nF3F1W6Ovzh9HQDwVpdgZVMshn387S//dRz8xgQf/uIVdK9/93TLd4K86NFHkByNQktLGDRzpmmGtvUdbygX0lpyAKM++ZSf8D3MRBPcHxwcyHmqqpKZCuyOQ7kKO+Twe7YL3QWuXC/XQQDHybwAUBQFLl26hHPnzuH69eu4fPmy+AB0prqqKumYNJvNcOHCBaks1HU9Av40BO/q25l5ZstU7fHg+/k95SokXqy8aKJA6Q1JEYfQ8Tjz+RxFUeDs2bMyhI3X70zMG3CiMc3LUeQIEfeH98yZil33ImO8dIhTkXkdJAmUNrlraGXGAistusrDKgSvI4pcBn+9XgvBGIYeSZJuqxOxeDK4H0niux0Bvu0rzdqs8vC55rPhZUcDsswPTpvN5kJy9HNEGRSvgYZktqvl7IiTRiAIIUKEeLqC/0s85jX0R0sUX/4Gnp98HN+dz/Dfv/GXMMw7PHfpFtYf+G1caffxK299D67fnKOrE1z8QoqzX7kJ+9aV0109eNx7+yxGFMOEgv8oCFbZlhRg1t8P4NIZd/oACBD5OUpdfDbaZa1Xq5X8zGw9QRvBuNa0c2ow16Vbex4eHgpJ0AZgZtIBVxGg7Edn2Zmxf/7551FVFQ4PDxFFEWazmYBO3QGJ5maCVxqFCS55fEqnCJxpAKbkR3sE2BEHgMiPAAiJokmaVRDdTnW3asD3AX66sJbF+FayXhYWRQbWunOz2qAJn9PnD9ssPLBarbb3zM860Jp+Vlrca35Cts7i875oqZonBN4v4qpQZkSMJpOJ7AGPp83oJHd8jXMTGNwrvxZ/3zj0j+1NWRHh86+H2PG6KWNbrVb31eY0EIR7xL0qCaFyECJEiGNj6NEfHmH6q3+IV+vvR30uwWaeosUF/I/TvwIbA1EHHBxaFDd6zP/wbfSX34Ztu9OfnT/t63vKIspS4OSJv2cifE94D+SsHQQUpmmK1WoloLAoCnRdt22JOp6BoDPjzKDTc3B0dISDgwMBwaw6jHvVd/I6wbDOsNM8zRkMfK9uVUqAzvafBI3M9Btjtt1+5litViOSw9+XZYmLFy+OzLyr1Uoy/LxWLa0ioNczGrSxmBUUbwCP5HeUKGkAviuZ4lA53RmIngDuwTD0Qq4og2L1h+vfbBoxfzsQ3Ik0Rxuj3b2pRhURgmZ2CLLWSgWAHZFIXij/oT+ChIjX5VvN9iN/AqtABPy6WqXvL89TVZVUOlixYdXEEx8/SRrwQ/O8f8LtA/clioysTXez4v3YbDZYLBYn/jsWCMIJIxCBECGeoDgNVYTtOoamQfHlb6CcTGBnJZAmaM9NgdggXrWAtYgO144chLahIXbDGCBNgVM+FuNxBDPNWlMex/F2IFZ7G0A63uxppGpAUEpgSWnRZDIRIM1uPRqE66yzltnoTjscXsbzRlEkVQq28GT/ekqBeA0kMNZanD9/HufPnx91IeJaqT3nusb7FAtxappmBH71HwYz/fv7+3KNvL6iKFDXtcyVYCWB59LXz25KWkLEOQl63kLT1GgaPxSsbTdoGiv7mqbZSPMfx9kWyPvWnwTn9A6QlPhsvvc36O5CnHS9K4/S3ZJICCgFMsaTFV7rLtnksVg14vm6rpVnj3u7S7ZIesb3uBfZFU3QNEdHkcGwbWyRZRmq6v9v71ya4zaSIJx4DOZFOsKHDYVP+/9/ky/e84Zo8zEDYPDaQ89XXRjTFuVYS5RcGaEgTc5gGt2wVFmVWdVZ5ynM9FSg3oogCIFA4PvEewm0l0XTb4+SHo20lPar6z9IX2dlfw3vZV//CSgrlbutiqqUPsNc+E8Bsw8kWZaXtqMErMgruq5b9axHYkK2nwCPwBidPNdgYjJ6ebLwfrovxlky53gavM6ftREEEkwypIwMOpUPnwH3n1kUhe7u7uw+yCzzOZAGWn76zjzH41Hn89ky2mSqGTJG9hxihLSGoJn9IehFbgP5oWIg5fad/p7u7+91PB4sSE5nIpNKpcB5sbV7yYwnYlIyNY/jcH0G8mdyX2ky8bKq7uANgSDl16cKlJcX8Vq+pyMRswqoXOBTuDUbs/6iyOZvb0rmjJN5Oc9JyMZ6nuPGCIiUJjXv93u31kzMLpd0Pj/++KOd1/l81sPDg56ent78/1eIGgOBQOBLIYll859A4I9QVio2tYr9TpoXxdOyBq0tc0a5WvkFCOZ8dr7v+1UmH/kH17udXizJAj8pkxDIAO8jAEaKg1zGdzjylQmkTPzOG4IZaIVsie/9XAYkSHyVcoXEV018a1D/M4J+wJ4RTHrtPL/LgW5hgbU3xXojtt8TSFDTNOZxYI+ZdSBlXwBkjP2CwHkig+yq69rrvTR2RhCZLPvaWPWFgWicG3vDz5clt6HFHCzJJh/njkK1XZOz7vvOqgdk95NJurg+c4m8pE5L6+5LaZ+bVQUHJOKU74975LlM1bNc/UjPQJaRIQWjm1Z4EAKBQOA9o4guQIE/QVmp3O9U7LZSWWmZ3v6P+j8F2Xyasrlkrcng+3kCBHa0GvUeAx/EY4I9nU4r4sCU5NxVJmf1yS5nDftkunZPCrxpuWkadV1n6yPrzns8cZGSh4HKCPp1KZMCAmsfyGf9emGkAx+BlCc/e138sixGcLg3iBYEQNKKYPl95vq+E5L3LXCv9/f3ZiZnv/AIIONJe9Sqqmqr2rB/dGjabqkIzdrt9tZdianQXh6UpiRvjCx6wtE0WyeRmkUX2tSZKBvfEwHKMw8ggelzZ03TxYhm6qR1sf2morDZZDlWUSSJ1DTN9j6eE7/XmK99BYRnGqIA0cgTpiczyH/8+FGn00nPz88ma3sLgiAEAoHAl0aQg8CfoGw2Ku6OkqTl+eXbMK5/BSClRkVaAAAQsUlEQVTXIJi9XHqTYPhsfNd1Oh6PGsfRgm2vx/fzCwjAIApJz92uKgcExZhDCTohDrcdgyAuBN/+vQR1Pks+z7O6rrOAEZ0+JIJ7wuzM3AEkLlKe9Ov9FpAIKgUYr5Fd0da1LNNwNNZCRh5fBHtM9pzstm8lyl7RnWmaJt3f3+twOKwqNEWRDb/MCmBPUwANMRhVFHlSM6ZfyMIwXOy67OswXFRVtQX4nqRxTl4elb6WSkPQNquOTQBjMp4UP6OBKcmQifS62eRBvI/PS2c/r84lDTYbtCxrX0NZpqC/adJz3nWdqipVHrycKZOftA8PDw96fHzU+XzW8/PzqhLxKQRBCAQCgUDgnaCoa5U/fdDyctb89HQlB+E/+COQfU6Z09yqUpJVCHwff35GkOyn7foKAfp9PoMAndcRqPJ+r//PWeXJ1kM7VYK+w+GwqkT4IVtUBKgG0HmGQF+SBfCQDn7PGj3hyVnoLD+SZMbm4/Foki3Wxn1zXe7LB6EE6X6isPcL+Cz3Tz/9tCIQvkUsr5GkYfBSmrwnZOTxfFD5YK/R9UuyigPyIqRoXddagA9BopKzlqk1RgLplkTFwHerIqPP+4uisrkGvjLlvSiY3LNPIQf3vr0qHZWKonTXKHS59BpHnlP2iang84rw/vzzz/rll19sP9n7tyI8CIFAIBAIvAcUhYr9XpK0dJ107UpSVNX76Mr1jkBGGJNykpFkvf04jtrv96sZCZ5MEGQS6NEGElOzJMvA834f6PkOQATIPjCU8sAu32GJYA55kPca3MpxfDWE7/k8jLG+xapfM/MCuMfdbmcBNQE6BIIAdLfb6Xg82v16EoXEiCw3BAmfB8GtN0P7qkrKrhdW/ciVmKTpZwowVYJE5i5233gN/NrYW0+AyjINjiPoTpKzWXS8SoRjMi8DnZgA9wGhRBLkz2AcR5NnpSA+VTh8G1KCdP54+Q/P1G2bWgliReUkD4rL3anyNOuiSIQKP8o05anZT09Penl50fl81svLy+9mT7wFQRACgUAgEPjaKAoVVaWi2Wg5t9IwSMusogxi8BoIqOhMVNcbM38SiNGRh6w5wRtZaa/npoqQjajVSq8v5YCfoI4g0E9ExuPgTdKS7LWQCP+9n6LrZUkQD9YIifCm381mo/2VVJKZ5r4I7rk+EiSqCwSatx2dbonJNE3qum5VERiG4eolKI3osKe+hWiWSOU9oZ0r2npJTn6VJDaXy0V3d3crX4Y/dx9osyaIA7IjgvKyzFUeKk273e7qHxlXLUm5D0gHZNLfGyTSV62YxgwpYr8hqLkL0mSmYggYJILvvUwrEZjCCADXYxDcPC8W/Ldta/KscRytOgIh89OX34IgCIFAIBAIvBcMo9R2Wib3D3kR/1S/BmQ8SVIyaLNplFpVItvI7UMlma6fQJugja44Hr57Dtp/KWvIj8fjypeQ226WJr0hSOY6Us4aZ7356DLAuRuN73bk5ytwvb7vtd1ubTo0X+k8JMkM1ATHDEwjyIUQ9X2vl5cXPT096XK56PHxUafTSbRE9S1O+YrJmd/xh73jXpdl0d3dnWXRbwNmtPa5AlCprvOE62madDq9XKsBF6v0DMPl2tFpXJEnn7FnvVLW/GNipvJSVfXVBwFZ1OqcqT54HwadpFi37+jknx9mEHC93GEIP0Fj1RJkaOl102oNfvifN9xzXzxHkCiIgvcbcP+QibcgPAiBQCDwPaAoUiC5zGFo/dZAVFJVmvte1kZF0jIvKsrwILwGgkifaT8cjur73uQhff9iAeThcLCgiYBuWRbLwJNh9i1KvZyEgH0YBvV9b8EuWXI6HfmKBAElwbQnJmS9CVw9CeD9dFYi0CzLUrvdzoJ7CBByGoZj+Xvxcxhu/1vSyjy9LIvdG21hvVyH1/pBdF5+RZvPuq6vhKTUbre3vaSigeF2nidrI0rQzecQzKfgfDCfQaoMDFbR4UyKQpbRT3s7axgme78kqyr5ScjJIJ1Nyuxzet2issxSJp4332nKkzDIZqqEjPa/tvc4eC+An3dQltWVbOSKDhUXqg2ehFER2mw2enh4kJR8N33f69dff5WUiCzv916ZtyAIQiAQCHwPWBZJQQ6+ecyLljnO8K3wrT0JxgnUfAbZB1QQiMvlYlN0yYzngG1emUYJDsnYIhPyvoJb6ZDvLEOwLv2+NSXBvJdEEUju93udTicjI34Wg7QeroWPAJD19sSAvYJE0BIU/wXGZdbvs/EEmkxiZi1UCtizqqqsWxF7kLPhuRNUIgRZXpX2PZuBWTcSHrr7pGx7Y6TJ77eX6xRFrqJIMvNx8gsskibzNRD4e18LJEOS+RXSbIM8WyPd26xpmq1bks/yewN3mvpcrTwHfpAc7/GD7/A2LEv2fVDx4Jn23aXmeVbbttYWlzOStGpV+xZE3TIQCAS+FwQ5+PbgM3rT9GrHokQY4mw9MLv6/vo5mKycP2D9M7LYmHQlrV5PBtwbbAm6fcbf96uHkPCaaZr08vJiUhSCbsgKk5NpYyrJZiNIWnUmkmRaf64npYDaE4q6rvXDDz+sZFO8Jg8Km1YyH2+o5d4k2bpuM+W++07OsKf3YoqmUkOlIGX1K/NM3AbDSV41mnG4abbWx/+2JagfUEbAnozW6wx+JjlpZgSDyvCIIGGapkR2mG9Ae1kC8PTZpZ0Pa0iflY3vZVlps8lyoUQemtWeYpJm7xmidvv8+S5aiWwgl8sVhGRGzv4XL0PjHj1545njOXkrgiAEAoFAIPC1UZRabqsHy5wJQ/CDFZYlD+MicL5cehdokhnOGWmy237QF0ZeAmopG4rJpPuMPgZhNOM5eK1WWW8CSjL2fhIxwRvZYgLr/X7/OxKS7mFcdbnh513Xab/fWzWATD6SKHwMtEr9+PGjESOkSl6/z72zP7cael8FQLMPAYLcsG95aNp6enA2ac8W1FJF8FOwkf9AiPAcsNd0YCLwTq8ZVuZk9vRy6e0zARWbsiSTPxvRZBIxk47Zd9qeEnSnytBgzyBG7vRc5SAd0sl5pH3C9yAjbXwW39OZK08AL+17jNc8w0jh2rZddciCwEGEfMemTyEkRoFAIPB3o4jJyYFXgG9EWlcOvCk5DMqvwgdOTdOs2o6CW9kJ/fAl2WyE3W4npvP6ILnrOh0Oh5W0xmd2PXzFwQfzfmCYD7Zv1+gDR/4bbwRBP11pCPy9rty3HWX9BLun08m67pBdZ6/YP0m2ftaObIXP8wSBABkS5udJVFVlXYTI3s9zlhKdz2cx4Otyueh4PF4JWmEdeG73aJrS3ngiBAlgrRCb1Hp0WnU1qqpa5/NZdV1pmkYzRg/DxSRG3h9Adn6326vrWtX1xj03uYMVpmNIgZefDUM2lrNe1pyIJfMaMlGEwCxLsSJJdJlK+yv1fadlyWd0Op00DIN1LfKm9lt52OdIjIIgBAKBwN+JIAeBP8OnhqAtc5CEV0CQ7L+SxSfA3+12q8AZGUoerJb9C+j1pWw6vm0tirTFty5tmsZ8DwRyBNVo0JEHSXKTfwfTu3uvA9p2fAtN0+j5+Vmn08lM1hAGpkPjPaCy4TslMQRNyj3w2S+udSvbQe7kCQ5kZJqm1TUhXVVV6f7+3oaPpf1ObT3remPB8W63u84pGO28+r6zoWYpa16uTMRVlQ3Ubdvq/v7e1idJ5/NJu93e9lzKXZLYC+Y7JPlNeb2fXAnxlROC+nS+21Xm3ftNmLFQFGnd2+1uZSymatI0jTPO55+37VnLIqu2lGV9Xfto8xdAUeR7St26FjcDZLZZB74Sxjk/PT3ZuqLNaSAQCLwXBDkIfC68tIj/Dqzg+8XfBoV+4FddV6sAmIDaZ/kJ7CEEPmiENJDdbprG2oVCSnwXJbLqXtbEddH8t21rQRzGYAJg5CX4B06nk5ELgne6Jfme/MigvCmaagakiMFxfBaEwsuSWBNzCrgvXxlhX5Ah5apD7chYamHK1F/OyMu1kHaVZWVSHTL0aP/Xht6UfW/b1q61LIvu73+w19GhSJKdFwSNffREgK94Hsi6p/vM7WlvA+xhwGReXQlBszIKpz2oVBTlah5CqrbUKorkZ4BoeDK6LLmjE88R+5La4l7sPRBMb25HbkQLXd9Z6nMQFYRAIBAIBL40kBf5trSvtSBMbVu+7Nq+ARA00lXGVwB8VaBtz5JSMEkgDSAXBOne2EtmHPkSVQGCTbLIBH+3GWve+1oHH67lM/NUM5CilOV6IjBVDUkW2CMR8n39IQde8kNPfj//gPUD3wITyQuyK+RO4zia7Mp3J+Je8XuwHu/hgJjVdWVtZb3BvG1b9X1/Dd51bYE6W9ckSEbTlC6QThKftI+pUsF167oyosVrva8BMkbF53wer89LIh9rM3Fp9+H9GhALZEbp9aPtTQ7+15O4pynNX4CU+YoUz0n2d0zW7hYiOo55Nkff9xqGQW3bar/f29nxlXuFzPqqxKcQFYRAIBAIBL4WbitMUXF6M1InoDQcLQegOVuaSEFqx3k8HleZb4Ljsix1Pp9NAgIBIIPuW6DyOx+Ae1MxGngpm319Zp/AmvdQpej7Xsfj0dZOgMi8hf1+b4H93d2dDoeDpDwoDpkQf5AX5ex4XosPuP3QLN6HjIh9wfQKsZFyq1WC4KyPz/6JVEFYVsFpCtor+ax9nkuQu/Jst+shbOzrZlNbEJ0qF6WRMTwO/rz8mpdlbfDmHPCicD90l8qyo9oCeD+Vm5am7J0PvDnHNLuhtp/lWQTZt0C1I5GhfJZ0dmKoWiIzo8qyMHLRtq0Ymse9c9+cNffMc+hJ4acQBCEQCAQCga+B+Sab9xo5KKvwIPwBmKiLzMO3MuW/q6rSZpMkM8fj0QJxAnCCQoLetm1Nq4/UxpuTy7K0TK3vVuRnE/gBaQSCzA3I7TNTxplrvCYJgkQURWHrXpZFh8PBiAKBJ9diXfgYfLclvr+d+Mta+Dz2hNexHz4g9tKrDx8+XH0JeXjdPC8rEpQIQsrKn04nkxNdLpkIULEg686e54rM1rr7IBfyhIBg2PtEIH6JyIxGZrgGwTT3lz0eDGsb3T7lc+N5IdjHYMxnpKrN7nqmmXywZs6rKEonLavcOeTfFUV5ra7U1z+521Hbtnp+ftayLPrtt9/sXHhu+UymiHOWb0H8rRMIBAKBwJdESIb+L6DXPRnWFNyOFrARqJG1JjvsOwDdTjBmcJo3DSOF4SuThsnK5owxn539BK/NEvDdh7wPAEmN7xK02Wys/SnXJ0CHwPhhcF4GQ/ck/3vfLnW73epwOKx8EpAq/BPemO09Gr5akGVSmcCkTHduI+u7IHFWWW8/6nQ6mZ5eSm1HfSUgy2Xm60Tlya5LhWMYLtcqBPMaCruGH8qWKkC1ETruYZpGt1eL+QU4p/3+YJl+H+Snvaqu+5olaLcDz26D97yf06qyheyNM2OdqWI0mpTr8fHRZFmcra8QYBhnToU/g7eg+KwXF8V/Jf3nzW8IBAKS9O9lWf71tRfxXhB/jwQCfwnx94hD/D0SCPxlvOnvks8iCIFAIBAIBAKBQOD7RkiMAoFAIBAIBAKBgCEIQiAQCAQCgUAgEDAEQQgEAoFAIBAIBAKGIAiBQCAQCAQCgUDAEAQhEAgEAoFAIBAIGIIgBAKBQCAQCAQCAUMQhEAgEAgEAoFAIGAIghAIBAKBQCAQCAQMQRACgUAgEAgEAoGA4X96zUVOuAhe/gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 864x720 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mask_cells = []\n",
"for case_id in [45, 8, 81]:\n",
" cell, mask = val_ds[case_id]\n",
" mask_cells.append((mask, val_prob_masks[case_id], cell))\n",
"\n",
"_ = plot_mask_cells(mask_cells)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our UNet is able to predict the location of the nuclei for all three types of cell images!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Whats next?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this tutorial, we used `skorch` to train a UNet to predict the location of nuclei in an image. There are still areas that can be improved with our solution:\n",
"\n",
"1. Since there are three types of images in our dataset, we can improve our results by having three different UNet models for each of the three types. \n",
"2. We can use traditional image processing to fill in the holes that our UNet produced.\n",
"3. Our loss function can include a loss analogous to the compeititon's metric of intersection over union."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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