{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Viewing inputs and outputs"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"hide_input": true
},
"outputs": [],
"source": [
"from fastai import *\n",
"from fastai.gen_doc.nbdoc import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this tutorial, we'll see how the same API allows you to get a look at the inputs and outputs of your model, whether in the vision, text or tabular application. We'll go over a lot of different tasks and each time, grab some data in a [`DataBunch`](/basic_data.html#DataBunch) with the [data block API](/data_block.html), see how to get a look at a few inputs with the `show_batch` method, train an appropriate [`Learner`](/basic_train.html#Learner) then use the `show_results` method to see what the outputs of our model actually look like."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"hide_input": true
},
"outputs": [
{
"data": {
"text/markdown": [
"
Note: As usual, this page is generated from a notebook that you can find in the docs_srs folder of the\n",
"[fastai repo](https://github.com/fastai/fastai). The examples are all designed to run fast, which is why we use\n",
"samples of the dataset, a resnet18 as a backbone and don't train for very long. You can change all of those parameters\n",
"to run your own experiments!\n",
"
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"jekyll_note(\"\"\"As usual, this page is generated from a notebook that you can find in the docs_srs folder of the\n",
"[fastai repo](https://github.com/fastai/fastai). The examples are all designed to run fast, which is why we use\n",
"samples of the dataset, a resnet18 as a backbone and don't train for very long. You can change all of those parameters\n",
"to run your own experiments!\n",
"\"\"\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Vision"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To quickly get acces to all the vision functions inside fastai, we use the usual import statements."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from fastai import *\n",
"from fastai.vision import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A classification problem"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's begin with our sample of the MNIST dataset."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"mnist = untar_data(URLs.MNIST_TINY)\n",
"tfms = get_transforms(do_flip=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's set up with an imagenet structure so we use it to split our training and validation set, then labelling."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data = (ImageItemList.from_folder(mnist)\n",
" .split_by_folder() \n",
" .label_from_folder()\n",
" .transform(tfms, size=32)\n",
" .databunch()\n",
" .normalize(imagenet_stats)) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Once your data is properly set up in a [`DataBunch`](/basic_data.html#DataBunch), we can call `data.show_batch()` to see what a sample of a batch looks like."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.show_batch()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note that the images were automatically de-normalized before being showed with their labels (inferred from the names of the folder). We can specify a number of rows if the default of 5 is too big, and we can also limit the size of the figure."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=3, figsize=(4,4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's create a [`Learner`](/basic_train.html#Learner) object to train a classifier."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 00:02\n",
"epoch train_loss valid_loss accuracy\n",
"1 0.530551 0.120395 0.961373 (00:02)\n",
"\n"
]
}
],
"source": [
"learn = create_cnn(data, models.resnet18, metrics=accuracy)\n",
"learn.fit_one_cycle(1,1e-2)\n",
"learn.save('mini_train')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Our model has quickly reache around 89% accuracy, now let's see its predictions on a sample of the validation set. For this, we use the `show_results` method."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.show_results()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since the validation set is usually sorted, we get only images belonging to the same class. We can then again specify a number of rows, a figure size, but also the dataset on which we want to make predictions."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.show_results(ds_type=DatasetType.Train, rows=4, figsize=(4,8))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A multilabel problem"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's try these on the planet dataset, which is a little bit different in the sense that each image can have multiple tags (and not jsut one label)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"planet = untar_data(URLs.PLANET_TINY)\n",
"planet_tfms = get_transforms(flip_vert=True, max_lighting=0.1, max_zoom=1.05, max_warp=0.)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here each images is labelled in a file named 'labels.csv'. We have to add 'train' as a prefix to the filenames, '.jpg' as a suffix and he labels are separated by spaces."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data = (ImageItemList.from_csv(planet, 'labels.csv', folder='train', suffix='.jpg')\n",
" .random_split_by_pct()\n",
" .label_from_df(sep=' ')\n",
" .transform(planet_tfms, size=128)\n",
" .databunch()\n",
" .normalize(imagenet_stats))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And we can have look at our data with `data.show_batch`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data.show_batch(rows=2, figsize=(9,7))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we can then create a [`Learner`](/basic_train.html#Learner) object pretty easily and train it for a little bit."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 00:06\n",
"epoch train_loss valid_loss\n",
"1 0.801522 0.747786 (00:02)\n",
"2 0.734977 0.702085 (00:00)\n",
"3 0.665771 0.608365 (00:00)\n",
"4 0.604124 0.462342 (00:00)\n",
"5 0.553832 0.399360 (00:00)\n",
"\n"
]
}
],
"source": [
"learn = create_cnn(data, models.resnet18)\n",
"learn.fit_one_cycle(5,1e-2)\n",
"learn.save('mini_train')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And to see actual predictions, we just have to run `learn.show_results()`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.show_results(figsize=(12,15))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A regression example"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For the next example, we are going to use the [BIWI head pose](https://data.vision.ee.ethz.ch/cvl/gfanelli/head_pose/head_forest.html#db) dataset. On pictures of persons, we have to find the center of their face. For the fastai docs, we have built a small subsample of the dataset (200 images) and prepared a dictionary for the correspondance fielname to center."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"biwi = untar_data(URLs.BIWI_SAMPLE)\n",
"fn2ctr = pickle.load(open(biwi/'centers.pkl', 'rb'))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To grab our data, we use this dictionary to label our items. We also use the [`PointsItemList`](/vision.data.html#PointsItemList) class to have the targets be of type [`ImagePoints`](/vision.image.html#ImagePoints) (which will make sure the data augmentation is properly applied to them). When calling [`transform`](/tabular.transform.html#tabular.transform) we make sure to set `tfm_y=True`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data = (ImageItemList.from_folder(biwi)\n",
" .random_split_by_pct()\n",
" .label_from_func(lambda o:fn2ctr[o.name], label_cls=PointsItemList)\n",
" .transform(get_transforms(), tfm_y=True, size=(120,160))\n",
" .databunch()\n",
" .normalize(imagenet_stats))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we can have a first look at our data with `data.show_batch()`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.show_results(rows=3)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A segmentation example"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we are going to look at the [camvid dataset](http://mi.eng.cam.ac.uk/research/projects/VideoRec/CamVid/) (at least a small sample of it), where we have to predict the class of each pixel in an image. Each image in the 'images' subfolder as an equivalent in 'labels' that is its segmentations mask."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"camvid = untar_data(URLs.CAMVID_TINY)\n",
"path_lbl = camvid/'labels'\n",
"path_img = camvid/'images'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We read the classes in 'codes.txt' and the function maps each image filename with its corresponding mask filename."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"codes = np.loadtxt(camvid/'codes.txt', dtype=str)\n",
"get_y_fn = lambda x: path_lbl/f'{x.stem}_P{x.suffix}'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The data block API allows us to uickly get everything in a [`DataBunch`](/basic_data.html#DataBunch) and then we can have a look with `show_batch`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data = (SegmentationItemList.from_folder(path_img)\n",
" .random_split_by_pct()\n",
" .label_from_func(get_y_fn, classes=codes)\n",
" .transform(get_transforms(), tfm_y=True, size=128)\n",
" .databunch(bs=16, path=camvid)\n",
" .normalize(imagenet_stats))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"image/png": 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Jk9J7NRvHtWvbPPfsJR548GF/jpCvSgA4HUwJh1QSYxqsjZkFoFqU1FWFbhoeFz+JEIJ73XvRRqNMFq4MkFMIpMtUFuJr2mGw1nKXfg+6aUJUufE2l449xNF+7n3svW8RdtPO36QWtXrRMluIX+LL9rBd0HgkgMXZsOmGcyxhM5fSX2ujO4FI9qK4kUvpNSXr2t8SvOmcZyThAaPOJEVwQiDYdqz/7bjy104+LDhsz/Z1XHkRcV/xjMQ5pGtjjqImZ5dgUtFhOCLYJLzziwRk4D2iFalltPetmNLNpEc+/wTbu7tsbx+QKZVsu9ZqykXps47gX9OirqgWNeORZ1xSSvIiZ1AUKJVhRIYQwn+3/hxjDU3j46D2dnc5c05y7twGZ89usr29B8DBwRGPP/YFzpz5Pu74+u//sozDl5NGo4K6MUync+zY4l5CWSoXFZd//Xu4cvVZpBIU4X3JT30Kax3zeZWEVAjITIDwhAwZY5Rqsz1EKD2uf4kXPkMfrLM0jeWZX/8/uXDhJwDY3Nxq1+0roFPBlIQUGNNQzudIqbhffsAfF2BUw5P8NM5Z7mj+FE74IL08DpwQGOMDvlSRgRA86X6avM6R0bvMBSlNSoQDawxStdqSP6nboxOxu2Mwnohb+DFUL/weX3TYuVM4TjCyRA2nBbs69014exukGm8dJ5C1DiQIJ4MmJHBBEk3Ki3UYZ5JW0+1q+9ffO6YQckQozSVNxDiLTJoZCUZ0rtPSEv7Z3rNjE+p5OKaERcETL2I4svP8gVEhes/lby+/aLvCil4dTacLyvIFrPVG9riGJqMBDpjN9hmNfQovawOTCV4MQkryTKKkIc8hk4WXuJVADqIzBGhtUCqnrDTbN24gnOH82U3qyrezf3jE1avX+L1HHmHylj3ObH5xMN5XGjkc62tDPio/zVe9cD/2Vgscj2UCKBc1R4cL9veOWoESv1SVChoQYe8IgnPMhJPnOVkHHmw9kVuN2NkGY3WA8mMWFsvh4YwvfOFRAN76tq9iOBzSBw9fnE4FU7LWcWfzHsaDNXJV+Fx3eEailGJgR4AjJ8dozRPNT/EG8e0ADAZDlMqwGH7vwjpv3Zt7LyBjuE+8H8C7nuaeCUVXcBmMeNHWIYh7akcDoP3eUic/Xdf4fwJ1HOloXZ9f7FyXNmLw/fM4rmjdQAMjsFF1Dmhb9JIRwe7U5Q0udMThtab0rF3W4LpMyV/lwiRrGxIedgvaipQKGZW7zs3ivHXOJftVcnzojmKXITufmy/BecKrkPE3wDtfIKP5CodDhQwVK7p5ZJ3PqygIgd5BaDiaL1jf2OLa9RsgJaPRGghBWTUEn1ZypUApcDArdxiuw3A4pjYOq/05Ee1w+H2hqhoUDetrIzY3vKvxbF5S1RXPXL7M+Y/+Nd72xz5IVdfoJz+IvO8vAbC2tgYInHVUTcOgyI/ZVL4SyTlYVCXOQZbBJzZ+j/+x+TqKPDvm+Wqdo7j60+TZACkynGtICzZG+LuwFqUA6xlSdOFX0Yu3pyX56+K6LBc1xnhnlhhsaz3cxdX/4rXYc+f/CXffdS/qFUKt//U5+a9oRSta0Yq+YulUaEqj8TrjiY89yvKs9SgRAJL7eB/OWh6TH8LIhrub9/CY+xAAD/PnGAxDlmwcn9kseOjKNyOQ4FNlobKsdX9MTgHBLtO1AHX8BV5MpBJ9paUTQxR/6PzpIX+i/z3Bcv6GDi8hJJOJbM93SxpOqz04hLC4EIjYgxA7trIWOWsD5HrtpIvab4K+s4hP1irpKjPJtpVOIrn5Ji3Htc+XnsW5nhZkLdR1nTQlqTKECrY05x1UfmtoecfM280AHq8/xEP5t7f3XtFNISklRhsQMJn4wHaA+bxkOpuxtjZhZ2eX8WgRJqGkrrynQ2VrRqMhBbCoLWQVeV6QZQpjPWQkgDx3NAZcMJBbU5NnirWJDyA9t7XJ9u4e06MZjz36GFtf9Qz2qQ+xfX2b8eW/AcCb/ug/REqVkra+2uDS00p1o7n069+DMZoX3vL1LMopBxsPMxwUScMBb0ffP9inmu+jlEMpiXN9iC+aB2ywWQvhE6+q6HEr273RAcJ1AmCChiyzAY1u0JUJcHq4wlnq4Lxy6T9+N5vf9EG2ts69omc8JUxpwmR9QtPUGKPTxqN1g8C7Iqos50HzbTwpPgylz2cHUNoSKSWD0ZAHr/gU7AiBNSZ5iHhvkdY5oMd8InVV+xedv+05EZKLbsvtBi0SZNZputdo/J48zkQnN12C6nwblg5jiLhvsKdF3mmt80GxvYUXVe4OUzIdSE60TCky6WjXSs94jDl7hmKdQOsmMM52TKQEhEqu693YotaQ2sZEpVadoS7nqdxGPhgzXi88hKMtdVmS3fhR6sn/jJB+yhqtqW2JadqMxSt6/Ulr7UtP5BlFoShCgPp8XrGzu8czl5/m3nvvpaoqptMpi7IkC3O6yDPvsGMdeVaQ5wOUVDTO53gDH1MoRI5QEh3wYau9DWM88h63a3fcxnhQ8OTlK2xv7/L5X/lO7rrzXnRlqTNv64j2ZCEEedYyvNeTXkKW/ZKR1prDwwPm8ynXr7+AtQ3V1X+KPvu9iSk54Gh6xBNPPMH88c9zcHQAwtKPBXTpuzcHSKRU3pwb8bO4tkXc11zcAtIepHUDUpBnRfCyE0nojBL23sEhly49xWDoBZKXo1PBlO4y30JdLTDGepzazyueND/Nve695PkAmecMRyMeLD9AqRYo57v+hP5JinLIG8Wf5/ravwNnMcZwe/nNaO0bUlqTZdFe09FYluwh/lD7+zEEOlnZ+5f3YmxEW/5BhB9Tm30/htaRQYrkcdYl6zwjSe2m+k6xP/7lG+fT+Kd7H3u4FhPuGrpsl3ESxiZOKIe3Bbi2negN7rBY2zKxru1MBW8dpYIHXXh20Wmjw46So8RgMOEzW1FTynlnqUMci3dMaaqKJwc/STH06u94NEGUlnJ2yIpuHvlEUj7maGdnjwvnfbmCs2e32Nvb5+mnLrOYz3nwwYc4s3WW+XSGNt5BQSlDlg98mi9DyCYAHZ4UbKgS03jGIqRE5TnVwqXkrxcubHL+3BqHswXbu7tcuvQsa+MJk/EWVnhh9fCRf8DGW78La31qo+Gg6AuerwPdDF1sZ2eHF65eZTo9ZP+OfYaDgp3dHc6WC4ahcsJiseCZS89w45N/l8ViQVmWHYQkUHBqIDgTSaVQwX7dC5cRED2FY7xhrIsFhMweDjXMSb5KUcjuCMZXP/b9bG7+EGd+/4Mv+4yngik9Ov8x1oozDAYj7nPvS5ucMRqDQSmDs5Z8UAA+rUmuPc+9e/EeLuuP8ETzU2xyFiG9IVWpDBOyEze1Z//etZE0yD1Kh9oX0D9+3KYeobuuAVUG0SL6sQlabaijs4SGg6bR87BrtZfI1Oht/l2NTgT3d+d3ii7+F7REmxhGWwYjunV2A4cFwktITnSYUgf8EyGzeOxeSGu0nIrIGItSFqlkG7EffzxhDOOzyiwjz71E+9a9EptnKOGzAigpKbKccn7EbeW7AFDZAE3D0+5ngW85odEVvR507uw5qqqiriuqsuJwegTAhfPncW6To6MjLl++ytF0zm233kJeKMzCX2uM9U4SUiJlFuLvvIeecK2jQwzvMGGJOPz3svIN1U3NhXPrPHjfHRxOp5RVzZOXLnH/PXAYin8eHO1y5om/wMWv/h4uXLjluID5OlDUlE7SmL5UWtR8WmGNQ8mM4WDEWz/+axyeO0tdN9QBSv3V2Q3WPva9gRlFpu/CXtDZg1wrBEgZYfhlG4DA5/dsvXKttS1s7hxKCaTyT25DaIkUrWesEJKybHjmP/113vhHf+Nln/FUMKVyPvOzbwOarG5/EBHXdBhryJzFYcnyjGHmo4WHbojQEq01Wjc8IN/v2xrQK28Rs0QQGVPaJcOtImPoSPbH8rh1JI0Wsurj1X0Pvg5U2LPuJHQuwW8icKFW4zp5Az8Ojbv+POsbiNLPx0pbdFIOpQlne+DdEkN2GNsyTRf6HbNDpGusl56EFEHSPS59HYc3vZb29kP/7p2UPiWStAgEdTVnPj2g1g3NpArjniOkaN/rim4K3XLrrdRVzaAYcHB4wOHRPgBHR0ecObOFEIK9vX12dw5oqobRcJDcirWDutZkWYbP9em5jrEWHeB4X0lZ4RBI4devTpkgPOOqasPewYwzZ8acO7vFtRvb7O4eMBldwwXs6fr2DZ6TV3jowiUunL/Ym8uvF50EwCz/9sXSeDJiMplgncZaixSK4dAL6tuf/AEAth59lL3AnOmu+c4eFJx9wXWSsHb3wHBxSmEUw1jSr74dqUjFPWNgtN9bTAq2lcLnOdzeO3hFz3gqmJI3ck9BwOPjf57G5M7m3Tw+/BD36w8wiOqns0iZ8YD6MwDYieHB2Qcw1jCYDREbUQOhU4As3Khj2I+ZBl5+thxnTC1s19Y/OnZNTzPo21BwQVlzLhX1axWnqK+1x/us8CRVI2z23Wyy7Q8dzYgOZ+0zSdeRpBLk1pugENMKHde42gdz+GcSViCFrxMlO+mCEi6d/rYwZjeS3FrNZfMR7nPv5SnzYbRuWMymmEGoH2MN1hl0U544Hit6fWh9cxNjDLdevEhRDHjqC08AcOXqsxweHnDmzCZSSnZ2dpnOFmSZIss8rEQwpEeNOlJdN1RzL2wMipxMZXiXc4VUAhOyBaS0bDLn+t6cjUnO7beeZ1GW7Ozscf3GLrffdqs/BUVV1vDUj+Pe8c7ONtunmwG5fSlJSY8cRAQmJmjd29tl+9LTABwcHIQtJ6xxEddb63DUdfxqmYwI19l4UthxXNJe/XGYBg0ZdYViOESIMdYtiOnDuoKnw4exaH3y3rVMp4Ip4Ry6rllMpwgBWR4mceC6xmnqui3vkBcgRDDqCYHMFGjHJfGzvEn/eW8slSLhnt542vW8I1R+7UzJEEeU0LIAVbVbZae7dCC7JZy6qwAv235ejDHFt+gnWsLbetSXZJZuSHcStJJQ717tg3da7CzV0IeII8uO84Vvr00a22VK1vVHxz+/52gpY4Rok+O20KD/kMar+yqEoJrPOGy2ORS7VFWJNX4je9J92J90aGkWcxaLBSu6eVQMCpyF0XjELbdcZHPTxw6tP77OU5eeZHd3l42NDRBn2d3Z4+Bwmq5dHw+RUlAUGS7GIwoPdUcjvUB4ZwrhyAegVI7NM4ajgnzuBRBrHbNFwzCXbKyPufv2W6irmv3DI6ZzryGMRiOccwyDc4SxlkZbMiVfNl/cl5KWxckvmgkm71XH237rP6CVZHdnm92P/h9UIbg4Ihi9fHYd+A1CqXMpvaGhs2FF23TsvRCiTelFZHQieV3u3LgRhF2fSizPCjKleqYIbSzSyRcR4I/TqWBKMZGobhqq+SyajXh29As8KL4dmSlSElAhqcsKqbzELJVCCsmzxS8igKauEYMBUkhMgHZ8evye6Q1CUtCeCBW11ICdtTzsZHjOxfNkZ6q59nnigZjRoOva3aMkpPTUjnZ8Arc8iQn2mgkMxbnlM1yPEYiAE/e1oM79gvecV7+7EF+Y6NYG5kTnOdsmWg+/ePDFsRNH0HqMTvBMlmU8uvhxpgd7fNL+EEoImrrCGc10bxsAqz184b74Zb6iV0FZlqd3KoRg6+wGAG96y5tYW1/nC48/xu7OHlmRMx4Pqas6aUXW+Wwsda3JB5I8GyCkD4JWeZv1WhuHRTPd2+XcuYvepphnCY4HkrFdCrjt4lkk8JnPP8Fi4RlXMRiSZVnS7I21HD3yDxk9/FcZjzz0L2/C1PlS3yKiHc45Pv2OP8Tv/+3/xN7+AVmWeWZAq9m0f7uIRFu+PknhSyhGmwTZYaz3fJQh6Nk6h9E6eTdK6cuYOOtSnsqE7sRtIG6krzAl2Cp4dkUrWtGKVnRq6FRoSkBSExezuQ/Ow3vlfGH8z7nffoDBwKtPLqQJip511lkylXMv7/XaljaoTGOtTIY2lQpOBcSzo+2k+yffkzZtavSe63H4LvQUIaxQH6v3e5RQohptW60iOv+1Cm5rSOzjcZ5afSD83xO/usdEH6rr9BmiJhVxuu5N2hx0QnjnEu+o0CZt9XYeFwzOJC0pOS4sD5BsezWkAAAgAElEQVSIWmX32U6g8C6rak5deSn3+eEvBcO3ROsG4wx1NacuF5h5dGzwaZhUMXiRhlf0epAU0s/fYNTe293xPzjDXffcwdr6Go99/lGevfIcVV2SZVkHthEYY6jqhvF6xvlzZ9k/2EdJsNFcIRVYg7UWpXysmtHGS+TBlVQFeMgYQ9M0FGPFvXdd5PnrO5Qh1s0Yg5SCcjFnf28PeeUnOTqakWt9grPQzaEvyW3DHmGNoaoqfvNNX8PX/u5vAh6ihAjfdcvJhF1Gqk58kUapogPVee1LdgbH61JhV3R+rzXaUFa1LzSIrxSslEpalrMWQ0fb6vT7Kyr3nQsQmO+0pAkTSywWfhGMjU8AGPajLMuSvcg0DQKfAy/mXTrmNdfLnN212YjOvrwMnbXw1lJr4TfZZwB26drICGycGO258Vauc++WH0X2cOJI9Xwd2ueJmX2Dp5uPYu1c1sYecYyJkLhczDgeoUTTndyBMfrE6HG6LuW16/LudKj/W+s8kTBLHAIlcoTzxu7pvs8GrZsGoxswmqosqctFmhsqy7BZ5n9f0c0jIToiDDS1X5QH+zcYjo7Y3NziTW9+CKUUT1+6RFW3wc2t+7FgZ/s648mIc+dv42A7B6JXZaj/ZUi5Hz1K3nrQys56ds4yX5S4YcEtF89y9cZe+M0b5nXTMD2aYnb3aEXPV09LYPeX/PxXRz7gNe51n37HH+KrP/ufE9MGggdcEESd89ktrKUsvQ0269rZu15ZQiQY3d9JJPTdm5OEjxfLOvexNrj5xwoB8enbeRL9AV4JnQqmBPR4RWQ4TdOg6gpTaEzTYIzmcvYRzKxNtprnRcJJpZL+n/RZpqOE5oe9s5tHZtTRgDr+BklHajvWcQ4Q0T4TXrqlVyup+yyR8SStovdzh4u5rgdMe6tj1HKF1GfP8AyLxZymqXHOkWU5edAg8tyXCYhcybkT2nety7a1ILGdvvf71B2V6NnX9bJpn73tY/d+SWkSgphZWAgQqm3caI0xGl1XmKbGWotuKr8pJWZvsIZQ8mNFN4v87Gu17azw8YIWye7OHvv7+wyHI26/4yJZnnHjxnXACw7WGqQoyDNFVVU8/cSTVOWCM2e3uHbFB0GXVYlzPsN4FuovSSl6MXFK+US8zjqyLKNuNNu7RwyHRbKr1I1GZoq6rrj+ie+lrBvW1ze4GITYV0ruhM+v5PrXa1YmBm1tKmvzVZ/6f7HKJ59NFNdkdFIQgmpRtmOYZSHAvbMvyjZrQ3yIruApCeXtB0UqL+Rty5asV6Fa4LCpP0K+ujRPp4IpxYC5WGsnuQ9bS11VPKZ+nLcN/grPyp/HNgZnLM8WPw/AQ/IDKVeTkiqkXXdkRZ48RGazQ54f/GseVH8mQHld6T0MVsfw7wUG1z8tUBpa5xmXsZ7hdQe9J330NIruU7ebtuc1SxJc2ry7B+Nm0Kod1hjKxYxfLT9KVZWoLOPrD7+KM2fOpWs8FJKldn0bJzkf+DGwphtA239w12NE3VzjcUy6f1vm3S27KxAIZ3nKfpg76m8JUpxpC8QJME1FOTugqStA+iqnQqAy0e/Him4uRbksvOCq9h5fR/MF5aKiKUuc3eXcufNcuHiOul5wFGKZvLDo10eRSSyC5688z8b6PlkKhfDnWNvmrIuZXmJJBZ+jLfOeulKhpaVufDkMH8QJrgEcVHXFwcE+ZdWgz9dU1SsLIegxo+i5hkjOT69ki329tCXviCT56s/+RnD2wcu4XeEw9LvRmqbRaGMpikG7xjpKQBI1pGyZHV4LTdoWYLFIIcgzmdCVaBLo7gExHVr0zJUOMpUv2x1elE4FU0JIcKE+B3080llLXVc8Vv4EWV74dBiq9cRRSqEyhVQBcxYWpSR1VTKbeumrrmrmkyluw2OmCf/s2HBaTaoNIDspULW7Dzqcr9oqOhqFECEGKuhcrarUvTBt3rGd9ue+PJbCmPq7f/gTVXR/vrMO3Rg+sfEoF87fGobWq+NfP397iLLuDPsJop9nkm27PbAv9Nvj0se979o+xZipDlOKt0o2LUO1mPG4/gmkVB6qC0JEUy2YHe6hg5ZEKEImO0lnrdbdAVnRl4mqyr+zg4Opz4PmHHVZM6k0W+fW2NjcYh7ctGMxuabRaGsTfDSfLzh3xnvxDUcjptMpxsaaZ9JXnNZ1gm6t0wwGOYMBZLlCBRirGzcow7xflBVV3dBogzUmpSp6MYqbcHc9Guu4LD+CEHCP+VYvBL+C/fX1YEjy2Z8APOOwzvHJt/9B3vmZ/y/1Hdo1qZuGpmkwxpLnA0ajEdb43xbzGdYYn/gY79kcy50nJtRZ215ZiJWD+4Jxe53vhbEGhGA0mgCwvrGFklnyhn45Oh1MCTxj4viEcXg4Z3p0yHiyxmi8RjEc8ED2Z+KFHuYLkxyhsFYzPdrncM/jy9Y6SjFHbIrAvGyndXqfuwyptX90mOQJ0nnKEQVLpqnEfXr3SIykw5SSi3o6M2qNUZMSx9qJvcvygrPrF3nr1Xt9ITUKxjM/IT6x8XmM1vzm6DN8zdFbUCpLjKHrPtFFgJ3r9LELFUI7GU+yTcXGgojYd4KIzN/HRjhrqMsFKsu4n/fyO0c/nMa2qWuMblJFYRyIkJQ3tmONTgxwRTePovSfTAdhDlkHtfbvRGYZKssZjyfcefe9CUq+8cJzaN2gZDCqh/pc1vhaWQCXn9/mzOY6eV6QZ6HUuvXG9WgzuX59m1lZM7mw6a3QSoVYxA6I7hzGWcraplhGz+Re/hlT8lH83vGM/AhSCO7S7/Zi/5cBMd7/7D8A4JnLT3FweOAhbWPajT6Ep0QyWlPVNXVds75+hrvuvh/rvIMDwPPPXkJIm+xyfq36tmwrUbbgjICN9U2GwwlGW6ZR4G8WxGw0cU9QWcbaZJ21NS9o5KMhRltc9dICQaRTwZSyYoCzGt00RGNbJIGXzJuqYYGvTJvlOSF2NklTANYZTF1TlSWf2f1hjvZ9WotiMOT8xm1cEj/LQ/bbiNkD+mbPToId0dfWTiJHi/h1FK70axr+yHi6NqUO/JHmkbO9JrrntsbDPsX9X2UZ39C8A7tlw/mJoyKVRGhJEyZonhMYU1+bDmhcu8knxtQypW5/43xte7LU8SVm0bHKJVi2WiyQUvBo9uPejhQqlOq66l0upKQYDACXvC4jQ1pVQ//yUFKyg9OBh+AJGcQHqEyhsozhZJBQjSLPqBZHLGYHgPeecxbW19fIBl6Iev7as2zv7PGWN7+R8+fPczg9oixrZvPWHiKlCpK3DfYKj450YzP9xtoG3Mfkr61A+uJkca0nm3MYY7jD/mkuqZ8D53iID5w4Hq8Xryqrikv2fwDgued+jaZpsC4mRjUYoxEi63nW1U1DWVZkec5d99zD7XfexfUb22QmOJHF5AAiakRuecmmfTKO4WA0YjAKxRPDuzCHFcbogED5Hcl7R0IdMvjLLKNNPf7ydCqYkswyr1Y2DYQkjdCZQGH31LqhKktUnlHhseHBcESW+bQbzhl+9+iDHO3vMz88Sq7lNRVHhwdMDjdp1mqKwaAN6OrAZScoRoHc0re+Y8Pyr7CsCZEk/nRGhwE41/+73G57WNDdhWMfRJBYI+bujcB+7N6x+wYflFxW1Lb0WsdAdJwfIsTW71x0oGkVoyWdxAU2LuixdpbGVSxdm6rmCoVSuXf1rqqQcNO/06Yucc4GOBbAYnQV+hHtTpGzr0Ltbia1gROeElwWssNjbTJs+w3NpvIWG2e2mNx2G0cHe1x74Tlm0yOKTHL+wkWq4BM+nqxz7YUr/O7vfp5bb7+F0dCXRS+rOs1FY21CMWyYqHme42GtaPyEuKAjHCeEILvyU3D330rPcyIzcY5nxM8BcFvzJ5lVMxpVc0f2J/3v6vhFrxdDcs6xs7PNf2h8Zoy7dIg/8QnnsNYGm5tNWlNVe6hTCB+gvLl1hsFo5J81On8JnzkjyzJaw7ZvuieQJ8Hb26aNc8hMdYKdJb2wmPCOtDYgPAMsBjZk0XhlEuRqRa9oRSta0YpODZ0KTckbsoMxu+NlowJcE6Ejawx1XSJmgs+7HwdgYIcMRyNUlnF79S6O9vaZT6cYbVoVMyTzPNzboxk05HnhYyFEq20ku1BySms1qGXqWmRaOKtzfgfCigpTz9WyC9t1IbGT7FW9XvRV7OhOHZTvoDF50abba5VlFAPHx9cf5x27D9PUNS4Pana4LgXYiW55is69en1rMcvunaL9y+eFjaO0/EABgskyHh7+BT5b/jBNXXl4JWqMIVBXSBUkcRdSG7Up82Uo07FyCf/yUExj060jJqXExpxq0sNz071ddONh2cFgxPrGBmtra0zWNrjy3CWaxYzhZJMbz78AQDHIKIohewdTPvrRX+cNb3iI8WTM0dFhQk6i1iME6EYjhCLLFM6RPHHjFHUiZuH3SIKQsremlmdPhOJ10DqstTRNw6PmQwzFgAfl+7HOIlnCv7vXv9qxfInrp7MZ29u7vPXT/wSAWZ5TlYuOsdn3UWtNHTwhG60ZDkesb2wxHq8xGk9AeLf6qEhKKWjKBmstWaaSo5ffBkXqjFc2RYulpJRE/Sew3t0OgkblHZTCniIJuUhfmaZ0KpiS0U2IQXHJi6alntsZuml6XjaCUAq9XPC5+Y8yn03Rje7tqN4rrWExnfk8Tc7iYvBr19iR/rRK/bGYpcgXRGQ0ncBUeh/St7TZxmOt10D43jlO/1wQSyOwRN1niJBZwiFbkkqSZbl3IdUNv3P+C3z1wZvTdVobtNEMBsOADy/dJhxos5h3e9q1LnXrJ7l0YTduyVqDsxqhfAyKNQ1NWWPC5mWdBSFSGQMQOGswTd2xZbiXG5kVvU7UhaO7STajOBRDIqy17O3usbvj8xWeO3eWc2fPMBpNOHP2LEezI64v5kwX85Szrq4qRuMhQsDu7ozfe+QLrK9Pljw9BUqGjB5SUjbR4L9sL4qlK8OsdI6qnKcA0tFwdOy5CM92W/nNvj/G5+4rZ3N0XWM3HF8wP82D8v3pgjbo/LUJSF2vNLUU0zOfLfhNZbkzeqZ21oDvs7f5aG0S0x4Ohtz3wIPkgzVqa5Ayw1lHNT+iGOTpWZXyXq/OWfIs98kAncOGcUzMKUCkPgGzRThJG1TfzocY0pMclAKlIqevcHhOBVNqA7j8i20lZo+bxgSn8aGN1jQhI67KcqrSG87n0yN0HVyFl7xRcB7fFtIb9kQymnQ7Eid+d8vtbnytrSUxJ9c5ns5q/+961fUCSruMynWucd02lj8tBemm612HqbYVYdNDheP/zf4b+dj5z/FVOw/xtmv38bHznwPg7dfvp2kaPnX2cf47/c7gCdXXynrsumtrEu1ci0yiXVMiaaAiPZfjt4cG3WiMtBQ7voCjaWqMacL4xOKADq010QW1p6yFoobyVRhQV/TF07JW301Ts2yTEEJgHUyncwDqcsFgkHHx4i1sbG6R5wXXt7e5sX+I1sFI39TkWUa2NmE2kxxOF1ggzxR5eNfDwSAZ+6WS0BhfT82Y5KDQZriPSIgPLagWcw5CxpDiYhGEnv7zOeBSsCmdnf8x7pXv4XPNP2NQFOzt7TEdH/H45MPcHhhXlmWMx+PXbFeK8ZQAsmhT/zi8APfwx/8+N2bephS957pkul54eEeQ9TNnqBug1inAtSkrOookUghUlnkHMyDP88S84/3jupPKH5dh72wdtFw7aF0Nqxe3CVabV5zR/1QwpSha+1RDJCO957it/3zcKK2xPiYCaOqKpnY0VZkYFceyZIdxszbAehac5JjrVmfjPHawvX3/UGAwy9JL7/yXYErpV9e/b0dp6mkkvTsF/LDL02PsVE976lzyzr03oq3PyP32G740sdE1n1h/BHR3Afc1oCQHiw4PjO8t9bl9zijZ9lLo499BZRYY3fj8ZFp7GQKRYkgiU7LWYYwfiCjx9mFSiVD9TWVFrzf111bLgALKgej9zYJ7OEBdzbEGnn3uWSa7O0gp2T885OBwThaCux0+JU6sE+Rcxny2YDIZkQWHiUEhKfICa7zbs9eqFa7RGBvXWBRM/R7iA3YVRabQT3wQgOn4u9jc2Fx6Psdntobce/huAB5x/4yH5bfTNB4ee8x8iPVijelsyiO1NyG8bfIdyUPtNdEJ+44DZrMpu5/+uxwe7tJ0mVFn77DGOzgoqVhb82VExpM1BsMR06Md5rNDzNlNagHjtXHKbRc9jLOQbEBrgyA4jMTn6PAaX1KkoalLsixPDkdBNKHNdOPJp4jyHLBcLJjN5+zu7L6i4TgVTEnXdUhJ4fO2iWgL6njfeTQogGlCpMjkcj5DSoFuWom6K7uHy71aai2z2dxjrFncyZcYQe8IvQPHjoeDfWby4gypr031mcUyxIfrzb1+R5Y6lNZflFRxHc2kf7kIgX8uaYskBiKl8u+hFYPoloYQ4HHj4E8eE4os9zBWtW0T1tqk7lttsNLylp0FWtc8VpU0TeVT0HSKMvoktm32CIevNRW7plSo+ivz5UFa0etK7dzohhVEO49MeRdbKD5lYlCKW2+5nas3rnPt+jZFDs7CcDBiY9MzB2stdV1TVyXlosQYb9PJcpHqIG3v7HLnLWcRcuB/N53sHmlOO7AxDscjU0JIBoMCE+bi0ef+AZOv+1uJIcbHe8v2jKOU6kxjMl/5ttEGZw3T6QyHS3DZ44OfYosz3O/e94ogPGstddMgpSQPNaV6fcczpKefepJnnn6K2XxG0vis37Mcvjii1oYsz9k6c5YzW+cBkJkiz/KUl256dEQxaJjNZgyHbcFFIb12m2c5UkgarXFAlrWZM9KwOEdd1xg3pyiKJEAuG1oI2nHd1CxKD8mWoe5ZXb+yPJWngikplXkcUwoftR9eTiwoJ+hgmEHjEa4DEXQycLfQ25JNRSqGwzGT8QSVBeP5CY4FnpYZRjp6/Lyg7nZlnKjlHNOejrXTPXfZNhXv3X2WEzrS2xR6XTrW06CS+AwKusEGyCTLC4RSyExhyw5TOra+PHOQ3faOwYkdsNI5nAvpgzr9+epKYSfrLGZHCKEwCQ/3bclgJAdvmHVEravtlCOkMjHH4YwV3QRynLgBRwcEFz4T7S2AEYLReMTm5hZHR1OmR7sgBBubG9xy6y2xBUyA4pqqYT6fc3R0hNF1QkwWteP63oyzZ9Z8JnvnHWN89oIYANqB6HFER2OHrz4AYOqKw8NDzm6d7T2Ww3FJfgSAsix5svgXDIYDhJQsFnOGCOqYbQS4o3k358wW5K9MU6qbhl9Xn+Cdh29mc3OT5XVdVxXPPfssl379u5nNZmkfhLgOLFob6sqHSWRKce/99yKUt5FNZ1OyLMPYoEVlOePxGkrlKaazFSAiAuLflW4amnCvPMuSA5ILqIixjkbbjtt2RC9a4aOuambTWWJCxmicsynLy8vRqWBKMbGgUD7gLkkM1mejVVnuAyudQqkoRbep2aOO2RbvDeulY5RXWcZDgz/LYDQgFgzsmGJO3MhT+8eO9b4dO6f7vcto3NLka2Gublv9tpc1sWVALV7Q1Vl6bRxTlUJhRGPRwYZTlnNMocny3DPYE7iw32hSqkX/yXntpV+6ndRn56y3/wWvIN+O8A4OIhiqw/vuwR/JtueS0LE8mM46rLAnvp8VvY7kotdpf9zTxtkRooQQDAbD5OVZG4MMm+FgMGR+5Nf+aDhkPPbBs4tyQdNUCCEZjQdsbK5zzz13o6TgueeeBWD/YJ+iKDgqYTLMUdLSNCV1o5PXHM6lLChRYBMR3g4bc64U25/8O4z+4A8kp4fPnhnw0LWK26t3AXCdD1KWXpPXTe3TYeU5xtikuV3J/iVn+Y6OZPjSVOQ5f2DxDlzhA3OjV9pnzz/B1xy9md3dHZ65dImjwyOkkqHZiCKYoCFpxqMRa2sTpJSsb25SllGY9EyzKDIm4zGD4RCpMgQWa1shrrvmhBRkQoFzKZ2TRvv12TmfWFxRiXQvgoDYaI1uNHVVoY1OezQk1veyYwOnhClFl0MZRKwIzTlnkcK7l0YowOdfIm101lgQbXaGJKFBu6mG61XmI42d9d5dztqkyqf2O5y/u+n3aIlRnKiVHGNUJzClDuTgehd3NZHuPY/rJq0sGJlTvBfpe/e8uHCkkhDmZ1PXaK352hsP4ib0+yKihNbRQR3BwcGF2jphYnf67pz3eNRN08tebJwJiwEuq4+EyH+FqXVbKTi5eXu7krXu+Fq33kfotcL4K/riKNodjwd+d9ee14zixqYDPOTwwdsCUEKShewPsZ26rhGA0RnD0Zj1jQ3On9tisu4Z1yO/+whNo6mqGiElwyJDqQKfuHdJHE+CTOJKCBHzZgp2rl5FXbnMffc/hEDypp0Zj7ufYd96+4cXiixVWTFfzJFSolRGUQiqoKncWr4LPTJkSvmKzS8zdlJKJpMxEN25437nfMbzGzscfObvpywZSkmykHJpOp1S1zXDwYCNzQ3yPEdK71kbs7HH91KWFeVi0WZ/cCDs8p7SFTK8oBhz3unGO0lkWcg5KfwfY0xiMNZ5e1QT8+xpg7EmQXl+FvTNKS9HK9elFa1oRSta0amhU6EpRXtRMop0tAypMl/aIAR1CinJijylEGql8KhHdL520mAbqykXU+ZHR6xvbiIEfL78iZRL7U2jv5hqhLiunvIS8FAXmmuPuaVHCCh151jUxFiSMo/dqQtXLR/ufl967OVhaLWp+ME7NUSMXuC1RhG9JaKqJY631R53qb2O/126yFqLNV4r6rqy66bmieZD3Me3sqgPqBbzE2BMOmEA4R0nN9l2zOQrQ0tW9CWkFiLuz8u0DqMNMEDFzvZdlQFidnDnuoX//NozxrK3v4dwcOHCLeR5Tpbn7B3ss1h4t+h77r0boy3Xrl1jf3+f9Y1NJuMRTmYtzIVJ8zj2VCSnmYCOKIHRhhd+829zZutH2No6y6KsaKz2tm28TSklexUheayzLMpFeuYsL3g2+wUecO/z93gF2lICcaRMMCDCIz+fWR9QuK4LkWiLmmpNnuec2TyDMZY6xPb16iIBw+EYX4uqrXvkYdQ+MkR8V7QBsikAOVMY493tpVJpedflgjJA/1W5oCoX3kZt2rajI1Q4gBLSVxV+BXQqmFLUDUWnUFQ8rrLc+9LXZVtfRes0oCrPgqu3Trumi04QoRVnLU1d89n9H2Eru8C57BYeyN7P/u5OMr41maYQOU7S2x27Sy8mYHUvZoBKp3ahPddhVG7pFHesnWM2kp6dZvlg/16+WGBagsf7lg6FyRew/izERsiOe3VyzEhmnnbSd5mrs0t3EoCNxk0XbHc2XfOM+Dlwgqfsz1DO5zTVIk3mVPNJ+DyGpE2kHZcuENDNJ7iim0TBVrM8TX0JbtI7E/g4mP29PXSA2qX0dbFidWMpBUWeeYi+E5tjtG2rmYas9sb48hgARZFT1w2z2RRjDIeH+xhjGA7HDEceUqvrvVQqA4LNC+/k0IQNvsh8ter5fMoTjz/KW972dj4+gLX9Ms1FpTK0rpmsrTGbzzyUFRjc2pqHE68Nf5Hc5BirvcNQYGIvO44QHEGC84GU5EXO19WKz6oMa3wWE91ojI1xmYr1tTUcnmHa4KHqRCvci849wAsGztkAbbaVpB0kb754oYAUZhHz5DXa24kGwyFKCMr5lEUoR2JME2xiLt1YKsVgMEpwvDGG8XiNPC9eekwCnQqm5CUn13LonqbkbUgiVKEU0WMkMLAsz7BGh7ilduOKCSF9c36hlPOFL2chBBfGe+zv7AQsFsrJjLzYQDjZXrNErfJ1TFfpMIHorOCSwhEXa58p9a7oPHbnc1f4Sbdsn+uYbUm4E/fobhBhv/2wETiLMdprLc6GLOKhIFtPu+u3Y53tT+r4i7Voo7HGYLT2RQaDlBSzNbgg/Rnj69wIIShG49TfpppjcTgpkI7jKUqi6WLl6HBzSURbghc2ov03lueWnfcihGTvxi5VcA121vDCtes46R0ForNL9NaDoDlkGc7YnqeYMSbZghySw8Mp12/sIJwFATs7u2xtneHM5la4v+Xo8CAxJu/S3XBweIQLJQaKXFHXNQ7B/qf/L54cfy88/ABNXSNCwtHxZMxsahCCkMrIpz6L+xJ49+3RaMzlyc/zoHz/yzIkh09j9Omzj/PVh29Oc7iuKqqqDOm0gr3GGD7x9j/ANzz2KT/OWiOlZL5YeHuubHPOpBUqJVg/vlmmsMbQVHOGw5w6Fjl0jrPnLjAaTWjqhrJcUFVlSoYc37XLVFqn+/v7CAG69pWh/Ttt9wUR3mdR+NRvUrbsZTKZvBTo1KNTwZTAT2BVFD7HWZroXtq21oQJ2koVhNofWTHCmgatG0yQyJKAfwLONZ9NaZqa3x79I2ZH05BdGH6n+Ce8M//fvKfKsdQp9L57EktH3LH/48fkILDEhlzn2giFtZcue+IdOyG1mdRvt8yAWqUzrRPXSqTxtKauqeyM/U/9AOrBv8J4fYO19c1+bSjRvReeyVqX0jZ5smkCa+3T2Xt3bx+bBN6jR+AjyfNigK5LjG5ASHTdVgX17XYW2tLjR+hnxZNuPjm8kBCrmoJnQjYKWgF2TW7+4R0ZZ3n2yguofMCgyAJ0pXoYbMqhFxeelzA9BBTWapZlTCZr3HLxIpkEHQJIsbCYem1qPBqg9Zj5rC0weHA0Q5tryM2/CsBk8is0WlPkBUVecO1j38cd8vvY2bSUc5+FYljkzJzDGUOeZcwXc2bTKcWgSBnvq6riQfUB1oo13OClzfnLop2AlPbo8s4lzu/m6NoG6NNhjKUoCs6fvwDA9o0bzBeLsB86cMKvs05GB496eA9jow3b115gsZgxm81a7UUbHIYslwzH62yKMxwdHLK7ex0dSk4IKVEoXObA+FgtKSQo1avjJPDxpYPhiEExZDAo0NowHnshMwvvraq+gjI6uJh8U40znPMAACAASURBVCksrrOTEmrMB7uEaOukxCjxbDBCVz7djAkvCRE3/ZPvpauamTZYbZJP/uzwiKOhr780GA6TphBf/AktnayVQMxFGh7DtZ5rogMDtvpRe92xtsSL3qfbj3hWKmWxxErb48L3wfWPf3LjEcrrM4729ig+90Pk5y5g3/HdSNktmtYy3AinxXouyVvSWi6Jn+W26pt9tgYh/ZszlmfczwBelff2LIFSHpo1usFY53MW9h8NY1zSkqQUCW6VCJRUGF5ZNcsVfWmodRi1wS3abyGT8YTp0QwwASprg0sjGWOpawNNjQrwXRbCA9KcDGiIiCnGAlOLruTgbVOTtXVfjqWekQvHeDThtltvpQiuyr/7yCPUQchxOO95hmB9bZ06FB2saw3aILOcwbBgsjbhym/8TabvvI/hyLuIF/kG1mjKha+EOxwMWCy8DSXC3+PRmCfMh3lj+WfJ86xFfJaobmpf4yjLKPI2B11k7C+8cI3LH/9p1t78vxKrvA4HA4pikMI3rNXkeZHWXhRNm5DDLrwdmqamGORordjd3WY2nTKfz5MQXhQFu9s77O/uee+9PEs5QrvZV5zzZdKVc2hnQHgIsWAQznE+4XMxYLK2RlEMcDiODo9S2rC6Lr0mVn4lMSXn3cG7cSpASonhf/fZw12ACURYDFJJfORMC5slrnDyzUJGWw8jRXtGVZZ8bv9H2ZRneYv7jjApl7WhTjPxv+VTTrh1CiZ07aldzSXab7owRtcz4SXBAHHC12MX+DGJTLGjugG+MJsNdjndNGEzCdpXr5mg3wUo0lmLsSaUJvcMp6HmKfsvsMa7/97rvtVPdhHy2lmLkxYrBAT3WqmygE1HQ2kouywAZ+mlsEnrPdglVp4ON5n8vLDOM5mtkIlh821vY3t7l53dbebzObhO7axwpQ2oh1Q+sNNpg3GWrCNCCiG8MNOJMYpIQLIjK8lwOGI6W3B9ZxuJZX39HKPJBuPCCylveMMDfOyTnw2xMn59jUdDNs6sc23h+zWtv5Zs+ijSKeRWxtbZLT6xUXHw9JPcd/8DgIfsmkajdcVkbd27tQd7V96J4anrmqeKn+Ft9i/xYimHMpUxHHoHnk+dexwCFHh06Ku43rixzcHBEeqxf4rB23yHo4KqKjkIBUuFEIzHY+bzuU9sHG1m1mJCDjtdV1y9cpmjgyMW5YL5bOYZaUhmHZ8LJxIMV9cyCKGi+8K8QBgYEyFgV6mMYYjrKooRxXAQkj1rjGlYLBbM50fEVHd1VXmHjK+kLOHROGqDfSHilFJl5EWBburgHSbDuR2DndOYpsLqjvr6YreJ96Ld6uNGbYymXCxQh4eUapG8fl68nfZLTy/pwG+J7/Q4TbT9CJ/YMNht2mzlHW1KdFruMLTW+aDty8nMaKnXqY2WsQChPEhbNkTc/x0gQgxYZ7PwCTY9M3LW26Gs1smD8RI/Q11VAYL1kMpT6sMAnbx2Dqe9p5+S3iNHqRyrWqO0VIq8GKKynHJ2GJKyxsJuXWcY92oKWq7oS0kBK37hui85US5mXDh/gTNb97F9Y4fpdJqcYLrT0hgL0tsiTYJ/jwegd24UbiU6edtkW2hOSJ8rbzRCW3j+2l7ozwKlMl+VNfRgUOShxIPfvPeme1T265FqAykfQxvLmY1Nrl29yuHBPuDnYqNrnzR1ekRZ1QyKAoFItrKyXAR7iqQZ1D7f3wlMSUhJLv0e9o6dN/DJM49ycHDAld/4G/5JLzyIUt5uleU5SA99+YKYIY7LWLIsawXDwDCauk4lQhbzGbvb11ks5hhrU9LinqcfoeJsHHdpsVYui6GJpPB58bytnuDwAaPRCOssVTlnenSE1jVVVfP/s/emwZZd133fb+99hnvvm7ob3RgIAiQmYgYBAhzESaREWSVTcizHtiQ7lCIqETWk4u+pysdUKnZVEsWRbFmOVLYsJrGtWJMjieIkkgAIgRjZaIAYiIkg0ejpTXc45+whH9be+5z7XgNEKmKnWfV2Vb9+795zzz1nn7332uu//uu/uq7NSh5GF6xO1ijLN2duLgqjlOmjaXDGfjHaRBXblpQ5rI0E7kLENO1ihm0WhJSwFc/4XVbo6J30kFfwHttJKfVmMWc8HlGUxZ6deATGEh7Hkg0aHEWEuKA3gsswXIL5st1JbJz9R/W/5v/UviPlhaG71b+bDVl8aTGf4Wzvpne0JAFLwfRN77kNBC5Domn7XqnBOctLUZLFWYfrOoH0nCTRORt3uPG7fXBxA+Hj+aPEkFI5gdIUFUVdY0yBaTQhKLxXci0RGimKIgZd+zjUQbsALaMRslBt70jM5skTJ6iqgiOHNjh85AhSnnsI+JITM7UnS+Ccr8ZO3u8NJpfWy0iKivBtUZZoFaIOokaZyPAytlfPHqAwi0XDK698GwDnX6VrOq7SaxwKst6MRiNWJivYaLh8PEfbNqJMHusPAUynEnfqulYW5whjv5733oMjCuc8W5vneOGFOS+9/C15/9IbqOsaH2IJce948I4PoXamKHrocjqdimJCXCrLsmQxn/fb4BCY7s6YznYE6lyZMKprQl1nhEbgv0FSulco5Zeo4gpi/SkhJYVYCbqXJ4LZfJfZbErXtrRNK7WmlKaua4pEFhmLvNvrold72sE+86AdtIN20A7aRdMuDk8pBdaidElGsiKrRNh3Jpe2EMaD7Eq6xTzDT0tK0ueFA1RO2sth+wEm673HW8sz7e9w2F7Crf5TsmMZbHzko30cKL+YA0bDXVJYOk4tv4Vs+QJDV0ZleCp9fvi9Sx/e80YESgZeXHo/h9gCEDy7j/z3THe2s5zI/I4PcdfDXxAcP0jyXCq8ONztJrquj9CddZYXwu8SbOxDJ/Rv27bye/CyM47ahiB5DWTMPfSCqqrPU9MmFm70VrS6VNzR6RRrgHo8EU8pMoUO2oVrIRGA6D1ppQyzect8dpLp7oLLr7gijy8/oA0XJlaJJcJ3fj90N1BxzDNAKT0AxCXuoYwWanZIYr4q59bU9YjJZIOyrPEhZLbYbDrj3FmB5uqRJSiFF0YVZVWhVMOhw4dyqkjXCbN3Np1RlCVSUM8yGo0YjYRdVpYVo9GY683P7WMTnq957zl95hRffvorvOPeP8OlWlLO0znLSrVBgdDV3/fEV/ns2+7IoQQfArPpdr8+eB8JFyrHuKqqFg9SmwizSSw2OJ9lhor0TAIEJdV4vfd0vi8WiAKlVY73p8ekvGOn3QEkluacwyiBBlfGK4QQqKsyIx/1aCThgD3El9drF4VRSk0UAHxPdIhJaMF7dNKtI7Hw4oC3dknV4Y0pwq8P64VUvlcFurahWSx4bvyvuan8ZG8DVCzOuHfVJwwmXsgY7pK9GHyzUrEUe0pGSrAYas8EVQnZk3vbQ6KIoeDBmQcX2vdIH0sKAR9ht6Gickp0TQrP3lnab/wa7WJBe8XPyjHP/Abei+Lwd265lKIoeav7e3S2HbB1ZAPRdW3O5E+T2KfvyvkTBQHRzdLRnqYFxVkt7MoQUIhIZErQU9H4V6MxwbtBra2DdiFaRu8G8Ukg6lMSySgpnyjFEaMaQS6R3Z8gJ5anLxgEZ4ffNQSsU2Vbqdmke4h8AD2NJxOuuuZtWGsxphBquFswm804eqkYpc6NY1woMWRV3Gw5ujhetSnwPuRS4857uk4YcMkIGGNYWV3l9NofM69WuY5PvG7fBe+5r+h4bOcvWMxbDJpyFJl4QWE7x9r6GrvThsIYjNGZJi/XYxKuTlI9cc5FfbxI/opsuqqqhJVsLcp7TIAqaujV4xGg8LbDx/npfcB6jx0aDwVohUtGSau4+Zd+rooSbwo0MO1+hksPfZbZ7i4mbjwgah56MPqNjXVqF4VRUkpL53ZdHKT9Ki5su0ChdFygY6pYwkZT4P18eOVwgR8w+fZXAYrnco6uaSSYWJbUo5pQ+cwi0toIbg2knB1FLDE0OKNKxkPFHcqeSxGzppZ3VHsMznI4qU/ODWoZa98f3GLJW1KD44P3dE0TRVJ7YsHw2ry37D72P0jel7Xw2j+RY5xQfXVR0MxWCaMRL/BvcF2Hi8rDwXm8s5J3NLgWa4e08YBP8aMAwYPFx8Us1lzy4v1oIwXiQkA8txBIcVpttCTovkk5/IP219WSAUh/x/hDrKM0NAw+ykP14y/QtC1Bl3n3rWOSexqLRhuhQKu+WlcS8N234RyM8b1zytqOF59/lvlsBkoIFVddfhkueCFIAKaUfJuw+znUsbcCssDPZlNWVqRgnilMnoqLJsaVnGcxnzOrZIGfTMRr995zZft3oQ7n9ZZCCDRtw+Xf/Baf+far1HXJeGVMXQu9+oorrmTtpY14fU3cfMPdj30ZV6/EPuylfEQAVvcoT3xvPpfS7SqARmI8o9EKKysrVPUIQLzCEGhnU9n8aRNjR4F5pG5b21Egteqc7bCR7acjcxbAa4WPy3FjdV63ZE1O48Dj/ZuvEn1xGKWofSV6aRaVMoGVigoASdkhlTEYqkbvcf/3Og0M/s7r9/ndKSkw1tF1lqBkt+VWJcgJxJ1HFeXk4wlDfD6DpFSVdv7xj2XoLV5D7z3nyxbyw9BQJc9vIPIT+nsP+fWQkbthFwyvJ8SB0rVNNhppkOQui7lC3k1jYNPvWwmU0lnGXyaxxaccCisKDlLdN+QFx/sBDBgttHhICpTGOx/7MGF8ki9RKEVhSsmR6ByEngLbNgts07wBa+ugfS9aiPC6JxVv7OE1giLokBmtufxI/KzRWuA6P0A0Eqrgk9SUYWVlBWdHklOTB/VAS00+AcTy4F4YdsMNWwiB+Wza590oxfZsRlXWef4H7yi0Rq19jBCexDnH9a80FC/OOXWrUN1n84a2c4Sg2NkRJmhhCs5tbmbDM6prmqZhMZ/x4ujTtEd+lTvOLRNwAvD4oRHbOw3Vw/8Yf+zavIakcvGLxZx6PMoEBG00D935Yc6ePcv7jj8IyMZZR7JBkvBSSmDGNlbe3jl3Dte0lCiqsmK0ssLq+gbVaJzXDk3ALxZgO5Eh0gpthHHspnKe1nWsrW9QlBUBsAFm8zm17p+FR9N2Heeav8vKIY1RAqkO81u899jOYd5kQc6LwyghbqnIq3vMgLadyleAJsmFSKwjqj64ZS9JBbW8KpPsUfTA3sCDTPVCUArXWcqi4NvVv2Vt60fkAC+ihkXU2xNjkHZzKt+L5NQsG5wEVsjP81RsjVS8YYX2ZUhjEC8Kyy/viyWdL08rum82Ssz7nDK/7HmJV2L3fE6O/ObVY8qqYqzEcwkuGaGU2OeEgeec0MIHO+alZyQ4D7ooUFpHGHHPjQXAeVxoJWZIkouJFUEXC+yg0NpBuzAtpPhNCJJrNIDOMtY88IwSxAQxb8mLoKlzKqu3DI1b0yyYTqcYralHok3ngyAlZVUOroN8zuB8RiN8b5X6vDetRWaotWhT5lp8oWkpQqCGvJ6INE7F+qOn5fyq4JW3FLTzNhoLMaxN0zCfR/ZdlDhLUkvnG5PBe274zlk+125TnDlDOHZdHP+GyYp4LwFFWVbM54sYR1fc/chf8pmrbyPEJPGmmRO8p2k7qbprPV1rOXXyZIYYm50dRkVBVddUZclobZXR6ipKa2wst2FtJ0mw62vYtkEbkwUJVieSgzS2JcpbfOuxXUfjA7uzKfXKGBM9rvVjl7JoHTunx5jSxE26pJakZPieift95ClBpIs6y7DUuWirie6UuLJR3DPSSWHgzsbzBM5fCjwvwQNLMdx5Sayqh8Js19E2C3a2tlA72/F1xWg8ojAGF2S3mCns+bz9OfaahvT7/iJ6Yd8xPUU8TcD4JedxDOR7BiJA50EFDQpHGBT5Cjx054fjMf0NqKV72O9TBu/pFgupDmtdjBf1Rsy5fpFJisl7z6KUoigrqqqWGFecKEOnJ1F8vY/fMaCmA3TtInpkB0bpgraQQYG4U4+wW4bt+h1y8qrSY/Vxw6O7TkZrZyO0GwZGqeHsmdMUxmRYKwSPdeRKq/VoRCLLGKVxCZqnN0pLcz2E7FWc2v7bvPWYzOeV0QSsw5iC1ckKxhg6a5mrn+PcXBb4WQejs47dq//1YE7LPJzPBObaPLfJysoK6+trvNX+fVbPLQgxHymNfR8C95ee0e/9I16L+puXHL2CK9/69nzNoq3nCV5JnDXA/be8F7+1w3S6G/tnQXBeyBXjMdoYdnd32No8l8MMq6pgdW2V0WSEMgZFoJnuSrpLmySEDGUt86/Z2ZZ1thDppxT6KYwhFAW6LKknY8ZFwVqzit+jHoFW2HnH9NxZ9PoiJ7+nGDFBqg/bvbWuXqddFEYpBEmqy0rD/VYrGh3BMIO1GapKyZhZbyu210Pv5LWwtOieF/gJcpxzju3NLeazGd+yvwXAsZXLudv8I8pC8pe8DzlLPe2OUs6NUj0enu6xx8CXCQ3nsU2ky4zrerwuFQP9g7sMA4Obp8zyiVLhsUTg6AUX+y8W6HDvdSx7dIKbO7p2QWFMroCZbkXyEoaGHlR8PkOZfFMUjFZWKE3BfLob44IhTwYVg7kSa/AR7gmDs4Jtu+9Cajlo34vWqxX08lnQowODV+S5Ju9JPkzXdZSlR1UlnXM59yc9yqSHZ0xfWkXWB5eTXqu6IiCEopXJBNs1AzWQOM5cPw/Tor+5+ClM13D8XWLsPvDUX7Gzucma2SCYS5ktFrz08suc29pGGYnhVAG8kQKhrumrLitFrnK7s7PDubPnWFtd5fGra97fJaZZ4LGNOt9D8+o5tk6foetaNjbW2Th8CYcuOcb2piT8Nm0bN+Wy/sznc6774p/wpRvuYRZzosqyZOXQBpPxSiyUGFgsFgL3ZXmjgPKiFmGtJSwarLXM53OI0kijtQ3cosXPprjplBaPNcsQqfJeVB0UUWi1QgcogqeMUk321ElMXaO9o501+FUhYFjrGMdqwsaUNItGqoe/iXZRGKW+PPmyJc3Kw7nuD7IIh8EiFZb5Z9+tyUKZvjjse3PIVts8e04eRi0BzbZts/KuGajnOkuW67CdeHtlVWVcNcRrzIYrhLjT0/naQ7ywfB8JNuudln2e19CK9A7gXuxSCCRt27K7vY195tcFhtB7jzwP5Lfn3XQ+bx2tc7gomton2w1A/XTRsdxIYt547ylKoQU767Bd139G9QwjoYSLWrIpDL6LyYLDZ6cU+k0/+YP219GSkVnaPII8uzSPE0yd1a579l3bWMrSMh4VWOexUdEhPVhBRXrCRD80jKRnxG9NQs2z+S4hwsWBPnG1i1RpF3wu4W2M5tDho5zVpwCYO4urSlxh2J7OCLue2Uy06dYPTfKtOefZGVdsN3GOqLgZjt67dY7FYkHTtEwGa1Mg8I5Xhen3xOxfcP25H+fexYLJpM6GLW1eQeaYd57p7pTNrS0W84WwfUPPaFzbOMTa6prUmIvsUzHganC9gdlsDm2DDR4dxDB33lEmkdSqIrSWrZ2/A4s5i1JTqk8vzSbtA/hAqzw4x8J2TBxUrWNL7cSDZI2b6F9nXv4sZVFIDI6Aj7C+8g5v2+W14Q3aQfLsQTtoB+2gHbSLpl0UnlJv5cOSNfWdk6JglRGDrJXkwji3z+r+v0FysqL28ENq4G/Ey/FRqdgZ8YKmOzuys0cKjfng6RoIzlFErvK9609QVhXvn98ZGTIh7uoC8zYFGR26MIzqMl9Pv1kcwHr7AjrL0FyKZ4V47DL0Kf+3bcNsOmX2xP/I7tYWzroe+9/TJ8s4YopU9a/k0wonQ9h1g9MIUWX5GWojCXzpGbeLBohBbit1WQKyY0zVPsuqpqoqURQ34jHptsG2Xc53SjvW75KneND+utsAltgbzsvQeIQ0ErssH6ci6SXGiYVXtEd+ax9t+Hy6eD0UvJgvUMGjtEDLi6hHp5QIt3rXeyJdJ/qWKuf8FJSFjKeqqiJhId2ky7+F4Dj09N9k8+jv9Jg64JNuZmSbCmxleXRjhbt2HN5Zju/+JgDfePop5vNHKWKFZxfnytBL9MFz7uw5ptM5rQ0YXeN8Q9Na5gu5tiM5NBAi6lBQFMVSCMH6IFCnlnpIaB2jxgNERWm0KamrWmSPvAXvlzhSKigRzcXR5yZpjFLMTPQGC40KgdLB0eL3mM8KMAXogp1N8RJd22JD+P6qPKuMFPnz3mWsGHqYLoTEuOtFQPtYzf+HwMJ5FrSlmkHxGBfjV9OdHebzOV3XYgrNw4e+EYuPKd556noA1kZr3H3uRqq6jIF6MWxt2/LHj30FEAxaa8PbfvBj3LXbicZbxNBTSfYk8JgSEpPhWiZAhHx+iQnJIuCdz0Hhsw/+d8x2d2nbJhrz/tbSr3c/+qXeli39WE5GTtpXxDiX1gILpPjeUtKd3ARVXWOKMrvyyUDbVnKlvEsYvcr3TpxwKjKCtNaYsqbV0yx/752THLADnsMFbQlWk2qx9PHZqN6R458xTtgn7aXXPc5bQnDk/KSwf1D2EcR+DRjuGdu25f7r/nNeqV/izsf/KbaztM0ib1qM6dNMUk7ehN9lvvMJ3vW1L8mJ6grnA4tFS1nKvLbWMm9nVJFkoWPtIOdEET+p1aMgOLl3pz1t1zGbzbj5hVc5c8sK3nseGAWef/ZZAF588WXatuXtEY7LpV+cyzGl+XiVxWKHopyACjjfoSkH8wKapiX4bZrFDNu1tMeuwftA1/XVuNPagUpJrzHEofolT8hGBZNjRwU23NpksSvPS8UNpPKiqCNGKZ5Al7JVTc8psQ0DuNYzcx3j9TUKozP7VuKLDEQO3rhdHEYpBvck69dgYtlcbQzWyuJl246Az8XfXrdlZsAbt56ll6Lrg+sZGKYQUm17WF1fZ2V1hYcPP01ZFuigsxcwGsk1/5B/NxyS8zjXT6imWeTCYbOdKT4ETr92ijO7lq+efIayLKnqio9eeycggcWiEC/DxDwupRVt2/a0V1RmOKUfWmua+Zyts2cB2Nk8J3lXMT4TOzx1Qt9nBFI59WH35r8iNTfxLHwKzg12zoNtWH7JxP5xIWX3C7OxaRYUpiAZP+hlhpQ2kb1TEJTCVDW1MRglBQkh7k7d+UsEHLTvXfvKNZ/gnid/k+nuJotul91dEWQtK8NasUrTNEvDSkJQ8orWiqpQGB03HQyICYM4TP6wvCAowGBUKqXY2trk2y+/gO06HrnlUzy9skY9HmHWTT7P6eK1XGlVKU1hCoL+Oq9s3APAe5+4H2st9WicY75S58tkdYRqVMc4T5GvM+3ZtO7JTTs7u3xj/mM0puNGxGhe8dKrfPHFlwCYz4UtKlJdFTJ3xVh2iRFHS2Ecs7ZhNm1o2zllYTBaU0U6fFEKaaBZNLF2k6jeFEWRZX0KH1BNl7EOE+nLRkER+1vHtaObz0WmyXaM1HIZd60gKE0ZmbvDkhxFKpWuwTtZB5Q2VFVJUVayXqVzKRWXnDc3Vy8OoxTL9yqt0abIxAJtDO18loP3afc1zAB/3XMOfn+9I8PgZ8pvWlqSw/L3aB3LITuHKQylKbhn6yapIxRzex479hzOi0LBXWdviPCTeHpdLK/hvdS9f+lLn+el+KC1EdbR733rFUBUsKuq4oevv4u6rqnriqqqeHCiuO2seAumKDh++YuxpLQMQR881z30B+yWPw5As2jy7nZvZwx3Vv1t7jFMeY2IOUID5uJSZdphvw9IGq5rcai8g1UagTq97ARTgHpZSqVAxRwm7xxd2+AjBJE0wFIZ9ddLhD5o35v22unv8OeX/yTOW971xD/L5JSqqkUZuqhj6fEG71P+zsAoVZqqKlDKxNeH/+iN0V6IeWncau6//hfYPPF1yqrCFAZrz2GmBXXMn3Gx7lGCigOO1nm8aWnOSA7Sn1/6kwBsbBzmR0/9X/lr9eKfs/uq3Nd4POK5q8bMju6inMoemxokkIYgMOLaK/8Uf/U/5tYzM/5qonhyvimEA8hpEtvNT2PNCtc/sMbZj9uIMkRyRqeYzTu2tnfFIwqBam1NSApxfVFaMxqPUQS0lgTbwhT46BkCqOAiXV7mlFEiDdQGl1EflHgu1fQ32Zn+bWbeUulOiEOx23VQ1IgxAzEydVAUwNEQFR0ceKUpAywiZOqsw4VefswYQ1Cp2NB3bxeJURIKsDEF17w0Q5uUtyI5MVUtnfzcVaO4gwm44U6KIcqMGJPvtoPunY3+haG80eBQlxI2u5b5iV/DXfGT1FXNu3duAQ2PHHoqL7pleCd3npsLM6yQqppBRy8jYqrFaIR2VXbhQ/AEZ2maBhZ9JrjSmt8/83kRRYxGyznLE3FHtHH4MH9v5UdQKB479qwYx3nDdHsbe/bX+/MMu2J/OKnvhmy3Yq2nQSc8f/UkQ4f7ixUue5tDiECwgeXM/7SjcwMYNul1gUACrutIlF7bLEiZUImJqbXOWP5Bu3BtPt2WjaGGL1/zn5G4UqYo+ejLv8d4MpbCddMtEevsPCrCT50N6GJMUVaMJ2MUnvl0ugfW6TedEa2Ov4d+fGmVaeTOWZx3lKZAofBlnzBbFCVJgUS8Egiqj2soVBYXTnmPkqejcnmKUV1jNLF8Djn/ZinHMaIz3gvrbTrd5S3f3uaLJ1/NbMA2pk7kXKR2ircjQug3q4sGlKox2jKqK1wI3Hfz+whd28trKShNgTUGgqcoKx69+6Pc+lef6UtneLkmS8B6yVEEaPHomKfoQWo0jcZMFp+mc3MWzi95SiFKZFglnpWLycMhBOYxtKsBExQBjYsx9GY+QznPStwgKKNorE0g4HdtF4VRyj66itm/44/IqyEQ5p8RhQGluObFGd+64RCma2ljbKFre6ph2HvO862+g2MlHhvNmRqcoa+4B4SscLC7s8u3txqu/NN/y+Xv+2/xRwRHt3uIF8YUGW7T8d/S6TMlOyaYhYBTA28kfbsyKFPG2KpkpIsmXawlFXFkrRR3b95I27R8MdzPbHdXipKRvKHzuQnA1wAAIABJREFUG+ghRJmub29PLn2ytzb5mBR0hT3GKv0LMgF6aq+UsnfWRkp5Hz3ImnkhRCq5TP7gbV6kEicmJIt4YJQuaLPWRsdGMYyKe++57/qfo6wKbn3o13BtoGu8iPln71qhtajHTyZjNo4cZnc6pSjrpecoBAifx30IDudCXnRBPOWQ4plK4ZQDC6UVlMUURd7UGGMIXoux04bCv1O+RzmwgcV8zmI+Fw9Em2wMQa49hKQ4E+WzjIooisr3ftmLf4edW/6ckydf41sN3FcI2aCOnv1sNkVrzWh1jOscX7/jJS4P1+O9Zz6XTbgPAVNWmKLDqIC2jrsf+zIhCDEKogB1KWbGE3j317/CvTe95zzzNGADtASKIHBbEVMtQIwM2qAmE/zuFm7hCSnXNa+RSiaciSiG85ggCizTJLYb/60SmJQ1o9EYu5jjnaeJ89kgsalw/mVoX7sojJLWmquf3+XpK8pcPgKQkbHyw7RxJzKeTLj17EOcOFrSNvN4yJtflJTWaKW5lttAwfOcYGkZHhArwp5JAsLe2d1usJ2lOHWasioYjcd457jj1HXxXrZpVIqJiEEqjOazzz2aYYww2GcpJQ/eEGGpeO/GlKKSbgxJbslbixTiim66MTRdh9GGWmts23LTV/+Us20viHpehzHAQ3d+aHlBX/8bwshRUl6e7b9gmLG/zCoI2dilfst9mI8IWRJfrj9/9SD0pAYBWJUNsvcisa9U8oSS4Qu95SOJdB7ElC5ka1vLMPm7lxCCNkJO3zn2Mxhlok6l4s7j/wyAx27/rwCZF0VZ8qHn/xVXXH4Z6+vrzBYSb7VxA6pjHLfrGqZTT9u0mVlntOaOZ/8XvnXkx1FoTCHSX1I6RQzXuJ5QVTKHurZjFnXwlkeLikYn8ODNv8i7n/otrG0zQQKEHfj2F2ccv0TjiflQwSOKSfJdRVFkcdTd2YI/MacwuuxzFWM/XfvyjMNv+Xe0ymL5iJAnnOOB2z4IgJ6exrZzQnAoJF79tTs+jPMd7z0uJKm0yU2zwHY2bk51nhsKsp6oKrTMJW2gNKiIUghcriCuLygl6NIwhKE0moDVGooS71uMUgz5Uh6y5mBZlpTjFRbW0UQBV5C4VFAi3Ppm2kVhlNLidM2LU+webyFt35WSuMSTV4Socr3fGCnoYbuw/MZ16g5MUfJS+TQlou10o7qHF/STcsigsmXwnrf7mwk+8E2O59Nc89KCgGI6nXPu0X/C+uZVTN7z38hmIjFWksGIuzxnpUrrbLbA5dozaYc59Cni8j1MIDWFGCUlZYp9CmqWcsyPvONuylga2XvHfDZjNpsuaW8p1LLqxXk9pxTXEi2uEAIc/pvROMu5do5cy9rZfxEnJRBLFeTA794zht6bkbLUqZSFeHZ+D0Qq7/UGJ3gX14wIAYZErU+yUvtLbR+0C9cSoy1NQ2sdTdPG7ZZCxxiE0pqHbvovAVA2QmBOEXzH1276JG97+9Xc+tD/xNa2SP+01jJaqdFKs2hnmNrgGsv21nZmeW5ubhK85z3f+G0evu2XRNlAaYxRWQxWFmiPKUqKaoJ1om4A4PTjAJSIx5RUH+aLBbPpHEn67b2gZ68aYXe3s+xVSLqRcb3YPvQLLC6tGI1/kZWVFTb/7PdZmaxRf+TjnFn/eQDq6f+KoqVbtGgtzNxzZ08zn+0S1i/Nl2xtE4GCOO/jfE2MOOcczvjouQVCFENWg2qw6Z7uP/t27r78WzJXtEaVZVb3jkdBIi8Zg1dBCBDJ+0UQnWq8QlmPaLe3sZ1dmnk+97XQ4d1ihvMxVpZiU1oMnjLD7379dpA8e9AO2kE7aAftomkXhaf0tud3cRHiCT5tsRmwu8WiP7fxJfRchFv9HnG/84J4KTCqtMhxFBXXl+8aMNEC14Q75Jgh6UdEyVFKUakJ174sUKG+5aMCb734VzSX3cX29ouMj//PLO76cA5Wpjr3BsG0g/dY27GYL5avOUjV1cQ+y0y/wb0vETgirVMXBaaQvcRkMpaAqHNo4MG1J3j15vfyzq99PgdYfdhPm85/5k6TcyevLHiBD3KsD/I5Mlz3RrBpxuqkwB9m4OEota8sRj48eXgh5JwXnVhOYdBH0Ae+DyjhF7SZMhIFoveaZJ5CgGBdnnM+eHBIYivptQTmyjjYIXDq5En+aOMn6NZkx3/Pk7+JKQqMKZjOp5iq5Nixo6ytrebYyzNPP0uzWPDwLZ/CzQXS895TlYXEewBrWxk/RUFZ1wQXdRQHK0Uoj1MXd6KU4l2P/zpJq16K5sl9PnzbL7Ny7l/S2Y6yqJge+UXWNv83dg59MtPGg3UYLUmkH7An8B+5kXu/9irva4/zH7/6FACtvwltHqFtG0ajkuADW5vnWMznhNUow5RzoQxlPSaEwF2P/iXOdag6SSwlPUifZc66WP013TtKcf+ZtxMM3HfyrXz46Ms5LJITWHPSUkR4dP9cvO8hR0xJXdcERDotWI/H5fVgOP3atmWx4+kyWSX2czzvm03fuCiMUjObZWxXG0MwPQsrYncRxRNq9VAden9mDXk1v07dLsdEdp/3jtA2eXFLSXBy0KBA2eD3q9WNuLdE1zkKJqq3vBPXNpxZuZbmxSf5zuUnObVzFBBctSgLRqMxZVnEhdn1ZcEBj4egwQrLzLkU1KWP5Ks2D0DBhyPrzEjZYYDxeMyoriUHKQSYDUQpBwb5fHwAufeBwdn9HBz++PIxCWde6tvY24kefr6BplJR90iFH8j5K6Xo2kZo8gOYUQLXPfQp36OE6aV8/rp0H6kuz5sk9By0v6a2nF7Qb5usUeASmUFhtCY4YtqAPCQdiALGXphcKBaLlrazuWbZl9/2s7EEt+ZdT/0mTdugVWBU15kF+8Q9/zWnXn0NN5tSFiWomL/nLSYuzG7uARk0UsKhRqPwJmT1FaMVlZYk0wdv+iRN23L28DmsdRkuM1ubnFP/KSP/G2xvfJK6qoRRG0I2SjYqjd9++j52Dx1CIUxdrTQ/9sM3xe/SvPSlEwNxYcXq+gZM3oPbFeWDRBvXkd5tO8uDd3wQ7y11VH/52AuPR7jRxz1jQMq6eAiyRjjAGyPGIc49D3RtwBQ5oitrpxLCivehN2rpiKBigm8HqiBVzN4LE6Zj+1j8MDRB3jx+X5VDt10HET9VSqHmXwTEKKnYCd57rn1J6nU8c2W5vGPe21SaPDE+o0VqA6ViBdW0Ix98Zs+qrbTO58iyJCkhTMmuYrPdZEu9hUsefIpv6m8AwvopypIqJsMWpVTZnM0WS0mvAhVrYe91g0qt8Tm6rkObFmVMji8l2nTK1anqSoK5WhOs492P3cvJ73yHZrBYJCJFGkuZkqAU9zz2ZTnGSP8orSRi7T0hCmwOOoit9Z/PsYSN7d/Jz2B/8DjvI+Ik7FWgCSGzBpc9wz5+lfpHxaBr8On9ZaNEeJ3nf9C+Z00Bo3qEUpqmWWAHVYZDfB5KaaqqQgVF27SSAwh4HdBBiqRrFRd1panrEUWs4rqzfY7gwLmOB677BZRWrKxOYs5a9Ch2tzNaMtmYoLTBbW+JV5138LHyqYJArB4dNJrbMPXTgGwglYNEF/fO5mhJ+q7gpWZXt/FJahR1XTE/+ilC03Ddo1vxuxSHNjrUUTjz7VcYj0aU2jCd7izFiB84dy3vPfwcRVmwvnGI0XhCOLWbx70kmkusSAGrKytsrK8zne7y3uP3yTUfOUJhCpRqCCrENcpQVjUmCVeHQKMUs6ahiPl9WqmlJS6DJUvzb//m1VrHfDbHFAVN11Hk3WGfDA+DdSUEggr937FJtdrvI5kh7zxKCUSVmFhA9lhQKidqJtf1jVl3imvVHX09D61i4muvSCyqAf0neiNH9KTkf/Sw8J7qd+8JftrjLHRNDOYiuUXJy3n3EZWDjCoSFoJTeFfhnQRQv/CCHjDQpIBeSPk6sT/GqyuUR9YBGK+uoqtKgLZInhhmUff/J8Xl3hin3Ip0TDK4qX8hoIzOn3nnN5/i4auuzc9k59AvsLb1232fDXoo/Rxq8+XRK7LHSwZp6LCmQ0OE7/pLHO7E0kcPDNKFb4q6HlOWFc67PUYpzRtJmFRBE+iy7qEOMn+NMbRdF2nbUBQlwYlShzYGpRXByIatW7RstVuSl5bkrDonkLwx8lmk9k850Fj0GCkg6W12sUMIBBf64nNFQVaTieOqKEqMKfPG1SatyDTu4tpTVyWHD0tphrIoMaZgt1nQNg2u63j/3ddjveL06VP5c1opvrZ5PR9753V0XcdsfprTr23RqFgJWsv8dc5hbcva2ho/+Nyj/MVVt+TcvrKqKJRQu7uuT1D13uW6ZlopGtvivMMYocIXpkSPKslNggF8R1zDdPbA0iZCAy4EXNSc9N5B0MuoeQh5rocgeWM+zvHhwihqMG9uvl4URmnpBodsrrigJmgPH3j2rfVAlPP1zqdytVr5Oxon72W5HGjrpRaWT5Bf00qjY0XGshrLQh3PlY2c7yvhWtvirY0yKj1umzwvIBuq3usS5ltRFvmaPvzWls9/0+cqruJ1yPelCpH1ZJzznGzX8cAdH+Cak/+BlLsk99APmuWWXOzBbSPuudI6xvd8H+eJGHGK8YkDppafVzyj2vPaALrOv+fPKbU8yAdPIwyYl+e95AFCcNAuUFPD8WsIex9AjGEWRSEQdZDSIwCj8ZjZdEpVV3SdpazKvi5XJ0bJFDrD2Mp7iroUOZ3C0DayeDu3IPiAMVpgvxCoyoK6rgaxT9lUyVoRKEyVDdsisvDmiwWmlPe9lzpf6xtrKKWz4Vo0C7q2y/PPxX91XfUxpRA4sX0f1791jC4rQvB4FA+d2OKum48AoqyyumalQKh1nDn9Gl3X8u3Hria886V4zZ7N5qcY82mss/jgImw/KD/uArN2xmI+xzrJ3xP9ScnnStcTOpuVZJxzeL2cS5k0KNNLRil8gvRICIhC0yfMa6VBLecdomWtUV5QFomLRT1L3Ze6V/rNc+ouCqO0vGAOfg8e53ssKASPd+V+qG3wyQy3qZ5GKTt3wVaV7ncIS2fZY9nj9l7ojW3aNXUyGfdAe0r19Uy0cjFm5IWe6uU8Wcw0Xq8bGCS0PMAPXmnzvXnv+cjVns8/H91epUTTAzK1Upf9pGgiJTfpU6VKrUPcLt3v/hicJCEG2+WdjxLhKxQ9pJb6SEWPdvvQJ1nb/O2BDy/vJycm7ymWnhL7MYL07LLnNHhAOb70OkDdgbN0QVuG2GPcaEm7LnrGCiiLCu9l05LSARbzBdY5wkLiR0lFf7GYY1239D3icQnCoQv5p2yfF2Q7R2EKUV7wViBe1/VGcgDVK6VwoSMYnb1wEO9ChnVaiBOiEPBpgY9elNaKLsiie9MTUzbWDSear8l5nOfG09ucsIdlLnnPi6+d4ZazU45nWSzP6uoqPniaV26luvkbGKMZj8fc9dQ7AHjyzm9iTMWu/QShUaw1fyqyTVHsFqDtWrr5nOnuDq3tqOoarVKCsBxTlxUTXeINVNEwByOqMcnbdM6LwYlElIkXrygESNSUMkCBwH4qgENRRNi8jkamjLB/AZBFdgHVozY6rsffVzGlfNdL5oV+ESS9pbjuJckj+OZV4/7zg8X+OnU7KudImHy+tOOXZztwXVOZ7fTmXuA1QIgy9jgnDJ29i+YQcowGKJ8mw0whu8X9AhuSJUUpTSiKfumNgUylK0xRijips0uTylmb3XHbtdz1tc8zjTunYXyGpd3P8BaHC4oTozQIZCut0dHb9D4Bc72hVwq2N35eDFPqjgEk15+/N4Tn0+DLz2XoTaUe2ucNDe5jyHw4aBekhSCMSmOKHsGQN5a8Zm1M3Ez4tJfC2kWM3bgMxQoS0O/ik+evIlNOKU1RlpRllVW56/Ux8+lCktfrmm7haLtOdvB5PqsozyUKDTZ0AlEbk3OZtLsj35Ns+kK8P7e0eMtGT0vS7tMt9aHDlGXJzdX7AJge/w/4qqYoJdatnMcHOHF0jXe8fBKAZy8/Eisse57cfYDifsutK+8hVB4bje0tj10LYyitp+1aTm7/LXxQdFc8lw277ToxmHGOhxDoupZ2MWN1XWD91ZVVFArbtWysHEJrQ1WP5HklQxHXpBA8OgQmPvVa+il/eyTMQCwxokNAoanig/YWggroAE3sRqUVpdasxDhhUZVY53ljfKtvF4dRSqv7XpvEfigIpXj+6hVIVlcN4Dni71rHwH10H53tV7fXWRRVGpd7L+B8V7u0EKolhlF6ZwgjpDf2lRuPcSAiwyz4XsstGdGPvj3w1TMrFFUtJR+6Rb7frm0pJwUEIUaI7IrUVUmeUuIrZCgxBB56Z1RzSF0h2ARs/Xn2Mn2AB+/4AHc/8peA7CrVlb903v7YjgmCa1u/3XdZNMY6Ydd57er7bhn42b8p6eNGwws9aP9/Nu8DTTPD2pauO381UYV4M62zcdz3xyRdu7T0OeekcuxgsmWGXxCi0/rqBlU95lwnyvdGFyhdQkzSVEBVlqLYHzdpRSFEo7oe4bxjc3OTtm2k8kDaHAa/r3qy3ONAU1FBYQru+magqsfUh2pS2kSS8jKF5tkrLkFnsWhPVD/iG5duAPCO75zh6csOi2EioIzhG9MHuWn1PSiV0kngic37uP3IhyjLIgs9j0YVCz4BgF0YVvhXEkboYrkfJxWcpzEBmaZFcYUYh5VVoCRMJhhlMCl0kcgK3mMJ+JgBMtwQLs3H9F4IIhZAMm4IyZFAG29CASYASYA6KngE9+Y8pYPk2YN20A7aQTtoF027SDwlBeg+4TPFMUJyMUPeMO9jl+VTKK4Ntw5iHv37SatKcoCWYbbUjI7poskzy1853OXt/doIZg2pqPlyImyWioydz+1KUGLyz3JRNHrYMniCbfFKsF5nOz7wFsl9sJ1AElLeoYvJdFEGKF+o6sNlgX4ThMq/Z5c9scATLBZ6VtIjt/1yhjqBvNslwPqAhbfk6wTknIOeGRYKHAAtg08ON9/JY3o9D+nAc7rQzYdA27WoThI2wzK2MBhTPus4Zsg3khd6mR7xSgozoHtHuEyGl8RnFos5znvaLiroO2HBVoWhLAx1vUZdVYxXVhiNRJm6LEtMIQzb2XzOIjLjxEGQi2x5jMq+W5h8MVl+mE8HUrrCf+UvGF/5NyhLITcopWhbz/HNewEo3noZSeuSQC5SOmzPXH54MLCjl6Lgyd0HMnEreV5fP/OX3H7kQ1SxquxoLKVr5AF4du0/ZMYMo/6lfFZJ2kvKg0xyXKYoJV6mJem+qEakeSbTUOS82uDY1SFX0k2OrUkQfJzqikAVZJ3sBs9dKYUJARfIsS+rAk2My2kr3k9r3xyAd1EYpUBkcET9JpWU+6JMeu6VCJNd+/IiP+DnrhoRgOvCrSRWHQODALxhddK0FCaj5AO4MERWe+xJjMTgpbiAa61zbCeJqCZBSWctvut6FQNSmfXQL/yDnkjGRMVb9s5huyaWDVdY2/H4hgRPd9YrPqrAOssDK4/xwi0/wE33/tl54jDLC3siQ2TDlSj2AYgTudc5HUKZyVLvOfkb9Kv88V1iP0sdO/jevShqGL4blv4+aBemDZM/l0Ow/cNw3rGYT2kXHUNYPm898rCTWkJra6u5umpKCnXe08XYkybQLqak3M7RqGZtdY3VyZj1tRUm41Gs3KxxMYDVNA22a3HO0jUNKni8d2jfGwzjb5drUB4f+teHI7EsK3xVcWLzPrTR3HpuyjOXHpZS5JEFq2PV6BS7FdKh9MfQQKWpI/NLx4KlIa8VldY4Y7Bdx+NnpTru7Yc/xM0PX537J2gFWjFRirb4FSbqdynLEj/5FOPyf48PwBKUoqzqSNKQ75Iihj0jDq2ygK0yJj+gnE+p5BnnuldBoYKUtVlEy+URVY9xWTMua7y3zOYzAtDF82jnGFc1k7W11x9Yg3ZRGKUBmBlbXJjzCJaAaeSKisDfMC4TQu+tJOMW+rjMMrOun1BAjjupyARKob7lhXdvMKh/KcVx0ncpF3OTiiIPNl0Ugjcn1o+z/X15H0UeU1nzIaorO54PXjHniy8VQuGEnGzbNg2tK3iwDtz8lT/jmUPX5LyKfB411CQPvbcU40vpu4YeDAqJO8VkwmG/DReY7OhlQ7rcP8nWLOUXwaA4YEz+y/05NJx7vjf/tcdSvQkDedD++lqiEisV9j3XfIwPLBYz2rYvP5EOCnGMB0L2irpOUaRdUICyKBjXFdoUlGXJeDKhrmvKlDReVqJqksgS3rFo5iIIGr0za7u8IGsVFSaiMd2z9YmeU19PScajHOW+8hlG4zFaa8qy4ptvGVMohXeBLosMD0dpmkcqemBxfUFBcFz/6lmevvQwoKKCgso5UQopYikVtw22szx+9suS4xTP885jH6EwUnG2LCus/S8wxZOM6poFPy9XoDy++gzBW2y3YLQxFjxmUGInqNDXTNMa5TXKpOsM+ZqDkoeWVmHlpfhfFp7RiroecejQEdZX16h2p7hTJ1EK6pGUlFfeE4IbsKHfuF00RqmnlsrfqS1tsqNXMiyjcN1LM0Cj3qaWoLvlHBvIMJb8ui+Ry/nlSTZwhQZrYrqYvnRDusDEdsuVVK3N1HGtTbQBCY5KOUwqMtwSY25vr8jpdWEoSoOPOQBdI5Ta+e4uO6Fjuw6Uu7vc+dwXePbtP0NQiquf/3S84gFDKp41BM/dj9wruy56o9FDnvvhu/65aPYOrb57+qRZJRurpQUpnSgl+ubP7vPqOH+Lkz2fUO376EH7HjehS3t5vmk1hqFrDSQdt2VoLww/DxA8pSkpjGZ9ImzajfV1VlfGrE4mVPUI5wM2KtMnaM1aS9u0WGfpupYuSnUBefFOdPUABB2ydJHWKtmffUn4ObFeaW54XEgDK0c/zHOLh2UeK0kOfcfJLSF5xPbMFUfjuI4vqF5BP12zjoUBn7nsEm48eY5A4OlLD6GUychQQlC0MZRaY0yJ7TqcbXNi7CMnP8ftRz4c1R/6em1FWeaO9sFjRjW2aXG2oesafPCUweNT8iwarX32Vo2O65EsjnIbIChWDmkEtBIDVcZ0FF2WknBclJTjCStorHNUdcVoNAGgnU85d+ZV5ju73214AReJUXr09l/lnqd+K9NB89MdLIr3v3Y1Sinef+m3WM5aUXD1uwcdqhED1At+ogarV9yRZ2chvuxCYJgoumSTclmKocexZ/e+n1qH1kV8YKKBlxJsQ8LaVfQBVZpw+w0TYSCpEx0428qEmE+nfHnsmJ7aZbQzJVhLqQDdM1iEhTfwNkLgrke+hNcK5XqvLMFhzjm0T95f2ONt9n2YPHqlFKcff0u+XO8dR9/5akb79npl5FOo899vvqLhl9E/rMEzzazCg3bBWq/SoSCowTwctD3wXHpGZWGoy4rxqGZtdYUjhzdYW52wOh4xGknMpK5rqrqKMSFN21q2t3bY2Z0yj/lN88UCa63s3JGNamnMUhy5HxZx86IUSrNvtKQcpAQZvuOxLUxRUNWyyzemYPxDP861j5yTU2nFw4sv0HWGyYosuirKheX1KoTBCA75exIq8Mzlh4GekZe9qRTTCvG+CtG5DKHsPcCu48TWvfjgufXQh9BacccTN0AR+nXKixySMQbvPVM+gXKgFpr18v+I1yMpM66TkvUFoONaMZyTIaNYKs9nBVQx3caYEtdZqQ7dNlhrsc4x0kX2bNsZ0dv7PpIZiuR2iOKh/XhK3ouPJYjh/tNX8wOXvrz02SH5IUmCBO8H65rKi1g6b9/ioPHLg6mvjB5IheRUHNziqQ08gBz7igHHWAdJRzmQBBFW8YKqQmEAqxWdApsVf4c7t95keifvee+iBlikWjpHu2iYT2csFg2vXvcPWAk+Vm3dc6/xdAGB5u55/CtLm9sM9/mAw2VxyKE21tCQ9LvkZVJJkitZkhF6HcORgZ8weDbp+D12aXv9k0un2dj6negpHRilC9l8ABUpwD29GxKGpZD4bF2VVFoC9JNIPlhfW+HQxjprK2NWVyaMRjV1Xcc4bI+U6EGtLtu1zGa7bG9v07R9ZeKiEAWUZExA9RqPyPBJXorA8iHHw867D1KB6x/dohjVlEVJlXJsioJrH97McZZSyUJ/8+ltyp2oWn75JQxPGpZXdTm97je16f1nr7gE5Qcb7LQBdgFP8tpE205Xfdl55yyu6zixdT9aa24/8sGlmLVWirsu+6HsCSaI0zvPdvfT+RoE7nSs6X8jr0USSt+HIZ9PR2TIxwKDZcp3UhobAm3b8JnnD7FoLNNpwUffegobiSntbAbB9xJH36VdFEZJKXj09l/hzuP/fAnPHWppqSGsFwYrVvSSgKywLRpN/XmysRrqrskb7B2hQ4cqRIOk+uWTpWUw9B5GLu4XFR/SGXzwBCvikIfjd10Z4JjSdEFxCngFaJXCDV23dC2BqKgthkIDp7/2VQCO/OiP0TUt89lMCh/GQWzM0LIncVOdDUmqiJuH31LMLfUv3P3ol5agl6X3470r+skv88gvLQz9zQwMV39l+Y+h0RmOgdzbEfJME3v70Cc5aBe+pfy3iPbkvJei0qzWI0Z1zerqmMMba0zqCSuTCSsTMUrjSU1dVbKLLwsBg7URtCDFZ7yjbTq6VjTk2tbibEdZmFxOwvsgcj9O9OR0lMXaA2BIS5CWD1jnMAN1+iLdB0JWGI1GVFVFWZR5l5+8GHygKEtO3LpC90LLs2+5pF9k83rUJ86HEKjKkvFYYMmilJhwKuOe4P/rvnOap45JLtNisejj4tF4+ri5TvNAKYUpRIRZG1kTntz+Krce+gBPbIpo6w0nz1Le9BOoIq6hPlDg6TqbE3VDCJSlpjCeRfikGDU8XvUb4/T/k1v3Mvmhn+DaR86xXnyaTfsPGBdyX1es/Qm6KfnKq2/Bh12apqVrGz77/CFGE/E23716CrxHl28uA+miMEqCFzsZ3r3BAAAgAElEQVScbZcWHnkv7bj7jnr4ll/irm2R+OjX3qgKHoaxpOURmrTdMj962Efn2z6F7GQtX+zSOWUiJNc0xbO8t/i0k4yG8Ey8ng7FjtKMtGaqNVYNGC/J9ClFr0wU+MGrLF94QcUdTk906NqOxWzBw7f8Eod3zjENAW0Dq3ECZ4dZqawA3lPme6MNcaKEfjAO43l9H8SZHyeK7GZ7iZjL7zlNIBqNAOvbv7PUX9sbPz/o26SWPsCtGRor1V/D0HOKx4TerB60C9Q0qxSqY1QrViIMB7A2mbCxusLa6gqrKxPKsqKsJc6RmGNKKzprheFZCCOs6xq6tqVtpGYZ0VMqtGayukLXOdrWMVt0vbq/UtlA9RqKMi77ysRqCfGw1tFZR+E9Jg7mqpJ4Ftpw49d3KUYjykJo2BlqUrIpNIVBK8XWn/57bjq9RT1qePryS0gXrUjzJm1dibGuKJJqesp2rnEW4BvHNrjtrMRaHlote08lhTJyOsnS7JDNb6kzovHE1v15U/78VZdx4/Of4amjG9x4agvnHCeOrOIGJWRSor73npvXf0DWKK1R9ChQmpG3H/kwPLpFUIpt9w8ljhU3Iw+cezttY/FhjikMK+UKi7nGOUcbPdu/fOVSPnT5SxiGMf43GmMH7aAdtIN20A7aRdIuCk+JEERqxDuGBGaU4uXLPgkEOPVZCIHRRz6+5DnlfJskvZ5iQzGwKQfR77KT9xHx5z0OSv5lKeqUvIXBbn3IFlRK5d0gEb9WaZsWZHcSnCOm/tEBm4hUh1cKqxRZaGUAOcp1hOiRxJ2Y75MSF7M5i/mCJlbkPD3ZiGw/zbnbfxWAO7/+G/2NKHjozg8Lju0HnmLymnKgtL+/Ieg2JOdprZl97o9yf6c+816khdJz2Tn0C8PbWdoFLWPsy3Gl5NUuxa+Gzt2eqztoF6bd+PYrueTQiNVJzcpkxCSy5ibjUYSAAkVdEZDyFc75LFaMUijvaJoFzcLTLOYE5yiMoYpF7KpRjVE9W3U2b7FWUhP2JoeCsFdTLCQyhwCyEGseMxHNMIMionVZY4zhuke3KSvRmCxyzlFs8XyFKThxywrhhcCLV12OLkx2w/bHNfvVIyEgUvVVZZifeA/eO548Jpp1t71ymsfXRxITTv2lpXxMH3Ho4QtZd4z0h+qJXc47nPci3KzEU71ta4ZzniePrMVj+r58dv5Q7lOZan0yf1/uhxyXQwXMNBEdDN6L5JkpRtRVRdd1tF2bpeBCzD3T6s3N14vHKAGP3f6rXHK62fe2Upr333MF9z74bfkbtUxMzpAcGSobwlM9K48cD0nhm7DfKuVT7jdPaW2MuG8qiqfIZIbMWouxphDISgjJefVAC+SoTgrphNBf53L3DG4v0LVilDbPSpExCXJKDoLSQhVNlPdHb/1lUij1zuO/nvvn4dt+eUAQScYrToLBfT8ajVvuzfhj9rk/5n13Xcp9D53sL84HXv3aJSilWP0RMqtpb2g5wXOZEJH6tUco+hsfXMveyX9gki58u+PGtzAZ15InFGsfgSjWl0URVR4krpJ03lIZCGs7oXC3rSSrK0U1rinrmrISoxRQUlY9jrg8tdWg8F5cL4L3Ao+FZLCGaQ1yNlG6V4zHY9YPH8b7HlYal4EbHttBx/LrRSykKdB5HHshJp/6wOaf/jtuOHmOV665st8sDb8t9KvF3nw6medpVenjQ8575vMZQBZdTRNeq0HcdzCHkhCxCMlK/2il83eG4Hnq2DpYy4mj69x2bpdnLjvCta+c4tYtgQqfOrqB7Vw2GD6E+H1ASiTWIT/L/h5DXGf6DaU2silfLBYs5g3Be5r5nKI0+X6WU07euF0cRgmAsM8gnTk64pJTC66qvs7wQe6LOzHMTdqjVpAPSoZimbY53OWTvmU4kAZ/Bw9SjDDlX6joYAxw2MR4SUbJp6Gynz4bWDY4e98b/pbvMZ0bicNJcqAMVEmUTTMj9VdfZvnR234F1HEhOgSdMfrgAg/f8ikxtMbE5NbHeOyOX2Xx+T/OlzH+6I9LAbbYh8EH3n/Xpfla73vo1TgxA9PP/hGrP/Kf7L+hwb3m88iDWELN8+RehtMHXvS+jjpoF6Ctro1xzlFUhZRUibEdtEIZhUaLkkJnaa0V6naSCY/jdTwSskNRllltwNkkShpzb2LdIWs7OmuX4jVDwWEdx31eLEmKBSFP5hACxhSMxiNm01leZG86PkObkqIwGFMsLbTDldgUBcdvHGGftxSF4fqT53j6MkmAJV1VtkiDz4b8IxtRrU1UO9MQBQFSnOfEkdXBfiytY/J3ZseGnN4/+A6W5lUfG5a+OnFklVtfPY2pS75x7BAAd62+T2otxTXTB8/xc1/h1kMf4Pi5r9CfPm2uk9cUc0ETqcyJRxqKgrZtmc2mlEUhbGLZi3D7ofcTwv/5fVa6Iq7KZ46NueTUgr0+Sk9NPo+uHUSXWKCyvBMZuLmBAC6IW+rZd/5hSwYkX9re/XhIGx6B6Cp0htcAbFgai/GX16Gh5u/o73M/NTruhuIc04PjtYaVTtONAxqD9YGdz/0h3gfGH/2JeEwKsKpYoFDyOYwqIBImXIQYUaC8x5vjaY/a33+UUV988T8OqKYCoaS7e9+7oueUXP0Q2Gs9VEhZ4rEvh/28dwLGT/vk2kIeK8lrO7BJF7YVVYnxBheCyP7EjY2znuAtrmlpF4sc5NdK5Zyf8cqqJH0WRhCFmGArjNGEZChZLDspTmedlJGw1g5qhInh8t5n0oAiQmXJ3Y4DJCCL/u7ulOl8jtKa8VjYgIUR1RVTiEKCcIHCkiZmWUr9tu0/+30AvnnlMYHM/DKokfeBYXl8LrNOe2KP3EYsB5M+o8Xju+XMDscPry7XYNtH/uoNRvqypeT3NMEgs/68F8gUoKsaSd+AmFhsuOvSjwDwrvh/iP0ZApG8tbyRBxEdgCCQXdvxwPQzhBC49fAHeDJqA+b1+/vJKA2ZLkprzlwiOQIqBE4fHXFGvSfamT/hru2vZbwViA8lKomm55CgsD07liybEduw5MTy1px+UIf+uxSD70E67xAilLqII9RXtSzIEVJzzp135RwM3cH3Dlfp0I8tuRI+dpXngZc0l9xwj7zYGcqxoaGj6xyzL/wJZqwZf/Dj+K7X2SsqybqWXamh5E5QfWwqDO49BAg6DP4eDKQQsoaWGGW9fM39gbnveg3c/cZ9qS/U8sSTLnid5EwYTPYDs3RBm1ZS8M06vHUkxnQSPG2bhqosGK9MmIzXKCP1G8R76awYGgIYo8UYaJXVH3yXEssVwXna1tJ2NsduUxsqoEiCp+r/ERELxAtw3scaUIabTywozM0AmFJgOxOrQA+Zvum7TGF44qYx9lnLTWe2GI9bYd0t1X+L15G8mLT+yMX176uAQGN+yYDl930gqEBd14zHY6a7u6RFYC/VXanB+pVt9ZK7FDd0ci0nLtlAK3jHa+cAmH/rD+DaHxW5oqoW+C8VJM33QyzrFvI0F6+qXxd8jDtZK0bv9iMfRGtF0zTcduSD8WE5Nruf5tLwR7yZdlEYpRu+vrOEWx56JVIChollwAmVcm4UIWe3qlwDKBCyht3SCeXAdHj+XRSsk3HbvwsYRBeXTxXnwAjFdRhmquC1ODsbJZCCV35A894L3qm9p+tfP89iG4IU5VoDbjQFTbz3s43FeY+xgUXtscFTlBpdKHwnx+x+9g85/PG/LxRaBcEKBhz88BoGEyhqXYUQ2PmLPxhch2L6uT/MUNvyPZzfQMw//8esfOxvcd4WDW42SAOvrJ8Ey8+ffbj0MOfsoF2I5tsOazumu7vYrsNaURepypr1wxscOXyIelxLXCYmfDsb5YE6C1qJt5Uo3d6LMGlW52aQViGakCrN8Tg+koho33rPI3lT1vWU5yvuP8lG49CmQJdVL0VkhPgwrH2WRlMqde6spWkaAoHnrzzGreem+8dcb8v2jtj+CnP8tF9nUlrD0qbQBR5eKbjz9BaPrta0bSMEiVwDat9Xn2etyx1J3DbiCVgfePKowHdaA81DtE1L23YURcndl/9wVDrvPdIcFpHVNUuH9SG3IN5S/L4iepamKDKpyTmLd4HN5qfO0zP720VhlJ5/l/D9+0Bdv1O/9uGzGYq77cgH0TwdNxlxgCpR5xX3VYMpotBg777mnyFkY6byG8Nj0m5jaLRY8soSGyV4TWfgO8GLIGQ6T8oqDEk2aDAQc1uOn4i8kj/vYE6OWkCxIHAqBEzSAPMBrFQTm375D1FGYVtHNXRufJBBEYoIM/oIe72u+5a6fqkP02vpqt7/rkv7cwxskjyqoZGK1uf17fvAkRp81/Azg4OGjmRY/shBuwDtpZdepCoLRlXN4cMbjOpYKqKuUFWBa0WHzkUILiCJowD1qEIXBUGBtxJHUko8JgbMOhKD1ns6a3vFhlSgLrgYeyLHRGTR76urhABX/9UpZouWxsdFUhu00RmZSeXY4ydISEvSqwT4+o0VO//3vxcVcqN5+rLDyyVmSHMp5O8dwmp5JoSwNHb/H/beLcay7Lzv+621L+dUdXV1VV+HImWJnPs0xeEMZZkXCTHFGA5gS0kAP8SvChAg8EMQIBc4CBIHRhDBQC7Is40ESBA4SPJgSbYlgZYsaTgzksi5kDPdPd1DUhLFmb5XdXXVuey91/rysK77nFPdRXGmp+TZ30z1OWefffZae+21vuv/+xZkhlLG4MUn976xUfPcnfu8dqIEE7wSoS1FiJEHV56OAKXYYAZk8tAwLVFRNn7M6pHbtHA2n/FHP/xNXrzwtZgULCq1lS91pdIOtmHbDxSUym1P3/nnGksjqRD3ftDMSnQshNLjb+wgwHdf2EraM4BSfP8LZ6JGgbW8sOPnToAv66ygldIOBomQeemIAIdwPHOVRRhCEB4Zp3PxD5VdK0w8t+PT3MKfa0GMjdtjWMhcuuL6Y/uMOUzaIPCKsgJr3K6xOZ/PLD6rFHMU74lwYuz9+GIZTzWzdb97pgU7F6RLwVMRca4Wr3FGwb9QjNL1MPmkm69/n9CF0OvciMs1tMPn2oJAOuSMPIb0wDNzodmTWAM9KvqJC+dYG49d0dDxOMYJjAhm1tDOZjRNy2hUU41G6LKMj820rdvOG/fMtVYRJiwLc8la8RUIEjzZKtM7162VUHE8WE/uCp985Qb7TUtZ15T+PIes05m17ZhuAia5WVUWVdzbyJeZ5Lm79/mTn7yQKbVqYeolX/sqb3XvN0p8P7RXsINirLzi6xCLl05vUFkT0YvuJO/OC215pKCIrNzHKfVHJd2OwJ7ExQbLkudvzZjP5/xh+5tUlQuf/OxP/A1cSkvob9IPc+SuQlMED5GxlIUrNRVK1lZIr9zaw2hInh1ooIEGGujY0LGwlIJp+5nXdlhpUSjF23d+32nmL573qJDcNF3QtGOAPFNlwnl5EHK5IyRIdc/U8pQ25xMMxjojaFlryppFIXnsCiBH1eBdgtZEbS30N0YaPcDCAHNgzWscawfJFRndjFZjjTD5+q/FsbUR9ukQT7awC/BM1x+14h4OSy145Vs3APjSFy7EW3/ltZvx+/Wv/ZJzOURrNLlAk06ZKZQLbUfrOHpChFDeKHV7sJIeNZ08sY4qHNKzaTvmMxf/NU1DVVWM1kauWOqoApQLgIeq+GIpyoKqKBDAdgbTGXSRkGPiS+FYH6swNu2kHK0oiTPCI8KS1+OnvnkHgImxiNJ0nfWuO50hdxdiusF1Ls6VqLXirWdcUvDBb/5/VHVNXdc8ffMeVzykOvey5K/J7bzgiVEhWV/cTrDKrW1ZNKuyt53puLhzwOUzJ2PNutD7XgDAb0GRkk+WF22wbmy28MRHnKy1XHvsDE/duMPz92d855TjL9/4/m+wtrbGC+e/mhB0fgxjIjNhXya/XrWDi4vVlFW4d9fOUeO/x0IoWWN4e/cb8YZXkghfeuGce9DeRwokLH82ERIlYzWdkrvpVpGvt9ZD95HeE/zXFpEOxNXOYoVpmpxhKmvbM/rgRlQgpkuBXr3w49CwCKos+doTFUV7GYDXtp6n2uuAtO302ld/2RVvjW1JFKQtb6b7yCoxpA4f7ojLhyHv2yuv3Vg658TXfjm6SRaHWfXOdkeWBBT5ousfi/54/88glh4tWWA+ndO2LVopxh5eXa+ddFVNtPKw8LmfXyqCBoqqRsQlidrOJXsXIencBrcyoDRCqIyf3ND503aCK+TgOXz2J1+9ycx78YqyitDuJJC8C2oVCMqnNxRFSdd2dB4oZK3w1PUdrv3UY07BM06AxTxYlufqKkRcPCOPM0Wl23+WxftUXD23xed2D/j2phOSKZ8r/SYWjV3sTwbUCrlLC55L3BYWLrb2zoUzKIQN//u2bZlMprz6g3/Jz33yb7pq7koRQny4R+UEkhdaDlbvNVzfmNY+NLEEUFlNx0Iovb37sosHhQPZmxBb+eIL5zIUpor+yVWMb5FUjG2Is0hMgp32G1Xe95rESV+t16CdhqMI5T/cJMrjYIFjJsst56TxYPwuoFvcGGRt56d6i0wXBUXtGEFRjWk2JuCS2hn99b+FtYbP732Tb8SgsPVCUNKkCEHSrEMicWjTWGSiKPcjh/ykxXsJ1pqKf+Hay7pbniAbmzz0QaZ+DELoo6V7e/cZ1TUb62NAUY59NW0UbWdo5g3WGMqyoB7V6KKIClLXdnRNi1IqbhLnABFpS/CiLEAszcy4rRX8lgxBhwMviJTbyltE+MzruzStYdZaTBAGpnMWUpHiSGqBwYikJFzwgAuESxfX2f8X/68/x2378MT7d7ACV85tZfGUVevaf6X6b5J9ptIxtfA5+ASCJ0jchoZXzm5S+3PmMvcKrD/bt6OzzaJioitpla6yUhzIynMv4/hBiPcBVPWIF27d4zun1vjm+79NUZR8/txXHQgk7parI/DBeWXwVmDqnFYaWxSxIsfD6FgIJUd9Fw/gFRjHtK2HUKIU6CKiUZa4WfZxld6vwG/2lZva6aElV4GKrLaPQs5yEbKuq6xKeE8oiRChYlkdnYjKkyBxFEoVvQnbs05CQ97VB/DC/rf45vhnUKbjs6d/HvXGDkpp7usnAVeSaf1rv+zNdovuLroJpH2tMEmXTSw/LDi/jILFpR1qKQAk3NeqZ62EpRUYQC/xdpFyre0h1E/k7Zmtg5R6xLQ2cnskFVrRGWE+C4CABgWuuvfamKJ0CbZt08ZAvUukrVBKYTrrqssrRTWqI+DBGhNz4YKlZH3ttyBwrM/nERyKbN50dAKqKGNVfKW0D/xniQZL8C+/hYtXsrTWzOcN937zn2P8GiuKkj/51HnKsuLx9+8kF6BKCfO5Oy3KGZaV5UUwRzKbpP/RV4gJauNsNqPy+zvF3XQXV93SYlLZv4u9zNZmcDlo5bw+EbnsxvbaJ86xrgTTtRwcTHjp+79BXVf81U/8DTc+ZQCKeFbn89hEgfblikQJWnTKf3wIHQuhJPk7yTXyYMrmcOlQ1HBZc47ySKXab0stKSe5tbLkj1FE9fKKUjmP7FhwMZBpNe4LxFdHEJ1XQdBe2Oj47FNfvYUlmSsx85v3YkuxfYvtWmJCq8Cn377lLL/Yluq18/gbu2it+JMvnKGRN9BKo7rP99B3+UhZ/R1A8+UXP8HL33ovk1E+XyEm03rBrZLMUUqx9ou/FB+E9CGQD6Ag2fIllFV+CMrkEYXYQB8eFb4A6MxDv7VyYmCtqilHVbQ+5tMZtrOUhWZUeoXNC6pm3iDGUlW+uoNIhA8r8c4IEZpoKYl31XmLq+tcXMsY5k3HdN4hym1nEbeQyVx2jpIGllyCgdcoytJVdLh8cR3zg4R201rz7J09rj12hqsXtslLnKUrLk/uoJD2zvVx4vgdy8nhSgWm7pNffcWEZh5KsHmFTzL/zIKeFoRiUjbzPmVtgQ/TugUb9lxLfM7ZTk7YVLw4Mby1dYK9vT3+4Pu/AcDPfepvUlcV4vlyoQss1vPfTMFVEnOtHkbHQigl01rx5I2d3khePbuZmKdykjjAG91Bkm2cH1z2Ljn/awaMsD3BlZvU3iCL1/UHS2e1unCMn2yxtl3AhOeTUJwF5YNIfa1FJQG6qq/YaM0FN6OI5ZVv3oyuyy+9eMFP/JhQFcfhs6d/AUj+9E+/tsPlz4M2P4PVkqcepMHzAnKVBbNKgEVLsN/1+P5hMulHkTFqaeX9iBcY6AOh+XyO1pqyLFkbj9MW3IBY4zd5a6nqmrX1EUrc5noA7dQpblVZUFQ11liauXfnecFljaUzBmsFa9x8DKCHMNWMdUzaCvyV13awQVFVOufLka/IgsKTc3ER6+pH6oKmmXP/t34da21M7q2qEqU0T17f4fLZU24dIksTuuceizypv+LdG9Vb04XOIOr+Je500GNqqy0f36He7QWPUoyfZRZdWJTir58UaK+IK0VWl8DHi9znK+dPUythe3ub6dSVK/qjH/4WSilevPA1xqOxS9U5xB44qlPjWAilp27ucO3C6ZVM5osvnkNMKsvu4joLGkbkgD3JRJLUEt2ArnicFyOZi1Pl/uFkroCkStYhcBtDUUo59J0QJ2CwrkTCDri++sTRfVWhy72upOtKHItb/+IK7z52Ix67uP3zyWoJwc8gwP3C/Mwbu05Dy8z0dONw9UW3it/Y+lngn2UyR3qViNN4sPBZCOZTvqh61RryG4UVR/JeHXUqD/QoqNKaoqpiMmlAhc3nc8QKo6qkXh+jisJZTLN5nGd1XVFVpd/cr0NwibUKMD7e0HXG5btYofXliARivAKgaQ2TWcPjb+xitCukqghM1c37UO8xJKMaa5yHJNtsz1l1PuZhDZeeXaP7k+C2c0Lp4s4+Vx87w+Pv303rMTDYFfM/yqMVno7EOwKCzVcCV71LRGslxnl7EmeBQeTrS6VrpBaJoNWQBxUucxgaLm01olFWxc1KlXel6qLihYP7AFw5u8VkMuVb738drTVf+MS/zaiuyQsDBn35qEv5WAilaxdOuzciXD2/1WNEXzQ581TLrCyXRb0bz580/mnbdNIqfup/lgFHyGQASfZINEqCoArPMZePKsDsMjM+tNGz9PL3vTmcm+Cpz2E8rl3Y4skbO7x7YQsB3t55iYvbX+mPk5+4yRWa6Vo9Dc23pYJ95p7C+i/+7diX6e/+RnyfX2kRipq+SwMnS3ElSRZoNnb971eMyUAfKZUegWWMZd40hKdWFQWqgNK742aTKSIwyralCNtGWCuUVUnht7po522MKWm/P9J83mB8nbUQS5z7LSc++eot59bTirLwgiaAa3R/siitqcoCbTSdr1qeU1WVVFXFpefW2fu1/wvl3YBFcDmiePL6XS77LcvBrxG7Wl3K7fnlaZusPecK1xjsgjtQJSYeJEqSTktXlpWMJOtNEEirBFAWFyPEifNrer5VFB7EoHDlyUR4x/NsreCFyR5vb59kNp3yxz/8bZ4/+28xGo+p/ZbyCYl7tIU8JM8ONNBAAw10bOhYWEp9iPEq91CuGQhYk5nFTqUIRkn24+yj8x0Hq8b9TCi06mkg4RQJlpAKn/vd0ZqsPEpyL4DPi/WqjtIqz5Ndocs8yKbNrIzY6+A7X9Q4VETrxU7lAAnfvye/+Sm/cVc4msbQKWXu2FPf+iQiO3xH4DOv7/hTFG8f3sveJ7X8Rd9Hd6j1k3RFZyQFi/RwDesQD8RAHxLN245uNqcoCspCR2h3UWjatuNgMgMFVVFSjyp0WdD6Wj1d26ELzWhcOyDDzMGbq7KM66dpUymhru0cEg9XYLULeUdlgaIk7LzqYkLau/FCUmf2r3XaelkmIAbg48aatm2YTmD81/8W09/5DRQqavlXL4x54vpdV6ZL54hflud4CmClr2Vh4meMSqw49F/2A8GyZLIsxqYythHucwlZ2PMz5p4+yS7d5zHBUxKbNy65N4CMdKE9j5AUO7fCtcfOMhKhLErmTcNbOy/x7OaXaP0YjscjiqLKQCcPpuMhlPy/fZdTJhCidBCfaJoH6NyoBZhm9MEuoAcibJFQYVyHM1OT0c+a1bvLJl5wx1kLaMmAEGn+WOuElor9JiEmFl1Yixx1kfc6aZL8xSqMU3bvAk9c34lQ1cvqFVL+FFzc/vl4ajKMl28u+ZvzG04uvrf93ihLMqXnwF61MPqX7Okc4UpBcKv8eLjkA0z+QSA9cpo3LaO6ZDSqCLFJgNm8ofXbQ4zq2kHC2475vInMvB5XaOXiUG3bURYFRVW5rSU8bLxQmlnTMpnOXSFhK8y7jtbgktRxm+45pU/H+IzKAQOQeIjfwC5MsDw5tSwryrLkradHNPv7TH/n1x2IoypTFXOBd85vJTw6q1xh0osKrJ6xac0pcpBVpk3mClhgSOmr7PR0D8q7+JaWQn+Rps+9E/MF6pVqY10SNER20ROu3oUXh7rA1QgVyzM39wC4cuYk35t/i+a+U0aePfVllNJR0D+MjoVQWuV7dS/ZYOYDmvtYPeNeYrM5lyMBBDz2IH6t+j+IjFVUKGGSrhrtACEKufBFUmpcR6P11NNolm/xgaSABcvoiy+c485vvRtPuHZ+ixiziv70FYg+1bcm+3ZSLgiSiRjzwvDCTYS3dl7qPa/1X/ylnhG0eO1D76vfuaVTAmKqZwEvyvRsMQ30aGg0qhjVTrjMmzbGaMqyYH1tDMoV5TSzDuNh3yGm1BnLdD5zMPG6RoDZdI5WDpINuNJF84a2M7StYdYY5p3lp791N1VZUdonxXoviQ5J9qmfwVsRQA5AdCCUvgp2WZSItfzkH97g0nPraO3iSbXvG8DTt+7x1vYGoUxQqEbeq7ygVvk8VgG+yY2XvrMnexsUca36PCT8PuZAKY/b0ponbtzlyplNf59Jy4tNqMNXSp5GEramiG1lfVi8vzCobk8l4cr50yhc8aL19ZLx2G3u+L3Zt3h87XwMxxUAACAASURBVGeZz/s7ix9Gx0Io9WmRC4UB8SLBM9hEmcCQvJzQ4nX9edbQx/cH20r1DKxeO4tcF2cRSTaptOrPrICrSCx3hVW0WLu+11uXTKvKVNJfeeF67YKrv6V0wVPX73L13Ck3Pt53qLL7urT7DawVLm59JS6sOD4Ltxf65axO7TbpeqB0IbNOs1vxyLtVObNHpSgoA/Q+qgQP69BAHyZVZUnbdlgRCpUqM5RF4V1hblO+qixYWxsjIkynjhkZYxhVNWVRMG/cPj7jukahmM8diEHh1tLBdM68tTSd5adfu4sViWusKAqXzK1C6SAV11zSLZ1VpHwtu0BKpbJHWikm0zmXnzvB9Hd/He2F29M3d7nqA/nO1ZetqUWBhG83Q96FG8m96LnSGqHXfj0n3uHb8u8jC1Lp9/G00IzWjNfGbGxs8MxtZ6lcOnNyoV1J7a54pkEIurHPhFJvLDMviUqADeUlo/UACAGsWJ6+uRvv69qFbX7Qffsvm1CKtwv4/BtIyZorBEy+ZfFi/GRZKvUvkARcEoDhwQQNJGH9M4RKb8IEa6LvYkqlQkI7Kas878VCyytJlSW6cJBZa1pX2DLTnJ68fpdQHDHsBuuswqxPSvHUrR0uqZdBnHAK7feGxx948lufcv3VgBS9k0LibDxdKR5/Y4e3d74Rz7q4/fN8/4XtB97Z4sJQqw5yBAE0GEqPnOY+PlQWRcwtAmi7jnnToLVmPHY17jrjUHThKa6vrWGtYX8yoSzdnkwA09mM2r+3xnD/YEZrBYqCZ964h6kqBCjiPkgu989lhxR+YzqIqj2k/Kng+fAVIpSHhQM084bvPD3i/r/8fyiqCgRG4xHXTpyIDPXK2U3HbCWU5HnApMsVvTw9wlOytIIlkgr79C4S7qEnntL3ucpujKVtOqqyZHPzJODie9bv5xYYTepaGJfIxXpKaq6M97a20eEUiUI4Xc5ZmGHLdKUUV8+fjr9XVnj69t6CZD2cjolQWhQgC+xbeVfSIlePpz/8ZlcJhMUkuOCZjeOtC5cTFWrGWejpGkF4keCUwaUQhKnKrK9FWjb5F3qqtPeVawfu0Mr5tv31rl3YQmvNM7f3uHJmE2vM0lXCQkjlSXIhkFuM/n4y86/fb8Xbuy+5m7GSFexW8QJh++PPvLHL917YdveX8KWpb/lGi+ArNzxABEWrMtXrGyymj4a0VlRliVZuC/OwjTniLJiychW5Dw5ccuX6eBRjSk3TYqxlNF6jrkr27x8Awvr6GpOJqzY+a1r2pjM+88Y9LGBHtVeydIJ7ZykJIa7kuxDJhs0483QMvxZDDbbZfEbTFrHQqNKaZ27f453z2zx32+XhfGfrBGG2BW+KiCxteR55uZDSHySbrzlf8D9SpGrbgSLDVwm81FPACV6TUFlCaNuGN0+OeHHiXKkvHkz547UCkFgTLyjdOa/sryBZYqNqUTh5jV1BDBXkeZPOeg0GgxATda1w5dx235v0ADomQimQkN2jJ7Xybe/YoUJptS2y6uzF8YqTw9g4KRb1FpX1VdTqfirwQk0t9D8tsNgr6f+4x/RXPNCQZHf13BbP3Nzlytm+YMpvNtSkurz3MmItz219JQlSskDpA+bNxdM/j7WWt+7+waFCIbhSHn9jt9fP2BERvtuzpIKbT5bqCQahv2o+qKIAm+oADvRoaFRXDjnXtFix0XqpKoegm88bXMHVKub6TKZO4CiBtfV1OmO4u7PLqCwZjWqm0xkTX0Pv+p1dzr70Po0VV+NSp/hRRG95hUqt0PhCCSHTmUwhStaJ1eJq7gGz2ZTJv/pXFEWFNZa6rkEatFKuegMgTeutMuWv7yamQrArGcnhY5ccfIGJq946inUw/dk2xHIWwURetoQEXRFnwU5nzj22eeoUz9++zZub4wUckooKgqusnnl7sp1/wxiGyhJJiU/XiXwl9Cm6LxVxD/ZMMxZxm5IehY6PUIrPI+f08R9PC5p9fNsPKabHmn0bv159bVmM7wjOfZgJvVCPapVsWawwka4msCgoIO2jsira6TrkhY71kzez6npNpUnkikuqWEU4nHr1/DZPXb/Lu49to5TiyRv3uKxe4bmtLy9e7oF0afdlrDXRyPqsR/YlS0ulWlrxWUJ0jANh1818oeVCPtKqcSVpb4V2ddQGi+nRUtN2WGvRCkqdas2JCPOmxYowXlujrCvm0xnzecNo5Fxz47p2KL2mZVy56g6TyZRZa3j/tlNizr30PsYHzwvtyvCkRxw1wKiMOmuIeE7YgdaGfZiyta+URoyNJXIuX9yguOWEqRXLc3f3uPLYWSpd0PhE3VQZJdjpy6sl2PC5GulaXlREw7n+FyJY8vCEImbeZ/wqiTGCtpxGI8SJRXjzpNve4menUzY3N3n21i2uxKRfF0sLoJNQeT1YZaFaS3BzhrF0EHrrFMDc/ZK5IKNy4ANPilD5xZ+j/T32wgGH05A8O9BAAw000LGh42MpBU1EFrSRoAYFzTt7WXjrL7OsnfQjELndufDrKPydlE/+0qQB5Y68/rHsQHZMKYXyPuseICNYatmr2Nzl4HeMNR1GeV90qG6c9UIEsJYr5zZ5+uYu1ljeObvZ65RSDgHjyielvI5L916O9xvQedEM6rkS0oUc9FxHwMQi9S0Xtey1RPH4m/eixhfG4Xuf3+7Fwfof4pDEz9ZXOR9q4z1ams9bKr9XkvhtI8DNyaqqKKsSRNE2LsdoPBpRlk47P5hMaZuWE+MRXdext3+AsVD/1ve4MHMACoN7zGXlcoi0zqrf516FaCVJb82FuIXyCblB28fv+9M0LW8/6yyK+df/GWVdM51OqUqfm6Tgiffv8L2/83cBmP7uP48TUvktJRDnetNZcdNw7LB6cin/KPtN9i2ACns+xARa97dQBgCx4mPVwUZzVzd+n7hvjgv+6tywfuJEakG5WnuVzxUK9QXjevd9EmspCu++Ext3Am7bFjHGb3nTZy7uviGPLwXXu6PCWYB/mdx3kUHjX3vuO/cmh1fmzKk3I71gWw6QHMa4MuESLxNyY1b4ypY63jOk/bFcgPrFYw3iQQuuLZ38yUFIKIVp51jv77bWTUwxyffrfpveS7gFEcQIV887cMFT793m6rnNeI85nPOJG3dBhSK4PrYjwqXdl3lu68u+Twu1+jw5d52A39/qrZ2XeoHktN20692S93Vx6CWD2ubQ8vz+ch2CtJiNNb3tNwZ6NORqzWlXMLXt4vgXZcjvEWbzhkIXrK2t0TQNk8nE/VZr1tdGzOYNXWeYtoat3/tzTFEyGoc8pRYd4j9iESN+vehMp3PMwHmGQ604/2WMjfgdbq24teaZfNs23P/6bwIwqkd0fs+m0WjEO5sOnn7l3CnM77g6jxEgJGDFF1iOgiEJGhUFVzwUgQo5hWsl/XqBwav0vVJZnqS/sEYhRRIiyvqVrRNowljLmyfHXOwMz925z+Wzm4B7Xkq7+N5oNE7ibMEVF5JnlSjPtxwvExosXV8mRVejr05hiS7VWMogau5Hc7UfC6GUP7ovvXghbg2+qAUnpajvc+1dJpP8h1lC5Kdk1+5RZJLJFsqUsmyMV1gUQMqvsR4xZ10xQ5zPlXwxBXRc2IE23H2wVqKvFl557SZLFXh9N6w1PH1rD7Lsdgl1j/ylrp3fBuU0pSdv7Pj7Eq6d3/K3kyzTxTuLCy6snIVBU7lgeQDSRrI2wj088ea9npUYtK7vvnA6jXfsH1FTHgylR0tFoZnOGgqtqcqS8cgXWxW3fbaxlqosUCjatqNrO0Y+lwlRNE1D0xl27k+48OotOhRGhC7GRUP+kZscAdwXIMwQmHauuATQQbZ/kTi4dFCatNK0Xcvlz26gf5gqiXfzhrIsefbOHlcvbFPVBW3b0Zuci9pVnIKZokhusyTq6dHZtXr34t9rCYCOxQ0E8/vNfDOSlPB8uw0lMJ1OaZqGjZMbPHvnPpdOnwQkFaRVc4p8X7r8HmNbfQ6QV2rPjymy5Z60+zQ+UTj9JRJKvVt/iOa7ZJmsPqE/NbLnuHjeynMWrbBc4udHZPGHi9fzaMLc+gMEk5m3uVsi5QIdemsPeK7WL0KtNU/dcpDWd86edP1QKu4IqcTt/pTgqvDkzV0uqVecQiAOafegSaT8TPzs9lf8Dp+9kVnWD9IdkmdtBf7iLpcPsIqam199C4vTvR/cd4+WpvOGzjgGWHn4N7icH5SiLkvKsnQ18EQYj2o6X89u/+AAtObGnT3O/MF77Pt5iCRUWKE1unDrQqLl0d/OPKypIJxM56o2LC3xYHFohRGXM3X/t3+NqgyCVDCmY31tDT0zaF3w9M1dvrO10QfF9k0DFtm1s4qSxeC65c5Y4tWSDkTI+iGLOnmHcregRJYj+O1k/AZ6SZl37X97c8xfa2F7e5unbt7i2vktAlh11k3dhp8h+Tgyzuw6ktaksQbTGQ9y6QsqQTkLLnZPxXEA3KZ/h97lMh0LobS8q0EmsYNrKBzOFBg4TDz1WZWKtaEWNHthqaiCm3Orr96fZr0rrT6kEtx5Vf+isJLk6lqWA0lSJiG2ogv+vHfOblKUJU/ddGimPLHWIQnTWFw976yQp27ueMG0w7Vz2wjC2zvf4OLpr7BsL4aJqvncmV/o3X+uL/Y1jb5VJNm7/q2EFsIUVzz+poeW5zGE7HOAlw/0iEgUJ9fXUVrRdgajHAMrfFFUAabTOYV3A83nDfsHzmU0b1rOvPQe2wczWuMhzyhfay4VUjXWb3Dp139y8S70xTN2K7kg8N30wkQpBVZou5Zvvv91RCRC1V1ir2I8qrl6fszFnX2MzXOAfDO+rdA/ydoPjfXKjmVCq1cdQeLqyMFq2dimvKqk0C0qve7KIZ5qxLhr5e5Eb21Za3ltfcTPU3FifR1IOVrhtyiXrpIAsguWmH8GySJKbfS6nrq2cCCs5qOrj8dCKDlK5myv87lmDCS3mKcF62VpcA5vyguFPrcUhLRh4I9OkXH3km4WF1SWGeQ1LOU1oCM9up7Edf9Eg1uEx9+7g3hTXhclIm1ydeUaoP/V1fNbKO/OC9nxaTH1F2dfMC2Zlr1P6dv+Q1WL75asKeJzSXLNmXgpN0O8JTUASB8lndxYRwRmszkC1N41V1elqyDetRS6YDSqmTctk1nD7R1X/ubCKze41xmMDQJDU9ZlrEUHTk1RmRchFC411kaGGuZ82NcoHAzQbnA5NgpFoTVGLLPZjPl8RlXV8ZpN2zIa1zx7d59LZzZRSnH5zCaLFGyBsMZCVTudCSqbzcvAg8JW4kAEGYXzg8HTBz9JrOjcE4qZyyEty7BO/UaFWvWuFdbwdDrhzfPnea49ybO3bvP26Y1sDLPrwgoFeoEXaRXR3ckCDDE3L65FRaGuM0+Twm0WeBQ6JkIpPchXX7vBX/v8WXd0yWzupXmGn5IPbO94UGTyb3oM/RCrJ0Ual9qSOJsWfrPijgLbVgvt9kVe+BQshwVhtnT5fLIusXcE4er5U7GUyrN39rhyesNlx3sNNBuY+PLk9bsxS/vJGzsI8DYvx1M/u4C2Uyr1efn+FzWLhe7n+y33hiHZUETdavEew2/d+D757b1DGhrowyBjhHnTOHBAXUcmOZ01GGuovMUzmzWIgr39Cbv7Li/ojPGrQgXgksLFVxOIId8AGrylL9aj3RKIwSHrfK6PFVddIiLt3Dmldmi6ru2YTqeICGVZ+ZiRi8GORhu8s7FBpTVXz29hp/NsiwpiZxzwLuMkQqxmoUKDod8PCUGkae3WT7qme68zl5BasaN2TFC1oFThtvXoDJWv6edYmA8dWOHe7j2sVayN13jy/bsAvHNhy1fD8EI2v7clvidRiIpWKJGlW1QZr4rW3oIBcVQH3rEQSvkN9u81/2LhAS6c19OoF3+eaRq9L5bMzRUPY3Vzq8yBpe8Di111lb6xc9gkzvsZJumKfmZXCgskVDp458xJnr61xztnT0brYkngikuwVQqeunGXdx/zbr3rdyNCb6lnwTWSWyqSDYZadM2tUByWvs4HNS9zJP7/tDjjBB8MpUdKE7+9+QlfbHXfI+sKrVkf1WitOJg4K6oxlrPfeJ+TrQcxjGroDEqEUjl2aK3F+kRVwFdOSGkLeKFjs32QrK+xZgPjFfHHUjxWa1fjzlphPp/zrRu/EwuxNo2rfFAWhUenbfH83j5vn3a14/KwAWToPet3iY1feUHkwUrRFS/ZOl2Ajcf3ORw7XC/f1t2v0QRAyISSSkvNgTgURqAzaVfdoigxTUdnO0xn+MONE1zMUk7E+gLPQbf0zUiPl+b36ddkuN9e7FvF3wX0bq9unm9jsVzSYTQs6YEGGmiggY4NHQtLKZkeDyobs8okWf42t276jp8HWD2rPzyYFn+3+NNo3Tz8mg/buz66B1Su1jzkmn4cQi08pQt0IVjTecUrd416K1Tg6rltlEiEi4f23CZ/7v3FUJ7Ia3RLd+gf5yrnXu69O/yZLmqjKrvegol6tOEY6AMirRWFLt3eSLNZnEd1VWEF5rMGK8L+tOH+tOFTSlPVzpVsrKC0pgSU1ogorM4sCdzlrIhDehlX8DXs1xMpXwcqTOf+LNS4hPO27ZjNnPuwKEraNu0B9YVJi1pfBwXvPnaadjIFpbxlhO+Ps0TSdhPB6lmY9QGUAb05GV1YIohHoYX8utBO2C03VhAXwFdXypOD86Zy60VrjaoU1ntHlFLuHjVsnTrF+voaBwcTDvb3Y8mn5+7e59KZk94tt1wYNg11QtXJ4mLOvk+eC4XDvmTJLYEXHnGtHhOhBIlBLT5sHn4zPbdR+ryErDuajMhOfFjDq77PXY4/gpB7wCUDI35old0VHkqLxZiOp2/vYU3HldMbiPRDjiqb+AHK+u6F03443ZlPXN/h3cfOIAJv7XyD5059CSRzbcQOSAwPhX5L3qFVnV6c6Pl9L7hK0hCsRlQO9OFSVRZMZy75VSGcPOGrI7Qm1ovbn8zZ2Z/xU6/dxWidgQBieMJVmvexICtJGbUSKglkiDb/0IMwcbFRLzy0zpif2+MJnPDsjGE6m9J0LXVdU9U108mBq6cHjMdjrpzb4tlbu3z/k3W6Zg88Y6ObMCLw/BpJgtDGuAyZ8MopQrsBVTi3pHfIk7vpxSf7Rnd3nPdxgbrP2m2miNgsKV/F16IoUIVr+MTGSYqi4gefLlzsGLd7b1VVLg4XhL7K2gn9Uf74Yn+CEPMCsgc80srnnKRREGvzxftAOkZCCXLpCm4gZAkv7s7r0WFxliirwiTKvngAj0xK+MMY6QfFEJOluHxJf1wta4NHvfQ7Zzd5ducApTVP39njyumT/QnDgjyTtMvLU95iunZhmyeu3+Ga3/wsTEQx0lsUvQTao3Yw29cq9CeOb/hwqEIxmEqPkqazOU3TUlclVVUz9ZvzHUznGGM5mDXs3DvAopjN5k7IxK3E0/YpWusYL4nbs+AtCnERijxuYm0/hhHWg+lCmSM3E0ZjJyTLqqSdzZnN5yilGI3GrlxO13Fyw5XfKacdIpZRXTkhG6t254F8Z3E50IBF6YKU3OqFrQUV6sZm+Ucrta3A1P2hRRh7vBlJ8Z68Knf/3GDFWG+o6dSMj0nNZ3Pu792n0AV1Vfut5B09d2eft7bXnRLg15rOE+/TLaZbCPEs6X9Olq54qypVtwiIyKOyy+MhlMIDWDUKS+p/xsDz01egVHo/O+o2qPlkW/W9WhYeeat50l3uYjhiwyuumSb3q6/f/AtCoAXbdRRlifbbAWBNH2AifUUmaoN5h4Anr9/h2mOnubT3Ks+d+pJzRcS0e1mCs+bXj5da+tr2FnlO0WZdkNeKQ5/2QB8i7U8bTm+6nJeDyYzJ1NWsa1rD/nTOvYMZCHz6tbtM7QKz9GVoTGCieI1e41FmuaaeOJ/1lat7OT+ZpaJ1gbWGsigimMEYSzOfY7qOqwd/xHhtjcl0ilKK8XgMQHd/j6IoKLRyFgPKb26Zqo2LtWh/TSsC1kTBFRaFUgncEIVqELgrvBd9yoVXsiht3B1gyV/mLU0be7Gsqwb3o1Py7+3toXGC/c2Tzn33hUnL6OQJPrtzwLc3fcmhniVIJoFI7rcgMGN3tNtsUXyVcXFcI++1ChJbjsQIj4dQCvwoxAxySa2WTgxvfxSGzzJH+4uSSJ8bLigxQYMJjR5mUPWF2AomvvDpYfbHA+Wut5aeuXtAUZYuL2N7fXk2L96TCO+cd+i7p6/v5B3myRs7XOLlhCQCntv+ssuz8H753AWhHvq8FuIGuc6xIm9sEEYfDbXGVc2aTmccTGbMfEHWu7v7zJqOx9+4hxWh9S6hoihjeoJSCtGgRPu1raIVEGKfRlz+T17rzhgTi41C0sxDnbZQB7EcjaJW3nYtk8mEb9/9A06cOEHXGdqmYTSuee6Oq3by7TMnOVEWXD57Cpk2wfHc99d460bSW1dBIbNeBEK6YV+JEyFuaNnXVuP1eoVmM1PJWS56yUqKrMfzjby3OY8I7vOUS+UU/6BA7h9M2N7a4syZ07x47x6vb7gCu8FiAjiS/qtAo7HauiIFEhKAYyeTl+eIBVmPF/pOZdWA44Oiz8Hjd+6v/1820RevE9tYeP2LkCy8X/qT+Bcyrxf/CyfLwvkr/2KXD+/0w29HeOfsSa6e20Tpgmdu3/c++dW/jAvQ+/7fObfFVQ8Pf/LGDj4bkFgsU2v/G+sLYfq4VYD2+kfWW7jZcEEqTBt949lJSQNN/usUoBjoUdH+ZMbu3oT9yQwjsHt/wu79CbPW8Pjru4T8IVcINdvVNWj4SqF1QVkUFEXh3EVF+isK7V1I6RFrrV3FcF8MFsS7nMJ24A11VaELn7NjDNPpjFkzRwFaaWbTKSCsjcdpDorwzK17NFlh2VRMNAiNFDuJpY4kWBPuL6lfJK+zdXMzrLEAJU/z11sZ+Y368Qnryp27zMijRead7Cr+6/ujUr/DNUK8rfDj/s65U+zeu0fbtmxtbfHCfpOER+BNGcBEEA84wYEZFniHUulztBQX3BlHZbnHwlJa+8VfQmlFWVR8bucVbJdVygb/FPqlN1bHzNIIuMnhB3QhziEr3n2o9MBmQjD38DOcoaCP/lSlbykHFi/W8pn3biNlRVHVcYM2V/04swBXTChxJ0Yt6N0Lp33QVPGuF1aX9l6NyKKLW19BxMTA8WLXVw5JpjFGwSRuhBZddYGpDFLp0dJsPmdSurl0Z3efT/3xHcAxIgdSkJhUqsnBANBHp6UZkcdftFLRDRQmYgjca9x8LYrSJ8q6/KS6KhmP3S6rTePcifv793lr5yXWxmNQinkzpypdpYm23QegKktE5nTGCbgQkRGxvV1lHZMPDBfAWQUh2TwaF0GgaYWORo97YyWBgsIaUt6lFW2dzH0WBGBE32WuywSqILpHBNt3v0kq7BO2ulgI3XL5zEk+u7vP6dPbbG1v8fydO0wOJrz7iawIsm9GbLq32BH/asVGHhO8JMmF6cZOs8JAOISOhVDSuiD6SgWWfI+S7Au33cGC9dC72Zwbq8Uj/rMsMW7f0EfH4x7UrlbRyjjSY32Ai+zq2U2KsuLZ3QlP33ZujCtnNrDGLLlKF/3hQp5ku8O1x0733JNP3thxVchxC8kVd1WgJW4poLLVcegt5w0rIqy251iR1SingT5cUlpzZ/c+k+mcx1/fxWRZ+1YEa0ISq6LrDFYkwo2LYDVFt26ueMYWSNpQJrggCrhgiSscym48WiMwR9OlnWcLranrEV3bYq2lLEc8c2uPb5/bAmC9cgCHZB2ouH9QuI7WGlFFjBs5S6TPV3JmLzjwjxur1H/tGbUraOqqc+cAgXCTYYZbY1Nh2sxaCjVtkgCyPWsu9CFdM1fS03dhdN/aWueF+/fZ3trm1KkturZLXrZ4X+ka0d2a9TvUxwtKoi50KgmVX+aIdLzcdwMNNNBAA32s6VhYSsq7kUSE10/9XFY63W+wsCBmP3/vj1aI3qi3HKXF8P+Ka/Q1iaWrZZrDo6JXXrsZ4zZ5y2rhEys+9SrIiYdnmo6ubdC+EObTt+45lFLYUymqXAs+QK9QOotpq6/cxvfORXH53qs8u/lFImzcJu3RoXHU8lhKusYhN5O1udoKHujDpabtOPN7P+CcLnHQA/cETBZ/0DqLI0kelyC9eq095CLFR5whu+Iz9q828gVBF0W2yaPy9d86JlNX9ug7O3/gEkWVYjJ1ybM/szuhHY2i9fDUzR3ePnvKbaTpV5MDVQSEnbd2VPJqS8YYYk+zeJD2YI7Y72yeBsBPcEdbk1xu7jI+l8cfstaDPrJxTu6/tFLd9VZws/gMIEfMpas5evPkmBf29jh58iSbpzZ56pbLZbrii9S6/C18jNn2wRfeQIquxqyBfs+PTsdCKAExvkFBBiENu7WmGleI5dLaV2P2spisnlMvCCJ8fvcP/dto19J/s0Ls+AEPbu+lyrmr4M6rbuiDEl7ZJM19yOGzxC6tFqPLrks3+W3XoetQSdwt8GWxnrGLXCCEdhGeuLkTz7722Gmeun6Xqz7x9tLeq24xiE1VICygbG/BLlGY5asHJD/xkHMG+rDoJ//wJt/7hU/yyZdv+WoLYevsbMuHDLCilIpbRWile7EXIARWCM/VASWc2y8wvMRQgxtJIT4OWpUlbdfRdR2z2YzXb/6uv6ymrmrm8xnGdNRVRYXw9vZJCu9WcwLIpTTooojTKaD/3HXyGEqfj/Tqu4X76h+J9d6SA0wy95dEIROuF9x8kQ/pEFtabjOFVDOGlfcvrFJJseBF4RVywN7YqHlxf5/19XVOnnQ1AN2OAe4azlVuEYnO13h/iyvVdT/bKfiINe8CHQuhZNoWKQRVlBRFRTV2eRDlaExRVX5yB5SXY6ABQioeLmpNh1iDNQZrOqzteGv8VX9Oi+2ME2SZsIrclT57U/m7/GHH8/tmVg+KrUK8JNf/MlHnkwAAIABJREFU+m31zl00AxdP6V1BeltiRM0zE7ZLrHwFb3doulM8c9cFfMvKbXqmwt5LD+pHtJgc9ufq+e24d9OTN3a49th2zBq/duE0KMXFU19JC89rtxH2u6K8Sebi7wnDvr490EdBk+mMx166jvECJiqTEnLNVARFRoBChi3uhVBCvEPp+Fgt1iHrcrPKK4e5sgpOIJVlGQXXfD6P8Ze6rtFFQTuZoICfuTfBjkZYET5318VSraQ+BIFSFBpZmJPS60zoc4h90Z+SUZjmhVkD+Q/abalBhsRj+RILbav4XWA/ydngt/jIhaROqyaBJjLrrmfJKEzXcX9/H6U1Gxtue4vP3b3Dt0+OAUGMO1Nr7SzLrNCsg/znY9S/3x91xR4LoWRN6zR1a1FolK4BqMeb1GvrHh6ZGzppcgTItTvmNrNzZUoMxjgUn3QdpmuxXYvtGt7Z/Hf43N2XowBzfTCI9X/L3D5ReJi5zMkEV39Lh/7vl2QSuIq7qyif0b3n3Bd2i7bRqgmQC5SgWIlY3vFVkZ/d2UcpzTN37nP59InkjcitvRzZ02tMuHreBY5d9YdlS+bte68Qo6fW8uypLzvN2ltnCQauUsO9Bz4AGo4LNZ2JWrDb1C+sQ5YsJV24Sg19y3vFshKJgXOHqgsMV0UGTwaY8BPYV4VwjH0ynfDtO78fldW6qtNOqVqzNh5z9cJpSnHVwQHeOn0SjPXrQuI9LHQtIuACCs8BFpLkUEFKCG5nZxw2KQjpdC2JwiIHAoRzHLDB743kz1+5a2sm9HttY3vXI/8uVwDCKcGy8/zrnXOnuLgziQnIp05tUZUOch+g69baVKGBUPosJLlIrOzuPCL9B32YwrtIx0IoiTUIBkyLaeaIh36aDuppgy4rdFmii8qVpNdFhGO68ISK2oB3fPpJZtP1rfWvHdYa3t3697Cmw3SNb8sJLNu1zuoyzrJ6fufVLMblhz6Dp6T8AH8vh7LP1TD2xcm26oueuSz930gUiLLww8wEXLFA8kncdR1lWce8EtvlLtFVncsukwmuqxe2Iyrviet33aaBOGsq9Xch1mANqMIVoFS9i2bG0qq2Fy3RgR4FiXcH6QVvQMhTi0xPO0XCrqh5FhhprmTGCgoZ4w5Kj9NXkgDECnVZoXAIv7ZtmU4mWGuoqto3ophOplgrfHbnPrJxEmMto1Ed+xFy6XKW34tphd72YOpeecq3ZlnhELHeG7DomnMKVlbpQank3hIfHfJmkFY+MVhJrNeXktBV/uKP6XSdzMJa5FCx05nSqz1c/a3tdT635zwo29vbbG2OuXPnrlPas+vmdfacEqGyIrIsLc2HOIR6dDyEUmb6KYR2dg8A281oJiN0UVNUY4pqlP5K73IqvFsvE0zB3RdcC6qoltu0PsHTJkvJmhZrWkzXYNoG0865vP41Op/7YLvGPxwbR/nz9/7YtbHgB3Tryal8afI+hIkumvqHPMme+MmtGehP+HAsrf5eM2GCvXP2JM/enVAUJc/cOeDS9prLSXpwb2P7OXO5em4LJa7qct9Xk35z6d7LUft99tSXUapDSXLlqTSaUfNcvPckiAfB9CjJdM5C0ZVPfM3qrfWD9g4evuQdyLX7IJyy2FSeDxQsFO1z9EJ8pioKqqqK1tVkMuGNO79P13WxCnbXtr7Sg6EsSi6f3USs5embu7x17pS/F2eV6dxKj/0P/Q1zLMR6/I6zkuVg9TTFtCB6LrUAOMic0FZsz7VpfT6R8hZgnkhOTxhl613wwizzrGTgCOXHLbeo0rMIn53Atd613szdflPT6ZTnleL17W3u3r0Tx1+pVFXcWpv4nEp1AvNYWb/Bh9OxEEpR2wJQOmoDNsSKZB8klBWp0eUIXbrJV5Q1uq4pypqirNBF6a2qwmd/hzyo4F7wDemCQhdAnXcBgtvNCmINXdfQ+U3BTDuja2eYZuaEVtdSzsYObGGTphestXA5Ad7c/mJs4/O7CT2YhNeDRmaR+lbRSi3oEKsrmv5kipIIpmv9+LpqD1fOnvQW4uoL5VpizzYLmlT2qydv7GSbBar4LFHClb1XeO7Ul73VlCVLhwcVm1f+/9yC+1GLvw7045KrqlB4rTyLvQTh5JXCGFuVVELIRkXHTULlf9AP3vctdLGCDcAYf7QsK4zX2pu2ZdY0GGOoqorCr/mm6TDGARgqH5cOAqDr0lp1Sb9p+4WwrXhaGyy5oWJsJpxjZak2YxqXjLfFY8AhSz6Nn7caISrd/QvE3mQCYVEJlDjmsVBytubzTfeSMq+47N36z+3soZTmc53hj9fX2d8/8JbQgmqoUo6pDWZSbq3lDR+BjoVQchaNAqXRRU215mIUZbXm4eLJkkr+0WQW27bFth0dyhUELUrKqkJ7a6ooS3RZoHXQ7rKJF5QLUfHhuk6BUgVVUVFUa74tD6IwztVn2oZ3T/0yXTPFtF5wefefNYbn774aVJmelvDG1l8DEZ7f+UOCnXho3bqcQaeDC+fQs0p6teb8sC2Z0/Ef9921c6d4+s59F5wunZvUWktf2fEXWjTiFppy7h0iAOLqhQR+AA+AIABjce4am7lbHXvoo4UW98l+qB030IdBoWxQZG7xm2ySZZPLlaZR/reLFahzhpmeb/ouafgiltoDcrTWEfnnYkm/5zT2osT4WE1nDEopnt+boccjrMBn7+7x3U+dR7d+p1tf6816mLOrREB/cnvLLvdACAtzUQS0dsg5QIwrplqWZVbY1bkoi5DaEWKm2dIOAjVeM/C6JYuj700I1lWEzAfEX3S1hWZSIq5kMTHExfJccdz0bC+dPslTN++wfmKdF+0J/nh9jfls1lM0QqxJad2zyGIlitju0dfrkDw70EADDTTQsaFjYSkVZY3Srh5bNTrB6KRz9ZT1yMNFFRLkZ9BceoaD8iVtMrdZZjIq/z6U+VDxYFb806sT0YoivYYqx1ARtiNxSaE+/tQ1WI/069o5XTPDtDNGzSa2a3lt40WUB1qE3yLwxqmfQ3AQdcmtgh6ppIP23jzYVlgK1y4WvkqD5DQyJbxzzpUgeubOPk/f2uPKmQ3Ea0T9iy9cR9I4i1d1LfDO+S2UUnFPpngLmaXlEm1fwVrLsz6XyZn+IZEwex75XS8BMQZ6FKSVzjbCS08leb9VLLsT11u+xsg9smopFgXpdxIQdsFt59ehK19kabuW2XweN/+rqsTOrDUoBVVdcvX8NqZtKQqFsSZaUyFuo8vC9dtvLhj5AKEWXzblQwwm629eqBWxnt+I30AvtJW55XwbAW0XLRqfHB9/44/l56BcVW4JIYbQLbu4tUe4QOa6y/udud1RIaGd3tpW3kIVsehC88UOXq4r5rN571nFG/SxJbzbMX7Fj0bHQyhVNW6UBKHFGpeBLeJjSEWFUqVz5alQjTqYqGmol/y2C7S6LOuKE3suhPzc8BO/mIqSUhfoapQWnDVY63Km/uTspzDtnM12jjEdpvVIPw+iCGi/AKNc7rDilddvJn/6YYHCIzz1wxFsmdC2LqnWtC260Dx16x7WL/gA+17dWJh9wdUoaQxJiXvgCrkKabt1EXGgCKW5fO+VeOy5U18KHgz8Fjfkte5yJNBAj5pUelmckv6YEyymFxTvUe7t68UolHMndQZBvIALrrvAWl3C62Qy4Y2bvxuFS5ftuWStsDauYTanaRou3t2nPLHWS/iNSqtNUOdCF303Y5BIgRfEf/ouTOcyk1TxQAEqExT5QKm05tznTDiF8bOyWlHN+F0PRNVzpIpnF1kHVc+rSoivh2rkSrt7NNbGvEX82nzyxg5aFWxtb3N6+xS3bt2ibf3mih5yb61Eh2KsOBGFYxJWR6FjIZSc71gQY+nmJlkdzYSiqinrEbqsKYoapQov1cNE95p0jAeF96ky9WqGHIZQZUeIFhT5d9nPwwNPn/0DDkg/j/oTEagEW6/1knoBTNfQNVO6+QEXb/5rurLygI6U6f7q6zfjvaQFoBY747u5Stg+jLJJ7FXbgJ6xxqA89F6KtAAeNqkWxyYs5Kvnt2LuxZM3dhBSXOkJv09TL08J4dLuKzzrt1y34dnG+JrXIJeAGAN92DT3OSuBecdiq1pniGTxeThuHS49oRAMX0GCONQcTts2pkOJoOqaLsYxoGkbJrMpxhi01hRFgds2xVcoV3Dx7gHv/MRZsJaqdNs1tNMmovYSZNtXnvBWYLiHQLmnxRVADcmofZU1gCSSsHXCMfQHQh4P5Eult3ojAs8LnAy9l71EXuUqdKe4V69D5GvSw9qzZ+BCYR7lF0/Ldvn1wuXq+S2evLFLWZVcxPLa5ia7uy5eHAAnzrNBFIB5wdYfNaakBm1zoIEGGmig40ID0GGggQYaaKBjQ4NQGmiggQYa6NjQIJQGGmiggQY6NjQIpYEGGmiggY4NDUJpoIEGGmigY0ODUBpooIEGGujY0CCUBhpooIEGOjY0CKWBBhpooIGODQ1CaaCBBhpooGNDg1AaaKCBBhro2NAglAYaaKCBBjo2NAilgQYaaKCBjg0NQmmggQYaaKBjQ4NQGmiggQYa6NjQIJQGGmiggQY6NjQIpYEGGmiggY4NDUJpoIEGGmigY0ODUBpooIEGGujY0CCUBhpooIEGOjY0CKWBBhpooIGODQ1CaaCBBhpooGNDg1AaaKCBBhro2NAglAYaaKCBBjo2NAilgQYaaKCBjg0NQmmggQYaaKBjQ4NQGmiggQYa6NjQIJQGGmiggQY6NjQIpYEGGmiggY4NDUJpoIEGGmigY0ODUBpooIEGGujY0CCUBhpooIEGOjZUftQdAPijX/13ZePUJuvP/Sesr61TllX8zormyvkNqrLixf32I+zlx4f29yfceO82773/Q2596x/6oxYQRMIfCIJWmqquAfj0pz/Np7/6PzCbTrh3b5fdN/8Re/f2ODiYICIAvd9/8/lfoG07rLV86fIrFNrpSApQSgHQdh3ztmE+a7DGIr43RVGgdYFF+I/+j6vq0Y3Ox5vaazcEiM9h8VVlf4v0QT6krrN0xjIeffAsTHh4X49yzodBAnzvd/5LXn/9dfb3DyjKgtF4DdN1tO0cgLIoKRQggtYKhaFeW6OsTvDejesA1HVFXVWgNEopyrJi585dVFGwubXp2rIWayxN21JoRTObsXfvPkWp2dre9j3SzJs5damwxgBCUY2YzubMm8adYi0oRVVV/L1/+qcPHbZjIZRu3b7F7v1d6lt/n/X1NcbjMQCj0YhTP/P3eX63oq4t6MGwexSkUBRlgdYanQkKJ4boCaWyKKgrJ5SKz/zHKOAlNeNGs8dP3riB6aw7V/rsS3IBF1sOgit8D8ZarHHvldYUyvVHFHTG0LbNhz8gA/VISELIZsdV9n3+mYcc/4u0jwKlVe/YByUkjnKdVec8CkFluo7d3V0mkylN01IDbds4Bc24p2EwWKWQrkWsQSx0VGyUFhVWcljD4gRGrRVFWWKR9Bz9ujVth6pKrF+X1lom0ykAVVVjTYdVGqdHFogVxKbruC8Uxpgj3eOxEEo793bQWqG1ZjwaMV5zQmk8HlM9vs+JEyfQalCGHxkp0IVGadK4h1fPWURyduQOHhzc5wc/+DNuyIQnXv5Vprb/fY8kCaZANsotQaHcwrFu8bguaJQXktYauq6laeY/9u0OdHRy9nL/DxJDVvRjAh/Uqu0xfAGbM70PsJ0fhx5FH/YPDti7t4eIUJYl1gqz6YyyqlC68B3RWLHM2xZrDUoptOmwIhRFWD9C27V0pgM0VVVRFAXWGDov3MLaH49r2q6ja9t03C/KtpkDgjFOSSg0y7zCi0KxOc84nI6FUJrPHGNRKA72J9F1szYas31vj7NnzqYbHehDJ6fpWPQP/nFPaLgvwVqL9RPMaoWxHQD7b/+PHCjNJ+/vc2AtuihwSzWxr2AZffPzv+AFjtBTzcKZIlj/B6CLAmstjbeMuq7DmO5YMKOPEwXBsyiU8u9U9nnV749KQRAtWyCuVfUx4glhnCeX/mcOJgfeWlRYaxGxmK6j9G50pQqsabECxgpapTUbLKWmmWOKwlmcWIwxzvI0SVFUSiHWMp9NsSJO6BTOgxJCLNZa5vMZRivqqkQpReHdhtY6y8jxgaMLpcEfNtBAAw000LGhY2EpGWPRSjl/pSSzXI2ga9voKx3o0ZCIYMVpViHio7xenGJK7rgxJrrXRJx25XzHTssK59p4kv/HOawR76pDXJwonGO971qs05OV0hjT0XoXguk6xGtkAz06CpZLeL/43eLxH+fpPMjiQn08nCdd13Fvb483z74LwPmTf4f793/fx1gVShQiiq7rED8gVaVQ2ru6O7eW2qZlMp3GdWg8+EBrhUUwxjrLU4ixH+0tsa5zn6uyotyoURCvI1YodOGsNWNjwK/UmjJYSCKgNUoVR7rnYyGUlFJo7w9VnlkBVEWFGBdX8Bzvo+zmx4YSQi4pA0GW2AyYYEWQziLi3HdN06J1QVlotE6B0uyR+jfuWHDPFV4hCVFzESeQjDF0xrjXzriFZ5O/W5Radi8O9KFTDmhYFECrwA1/0VUrwP7BPrPZjLquOLF2AgArirYzjOpjwb4+cLLWMmvmvH76Cs++99Ncf/86N+0tAEb3tpjN524NWqL7zv/QvYh1sT1dOCXSWNq2YzqZRiVTK+WEkFJgBWM6yqKkrmtKH7cttMIUBUqrCF6YzQ4w1lJVzn23traBSE0zn7pLWYttW4qiTC4+L7CK8mjP61g81QDvdfEzcVIc0GVJdf1/p7r4jz7iHn68KEwiY2zyLwdQQmb5BCsngA+0dvBSwYEWNOLAC5lUEodw8CCGcH2JMSQAa5xACn9t2zmBBGiPvtNl0LoGReWjoFVIuw/qSVixKKU5mEx45f/+Fe7cuc3WqU2eefppAC783H9HWZQfOfjpQWjCH0cYN23Hbx/c49b73+XPN26yU+9w/wf3ALhk3ubTeLi2pPWZeyOU6aISqHVBawzax52CUHKx3eSesNYiJaAcAAJc3KntGpRSVHXlULZiOZgcUHoBU41qurahLIu09v26DshdRGGsPXIM8FgIJa21Q3t5zTc48FShIsqkR5IQWUIyoD5Ogc8Pk4yxdG3rXHPhoLeQBBJAAW/lejNdKZXcOyIeQhp+m+DeHneXLCk89NvD75yV5NwGTdvgUKvauQ/8XChKhxbSR3QJDPTh0MNcdj+qHSvAm7/+93j8q7/KwWTO++/dZHowoRDNd69dBWB+4fv8lZ/6NHX10bKvB3GbH4cTjeqKv711DrX173N35y7/5+zXePobvwHA/fv7TDuDiDBvnMAo/TgEL4I13i0nNoINAJQmCSGvHColGGtomwYRi/WKIEDXtFhrWVtboyg0uiyo6go9cykj4LJ0BIfGa43zZoRUksAjOmPcmu66I93/sRBKeFMyCJUQJ+g++SvMH/vJvrDxGrqxCamllfL+VQbF+QOg4Ee21vYQcVZcjEe8HujGPcfKhJgT8TcEyyg7Jz8fgRdf/31soZxP2rdvrPEIO0tRVFRVzWg0ogo5UV5ABctpoEdDh7nuDvvuR12OP3z/PS5dusK9nf+Q9ef+M4qioK5rzp85TeWZ796b/yvyV/6Xf2PX+rxtuP7qP+Duzm1u377L+z/9BU7vOkupa7uIvCu8Mti1nUuSjWvBANqvX3dERDCdSQokLq2ibTratkMp/HrK+LBSPrlWxxBLQMG2PjF2bX2DoiyRrsB2HW3TeukHIk64heTco7raj4dQghgzyoWTO2ydWeoBEOG72cwlb1mxjEZjKgqPJfw3dKY+QrJGUH/2T7zmldxuCQqu/CTVvThfHjfqw4WzXKN0KANUmBisBWepWQ8pPzEaM147wXg0pqpHqCLlYoRA6kCPlh7GWn7UFSjA1CdjXvoX/ylN03L9+m029v4B41ojnWbtRM3GCRdT0nqTUV39G7nSBZhNZ1y+dJnbt+9QVCPkp1PsVKKXweUciQcFCcT1oLSi8VZUUVXYJsSacIo7IBamkylKK+qqYj6bU2pBV0V0i1ZVFeNSbo1atFaUZRn7E2HmSvuk+5Kyqpxi2brrlFVJUVUcdWYcC6EU/KEF4oWOH5Qf/m/wE/81TdN4t42iLAs6Y5lMDgDoOkNVVojW/FgCKVPvRORj7QrsIeaCa9Qj4Fxs1CsPHs3Qs4Jyq2hVtYasHeuTYx1qx9K2TrMKqL/xeI31ExtsbGxSj8YURYGR9NuiLJDuaFniA31w9EGvDGMMf/pnfwrA+9evo5SmbS1t07ExrtgYj5jPWsCt+e2t071qDh8FfVhOGdN1vP/+e+zs3AOfQG6tiahT65HK1lratsWK9a7sEvyYuHWJRyhqirJkNBphuuSOL6uK0VgoCgdMAsWoLinLIiqadT3yffKx3a5F4yy0iOIzXUxq10VB5ftmug5deIur8IAL+UuUPBsADtbaFBzDjWv5w3/C5DP/PW3TIgjb29tMZzP23/qfAGjbllNf+YdI+eOhsISkRVgrKCXefP04CicBAqrH3X+hg7amojkfApvIouihL5AWzPYAZgkWUe4mBKdZVVXF5uYpNjY3WV8/gdYlRgS8NRUCqUYNQukvMwlwd2eHq1//L4DkimqsMO86altQas3W1hatD0lU9fgjBzl8GK0LMG8a/vyl/8bDsAVjDNZITIux1kTod2cM1hjHr0YKLR41V5SUVQ0+xUYXJV1nepUYrOko68K58YCyrijrmkInt2BROIvIKIuxwnx/P7r0Si8Am/mMzhjECnVVUdcV83nDbDaP7lYRcXXxjsiiB4f8QAMNNNBAx4aOiaUUzFToRSJ8TKNt5kwOZjTzho0TG9zfu8/+6b8LgP7BP0nuth9Le5Jokkf4Yl777WNE+gf/2KF2RLL7T0VkegHL3ErKD8dji+qRLx8UIN82B084qqqK9fUTbJw8ycbJk4xGa+68tovPWIVnPqQpHWvKH8+qlTSbz3j3u9/lzu276Tf+R7NZy/q4ptDCzRvvsX32DADVqKNp54y8e0lCPDpr76NetYv9OIq7T6zl5s0b3Lp928WNrICYHsKua118vTNdvG+AZt7EPKCqrlFaY7qO+XzmUjVwKOeArHPpHe61KAs0DsSgCx3BEFoXGNP5JHZDN2+cC88Dy9KNKbTSzDqD1oquMy7dI9yXpGTbo9CxEEqEgn3ehRcenrEmJlGaznBwf5/5bM7B/QPmM4f+2FBhwH+8aRiSPJVS/GnxT0Hgp8x/QCEJXPFxgZ5ba7FinKDIbjUuMGuRFaAU5d0Dq6ZfHhi1xkaT3ykT+FiUO6eqK9ZPrDNeX6OqRw7xExN6pdfekDz7l5cEF0P6wUv/bawaoLTyipDCinAwmVGf2qAzhpvXbwBw4+YNtv78V9j47H9O07RcOP8JfuKxT1AUxSMVRrngWRQ6hyETH3QdK8Kf/t5/5UMVjt8oXWCsiVewXlG0xrgjSgMaERuBQmJtdMGpRjtXXVlGgERs0wsm51ozmMLFhlQmTQRNNRqxtraGOdGxv7/PbDqLtS+VUozqmtFozHw6dekdxrpc0yZsNaRYzRVW0zERSoHB+BwY/wSb5v9n782Dbduus77fnHM1e+19mtu+5r5G70myJCzLaiy5xTZ2CpOqpFKUMbhBNibgQBEoUgVx0aVIUBnHXQIBAgUuMLiRjVMJUPmDxLZkkIWw+t56T41fo/ua251md6uZTf4Yc861zn3v6V3ZTzdX5oyqW+fcc9ZZe+2115xjjG984xsDy9UKfeM6dnAcLw955pnLtI/+fdoo4ko9o+tbmvnsi3sg4+aZNlUf+2qSc5TemUDAjQ2bSv2edkypePobD38/n68u84rP/2iU+ZnK/iT5oaTEoSdUfv2cGlPuPcuFUScPbey1yPc7hHxvE/27qmuhqWqd+2/HZt5Tp/T/h602K1arlRTYtc6sudmzP0f9qr/AYrGgmsxDgxfekNebNb/9zr/G8uh4BDliYEqQ9db2joPjFW035Pk83gfUk1fgI3+K/Z19Zv/l3+fihbvyRvyltBeiu/9udoP0t9euXuHpp58de/uUFuLBpPncu7FpVmmRGBKcYawXLeYNg/X0oYfg6bserdSEEJYalMc1NPQ9QYEpikkQruJrgDKaWTkjIHW/NDLGaFEYL6qKoesYrJVsbLLmQ5jUjm/B7ginNJ2OMN14+mHgxsEBwwf+NsYY2uWS65fn0uEfC39D39O2W5zfy2nnrZgPAevGjTBEp+SDx+mQf+ZcIMTQISgZ52AmG/HvJbPWst1uOV4esVotJXW/qWM8K3eHkAuuiZwyyhOFE/9P2S4IMSX4gPcJxhOWlTaaKsrGlJFWWhQl2pisbDw9t9JCQb1V5eFTe2nsvb/833B8vGGz3eC9pyoFQmuaivnH/xwXLp7n4lv+OndfvBuj1Qtu1iEEnnjX/8DnP38Z50ZYNqEVIAV4HRTHy56+H0bFghgMGW3YXezhP/eP8K/8sROZQOqje6ntd1cgeCH1B7nmz73zrzBENkfWAFUKpc2EfKCxg4tBoRa5rRCAcCLAJqMcmsIIcQilxiAzZlVaK+xgsdZhivLE/pvWVs5yYgN7WZbZKaWRQ1obirKgH4aY4o0oSmrEv1W7I5xSzlXjf3JUHaR/haBQQWMHy9GNQ4YJk8NWA9v1Bmdt1mO6pZcMZDkjgBRoWOvxRTgR4WehUO0zw+X3mgXvOTo64tn3vo0bF7+Lvu9EYSHe56ksUF74IURB1tEJKXXSgUgq7zK0MAyWD77xW4VhEyDyVjHaZK0sUxRoY+Sr0pOFMmLoQkM9zZRut3V9TVkW9IcbtCo4c9clQIK5zrZ8/vIV1qu3Uf7Bv8XZM/sU5vm3mKPlMY986lHabRcD/JNVmEBApYUXGzi9GydPKxS7iz0u3XcfR8fHPPXsZawb2Kwlc7v/3ge5664LX4pb8Du253MYdyRiAAAgAElEQVRI3nueevpJAJ566mkJ1LJiiujFFVU5BtxRJ1LF5tmAymuTSfCm9Ni2obRm6AfRkUywG0lwNTFqZQNUKhCiCoTLjkXhkUBQFwV1VdJuRwcox4TcMqIVhAmLj4iyPEeZ5wXsznBKU5tUK6W2IfpqVVVSFhXr9Wr0xkBhSuxgf2cF75gdJXvCvJ173B/F6zARFCVfkP89Ovw2eE/btRweHvLsM8+ynq+z7t3U4Tzn7ybpuZyHfIO8dxlbdtbFYWLEBjyNMQXKB0qt2dnZAYJAFZCj4MIUMTjwJxwYEHsgwqlTus128d67aJdr9vd3sYPlzHkZi91ZR9+uWS7XrNtj3v32H+TSpXu49PV/k7su3gWQJxQDPPqr/z3PXrkizwxhzIbjBiZ7oc7SU1qrLCm1u3eOs2cvcP89d/PAy+7lAx98P7/x83+CoR9o6jkA57/pW+Cuv3V7bsrvwo6Oj3j///FnAdhsW0Deq3dyLzQKjRpJA0mANYw1Xediz19ch877HAxoBV6pDKulNZZIIsMwYBQURkeBYzgJUMbAL0SQUJF7kmDUySxii0ZyYmlIJ8jA0MIYymr8/L+Q3RlOSQHEefJh1Exy1jF0HQTHzs4cNzg84NbrPFhOFyYPoPqd2BTnDFoif6usTGiMDvJx9Qvy+xB4VfgBpqDEVAPuy9X6YeBX+2Oe8Rvu6wbe8NF/IP0RnGTFZXyViZMKUx3CgIrwXq4dRYXv8T7JgLCiKORhLksWix2GvkvqJFELUTKl4IGIoYvMUXSAQcY/T7W9Tu1Lb01Vsn/PRZp5Q9f1DJ3AOIoWXVcQ4PDgKlev3ODqlet84hPfw6V77wHg4W/7US5euMh6s+aRR56gnu3hncUOXV7PaT3qFBXGiL+qSkwMeKpZzc6ZM8z3FsznDX3fszpaY4xhsb8DwHK1xPs7f7SJUobCpOF8G6Q/UGIwozVVWVCU0vwKsF4eIzGaEBvKskJr8H50XN45vDZSl9OSvSQmc74fKgZ/XuXr8BEOT3WnXFvSBjWRLUp9ipB6O0PCXUfikhr/vjAiCqtuMaK/I5ySuomdMa3zhPiGC6NY7MwF0iOw3m7isTLh8IXR6y9sPnUZB7h/+G5a32JtTwgFTza/JPUPmzIlJ3fs5peaUDO/nKyPhePlcsn14xusNxu0KdDOZljuC2UiU8cE4PHS6JcYk26UJUoSKNJdPpNIaxio6xnNfB6dS4qKNcYIju7xWIhyRCFHzoT0s9Oa0u208+fP471Da9B6xs6OSP8451mv17TthqosKIuG1eqYrtty+bKMXbj8Cz9EWZU4F6jLHc6em2OHga7rWC5F222zXsZNNEJQyCbnfGBnZwbAenlAd+6C1Jm7ju22oygKdhd7PHD/A4CgGl3X0zT1Lb+3F6r5fKHjuelvXrhu9Pw/10qNsFYAlJbgXCuIZASesw5DzERgsEOuE40M15HVqiJEl7RCR308IgQo0ChKw03oSAKtCmN43+u+ha/92LuQQ1WuIydF8HhCch0kkAPG4M34u1uw34Ng1Kmd2qmd2ql9udodkSkFJZ71JHuGMcXUGuUdzawCtQuIxAYIXqme+Cfw6p/8ojIWHaOEJ/zb5RoCvFz9cT5f/EseHL4XHTRVV56IUqa6b/kSv4yliI6PjwG4evUKD7/vR3E+UO7ucHTQ47x7TpY0fe/jHCSJ24DcMOd9ymok3TfGMJs1ADTzObu7+/GYDd/wyd+knDeRTTdi0MaYSVO1y5TxxKjSSuix4XQq8W0154b4uahIZBHYrSgKzpzZo+8b9vb2OXf+Itvths1qzXolqMZmu2a5WjHYnnJRMp83KBo22y2bVo4haqcp7QmxV0kF8NbjrHzWZ/cajg+v4dy9dH1HM5tx9qFXcP7cee6//754Gp3rJ7dqL9ZLdCu9Ry90jhf8uVZoE+WBCoPre9quR2tFU1VxzY3HG2OwsfYjo2IUyiiRIUoZU+z1TOw9oZD7WJebEMqQWlRdFng0Lgyxjh/JEEGjgsIOQ65XqZvgu+kw0HStIaIYmpGcodStM2XvCKdUWWFu6LIgnP9DbK78GyBuQBFf1UpmLi3mc4qyyrBNnvsTwheVfqtY3CMSerz3qEJu3hPm7Tzovgfv9AlHVxjznBdITbfjiccemjvVvJN+pIMbBwBcv35DFBOArmtF6HHC0pFvps4o/xBUbL4jFVtHym7SpyvLkjP7+wDsnTnLubMX2LZb2q6jrCrpjWC8Z0kiH5KDmzCGkuhkxMlP4bvbbSdhmPQ4SOAAKCGsmELTzGvOnj2ThXZXqzXr9RrvPEoHfIgj7ft2Qhk2kYAUwHshHDlZl20vDnAxr9kpYXV8QDPT0uitYDZvqGphcO7v76G/iHlLzwfF3fyu03Ev1cpuu5YnHv/t3OtFCFRVTWEMPniKqhoZwOk6VBqkmXr71IlrA7DOYr2Lqg+jw5jOQUtloBCkWb0bYhDgHC6XnRTGRPJDqhGJVxo1StXomNRkyGfwAa98PiaVWW7F7gin1NTfLhIX8zksFrR6nCqaOvmFNqwoy5LZfJ7rIdvNRtggXyQtzkPGWZMF4L7hu+m6lja0lEXB4/rtebP8CvX9ctxN1GfnA0+YXwLgZf57BBP+nd2K37l9EVniYAdWqzWHH/lJAI6vXWNnbzdi+8cMfSdRzSQLVDdnTZA/GzuRLplGUSAqxE3TcOacsLTOnDlPM1/QDT2BSBuNvUxlmdh3sji6disZV2y2HWtUEIqTDuvUbo/pE1Tfk9l0YlwmS0HJrJZtpih3aRYNm01L224Ztg5FoCpqzp85B8CsnLHZrONnn3ppdIz45bU2bc9d84ZgW7arY2aVYbtZn6hLfrHO45aD2S/wuxdzbDeb1obh0X+U79liZ5f3vuGbefMHfx3vHG0MEE+omCSqN5xoaxFJIvl+tVqx3UqbTKr5GGPi9Obx/qQ6zzDYNEld6OhDYsqm1zS88UPv5H1v/na+9qO/kYeyptdNw0C1ks/pZup32r/DTfvtC9kd4ZTq3qNLg0Ec01F8Uyqm8jIfXop+RiuaxZy2ExjvY2/4C8ybOa+N0fatWKY4hjE6D8TGzuBxTjSjCmMYyj47PKc8n/U/R6ELXs5bhVnmHD4E7nXfJcdoHwuHt88thRBk4qPSeSLkFz4eKUTGxeCsZbvZ0Pc9Psr/ZLWF6d/d9L2MKh8XjRAURPZJNijHbKaZLxacPSe6ZftnzlFWZT5eaR2lhxzE5lmUyr1NSmlh802UJJKdOqXbb9YOLFfHGG1k6GKRPksVn8NxBhek4CWiGjGwUEqjTcnOTklZGryzLBayntfrtaAftqeNjdybzRrrXB6FMAyezbbFFIf0tqXQikI7+m5L14vSy/rC97JwFqPNiTX+Uq3K52yvITBYkfPhebKX5yNDVGXJufPnePbqFQC27Zajw0Parqepq7i++hM9SOPI8XHYZnqBtA6HfkBVJfNmgbWWzWaNqaJTSo5BC908KEVAoZVkRp6Qj9ERytM+MFhP127H7GxyT5PKhCZlckQ4fnzD6dy3YneEU8IGUAHlwagxEkssHBjnz6caTx03trd86h+jlWa9/yM0syaLEr6YpcTiZf77AOhsT2t74QF6R9u2XC7/JaUfR3BbZenopfemdPTDgI2MlelI8Fu79S+dOef4j4uPUZQl37B+3Yser1BoXWQmjveB1epY0nk/3mth6k8iK1KqHqnz1uKsGx/QycJQyLTJppmzs7tLM5f+EaVNpncnnTOfhvrlepGmLGvqukEpgx1W8cJVhu+0VmPPxqndNrt67VCaZ/uOuh4oilgP0Yq6riSKViYiuwlmkr+typKyKKjKEusshsDOQsZQuF2hcs/Xc7wP9H2PtQN3uXvp25bj42NW6yUg4xKO1y3briMQWMxmVFWFCgOHe38YgGvv+itoXXDfN72N/f0zN4GOL4GFQBdnHH3y/JzXH3bSB2TGeUQ3O8HASZTFOcfB4Y3stF0UBbDWMhgRT1UqUrFJdW0lTDl8qmvkrCmzV5WiLAtm8zkhBLquzQMBp+GCyAqV8jmlGxQ4seblnzD4+q6PgeJ4NxUC3WUauxEqunN2DOYTbHeLG+Md4ZTa4DHBgbdo59An4Dv5QHxS7oYTc5eKQmOt4+joEKU0i8lD8UIWGKc1mskm9xg/R1kUdHXHjfUNquGk7MYn3U9jioKyqmh9T9f1OX1OahLFNEK4HRaEJj0M9pYgTO8923bDr4cVZzey2Vs3nKyLpYdS3bSQYxXTOUfXdZJVBSafl9T4TFFQFCJtMl/ssFjs5oFhKajwPqAj1JcynuQktTFUVS2TZtE5GnPOThQ1ikyAOLXbZ81sxnp5wGL3LGVZ5M9+s91yfHxAwFMUmqapZVpwWY5N0crgnKMsNM41tJs1RqsI0UaoTnnKqmR3V5yTtY6+75nv7dPG2st6veL6tWc5Xh2itaiw7Mwd282S2Wf/PgCHNw7oW8/dvftdp0jTbCcFZdZ5bHRK9bP/kE/HOtBr1J/Kf3fzSzrnWH3i7zD/fX+R8Pg/xt//XzObNTmgTdMJkkMeBsvgHKv1inc+/HoAvvo3/9+ooqAJmWLEWCCKryz3VSD4acCcWip88Cjv41A/MkmC7PSILbAq13vbbcu/Ovsw3/H5T+QAUmn5++AcUb06ByT5PsQ1fqsfwh3hlG4QKINn3weMc5MGr1hTQkU4Kc6J1yXeS/dz8AGt4OjDP07x5r9GM5t9YQ289OHFiCA13RqtcFbS/QRBJWmc5OO8DxSlPOSd7xmGIUvIF1n/beT63zayQ3QUr7vyCth74WO897R9x/HxIdfaG9StOCXnJSJLXdi5rBoY33wQCHWwNhMhqqqiLMrJFEqRFNJaUxQF9ayhrmcURZEb55xzEef2sR9DZ6eUMuSyLKnrWvqUnI8LtKPr2wz9BV+ckDg6tdtjfbek7zfM/Zy6mmViQVlq+mbGMFjatmO16lkuW6lBxWyqriqqsqIoNLNKUxd7lHWZax9AJDFJ0ENimWlDUdbUOsL6ZcXx8RF9b/HeihamdRCu0nbC4jPa0Mwarl67zOHxdS5deoBmNnvOmryVOtD0d8572rZjGPrc0Np1PS9Xb2UYenzpco375nN6H+j6nlnwdG1LiPtH13Xx9y47iWEYsPG+vPEDv85H3/ztcn+Kgq7rxubiMGZlGc1gQmxQIa4rURfPPU0+5AAxvcmR6RevXCP7hnyRZva41+SpsjmoTJmc7COp9pXO7Z2/paAZ7hCndBSdUkNg5jx67zvkFwe/dHJkQXRMQZFjBK00s7pi0w+sVkuKouT8+S+geRXxXq0Fm06S+TbWRx50341SikU45DH3CzjlZNQwxHQarNZ8Vv9zPJ4hSETz1fWfkfPnLGAUVPxS260srH7o2Ww2vGM44ur6Kg/++ttYb5Jj9yijozNKD6qEl4qxSc5aR9sJTGGUYjGfM6tnbKNiez/0BBuycvBsNqOsI7suOn/fu1wnzGyd6KCmEy+10blWNvQDQ9/Ttds08VkWrBsL26d2e+zTj3wKgKtXrnD+wkXuvXQ/INNgjVFoVaJUwOhZZqb2sXDe9Za222Btz2Z5yP33PUDdVPioqQagA1gvn6+1Sast1pYn8NTZM+eoC8ONG1dZr1esXRuDIjlmf2+B1gMf+td/nr7z/Bd/7l/TzGYTrbabeYS3Zlppma7aClkD4O7tH8bNHE2zIACPvPOHUdrw8De+jVld5deCCcrgPf63/zHrTctmI+exg5X3mwJmBWVZUFUFdSONw7OmwVkX551N3sBNBd/E0BM5Ig04WYPqpsNDiPUoNSIk8asdLCiRCFIKvv4T7+Hfv+JNN6En5LYNCCccTwpEdYQgb3UrPG2ePbVTO7VTO7U7xu6ITCkALqWJ/mSal3BcGXXgY1nDj1RlrdldLEBvaT/zv3P9oT8jM13K6gVhvKSIC2NU4JxoSbW+xRgjBVskWk8y7YSADT7T1/p+YLCDZEepVyfOHMK8lP5+kgtN4Sp1U5j0PJFI8J6u71kujzk4uM4z/RGHR4ecW68jUwpQMthLT0kaAQIhC6mmTNLHYm7TzNjZ2RE4IQ7zyvOVspy9zjTRZKKHF9k6kcUjNUIzamOplJUGrBV9ta7taDdtZns5ayN78DRTup1myjmpIXO7sUxr2KJOLZ/hcnWAtQNNs2A2EymiTQtd19Fte5zVXD844Gi1lHpjrE0JQ0+mUAckype6pR4lwQgsdhoUA0V5N4eHNevlisE6rt2QhvCu7zl3Zo/FbMbQbjHacO2jP8lqs+WBr/3rAFn66lYtodnWOowxPPnUEwC86/KP89CDD/Hyhx7i/v57OTjeEAhcGvpMyEpNwU8/fRnKR7mn32DqGf1g894h8JnIDOlCAwK7SU9RgsJ0UlkFAkUp8GcIE7V+iLqS0pirlCK4cS+FND8u4EJAu4DkJ7lOIV8gXxdao0KgmsnQzUnnlGTECb7LZYzpSJvEcv4yqikFBKtNs3cS1HNiLk/6Gh3UtJlTa01Z1SzXW9Yf/jHK8m9w8eLd7OzuvuBrCoQ34p7ilByP2J/BGM3D6vsw2uCdY+jT7BCd6yEoRdtusXagMAXWysbsncMXI7X5pbD3LD7OZr1hs9nw9evXsRuZSmVZ5gGEsfHgOX8rM6mu8+wzT3Pjgz/Kg9st9w4DltG/qYRIpwcn/lyG/qWREwPOSr2oqirmTcNsVo83k/SWk2T+6KCmw/hkBLrLRdjUVJf1vhC8W+65ou/6OG8HlB57IATNnehundptsVlcU9466mZOkZSf0yMUZ5JsNhtuXL+OtY5zF+4FoFnsSj1Ca/bPnaEoKjabltVmPVL7lcA9UtdVkx5EhYkq4UEXeD9w5epVzuzt08xmrHgLwQUa/5sArDYbtttrnD9/hnP7+6AUn3r8cbrOcfYrBS47E8VbpzbdZ0DWvHWWp648y/7OHqUxfGCueO3W8on2n8lrrbZcffYq33TvX+Z9R3+Hx++vefmTbW65kBPL+bbrDfZjP8WZh15GbUqB5yLENwyillGWJSoYnNvGQaOM/UUhwupGakr1rKbdBoK1Y01JpQkLPtacxAHJz+P7SnttPNZMBjNOob081NOPZLM0GiN+XFGA2UqgqYVoZrQ+sX9/MXZHOKW0p4kKdJAbDrGGNA6typ3Nk0wpN9bGMQfb9Zqrzz4j2U48z3y+eM5rDjFiT+y5J4tfjBueFAQf82+PoxOk8xomfTgKhqHPmUNpCobIxBnskIvxL5XZwdK2LevVmr7vcPMmXw96LFpOk4ZUPD0+OuKZp57m6tUrbI6Px2bkCatQojPJDlOPknVC9x4i2cNoRdU0zGYziqjMvt5sRjmhaLm2qcaptDmQAH7ztd+Au3E4Bh9xUagTAYLUrpRSuQ/KRPJEqu8RYq/GKSX8tpqPfXnBB1kf0wAy1hdckHaBvrNU9QJjJiMLYjZunSfgMVVFGELO2pUqYjZiUcrAJBvOCEpc814ZZs0c6zrag46d3X0euCCCrM5abty4QdcO3HP/GZ49vMHxpqMyJYM9qSww3TIHa3nyqc/nYO9l9z/AjaNjHn33/8QDFy7yFd/8t3jTumXZ9xweC0XdlIZXFj9IUZRcv36dvtvy6XsLGv8veNXqBwD4VPdPuX7jOk/fV9G2Fv/EEzR7+3Rdm99Xaor9wBu+lbd85N9lgtdJdESCMRUvPO1ZSo0EuhACfW8pa58deuo7zOea7KnOpQF/J51HSJ93JEj44HjTh/4d73vTt/F1n3h3vuZEtPJOatOZ4JDPJ0nDrRK/7ginBMgmEwAf0LGzX2lNiIrTIW+6Jz+kPHNJCTMvAEcf+QlM8Vep6jQVc/6cG+K9l6FXqYHUOdFc83pSuCvQWk1G/xr5mdK4YCMlOjBV3h2Pe+ns61ZfRW97Ot1R7pX5If7AmU/xxhuvzlnmtENqsxEW0rVr13jq3f8jm+1GMn+tnnMf08AwrRQu3RtrI5lA7k9dzZjPG+ZNg3Wevu9ou/Hv4zd5hes4hC/ZtBfDx0ypMCZHYom1AxGujRG1swIbCk3WEiKokM5x2jx7e80UJcp7ggoUZXFCodoFzzA4VusNXTdgioqyqkcYPQh1xsdNs6rFqbXbNZuVwG7a1BRVwWa94cKFu4U9pgtCGMda2KHH+wEdJ7IapZnPd7lw8S42m48CUJc1b3jD69idN2y2K558z9/EqwI1caRTc1FB4fDokHc89iPMG8mi7rrwo1z92E/hlZbGX635jPsXfPrpT3N44xoAfhgo7jbcODzg8OCIbugpTMnHP/kJPhF+WM5v5Rn2PmA9HK07DtdXKKZK9wq+5iPv4gOv/2YyNSIGj4nLpycOJgQfGXqyN+ZjVNzDnCcYMqt2ioJMfd2JaQAnCBMh7wUpQVBq0ndE7BckBog+EHTIU6HTeq5mC5597Q8x9NtbesbuCKeU7kOauDhqoMmDIBIzjt4O9MslquwzBp0gP20KTJrRUxja3/q7XHtapG1m3/IjLBY7JybTam1Qaozg27bj/uGP4ezA5/zP4pyN/RUqZ0FOC/suDdBKCezL/PeeuGZjzBiVvAQQXlWWFMbIkLTJ6bSRRlRnHb7wEUsWds/BB/9nAK59/vMxa5KHMqf4gbxZFEVJYYqY/fXZGWmlM7SwmC9o5jMKY+gHYRzWkX6f8eQJhX7MfFQcex6nWTovi8V7lCpyDW4qbJuCAhWVHZIjm3aSi0Nyt6yndWovjQXXEzyYKHiakAbnff6XWiV88DLOfpJNKWRO0FT1pB+6PDG2mVd0wxpQrNfHXL/2FLPZLndfehlFOU4y3a6lIRQArTGFpu875iYqTJiSYRi4dmPNoinZLTWbGwd0usw9UcvNmifNL3K//W5+a/vTHB8fcfnyZVZHRxRK1vj1gxu8d2fLg1eF/bdcHcPj38jjj/0KPtZSy8Lwnqd/AnO1wA49KI1XPcNmnanT1/ffyPn1BwhBskRrB2kkV5M9IsHmISIAIY2BOamFUJiCECRoS0ouMu48st209CmlzCvFzLIvjTRt6S0ae5h4kQAvBf9pLacTxfZdUhNtriXlv/M4a1kdHX7B8+f3d0tH3SZzmUQQt/tIaxycZegtG9PRD5ZgCmaNKATUxsQel3jDQqA0mqHvuH5NIpnymae5+5572dvbF0goRhfBO0bBQklV7WBxSAZlBysjt+Oma91AWRQUhaHv+xxdPKZ+ntfyQ0CMGJ1FqQLzUtHBlShnV/pksfBrj19LSzvp/REK9Wq55GqULrl69cpzNvSMl6cmOSWZh7WDEAiCj82vBbNaqKimkPs8BGloVEpRlGVcGG56qWNdKTbHKsiCm847EdAk8JaP/Aa+KuPnp3N/WpIVUjo1Jhc0zRxUoIw1pb7rZDz2aU3pttry6ABQ7O2cAa3pYs1RnsEQ65BDpmebohifu1QXQUUSUSQ2oeXzJQZag6KsCoa+5+jgiLBfnYCegnfSfhChvb7v2axXFEXBopHXKqsSD6zXLRrL0G4ovMNZz6O/9pfkzRjD4w/O+ZD/IMaU9H3LtatXCAG2sbH83z/xt2k3Gx67t+Fxf8C//dU/Qdt2GF3koYPee7quRXVyH0wUbtbKZKfkvZdr9uCC4rcfbHj55/tUxIr3RczHseUh1nSmmnWjacqqECQjDkdNZxCFmZpAoOu7PGQz1XjT9aQmXKXMOBn6pldK/aEostzRSbXv0aF67zEhjHXu8SzyJQatL2Z3hFMyWueNVVL8+PMo094PA8frNWa7xQXQRZnZKNVigXOWoMDaPt5AKZp3UQ7/yccfo65r5vM5RVHyGfezEoHguSf8EQBezh/nk/qn2YaNyNdE2FCHsTfZx5w39dOMQ7V8jkCEDDHpVXop+5RuOpcCisJQFCY7gM16w5X3/gjLI8G7Q1JKiONBEsImaKhcf993dF17ool13jQ0zYymlvrV8WrJer2JkKpAN1VdQyCPFJBLjIl7ckgps0nsxCgplCALgUD9CdmjECOrEDx26KXvJeueCZTad62M1zhl391W08aggqasKnwIdHHyrHymAJ6u29K2W4I3AmUnp5REQ0NAmRisBEfft3nRa22oqorgPPWsYndvn7KsYy1qZI4JIiKZ9lB/K8E/m3vqQDL1NsrieC+CR/NZTTc4nrn8NADznR2u1CvwjrqeMQw9Xd9jjGG1kvXTbrfMZjOcDxwfHXJwcIgC6rrOT16CxEPMDAMCZRkTMCE1jUuQK2tPiRJCEEaxvymwstbRd30UDoiWSElKj0xHleq5KkoUJThd1P63W8nIUk22mowjF0hQvprCZJj+5LDVyfoNIb9mgganx0n9yUMpzi9wssYdArccpN8RTqlIncJeCnjJE0saKA9g3w/M6kpqFajslHyIZAUv4qikLnClcInx9Zl/wPXlPVRP38eFt/wNXua/j8/6f0HXdTzaC4NGxeZNrTWb7Za6qvJUxiRyWuqSsqpJqrvOijy8Uoqn6l8GYK/e5+XqrYTg8UHJRJGXCMZ7PksTWnXMoqy1bNbbLIECspF47wgk5xkfrPjQOCdpd1kU5BEoUWCzH7p4jMg/lXUtzDglrKgpLTuRTqS+pxgzppH1E4LAbs7Z2ADoCDlTktcOCQKKUGLS2MusPWLzrB8X4qndHlMIs8oUBTLRNEXYsXaBRPcEhXeiCZme/DEKV5mX452T5sp4kCkMdTkjOIdSFq0MZVFOCE8jvJvozmX3Lu5aWM7vXWCwIxrQD0MW8kVBN3Q4p7lwXhTJ15sN7bbHWct6vY6bLngdoS1ENis15bdtG9mosiflZu+s/ydQtovZhQ/EceFSL0+jXQBwFm9FtcHFQCvVYrwXcVejxfnX9Yw+Cs1uoyhq1oqMcJkuRoZriHWqwhjqqqTvOlxUYEnrp+/6ic9IpIf0GadrDti+Z1Aq/23Oev2IMGmtBU9RsfAAACAASURBVLqNNXZdmFw7BLmXwVncLe6Bp82zp3Zqp3Zqp3bH2B2RKTVNQyBgY6aUdZTi91IvgXnTUJQV1qtcgIeoq2RMrnUIfqqEUopMyzw6PJSC/uEBs9kCHyQaT/BDVYlwpDFFjOJN5OOP15mi/iR9krICIVBIFGCtpWfITZ4Zy2XCUnsJLZ1XZpwoClMwb+Ys4+sbrdHGMIQEr4TYOOdxLsGPQbKgaoayAyG0hKjU3Kd7HKRRbzYTmRMgZ0ojcyekCxL4bkJ2SJGVNM86gXEQmDMgke82yq2IAvkQ/zlcYgL6seCrY7H8S5SAntoLWNu2FLqSrCCchHsCiaKvKMuKqixJGmzjQVMZKxFi9d4RSxoyf2s+JwTHZnlIVc2om9kJarT3jnazipI/FbNZzXy+YL5oWK1iIyqiSadTn02ksW/abb5iUbR2+XpSBiKN22k9y8QAozUhNq8HyEQOAKVKgZcVoOJIHG1OMEMTYUf2AyPzyZyj77rcB1nXNSiNMjoOOQyYoqTrh0wE6doWU0yGYAZP8OShmpDqtwFjKppmlmF9WW8ne6dC8FFtPxGhQs7uQggZFZmSxOQzmE6bVZGUMWUjn/y8vHcoc2utMneEU+ptH2s8kRa+/BXgJItjPpsxqytmTUMwJUO8twGhdhchvRVhbBlTUEZl6sIJtv3uV/xJzn/ubXzzA3+VS9V38Vv2n07YWzKioioLiIQBay2l1uMxSh4C62yuz8hk1So/EF3XM+ghbpoJ+1W/K4eUdf8mDLUTpoijjnVuME09WuOkykghdaJw7HMXN+zs7NI0Um9br5dYK3i2NC9Gdk5k+2TdsHgZaW5Sus4RsjvpmEbYbRBsffLgg2x2SUus6/rMyOuHqHvX97FJWoKR2ayhLHVeQKd2e+zixUtCjU4b59SUkIHsIHBrFXtTpo7LBxc3r8gc9S5CwFH7TouKQZprhlJ5HE1qBxiGjmGw7DQSXC7Xx8yqhrqr8loNgvdFDUWBuuqqpOtsZtOWZUEzm7FcLsdhedlhphpmDIzU+PvcfpGgOSPBqyJk0k8AafYN8f/O5s1fSmuBdrOm74e8foahRymDGwbcYFFlxbNf+UOE4CnLT4/30PkMselYP09MPUhBZoTzlKYoyhj4jY6CtCdMHHZijI9BpkCJSsv7MlqLryFg430u0iiaDN/5qP4fx2swJhZfUCh7YncEfDe0HURygXQhI5t+ckreU5bCBisKM85tSRMpJ2oQYRINpGNMYaTxUms26zVPP3WZG9evCwd/sNKcut0yxCJnWcrGl2YG5SAt/kt/g5KIsO1atlv5N9ghfwjeex7XbwdOMLm/aAuRauvD5KFKv4tfX3/jVZNi8cQxZKkPeSiTzE8IQi0tTMFisWCxuysKEUkaCMk0panWZAeTXjVAfhDTex2X8vQCU00pEhycIwQRh1REppGzdG3Her1hvd7QblvarqNtW/q+Z4g1pRwtx3/Bn9Icbrcp7TAFcfJzyozjL4Mwznb2zrC7e1YYsir+ImYiwacNVZzVernieLlMSyvP4wneM/QyUiWreHj5t1mu8dZJnxQAhtlszjD0rJbHrJbHDF0nsmFty2bTEkKgrgxn9hfsLhp2Fw0KeMUTW1AqN39OyUtJhFioziNBJ1GfEwXeOotzsnHnjD5u0Pm5jwFbQOjqRVnn3sBUFzbaoJDmfXEAjqMb1+i7Ph8zq+vIZo3KMjGjmi6Ny6/8/pg5xTU5aaPI21jMkFJ/0bQXNB0zssen7R2yl7zvq76J933VN42MyvjZCjkj5Jq0OOHApU//7C3vgXdEptREJkpwVtLazCIZ34YkCUo2ZzumzoZ4QxCmiZAeJJJRaswWTGn4ukf/CR89q/nQ4T9gPuxw7sLFUR4oqtyWRUVZlpHW6oRuGa9DivGaru8hBIqipCxLafDUUfnADvShl6ijLKGMn+3vIlOSJl8nizM+yON9mWZhUT1hMtIhZVdSlJbGNmM0hSmYzaIyhDH0Xcd6vaTvOrQRhYeiLMdZL6k3YSLtY+0wEg7GK2LqmnLxNUWiXhaSEDOEPu+s9FalCNZPxn/AqCJw0p7roE/tS2+P/NbHUdowXyxY7O5RRVinrGrRm4zPVz0vJKiZPPbODRwdHNA0izgrK8q4uYDWKVOSQLMfBq5cucJstiPZDmMDdtPM2V00Ee6Cpm5omjmr9ZL1ei3XU0aiUoBOeVABoxVlYZjN5JoH6/n4xRnD4VFk0CYIcoSn8kYeUsNqfOa0ElYgUFXfSdf9MgwSPCfprKkWoARwNpKLAtooLr9qn/seORgZjKR9TpxzCB7nrcCJ8TymKFCDBTXCkiCKNh984x8A4MIxY2aU71uE0NV0bcavRCcVtOxb8ReFkcnQaZUJkcXzNR9+Fx94/e+fnDu9jgS9WgtESYhkq3hMKqe8mN0RTuncvJH0c9tShoDf+c/kF/3/TX7DfsRLnR+wic0FDBpmvkrvfYSRmGzW3qOU4Y1Hho9frNhs1jz+2JILF+4CpK4lkYCnKMr8ELnB5kitqmdUdcVqvcI5T+VDbFo7OfL5Uf8zVJQ0puEr/Z8Gc+sO6UQPQHQ4PmZsWmvBthMUFptK01CwEEaNqlGcMX0VxYuikABApXksCGzgI36cGDamEGpucuwdbV6sIcTZLIlClS9eIiRTGMqqijUny3a9jpE19L1QuRN1P9FeJSOLMEZvx0Ud70NZFhhtJr1VJ6eantrtMRc8wXqOV0ccHt8Y67+xrqkYEYqqqpk1c+rYVqCUwg0OcAQtcFBZV8wXO5SVrDEfLMpJHlVVM+YLEf2VHsQxsFns7aIQltp8PseUMl7h0Xu/E4DXH/5bFosd7rt0D/Om5Pj4kPXyiJ6OJmK+s9mMshyzGQnuJJgdB1daTvTqRIae1gX7iz8OiI7ctg0nKM/CJA4ZikpIhQ+eoe8gWJklFp6/rSE/2wGsl/5JiELFWqG9PhG8ff6V3wtcTi8mn4vyE+hfnIaZrp+4fLVSuOgso4eSY5CSgIsoFqUBF/ekkC9Ujoz19qRHqSY1LtK9eB4ljeezO8IpnWmaWMfxlAFs7vkxKG1Inf0hQHAeiyWBACEEus5TlcOJjVier/HDTtpcRVHQNCX9MHBw9SpFUoY4c5b5YkceECWTaa13KCayQUHUE4Z+EFxVabZtS9M0WZNNoWjbNouX2tJGavmL15VCkCFg6XuBEqVYnBS1USrr0a3Xa7puG1UYPIvFPD/8Y4YiWmRay3jyWV3R95LhbLbSx6X7Id/rJPs8wpgqv/fUu5Xx4aCec/1KSU2rLAp52L3DdQN9jAbHYq/OcigQ1YzdRNssQbgxq0u0/Kk6gDtVCb/tVs9mEnjEfrV1rAP6CGUVUe3dec9ms2azEXUGkEK+Uopr15+JjiYOg6wqNu0RAIdHFWUc9Odcj3VblssD6tmMTcyCXNuh9Rk2mxWHhzcEIXEDR0eH9E2UBDMluzu7NPOGixfOc9ddd3N0dMjjj32O7Ubo1VobykJTVYa2lflEPsg06zHZj0QdRsWZgMJ4z85WNDHnSnMNITOYoLOI8SjpJetQKVBS7MI6IEKG+ZgQYlYRn/GE9oSQUYS+jw23CQ4NI/yWnXZcqyGRUULMcuIeCMkpTSYaqPhelRK0ilHBITu5MMkkp2Kz8W36eB1FEU68d9RJIsaL2R3hlFKnMEkNOG7wVVXTNDt4O+BilGGdB1NmR+G8Y73ZorSKKgAK5W6GkNIHIzDda56Gbad5B4pr167G84hSbkUt7LTYSa0AXcYU3DmGkCYvCsOk68QpJUjNey9qD95RlYnJV8r0sluA8NK02/TA6ZQ+pxoR5Af06PCQ4+ND+r7HFAV7e3vSW+DcKM4YH0YZvFfEfgPpCQvxwSoKGWvtnEdHQUxQ0pQ8gTGyGkbw2cmeKIwqgQKTmjoEwcl1QUoAi7LADNJQWUToRxy/zqMEqqqSgnEMIqqyxBSGYbD5tVL05v2pU7qdtt1uolMS1YIM60bTWrO3syublJP1mKF2rdlsNwxDH6NmUanuOscyOhyjpW7i8Ww2W1abQ1CS5afP+tKFSyitWK6WXLt2g6IwXH32WR699J24YVQNMGXB8eERd104z3y+oK5rZrOG4yh388wzT/HwY1sOz1YMvZU+x1iTtqlPyadnbsxcAlInuR5JDNf9gAoJootIgzHCfJ2IrQq8Lv2LOHdzYhKdYqzJxKwtBCfnzhqdPgfc0xqQnCg5MyGHFEVN6ktkUteFtL/EQFIbTFGgdSnNvOok5A4jQiIkC5WvOWmHJtZzcC6OHzKTvxX4/ctq8qwtDcaUUBioa6q5SI7s6TMYU7JeLfOHNwyWdt1SRCXuopRx3G3XC1V54p1HtdrokEKgMoI1V1XA3POXcJ/5MQCWx0c0zYy7F5dwdpCswNo4Ij06paIgWIHzqlpqT23bRlw8RjJDjxt6FCXWWj6yX/G12xcgATyf5Yx3KmAaiRvx/fRRAfzg4ICDD/3P9EPPJ7/xD/E93T1oZRjcKGNPbLAzRmXKuzE2kxlAtO+0Mng3CIsoagIOfZ/FF/OoiRiZjU10EzHHGDJ5J465joriSml+843fKEdsNsKoSrJCk+gpZUHaGIro9ESyRcXC7qSO5DzKiazJqd0+C84THHgs4Xmyf+8sq9Uy14b0hH3XOi+jvJWmrqrYWKtou3FO1t7ODp7Aar2SQn6sHYowUXxey4KjwwP6vqfdbljsLAR6tmOWMXQ9s6pm3sxQSupZzkk9c29vX95LcBwdHfGGgyXvXVS4rZAeQvBZgSTTpSf1l6goR5feM1OnEzIyQnIIkMk+1llUSDCnOcFOjElU9lRKaeq6Idy0cyRIOzUr3zyrSAV46pVvpaxmPPzEL+Usx4ebnVKIe6P8/ftf/81cOLrE/Z/+WTlGqzgdemRBpzEXqXE41e4FAhxbPKZOKYTA0LWEcGs6lXcE++7UTu3UTu3UTg3ukEyp376DMgp/OldSN/8VALvnvpPw1P8lhfgoKeOcZ7PZoLs0K2mOQtPH+fbC0gmRCinnD5Noriilh0d7x+7uDsvYy7TdblgeH3Pu3PmYGkc2XyQZABRGXkNFmuvYm9TStjEajPNRZPZPolffWjSvIDcFp/qMKKXbnAJ759i2gmWvPv6/slqvhVLddTkK7Yc+v2ddFATnMDFjsdZG/Dnk+5OiIaUN2iuct/R9i1LhxGiChFWP5JOk1D2+vzSoLAC7e3uYKCE1Ukd9fm95gFjGx+UcxugciQGRli+wgc5IYUD7cBpV3WYrjZHCddR4zNOC4/PhraO3LtLIOJFVKyPrIjjH8eFRrpEGQkYjDo8OCRGCDiGw2W6lTqkNTSMDBufzBUpBM5vTzGZsVysef/j7CMOQI/SyLLBuYPAFV69dpS413ktGkDTgZnXN4tJ9FNUVdPcUzvtMpAkj/j1+H9/TzZCHQuV+q5Co3VqdOCzpYUrW4nJ2MqWhj3tXXF/O0XUtRTXL0JfR436i4vWohN/FF9RaU5RVhE5D4iKMWRjpIwuRLOEzicNam9ERowSKL6pSmHjx81Ia6loy28+85r/j1Y/+XZwWgV2VSklajX1JXjLoy/XYa/WF7I5wSofLQ/RGBsfV9YzirGy6ZV1xfHiD46MD5nWV+38IIXc4910vYymqMrJFFJ118Qalx0IgAK1UZoW1bcvXPfLTvDsOzNtut6yOl6yXK2nQDKL7JNBRmr7aR8JFwA7I4gxBepyi42rblsVigTFG6LLGoNQtarQpdUI0EVK9RsXXHNi2W5bHR/mah37I6hTL5TEKzTAM+YEwpsS5kw28eQkkxxX7mYw2BKUiDdXevPZk4yF1vsdBgM4SJgVWawe00cwU44aV30dybj7X3qQ50Z5gDBKdVmoPMD7I90plhpPogpW5uffUbo8pHTdSJ4GHmlD9U1E+BGla1cQCenwOdFmJyLLvGGwfVas1RgUy1y3WDYvI8PJCbRVFkVhrdn5Uqd/Z2ycocpN2YsrOiiYPuuy3gb2dhQirOoe3UyabNIRKjTIQDKPzyW968u3k+9TPGIJn6F0mBqjY7iCUiJuhNxUhLk9qKk/tDhLrhrjOotPwsr500tcrTBQrDiOEp+Blj/0CN85/e74/23ZLUVX44KL7U3j8CaZfavAf7IApCt7y8Xfz2fu/60SdSBuDQYFWci4j722/fQMAHs8nX/Hn8d7zykf+N3yQ8oJSwwjHo/F4vuajv/HiDxh3iFMa7ECIdZwpnutjg9jQ93QEtm2UYZ/8bZatGYCoXlDXdfQBafuVxyN9IEla3jnLa56WB3S7Lbj8yjN5RhBdS9f31PXYJd4PMprbDhZTyFiHEKCZN9Sx52fezFksdvjK+Z9mp9xhftSjiuKWSA7PZ6mu4qxls93yjuGI604UjB9GFH6Vl4f7HW6FUoavdJYiLhgfoOs7ceZF7D0ahkycAPLIaVMEQlAoO448zm49M0VGx+JskAUy2Zics9Hxm0wbn/Ychdis98b3v5M+SIOkiK3avIB1fN8qCD/ExNk7AfLoirIsqZsGzB3xCP8nY3YY4qau0EWRM9qyklEJfT/I5qx15KzJcQAqKmhnBmeM+q0dKc8qNomCjFYpjGT42pgcsC2XS7qupaprnLNUZc2rn/k3PHL3H87PtJxPcXx8jHKer3jFK/HBce3q0xRa0JGyKPAh8MilEvdodCpBeqdGGAGpAZ0gkylCcLRbaYwPkfyUamhJfkupCQmIKTFoRFuc9zlgDcTZY2n0uNZ8xeX/E2NKPnTh2/J5ksNK6MJ0ajPAQ4//Ipdf8/1oHWuxqbFdjQjEKL3ks+Dxh7/m2zh/4Hn8oe8G4IHP/vxz6fgh4I1hm3qr4qw7rdU4YiMW0FMNPKEijlurKd0RK3rKBHHWTYpxPmpsST/CerOJjmfUYspdxMKxjEV0E9l2KQIZoYS26xj6ga4baLdd1n/TWrqsQ35wBDYqjMHqRPGUCL9tWxndUMpkzaqqZAAf4gB3dubMmzlN00QYz7woHfx574v3dH3P4eFBXIgdz9gVx0uZ0nlfoo8jIwRe/fGfop41lLMGnaJK60iMxnHkBjFRGjMlQlJIGOGDfCzj4jJGY3RNFRe0RHsjIy450cToU3DCKTnveN37fk2y2WHAdT1Yh/aeIkXUkYRRGENpSsqqwoXAYB3VTO5zM2+Y7ezkIuyp3R7TSmPKClPOMKUhzd3r245t24oOZVlgiBmI85gisjxBCu4RAldJEzJmK0DOnlSMzlVUGVda5cykLCXoCcHGvkXp3Xn5k7+ce6LC2X3WqzXd0BOGlqOjq1jv2KyOOHv/ywDw3uKDIYTjicyQNJGOclqaECWG4k+IKFbeqIkKDwqyMoRznqAUrzn+egDMoedTe6P6iTE6O4VEctMxsZwy9YQ+HnCxyf/9X/37ecMH3jGR9QnIXj8dkxO49xP/jA++6du4p+3wzmY9v6mTTMIBci/g9e9/J8E7fvvBPxZ/5nN/5BTFcAFe+Vt/F4BPPvxn8zHeuZHQpVRWftdabpj7cpqnNCJbIveR4DJnLXr/O+CZnyH4QNcNgm+WFfVMVkPXtgIdGMG4t21LVRVoNcuOQtLUwOHwPVy96lmttuzon6cbBtrUP2MdB0cbinpOVRXCwAParstOMkF/SRJ/d1exWAiunQUSvaOqS64u/hUXZn/6lmmQz3dTrHOsV2t+jf/Itf4ar3vfr3Lp4JDz8ZqHWR0fGGLvkaPRhqaZZ0p4q9vsKLKWYK65TSOZyDRS6QOJSb9K+LWwn5KmXVKOAG6CBARTTzInw9BLENCOgpJd21I6L0O/vKOI03oTJTyg8ARmdU1dVpiyxDqPKSxlmcYFGMxk2uap3R4zRUldNZy5eDer1QHrowNAnJKLw+mECi30YR8CJs0+KxvJMJDepdTArSed/joGNMEHvBqlpJSGPmnWVZ7ZrGHo1tihZ7PZEoKnrhr29s8AsLO7i/OBIljaduDKs5dxPrC/s5e19AoVsLYkuDiaJWYSaUYRwF0Xvpn5Yoeu/Qiu3dJvNuzsvhkbAteO3guQG/kTk26ImWQAPnPmPwDw2u23U1YVgw9YOwbhPq81WXY+OrgEkYuzmQqpjs3xiTbu/ckm8rSu3/zhf58VGU4wZBGnKvU3cbKplcM5xQOfe3s8dGQRZpFVJQNHU4BbxNl2EkwUMoamLGKGFa84OunBfxk5pVy4Qx6OVJ/ZbNb0fSccdxVx38FiXcjCnEFJcV17PWZVw0AL2dsJNbmg9YGuH1itNmz1H2HbB3o79uHUH9OwO2dxdkH4ff86Eiscw+RKBepSlJHI0Ped1FHihl8Yw93VD3KmOstjzc/zkP8+ifxvNVOaZBRt23Lt6lWuDFe5cf06BwdHWOsybl4WZaRzDyilmc2acUR5ngYbUsIfTx+y1E+qx0iBVXQHpz0IWqmM4xujJYt1Dhc8fU9UG08P99jJL7pXQhTpu57NZs3hwQ1A6mD/4dVv5ls+9h40AtXVVU1V1bn2YIPHeUezmGcZG+M9pVOEFN05K2Ot9R3yCP8nYmfO3UM1azBlFTOUGCSUFUFZgb+MQZsCHxyFVvlznc32CHRsVkuUkmNS/TARDLTRsW4Sp0KrRASH9VqmwfoglHLnvQSIVjIlcV5ytPMCDVs3oLViu2lp5guqZoejIznP/v4OKJHLGoaBoqipqlmsRckeVFUV9WzG7vzrsasV26rFOU8d4Pz+1wLwzI1351paamZNaul93GLf/ZDjzHViPVW08kzMApN4spSJJo27EcIGxdd8ROox73/9788OKQWTnpG+LkcnEoTiQ2/6A7zpQ78+Cq/mU0tNLjlSIVUZPvjGb+Wr3/sr+R5Oh3VmZEVrPv3qvyjfD04yPK343Ff9MK/+zD8keAfKi3oMELTD+6iVeAt2R6zoVMxP+7Y9/H8A8FqzXa2E/WIiDuoDPgz57ZmiwKMIzucN0XlP23W5AF8UBl2XUjB1nr4bKIqCYYAuO28TG9N6mqbKD8wUdhviFEdhwsmmm5pKk6OYNzLaYRh6+q7HGSkO3gp8N7LbYL3ecHBwg+vXr7FiKWrC0VmPUUpBXc9QWtQXyqqiMAWpzCrnZPJAxcjqZtJFYAIHeIJPisAh19NkXLqN8EMgNd1pUwiRgwR9iMjtei0KyG27pd22HF2UhkVrXewBk7pWaQz1rIqSRmlDcQSvMQTwNkZscfGqIn/uEPC259Run5276yLL4xUuRIgq8h/L2RwVR5KI4kchNSTn86bbtmuKkgj/JQ7EBFIGAh6vlNQKvYuRuD+h2yb6kx1t2+WxDVprqSXH5/VXPrPPm889hvMDwQ888fQ19vd6uiFJigkpyRSa4+EYax1nz1a88czXYIzh6FDIVp+xlqvXrjEzmkobfFHgtAiuPmFfA0DNu+O1hTg+JwoaT6BwZwfsMOBcIASNMVLTMsX4vuwwJfxo6X9EGnqzHL4K/MRDfwKAv/zYz0jmouPomggaZMknLcM2/5eH/iR2EAmx1LD+lx//57J+c+1MUBGlR8c+CrECehR69i5kEklwkYjlZQzJI6/6CwQCr37kp/KzEQBdaAp3a+7mjnBKYrFoxwT3VFGANTqXg+0fpRRtRe4992sA6CgsKlF5l5mRzgsxAmIWVFfsV79AUQ486/9znFdxWmLM0nR8hBQM1nG9/l4Cb2M2m2UnsN6IhptIoEjXsokF2Hlk8ZVlxZPml5i5GfV2xjCLmnUvRl6ODunD+5IBXukOudwdce+Hf4L+tV9PXVXUVY117kTqXM1maFNQzxrZqNVYLE33VUelDJRM7E01vCRF5aPzcW6I3fbSbOuso+/H5lk3aZRVSmOUpOzJvPNY6wlIfcEOPV3bYq1luRRyhtbyd3boIxRUUVclZTVN9+OoiyAjNpSRfC+eYLzmvj8xYffUvvRm+x6llBAefMifi4exFqREr02TWJ1JtHWGD33erlGKoDRZFgzitHQ18sRUGgEzipIqrTMTlshg+4/XHqQ+npHSjKJoEWWDEo1AySqqlqTzbNuOqi55+LEe++BX8OYL30g/9Bijue8BIUNcPbrGweExOgTKAIWp8DpgfZeVZ+rZPE5LbvM60UpRlAWrsz8k78t9jOvzH8jrtypLBgUf2Bl47YekPvPj978V5z1/yD2NdZ6fePCteG9FSDYiQ9/iPxtLC4off/AH0Frxl377Z/joV/85CvMpAD7+pr+IR8hc2g1Ye5D30MQ89M6JmHWE/1FpasBELcc5fBBllY9+5Z+Pn5HUkIsjWXc5i0LhBiGpKa1RIfAbT1/K59GT2vOL2Skgf2qndmqndmp3jN0RmZKOoysAgh6j8STYKdx+jy4MVVGifWDt3grAmeqXMYVmRsVQVRwdHWHdEMdKRA29skRpyaiKsmF2fSb0zRJqP8JcAajLgqKQ+lRd1Rzt/8l8ncXy74n0kPcE3wNrketXChBppLIS2aPERHtC/QKv8D+AeRHtu9TI9vCTosXXPP0ss/f+GKvYj0DsGQjOjhGHUiIF5AS/TRFOmvmS3xjppQOpeVUbletgzg30fUc/dNi+JzW7nmh8jNp5RSHQZkAxDAN9t82Eh9TkOwwqwzghSDY7bYYFYUsabaiR8SOp2AoC2+qJ2rn1Pg6Os1mTTKjl/jnaa6f2pbXN8giKkr7vUEwH8EVwOMLFRim0LtBaMiSA+c4ZtpsDYcuGsf4hn/vIdkvEHOXUqKMoLID8N945nB1wdoiN9Z7tZkVKnP/gy5cYs0dda7yXY4wp8EFjH/iG/Fq2KrnXvYdy59UcLFvKosZbT9cJMefutaW8cJ6w3mBUyeL8XWgNh1ee5uWtZCb3n/8DzKqSjxy9i6OjJc18l1eVb0CrwHsSM3X7FZLtEVCFloZYAn038O8u3wOAvRSVygO8+9n7cZckU1HK5K1DZjCZ3OCKUvzkQz+IYrqJ0AAAIABJREFUOV7yHbNYrtAGrWu0Aqs+hHf3jIzmeKKffPAH+OHLPyc5a2JEah1p/vEz7busc/n6j/w9Pvq6/xalFM1akwooSaBWIfUvHzwGQ13N8kTdxM77stK+S5TDaZd/+nlqGfDes1f+Irr6M5TKnKiLKKUpC0PTNHRdT9uKSm2aF1TVM5QWjHve1Cx255FTP5pIvQuOq5UQA4qyxDmfqZNhsDjnR4ZMK+l6URQnpq/msRdOuqO9mrJlnmtpcx2sKB0DHB0fs9m2JBl46SMqKOM0TRD4Ll1Pop2nHqJcU5q8S++89ATla5VU3lrHEKEw64Q5JI1z4wNaFAVFUVLXldTxnOdoGOi6LuP4qaYkLzk6QxkFMOLLKkGyPqDSgDFrszqxLJKxu1yUxnu5zrQYrfv/2HvTIMuS6zzsO5n3vvdq6a6q3mcG68x096wYAAMQIBYSJEBxpxghcZFgigySZtiWGJYctiIc/mf/cDgsL2HLksIRsiXSFCXTtkyRIglzg4DBMlhmepae3mYGwADg9Fr78t69N/P4xzknM++raqCpwLSL4cqJ6ap67y5582bmOec753wnbVIH7e61jbVbiCBE2PDnCE7hVguaq6MluynPwfHOOibjbXCqNSQbmSw3iy6LiEGqvRBbDSPJszGlpfY1BjVhfu4QlhaP4rdfIHTdhuZIaVTuZIy2HWBmNJMiStsugN/+bgx02lSesLK+inb+AUzaCRClqq0jh6jUIVE5MBEjoou4+c03wSGgmn0d7dY75F7DF8Cxw5MLH8Tvj+7Hu5tL2G5bjDySwta0rUQaVh4UpXyFT6Uc5OcPLBzCJ7fGyAwnrFBn9rlJRe0BuG0E1oxWxiaiaXUdDs5hgPfJ8eFxMG5A0kJ8UvgZwN97y8+nEhN/59X/FV96+N+Fb6/gmcf/fQDA4+f+B8ljCiE9R1XVkJIY9r40u1DzuISNgxFil/k7Uxj8X6B6Sr29mihrv6o1EExYBdSDCrOHFtBu/wMAQNMKjU0zabC4uIDZuTnBtNs2h1GSsDxgaxszIWI4quFayaGwY7yXOkBd26FpdrC1tYU6Bszc/EfY2ZYSD5O2Vc3fFeSoDXbcNobbgkFvbW1iNJoBEbC9tYW34+OIsyIkbmcnPbc4RNNM8MA317B67r8GAGzevJWiEH0lpdrreoC6HiZn5czsDLa3pAonOfXDaK5AjhEVASt0QJlFoSR6lRyGHAE0HA6ldlQ9SCUjJMy7Qj2o4Bwl31ozmWQHq/5jgsiUCRAVzlMAcOgIknsUJF+JQ8yVMKKkA0wmE7AuPOo6BAI6vU4NJZitDhgd7mbb2NySwJ5BwbCijaP6E2phV6nrGpEDmomsn2ayhaBVm4kABCCSWDAJHfHinO9a1bLbKH4NOFQk835xaRGhHaMezaLrxiDXoq6H6EJE7OQ6n7l6D37o0JqUbPEVgifwW96DEALG2+PiXh5zc4cxYEL6jwhD3RnDZAtbW5vgLqKqCaOL1+ApoHsXwysSgxjQNRGNdwghYn19A03XoSWAl3Te+woxytqMXYdJCCnq7dBf+kk5BsAPLMzjsRubeCpt+oIItF0Wbk0zKcLJNdrOefzp6oMAgI8d/6bsl86hwQsAnwLI4cfuvRefuLWs70JYaKyy9OdvvhXDrkMYjzGyhPS5X0XtHW4djfjGHGPoHAZbjO1uUviWpQdlWQqOAV9++FdAX/+/Uv9M0N5J2xdCSUpE5IxnE0rT1DhNM0G7soK4tQNfyUSv52Yx0PBUy2OQAITYc4x6Xymc4NE0E0wmEo2SIAEHhYc6tJMJlldWMLe5KQX0jGFC69gjJfvKxGk12gwAbt64iUOHD2N+fj4z6VJZcNDON4p6hxACNjc3ce3p/wI3btwEACkRzcDhw4cxP38Y9WCExaPHU8gpIKayZGxzChBJ3FU6AZqmwWTSoFFITSLotDR6uo7S9lQV6kGNmZlZVNUAhAzxWX6S5Xx5pRsxS7b/vpIru8h1sGMcyLE4uCOja1q0oQMNalBtNamcvIfQgbyDA8OxJOMZ952DpAn8W+eBHbR/qxYjo6ql9tagqosoX4mo7JSZhTyj8g6TtoOxQztXY2ZuHuCIyXgTk/G2lEqpq2Q1SDi5RzPZQlkNtfIeMxZMNKwx3t4AU4ONjXV86J5NfP7Gm2TOtEpRNqjhKyky2YQO/m3vh4NDO2mw0UnQzczsDGbnZkF+gG57W/Yh51DXA+xsyTE3b93ECV/juYvbcH4D9z3yKIgcvv75L+P46TMAACa1+pyDe/qPgbOHMahlvVk1g/Yzn8Ds9/0o3v7lWwAzXnnnQrKGuk//HgBg+L0/3FcoSQM/QkQgY7np0Bm/ZEIkCLWv+uUiOMIxgcJjYL6R1qJV+JVioEF+OqEp810AfISVNesCwRPDIUiAFMQiS+zt2skSjZHus1AN6Z5XD4ZaDTviTtq+EEpSxycXsTOh5Eiyu0HynroQ0I43Eda3MHNYMF83HKVoj7ZtE5GjXUuuL9qY4dVd2+aorRRpSWAlVey6gM2NTWBrq8/JRrbdZh+Qc05yirTgl/BSSbjn3NwcVI/JgHtxbowM5xghMLa3tnH16jWsrAp8N5kIxdFoZhazc4cwGM7g8MIRLR0uz76zvSUChsUaEvLYkELXAWBn3GA8aXVMGFbOPDJSJnlkiYirBkMcOjQvuU7kEbo9JhEbiaM44Zz3ICrh1gw3lHx3aZy1+BeRA1QoNV0LNzeTom68E0FtUVkO4qMIhbVJakHfcf7XQfuONFM8YgwgVJg7dBiAWEGmwcvac3C+ArfjnPfmKvmddYOKjIggfloNea4wAMCav5RzZGZGMziytJT64asq0dp8455fwuSb/wpVPYRzEnH7sbfdkmiyqhJWlJUVtG3UGnomACvMjGYxmJnF1vYWYggaSTuHnS1JCt7Z3sFX/qzFPfecRNvuwDsplzM7O5ty+J55fg2zszP4wJOHMX/4MC59RaE1Zgxe+zQAYLS0hPDMU/haCHh44bvx2MtBI24Z4b4fAgDEywJ51fcJRO69RyySZQHdQjgnyxoCwzGvMajCCwKCfwGMk/JxDPjoYfF9/87mql5T6qrFlNjKqdDnV59cwJvXA2jjllSD9h7DkNc1YKiIVbHltMfFEDDzfT8mc+NTf4BAPrFSfLu2L4SS9948pDCSQmlFOLN+f3ju/0DDP5+06hijWllQDi0h+ESRKDYZb2A4lIkSugYcGYPBEIPhoJD3OVcA5OB9VL9GSPvexuIvpoWyuPFPDBkDmLOfBpxIRluFEIXPz8otl0Ip4vnFGZz9s2UsXF3Fle1tKW4HSVYdDQdSj6jAnssNPkFlOg6T8RjjSYPxeJJIFbsuKjuyA1GnUECHGAmtHtM2st3PzEroqRg7nFl+tc/MktjcdV3ys4k/rc3PBXFIp0RCMJ555/eCgiUp52ReRy4V92tDQKe5D7VziJCwWkcuEbNGKjj0OJNIHbS72FQ75xiwvb2KELSqEAd0XSsM2UQgktpdYtWrchgb7KyvwNitAdH82/EmyBJIY4tOLXJXZUYB731OB1CfVAy6sasfc+nocanMCsC5MUIIGA2H2NraFCUTDnVVo2mlz6HtMBlsoh6ORKB5h+3NVazcfB1khQm9x3vesYQrr03QhYhZGuDVZ/8Q9z36/djaErTm1MMfwfz8IXzu3CdR1cPEO5nHS/aFGCOqEPDK+MvgGPHIwgeEAaOAQGOMaK+9C+9/yxN433Ur1R7SvL987wh/+9oo8YQmfdkBzotguXIMuP9LN0He49IT0MAkGWtrkstk7Cxy/50//R2MfvABtHhGx+e9IPie4LFzy+uUNGIqjTHaIXSVfDbz/T+GzT/6XRD9BfIpGW+SCR6jGdrZ2U6mvz14BDA3878jql7dxZCcGebLUHUiaUSksfgcGTuTMS49+RraNuDJc5/GVvzr0INEADLj5XcuwG2uY2Pxl9C2TZL+joHDa/+LvAjShDG1EkqPkVAl5aTTEAO+5n8Tb0v3EuG3s7ODG2EDCzdWsLa6qpNc7uV9DgyQn6z/5rwtyS2SgIqmabG9M0HTdCKILP+KHJyXZ/e+QiBGbFotyCXXtkq7UlZZhA9HKYpmFS/NiR26TiwzNuuIUi5TpjGKhirApSCHDMM+ee7TInD0nVmgSwqY0CdlVVC8Us1EngIKSPJZDtpdbKRauQPAEc2OWO1mGUTJvoSvqsTskXaziFS12bsKrqrgvChZJpTM2k55SxrbxZGTnykEwmQyRoyMZmcb3UjYArpuAlNVYuzgnESnSm6clJfouoiB+UlHA0zGE2yuLaMeDkGO0DVCi+VUERyORvjkZ7+Os+//SXQhYmtrjKW3fbckEOsCev3CJzEajTAcjeA1lLR0PciDiDuhosx5d2nrC1JRO+0VMQVKGcT/yMIHsPbmmbQOh6OboMfepLierKrDr23JzqDjPBqMMBoNABCGwxH+9lWJfqTrm0n5PhNGmeuSGc/PzOGRxQ+Cnnf4yvu+KeNDDI5jeF9hZkZIrv1EA6Gc5UoOARIfYNs2yuagxQHVktz5k9/BY4sfwvPLf4FYwlNdFY22MS1/a3sz1dIxmoyIiEhZCBjRYL6YwHyEmNiJpb6Jy9AgM9q2wfr6KjbjWjrRKwdbaAdpsyw1CbNwRN7RlCmdo5BCCAojCvebPYOttBeXZrCx0eHWeIzl15ex8KW/h42NTeyMdzAaDlOfIxcWh/0fY9J4urZB1zUIbYemabCzMwEzAfAgdb44pdFvuYOvHND5NHY2bmKpKjVL24IgUUjjnR00TU5ABhhdG1BXHoPRMGmxxvBc1RWcbk5EUjLbV8plZvtSlMhIx4AHgUlXljN+LSRruYsRiBFel1Is4Tu4JKgO2t1r+srFj+lyqLI42122eDhivLMtc8PgOwJGMzPp/MoSrzkHTLhiDpjLhCCw+Lb6eULsMNkZAyQOe6kUHTDZ3k5M4uvtj2M4HODqVg0OEXNLz0rkGBhffH5F7xGwtraOxx6cwb/57FcTO4utewCYnZvHocMLuPT0byvCINx+FngEAHPqPzZBVpKXWuMphYqcE58PMWKyAMUyoijujBgCVu8dom0maQyPffN+xEHISnpk3Do16LkHjr/+AFbvlb7cc+MhXNn+E0xzRFKBZDAzZuYO4dX2eXkHTylqVP8pqvf+MJwnvOPlDbz24CLGgy3wZCcFeQxHc2B2qAYRdWgRu1YScyvC/a+IwnLlR34GfwbCzB/NfKupldqBl/igHbSDdtAO2r5p+8ZSIlHo9adaSpubgIYzhxhRJ+0gAIpPcizq+UAcbFvbW3BgHKqUzLMSU9bqiVTegSA+mOefkAS4J770pwgsYZ6h/btADGotSU6G3IuzT4f0h+LjZb2gthXOt+3tbWzyBqqqwptGPwOuxEw/c20N165exSuv/ZdYX1nBp2iMZqbDvaGoFdUL1ssOxKZpsLUpGuP62jK6dgeMCGahR4lMCJrjAwCxjcpb16JrSXOoIuqjP4KhmuAEoF3+fdS1cNCNd3YwGTdoCob0qvKofIWWOtS1hIZPJlJAzJKUh2rlSX0VqYEjGqRP1yESOMYAvRRaWjyyGE6ESse3goMnYEa1SwDCPM0SmXTQ7l6rqjoHoAxcgoMENBAfR9c0CJqXA8pcjbFttV6RFKbzSj5alj9JZV7IPI+Mje6vYzLxWG9Mh9boV/39xE3gxKkfEHZyvdelrS/AtQ7Y0h6uAaQlaGrNX+zaFoPhDF58pcHhhSNq4Qvhsl1nNJrFaDRCZMZAoci0j1SZiNgCeAAtBUOpq1PHyB7y4NXl5PcugxgiR1w6vgjmiNNXlxFe/5e4cnIxuQM6ZTPXOGsAVOxB+ZYCAapF5uuUopH3FcNHOf/a/wdvedcPgaoRwA0233YY5L1ClJQSYxFbxGioEUCuQuUrDAYVmjMyzm/Z0bX/ob/ybecXsE+EkhGyJgO3eKFcDLz5DwiZANUO9mUCLjMC5zwcj3Lzo7QQygVjgnE4HOCj3/xNPLMwwebmJpq26XM2qUCSMG9g6k2DWWo2ra9vwHuPnSNjHDokkWQWxLC2uoqbN2/h5o2b2N7ZluqxOokyfOGREnc4+9TAnOC7ttlBjBJkYGXbuxBTkAWAXKY5RqTgFwswSDk+hE4hCW9QGxt7s/Sh0lwpZg239R5Wvyqxltd18vt45yWfKxVty9CGhF0gJUcaA0BiIRb3avqsYoJX0snMS8laBfgg0OFutlQwDlPM0RpxVzJKWxXWDMtmyJgAbMSP47D/ZyAirLY/K5+zHC8/5SSpvJ1TC86vfRYW5VPeS6J1pZ++rrKASWkJpTDTsuG+KpRLWdNnr6/i1ZPHAABnb67h1WNzCUq3ZvO294FIlVQl1jmPs9cFKrxySoSe5Ua+fOqIjGdxXeubjxGRCa+99SQevrGKufk5TBoVqMFSLQBKbyIL6PSeGDh7YxUvn1wSv9V0onkKlrKS6VLgMMaIRqN7125ex3qRcuGYMZ6fRVWRQqHiu5OE/AhQpXXcxIVh5Wr6g/Tt274QSuabSGHhU523KJFc/IqLAlvqDK+8+ityzaCsnQMyIaUW/XvPfRqfPP0kCEiJqHVdaQ7GAPOH5jEYWGXGghKFioVwm/wYZkbTSIVa5xyuHP41bNN9OMK/miKDnlv7h3ht9TWsra8nPL2kVgKyz4SVmNQCAbQL2h8L7ya0bcTOzo7mJDVJcFnfHUk2t/ce9UCwdWMAt9BQ782SrFIUnjGTV5UIouCCYu6k+VE5015okEJvmYAZvq5BLpfSEAeRlYqW915T1roBoFLNjojgLC1CnEgAgMAB465Di6nFdtDe0NYOflkEktPcu0LIyEaZUQ+gv1maNm2NQNgI/w6IAJ8Yrh3Or30WKbcvCYucgO21GmqOICOcub4KIkqbvV1LjpG7nb662nsWCWGWOfbKvUdhZSO+cf8shnrMV+49Btv4TbCVG3r5lADBVU6RAwnyuHRC6jvFLvQCC2Q8puYuQVIdnEPlHc5eX8Gle44itCEV7XQuBzScvroMgHH5xJIuq2y1EgFfe/NxDInQdpLmUlpB5gtnMLy9PGZEItBQfGW3Xvlc6i8rwrL4/h+H89nP3kzGORUnsiqpksrytef+UJ8rjw/wn+LbtX0jlCy3IZmjKB3mFcDQ4mEyeOZcD0HKRDg/ShPHOYGxeoWt1NqwSW7CyyrYVnWNtpF8nlRHxDlJSDP5B0mSs7DXBOchT0szx51aYW99dQP3TjbAi4y15/8eAOCWX8bGxmYSnBLWrg5dpQohAJUH4mQLoZvAVQOwPnerz962QNNK5cq2CSq8AhxYBQ9SgiwRaRVa0YY+/5bNJAAB4L1rlMpVEEn0H0cHiyItw3ipcOhOLyxhSQ6ITMJppxZZ0HeaYAVmgElKIABSrqDYvBgsgRJOEmmDJvtVhcXVcTwQSne51WpZAOjB1hnP7vn3e9bU+dXPJMXO1rkhF2euiUUBR3hEv79yckk/croe5ZAz11fx8qkjspT1/FfuPYqeMpv2Xk6VAC4dX8gwmvbtzLVlXDl1RPMUI+IeDzE9x8stFpD1UHmPh2+t48qpI4l1n4vie6evrYAAXD65BCJl6Xd5v7D7kD6f9HcRITAITqnPAEaExi7h5XuOynothY31kPNe6EyQEjL6QhJkkQSuPpAHMKgzn+Hpa8tpPF46ehjD0QwGdYUdq22llGopYjAyAgHrX/xjDIajND5kkvIO2r4RSlDrx0113DvJ1wmhEnO7qkDOodPB5aA4aytkoN5liyqREMZczbFrhb6mbRvJAdLbPfPO78GjT/+hmq8N4ixnzFdfeGSGi5wixhhZ27DZNzP8KyIA4m/jTS+vY/0wY2Z2Bn51GdevXwMAbM5PEINwQYUQUuXceljD1QYnCsFpZ4ST2oe27dBMBIdrmoA2RDz77o8kuhCnaudQtZ22M8HBCXphsCT5GvTiXYrSs/DUBHnssedbZFRyrxXvLEalry+gP+ddoVxqtVGGTOAY0XoggNIxRqEy0vfTxIBJCOjAmPMibGV9Te2AB+0Nb2YhEVmwtrTzq5/tCSAUAsc+qwZmf+y2rl6977ieJpbW6WureOjmGgDCy6eOggoBePnkkkaPqWlhUF8xWXM3SNMSCGeureDKqSM4c1UEoOADjAdevwWwrO/LJ3KCrrWkdup8d0BCFQDgzI0VXDl5BBeOHUZsWhhMiKzH4crJRQB7bMqFYucd4eGb64jO4aWjhzSnT8dST33w6lpezwxcObmE01eX5fdTS9pTEQ5nrq3AO4fzRw7rmuXcBc7gA6d/yucFQIwLxxZBRKi9wxM3VvHsF38XC+/7ceXIRBJIziKXO3v+mBR/4c/kPfeSvdq+EEqD4QhELdrWEvHKAWLxJ5BPZi05h0yPJ05Ss3C8z9izQXzlZhdixKRplAYjCxPnhWVbKH+20MxZuHFhDWlekiOJ0zdBV2o7gObdwKHrAtY3NiUz+/p1LCvv1LiWHA7h/GrUsiJc+K7/CN916R9L37uAdqfB049/GB9+9tOYmTsMzM6hbVrsjEUoTZoAEKOua9SDIerBUPis2KFWoRQR1BJTn1YRWGA5uV5hkBAD2lbZIHTHSBAosoAqrUQRaJqzUNdSBVjDY33lk4WWAi9Cl3xKgPoACQjorRfZa2JEp/epKsnxqCmXnScw/B3i1AftO9PCK3+AKycNIsu7rq9q3TiT/YDen0CGvkvLKH3eOytZU1fM94LiYhGIBIA4+56Qi9DZ73IPsbg4AhePL4K7gJeOCQuFrd98aVFyMlSnBxGlJO+Hbq6BSK6Z0xEID15dSUqswddXTh1RiA3pOdLDFONiOYmP3trApZNLaJpOC27uhvkunVhIqA+ronnx+CIAzkE/hATPAWIcJeUxdbkge9VzCGLRFWIYJvxePnUEF08s4Ilry/iqWoEyzh6DgaTbSJ6hvIOHbqxifl4VXO/3FPa3a/tCKCUpG71YDdNmHpm/STQ1V2jIRDnAAap9n3vH38SjX/pv08DJgQY3IVlLZZJr5WsMR7Nomx38Zwt/Gd1miza0IEf4ifDPACh7BEmCoGNgfeEX0HVRC/7JxJoL23DO4+irfxXPve8U3vXiP8Dq2jrGn/3Pce4dvwpAILWmaVBt/n3xJyks+OT5fwSqxeRlAiJ5RKrxxSe+BzOz8/jwlWfQmVMRMsnqugJRRGjHUvgsiAPGLB7zI3nn0LZBNRjCe57/NM69+3vlOlrGwhf+uDTuuZxlGkdSvJzByl6efUp541G/E0dluND+aMEvp5sKnIMf1qBBld5pDAGxC0BR0qSqxaelAYxotdy0m5oqB+2NbUQeZ66viYZ+fSUJEdt0k2YPS2bvnZx+ffnUEXAB+aVD9Lg0BW3XLCwu4ZkTQXHm+kohJItjSCwsAKqkM05fWxEBlaf3lGWXZFD2XzmHh2+twznClRNLuHLyiKABbUiBVxeOLkwJ4CzQLikEiZgLGWZ/G2MwqPDoskBhL51aQte0YDDOXhcaoMvJwjKxTIrSUBZOzOkZ5bYisC6fXMQjN9eEYSVG8UIkdwMX/UDq2IWjh1E2Q4G47dA2kkM6MzNKlEGdFvUbDAbY2d4CgpSkufmTv4D5P/o/5Rox4vS15d37+m3avhBKjWZnO3Jgl18Ac/bflLCeYMl5KEOMOg/kBb3zub+PcQzIpbwjiKCbY1uYnlmDrwdDzM3N4cb2OrZ3trVGi2y6O0d/RY+X0g9inYiPx6nfyTbywy8BdcV4cf0pHPE/g5kzH4bzTqA/Nfffuf40Pj/zBJg0Yi0I40TbtJIhDSSfFsgJWzYUzgshRdIQEarKAQgqrFqw1j/JBOkulREg5xVrBkyjAaycdOHLM2ZvolS6wgSMvYWoeLmrfKqpk8tAk70OxBDRTtpEautY3rNDEPitchgdmoefnRFBBGAymaBpJqicB3cS3eOHI1TOwWn9eqYALsL1D9rdaa/eewxnrq/g4eV1UFUlv09lcFBhTe/egzLcd/r6SrIqrpxa6kM7lAWG0//PXF9Ne32OXCNcOrGUeN/kerY2kAQNVEBeOXlkSlD2FS3nhHm+qjzOml/nxCK+ct8xPHh1GQ9eW1EiU8blk0vwPSsLKkF1DRUfWyuDHIgIs6MhzlxfxYtHDgGQigMhSPDSxRMLyUczxWNiF9Mx4EIwlRaO/OLUamlaYWLIFotI+wcVyhRhzX3rMUGWOXTppaOLOBIikAKy9D1p6kdFEihF5LD10Z+eHpY7agfJswftoB20g3bQ9k3bF5bSpff+HQ2XFk3F6DqEEgjwlcBPYtYz3vX8/9Q7n+N0gASJhq65Ok/d/3PgGPHu8/8QIXQY7+wkNu2JkoA6XyVLpG2bFAkDIOXzeO/RIBNCGmxY13WKiLMgNWPPqaoaVV0p55dep/J4cvMZrH19jBef+FWErsNjz/z3mDhgOBQWX7MQAeDRz/0BiAjdm98smpT2yznR7qQQV4sQO9FQnYclFxuUNt1EYyzKUkB9biEk9vMSmiPnEv+WRQ0yR5CrC8p8hVVVS02AgyOQWW6sZSdK6GCanoWkVEFdD8SnRJlSyKkJGMFg58B7PNtBe2ObadsMAMFQDflEHPzqrdiFwmdr/OLxxQzxMdKaJ0c4e31FEmwBvKzWzSv3Hkla/YOvL4Mhlk9J38M9jZzyB0WUWXkMkeUqeZy9sZpSUi6fXMJLCmMFpUk6v3QoXzc/cPFw+o+t/10PL/4vaKTeYysbwOYOxm2Ht3/zpo7rYsq35CiUamKqFDmcNs7pdyR0rxwHZiU/JvHL7Yw12TWl0pTvUk/Qi9qSImhwyMkjEj2o1mvzL/8Jvvaxv5oGcTCcSX720WgGlRJsu2TzFAFhd9D2hVAicIquISD5Noi0hpFOPKdCqQu5qmGMUo/JitZ1WuuDFToCgO2tDbQTYJuCAAAgAElEQVRNgz++96eyqd+9hC899CugbbnXNl/C+sYq/qv7Po7YWRw08NH52V6CrWzcIvTE0S8lwjst8/DKO5dQ1zXcv3F47MZnsDMcom5lmB+/8RkAgBsMMByMMHzgQ/hQuAjnCe0TP4iNF/9w19gYW4WRykqoafYXNY34a6zEia8qDAYDDJRdIQZG10lhsBgDLAz0y098GFWxblJOluY+MWuFXf0+Ki5t7yIot58EPSjbeOwSSWW+rjEda74UWJJmWYWNc3Lttk1EvFFJHZ0KIxAQOIIC0vUjA+wcUO2LKfz/m9Z1Mb0TAD3YjdDfJ5EEVNk4CaezN1bhoP6odD3GxWOL+bJtSFDcSz1/B8k8oiwAnB6X7k85v4gIeOjGmjBGFP4i5xwun1gUH5cqmrHNEHkh8lL/plvpn0lwoZ6Z4iUgwUzDWnxI548elrU7OywuxL0BTOAjlbeVqMczGkCRDgBwRZWFyEKu7JwEUVQaSEFc+NBcXxl98NryrsCUnY/+FCYc8WZmjB/PX04mTcpfZIYkILNECLvBAKPZOTSTca9/dGfyCMA+EUrm82EtjZ2egJEyqUmJEBmMz5/5ZTzyzP+o5wJjjtgeeMQQ8eVH/z1MxhM8+uX/LpUNFyuKAcsHcg4xWQpyr67r8Ln7fwFYXe85SxnZ0qh8BdQA1zUmWh6CnMPp59czHY/3qOuI6r4fQGyexXg8RltVGA4G+NILmuHsK7zvnccwMzODmdlZ1FobZjwYFVaQw8zMDAajEUYzswCRlozoUlQhOaTqn4YH12phGDFl6KSce+g6SXb1GjSipeatpUgd1ZpikNDudC+d6HJsmfDLaM3paUnD5ptixtOPfQBd06TrOBNiDFkYjjBpGsS2SVrcU9feBEeE7z35Z+jaNllJZV6YRD7l4IyDdnfaw8urGop8RAMHiqiytIWrMHDmD8qRdmUU1qXjizIPenW7jLHA8mfyxpxdQGL9iBJLqLzDYFgjKJsJIEoLEUBe0Je68hgOa/FBTUW1sVaUlvtQQiDsbmeuLReiSQQHAbhsIdgW6Vb4d9iuryc+fGsNdV3BEeH5o4cx2ZlkNKZEeVQYpRBu1lQOPebMtRWRXU72Lubc50eW17WThuIAl950DAgRw0GFMhiidHqFjnHpuBYdLBTIN00mICDTGpm/LEa14qZQE90vq8GMlLbpLGG+VFe+fdsXQkmc7BWiK6EAmdReGRtiFOqgwBHj8QRPn/4lOVYnSVVXsnHduokQIj7zwC8kC6dqNQw5RZJpvRYNQAAkTyaEgP/4a/8U/81bfz5rJpw3Qg3LgSuuVdcVhkX5lEpZsW1SNZMxXOtgIQDWYojwTsIoGULvUw8GOPf43wQADIZDvH/neYxGM5h9+PukjDNHNPEWeFHquPivfx6sUWjWRYu0M7kegxRTc7DABQ9fC8Pxu5/9pJzjHNxgINQhkdFym4ROr/KsIxAJZ3cZ2WgFE9u2FeeqOj17qpcuqvec+7T0hSELTa2hcspGlvDWTq3ACAZCQBUyS0fgCJZa6bedVwftO98uHhUrhmLE5RNLKfpRImgJ8x/7Cbz5N3+9byUoBBxZKhZzsS9azSxTWix6NDWzGEqrHvkQR8Cg9pifG2HStBiPs6lx+tqKpCZ4h5dPHcH5I4cQmzZbQQZXpaAMSlZZvj3h4vGFdN8EzyNr/7I2tLNFL09fXc40XcNaIPgupLwoU34vn1wqzsrBCwLbRUks10G7fOJICphIwtB6Oo0YgsE77VS1AbtRHmPjw+w0EMwiksfjCYbDQRobGw/nfRIczKzKa7DYiRQEVTK//zkMpf0hlAz7NG6oZGGyJb5JCW6jski8c7AXGDEZd1lDkSmTI7MqK4eeC81FEospRaxoWI53Dn/3G7+OZx/7D6QmUa+wnIZaq9bmvcdgMMDMTJWOMV/MpXccxv1fq8CDASIIDZl2AwwHQ3zphRWcfotDF1pYaLe77114x8rn0jFxNIPNzU2sLK8ihk5ZJyZI1EG6+UvSWo5ck2gYhSg8YW5+DrNzsxiPG0yasQhCjjj35EfkmKrCd59/Gr6qENsuPavsCEk9TY2RaZ7MCJVzKJWFJrVq7SAqNhGKUpsq6JgTOTgCPnv9zXqdNgmlGCOikzDxQcilKqS+E4BuaiUetDe8eU22Pnt9JUNHp44gRsb6J34bLy4dvq3/gDqJlBUWBIdBXaOuagSdT29+7Vr2m6olNA0VWiQdgBQx986NHRA5rG0KbDSeNLhwcjH7uNp+gTu7TunnSpAfkebrZCGUtH3deyxRNTVbLvYrObx67/G8fIhSZBuR+Ge70PWi3SIjl+gxGJylhlwinS6FS7LI+hCi9VvEkh03FVlX+MzNurXUHDvma+f+AG995w+irgeoqzrVRfNVlZhV2q5T2N0sRLG2hH9TI5vrOsGod9L2hVCiYmPqOBQwkdTbkY3XASGAWSspVqpZRYDh4G3A9VrkHEoqIYEH5YU3bSOQUPUiXPcoAKG58XWF8+/+D0GOMIhAR12Pl84CAWRiEqq6wkMvbsLNzeH8mggT5xweurGGuLGEC22HrmMwBzgXMTM7qw8sz/DsS2t48vEFheUCZmcGqdbLd7/7BDY3N7DmxlhfXwc4oqprdG2TFryxMuf/WQM4OtSq7RARZmfmlLtujK5r0DQNYogYqIlXVTV8JYwZUXNAlJwkNY4miDgVBYQ6Ny0kvGbpk3NW6bIoJW/vGpTIWBNM4z2eunpfyn0IXYRTEtkQIyII3AWIR0oXMCTfiy2L+qDdlfbI8joua/jwhWOL6XNuQrZgbH8k7sFEQPZjWJFHroQ0uFWl6uLxBYWk5HgLPigV0fmP/QSOOIe3/IvfQFU5DNsOPDOCr5zAVBA4/uwNgRpJLgQiwitTSazc62DOJbp8Ij9bthRygAG3oQeFZeASWRCigAgLoeGck3mt+1k2XgpUpnft/Hfy/XK6amEB5T6Ak0knwpKnILTC+pLxcfBUw/sKVW1Vq1t844U/AjPjLU/8oAgjX2mifS7+2cUuuUgcSY2r0o9MKPId76DtD6GknSZH8CHkBw7Ci+Ycg3WTDFErr9qk9cKL5ZPVUKGqKvUn6YssiBBtsJpOpLm3JNMqJmnuyIE9g4LcJNEV6X3PPL8O7z2+/l0nUdei1WXNRoMzyGEwHKKqOeGtPaYJAmZnZzA/P4+2kdypwWCQuPg+98x1PHZmBtvOY3Ll0yACOnLgmM306Bix6xC7Ts1lScJlUFrksWswM5pRB69hwzKZLQfJ+woggeQq7zE7OytRNk2DiRb5a9UvJVZYTNYtESWhJCXZW4Vl9D5GJtt73wotkAiXqKU22oLP8ENHv4Y2Snl15ryoEjjjPHKmxEG7W+3CsQXRBKdgWaJcsqHUis23JE2kzdlrq/BmJdUNgpZ7AYAuaDI5gMunjmSS5mLj3/rj34EjwsXjh5P/xXuHwaACRhIlN5kbaVG+KcHYtBlW5AwN5k1d51masLZxp9CFqe+z4CmvmwRyki1WIFSvoZKXSwlctIwE9fthNyJkf7sc31f+SoGZ4Eki5MoDrGcVgkkFi60sr4UMu7bB15//f3DPI9+PxhHqqkKr0IcEk3WAlqdxjrCzIyw24wV5F/NdlD31DjG8fSGUmqYB1JnmnGhQABBBQHLkm/CpNFxaTy40KbNg7EuzuKKZEmquO41kCyHqAgPgo2DeLkf0mHmfXUpOgwiGqOsaj1zYllIPRf0iAHjp6CE4zXQGy/2pqDzrdF4+urqFcxeHYI5qVUxS2HhNhBev7GDYNHghPgIAeMfR7wGYEnTWxoBh94+lhkkl/q0QrUy69CWGTiaebhoxRnECe4f3vvBZAGopOY/QdVLFMwR47wVfbq3KbZuYz10nE5BUIchKEOVAFecK5o2sDhKrlUTQCsIRT129D22zkzYmZsanrt8HAvD+46/BkZK7ipks41N5QC2yg3b32qPL6wDRVIBDaU2UrQ8pGQvBlZNLKUkVANoupOTqXomF1rjEdl0qCYlMd+NQ117CkSHTrgtBCIl7kyQLARGYqryaZVFYHPbb9FOVlpPdS34mlQl77cDJpWD7EaAVfHsXztA5SjVs6v5EcCxJ8tOCLUfVxfw41LdWLDLZjocdX8o+kCIsFaq6w43Ln8KkafDWJ/4SBrPCPOOck+jnVhTrqqnQThq40RCLGobuB8MUeHEn7SB06aAdtIN20A7avmn7wlIS6RxF++EiOkeA6V5EjDFU98K9C2hMILqAyBlSE7MZsEie0iJO2k2UonHeOXHimbXkXCJMrOsBzr6wDj87o8EX8nkIAQ++LnkD5Aiv3nciJXqKUhTV1NYgArUwLh5fwJnXbwKsETiUrTuhEKo1aVUK9Vn5CGKjM2WQr1DVkuswHA6FToRyIcAYpOps2zQaGh50XEtzWgC1rmuxs7mJrmlQeY8AThpsq7lh3lcgJzlhuUigDqHWfiK2/BAkR2xOpdViYkRCE8RAl+iTsjN3WFVS/oPkHThycBFghQoHw4GQ4t7hHDto35l2/uiCvFeNaE3rLv0zZWfsYWoQpMYPuQ5gRuBs8dzORsnwUmEUJMNE0gy4ZXShSD24k9lR+nD2PFzARJo6xcpP9I5LiMo0WF3Mf+oZSrI+Ut23AvUBtIpATIFN+U4Cjwu9WdB7F+PFUuDv4vGF7LsFcOZq5p+7eOyw7iUo9kXrnF4mOcgkqGo4M4tqMMSNK0/Ba8J8CAHDx78fO902wIxmMhESgtaBKYuXP8863RdCCRCndVXZZmuf6eATFYy8Mmg2iQNEAFnUm4UimjAAdJxjjg7pug7UPQrGM9mMLvrivENVDfDwS2Phc9Kgiqrehh8ME6ZrUS8vrDwFuseigQx8ZLD5QVT4pcKEkcRPlqJs+qUgrD/GPScTpsMLy0/h0cUP9MZti38Ojzzn4ZxDW92Pllu0bYtZ/LpcJwZsb21iMpmga4KEb5OWjd/aAgDMjCKGwwE8kQixtkXoWgRmtCrcmlZCS4fDIcjJ+0gkrmwLjzJMZ/4mK4Wumf9URvWRhOSHYCXtKY1hrVnhpBsWOakrY/Cd8x6uqncFUhy0N7YZsa7lINlmGyOKNZqbweD6Bwz2iiEAgZLiklop3UpJUGI/egyjDICg5FcFIOVlpi4yDTH2e8vpOr2jCvg+Sx0AkBB4+Zi1bpnObYXLJCXFxif2no0cwenasBBsScZX9wUBZ2+s4dLxBYTAu+Y5Q6HwEiksgiouHFvI/ibd9y4ey8nH8pk+ZWRIjB+hhCXB3Kv2DYggLImSIwun3szsrMLvrOglZxlZRPrdSdsfQokIXdtpvaQC9+SYrJGmaRXj9KgHFZyTrrfNBESckt2YY2J3KG7Qi1ADZHArVHjw2Q0AgPdvhXObGAwGeP2Di6jrAWbn2hRAId2kFEYeo0SHGV18ouzRsMneiqLcB+mjJbcRLp2QeiVnri1rApudJBNJgibE6eh9hUvbX0zZ1EGTaR8/8mEwSz7AcDBAXVWI8ZdlDEPAViDETjD2mcGvQRYgF8wQ4oCN+r9F80TOLOoSvsqIsU7l1WMX0E6a1OcYOpDTMiCaq+W8B4UAq5SoXj8wSZTf566/CRwtgMLqr3h86OTXEboOk0lAoCCJy1WdGSNCRO1vp90etDeyeUdwlRQNCYV1W7hr5DNbA9NLoTgi8u7P9xQefWdHsqNIb1pabekc+37qpJR7ByvNUiqmErLtCxSgC10PwZD8vVxx2aJEU6/VF33m+qrWUVJLxKiGtJtOokMQY+FLMrnGjJeOzIOCIEjlAFkEXmALCtnj+2kfDvf9UyVI0nsnvbHX/k5/X7wKRw5MwGAwkMrTzBgO1bJytfYH/ff3bdq+EEoMhq80jFilOiCmoXdOLKHebM+lvEOMcJ6SGdx1QhESS7ODGOI+s6gzrxUZRxiNZgCodeSkVPjD57dR1S2qwVCi1uzeqv2XxQMN8jt7Y02Pcbh8asoJnJ7Tuq/PWAipS8cX4RxlTS+W3+vZbNaTzxcm5b9jRuSQAjlSGQpfpWqwRB4jP5Cy7wXHoCN5lqiTHE71otDbKtTA13uFDjtbLSY7WyCrcYSIynsM6lpojljKsHufqx55kpwzOAcHh4+c+CaaGPFHr9+LXnB3VFYJhR8Mhgj63hE6UIdkpR20u9OkuJ3MrRhikYiaxYS19FthPecQNbV1pkKn7XAq4DuzuM0D3il0yFrgz6V1kGt7Ra0SIEaL1VjjfC3tYIyxuJP1cwqWnGoEtci6bOGUwXZ25oWj82DLjyogPbNuuqDKmK5Do/KKzKrcyjP2RlVv0oPeFX7LGfM0ddDeQGbeg/QdTFuoXByH6c/K8SKsfeH3cPi9P4JOg6G2nvkEvj6cSce86dGP7oIhb9f2hVCqB0PUBIROy03oE3vNLXA6mcyUlglcPKB+VtZHkmmdR5Cs0DEB73npf4b3Hhvh44DyLArDg1c+LGEtMBp52+AlsUwsBLPGLqx9DlVV4eV7j+qtCBammptu8qW2YBEzZYRaMpJt7mVtR9xiZvor7ZGT8PULG09L5Fzo8NjSh1QoGYmsaH01ajAYXfxFXHjX1zAMEQ39AgCgbQlogXn3v4kmWXmhZOpt+JYTERPkSByBEBDMV0YEeI+2bWBYZNc2gEOKiqo0cpLrGjQcwYPh2g6A6y0icKmg5NIlaXxiQGincf2D9ka3R1c2ceHoYQRVGPILyNr+w8sb8M7j4rHDqjzurTgQhMyYweiaNn/BWdcwC0iU1kIAGmxn8B/358KDV5dx6cRCjgAt4rWTYoNiYy6hxRgwmeTIvymPkloysVfXrBwDO6z3SzlPmZKF1z+PFB0CHGIh5Yr9pB93Xly48Gnpccn+4/6+0u+XrrGyLz2Jg7QPlMp0YlbRxFkonG/8lCEGjCdCq+acx1ef/4QqDH8L367tC6HEYAyqGmAhDzVs2ntxdiPlxACdmdE6zIbbCm+eCJFUCNDqm7Lmy+h1nnvH30Jd19j5k9/NxpRqLHMf+8sFZCf5D6efEyvo+eVPASCcvrYsNEGnf1hyfByhrC8CuP7cKSCG4qGz6axOWWbG6WvLqc8Xjy2kCUm+5LgrtC7ntHKsgwseFzY+L7CiTprHlj6UEomdloo32OCr7xFB+sA5SdjdjB+XcaKI+eo3ZEMw9mYV8pEjoBNRLCwkCDM61W8bgDthUu+6Fr6u4ckCUxzgHTAaAXPzQIiIvI2ugFFE61O2ZMFCEiRYW04UM2LIFvNBuzvt0vFFhLYr4PHd8E6m7elr3iY8AFHqyanA6KEapbWhjRld22WlDEhpG/ni4ps0aPviscMptUQ1QqR8uVCwOyRhqsdNazls1ko+zuDFKb0T5d6+V27e9Oc09aWtSwZSKfQpGyZfT9GRlD/FZX84+3SmZdeuPhXP1etU+VBZIFkSve0vkRnrX/zXIHK49dn/Gwvf9aOSzzilmDPHRFr97dq+EEpt28rGCqh2bfQUFUR74FTh0CmcRsWLzIEEBgdYvlK+RxIOEN9FXdeIo2FP0ROflRSocuqI9N4nuIyjlP+uvPD0vbT+eZCfiqq3+9sE3zVz924Gi5U8WA9dXZHyxxALzDnl6uNpHF8sFE8EihqtRwotAInJgmNMeRklbCBEt3IdVur8rfBzmKl+Da7LFhc0J0JYvHXzYYdApsHaDSXV2TTp0HXC3wWAOQDkAU3mNcp777Im7EneM2u0IYhAgyEwHElZDkixQMSg/qqDdrda07RpY53GAsxdcuHoIfmuCF4B0NvwZV4Kyz1R/7DSfpDpxEDs0wTZd27qpJJM2aJVe0JvGooqNvI9Ma7bLNm9KXOK55sScLb99G8xZb+QKG2JDSFBiFRcy0hcTXkzhRFJUNiVbTlmZ3bZ093P2zt2qospL4wZJTEyYIw5lKxnCd7IxMzkCKevS9DGnbR9IZRiCGgmE4wGdQoAAMRSijEiMBIubAmg5WxJIM8UDkz5PSbJ7ew6yqZd6i1EhO6pT8D0k4eXNyU02ubM0iwevrWBl+87Lmzd40neNJPekQUml53pvWydMtOmOdC3gkjqKlkmOKvgjmkpZhofsWoyvVKMsnlf3PqCCIUo9E2PL30ID3zhXnjn4dxaupFpfyJHJPx8HH4eXa2h5S6AQ0BrT8bArP8Ncfomb7U+VxQrKrIKDCNPhUZoEYQHkG3hmCWsMGmqnYVkJbmhCCXWABdwlNpK8c60r4P2nWkWeJMMoUKCZGvA/i4Xwu33/HKdmIAqcYUUnER5jQG5BtNu08ounFd3EWvWO8bE67QS+606m3XNKRFTWCbpuQrIhIuHtMTWaSPGlr8joSKytZienQhMRojMve+mO0sqjGM5wPaj2Gecpr2EILBb/1D1w/kK4kiJKJ5EfezSl6DpJyuf+20MBsPiPUVcODrfUyy+VTtInj1oB+2gHbSDtm/avrCUiAhtCKAWqeopoGUYUpKsHgsk34qeDEuotXDN5PQs8F1AHG5OtXGja8/mqao/RAAxvK/w8qkjAAsTrpwvVsgD37yJF4/M9bWsshWWsZnJfTuJk0aVaxuJk7Mkf718YgkPWa6C+k4IlMYiwgEUe6a4GDw5h0IgMq+WUsRL65/Do4sfQBciKGY/mFlY5s8xuiV7F1WBJbOqi7UX+pAqq01ajyXAMeMLT3xY2ZkZT577lDyXK2A5hRQ/c/U+gHYSTPrB469pBKVYxL6qUNU1XF2nVIA81nuptAftjW0675Mz3SyR0kuRrZDeO6LyR2lScO8AOzfzymVLRg1otVimVmEBx0VGv7Adprtjz6F2VK8fdrjBzrzr6XqQIBmwxpjafHqPzlN/T28OwvOnUCjlscgePLWA7M4sycf9Pss/ZuFU3uPt37iOC0cPJX+9jZ/522Mk5L0qm0qWW2k+Liv0mewoe2Tdk1ef/l04X4FRcoYKzdpfKJZwExBjheVyiKQU9rPKiRbqHWIORSUHVFUlCWAmjIpBs/NIw6Qdycb7wDPLqJY+0KsXBBBeWvsMLE+BICHIFsooBKayWZbcUb3GyIl7u+DZApIgqXHkfK6/VArbEAI67nDx+OF0fzacWV+uUxgs6vPy1ISz5yKttskxgoL4cMpgiMhSRDGaj8cgzkTgavlynIU+GDv882liS/9Ynt0xFqrfhPM1SOvjpJLs5BABcUJrBJMUeaQUVQjKi0GSDF2GQYoooTuc4wftO9hkw6Ndipa0DEhlqkfefciuK3L5WpMAkKVscH6J0UliemJVYAAqnAopKT9KMlhgF1u2bcR9gVYID8XqcpqwpUX0xFPqg3R8DxzQxouK9bJrbESKOp/ZViLH5MuVY0QpfGR5S2rIhYjzi3M9eDINAZFEx5KUeOeu68lKDV1Q/ryQgxnSBdRtAIANeksKpf5p/5IDOWG9mWZ17z3/HbR9IZQsSzwyS5KkztCmaSBho1KZtdX6I6WTniNjMmlSvY8YYppEaSKSbKQE2eAeOLcKrusU+CPH2P+UIs5StnUxQbu2Qwwh+WDSIiwVPS7vnj8u35KDaCZ2vekdNud9ZE3Re58Warqu+pm4OK9/X1KtyaWaURc3vgDmIPcFcHb+fYhdh5ffuYAHzq1hUGspC8rCIKP5nHInerVdoMJYP9sIH8fpLwvJ6qvv+ybcQBPpyCE4XQRdi9iZU7d8dh0j7ySfSSMhE7Et5HlQJCIetLvTGKx5MPJX0n7TpsPlwdKmdyeUJMe7D7KgH9tos5LF6ftpQ0QN7z0VFbPsLYG1FEnF2b1z8nUKy01lTgTnIpXFsaWgsnNSlHAluZEhBC1ZoWtnamMgEB5Z3sLLJ5fQtC0Q5Jg4NawXjy8IssCslXP7QttaZEZomt0Cqxg7i6pLz1m+SaIeVVHZz+IPgADPPu2hKN6R7Ql32vaFUAKsfALrBMwaPMeo/GsaXZcetrA6uMgMp2JyWhgyk0bUaS6SJs+WE9he6qOLH4Qxg0eFolLWeox4ZvbTcH6AR6+v4uV7juD0tVVcOrGYJ40unp6ydNuNUwsbxj3KIqNcjCqUNErOcrGi9tkEpNapTNpN0SHYEc55WZhMsKTXy1tflGd9KuBCjHhs8YMIar1YvpNzYm3J8JvVAhHACXKkNAGjOnKFpaOGT+V5SYuWSfDFyvhn8b4j/xQxRnz+1tu0xwzyDvVQOP0qX4kCYZYYAFCpfBy0u9uKnJjpDZmmt79iwzW4T/dPoryRlpBR72/d8RwKC4MAYi6gKHd7gywWFgT1DyqrJ7NImx5MKNe2uS3XYiJUdY1BXfdydRJVEPI4lGHRjgSlCQj9DbonbOUZLxw9BOq6tA+K1ZHRCEDYU0yptNIe1u1eYAOZgM+jWTwc7OFKA3Iv+ZFcI3vZO6oYk7OAkak1mazYOxNM+0IoMYBghaIoF3LLg8lmbwJu6pl7z5ktFyBH5xB5PHhuLQkkX9eoeiW77RacSvlmExsJemq7VmowwePSiQXUzuHle46AQmlycbLkeysWeaHJHFLYwrbVIgLOTrGktjJXoa7rZMm1SUPKi8mxJPiWvqn8IMj3Z58WKRHBcUSMHjEEjd6LPTjRcVRNiHp97b2LZCUyEIErT34DzIyBr7GFv5HuxczgVoRxjB1Wm59CCIzYSSmN1fantY+Mheqfi5UXNUeClHDTMt4PfEp3vZUW0W3219yKHJ90UFoPxfyZhhV68E/SMuVrVYxK5cgMhcwaMBUFm+69+3mqusJgMMCZayt4YWEWQZkWrI/l6cTZ13q7uSdLn9KeAojgijGzwfSGqEQjoqRQZJ95ehq9NgMcERW+hAo+cqU5xamvpYVZjmHPkAGyVlF2b+qFJggeQMlQkQVwPmZXRDFPKerfou0PoaS4cQnPAHnyMUMdKMUmnqwpaJg3YFp4jAxXOTx4TkKenavgfNV35qvuMaU8FQLJXqiwZ1s/tWdJC5ICgihUECoslSwQepSibAIAACAASURBVLYLy90NTrApl5H0skP5jsyMLnSpVHOMEReOHioO1okBl4gUy5XI+tRsiXZJSHn9TMbn8s6XhEIpBDw0/z4AQNs2aKKVn66ULdwh63CFOqC3tPdqZZbz87MWBAM8S4Ly+ZVPJa3UZLMsNrlgjEECM9I4MzJ9zEG7W62EeWQ95E3I6K70yF1KmXGWEjJEXphN6W9DOrKyppbA9EYHPbXY7R5fk3Lo3nu8dHQeXdMkfcxm17QgZGaELuDisQVw2/Svz2YByKMSRLBMmklGdEzQ9JZv3+wItxVGxb5go0FZdidgwCwuRwjB9hhKylsZdFLmcVnouHWvbEY0UOB4U/3pJ0j3V/rUIBKAPQRS/1nvbK3uC6FUthIbdURwlUPogvpEdDMnLgINKJuNkBfqvceZ5zcSYaJxYln0XHbgF+ZDur9eVTe8EGPKEn9x5Sl4L4XEHrq5jlfuPZpITPd+GPtxe42q99U0KL37UkrFlOn5vfeJvwtAwrpTCgdnc174uXQioyBbVA2HiYUcklkL+Hlc3v6yXieCY8DDC8JSHmIQKiLq51CYkJKy6PpubGMpmnNOtU757t0nPpLYGWzDYmasd39NhGXwWMRvgTX/ir3PbBoH7a41KhSMGHNZBbNke0YRs9JOKoxuQqu0rpLE6Cd+Vr7GY2s7uPY3fhHLv/9bmOyM03ydhthASNe9qEoaqf/G1li6pfLlpftDBJKUhunvP6kzvT+ocCnkjwkmOPWZyn0exS2LPXw64MGUVZDTtSqCvz/DKVlpeSz192RxUeoHu5wTVT6ZKXymeO9+KeVHhYqdLNjdx3NRyLRnipV+iDto+0IoOUeFhVmY3ZFBnrS6ofh2HKFXx8eRMIdLspkkfp1+bg2kzAxyTWNoMKGUpXaJZU8nlDnvEMYdzq9+Jn3uK49Hljfx8n3HCuLXQivcJYD2tH92WVL5lzwF+5phPsYyo533eGx5E+cX53QB7pEiWARC7Ar5zDIpWU8yNjrZHSRBNfUhChOGQnsxBkXsXOpPKoMORlVXaYxNkCb4z8YZAHkH72owZwoh801l7Q9Yb38mjcnC4F+IghKnnvegvaFtdn4WzaRJ9b1SiL639aM+xSjK08xoFo+vCwfaxeMLmEzGCN0UC0ex7kShFmvk/OIc3L/+rQSn5UTxPRRJvURZARrYQ+0s5n+C2GzlFDu3RYIm6Nys/2loZfomt9l799oD0r2LtS20YQ6BglpDZjn2FUgUlGPMyjtXGDLWXxlOlwRcqbzmwTO2bwYi9fbB8pGy9ZofeC/rKw1I1gQwrUd8q3aQPHvQDtpBO2gHbd+0fWEpmR4xHSPCYHUQcqLakaJwWeZWWgHWKITYKy2NwXQQ7T9F37lpslT7ndNP73PBwGev/2mvtj0R4cqpIzj7+jIuaP2jnqJUKhmaR5GQwvL5Cs0qhWES9Xxc3LPAkOA9u0cMAS8dmZf6RsmE30MjmXYalxfpvYIi2MKgDAso0IMubn4ha3Axouu6pPk+vPDdsLB7IsLjLzyQHzdlP++25KgYe0B47fp+PeTAD+3JevvTWMA/x4FedXcbR2hIs/5dfCcWt8J2IK2cGvD8oREAIO6M+wS6e1oX8qEEHLWgUEB26Z6cAokSmER5FymvtQt9K9fhHXje8/WS2SF/Me8qp4MpZKPveZG1nQIxiNRP3t87pHxFl9abuWr6SFph6UGIiYPC5XJW9r2WY1LmDkleJADiHh2bwIMKkVvAVLJQd/ch+fymRi371Yv+3uFa3RdCKcaYNjOpKZQzgUPIhefUdkyh0EA2swHgwefWxPleVT3nuvmTKEFLNP2W0/2c03wgZjRNA1AugeH1OgCyL0kXR2/BIGdH22d9mVRGJNmGbN/ZjynJqTO8jKZhFh9TP4giYlf+jjoZBTnLVXzzEJR/29iqgDOcurDhxVfAgCP4ihJMemnjaTyy+IEkaC0YpIwqTLfUz1O+B+eclxI+EOGnC6v3ObDW/jUctLvbmskEIJdqGPUSp1VZyVoaIcRQlIqQedUv9XAbOGx6zexxCPF06gX1jujFEfQEkim9mUMzIVK20Se4WU/uabD6o1yrCdrSJHVgesrr9bI/aK9HY+T53w+Wy4q6fKf+W91LemwwtvasqzYQXAxnCbNNC2ttTlNQONge05N0ehnrzzQxNfcuJ1v2bV7mVNsXQglA4RAvP+2HZ6ewQ5dVByLC6edWZVA05DszEsjFnMvSPIeJcmKFKO8nde8Fm26aSW/ZnLm+irqucOXUUVw6sTj1TvsbOxW/y/svXmo6sFx4e1gu+jGpFbMbwDWBlzFvMDRXKY/P1OVsawBN9dbEb39p79GptOIk+9wUA+8rXNr6Agbf8yOIIeDtX75V+PLSwMPKURAcyrmcFLYE4OsIkQmlKYGVLKqDdreasW+kWV9Wnk2Tzo7ub1hp3pGdW2r8xSlqpfemfe81a8FOW1eqPJVafbkR97pU9Kuc/TrJsFtU9K9jSioBKXza0hSoJ7wYsbTUymvbg5Vjpp/3kZLdfZ7uWsrbLOqtgWNCOHY9+7RCmp+weA9ZkjsiRCfjWugaRa+SdNq1P+0V5XgnbV8IpWxSImsZsImmXEvKLuAcoa7qVOPIV00qZ2ARMM4bhOTSde16WdDJZ2UIq3Mi0Lquw3g8xgvLTwEgLaEBvHrvMTjvcObaKl46fhi9RLHSxGXTonhqLhVqmx1TCKRCMepdM4VwTwuvaUWTtJQHCg2WSwGZNVTSBFrrFxX/9lUc7GrJEkwWotEDCaTRfvoTADOuMKt1liHT4Ud+FPd/+RaYGZOL/wqDsz+WYMp+2QGXxm/vYBQ+EEr/HzSzxFUUFd9Ma0xZCUzfUH+T3jNASHe90payZZR9/WX+TQHh7QU1pTPKq0pzZBaGiBC7oitNFOaUNM6CrymsvdsMSpFy1EdKigNyf/aat1xco7hm70mIimfvPWIvGRgxpgrSWU6XO4z0b9db6x2j/TGkxc5DPsSuzxz7H6Ic7z/fGt0XQgkkMJRF2hU6M4RexwSSx9nn1xMzAwBYHowNnPmPyhyWMiKxZ3lN2fdVVSXY7plrf6LYKqMeyDCRI5y+toJLJ5Ykznr3vMyNC9tp1+S0z7P2QSTVNWnKdOhFs0wJoQRpWsKqWpKDwSDBD23b7oYibNBTXlB/ovd8e+U8Y7WtqIAHij5ZV3ual5yQu02k+U2camMZc0fJQygURwAVvSmFcvIxHQilu9p6igDtoV2b9l6eg/RVb9O9Xe4KAWnTJ+rNgN1HFpcwgVD8ke5ebqjWZ195cCcb6rRfpHysvRUf6v+mU5FJVDTZHkqhq5crlKrbPVMOEd99TFY2+5cu0y7SHhf7yl7vvrsu3VcK0oXk4rlX07JQlce9n6b35r/ldlm2fSGUHAnPmc1R67yDS9xQZ57fSMKol/eSBI8rAhqmYcA8Ee3zmJLK5AMjRW2aCdpWCo+F0OHRlU189c3iqLUhDj0iqj0kDvU/5uJfoNAuYK9ThOnS0pEU0rq9tQ0GYzgSqp0YYiIpLa0g456zxU6O8NjKFi5q2DgzY9JMYNoZoTBweuNTPtJelCKl9Ol/WqjCPRlsQqPM49r+49/BeSeEt9Xb7sODr/0JYtdh8cwy1rufTdfP8tY6ayOVNx2CZbUftLvVCtduobUDpkBOC6SyWV6TzFNRNEtfpf6i04jKGWd3sCP2nMN9J1JxzZ7ukoUqF4wovdzWqQCGcs5Zp/oCoxBQpZ9tzyOKLfw2Fs/tBaF1Ke9bdg6BUgUEhgSGhRBTakv6bnrtFo98u1tmYZ/XYN6DxELKaEiJXlD/Kn+RfErCisDwRKicg8FBkRn3P7OKV588JkJDLaJ+Mmb2RZkfabcG1jeX86+UgiG892jbFpNJg7Zt9ZzYs7iYGZdOLIFDAHo4OXbNwPySbZb1vzf4ixQ0t6g/IiEudd6jmUyEO85XiBWj6/r5GmlB6UK3JOEXnQdr9V4ih0E9LGiDYtGv3J8ifKnQEovot2lN53aCzXLOGDA/siUCAvJ7VGbwDh3OL82LUL11GGeu/4E8u3Ng5zB86Mcy1ZFCP6kPe078g/bGt2JD3C0VdKoXk6iA1HKEqK5jZGUx4wp5reSgib6wS1b9tOZpfQCSj9rmoAUW9K8ztUP3dM2+RWOugTwJp+Bvk5R6bnquxIBR3CfqJ1OyxRTVacnRR8b2sDim9EdTDtIeGdXPrOPSO6+4kbnqbys6in0jE/GaDaXjQbcZX9z5St0XQilE054ELksVSMnDVxXOvCDsDASkcO++/0EtpALA7kNV0qY3cyELrdJnTdOgbRu8sPwpOOdRVR5XTi1hkIIFCF0nWeKk2cucHKy775ugCoM8phWHoouRI8bjMapKhJJ3DiF0aJsWfuTlb4W1LIHPLCXvvC6EHHHYta1eVxLrfFWBQkDX2bTbQ9viwgmN6clZCNZCcdxL2bOxEn+0See8gE0TtAxw08RSCL+G5LeXfw8hRlw6voCzN1Z77zcGSdC8dGwBwH+yuwMH7Q1pMo+FDcQiKKW5vrbdW2tTM4kjwFpdGBaxZ+u5nJl53eVraSsEVQkJpttruWhTVvfeaPsCsWfN9DZUzoffxvyxPmfhZ4faONhGLloaG+S+W1/tCbck1JmKq8lvVAz49H5HrIJJpaiMwRTVUVrH9h7sBtmSS4EU6bqllVcoE/qed0UNT43BnbSDJI+DdtAO2kE7aPum7QtLqfIOIQhAxOzwwLOrAIRIlZT406z1JP9Vm3AFpJfbtKFYQnemWVAqYQEAOzs7aJtGCgKS8Ga9e7vBlZOz6dqnr63gpaOH+/cyA6ivZqVelCnBu/Gu/AVHxsb6BkYzIx2TCqPhCACLj8s5ZckOuXSF1iEyy5IdQEahb9BeEOqlqq4FOYhRaFt6GG9PPZ3SkPIxKaih0Bj3ckNnNLBntuaLs2pcxcAwgIvHD+v5AgPYe3WO8JX7TkAqZGYSzBi5V4XzoL3xrUwk70G4BdRbuocA9EK/Jcil+C6ZCn0zXAIGCg1+apYVaBl6U6nsD8xCKSC4XVcqrCKds+ZO6N0t5d1kG67vButbc7GIWktjUlocdoHCZ1VVldCFJcjaoLs9IDdbWsZWXgAxDIkYdOQ0CdnyQIsXZlYuFyklsACmbEGW24Ijl/3aUx3pR0rvNcZ7jfzebV8IpcGgRtsGAIT7z63BeY12IwcTQ8bQa20avtsbqtvb1iYSH1JVVSmwYDIegwFc2f4iRqMR6kGFr1Q1asrJppdPLILiVPLftEQqzHeDxCwzrxemXeAUtqi60GF7W3jCnBO2RCISX1IqVU6pjooJpRSpRoTYySTtlXZQMlXnPSrU6psqppv1OS263OcSFqECguyNbB+Zy5CcPR+J8JJjeliAnpOjB/O1RVATSU0nIoCc70UYEUIqtHbQ7k4rN3BXzPs90+jY5rr6XxPjAJIgYpTrqdCNbLMsN+6eo9wgLZtXPKX85Oukv2yznApESM/ExdwrlB3yvqdAmUQq+Ix7mzeQ96feApq6H+UOAZDcSIPsTKAmTHSPrayXl9WD2XIAiVS0UAWuqPtj7yDdp3QvTC3R9HD2/5QCm5/XqWDCVCMUg/tt274QSt47MBMePLcO8lVvcKxi4+7ABpf+ztpQMbmZCyGQPoWRSIpWErG9vQ3AfC8kUYAAHl/dxqXjizh9bRWXTy7qdTR0lKg3Afc0gIrNm9TK6E1aszHyGgczssDRarRmHZa+l7yIZPIGxGKOFKXHi85wZDyyugEiwnPzQ7TdVC2m9BzTAQ02iTXUoWcFmkDJ9yr70etCUu3ytQobDPYe87WzAGe1ih6+tZbG66Wj85CiwAeW0l1tJJYPpbdUCpT8RokgLPL2O/pKpRxvnxUKo/2zaw/biwVFZ6AqpaXASdczy663mWZlLJ+fKw/s5Y+2LwoxmOUhsgKcmBamBF/+YypCcXo9l/3fS6dWQT/dl129pTzeiZK5N9Q5ajfvnKbwZSGdjr6dpaO6QmLzsD5OH/vnWKb7Qii97UsrALlUm7430TkrQWXk3XTsPRdFr3LToSYbaNIABmEQ79pxqpV0fvWzKUeqqmuAJ6pZMR58fRkAcOHYQrIgyntPt977Y87a/C5Vsuwq9dZLdhjaZ7Zx952VJk5s0sglC2Zv/TdEgf0GgwFm52axvbWFVq1Es9z+3/aurdeS4yp/Vb2v58zVGmcCDyAEceIETFAs/waEeCI/EQQiAok3JB4RASfBiceJPbaTPCAeSGxsz8yZc/alu2vxULVu1X3sCTCTHam+xHP27l1dXVW9Vq1LrVolWRNgND1Dn45w2foxCpbnIaPZ1hNMKO/KRPzNv7ncozQmHMYDHtzcqMtmGPDVjx+5c5oanj/YdS4uHzPJKaicROH5lMvXSo9VQtSc0bqcUsP1ANB9duX+OpddxaYkFpf+TJQzviRjlXCezLl6dOJ14knp2Ai++d07pAKSv1+DMCecVRuUofLjx/dy1u8ii4qCK+5F6X+ZIUKYPfbcitYS4zJjCFnPSOm3OSCUy1y/38zjJIRSiAseOUfEuqufhQ5QT4Ec1VJv4rNZBOT8oRjzMRcxIqWxHNRlNPLy+RufPcXDl2+jQ8BP79/FwGc3JTN5SzuCWCxTsFusJkR4hmFtw2qDjhHgj4ExfBGAMgFoG+ash3Ec8e6dM2zPtvjmxQE/Ot8iFSuxL5F62pzpjvNQfWCGtrqBnZ9UC0bOzzVRvgqTlI4FwJ16aXTucn/mRDn2vpT66ZfvTvra8JwRZmiENbFCGEobdjO4aDzqfnf3Q3K5WTVF5QVPkV5QZf4OZZeGMolaYUo0E+WnWCoxBIQuumfw77npmq2htvzqzeYuu0E1blO+0voWyw5jP+r5aGVuqy0PFkLGwNIfbJ2kgiB7HCpLrJx3JoNsh4+vkbpYeU+k1Z5rpZiFfiz5Q7lQDNGHo38OTkMoFZeYzcyQr5cBjjZTgxEG0BRPHGLMQspOf2wJcOohIsLhcEB/POIn5qykYRiwWi8lT9vv/+JTpER4eO+WtlPFRoX6rV5vvrKpqwzJrqzgylh3hXP/GQFMFcFe164QkC2jqx1+dL7Fa493eOfWFgBwRYR+sEdAX1efaURlXdXF6ms+OMQ5evRyNJJL1uK4DDOB6m4fvHwHsT6bp+G5wk3qhhxCLEEMhvzF4nZudCqadeGlUE+4RhDJvxWNEewvAKqM3VJMZ23eF6UTqDSl9Mg33Mweji+yzA0ApWo9kzVLlnzTw/nYwnHKp6l/sViAEmFkK2NmLstVFUWY/LhZHhtHTdTMbrpr56SgU4rTm0NwB3Xma9Etp7zy0WdTRZrfs7BzNix+9uWX8Cw4CaEEZCumi50bACZa/QtYC8lCB95/BvKAx8DHUeTjMPb7XVkA1CwJMUa89ugK792/ixgjfvqluxjSKHsecl1Wg/tic3TGuJv4rIVIndVhmNEqexMiZWILXqhYn7axaIYx5/X7yd1zfP3jnD/wJy+dI11d6Wm+tTrJzS2ak1zg/SoTYjfPLmUn7gXTNtvn/IHfo/ZVum017Bbk8OLhZy1xn262GyxXy3KZLQbWzjliUm/2Bzk6ja3cU16vdSsXuoqyZuqtGddMY9loYNH1/JoVrIC54yyc94btFIoTihYLqijZ0+eFwjYsAXxk4X530Mi78hsf2SM1BRMfF+C8RG7e7EoOP+4/P9uM3Cu89w+8JFLXV/Z+upO9CT/7rTtS5uZuND0gta7cmn6ec1/99Om1429xMkLJx1+Va9X6kZ2O5+YjWfCstIIQOsQub0BNKQc3DMOAh4//TcrljAodfv7bt0H9gFc+/gzvv3ynhIjrMzKB85c5weQFiQgF1Bqh9tbKKKd1uAkb8qIdExoVh3/Lt9q61YxOlEPMr3ZX0p4/enSFB7c22O/2EtFXQyOG+HEzFpJrrB0R02/7kieKG7nrIrydZLU67LSOhucNtVG6uMDZjRsAgDeOhOXQaQmnetdKCoBQjqRBmkxgVgDJJAdowtGg5crXUkyVMUcn5dqH9+8KH/F1r7yqleYFSr3uxffaYbECJgukyjngnmH/rtYrADn/JyvJr/zyMxHuc/dl4cmCZk5RLW8pQIVShXDzJthMcgEp5lmy3QTFngwBrz3eSx2Js8VQyltWyhEalKDh4ykfQTSOz+bVaJtnGxoaGhpOBidhKfEZ8qAEIk0emAW2mug2EaHzIsGbnWk0/iqwazCb2305luLhkzfdOUtdF/DqJ0/wH2dbhJif9Qf/9Qneu3dbtAVY5U9bP9MhLqcWm/cwa76oYG+wIO2cWmbs8rBV2UXlWmOyDbLjCBwORzy4lTfq3jg/x+ufPMUPNmsc9vuc9mm2r2bQJ9fsYzTShxVl76Kxbka2ArVa8XxIIwh136babMOLQA4Syu/jtScH3I55XXKx3eTrhRaZfAEI/xRvnLim82W2Vqp3K7eztWDdYbWFU64aS0nWWIS4gNd3fmM5pSSbXPP8QOAAKV2jt/UE9SB7sw/JHGbIPAbomW4SsGDdlQQQJYTDwbS//HDzluNrt5Reucfq9SQeNwKX4zFDBb3GyQQ4RybACXQH2agOqEuQnzKOI4ahR98P+OBLtzEOQBpR1vfV5iEKoPQbdPJszvzNCUVVKMn6QYAbdLdm5KgkC5PsggpYLLI7YdF1QADGYcBud4V3P/suFsulI+zFYlE2045YrZb44OU7OequtoqZPv9XPTVuSOvGsq4749qqU99Pc3gVR511E/AA1T6ySjCEEHA4HOXzuy+d408+eoy3b26x3+8wjKMz6bUmfSc2ukbKVD5WjVWspFxQr6L7zCNhi1sPXtWvJpZeLNKYMKYR52fnuBE26AqPXV1e4p2bm+yice6fYJTMIHzu9vsZ/uZ9PnztK7/8TISS0gjJvVZ3gXEp22NQ+PeI3BYNeYgI5Si+5WKBYRzlNGnrfuSoMT6WggnWTvIhRnRl/qGqr7kdRdglVdQA0u8AQiDhX6buiUApApzfA9FUKbdLB3k+JLNOZeaDIpRTCUL45tNDOcI+C6UHN9fY7XZIiZBK4IQKwGIAIGEMCakD4tOLUnElNKPfu/VFOAmhlIUHL7Tp+fLqyczwgkn9lRoFo5Nk/ZLSmLA/HNAfeyyXS4QYMQyj1L9cluzcMeArv/gUD1++bVKFWF+yEYCfOyVWEsd8mrycohLZdRo3BKYCv6irxMF+diprYNN9C6j2GJD46I/Ho4zXZrMGUULa7ZxlypRu54V8tbbyatuK9yRNhgOqBQNUKVFSi9mL4qXf/NMbnjMCYXt2hjeGgPV2gx/fyZbSxZMB+4snkFmySAsRMgaRj60Iqoh5oaT3vrWJU5qL5Th2O9HxRMzBEFHp1i7g59RiRcgkXedYLgNSF1VImCYHlOjd6l5H0qI4iekBjhwGsoURQp5b1CAid0+WN2QsHJrMFWxNpTTi/Xu3ofsW1bxjYcS3jmNSC80o8yxAiQD69BNcHIAbN26IMv+NTy/w/VUOjqISph5CLMpy1HFIY7aMJORclQbTcjwrTkIocai3Ttrmg6ToUYPILTLynBxYYKAcwd2JhpYSYeh77HY7IOQ8cOM4gmjEoqQ0+vonT/Dey7fx9f9+gg/v35WccXOzHmsv8n3Sn+qzEECZYNniYeI0BpJRZMpFY91UjaldbMFenCECt+fB/DwOI/a0x+XVDq9+kr//8HyF/f4g9fhw+NIp8dOYZyCUvUcwJSvLZ8bCsnJLylh9oH7OxGpseBFYb7Z4fU9Yn29xPB7x+Ene47a/ugIlXchmWrPZRWSCHbkMZPJWwVMmNcMUtVrHFojdNyMiiIMVSOmW/+NJ3i8PZLj6LIzgjDEaHqyVL32+LjWYtod8tPhb20UlbAgsV3hLC1E+nw9ESNXmRJJM/gG4stFs8+qZ9Lv0d9bPEAAkwoMba3xrv8P52TkAYL1e44+fPMbbN9cYSvogFYJJ+xWjSVGW2x/NPlEjL58JJyGU7LTqB8uGJ5qSAbIvgcrRCBr2mAVS12metLGsI43DgJ/t30LXRfT9ESkl3P7zvwAA/Py7/wQce4RQTkIleKq9psXCQGbU870EN/cHwKWfL8JBJvmZt8bzsgxAxYETLcq2rFIvqQh9EZL2N8p7tH50vsK3djtsNlu8vkv49+0GfZ9dfIloypBzhBZQwsRLAW6uFVLcFTKRhGFaxg1WzXTXy96G54hbt29hE47oj0c8efwIu/PsYeDD+wDAERoI1gqySgknZ7VvVyd3/SIh1gI9ONK5lIIVRp4/kmjykKNfgtQNpCGB1cZK9RNLKA1Kq065kpYHUYjHNM4rUl8wO6twhVfETR2ifNr6WNksLSa9KEqob20wPJdTrPX9EQ9uneNbV5nnN5s1zs7PsVl3uEqpuPBKT60mHAJyXr3C+5SKRakKQm7zszHriQglJSBLFl1UImCEUF0AjBAhdCEHNcQS/g0Aw9Bjt7vCYrFADAHHY49xGLFcLfF7f/fXAPJGzEXX4cP7d0BDNnd9WGv1WGctVVaTXYSd2ffgCCWAM1O5R4jg4iFgUxslsSLUUAlu/IQUzAOtC4UwZ1rzZsYf395ivV6j6xaIh4PeVyw9Z6EQEKJ2l0o7YQl+Rp4AQf3ncsnMQhXtEgEhmsGox7HhheG1JwcMw4CLJxd4+3wJm/aKKTAiez4y/xEkyJcnUSLJSVdnUADUHue9g8pTflrNGnnQjbNkf615MRh97lqGlgnf/jLZHFrWSn12kaJS86nNMww9EUihCCp77C1nPkiUMwPQNUxU0b7LTevmI01ma5ulSjNJ9USEw26Pt29kS+mNI2G1XGGzXWHoB+xzsknXL1011maGkJdjZH8av/NrrLkaJyKUbHP1Ex/+p5ev30wr9cQo6dw5A/jl00uklPDwyZsg5LQ6MQbc+dNvo/uH7+RnjYTlKuRFFPiXRwAAD9dJREFUvYkFUgjWZPy2/ibJbADAmzc1LNfogmciFhRV5uGZetyeBFItjmtn7c8KDjZVyAiMOeEO5IzkKRG6mDO0O/KuGE0sIP8KZqDWna1EtMGZeiSCiTfSpomyjKLvNbxAjOOIH247PB1ypFawDBqywpQnWj/ZAZCXqG5kmDVbq/zwpSCRsOBr8rTCg4YArJ5IKAFPRXDl49d9GfE+s89M+uH77AN6xMx3E7ROGXmvTozeKmJ+c67zIqgm7FPzFAz7+N5OPk6+BxVMznp0AkqGG+PY4/IyuwV3Q4ftdoPXnuzx4OYNHPoeNA7V2CRVMMr/NLbYNCNMx/U6nIRQshEydbt1Vzggk5Apb33HXdfJDvNxHHE45E1e/dDn84SOAWkYEUIObFitlpLXTgIc7t1W1wDpoQrlaYXpAKMgzvXI96OiKOI+QA0K0eDmjIWgtoxnQlLGcg8zggtK6LwIKU8OpoCh0HEcMQ6e+PKirWE+su02qC/OuEB960zEEY9pOaYkmn5P+a6+0vAi8IN1wNXFhZzJJVN5KIEzIbrJOFszXEg3Yk4sAK99qrFN/E9ATW31+lENWXwPAR2QLZBqLucgBhYsKSWEZJ5lraaiJFnBJpe5LXynE3Qo7vM68XH+6wS78Yjo4AKVPxus0V3b91LE1RF0ZrJh+PWmYeb9t87WuHPnHJvNBtuxx82+x+XlpZsbCAQkSe9q2msURp2sZ9tao22ebWhoaGg4GZyIpSSf3HXRdKxeXTQnUarLgppb1BwTjsdjiR7L+ODp9ySIIcaI1WqJ3/nbv8Q7L+U0Kesu4sP7d0GjNYHkFKHSznnNrI5mUx0s/601Bn9aatYwJumD+Dmh7M8I4h125ThiKHD1gdtTjxnUECPyhyYa1wNbpN5VAWdVqU7kzSLXemIXi2p/OoZkXBTG9Rmn9eTSZQ2qdmlMrMSG543Li6cgGifumEyqQdc5vZcKAMSFBKKyBmKj50xllkQoSQ2ej7zlMLGcSS0gjrazLjb7MA4okDReCBIMoVYaDOEHR3tM5wG6WVX4zPA8zwZSf1LXmu97bQGFurvO0plFXoiVF5Gt2NqDYrOIl2viPwSOhz2uLpeIscNqtcDZ2VnOnbkjOffNtYXf44RPQ5mzn41bT0IojWMqBM0p0vN1zqUEmIk4GOIu13lCJyIM/YChbJLlNaUPLr6H1WqV9yQQoVss0HUdHt67hTDk+r/60SO8d+820piUeCIwzUJPboOdW9SEEViR+5EA0vbmMjB0Rn7SNmXUzcGEj7zhjcuGAOv6tA+Y8B9LLmb2RJJh3Tym8q1R1Xf7VUNSauvc3sL7piqeUqGHktS1PqiFijpgbqy9Ec/oDWj4f8Q4DiXwy+wDZDAxkH9ZSo36jvPr18AHhE7K2Pk2PytOX3bQOrjq/Jcn2UydXaeHgUKKkN4TIEde2H7ZYxY0qWxwc4+D4Tm3lsSPkvFQnuL5xUcMTph56i6s1mU5oGuaH4+qOkwlbj4y42F+TGnEbneF2EV0i1tYLFfYbrZIw5iDHnztOs/JQrG2Y6q4X4+TEErREsBEQTAqukz4hVDzHYjlmOwQglhJh8NBdpsvVysQgDGNCBFYrhb42seP8c6dG1iXzMbJrF0RP1sUHd8+ttY4Gi3LFUOIRiOZMG5pc/5/kDonvGUsNJpSpZZlxrrGb+usKsAJIjvju0Vf7n8tkQC3MCtrUzPSYWb51n+XespAU6j6RZg7kt2oy/ljk0wvFEJOcwIJMIKoug5kzweCO2aClVBnGbCiZWnQfNaIsaoNph7LUzX9eboutFfawnuRPN94IVbDRw7OP5OltAQdlDbGWXOfrv0qe5x4PCzvm/bQRADVdQaj2VlL0AdtDX2Pq8tLrFZrrNcrrDcbECU5gy1nfqm76i0yuz/zWXASQsm9SmvJuo13RSMgv/Rtz/cgyiesHo/51Nj/fOM+AKD7lw593yMlwmq5xB9+8hTv37+LMIz46sePAADv37stO5/lmSEIAbnWGjrShVgFCaGXv7K4OSVuFmCE4r1ibYf/IeC6+P7rAhc87xQmdYKL//EMXFsiVa9dD3HdN6NDzMqlyhqyP0s6FyjDabE6pLS4gOZmiYbnB174Z9KeLWKOAzdu6RjVGkrlqPR8Q21tU3mOJUrD8+CJl4sW+oe6NULwlOwUd/tLNVFy8IZkJC+lY4x63Ea517Il8xfPTTHEkt6nWDGlT3yv5xllDlZGrZfbNdr0A9UlLUtQl1oo21JqBiTIOW7lHQXTPi2ZAx+uLp+i625huVxivd5gs8lLI1e7HcZxdIr4nIx91hRDwMkIJYCnIj+hqnsqlXNGAvxGTptUlSPu+r7HYtGh/+d/lJqHYUCMAXf/7NtY/P3fYBgSlouFana8NuOIVNvEXwnIRwxbTaq+h1RwZZlSvRDmkMltVYgzW0HGpHfWAhs1RrNMqTC8yTeWH1VpTuQfLoxWqp1YZ1XziaeG2rQlqD9+jnlEoFvVgqaPkjHydplTANN1LWx4fmCeIDcp+w2uQV6UTTOUU9WQ0KZsqjSEEoPJdkJJLQFDIryB1G3DEGEkLaqsJQjde8U3W26c+qjve6cQZWUpYrFcYCiKLYoKyR4eDj23fKnLDvIgO3ylKXzWkZnMSz9FzpaLnstYedNQ72DGPMHey+9l6gaUo0VjGc9Erv7sXs059vb7PZarVY5wXixxdp73Mg3jiMN+r0qCSRqg/cpj9qxy6SSEkvhr2Y0jRFM6SDl4QbUdpVA2Z1PK5wQd9geEEPDw4k2slmsAQN8fMY4D1us1fvc7f4X37r8EOvb42scXEv4tG+GMr5yMC6n8CtZm/KSqsIukVtPjjYDcL1Zk6HNelj0HRRlVE7ByO1Nh7iBuCJ8/kBdief0rhFDWvIzmaV0qsEJpVhdW4nMTU9XuWtsrZaxMFQFnJQ7X62Y9MwiTaw0vCmyVOxkEfjVMr2ZDLZFYwLoJotRVT9iYeZ1ugrPSpPBaFRRgM8DkNRrlO56j3XYOIqSgAnDSkEKw7uDBkr3AZpWQeyZKrTRXrrHyG7jeqpTfilJbONpuLst59cTLUpLiqsJn7yX3KUCzati5JT85IJ/UnXIy66sduthhe7bFap3n1u3ZFiml7J2S6smPhZlbnwUnIZQ4KSIfV25fBMFqWEE0J3HtETAMeV/NfrcDUcKHV9/HerURv2c/DOi6DqvVEl3s0Q+jEOqHX7qbqxn1BFoWFFkI2iOedYb1Fo1JpRJD4UkmVGUSR7zFnPL7Bmo4dQlATTT5X+tnRihtcJEL+a+IVHZDsFCKuj6jzajb4+tTAvNjwl1LokmL2OEezC5HOAbkoAftNlTfMvdYQdbwQsB0FlkDdy5Yo0CZT/UqpKp0wZSRB4DXlES5mvCcV+R486ZoeihbZ5A9Kay0sZk+mXhjUAvtOlSWy0RZs3ME4No9QVlby6l57OZgdd2xAKS5qqwySSnnx3O55oJREBwTuQY7cSdjp2tKPGYBeQx53+diucRymV2x2+0WIMIwHHWtnYKf76RZv0FCCUCxdtJk0rUKC0I51ryLqv0kQhoGHI4HjGksx2BEHPtepDcRYbNe4xufXiAhB0Os10v5Lf81D4Ul3DzI5lvV8Pmv3nXAoaYzMBqfrYDMfbk9Ogm4moqQtkRl25THaW6TnREOxiph7VL9bFPO8v7uz9FyXU9EhGai5V+5yTPPEtk9U38TRb8+KFlX9JkvupJ2zZusIhakCrhJvnJzzTzVWF9BflGPg/KzjeStLXGtlgCymVRC9dz8O2tEHNUXoPk3R/49Fh5N1jrxXJ+VMhPdl+wm0/IPVZvia6nklIEgQvwLUY8pu0WNMLct5nVwduslGrHbXWK1XuH8/AxAPvJnvdliczhgv9tjKEl5Y7ARVb8at7bNsw0NDQ0NJ4OTsJRSUh+q3SSZisYgazGUXU1ySBgglsIoe5LexKJboB960eK6LmK5WqCLET++ewMhAV/76BEevnxHDrTKdRnNbs78rlR1DmpxRWe0JPH6WZdD0dzE6yYK4jX2BtlkqEYbRHZzuBxh0Px9aRyNElrtLeG1M85TBi1nf+fni04qbrmyDjgzPNcpbvne5Pzq07vIKXVZoVMvu9RDv6oO1vB/haakIbEeUK7Imkb5J9On0pyu1ZY7iqUVzRoo18sRrGJREHTdMzDtwdVXeRM9hFYM0Rh3HCWfbVxuI8p7A82BesXXLTwWAJ8FKAARXc5Mbl0fZhx0iqjdaKUczytE831it18IE752EcTcXLEAdY7I3ptYXJecQNVzcQwRFHMUYUBAt1hitVohlnRuRAlpHMoSTF7fsh5MfuIk6ORzcBJCSRYkUS9cljBFs/YRq1MMU0q4urwEgfDeo3/Far1CIiobcnMty+UCq+UCRMAwEtarBQhZ6CWNcPALt8S0YXY9S3s5aiZUFGno3Lm4rAc31+TWbkIwhFrdUcZmbs9QbmchGCdrDJEWYSLjZjky6EfZBMxuDut3McVJfW2TeoLpl13gFqqcth7mZnOZhZ2f5CbzSWgJWV80nKvZYC7DQBEd/tXW/M0uL3OP9We5CU5chaqkuok22GeZ9liBxgIPKAmWTYSvEZIcvp4n3aQRv0EF12QcSOLMkGywkx0TQ+519GEA+aBY0xe3R8sMlkQmpuR5XsY5lM2JRji6D2bnVPCOMxWKWXHvFgucn5/nQ1LLs4Z+wG63wziMmli6HhtednjG9d8TEUosEDzBx2CEkhBLdAywK3Hy7z76btksGzCOvYSAA8BykTfLvnvvFrpEePXjxxiTEUgAeMbzw8YLrfqyRZERYckhmVKkzNMzWQq0x+4byY2TgQFg0w/5UNiJ1SOmU1mILk23Ybn6UGORJh1P4eW6PQGlP/kBLi2SlXP8Hp/BjMljxWNohB1/5PU+eQemF00a/VoQFwvxSjjNV2hMjywAMq1awUK2rFGKJl6EQhM+Y7/RvQspBqqULTMx5zRlQdZVmUC5lsjrtEYg5aCqgJFsQmINvWb+sphuIwE0A4TplJhadb+V96xgUTus6roIZ32mY9l6PZhcTebhkN9p5jbuByF7qxaLBbbbLRaLBVJZO+r7I3a7fTk09RpBbN/1MyD8KpuaGhoaGhoanidaoENDQ0NDw8mgCaWGhoaGhpNBE0oNDQ0NDSeDJpQaGhoaGk4GTSg1NDQ0NJwMmlBqaGhoaDgZNKHU0NDQ0HAyaEKpoaGhoeFk0IRSQ0NDQ8PJoAmlhoaGhoaTQRNKDQ0NDQ0ngyaUGhoaGhpOBk0oNTQ0NDScDJpQamhoaGg4GTSh1NDQ0NBwMmhCqaGhoaHhZNCEUkNDQ0PDyaAJpYaGhoaGk0ETSg0NDQ0NJ4MmlBoaGhoaTgZNKDU0NDQ0nAyaUGpoaGhoOBk0odTQ0NDQcDL4HyBM9G3hxVBXAAAAAElFTkSuQmCC\n",
"text/plain": [
"
Warning: This training is fairly unstable, you should use more epochs and the full dataset to get better results.
"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"jekyll_warn(\"This training is fairly unstable, you should use more epochs and the full dataset to get better results.\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 00:25\n",
"epoch train_loss valid_loss\n",
"1 2.746014 nan (00:19)\n",
"2 2.102728 nan (00:02)\n",
"3 1.766212 nan (00:02)\n",
"\n"
]
}
],
"source": [
"learn = Learner.create_unet(data, models.resnet18)\n",
"learn.fit_one_cycle(3,1e-2)\n",
"learn.save('mini_train')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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MJklylFLESUTktd3UPW1Pp8xnM7a3zrE2WiNJetqOHHEsjZ7TjsPJ/+StAvVCVfkSits5MNrQNBqnRNvuds0T5zDWMDk6RdtpRnyX2l6pu+AFnf9WGHijYm1n9IxzGGOoqgZjNM7BffqvA7A/bCCRFsIb4ke4oX4Iay1JGoNS1HVDXdWAGO80yWgaTZZZ4iTxN4fyrXpLVZUAzOdzlFK86+J3sL6+QRLHWOf8flo51ngZkrDOtQeBQ1o8Sikv8O4Qn9d5eiE247bfdWCtxTz5ozS6xilFWc4xdguAmGXLUCHH2NQV0+mEvT/4XpqmJk1Foukbv5m8KMjyAVmWs8Ornude36O8AHG3D/T2pd+KtdZru24wWuOAphG3SRxF4BxxHFPkBVEUYZ3rabumrltt16Rpq+2MOE6I40Q0aB3OntA2igcffIj1jXWSJJaHNuCc9bddL9zmnLTA/cGoSLSt+gK7x8TtEG1XdUmja6yKWFQLrHdFdd/3r846mka0feW5Z9BNRZKmAAyGQ4piQJYXZGl+5l1cKeP9QpAWiJxYYyyN08T+yae1RWvDn5U/SVWWPOy+isv5/wXAaD8ijmOeiCMWcQ1KjExdN+R5TpGnXStcOUWW5TS1ZubmJHFMFCmcEYubpSlXrl4FwBrH+XM7vOahi7J/zreQOhE7tDbd/teNlv33N1uaJiS9B0NL6155ObjTz1jfIpvMb2BVhbaKow//Q3bO/w8ApGmCUlG3Ha0bDg72ePa3v4vD3RtgHZF/gKmnvpMoUWR5Qj7I2XnHv3rpDmzV8L1GoNN4HEeAQhuLbgzT6ZyyrIjjiCQWvbrYed0Zb/WVb5lr8jyjyLOetjld21a0naYpV65dkX0wlvM753nNgw/43RNdtwYc5IHi/6TWGmss4IijmDQ73uiRHZD/vWzekzv8kLOWpqmZzA+wqgar2D+4zvnzOwCkiWi73Y42DQcH+zz1xGMc7h7grOvsj1IQJRFpnpAPMuCdZ9rFkG0SCAQCK8gnTMtbKUUU9dwQFoyR7uNT/Cyv4ct5S/4NkCvSNOIC7wbgMf3TOBxFkRPFCWmaUlUVZVWSpAnaGpT3362tr5MXOUkq3UljjPRmI9W12KtyAUCWFYzW1qkbzaXo53jQfCVRJH7uRmuesD/TtaJeF30tcRSR+NaUc44Pbw9QSvFphyUfPTcE4DOOynsqsFPXmtlH/zGTyQyjNTaC8eG4C9wWeUGURFhnmc2m7P/RD3Dt6lUO929gGx9rsHJAToGtHVZrqoW53c9+wqGUEhcIcvkbbTptt26UtdGQtdGINFneA1VV42Cp7YOEqjyhbdVqe4M8L0TbUattJ59HosmqFLdJluaibS29xfbeiyJF02iapula4WmairYjr20czjoMFquWyQByb7wcZ/Ns1LXm8HDKeDJDa00UOcaHR1Q+RpDnBUkU4axo++rVy1y7epWj/RuYxhBHEa71sCiFrR1Ga+q70PY9YbzP6s56ITEd1f+/iojb4BnSbUlVQpqKry2OVRdTy+IUrQ3GGPI8ZTgaYqxhPpszGAyw1hEpuSFGoxFFIelQjW6w1h5zaRhjut/Msoy8yJhMZkyjGVVUkeWZ9wtX6Fh3XdbUdyGXJ0KCPtY6CZjo9kZ1x9e7xTk8fk5eQhxYq3BW/JhxJMvah6hSiqqumUyOuH71CgfPPsv48AhdNt7nr6TriXSYnXNo646d03uel03cXttRRBy7nrbF1ZCi/DVYZvw4JG1QtJ0xHI4wxva0bbtrNRoNKQrxx7bG17WBcwfGGu/6gGyUkeeibWctWZYutV1VOOeW2k5OaNufCOvjUO2+Zqm6c2D+5RS3A2fBWUUUyT+FOqbtuq6ZjI+4du0Ku9evMz4co8sGcKg4uUnb7g7B/JPcE8b7rOf5BV8PtXyJ45g4lhQ8FSmu8ktdqiAsc79fq76GytZ8vPop1tZGFEXOYrFgOp2xtbUlARjfJMjzjKIoJPreaJwXYetvr+uqE+ob4q/jAXWRx/Q/xTlHk2hUFGGM5nHz07yer2WYDQC6oF13gaOItx3VNNrwga2CT9mVXFxXZHc8RyfjP2fl+dgWFSl4+N3Ef/FtxFFEHCnSLO18fVVdMT46ZPePvp+rl68wny+w2qAs4B9Eyre84zjpjEXr310JXjZxLxFtyyZbbbbabjOAAJIkwVjLfFGytjYkL3IW5YLpbMrW1qY0BlptFznFYOB9va22AZ8KKtoWY5TlufRQy6prULTarqtGjHkmwbq+tq1zKCJUpHDa+AwZv7dJfOdz9DKKW0WKJEmJk5ioiYgj34vw2q69ti9feY6rl6+ymC8khbjTtkFZOV/SWGztxIoZ75cbpRQP2a/gmfjnjy3vP/SeVJLn/SBfgXNOUqZ8y6Gua4yuMKaRCxG1BiZmNBzQNA1N1ZDESZcLa63laHyE8k/mq4NfIR5dZC0ZYY3lqvoltNEcHN5ge2uLPM990IkumASisw9t5rz9qCKKFJ9+VGJV2684uwJfjqC9QjrCxhoZ7ITC+YcYwI0P/ADPPfss167tiUE2vuXR2mZjiSK5KHEMKPm+0cFtcpL2+tyq59XXtvEtZIUYzUVZgZJsqbquME0lbpdeTy6OIkYDr+267rStlMJaw9HRUttZlol+kxhrLJGKaOqGgxtLbbeBaMdyDAMOtLEkKlq6OdsH9d2kw74M4pZjd1hjMcagUF0DDeD67hWee/ZZrnfatse0rYwiiuRN1D5p7XIA1Vn4hDHezjkW3tf6Z9WPedH8Z94QG86d26bIC+IkRetf6U5iYzQoxRvir+Nj4x8Hp8jSjN2jG4yPptRNzXwxB8S9kaQJ2jSgHHmWda0RbQyz2RzdSOpVU1eUZUmSJKAk39bheH30NWywyRPuZ1CyKm/OHll2x4C3HiywkdyET0f/jNfFXyOf3UtOwR4yMENaXkdHhzz66/8VAIt5yXQ6p2kk20HJCCnxe/rnlfGtk8Ql3WClO7mGPtFwbjlIZjqb4pAMk6quMcaws70tPlifAXHcQCiKPGM8nnpt5+weHnJ0NKXRNfPFDGi1HS+1nWfdddDaMJvN0I0fG1HXJ7Qd4bCkaUKcxDRad/swGBSdv97vjh9rIS7HtoV+2piHe4FW29poxkeHfPSjHwJgPl8wmy4kLbPTNj1tKyL/YEraLhF3d5yfMMZbG8vReAzAE1cuoXVNHD2BMSKSw/ERRVEwHAwpijFJLKLRTlp5aZpAKa4R5yzOSsBnXs5ZzMV4F0XOdDZjPptSLkrW1jZwzmGMRWtNuZgTx213MaXIc5I0xRhDWZWUZclaXftApeq6jGVVk2eZtMQVgKNujLhsUtUNeHgZE6nuCucc2hiapsYYzXQm50sbizXSZ43wvmxH59M21nYpZcYsg2f36o38SmF62r707DNoXWOMlRa2cxyNj8jzguFwyMbaRqfttkHQui46bTuoazHci0Wr7YLpbC7aLhesjcStYjttL4h9CuJS24nXdsWiLNGNpAS2+eQg91CeZ8tkAudotGi7DeADL3gg2ouO3x3nLNoYdCMPyqW2TU/bXtM9t6yxhtjIMVsjY04Ud45Z9fkEMt6Gsa+9cOXK57JYzIBLREpGQO7u7RLHCdtb2zz4mr/M2uj9ADwZ/ZwIOrIkcUSWpThnSdMUYw11VXfZE0opJtMZ0/EYoxu2tra94bLopqGqa85trwOwvr7O2toaaRoznc1YHM45OpowT3+GDf3NPGi+sruQtW6I46Qz0kYb6qYmjiIeir+yl/D5QqJeS16crSxpB4nUviW4RHVdbxmD1AYjpQ9tre3828ZKyQHlJH88sEQbw9FY4h6XLj1L6VvLkZIRkNd3vba3t3noNQ+yvbkNSPZTO3gsjiOyLMG6jDSRBkVd1132hKLV9hHGNGxtnVtqW2uquuq0vba2ztraiDRNpDFzOGc8npClGdoY0izrtFw3DXGSkLYD5vzvxnEkLfeOF0mVL7K4jbHUtaauG5/hs9y49BJdT9vL74knRe4FbY0vobFsuJyFTxjjDWAaOVnlfMFsMkE3jQRJfKqVimOUVbzm4oPdQIam0cwXC2pd0zQ1URxjrSHNUowW4WpvkKyx5EnGnAjjFIOi8Fkhpusqnr9wHoD1rXVULFqazuZMJjOaRrO1ucWzyf/JG/n6TuBJnCwvvh+laa0lyXPpCrcH+CK1Tl5Mw+0cGOPQjfi9T5Omsj6Y5gOSXT6EWw7maLQmiuKupRPo4YdpA1TzktlkQtM0XbAwimIir+0HH3iwa3mf1Hbc17YxaG3Q3sBY60Tbyms7L7r1m6ZBa8P5+2SAysbWOiqWtL/pbMZ0OqWpG7Y2tqQd6jhd20j9FOssSZLLZ12SwYukyhdL3D48ozttG9xNG3co246udsefG85hTOt20r43Yk80bm7PJ4zxdr1RaEZrXF2z0zSMrKW2jt0kxmY5VVVxeHSDNJNu6GAwZDgc4OYwGc9o6jGRkkh9nIhh1rqtFVGgTYOxWlrlukbVivlizmQ6YT6f8yeHYryfzbe5T13gde4xZrMFcZSyvpYzKAa8Mfm6Y/Uf8jTjT31e91t2xzxa/xRvTL6+q0vxYvuAxV1hu+708926ZBAYX3JARtDdtDW3XNc519WzaA+pNfbSCndoo7vUyIDQjZJkqe3zWjO0lsY6rscxNsuoq5LD8QGDkaT8DQdDhsNCtD2Z0TRjIuVIkrgzzK0fm8Khrbi9jmt75rU946knLgEwn5VcuO8C25ubzGYlcZSxvl4wKAqKIpOaKP4CZ1kmGVRI2ut8sZDYU/TSaNsa6c21rfrnu3nXBeJbbZ+6krx4Q9+WslA+tfO4tu1da/ueMN7Pt2zB3WC9QQIZ2jp0jodyxf1KsSgtldZMExmAs7u3R6T2AHjggQcYjtbEJ+cc8/mCRbmgbhrSpqFp6i4IKe6BmkZrmqbmxo1DRqM1ZrM5dVWRxAnrvsu6PlpHETGdzYgixXBUkGe5vMapZFZ0Q4MlSKeNpqrEXdKm3Klj3bQXh6bRLMqKJFn6RJM4lnz2dl+07txFcRx3N0Obv+uQ6nIH+7tU1QJj/YAln1XgD8u78H2Q0n/RKfF9q7aGqb9+DmmB16tkvF8GcUuLbTk8fuAcD2Ve25Voe2JTyqpmd3eP3AcB81dd7LTtnGOxWLBYzKkbTepb463xNl57jTE0dcONw0NGw+Pa3tyUmjVrXtuT2Vy0PSzIs4zhaECep7QDzYBukI/WWtwlUSzaTuLjlvVFOn+N1iwWFUm61HbstS058apzA+GOazvxjRmcVAU9ONilquZn1LaP5/iKilKM8TRtn73lHYbHBwKBwApyT7S8n3e3/C6+a3uZC9Za1oGLRcxrk4h55Hh2bKiRAMqNG4fkySEAF86fJ89SsjRlNCzYOzikriuscZSLBVVV9YrbS3nIvc3PpFwsyI4e5XDnnejyEkYbhoMhn711AMDGmqaqa6ZGunCv5avJ05RhNOyKCrWBOWsdb9mbUpYVdd3w5vwbJJp/loELJ85Xn5vHtQlNoxkfTShrCXzleUqWZSRxQhRJgLeqaso/+2HqV3+97zHIEP21NakFba3l8MYB1//o+1hU865bv2yitHngdIFK+cQHbk64TdrP25K9K8PLIG5rl3EAZw1rKC4WMQ97bT8zMVQstb02lGt1YeeC13bCaDhg7+CGaNs6ykXp63cvJyVptIyiFH2MiVTS1a8fDoa8/rWvA2Bjc5OqrpjMZhKMTGLyLPUFp7y27VLb1lpp1TcNw9GAosi7wS53db763ELcTaM5Gk8oq6W286wtNRwTR6LtyWSKw5GlGaO+tqMIayw3Dg+4cuU5yk7bPdHiXX+4E9pG3t+kbdvT9tmD8feE8X6+3M194XrBL601yjpUA0QQZxFrkSFxjto66vqXcE4qokWRIokjf3IVRZ6ytrFGnCQc7O2xWFTdsOAoknztC0cfoFyUpOsbbM/+lOeUwzkZXl8MM9l3Xw9iNBxxNBlTUxMnMYuywuWQeVcFwJ9uD3jNk9cpy5I4jlhbG9318d/p3PXfW2OZf+x9fPhjH5FzhybLYpIkJUliSSmzjmpRYz/67aRpyvb2JgA77/gO8rygnC+4euUau7u7aKM+4YeAAAAgAElEQVR9Xr38Upf95UD5kXU32SrX/a/bQ6VkQof4Hs1nf1G5m4fyicAu1kHjUBEkWcR6ZNhzltrnTrc+2uPadhR5xtr6GnGccLC/x2JRn9B2RBzF4tqIZci7eLasjC7utC3P6LXhkKPJBOeMaHsh2m5dFbLvMJnOKBei7dFohHcJP39930bc1ljGRxM+8rEPy++jSbOENEm8tnOcdZQLSdnN0qzT9n2vukCRywjrpbabnnbdcsi7w2dGueVApO6CnbLLnbbP7gy5J413678zxkg2RfTCY82X84rLWdlt99BYdivYMGCc5cA4qkQMjLWOg31pIe/t7TEYDsjzgS+WLsO8VQRlvUA3Nc4Pm6qqmixvsFZGTaV5KjmuiwrdSDS6vcnqpqasFhhjWMwXPBr9FIUqeG39VWhjGA3ETwjwlusTxlaTZylFUaCN9QZMHRsF524h+FYrH9rMuxXedlidsuZyfSlo1A71rWlqQxw1xEnMLJLz2Na3UIuyy2+9vvvt0iOwMiq1LWDUblchopYFDqkoKs7CNtPEQefv7FZVUkMmiaK7ap3ca3S+6Vbb6oVYKaGd6EC2azm0lj2vbessB9pRxfhRgI6DPa/t8622ZXBaV6MjgrKao5uqvRpUdUXms7OiJCHNM8qqZLGQ/G3XO7a6qaW2tdd2HMcYA0lad9rOvLattVijpWFTFJietl0v71nd9HT3tHnTxnSaieNbG8A2eHhc25XXdsQsqrr9kjhAxXQmrfRru9fF/239jFlG97Tt017bOFVnuKENTnYu8ZMtbyVjF5Iovqte5b1pvO2yFREnMeoUq3S7a3nq8r7ArWXmLE/VjmnjwFl2HVTWkilIs4w2bHB9/wAXRWxvnePC+R1QfrTkfI7xgwnabJPZbMZgMJJ6B5GSLqar0brB4UjiBOMvjqkqqqqSmuBF0bVEDm8csXM+oUlTGi0VCMvFgjRJKAoRfZsL3dZDiHoFbm5HN53aHTBaglPdQ8F5MVupZ6GU6Za39Vacq/w5cMSx6koCHDO0vkhSuweSY9ALVvplEtPxJr0N6hiIVFv/YnWxbQu58fXk1SlX5C7FLQawdUMY5s7yVHNc26WzZMqdqu2tzW3uO78DvhLmbD7z2nZLbU+9tuPYX1tDUzu0n+BBtO0bXVVNfZq2Dw9Jzu/Q6JTGnNB2vtS2840S59yyJXqGgmtnmWRP6qss67Aste21pWy3XLS9LC43m0k+fKTaB2bvgrRZUl0bfKnr/iQw7QxwimXetzWqp+0VNt7GWio/e8eiKknSmDRJz5zneau1pBi8F7izaBxPG81lK8agjiOUM6TGcN8TX9pFmO0TlsmgYO1Vr6L5oo9JTq2xVIuKOBI/mTF+BpHZFL21RZ4V4FOtZPpKaUHkWdbdZNoYjDbk61IHwjmYLxb8efWTrG18F581b7pZTB4tf5x37HwLmR/c4Czeo+a6lkR77LdqfYN0zU6mXol3wrd6vSGpm4b5bHbifulC5O1/SwH3BhZESoFbGu5+i0P5G7MVs3VS1EgGVh5vZbkTbhP5xPrfXiGfdw9rLZXPTFqUJUkWk6j07Olwt1jN3ULbz7XajiIiK9qOlEJFYkz39g6YzuY88Kqa7c2NpbbL+hRtz9BbMgEJ+JolKBnlqxR5nvsRhaCNr1SYtdp2zBcl89kcs7XdDdgCmM9n3H/fBbI8k4eCzzLq99a6w79NHEDd4iF4LKtFQV03zGYzlDqhoa5F4Xratsfcd5G3vO1nrTvE4fAJUt3+WmeXg6BYpgeqE4N1ZKlFtH13yr7njHdZV+yObwAwffR9xJ/1XawPR2R+YEHL3ba+2plqQFIFFaCBWjkpo+lnBSlnMw53NamfokhjyQcDirxgva6BiCzL2NrcRGFZlBlVJa0I3WiuDT+DV1cfI8sSBkWBBSLJsBOXRy/NLY5jmZFnMGA2mzGeTBkNR7z+8gFHalkO9U3Z3ySKE6w/7m5magdRT6B3mvPvM/qukrbr5iS/Nnrmx1GvfTcoRV2VTCaTLhd3aVtEodZ/T1ot5tj1cD4Y1eZt48Sp5Kz1n0boNhDru5ad68enarUjLo89bFR/u6vZ9i6rit2xBMIPp0fEWcz6YEQUHdf23Yq7b7ydN9idtv0k2dY6yvmcI3u9m37LeG0P8oKylgCQaHsD5QyLctbTti+2liRkWeq17boJuIuiOJajHEcxVV1TDAYyCG06ZTRcY7FY+DoscpBFMSSKEtq5kNs4j1PL1m93Sm7zkItO8RW3sQBrLWkmDcCqrphOJsuGwolSy7ZrEC3Pab+nKK5C3xp3yATE3XoK3fYUfSyna/MohSKizX49ru3WTcNNhv123DPGu+2+XP397+fSs88AMJ1PaCbfyYPv+j7ObW3flTP/JP2h1u2F6S6CdVjlyOKYteGI+85vdWfxaDxGLypmsxnXrl1ne3ubJE7EZ10uqKqy61oqp6jritlsymKh5LVcMD46kp2IIuZ+MobhcMBgOMA58ZUb4xgUQzY2Nvj41X/Kg+bLWV9fA2SOOxk0YTG+8t7T8c+Dczxov6LLrYbTI/Sd+E7RvgIm0wkHl54ieubvwcPvZvfaAdP5UuDWyGANpZatY1/ZUgwvy5undWpI/RcfjLQOlAzXVlGEog3qOGKWLpL22kjgp12wjH+0NV9WrTBVq+1nnrvM088+DcBkPqGZzHjdQ6/j3NZ2V2Xv+dC1ElnmfLctQ5CHaBLHrA2GnN/Z6QziuK/t69fZ3tqWBkVTU1blCW1LmVPrLIsIZkl8k7YX3tAPB0ttl1WNbbW9vs7Va1dRwPqaDKUfnqLtNidaqWXdFdQtsk96we/TPptMJlzf20NFliRJ2b2+z3Q+PYO2faOCZe0gJ1VKOleh9RpHqZ622/1xxF0cB/89eZWfWVrq9noBXYPtLNwTxrtz4iupULaYiQim4wnN9k73ZGuvz61u3dt9fixVsDPeS0+rs440TykGBXmeY3y3LosTamsoFwv29vYYDodkWY42Miy+rutO4EU+pNaaRjedn28ynlCVFcVgQJKkXfW3OEmIiti7FzRFlhInCcZqsixliLT2ZffEtyiTDvvAkxLhaGP8CDXIc3X3KVZIBbSrl68xr6a45glmsznz+ZzBQH5/MPDH3NQyetQYKc3qDWocR6hWSr7okPMtifaCOOuwaJxdjhxdtj56Iyo7gaveeznmuL2BVynbxHXSRmvD3Gt7Np5Qb5/vtP1CxG16DZPOFdX6WX0LMEsSBoOC7BRtLxYL9nb3GLbXWcvQ+Lqujmlba41Ty/kxRdvlUttlO2grQRUxzqd15lnqa4drsjTz8Zt2ol2v7WhZ56bVD9BpO8tV1yq/G+aLkiuXr7KopsRxwmw6Zz6f9bQ96Gm7kRIOvoSxtcYPhGt1R9cY6Q+gc9b6FvjxyRiWnUYfgO1cOPj3y5Z93BrtVcs2aX2icRSRF3IyASIV89g7/x5vTjPAYY0UJzo1yNPbTp/2vbG26+I73yrph76kOI/kebZTSAEyA4gx1LWmmczQjSYvhqBiX+bUdA+FPM9posjfsFJes+2CRSoijhOslj1aLCq0NsRxRJHlFIVUVts/OGBjbY3NeLMzYH/R/BMSF5MkEWmSkKUpiYokSm0jKakKJIn1JSpP8WvLQS6X9bI5mrrh6HDM/uEBXP3vMVr88YOhCHxraxulEhaLGWU5o65K6rr2Dw9NrBRES1cIbfqfEz9hFEU4jPeTaN+CkYycNtkian1LrfH2M4h3Ox+3Q7ala7syeFFGcURRFN5nLNpeG62Rem0ba6T1xi2CFrcRtwzTboPIree1p217e203tWY2mXptD0BFp2g7k3vPt0YluIi/xl7bPp6zWJRoI1N95VnOoJBYzf7BmPW1EXmedxotFxW6aUiSmDSJRdtRJFODWakwCJCkFneKtttz0PcWq14idV01jA8n7B/uS0BWa69tmehkc+sckYpZLOaU5dRru8FZjTaN17av/te6AX2cRrStxI5Y40Myyxrd7eTaMsOb8l1fcdP2Rw+LthNpyK1iwLK9JNY24CO+eZagcqmmp7XG7T1GdOGNUgj+Fk+oWwcsLca1LXjrn4wnKn0ZLa2SJmXjvAxjn0ym1JMZ4HwQUzIpRoMB8yw9Vn8hL3Lc2gh3ZJkvZiRJSppmXaCxMQ3ra5IzWlYls+mYIi+47+Edat0wnozZWF+X2t616Sq6lc1cClGlMUWeo/OMTxl8I2ma4hLXGe8u0HMLt8Lx4I/zrQbxeRtjiCLJfnARqEQxWBO3zca5c6RpTrkYsZiOmc0mXYXAqiwxpulaSm3pVun+Sa8ijWJpncWRnx2lV2DfGyUFnajbGVyUUrQdUYWSSo7GdNlIK4O/HMbqTttZlpLmCVEs2m6amizLpUd2q67z7QKWrbZdGxk5bgSMMei6hkZ32p5OplStttOk6/6PBkPm2dExv2xe5AxHI+bz2ena1jXr6zI8vqwWzGZjinzAfQ/tUOua8WTOhs8hN8ZQVdL6LxeVL0QVU+QZOs9ZX5OHmnNL493p4pYnofen8oFE7/M2Rve07U5oe5s0zRks5iymOfPZtKfthaQDtnVjjmlbstdE2wWJT1A4rm3VPexaPS+1HXXHoqDTtr0LbYfh8YFAILCC3BMt76MP/yD2Nd9I/OxPsL+3y9TX3W4azcHBDerzaxQ+5UhfexTnZ3GPzr/hltv8t6lmMhnzaR94Hxfe8d3S3TZLP2DriVRt/pGCsq6ZLeYsSkV0JM+18WTKrKrJRxu+haAYDHI2Nta4vuu7jT71Kk1TJo3GzubopmFtuI41Wh7CfljtbN4eW0MSx5w7t83lq1eoqmrZbQYaVZN799Fbs3ejlJKuZZqSpnE3wEMpJZOzsqxzfUv3qFtWVtRaUzdSfGexEFcITnyUDkeaZ6ytS1ApLwZdbegkTYjjhDR1ZGlKVc6P+bfbVomz2rcoEtbX16SGM77b2uY6e59o2+Ju/YUSRDIkadRlRiRx5F0rELm7932+Uhwc7HWFn/b3dpn6utu60dw4OOT+nfsoMtF2WS2IdUKapKR+EMtpHI0nTKZjjNY88KqLGOs6l0U3Z2TbyvMt56qWGZ/yNOm0fTSZMm+1bS1xLNpe77TtetrOpISsnzFnbbghbsxW29Yxm0klzkY3JFHMue1tLl+7QlWWx7Sdpmk3AC3P8uPaTo5rO/XavlNswLE8B8e1PfXalpayaDvvtF0UA5QSl1w7B6XcY6dpW3o0zppO22vrI7IskziUNmjvltLWYv3E25Lxc1LbqgvGJt6lhVJ3pe17wng//vjjLMYfIb38Ufb2D6kWfgSfcxzu3+BaE+PMfWx4IRqfR2qm4y79T0aHxd0Nfjibsbe3z/3XrnPOSE2GLp2qS99Z/q1QaGuYlyU3Jo5pKfuwqCqIEwqlmM9nXL9+HeNkXr6oTW3zSoqU+KQtkutquwuvcFa6YYvFsn+X5znzmZTUTOOUwdqAQVGgVMQoHpGlbQqZBD+kwpkMkuj7/btJZu1yX47hnNTDVssRntPpjGefeRpjNPv7B5TVAusk/xwFUZF3/tkkTro88HZUpTUW6wy2N4JS9tTXanaqm3A4L2QKLnyXEe330UIUJWTZoEsVBIfRmkVZopTtou/KTzfV+Q9XhMcff4y6lgFPx7VtOdw/4Or6ZZy9n+FwiORZa+9WKI9ru6vqCIdHh+zt7WG15r4L9/vAYM+4nTg9Som2Z1UFk+kttD1nd/ca1sk5X2pbiFREnIrbUPvufZeiai3VYsGim3xUjPJ8PmMymZAmCYO1ode2+Mtv0nYSk8SxH0299Pu36arWqVOvu0wIoVF9bc9mPOO1fbB3UtuKqIjIvLbjOPUJE8r7siW2dmttS0yr1XZRDCR114GNIpzXtrIOFaVkWbF8mCIuyrLTtl+3Ndyn+fRvwz1hvJ94/CmO/vjbSJKENBt0gwhwjtf/znu5urlG9tCDbH36uyGOMVpLjeyP/wHjROpjx/6JHfun9lVbMj4aM58uvKHppePQxsXcUuz+5NkopjSGeS1Rdmst2UB824v5gmvXrlHVNevr69IaaNN+kAs7GAzQWU5d114M1tf8VpTlohODTBnl2Nvb503pI2xvbHNua5vhaEiWpl3tE5AsBQnoqu4GPo1bXXjrHH+48THecfjJ3RDm2WzOk+//+5SVlPRsmoYkSWmaxrfaBsu4gj9h1sn8hG3JzLqWwFRnsMG3XBJpnSgl18QHbxxtQHVZjjMvRgxHm2hdd+lyutEQxZimwqH9dXCoeOkXXxWeePwpjg4PTtG2ZCI9e+lpYuDh170OVIwxmvl8znhy1GWmxElMmiTEcYqKYHfvgPHRhLQNcvWNt79W7ei+LmIQRbgT2jbWknfannPt6nWqqmZ9Y+Om2EkURQwKKdnQpgy2KbdaN5TlvBd/E2O2t7fHoBiwubHFue0thqOh9JhVT9tGyqlKyYnoVtK+5TV3zlFXNWm6HOE5my547C+e6Glbn9B20ct4oksqqKvmhLb1sTTYOI68ti1K0Wk7UpGkP/SmbYvTtNN247WtULIPUYxuSmCZQEEc37W27wnj/dybvo7R770P5WKSJCNK5KlsrcXohumkpJzX3dM1iiLKRcmlS09z6SPfI+u6ZaaFc5bEOD5puAYXP0kyTcyyVRDFsQRA24EkNoLIMRyO2Nzc5IFqSOPrGE+nU7RvZWRpwc7WBUajEYeHh34Yse7m7suLggWOyE+XFvn6J/PFgkEhQY24rXftIFYxg8GAnc1zHGz8GmWe86bokWXuatvNTOQmvVOLs8vOOHHjOZ9q2P0wMvOK1pa6NlRlI/UdBhGmqrEKCW516Wbi3jBGUzcy7ZtE5SuskWHebYbQaDggSVMW87lMvtp2cRTg2nk5fcqUZJyhjeHK1Susb6yTZznTyQyltLROvEGw1vqgE933V4Iokh6RS0iSvKdtg9ENs8mCxbwSbfuMk7IsuXTpGZ5+6ilZ17lj2rZGtHrx4ifJXJW9EgRxJBP8thMctLnJw+GQzc0t1kZrp2o7TwfsbF9gtDbi8MYhs9kU00t5zQe5bK3TtqKs58wXcwbFgCROiNNlsak4ihkUA3bO7TAaSS53mw4IdPpMvLbvNIJaWq5wsshTq+00TTpta629tu0p2nbouuh9v9W2zLEq2q6k8WWM17Zcs+FwSJomJ7RN9wRwvRRN5XuI2hiuem1necFsPAVlUMp2MrbWdQP57oZ7wnhXVc16HBMn4vtpq8ZZFMpfdOMkIh8nKcbPOCG5qMtyrMvcYEnpSVM/c7M3+sYbMGdtNwFq68eS9VMGg4KiSEl9sXZjdDdcf31jjQv3n+fczg7nZud49NFHcb6rC9Iyr6qSDLz/LqUqayIVkeeFdOv8BRutrTEYSgW14XDE+ewbiJTiMfPTvCn6ej8gqbPiXbdLWlO3TpWUEWIWRS+l0jl0Y9nb32OxkNbc/v4N759TJGlGmmZsrK1h7Q2M0cRx1HVDZ9Mxdd2wmM6YTiZU5RyjGxSOOFIURcbQp14Vg4H3tUZEcSytRe+Waofz012ntleipXCXdVg/sXOSQJqozufalt2UFtvqxNnrSqbOE22rLo03wk+7FymsM0tta03TSDrbrbUNaZpLlo7XdvtwblvEgvfROolP3FHb953n3M45ts9t8/GPP4pzCmPE0C9mJUnWTjCceZ9wQ6Tinrbld0fr6wwGQxSK4WjIYDgkihRVVRMVke9hLTMturS5Vhu3FLeviBhFXb0j12p7vs/cT5Z8cHCjK5G71PZ6T9txz314RFM3zM+k7cKf85gohshPmiJnWeFcbwCZk/RPrcXHbS1Y46iqhiRxXtvezrWpy+7ulH1PGO9ysZDut9aoakHctE9wP5opVuzv7fPUU0+ytb1NFEtepszTtwzUdN3Fdhh8mw7n2hGWbS5s21JpHSjKB2dUVzWwPY1JEqGN+JmLopCUqeGAQZFzbmeH3d1rVKWIZjAYcORbPEmSUAwG0mKCTjAbG5IqOByOSNKkayF1BtrnSN/k2lUs81dvQ13XlIsSlOxPmqa+Me64evU6+/syQ9B0OqPR4tpJ0oRBXrC+vsl8NqNCCgJpf2PXpqKpa1/rWQbmSKA0RTd1N2RazleC8fNNRqhO4H36ftR2fkXpgiZ+xvBIiltFy0I96qZvrwaLRSkpZrpBVSVx0xZEarUdsbe3R/Zkyva5c0RRzKKcdXNQyrryPwfLFrX3iTiO14F2bT0ZtdR2m1scR63BWGq7MTFKKYoi99oW3/Tezg67169RiXucwaCg9gN2El8k7WZtbwDSQk2StJdz3sZLpNEUnchmlU7ZGbXt/fWttpGzwdWr19i7jbbX1je8ti1xFNHUkobrjKOpG5q69NqWIOxS2zKzT3vcRkvPX7Qt6ZXLfmDPUeXdsFEcSSllH5SUwL9vmfdiBH1bdFbuCeO9KEsee81/ThzHvP6pX5DEeHy02/tBq6rkcPzDXHzz1zJaGzJflMd8yD2ddt/tpVouh2n7dZc58suTZbSmriuqapnyLyVNJYiTJMmxbtp9953n6pUNJn4T585tY/c+yKHv5ua5RK3F6FniKGZrS3Js40RcN2me8CQ/w9CNyOOM15qvap1wN/u/vG/+duhG8++Gf4pzlo3NLfIs41OvvhaD4cYHf4jLzz3Xnc82bz1OZGRpMRiIAdW1BDd999pqh2karG/diS87pShSZqYd+bnsJaDEfxmrSASO6vyK/QBQa7TlBkm6eTvjJCJJIhTmxOhaP8J0hXzeZVmiTUOjNaZpupF0om1xKVXVgqPxIRdffZHh2pDFomRxTNutYKE13O15cE4Muuu5Tpa3QV/bUgyqrd8Nrb9Zgu9JmmA7bcdcuHCBq5c3j2l7b3+/a+TkeUaaJuJesDIgZ6ntBK0b0jT1LoyGOM79CEk/PO6UB/qdXCdaSzzAWdvFtrQfSLS7u8+zx7Sd+n3x2h4OxHWjlde276loi26arlcu93lMUWTMTNMlJshn0toXbfuRpP4J2tb6aYnjWDKzkmSp7bjVtkJhl/aoPX61gj7vuq4wje78X1FbnAbv71MKrQ2/9YZ3MCwu8TmP5VjnqPf/5TFj0D7pjxl0B9eHDWp/2QpopdKt4EUzmU1odI27tpwIQRuLiiSw1qYwtQNF8jxnMBhQ+yHvaZowu/j5qPE/p6kr6rpCKbmBsyRj59xO1/rP4kxaKHEiXeo4JoqkytxJIye7fLaLOhoN+UL3LnCODxaPsSgXvD/+fY5uTNioquMPMJR0gZMUcJ1rQorCL/3YDQ1laZnNZxwdHlEUKXmekyUpCxVxspClW1oXojjyg07aQlZuGSyKxJBICtqcPM+w1jKdTlnfKEji4zN09jydZzoX9wJVXWG0xiaWNIq8wW61LSP9tbZMpwueffYKcSxxgbpuTtE2N2lbTqXtKXuZJthPFZzOpjS6Ic+zzo9tTmhbspE0xmqKPGcwHEiaHXRZQ0rhtV32tJ2ys9PXdu61LTEe0XYkg89O0fZZK4YOR0MGgwGtltraKkfjMVVVntC2uJbSJJXHhZHCaO2EB22qYqM0VVkyn885OjykKDLyvCBNEiIV07cavmsvzWYlLt22mmEbvO1rGyQleD6bkeUZ1jqm0wlrGwPSuLVB9H5hBasKpklKhAQ52hNB++qkc6F8a06piPm1X6Oum16x8z4KfJEZ5d0gr65zruU5G+visrhw36uo64XcVF2NEz8iy1rm80Xnv4vihGIQ+9ampALGUUSjtXeNFIzHchH2D/ap1x8EKxft8PBQWiBJymg0YmNzg6yQYEnis2OKIpebOIqI44jL8S9ysfob3YOL9tjPeC7bGTkA3r7/Rnb39njud/53/uC+1/PJk0n3DCgGAy5evIizfvSqlZiC0TJaMvYpXQDlvGQ2mzKdjNFNRTTIfAaJIkpS8Uu3942Vcy/uGp+73U0ofLzV3Em3dXfhjZrxBaj6plt5advVKgjbajuJZLLo49pWEtdRUqZVqYj5fOEzlY4N+PavS/eaiuSfGKKCjXVxWVy4cD91vUDrfqrq0ricpu1ISd2Qm7RdFIy9Mdrf35dp0KyjabTXtu5pe5PM1+KRzK+Yoii6YGscxz6O0lbP6/pSZ/YUtMcN4tufz+Y8+9xlLl++zGw277Ql2n411iqvZ03TyEPUWSlV0ebRL+Yls9nMa7vuaTvqtN1WsbS+CFWSJji8e1UtGyunDt1Xx02zNd20Dcsmj+pt/y7UfU8Y7yiKIbY3GW/rLJGTNJxudmel0Np2EfN+UK87F+Cjv3j3A2xvbfLqixcBKQLz3HPPUKuy+07kBxoYo0l6Z0VyUjOMaY7la0bemLSZJiBV2uLNGJUmTKea/b096romz3NGa2tkedYZxCRJSFK5Qaw3eJ2olTfc1nb7xi0M+GleMudrot+4sc+1q9fZ3dtlP96WXG/f6kqzjHM7O1SVYT6bUi2abtIIFUW+5bD0ubb53Vkq/u12IoEk8X/7vTA+c6DNCTeNDNjwMWHvrjo+mKgLZLY/dsxl1HMdrJi/G/y1i+NTtC2+Xwed20n5HmbTtPVHTtP2spu+1PYGn/TqVwOi7cvPPYNSFe1wcuVnH2qHirdkmQTzltpe7o/DLUsPA+PxEWvrmyRpynQ6Zn9v/5i20yw7FvdI0tRr2/Z6ArKtY+VWlfiPzypu6yx15bV97Tp7e3vs7x9IWQHvYk2zjO2dHapKn6Lt5QNA9uV22k46tx+0xlUG3Tgr7pYkSnwvyC0NeUvvnnatR8DZ7pj6xcOeD6sTtg8EAoFAxz3R8m7Tm5YxGf9Eoh3y3fcTnvRde449vPxoqV6hmO2tzW5UV5am3DjYwxiNtRpw5HneDWNe39TdttM0xTp8Prf4wIyfzME5R5LE3ZN8Pp/x6ukHOfLTOd04PCRSEetr6xRFTmMMiZXgvMYAACAASURBVBO/YJzk5HlBkqZSHMoYCSD1Wpq290Ruh8+eBW0Mk/GEp97/nezv77Moa8wF52fIbgfIpOSDAm3KLmMhYpmaiZ/GDSSwmOcFw2JAFEmFudin8Cnv8+5qpWu6wK7RmtoasnTod92d4vNU/nJLS7KtkyztEnUsc0iyFNSZz8O9QHe8rdunc8vK/J1t87LvJut9278cP95lyV055+e2NslT6dGlScqNg/3Odw0ysbDy2u4Xd0rSFOckELjUtqGdoqtfAG4+n7G9fY78mLaVaHtQoI0h9fsTJwl5nntt25622xGTy4lRoghcb+j8nTBe24899hh7+3uUZYOxjtzPwQmSylgMcnw2oPRse9puS1WABBbzPPfabu3AUtvy/XbicieBUK9tYy1ZGnW9cZHw8flV+zGKtr59p4CetpdlDc50GoB7xHjXVY21ukvnW86K4TAOlHOdiCRzZNkFvxkx7l1PU2a45WKdY/2MJRd3Cu57Q8TvXX+MK1eu8IT7MH8t/StcKX4ZYyzroy/m2kO/BMDWx78ErKVIczbWNqTWtzHUVcXm1iYbG5vk+XUA9veus7khpVzzvACnZD5Ln0o1Ho+7i5ll4h+s65qqrnHO+dFaKR/ZHvDWg3l3RJG6teE+bakxhqOjI/b3j9jdP5TaxMZIjZHUlySNZNaUqZsBljTLSKKEJEnRVtwrSeviaYxUTGSNNJEnbFslrapryuzzSb3gs/q3u1FnCnGdWJ/R0F2ek9fLOV9CM8Y5Or8oHD/sZZb76lDVNdaXSlBZdmzGF+Msyim6U+PoSukev9zHT1oXam9911HEaCS5yJ/06gewRnPp0tNcuXKZ2XTMA/c9QJJkXT54mxOufV32Is3ZWG+1bb22N9jY3CTf7Wl7cwul6Gk7EW1rw3h81NO2aEy0XfW0reBETW51O8N9ymKjDUdj0fbe/lGXr722vkaWtrPXx6RZjnVzHI40S0mjhCRJ0Faj4rjzeSeNIStyHKOetiOv7Yayrki9+yjL884fDhHW6mNBYdeLU/SbmF1pA69t+eDmRkh/TOxZuCeMd5al4OLj+dks54FTShEd+6x/ilpuPmgF4hhSMqN1mxVS1zXn79+hGX6IKhlzf/0q3vrwp/I5o8+Rm+dtFufeBYD57LZ2L1wd/WpX0tRYx2QypWxqdDssdzbj2rVrxHFMWZY4P6tJmmasr2+wubHZ5YwaY5jPZlzfeBsX6g900X6Q1qUUgffHcZeTDzSN5sYHfpDZfP7/s/dmsbZk533fbw1VtfcZ7tQTRXEQKQ4iu01xlEhKImVbthEEjgILCiJHkQInjoE4SB7ykARBnDz5NW8BlABBEBiwLcNJnACBZEuROIpqziLZzeZMdje7+873nLOHqlpDHr5vrap9zm3qXsoSzw16Ad19+9x99q696l/f+ob/9/90srfkLyU3KQ/WdrPl1q1bXH3pRYZhYH+5xBi0sWAU/Qrd3tLFl3Om3/Yq4GNJybD2f43xZKToKB0S6dqAMX4GTqMNOOpRlzqDkQPEN0ucfQ1tK5rQP/aqV+FaSwoDqY7LlQdL8PDglCy7pgHvZoXK+dAEiTZtmuiDsv70h1ioZfKaYRQOPgi2H3n0IY7XMsXpYH+Px//SE+zv7U0zFYt8r+Z6jTXKhpDnTbC9YjucwvaLL+Kcn2E70jQNhxcucPHipWm8WpRiYtCGmF1sgzGuQsPeZxQ1hsC1q9dZrUUgKyNR5P7B/gzbPbdv3eTqSy8yVmwbxXZQbGfdg1hJC/12wDdyIKVkWG8N45gmbNtI20ascZQBC4BSNXejJGtUm7zZ49Wv/vGK7Ve96lX41pDCQGSSfy31ufvxTM6F8d5bLmm8ZRhGMW7VeFvqENvaWpsr3fnunMhZCIMIKI3jyO2j21y/Vkj8x1y4cIHebWjblgv7Sx559FEODvb1E6aVswBmu93w7FonkLQtYOn7LZv1VppiEKN5fHyEc76GiZJakYadbtHVdINVjmq/3RLGQONKd6lwnXe40/exhAu74ubNm/T9FozQAff29unGZfWAU8qsjk9UwTGzv+jIUYowpchURaFm+50rzVL+ycYQMaT6cLrJc9x1m6dC2+xeGWtwzrC3twAyyRouXLpA328ZwlDD6/JZ91ONPw9rb7lQbIfKuoHZNKdSRAMmbJ8On2cFtjm2U2QMI7eP7nD9+jVAsH14QfavYPvRR6Xt/fSq2N5suHN8TEthGBm2fS/zJnewfYxz7hS2pTDZdp0UplH6Ywxst1u6tp1hu4wL+zNge7Xixs0b9H2v2G7YW+6xWIo6IEBKG06OT1gptvcWC1JMhDFoE84c21OxWJMrlQeSMUQzw3ZJPU12W/dxSgfW9nhE78c7ox2aMkziwqVDkZYIww7PW95vGs59L+tcGO+29TIGzDkFT/FS0K6nwoAw1SuVUGb6snPh+DqvMovM5o0b1/jOZ5/n2WdlNubNG9e5cOEiL/zMi0J1Wlxgu91gnME7mVRTnx4jXN2Xrl3j+uY6jz7yCIvDQ7wXQ0eSlATAzUvvpTn54o6nCiL5KKp6k4CTtUZobykDqUZRr0u/hru1/aHyuiklTlYrrl+/xu2jO6ScWXQLlnv7XLh4CXfyPCEUYfkA2ZKiTLhHjUkaI1iRCvAaLnrvRVnQe4wzxZJjDDQLQ24NTauvjZPHXR6S6nXOWSV6veM41PtcZl0KU0XHrVW6JBMmfsjq/I9iNW3Dsi3e3JQPLYyLlNIpbNsaptdj6wy2pRV9s91w48Z1rl6/fgbb1oq07P5SsW0F2xL5Tdjqe8H26uSYRx95lMXhwYTtOGE7IwZcehzyGWybu2G7RMmm0PyUMfZDJL5SSqxOVly7cY07R3dIOVVs7x8cYJ2vjTYxRkwWPSPBtsgwpDGARbEtps856elI3mOcrX6JMYZmachphu3WTx53MfhatyiOc1kxJe2S3RBTVDEr+b0ySrDU44yK/Ny1v+MHrHNhvK/fvI3RouEjIdQGGUPGWwvOgLEainj2Fh2xKaHLlPcr7dVBc3spJa5ev8qNf/Z3OY6/Pptubdlue27duoWzhhgGnj5+muVyyZXLV3jNa15bh/oaY+g3G154/jm6p59h8zf2uXzlMpvNiqYxvOqxR2ojw5dOYm1tnyunNU3DctFpwVR+No6jgGwhmsJ3HvoZ7gDX/Vf42eMnfqhZlJvthueee5Zv/b//NdvNlv2DA/YPLrBY7rF/cIGhF+EdoObqiveXkmiVY8TDcKda3p21RCft0CnqweTAHiQMsdqDtJJDwXpH61uR3MxBQ/LJewHYbjfKKe7qNaWcVNdjg9FWZrkP8t9hHAlxtyh0ntcNxXbbtSzaFu+maMZbA84jY8cE2zbPsS2r8KSNtZq3llD/2vVr3PzkLTB2Eh7Dstn2DP3xhO1nBNuXL1/htT/+Wpmag3id/XbD97//HKujIw4PDk5h+9GK7eefe1axbe6C7QVtM5mSYuStkany0o4+kFKS/3+5YcI/YG03G559/lm+9szXFduH7B0cslju0zSuikmBpKaM8VW/W7CtdFuLKjwWbEtznKQpzQzbCbufMGaGbRPJWTjszjd415By0OJxVmwLNvvtljFEvG/1mvJUxFdsl/qHUDPvH9vnwniHMArTIGdiSGVSlPBPpYKA1e7LMI6MvRDudwFuCLZIPmZtvW5IGIYxMsYwjShiGv81psitfJtnn/nvabzn2sE+165crhxX5xyb9Ybff+xX+UvHR7z+09+Gr98m3LqF944XfmKfk5UMWHj4+GsTVxuVmE3TQdK0TfUOQgzkLMbJ43jf0eOTJvl9TBJPyukG+N5H/1teeP45xhC48tBDXLh4Cd9KN+o4inZDDdtVytNYi9X/327XxBhx1u0MWc01MjA1p5dzhggmG2yy9ZpNklFTOSV8K3rGJydHjGPEkWkaxzRLNKs4faiC/jFFUpSmIWOgDDa2xjKGkRAzrlnwoKzCL85kGusxGirHGBTbBus9rrGKbWmUOm28gy1RTMI6Kb4lLMMoCnVnsB0j4yDY3vQ9jffsH+zz4gsv7GB7vV5z9aWrxDDy0tWX2A49t27dpvHSEHeykuER1rmdwQRWueMhjHfBdqoqn975OiqtFu7ucaUknG6Ab37rWzz3/POEMHLloYc5vHiRpu2IOTP2W3wzqyukRAgBYx1WjbdgO+Cs3x0gTJZ0lvqBlREUDWYw2DzDdgNYHX/WNrTdkpPjI8ZxxFZsa8o3iXNWsJ1TJqYww/bs/hpxWO4X2+fCeDv1KMYQGMJIKnnZGGTWopX5zTknxjEwDKPobtjZjMMSmmnGqukWOG9xTUs2CdN7chimD9XoJ6es8pEiI9kPI3eOjieAW+kKWx2s2Wx6rl27wWqzpd/29NsNz7pl9WatMcScEM13DatS0ukxQb1pubmd6Ug50bYdTWpobLMjxv5ygaVEafLQpxhZbza8+NKLADz//PPcunUbYywXL19ib/+AnGGz2TD0W1IQGVKQFuf2YF8aKVQfIoxFx6VR2qR+5iyXB0UFTR7+peto8HWgu89GUzABYyQXOtzKqq6YSdlXhkChDqbcY10j1xEkL+mcNvro9KPopLMvW1dpcQ/CchoJTtjW9McOtg3WF2wPorthTW3CKFgqqdamEz0a13Rkk4TNchrbyH07je2jo+MqS1yeu+12S06Ja9euq2ZQz7DdkMmnsJ1ncxyNSjYLJXEeKXbG0Kgz1rSi77MzaOAHgLtIvqYUWa/n2P4+t2/dUmxfZG//ULRYFNvWLqteyTAMHFRsB0ljjhMzxFhTcxyn0xSly9E6I9hOvt4Hl1WSV8WrmrZjGJOqKybyGWyj2JZipWA7KLZtxXZyModWsN1wr+tcGO+uadmmLWOM9MNAVCAIIUdOwtLvF2NijMLiMMngKhAmcFvAe/EyvZN8o4uOSdI6UyZkW+dp2pb9g0OMsQzjwMff+h5+5kuflHc1FmPgnV/8HwkxcXR0TEyZp9/3X/Ca3//vuHl9W+UnSw5MuOOTxsQwihpaCGMNlRZLUWVbLRf85Prf32GXlDWV6mZlujypDg7jyK1bN3n2Y/8AEH1mGarg6RYyXiqGkTgORE3TlNCy73uuPHSF5XKP7XYj3pK2pVsdOVZYCSnNRXSyChrJg3AwfkKr9Qra0k2XkuZBnQA3JhJp/k30cJMcpcs6rTxE0LDXWkuJIlNO4plYU9NqD8LqmkacjhjZDgONenFW/yFnrB6Nu9imCrSBFtYo2Ba6mXOezln6fkM+jW07x/YFjDEM48Bms8a5Ca+SebTKnz4hJkl1nJys6bebM9gWHrjm4HNmGEfFdphhW9Q0x3Gso8XuBdxVEdTCMIzcunWLb3/720DBdlBsi8ZKCpGk2E5NU5UCh35L+9BlFsulDsiOs54FW7upQXLTVZGRIkSXaYxhf7HY4dPnLLWGnJLWrwq2o2J7+mKC7azYnklS54wx7i7YTjgrtaV7XefCeFsjXlwBbvGmneajirwiKDjzxHMtNmUujWQNuJzxevondOrHTuFs/npbR6iZYIgh8Y3X/AognNW27Xj9t/+xGCYM4xh54utPMf7Y3+IdY6jeyUcfu8b+ix+XQ93kmgo6OjrihRe+T9s2XLwkE7bTj//nov8xfvpl68s7eJ95Cp+99DTvvf021us1J1/+H+p3We4tCbHoQYdqCJ1BQRYmbrBRY6ka495aBqSpoxQvN1vR/u77XjWlISVp4Y7KOAjjOHF4KaUbJg1rZ9lbdLReDkFrp6amotJGpk4jqd99RsUq3zvpGKuue3DSJkXkawxS/Es72J72BE5je6ZtI3+r75dxOSm2E/lUoSvr/StbaXV+oinYjolxlPvatq1MrG9cxXYYA6OL7B1coF3s0W8F26uTO2TGiu1csX2HF76v2L4o2D48vCBNP2kaOHBm7RCRJmyHMOKbhvV6za3bt2v0t7e3FB3/UXjqxRBaSzWgefady8/IopmUKrZRbEsfxdBvKwMlJ2bYzthxmPG6p6/incM1ohS4XCxovNP7OM2qnGO78sDLVze7Jducs/C/DXSL7uWgdGa90h7/ynplvbJeWQ/gOhee91iqrEotKhS1xULy1rLktGq7lr39JSl1uzTijLIUBnIMjMOIdT1Yj1Hyfs2PY9UxnriZKSeRL1SifCjiQLnMsBOOaspT2sC7hpwdwyChZZq9Z1FLyzmz3facrNYMw0j/6H8CwIEOQP1Bc/vmkWXJpX3hkW/UELl+7zo1O0p6IiX67VZCsCzDh0NMOvVdfm8YA1U/2EzNOWU/xMuZ5niK4mJmHCKr1RZIOg5L9qZ4lNaU4QotOQujxFq5b+Vex2Gcrr/86zSFuxaQyveUfe3aljD2L7Nj529JkXVKF3nF82LRzYSfJmw7S+XZlyXYDorteArbi9k7CLa5C7btLGMViqibhv7O+Rm2E20ubeCOwU7YLk0+khKU/xdsrxiGgcVCujy7GbbvBdxTnriagPrnwr4Yg9LrUmLYbmuOPYyCbes8vtHopNTDdN5rIQ1M2I6nsC257nFIrFYbIFdsT30NSLrDWZwXiYB+u65yEZlMGMealizZ+1KfmuU974Jtqee1bVsHoNzLOhfGO5bxRky5PaACZC7ZmnISwoNlh0PslKNpgyUEwxgjdgy4NuGzFAgKt9Nai/MNdbRYVuaDncvDTpNJSldlSkIFrHrIOr4rqVKbQXPkZcqT3iAxpj03b97EHB0B0lXatt3LKgbWwiTSRl0KOYZJ/a1whYuOcqEfSoohkUzJ1aGpJ4d1hVuqgNRBx/Jd1HjrgTAowGNMhJB0IKuVKr6RCSEimTmlpELMpDCy7Ucwa1HTM8I0KLrdZfJQrvKueTLisx2Y/ywjKYiDC4cvbxDO4QpVq0VWNbKmTCuXn7ry/wawU70EqDljq6P/drGN3otT2O77ei8F29NzVO5Vuiu2xZkI+lkV20ZTW0WpQe/LHNsXL8owhrZplGFiqxOzs/IsVaJOW0mTTXz+rM/eWWyXoinIoSL4sti0q0mC5Qdge2LGhBBPYVuGODjraicsAFEcob4PsNrUIqx1jjBKx3SvqcYy0YiyVXfFdkG/wRoU2/cO7nNhvAsNreSLSjEhjIGoBTLvPCll+n5gs+013zUJInVtMxk2I5sXUiYmg0mGi+1vQ6PFF0Q/2donEDdWjvs881jqpWn3W5HTTCmRvIPj32NrPsAwDEJ1BN737Y4YPlRP0m9c+hgAP/nslv2bd2if2/LtS1KAiTHw8COP4Dqnh8iplSfZzM9e/irvvvVWrLW88/qbePLiU2y3WzbrtYrQF887VC8m6+R6U4tXpWhUPGRbD8ak1KoQQj3MxjHSr7W7bhgZhp4QAvt7h+zt7SPSlo6UDSlTm3+ESy5snJQyTdtycLjHc2/6Dfp+5PJzv8VmLfSzFCVn+3LdhMzuA8Yov9ZXWdsHZRlrUOHTek/DOCq2E955us7S90OlzUpBS/a0a1t1DIxiOyu2LSYZjPU07cRSMtaxsWsoeV5mnnjOk3OktYddbOvkqu2WYRyql26tkcnpiu2CM2uFY/7iiy9Voxlj4JFHHqHxrRY2d/ejcK9hEnyz1mprfiL0W9abNdt+O3ud1mdmOX5jpzF68wrJXIJ2wvZYHZ4whortMAz6DL8ctoWxA3fDdsPB4T4Zy9APrI5XrGfYVsN26uyaOsDrT4z2UvhGJWjvbZ0P442ODfKGz73rQ7XN9uee/hTOe3nArXZUZg0Nbd7xvFNi6qoCkjGECC+d/BrNsODK8h9NmjhGATQDcykWCbNiYlfMp3Mb68lpEE7mOJKaRMqzTilr8U1T3+/Nd36Brx78gTy8evg8+rv/DQAHD13hkde+lhv/9n8AlAcrqSEzfP7K1+oDMipPnCw6Fnfu3OK7H/mvuH37Duv1phozYyZN8vXxEYcHh7iuq80DMcYq8NV23VRkVIDHGMFYxph4+tFf5kK1qoZtTjz6rX+Ebyw+WDabntXNlTZjTANd+23P0I9VhD/GzLde+ytw4zoGw+3Xd7z6GQH482/+dZxreMN3f7vyf0sGRf6cq0GwViYOtW1HmLIu534ZA844rDfEMGlq5Ixiu9yTObY5he2M0YKtxcgE9AibbaZJCd/ke8C2tuPnNLGIYlTPtsFYp7RWSSmIrtDEojAaaRlNBY7jIN6qOgYpZb7//e8DMoas77e84SfeyBzbxXkoSoMg2C7OyzgO3Llzm6tXX+L27Tts1luJqNFIJUnvx/r4iAsHB7huQXKGoiE0x3ahDGdNmUhB0DDGxPHRCeZ4JfcBiWxHa3CNwQc3w3bSwn5pvOnpexGRs9apiNd21ymaFeOd87RN9wOwXX7Ha1Pc/WH7XBjvN33vt7HOMYTAC49/oKYlmrbFeIcJdhZqTVoEZVgtKIshp5kXq/QrHIaGlI3watEqrRrn+RAE4XBKcvDN3/8/5LU6ygmnJ3wsucEA23/FNx/L9DoU9drhu7h86zPy6fqw5SQDTlerlSj5aT5QokVTXxvjWKvc3je88/qb66Hx5OGXiTFy4/ZNbnzuH/LUa98O33tOKuLWUaJy37T4tiUNGeM8rm3xTUsKcdI00TBYPPaR1ckx46ATzpuWIUrXY+p7DstD7izBWMYQOT4+IoyRzbpX2pmj7aaoqYjZizfhqpRBSAlnDevHfpaXzEOytzHRNoYLhy3euSpelTV8L/cHwDhPiJmT+GvkfO8V+R/1WjRNxXay6S7YDqewXRgo00QkwbY6KxRam6nYtnnAKAgsZsI2Bdslrytj7pZ7onNSsW2sYlsOFxnYkEhxZNQOyzmbo6QuyHfHdirlq/LaNBLDhO3CfgGqIb998yYvvfQiN25eZ7PaSJrM2lPYHmfY7nBNKwOBq8dfor+enIJie5Q8ddMwxMgYIm3fc6hRTXKOaAwr5zg5Pq7YXm82eOdou/YUtiVVUrDdD1tVQjU0zhFDiWYMbWO5cNiItISmqHLWFO/MeBdsG5PvaRBzWefCeHtrcd7JpBcVrgFAaVamMTOBIsBY4QPq6QbCeXVGmyKCeMPJdHg8vtHCSeFzFiEg9UhgMhpZ9cOLZKSAW4Myi0YAync1GW8h2OJNRZX/1Dyn5hhDjOS+l6HEWtRZLPdY7u3VwqB4MyMhDCwWe9h28ozlgUpKOXyRF5sr/Njt2ywWC/b29qpB6KxnOwyMYRTt4qbF+qZ29SUtdgFs1ms2ObLZbDAG2kaKLjElEpLbO9biiWk8SYWHtpuN5AaRCfNN43E6jgtkbmBJaVlXoiXN3VpL17rK00454Zxh0TmcURGyrPdVC7lVdc7AJgaIAzmfC9je0/IqNSAe5rxRRb9jIxFZzRAZq0qYtnrTgm1zBttoZyZQDXa2EphPlb9MmRRTct5FfW/CNmCdYjvfFdthFE2TpPWpXLEdyL04ERO2lyz39gXbQboLxzASxoHFco+27WY56zm2X+DmzRsk5Zov95b1+W6txw8DYxgwzmKbBus9dhZFjIrXCdsyGq1tGjIQUiKTCMFyNCq2vSd2ixm2xTZ4TROdxXbawXbfb+p97hrHUObv5oSv2DakZM5ge46FbQzEOMB9YPtcPQUlbVBTFiGK8I01JFu8ZINxVmeAGkofWjby865taLNKPWbHEDPGBT73zg9CEsP13j/5OJCrJkFK05+l+WTm8elhIg+XFDTIUuTwNqv+x0wnwVnVO8in4yTIVEO7XC7puo63PPtqNs2a55rfJqbA5eN/k++5f8p+e1AJ+++4+jeJJtL3PevVmqGXLlMZekCt8scMzWbDdlbJT6VgEyPjOGmb9Nstw7AlhiADJYyhHwf++IkPYqzltX3k29r0sLCZfbNgNL+JGf5nurZhuWhoG5mQXXiyIB4S2hqNhpyh5kdRr6vkZzXyiIkhi3iPteLVGApvtlawMDFihhHsvVfkz8c6lcJAcr2CbUuyksMWbGudxYD0FRdsO7rWK7aTKG6ajHVBHYapniOfdy/YNjtaM8ZaxXZQbDsKtmNKEBKiU5MriULzNDAr5C+WS7quZbPZSGrFWGIInKxOKHNNvZP3Fc88su17VqsNQx9IWRlneUm7FDZNykaxreZV89pl0MNc8rnfbmbY9hXbUa9lSInvqKHvDOwbiZBO1iczbEsKdBfbzQzbbobtXOflzh1PyHfBtldsz8axFWzHRL4PbJ8L410OoKQdSdV4DyM5G5KBZCW39a4vfAR34LCtaAX0d7RjcO0gyWustsBa61k2vwXZMPY/X0E6bDdSZBvHqvE76klMFu3rUiwyyWLLQ6QPYFQqXvKQ0q5ew1QokYdF5uC1WNdIC60mddbrFTduXOMLr/8krz76CovFkpwzz6/+Jw7tgRQwlhLefv7KM7zj2ptYr9ccn5yISlkue5XoljrlPUjxq/WexnvCMLINMjx4vTrh+Phkp6DpnCMpBU0GQugBiuXF/e9xYf0wIIyJoFRChoHGS9jvm1YKLDmLZQasbXAlPWAk5/1TL/4LvvW6X63snlKESimx7Qdu3jnWaCXjnWW5aDncX1IaRwQjhjW/iTMZajfb+V8TtpMK8cv99xjFthFsO0Mi0+xZbAsxjfR3xNkQbKPYthXbvulB5ylWA4wc2EHZGbvYlvsiE3bApKkFf8K2aLYnD96xM0TjNLZdxbZXbMsSbF/HWcNyuWSxWJJy5s7RHWKKim0xPUnTMev1mpOT4/rcFcrrQgd2DzvYdozDwCZsWK9WrFcnDENDmc+Z9SBJSh0u2E454UqKRa81KFsrhpHxDLbFWO9iO2OdCImFmDg4OGQY+ortuIPtkZt3Tig66YLtrmKbim1ht5iUifeB7XNivCdqlHRECgzGGDEMslnosAaTaRcNft8yxoF+I6dtGhNkaXmntPLGwB8//gHe88WPSe5On6RhGLSAIx5yGAe2m1XNfW/XDZpP9AAAIABJREFUa7ZrKWjU7jTNpaeYVL40kRpHCAtqr9NM6Ld4WdZavvyu/5SmaWl84v1f/18BWNsPcr3f48ZLP0YzfIS2bclZ2u9XJye0TUenHN476yOe+8Q/4M4LL2q+bfJaijgQQAwyGNlay2a95mS1Fo97GBnDWOlWIIJJKU7aximlWneR/04MGOtF5Ms6T9SHvPEe13QaieRqZEX9cdLC+OZrf5Xri6uYEPCuwWJ403O/rfdBONCBwqVPjCERVsJRXy5M5fyjxkKEtO49L/ijXjvYZqKdTdh24mEbCy7TLlrFtplh25zCtiHGUO974drDrDip6bsQBvImztImU0fnLraVXpp0fGDjoZvLx+4am5wlbea9o2kaGpeqVMVmteG6uYk1WRQHdXTa0dERq5PjXWwfHXHz5g1uXr9Ri6LCyU472E4h1TrX+i7YLvxtOI1to86Cymfov0qayinLwzivBWOzg+2SHpIv7rAmVqZW3/es1U4UbC8Xmm61ki4NsagHZoaQCCvJpS8Xnah4MhWv7X1i+3wY78JFzUUASXO0JhNMxhnVNtE8nvWWpvXkGLFlA5zB5l1FvkqBikWEvRjZVDmamaTVaikcpVzayAvPu7BANEdXW8oz0TKb9A1ZFV+r9oMxmjODxkPXThNExnFktdpwfHTC3nCMMYYQRvptz6pxXLx4kU69jptHN9h/6SURt9dZm+iehRhUdF7ofcMwkIH1ZlNZKqXtOIzDpCmdM8vlkqZpGYaBk5MTzdNrpdxOhtO7onUsD3AVGdL3dTOt6mHs6RqL8Y14liX60NxhynnSq541/xhrMQlilrb+dd/jvasSqjlDjpEcYvWEHoS1g+2cyToFKJpMMCi2sxbTM9YbfOvI0WOVtncW27lqZZT7ULGtRWzBqzBLoubAU5ZUntFGrV1s51lLeSZawzhOhqSm0KsR/8HYXq825BQYh4CxQvvtt1vF9qXqUd+4cYOrV6+y2W7ouq46VllZU6vjI31PyWlnMpsdbFOvuaSOBNuLs9iG+kz6qqyo1NNaHJ4OW6Ex2hm2B9rG0HhTG/Kcb7CWyglvyj1LYvhDxbbsdR8C637QgmdbrzfHRAqRfB/YfnCeglfWK+uV9cp6ZdV1LjzvlBM5lsLKlCfECD/6c+/+cPUOarNBApNdlbdEp0LP1fDEP5g8xamwLrMTCz3KqFJdzpoHtLYOYxDa2ywkVS+m8DTHECbe7CLV8NgYgzOW40t/h9ZEDCPGNKc8+swYE9f3f5O9a7/FZrMmp4hzlhs3rtf837U1PLzZytQPL2OqiiMUQuR3v34IQN8PYPb54GPPMw6D8rbldTGOMrVG6wnOOa489BCL5R5Hd45YrdfkEkUoVW1vbw+g0vhCEH118UwSw9AzjAPdYlkbGVarEziQmYG4hjc8+88Iw8Dzb/x3iWHQCUfl9sr9xZZ9TvWuhZAJOsABxIMN/SCt9f5cwPaelmAbdhgllO/uakQjjRuau85SiK/t87bUcEy9f4WtUDzFSlywjrZtZPBImmM7i/dHptG02y62ExDkGjRyHMM4Ybt47nr/SzHZFmwzYTtpoTSEhAviMW82G8W2EWxriuP6tatsNpuK7WHQZhpEAO3o1i1ABjkXtcRxGGfYFpptTnGGbc/lhx5iudxXbG9IY9C0SMH2sr52Ss/k6nWHYZhhW651tVpxcLAUEoNraLqOS5evQBo1Z95jdrAtZAuhF04sghCSFqj1RxliPxCGEXMf2D4XT0GOiag5rnd//iO1am1UTlLYIYbPvesXhNuMpXFLvDUMjQBmYzeSIhmThNcZYs51EIJITU5hYMmL5Vw0TzSFQt65tnlFvpDzcVK0NMaqUZvGL5XUAxT5Sadi8FuGMYiBBezt38Uv9/jAsOGL+z9LQopFMQTGMfGd73wH873vAXD9oudt6NRuIzMpvW80j95A0YaIkaBG1RmLtZKGD1na2zfrTc17LpZLoUNmdgqIVmlMmcTj1/8FAOMgTJUQAmOOlbEwF+cvxiOD5mblu7fe4g286dl/yjj0PP+W91FmDTZtQ+cbfLugTJqvLIkYaPw83whXLvzv8nnGAv/wh4XbX+gSbEszTGbKtRqMFnWnPHIiY3E0doE3yxm2t4rtrNjOoq1NSUlNHo9BMa+KepPaI5zt7DOVSZWzcvWdV6qgaKnXsXmVbii/6+xZbJdBvdZ3NE3Hcm8fYw1pGImq/T2Oie98+zsY+11A2LsHBxcU25amEQlXwXZb2VHESEiBbC3OiNRDxXZMhGGoh8dyuaRtO60JCRukYBsjB9XFSxcBGAeh6vb9hpSnPPlUBM6nsD31mDTe4Q2YBKNJxHFKZAi2W3zbYbBMVOQ5tsuNsPi9BW65UGzf2zoXxrvkuCDjndvpUjJOhwIocCSTl4hZNLNrzptMDgEbE37UAalmqpC/+4sfneQarcUauSldYzk8aOhaQz+oVgIzDiaab52dqMZabClApTzp8qr4T5bEt/BzfYPwv+VYmCZtCN0wb3uOfuef89b9f4uDvudr77hACCP7N36rGtVxLwr4U8RYT7dYcvnyZSkKlu5LUC/JSFXc21lxVR7aECdWQkyJvu+xZlQ2wtQJl7MCqDT2IOI/hfKnfwkzj2/uVRYDkbNIG5ASNqkBy5MWS9O1dMslXbcEykg2HRIQAmHYMEY97IAvvOcv894/+Tj5Qcr2VWyDd5JvBbG1O9hGDPqEbTvlvCu2s2JbmjmCU3yzW1a0JmMsdNZyuN8QYqIfkk6r35UjOIttg82FFcRMcxq9r/Lc3B3b+tqUa07aOaM0OUe2mRBHhn6qvXjfKraFStctliyXSznM5tiOSR0CP8N2qrKzcQfbUkw0xqgAVSnWzrGtNSyyFhbn2EaxrU7dGWzLzyZslwacSRu8YLvtlron2kRlncg1D+sZtnMdczfdyT99nQ/jPVttM3VNppzJIVZnQUJKC6Mhb8VAFjEakoSUJmUaDBIETsicG2QBcJZGEwfLzuBtYkD0gZvGiDdTP3OiQZVVOJopC1iAaeiwHNFgIMZMjJkUM8bNPFVUhyUXg+vE22haTR1NIW3XdsowkZCu61ouXLgoxZj+DoN6R2PM4DzGCvc6plTneTrnsNrpJZ9vpSkKmVpSLEDKyMGUJW0BE22reB5QMCzeVy3QosMv7IwZoa3dWY1Ymj1kRa99DKNcb9FfdtIGb6wVeQ4gm6xkHsuO9XmAVncG27NIrxiLEcV2nmEbxXaaYZu6j5VFAdU4z7G92WYGJF3gnan13pwT5LO6OoJto1oj+hwk7cHQgnaeYTvGjHWpet7legTbHqfYttaRB+nfmGO7mbGnuq5lsVgwDgPH/Z0qIDXGDN7id7AtejxO9U1STSmZu2B71kmNFBKhYDvXVBFIygb1rud2Q7DtKhlhF9upetdQ2CNOx8SFGbY9TduRrJthW/6R933APG9T/wVffM+HK8Df8eRHSNuBz7zrF8BaTEoQIa1k1iXGkLUdlTBR9Hy3kJNcZ8UZY/jcuz5cO6Xe96WPS24qZ0xOOAI5yyFhraFrDQXSwqlGbqbmw8gqFGksdy78HbaaConx86ScKF1aKWX6YazqbSZOXs4Xf/rvs7dcsv3D/4emaXnop75HCIG3f+WN9EPPc69uaxjoDg5YLpdkREzfN5520WmTQOK9l78DwB9+/8fxzvJH197A+y49Q0rC8Y0xiNJb01YeqnWuIEZ2rd4EfVhhFjKL4Zb7kupDABZnXK0rADReaglWOnJwgLFBmCfoQVcq+86TcmZ1fEwYt4yjeFrWOR56+NFKWZT/FFVJaWZ5UJY0lKjn7W1NY4x9Jm17OZCcxTgn4fVKKJ+YdBdsG3zXTtgmTWH83DHR7t6Xw3ahK8aS9jqDbaPsFTvzphOSdVADlzLbGbZtBE0jY4zBKw2xaVqSSxjrhL6HCpIptvcPDlgu97QuU7C9EE2hmMVoA33K+CzzXsdxmGE7sugWGiXIa6X3gJ1wRCtmpWT1Mtje7UQ9i22ROjDW1vF1knYSSWQ5xAq2HSknVscrxfY4w/ZjlNm8sl+57v1cFO9PW+fCeDvlTZbQvngRIUkIOYaIa6TfbOh7hvUGkp7utQppsCljjWHv8IB+GAhjT9vKSf4zX/pkpQtFA8ZO1MT3fvEj3IEpLKToO0DQtlZnLdlKaC9qeNA2jqZtSWpMqqiMoYpULZd7Vdksp1TpXke/889Z+0a0E5yTk995Hn7b97j5zOtxztL38oa1Q06PlKiFPN82HBwc8omrr5OPNbfJKeMbz+GFi6JfkuETV1/DIZKDL3l/W4pVMztodA9yoZbFiXpV8oVEKbikPJAifPql1/Kh170kUQ5Kp4o6RcXI9BiXEzFlhjGx7WMNxU3x3K1Dxp7pYaWe+zgEhj7qz5gAfsZXPL9LpF6lahxCqo7VmCRvjVXKnZljO98TtjuTabuOIusK6iHbiZqI0d2aeekTtplh2yq2412x3W9n0rCK7aZZVGynGbbHcWCl+tTSRm4xztMpZXQY+ortNMO2HO5yoJTRhOWgGW7epjS9LZeXZPRbhpR0xqazlTtny/Sbiu35YV+wXefGSZrWmDPY9jFj9iyBGVUwOnxqFdsJm6UxZxgj2yHSdV73yc2w7RTbKvdRsS3X4CwsOie00vvA9rkw3oURkTFsh4gtXFhErCUZ4cNiTBWFyklaUmtxE9HhzQn6kxOCzpXLeZpLVzdGuzYLoD/7rg/z+Gc+RT+OjGOg73MFrWEaWJAR6cZkM0++9e+Sc8alNM0lDKpfrB8jQvdSYOw66QArE7bdz/91Ufb74z/k/e98hGGr7bwLkdHcPPz32KjgFesvs9msZcCByk8O/VZGbL3hZ3Hf+pp+L2mwICW6n3g//dO/r/xuCS8//sKPVfbGh179ItttT07Sdj9le4pm+LS3mv/RYbOJ33v2VTjr+blHn+V4s2K93dZDYQwDOXf1ACj5f3nQSg61eBxWhKvajtIolNJQryEmQ5nb4Bz1GnmAjHdhRGQQbNtc/6KEyk6jnpQzY9RD3toZttUzTtCfrAgxCLa9q7neuiM5k8wsXWgMXbekHwfB9gC5eHwlVaBsF+8dyVqGYWTb9zjXVGwPVvRscsW2VWw3dK2fZjQCg47msN2CnDLDsCUptq0xtG1HVI96vV6rBnlLxjDEyNBsRKPcWVz5YimTSZASrW3plSEyjiPOWVVs1Gszpg5VLiqAxYCXSGXCtgV9LmNKrDYjzkkn66bfsrDprtg2Wa5H0kOiXSK+zvQ5JUVSGoXK4GKDPAeD8uidy3RtMdwPWM67dJ5lhF408dQN1su8uKLZm0FSKEovs3aWI0rybuNmKxQtZ0kpMo5BPR5TP5GcJpF1UAbEKDKPIZOS3gRr1EPUAbDGijeTZbZj0+TasTYVOScvp2hqW6OTPcpnZmms8N5L84qGYgVY3WJJabzYRKthnhRpt5s1m9UJTdOQxpGwki6vFCLYTNxuYLsl9L3m3GR6ueh1a5QQAuv1WpuOxhrGWmu1/bekVNTwasNTDIm+l2nZ/TCw7ntWm01VAUy55IYEpRLGT0qQxuRakLamJJiEVmWdwyZb6wUil1CMELW49yDlvDOa30aiymK7peCnXXVWGlwyWWmBuhfWTe+iFcNxs5H3c+KAjEz1F1nmLtiWQliMmUHKIvLzMkygYttJuuZu2K5P35RXzpoitE6wXVhXJLnXBdvOTkJyIs62qNguOvFlYs04DlgjAx0E2zK4I8UAKQm2DYR+q9hOjGNgHOPs+xrW641Ojg91/8uMSWPn2E61OSkGGRRtrVAa+35LtMywPTHJao2iYhupU8ywXe6H1XqTTVGxXeRtC7b1UMzUFNu9rHNhvAuHNOfMe77w0UmfWidytE2ZeiPLOVf/KauEgqCcWlO6JSMxRT7/zl+sxvU9X/ioTKfRcO1dn/so6+A1/2V41+c/Rm40/GHifRtjRAchhRoukk2dTmPjE8CTAvGc1BNOAjwrUp9ffvd/Jtf70d8hLpc89Mt/m89+/F+qZ5rIbDA8Sf5kxmp+oR0H1hd/gzxKZ91PfGLLi90v0/qWw4On6G/dke9t5EGNKfHxj36Lt1zcaqHJ8tDzb+Q4fZ1ygMUY+YNnH9UUUOKDj3xHvq+1NbQrE7fDODAMfS26pBhJOdJvtzpZpK8Ab7yrxhcm4+yMxTtD48GrO2WNsm7GAWOobf9Ju/6sydVTtWZiVtxPXvBHvSo/Ou8GxNaaOmqryhIjRbEJ26WoFilJXMG2DN4OMYpTUKJDALLQbksqIukIsSTK3Cab2ThAFNui011YHzXNlw3Opfq+Ze1g20Ah23p9ZhrvaduGpvHSOt82NdVo0KKdl+pm27ZVgTPGwND3krb0Lbkf6W8rtpFDKq6k6B3GXiIUI23oQgks2E5sNyLVSk5KTqBGM2exPUwd1kkmvYdRiv3bvq8qmAXbhYUiyjCSzvLO0DaiBwPqbKj0hjG5TjoqdETBttoNM8kn3A+0z4Xxjlk42afXboPN1KBQboK0rk5hqNxiOcIyk5/whdVblX4kN/eLq5+CHHHOE2PiIy++gWw6+pBlrFlKNK0Ykv2/+ss03rPc28May3qz4ejoDpvbd3TDpWIPkN2X5TM1xEsx8JY/uUO3WNA2jXhapVj3un8D5yz+szfwhz/LU3f+aLrhWtmvmtZ2wdc3n9UijoR4b+s+wHa7xa1OqjHTxxtnPXuHBzSLDruV9tyrr/pGpWMCldZkva37XDTIg0GinaK5nFXTJUbxuEqhzObJw/Il+mDHs0kpgjYedV3D3l5DV/jAVr7rOPS0C6FW+diyWa+wzrG339FUhIrY/md++kOklPjbPzzc/kJXzJmY56Zv5pEVbGNqSs9qU8e8LXta032WdJQIP1W5AjT6S+JFxpQYorRhL5eexoted6ODTK2RtIe8h2O9WTNoQ03KGTfD9o72kDokXdfSLRY0TVPV++Q7yPWLVrfKPP8AbE/DFAJLdT622y1xvansqGzBZIuzhr3DfY7WEbtNZEnc76SOjHrITovAWQemxBQxcWKCwGlsyzNgkFqiSZImLYZ3jm2hUgq2rbN0XUuME7adhZDiDNt7+BgV21axXXNCmpIyd7nnL78eIMLsK+uV9cp6Zb2yyjoXnveIdIvlnPnsOz9U0ybv//InqxLedFLq0N1ShJw1qGRk/Fl0qgCoTo53XoTVNdnX7O8TxpHgPJAx/oCm6bAhMjrJoy2Xwntqu5ZxGLlz6xYYyzj09NttzRFrHVX+bGF1+T8C5NT/iafWLA+XLLoFvmm0lXleLJLf2z79f8GrH6ZMUSkV+Joy0BFw1lrecvWYrz58kaeOP8W42vCeK8sqI5kxkjILIlZ1y/47bGPE2Y/x6Etv5jv2mxPtqWn40I+/gLMOETBq6TphEYgoT6LfDrrn0kzhrGccB4RDbGkbLzlsZ6v2uDGSO7XGkop3kpNwcec5R32xsZam7WiahqB64xIOC5vGl+J1jMhcx1y7VB+ENSL9BsL8mFI+kqsdK0cZ0LA9z7CtnnYSPngyKLZlFJoU0EsKUfbfe08II3azRbC9T+M7rI+MXjovC7ajarzfuX0bsIzjLrZhhm10og9Opyd1LPdeHtuVhKCMl3vBtjENxlhyGBn7QSQeKC33RiKBIBNyYhKPHmcIKtBVJ95ojczpcImcLF3X0fe96tvL0GQo2JZhw+M4aN5auidjFGGqkjYxWreqCqM72C563tQNezlsG2NoW48zOnlIc/P3i+1zYbxTBoxMHJkXIY2daxXnHT5rMeJTykAGRAUjY7syylaxphqNkiN3jRe2ijGAxbpOhgiYUNkpXkNLY6xQn05W+nBJN1bhu5aCD0i42DUdzsthsb9vWHQSVtbQdh7ezpgwkhfVnKO22ack++A9OwUo55zm+WTmYKHpZTSUCpHVyQnxIAqbo2lkpJOmbgC6rpUCktEJH9bq62TqS4yT8TblhJo1EBgj9KwS4pc0U50Wb7WFOWdyGCgC+jJtQGXttJArUq+OENaMQ181N7z3VUEwRklzhTAyDFN947yvpAXWomJXsF10SrK9H2wbmdmI6FFPGiMTtmVIcNYD8i7YNqZiuxwgBdsxTUN+pYA5YdtkQ9u2gm3vadqWrhruKbUJE7ZTlPFgQpX807FdivW72C4rS7E3BsF2V2oD1O9bHIimbcFMuWSsML7ksJJu4VixbSq2s6ZejS3SFkbZUHNs634XKeQwwA62p+5kY0SfxlgrzJihn41R87XvJEXPoAXY+8H2uTDe1hhs4/GNZ7FYVIAvuq7eUOEZK/BmjIMqnIPcqNFkjC8FAFNz4yVnJ79UyFuGeu+A9pdejxlHNr/zzSqcs/1X/6do9v7MXxETqQ+M11/0jZ+8TtfyxNM9XSddmm5/v+qixJR2AF6A9cUbH+FxjSSESheFCpYmGdo5+/Orj1zA1f8Tox9nr3MZXIatVv6991L0bVve++pfqvm70TmGMdSD8WLzTybP2FhEM3rWMpzno90065pz3d9Gk9Nt01ZGTeMb0afYFOqaARzGisdhjCMl8TxCjsorL56aPHDFSU8p8MGnn+QPfvI9hHjvecEf9bJGxnA1GtGUBrRyQBXnAgRLc7ZY8bwTUqMQbNua3/XW1fephr7wu2upeMqyl1Xua9X80fczM2ybU9gGw3Jvj64TT7I8k+WgOWu8hdJrVQLgXrBtjFFvGcXbKWwDLmW2MULnVddlOhQLtp1zjIptyV/byTNWIz1hu+Typ0EZZNlHcSbPYtuQabzH+4ZhI06XuE0OY0ubqYeUFdtphm3BhG/aqdO1DO8e4n1h+1wY77ZtcE2D847Dw4OJ/rf8j4kp03bf1UEMsLe3x9H4a6Sc+cqtj/H+h0W8aRh6meieVNvYSLPHB59+kq8uflqApp9njKX7629gdeMGRSDoHQ99iK/YbwHwxOWfr3rDOctUkvG741Q4lb/R95qpFdp34A8EUFMYOWuSyFm6v4AvXP8IKUWeuHnCM49dIY1xVgyKFAH58lHWufqAGm9ovCN3HZ/+0i3G8vOsADeWD//s6xiX34a24R3f/RDxpYhr2zr41SBqc1Gr9Cfp34Me4Jt47SIr4SKg1yUgd06GM8gwWZ3Go7P8chxJTUOIAedW8hplwRTBqqnUYolh1MGvwmkvlEHnPNfe8PdplJmShiMee+5/oVt0GHsuYHtPq21bXCO0wJxyxbbTdu5YtGcMNM3+ZHxnfQnDMOjUp4RTp0HmgXYsuk6pdrKMmYb7VsfHOaGpQfWoQRthjKHruhmLYjKnJU0AmgLwu9guryvXXAy9NO1EOmWZFCbZ/WJ7bBuOFVcmZ1y2OGNpm47RSVTmnKVtu2qcdRd0fzWKMKYypWTkn60qmKCCcFEanbwaa+9FbVCwLdjMMZAar9he1yJtSaXMsW0wiu2TGbZtxfdiuaRRJk8ajmhcxzCG+8L2uXgKhuY/VB0By9u/mGtKwtZZfjIiymBYpV/HibAf73z4F/nc7U8AVLpQztNUZmcdTWjY25MbXUWhYmL4nW+S33ORbOBtF95PSok3f/o10sZqp5DVWqtjkRplBsiqYDOmXq+cqnJwFP6uvFb0E8qgB6B6H967ehiUEE6Es0ylKFSOtBWeeEqpqrpZ72uO0iXZI9t4/uRrK4ZFQ7QW8qdIKfH4pZ+rBw1ovhSlpGUJX+VhF499bH5Tr1/oVyEHYh5w7hOUhsufe+y5U+mUwn+VsDlkMQaN9yodwMzrEnpa0Bmb8ru25kwlitW8+3ALwoqcRGjoQVndcikdo7YwGSZsF6pkwXbR0gDEw6s4tqSmnbCtjknTtHiVNJ0LnqXalCberk/CvrDGkK3dwXbbtjSKbWafDQgWa3qwHMDFk5W+i6TYzlm0Rso1lNTAMOqMx/vFtlNsF5lXxY51nv3DfYauIToLKWPtpM1TlqSpNOddPWmHzYLtRhUbK7aDIcSMs0b7D6jRflnyFSSqEGyXuoPIPMyxLXsvjUSCbar9qNG+YpvhFjkt7hvb58J4SxeS/NnM7oBB87jWVkW0Gm7OvAcAYd3MCVlGO7c0vDMW0YuWjdP6ETDlGGHWNj5b1agYphBz9nfMAH637yCgBZPsNNEDaghXX2lK6Fo4vqa+x5wOViaIYA3Gu+ppkQIRQ3SW5f4SmoZIrg+zDCye9qiElRgV4FHjjRHwt20ZuSJA9N4So6XdTApEJde6Yzxyxlm0CQRSFM9GKJTTRpWHqujBkCevL+csXnxWjz6siHGoB/SDstoZtneRIcvGuINtW4wcE8ZqqrC8i6Y3SurCzLHN7L7qn+M9YFt/UX5n/nensD1Px0zXAulfN7aNwcwURolSw4rOstybYTtFcnKzlB5TpAvVscg5S0rGzA27UgVn2JZBARrdVGwXyeSs2DbavGckkoipEibqRs2wXf9/hu0UR2IWjzyFNSkrh/9BM95fPf5UvXlvvXab+RH69ccu49xjpCwh59fWn55AZSbjvbtKLtvUga2iGqbFIudY/I03sr11E2MMT935FFXfQNc8h0iGxy99sBqbku+Vj5qFlqZ0q1lsmroNnzr6oyn3XVgqVozuU49cnm58OVD0QNjJITL9nbWqHWINxntcM034Ho1haDyxaTBe/OqSMnpm9ZnqpccY+amDnyEj+uhGvb6iTzEvgpGFXZK9I+WGd3d/lZQSq1S6YgME2Y8r5rdrisQ5s5OuqhKe0y7Lg1F0eHPh60oeMYYtVgEu+1P25WWhdO5WHXhQo7LycMuuBDXexQueY/vuX/MstjmF7aJ8J68pOjNqjGYpiiKXnFVGoqRqdqLK8r4lP48lJ4iK7ToH0+bJm85ycI9x0uP5obGtDkToEyNWsN02GKfYTrayWgq2YorEUeZaGuxUJJ5h28zuQ3YyizNnmRZfagHWStdoyY+PZtqTmvPs0II2AAAgAElEQVTX+s+E7Sn1VN7HqBeqpkQi8bCtjolchoi+3Q+0z4Xxnofapw13OQVLqGFr3vmUF2NgJ3bSX0jkSfDFTJ83/t534T2H6qGrR1A2mSlkzUlGNHzl9idnHuNcfexlvpOC1mm7ua2GSZa1Ig9qjSGkeRfe7D0rsPU7lxDTlPbjZpJOBZJzjNYyNh7aBmu0oISGGjZRPA5vHV/ffK527xljePvFD/D4n7yxhuzF66lsGERoyRojVVFNtXjn63Wv82+wHsAEKT45NRYX/D+u1LRx0HDRWOk+rfuZ1BCIJ2jSQE7qnaTMZ975IfJRnOU2z/8ydp5WO/Vo/jlh28z+fC/YFmN7d2yX/8acVX4insJ2/vPDdqcDrplhu/XQ3AXbJBHAoRRy/YRtpJW/DEK2BcMwzRYF8gzb+S7YNggOh2EghFixbVDaZRjxw8Sk2sW2zrLUVDCpr9iudOecd2bw/mnrXBhvkAt/67U7fP1Vl39A2mfujtxNxmX2fwVMBdxpAnhOuYZnZWBDynlHVmB+CXOKX/n/qbB09hLLGxQ2AUz81noApCSddwpqcUhMDbfKdwCmB8yUvKiwE1JSTWP1DIRSJl1sMQbefnOFMYZnHrmknz9jJZgJTOU7fPXkyalYNguBH7/4Qdz8sJrtrVHv6+xBJg9ADDI84Gb4VUKMxPgdbqx/BQA7eEJI9G6jr08Ea8mx48bJJXIYcXZ633d97iP8yzd8sHqDD8TKstdFcvTPA9t5hu1UsE3x8v4M2P4By/AXgO0QZJzb7HuEJBo7TdNVD/qu2N6RDFDDeBds2/oc7x5WWbGd7UyPqO6f3MeCbbIMdIghMgzCH48pEkJi0XUUbBsrBddhu2VhwNuyB1I0TTHdF7YfoKfglfXKemW9sl5ZZZ0Lz7tMk6m55FPRVcnNQZ4olSX5X93p6WeVznfae6iH/u7pm9FT1tzlteU6ysWoR1lP9dPx7ezHlVp4ymudX32ZF1g41tP1TUXUOPdsiktm5HQvIu+zzSTFyDjIjE4p2BrQPF35QlFVAik/ytMXFm9uxrgpv3cq/JU8aZqiG732UpEvnl+5N+V7lhRMGkXvteva8sGSG7aWMI5YHK450C/miDSkByznXbFd9MhnS9L8M2xXd/v+sD376zMR4Z8J26ev9keI7VrQjFFlYEtD3w+B7Zx2rrnk+/UPFeomp3pvyrWrQZJryVPaqnzP8r7hZbBtFNt5b4ltZXB4No7UexLxwct5ly/8tUcvaXg3gaBu3swIzMOvu+EsMy+E3MXImukHNd9uzPzH0/mhrcmY0+HT2bByuq9yk62ZBIfOVPntblgn3GlfH4iSEgHIY9brkweoYFy60EJ9H5kgor8bRp66vE/XNbzt6k2+8epHWe5NMrNDP7AqolazkLfsWXZTGPr08R9Pe15E/0E+K2vYPv/5qb15/NLPkXPG5cwTX/rJCXV5djv0/s5aNsDtQavjWezAk+/8awz//MuMmw38l2e2/1yuGobXxpTp4Kt7Vf6nGj/FzN3ej7PYnkOr/tn8/wXbpcgof5dSJoyB0fTYrsE3Dd42gm09IIbtn4JtM2vY0690BttkUrK7P5eTkHIS2vJaTcl4l3bSpvUzZ9iud9YtMYptYw+J/QoYT8n7/uB1Loz3Ox/5RVCP7amjT04g1p+FWVru7Rc/uAOMyQHWarjSnkr1uRQkvhK+VX/viYsfYNNu+AxPYQy89eotvvGqh+p7ikM5sTJSyhibanGlOAkpTT8DSDrUeF40mtyi6bA4u0SfoXgapbmgjrYqXgtZ5hkaEetPUWhghRWyXC7r+8QQ+cTFJ9jf3+Orr73I3/v+p/knr/srFbR93/OGr/+uejZzjzpXQE57XL6jqRFLyfuZnLTFe6Y9rf8p7/DVY82lMxU+y/0lz5gO5R8DP+0/TPulF+hrK3fmkfUFLu2/D/bOGpfzukpnZS0An8L2nOR02jPPpjzqpjbGlEg0pUTU/YphnIqQ3uk9UhnU3ZT2WWznjDFTh2Q5Xk53Tcrr/qKxnfFawFvu7U3YjpGx39J6y97hAQcXLuP8xKLpvRdlxD8rtk3x0E9he/ctqmNyFtuFObWbVx+Gkdu37nByIlrlOWVW6zUhjHVA9b2sc2G8i0QlwE8//OHZHsmp+Xn7DNYm3vaF19Ptt5TORVmT9zGnWBWQFuP9xJd+soLLe1+9A2Ng+ba/yTu1jTfnzPbp/5uvPXYZgLdeO6qh7ekCyNcevSSPSLmUlMBYjCusgXl9XUB+JnSehZ5TCFp9qvJhO76QQcLHoe8Zh4FW6ZLLvT2GvicEnYY9C23/tzf/Zei3Oye7LVX+2W4WF2t6JHeufsfryyZjst19IOovnfpt1bG3s7TLjsFmCl9zhi/f/uSO0Ukp6yTw9DJG4nyuObZnjvcUavcD1ia8d3SdYHvyz+aetTm1H6nunZ0Z2TLgwejrnZVhCcW7TDljypxF62q2YKeoiDI0doqkkq+s6ZI/b2wPim3VWF0ul4JtnQrVdG19/xhHYhx/dNjWPbScLurPv/vudx1URxzkYBzHsTqw97rOhfF2qu1Qv1rxpvVE1CNfusq8B2Om/dz5rnKrCjyytcpo09bd2fuWSrU1VvNn2sqepROr6hm0TTXqBuqfc54E1mu+N6nymnKm5yL85QEpYWBhCUze1ZTNkZzx/KBgZ2+sMWw3PdvtmhgDhxcuAbC3t8Rg2G5lOon1HuMcQwikk2NynrScRQxKhqzWHKR6xwW8eR4uzk3KLNqpR+XdQFe+CxqZw+whnnsn7BhvZq+b8vm5Nlc8QLa76pZwF2ybGbaLNoeZYXs341few9T3Lbhwzs/SJWexbWfYNmluIEzF4RlDO/eI+RFge7MhpsDhhYvADNv9INje3zs/2M4vg+3i7xfjXQ29YjufxvbLRS93X+fCeEtIpl9stoE5wzfe9xz5aHptOQnv5g1DrikNU9GiWg52em35PUm1OJwv7cFSgNh7/G/x0+XGPMLshkBpdc850dz5JG956Wa5KmCSuEw58/TDFwhJ0i6l6aUY/BCjNLckva75qV5u/CwCmXsnOWdWqxMZxuAdFy5cAERHI6fMZtOx3a55/9Hn2QtL/vjiu1mt1hhD1WxZLBZYY3jz1VuklHnmkYtTLtBkjE57n+26/ncWJiMbXXi/0/VJKqTcAmumiOiM1ryZ3+/MzhudXvos/aCXnLdV9lMuerrPRrdxJ/xmZgBm2M7l32ba0+JZm1PYLr8nNFWH9Y2mKARPdv5a9UaKXUlZu2BzSZlMnw55wnYSatyfG7bXK7b9FufsWWxvW7bbNWW47zCML4ttjJkOmR8Ftvnzxfa5MN7zcWY73heZN336x/nsW+9Qvvt0ypcmkmKQSxipv5kNxhQvY7cqnnPWsUxyw0p+r5yWMAG8is7k0mxQ/s7y+MWf44vhI/UEdVpVf9uNY5wxmJz4A/dW3r/6HAeHF/jGG3+ppjjW6w3Hxye869qndg72Ahrdjbon5SdhGLmzOuHk5ATrLAf7+9XjMMboQ+Q07OyJXUNOmXdf+yOevPze+jkxJj6x/w6GK58BjBRVTIksTQX5dFElNJ6utYSbBeT1OxhX9zKnrLUAU+9ZLpOH6j05+wDXNulZyDpv4nhQVpm9ClPUpv83w2r90cwgT3uaFNsmF160hvXFuJzCdhlKLPufSMWr1l2294DtnKVzdhfbqJSpIYbE6vgYax0Hh4dcuXLpDLbHMdwftseROycnnJzItJmDg7th29MPA+M4EGODwQizY/Y5MaqDpZ9a06nnDduzvyk9IQ+e5z0L5WruDWrb9qRZ7KuITi3azOUt57vP7EHYzXyRM3z13d8lH2n4EqMWTnZut7y25LFyyS1KTjIhcwSfuPzz9Rq+dPNjxBj5wmGHAT7mf4rV7Ts8eem9XHnoIZYhkLyElu+79SQnJ2sGPWgKiN780i2+8dgVNGM2+za5RhRl7FTTNHTqbZQ9EJpUJGdRdxuHwHtuPMmI4X03P1PzgkWsPhVjaAxkO9szpi6A4hHov95y9Xbdn689emnXfdT7ZzU8zmWSeTFcM08bY+pDVPdZb5Axqnc9O8gnL/HB8b2lgWYyFFNedcL13bBdtK/h7tiuh9k83YhsTdF/EUMeaxu3PAmzlMUpbKO1pIJtYwzFRR1HaRN3Xg6jfrtldXLC4YULtG1DnGF7XvibY7t8+j1hu/V03d2wHerBMo5B9UpUDnoUBktMuf78frFdnYM87c18z/+1YftuKRYZMnoWRC+zzoXxjqq6VcKMyZAbbN7Nb0uVXgASY5woR3cJS2rqRF5R/zx5J9SNN7kY7vJQML2vLlemaOSiE5zI2ZKQhyyEwHbb6wNpGJwAzTmHs5btdivFI9jRPCjT6P8/9t50WZIjOxP73D0iMu9aVUABaJJNcWssDaA3UpRkkkzzR88wQ1KUTHoEvYUeQL9kspkxkcNpjcn0BJKNTEOK5JBiD7uBBgroZZqtIfYqVNW9mRmL+9GPc467R2Rk3sxbVUDenjhmVffezFh8+fz42fycuJsPYqe1+erwKcoS8/mcpSBnexsYH91tY41AHUetkJOqsxCCCTCw2gRwciMBYE9i6ksDRtT2fGySEzIbd71Ol2xcDCZ/ULIuZuNubSpKrfNAIVNZbwh1W7BtqG/fJulcLJy9Bds6tgCgDka91kuxX/mAGYbeNoJtg74UDgAQbPsc23Udj75zgeIN2KZxbEeUXIntGYpyM7ZjqmLZYIqi7DPDJ8K2iVjMLQDpfXHwnz62sR+2D4J5d10LHtgRJmEshxlJFYzVaglj+Eisj44Ivq4nvUNUpDWbFuLxeIC4Wobpx6Xm6p3aJi1SKBXnq3AwZBGojW/wkpaWs5QV+M8Xb+FPT97g9Kpdh67zmEsJKuMsx2WbtjeJ7714G+T7BxOALLogcOHgasbHg0MIaORAgO86NG0NooD5nJPmF2WBUpLIE9BP3qO5lY06wJJZIkosOgiibgIG7714JzED5ItTRjpL16zSiol/ILtOzAH6TlEbX/noAe69cBtuIIWQzN2aFHrA1HUtNJw0b/UQ213rsMywnUvbNsdnFGSTxJ1LshHbIk3n2I77RFwgaSNWUwqsQQGHQBZEbWyv90EK9TK2q9kcIBrHth3Hdv5zFNu0Bdu+Q9M2jO1ZxTm3nwG2c2wl/v30sG3A8/s0sD0dj59oookmuoF0EJJ3LFzaM3Mg7sYan6rJanSHVDseXxuQQgCtHGowYgPsxwaTEYnbSv5kCjBBd2MWbdS8YCV5vIHJbK58jXUW8FKIFIgSN7eD1b6j4yPAAKvVCjAGywUH5v/p0TfRlR7fuPxXiGZRtZmpGhm1tUz1tRYuU9sAEyUOZy2Oj04wn7MEpOWqKBMXos0bLkbNsP9AaxeKlCCxwjwvJpsblrSD2Jw0msDk4oiqhAZs9xOpZtwXo88MIM9On/devMPlz/IkPWJThEtzcxNI0wX3xwgyRuvYNug7FwE2oyi2NQ0smziywzR6rWLbJWwjJKlvDNs6Z9wuA8qw7SO2fcK2mEo2YdtIWlcKARF5ObaRYTviCAA4jTBfPsC2sTg+Po4RJTcV2xDe9DSwfRDMO5ozemYO/vy93/n/QBeqauXXM0PTvpqo9kAmLlqbQES9/ArGWHz7h6+ga7k6dJiFGDqUPMcpl3Vu2QXAoVkSv/uD+3+KhYCWzTAa1xvgPSczJB+gOZNVLeKwKpNNlok2fW3H8LU5GXGcaNytDpArLAqTV+QemqME4Jar+PhgJKG9nKCLjCFT4eTUag74TZRMTkmpz1X8/H5dOJkvR/4FaYvtXQthWDcrqaDM5wDbysDSGKfPkyNRPjNi0yZe3IaSo5KIYqUeIDG5qqxQONvPezPANgm2Ga3STgsp+swhgSGrqWhtKtqgeUu2YjtzVhnkNvbN+OHLsxOlWdudtRIPPWEbOBDmvdnOoxJIAkG+yxkYJNcM/xxK2UoqhfPvlMo/AQhGzFcwku8/2cRY0s4cF7IGjcTEavV3bY/2hyvLcHVulSKS5iAhV87F8kmKUj4ZBgHYcDTkP+2/zWyVMj5m8A+9hWJ6v2rSfg+wY4oQS3EFCkmvIWEeykQUazENJ/Weq4xGG6sgziUunZP0M2du0ncpIgCAHT603wm0Q6Dt2OafAHqSMY9EzhTUnh3YkZaRASSGWT9gbFeaVsBEuTRqd7mYqAxcsW3Y+LqObZ0H0RTg5fqt2M4QZ67A9uBvFU6yDyZsD+ggmHeijDMBAFLQng6BMboz9yvCq7d5LFxQJQ01b/DnuoMyEFxRDk7DZQAXCSdlEQugjuA7L5Ey0kbrYphWEOfDdz7+85R3OPP6syZQgIqCrTCB4IzDa589AoWAey/eyqRyyqSkvrSx5uRFb21mfTHpAsgiNQZ5/mDN1SIcYSAfkTh99PkWr3z8gA/3KHh5IuLrTKaqhlilPC3cGJUQF6q+0SDfAJWitHWDijEo5REhTD1lPP6i/RvDdhIiVApM2PYj2DbCiVxRZqaCcWwnST8gjGLbxsowQR3nlI7mh4z5UCB4F7joMgADgiMX84/0S9np+1VaPQxsG5NKsh0qtg+CeaudWidSiYjw8l9/Fd977V0QCPd+5+d48we/AWsdCqkwHsc1k2D4Xow8L/62xugjoFS1jOK9zhZnDmMJw6NtGrz98P+B79Ki+eajRS9K4EdfeQ6rVcMTZdg7rO3jKtxOEmmlRfrO82es6na5uoto8lFNIG5WoJ6JJ2knAwll46YuybwkfWYMU+xtggJKkQ5VmX3vxdvAgCn1vOwwSeVH1Buzp6Ymf+2TB9BGvv/SncE8pjn72of3N3XkIMkJttVvkbojDAvJ/EEIcBm2874DjB0V+tafpz/W45N98FGy6zHIKO1zqCwJtpumYanVJ2wfzefxsBDAM7WqBdswA2xLcWybYRty6Gf9GGKWLlauPABsayefBrbJ6ojpsI9jmyAazY50EMw7T94DpGK2ehTVOotAHoE6dH4Ja+eAcQLmZLLo79z9XA2AmPKEBqZGEenz76MVnO+VXbHrWnRdi7c+/zNoCJDGnR4fzVE3bdxFX79/ge/fOon94dfo88TmZdI7Uvy5LpKkejlJD6e5maMNNAdiptoa+ZsfQyxtrGmZKQGRgYWzKm2kskwY3EJy19phAupfRYQIbg3pJG1jj+PwPN178Xb6SGPgU5fAhz0M3v/Kc+s69gFTIaY5QMZuC7a97+AE28xMtJ8mk+D47zVNMxfYRkwQPQYXD9EkfFlrUXct2q7t3ac5N46PZqjbLtay9D5wiTM/gu1eStgM22EDtp0y5SSB6z3Zw+NnNw3bIe240s9elyK25Q/sSgfBvJXS5PPfXJQTmFUVnLOwlgvhOimX1JMwsl15l/f0vcxKurCyT9SGbtj50bYt2raLtnXrUhKrwjXorJcK7AZNy/mIjZVDPdnm0ktQLxPLEx3AGvDABGQUGyZPKdxbwHnXVUI3uaYcT7vJn5SxhyjdEwLZKN3rO1Tq480jO16cjZs+h2Ljsn6ItGji21Xq1HGmNP7SxzRHQ7p6jg+NIi41+EQy1vWxTbEUWI7tZA/PpDes8eh0rTDrntSYRPP0mdhdrTFctqtt0bUdO/ZogO3CofOKbYumWSVsqxlhF2wHACNV0hU3/FPaN2F7Kx0E827qhov0iudXyYA9xyfHRyAAr/y/X4U7FjWUJKRHbXLxMEIaFFXDlBIoQmbfjt/29wGVGGQ/BgUsl0v8zUf/MqqT1jl86/5jqZYBeFVlKcB7wg/OjwG1G2bABoCvf/qIK30LcNbCIn2IKub7L92JhWxVOkHI+yWHepCqk+d9jx52g0FOh/74aJ/UPDS0uarEA5V4coqPNZGzkIwf22/lIIbMabxtVMjJ+5avSPl5g3j3ENt5012GbWUw27BtsgcMsY0M28hC4fgrSpf2mLrMkGC7aZqEbetwXJacxRNcr1GZsO9arFY1krBkAJuwXRRuHdvCsPUAUjSfENaxjQnbu9BBMG9rTVTHND4bUIkD+Pr3fo3VyCJndGozZOJwJZPtstnExLhvG98HGAGNSAUh3+VNBhqHEALqpsH3Pvm/AMPe9EAsJRVlEdXZy8UKR0czhBAk9/QsqVREgLUxX8U7d8+yDSeTsKKTJU3yzBjJosYgf/mj+/EknY8J7tWbLqaFMbkss5FmvCFS0nQ5TjheC/TKooGCVPuWy5FLESazBOVMg+2ifRFKvtdFmd1vhguwJ1ndHO6t2LbW9KKDFNv6e24WyMMEASAgSEzxOrbtANuREebV4AfY1mRTFhyP3TSN4FWwHRTbLmrBl5crHB3NM2wDSeAhIORpIgjGh1FsW2P5GL1LKVBzbGubNZdJZPIm014mbAM4FOatmdcGoCUAOlprXYoDJteSSsgmq6bdf5hOrzpZMmdvpqLpjhy/QNe1WK1WskOLimUM3rj/GHZe9fLyWmvRth2apo0qWU4KkuADh5iaYRJ7n+nEqS16qMhYg3eeP+OhIo2CSYd00oEnEzetVz76POVqGIzv+1J0Ir0rqR/KKJzY7SIjUNVSbamZpoJMfYyLEUmzzWeltxCyVo2ZvqL0qA+7IRQzZkb1OqNs3PIuJYci0r0j2O59rfMn2DYj2B6aTmiIbZOwXVUFrDU9B6O1Bm0b0LTddmwHiWW+BrY1pHetzdkI5djmNpvBwFL+iuxdv1jYvnkxVxNNNNFEEx2I5D3wtKYNM+5r0DC+nk40cOCoUTG38anqFnpSZ6Z+ZbtdCoNKzoamrlE3NXzXifCjaqDFbFayZC6mkKIoQCGgbTu0nUegwLbOXJ/LKQTxzooHW2JnU/eTJBOP87t+KgF1FiVKoUzRdq8qusmcKFEK0QGX69WGiBRDbGDgjc8qkiBJRbn+qb+Y1K6YTU1thZQkRhgT7YJDB9YYDSMEbgKp3Xc49zTAdpRSs7nqGwl0Pvvqut5PA2zr3KgZN8e2Ul3XaBquulQURbrGWswqxTZL3oXEaLeSihUwiG6jvpgrxGXTIraliEmOAyDDtnPZCejU3yuxjeSgTXbsbCh+gbF9EMy7Z+POCixot9WJl2zYJpvEXJ2SQR2oS/wles9NOlEW1SHPdoWFlxCoVb1CvVrh/cVfsY0arHK5wqGqCi451jLzPj6eoWla/PC5c6yaJpbW4DhfAJJbWVtiwXXvdKEGYwAK0EKzcQOChXVWohJUrURUTXvjZ0zKpyFj996Lt9b2j7hQ5ecrHz+QclomqpA/+iUuyvzKp4/gvce7L5zDOYuXP3zARWDbFvdevL2mQutmrA4dfpFUKB/E+Wo/0x6qc8w9z82DJM+8SblNdG4V20ndzhjFCLYxgm2MYFt4E3Jsy8oAbcC2hvfV9Qqr1QqzWRXfrVVxGNtNPDV5fDRHEyOtVMeXgsgGQPA95mstYE2GbRjAjGDbaD7z62FbNwfpYvZ5n69Y5xK2xQ8GAMYVsIHT72oaZd8xtkM2J0qHhO2DYd4pZWIKpNCSTF6S3BDSqTEYI3bcgfRthl75bDfsv7R3H+/GKgE4rFacryRItAjHo1qUVYWqKvH6Z4/hCoef/MqL0S74jQeP8f4v3cLrP/8Enc9jSiGLx0Yb89c+/AzGGPzbX30JzjkucGCA9196Dq99+rCXBpSIYG2AHbWRj4xlBnoQ4ImPOoPAcalAXJQqZXgZb42MsNbg1Y8f8DOsQWEKvPngkjetcz5ItFws8crHD/Dei3d6788pshgRuoy1PYaypSexff1P8l8On5ghmmwu+XPFdkz/qkxX586YQciajm3C9pomly5cG6Ic27Vg2w+xXTK2y5KPt7sipJwphQM6zyklbKrUPmSU3DdxiDoH5/rOSJWwIzzFOWq1aDclVteX5s2AoRvBdpCDculQUec9Y4vyqJIgB4f68wEAheXqU66wqCoOOFheLnC5WPTxd2DYPgjm7UOAzTyuuvukIqeZHtQbwGwL198oqYz8YRZAn1GM35Y72UPPJzbbpkVT1wCAdx79eU/l/Ponn2M2m6GsCjR1g1c+ehAf3VJA13IiHGcM3v/KXWgkCzfBREn3Ry/dgYFBIWrpe3fPuT3e495zZ/3FILv1MDpFupd1TcfQxJFRT7qGnuXqqt4fY1Tjok8LRZ/G0ovFa589hu+4osrxyTF8CHj1k89jAqMf/dLza6BVqUMbGhlZnMF0Uk3L12m/kTOHNTX68InD0lLEQjqA1sf2mhaJfsIjvkn+G0iYQ2at8dv5KFvLJzbbpkUt2GZplwtsGxgU1qIsHMrSoVm1MAAKkUbbtmVsE2NbsRTkFcP2GgIgmKCQ1m0Y5Gf5orDtQ0AAm3s2YdughLcdXFHg+PQEngLqVZ2l1bAHhe3DYN5dh5Blx1uTLFnv7B3BzSeRb5LrQHHSe48ZtTmu73haDUdzRVjnYIiTwRtIUQZw6bSmbvkQg6SxXC5rtEdz+K6DhQGJtGtIT2Wl92gCoNC2gBfgWpYmQtzE+GesYSihZrGrA8BotIB2Zy1MzOVJ/XlB8fME+FLFhyRXQ5LeVeUu0DUtKBAqzFDNKpyengAg1KuVtDn0S6tpe3KNIW+DvocU5slUls8Z6ZjtUSbqEKjrumhOANax3WMkGbZ7NMC2Aj9hfx3b+drQ0GMv2E6hpRzl5TsPQ5K+AUDoApqmRVm6OFfLVYOuYeadfFSCbfQU4ITtINiW08E9bEvjotZhngDbBr0sfVdiOzJU9LCttvkKQDWbMbaJUK/q2NZDwvZBMO+u60S9SvZg/mWwF8kO3eviGp/PjswPGXh6TEylGm1pziF4j3q1wnK5xPuLv5Lns+RsjYs3h0Co2wb3XryDr99/DGqZy9arFl3b4t3nznjiVnVvJwawtpA9ESB9N2QzYBjAyl0+aRNB7rNqO8xNJNl4qQmKLCXA5mlxHR+kePXjh1zvtDIAACAASURBVCAivHv3POVgNnKIIiuZRryD4d4L53jt08do2wYwBicnx72x/dpHD/hQUT6P0ubhfEY1WMZHDzrE//L5i+rv+nweMim283kHckatfzO2e5T11cT/KX6waa0Pse2cg8+wrYWCVWqNqV4N5EwD27V9QKzqVK8akGcceWHa69jOJWox0TnHQoMeHIqmn9SPqGlLmzT735Ni24oZw3d+HduZ2YeIsW08F0xumzbDdkLyQswoh4Ltg2DegEgLUf3RT1X9G6oVlP2fP4SZXJJudOjM8LIYI26N4SRAAOq6Qd00ePvzP5OcxCrFcI6HNx9coJyVIADvvnAbr336CESIHvmf/MoLcNFgr4coMjWKBmqVqs02FVpWhpwvVAMAnfwuR5dVusilgJ5EkI9BT0VJUlPwnL2wKEp889PH+OFzp+jaBtR1fL9uHpKLmgLBtx3uvXAOV5R47bNHWC4NqqrC2dlZHN9XPnqA9zR+nOT0m1HHXZ5ghptD3Piemh9bm3VnLQrgBhALzHlEiX6TsM197GN7SCSLfojtMVVbIaTYBvikZ93whpvMCtymwjnMZmzrJsP5OlxZgGAitp0rQFbHnsRWbWLbdLPQHhgikLW7YTtKz08X2wBQFCWq2RHapuljO26CJs6PbztoDHnXtFjaJaqqxNn5WXz8MreDf8nYPgjmrQ4E1qwoF72hE6S7dtq9xknZer6LGQx2RlFz1ClIRKibGm3bgIi4oKmolsawJ9w5i9mM07f6zoO8h7MGbevRNXziLGQZBgGZkEzFVBUvtVUO2XhJbpMlQDYZKEMgNtuI6slAJlmhqeq9Vuo2+UOMaiPaJrVDiiTvIZL3GV7+4D5+eOcEFMGtz6E4D0SEIM7Od58/x2ufPWIGIJvd2dkZQMBrnzyED14SSaXJ8fDZggQXFhiqoOnN2TzKAqcRW/ABk8mwDaSEWzwrwnyw7tBck+7iT+pJ3L2oByDiOdqQM2yDKIaz6rXOKrZLEEzCdlmibTt0TQNAsJ3tLyyxmvgZ9RdcwrbUis1DU/N+9bBtnw229cXKJEexjT62AaBZQbDNWvfZ2SmPZy1pBPKN40vA9kEw7154VG9gs90pA23u5EkPkR8bNq9cMsh3cyKg6xqsFkt4CXey1qivRaQX9UY7NC0XW3Vyr/ec0AcAQtcNQh0hC0VmubfhJ8CwJMOgjVDLVUbQ+t+ak5iiuxG9nhtlACbVV6U0dpwciP9mW2AApMpH0nZIByG1CeJ06zwMDCcyMg0qye9SVRVOTk4AcCia7sW5ZKFHt3UB6mJKIXKqag76dANJ810nc15a3AkmWbhbQkBPhuEx7DO+nIZ2cyuD2HYNloslQvAsARuD6H7Lse0U2x1jG4JtyTJI3rNkmTPwWFCA2OahlkVSOZNEKBFsqwyg+JKrUoSN/I2nj+2iqMaxrcLhCLYJgKkNqtkMQIZt4hh5H0If29n4fxHYPgzmzSKd/jEicqTJyN2UhHRtAozINCqlKxgG9jNXFDAAupaPB9dNjXcv/hJOCiqoummtReEs3nzwGOQc3nn+HL4L+MaDCzSB8O7z5+ganlzVKqMWIY4/ABGc+SJLCYd0P+FxMMbAyoICmNmRSNyvfPQAvuvwnua8NmYNApHHixTGaiHWJAVdBMEHtKEBgfDqJw85pvvuWZRaNEJGN0BdWL7r8N4Lt/Hqpw8jeN976Q7euI+4aF4RG3gcB5tPrjSFdJ6yNqcZ7mHh5h3USf0xW7CdpMF1bPfDYZNEQyB2oA/MC4Vgu21bLAXbRcE5eNQGDyRsz2YliDjfNgXCbDZDI7lF1O/Bzj+R6LXVObZt2m4itoVZyaeAEWy7cWwbIFbvedrYdkXB7yWCzzSBbdh2xqJrukyyJ8yPjiSAIGBV13EO4zgM6FliezoeP9FEE010A+kgJO8oYUTpM/2tilNUpeJ/JvsdomIlSlJ6Urv0dFYhxR+apsFiucRiscA7j/6c7bbGwNgUHWCdRSGq5aru4DuODyfr0NV8bD5V49adNYAG+2J0RqRtXH5Qdg3/K2cVvrPocHLGlbJNMKmK9+1bWCwWsSyVOluAzBQjquirnz6KdvL3XrwNY0zMahh/EsETVwJ9+/Yx3rh/Gb30qfishp6lOFUDAAEIfol3njuBK9ls8trPPkRdlShcgaPjY8AafP2zR3j3hdtrfY6akelXUunNX09Sze+7IaQq/gi2o8SWm1JGsD3EiJoWkxuM4GQMywzbS8G2dVqgmCViXQcseTsUzmLVZNh2Ft1SsK0ZCLUaUCAM62iuS4xsRskdcBHbVYXT83OcnJ3GYYjY9gGLywXq1epKbFuNTiNwMqkc28FLE6QABDjkt6pmsNai63bHtqvKpBtJaGLEtmgy3ocvBduHwbwTfPsfi/qTG0vM8Hv0B214L6utQRiwgNYAXcehUwwUrTvJk++siyaxr3/6ELOqgC8s3r5zgpc/vA9XlghFiXsv3IJpml6Fk2Tqyizz0niiAFAKOcx7THodAGMtXFGgFIZoncVyseT21ux88mGO5ObPup2ZJ8qyRFmWsM7ht5ccb6ygbeoG3z+fgyRDHMAmpBgl0tR9+6aOdbYYtV8vf/AZihlvNLaawXuCMWw/r6qKN5JPPof3Hj96KXdgkpSIykxm8fkkPCwzGejg3iDunQW49ZtNiVmv4Vq+pw3YJlKTasJ2OcD2asVH333wXGfRe8ASY1ueUzjLqSBCQFM3ACRklgxnvaQs75BB8rNATRWZ5ZoCoOG02XTyn0nwMpJaQjcZ6xyWi4Vgu0HbNLE6zVZsVwnbBkawzeu3qWssF0tQ18Ugga5tUZZVMjHtiG1Qsrpb5+B9yphYVRWbfeqGP+83NjeAPRNsHwjz7lNPOIkWtmFQVH+nGnNiqpRiDGIFHkBiWesaq9UKne9grRZG5URSmn8ZAMrCwTqDpun4MIPl01jBB3biAP2iodngq52Lf2a7urYziWS9eygEBN9FMDpnESRh/uXFhdjkTjhaxg6eoYqI/mktiqIQsFdRS1gtl7AOMD7Aal58H+C7DsZxaBdlIWU9yYBSXK2xFiZjCJDyXhqO5qyFnc0AEJp6wIREQoPNEjMNBjJhwcTyb+uW0JtKSSQZjgxG/x6y+IRtO8B2vVpJWbUc2yb+AwTb1qBpW/jOo6hKOe8QQGEE21m7etgm1QTku0yYyW+I2O58hm2HQMTYfnwBEAsreax3/6WZvhKxXaEsywzbK9R1CxNC1H+3YlsYdy4tJ2yno/yqCWgEjXOSKI5Y00nSfL7hPjtsHwTzVg+s6EC9SVKHAsym3SkHVO6oRNz9yqKAMRZeJrdtWywuL+X0m8O9x38BgE+cOakAUpYsRZSlA4EYDJAqIdZyvm5fJudKrzksGuW5tVn+sJEJxv70bmNwtE2LetVgNpdjzIVDVZYonMN7L9wGQuB4ckt8ZM2OPJOA1apGXTcoqwLnt26hqirOUQHAFSWsVPg2wXOziNDWNVxR4LXPHuHt58/is5iBp/ky1sAWJb7+4ALvf/UleM8hVr7rUM1mePmjB9BQtPlsHsft5Q/v9+tVmjRP+XymkLfsUtOP2LgRFNuvx6PTV7kjM4YTEtbGQh/Uw8sA2yHD9mWG7aIo0MopTz4sNMQ2UNd8eriQ75u6A/mwjm1tkzHZgToDdkQiJSVSHEbNGTzHQbBdrzBrWFNL2C7EwZ9FsNhssQ+xvWQttCxLnN8eYluck6GAMT5K1optVxTw2bPyZFA5touqAijlAapXj2PkibFcV3Y+m7EzeGGxuLzsM2nSme/P59PC9kEw755pIetAmiyW/GLh3RFJnFXI/DAEqyaFK2CsQyA5OQVgsbhE07V4++GfcZpVy3ZAZy2cYQB/4/MLfq4zaBqPd56/hW989hhmVsF7wr2750Dd9NTbxNwMpNJCMoXIyVAFioHa8/q7kQGrqlVZoKpSYWbrHE7Pz/CfrWqQCTDBIEssIa/vL3bcOhcp2UjdT4NOYtHregXPIQKwziXpWsxH7zx/FktgtUFLR3H5uFc/e8xM31i8/cIt0GIRbaPGAE1NeO+FW4Ax+K0PPgWnz53BHLPG8ookvLr3wu1MdRqolxay+SX9No3XTSKJPNJNfYDthFm+dnwBm7ixI1v4zhWwI9huOz4h6JxkwTScTthZFkzm8zK2oZGcJfMZJ5zyQWKdR3wysd2KbWmakZwfJEKEydoa51Vgaq1BVZYDbFucnp+iqkoQac4hXThRHl4fWtEAE7aFydYrTuG8AdvU0Ti2jYUtCo40MwbNqgZ5v4btsqxApGGygu0TNjUtl0sAonlmppdh858Gtg+EeQ8pY4ZmwBwjs1zvbC4laIFgshTLKa0k/8ZyuZR0j3yE13tWKY1IRq998jnsCUsGP7x7i6Xu2qOIp848vMR2D0PfCPnBHELCcH48NutctH/1OhLNEfIBKHBWtGo+Y4DrQs83j/SAuIHFZD0k45A5gF7++AHu3b0VnxMlA5G0v/bhfQDAvRdugVDg5Q/v4ye/chc/+pUXIjOhtgUoJBhaC/Ie3nTRHvnDO6f4xqMlXFHg5OQktva1Tx+i8x7vv3gHyNR53eSs1ZzQ/bm9yUQDbEedk3IG38d2bj7gsRHp1HIu+RBCzC2zXC5BxNkhfSB4atm8Js/R1KsA0HqPtuXMgoWcruzaLmF7xDEZmajgmYth9w/FqRlFmVb/MRJGGM0xObbngu1MWh8ZQz2foSaPdWyzUEKeNmJb14V1FoQCEDMIjGXe0HWgzm/HtgHaupEMjAVOTk/i/NY150nXzThiW9arxZNj+zCZt+I77lxI0mXc1SFMb2ATk3ttlqimbVs0TROZdyvJ5yFMNYSAoiyjml9WRZyEtvPoPMGVBeAcQuDTZvnx4Nhsgyy2m/pfGGagtjdReYrb1BfrLNAmqUfbGP/50FfG1rz9Jka+5N+1po1J6MuyxHw+R1EWEt+b2evUOiW3uqKELYBiNoMrK/jOs3NXJBYDrG1Y3ovkY0ysk1jBoKwqHEdpjEB1nW1C3Pa44QTASD2vlCv6hjNxnQ7VNCkxt1wKT5EnqlYjk15Z8iUAvm1RN01k3lpYQZkiY9slbJdFbELEdlEAlmtXBjGX2NypByRmmdmIuR9sF+H4qi3YNhm2MxvwOrZ9j2Gvx0WbGA2VvvOCbY24KTA/OkKjDHQM2/K3YltzqvSwjSDdG8e2nlZt6gYVOJLmOMv1o7HzOn49bNOTY/sgmDefnsyl0NSJPFTI9CZdLoiOQBNNEoXkLTaG8zR07QqXl5doGrYhW+fw3uW/RuEcQiAU1qIo2KZcVA7zWYVWnA+dJ5Cx+PqDS3hr0fkOgQKMs+nsRKb6qyMmPzUq6RBjhAC3F+k650TaNnjtk4dwhYM9Oo75iUnGwXsfi8V6OfFmNWQQSCA1qqqznRHW4PjoCAAgZ49QOIfbz93Bby+WWFwu8Nat4yRNg+3zP/mVuwCA1+9fwhiLd7/6EqhtRbUF4GzUjMgrw2XmYy0zj3dfOMcb9y/wzvOc8vaNh4uYGEnb+srHn+Pe3VvwccxycPBzvZxUta5fGf3wiW3dAPUYsgFv5gabsW2yU4AkpwYLx+YPGM5RsmpXWAywXVYVY1GjrMoiYXteoe007zVju5jN4MlEKd649dSnQIrG0oM6mU0w9iP1UPplE7adRFHZgqM2+KkQhhgG2ObCCykPS45tE/OhwxgcHyu2GdyFK3D7uTtYLhYcerhcrWFbDwkV5Yz5hJyU7mFbwh1j4izFNjG2vfeoZnPOROo9qiMaYBu4vLiUYsoZtgdaF4+FiQXEd6WDYN7R/qcbZG/HF0D7gd2IdAz4Qy3Ca6xODFfJ9r7DYrlAI1nwAOC9i7/ka8Q+zifSDF777CFmVYmutPjbWxyH6rsQVSQKhPdfvAPftYAWWxig3GrBWZOORasYG4SR5t9bYwBn8OonD1EUJY7OTlGJE0RVSysLuygL/PiXnwcR4eLxYzR1w4st08R1/Ez2+2ufPUZRiNRFSa3TmNnZfIY3P7/EW+dHoEBiCiL8xs8/BgD84CvPwRiDV/7uA7zz/Dn0PLI6OfMp003Ddx6h4w3mrfM5XhUTzA9euoM3H7FdsCgKnJ6doiwLjgW/eys9a0QKMbkJ7YbQNmyDJB+2p153KZ9IJMZlM2wTBXQj2C6LIsZIG2PY5wM+Bu+cRec9FivOV9LDdi5Vi7bUIxJsixqQF1gAiKvzDLFtGdvW8gZydHQk2HYZti2IPFeqdzPMZtVe2HZFgaJwA2yvetgGEeoFm5PUZ6YpLTpNRqU2823YRoZtEZ4oEGzB2szqcgGSjaQoSpyesd/o0aPHURDLN/CcroPtg2DeeSRD/FtJ1Uugl44gdwYqMbgLAR8fca1XKzSScCo/Fsx2NisOS4dXP3mI6qhCUVi8c/cWuguWZIzhShvOAG89d4quaThPNzc02bLRn+T0k6KdDSHg5Y/YWWedi/Gurizhjo9RlCWqqoqx0fk4OAmdcpK+8+TkBIVzWK1qtHUjzeEF9/LHn8e2AwCVpST/svEarRo+qyoUZYmT01N8Z1njrTsn8C1rF+/dPef7mxYE9taHtmXmbk2KLsiIdQ2TTF/k0TUN7t09gysKvPLhA7wt5dVef3CBsipxfHwCCoQ3H16ibTu8/+KdtDHnTA0QfXPttQdLObbVjhsp09+TtC0MfwTbRYbtTrDdbsK2mEms/KsqPmjWeY+u7eLrGduEumnRtV1MyMb5QZItO9+cYXQtUmRoeQkw08M2R3cUZXEFtsU4YQfYlsRYuVbJP3iMLIVURV6e2XUdVsslZjPF9gnKsuCEUoJtEu0jN78QUZZ7PGdI2dyouh0AAmO7kE0EBmgk9zfNiLF9cgIi9kW04ghmU1l/guNmsQe2p+PxE0000UQ3kA5C8k7eYLP+sZDai6PzBvp3sok7SbSj3md1UvKR1pQMRynGvhqDsnCoSq63x6XMeKcvK4eqMLAmwLcNQiMeaPWWUz+IKVn9xPkElk/Y/pw8185ZFGWJcjaTuFTJ+NZ5dOJYTNn3MrsoAN92KMpSCiEXWGmpqibZC4siFVxVx2pfNQ+oV0sO3ZrNMD+aYzaf4/RsjuViyWFS0NSKbLYKXSdahwVoxD6NvkRhxN4bfOCMi5KIS1XWpuZiFfOjOU5PT2GMwYIWYtMMWWgoPzcMVfkbQHQFtk3/v8wskMRylaKds9H30YqTchTbRLCu6J1ZqMqCsb3yscCCYttAsN36aG7RVsZWU9auaDvOsE3J9MPYLlDOqgzbVrDdyQGYEWyLM7AoSy64XRRYLfvYVkehhgbbeJYi7z5H3yRsH2E2n6NcLtexDTaH6pF6kAVsZu7MKJlA2R9BYEwqtp1zaAXbOh7zoyPBNrBYLFm7kXQUOgZGTLw9YOxAh8G8Fbwj6oS643PmxR+zQ0Y/0KKpqgK1LTPupm1QFQXevfjLeK33HlVRoHAFq2zGYDYr+Khw59HVLaw85837j1BWJVrvpaxZiDYyYyA5h1OboiNF1WWTAA6wfQwAiqqSE20WXdvCLyVHAtj7f3x8jLnYz8S9BQD42gef4W+Oua9HR0c4Pz/D6Snb5y8uLrBcLFCUBc7P2UHITih1fGZHfY3Fj77yHL590ciJNlarv7PosLhs8b3jKlMnucjrj3/5royBLNwR01U0cUm/9Xv24tf44Z0TvCpmnXsv3YErHL75uEZVVZjPjySrXIiMOi+A24v/vSFkMmwPB0vPJKxl0CPFEP9ZDLDdZdguiwJFkWKm27aNB7qcbJazqoBzIhg0bazEOCsLlKVD22bYhvpqAAwqtUcTg/6TNutnPWyXFax1HHq47GIBbFcUOD45xvx4riOUvSPg8uIyYvvs/AynZxm2LxfwwQ+wnRyfMVpLcOmclYo6jgMS5Dh931TC2O5axihIzJw6BnkTh9iWjxXboShgJSIgeI9mVcNJTpX5/Iir0jdN5FtGDB/OuVSEYg86CObNdrPM1j3Sh+gpNuqR5ekqJdifPfBsG2vblu2BTQMC8MNHfw6VGABItWoXgVqWDrPKgQLXpfRVhaoSIDZsy6rbjvFqbWpPlFJMv43aCQNwML5WyK7w0//gVq9PBjr5yeFinMVvLxuUXj3XJuZfISJ842GL7x0XXB2kO8HxMYcnHR8foygKnDxasnff8Zj87B/+N/it//27DL4UpoM3Hy4xOznh0DKCVNbmnBGvfvoQPziXfCWWPeHFrIIRCUjTA1irZa7ySUu2u9x0iMBHlJVUWvz+2RzfeLREKQ7M375c4HvHJYd5iUQSPABjVfcaxdHBEuWRJWtfRUehHtzQI2hFhm1j+OxCKymMG8F2jDbKsS2RVn1sc11K34WEbTlpWTetMKURbBvT/0wbbvSUJcGC11MhkRaBuKZpA8W2VHE3gGktitKhnKWoDP2eiFOuXjx6hLZpcDyC7bZtU1CCMfC+Y80yY8iAwWzOmiRjm6LtX/OhrOQwTcR2VcFAsN0FEDzziLzua5qxbO70D8a2BiwotpeX7CgtixKn52cw1uLi8QU6n0IYA3AtbB8E8w4jji+mpKZwLLCaI4J40rPagAbiyPFYLpeomwZBVEqg7z13RRFrQDrJ1W1mBd6+cwvLRQ10AV+//5AvnhXoOo93njsHPDKmFDJmbbMWJ3Urgp8Fag5JalPcp0pX6VnSPiuhS5HRJcldT3Q5x2aHx7KbA8CROD1//uu/jN/6+0/jvb/6v/4xIN54PcgAw7HeyribhvNhlOJQqqoKr34iEvILtxGrXBg59m9CZDqIcyPjY+KkrU0niLjGJ4AisPnpax9+ire/+iK++XCJsixxenqCbz16jO+fz6NzDZD6zDpuN4Q0xG+d0snLMWw752IuHhheI13nsVoumXGrkzJGhvD46xF4A8b2rGJzSbPq0DQ8lsq0YTiJVdd69NJSUIjOyr5JMNoMErajMy/DNpByh0iBYWV0zkr4braJ5+HAs1mFpXPj2C5KzoWSO0clW2LUxKVfZVVGxt00DepVnbA9q9DUqahwD9vWglMKKq4zhhrNWxm2e3yd4hgYeRYRx4E7yw7c07NThMAnMfMxkNrje2H7IJi3HqXVcRgml9L/ee0HkRI5siTmOSM+bVY3nHCq7Tq2gRdlNDqo7bdwTkKZLIrCoaoKzqzWdOh8EE85A5z085kXJi2LTBs0tI0pCMA/KQN3H+CUzEDxYSJxlQWs7ZLpwNiU8dBxu6tZiaZusLxcRA93CAHHJyec5yHLgOayo7i5Zz0vjNu2LS4vLjGfzzkqoCxTHgfDYVQhcPVtA0iomMTwZlqNMqVs2vRjQGQLrc4CAzlmz+PSNGzCmc1mODsDjo4KLCHHjTXpT0/COnyKx8QjjdiZ4rV9bOdzxj6chG1rLcqiFKaVYbsYwzYxhjvBdpVju0XX5UfSKa22YVNlDk02l0CG7XggJcN2vFFrwXJRiITt9Lsm2KpmM8b2YtFjsscnJ6hmFbz30bfjBqYd/bmG7ccXmB8drWG7Xq362DaCbctCX9LyAQxy0/QF5XFsW+cY2y7DttTE7B2l54b38qxcRQcRbaLVrvkPBREPRggi2xpRzQkxTwOQ1Dne9Vqe8JbtSsZavPv4LwDDMadOHDuc4yGB2zmLpvFoWhatZ7MCZcn/OHWsVM4mzhXsPaeaNKJWKZEaxIwBqXNR6vMVs4rNDtbEuoZRQgVFezlAeP3+BYdZSXuLokDwAZ2UqfLe440HF3j9/mMAiGB+/PARLi8u4L3HT3/lxbgYfvLLd+Pi1PEKEhbFjiEHYyz+9nSGzx88wOXlJWAMjo+PcXx8jK9/9gi/+e8+QbNcoW1qcRyxyco5tUULySJQk63+U5NN78Rn06BtaoD4KP5bt4/xg/MjAFy5+3eWHb75aIVvPlqxHdzzwYi1GOQDppTACRmD5PFijZM1GSsVZaxg2wCqZgDEcck5tlPMN59a1Dqra9guLJqmY2wbxTYLJ4ztNtV8DJ5rWBLFiu/aXJYvDGAzbHeC7UqwnfmmRrFNxBkAqzK2tygKhI4PyHSdh/cB1ayK5lDfcZtybBdFEZkz40+lbx6uhG0XhYPF5YKxfXHB2D45xvEJm2J816ERM6vvBNtlhu0IZMG2TguSzELYjG0Cm5FWC2bWJycnOL91jqPjIxwdH8WTsOrv2ZUOQvKOe1tmX8t/Arw7BSI5peXk4EqIjKOuayxXS7RdCx8Cfrz8a1TVTHZ232P46mx84/4jzGYFOhDeun0CagPK0uGNBxcIwpPfunOG5Wwmx4Upmj/UTMMRL0nUjDZMophfRW3CxpiY+azr+kzolU8exOgRM5+LPY+//6uZRUsOs9kRvn3ZRFAVZQlbuExFJYmwWWJ+dIR7L95mtTUEOR0WUkSAJONi87RBWRSoLCfcKqsS31kscXzCzqKz83MYcNt1zINIbbpIogbkt4BvKJEbgxAIb98+weufL9h8U9f4m6MZvnPZYjab4/ZtnojffXyBf3NWsbf+akgdHl2BbRJsq+QctmBbtSO9lzd5XsoqK1Yl56/v2o6Fj0AcdTIro5myblqW4o1D1G51kw8qPY9gO2TYtiPYzjdYWS9Oyvqxyc1GbH/+4CHapsVsVuFEmLox7IS1hYt4IjF/rJaMbU0mFQLHDJjMeZ6wza0vi5I11VWN1ZId+sdSZ/Xs1jkMgEePHkHjvEMIaNqWNZgc2yE7lJcJ5GmO+3+EQGjqGuV8xmuzrvH40SOcnp5iNpvh9m3Orlm4ImaC3EepPAjmHTJnSA5qY8D5EgTMwXOone88gkjhqnIsVyvULTtx3r/816hms8hkUkhgCisqBdxEActljUa80taxLbyWLG1tyek2rZMdXU0lqjIZxEWWwucoVejGcE6HJiEmPimmlXws2yI7VhmXVADEjqaYI8JKqGHl0MiJOQ1/igcWiBdSZuDnIwAAIABJREFU13Vo2yZWeAeAH//y83j14wdiWgkwzuBbj2rJkbECzedRFZ/N5ggnAd96+BA/uHWUzEIqTYfEaIwc3qFep3nNm2zMeGxUAvW4d/ccr370AADhvZfu4G/PjvGNR6tYkOLk9JTt4LeO0GZ28EOn4SGQSEaFiD62u85HKVyxrZElBHAkiUiTwetBMxtz5hgItksLCh7LVY2mbsex3foM2+j5a2IzFa8qUROBTMLZldg2bMopygKIoaJdtPcuF8sRbDsUVYGyLNGE/iGd/mEcH3O55NjWvEY5to9PjuFES9YDeoBg+zSg8x6r1RK50XYN27q2s75pX9csTCZhO3Rc2BwE1MsVrLWYHx3HghQnpycg4pzm+2D7MJi3xFiSDE4aLE5iozqKMhMfPBBSwiOAHW7Bezhr+RSXXif2rxzgVtRHaw3arsVyWcMfzVHMWc0kUAR4NyvZfAM2BVh5Th4nGsmYaNpBJgkQsVQcpLhqj8QmqlK3qk9t08S+hfI0ky4kvlXMKUVRoEET369mFt1jfOexWq6wWq5wdHyUCr+KhMVmIH7/8ckxZvMqVQWRDjjnMDs6wkkIKGdOwr6SOhx8inu3Lo0Boe/xigw8j0wRlbRr27hQgg9YLJZYLlc4kpwslZxWm2WS402gILnSzQi2dS6NYJvk+hBUs+F5rQXbVhJLKWMaxbbNsN12WC65yktRCraJc9MDQOeDCtIgMEOzyE4/9iQPNYfI70GkUWzAdnTmmGjDD8RlydqmTdj2HtYMsS25hopSKvwgYbss4rpSbBdF0ce2VcbJa4mxfYLZfMa28jVsz3ESvGQY9dHUQVHDyLCNEWxTxsDNOLbLsuTShT5gcbkEweDoiKO5KkloFURD3pUOgnnzYJm4eLX73BG2AznrMBNVkYgkZGqJpWRTM4Yn4t1HbONuGlZ7ZlUpO3GqNlKUDm8+eIwAQtd6vHv3DhAC3rj/CEf1DMYC796VggFShIECIUAzpVkAVqJEEhA4g55MbpBV4ZjRc7Y0WgO4Slf37t5CWVX42kcP8P2zOdqmBc0lA6AczjBI2DCQHM2Fi8zQinpqJe1nCMwMmlWN75/PcfvOreSEJML7X3mO074az86U+TwymRDS0WgijrM+Oj7GfGaxWi17zimiVLHTOM3WmFRMQpK6o+qNjC8QQN7j7fMj2NLhjU8f4e3nTvH90xnmx9zeb180mM0qfPPREhcXF/si7EsjkmiFkElwAIBA8Bm2VeAgIjSC7dUA25yPx4hKD8yqah3bhZMNzosNmce6Kh1HnhjEoiSsKdrkAzGIWEoJmTJsq+knFk2wYroYwTbA+U4Mb+6cCRNYrhZoZaMGOBeLhtfGjQ0mmkeRbUpOCnrkUm1T8xH62bxK0rc0w0vqXOvcANshwzafqzg6PkZTtwnbsoZ5M4G0K8O2vCeXukexDXAI8srDFg7VbM71RS8u43NOTk4wm/HG4vfw5xyEw3KiiSaaaKL96CAkb1XhNcGMEpsbPMqCK4bocViS3bOTvLoA8O7jv2AvdFlEJw6HTLmYjN46vriaFbBLg7YN6Dre6d74/ALl6RzGEH5w+xTto0Vsg5MUmU4yFsfKGui3V23AbFJINm8EQkCAM+k4P8k1GlbVdR2CD5zZz3spVuL0sZxMR58oJhkC8LUP7uNvjlImwyCRJ5AIHbZ1uiydZ7LfUaBY01C96qo6ekncow3wQU6HFUfRjMVjKo4hlcoACSO0khMZolkhFrsYzH50BJPheX3n+VO8fv8C9164xek8AXz//Bhvfr7gqiVrzzhcUmwbO4KVIJET1olNiQ+9sLqfsO0KPiFoLcc466lgrQBlkEyKlZpMGkLXMgarqkApUveqbtA2KVzViblGE5/luB1YtBO2M3+OOuYdxrAdErYFC3psXKO0+thGD9u8/jVFwwDbchiJx2QE26Kp6mlLiMnG+yDYTmohm3IaBJ8qCEVsq7aNDdiWXpu10dKnpKtCCOjaBmVVIQSPerGSrlnM5jPB9u7gPgjmrQ4wqxUw4gASqoqPsasThwB0NdvMus7j+5/+3wCA+XzOcd/Wsl3Lcgyo2qis4/wlAPDGZw/hQfjhc2dYzuewwaOalXCFlUM+dYy35ILECWj6S67yJ9KjutJ+tf0mU2HMjKhqYlQDiRm8qmG9ZPhE0THF5zJ0ofTVVCI+yNG2LacCNWorPkLnu+jo0mtDCPCizlMgkCW889wpH3Ja1ZkjFghk4GcGIVN5exYg+T2EAGfSZoKeGsi5ThI+06LQX8gHdMTFnrmSD1/z069aLuhQlaiqGW4K9W3cCdvIsJ18BMAqw7amEU1ha4rtVPpLfUGK7apkn0QroXcWhrEt6WCXqyG2B3OAdecbX5DNuQH0zEPuiO5hG3nudYrM25isIr28OZYglNOMyu7yVukBvLZto3lkDdtq8tHSZuJjYGxzfpTVKLaDnBpOUTL5eOjva9jupYSm/pH6HNu6TwQO94UeLBJ+Ua9WMNbErIu70kEw79hlBbcA3BmgKgthZMzg2o4P4tRNAx/69eV0x41V4GPeEXbsVKXYBZ3BctWirfmIqnNsD7TGoOk86rqFJXFSWCMOSqSJihuqHJ2ME5V+N8qtKWfULhZrQOakWR8P9NBDIMnNUMB1PkoSesIzMgQCuqZFvaoxkzDJoixxYnnhFjqWADo55caxuoCjABssvNgRLx8/Xt+0Yr8Yenrqk9SBA17AaWFkRvM4x2tWQukLItKD5zZoNXOA03zWkshqH4B/+ZTwkGPbCrYjBgTbTVOjUWzHeqemj211UMp4rWObpWsKAa6wmM1KWAM0TYd61cGKtdRiBNtKaUIQv878LdmS5XDRTAIGVELdgO3eawhFWcb8LTGiJcO3NqBrBduzGZwTbMumpId/AKCjdILTGANHDjaEaCO/vBhgWzedCNEBtlWYNANsq3qQf2Y2YFs+C+QR6ibmWQEE26v9sX0QzBtI4PZtF0N6yrLkHVcO3FgAq1qC6YOPjhwl7/WkVEjnTWUsX7//EMdHksDHGrQtHwiw1uDNzx+hOj2WHTiAAhCNFEQgBHbWqMQhzBPimY8AM2mzoIgKEyVsTi4kkmhIKlWPMoaXH6z+xsNLnJKDPTqKuAkh4N27txAePZK2cpx0CEGS4cwlYZdFSf2pNuCTZ3ykmNVc7zu8fv8Ci8sF/qpKMbb5pkVIi0vHlkJIJyAhzEalIAG/gQB70GVVpXU8FfrvvXCLD59IONVrH3+OH754G68/uNwgGh4uKba7tkORYTtIEjMrJotVvYqM2xjAFQlPvuv4+hAyLgN5lo0nggFC2/hYl3VWFahKx9gOEkGhIaUWIEpVczSqAjK3ecqGHrZVTTB8jzUDbGME28ro4jMSzeczzOYzMY0mE4P3KfrCEMUCDVXFWTD5sI7thQnqeLdNC1daAE6w7VFWJWZHMyyXi/55hCiEm9Q/bWlISdL42UngimagOBjorxUaYFvf4z242JvkrilLTgNgkDH/q8ncpKPGE0000UQTMU3RJhNNNNFEN5Am5j3RRBNNdANpYt4TTTTRRDeQJuY90UQTTXQDaWLeE0000UQ3kCbmPdFEE010A2li3hNNNNFEN5Am5j3RRBNNdANpYt4TTTTRRDeQJuY90UQTTXQDaWLeE0000UQ3kCbmPdFEE010A2li3hNNNNFEN5Am5j3RRBNNdANpYt4TTTTRRDeQJuY90UQTTXQDaWLeE0000UQ3kCbmPdFEE010A2li3hNNNNFEN5Am5j3RRBNNdANpYt4TTTTRRDeQJuY90UQTTXQDaWLeE0000UQ3kCbmPdFEE010A2li3hNNNNFEN5Am5j3RRBNNdANpYt4TTTTRRDeQii+7AQDw+P2PyOx5jwFAg7+H3+e/b3v+Lu+mwd9hh3v0vn36lu+mzXIJAPg/m3+Jf4D/FLOTU7ji6inbdyyfBQ3HSylv279yf40QAv6B/w8Ba0ev2fSM8uWXDqGbV9L/8H+898yxPXbNvrjL79s0d2PX7vOOvK2K7U//3c9x+4UXd8b28Fn7tEs/37V/e1P24McPPkcIAbeeuw0YC7OlwcOv/vv/8pWdhvUgmPc25rppoPXzbfeZwbXDd26jsXtyYO8K3OuAe/iBMwYWBsY8Y/BdQZvGfBuj2UpG7yeYbESvM1+HSl8Etscwsc940cjPZ45tIWcNrDG973d5/7Y1kI/H2Eb3tGhrO2XiiQjGMMI3teO6G+1BMO8noW1A35WBX8UMN0kj1x30MRpb5Ea267JwsIEZ+JdNw0W2L1F2o7GWNQ2fnnwV47ruew+eRsB0XWz3mNcWkA6Z9hXNuTZFiTt7aMS2c7DW8N/y/dN4r44BkTzvGXDurdK0YNuMvHzrfO3RhINh3s9qQW6TFq9aHNv+vurznK6LGwV4URWwrU3A3/Luqxb6dWkolT3JeChZa0DGxn7m9w7bfG3p/gBopzG5Rqd20YTGnvtMsL0DyCgDbg/bTswKT2lih/2/Fm+h1N7RZl2xISq2t3L4wT37atUHwbyfhingaaiNY895GrQr81yTpqwA/GgGSw7GmL2f9TQZ99MmuubTb5Lk/e8NtvcFWY7twu3E5L5IGnNU7DMP18H2k/jHJppoookmuiF0MJL3PvbnXZ819t3wObuqkGPP2Ieu2lXH2pM+M4AxURrY1sZtpoer2rfL95skyU33j9nzYqSOMdgkP2yz594kmrC9HS+U9WqIk2cx99f20+z4efxsC7afFh0E87Z4OiqdwTrAtwNn8zWb6ItiJkTp6Wwu4Z4Nbb9Xtee647pp3DYt1P3spvyp2j1hzN6M5qaQ2dUTdQUHvNIkLO8ZbvA7jaO8ey9s7yIZbLiGsqcbY0AR3/n3m+7b0r4NjpFdxmAf/1fvi6FdnAbY3pND3Eib99jvSrs6TsYYd76LPwnT3kT728E2X7exPRIjSINr9mn/UJq5ShrcVbrfh+K4J/Fk9Jk3TbreRjubcndg3MM562HhOkz7infT4A+zZaGOzt8uDNQk7revZrB2/Y4qztrXGaO47ritj/vVm9HIY/aig2DewHZmNoaZXTqcS6ZPwvj2oeuYKvI+jbXrW5++DBzv9tThhrXpnZuY5dMel9HNTRZs8AEAIWx47yZM3FTmfhXGt/VruAaGWH7m2DZPGdvxiyt1it4zx7C99plZ/254T4+uCahxwa2P7eHcPE3sHgTz3qVzY5/vorUNn5/fe12QbwKEPnNXjXLs922fPSva911bF84eFEIAiFgS3yDFjG3cvygmFeBqrfOq+24str+gSfzSsb3t+QNT1750EMw7P2o+7Ec+gPsCfbjrD0H1NOzDY+0dvmvTtVdRkiSefL/etW9j2s7TNqFQzy5I0PMZT+v5h0TbsL3ps22fK21bD88E22I2eSJsj5onfsGwjQG2tzwnZ9rXGYWDYN7bdurc3ncdBp5fu89E7WI73PTdph37SRgRHyBfd+zt8t7tz32yz59k6RlrYGBh2u39Gr77JplNrsJ2/vs+ZomrTG1j79sHj5vsyU+E7Y229S8Q27RZ0n0q2JaHKLZ3Fbyug+2DY97A+M5ISIE31128u9oUc7pqYYwlqHr60qKNz922wK8yPz2J7W3bOOzzrFxyM8bA7NmSJzEJfBm0C7aH3+07N7tK7/uY5zZJ2E997M0XjO2RL58ltvfB677YPgjmPTSNDCWSTaDep6P7Olquum+XNhE2L4Jd3n3d63YBwdOQzq/6fmM7xGwSAsFmV2yTPjaZzw6drsL28Oez7NuuZhsVlMa0hjF870L/3mAbXxy2D4p5D39/Ukk7v/e6EsNV776KeQ9/bpNm+oDIrIJXNEJtyDD77fRPSlepuVcujBDWNJddJK+bJHnncd6bhBJgO06fREsa2q2HD9tVah9r3xi+N7VlDdu5GWYT9yKAsids8408bXpa2N5FI7gutqfj8RNNNNFEN5AOSvIeUxuvkgCuuj6nXRwi16FNgsOYE2pslx2LSBh7Vm/HJwIRIQSCD/yEoihiwp9DJu3DNz/+Le7TnZslTe9DJpcw889HPuvRHjr0zs7DkbaMraNttvccg1c5LzeZIDdiO16wAdu7Rl2NLbpnsSxGnhv7nk6iPTNsHwTz3lX839eEcRUNGeku9z+pM2ls4eT2xZyhjwFcx8qHgKbpUDct2rYDANw6P0FZlQdhYtjFd/Bv7v4IBsB/4X9nr/tuEm0yCe514w60zek2fOyYKr+zww/rDHyT6XCbfdxkf6xh2wc07RNgex+J7hoU37thYwaQnSIeua9/+7XpIJj3LrRLR7cx4E3S75jUu8+gPomNeZujImfof3v3ffxHF9+GBdD5gD8/eQur5RLFaYHfffwG1vMpjL9jF/oiHYLOcXkJ8tvb84tC1x3bq+4bY55rzDL7Lv9smyPtqvfsK0zlbejJpYSI7cVixdguC8xmMyDcbGxvoyfF9kEw732N+mOfX2VOySm/1mJdyt3Fw7wvcHYFzebNh52RxgDOWlRViaIoUBYOvmPpZFhOKm/fps+v0859Fvy2e6y1X6gT6sugbWYzpbVx3KCOb6uKs8Xnt3VNja2bTeuR8l92mbfsBduEHEWtwQDbzsFbwTY2YJvWrSlfCrbpCbB9zV3lIJi3Ms99pNhtzGjX56h0u6vZZhPAnyb1VE75g7I/nLX4jy/eYNN2A7TG98Cvm9FVz98HyEN6EumFpS5+8rfvv8LPOh5/3003mQBPJpgM79vlRN7QTNN79gjT3WVz2fqSJ7wux7a1FvOjGY6PZiAAnfdR4h4zzwzf8aVi23Bf4ulh2y86vBXb13zpQTBvIKlSGydp5PpdJIpdaB/15lky7vX3Ju6dq5rWMrsOMUSw92NtM8rv3bZQr2KeT6vf2uxArC0MVfxt77uJDH3fcRuTJMfmYm9Th9ntvl3sytcxs+TPHGJbyWrnB0ZjLb499vyDwrb8DGBt4Vli+2CYt9I+kvcuUs2+7xgDwlWg2eX5+0zWtg1iuLAoe9K2hTb2rqsAftX7t7Vr3wfssrhM9vMm0q5tH153XVPidWkXSXxfrJjhF1csCJZiEXeybfgYWy/XYc5PjO38gmwSN7ZN9y9zPWwfBPPeR7IdMqJtnb2KOe2yY29qw5N8fxUR+vgei5DqjdlAtdxVVd+0KV3VtuH7x5jN1rHfYZA3bYBfpObzNCjPmLgLtvOf/QeNf7mroHAV7WKG6T17T06j46BjMMT2ZsEjYXtbW3ddk7uM/xNheweK1w/MKvti+yCY96bMa2O/72NW0Z+bNvrhtVd9pu/fhtsxAOyjpm5/6vgncWyuYPK7PXn7M/J50HHdtJiu06992nITKGSA2QXbw+8gt+uADsf1KmzvStvmce3va+4O47elN4wKFNnG9zQ0rl3Wohn5ffiMjUMwxpl3pH2H9aCY95jUmE+axeZJHII4P5q6i0qVT9SmydlFqr3OkdWh5G8AWMprPY57240s5idB9S7ayCbatqCGkkR+XZ72QG2ZN02i3pUC0JM4lYbY3oU5kVkXRp41tsfaPNbQfYSAXl8NJInT+nv2gfWTYOeqTfWq8ephWzcb0+/Hs8D2dDx+ookmmugG0kFI3jlt2oEtxqUKJZW0x/4N1dGrHBC72MWAeH5g1HY1dv3Y31FCJYIP/O/vq3+Br4Z/CO/D4Mp1Kf3v3Hfx0d1vAQD+k4vXe9eMSdXXsdeNSc1jfbnqXn2fZm42hhDj1zFuEvhFok3Y3qZN6s9rYXtE798J2zQebqqa0tr1VxAFQiCC9wTnLIhCPPauDc3HgKTtu87/Ji1kV2yPagTY3r/NJhWKP581tg+GeY8BeRO4c0Y9/Awj3+mzNtHYItjUxvweAqd+jG8zBi6rhD6WZiQHChHQSbmkzgd4H2AAdDag7Tx8x0cPGfz9cegCoe08WurgA18XAsFm+d9zwAwX4ybVexsTMbheTH5OV83vcDFdZ0EeGo32k9APfyP0igg/NWxnpjWjDxjZUYcxyRHbWcZKZw3/SRm2dZKGmwRxCgcQoesE2wYgcgghRGxbDYPN2uA9Y7vrMmwTwY4AtcfkR8ZvH2zvQ5vGsodt82yxfRDMO7dlb1rcEVDZ77vY/q6SakDMHI2RwR45pThGBL6va7soIVtrYUqnD2KNYcPDCIAnQtsFhM7jx+GPEALht+wfom1bNE0L8ny6LAjzVvASgLbzqFcNVqFGKF8DADSdB4zlOPAYYkUR4MaY0YMDmySCTeOwSerIaWzc1wArnEU1q/zZw0V1E5k2sAXbpt+3oT17FNsyOFuxTQNsE2VMxIw6tYeDfCW25Tnx/SOcKARC2wYE79E0LUIIqKqSk015DwqM7cJkgok8o+086rpB27RQsaMpSsa2MTDWxL5Fxm9NL/3u08D2Jsz1+r2ReCLGpPmnhe2DYN4O252RQf55rAN7jHJhYJNE/Xf2u/hq93vwPuCn9Cf49fCPUBQOhcsOCgj1FlL24p+Ef4bFaom2aQAA1lnM53N8rfivUZbF1rkNxADv2g4/7v4IXdfCwOBnR99FVzf4Cf0RnNMnfJvVTiK8decYb3x2iR/7P8aiXaCpV1gc/RUA4L36bVSY4zftH8I5ix/cOUIgwuufLgAQqrJg4MuA5OM0BPtwPY5dg8H3+c+hNpPuzzI0DySTvC2bxu66Ev+XRQ79zSnvVy6Q7IRtsxu2dbP2PqBrPZwBY7sQBj7SBmQ/QUDbdFhcLoWBKrZnmM0rlMU4tvPnhEDoug7NqkHXday1FQW6rgYR4LIBCUQwYoMkIjRNh+VyhaZewWYivvcBZVnCFRZEKtSwdlCVBYxLrfoisZ2PQH5ubphR8iopf19sHwTz1kYMG69Sdsj+XdW5XXdUAvBT/Aka36FtW7wb/ile7v4QZlbClcWamqrMlsSQ+Hfuu6hXNbq24UrRAGAsvtr9nnSIQCOt0eOzXRfQtJ7t5oa3Lh88VquV5CqhyLy7rsO9+p/AdCXKjxxW4fexrBsslzW6usbJB38KAFjOjtB54N3qj1CUDi9//AcIgfAj8yf4dfp9/Lz853BSdurR7f8O55//E/wa/V5kortI1JvGf9sCGUoeIbuWjNk4r5sklptEyryV1nCFZ4PtruOsk23bAiFgXhUw8xJlhm2AGX0AEHzCNoFQr2q0bRuxTcaCVD0AgciMxGhfhe0aXcebQeGkTyWhu1zCuI6le2uxXAm2mzoy+UAGnQeKilCUDtY5Zt4+8DrxAU62SGMMiAjWmS8P2wbQupzXnder6CCYt9KYujgE9nCwxmhNEsH64o8Ar1vUqyUoBLSzFlVZ8O7vJdWdMbCGDcnei8pHgC896oYBbgQ0rnICHPRseP3G8Yc+EFrPtj9v2Obdti0IDSBsvxAkhBCwXKwQ0MA6hwVWWLU1mloALkw+kEPrgaL1mB3N0diA4ANqdGjg0TgPJxJO2wa2s4N4gTyFCvXDMR/+rnOgjt4gcuAY4xouuK2mggOmbVLuE2ObNmGb0HUeTd1gtVqBgofDEWO7YHsyP8zAWmWuBN95EFjzXDU12raBFWyXim1swTYybHcB3nsEGse2yjuls9xGNDDOoSgKrFaK7RWccO8Ah84TXOsxP5rDlQYhBHSdR1lYBELENveJN84etp8UODLYo9imAbaJzTtr2KaR5mRA36eJB8G8h4MxttPhit+x4XPS/7IPiYhVyq5D2zSoVysYIvxs/s9xao/xG/738c7qHwMAfo3+AFVVoSgKhBDwY//HIAoobYHgPUIIKEWMKMsCmggyl6yGUpH+7kPA+/5/AQho2hZtXSNQQOGKXgpMIpKNgmCMxb3qH6NrOnRNg65tAHLyzBam8+hcC1eW+Gn5JwjEjp8fu38GV7vI6Oef/E9ojEFrPIKzcA7JpDIYxzHGugsNJUL9qTlZVL0fKxc1ZEpjKutNoCGWnzq2h++TqI6u69A0DRrBdpjPWOjwHheXlwAA6xyqMmG7aVoQEcqyQPCBfUEFv7EsXTRhsMbUN7OMYXtVN4LtJmG7GGLboGlqtB1juyhLdG2HrlVsM4siw9i2rkNRliBj4xqm4GIkC4Do8ykKi1BYOItoJx8yyWHebbNt8Adj38O2ES1GsY2k1fSwbUawnb3vxjHvqyh3Zg1p2Nkho1RVxkQuDpAnrOoGTV2DQofC8RGYX8d/haMwx6Kt8cEHfw8AOLYf4vzsHMcnp/i39l+gbRtQYM/5fDbH0XyOvAL2z9x38TX7h7DWRMaErE26M3swwJfLGtYQfNsg+A6wFgEEZ21cLIE8gu/AjncP39WwrgQhIPgOnz7/uwCA5x9+D9YWsIVlW6JsLoCqxR26ThlngDEGS1OjLAt8cPS/4TfxB+z4GYx3zDMhAzxMErQLo+lJ0Pqw3oP7i3/MLnkTaUxKy+mJsa2SnDKNQFgtatR1Awo+YttJJZrFqsYHH34AAKiKEufnZzg+PoUnE80kxgBHsxnMfB45C8GwbdoYWLcrtlewBozt0AHGItAA22GA7baGLUqQYl6EDWpXsK6AdRYwrAGHwFK89wFEFE0yiu2yZDNRUbqoOYxiOx/jbdjewGQjtpVjQwbDPltsHxzz3qYWj0krY/cruD0RfGA1MhBibClXoFkBBDjnQMGDAu/Y3nu8vfyfcf/+JwCARfk/4tSfoVzMcXr+HILn0kxEDQyIJQmx33nRqTwRL8qetM+7chCE/9R8F3XRoqhmqBcX6NoWCB7OWnRtA2MqGDuTuy3/M8p4DdqG7e0cTaCfe5Akum1rBjtzW8CVBUvqkvsbxIv0x8U/ReVmeLn9b4GZjB8BP7Pfxa/T7wEAfkJ/At8F/Kr/PRQlS+9jEsS2Odk4kVnR5G3zetU7DpU2MYJd+rNpPDiCj+DlZwBiVEjTdKjrGiCJqQ4WFIixHTwePb7A/c8+BgDMqwpdu8Ljx49xenYH/v8+YhDFAAAgAElEQVRn7/1+bcuy+r7P/LHW2j/O/VFV3bghQBMIxkkUQzBJgMRK7MRRiBKJB4cGutv8cPwjkf+JKK95yENiO3EEEd1AJ5ZiP1jIcRCoEUGADYaAlEADDcI23dV17z3n7LP3Wmv+zMMYc619zr1VdQtoc65Vs1W6Xfeeu2vvtT9rrjHH+I7vyJKia2x33mGcbBEL20rY+WqnqZLlU6UM1Th8v2Eele2acd6SkrCN7dcPac7YxhDDREqRc7/B22zPGKfVBGPoup4YAlk3b3TzLjlDHXDeLemKWtAHiFxdkeRWMFLU/QOzfesPvrhs34vN+2U/2MtEe+3PapVoM6YsR0BE2QEwTTOxzjIXD7kBfN/jvKPUwjTNjHq0zN5BrQybxP7iMcY6TKlyQ2gE0gS6RmVMdyV5y3tCIiNAct254LwT719rMdZgvafEQjWGurxIBWsxTnEwkPIoBSbDWlQqhWolGo/TyLDbK+Rgndy8JSvgpVKrRCy+6zR6k39qqaRSiPq6cwykWAg1ytH0rKr/MmmM8726HTHll3++0+7v03q3a/Zufy5SvKybbV0eyuM4k1PCeY9BTjbd27EdJmF7SOz3jzHWaiK+KNtrbuQW2+dvpK732122rXcYo2wbg3WeUoXtdloFkbdKWUleOaW0FPZrXc0zalG255Fhu8fo/WedWSJ4uTiN7fKc6quWSsqVolHxPEVSzFhrcfvbrYAL2+8QNT7Hdvt388Wfdv9+e/z76/31/np/vYLrXkTed4s4L/qz8/UyR5Hfdp8i1MxUIjEGvjx9ZNFj//r8AxqZyCvlnNldDDjvpXgSI1n1rXMM9L5jt3uI7zqt1Mixy3tpWmi5PosEpc6sErHzgojV9wVQQ4GcsZp60cMnzjlK9VjraDFOqQXrLE4bJKzrRAJm7dL0AJIWqjmDidRS2doHWOdIOVNylsilLBIWUgwip2q1gJauK6IQGGe5XmOcySnzW90n+df5i7fz1+9hPfddGm4Xvl5ivYq575fluq13O42UKh22ISaiFhlDlO9qOp1wrt3WZ2w7T4iNbYlQhe2e3e4BvvNQLaaKQkPYtmdsV5wxt9k+e0/WSK4b9ASY08q2UbbtyvbyWcpdtj0xRUizpCjPVF/VGEjK9v4C4xw5Z236yZQWpdc7bGsxEU1dppiX1x3HiZIKvvNs98MSad86Ob9kAfNuzrelb192vVe278XmLarmd97Ez9fLbB7ZaPNDraRU+S0+RUQAz1maDiQH3dIqhjkmjqcTh+tLYpjlveTIbrfn8euvM2wGQkiYLHIk5ywVu+SxUwp8VfkYbAoUuxQtJbUiqs+vSh8BIJpC9onP1k9SbKWQKSVTa8HWjLcOZ1sRqtB5T42FXDPe93hvCVRyijx68rPyuarRHLgcVUW/W5jnQIhRCkC6eecUCdOJYTuAMXyWH+X48C/yjYcZaw1fMX8Hv3L6W/K5woy1Fu/drY7R95ryeP77epES/p3Xy6Rp7tP6YrBdFrYhpkKFpRCdlU1pYpGHdQXmdM72JO8lJ2H7tTcYNhtCiJDBWie1IMwi6Usp4qyHbMHZJX3SxpiZWnH66Qbv8HSkFCm2aOFcggeLsO3P2Pa+o8b6PNs5QV27eSRL6DDOUjDULFJfE9Ot4nyOyvZG2E6pSOaxd9qAVzlc38jnCkHZts/59tx3tu/F5v1en1DvdiMY4MvidxJS5jN8kmKaDluKJMOibU1YYxk2G+lePP4trp59gdPhGWj7rgBaCDEwjiM5SY5xGAacM6S8llV85zE4iYxy4bf4FB8u36WFkkpMaYluf9d9imIKXx0/yv/nfxCbgjYBFWrJNLOe9kklEnKkbKFWUbxQcdZx9ca/DcDrl7+IdR7nHX3fyesI5lLkMXaJOFKK+L6nYqUVOWW+Lh5IQ4d1BmsNZfFWKTjv6TvHZ+In8NXSdZavMR/9fUUXq/uLZL3bLNH38hqvyvpisJ0rpCpFxGosFYPrpbgtbFtl29APA7lWTlfXXF2+dYftSqUq26dlk3NDj3NW2ZZ34juPscq2PjBsy+vWSozpvLyIsUaUHtHLJl4r1byY7c57jIGUzcp2lXmtzrnlk1vnbrEt1k9vw3bXKduRmDK7/R7rJKASttc6kfOOvvNMU8B7S9c5+s6dBV4v+BLe5rtZ2DZSH3hHtl+QS3/lNm94+WLkO61z8HMpAiOiIrHOUhEQjJFIpaLHdgOHwyU3V5fcXD5hPh6kLI0AGkPg8skXSDHg+y19v6VaI5sxVqrZiG42z0CRiH/MiSlHrJNhpKmsxcVQEtRKoUqhCFQz7pcHxPKJqqgFnEqtSo5LccY6i1F9q7EG5yxd19H3Hc5ApWJNhZJwvqM2A4hScL0nx0jJGecdyUYMFeudKnPaf79gkPd0czjQ9x273UDtVHnDWmxyZ74qd7+bF0WVxqyDoP9FLVz+obOdpcEKwOgJcClfGYQfqtTRDRwOV9xcPePm6i7bljjPXD55c2G76zfKdlS2ZYuwzomipYjiJGVpu29T0lNd2c65QC3qQyL3xsK2FsnXfauxbSjVKtsRqNpxuVLjnFP5X4d9EdsLrxnXdeS0st33vfy32udgTbEYJGi6OdzQ9Z79bkPnrKrK3gPbldVfRX/vHdn+A0Yh92Lzvls1/f3kVNsFKkhe67P1R4hkTClYA51b472cwNC+tMwcAk/e/Byn6yvCdEMJE/YMr3k68dbn/yk5Tjx+40PY7Y5cMmGa6Tcbhk4vo7V8Nv4o1khDQwyFXyuf4F9O343vRFXyW+WHAUhRUhifsZ+U1vt2zEXalOXIu37lpTQ0KykniubyVpmIREDGWnzfSR7RWdXCCuTeWWpqFyxDMYR0xFqHZUOKgc/WT2Ki4Svydy7mQZREToZ5mjkdDtT9lt47osmkmPkd+6mlQeJr6kfxL5Bb3VUotGt712vjnb7fV3G9HdvvdVWUkSrdkyUJ285UOrce0nOCwrohzSEK24dLwnhUttdXFbb/GTnOPH7jQ2y2W3IpL2Q7xExBBHsxZk15SDrNGEtUxUtMSVIk1pBrVbYzBfcc22bhXiLdlJM0uhgD1px97xXjhG3nLN5ZcSd8J7ZjxFqLNVtSDNINbaQHoqpb4S22b27Y7rYM3hO9l+tc1uYf03thu/L2cyfvsP0y3/nvl+17sXmfr98v3K1WUGvlN8sPq+5Tjmg5RahukQbuho7kDGFKhJCZx5HrJ28xj0eMakRbxaLUQg7S8DCfbrAfkA60EKRZxzmL1cg7xSzHJQvOGfym4+Ym81vmh/HVYYxbIqaqj49xDHx5/PP8Tv0EFcPhcEPnHK5AbgUYY5lDRG4dSYR0w5ZSCjEGHn7h5+S9WitSRuuJKWnus1JLXnJ9WSP2GEZyctQKfT/AYPhs/WHCTSDnxK/Wv4F2TlBTUJ2tRPbDMGCs49ejOCHmkKR5Aph9wmw6ibp4MZitC+29fNevUqrk7dY7fYaX+XymVkLMxBBJKWNqER+c59jmjO0T10++wDyeMDU3U0DgnO0ibH9Q2J7DTC0V55w0fAEpFmVbGPCbnpubUTZxKsa+mO1akgYeVtm2uG5l21nLFCQYqVRhe7Oj1Eo8zWsg526zbaxZ2bbKdhGRQZxHcpSHQd9vAEOKiTBHck4SoWuKpeYztm1jW/xViloG2NYoBJihkw5O3oZt1odS+15fts7xXte92Lzf7gPePW68Uzfa+fqK+BF+g0/KJly1EadWolbkrZFUh+zRlr4fuHj4mBQC83jEOXDaFmyW9kyJbWKYmI7XVAx9v4XKUr23wODtklsDy2bbE2ap8n+N/y5+2/0IADnLTbDf7/h8+DuYkzQIpRiwSIdZS5CXUsBUrLGSo8yZFac1L+msxTqHteKZbK1dOyxLYRpPhHnUf8+qVT+7Ns4RZvGVKCmeOboVeqAbYLPb4fuBah0pJuZpkiO0bt6/tvkh/kT8Xnptp34x4Ov32Rz17vqN3wX6Vd283+nmvZVPfdkPqPliayTfJ+qkcsa2UbaNsr3h4tFryrb44Kxs1+W8bwzEeWI8HqgYhn4rgc/bsm3YbAfmeSbGRD/YhQFyxjjDfr8jhIm5JGV7FrbLi9gWXXnI+oDRk2VdNnmvbFv1rXdL9CxsH2+zXaXwWtu1sY4QZsI0UXJc/E+omb4f6IYtw24ndSDrSFGMtHJOS969YDDWCtvuDtstG6m/WqSw/MVk+15s3vUd/n/rJrPw9ubYd5Z1lsVlxFVyhhiCdFyhgC95YkvX9+wuHjCdjuQUyTmeeWfL1ijmaJXj4ZIYA8OwZfPGBkqVDjJ9e10v+TgDYKDvvTQWhEyJkWrbEz+Dgc22x1JJ2jBBydTiRG6l4BrAGUu1Ro6bJUvjQ7tO7QiIp5ayRNc5F0rNi5wqhHnpQjPGUIsUh3LJ2JxwKikseg1WPORnSinSRITcMLnCHKMWj+RnXcoEI/+N7m028Fv/bl7sqPdONaJXaSM/txWod36/sLJ914b4hUtzzN45ZduScyKHTNLv3BmrSpEztvcXTMdztlsCDo2aAQrHm0tiEra3w4vY7rFGEzTG0PeOkq2wnWJLpVNywhjDZttj6ElBC0HaOCOBibJt5D1jxWhqZbtK8bLm5YLVskr8xCBOuMw5EeaZrE14xli5f4wERAvbKVFyktOKnlTQ1yhVivLCttgvh4VtWS6JNzkGOnOHbX1K3/p33oXttbZ5/hW/9Lp3m/f5KhVSrfzKowFrDN9wNT/nPfDcMoZ/1v9tPnz6Lkot/BP/vy2SqTaVwzhPPsshC+iGfrMhhi3jaZXUlVq0O92RS+Lm+hn2cM3DR4+5ePBI2odVzZKar3BVe82q0DtLdY7Pxk8sj+GSs5wMSsQ7uSGtAeestu7KxgrgvPx5NYZUb4+Mkm6yVRWSUsTMM67zhJTIanmbcpIO0xYZWC/gl4LRG8IYK/lv66To4zt93aSGR1E8JWZxgDPGUNS+tt2MJWemLJ7NGKTFWr+052oZL0Hqq5rrbuu5998iNESrXbPUZLxx6/d697qc7QjOWbKe6gzSWZjP9PvGGS0it61ZNvGVbZHtwTnbVdi+eoo9XPHw4WvsLxrb8maE7Q5TjQQVVR44nXNUJ5vaEkzkLMXS4uk0P22NpCWcXdVSAL6zVOMoRsajLWUc/dzt52oppJgwdpYiarIr2zp1pz0prfNkjfaNba3xVnx/rEgdV7blr8mDLZPnILYSxqgo4JztxDStxdauc0sBc2H73aKMsyR5fS879QvWvdi8UcOb84o6NL8EsX00QMqZzrkXXpSWYpFZkJnP5B8ipYzLWqBQ/TOI7CmXRMqJaTxxOt0w3hwYj9eEeKKaRCrrsc6ofjrnRIoZUw2hH7l+dskFju3+ApDIpOvki48xMY4z3lmNmIxGTaoscZIjPI0jznWkGCkFXDfQbzb4sxun6wa6zYaChWAWuCT/XbG2FZU8BUuphqETw6wcEyFGjFb5G+BG8+PUAsZinGezv8C4SC6FeJzptViVE5pjhNPphPEe3/VY66RIVcsS+YV55tf8D7C1OwY38NX5YxKBO/NcdHn+EHrZIvWrt5m/M9s55eWGb+6Uz7/CGdu5MKlHjRO/BGW7sdKRdOOaphOn00HZPpyxvabSVrazbI7VEvqRw+UzLrB32HbKdmYcJ7zei01+17X0gnPEnDkubEve23U9/WarjTvt/fZUP7yAbSPNaa2hx52zPYBx5JQIMaxs6zLGiC1EqQvbw/4C44KwHQO9XuucWWycb7NtiTEBZbEeCPOM9x1tOlzOla6XCHxh+yyafiHb7wD4e2X7/fb499f76/31/noF172IvOu56o01T9iqvTmXxQXsXJrTohGQxgUZ1Ft4c/dRhqu/IUWL3ousKGlLORCC2K/mGMgxMI1HDldPmU4nyfXaitEzTTPbqYVlkKqzjop0meWclyp7N0gLbysa9UMv8yjnSFRz+zaX0nqPd51EwN7gOpngk+dImCdq1+OcNBXlXJbjcdRqed91JC26tme20+jH916Op0bbg2uhlIgxZdHtdt0gGljX6c8ZUpwXy09jYD5JF5rvPNZIETWHjGNDRo7SJUdKyYvapDWLaDWY3zE/gi2Gr+ajS+HHtOjfrJNOchZp2du4/L9See7ztbANt/LezdYgq5Mk3GG73mFbJXbzHEhRWuKFbadsS8FyDsJYjoEcZqbTicNlYzu9BNvS9CNslzO27QvYToQ5EENQq+TWe+Bxzp+x7UV3PSdCmKilw6ljZi4FStHhJGdsh6bxVraNofNOWLzFdqXkgKHgOkmFdF2vE3YkpWmMIUdJubaW+XkUcy7vPbY7Y9vcZTthldvGdlOjlVKIQcyvWq/HMj1e1Vamyme0Kn180Xq1C5ZVGgos4hncrFtzzsQYyMlgvFdxvyBu9O9FhSslKWCUUjnVCU5HaWE3FVO96Eyb9A0wtVBiIE5HwngiTuNisWpZC5rt/ZVcxU6ySIHHeEc1ksqJWijp281gVJtijepyIyHIg6J5DtuUqEOl6zc6i68s+clcEq6WpXmndWiW2uYSRp3kXZbCo1yDiHURX3pSmrVwI74PMUw4u0rKur5XX3InucMwUq8jxop1bMlxKW46t6MWS5wTKYvypGQ5thYtrBqzouS8UxWLfC9QKV0B14ZG6HVt32Zl0f1aezs/vnwH+uurtom3hhRrlO3c7AkyUWV6xnuqd+oS2WRoZ2wvvjSV0/FInGdlG2V7rdEsbKeZOJ8I45E4TbrhF2W7pWfq4r5ZS13Zdv4FbLdxaNKXibXKtgx9yCmQUpvl6un7Ad9vpN6k920LdtrGDsJ2KxBKirSxXZd7HMR6wvoOX3pyCs+z7bx0IQNdP1BzwVhHTpE4j9SsbMeZUhJ5Vrb3O2qRhrtUCr2pFOulwacUKmU1QKSxbdXJUcqRslco203oUOvyMC6lggVb/3DZvhebd6kSDRgjT6k29PQXLiyTKdh5wjDwy4+2/KmbuHzYXApBzaZ+8UJ8i0uuHJ9dwvWlyKiyFCBSymuezfdgJNKcxiNhPEKtOGPJKgNwnXZNGkOuZdlcS63YKu2/zRdlKQBlqX6kVAgpEUPiye6jDIf/kZJmjUzWXHqMCeMLWUea5ZLUc8XinKfTSKI6vzQfia3nSU4OOd6y4gzzuBRn4jzhvNcNNhGmE9vdxRIhWy2ARp22EsIERYAvalrV1DmUDSVHpimoPlc2mRiiRFXOUdWDIqeIGQa5qaLkdK01/Hb/o2xcz1fmjyw6b6sxaQV+6YO/wTe89a9AbbKx2+v8tPUqLdkQ5Y7NOg4MYJ5npmnSCG0gdx5frRSxNFprZlMyNEQ27+P1JWmecd5S8u4FbHdS2I4z0+nmDttAMS9gu76A7Vbkb8U6KVKmlJXtSEyBlGZhO68Fw5KzaLF9psQiKqecZe4k0o7ulW3nPEmLhqWKnLUFDpW1YBnSCHoiiLPB+Y6cRT0SppHt/mKJkK1VtueZME+EeYaaMeYFbNeBkmCaA7m06oIhxoDzHc675T3kHDFmoJRMiJWSEtYaUZTpCavpvM/Zbtf2D5vte7F5/+prW77xEKjAP9pbboq62b11IM6Bb5pgu7/gN768k6kZ1qp+M/JzvTadHCS6yDFyc3XFZf12XHV86Ppvi1+1dfhODeBr4nhzYBxPsnFNs2pnLSLsZhXZ6/zKdpS0Gj0cj0eG7QN2vacf5DhVayWVyul0w+l05PLB9zI9fYtx+k+I08jjw/+K16OX7zcYY5jHk+hSkQkjKcxQC95ZOq2Iz0AumTkkxtOR6XSkblTrXesiKbTGyg02z4QwsdnuJfrPhRhmtrv9snmDjFY7XV9RcpLjsoEwHqV4WtcUizEy8EFOIJkYZopKD/thA323VORjydyksKhWrHV0m4Ev8x9j57aLF4a8dQXZwNe/9bUSrdTbg5tftUj7+bUa/0/zzOHmAMB4cyDOM9vtHmcMvuvI1lLryvZRfzbMEzlGUgzcXF3r3FKxNhC2/cJ2rZnT8ZrxdCJMs7Itm0bb4J9nmzO2E8fTDcPugl3nGYb2uuLxfjodOZ2O1FoZjzdMh2viNGKsWd6DH7bKNpQqJ2JnDSkEqBVvHX1Te1BXtscj03hDLZsmP182TmvcyvY8s9ntwFhKER63+91ZX0JlnmdOhytKiprmNITpJKfKWu+w3dJSiThPsjnPgX4zQO1Xtmt5nu1hIG86apF0zpKKsuZMTWK+KGzfi807TDfkKBBNZWY6Sq41zhM5Zf7xrmezg+088Y92PZ135AzTmJmPJ/nZGBTwqJNoDM55Lnffy6OrZgErq6guVCZMez1eyfHI0gabrtIrGvct6gRySlwfnuGGDZ1u3obCPFWevfUmh8unzF/yhJQycZ6IYeILw3fyxkna46tKFW3XazRWoWTCNGKtJeftEqFixIi+5eglhye/lrpGc/2wlaip5qXxRo6n+p5zIs7ilphSZZqmxe0tK1wpJZli0krqiPOa73tpuccvx1vRr0/Lxq5fhDq1GXVe9HT9wP9b/yaPu8d83fD9i864OXLYyhL9GVY/iPP1qkXcbYXxiNvuhO3xyKxsp3mkpEyYR5xXbXZV/4+cmcYT00nYTlE0zG2uo7CtzVVhxvlCm6ZUSmNbTlcr2waLXYb2QmNbB4ecqTVyTFxfC9t+YbsK20/e5HD5hGHYkVNa2AYWvx3ZqMD2ymatUAphHnVa1Wa1b9X31HL0xhg5vRlptlnZ7oR3TdPFEFQtVfVUkxfL51tsq/qsqmY9aet+25BTCPhOWcXr9ZHTagzCY9uQQa6/NWqS5RxdP4gLqIHdfrfYatizf4qmp0x9CbbfA+j3YvO+/sLnuBxF1nPqC/NJigkpBBG55xmDGOHkfiB3vdpBztoAACkGchKJlEh3HMYKCON4g7OW7izqbVpVo79fS5Hv05RlUwQw1eKMdHY16K1G/qfjNdvdBdvNFoDc9cxT5fDsCYerp+Tdjcj1ssBjrLxPAGMd1nuwlpql0SCnmTSPOOcI88A86+uWqhvvRJxOgHZEtmPqWSdIKTIxPud2LSy1tdXnLNEP8jnTPFFyWjTpVQ2FNBfTuuNFO+48i9VszktBLcWg8xFb2iRLJIYcv60VwJ2TOsK4P511A3ZQV32znm/+hZILXr31e8ybHVjL8ebA3DZkZVuKbVn8sPNA9lKLCPNMXtietXCfnmM7aC2jBRC+29BMzYxee2G7nLGtRbUqhlAvZvsgbA87AErXM02Vw7O3OFw+pV5kZVs2Q2PN0tCzsJ3FtjWnKDnx0NieZFQb0LnNMh0nTiPUqg8DYXINYJrFbRYN95QlPaKN9bfZzqQwC9tFRoDLhl2Xf0qrJ8QkbKt//sJ2KXLC8R7KOdsn4dRIt2nXDziVABvD8gCxdOCdTr96F7bPKtXvRft9Lzbvtz73u/y4cyKuv06LwU1JmaJOXiVO4h7W73BensIppWXzjvOsnYXiRkatAn1O5OtLDJXNRkDcPXgsX5Ts1gwbASjFuurB9SIa0/TZnmkexbHPeaBQYiSNR8JRjrfW90xh5nRzTdIWcznaFbCWznsuH3wPAK+PPywFRiOxZk6SuytpolbPPJ4YO03HpERSj+J5PIpHSpTUhbGWrqWD9JrEECTqyBkQrxUp5qoXBlBrktdIATB65JOThTWGcqb6yDnjihQcW1HVWDHqzynIxlEk3xij6MSpBXLFGsnHno5HwPBL6a/z4SyzMWvZijeM87SRbrcHUd1Z9bxc/WqsJ5/7XZzzmptOi2Z4ZRtqnDAlYvsdXusxOaUlohW2pfBrrUGGDWRyjpyONxhgsz1nu7Wdw7DZKttx1YO/F7ZP52xPynYgbyIYp8U4YTvovZiznN6sxp4L23miFsc8HRlPwuxm8Mr2yDwdMcZqUTFjjHSI6pslZWU7J+1QNqrRbpr5NoA4kcK0jPyzxp2xLW3ry2m0ZFwu4LwWVS3GNLYjXUniYY6y3QIcMjZZZftGakAptb5uat3gvMX6M7bvFivPo5BS1ezq5dm+F5v3OEdqjUsTSV0iylV8L65fR4zvFqmQzLRrU2Tk+N++gJxa9JmYzLfz+s0nlvyZsYaK1QKCbEbWW0galRgx6AFtiDQC+jjO9N2A73pCmNg7Rxdn8ula3sOw53B1uaQ+jLManYihTz/0TJNEXm8O34m1HY+ufojd/uFyg+U0U2sm+U5a5gGTE+PxyDyOlJzpei+FD1OBLM0TiKQvxSQbdc6LLJEiEXnOBWva7xXSdJLrZ6Q5whi7KHokFygg5ZxJKeOtmPKULE0NuRTmeQJj8V3Ul60yRUVTJs5KJ2DQDWiaTvzeByU62fWe/VD4U3Pglx9t+MZDkIKtcnF+mi/a9t88O16VtbIN1LIcwZsCA+riaCdsa+NNqXfYznfYzuQUmWZRWixsG2gjgi0G44wYp6mnNoY7bMv1HMdwxvbI3nm6NJOPyvZmz+HyGWGcxMLVOWVb7h9hW7xF0niSdIfz7PYPKCXryXiidp4U+iXoKikxHm+YtQjf9YMGEglMWd6r99LsUzX6rsuEHc7YbgX2QppGSeMYq+kjOVHINWRlO2WSz3gnNaNisubhC/M8gjH4Th+4pVL1ZO+cw2m0HkIgX10yjScGPQGVsqdSGRAL2l4ljrfYpr1dCapkTujLs30vNm95mJU1qd/aUVv1Vyv1c0gYMy8aylvHjWWjrxjsoqGtmu+6fPA9nPTCdvOnKBic6yhFihthnheTHXkted3NZmAYpJtwt92onlNsVgff4WsGhfby4fdT0v8gOedSCOOJorm2nDPjaU0ZgMV78YRIcSKFmXkeCeHEbreTB4/+7OPf+ykup1FPEhETCtRmeWPWQo3mqQ1yE+daFxOgglyHFp1IxV38KJrNqO968TZR5UDjyOQMKcjrwZJPj0EeNDGMq7+4TnGhFrEJaC+SWY7PcbCA+KoAACAASURBVJYHWO8NJyqfNj3myQ2n5Nld7On176QshSOAX59/kDBP8lDwnj/Nf/uHQN4Xf61sK6NlDUwAZTsxzwljwqJ9P89BywNV03yqv5Z0RdbXLIsENc4jxVicFQXEPE2apggvwbaM4zPA0Hl8KaDflaR44sL2OB4pBVKI5CKF9KYSwxi8L/hePHtusW1usx2mI3EedXOPqt2WUwb1zPOlSsTbNt6V7UJB8uAL26mxLeqslNIZ21nZ1tRRThCDaOmRh2YMs7JdiGF6AdtW2ZbTDTmTk5xCrQ6Di95wpHI4iqLo4sEDYVsFAymtbI+nUdk2S9v+y6x7sXnLcV+8dit10fwuRTDVx+ZcMGgrqtEv167qifYsqxSVyOXlYVCKWSKZFCPGWaq15FxUTiRwp6Sbvj4V+r7HGqvG8mZRAkwhkHtVv1Q9Lo5HiLMY6JTCNI+UVJcRTUHTNPKZRfoV5rDkjgWaSOwi3s3MTm6cMHWMpwPzKE1EST9/RVwBg+YPQeBMKWneu23EYoKVwkSzPE5JzLeyNosUPVaWsm747a2mFEmlTfkWP4cYghQryaRaKNqgIdGIlQkvRiJwU5vhZ8UlKykwIEwib5xTxbmOmzpgncG7h/KwG0eOBynwPTl9gTiNS57xlVlGcsHGqpd1U9o0FFSOl3NVtte/utoJ1OXXikSLolAq+prlDtuOaiw55TO2o7Jdllfr+07Z5g7bM7n3ZDK1arBRoKo1ci5ZCoKpLFLZcMYLWEquGkuUF7M9Nba9RN6no7AdGttiMLewbYTpFONS0xG2ZQNN80yb5ZNSegHbEuEuue9bbBcw00uyrdOLjFW268q2tQyd1c8lggth24t1rTN4/5CchO2bG2H7eH1NnOW03qm652XWq3P+fH+9v95f76/317LuReRtsMzTKHppc6dkpTIgaRHXeNjWFnhDWY+fLUIpahPZ7Bxzlki62UmWkhm6TqVxUQY35KydjtLtlfSJP/Q9XddhrOh0MQZbDMdx5GKz4er176eJEO00wjRSaqIYiQCq9uWYRW+oxlRV5v6djiNuHIFCqWmRNM1MOP3Zt770rzLd/HeM40ipWT97wXrRruck6hyaU2KT3lWZJl9rxlqYx+Nava+aR8zpTD5VW9JUuzr1iFfE0CfXQteLWX0MgRQn8YauUKUKRDFibmT0tOKcmF89e/h9tOkqj7QTbx7F4nMOCdcN/MyDhzy2F/z7MfCZ+AmuDpccLp8BMN1cy7H0TFnxKiyDZZ5HGXhh3PkfAC06LJS8FsoXLfytUyVg6qK2qLksudlaIdvV23roe6oaKsUQX8C2XP+hj3RdxFijbIMtdmEbb/Gt5T1mUSfVrGxHqs6cXEeDKQMVYsqEeMKNBsjKNsr2KDawQNz1jDfXyna5w3ZHThKdatboDtuSBhK2b87YNu/Cdl14TaWQy3TGtlO25zO29S0Yq2wbmQngrKZtpEM1G0PaStojjGlJ9bpOvg8ZZLJhmiJXV1ccLp8CMB0P5Bj0VLl5abbuxeb97P/5BaYPfIAHRqrmRiFv3V0Uh3GG6rhV0DTcltaI0D6TY8RoVbiUKqbzJdFGGDzbfZyv7v8eh+NJGnW0FTaVQszijbz4SuTCNAc+v/lu5mHmX8r/O0PXs9nsmL70r+GNXSRSdZ6xKZLN2khkROqhxytpWpAlgv7Pue/gg6cfohs8zlkiQIXrh99PVAXBY/srXF58DzfckFLiwbP/BeMNHmk+sq01t4ilJsbIRCAq2RTtBJUuu8Z3zuKTslw7A29uv3tJRXXeL514rx0+oTNBZR5njvL/qylg1tFW8qkMLRdvjOXZw+/Be0dJM0UnmzfZbK5VW7CDKABuDjjn+L+/pOPieMN0PDId5cE0jSPUjPfdMhfxVVilGm5ujjx4AJvNbnnvosjRzQ9DtVqs141aUojrqhRKUrZLgdbOXis4yGjB2Dl2j7ccjkfG8UjQwdYr2/mM7cw0R6YwMc8R3/UMnWOz2THsL7DGnLEdiOdsG3nfEpjoFJwzyWothfE00ntLN3Q454gEqEa9Vcytn00xae9AVrZ7ZbulmcoSAJmale16h+31no2qNAGopjLHGYoo0brOSw0B6cbMpVlLuMXCYmW7LPGhvJfGttHRbUXHvFWscWdsc8Z2hZtrrHP4viNnw3S8YVJJtOj5C756jFnf97ute7F5D9sdo3X6FMw4Hb3krKWzjm67wXtPBZ49u1wsLal1NXqSSholJWqUp16uhVz0RrFg1aeBXMDDk83HeDo9I5pENwz0b/7P2sKccG1wKhJFjKeRD80/wv7hBdvtlqsv/WtsVN/dinIGiEhU4Lxnv99RYiXHRNZi0dLCaxzGVrabLdPuv2I/fgKcTJg/vv5XGHy3vIeUEtNpZDyOMlRh+CgfmD+J0drG5cX36uVo5k6WnAMPLn+AXDJJlTixlbpRuatqscFw9ej7VP+ayUXkV53eX092HyPlzBwDXe8lglPdsTM6Ad6sQ5ANZjWh1yKXtVa9VdzirZFL5jROXB1u2Gy3bDZVPaTf5Cn/ObOfCQ8kP562TfZll2v4Kqxhu6U6RyqVXAtOH7TOODpv6XaDsm149uwZKbfosSyKCpmVUIRtNWqTk5CybcC6xnaFN6SQOI8TOYmCI+rpVdjW0x+N7Ynt0LPve7bbLez3bDYSAZ6zfZhOynbHbqNshySt7LUu9q0yOBi2G/DGiJ+Osu19h/fd8h5iTEynaWHbUunoFrbrWf2ryRyr2lWsbOcXsM3Z8GJZpeZluHfXTsu2Lv0hKYalfiD3wVmNDRahREHrDFpLs1aUJ97dYfs0cXU4sNlt2WzAuINmFizzPC+2GrbrkKfgqkZ5mXUvNu9uGMA5Yi24lOg18u58T98P7LZbuu1AwTBFaUGvUrkh6dOrzBM1RVATn5QLqRaN7go1gbHNz8CQ95VcsxQ2U8IOA733RJ+YZ5ZqgBxlJVrcDAOP9jsePHxA/4EPyhMalk3WU7kGqFK86HcDcUzM2vRiSl2ryepMaHd7OufYXu4JccI7TzT2TIcO8xyY5plJu0KdkZZ3o+mYUlqVXXTf1sppYJ7nZUpIyyotOlKjJklFbohc5IFVLdRciOl2BFBqoZaM/LYUqmouJC24t5vRWqvjpyqqA6CAKBmcXKumJkopM4fIOE9YL5PBU5wZjzdk4ykF8XkGjFfNO5B5ddbCdlG29fN0nbC93W7ptxsKnLFdISXSqEqPeaLGCCXrNb/DdgWTzthWn/Acpahn+8Z2Zp7j4m7X2uNLaWxvefDoIWbYrAZqC9t6qqriXrnfDcQxMpcC1WEKi6sfRgqmdrunc5ZSMyHOOnDE3moUCiEwTdMttp13yjZLsVAGMciDO8VA0s216AmTeqaQ1lSrsC3qHeecClYKMZ2daVrXZikkpNO5lDtsm+YHtI4iLFXag4oRfxa83PO32I6BcZ6x3tN10iE7LWxXij7IjV8N294L2/di85axTYZUskx8Voe6YXC4YcfXj7+Kyz3FWGYTpeGpVkqJzOkSgJ/hw8RwEmkQlWRArNTlO8ylUvVLM64QF1G8PMlzjEwf+EukkHG/898veTzvHH3f05sdW7uhfui/xr3+Go/2F7z5+c9jjaQYALrs9fXkv9NZQzEy4Ttre/Iy4ABDtY7N9oJh4zlu/jKHqyu241+XpgaatgCqD4Qoig+D5BSf7j/O/sEFH0w/SswthywVc+dluMOh+06Sdr99aP4RzdHp0VJVA5cPv0/yrCLYFdc4U0VJkCTvX2uRa2Xs0pkGFVNQRUsVBQxtElBZUgBFJYs5ZbJL6o2yl/eQixruSzpnN1l2xuITnErF4PBnboWLMvo8n3DPVxtJlkomhCAeHcCw8bhhD8OO5HqqMWxfGzSfCzVGJiv5/nF+kxjP2AaSEQ4KTRLapG9ywtKkhtoqRNUfG6YpnLEt7n/9sGW72fBgt+W1Bxewf8Cbn/8cxtjFg6TL8Yxto2xXnIWsgzZ6TbNlDNU4Nrs9w6ZjHI+MVyeo0nofWr0KiXxDSrfY7lRFYgzEKAzO44yxFtcJ23I/SMfodtMr2/KabUJUBWHbGulkbmznQtG8fz1z8yxnJ3pTz9jmjG3nVraBTCWbc7bldbNOnrdONntrwFkwtRBSphq3pIdB2T67Li+z7sXmncJMtpZiJYe303TEbrfn36m/ySE74k2UadZW7CoxYIee/oOSF7bTB+WoM16LO5iXJ7x0+RnJj+ldn0oR4xjU9csYYowM/Zah7zl8yV9ddKhf1v0Y+92ex8MjtmlLzJmb8YTvPM+uLnHW8VCPmNuSmFMilIKZE+kw4moV+dUU5Cjcmo5iZJyDNjhYohZObZi4OlzinGe3l03u4a75I0g4Ypwh2Uq28OS1b2K61jbqHHFVJEl935FTIaYAtrIZelJMxCjP9ie7j5N8JgeZxG2dFYe40sasGVJobonSqWmdxTmRs1nN+8nFXx9YqRTJCrbqUoO8QEyJmPLSik2V1/Hqv9J1nqGXjrvjzQnrPb122Hnv1KITbhW07/lKQXxJilO2t43tHcOjNziMM3EOOOfEilVTWWbT0w/ys3Mu4iI5HoRtp2xX6bjM9QVsG02pG0NMkWHYMHQ9/WZY2O46z363w1rPdteRcuY4nnCd59nVlZySNnLi2SxsZ8ycuDmMuFKJITDNQWtR8pnnEBiD2Lb2G0dMQRwojSPGiPOe3U7u22Hz+G3ZrsDU/EpKxGGx1dJ3HTnWM7YHZXs9gba06cJ2nMW9FDDVkOIL2LbKtnkXtoFbbHPOtqavqhzevZXvqes9Q+dJKXI8KNvDGdv5vbN9LzZvT2U3dBRr+Pqn/5BH9REAf2z7ZZiL14lZjlXWSv7Md170mHkF5hvnX2WMb/Iz7qtItR35DAZHMWepFvSy10w1ZbXgzIVpHCnI7LqW56qlkFPg4uZ/on9tz1wS188uObz1lLeePGXoevJObrKTM7x58X08vP5BNq6j6yWzlkslxESY06rHTZkQpZiU5SihG55hnhNdvzohdE0ZkzPGGpw1i0Xt46e/wDVfCUAICWslXdH5jubmZpylFniy+wtEL9cma31BmkdYhkrIZG5pmw5LFCERiXMO7y1exz7Zs1br5ljX4uN1LFVdIqBcqqgO1s4qiYJyxhrDpuvoneV0OPH0zbeIjyx75Np+8OqT5JwlN/8KKVzP2a7FYKzcsF23AeuJaZSjtRVnQTnFGdmEm5Bqu8PsHhDDSCot9y+jvl7ItnZjtmJ+ToVpnN6Gbenq7V0H52y/9Yyh68h7uf6Ds8ylYvFsnGd/znbKhHm+zXaIqm5pBXvAWOaQ6OraJdv5ThRWd9muTbWilrAhYY3kmuV+KFJvUSe/FNegIGuPQzul/b7ZBuX7BWxXFj06oH7kidbdinoMlVyw/fNsu86z12vb92JGJvfQK7Z5O+/Y7S6IpWJtT6tWVCwlRuw8QpjJg8eZSqddSlOOSyRZjM7IqwPVVmkL1vxvKRUTDC7pDEvvqSSsg6538iWkKhJEA5uNX/Jc3liMkdbbVBKneWYcZy5HaX6gtPgdps5TjcN7aX4oKlGsquCwbq1GS6eWpIp8tQuI3nfkBDZDM3tyzkkXZM4qmXL4DlqMnLRaE6IAbjWCKEWKLN45SJw93XXowWIvXlUSpQ1SsgMsxbOcNcoolVoddA5v1yKSdfa54lBVuZupq8exvF2zeDmXmBdD/7L846k5MZ2OpM7S68kyTCdSiszd8Q9I2z/f5bxjt78glsI8F2pj21hqiph5hChNMc6wGBylEAlaYK8GfNfTd8q2RpPWKNv+jG3X2Jb5ilCpuYJan24Gv9QnfGcxJgvbOXEKmXFStkNcUhcAk3fCtnOiqmhsc852Ky4CGFLO+HLOtidnkDS6Xa7Pc2z7d2BbT34ynlLZprkNynu11kg4fJZjeye2RXL5NmxbeyaFRAumWuyvapxl1z9c2CatbLfJ9X5l2/ee3ukbLp3UGFqU85LrXmze2Vg2+4eUaaLzw/JUjjFS4jWb0zWYwtxdMGxgN1R5spWwPEFNzmwo/AfjL/HTH/w3qUaKaJ8+TfyZRzt++mlcpILGVv6kS/zUPDLVTDKiRnFWnP+yc8vm/a8OvRxpfcfnLz5ODDMhR2xn2XXiT13UjjOWTD90jLu/THAWM56gSi6tWui3HbGVxa3BeY9FJouIXYuhHzqcjlhrkbe1Rq1edXpOqcgYNilstgitFjBebmpJa8ix0XuLqzIBxOt7tZq/zqoNdw6MN+Sk9pWmpTPk96WTTrpcvbPUs5Flxrll8lCrITRHQqN3mjFyO7rO0138OgDl+HUYjHa5zpzMEYeqjJwD75fq/eHxf8nmzb8pU19eoaT3wvY40eW8sB1ixIcrNqcDxhambs9mA7teJK45z8zNpa8kNhQ2fc+xk81cIkUxhhpSpw9YVUS4RDdYdmwkGi2SrzVWBjK0zXuz6cV7xvcSCIVIyAnrLbtOPLWL+tvHImx6jfafnU7IpikRfr/tl0AKtTCwNcuviko/dDhNZy5ZiTO2S2O7dfJiX8y2ET3TwraTIM17ZVvz1wvbmo7J+cVs51wWkcNzbNszto2cVgqsxf/afICkKL/ZSpopmnWUXFBfJldXtp33i6e4NZZaDPUsrfoy615s3m+99YQ3vvJroRRef3yxKDJOpwP18hlfsfOY3QOedo7dJrN311gyO5PxrVBWLV30sOn4hV6KKMZUttsNP0vm8Yf2t4oBf9f8eYYtDOylIs2qxGjFA4Af4yOLnrXUmdIVSntiqo/1AljN61O6QPNqKQs0LDMBU85k5LVsnjFFmjS67XdwKhP/8cM9m41cB2sNP1crBy/zBZ23fNvFhn7w+Oz4+UkfHsZgS+XbNhs65/gH44FKwVb46Max7TpKcctremc0jyej33BG25rln15bfXOpxCBHYfn3LLUEK1EiJdH1cgTc73aEeSZoznOz3dF1nXjHhAnrzGLwP4+aLjKSxjnNQZztfCc3TOfoN5oXdB3Oe/zgzywR7v968uSp3KQ18/rj/cL2eDpQnl3ylTsPmwuedp79kNi5CUdiZ4rkSwFXHF3wmE1H93pPdrpJn/XwrGxXrCkMW8fATtlelRjnBV9hvtJXmYjeF8dWbRJQt75VqoeyLXnGlm4zWWS6xoCLmubrLTZ3DFU3Wi0aOg+PXt/jjFvYNtZw8WBHVbsH5w1919H3Ht85HjyU3PhmsFgqvXd0zpF9kZmaXuokNXuKNpVZc8Z2rcv8yKLRd6mV3p+xHd+Fba097LdbZTtirGWz3dJ1vXjHBEl9NbZzEB9zSS2dsd0J213n6Ae5BtJQJIIB+x56GF6du+D99f56f72/3l/LuheRdymV8Om/T0mB+es/QNDpOOM4EQ83bM1DLrZG84EWYztKSkxp0rlzEgVEIGKBHtdqaZqfkmOO/GyLLFuKydozQX89q73pn2t1Qrymq8W1SMbcka21/29apF6W2XWtxuE0OuiL5L9lok5Z/q61hp3d8LMms9Uusf/MWR483uE3OofDwM+aQhcm/PARHjh1MovixfzTFEwqdBfiDW2s5f9w/wU5Tet7rCqbWqbgmGW6j9rbLyeMaqX1N6setc03rEWKLC4WHvSC0l8J8AM58q27Du8dXxsMj4YNv/PalifPrjmexrP8eF3UFf12jy09tuv5Y9by9PXXuB7iUr2PJXH96ON8+uaIMR3/zcvj9Ue6cq70Q8ew2RFiZj6KA+U4TqTDDTvzkIudpVvY7sk5MseZoqmQyjnb/m3YliXMac7YtLSE/uHC9lnorZG0RTofHU7uE428l9VuFi3wr2yzsj3IqbJXp0rhqS43ibWGnRvw1rNRczHrLA9e2+K3cs9gJXLuvMV7wwMnkXeMYrNg9ZTcOi+NdeAKnfVnRwqLV0fB2yKFuihbStbagzbxZZ3RubAttwTOWfZ7iaZfe7Dh5lixkyhEXn+85eHDC47HDU+eXnMcp1u1n5XtHdb32L5n/2DPG6+/RiiJlFe2ExmvhmIvu+7F5u2sxzrHYLfMMXE4yOZ9GkdyyHx+zpzGmc47xtkxeTG2P04zoemOg3g25FSppcdXp+bnRjfZtVhntCARddxRtVWaU87AXtqU1UG9eS9rJmx57+eCC4xugHW9oSR9Jjk08a1vORbBr+ZKqbop603R9Y7O+cWn21rRBRvX00ZM6UtiTKEfNCfn/NIkUCtLQwSoOb8/O0AboyPIzpUKuonrEda0t0rzkxD1sBw/y+L+aK1lvxW55EXXM8SOYdMzeMNFZ3j0wPF475njQCgJ57Q12Rt8b+m3HcNuwCeP7R193/HIXBDNkVl9UEqt+N5hg6feD2xfakk9wzH0W66vrp5j+3Nz5uFJGljGYBmdDI1+EdspVR6XAd/SEZg1dbfwqoFMiuI8uLB9nlh5J7bXnzLt/gH5uVKp1bwN23VNZ7W6YD6zvq31jO1uYdsYGDYdxtUlzWj0dY3J9IP+XBvYgdy7dvGbFx5xZ/I+Iz0VtqzDfttmXFmLje212oZudCSbpA7VbtlIQxLAxb4n1kxxMHSWi73l8QOHdwNz3BBqwjqtU3mDHxx9UbZ7ZXvX8+iNC25OJ2ZthCoU/NCa214xS9jd5VvQq9F/lZZdkNZZrOFpChwPB/pxXGQ8Wb0a2s5TquSznLF868//DIP6KXhVQpScl4j64s99O7VWTuOJECd+4nCtQogzKZB+u6tSaI2eNfhoScMV+iqSpUXiZeXvWGcWs6F1Hp6CmOVE0CaC1FykKGPXnJbRG0vm4cmDSDxTZAOt7Z4p0hhgNMe3vMGK5N2BZUdurb4aZbQ2ebkfzqRSZ+9BIh+LNyL1kgOG3DQb1WM743Gm46dCZMiVf812kCd+8lh5mgLXVL5O840/NU9clsRIoQsj3s1sa+Qv8ZgfH04cx3kFvErl/9s++Bo5vTzgf9TL+w5oRbnn2X6WAqczttucxrdj+3EZsFUKh85auWdadRhRUpVaGMuJkCdMKcoXZ2yfhSDtwFnbo7sNha7K9hq6prj6kbcAyKo65t3ZNtQszSrWLoI6pIpTkWF9q8oDnfxUNZKtuSw6bVy7G1jZrmfHD9OCjHU4C7DcF9ZIEV1/WPxhNDfuu04fHOtg5sa27TpcH+msoXMVaxI1zzhnGHaePTu8st0Njs1FT+0KXWfxDnCZRGLYO5L1NBsTCepkLm9OL28Jey827wpqFA8xmuVU55wlxiQt3oDxqphwDl8rLufF5ySmTI2JUiHkTJ7BEBcpWz2TEl3/nU+BET0oVL7FGTrn+ONfeAa0SEZuiH/6XX9h3Qcb3m3TNppe0Pfwf10ewGSKXXoBMbZF1O1Idzt2d16jGbMeW2uFP/twz0YdxpxGSE3VIt4e7fVWranMjFwjJeqaErGd1ehHbyzREUqUUdb31gpMFZaHkFWQc66kqv1m1mC9lVFP1hH0NX6wz4Sx8s0/92k2HZhv/nOA4Vt//id5dpM5jAXzb3wzAH/6F3+a68OBKQQe/Effzk/cnIgBfmOX+RYz8A9SwBuB+Vt+4SckSvp3v40UznNV93tVpIFD2E5vyzZnbFMr9oztes52yuQKJsRFynY+YMEgXjBifNXJ7FDjFoNCOYHK67aBuPKM101Zj5J32S41gylnbMvA7pWpdfNs0brzKNvy8sJ2uzPWVIqwLX/XurO0gVl/zjhzrshbUpGAss3yXmuR99JOiMvQkiXgWEUGcv3EnTEV7Uu1BusNrpPZtUF/9pQqIUJJdnnQyX/IYnKHLQ5D8y7q6NyW3Dm8dRhjicHw7OlJT60Orw+V9lCNIS8Thl5m3YvNG2OXzXucxMcDdNp5itSxqjGPDGywNAP6sthmxih2qtthwx///CWf+dAbywZFakMZzqJp1nxhShBt4ZcfPjiLpPVn//7fQx7Y8jT+E29d4r2n847f/NLX+fA/+fzSEvtnP/IxvvxHf4jf/a6PL0fZ29ndNbe9pj3MeSpRPpMeV01dTaz+08eva0WaFV5WuNvnKrXy41c3/IePdvzk9YlaK3/mwW59B3oNfvzqRk8FTsfHre8LNOhbcp6iVTeu+UCsqaWiEVJRwmed0P3pb/z32PeOr9dzQ61N9uUWO86cDSk6UvRc/Z8/xjfpaeCJXox/6yz4T3iMgT/5+X/Izc0EfOyl8fojXY3t8ofDttFNqbZpDuYO2y09oMfElCHGcouzhW19UFsrJynnLN47Ou8xFqJOtwGoxel80TVN07po2/8aL7fYttqm3zqcX8D2YHWKT8tB1uUV18sI61hEIw+dWte0zDnb7XpYb9e8u35e+SyV9cU1wi52ZVs3+KK+QHfZrsXQYzV9p2xXQAMvgFIMKTlS8BTbpL/IybcKF21VvWZxLhxvppdG615s3sMwUCqM00wMZWlzLTnJjLmUCHMQwxrMMorJABttN44xYTAMzqv/t0Atw4jPjozArWaC83whLeqQf4MVQqNR6TzrhJpiCBHCXAnty50KYS6EqSz/jfZ35Rhm7mzeRm+claU2ZV5yce33wFSPFQW4/N7yrs/8lPWm7Vyit1t6L0fZzm5o8/ta113vdMKItiFXLUAtkJ0tuRnM8votry9FX934tbiWqqSN5DM7jNviuh3G9RiTMKxa1pKrHBWzpZTz/NMavd39vRgrIaxWtvd9DcNAKTBGnSTzB2U7FbDyHSxs13dgO78k29aIT0mWB7SzlhBWtksuS3qknKVO2kzRFgitr8sit1se9aXqxJ5KaRzXxrZVtpvB7PogaP9nDYiqzrms2iUsDJ7n9WUw8nrfl1o4751oq9WQVmmkbOCSB29sy8+mkpa6jzEe67bYbo+JZWW7uVjnKqPR3gPb6T2yfS827284TPzqaxfMc+Bn//EX/n/23qxLkuNKE/tscY8ls6oAkASbzeZML2wABLFw6UUjnSbZtFkMnwAAIABJREFUZ9j9NvM40rv+gN71G3SO9Ef0ptaD+mi6KZLTbJIgdhAgCTYXkFhqycotwt3N7OrhXts8oqoygSpUBOkXB5WZEe7mZuafXbu74UxOY/duwF8+/xi+9d9+jSBFaAAkp5wxBo88wqn0f/n8J5MN941HD2FEklFK4cn3j/DTz3yiYBohqXpZFqcEQBKJYoMU8PIjBwn05vYJbhzO4R1P4x/+8jY++O//M2b/divZkrUUsxlnapULJ1FceACu/8FbqbrizC9x5Z0VnAubGV/IEkWUpP4L5lDnHv9FzUFEeH/eojz/DwD+7nAu9nGkzc17j/U//V9cNe6b/zm1H0QaUVpLggcvRO89BueypIdoQ2c742Ixh+4bmPYQB3/3P6I/OsPqH/5PxMNyY5916aEXHhC1luxMBUAB333hPaxXa/zPm29nJ+lguYAxFl3XJ78CkDHGp6GHxKXiOazWGMwlvjiynBACur7nhBvFvhwtx3HdD2wrZFwaLefASrRPPL0+SOw0EVfR08ZAa4MSkklg0ZGh18/TIJCYdr0jdD3BOS5yFf0oadwJ2/xP3HtIyhbDs5kpbhiJNrAdZFyqMs1EAUZJyWLGNkefDG4QbMu1clYmF+yaQzdXYZpDaLuG1mcwus8BA7g8tgmUbOYXoZ1g3q89usBi3uBvTYNvffqTuHWTmdb56hzz2RyHB0sZcKynwUjj0yz42hdePYI1FrO5w2J5wJIiOD31jU9chXY+vTQuxs51sjlEqDRwRNoCcMrAIooLTUNL4sW7b/1/iIwtBJ/CjjKTJnzu2b9LzUXpRGtx2xBEqg345G8/j4UkMqyvvgMXCIPnDLQoRW30kcrIA0rgP/xNx8BU4zEiLQa+nUDPcP/Ub88rcCmlcOvTS7YbSt+7f/4HMXdRattojSffP0pjPvn7/wlEKyyve6hVj1vi4AK4psNi3oKoT1lrFEeVNrIsSRIB8/k8FavaB+q7NZaLORaffRxGE25JlMX5+Tn6rkPbWJY+o5NYXkg6oR2cQm6NxWw2z1oQCG5wiXknbLfc3v3GNv/cxDZRtDXXbUZ7fIxASQlrgWDLyBBI8IEL8Gn8pVCacUARBDJHjEMtm9lIogabkGJESpT4fQA8hUpQUkpBkyqwrdmpKtJ4bLtpdYrgUgBOTjoQaTjnEQicPSrPbxuLxeLBYnsnmPfQ91AAfvG5x/Gp8xUXbwdw+/ZtvPmLAY994pPppaXdWNc7M7+gLOWmz0RtCxQQD7GJ9kI2q3Ax9SDlSZOZtwJ8YSNT0VGikv1NVbfIxqItlCZoSQ0HAAoBv3rl/wGAZNoJgfC5Z7+Z1M90mEHIO/DiJ3+E836Aj4xb+lSqwPGzsiAUACgJqQoBdf2RQsVFNOtQuUCyQyiq29fePc0V1wg4fPLrKdY3cmSlgJOnVRT4QKsVnyYixYcef/JrODt7BwDwqSf+Btc6j25wCIHwq1f+ESnaIZEwFAVmWhog7M9hDL1U8Lty9Qo++clPVNh2coJTthWrwja9f9iO9ucS2yW+tBzzRqSxWsenr9B1ckzbaI+plVKqfiox7isVzX26GFUGropmSYL4dsYbF7GDUg53SNI68VzyNHDLzhMUsvmIiNAPPRfGctyPM8lR4edxjRmuLYP7ju0pw3KiiSaaaA9pJyTvQIR116NtexweHmRVK/ABwT5FOBT7lth3y0Mso40vSzBZB4t2JQDg6otROmGJxmgNJ6UkU2LBNuINPz+NkI8uitJs7qRI0qIiaUCJeKElmSIEV0QPuNR/bTS85124H3wKS1WFOKTiPKTHbyZapJ8qVM6aLFGV80VieinvlUESQPBJZYyX5CJDRdvJDMN9GsRuGqWm83MWu9arLkmeFGJJzehA03WbJBJK9enuEwVC1/doux5XSmwTHzT9sWDbCLbdw8B2QAwP5KFpeK3hYqnXwckZkap6sUrVWK/7WXaGoDwE3/VAko8nYrbyBRTXFsfXRMkbhDr3oSIZtZinorIKUMI2IFFBsrYpHpBxH7G9E8zbaA0fCMcnJ/jSaZdS3r+7XGB1DihJPomTHzW90gEHlPDP4M7veZs9TSX73hdvnuLNxx9BP3B1tSo1OBp5R08pvy6/Ga/FjHwNJRlYjbVowc+++fZ3OepgGOCGAZ/94jehnIKTtHets60NacwqMdJxRyJTT3WHtyiLWQvOzEDHccbFRrH3lNTE5ECK7aiomsrCTZsBZNHk32Ojj/76zwAAPeWDngMRPvOFv+VnaI333vyWLLjch/jczTewu6QNl209OTnB4cEBDuSAjfPzFVYAlH/w2G7bFsYE9Orjx7aXE9z7YRAzkYdXKhVgGgad8JNxvY1xZyYacZHisWjU73R/tIuXGw1kjindW2Ytl/dHHCfM6+yXKM1aOYaeUtXQvFFE5z6XLdBKQ7ftfcH2TjDvSN4H9DSgkZq4B4cHWK/WUGAHQl1rgbZgaMv3YsMrv6PRPc4RXr62wFxx5TDXtliJUS5IUfdMHMpUmgrHJsT8S0RbXGyUIi1CdYOGsS0WtgHNA2787DsYhlzXI3iPzz3/90mSGu/cuRuRuWO0EJJ1rejTqO9EIt1nRp2HUsydqseulYIK2atOpSRfSZPcP6111gBUBr5SnPIc3/EfP/93+NUr/yiJVHI6d3EY7r6R9wH90KNp2CF1cHiA9frjwbYPHvPZDMvlAn7WYnX+kLBNIZ14k2rWDL04CNnpmiNXVMWTE46jUBAFlwzuYhT87Mi4AYmYEmk5+XXSkKKmoYp5JQmF1PHIT2hCVUIjyiOZ0efOpGxOCLY1pT5Yw2P7qNjeEeadARi8hxaP6xdvnuBbKn9dGgg2pQWW8qj8m4TZgGd9rC7FlxV3ya7rERqCbSyevsnhiq8/dpjCjOIeGfuhxopOlVJfgC8OT0VI5T7UshJzXtuwZNI0ctBECHj/rW/xYQpE+KNnv5nEszJ0MDGAtK4KKRgZ1EUnEfcBVX8r3aPRZ5RUykh85FmMgMgbRxwLkJMndPTi6wLgMjcx/CwunGFw+PSTX+dMQWSA/+b1/xdK7Y+rJsl7hHSqCgC0bTysFw8e24HQoUcTGNuNPHvoaSewHRO9iIhPogczzTKUtmbkmXknDI3nXUWHnkrOzWr/S7+U6B5tmgH5tC1w4s1YGs8x7xxeqSITVkj5OGw6QdoYe9F+4r0+BBhtpNTAnoUKMkXQqBQVYbSBoqxGRUVEbUKrECgLOZMQzbWoJJRSWInSJjgZItnoRqrY+O8anDWwU5dUxAYlBlm1Ils3v9S8GuIJ7On1EMlBCB7eOz5ZR2zz3te27MqGnRZ4BlvZ/1hzolwM5ejSFG2MPfaU+0Z5oIjSWzzRG0A6ezIogiaCDqpsAHH4aUYVSyXj5BOiAO/cpWoe7wZFVRsFtoU5aZH4wseEbew2tuOBHynrt3ymSLhcTeJOuEbqT1BFAavyunJ9xz4WI44gJLBgkl9AlNz5+WzXl1IDQcspR6Fqq2TasV8+UIXt+Luhy9Xz3hnmrZTsXtakARAGySKTiSKWKACMoVL9laRIhVoqoUJCrTZixdIjmGmcn6/w6iNsm0RxWvomjWzDVITvxcWqyoVQYoiKD3L2WMk1EzvVClZOhQeJWaXnQ10HN+APn/6P0lSOrVVap/M505hH86Xyg5Bs08XPUvKOfcuSR5a0uPiQFMI346w/yvNNEkaWZh3V/CFK7eVCi1Mgc/SZp/92+4LdUYpvXyk5OWmMbQi2kcNAN7A9kjrTZx8G22errRv5tp4/DGwHCoztYZANx6e2tJKkIKWL8XKCU4WjzCnzdqdqfJfrIW5CydQYx0YQM6B0VeukzaQQWaEgp0cpnxk9qIJ2sr3nz+V9y07Im1fhPb0H7QTzjofpaqUwn83SsUOvP3YFuHEjOwaAIgVWbUwOgAw21JO3DZ+lkBIdGmXbAMQOx1JS3/d3lEIBZHtakkZGD6+kCORrIvOUD+4qGSnF9SBmHNDvvcfNt78LAMmWGILH5579e9jGwgrDSHbsJHGUNm2RlhUAlQ9CLnqQFsdG/K+Mxpj0a2ZCshiMybbGMqEntlO2XTpF7zjP4S4REztGUYLUmrFtBdt8ckseq9bley4YNGqhkT+/j9iWBJe+201sD0O0jQ9w3mEYegAKjRVsG5NMEDnpJbPGYr9ItVgqIbz4h0opO3cJRMkAk0yCMTorJkwFKvIi5FpSkYePbe11BEtp7Qx3eQdj2gnm7SWYf9a0MMYmQ/5qNSR1OushWUHjycnqXbpuPH4afyT2vZGpIBJPrABAKTRNg2eOzvCjg1ZCgyJIWEqKXVAoCtjf4Zmp3YSoLG+lHwlDxVtNP1RxH6tZxvBrbJqGvfne4/23vpWZnFL47DP/URxDkVkIgwiZoScmOmLOlSVQVkNkn0oGE2toxMSMKlJiZIYqHZaqHpxcfweGVV6wJ5Sw3baw1qZj8NbrtUhxxcWqwDaVc1hLwRV9VGxbrr3OYbn7gW3nvaSwO3gvWZBSKgDgTakSFsZTdkf4FFZvmX9uJ0eQJCk+brAohaLCvzTezEa/1X3Is3e3DXRMO8G8QwiwxuBguQR1IVVeW8OhtE9F9WZzfxyBSZh6jIxAsQPG77cIDDUVTkAitiu3TYMY/pSeS0VflNw3EomiHKAq5wji28pXKSDZOmg0RpX+iX7A9LyURi2lYoPExzvn4J2DD7G0Z+AiOciV5KKPIUkpSaob9RW5P5VWo8R5JmPzysfRJjW1VJvVeBzx6iSpbch0eaL3kCK2l8slApCxvV7Luy/mkiLjrdtII5eXpFSOCvlI2EaB7bYBgVItE+nObmPbcwmAEPiQ5RAFk6BTjHYsp1Ey8siUq9nN4C6GSJW2QMmCw22rNIexHVVhOo4nah1AmSFdPPtD0k4wbyKCMQZfWTn0zuP0lFNMhzaqWshMXCYj7ZGF1JijHHLbWXXK9nJ2DMVn3wXkkGJAXY8Xr7R49sYJXn10mSoW1k/If2H8AmWMY9WykldEoiVJlEmfp44AOSU4dr7ua4zT1lqhaVs0TQMfPNzg8N4b/xWPP/n1nDADXhBt28Iay6fJy8nYG7t/7E/08IM3xs0FmPsUQS04L04uQfojauFp8PLuVLUIikcoVf3cByIQjDW4evUq+n7A6ekZAGCQA28T064YS8kQshQ+jqyIvJTCh8S2D+hCjxAC5vO5FKLaP2z3fYeuH+C6IQ2csT3jao1acfp+2Gg2PaooSDgeYsFw+aIgZQFi0o0qRjuWqAtLSeJNY22Th3Z5TO9PzNVEE0000USJdkLybqzFwcEBmmDxg0XALc+qJXVdqZwkbaqSLop2omSukZ0F1TaaxL+RaL6VCjWQOO74jU9ehSaCtQa9nGRSRclVzyuly2yHLEmpGBZG1WcbYmzRzw2huLjMiSirKn1XwzYNrLU4/uX3kgOo73s8/sTXsV6vobXmAyYaPjQYKE8hQTXGKG8l7TZKg4XEXfVv5JWvtaKsTiZJU8xdW60kFCsq7o8JpTEWB8sDtO0MR7evF4WL4nFfYjPFFmwXw4xmEq1VLVETWCylj4Zt23hoY/YW2/O5r7Dd9z3W61WF7VQzPeR6+6m5DTWF/650Dypk7EKlKPWUekwqDyJpHgqpmnlaM0jP3u6p2E47wbwPlkt8+bTHi48f4PT6dfRyMs0d1m82n1Vf5F/DljvLl5BNd9kuVTvUkJaQTteyQ+fZ23w6zQtLW0QDZJW1fmJp6ruD82TrB7F3tXoV+yrN5d/vdD3F71i900alGuHGWNz42XfwmS98HcF7eCkLYK2BsZbPSDT57D8qmHnsiCofFjMlE2CL0dH2d6lUbCebCrbFIdfTc4fGdpSWB0scHh7i5OwMp2dnd8c2UMRuj74gADrXVh/zvvuB7fl8BmtNqtfB9+8nto2xnI7vPbzjQzCMsQnfpqjpnRNmKD2Jkolj89kZg3mmNxm4SiZDEqaffT/1RpEcoZHBX5B2gnkfHh7C+hWOjm5jtVqnrLpYTzc7PpjivG3bo/LEFtv5COzl1ZV9tXgDZdsxdM47Jx56i7ZtUqZUuk68LTTGeRkRM2ZsyIspjyB6tWMTMfGlgEYF+ovt1hoqvXEjUtZisYATxr3uOnTewTgHLxJNvDbGkOe0+Vok2wBtSSqCN09J/CU6MEtb7za7+2W88LtEh4eHsE2DG+9/gPV6nSKpErYje6qksDtgu7RFi9R7f7E9F2y3vxPYdoPFMEjMeNdLpIpG4xtYKcFhDEvjsZgWCoxGW3XdL1X0XzY2qjWMdFUco8rMO8SjGVFjOmmol4D5TjDv547XOFuvcezWcM6l+SrrEYzDz8agLz4uvqeRUyxSITOqONHFMUsb1dzk30B4/bFDzGYzLIng3LEsxvpljGOVxeENKrNm4j3xNyqeFbjkTg47ijJGzsBD9f14heZHxEWRDrFIA+Pwqvd/8m0E7+GGAev1Go8/8TUMjutPKPH0t02Dtm3RWCtTGee12EHHoocqAVzmBpa/1MRJEAQVj1kLVFXBIxp763efloslzlYrnByfwPl7YDvN5T2wTZfAtoh/98S2Jwz9AD3TWC6XvxPY1sbANg2aYYDWBl3fwQm2dZdDEGetMPOR5rdVc8iQTv2r989i/sd9VVlIKbXYsWZ0UdoJ5r1ar/EvhuDWHmNRIshhoaQArccJHIVEnuyGeRFEcJdSHyC7pCrsVyHutJSF9rGYKH/23QBrLL5yPuC7timOnaqJqgW4fTtN4FZAaYagLYafZK4vRx5I7islpG0bXVS3a5BwxpdOBa9s0+D2L76Hruvw+JNf5wOPwTbEYWCTymw2R9M06fxE5/kMwZKxlJJFGTURn1mNayQKJo+8UlCKoEcp9vsUaQIwtq9fvyFzqaoXuYHtDSk1/voRsO0vge2eTQtXrx7i/Hz1O4ftWT9D13fo+x7ORWx3cEMPay1ms1nCNoGzgcsDjMviBeVmFhMjRsFAidGndwdKG41WKtvdQzzX9XLY3gnm/YOFxfnRbRSvnEkGpyrAlnpNAfH4QxX4HIGMiktVCWadZQUaAZIqM6+C8w7ee1jb4EvHx3jhoEEnsbubjIn/qR1P9dhSZZIy9E6N5MsNZ0ocxObLrhhmIZ3E+crrVXHdB2lHa5PAbq3F0c+/i65j++ynn/oGZ7f1fPKLGxpxAIntkDIQU6ZbuULTu5GEinI+VMm0VFqcvBB0uplg8vvcI7p9+xir81V+h+Umhx3DtmTnWtvg4GApYbK/e9humyZhe3ADnPPoBw6ZHJxD01hY28BoDdLI1RLjZlvpLPJEgXyJUM414X6WtmytFKBVcWaOzu/vEgDfCeZ9enIK731hV8uTU6klVOyCo0FWMssWcI+J0ksgUMhq12aKcvk3Xz84h7V45KO5ZTvVWsS2PsRe5Cuz2lXJEqr+rMzwyg2O7qQRc6x4KnERfMWLXQnItJScZcbM8FguFujEg8/JER6DG9DYFm3bJJs4ICVeSbG5IwGSKomvmpFUeAyI6cbRtoii76nW+J7R6WmBbdoTbHcdFNdD/Z3H9jD0G9h2g4FtnNRB1wW2xXadpHGVnI3l3ptGpqKsLuaq3NVKi8qVP/dQ8u6HPnu1C4ADecfPIEfhNCso7uilQ20kAJZSTppsIgRdB7yHLcJAlFwUWNX6F2uhmgZuGIorxrdUT0+Q5H/ZLJDMxgm55dnZ0kyhKqYqZ4WuOVqThUSSAy23LTWiLFVEBhrVTWMM9HwOALjx9ncxDD0ef+Jr6LoOwzCg73p06x5N22A2m2HWzgAA1loGto81ayg7Y4o+5j8ISAth6yymK2Mx/Fh2cx+o7/cM212HG9evQ2n9e4Ft27C9u7EWXdejHwZ0fY9116FpmupQYGstGNqetRYiEJVmoC3MV4bEpiD+fVtlnhgQcBmz4E4w73LR1gs9K0KAgDzuUrLmqbgv7vLyqrD5SkvFqmiVMuzyZ1R1IWl3cqMbnCySbIevJcpCwkrtFAYC+Ttp0+l52wCwBcVbKKuVMsa46KUDdwNGXAgQ0I/LvBrb4IOffBvOOXz6ia/xiUODg3ce67BOGYNN06CdtXK0nJGszXz4rSpeS9FVUSvr9z2WZMjzIbVqnwpTTdjeC2zPlIaxDexICl+tVlJEDGgay1mbRsMaMRWGYnwoaq6nHyMncQn6jfGVa+DetCPMe1OSAOJOHP9IV6c/UyLOZosVY8i4rttTqCcz250IFR9J5hy+Mbc+Cp0qFkrs451CoDY/42dsx+Dmh9m7X0xC4I/Y/sz/R4CXUl6egMIhFBcyYiH/+sgzrUwqyXn9Z9+RtOQen37q66kWMwB4KR5krYWxBtZYGFNXNcxTVjLprfLTxm91HPnu04TtNKK9wLYxBo1t0A89+n4QPMuJVgW2rWF8G22QTCnF5lzs2fzLhulqc+R0xznaTvujf0400UQTTZRoJyTvUkUcfZylC9qUzHjnVdvvSaICIRVur+4f79aF7Eel/JF3cEItMWW1s1D7xPGk4r2VanpnkfFuDotyiLWPSSSTZJJQ+dmijVIxD4Sy4L9IJ/wjlxLIQkK1s8frTQq/YsljuVhyIoQUvIo1l51zbP9uSQ7YYHsehQBfhjmkiabNgY5tLFEFv4R08tBpwvbeYttaK4dCsNnEeZ9q5ltr0ZIUddNcxTBQAIVN0ftO2Qm1Xhn9Gnecxg3aDeZ9BwCDJNWdWKErVaR0X/o1H1uU8Z1huontMnRKyTOKRycgZcdL1Iqq8K5CvSzNmDG9QaWGFbbxnfSYYrHUJSvHz6vHMYYFl7mQBR34xOqyDnMo5iR6wNPaKsbBx03JYtA5IoSz9lQ6CPnG29/hxAdJ+378ya/JSeEernMY3IC2aTGbzWCbXDwfyOf/xSGk51JcpvnLaqFeAuAPnSZs7y22m6apsN1JvoNzDp3jWiqtOOwb27AJJfoDKB6HVmyk4814ZJdiV87Fwb0TzLtOvc0znSIVkIWU9Ed1r/wOKk53ZjRuNS0CyfZKsniqwwOQF0eaejUWBMvYVVT3cr+KdRvvKABevszkjNmQduKtY+kqSkGjy4pnA4AyGlrajvbmXJCnmCPpaFqf8drYsJf6ESXQo8NIc3GgWHf56N++h8E5fOrP/wZ918F5j3XXSfxsg7ZtYOVabVTqQzyAmMOwNinO175lWE7Y/t3BdjubYXAO3XqNThJ9uo6zNpumQdu0MFLYzUhEFAGShJMZehx33g8lA/mSRuydYN6RotS19c2ldZ5fcpXsIa8jCRwbDRQf1wLf6Cr+YkMLLCUZFBeWQJfXEL3ZpSpX9nxbS1mCyk6jcbxrvj9sCFzbiCMIFGIZZSpPISpAP+7T5hxGZ2NWlXX08EfAC1ij6nnz7e+g7wY8/sTfoB+4QFBPAcF72IZhZ00ugqVBqfhVeT5g+U5SD/eLfwOYsP27hG1jmKl3aw6bjZmY3ns0VmqmWCP4NoDWCdd5M6tHmDe/i4N7R5j3Zvma8feIryYOUtHmi1BRGuHrk1o3AkOaqAT0esJ4s46iQnyoQtkBVrHi1bHdLNFQ8XeWOsYPkevzGsin/wBVVlZpEt5MnBi98NJ4GCUVhdTv9CzkE0bGklM5txTltQg8xMMYuH2tiucAUEqjsQ205hNktMSGe+fTWYQAYI1F0wYgJkPIUVaKKJ2mHsdCZV82SkruMk3Yjs/6XcO20QZdtxZM+4RxgJl30zSYoRUzTNxoVDrvMg+1kFT2raoggOIdFapioVaWb4CgEtCpFlFqG10MFxJwjndieVdZFdsGRAiYEUFfg3JbfOmmapjHkM4ELBZdKanwMMvFlX/Jqveof6O1mNotJL2Nu1Sse85jYk0zy0UkDDS2TIl7qNQXEikp1M0iZoxppfDBT74N7z0ef+JvsO64rkSI5zi6Nfqhx9APmM1nHF4oBz5z+dOQKkzWU3pxgO8ETdhOz/5dwvZ8znV+un6NruvQdxxaCADD2qWaQPPZHNYaaKNZeocUXZN1EMrd5RLQ3h3mLaSKHZTAkxUopBfAn+eDQCuSa1QJRBQnoxdiQnpVEQC62JVVsQGmXb0AWPHYzdKlef7H/qeA3G7GKgFB1cKkylJONTfxH8rzE6WG6ro4kKiqgwFSLUaKUkf6o3qG1hqkY2clllWYRHIejlJ+q/kgggsEFQKUUnjvrW9xWn3f45N//jcA+ERwCsTFgbyDtQ2axrLzxxpwBIDYxzWbVFIhoD2kCdv4ncQ2J+5YNLbns0kBDM4hhIC+7+GdxIY3XBPIxjK0UlNcR2k80P7V8y43nggo/lUVP/MOmXfy7QONu3K2W5XJB2CphcrXOwqa2pAu1IX5hYoALDMGKeGt3mAT2ItVkVvKCyV3oz5sdtvzZQHmGsIl6MYX1y2lBU6jixWgoRFrj9QLK9dcT/2Ocyt9VSIgas3nCt746XcASEU35/CZL/wtgg8YaIAPAc55tE0jtShUaresB7EvNGH79wvbyT7e93BiDw/BYxgIPgR459G0jdRMiYed5L5cxiG/E8w7yxvbIyIrx0ih/43fg1xSSC/156k9hfQ8XjBF+1uxI2CNCKjsffkhMRRqLAmVC7a0HfJ6zcs3Dyh9Uj8nfl+tkrILuS9K1GmlRhelP3M/NvBPVNXAyExTJSkOhFQlsHpDaY7iM2IxH1ngWqOdca0IYzSGYcBsNoNznrPZnEPwnk9dtzafHq7jieCo3+vO04Tt3ytsSx0UozUGw6cSDc4h+ADvBdvk5bSfePKPkQiXywF7N5h3moyRxLEB1hjIHsFNxaUl8CmiuGgrv7GkespLSrGnW3b+9HKpbmrbLp7UYlU1wD9opN4liSUCjSWgUjUtn5dukDbF6S8XxHFFtU8BmkY7uYBxBFr+qH5iaraSnop6EiiESKW44t8IeEkNFNWS+QKBgk9M2FguK3vj7e/i0098XWpKDAgUMAxr48UAAAAgAElEQVQ9vHep+lvbsOMnMfB9oQnbv9fY9t7DFPVSiEhixX06qapp2GFfOkcvQlN6/EQTTTTRHtJOSN65mtZoX06qlJKdUexcSuWrqbh4JDUkCSZKJYgSkKiBWuVddiQVlDuzInAYGwqb10Y/+UeIJ0NjJKmoeG5h/luJJBF37vEMjDXI+HtUB8cSEqV7CC6EDZ/XluCB0X3xOlX3pbShBnaQRRU/V7yLEhJfpzXroKTjDLOEQ6RTZmUcs7UW13/2bQz9gL7nU3xC4FRjFzg12TsHMzrhfh9owvaEbT5T06KP0VYhgCjktHvnYOW0nyiNX4R2gnkDyCrhFoovDQAKrbDyvGeAUlKZomKqKq8RkJujKhh/W9hV1NTqPuTn0hgd8TMAJMawaCss1loamVJcYzk+jBdRfhZQHlYLWQzx6m0MYTRJ6TlUfySwpDxr1TCqlguVcnR7UsupeA8o21IqJz3IdTpGCYSsskIBquWC9zd++m0Mw4A/+MLfprhZL0kOIQQE34x7s9s0YRu/99hueKzGGAzOwQ0uHTMYfTwR3xelnWHe0XsMlJODNClpiguDmALkiBVIYlZ5HBEi1hFASQLZ9gAlhrYk/ZQAj+AERgCRe9UIDOWIRkDlv/MuHhdVlpqUfJ6dXPHa8tPc1ranoqiiWSaIqErKyFcX/R1DvLBhxl82JRyFMrA3LuKqfypex1JMPEuBC/bL2yLASJEfIyU3Z22LHiydDG7IIN+jet7AhG3+fsJ2wvYwoNM9IDVTnGOmPQxDiv2+CO0M8y633c13p0Yzl6WN5CRRyJAgyht0+VJV9aNQaZNgkv5X1S38ZcyMKt5XuncrlX1Q9XVZNSyknNF9Y7FnfPhyXhrFeIjV21pSQQbSqK8pHiB9X0giWQxK0sfmKTYjriGcJL4qgnj3EyMBshOqlNxYUiHi6oNmrnHjZ99JZw1+6om/QR/P0JQKhntDE7Y37vu9xrac5hOjTdZrPswkUIBz+8a8Vfqn2kGrw1UijdS+sg0tLzyky6gAy6gJQlUIhieZIaNHiE2ZbKNGon1SFS+3PN8uDYIKrBSgyWPPc1B3N1+k8vSM+lY3leJlpQuxJ1UYVzWGel5ie+UYSgmHRvqxSl2vO1gmNPBItryI4rkUYk24PBpjLRaSpHP73/4Fn0rHsO0R856wPWH7HtjmA5E7dF2PwQ1b29lGu8G8ZfAx7GYcvgmSDW2LPrUR/qT4zHE5eEOaGEsAImUEJDWn1MRTESGMXh5UCn9KKuiGbVLukzefTwUZ9zv/ogpwV+MqbruzQ6ZQyZOEltXhdFvEX7qRUgullFMnh8hYVfkiynvrU0mKx1S/JClMxfHm9iIfqvCfhq5S6JXVDa7/5Nvo+x593wH4X7dPyM7RhO0J20Xn7oBtFU/y6S/ujN8J5l1MX+2oQbFTxpc4FlcKdTSCUSkFFSg5EjzRBsZSam2AZPHRRptV55CxTPFzGgPiDuNSSiStYhwl4EbojdJT+juMVVOVAZEQEiWANBG5uL4a2UWLW8v5LEeyOc/8Tyz4E7sdrYlq1IcotZQ2wozxMVNKnc5SVTw8trjIWgulVVI394EmbE/YvhS29Z4x75JKaSC5NuL5cLJbJQkA2/Z9Ji2STgzCr15mxEea+PjCSlkmfgcoJZJTuPdz833yxLQoGNwbu3fc7VWF1eopcXfnJmtrILdfgJQio8jSQLmoRm6e/BflDm3MQmwzgTeuTkpjrVkSkxabH1QhkVRMIc6RHtlMicOxKEdpcC1kxWnIs/1h3iVN2C4vmLD9UbG9E8ybUAxkC3yUql4FYipuwHbAKIXqAFetIyTGUgAhloIsgVw9O12LSoqIFrwNR02xc5efRS2URi0oOc2kHLKq/+EZin2MM1WMN90aF0HR87iwOFohz+1GGBQ4m6xeZOkRuW9aC0hD6lMlwUWmASmOr5Qwm3KQNaPxnuN2q4Nk0zvPi4FCQJrIPaEJ2/WQJ2zHCfzo2N4N5k3la8//pl8Vq0lZQ9yEa/T25h209MSrjTK5pUZI8laJ2E5YqTrFP6XklGx5qgTV5o5eQqjWWAtRZdv7ovr6sq8j7bsSdBJIom0zSibCFJIEFoFZ9V2WbdngqHsb7+ouWIuPCKOBjFOWkzQqKyatmXKMSuHJ68d46w8eTWrnPtCEbWzShO0NbGtreZu/BLan9PiJJppooj2knZC8N2gknIx3r/jFltwo2XE3FZktG31FSfWj6KHecoc0pCoJZXSJQpaiiKJwxTv+lvMZFVTVDlWyxljFjrKOqj+Mv440t6LLPF9UpjDn5JAscahKMqu6IvfEtN8sNdbqaOrjOBKhbGP0WcpQi+oqiG2FVVc0ZvMZlsslgmSm7SVN2MaE7S3Yns2grUZwF8f2TjDvKgK00mNQAfaOoIZMakAuZj6aeFSQzQpsmndxQGR7Xr46m6Jy0D07HgrAFC0qlEAsVLZRu4I6lKOiENI4y4UUUpbdqBZyoS5CFhdfEARk2bFCmrLdTgBVY5DiJKP6Io5iG5fIQ6hnd4veWaq6abbkfkp9ouL5eV6UVlguD/DXg8KOwPZCNGF7wvaFsH2wxPLgYKNvd6MdWgVqPB+jv8cTTnLJdsDH20nAEqUFxJ/FBhzfhVIFJEuJqLo1O3JCqKA2ejY3SERJKsn1kCG7cXb2sKe9GKpCVf5USYBvilLIl9VPjQsQheCieLenYt7SmDa6TtWPcjxKlROxMeSy6xvNZqfduK41IcQzqSIjKySZaKQM3uP7c4vnbh3h4OBg+8N3liZsT9i+O7aPjm6j6wccHCy3P3wL7QbzLsWE0cRVDoakVirZpQn1bg+RSorgfEKVaZUeUQhDtWq3KZnENu/d+dE3cXGktop2N35BRkURehQ/Lxdraosonea9QQV4Fcpr8oSOow+Sh57Gy6bsW24/L3a1fWzFJ1S8l9xw2Vh9H0tOmekRAaEf8NKVGRaLBv9pc8S7SRO2c1PAhG3cGdtEZ5dyWO4E884vD7U5KY2/9q6XtPnaxj+jdKCqqzYAO2qglEbi51kyqHfXrV0rcBI96NsWSb5HWi+klJwJlwvql92NEtedll7lgb/jc8f3FFcX96q0mFjKqqNfa4bAhfNV7mcEbwHYUW8254YAKqIdYn+H/nLFex42TdiOfZqwXTR6X7C9E8wbGG1+lZ2LRp8XcZWEEdQIFABjJIkhlFveHWCgshQTd2EG1GgSS4GhVK+qrVs+ll07hXaJzqqKW7e952jxiyprpd5u3FCuyO0Lrr6WClVY1Nx0NfHCih/ExVw8vy4lWvavHlCKWw6jz3M3EoXSQVR9T0mtHqv2AOD8HtU2wYRtYML2g8D2TjDvjVeUBkXpyzT3olLdsSEAPgGEM6FYExnvfiPVSnZfNX65ENtdBeZs5drc9uudv05syHbBDdBEB87WYRXe82qw0Q0zElsq6FJ6VowX3jKKVAAj1uAAVFLhyrFqNbKxVsCOY8ufU3ENS1h1X/nS8uI8vDvLXftDE7YxYbse3H3D9k4wbyCDPIEYeYBs2x9JAKBqt48UnRplgXSCvLh0MaFAWprG9ISxUBMnO96m8u5bB/arqqGQjYp5dKpqthx0+nws8Yxtn3fyq0QpiK8pQC6Nlja/POqylQr9xRwUTiKl0unkVNyenWxVS/I4tbEgymcmx1a5fIkQir/LMwb3jaVP2J6w/SCwvRPMO70KhfLojURxN0z1cYGiMD1V7SRRRuaUQkh1egtMjzzuskdWksOog1W+8riP9RKh4qUrIId4FZduCliFDUzGQKMXHsdGGREyrnph0egZqvp8y+qoUJlWXNVJJVJXmcKsANBI8sv2wAj4ovEtdVCpul1V84DxtO0h956wLVdP2K7m4X5geyeYNyBDK3dB8OSE4m1FFYunQSXQI96bMKDSjl9NaXrhKv2M+FZyHt1Y5eNdUSHoQuKRRnNRIWk+rdQ8jrQYR7Y9KvrCElWWJuJDKoAqldS+IN8nOWMMhPhP7GfW/9IzlIrglAUf79ZxjDWK0rzL4ooREWm+oySUfsq8Ir8AFeeo6Gz8vhx97J8qilKnxb5HjDvShO0J2w8C21N6/EQTTTTRHtJOMG8irtJFhSc6/R+vARB8QAhxNy70p2on5X0sJEknqivZllX7UhRqNZN3xfh/+jzeHCWHEDO4os7FXvzoyVeoH5bHw/9pJYeXpn4UalitfUFEDESHVjkvpUSVi9/wHI1tf+U4lFLQJic3cE1lleZTIQ2rclJV85zU8q1fp2dGKY4gpTSTrFO0hXKu8rDT/wD+9dpfbLy/XacJ2xO2L4LtqExcBts7YTaJ6l8cZOp/MQesgqjsuJAXWMaL8u0j1VAsVNWiQAZ1+pQiCLb3cawCJrURqBdIqT6W999l8GO1qepq2e5YL5OWafxR0We+QhX353FqwyriWMVjp9W2cUj1tqpz5ULKbZCslUJvTe+iAmwCNW1M0li9/aujH5SK617QhO0J2xfB9rYe3Yt2gnmDkDy3JWjzm+YtMo2faGOI0WOeAC67ICHaDqnExGYXit00UL62DKsq7V91fd7YSlwEuUFKdxehSChe3siuWZjuKmlFFe2IgCSfl/ArqERslDyKxIBAXAuikjyIAK0laaFsquijvI8oNIR4XzUfSmpFUE5QyZNxIUpOrBHdkVHsKk3YnrA9ovuF7Z1g3kHSRTMO6906nq3HJ1yHtOEpnaWM4EPaxZMkogClNLTW8N6ndhWUBPWzlKG1QggKPnh4UV8jaTkJg8N7kNQ6pXUC89gJBFC5uYNIHDGhQK/0JI2zEsnKxVGc2gFwDQgK5Qa/hSLHCPKrknnJzIMAOYVdifoYY183M7ziobUhSRqZwah6hSM5f1IHc08prcyi78UUlLNDGC2+8qY94uATtsuPJ2ynv+8DttWdxfeJJppoool2lXbCYTnRRBNNNNHlaGLeE0000UR7SBPznmiiiSbaQ5qY90QTTTTRHtLEvCeaaKKJ9pAm5j3RRBNNtIc0Me+JJppooj2kiXlPNNFEE+0hTcx7ookmmmgPaWLeE0000UR7SBPznmiiiSbaQ5qY90QTTTTRHtLEvCeaaKKJ9pAm5j3RRBNNtIc0Me+JJppooj2kiXlPNNFEE+0hTcx7ookmmmgPaWLeE0000UR7SBPznmiiiSbaQ5qY90QTTTTRHtLEvCeaaKKJ9pAm5j3RRBNNtIc0Me+JJppooj2kiXlPNNFEE+0hTcx7ookmmmgPaWLeE0000UR7SBPznmiiiSbaQ7IPuwMA8F//6Z9IXeC6rh9w61O3cP6Sw7WrB/jEY9ceeN+20eAczBMO7/+3E3zi+b/AYrkAALi3f/zAn01E8hMIRAghpO+e/oKB0gqvv+4RPKEfHHwIcP2Ao9u3ce3alXTtn/6Jx+nZGd599wqatkW37gEEuMHDNhbL5RyNZXjMnngWxhgMP3sVAGC0htIK294ZEYGkX9JVEBGM0dBaQ6mLvOl70ze+8Y3709ADpv/9H9+ii1zX9wN++c770Erh2tVDfOKxqw+6a1vJOYfz8xVWqzWM1lgs5gCAg8ODB//whBcgUEAIeeqGYYDWGsYaBE8YBNtD73B0+zYeuXYICCJPTs5xdnaKxx//FJq2wXrdA6ARtg0AYN0NMEZjuZxDAdBaQes7QKvsFxEIEdsGRmtsXRAfgv6Xbz5xoZZ2gnlffMzMFJTCnSf4QxARcCmeQoCCwpXDQxxeuQJjWIFxH0tfVPreKEApkxh4IIKBglYKyihorwBS8FrBDQOIMqN33kMpBqpSqmKqSikYq6FEL/PegRBAYFWNiGShKbk+byqQ753jDYTAC69tLdq2gbU7AbmdIwLgQ4Cx5r5iG4TLMZUC25FZfqx9UXyJVhpKUWLgjC+CEWx7r0CkoRO2CSTc3wfHwkWFbf5OK8BanebYewcinTtHxGswdjTfyu0T4J2H97yWhsGhac1DwfZOrKSL4ouIAQ6F+ybBAZdk3MVN83mL9U9evfDauMgmcdHvmWEqKGSmGUKAVkib25e/NEcIhO//wOELTxv89t0AksXgnIPSwqi1wpe+tMCLL53huedmaNoGP/95Zsh/6F+CgcavaAZSChQCNBSU1mlcuQ8MfucCvPcAFOZ//gzOf/wSP8tsYwaqGne5EdzP97zTRPz+oCzuJ+/+UNKgUpjNZ0kouRBdkDFf6HsFqJG+wkKbSng1WgMI8B4Y3FBJ6oNzci2vA2O0zC2lZ0SMOedgjJG1SRD2AhNfAiFtChQoCSZOmPd63cF7C6UUrLkDOy3HTXf4/EPQTjDvyxBRgFb3WTr5UP2o38NF6EHwIQIlKeDFF9dorMViMQMAvPbagBAIWikM/YBh6IEgEofzLE0TQSm+9rln5+jWPbz3WD71ZRy9/EMAQPAeWit4H3D1mS/j+JUfwhgDrfPijoshhADvA9zg4APhsS/9Jc5PV+h7D9s4zOezDeb8+8Kf704k2EbaFB9OL+rN+ML0QLANEQBYKNCapWsNBW0UlNIYlMIwDOiHHhDF0g8BgAeIhNlrBK8RAsG7gGFwCYM+BGit4b2HC7wWrJhBCAQFlebDB4L3HsPgWVDSGt4RiByaxgJzqufuPguZY5oclhNNNNFEe0g7IXmzdMi/32unCoFEWns4+w6lf+lBCBuXJiU2boDthEQsiVuxVUa1UWuL9apL9xnTYD4/wK/7AUR878sv9fizPwuwVuPsjRfx1JM8xy+8cIZ21uLKYYuzN14CEUvh2gQEH2CMTu9DKYWhdwAUjFE4efUFBCIcHC7QNJYlF8feAaNN6mcaj4yFRGoaE6ut98O78PGQF81HAXeVTkmuhcrv8+HRhxG97z+x7Tv6VRQ7wn2AtoI1rcRZOMK2BebzQ/S9A9Fa1kWAdw6N0WiswdnZitsggtG8jmyj4QYv2PaCbZNwqJVC1zs2qxgDpYDl4RzWGDSNgfcBgxu4D9rAWIPKrS+/BtF2N1z+hEthezeYN7HBTKs7m85yFAPBfkiAR5Xmw6yNZK+WRqIf425NXcTGfWlnabqPLXFs6wvpM+8Jg3Ow1qQ5IyLM5zM4t4ITcDnHds0QzuGdh201nBvgPRCCh3cKXccqq/cBCipFjAQd4JyDOx9gtAFgoVQ0m/CAjNEcNRA8nHcwhk05feewWq8BALNZmyJT2raF1kr6y8/UWsOYzMwBQtcPWK37y0/YQ6JAgML2jSgRDy1tWB9K1Y789sPw/QjkuD4uc89HveYO9xEIgYh9XCix7WGsZbNlxPZsBudCwrYCBO8e2nmY1sA5B+89fPBwzqHremk3QKGFNezE9DrAOY9BsE1gwQaIPgkFbUzCrfMDrPgGum7Aes2byGzWwhKBErZ1esfeBxjNjtdyvP0lsb0bzDsQoHFPhkwfEeAfRaDZuHdLW2NGfJHnXbZPVahgCHDeY/mF5wEA5y98j0P0QJjPWgBs03M+oG0tnn12jvUqOnUGzOctnn+OmeRbbwasV2s4Z9D1hLPzDi+8wFLAV768xJWrC/ziF1HbIbjBYfHks+h++jqUDul9hBDEmcQRLcPgcL46hzEaRmt0/YC+i9KFgvcO3gc0jQWRThvs1We+gtPXflSMl0Mf//L8n3G2HgD8p8tN3EOiECg5hu/0qmPIWcb2h9AqP4qwfgFsbzDiizzvsn0qQku9YDtqaT4EUAgACDPBNvtXPNq2wbrrMQxeHhswn7U49ytxNpJge0DfA2fnZxgGbtdaw9K7MGAFwA0D+n7AYjGH1hqkQnpe9POw7XvA+WqV/D9979B1WXJ2XiN4D9s0AIU8vkAgpdLfgdgOf3a+FmxfjHaCeTvv8cnn/gpnr//oAgCXhfCQHZanLzosl/X0fZzabggBg3NYPvU8Pvjh9wAAh08/B+ccTl77EQ4OljDGwHuCdx7OD9AaiL4wIoWD5Rz9uof3Af0w4I//pMd6DfS9wmc/q/HztxsAwM9+prA8ANqWoJTGwVPPQ6/WuPXy97FcLqA10vtQSuPqM1/B7Zd/iNB7rFZr9D2HckEpUABsw/M2//NnQAgY3uL4ced8ips9feNFaKMT8x4Ghy8d/yNOhgAf9sdV47yHgsbdAzdIYvaRwjcfLm15/sfUpRgy6ZxH3zsMLmp/jrU9pwXbGsHzdS4M0EYVUTqC7Y6xPQw9Tk6OAQV0/Rqr1RkODw8BAAfLA8zmbdo4h8GxQxMEKN54dYFt1nIVhj5gterQ9326NwSw4xLAet2DEDCbscbpnUcggjUWtuF8h0A53PDo+AzrIcCHi0/0jjDvgOsv/Ctms4ZVTPm8ksSJAR6jIx6mXTBqAA+T2M7coP/Jq1hKdMln3cvo+x7HIaT50pqvXZ13uHbtWtrt1yu2+bUzTtBxzuHgYInV+RpGG/z0LY1+YBXw03/xP2C+mHNM7dtv4PSNF7E6X2P51PNww4DTn7yGtmFGr7TG0nn4wCauZ56Z45VXWGyLauvyyWcBADdf+lcYYzCfz+E9oes69F2PR577KlY/eQ22MSkk66tn/4xuAIj0pq1wh8l7fhfGcL9TNFwN7SR56w9rNrkPVGoAD4vYnqyhJay0EeZ9dGuNYRig2iYLceLPWZ2vcfXqtRRtslqfAwDatkG37jE4j+XBEqvVGlYbLOYLrFZsnpjPHLpuwDA4HB4skyTerXpcv34Li/kMTcOSvtYaTWuhlIYPBAoKbdMCUHDewweHoWfJ2QeftM3gA7quR9f1UAqYz+eCbR7byVmHfiAEupxQshPMG0BizGXMb4IQUcomfOgAF3NFGW5UfvdRu3WvNspxc4INcpYlcVif807iwPO8aq0xn8+SSQPymTUGvWIHJBSgNGAsJx3EBA1rLUvnnQMNTqRDDQoQycYltqS1kSQGDwLQWIumbaCUgnMOfd9jHu2YYi4DgJOTU3FKAetVh74f0DuPwfG1XR/ytr4/vBsAM0Qean65Kn0Hse2KE/xhhk5GO+4WbH9o+/Vl2kivVzRrVWcQex8E2yptMswPNBZVXDpBac1ORa3gB5/m1RiDtm1hJKGmxHYrOC2x3Q8eMf1OazaPRKtW0xhAs0PTO4+h7+U9MrZZG1WCbdYi1+seSmv0Tm/B9uXe/U4wbwWVFi6yKagGeMjZVh/aqXNfSADu3EY87P3o0mXaiAw60hs/9jg97RHIo+t7NLZJTpKmYY94TD6IDF1pJTa3Ht06wHt2diptceWAVcuzH78C7zz6YcByOYO1FgTg36nX8NIb57CNzXZapXDr5R+mCIvX3xjwpecXeOsnHCnwhacNfpsGKYswEP7kj3u8/fMGxlg4F/Afhu/AEyCCFwi6cKrtRjTERYijTGSchd07+Qhl/CGwTVQ9xGgTEmwPbgvzvh9dukwbo3fdNBbrjssI9H3PGBQJ3LaWsW1KwYSTyEIgDMOAdbeGDw4EA6WRsG2N4WzgQOi6PmEbUGhsA2tMFUlFvNuyhiBRL1qEn8F5NJKE5pDLVxwfn+LwyoFge41+8HDkE7Yh2FaXzB3ZCeYdgkfTtCn9euMdR0mcSub9MXawoLTjP5zHb5BSCo2YLA4Pl+i6Hp/7XIf5/AgffHANs9kMxhpxsPQJiGX2XN/1+HefW+P4docQ2Cv/xJMz/PIXPMqDp56FVhonb7yEYRg4ocEFvPzyACgtdjyG0qPPfRWrN18Bge29/dDDOQ0FC2MsXn+tx1/8xZsAgJs6bsoBIQBXn/kyjLX4k2//b1g3LZTW2Fb0Zq/MJiFgJmr3tl6XoZEASYbsw9MqH7I1sCKtVDLHHRwuse4GHN06xjvvvIfPfOZTmM1msFbDe4fBDRvYVgC6vsPR0RG6dQcfHLzzaGdzLOZcs2UYAkvuiwWGgW3kzgWp/qBgDG8M/Gdea5136IdeNtoZjGF8Ny2vA98FwTUVPIPgobEewM4nVW7ll6edYN5W6jlYPWLKRVge/7kLkrdITQ/dqYQEjEg+BLRtg8NDgxdeOMW1aysxjWg47yUVWF65mFuahlXFH/7wHF/96gFOTo7hPYc3Ra/+6s1X4HzA009b/Nw/j/Vbr2I2s7DW4rlnZ3jllT6ptx+88D001uCZZ2fwzuJHL1oYy1IRAVCK8P3vHwMAhn5AIIILA1562ePvZv8HTNPCz2ZZjZSxpe3y4U/7pchaI+ncqo44KaQsQs7MU0p9vJ7visR0c4eiYx9rT0ItJIVAaFuLwysLjvI4X8GI2c87jkop09MZ26wRDr3HfD7Hyckxgg+YFdgOQYSMvocPHvOZxXxmuSibOCJjuKITjSSGslpjpeRDlMCBdcd+IsZ2gAsOgQIXwGo07GwOVEUtgKRmXPK97wbzlkB47nsOOE1ak8rhQwoPlnnfy+YcizI9RLOkmEtIYkZ98sh3fY9AAbYxaBqLvh8wDAOstQji+NOF2YSjO7JdfDaboetaAfcs2by1UqCOJW4igrXcvndBHDh9DukLXO/BOQOtDdqmQdu08L6XaAGHELi/znuxYwLWNuywCZolbhrrkBEXRUDyHlDGthr1nNJ6jX4UCON+YLz7HjZnEf4fnmZTvF4igvMhJa0wtikVf+r7Af3AJr4oOERzEykF5zy3I36ydjZD27VoZzW2rdKgjlLUiLEaTdNw+QjidHokbBPW6zWHBhqLRrfQGqKJOgwb2PZw3sPaBp40EJRgG1Ab2nvtC7kI7U/M1UQTTTTRRIl2QvLWonYkebsI1leyE7Pxn0XeFI1SmAzulyR+kYxIulfG3AOkKsQMPCcxPOmLTzfwXiF4wle+coBhGHDlisFbb7ExUxX1tIliDDLTl798AGstZrMZ2lmLV18bsFwwPLS1UNrhxRfPYOyPcPXKQcq0fOmldX5PABeiOj/Dyy+/ilk7g7UGr70+4KknFboeeOGFgGeeYZXVOZaaXn6lxzfMC4CeAUpvlasZBqr4az8omouAHIoHFBoecaV7aqcAACAASURBVJJGpVWWXnvg/g33Xu2INPjQrDYpykyyh0NA30uSjvfJEWmthXNDURFQItCiVukpVbQEOKIkYbttq/yBWB7Wey9hghpGK5BWcC5wLHZMjzcGq26NhWFTpFKcIt/3HbqOTYexameMviBSUKaF0g1IxTDXsQq0xzbvaB6hNOA8ARy2E8MEw8gS+jD6GjcX9VB5SIrI0QpNy06Ut9/mOsfdusef/pljgPsAgoYyGqAIanCFQSI0bYPlcoGDgwNxWHHCzup8lZxFRmu4fsATTyj82891svlxSrKHUoAVp87qrZdxfHTClQ0V8IWnDV780Tm+/33eYObzORS4D9ZooLH4+8UPoO0se/XlXyrrgtKYge8HRWyHIlM0fmG0zgueYr2Lh0d5c3mYdvdMWmu0gu3ZrIX3Hut1j7OzUwxugPMeLZCqMHoxsQzDABDQtBbL5QLL5YGYB7n2yHmBba01ht6hW/dorxwAFbb57IDosCQAqxWbA2Poqxd7OQAs5nOsVhxjbqyBVRowDbSdbc7nVt69hzZvklKMFJCyjoDReIW5a6XTDhtSLCWyc/NBgy5J3h//QisjARSQTqaJDpNh8IBiTea11wL+6I86QJ3g7KzFW2+e45vffBTeM8A53MqInZMABJyvVnj5lTUWC4NHHsl28tWKpeujK3+N+fxV3lClM1opLJ56Fj4mU7zyQ2jNC8cYg1de7ri2+JcXUErjjR979D07dSh42HYGY9qR511sv5XZO77fBzK1D4xItEUKSBEHgISdITN0LlZUHBIQQs60pHsXtrovff241tDWh2d5VEFJMIZJWrkbnER/sL15dXzM/STJXgwEL7yj73sYmzEKBJyfrwAQrGmglUlCzHrlQRRw9eohZrOZYJvvUgp8GlWO6RNsNzASYsiaAIcTNo3F7SNeX4E8bNuiaRnb5YymsOhxUPQlX/JOMO++72G0HJOFzMCDqEOgHOddesIDEaTsgCTu3Nvh+FEpOSzv8ZCL9uNy/Y1HL6EKKcuJDMRJOJYTESicYL3qsF5zmi6nyQu4AkniQHaYnZ2eYD4/wNWrV7hehBSQMtaiMRbtrMU5heTcCRLvmjxdkRTXUObKaw5ECsZaaK2hVUhRAYP3Kd14DNoNt2QEtirHu/vU9z0X2IoCR5LAA4xqixyGWB9GpXec8xqQGNUDZeAUTZX3sh1esB+X6G9is1TWLqJshgASo2zbFiEEzpi0DWYzLkLlE7aDVBKUDTMEnJ2d4rHHHsXVq1cF2yxAWGtgDQsagQL6PhTBEWqEbcZfjHLplQaRT7VNysNGwuBBni7mXo+8W6nk8LwI7QTzfuophTdedxIrqRNoD77wPIafvgagsAuyYTDbEeNiUJBkn4/Wl3tGm8j/caHdiS7aj0v3NwISEdwhHcagNdtLjdYIopZ77/HFp5d49ZUlun5Ildeapih1qTWMNui6HgcHj+PK1StwzuHzf8Ltvv02QbcsySyffBY3XvzXxHTbpsHJ6y8mhLZNi+VTz4J+8SYza63x9BcbvPG6g9LsgX/zLW73ySdakOITUbLvPDKwMeSVRNc4rFdnl5y0h0d938HaBmQMrDE5GsG5dEYoYzvGePN9ZfigEbx/ZKHkXtEmhVZwV7poPy7Z36iBRCSEQAgiIWutYMDp5kQzSTtnPB0sl+i7PpVjbVLSGAkGDfp1h4ODA1y9eojBOZyfsnnjysEhdGtAYN+RF4GCwFhmG3guW9wP+ZzLuL6stVByHNtsHmP6CaR0gePNyagMCwQ4318K2zvBvF99deB4Y8mKii9PG5NAnVJhoUXaqx2Wwr0/Mt3bYUkXk04eECkFaCh24HqWEmLKO9c74YWujYYxFkoHtLMGzz2ncfvoGIFYOpnNDpKKuFjOcfXqFXzwQYvBcZjU8fEJhp7HeO3Zv8ZsNsMgBab6rkfXdbj27Ffhf/lTLObzVG3NuYDurdewWM6YDWuF118fMJu1fLjtagUti+H68i9B0PgD/DC5EerB5o/Yxjjg6OZ7+ODdd/DMA53l+0das+ofs1k1JPwy5Nr00degokOLRvVF7pc2eWFsf/wmweisjf3wPkhtnohtwyGr4DoxCdttA9cHnJ+vM7bnVsoLK8wXc1y9dgUfXG/RNC1cwjZfSwds2oox3F3XpXKx9prBfL7IlQSdlzLFBgA7SK01aGfNBraXB0sQNAZSd8A2Zd+dUvCuw62b7+GDd38D4JsXmrOdYN5PPqGwWDZ46y2SWtIsmR299ENmSFIb+uA5i/VKJp0IV774ZZy8+gI3Imr1nfe5+0SiRqmHgPCYnssapZiUdE6njow7qprLgwMcHd3G++9/gKtXr+CNH3tEEfm/+w8mhhVLlAFhebBE11sMQ48n/jzg6rVHAQC/feNlnASP9vNP4/H1D3D1CwZKHQJ4C59x38W/+m9Aee5D33PxHeu1JEj0UtNkhb4f8PnPE379K5ZOTl5/Ac5ntTSWSUCMuACxYxXA2clt3Lj+W9y+dQvnZ6cfw2zfH+o6Nps0jYUvsJ3qOosjmYoDSWJkVUqT/5hwVicKfTzPTCT2Ba0UvAhHVutiDlSKriIABweHuHXrCB+8/wGuXr0q1fyYyVpjkOLlxS54cLCENYbLQKxWePTRxwBw7Z3BDVitVlitV9DaAsZCQaFzDsYPBbYHdmB61lqHnqX9rl+h73usztd49NFH05C4qFoSP7L5S/52gu3TkyPcuP4ujm/dvBS2d4J5O+eS+t93fRpgYy2cd9DaguTQAd5Rpb5vsTOnSXnAdsHoZ7hIFtpl7e8Xub481QMVGIBs9Ofvrz1yBUM/4OatWzg6OsL5ukMjyQmcQCC1txWPp5216MSZaDTbFgFgtbqNs7MzLI9v41MzDWNbKM3Sh4dGVyQyDOKhx7rnBTAMUqiKPfPQLQbvUx88AWRz/5WYfrx3OD8/xfHtmwCAWzc+wMntm5zm7C9uF3zYNAxDipTou6HCtpezQWMNDCWHUQSpXa2l5MDYl/vgiIo1dZ/s3pe5vrD9xqS98hR3El+TVsC1a1fQ9wNu3bqJW0e3ACBh2/lG5rbAdtuik6gQbQxaybA8X61wdnaGfujRtAuoJmIbcFBYu1yHe5DIKlr3UIBgWw558A7QZgPbfJqO+C20TthenZ9U2D6+fQv9en0pbO8E8x5cj8HN8NSTBl2nMJPwoJ/+VKPrOlijM8CVkpoB/Hti3gA+BnQjpsfeKzu+1HovSpdh9HHcJcNP3nr54Oc/tzi+vcSnP+3xm9+8gxs3buPgYAEAGByD31pbnMQT8Gd/5tG2LWeFiX32T//U4/RkAK1fwB/84k24EOBk/jul8NXhn3LkhEj9uo/zwPMVPG+8zZsGn5LJcc5BawOyB0kLiHbt87Nj3Lj+Lm588B4A4PjoCNHSv08RJzEeGeAaMjH0rbGMbSMxx+xk247tj0sMLuvl3/3CD9H4pbB9J0EsM/QrV5agwLXq3/nNr+Fch+UB1yuZL9oC2/nEqfPzMzTtTEoQM7ZPT89xenoKAuHg6mNwIcAPvUjuGt2QD1cgWSer3rFNu8C20gbNzGLVx5OqHJQ2mNusTYIIzg84PzvBjeu/xc0K2/XavQjtBPM+PT3Dyy93WC6X0EpjNuMBtC3bkmIdAuc9DLgwO4iw+vFL2EDFA8Z5dKqYezzo42Iwd3uO0QqPPHIFN24YHC5P8e8/9x4OroiJRRusuwHaefRdj/PVCt/+9gf42tc+g+WygbUWZ+LUmbVzzD6xgAehf+cVvPubX/NCmLWwxkIbnaQVrU3yvrMHXsM0FsY0UMrAgVI8t2lnYiPUUGCppO9XuHXzfbz321/j9OQYQ9dVY3rYddQvS6dnp6zmL5eFvZRNI2Nsa8RkFKCdNUUrMXzywfY1Rmfckz6uzfMuS1trjUceOYS1Gse3T/Dzf3sLzi0BAJ96/NNY9xnbq9Uax8fHePTRx7BYcJjf6Sk7BuezOWazJTwFDK7Hb3/zK5yf85mtxlhowTI/00AbA6O51KxWGqbhSphaWfgC27qdyzFqCtEIOCRsv4PTk9sYuvrIs8tie0qPn2iiiSbaQ9oJybuxDb76lSt49ZUOulVVAL3WGs47rNcrdOs1lvMF74bilMi7lbi4JOHnoqLvpePC5XothdZ3iaIal/RaGZixBr/8Jdfhns9YtXzkkUewXM5xdrZiO7Jz+Ou/uoZZ20gsbYPFgq91LqAbHBbf+7/xq3d+gbPTEwTvWSpWLIEok6WTHKerkq2Poy2iNM79ms3nODy8hsPDRzAMPY6PbuDWzes4PrqFYeA+pZDQD5lC/LDJmhatbeEGLvYf4+y9YNv7Aav1Cl0Xsa1Zk6mwLeMPl3QmXtKKSNFfIvkWu0QpZlv+jmvWWItrj1xDYxvMpMzro48+guVigbOzc6wF24v5HG3bohFsL0fYXq3W+M07v8DZ6SkXe5NTb5TSzGuAFDGE0rEu5q2I74jt+XxRYHuN46MbOLr5AW4f3YIbesG2mBqLfy9Du8G8GwutxD7oh6SmWGPQtA1WqxVOT0/h1h0OFgtO5AlBQncyzGJyw2XsRtsu3cbQ82eUIj3uGg8+auPubX44iow6FIs8BE4w8IFT4a0cvzVfzKDVHIsFq5YHyyXHzIaAvuuwXq1ZrY/gXnLpSgAY/Bpn56c4uf4ujo9uIXifwtqUUiCjoWLhbeINNCBHVUSKm2qMm7XGIAwDurMz3Lx5HbdufoCT4yN03VqSLEKVVi4Gnw8/YQ+B2sZCaz6nkJ3v3H9rLNq2wflqjdPTU6zXaxwsFgBUOuxjw+Z9Wbxsu3YbQy8/owtsEOM27tXmhyGK6zmztoztgOB9yiyeL9iOvVywP2e5WHJgQwjo+w6r9QpG6pG0M4uFXAcItldnuH79fdw+OkLwXkISFUgpGAPEovJECuQ4OiqWyYh+mBjdEhl9YyzC0GN9doqbN6/j6OYHODm+LdgWxzTlNfJhSn7sBPPWChhchyee5FMvYnjQm28CS7XE5z/vcXQ74LXO4/SlAdeu8snNIYTk3BwjZWw/uhND38ZAt12anIJlONVd6DJtXobqcSkEiiFJAIhtqYPzWK87dF2HxbyVOGyF+XyegGutBYUABXYQrlYrGMux4u2Mj0Bbd+x8af/lH0Dv/gbvv/tbdtoQFwgy1sJYto9rSTiJmW3SGUk2yWAHACuHE7R2BkWE8+NjXH/vXZyfn8GHgMa2qfxsvMkYkwC+T1K41kA/dOj6Hm7I0Sazdg6lFjg7X+H87JzTv8HH2EVsx2ifvGkJR9zMX9pO2xjotmsTtmOSzj0GdYk2L0WjccWysPIHfMJ2j65bYzGfCbaB+SJju7GNOH05Nnt1voJt4vF+LYw1KZb79PwM12+8jw/e/S0nUBFrisYaGNvI/zHqR6dQ4aQJUKg6b20rfWgBAlbHx7jx3ns4Pz8tsO2K+8Ax69un4K60E8x7vV7DO4fz1TmsbZLE8cd/orCYKfz/7L1ZrKXXdef328M3nOEOVRxlSaYm26IokqKsqW3HdtvpzkOATtAIOh0kL34IAncC5CHPecxjkIc8JMgEBEgHcZAR6RhJO5YlTy1LIilaUyRZbM0iq27VvfdM37CnPKz97XNusUixNERVADdUInnrnuk7/2/ttdf6r//fjaIk1qqWxTOW4WtCJ2ybGqivPNe9Ds/cawAtpYn7hPKQUsK5A+U1pTh66sOc/ekncWOPNUtmbUMMgaqyNPUELuEdV5UVXmxSDEMnwlFKcfPWOUcvfhKA73/vO5zfulW67YAcr42hbed7LWrAVKLzUIwHCmc7P0wprJlEgWTwRmu4/tDDHF+7lpkXgc3lCuf6IjrU5NeJIZSpuwdh9X0nAxy7XR5Ek88zDmN2NlLYytIik8X9MKAUxXV8v/aDYW96luGesc3BANrPH9+H2BbvSjH+3Ww2uHGgMgrVNsQQqao9tVU0vlUefZdNfxh62lYEos5u3WbMGPre976bsR3K9ohSaGMFc7mUBBO2p7kKlf93J7Yns2JF8A6l4dpDD3F07VqmOwe2l2vGA2zLPRSIIT54VMEhk+OrqsGNQ7HUms0WRAwv/t/HOO+Z/84ZM6tZfOgjVE1N1TRsvvoSsOeG6ilwqHsP5Peyfl4+gyEEeN/I7iVP3TQyCpz/7n3vjUQSZnyeH1SWp59aYDRY2/H97w5IWiG/64PPwjrZ/IBI284YvSPuOup/9od878aeyuS9K8cOayvqtqWdLzg6vsZms6LrxY1+zFZrErgF3HvXIRkrJtMJ3ThglEyjBTSTebaxltliTuVtyXpmi2WZAHyQGCd9xnZdNYxuKGYCs9mSmDTr9Q7nA21dMbOa1mhsHr+e3MUnw+2rf+CnH2CnzPvno9vpg2ez2aKVEouzqirvqdt1wvIyYvCRgs+mH55h6K88z2SOILVoRUqRtmkZnWB7s91x48YrgGA7eLc/FVpL3bbMMrbXmzV9dqMfp5PTFLQPSqcipqVJUX7Xjz1GK+bzOR5F0vI71lra5YzKWXTmpc8WSxnUerNsn7zui+CdUqJtW7QxXF6GMmJqjOX25YbLdY1WmkXSpGQIQWECcpTKAJ8uHkaIZ4emoW/82uTfu/uFuzPbSVd+/vOAuCpSopO+yFRHNUYTnFiLLRczlgtVeMbDIE2SaWJx6KXZqLSI4Tg3sDw6xbnAdrcinZ1xeS5DBJN8rAjvWKqmpZ3PmS+XNO2M7W5buOIxBRQHk64lyKTc3FRFpa3bbqVskxLoaSpOi7GrUehkSuCfFOOUOtwM7v+VUmLWtihtWF2Gfb3fGm5dbFhvBvFQrBvgANv5lAFZ+eWAZijxQ/9o+B2m6OmutOm7rp+b9AOTXkgseCrSD9oQ3EgksVzMqa0W9xrnGIYx/7tgu+97aTRqLWJTbmRxfMLoA5tuxe2zMy7PZbDHuTFLEwi260aSkvlySd3O0bvdAbbvEERTB+rcOVmMV7ANPu6xrbVCGyONe7vHtjxv3hT0mycA3hfBW2tN24o1UddJoJ7WZ/5Jg/NdblQadp96B4O+xbw1VH/nMZYf+BAAl198HpNMmaq623q94DyVQqZS7RtiN9dv9zXw/391TozR8M2GuolXGrsAL38zsdsNPPmkZjFv+da3IqODX3qf4ZlnGl59NeLylNkwDDRtwzTxNYwDVVMz//w/ZTy/4NbNV4s+ckLUHI2xNO2Mdr5gNl8ymy/Qxl7pshcjgdJoRMq0KQGRmBtyACHKWHjXj6B0Aa+xllqLUcPEznAHqnv3ScXqTS2jNU3bYKyl7+qSVACc3brAeVjMZ4CmdwYXIBGpbGBfg1a5zzCVo+7WZb/Li0+RJTfWpu/i9fLq1/RzftKm4z0uYwzLoyVd1+dpRMqGtVjMUTvhxi/mLU1d4bLu/JpNTkAE2+M40DQTm8QxjoNMWA4jF+fnnN28QcwiViDxRxtD084lKZkvmc2XOdCqA2yT+QqpxIoJ26XyXbAt/y7YlsCsM7YrbUgh5OYn+PzF3Otp6r4I3jFFVuvLLIw+lgsPIrDu+oFoIuHTj7KdgUpRMo8Xn2dEbm6FjMDWdV2+8Ndbr6dbfCft8K6PZQL5QQPp57CmI6FS+2nLtm0I3qGV1NaM0VQYmsZw7fSEi4szdJZjtVaEfrwPpcNeVTUXt8+5dfMmQ9/vXbhznbqZzZgtjji9/hB1M5N6YNIHdUBKhiegZn95FLlrv9fsEPGegyupFNoajBVtCRUVh/bxdzY+H4QVY2S9ukQbjXMjdcZ2Qgm2h55oEvgFmyGhckNs3ibGIANKE7arWlTu7obO0sS9S0P9YC99wzU1l3+ee+OUfU9BM0MQ29YE76TnESemiSU0NafXTrm4vIXRgm2TjYFD9pRUCqqq5pVXb3Dr5hlj36NNDshKRK6a2Yz54oiT6w/TXMH23j9AhX1NXB3UwvOxvfR4AGaL+Z0fTLBdWXTSxBiuJJOJhCT2D1jZRCuNc56hlynLNnMwY1Ki/pUUSlVobVhUCBLDyHq9I+pJSawBKo4/+Bzbr750wDXer8IfHwaOnvoww9e/VMaVvQ9FP9wY/dr0O++2y2crvFfwrcMb4u6bwc9iTa+x/FCNVor+yweZf85cX/rrjmeeCXz966KbMY6GqpbGZKFWKgksu90O5x1NU1EZA7/zr3G02ZFWl6RP/c+AiM/PlkvmRycslkfMl0dYY+WoOoZc/ytvkNdyzyjZ3z5lodQM9zVWtacr6goXIp5J7lbsxLRSaPXGm/P9tJTO2N4MzGdzZq0wIiIqO75olLYZ2wpShBBZrx1R792HYN8sv1vFbsL2MIyEGGmbhrquSEyu5zAZd7wGpoffjQKUKtKsh9oiP/N1mPBPNLwDbE8mIBcX5zRNmxuajroWKekJ20qljO2uyLRW1vDYI4+ynC1Yr1bcunUTAFvXzJZLFkfHzJfHLJZLjLEE7xnHeOWN7e/vQhAsmbfA+g4eeqFcylWU0pel1pYxRmKUk4LSCpVUmdp8s+u+CN7irCI37mw2K532XTcQnEebCq0rtNJUKuFiwvvI6DwmN+VVbrwdIvMw8zvE3pWsJAl3dFJyS0qCjblL7SllKp6Mxx9+hT+HXCUl0nScyy9fTApS4vJyxdmZI6bI5WXDfL4kprAvWXiPqrQE7+yqoxScnBxzdHTMYrHgViOBppm3LE9OWRydYOs6B9J8Hi+B5DDFZk+pmv49B+iY4pWAMNWwS48i13atsXitISu6aaOJUTZ6rR+c4D2Og/RjlGY2m5dx+O0d2FbKZGxHvE8ola5gWx/gcQpudy1gK1X2xskwI6aUh9eUPHCSMmDfzznE9s/vPJnXAbYncO/1dxKXl5cYs5ZacYLF/CjPBGRs5zmE3W5XHKOUUpyeHHG8PGIxX5Tx+HrecnRywvzolKquc/M+ldPjlXiCyqcTtcd/mrB7RyN9amYelBQleGusqfB6ZLrKWhtSnO6FN4/tt8bj31pvrbfWW+sBXPdF5r3ZrKnrhuXyCFvZQmAfx0HqsaYWuUwgxYTzkvE9++yMr7+czWytHD1XX3qhZGbqoD6a2Ku01XVN97UvYa1wa48+8BwXX3y+ME5CiPvd8qCjPKm/xXjVkOEnKZf8JFOW6o7Xdk5qfCh44fkd7/ulgPeOy8ueGIXGZzI9aRxHjDF0ux3D0GNM5lwbxXzeypDO0TEA7aJleXxEOxeudYgiXC8el1roVfm0NNXyYpBMKMVIUpRae/Cew1xmYrwobaQpZ8zeEu9KfeDgv9PPNS+8p7XN2F4sjrCVKdmhu4JtwWWMkTFn3Y3eq2saa++afR8wP69gO5oorup5ylahSEoy6xQOcSuFkamZGdMe2+U09ZNc6p8ghZ+wPT3cO0fI9WvvAuvVGh9cdo/f+1YCjMOA1obdbnsHtufMZjOMtSyOjgBoFi3L42Pa+VxO4Bm/IWtxV9l1HiZsU5heMWPbWANpb4B8+CEOv7fJsWovuTud2xXTPIS6B2zfR8F7ACLODRgroB1Hj1IR8MTosmauoqkEgN/67NvRj30PoHSGD+U1UwnA8jqF7pemcpSE5ZibDdKYkJpg8Q8kgVYymhsmcMs/pUrzkwWSH/fhezPb/RPsdju8FynM3/0X38Ff/PkZfd/zgQ9Ytpst3a4rr9d1O4y1AvC+p2lrVuuVWDrlfsG16yIs3yxamvmMqpLJy+ADo3MMeaz32vXrXLsmgV7lxsvoHOM44pwjpIjKR1dCwE2ymWWK8kDaVwsXVqNLZx8ghVRU3fRdSlr369qsN1T1IPVZL5ZoAMNwgO0wEoIDPaepptq0KaPWUz13KvFNvO+pB3AFQmmPycTeB3ayyFNKFdleYRGRg3wkBrHVSzFmettP+OF/Ymzvl/RmPNZaHn30UVarlQz3hcBmLdiWWhLs+juwPatZrS6lkbmUBuTpdTFjaBYN7XyGrSzWWnzGdsykiGvXrxVsQ4KM7Wli1mdsa6VIB9gOIZQSoZRCUmGbTF5hh9hWB2qcb3bdF8F7CrZu9FSVYlFLrXXWauaLjq4bGPstbjbjsj+S7ruJ/Mpvfpd2Kbvil78iprjkmizGTk1gQsz11wP6mmJP89t85UVi/mKUkjrW8oPPAbD9yhcw2bpq+YEPcXvzl8UwFsyVoZGfRib+ZteUeR3W2USHW4Lvl7888rZP/AbjONIOL7DdeJz3rNdrAG7evMF217FarQjeUzcVQ9fhlsILj0mVotpk91TVlhASfdfR7Xb4GJnNxNB1GgtW5Kk4ozCVYa7muOgxdUXbNMyqmj7LvI5upO8HdpuOoXeMg7jU102NaWZMvG/I2acyZQjrQVkhRhqlc2OtpcnYblvNfHEu2B52uHHGqj8CNLWJVNaRchY2GT6nOosjZVG2SeO+9BU4CAiFly+USzKVeNoAAFCqSBv7EErvJ8SIxeS2xdRcnjLEn/01Kz3tqZEKVBnbKMU4jswXc2xlGQYZ1HHeE9biQnN28ya7bcd6tSqyu33f55kHR0Qx9QW11kWILYTI0O2k0Rkj89lRft1yCaTJbKZpyxljDNgr2JaBodE5ur5nt+kZ+5FhGElE6rrBNm3pg8Ae2zKZ/IAFb2Mskn3JiKswR+RDnZ42pLQixcQ49ljvs1URQGTXyUTT5WpH286w5hSldNYpUAV7Lg+vgPCi7cQHzzWRGPasBtS+e+8z6R6lCFEafnEaDko2Dwum8tirzdAfP7P+0euAZpSm11eozMSYmAkhCP/V+5ANViUzWNU11tS47G7e1A0oXYKjBmJ+85MbiBvExaa7vGC325GqivnsWHQgMvUqpYhPUdgBRoNKGGtpZw2L2Zx53UhTGEgqMWQrqdENcmMohc3BpdiiQaFs7dWRH4w1+R1qZaiquijfWWM5PT25gm3jPVpXYBIQ2O4E2zFF2rbl1Fi00hJ8U7qC7anUaIzFTjjM2UsIMbMd1BhEVwAAIABJREFU5HpOhtWKPOCmKIMxk+lvStVV/Y075yd+pl3NPbanMpPcl3sDkgnb4zgSfBC7vYztuq4wpsKNDp0doopkgxLl+Om9lzLiMBCDZ3d5wW7XZWwfYa3GZmzHFGVYTIEy8hzWWpqC7ZqkcmNVJYZRyjWDkxOoUhDtfiCHgm1TXHbuZd0XwVtkShWz2TwP60w1IsUjD18nqYrdZs340Zc5+cZ1rIbaKL74pZ53vU/qTL/4zp7l0nDzpicmjXe5Lp2B3A9D6Vi3TYup97KXIauVSbCQjOX8pc8DEkASZFf7qY4rzx1T4uTpD5fn2eZR/VKWuUdw30uwLyJN6Wq2tX8OxePjC2x3olg30azGYZpC66TUlOljTdugtc2sjnjl0KqSEuXB3RYVAt3tcwbnMCdHkK/XlCG5PM059Q9c8NhsLBBjZBgGxinzHkb6rmOzXuN9QKFFi0KbUgfcvwn1Mw4YP5s1y9gWCmxTuPPaKB55+CHB9npDP/ScqDFjW4OG7U4YEcPQc7RccrQ8QidDcLFgWytFP/SlzDdrFLaeLlLKPYqYS9gGo9S+7u6lPKGNKUykiXEy/U653BM9s9AJ7/FC3MN3t8f24Wk525FlTAzjyG63O8A2Bdtd3/OwkbKPMTIAqLXFaCN1/0NWSJKkZMJ2f/uc0XvM8VFhQ02/7XygzzaNIprlMY2E0BhDxnYeFBpG+q5nvVkTXABkVkLnIK0OL+LUVLvHa3pfBO+T02uA4vT0BKV1UVgzJvGJvzdy+8Lxyg8veGk18P6/9W3qqkJXBpoa5+Vm6PtOjuFDz1O/lPjSlyYFN0WIkQ88aSRjB775N5GUa91EEUICOPrgcxhj2H31pT1oSOioiEp20ZjErX2yD7v84vOlTnU3euG9rHsJ9lM9MyUO6sVTNU3lenyiaWuWR0tOTk65OD/nBzmb22zWbLeXYnUW5Ga4dm1J3w+s1mucc5z2cgT0rgfncNstcdtJvX/WFgXBQu2GXDMcMbk5UxmLqSqcd/hxxCrNcr4AoKlaxt7hndhISXa916a5elEE3Vcroff/Or42YfsUpVSxREsp8sgj1zG24ofJsT4/p6KnVgGlLAFLXcsJtO/F4HYYenZ9d+V4HWPCeV+wF6pAwkrgy+U9hWBFxVgafLJSdrBPuVQmdVlR5RPlyKs2gz/B+rGwnQr5YP8+MrZJtG3D0dGSk+NTzs8v2OXNbrNZsd2uiDHgg2IYRq5dX9IPPav1itE5kpKEIriB5Eb8dkfc7ggR1KxFKb0nJeQLNtXDrRa6qjUWW1V4P7K+A9t11TL2njBO2Fb7k3nB9tXPfK/X+L4I3sZo5vMF1loWi0UZiZ4acE1tWCxnzOOc2fGSlCLaWGxdMzipcw3jwDj2/MLbNLfOFJcXiaZpqKqKX/4VxW7XlzHycbDUleHk2Y+Cglsvfg6tFJsvv3hg33WFE5GBINNdQow4IOrnm2HyHpwy35/lOpwGnVbMDUBjdK59j7m56oFI0zRl4CMmh3fyeaRmXcmAR9ZJXswXU/+HcbVBjyPaB/zg8Nmx3lQivemdQ+nSDpYSTJLmVwyRYbtFG02b/QN99OW9v6aGXTjK5AbUneH6wUq/bca2MYblclmC94TtujEslzOCHwTbMaGsoWpqho2UASSjyxkmiqpqCraHccSNexaR1Yq6MpjJNADZ/0zW+iDtXeplJcIBtiVW5QlmdAn0oWD7Z1+0upuMRQiRlGTzqWyVSQWBEIVj3bYN7TQAlRxuDKKaWdfYao9trQXb213OkFcb1DgUbAct7CdbyQbmnEMXbEfauskbo2jPbLcj2mhmdUvTNrgDbKvX688UNk/+z8Igv7dre18Eb0jUtQQCbTRW5TFXbTLhHpq6YjafUbU1o3Noa2nbpqjZhRDw48jWbrFVzTBIDc+5kaE39F3HFAhWq+rK603Ny6kmKFS3cOX9JSB5LxQ4JW4/2ugrTZUEmDdIn3/aNfBpo5jAHoIANiXJrqwV/QefNaKbpilmDKPrSCnrjOT69JDLGXU9Z9bOURO9b/TEfpCs3hqwBjNraZpZGe4wpWkrcrOjG/HBE0MgmFy7bATgkwrcOI6MfiylqRIpSnzeHy1TKiXPB2qllKgqqR/rzKQBud7Be7QiuxbNsG2DG530CNqWXSfYjkFYWNuNYDvm06JzFu8cXdeVM0kK4tgj07RSbydfuykw72VHy6Pw3pcA7UOQ0k26yvl4w6Tkp7ynlgnpgm0v5byUIEGVT3PBe5wfqZu6mDGMTnpdk6uW1ntsz2dzZrM5/ZAHepwn9hLIk7Uka6jaJmP7qoqlVtK4d06YbyEEoskn+EYmYfsDbDt/4L86lTcTJHXHCTJRyAH3crK8L4J3CB7vHSFE+q6jquRI07YNKYGLey73pDOgtaKuq/K7RhuRXozSJPrgUyY3LR19p9isV0XN7p3vWHLrdsetF/9KpqoyfSoipYZEYswiN0opTDJyUX3Im4lCx0CVLEntv1yj8s3yOuvHqYG/3uMO+h2lATV//9NCnfrKF1BK0TStOLGXLK8p0gMhSiZSOKs5wFeVjBqbyqLspBVhiEaDNdi2wVQV9WIpzx8nG6j8xnwAIjF/p5EkusghZvBbQpDn3Wx39GMvm1/aHydfL0hkVuEDVTyRmzxju+8LXmfTeLcXwYyJJQQSbKqqKvrUxhh8DkjWGGKIdG4HWQ1vs14LjRbhQy/mC+qqpq5NzlAjGi1YJTE6yegnbANF4yaqvKEnabpRMPgjWsU/Tg38dR53Fdtyz0rADGLKoUTv3GcPAO89Tb3Hto9OtLEztkOm8FWV9HRsNhAB8HrCtqZqW2zGdt20MtGrdcm85dSUiMHjMrbbdl4mOq01VEGu53a7ox8HrsgOcPDBrjQOfrx+zn0RvMdxYL2+BBTGao5MHg5pWyKJy81GshCTd1MAUg4+8uXO53PqqsbYGu8TwzjgnQPSPjvJF8dWDe95t+OHr4zYqsq9sITKmWiIETexT5DM8viDH6bvekIM6KhLjTGlvdDSlZmSn8J6o2CfMuPFuVgE68//6s/x3lFVFY98+BP8sJqzNRu+/dd/wm/8xiLbzeWGT9/jxpEQA85VbLcbtDK0TYOtLMYYkWoFaGva4zmL69ewjTi+j87T9Q5rG5HezMfFfuilUZQpWD5Grp1eI6SARuVBhrzZZSduqS3CFTBPF+AK2KdG8YNTNnFuYLW6RCGN4aOjQ2zD5eaMru/K6U8+ugSIKSDPMsfe2hofUqbHOWmaeU+/25XAX1WO9WZLO5PHKLW/bik35iedcMVkx5VKkCsa2Pl+2H8V6qeK7Td6roJtnDCQmMpMnqqy1FXNbD6nsrm2nyJVbUtd/Cq2he+tlTTlq6oS8sHUkG0r2uOHMrZbtNaMLtD1jsrW6CyZDFK+ImfylTW4GDkt2KYkhzBx8/WVoKwOsHwnoUGCfLyn1PsBPIi+td5ab6231lvr/si8B6lHG2Ppd10hr8cUaZsZWmVBFy1k/WnyrO8HdlvpMPddRz94vhZ73vU3b2d07X44Z8oqpgx50fLt+oKTtS47eYoBZSWjTilSmf2+FlPixuf/kq7rqJ8UyUphLcn2+Zr61U8pQ7lb2WQq0UzZQIyJk2c+DMCtP/mnBC92Tre/8FmWR0ds1hue/BXFerW60jzZbXfElJjNW+Gq1i3ffNnyzNOVJABxX6BvTo5oZg31Yk7dNKgEISVC7NExEIJCsRfPH53DjYMMezQNSiv8GFAx4o1h10ldcCpBcZB1708vaU/oBRTC25ffeXByjmGQurXRNp/+BLsxigHJND6tlaKuqnKi64ehsCf6rmMYPKMfubjocM4LtnPWeWjEvd5t0WZF286oKykrxhixVjLqmBD1yLxiEvrmMPQ45/Lr5+Eote/nAD/duvbdyialOTo5COny+mI4LtIKRk99KnDDyHp9eaWgs9vuSCkym8/E9aluWCyEBZLidMKR369PjmhmLfViQVOw3eVm6NQf2HPNRycN4hgjthHZjjDK9+GNLX0KH6LEscIGPMD3VEopjdkp474jHf8R674I3ik3TGJIDGYsde0EtJPTcwZOjIG6qghRBnSmIZ2u7+j7wNopbpxt5eIBWkktW2KRPK8LI7vdiN3uaBpLbGeEEPM0GrhxJOWj5V63wIlhr5KSwjTtdcC7ktrigXj7az7nPTYsf1TZZPqjys+iXCgl04vD0JejsHMOa+oS/MdRhgaqqmI+mzOfz2lqud4yJuwLK2G2XNLO22w4bFEplZJHzE2YiZtfVzXDOND3MtDT5NcexxFipM5Ssvvr8VrGiUrxNVOr+h7lMu+XNfkwBh0xg0Wp7fQ3pUYL8jkn0+EQA7s8xQrQdz1dH+gGzc2zLd5HtDrAdryK7evXBrbbLW0jjc89tqWpH3M5Rr5L0eSYPBx1xvYh/RMykyoP6ryuGcS9BPY3gW0ZL59+dohtRz90hCAUSTdmbMcJ22NhjMzms4ztWhhqRkbgp5trvjyinTfZaNigcl9hSuJSStjM5GmqinEcGPoBHwKtVlewPUzPnT/DFds6cq/mMCGZHLAOVDXvZd0XwVsrnT90wFYVzk2DDEPW1R1w3pEynU1rg/OOzXrNdrMCxPrIeYUPFh8iISSsUcwMDBFGkUkGIHip8/3yL8PxkeMb3wi5FmbwwfO+90ktGeAb35CI+/TTDS+8GGn0h2n1nLr67pWuPeypgindnSJ07w3LH1EAy7X4aRLu6APPEmOk+/qXGMeRzWZNjPCVrwaefHJibewzmXbWZAbKjHbWkuj45jelIfTe93qmWY+mrmnqujBClFJUxlLXFeMo2XM1NTe1ZrczMtHpHTZ4RicWbMRIPw5XpDtTTFiTectJpHb3rYM933uaP5tu6gdlaS1aMIGAtQ6dsW3MIBoxg/RmdF3Tj0M2bXCs1ys2W5Ey6PsO5zU+VHgf8THRTtgOMCYIU9bqEzFJfXa92RC8x1Y11oi0wa7bljpy285KTVwbi82beVXZK/aCQBYYU1fq4FfWj9uwvOOHewp6KsETMlaQTVywLdOgprJ4L4yp6T5IKVFXMrI+n82YtS0xRRbzOUppNtsOlXmwgu0m15wPsV0zjHJarzO2rdal9j56hw1VxnYgxcgwDsWuLwb5mc2aSxNFUx988Ne0Lu8R2/dF8N7tdqQo7JHgHXou2XZVVfzgh69wfn4OSqPnUjK5ceNVzs5ucHFxuxwt66pF2wVpau4qxaxSPDRXrHrPKmrGAw5x8bxE8eSThqap+MbfpEwvdIVa9J73GIyxcsqJMTMdkjSMYspCSVN2aPYUp5/yEhDvR6KTCABz+cUXeP/75fW+Nz5ECJ73v1+hzQLvHMPQ87nPrdhuFYvFCdNdo/LYMIiP34svblkslnLMDgmt5agNMLiB2MVy4qirGm1kCIck9MSY3YO10jRVjULRti2PPfoYSSuoKoL39F3HLmsp+9Hjx0BlbWYRSElKWBYaUsTl78ENvXT4H6DADdBtd6Qo5b4QHMYItm1d8YNXfsj5+QXka2WM4dVXX+XWrZucn9+iy9iuqhZjlwXbGsH29Zli3XtWSTPkPGLqeU6nFOcD2uShtBhFVClfU5+FnhQq23cJaVMcaGReYCrjFM31n0GveO+QlImLGdsKhct2ZeM48bRFAsA5R9/3DMNAjI7F/HhfiVFiYJxImSrrWSyW2MpmbOvCixdsB7QxVAXbknnfDdt11ZTv6/FHHyNpjcrY7rqOLmPbZWzX1mRnH2HECbalUezKNGafBwDvDdv3RfD2zhFjnmAa91lv3/Vsdz2jczSt8C53uy3n57c5v32b9XrFMAoQ9dJSW3j6xnt5NW2odMLoRFCRpgLrEi7ukZeS7I7eO774xYGPf7zmg0/J+Orzz3ueeGKqTUaUynSlH1zj4p2XkoX0A03TvMZFvii6/Qw43VcC+PiUvCf3BTYbuQZd+DYyrr5gMZ+z3W45O9tw/foZZ2eKvhtKNgeyOR4fH3Pt+kNsdwvqqso1/JAVGsmv4VB6ok1pMaJQ0nEflMIqTTVNwuVhEJ0nZVcXF/gQZcLSOYLze/oZGiIYFCkKbzZoBUSqas+zzb+cu/eKH3kiuY+Wc44Uwfko2M7uLPN+YLvrGEdP07akFAXbF+fcviXYHjO2l8sKbTMrBKgztqOK1BVYnxjDAbaRurH3DgVSZjwYUJkmmItGj1Jcrla51xE5WS6yHshBKWtiSPyYtLY3XLlEk/Kbn6ivpMR6synXcQLOYrFgu92yWZ9x48YNqkrTLQa2E7YVVJXl+OSEa9euc3pySlXVuYYf0UaRxv33g4a6YFvUSCtr0cpjlKHKk9la6TI57Jzn8uISn2OIYDsc9GgE2xpFjHneQSsgUFVzDs0jUKC0Qd8jtu+L4B2CNL3cmIDIOO5rV4MbUUpnznLg/Pw2m/U6O0YHvJtqTNMfeWxrFXWV8CpRNxXVmBiy4adkITLqqvtI13m6rkFpUeZDqTLlGUPI8o6J1WqkWjdyJMsNvcNM+wrY3wS4p/fadZ283pQ23fn9CZex0KJSSujNBpSMua9W0gDcdTtC8NzuRpzz7LqO1eWK1WqFNYpu19PlZiFQtFq8c+x2W0ZrM/0y0Q81OjeOlAvEFGSQY3QMeSzeeWnodJ3HjV3+ULBeb/DO40NgfbmRIOF9/rOnU1WmQqssMesHQtyPeVvbXimR7LW99xnag7BCCMQAboykK9h2DG5AKUPTtoQYOb99m81qzTBISeWwfipMsoRK0FaK2gq2m7aicgkzYTuJlrobHb2OeCMyEUqLD6ZSipBpnbJZiqb9arWGJIF+Pyl8Fdv3ZImW5D7ru65I/6rDIJ1XSUpKnTux2WwylU6zWl0CcjoPITCMA857ul3H5eWK1WqNMbDbdfTdfigmZGlb5x3b3Q5rhyK+Jc32XI5xgZCCYPMA26OXQb2+c/iM7ZQS6/VWAnUIbC43IlY1YTvsm+rWVmg0MURG1xOi38to2JbJL/Tq9XwAg7dMjCm+8iePEYKmncnbevZfuklIju/UliMdWQQBeJ81N6aj9n4Jl9UA89owaxROG9q2ZTb2DGMGbea1DkNP8Il3vQvOz2/zwgsb2llLTHtRIJLoK8QY6TqF85/jhMd46MP/Kt3XvsSkWQB7/YXybt4g+56c0cdh5ObZTfq+y00hdSULgaubAvm9f/yb/x1KKd6pFP/nt54B4KO7P6Hve777gV/DWpM/o8iJdt3Adrsr6omg6Pue8/NzxmHg9KShquusaaG5uGippgzNBWlyZX3iL3zwH6G05le/8l8Sk2E97nBj1kHxAScW6GilGXxEGV04rEqpcmxPFqyKBBdLA6qqKmxVlaP03o1bBMFCNnh4UFaMiRA1w5DyiLdcU20gJo+xUg+NIXD79m2Gvi+Nw9eaCGdsN4a2Vbgc+GfD3bHtgwxcC5NkpJ2Jse42M7RSSjLFHCPdbldwbnIzftKagX1z7cobegNshxAYh5EbZzfp+909Ybsv+i2qvNfdriuyroJtEVmLKTF2o7Cn4j7w9f3A+fk5wzAUfreIeRls1WBbmTQWbAdSiqI2mGLW1q6IybAad7hxKjNJAjNZnw1hKB4CJIVCl0pAigmjLMEFuqEjhiCa4VVdNuNi7RbDAbYfsOCdkkIpESlXaj9irrTFkLIcpGIa7Z0yg6mWBBQPyi9dn/Huix3zec3iqCYYTdvULMZI32ddiSDlh2Ho2flBRm9DYLGQMeX5YsH6UnZba+VnVd3w3k98mx/E56jV46y+/CJN3RQhpbutN8q++6Hn1q1bvPs7/yPp/IJxdAfDKlxB+D7r2dsvfHcarIiR98W/AeBTH/1dUkw8/dk/4pVf+Xh5vDyHzpK2012T6PqRmFYM/UidG5LBB4y1zJdHHOdR33/23t8rR3iAeHYbrTS3zs5IURFT2DcWs+Z2CJ4xjKITnf8YLcFmelufXf0DrDZ8ZP4H0rQmFdldkBtgYqb4kN17HqDADeRNzKDJvpQF2wZD3GM7ZvehjG1r7L5ZmLFNgsbAbFazPK4JWtO2NeNdsT0Qtn0Z466qitl8zmw+L6cvay2z2UzquEkMh43RuZ+h35A59UbZ9zAMnN26xXe+8x1un18IG+MgkTnMLq9qpexPD9NA0USJtVWdpXMd47Bi2j0mk2IfDzxcUfS9GGD0/VAEvvbYXnLysJT5ut22qFyCKowxYys5yWf5CMiSz2iZRg6jTIYHCf46Y7v0pGICnQpLKuDLNLMiJ29+Mm4Qg+h7xfZ9Eby1AmU0xipSiKisiRujx7mOJ2g58vBKnigTnYPAod6w1io3OWBZK2atpZ3VRCUgbBvLvMlNip3QjoZBTB4m3QStNd77XKaZRG4k8LRGYY0hfOtruO6C4fopwXtOn/nVonzWf+1LxQ3jRzUtn771h7z88jf5/iuvXtEav0rEysyQNOEnlUm955/7LVJKPPfCp8qX/qHPf4qYIqP3XHvpU5w/+1ulCiNa2Af9/Ok503QKCCWjNdrwffMhftH9NQDb1Zq+25Z3FGOU8eEQqeuWlz70H+z5rAmeeek/lZofSjZmpFatslhS8FmS1DmiTvzFxd/ng/a/2VO4JgrmlZucKf0sN/SDsJTKk6Q2ZAuyPba966mbtpQMRCLCMVlxHTaXpd6cWNaK+UywHZTGaMH6rH0ttod+RwxOslmtcd6DUrQTtqf5h1ZhjWZ5vGSxmOcMVzjV02myaZrMnPjR2L516xb//OWXeeWVV8SaL2UNa14b8ycXK/k7wTZq74g1YVspoaV67wvFdHo+eU+HcEkodHmOEHzJaCcH95BPldvVmn63PXjNRN00LI6Oqes2a9Ln10pZoE55ElmuAI1Pqki9lrJghKjkbnPeSxKiJu0k8v13UG6VhsM9BfD7InhPVljJWNEVzh9KNAl6YXuk7LMXPCkEUg7gh9mpzt+gIeHHkX67V/7zw1i+3SyulhukYx5DTqjckBjHYa9Q5iO973IpS5TN1ps1q9UFSmuuHV0vNLnxe9+lqirappX6otZ5QCIzVg6+nNXqgvVqxdB1WYg9X4ucUeQy95VrNO3a2poS4OQj7WuRk9a4DH7okp9MN6IKezrVdKNMyoApJWF+WCuj1ZSnhZjK0T3lLNBoi60amrYtN3mKKWtHVDTMCDEQnGe72cjwhVJlCMP5QMjveQwDwY+o1JBCLJuEG3NH3vXZouvBCt6T+uSd2I6H2I6ZDRICKWdyoajTUWzPIGGUsBT6TRKzjARhGFETttWEbZ+x7cpzOG1ww1iwHWLA54xdarBXsS1j4ILt2WxGVdUF2zI2HrGZKSQOPfK9XK4uWa0uD7B9JW3gUCN7ukYx6+lrmzeHw2a1PEiuU8Z2fmT556GMcEoi/DVx552Tkt+kaVJlxgdQhCun555KINZYqqrG1tUBtgWP1lakNic9GdsxY3u6v2MkYzsyDj3BO1SaBO+ysNhrsH1vwfvBm3p4a7213lpvrbfW/ZF5+yBHvahrvIqoMsQRCd7xTQLXdGIOknVHEaQKuWYEU3YCKUV653G3XVG6k6QlMcaJj50bYnmn80Gmy6yWjGjoe3Z2k9+DHNVW6zUv+yfRT1Rces97/uw/IqGovvrf0mS+9HEtSnDHx8csl0tMlo+ctTPatuWT4WP8mvs0AJebDUZrqsloNmdM5Rg5lQ/kE5CSZBApRkw2Kw3Tr+UP+vxzv0UMnmc++/9A0nybZ4DEE3yRySHo8MirtdibhRgIwaOU4nv6GZaccKRNKQe1sxlKSfNtOlo2TUtdN+UYOk2hpZT43OYfsvjbb888csXY9bz9j/9DXBjz8Z/8uzJc8uH2H9OtO6IbMSkRnZySJtElgO3mkntXPP75Lx9kNiDq5gq2Tch+ioVfLafKmOu8wXsmQfUi/RuTYPvcoYWEUYY7CrZNVb6jGENxj1daEYNn6HtMld1fgmBKnNgDq9WK27fPWV1ckBAq6TQLUOdBraOM7UkatW1b2nZGDKEocW4Ktu0Btiej7wyAK9hOmVIp2FZaC7anqU65CCglp2aSLpO9+a9kSrfkonFvTjFdA0V+L+qKo3s7l0ElccgSuYCmaamqupgC77Et/O26ra9gu+92+Iztfd0+S0j4gOs7onOYFDO2Zaq1z6SI7Wb1Y2H7vgjeISa0UVRNS0ieQHYX94lxjKh8PDfWMnrPMI7EKPS9yVZK5Ybmk2drLr04mBcakpLbY+JkN43YnU0N0BQCSSlcrgEO41gYLU0zI6Hp+o5YJ2KSic8YPCHC55/8/QKwj3zlP6NtKrpdxy17Bkhd1xiDrWoe1V/l67lsEbwXFw9SqXdPGwqoXKa5WifURPl5CnzkRal1yyEsPz7IFON0zA6fOSfGyLc+8RRPqL/mG3/+tkKtfO+v/ZCJfaczd1UpxTvTXzPzSy7Cbxf1uZgSyhiqal+uqeoGW1dSEoip0Nq8D/TdQNUPgFh1hRB46enfJ/iB5dGSIes/zP5yhXOaz138Az7o/hN0dNjGUOksTh9iqSEG56Wzr/YGAQ/CijGhDFRNI5Q0JMBNvO/FkZiKGFsx+nCA7Vg2z6mMEJJnNWGbvfWcDJxlbJs9tmOQP1NJVTwfHX3WwK+bOSmzjuq6JkYptcTgCBG82zdCre1om5put+NWLqXssV2htCn87Ogd3o0Z2/sy3R7b+yA1lVQ0KWM7opJMIkpF427YBqLOAdeDisSoSHEK9Pvc5xDb0wBeCBE9YTsmlNFUpiqU3Kquqer6dbDdc9iLkM0xUOlEWytUloQNqcY5Regd9P0VbEMihnQXbKt7wvZ9Eby11nzjLx5n8CPeJ2zWz335M7/Auz+2o846u9YYmsUR4zBI1q33HdqXVaQ2kbc99nW6epU5nUI3M1P9bhLkaRu0ul5qXLLzTlSueIXyJ+agYnkW7ZdR/oOZ1+kAw/AX55BCC+X3AAAgAElEQVTNI/xxYue3dLttvuFk59faoG2Fts0+m60sWssovxsGAZFSGG357Obf4mNH/wPkTWySW41ZaCvEUGzYgg+l8vfs5z4pf+89SuWR4vwZv6ueQXNLpiIBayrJyPJN5WMs76HOQXPIrIT1xQXj0ImZbp7ca2YL+q7H2CoLA8kyRrji68sLWMlARFW1DENPDA437octgo84F/lw+98jsyLSONNTTVRRNue6qdDGkpTOJ7UHY2ltZFy9v4ptXWna2Sxju8Zow2LCdhhzsJnGJsGoRG0DlekIKeTMc49tm40zmko0T6Z5gKmRN3Gtjd73iVC2YHvqz+yxbYnKQsz3jPfs/IZutzdJCLnJr22dsZ2xUVkR4gohYzvmfpIhUSGj6ROmD7FNxnZV3suEbWGMSMBTCkLUhbAgbB4KtpWOpRkv2E7lPcQQ8gSpPO/68oJx6DO25Z5tZgu0smhb0XWbA2xXBB9ZX17CpZixVHUjU57B4ca69NWCDzgnSZq0lnTG9pRs/uTYvi+Ct8pcU+lMKyorl6uqa9r5HFsalonl0THjMGLMDqWnySuh9FWVZZYi6bjGOYdzvlDNbBZhBxlE6HTKTU7RHrB1TT8MuHG4QkmbOsMTlccg7IGqqklJjmppOrJmUn5KV3UhQswO3iHtxZWCRSsYvcvu3/J3yRp8MPigmNTM5GbKmVaidM6nhsmEronLOjEFpuBtYsSaChCfyOmaw5R9BEKIeC8NKLnxY9ZDh263o9+tC61NlPE03gVCSFye3y7vdbE8IUYYtjuc22GsZr48lu8pTe5Gk/b3yDgqYpuwlUYlnRXjNBMnXGeAV3Ulzj7akNyD07BEG0JMOBdE0e8A23W9EGznZplge5BArEW2APbYVkrBUcXoELGrEAAvXqH5Tq4riy7Y1tJUztgex7FQaoGrwzE5Kz7Etgtqj209YfuqMbEo7yXUpKIHECq0SozeF2d7rQzJGlKyyMTyndhG3kt+H1MTfSqvVJkfLdhORCYd+ITVFdLkn8pMsMd2ytjOCc+UrPhDbG+yAqCS+0IZnPfoGFldnsuxBVgsj4nJsNtuceOE7ZOM7VDKUAD9GBlH2eRsZVApO3VllgpTGYc7sb1vVP+odV8E76DMgUD83nS0qjR13eZa00htDU8Ey8PVEpdqEpEfHme+ZiNHndO54eRoyfLmBYMa+OGJwbuxZBdA9vgTo9W6qvl//+gb/Orf/xDaGHYgCmsZiC9/5u0obfiF517G+0BtLc2i5vq1hxmdx25V+cK+/OF/n2e/8B8TM+CNtmgtBsghBlIcyxFs7PfsjenYK0MRRjIiZdF6ksbca5qgpL5vtCVFqVPb7M5S142I7ftQKGJyf8prRaUIGeDltQs7QTjjOsXyWvsNLLvtZMaJMRN/RaZg16tLUs4SjRHvv3F0DH2PrQy2GohRRH5Sgq6ToLTbDcRk+Xz8N/j1xX8O4Q5TBrWnqmlt5LitJsrhg7HiFWzvP09VmXLtnXPUleXo+BildGYhxGIXV1ctVVNjtOLkeMEwuiLjOmH78HmN0VS2xlcNBMfy6BhldvKdH2Bba4PKJwPvA03T0CyOmDctg/OsN0PBdmUrkq5Lpmy0UGJDlk69im3uwLYu2E5xMuMVzGo1sc2AzBgz2mQLM43Nu5JgO2T1UX9gUHyIbXkaPb12PlH7EDK2D9zoD2YJYoxEDrCdgKQYB8f68rIkY6I8uGQcPUM/YCst2A4hG1hA1wtnfNcbYrI0RmPrCkLkcEpYrsF+Y0y5D3Av2L4vgvfpeUcKCZPr2CFnVk+9559TnyXSLzyUff1mXH9oxunptRyYIr+YP+unq4Q1hudSja0s6vEnSCnybJAv/KvDhouL3OUhUdUtyyPJVHeD48/+4HM89Xd/Sab7oim77bs/8X20qRhHyUiWy2NOTo5539/5N9l2A8v/7Xku+wsA/tbwbsJ7fg33zb9AKcXi/b+FNRX93/wZ3dCL01fOJGTAJpWapNTnDObdv476oqZuW5bzJQCLJ3+TT3/muyit+Rc+9nYUMHz90+y2G1KKPPLRvweAsTUpwdDtuPXCP6HqaxRiCBxjwidNyBtLSIob9kM8wZdIKWCsJrnp6Jo3gMKxFXmCqq7FyDVOLj6uCHRN958PUYxcgy60QslI5Lg7jI5xnIYTZPryE9f/JywzYh8R7ZIc1e6o/0U5/hxMid7/KyZFCgETPTFBZu6x6zVVlTBWhs2atmU2n3Nyei1/vv1n3Gy2GGO4dnoq2M4NbJFu8Lzy6qtcngu2E9KPOMqn1du3brK7eYaxOaOO++w5xohW2TG+qlkeCbYX8xnbXc93v/M9Ls8F27NZQxgizskGu5gvBNtjTzd0ojhYHO2zBVnejJUSt3VjahKauqlYZJf15WLOOA4ovT8ZD/2ObsL2428DkMemxNB13Dp7ldFlCVudiBF8MmXk3ZooTdkEKSmMSVcSEjFblv9WWpUG5TCO5ZTs3Cic8hgLDL0P2dJOJiJTHgxy+aQr2J6kBxTKKExtM7ZD3tH0tLMdoER01snX7M2u+yJ4X7/+sAzBjCu54Ea+RJU8YvGXSsPhxs1ztt0On4V2pp30/LpMir3Si3ZBVVei4qUMjz3yEE/ZirNefvf27XNunGoe2nTYlQhfeTey+a//NB9Pye7b8IPf+0doKh79x/8V/Du/KfKcY8//nh4hodmuP1X0kWuj6HOdz4dAuLjAKI1brXEpgtElS56OgOLtGHMWpEBJJjR7/29z7SGxzFIKdr3I4l6uj8Ri7J0fYZ49DKfv+6+O5DN/JEZOTk6xm4qh7+n+r/+F+e/+KzgXSsnFaM3i6Jgb/uOSxcUObyJt07Ktj5kbI2PSQN00RKOIf/lHqEefYFY16Ivb/Jn+df7u8Yu0Z6/uSzkXl/CYof/6Gd1uxcnTzxFjZLFcZCuvit1ml7/5ic8bcjCSplUxzSCVozAKUkhEtW/wPgjr+vWHuHj1JnZcy2c10/ffEO7E9tkZu12HjyFby2VmCqJLMgZPSBFb11htqLTm8Ycf5m2mos6DN7fPL2T2Xo4tjKNg29Y2Z/uKyWckRBk2mTjKfd/jxp6zFElJsV2vixF3ZZRw0ydsj06wHUPGtrkD27K5TJuD0tUe2/Ml1x4WbGsFF6sVLtv3aa2ptGI2m6EPsO2dlIds03B8csrF5Zqh70le2DTO6YLB2iopcQQ5vcQhojU0TUvTNLmBKc9b1w3RaJqmYb48pqoatJUG7OxYdMCn78HWDSkagtsRw1g20MViIZxwW7HTh9gmlyADMch07V31jwq24z1h+74I3qdHS2ZNTdquIcWiu52COFSkOB2BIperFeerS3xu2k0d7m17ndBELi5HBj8yP1qKSakWnYbl0ZIxHwFXGxFLGpwIytRAlQDnGKKT3bjO+tQqYnRCIxly3ws1qO82zGdLut3uYJggUtUVTduinCMp8CmCVhhVQc5wAJQKUkfXEUUe99eaykBtEpVWJUPabLes11tG13N5ucjSlZYmD9NMjtW7HVnxzDGbL1DK0A+ebtdTjTLcNB3VpAdgMXUDCYa+g5jycEIlTdZyFNdU7Yzm0Ueo3/tejK0ZB8du17GYLXlo+Wi5BtngBWvEpWd5ep0QPXXT0LQNWu1v8mm4IzqH94PUss3+OHm4tPDByDyznxb0fubr9PiI4eKStF3lJp/83AdzgG3J4C4v11zcBdvLbBbSu5HBOebHC5q6oc7YPjpaMubezuVmS4yR0Tu899QoKkRadYgOZRRNdRXb/gq2t/S7LfP5kq7rSnlBEbF1RZMawTYTtrUYb1/Bdh731jpvwHtsExNWU062682G9WbLOPZi4HsHtrvM+opBdFjqyjCfz7lc7egHJ5otdU0K+g5sV5jaQErSeE9JBnRsduLKgb6qDNXMcnr9IZbHD13Bdj1rWS6PXoNtYxLzeSsTsVGog03botX+9GB8nth0Hu/HjG0OsL0P0lqOEAiuH7CGZaUSv/nRH/LHf3wkTbCskCaOGAc1MSg7U6H+5aK/aGnLNJdGCwDaGoOMvLfWUjdTbbgiRk/Xd7hx5Mhavv7+LceP/R4XfiBqWDRyaa791Q3adsa81tQ8S5+kEepGj55rIBWj2OePP8Y7bnwL3vcP8SFw452/zPVvfYVbv/Mvy5tPcpQCYVrIqG8ikUsBKVFbw9yeEcYVt2+J0cTt83OGvhOqVz/wxcc/hncjRlvaqqXOE3NueIkUA9v1yLee/neJX/8Kw+jouoGjELCGotFtK030gcVyTnSeFJLUrTPPXClVMhn36f+DxbVj3vbx3+b6I++g7x2Xl2vM5Yo/9b+enXD236fSitnsYVK6jj+/SfyFX8QnT0RurKqu8nsweJcIoyP1IzoFaBEhKwoha3pWtLHyzd+DeM/Pe1Uq0i5mrFct3nkyVIhXsC2fMb0RtvOkokJR2YqmbTDqANv1hG2LG0a6rsePI0fWMLMzbo89F24gBrCTEYFJzBqFTtIDcs6XP5qJUZLpbCkxPzlmznGuIe9PcYXSOnGrc6myOOJkXNU2UCVFHNfcPhP51tvn5ziXNYu8x7SJTb+jM+ICVLf7xmOKAWdMKZv2U1/FGOzBrEFVGWLwLGYzwXZ+LHlCWSlVNiVrEienRzzx7ie4/sg7GXrHxeUKc7nCeVE0fV1sO8f52RkeT0TKtjK9CTYkvIuEcST1AzpFaBXaSM376pqwLdz2N7vui+B9dvMmJyfXaB9/O6+8csGYJRg/d/Rxfq1/oRyjM/FDKGbjSAqRNhs3GDvtvOIWf+vVmxijmbUzrjczFvMZy4UoiZ0eH9EYkR9NMfLCu854vFnw0g/+gFd2W559+79OlS+wDpHjZkb6934fG75MwzNYW3FyfEylpLs/cVHHP/1Dlh/5iIzPAg/tbqEff4y3Dedl8Cb0e+40uZEo3XDPMPR865FbjM+9m0/arnSjn3JOdmejsFbztlUiRS1HzoUlhcxK4Cm6Xccn48jp+TnDOKAQ6tYvbhL2Q6elITJeXGP2yAJja4wZecdKo6gx/UizXrN6oiJltkNTWU6OTzm+9hijV4yjsHiGceTW2atMam35Iwqt0xrqSoaWmle/j33HuxjcQLJV2WzquiZFR0Dxzcf+bX7xB/8FJilcknGLECJj7n+MYyAZQySWzfJBWDdvnHFyeopLNa+8csk4yrG6DZF5ZQXbKuVTdnp9bOdmr3ee26/eRBvNrG25lrF9VLB9zGq1ZtvJyHXwnqP5nM57VmGkd+4A247jZsbpcs75qElKPB9Pjo6ptJRRUtZiMcawXM4LtkHlITi1x3Z4Y2zv1iu2/RoGXbAdnUNLSooxULcNVaiKYULKTQKFpu971sMo1MtxRCPYnLd15ppPzBTNbLbM2HbM6hnQYpPGDw5thrLxNJXl5OSUk2uP4zwMo8dnvv2tsxuSzJRBIXLpz8gAU13z6GOPcfv8VsZ2om7F2s6FQIoO7zVDNOiUMEkxJkXLhG25tuMYSUaapnt3rh+93hqPf2u9td5ab60HcN0Xmfe27zDW8JvPjfyvf3xasq1nLz5DfXKUa6/p4I/8f4ypcJGjDwQl7i1uHAkxUllLUyX6YWC1XouqGuLQY45rWmOJtuK57zzGXGv+P/be7FeS4zof/GLJrZZ7eydFarEliuLabHGVZAPzNMA8Deb19zbAAPPnzeusGHiAn2SZlEiZpClSsiTbEpdmd9++t5bcI2IezonIyKyq2920Z3wb6ADIrluVGRmZ+cWJE2f5zrM/+R9w1tRkA+R1TbxzGbg0hzUN+r5DlmVIkgx//au7+OyFBFIJpCAtYjYrcG39bayu3wmp5ER3C9IspByKC1hQaJBzEFox0Y+Bk+QEShONK1euAAC+dedv8N+9UqKqKtxJFZy1+OLqP0EKiWe/ejEUCv7y+meoTA3TvYzeWiQ/vYp8m6P7PwX+vASk6pHlRI/5vUqj+uUZWrFGXZY4+lYCwKF3gHQOvbVofWbZMz+A/c73IGSKpmqIjbFtKZaeyXWE4nA4zn8XcOjYQZPOZnjqzGK7aXD7So/Fnyky4l7XA9bh82f+J6Ap8S/P/M+YL+a4gv+VU4gNmobjcasOUlkIOcTRPw5tW1fQG+KUT1IXsO1A7HVUHQijnfQOtnUCI8iB2UfYdqlDU4+x3dQVlJQoGNtdmmPtHGrnACGQKh2w3RtHjkJp0fcSWbZEsjiCMwZdtYFUEiknoM1mBXSSQCr578O2MSiKNGB7Pl9gsyVst1yVve9bjhnXcMLnNDi0bY2Wa3gClsP6JKqmgexbZBlhO80XsEKj7oDWCrgkhRAOvXMUb22HzN10MYPOjwCZoKmoaHfbNiNs+1wDn6LvQ/08trM0Q9+2qNYb1DWdYzqQmUbSMzDGoaNA6BCaO2C7hVQGQjp4vveHaRdCeNd9B6zXWC4cEuRIBD80uMDOB0cbNK00Mo559Y4QYHBjSSGQKAUlJNGzCuL27boODb+MqiyB+THmEtB5jvz4MgXaz2bIOf42mGpkitZSAklvDFLNFJ9KA0px+SK/oLiQqWk5TM475cA85N4J5Sk/g0VXEEWAkBLWkenh0qVLAIDvfOfbxDmxXqFaOJRlybGpnIXGnbRtg76jsCWq9O0gJH3urIHrDTQ7YqWaoWktnDVoewsjJACKnxWOith2bH9LiyXyYgEIgbZucHJyD5v1GnVD4VQxKyJ462eUgu469GlCIV85IJzDdr2GYr4S4nmmxAipFayzsEzt6ziDL4QFOotU0Ht9nIrIN32HVcB2HWGb2O2EV0wE4epB2NaK+NKVUhCc2t72LT1LAFVZIUtSzCWg8hxbdmDDOeRaUTm7A9hWILxayiAhDhB2oHlsu/9gbD/19Ldw/+QEq/UK222JsizRNjUsLEUa8btuQ8KdjBLNAEiBzhrY3oSYcKUTxjYpIFYKShBjbCdwvAAAabFAXiwghEBT1wHbVKmro4i2WGE0PXql0EfY9sUVtutNCIowRhO2BSASRX4tIeAoCJ3mb1TuLRUCSgBCPrxIvhDC2wJojEHW1PjbFz9FwxqHyucoZnMCCSiYfTlfIGVPvBQDlcusKKCUwtFSkaOCaTYp5Mqgbmo0XPDT9ga2a5HbHmmaYHH5GpquxXP/ImB6n/5L/WrVokgtiiLFVz8UOPr9b5CmOe4sAGO/D6V0CBVcrTa4Pf836J4KFhM/MWUs9n0PY4mAC0DUP4WJHZ88hbbrIa+cEPGU1LRAgLiUszzDrJ/h2dMKdaXxxbWcU28V7l0njcN2AASHIwqBXn6IXlZkh9YJutZEwJcouUqJtR2sUfjy+se49uXzXEVkiI3N8gJ5kUGA6vXdu3sX69UZNAufuOqLtQZd18IYySFowLpt8bv2IzR1jebGt9Hy++26nrI1BSAUVSan4ZG98C9P/4+4lxBHjDMGl+YLaCkfK1tfjO3MtYDmUM08xWw2CyG/SiosFwukOoE1hvnXGd3OZ/VqzGYz5vtGCCest02oTmSMReJaFIxtsThG07YQTY6ib5g2mbrVSsBIDadTWFujaxr4GpXGUUUd25KGulpt2JcRY1uFkNfzsA14JywRPSmpQxhqlqXI8gxFP6MFSynqr+95gfKad0/Y1r7OKpMnSwGt9RjbQqHccpSK7bgUXQPrBN2TG5zDhO0cAjRHT+7exWp1hoQLrUilA7aNNcyNQvHfgrFd5DmEUmhaExVYoHFo7QjbVoKgbuFsB8B4fzSKTOF4PkPyiNi+EML7+rVrmM9nyJME1b0cSULCaHn9BpJiho+6FZxzmBUFfvSjaxxZQrHKXou411OI1AuOHAo+5dc5B811+nyJovVqg0/aM2yajvQDSY7A5plTrmphR0H0pZJUiME6fPVXLfJM4Kk/aix/9wEWL70UPNf//MnHaNuONEkh4AQR8/ikhZEzwocfWQoJvLP8HMY6fPeLJa5Vt5G1R7jS0qv8/OofIZsZhBSYz+fI8xxXrlyBFAIv3rkC+xVd/93nrqLrOjz/6x4Qd/HrH7Li4hz6ljLBypJAfb+0aJqe054bNLVEua1QV7TtNn0XHINlVeFstYHUGebLBX7w3A+x3Zbo+h5plkCpQRvymXWSM8iUFMwzQ+aqk3v3kWVLuneckobN+TjUh0XfbiC7FWy2gS9egCSBWC6JQyN2/1/wdu36VSzmc2RJgvpuDs3RCEfXn0JSzHD79m04OBRFgWe//Z292P76zl1Ya3H50tEDsb1ab3D3q6+wbijtHDlhWyCDSRRjdcC2gUTdMjmcc6BSdw5tUyPLUqSszVZ1vQfb7qGwTbsoR7i9fBlZnoX48e12i6ZpICNse27+LM+C8D89XVEhbCEAZ+CVcussuraBMQYlc/G4+2fQKg/Y7roy7EykoMryfpdA2F5D6gyL5Rzff+55xnbH2B4UEyrA4CAF9mC7gU4X+PLzP9N9lVw0gpPOBGv/fbOGbFew7ZrtSwDSBHJ5BJmkEI8gvi+E8D46WkApibppgCTBku1hN55+Gn+XO+AvFDKnlMRiNoPUKoRTeXtvVnewxmKucq6CjpAaLjg6p+toURAS6L66j//rV7chVYJ0sSRSKtaUqejCeIydIXPIt/5ZIk8FDHomlxlW5h++chMO5HW3HB1g7VDw16f9AzQ2wVtlgMKrYAxUoZEVOZP4UL+r1RrN/C5CpREIfPcL8gWUT5+GsS4WCzg4XL16BX1vsFzOURQZ3n7uv8cHqULbUso+AJx9a4Hkzyva1imNp+92+PpGgqfvWhSbHtnZCbb2v9DzQom2aXF6nxZRpTTy2QyFoOSGJNUhBDG6RTpXIGSj9b3B5cuXcPfrOwCAZ29cw+n9EwjX4/aN3+LqF89BSIU0m5MXQaawjiKPLCx6ayCcgXCPj/A+Oloytmu4JMHyMmP7qaexKksWdI4q2cz3Yzs9o0SR+ax4KGx/+YVFZR2k0kiFGLAtNSCHjEH/wWNbGa5VyshTSkMwF4sQ8v87bLdNwLYQEjkX9yCuHupzsaCdNGnmVPWpKDI457BarUbYTrSG1myyUApaUZk3pRWylLKOlfQxM46xfcYx3Br5rEAh5kx7rEbYHoI5wfH5XLKNsX18RFnRX/35S5zeP0FnG1jH9V+lRpIvCNuqgQPvDpxDb3sIqxAvrA9qF0J4a63Q9h2qpoKwlIwAAKvVCl+vKzR1jSJPYYzB2dkZZvM5UTaKgV7S83f4zDL/cMl/5klr/MslIiyriBDGWDOya/lzwf15TafnxAejSfvQWhOrmvQVzzVny0WTyvOPaI0sL4aAfyaNksw0RunDNLEUJ6P4Y9uOU9DZ7ui3l4LpUf1xSZJASIk0y6CUwXw2g3UWy6Ml5nMBran4KgBkaYJWkqaltMCsKFDMChwtlkjSJIwHAKrtFg4CWVbBOeL3LooZsrwgaeGGsVrrOZv5P1KpISSQJAJqOQ+23Pyug2nWsB1VGnFMg6r1DMIKAGmY5NZaNFWJvusGc8Jj0BIt0fY9qrqGjLB9tlrh7v0TNE2DIkvRPwDb1PZjG+dh2+zBth8cF8+1hrAtlYQxB7CdPAjbeYRt+x+P7TSBEBJKyRG2AWLu00y7DBC2icTNQmmJNC0AkMadMrYtY7vebnEfAukI2/OAbeekz+cJiT1CYKBvFaRV60RisVRQ8mk6tK5hmjXunp7BWA6BkBI6nUFaASFXcG4wx9RVRf6qR9hVXgjhbfsuMJ61TYPyi88BAH/5/HMclxW+M1/g6tUr+P1Rjf9l/Sz+282/Ynl0DKUT4pgGKMPMOTS2gxHEdqyEQKLJwWPtYI/qOqKa1EkKKSWe/u738OW//IFSzY2lbVlE3eiAgeDG9LA2gdKanKmjdFeBcJLwBPr0t9IaV3/zcWCK69oOvTEof/ImoL2GoKhgLDOr+W2z12qM52dm4eis45qHBMRr/0y+gTvzP8M5h2/9Ww7nLNbXvsZ37tTEPRwRPbXf6mAN2UaT7fe4+PKMmQURMjxP7t4BTk5wfOUqsrRA17VomxpFMUMxJyeSN7H4og4DxaYLmqJPkvQaZXvtBG31BWy7QNN0ZOsFaXnWeu5yxoixqLYll3f7j8Hd/x/NdB2atoMF1ZUsv/gCAPCXz7/ApqywnC9QpFdQ1zXu3fsjrt14Ckd7sC2cQ9Ptx7abYtsxtpVE33VQShJ/tLWAHTAgQO/FY1v1PWyaQCmNVKUhcgh4MLZns/kE2z1FdGhKutKKeN2/KbZ9Mpvp6bPSCtKSTX02nyHLsgHbinIRrO2hVIIkyQEIFEW+g+17d+8CJye4dOUq0myK7SMAQ/y6Md0ebIuwA5JRoIPONZIsQds06J0NxdKFEMRpFJRN2pnW5ZaKP3g6iIdoF0J455ConYCAxsn9U2zXVMVGCok8L2CSBqbr0HYd/nL7f8fvK6Ao5kiyHMsl2U/Pjqiu3pfbMxjnoOFwtJzj6tXLsA6oyw0qLgKwLWmb9vT3vsdOCbIbWgeOnEgDEEIhVEg8+/kRhT05wEFSkQitgjCxjrm04StNC0jpkOXEqdC0De68+iIAsLATcE0NNDi/sQbi6/dd+eBjnPz4VSKFihyLpG34v104xzmEMKphsRFIE/aWA7iffoVv/WuOe0efh21HkJFnImi+rjeoK4F7DUXw3HjmWRT5PAgPqgpCgGybBnVVQidJWDio/iETGPUdtpsNrqRzzuxj55Ky+H+eex3q4wp9SMixgbfZPUbEVIWQaBxlMR7ENisvX37xBU7v30c+mxO5FGPbs9Y1XQtrHbRwOFocwHbVQAhBlV0csfJZY0FyVkLoNPJPcMV6SCRpwSF9gHMSQj86tjdrypoM2Hbu4bDt664qiaIoKDuUaZKDgIsSf3awnWZAtgfbTCrlI2P6rg/Mh7GC66xFU1WwvUEjBE6aFm3X4alnnkE+wTYwYLuqKiQJBU8IKRjbvBj1HbabNZGbSq8AACAASURBVHrnF1SOQrMW282W7rEfsC2gIPl9PGy7EML7UmeRMiuYMRJrjpvO8xxXr1xDmhdIshwwFm3b4vT+FmerFZIkRddcAwDUySUkaYq6btF2PWaJBuYFBIDtZoP12Wng/nbsGFNKsiYn8L0fPg8AYXUMb5fCXCClxGJBHmbJxxW/eBf137wVQKOEwOVff4jNO2/AccHT41//I6qfvY2u67G99Qps50u3hdrR8DzdYWMrBq1oaD7GVGDzzuvQvNp3fT9s57gH8HY6BnhsBvLNx8+7sDgMYU/O9wXg+SvH6Psef9rWUFzUuG0alGWJL/78r1xtiLfBTR3686x3voA0BFBFhEtkK+xwJQOevvM8mMabmm1xck1gnRNEr93rYLoOPSaFaS94O+4cUidhnEJvJArGdpbnuHblGpI8R5rlMJaw3dQ1RMD2VQDgGHGi2u26DkWqgdmA7dXqFD1rvU4QI6aSImAbSkJB7sd2xthejrFNscwYYTvPcuaIJ2ynrBB0XRditKk9IrbFcLwxhk00JPTGpgpwVCVHmzBVMk8L7GCbse/gQpHngG0fEaMTygCtq6A1t02Nsizx+Z//DVmWhz4J2y7CtoH04ZJCjMjEYF0Q+r7gMlHkArAtpG0guSAFhKIAAfdo2H6coq6etCftSXvSnjRuF0LzzjsLaQ1U3cJKjaYgrt98Mce140tweY42TZAIEeK3laAkhnj747d0idZI0gQ6oS1i2zZE5cpar/TMX0pyEQQ62WdNibDMkz9OKk6oEBR76+3n3nHjzQBplpGzUCs4K1HMiAvCcFFjCnXyY/VefEfX8spQMIGMmwiahUPX9UgSDZmmkEqj5RhfX1nEO6YGk4rD4QVdDIqY85q4gy8hR89JoWkabDebQAIkBelVZ6f3IcRZ6M0XbgBHDyQ6CVq35ZCyrmnCtaWkajmJSJhzmh1jhqqTaCbySpIUbds8ijP+QrSiM5DGQlW72L56ibDdpQnOjNdcB2zHIZEC9J3TmuhHY2xX1aDlKZ+o8ijYJmegAIJj3pBxOcI2mbvatiVsFwWEVGiaGg0nwf27sC0OYJuLG1CB3kHTDiaVyLSy08Tg2qbd9h5sS4XGNKiqElppdpbSNVan90d9UM3MYU6Q/ZxojJ0lzp2Wc0mob8kyJuE4fXrOU2xLnaBt2tFu92HahRDehguW6s0G15WCZPY/laYopIBNE7RpilxQynSRFzg+voTZfIFiNpAcKa2Q50STmSYKKtEQvH0UQIj1bLcVxDzhJB8HOANAIP/5uwAiLz6A+m/fJtL1Huyo8SWaWjRv/RjCmJBwkCQp1u+8Adu10DpBlmU4ef0mqu2WoiS8hxrAodfkbXv0ef/zovRwquB+9KsP8PXNl/yTHLaRLJTJrzKk9cbbsrh/P7Hnv/wVrHXYvPM6hmkh0HYtNps1sizlWFyKQLClRdtWwWHpwtZPUJJIUXCWGkUFUAUYmpBSUljYtduUyZalEkcWkDck6sbgu78+hafITLMCVcVFBB6BvOc/u5m+g2m7/dgWAjZJ0CYJGksOvsVijuNLl1DM5yiKgvuwUIpS7CEEVcuJsS0QFvCmr8gezYurx7YXdiISRpDiILap4roYYbtpqR6ljy45W61QleXDY9sO4mnniCDYB2wnaYKOU8jhjA9cgp+dAhT1QdAeBHKw1HATIDZPKaiyDjjSi34UVA0qYJuqyetEwZYGDceQ0yWG+ZOmCXGOs427D9im8D8piTgsy+eQ7OuZzYijvG4MeieQpJzOnxXws/ZRsH0hhLdcr1CQZwEAUYQCIB6HrkPStsB8jrfOevzS9Oh6iaapyfbKyQl1skSapqhrrgCviD/4aFlgNstxcg84OyOHw+lqg/6vnoa1kY0KQPfWrfA5KD1NAxKEInwfTHigydBwNe62ofqXeU6cFavVCtV2yxPhUZ6IwCHbl/+673tYW6L58SuBInXfKbtfCT6WJpI/x3LG2OqtW8Eb76e5dYY1P4VnUgEY1oY0cNIT5ebgWfL/WkrX5xqFCPb3YQJorZFlGYqMhFKWpcQlLgSxCDqJhNP58ywjR5tzgebgcWhytR5hu2dsdwHbDbCYQ1qKse76HnVdEz0B36dSCmmaoa6B3lqi1R1h2+H0jJyFZ6sNlkfHtEN0+51fIyiKb4Jt9c2wzYJ3B9sTjdxjOxQoAa9Bfks5Pm3nzrjAIBjilGoPorUNtmcetLW8SEmFqqqC49c5cDz5oEyFDp1D27aDw3HqM8KA7TyjpKM0S5EmCUSEbU9VkTG2Hff7sO1CCO9utaEtUVRyCAAcBIwr0fQ9zHqFv7taoG9arM5qVFUZwm8A4J58CsvlEdYbg9V6TYVYYXH5EiUAOWexZU6N09MzWPsULLj8EKOC6soBWgp4Ao3Y9OAJecbwdxgWS4srH3yE/r/5G/R9h6qsQpyth9Vk6jxkC67IEKEEcI1JIXDp/Q8BAOVP30LXtui6Nph0hlGOoe41cggSvL5ff69wLkx+qmw+xxvf+zaM6UOJqL6nVPjvLTI4RxrIH8+2+OujGf5wRqn3f70soJTGv25q1s6IKAxgHppEA3/631D97G00SqGfl3jGOY69HyqCa03xubHwfxxat9qAJIidbIsFLGO7X6+xFiBs990OtpfLIyyXR2jaBOvVhnaVMLjC2LaO+G4AwvZ8cRR4RLy3mrIWKWX9obHthuIREBZFQe9yhG3vhBMHJOt4quxpEbb9J0ehoRAiEKk5lw7YnvQwxQP1E7ybwUHqzSxwQ4FxpQjbaZoStlko98ag6xrmLbeja4WYFyuhlA7JRYRt1rwZ21mWhL89dqfYTjRVwLLDBHyodiGEt/E2UMEP3cehSrIlbTZrbDbA166AYY9813W0peObbepLyLIWddPj7OwM8yJH1x7B9PSg+t6EQg4WtN1yEHCSC6IKAa0EEkVpr33PCQAhndhXeBm0XIchfA8g002WZ2idI8Kgtg2xssMasWv4e3Bg/mETi3NDujOt4CIQ4Z9vQRORTZKWFxGk+PhIrTW0JnL8tm3Qdgl6jjBIU+K78JNBKkVJGSGenKIZlFJctg7QrLFoTbHt/hhvy7TO8nNHFJcu+Xzatj8urY+wjQm2LWN7uwHOAJiuRde5HWynSYYsa6mS1NkZZkWOtu0Cto0xMBNsQwg4odi08g2w7YbwPWDAdt+bMbYRYXsKHIeAf+z5+Zwv4SNEBmznY2wHs8e+syMsw7Mf7lectNbQSiPPGNuasc2Fnbt+EmseXVtwhIlSmvwRzqHvdejXE+N5EyZh2wVsyz3Y7h4B2xdiFjgh2akC9qLwQ5YCQmmctQ2+bmt8taVVUEkFlVDld29zStOUk3GI3YxAI7nSc4W27aA4u/DEfpeKB0gJCQGdaCRa49K770JLss19ffNlAAjVs0n4CBS/+BUAYPuTN4NtzZf1euqfPkMvyKRTVzWDezApjOXpYLKYJvp4B1/srjrUrLE4ufUKAOBbv3wPhXXobr7EdmW/o2D7J3aniuAFU3gNDfwOoiODVuYAVSgUBWlqfd/jzWKGJphHgNfmC1hr8epsBhvZOJ+7RGT5Qkg4y067PEdRFNg89SakA2+RKYvPGouzK1+hn1Oo1qKZhyEFis7HoTG2McG2Y2yv2ga32xprQ4WBVZKcg203YBuUiFLXFZq2C5mz8+WlAdtywHamEbDdtLQrmmLbB59Za3ewfXR8HIoqjLANxBDnv2NvyaAM+BA/IEJ0rLhMwGmtRVWSGSPLC6Qpad9N0ww7CuzBtnecOsa2GOYB15YPB1sXYVsxth1hu9yWI2xbS854Z+1wHjgxR1DC0Yz9FHmeQ0kNYxw5jv1IrY/ldsOti2E86hGwfSGEtw9YdKCUYOfpthINJyWaRKHqJRo4WCnwhzs5nBBQSrAxDDA3SvR9j6++uofV2Qrr1QlO79/Dl5//GTduXEdZVuEBpWmGHlR6KEkUilQjSxUSpQJ1rI1WV8sxuABQv36TnD49ZRJe+eBjzGZUxURmGb5+9Ydo64HzIV7vh4gRDJpu1LzW6U+cCu/4fH88gKAZ3L/1CrK8wLWfv4vPX/wBaz5+BBGi/cBGbbzNjK+j5M5I6TkmCZMMDbY+CHB2nIE1hjz0BzYAUhEPtGfQE1LCl19z1gBCBUG9uX4n3LNPtHgcmgtzkdPdJ9iuE4W6l2isgYVA17VwfYdG+sWXtLi+71HWZcD22f17+PLzv+CpG9dQlnV4xmmWASLGtkKWKFhjGdvdfmxHioRgStqiKDDjKu9SSqzX6xD9ASByjo8x40IgQLgFUPr7YH4IgsuJnfP98d5eDQB1WSLLC8znCxLeQSERQ2dxOMvYsB8GEq7DvysxwbaLsJ1lgQBs+DnCto2wPdGvpIywLUhp8eXXnCM/gde8lZRh3vhydg/TLoTw7oscVilYJWGkhPE1DAXguh4lgE6QttJ1Peq2Dx5g71RTTQ4pBP7wdYbthihhBXr84Pq/oetafL65CgvKWEs0EcAcv/se8kwjVRKrt17H6uaLaNuONEaficWUk9RI4/QvVClFtQSZee3OzRfRrTfM0RBOGbSQhzB3++QaPpXPIzQGe/TOSdRx0zRQSlPoXZJQBqZ1gBi4lcenR1PmPHPlxH4+LARg+loZvvMREMXP34UxBuu3fzwR3pPxi+Edzn75KyRJCnPLBJ4LX7C1+MW7KH/6Fo7v3WCN/vFoHttOSfRSwjK27RTbQqAzPeq2DXUj/XNZLpbkxG0aGNOh7SyausZ6vULXtVA6gePkn0SRuSXVQJ5KpApom5ZMHQ1j278+8SBs5wHbm80GHQv+fWbsA9aL0UGx5j2s9S78f6KxMO7G2E6zFEmahAxMTMYzXFdMdq8Yz8V943UYTVKir5XhO28mgfN1OrtdpWZygeAM5nlhrKEsWR0V2hZDMtFjx22yzTNYKeCkJFDz984adG2Lsu9gBRn2m7YLBU6B6OGEDCrWHOCpMg1ONyXq7hLSjIhrlNYQMEgkpRqb3qCqak5ZpeiIsCoqBSqOLeGLkfrfioKqi/ixbDcb8l7TiABEQvgB8sbF/8ZeSWBXaIvhCvG/vTEcd+u3tYPZZnp58k3tAn+kZUz+HXXiby+AdazRE9CpaEXYKouBKS++c39/WtHzNcYwX7IIpgPBdkEpFabO14vctnkGdwDbbdui8thOEuIuMSZQAgwREYxtiCBArHWoW4OzTYnZfIE0jbAtHBIJxrYdsN11pJXH2BbnYVsP2F5vAvdMjM99a/r0hzGOxprATi9eEw/Cj/7te8K2c3aMbezOL/9trEDRP3uwHd/AIVhN7OtCUpFzhSFz2IdnhiYwmI9YERGgUGfnLFHrKl/3lXjL6dYfHtsXQnivlAC6DspYaGeR+NC33mBdVSi7Bi5JsZgVqNqW+Il9pQ9PIKUTqv6hHJTKkKQKSic4U9dRVRlmsxkUx1VqKaAEVbTue4PTN14fynkJchwMTgqLvhcMbAWlqNhBnud46uPPcPqztwOnQ7fZYKg2PdYw/Odhh7fHEBF/N9F2p1s7UkomktAR+dHXr77AIY4RYBnhY7BOVRM/LjE+NxqAV2qm/qI4msqaDmdv3gpfeI2CrAbjxCrA2xIdqp+9BQiF4/v/N/FX338al3AMAJi9/EPM1wJIAPUIFbb/s9t6gm3tdw1TbBc5YzsZsO2FbMC2htIZVYrSRCAl0wwynUFlMbZtwHbT9OjanpRaSQW3B3qCCbalhE4J20dHVMSh3BIXS9d1Q8WkqeB28H5v/nOC7QdoL9OdWYiEGh+Fpm7Q1E0AnZtMrpGSsUeDHWF7jy3PT9updh4EvSFsj0flQhERpSZVnhyYz596sM7C9I7DcodiK1on8HHy9hGw/Rh5fp60J+1Je9KeNN8uhOZ9vNmCWYop1IlXxdoa3GtqbPsOszzHbDHHdz8T6I8tOWSyLGyrN0vyqh9flkiLOSCosILWCZIkQZYIpOwrkoKcDnduvkKRGE0DpTWO3vsNAGD7kzfC1tUay04GCl3qnYPWCS6//xFskqCOAvsDWxub7oQUnBK7u9rHCStTp8jDtqkWPL3G7gkC4yo0k60naPtnnRvFtka9gxytHCKl1chmHXrgaxhj0HdDqJW1IErPaDcQChYLgeOTp2B6i09mb8LYzyGkhFZD6JVv0j4+OsfRZgsVYdueg+2866GzAlJrJOmA7aIoiPIhyx8K211rsNmUdFVBWZIJO8Io/b0Pn0fYti7sKq2zhO1ygm1E2NbnYNtzdH9TbAft2nc63UXunnAuthlrFDll96jXjG1BdA1E+zqYrvzBvkTiCNuCsW3Gz0FgwDYE0PctqqqGMR2kzAO21TfE9oUQ3nAOTko4dg44dtG3tsdZ36I1FoWzkFqjuHQMomMlm5GPA650z8IygxNUZ08phVQr5IlElgzb9a6jWnRdN1SBttZi9eZroVyRrwKiuVJO8Yt3sX3nDUilUBQF0iTF3VuvoNmsA99BDLgkTXDjo08p3ZZjQMe3PIQaff3qi6iqEl0UOws3hMRd+vWHnJIueUcogg0tdurcu/USqqqC6fuhcGq0lU10gjynUKZL73803mqG8YvAxXLvNQqXNDYuC0dVWbRKcOU3/4Q0z8ipE5lN/C0YY9A0Le7/+BXiNQ4l5sbXvHTyNKRSsILC5S7du4H00tchdhYYkjaCufMxacI5WCkpvjvCdsfYbiJsL44Z24qxzQJTQbCw1IRtQY7iNDmMbTgXonistWTX5uLOSjO2MVSBssyQ57G9LUs0dR2efwRLJGmC5fJogu1dxQQA1usNqrLkxLHhxXmTUJZnnJIuI/OaCILPd1uWW0oM6ntINZ5PAdscppfl+cj8MYxfwJgeTd2g3FC45Lj25oDtYj7fg203niNNg7qsOJOYsR1fEzxXlYIQtGgIUETJFNshHv4RsH0hhLeVElASTik4KdCwZrA2BmXfo7cU2G5guYq5gvdQD+Fyhl6YSwLfg1YCqXLIlIWWEr2hY9um5fRWCtNxAIjegTzAQlLyCDAE0AMCSUrcB2mWous7lNsNk10Ny7hzZPvK8hzHly4zSfzA+zBoKqSRCEisigJt02Cwpg08FACQpSmOjo6hE6IFDaF1hI5wVnN0DGMsqp4WMiLL955selZ+4hazgm1uYuSVp4IUBk2WoeQQSL8ghAnDmpp1FlJIJEkW+hV+KyAoPjzNevTLI1S6RNM0VJzYa36OK9X7kCs+VSuFxXKOosjDIhqA/Qje+IvQrJRwSgITbK+Mwbbv0bsY2wVhm+2fAds92awV9ENjW0oB5SgpqjfeWTzBNlMiC+GxnSPNMnR9j3K7RddOsA2aL4+C7a7vCdsB3J6i2GM7w9HREXSSnottqdSAbR/e53y6O82YAduzB2B7WJSqqoLp+kirn2I7DZpxsPezspdmGRKdoKoY220bOH6oohQdK9zg41VKYbGYI8uz4LD8pti+EMLbSQaskmgFcJ+D4r8st6j7HkJQCvDl3ymIzMKnojprYTmkz3QNDIC+JYAqpaCdhQJgrUbTUBgWANj/4+/Q/5ebMIZCBkcmAysAGMRuCQGB8rWXcCwELr3/jwAEvnj5R6jLkp0Pw0N3ziFJMsxmcxSzImwbB8bioVeIgdhehEgKC6p/bIPpovzpm7jy+3+hmn7xuFhL8d9d+/AT6JMTfPnic3400bbToWlaSEkaR1WWWCyPQoJBfA860VB6jmc+/QMA4IsXfoCSeSx8v01T48sXnkOeZbj20ach1j1JM/iUaSGIFP+pTz5D33Wo6xp3X3sJ5ZZSuWnbaXD/8lcYiJNIq3zjdy8hXSQhScRrav4ZPy7NY9tOsP0VY1tKwnbXW2hlISA5zt0GkiLTd0TXpHsIrsCuMcE2s9lttyWsMSTIop2VEIIYPoRB5+kzfJSElDi+dEwaK4DT01PUVQ3r9mA7J+f/N8I2x/zTv0NAgNL6gdieL5fEG84x3rCHsa11gsVyScEMB7Adam6e3ENpI2w7wnbTNKi3W8yXyxDrnqQp6yU2YDu9lGI2n6GuK2y32x1sE/d3P2BbKRwdHSFJyeQFDNj2C9LDtgshvNtMoQXQSqB1wAlnfp2WNYx10Apg/ko4SBZuMR8D8NS/5JASSJREooh5TUqJ9L/+EmdvvBb4CgDAvPM6rv8RUBmxfS3+4X3Uf/M2jCFSKx+qBtB1pFJItMb1j34LJwQ2mw1WZ2cMwCFeU0q65uX3P8LlK1fgZrMAbk8cPzLi8ZKbFQVmzOLWNjV6Sy/be6nrmrZlCdfoc8NqQ/3yn4nWKGYzFMUMm/WazSY+XImOaTjJ4vbLz0N/9kdkeQGl1Dh+lzWZlHklnvn0D9hsNvj6lR9FtKxk+6vrBl++8FzgoCjmc1z54GMorcmP4bUyKVEUMzz72R8DbebJrZdRlSXqmngy4OgZGWNwZ/kXXFs9G6p868TTdYrRZLzorTmA7ftlHcwZlIWp4JwMO6QY21SxfRfbxhhsqirwzABUTgyCNGRi2tQUomYjbHvBaR2kJBrexXIB5xxh+5SxHdmRPbbznBJ3vGnkkbBd12w6A6z5Jtgu0NSMbTbVxJf02F65U2itGNv6XGxfvnIVSZpifbYKJHcxtruuR8UCuVjMURQzKsEGGQbrsZ3lORYLyiWpypKwXVUwzKrlHIUKWkdZnDbCtvSp9I9bnPfXTY0eAn86O4YFsF6TBjBjISpT4i/WSQZI3g45QAo7hNsIh0QLpFrh6L0PiKSpN9i8/QZsT/Gtg/MLALgWHQTKn74FCQ7K561MTA+bJAlmszlkkePuzZewWq1gqpr5kseGqjzPMZvPQwUOMYkdGt4NaVxVVWKzZmrNfkiiEE6ESdb1HbquR5qaoDF4e3bsLBRCIMtyXPvwt6h++Fdk6oAPKwRl4XKfbdPi9svP48bHnwUB7vwNey2Y+03SBPPFHE9/8nvcefUFThYZaDL7voet/Fh7NC88h4y34Mt33x+ND26oKn75g48xbxo0dY2qrojRkNkNHRxOjj8f6i1yfPKV02cGU8pj0O40NToIGHZY+t2fsZyIJKlwrk4n2EaEbemQKKI5ThKqwdj1hstq0Z7cO3S1Btm1GduOTRExtsOiAIEkTTCbzSClwnazwWa9hrGWTCyxMBFAXnwTbK8DbWyc2Rmw3XXouu4hsV1gvvCkWH3Y4XmtNmC7bbE6O8PSkf2bcg1wDrYXkFJis17vx7aNsF3VjO0UWif+6nTvDuGd5UyFrLVGVVEtgYBt1sbbaH5LISGjd/Qw7UII79urNZyQOFsTkU7HdsEkJdL/vJghKwr0OoMVCnCUqyVhwTVakSoBLQUDVYMC30mzSZMUMRtYcGaw6YXKD4mgXQghQppqmmbI8xxZnqEqK5RlibZtAx/ElJckyzIianIOxpddC/bLaIspJfq+x3qzxma9CinKoTsxaCGGk2+IAD5KnxW7AHfOBSIpaw2cEXxdUFw492mtxXZLk8sYgyRJR9vWcQwt28v5+mQLHWoBeo0CIM7utmnQtg2yPIfYbPzDDn3FzTMjDgT+nt/B8Tg8iZKD6YGmqYct72PQPLb9jqFjm2iSkEZcMLZ1mrEhhHhmpNiPbSHI9huwnaYjByHgcUMOMmMY24qKFXtBDhBnykFsB+FNff67sM07rVin9KP1jj8fPRPaedhOGNuskXgOE988toWQjG1vkhEYtPVIFkyx7Ux0NKICxGNs6yQZ43kftvEQ2DYOxgGQ4pGwfSGE90f/xpqBrqCYjQsATuy3ISXQiRlMdwmzPOUitA5aWGQSYEpcLP/hAxgLNG2He2/+GLLr2ITxIaqfvcWV3/1LMBzKxM3FqcEMmnfeAAA8/cnvkOUZjDG4/coL6JoGWmvWOvxLoG6EAPKfv4emKIjF0JoB3OGgoSp93/e4c/Ml9J4LhVflOEqE+ne499rL2GQ5lu9+sAPsURPkvVZKjY7ZZ0+zxuDrV16ATtj+5gatx03s5R7vrmkie2XUn7+U84RCJaqqwtkP/5omQXSsNwfFUQqOPWtsIsby3V+j+tnb4ff8v76L3ljcf/sN9I9RAeLTs3XAdIzt+dERpCPFpJgvIfRhbGuVwFiHpu3RtVVwoud5DoAqv4fFk2laB/NDhG0QbryJK80yZDnVpVyt1ujajqOrImz7bgA4J9CwmcPbuz2pEx3khRSx/202G/SdL7LrMTXGoHOO/Cm9IeEtcAjZ5DswJpjPhn7jkdJHawzWqxWqsqIwyRjb8fOJcO79aH6s026BCNtlRUlLbnys313Ec97/7i1kmsMQw++OMkj73qDpxklA57ULIbyvXr2KJMuh0gySeZsBwoLgitVKSNi+Q6J6ZMoh0xJaK+Q/J5a/u6+/hrpp0LUdXFWRxU0KlK+9DFU3gZYUANIkRfH376H8yVuw1sCwc8hYKtyaZhme/qffAaBtV9d1+Oql59GxTW3EqIZBW3YOuHPzhcl28vxmmmrY/rnRVBnZv6qqQl3XWP3oryc97IO6g63KCIjDcKf+EOccurYbuCKwg1eELx3gxDAB/A+j4wVpjo63/9aZSYfjJOWwKLAgNz0tPt3rt6C7PoRLOgDN376N5c/ffay4Ta5eu4okzaGyDFIlQ0o0AGF6CMfY7jokeoxtH1a4LRu2v3Y+2CGYkZQk8i4faZGmKSCYvW6KbUHYPj6mrFWP7bPTU95N7cE2/+sAbNYrbDeb/Sp03LgLYwe+7zgswJsafKuqipkKp/2K8QAEfQix2ojw7HaH4rhgc9914frxXBgfPFZcfOfjQwWH/ImwQEw7GS0K/pPHtmFsKwGthwxaH+WmEwlpHzOb92yxhNQJlE4hdBJS3gEHoTQkyOaXKINcKxy99z7ggLO3X8fZq1QCrNuW6Jnpy3upSc7Y8F3Mn9u+eYsmD3vFF//wawqZSigW2msnZ2/cwna7QbUtB4F1W4LL2gAAIABJREFUEAHsMPLlyEbvYf9L2bfCBxNHfJxlfrWR9J32Oflt55Js+A6H+m2kBcn56T2JYYzRJDl0xZ3ruPFR8fQF6B5HmovwsesC1jh0zkHyArR+5y0KuYKElI+P8J7NGdtJCqGSKGrGQZgI25qwnSQacEDddGhqrrrTdcxHb9lByG/OWlhhIcwY257BTkhmt1MSqZCM7RwZp9K3TYPtdouqqscaMW0/x835eH8zEb3Y+Ws4ZRcsgxEv+traqCiK/3KwtYcxhb/3XW+86ARs+3lzCNvnRHccxPZwI+Go0fBA9+jt2/4XHyNurUPXOUjpOfA5KkcIyIfX+56kxz9pT9qT9qQ9ju1CaN6+ErYAIN3gtZaCKpBrAaRaINUSWglIodBbh66zaHm7Z6PwPq/2esdE2N54mxxYQwlVXgYbYpblSJIEHcfjbjYblGUJY8xA4Yhd80PUPYZVdre5iTb60E0MBRNG/cVdBfvNnh/3KybReAdTx86lJ1p8cIjt69gN5zhBpD0usu+R6WXnAoN9nj9bgIrjWm8vtJBSwNg9FKAXuAVsO8Y2PwYpBJTeh225H9she48eoH+m1hmu0Tw4xcgxOWA7SZMI22mE7e2A7akNeYKDAdpip+JZOM9NPjyMgsxfBt75aHs2NcftueID+kWYN4dQM/Ud+T2i89fcsTMytuEgIhmzZ0Tja0SOX+sY29y3dD6658BtHmgXQnhLLiwrDBW61XwDiRLIlOUwPo35Lz/A+p030bx+CxACy1+8B/nO6wCAlm1bPccL+zbIp/FTsdYBjpyYphfY/uRNLD7+FDrRMNbgq5d/BACoyi1RYQo5elGDk3IM+vOf/VA7z2+nhsoZ55w5GDoPrBo7BonRmIbP479i03owM+12sXs5wVvffc85HjMmzz9yfMaj9X945xc9RzF8By71ZYD1W68/aiLaf2oL2OZCt5pfdyIFMj1gW0qNtndwTNuqtcZsRunebduh7yfYHi2C48XVV0inZ0bcJlpTwpOxBmdnZwCAqqwI25xlPH1nsdAZYVuMDuID9mDb2wCicMOd80PPkTkC099HF8L0l/iao1/EcKlYfxi1CZaGyJWhj9iuHn9w4V7GVv1Rt/75Rc7JoTRihG3Qgv4o0L4QwluAKn8opZBpIFF0U1oCi/d+A2upCMOXb9xCf3YKgGx85a1XoJm4/tKvP+RCww5nb97ixIU+eN/pOv6C3tbrSx8VeOrjz5CmGbqux51XX0RdUrZW4B04KM3GWufAsjpZ0Z3jqjIDKHx9Ozp1CtLpZcbXn4jG6NuJBoUDSokbH7OjoO+xebr9f2DfyOjT+BfBtvBBQTvwTKOIm5HzyAFkcT1nZblgLWBb72JbJSmsFWi7HvV2Q3zb8KRfGpqdkFmeYaYKOEcxzH3XozcPgW1N2D46OqYSYl2HzXqDmsmmhuxgd+CRTt6sl61RCKF/RyMCKo9t1grGjnjsgfjudf5d2B71M7SHm8WT+TzqYPhiil0RPXc69fCVPBdSNBO+EbYvhPDWCVWzSRSQaBm00dkv3sPq7bcoLbbr0HNRUDL6W65XScfef/1VCiHi2OskTWi7+PP3UP7kjVGooDVcvZkF942PPkWa51i99WOU5ZZTwR8cjuYdEPsEeKRCIoQissOJziVwD0Jq6EBEEwOYvM69QpzHw9/sg/30/L3fnadJ71z60IQfnx/SnK2DDeB/8IlTR+4QT/x4NZ1opHoX2wKCig23LWHbJ4MIwRzQA7ZNz+FxigmqsgQJEnom1o5CBX14qhfcy+WSuHi6DmVZkplkyhi557EGIb1vaZ44N61ziGkiBGvSsbZJP7DxYnz6wYHsxfZkrHtVmpGcd8MCIvadgwHKU01mXxND/97J6PgZ7Jw7vQHnr7W7WI2DIR6uXQjh7ZnRUk6Dtxwu03YOdd2gbVsinoJf4eh3n/ILUMy04MwyrXWIqdVaI00zKLsb553lxEGS5zl6Y1But9hut+i6NlyDdvvD56EN49jZ0sUvwE1SnWOAM2I8cBz/flBGuTg7TOyCIDpuOoyD1pBBykIpuUuZ6Ue4oxTsWQT2j4bGKhzbZvccGd+wwAOF9GGt5uK1PD2A7Z6KC7RdG3wyAdsOMM6Gcmh9R0RjSiqmCSBNXnGUgrIGRo3jvAdsF4ztkrDdtgHItOOf7BODQnIA24j/dKNCvAHbUexsLNKC/2NPd14we4Von4CLT3wgtuM/pKBwTBdh+4CSEP44Vzdxw4WFOBevu3N0z7HRQ3oUbF8I4T1PHJJEYPHeR2g7i21JSSu3b70MG7iyx3Y9INYO6C8HKgXWGwM0DYQQKF99EWnT4OhXvxkRwVQ/ewuXfv0hZagBuHvzJaxXKzRNsyOkPRjH6fAesMORLowi2t759ywAKcbZUztbLy/Qxe7J43v12s34sHgUOzrJjsY+oNMvesVsRructoXpuwOLyNhuPVxz+mk42vlkJVKB9nUanRsnTw03R/+ct8W/mM1jWyU52s6hagjP5bYcFJLYZj2yLETYdhG20YR3lqZU07Fg+zjlSDhkWY40Je18u9lgvVqjaZuJn2GgXg0ZlZ5Hgf/xLWBbTHDHCq2UaseUMrrUjtrrhl/8giGiY6cyVfgL7tnpTjARC+QRttsI2/HggvDcJzrd7lh4PJTsEyXinSOYd7ANfz9Bkuw//5x2IYS31Bmyv38f93/yFopfvEexrgCKIkfbtKRNRC97b4tffPQcrLWomwb1qy+GfmezGZ56/yPoNKXf6wZVVUMIybwNkcZgSAMi548LpdACE9g+hYRBTniLxz0WTOQDH2sZHrijbDTnkDB5jV88hAAnYljEsyYUecCQBuwcYLl23i48aFxSSdz4+FMAwHazxe2XnmdCHd+1F9r73sPuhBrf6/j3HZPInge5a8uN+j4AgYvYpM5ghUbX0rbDKxBFkZMgiezWD/LETgm5ArabZoTto+URp5DTzrUqGdvpBNsRWZVxRMCmotKCuwsxggAdoXli76XDfDRGhG0e/zidf4JtEWGbOdz9cXGRBz8W54ZonMlUC+OSSmJ5tAQgsGXiLb+rQTRHRh2MgLdHJXH7f9+hlYifZPjHhUVv1B5Rfl8I4V23Bpubr8ButihvvRKy0LQQWPzDB7CWCg6v33mdKtscAHuoXDF6+GQH9CQxAHD5/Q+hihkAcoSevH4Tou2QphmH8gzFB4wxEMy1QnZJw4EfEjsxUy6u/rzHPjfVDhxCxmL4Nuw4B8eGb8THLCOPtd3N5vQRKdYCnA0mBCUCGAM460l3bOhHSAHTG5zcegXXPvwEs9kMVz/8BHduvkjHxiGY8fjj5x4Zc2j9iZ5LAOUBZO4sDOEiu2dMNMKL3urWoO/bwCAYsJ0kUFrDsjbd9z1he5+S4jGNfQKcse0JkfKc+acFuq5DVdcQUiLNDmC764Ee6E0fimcL6Rnz4mu5aF6d71cZbN2jbwdn3kh4UyMe/Qm2dzJWBCAdmFaUkrwArsoeYdvuYrsqK8wXC8xmc0rdX294LHYHmzvYFhG23QTbe5/A+PuRA3a0wI1vba9AP6ddCOFd1UTSD0earReySZJASgGpEmit0RcFe9qZN8ROYDS1rPAfWipkeY75nHh5fQWQvuvRdT3Zv7MspGITWxsJLCFJcDvnAp2mtRZSUQzzOJNw0DgOyqnph/MEUZQN6fkYBKIogclWzbmxRjKs+oL5lB2cjY61DpACsEQktFqtsKhr5HmOxXKJM65I3jYNO2T2GyzHYPf/jzeD442hF0SjhWtqQppoLeHqj5HgBoCqirCtxtjWmjRO7RyMNYTtKSdO1PYp5lopZFmO+WIftruHwzYcp7JzEYKghOy+ZzEtWj0ylTxKm+B2H7YnyoLXjoefHCCIdMu5SPEJPiYBOMb22QpKa8b2USDLGmF7D8BiR+dguozw7CbYjnYXI6VlLKZGAt3hmykkF0J4t20bJr11Di2Ts7Rti+qVF5FlGYpZgRvvfwTnHE5+/AqaukbH2go1F1bjeJWTUiIvCtz4+FMUXAJMKgVrgdM3bqHrO+Q6CdUyyOPfedI8OCeZbdCMnYnhfcdgHkvkfe9j2I2J8TGDt2Y4LhzjOLpm0JqpepOLpBoBJkS1ROcKuIFa1XOPQ3JiDl3HOaBrWtx59UUcXbqEq7/5OHATr4xhEnxvChrHo8bC2+18E98kGYnipxHLgl3Hz1hN2Vn4HoPWti29RkFp0T7xpm1bSCEDtmfzBZyzqKqKsN0NVKR0w7SLitUzKQjby6MjFFxIQUoFax2apkFvDPIin2C738W2iLDt/4u0/WEM/O8Dd0QTbMcghYf1IORsVHhiRAOxD9t2gm3H2BaD4JRKcmIOXcc5oGtbbFZrSCUxm82xWDK2LWM7mIL2YNuLE7/r2AvTCbb5eQ6RmOfuVc7dmB5qT9Ljn7Qn7Ul70h7DdiE075HWGX/mOOimbaiu3gvPQScay7//FRbSJ+S8BoCy0IzpqXYcO0oojjvHtz75PXSahxWz63rcufky+qriOOTBQeO4orbXBIZ4ctpWhgKpB5xLO3ash71/PwDsfATgt7sdBLqgHAVVKZzuBu1pYj8Sgh1jkVPG1wscrilQVxXV2asbXP/otwCA/sXnYK1Dz2nVu46V+AuvvxxQJEbhOW7QsKbPYqdXwdvrb1aN/D+vOQwkS/GLGWNblxV0QpmQXgtvuXBD23Ywfc8VYcbYvnTpErROImx32GzKEDpL2CaH/7S8WsC2JWoJ4TEhD2D7Qbe6T1Hfc9ZBbAvGdjA17JpWdq+1B9tuMkcd4IRAXVdQawUlFRbLBQCEAih91+13GI6ymunzQ2N7Z4sy7CZiyyoVXnl0bF8I4Z2lQyGAYLdF+AIAYJ1F13UU+fH6TY5zVUiZPvb4V/8IY6hy9vqtHwNCIM9zXP/wt0jyDELIUCrq/uuvBnpXbwscUntt2J4BlGE54i4eBgbg/BjPB6F9SsEab7tE9P94YXOIu52Cw4cUxoI0/hVjgEUmH7LVcwRDVeHuzRfw1Ce/BwCqEr9e4+7NFwfn5WjcXlwfvjce/nj0POHC127c5972gIiMi9YCtnnrPJZpdMPWMraNgdFmwHbKvNtpCmNsoDf12F4sFkiYO6Vnp3pd11wU+xGw7W3Eg/0qKE7fqEVmgiG2YILtKMTXn+QsosCkqULjQwr3IMRN+hTj3x0XbLDGsnIicXTpMgAqVmx6i61ZI67+PsJ2tAjwSAesxj+5PdiOFTL/LA4+1kfD9oUQ3mmW8YpLWnNMbwkAcEMWlw+tMoaqO+uUK0YXBTwJvF3MIQQRTfn4V2ddqGHZcaEGqoZDFJoONozBOjuksPKKGIqtBoeEB+R5Dzy2ZYnYUwH/dYzHGAxi9HmsrQ2XFbFnLzpHRNeNYDgSfPHkGk+Uvuuw3WxRlVS7L8tyzGZzpFmOpq4GrSL0dOAZjBUW7C42w905noHCiSDkpv4jsh8+XsI7TSfYVudgu9+PbRLQhO2mqRnbGQou+nw+tofnuRfbXCndsVYflEM3wfYOdHbd1DGOpjPDTd9j+DzBduhubN8f3EqRijOsDLsDDFAbA85jO+GFMcuotFvXdYTtiRYxpWbe6dIfOlXieDKT4u7CvXrlVEyO3VWsHtwuhPAWUpPxXQDH7/0GszmBcjabcXgTMQP6FF8/EUYCTqdI0xTz+QKL3/1psmILnP3kx2gaLqbQdUh0EoozWB+FYS1/HqcCOgcGOMZmFnf+8w67uEhwxas7aTfTk+Ld2zAp4sxMN5odkaconiAIMBw6fsDK7vu1jtK2b7/8PADg2c/+iLzIceOjT/H5Cz+A6XerfezR8QPz3WiBGMmDYZEJfuap5hWPLvT1+Ahw4qMHIKgIyGxOysRsNg+hewO2q7ADmjLREbbnMHY5EhRCCLTMcwIAQkrGNmvdHs/W7cc2MFSQkmMT4p61fvznRECOsI092B7pL4MpKYRB+p1sZBIZXdiNvx0L8fMm4iBArSVsr05PAQBXrl1DXmSw9oh3P93OvY6HI0bKyF7BDRbUfO0oenhHgfM/DBaHh8f2hRDe2+0GUlLx3CzPkXNUiNIJBEgLaJoOt195EeV2y0qkiIo2AEmaYj6f4do/fgIpJOnRzsE6qlJuqnoEruDJF4K3jpbT7Xv0XR+9bBOR7uy+pF0NI946+WPCMv5Qz2PQOnlSxHa3AbH7MDPSdkea7lSNHbVokkTbQF+N++5rL2O5PMLi3fexWC6x3aw5zXq4p50t9s6tDoag6BaicVH0S9iye20liAc2zkzm80Vv202E7WWGPCfFZIrt1WpD2AYJ0Sm2AQ6dFRIWNiyyVVnCGHsA2ySsDmLbPADb7hxs73x3DrbHFg6/tPP/+YXGQ4hNpxOlfjS48ReHLx4rN4KxzYrcdrvFcrnEbDFD27XYrtcU2hlphtNw5F09aA+2w/UY23DwtJ0+RHaEbeEeOVzwQghvpSSKosD1D3+LYrYYFSI11uLerVewWa+x3ayDbc87JLz2fPW997FYLKGyHE4Qd3Lf0Tazqiq40ersIDg8ynsOjDWwhgBuGNQACW/DVJy0FR0ywYADkHXxC4+cgsKDNfx5EHKxRgOHwRbIK7+IDtxNmBn6iAXlJIpydPV4bfBagyfbqcoSWiks4HD9w09gX36et/n9bk8jYJ9vNR1rLWO1KmTnxY7sx7ApJVHMCiwWSxTFbAfbZUlFoLdbrvfIWneM7VmikaYplNQRtjs0Tfvo2OaKPAAJb9LYGdtM7BYLo31t2PlNnIKHsD0RdlNt1Y3OOrxgHMT29JxhQNH1Imy7gSc+YPvoCIvFArbvYV2EbYcDGH4Atv1F/QhG+pEX4IdWpodrF0J4z2ZzHB0d4ejoGFIOQ+q7HnVT4+zsFOV2i67rEHOLSCmQc7my2ZwIpqRUcKBsyKZtsd1uaZWNty/eFhWNwcdRkxPHREVySTPxRV+9HfFw45V+R2ryxz32QX/auS3u7yCg4sP2a1I7Z3rh7//dsyi1bYuy3KKuKsznCxSzeSDywsSRO72Ev2Z816NJHT5MHGTh8fj3MP73cWmzOWF7Pl/swXaFs7OzMbY58UsKgbyIsV3swfYm7I4GaO/BdsA0mWiGIrmMbSEhFaXFjziEpo86JM8gOmBQTMR5wmhHW518HwFnFx+TP3dJV3aUkfBzcJwPB0ZKNdqmRSm30EmC+XyOYs7YNlvAjlzM+83aU2y76QE0p/aJ+oDteP49ArwvhPC+8dGnmM0XFJxvhwywuq7wlxe+j3q95oIIw2PylW++/bs/AQDS2RySwwedc7j72stYnZ1iu91CcMiVb0JIKCWoOKvlLag1A0Na9AYorX7gFJmu+DSc8TexLjmYP8bA3hGk0cdgLzuA9h0ZPFZV9ky+w8AZdq1eWrpo/PzJOtRVjdsv/wjf/ed/xZXffIxss8UXL3wfXdfuAnzHfnfAxBONbthCIjzPKZiD3HiM5PdyeYRitqAajSNsl7h3cg91VXNaugg3R4llOa5euwYASNN8hO3tdkvY3mxJU46xIyWUjLANBGUkYJtfC6XV78H26PnuwTbLcHKc78E2MJ4T0c9DottUFacP56/NE4XHD3ayMBxkqdyHbedQ1zVwesYJUzNYa9E2DTrb7jGDTrDtztHAw9DipWWPEuL2CP6HaBdCeH/50vOk0QLBBg1QDGZTVmzP82mxBEKlNOb/8AEq9rg3TUd2QiHQdy1OT0+oUginGsdvWAjAGBH68k0AYbu5yyQYtQNPeQe0o98mwDtHAo3MBfuuEQ943xEOYbXfq22f0+IQvzDnHMXiNjUJ8Bsff0oOzI8/w1cvPoe+74dJEWvI0y2vGB/j+x7dS3RPMWmX15Z8Ad7HpZ2enmK1Wu1iu+vQtC07EH0IKGNba0ilUVWkVTdNz9im885Wp4RtZ+B6jJQDIQAT3v2w+AVsR3iWYg+2Y2G4o1tMMewPn+Brn4o6UhLEGLtu/2m7bQBLTAXxUKf4aw/TI/zssb06W2F5dERZq8fHODs5QW/6se/KefwOz2JcTctF15vcf9RG2I5NhQ96BFG7EML7+oefwBiD+6+/iqZuQjz2NGhdCCBNEyzfJXpXlWhynAEof/oWjLFULqo3aMoKfd9FD3oAqnNUpXnfFnyHkxgxPqax3v7bSR/RD27vEVPlxr/EOG58kqg7ShbAHqPinj73Cu59x+4Mb8+6QNwu2+0GdV2jKGZYLJaYzRfYbjZou5Yvy55zSxoe1VMcnuluuOVwe2Eogj+5aAGJdl2PEzHVYjGHMRZ1XaGpmhDStxfbXKosSSgSymPbhw8GbDf1gG1+iCNsYyJQg2XD+0vGtmP/v5GCsUdOR11Fvz1oPjC2XRQlFWM7SNJDLzW6ylTxmWivB0cUfyH2YNsRt8t2syF63WKGxWKBrm0J2+0E23zdYEIVgzD2pqOY9sErHvGzDt/z0/CYfxS95El6/JP2pD1pT9pj2C6E5r1cLlHXRA5DkR49/yKCwikkFWVdLpe4fPkyV30Z7HpSStRNjc1mw3bs6SqJnS3ieY7HcQiU2/N9dGx0JLC78k9/P3jNyT51HLGyf2s63Tru119o57EvQ3Taps4uP27voW+aGuV2C601itkMy+Nj9FzAASBnmn/2QkhITbHD+561iD4MmsvOkxiPY+/9Xdy2XB6hrmvUdc1RH4xtIcL9CMHYPloizwsopUbY7ntD2F5H2Ea0u0GkTYedzDnYDppr9EQjs8L42KjbKTaiwx+UXzJ9o/H82jUWMLYnO8dzsY2HwPaePjzex9hOGNtHh7EtJZtUH4BtRDtOHlvYXR7aSD9kuxDCu20NNhsqQTbYqAEhhqQMrRTm8zm+/bs/Ibl8BXJk0wXmn/wep6f3sfnhX8FnRXo7ks9mexhhPT3mQdEND/vAp1ceXpYbCa8APDGcNVoURg6S3cm2d4TRQjB2t4wnsYf8PiA5R+T4AhJ3b76I9vgYz/7uT7j24Sdonv8+qpoqxFRVGZxoUgIOUfUgN34OY9nhwsTY+8TcaGP/2LS27bHZlNhuGNv8fWC9EwJaK8wXc1y9dh1Jku1gu20bOACbzYa/95SuEbYnwhvA+NnGxyD6firzDv95SCYGK9ewcIwF72AOjDsYbPTAcHxsojy3jcwkY4yPsI1HwLaU2G42VAg9zzFfLNDUDaoqwrb3FzjAuXFlrD2PPvQ/wvYeDcmN7v3h2oUQ3p+/8ANst2suDBxruQDgoLXGYrHEM5/+ASoj6ksfGeIzy756+Uc4O7sPs90O4YQiSkPGYQEdt9gme/iYsaZx3tF7kmFHv+62fUa5846fnDqaj4eF+2hUYwVsz/UE3bAQcMaid0BZlrj90vN4+re/x7UPP0HKGWvmR98nbg1+jqNHeUC9CBEqO+jdPfhx075PTk4I2/8ve28aI1mW3ff97ttjzX2pqqylq6qXme6enU2TpkSaFggZ+iCZoCibHopDkxYlWiZkmJZoAYZB2CZFS4BtipBpDoebNCIs0yJoeYEAmxYJbuZwWN0zvVX1UmtmVu6xvXj7vf5wX0S8iIysquyuqs4cv38hKyMjXrz1984799xzz5UTbAOoEdtz8wuYps4Bn2S73e7QabfJ8mJTgytXHMgzNFyDYOu084wqpPPlOvyMZPKSHaUPxPYD1vYwTbSBH7imaVs6ku2cbyUlaaqnqLOsFjNzc9Tq9Tznm2HtJJTKR6M+dJcPsz08iMP35nHZPhHG2/d7pGmSO5vFQ9CTCCx//S2azRmcWh0Q3Pkrn0cpxco//iV2P/FxADqtA8IgHHoXDzPAk5qcsunByxZeH70U8KAOiEJzVSldPGfwwBkOv1djv0dfPZ75UsXf027qfM7Chxl6wxDDyRySOKHX63HwmZeZ+ZOvUcvrI6++cYONF66SZemhDh5RXOFAYx07kw1oMQb9oNPreFf2o9UY20ywbZo0GnUajWZehEoMRzwmaYLf07O9dNptwnCC7ZENP2ytDhmFI4pMTWkOFq+ROHLZh7A9lk2kxhyi0fSBR7D9SB73xKamhPpGi09pThR2fOCIGYXh7LoyYw+34uE47pDtNE052N8nSyfYHpy3aae4EMYa+3gw0jL/3mDgznHYPhHGO0niUUuicKFN09Rz8jVnqOS1IJTSQ9mTNMX3fQ729wGdEy6zbFj454PouAb/wSvLf4+FJKYNRBkYN+02H5qpBIaAjL4zsYrRgsM3Jz2Uo+Gevt7xgxj8OSoXqnNhQ/xul3qW5nN/QnNmhj3Po9/3kbkBx8xvWiEOr5MB4Nr7EXnzcbKpP7pJTpPpztmGYSH/wf6bpkm1VqXZnB1nW+nSu36/z8H+AQBhEAynOwPGDfcjajxzacoC6gGfFZcZc8t1fGTI9hQnYzT6c3qL9vB3Jl4WnyaHWoeDB8DRu3v0G1PYzq1wkW1z1sR19WCp5swMfb9PPyuwrcBQhp6R6ii288FXo8DoBNv5sR2X7RNhvIvXdDCaEcB1XdZu3MSr1vJpvDTcZ//pr+L3++y32vT8LqC91cFw4qMiox/GOB/llR+5zrEOxfwtxgv36PcExWkoi83l4XsMwiEFq1xInZtc+IMY7mITeBROyf8uxtkLhyuVotvp0Oz3aTSbAHjVKqtvvsPdZy/iRyFKKUzDHM7ZaExptgxvUlXc+cFDLwe9kF54mgIn47anwLbnsrC4NBo5qUZlh8Moot3q0OvlbBsFtosP8sJGDhnno07RFFxV4aFf/N7Roy3VoVb/kWxP3NuH2FajK314Jw+HFkbMPiLbUHiAFA9/0IopxJpHTUCk1GzbjkujqcNZXrXKzNwcSRKP2DZNLKvA9kTMafJeHG2owHb+0HjwER3WiTDek7QNKpsJDPY++ZIeViwEtT/8CoZp0P7cp/H9Lr1eF2PQeVPwasea6uLBkyc8isabeGKsefnA+huPuM0xe1TOgaUgAAAgAElEQVTs1BjtwGRigC7ZOWbQxtibHiKZbGof+rCwfiYeWIKJeLpWJiXbL71AkBvv5dffZmZ2hv7iIqZp0O128+m/YiyZYTvOKFY7PGa9geHDSRy+nYd/nS7He3gsw903Rmz3/T5hoKeXM4QOo8T5sHff7451tBcZPMT2tJNy1HU+ZAwHhviwgdOfTaxo2lN80iM/anNTO6ML13l4+UcrnGJXP8Cje4JtNUnXsBExpiyTdDud4d+NZpOZ2RmUyjAtg24nZzuJsVSGbTtj/RDFczXWET+YfnB4Sj+YM3IijPfkiRvM1ajn4UsZRIIOnn8GIQTyYI8kTVByNGRer6PY6TVO1NQBOeP/jXVEFoEa+3saqUe22wrfmrCworieaV8/ojl5aFE19eWYpgJ/6M1xz+BweGeKHcj3MYpCRE8fi/HJj7P42lssv36dSqeD+tgVojBE5bOnF43NKAMm/3/yATa2rSMO7oRr7DQrhrPYRFGUj0wd8SuEQGZSs51lo8FN5H6aLLBdyFhQk6OWxpzzkRF8uD2fZoWPcH2Lk2NPeMhi2nqOZK3w7gPCOcdi+6iVDPduCl/FlanROY3CcDTvq2lQq9WHrUyl9OdKHcH28LSMuyFHtiaOqZNhvBnM+jE+ZD1JY+JEDesyDNKNphWIGnw+mKB0bBZnDoc3Bh7zoD7DsOU48PweYC2O4/yNmydVYD4nZdI7fxiND934aIvTHf8xv4qxbpSxe258Rybwy5fQr7IsJczTqQSCZhTheA6NZpPZ2Tk67daoGuR4W3J6C6Hw1ljq2PAOOz3SnWEFtnkA26rAdmEqsoHhliqfqkwUDAQcyiAZRqFFcanBOZ1owk3u70MPiJGBK6xEd0oOVjtY6BFDOY+sAttT963Atppge2w/prA9cUpEDl4mU8L+iG3bsnE8l0aziVJqxLbKbUzhZE89XMXE9aAA+fHYPhHG27RMHMfJZ3UvzrGnKUnTlCRJyTJd08QwxCEDO8jtLvZsF2fpGCwzqanGY2y9+RoEQziK9qQYQhm9rca/W1h++N3B99T4nHhFPB+al1u4HQd/jRnZCcoH9TEGnw3rQxxTY41eBUoJsrykQd/36fW6NM0ZbMdh5Y3rRFcvkvX7eS7tqNTs8HCK53iwjcG+FUNWU871SZeezszBsExd3W/Adm6s06zA9jBuOmFcprHNBNtHeZOH3jz8QC4GSybxemS2x1c9XNvQVvIIbE/Z+2JEcpoDMdB4SnD+wGOKHgL8sCGuBusZZ9txXZqmge04NGdmiMKQTOZsU2CbifMx9hwbOIsFtieWeRSVw+NLlSpV6hTqRHjezeZMHkcSY1M1DYaU9oM+fq9HkM/2PvQ7Ch05OlRiYuRzThW90WKu5UiP1o6b+jRUhWbiRHxizCvPPd9pw44ZfTzqjDr0+cCzPjpP96Gx4IL3XdyP0fcefh7UEYuowr6PtiHZ+cQLWG+9R61ex7JtVt98l/sff5ag39dhrcJ6j3Q2xORGC38/zpTOJ6zmzAyNRgPEgO2BtyVztgPNdj9nW4wmBStm2gjT1J6WEoXwxOj8jY+wfMA1HWvdTLw3ZGNyLsmxj8d0VNttyHbO3APZPtTRP2V7D8FUTWlRPBLbk28Utj3M7Bl6/5Jet4NlW0O2Z+bmQIgR25PXZjLGM+baT9vPR2f7RBjvWr2B4+g8YT1MdGRhsixD+jo2KPJm/1GH97AaA+M62hCMXfKicTrUDDpqlJVeeBS1mRZbGa1wkMB/1N4PY2nTOl0LN5gewDLlzh5uc/hfvu+DG6d44w+WVWNvjz9eCk338dY7Cj15w96nPk7cbLLw6ht4np7kVSpJ2A8KaznU58/YSVbTr+lpUq1ex8lz4MfCVFKSZRIp+5rtYWYJU+2NmAL+hG0t6GhDMLb6I8ozDhyj6Wc+Z/uBO1BgO58w+HBma4Ht8Q8O7QcwFjI6+vAKbA/oelAvKA9gW4hDcQkFxElM3/cxLZNqVU8Ak9RqSKlnph+ZCzXa9DSDLSYfuFNPwQN1Ioy3m88ePxm4l0oShhFBPyCO46mG8nHe3IcekHoDI5s3mHtOUDSTh9ah8u8N1zMw3lO9VzVabrjQuEUceapH3E6jnT3krI75I6oI7Wg7xVjkg3X4IEaTAYzWopQiDAIs0yJNU0zTzIvcZ6RxMuy8HHQqqSHD4ylUY15i4YCOyfhHKtfxxnPT819SQRiFI7ZhinGeBjxTz89QR3w2dVRwcSZ29MNaz8413SkZbnowFd9gp6cZH5WzLRhne6IfaryTk0P8Fu/DQ4c63K4a+6IY3aQfju2JB4tSoGTOtpVPTWdaI7aTRE9lN9zi6GE9zCcvrnLMdovhNh5VJyLmrdB1BfQM7XoEpZKSNMnodDrEccSxb1nBI7VADi0iGBnb4smduLuK81gW3hx6LI+2+UHHTXFpceiT4roHGsc1X6TQyhOFfR9555N7pNci8ltHoMa3V9i3Ub68MdyVqceo9L4ncULQ77P/yRdRUtL8yjXmr72OV6kczrvPD+YQuKrwMzi3U077SZZC3/B6kutRZkmapnTaXc128cAnjNeRHsIHYXvy3aJxLMBerJ8yudHh7TGO6+H9Gl7jI9geu47jN9tUtos/YrTvYvL7Q01hu7iCwo8QeuSwyCeEOXT/FnZICEGSaLYDv4+SEtvWNcDH2J44iAcb5cE9djy2xaPW8yhVqlSpUidHJ8LzLlWqVKlSx1NpvEuVKlXqFKo03qVKlSp1ClUa71KlSpU6hSqNd6lSpUqdQpXGu1SpUqVOoUrjXapUqVKnUKXxLlWqVKlTqNJ4lypVqtQpVGm8S5UqVeoUqjTepUqVKnUKVRrvUqVKlTqFKo13qVKlSp1Clca7VKlSpU6hSuNdqlSpUqdQpfEuVapUqVOo0niXKlWq1ClUabxLlSpV6hSqNN6lSpUqdQpVGu9SpUqVOoUqjXepUqVKnUKVxrtUqVKlTqFK412qVKlSp1Cl8S5VqlSpU6jSeJcqVarUKVRpvEuVKlXqFKo03qVKlSp1ClUa71KlSpU6hbI+6h0A+N3f+Tuq3WphGi6WZfOavwbA3/rE9yGlRGYSJSGTKcIwsSwTqSRhEOM4NgCeZ3+Uh3Aqpab8lkBWeD14Xx3xevK9yXUDiEfYj+Iy05YfvDfwNuafXXnYak+EfvyX/tUY23fX7wPwHd/5CuootuU4226lZPuDaJLT08L2f/7nnnsktk+E591t9TENlyRWuI6DZeofBGSZRAGGCW9Hv8Lby3XSNCWNM4QyMA39oxSoybNc6oEShd8CDUPx9+TPtO9xxLLTvjdNX5+v8vp8dWzdxf0Z/DzKuk6iuu1Jtm0s00YAWSpRCoQJvh9iWYZmO8nZNvXPVAtS6qGa5Pppsz15yR432yfCeEuV0m7vU6/VaS+8gn4uSlBgGPqw2u0OZ4K/jHXv5wj6IUopDFOgBCgBIj/60oAfT5MgGoCJbpIVATMZQTf5vSKMxfeKRvmobb683+fl/f4hoB92k50WSZnS7uxTr9dyQyxBaaNtmAIEdFod0jjD7/gEfoiSOdvkBmBw4CXbH1gDfsz858Oy/bDtHLWOx8n2iTDeURTSbvexXQunYqOUQimFlBKUIgwC/u93f5pq1WMt/V6SJOGd5FcRQmEKgSmEXhYoCf/gKoJmAnb+Mwneo4AsgE/kRvlBkE5b74P277QpikParT62Y2u2yR1pKUFqtm9cf59q1UMpRZIkhGGIMBSGITCMEduqZPtDacDXwDmZdFCOw/ajGOAnzfaJMN6lSpUqVep4OhHG+87dW5w9ew7LAT/ooUSqf6Rk494Wb3R/iYXZBbyKyxvBF4mjBNM0cT0HqRRS6W4BIUCI0+ifnRxNhlAGXvigqfkgr+NRY4PH8XIm9+u0hU/u3BmwrfD7PRQpihSpNNudgz4Ls4t4VZd2r0scp5imheM6wxYo6PBKyfaH12QYoxhCOW1sn4hsE9epEsU9drYl0WpIGPQBuLb/PxKqmEalSqVaYf9gH8vw2K39C2oVjyRNsUx9CJNgD2LfQujXJffHk2AUgBo84W1GvfWDz4s/AxU/f5h3UOzVn3aJxMSyp+0yara77OxkOK4xZHtvu4VMDWozrmZ7fx/b8HArLl7FJU1TLEuzbUzCq/JzMTjJp+2knAAVHZTB35LTxfaJ8LyrlToyA8cWOPd+B6VMlDKpVCpUahromdZ38ZXtf8jcQoMw6LO7c0ASp1imgWUah4yzUjpCqI14GSv8IJrmZViMYobTOn+meTEP6lWf5nGcRg/7KFWrNc22ZeD7/gTbLm7Fpd3b5/7mDnMLdcLAZ2dnnyROR9kmEydCKjW0KmUc/MNJFH4PeD4tbJ8IzzuIu2DEuI5Ja+EV6r0MANv16fUD/CDh2uZ/z4Xzl3j7zRu8WPnrrJxdpFavTD0LSmqghdCvy+bmh9Okgzf4bXL4sZjnCUHhs0c9+5M5tt8IVy2IcrZdEyEM6o0GALZr0uuH+EHC+t0tLpy/yNtv3aBRn2P1zCK1xgPYViAM7aCUbH94TTuD07zak8b2iTDejuOhkGzvrrObnSEKYwBuvn+A34uIkxjbtNnb3cY0HRZXFnA950h400ximoYe4CMVtmU+tWPJZIYhzG+4MM20MMoAZKvwurjsh/UJvxF8SsetoFTG9s46ElFg28b3Y+IkwrYczbblsLSygFs5mu0slZjWiG3Lfrpsm8L8xniqTqjomBTDJZMOykli+0SETTqzX2B94z5SeRiGQxCkBEHKwX7AbHOJM2fOIkyT550f4Tuu/B1cz8KyzGEOOJAP0tEdPKZhIAzB12Yrutn5hJVlkiyT/M+tf8nP3/xn+P3+E9/mR6HJ5t6gyVj8bFozs5iiNflTTKF6WCrVIB/3NNkOIeQRbIc52+cQhkGlOsuVZy/hehamZSIKbFNg2zANhBBIpZ4K2zLTo0BvvPsef/SVP/2GZbuoydDGSWX7RHje7tYvMHf2CtW6h9r9I8LqKwC88MIc3e4ut27fpmLP0XvlMtZ+j69WTT4XJhiGGHZMGkIgDIHM9BsGgpf2+oin4JnIfCe+pftpGvM1qpXKE9/mR6miFz6A+qih9sX3jlpXcX2TXs3APPl+D99vU63WsG33Q+z901UYJKydu0K15rG/f59qpQnACx97XrN95zYVe5ZnrpwBkRGFEUKI6Wzn4UCF0KGTp9C8G2yz5jZYfW71G57tgYoGXBbeKw61hw/Jdv6HZrtDtVrFdh6d7RNhvFEZjg0zMzXiqEnL1bvVD3fZ3jqgUV3iE40fwb//j/jd9R0+t/w32QtDXM+jVsthMgyyJMN2LAwEUskxz/xJSSrFtfnrALxiffyJb++kaNKAFzWIjxuF18XPpsE8bX2GUhz8yU8BcP21V3nrxnUMy6BWr/Hv//K7j+tQnqyGbNeJ4xn6IgSgH+6xvbVPo7rI3OwcQdDn/vouK2cX2dvdx3ULbJsGWaTZ1l7302FbSYWUuv/p3PnlJ769k6ppfD8Otnc2dZ2bt197lbdvXMewBLV6nZ/8C598pP06Eca7Wm0yN79Aa7/NTeMZgvY+AHeCbZqNOWSWce/qMvO+ybeu/TiuZ4IwsG0bx9GH8LXZKp9sh3y1ZvPZfoKQAsMwnngTW0nFc3cu6D9mn/DGTpgG5/ZhqVDFGOJk03CQnsXEewZwsN/jYGsHgDPLa9x46yZJEtEJu4/nAJ6CNNuLtA7atFt7BP0IgDu3KjTr80iZMTtfR2By/tKaZhsD27Gxc7aVAqtiEUcJrmtDzvaThlspRdDXMXrHdZ7sxk6oirxOGuNJr/q4bO9vbQOa7Xfeej9nu/PI+3YijHcU+3Q7bebm5nB9jyTWVdSWl1dJ0gi/5/PZzX0qte+lOmPT70e4jo1Xcej7+mZ4MVVkAl7YClE15xujt+uUaNKzKDY1i8tMez3QpIE3gCyKefGlZwG4d2sT2zIg0xUlT4uiuE+302Jubp6uf1Bg+wxJEuG3ekRRSKVWpVKzCfoRrmvjVpyhoXddh0xmpHGG/RQ7KEuN62HOyqQGIb9DbCtIo5iXxtg2c7Yf3XCdiA7LUqVKlSp1PJ0M453auFWH3Z0drNu/R73pUW96zMxWSOIIy7aoVCpYlkmaSkzTxHYtvt77Iu8kv8Y7ya8hBLyb/RNqNRcQmOaTD5mM9DiSh063pvXQH7VMUcXh94NiQR7Q2t2mfe0nsWwLy7YQIs+2MAye5pX90Eotzfb2Np12MGJ7pkKShFiWRaXiYVmmTgPM2W63OoRBRBhEICCOE6p1V3dmThm48ySkhv///5vtoo467YLD98CD2N7bvlNgG5SSx2b7RIRNLj97ke2tXS5deIZg7c9y//4WAN1uB8s0afVbvJv9Y5zM4XL072FZJttb+8ROysysHvQQpxmXjO8jyxSmrZ9JT2NYvFIKRAn3pI4KjUx+pqQiTCI81xsu9N7779B99Wf42IsvItBhhn6/Q5omYJ4uU3L5uUts39/h0oXLVOpV7m/qOGe328EyLFpBmyiKhyOBLctk+/4+pmkP2U6SDNM2yTKFZeX+1tMYFl+yPVWTMfBpMtCZOlEc4XnjbO/v7PDxF1+EnG2/3yFN02OzfSKM9/3Ndc6snOfsxSXe2zBJEt1JksSSaqVKoyZ5sf7DGIaeZaTb9tlyfpMX6z+ElR+CEpI0yVCmJEp0Dqxl6bNhPfFBOqfIE3wKetjZKBrxbi/gy3du8KMvfYogCPiN++/zre9/ic+98s0gUm6//3UA3n3rLTIUKHGsuOBHrfsbI7YP/N0xtiuVKo1aRnOmgWGO2HZMl9rMaIyCkiO243jEtqJk+6PQgxyTItu9XsBrr77Kn/mz30oYBLz95utUKhW+6ZVXQKTcydl+b4ztR+/PORHG2xQG9YaDzFKM9/8vZpvfAsDFi01u37zFN6/8GKZp4LgWrf0WtmXheBZpmvDVmgb8pb0A27aRmcC0TOy8qM/TYK/Ee7qKHZnTpIDwrf+Oy3/4R1xL/gusO1/kL5w7z8rHXqLb3eL6m28Qd3VqnVCjCN9pGhI+YjuhddBidmYJgIsXL3D75k3Onl0ZZ9u0EB6kaUIU6Q5LFNjOiG3Ltp4ac6foVD91TUshHEgCvU6b9tY2r177KmQZ586tsbJ6lm73PtfffJOoF+RfHPnyx2H7RBhvx/ZwvAqb9+4jU50TCyBVjyDwqZ5xubb/cwR+iGEafHrub9Kb+SHevPezRBt6xJd55scwDEG1Vsnrmehmi/EURqGVOlpH5YADBHFKFIScOXMO4/1f4KVPfQLHtbhz63Xef+sdojAly7RnKUzzVBZhcmwXx6uwcW8LmUKzWQNAqpgg8Dm7dpbdnV2CfohhGCwuLiKAdqdHr6PZPrO2rNmuVvIwnQ43mUbJ9ketyRDK4IoEUUoURJw9cxailJc+9TKOa3Pn1uu899Y7xGFCmrNtmNYHYvtEGO/z5y9iOxYyMwjPfRuW0gMDOu02URixt71DT4V828UfxzAFYT/km0JJ1/5BzDODXNgMw7CJohjL1EPnhRBPxUNRpe/9QB11dlzb5MrV86SXVrAslyBo8bWvvs7O5i4OJstz8+z5Osywu6djxVKpU9VhOWRbGlSqHoMkyk67QxTF7O7skKaCi5fXMAxBGIR4tQppktHMi1gplWGInO186LwQ4snneVOy/aiaPEvT2H7tq3/C7uYuDgazc/Ps+gkAe3vbgEIqcfo6LDu9XfZaKVE/Yle6zM7OA7C1u0Uch7zlf4nvfP7v8tqsSfT2z7CwuMjC9l+k3mjgVfVw0jiKSZMU27UxDEGayWFBqifacang6TwiTr8OeSlCT6BhWQZbG+/xzls3SIOYGa+GbQkyE1pdPSAniBIQAnHKvO+Ov5ezHbK3t8vsXM72Zkgchfgdn2c/dplMxmysb7O4sMDe9h71egOvVmA71WwLQ5ClcliQqmT7ZOgQ24YOGo7Yvk4SJMx4VSzLQJriCLZPmfHeWN/AthyWV1apxA2E0LslZYZju8wvz3Ot9Y9ovd/iivirzDkLOBUXr+rwJxXdUPmMtLFssG0LpSSWaejymaZ4onE7WU5bf2wV0wn7fZ/33n6N3kEXI1bMNxugBO2+T5CkNKp6iLgloN8PyFB6/sdToo31dc328hk6QYgQ2uhKleHYDnNL8+zs7dPeb+HYDqEf41UqeDWHsK/j/Y7nDtmWSlcVVFLlHviT23dVsn0sTY7GDPo+7779NXoHXURMzja0+33CJKFR1VkollA52/JYbJ8I492oz2GaBkHo0+ntEjt61vHozgZr5y9Qq9dJ4pSZhoNf+21WxfcTxyG9juKTsfZOTNdBSUmWZfl0aAZhGOJVvSfewVXi/egqXok4znjtj6+RdA+oui5uvUKQprS6PlmmmJ+doR/qpmUYqrxM6uRaTrYa9TlMwyCIenQ6e8ShZtvv+KxdOE+9XieJE2g4VGoOjm0TJyG9tsL1crbz8sZZlkHOdhSUbJ9kpXHGq3/8as62g1dgO80U87PNAts6z/u4bJ+IHo/t7Q1M22RpcZVGbZZOu0On3eHZZ59ndraBzBJkGtGYc4jSHr+/8dPc4st4NVd7H4YgyzKuNRyyTKIUvJv+Gl7FPTyF1GOWKvwrdTwpBBWjysJcE7vistvx6fYjHMel0agzqg6hMFG6BKd4st7m49b2Vs72wiqNepHt55idaSKzGJnGNOZsorTHnTvvk6XZIbbTONNsS4jDGLfiPnnDnZehVaX3fWwpJagYFRYLbHf6Ebbj0mzUEGI0aF6zLTCEcaxreiKMd6lSpUqVOp5ORNhkbn6J5kyDVmeH+9stKq5OpwqjgJnZRcIgoNP1ibbugzD5ljP/KUkS8icb/y21pk4rvGp/gVryqwj7B3ir/yU+XvthxFNIpVJqFIMtJzo+nmzTwHUdOp2IMJMIp0K33WJpoUkYRKSGIE6119dwXWwhCPJZkk6L5haWaM40aXV2ub91b8R2HNKcrRMGIZ1uj2hrE4TF2tp5kiTk/r1N6g29rOtVAIFrufjdHo2ZxtOpKohCDQaNPI0Rnd9AsiwD13XpdPcI0wycCt32AcuLTcJ+RJIaxKk+t03X+UBsnwjjvbSySLvdorV/gMrOMzOra6uKbBOnYnN//T7Vao0Um28+87ewHAOpTGqVBpfF9wPQ7wX4Roeu2eFy9fM6VTBfv+530bUDHocGs/YMairLofGWCHF6DMtHrTTLOOj1SDOF4zgI06bfCeg6JjXHwTIMElK9LIpMKQwhME+RFVlaWaLdOcjZtkZsmxluxeL++hbVWo00tDm7dgbLNZDKou642HZeGsAPUDIljly8akXPslPoGZOPkW29vsNsSyUxSrYfWVmWceD3yFKJ6zgI02JzyLaLZQiSPNSaQM62roPyqDoRxluqjO37u8w2F7m4fBnfPwBgc+s+W/a/y7PV/50oivjU4o/yTvIr9A4Cgn7I0vIiqqLhajTqJDM/BlsdhNDz7WVphpSS1+erfLr7GAFnNMpPSsmri+8A8Od45bGt/3FJKUWcpjr3Xffkjn3+QczgZAT0g5pSKcGxHWbqDfwgQsqEj109T6/XI0tiulGIaWvv0w9CYqlQBiNv8BRIyoztzV1mZ5a4eKmG32sBsLnRJQxClpeWiKKIhdUFwjCkt7dP4IcsLS8Nh743GnXSLCOJE4QBMhuxjRBYtvVY2TYKbA/i3Y9z/Y9LSimSRLMtDHE4rfEjhFtKcCyHaq1BL4iRMuGFq+fxez5pEo2x3QtCYilRhjhW/8KJMN4Li0us392kuVDltfubZLEepDNvVpjzf52ddsrV566yZfwWnqgTpxlLy8uYlsGm+c8BeMb4PM9vd3kr+CIzboPnzR8myzJc1+VzfYWwHt+hClGo0avkqFNUnbzQiVSK3+r9P/wb8nO8d2lzuHMvb11GSUW9dvxprbIsI0kSTNMEIXCOcW6LaNq2Sb3i0u3uYwhBkmR4DZdukvL2nbssr5yhknfL6EmdBcIwMSz72Pv8UWlhcZH1uxs0F6q88ebtIdvNWh3HctnZPuDqc1eHaX9xmrG0tIxpmZimPq+GZZKEEb1eF9MCy7Q0256LYTzmCYEHNQ2UrqliTMyleZIaPUoqbt66y8L8LPV6bci2lBIl1WgmomMozTLSNGcbgW0fw24U4LYszXavu4chDJIkxWt4dJOU63fusbyyipezLYShfwzjWGyfCON9+/YtNrfusb17l3D2W7ByY7B6dhGweObcWRrNKhLYvLdOvTGDJONgp8W3X/4JAIIgolar8a8v/G2iKObVpsNnfRPDfHyNbN3zrhPws1TfhFmWkWa6aa+9wvH6BINqcQ/qRT5qOrHHIdMw+N657wJgqTs/TNuVruR3rNf4TvnpY61PAfd+778ijkKkkkgFH/vzP/PI3/f7AXsHeqYky7SJ0z4qzbAcAyEzgiQhSFIwLS5cvkywpz1VkwzTcvBqNer16rH2+aPU7Tu32dxaZ3v3HpmyR2yfWwRl8cyVszSaNSSwcW+dRqOZs93mmWcvARCGEbV6jbnF2eGAHcd9vIZb53QzzG6BnO00zRc4zDZKx8UfmCHxBOE2TIPnn7s82lS+LSUlrbZPrXbMFSq4fWudOIqQKkMqePmlFx75634/YK81YjtJfWQqcRxFLOUY2+cvXybYa+tlkZiWfWy2T4Tx9nt95ufm6fcDKpUKe/v6BNzu3OVTn/0UcRqwtx+wsb6BEOD3+7xU/eukL17g2sbPAvCc+YPYVQspJTfVl/mM/wN6pu3HuJ8DSAdNG6kkr8649Du6wIysjrzwEeh5qtXEUP2Bhy6lotPtUq1WcY7zlP/Ax6B/m8LQA5qi491XWZqxf7ANSoIwiKKEN6+/iZtPkyUMA6UUWZrqmceVQkodsrJtC/9r/4Dd3Hh7z/4YFb/LxtY23fLY+tQAACAASURBVDDg7MoqYaawHBvXtjFMwWA4uWmZLCwtUqtVhvnPp0F+z2d+bo5+P8SxrBHbN+/yyc9+mjgN2dsP2dhYRwhBP/CZqc9x9vwZ9nb3AKi4lSHbaZLiVbzHXtN7GtuplPSDYPi3mGBb5WwLJobq5x66KrB9LA/2Ax9D/ts0RoXpjqE0y9g/2CmwHfPGjTdxHc22YRpIqZBZmqckF9i2LFr7e+we6JBvvVrHDkM2c7bPrKwQZgrbsXFtK6+5pNk2crartQruoHzsI+hEGO9ud5/1e5vMLywQhP1hla21ixc4ODhACEWaSSzLodvtUak0mZmfpba5z9c7+XyGS4og9InChLPO95CZWT4L9+OrQjfoqEyzjCzLsEyTT7RCft/VTZ0skwjTHBpl09QzgEupMNAj4sK8Uty1hXeoVDxevv8M3W4Pz3XhKQA+djzadTqWEdi6v821a68iTJMLayvcW79P99rnh+dYABhCj25Vg3OvY3nVqsv5syv4vvY4el/9SdzMYH23g1urYLseS806fb+vM4UKBiORsLy8zOrqMoZxemLe3c4B6/c2mF9YIBxj+yKt1oDtDMty6XZ6VLwmMwuzBGFIN2e7csYbsu04Tj4QTcBjZJspbBv5PLGg2bZM7ekP2NahFYU0dEdyFGq2pVJUKh5SSbpd/9Swvb25zbVr13K2V3O2/Qm2tW1nGB4dsO3lbOuWYq9zgJcZrO+2cWtVHLei2e77iB0DVMYgIpVKxdLKMqsry5iGmrJn03UijHfrIODcuYv0/Da9nk+j0QSg3khY37hH+6DD2TNniOOUtXNrzC3MEYcRb/q/yEvNvwHA7937BygpqVQqfMb7j0jTNJ915PHERweG+9WmwydaIVGa8vq8x6VOm8TQxZNeXbL5bC8jTjIMQxvuTEqSJMGyTBxjtC+fPXgep2eDCefXzj6WfTz+QR3/KzJVeHads+cW2N3boecHWIZzeII/QyHUoBLJoBLeyKgDSAWmZWEaAq/i0ax6VG2DoFAdWeVN+LNrZ7E8l6C3h3eK5nFsHfQ5d+7SYbabVdY37tLe73D27FniKGRtbY25+VniKKLb6TEzNwfA7Vt3UUpRqVRYWlrSbBsC23hMsf+B4U5TDMMgSlNQiiSJh/XHB5/JnG0m2DYK+zLoaDVNk7W1M49nH4+rD8B2loFn1zlzbpG9vR16fh/LsEcufV7REYMJthVKMsa2GmPbpVH1qNgGuh2jW+EDts+sncP2HPrHZPtEdCFfeuYCqYxJZcrC/DxR2CcK+9y9d4d+L6JRn6Xb9bn0zEWUkmxurPP7d/8+l43P83rv53m99/OcX1vjyrNXqVSrfL3389xIfkU3M9N0OOryw5RqGCRq1A++SJIm3BJf5uWDEKUgTTPSNOMTrZAsy8iydHgRkzThTxu6Y++0DFRTCra+8tPs7R+wt3/A5v0dgtyr8moOV6+eo9NtsbWzh2noUq1K6roMSunfUpLHxDOkkmR55oJQgjRJSZMUmWYszc7gWDpbwjINsiQDZaCUJIoCPZOLUCR+iyzsUnVMTlGaN5cuXzya7W7OdkezLZVkc3ODO7fvYjs27XaLdrul2b56hUqlSqvdIggDZKbZljnbH2q2srwoR5alJElClumHQ5FtwxB5lkuB7SQhjmP95VPCNgo2NrbY3z9gf/+A+/d3CHO2K1U7Z/sgZ9uaYFvploZUE2zn4SMFWZKSJSkyTVmca+JYtg6rmIIsScfYVkKhhCL1W2Rhj6pjHYvtE+F5d3oH7O3tYNsOYRhi5T2uvW4fy7BoztSpViu89/57mKaFicny6gqv977I+YtrgO5c6ezuYNk2SRBzxvh+lKtTnPSw0w++f1INCmMKojhGCslK/9/mTfsXkYYiCPQ+XAv/IS/WfgSlFI6t42T9fsBzXYmcaYKpRgb8RMA+fSeEgK3N+2T2XQBkBjMzTfYPDrj7e/8ZB+197m1sY5o2g3CnKq5STaz70MtBcFJgidyhMQwMy2Hx4hXUxhbJjXfZ3z+gIgdT2tlYJsRhRPUDZBF8VOp0B2zb42x3fCzDpjmbs33zPUzTxMRieWWFdrvN+QvnAW1UO7u7Q7ZT20aRs/0hB+soqfJrqNm2bZs4jkmSBKUU/cAHYGdnh5nmDAqdk6/QbEsp8byJAhEnmG0E3N+8n/en5Gw3mxwcHPD+rXc4aB+wPsa2GB3ZtAfkkWwbE2y7LF28jNrYJrn+Dvv7+3hyUBnSxjQhCcNjsX2KfJhSpUqVKjXQifC8ux2fZmOBdvcABfR8/bQ3XFheWSGK+mwY38PFxv9Kt9fBq3ooJVlZXUJmuvMqzTI8r4LjulxSn6dWreJ57uPpkFd6/VJJbMtGJpLr8S9jZiZBENBJdBxTNcHv+3iuh5RymG1yrWnz7SiyU1LKtNvtcevWe8Tv/20ADGFgWD9F8u7P0Wm1uHlrPc82II9DjRfDVGN/MXTN9Wudq52/RBn68zAI8GbnmF1Z4e6tdQxD4FguRqLjgno+UkW95p2q4fHdTi9nex/HtYZszzTqLK+uEIU+frfH7Nw83W4Xr+YilWRlZRmZx0TTTA7ZNk1Ls+26jyXbRAEyHbDtILOMfj/ANE2CMKDb6QAwPzc3xraRs52kKaCGIzFPkqb1V/Y6PW7depdE6nNrCANhScKgT6d1wM1b9xDCGHV4PmCdI7bVFLbzOKuAMAhxZ2eZGbJtYFsuZjLKpBJKUqtVTt/weCUz3IpHz+9pgD3ddDCESRj1sUybpeifEtsm1UqV+cUFXNfG8zzcik6tMQ1TxwCV5Fb/y3za+dH8pD56FbowivRNUdy3QdoTuoPmXPqXEUKQJLqcY9DvDyaBJk0SbvDLPMcPUqlUyJREZhmf6Spiz0S4BlkOjTAey2PlQ2p60zJJUnq9Pl1fT8PVqFfx3/j7yFRx69a9vDSAMWxFjh3JWB6wrpamBzOp4ceGNQJcSglKkaUJg9QpIQwMBKKQTeE6Fo16FSnl0KidBikpcSsGPd/HjpMC2wZh6GNZNoZpEqcB1WqF+YXFnG0Xt6KXNQ0jZ1vR7/vYjq3zq5V4ZAMehdHhFEs1CnllmUTKDGFMsJ0rSRLiJAGEZlvKvN6+RRwnCMMY5oefjDlGj2bb7wV084doo16j09ojyyS3bq0Px3GM2C4EBcXgP23YjfyTYShUgFGYO1ezLXO2B/wP2B5dO8+xc7bV8Bw+ik6E8Y6ShDhuYeSxUtfR1rDm1vO4Wo+FhXkCP2R1dY6l1cW8wyaj29FpZ47j4noeWSzp+z5RJcK2HSxTj17SnoE+W8YRhvO3ur/DX3G/a+y9LNN5QUIIHNvhteBLrKXfi2WZ9IOAKI6Jle6R7yQdkjSh5Rxwmy9z1f4CrVaLDec3aJgNPlX5UWJZ6I4+AZp6nylBnKTU63oarsvPnEUY8NY77+H7/fEHjxAjL5wB2qLQzzCIGere4qyQ/icMMcyLN00b27aIkxCIdWeOGkVSlcwY3ACnafZ4zXb7MNv1Ov1+qNleXCDwA1ZX53O2sylsu2Rxiu/3adTr2I6Daer+HCnlcGj4UU7BzZvrvPCxy2PvjbHtOOz3fBQS0zLph32iKMoNNnS7bZIkIarWkVmK63m0Wi1M06LRUNSqFWJ1CthmwLZuLT/zzFkMQ/HuO7fo+f54GYApbEsE5rAscTEerjsxBwZZ97WNs50kEdPYljnbCk7f7PG1Wo1up4PnVQgsGyMvz9LttbFMm4WlRcJQj3pSQhL4fUzTwnZser0eoGsJRFGEYZi4rqc7VQoZJoN842lSwL07dzH/eZt7f+kWa5cuDT8TApJUsu78T5xP/x2W+t9NN+7TDftgSMIoQBr6aalM/UR+V/4aaltxeVVi2za+73PV/qtEXjwc9DDnzDyx8/moStOMd9+9zo3f/gkMw9DTylVcouUvUK1VWVrURZQOWvtkieL86lnmGjOkeYtCQp7rKwshIYM09+KyLCXLUu0tK0kUhty8eRuZP8Bc1+bCTFPnD5smQbfF3p0QlfSQUntJbj7zjCH0gCvDEMNUtNOgWq1Kt9PF8zzdcTVku4NlWiwsLWm2pUQhCXw/Z9uh19PeoZQqZ9vAc91hh+Hgmajnaj3C21Vw7+5d3n/7DeoVk7VLF0efCUhTmae1KsIoJk5i+r4PQhFG4bCVM0iDi+OI7Z1tzp1dw7Jtet0urusSxTH9fs727AlgO8t4953rvHXjBsIQOdseMpGa7SXNdqu1T5oo1lbPMduYJVOZHlyWe9fjbJs6fCqzPKssyTNPMqIw4ubNO8Pwkes6nJ9p5GwbQ7ZlznaaJHhDtvXVMw3gGGyfCOOtlKTb67E0v4i5tMy5szo3VL33DgYQhj5RlJAleSqTzPCqepb4mSIoalAFTRHHMW8tNXjpIMBSBqZpTX0SKyDoB3zlf/l/cZp1/vT//BqLX1jBy5ushmFgWYqF7l8itpJhyqBSijiMSeIUUTWG6/L7fSzTpFavE4QBb0e/RBiFbFV+kwPpcMb4noljzxtnH7ClqYB3f1vHpusv/secWXm0vNpWp81OfIczX//f6Oy1CeIYKTfJpMRxfoLFuSatlvb8VpdXuXzlCtVKnes3btDutfIBUAaNRhPTsIbPRal0doQeqQRZEqGU1M3yNMtrR+gh10IIXNdltl5lL04gk1ipBKm9kDNLy/h7ekSiMEydupalp6q6nVKKbq/L0vwiXq3OuXP6+uzt7Wq2I58oismSjCSJyaTEqzpT2B7FleM4xjT1iEvTNLBMa7pfoiAIAt74k9dwmnXefvM6S8vLuNUR26ap8P1APxCHA6ogjiKSJEXkOQ1KiJxti1q9RhCG9Pt9wjDEcWziODoUr506+vJY5w7evvE2AHMzM6yuPhrb7Xabna07xN02nb0WQZwU2PZYmGvQOtCDaVaWV7kyZPsdzXY+wXOzMaNTYYdp3mLItpIKmcQ6ZTDTsxxlaZr3AWi2Pddlpl5jP04gy7DSDDHG9kF+HQZsZ8cKOZ0I43379m0Mw2T3YJe2tYF89/8AciMpdUefZZqkaUbFqzA/N4uqVhDCIuhrzxsFjusQhhE9v8eb5i9ib9hkzhdwLPuBxnF3d4/9vV0Mv01jfpGD3X3OnD8HQJKmmKbBGwt1Xj7wuWf9MzZ3N7FMQ1d5E4Ik1U3LXtxDCIFpWsSxvhGlUvR6PVbD72aT3xyWjP2D2teYnZ2ht3+Bz/Qk1cqjDYuVUpFm6XA03Hu//RPcfv89AKwbf4PK9/0qs83pno9Uio11nf6XvPEzzP2Zf0vDqRSWaSINAyRUPJelpSWuXHkWgJXVFV0NLZY6PpoKbMcljmJUQ4BhYObNzXffus5BexfDMHjh4x+jVq3nD6jck2E0iXCWZai4O/QcLQUySRFScWFtjdWlOW5s7wCQ5s3SLJPEWfJI5+okSLNtsHuwh9ntsLu3DQzY1jnCmu2UiucxPzeXs20S9LXnPcm2aZrYtoVXqegRkA9ge2dnXz8oCmyvXtBspznbwjCHnZAHrT0swxyyHac6JNjr6utkWjrGrWPekl6vR5KkKIR+iKAdmFlnhk6ng+O4VI7BdjZgO824fuM6t95/H9BFzP7Mt38HM0ewrZRiY/0eAEFrm7lmjV1fG0XLNMbYXl5a5sqVqwCsrK4O2ZZAmgoc1yGJkgLb2hu+8dbbQ7afH2ObQsd9fixZiox7DELbthLIJAOpuLB2jtWlea5v7+rroHS54zQ7Xn/OiTDetuPkXoSNQhBF+dNLt1t0vC/3MvQgkIw7N2+xuLRIHOsbOYljFpaW8DwXz7W5an4/15eaWD39NHtQtb/dN1tUl5YIdndJk4QwiIZhuyTL+ErN4KU9nzfDL7ESfDc3Oj9Fs9HAMEyiOEJV9cJbW/dxHAfH8VheXuH17i/g+3qI8+u9X+BK+AOoGe09fWb/eZqJnkiCY6Qt7x3s88abr3NmdYX+mz/Lxvo61byVkCQpX/mN/4DL3/n3mGk2WZxfBKDj9wnCgOC1v4cn9M24vDjDTdNidrapvQalSDOF6zg8c+kCr3zzv8bN928BsKQU9Uad/Z0WaZrh1erUGk3SOM7LDzDkNo1T+n6gO4uLqSYIlBjGsPSyaaanNkPw4vNX8WwXP4zAMlhenmV9/R79OBouq5v4x5sq6qOW7dj5cHIrZ1vzKvI+ANdzcrbNfBBIxp1bN1lcXCSO9X2g2V4csu26NrZljcr8TkuryNXvh+Nsh1FhAFmmB18p6Po94iSh2+7QbNQxTJMoChm4nVtbWznbLsvLK7Rbbc22ELQ7bRzHZTZvKZimHuMwM3O88Mn+/j5vvKXZbrd7bKzfGzo1aZLyB3/4Bzz/3PPMzDRZyNnu9voEUUB3dwtP6HN7bnGGIIO5IduSNAPXsXnm0nle+eZv4f33bwKwpCS1Ro2DnZZ+gNbq1BqNYfldIUSB7Yy+H2obpMYzrJi4DkmaUUWz/fHnr+LZTs62yfLyHPfW7xEU2M7SLGf70c/XiTDeIj9wKTPMwgEoKXEdWx9c3qTY2t5meWUZEGzv7OLktRccx+b+xjr1ZgOZplyrCsx+HyHcYf3noyZKmLlax7ppUZudQ0UJlm0POxMEYN//H3jPMDgTfjc3sl/FNE3SNMEwbNI0Jcjj2F4eSjBNg36/T6VSod8PSNOUvb1dWPonvBj9Nb3eD1gfudvpYt76Ev5uhfub93Fse/j0V0Kwt9cm+5f/CZWKS7U5i+14CJlQdwTLzRqepztqHMvEMEyk1KGoRAmazQbPnF9FCD3sedB3MkQ0b7rbjkcSJ8RxhG17umlc7HE3hYZbGKPO+WEf1iSdgjNnVzhzZpH27h7tTg+hFEoIltfWqDQXAJidreG3dnE8BzmodHcKJIQBSsf9LdsiG1yrqWxvsbyyBBia7bxz07Ed7m+uU2809SjIMESaJo6r2VZwZCjJtiwsR7PNJNsC+kGgJ71I0zz0oVsBhmmRpilJPAoDaLbNEdtBnzRJ2dvdZWFphWDwYPqAYa1Op4dMJO2DNpubm7i2PaoUKAT7ex3efON1qhWPSnMW23ExZFpgWzsxjmUQhZJMZjnb0Gw2uHT+TIHtwbC7fP1Kj5y0HWfItmPn2TlDtlXOtpl3ZjIa3Tq64oXfgtVzmu3W7h6dTo88nYXlc+eoNOcBmJut47d2cDyH46B9Iox3kiSYhkGWpTqelwftVaoQhkESh3l6nh5WPTs7T7fbw++0SGztSYahQbM5Q68XEEURn+vEVKo1pCmJswjXPbrptry8iKkgc23YD1hYXBgaRM9x+KT5I+zs7PBW8iXiKEIAvW4Py7YQwPzBVwCwHRfPq5JlKQf7u4TVKlEUYtsOaZpxSX0fdl6hTAihZyw5xqN26yv/NdH+Hs1mg/WNDTzPRWaSKNFXvNsPmG3W8BwbmUq27m3QaNR48fJZatUKCDEsNJRkKZvbO1TWdzAtm7lmg+WlWfp9H9Ny8vz53NAM0/wErusRJjGO4+liEGo8r9u2bTy3NsqAUKOH4IDxYjJCN4wwDcnd927h2DYVx6VaqdELQlbOn2F7S1fWy7IMBYRBxMTdcqJVZFvm4Q8Alcqc7XiYepomWc62j99tDVP2QjOk0Zih5wdEYUiz3sSr6nMcxw9me2V5gXduQOzaqP2AhYVxts3ZWbZ3dgiDgDgKEQJ6vS6WZY+lyTmOi1epkKUZB/t7mu1wwLYOvwxGFeuW7kNKxU5oY2MTv9+h2WyysbFBxfPIsmzIdq/fZ7ZZx3NsslSydW+d5hjbxrByYZJlbG7vsL/fydmus7Q0S9DvYVhuHpoYsS3QDxzPdQmTBMcxIMuG/VED2baD51Zzto0xjocvh7wrelGIYSjuTWX77JDtNEuHbB+H7BNhvLM0Q5mD2Tp07QuANIlJ8vxWpZQu8ygVnmczt3CBO7dHKVJB2CeMQmZmZ+nc7Y5dIKkgjGJu/+7fzbcoC2AJXn35P+S9511W/9VtVs+coVKvDqv/ea6DbZlYlkXf75EkMWHYJwpDXKlvGl3fQe+v47qEgb4JojDKC/dYCAS3+HW8UHsH4dJf49+UajhM91EUxwl+r8f8/ALubov99sEwZRJgfrZBJffWFPDC1fOsLczgOBbSsBBCsZnHkHcPurhrr/DMlefZb/VwPQuByfkLz3Dx0jM4jjuK5+UapPxlUo1qxuRu9WBJ09LlMQcznw8GTo88HDkMmxhKooTB5edfYO/OJnEWoxAEXZ9MyLxjU6/ZyNO2Wp3gVJWETdMMZeq8eMsosp2Q5INjlALbMnO2HeYW5jXb+XkKAp8oCjTb7U4+g84gzUyz/d577wKgkGMOgUKQ+D5Bp6vZbozYdl0H2zaxLYu+3yVJEsIgZzsf73CY7QAhBFEYjtgWgixV+Pm4ANe1aTbyyoOPqDiOdfnc+QWc3Rb77X1kpoad23OzDTzHHg4He+HqBc4vzOA4JtKwEUKykbO9d9CjMbfM5Stnc7ZtBBbnL5wbsj2ZzjhI3MukJEmzUYZJYTnTEkO2dbqxKvwwFhI0lEIKg2efe47dO5skWZKz3S+wnZeEFQIhDA46Pt4xSsKenm77UqVKlSo11InwvA3TIEtTlCFIU51rCrqDIYmTPL6ki/BESczdWzd54aWXOX9+TXeqAJubEX2/B1nG3Mws1VqdO+LXec76QUzLYnt3n2uvvpFvMa8Qlns91ms/ykuLfxG1FkJ1g36/T62mZ7R4vf9FjNvfxuzsDEpJHNsmjhPSNEEpqFQq9IapRIrA94cpP1IphNBDv2u1OlGoQzoA9QvXsbLPHXlO/CCkkns/SqlhGtbKyiqu4+AHEVu7XVzb5Oyyzln1HJs4SVAqxXFrCAGeo2cT2m0dsLXbJki0l/DSpz6Hf/4i8df/iFq9yqXLV1lYXCAKEz370GD0I+SdyaP800q1CgiEYeQO4Kh5GYYhPb+blw3VVdgGPvtgRJ/MR5lW6lXm11aZWV7g7s27OI5FdXYOx7axPYdqpcqu1KmCGYo01UXyr77w8jEJ++hkmgZpmmEa+SCxnJVxtoXu/E5i7t6+yQsvvsT58+eGrGzeD3O2JXMzc1RrNVQmsVwL07LY2dnn2quv51scsK07jC3bpuLVsOqKTprS7/ep5mx3Ol3W1+8xO5Oz7eiiVJptRaVaoTdIeFEyZzstsC0Ig3DEdqzvxQtraw8c5t3vh3jeJNuClZUVPMehH4RDts8M2XZIkgSpUhyvijFk28rZbtHPk5Be/tRnERjc39igXq9x8fIVFods6z61rMC2MZVtkWdHjVqNOtunq0cXK5mzPfDQ81/5ejXbK8wsL3Ln5l1cx6I6O4ttOzhDtvOQIDq7RgiTqy+89MhsnQjjrZTUtW9NAxQ6bxh0KlqeLigAJQ0SmXBw0OLgYIssU/j5IB3T0MNOL16+QtiP2Z/9F3ws/SHdaQZ0uh3SPA3HNAy0TdE1DCzbwa5USU1BnKbs7u3S9XX8bifc4d31/4Y/3/gvcR1Xd9Z4FaKoj4kiTka991JJfL+H7biYhoFlmkRxhm3ZJHFEmiY0GnrU4id3LqPmjs7xrrjucCToH1ctvsnPiJOEuWaVJIkxDYVjWZxdnqVa0fsaxzFRFFKt1tHz4gnCNOX27XUwXa58/NPD2VkcR8cq5+b/P/beNEbSJL3v+0XEe+dRlXV2V09fc+4ce3KWe5AUjV3S2qVMSrJFwxKWhyHRhGhYtiD5o2DAgG3Cpv3Bgj9IFmTQgCFZNChAoCiIWt7ce3au3e7Z5dw93XVXVt7vGRH+EJFvVffOmLPGrtQD7PthzuysrMxfxhvxPP///1njsSSh0+0xHk+wGrJuSuzr9O73WpJJa9TQxhBIBQRnUkA4+2ch239vvwDt6dKXQqQkCCVhqHj0g0+g68rZ562hqmuUkm12jYoUWRq9ozv2fr2sNQSB8mqSe9kWWGM82+oc24eebadUUtINRnBsu5FoQPsej6dTmuX7JIVnW7RsR0lGvWT7+IR45vJKZvMFt968Re+pJ4njpG1EOrad3HVZNjDWerajc2w3ju26ommqNqt8eQN5J7aT5IztPK9Ikvgc2yVKQhQEXNxapZOelW+KMnds4wae3Mv2cct2TL7IWVtbI2rZnnq2GyJfp1/+Xu6D4i62nTxQeH6F/yz9Y5fuSmvOmr/27scIKVq2H/vgk+i6dDdpa6jqCqWEd7hCGgWkafxdD3m+LxbvKEqoqwpjLHGckGm3M6gq5/BqdNNqLY21zPOSl//0VcaTaWsi2NxcJ89zXnjhGYyBD5xKXpZfczGbSnJw54BlzrkQvmTodcdWN1TH/5yvve+XePrWK3zrX/9dRn4WnRSC8n1rvFT8Q4y1VHVFUeQ0PjKzXjScrLoddO/wi949KLC+6eoahD7oXol2dzIejxmsDhACpvM53azTgr68yRwd+Tvzg0ccnWxzenJEU2W8+eZtLLC51iVJgvb0UZYlWbdLGMY0dUNd1by1PyTpbTDYWCPrdDk8PPRvggNMKEGeF0RxgpTqrNYnzlQDrUUdZ2+fjcftY5LNNdd9bxtbCWnSPdMPntd4e3PTmTTWeCWKAdMQJxEyCFFBQNfv3JZACyH9KK73TrMSzrNtSJKMKFreaMt72LYYC/NFwcsvv8p4PEF4N+bm1jm2raXX6yKl23UqJblzZ/8d2Aara6pyQl3VBErxjRs3GLdsQ5amzGZjjF9UijynqRushXpRe0kc1HXZOmO/g+26QQZnbI/Gk5bt2WxOp3PG9jK74/DQsd3rr3B8cszpySF11eHWObbTJKTwbFee7ahlu+HW/olne0Da6aJ9zfs824u8IIpTpFQ0/sR3N9v4v7t87ul4jLvpWNLNdd/PMf6zjFu2Rbuwu/fbiuXMgHObmJbt2g2LDtxJqeN3+qoNsZK+F/TdsX1fLN5aN8RxTNPUIM+yR6yxGK2xjaHGznneKQAAIABJREFUYJXbwezu77EoV5FCto2Vw6Mh89ncuZVMg3x95rvgruQSRRG9jmsGLEPVl5cQAkxDY59Fzb5MZSH2ATPWGPK84ObNmxjjmkfL16d9Xspg+AwApdYEKvDSRBfkXpQ5SZyilGI+X9Cd/Lh7vRd3eVBeB+DrqeWxw12Gz/8qgQowWrN7e4/d/X0ATv7Sz6Gf+wOnw046JFmfoK6YT0sCqVjf2gKgrmoms4Uzf2hNow1bFy6Qpt02EGv5BayriuloyGJ6jBSSsnRZ02HgJoeUVd3u8Nobp7GEYcjm5npbUhEsc2Pc8169fo2rPOIX/AZj67OFxNdO7LndnLO8B8g4omoq+nGXZ595hjiNefLJD5zLiggxpBh7NpbqvXA5tv1OT5zdjKwP2HJs63Ns77MoV5BCEceOwcPDk7vY1n7IiFLudBVGEd3Omazt7LPxdmDTYHWNCqDK50RLNZcx5HnOzZsvYYz1bLu4peVNfLl4uzFoQbujdmwXJHGCChzb8bG7KazsXEBcvwZAWSyYzcccHB24P68Nd27vsbe/B8C1a9cQVtNoS5R0SLIeQVMzm5QESp5ju2Iyy7HWerY1Wxcu3sX2smRRVyXT8RBha5SQFGVBeI7tqqrdtHlozWXGuBLT5uaGG7zAGdvLleLK9WtcIfKLeYOxTVtaOWN8+b65E5WQChnHVE1JL+7y7DNfI06Td2B79t5zWEopiKKAxWKObjTKS36CQIHRhKErcxhrSOLY6VNnC4w19PuuDLG5vsWPlatURYmua4JrW8zynJPTE8AipHJdZn8VhbujW598tzwAKSkJlaLW7kN1WSTOFyhwP78sS6xXrEjpBpW6J3MLujsOufq9kBIdaIIgIM1SklP34d565RW+NbiAAj596/9gf3+Xg6Mh80VOHIacnk7aL9CDn/9NVq/tcDwuKKqK2XzWHtk2Ntd44klXJ7v9+mtMxq9hpHIyq6py/QTjAnOKfEboTTrFeJd64wGqokDKLnVVedmX4Q9GTzDod/nY5RcAmE0ndLpd91xao02NlO55pZIIKdqbQpKGzKc5VV2QJImvD/q9u7l7d3LWyRfc/MZNposJH//Yx7l9ex+L4X2PP96qiSyS2oQYQSslfS9cju2Q+WKBCiOU3yIHQQDGeLYtxlrPtmAxy+9me2OTSxcuURUFum4I45BpUXAyPPY/QzrpJgDWz5J0J5w2+Q53Ew6VotLLkoX7Dvh95Dm27VmP6R3Zrs/YVoo0TQn9rvrWy69wHKdIYGMlY39/l8OjU892wOnpFO15OT0+5vq1HU7GLuRtOp9jrcZiWd9Y48knXX/j9uuvMR6/hpEuO6es6nNsW8q72N6jWhT+ZunYjnwZ8JVnvs7qSo/L/nnPs220pjF+3JtnW0rR3hSSNGI+XVDVBanPqml32sarrtqd95IAx/ZkMeYTH/sEd27vY7E8/vjZVHrHdvBds31fLN5GG0ajEYEKUFKyH7s3Nhv+Icp/eZV0wUROPB9hpVtQP3jkFtloNOHmrbcI44wwzRB1Q5Y4raq21jU4vBPx+PgYqfxybN3xcanOdPXa8zsPuPzaFMSc3Uf7GKsR0rmtlD+2Lg03umkQGKR0uyitG6xxx9zBYECaprzidzITDfpwTBAK4iggDBSDlRWGwwmj0ZQsTan9eCYhXQNxOpmyKJ0pSEmFEk4DPzxyO/TpeITw4GmjWSxKt0MTNbqao0XJ5UvOGEAcMRyOuLV/zJXLfZLU6YYNEJ6MSGWD7PrfyzTuhrmYMRweY6wG39BM08TNMPTH0CJftPGiTaM4WjyFGf8OavAZBuEzBEHULvTLZp0xDaenE2b5guPDIQjFlSsPAkG7E6mKnDI/JUkD8nzKuxdU/bu9jNaMRiNCz3blF8OqLO9h2+XxRGGIle6W1cucA9fWmpde/AZhnBKmHfBsSwTaSy8T70Q8OT72k8ndrtlHzOBbxdhzjWhr3Wfb5IY4Dl1ZSjqXrGNbIXzomm5qf0qS59g29Ho9BmsD0iTlpmd7qgUDz/alzT5RELC60r+HbX/jkBIpXPN0UWqKPEdJiRKCpirvYltK99qN0czzwrNdebYrHrjkDF3EEW/c+ibzSnP58grdtIMxGoM4Yzu4l+0pJ57tZbM+SdO72M7zhcsxMYa6qTk6OMAa169bXVt1eejLU4/wenejOT0dM8sXHB2eYIXi8pVrQNA+b1UszrE9e9ds3ReLd13XCKlcY0ZK+kdfAUAvR5hZX8PSuGEIwJXXpggpyR7eBqApG5LVNWoDtVCEWcq8nNOUBda70SY+WN4Kw/94+ef4r2/9OtoopPRdbyn4tes/D8byX776j92LE04iIYUrGVjrrKzGWvKi4GT1aXqLr7qHLiNOff0qTVOKwlnt66ZhZ22NcmlbVIrVXspT3/46etPtlAIlUVj6nQ6dLMGcbUydbryqoAGwdLIOk9NjqqKk9jZbl6R4lgEipKCTSDqZIgzWsAhGEweHDGtEusXpyn/ATv0isuMUD71+xsGJZJrXvM87R8tS8+ILN7hx81XG0zntrk4IjHWpdMtF1lrD1koXrGBal+RijcY8jpy9xWH9KiqIWFt1CoLFfMbmRp+m1mht+dBHnsZojQpC4iQgz+ftTkYFgo1BCkjGwyMG33MKvz9XXTeebcfysgnsWFEIaz3bzsdg4Oyz8yOxmrImWV2jMmCFJMp6LMo5dVmCkoRx0k6at8K4k5GQnm03xEJJF09Q19W5m6fxbEMYBljbeLYhL4q7TklnbNu72fa/487O+lkkrFKs9jLqaobWFWAJlURh6Hcyz7bfoXr7eVXVVM0CsGRZh+npsdOS+zp6FDm3pbO6u5manUTQyQKCYB0QjFu2KySK7OiE5kKN7NCy/bJVTIqGXst2wwsv3ODmzVcZT92f/0628f99ybbkdl2Sz4f+tUgOj05QQdiync/nbGysuHmtGs+2uYvt5XsQBZL1lu3Dd83WfbF4L/MqlsKbtnHX1CADFAJlBd1Op12c3JHG2dABkizl6M1TtLYIXIZ3lgaESiAFaDSlX+T+5+u/wHQ6Zjaf08m6/E9XfgEpBB/TLzkpFPBrV38eAKEMTSMw2lJPG36m/r9a+Jumpqqr1nghhXUlH2uoqoqj5HOs6l93rsMkZW9vD8Sme15g9+Bf8ugkwAw01mhCBY89cp3pbEEcBxycuptNt9NldbCGtW+x2u+jm9rV3ZcNwKXsqXE2bI2bcCIErAz6aA1/+OAvcXA45MU3XErbbDZDqhv8uell0rWYbjejLGuKomKkNUejki+89m0AiiKnqiVFmWB1ztIN3xgLVqH12XGxbgxq41eIin/EaVMjoxA5+zyi/xPksxLQpN52HFg4GZ7SyTKapuHGi89xaecCeZ7z/HPPsbbWa2FQSnI6nBGnMWmn9z1n8Pt13cu2FEt2GpDWsy3Psa1phDP1zH0wVZJlnm1zD9tud+fYLvwPtC5CQSk6Wc+7eKHRFY0OOZdATZQImlphjGUyndG0C7sri1RSohuvDBLWlXysc3VWVYVAEgYhSZqyt7/rsmtwFfGD3Vt0Q4NpNjFGEyrBY488yGS+IIkCDk7dzabb6TIYrGHtbVb7/XZK/bLX3cpVG402GoNslSIrgxW0hsm8Yv9wyDe+4dmezwiRPGoNWRrT7XYoy4qiqDjVDUenJbMvucfmeUFdC8/2AoR7hxoDWPkdbA8uDMhnC06bCilCFzwlIJ8VOLbd5xBYwXA4pJtl6KbhxovPs7NzgSLPeeG551hf67YbHsf2/Ltm+75YvM/qSxKM4aj/YQB6+RcJlXOehaHXMDeaOIkIw8C51/xz5GVBOTomqJ1e0gB5L4N+hjCC/+GBv4bBd5vLnMWi4L8Z/Cz9lR5h7TTVWlum04Xf5TrRaBQGPljdQf4b5q/wF5t/glTKlQe0ae+gxmhstdypy7bBN51O6fVX3JQSr909TVepizfBKKRvZMVxSCgDinyB1Q3K5/0+cGkHhGRjbY21jQ2Ojk+QQhBKyerKCndOXc1bjv8V2hosio31dXZ/8r/lt7spu/uH7H/xGabTKT98+w0ArJX83pblmbxkZ++YN26fUk5nrMYFlehSBStMCweSFCFhmiCjCooJ+KMu9kwK2EoFkYhAMm7+GkL8Y/TkC0TJGjb/Iqs9p6qwhavVbj3yv/LGq79KJ3OjzSbzBcb6fIm6BCHahpIUkpvfeoP1C+t8+Mn3yr6bNlDN7YANbWicEIRqWfcOqeoK2xjiJEKEwu/QvXa+Os+2PMd2B2EMtS7PhfhbFgsfrCYUYSjP2J7NcYOGl2y7nbmUEqMtWrsTm2Pb51r7L5gxBluVLdsCRZJ4tlf6zurvS0LKOk10NwiQwskXozhybBfze9i+iBWK9bUBaxubHB8fo6QglIrVlT533joAQOrasy3Y2Nhg+8I2u3tjx/b+EdPphNDX/bOsz2Q65etlid074fXbI8rZlNWooJqPqII+k9zJGpWICO5iW9zDtntP3V81IliqnxTapERJF6sLVntuEtSS7Yce/zgvv3qLLEuQSvpaviFo2ZZt81oKyY1vvcHGxTU+/MS7Z/u+WLyzLHO1QE/KUt2gpKQxGonECld3S2LXKFjmGLRjxRDYMEAkIUoI5vOCrnINo//u4l9FF0WrGa6rGl272tVoNGWl36UoSvJOwWg89TGp+Mc2BIFyPxfhOt2NRhrrdwbn5Eba1cLma38dqRQhFmM0GxsbJGlMr9/HfsHVnLfGE555qsLYrN0L1U1DlIasrPZoqoYPPOUiWb/42A/xoWf/DVVVczIcMp1N2Fjt8vCjj2CUpJu59LZC/RRR/VscfvZXuTOdcvLa68wXC4q8AAQPfuG/p7z6VwHoZgOknFFby7Mv3CJMt3l8y/DkVs3XZ4L9JsBYZ7UPZU0oGrphjVZOOmWxGLF85bJ9D5QQTE/+PsZoiqpCa0uiIoyuUbJygUDSz41TIVGQIlWADAKMscwXC8IwdItB3bSnislkTm0VQZS1mcnvhavTsu1AWZqdjJeuSYRnu3ENy7dju7mX7bxlu6jKdtweeLab82x3KPKKpoa8yH0yJ/6xkiCQblCEkGjtVCzSN5a/k21NoKRjO1Ce7XWSJKHb77Ppk/5m4wnjYo6xQXtbb5qaKA3pr/RpqrpluyoW5PNT6qrm5HTIZDZlY7XDw48+jFWSbs+9X+ViShxrdh64wnQ64dXXXmM+X3jhgWQyGTNYd6fabjZAzitqW/DsC2+2bD+11XCwK9hvQox173EolWe7QSt3c3Bsn/XBzrN95+DYs12jtSFRGUY359j2S6oKiYIEdY7t2SInDEMKqXw4lmN7PJnTWEUQdtp46Xdz/cAe/4PrB9cPrh9c78Hrvth5I1wHW3oX2k5x0/33lQHlfE6slBfru/S1a2+UVFHgu8SuxhQnEduXLtBf6bo7/+4hVgiee/+v0BwcU1ZVm9JmlkdSa2mqhul07upcUe0H3Jq2E2y0a6j+vcWQX1u7TF01Z64q6RLBGj/hHKsZ9X4RZQVN1aDjb1LVNauDgcvDzn6eOHXyu6IInERR1z6lDDY2N5lOpxRVzUqvg/BHy9WVHtZYZos5Ji+RWEz8ScriWTr9Pg/uvA7An978FtPpnOCf/OfEiwWDoqCvNWEYsLl5kWl3jTRx+tZFXpHPcwbhFpaQQIUooZkVlk/pP2JMTHrF1aaVKeikglfrY2S9IAwVvU4H6+uPeZ63u5OqbhBKo5QiqRuMsURJTSPdwFwrLdaXr2anJyzyKUVRIqSk8SH/wpsopE+nc5+DRcqAtdUNZtMFW99zCL9PlxBnbANJ6gxoSZp5tmUbFFXXbhABlbOe3832Nr2VLrPxlNHugXNnWmerLis39QacCUbgJr1Y0zCdLnDDNoJ2gMIZ24a6tmRpB4vwz3HWoGx0gzHLbp1L2TPLcC2vLHFs92gaTezdkEURIAuBbdkWbGxuMZ1OKauKfq+DFF4OHIacnOTn2AZb55TFgqzf56HrbmjCt29+i8n+McNv3mCxWJAXJVo3nu0djJEksWd7UZEvcoIwxhIRqAgpHduPXr/CBRuTpk6TrkxJJxW8Uh8h6gVRGLj+A650VeQ5S6V3XWuEapBKkdQ1xuDZNggrPdtuNz0/x7ZUbj0wxilZhHAzXu9le7C6zmyav2u07ovFu6wqN+0CN8fvTvI4AJvjZ90RxR8xpBBcfXUKiUsFM5wN7KyqijgMicKQIIzopinSWn5nOHGljtqNUQPXsVbCdeGNNRSFWzwbrTHagjXIwMHZaI3Wht6gTxjHaKP5f8Rf4T9qfgMpJVuT58DXweZ5jQoDorhHWc5pGsN4MmN0esps8NfphiH5zzwBwEtf/yp6UVMWk7YxEwSqdSSmWUaSuS96EIg2Q7wyhqs7m+i6wpg5mVyhGLnGZihCKu0amEIq0iRje3uLjbUBcdIjSSOsvQPAq6+8zvbGU3zk+X9O2FNcuTQGaXh5Che3B8xee523brvnXb/wACt2jW/vzdgfLtjaHHDx4atIJJPxlNf3X2JjY8V/lg1xIMmrivl8ThSFRAq2L19EAkeHR+zvuoknN3/kK/yF3kVWeyvcNvu+gWMJo5ArFzfc8dXfFYqq5sq1K2xtbzMb3vm+cPj9uMqqbtmW1pDnrgmppPRsV55t6TYVgXJGG4yTAbKUx4bEYUQRhvTSFGnxmnvtFA1Lu3dr7XY17KLwtfDIj+46z7ZPz+t2+xR1ifaLi22cmiOMlJOiAPM8d7Nhky5lsaBpDIt8zuh0hFKKbqfL5ctuTNnRwS20dgmFywz4IFAss8fTLCPN3EJb5PM2Q7wylquXNmhmI0w9oyP7d7Fda2euc2ynnu21lu0lK6+98jqhyJBIAjnn6qUxVmpenloubg+YvvY6tzzbGxcusWLX+NO9OXvDnG3PtsBJc9+4i21NHEiKqmY+XxBFIaGybF2+iBKCo4PDlu20c4dLV6+x2lvlLb3fNieju9h2L7ioai5fu8z29jbT4e67Zuu+WLxng7/hYywt8FL735u64fLrM5+hIQm8Gd40GhW5rvuy/mmNpJMkhEHYalRtXVN6G7vVTi4FoHA1qDYY3zcmrKXVZi913sLnTxivILHWUJYNTVCjVMBR/8OsnX4dcNG2i/kcoTpYo1G8HyG+xm35s8T7+2yur+ONm2Rph2hlh8WtIUbPsRYODk5YWV1hPJmze2efWe4aQB+czjny9fooCEnikNXeq5RllyhK6Ky4Oro4Hrkmk3E3qwsXLvDJH/k4s+mM2emY/b07CK8BjiNLJ4nY+9RnufalP+TZvZJsZQMRxmyk24huwUrPjcvqr/ZIw4gs66OGc2djl6G3DitQCY31w1SjjCBKmecTrErQKIwIUXHHGXvklEnpPodSRWxf2CIMzwaxSiGpG83pdMblB8+kaioIOdm7Q38lpO+/+O+FS/mQL+cfOHPPNXVNY7QfUBs5DbXRnm2FENKprViynRIEAUqFnu2G0vNojCVYSjWDwPNrWzXS0v2nG7ezX/Z+lmxb49k2xuWVhAqlAm9l9w7LRjPXc0TQwVrdql6m0xlVU7FxD9tpb4Px8T5Gu5yTg4Nj+qsrjCcLdu8cMMvdaePh61do9FIyFxBHEdtXr1GWJVGUvg3bLtPfsf0JptMps9MJe3u3W317HFlkEjHIYk5yy7N7BdnKpmd7y7O9A0BvtUcaxp7tmWc78O+ZApXS+Pq4jDJUlDDPpy3bVoQEcRcpBVpOGZc+rkNFXLiwRRi60K1l7KtuNMPplAcepHXyBEHAcG+Xg5WIle+C7fti8c4XOSAIQ0WUCNLMqRyeHEaojW2sMSRxQpnnVKdD1xFeOvyWzS/cbiZNYhoVcNJoaiBQivlijjGaoO0Uu12P03Y7h5tbvJd39nNNCukaPE64b7HGHTeN0K4r3xiXdofvyFtoqtzNsAPCAPYPDsjSlOl0ymrfGS+yNKUzWOG19z/Ik8N/hgpDprOCsrFYrbm2c4HR1H1587zmdJyz0l9l+8IOWTehk0akVcVw1vDsS88DUFdjVBBgaoMKFAdHhzzzxS8xmy/YPTxABQFrPhir38mIwog6iemuX2Q0qQnCjLpxkQRhINnoZmcfknBaWUmFEu49Wp5SIuXcp+5NgCRKUKuSo5MTsiimk6Tn/PGWwGeOrw7WMKPTszKUD9NqtGFWNuzu7RHgSzcCJpMJw2HE+973oe8NeP8WrsUiR3i2007Ysg1uHqQ1hjhOqPKc6vTEKXlats++nkoKz3bOsNHUWIIgZJ4vnBTvHNuVdg5FKaQrn0CbNLiULYKTqFn3h1xz0p8AtaZVUy2bm8YYX9o6z3bo2M5SppMpqyvud8uyjH6/hy1nnI5GBGHEdFZSNiPQmuvfwfaClf4KWxcu0ekmdM+x/XXPdlONPNvWs31wD9uKgQ/G6nfSM7azVUaTxrHt1TRhINhYhnvh9O9SSiQ1ShjPtvFsg1iq1AykUUqwKjk6GZJFEZ0k8zdId4O+i23dYIkRWF8qcWFU83dg+3QY8fh3wfZ9sXgvyxfaurtTELmXFaUpUkjCKCZQgQvMwVJbgzIu7Ws5GcZaw3Q6I8lSGh9+tMw2UVKihbck40otwTLfAbcTaceSCWd1Fa1LzUFf1TWNatqj5W/Yn+U/bn6T9cmzHK3+EACluk4oBNa6uNhaPM+w83PIyRRdNwRKoJQT8ddU3swjqGqLrXPWV7ssSktpNVGnw1rsfrc33nyNuq7Jsh7jyQStcyK1gq4b9g8OOfIutIsXtjHGjbASQjEcHhOnEUVeUmvNyuqgtZsjJSIICFXIF/YuslK8iJhrbNCh0aCrBf2Oc6z9/qOf4OM3v+xkX3FMEMatFTgIJSpwX2SA+XiIDgOiNMNag5LC3wAN1ro5jbEPnA+S5K7UufPOP2thc2OLO286qVgSKxABSvVaNdJ74rIuzEvew7ZUEUIIoihGqRBd155t7dl29WD3HI7tNMto/PzEpnFBXkrcw7Yx7iTTnP3su9i2tv335ZCTuqn9cA3dblJ0ownDCNMsZbCWQJ2xvazfTqdTdFMTqJVWSVMv1eRCUNeWql6wttpjURpK2xB1spbt1998napuyDo9JtMJxrPd1DX7h0ccn2NbG41UIUJIhsMT4jQkz5VnexV5L9tBSF7VjE5Gnu3Ms52z4tke542LBxCCII4JwqQ1J6lAoQJBELgwsfl4SBMGRKk7fSg/lOEsgte2UbdJkrQnLctZptAymM2x7X63JA5AKKTqttLYd3PdF4t3FCvyvEQSuKk3/kg1Hh5ijaGfZmRrF9DaUOsGjCRNU156+u/w+Nf/F8DVvMfjCbEf99Uoia0NnU5Kp5Oxu7fb5gYoAqwSSOXAlkoSBCFRfEyn1/MWWB92Yy1BKPh7YQeFpdvvU1c1ZZ4jlSSNEzZnbncwn/0hi/X/jCsPXGV39w6i/iAWbykOFNZoOpn7cE8Pj+isKoI4pWwMTV3zzauf4/E3/hFhmFBc+ijzmSubhPFVdoDhaMzeV/4Fly9tcnioqRvN6voamz/8MwAcj8bIyQzz8p94iZZ0E719cysIw1ZeZK1FGEM+POWNN19lwQ4/vHVIvNZDSkleVIwnIwA+fuOLWD+PUqjE6Wn9Ttp9kc/qdyqUaJ1TzX1YlRDnJmI7wJeBV6fapddlWYqQko989GmEMZTVPh9/6ke4eGGdO28e+j+JDyWqODnZZeN7i+D37Yrfge26Gnm203Nsa892QhwnzlELlFXJeDxxPRAhaJTA1pZON6HTzdjd3W0XTqUC5xBUru8hpSQI3DzKIAzcdJplup61hIFgNJmglKTb71HXNWVetGznfqiv9DfhJdt17bTkLdv6brb7vR5BnFE2LlGzqU8RQUIQphRaMPfmuijtsnOpw/B0wt7eHpcvbXJw2FA3htW1NTYvuDr68WiM1BZdFl7OJ1EqRIjldzSi3QdYHNsnp7wxnAErNPmCeK2HkoKiLBlPXDJmmPax+HVWxQRR3HKNtd/BttEF8/kyefMssnjJZ6frTtba3M32hz/6Q0hjKOrzbB+0nDi2a05OdoFH3xVb98XiLX062ke/9Q8IopRvfPRTACzmc6qioMoLrm9edukM2jUuX/zw36IYnbYZCcbbZuu6JulkBFGIrhVSGqrakGYJdbVckF2mQhxFbvGWsk0ZTHxtsfQDIQIpCZSk03EurWamkaFCNQH/IvwcP9VbJz3+39vnlVISJQkG4Y+c3rSDYDKe8fKrrwKwurpGqY+wSH7/yi/w4W/8fb71yps8ePH97E3mHP7xV9nxS+1LdYkII2bTBZfW1ui+/6coq4LVJOXhhx/i+RtuyMTBcMRiuiDZ+Qjm1S8ghGD/4IS8KDHa8DtvrPOZK85EcDqeMFkUzOYTJuNTymrEl8xlfmIrwDS136W5fsLNj3+ax7/8ezRGUpqEykR+J+2Omxsba2eLh4AkCFjMS3Z2dlDGL97+yyCE4MinJc5HQxeHaSRlVXL9ocvceuUWlobtCwOGJ8M2HrejQiywWCwYH995zyzeUklnyPHuRNO4xXsxn1MWOVWecm3zssvZ8WxLFTA9PUUsNeGe7aquSVu2S6RwEcVpllDXy2Q9VzqJkxihzrHdNCRpRhCo9qYQSEWghGO7crtvGQTIMCAIIxpzPr7Xsx2/HduSyWTGy694tgfrlBqsFZyOp4Dh6PCI69euMhzPOXpz/+3ZvnSB7soGRVWw2st45KGHeG7J9olnOwraQRD7B8cURYXRmuls1taLT8cTNytyPmEynlJWY5L1BwiC72Q7SyLmRUNjBKVJqE3kF2+3sVvfGKCUV8YISALFYl6xs3PxHNvWs03L9vpaH3npItYIqqriwYeucOuVW2B1y/Yyz1up6Bzb77GGpTWAddKc53/oR5DeAdY0mqZxtt7Z5ARdloCgLAuGh4d8Si7gAAAgAElEQVREkaLSvqnjDRBSuhyTNE3QRQ5WYnRNVdRtklkYRFhcEFAYhtSlS/8THfdG50XehqvnuiaQiqIoKQqX5R2nMXHm7My/Nyv48a2PAWB6DxP7nY+rfxuCIEJrTV01HP7WP2Ww6upyP/7TP8Qfl4pQXHONp6ufZPrmguBqTNgLKcqSPW/WsLMFRluiJKZz9cepGksUp0RRzHB0Su4zjy2WOIvPJoVYsNKSdhLiccT0ZNyWKYIgZFrmfmqOxVqN1SWBil3GojGUSy+MCnBPJjBasDQuOKlaw+loRNfXx+u6wTSaRtfIqsSgeO4j/x4//sbzuBB90WaxNL5UMJ6M2bm4RRQotGm4/MAOoXIN66WRQUpBGAasra+5Gvp75Dpj26AC08pV66ZBNxWNjphPhug2k71geHRIFCqs/3qesS2J4og0TR3buAClqqzRvukXhm4hqOqK0IbUumyDzaqyJM91WzrLm4ZASc91SVEWxElMkmW+9yOJfDNZdFO3q8e+Dds108Uc6U+2/YHk+GSEDBRlWRMlKdPJgjCKCHsBRVmx65/XzvKW7aybUTUQJxlxFHMyOiWvnHTuLrbLJdt4tmOmkwmrfkKQOs82YEzt2XbhXEZbSl8OcmzXnm3XXFzel7QPFet4tpuW7aplW0rlIgh8XbvyMQVNXWOsZTSZcPHiFlEgPdsXCZWTHS6Vco7tkPXvku37YvF2l221qmf15rMaUV7USG1Yji5zeirTRlYuR3dFcUwUhkRx5LTRkzlWOBAbr6eV0uUxhLghwVVVUVcVVVqRL+a+UeM+XKeb9c+/dFhWDd1+yqe6KZ8fjvnDyYMAXL50gQ9r6+IyhVOG9LOEyaLASkn3J/8yzZf+NQC/Zx6hmj2P4Y9p6pr5vObKA09g5FvM504fOvYLbTFfYJqGQb/P/t4hDz8ycDnhEt4ajlm55qRMdRJwOpuQqJDGf9HSNKHb7TJ55L/ix+YLxFv/AIB+f4UgDFnr91n0VvjkpTvIZA9pekipiOOMQd89b+8Lv9OqFJb1wdZ55/9h4o+hURjRzXoEnT7jRU5RVzz9/B/BSt/JNZuG2EfzlkIikEzGEy5ffgApAjrdjAs72+R5jtZVG5ofxe4mO5tNiS+vfe+w+7dyObbjmLbebK0zFDu2q3Nst6EelM3dbMdxTBhGhHGENTCbLLDCRRMvlSlSBiRZRmhdNGxV19TVnCiKqRunu16eMrXxbPvFXWtNXTd0+wOs0RjdsCzBPvTQQwxHLiO/ZTtNmOQFVjh1yjLj53R4im4MBuFUNbrhygPbGKFYzGfvyPbB3iEPPbrqNkjScvt0xMpV3yOKQ0ZLtvPCsx3T7fbo93pM5vNWCrza7zGcjlnr92lqi4gVMoyQxqJkQBynrPbd887nxduwfdbkBZj6QLsoDOlkPTqdPpNFTlHn9DtdsJa6rtGNbtlWwqtxxmOuXH4AIQKybsbFnS3yvPBsuzch/v/J9n2xeC8Dz7XWLGdLAm5X4GVPLpLaVXK1sVhh0YKz+EttCMMArRsXX7lsvNQNWhiX3uaBEUBdV8xnC4zWTm5oXeB7VVZnnmDuUnc5WZbW6KbhL17YYj6f++68e71lqWmUZH/4eWrmSGFZ1AHECpKI6t98C12715tmXbJwQF4UDIuc1678+1y0AZODZ5iPpq7h6XeopmkIpKBrU+aF4eaNF9i+sEWzkJgsoMZ9cU9vH3J8ekI3SbFlQa+bsrNzkcUTf5sLpxOyeQpveXlSFBAGASqQpEnKC4sn+bG1I6x2jdSmLDFeqlhKZ/T52gc+xtbv/i5SCiTCNc98rrnyDcssSemkHV746N/hzu4eTV2R9F5lMFhjkefs94/gwV8EYEPcdvM9ux1u377jSl5pRBQq5rOGlcEqKnDH0KqqCKOQMIxZ5OV7JlVw2YS9l+1QSQpjvHHmzIStjXFsS1ozjWM7dKaZpkYKztjGh/77nyeE43g2d2w3nm2BcNbrP4Nt0zR0s4z5fEFt6jO2q4bGWI6ODtpSQVlWqDBERQZlYFE6DjeyLoFULdsb/Q0GmeT46OAd2e7YlEVheOmbL7J9cZNmIbGdgMqXN0Z3sa092zusD/pMR47tO3fcgAcVB4T5ku2EOogJ4gyrS6w1NGWF8b2HJdvGVAi0S3jEJQpau2TbLZNLtmWSMhxPaOqKoi5JTYfFImeeF6wONvx7KyiKnKzb5fbt29R1TZpGhJ7t1cEq6taef2/Lu9h+t9cP7PE/uH5w/eD6wfUevO6LnTdCIhBOvidE2yDor6ySpAlVVYM/zLidCRgsMnAyQnA7m+nhCW8dDs9iRNPE7WyUdWE6oZP8xHHMfLHwphvbnv3F8q+CVjdbVi6EHqX8kdbdVYVUCBnwqV5GxzshL2xvsXtwQN00BInA1BodKoJAkVcT8nJB7zNPAm5oganmrvZZN5z+9j/jL3/2Ke4cj+gm7udY/3qjMEEVmvfXmhtKUicJ49GIKAzoix6LiXPt7b/5FkGgGI/nrHf+Bv2VHreHIRf+9JBmVTrrcfpLAMyJiaM/JQgDBmsrxI1gcyVgY6cLSrD90CPEvmwyPdhnNp7y4RtfZhfNfL7g+NTpwYtFTlHRTuDOa4iqiul8xnh0ShiGBI12dXQEMgi5eNmVWLY3rvLK4U8ye+gO1z7/mxhjGKxt+JFcBcdHx4zHTvEipesxTMYzxv2ES99bAr9/l3B1VBVIkOfZHtzDttt1myXbSiLlebaPuX04bLfYKk3QSmKkaxq3bEcx80VOfQ/b7s85tgN/Wq1qz7ZUbbnmjG2FNS43HiBJOwwn83dmu2iIQ++aXOSut+HZLooFK6ubzI/f/A62Q8/2B86xPTodE4cBPdklnzhVypLt0XjO9auX6K/0mE7GZImgqSskln7PKT2UEsRR5NgeOLZVGLDZsv0wiWd7drDPbDzB6ArQLOY5x6dgdEOxKO5hWxBWFVZrxuMRYRgS38P2pcuOzO2NAWVZEwQBeV5ijGawtoE1ljzPOfoOtg2T8ZRx/2za15913ReLtzOBWV/ftK2+NU5TZCC8ica2dcLGGPKixMX+ng2q1V4OF8eR+yLgFl+r7F1JgdPZlKIsOT/h2liLVAFRGNIYTafjQKzrcZtx/BMbb7J2+zqZ6LXZGxdHgn3hmiqLxQIsBGFA1rfQOLfn5LTEasEHB58ifdEBdvCjrvFx7UtbVFWf23yDk+mI1ycjQpM4V/Ly2NxIdG14vl4gNrf52o2JVxFoynKfp9/v6ncvvjThox9YQ0Uhi2FFEFacnIzJ0hBWu9R1jVrW8hvNky84G/Az5Tf4yPanWdSC09Meo4lytVnz2wD88aNP88SX/xVJHLDaaZgM9zk5Wk4p9zpWf7yNFvDS03+XGHcPdZ9JzJ29fU5HOVmvw1+6/jkAQhlw4/YN1Dc3GD70tzj5wJDtC+uYpmFyZUpdG575msuC6XRCdtdG9Fe62I98iCe+9xh+X65lf2bpslyyHYYxMvB1b1x91Vi3OcnLEqkgjl3zSkrxDmw3WOnZ9j9vOpu9M9sIGq3p+sbeaDxxbPv8FSzESQ8hfHM0SlkU74JtIwhERORz2hutscZQ15XL0tcNJ5Pxn8k2m9sEcULk2R4eT6i96quTJTR149jOK8JzbIdCuUb5ObbDUFEWFUXphmsLW9FMjxgulmy7Es8iz8mLnCQOGXi2j4+W2u3lZ7NkuyCOEmJ1D9u7+5yOc7Juh09+4ofd5ytCbty8wUk+otPp+Hwb63s+AdtbW9x605VNqqpycbzGMNjYedds3R+Lt5eDPfvU3yS2r5H4CdtNlbN7+zZp1iNOROsQe/ED/wVbuzlS5iwWbvpFEEWoLGHrgR063S7T6YyjvT0+Pei5PGWhGBw5EBprqETM/kCydlQiBPzfcUMYRvyn4Sq/bub8+YFbEI/kCzS6IQwiIvE0cccivDOubiqqMgeWHWKN9fneJwdzlAhY6Ss+dON9SBEg1yW6lV65+mccx7xlvsGgt05uBXMhkIvKHx6WRUnXcJ1KSWexAOFrqUIQJxk3XnEgPvDAA+ye4LXlLyHnbpez89CTmDzHWMuN0z8BnIng/YMf5aXRF/nk5c+4UVxSoDDs3dmjrCv23nI54dmzJcP+TyN7hosbMXXV0GhDow113fiYXD+QQkkufnPCqx8ZONeaAouhqRsEzthgGjc5XFuJadzUobqumY9cZ96KBhkobK2JY2+QmOX0+n0ee/QRmvrdx2b+u76WGvfWxOHZLssl213ixMtXhUAIRV1bJpOCTsfPu4wiVJay+cAOnV6H6WTG8d4+IAmkzwr3nUUhDVYGVEXFkh8pLFEYESQBi6JoTSduEWvAWgKlUGGKUG5aVN1UNGWBkMtgKuPY1nez3Um7COEy7815to1ju9/v0+33KKriXbE96HTvYjtN3Saq11tpF1Mp3WzJXhARxSlNnrua/fIELSRxFCOFIA7D9vEKw75ne3lSMcbQ73dYGfTZuLB5F9uNZ7s+x3YcOeu8FNJN4FqybZdsu8CrxjgrPMJ5OMbvhu3Hvju274vFe7kr+dCL/xsv/chnmc/dgrxYzJwJIM5cipox3Hngl9keGayMCKKAZpnT0DSEUYS1MByeMvG7CqMNSil2JrBYAmMlSoZsjyq0Cjjd6vC5YcmxNeim4T/RIZXfIW0dPsbe+k2MMazszmhkyPGa5EJTI7EcroExbnq8FD+F1u6o9PQrP0ySxgQqJNoIvUnHtE6rzTchTj7GS50vsdlZx+KaONJqhFJef+5erzHOdGC1Znh6ShBsoKTyki17NpF8qVRw7wgC0Bhuf+P32L7+MbC2jRMoy4Zn9v8AKQXPnfyxb465/PHZbE5ZlmfjsoBoFBJFUdtECyOXbaK1SxD0AYhIKRg2IVH456mqmkhGGN0QxQE7vXXmeYWUfn6hke14rbpqODk+4dYbko1N1/SpiqpVE52eTugOBmRZxmx4Zm64368218SvPEu2q6o4x7Z0YWIqJAwE1rgd7hnbdcv26cmIydidBp2DVRHHCfNiKZl1bAeBb/JLhVROUtjYBilk24BbxhEYY/y4NoE1NbpZQWLRukCY5cnWmUgCGdBf3SH1bIdRSBAoP1vS8SK9zrwVEwCT2fhdsb158SJKqTYT5c9iG7xR5h623Wt2DkhpgcZiihKDiwLIi7PG4HgyJ4oiGu24DKOQMJDoQKBU0t5mpBIEQUhV1lT127Mt/Cl8aZAywjq2i7vZLsu3Z3s63H/XbN0Xi/fyQ3YjoxTWv12dzgorg4sEaY9ivqAsc7RULjJUKQyS2EecKikIhXvT4kQRlRV1UXo9d43W6szpZ3FRrB6GzZPSqQGM07DWZYnxd9s0iej3O8RpxJ/0V+h0I7JOwL6dI2JQa2v88it/DoDklkawRqg+TfBY6IPvrVekuLmXy7u41obj4xP6O9vMh8dYawmFJY0kVgg/Ts29XC2cJlQIqMuKum4IktBpX+OIh3ad8ebbW6t00gSL5fGTKa/vbFLXNdc//BnGx/5nLPW1Sy26sTS1xlgXWiSFIOt0WVldbTXJ2s/p07rh/YMfayMFwtB9cQW2fWwSR7w4/CP6nZTHntLMRlsYdUCShPQ6GYOBar+4Vi/NDZLZfMbtape6WjA8GbHzwCVmswWnp2PPhjtFBEHYfqHfC5dq2fZ15LvYvkCQ9inmc8f28rEqwOIWQAAlIRR+2lKSEJXlGdt1TRg1WHM2oML4ACpwAwR0o12JBkNdlRjtnjdNIqSMiJOILEvpdEOyTuhNbBlK9hHW273jlK31dQIVEYZnbOtzbDfn2D46PiFJEgaDVc82757t4IztdgyaMXSypHUKB0q53z1QLBpXMnnXbA9WqavvZHtZtq2rmjAMieL4LrYjP1Sk00154vEnGE/GCCHO2F5TKOWX+vosS2Y2W3A8PLyL7fls/rZsfzfRD/fF4m194fS5p/4mMW/4NDOYzafoyQzsEZevPcyoqdxYqTDBaif3W0qOtBSkWUoSRy7PwTct+/2MomzYDSV1vWxMCoSIQbjmhg0Vj31zxo1ewjMba8RJQJL6I+tDHcLoOiWWR7RBN5ZffgVClZAkGYFMkRc9NMZ9YG6yibPYG+OPc8KNhloOQR6u7rN9+G225h3GT3+I4ztvcTI9YTQrWRkMqHy2BLg7vqVhkS/o9lbYnzRo7fSpuoFnun5Q7XjqrNhC8JVIEY2nIPDuOYM2tn1fpA+aWjZglwvycjdf1/W5XY+TkgkEa+sDVld6aG04PR2Re81te7wWgo/u/CT6uRPmf+FBvvTVr5GmEVZr8qIkDONWoma9U09gvfZYYhGMRhMmkymTadHOHRXCsrPaRTeFa/69R66zXo2LC2jZriboyRTsEQ9cewTT1MwXU2QUg3Emm6jyNVwpSbOUOI79Qud+/34/oygaqqpB+4VTIAiDgDB0bIeBIowyqrrmwnafOD3HdrjpYl9xC65uLMJGLduhTJH+SGU828vh1ku27duwbbRlbW2NTiejqmriOOZkOmc0L1lZfXu2557tqrqb7aXWvamrlm0VKKIoBAHdLKFesu0ZlNKzjWfbb6CWu/m6enu219cHrKy4eIyhZ5t72M6yjMZorl9/kC9/5TvZPvvgvbgBvDz0XbKt3mPZJu2sOA/HMgxnOhr7gaQuw0BI4XWabs5kIAMSH3DjFhsXem/08kio+OgbgqoBY2syn73wfz6VEUaSKFYEgRsF9dX3D7i0v8ulzQ6IpnWs/eLNOeiAUHUIRJcwyAg6ISDQxuWLGLOM7rTUunGzNa1FStdxn0xmTKZTwjCie/QFAJ5YrDP57KdZ1A2dKOJ6aXi1o4izDsfTFebzBZW/41dVjdGaBy8HfOv1mq3tjXaw7fuOJ22+wjNpzMdKQ1Hk7f934UAN43mOCgOe/OR/CMCrX/8tnhoteLYTeS2ve71KBQgp2xot+BMR7ovw7MHvkwxD/twjP821q1d54/U3yIui/bI0WhMDa2vrTM2QIIjo9TskgfJqIQcr4CN53RcrSUL63Y5LtJOCQIWkCXRSF2IllUBZzRuvvdLu3N8L1/I9vJft2XhyD9tut2iqHIFLw0x8TbSuK1e3DRS2OWN7fbBG1dQYq0k920kaEEaCKA4IAkEQSISyvPzSMZeuZ55tnxNeaqrCEqkOkUiJ4oxAvT3bxlg3eMSzLe5hOwoj1tad+n5jfZ26cY/tdFJ6vT4WRZx2eOTRR5jPzrFdO7YXZcVgMGBtbdCy68on7mY3Ho9ZG6xQFIX//y5rp6obJrMcFYZsbLqfX1YlcZwwnc680/gc2+Jt2BaO7bKsGI8mbGysc/3qVV5/G7Ytjm1rzBnbofKnkLb10HogjHFzSfu9Drr5/2AbzRuvfnds3xeL97KW9fnpnM/0bJusFUYxYZwghOJg7zbPvf9XuPrVQ5Ryk3cCFbB+wTmShicnDE9Pmec5UgrXsBGG3/zRDBWa1rQD0LEWgcHNO9bkuXO2laVmclrzt/cUUeDKMWG6jSQEK9DGzfjLq7yVIy6nk8CZIQPhplKfnAwpyhJ9Zc61p67S/cqzTD/7E+71NhqpDVdefp3nuyGHqxnfvvkWVQVxMuGtW28xnkxpn1BIdjYuMM9VO2cTJVkUFS903Rd3Ppnxu9Lwoz/9OfKioq4aVKDQJ0OkcmH/JyeuxDJ48BOcRBHxt/6AB48nWGt59eK6r3/W7ZHP/3QPp8uOyfOCf/n8PyWKQqRUKKV4cvWTgOucV3XDdOYNTEbz8dcfJxSCutG89MG32t1FrRuWA4yD/5e9N3vS7DjP/H6ZebZvqaW7Go2N2LhLQ1IUSWkWSzEaiaOFY48jfOGYGEf4xjEX43CEb/xX+Nb2jW9843DM5Tg8WkYzI8mWRiMuIgESJEgRBEAABBq9V9W3nSUzffG+medUsUE0KC7VEZ0BdHVXfXW+853zZJ43n/d5n7dw7O9JpGatpe97jDU0CvAYPMcnpyzm8/cVnfy8R168kYd7OveqqijrBmsc199+kxgDzWyWse1cwdGRWCmM2N4ptlswkaPHHa40Z7Ado9o2Wa+Sy7PYXszn1IrtxWyGm2C7HwZ6xXZE7WHPYTsa2Eywvbdc8vGPfVQbKshCK0owyyOPPMJqdUrb7pg1NY89epWTkxPeeOMNjo8F2xFZqK21rLctd++O2J7NGjYrkQquVxtWqxXPPP0Y7a6jbXe4wnH71hbjhPa4dVOwbZxl6HuqqiAEUZlZa+6NbTW2SmX+2+2O1XpNVQq29/b2yD1mFdur1Zpiv8EHz9HRHoUxauURcs+ALnhVYkWKwo7Ydu+C7eNTFov3h+0LsXinSOC39hainVLa53/56L/gv3/DYm3BKhg+/uIpdjEHG3ntcwdUFfzKTaEM2u2c28fHRN+LGb0PNE3Ndm34H95wOFtSa3dponQVyR3g1YDnj45m/I+vHVA2TVISsesiIIqUJIuLRrbBaRuWTJmGQZIud+4cs370Flc/+gi/8J3XaI4b/Fdf4ObnPi3m+8DVr73Iy49d5vZ+Qxg8MXqefuZpNps1fT/wsY8vc8Iq+Eg3DNzZwmOPNVSqbQ8x8srjc371liTB/vrgkNOTO9Rlwf58zvVbdwgh0tSVTIhJzkc+TuSxj/8Gpx+VCPgJVzCfz6n/3b/ixUvLHNGn7bHBEC0kwrLtBqDHWcuL8T/qvZQJXO5KHo2/TIyR1WrNrCyZzWZ86lsfxD2uySpNNKWt6S+88AxhYkv60i+9xv6eyNpStFc3NSG54j0AI11DYJJwk44qZT3DWmnn51yJqSuMjVgXqMrApcuC1912NsG2XOOE7aqa42xJo9iOim2HE/yoFtHGlrm7SmUa1A6IoYsY2gSGjO2o1Mi7YbssC65efYQrR0c0sxrvPev1lkKpkL35DDBstxtilN99+tmn2axFJ/6x+Q9jmwhVo9hWeaOzlkuXJThzrlBsO/bnB1y/dVd2bHWVo+fx8soHGvpe5jbiDTOfz2mamrbtzgRc2efcjfdoiu2mSRHyyKmn6H21WtMotsuSTMeEoT8T3dvSYazSOEHyA2ew7d4/th+cEObheDgejofj4cjj4kTexvBnmy2fX5Iz0f/y+57FYk+ilFK42K7b8r9/eKCOdykCfOepfwbAf/OD/xUinAz/XBo0WOiD4Qt/dps3y0q03lYSKsYYiqJgPm9o6jo7thksrqgIgZxhTnIlg/DtKbtu1Alsu93xzjvSU/Hu8Sn9B4556pc/wEcf/TQxRtZHRxz3A9ZZHv36S3zjQHYKbxzMMMqn5S2cdTTNnLqOORGURlR/iqIoxqe7FhK8pU/wq4Pn6tEef/OVP+LZT/0mlw/32O46Npsd3opkMqtrjdFiCUNZ2Ky0Wa9O2f3aP+UZ5zLv773n9a//sTjkqUbXYMBo0wsfOF2t9Mgq41If5BAjL979InVRwe3AMHj+y/DP5RwYi1OKwuVqvqB9GT/14oeyIuj7f+8d5fDHCOhBGAnbrrBTWxEpdpktMratYjuyoW4CRRmJYXSLlIjQUtWlXDhj+MEba6qyxzmLmWC7LApm74Jtfx/YTi53m+2Oa4rt4+NT5rOGZ555mkevPkIkapJyhXWO/YNDtluRyW23u8xZk+kJRz2bU8V4ZgcCsjlIczInElMHIKWD6vKAR4722LYtXbfi6HDJdtezXot74JRumDb5dYVR5UlgszrV1xakBsoh7UGlpgnUnCp974ewbQTbCbeRgkDJet1JD9y4l88j1XLYomQ2WygVJdgunKOu5LOVZannPEbu9zMuxOJtjEmCT0IYcLoFPNw/pCgrDg/3qbSvXl1f5X8OkfbuBu87at2q3ar/BQePthyVpXTIttILse+kOevgTd4CWmPp+47drkNuktyo03rFm2+9zd7eHpXasVojVWlTTbUAe8urr77O98vvZoeyJz7+BJcOn8Q6y2q9yZ1JlsslV7/xEl86nGeJUk66kBawMAKe0awLUFvUmDPnaZtnjTS2zTrUUsqcY6x45YX/wLOf+i1mVQnzin4Q2ZTNGXkrjcuUDjHW4DQJFGPUYoFRmfLsL/22LMbK8b/2wh9L31Fj9Pd1QY1jVxFhRCLr1Zau6JR7dPm4URf4aCJdP9D1g2jJrWE2K6mrKm899765xzAM+f35zZ8Y/H6qI2MbxbYVbB/sLTK2y1LyN3V9FWsjbSfYLkt57WIBH3jyAxRlqc2lLcPg6bpBEoMTbBtjxTBJsR1UX366WvHGW2+zv7dHqdh2iu04wXah2H7l1dc5Pjnh8ECw/ZGPfJhLh3tY51htzmJ7b2+fO3duj4Va6pEPSYF1DtsTKinEIBz9OWxLAVHI3EBpHTEYoKLrWtbblqYqYFHTD4H+HLbl2IJta01O3nMO285EMJZg1CQsRoYh6LFMLpySMcV2PIttVA46+VwxRoKRpKwrzLtiu+s6esV2yhvcz7g4izcw9IG+7Wmq0efWWrh79y51WbFcLtRi0quW07AO8rT3wVA3Dd7LBTDGUxYltha7zOADUfmkPniStWwIXn5G5ONffYo77pTttmOmPFddl7jCUlU1ZVlyfHzC9es3WK038NyWT3zgFznUaszU4b3vB2kbVTiufv0lirLkLytD6MJEohSV3xorR40ZrQBgEngbC0Y5Z/1Z+jMt6JOrKZ2BYsmrz/97CAMf/ZUvUM0dJ6cbWn14FEUhbZycqECiBwiarFIClLFRLRhMjDKJnOXDn/m9UTam0SXAG9/4d2PGXBM2QF5EgvqMp++FEMFKy7ovvimOhWXhclXcJ49+PX8yZw1FKUUSD8qYYtv4nqbWazrBdlVW7C0X9IptFNsrxXZQbAcf6O6Bba9Np0GSXyHKNfYTbFtruHvn3tiuq5pCsX1DsX2wv88n/s4U25ZhGEZsu4K9vT2KsuT69es5YIIxAThi02SuVzA7yb0YixG96hGSVVcAACAASURBVPjNiOD9PLY1sVkUJX3X0fc7Zk3JfF5xcrrN2E74SdF42kGO2844OeRI+Au2ITh54AzeMwxx+otjjcK9sM3Y81N2spFoI93gpSfppqUo5dw22/bMbsH+GNi+EIu3c1qh5QHGtlknJ6dZ0bBeb6SZaVFIdKjbqdS7r65VPxylj1zTNKLPjOKl3GlRA8g2ret6hsHnKCFVRMmWH07XkuXe7hxFWVCWLbdv3xazmY90PHX1EWazGdZZdlqtNUqQInVdc+mrX2fbD3xz5ohe8JmjjolCAFSozxitCHD1hwZMVJ+KEAm6yKaqyFw4GsiTxTmHqSr63vDSl36fD3/2d1moJSUgjYZDJAxeO1trtJPfdDJpcrQR8NGT/DJiBBMjhUYpAE9/4vP4GLn1vb+AGDSiIj945D3G8w1RGi4P3rNrO/msJpUfW764+w9yn53LfUeDD/wj/tmPgbSf/XDOqSIp4owhaGR1enJKWUlRxmq94e4E2yFIKU/CdjXB9qypqZuG1Dtx6AfaXUu6qF6x7SfYlgIhwXYISOCBYLtUbN+6fZuu7Tk6usSzzz0r2LaGnXaqSkm6hO2madjutnTHxxkpKQk4XXST0mO6y8xCfzS1aIRqCxJNCRbFRm0SyY6/a52jrCqGwbDadDS1U2zLewyD7FYliEtqlkn3H8av0+Rj0OPnHUBEsS3Dh4gfAlQSdWdsmxSATbFt8GopkHzSMWDaEdtFmVrXKbajHxVr9zEuxOI9aGb28wcLQhjVJ8MgJbtFYbLOOE1gT8jbMED9chuaps68H1q1VZYOQ52PGxQgVZW6gkQGH7Ovd1VVecvadx03b96Uhf+5LY9evcp8PiPGQNu2Z4Caoo+j51+kKAq+9egl1us1ZhjIVEEcb06KaCWrLxHFKDc0Y+SNqlvS+8SAYaRMRjjGfFyDBRcpqcAYvvuVP+KDn/7trIuvK4Mx4njW9eJ/jhYrJGng2aiHzDnLwyHx5J7pfCycxQHPffp36LkDRJ76xG/x1rf+ZPz8RkqEA3fx4Y7SZUINxaCKByag188kWl2bnfkehCEe2jErfZL0LmE7TrCdeqxCoHCj2VTf98xnjZScKzdsDHQTbCf1hlVsx0r8RYJiexikp2JVVdT3wPbB/j7PPP30e2J7PpeOOl3XC7ZN4og5s/AkmiKqaqRQOhMjLQFzwCG/mLEdg4ql4/lFbIxkJMiKYCrAsG1bSheYKbabyoBiu+97jLGZQoEfxnbGtZHwySq2UzeqhG3rLMGp46g+yCCOfSxjAPOIXAtzlxBuE80oJb4vbBf3j+0LMQs++LU71FUt5eP9B6hrLQteFFRVLb3ndPsXQuTSpUPqpmK73maPghSJnJ6u9d/qFwG4Qop3UqVU4UoihtQB21qLHQZmTU1RVpyuVly/cQOAk6N3WD69ZD6f49wep+stq82Oqiw00STeHACLxRL3Z39BsVzw8uNHbFarfHxIUcjITcoYo+zE5xorFAUTsOlLJ/rUyeI+AWKc/NsYi3MRY6Sk/NWv/3s+8Iv/SM51XlMWgdmsJETPdttKt2zl4q2bRBHazy8tMm3XcXzrmMVywWI+VwooETmyhXTO0qkuHhN56pP/GAxc/5v/j6KSrTi2x/uBaPSxo59JU1W5WAj02kTtbGTGUvCLPgxiAibYHiMrV1bviu2mqdist3lHdx7bTrEN98Y2iu1gDIW1uGFg3tS4smI1wbYBlsuE7YLT1ZbVWrFdncf2gq7r9MFhWG/WZ7ANnOHdk356iu1UyRjNWWyPO0zFdlrcJ9SEvJiz2LYRU5ZYZ+nalpO1XK/FvKYqomI7sNu2WOco3Fj8M+4MEhUin7VtO+4eH7NczFksFjnPk4aNYteb7AAMqcmLoawKikqsZqOVnT1GqBRp8nAf2O7vH9sXYvEuy5JStZLy1EtPMiPRchxyFNAHz61bd1gsZsznMw6qVGE55KquThusgiwitpebVmjEZp1Vv5GBEGA2m3FwIFWNb197m7bt8E/LRDlaXJFEUdpWaQi1bXu2u466rnjype/I+YbI6u//Cq98/zV2t+/kbeuoFhgXYmvPPvnzop6oi2nYbZKGQ/hwEyVKjukBoK+VOaGTQv+I+nBwzlGVFW98808B8EPPx3/lC9RVyWJWAZH1Zoc3lqIscIxJp1TxZnSXUJYlB4eHWENOsKToJJ22vFYmdGkLClcQY+AT/+C/yrundrej74OeuG5VlfLZWy5xznLnrrZXa0pxeQs+U2YPwigm2Db3wHZUbDPB9lKxXSm2B8W2V2ynpc8qtq0ZfcLT/Bn8QFRsLxTb1xTbS+1wvlgss49IogwIZ7F9+bK22OsHQoTttpUqR2czbTetIgUwNi2wI7blwX+WCknDWKUQM20xWgCMbPMkQo5jkCILr6OqqtxY+eR0y2JWUVfFiO31Du9tTtYm7tpYqw8oed+yKjg8PEBay/k8f/K5Qp4HzjnKMqlXIod7e+ew7fUXIoXOYecce3tLnD2H7WHI/kr3ja37fuVPcdTNTLLSBi5fOsiR93a74/h4RdsNOGvUE9fgfWS7a9lud8y1Smm5t9SnmS7YVkzwk9k9GBXei7/wMHTMZjPmiyV91/Pa99/k+vL77D225ODggKKU7U9ECn5CNHnigSzCdVWz/OLzvPaZTwKwWMx45+XvsttKc9gs/9FmE8aORkUm6BNZn8JlMSY+bDK0Sg1KTeKU5Ryk7NbgiglXqGebQDhGzTqRVBFSqluiNYZvf+UP+OjnvsB8VjObVVRVwXanPihDP0Zz02gcmWPpOIkHnUYyflB1DpLMDAQ8Yj16enKXN998FYDT0xWb3ZYQA1UpC7y1hoODA5yz3Lp1J0dzj159hNt3jlmvVvzQ7L/Ao5lg++jSAc0E23ePV3TdoCXTDuMMYYLtmWJ77xy2jcr7ptjuFNvDBNuLxZKu67n+/Tdp2x17e0uuXnmEQm1pJbGo2I4h5aeJCLZdUfLOO2JxuljOKMuC9fEJYHIkaZVTNpZcGW1UKSVRqaUoxxyVWMfGPJcS7ZLcDZMdbKHRd5g8GJKkMXPsaRU3iu1ixPZ61xGAxaxmPsG278W+OLljuhyNj9guJthOC3X64TAM1LqL8D5o78uBGCInJ3d5843XADg9PWXbbgkhUlYFTTPHGsPB4QHWWm7fnmD70Ue4ffv9Y/tCLN77+sQ6OVnz1rVbHOyJ3nd/f8ne3oLT07VkbL2n0mqqru1xhWOjW0sfhAOfNQ0hVOpJYJjPG0lYdh1Bnddms4bF8gq7Xcu1a+/Qti39UyuuLq8ym0nEM3oDG1lYQ2TwHj+IUmX5V38tNp3WcqRVYN/79ot07eiFQIzKRfp8rLQgOjNum6pamqOOY+zODjDEiFXbUFngo0SrfhglUJy972NiKEXiEs2nBrjGWpwr+d5X/y1Pf+rzLBcNhbVcPtxntd6yWm/zA8DHKL7PfnKs9B5RZVHT84+R7XbDrdvXefz6R1jNNDlnHF3f8c1vfBOA4CGGDj8MbHvYf/pXRPPdzCSSevsPefaZpwFJSG83yS7zwVm99xTbpydr3r52i33F9sH+kv29BSena/rB002wLR1YXKYEfRAOfIptcw7bfoLt5fIK2wm254sFV68qtssJtq3JQcOg80tsZkXpE0Pg6Gj0C9ms16PG/r2wrRipqgrjx/6x0RjFzLggWmtz7kmS9ZGB4QyfnkaaFypQFbl2/jyK7WhxRUnXeYZhzXIxo7CWo8M9Vusdp+sNOQwLQaeSKAqSkVgKSETOerZKdrfd0rUdzkZOVystpbd0fc83X3xRDqvYHvqBoQdCRwiRzXYr9rPDwDOK7aqq2W7fP7YvxOJtNcG4XM45PV1z9yR5Hg8slzMODpZsNi27XZfLp2OMhG4gqAXj0A/agDhkGoYoF8s5y5UrlzBWPu7x8Slvv/U2p6cn7J445ujoiMPmiuosZYuakkfSYUQWTGcM8+Wc+V99hePf+M/YxsjjL32Xb39PaJO+7WSR1YggbfWMGbWnGcQhqjObLLLex8y/OReUqpgsiFqWnnWm2t3HmDERI1U357axZkLVoJMH3S7GSIyG7331j3jmU/+Y/b05sWuZ1aW2nEr3ocem3ICxWTeb3ndMZJLPLQY4+sFz8JhMYOccbdux3W7ZTmituiqpq1IiuUT5BM9ut+Hxj/8GaKT6yjf/NHtCmAdn7cYZQzXB9rFiu1dsHx4sWW9a2nPY7rsB/yOwHRXbhbMcXbmEVWzfPT7lrbfeZnV6Ql03PPbooyIzTNjufzS2jbV0Wj6+f3lfFjUm2I7nsD1plGwmGPB+gu0gmLDW4IowJhx15GzJpPjFGqNNw+Wg1hiNtCe5FXmznDAf80EWayPRGNq2ZRhW7O8t6LqWpi4oij3uqrdK1w8iK1Rci/JsEgxNgqOoO4YYIkMYePyxK4pty06xvdsN+fyqqhS1nNZPGAwET7vdEoE335QCKGsdfff+sf2wPP7heDgejofjARwXIvJ2ztK2LWVZsJg3bLayXdy1mj1eNNQqA9rtOnzwagbP6AtsjW79AiFKFFMUjv39Paq65vR0ze1b0jNutVa3vg9ueezwKovFkhAibdep8dIYTUyrwS7/9Qvsfv3vcfuzv4Qzhidf+i7P7zfskvufRsVp+wapE4i0RBLfbPLPjDGUpaNpapItrsGodaifiKMM1mrmPghlYozJsrMi0zTjNY0auWhyG2IkxKRiAYPFWIkkrHW8+rU/oqocv/j3/intbkdRFiwXEvXuOst228LgKZzT5riaV4hRe1lO3tykkzHKzXZSDlxXLBfzvGUehl69xqXww3ufr6HcA5GzARx96O9jnXDvD1DgLXUA74LtCCwXDU1dYhixnZQ+57HtzmH7YH+PUrF95xy2Dw72OTw8ZLFcErxiO52TnWBbE4CzpgZr2e5anLFcPhKZa1K8vCu2g1Xt/zlsa7FVUyu2HRNe22e4SEJzgm393TTvclUmU0JhqtuQ94vR5Ghe1C5amm4dfd9xulqzt5zRZ2yr6VfXs920+Ohzn0lrrbQ0C/LO+XNFwIzzFANd1+JcQaPYzlTnMNB2HcMghVJeFUUpR2StHXsRBOmIZOIY5d/PuBCLdwgxFxMsl1XOnO92LV0/MJysqaoCZy1VXdDuegYvBSCpqmp/b0GMImGqyoLlcslyucfpasPrb36frttRa6Jm8QnJ+PaDOOd1/YABKVkFVQGkc/P44Nn/0tdoP/8P2fvy1+h+6RfZ+9LX+PIjB3SbzWRrJwua16YGVv3HEy8oXgvJCL+gsA5XFFhjGbwk9KyzWBxWEv+TkZI1aXsZxgU0KT1yAUwULa0dNe0xRhwRsU4DWe8LQgxSDNI0WAtvfetPefIX/hHD4PPCOasqCmvZ7qRRKilxG6MqCeJoZEzavsa8OBhjpSfgZsfOmrH4pKrYW0q3lN2uVZCPcrqRfxwVCQ+SoyCgdIHFWcdigu3trhWf9ZM15Tlsey/3rJtgm2hYKbb3lksWyz1W98D2E088wd5yqV7cga5TbNeK7WGa8PParLcUz4+ywLYdRVlw9/iErmt/fGy7CbaHCba1E9b0WU80RJTzJhKHkN8vM4L6QItKqcCIbfHYiSQ7UtEqTLA9a7T5iMUUwm8nbDdVTWENm10nlZjq/00cRQ9jnY7QGhHpTWrUztZ7z2bjtfpTzqGqKpbLihA87a7De3+2EnbKiBrF9kRocD/jQizeTiOqqNncqpLTGvwAQ8glufNZRVkUxCpmK9fcmWS1ZjarufrIFYLKsF597XW22y2rq7e4cnSZ/X2JJL0vGAZd1Ixhu91KBaQ1GWDphtV/8Vccf+7T3P3sL2FPTmg/9Ys8+uJ3+I+LkuHk9My1dlae/ValeUaBmpUniJcEqO61HE15UuJRqusMYcStHhNdcT19Lw+cVIKcIimRLhUUxcjhoQup5HVGTm0UFBpwqb9mYL3teO0b/45nPvn50Zu4bylcIUZXbZ8tNSWw9ySTKhh5x3R0qSj0pArO6ANdHBfnUnXDqWQ7W+3qsXwYr9fQe+0Y8+DE3klSF2IkDgPlBNvDPbAdJtge7oHtJDF8TbHtCulEvr8v3t/eewZd/COG7W6CbQ2Q0nNW/K277HPdNDX7B/tcf+eGyuTG8b6xXU2wjQE7YptJgKliEenYEz39oNjWnWpSODk7wbbK+7KBFElKq0OTmEmaJ4n+wGbXURY2m3UB9H2Lc47Lh3vs2iFje2oVO2J6LI8HM8pkEd5a2sGN2C704ZUsZWPG9tmdc+oh6pO08D7HhVi8h8FTlqmEdoSMs5ZqVtIXjrYd6IdAFBMOXOHod22O0sqypKwa+iHy9rVrDH1HUTiKj3R88PIzLJcLKpUAhRho257dbkdRFOwvF4QQWW93dG0HeC6/IFnj9W/+Ok03AJGqqnjqO6/wxWWNa8UPPIQwud7jkxmNdoljMo8ziUtDYjXET1wWwRzp2Mm1SHIoPY5zlllRjwtolulJt4++72Wi6dZ1CvZxCxjzltliiHpePlhWm57vfPkP+eiv/J6+NIp5Tt8zq4rcVXvwQl85czbqHh8aaQtLXryJo3dL1MgpeZwD1GUN1uBV9+omk4Uaht7TdWPz2Is+hsFTlWZMZOt4N2wboCic7ETSDqcsKRTb1ybYPrp8ictHlxXbMpVDjCO2y4L9PcX2Zif1D9Eza8SFMnihFYiC7StXjrh9524u/PlbY1tVJTH8CGzr8fQ5gLOWWVNnY7akYoq8O7Yz5vJ0GbXkI+4E2+ttT2FgNpNALsZA33UMfU9TFQy9iAf6QWgUZyePBWMgmqzLzw8Qk8rvTf5cMUR90CW9usGVFcZKT9HBD5MCJ0NT12J1MEnmv9e4EIv3Ztuy56QlWQghZ7iNEX8HqWTs2Ow6ur7PUbF4mIjFajcMvP3ODfq25fTKdfb2liwuXWa5fBRrhVPfbMTTodQuGU0jJfPbXUvwUsbb1DWLL/41d371lwHw2uG5qWuuvvgd/nJWEHpPVVY5EhkLb86GE1EDW9n+aZlN4qldIfpn7XAfYxB9Og6QllN2AvaofqyJN7SpuEBpibOjYNBoqusGlVbJGBviGt3aOpxGR6LJLXFFQQiB73z5jwB47tP/mNlshh8GBj/QtTvh6YFd29MHf+ZcRZU4ytFi4sSTHCzzguL6KOckmuCgVXiQolN9WFtLWVU6YR6cPPt226oviz3rGqfYLsoCYzu298B2rdjuh4Frim1rDXt7Sy5dusxyOX9vbG9b8VVRbIsXj2A6RX5NU7O3v8+Nm7cJIfxobMOIbZTOIFkqTLAdAz4qtoNi2ziVGA75eKJgmWA7Biw248mUk3sdIWN76Ok257BdnMO2Lr4y98R+ImF7o9egdIbZbK5FMgNd21I3NVVVsNt1DMP4ULJ25N4N6SElFyKor1DGdu/pOrXrzddMFwSkFiK7MDpHWZWT3cT9jQuxeIcYWa13LBEnvrRVSk80o1V/thNeqmnm1E3DZr3lxs1bANr92dA/dcrV/atcvnQJHzxt2xGjHDd3BfEeG2K+KclBrMBx+NWvc/L3P8djL3xLfwa3fvkT3HjzTV6rDEPbSjGCTr7xWQsYqzdLSm1TQiXd6BACYVIVGbx6q6j2yg+BYGNelNNMTtvThBrnkgf4aKEJ4iIn9LOlLgvqshAqynv1UpC+hOmaR78jGom8nVJGEqXre+pxv/uVP8LayMd/9Z/g9H232y3zeUNdFXLclNgNnsJKQY+e/SgB1As6lTKG6JUaSa6JI41krctmQ94HdrudbnkfHD/vhO0FUSJFN0anCdtlWdBOsF0ptm+ew/Z8Pmd/f4/Lly/h/QTb+hCGd8H2IAnOumno246DAy3hjpHNZktdN9y+fZdhGN4d29aOUS5GO+6MEj2hGs5hW21Rz2B7upNigm0d4jl/D2z7c9iuJtgeBNd9f5/YtuN7bncDbdezmNc4I2Xzu82G2WJGU5d0vc++MXjxIHKqx5cgJQVsmkCdSBmjj9lkL81fmVbCp6eEtPeedtueoXPuZ1yIxXt/ORfPkPWWveU8V1gmI6ntdkvbdlSV+EF03cCtW7dpd1tOrlwHoK5nLJYLDqpDyqKQLbcmOdq2o227fGGquqIoRL8cNfN7+dISMNz9zCcJw8APPvYhAOEUn/8mr84KvJf+ij54fOez6c2ZUttBKxFTBVny+DWoy5l85sHbXBQxcolWo3NtVquTwedoM+ZIO6jeNPmzgCZkrMVpRjtoVCKLhKOwlhDllkfkfAT4A23fE9qoSSEwJlKozrgqS3yAb3/pD9ib11z58K/R9b28LgZmTUWl5vZt2zEMPTbEMzxpuj75aYZeFKXLp4s2xpyJ+kCohBglYda9j63lz3skbK/PYXtQXn+rBR9TbN9WbKf7WjczFosFdV3/MLb7c9iuKopSitgyti8Ltk+OTwgxcvuWPBRcUbB/cMjx8cl7Y9urxn+K7Ulzjx/C9nAPbBty048fwnbOmZzD9sSj2xgrSfeEbSPHNoX4lgTNJ8T4/rG93nYs5zXzeU2vu1ViZNZUWTggkfhAsFLIxER9k4K1adw8pSkNsgsVbNusrIEptuP7wvaFWLyLUrrArzc71ptd3pJ5L1sL5wr2Dy/R9567d4/p2h13Lr1FcVCwaKRira5nzJoZdV1mg5mqKnHOitOgNfnJvNlsxZ1NzaX29/bYbHZst1u5GQZmc9myPvKNl/jKXkVoO0AkTKlzx2i8Iyfse0+Mvfxcq9TwkmAL6jeR+OHE2xnURIixQYJwwePDKwCuSFHJ2CdSxsgvB60WOxPdAiYY7UxiSEGrxVBXJbEqaEKVuXPxfPHZeAfQTt8G72Vx3r74J3zwl39bmwF4/Sxy4KYq2OTSYU2UJtCGMCn1n3zR64Bez6IscFq4MBZjoFGmpXiAGhBPsb3a7PJCELwsLAnb3QTbIXiKosgNau+J7VK8uDO2u3fB9v4E21osMpsJtpf7exwfnxASRt8vtof3ie0I0b8LtjUBmiJsGSNWgg8SMUfxyE4/TuXrEZMTsdYa6lqxHatslRyiULLviu1dx2JeM1+U9F1PO8ginnbss7pgkwuQNKEag+5SU3GPyWeezs/kXYrBqcqs6/ozKa0YhfZxRXX/2LrvV/4URwiBuqrou4HNtqXv5ekzn8+pmzldP3D9xi36bsfdw7ewC0tTNdJdXs17RFMqlYEhRGazhq7rWG+2zGcNi2Y26Y4D6/WGofdc/ca3Ofncp+mHjqKUTtNlUfHkt78HwF/MCrq2zZ7jaGQAU8/tFDUAqKQvSIslo1GkRartkjHOqC4JmghKmW05kHOOs42zjHgJK/BTxdo0Gy4LaFR6OWapVZoo8nc91zMhr/w7U1RF4unStk7dDo34R693HS996ff56Oe+QBHEmCdl2YdhwBIpqoKuG2TL6aN6VUe1+0TPdzTtGm1FI13bY8yQJ4DcM0thXdYWPCgjYbvrBrbblkGxPbsHtqMXjXfTKLbLCbabCbarhq7tWG+3zJuGxXKCbSud1ofes7e/z3q9pdcEZ6qLuHz5CIB3rl//2WJbD+SKCbYlA5ox+q7Y1mrQiNAiaaeReHv53Ti+/2TuZIoqWnUWBKjy70tiVrG97SicYd5UlD5gC5frEvzQY02gqAra3md1TeEc0QhXn5Bp3XTnOGLbtz2DumLmCmVrsIU9k2i9n3EhFu++6yTiKixzWzObaS/DGLlz95Tddg0msrpynaqsaGZzilI6oidD873lfHRdi2jRT0lT1+x2HV0/0DRa9OAMB4f77H/pBX7wCx9lOD6h0KRBXVc89Tev8qW5Fges2wwG0SePZu2RpBSZmuwkTWxKwEQGbdedpHzp7z5Ipw4fJLII2rI+McTJR8J7nyOMVEJrnIEoxw9qI5ki8+x+qJMmcYUmJz7Hkfh4mWCcmbQxr/lR6XejXucl3g+88vwf85HP/h4xBPphnCzD0FOYSGHB2oLBD7oNT3I1lX/FcbLFFMHINxJBnq+GMUG38eeSZxd8dBNsz85h++4E284YqvoctosJtr2na6XQpt21lJViu70Hti/tUxZV5rGLQgzJ6qbiypUr3LlzV87B+58etqNn6H8EtoufILaT1Dg5lmhWMWNb6UORBgNhUj9AJOlBqqqirATb3RCYzWfEEOiG1N3G0Pc9ZQmFBWcK7baTztHmHaiNQgUZY8Q/JZ0QMOSj6deQzL1GaeT9jAdn//lwPBwPx8PxcORxISLv09WaWdMwmy/ofeSulpu3uy0xeE6O3qEoS2bVgqppRA5lHCGO0qvT1YayLFnOZxSlaJG7TtpqVU3F0A+cqCnQfDbj6IVvcO2Tv0AcVG9ppRXa5ee/xZ/PS/qVSonKUpNpwmmVrhCtZkj9G73qO8lmPAZDURXK3Vq6rme73WpRUYpkZLsUteWV8Gox82cYzlQTJkojZfin8sNhSPGMNpG1Nm/JQggEpVJiGPnE5Doo0Yuek8Q2ajkaz0ryrFWWJUUtEqF/+0u/z3Of/p28YQwhVe0V9ENPUYjx1DAErYaNjL0xz0b6ahGntrdkpcKZYdK2+MEYq9WaRrE9+MjxOWwbkGtU11R1k6V+U1lhxvZigm1tGVfV57A9nzFfzDg+OSUmekGxPZsvuXbtRqYlfwjbhWLbvwe260J6oDrF9ubHwLa/B7ZBE+yKbQNDr9g2UakzO6HYQm7HFydzJYYIyehsYj0Lsns7g+3EV5OkfvLNCKw2LWUxnUtS6m4q6W4k962kV1mgJJz0PKzWT2hdg9VplmjCpLyCTEzl3cH9jguxeB8cXiZEuH28otttiHpjj4+uU5QFi3pPNL7WURYFe8s5+/tLTlebDNphkLZCfd8za2oq7XKT2jA1yxmPf/MNAN78+Md47UPPUXQ9hXMEAlVVsr17hxf2arrtNieW2vVGsuVlgQ1jUs2rzWuldAAAIABJREFU/M6cKb6IeTu53e0oeqFiDFBVZZa/AVnmFLW9mSHi7ChnnHbayFawYVxkc2kwozwJyNxi/uzalixxkCFPsJFRn/y6AMwnCmMyIeJYXJOSjgHhPv/mK3+QOcyPfO4Lwp87i7eeIQyY4HGuYD6rabs+J1z7YdC2U07ljxMYj/vayReTLvMDM/YV23fOYRtjhMqomx/G9sGS09MNJ6fvgm3tchOJmpCfcXjwOAC3bh/zzrUbUqBWONVtlxwdHXFyckzXtX97bG93mWY05n1guxg77YyFZT8C2+Yctl2ibsbPrkccvcDRuZPPmsSyaFI+FR69B7ajYHuz6zO2pQrYYJ1Rq4CeECTpPJs3dK144csxh0wTusKdkT2eH0KpjN4s9zsuxOJ9685d+rYlRin2WD0iUqb5bEEzm1GUZbYkXcwbke8Ez2LeZL5pt+vlZgfYbFraos96zDJGrn7j27zxqb8DwPHdu1o04dkNA3t7ezzx0sv8VREZhl78vHPHE4l2g5cstxR4ChKc0y4aicsapDzWqY4zxLHUFyQJY42ApqpKZk2F94FejZlClD6a1lhsZBJhiCTJaBWZgD2qh4NJ2SRilI4nBqORTxgLQTTKTtWMiddMI3OdKaMPI9+ZX6OfMxlI6aXAWDq9D1//i38tenBt6BxC8irpQZOhQX3BfdfjVfblvfgpOzsxnpokrEabTkN8gFbv23fu0im2nRk73jSzGU2j2LYiH1vMG2YzxfZigm3tKB6DFLS1fZ+vU1lE9vb2uHnrDgDHxycUpWK7FWxfunyJGzdu/uywXZfMygofxvJ/aQOn2Lbj/Qw+Ypw9g3VCVFWUybUOMYqN7hlsl0VuyyZ5hXPY1lB+tFGWb6ZFHHTqhPvD9vbuisW8orAFvfW5GQOxB+MpCov3EtF3vRwnxHDGxmK6gI9CA3M2OLnPcSEW73Zzyt3L71AWJc1sxv5MehyWVa0LjmSJXSqJdaJ17foumxyVlTZ1NQYfRYbVA01V8cRL3+P0736WRu/QledfB2M5Xa1Y/epnqZuaP/NbhnagKkvVzcqFrIoCjMnRTxrGGJyDEPqs9czNjBkokOgoN1aNmklXfWk3DJo1N8xmjUr5xHRq8EFNatKWdTSDSl2wZREz52531C2316pN6Q4fmGitE3jMWahkHwer0XcYE4jGWJlQ8ilHQ35S5DRWxHlr+e5f/yGFczz36d8WZ8DodVstyTvr0j0rCF59zb0Y+/g4Kg3SeQEEbzLNYs2Dk6rZbU4hCkXRNDOamZSml7Vi206wXU6w3U2wHRXbiNdL34/YvnT5MoP3NI3oxxfzxwTbp6d4H6ibmh/84C3xDPpZYVsX7IzttHjGyDAotv17YHviwyPjHtjuPSFOWppNF8b0R5xgO9mX+3PYthFRH4YzBWBRay2m2N61PcMgBVcW6BlGbFuTewaIflx2A14lsonGSg+bLMPU80lJy/sdF2LxXl29xaycUTdzqrrG5QsoAGjqkuViLn4GZUnTNHgvHa6TF4C1sN0KV2eNoRs8j7zwTeJv/jqvfPAZmtMVc9VuX//UL7Dbdewtl3zg6y/xxTJQFhZLoR15pOQXRAeaDNqt0eIKNY0f7Lg1gpGLFumVxweDczIpE+DScf0Q8ve6rhcOMRW12ATeZMpjM9c8qPYUxKxSNnmJ8w5YM3LZRqOO4INorTGcafAAKkCVvwrnpqXqdtpvMSqoImJVqMR7jGAcLsa8FU/Xw3vPq8//Mc99+reZz0t2u1ZMpaw5w+Wncx1CGHcYPo69BSeLuEmv/3GB9nMYhSuEHpkpts3YicZaQ9PcC9tSPZmx7WC7OYvt5WJO0zS8fe06TV0zXwi2N+uNYHtvyeHhktu3br1/bBNzIPQTwXap2I4qoQsTbKumPCJNJ85g298HtkMQXn5KOySo/ihsTwykhKJRbE/ULOBw7t7Y7gcxVZtXpTR88AMGS1DvJWJyHVS1jRFZpffiyGgmO8z0lgnf942t+37lT3HMF/tUdS2l8ZNk23xW0TS19PczUrLrfWC33WVjpGkvvMVCyorbzvPhV1+nm81449ZtfAxs25bVWvwfqqrg6PIhV154iT8vBWR1XdPbnth19F1P0OiyqitZqPtBF1ZZSEMQ+8b8d2TRda6gcMKS+RDEujZKjFxWZX4wCScYc8KlU+BaaylVtjXxoiTpsK0x+YmekZmc1ybioZQKGZMt8QwuMgcXNcFj9Cte3s1MqOU4Afi5tT9xlGOEHLQsGvoQeelL/4aPfPb3aGYz6abT9aPzmqLWDz3OOmI08nDSHUhQ2ifd3+zl8gAt3/OlYltLn1N0OG8U28V9YBvF9kaw/eQTj9L1nps3b+KDePOs1NukKguOjg5ZLPa4du2dny22k/3EcA7b3QTbpWL7HH1gJ4vbu2I7RdJAxnYcg5g0pJWayVF3+t4ZbKdfCNPFe3oQOa/xwfTD2N51O2a1sAVWO0WNXH7EGI/ve6yVutA059NDJ10vmx9I57bD7zEuxOLdNI08ifQGLuZSWXZ4sI9zNmtBnXPUdSFtuZyUyo5eEcLF1VXF7D99heNf/SzbzYay7YhaCZYSZXW9x/LLX+fPK9kaOXVWs8YohybmOQC73Q6Qm18UBclMPZngpC70IAVn3odJZ+1pwkV8DlJ5dDaxmT7ooyyyfSo11vO1diynNbofHCbZehNSIi/maCNxq2mxO/N0z++fT42cskkmQYzb0BRkpxePMdY4B/PntAYbLcZJHFTFklee/2P8MPCxv/ufU1c1bd/qtRMdceFcTpAVhcUHGIJMtORpnZv0pmrMB2RkbFt5+C60avLw8MfAdl2BMXS9Z7fZiD1yP4Ax2cytXu7hykYX7guI7T6V0f8EsT3RdY/vn0/tp4rtrmuFC180NHVNmxss6NpSOLG3teJ75AME5dD7XrGtXuj2QVy8Q4zYELQjRZkvVtdJiXsypzdeJDleXfiGYTTuBygKy0dff4u3f/MfcvzmW9olRiRQIUYO1ZDn4Ksv8id2gM6r5MmPUUeUZErtBIhBza1QPkoSiW7Cy44SKYzJEaMxY/GANDfVEuFERSgXlo5rMDppEnUy2mamSSXXKr0ijh25J2ZHGIOPkgSNQSbi2LRhGk6DmNgzNljVaIlzkUyKCOy5rPjI250rxyfZ3aq5kC3ARv7my3/Ihz/zu9madxgGhiGKCsHIpDVIJVsMggs3KVrw3uNM8UAV6YQYsV6xXb0PbPd+cl+gKC1PfeBJ7p6suXHj7XfFdjWb8cabb4lB2P1guxPbh4fY/tthe7PtqSuXq2KN9/iB/PkH7zEmEFScEONoKYHRYiXnJpTxe48LsXiXheVgb8nh4R5979luJSLYbLb0yssNgxcje+V9g/LOrVq2PvLCN3nq6Q/w+sc/wsnNG4iWOGaO6fDwkOUXnwfgPzoPXmxV+74nhLNuXjFGvBm7YlfapWTchgWGYXx6T3nBYLTxaFnlpE6HJpysy8k+UxTYmEpzTaZFEv8XJ101fAi6hRZ9qkRxjhi97kDH9wcoTCHAVWng0Pcasbh8zGgm5w0YnXwmR0uTrtkhBT1Rog8jnGVyHzTW5vZqKeISYCepWaQoROXwva/9W7xWrH3oM7+rySBRNwSlZ6xBktFlxSQOwjiVsQ1jcu2ij9JZDvbfBdvdBNu1YrufYFs57+VizhNPPMGNm3c4OTkBApiYE2GHlw5xTjB6/do7EN8HtsuH2P5JYbvrQ8Z2XRWkqkrrXG6mbE2k7TvK6iy2rZOcw3TX8V7jQizezz71BPPFTLtkx9yvcrXaECPZeyEGceBy1tFpB5BnXn4FgPmVI15+5il2d+6q3M5QzSqctVy9epW9Lz3Pn+zLcasOjCnxPkUl5Mx52mYlCqwoz16iMAQ6LfU+z78KfykccNu1ImdyTooLFFxdJwtPiD5nKkTEn1QUKTloxix6BIx0IokEYhdyVGGspUhmUxNteDKrT00WBu0bmJpgmahP+7StVe4v+40YcKmtVBzleWKuH4l4ZRC5B5Wh2z8vkxL9bOIY5zFqLPTK83/Mh375d6jrUvv9pQVDPDy6rs0PzqIoJbpTz+8HZTz79BPM5402HJlg+3QjKTHVYkcPRanY7gTbV6+KB8l8tuAHP7jGbrdTuZ2hakZsF0XJG9qJvCrdQ2xfAGx3Q6AqCpqmoG17cV3EYJ3TRG5LVdZ6bQvZ8Rh7hkl4r/HgaK4ejofj4Xg4Ho48LkTkXValZKRDoCzLzHNWlehSUxQBkjRJMqbnXnmdoLrZVz/0HKZX/s6IbrYoCj72xlt8u93xfGyp1e+3LArarmesABslUSFI89Na3QrlPb1GHVrV5WqSImJaCZkyNNL9p6TXCMqqmkDkd7otSsEJEetUOhVRXe3IuwG5GMc5qwUPovcVSi4y6NO6MKn9VMD7xPmdrexKmlWswYSkv9VtcZh0ymZs9CpKLK1uU/oiIGXsRNlOnxlJwqUJSYPJJfoSxGjENHi+/aU/YNaUPPfp36FwwvuKLE040CxXDD3YMqsIHpRRVmLoL9guRmzXpTSmHRTbRrHdDxhreOzxR5P8mWvXbmB0z2+MxTlD4QqefvpJvI+89YO3H2Kbi4ftvu8IMVIWltI5WqV4knVAaukYPLjCpAPc97gQi/duJ2b0PgT1CJaRysWlnZDDOVEf9H3Ph157g+O/+zlu3rwJQNBuI0F7x5VlybMvf5/nj/Y5uXGDqi5zRj4ET1kU1JUI6du2x6eSXL3buV0V5O2iJEeqaVqbGEdbyiSHkv8Ni8VcMsq6NTTWUuh2LWgJclAeMPOSxpCEpUlfGpGtoIHcj9JGixkGeW+dYH0/aPZcjum7XpKBKVPPuO6ZoOdE4vbAYCcysXG7HfREErySqXz6zNNtZUrymPyZRFMbMUTvmdQeYQuHwdF2nm/+5f/Nhz77Bcq6xmslYNsNmQN0zhL8gA+j2+GDMM5ie8RUKhfvWrlHziq2u54nnnycrhu4eUOxrdc4qGqkLEoeffQq6/WOk5MTwbb/GWN7OafvzmFbNexheIjtKbY3m53kCqoqF0slL3xA+4UOKkW8/wX8Qizep6crjBGf36ocy3eNMVpm7YWL6w3LL36FR64cce0Tv8hW20Sl11o7Nrv94Cuv89KVA27dukWlWf7UiVyeyAFjnFRKGaPd2ANFXWegAmoxK09b6yzEAeuscoB25NYQDAUvJfddJ4b5SduastcJLEk3m0yAxnL1mCfiVCaVdaCKvlwOPMSckRe+DlKH8RA9oR/lUUlqla6X/kU+q0eiu8QrmrHCLbVrC+n3/XisaFKSZxoBAYwVePqxJBnF2co86aZtCdHwnS/9Ph/87O/RVCXzuaHrT3PlX+Es1hVqP3v/SZ2f9zg9WWGsSAGnpelnsN31+m/Lk08+zvHJiu12m4+Romejv/f4448xeM+tW7dHbPufE7YrxXaI+b5a9xDbZ7CNYbPtqCpRHBnFdgompdG2eOIP/QOWsDw4WNL3Xiom2y77AjdNLZ6+KguMMXJ0dJm7n/s0/ekK5xypUipot4yiKPjYm2/z3acf5e7bb2NIVVgh3Tu9cSZHF85ZalNAtBRFIZ4SGeA9qaAlhrQFiwyDxzltYZQKGbQ8WH4+0AZpQCqNZY007dWT8H7IBQkRnVC69TJopw99CqeyWTmHcfuXJ9bEbCpFItJ13SrYxTckJWTSMSVLbxVk8kBJW2tjxklubGrdpN3qCUjNxBihjCclsYkZAxjSrDJGElsmh86yjfbe0/sIAV76T/8PVWn4yOf+CbNmhh/W+T3yImYeHLXJwaFie9fS7jpRTHEO21q8cXTlMm3X0fedYFtxFaJiuyx4+ukPECPcfPvm/WG7mGBbHQl/Ktie1RlbD7ENGdtBqjGJcLre0baWpi6ZNQ3rtWI7yS+NBfOALd79IJV0Tissey3MkC7XctevvPANXFHy9mc+hdlscz+/dF1XqzXOWT746hu89Mghd27elOyylRs+a2Y58u46df8yqeRXuD2nmeAQYbsTsT3mrEF60sCKhtZJxGESsFUeZaUNVYiRQCQMcnPcMPVN0O2bTo4h+HwDI1EN9Kv82uyaZkf7SpBIPmfZjRRlSMkvGu0nS06Dse5chDalIOTvKaufIi1QeCb1gUml8+NESd+Xf9vxF9KeOPGTerRchab/W2tyQ1nnDT4MvPzXfwAx8oFPfl6vrSe5zT1IDYgztpfvju3FYoYrSu7ePcEY7o1ta3n8icfo+4G7x3exbixumc1m+b6ewbY2y40uagVrJISfErb7h9i+J7aNoa6n2Pa03QBEmkYsDXzwQm1Z8+DpvP0gyUrZvpCrukKIhGHgye+8TCxr3vjIB/Enp1y+fImiLBmGgbWWvB8e7PPsK6/zlUt73LlxnXQ5gz6tu77PySLnCoa+m3TAqLULhiRNqqom6LYu7na5e7SxiVO3Z3jDaQkxyq35YdCqqkLAECNdN+REiVXpFUb5MuUeUeuJGE2mDBKXP+4y0tZ4TNDoCwlRjKOMAnIsgpDIxk2SV9gk0RJgxgl/eFYeFfW/aQgSpYN4AAiT1w6TbbBgXd9d2lQZzvzMac9Eq1xjjHLtpIFsz1vf+lMAnvrEb6lp1liu/CCMM9gO57DtBy4fXSJGw80bt/DBvyu2H33sMY6PT7hz5xbJYzvECF6xbd8F23WtPSctIT7ENlwcbKezsFp9G5I97n2OC7F4r9Y79vfmtF3PdrvLT76j57/OY49eZXAFb/+dj/Hhl/6G/YMDtjfust3sGIaW6td+FYBnXv4+f2kDt98RPwerSZRsIjV49QxBLUgH/f6gdItT83nZnqdETVEkJYDXajKD1z5LXddppZuAxiq3aa1V07S0VdPO0mbs1Tf4id9DXWGMHM8kZzUzRgdyzkhkoJBJvg4+eAjjFjTGSJG5OnT7nHSuI/BSiXECeLouaaGRzzNJNOnIEyYDNYFffx4icayGmPx62gePVW8mJ5VSibOcp3Ml2Sxfr9cb3/gPPPWpz1NW1WSiXfyxWu3Y35/TtoptnZzzWcMTTzzGMATuHh/z5JOPCbbbge1mB+y4dEmqJq9efZTrN25y5/adHw/bpdNu7g+xfaGwnWixINegKqv8gLmfcSEW79PVmr7vaZoKZw37X/kqAJcuX+b2Z36J1WpFWTjaX/sHvBPFs3i1WnF46YCPvPw6AF8s4fjOsQAy3Xwvnc198LmCD6QizGv3Z2e0+MCLL7FESDEXERSFy7aWu7Zjs9mpO5t0B8GQ6ZhhiIAoY5IZvmTd0w0lT96uExWAtYaqKsV3W7v09H1PDCY7lMl2zWiyM/F1KneaCvujbNP8EAhmBJZMsEDwZoyOtFginRcYnAFsIS6B0wh3SvuZ0SclTVrZdurPXTl+5jM4T9zqeNxoxhgobT0NQNTkVzRZleAjvPK1f4szhuc+87vvF2I/t5GxPavEhU8X2UuXDtjuOlanK8qqwFrHycn6DLYff+xJAG7dvsXJ8d8C28OPwPZcsb17iO2fG7bDSB0V5SjjfK9xIRbvwQc2O2nr9OFXXuGRj38UgO899yzrkxMkEhi4fec2IB/08Sce4ehrL/FXv/1fAHDz3/xf1HVFVVXipevFtyEGFMw2l1VXZcmg2zrp4GKAAEE0q8n6EiTpURQF1igniPKKPuAKcVJLW9SQXMOIma4RHl0+pxgMpajHYVUT6kPAeK/bUNEDC4UjN3LKHwqvpttKa3AmiQ918ojBMckRTj9Z3iqGyWszKI14OiTwJjlYUsakax5iJASVRMWRe0yJHDmuvGfyL1acZkPCaf6HCacZJ+eUIhYgb5uNNnTthoHNtrs/YF2AMYQR208+foVHrl4F4K23r7NercjYvi3NFEIUbM9ne7z55lsArNen1E1FVVbqh+LVwS7ptP922BYoPcT2zxTb8pd87TCRrvd070NJdSEWb/H6Dxx85XmWzz7Dy88+DcD69BTnCik71W2Mc45nv/cay5t7/Pm84O6/+VeA8FN9r/0o9fFprZWEzCA/G8uE45iUISU4TC4omHbCTtzaEGKWewmO+rwtTeBzhSZ5gj5ZA9oyScuDYyQlP8qqREqH7STagb4PIm3inGG8IRcy6J3X5PtonCO9+xDAR00QKaLSxEvwss5hjRZuKBkpnhMScdmcnBkjKgG9dOmO+n6BmP2ggRxBRTlxvcMxRzDRmlyePU3uZKZwJALlS0jeFhET5DzfePHfA//T+4HYz20YI9iuqpLl/iV+8NY1ANartWDb++yV7grHo1ceYbm3z7W332GT1QjSRSaVmGdsa3FP390D24XL9+hdsW2MLoTy3g+x/TPGtjmHbWPel2/Pw/L4h+PheDgejgdwXIjIuykdl772Tap6xlcvX2GuTYXruprIw0Qi9uzLr1LPF/y/vmO73Wapk1hUijlOKCJlKYmB7W43msPrVqmqrDRP1aq26IM4kWEzPZK2i2lLNm2AYJ2UKIvOdDizBTPG5J6RwhmKa5pxZsLtgXPobtbnCEwy8HqeQiLqa5NEykzeZ5LbSFtXO5F+xfF8EsdnJ9tcP3iVgUmWW5JEutEz4GPI3OgZXjD9kSOMgJ8EC1PKQ85Z9bdGIj+hMtM9k6sbQsgHlsSXl4gxjJGXV742IrKwB2U0paOZLaiqGS99+xXmjZz7GWwbMSx69Ooj1M2ct35wje3uXbAdojb+tWy37xPb9h7YNhNsm4fY/plim3PYju8P2xdi8f7Eteu8+Vv/kNev3yTuNpRO/EqqOlLXlfB01vLUd17m8OgR/nB9l9XpSnkq2dal7jPifRCAQTk/C/icrAHouz5320g331hDIBDd2HkayLIkDHkbaTA4Ixpyi9MMvfCPUhYbccqLybZOvA6mQOknBRJWs+JiaxkBcSALE0BPb3bagU0nFsgkPyujk75/iUoS3lJ+kjS0ib9LMybm3Z3J0srUcT4DXrP9EeU6J+eWHnAp2y5bfN0Kox4Q06ROZPy+XqDpop2+Jq4xIAvLgzI+9KFnuXVnxfXrN4XzTdiuzmL7ytElLl26wne/98p7Y7sbcMWPgW1tOJy272cWoyjt8h5i+2eAbe6BbWsI8f1h+0Is3kVRsV2vhMNxjlY1oAssVV1RFgVPvvRdmr19/szviDFIhVrwo0eCfrVGvBu8T4CShSCVF4NaYUbp1B58yEb0ya4RyF3WQ2rTEVN0EM/InKy1+bVSIDFgothipsSKc0XOzqdCgkGtN4uyoB+GM70FR+5x5PtSgUH6/dRSa8oLQoqGxrDFGFUDgD7M5CfGgkklzZIfIkDWyqb3hZEbTRPBxAgaacSYOD85sJtcw8RHyhWMY1STOUTN2qef5UstWaDoz01gYzBJN/uAjKIo2W5Wwps6pwUasFiM2L586ZCmmfPmW28JtmeK7SS00Gt2BtvtTwDbuhhJSu4niO2hx/AQ22ewnX9N/nG+clNMscZmx/czLsTi/fpHnmMWPEPv2bY9yW3r+HhN4Rwf+P4rlLMZf2E9XdsiTz+retIxUz1qPTXqSE85TeLYSm5eWagcp+sISsdIdZOlqau0VgMQvYLbWpwxwEBROEKEwmvUo0/vqqpwMRB8eroaiiK1d7PYcvRUiLl3k6UoZNss21WZSDGG7N5jDHKORvxfxGXRYa1GGVPtaghEK9ej77pRz6pISVKkqIkkE8byY7lyk4goRQgoJqP8HySEyJNrKhOTXYpGOpP/0ySIMLYLNGnhICeo0psZ/TzjVA2TSObson6Rx40bN5k1lWB71xO1/dfxyZqicBw9eURZzXjn+g26boLt4R7YtveB7SQ1a++B7WasapSvE2w7A2agKB0hPADY7rux7P4iYTu9wb2wDffGdlRsm6Qjv79xIRZvEABWVUGnPfnk24G9L7/AS//dv+Sdf/1/ancL4c2SH0S6Atbptjqg3FgkEKTDhxWjm3QBB98DFqzFIRnmtH1MHgmDRv95y4doaPMDIki1V3SOLop0zQ+Bwjq8CdK3DuHpQox4vUHpfEWiZeQ8TIpC5MfWSHSU6LZUBo0xOUMNaRJOy8VjXtycs5mfnEaqeUGIUZPv6gsRY+YHkzaWyVGnk4S0HSVOXhvzaxOQ5dvTyC45PoznYozJTmypu3fU7eXkFGRiySwg3D++L8BQbJeKbUZsF2XN6WrHD9565yy2h3tg2xqCvw9sD++CbTPB9nAO21EKa7IJkwnYwhFxdO0FxXZxwbBtFNvpwajl7mOcMsE257BN2om8P2xfiMW7KkuMtTRN0C7q8v0nvvMKL//X/y3v/B//G1XldAsnF8BNIgqQJ9sQvIj443iRo/cURYmzNleWgTT/7IcBg4AtmKCmVLptzHNMwF5XFdHKttUYAX1ROvpeInE9CdAHSFkmZzaRKCVsZ9salStF3bqG4LN3cXD2jPdzMP8/e+/xJNmR5/l93P3JiMhInSUaJYASEFXQjZne4ZK2ynZsaUbytgcajbzQjDf+AzzwxguPvJFG8kTSaDs2FGs87JLcnR3V00BDlC4AhdIqK1XoJ92dB/cXmVnAdKMwDVTmML5tga7MjHjC4+u/99M/M3166z1mbcO7vT0d5B5fnqvE2+23sKupsI+YjRZn/XVK9lfAOYXDNw9q7pNG27CNkjE9sBBi+junKfmij+miNtdvp+cXezZNA7PXtNyrcR8er8kut9P93F5cWSbPa549u//9uF3/Bm6rPdw2v4Hbld63dtZYalMTxxFWPMftQFHVf0u5bfbnUv9OuT09qPVrY6fHmh7I7rqNmrX9Idw+EMI7jEI/JipgaWGOhc+vATCsDPf+l//eaSQ6II5dS00pBVoalBBUzUFsUxrsfG9KKVTg/H9FUaHr3eqnWuvpQAdHSNcQX9dNWa+YaorGaN8hTbOrIjqTTuz5LLgxViCxtSNdGDj/rNCCujYYu2cad6Me+2o7AAAgAElEQVRVef+eszJdxN610aymWoXw0WzjB/Q2/SCmA1/9fe39WUiXYWCbxkFS7it3dua5MyYj39wHmnPvj/5Pgz6wO89PeM3Z/6/JXW2a1CP2ct5Oj7+X5y6gNF3S/YJl/392Tc9m8xwS7OP24hxx2gZgOCrZ3NjAdQZ0/bcPHLf1AeK2dTnijUA98Nxmj9btv8PpOZvTN+fDa+P7HDu/HQdCeAe++CWKQo5d+4rtlovI/+uqwBSuCU5V1yAsrTSmmVRt7K4J2DTVEcKbbViENQglXcqT1dP+ua7DmNhtGuP9cDIIXXaJJxS4L7ThhMX1jXCmnGUy8fP+mkCQ70Vujfab0k7NtkZzNPuCcHbaSW3aAtRroNrYPZaCQElPWh80kWp39l6joQmDJ1DT/1kgpN1H0OdmZ08DNsJrKcr74hpT033Ir483YafB4Iav1nh/LNPjuc/tmolOOAuEZKqiWdxDRnjz0wkWufsZu5t14DQn97fDNMNyL7cX5hfY3hkC8PDhEzdARMppGt1Pwm35I3LbPMdtfgRuc0i5rb6D243wNhYr/LxR8/25fSCEdxiGJEnE2XuP+PI/+c+48T/+NwC0qsinO+F9dq4PgFKCJI6937u5WWdKSSl9GhU0X2CgnJnWuESsP2CjiTSDSaX3IUopp012ms1kre8Q15zNGB9Y0lMtoknNstZOMwPMnuBHU2LcQDRmoDEI7fxijfXnNkJTgeWDVFhkE+jxlW17za+mWk16M83Y3eh8s06iYZdwZnnjrhBiV3FQUrpKZLt7fl2zb72gMYs99vnqdm1NpwDtqirNd9l8xsd7/HuaJkfuGO773BXejcDAHJ7asjAMSJKYn/3sZ4wnJVnmKixb6UvgtnKc+Um4LWfc/q3cbqxKubf97ffn9oEQ3mkr5szdh2RZyZ3/+b+dpsskSUJRVFSVRvinbVFW+3xWu13P3FNNej+Y0W6jS69tgNptGWmtz0X1gzNwqxwEwa6f8bknP7iovPQ2UBCEvjmQRcrdLmbNtQkpEdYgEcjATRWxflNA40L0k6flHlfHtLWn2reZEBLhn/auNHjayWHXtNSuMX9jMjYTXLTW06yBvZNctGh6PfisAR8Ma+694aGQEql2N8m0BYFvMzr1F7rLodFHBPuFSePj3r8Z7J4fdwNAQrIvF9gVsvg+FS+gnbxspGnC8ePHybKSJ08eT032Kbdr15vkJ+G2/lvKbfMct3mJ3N77XuHPZpozNlODfgO3xffn9uFRYWaYYYYZZpjiQGjerz9c59q/90+597/+D3vyWV0JcZJEaJNTVU0LSYHRLpDQdAgDsBifCuWHgvqovFCSMAicP236ZHZP2GZ6hW4qxIzFCBeUmPraECjVTNf2fi/rgjxxHKJqOfUL4tOjhBAEQYiQe01JgZDRNAWxCQo16URC4KP/Tl+SUk7XQUoBtrmvxv/r/XL+up+He5K78mB3w8KnL+1/Xus9Y6KsdhpYk6/UpG65bBC8z85rL02Qp7Ei9wRfmjW2TRxnanI3+sfe623yf2Hank1Yb2rvcmH3uLuTvw8DTp48Sb8/4tnGM5qm+wBxEpEUETrbw20ExvwAbgdqd1wYPwG3wxBRHyBuI/Zp/s1CaPMTc1vAXteR86c3KYd7uM3vhtsHQnj3BxNu/U//Ha6XgN7tIVztaXNZFS5XU7juY0VRIZUgjlzhAX7hrDXTFCUZOK9SVdeo5wSXChVoPHHV1A8YKOVNxcZcs1iD69/gAx1NtN9a10OlscFq39VQCOfrtAJ05cxPIQRBE30HH3l3ZG6cBdMmkv48TUe9pnrMWnc/zXxAAOyef9M0fJc000OkzzrQWn9LcDd+ZKuNExpSIIzbNULsNdvV9NjTwPoe89769fcHnRK42bgC4Tq0+QCYYDcFbrq57W4uOHZXvE+rLP1Oau7nsGAwzHj0+Inj9r4KW8/tYA+3pcRoS1G6bIwfhdsqmAqj38rtaLe39Le4zU/Ebfs34La1bgCD9Sl+Pza3sXtcR03+yB5Hixfi3vvyN+b2gRDe/2KyQ125qdRG75a8q6nPSvtIri9l9a0phd7NRhC4AoZgT6DEVpAkkfNniT0J/dY9laX/woy1fvLzbvOpJg/VYlC+Cb4xBqsN2jYBC4FreLP7pLb+W23ea/aMdHJaQNO4xv2m6cfsPit2SWd3NdSmdzFeK5AC4jQhyzK0NlNuuXQsgzUCK5rjCk+y3fa30AgD7/dsNAYfeW+udV/Qxt+r8MGWaZ9McP7K5gd//3urJfEkt34n2D1vdcExpmtEs4bA3vFYTZWcabTzQ4Jvbn9DXdeUxW/gtlflpsE/43zEU257YfP/O26bPdwWP5Db09//RNy2u29t7k1IMeXslNvs4TZ7uP0COBDCO8+yqekcRiG5H5Ca5U4D0bXrxIV5nlyAdRqMVP7LaYauaoMVhjw306bx+6Ps2rs3JGWp3WSPWrhG9tjpxBPlq9dskzJk7J5N5dwjjalT17XLwxWBN9lcBLvRRJrcW2BqjjXVcc1EEafh+HN6grmeyE4zCZT06V5OkxLskrY2fkirbUxgC8aZiy7gu9+kM1Or2E4J7+NHu5/3x22q0wTuePvyUhsbkqny4s/hNDsr/Tvtc/Mnpyal/7cneaOhwd4NubuR2fOvg47vxW3nH0BPFRHhglwNt2XTj1pOc5otPwG3w5Cma8o+butDym3v2vidcdvpO7vc5jlu7/33noecf3rt0eJNo5TzItwW+zbTDDPMMMMMhwKzbJMZZphhhkOImfCeYYYZZjiEmAnvGWaYYYZDiJnwnmGGGWY4hJgJ7xlmmGGGQ4iZ8J5hhhlmOISYCe8ZZphhhkOImfCeYYYZZjiEmAnvGWaYYYZDiJnwnmGGGWY4hJgJ7xlmmGGGQ4iZ8J5hhhlmOISYCe8ZZphhhkOImfCeYYYZZjiEmAnvGWaYYYZDiJnwnmGGGWY4hJgJ7xlmmGGGQ4iZ8J5hhhlmOISYCe8ZZphhhkOImfCeYYYZZjiEmAnvGWaYYYZDiJnwnmGGGWY4hJgJ7xlmmGGGQ4iZ8J5hhhlmOISYCe8ZZphhhkOImfCeYYYZZjiEmAnvGWaYYYZDiOBlXwDA//2v/rVFQJ4VhEFAHLrLEuK732+s5Qa3GGc5PzuyBsDx4RGs/7vwr981rD/BX3ddhxXWWoQQ1LVGKgnWIoSc3qfO7nDly485evRndDo/5/QpzdHji0gh6G2P+aM/+mP+8T/5ewAcWzvGp59eYZytsbq6QllWVJWm/ca7nPqL/wqjEsp8DMC1S5+QTTJa7TZFUSCFwBpDrTXtTpc4TnbXPAiJ0hQh3UX9o//ifzsU38J//S+/tAhBkeWEQUD0Pbj9yaUbjCe73D5/5hUsPx6vAfZtnr9FsNatdV1rlFJYa5FCTO/z81/d5MqXn3Ds6HH+4A/+LoPBmKPHlhAC+ttj/tkf/TF/+E/+PgBH147x2WeXee3sSVZXlynLmrrSVFXN9qCHVemU21cvfUI+yUjbbcp93K5pd7pEcToVKCIICdMUISUC+Of/5X/0vb6FAyG8tTGOmFIihcA0OxZQfx3LrXWfee7vPyrB3Yn3ncEYM+W9kofTkLEWLJYgUGhj0NogpUUKdz9aFPQHfU6/epp2O+Gb22Pi1oClhXmKoiBJYo6sOUGTZTlYWF5eRmuDtRasZXjtCywRYLjz9XUAJqMJ7XaHuq4RMCV3mraJ4hiEQAUhACpOQPoHiv32PRxUGGMAgZAKIeSU2wKB/A6iCvAPTzvl9k8hT79Ldhtjp3+Rh5TbWItFEAQKYyy1NigpnAAHjCgYDHqe2zG1rtnp9afcTpOEtbVVALIsAwsry0sYz21rrV+bGIvhtud2NprQbrc9t+2U20naJooTEAIZOm4HUeIEtxAI+/3JfSCEd1VrBCClwrDry9HaIhTThZ5izw3+lIqCxYLdrzW5zelxyAhuwQtrTVFWJHGMkoK6rqkqzcI7Pwdg61efYI3l3r02p06NOHmiYGe7ZnlxnjzLAY0KFACPHt9jNDlCa849Ro2RLH/wIdtffIaUIXfvXGFrcwOANG0BBlPXWOs07iRtk7bbCCGRKkLFMeC48RM8mX/nKD23lVQYLNLfgNaGQMlvCXC7Ky9/4nu1Xkvdr5g0OGTUBkAbS+25ncYRUgp0XZNVGuEXt9cfYI1lfn6R/mDEzs4QbWqWFufJswKoCTy37zy+z2tnTiKkcA9fY7zCI5Ay4N6dq2x7bidpisU+x+0WabvjuR06hQT3YBRCgNivGP42HAjhrWtN6423qW7dwEpBVdcACCGxVmDF/luygLHuX9+lmL/YErwArHMx7D265TseLocAFjDaELz2FnVeYr6+yslTNVWZc/uWotNpUX/jtIiqLFEqoDPXIVAhDx4IquomSRpS1wYpFL2dPgDj0YSV1ZNobZiMM8IoxGhLXWuePHzIk/vPiKM2AFIJiiJH6xqjNXGc0m53QEhUECHC0Llx8ELFa90W8123dCCha01VVbTSFCkFVa0BkEJiv4OoFjCNkvDc739M+bnvobEHh5DagFP8RuMJeV4RJxG9/piqKminLTqddCq8q7JCBQGduTkCFbK0OM+vP/2COAmdG1EE9HqO26PRmNffOIvRhvE4J4oCjHHf8ZOHD3l6/xlx1AJATbmtp9xutecQQqKCEBlG+7gthPDcPmyad1Uxun4ZiQEhqConvNutFBvIqcBsiGSt8w06gvsF4Me3pu1zSztVkA4Jw+0eq0HgHoDmm6tUWcW7byf8+V884ZUTY9L0NaSU1F7Q5EVBGCi6cx3a7Ygnjwfkk+P81Z9OOHJ0i/Zci4f3nwAwGB5lZVVQFDUqCIijkOyryygpuLH07yMWJRc3/qV772AHHRsm+Yisekar3UZKhQhCRBiCEHvW2AszAdjDsd4AdVWjVEBVlgghKD23O60EgghjvVCectt6d4VTXvbiR1NKpsf/9hkOI7fdz5ZWK0EK5y7JsyHbvW1Wz7+JkpK6dgpAURQEKqA716bdjnn8eJPTJ15l0qtZf/aY1lzKA8/tV189hZCCqnDaeBRFWGuwpmZtaY0ji8fY2nCCfjDoUceaLB+RVRukntsyCJy7xPnH3MU23/MLCrFDaAzNMMMMM8xwIDTvMAyZv/gBR4tPuXnT8M47KQC3bzvTsrYWJUFOn0ouAGCFwFj3BC3rmkAFuxoMvzstpTmtMQZjrA9MWu8ykVPt5MAH7IXztULj/rGMJyVRKPmTf/OEJHrAzlZEq12jtZi+11vxGG0QQvD++y3anRY3btQMNjcZT4ZTbXF5ZcFlrwBRFCCkQBpIWxFHjs/R7iSMX/8PAZDamZw7ZoX2P/9PXSaJcoq1toZQhgRKNZeAsN6lcIhUjjAMsdZQFiVhGE7NdSFd8NJaSyDlHm6DNY5b1nO72sPtH0v71sZgjEFJuc+ifF77P6gQwrlKwK2bBSaTkjAUbK5v8/XNb4jSEGM19R5uW+9+tdqAgCCQHDm2SBgGPLz3iMlkhNENtxenXoAwCpzCbARpK+To8S6tTsKrry+742qoa8PVS/e4dXfH+cmV3cdtpfaIX+ut+hdY7gPxzXTefJcj5WdcvlZiaSLtlsV3PkLXmrp2AYaNrS0eflFQVhXgvrAnf2R48keGe3/6jKLIf5wL9P7AhshC7PoId33ggrm33j+4gtujiZBXtQYLYaA48UrB4sI8H33wIfOtFUx9l35/wMoHv8fKB7+H0RolJXEcuwCn0Vy/XnPiZM3RY6tsbfa49yDk3gMXPdfapRw2EX730NDMXfgAY5qHoKGoSjY2NtkaPKTWmtF4Qr8/AisJgxgVhD5lUQLCe7otLxCQf+mo65qirMALRSGal0TXBl27TKtnW5t8eesrqqoE4WI5608esv7kIdc/+zVFkf+IcZzGPdLEFeyUJw2mD/IDDGuNCw7u4XZvZ8jiwjw///BD5lurfPHZTfr9IUGgHD91jZSSKI4xPngfBAE7/RFHj62xtdljfrHD/GIHcDxWymWvWONTbLVGG4M1dh+3n21ssD14SK1rxuMx/f4YiyIMYuQ+bk9FzAu5TQ6E5r1z6RNOvt9CV2OUkFy9UgLQbn/qnoZKMc4yPv6/tmjFfSbjVexHlrIomc8yAKJYUN2KSC/+zbST7/rsrrC2aK2xNqTz1nuMb3zBWxcCvrzpiN2/8ilKHYjn4XfDWsrS+VzPnDfcu+PI++BBwvFf/B4Pb14iq9aIooAjyxusf/xXACgRIZWaBljqqsbiPv/gbkUcJaytrUxP06SYaS1QSqK1Ic9KqhuXWPvw99i+9AkA6fl3WDiSMfjTP+f42uvUasiRYycIg4ggCCnqirx0D+RAusCn0U7gHRYYowkCRZEXqCYwxa7/XinJKMv4k3/zGa04ZDIusRbKsqRdFwBEsaT39AlHT7/6uxfgTZKDBa1rsAG1F2AuI0b9rs/4o8Du4fYkz+nOddC6ZnGhSxAqwjAgTk4QRQG3vnpAGjvrPhAxUgV+37pkCYuh22nRj/pEUTxNFYRdqwhtUEpitKXIKoIgwHjhDVAWFcIEHF99FSXm0WrI2rETRJ7beV3u47b9Adw+EML7zbcUN2/UWGu5+HbElzfcDQgpsEbQvfgBn/zxH7O1PWb5zBF2eiNsXqDqmqz0gpMOQX9IR3cQTVrZC8JpG0wLQfb+XvunrNmnkTg7tnEZvEik+KdGc81Nvu7NawZEjpKCCxcVt29e8umaoALBcLzMyuIAgO1ngDGcO2d4+MAQhpHLIKlqTp0eU9xKaLddBkldOWFVljVVldNut0jPv4O8dQWtDduXfo3166Xv3qAlLG++c4Lu5wuodszKsXnm0xbWWrYGEzomAqDT7dAKQ2IppxkbhwG11rSTmCLLMNYS+bx1IYXf7Ja7956wtT1h+cwaO70RWgpUrclKt059EoL+iDVt3Pf3QyS4D/LLb3HbWUKNgmKa5AD/x32psAcV1l1xU2cRqogsc9zWRpOGLt1USJCB4NXXjvPwwSYAKrRgDFmekyYtIs/tqqrpD7bodFLabZdBUlUuCF+VFVVV0mq3KIqKzlyK1mbqVgWYm2sx121x/IQg/1yj2hGrx7qe23huu+ua63ZohYHn9vdf7wOhJo7HI4qi4N13YqfVCZ9QYC261pR5wfrVEGsFQhiUcOao/IvjDCvlXplmY1BS5DmNGH1RUepyQotv/d7VmTiCX3grYO7C+/SvfjYlfZN/fNCKdDY2Nvj69lfeFSWw1lIUJUVRcu685uw5TVnX3Liup/IgCAPKoiZpRTx+HPP4cUyvN8JguXLFZUw8edpCCsH585L79x+AsAyHI4bDEa+/oZBS8vrrgjOvufP1rnyKEIL5tz9ACJfXX9UaKQVPn2wwHI5RypLlGVJIsrJkZzjCakOtK2pdIayhrivKumI4Gb7UdX0RjEcjyqLwFaz1bq66teja+cLv3HniXRfWc1sTwB5uGzYGBWX+w92CldYUZfmt3zfuESFc/GHq5jJmr4/nwBXpNNxuciqtteRF6V8ZWZ5R1c6CaBCEasrt5eUuy8td+r2R2x+4+1xdXUQIKIqa+/cfgjAMh2OGwzFlWSOloChKxuOconDu2+b8+O+urjViD7elskzy3HO7Ymc4dFq2LtG6/MHcPhDfSJlVVGVNWVVoXfHGOXjjHJRVjbWOSBsbm0hR+6eiRmuNwFIjqXH+xHFpGI8mwK7gfhEB7pSM3eDj9AEgBJ233gcEV684v3yjAe31Cx60tKo4ShktZNxTd/cFWsIo4C/+Yotf/rLHxQsBUkpeOZl7f570MQXLwkqHhZUOPzt2AqMNxhqUUiglqKqKbreFEgFxEpPlOVmeMx6PAMtoOGF9fZMTJ0qiyJneRV4hTp4nSSKSJMK88irpuff2BMUkSRggUKRxiygOCJQiUAqlJJMioygLFue6L2lFXxxFVlKWFUVZUuuaMs8p85yiqr1Fp9nY3EAKjdHGcbtuuC2ocQ/dcWkYjVzp9Q9RTJxG+G1+Op+trwIVAmsNSqrpw373fT94CX4UxFGLp3f7XL36lXsAAVEUEkUhg8GQ0SjDaKcg7PQG06KoJl62uNJh0XNba4Ox2hVNKUlVVczNpSgRECUxWe4eBuPJCIDRcMLT9S16OwPCyHG3KCoG/RFJEpIkITs7O5S5RgqFL+nx3JakcYs4VgQqIPAum0mRU5TlC3H7QLhN5ufnefC4JFQRk3w8je6+9WaX69drsrxg1O9j7YRKd7E2QGCJogA9dn6uSAmMrglOvwsTV+X0PMG/i3/WQq1dNF9IgRLBvs81/tvxjUtey5b0rnyGFM60rGtN5X1tKol/l8vyN0Z3vsP7vMuzR1vYVVfaMh477e3v/lurXL1S0usNyYs2X95QQEW7nfDGG4o7d6tpH47FxQ7yXrBnBwveeSdxhQhlxsrRZU6fcH97+ngTFWzR25Hcux/S7easrGQUR/4Bw2uXKJZPkc85H+Lg3/wpi4tLhC1XsKCsoqxKoiCiP56gVEDmg9CtOqWqNHNJ61AVRc0vLIAQREHEJBu7rAYgjGKCQJLlJaP+YD+3pSKKQvTYuYeiwHF7NMxYcV0Ivl9mk3XWZKCcNfT8uhljp20RXDBVgJDTLBdd1zS6epJEv5P1+F2hO9/m3/4HH/Hs6fbUDz0au/jX/FwXKSS93oAwCojCiCKvaLVjqrKmKEsiX5q+sNRB3lNTbjf/VUpSlhkrx5YY953AH42HPHu2hUAyP98hzwuePHnKkSNrJElEf3vIvd4DdwQRsLToslaEEkirKKuKKIjojScE+7idUFY1c0n6Qtw+EMJbo7l4McLoGmsgDB1RPv98wrvvJvzlLz9GG0U+KXn04AFrx45gi8z78dzNRsLQDiy9//cR83/HfX6vEP7rl8RiTpzDPPyG7sUPGFz51Plk9xRNuF4fTbl3DdYVkBhruXylII73E/v5oqKXjSBymzNQkvmui5o/fixZXknAbGEMzHV2G+UoqSjyCq2d8Lj7tdvMz9bXWVlcQkrJ5cslFy8YiqLg2PGjbPcWAaiqLovvfED46E9IIkkrTfn00xHte39JmiaoIMB8dRuAs//gD9m+9IkLFgmLlIpRliNFCQg6acrjJ+vummzO8uIK2hqGgwGHRfc2ViOswpoaYyAM3APeaE1lXFMjx+2CRw/us3b0KNoGkITf4vZ4st+l12jgv8l83u4NWFmcx1iDxPnZ9xa7ae9HtzgroKl2Md4N0JSG7zspHJh82MBbdUpJFjy3pZIIYekNhhgj6HZ2G5wpKT23jf+827vr6+ssLy4jfen7ZJyTFzlHjx3llZNHAKirFQSWx4+2SKIYKSVlWZFnBWkqUEFAN3b7IEljjHGZKY1LdZRle7idTLktbc7K4rLndv973/vBcJtUNbqqXa52GE7N6jNnDFlWUNUltTbEcZeygLvf3Hd53hYi5V4LQQHYaQVb41qEv97EbH5ffXOdLC/IsoKi2O8XXHj7Q++rFRijOX9+t5TVGMOFt3ZN+8bMFELQufDegUlp23sdUaSIIuf60NoiFRw9PqSqqumCSeWsijzPyPOMY7/4A4SAjz5cYHtrSHTuAlGs2NzYAiF4/LjrUhaEBaGZfHWJx+sJCLh7X5G2EsIwcuvz6Eu6C226C23qu9dQp97k4cN1tNcCpQxcSwRrmeQZttLYSnP/sxtsbW6y9eQe1z7+y5eyjj8EZVVRlzVlrQnDiDhxr9F4QpaVVHVJNeW24O7te57bgkhCJL/N7efxm2jWbqVM8tJzu2B3Z3j3oK9MNMZQFKV3l7if61pPub1XaNfa/PjlzN8Xe8gdRopwD7eVEmxsbjhXifABe+Xuu3GFpO0YIQRxlLKzNSDLc6I4YHNzC4RkdWV16vpHGKIkYOXIPAjozqdTbhtrWVhq011o0V1o0ZlLGA4yHjxcd4FM8Nx2QeFJnmOrGlvVPPjsBlubWy/M7QMhvOMw4voNi65rwiAAKcA3kfnmluT4sTFGG5Ik5tSrJzh27BXwfue52L2WgxxrDEVZ7/PVwW7V6fO+Qu07AraS2P/e5WzKV1+fZgL0rnyK1pq6rvcJwc5b72Kt5dq1etqboPETujzT7+678jLRBKeszyKQUvDlV5Y4jBmNJ2jjAlaXLuWkb7zNyVcqTr5Ssfn5x2hrCWPFmbM1xmh6vT7j0YQgkLTShDBUhKEiPfc2RV7QeuMiZ89AK32EtZqqKlxLTmPp7fTp7fTp94eE67dZWVlCyQBTG3StGY5GdFotojAgCGOCMGbl1fP0Hj/i/sdfkD3ZftlL+b0RRTFhGFLriiBQCOmyHrTWtFsJWxvbWK0dt0+/sp/biWAuESwHBda4VLimKO23UUt7V0KaxDQJsJU2DEejaS6yxXpu62n3R2jSYS1KqX2yfi+3D4rmva8qz79cIZ0gjiPiyHHbNHnY1lJWFb2dIb2dIXWtXRZQHDCeODmz0+sxGY0JAkGapgShJAglRV6S5yVVVZCNc76+dRtra0rPbWMsOzsDdnYGrk5ibYFVz21ba+raMByNmWulRKHaw+1z9B4/4t7Hl5i8ALcPhPCeYYYZZpjhxXAghLeUTYe5EhVIsklGNsmQSnDmTEUUptNIuNaaOImQuNLdUEGoYFgKVy5vXLK7zyD6jb1esizHnjyHEILJJCMvMuq65tFf/bkLghinhYRhiBQSYwzXrlXMv/2ha1LlswX2avTGP937Vz87MJbltDDkuXafWeZ8qL3eNsePTxgOx1hrab/xNjtf/Jr7D2LuP4j54IMWwkpGowmjYZ/NjQ1+//cXSJMEISD21WnGGEY3LlMcOYWua+7dDUniOU6d1CwtbmGtYe7i+/T7I/r9EYPBGIsljBRCWAIZUBQlaRSxdfsWD25dY34hZn4hps62GNx7TBQvkETpS1nHH4K93NcxWh8AACAASURBVA4CNeW2UoLxZEQ45bbjUpzEntuCULnXsNjltt3jsvhNyu8ky9jpDxACxpOMvMjRdc14PJlalVobF1ATwpXGK+XL8p0Wrs3+fHprfI3DdzUif0nYE0Of7sO93N7pbbO11WM4HLnkhKrCaMPCwjwLC/OEoevHMBqNGY76bG5ukKYpied2EkdTbgdBwLNnm+i6ptudI4269PsTHj18jLUux7vfH7rXYAxY55MXeG4XpFHE5u1bPLh1ne5CTHcft+dfiNsHImA5GA45cyaiLgOkEK6cGAiCECkF7U4KGATKpw5qFBa1pxZnWEkqawiswViLgl0i+uDhXsq5gIxkdO0yrVZMK02pbl1HScXKe+8jQ99T486XbH3+MUpJkvMXmHzxCf0rnzJ34X3KsnLd+Xwhg/STAqqqJk0PTubJbvLjrgAPgoBOx012GQ2fogJLd37AZCKobl4iCHcj8HfuxsRhwnA4ZC7tIh/8P0TH32d7exOkc7+o028B0K40g2ufMzx2CknJseNHuHRpwunTMd2u5OrVz/mH//BnAFy/rulceI/sxiWUDBgNh8SdhESEfH37EZ3VFdYffQZAsT0kjmJUouisnPxJ1+9vguFwQBjGhCpECkHu/dahcimanbmWzzO2U24L4VqKTrldSyoabu9qXKYR4s/JUufHlijpqiRbqRMIdVURqIDhyKW8dTptF7BU0vnDRcMR97PwAU73O9fhsaxqWmnyYy3XD8LUHe/XIQgUQSclDEPu3LmLUpa79/ucPXOaIFTT9QGYm+sShynDwZBOq8uD+084euwYO57bQkpGQ5d+XFeGxYVFNjY3WV4OOHp8DWsNw2FMWdRIqVhddZlUYeAqVaMwRMmA7eGQuJMSi5AHtx/TWV3mmed2vj0iiiJUophbOfW97/tACO8wiAhUQEU1LQ0GF0E2xk9PaYSOdBU8xlqEBeW1AJddKKYVStoajPGTeIRFPKenWGsJA0V64T307Rso34ejKHP09S9Y+/kvAKiMcSOMrIvrF3mB6Tjtxxq7r9e4aXqGTE/CAfEN7l5EEw9wPm+X1/roQZfLn29y4uQYI+4RBJLHT1q8+tpZALR2fUpGwwGvnTpLMamRQjEZjimLnEmWsewzbjY//QuMqdn87K9otVK+uOwa+zx7+oxf/SrmtTOvcOOmK0S4cfMG7Qd3uHDhTVfAkFVoY9jeWCdMQuqyJtv2JcTagLAYrekem/8pF+9vhCCICQNFXVVO+PnCDpXKXeuwETpSgjXU1vFrl9vuO3PcsmhrsMYpC0I8z+yG2wFGFyglp6XbRZn5nh4uTc4VmXluW0GRl5iO019dVsquTWltc/49PuYDxu1Giu/l9vLiKlubm/R6O9y/d58gEKysLvLaa+cAqLUkCCSj4ZDXTp+jGNdIIRkPxpRFwSSbEHluV2VOVZXUVclwMCZJWxhtWH/6jMlkntfO/AxjnOy6dv0S7fac57YgzypqY9jZeEaQBFRlTbbtrAPlm2JZbZh7AW4fCOEdJzF1VRJFkcu59uQaDkcsLi6ipESgQQbTMVLGGKq6Qvh+G6E0TIoKK1xgscmX1IDw2sVet4EUkrLIGP76r5jzGogQgoX5Oaq6YuPXvwRg6b2fk391nTSJ6V/5FK0NVVmzfekTyqqi3W7R9OxRvvoqTuLfnsP1E2J/SX+D3T4byyvznD13EqMNPztWcPv2XZKfZWw/cz1I3rhwnq1nislkzFw3ZXl1iWySYzCEUUSWTZjcvARAFAf0ezlp2iHLcuYvfkR28wvmu0usrKRsPNsiiu4DsDS/RjGxSO6BdM2vsFCXhrzXp3t2geWjLrG5//CBr/RTPL55ncOieydxRFW5joJ1XRNOuT1maXHBC2gDkmkw0mV67OG2sEyKGis01oISEoPFuFJIhJL7tG8pBEVR+OKgmlo7BWR+vktdlz7rBHRdkSQJaRKTCddpry7raaFKu53SVMdLCUVRkiQua+j5FhIvC8830JrCX97yyjznzrnhINubQ7755g6jrYw/uf3nALx58RxSKMaTMZ25lJXv4PbSoiuP38/tAmsFcRIx311ieWWRjWdbfPnl14Cbd1lMLFcvf0WUdtwkKGupSkPeG9A9u8DSMcftwYP7e7h9Dfh3v9e9HwjhnWcZRVEw3+2CZVrS2p1boNNu0e8PiAOB0WNgyVVXCulLeB3Bl6KagY6wxqCrCuvzsqWUbhSVEAQ+Taiqaj96SBIoReet91zPDWsJlKAsK6KzF/3VORMyjl17UiEl3bc/ZHD1U9emE1cIAc4U6779IfU31/2oJAfr87FeFt2bni0Ojf/bUlUVxsCFtwPWn7p8qKebLfL6FX7/D+a4edXlYw8HI+a7C9QyRxtNqXNGY+VS+6wijR6xueWOu7S4yHgYoF49i7pznezLSwRhQH+8QBgWROE62r4JwJnzzrU06d2j1+/RnmtR65K422Eu6JI/fMBk4jQZKQRGG7LJaFoUdRiQZRllWTDfnQcsynN7vjtPu92m3x+Q/BZuL8YVgyzEGk1d1RjpmihJ6dtEiNDlEwNV5aoKpZAoFbhcfWvRFs/tmknm1nSu0yKfclu6fiu4dsvO/91UX0LgJ/9IKff1R2lSDV8WdrNk9kC4PW6NeyDKQGIFrB5bIIjPkCYxN659A8CwP6LbXaSWGcbUlLpgNBk73csqvr55m7PnvYxZXGQ8LBiNBrQ7KXEUoALF6deOkmcFN2/c54MP3gOg1XKupU/+7EsmpeO21iVJt8NcMEf+8CGZz9sXQmK1YTIZUpXfv2/PgRDeTbQhLwqsNc58BNK0TaU1URTSmWuz/vQ+g8EOSdpGSYG1mqxy742NotaGbjfCIJiMJq7VYxgQhaHTVPaYn0EAYagIXn2d8Y1LRGFAfP4i1lqWhaDyfvfelU8JA+Xyv712Mrr+BUIIzp033L/PlL0nTlXc/vIKSRxNzUptjOv5/ZOv6S72b65dH6ZSAVVVcOOGpdvVPiBlUIFge6fPkeOuU+DNL9cJIsXTp0+5dPkzdO2OsdnbZGFpkTBImJ93ZTPJubdZMlfY0sr1eBDCp6JpBF+zs3OEKHaVcK1WTPvN96i+MMy1FukXm8RBTBhFtI8fYXDlPlHXm5FWk2U53aPHOXX+zE+ybr8LCFzedJ7nPv3OfRmtpE2la8IoojPXYv3pJoNBjyRtIaVy3C4bbgee2zEGmIzGKOlSMxtuC1/QU9U1YaAIwoDRaEyrtQDWkhUFk6xGBdKnDzoEQeDzu6XPjVZgDXmRkyQx1pOn1x/SbqW+nmE3N1yKl2xefsfGEkKilCCvSsIwcsqVsWhrkVNuO9/0zZvPCCPJ06frXLryGXVtEeuCrd4GC0sLREFCd34OgDwvWF7psrPdc4OFhXAtq63h8uUrnDhxyg3gxgnvqq557/fO8vXtZwyKLaIg8dw+yuDKx8R7uD3JMrpHj3Hq/NnvfesHwrBvtVqoQBJI19eiKCuKskJKN2MuiWPanQ5SxDxb3+Lp06eUVUVVVSgpUVJyb5zSLwRSush8cu4iWmtOvVoxznLfLtJp41EYumh+GFLdvoHWmuFoyODKp0gBw2ufMxgMGQyGKKmI44iiKJlkme+8J3yEHhbe+Tlzb73H3Fvvce1KydJ7H1FrM43UiwNQaWnMrmk5nZfX5LQrSZTErvkWkOUFUkq++sp1UtTGMpmMMbZm0Bvx7OkWi3NriCpgOBi6kt8wpiwqyqKiun0dhCa/dYW11VWePn7KrVs3KYpL9AdHSdKEV0/Dq6ddB8Le5U8ZT8aUeoLFECcptTWkq4uEcRvn+NLkUjL/xpu88ubrtLtzL2klXxytdhulXB8LFwisKQrX4KiuKtLEcVuIhPX1TZ4+XXfcLiuUkigluTfZ5TbC5RvXumYwHDPJcoqynmZWRX58XBQGtNrOJzscjRxvheu81x8M6Q+GSM/tvKiYZBME3s8upG9QJTB+BqP7rEJr46wCcGd8ydx2Cof/wS+CoOkpL4gSp0hZLFleoKQkSULXq8dbctrWDPtD1p94bpcBw8GIsqo9t2vKoqbVTrFCk6Qha6trPHm8zte3bvLxJx9z6vQp0jRmNMgZDXKn+VvBaDKm0hkGQ5wkVFbTWl0gjDtY7/wqpGLhjbd45c3X6bwAtw+E5i2FJE1blEVBFMbE0W55u2u3IDhyZJWnjx6zsjLnBxQPKaqS5bbLCplUCZP+xGkdUcDk1jVefU3z6acZp/7u36f4+grTlq1Ts8rSeuNtWu02t//3f0aaRshrl5xP78Etdw1K8sorGbdvB9SVRvvo+9lzliKXjG58wWDgovftVsrm5x8ThYHXuA5GsmAzNQd2/ap1bciLkk4r5ezZki+/cuux9N5HLE9+xZ/92QY3bj4GYGtzg6PHjoOQLMwvYkWJkQVKwdrqGr3BCt6Vi5Sgj51lafEk65d+xQfvz/H4oWJufpVOZ5nBYMTDB07ze/2NmvX0XfT1KwQqRhd9iqpE1zUiGzLWFWniJpOc+MUF5peWkVhidSBo+70ghSv0qMqCMIyJwj3c9nEHx+0nrKx0psO3i6pkqeO5XcZMKk0YSIJIkaYx/eEIIQStNCX0vUnA7Zeq0pSmmvran66vk6Yxa6tHsdawtOCbC1jNznaPdqdNXdVeKAuybIKUChWoKbc7rZRaa0IZuEyug0Ft35Sq4bb7/7p21aLtVspkMkQKJ+SVlIyzMb3eNne/uQvA5uYmx44dAyQLC4tYSrTKkcqytrbKydM/m2q4Ugq2N/tIKVhff0YYhAy2ahYXVlhdW2E4GLK06LTpfm9MnAQkSTrldum5XWRDJroiTZYAOPGLi8wvLXluf//+6QdiFyglEBKqUrMwn2L8zJSmr4LWhuRUH3nZVV/GSYKUQyYf3OboXbe55zoRxSTn/X/cZ+3VOX75y5KbNwwCQf/KZ3TayTTjRErB3IUPePyXf0p14zImTVmYX2BnYwN1VGAqWHrvIwBelde4crXm9OmCB/cTzp2HR49qrl6uOHfe+NaebsPF5y4QRRHlrWtIAekb704Dea7t5kt1npDlBQ8S5+t7pT4DSGqjKauKhYu/T+/yr7n/Z/+KT9af8c7bMcuLbwMQ0eLB09soJUhbKdeuXkUbTVHmGFMzHPV5+6ITyA8eGV4/ep1c5yydswSh4tRrP+Pu3QArMoyxxInbDpe/yJhfusbKBx8RPf4X2JEgzzJslvP4xpd0z5ylc9R9v8vH19BZSRSEvFwn1ItBeV9yVWoWuq3nuG3RxrC0vIAMFEjpuQ2jLOPosrPe5uZiiqxgrpNSFBV5URIGofePi30DQKSUaGMZD8ckaYxSioX5RXY2nqGOSurK9ZABZ4W1220G/QELC/PkXqN3Q733czvLcqI4Qnmr02mlXtC8xMyT5iGY5wXXb94A4I3X38Rx21BVznIH6PcHrK+vIyy8cd5xOyTlwdM7KCVptVKuX73m4jpVgTE1g1EfO50GqAkCSR1YxoOMdCHh1GuvMDfXYuLz5yPP7Tw3xHGMlMINKh4J8ix/jttOeDtuFy/M7QPhNplMJlhjCQIfNPFJ8eAEehRG/L2/d4SFhQXqyg9GkIphlpNnQ/JsSCI1SykYasqy5N13U6q64q03JWHQzEF0/xMCRtc+Y2Gxy+oHvyDPC4IgIE5baG344P2Uyc3LTG5e5tefjlx6UG0YjTOM0WhtiOKQr76Cfn9IK01opQnlretU31wDYJTlDK5+7tMMX9rSTiGEYDLOkLfayFttoijknbdd7nEUBIyufU5V1ywsdPnwwzYXLr5Bu5vS7qYcPX6EIqsRQrK5+YyTJ09xfO0ESZwAlgsXAz9pR7Gz1ePON3f5P/+PGwRBSBQmfP75yAVHtaY716YZV7WytsmDh/fZ+uKvsLYiCkPiMKJGcPLDn3PyrfOMhhmjYcZgMMB4szj3bT0PA8aTiQ+EK4Ryk3WMd6lVlcsDXlpa8Nw2aMNv4XaBENL1+6l8yf2eDS+Ec30sLHYJw4giLwgCRZy23Tg7JYmigCgKqKrSvWrjindsjdGaOA6J45h+fzDldquV0vZBuHGWT9MUsS+/zYkQMB5ndDtLdDtLxJHLiGm47abFu6k6YRjw1sU36cwndOYTz+0KIQUbG884ccpxO45i8G0kXBtkxfZWj9u373Dnzm2CICKKEuq6pKpco6u5uc6U24+fPuLBw/vUuvLcdt0NKwQnPvyIk2+dYzjMGA4z+oMBxheivAi3D4TwnmGGGWaY4cVwMIS3Fb783GIxjIYjRt6np2tXMg+Cs2dPY72fUEmJtpa19x+x9v4j5s2IhchQi5BBb0BV5ly8GGKM5r33Etc1LS8p8tI9laWkqms33QSX7pe8fhF5+hwP5DsEShIoycr7v4+Ugm++cSZpr9fj/Hk3FSXLchfZDgJUEDD/zodUvrGSrjWqGXVlX3JFg896WVjscuToKkeOrqKU5K5+E127YcLjyZjXz8OJE5kr6rAaXdfouiYIFZ12FyGg19th9egRVteOUBtXzRqFMSsry6ysLPP6OegPtvj5z+dYWV1gNOzzyskRSTuhrg1Hjgwpy5KyLNnprZHEbay+zWQyxrXOVARxQtxNqcuSNI5J4xiBoJO2CMPoW2XbBxnC1xwY6xpBjUZjRqOxy8KpXFBSiO/m9iAzDDJD1wxZiAxaRvT7Q6rKNWFrmosZY8jzgjwvfDqf46fjtvUTonIGw6GrhvWaZBCECClot117051ej7woPbczl0rrB/VaAWWtGYzG1LVGSjnl9svOpNLGsLg4z9Gjqxw9uopSAmscf4PA5XAXRc72zg5h6LntO5kGkWKu3UUA/V6PtSNrrKytuWC9tYR7uF3mJYP+NlEcsbIyz3A4YKe3NeX2s2cblGVBWRacOHmCNG5z+YvrTCYT8N9rECck3ZS6rEjjhDROfjC3D4TwFgImWUG75YpllAxQMiAMQvr9Ab/+ZMD1axV/+B+nHD9+nNf/nU2Ucu6Q9uIK7cUVln+xzVv/gSKIA8qypMgLMJZ2q8WlyzmjsRNKLodcsPTuR1x4K2Dn0q9Zfv8jzp8z1LdvEscxR4pfc+as5sxZzfjmFwyHQzY2NiiKnFarTRxHaO2n+UgxHeu1+emvyHNXVtzttCjr2uWLipeccWJdyb4bveSu2xhD8fU1xpMJeVFw/rzgy5uGq1dKsixjZ6dHEIQEQUhWZqytrLp0zrzgZ8ePMxoPvbCwRHHEzs42OzvblKVmob3GaJhx69ZXSCVYXT5CoCQf/jyl2+0yvzDP/MI87U7K++8nIM7Q7Sy6oqvAmY+6KonjiCRpkSQtn3NcIa3h+TmMBxoCsqyg1XBbBCgREAYB/UHf9fORkrPnXuP4seOoQE253VlaprO0TM/ExKvHUVFAVRQUXkh32q7sfTieEAbumC5jRLpuecagAkme57TbHeIoJi8KxpMJ48mEIJQMhyPP7YJ22iaOGm4bhBSUtaasNVVZkef5Hm47814+33fip4blW9zWxpIkse9X5Mb+RaFzEWZZRq/XIwgigiAiLzNW/YSLPM85fvw4Y89tLMRJOOV2UdbMd1YZDzK+/uYrpBSsLh8lVJIoknTnuiwsOBdYu5OiAsnb71xgbg+3hYB6yu2UJPGtC3SF9Erl98WBEN5SSrA12tSEKmR5eYHl5QVqXXP5SkUUR0RRgBCWf/qfH+HUqdMgFe1WGxWCCiFoz6FS137TWE2/3/NNqSxnzhiqsnTFC9KV1m9f+oQvvsiofCm+Na7Cqb79JV9/Jbn1teLW14r43EV0bVlaWuHcWVfc8sUXrteBFAphBUHgSmyNxQt0SXjubUKlDkYPH2sJfFCrSa1sKtPeeTvizTcFv/p4h9OvaTZ6PUSgsEZM+xhba1ldW0UimOt0SNOEzY0N2u02Z8+cJ58UhGHoqgirGpVYFrpLKBIePLrP02cPePpknVu3FHfuqGlMY2Wxx507EUmaYK0lz0rGQ2c1tdptojAkagdE7YC6qomCiHFZTqsUDwOkkGC153bA0vICS57bIIniiDgKERg+/OhdTp8+vcvtAFQAYbuDbCVOa8Rz24/+Go8n1GW1j9vatz+tytJ3agIpFZ1OmzRJaKUtWmmLPCvRtWF5adXlJwvnk3cKx35uWwvGD26Y5AWhUniX90uFy52XuDa6Pp3SF+5Ya6mqkkk2ZjiesNHrwZTbrvzfGMvakRXP7TnSNPXcbu1yOwoJoxBd1qjYsjC/REDCw0f3efrsPk+ePKPVatGZa025/fjBut8rzndeZAXj4ZCyzGm3284H3g6J2iFVVRMFoef2988hORDZJhZLlk1opSlxHE4Jsf70KXOdDt0LHzD58oorlikLksTlzUadztTtEacRo1GfOErI84w4ShiNx4xGA9aOHOHv/MESD4WLMI+vX0I2o6Zqzcavf8nx467RRF2VaN/zAWBy9TPmuh1+/vM5JpOchw8fEqh5euMJb11Q9PtzDPxswTcvBNz6MiaKAsqvr4JwWrnyVWkvK9ukSaXSWk+1JKMt5867ct319WdgIy4Pe5THNrk0kPydOKbyTZSiIAblmu1YWzMcDRgOhywszpPEEcliQr/nJs1rW9FuL6CkpCxzEtpgLXPd+WnP4/UnbnL36lJCHEfUVYXADdfozi1Q1c7NVOuaULnUuqzOySuXp2sOkdsEAdlkTJqmRNEut588fcZcZw5rLFEU+oZsJfF3cDtqRYyGPeI4Ic8ykjhhPB4zGg84snaEztwcpX9voAKU53Zd15RlMyS3qag1Uw5IKeh2O0RRBAIePHjI0SNrDMcDtK5ZWjrCwDexqrQhjWPiyDXUstZS1QblBebLy6SyPq97d89q7abB61rzdH2d+W6XYX/A9rMnKCVpxzFV6Ure4yDGBhCoEGtrRqMBg+GQhcUF4iRiIe1OuV1T0WktoKSirDJiz+1udx7puf30iRvBGIYxURz5PeSGa8zPzVPVbjfWWk+5ndc5eVV6bh+y6fFa1xjtGtcPhiOK3JmGURDTne/8f+y92ZNk133n9znnbnlzq6qsqt6xEgsBcAVIaURJ9IwdtiWNHeG3eXKEHQ6/z6P/DL867HGM32y/2GGHwtIoRlZQoigSBIhesBONXqu7a8n97vec44ffyVvdICUDEgk0InAYDCCayezMm9977u/8ft+F/P0rKCw6UKzXOXUj6qYojknTPmnap6kb1os5pq3pD/r+CWwpi5LDBw/IspwL7WUutJcxpkUhvM/nX7Akz79CFIckSbx5aNM0LU0jFpo7O4f87d8e45yRlBMUzz7bcutWwtHJnKZuaeqW9991vPJKwODl71C3LYOXvyOioS+QbuIcjL4TYa1l/I3XHmHyXLlSsVwt0Vrz9DM1ryQpaQCvDXbAaS+F1mxtjUn7fbSOKLOcK7+4TFXm4OBkOuP27Tvcun2LW7dvcXR8yNZkQJ6vaa2h3++xPRnTTxNfCYmfRq/X4/7RgKatuxguHSj6/QTbNhRVyXg4JNAQaNA6oihrelH0maqTL3oZ02KMBI4s12J2VFcVSZgw3hoQxyHg0IFmnWU0dYvSHtv9Pml/g+0FtqkZDPsoLfbIZVHy4MEDsjynaUwXzL0JcyjKkrIsiT22cfjfQLC9znJu3bnNar3qWBIg1fzW9hZHJzPq2lDXhiSKJbpt00bx0YAb184vYslfLScN69wjTB6A5WpJoDWr9ZK0l5BqmIy3cC7oqvStrTH9tI/WIUWWcfmty1RVgXMwPZly684dbt2+ya3bNzk+OmJrMiArVjTGY3tnTJomOGcfwfbZ8xPatvEtvlNsm7ah7LDtCLRD6YiirD4zth+LzbttWoIwZDgcMJvOyPOcPM/5+Lr0/5w7dT9L04TRSAYMm4imMAhIejHOOhbzE+bTE4xpKcoSrQOpVFYr2XydoapqqloEDO++63A3PySKIj98DBiNBt3A55vf7LG9PeHZZ60Ie5TixZc0zsLXXwp55eWIfr9Pv98njiM+/jhk/c5bjF55jfU7b3XD0S8K4NZalm/WGGOYXv4ZbdvQtg0OJ31AHZBEKVEYUbctLw/2Of/EU+zv752+hzOEkSSKh1HM2b2LlHXFZLLHZDLhzu07OKdxTvPcM1/n3SvvYFVLtr5IGIjV69NPi4/DYrFiOO4zHPcxbUtZ1J3RUdrrEcUhaa/HerVkma+8Bs2RhAG2FWXiJjz2y7CauiEMQwbDAbOTKVlekOUFo2FfTiI+cck5S9p7FNubweLGDGo+P2F2coJtW8oNtns91svTzbeuKo9toaaNxyPvRx+gQ81wNHxomAnb2xPW66JTIFdNIy2X1mCMY9BPGfTl1DAa9QnCAGOlDbfB9hdWc1uHNa6b4TRtQ9OKe2O0wXacEgYRtWlJR7ucv/QUZ/b22PQEDZYwDiQbIEo4u3uBqqrY3d1lMplw9/btDttfe/brvHPlHSwtX3v2a0Qe26ulVObLxYrRuM9o3KdtDWVRef9zSTSK4ugRbG+kc0moPbb5TNh+LEqYMAyxpqYsS7a3t6lK8b6I4oQkTnj66Zq332moa0dZlKzXK3FS05o4kS+brdYkvZQiXxGGYuITaNU96WgqyrvyvlrviVOhgnPf/wGLq2+glAT0tm1LoDVFLn3tKJIoo4N7h+gwpCxK3nun4dx5aeHcOxh668xT9z77xHMsrvxczH7UFyvQcc7R/1YAH0H64jcxawFaNH3AerUijkKGgz7Hx8ek/ZQbgeZs01JVq859TgE4kUdHvUge+cqRJD1u3LzOaLjFE089AcBsdsK5s+eZr+cEkRzNj48nrLME5xpGo6H4Z/g1Hg9ZLlaUZYGxxhsqQVlUWGNJ+zLQyauKAAkZ2Bl+WeKHIYxCjKmpqpKdnW2q0lvcbo3oxTHL1RoTKIwxFGUl2NYe215pnK9W9Ho9imxNGDqsO8V2VZVU9Sm2W96LNwAAIABJREFUn7h0Sdp0StHr+ZaUEiGcaVtaLYEQAL1ej/N7E+7dPyQIA4qy7BTKZVVxZm9y6uLpsT2bLxkNhuIDvrGT/QKxvTlFVlVNlkn7cmd7h/VqSRyHDId9jo6O6acpWoU0bUtZrql8crtY8AsTJOpFEPAPYvv8ufPMV3PCyKGV5sKFC/RSsYd4FNuKeDxiuVhRddhWBIGiKGqMsaSeN59XFRrlsf3pLWEfi8p7vph6f5E1VVVhrPgnDAeDrvKu/cBxMtkheujptF5lrFeZOK61NdZY4iShrivw1UiapkLc9+k4VV37TErH9K2f8cwzjfh01DVnXvs9rHN8/3e2+P7vbDEc9MnyDK0VWbb2JjWKv/nxMWEYEoVB5ysxeuW7uCdfIHv3ihzJvvUaURR6T4rP/7puhjmbFCIF1GVFXVZYa3n1VenZnRyfMJ2eYG3bfc6qasjzkjwvxYsjDOn3+1RNzd2Dm0SR+HtrFXDu/FnapqFtGopVgdMi9liv19y6k9B/6ZuEUUCeF94MXzaCMAzQgWZ7Z4soikjiiKZp0D5lwwFHx0ccHR+BcsRxT7xXvmizmM+wFvMp1hqWq4yyqjpGxKPYbtBKsbvjsa0A5chWa7LVGusMTSOnpySJBdsItntpSpwk3TWt64q2lazLzT21XK1o6kaUfs52R/vBoE+W5yitWGdrtryvxnK5JAoDz16R/xhjmC3W8mcez1EUSMvri/g5nA/Kfgjbm3artcbPZ+DYY9vY03lPXdUUeUmRl9RlSxCE9PsDqqbi7t1bRHHAarlE6YCz58512M5XBU61WCtZlNuTMU0rp5wiLwmj8BPYFrFUGMUksfS/g0B3oRdHx8ccHR/jlCOJE/Ky+kzPwcei8q5LqY7FD8Qwm8mRvZ/KlPuj6yFf/3pAts7Y2dkWfw7nPC/Yy1FrfxRUkCQ9jg4fEMcxWmvKIidOEvHZBr75SkKvl3D9ukYHips3Y/b21mLS88FVTNt2VU/TtpxMZ0RRRFkU9PspH/7yEIXisPcqs9nfsb8nEu76/SuYS88y7PcIgoD1tTcx1hIGAd6q+nOtwE977Y7By9+mvf4eZxLx0j44SnniiRHaAzfLcrQKSNOIINAkcUzoByqDfo+qrumlKQdHd3l38S5KKcZbW+xsT2jbSoJpgTCRIyhOsV7lvPL1kI/ev0aSJJIqEgS+LysMiLY1xM+9hPpYeVMhqU6cc2BhmMpgyRhDkGhcEFGZlscnp+gfXnUlFLv9fQlVeOIJSREKQwFEf9BnOp1RVxXb21sPYftU9l4WLca0oMQa4ujwkMhfy7LIieOExEvAN/93raXluDUeka3XXjUZs15nxLEUP23bcjydE8chZVnQ7/d5cHSEQtHrJUxn0w7bxliKPGM8Hvs0eUtVNx7bDzlCfU7rlF8uocjj0Zi7B3cBODo6JApjgiCg3x+SZ7noB3ryZ0mcEIYe22lK1VT00pR7x3d4b/kuCtja3mJne5fWVJjKYzsOQGmcFWzbxtAfDmmaligKCQLd2UPLyciS57k4+/rLE/h2E9b9CrajIKY2n97u+LGovIssY3/vLGkqYppeL6bXkyfVcr32mXuSsF2VJf20z2Yma6zBWJHQb23vUBYFRZ4RR7FPnO+RJD10ENBUNU1V88abS959T1Kjhy9/m8a7uMn7WV5+JaCsKsqqIo4jtra2ZPhTV8znMy6cX/Ldb/c4fuOn5EVF/6Xv0H/pOyyzjPLDt2malt4L36Csai+K0F8IpWrzoGgby/LqmwTPvMDJ9pCT7SEvvig2t/1BymA0EHpjHFKWpfRijaE1lYDXOsqypG0bz6s1jIYjvvbsc2RZTlPbLhdxMBiQZwW3bvV45eWQj2/GBN6eIAjlRo+ikCgKSZ7/Bk3TUJc1xja0rcU4g8MxGoyo67r7HZpaJMbj/oD5YvkFXM1/3MqzjP29c6S9Hs5akp4UEY9g26fH11V1im1POzVGsD3eEmznWUYURThr6SUJSdITa9+6lv82tbBanBW2SdNQ+xQfay3GtJRVLf4occz29hZFWVFVFfPFlOOjQwKlaJqGvKhoWkvTWpZZTq/Xo20a/5sIO+JhX5XPc2kfy9a2FqVgtV4xGo0ZjcZUVUtZ16T9lOGwf4rtqiQINMa2NKamMTXGD34F2+LZMhyO+dqzz5GvM5rKdA6Eg8GQIivY3h7L6Wk88h41iiAMZNDssV2WlWC7quXvaw3GGSyO0WBMVUvBWlblQ9jufyZsPxab91frq/XV+mp9tT7beiw27yAUs5zpdMq1qxXnL2Scv5Dx7NdkeBj6fMm6btBhQN1sBmmKbL0mW68pi7zroVZVibWWuq5E5qvF0as1rRdHiDR5tVyxfvstmrYh7UtgaV4UnExnHZVosVzSS0UiW1WNUK3qirt3+7z66pD9vV2ml3/G9PLPyLNcknkGKc1H7zAciHm9sbaz//w8l1KK8SuvopQkCpUfvM3LcZ+XY5mGh5GoUcXgKGQ2m7FercmyHKU1B3cOOLhzQNtWBGFAFCVy9FOatN+nP+jx1NOX2N2bEEUxURSTJCmD4YjtyQ6r+ZKLF1aslyviJOritTZrcfUNrHVk713pEmC8soo0ScjLktYYWmNQgcJYQxgqsmX+uV7Hf8oKQ02UBJzMZijg+GTK8cmUdZahdUC0wXYlvf4O20qRZRlZllGUj2LbWSt926JAKy3DXm9lANA0jXjRBwFt2woTaoPt2Sm2l8sFvV7C3u5EsG1F1LK7u0MYRuzv7Xb0u8JjezAQg6qBx7YEFH8BMx0FzusxxJdcQsT7aUrbGqJQ5idt2xIGsresVivWmdjdHty5y8Gdux22Y4/tUGnSfkraT3ny6Uvs7U0Io5gwiuklKYPRiO3JhNVswcnJEavliiSJ0EFA27QPfTyxLQi9cE1rLWlazpEmCcVD2CZQ0l4NNetl8akvwWPR887LNbV37tve3uLDDwUJSRzQSxPAMRoOKMqCqqyYz+aSTqMVRSETZmsa0r60R0wrRugS8hDR1LV4NPhJcL+fkvmJu8L546bhxa8r6roiyw3rtYTkzucLzhhD2k8ZpNKCOXxwD3BcvVISxRFFJjfcwN8ktR9MbNwKN66Gn/ey1rK49iZq39EaS5JoPrDyvS+FEbPZjOFg6CfulrKo+NZ4gmlbrJWhGsB0ekwQRkTRBi6W7W0RK1y+ehmtFU89/QwgIhGtNZPdHi48y3Sm2JlIW8W0hiCOOobAxvw/fOFl4qM/h0bJA1AHnVWtaqThVNcFbrSNihST7e3P8zL+k1ZenLpS7u/u0vNzlziOu7i/0WhIURRUVcl8Pkcj2M5ywbYzDWna8/MCj+1BnyAMqevKY1veq9/vi5cGcn3ruqZuGir/T9NK8AjAfDHnjLV+0+vR66UcPrjf9ZOdcx2Do++Lm7ppCYMNMyXyroaf/3J2w3JxfpCb0HjJfhRFTGdTRsORH3yL98vWeIJtpc067Au2T6bHhMHD2HbsbIvI7MrVq6hA8fRTD2Nbsb2zzfnzZ8VXxYhuwraGIA4fEdkEWrGuCqEhP4LtlqqpH8J2iRvtoCLF7vaXLIA4DCIW8xk7O3vs7U26/vD5ixn3wq/TfvQ+bdswPZkxGAxI4h6urdFKMRjKhPzB3dvcP7iLDoTwHoUhOkip64rlcuEpPPLO+3sN73+g+MHv7bJcLinLkqKoqcq+9HDb9iHZvEz6m6UMRIeDiDCMSXpDJq/+Lkc//9uO/ZD2eyIxNpb0xW/SvneFKAq7wcrnXp4oESqhFdvf/h7c/JCXBnK9mqihKnMODu6Q9lPKssApy4dUvBymZItMqFNA2usxm81EqakUTsvmc/vOLfrpEGMMB3dkWPTsc8+wN9zlwWFDEAg3XAcaYwxpv9f1xkGGTuHTL9K0NU1bE+qA8/tnWWc5UHN8coTxlXoQBEIj1AGlr06/DCsII+bzGTvb++w/hO2jkylRJDL4tm2YTqfef6RHXq/RSjEcDQF4cOcO9w8O0EFEWVREYYTua8H2auGjyTZBBDVx0mM0HLJcLqXCa2rKMhUpfdtSN4JtjKGpaxZN0wV/h2HEcDgkiGSIqXzMWdpPQTnJWvQaidBj+wuR6cjTRZKhtJaoxKFcr7auKYucu3dv099gG0trJLloPS+IPbZ7D2MbhVMQJTF3PLZbazi4K9h+5mvPsDvclSGtZ3FtBvC9ftKx2UBCT7JVhjGGppXEL8F2BoQcnxxj/e+gg7BLOSo3v82nWI/F5t1aUUzeut1jsis6f0COQoc/4kExIvCmUkmSeMGIxHttbUkVNj85Jop6REns+feSoO2cxRFxcnLccTCjKOapp+BHP7rPq68Occ6RFznr9Zq6lk1nvlgA0E+FJ7q3t+dNbySqK0kSqg+uUexf5My+GNtEsQwBozAgf+9KZxT0eQcQG2NwzpG88ArLq29SFDnLX/yVtEYmUhn87u7Zjn9+fHQimXzaMTJwx0EYKZzxGYpxQlEUFGXm/aKFBtXULWGkGIyGLGcio57Npty61affH3afRynF8KXvkL9/BWuNF4TAmdf+GYdv/C3Z7kXq1lBWFXVTc24yYTpf89GiJB0KzzvuicIvrypM++klxF/0an2E2M7OmKptiX21nSQxDw4P0fsSFByEoYQd+ErWGtthe3Z8LHLrXize3UpRVTXOWSJP9dR+cBjHMWVV0TZtR13L84IsW1N5bC/mgu203+f46Ii9/X1sK+2RJBVsx3HErZs3O2znWSbinyBgOBo9gm2pXT4fdBsjdJqiLL3RlPiQ12VB4bnbZ/b2vW+/4vj4RNoZ2uGJIEShwnpsx0kiJIcyQylRXWsf1BxGikE6YjH1J5XZjK1tGPiqHf+129YQaQmN3hAf4jgiHaTMDhY0raGqKuqm4uxkwmy+5pfLgv7Ap9L3hFyRV/VnwvZjsXnHcY8wiAjCkIuXCsriBICf/kTx4ksxZ88tee+9MXu7iunshMVyjkIk1ZtjnQ5CgiBgtVoSRxEORxhEDEdDFrM5Siv2PRDjOCYII157LerUWcPBqJvI13XN3u6pwtCBpI1sbWNMS5qmaB1ycO8eWj2AQibElZXJN/4GLYqiS9P4PLPjtfdIyN+9inWO/Iol6UVsfeM1tlc/AeDjGze4e3BAP0148YUXuH37LnmxYrKzSy9J+PijX3J8LD4NZ8+fEQrnfObTW+Rour0z4d6dO7Rty4WL5wBYLFe88KLi/r2g6/E75zh64+8kA7C72WGdrTk5WcBglziKKCtNP+lhnSPtxRIKncgDty6EI50Oe9jRF22H9OlX0mE7YjqbURTSthKfkJjDwyPOnNlHa8VsesJytZA0ceiwHQRSuCyXS+IofgjbA+azBUorzpzx2I5igigmjiJaI5zkwXAoxlIe27t7D2HbwXKxkDAI09LrpQRhyN1798UBckuO8c4a0rRPFErQd1GUJEnsFZafJ7YVzgr+mqYWSqSWUOSqlKr145s3OLh7QJr2ePGFF7l9+w5ZvmZnZ5c0Sbj+0UccHx8CcPbCGRyG2XzqZ1MQhRE7OxPu3b1D07ZcvHQeEHVwVVWMx+PT+ZWT1tRGv7AB9zrLWC4zirIkjvoUHttug+0wIknkAVIXpewrwxF29CXbvJeLJVGQcOkHP+SD1/+GV14RBd2TTx9T5BalAiaTY9ZrGeA4C4QCvNj3qnZ398myJc5aUQYqRdSPWS2XDIcj4iTpeoxN03g5vEJpSYDRWjGdnpDECWmakpdyNB+NRig0dbPCKQg9f/R4OuOJJ0qCp/8l7UcSv+Sw7H/3n7G89qbnSn8xMu7NcS4IJGA2W2ckScL86i8YPeENjKKYC+cusl6vyIuCqixZr9fMF3MuXTzHa9/7Hpd/cRWA6x99yM7eDkko3i+9tMfu7hmauiZNU1arFfVEbpzxeMi77xjGYyOy8Je+zfLamx23uCiqjl42v/IL6roiclZMepTj8tW36MVCGT0+OSFaBf7zhhzcvc30+AHrZcZrn/dF/UeuxWJBFMYMh32KquwcEeXBaEGF3Ll7h2ydkecZzirQ8sCL4oewnS/9oLISgcwgZrVcMRoOiZOEwPe866ah74U+m41NB4rpdEqSxPTTlLzYYFs2odVqhUN5m9SA6WzGfD7nmaeeJvRp9w2SSqM9/zyJv5itQymFChRJEHts5ySJnAyN50hHYcL58x7beU5VVmTrNYvFnOGl83zve6912P7ol4LtOEw6bO/tnqVpanq9lNV61Q2Rx1tDwjDEGMF220ohE8cxCiiLsjsB4aSt5R7B9mWSOMFax/HJMcuVXMMgCrl79zbT40PWyzXw7U91LR6LzXuye5Z7dweYn/+Yl1+J+PGPxXVue3zAdHrCE08+SZHn1HXD8dEh25M9VNQjULqT7yZJyL17C7QSP4kk6aG0xhnDaDwiDMKu17fZcJqmkWrcWZzTRD4cdrVaM/ZDseFwSJZlpGkPZx3reslyOeO5Z7Z4//2USfaLLtR30O8zv/JzdKAZf+NVltfe/EKtjjerbQ29nuKpP/jnpEd/BcB4a8x0OuXg3pBXXzvPztaEq1euUOQi+ojikItPXABAKcuNmx9jnMRoaa05e+4Ms5M5QRQw3tqin268pVdYG9J74RWaj95jdvl174ki3OONcApkCGmMI7z1EWEYAYpBuk3kk9a3hjkPTkRUlPQSimLCallSrL48bJPdvbPsTXYpazk5rFZyBL9/T7D95JNPUhQFdVV7bO+jklRse+0ptg/uLdBK0dQVcdIT+9fWMdoaCc/bY7uXpqzXK2qPbecs1mqiOALnse3bMYPhgCzPZBbhLGWesVjM2NraYrK9TRAoMn9SGPb7YgSlZVbxuKhcm9bQ68HW1pjKz6m2xmOmsxP29/bYmeywszXhypUrFHlBssH2k4JttOPGjY+xrn0I2/vMThaEUcB4vEXqsb3O1gyCgUTLDUKctVIk+vZUHCeiPgWausQY2NraxtoQ0AzSbRl6KsX2KOPBsWA77vUoignrZUm++pKxTeq6ZDg6w3gw4PLlBc8/L6CdHoeEOuD2zRukaZ/WGMqikP6sp96lPfEHmM9OOjXlerlivDUGbUl7fTGR94MNENP1PBOBhPMyYqzxajHNcDjslFLr9Zq6qsnyjKYuKYqcKAjI8yX9/ln0088T3JZQX2ulJTB86dssr77xBQcOny4RCTlW77xFX07XVFXJ9vYW3/2u4yc/OWY0GnPmzBkWWc7W1hZHhw+4feeGvLYoWGVL+X5adVN+29bcvPERTzz1TNdiQWniZEjx/jU/Y5BTwOiV77K4+gZhGFBXcpMN+j3a7S3xap/LUfi5Z5/yqlnH/MEJV+7eA2Bnd4uv/f7vo1Ac3V18rtfvn7IE233GgwEn8zll4b1NQsH2LY9t41sRw7Yl7kmF2XsI24EOKIuM1XLF1tYYpR29h7GtTrGdZRnWWp+2I9gOvOJyMJQhHCB98Kom99jO84Io1BT5ksn2k2L769kP1rcE29Z1zJbHYW2wrb2PEEBVF2xvb2ONJcvWbO2MOHPmDMssZzz22L59A4CyKFhnS28QJgNLh8OYmps3rnPpqac52WBbB+zsTIiTuBsQB0GAsQaFeJ9XlfS8+/2EyfaYKA6ZziviKOS5Z5/sFOGfxPZzv//7KODo7pdMpLPOlqBgneeYRnwetDg6MRgOCcOYpm7Znexx6cmnqKpaWA/OMp2Kd8GmP5jna1BQFSKJbY3h6OhBB2ZnRbIaxTIcmk6nFEXG9OSY1WrBarVkvpgznR0znR1TFBlJHNKLY3COXpKwXK2oPefb3viwcyir6or+17/F/OobX/AV/dW1UUd2n7WquHKlpN9POXduidiIBoDhL/7iz/n444/ZHk/YHk/QKmayvU+ow653euXKL3jjzTdwRKS9AeLoI6ZH69VKeqFKdYPjk1/8HeNvvEqRF1hnsM4QxSFKOwbDvrfidWTrJTeufyj85MGpCH44GOKMo65KRsPhr/+Sj+Far1egYJXntE3T2ew6h8d2Qlsbdie7XHryKcqqEgm2c0xnJ0xngm2HI8vXKI9t7bF9eCjYtk7+W+S5MEHCkNlsSp7nTKcn4mS3WrJYzJlNT5hNTyjyjCQKO9+fNElYLk+xPfZtFeW9xuvHMPhZ4YQi6Oh8WCThSUzNjo4OJVxCB6A22L7O1taErS3B9s72HqEKxeXPWq5e/QVvvvFz7K9gO2e9WntsywO2rESdaf1g+JPYHg4HnRVvtl7x8fVf0rYN/UGv+w6CbWmJDT8Dth+LR2igA7a+8V3UwQ2+8c2IOJJp7nI5J88z0l6Pye6e2GP2U36+mLOD7EWjsRwBF/O5UIKcJGQkvUSy7SbbLJdL+v0Ua3wifVOTJCl5JuyJsiw7H2DTih/yainH20BpojAkTXvkeSa0r50dLj3xJFevNZiLT2Nu/hKAs7/7B6ze/oVUQV9w1b2pDDYCHfHLcNy+LRPu5WLJav0jptMfkKYDHjzIuH83YG8/5OKFp3n++Wd45x25JuNxxe7eLh+88z6Hi0PKouSD96/zR3/0JwRKkxdrzp6Vkt46x8WLho9viD9MXdbMpz9lMEnJ3u1RFnVH09qIKTYextYa8iIjDCNm00PyfMmGxSD82h3qquTm4QGXPs+L+U9Ym+CCKBT7193dHQCWixlFtibtJezuCbaTQcp0tuhSYMYbbM/mVGXBxjo76SVYa9mZbLFarkjTtOMX501DkiTMZlPpw1Yl1nt8OyOeSEtvYRroU2wXec58NmVnZ8KlS09hrOVkesLWWOZPvX56am38BR8onXOedeM3ZX9dtnfkei0XS/7y3/8Fv/eD3yftDcnWa4bDAcv1mksXnuL555/1snaoiord/V0+ePsDjhYPKAvL++9d54//6E8IdECerznjse2cwxhL2xqCOKAqa370Vz9iOEn5gx/8kOohbBuP7U3sorX2IWwfkT2EbaUV2zsT6qrg5uHBp74Oj0Xl/dX6an21vlpfrc+2HovKu6krno3e5/XjNS+/tM/Cc6zLfE1dFezt7eMwHBzcRWnNcwScIA/cqpIG/97eLm+/c4/Yk+bLomL/zEWiKKHX6z0iy47jmMVi3hn4OCvGM1VZonVIlme+AhcalVKKMIwYjcccHd1ne/siP399wfMvws33rvD0D/8jAFbX3pRAB/15kqd+dW2q7g2PW+uAKBIHv81w1VhLXVveupyzszXh+ecMf/HvDnn6azusVud4552WF1+U9/v3/y5l78wJRV3grFQ9zz//HFtbA6YnM3r9lOVafrNer0ea9tjfO+H6jZCmaZnO5oRpgO1LGIa1UvW0bYMOJe7MOrEtCKMYrQLyImeyv08SybCoqiusbRkMBp2q9suwGi9oOTo+YXtri+VyDkBZSKL5/v4ezhnu3j3wLRWpKJ1Sna/9/v4eb799n8gbhhVFxf7Zi8RxQi9taJqmw1sURSwWi87+VcyojBiO6YDcC3UAlvMNtkNGoxGHh/e5tL1FVZWUVcXWeNS5FWql0KjPFJD7W1m+PXKKbU0UhZjWdElAG2wba9jZ2iLPM45PHjAa9Xn6macAOj/vyWSbe/fvUdS5Nyp1PP/Cc4y3hh22V94Dv5f2SHs97h3cZTQWN8HZbE7UD05bV/4E1Latx3bjsQ2hD8XIi4zdh7Bd1zXWNmLqVnz6YfxjsXnXVUmeZ/zwD/exOB48uA9AVYkz12w+pa5qmtaQZWsGowkg6SP3DuSYIXFZ0ksMtHCMt8ZDLjzxBMfHR92AEgAFvV7KcrlA4SiKgjTtE4aS+xdHMS6U10ZRJMfQ6ZQgDDk6PqKf9nnuuadIoh4Kx7LrcSviOPitDCofboP8/63Na5RSNE3Nar3AmEaGhRuBzP6cskyB98mKiMtXFWl/xcc3Tzh7ZsX1jwIeHHrLSifudK013qs4ZJVl/PT11wnDgCIrKMvNlNyKr3TVYJ2kDzUtbE92uXA+J/jrf8s73//XgLCCXn7jvydMemQ757DWcuP2Heqq6TIJLzwlN5sK4K1rVxmPBmT1p5/If9GrrgqyLGNvbw+L4/59j+2yFGzPZlSV+MuvszXD0QScwlnLwX3BdqhP2y+bWcJ4POSix3b2ELYVkKY93xpxFLlYvTonG8qmHw4bbMdMpzN0EHLssR3FSZdqvoGbNcYnzvwWLtKGtv9p3tu/Rnnnw+V6iTE1YRh2eZ337x3S66VcvXLFs2wUy8WSwWhIVq4Y9vv00kexbaxs/mEotrk/ff11olCTZyVludlQfahxh+2GulVs7+xycjTj3fffI+lt6MgtVVMSxwnbO+cfwnbbCbfOe2zrAN66do3RZ8T2Y7F5WyuG6FujEXfu3SfzoadaK+I4Jgoj0l6f6WxOts4Ybu2Cf/qulvLafhqDU92PMBwMuHfvgNG2CGsWywUD79VRFiWr1ZKiKCQ9p2lpG0MQBvT7A1Eo+s+2u7dPnmedf/IgHXDx0pNcvlxy9twOSrfdjRPH0W+NYfJpVGwSMCFP/7ZtKMuK7bf+B4bTE4xt0Srkw+/9h3K9/vTPSYwEUtz75h/KYAoNWnN8dEIcZ+SZVCdVVVPeUzgsQRCQ5n9Ce3CWP/ubn/LaHx8TBaGkjyO/5WaDaVuLMVL5Xf/lh+TrJWfihO+/+z8DUBQlcX+XdDBEBzGm8R43TUsQRVgH6ZYMcAKtmS1LFutSErm/JMtaQ+ixffv+PXI/WFdadADSc06ZThfkWc5wa08qb+dY+7mLJJBvsO0YDRLuHdxjtLVN27Z+piPYrsqC1WpFUeSEgaZp2i5msD8YiO+P/2x7vwbbly49gXOOra0t2tZ0dMXot4jtT7Npm7btcipbHwN3+fJlTk6mHtuBp5tCnucY07LOhE2mlPJ+MQHHh1PulLe7RKOyqlBKY7EEQcg3vv1ddvfO8eO/+Tu2thKiIOiw7ax5CNsps+VyAAAgAElEQVSG1jisafjolx+SrVfEcUoUCjbbpmCU9ukPRqggpm3E46ZphSPeOOh7bGsdMFsWLNYFvbT3a779r1+PxeatlKIo1ty8e4v7Bwed8OZoNsOahsIb9NSNYTAYcjPUDJEZ3GZDLoo1cRyzWi4IQqnAF8slD+7fF5K9guNj4Y83dUVZiG9D7QeUWb5me2ubtD/ko58+xXO/ewOA3d1dTo6PGQz6JEnM7u4e586f5/rHx4RB4P3ChR8ubI3f/Do6OhJzI9NijOF38r+k8rzhum6oPb+1rUrvA21pmxrXtBwb5w3kJcn3d67+FIA8CLHOEQViatS2DU6BsY7j4xPG4yHjkdDEFnYhOZZBQBMEPPHMU6S9IVpJK0aBN+QXr2/r3d6quhYDMSDPcm58fJP+eknwL/4L+c3Kp/nPR2/zf81e5smD/5umNSynM4xphWaoVBfcECcxVVkTJxHzDXXrS7C0UuTlipsHt7h/cLczQFpMp5Kzmuc4PLb7QwI/gHNAfyA3d1msiOOI9aogCDTWDx0PH9yn8vzuDVWzqWuPbYVtLQ5HnmdsbW3LBq97YHzLYG+P4/cF270kZrK7y7nz51mt1z47s0fcYfu30y4RbDe0psEYQ57nkgZkRGouqUHS5nBOYY2Ve6FpRO6ulAibAo324SFBUGMdREGAaWtM22CVtFME2wNGo41ydIHx2G4DzaVnnqLfG6KViHA0rsN23Yg9hlLS6tA+ZUGwfYNz5y+wvycD6e9+5xsMR0OWsyXXD45oW8NyOseYVoQ8SneioiRJKMuKJImZ+z3q06zHYvPO8xXXrr2JVqE8JZV8rKqq0CBKJQAt1rGCI4dSunNQc6btNotAB6zXa3YmuywWM+kjOeF0AgyHA5Ik8fQ063nj0g4Io5jGDol7/qFQlvRSoRyVlfz7YrHg+9/f4p23m06KDqCU/o1WJx98+CEAk2v/I7oxRDgSpbniqyGtlb9ecmMZ03ato01v2zpHGCgcGovjp9/8AQAv/+3/02UQKh0ADTjTFUHL5Yqxj8Uaj0dis9tYCsSLge51C+JQE/ijuHN4UKqO0+pQclR0jrKquX7lGgDPvrDgf3vwLIvZAeca2XBWyyVFkWFM69VsAvCqrhkNhzR1K7THL8nK8hVvX30TpSKUAq2kOhRsO//gdaADog7b0tfNO1fBtotKC7QmW2dsTybM53OKIsc512F7NBySJHFHvZRKW2K5wjCmaIcMe/KXFGVBL005PjyiLEvStM9iuaDf70sc3SPY/s1aGm+wffXaNdpGTgNanf59gm3diYGMadFeBu86bEu1rAmw3l1QXmvQ/vSidUBLC+40VX71CWyXHtulq7q0LWGcLYlDReAreuecZ+5sCjVxXzRGgl3KquHq5bcByIsFLzz3EvPZkqYxHtsLj23zCWxXjIYjpnXTzSM+zXosNm+lNKa1pxFATp62QRAQxjEoOTbVrcG4lqcNHKqNDNxvXE7c6xrTUjfy405PTtBzwG9wGztOax1VVUrQq/eRCIJQrCPzFePRqdx4tVqitWY2m2Gt5ezZ88RRyGI+48JFuHvXdrQjUF0/8Z+yjDHsv/tvGL3zPgCtUoAc/eRMbfxwRIY23ZCkEfcy62TTDpS0OlCOppY+8rd+9hcArMu826iLUqTFooR2NG0LzjKbTQExUSrLkqqopX1jHUGowEEUxqRp1LWOWtd6pzXrHecc+M96+v3kn++/e53+4ICqaGhoUZzOOZRXym4eQm0tiTDWWNrHkG/89y2lNG1rsaZBWn1SKQdBQBTHXvhiaFoZ2jof76e06ozUHsW23COz6Qnzueo21dRj23h7CPGPFgGLYNlSFivGkz2Ulc8gGaSa2WyKsYZz584TReKCiJNT58N4/k1g2xrLtXff5p133vPXR4FHtp/UClfairL3FNv1r8V27HFijIGeYKwsi87J03G6mZ9ywi3T2QyAXhJRllWHbWctQSgxflEYkabx6WdwrnMRVP69NyHIIkdzGCOf4b13P+b2rQOqouWFb70KSPvxFNt1pw5v6tZj29B+2VwFlQ6wROhAxDnOnubAaT9RtkqTJAGr9dpfPAHt5lh3tJii8L2otqWXxDglsnettZcQC/Dbdo3WAaZuUFoTBAodRAwGI6wFi+uS09erKU1dkaYpJyfHTCa7ZHnGdHpEUZRcOH+BPN/23+M3c7RcLBZ8/LPXu4raWXFSs87hUARagZLvVVU1xoMrCALCQGNROId4q6gA6+QhFcYhb37vXwDw9b/+U3DSw1bIkNc6K34xSQLOYRo5XmdZjtZgnAEVeGdBuZE++OvzvPAHt7GbysYDvG0bPyQzKO0zKWvpy2+qi7otKcsaaxVu6K00rfWBsvJQ3WSJ1lWFMS1KBV9IpNw/dmkd4IhQga8ibev/XHfY1sqSJAnL9UqCJ7zVU5x4H5TFiX8IyLXr9WKcSAFRWjxsmkauf9tmaK1p6lreO5CossFghHEKi6P12F6tpjRV7bF9wmR3jzxfM50eU+Ql1pnO2fA31TaZL+a8/rPXu4raWfcPYLv6BLYDj23nsR1infLYDlD+4aJ9xubmntc68OIZybd1zmK8X8n6YWx7ooNg24FVZHmO89h2m827bQXbRipqCWipaVvTBWLUrWQPWCcnXnAe28LWEmyfnsL+Mdh+LDZvkF6W1hodaryWRkQ1oUjOnbPgNNYabgQwRo5Njb9Yo+GI+WwuxH0lF0eOipFM6q3rNlfnLK2xUjlq5R3JKtbLNfeufZ3SZWx7Std8ekjbNERhSBCEXP3LXZ75nV9KOIA3zVcIwHd29j75xXA4sXssC3B8KnVgmqaM0n4nHGpaQ6gVKgixShMgrY7eYEBdFviHPWEcU6yWxOkA5yTMWQcBWilqa1BhwLdf/0v5XFGEaRucn6BHcSymRzihTjrD3r58H9MaHjy4L9cw2JADHM6abvNXGzYMDsXpoEsBkQ68YKcSupkv+SOtsWiMsTgrG3frKxCnBeSbKlspSUOSze7LJU+wxqI0BGFIa5X/M4MLpU1ond/ArO02Netc95AbDscsNtj2eA2igCiM5MFo6dotzrkO28qLs8qyYrXMGIy3OT7JUM0G20ddilIQBBRFzUcffkRdF4BCazh75iwAk1+D7c332GD706gD+2nfY9un/rSGUGuPbdVhOxkMqMsS+2uxTYdtpRSNNagw7JJs4ij22Kbz06kr32qxFucM+x7bbdsKth8KNH4Y25qmq5A3zcf2IWyHQSABLFUl94H//UIdyJ3QOvA+321Te2zLHGiDbf0Itj99a+qx2LzrqiJfF2gtisbNcVFrRZJEXV+pqWoi79Hgr3HH327qitBzmcMwBCfHPK2UHPW16hJtTCubqvLRRM5aQLNeZTzx2i0u/yhldiItA1uXhGFEUzcopZlMtsnyQlgVSlMVJc88IzzQw+OQKIxIemJidXh8zOTa/0RdVqSDHkkUdeZX/UGf8+cv8FfudzFtK14M1lHXcuTtD/pk3sSoPxyhnPxvygoTxqmAsjLgAqyRo1axXkmfs6mEp+6PgXEco5Wjygt+/u0/BOD7l38kRz/rOPP233QVxNu//0dcqgzWNCw937717YooimmsoSgybN1iTEMvjUiiiLb1Xg+R9kMdaZvoMATn1XCB/LaBH+waK62B0ClQdfebal9Nnt5QUnm51qGc6wKNvwyrqmryrOgsHzZpTkorer6ytqalqewptgFw3UmxfhjbwSm2lX9Pq13XujOtlVaZ1v73l/55tloTJn3ytqRaPorttq7RKmBnssPNG9dxtkUpTVlUHB3JIHQT1NDriePj4fExV6+9TVWWpIOUJAqJI2ndpIOUC+cvyumtbdja3hFHxFoCuT+JbZwYOSnra1QVUlVGijUj97dg234C24Y4TtAKqlx42kDXInFWBvJYK/7jSoExWFOzWMgDrG3ENjcKI4/t3GO7pZeGBC5m04YOIuVblQZQhEGIcqcq5oexba1CBwGhENPls7nT130S27a1Htuf3on0sdi8rXX04pBBmhLHYfdEqltDU1dSPQK9UPp4E6e57/uziQe7BazWlE0poQ1RKAbzygiQrSPyrw3CgDIv/DE2wDiDcorawVt/MaByBV196QckURCg0cRxTGsdTVUxSFN6vZ7vfsG5s3Nm8xl1DfpHf8qfvfUfEEX/CX+w87/AiYQ1hFouubEtN2/cYJK+xcl0SrC9zXg85ujBMelgwLwou/5m6zJAYdvWH90UzkT82fX/jMEw5g+2/g0gtKfAg1VCKORYavWmZ+46toM10gsXZbFCOcnbi9y3CcNfgGupvcnOxkLXOrEcfe/a22gXej/lRJzVEv+9jMG0YmrfGqFWBZv8vlDjlHtk8CU3D8DmtBTi8JvSQ5Voa1qwFvUl2rhBHp5JFDFIU5I47IqNujXUdU0QSBWWeGwrf2rEQeztWAXbcgoJo5A41Li2xSiF0cpvUoLtMAyo8kqusZVWmHdbYp2tqFzcyao32A6DAEVAEkdYC01VM0h7j2D7weF95vMZzsF8tuaDXz4gihKSqPDYFqMtAGMNN2/cpN9PmZ7M2N7ZZjAacfTgmMFwSFGUnU9K6zX/n8T2yWHGYBiTBBtKX/kQtp2cGK3D+iOHxqEj2fgab5vrVfMo50QgozVBGOCcfgjbLVEo2HZtw3tX30YTnGLbtkTeU94ai2llCGpMi9IhgfcK0mEA6tSrHqRlaO1mrCkP2IcHs49i26HCzzYQ/nKdP79aX62v1lfrqwU8JpW3sYbaOdp15t1G5WkfhtLTimIkV7JtAcfdiWGEDCrU5mnvq7yNMN06PCfWidjAWRojX1ch/GGrvHLNyFG8aiqe+v5tPnx9v+Nsl0YGbjrQrLOCk4MH7G1LH7hpWw4fHHJ8Isk/W2/9v+SFmL9frv9b4niEDhx1U9LWpwwAWY7lfI6xVoIgTqboaETcG3A8n/L0pXMceNvK6XTWCTc2IoFr9r9kOB6jaMm94KBppPUg9D/pjTprGTL0ggtL46key/XqEfqXN3Gkdm+xWK6wpu2qLq0DkjjsqFjFuqQ/GGGdYpm11G2DsTIAMo3wYjfXPYpDyrohQo7Ndd10n6FtWqxTtFbUg5uKSpg0fpK/UfhZ73qoVUex+jIsYy24lkW2RmU8hO3QYzuibQ112wCOZFvaTUo/jO22Uw2LaZW0oKxzmFbmE605DYc2xvr+uMYZSxBGVE1F3DSo6FTi3pgWraWVk2UFB3cfdEHRTWs4fHDIyclx9z0ktKMijsfE8RAdQN3MpO3iB42bdYptPLaHxL0hJ/MTnr50loPbN4Ffj+20H3tsm09gW777ZgAu2PbiNGtJUvn7fxXb8vrdvX2WyxXWtp1iWQeaWEuiFg6KrKA/GGM8ttOowXp2jmmtVM3O0hpDpEPKpiHEqy3rprOSbtsNtsX91D6Cbfsr2A60COQ+C7Yfi80bFI0xmE36sz8CKiXTdDmmGAF504JT3Waz9GrMvChJ0x5JL/EcTznuWwdOKc9E2QxJWqq68anbVhzAohitHdd/coGofxoY4KyjbsQ/om0s/V5KFAUsZiUORRLHbCRix8cnfjAKrw7+V3508l+RoKWXpbznsjr9zspP1aUlHxDFmiQRLvBsOu0mz5vBDH5TVkrhDGR5Sa+nULE/OurTJO+NItNai9YBYQAG2EyDlRImgmIzxJGb3XQ8Vt31EDf/stmQrbMSdOH7eJtWif9WKA3OT1GtV6s2deP9J07n6a21wjSy/nXOdQMlORSKixvgh7cOjXqEdvhlWI0xmFqu6ym2ff+zw7b1NLYNth3LtfC8i6IiTZNTbFvphzvncJ5q13ovnrqVTSQMQ1zgaI0Rvxi9KYQSnPGtJ4/teoPttE+er1jMCxySXdphezrtsG2cpWpaj20ewvYGfe4hbDu00h7bDq3iT2BbmFB4TG022g7b/j0fLsxOsS0FWxiEGMxnxLb/BA/5ALWer7251wTbFtuect3Rp5TxzXu3TesZKI5NJ7s1BqVDxE7ddgNp4ahvuOunXizyK/KZsP1YbN6B1mgUKKnauo3TyQDT+kpCliaOU5I4JY4C1v5pr7TGWCeVjp/gt7Xt0jHCMDz9wfwjTwcBtR9Y4HtXSmnC6JTbKRfVb55KFI7Xf3KO7RcedPQj51+7yWdUSvHz1b+iKWpCnRCFAabrwMnaANBh0U4GqEW+IFvNxNz9oSpG6EvSt2YzgHUO07TY+HTDdtaiw0BAbm230cdRSAvY1nDuwkUAvvEn/w1xkuCcI19l3Pyb/52mrfnelR/z4IV/hmnr7hoYZ+WGQHf0QuuMlx67zit5s6IwJgwhHsVY45jPF6Dle0y/+YcwnXefV6EJNP4GFoMl54RGpXVw+sD1vhXO0+O+LCvQWtg1Vqq2jVoP59BKjKbkZ3V02E5S4jDsMKAChXGuo81ZHG1jpRrXeLtZT9Fyfr4RBNRt49WuGqVch+06O81JVHi/EuU8XW2zuVlPl9vQ5GxXzSoHdVET6pg0CjDIwL97z81XxKGd8the/j3Y1h7bgb8O0qwWbIdsfmlnHTqUDRm7KWK0ZHXSYtu2w/aTPh/UOchWGbdufUzTVmJJkCQe25uCxJ6KgZzzp3XDxlpaKuJTvInNqyLZYHuxkF736VTy9Hr5e6UTw3kK7yZNqqPM1nLq+qzYfiw2b5AfTRr6jtGWeAg/0WgSYn5xeca3/+XLvPfBe0zO7GHPXYRAMUhTLrz8DQDe+OmPcXWFM5YGmEwmlOWpUXraSyh9govV8uNrJTeGc5KyYxsBbxjq08i04YjyzH9MOhhg3/8/CIshF7/3EXduOlDCHzd2Iy6SqXwcRyT0iGKHjJuEOxpHSafQqq20Y9Lnfsj27H0WywWNV3s2rUz7N5WC9VN4nJOcwSghaEN6PaEpPfnDfwVAFMW0rWU0HKCVZnrygMViQXDwBmfOnSN94Z/znz7xLAB3bj/oKHcXJ+dI+/8193/2f3Lle/+abx3/hNuhJfCbxfcmF1A64M2Tu7gi80D3boy+8nKbI6pW9NI+ZVlQljXGmo4dpAO5Plvep1opYRpZX21WZU3a7/PB7/13/PDGv6XX63WpO+++8y51nROEIYPh6DcPwN/WUp5S5odVI++P3R+MSOKYNIq4eOlJ3vvgfSb7u5w5fwG0ZtBPeeHlVwB482d/i6sqqbid89iuvNJU0Q8DCj+Ac2qzsclgzPmNzjTWY1ux9tjuD8ecOXue/mDAe+99QH8wpKyzLt4rCMKOrrphuMRxTBj1iOPTjSrQAXEUd375tW0F23GP7dHo78H26YnK+Y0vDBPCKAZ1iu2LFwSvUZTQGsNwMCTQipPjQ5aLBUGo2D93jn6vz5PPfg2A23ceECjBnGC7z4P7B+gkIo56ZKt5pyV58mtfR6mAjz/6EJvnck/4Ktk6fw03v6XWpOmA4mFsb8gAoXoE21pJipK1PsyirEj7ffqDIaPxkPRXsJ19Zmw/Fpt3EGiGgxF5kdG0Dcb3mCwBrQmos4I/fv4lGmv52XzG9mqBc5bVMuDIVzKTyf7/x96bxdpynfl9v7Vq3PMZ7zxwpkhNpEiRlGSp3TDsjjtxDMQDbLc7sOEXNwLDCfKShyQveQiC5MUvQZAgSBDHBowEDjI5TseJp25JpEiqNZBUc7zzPffcc/Y81LTWysO3qvY+h6REtaXuS4BFkPfynNq196761Vff+ob/hykK8iJnuVxKVt/JRY+iUDQ2vLGqvF4CQKfTpayMr3MueeSlu3zwwytEsQjEKFcwnc/RgQ+9mIqyKNna3uHxsEfaajfDBII//7dJ45hzly9z9A8d+Tt3aKURF7725zg6OsQ4R+S9/+Ltf0Gn1WH//CX+v/crPqe+hw7EM4vDsKnVhbr0SbwUc/lrBGmL6J120xXa8Y0UrrIU1YLZaillWUFIu9cjeOyPoXd2KFkvbY+HI2Jf+uVwbO3tc/joN1A6oNXtEZRzOm05B9t7Z7h544ZMeUH0T6QiF/B14rGXDt3a2SXPc3qDLcq84vDwHlEU0m21mS3mxHFKryMGTAWa0fCYIi+asre7f/o/5Vcmr/PKU7/Fs9OXKf1Nfn7nKc7s7bK9vUV08INfJH6/1E3rwLM9p6pKKs+2o8QYUXn8lW99k8JajoYTJtMJIrgmzWMAO9v7VEVOUeQsV8umhDCKEsIoEI/eX9e8WMdMO50uRWUI4xiVlzjryLOiYRtXMJ3P0AGebdHK2d7eZXf/DEmrTVw3vqBJ44jzl67wo5+8S/7OXVppyO72Nsc129qznZV0Wl32zpwnWy0x1ni2NXEYSVy4YVut2XYhgU6Io5Zn2zRsW2Mplgvm2UJ48WxrU6HjhHIjbHN8PCSJItJE2N7eO8Ph8ZE8ULptVqsl3YbtfW5cv0le1GzLatCfIM+27Lu1s0uWZ/QHA4q84v79Q6IopJO2mS9nRHFCt2FbMR4OpbzXP0jPXrqEVgFFtmS2WMg9Dpy/cpkz+7tsbW81pcSfZHsgjPfW/lnOjJfcPhhxFK67G88lLa4++gjnfv0sv//WW3xl9wzfXy6kAcQbtKZE6rF/i7t371JWFdHqH/lZgYpLV66ytb3L8OiA/sDrb1jD3bu3wPgYldJoHbB3Zp/f/5fnqAJD6cWebumnUcsFu3s7zLIV1WLGYfYETx/+M37wf3ybh3/j6+zty6SNSxcv8YOXX0EnIVqfYTad0Oue58knHiWIExZH9ynGUjsdWIfZfpr59VusMoN5+CtUt18hVJofP/Pv8tj3/vMmYah87VgQxSS9PdAJL3z+Bv/rP9lmd39AkogOy7Vbb3NveB8VBOSLJUkSsTXo00tabA22McbxwXvvAyLktTCVNBkkMWp/n6IopIPVFrTShAuFD5sYw3IheiPWytJyvhAtjcAnj/bOnJPPGkZMplMSlYBW7OzuMp+OcU4Spu1X/i/yTK6v3nuaganodbdQl59hcDngW+49gu0dfqW4TtHdphPWJYgVhTEMZwt097FfBoa/lG17/ywhMBwNmS/mtDxXSRJz9bFHMIXh9996i4cffpjJ/M0mtKeQ5iaAxx9/nLt3DyjLiuzWDS+/q7h0+SG2dnYY3t9k2wrb1mIbtkP2z+xTGUVZ2UbILNCW5WLJ7t4uy2zFfD4jzwuKouD2zRv0tnfYO7MPwKULl/nBy68QxCFaW8/2OT73xKO8E8csjo4oN9meLZivblH2B5jCUgUVoRIRtLwsP4LtiKS7BzpGuYp7h0N29weNxtD1d9/5WLa3+9sYa/ngfWE7Wy1YzkWmIfFsl0VBsaoY9DXtNCVpi+RtVRlWi4U09fgwx3wppcI127u+UUmFMZlnW2nFzs4u89kY5yRhmmdLpmMJCS6XCwyWrZ19cJqtnW0JCwcBZdEjL4uN2nxDYStGswWKT65V/0AY74sry8E/fpfF0X30aMTKF+a/kYQc7P6E23/5r7P33/yXPP5XX8JdPOurN+TLr/zyZ+vv/Mcs/+JvUhnHzfxxHjZvoZTm5n/2v3A3jCjKwi9xJDpXVKL1Mdda4l8+Jlu89DehDcv/7jsA9PJ/TFUazO4u5a8/ThyGOGd59++/jK0qzN/7Drfbog38fa+K9uP/8V8CEF/985iiwK0qstWcThgx9s0J8/kcNZ1g+o6g3cXonNWq4Cdf/fdpRTFlaZvMs6tK+cxhhZ0fIm5LQmV2aKcpaSDG8P7hfakZpURZR5UXjEcjfmfncyTXQrYGWzw3kyz/dDykqmRkVtd2KfIVcaBwpuTw3l1+svNVPn9ePqszisuXHyZpB5Rlye8daOaLMc7KZ+z2+7R64nEcHw0xVupnwyDizNlztOKEbDlja3sbPdSoKy8AcG5rm05viyhOfL2374rzHbfWKlZL7xEZQ5zEMvPRrGO2D/rWSlKqoqKVtsmzgnwlhvPw4D5V8QZKBWTzBds7WwStvijqnWJ7cnwfYxyVkVWjs5LXuH3zOvfu3pGa5DqxpyQhb7KCbJVjrWPk2T577jK0aR6eZT6RBHRVUJWFn4IOk/FE2EY1jtTND66xXC45+Of/HBTEcRtTFNhsQbZa0Akj7tRsuxLlwPQd3fZ5zERkVdOkRRgnlOVig+0CjRK22WRb005btHwI+OPYnuspw8mYra2tJle2ybazXYpiSRQo8qLk/sFdksBx7pI4G1jNpcsPc+7cecqiZD4bMV9McFZyAN2tHm2vQChsO6m3DyL2z50ljROy5ZTB1g5KBU1S9dyFy3R6A6IklSY35yvBUFjjsBZWC1/FYgxJEhEGcRNO+iTbA2G8rzz0KA/9e0/IDMP5gh//tyKedP/wFjjDr/3wNX7c6fP6f/1PMf/RXyBRmlarLUMTrBj6Vifh8j/47zm6f8Txw3+Ga1zmoQ/+N1QSUzrLwdN/kcvv/EMAglDRSjRlURFFon9grCQ3z9/4P3n/c79Fuy3LlzKMKApNnIL+n36P6F/7U6jX77Gz22c1z7Cm4sY1MYhBoEmTlPJP/xVp6nlzRjuG/v4ux997lTSKOPaiW7e3/wTnrv825slvUZZtsrIU3ew8Q3nxm/qGDBJphKkqw2h4n1YS88GjD3Gu5XDLEa99/y0AimLpG14ctioprOGtM98kLkpG8wWh1rz6X/02IEtqU5ZUpuLWX/pNHvk7/4Dx3/gtIv0Dvj/4KrHS3BqKh7ssA5yGng8dFYu3qfIMhyHBsJUmBN6b62iFThLa3S6VtexsDQgWzzIsfptFsaD3xT/FeT9MI8uWTMZDZvMZeVlI04VP+oZhSBJH9HwMsNsZUFSK4+PxieGtD/p2+aFHCHTII+4JlvMFB7dvAmu2P/+FL/PjH73JjVt3ufRwh0RrWu02cRThfC6lWE1ZLFZMjo+IWy1kOV+hAkdlDWm7S1X6lVCgCBJFWRiiMBRDbi2B1lIFhKPd8WxHIUWuicHE/zwAACAASURBVFNFuNREYUCcaLZ3eqwWOdaUp9hORHkzCHFlQTuGwd4ew1deI40ijjYE5cqywhQ5SWkbtlHqI9hOQUFV2Ybtne2zRC0rbL8uwys22TaVDE9IkwQVRYwWC8JAMRrLw6PT7aKB1WLBajFnOh3SbXdI44giz7BKo+eiRjodZTgFvVCTAsPF/ATb22mK9iGVdsN2j9JadrcGDNo9br7/gbC9tcWFy2u2x6ORrGY+hu1uzXZ3QFkpjo7HdLqfMj3ve0dHmKIk7XaJ45gv/9avAzAdHfH23/2nLJczqqrg+l/6TS6xkqSC0hAoSl8i9d3WS+RBhupDrzcgjCOqS/8O3R/+fd65+G/Q6/RRPoZoXEUQiOKaU4ooiYk04Cy3/+pfQ70eoLyXLideMV9MsRbSNKGqCowrcdimNR2glbb43N/+Txjeu4uKI3rPhuQ3Rrz2+nsMi7NsdbbZuSoGcU9rquoLOKVx994kGHyes3/8K5xFYewcvvG3mlZb0WhwWOvoWctquUC7Ax7fLlmYjIUf07S7u0OgAm7evIGxBpzj2en3OApfBJ1gro0pfZLEJKX3tAxX/8H/gEX58WJPEAbSXn3svUTjFKYyZFZ0R4IgoBWnzFTF57+4w+IdmDVVCQNwfSbOUVqY/mhKpt4g6n6Jlx47ojSG998XOdCiKAiTlCBt0+30sNYxG47RcYgKI5ZlyfjuoZxce4fBoMu5c1eYTj+58tof9Xbv+AiTV7R6XeIo4sJDklTrbfUZHt1t2K58pULDttaN2NS9wxF5kaGDkG5vQBiHdJKE0WREVWlanT7zmV+hbLKtIUoiIp9gVsG6ixMgL0qcU8yXkw22yw22115gK2nxzBe+wPBA2F7OJ3TtmNdef51Ou8XW9jZ7ZyR8WFdSODSjRcFDVy7TaUvZoWlE5z7MtvVsz8fHPL4dsDA57/jvVbN94+YNSXI6h0pTwigiSFJm86wJdZqqIApDefg5sEWB6AxKSztKcbT0eTWnMFVF5qTcT9hOmKqS3TTGTSasvAKhco6WtVTzKaWF2/fukKmQsLvL448+RlkZ3n9PhpH/Qdg+e/4K08k6H/eztgfCeFsdYqlotVvESdJoV/Sd5fHf+Ba3r1+jequQuXP2ZHt1XZExXyzo9VuEL/aZ/JN7dDs9+p0Ot574c5hViI62uPGX/6p/lTQ94IVgrHOUVYEzll0/Xeb9P/8bAIyHt7FW89D//HexJhBPvTAcHYwkEx2sSxvzPGdRLKUKIJDSrlJpjvNzPPJQKhUtdR2nk1LFMIp40xbsbg/odNrgZEQWp75jZQ1laXAErLKQ4+mc7rfuMf/tXW7ufg2AdqsFDg53L4ryooIzo5JBT9PqDyiykuLP/nU5A//P3+PihfMUv/abLP7ef8Gdv/Jv045SXPIOh7d2mEwm7LYk1tftb5HbkqWvFshNJTFCBVOlKeLIxy4l5hr4mtpAa0xZ0e71ef7hMfcOjxmNx3QGsgzt7Ow03zFKIlGys5ZYa+IkIm0l2I6EpKqyYr5c8vY7P+Hylcu/EO7+MDarQpwypK0WcZo02iYgQyveffsdSRSeYFtO5prtOb1+C2dLJuNjz3aXKGmT2xAdbWO5V78jzimiViw18c5RVrkPcUkpZuFL1FarHGs1ZamwNiCKIsrCcHxvLMn9TbaLnGWxojIlyjiMs5RK0Wu12dvZ+Qi2NWEYM333A3Z3ztLxocWfyfYq5Hg2p7u3zTKrGp0j5yyVFfllY+QQVVWiVIdOf4s8L73AgsjHXrxwgUAnHN27LjrocYIOW9y9e1tm5PqHR7e3Re4qFmVFWZUkGuk3UTDRiiJKmlJccVw01jcEZqWh3etz7tIVDu7dY7zBdntnu/mOURqTLVY/k+3p2z8f25+1x3+2fbZ9tn22fQq3B8LzjuMIiyMOA9rtpJnKoq0lCkKGwzHDv/FbbA1HWDdat7s4mmktVVWRrQqib49J0jbOWaazBZ1OR2KIaYsFIlwzGUlWHLWe8i6eQkAvCVFRRbIrWe6OGnBwPOfGX/wNnA15opVKWWFpiELV1NTK8WA0GhGmEUka0x0MYHCDIAjIi/JE+zAAZUkxnTIbH8syK4pYrVZNaKKuL5WaUxkmK+dGBvsujaH1r08JVlcAuHbtBmEYcPnyZamhLkva1Ujacq2jlcZE2g9eBZZ/4i9g8pzDv/43accx09mUqCWlgHqj9EpGQCiMFXnbIDB0uxHDaUFWFpS2pO4RscYQxxGVlTrwL52/zUNXHuX6BzcolWXrzJkNb0qy79KxCdl8IRn5MJBRUdCEr5RSREmKiyJu3rj9r0DbH+6WJBEGRxJqWq2kGWignbA9Oh4T5iu2+n3fQk2ziqkVBhu245AkjaX7cjbfYDtlfOzZHk/kGBverQ4knt1LIuKoQu+cZNtYg7OKVishimNyz7b+CLaDJCZJY/a3BuCCn8K2oyhmzCZDiv3tT8a2HxpRFMJ2MugwyGXPa9drti9JYUFRslqtJOTiLK00JlbC9nw2leqPMiNutYmjhOlsQhq3pMzVjy+D9SKgHm4SRJZuN+Z4WpIXMp6t6e0zRoTpfCfmzu4u5648xI0PrjVs19ziQIciYaAVZPPlL5ztB8J4bw+6oiRoLTpYt/o6rSmN4fEnnqT9wVv8dnK1UeiqT37LT4FutztURcETT36O/mCbu7dvsFytwFnO7re4c3CMe0Va6c0jtZae9e25oltQFgZdlbyw57juVfLOP3KRx64GvPH+de4ezphPx0RRwMo5QufAevF3JGRgraXX7TPYGoixo81qlUln2oagfa0c96PXvsfjX/wSyyzDeJlI55yorDU7S7Kj021jjOVi/hS/y08wKiZKunzpTdnzunbEccyz75VsbQ34yRcGZMcls/mcTqRIbMmwngry679Bnq8IgojBwZxWkjKMckLnx0kpmvp1h1/ON7FSWbJafxZ94BLqq1KKLsrT+9e5evkJPnj3PSocg/1dgjAkX0lcr9aSDuMQHYSYSub7hVHUNDbUpXPOOmmY15rEzy39NGxbgx6mkDK0E2z7CTuPPfkkd95/n3y5WrPtu/1aac12l7LIP4Jtw9n9lDsHQ8JQEl2V8d1+p9iuCoMuC168mPHuzNcXP3KRR69q3nzvBnfuz5hPJ0SRxni2rWX9oLWimbK11Wdrq09lHc6qn8r2aDSi1WqxXH1ytjvdHd55Vzdsp215/+s3rhPHMf1+j62tAWVpuX37NrPZnE6oiF3RsB3FEVmREejQD/y1VFUhcsme7dCra8rp1htsOx+vX7fJu1NsWxz9wYCrVx7m2rvvN2zrKCRfihaLKSuCMCCMQ9Qvie0Hwnh3e22WixWL8YxgmTYgRHGEa6XgHIPdPeLjhDiOvGeBGIyNyhqL4u7duxwcHDAZH7M1GFAZTbYaM52MRNwGP93Et6ta51BONR5AWTkiJ+PQAAIVcvHqE7x74zbWOEoqjBE5RyXl5s0IKocIritnMUWJsRXtVCQ4i7JCB2u95rKUJ/oXn39BxpcFAWd+9BaT559Zz7Hb0F0IlSJNNPeP5gwGPQZlH5RMFq+nCVGI9kKgHWkr4uLEceglOPVqyiCy3PWGM68M9w4PicIQay2z6RR7oYOzFmelVbeZmqDDpv3d4VisKirfsad8B1Fdt4tWOK1J44SHH36M27fvoMKAOBKJgSIvmmkj4LymSUBVVJhKvLIwFL0TGapRf4Z6KMe6TfzTsHW7bZbLFYvxlDDNm0axMI5IWik4S393j/FkLGy7TYmQ+ntKP4KwfW+D7YBsNWE6GZ5gWy6eF29yyif4oDSe7UXN9opLV5/gvet3hO2qxBjXsK2BNPkotiuMLel0+z+V7e2dnYbtXq9HURQ/k+0z+7sM+p7tdtI0zDgnbIeeba0c3W6H5XKFWk3Zii0HPsGeG8O9e4dEUYA1wnYYBSfZrk9yEKAq05yvRVaz7TVmvO4KyN+t1qRxLGzfOsV25rXG/Rmr2TZl+Uth+4Ew3tPpgrIoKIucdhqJgD9SUhPiqLKCwfY2/6Y75p8m8frCo1ispKg9zwtvxERr2xnDaDQkmAa8/+6M7Z3dRtg9CNoeMLG+1lkUkpwxFpSKcFZKr5wpmA3vMDyW4vtWqyVlP5XFRRqspZWK15P/sRfodFpEQchyvqCcv4fr9oiTmEGnLx1uvm42DuUhhALiGB1IS/RM0dSj10EdEdaBNI5Ec8JaXvrgi/ze078vuhX+YWe9/oS1GqVCzh4b3rvUZ7sqWSwWZCtDnsn3ykqLVgFlaGi3W/Jz9RqmHOBcn9pg1NdBVNycLAeVxpp1WZjYednXVhaCgF95asnx0ZwgjTFLUbYzpYyJqvdVQYg1BmMMq+VShg7HUopW+lmYmwJC2jdNKPPpSdXMZnOKXNhuJVETEgzDkAJHmRdsbW/Dw48yXdY68pJ6W/ihwllekvgHdJmvcKZq2H7v3Rk7OztYXzcdBoFn23qRp7VKobAdNlOOhO27DIdjcUJa7RNsW2tptYRtraDTSYmDgMVsQeUMEG6wbaUckI9nu9rotfhItq3FWMvu7jaL5QLFmm23wbZWIWlLk8QJO9sDlosFt5aGPJfztSpEjK0qQ1rtlDzLSEKDKVf+fIiODEAQRoR+ihMOeTD5CjIdhKAc1vPqjIEw4JHHHuf4aESQRpilRfspPqZal0BqP8fVGst8OWvYFqbNL4TtB8J4zycjr5sQsVosiFt1+64VgZ7IyTQb4/jmZMLvRhaNKIPVN8P2zhaTyYTpdIStpNLCGpFeTJJUpmz7p1or2W7KikAMTxAEGGfJyoo3Dw9ZXpDj7m7FdFsimxmGipu373F0PKGPw+Jot5Lmgl29dB5nh7hsRKRDert7DF79AeUf/zqr5dIL0NRbo5EGyIDlm088AmXZxPNrsSG5xJrkd76LvfoQ09mcfr/nldAqqmI9F1GhpCIkz+h2B3z9juJwpLmz22U8mnK4J6OqyjInDAPOTUHZglDBbFEwSF0jQFRrn1hr/TJPxJB2f+0Wh//7DpULRLFOqUazxWjLS48MKfIEgyGJW2SzBa0oagYm1zewjLZzzfd3zjbvGSiNU+vfoyQGK5UGn1x57Y96m43HMkAhjlgt5r5OG3B+uotxRB1hu0STl0WjelcPwd7ZYFsefqJI55wlTRKZ/uINcpIkFBvyD0oJuzXbbxwesvS87GxHDdtBqLh564Cj47GUCeJopxtsXz4nXqtSxK2EfqtNHCeEUchq9bPZPjo6Wv/kI9i2PuQ4m83p9XvMF3Npyqlqxcw121me0esOOHvuLIf3QAeK0WiGcbU5ywm0I4w02pTC9nLNNl6KAcQgF3mG87Ks2x2LKSwrF36IbastFy9foiwMFYYkSclmS9Ko7b1pNth2EnLBfYht/Qti+4Ew3nEkerplWbGczgn8tJnAapZV4XWEM5xzvLIVQ2X90sc1S3BTloR1aVqrxSrPieIYayoqZ8lXq0Y3wPiYW5IkVN5Lcc6RBAGVtYyfbeEjIQRUFFkm8qXA7ZvX0Rri//A/oN/e4leHHd5HJmEb64iimCCM6L78fTm+tRwf1XKaah3nWldVrVcS6yoxv986JhbFAaOvPIM7GlFVFf1+X86TXz3IOZCp71proigmSRICrdnZ3WGYzNg/rLjicwRR1McYw1uf7zK4O6fdbrHzfXjr+dtESYxx+GnyYLIVpsgoywJnDEfhHKv2ccZSLJdEcdRodO/t7bHVlyV+a9CmzKUVOohCbFF65Tj/HY3zMqD1g1a+sfF6xzi/XK7PlHUoTk4redC3OBJxp7Iwnm1JLBqrKTzbWZYBVkSgnGrYqLsQTVkQaoUpSzqe7TiOPNsV+Soj8lNk5CWKJEkaD9w5R+zZPsqWpC1/f22wrYHbt26gteORRy7S7wy4evUyx8OR/7xrtoMgJE5EKGpyPP2FsJ1lElsuS2H78N79E2xX1Um24yRBa83u7g7msCKOMy5fFlXBMJIVXV4UqKqi3W5x9/6I5arcYFsOXGUZpsgpigJnDZPVHKsSnDGUqyVhFPnOTtjd22cw2OHgzgGtQZsiL3A4wiikKCopgKhXoH4OwGm2rXW/MLYfCONdFSVRkqCDmFar1bQQT8Zzf/ElvtrrtkgCQ1EukW9Pk7lt997j+KhPGEUUVYlWiigKKaxIl168Mmq0BO59RxN8RZZ6QRCgdUioNI//aMruzpTJt3bQSjyDvChxOufJNzKyynE9ivmVR85w1Vwmv1/xQfj7tWomre++DkDxza9hHNx66nHyPCfICzbYBf/3WsNapCD9zHAlfsvmRXTOkapAxhIqxXK5ot/v8qfH3+TV/TebllqRk1S89ex1ztw5Az5Bo7Xm4WWbG3HSwNXt9bDW8tXrFmPatEi42WrzudcvE6iCH38uZTaV5h9jRLirqgx5tmSZOBIdoDCURUaZL7nafhOAZ66+xHg4B+WIk4jlVCpIolge0G5T3lcp4kgqjerhx0pLI4cz1kvSrn04h0Ip13hCn4atKiviOCZuJbTSFkW2wbY0S6OVo9Nu+6EM6xF8Tbv3bEqRF0QfwbZ1zjPsPT5EotdusB0pGf8VBKH0//jjF0WO0zlR3CLVjiSKOHdhjytXL1NkFcPRmCYEq0OKyhI4Q6xDjkdj8ixvBlB/JNvWNZUv4vH+bLZXnu1HH3uY6XRKVZ1kuzIGa1zDttKand1dFot1/XjPs92xErZIWwmTec4iz+h2OgRaM5tKxZkxljCOMaYiz1ZkuaPVDlHkFPmKIl82q/sLFy4yPp40bC8822Eibe3OjxbEf2fJz/3y2H4gjHc76RLEAYvlisXxqFleOGeaOFlVFoTKYtsRteHe3JI44vLDE+7c3MUY46e2yCy/VprSbbebKdBBoHl4cgelFNvj86RJQrvdJryyRRgljFVIVclNNrMVT74+Jrx0CVTIowr2dgYMhxPuJNcJVNQsEldff4EojsE67jz1OGaxkhvQSev96ekeve1tLv7kXQ6/9DRDP41HKdUAvvZkZLp7EGpaacJ9dxMODFqHDIdDtkYSZkrOpcRJ4p/uIm4f+EYg8QrWwyC0lmSOUpooDqmM481nr/PFHz9Cu93mmwflWs/baKw1VMZSFJo7u6Kr3GqnPHf1Ptvbe/T7XwdgOluS5RlxS/SUV8sFURKJ195k170cqLMUZYHDgo/NitwszUPNbSTtlJf5dKeu/YO8Cdua5SJjPhyu2bYyTDfQiqoqCalv3PrLrb3OJIqkKsO6hu28KNAK2mkqN70/KdZa2lst6mEPSZLQabcJwpAoSnBmTuXzFbNlReQUFz3bTsH+zoDRcMJikRGEa7YVEMXC1mg4lqS91kDdev9htnd2dpjNZgyHw+bnP5XtVsJimXPv4ACtQ8Z+Gg9AkqbE8ZrtepBv5Ks3RLNczpfSAc6zHXq2S2PodTt02pLvqtm2RuLsJgqIQk1ZTT3bLc6e3xO2fePNdCpsRy0xyplnuyoKz6nb0Al3mKKQ6/hLYvuBMN7DyVRqIIE8z8gWUtKXJDIqajyZspjPefjhhwh6Z+UL+hKeOi7Y6/fpWcu9O5rzF4/QSnHt/R5JHHHlkQmttN+AuL1lCaItzsyvEF+I1ycUSRw8+kZO6oeBhqpLGSTs9jok7ZSbtw5427yFTjVBGNP5zqvNkjUIQ8bPfZkiz0WtL4okC+8nhOhNl0PB2bNnid67QZFlxPFmIhb/mWoj51hmJYGCOInpvPw6sxdTuod7PD7cI78sSduz126ws93noXtPYXZLmXBjrB83JmOj6vFuoffWnP/uSimefO0KUVekNKsg2Ihv0MQkrS/n3N7d5m/9jXMoHZJnBfcPJaY5nS7oddusVlOO7kzIViviNG6mjVRevQ2QARxaSwVKKZ/XWoOzokC4OXWnHkhcX6dPyyZsWwIgyzKyhVyrNJE27ckG23G7J4UN/uauW8h7/T49ZzkejhpnJMsy4jghTiJaaXqirjsIQ5IkIfYDCeowhdIKFbQJQilHc2qbwrOdtlNu3Drg3v2hGMYolgk4DduBKA7mkiuJ45/NNiiKPP+52NZBSGUMpjIMBgOpIQeiYEi7lRJFIcaIqJwxtpkoZK1tBiBHG2zj2a6/S5qkslqoY96n2J5O52zvbvHi174hbOcFR6fYXq5mHN2ertmuSqqqamLbcgqE7fKXyPanJ23/2fbZ9tn22fbZ1mwPhOdtTEFZFpTZCmsrMl8iNZmUTH2pVSuJ/Uw9mW1YT26pOyz73R7WVCiV026lpEnC557KGPRjongHlGZvegmQBKlWAWqgG49AaU3oQxtxGDU6CYN+hygKmUymvGvewp1XdIMuOtC0v/saNklYvPQcIGI0VJWoHSKOaz2TzzqLgWa5tru7x94P3+KHD11iuVig1MYQ3o1/4eQSUylQLzyHRrE4c0T326/R9k/7blmRP/4w6r7juH9AN+ujtXTBaRzVu/+Izlf+HABJmjRLvFof/d0X7vD8O0/SaqeU5bqUyVRWBIUMzYDVP/snc5ariuViIiGqUjwk6UCzbG3tsqMc5V6JRZat8+WSLFs1GXVZ6gYiP1qVVMaSZSupdfArhsiXyKkoRqFkdJr+9PgcxsutFtkKt8H29BTbcZz4LsV1iWZdN93vCdvHo7FIACcJWRwzGPQkCb/hIUdRJF18+iTbddgu+Qi2x5Mp9+8PRTUwiKS5R0t3YM3rcrkExydmu9Pt8s7b77BcfgTbdu1hnmAb/IQr1eSnUn/9H3vsocZDrSpHlq0atkHi/nEs+26yLRVOcg6iKCRtp4RlsA4zebaNWWvJXLh0idWqYrkYk5dFM1UriiMq69je3kHjKPZE36esDHmx+kNn+4Ew3tPh/ab+uShLxl7QvMgyqcjUmiTpsVoumUwUKvBxbzbbW6UzqpW2iELpbhoMBgLL+y2iOGYRiQzk3ENUhxUERJnbZ4xha9Dn0YfE0B92brBcFZi2o//dH4Ev01q89DyjZ78olRH1cAGkXd5uLJ3qlmeo41z+O09nvDbokM/nHmD7IaPdbKqeNqKaG8b4G2D24vPNudBaEWlFeOOfoG5prv2xis53Xyf7+os4FOlTf6YRRnLWNfW+cg7XJVGqmTok3yPwnXp1zDJNWoDm+gfX/IDbqEmuKa0oioqFF5nSCuI4oNVK2NvdRwF5IQZsPBkxny9FjL4ofMWCxZQVeZYR+1It+XTr5JepPj3lJrOPYTv3U9E32S5cdpJtb8StFbbbaUoURcL2lrA9mkyJ4rgx3m6D7Xr2az3gtzKG7UGfRzzbeZ4zGs+kkiROG7bLymBN4at+5Hto9fOx/eYbb5LnvovQWRwnjXYTHfDNMDVbzjoMm+ED+TMKQ3Sg/MDmkvH42A/c1pLs0zRsi0Lhmm3l2Za4s7CtPNs60P4cKUCRpi1Ace2Da1KbHUXNXEmlFXlesVhkWCvlyEkckrZi9vf2hO28Znv8S2f7gTDe9+/fR2vNdDolDMMGbPDKe0FA2ko5Hh4zUTk7+15IXR7VgMhZujjkqy8onNuprxplUbE4O2qevs1xfWWH9U98rXWTDZ+nBe8hht4NIQ5jLI7xc19eDxsuT5a9AY1XUU+gNo7mmOsPLNvKe2BrQy07N624ar3/OhEkP2sGwaq6i249ANkYx+i5Z6SCZZGRPfMF2v/vP5N6X+sYf/2rAEyDIz8cVbM7uUAQSkmb9R1oUmvs44LKrcugrJT9HR4cMBrPiJOENG0TRsmJ7yHVT47SGpZZznCyAGsIfcMGwM7WPmf3Q7LViuHxEbP5HK0DilyGH4fxemh0VVYEUURelEyGn3zayB/1VrM9OcW2UjSeY9pKGQ6PMSpYsw1Nh2uaJrgkpNvp1re5sF1WRKUYpXVnnxjaUAdYpU+wnSDG7/hYKi0c4klbHLaspFoC6hnGeHsmP3MOZ6S3QaGo320daz/FtmPDUH8E2/oU2/4Xio9h2zpM5ShdIWwrNhKl0kBUH38ynTZsS1ejsG022FaebavWfQ3OSt/I4d17p9g+NZrMKawDYw2rrMBusN2ux6tt73PmTEi+WjE8+uRsj38Oth8I4z0aDmskMVXViPfUmglaKRY+0RNf2ME6i3Z6swzUP/U3Cvr9BYnbEd1Om00T2mzesNYJu+aH0JTfORQrk3PaG3YbZX2bx+P0u2wkQ0/XcNalgZvv31SkuPWh6lbdZpq4Xz7W/24uPZsaWyfaFMZUFM89K+dFKTq/893mGPUNdevrX8Whef6dpwmT0Ett6o1z4gEPAkIgX2UcHA8Jo4TMVMyn0wbwXq9HEARURkSn6lVDoDVOibjVcCLX8ng0IwgU7VbK9u45zl2M0FpR5BmT6ZQsX1FsGCVVKbLFkrJYnr6SD+w2HA2prc1ptmtOa7Z3zp7Dsm5A2+xCxIkB1uimrDRuRXTbnu2PcNiU9+nUGiRgg22lWGW5GNnGE6YJ26gPAauafZpntPemT799zXCjEcIG25v76Z/Btt1gG5r7yeLr4P3n0EqtyyVtganUup4aTX/QJwxDyqo8JbomHZS6ZjvLOFje+QOzPZos/XWfN2xv7Z3l3MXLaK3IixWTyYz8F8D2A2G86wsTRZGHZ720ctZgHSwWSwa9Lq048VVUm94oMp7M2nUWuTl2HU9zuBPcqCbrvbkvqgZ5bbgaw+0NXqO57E563jVdtddQ2/I6G6/UhqnfMNAnje/G+206LoDDrD3/et/NL9scuvZeaG5MhzS/jJ/7ysZ+EmoJHLS/8zJKKWYvPcfE1t6I3FDb4/NNZYH16+OqqsiykjhJT3h9WbaSyhJrfKOCJo5TgkiaO9ZxSkBL7HG2yJnOl9TdgK1WQq87YG/vTBMOKMuc+WLJcrYgX075tGx1p10URp6V+lrTaI6cYNtueqPyZxz9DLbV+qGNf6XsZzmJUv0/G2zXcIgF9e/pPeTNYyp5Q4WSD+ne+QAAIABJREFUCfXNj1UTUvmZbNsNtutPIBV2wraza2fno9j2zlL9XrW8hXPCdrlpDGu2dYDSjk4nxVrLcjE/wbbWGh0ETVcrzkkXp2e7+iWw3e322d87Q+TFsYqqYDEXtoufg+0HwnjX3vV6iVb/RhoOev0uWZZz9swZbm9ITzYXGAmvOH+M+mnNxu8dnJgM0nipG97tyXDchkCMh1vVIG4utZw7Aa2/B3xs7YRDc/LzfER8u+6+crXHsj5DzfHZODdK1bHIk+dk8/iy5/oGbWLTG96QtbB46XkpEdOawauvYo2h+JbUbrv3/2/yyjD76rMURcHjo12UmhMG0v1nDNhIztd8NsM5CL1Yj8gCFNIgorSUbMUSYomiCB2EaCXeEUphjGU6WzYjrerEVbuVMBj0uXTxKovpjE/LptV6aQ8fZru/wbbaZJu1E6N10CToa2+S2hlx9YPgFNsbn2HT25X3PyV+VLPtPNveQJ5m8ENsb/o0dvNe8/80n1VCaOv65lNsf2jF6tlmg+2PcHKa8+F3+Ei2HSgj5a1BEBLHGmsqgjDyLwuoyorcd1kOBn2K4xHqY9i2DqJfCts9Ll68wvznYPuBMN5hEGw6us3fO90u7XZbBqY6uHjxMi/nU6Jo7THU3kHn5depqoqiqEhTqSutn8yyKSbPfxlgY+KHa96v3vXDC8D61TRudg1xA3CzmpTjWSfqEKoBc8N7Pu15bBxgHdM+GY7ZjH+fPJ6Przuz8bP6JJ787GEUEYZhU8FQ/1kU0jwzePUHOGD2wleYv/iCVM54BcL5F5+WzrAsl6RoFKONRmlDWVqiOKHnBxBXVcVkPKLIrNS0ArYyVLqUxiDnCHyCNwgDqfKJIoLQw67FKwqCAGtdMwpslC84OpYGirS395HX6EHcpKZY/l7HagG6p9i+cPEyN+7e22B7He6ohY+KoiRNE+rk9qbBM16rp2F7g4F6T8fJcFy9qVP/rXu5TjwAPFwn2K6P/9PYPh3TVicfJs19tfFS5w9q2WD75H+aD/hJ2I5jqZCpKuMTiBa8/ou1UqTgnDhCURz7B66wHZ9ie1yz7T+XqQxal9IY5Bzasx3+Adlu/RxsPxDGu15SAbTbbTpe07aqDMfHxzgrJ7GqSnr9Lqui8sQ4jAfm+JkvMp1NeaN7jyuXL3D+enLCcINDee9EPGZOxDxq0Jqw3ol4yGb3WP0jtTb4jXdRL23rZat/wKhNw3ryztn0EjZ/rU7tu7mUVEpihTjJoter4CROaHc6dL77KkGgRfhIaUZf+WITQ6wqKekry5KqMlRVJcvJp5+U2OEyQ8R0zMbN6EhaKWd//Da9Xo/jozG3zsv5D+KQS1cvUXk1tLIwLFcZq/lMzrMxGBzKBlhlxaPzsUljHLZ05KuV9/QgihKiOCGIRIGtdkYl9Rb4Keqn4kQP9OaaJHDnI9i21pJ8FNtuLQ+6XK6YTqfcPxpy5dKFxjgBDVybHImNO8V2HRfXG45B7Sx4J2PTpK4NvmzWWZ/k82zXJXFssL15zzhODBvY3NSpfetwivOfoRaPssY0758kwrbWIiInbCuyLPvpbBvLcllX9oiBNeYU22lKfzCg1+tzfDTizp1D3Cdg21jjQ1aBzCJQH2Y782zDL57tB8Z4x3FMtyuKdxOvqVGWJUpJp5nWivevXeOp/oDXzgyak18LUzkcy8WSKilYLBYonfpjy28/vHRcb02H2EaCbuO3cnR/A8gzw98MGvzd4I+zXrbVS05Z0q6Pt2n8cVJHKw+TdeKmjr9VZdXs2u50aLe7pN9+Ba01xTe/hjXGx+EE2qLIyVZL7AvPsv3aj5g8/xVZfjvpRmt953tMv/oMIAbBGEuSJJx76z3SVku8F6/vvVouGT7zBUBa3PM858ajVwnjiO0rjuCwoCwr9ve3abc63D8SASNrIAxjkdetSjmT1uGoAIV2AVr7ksRAVl0GSxxHLGZTXFlSFQVKByLX6eOCQRShVEAQqBMhggd9s1bY7n0M29qz/cG1a7T6A1QYN+GSuu7YOcdyuaQshe3BQDzBOih2gu36LxtOiBiHj2Hb1Z6+ao7XGPoNOQXFuhqrYZsNttV6FYzPCf1Utv19q4B2t0O73cFRV+BorK+LPs12nCSEgQhB1alSI1q31B9luVhhrLA92N4hbbU/xPZqKYnBmu379w4ZjUbMp0uCQFOWFTsfw7bSGmNKWWXjwFZyDXSAqoWOgnqQhSWJI+azKbYqKYtCvuMvgO0HwnjXmeDFYkG5IS2ptSIMQ9JUEge7u7ssspzVbE5vawsczbBi5ZMmWbakrMRQyIn4+CfZZjVFvVQTiDdf49bH3zC86+SRRTWNqhue+/qlH/KO8O+VpKkopP3L76D+5K/Se/l1lNasvv6CJASXUoVQViVFnksdu7NEYYz6F99m+fWvEoZRY+SNsRhboIOAyQvPEumA/ve+L5A4x9G3voHz0NYr2qIsufv046RJyu4P3qDV7hDHCYOtbfrXbgGSKyiLgny14viZz1NOCqwxhFoThRHX37/GdCblZ3HSIorbBKHoM9chACmflAdJVcqJCZyjqAqxEcoRJqnod9gK7QzWVk3da1CE6DBGh2HTmPVp2AYbbBc/he0dz3axmtPb3gLWU2zq/MoJtms53YZJ/2cTh17HajaN8gm2Xe09K9bh9rUn7rAoV8ecVROaPpnI9KvazdCHk5VaFMUYY2h32oRB5FeL0uh1gu1M2O73+kRhIEqfcJLtymKMsF0EFVEYEUVRw/Zivj6/9aqhKErGozHpKqPdaXu2U2F7S87xmu0ly+WS0dH4k7Htz/9mS/sm2ziHMYXcY8oRebatrXCe7WqD7eAPwPan5y74bPts+2z7bPtsa7YHwvPO81xqXZ1PNnivIQwjWi0Zi5bnJQ89dJV33/uAqpJxUu5U8kMkMKWkbTMLXXt/H7V0rGusNxMqWm0+0zaz2bL83PTCxTtSzbGcc7S+/QrWOrJvvCBax/7Yne++yuJrzwPQ/s73SJMWnW6XcGuLLI4xXlfZWUvnO99D+X2DPGdpLGEYMH3hWUKfKZ8MR+R51tS3Kt+UYfyg1LNvvE26v49DQjBXP7jZVNxkqyWHX3iSxXzBarVkmmVMH7oksfI4IW212P3BGwCkrTZRHBGnCb3rt1k+eZ75cklZFIxHY46P7mOteD22yr1HAignlZdKo5VrzlEzcEEHVLaUevSqxFojQmNOY3yyoI7PBkFAFBusjTB6YwXzgG81287VnaofzfbDD1/h3XevsVwuhW02YtPI9w822XYgYTzJPTRsrzPv1DXem4nwD7Htf1eHDdWGhx3otThZU+HhXDO7tJZrqF9fF93WQlBpmkqHIlBWldSoI/05rbboym+yXVYldRPSZDz5MNuuZjuiP9gmbbUbtju9/gbbC2bTqbC99GxPJgTas91u0fa5h7TV8mxv09veJs+qE2wfHd3HOUkGm7rfo06cqvqek5855xqJ6kDLRCMcGCNsax0Cer3s9ec20MK2/jnZfiCMdx3/kiWIJvRKgTJdwvGDvQ5PLTLee/c9VllG9+Kuv8jrUMS6fMhJZcSpMjw2QtqbHYonqzok9BIEYVPGI3rFCmMM6bdfob5hnLPMX3wOa8Fa+fx1vGr+4leaY2sNye++LBd3Y0m0ePF5FjjuVRVpq0V3PmeAZfni86wWcw4evYy+fwjA2QsXePTmgY+RretRq7Lk4AtPMjoW1bPVaolzjjzLuXdwl/v7A9qdDuffeIduv+/HOsn3bXe7XP3gFsYYsuWKe194kvlsSp7nTUxwfPk8IIYmSSWs0u50mE4Let0OZZlyeO8e1hbNEt+6kiJfoHUqJ91rsTd5AqWaWvUiz2hq5qm1ZbSvMpBlaH0Fy9IrGoZloyT5adh+Ftuhlu/87jvvs8wyuoNBswxfRz6a4rs1295gnCpCaqRZTzfE1P8fBCFh9GG21xGPjfZ6B9Z//nVbvHeYtEarOuZ9sqjQWstyuWA6nZCmLbrdLnES44xhmWXMptPGKJ89f54Ll698iO0zZ0smkwmjoWd7ucH23QPu3zuk3e2wNdii2x+cYrtHq9P1bC+ZTqfMp57tlWf7WGRqw0jYbnc6nu3JKbbzNdtW2A506u1GzecnY7v+fs6HD+uTXtk12+HPwfYDcReYykhCIZJyn9roWusoypIsy/m9/Q6dGzfZP3dGhnmGhsCtjWGdkpFqDBFCB5raZbXxpGt/+1VvzOWEax1QfvMllFYkv/MKk+efaY5bFJK5ttYw//LnT3j0qijl9f5pG4YCUOc7r0qS6WvPY61j+ZK0pEvMdx0fa7ywf/a75FoxS1u0/sW3aUURxeefbESM7t6+zfTCPpd+8h7dwYAwjLF+Dt7lt69x3k/6mE+nHDz1OIvFTDSLjWU+nfL25bNEkSSE9370FiDetBhBRavT4er7NzFVxWq14vhLTzOfzZpxWmVZUpYl80cuo8OA3vImR8fH4jlXYrhrg+pwGFOidby+IqfCrHVqTG1UNfjfyjSZD9XarH9nC4NRFZ+WrfJsRx/DdmVF6/3mabY3KkqU2jDONdvei268+aYkT22wLQnCMAhEl8R68TS/FXnphxuYdadu46XX94Zn2xtH7atZnLXrqTAAJ5rd1qWEZVkwHo9ptVrNv0VRkC1rtu8wnc7Y3dn1bEfNgIm9/X22dnYAYXsyGq3ZtsL2bDIVtntdOr0ecJrtLmm7w+7ePqvVkuV8IWznp9ieTdFBwHK54OhYdFOqqpAJ8IHXjfFsBzpu8lgf2uo8Qu1U1g9gHDizkbzdfLnDWUP1c7L9QBjvuhVbHLQ1EDfHPQ4frnBVJYkMU1KUJWEUNktLt3GM48cs3BRlu71vv8n0+WewNVRufUJX33jBv0Y14lRmMpFpGE8+iptOTtWsSshEay1DkaOI3suvs/rGizhrG+/K+Jtg/NyX5Q39kOPN5ov6JtNaZlIaYyh/9ZsEYUiZpkTf+R6hSk7cZAqYTyf85MIerXaHC7//Pltb2wRh4MuVZL/+YEDv9gFFXjBfzDh4+gmWi7l8xrJgNDxmdPEsIB5Hu9Nh/4dv0Wp3ZByZ1nS6PdrvXacqS5a+bfvO5x5ttFjq5KOzUJkCGaaqmyshH8WIwiPSNlw/VOsl/UbQ6gTAa0supaOb3mMYyhLeWdGU+LRsdQs8nGRbDKUYwChas91K28K2o2nMUUoT6ADnhO1Ot0NZlN7g4vdplpX+nZXvBrSYqmpGy9Vj0dab8q3la7blXOuPZNt/ePmDDbZV8x8ZUO0H+oaBOGVhHFFZQ6hiYXtjxTCfTJhPJ7TaHbZ39zbYtifZ7vcatifjMcv5XJKElWfbD30Iw4h2t0O32zvFdp92p8vWzg5LPzNgNByyWq4a7jbZthhCHZw4X0oJ25LhVXW+VkonN6NXp9luXr+uXKtXH1pL0491fPom6dTX31rL9WFv42mei/aCgxWO8WRFGCdw5fw60e733f3Bj/n8eMrNZ2OyLOfoS08TGEP3lde5/Vf+GrvX3mpm0ZVliakM1tlm2WetY/3UpBl9FMcxYRjS+vYrKKVZvPQcVVkyfPaLuMViI+boP7J/UqgNIx0E4nVpHdD+zvcAMUCjr32V1WpFqywpy4puv8/+mXNordk7c4ahD4dIeZHEC7PVkvevnJOKkO0dzr/1Dklal0XKgjtOYnbSPbbuHrFaLDl4+nFmcxmlVX/HqiwZj0aML8uxur0e/e/9HuOvfIk8zynLAmN25bhZ1pQ9ouDufItEHUv3mpLv2O2L15OvMvKiwNqCOOnQ7naZTWfYqvIqcGxc37URkBO/sapRJzVnZBp3xf7+LkdH4z8IZn80m7+ZpRlkM5TnxFkAlktHoCCME1rdrY1nmOzb7rSlksJBluUs5gtZ7fhaZ9w6PFM2wv+2kTKo/wTPdrDBdhQ2jo11lsp7oo0C4Ibhqh/Ayi8FtNIEvkJCbzQjGWvJlivyIkdrTVlVdPs9trf3pFQQGB59BNvLJXeXNzg+vMdge5ut7Z2PZ3t7h9ViyWQ8YjabygOhZrsqGQ9HjIcj4kTYjqKYPMvIM892LTNhzZpt8KE716wQldb0vEefrTKKosC4gjjq0PFsG1OhVeA7Xk8xfaLax9fyqFqRcc22NRVn9n4+th8M461kKrSpKvIsaoCv9UACHRCGARO7g672mhNjrReIATqdLq/+2hV4+23pZNKavChZfelpwh9+l9GGNkS9GWNQSkq2kjhEB5ruy99Ha83ipeebffKiYPXsl8SYZLlf9pwI1AAiUBNEgQ8jBPRe+T4oxeyrz1JWFWWRs3zm8wA46yiLgjhOBBQN+z98E520QCkuv/0BZ33Y4vaTjzAZjzGmapKSZVlweHCX4f4Wvb6MaTr31juSiGnKthRpu82V926Q5zkHTz/RxBCtH6iMUpRFzvAo4/ihCzj/wDgRzmi8KuW9qaAxrihFEAYkiSgF5llBGEaUpcGYina7zZn9PSbTKcPjkcw9bORjRarU1Xoejo2H4Rpy8PMWnePO3bsogn8F2v5wt5pta6oTHpzWyrdPB0RhQJpEdDqdJpZt3ZrttNPl/v3j5nVKCdt2lXkH5BTbTpwDhSKMQpIwbJwIXevT4Nn2KndN4v6nsR2u2a5DhFVZUZYVZZ6fqEtv2PZH6HZ7Xt1Qsbe3T78vterD4yMmow22lRj0w4MDhkdHDduD7S3ane6H2I6ThP7WNpPxiNFQzpE1tce+ZtvZtScsodUTF6mJbzQrPL9iDoOTbAdhRFWK991ut9nf32Nas53nTZhJKy3a3UgTjmOdu6gNeN2YWHq2b9+9i1KfnO0Hwni/e5h6IXIRYa+V15IkZhJmVJWl1+uxf2YXapF55+qVDgDXH3uIxfwOKIlT10ptgE/UrEVjpJU2oPPd13xs+qt++VWJR+0czr9e4n71lV6L09fNBHXxP8iQB5Ru2vQPv/iU3BhzWaKdnLAtcIhHrun0usSjeZOwcVr74RPw6LU7ZFnG8dERB08/fiIuXFUVw+P7AIzP7dLudLj49gcoNMfPfJ4sW1EWhcQJh0dNQkWJ69TAhBJ9C0mmO5Sl8YSbkIf/exTHqEJDaX1SVjehjHanTV6UlMUcYypu3bhOFEfs7Oxy9eoVqqri6Ehusvl0hsN54H1g16kT76Uag7cOIaxn/z34W+E1rcVJCJqEVJLE5IXMBe31emwN+ifZlrsdgMP791nM5yj9MWzroOl3qNnWSsvS3dKwXRTZOtnpX9uML3OebbXBdrDBdnyS7dUqk6noG8c6wbbPNWmt+f/be9MlWY5jPfDziFxq6b3PAhDLAbHjAMRKAuK9ks2M7EpmkpmeYB5BryeTxuaHluG9uhQXbARAEgRAbGfr00t1dy1ZmRkR88M9lqzuJg5+qdssnQae7uqqzKzMLzzcP9/GG2soysG52P7JT57Ezs41HOw/xPGEc6y9Zu1g++gQo/EYO9eugaAwl8EeAdvGBFz4zSdgGwTSSV8Vz6NiBdsOyPMCWiu0jZUEhrPYbpspjG3xnWB79xxsn56ecvaJUojtvmKePXmqhX+T64499B9FLoXy1op4Zp7iiSBhIkZRQKkagIGRAElZxECYbMAAgNa0uPalxr0R/y3PJYk/YwvYUx4Ap29VVYXTV19kZXZyEh88IOWsnvYgWKtC9zGteOjp+Ne/l6EMbzMdAR8R9wEmae6zEtPwDeNr02Dzdx9ifZ1pouzf/RtotYe6qblRe5KZYuEwHI7w9K1nsLs3wTfPPYXj40mwtjzv6OAwPT3B5z+5zr8/uMf/Jq5uGgX0Vl7nEomB5dPB+KXYBAmOsxTK4QDLxRykgOFozGlRAAaDARbzhaw/y83zG4MH9+7h4d4eNjY3cfOxGwCAm4/dxOR4guPDSeD4U56bJDIfLo281dT1oC6zaM18tdJc9BGwXRZozZT7bXhslwm2k2fVmlY45LPY9vEfb1QsqyWqRcVpd9aCMxy8UkMnuKmIYElBaQUlVnWe51BKyzAHE57LYj4PVnRoyrbyXQO2mwZFnmN9Yx3OAevrG9BK/wC2f4rZtRn2HtzD8eQcbDvG9kwMoc5GgXOwnRgAqRAE2ynGwoe46G84HKCq5iACRivYnkugFbDco6Q1uH/vHvb29rB5AbaXdd3xaNgpWL0yeSzu0bF9KZS3E14u1xlXHArAdZaHHf2pu2t4+vuvcfj2G7C2hZKb7vnyk9sKo98N4JxFnudYX1vHolpgMa8wf+1lHpIgU0xM23L/3iw2RIfz7iShLMvQj6DIc6z95gMoIkzfext106Cua8xfv81WzHwR3NtopXvODMjzDEVZIs8yrP/2wwCEk+NjzP/uXVSys9/67/+IdmcXTd3ANA270HJpdcNVaEdv/wzL5RLLahEsipRfJwBO60g/iLYjQvg+3RtPHcD7EDjf15VUSw9yWcEn9gkoPYFrLcpBGUA9n804S4b8MomtNwEOEB0dcrnxYDjA9s4Onn7mFpqmweHhIabCIXKXtpjI2bVRro50sF0k2NY5vHVYFiWu37iBRbVEay1j20UFMxiUGI0SbK+vY7FYYLGo4Ob8nLzyNoZjC1mWwSl/1xTHdEiwTRHbOs+gSHHf97pBvazRGiM0g+1iO8UH8XQbj+0szwO2zeQYDsB0OuMU2+EAbduiqesLsF2hqirBdoWUtkl7Cjmnwz2N1mqymadgCTu9fxLR4CNcgG357Ob6Oo6PJzDuLLaX1UJ0kg0bi882Ozo6xOERY3s4OAfbp8KPizWegjk4QD+Ap1QuhfJWiietDwYDlGUZaJN0O91/1uDo5hsofvVr4Kc/Dy5Y2MUdp0FRTmjqFtPFCZZ1DYhb74MiAMRaoeQcTpL1Cwz/iXuHTN9jK71pGjx8/Ta7ZdKuMbUKSKe0CrvGRVmiLAqs/eZ9OEeYvsutVO/ffjEETTnwg7AgNzY2OPhHhC+eegx5WYRWAUaaR7n794IrR8k5/UpYdbgUkehnwgpWRDm4c8BCcjujSe6zJAgxsFOWJXK3juPJEZq6CcfOZSSa9Xmswm35QG5qdS2rCve+v8Ntfzc3sbOzg5s3buDk9BSTo0lnolLMy8cKYXm5RSmetD4oBygHZczjTTwMRQpVJZyxyi7GNhGapuV8/BTbWgUjJqMselliqQ8GQ56X6LgNre+/3rQNFtVSppqztRGwLQom0CrUxbbOMjjH2KzrGrPZPARN5e1w1mN7M2D7znffMbaXgm3xKiLnrs6sTQCwDh3NppRPM41K3EtQ0OHN/rN8X5y9ANvy9nJQYn1tHcfHZ7FNirNwBNaJhe9CPAoQbN+5A1IaGxs/gG0Vsf1jvMq+PL6XXnrp5QrKpbC8x2tjFHkumRdxV3zyL1/ir/9qF4tqgZ0vCOpxh/ZfvQdy3JwHDtHc9AFMAlrbomlNSInyFkwhQRK27Anb738M54DJO29wOftigZNXXwIA0GkMMgLRPUtTAX1v67Lk4269/zGWf/8e2tZgWXN2hzEGODnuenBIgirOYjQaoRzyRBprOUujmTXJ+1cr5lyX8khoE/mrWEzBvJCPxAow/5nV64qfWXlJApk+GYQU4aj5CTLNaVoj6ZqX6QzD4Roe3LvLgZ5wjcmZ/CX4uAAsjo8OcXx4gHI4xOb2Np566knpn8xU1+nJCdrWnBk+cdllPB6jKHIUedlx1Xd3dzGbzbBYLNCaFooc8kyh8YNPk4BlB9umRWNMCCQq6fxX5Am2iTAYcIBwWdWwzqGaL5K4QjK0wNPFPj7jEmwXEdvlYABFFLBdn075+brIUnjpYHucYptzzpsmwTadg+3uSon/L/HcgO008OgoCWSLhe2XSMqJXCBpXjYRYW28FlIQV7F9/95dGGOgZAxBp7d6OIWPeVlMjg4xOTpAORhi6xxsn5ychMy3bvuCvy2XQ3mP1wAn+cJra/jJH78AABz88heol38CEWFZVZhOp9zW0Wnw9GcXynazLAMJoJ1ll3MwGGDr9x9B6wzGtJj9kisd6+USTdPiuxef5YjwbMogAqe9pXQYASG1Smt2gctygPGvfwdjDGb/4uehm9ndV16AffgwUfAIxw1w9G4WUeDern38GbCzA2stlsslKylFSZFG/JyovEBrsDsagzpe/H2JXLWTa0muo+OqxYnbzvksAhfOH3SJ5MAaa5EXGTJTYDxew9Y254Qf7u8HesXB8SSRxC1Nc7fTkJLvT14vK+zdu4v9Bxqj9XXsSIXdtRs3sJjNuKjCFwxdAVnF9vbONgBuyeupkOUyYpuyQYJtvjdZniFPsS19Q8pBCa0luOhTKqslmrbF9HQash0CtrVO9R2IEmxnTF2WgwFnD0muuMf2fL5I+mvHfj2xd0o8sINkLsFhLIqPsV2hNUbovNTgSLCdZK0QRcPrDLbliwRsr16Hr2SUCLz/nmewDSS/8V+MEWznF2Pb34MzHUg75DX/zfdEqpcVHty/i4d7GuO1s9g+/JHYvhTKm8RS2L1+DaN//h3u3H4RAFAfnwBr/MUfPmdw7djCta3ssjH1BwCMc8glWJdpjZ3dXbRNg4M3X+NgSdvCPNyXE3KGS8qveRBZ64LlAPDCKQcldj74BHmeY/ru25jP53jw2itoTQuazjpWh9a6sxN7JdYFF//BSrqgb53pAE5VPNiHg+5axJRUoPqjeyV4JrLuOq8z/dnl1NIiApssDF+8QJFKD0rXJil6zvJoqb3qOraoRSUcnjEWpycTePNaEUC5hjVxuMB5THtcvz6TwWF6PMH0mK2TohxgW1Ky0v7ol12ICIPhALvXroEU4fCQvw+XZzPOiDhG4JoWmbbhGXsvyVgHCqmAGjvXdqUCdh6xnVTmaalzCJa1aJyAbepiezgcMgbbFvP5HNPpDG3bxhgDIGsmwTYl2HbUxSpSbOcB24tFxcqTVrAta8OvafJuBlawnVraifEYNKV6AAAgAElEQVTikOanJ4o+xTYBJskoi2XriAFfb9A7K8YfB3fPYJviGuECG8a259rjSc5igWRhnZ5MZJ0AZRGx7X4Eti+F8r5+4wZ2PvgDDtbXcfTis4AEPvwoIRDh+lcZ1HXNlUw+XzRROqPRGoa/+xXwzgitMTiUKSVerDEhsJjJhJmwSYo1mOc5irLk5vm/eR8AW7XHP38TD1+/jaZu0D7YC0DRKimRhQdfWhZ7Foj+mnjhDHH9489QbG6KFaZQL6vwzLtluRKgSQJIiZ8n7weQgIdkhYXPOXQUdehJHE7iFzqiV+oP7Gz4fgjfgwNmJ8fHWJO3DscjHE8O47GdgXMKpDMevNAaOLs6ti1ewJkNS75bUy/x4N4d7D24h/Ha+uoHL61cv3kDw+EA89kitBsAutjmXPcVbNtoAIzGY0xPpwCYtjjcP0g8K0jHukfA9qAMFcMA0w913WB6OkPTTERhJ9hOlHdsjRVeEKyIIrddL7gcSkOqoggeRsA2nYNtl2A71Xwusc19CheiRZ2uiQ62pZd/53qT5+Jc8sNF2Kaz2J5MDkOfeh6arKB0BhIPyK2Ut9PqT3JelRiITbPE/Xt3sLd3D6Pxo2P7UihvrTW+e/FZ2OlpqKoEYs2/sxZZluPpv3yNpm1x//kX+AaG8nZgenqCk1dfRpbdRZ5lcJULUzs4o6P7VYkEZGWJnQ/+gKIoYC1w/Is3mft+6XkA0ilwchQ+l2aW+J22m3XkOtSAvz4inmfn3UitlJSrM368e5haPKmiTvYA+IZOq5Z23CiSvxABvq9FuiYSsPrjKnBhB4Fg0/cm7qm1Ni5U/91U7D7XgDsWnhwdhc+RdbBouWNjpgBpKBb6ZXQ2lO4zSr+b52pnp1dnerxWGvsPD9h4IAoxlNjPgrF9/fp1NK3B5GR6Ftsnpzg5PuEGV1kmdJQU4Xhsr9y3TDO2h6MBiqKMTd4WC5ws+f6Fey/POg4BF2ynGzvOwbbEUvysxvH6KrZdpG4AtE0bKMQ0W2qVL0/CXkjpjWhZQDYAYsW7Sl74zc9/N0K4XySkVNCl4Ts6Ljryytudj+3x2hqOj47A1U+aP+dagAiZVqFzqDEmbiBdGyu90vCTUgpwPw7bl0J5Hx8dcdvRYYEiL7D5u4/4DwR8+u4aHIB7T1e4cf1F3L0lM+vS3RIRDNa0Ya6dL/dVUl4fgi/lIAQr27bF0dtvoK5rNG0DHB50eLdUIpctPJy1HesQiNN7rKRJFZL6WPzq1zh99y2cHPNUDmMMTNtiBwDE0mmaGqY1gUuLRTJiqcj5nSDS20Lp+KmO/vbut3zKmXRJJE08xcjzXeVC8U7qsgYTjL+bsSaAPaWf5tNTKJ1FL8RaXgFwcFbBwYRnpTMNDc2pkMbFC0nvd7qwA/10ZhVcWjk+OuK2o5Lj7fO8QYSHD/cBx101j46OucMfKMG2uOcyfd6k2Balx/UKXWxzsJKxXVUVTo6njG1RvGewHZSlg58KdS62xZuyznLB0YCxbYxB27Q4mQi2LWN7OHoCIBWxbUygR7r528EMZoXsse1covASJe/XgYu0R/qdfIwlcRsQVbQL7+F/uzfCGsG2WNfnYluuzTo/RcsBTsFSrA7lltKa0ydD98W/hdsfj+1Lobyf+PyvICKc/OJNtK3Bw9dvA2Cwts23IP+zaXHzqxx3nqlZcWjDOyDYSsiLPPRdyGzG+bUStAQIi7/jboLL5RLfv/QC2rZmAMymHfcmpVuI4u9p8CQEe2y0LIgcskxjNBph+8NPQKRw+MarmE3nmLz2MtqT09An3Oeee0vewXFDILiQ9xnFBXc28tAuzCZctTpWresOnSKiRKGmK8IlCp/SBQbXAbsV/tRYC0dMaeQyIMJZh0U1kw3Ahc5w7E3ITEMfGAUrCKU1tOaeFKE1afI84l1Y/baXX3aE625qbr9aT5k6MaZlLwuAsW3wuKy1Edve6nSOC2o0V1RmWcZ1EcNBUNr+Pi2XSxwcHDG2rWzSfjMXS99LwLaLlp/f1H0zq/OwPRhx58PFbIbZlAcXtKY9B9ux8rdp6qC0z8U2/FBwxq0fDrHq1cpHWIHaqJLTfZ/Pm7yQWNfOrWDbd/lzCbZdbBpWn4Ntr3OsbEb8nZhq8WcyYjxqrUHaNybrYvtscdGPw/alUN7fv/gcnLPQJ6dQCV+XFqME754crGlhbdZZ6EopLr5RPNnmsc8+BxHh+J03cO/2SzxJem8vnDNGtH0DJIRARUdJJg/aeV1HCJZ9nmdhKsf2B58gyzOcvvMmHrz6MhbzOezREZc3Gw6I6CS1PpMKNRBznk3NJc3+mlQAWLK1iNXP1hkSYCYuYFC0iXVBHDxEUMgxUMbYj5aN724ZIG8dmCWJHo8XRcQ9y2UmYZZloQ84f9aClL8GBSQbU8hKsC0cKZDmpvUe6PC0TvjuV8fi9nJwwPw/D9GORRyk1VlcYQXbdgXbxNje3NpkDrmqsZgfx/J5Ea+MSGgaa/k5BGwn7/NBzdQutO4stgfDIbI8R7uscTI5wWIxhzW2c+60Bzlju+hi212A7aDDBNuh1a3rrMNUUa8G6TvYJsF2CJDH1q0S+knWhhOlLdjuUBmM7ZlgO1/FtnMg4h7dLswJSmhV5+CcNNxSCplScXN23tP0//x4bF8K5b2Yz1ixSeKkpwuUVjAZ5z9e+1Jjvj1nHttaaQZvQv/b4WiIzff/Geq9DVhn8NUzT/LONzmSCd2xEb5vwO55NA8o39uBKLa39A/BWsvpew4oyhKDwQA7H3yCIi+wlAd6/2evcAnwgweR3CDfFlbzAkryOEsZE+WsgyWLk1+8CffwIXxEOl1k4Wq8heS6IEd4L5Kdziu8wKt0fgQc0uh2ap1YGzlXdiMdUxuOF4rvD6GVwv35Lnb0XX/C8Hycc8iyDEf/719w8u5bQUPc2o5Nv6J1ZMWSYoWT64xdWB8Act2N9KrIYibYTsrMAYR0PG/9zmdzLrOWPtrWGmlAxtheVhW0UrDW4N7de+HeKy3Y9h3q2hVsiyuuM408y0HqAmwTV+MWeYnBcIDhcIgiLwO2j4+OA63nrXlSgHIJttXF2G5Cb3tPCrIE/FE0TAK2+Tf4f1LDJN5Ld4HyS6iU5LMB2/I3n2YZsI0utos8x1R6fy9BXI0qHq1vAta0DWBbGJAYj9Eo5BP783H+PKcu26C7ePP+IVrlrFwK5W2loyBHzVWynuP094fPNniqHuHaR5/i4IXnYIyBNpz0DwCL6QInLz0H5x4Ajl1RXwbsO5z52Y9ECP21OaDCSsTPo7RJs39ruQHNcMhc4vYHn0AphaN33sC9V15E2zYxyl0tgnWjlRaFz8qeAxgmYM86i0KKIIxhQPiF4lPlOgwBE99wJh4jKPiAURsWa4crpsgh+mVDjtjETmkM62I8ITmupB3LcQgEmUmpFIAM5WCAnJjLXS6XfgfB9ycb0FpjQyls/K/3cfLe23DO4evDcbi2W1tTuWcIi8zP/SSlwhQTGBfu01XS31amynC2U1RuPhsHYDyO10YYj8Y4mpycxfZigf2Dg8CBGxNTA0k45SwXbGMF20I/dLDtMWgtN2IaDDAYDjAYDqGURrVcYnJ0jLZJsA3pkKdWsF0k2EY8LmN7cD62z6MHrIMj46GD1Or29ytgO5GA7cQQiQYLRUokxXZi9IqLybSNeKMKgm1ibPvipuWygg/ye99RKYVcZ2habvnrfPsLImERPO3EpwoJDAm2nWVs/1ja5OqUqvXSSy+99BLk0ljeSsaaAdG19L2yHZZQpLDx2w/x8Bdvoa6PofNcLBDe6apqAVQLPHk6xGg0BMpkl/cBCJkCzQOGc/DuzrnKnj/njnYUAkHr6+vY/ZCnqC+qCvfeeBXL5RLu4EBokYSzC9keXBbrZxY2NZco8yxNb+UCux9+Cre9JZ6HQtO0skN3OWuJjnY47GBBI54/fR2BPjnfTA3HsjFrx1lJJwzpKv6BxF9DkytSIMeZMZnOMGme4HvULFAtK1hroDOJ0v/dL7D+mw+Q58UZa+7rozGICM9sTzuNmAL9Iu9UpKDzHHAJlXIFxAqd4ItCKMnH1nkGWzG287zAdDZHXdcR223EdrVYoCgyDAeMy2jBSuBYrEOdCbadgxPrzwolZYhT9cpBxPZoNAJAWFQVJpNjLCvff3w11uJjIvxctOLUu4Bt7UcOMOxGo1GgZAK20eWa5cgIFIdLMOy65+dvmnqjCYG9IvEcQsV5fCfnOyPkvVGJtRnBdpaFSTpZljG2he7y58rLEtzrvElGxVkY50DEz79b9s730EcpFDEr4FykUh5FLo3yJgLyQYn19Q1svf8xAHYnjp/6Cf68PYOBw8Fbr8FKSp8j5sR9G0rnLMoix2hYwk+jiJFyFSaQ8OsUH6hzaBreBAaDEts7O3j8sy+kZSdw9PZ1fP/Sc6ywnQMqLl8l4a/IN9AHAn9pjJV2swjDi7VmPt8H+7OMq9t8PqiV/snOySQQRPD6ICb8mb2CTTg9QHJZXTdtqsN/I8YTfOqglfeHTQeSEQDuOeKPHxYuxPXzIHfMffpeG6PRGEU5QN02PD3GWFhnsPz7d7H96/dx9PbraJo6uW5esX89HIGIcGt7Jlxh2BEZI84AZKGgkq6Tl18CtnPGdlnGsV7HJ5zlZJzDfDGHNe5CbBdFjtFIsO1iTxNSqtPvRQkN5mmyRjaBwbDE9tYOtra3A7arqsLBwWHEdoLjeMxoJHSwjRVsI8KRsT3oYrtlWsVPuQk4TAZxw28QntJLJGB7VYGLdLAtmLZyH3yI3qffEhGcVEnCJNgmybLx2LaeYl3BdtPFNoEDulXFk3uQXp613K+dKOT2I1nLAGBhQNJiVv8IbF+KVfDsX79FWZZQSmPyzlvYf51HhVVVhfb4hCeFKB0CWNZYGGrRAFhKhPvaFxpTiaL44KOf0LLKsXmDlItEuIHVzs51PPnnr2DvPMTd116WijbA3bkDkB8/JTfbW1M+W0KO760MJRNqnORDeyvFGRcUz5N//grFtV1Y59BKeXO9rKPyXbGYnWOrLbB5DqHkPaYaxcUQPYBodXD6V2zeoxQBJsn3hgMsGNguWjDhWJJWRs4HV4RTdQpQ8R5nEqyxWklghhe90hl2P/oMB2+8AkDmLvqyYlEe3xyOACLc2p7KYpSlR2zZWWd9dfKVkMcfu4myHEApjWXdYCapgtWyQtu0kib5t7Edx5ytYDuJV6QOFxFCkzOdZdi5cR27u9dgncPR4QRTP9DAT86hWDxkHW+QofeOHN/CBiPI56AbI9hOAngAsLt7jYvenEXb8kzNuk6w3QnI+Gv2JfJiUDtaXQKR91b8Qa/Mg0Gxim2vuIORgGCQxGwzOZZvC+Fc2DxUjMqGa8j4ChjbsplZa5EVGqPxGubyINqmBdDFNg8upk6/GRYF7hkUB0o/ilwK5W0tcP/V26jrJezRfhJQcbj7ZIXMciHHfDEHEaE1nHbEhTD8Feqah+q2rQnjlwAuJwa6M/6UIp4wf20XNz/9nIM0397Hd6+/gsV8ATuZBOCEiq/EjQvHct2+IABCoM2DNMsyWGMwKEtsbm3hyT9/xR/d3eERS8uaNwGl+eHBAzlaPeFigs5MovUAMolwG2M7U4ASnR5yYmN2iYNNRo7xSwTu8R0DPvxOFwx91tUKSjBunIWjWNzBxpqDUw5EOQADUhZkLabvvoPtD/+ANZlLOD05QdvWkpqYbLIS1Ly1ddoJ8kXb6upELK0jHJ9MGdudQLhD2/J0ctNwTxFSgm10sW1M08X2UAGO0DZc53AG22WBa1u72NjaZGxXNfb3D7BYLGBl4C6QYNtTBkhoQJ+BkepZocs62LYGg6LE5vYWdndlYDUg2G4jtu0F2D7zLNP0wDidx4QNzF+nvMd6SzulYhysWcE2fDs3wba7ANukpJkaYEiw7b2a8AnBNhkQWemWaDEYDrG2voJtitfovUxepzEPnp2MxKN+RLkUyvveqy8Ci5kovmjhas3J701TgygPVYlt3cBoC90atFKxVtccsSVFIGfRNAZas1WrFCHLC+H3gJuf/AnD4QjO3sP911/FbD5lHmvOmwP3h/BXR2jaGsY4AFkoPnBIwSLvTCLpnjcsihyPffJXbG5tYvnV9/jyNrec3fnoE2xtb4X8z5PjY1i7HXflzoNMbOOUv2NzPHYDFIXrVa9Pt/LMiV88/jg+7B6pdbEGnGMt7PNkxahRios8WNny5xQpQMWGVmwdyvgza6EVKwbvdtdVje3f/wEAMFousffqCxK3kCpMATgB+Hayjqc2T+TahFcldea+X2aZHE8C7USJtaU1Fy21bQ2lBNt1y2PRjIVWEdt+Ijx7XhZNLdg2gm0dsb2xuS7YBo4nM8xm06CweUbsCrabGqZ1gAwpZnpC8OFBg4uxvbl5DZtbW1gua9y9cx8A9wBhbBMyleHk+IQtet8LSM4tBw736kxRGcVhyX7DCNiWIppgzyQbUMyhjkYOW+zELR1IwbtvfhlwTrf1DHzENsWGVuzVC7adYFtoGGssmuUy5MWrTcLJMQ9WhvKeLAVsw9rAj7Mi10imRjySXArlba1FURaSIpa4S0TQWQadGeRlCWsslkseOKqdA7TGqUy3GSyYCyxyLfmwnJc9Ho/w2KefYzReCzdrXrf4/qUn0NQ1sP8gAJNzMLs54YCANeHJtdZomgZty1VllAQjfFn8xuYGrn30GYgIh7/8BR6cnnK7x2Puk3JdzuEtncO3XkOzt4eiLLkp0Apz4kEaDWf/htgQyAM8LgAPhajsQ1GTnJewovypSwWl55eHAl/FQxKYFYc+vM9KIjjTR/JdwO9f/PLn0L/lpl9ra+t4/E9f4v7tF9C2TTiv52sBh28nG+HaPA97a3v6KLC6FGJNgm2KjrLHtmoN8qKUlqk1jLXItGD7lLHtUwSLTENLAFKBsb25uSnY5ic0ny1wsH+X4wrO/TC2JcbBwWrBdt1wxaTWsXe6Y0olLxjb4/EaP8/5At99+x0W80XQx2vrY8E2K7/FYo6maVAUZSjkSfaPYFzEkoOgkpNCmxVsuwTbzv97DrbdCrbJBWs7nM3reo9tK9gWZe4LihwAKz8zfRQtZ2+cLJfcgXA8XoNSCseTCVrjsW3jxuhiNaY1HFhNrfFHkUuhvMtywBybsgnlwaOf+J7yDcuKHJkxuP5Xg71neGL0T77jAJDKNfK8COXma2tj3Pzkcyil0Bjgy2eeQrXgG2utgV7Mg/L0fJu1qXXB1xYaUZnY7tV/joc7xBLiLM+wubGBm59+Dtzdw723fobpySnq/f0EWPze4WgIMIsLrTPUy2XY+aPRHRHmI/mKut0FOx6AQ3DNg8Xhg4/EiylAI1hW4iYTQozIUbKiINZF53MrvnRynzh/WfFkbCfndQpOGebXiTB7721+vuUQ1z/6FI//8Uvcv/08jGk5wOWrPpM1Jp48rDH4+mCEqyJlOYATi/k8bIfMqpyxbaqKp6FbE8rNs7xgbItSWhuPsbG5CUUKTWtw98790LaUYzhiGIi1yYqR4FqvyFhiIyrBtnDcpAiFFmxTgu3NDWxsMi0wOT5hbAuXDcQEgaFksARsV8sQuE2t/vgTP2ifr5JWnqYbzRlsi9XLZIiCsIfxHcnAkkghJu4EEmwrAH4Qhn+zN0KSxAFI/MrHk9gTNADxfQu5+csl1tbWQaRwPDlibLvY+8jXZPjv7+C4AMg+ekDnUihv7xA5UBg6DAA6Ax7/ZoivbzJtMRgMMRyOMTs9RXlvifFohHJ3EI6hswyL+QLOWqz/rw9x+PfvopWy9IwIa2uj8F7/kIw074ED8kyLEk95xKis+XUlloxCUeQYDge4+emfAQBFMUBVfYO/vPAMptMZ3J27EmCSlMGmxZp0XlPSQpIIME2DqqqQZTxl3C+xbkECSSm6NAySV9My6k6g03U/7+mQaNx40yUBOiIHyO+Xc1AS1OzcF0jGSbSQAOYMrbNQ1sJKyZqDgtIOzkZarK0rHL3zOnY//ASPf/YX3Lv9PAy8l8kAD2mT8HtMt9/FZRcHdufPYDvnLAbnahibYHt6iroWbPvMFOL3LhaL0GFzMV8wtsFNkM5gG9LISgyWXGtR4lFpwCtrcfuJeNNVxJWFw9EgKOuiKFFVFb7/7nvGtij5kDJ4BtuccmuaGtWyQhasfj4vrRgAigiWo+Xeoey0YgiBTtnFQ/Wii2RKxIWL//JuEI/h6RU5vYUUfVlIjT3EQ0UnSM5fjGM9TAFZZhUV4Jz043QJtpcVKq2xtr4GImAyOYQxQoyscPQB2y4len5YLoXyJmnXCBCWyzpJ8SPcfWoB1ADAnLZSMtEGBdrWgKj2R+H+IWC9dPj2z5A1jWSqcG8Bn4bDk8k55YwzPSxIFEXUfx40nOKjNdMLzhkUxRCbW1u49uGnAAinp5xBcPeVx3kjmExCCqFzQCsWDxEHk7yYtoXOWIm3bQuts2QqTsezY1XmouvtHz6BS58BoJHmRv5cgdf2n0HXkgmo6T4NXuRw8FNtydMy/Gf+iO/j7OLn+LxCcTiCVQrKWjgFkFWw5DhrwarwkcV8jsM3X8O1jz4D/vwV7r/yPEzTggPS8TmkBNBVak71t7Dt+2dzEEuwrTSKokBrDEhyt0EEq6M3slhUoTT7Qmzngu3WgigOeIj+GluhSo5hnYOzBsWAsT0W6/n0hCmqo8PvGNviwcE5OAu0Ybug2DERKbYt2qZlikgl2O7QFgm2CUlDLQppiFwD4emQmOPONN9ZK/2MOH+VbIz4tsTks09SCz3FNn8g/M0RN4SzUFDKwlmhZ5TktHvfVjFdRASsb2wASuH46BCmvQjbEgh1ZxbkhXIplDfvvNynAcJtAuwi3/g6x7ePLXD9yxJql5BpDT0ahqnTJlgfmeRmWgyGZYjUW9vCWKYr/HRrJf0jQEBdN5INwlO3jZSq6tARjcuNtda49tFn2NnZQZbnOP7kc3zx6kuoqgrm+hZ/jeUyuqziI66mRnmA+8C5z0YBuEWqdVbKailRxLyJ+AUYmjaJxMKABLzJ5/3P1sRMA6+Io3SBr5I/OuKtzVvjDi5SK2HhxaPEgCZ/d0UEqzjFT3m3E4AmLrVfLBbYf+s13PjDH1F8+S0mBwc4/vkbIOmRwseVSTDO4cdYJ//bRREUzsG2UADGGOiMU/CyTEOPz8G2Fmwri0FRIi8SbBu+pwHb0vsHAOcj20fD9ng8jtieHOPOnXuM7VCGLx6kx4HyxoG3hhEMk4jtHNZw3rPWvqT+b2DbCbaDN8gpiuGX8E9aJk8gLdh2nXf6P5+xhFSiIJ0ixu9F2LbO2zB8mFVsJ4FOpWOPGU0EcoxtkMLm1haKIsfxIefV84YaY1U85Wi1o+bflr48vpdeeunlCsqlsLx1UQAgGRwcAwrGtijyDLcerKMcl8iLEuVwDCgtHQUtWrEMfOfAoQQVyXJ+N7ck1ZwtErhhQGVciFDoHI9//D4GhcLsX7yLxnKTmVaaWpVFwZN2ygJmcwuLRY2HLzzHTWoks0RbqTATvzYWAFDg+ZwDlCamBwBgbY09MmMwn83RrA9RFp4TlYBIYm0Y66SU/ax7GIrIJZgZTuh5QaFcQIiZMQmXSEj4QHFJO7P0/Otg08OninEOr7S5DXQhu5IpPwgAZImzD52FUwmPKZzrcr7A3qsvY3N7Gzf+269Qj8ZYVlXMFrA2WCv2RwR1/neLzgXbzlvdXWwTcU/uDrbNCrb1CrZNgm2tV9L4xAJUjO2tNY1BqWEtGNtNF9vD0UAapzksFjWmDw+lARMY26F6Ulx7X10r3rLz51SEsaTJQSxZa1rMZzM0dd3FNuL1Bmy7C7AdcOhjHS4cwx/AypCRkBkjXHfAtvwesmpWqMPQCI5caIoWsJ02E4Ng23FwNKb6EWPdcl44/Dk9thcLwDlsbm+jyEscHDzEcrGCbWVjsP4R5VIob1Jct+RIBtZK4CBXGbbKIZQEeogITik4UnCUQWUKpfLjw7iajJRMlhewNU0sgolBN0BlBbQibA1a7GwWqP7lL/H0h1/CEZcOH7z5GgBA/7d/xMM3X0dd1/FhGRM6pjVNHQCe51knwJIOcWiaBo9/9heMHrsZXstz7kNR10sJlDoouLBo0/4PPogaqiWlv0JabquC8uaXfJ4q4N+SLBpR7DG+KWDzg5lVmiMrHKQiOKdDxZg/l/MrGIAj4bblekPHC+EzYVUcBEsERZZ7eROhXi5xPJngsbLErS+/w52XnkU1nwMALFlYxa1SVzvLXWYhnYUgqxKlBwi2b6xgmwTbWQaV/wC23Qq2U1ogK6A1Y3ucNyClMRjtBGzP59zioV4uMZ3OMZmchn7z3NfnHGzL+DVPLaRDHJqmwdb2FkYjyXFWGnmOLradg3IubByxFawES1WkTjgv3Vd9CrZVDFR7isLrcM9IR2NHuHGPbcu6gIhCgP0MtongoEGUYBsQZe0VcoJtRck1+YrmBNsQbOsE20cTbG5v4sbNx3B4cBCxLTnflgzIXjHO2++uSmtAEVq/kxI373HwyTTEQwEgQRPTwhju/6CUBuUFl1sTOKWnaeHaRoKOlrksAMVgBNIK63mL3d/8E07e+zlufPAFVD7E/v4hvn/xWTTffAMAcM88AZxM4PdjRVKVJgUwvv0mAOEHXeCw+Dv4lCLC2to4BJY8c8slxC3yvAARp5AZafyT5o/7trbheHmO1VL6aNchWMdIXks58WAD+ewH8Wbi+TrRyI5Q8v/OR4sSMp1InqXn+9k0g8837lyjvG7BC6JeLvHg9ot4/E9f4OkvvsGdl34KAJjP5iDJ3b9KlnfAthJsh5agvumaV1qMK+sDgm2Cba1BWYJtUnBGsO2VhEqwnTG2R1mDprVY37wGlQ2xv3+Ag/2D0Fsmcq4JtvEI2HaJJRuwvbaCbRexXRQgCLaNDcVW8mbGtv2PSp4AABIsSURBVFbBuyOcg+0EjqxssRIwT7BN3vEUbGsdW+GGDdStfoyvxR8A3ht1Z/7u4xdhFZEKrEGYSu8cyHKMwJJgu17iZHKMrZ1tXL9xA4cH+wAE2+bHY/tSKO+0EKCu2xAgyLKSo+4qgogtOM2NXJSC0twhTWW5d0gBaMBYOBgGvbEAORRDsQyKAcaqwvXf/hOqZYPtj74ClWMcHU3w9bNPwVTzAESlk9LzQIM4oW6iNQwIZeBiaiFAyIsCWaaxubmJ9ck0sab54VtjcfTWz0BVhbY1AXRKqXBu8mZEYjUHxbtihXK0XEDvgR8siVgAxW+JrrYHZS0ZOqRiyJJdObHUwRmqXB8fwZ6mPXl32koj8JDWBS7q8VkH3DhIrCxw2pkF0CyX2H/jNm5++hc89cW3AIC7Lz2L6ekpb8QrTYsus6QbcC1dIwEgKwTbJNgmMLaRYDsTbGvBthNsWwvnDBsrEuCL2C4xVkus5TWqqsba1mMgPcDR0QQP7t2HMU3ENvF5OdsqwbYEFwkJ1UgJtgWPAdtbm1jfWD8X29Wi4swak2CbLsA2AVy84o2HBNvBwvZK0yt1nyKYJkDC+3shyKiUYFtfgG35jPWKPewb0aJn70kFowvk4lmJV4avpLBwcGS4ulgRtFOwjrE9m86wsbmNazceAwAc7e8ztkEg++jYvhQBS+t4DFlVL0UBKjinMJ8vUFVLOEdopHmTA5dtG2PgVCYJszkAseAMVyyZtoExTnZELnQw0uGrdAuMaYbZbIb2X/8DinKExWKBr5+9BcBJPu6K5RssAAr/ebD71rS+8XyW8ZT4Z776FqN/+W/x8t2H2PnwU47Yewtabn3btKjrRjYinuRT5HmYmOO5O8+le14w/GddpAGd15GJ5ZBiQRQEK9s0Y8WF9+aaXXC2vrx/EK2fsEhcclCK9yVYb8I3UnhXBLl/3XdlZBeU77ciAmmF+WyGey8/F57DE5//FRubG1Cax6VdFTmDbSg4JNjGBdjWGaBy/k9qC6w9B9sEZEUBI82/SlcJtufIB5soyiEWiwUe3H+AR8K2ejRs33zsJp56+inc+ukzGI7G8EMhIrYpYls2qHOxDU9TnINtt4JtwV9YE0AX34okC8ZTSwjHBmIdR2pk8XqIRkjAtj8XVrBN0fI/F9uyF/lqYNJxKINSEduTo4PwHHauX8PG1oYYbFeswtIYA2NaKJ2xRdKyu+ipAmNa6e2tpacBySKgMC1Ha578bJuaLRTigAkpjeFoDZYUSvm2m3oB/V//K07+7v/E0x9+jqU1+Pb5n8LMTiOPHESFhw34IEW0Aaw1yGWKyWA4xI2P/4jx2hryLEc1GII++J/47OZ1KE146e5eCFJYa6G0xmw5iylUkZVnIyQa2mfdQ+fEhQZiCY3rFCB0uDugCzhvDXuQk/9HiTtqw6k63oWY2wSvpLsdCNPUSG/te0c6rQr1f9HELqhNNgse7GyxWMzx/YtMmzzx56/wxOdf43hyhHu3XzgLoksqxhgYK9jOE2wTUwWmbZHlWegs6Dz37QhGaCztBNttDVjBtm1BpDEcn8V2XU3RYoTBaBPLZY2He/swpgnKOYikzAZsu3OwXQi2B0Osr69jvDZmbC9rHB4eYTFbQGnC0z+9dQ62p530wHBaJBjwStkheTUW3HiqE8511kfnPcD5yjTR7GzY+xTJZAhzx7IWxHoDZKUDYSdTXqz9EOSU9RS+F8lYR6EE/WZh4QBnsZjPQ3rnzu4udq7dgM4yTI4meFS5NMrbOn7oZjFHLm5dnnH+aiHuY1Nzor7OCi4hXlahhNi20qiGHLKs5F1QKSidoTEWuQY2c+b6hv/4/6GiAZ78y3dwSuPOy89jenjQKX9PlaXnan0nOCKu5hwPeSzb+gY3a1dKY1mWePDay5iennJL2z22eJ7/9i6ws4taejRba5GjwOFbr6G9dw+FigUO3lVL95AYMWf4hBz/RLN7NRl+ptjDOBzXxmChF+uSjJN04HNqwcu/kQJBOHa6X3SJd0gQutvadMW75l5BRKEvjwLgJLDUyv06OT7Gzu41bO3sorl+/TwYXUoxVrBtLEw7D/UHAdsy9MMXoWgt2G4TbPtMDDhkhWDbKCgl2FYR27ALWCqxe+0xODgcHh5henryw9g2K9gejTAejxJsZ1gulzg5OWVsLyq0pgWcwxNPPQk4oG44p9tahxwFFosFf8dcsC2eXxqPARKlyX9GtI9WsB2UKzhGkGLbUeDwKdHknD/tjQ7Bsz0H24lx4V/3BspF8XEHME2SCbbdOdhGd60FbGMV29extX0tjGp8FLkUyrscDHkQgWm5y14eq8XyooQDYBoDKOGNFjMQHPIsD53vIGtf6SzwvlkxhHMOOsvw1Af/E+sZV0Ie1Ra7N29BKY29n72CiQx0Tcvi0wfmLU+dKZQ6x9b2Nq7/4Y8YDkc4/Q//HofSQGg+naGqqk4vkyzTzGn+w/8B89uPk9QnAA5YzKtOjwmluE9w18qIbl0HoJ0/dsXKPeDPpX2N09Pz/5QEJ0M2gdA08fAUXMxoqUQtTYAvWONoeTTvo/XvF8NKKpTvUghQCJKaJGijNB/s6O2foRoM8fifvsD1Tz4/+4UvqQRsty1Ix0ESpC7A9nwGIsG2v1eypyqd8b1yDlk+hIOD1hmujVqsZ6y8j6Ye2xlOT08xOTzk+bBJWXy60XawnTG219a5M2HbtDiV3t/z6QTVokJdV8H7yrSG0hrD4VB646e7tmNsqxVsm24L23A9gcq7ANsJdq1Y6d5HOE+3+kIan3rsKRgXeBg5PK1g261gO9oqK2vSHxcR24lFz0aJjXQMJdgW68v3A6qqCkf7+9ja3Q7tkh9FLoXyBhy0BqAkGCmvcsYCQNZwYMI27KLYhqvOrAmWJpTilCnNE2ygFKAyKGuwkVUYZ3NMF+ymrG8/Dq1zTN55Ew+//64DYi/eBVREGA4H2P3oE6h/+L+w8+EncA+OcPjeL7A3m2Px3Z0woNQ5i2Vd8eLKdAjMleUAm7/7mK1QUXLWslW2WMyhNJdE19JVzj/oIF4JSo5zJ/eWVp1J+Qi61kZ4MbwxsXaAMNghTU/0H9CZiilesnDDxhBYnLjKwvKQNUDpdZCK7eNILBdPq4gV7/lW62x4ryJgUc3x/cvP4ok/f4krI85BKwC5YDsoMgnYmQTbTrCdCbb9s9CKP6szua8K0ILtvMI4W2K6YCtuffsn0LrAcrnEwz3OZghKyWPPYxuE4WiA0XiE8WiE4WgM5wiLaoG9Bw+xmC8itq1gG06UNvPWZcl54g4UlBFjm6kBpTSKUrAdFHdqRQj1cB62U3WZLImA04tMYu+lIlrp8TP+CIJtrTg1Nyh2/nx3Tf0AtuE3qG5LVyVYdxSt+IBttYLt5Rzm0GJnZ/eC73RWLofy9kpIF/y4vMtTM8dHmqB0xl2/lAOES3JIJqlbB3IWzhogH0DlJcg57I4MbvzmH1EtG3zzf/9HAMBr/89/RrVc4uHeHkzbBMXtd+qyLEN/5Osff4aiLKF2b2DxT7/Dt2/+DHVdo917COe4b0MrczSdpLJpvzCFIlhf54IcPysT8rNpjSzuOPKKb0e395nPFnEA58Om5FoCYt8Lom2aCGwPypUNIVjDJIv5jJKPUPaKO/zZWyNOrsdBputAOMokpZLitQZKJ3Df8jdiNtJTQcFwT95rwSXHTVXhzgvP4sqIUFGkii5V1Qi2lWBbcpGRC7ZdnMYesG0E22XE9npWo1q2MIrpjTwfoFpW2Pc8t8+flmdSFiVGY8b22toairKAUhkW8woPHx4xttsGznKan+dlA7Z1gm0A6xse2xScYMZ2C0CwXa9gO1XE5AOVKwaUA9jNWMF22wCJao1KPMF2Yplbb0l39HykjgK2vTL210Z+00uwjRVsp+cU4PrtJgRbPbZXLoOAOL3ICrYXFQ739/GocnXC9r300ksvvQS5FJY3N2MioG3gwwAAgLYGaQJczpwhAN7/HJzM8wsEv9aBLlHFAM5ZrGctbvz2f8BYBz3YxKv/5T/xe5XCcrnEYjGDE4qjLArsfPgp1tbH0t2PLYxZa/DdS7dQLZjrU5Mj5hCtlGonjXS0JnZpZed34LacWVGEiLpKrPLJ22/AfvMNpxDxi3x9zgULloWCFRpcOKEu+O3xX1+B6c0H//t5DqZ3p7M8g2m9pRfNoiQ7PPmUt1okKyVcSuBPwnXQSgZNx7xJPyPfPeSj+5Qrm6SzQSr6SPEQjSsi1lluhGRWsG1qsbxyjvUA4gm5UHGayaBgKM33xWPbWqznLdbzORe9DDYwGmzze4kY23PBttYoywLD0Qhr62s8kMFjez7H/v4eqqqCL9/vYNsm2M4oXrsEPSO2aQXbCstqyRXDapVpd3BuBdveyk2xQudg23rsJdi+gD3pYNt4Dz2et4Pt8PkE2wAH4gnJnFAXhjufwbb7G9gGoZOPTgAldjNRUq36I7B9KZQ3T2e2gAQbXVPJXyyISnYvU1cbAKS4A74aExmsyqCyEs46DLXBY7//FZx2sDTEaO1acJWapsadl57FMNMYjga4+cnnyLIcZnMLTdvi3u0XMZ9xoKaua7STQ5lCotH6OZMChG5qYfS5HABYh6IosPX7P4CKTNzDSNwxVZK4hnKUqHz973JGRlLk7RJl7z/nVj7nW8iewzR6spuzDORVBpn8lpKM4TpXrlUWUNhTiOK8VoIPt/MiE2Y7XsOK+5uK6y4sPz2cHNKRK5deArYzDja6NsG2WsG2uwDbLoPVXWxvlhUcnY/tw/0DDEcD7se9scnYNhZNazCZHHex3XJRltIarYlzJuGkVYJ/AEHhJtjOC5TlINCDMVxi0TQtOtjuQHWVSvPniQOEw4MPdFx37fhsEB/r79gB4QcuDgoBcY8/WsG23wFkE/Jrw899jYejELNKThLuikuKikLGi6dXViDbwbZKsL36xr8hl0J5uwBgBWeTntTFIDSyt4r/5gznA+tM2k8m1XpKCkwystgql1DUoqoVRuvbaFuDVsqN26bGM1/+FYNygNZY1HWLu6+8hNl0iqZtgKODzm6eZRmU9DLgAdApc5X+DoRd2zLfNhgMOT3MUZhWDwAZMlSLeQBiOFzynFfsXQGZfyHZ5S+4r2m+qxP+zQv3j46LJIAaK/1PkjPEyHwEJPfkiH2IOwHPwGOGddFpOO+9jViRingMsb6jd+GrQwl0hci+C7GdC7aJYEnBuTbkXAds+xRL56DAgfxMrWJ7R7DN3HTb1Lj52HXBtkG9bHF0dMLYFmMhxVWmE2y7FWy7yMsyNsXb8tgeDrnGwUm6r5DeGTRjG2c35TPQCu9JsJ0o/U57a79/pBu7uwDbXhkDwTPoJiV0N4fYeC3BJ/mU3XOwHT6DwJNTspb9OzrpjOHYK9gOv5MfrflIcimUd7iBdsm7fTHk1y0Aw+3eXbOEbWqM19dhrMV8tkBelqCcp42Q0tDFAFppbJUVtn/7z2gswboC1joYE92RPON5mN88/xzm8zn3ejg8SCLhhFiBJtVUFKfY+Ob1AKc3+fQva6XYRLDnrMXa2pqUQXPP4VDIQBbL5RLhQYb7sJokiKC0wnuIXyTEzAF/remPnaIYAtIAkM506BDnLQcSz0FrBeM4A4APQGGBpef076ckHQwO0YASGkRRUP9dz4AoKKzgwcgqiAqcD6xkkXbz1q+AyPOidgXbDoxtJ9hua4zX1mGcYLu4GNuDvEXTptj2Vi6QZwWssdjbO2Bs1zW8h+if/w9i2/pnkGDbcaFQZMdWsR074lmhbsIGHL5w+jtLB9srNKHvhJneR6/AVwu+UoXvc9rh4eS/v+UAqoFLxo0J1iSQapFgG12jYvW5OnD2mJMvcgbbzkbvV87vFXoH20IHORml9qhCZ9zVXnrppZdeLr1cIQe0l1566aUXL73y7qWXXnq5gtIr71566aWXKyi98u6ll156uYLSK+9eeumllysovfLupZdeermC0ivvXnrppZcrKL3y7qWXXnq5gtIr71566aWXKyi98u6ll156uYLSK+9eeumllysovfLupZdeermC0ivvXnrppZcrKL3y7qWXXnq5gtIr71566aWXKyi98u6ll156uYLSK+9eeumllysovfLupZdeermC0ivvXnrppZcrKL3y7qWXXnq5gtIr71566aWXKyi98u6ll156uYLSK+9eeumllyso/z8d33reA2congAAAABJRU5ErkJggg==\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.show_results()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Text"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next application is text, so let's start by importing everything we'll need."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from fastai import *\n",
"from fastai.text import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Language modelling"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First we'll fine-tune a pretrained language model on our subset of imdb."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"imdb = untar_data(URLs.IMDB_SAMPLE)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data_lm = (TextList.from_csv(imdb, 'texts.csv', cols='text')\n",
" .random_split_by_pct()\n",
" .label_for_lm()\n",
" .databunch())\n",
"data_lm.save()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`data.show_batch()` will work here as well. For a language model, it shows us the beginning of each sequence of text along the batch dimension (the target being to guess the next word)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
idx
\n",
"
text
\n",
"
\n",
"
\n",
"
0
\n",
"
xxbos \\n\\n i saw this on the xxmaj sci - xxmaj fi channel . xxmaj it came on right after the first one . xxmaj for some reason this movie kept me interested . i do n't know why , stop asking . \\n\\n xxup xxunk xxmaj okay ... xxmaj it was cheesy how this guy got involved with the making of the movie . xxmaj in the first movie
\n",
"
\n",
"
\n",
"
1
\n",
"
xxmaj johnson starts xxunk - singing while she does high steps and xxunk her xxunk in her attempt to teach this dance to the xxmaj african women . xxmaj meanwhile , they just stand there staring at her , apparently wondering what this crazy white woman is trying to accomplish . xxmaj it 's a very funny scene , but it has unpleasant undertones . xxmaj osa xxmaj johnson is
\n",
"
\n",
"
\n",
"
2
\n",
"
pretty cool guy ! i know i would n't have the xxunk to go even 5 feet away from a croc . \\n\\n xxmaj but , everything in this movie is bad . xxmaj xxunk jokes , people getting xxunk , and the skit about the xxmaj president all make the movie one of the worst of all time . \\n\\n xxmaj it 's a really bad film that you
\n",
"
\n",
"
\n",
"
3
\n",
"
one has commented that this movie is just a cheap knock off of xxup re . xxmaj first , a \" special \" commando force is the unique defense for a facility with a computer matrix that has an xxup ai and xxunk xxunk . xxmaj and this \" xxmaj xxunk \" rip - off has a series of xxunk that inevitably kill off one member of the xxunk at
\n",
"
\n",
"
\n",
"
4
\n",
"
what laughs we made were from the stupidity of the plot than at anything amusing . xxmaj even the xxunk during the credits were n't very funny . xxmaj ultimately i was left with nothing except a desire to warn people away from this movie . \\n\\n xxmaj rating : 3 xxbos xxmaj after high - school xxunk , best friends xxmaj alice and xxmaj xxunk , decide to take
\n",
"
\n",
"
\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data_lm.show_batch()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's define a language model learner"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total time: 00:40\n",
"epoch train_loss valid_loss accuracy\n",
"1 4.681728 3.901660 0.286583 (00:20)\n",
"2 4.420851 3.837718 0.290115 (00:20)\n",
"\n"
]
}
],
"source": [
"learn = language_model_learner(data_lm, pretrained_model=URLs.WT103_1)\n",
"learn.fit_one_cycle(2, 1e-2)\n",
"learn.save('mini_train_lm')\n",
"learn.save_encoder('mini_train_encoder')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we can have a look at the results. It shows a certain amount of words (default 20), then the next 20 target words and the ones that were predicted."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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text
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target
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pred
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xxbos xxmaj shot into car from through the xxunk , someone is playing someone else their latest song , someone
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did n't react , according to the voice - over . i just wonder how that came to be made
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's . know . and to the story of over . xxmaj 'm thought why much was . be .
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on ! xxmaj did you know that , on the set of \" xxmaj xxunk xxmaj xxunk \" , he
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to xxunk poor xxmaj xxunk xxmaj xxunk , by telling her : \" xxmaj oh , xxmaj xxunk , how
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to be the xxunk xxunk xxmaj xxunk , and the him that \" xxmaj the , xxmaj xxunk ! xxmaj
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underground at the middle of the night , but she 's just stupid like that . xxmaj so the xxunk
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the next , and last , train will come in 7 minutes . xxmaj now xxmaj kate , dumb party
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that xxunk day \" the , xxunk is be to . minutes . xxmaj the , xxunk xxmaj who ,
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a \" xxunk \" xxunk xxunk ) and the casting is xxunk , with special xxunk to \" xxmaj doc
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, who xxunk in a \" xxmaj mac xxmaj fly \" character , and to xxmaj xxunk , who seems
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and \" was the the xxunk xxunk xxunk \" xxunk \" , . and xxmaj \" xxunk xxmaj who is
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of the concept . xxmaj the play , \" xxmaj sister xxmaj mary xxmaj xxunk xxmaj explains xxmaj it xxmaj
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xxmaj for xxmaj you , \" was presented -- at least in xxmaj hollywood -- in precisely the same tone
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\" about xxmaj the \" \" is written as the the until the xxunk 's as the the same way
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.show_results()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Classification"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's see a classification example. We have to use the same vocabulary as for the language model if we want to be able to use the encoder we saved."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data_clas = (TextList.from_csv(imdb, 'texts.csv', cols='text', vocab=data_lm.vocab)\n",
" .split_from_df(col='is_valid')\n",
" .label_from_df(cols='label')\n",
" .databunch(bs=42))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Here show_batch shows the beginning of each review with its target."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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text
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target
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xxbos xxmaj raising xxmaj victor xxmaj vargas : a xxmaj review \\n\\n xxmaj you know , xxmaj raising xxmaj victor xxmaj vargas is like sticking your hands into a big , xxunk bowl of xxunk . xxmaj it 's warm and gooey , but you 're not sure if it feels right . xxmaj try as i might , no matter how warm and gooey xxmaj raising xxmaj victor xxmaj
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negative
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xxbos xxup the xxup shop xxup around xxup the xxup corner is one of the xxunk and most feel - good romantic comedies ever made . xxmaj there 's just no getting around that , and it 's hard to actually put one 's feeling for this film into words . xxmaj it 's not one of those films that tries too hard , nor does it come up with
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positive
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"
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xxbos xxmaj now that xxmaj che(2008 ) has finished its relatively short xxmaj australian cinema run ( extremely limited xxunk screen in xxmaj xxunk , after xxunk ) , i can xxunk join both xxunk of \" xxmaj at xxmaj the xxmaj movies \" in taking xxmaj steven xxmaj soderbergh to task . \\n\\n xxmaj it 's usually satisfying to watch a film director change his style / subject ,
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negative
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"
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"
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xxbos xxmaj this film sat on my xxmaj xxunk for weeks before i watched it . i xxunk a self - xxunk xxunk flick about relationships gone bad . i was wrong ; this was an xxunk xxunk into the xxunk - up xxunk of xxmaj new xxmaj xxunk . \\n\\n xxmaj the xxunk is the same as xxmaj xxunk xxmaj xxunk ' \" xxmaj la xxmaj xxunk , \"
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"
positive
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"
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"
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"
xxbos xxmaj many xxunk that this is n't just a classic due to the fact that it 's the first xxup 3d game , or even the first xxunk - up . xxmaj it 's also one of the first xxunk games , one of the xxunk definitely the first ) truly claustrophobic games , and just a pretty well - xxunk gaming experience in general . xxmaj with graphics
xxbos \\n\\n i 'm sure things did n't exactly go the same way in the real life of xxmaj homer xxmaj hickam as they did in the film adaptation of his book , xxmaj rocket xxmaj boys , but the movie \" xxmaj october xxmaj sky \" ( an xxunk of the book 's title ) is good enough to stand alone . i have not read xxmaj hickam 's
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"
positive
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"
positive
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"
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"
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"
xxbos xxmaj to review this movie , i without any doubt would have to quote that memorable scene in xxmaj tarantino 's \" xxmaj pulp xxmaj fiction \" ( xxunk ) when xxmaj jules and xxmaj vincent are talking about xxmaj mia xxmaj wallace and what she does for a living . xxmaj jules tells xxmaj vincent that the \" xxmaj only thing she did worthwhile was pilot \" .
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negative
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negative
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xxbos xxmaj how viewers react to this new \" adaption \" of xxmaj shirley xxmaj jackson 's book , which was xxunk as xxup not being a remake of the original 1963 movie ( true enough ) , will be based , i suspect , on the following : those who were big fans of either the book or original movie are not going to think much of this one
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"
negative
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"
negative
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"
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"
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"
xxbos xxmaj the trouble with the book , \" xxmaj memoirs of a xxmaj geisha \" is that it had xxmaj japanese xxunk but underneath the xxunk it was all an xxmaj american man 's way of thinking . xxmaj reading the book is like watching a magnificent ballet with great music , sets , and costumes yet performed by xxunk animals dressed in those xxunk far from xxmaj japanese
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negative
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"
negative
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"
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"
xxbos xxmaj bonanza had a great cast of wonderful actors . xxmaj xxunk xxmaj xxunk , xxmaj pernell xxmaj whitaker , xxmaj michael xxmaj xxunk , xxmaj dan xxmaj blocker , and even xxmaj guy xxmaj williams ( as the cousin who was brought in for several episodes during 1964 to replace xxmaj adam when he was leaving the series ) . xxmaj the cast had chemistry , and they
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"
positive
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"
positive
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"
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"
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],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"learn.show_results()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Tabular"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Last application brings us to tabular data. First let's import everything we'll need."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from fastai import *\n",
"from fastai.tabular import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll use a sample of the [adult dataset](https://archive.ics.uci.edu/ml/datasets/adult) here. Once we read the csv file, we'll need to specify the dependant variable, the categorical variables, the continuous variables and the processors we want to use."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"adult = untar_data(URLs.ADULT_SAMPLE)\n",
"df = pd.read_csv(adult/'adult.csv')\n",
"dep_var = '>=50k'\n",
"cat_names = ['workclass', 'education', 'marital-status', 'occupation', 'relationship', 'race', 'sex', 'native-country']\n",
"cont_names = ['education-num', 'hours-per-week', 'age', 'capital-loss', 'fnlwgt', 'capital-gain']\n",
"procs = [FillMissing, Categorify, Normalize]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Then we can use the data block API to grab everything together before using `data.show_batch()`"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"data = (TabularList.from_df(df, path=adult, cat_names=cat_names, cont_names=cont_names, procs=procs)\n",
" .split_by_idx(valid_idx=range(800,1000))\n",
" .label_from_df(cols=dep_var)\n",
" .databunch())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"