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@matthewturk
Last active August 5, 2022 15:50
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{
"cells": [
{
"cell_type": "markdown",
"id": "35cb9c22-04eb-476c-a7b6-afd27690be4d",
"metadata": {},
"source": [
"# Loading Data via Functions\n",
"\n",
"One of the things that yt provides is the notion of \"derived fields.\" These are fields that exist only in memory, and are defined by a functional form, typically transforming other fields. Starting with version 4.1 of yt, however, we have made it much, much easier to define so-called \"on-disk\" fields through their functional forms, akin to how derived fields are generated.\n",
"\n",
"What this means is that if you have a way to grab data -- at any resolution -- but don't want to either load it into memory in advance or write a complete \"frontend\", you can just write some functions and use those to construct a fully-functional dataset using the existing `load_amr_grids` and `load_uniform_grid` functions, supplying *functions* instead of arrays.\n",
"\n",
"There are a few immediate use cases that can be seen for this:\n",
"\n",
" - Data is accessible through another library, for instance if a library exists that reads subsets of data (or regularizes that data to given regions) or if you are calling yt from an *in situ* analysis library\n",
" - Data can be remotely accessed on-demand\n",
" - You have a straightforward data format for which a frontend does not exist\n",
" - All of the data can be generated through an analytical definition\n",
" \n",
"The last one is what we'll use to demonstrate this. Let's imagine that I had a grid structure that I wanted to explore, but I wanted all of my data to be generated through functions that were exclusively dependent on the spatial position."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "fd2b8726-5e3b-4641-8b13-7c1163336c8b",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import yt\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"id": "2f2074a7-a71a-4032-8e92-11e908e0f15c",
"metadata": {},
"source": [
"The example we've cooked up is going to be a bit silly, and we'll demonstrate it a little bit with one and two dimensional setups before getting into the full yt demonstration. (If you have ideas for a better one, please do suggest them!) We'll start with some overlapping trigonometric functions, which we'll attenuate by their distance from the center.\n",
"\n",
"So we'll set up some coefficients for different periods of the functions (the `coefficients` variable) and we'll sum up those functions. The next thing we'll do, so that we have some global attenuation we can see, is use a Gaussian function centered at the center of our domain."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "27180398-def2-4a65-bc3f-c807ee0c13a4",
"metadata": {},
"outputs": [],
"source": [
"x = np.mgrid[0.0:1.0:512j]\n",
"coefficients = (100, 50, 30, 10)\n",
"y = sum(c * np.sin(2**(2+i) * (x*np.pi*2)) for i, c in enumerate(coefficients))\n",
"atten = np.exp(-20*(1.1*(x-0.5))**2)"
]
},
{
"cell_type": "markdown",
"id": "22c9b8e5-32ca-4402-95e6-452b3d71418c",
"metadata": {},
"source": [
"Now let's plot it! The top right is the attenuation, bottom left is the base sum of trig functions, and then the bottom right is the product."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "dbd391fb-10ff-4f2e-8b3e-bbd11f4cc4a6",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 900x600 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, dpi=150)\n",
"ax4.plot(x, y*atten)\n",
"ax2.plot(x, atten)\n",
"ax3.plot(x, y)\n",
"ax1.axis(False);"
]
},
{
"cell_type": "markdown",
"id": "958c652a-987a-40cf-86ff-fa0bd7050996",
"metadata": {},
"source": [
"Well, that looks like it might have some structure at different scales! We should be able to use something like this to show sampling errors and so on in AMR, and it'll have structure down to a reasonably high level of detail. Let's briefly demonstrate in 2D before moving on to 3D, using similar functions. This is all basically the same as the previous cells, except we're overlaying along a couple different dimensions."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "9e7897e1-b593-43bc-aeaa-1e86ff94566a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f61f9b81ea0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x, y = np.mgrid[0.0:1.0:512j, 0.0:1.0:512j]\n",
"\n",
"x_coefficients = (100, 50, 30, 10)\n",
"y_coefficients = (20, 90, 80, 30)\n",
"\n",
"z = sum([c * np.sin(2**(1+i) * (x*np.pi*2 + 2**i)) for i, c in enumerate(x_coefficients)])*sum([c * np.sin(2**(1+i) * (y*np.pi*2 + 2**i)) for i, c in enumerate(y_coefficients)])\n",
"r = np.sqrt(((x-0.5)**2) + ((y-0.5)**2))\n",
"atten = np.exp(-20*(1.1*r**2))\n",
"\n",
"plt.pcolormesh(x, y, z*atten)"
]
},
{
"cell_type": "markdown",
"id": "2fc53e45-ff35-4d15-a2eb-b74a32be9609",
"metadata": {},
"source": [
"This is an image of the full dataset, but what happens if we coarsely sample, as we would in AMR simulations? We can stride along the axes (let's say, every 32nd point) to get an idea of what that looks like."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "797c884d-3ccb-412b-af13-a46de54e5ab9",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7f61f9c086a0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.pcolormesh(x[::32,::32], y[::32, ::32], (z*atten)[::32, ::32])"
]
},
{
"cell_type": "markdown",
"id": "9355880c-8579-4dd9-b24f-bf931f1d84f3",
"metadata": {},
"source": [
"For moving to 3D, I'm going to add on some higher-frequency modes, which I'll also amplify a bit more. We'll use the standard attenuation (although a directionally-dependent attenuation would be nice, wouldn't it?)\n",
"\n",
"And this time, we'll write them into a *special* function. This is the function we'll use to supply to our `load_amr_grids` function -- it has different arguments than a derived field; because it is assumed to always return three-dimensional data, it accepts a proper grid object (which may have spatial or other attributes) and it also receives the field name.\n",
"\n",
"Using this, we will compute the cell-centers for all of the cells in the grid, and use them to compute our overlapping functions and apply the attenuation. In doing so, we should be able to see structure at different levels. This is the same way you would write a function that loaded a file from disk, or received over HTTP, or used a library to read data; by having access to the grid and the field name, it should be completely determinative of how to access the data."
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "9ce0d056-2e08-4ff2-bddf-1594cfa4a801",
"metadata": {},
"outputs": [],
"source": [
"x_coefficients = (100, 50, 30, 10, 20)\n",
"y_coefficients = (20, 90, 80, 30, 30)\n",
"z_coefficients = (50, 10, 90, 40, 40)\n",
"\n",
"def my_function(grid, field_name):\n",
" # We want N points from the cell-center to the cell-center on the other side\n",
" x, y, z = (np.linspace(grid.LeftEdge[i] + grid.dds[i]/2, grid.RightEdge[i] - grid.dds[i]/2, grid.ActiveDimensions[i]) for i in (0,1,2))\n",
" r = np.sqrt(((x.d - 0.5)**2)[:,None,None] + ((y.d-0.5)**2)[None,:,None] + ((z.d-0.5)**2)[None, None, :])\n",
" atten = np.exp(-20*(1.1*r**2))\n",
" xv = sum([c * np.sin(2**(1+i) * (x.d*np.pi*2)) for i, c in enumerate(x_coefficients)])\n",
" yv = sum([c * np.sin(2**(1+i) * (y.d*np.pi*2)) for i, c in enumerate(y_coefficients)])\n",
" zv = sum([c * np.sin(2**(1+i) * (z.d*np.pi*2)) for i, c in enumerate(z_coefficients)])\n",
" return atten * (xv[:,None,None] * yv[None,:,None] * zv[None,None,:])"
]
},
{
"cell_type": "markdown",
"id": "479d7e97-a3ad-409e-a067-e722b3acab0f",
"metadata": {},
"source": [
"We'll use a standard grid hierarchy -- which is used internally in yt testing -- and fill it up with a single field that provides this function rather than any arrays. We'll then use `load_amr_grids` to read it; note that we're not creating any arrays ahead of time."
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "132c3f99-5b6e-4042-8fc5-49acb8cd9d8c",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"yt : [INFO ] 2022-08-05 10:48:47,625 Parameters: current_time = 0.0\n",
"yt : [INFO ] 2022-08-05 10:48:47,627 Parameters: domain_dimensions = [32 32 32]\n",
"yt : [INFO ] 2022-08-05 10:48:47,629 Parameters: domain_left_edge = [0. 0. 0.]\n",
"yt : [INFO ] 2022-08-05 10:48:47,630 Parameters: domain_right_edge = [1. 1. 1.]\n",
"yt : [INFO ] 2022-08-05 10:48:47,631 Parameters: cosmological_simulation = 0\n"
]
}
],
"source": [
"from yt.testing import _amr_grid_index\n",
"grid_data = []\n",
"for level, le, re, dims in _amr_grid_index:\n",
" grid_data.append({'level': level, 'left_edge': le, 'right_edge': re, 'dimensions': dims, 'density': my_function})\n",
"ds = yt.load_amr_grids(grid_data, [32, 32, 32], bbox = np.array([[0.0, 1.0], [0.0, 1.0], [0.0, 1.0]]))"
]
},
{
"cell_type": "markdown",
"id": "2972eb49-823b-41d2-a132-4a0fd4be2904",
"metadata": {},
"source": [
"And finally, we'll demonstrate it with a slice along the y axis."
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "d35407c6-da5d-47e1-93bd-54672c33fbe8",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"yt : [INFO ] 2022-08-05 10:48:59,088 xlim = 0.000000 1.000000\n",
"yt : [INFO ] 2022-08-05 10:48:59,089 ylim = 0.000000 1.000000\n",
"yt : [INFO ] 2022-08-05 10:48:59,092 Making a fixed resolution buffer of (density) 800 by 800\n",
"yt : [INFO ] 2022-08-05 10:48:59,314 Making a fixed resolution buffer of (('gas', 'density')) 800 by 800\n",
"yt : [WARNING ] 2022-08-05 10:48:59,349 Plotting ('gas', 'density'): Both positive and negative values. Min = -408740.34151375014 g/cm**3, Max = 408740.34151373204 g/cm**3.\n",
"yt : [WARNING ] 2022-08-05 10:48:59,350 Switching to symlog colorbar scaling.\n"
]
},
{
"data": {
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\"><br>"
],
"text/plain": [
"<yt.visualization.plot_window.PWViewerMPL at 0x7f61f6cb4ee0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p = ds.r[:, 0.5, :].plot(\"density\").set_log(\"density\", False)"
]
},
{
"cell_type": "markdown",
"id": "cfd5d56e-5d3a-4537-98a5-22f659268f80",
"metadata": {},
"source": [
"And with a quick zoom, we can see that the structure is indeed present *and* subject to the sampling effects we discussed earlier."
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "aa420efd-536f-45e2-90ae-51bc8dc68c5f",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"yt : [INFO ] 2022-08-05 10:38:55,854 Making a fixed resolution buffer of (density) 800 by 800\n",
"yt : [INFO ] 2022-08-05 10:38:55,867 Making a fixed resolution buffer of (('gas', 'density')) 800 by 800\n"
]
},
{
"data": {
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ArP7MgCvVVUOGJYABw2EEEIIIWQQdI4GYZmIyN0APAnAlxx44ccEDhoIIYQQQsihREQuBfAUAN8J4HIAp0Tk61W1HGdH9gUHDYQQQgghZO34nf99M373uXdq6q48R7JbATwDs1Cl7wXwtQBeDeDZS6/gMYODBkIIIYQQMgizJVeHWZzzSd90JZ70TbOxwidd8rehTkFVFcApAH8L4OtE5P4AHgsOGgaHS64SQgghhJCjwl8CqFhTiuwXzjQQQgghhJBBUADdan+TvheAP15lBY4qnGlYEtPt2/Da338q3v+2l6+6KoQQQgghS+XDb3ol3vbc6w+sPBG5VER+RkQevWffp2K27OpzD6wixwjONCyJja2L8agv/O+zjXO4nNQY+rQb00Hqk9qyactop8b9pZxkMPOginyaablCNQZnJ+4oG9akM2UDL2jZEGrjjgvLabYvKaaRCvOgGoOhE2XPOujk3cU0O9tvK6aZbJfzaZqK81NhTDYal9PUWBBNJ+8ppqlpl6RxMU3TlI3Ats5cW0xT83zd68J/Lab5jK23FtNsSjkK4E3N/Ytp3p7K+XQV5m4P3Cq361PG7yqmuUJuL6Z5Y0W73nPB3Ytp2o3yda8yd6tI040r7vmtsnFbc7J8fnJX7p/bjfLzXtOuje3yO+5kRT8/3Sj3mWcuqHifVrxzm7Z8P2+dqWjXbcMsElRj9DnPQPDKa67Flddciw8+6yUHteTqBoDrAHyniPwxgFdhZuj2Rap6EP5yxw4OGgghhBBCyKFCVf8NwDWrrsdxgoMGQgghhBAyCEOunkTWC15VQgghhBBCyFw4aCCEEEIIIYTMheFJhBBCCCFkEBSCFmUBNzl8cKaBEEIIIYQQMhfONBBCCCGEkEFYA3M3siR4VQkhhBBCCCFz4UzD0hCkgqlYHpXNy6abZcOjGsY7ZWMpTeX6aIVRWk27ulHZd6UmTY1BXg2bd5TNjLQtm0apVpiO7dytmGY8vayYpsa0LnXl3wU2T1cY7bX/UkwzOfNPxTTbt7+zmKbZKBvbQYaJl1UtmydOtsvt2jn1j8U0IuVncGPrAeU028UkVc/OAzfL9/Oj0j8X02yibJg1GlcYR1awo+VzePW4XOdHpbJh35W6UUzTNGWTuBtOPLSY5l8rzPjmmWrdmUbLaWr6zLxZvsmu2Lq1mGa72yymmWwOY2A6npb7w42Kvk5y+bNoNCn3qzXmm01F/1zzvG+cKpuK1jCeXFBMU3MfAlxy9ajCq0oIIYQQQgiZC2caCCGEEELIIHD1pKMLBw2EEEIIIWQt+euX3ITXvOQmAKiIXSXLhOFJhBBCCCFkLXnUE6/Ak3/+QQBQFtKQpcKZBkIIIYQQMggKCqGPKryqhBBCCCGEkLlwpgGAiGwAeDiAewL4P1qzbh0hhBBCCOmhEHRKIfRR5FjPNIjIPUTklwG8GDOBzR/OGzCIyFeIyHNE5PtE5HdF5PEHVllCCCGEEEJWxLGdaRCRTwHwhwD+F4BvV9W5jjci8i0ArgfwEFU9JSL3AvAWEfk8Vf0Ld4BWmLtIhVlPheFaDRU+YJVpKupckSZXtCs3FWZzFWXVkLqy4ZFq2WVH8x3lwrqyEY8Mc9mrkFxxTXPZtK5ry23vprdV1alErigrj8tpCo89AKBrby+maSdlfV5KFQaL+XQ5n5rrVfFcXJzKZV1Z8WvhJsrtugLlc3hJRX1aLf/OdYWUy6oxbrtQriyXhQ8X01zQVPQbA/VjVVT082jKJmgnR+V25YrfJXcGeselCjO11Jaf96Yt17mqrIo0NQZwNadHuvL1qqFkSAvU36vUNBxNjuVVFZF7Yza78Keq+sMVA4aLADwTwPN01/JXVf8FwEsA/MKy60sIIYQQQsgqOa4zDT8F4HIAP1iZ/gkALgXw12b/XwP4ShH5BFX9++GqRwghhBBy+KC529Hl2M00iMglAL4CwHsBPFVE/lxEbhGRPxSRjznHYVfv/vtes/89u/8+YviaEkIIIYQQsh4cx5mGT8Ws3W8H8AOqelpE7gfgzwD8oYhcrao2QPBscKsNlj0bNH03W8jO6ZvwR8/5nDu3P/bhX4cHPfzrB6g+IYQQQsj68IFX/B4+8MoXAADuSt/mI8txHDScHQA8R1VPA4CqvltEngHgf2IWivQic8zO7r9WAXRWojSxhWyevAKf921/PEyNCSGEEELWlKse+2W46rFfBgB4z3+/luFJR5RjF54E4CO7/1rx8+t3/31wcMyHdv+90Ow/u/3+AepFCCGEEELIWnIcZxr+YfdfG1J0q/l3L2cHFPcG8OY9+++z+++bBqkZIYQQQsghRsElV48qx+6qquo/A/grAI81f7rn7r+vDQ77EwA3AXik2f8oAK9T1X/whxBCCCGEEHI0OI4zDcDMpO0FInJ/Vf2n3X1fD+D5qvpmABCRHwDwNQAeq6ofFpGnAXiKiPykqp4RkXsA+EIAXxWWIICmgglKhZGK5GHGdTV+LHVpKuq8ZmlqyE05/lKkbGIFOVFOk8rGUhUeVoOhqeI8y1YxTTOy0XtBmvHFFWnK+aSKsiSdLKepMHdrRheV04zLaaTC3E1ks5gmV1yvy9/fNyY7c9Fp5HG/rX/45q/o5zvqMN3qG3b9n63P7G2npkWqcB7scv95yq1pezdy/Z+YNKLi05htFXUd1/Mbc01FnVlZGu/0k6Ts2pVSPx8NHsrW1DlPNwHTZzfb/T4hdQ3G2/0+4OTp/vM12hkjdf187LaoILWN29erc+AMdsFN/WdQm4x23D8/l737Pr3tbtS5vG76t7v28xF1xl+2Pqlr3L6Ldsx1zwmjnf6nSR71r8XGmU2MTNs/cO++cWTqEjYm/XxOXdTfjm5l+97OSdEZo9GpeZbase9H2pHfZ/O++JZyH1XzCaDNMJ9yueIjoOadqxB0FcaQ5PBxLAcNqvpyEflaAP9TRN4I4BIA/wbgR/ckuwKzEKat3WN+TkR2ADxHRP4OwKcA+HpVtaJpQgghhBBCjhTHctAAAKr6BwD+YM7fnwrgqWbfLwH4paVWjBBCCCHkEDOkpuFvX/JBvPllHwRmP/CSFXLsNA2EEEIIIeRw8MlPvAe+7lnXAPFCNeQAObYzDYQQQuajNkZeBdn81mS1AFlTWa+l4oQ7Uax0lWZpAV2T1ScIfHB7pGHw58OkWbQN7ph9H3JeuPKiOhfaISpO0zAUQ2nXLJpiXcNCeR30RSNkBXDQQAghR5waUbHk5IW09mNNxe3rJEpjPqaNMBrRwGKRD9Von1WOijqxv/v4z8m1Q4KPwGgQ5eqb54uTRSXcV2KRY2qQXFe2+yiuGCDFbTcHufuwUmxbWGgk+ns2+1IWt+iETZNF3b7iIifHHIXQ3O2IwvAkQgghhBBCyFw400AIIYQQQgZBAbRccvVIwpkGQgghhBBCyFw407A0tGiUUhO3mboK07EDzKcmzYlb+4Y1KjMDob2Mt40pUhQjGp0/ZxZkjJSmI3fYzuaknyYnbBpzpXde3T9m68wITdvP+8K7fp6rzqifNVK2xkD+fG0bPx9NwM5m//ycuqhvsjXZaJHNObTmQZq8udJkc9qvb9u4GOZ3fqI5P13CyVP963Pxxd/a2z55W4vU9utz6WVf1NuWPIW0p3r70JltBOZqEpjfpb75lY4u6G3nZhMq/euVxz4fTfN/J0lt6/ZtTfvXAtpBur452KXdGZOmf97PURrQ9I2/2s3LetuTCy9Eu9F/dm+5on/eJ1sdbrmsf16r4uizjeEXiOkntDMmW7PMfFMsVsNgdAaSvaYhMrJMBWerSHzqtAiirh22DZEW1pq7AYHw2eabG9cOu526hGTPvalAdL0iimlUXFsjaUJRL6H+WmQNzppte+Gei8saTvRs7w/3Tg5urxqDs4XqUqGxiJiWvUDRbpZNISWXFd81RnI1GhiFoONv0kcSXlVCCCGEEELIXDjTQAghhBBCBoOrJx1NONNACCGEEEIImQtnGsjSEQVg4yCTjaHVcihrZazrIuuX1xjz2HjPlJ0/FbJZOT7whwry1UO37rcm8Wvfiz1BY4iYX5ukr5VA+GuUXWe/mf03pyyVBBi9QqRfUOspYMijkYv9zanfTYomiI3nzkbcAgBqYuLtuQCgdp9rQ3Ce02JuVFHcvN0uxpdrmi2NMi/jyIPBehdEmoZoexGfBuulEO2L6mdN6qwuAyh6S0ReFy4G/BA86tG9YvvIRTUXyzLss/qApivnkUWRCmVFWjGre4jeH4etTyekBg4ayOC4F/QSnTKX5RQaEYnEaiZg7XE1AwnLql9ANXW2H/Ki2X0U+6uV4GSobqDR+I/r4AO8XD9xA4kacWAVtj7alesoDWAHWgY7YFgq0S3mHI9zoKQN2rCk5zIaEFQJs4uDIYEfrHZBmkK+59q3SJqDorYuXl++72xqBd5DUSM0PoxlrTuqgnaRFx1Ze3hVCSGEEEIIIXPhTAMhhBBCCBkEBYXQRxXONBBCCCGEEELmwpmGJTHZvg2veeH34p4Pfhzu9ZDHhWms2CzCmpctzCEIt3QxskEEfCl8eSj5hKY6HYETRxf+fq6ybDzsMnUgvnxTdtZifG5OAinE26skiBNHG6ci7eCUIZF+IRI+9/JNgTjaCohToBGwSvbsxMhOnJyD8q12o0ZzUSHwzkmKepIqM6qK2PtQeLyo8VbRLCwwm6tJ4xZUCLo2e0ywz5m0aXAOq4TQ883Mon1hTH9F25dKSeAdCKEtsz/b48pFlwT6i1IjTpYsXtS8RG3CIsZxVXqyCu2TpnKfdL5tv/GNr8SNb7phZu5GTcORhIOGJbGxdTEe+UXPXHU1CCGEEEKWzpUPuw5XPuw6vO1nHztovv/w0vfgH172XgC4ZNCMyb7hoIEQQgghhAzGkJqGBzzh/njAE+6PNzzvH24dLFOyEJw/IoQQQgghhMyFMw2EkIPDGp6RuaSszjBwWRykjubQwnNEzoOSkRwh6w4HDYScBwua8/aoEcQvEycuPWhKzsnaAeg7SVtH5ppPuZmR25pNrq77IGrNPpKdaL+yfsV00d8jp+sDZJ0GcYvWxX4j85P5eEAh9NGFV5UQQgghhBAyF840EEIIIYSQQaC529GFMw2EEEIIIYSQuXCmYWlIUfRUE/KXR8PEPNeYttTErS6axpUfpbGnK0pjomJtWSrDhGFL9rH+Vr+Qsg97TtkUPgrMnuwxEKQ83wBKskCbg4lxFg3qY+rctBmp7e9Mue0n0g6Sp2af3Q7u70DjYc3SNBmNQ9c6A7hkTdlSmpm3zSF13a72weS9d1uza5fkST8jux0hjYvxdmVlRWq9IVWvzjXiSlHX36i9oSXYl8z1iW76ClStPsAbyeXIBK3kjijq+wDXLvWdgmuXvw/FCZYy1J7r6B6z7WrMc4Lk6xNtH5RoNjo/rl9VJ0iIqpfNObP9WPxusDuG6efifqz87NguQpO6dtjjMuDK8uaSvl32mIimLSZBM61IVIHkzWKaOgM4ahqOKryqhBBCCCGEkLlwpoEQQgghhAwCNQ1HF840EEIIIYQQQubCmQaydGpCc1UQx9EaXFahNmL/MbEuZjWL0zBEsaVWw+Bj/8txrBmRfiLQQhROZKR7KB0TlZWyFPUckhWp68y+QK/Qnenvy2YbAGDjyQOdg7VysF4O0b7OxJvnNIs533uM1S9odkHNTr8QaBqQt/vbWqFpUN8GqwtJbYam+fdGylKMHdco9t9s5yYHmgZzLpoWUqFpyPYZtPULNA3Rtq1j2M4KTYPah9dsp+DhtpoGVXH9j9VhaG58W20+WXxTrd4k0hkElM5PlXYsyMeFo0twv0QmNTaf4O+l+1CCd0ENNX2m1SKEmgLT9pm9y/z6SHCvujRZKvUAhKwvHDSQlbA046KBBISSy0L2SBMqVggNcS9g+67NaRiTuBoWNXIrtxNe1KwZXtUcDAicGDoye7Mf976s0h01GxAUEgVCaWskB+2Ctha2wwqVj5OcIU4MPJBA1n2jR4JYc94lV33QSekHAFF3vWyrVLwANcrHFx6JePd/XDJtz9HEfHi+5k/ga/IfzougYpeFGI5QsFxhkOcGAC6P4NS7AcswrRrStLJGsEw+Cs3dji68qoQQQgghhJC5cKaBEEIIIYQMgirQcqbhSMKrSgghhBBCCJkLZxqWhCjQtPPHZN2obMjSbu4MUp92XDZtsSZEETXCWrWC1FD8Zo5JuSpe2ZorRXGrPm+TT2DcZq9VykDT9tOMJ170PJrYGHQfn2tjdLtR//xIBjpjAtcYEW9SceH2zmCoMk7aGcepL3s87e8bTfqFj3Z2vBFZe6pfkE6B7tb+rnyHqU0U+2/vnwYiJ4J0e5JoF4qjfcL5aSRPva7AtasD1AifTbtUJ16v4MpuIKkvmE5tv53N9AJXx6brP8v2Po3Q5EXOnTGOzE0HHfUF3s24X79RM3Wx/skKZFXQ5f6rpbX6gNQ5tW0knvZ6DkPUR5g27HbGvV3jcb9fnbVrvqYBALKp88SkmQJA7l/nbmSMCHNC0/TT5KZ/LTQ1EJ2vC6npi2d5FYzbkro09l7JTef6VVvnSCwd1tGKkU1ZSQXZ1idaFKNgiAl4LYJ9VkLxtNWgJUFrNVW2bBH3E2ykx7HHjaflPmvrdLlfH5++tZimhs2duxfThAJ4h6AbcMnV97z8nXjvy98FAJcMlilZCM40EEIIIYSQteS+j/tYPOaZTwSAYUZHZGE400AIIYQQQgZBAa6edEThVSWEEEIIIYTMhTMN5EAorfG96LrlkX5BuvNfUzvyaIi8CqyGIfQvKORTM3SXLECz2DkqUbMGuTOx0xz4FwTmbk6z4E3PVK0XgE0AQKyfgclH+3HjQGA2J03Ry2GmVwh8GXpkV766+gRtd/k03uDN6ik0u9h2e70ki9sXmXUVNUOBn0GT+vUZpS6M9e+TgNTXEHTJtDMrnGlG9GDU9BsV7UqmHdZHIom6do3MMVnFpZmK0SuIQpON9Q88KhYwblsWteX4+8f/PdKP2TTF3magdif1JpWLIBlOZmWft65GTlVhAEfIusNBw5KYbN+GV7/oe3DvBz0e937Q41ddnYMlENpVubZGrqjzs979+OgfYz8I4irOdwptWnEO0E1rxXCKZmrEwNkKCP3bpNno70sZmG6UXX9LpkdJpSgUF/UfmJEbtRMMmrandgLprBjYuD3rBJr7Iag5G1ExvFGayka/fmhgBxvxmWjKaZLJ237I58DJOaizFXSrTaMTqBk0SCDwRjZpun4+qfX1aYxYOvnxkiP6oLNC1tx0ECMi3hz1BcMbyQuhG7PdaUKr818tE/hFDazIeHaeXafQ3w5EmbYNIhkjs+/EuH+vbqSpa8fYDnw0BXU01VNBZ4TQ2Sx4IV0TCI8jQ7qCsR1QdGCOHIijsvwgs7/dNd7UzwrpZ8eZPjL5/ketwNvel/Bl1Xxsu74uMOiMFrxw+Zg6a1KMzMIU3SgQb9u8htMBHxpufMMNuPmNfw6FcMnVIwoHDUtiY+tiPPrzf2bV1SCEEEIIWTpXXnMtrrzmWvzdMz531VUhS4KDBkIIIYQQMhgdJbNHEl5VQgghhBBCyFw407AkRAWjgnFLN46MrUw+J28vptGK2MHp9lYxTT4130ALqDMUSl1FzKw1hGoC3UMUx+oMc5LZDsR4FdgY/qYFjK8VGmfkltFMTay9MTxLzcjVcbxtY54TxpP+PlsfCUR9drum3SlLlZ7D+g6Odkw729OQrh8Xrt3NprQJcveR3p6c+/ezjfsHABEbpN8gaf/+tSJs0QnEaCG8CLuBZKPDsFhdBuB0GdAOmm/rH6Z9LYKqz8ci2ICkfruafGFvO00vBvRkP03b9zdqOn9NQ/NEa9hlLrKOptgwpmcXjfvt2mom2JCyKeV27l+LkfTbeVoU2VQysrHM3fxXlIhCrIDZGtSlFluj/v174eh0b3srTZymYSP5dtplJG9rT7o0rTG2OzXtm/GpZHTj/j1uDbM05eI19QqGmFLfO9OTeTM3u13SxET5OHM+9feqNRVNSJUGYn1sP5aCBQJGne1Do3z62znDmc2FixFYU7hAhG1Px2hSfndv3VY2eE3b/1pMExtpmrJOV5i7VZjAKgSdXeSBHAk400AIIYQQQgiZC2caCCGEEELIYNDc7WjCq0oIIYQQQg4dIjIWkR8RkXeKyB0i8jci8vmrrtdRhTMNZHCiGFoXY22NyirWCo9CeEO/h4o1vSMfhL00LdC0Jo6168eEprb16+g7Ay/vF5Bav7B+0xqPgcinwbmemXKyLLQ2eBSfaz0qUmfXmj8DGH2Aurj+iYv1t9vQ7P0MAk0DjGFWUuu3kJzBmvNFAICS7kEnUOsbEfg0uHYZjYPq1OftfCS2ISZNMv4P0p2BiNW7mFzbwMQqeJZsXLb6jJwvwwVN/xpf1Gy72P/GGO912oR6gL1kTcjmNyvrgaCa0Nl2WP2NNVKD95ZIkrGZ+vdG3K5+XptGu9FqcivC2F9Tp3mEqcnntDnPCt9ved8GQCuMIktEfWHYP5ufD929ktTFsqvVNCBoly1fBckE9lv9gijq9G2GyJPGacPM6yJlcfu6ken3kzh/BxkbHUYW62MX6v8WkGqQMs/AzEbw+wHcD8D3AXihiHymqv75Kit2FOGggawFkVjaIYBWiv/2S41zqDVuE82hg28Puw04h9+IZb5cvKDal+0Egta5qMrxuNv9eN6TJHSNtlgTtOg468h8wjtJh8K/+XXW0MU6OMbWO2i7v/b2g2rsBg2+7OwM6Kw797ms7iw1jtAl47ZGMjbEXAuLACPzFWrzTZLdjwA2TQaQzEW1A43IyNGXpc6ozQ5qGunQoNx2O0iw+STJrnwr1FbJRXFy2B8GH+BDUeVUXPEhb/e5Gta6YS8pBsL/QFJOk6HH0qjtfFAczJKrInIVgDOq+kN79r0KwGsBfDMADhoGhuFJhBBCCCHksHE3zGYa7kRVXwfgZgCXraRGRxzONBBCCCGEkEFQlQMRQqvqG8/xpy0Af7n0ChxDONNACCGEEEIOPSLyKACnAPzqqutyFOFMw7JQYNTNH5N11kErYHOjbBJVw2R0STGNM+sJkK4cR5sqzIPCmF6TtRfICcQksj9mzPKpEM05I6D+35sWSFYIbY3cNENyP77bbkM7wAhZU+uve9P2H0VrVCRZIMkL/XpFiXoBtc0nFOf5Y2zcfOqMwZBuA0a06w3OJtDcN9HKnTUrDIKKjRBakJCs+ZRJk7SBGjOh5AKRG0CMcN0SmLKpaaciB0JoY1qnU6hpm9jfaKSB1TBkI7pu8hnY33bsfTlqxV1nZ8QVmLtZRXVqWpxo+tf50lG/PhenMy7Wf2Ta0KLBThqbfV70bH+JbAMzqEnnFw3o1TnQYdg2JMle+Jz61/ni5oxrx2ag3WjNPdWaNpxpNjBN/Wf5VmM218KLiEP9QqEfU/HXOYrRL2kjVIJ9zgiwCw3oXL7JLiLQP1+aAj2HLUsleD+gSLS4RY1+yzbDdMVI8P2hfbd3o+zyqTHfHE/LDRtNyuZu2n24mKaG8XaFcVul4G6omYb3Pv81eO9vvubs5pUVh/wQgP+gqtZtlAwABw2EEEIIIWTtuM/XPBL3+ZpHAgD+6D7ff+O8tCLyHQD+VFVfeBB1O45w0EAIIYQQQgZBcTCahr2IyBcDuFhVf/JACz5mUNNACCGEEEIOJSLyOACfZAcMIvJJK6rSkYUzDYScD4EPg09T1oqsG1FsdI+qNnXOuC3MynpduNj/5PNxfhheOxL7NJg0QTu0dE0jnwabBN7Dw8Zl1yyNv240kl3sv9U4QIEd9LUII6PvSIHngdVCZZVwn83HahqiOjsdRnBM5Muwl+iXU5tPIxnT0nWNLvxhvBmqvB3oZkaWi4g8BsD/D8CzROTLzu4G8GgALwPw5lXV7SjCQQNZOqGZjxPnVQj2avNeACskTVmd+M0at0meOuMtZOtKDKj5mPX5ZIgtKxAnDzX0iETW/W34+rgP6c45MPvtadHczZm2hWTAiGTtIEJ16oykVE+4fEqyQ9VpYPhm6owJFCXTumkwGDJCUqSiaR10Ahj3a3df1nyXBaZaYgSNTeqcCZp1Rd6UaXHQ0CE5wfBG6rdzI7dunntkyspIyGIHFuaYwBHatmGcWldHK3K+QLzT9ZYVQguwrf3BkM1nI7VucNGY+nS5Qa4xd7OLPFjRc8WiFFUE90a8UIXtnyMhtNln3J81ZYjdV1PWgtjqRNuROHovGb7P9OUIumZ+nSXLsYntUAwnhJ6HiFwN4I8AXATg08yf3wPgPy+9EscMDhoIIYQQQsihQlXfBODiVdfjOMFBAyGEEEIIGYx8XKZVjhm8qoQQQgghhJC5cKZhhdTE4zcDxXYOFftfxZqJ+hZtu43rjzNfQGmQrcnW/rM4cCqFz2Ui9ykbG71AfQSBmZqtT3SiK4TaVWmMXiEUWBuNgySvn4jOzwFSEgOfa5/9+6jifmkq2mpFzjmIk04o19kKsWtozHXv0Dg9R3hcjchkzfrIGhbqR6vE0vvPdpb1QJqOgVhafez7ImKgxTasXmpRVrHkKjkYeFWXxGTnVtzwsifj3e96yaqrQgghhBCyVG56/Z/jnc95+qqrQZYIZxqWxMbmJbj28T+36moQQgghhCydKx7+Gbji4Z+BNz3tSeGsIDn88KoSQgghhBBC5sKZBjI8Q7lYDRQjumisqdpF4V3GTWAoZvKI/p7Wa6xu138HxLc9bKfdZ/wokL1Rm9kW8f4b4spKgeFb47Z9WaY+koI6W6Yub0HkEWHTFOoXEdw/vg2VeS2ABs+FjUOOtruK35qsT0Onvg02n+iXSbvPb2dA5td5Vp9kthu/bW7Ezpz3Vr3/hG9ncuWHv7har5TgWqybL1qxH1XxfXZpG4gNeCoYSqc31A/iB6obJGRFcNBAls66CdYOHFmvQcIwDPch6wcJi2Y0RD4NyuLomnISvOh7gfsgaFMuDWbPlVXhOawNJ7AfylYcbP8eUSOSXHTJRmeutuDXd7uk8IposHYosedn3UY5B0h2P7wcb2bmbkfkPic9juLXDCGEEEIIIWRAONNACCGEEEIGQiiEPqJw0EAIIYQQQtaSm//0zfjIK/4OAC5ZdV2OOxw0LAsB2mZ+jGfqyrG/k3ajmKZmRF9TluRyPovqE9xxbhuQCpcfm08oIKyooxWtZbudkosd16b/uGjOkDQ2GZvzbP8OIJt8ctMgj0xZ5lLY+p0Ppbw0+fLVtENkAyL9ezPJVv8YNJDU35d0atJkZ0wkYs6Z+HxE/LYVLNs0s53zn6fZVTBibVu2doCYdpg00CYwoPOiZ9+OE76+5nxYkXo38tdUsnlOcvLPRTYC79xhu+ufn9N5s7cdGbdZzUCnCTvar/Pp3M93O2847UFrnp2sCZPOPz8lRtK6fMZm3+nUr88InWtHJHK2+2y7zuQNTLN5vt15bnxfWyWMXlKMuIrvV039wneD68ODd4z6fEp9uASC6pruz+oKmg6w1a54xbk0mqL3Q7lCfoEJ/97pmnI+eVz+Bhg1Fd/SFQZw7UbFN0DNSUS9RqqGSx97NS597NX4t//vL28dLFOyEJw/IoQQQgghhMyFMw2EEEIIIWQQlJqGIwuvKiGEEEIIIWQunGkga4GoQK3Lj/OIC5zAgnwWIYpjtbHjavwWBNmvo69ex2KPq6pPEMRbYx7k4mi78vmw8bmzsue3PTS2c54CGc7TwMb1a+D3ZNPI2OXj9AuoqU/ZE0KjuGzXBjjvDafD0M57HAYGcGVTuLKB4MKYCqom9+tgaPZmr5e55Vo02NH+qyXKp2zclqCFXytz8LxFv3BaIzlrNrejY2yir1Oxx7RognZ4HUbJ3E1VkBYxSquh5hiXJnoIy9i+NuyfQjO3sqZhCG+fSHfgtGIAUi6koQcDIXfCQQMZHPcyAcpCvxqnUA1eMAP5CdmP7RyKge3HyAiajUDY5Tt2H9y5MR8ao8aJru2LqkZUF2EHHyrqBOf+JQl0VphtxNuQMWBEu07Ei8aJo52AWDp3ztwHeJCPEyenLXgHaCsgbAIhtBFhJ0CdMLtfZ6Bz+1ya1ECcSVwghE4XmHzs+RpDjWjXXpsaXaKoeAGj2dacMDH38+2dF5NbwXAj/XZ26gcN20YwvNNtOPM2K3pWTeisiNgNdARi7nHbhiTZC7yTF5fuSL/Om+4+9IZvTuDdBULozjw7gRA6WeFxxYezaJ04uiqfQv+cuuSsCt39JO5nn1BQXer7Z+2aW+VqfL/e306zn37mptEUCKqDfpWDiz0okGnudiRheBIhhBBCCCFkLpxpIIQQQgghg6AYdslVsj7wqhJCCCGEEELmwpmGJaGi6EbzAzObtixwPL19QTFNDVuTsklSaocxdokN18x2Z0V0gbVbcPpKJkSRUVGEE/+a7W4EJBMv3I2NfiFniBVimnhmpOQ0Dd2GEYmOEmzYcxSLW4qZjXQPNeki/YQPwzbGds0Jr0VIF/e39QygE5vIVCZDra6gQtOQTFmQC73IOV3o8imKinUyM2/rYba1g5O32Gx04o8LxNtO02DqrKMLoU3fYM1em26k/tq750Tc/SwmIwWw0/bLur092S8LCQ2spsGbu02NpuH2aT+f7W7TxTxPrZGlijNGs2huIIUA+Ojvts6TNHL7NlLfEK4LRM6njObjTLfptRnugnlNgzfjq9R9FRAVp32K8rWnyN4rqfNaBKvNElFooM3o59P4fZGRXIXZncU+A5oV3cjsM9KjDHU/nUbGmvZdHvWhrvxAc2b72ulGWbwxPbFZTLNx+5XFNDVMtsrn2d4bMVJcxIAcTnhVCSGEEEIIIXPhTAMhhBBCCBmM7GMHyBGAMw2EEEIIIYSQuXCmgSydaM3xcNvGrTrXnbp8atYut8ReBWbfyMch2zXYbfx0HvlHzJnGJfFlBfGxtZqFeeSk7rTaNcdn+gmTxsQv2zh7AJC279OgaCDJ+BlkG8Nb4dMgjfeAsB4R6QS8CZv1PKjQNOTkFokXp8vogNzXKyTjVaAyBpw2wiAbxXYhjaHJxMgXYrDDooLny8bVqzRozY24Y3wI0AJjE+tv6TQ5rwLrnTDtxs5zwfkZqAAlTYMo1Fyv1sbwi2Ji0pw290bXJK9zUN9OuyLM6bafz3a76XUYnYn970Ze0xDpFwL/grnHVOJ8dCruDVGBqvE4CPRtOdlnp6yNcHqOBc3dbD8mgQ6sbUwbBM5oz6YByoZvQ/TNhBwGOGggg2NfAjUdquTg42eF5jDRh5j92JesgeFbcJxYM6755mq1LPNF5R2yI0fo+W7GggbqDNesyDlBreI9ckW2A4Jou+QIXTNokMabCjrX76B8l6bxTn+RELpwDlW8kD5ai8CLXX2asqmW/3i0YuVOkxP7JztQrnB7VhW/JKOrnxfExszPJ1r+0RrLRctDNoGLtXN7hm2Xb7sf5ZV//BiSQfKOPuSd5bnWtavUbR3w97cdbFhq+9lSPsfN/I1C6KMJr+qSmGzfhlf/0VPwvne8dNVVIYQQQghZKje+4Qa841eftupqkCXCmYYlsbF1MR79eT+76moQQgghhCydK6+5Fldecy1e81+/1IUfng+3/dkbcPsr3wgAlwyWKVkIzjQQQgghhJC15OLPvAb3/PFvAYBbV12X4w5nGpZIZO6yl9RVGKVNN4ppauJ+U4WRXCRs82kW/PWgEOuqKpBszlfyZTmfphpBdVid+QZnOSnakYnnHvnzI9nG7JuY8JE/79nl64XQ1pQoJy3HzIr6e67iZwEbszszC7N1tnH1IyT0RaBO1IsGkoyI2F4/8UJoF/svKRA+G+O2dAK2sdpYkXGq0jR4czcryA/qbGUZMoYa4z+nX0Djhc9GoJubTeRxvw+wj2kk3LRITs6IMBmBboYXI28bs7fcJKdhSPZZUkFrhdDGuK1tN/wvkQsIoSHqOoUsI5fGeHph2x7TiGvHTueNt6yGYdu2qxtBbZ9ghdA5+b7fPrY5hboUR0lDkMU93054LBIYrHkDNns2ovdXbuYLoWcmg/3jXNkLaj6cuZr6PtOZsgW9T42xZundfvY4l7f4vrbEdKv8mZY3Li2mKS7MAKDmc6NKZ6TUNBxVeFUJIYQQQgghc+FMAyGEEEIIGYwhNQ1kfeBMAyGEEEIIIWQunGkgS0eyrP3w1Me+VhyTxLkFrDuzmNpFzO+s8V4K9AklL4U6wtj/IoFeweVzsPh21BxUbuvCocJVMfL7z9x6ORw4Rbc7r02wzLwVrFZjkbqI+4XVmReqDOJFsExvh2VRU+daXdo6UdKbEXJU4KCBDE9g+lNKIyreU8sKo8PjFqhfJWXnXfEf01aMG3x5WHO3nA7W+CcSfe+l6aI0RrgemI75kWEDEaOsEyOMDkeTXo3n87HbFeZugHNXtuJACdol2RvS+fLNds3llOj8mDqnVDQQ1ECo6QWoQfE15m5G1NtKRqoYDLXmuM5sa06Bza6/XiVDMbX25kEaIDlxcucM6tSbsgXNtGlsPhoY0kVtqBH6HqQBXLnsuvrUuD17E7/zqGiBSNS8l+hO9m7PdYMCukL3YXjS0WTNf/8lhBBCCCGErBrONBBCCCGEkIGQ84ijJOsMryohhBBCCCFkLpxpWBKKgeLUB4oLPIyiucNApFlYJM2RRBqURcwNgILpUE0+kabB4DUYCHQQucoEqYg0dflU6DAOFKtpWKUwukIQKyreaKvGCMy105u7WaJzYfM5VnHcToR2Dg0DOS+snmxhBupbqq8pr/2RhDMNhBBCCCGEkLlwpoEQQgghhAyDHrNZt2MEZxoIIYQQQgghc+FMA1kLXFxy9XEDV2QOdq17yeq8JEJviQLRUvMHScrlk5hsOzWqtNmnHVStL0M/zl+DfESMFkABRT8fsTqISD9gPRhQsSS8doCtk8s7w+swbH1su6OygnQL6Ckki7uG9nmqliaY45rUr08SRYpMH3ppgNY+K/b5FoW7X1y+qWjEojMDgSDv/raYvFNFu6zGIUnn9Bo2HxEt32OiVf3don3iMgj7WWc/od6rwD5KogtYSy6O1VgslgcW9akk5MjBQYNBRB6sqv+w7GOOPVVmOeaQA/64Psjyaj7c14144LCXRQXFCxxX87GtnXOJdm0otmk/2DpVfHnYduQMycu5Ed3AIvoAr8B+bC8ing6RDJWCsDaqrxs0lM9fklwcDNUgkqFqjOxMfQ7Dk36gA5YVnxA3sAgWMEkMtdknXHL1qHKsr6qIPEhEOhHRs/8BeNLQxxBCCCGEkP1z+w2vwwef9osAcMmq63LcOe4zDd8L4MkA7tjdzgB+fwnHEEIIIYQcDwacnbnoMz4VF33Gp+LW3/+TWwfLlCzEsR00iMhVAK5Q1Wcv8xhCCCGEEEIOO8d20ADgewA8SUTeB+DlAJ6tqm8c6hgB0HTzo7+caCxKM64RVJZH9N2oLabJFYrcKmGZE2FWxEoHf3dxtSmQskbC44p4XBsbbWNWJXuBcmPUnZIVqTVCSDVtzwJN/fugaftpupG4sGurcUhZiiZxSaW4zJ2oF83aa5qyoGnNPtv2roXkaT/zfKa/rRNA+/tyPhXUyoqIN0ylGx/2nE2aBAD9fdJtu3xKmgXJE68rUJOPdlDX1v626rSss5CNQAvcLyvlFujs/dM/Jo3nFwPEIlU1N7imDDGZj5v+Nd5ophjJ/L4kayrqHDQwbnNaiOBedk92pMOwIufUoTHt2rDtSlNX53HqHxNpNey+nBtXH9uvqkpwLSJ9yXxxe4QXwAf9alCWyzsUOZtr2mSXxvX9gSZFbR9Zoa2paXv0brL9etP6a2j7eQ3y6cydF70/nPSoQsJk+9mIje2yXkva0+U0Fbqvpr1LMY29D86dkDqQo8hx1jT8LYBnAPgAgG8G8FoR+dYlHEMIIYQQQsih5tjONKjq887+v4hcB+B5AH5ZRF6tqm8932O2T92EP/y1z7pz+0EP+3o8+JpvGLAFhBBCCCGr5wOv+D/44CteMNvYAmcajijHdtCwF1V9pYg8DrOZhK8E8GPne8zWBVfgC77lT5dRXUIIIYSQteGqx34prnrslwIAXvNfvnzFtSHLgoOGXVT1bSLyKgB3X+YxZEYUo1pa1llF/TrtUZoFFv6ONAQ1WA2DXVNfm8btswZwsxDR5fwqM4S50SyfwNzNxchG2yUTNB9nq2J1IgCs4VuYTyFmV7vyWdYu0DSU26U6NdtlLZLoBJCCIGEBs7eFCZ5JG+c/khZNwc+gkey0Gjaf0ARtAXO36O+RkZzd543csmtXtN2ZTipqV2xk91FCE7RFsWUt6dfdSPcQ9uEDeFKEGosFqOn7ovB8e5wmXchHxx6TU/n9Rci6w0FDn5sBfOgAjjnS1AjtIsdaL8YLXkp2Oxx8DPHCCQSnoRC6n6hseObdlTULrE49+i6zL7Po5VbDIiJwP/CZOiG0FwdPnPBZjdBXgw99sR/g0kCyEbda0XNq4AYNOVAilj7STf1mFbAi5y7YVyGEFlufBBgjMDH5SJ4itf009tokFXdN3bdJ8Azmxgx8UvaC4dS/FlvNxH1MR6Jnu6817cyaoOYDfOquV4aWXlHJ3z/JtCFJdoLuE81Ob3urmbg6N3bkA6AzMkArhG7zyLlPd8kOMKXcHwaDjxpfu4hFPvbdohhRHx58cTtxve1bmhz0W6Zv0cXslyMDNv9jUPkYu7hGhgQ/9Pi+2Kx34e6elAV5qMHiuqPD/WBF1ovjLITuISIjANcAeOEyjyGEEEIIIeSwcSwHDSJynYj8voh83p7d1wP4TVV9/Z50PyAifycid6k9hhBCCCHk+LK7pPLQ/5GVc1zDk24BcD8ALxCRFwN4J4BXquqLTborANwNs7UAao8hhBBCCCHkSHEsBw2q+iYAD6tI91QAT93dfF/NMWcRldBIZi/dqCxyTJtnimmqzN02LiimyaOaePzy5FQUQxvFWPfSBPGxkdmcj902plEVYmnAx6Rak51RG2kaTFx91yG1fcGr0zQ4xx+gmfTj6iUr2o3+o2jvnVmbzj8eNhL0+XORXNubaT8mXNpTPv5f7+hv6hRqNA0539ZPgwyrRRAY3YE0SEYIrc45qZuZpfXysTSAFATK6s3dNAftMm117arQNAgaCKxW5OL+tjWog78vawyicspea2Q0DWhabIz6sf4XjfumURc0207TMDJtaJEwyfNfLUkUrdEw2Pj3rAlaEF1HImfbhlHqsGU0DCdH/fN6YbPt2mH1HJ02TghtmeYR2tRv187ImCCKIjf9e9VpARp1JmiWIcTCZ+ujzXxTuNxkZ+ZmNTGz46w+wV5TgZg+28X5a/bnY4G2puxNM5uuYsELc+umDs5YMzLEtHeqf1f5Nown5ffp+MxOMY1MbyymqVlUYWP7/sU0tboMir6PJscyPIkQQgghhBBSz7GcaSCEEEIIIUuCMw1HEs40EEIIIYQQQubCmQZyMAS+DL3tyNAn+KHCWUIF3g6LxL96DwTvp5A6q2lonVeB1TREo3KbjyYfe+vWE88Clfm/3EgWuFD/c6Xrbfuybdy8dGZHnszi//fgPRgmyGo0DdqPkQ/jbAOTLx8vbHQPugFxhm/9uPEZZp/VL+gE3rht26VxbXVtnwJW3+J8uMZI7kEwGqa8DTFaiKa1hoLi10QPniWnEbIeB02LDeNnsJX61/hkmmBDTIy+oUNy+oBJ03/VZE1I5vXTNt7LIYvf16ty4NNg25BEsdX023Fh079eJ9OO82XYTOaeB5ymoTVP+HazgWT0HMnUMau4mH0bJx73h/s3cqvxZKjy0RH1OoMKnwZbx/CYqA9f4OdM16+pFE07I8mM1QjlpF7DsMCv6LP67PswQtYKDhoICUjZv1CswVmIcxNOgamXzVfdAKWGGqHdUHjTOu8I7YzaKtyVNTDQcsJo9fvscYIOTjcaDEjcwCLarnCEtm219bEO0RGCFDhJWyFpUB9DzYdIeG9Y915RJCsqNh/OjXQYFcTJI2R0dqBjzk+SHLgy2zpmt9CBHT5aI7UonwTv9mwHNQ2ya9cochg334ouH8nIruMIPv6X+KxaFukXvJFbRR5Ru4KP69JgiFEtRwAFZJGR3zm4/S9eg9v/8jUAcMlgmZKFYHgSIYQQQghZSy769Efiqu//LgC4ddV1Oe5wpoEQQgghhAwEzdiOKpxpIIQQQgghhMyFMw1LpCSWisxxLJtjb+7k8qmIHWwryopEaq6sijQuNrlSaGfjhW1ZogKBFdb1j9HKeGGrB7DNkjzTGvT2GTGwaIZ0O2ZfWdibWi+wlNwX9tp7R7JAUvmXm5JgLzLccWJBlUBsa2L0deJEu6FgWPvnJ2cjhA40DSrG/A4JyV5nV/YYVgXuxNJovO7CFX7G6Qp8WVPfVmNipzoNdBfWiHBabBd0Ath7w1yblMVdZ2fkFghZrRBaUodNJ3zuX7+L05lAH9DPp0Xj0uxo/1XTIbk0rVqxtKBgxYck6rQRtg1JshN0n7Dtas64dmwGgu/W3GM7qV/nrTTx58esKtAGQmh3bSr6MRV/nUteeHfmbfIJdRemfrY/Duts7ilrzqc5eXF0lTDbtcIRiZ5rFn2wzWituRvEL4oRiq77x9myI12INZuLaKalpwDQriZqp/wNMJpU3ECVGhmaux1NONNACCGEEEIImQtnGgghhBBCyCBEk1fkaMCZBkIIIYQQQshcONNAyLIprLN/dPF+BhFqzo+I1SIEHhAuQVf0w5jF9Jo0i16bwnGR/4TXOFQ48a0hoX+B+fsOxmbfYq5WVh+VrRapIojfagwAFL0mouOssVuUTyMZ0+PyCyt/Sibk2MFBA1kNgWNtyYSoxt10KFJguGYNzkSzFz677QYwBlXeKC0QXVuH3wEpCfSj7ylXZ+3cx75vuzeAs8Ln0ATNGp7JODjPJh/JFcZtQR2d+3P2+2yd0QX7/PnxIm8jhAa8a3TYhiXZyIbmbt70bC+bMq0SQo/MebbHNPAmaM73W1IwKDBmb6G5m/+Qd+UHbbDCZ9uukXTO1TvK15bvDOgqXOvDvs6KnitEtLWUFqqYFVjoayVXiLfVrndRV/aCOO1/YTval7GYA7RFshyv2A4KoY8kx+kWJoQQQgghhCwAZxqWxGT7Vrzqpd+N+zzw8bjvA5+46uoQQgghhCyNm17/57j59a8ClEuuHlU407AkNrYuwWOe8CwOGAghhBBy5Lni4Z+Bj/22H15J2SJyNxH5aRH57pVU4JjAmYY1p8a4bShW/cuALb8mtvUg66yBNkHFGootJqzVZI2AFsqmilyKOw7Kdm2vKUhShTg5amiwr5CPNU6LifKw+wKNxSLlSePi3/edxxrSonE6B2t4FgmGo301lPq/rJHuoVy22ye+HbadNXnXtrPUb0V/X6bOyZY3WL8a5XOAfXZe4LZb5JgaInO3A3y9I+7/lsdBvptF5IkAvhrA1wL48QMr+Bhy+N5ahBBCCCGEAFDVlwC4ftX1OA5wpoEQQgghhAyErGL1pOO6tvmBwpkGQgghhBBCyFw400AOBBff6LbhAuXDuN4D+vUiJ0E2OgMks86+JojY2GgTNxrE9Vt9gMr6rTLhYm1duxqIbPR3GVM21c4bmJk0UVy/M3eTppjPLE2/Pj6GtwHEpjHGchjD/pYSms3J9vw02jl/DovIODgfURvM/WLvS3idShT/XnoGVQXT3H8lTLRfvx1tXb4RO+a41rRhqiNMTFmt9q9X1uTM3KzGYRScYtsGpDYoq3/gjo4X0jDYfDpNrvycraFg8Cvsuq80U1XnBKiJ2zfnR1SK+oll9vGL6BU0+ecrB/qEqrxoiLdvbnrRi3DTi158dvPKVdaFcNBAjiA1L50hOm/78T/b5z+uXZoUHHfo5vzKojpBYGxnP4AFRXdlQSp+gFeJnEMx9f7FgYLkBjF2W6Xx7SqKwqPCmuJxNR9C4TNhb7rKjzX74Rw5J0cf0/O2z0VZCC0oTZhHeXTmmEjg7Y7R5EXfJh+7HaGH4WFf5AebaGBRkW8NNd21/ZBvVhysEgmfjxNDDf6u/LwvwJWf9wUAgDd91mfdOEimZGEOQe9FCCGEEEIIWSWcaSCEEEIIIYOx6iXcyXLgTAMhhBBCCCFkLpxpWBIKRdfMj5Ft2vLp356cKJdVMaLfmHoxp0UqgqNTRRpn0ga4WFabJuXkdQa2qMCa3vo6LfrrRjdSsw0kIybNTf96iWRo3jL16ZuDaRo77UNujOBz1DjRdWvuHU3qzk+ky7BxtNmcHxWFGMW5bbtkRWcUpnnUF+im1G83AEi60BQ2QdK+YBjJtCtYJc8Ljxsk6ZeX0gXBttEZJPvslIXQ0AZqtAjizMMmENMOMfkkHfu8nQ4iQUw77DZkC9r029GNzH1ZqWlwz3dn7kMZYbvb7O27pT3ZP0ST0zA00pk0DXa0/6yc6vrXb7vbQGvSbLf9slUTOiMitn1dkzqIeQ62Tf2SZGcAt5H6gu5OG5w298ameNG31Wrc3vWvzel2ywmh27afr3YjNObc235Vcir2x6KB4L1Gi+D6YnVluf65S07xkTqr41HnZ+jyzSnow/tpUhak7vx/pc5JXX9o+zrN4t4hLk3yz5gVRqvoQuLotikfM90qfwOMRncpF1ZhPDrdqni/V5gMSvCuPgDOdiD8MXyJ8OQSQgghhJBDiYh8FoD/urv55SLyVSJy8SrrdFThTAMhhBBCCBmOA5xpUNU/BfCnB1bgMYYzDYQQQgghhJC5cKaBrAQbRxouXV4TIhrE6w4RSzmLYzXajMhfwZm7WR+C5M3crElckkF8GmrXBR9k/fDQPyDwLnAmbIG5m9poaZNPtQma9WWwaeDr7E5FA+e1Z68fNiB6xtTHnovOx3fb32gi07rIW6LgUVF170SX3Pk0JOdp4P0MUvG57DQVfRlaHTnjNutfoCperxWZvZn6RL4MzrTObDeS0VdUAK2J4u+Q0BkDOptPpwnZepEMZeS2wHGispAnTWS4VtRGRPsq8ikaf1Zi+zXNdTqDmudniD6Txm7kKMBBAxmc2MnZ7Kj52Ldi08A8aNEBgn2Z+O2ZGLq3r7Efs4JkxNFugND4RywbkXE3Sq4sJ2hOiwntXNlJ0RiRoc1Xk7r6dOP+B3jTbFkDby/i1TESJiaVFR5n5wTuBwgNxAiv7TbkhHOohgQCQjeIsaPXwEjNCaO9oNBp9nXqRN7e1bqBiG1XX0yuzQlo00/j7stA8Bk9J1bYL07ImjExot3Tbb/srMmJiq0pWgfvinyHEVRvtxvu475t/WINoZvy3ja4AScwESva71ydrTC7Q8IZzBdLA37w4wXem2htnd3DNHIiYisulVzu2xbt+6KPdLeghKuPIFmn9EioXRo0BEJod18O2M/bAUHXeJGzE0IH4uSoj7R/d4OWYJAwRB9+WOAY6WjC8CRCCCGEEELIXDjTQAghhBBCBmKYMGGyfnCmgRBCCCGEEDIXzjQsC0HZ3G0axE9bTl9YTFIznh/tlM3dauqTugXMX1Js5tajhQuC1CC+3MfeWmOgVGU+Y+NNraHPdENhz+x0q/+4pOyDNkVNrGvj29Bu9Pd1I4H1+XNmc032MbNVIr/AAM623dynaSSYGnlAu9m/f0bbJyGpvy91l5uCJkhOHG2MrkJzNy9yLsX+I13oRc6N0VhgZrbX32F0M9lqMAItgk5cHZ2WRfsmfzGN14E0l/Q28/hCZ6xnr03XeOM/G08sObk4+mRuOlXBdNqXA9/a9M/zzmgCb/Plac2ze2ba15e03QhqjdsCTYNz1bJi6eTvn6mNhxd12ojWaC7ONFPXrnGFpuF022/X9nQLag3NzAWTnNBMTV/Seb2A0xWEYvYao62CPiAwkrP9c+oaqHlWInNSTc5Nsn/MtCmbu3XJm91VtNMarmGUnUlmY40RM9zaA5FewfbHkcbBlh/pF+xzOtkqG67tXFh+d2/ecfdimhq2T5bT1JjAAjjQJVfJwcGZBkIIIYQQQshcONNACCGEEEKGQRdf8YqsN5xpWBKT7dvw6hd9D973jpetuiqEEEIIIUvlxjfcgHf82tNWXQ2yRDjTsCQ2ti7Goz//Z1ZdjdXgYlYBsQZVycZgizfDCjQDfv1ue4xf47sGG4/aNYpk41/NtmaBbPQfIVtn68kAAO2G9UnwGgYbixvFzFqyRLHtps6iLkzcxt62TfaaCustsbGFNDWxyM6nYQOi82N2JdA0eFO2xuscTOw/0pbTNOSRD9C1mga3zn/28cPubtItIFuthk3jtRGeBpKMl4TRYeTRBrpxv07+2ngPD6ch6gSa7D5zvgDA6AombV/jEPk0RHRGM2A9GHK74Z/TQNNg46fd/RwZLtptUadzsLS5ce0aBXoJ6y1hfS26duzuDacl6RqnV3Ax/IGfQVGbEO3L4mL0Q82ZK997KViNWWr9fWDvsVDL5t4PgcZhgT7caRFyrE/o1SfIx+sVovdDv+1ZAq8UW79jYFxw5TXX4sprrsXrrv/3g+Z7y2v+Ere85i8B4JJSWrJcOGggK6Fo9obYeHZZU55Rh+8N38wLEOpekhH2uEjbeVCupIti26kpAfaDzTlEww8A3IAgGlRYE70mOM4KYje8c3JQH+fgbUnjwMxt/+0SAFrMx7fLDmo0pfDDeC9VhlEVH5ii4j54rag3S+POoZiPbdWEzuQTmrRVOAMX3YKj/sCWJRkw96+tn4g6eXfwTewds21ZuVnIFflAcWVHCzoE1wLlHyT8cb7susGP2zUItp/NQdtdmsg8saasYzBImEfNgiS1XPaIT8dlj/h0fPilf3jrYJmShWB4EiGEEEIIIWQunGkghBBCCCHDcbwnWo4snGkghBBCCCGEzIUzDUtCRTEdzxeBjibl0z/e3iqmqWE8KRvE1Bi3WVFfhA3l1MBS3sXDBku0SRQTWjAGmsXMmvoEsZUlgZwVmwJewCxZkJMRB1ohdKB56JyRG9A2tvxAaGfNg6wZXq3Zm4nVjkwIp+P+PmtI126OoWI0HtOLetui2QmEvXFbWdMAaQAxsf6jvmBYmy0Xa29N0Wr0AaltvTjaahG0g3RGw9DafLMXgTtNQwJSPx8r3m43N9y5n469ULMkgBcV9+xaM0fJgjzq35zZmL3lbuQecPucaqBXsCJn6UYujetbVLwJJGwS/1xoEGuvJlDdCZq7kWuH1WrM8jZaGvswTze8+NeYoDVtExjtWXM1KYrAq3QRKt4Q03YTWZAiMfLe+nTJ9S/Ru6B0H6ZgoQpfVp3uwZld2oYl37c5gXfQP0cLTkRmbna7RsNgjyt9IwDA6RpztwuH0QdvnyjXp2krvgHAJVePKpxpIIQQQgghhMyFMw2EEEIIIWQYVr1CGFkanGkghBBCCCGEzIUzDWTpiJYXUhBdyM/nHHktYAxk9QJJIQV/hdoRt1/3O0qznKUmhlorPK7zfF8EReBN4PQBQWFR7H8hH5XkNA22fpqS02GI2tjk5DQfzpcAKHtC6NmEewmOCdrRr0+ND0j5Gtc8ExJpEdx2gj1BrnQVf9O77bIHQ1hnm8ancJoGCfZF7fRnMTCOq6nzAfoQLOvX3Mi/r6hLq2lUjU9DdB9WYJ+Dphvm3FRpxRbQMxByGOGggQxOaPrjXEijl7/5gAs+CZzIueAQXUvkAmo7eat5zNm/XNW0MwfGbVZkrSkofwGR86I4UV/2DsO27e1Gg8YOqozwGDk7UbG0FRVyH9LNzHRtb9aNEeiONtwgwTopA+WP8NR2QDNf6CeaiwNGydNCinO0a2wchkfJOZF3o75YseQUvlsYxHxEuUUEkL1LtL3w2vkBU4Q1TwtckYtCaJQXZ9AU9RImjai7Xu6bOCXXeVR9BDuBdxMIoa3IOYULONjtAwvvqBgsppy8yNmKpwXBoLyf7cwRur/PC7WHabuK78ci12h3XLBIRmkRirPp5uVzruOOKgxPOpowPIkQQgghhBAyF840EEIIIYSQ4eBMw5GEMw2EEEIIIYSQuXCmYYmU4tB9TLHHGjAtSo1xW019IqO04jEq0IIWIdSNBtLEGtOfmljKUmzpTAjt9+0lQVysv/UFiwXEvi5eLO3jq2tiZkvmSlkUBX+zWQxvQbytaRZvv5fOxOOntoVmoytoArNCe9JSpEUwsf8ja4o2cvHUeRQIWQuaBk0CyfYc2lhuHwidikZuQVmSfLuMniKPBJ3RNHiNsbp7IdL6eKMtY3iGyGjL6EtUqmL9XVmdNZJLQZrAzKxQVGj6FZjP2SvmDOmizJO5pvbEw58vycmdV2dQVyEGrunXor44FCcX89YqcbIzaox0EIX+B8F9WCUcr3jv+PtSiiaeUVe4SN9bsxhBRGSsaWk3ynlPt4b5lLOmoiGVMwjHSL5xrOCggRBCCCGEkPNERC4GcAGADsDtqnpmxVUaFA4aCCGEEELIcBwDTYOIXA7gCwFcB+BTAHwMgC2T5hYA/wDgNQBeCuAVqlpeXm9N4aCBEEIIIYSsJTe/7lX4yN+8CgAuWXVdAEBEHgbgBwF8CYAWwBsA/AWA/wvgI7v/JQAnANwFwH0AfBqA7wBwm4j8MoD/rqo3H3ztzw8OGsjgLGT6s0C+QxLqAwr+VBmKprBKfIVMpCrNMrH6jgYS+lb0jkmCJs+/rjMzNRPzXRnrX9rnjNtEAjM3f21yQdPQZHXHWa0EUppNPO8lMLYrIk2xXTnJ0u6PyPOkFG8exbaHFJ7VehO0ggalQvekwb5iOwFoYEhXKqveRG9+PsBi+rFlIYGWpUZPEuUzlC5tCHJSpIHOc6ntx8mjYWguf8RjcPkjHoMP/ckLb11lPURkDOBnAXwdgOcBeAyAN6jqpPL4LQCfs3v834vIf1bV31pWfZcBBw3kSDHUyyaLItV9HvWPqxkkVBgDHUacsVPtgRUDiYMiEkKH6ezHvh0cWWH0MaPmo7zIqh+JRfuSIxCWUePGXX3cfhmqDz8CfeqhJRK8H3JE5FIALwLwcgD3VdVb9puHqm4D+EMAfygiDwDwUyLySar6g0PWdZlwyVVCCCGEEELOza8A+D5V/YlFBgwWVf1HVf1yAP8kIk8+79odEJxpIIQQQgghgyAIQh0PP1+rqjtDZ6qqvyIim0Pnuyw407AkJtu34bV/8L14/9tfvuqqEEIIIYQslRvf9Eq8/bnXr7oaS2E/AwYR2Vd86jIGI8uCMw1LYmPrYnzqFz9z1dUgh4ShxHirxJqgHUZq9Azhcdag7pjjRLOLZCJYva5hEY6A4HWoxSvI8eLKq6/DlVdfh9c+7SsO57M7HIf/hX4OONNACCGEEELIMBzZIRMHDYQQQgghZDDOLq875H+HDRH5JhH5JRG5p4jcICIfFpEvWXW9zgcOGgghhBBCCBmWKwD8bwBPAfDVAB4M4H6rrND5Qk0DGZxVxsOq6EK/SFgjpRSaLZXzSSZN5Ntg885HdyazTOBnYM98ZPa2amo0DDbNOrZjCGpMvw5DnL/rt6I6H8JfOwej4hoOYQAH0UHeIQetE/Omgv02JBUavB0/3gPgKgC/qKrvF5FrALxrxXU6LzhoIIeGRQcEi1IaJNS8lFIuG77ZgcZBEw2QbNtqBkwWycFBC5ieifphlcu7adw+CU58zWe7FUNbgXfYLptHMKhwgwgAYlyHbd4pK3RJHz/efy34WAu2Sx90Nc+pigaDQ//BWf7AjPOu2befv++pVDGfqj4qOPcurzUyJ6s5P7Vp3Md1zaBzSRyFBSjWlcMYTrQE/grAv1PVf9zd/koAL1hhfc4bDhoIIYQQQggZEFX9FwC/u2f7+6N0InKVqn7gwCp2HnDQQAghhBBChkFxvEP55iAiAuDjMdM7nOU7MJuFWHs4aCCEEEIIIeQciMgFqnpqgKx+EcDdANyyZ98nD5DvgcBBw5ozlKh4qJjUpTFg2QfZjho9wiKaBacp0INzuqrTaqiP/Q9i/YuC4RpTNGlcPn5boXL+v2xVm7vZtlqtRoV2Q4C69tvjFtTALPJc2GNUtO5ZjY7b++fKsgeJiw7qHJ4Lp9+INDl9DUrUrvCczSsn4CD1WyrD3Bs1aWSJnlfLOl/L7Htr+tq6BTjWR/9yFru4yBHg10Tka1W1PbtDRD4RwHMATAB8r6q+riKfP1fV39y7Q0S+cNiqLo+juZwHIYQQQgghw/AGAC8Qkb8Xkafv7vt+AN+lqtcCeHxlPllEtsy+Sweq49LhTAMhhBBCCBmIYc3YbnzDDbjpjTcAwCWDZbp/rgLwdAA3AXiwiPwHAA/EbDABAO+uzOc2AO8QkX8G0GE2QfkQAL8xaG2XBAcNhBBCCCFkLbnymmtx5TXX4oN/9oJbV1iNd6jqawBARP4JwLcCOKl6ZyzquDKfzwbwBfiopkEA/OCA9VwqHDQQsobkNVqjnSyANFW6hnU3fPOGVRVw1ZRDB9fUJ6TI7SLyegCnAVwE4E8B3CIi3wHg9QDuUZnP61T1b/fuEJGfH7SmS4SDBkIIIYQQMgiCQ2ECvy9U9Xki8mIA9wPwVlU9AwAi8jUAvgjAT1Zm1YrIdwJ4C2bhSQCXXCWEEEIIIeRooKo3YaZp2Lvv+fvM5r8BeBWAh+/ZxyVXCSGEEELIMYPmbvN4sqq+cO8OEfn8VVVmv6x3QC0hhBBCCCFHAFV94a4rNABARC5X1Retsk77gTMNS2I20J4f1FcjPktdM0h9JJfHh1ViuIo0TjxZE9yoUgyCrKmf6GJLvakRHmdRpGTaYU5hhiKn+WVFpz2bduZUFj4v07DO1keSuvq4tieB1fDmpn+vJnihr4i5n+12cEy0Lzcj83eBJmO8FVyb0vWS4O/ONC4lqC3fmrTlKdwJcoU1rl22DTmJu4fstajFPhfecyx4duwxOVUFK9v+xm3PHMXm1u9c+3rVC6TZkXjblW8dF4P61JgF+nMqcVvtdnDufT4H80tt7HPn62OTLdLPRvdYdM8t1IcH/WqJnLRosFbb95bS2X72bPkluqacpt0Y5vffnNpimtpXEcX1MSLyUwCuBfDvdnc9WETuoqr/d4XVqmbtZxpEZCwiDxKRR4rI1SJylbgvD0IIIYQQQtaadwL4nLMbqvpXAC5bXXX2x1rONIjIVQC+BcAXA/hEABnAzZjV9zIAExG5AcCLAfy6qt6+oqoSQgghhJA9cKbhnNxdVe8w+z5hJTVZgLWaaRCRDRH5bwD+L2ardv1nAFeo6paqXqWqd1XVMYB7A3j27r83iMiTOftACCGEEELWmPeKyF+JyE+LyDNE5G8wW371ULA2Mw0iclcAz8Fs5uCp89Kq6s2YzTK8WER+BMA3AfhtEflGVT21/NqWmW7fhtf+/lNxz4d8Du75cY9bdXXWjlD3YGNdowPX7NcLGzdrQ6WBxWPQ1wmvcZBiuzQlH7NfY2ZWoXPw+oXkNAyRfiHSOZT+bstCzr78knYjKksSUKHD8HoSG7tdoTGo0CsA6uLoo2MWMXiriluviK2vwWkBkq9PcRvn6H8sFbqMKM2R+BXWiRx8knVrp9UdiIrv24Kgfat5IzEfftMrceObXrnqaqwD57zxd/0e3g7g32PWO32Xqr76wGp2nqzNoAHA9wH4lt11cKtR1SmA54jInwJ4KoDrl1C3fTPeuhif+iX/bdXVWAtmL0nTMQdpLFE37UR0A4kFrUhNkyKbOrdGkBZ9f2q2H66+Fd3If/RF5ds0JaFdrWCvVJZqVJ9+Ht0IsP1it9HvTiQrJG9U1amH/UiHFz5b0XW34T/S82j/Quho8lWyPa8JmNg0pn5BGywqCXlkjhv1j+tGfmDqrk3tQgOFD9yUvfjWLsSQVSC15e0tyzSiaf31SoFytbiAQ1AXWz/JAnN5XLs06n8q2mnzSW0TnFcrCq8QnEfXa4G+TlTCD+Uo3dz6dAKrC3cDXIX7VPL9dSoKoUWX16+L6euiH3lqBuH2nEb3SiR8Purc5errcJerr8Nrf+Ir127AeL6IyN1V9V9r0qrO/0lNVV8H4HWL5L1q1uY3UFX93v0OGMzx/6iq1w9YJUIIIYQQQq4TkR8dOlMR+WIA/3XofJfF2gwa9ouIfMeq60AIIYQQQvagAuQl/LfKJqn+NmZ6hBtE5FHnm5+IPEBEfhXAVwH4j+ddwQNincKTQkTkHgDuD2DvPLBgdpL/x0oqRQghhBBCjg2q+uu7eoRfEZE7ADwfwCsAvF1Vi/FoInJPAI8G8LWYeTX8mKr+3DLrPDRrPWgQke8C8LOIRSXrHTAoQNcEAZN7aKbl0795ZnOQ6ox2xsU0zbQs3oziji01MbPSWeFonfjMCTUD4WZNLKWL4zfbXZNdbKs1AZIM5Naej/n5AsB0o39fZFG0486V38tH1Ne5ImbWxd4mL3a1abomu/rsbNq47CY4H/37OWV1Mfqp7WscvF7Ax0rPRNf9fdbMqBt5E7QueLxKwvXI6Kl1Wg2gMRqKph2bNBq2bS+aBJ05Pzsn+9vbJzXQk2S37WK3rTYhMGWzuoJIpO4WLKjQ1kTmZT6uP4htD859Kf49FK2avkUFyJ155hrTVomfFVefQv+TOq9psP2qqCCZfcn2h10qm2hV9nVFMzX4/jhFmpya/qYkQel8nW3bI/1NzQIY7nplIBfewaEBZMW7yC8MsZh4erpRNlM7fUE5TdLy+72G7a1puawa1zysnwh+KFT1NSLyMABfB+A/AfgFAKdE5M0A3g3gVgC3AZgCuHT3v8sxW1b1XpjZB/wvAP9RVT94wNU/b9Z60ADgMwA8AMB79o7idi24X7GyWhFCCCGEkKXz4Tf9GT785lcCwCUrrgoAQFU7AM8F8FwReRCAJwJ4JICPw8wK4CLMomNOA/hXAP8I4NcBvBLADbvHH0rWfdDwOlV9t92pqioiT19BfQghhBBCyDkQDDvTcNdPfizu+smPxfv//HdvHSzTgVDVdwB4x6rrcVCsuxA6icjWOf728QdaE0IIIYQQQo4p6z7T8GwAZx3z3r1nvwD4DwB+fhWVIvOJYpOTG5/amP0go1AbYbcL8bHnIIrj38t03CEF69hbmlE5btXGyNqYdBX1cepW0xB4OVgi3UOoX7Ax8qYsUXH1mY7729Ga/jZjyYJRa2P/TXx3pRme1Se0ZluTjzPumvK1sdhrDgBNW95n2xWt/27Jybd1Z6tf58lmdr4ekf7FxU8HGiJ7WptJ/yRq6EzoFt6v8ld0z2ngVWAJY6UX+LXStkNF0RizvZyMniOKSY88IAo6jJST03M0rdfEOH8H0/ZU6+Vg6xcY2zmfhiCN7ds0uhb2fAT3BgpBF+F172yfIF4vVXEfuP6x0eA4c29U+nM4Q8XG69Jq8iHksLPug4ZvBPDtiGdE+ESuK9HLBHZXubOu6XNrHVhLRCLIbL6hItOfsti1/DKJzN0sQ76Uao4rGcB1Iy/07TovFC/56tYOGuwgwX5Ia/J1tt89NcJEe80jJAMIjON6ZVUOGpx4u/Hn2X2wLGDuJgq3ZKF7LnJy1zTloKyq8va/YEFk5BbdHxZ3v9gBinjxth1CZfiCrJnZrLBgkLD3mOBjX+xzoRIMqvYvaK7Ficft37O4N6y7XuKdwK1hJ1SKY7yqgU7tYhaFPkqyN7az/VFVX1gh/o/KP+4cVSH0cWfdw5POCqEbVU1n/8NMYPLnq60aIYQQQgghx4N1n2n4G1V9j925K4Qe3JmPEEIIIYScB8qZhqPKus80tCJyriW2rjvIihBCCCGEEHJcWfeZhrcB+C0R+SsAe2ccBMA3AfgvK6lVBVkUk835Rimbp861MNRHqTFcqxnR1xiypHaYslz8p4qLTQ5FlzafCnOlSL+wSB2tuDQyQYuMgkqx27WahpIwOyq7JoY2Mjyy2LZHscA2n0mXXFu3TwRiTisUDa6NFT1G2pGSxiI6h1E+JSKxe3Q/eWO7cjsjSiL5dty5NNYQSpMiJytU71+LpmugVn+z3Tfa06Ro2v694M5hrY7GPZc2m7IW6ZzpikX7Orv72WZboRmq009FfYLRPag4M7XGmqt1aTHhc8XfJTDxa4x/WLTARPEczg7EvETR7eN0IcH5qRJCm2dARELTzl7ZQb4lfRlQNo0D6vQS2ycmxTS2f464/ZKK93uFbmanwtxtNKkzkqvRI5HDx7oPGn4LM5OMJwR/o+qIEEIIIYSQA2DdBw1vB/AEVf3I3p10hCaEEEIIWUfqZvzJ4WPdNQ0/aAcMu9wNwE8MXZiIPHjoPAkhhBBCCDnsrPVMg6qeazbhWhRtZOYjIg/CTDOxd+D0QwB+cs4xXwHgswG8C8AjAPyqqr7sfOpxFKnxYKgxbQpjIgtxvrW/bpRi/bMokl1D3ySalWXWf5dyfH4U62rrU2s2VUrj1mgPtBou33SuthoKEpiuCWL/F/z1qaRXiM5XTWyypQvaZOOeJYtLt2g7nZYlMPkr6Utq2lmzFj9U/K9I1nBiYU1DWa9Q41VQVXTFsxPpHhYrrNzOSCtm7xdnSlmhzQr1CvZ5r/DIUdGFrlfYjzmLnorrXnEfLHJvhP2lOc2RL8sifgs1fXqE9fAgi8Fvs4NjrQcNInKuQcN9AFwG4PfOI/vvBfBkAHfsbmcAvz+nLt8C4HoAD1HVUyJyLwBvEZHPU9W/OI96HDnCTr9g8hVRJYReEP+x5sXAdlS6rOnWRV84iwwiAECb+QMLwJ9nK/wLj9kMPpiWdM5qPpSHMluquecWbWfR5TsQeIeOtVbgGTmjmxvafszWGLctek6rntuh7pUVGnGF7Rzqw3mB8xMeY8eBQd8cOUIvy+G4pv+pWtwiGiwWpI/ReR7q3jjOjtCCg1tyld9mB8taDxow+13APnljAJsAnrlopiJyFYArVPXZlekv2i3vF1X1FACo6r+IyEsA/AKAhy1aF0IIIYQQsj/W4dtMRK5S1Q8su5x1Ya0HDap6XbRfRL4K5xee9D0AniQi7wPwcgDPVtU3zkn/BACXAvhrs/+vAXyliHyCqv79edSHEEIIIeTwc3DmbuvwbfYiANcsuYy1Yd2F0OfihQCecR7H/+3u8R8A8M0AXisi3zon/dW7/77X7D/rHfGI86gLIYQQQgjZH1fv/rvKb7OrReT3ROQTDqCslbPWMw1zuA7AiUUPVtXnnf1/EbkOwPMA/LKIvFpV3xoccuXuv7eb/Wf1EHezB+ycvgl/9rNfcOf2vT/9K3CfT//3vTQnT5WbsHnTxcU0NSZWNWY07ag8eVMTp1ljJGc1BBEyHSbe1IloQw1B//zoeDEh8iIsYtp0ruMWITLas+2viasPDbIOMnbcFb7+MfLFdgSC2FBsa83BTJrRjjdkivIt1WdZ2g3gcGhQSsR9y/6F2YsuhFCDNZsL0wR97yo1XaGOx52z/buJRf38MgX5lum4LabJFe9Ka2wX1qfi/qkxbts6sxnuf/erfxPv/qvfnm3IcOfxPX/5W3jPq3/77OaV5s/7/jZbAr8O4DsA/HsR+WYArwLwB6p6JEUtaz1oOIcQehPAwwHcvOfvUwDvVNXv3G8ZqvpKEXkcZrMPXwngx4JkO2eTm/1nn1Rn67hx4eX4tB94wX6rQwghhBByqLjfo78a93v0VwMAXvkzX1BIXc99P+2rcN9P+yoAwB9+1wNuNH/e97fZ0KjqN+3+7/8CABH5dAC/JCLvAvBrqnrzsutwkKz1oAGxEHoC4K92///sUPYEgC8AsO9BAwCo6ttE5FUA7n6OJB/a/fdCs//s9vsXKZcQQggh5KhxQJqGlX+bicjdVPVDu///CQC+HsDXALgZwL1E5BSAX1HVf152XQ6CtR40nEsIvSRuxkdvQMvrd/+9N4A379l/n91/37SkOhFCCCGEEM86fJv9voj8dwD/CcBnAPgLAN8I4AWq2onIJoD/V0TerqovPYD6LJW1HjQcFCIywkz9/lPnSPInAG4C8EgAf7Rn/6MAvE5V/2G5NTx6NIHhkaVmDe2aWHvrSxClcxoL0cXKKpir1e4TE6MukdlTEMZaZcBU067C+Yl0NFHs7UGZaC2qC6kquiK+euF2mnpbPZB0yWXVGGe5qJ1Ww9C0jdc5TE0+KmjMfde0/j6soWTGByxmUldDpFew5+igTAcBoB3756IzGjOrJ6vx56jRPdR6INh09j6o9Y2w57XG3DK6D+w+2//UetssZOqX9q8nOyhPAuJYh2+zRwH4DQC/DeDJqvq3e/+oqjsAniUiPwyAg4YhEJEfwiz261y/9JeOvwLAj6jqUyrSXoeZqduvqurZm+x6AL+pqq/fk+4HMJtieqyqflhEngbgKSLyk6p6RkTuAeALAXzVInU+7iwqVnQOnoGmr8r0rCBSi17akdjMVdG+pEK9cMWLPXDQdh8EkSnTAuZc0YvUCuedA3PoVGzE5KLF8xOVH76A3UvaZis+jez/RV4t8HYfI+VjzlHg3OMSAFgH72zyTiguQJ0CkXMknrYDCTtoqBUQe5Fq8HFt6hyKXRcQR0cDArfPnosFP4CjdpbqXPMMdsiub3PPSRaXV83Ha9VAouYcVg1Ioo/2fhrrPp8S0MG3tZdP8EOQZdb/zB8kxAaixazdc1vjvH28KDuaD4GqtmvwbfZPAB6lqlZvAeBOX7AbMJuBOPSsxaABwM8DeI6IvBTA81W12oNBRL4Ms4/7/1h5yC0A7gfgBSLyYgDvBPBKVX2xSXcFZsr7LQBQ1Z8TkZ3dev4dgE8B8PWq+qLauhJCCCGEkGFYg2+zZ55rwLDLjQB+H8DvHlB9lspaDBpU9Q4R+TrMlq36GxH5Q8xGZa9R1Vv3phWRCzBbPek6AJ+P2ZTUV6vqmcqy3oQKl0BVfSqAp5p9vwTgl2rKIYQQQgg5bogOFx5awyq/zXbLnvf3CYDvO6DqLJ21GDQAwO7sws+LyP8G8A0AngLgWpnFGNyC2SpKlwFoMHP7ezGAL1TVf11NjQkhhBBCyHFFRJ6iqj+7Z/sxAD4TQAvg1ar6ylXVbRmszaDhLKp6O4BnA3i2iDSYhQjdHbPBwocB/Kuqbq+wilWoKNqN6dw0F37o0mI+l9+0sIddjzsunF8XADh1Ufm0WgFfxGZgJGXZ2ezXJ4qZrcHWp2uyj58O6uz0CkZo1zXZi4EDI55S/HIYIm/FriouvtzWrwk8gLQiprjKJCkQGdpzZu/lHGga8tjn42PZzbWITlAYXz5fmBlqGux2RayyRhqZUKsxPza6RlcTCVCTWSCgmTY+Nnh7o59PFiect+drNG3cPXbBqb5JU8qCje1+mo0dm+/svxLWP6wb2b+rO9dttGBBhabBi5z7f5/pOfr7mtaIwoPnK7pfXJ1Nu7qRb9fOphU5A1PzrGxvmf5w3Ll7aLoRnAtTR6dxCPpUex8AwMjcd07b0iXXP1ux9LnK20s38id1stE/+ZoUYvqksO2GqG/x2qyKm9es0RE9pxKdZ5Mmel9YauozOVG2Gmi3hrEj2Lyj/L1x8S12ddOYZRkoriGfuHdDVV+FmcEbROQZAF65gjotjbUbNOxld/bhA7v/EUIIIYQQsjJE5D57Ni8UkXujr/AfAfg4AJ90oBU7ANZ60EAIIYQQQg4XR3z1qCdhFoL0eZgNFr7U/F0AfAQzo7cjBQcNhBBCCCGEVKCqz8LMe+HbMRs8fK9J0gH4gKrWLOB7qOCggawEF8tdaR60qHmR2VHMt8bc7Vx59Y+Bj7W38fAIYrftGvZJvV6hxt8grNP+fSxs1pqyi932McV+X805jaqX7VruZhF7VQ3M70yasp9gWHjoz2Hb4XQPFWWpOl2KGGMpTeLbYe+VyrX5bYyxi1FvBU03P9ZfKjUNEmhD+hlLaE5ocb4sFdg2pOw1DbZdkWaoRtMQHOXSNI2/fm1T9olwOVd4A9QcZwk9KoJ7xWuE9t8GjTQW5ric6/qyGqO2om9NUIy3yKn0YBjInJAcKp4LYEdV37PqihwUHDSQlVDjOBqau7mOuf9mb7pUJZ4sObl2o869BKyoTkWLJkOh+NY4+kZvLklWLK3O7MnmreLTWCK3Z/dhH3zs58YIxQOhZmsFjaLuOP+xHZkrRSLnfppkzmHK3jnZCs7vzMvUcd52WGdRN0iIBkylDxYJDNeiDw8xP1ZZN/UUHGfzbbrkxK1bZ6yzNLB1un/c5mlbdoZYczmDJpkNdvbQjZLZ9h/X3Sh43k0+9pJGAxg7AEgZaNp+nUeT/oGS1bUraqdtVzbtajeSq7N9KHNgANeOjRN3k7zhm13QIcWGb73tigGB5LIT+GjqHcXHk0WE0P66O+PI4AebqkFElE9pwYLoXRG0wZt0zv8R47gz69uO/jlR1dMAfu1cfxeRr1HV5x9glZYOBw2EEEIIIYQUEJGHAoCqvmV3+98BiJaMFMz8GThoIIQQQgghJOIIC6FfCWAHwL12t38TwH3PkfbIxaxx0EAIIYQQQtaSD7z15fjA2/4EAC5ZdV0A/BBmxm1neS+AR6jqjXsT7RoTv+IgK3YQcNCwNLRo3LK1XTZBu/jmYWqTpXypJ5vlNGJMiSI2z1SYu50wZkaRpiESRxf0CjlplcDSB8B7YaszJhsFmobA+KufbcWvLaGZmck3irOtKKtOLGi2m+xNkcx170adOz/WzEhF3T6rcYiIxe3GZKwzMcWtj5+1uodz5b0Xez2B2BywM+ZTrl01okgVZ8IWii6zj4nvH+TvVRt/3rTJxalvbNs0wIk7+u0Yn+mbRqW2dRqLCDVK6G7c7xO6Dd/XtBv+ekU6h159At2B1SsAQDPpt6uZ9vuf1AVK6AoVdh73jfZSu+F0D5r6bZ3F9ffbOh0bk8pRLhppShbMvkv2lFUh2o10D1bTYPUv46k3d7PGf4Dvs+29mnJyupRszkXXZF/HCuPPSJ9UMvoMz5cE/Y/VQmn5ua0xQrXGmhHtZtmYdefETjFNDaMKY9bI1C9iEbPWc3Gvhzwe93rI4/HPr33+rYNluiCq+itm11PsgGE3nYrI9QdTq4ODgwZCCCGEEEL2iaq+Ye+2iHwygM8G8DeqesNqarU8Dq28XUQ+sZyKEEIIIYQcJKIy+H/riIi8TkReLiKfIyKPBPAXAO4O4HNE5NtWXL3BWetBg4j87pw//9iBVYQQQgghhJA+L1TVx6nqHwP4EQAvUtWnquqPALjHius2OOsenvTZInKFqt60d6eIfBlm9t3kiFBr7mZDzm388KJEZmZ+je9I01BY51/h1k/IjdUiAMjz86kyZJPA4CxKZ2Pio7IK5Wvymh0b54/Ip6FC02ANzwBviGfbmUc+7jk04yycn0iHFPpzONO6+dsRouJ8R5KJ785Jkewi8RU6lagsb9jVT9O0QGqNL8O0r2mQrk7TkE0cfzK+I5gAavY14bM8/3etyEvBtkGyInX9+y6ZdqUcaBq0fK9ampSgYrUiVqvhzeYi7wQbW+9M0Cqve2nfzPxufllNm9z9YvvsyPjPmhXO8u5vt1YHIf5eXZRi/xxpvIJ8vL+LOaay7yVHkg/t+f/rAHz3nu0zB1qTA2DdBw0XAHi+iPw/qvoeEdkA8LMAvgFAjb/rymjP3I63Pfd6XHn1dbjL1detujprRyRsK7lE57R+HXOVK+t6VXkhwkFM0W21PPiICE9XKZ/A2E4LJmS1hYdu4aWPj5pBXpAuNJsqDeAqykpZwo88V5Q9Z0YMLJqrPqbFCEXF5pOSzzsy4ytcw0gI7U3asi/fDnyCNtUMjmwayRnaeNM8uz2kSHRVhMaVBjuI2P8wbGAqXKPdlVEppyEAgPe/7eV4/9v/GKJ14vUjwsxfU+RazL5Z9+oYrlhJjZbIug8argXwBgA/LiLvBvD/YjZy+2QAD11hvYqMTlyEj/vG61ddDUIIIYSQpXPPj3sc7vlxj8PL/8cTVl2VgySJyM8DeDyA31LVd4nIZwP4HgCvW23VhmfdBw1/o6pTEXkXgF8A8DYA16rqDoB/XG3VCCGEEEJIn+FCzNYdVf1FEXk0gD8B8GIR2QJwFYD/D0B5vdxDxroPGv5ORP4WsxmHL8bMRONnReSZAB6rqr+6ysoRQgghhJDji6q+es9mC+A3AEBEvmM1NVoe6z5oeBCA9wN4mKp+EABE5D8DeB6ALwGwvoMGKWouq+JaI6OiRagxZKmpT02c4iK/MNRoFVIWb2wVptl38VVx66F5UI2mwWLzicp39avzC1uESCzoz4etT3B+IqF4Mfbf39/WOClqvC1LVLyAMdInhDLHvUXVaQqKQugKzQeCZQTje6xs4FWDE9+6bS3G/kueljUN0gDZmDea/kdSApLVPQSi5oKmITrGt0GdeZtrV6TViDQNxrQu0jTY7sfWMWXfj9q+N2UZbJGHEvGCE140XxLSn2ufzTebZ9Ddl8kLs2tYdPGIIqLll3mU10Dl1yyqUGOaWUOV5qzy/X6MNA0QkbsBeAD639QC4D8C+B8rqdSSWPdBw98D+BzdswyKqp4Rka8Fw5MIIYQQQsiKEJFvB/BziBfnWdJPfatj3QcNv6bBuomqui0i/3sVFSKEEEIIITGii0UcHFKuBfBAAO9V/ej62DJbM/kVK6vVkljrQYOq/tycv/3IQdaFEEIIIYSQPbxBVd9jd6qqisiPrqJCy2StHaEJIYQQQghZU1oRueQcf7vuICtyEKz1TAMhx5VFxa5kTai8fut+nWsMzhzaOcEwWW+OgtkcWS+OkRD6bQB+S0T+CsDeGQcB8E0A/stKarUkOGgghBBCCCFk//wWgIsARI526/2r0AJw0EAIIYQQQgbjGM1evR3AE1T1I3t3UghNCCGEEELIAfLed7wU73vnywDgXNqBVfKDdsAA3CmE/olVVGiZcNCw5uSBDH6sX1Zc1upm0lS02jSmJq+DomTOFaVZJN+DDH2vqa+ody+MzoXbZzOKbsygfFen0vaCiMpCBke6QH0kMHerYdHnpKYPcMdYbYKkyDPPI2bJ8rT/wocyN1MR1w67LYCvc1Xevl1q2mrbUdOnH2RfrKILlWdNNCMPskWMNhelpi9eiCUuHVrd1w6Q5kCp8LbcD/f92Cfgvh/7BLzjjb9x63C5DoOqvkJELgDwBQC2VfUPRORTANyiqn+24uoNDtVqhBBCCCGE7BMReSiAdwH4SQBfvrv7LQC+WkQ+fWUVWxIcNBBCCCGEkEEQCFIe/r815ccw0zR8DIDXAoCqnlHVn8Bs9uFIwUEDIYQQQggh++fvVfVvd//fBmW1B12ZZUNNAzk0HLTmohQnKirQwopqhyEe1a6nrU2gL1ng1M/Oj8Hmu4B+oHpfkHXpXIfaGqvdiLN25diY6jDfgi5kpnsoFLYgNt5ckvh4fBv7L41ru/VyiOL8LZoSVMx9F8T6l+L/o5JsGyRnt88dI6nOk6KgeyiV89F0/e2ob8tr5OGRE5C6ijSFUxi1cxGtzVDUapgImcOVe/7/zg5LRBKA+x14bZYMBw3kSLHowCL8oCt89C0sel430doqqRwQrB2HYDB4UFQNEg6B2VsojiZ34gcx0SCvnE9pkJBFoQP8QHTQz99xed5rOUbmbh8WkV8D8GwAF4jI/QF8MoDvAvB7K63ZElj/npwQQgghhJD14+kAGgCvB/A0AO/EbLDwJlX9H6us2DLgTAMhhBBCCBkGPT7mbqqaAXyjiPwsgM8EkAH8iaq+dbU1Ww4cNBBCCCGEELIPROSTAHwFgE/A7Hv6nQD+z1EdMAAcNBCyFhyJeNgFRM5rh2KhYPalGUsdUobQMAxl7nbQWIH3YWSVRp/k8CMA0lF4p50DEbkQwC8D+Pfwb4zvEpEXAfgGVb3loOu2bDhoWBLt6dvx9udejyuvvg5XXn3dqqtDCCGEELI03v/2l+P9b3/5qquxVESkAfBSAHcD8FTMvBn+DbOwpMsBPBzAfwTwUhF5jKpOV1XXZcBBw5IYnbwID/nG61ddDUIIIYSQpXPPhzwO93zI4/Anv/C5R3n1pP8E4FYAn6WqO8HfXysizwHwOwC+G8B/O8C6LR2unkQIIYQQQkiZrwDwdecYMAAAVLUD8B8AfOmB1eqA4EwDOVKkLOiaAeJxF4xJLxp6RXkfFYOhRdsQnI+VUVu0qfORuH4DYo3SqozTbB5ZgVXqGtS4mRWM3e5Mpof/XohWvqmJUbfmbjW+DYuUUwOfSbIk/lVVby4lUtWbReSDB1Ghg4SDBnJoSFmWJtCLXjB2X2m7Nt9F0iyTyEjJ1cl539W1y+cT2TRbR+HyQMsNziTw5g6yKTl4R3lXDRAWuDek4rjZOVzOh7P9wEtZIbnwsa9d1QCg6JidM+Ccm03bkyDl+TnZY+7Me++2ltsVtqminS6fCvfp2XkWs2+xj/SDInJ6Lrk/x/kIsrk7xOaTDs4YbMi+d9X9+Fqhi90fh4Rb95H2lmVVYlUwPIkQQgghhJAy+xkdHrmRJGcaCCGEEELIIAiGNXf7p396Mf75n18CAJcMluniXCUil1emvedSa7ICOGgghBBCCCFryf3v/7m4//0/F295y3P3Exq0LB4H4MOrrsSq4KBhmRRiHJu2PBIfb7eDVGU02SimabpytFoU/+7yqWiX/RVCVPy+KM7XbEdpaozSSu1Q0XKcugCabDy+zUjdThePH+zz24Cb6VxAUK0p0BnYNIEWIYrzz6btuekLR1XUnR80Ffdz1C5bR1NWhr/uuQnujcKvX7nxgbi2nRD1bXUCASOiDVAVqBHXJns/pQxbo+jecPdU8CzZ2PGm7R+TWkXq+vVOnVkgJE8hViAckcYmby8iVqOSjbQbeTRffBxpGmwbJGekdmL2maXTo3bVtNNcP+lGaIzOoWn7fW83Si7e216blAVdmn9NU4K7N6K+r6SfiPteUx/190/UBrfPdNg5AQnz6xNJSWr0HYvp0sKcelvi9iB4NwQGjxXvStdvBER9kqUbV9yrFdTUp0pvooFW5ehwK4Cfh3/8LAnAdy6/OgcLBw2EEEIIIYSUeYWq/lhNQhF56LIrc9Bw0EAIIYQQQgZjSE3DmvHMfaT970urxYrg6kmEEEIIIYQUUNW/WkbawwJnGshKsPGfKYuPvQ0CTnMQ++vz3f8qZ+H6+GZIbWNUVdT5RkTmbi5E3x6jimSDfyOvgCWt2x76Etjz4fQL2cXa2jh/iAIjEztuNA0SxSHbdqq4Cx8s7e6PM4iKj5sPfRHMvkirYdtq2ym5bFqnyaXJzcgkUdjWqjUvLHgZALNnqWn791gymoamzUhTE/vfbZuyJkGsv78akieYRwKg9p43aErOKM1ev8iDwbVBs9NmSHuqX1iewLUj0jRYDYOR6CRJQO6naSZWY6Fo2v51jvqxg/IqkCxhf7yXpo00MTYfOF8NSTbO3xu+ef2NDvIrdaT1cV1E1P84g5dgT6A3oU8DOQ5w0EDWgiFfkAu9cIIP5xoxcA2lfETFDVCGYqgXWfQ9XmWCFpiw9bcjLZkRyAZ5R2W5F3vQ9tKdUSeAD1R+bltdW31tMlAxiJFCrWuucc0zIVlDMze/XUgTjdsjkzhbvk2T4YzS7CBCcq4zbiuKnIM0CAYNrl1mQKDWusybzQFeCL0oTnw70PMeLkJRuOXr8vXhDTZfDQYxNSzro30mcj7/NMcJwZEWQh9rGJ5ECCGEEEIImQtnGgghhBBCyDCon0EiRwPONBBCCCGEEELmwpmGJaGi6EbzDVe2zsw3LgKAzTtuHqQ+J++4spjmtsvK9alhc6ecz2TTmEhVGAwBQHLCusAAqSC0QyrrDHLjjcms8FcDk69AQ1cUGaoIkhX6mnalFJjEubajKJYOhb62nUmRR/NFzt249QZnYyN+FUUa9wWo41E/TQoucjYCD9WEtut3VVnstRhDzXGRyFqcCrOsw1AnclanAm1MmiZ1Tq9h66cq6Gy7zHY3bqGp/zzZ8y6dF2Hae04yMJ729423TZ2nU6T2dG8futv62/kMbKy/2rh+aQDpG5pJa3QGecuJiqEn+9vSILXWAM6IubM3C3Tibc2Q9o7+vmyE0HrGtSPUNMAIofXC/jZ227+H0eSEOUYx2uinGU/77bKi9dlx5tnOrjr+mCxuQQnXHwUi+VFn7pWJ749HEyNAz+rM9tT01+1GQjb7mq1IP1E2+vQLU5gEgbmkN+MM+ojgfPm1GbxWy6qq3LshoMa4bboxLafZ2i6mqaHdOFlMM57WfScc4SVXjzWcaSCEEEIIIYTMhTMNhBBCCCFkEKIF5sjRgDMNhBBCCCGEkLlwpoGsBGfklr15UBQT6VdBH4YaH4J4vf75x8ziYefH3gq8ziBkhQuBh+Z3Jd+K1KFJ/bjekdmONA0m/H0Wum2Oy2K6rpQBs4a/c5EK6ljSd0THQBTJ1MfWr0k+1t7e4FmT028gBUZypeu+oE+D8zfIGZJN/LT2NSiqE8Sx/nvTeA8Gmw907OvjvBwykHy6fhpfF9+GyFvCtquDa5etMwAnInDtCuLPw/Ps3ByCspZDjSdOZENiHw1r5DZLN/9enPk0GL2WqU/X6NKM7Wq8dsIWWD8VQo4pHDSQleDEeblO/GY/AyMXaeelVEPw8eiEdoGIzond7aAh+HDN2TrEppnQuVBWaV5Qk/oPZ5umwrROU0Z2AkIjFB+1ro7JiJwlZWyYfSdHZ3rbTTBomGYjDkbCpJv/8diKOkfo6EyocesNRqruGDEiZ0kdRkYIfWLcb9dIKkSQSNg25Z8Z9dupTef8lt21aPw1jRx9m9bsm/bbldoJ0PUFwprvMNunUBo0AACk3w4/iOi8WDrKJ5k0RgjtBgiAawO0A1w7zLZuwwu8/aBBCsrjSATu3Kg1o2k3e/usQ/SoS+4622saj4l9f2jxfa9g1Fkhtr1/gMY6iE/8fZA6O+i1izeIF0K3tl1evF2F68e06AAdmWo6MTf8ogquf1b/o9dxh0uuHk04aFgS7ek78I5fexouf9hn4Mprrl11dQghhBBClsb73vEyvO8dLxs833e+78V41/teDACXDJ452RfUNCyJ0ckL8aBv+VEOGAghhBBy5Ln3gx6PR3/+zwCYTeIO9d+D7vm5+NxHPRsAbl1pAwkHDYQQQgghhJD5MDxpiYSiyj1snZ77ZwBAOvP+ciJrkhSweUd5Vm9je5jbYet0OR51Z9OaB/nxa9PZeFinKcRo1D+ubRMwKgdTOjO3wMjNXr9u7EWqedS6fXuJNA2p8yZk2ewLTYmyNbqab+i1u9PtckZFgZ7Cmg51434786h1BmdbGyauP3W4aNyPL7941L/pI03DxGgaOiRsd/048VOpb5i1nTpko1doo7YXzN2swBkAxsagLknGltFqXGjaNU4tGqNG6MxvNFkTNk3Mfmu0G9PxBsToA5y5W/bmU/ZeaDqB9d5rpn1DKGlPA13/h7zc3djbVt124mM1WgBB4+psRc6SJnBGaYFWQvKG2WOuXyg8tnqFCaD9fTn3Tes0b7t2hHlbczkYs0J4rUaaXtzPttnCaKdvojWe9O/5phXkZPoJ93x7wbB9lgGv+7LbTZecrsB0axhNMhqzQsFop/9cAIB05sDk+z81+5qT9hp7/U3Yt7l8fZ/uDTq9ENobtdk6K2Ca5c57oDmrMW6z75SIdrNs7qYnThXTRGaXvj7l74SmK//WLBoL5cnhhzMNhBBCCCGEkLlwpoEQQgghhAwGV5M6mnCmgRBCCCGEEDIXzjSQlWDXHE/BOtfOkCq7kOKFf80omfyoKHKFd0KoPbD5mnhcG+ua4Ndkt+uHq+gg5m6RUZj3aYi8AEzsbRNoGkyc/0haXND04+YvMtuNdC72f2IMvXZ05NI4L4cmIVsDuGARdnU3kFl7PnUu9ndrZDUN6jQMVquxKa3Ta3SmPi2SM7e73ZzDadNBzXH2vkzBvRGZJzY2LrszmobuzDl8GfaUracCTYPRKyBBbFw/PC523HpooAGs34XVbwVeCrYNQAfN/bZm0y7VbajVMNhtSYAGddybBBuAGF8PU7YAaKb9ejdtX6MjWUJDvr2U/l573MxY0/sy9LczktE0WP2CqDcHVGPil7oR1HjJ2LI0xXVchJJ5Y2icaNKISvB+mF8OIUcVDhrISljElTQy4nGGcOpfgAtRY4JWkQaizrSqyl15ATQoK2SIF5yo+7hO5uOxkYwN44y8YT6oRsGorzOC1E0AnRFPjk2+k+zN36xLs6qgM2ZTtg0iCjF1SibNKBgQRNtNyeBN4QZDziH77JqD86i46GEWzoHZuyJ7cXDnBgn+mGif/RCbQGEEsGYwMrtUtnxTdOTkHGwr5js3zwYM5baLc5Y2+aDzgm7rWh24WNfgxLdW1FtxTH1Zdlu9g7gVt2uOXb17+fgb0QpmF61z+ENQTV/n9eU+b8Zk7A8KoY8sfBQIIYQQQgghc+FMAyGEEEIIGQwKoY8mnGkghBBCCCHHBhG5m4j8tIh896rrcpjgTMOykNhoZy/j7QoTsu7mQaoz3r5PMc2ou7iYpmvL8aYb2+VYxnRBf7tpIyG0OSgDkkxM+tgL5rqy153Dmv7kVBY5qyjUCoRNIxQ+RDZZwyHUCPZ8/H1o7ubymS/gC8tKOTC7M/HmTYuREe2eHPUFn+PU4qKmb/h2sdkeoXN6gB21Quix0wdYA7isyQmNrRA6q4TmbXvZaKZOV3DCibezF3infrsuSDsVQujGpbmlubC3fappXTuqxJyGlIGmNfdL168zdNsLn/Pt/ST5lNc02Bh9aZBkq5/ECIZnBl/9+0dsO7UBpC8Q9nRemG1Fzuic8DmrSZO9ENoJo6WB2N/ZjJhb8hYgRj/hhNlAaq0Q2uhmOoEW+lpRQbKLLASvFGuM5razYNTZftToldoOqeuf59R5czcYIbRYnUoaueucTNub5M3dFmG2UIXZ5/rDSAhtjlF159lpJURdP2/70LCOFWm6cdncbXOzwim2gs66+gVUmbthpoNZV0TkiQC+GsDXAvjxFVfnUMGZBkIIIYQQcixQ1ZcAuH7V9TiMcKaBEEIIIYQMg+pazzTsstgyZscczjQQQgghhBBC5sKZBnLkqDECimL7900UDxutFW4Kc1qEc+W1xlgvg4gG2fkQjMyPOzamP2IEbwBnSZKdZsB5HiDB/vjl05SZeTCYdhV8G6J9rTMKCxAtLkNSq2nwBy7oH1BKpx1U5nseKDIENeIjW5Y1d4t8Gkp5wPkHeO+JAO18v+Hy6SDwniHF+qwZ0S0XeSz00M5pGKyZomiGLvBbpdVhhMUfsj6UkMMIBw1kJVhhWfSSqtCILY0a4zaNPujcoCHDTegV3KjXglIdRZ2o2BquNZLdx/SmMXerGTR0SNiR/oeYNY3bzhmoMHwbFb5XRqlzJnW2rLG0GGF+uyKBd8SO9Ltgew4lMKgKXb2tS3TwkeXDBbxJW40JmhMIu4Ia76ZsPyYjJ2eXbzSwiIzc7IDEtqELTdhc2a6Ovp3W3M0ZwKELBNVW8L3hjezWfHlKUQ2M2+ygMwf7jGO2ZqgZfDjR9RLDWopmnAgGKIKqZ5D0Geo6vu7dz8Xr3v3cs5tX2r+LyL1Q9y37fi12XqQEBw2EEEIIIWTteMT9vhGPuN83AgB+5A8uvTFI8hcA7luR1ccBePtwNTuecNBACCGEEEKGQSvC2YbjwdiN8i0QrBFM9gsHDYQQQggh5NChqhwMHCAcNKw9NaK5BdzMAlYdV7uIhuFAdQ81wucFqYm1HYqS6WAYMx+JtwtEgmGLFUYDMw2D3S7l0wRCaEuS7IzSFhFCny2v9HfbttY8p1Hb151YMGxj3QEYDYo9rn4dgoIQuuIchnUOxdyBm6QjEmLv3c5VjXP6APv3SONlYu07Zye2OE6aNVA8uhNGo9z2IVmkHw1NM5fEQWojFu3rFkGgEF173cfm7r9cRXQf8GQRQgghhJBjgYh8FoD/urv55SLyVSJy8SrrdFjgTMOSaE/djnc+5+m4/OGPwRUP/4xVV4cQQgghZGm8510vwXvf9TIAB6pp2Deq+qcA/nTV9TiMcKZhSYwuuAgf+20/zAEDIYQQQo48933gE/GYJzxr1dUgS4QzDWQlZBvDn+wK6F6vkNPsP7tvGYiKj2W13hIAtBTvGsXZR2vo27yXGEcrBfO7qOzoXKhpm9ULdJqczsDG9UO9PmBH+/HwLRqXT7Rty7fbs322bfaYDMj8spKU29VpctoMy46OXRpbZ1UZyIkwwtavgYvZt+ZcMg4i6b2mSkzefrtx+2w+Iimoj71/Ij2XyQedMxmz+YgmqNFhOC8FaeA9V4LzZfN2aRpfH0PUbdg+c0hseZr8PVeqc9R2ddvJ5ZNNWbPtoTQV5X61qGFQLPEZJORwwUEDIcvmmL5wOk1oC+Lks+lKlPKpyaNuEFFHWxgQtGiKQujDiv3Y9yLn4NzYD+fqwkrHNSiKoaVx36DWNC76RHUf+1Ead02PxjWuwg3gDp+wnywJHU5MT9YLhicRQgghhBBC5sKZBkIIIYQQMhA6W36YHDk400AIIYQQQgiZC2calkWFeKrdKI/ZJF1SLqsi9rYbb5TTNOUYxG5UTjPdKMeJZ2MwlpMiGVekNrg7vWDP52PzjrCawkgw5/ZZ1bUopOtXUo16W3Jy90Ey+URpnOi6Vozn6uyq7LMJyrZttds5N2i7/knc7vr3WJcSzuTN3r7b8snedmRw5oTQ6vPZzv2ydroNZPMbyKQzwtbdeu9FzI0wAZDMvm0x7dKExsTx3y4n+mlS+dne0RFOm3btmHZpbgBbZ3ttVJy43YpmcwLyyFznZPoEnUJMO0S2+ockQHXaTwOPPc5tpy0INuamgTQQsf2W1SJMgrKnZk/n9ols97ZTAtTci7adQCDolv71S7IF2DqbcwrZgKb+vdmN7PXLxX5MRYMFJcwxgczAGUmmKB9Tn8a/Y3RqheP+nrft1GbkhNC2LA0WvKgxQYsWa3B+Zk7bEi144fMtCqqDNLafj8gVaVJXfr9Pp5vFNDVGpCcqyqoV5K/zkqtkcTjTQAghhBBCCJkLZxoIIYQQQsgwKCDUNBxJONNACCGEEEIImQtnGggJiDQENmY1jLMtaBPCsnIQV1vBMg3gHFG7zD5ngqbJ+Rk4P4WgCdaToUM5n4zkPBes+RzgvRqS0SbM/h7t629bUzZbnx0dOd2DpdMGk9zvgn0byuZuNfdBGDodmI5JYObWr88U3obR5ptCM7c+TVi+S1Mwd/P5whnSqQbeEa6sFIR8B4KAUp2l8XUKyioapQ1IjR7AYg3XNEnRDgPSeBFVVJ9kNQ227JoakuPEWz/8x3jrh/8YACpEnmSZcNBAVoIV7GkSdGZf0/qPoUhA3ctH1IsBK/CCuQohdLTPuotWHFMjtAsdqm2+tYOIirJSLrQ9N04QN8n9D8ysCXd0fXHryHxwNpLRSP9rxObTwudjRddtbtAawXBntqMP8MiROZmbYZL69ctISF0/zWlpXZ1tW6OBjxV0O/F2N3JCaCewDAa4/vnyYlsrUhXdcqJdK4xOkovOybPBh8k7WWH0CZ/GCYYbLyp2BOZutg2YuH3JCKNnV8rm4x2r7eAjyQX9Q4J2uTakDWjTf/Wa9RSQU3nRhxo0qRfJm3xE1QuPA4doK4bOyX8+2DPm3J+bUZCPF0Iv1IdXDLhdmsDWLxIwR+8Hcm4EChnQ7O+hVz4WD73ysXjt+3/z1sEyJQvBMT0hhBBCCCFkLpxpIIQQQgghw8ElV48knGkghBBCCCGEzIUzDUvExoVbJltz/zxjfGUxiVaYu01PlM3dphvlXwa6ppxmWi7KxdW2jSLZrIO705sQzc/3XJT0Ciknp09InRVYihMZWrOwSNOQWl+WjTuWbv+C6hokqrM9F503d7MGQ107dnXabvsGQ6PUYdz2Y/0tkVg40hlYDcPpth+jPmk3nGC5a725m9UHWKRpXY12rHZDshMsWzZS67QRrn6acLrtdwITcw7RjSCdNXfbv4lUN1KvaWh8ByTpwn7e6eL+MUhQe4YqNA02H8iFENtvmbJn+wqdZGjAZtN0sIJqMfqFpI1rhzV7mx1n8klW03CB1zA0/TTabKEbW3M3mO2yuVttX1dCRdGN+te0G/XvqXajQWO0B03U0ds+0mgauvHYmbnZtrcjbyK6SFtrDDptfw0g1kFEZpvFssp9tn0XRDST8mfadOdEMU2NuVvTVhjFjmpmEJRLrh5RONMwACLy4FXXgRBCCCGEkGXBQcMuIvLjIvLcinQPEpFORPTsfwCetPwaEkIIIYSsOYrZzN3Q/5GVw/AkACLyqQB+AMBvVST/XgBPBnDH7nYG8PtLqhohhBBCCCEr59gPGkTkJIDvBPDairRXAbhCVZ+99IodcaI1yLONRs4+BtPZBQSxrlb3sBAaxL9a3YGKNyqq8WkIjNJsXHrkuVDycqjFnZ4KT4goNthqadrOGoElnEn9GH0b598EZlBTY3jWaXLeDVNTVpcbqNUr2GBpoKgNUYzcouytyUdEMTFpRsZrwuoXIqJ2ZVtWTk5PEt0/9pra+zCLuvXw86gfk560c14JIkZTIB28nwEcYuP6bb7pBLxxm/U3aIBUEEhpEIPtfpGc7Jb3URIm/UNyAzXXULSf5s467c3HahrSCadpsH4Ymsau34h8Epx+a8F+zXt2mHyyuP64NY/ORvJ+CtZvIS7btHOUipqGikcnxPbP2mixH4vOqO/ryn2vqFRpGAg57Bz7QQOAnwDwNAC/UpH2ewA8SUTeB+DlAJ6tqm9cZuWOKvZjv4GEL7P+MeV8FzEFAuKXQGT84ws0x1XmPW97UIYSUEcDpshMyWxHbsp22w4knNuzJnecLQtBfRwV7sqzv9svOP+hYevT2o/X7AdIllZH5cHFQZpIhQsq2A/7jfhj2uTjDM4WcYSWprjIgwChENuV5QYXgZOzG3gVjgn3lV2sVfyH86Is2t/tl5zEed3ZAYHkHPyIsv925qSDiLxr+tVwYYjgsV1qH30kUYBC6CPJsdY0iMgTAfyjqr6z8pC/BfAMAB8A8M0AXisi37qs+hFCCCGEELIOHNuZBhG5AsBXqOo31R6jqs/bc/x1AJ4H4JdF5NWq+ta9aae3fwSv/5GvuXP7Ho99Eq567Jeeb7UJIYQQQtaKf3jDr+Mdb/wNAMAJAELh8pHk2A4aAPwkgB9e9GBVfaWIPA6z2YevBPBje/8+vugyPPy/PP/8akgIIYQQsuY8+JpvwIOv+QYAwJ8869oV14Ysi2M5aBCRbwDwClX9wPnko6pvE5FXAbh7UEoogt1LpNO05PFFi1XOMNmqMW3xRkmWmljTdmP/8ahRvmLifjWIdY1EzzVxvpGY1P7dprFiZRX1hm/JxsdWGAypOEXeIkK7qKySkdtsn9kRlOW3kzNGsiJeqGBiRKA2zj8F188ap2VNmFjhsykrdyOvoAweMHvua8SlWUw+omgDw7feMclrNSI9hxV0q6nzzPivLMgvkZM/HbmxOzKSMVOzAmJkeMGyM0FrnBjY5ZNOwEbHahMYVFkRsQ2sz1MA/TT+F87kA3GNLkOAXZH33jRehC22fAnaVRJCNyNkY54WmZnZvsT2fdG9Gwngk32ebJ8Q9Kt+oQo4c0DbBskCyTYfK3r2eo7BRODuOVDfr1vTTFHA6ktq9AuRkdsCWrUaY8bGqtIDJDKyXIAaMXeNwevs3HOm4ShyXDUN3wjgV0XkjrP/AXgMgK/Z3f6hfeR1M4APLaOShBBCCCGErAPHcqYBwNdiFna3l+cD+BcA34/ZQKCIiIwAXAPgpwatHSGEEELIYYWrJx1JjuWgQVXfb/eJyBkAt6vqu/bs+wEAXwPgsQAeipmp26+q6h/tJrkewG+q6uuXXmlCCCGEkGPGW266AW+9+QYAuGTVdTnuHMtBwz64AsDdAGwBuAXA/QC8QEReDOCdAF6pqi9eWe0OMTZmtQkcDg5qDfJzcoDFH8Z1wEtGSbqgS1PJ2yFEU6UHQx/XBk3xQu0LUFVvS4W2ZijsmvpI6RxeDSUWOaYCSV7D4NI0FT4NqHiWozYsch/4fIptWEO8xmx5/dOiZm5DUfW4H8L++Sjx0CuuxUOvuBZ//aEX3Lrquhx3OGjYRVWvC/Y9FcBTdzffB+BhB1mn48Si32oHOrAIjNzcB51pQyRytgxhYH0++I//QJReEI5H+xRANi7NfkDgxdE+jbh83IAkMm6LhIkLmbvZr5rsjOSc2VuORd79YwSddbFe4OMkcqz1wtbKm8wZrFln50n5A1wCgzO3HQxQnMg4MIAzKILP2QqTOutYrej8YgRWGB0MCLzzdYOSVFAlOXfliCEMzoYiJ8DqX2sM6mwaTd59epkM0bcexh90Vo/CL5BAjgKH7ycQQgghhBBCyIHCmQZCCCGEEDIMqjR3O6JwpoEQQgghhBAyF840LA2tM6QpZlMxWq8QL6a8PvGxRwl7jZ25WyfL1BCuNSLqDOAsVs8QpynnUxO8rKI+PtkeN5DApKRn+Gi6fvu7VQtcbH+zyK+F2i0oqA7ysQHwJl+JlnWsasMi7ezgdQ1BPodQ+LwI1sjtXPvI+THIdwQwXN9WYQAHgOZuR5Tj0bsRQgghhBBCFoYzDYQQQgghZCC4etJRhTMNhBBCCCGEkLlwpoGshGTX0M8+VlKC2Ek7yo3SDIbN2uoXRJ2GwWkcgjhSn0aGi1utYLE6+tj/aF9vUzKa1Pb2jVL/16cUGWiZi5w1uXza1O+6NCd/YNSuVNBQzEwPTH36dRZRNGafbdfI1Dcia/IGcNE9Vrg3Zr52/TQ1z5Jkcy5ydnHIqhNT2ARVvyA6pz+bzwasqYnkaT+JNF6z4LaDukSaBlO+axc62HapTuGx5ffzkUD3YNsgmp3GLGX/+529hna7a5bXZ/iyvS4u1jTY5yuZv3tnjYG8FEOcxYLToPljbLsUKGuqgrwJOYpw0EAIEH6slTjID/2hWLjOzjct+GAYSFTsRcQZRddhUXhnPedGtVB9FsW2I9eYRNV8QS04Tq5zvt1/SIHaj+KDFgIXBxI1De9cOxarix98OHIeRDB8GE3HUlZ0BVM4yf5HpXVHky73B6zDCIXQRxKGJxFCCCGEEELmwpkGQgghhBAyEBRCH1U400AIIYQQQgiZC2calkkhpntstXgBaXr7IFUZb19WTNO05ZjMXBGvPJqU80knvMjPxoRGmtVsArq9oFogUi6/JPRVUWRTAbutSZ2w1uaTRZ0aL3UmXwAp9c+rLSsFomuLJgV0/7oCGz6cU3Zx87mxbc/Qpv9LUtP0xb9N6rA16t/kJ5rtfhrJaEyw/ST3u6WsKdAH9M/XNGiIExlrDpSRhpRd8H8z6gtik2RsmHZtNTu97XFqnXGbrU+nyaWZNpv9Kjedi8j3hoLlWPxRJ+55StN+G1K3A2j/+kDv6G/mbaj7BdEKiBuIGBGxlZsAgQGcEc1KU46L1i4QPts2dNBs23HK1PkMSkJoQfJ1tu2SDZePdP36JGwhtVYE3s+naQW5oh9zcfTmlo+0AXZfyuL6fvMoo2kVqTXi7da0U9UJodX0Rxq8Y0Zt/5xqEi/kr9IDBX16QfgcarySfaeUF32IyIX+epam/OzmUfkXe93YKaapwfbzEXVaGoVS03Ak4UwDIYQQQgghZC6caSCEEEIIIQMy3EzDWz7y13jrR14DAJcMlilZCM40LIn29O14x68+DTe+4YZVV4UQQgghZKm87x0vxav/6CmD5/vQyx6FL7//kwHg1sEzJ/uCMw1LYnTyIjzoW3901dU4NIRGbjZG/SB9EaKwzWBfSRshKkUPiCrjoICwrIGoMXezgdg2Pl8kO/O2DWN6Zo8B4DQOgDeB82Wp8xPzxgQVv5EE5m5RWXZftG3b4dqVR96TIjjv9v6IzfhsNsHzZOPvA9Mxb+5mYtThjdIcAq8zkEAH4Zph/RaCfCyhpiHSXMzXYczqMz+fmZbD3gv2fHW7Bm97d3ofCRv7XxHavjBD+AdIZO5m9VOIzN2ivOb3d8s0e4sLNPUxz46mujqVNGfHgXs/6Am494OegD95x79bdVXIkuCggawE2wmnwNDHiQMhsP1yG7imasE8KCL6SLYvAScGlsWE0E1glObErDUOzAswcxg2OyvKcu1sWsAIoUdNXzi60UxxctQXgW6l/gdnKISWfrfUaXJpWu2LJ7MmqFE5tvblrwlaGFil1LnzYduVRLGR+vsuMO0cS+vq3Jn6jVMLGMHpyChQJ6nzdV7AiFC8vts5MCNPAT3Tz9tu51NFITQCIXRSKyBunKhY8oapYDNzqZ5HZKbm2tD5fUYYnXXb5eOF0A3swFOzFW+PoTjR39f1ywaA1BlndNcfiu8PnYDZZVuFHUSIeuGxFUJLVvexn9p+ItHsrpeYez61DdQs+mDLypUf6RbbX0du6qX+elZJO8iTqoUzDqPZ3vJQP1gmRwKGJxFCCCGEEELmwpkGQgghhBAyIFxy9SjCmQZCCCGEEELIXDjTsERK5i4b2xUx6tMPldM4kyTP+MxV5TSTE8U01hwnYnO7nGb7hIl1VQkNjmzZ2agnbRpRbxIXUTLr0ZS9uZuJ4VdRv88cIzm5WNfOmPWkLiF3FSZEhdh1FQ31245SfG4K4oNtnG/TQUwwstUvjFOLi0ene/subfqmWqMgeHknWU1Dg9O5Nfv8jejM3Ayqgi6bOHrT9iZ1EFMna1CXkHHRuN8u285NadEYkWxn4vo7TWiMsPbUqP8MTkZTpxe2/UpK/t6wz0DTio9T7/qGUNLe4WP982297ZmmwV4z+4tiA5Ex5pESAKtzgL02DSAbc9PMRNnmGTRtADrXjpz7ppk1mgbgrK5hD06LtOH0HJL7z4UASJ0xQnQagsDgzGxrU6NliQTxZWNNW5/RpHNmbqntPxei2elkNPXvg0ZSoGnop8mBuZvdjoj69JKGYdavmowCI0J7rp1mPlqcoMq4rZym3fD3oaXZ9LoZS7TohMW+m8Ky2oqPANXyIgbkUMKZBkIIIYQQQshcONNACCGEEEIGhDMNRxHONBBCCCGEEELmwpkGshJcKHCOYm37aTKAhPlxvoviNQSoiP3PPm41WUOos5n1j9tLjvJ22z70tsbcza9d7pKEZVs9R9TOZAKfN5t+jPNGanHS+DJckPpx9I1kjMwvUjs6nrsNAGdMWdM8cpqGNnmtT8lIb9xMXezvpmlDkuz8Jk6adp1ME9euFl7TYLnZ+D9IcI9VrTVvSBloWqt7MCZtOoVqP/5ec1+DkvV0YHpmdDxIQNrqpzHXcLZtNAwuTQMp/KylgdGcbQO0gxpdQbbt1G2nYfA+DQlq9WOmzhJoI6xHBLSBOE2D0akEvhoWUe/l0HnHvKJ/wEw/0d9njdxS2zlvCatfmPk02HNmyupGsJ8dkWfP8vp1q3uI9zkKGjhE5pKEHEE4aCBrwUyMV0rjNGphPl1ZF+4Izd1KL4pz7SvkXcWCZVWlKR0TOg57F2v7cW3NzGauyN3cNCN03jnZXOVNTLFjDN9smtBFOmhHLtxkSXLR7TkypNuU/kdg1C73VSHxOeslkTyIqV9I5JxcGBBAu3Bfb1MAWBFx4IrsP858OIPWOEIX9im6oiGd6rTsCO3N3V0+s2Psl6pPY924LSkwXKuh5mM7dAtfwJis1AYA4fVxTuTWaToYxCxC+NwExprFNKhcYILsQcvPLjmUMDyJEEIIIYQQMhfONBBCCCGEkIFQUAh9NOFMAyGEEEIIIWQunGlYFlI2dxlNyoGb3qhoMdLUCwYtTXeymKbCHwajSYUwU62g2Qufa+JaozR1RkBmR4WmIRSgGuFzqCkwarzoviiKW0URK/T2jxVHu78HRnK2fil1SKbtVhwcCaEvTn0TNCsWjva10jgR8WkrhNYRJrnfnW00/bj6HMVyW41F6pBMzP6WKatBdu2yQuhNmYbt2EunCZ0xurJlScpeXB8K8o1w1bS1aX3suNcdTKBGtGtFxVl3gjh1q1dIgNGyZLHi5DHEmLupWHPJHNzxVrA0gZoYeUX/HGoo8I62TT7u/ABqfmezJnYq204/kdSaoE28iDhYGMJSI3pehMhYM1lhdtc5Qzqv1cheXG/u+ZRbqOkPneg6q38/VGguQoO14gITFQZ58GKWmuOq0tQYwDXlX+xPjCscVSvoKsoadbW/NXOm4SjCmQZCCCGEEELIXDjTQAghhBBCBmLY1ZPeessb8dZb3ggAlwyWKVkIzjQQQgghhJC15OMvfRi+7H7fDAC3rrouxx3ONBCybGqEIIeMkknafhiZ87OzYNaRV8N+sXqGRcup0Wp0Fb/ZJMkup0V9G2zsuKP6l8FS+2uuQwevT4jSeGO/IgP9wml/KRVr7LYwRyTWu8an4ZigolW6C0IOOxw0kLXFeWMtOC+2cGdeOiwQDIfb1hHaGqUtVrvBiM5rjbFdydwtcnt225LRmH2RKZrPZ74pGhAMACQVjduifdZIblbH+e2qGVg08CZx0XFDDtB6BB/XJeM2aFcXduDaEZU130xtJqKdX9ZMBF02pCua1iH7djmBNSDO+Mum6WaO2D3KBnROpA4ZzBV5MPL8e1qC8+zQDtbm27e9jsFMD20+C78v6An9Ubjk6lGF4UmEEEIIIYSQuXCmgRBCCCGEDAfD144knGlYEu2p2/HO5zwdN73+z1ddFUIIIYSQpfLud70EN7zsyauuBlkinGlYEqMLLsLHftsPz02TU0Xs5FDiu3Rw48NFtQfLYuHY15rDbPxrjVnQYRTMVdS5q7jw1qRthIyuKIiN8vFl2fJzxW8i2dZZfByuFSxHGgfbrk6T0ydE58fuqzmHy8TF4wf9jxUER4JhH9cflVVz3fefxpat6BbrRyVqQ831qShrMFH1AbLIO6SinVrzHoyyXrd+dEn1qWlnZFy5rLLmcb8HPhH3e+AT8aJ3fZLXLJEjwZp93hFCCCGEEELWDc40EEIIIYSQAeFMw1GEMw2EEEIIIYSQuXCmgayEbGL/NYmLFLchtDnN/rP7BsHEcoqKj++0aXKC2jSugkFMb0VZpbLPB7v+u11SX1K5PqqCLve7j6n2t5ucsaN9cy67HcX+R8dEx/XKziNMTX1snG/WhNZcj2Tuw1YbJPi8+wcBk2zqmPrbI3RO+2Dr3KLBjjlntqwuN1BzTy1yb2gKNFRijNNkY/bf3l0mjcjYeRNEOgh3HOz2hkvjy05w+gCx+gXA+TTYfACImuNc2ZsAppjHTMthrkVwfsS1o78NNFCjl7Bx/ZoATf170/aZQ5FFnQ7N1ye5+9BqPlSS85xRq39JY9d2e1/mJMgDGWIW+1V46Zp/vlB8xtZOX0HOicwe2u8H8A0A7gHg7QCuV9UXrbRihwQOGgg5HyqEtMsSyC2VUp0rhdFthbC3Rgxs86k5xoqcnegZsYCwJCrMmkIh9l5aNO5rJBJLHzqkKXphhSJoK4gNBdYVxzkqRcfWUMwcp0FZ/meMIGtX/mIi6MN4K7h2RMZuoZicHH10MGf2JfAMzGzrvx/A/QB8H4AXishnqiqXuyzAQQMhhBBCCDnSiMhVAM6o6g/t2fcqAK8F8M0AOGgowEEDIYQQQggZjDVdcvVumM003Imqvk5EbgZw2WqqdLjgoIEQQgghhBxpVPWN5/jTFoC/PMi6HFY4aFgWOhPKzmO6VWGA1FxeUVg5jrbd2CymmY7LQrtuVE4z3agwo7Eiv6SwMro2uDu9YM/nY/OOsHHZVsiWsjjBXuqsqC+7a2yF0dE9kMy+1DY+nRPwRfuC8+zK7/9ZNJAjBMJaJyA0bc/dCK3J5lS71dsepxa3N5PevlHXr5AVQQPAjhUDI+F07t+/p7p+WWe6LadF2Gn9Pd85IXS//KzJ7Tst/bKSZJdmZOLfN9I0NIHby0THuN21o1/n3I2Arn8+7L2ScnLidiuabUdAHpnr3JwwNcpI6YJ+3ukik6YBdL5gGJKc8DnJBX77/9/e3UdJcpX3Hf891T2z73onQkJCCINeEgxrBII4IVbAR8DRMQnExsc2EcIkJ46NHRNbsgwxESgOhmAbYh+DZYxl45fY5uAANlhCYFlgEEiyBHpb9GL0jpFWK632bWZnup780T1h5t67fe/0Vk13z34/5+zp7Zpbt251vXTdrvvUE8U5hO3pxEHE0Tj6lfuXJFVhYLTXqoJYI69WrkNlleQrt5cn6o7iHqrNK+uptsgUtLnaGtSxUXUn2M5hMLDV2fOYmyceKBHM04uTW0bvq7ieXjeIGZqJT8a+EASTayb6fKKA705XdSd4YEGwX/a68fMkShJ0ph4QEJ1ewvO+Ug+8iOuNzoeJ83X8HZL/fvde/ru7Sn0RBubmt2TLWEFw+eaCZS12SoLUXSqICZoEZvZSSfskfXjcbZkGdBoAAAAwcb6y88v6ys4vL709Ify7mZ2ismvZh92Tv3i8TdJ/dPddo7fyyEGnAQAAAM1wNfb0pJccf65ecvy5kqRfuPninYkiX5R0WkFVZ6v/eNX/z8x+StLn3P0Th9vOIwWdBgAAAEyjM6UoRUjK/PI3ZvZvJR3l7u9uo1HrFZ0GTASvpDoYTNoJxmn3E1S1k+CoJJdQKsFZFEOQmac/Y/781mqyoExsRFmyuUqeyYNQe6WDQXzCfBUkgPNa3eDD7wXP+e95J6onlcgtXH6UeC8xrQ6TdXmYuiwuI4/XNczb0PFOtDP0PM7TEOZqiHJJpPaxEfeNcNx8mHirn19heN4BUyUPE6NFT0np5PMyWCe/LEvUU5QXIawnkfAtWAf3hcRlR7juiXwP0WdR0GbrRJkrw81eV/n4rSaVJMl0C/efVF6NONFfOI+HWTtTy2rrPB+ew+XRdi9JCIfJ4e7z+VIrmdn5kp7v7u8Kpj/f3b/eWOPWIToNGIted+WlWVVXqoKLmlTQdfhFGpZx86IvnJJsz1EC3TAA1S2KqPYqyJZbV1HdVS+48KhNVS5LcypDteIyo4iD/FJZo8MPvhNlUp0LgngXvaOZamW4dBj4nAqEDjsIPa80V6+86JsP3h/szUQZqntBALF7IoN3wDvx3+eCNlbmUSB0aGOVCKINHPSu5nrBeoXB272uLFiPeF+JOxbhMdDrunpBwKkHwbjmPVlvZdBuGBjt6siVXzcLgprDQGhLBEJbGDAsSVUYHB3wWYWdFosCoQ9GQaCVBetQdaJ6UsOfw2RuUYB3tUWKAqFXBrt7Z1MUDBxs4n5wcgMXzl55HCQf1GsenzPD9tTd+EK/7gYdMY+PCQ/Xc2Ym6jSE+2U/EDp+wEVO6ked8LyVamMq8Hnl303WSzyYIpiHzsVyPqmPXJWZvUzSOyS938x+cGmypO+VdJUkOg1D0GkAAADAumZm2yX9laRtkv5F8Of7Jf3cWrdp2tBpAAAAQHNSd3XGzN1vkXTUuNsxzQpGMgIAAAA4knGnoUXh2PXQ3Oahf5Yk1Ruf0Uhb5o7KJ3dbnM2PQVyYyZeZ25zfrVKxCXXww0QYUyDFAXupsa9hoqISYSIeq01V0KeuFsMgP8UxDVE98T7QWQwTVFmUOK4kedAoY2j78wSfTyqeI1h+ZyExNjnYiAcOrhx/3qnifSUMYK6sjuIawjI9r3SwXhlwemBh5bIWF+P2+GIYpKp4Bwq2X13HgbVhlJ2ZR4nkFn1lm/fZYrReqaDncL0WFoI4g4XZ7L5hdRWNsQ6TYfU6cUxDPRPEC1hH1eLRKyZV1d6g3rnoUYrh2OV+wHAw3j2IjejHLwSfdSfxA2C1sp4oeLtOxVeEAcy9KElcGMRr9Vw8BjtM7pYI3g5jPqw6Llp37wZxIZ2NWtywskyYU6vXTSRuC/fVwpiHMF4hel97FBu2EIRlzMxWsm54PoyPryqMIwrjF2a78uDEHi6rn89w9efwKA7LCpKyJb4rkjFeJQ+PCJaf+/6XypLWzczNZsssHsgndyv5RDsLBYliC64BJjmmAYeHOw0AAAAAhuJOAwAAABrijSV3w2ThTgMAAACAobjTgLFY7CTyGURjbeMx+1EMQ5QnoZk8DVVdqVacS2LlLK4qiE8Il211flxtVcfjYUvGzIZSywo/iVQcRDSsNrGseLxuJ06UFo5nrjs6UDBmtwrKLAZxBbVXWuitHD+9GIynrhdn46R50cPv889S96qOkmTUYQIvy2cqqGwmm8shtV5hHEan10nENKw+tqWu4o+jNxOPla46wRj9OsidUHckC2MYQnGCsygHQ7VV4W9W3gljLCp5lYhLWVHPTPSLZtSexC+ecZtnE/kdVuZpsEQyM6tWxoCo2hqte91dGbzmnW6U9yAcw18nzmPhuS+VkyaKezDv55MJpq1chzgnRBzjYOqsTLmi3uzKHcpqj2IYwviFXrdKTAvqLYjnSErFHYTTwnwLqUMndY5MxJit/Hu8LGA9otPQksX9e3XX716u477nX+mEF37fuJsz8byKE5qVzTe8EzF6g/KZnPtx0EG5RFK2bPKgAm0mDkpmSc0tP/GFrDrsQPWijsViIhC6DhYXZ5a2uIMSBiynLhBSaW5zn6ObohuwYdS+6ijgPUwsp2oxqicMnq69Ui+1HuH7XBBmIlAzusBMXBgmM/xGmZuDjoX1FGWADi/KrRMFHkf1KLWsRDbhKLtysOjEfFbHSdni5SeyNIfHaXJXKcj2HGabtvDHhirKzp3SRHK3EqXZl+MM1fl1CMt4ZfHhFGjqHN7/EaWBepI/tNBBSHnwrqv04F1XDd5N3iNXcfjoNLSku3mrznjzL427GQAAAK079YxX6tQzXqlrdjx/3E1BS+g0AAAAoCE8cnW9IhAaAAAAwFDcaWiJuUWBs6H5Dfkxfwubj86WKTG3OT8GsyRxW6+Tb/PBgvUKx9EuqlYVjn9NVJNK5hbVnQiODoVjUqtEcGmU4KwXjk2O2xcuOxmMFwYV11UiYVc+0C4XGH0ouSBwq+Nkc+H7zmK3HzS8TB0me7KOwtHlYbyCpChgODXOP4phCJfV68bbNMyYNahrmHCdpDgWQeZRexaC9VqsCk6tblHwuAXrVfU6UTLAVHK3nF7X1VsMgl1n4zZ2gqDdqrcy4ZrZbNmjFMMYgk6c4CyMV+h1g0Bo9YOGhy4mdZJIlLHe8NgI803xeiWTuwWCAG/vHhXFWPQ2bFzxvu50tDi7sszCTHAMdOr4PDbiAP3UwyJW/L2Oz+u9ThwI3Q0CocN1sLofDL1yWUFM06xF+RXjIHCp113ZnuQ5PDpnr/y7W+o8Hz/MIqo3cX4MixWVKTguq15+m3YX8ueS7nw+eWuJTuqcGQi3zSE1+MjVO5+6WzueukeSmrkgwsi40wAAAICJdPZRz9VrT3m1JO0ed1uOdNxpAAAAQCNcLufpSesSdxoAAAAADMWdBoxFGIvQGXF8fqj0meM5VsfPsY/KuJK5G1Y2qOwZ32v13G9zG2lsdJwbIPG89WgdqmhamG9BkuooL0I+R0ZJIqdUHVFOikQMSjIuZfk8ieWH61WyPd2rxMPvU+uVrWok8TP0U7kTwviSTiozWixXj3Wi/AWRKv57mDxMdSKuIViWJ6ZZ6veyKGYh916KfndL5boIlOQqKNHUuS4lNRw/N0S/v07hPlVQb0EM2kgaPKeSlwHoo9OAieCVqw7vZpZ8wSQugEdKijRCYJubZzMwp4Lh4yC6OLFdUebmUEFnJFVFMqgvak88TzYg11weBPpG2WgtTiUXJk6TFKWNtfB9HXdQovalgtLDZVd1amWj9x5eGAYBjVHwdIpX0VVUlC28VyWzg4fvc52huvLogi1MMGbdSnUQwF1VcdboogDHYL4ws7NXM3HSsyDo2atKdScTwFxVsvDEEby3xBW6heuQXKXEssPtHmSx9momzggdrINXcTBwKvtzyXks9wOAVx4FDEedYlkyGeDK93Gqrl43kQt8MVyPuBMR74fhe2/khw03z//YkKooOr5Kll3QwCNNg4HQmBwMTwIAAAAwFHcaAAAA0BACodcr7jQAAAAAGIo7DS3KJd8qCfjqzTSziXoF1RSNoS1pc3eUsbiWTDqUW340FrehwaXmJgWJikoCmOP3icpTiYIyY2+bDOrLKmiP1aZKBTENYVK2YKP2g1TDMemJseSJhG/RsjMxDf0mZT7HupKF8QCpGIcotmaE31/covWK2uypZG6JejJq8/jY6QbxE7Ul4gpWxiKYVDRW2TMxDXXVjQKd626wbLM48DlU1/JO+BkGJzuvo2DpaL1S6xR+zokA55JYjfBz7nWrRIBwO+exEp6IIUgl0ayCCIBkYHQiziGcJxfP0USQuLR0mGYSwCWiGtLn7Hxizdx3QbqNBWUKHhJSLQ6P/SkVnVsSovNhiouYhnWKOw0AAAAAhuJOAwAAABriim/VYT3gTgMAAACAobjTAByGaIzsCKEH404clHvGf+tyg5gbSobXzy0RPjd+zA9Yn/SkUdE4/oWxNGNJmJBOSuRpSM0XxBlEn7p14jHYmSRtbRv7vrmMVxrph+NcQjgA04VOA4C1E14kkxVpqLXsUIaJuJAw5o4EMC2cQOh1id8BAAAAAAzFnQYAAAA0hEDo9YpOAwAAACbSjj336Rt77peko8fdliMdnYYxKkvaUpJIKT/KrCRpS1NGXVb4eVTBeO7aPPuZ9ceAH/44eTcvSjIU50CLk9blhu17IlnYWo71j9qcak9inlzAdH+9gp2hSuzPYT2p5G5BPak2x8GtQdIoKRqQmaonnFZSZuTtl5nPzaNkc9k6EsJjSUpsmtqjJGhRcLD3ipI2RcnSgnrN63BSHNBcVYkMj2Giu1rmYRLGMFlgnNwtWnhqvTwM+q7iMkESO/M6DroOkkRWdby9qjpODFby/dCUMHYmak/BOb2qE/tUUCa154TrGX5eo0qFAyVDhKLzREGCzrVUsBuUBM2XPOCiqcR6UrMxDWduPVVnbj1VNz6xY3djlWIkxDS0ZHH/Hu34vXdq583XjrspAAAArXpox9X6yid+ftzNQIu409CS7uZtOutN/33czQAAAGjdKWedr1POOl/X3v6Z+G4e1gXuNAAAAAAYijsNmGrh2Ns2Zce6H3K+YEL4vqQa8/EmAitZ11SZUcbjRwOoq2ZiPswbiHY5dN3xtHDcfPAbTSrmI6rj8Jq1Gsmx5LkYh9S0VKK0hoRxD2E8wyEF7YljLkpiNWpFMRXBPK5ETEXCWsaY5ZTGTsQxMKtf1ijzHI61TFS55kkxgTGg04CxCAPvioLC3VSXBH2O0pEoCRJLlBm1IxHO02QA2pqwOPgu+iyqOvpcLbhqsMTVUx0GQlsv6jCFy7JEhyC1LXJ7Rp24qvFwmnkc0B0uKxnwHV6omhQEzab2p/hzDeotvD7PBZxa7VHgcfLiOvcoxdRFc70yqNiskgWJ0rxe+XVkda26O/wrKpkNOlqHVCB0LuhZkh9MLDHYNz0IhK4XpGommJb4nCdc9FCKxDk11fEJg7zrxBFX0nEYJanhSBftRed9RQ8jiAKPPf/AiyONl56YMFWm7VIFAAAAwBrjTgMAAAAa4gRCr1PcaQAAAAAwFHcaWpRLuFIytrOzkBhrO4KZg7PZMiWxACWxB53F0fqiYQKqZHuiWNKWIkULEni5xePdo3nq+LMIx81XdVUUG5Fd1USwdFFCn9Q4+qDZdbAv1506Xvdwh656UmdxZRODsf6pxGVVOM0tHkUfrqdbelo4W+ZDjNYhNc08OngtXE+L4zlSGzBcmneCwNrK5T5830jFPZxx2zHRskIzd/y3aFp4tnn88auy9XidP0dt3PrcbJnZjc/OlpElEv8FFuYfyJaZ23NHtkxvYW+2zMZt+fU66tjXRtM2BO83n35RMCX+at6xPd43Z7UyfmJxJj+O/OQHj8qWecZtd2fL1Aduzpaxaku2zFEnviJb5sZ/vXLduwvd6BPadcpj2Xr2H70vW6azkN/HNu3Jr9fs/nArx0rOz3Unv0173cVsmRIl7UkliozqETEN6xV3GgAAAAAMxZ0GAAAANMOJaVivuNMAAAAAYCjuNGAswniFyi2alsqNlYu7sNrknfC56ME8ia5y8ln4iRiGcJ5cLEJqzH5u2ckylct6hx+/kWpzSZtKxtGncheE698piGkI4w5qr2SeyWdQ1XFMQyKeJPsJliSoszpa1zDfhFW1qmBaHa6DW2Ifi9fLw/23gdwgAACsFp0GTA2rE4mtRrRWF1puHgdrpwJkMx2UtVS67OxnaB5fTKcSrgVl3ONAxKhMSQMLApFLEvZFvdeCjkXYYUhNq1XFSaPimgFg6nhLWeExXgxPAgAAADAUdxoAAADQEFf8QOnRfWPvI7pr37ck6ejGKsVIuNMAAACAiXTm1pP1AyeeI0m7x92WIx13GiSZ2TslnebuF2XKvV7S90u6R9KLJX3Y3ZPZj/q5pjLJ3QoGj1uvmaQtJYnkShK3lSSAK1nWaXfld73uXD5p1OOnbMyWuX37Q9G0anHluPmSxEDbTv6HbJmt3f3ZMg8+cWq2zNEPnrLi/cFUex5L/eiychxp3clvjCdPejxb5jlnfilb5u3bPp4t8wI9LVtmr+/MlvlCwQ9ONy+eni3TTcQehF7a+Ua2zIuVP07no9RpsV9feEm2zKdv+tGVEzZJB45aud9V9WnZetzns2XqhT35MgXJ3XqLJfXkjx0rSO5WL+aTspUkbustPJUvU7As97lsGavXLpqlYJeX6tQZZyX3A/l6vCCpaK+Zse+jPOBh/GWyRcrKlHzplihoc8l1giSJmIZ16YjvNJjZuZIulfQnmXJvlnSZpLPcfZ+ZnSLpdjO7wN2/2H5LAQAAgPE4oocnmdlmSW+R9NVMuW2S3ifpo+6+T5Lc/SFJn5H0G223EwAAYDq4XHXj/zB+R3SnQdK7JF2ucExH7FWSjpF0fTD9eknbzex5zTcNAAAAmAxHbKfBzF4t6V53v7ug+PbB6wPB9PsHry9uql0AAADApDkiYxrM7HhJr3f3NxXOcsLgNYzmW4qCO7GRhgEAAEw7ZzjRenREdhokvVvS21dRfukxI+GjBZaOiuhREwtPPaEb3/Gdp5ycfN7rdPLLf3A1bQQAAJh4d930B7r7po9KkjaMuS1ozxHXaTCzN0r6vLs/sorZvj143RpMX3r/cDjDzFHH6kXv+uMRWggAADA9zjjnQp1xzoWSpGt+5TlyHrm6Lh2JMQ0XSfqwme1d+ifpZZJ+bPD+bYl5bhq8hg/Yf+bg9ZZWWgoAAABMgCPuToOkN0jaFEz7I0kPSfoFSbsS81wj6XFJL5H0V8umv1TSDe4eZX8ylyyTlaUuSf7SaWYT1QXdQ6/y7amLyuSX1evmC1XdgkROBe0pYQWNPtibyZbZr3yyOfUKtuna5XrK7qeStK+XX6/HfUu2zF7lE7fttHxiqcfrbdkyuwrKbLCCBIKdfD07LX/jcl75z/mpenO2TMn2qquCxJFVflmdmXwSvcrzn2Gnm/8Mq4L2mOWPwaob3hBOtGc2v14lOgXLsip/XHjB9mqKl/xU2Am/ImNWFay75c8bdSd/ni9RclxUvYLvnYLvgpJllZXJFikrU/KlW6KgzSXXCXIR07BOHXF3Gtz9YXe/Z/k/SQck7Rm83yVJZnapmd1qZk9z90X1H816oZltGvz9JEmvUf+xrQAAAMC6dSTeaSh1vPpPRdooSe7+ATObl3SFmd0q6UWSLnT3vxxjGwEAACaIy7PprzCN6DRIcvfzEtMulnRxMO1Dkj60Rs0CAAAAJsIRNzwJAAAAwOpwpwEAAADNIRB6XaLTAAAAgIl01/6dunv/Tklq5rFnGBmdBgAAADTC5Y0md3vupmP13E3H6uY9j+xurFKMhJgGAAAAAENxp6FFVg9PlLIwmx/zd3BLPslOiYMlOcc6+faUJHZZLFmvjfldz6t8mYWZZrKgzcwXJG6byyczmuvkP+hqvqBML5/wqCh5UGYflKTOQv5z/vaB47Jlbtz6nGyZXucfsmVKErfdsnB6tsw9c0/PlulYM+NuF2fyv7/M+2y2zD3zBW1ezO8bJcf7Ud0wwX1sw9bnZst4nU/uNrvxWdkyM7OnZctIzSQCU8GvoL2Ne7NlStar0z0lW2Z+c/4YrEvOzwWZwBZm8vUsbjg2W6a7cHK2jCz//TW/dUO+Hu3Llig5Z5ac6zolCeAWG0oAV5CUrSo43mfm8+eWEiXrVZKUdlDy8BqDicSdBgAAAABDcacBAAAADWk2pgGTgzsNAAAAAIai0wAAAABgKIYnAQAAoDkkd1uXuNMAAAAAYCjuNAAAAKAZ7nLuNKxL3GkAAAAAMBR3GtriBcndCpLszG3NJ20pyA+juU0FyYy6BUl/uvl6FmbyZeY25xPWLMzmk+Mc3LiYLVOSZKd7MJ/cTfvzyd16nfy6b5jLJzPqLDSU3K1o3fOngd37jsmW+cqWfCKwRzccnS3zVC+fEOqbcydmyzw+d0y2TFWQ3G2uzh+DT2zI7xuLnj9QH9qbT+62pSBB1dym/Hp1Z/Pba+Omx7JlXPl9vtt9RrZMSRK0kuRuVbWlkTJ1nU8o1p3JJziz2WdlyxzI7z6qCxJrliTfPLixIPnm1nyDOgv57eUFyS4PbM2fo0qS1pWcM2cKzvMlCTGrhhLAlVyBlZyf625+vQq+CooS5JUkGewvcDIfuWpmJunnJP1nSU+XdLOkn3H3vx9rw6YEdxoAAABwJLhE0pykl0o6R5JJ+uSgM4EM7jS0ZPHAHt155WU6Yft5etr288bdHAAAgNY8fOfVenjHZyW5XJMX02BmmyTd7e4fH0x6zMzeI+kTko6XtHNsjZsSdBpa0t20TWdfdNm4mwEAANC6Z5x9vp5x9vm69msfzxceA3c/ICls3LGSvurudBgKMDwJAAAARxQzO1HS6yS9dtxtmRbcaQAAAEBzJjQQWpLM7BhJb5X0FknHSdpnZhe6e/7JKkc4Og0AAACYOLfse1y37Nu19PaE8O9mdorKrmUfdveFwf93S3qv+kOVfl7SGyR9SdJvHnaD1zk6DQAAAGhIc8ndXrD5WL1g87GSpPc8clsq7uCLkk4rqOpsSTskyd1d0j5JX5P0783s2ZJeLjoNWXQaAAAAMI3OVP+xqTnzQ/72d5Ke2Uxz1jc6DS3KJdZaLEiCNp/PjVNkYTbf6+8VJG0pSTBUUs/CTEmiomyRomWVJDgrSdbTPViSaC/fnk5Bcq6S9pQkISp59HRJQp+qYEf81tzx2TK9go1akkytJHHb/Fw+gZcKkkY9VlCmxME6v90PFrR5W0HSqJLjXd18grzuzKnZMt+5439onc5J2TLWzSe2K3l2R8nTPboF461rn8vX082vV2/DcdkyJYk+SxKc1QVlSpJvHtycPwZnDhyTb083v88vzBZ8FxSsV1NJ2awgW2pRmZLkmyVJ4krOzwVlSpR8PiXXAJLWLKbB3Yd1BkqdIumzDdSz7vH0JAAAAKxrZnaMmf2amX3vsmnnqv/Y1SvH1rApwp0GAAAANMK9uZiGhs1KOk/SW8zss5K+oH5Ct3/jPsGPe5ogdBoAAACwrrn7o5JeOO52TDOGJwEAAAAYijsNAAAAaA6jfdYl7jQAAAAAGIo7DQAAAGjIxAZC4zBxpwEAAADAUNxpGKOipGMNddarkkRgJclxCpKFNcUaWveSxECNlSnZYEXLylfTmIbWq2v5MaybOgezZXoFv2V0q4IEVQVttoKdrFstZsvMWL5MVZCIUAXr1ZiCpGxe5xOcuUranN/u8oIyKkhiVVBPSUI6L0juVlKP1fky1Roe8EVJIUtOY738Pm9VQfKykvY09PkUJYlrZEllyyr7LmimTJGm6pGkovMCpg13GgAAAAAMxZ0GAAAANISYhvWKOw0AAAAAhqLTAAAAAGAohicBAACgMd5gcrd75+d078E5STq6sUoxEu40AAAAYCJ914aNOn/bMZK0e8xNOeJxp6Eliwf26M7fv0wnvOA8PW37eeNuDgAAQGseufNqPXLnNZK7RCD0ukSnoSXdTdt09hsvG3czAAAAWnfy2efr5LPP19/+/Z+OuyloCZ2GFuUSrsws5BMVbdzfTLKVuU35kWidzfkyXuXb0y1Yrw3z+WXN5nMr6cCWgmRPBXoz+fGXixsLGtTJJzxaWJjJlqk7+faUbIuSpD+9bsHY0037skWeu+XhbJl/Ovtgtsyuelu2zI6CZGrfKkjKVhV8PqduejRb5ozZR7JlFgsSkz22+dhsmbpgX90wn1+WLzyQLXPw4N3ZMlL+F8WSRGndgl8mzfLnjcXFh7JlFg7eny1T9/Zmy/iG/HptmPuubJnZuadnyxQlAy0oM7OQ/ww37J3PlunO7cyW8YWN2TIb92/JlilRFyRP7M3kzwkl58xOJ3/pVJKPrqzNBd9NBetVoqQ9Jcn4pGZjGjA5iGkAAAAAMBR3GgAAANAQl7jTsC5xpwEAAADAUHQaAAAAAAzF8CQAAAA0wiV5zSNX1yPuNOCw3HPDR8fdBDTk0b/+xLibgIbcettHxt0ENOhrO9ie68XD1/75uJsAjIxOw4S4/57PtFb3XQ99urW6773hD1ur++4H22v3o1//fGt177nuxtbq3nXjF1qr+9GrPtla3Q9eXfLoztF867M7Wqt71+e+3lrdd191X2t133b7la3VvWPPN1ur+44n/761uiXpjt13tFb3nbvvaq3ur+34vdbqvu/e9r57bt/5N63V/a3br2mt7ie++sXW6n7kbz/WWt1PXv+l1up+/Kbrygv7IBC66X8YOzoNE+KBe65qre67Hm7vS6FN97TZabi1vS+zvW12Gm5qr9PQpgevvqe1uv/xmvY6DU98/tbW6r6nxU5Dm76x577W6r7jyZtbq1uSdrTYadjxVHudhjbdf+9ft1b3HbvaO8/+4+2fa63uJ274u9bqbtPur7TXaZjW7x40y9ybSR6GlczsMUn5DELfcbSk3S01p826T5CUz/Izmmn9TKa1brbl+qmbbbn29bM9qbvEkbAtny+pjdu0O939VS3Ui0J0GgAAAAAMxfAkAAAAAEPRaQAAAAAwFJ0GFDGzd5rZlQXlXm9mV5jZJWb252b2yjVoHtaQmZ057jZgJbbJ+jLK9mQfmCxmNmtm/9zMftDMbNztAZpApwFZZnaupEsLyr1Z0q9Kequ7v1fSWyX9mZn9y5abiFVaRSfwDDPrmZkv/ZP0uvZbiEMZZZvQmZ9cI25PjssJZWYnmdlvS/q0+sHDn/IhwaMcm5gmBEJjKDPbLOlDkk6XdK+7X3SIctskPSDpg+7+tmXT/4+kM939e9aguSgw6AR+QdKfHGp7Lit7hfpPwdg7mFRL+gt339NqI3FIq90mg878ZZLOcvd9ZnaKpNslXeDu7T2QHkVGOcY4LieTmb1I0qckfUTSO9yHJxfg2MS06Y67AZh475J0uaTfyZR7laRjJF0fTL9e0g+b2fPc/bbmm4fVGHQC3yLpqwVlT5Z0vLv/ZusNQ5HVbpNBZ/596nfm90mSuz9kZp+R9BuS6MyP0SjHGMflZDKzU9W/u3C1u7+9oDzHJqYOw5NwSGb2avXvLpSk890+eH0gmL6Uq+LFTbULh2WpE1iSXvO/SnqdmT1oZr9rZnyJjd9qt8mwzvx2M3teC21EuVGOMY7LyfQrko6T9IuF5Tk2MXXoNCDJzI6X9Hp3/2DhLCcMXsPb40u3z09spGEY2So7gZL0NUnvlfSIpB+X9FUz+w9ttQ9FVrtNtg9e6cxPplGOMY7LCWNmR0t6vfrH2cVmdp2ZPWlmnzKz0w8x2/bBK8cmpgbDk3Ao75aUvcW6zPzgNQySqQevBw+7RRjZsk7gm0rncfePLpv/PEkflfTbZvYld7+j8UYia4RtQmd+go1yjHFcTqRz1b+e2iHpUnffb2bPkvQ3kj5lZtvdfTGYh2MTU4c7DYiY2Rslfd7dH1nFbN8evG4Npi+9f/iwG4bDsdpO4Arufq2k89Uf1vTDDbUJh6Fwm9CZnxKjHGMclxNjqQNwhbvvlyR3v0/9O0L/TP2hSCGOTUwdOg1IuUjSh81s79I/SS+T9GOD929LzHPT4PXUYPozB6+3tNJSZI3YCYy4+53qP3Xp6Y00DIetYJvQmZ8ioxxjHJcT4YnBaxgrtvS9mMqhwbGJqUOnASlvUH+85fJ/N0r65OD/H0rMc42kxyW9JJj+Ukk3uPs32mgoilyk1XcCD2WXvvNlh8kwbJvQmZ8+oxxjHJfjtfT9Fg4p2h28LsexialDpwERd3/Y3e9Z/k/SAUl7Bu93SZKZXWpmt5rZ0wbjNS+XdKGZbRr8/SRJr1H/iT0Yn1E6gREz60p6oaRPNN5CjKRgm9CZnyKjHGMcl+Pn7t+U9GVJLw/+9IzBa+oR1xybmDp0GnA4jlf/l5WNkuTuH1D/sXNXmNklkj4g6UJ3/8vxNRGjdALN7Dwz+wszu2BZVZdJ+mN3vymxGLSsdJvQmZ8Oo2xPjsuJdpmk15jZs5dNu1DSH7n71yWOTUw/np6EIu5+XmLaxZIuDqZ9SIW/XGPiLO8EPinpWZI+bmaflnS3pGvd/dNjax2eVNk2iTrzZjavfmf+VkkvEp35SfCkVr89S+fBGnP3q83sDZJ+y8xulnS0pEcl/dKyYhybmGrmHgbuAwAAAMB3MDwJAAAAwFB0GgAAAAAMRacBAAAAwFB0GgAAAAAMRacBAAAAwFB0GgAAAAAMRacBAAAAq2Zmbzazz5rZN83sonG3B+0iTwMAAABWxcyeJ+lEd//c4P9fcPdjx90utIeM0AAAAFite939tsH/H5Z03xjbgjXA8CQAmFJmts3M3j7udgA48rj7AUkysxlJl0v6ifG2CG2j0wAAU8jMupKukPSRNV7ur5rZiWu5TADNM7MTzew9Zvazh/j7683sCjO7xMz+3MxemSjTlfSTks6V9GdmtqXdVmOciGkAgClkZv9F0m53v3KNl3uCpN+V9MPuPreWywbQDDN7taQflfQGSe9098uCv79Z0mWSznL3fWZ2iqTbJV3g7l9M1FdJulbS+9z9k+22HuPCnQYAmDJmdpSkH5f0R2u9bHffKekPJP2PtV42gGa4+2fU7xREzGybpPdJ+qi77xuUf0jSZyT9xiHqqyV9SVKvjfZiMtBpAIDp80ZJn3L3hTEt/+OSXj749RHAGJnZOWb2ETOzxN+qwd+2J2Y91AX+qyQdI+n6YPr1krYPnpS0FFN1wrK/nyzp86ttP6YHnQYAmD4XSIqGCKwV749r/YT6dzsAjJG73yTpBkkfXD590In4LUlfdvdbVlHl9sHrA8H0+wevLx68vlLSrWZ2mZm9UdIvLwVHY33ikasAsAbM7CRJD0n6v5JukbQg6YckPUfSae7+ZGE9XUnfJ+lHEn+7VpLc/bxDTTOzV0h6t6SzBnWcrf53wYskXSfpSklvkVSrf3Fwnbt/INGU6yT9qqR3lbQbQHvc/YNm9lYze7+7/+xg8vsl3e7uv7PK6pbuHuwJpu8dvJ44WObHJH1shOZiStFpAIC1cYykX3P3iyXJzF6o/gX3m0o7DAMnSqrc/YlRGjFIxPQqSY9L+mlJP+LuT5jZsyTdK+kMSZe4+34zO13SvWb2MXd/OKjqJknfbWYb3H1+lLYAaI67/7qZvd3M3i3JJD3i7skYhIyl4zl8Uk49eD04ahsx3eg0AMDaOFbSNZJkZpsl/bGkP3X31QYzP13Sk4fTEHffNRj+fP2yzscD6g9Zvcnd9w+m3a/+xcez1U/etLyOp8yslnS6pB2H0x4AzXD3Xzaz6yQtuPsrRqzm24PXrcH0pffhDwg4QhDTAABr46uSPjf4//slzUr6qRHq6Sj+BXBU9y39Z/D0E0n6ZmJa5xDz71K/MwRgApjZL6n/FKMbzOzSEau5afB6ajD9mYPXW0asF1OOTgMArAF3X3T3RTN7raQ3Sfqxwa/1283sn6yiqsc0ORfqXX1nKAOAMTKziyUd5+6Xuvulkp5+qMRtGdeoP3zxJcH0l0q6wd2/cXgtxbSi0wAAa8TMTpb0O5Iud/cvDyZ/vw79S37KP0rqDJ6lnrIheD+zulaWGTyZ5VhJj7ZRP4ByZvYzkp7t7m9dmjYIiD7TzH7yELMtnStWXAu6+6KkyyVdaGabBvWfJOk14sEHRzQ6DQCwBgYX2X+g/vj/X1427Qck7SytZ/BIw+slnXOIIueY2QVmtsXMflTSaZKeaWY/Mui0LC1X6scraDXTljlO/SdAfTvxNwBrxMzOlfTdklKdg5+U9D1mdk4wzysk/c/B2x8anB+OWvr74IlpvyLpCjO7RNIHJF3o7n/ZxjpgOlj/cdsAgDYNnmN+paQ/VD/AeIOkl0k6w92PW2Vdvyhpg7tfFky/Vv1HqXYkHZB0iaTvkvTzkv6Tu/+Zmb1c0jvUf2zrfZJ+T9LfqP/L4vdJukP9uyG3S3r7smkfWv4kFjO7QNJPu/urVtN2AMB0otMAAFNmMFTgU5LOXRasnMzT0GIb3ivpIXf/320vCwAwfgxPAoAp4+7fkvRXkv7dOJZvZrOSzpf0++NYPgBg7dFpAIDp9B5JbzCzpy2b1lE/zqBtb5L0++6+ew2WBQCYAHQaAGAKDRKw/YSk/7Zs8rMk3dPmcs3sOerfZfjNNpcDAJgsxDQAAIqZ2bsk/S933zPutgAA1g6dBgAAAABDMTwJAAAAwFB0GgAAAAAMRacBAAAAwFB0GgAAAAAMRacBAAAAwFB0GgAAAAAMRacBAAAAwFB0GgAAAAAMRacBAAAAwFB0GgAAAAAMRacBAAAAwFB0GgAAAAAMRacBAAAAwFB0GgAAAAAMRacBAAAAwFB0GgAAAAAMRacBAAAAwFB0GgAAAAAM9f8AqrY7qUx9L78AAAAASUVORK5CYII=\"><br>"
],
"text/plain": [
"<yt.visualization.plot_window.PWViewerMPL at 0x7f61f64aa440>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.zoom(4)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "py310",
"language": "python",
"name": "py310"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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