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@vals
Created July 3, 2018 06:37
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/vale/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n"
]
}
],
"source": [
"%pylab inline\n",
"import pandas as pd\n",
"import plotnine as p\n",
"import anndata"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The goal of this notebook is to compare the time needed to embed typical scRNA-seq datasets on the larger scale.\n",
"\n",
"Here I am using a combination of the joint dataset of [GSE114724](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE114724) and [GSE114725](https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE114725), which consist of immune cells from breast carcinomas. In total the joint dataset has 75,029 cells"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"adata = anndata.read('tcells.h5ad')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First we find a low-dimensional representation of these cells. Here I will be using truncated SVD to find an ~25 dimensional representation. I'm mostly doing this out of convenience, since we are not really interested in analysing these cells per se. The best way to learn proper latent representations for the cells would be to use [scVI (or similar methods)](http://www.nxn.se/valent/2018/4/20/count-based-autoencoders-and-the-future-for-scrna-seq-analysis), but I don't have that installed on the computer I'm running this. A slightly better way would be to regress out count depth and perform actual PCA rather than simple SVD. But the point here is just the timing of what you would do downstream of finding a reprsentation."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import TruncatedSVD"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"tsvd = TruncatedSVD(n_components=25)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"Y = tsvd.fit_transform(np.log1p(adata.X))"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"for i, y in enumerate(Y.T):\n",
" adata.obs[f'SVD_{i}'] = y"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/vale/anaconda3/lib/python3.6/site-packages/plotnine/utils.py:281: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
" ndistinct = ids.apply(len_unique, axis=0).as_matrix()\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4384: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" object.__getattribute__(self, name)\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4385: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" return object.__setattr__(self, name, value)\n"
]
},
{
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8768079457505)>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.ggplot(p.aes('SVD_0', 'SVD_1', color='Tech'), adata.obs) \\\n",
" + p.geom_point(size=0.1, alpha=0.33)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/vale/anaconda3/lib/python3.6/site-packages/plotnine/utils.py:281: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
" ndistinct = ids.apply(len_unique, axis=0).as_matrix()\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4384: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" object.__getattribute__(self, name)\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4385: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" return object.__setattr__(self, name, value)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223363268769100158)>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.ggplot(p.aes('SVD_0', 'SVD_2', color='Tech'), adata.obs) \\\n",
" + p.geom_point(size=0.1, alpha=0.33)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/vale/anaconda3/lib/python3.6/site-packages/plotnine/utils.py:281: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
" ndistinct = ids.apply(len_unique, axis=0).as_matrix()\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4384: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" object.__getattribute__(self, name)\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4385: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" return object.__setattr__(self, name, value)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223363268773834913)>"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.ggplot(p.aes('SVD_0', 'SVD_3', color='Tech'), adata.obs) \\\n",
" + p.geom_point(size=0.1, alpha=0.33)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/vale/anaconda3/lib/python3.6/site-packages/plotnine/utils.py:281: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
" ndistinct = ids.apply(len_unique, axis=0).as_matrix()\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4384: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" object.__getattribute__(self, name)\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4385: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" return object.__setattr__(self, name, value)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8768079190497)>"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.ggplot(p.aes('SVD_3', 'SVD_4', color='Tech'), adata.obs) \\\n",
" + p.geom_point(size=0.1, alpha=0.33)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From this exploration it was clear the first few factors corresponded to known technical factors. I removed these in an attempt to \"align\" the data, but it didn't work. In the end though. For the sake of the comparison we are aiming for here, it really doesn't matter."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"Yd = Y[:, 3:].copy(order='C').astype(double)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(75029, 22)"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Yd.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, let's run both FIt-SNE and UMAP on the full dataset to get a qualitative image of how the 22-dimensional representation space gets spread out in the 2D embedding."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"import fitsne\n",
"import umap"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Another quick note: By default FIt-SNE runs 1000 iterations, while UMAP runs 500 iterations for \"small\" datasets and 200 iterations for \"large\" datasets. To split the difference, I run 500 iterations for both methods."
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"YY = fitsne.FItSNE(Yd, max_iter=500)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"for i, y in enumerate(YY.T):\n",
" adata.obs[f'FItSNE_{i}'] = y"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/vale/anaconda3/lib/python3.6/site-packages/plotnine/utils.py:281: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
" ndistinct = ids.apply(len_unique, axis=0).as_matrix()\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4384: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" object.__getattribute__(self, name)\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4385: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" return object.__setattr__(self, name, value)\n"
]
},
{
"data": {
"image/png": 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p6IfAZkivVwGV0Xzo4s40gIrd1oNfFzoju9XVDmnE1ya7gVOPb+/g+C/9mKq0m4/6mI1/nwTwvQfUALrjX3NKQ6m4Ne577UThhvP87xsN68Bpq/hOu8S5wLKkx7DPGma14v3asd8aNkLgqoso4P+MQ861Cr7f6QBwsrAUSnOs+Hx9sVGEkQhtpfJkgyzLvrJygM2y7JHOl5bj1jD1GcY63XaB/2NreN+BqgJ4rVMwirDuA0sxxcmOHi8qEOFyE+ixG/YmB7cmywIUqTVAA+eNZn9huSlCGSIWOGUV6xEaSVXe+cKio2cjpL9v8KsPW+1tDXDAooJDVrPkIp5UtQ2kwPrdquBHQ/fAOty9W8Qmv9vxY5+8TwJMAwdVqhy/WTccNpqSFIj7wN/1G3qTj6cXloPwcrfirZHDiXCm0NzykZUQMaT+2GmVWiSu+MDKIDLdG/I8wozRHPgCh7ouN54bLnCmNJwuHz2Lto5CqR79A02WZdnvUg6wWZY9klWKGfPogDJZJ7sZAv9mvXdfeFWMZ7jGNDJr0WjuhEhQ8EfdimPWcLVOwaxFCmIHrWYkwr0g9Me3tU4KaC3g1VbBcoC1EAnAfgUnjOYtF3Z6VyutiGLYZ4VXW5Y3ew1X9zymT/eydmGndaEBlgTmYmRWK7RWO1vF1oEfDh1Ddiu/lhROJ9VeSKEddiu4k6kKXWBWwfb4gFkfuOxSy8NkHNfkQBnjt7nuAq+1S44Whrs+cL1xO8H8hargF0OHVdDWGh8jswqIkX+7uY0XOFUYahG61jBvDC+2CsyvCZwjSSPTVkPkuAhWKYZRWAtpQ9hAhIujhr7A2dJw5iEhtxcjQWA2ty5kWfY7kgNslmVfyEaIvD1q6CjFjdpxc08y3AfMW8W80uwzmqXG0zKa/2G2zZTWXG08f90bsBmEgcCMTkF0PQo+CHp8GyNSBRVSwPzART5sAsvjVoSRkJYAyHgrloLznYqVwQgtgCg22K2Eau4PmwqYUam/dJvdmbTLAboIf9YuQBw3ghBJQVezG1ynNIwiOy0TltTyIAoGkiqrk4kGihSOIYXZKJOxWunt/Pi2O+y2Txwwmn1GcdkpRgJ3fGQlgNFwo/Hc9oENARsjU8CU1tx2nssuMgI+8JOeYM88UNDmuVbJZoz0fORgYah0CplOhEaEZ0vLMEZWfOS92nG+LLhYOy41nvOFZkPgo9pTaTj8kArvMApvDhuCwLfaZQ6xWZb9TuQAm2XZFzKIkesuUMfIZhPuGzsVSUGmW2lKpRiJ8GET6GjNN9uG7QjbQVgNsnNp/X0X6ZFCXAmctJojRN73KQiWwMeNZykInlQBPWRhKYAI/LNWwdl2yQcRLjaeKHC7CYxIX+imSMGvFcEp6Eu6zTlr2AiCRXi5MjRR+EUdiKSDVseMYmU8IaEFfK0wrIXAeoQY02SECU+aNhAk3d9RYHV8/5MYVwL7NKzE3fe1o9Lor0kbhSOtyj1iDaXS7NOKbmlY88InQWgi/HjkmWP3ENom0ITAfh+YGQfovQfH7gH/bmvIS43nXoisBeF8ZfkXU21KhJ8Maj5uPM+WBQuF5oaL/KTv+MQFSoksucC2h47RLNq0xOJk8eC3EEUauSbIA4fiIPXYAuiHVILzRrEsyz6rHGCBsiypqupxP4zfCmst09PTj/thPBaTb3zdbheR32To0ZPty3oOHPKe+QDbIdDHYZu0XtWRwlSMMDCWVaPpxYaRCKtoynabQ9qyv13xo+0BgxgpjKGp3e6iA9Kl9gEKqwQlKRgNRXYu0Z+pLC912/ztZh8RWJzqcG66yxurGwzG811LoNKaQiJWKTpG81y3RVTCIArnWhXHy4J/2Npm0wVOTE9xvCzYXNvkdu14p3aU2lDoFLJfnao4XlVcHzU8oxQfDYas+t1jYnuXMjRAZTVtEUZROGANLREWrKFjDINRQ6VgvzUslAUVsBY8SyPP3RDZEPjRyNEuS/5wfo7/+94WKzHSIrVL1MAzUy3Oac2VQU0dI1pphjHSaI0PDx5fWxH4L0PHtILCGIK10G5zrfG87YYsuchydPxp1aXRwq3g2XSB56uSHpG7ITCvLS9Nd3ltZuqhz4tp4I+nIhHofqr6OoyRN7cHWKU4VpRshMDpVknXaO45zzv9IUfKguNVSakUxedcqZu/BiRP8/eB7OmRAyzQNA1N86ht5k+W6elptre3H/fDeCyMMZRlSb/fJ4TPuuDz98+X9RxQIryghZ4onIZP2B2bVQAHNCxI4KSCVau54wJbTc0v1wJ9FItG8VyhWXFCJZEFDdNaUUfhdoR7IZ2ubwOtcQ6a14qvV4ZbLrCoFScl8LXCcMsHfrnZY3VU8925GT7YHjACDgFto0EU2xLxItypayD1dloD275hXxRuhsA/bWxzaLrNYYQ1hJ4IRQi81rK0lGKldvxNb0hLKb7dKdmv03KFQqXWAS9p3mwgBe57PmJ1evnmeByZBu7VNW68TrcDFEZzz0cuNo6R7AbhVR/40eYWU9Fxc1SzFiLTpNYDDZQx8seV5Z225Y1hw1YM3PWwNf7YPSzC1aQDb0dD4CiRX95b55IL9JxHCQxC4G/WtyiVQqLgnOeC82yNb8yEwGg45J+ahlmjWRi3EdRRMCr1TU98+lm4HiJ3hg0auLbdZzkEvlEVLFrNfx40LPlAP0RqgcNW8yfdimeqAqM/WxtC/hqQPE3fB35fik/Z55cDbJZlX4hWitNlwSBGXh/W923DmgcKrTFKcb4qOWAM/9vmgNs+UqjIS5XlExe4EyIFsBGhay0ntOJ9H6hipAKChnmtOVlYBOG5quCZquDNYcNKCLzdBOasZs4obrrAVeep6oYThWbVR17pVpxrlcxqzQ3n+bjx6dCVRAZBuO0D11yk5wP9KKCFFe85Wxh6MfLhyINVvFSVOAXv10OCpHdyyXtmrOGkKF5tFXytVfL6oOZnw4Yoqc1hRimOlYoPRhENHNKa2dIyEsH7NDpsLUb+uTWs+cBQUuW2BOY1bEfYCnBh5JhSKRAesppDSlEqeK1VMFSKj2vPRhQqpehqTdCBGaO55eJ9LQ6TXlsBVgU+HjXcDsJmEIakdoRpJqPChLZOixYmbRjPWsV8qblQO7ai49mq4I+7mkFM620rpXihssyYFGqjyH2tArNa8VJV0Ijw4/6QG02gicK5wnCp8dyNsvNDUM9HVreGvNDy/MV0e6fSPWsUl5pALan95Kg1HC3MQ1sSsiz7/ZUDbJZlv5FKKU4WlnWf+mAPG0VHK9YlDem/FyKiFOdKS18880ZzsLD8eNhwNwj7DKlFIES0KTiuFZ2W5Y7zrApIjKyGwAtVwfHC8N7IMW80s1rxo0HNWhT2KSi14ZDRHKtKfhGFocAPezXvN55vtwr6khYFRBHueMUtCXiBtgiVNcxJxKH42aBmW6BUUBgwMfLGKFUNZ7SiUIZ7LvC6D1QEDhtFaRSVVpwqDZuxwEnARzAKlnwKZQXQKMX50nLaWv6D9LnURPZrw4xRnC4t153nXkwhdh8wr9Jl/zdHnjapqquUcKIseL40rAms1Z5aYFopprSiYw2nreblyvJGb8jrTdyZsrC3IhuBXzaRmt0DbpAOxk3GjtVxd+2uAFNGIyjWQ6o6T2vYDpFGJB2oc55171ksCuZNmuBwwhpOlulbjVaKI4WhjsKCtVwPaYlDSyuUyH0zey2wIfDByHG6NFx3ka5WnCgM79eeZR/QCo4YzQGrOWQM1hq+5vauz8iy7PdVDrBZlv1GAvByq+Ck1Vxx6fDTsg+s+QiSxmHNac0ftktebpdMaU1LwTGr6UtgGNLp/jZwdeToa81UFLYEfASKVMk9VFjWo3DVeVpK8UrLMm80K95xKYIhrWK1KFaj0CcdsLrXBD5xgQZYNIpGoGU05wrDAWuoVNqItRxT+0IdIls+XQ5fMJpGwTu1QwS6Cg4Wli1Sr68DLgVhfXPIdifQNZowPvDUKM0s6XL9fgOLxrBQGNpasxk8VimmNRglfNQ4jlnDubLANY5BTNXXlk6BUkihsg3c8sKWOBaMYjkCCC+3CjTpYNr+bpsTwac2BmuZ8Q2DuPu5mtjbNBW4/zDYhOL+5RIf1YGXW4pX2gVny1RF/8vtIWes5uWq5ALCz4cNPxk6TheGOWtoKzj5qW812zFyqrQsGA1acdQaLjce49IjnDaaeaP50HmswMcjx7qkqQxzVcHZwrAdAkMRVpxnJWjejw2iNVtFiR8OGHohiLDhHd/plJxotb7oUzzLsq+gHGCzLPuNXBg5rjpPVynWQuRuiPR9OmKvUIikClvbGPaPD+VEEQ4XlrfrsDO4f0RaWNAOEVGp2ilasON5pketZt1H7rhUcdyOAY1iRmsGMW3hWgmRt7Z7DPeUGiNpSoEDln2q8s1KZKZVooErLlJLquIuFgZvFDeCIwpEpbAqTS7okS6tIyns7bUu8JNRg1WatSjoCC0dOVBapkRQquCfdasU2ETGQV+xzxpWfeDveg3zRrFgDd9tlXzUOOogrMTdqmlJ2ga2IrDqI2Z7xJ/NtlkPsBaFs6Xh69YyP9Vh0O8zjMK00ZSyO/920lv7sN7Yh50CaNj9JlEyHgUWIrMWrjjPhyPPaghMKcVQBKMUCiEKFErxclWgFbw1bBAEg6Kl4K3aEQT+eKrFEWvYDpEahTaaw0az3xpeqgqONo6PGk9AYRFcFDaj8PV2wVaMrIY0o3czBFYEvA9cH45YGjq2Gs/S+LH/YzPif+oG/mCq82vn4GZZ9mTIATbLsocaxMh6EJQI92LgiLX3bXZa9YE7LvBR7bkXI9NKUEozrzXKpIg0Zyzf7RQsWIsFNkOkrRW3XeBy4x/YaDUZ6n9P0pitroJ+iJRN4HQR+MQHNsclQY1in9Ecs4Ybtef9xnPbBa5t9h9YH1uTwpcFukZRonh31HDOaiRGDPBsq+SZquDtYcOMVhjgtDXss5q3QtgJrXNacb5QXHFptNbOIoIIlYU5BfsKw5TVHC0MowgbMdKPwnXn6CrFMauZ0SUa4f/rDekDd4KwHDy3xsG/ZPJ+jtfZqjR39vK4jHpZ4FbdsI3iihe8CGtBmB+MOBUC112gA/xRp+AHA5fmxZIWKEzm0hakQ2STWbsPY0g9zd9uW7ZJI9F6IngnDGNkRikOGsUvRo67IXKqKDjYNrzSLpjWmn/o11xtPBrBKUWF0IvQ0YrVxrPqA6cKy+nCcC8qFoym1Jo5q1n1insh4qJwuDDsLyz7tKKjNV9rFQyj0NaKVR94fdDQKMWJVsWwdtSfOsX2V31HL/QpC8PLVZpPm/tms+zJlQNslmX3ERGuN56fDmqWQ6BSmn6MnCwtfzbVYi0I/RD4qEmHkEoF50rLnIaI4pg1vDGqWfHCvFVMaUOhFEsu8Paooa0VViJ39syO3WtIyh2BNMmgF+C297wzUpwuLOdLw5xOLQAjFLMGPq7TJfMRD1YSLSlkKtIK231asyaCFeGqj9yNQkspDOn3c6WlrRUfj2puOM9tr7g73p5VABcaz4KGV1uWZR+4NK7qThvFt9sVCCyFwILRPF8VjAR6IVIoxaqPXAmBKMLZ0nKxCVilWTSROyG9z5ONYgtWIeMqbAM4gbt7egAE+Jth4KXKctxoDheGuz4yqB03GseyD3QVTBvDtAnUPi03qIAZ0lzYZvxx+ZXPB6DScMUFjFJ8o1Vytiq44wKfOI9RcLqw2BApFZwtDMcKy7TWrIXI1cZz03sOas2RQtPVmhJFR6dK7LYIdUt4pV0yNx67FUkVXI0iKoUoOGAMr1SWg+PZs4t7ZtAuju/vrSa1sBwrDZvRcLAJrIxfpwH+88gTRp4Phw3Ptkq+0SrZl4Nslj2RcoDNsqeYiLAdI93xxACAd0cNf92rdy7PloQUcpxnxQXeazzLISIiHDGahcLSVooXWgUWWA0RL4pSpcvaM3tmga6FyNCn8Lj2qMdEClVdUgV0LQSGMS1GGAAtpemJ8Fe9mpFEtKSxW5EUMCdDdUrgbKGptOZqnaYPHDOGOzFNIGhbxfJ43NSc1rw9crzfBPaNH+/dIPSiMG81HaXYHh8MUyJcjnDZe4QUuCfxZ9V7loNQKugHYT0Kr7QKzpQ2hVOJ/G3MF7hJAAAgAElEQVTfc9MFrrnAYNyOcNhq2jpSCMwZnSYdkBYudDTMRMEaxRyK9RB3Nn8NgfUY+dczHQ4azXUd+ChGbjvPfq04W1nu+shBaygRrnrZWW076XmdBOZHaYClCLdjWvZwyHq+022xHiKiNQph2hrOaIW3hp4IPx85zpWGw9bQ0mBRtI3i252KQ+N+18uNp46CE+HduuFi4/mv2iWnq2Kn2r1YWr4VIx2lOF8V7P8VW70WCsNCFKaM4ZlWiRJY1o7DIXLHRUpN6i0GLnnhk17Nm4OGZ0rD+XbJmaKg+pxzZ7Mse3xygM2yp9hfbw14z3leLC0vVCV97/nlqOHe+HR4ZDcYbgThh4Mao1Lgm9eGI4Xhhg+sozgWIvPWMDOe2emBZs+1/ENW80JVcM2ly8ZtHt53CSlc9YF36xSejYYDVhMlsi2RrRBZj4FGwI7DXhy/XaEVBxScb5VYhBmtWbSGj1zgpg8sR6EkHY5SwDOV5bWy4G8HDYMQaCEsBeHOOBR3Y6StFMvjKuwsqdIb2D0UJcCaF5a8Aw1ntaGvIteGjiUf+F4nzTM9WxbcGv8gMFljO2dT28V6jPQktSIcMgqjFPMIi0V6/OsRWkRmfKTnPMshfYyCwFZMr1eqSD8IU1rzSrukL4IZjx+7hnDJexywAg+0Wfwqk41eAfjIparqycLwQmFY8ZFPGsd7TWArRA4ZzQBh0Wo6WvMX020u1Y6u0hy0BqsUwyg0MfU6uyhsBTA6cssHTlfFzv0uWMN3OxWlUvfNl32YKa35g06L/XPT9Dc3+b6Cnw2EJR35TttwtrL8qDfi74cOTzo42I/Cxshzwwe+2Uk/bHQ/48zZLMserxxgs+wptek9fzP+Zn7DO/564MYV11TFLNm9bL5PgdKKkShOWs20Max4z3YjzJnUt7jsAx80jgrFUas5jt653AtphNLXWwWLheFi7VgsLFcHNR88YmHSJGgdAGa05l6IzNqSF0vDfxnWVMCchkJSqGxpRVcrbouCEOiHFKii0nyvbRmJ4Rfep8vxQDFeY7sZhJs+VV5veeF2nS47TyqTN8Yn/Sd67I6kmrRZamCkIAp0BbyGAs3MOAttxcgwpsrss2XJ27VHBP6bqYpTRcFAhM2tIVcbT0vB11uWZS+0ijS9wYnwcX/EXR95sVVwplPxfu15f1jTi5H3R46uVlx2jiYqFo1mv1G82Wv4uHYcKw0HxssWVthdOPGrTGKc4f42jO0QeW/YcHSmzdnS0hPHDRdYahw9gS0fmLKGAuGuTyt9R+OPlEj6wei5qmDGKN4aORyKc1Yxby3Hy93nixPBAJ1xoLznA9sxslhYykeE2UorSq3pk7ZyzVnDCDhcWqaM4XhZMD1KyyImFehAWuN7p3H8wKfnzWJhebVT7dx3lmVfPTnAZtlTaMUH3uw39wWZSUSb9EXuV+l3T5rtuq+0HNSGo6XlUuPYjMK0URyzlgj8fNjgRSiV4qA1/GGnvC8ABBE+rh0fO8+UUvxhu+L50vDB+uCBx7f3cfWBWYRhFPoxgkrh42iRxjD9ctTgBc4Xlk+isO0D9yLcHnk0sF9FtipLRDhbGDbqsHPpPAC3XMBIWjlrUayTqnOPUrI71mpSgdWkENQizbS96wLnWwVnWhU3nSdE+PGgZsFoOjodZvMxba9qG02bFFpriZyzmldaFR/Uno5WLDnPe7XnpotoJViJvDGMrIdUsXUqrdj9sHbccYG5dotTOlUkO+PpAB/VnrtGUxnQYfdg2KQC3oadtgRI3xgM6QcZPf77aPx5GQlccp5Dw4ZSpf7eu41nQ6Ct0taxXghcdoF/HDimNHSNYUopfjJocMB32iWnC0tHa4YhshYiPUntBFshEkitLHNa82KrQIALtWM9yHgN7Wf71nW+tJwtLcU48J4oLa+0S3o+VcCXo4BSLFrDrFb8bb9OI93qwH/u1RwtNf/jTIe2zd8qs+yrJv+vzLKnyDAKF0c1Px05lv2jLyI3wJyBIIoeKexdGAVu6MCZKk0VmNWK42XBrFb8dNigUJwpUs/rtFG0PlUl24rCjwcN7zeejk6V3dOl5byCDx9RhVWkU/LHjOaZVskBrXm38bS15huV5aYLrMf0+F4funRJffx2mt0q8sU6VQcn9ztpjbCkXtt9RtGSyBayc0r/YQxwQKUB+w27QXvy+5BxpVJg2rmdyquLwjagMMxGRS3p/q82noXCc8QaXmqVLBjDvDVcd4GlEDmuNOtRGEhkzihOFQUtrdh0DVGgYzRthD9qF2ykbM/Xu23mfINSiu90SnoxcMUFeiKUkj4ubeD7leLDAKteUOyO15oavy/TOt1eP6Zg2lLQkBYOKGAYI9d85GLj6Y/bK2pJH/NCYMl5GlFYNF+rLDrCDwYjGhRnSsu0sRy2Bm80N4cN6yHyy2FDdzxZYjMKSslOa8hBazAqMvU5qqJKKSYNCSsuXSE4VVhWtGLJRzoIx63mRGm4PZ5hPPk8DoHlJrI4aPjTaZPHb2XZV0wOsFn2FPnEOX7UH/HJ+MT7ZLXopwlphemZyrAArDnPQIQSzZuDIbeCsKAVR6ylsoazpWXBCqcLS0ul2/SkMDOKkUuNH4/RCjhgGFOF7bLzVFaz38WHHupqAx2VHufHteeKRK66wHaEm41jv1Y7w/a3PvW2lhRWa4EPm0BHKwKKrkp9o5PDV7WAG6VDXkN2t1A9TACuy2frH13xsCGR/Tpt6brrI8s+UhaG50vDTZcWLNiR43sdzYxOG8wu1WkclScFsBcqyxGjqFQaLbXmI7rRDIh0tE5TCMqCA1E4GAxX6oa14ZDny4JbPvC1quSZSrjrAm+Omp2tWidbFe/0GwbITiV5GjheaJZCZChpfm5DWsYwo+BPOiVXa8dKFK47z5aPuPHleBl/HiZB9nYTea1T8p1OxbRW/HLkiSgWrGJOKxoR7oxD47OFZWgN111qrYgiHDaaM6Xd6X19rioQEQYxcrFO48j2thxMRBEujBq2vOfFqti5CvDGqOFC7ThoNJVKQXxaCeshsDWKXHGBjoJDOrWC3Irp/fpg1HC1aRiJ4k+nWrzYrh64zyzLvnw5wGbZU2TLR5bGm68Mu5fALak/slKwKuMDSiptROr7wPJ4deh+rfnF0LMJfARcbAZ8o2UotObZsmA9BD6sPYMY6RrNq1XB+7Xjx8OGQ9bwQlWgRg0DSaf8Bz7sHBDaqyC1MNQCNwVu1oE2YWfEFkAVU8/jFPLAJX9FqoRWpMrhCECELSdYlaq6zfi2HLA+vs9ACt2POlwGvz68elIrgQAGxSFrOFNZogrUQKkVr3Uq1no121EgRloK7obI3/dHrIXIkcLyjarYCXD7TZoKe73x3PGBBaOwSnPcGr7ZKtkOwi9GDS4KV0Jk3QduOk8vpDmpz1YlLa0ZjD94JXCpCdz08b4fYGYVnCoLQpMq9JM+4ABsj58X1lh6vmGzTtvNCmBRp0kFoz2vvwK8O2yY1pqP64Y1SZXuBaX5+96QWoSBKCLC81XBt9olC6ZkLQQ+bAJrIbLiPYUoSq14oVVyy3t+2K/RwIutgoPWUGmV2lMaDypwqtVwvfY0EjlRCJ1xwfZoobkXDKeM4oILbIbItNYcG8/rvekj1ii+1y45VBhuN57LznHdCVe8EBHubQ2Zt5YjxadXWWRZ9mXLATbLniLTWu30Ou5dKyqk1a6LVvGDUdi5xN7SCms0lREWNByxmksNO1W8LYl8UEec0nziAs+UlpUQ2QoB5wO3XToU0x+feiq14mRpuepTD6djN0hO6J3b3q3swf19qYYUErvq4UP4I+NB/Yp00Ahh3QW2SKG42XM706TgNWJ3koHm853S/7RJH/GMRK7VkV6I/PlUG6UVU1ojCCdtmlAA8IthQxC42gRaGp4tDIeM4f3aMaXT/FtP2n61FYQXWwUzSnHVea6MpzpccYFDRjNnDcMQGIT0vioBj7DlI3Hcp3u60Mxqxacvxk8r6MdIpRWHjNoZCXbWapxSHC4Mi4Vi3TluBWE0/njdiw9OZoBUrb7eS7F2CphSmp8NG+6MP7hTgCi42QTeGzUc0JrNmCYYWIS36sDa+DG8XTdseGGdVJV/GbhUN/QkTZq44SMjAre3tnEI5wrD/J6xW4eNod3SHLKKa2HEkhM8wimteaVdcbQoWI+Rs4Wh1JoZY1gOwpxyrI6fDwOB/7Q94L+fbjNjDSq3FWTZY5MDbJb9hoII90JgSmkqrdiMwpRWDKJwrfEsFoaD4w1WGyFd/jxoNWfK4tfc8m+PiHCpcVx39zcMGHZD21aM3HVqpwp5ylqeK0o+xHHUpuvJBuGQ0bQlMqWgrQ0G4V6MICmcvdY23HGGN0cNqz7QUorjheJ8abkXhajSlqmOSsP5984hnSb9fdJfOjlMFLjfvvG/X3WR7fHLJj2vk/FfBSn8rvs0cmpI6utti2Itpsvmqf8VroXdoBx4cFXs5zW5lB4EbgvcagJbm30OWMMfdSuOlwUnyoKNKFz1gX7jKZXCKGihOG4NKzHwzshxyBqOWotRcNQY9uu0knUjCneC0I6BQimOGMPXKsvRmWl+uLrObedoYThkFP3geWsU6I8/pmhFJFVOb8Y9PbxKcSekg3j7jWZz/DnfZw3zRcGpwvKLYc3tkHqFJ6f4f90sWUif09su7nw+4/jtOsAmcMlFbhMpFJRG8Vxh+eUwzdp1Atf9bqvDnIJ3a08jaU7vmcJypjAMUQy0oTKa02Wxc3jLifBB49mKwpQp+Ytui3+yDb0I32gVKKU4ZDUqpEp4O6aVyLNW0zElm0PHakiPfckF/mp7yCudipda5QPvZ5ZlX44cYLPsNxBE+LcbPS42gUWjea4s6Cs4YQ2lVlxxngbZCbDrIbDk0yn404V8KRUcFyO3m8B/2hpwLe6GwRJ4rlCIwO0gjAQswhwwY+CoUfzjYAQC+7Ximhe2XWB/oXnRFMyZdMBoFIV5hOPW8Exl6WqNk4Y5kzYuvdQypOWoQqU1dUiXniutqWJkwG6I/nRw9KRKZosUgCZV0UnFdG8cP6RSy8Ad2d02dUdgM0wu58NUhJaFUdwdo7Q3vE58OjB/EW0A2T0sdj0I14KnL5E/6cIpq7lmNEOBAZFChIr0A8TPhw1KwzBEvFZ4Ed6rHVtROGgMF8aV2edLw5TWzBhNI2nN7UxZ8FKrYEor6hj4oIncdLvtFxpYD5FprXDstlNMkarwZyuLVfD6wDGMkX1GsyUKFyInorBP7c75hd1RYp/F5vj+ivF9GmBBK0wQ7pI+p0esxgA/HTZo4KRJz5ULbrJYA2yERgkdo8aTBgoWrOFuFNYKw4Kkw24TlnQIrBUi00YxrQ1/bE36eIz/D/ai8PbIcdN57Pjw17lCc6wsqIA3BjVrMU2b2GgCQxnxbGlp5VFbWfZY5ACbZV+QiPDGoOadOjAAhj6idWB+vJryiDU0Iiza3Vh22FrOl0JL6505ohO9GNkKwoLVO5Wjyf1sR6FS6nNvCloLkX+/2eeDJjxQJUuXuTVfryy+cQwFFk2qIN8Kwo9Hjvb4wEtXpzFILa05bDUnC8PpsiCQwpCXtE1qEgYOWcuijWyEQC/CevBccpHDVtNVaiewPt8yXBhXBjVpZNane2Ina2Un7QRq/HoPhCaBNZXe/oACpcDt6QMoSf20waVFBl0FPfns4evz6Ix/3WO3v3idFGZvNpF/F4d8qyo4X1o6yuO0YhAj7423c/Vjw3OlZSTChdrTj4PUeqA1GqGjVVqnWxY7PwR199z/kcJypLC8NWxYHQ52DqzNAR2rOGwMLXR6TqhU+Z4zGmMMbww9fSI+CpVWnCwN5wqD1ppZo+lrRamgGn/gZknV7T7pc7T387c33E4CqwaO6HQwTEifgxmj2AxCBXy3XXHHB26ENLN3vrC8YDVXXcNg/PFcB2KIdMcjtWbHrQKXGsdGUBQqsl/v/r9Lh+HSFY/1EPmodiwW5r6JBpVWIMJIhGlg2hpa2vDOuDr+B52K/9ird1pwLrnIv98a8K9mOnn5QZY9Bvl/XZZ9AcMY+YfekP+wPaJmd9h/G3ixsjxfWeaM5hutEi/CxdoxjEJLQU+EjxrPbXd/ne/CyPHmqOHmpy7zL4fIz4YNb9cNUT5f3OqFyPWHhNfJKCWt4FBl+ZdTbc6Vljlrea6wzGvF0cLwQmUxwIXGsRkD0woExbu157LzO5WtxcKggBuN52Lt6GjFc1VBxxgcqaWipaCrNedbJR2l2AwxVYEry5Hxx+5hB7oYv3wySB8eHjonK1IV6cDRJ3vCaxc4rtP7HUhhqy9wwuyunt1rMobri3KkqQiTpRCb7C6FqIFlH/nRoOadYcMgwvUQ+CRERpLedi3CaowMYmQlpFFVArxcGs5XBd9tV3y9VRCBRtKCgI2QRnbt9VxpOF2YnfdFASEK/Sisx8gJozmgFfNWM6dT9/Fy8GzGdNVgTqcVugNg0Wg+rB1/uT1kbVxZfq2AfVbT1YqD4/vYe19tHqyqt4FvtSv+1XSLRtKK2qshjeaa1XCx9myNfyiKwM3asx1T6NWkKm1N6om+6oW/3Bzwg96IJkZOFZZnOxWH9sxtbUQIe/7fXG4c79Vp+cJeinQFwopwyBr+tFNyqrI4STOIzxSWLrvPQQ9cqT1vDxtW/G+jZp9l/z97b/IsyXVeef7u4O4R8abMl/OcCSAxEgNJEJRISSWRVSzW2CVrK9Wye9Eb/QHaayGZVr3STss26zJVd1dbm1oqlaxIChIp0kCCJGaACeScL6c3v3gR4e53+Hpx3SPiZT5MFMooNeOYpeEhX0S4xw2P9HO/73znzPBpMKvAzjDDz4G/3Bnxo9IxJN1UX8g0p3LLjqTBmQ9qzyGjWTaaS7Vns7lBb4bAPR/oKo15oJq6YDRDkYfSfwTwItx0gUIpLmSGuz6ybDSH7f5qzZ2QYjnL+PCNNQcOa8VznZznuxnHjE4WQlpxIbccUAqvkk3Vlk8mVf0gyePUJrP5Oz6iS8+y1qn9rBVG4L3acdcHqpgGjXKVMacVVoSOcnSa4aBDWrGjQJMSo34mieR9HB4crGp1ryWwRpPKpVLLfZrKKWDOKJ7LDa+Xnl0axwGVnt96oGbNY9tV+yg3gv2gmvPpkgbITliN95HLjf/qokr+qpsxWVS9XXnm2gQvq3k8V9x0ycLqZh3RJBcFEfhZ47f6T41mEIUbdcCR3ufpzHKlTsEHX19I71wkSTZ+pVtwsx6y1a5xhDIGlkxKqvAqfXa5IaWCNQllj+WWt2vHKML1yrMZIrdqz/3m9xrYwjBoI32bEIO2Sl6QtKojmQzaCWnz8HZVc1lk/DlAIoSrEYa1o6sVS1aRx2SLdTtGOlohMfnCLgBWJ4/a+z4yiDUF8Ei34EKnIIueEAKbIfJGmZwQXuhkaKVY1po1FVma+v7VIlyuHKUoUJqRRC7VgVIEJcJQhJdHFYWCBZkM+QXg5UHJa5Xjf5zvkBtD7+folMwwwwyfHjMCO8MMnxIiwjaCVrAkcMQqXporOGIt93wkivBu5ThqDV/tFZzNDAs6YlWyjprXhhc6GctmL1F9Mrc8lj8ck3ncaJ4pMt6sHHd8Yj6Xas+yMXx9fn8Ce8MF3qhqblRu3HbVTIiFE+GGc1zIDQeU4poLlFHoKkVQSUZwMwgEzxGtCSSy8V7l+Q8HCgRhLQTeGFbsquTraRHWfYpvfXk44p73/MZch1wpflrW/NWwpgf8ejdpfxe1ojAaHSObfHgrv/1HKuzzmEmLOtEmBxgl+AceuAu874Sjzo9bwF3gXb+36jvPZIhs+hit1+zHYZ6kvT2ea0IU7oXIVuOmsKTg0TwZ4osP3PMpVrUlfcsifHOux/dHNTed504QKmBRkjZ1jfS5Xq8d71WB1Zg8Zp2kDY6SZNulVEr4eqOqUSQD/zZ5qyWLc0bxQieFH/QlXVNGaY4YxancshnS4NavG43Vihu1x6OYV4rFhlC3G6tlrdBR6AhsMInZjcAxq9mNkSxMNgYOuOIF35xTh4ln77JOv+8oxeO5pRbhnWb46sVOjhtVbMe0OdCkynreaGRv+sB3N3Y4Xdb8zwtdNFCJMBBwITKIkQVj0v8D21E41azHZoh84AKFgi91c7SCVR/Zicm5YbdJPdttzj8jkehaYF1gUAd+MqrYRXPKah4vMtZC5PQDMoUZZpjhs8OMwM4ww6eEUoqv9QoezSyPZQalNYeMJleKw9awFSIVwpxS9EPkQp5xgUQaNSnb/dA+lVPdTOfvd7zTmcE3VK2nUgt/o4ngnCbCoyiMnOeIUagoDJthpQOkFKp5qzmuNPci3PGe/3NnyDGjKUU4aw2LWlOJcNRorijNeoiUMTIiEZJ1gZ+VNZUI75eedZs8RnOlWA9CFMWcUnzgItvBcdAYAnC5dNQx0tGaOyGw4j1rXrgfK84b9ZGDQC3RaR0TpolkAEIIEANkBovhXLfLe4NJMGrrZOCAq+1ak1wQtqcO2hKsB2vWh2HfkIX9zrnf/LldRwoSSa5Jm4Znc0PHaNaDjNvsLXHbAVZCSuu6WGQcMor7g3qs//36fMF1F7nqA+9Xnps+MArCYmbQKDzwXDejjMJ3tvv4UcXtECmaCN5cKxZiIrmFhuOZ5alOTqEU6z7yTlP1NM01eNJqzmSWblNJPGktt52jjsmP9ZZz7ERYajTSmy6wEtOU/sFmvQIwFGE9pnb/E5nmkEmbpVthUvFe1HDRapTWrDUbwBrYiMKTuaUvyf4tM5pHi5zrznPDxbHP75PAkjW8V9asCWzvlvyvo5LHM8PX53tICLwyctysHf/+wBxzGuZ0uk5bHNCa800Ix1Greb/29BR0rOGDyrEVheNWc8pa3i49O001u9voh3NF6rSIYhANXoQbPjAIlue7xTiMYYYZZvjsMCOwM8zwc+BcnnHuQ2ywDhjNE0XGq6Oau6FOFR1gLUSO2J+vIqOVGtturThPplJqkzTavlUf2I2R6y6wVQVGoxGv1YGSZmpbwZk8w6MYSuCsVQyiYj0Kqz5SKzA+8hc7Q2qlOKoVIUQGD5xHB/jAJxP4XaD2wiET+Gon400RVhUUKI4YTUdrulpxy0dGkqq7j+aWZa2oG1IjEe6LcAxYZTKw9SAeJK4PoZmM18CGd2QkcjQHPFUYNlzggwc0sVuy9zVz9te+bjGJpM2an0fNee6XYkbzPlqP1Ln2vGLksFaUIsyhOKpThfWMhpsxfZ7DKJxpTPLnVY0XOG0Vx7OMg1YYjSru1R4jUAq8XQeOG8XpqLhaOm65wPVYsuNqoo8s2YzHexlP2oz3y2QbtRXBucCruyWFNVzMLU/kljIKPxjV3HaeM5nlfAgUyqBVqur+cFSzFSKf7+RkKuN+jBwxGi9Qx+QJq4HHMliNyarsiUyzHQJ94IqL3PVJ53qoKWsvaEUpijIm2Q3AIZPWbRgjKMW/W+iwUnv+elQzisITeUamPNfrNDz54wB2VO+x5roeYC0ETmY1P6gcfUC7JG25kFlOWYuTyF3n6SjFomnibpXipvPccpGDRvF8YVn3gc0YOWw0L/U6HDYVf71bMQAOasXnOxmXa88VFwHBO8/LVQr7uFp6RlH4tfnuR129M8www8+BGYGdYYbPCDsh0o/CUavHLduWEF11gUuV40JmeaH76bwjnQhvV4mUPVFk3HKBKBHbkAsnwjuVYytE1nzgdqjZDnGcihRJk95RhB3vuBGSFvPFbobViveGNddjij1d95FCwdluRrGPAeuFTFNozbaLKBKBu+MC/0+/5H5MU+EHTJr4frGbccAYDplIPwR2fCBXiiWj8SJjwnFHEsnLmOgKPw6WiXY1mET4PKnaeblKRGgJ+FyuKZlYcQ2a42Swxz+2JT7Cw6Q0NM9fUnA2M2iEt+q473l22BtFO2Qy9POOEw4430TEpr+rgaAM/2Gp4JYL3HZJa/pEbvmVXsFtH+jopFFe0IpawCtNJRGPjIfb3qgj29FjSPIJVzsqFIMQ2BymKrI1ClFQilCHyI+DZ7EMHJyfY6g1N+uARjBacc8H/mq35Hxu+WI357pL6VhCGkTsGc2ipDb8Ma34Stfy/ZHDCYixZAouZrCcWWwZUCTSXwmMQiLlv9XLuRsVl6uaLRGCSqELGwEiwpkcrtcOaa6VYUxBGEetJlOGFRcIzSak9f5t0VbsBxFsY6t2NjOs+8AgCses5vXK805VIyhOa4VqpDpHjOGpQljSigPGcNpq3q+Ed+vArox4r3SsN5/rojVsReFdl75vHeCDmKQGAPeA/7xbcTdE/t1CFzuTE8www2eGGYGdYYZPiDUfuOMCSsHZzLI41bqXxqfzWu1Z1IovdnNeajLTu1pxUEfmtGbLB94sa85mhlJgsalS7ocgiYxcrh3fH9Yc0Irj1nDKanaC4b6P/OnWLgMXxwRsk4cHjwQwCt6oEnkqSYlCr5SOfzVXsNLccEtJ5M0IvFU6evuc1oqLPFooCmC+0UJWTWCD04qDBha0oaNhSSdbLY2wqOBzuWVep0pkO5gEEyN8x4dXNKexCOQadmIiLZr93Qsy4JA1vFoGRrHR/jbrs8WE8EwTn/0qva3llwjcqFM1cT/j/rbaWk89Z/r1KlKV2QBzAoetph9TJfsHpUM1VeqeTtX6U7nlqIZLXihjRKvkj3rMam46T0Ui6YsK1mJASXKVUEqRG0PuPVvGjGUNy0H4XMdwrQypxV+W1N7xroLbpqAU4avdjK91ct6sHDddYCsKw5gG95wIQWA7BE7mOWs+sB6Ew0bzm3MdDmcZb1Q1oZn6r0Xxo9Kz1nzOhwHRMIogSnE+z6l94K0ySV9OGM0hrbnkfNKWusCmD9xwngt5xpe6lo7SbITItSrZvnVIlmlzVnHZTZLB8mbd73vPix3L+y51KF4pHQta8WRuqUNkwyULt00g05o6Cv98rsPF3I4t4VH51g4AACAASURBVOaNwSrFsBmk3JryUpYYea1OnYpWUvJg18IBPx45XurknC1mBHaGGT4rzAjsDDN8DKIIO42f6oqPHDOal+Y6vDhVSa1EqINnGCIRzV2f8uwh3Zzv+ciO91xxgVApHrWGntGcsoYni4xcgZnSycXGY/at2jOP0CXpKV8elNxyAR8iO5J8Rj8ONakK1UZ9FiQydSfC/9Gv2Jl6bFuBvBrhgplUFNub8yqwU6WKWi5wUENhDPMKDhvDicxwJ0QCaRjMAK8Ma95zgcNKpcqURDbiRD+6QKpUfhLySvO4s0ZDjNRMKqct2orqNvA3Qzeu0I2mHvNhcoSM9J53H/j7XvMaJQ9vEFonhJMKbsiEVAtpracrsu3vtIL/Yb7DahSu1jWhacGLRG5Uacgt14p157nvI/2g+dfzXQ50czoo7jjPioucypMZvw9JSjCnNXejYsNmLNmMUiYRvInQCZVOgQ5HYkRJ5C4ZUYRjRnHQGJaM4Z/MGVZ9qj0fNJoC4bTVbAbhp6VnMHIMYtJVr2m45gLnM8NNb9gOgYwUwrAlKa42Ax4vLE/mGT+sHEesJtfJK7mjFZtRsawVvzXf5bxz3Pap9b7iI5tRcLXnpNEMxTMMgYiip+CQ1XyzV/B2FdhwNdvN+2yjfN+sAqes4qDWjEJk1XnuibDlA0MRtuIkynhZCcMQ+M6gYkHDY4WllLRh+OcLXd6vPFshgIncDuk4C8ZwXIQ1L2TNddIGRkxj2fChjiEzzDDDz4cZgZ1hho9AFOFbuyPeKh2rrZWUj5xzjtBJmlQB/rJf8lrpKIDnM82FzCS3gii8V9as+OTFOocQlGbeJEp403lu+8Apa8aRlgD3nOeVMllSHTaab8x32Qqev+hX49b3p8EQuGAVu1HYiBMyN01eD2nGGfWBNFxzAbgb0vPbqmMkETZUGgr7J72Cs5ll3mjWfeD2sMICd5xnXmuGEtkKkVzDQWO4E2VcpdLNubUV1HkSUW+HgHpMCFiLNmJ20cBQkgfVdEW0JafTXqyflBzXJAL7IFrbqPa/7TEeA/oqbRBWZHKc6XPImZDeJZoUMUmRpUtGczekiuWyUlwJkd2YyNAxA5shVYs368jGzoiTxvBrvYx/u9jlSu3RUbgZIrtN9RDVtPgbW6yzwEqYkKqNZuNzVMNzxw4hMfLdkWORlPD1VuUwSvH5bo4CrtU1K06xUnuiQK6EvqR2viQXLsomaOOAgUKEjYZ0jqKgEM5ZKEVxxQU2fKBCESVyx6XvxEmbrKcc8EZV89VewVd0wQ9HFYNYs+WE3Rh5x8fxdbvUbOrqEPlWf8R1SdfLAQUbMnFC2CWlzD1vFBsiXGs2TvfqwLxqJBzN43QQDhrFB87jmwCJZWt4PDN0jaaj0lBaVxuezxSXXKAvwtd6Bf1hzZqPY8nINIGdB77UyemZWfV1hhk+S8wI7AwzNNiNKaFnyWgebQamtnzgtTJZGrVT6jvA66XjiB5xN0KIkUtVmky2wKXKM4wlh41iM0Ru+kBPa1QUekrxa3MFJ6zhvw1K3q0cWmmkkLHFUk9rNgQWtaLS8EimuZgbbtSyJ7nr02AArPlEHEekiti03tOSWqiHJbLdEID1CM8WOYu150d+UrMU4LyB43nOhUyzZAyFShrgu80U+ZoX7roarZKPqQaCKP7FQpcfDitWRw7/wDksAC8UhkNG8bfDZHeVk4hz27LVJEKgtcKFtMFoAw72czHQzXubJrAf5XgQYGw71j6nNc+XB563CBzNFBJhEGRfTWwgEeLWH/a0SQNGI+C/DkqezzOCQD9GtNb0FDiV7JluhElFOJLWdzNEbjpHptU4jrUjwqJSjBC2vOC0Jjav0TGGr+WKvyn92Pd2XsERo9FoKqUIytOPAj5So7jnPN+XyE/Kmp0Apqkb+xgpVZKGPJVr+j5wPyYd7JrzvLxbshMi8zq9151mDV2Ek7lJ7gkRRggqQD4occAgCl8uLK9Unn6MnMkMZ63h7dJzO6TrrsNkiM6RSP0qaQhQNZ+XAGtTm4hus+YjgVeqJLlor+IR4GSiTw7Na24Ez6nMcstF1kLES2TXe5asYTNE7vuAUYoomijCZoisCBwxii2fjl2wt9rvSTG1QWRPl2WGGWb4+2FGYGeYocFWEG66yE4UTlnD93ZL/mZYs0W60bVtZIDbEf50tx5X49oKmwOuBuFacGMvTAUcU2GsMT1a1VxxhjdGjg0gJ/LasOZa7Xm6yHiik6FFOGU0Lmou14EfDCt+rVfw672M7w0dAz55VRGaqtPU/2vgCOmmLTRkTMHjcwX3neeySx6W173nfR/3ELdAqiD+ei/nzdpzeVSRkbwyy5CSo3pGc9RotgVOGM2TuaGn4N3KsREjh0hETWRS7X2ik3HSWL5bVuO2e+ui0A6MaZJs4bTRGFHc9AFp7MmmyWr7ORXA41axGYXVpl3camY/bFislQTMkYiIZ/+28Ah4xQlzwIJK0ar7fSZtTG5yL1B0lFALlDH5sf6rTsF159mKiiNGkQl8e1CxxSR6VYADOgU03I/gmsSt9ndCqtoC5CIYSRuHYYzcCppHreaKj+gIR61iLUa+O6o4olN7PaiIUoo5BTsxcqOM0Nh9hQiFFrKG+R/Xijlj+MAFVqOwIMKqjtwISdKx2eiN2/XdiCAuVXBHzdoL8OM6UDTv8Yex5k5DRr+1W/JiJ0Nar1edvkc9pXk0U9z1kfenjH6FtKmZ7hJY4KxO5HVbJprkVpfcul20yW0tsV0J4CRdUyOBLZ+qyF9QikcywyDCdgxcCYEIZETeGNVEhEfyVE3fCEIPOKJgUxLpLrTCS9KizzDDDJ8NZgR2hhkaLOs0QLPuAn866vPqAzfJNgzg41KaHtRXCnC/mbSPwA9GHt9QnZacbQBDHzmdC1frwGoIdJViLQpbQXiv9rzUK/j6fJeO0vxgWLEmny4pqq1StfZPW8Ccghc7lgEqVVCjcDbP2MSjReg3bVvb/GmJ3HZMLfCMFBG7G4XtRjKxIUn/+IVunkzgY+TZTsF2iPy0cqyHQMcoTihFx2hOGRiJYlEbSoQOiaw5EbYbgjtPkjhUJPurvys9Z23y0+0Fz05oWshWsxMi681H19XwaCfni92Cv9wd8drIUQMn2jVv1ma6KquBAzoRtw9LB5trHj8kkWzXaIxbd4R2rVoi3borKJKUYy0IPaU5ptPPdRAyDZlSGAUHrMLG1CZfienziiGVDD1TQ0RTfzJaoqwYIAwiGIQqBr42lzMisOUD96PgBLpKGKC42LGcMIbVmNKpKoEjIZLnlp/VNXeaDcLhzNIPkQr4/iBJWUyzeDeqFCtcM4n9bbFJchZQU+fc/rfdqFyJk/CDyz4ShhXPdXJyZTlvDVdd4I7ziGScN5ob3u2Rjcw113T7d1mzbiWTTeTh5netXZs05z+9kamAlSjjQbA2xOKINXyxV7BgPC/3R2w3z9cCN5oN3tc6hq/0cv50Z0i/CVs4YDTzCh4v8lk61wwzfMaYEdgZZmhgVKqSvFW5MQGaxg4f3nr+OAjp5uhhHD/7pIGLnUTy3q09x6zmK92cSgRRcM4oNBnX68DnOzkGuOkCt3ygaxTPGcMh4DuV33cKf1qrCemGvECqxLbkwQhsRqGUZNcFMJBESAdA1JosxjG5aF83AH81qHg6tzyXZ+wiDIPweumYj5ET1vB8J2c7RL41KLnjax7NLceNou9gG+E+gvKR6yoRwI52nMktX+oWnLKa27Xnvw0r1mMiJM92Uiztd3drBs25nrMabTLeqj0LCk4VGe+HCJXjkIIj1hJJDhLzWtNtzn2/YazpdTthDbd9QMeHNyQtqamYVPDalnEgGfnvsNdPVtEMdImwLYoBilGI/Md+Na4EOlJ7/7nCctBYHIH7Po5J2T1S5bvV4Rr2+uYGUtu80Mnrta0G1wJvDGvOd3LuK0mxxiolbQURjhhNphXntOF8ZqhF8CK8V3nu+ogXOFdkLGl4PURuuzAecsuBqiGKC6QuxRZ7K9HT35kPk2+EqfWKwPUIpvacyQ1n8gyrFGs+8IELLDcSBZo1U0DUsEzadHS0ZtC4O0xfswMetttq17b9HLtM0rYiifSeKwy7TVX8hNUcyQw7LpAJHLOGTReogTdrT2EN3eZ1naShvCPWcjqbDXDNMMNnjRmBnWGGBoVWXLSKH8j+U+ofaaT/MRD2EiYDnMksvznfJVOKb4iMB7iCCCetYLTmVJ4RSFntPywdVYxoUgXtuNF8qZOxIsK6j2xH2TPwJOwlDG2FsNUTtvrTgaRKnRahg3A+02gyRhLph8i2T2RAk0jCgm50fSGyFQJ/N/R0jOGYMSwYxRNFziNFRkfBlRjYCskztaPgN+e6XHe7VEHGJKeN9tyJ0C89TuBqnfLk55ViHUnrJzAMwnymOSjCQa3ZjMKGC2wHQazmS5nh9OICfjjgcuW56gPrVXp+GSN90rGmo3WzZh1aLeWSgjmlKFR6v3Wzdu2adUhktLXLsky8SFuiNGRvZS8jVeQiqS29y8S3FibVSSfwaulZ1EliMK2lbKflaY6vmGhzaY7fB/o+7iGQAbgcYadOVdJDVvNUJ2MzCCEKudJcqhw9rTlgNN/ardiKEYuM3+NmCNRRUYY4lsK0G6RFlbS1R6xhudGubjYOEa1co23hFzxsM6WBo6RuwH1J7yEA93zkyU7GYa24DMwbzQJQhWR91To6LJIqnR7FcS2UKsXXTl//sTnuR2mfcxIBf9CB4vE8hZKs+EgGnLGaJ3LLslFsRzgdEqHvaM2lyiNKc1RHnIKBKNYj7MQ0IDbDDDN8dpgR2BlmIA0DvVXW/GRYP3QD+yzR3lA98IEL3HSeZW245jzzWnHUaN6sPT2leK6TYRorqt1mqtuiGERhLQhv155zmcFHoWzM3tXUcfbzMx2SKmXHtOJeM71fIDyWJ+/PKz5S4chQ9EMihoqkQ3wys3y1VzCv4TuDisu151rt2RDoEXixm6GA9ShsjWrmlaIvkXN5Rg9hyRj+djgiRhmTvjZgwJDa9bukRKYFpSi0ZhgS5egZxWGrWfeCRGE9CqI8HTReUpVy1HiWeu/Z9RFBWNSakybpPNd9GJPKhea/7dR4lyRROJIZDmvNbgjcDYl8nSCRq3WZ6CbP2hR/e91LslNiUtnuMvG0nXZuEEmaTN24FrQEcNorNpCIVogPJ4JNE+LDGpaN5gO3Ny1tmrhO6zvTdZHKtyqChIglRRJfrh1B4EKRIVHYkrQxcTE5GmiV5CL3UQhJ23lbJlIUIXmlHsosF3NLruBK5dmNkRhTNXqnOf+2qrk59X4K4ESWNj+/YQ1/PUjymDmVXAW+Pai44jxLWvFYkTEMhpXme6qAeQ1P5ZYFa+igeD0oOhIZhMimTNZuev0KEmm+zV45Rs1EJ2uBgwbeKStuNZsOABsiv9LJyIErznM0s/yLbo7Vih+ParoxVaXv+5gCOyS5KBycuRDMMMNnCvP7v//7v/+LPolfNIbDB416/vGiKArq+tMoI///A6013W6XsizHEaufFKMo/MVuyTsufipd6afBOZWshxxNNUoSwRkI3A8pbnXOaK67NCByytrxkE63Sdy66zw36pDatFGoETbCJBdeM5l632+gqB0462rNvBJ2m2X6Qq+gizCIqaVcS0oeWglpyv8LmebfL/VYsoaBQB2Ey3Vg2BCZTKV2aiTF2ypJGswgES1JH/te5flZFfCkLHpk0oqfkKz0PtIke0pnWlCKr/RyvjzXYVHDuy6wEwWjNCdzy+nckqM4bDQO4UqdbJBe6ua81M1ZNIpvDSqu1gEhVVgfKwy7jfdqHQJehFppjAhWay67wIiJHjY3mkIpLEkPuhOhYxSZ1uMKX02qtH6lm/FsJ+OoSjKBQLLPmtcQVIoFXlAphrStZu53tbbygH1b7gJnMsMxBbfi/td6e17tb31MFd5tGl/iGLnlI6sxBVvMG81LvYICKBrjfkvSvvoYIaaK7GmrGUUZx+nuksIsnigynioyzmeG7RC5GuI4rrd9j4bJoF1LHHuA0YqRpMG+jtYsa3gkM1RK8VblGARhPQg3Q+CE0VzILaG5zixwL0QqEe6FSKkULxQZx43CKuG0FnbiZHis/R60ARqQNiDtYF9bkY9AlKSlna6EO9JmZ8UFtn1kQcGJzPJokXHUGg4bxUaM7IRIoRUnrebp3HLFeTZCZNnocbflvxd+me4DvV7vF30KM/yCMKvAzvBLjVEUBKHQikWtyQn/XQisAV7o5TyWWW7Ujlcrx25MmtajRnNAa05ZzQmj0Z2cTnN/e7WsWakDmyEwCpENUWObK2nOv6sV3SjMWc29EOlLGi75MEQSYe7RWESJcGlUseIDO5KI1bzWLDZpVwCF1hitue0Dr5WOzZCmcizQUwqr1digf9MLwxgZkqbht4LQp30sHFRwLEthD3caKYECjuuU0LQehGuNhdRho3g8t1wscq7Xjncrz0mtOVEYzmaWC7nhiNFsdoT3qprXS8+O0gxi4HURHs0zbjnHqo/jc1jQiguZYUnBtbLiunPsZhaPoSINfmWk1vRZq3FaUUbhnNVsi2at9qwBu054zAraKIgKF4SOhmcLy+ki51btqRWsNslSViseU7CGYtUJt5E9EoDpa+Vg8/MG+0tXBsBPK89BPtoWrEWrFR0CNoJoQUTG3QAPrDvHK4OSaz6ybDVHM8M7peNWk+CmmnO79EDVtz2fD2pHP0au1R5PpIwTucbi1LU3mnpPrQyiK8JRo7haOxyaw0axK8JG7ZlTigUDN0LSWf9o5DiZaS5mFm8jl1xkN0au1h4niqA9NjO8kFv60bBgc07lkVcHNTeb4wp7pQKtt3LrMdyu54iHU9dqYDsq7vhAX2DNRW70R/wvmeGoNSwbzXoIXK0821FYj5FbIfC3Q4cBlrQah5zMMMMMPz9m36IZfukQRLjlAmWMXHGBXClOW82chi91M94fOW7t87y2ejStW2w1lNNWWvseE/jesOaJgxlPdwt+VgdGRBYR7odIoeGCNlitmZdILcJ157laOt6oPEOSRm9RpQlpmmOOGoIoAkYL/TiZrG8HXeZJLdtpklMy0cQS4QelHydarQVPh8YvVCm6Suhaw09Lx1ZM63XSGMpM2AqRJa3pas1IIkFU41KQqsIdFH0mFbgnM8OvznfY8ZFBrLkXwrhSnEeISsaVMg9cyAyf7xa8UzuuVY71KDySG54oclZcoBRhIwqXa89OFI5kBhdSgtOqj9ysAweNpqOTH2kEbgXhP+7WLAEXjeXJjnAZzZDUHv/1bkEd4ZrzbIswH1O7/vmOZRjh284TmsrzVQ8Xc82BXLHoYQfhgyAMasd/3h5SNkxtBKgobCoYiOyRLhzXcG1q6EpIlXov+0fktnDAfR7WOu+HnEQio0qt+UxrtAh26lnDkKQhpcDpzHDOaobCQyR7uhrZklqAq3XSO6+F5CRxwihKEZaV5oDVbMfIDRfHeuL2vdbAu0FYjyFVQSUiJIlLLXA2M+QSx92INnb4oFUolSEqMAyB9RgZRqiUou883/aBYRQOusChTDNSoOTjyf505+LDenOXap/8iJvzH0ZhN4SkEzeap4uM16tA5fxEOiCReaOZ1zMpwQwzfBaYEdgZfumwHYV3as8951nzARF4TYGgeDzTvNizVEPP6gPP65Ha22ukG9cCqV3fVvZaw/v9oEht2h8PSrrWkhnN01ZzJreAYiRCVymGMfKTUc2lylEiDEIcWzkVwOlcMwrJISAEYaepLHpAvIx1j22LVpO0pa1zwINEx8MeQgGTyFQvkGvhmDVcyCw/afwuP9/JOG0zzuSGH40cx43ii92cn5aOEsWjCua1oqvhoNb85W41TsQ6n1u6SvGfBhWrYTJh74G7pJPLaP1bU8rXRgisusCiTlGpZ21GaDS/QVIV+4YLnM0MR7Sm7yKuSkEJt6MgKpArTZe0Vu1ntAlcCvB0t8c5H7jiIlEpolI81clY8amyp5QwUop36sCC0WRG02kGpRRQRmEbYVEr+kG4Wnu2QhrwiSSSmjXrvymTjc4CcDEzHLeKMPLcg3Fb/v4nUMA8GEbRmvy3aCuJPVKU6VGtebybUyjFdRfwAvWoHlcf2+ujAm65wGYjo/goGOAY6TvhScNckIjfkoBoRUAQpVAqxb+W+xBzIR38rFF4FHNacdVFFEIdA5fCJNVsySi+2it4ssh4p/IsG0UZFSWKjoEjRUGsa27WiRAPiGw3Nd8uE1KqgQOkKvenRcneCOOSZC22lJmUHifwxY6l6GWctoZ3K88xa3i2sMxpRT9EelrNgg1mmOHvgRmBneGXDnNKcdQotpyMNZ5JO5oIY1QPTyJDk4Y09XNNIgftdPgCk8n0abQt4Qr4QRWYd4Ez1nKqsOQq1XEPG80ro4plpQkhsBbTAEgXRd5Mgxc6RXiOlOai1dxVnp+5SRKVB441llRtalFLcDSJFM6R2r3TbdEPC0ToAT2tOWgMKIhK4aLwdyNHoTz/bC7nhW7OQa1YspbPdzWVCEtacaYQ5rVi20dO25rbXjhmNbdrx7d3K1b3Wac5UoUwKjigFF1reL32iKSqpTQOCWcyzc8qxxyKJQ2X60A/BCqrOWM0j2Q5HwxGDEj/wC0bQylCJVDE9HlkgG1Kend94KhWLCvYRfFWWbNgDFljRO8EDqiIkjRQ91RuealIussoglKaK84zIllU3faRRywcMmAiLGeGQxqueeFGk2imm/X1Cl7vD9kOAWyGNfYjq67TqJlUQNuBqmm01KgkbSRO5xYi3I4pQOBznYyzBv6v3Zq6eb1aJhZjJZNBM8XEtaFHM2jGZDCwlQo8kVk2vGObpM0NEdaBDe9AwxGr2HQyPr/u1Gf/VGHpoPiZj5gQsQrmtGa18SLuAKeMYtEoDluLoNiKKXhkI0TqKCwaQ09rcmOY15Eqpo2OE/hCYbkbhBsuacjbMI9WJtAGHSyQvucPSgdgr2/s9B4jNK9Tu8iK99QRnu9kfGOhyxuVo4rC+cxyPMu46QKXas9xa3i2kz10jBlmmOGTYUZgZ/ilQ6EVX+wWrNduj9H8sPljZC8xoPn5Qd2fI92c20Gb1g5olb0Tzxmp3bni09R/jHDLeQolZFrjBSoRVpxn3qSq4+dU0l2+1Ml4t3K8OnIsK8XpzHLfBdajsDNlRZWRWsPHCssgCOICR6zG+8h90s1/TqWK5SexA+s278mLkBPTEJICjOKWTz6hEcXTxeSfkKWpKevjzY/BCHPWcFIlze1P6jjeBDyInDQIds0FVhG0SnKFIyYNsN3ygbUgrLnAjSDUIfJXu+mzyXUauLnYyfnawUVu9Xe5Uzsu5JZ/Nt/lP+0MqSIcNYrnujlf6GS8VtZcGjmuushtYEmnz3A9CpsxoIBFA0iq/F6vPa7yPNnJWBe46gMGhSWw2+h82+GfQUypWwXJb/W0NQzxaTK9ecw24OvAjtI4o7GkTcYnJbDtNdZ+Ag8WbTMm1cZrLrJkhS0iN51HgPUQ+HKR87W5nLdGNbfiXnKWk66DNq3NAM9mmq/PFfzvWyNW2GsPVwDPdnNyrfhvgzr5DDOJldURLphJD6CV3xQazmaWL3Y7XK5qDIkMHjSa6AM3mmfMAR2t2BHNqvecygqeLjK2fCRXqao5ZzSSWQ4gjJohr74PzGUarxSbMbDQVIEVsJBrDjUWEV3SMOIoCtsf8iVpo41h7/dIgBgCojW+Gfq67D2rzrMdInNa8VwnhRlsNLIZ/ykHTWeYYYa9mBHYGX4pMYrCFRf21Q4GGgsd0o3Xsjd6dKH5u1aL1z5/g3QTP0TSJrboAHVMUZ8tqVgXmPeBL3UM79Upp/6gMXS15o6PPJ3bZFqvFc90CzYEulrx5W7O96i5Xnus1hxotKYnNeTWcM9HOkpxIdMsa82tGCliijo9YRRveflEBCknSSO2gvD9kedehDmjOaoN/3ROY5XmqP14c/YlY/hqN+fvBiW3g4y9QefhISK7Bmy70Fh7wXGj0AoWjeHrc5Zv7Y645yIfxNRi3pL0GgpYjNBXgWGMvLk7BIkcyixGab47qkDSpPtjecYpa/gvg4oYIkNJg1RtBfuC0VzMLW+WHqUUXygKMq24Vnvu+iSruOETsZZmAHA3NuegUmypA+5FqBDmSS4Kx6zm3TqRtRgnpG8AYCwZgQXMQ5ukFodIXYHQrE0bl9t6oT4oH5hOjINm8MgHrFK4GNmKcMfDbTfiiLV0jSGPSTJggKesZtloflJN6rrtdf565Zk3sBxTxTZvjn/QKO45T6EUi03pdhk4YOBqAKuSXdaqwO0mveqg1Xylm3Eys2z4QETxXG644mEQ4niIzZCG65aNZUhKgFvzgXmlOJBbDllNJdAxGpmbZ3404ICGS5VHZYrzWXKdqBp7rqcyjUVxyGisToOFH/iIE6Fs3BYehCK5SbQBCdMuBh74WYBTEjnWbFZjc819vpPT0WqcxHUusyzpmRZ2hhn+vpgR2Bl+KXHHOe4GGXs+PlhwabWhsHeQQwPPF4YXOhmX6sB7LnDXT6y3WoLRWgUpwGgIKDQy1qVG0s1/s4leXVCK317osBqFN0eO7zfJUfNG8/ki46VuzpJWHLKGc9YwCimlabFpuY+As1qxoxRFlnFWCT8uHWsx3WS3BWh8Xz8OrUm/MCHqd73nOVtwJjc8kn+ytmcQ4bYLDKIwEI0SzwEFlcC5XLNWx/GwXNvuHjZrM6/gqDUczSynMstBo3Ei/Fl/RCnCSWvpEnmr4VetjOJS6VirIrUoDhvF3RDYrCMhCEqDQ7jjA1cqx/pUylYPOGY0c1pxs/YgkeM22TW9UdZUUfhix7JkDUESubojSRIwDi2QSbxsW5GvgDfKmigRJNJT6e8U7VBeu1aJvO5HnHokCy4XG9lBs0abze9r9l5zGYnwTb/WEHjNNQm3bgAAIABJREFURQ4wSf0aAbcj9GvPaas5r6FUmmcLy2/MdfjrQVLAFqTN3LxRjEgSkgA8nWt2Q2QtJO1rJcLfDCu8aIYxnU9QcDM0mlGB12vPMWMxpNjhJQ2PFDnXas+PRzWZUjyRG8oI933qMLQmSRp4smM4oHNues87A0eIwunc8mK3QMVU3T6ZW97vp83Maoj0Y+So0fxKL2eh+XznjKYGboXAYa04m2fsRk9UgpbIatgryWjlOD0NT+aWbR+47YX1Zj3bwIaVCAtROG8UT3RzTmaWMqZqcBRBq6R7PfQJNn8zzDDDR2NGYGf4pcMwRr47rNiRD9d/qqk/MNGQauCOCyilGEnkuFEQ4W6cJDm1w1/tYNcgMk41UqTqowGUUmyJkCtQCjKlOJ9p3q88G0GICCes5pDVHFWTG94XujmFgv97t8KJMGyqfhul55HccNAatpxjw4XGCSCdx9rHaAfmgP9poeCNyvOOSzf2ZzoZayGyaDRPFZYl88luvEGES7Xn3SqRjELDxSzjotG879P0e5EJtxo9ZDtdbmDcyl11gWVrWWwqV2ezFNPZj7BaO+5MEdABcCvA1qDCWMNRrShDQKJQAGJgO8I9H/hckXFApYpva0c2BO64yLxOreZla3g2NxTDAZtiCEpxJs9xAv3gWAmRe42etSWOHji2u02ddwh5RoHGAbeDsD50KbRBJ2LZxgq7poKpFOxMtQJaxwsLXDCw0bzRUkG/edx056AmvU47iPVhw4TbTHxOpXn8EFgN0rTHhesucMcHLtWp1d0BjlvN4czgSJu/AKzVacCwIlWmo6TPblHHsc54xMQ2SwN9LwRxWBTHjOGQ1vQU3PHJ+/h8ZjhpDW/XflxlPqJSB6FSiht14MScpfCK1SCUMdINkWGMSWuK4pYecKN06JBI7I6PvI3jaJZkGusCG87RVcnP9oZPfq49a5hTmlUUiwiHm93t1amhs5UIqvZsxLSWsVmfI8CdZt03gWOaRFJFeL1y7MY0/Hh8RlxnmOEzwz86Avvnf/7nfOc73+HatWv86q/+Kr/3e783/t3169f54z/+Y65du8bx48f53d/9XZ555plf4NnO8A8RpcCl6sP9Xg3JcuiUgR0U95tBr0OAbxKsbpeejGSKf6hhuWtMqmvt62gSWVhlMvW8QJIbdIATWjF0kVWB/21rwGNWE1QSNoQIo5jamtPTykopLuQZT+eOLRe5L5qNkKpP/RBZsgYTfBoqIRGbw0axEh7W3LXt5w7wUjfnbLdgV2m2cTyVW35jvsNOiLwyqvjWbsmS0TyZZzzZyciUSlP6pGGbadwPkUuVYzdGnsgsh61JXqM+8HSmeMcHLrm95zPtSRojvO8DHec4azXrUdgNkR2Sgf5qnAwWtSS2IhGy+Ri57oVLpH/gjhiFjsmjNgdu+oBXGkscS0MiqTWcAS/mhsPXL+Pu3+N2VvDk4aMcPHuOLvCXo5oyRDpGcSY3PFvkzGnFK8OSgY8cqkecGPZxR09wqmt5ufTsymToyce0EWrb+6Pm/XZlMiTVesBKQ2pvBjhhNTpGBnESUPDg2rVa7I+yc9vv9z2gUMmSrYrCpor8YFhxr+ksBFJ7fSNG/u1Chx7CX4881/d5fQ8sC9xqjjMH9AxshaayrtNnJyKcVEIfYcMHTmWGJZ3kG2+UFWWIY3uuntH8y4UuV51nLUReHdVctJqnC8tuiDzTyTEqaUrnjOJsJ2dzmLx2VRM8cS9E/stuxZISMjRaaZatYbequR5S0thTSnOiY/EC1gfOZZq/G7o90oyKFMvbJslB2gDcZrJhLYAcxd0QeZzkfbwtSXu8qBW9mXRghhk+E/yjI7DLy8v8zu/8Dq+99hr9fn/89957/uAP/oBvfvOb/NEf/RHf+973+MM//EP+5E/+hPn5+V/gGc/wDw3zaq8+cBrp5pMqgCVqT8u/T9LKbZFuzo5UedoVxgM8MLHYqpikTEEiR/NG0Y+CF9gJwreHbtKCRrgTAoes4oy17ITId4c1q0H41wvtvHaKve3HyNNFzpoxfF5r1mvH9Sg8WRgOGcNbjQVSJJGnXhAWebgyZ0ht7Kc6Gb86VzCvNces4dFcOJoZ+jGy4gNbPrLiAitNpeywTVP6/29/hAa+Od8l04oDWqU2abM2PUCLcNMHXh9WrIaUnJSxv9NDi5JEdH40dPxw6IikTYXRyZWhjSJ9kJJ7ktfneKqe5PsKkAmsKyHUAS1Jk9xqcnNoJBqai9Gxef8e3+0ssLK0zAWteTHP8CKcsI5aa54qck5nhpsucMUFOlpzS8H15eMUwILV+EAqrTaWX62soEuKKB2GdC210+/LCk5lmmfyDJTitvP8sPRoBc92LO/VAV8H5ptrb/raat/7p0HbMVhUYEj60Ax4PreshMkGLzafx2aE18t0lA8bPyqBt6Z+aQUezyw38QxiGvRbdSmdrB8jMcC7VeCE1TxTZNzxnvcrP95sXTDw9YUuF4qM45nlp2XNfR94rfIsGc2XugXHMsN/3RnygfN8udfhQq9DuZvhfaRC6CphJUR2Q0zaVQnMW805pegaTQxpE3YyNzxVZJzINN8eRN4u3Ydeo+01065RG9bwqE3DZ0OVKsuZ1jxfZPRj8p4+bDQX8hmBnWGGzwL/6AjsV77yFQCuXLmyh8C++eabVFXFb//2b6O15rd+67f4sz/7M77//e/zjW984xd1ujP8A4RRiouZ5i0XHxpoapN4dgR2g3DYKM5bxY0gTXsU+mHis1oyyb1v0U6YT6NLuhnfCDL2Bq2YECiYaE6PaM2XuxnXXeDtKsWiighKKaIIlyrHd4c1IxEOGM2iEtYbu6BBVLzXH3K7cmNyE2g8Vh/AfHO8jlI8mqVEq9Bo9U5bzWOZ4dXScc8Hek0bv4rgm8SpDR+TlVQUfjSq0EqxZDQ5qRp2t665FuDlfahVzse7IQQSwWvRB0zzPj8KlciYFMLEUcI0a3zMas50Mv52WLHSyAAOG8WyUVilGXUKXn70ad7FIFZDJ+fNyrFsFP9yvseosQpbD5FrPnC78ag9bTX3JOJQKVnMalZjpB9lTF49qepqYhpKGk4NdD1TWHKtUVrz5W7OHWfYjsKCVjzTyRlKzbYLbMsktrb1bZ0mlPsNJraDVg8OiRlS5dU1VWJDGhzsj+LYfq3Vf5bAa5XnqEnXb3ve7bH2O+42ifS28pm7UThqFZHkebzpIx9IzZVasWw9TxWW87nh5igNNs4Zk84xRrpa83wn452R8PKwwihFoRQf1CnsYztGbtWOH27vcqf2nMw06yF9b05ozU5Mg2N9AYmRI0Zx0hSMYsVOiNx1nr+KwmGtqULkftz/Gm1t8XoadhvHAWk+17WQhtm6KI7otAnphzTMN2fT5nKGGWb4bPCPjsB+GG7cuMG5c+fQU+2ZCxcucOPGjV/gWc3wDxFGKf7N0hwnhxVv154VPyGy7Y26rU6VQagVHNYK/f+x9yZBklz3mefvLe4eERm5b7VvqCpsVQAIgARASmSTWppqtdTTo+7DHMZMZnOV2eg6Mh10m9vMRTdd2qzNZFKbaelWj2RSUwslEqQIEQsBFFD7XpWVe2ZkRLj72+bw3DMyawEKQJFoAPGZpQFZGRnu4R6R/vn/fUsIbPlB/Wb9+A8Lw9HEC/7tinl5IumVAvaIGCG05Tx58DyWZbzYSpnVikOJ52iimVGSbhXz85PC8H5e0gueFoI0BG5Yy7oLKCnZJx3dEGUStdbxQTgg4vJnW8CYjP3sG87zfmnZCgFLzHLNleSIjtWvV0rLRWv5606fWSXZoySpgraUdELgurHcMp6Od6z6B0+6dXWMP4yM3o2HiQCrm9HqnNEnEsGJVPNWEYsIvtLKmJCCs6VhvVqqnpRwNE15MtOcNZYLaYM8xIm7FZILhWVPIjmYaCaqvzHjSvJkqtmjBD0fCx+OjLVYdDHdYlZKmgJesyULxHNe56uuBxgJ0IgDWjIBSbW83BKCc4Xh/cJyJNE83Ui4YTybHhpK4G3YjpU6nAjOmN3mvDHiea/JaguYkuD8QC6REs99LbtoVf+mgVUTSxXqz0BCJLL1SkHHx9fSZBCRlVb7s1Jts46gq1cA6s/JkgvsV/BMlnDOONZ9IJFxVcI5zykheCpNeLUisDeN4y87fQ4mii83Mw6lGiUEhphJfLUwrPiYxzspBJMqrkb0vee10vB+6UmIy/hliCsrmhgndzYv6QoJIVbjvlM4ZnRgopFyIlHcMH5XrnOtX68NcCYMVmeK6rxuBdgqHBM64HqevhAUIWp7X2mljKnh9HWIIR4VPjcEtt/vMzIysuvfRkZG6PXuLQNcXl5meXl5+3spJbOzsz/1ffxZQAiB+oLe5dev+2Fe/16l+LrWbGx0WbXl9gW2Np/UMU+LxB9IF7ad3neTqDrP8n7aw3rJeJWB87yenE0LwUvtBmdyy+0AM0qTKolWEqUUTaXYrxQ/6uas+cCxRHGmsKz4uEw5pzUrzrNhPVLEqWAvRLd6KiOBul2FwN9zrIBFATNKcryRMpJo/rZbkFQu6Q3nuWI8L480eEorEiFIlOLPNnosO88dF9BK8FQz40ga5Q7v9AsmhWBLwrq9PzmVwBElmEs0hMD7hWXzPsf0QTgJXOLBWakpgylnrRW9aAObITYh5cA1YxFZShACLyQ2eJZcoF/ESWHHRvPbpJI8niV0K+JzMkto6PgnM/eBzeDJA/SCiBFXHg5KSek9C8ZxMXjWAhxoJjwuJQvGcba02+ejC4yGWNsaBCwZz0hDcTRL+PtuzhuFYUII2kqy5gPdEJhUkiXr2KTSXtpY21pLXeqbq/r4CKK+ORXglGDeBayANMB1BiRzXEueaiTMKMnrfUMQnjZRBtInvu/r9ILVirhNSDiVJrxbGtYrU1N9/N2O7demxVpms+TgnwvLwSRqXqe0YsV5Uil4vJGx5T2zumDdepoiynq6wB0fOCAlGz6gRKApBQ2tyMuAEjCpFWeNo2u2mBExb7WOuWsHGJGQKcmWi9FpF41nC79dC6yBk5nmS82M/7rZxYqoTa5TJWBgfrPVsalNXHWxia9+1nExIUNJwWOpZi5RtLVGyYGW/aeJL/J1YIgvDj43BLbZbN5DVnu9Hs1m857H/smf/Al/8Ad/sP39b/7mb/Jbv/VbP/V9/FkhTdNPexc+VYyNjT3U4yaB/V5w1XXIrGVPllB4z43CUkiJ8pFW1WkEAdBKkgqBs2576jUh4fnRUX7U6bLl40SvvtDVEygYGG0E0NaSVGv6ScpW6ciCpKEVP+yXXPGe59ptnhkbYcs6rnUNBZ4TrREOasuYtbS1oqUUewWMFSXzWrM3S7maF3R7OXtkxolmyr90ulztl/clsQ5BkiR8a88cZ7p9znZLGiKQSYnQgtl2k0OTE7SqqdFYCLRGc24VJbOVTrMhBHdKw5udLd4vHT7AfKo4PpLwo+69XvhTrQbfnplgLk2ZUJLbpeFqnkOA1ze7vN57kH8+3giMjzRIe/n29GuflmxWZreU2K7Vq5Z+dXW8NwJs2UBXBLoeFr3hhEgYazSYo6SojHKr3vNmaZlPNXuVYjzRPDbSpHSeiSThidEWF3sFPgQWjeGmjXFLHRc40sx4qt2kE+AHvU3WjGdPohhvNJlNNc+OjrBlLP95YZnl0mxnjW4CbaVoCMGadcggeKLRZA5JVlhKAd+tKnzn0pRlK+jgtnNI+0JwpJVRWMvVwpJX77OaJgUicXQOtBL0CPR3LBlIYD5RHG01+fU90ywVhrfMCtp6prSg8FEiQiUzqIlxE2hpxQUXKBG0lWDd+e0Ir/6O50eAlIJmVbyhZcxsbaUZT4y3uVFaZqXg6xOjNCrS9R/SjH/a2KLnPKfaTXo+kEtJMjrKIZlwYXUDIeCZ8TF6nQ53jKOHoO8dJgT6iaKdZkwZS0PEDOOm1sxqRSYlb3f7dKylqLS2o0ry/Ngo/9veaW4Xhn63QApPJkFU2tlMgkTS89FBOKVkzMG96+9BIgXTqaZrHFLCV6cneXliFPEzro39ol8Hhvj843NDYA8dOsSf/umf4r3flhFcvnyZb3/72/c89jd+4zf4xje+sf29lJK1tbV7HvdZxMjICN3ug+LQP99QSjE2Nsbm5ibOPdzi9GFvuKUEViU8lSUsGMuKsQgCs4mkKWILk/FRe5hVbVg3BVw1cRtH04SXUsHUSMa50oD3nDOenPvny1qgaz3rtuR2XiKqxy0bS0GcAC7lJctbXZ4dyUisYY8UHPeWgypgpKQpAg7HiBDs04I7pqSJ40tKcmh8hLV+zlxwLIrokN45OYJIfho+cEjAwvo60yFwUgnWreVsXpAKyWymKTY3di1PzwAzAjDxX1/vF1wsDBvW4bwj93Az93ylmTAP3Kl+7yjwZDNhb6Y5YEsSF93dM8BMtar63HiTZ1PF9za6XK8imdoCUhXX2Q9lCd470mpiNgF8OdVcMI4bASakxIZAKaNWtjba1cu8q1VJQunAug6jSrJfK3LhWfbgq8glayxfbzdYMZbrmx32asWFbo9za+use8+YlLSUQHmYDYGUwAHveHN5nZ/kBYRQ5Y0GVrTi8dEmjR6808vRzpKJWDO74aOUYKEocdWkc8tYvmcN5wrLZhhEUQlgPBQkiF3vqVEfOCoCS0JwlfgHvQW7blhqw5d0ftdUXFbn8pdaDZ5oatY3NriWGxLnkARy6+n7OFVtVLFjdbwXwO1yQNrmiSsULQF7pOR9N5DlrAegMu/tlTCbSMoQuNHP6ZeGKS1RBC65koaQ3LaON7s5NgQ6zvPuuqUlBIZAyPvsUZKVsqTnA+dYZwbBYlmy7GPm8p5Gg1kRWLKOMQIb1rNmHEoaSimYSBRdYzFVmoCSMCqhLPq8eWeJOSU5LGE205TBs64E9YdUEzjnI5n3zvOVkYzzeazOrY9NMwQeU5JRrXirMPzjyhqTpmA++dldbr9I14HJyckPf9AQn0t85giscw7nHN57vPeUZYmUktOnT5MkCX/+53/Or/3ar/Hqq6+ysLDAK6+8cs9zzMzMMDMzs/398vLyQxOe/9kRQvjcvJaPi/o98jA4pBWHxlvb39tU8UymuWGjhvOQlhxKNGUIfLebk4fAy40E30z5fq/ABPhKQ7NHCvaOZHx9JGPNef6xm3OhLDEuBrgv3bXdurv+7nljLS/IfWBSBYxzJAS0EEgfm4e2x2vE8M11YzlXGDpO8ViqueIdK0WJCgmnsujctlUI/vKObUngqrGsdTz/ut3gF0cyrhWSno/LsyMiHsue95wrLKNKsEcpUilIqmnSfiliDWqsHSLTsXHo6Uzza2Mt3ugXXDeOlyq3OADeP1D7+kIj4YXGBM57zpcWg+BoGieUhMCm88xUk68TmWZaSaZKy1RpOZxIDIoLHtrW8EZhKMOgsapeJp6VMKEUveC5WlqWbdRA1prcUGlfWwqcEKgQ2HKOTecRQjClBadSzW3rkT5wM1guFpHIbwWYFIJVF1gJMGYcy8ZxQFsWjaXvPFs+TuX3aEk7eAofbzJgYHqqdaPbUz1gv5ZMScUtW7LJwOT2aq8kC2G7Be74aJOfdPrbRQctYpZqXpFkRVz2fjqJzv+9SrBlLG/lhmXnKUNVs6okLRG29corbneb3E4i3aWSDwQiySf+0lYYyAk8cftfaaT0vOfVvEQ5SxfB5dzxw26BEqArY9Q+JTiiJRdKy+Vq4r5oHUmI7WcKuFFWso/quY0HUxTszxJmpeBt41mv3gPKw61KM14QpQ0TMk6gm1Ky4jw/6eXsTTXPZwkWz9t9y6SEIngWvEOHsJ23WwIjIWzfHI4LOKCjBOSFZgohxNSOECicx8mf3d/l4XVgiC8CPnME9o//+I/5oz/6o+3vv//97/Otb32L3/7t3+Z3f/d3+f3f/33+8A//kPn5eX7nd36H0dHRT3Fvh/isQUvJ/lQyn2g2fWBMCrQQhBCYUooV7+mEwNFE89VWhguRiOxcHpxU0UWeCEFRdbF3SredOZoAp1PJu6W/J6anfkw/wGt9y7+WmsezhAkpdmXB7sScVhz1gVkleK8w3AgylgEQl9O/lCacLwydEOO9ekSyMQrcKB1tGVitiOGBVPMftcQiSIAf9ws2XGDDexIrOIclEfBzrYyGlMxoFUmktmw6zclM0xAxSgvgS82MLzVjvujl0jAm5UO1ECkpeaJx1xKoEExJyTfvmmSdakj6AbohMK8Fxxope6zkZENzvjBcyC2rIVaZzirJN1sJCkEHuFRYruww8dU6z/+ymfNyM+HrIw1WnWMEQEoOJIpnmym5D1w2jqvGctNYtnwkhQcSxYSAf9nuuweFZ9FYzhUxAN9QG4kCE1VcWmr9Nlm9X3RTANaD4Hpe7qrgHak0opkUiIpcrVnHtIgT7AklONXMCM7xFz1DXr0vHHDHe04Kwff6BXeso/CBDEEqYvRZYWNJRkMJTAjbaQ47ZQR1xFaPgQ58LcT3VxZiRFeLKOMogAkpOJgozpeBrouT766JN3MyxNit+uxKKXm8kXLL5ixVrXnBB3oCmiJu67zxjBKnqAlR66uE5GLpMMFjdxDoALTCoICgBLaE4JkktqsBWCG4Vhh61nPFWEoCX29mvFN4bjuPDoNShraMCR4HtGJcwMFE82wzRYh4vGaV5N+NNen6wMzQvDXEEI8cIoTwYSbqzz12Gro+6xgdHd0VL/ZFglKKyclJ1tbWfirTh2XrWHee/Ymm+SFmDB8CV4yNtaPe81ZuaHhPT0gOp4oXmin/aW2L8/bBH78GcDKJF8H55OHqW88Xhl6ass9Zet7zRm5pyeiSv2ktynmcgA1faSEDjCvBE1nCsVSzaCwdHxhTkq73bLhAJwSmleJYqnijb9gIni+lmldGmtv97h+G68by475hWku+1ky3Ce6jQOEDP6rqXqe0Yk2nzHrDM2mkQivW8sNeiQmR0L2ZG4rgOZ6m7FeCP9sqtieIbSKBtMSCimcbCas+cMvG2KVfbze4YhzXq3NriNKPTQ+JhK81Mw6nmv+81mWFgYlptNLm1ganeqm/LaOr//ZDvM4mkUDW0pQDEr7Zyvhev2TdBTJRSVSkoElMt5hVklvWcctE819gIEvIgOMKrrq4T4pIAJuVRGXRBbohvg/Hq1KFhDjtNNXzpHxwnq8CDik4qBUjQrDoPc7DFet3RaSp6njsldEwt+iinvmXWim3PLyXlzSl4LCW/DgfZBzXUhIklB6OaEGz0eBar0/XD7KAIWren04lZ8p4w5JVxRbPNDRrPmbh1pXPJxPND4oYgfVsQ7HuAueMRYR4c2mr83EoURxIFE83oqZbEXi1b+g7z8ksam5nP4X2rS/SdWDnauoQXyx85iawQwzxaWDFOi6Wlv2J2iavZQikDyBiUgiOpZF0rrsY6jRXTWrHpKAlBDNKcd4+OOgqJ06Y/rST8x/H4rRz2TpuGseEitPAu6eyJ7KE0dE2nU6HDSfYoz1TUjCuFZtOc6UwXLCevrP0A8wJOKxjRegPujnvm5iV2QKsgEkpUD5gnGdewpZ3bLjAGRyPZY6D6cP9CRmVkjktmVbykZJXiNPHLzUSTIBRrXAjo4huJ2oBgGmt+caIZNG6GJJfNUz1CkOSKcYqh96khP1aseJjUcTBRMbYKOdRwTMlo972h72cVRf1nlIIDmpFwwcWrWfBWlpK8kwj4bqxLLnAFtD3uzNVPSAklEKw9qFBbBF94nOMAS9kmi83U4wQiH5Jj0isUhHTLJ5MBDbEm5ZLZdRvQ5QYpDLm+TrgjBsYC5vECeiq87SIE2tJpaEVsZCA4Hm/ipeqW7o+CA646aAbHFmICQaW3YkdonpNMyrGwi25GMflPfzxVhnLMIDSB75v3T2ymz4wUt0crLuAq+Q/5q5tjACrIWb0tiXsVwInJJsBNq2lE6AX4nk9nGi+nCWcM4YbNtAzlgkBx7OEbvBcK2NcXS8ExpTgSlV9+3QjYc067lhPx3v2p5pXpPzQG94hhhjio2NIYIcY4iGw5GIjVT8Eej7gQmDBxZzWIx9C4iaU5LnmvY7gb49k3CruX8lZow/cMo5zhUWFwH/p9LljHce05JdGR9iXqOiKd56GEEzsWKocr4iUFoJUCOa1Yk+iOF1Vw76XG4IQLDnPFHCjMp7VhKJR/U7uPZsBLpiYb5qKuPxtPsLizYSSvFItr/40kCDoB48Sgj2NlLW+3DWF74bAOeNYdZYGg0lk13mOppo1F0AEZrXkG82Mi6Wl5wMTUnDVWBpScDJLOFM61usiiwA5gVvOseXiudpwgWul5Zp1dHzMZ60LAWCgaRUAHrYIu+jrzmrc+8EDSsCTzZRNIXi9myOJGcEQl+x/ZbLNUTzf2eqzbj0+DGp3JxQ83cg4VzqWjN3WZgciqdRE4tcBjkjBPhG45SBDcDCVqKC57XKKiiDe72zWqR11NW4AVvxgOw1i61gvxG0G4hS3Wxm9dmav1mUfggcfl7qONyNOchdKu01e62gxQSTFXetIRCTW3SCYVYKOddz08X6n3v650jClFEdTzVu9klshRo+VpcERC01GleZ0pnixkfJGYfE+Fo7k3tF1nrZUuBD/VoBg03kgMDaMtxpiiEeCIYEdYoiHwIHKgLRoPe8UhkyIWAerPr4CZzpN+D/nx/mLjR5vF4ZelTl5N9YCfKfTZ72pWa2c4d0g0BV7WHKeN3JDS8CpRsKlbp9R69BC8GZe0hKC55sp6y7WwR5JNb/QbiIqUtohpgGMiOgYT4CTieCZZkZDKm45xy3r2asEY1JywzkksYazRk1mkw8gqD/NGKEzheGWdTyN4H6JzpkQNAXsT1P2KctmCLyeW94sA89kkq+OpFwyjtlEM68UV4WjIWBOSZQQMS4JOKAlCzoG6Z9OdGWK8vwkt9gAt6znqvXbS/31DUFafdXmLMGgkjgFDquq4MABzc46AAAgAElEQVTFx3jYjmO7G/0AF0tLW8C7pdtOHFCA9fCDjR7vCM/Z0mJ8YExGYjsqov74YBJ1y99zljz6ALeJ6JiE0aok4HCq+Ga7yZL1LDjLP20VrPvdZLJVvaadk9ja9JVV/601uxmD3NljWrBiAtcZmOzgXpJaFyLc/SmrL1w7UzUCsBKi4WoEOKqjbONWFauWASNCxFzZEMi953LpkUJU0gnBhJS44Fl2gavW8IST5CHEybeAdR8/o5vA80ncv9cLy4lEIwW82S+5YQNlgL51bMgo4ZgDvtctWHSOLzdTTt+t7x5iiCE+MoYEdoghHgJtKXkik4xJS2riUrMUgslPuDSYCsHXRjK8jAaTZed4rbx31rQIfKdvY7QU0TimK0LYEDExYEQKlo3jvMmZ9o59WtH1sXAgEBMHrhlHKgVPZQnHGykIy6QUHEoV696zZuK2r9rAYq9ABTiQal5qZuytzC7HQ4yoGhNRF2x84O3SIBF8rZWRiHhh/2kQVh/CLgnChvNcNXEynokBqb8bE0rycjNDCfCknO3lvBqiG33NOU5mLbJ+H3XzKn56hudnpnEBRqXgsdJy3Uai+NVWxpSS3DKOw6mm7x1rTvCl1HGmDNyuTENN4qSx3p1jGlSAs27QflVnps5WMo6L1pMRtsnfHgkLvirT2AEDnC8tc0puL+PXZLcAzuUFU0qw6cK2KbCFYFIrWkJw28aEh061n/OJQEvJlBS81Ei5ZT0Xykhu38wNR1JNbuK+3F3WoYg3P3VcWi2TaBGnuDsj2HZOVV8z97/x8zseV09vd26rll/cTezrNqyayAYgRdBUUXdbAlPEG63FEEsNelUaRJvA0VRzIJG8mRs6PmAr09n7ZWTsE1LwjWZSVTjH7V/ILedKy7hSTKkoCVp3HkkgVdHIuOIcN0rDlJLkwdMLsGL9djX0EEMM8fExJLBDDPERsC/R7Es0LgTOFJYb1vNEqmlK+UA97IdhT6L591rFilnvWV3pcPE+66V1rulxFbWuYxV57jjPtJIcTTW5DzidkBYFF0tDAE6milQIDicaCYxLgfOeA1qyX6eMSokJMKMVd1wgDyFmkrp4Ie+UlkkVJ1E3jWVCKZ5rJJzJS/6+V5IRl3EbQrBfSxadZ49WPJ5FDfD10rLmA4+lipEdVc8fFddKy1XrOJ4oJlUk3BcLw1uF5aCWfKvdYFTXxi3HxbzgYKJpS4ELMYKpIQVnC8vZ0lY1sfBkljAiJbc2NvgX3WSm0+XXp6aYrSbMM1qyYB1liIT5cml4Nzf8UzeavxSD6aonEjhd/Vsd6r8VoCUlzvntitYmVVRUojhXWm5XRrA2sFdLHk80wXg6O9q7IJLE3Hnesh4LzFXbqCednkiK71ARyBANSmvOsWg9GxXJlhWBsyZwIhPM6QQpFZetZcEF+iFOlvcmimdSyYyAW3fxzpKY1XswxOfqAS0Zs31zO5AIwIPb0xoM4uR2vu1rIlq/5jpn9X6rFLCb1FrgdRtQVT4txP3bqMhn4mPhQBYCDSFY946tMtDxga1qFSIjkvC4I4Ef9ks2qzgvS4ykyzx4PO/lhp4vKULgxUaCEIKrxnGudFwzJakQ/GK7waLxTGmJIb4/hhhiiI+PIYEdYoiPgTIQKz29Z8V6xpXk+Ub6sc0a9TQ1VYrfnh3n1c0u/7Vv77lYB+CWg46xrGnFlvf8XbcgE/XEx3M0azCmJf/c9/RDoPAJy9YxriQ3jOBMYbki4lL0sVQxrhSZgJ8faTCuSlaNwwtB1weWnUMKwaXKkLTuPW3neTLTLNjAHeNQEo4nkkmlECGw7gINEdutjPe8k5d0vGdcZoykkRR2nOd8pTPcqSHecJ73C8OsltsmuBBizFc0RUVT2h3ruGQcC6XltvU0UKQMpr63jeOqcXR9iLFkPkovRiVcNZ4bxmFD1Hk+04wUx42MUxQFy4nm+92cSSVZcJ7SxFKB64XlWml5Nzess3vZfOd5qqeErvoqqnM25qK0ACJpm5BwOJH8OLesEEnTFJH0XSw9HscRrUi9ZCV4ysqolErBhBIsln5bnnBnx/YNMJ1ojoooGQnE4P071m8nEOQMKlALYMXEJq+3FfQQbFbtWxYwwfFaEZAhkrragV/nut4J8HymKAKUzjGvFSseTiaBC8bviv26533PhxvBai3tzkSBh0V9DiSwtuP3u8CID0xrybL1bHgQuO2peEk0fdUmtg6xeMIyuGgK4irEPq0oQ+DdwuKAI4ni6yMN/mijj8chBWRSMqHiDdwbeUm/CHypkTI2jNcaYoiPjSGBHWKIj4GmFDzVSFixLpq7fMCGWt34ySCE4OWxEY6PeP5us8f3y92X+C7wZ92S09YzKkUs9JCCjnMs20DTWGZFTD3oBrhhHWvOczhRGGLwehGgCFGrV2NWK36h3aTjPKkQlFXQf9cTMzUFBBtzce9YT0PBuJbkPtD3MeC/qRTPKYUM8Gqv4K1+wTUbTUbzKkoQ9irBaohNZls+sE9LVn2gLQXrzsXYJ+soXeBEI2HVeV7PS5aqJfY7xrHsLB1PlA4oQVsp7I5jvzdR3C5ENV0LaCGZ1zEHNoiY32qqY9moSO+xsRZbRbrdZHW+jJKL+hgZLNIF1vhwo5Vn98TRVF+zIt78CBmzbq8aty0RUMR8U1MRpbWKcK77wFyiebmZcqGMS9yzSpF4Qx4CXhADZ3ds693c8M2RlLaA90tHj0jkRonks4DtSXAAlnyc4C46oJIx1PuEhwUfc2pjLJbgF5oJ56zntTwex+ulYy5R7E0T1q3juvG0xYOnrjV2Tk0lA91sn8H09ZPmPBZEsr4Tnkj8161nZwdjYKC73ah+ry4tgIE5rW7UywT8XCulEzzvFZZegOs25v4+09BMSDiRKY5nKTYE3i8MV0tHW8aM6CGGGOLjY0hghxjiY2KPVswqybrz9ELgUUraVJUA8B8m20xv9vhv/d1UoA9sWs+BZsq4FCy6QM/Dc5lif6tBkvf5cjMjD4GOc3S9IBOC42lCLwRaAjo+7EotqKGF4FxpGZMxBN+FwKXCsOpcrB+tMmIXreexRLFiHR3v6TjPQmm4Yi1dL+h4zw0byIkX+7/pFnS7URVZO9GPtBLO5iWXrWdOK57JEg5pz3e7Be/lJcfyhCczjXGBNesw1vM97LYpJyU2VD2XaRpVOkLuPKZa0l4qDf0Ax1PNqSyJkzUBV1TUQL7cTGnLWFRx2Xp6wfNUI2FUaVaMZdnExXspIrnZ5IPJ64MQiITIVIYp7WNj1c6z6ojTzEkBbSXxBG64qJecEzChJalVEDx3fGB/ltAEFpxj2VrWGSy73wzwN1slzer0tolEri0FCQEbBNNKsOVDzAQmEreafGsGU+QegymoJEpL3rWel1oZpfe8U3oWAiyVjlnpWPFxW6sPwc909SWJutmCQXVufdxqov1Rp687kVfHwDIoIti4z3PW26uPRS3b2fnzeulfEKPGzpSWPPhtktyxlh8VkmeyhF8da9GrTGDrPnDDxpvDx7OE6eH0dYghPhGGBHaIIT4BbBUFVAbo+kD7EV+TEiH4V2MtvtvfYOOun73vPMdCjElyBBIBLaWYSjSdnG1yOqcke5NAq5IZNCp60HjAvq46z6XSMqYEexNFzwcuWs+CcRQhMK0V+xJNPwT2Ksl14zhbWlLgh72Caz4uh08rwRElWHGBpowO7nritgV0A/xp17CG2Y7u+nv6tIAbxON6qzD8oIg/v9u4UxPj69bznW6OCYELNjBp4ASxeOCMjXrYphBcLKNpKwtwycXM05I48XaV3MEASdW41fWOhpJkwCvNFBc87/QNmy586LL3g7BTalBP+nbCePBKVLKHQIlgr1a81MyYVYpTDUHPBTa842JpuGwDUgRmlOCwFKxYz80w0Gg2PTQl/HwzZaIycf2kX3LHe57OEsYEfK9X0CkN091NOmMTIFUl0wh0gEaI2tymgAkpOWc8b+eWS0WVnVrtuwNufkR274BxBkkGdVPczvSBmkh+UMRYPb39oGzanYULxQMeU98A1B+N+20vE3FbMsTPp/eeDe+334/dELXsWz7wbl5y3Xr2VzIDGTyTSjKjxCPPQx5iiC8ahgR2iCE+ATIpOJUlFAFaImozp5T8wDipj4pUCP6PyRb/z9q99pVF45is2n42qjitubtayKQQtD9kf1yIk7gRIZhSkmOpZkzG/Fgh4WCicN6z4GLRwaSSvFhpR0eVIpOR6J0pzTbRFAGWQgzyP6oEvzCS8g+dgkvVz+tWJxhMKO8m6fDBGklLJCbvG093K2fFB/ZYz8mxBi+3Gswrw/nScjBV/KBfYlyg8J6iMjKt2UDhA5rAvkQx6iXTVU7ntFLM61hccaoRJ7UvNBucKwzvlgZF1PJGg5jfpUN9GAhglmgmSn3YbuNqSsGG9dU0MHDHOt7ol8xqxR6tQMOGkyxYT096Vp0jF4ITqeZkQ/LjwrFQ5ZUaYMzD41nCvjThtrF0QmDNea4Zx+lGilSK2bXbzNy+gTlynKfm57FCsIXFOsdilMNyVCtOZwlvmZwe0Zj2SRGI+axU+yqJEocpEYlgvbx/vxzYnSkF9bJ+g0iGPwm237/sTkSo9bqbIRLtLpDbgAuWreoYOWKe7JL13Ch7rAfIQzzPa9X+Hk0kY1LyXHOYBzvEEJ8E6vd+7/d+79PeiU8bvd6DfK2fPWRZRll+ksW2zy6klDSbTfI852fZkDwiJWNK8nZRcq60NARMPuKw8kmt2OMtb5jdl/FxAs+2Mh5PE86VjnXvONJs0HjIKt071vFar+B6aXkrj/t/ONUcTvX2BFcJwZxWTKmYVqCIkV2tKlEgk3FSO5soNp2n7z3jUjBexUDlwKIHELw0knKhsASiSeZRFf7GnE6BEIKT7SYvZBpBPG6PZQmzWnFARyPNLetY99GdPqMlvRDlENeNJUFwINFkMma/nkg1TzdSGkJE2YKUjCtF34do2BOCzRCY0pD6uAz+QdWqO+EZtF/dZkCcpiQshyhb2CuhE2DRe5as42CiaEpJJmK026FEkRCXqCeV5Gia8Fi7xYVen171EZASJpRiQgr+qltwrrB0A6QEDiea29YzWpYcXF9hYmqKZ2amSSqj2LgUbPooyWiJWLN6o2oye9QIDEoJDFWtrYCnNPc0a8FA1lDrZus82Y8j8XjQ/tQYJ95w1TW+ebU9S7xRE1KgiSZBIQR3XGCpmk4bovSkLmXwIZrHNl1gUg3i8B4lvkjXgVar9WnvwhCfEoYT2CGGeERoSklLxDzSnwaeH2vz/Bj8fyvr/K2JHfCPNVKmpUQQzVArDox/ePL+er/k3cIwJSUW6HnHP3Zzfn6kwdRdGr0ZrTiYeH7UL+n0HN9oNWjf1fP+K6NNvtrK2HSOf+iVjNsYAWWAH5eWH5cDIcD6xz8U9+CYhLlMcyJL+Pm9s5Sbm7uauABmtWZUBq6UhpvW00KQCIkPcMNa3iktGTCnFZ7AX3VyJpTg10ZbLHvPko3L7qkUrDvP5cLQ9ZGoWGKCwJSMhqgHFwTvxspd309JaCgJLsoeWloxZh13XOB8aVmwjoCg6zxSwpgSJEpxvVfybmFZbDie0Zq1Soc6ScwsnlCC286zVZ0PT8yGvW4tuXcc37uHlw/tw6UpiRDMoSBLCCEwutXnh72Sde+5YANHEknPBxIR2LQxp/ZhX+/DoJYM+Cr1QChFYuO5bBBvEtYZRJbVBQl169mjRv0pUAymvvUnrE5imAiCvg+kAhIZjZL1YxJ2lzG0Q3xxt4Jjf6JoyOEkdoghPg6GBHaIIR4Rnkw1h7SqakYDSkRzUBnilPJR4VenJ/ilENh0njx4/morRwv4xZEGx4TgQJaS24ebvhxJFZvecyzRzCrJ67khrzJT7yawQNVS5DmbO65Yx79vNxnTMWc2FQIlBFM6ZrTaAGNasmT9J5q0HgdeGkmqJVsLUpEIwZXC0iPwXJZwJE1YC4EnGhkjSj1wQtiQgl8fa/FMw6IITGrNe0XB2cLQr3JYzxQm9tn7wLIPvJ6XCAGXq8KE01nCegisBoESodIgxylbg2jCqrNWP8rrngF+dSTjnwvLrIA5JVjynq4P2waqt/sFf+dzVp1nv1J8uZVyy1iWq+1Z55jQiraMRrEDWnBYK/YoxboPPJ6l3LEFHaCUcKl0dD2MSYHMMnae8YuFYcl5Uhkn210f0CKaF2cSQQqsCsdW1eZWZ7XWRqm70WKgl83YrUOV1bGrc2Nnq+OZA3eq9rglY2nJWMqRVyUN7eoYayJR3Dml3Zkv+0ngidKWWkZw9yS4BLa8Z4t43jMXJ+ui2qdTmeK1wm0fkx5wNFEgJZNDI9cQQ3xsDAnsEEN8AHxnE3f7FmpuHjkxGf8tBN7KDTet4/lGwr4kfoykiBOta8ZxVEseb6RcMpZzhWVWCU43skdGZFMhmNGKmybgqtFOUwimtSKR4qEv3E9mKU9mg0j1Ma1YtG67OncnrpaG7/YMm9ZFclF6zhQGUTpGleDFRrptTGlJyeFU0xKCA8bwd/n9Z2MpH+wul8DeRsKTreZ9ExN2NnMdBdRDEAIpBMeqkoXbxvKXnYK1EAmPDXDFOEZFoC2ia39CSfZoReFjgsG0knyjmbJHWa6Ull7poqkHyBGcyBQXc8sqD0dgJbBPwr9rZ5RCIXDMpZr9WlGUjkwGmiHQlDLWmPpAGQQ9ApdLx4JxjIgoOSiF4HJpebGRsexiTvFt52iWhg0fY8Qeb2iuW8+UlGyFwJb3LBq3fdNVH9dbzrNsHY8nihOZZsnGKLZTjZRV57hSOrYIHEslR7TiqnFcNZ4uuwsMYq2rICBYtB4nYSzEHOJe9dg2cEDCuUoqsLMqdtPD1zLNeEPzam5Y84E20UjXqG4WcgbJAVT/f0LCeX9/EvtBhrAHIXD/WLA6K1Yz2NaUjLKDvod3d5BXiGT4knH88ljGEEMM8fExJLBDDPEBcDeuY86fxfe6ZM+9AMTs0TOF4bZ1tATbBLbGknX0vGcu0XRc4LJx3DIwrRVHq3D+R4V9WvGro00U8fk/KaaUvO/kFeBq6bhU2m2yMK0G7V0u7NYMzitJsxm1o6ta3ENgZ4GvNzVzWUo7eH5SWNasJZGSthS8lTu2gANasidRD6yI/aRO7iulZT1EMjNCXLbWInAs1exHcEArTjfjsvqMVihixFVbSQ6kCW/lJRs+R4aAFQKJ4OlEkwR4o7DbRqC6QOB+8MCKh//RLTiQJFjvkFJzp9KaNpVkywe0lBxLFIeSOOGfVorrxpJKwSEpuVR6zpWe6dLwc62Uy8Zy2Tgmq3Xvng/kIk5UT6SaF7OEH/RLFoJjpZqYKzE4rk+mmg0lmVKKS8YxqiT7E824lLyZl1wyln4IzCvJqWbGOgVjAXRlbEuIBHReSxIBV62nLeFoosmUJAR4pyhZrSbfQSmEj1FtfQFJiMQwA+6UhtWqKGNCCjbE7sSB+t1VvwcbwIEs4WL/Xsp5P0PYx4UiSnkyCXf8QG7Q8XG/1xlMmmvSXAKv54YXmpZRrWKM2DCRYIghPjKGBHaIIT4Acm4e1eui9u7b/remEDGCSApOprs/QicSxQ2j6HrPlvc8nsXc1b73jH6CGtUHQQhx32npTwOJGFz828C32y1ONRLWfaBZyQd27td4xYamldxe3lXA/z07RrNalq5xuBljo0wIjCnJr3iPq+K+AnHp/1HBhkARAiNSsuUcKdEw9Eor44Z1HFCSKa1YdJ4Dqd5OlLjfBPiJNKHXiu1jkyo+5miSsCfVtLVh0VquFo7lD9mnPjHa67YzaKAtLRbJqnUcSTQjIiYSXDWOESX5WitjTknmtaIIgZ/0C84LTxbg9EiTpjM8mSUcSxM2rOMvt3Jy57glBdYHTqRJZVSLWcBHtOZMYZipyPlkdSMzqeT28V8sLX9tLIe0JCAw3tPxYL3jh/2SrzRS5qRFhkBTSRpS8m6/ZMEHNpyrppSCU82U84XltrXMa8lsEDybKi6aaO5LiA1x61ViRCYE71nPeuFwxPdgzsDAVcdeSQZTUA+8nRtS7q2ezfh40oL7TW0dUS7gqki22kS2wb0tYzt/t/CB1/oFDamY0pLTWbLr8zDEEEN8OIYEdoghPgBqegY1PQPEyKRbxjCfJDzXTHmueW+beSIlX26mbHnPfKUN/Wor27U8+1nF040ktlMVlsebmtNV5/uU+uDXlWrN/7tnghDCB16km1LQrEirlvKR/HEqQ+DdPE7hTqYx0/aqcWz4wNONhLkk4UTiOZIovtVusOVjycM/5ybGIn2IHy6TgpeaaVUOMcj2nJeaf6UULgT+aL3Dorn/E0niUvMmkYgVxBuFllS8kcfc2sM+sFcrLhclG0LwmBSMyLitA9UN1JYPdAKMSPjeRpelsmSvVvzqaIPFqmgD4kaWPawVhgVj6RBvKq47x03n0VXW6+FEsWCj3vlrrZTTWcKS9VwpLdes54BWpKEijqJqqwqBRRcrhL+VJSz5QMcHCIGEKBfJlGTLeZadY8vD6WbKC42EPHh+VNrtaXVbCFQiaaGY0Yq/6eTbxHTnsasNXBCJZP0YA/TC/cmrYHcE18NiZ6QWO37/FlF6snPfaqPX/d7tzeo1rrpAG0/ixQMfO8QQQzwYQwI7xBAfgOA9QkrKM+9w5o3XuXTwKCeeeIoX56Yf+DuT6l5zxmedvAKMKcW/HWtxsTTYANeN41D68H9CHuWEadk61p3nQKJJRCQPHR9buJrO07GW64VBhMB/3+jfk9G6F5DB82IzY894izEZ44wmKjJ+Okvoh8DcQ2pq75ez25SRKr3czLhocrrcO8HzwIyMxq9NH2OjvtzKwLvt2KUzxjHqHEoIZrXilVZGQjTaJcDbhaUt4ZsjGX+92eddm0dyFQI3jCMTcFxLcgRbLrDsAkWA8y4QgLaAaQR7pWQzxNzZVe+5Xpiqahf+zWiTp1LFiAh4BCGAVZKxAC81NSeyjJRAP8Tp4pu5ZcE5rltHKiTzKi6VCwEbIXC6mdBx8GIz5bax/EO3gBCYlLEh7UxpmdKa+VSxYv096QKSmPrweKq57RwrLjAvB0UKlsFUdifqtIK7kRCJvORe0ns/jBBzYOubjvvBVs9ZQxCNbAcTwW0TeM9YnhUJT6d6KCEYYoiPgSGBHWKIB8At3cGcfR85O0fxox8yc+sGXR+Yn5+HDyCwn2dMKUlPa37cLylCYG+iHmlpw8Ngwzn+R6fPmrUc1JIfFn53AcLS5oc+x23gv3dLNl3gS62MJR+NawLYqOKQJh5Rlu/RNOFrTcfFwqJ94Dy7457Oe9gPfHUk47lGwoxW/Euv4FjiWTKevCLoz2YJB1KN9YH/tLlFHmKt77IP7FGSg+0GI0rhqxKEIgS+s1VwLJW0pGTNR1NWvQwvqZILQiTRTzQTXusVLFhL7mOurqryfvMQWPagpOLFRkLPe7b6kdx+rZmRKsWadfFmQsQaYVnluGoJT2UaQ8yRndOKo1my/b45Xwb6QjCjFN/MEn7QN3S9JxPQEIIcvyuGCqq6WwF7UsVC7kkltJWg9INbhDoubOfS/84biLQ6DiWxmEDLaLqqzWB3T2g1g2awgkHqwc4yBQX31AO3djzmeCL5SivjO1s5az7QC4H0Ecpjhhjii4QhgR3ic48QAhQFZBlCCIIp8RsbyLFxRDqQARRvvY5fX0c+/gSrvR4rZ97FLdxm5NIlxmZmmF5ZZk5LRo4e/hRfzaePKSW2m7p+1uTVhcAP+iUXjKUX4FLhP3ZUUgA6IfBelU2bCsGGj8vkLSl4tpEiQ2DVB2a03C5u+Cjo+8A7xjKhFEcbgmvG4O8jJ7gJTJeWrg+MK8GF0jEqJTOZYNEGjjU0v9xucsM4/rabc9X4mNCgJfu14nAiaQqYVzAlBYUPFB62gsOUHhkCy24QrK+JpC0lGo0ulJZTWco167jtIkmbkvCNVsbhVKOq3xkh0CQuzy9aS98H3taKY41YUXu2iCT25UbKkVSxlGpAMKclP+4btoJnycdJ7bOVBOd0ltASgimlmNWS6USz6TwL1jGnFScSxU9yQ1nl7YZqv+e0pGs9G84jAiz6sJ1oUVcPOwaTVceAwKbVV01ANwHpPzgRoy7fqI/h3XhQicIEg+KDaaWY1pr/fbzFO4VlTyJpDKevQwzxsTAksEN87mEvXcDduI5+7AT6wEHs5UvYyxfRBw+TPHUKgPK9d9j6iz+ntIat1/+FN088zXJ7Cnl0nJAoDm1u8PWv/hztV37uU341nz5aUnK68enlVzYQzCjJlo+65AcR2JRIXhz3EpNfSAR7s4yTDc3Vqt3ssrHcso7Se26YwPXSsuo8FsHTmeZUM2W+khQIHk4SseU9y9ajhWBGSzKRsmIKlu7z2GXn2AqBto1aai0EKz7EpjMluVwaigAmBFIJDSQNBPsSxZSEv+zkXDWWsUSRhcCWdaz4WJeriEvelgG52ySa8SywYAP/rdNnwfpts92aD/xtN2cul7zQTFl0jlvG83bRQxFYsYEc+E435zkfSInRYyNK8HRDM59ojhFTN3re0xCGBRtwwTMhYz3u0arx7clGyrrz3LCOOSnpAiNCsD9RXCotUsRShlkl6TlPT8Cm81w1flvHu9Mwpdjt/q/zaXf+HAYGMM+HlyA8SH7wYdASJII0BCa04p3C4LxHCYFFVFrrz75GfoghftYYEtghgGpK6T3iEVeg/s+A0OvGr37Vkp6miDSDbJDDaJeWOHvgCCuNFnmasjQ6TqvXxSrFtb376Y2M8VLZYaTSxH6W4YqCYuEWutkkGZ9EZJ+dPEolBC+3Mp5rphTes1FlgraUJEHgCExMTvH+6hrNENijJUoIlozjB72cCS15pdUg23EOp6q/gm/nhgkZHfTvFJZrztN3kXzeth6XG57KNDeNoy0lT2cD7WIIgbVKetCunnvNeVas44Q1P6AAACAASURBVHiiGNeKPVoRQlzu/8vNPjfvem1dDwJPKiVfbaY0EHy3X9D3nn/ql0gfOJYlHNBxapeIwHljOWMsUxJu2oANsEcGrPes+kEDlGJA2upppGSg/ewBl2yc6raIutgUWHCBBefo+Bwb4IaLLVMp0RCVEHNYz5eGA1rzUjNlQgTezEsOWM8TjQQlBApBJmBCCU5lCV0fuGwsIQROZgltJXmvMCwYx34teLe0bHgIAkQINKQkCYE5LSi15v3SserDNqHMiAQd4kUtZUBI71dB25KD2DRbmb163Etiax1tfbw8D8723SlVENVxbQLPZpo7zlO4SN4dAkvgYmE5m5eczQ3TWvFMJR8ZYoghHg5DAvsFRXAOvMcu3sH1OpSvfh+RZbR++d8gx8bwa2vI0VFEozl4vBAfSt5yH1hyjnEpGfsptcz4Xhd74TxifJzk8NF73O3Be/zaKsF5/PIicmYWNTuPnIq6VX3oCGpufvu1AaSnnsWNT1EsLSM21tl75xZPXXifzXab9fEJxra2YHMRd2cBvSNS67MGu9Vh6/f+LyBOJZOvfYPWr/+vn6kbl4YUNBCgJPN3/UwpxWSW8mQj3VUlO59q/pe0/YHP+1SmeSxV+BD+f/be5Emu7L73+5xz7pBDZdaEmqtQGHtAzxOboshH8Um2qPf05CHCXnjhv8E7h3daORxeeOewN155iHiKsF/Es2Q9SiLFFtlkN7sbaACNoQEUCjWgUGNWVs733jN4cW7WgMbQAyk2m/WNQKCqMvMO596q+z3f8/19f0RCep+ns1SlJBJgERgH28bScw5NQN+Aci3JuNTLmAkU3yvHhEKwkGYsZ4bn4pDJnJgIIThbCPlXUvB/1zvUDu2/AYQWpgPB6TCgIAVSwp0k42ai2bWOX3RTus57S18NJXvG0QUKzvtFrfDL6DXj1dEYr1zW8H/s+52kYryFYEBCaj35y/D5qQKoO09k+4SsZhwnpNj3gfZRkZ4AKvwHHY4bmeFKoglI+RcmQghJICBFMK4UJ6OAB9rStI5f9VKupBlzStG0FiUktzLLYmIQ0jeV+KNSjEPwXjdhRTumAkHoHG08mQyBs4GkjWNJO6L8uAMeraoq/DmnHPhf5wLJWq4+d+i32vUJEbGA2qGT7hd59SPl+uS2iB9HBUwDG3gf7vXMR7U9MHC3nRIDp0OJwVEzjjaGB8bSdY4/KMWPzWE+xjGOcRTHBPb3EHrjAfr6J/RufAIb64CANIVikXR0DIoxtNrIqWniV17Hdjukly/hmnsE558nODn/WCK7mmk+STTToeRbxd+Msmd3dzEr9xCNYVyW4bY2CZ59HgTs/NOP6bZaWGOx29u4VgM5N0/pT//1vt9VSIkolY9sMxgZ4dUsY+fmJ6irV9BRwFBjj9G9HYr/9HdUki7RxBSusQe/JQL7tBiqz4PWf/jbI99nlz6Cv/jPv9I2vwqctbjGHqJQRBQKv7XjAK/ulvLxfbN0lNDbPIbKkitr0rfO7b+2khlqxjKq5H4c0mSg0I7PJBnE+edGA4nRlgTvkTzs7VzWZj/HFWDHQIBmNX+/dvCr1O6TqbaF2VCwmTlWrdn3foInxhmecPV9n31/6K71xKvfujXAk7oMaOHJYQxUlWA6DOilmlXju2DJvNvUHt5u8JKUTISK9zoJeznh+5uWJ2yjAl4vRUyHir+vt1kyPoprPTO+dbEylJSi7DQPjKEgYThQzASKqpRcKPg85fVMEwrBqFI0tE9qiIGKkrwVKRa1pYbkk26ybx3oF631OajGWwH66nQTmDAWwVFy2sOPTVlCxxykCvQ9tSUJxvpx49Bnh4BqqKhlPvs2sw4pxf517gIL2vJKHDAR+Ei0/rV3+X1WM5aFNGM2UEyFx4/pYxzjUTj+zfg9hGvsYTbWYXMDuj2IYiiVEdVBTLuFaDeRpTKyTyi6PezWJvbBfbAONXoCUak8cttVJRlRgtFfo4rgkoSt2g66MshEHCIHygTnnkFUqpjVVczOFqI2Tnr9KvqTq9hAEZw5hygVwRpkdRAOKYzOGPTKEkiFmpmFbgdnDdHKPYYlXL3wMj2d8vztG5S7HWY31+GNN1GDw8jBoV/beT0Nttkg+/QGcngEOTiEvn0TOTVDeOrMl9/o1trR7zstbKeDesz1/E3Dbm6QXrmEbTVR07NEr72BjH+7RPZR6FsFJHwmOkwKwYU4ZFhJno0Dgvy9s2HA7CPIR9s6rvYyesBcqBiSgsuJ9mpgqOg5wY6x+21yR5ViPrJciAMW0pTLXY3iaGevLWAzs0eKiPpL/ZqDZfS+F9jlX4cc2AgKHOSoRkAVeKEQUJHSFyE5h7EOiV9+PxcGCBzbiSE1jo97CQOpYMUeVP/rfJsdB7abMpopPs18hzGbGnp4Mtk1jmFpuactOHi9oPhOuchooJBCECP4frnA5V7Kh50UJSwlAc7BoISG1vwfiUYDFXFAWuGzma/9cy9wQHA33EFzhCIHHbNy3Tx3qvr3Tgq/jZ49mND0UwskPtFhUEleV5IUx3NRQM9aeu2UXt6xLspbEn+7XKCRW0+MO2iWsa4NK5lv5XFMYI9xjEfj+Dfj9wAuSciW72G7HUh6yMEhwudewIURdmeL4OwzCGuwjT1ktYo6fZZgfAJRLHnrQKVC9OobZEPDqJERRDG3FVgLzh1Zfh4PFKNKHilI6BNGISViaBi7WwOdoSamkQMDR96HELikh9vbQ46MIqKIxr1FLjVaZJU2r24/4ETaI3rjW8jBIWR5ADkxgRoZJf3VL7FpDwqDBOeeJXzuAmSpV1ulxCUJIo7RiwskP/sJDkn02lvY2hbp0iLuwRrp8AiNmdP00pRuXKRsNPLcM5T/7C8QziGqg1/9ejiH63URcQHXbuF6PVyhgKvVkCfGwGhcs4leXcKuP/DjYQxmexvCCL4KgY0+q4o3/+f/ieJ/8V8Rnz2PS1NQ6jduKXDdLgQKpE+FMMtLmPV1ZGWQ6IUXf6P7/k1gPgqY/5yZuBUpOBn69qqvFELmwoDneimbxvFyISTD+2j7pHlQSf6gGCGEL9gq0KOVFwEtZJp18/jq+Sdlms4LGA8lN1IfQzaEJ3CGPGJKwK629KRj3Vjqh2wJz8eKV+KAD3rpPuG7rx0pbp9Ex/gHTJK/XrOwmZPWEPYtAA5PHmt5C1opIJaKm6lGpZohJShLyXCeJesEGCcZCxyRdUwryYPM7BP6Zt5god8c4HENCzIOkgma+XsLwB8XFV0r+Gmi2QNSc2BLABDOq84t/H76HcECYCaQvBQFjAeKU7G/loGAf2h2SYVPuhDWsWZ9jFvbOTSSmUCyYSyhgD8qFxiRgolAcfKYvB7jGI/F8W/HNxC22cC124hKBX13geTWDcytm9BuQZbB0Ajh8xeI3nqboDqIqA6iV5Ywq8sEZ5/BdTtkd24RnDyFvnMLgOjl1wjmTu7vw1lLevkj7E6N6M23UEMj+68pIbBJQvrhr8AY1OQUvfd/jnBAVECvLPpjqQ4Rvv4WQbGIadax6xuEL76MdQ63ukLw3AXCuZPI1XuUCUmNQV38gKTXxTmIv/t9EBI1MorrdHBJF1ksouZOEp455xXkXEXOFm5j1lZRcyfRy/ewtRrOWrJ7CwjncNvb0G4Rac3z7TZpphlu7BF85zuUfvgXB2r0V4DrdbGtFmavjr5xDYpFsvUHuHuL0G56GwfAyAnUzAyiNADVCkF1iGB8EhHHyKFh9Mo9bC8hmD+FfAQhfSKqj1CQt7fovvMTwvEJ0iuXEMUi0cuvI4Jf358HZwwu6SHCCNdp0/v5OyAk4bfeRgyNwPAIIi5gs5R04TbB7Enk70BxWWoM/8NWk03gLPDfTAw+1eahhOC7pQJd51vwSiF4tfT4+2sv90eOKclYoIiUYjkzVKXgX1eKvNtOuZ2ZfRvC0yDwvs8LhYBeXgglgPORZMf5gjcD7DjY0ZYQT/T6toSq9Orhv2+n3Df2SIHTYRi8VzdznhAX8KRP5cdpgFElKOBoOUFRCpSw9Jyg4Sy7maVpLLvWt/+dCLzFoyIEWgJCEQnHSCDR1rKpfYFZEU/cXf51wmcLuQRHW72qQ8d1OTEUpdw/5yTfzpjw5Hjj0OcCoCogct5mgbO838soKMNgL6OofPMJ8AVjPdy+MmyB690MoQShC7hrfMeyV2LNpV7GlvEFf+PHhV3HOMYjcUxgv2Fw1pL86pekN64TzM5iNtaxy8uQJdAP+a7vkn1yBedA/eG/QEpJOH+aYPYkWEvy3ru4xh62WMK1vDZhOy3s0t3co+WLubI7d3BbG8hqFTczi6ntIOIianSU3rvvkH3wPuAQM3O47U1IUi+v9HpgDLRaZLVt9PAobnMDjMZ0u4TnzmO3tzBbW9hOB7GyzIvWYeMYubeL04Zs+R7uwwi9uIhdXwMk2IyoWCQ4cw69dBc5NEy2cBuLw1y/BloTjY6hRkcxYxPobhtRKiOSxB9XEEAYMlIu4dbXkaMjxC++9qXJq+12wFpkeQCnNe1/+BH60xvQ6XgCHwTQ6372g7VtzF4dKhWIItzSPUQhJjj7DOmNT0je+Qm2XkOdOkvhB/8R4Rfw5KrR0UdXUd/5FL3+ALp+coAx/vh+DXDOkV3/hOzGVURlCDk+jv70BlanpEt3odVCjo4SPX8Bs7xMtraMffYForf/AFevIwYGvOqvgq9Vv/h7Scr/stvZr35fAP7bjT3+u5ESw9Fn2wwfhhSC8uc4F+0cV5KMhrG8XoiYChXnI8V6Jmk6X1z1F5UiV5OU64lmS1vqT9lmfwn9513NkIQh4Ze0ny1E7FnHGpa72me19ouh+mSvgG9mMRZIgtTsV9s/CilHi58sMKu8nWDHetXyuThgNlAsp4ahQLGSZjwwlsxYWs63p+3kbXK3UkeA990ioarg24WAloOKUkw7Qw/B8+UilxptunhFNHOWLjBkPSmvw35r22b+/wCe9HaBexaw9gipVcBE7oXtK7UVATNKIKVg1/ltbmlHD0dqLLvOEWo/ATkVSIp4v+ysgueURDi4qi1aO5rKciZQVJRkQEpqxrFnLTvGMmXtl8ogPsYxvuk4JrDfIOjtTXb//iLJxQ+gtk22V0dUqpAm4CwMVLzKNzCAGKiAzrC7ftlaSOmXjZUiOPcMrtlAzc0jR0ZxWYrLDGbpHrbnUzflwADB9Cw2CqFSRd+9g15ahCBEDlTIPr3h9yWlJ2vlCrgGdBNPjvYP2uDaLTC+XtiFIaoyiCuVMXc+RW9vQZaiJiYQ7Za3GTiDbTVIf/Jjr1zqvNa4UMCqAH13EeIIhEDfuIa1Gjo9sAZXryHmz2C6XajXEb0uYnIarl05INYjI6gLLxHOzhGcPfeFr4PTGXrhDunCbVRuvzDb2+gP3oN2vwEloB8Vh57DaNirQxBiHDih6P7ob0ivfwKNOnQ6mM41sokJgpHRzxWFZbMMt7L86BfDEFurEb7yOiKKfi3RWrbbwe5sI4aGSRcX0DdvwNAIKunipARtfBGhlKiJF1ATU/R+/g7uwRqm1cYiEN22J/HOIaOI4PxzZNeuIEpFwmdfRJZL/rVi6Ssf7xfFnUx/JoO2A/yPtQ5vFTP+sFxg4iuqZxIYEAIrBYW8Y9N8FFKWkmtJRigERsD3SjFvl2Ku91L+qpk8MZAfDvyvFihLwXigiIXgxSjgXmrQTjOIJ63TCopBkHcpszzQlp+0U0aVIBGezC19Dum3B0wHipNxxKVOjw6wlBpWUosWjoa16DzndinzdgWRJy50889r/PK9slASjsko5GI3ZcM6ToYBSkmKSlGQ/j3WWgaUZFgIxiNJO81Qxiuq/YisON92j6MRWX3C3rcaPDAHqm4EICRBIAmFYBp4MQq5kWpCZ9k0hr0MrBSspoa7qcHhm4CcK0Q0nY86O+Ggpi01KxhUjrLwjts3CiH3tWHHWi72Mr5VjPaLBo9xjGN4HBPYbwj02n1a//Z/hwdrvmApCKBYxA1UQEkIYuSps7C7A+PjRG98G7u2Qra4AGFIcPrsvroVTE3jxsawtR1wAn33DiKKEdOziPoOLs2QUzMEZ85hWw1Mo4ETEnXyVG4TiJCjJ3CDw4jhYZQKEKMnSG/dgMWFowdeLEIY+mOOY9TgENm9BSgW0OtrsLkOhSLu5GnE4gIujiEIENrgmg2whx45zhHOzOLGxzD1OrbbhkIRWShg2YF2E726QvTCS6hSAd2QmNpObo2weSikRmSacP4U6sQYrtV6bMHa42BrO2S3buJ2trBxTHbrU9LrV/0kYt+ZB09d8JUSwsDHfTmLXlzw109IUEE+bgGmvossFhGV6hMVSlvbwa4+RGBHT6BeehUZhgQzs6ix8c99ns45bG0HEQRHittst4O+eYP07i30xgbB7Bwufx/WwN6eP/7Jadje9L7cchVT3/WvZynsbKFv3UA9+zwi6ZF9chXShOTyRWi2II6xzRYyiiCMiF57A6EU2eYGmT0F8je/7PpaIWYt1dxJLQ0OIpu6wKUkY8tYToaKNwsRY1/SyyiF4JVCiMYTzn4SxYlA8aqAn3cSftZOKAh4uRByNg6Zjyy30ydMjvB/+E9I3/a1bhyJ1fScY0hKEhxCQMN54jYrfCct7eB0oPipSdhzjsB4f2fbHpz7kzynDug5wYtxwKYOuJZoWtb6lSAgDGBISDo273olvE82dZ5wy/y4Y2BCCkaVIHTeLzyoHK8VQwaCgP+r0WU3z8BtWTghHM+GivEwoOscFWmpSMFSZilYx4gSOBzCsF9U1ofIx73fDGNEeELbdiCsZSOxlKXgewMFSkpyIpDUtGPPCcJAUBSCpjGk+XEPSMntJPPFasD5QBCGkt1Ms5rBSGBYN45ToaIgJD1r9/9a9PJiLykEzjlqxiu0u8YwHwaUpGRVGyaU5LdTknmMY/zzQv3lX/7lX/62D+K3jU7nSaUOX3/Y+i7dH/01dmnRq5FCwMQkIghhb9erijNzyGKE3dnxKmepjCzE6KV7voCp2UQODu7bDPT9+6SXPvQKWr7N8PQZzOICdDuouXlIU9L3foH+5DIiDIhfe5Pw+RdASmSWEr7yGqXv/hF64TbpL/4JdnY8Kes3EYhixNCwf3I5h5iewd5fwS7e9baAdscTGgtueRG3tXVAArMMuoeum1IgJEIodG0bs3AHt7mOmJkhfvNbiHIFWR4gPP8MqjwAZ85hPrmC3VjDJYnPw8kyiCKQCjkxidvawDUaqKmZz8SGOee8l3btPrJSPeoXlRKXpsjJKQSC9Oa1/NpkEBehWgWdHlg6HgcHxDFyYIDwzFmszrC1mi/kylVss7ONvreA3d4BAWZni8LoGJl5hFEgijCb69jtLf95Kb1HuVKh9MM/R42eeOq95npdXKMJcYzbq5NdvojZ2kSOTyDCENvp0PvoV/Te+TF28S60Wz7OrN2GctkTbWOw0sFm/zgE9vpV9MUP/JgIAUjf8rexh1lb8aqz8NmvAAwOoSYnvX85zzROb14jvX6V9MY1THnA216SBHN/BbOzBWH8a/XVlqTklWLMDwYK/Gk55uU4YEgISsJHZbXyTlF16zgXhV+67a4QgszBpSRlQxvGAuWbAwjBUmpYzgydvHDpRCC50ktpPmFupMi7cTlo5e1ZtYC2czSNpSgVgxL2rI/LCp1f9tfAm6WYcSXZNZZF49h1B37T/eN9wrkM4nijGHE5ybif2f04rwC/j8S6/e2NCL/tw35TCQxLGAoUu85hccyEAeNKcCYMudzLuJMZAmcZEf5YSkrweiHk9WLMbBRyPg45FQasaEPiHPOB4gcDJc7GAW1jMdbtn8dYvs8EH6f1ZinyXmDn6DnYwTdyMM5yO9WsZobECTrOtwQeCyVlBKOB5FQYkDjHhrH7XdF61qdS9L+PcQQC6sbRwTEXKl6KQ1Yyw5UkRQMnAsWmsfy03eNX3ZTVzHA/0yymmi1jcQLOlEuk6dN0+G8GSqV//tWXY3w9cKzA/o7DOeeX77tdr2op4wuXhCdRAEQhKIlZugetNpgMe+o04dnXMD/+EdTrJEt30etrCGMI5ucRo2OYjXVcsUQ4M4uanIQwxDWbmN1duHIJUR3CPFjDdVqI02cBh200SD/8AH37BkGziUgSsvsrfnleKpiZJXrrO2S3b8JeHTU9g93aQE7PwPAoevkf/fK5NRAXDmwPndxpqDPvIT2ssBUKXo00Bl2veQ9n7i11zSbZxxdxvR7hm99CJAnpxx8hZ+dwvQ70etiFOzA8gnrxJczuLq6+S/rBe8iBKsEpyO7cIjx7zk8I+khTzNI97xEuD0CWIsfGUYNDyGKJ+LU3sc0mnb///7D1midfWnvCNjrqv97bffRFFXk+UE4LRBSTXL6IXluDtOfHxTnotqHXwe7WSOt10lvXoJuQ/eKfiP70zwmnZ49sVkYRpf/sv6Q3N0/6t/8eul0wBjFQ2c/IfeK9Zi3p1Su4vV3U+efQC3cwayuIoVGy65/A8DDdv/1reHDf2wOsARl5otzrgpTYVtuT0P7xOwdJ198f4G0TYejV8FoHajuHxqXrJy2FEjxYJVWK+MILJD97B5oN72MWEqMCWF326RNBAO0WTirU1DTBcxeQhSLB/CmEVJjaNq7ZRI1PIAe+vG4lhGAuCpmLQqxzpNby41bCjUwTC0+Cvgo6zofeK6DnHKHwwU5DUnAhUvuZqRUh6JgnK/v94qQ2B8VMRecVz1QIylhORgEdk7JjoeegkxkmQ0UMnItD3m31jkRyHcaT9n7NOP77rSZ7+ff96v4ufj8NDmKp1nJltixgAkgFrFmviO4YS9s6ljGsaMtUoJgOHVOB4vmSYh7DfKj4qJOyYx2hlCzlGbLTgUIEgh+WC1xJUk5FIWfjIPfzCj7tJVxOfIZrQQmKAiaFYDZUtLVvYoGQCOx+Juzt1FKQgrlQ0s4nj0UhsQgiJTkhoSQEHScJMVTz8W9xkP87LPCqq3OcihQFBDNBwFKm+cd2AgKGpdeEJSCdTzXoWcuN1Cu1z8cBM8eNEI7xe4JjBZbfXQXWZRnph++T3b6J05lXr8LQezrbbf9QN3n38zT1JME5TyiSLqa2g1ta9KTKOkSlgtAaUSqj793FLC7idrYwqyu4TpvwzHlckuBwkKbIwUHU3ElkuYJtNciuf4Ld2UYvL+G2NrCtFrZex7ZavovXxCTBxCTZp9fhzi3odpFjE/5Y0wzhDLbT8YQ0KkAck8ycZKc0QNysow4rlvlDhEB5smS0txZUKv7nWkOlQjA764mnCrDWd+YSKiCYP4OzGtts+iVrpYhffBURhNidbWi1cFIiBwYQ3Q5y5AQyn+m7JMEmPWRcQJRKpDevk77/Lnavjpqc8m1rWy2IItKfvYNr1KEyBJ2WtyiUyqhTp3H1XX/s/Ue+VJ68BaG/RoGCiSmCs+cx6xuw8cCrxMMjXnFOerliiSf2Dsh9p6ZW88vqD6l+yZWPSf/x7/wyPkBcpPhv/lPU8AhPg+20ya58jN2rY7a3SC/+CrtXx+5soa9cRn/4HuzW/DHmEWto7c8jyTyJ7bb9ZMQar8R3e/79R3Zkc6X9M3e8v1eTnr+ftzcxd275+1xnB/vNMu+7xiHiImQZLk2xuzX0xxfJrlzCbG9htjfp/fQnpBc/QC/cITj/7H4GrW23fGvlL1HIJoQgkJL5KOBMGPBSMaL4FYtwYuEV34lQMSIlQgha1rGQGUIpeaMY45zll4n35Tate2oiQT/DNOPA59nDK7PGOVp5y9PMebKVWMdAILnYS7mp7WNbqj4N3XzfFl88BQfNFTj0vcUXbFkBXXfQYCEW+WeVZDb0enIsBANS0HYwUCwwLeFmkqGBc1HAoBJcSzR145gMFaEQ3Mk0bee3t6ItsRQMKkkKTAWePJ4IFPNRyA8HirQcXE012lqsACMEwwq09QrtuJLMRYo7mSUSgu+VIwpCsqkNy9rQcoI9bWjl55bhz8mSK8WAE94i0jOWHWPYNIa7qWbLWgal5AflmI6Du5lmJpS8UogIBazkKRRlAaeigKnSsQJ7jG8+jhXY3zH46Ke72I0N1NiYJ5oPHuAir3QFlSquUMK4mn/QC+EVu17Hk6KpGZ/52ukhazWoVKHbRQwNocYnkYUYdfKUV9SSricE1qIXFzGNBvEbbxFsb5Nd+hDX7RG/8jrplY/JLn0IaYJoNaFYgGLJV9932sgsww5UEM5hl+5BPbc1ZBmu04JKxS/3K0nw3AX0xgNYWYJimVvnn2e90eB8u8WptYcLkJwncjrxT4FCERXFaAsUCgTPPos6eRo1OoprNun98ue+k1YY4cKQ8OQZryAbA9Xq/gNfDY/4PMrqIPLMeVQcI6tVv0djSK9cwrVbhC++QlCpkrz7Dq6+S7aygvt//grb66JGxwjffAs5UMZ126jTZ9HtJjT2cFmKiGIYHAaz4wk0QBwjJicRpTJ2Z8erjUmCMxZVGcCMjCAHKoR/8F167/0Catv+c1p7xbJUhqFh2Ktj9+p0//b/JZiZJXz+xQOFNU08SR4aBgRMTvnPPjyyWeptEOVDOb07W5i9OqbZ8EppI/ey9idPj0Or9dmfJYn/91XxMPnVBzTIIZBT05jV5QPy33/b9Wtwb9GT6l4P0+nQ/nd/Rfz6W7hGw09GRkYJX3oFEcdH1ffPiVgKZj9nNuzTIIVgJjzq661IwYUowAGDUvBPieZqLyOSgpNKsG3ckSX4h6Hwyp/B+zONIy8YdNSFoCoEUvgmCX2V9H6aciex++rrkzyvnwft/BjmgW0OSDQcNBMwuRJbyQvGEgeRFMwHkunQF58tZoY7mSax0LY9Gs7kLYEFm1rTtpJxJSlIud8JrSglJeFoGse6MRjnY702jGU2DPhWMaZhLEE+eQhw4BzjgaSqFFvGopzDKJhR8G8GinySaspCcCZSvFiI0c5xO0nZ1Q4jNZk7aBRxOH/EWgK9ogAAIABJREFU4f88D0mBErBmrPe8ZoZIQEkppkJJ3To+6iQsa81soPh2UdJzXn3N8ES88RQF/hjH+KbgmMD+jsDpDH37Fnprg2zpHsJoTHsek2beX9jYQ1QqyIEBst1tTypU4NXMQhEaeUPJVgM3UIVShL234FWyk6cQSqFX7hFUBlEzc8ixca+GhgHs7SGUwHXbOOM7W8mpab886xxUqohA4YIyIJBSIV98GSelz6NNvPplGw3U+DhyYgJXq+F2trGry0Tf+T7GOWynDcv3YGsztxxIivcWKUtJMXlE3JRzR0mQNeg9r2r6widB9uH76GoVWRnEJalX5jodsmYD89wF3IM10NYf49YGYmISpRSm1cJ12gidEr76+tF99v8BolRCTc9i0wRKJczmBq7X9QVlxhJ9+7u4bpfwmWfpDZTRH3+EqA765erygCfyAxXY20VUqhS//8c4Y0je/4Ufj90a5toV1NlzxK+9tU+osuVlzO1PD4hjECCqg4g0hWIJFwboxQVcs4EYHELGMXJ0zNsFRseQ50cpXHjRH/+hwi3bamLbbczKEna3RvjyqwQTU9j6LtmDNczSoiev+fnzKK+tkF5B7f//20K7jbl80VtOHia6nXzxVklfSGgNdnmZRPtqcXa2yAaHsK0mIvL5u2pmdt8n7HKv7m8z1ksKT5Bd7qvsL7cXlUQaw6CEYbzPcvMRn4+BMxJOxp6cf5BolIPBQNBxMCwl9zNDE0+wMuD9xB4hrIqjyukXRZr/W8ET14fzZPt+WJmfh8RbCIrOkSG4mmiaxlIzFuVgJJAkxpEIx5uFkMw5ftTKKArBfz1UZvRQKsTzuUK+awzbnZRdazkdhbwch1Sk4N12j8Q5XilElKTP79UCukh+UIxJrKVhLEYInolDqkoSS0lRCJ4JAzrGciPN2Mx8EVdBCgpCEFlHx/jM2oCDFr/CwZZ1KCdQzr+eOhiSUBSCASFZzQzX04z7xnErs/yymx0h/W1gO8vYzjRf/xTlYxzjq+HYQsDvhoXANRrom9d8rmujjt3ewi4v4jptv3yeecJqW02/NB1EMDWLPH0G1+t5pSnL/JKt0X6pN82zYXtdH6HlQAwPY7VGL9z2SmmxBENDiDDC7O3R+9HfkHz4PuLsM6iBAdKrH/uK+/rufmGVsxZnNPbOHWjsIedPwV4NrCX89ncp/8f/yjdZWFlGRhHRK6/52KSNNZzWYLVfIjaG4bVlJrfWGWw1nz5IFuRAGTE4jKwM4LIMu77ul9Ube95z2vHZrBiN2615oiyAUgm0wezVcWv3cZ0O6AzTavkOXIUislgEIZAjI6jJKeTQMCIMoVTG7NZQQ8PI6iAuionOnsO2mmQff4QcGsYJgVlbRZQHUGMTpIt3YW0FnKPwx38KpTJu4wG2Xic4/5y3LoycwO7tIioV1JBvJxvMzZNdvujTI3Z3cgIp4NwzxH/0x1DfRQiBPHseNXqCYPYkrtEgW7jto70u/cpn7raaqPlTRGfOI3I/sTOG7OMPya5eJrt9A7O6jOslqNmT9H7016QXPzzqSQUvGxUKMHLCE1ZjDpIh4th/rVTuE35yZfwXRhwfmUw8Gvnr1oIKoVrxkp6UMNA/JgHlMhiDPDlPMHICu7mOaza9b3dnG7N+HxGGqKlpXLtF76MPyS596LvKhSGiUNgfx39utKzjYi/DOEcooO0EmXWcjkJeLERsaE39oSHabx8rYVE7us4yEkimlGAuCLBCsK0zVh763IEz++D7x6HA49Xfh9EnwQ9vTxx63eT/J/hFgxPCUbeOTe1ocmBzGA4VJ0PFuTCgaSzLmaagJOfDAA0UhLd5CCEIhSCWgrb10QcTge+o9nGS8dN2yqa2zIeKYSW5k2iWM0ss4WyouJxoriYZRSl5Lg6RQnA31dzXhjDvknapm9EGirlaPqEUNW144A66gFkOlGfroCR92kA9J+wjArSx7BrNfa15YPxkoj+p6Geb9LGuLYmDKemIfw/yY48tBL+/OFZgfwfgrIXyALZUwmrtlcS+dzMM4cS4/z+KckJrvcK0lmDXV70SG8UH5E1r31Sgj24XW0rBdNCrFrFX94qtzmB3F4oFXKmMu351v9gm+3f/lqw0AM77Z0l6frsqAKn8w7/bwVUqBJOTiNmTuDQlev4CQkrCmTn0uWcgCDC1Gq6+40ljXPB+0Xbb+3KFIPrcxMcRT82gvvcDstVlknd+At02Lo4OVN0+tIY+KbYWNjawGxsQKFyhiJyYQpYKmFbbeyTv3SV86VXfArXXJXzhpX31TTiLaHl/a/wv/4RCGCHiAp2/+j99IZwK4PZN7OpKXkkf5EvdAoIQ22khR05gncOsrdJ796deRY4ir6bu1dGFImQp2YlxrHOIxp6PFFOBf3rt1hBJQvTW29hLH5Dt1mB8Ajk8jDMa0dxD31/1Y5zH8JiNB/4aZinBqTMH0Ws6w6YZNBroe3fovltAX754ZHl+H1J668Je3U+IDteg68yTR2MOxvrXidze8kiowE9KrIMw9gbDNPN2BiG86j16Atn1Exgr5f7vhZibxwkJrSZm8Y6fDApBN0nofvg+Ik1xjQbolKw0gLz4AerMOQo/+BNUoXjkMJzOfAvjUvk3ptbGUjAo4WpmWE4NXedPV0ZwQkkmwoC1RB+JhzJ48rNkIMIROQiwLFtH1/rWsaufQzx/HIHtK6nFfD8F/JL5F1VrH0eAG8DVzO2rjP2IrWogea5c5IwzXOwmviAqUIwGgtupJgVeK4ScOKTEOue7hS1nhpSUWMYEzjEgBWXp5zs959MBpkLFeCBpWbid5Y0jTMKQEnyrGHM/M2xpy3xoiYVXXTvWUXWgcXyaGt9Z7KHzsXhingBV59vukp/TmvXFXvYxg/HwZWoB1zpdXg6KVI+beB3jG4xjAvs1R3rnFmZp0ZOba1exWxv+oRzlldrGQJoSnjtP9uAB9GoHAfl9E38QwNCIJ7lZ6qvPD//ZCyPfqStfYndJD8YnYOme9872Oj694PBkvtfLCaHIO0YVwHR8t6TREYS1UDmNGp9GDQ5je13k0CBmZwvTbpNd/wSzsoQoD2AerGE3H/jtZZknGCZPIThzFlaWc+nH5I0AHgOjSXZrhLduYhsNT9jT1JOrJ/ktDxMhnYF12IEKanAQNTiCSBPc3h7m7h0/llr75gvlAVy3i9neQlariKFhZGUIWSphux3E6AlYWcLeX/GFWc5BsYAoVRBh5NcMpURf+wQXR8iZk6jmHmZzE7a38kKnCIzF9RJMdRBbqyEGh7xlIUnyyCkBnTZ2Y53ghZdwQuJ6bVyvh+t0sN02Nk08GQgCKJRQAyVEGKOX7vpiutwDHZw+R3r3rr8nCkVEFOOae378H0VgHb4oK8knB1IcsJonKqNfBcLf/4hDiQ05ggAxUCF4+XVcFGLXH3g/78aGX4XoX+dOB3Zr2OogqlSGet0T1muXMdev+PvPaD9RlNJ/Lvcc7+9NSq/QKoG78jGdrS3ib71NePocWEu2dBf9YA2aLYJz5wmff+E3QmIjIXguCrja80VJPfzS+6Vuxu0044Ug8AVCHOSpHm5nWsAvVd/JW7HWreWrTjf6kVcJB+Tsi575YTtBwGdJXwtPjhWeKJ+OFXNhiBLwHxptVjNHIH3b3AYBJwNLICXqoWuQ4UgcmPzHCnizGDEbKm6lmpuZoagErxVjno0tg9L7ZM+EAcJlCAc3U03POja0oSwFEsFzUUhRCH7c1Cxb2Eg0mT3qfX0UDk8cunx+j3GJg4nJTma430uY/5L5w8c4xu8Cju/uryGctei7tzF7e6TXrmI31z2haLV8pboEMT7pi5EWF0CnGJmreo/q7tR/+DqOxDMBnljpDBqpJ0uZ9uRpe+voNrLEL7l+hgg6TzzHxsmURIQxUaYJzpwjePEVzLUrpB99gMHhmi1cu4EMYyjEPl6q1UYMDuaFZvm2y2V/TINDlP/8PyF956fozQe4NPOEVOtDpOVoGYm9f5+ksQeDQ15xA39OUXRA6J+GNIGLH5CNjxP/wXeJXnwFc28RUSwghkcROkOOjgGgN9d9PFlcIHz9zf2kAlksoaZmyK5eBm18tzPnkGPjRK+/QbZ4F/3xRYgi3/kqTQlffh01Pk7v8seYd3/qx6CXF+IlYF0V0eviuh2fIqDz85qYQA6OgPDJFPGFl9Frq4hMky0tQqeN3mvAnZv7nlunFHp1CTV6AjU1g6wOodfXSH71C+ztG/5a6AyrK8SDw5iJSVhdPqR45uNuNHRzaiElTM/55hN9ewp8lmR+WQh5cP8WS4iBKq7T9Pdk3wYkJMHYOOH0DNn9FdT0DEIp0t3aQfSac34it70FtRp2dMRP6h43yXmcymutJ7jG4aTE3LtDt93AJCkiTUjv3MLeXQBnsUnXt2ouFrx39ksUhT0JW8ax9VBnsDrQMPhOdBzNUx3MX1d4wlsU5CosjEpIPwfRehL6WbP9vzYpnig7nq7C9kXD/vEKDir1+6T28G9/JHyB15uFiLPFAo0o5me1PVpAZKEkIBS+8URJic+0ZR2QkjcKIS9EAUNKUM5jqGYj6VMKjKWqFEUpiIXkXqbRzvGDcswfl2M+TTNWM8ut1NCyFukcLWtpWMdrhYjFOKOW+LOeVLBi/Dl+HnvFF/mtifDXr4a/pj/rad4oO2J53MHrGN9MHBPYrxmsMWTXr5C8+zNcfReXZQcZqEEAc6f9knUgUdMnye4vewvA5Uu+YOZRRTVSPb5t6eGfm0ORTg8jyG0Iov1IMtLtdLj22reQhSIvXf8Y1W4hnEE36pjtDeTICYT1vlMbhKgLL6Cs80pmHCNHRzHmLuCQc6dw0RrByTMEY5Pw1tvI61dxpTLptas+Z7RvB6gO+pD7/QG0eTRTv3Ya75U8MQ4r954w8g/BWR/PZK33tr4yhGu3vNfxEPmQQ8M+xUBrv9/hg01EzzznmwaUSoQXXkJfuYSsVAkmZ3CZhq1N1Ml5xNAIOIuaPUl29TLu/rIn9H1C5Zy/LI093MAAoljChfnEIyoQPfcSwfQMZukuZvEu1e//S1IhSD96H727SzA7hygV/XGCv5/iArS7uEIbrMW0W2S3PsWurUGx7OO9Om14sEaSJMjBIWwc+3EPAqgO+Ta+h20ZgBgZRUxNYj861JRgdBS2t4+Or5Ds+1P3fyby7mOhv9caewevFYr+mHQ+CZGS+Id/RvLLd3G3Pj14X5aSLd8jq+34Y6tUECMnEJNTuPIA3F/xExrBgRfaugMC/GXQyVMWhMK17pLcXwXEfhYxQmLW1zG7O5gry7huh+jVN1FjY19+n4dgnON2krH9mF/dQl6138obEwjglULAljbc1Y4WEDg4JaAj/EOhktffpfioqxifRvB5EeB/+wLYTyyQwPMSrtsnk7eHT+PwlPvw5wI8KR4TMBkqJgNFRQq2jAWbdxsT8MNKkakoOGIbeBijj3jNOMeoksyHikJOetvWcSc1GGBUKYYCxWtKMh0altKMyz3LlnbsOOMXyqTgO6UCiUtoWcu5QFHWhtXMUHM8teXvF0EX723ut7/tWsdSlvFM/PSM52Mc43cRxwT2awbz6Q26//B3sLnhfyDFfk4rDtTAAC5NcI2671DUz9rMsoMM0YfJ6uPIax8q8Opqs/Ho14WAoWFPYlqt3Ou4/yKEAZkQdAeqBJUKujqEzTKSSxe977PbwQnl91EoQKlMMH8WRhskn1yF2g5Sa4QUEBZ81FW7jd3exO3VCebmkQMVbKNBdvFDTzjAE6nBQe+v7BvEAuXHTBs/FtbAYNX/7ItACBioYrtdrDGYxQXSK5cI5k4Svfnt/aVgs7kB1iAeKiQw21uYlSWvbo5PkF36EHN/hfjtP0TEMdG5Zwjn5n0BUP5wtLUartX0DSjCwBc/9Yu0hNhfAneDQ97isf4AdIZeukcwPYOcmUUGEbJURI5PYrs9aNRxeorCd79PZ+EONPegOog8c8YvnTcbZJ9eR9+5hZqfJzj3DHppEdP3NGsNG+u+CK6fI5xlsPMIOmMt7t4CbmjYK8P99xfLiLfO4z56/5Ca6fbtEfv3p5T+e2n8ufavn5BHFd3+vlZWc1/3IVojhP9d2ckJc6/rUyG09e9LD9OpHLu1R0/8viic8UzrIVKPs7ilu7T/t/9133bgsoziD//8Mx3evgyEc7ScI+Bg6f5wgdB9oGzdvuoXA8r5YqaygKbzntLrbv/PDBFQBZSAbxdCUuB2ZhiWgkCAQbCZau47T5bI993/7JkAHuij6QcdYNE+XVX8PLkV0/n2esCyhfuJoe26vKwtKyJgMFTMScGfDRSY/JLL6EuZ5tPUMKkkrxU9CSxJ39DAOKjkSm0kBHNhwIiUxEiuy4yudYwrhXO+c9b3yjEf9zISIfjzasyVbsrFJGNN218Lie23u3XkEw7hY8KWteF05L50F7hjHOPrjOMUAr5eKQR2r0728Uf+wSzwalil4olAFBK9+bbvHlXbwdV84P5+JbaUntB1H3U+h/6A9dWvfTj/s34eaZj7NYXwJCqKYHTMSzKdbt4c4dB2hSQSjqHRE0wlHao69b7dxQW/jF8e8CRlewu0RQ4OIaXELC0ium2oVlCjY764KE38+5IEl3cbCmbmsLs1eh++h11b8eRUSP9PBgcKGBz4WbX2KqM1fozSNH86W38+h8esUHjI3+kJu1DCK+BKkX74HubeXWy3i3r2AmZxAX1/BbezDWmKOvss4anTCCF8DNYvf46+fRO7tYmw1hdz7dVRY5MEM75DlgiCo57ION7vBmV3d3PlXeaV8/kkJcs8YS+Vc7LUwbWa2DCk8MbbPnVg4Q7tX/4c++A+WEdw+gzRs89T+M73YG4O1+3gajWks8jpGez9VdAaNTmNCxTZwh1P6vpj0ietnwdJ4j3Hh8ezsedzWPctBepgteDh5hT9a9h/rTrof5YdesxLhRgoI8YmkBOTnlz3M4/LA74D1/7vQL6QrfWBT9fv7LP7/U0jyy0wSYLZ3EBvrWO3NlEnT30lIuuAbW2pW0tm3X4ofr+6va+6Tsjc8yrB4rirHQkHBPQwIuBCHBBKiZOC86HirWLEUma4nxpmQ8mwkqwcamhQBmaVYCRQ1I1j4xHb7Xtwv+qIB3jFsV+N3x+9mnWESvJMqPiTcszIE1TXp6FpHLvGUlWSiXw7UgjGAsVE3s73MJYzzYqxnIkC/rQcMxeHzIQBSkDHOopCMBMohpRkRRsiIZjM83ofThL4ohD4iYnkYFyGhWM2CpkJAoJvMIE9TiH4/cUxgeXrQ2Cdtei1FfTVKweKU94KkywDqZAjJ1DlEnZt1ScFuKOq1KPJK35J1piDJd1i6WCJE/L2nvnXpVJO/qx/Xx5XJOJCrpYdKqKJY8hShLUUAkU5irDW+nzVbifvxBR6j2Ga+PMZHkWWSj59oNUknJxGVgcx91f9MrzVMFBBFEpI55BlH9elr3/itxPFucqq/TL2w1AqJ7HZATnJMq9qOudfl/m/MPIE9rD/UUg/HmmK63bRG+u4tfvQ9oVROHCNOnp5GXXyFMHsSWy3hdvZQZ4Yw25vkd26Cc6hJqfBWYLTZwlPnyF89oKP3upfsoZPBxBR5LNaByq4Vgtb92NDseg7q+WxXvtV/UnPE3KdgTE4awnnT/sCr0+v0/v0BiIMkTOziCgmu3IJm6ToO7exS4u4NMV0utjmHqJYRlarmGYTffmSnxB0e188w/UzE6NDcA9NmD4v+isMh48liqFcQRUKyLK3Z5hmyxPlLPNPcyH9PZJ34jpyL3xVBIG/b8zT3JxPQJbi1u5j7i6Q1naIZuYQxeLTPwfsGsvNJCMQUM67co0oSUkK7qUaDZwKFbOBbysr8GrrhULAc1FAVQlCKVnP1b8YXwQ1BMwp34lrWsGLhYiOc1jnWMg0C5knyQ1gWHkCu5oZnz8LDAeSmSAgloJ1Y/f9uBEHnljyfX1VwjaEJ7ER8EIoeasYMR0qlJScq5R5PfJ5rF8FVSmYCBXTgUJ+jm01rKNu8jiyMKAgfUzXA2252PPFqc/HIUoIdq0lFoI3CjEtY8ico+c+/5hU8F7i/vsl7Le11XgC23M+heLZOPgM2f4m4ZjA/v7i2EIARFFEHP92Y5/TjQ32fvTX6OWlg4e1zFXRvvrV7WBv3aD49newg4No43C1z+lM6y/7KwWdHpSKPjmgWCCcmcMmPUy9DlYjhMTt7eXtOVNf2Z0VkSOjiLEJT6ijCL2x4Yu7+grd6jJ6r45LU4SUuU9TQ9pDlsrYMPSkqtdF1uuUX3gJW9shfvFlcI7GzRs4Z1FTs4Szs5itLYLBISqzJ2ncuEbWS/wScxwRjI6hF+589jxVgHrmWcytW0etE1J65TaK8milgPDMeUTSg4EK6a0bBx2j8vgqGSjIUmx914+fc77a/8olwvPPYtbXQIKamiV5712QktLQMJTL2NNnKQwNIitVupc+IkgTyv/iB2A0ZmcbEUUEIydof3ode+8uUaAoTk4BoF98mebONqmQCOlV4KxQwAnhr0e/85bKFWQE8eAglckpgmqVZGaOZOwurtclGBzCdttk9Tqs3kN1WhAX+P/Ze7MgS677vPN3zsnMu9a9t/aqru7q6g3dALqBbgIgFpriIogmQxIleyTKwYix6LEVMS/2yA+eCDsUenNYoRc7Yjzj8Yw8mNGEx7aGCg8lmRIpmuICYiEBAugNjd6X6tr3qrvkds48/PP2rbUXQCRAoL6IBrrr3ps382Rm5Xe+8/2/v+7ulv1IIrzhPRgH4c1rkucbttYtqd+l15Lx5Fptq6g/iaYF0TaFVVEISwu4fIBKUkwYUjr2MC1jSMZvdtIxnJPr814WmgdBLoc3dghltExStktmeBCkCe71H2E+9iTl0f339ZFr9Sa3Y0vg+RzsKgFCaHqs5TaL3Ahjxgp5nuoqcKMV8epqnfkkBT/gyWqZ+SQlsY7BQsQPlteYyZb1Q6CIpi/QGK3ZV+ni44HHeCvkm8t1nIPnKkVA8VipSOIcBHWqRnO0kKNpHRXPcKEZsrZaJ4gTBo0mZzyaScyqVaTKUfM8rHNMRRGhg7UHZLJ7jeLvDvYyHsbMJgk/X+uiP5BJYcM6ckGAlya4v4YJS+UB3vuoc4xZS3FT0kFvnNCrmvT6hmqpgFKKjxUTXlptcBP45cFe/t30Aml0f9dSu+vW+pQGgyivhk5iQwRcS1Oa+QI9uz7YXXwIsUtggSiK3ve+0c2Xv0/4+g87/jmv7WbbiHR+lpVXXgSt0QN9uKiZpRNkCuq9SERqReF0DnIBqqsL79ST2LlZ0jNvQj3G1Vc2PvSTBNdqSrX9wACmViOdnRGlrv2QUAqaTckZBVx3L+roMdziElpr/EceJX7nbVwYkoYhabqI+viz5J77OWwQEJ8/g01iiX2aGCfJCKMtFlm9fZPm1YsZiZQirWRmZuOxaiP74vukN25u9EWWy6IC1+ui3rW9laP70fk80ZVLmXkvB339or56Hs74uCSC5RUZX0+C+pPlJdL6KgpoTkwSxbFUSRvDyu1bnLGKtVoPH9t/iGrYJN0zgq12E37vO8TXLmOnpwAo/uqvSdvfYpmwUCLOGg7YyQmcZzCHj2D27Se6fAm1VsdpIJ8TZTuXR5cr2MaaOEBOnKQR5FCrq5T2j+FuXMdO3iYtlWFgkHRyguTsGTmOvgFS5HzRakJvH7assV1VsQ7EUacAy8K2BNb3724rqNbkfDXfSy37DnAOWk2SuTnSfB61sojuqpL/5V8hfON10nNnJW7OuftP0t8JWst1kcRiZ8gXSKOWXHqeLysQpbLEcG1Htu8HCqK+AVZX7y+8qju1jOIYTGJWV1dZSi0Xo5ghY/jlgo/trtJq1KnGEWtpgrYOZS3TjRavpCmxk+98Ou8T5Xy+3ozvENjp1HJIwx6tKUUhJo3Z6xzP5+VRsc8oWY7OOuM9n8uW6ONIyF4a05ck9CloOGikloUkZDVbJu83iudymiNBwHwaMBcnLKQpL9djZpArrX3Kctk+rceQgv++VqKYxlyKQrSDpXqdfCj7YYyhWMizuFIn/evwNb8LbF4DywNPGEeSREwvx5SMZjpOOb3aJHGOWhpzQCvGub+cXAdsclnf8dG2jzjI/vQCqtFg9d1emz8DeL/Fp128f9glsB8Q6P6BjUucd1N2whbUG9jlJSiWxVcXdaqz7/w/CLZWVxt9x45AbxWlFK2Xvy/B7GsrGwmHNp0iGutEeb3ZJM0XNkZZeZ74dNfWOqSmuweVK0A5RTlHuryCQ6G6qpDEqCRBxzEql8MlMenqKi4I5PNhC9dVgTQhmZhADQziFhdlSdjLQ6UijQk2FPWksh9xvNEaAUJcy2X5exSh+wfRuRzMzhLPz+KMQQ8O4ZREs9qJ27LEqzUMDGWxXpHYKlKLqtUIBoeJl5ezXFpN7pd+VZSReoOVuTnWlKY+N0NpZpr46mV0fx/p9euSS1qXpgfNV17C5PNZ7m0iDROuXUUZg/f4KfzR/SjPR3f3EAU+6a2b0l5Wa3RXBf3wcVy7Xaw2NFeWUbk8xXweZVPIF9BDw6hyudP211k5lkVp1YvKisfiFDs/K57lfEHaqzYb8u/13lGlskSKYGcCW6vJNpaXtn/9QWFMx7MMGZ92sLaKm5gQr3QrJJmdxdR6CE48Rv3737n/2LS7oVC4Q2L1wYdgaUG6bzUzS0ehSxIZVlcz60lWf/8gymytVwrq7vftRlMzncntfJJyOxZiOhp4dAUeq6G8XtSKYd+QV5DTGl9JEdZ0kjKZWEZzHnvDhPHMO2uBurM8HPh0Z99hlOJAcP+xX3t9Q9XkeduLaFhHaB3XkpSWdZzKe5zIC+EY0R4jWYFVTjX5YSOixzeUFdSMIVCKa1HM9SglBsYCw98sF6hln3k8H9ByjgGzdaL/QUNkHf95tUlsHU8Xc/R6hkcCQ93ZlVJEAAAgAElEQVQ6+ozhC10ePUZxtRUxkQpB7UNa7D7oVZzSKea7Gaf8Vb3JL1VK92WD2MUufpawS2A/IAgeOU74+JPYH/5g5zdllfEMDsDlS0IY19Y2vsfarIWnk8YEhSIMDECuKPmcy4vyPpfC8iJ2aXn7Fi+eB4UyrC5lSmf2kEhTIbJtaC0FT719uOWL2c8M3LyOvXoJcjlsTy9ucR5V7kLv2YMpFCFN8UbHpODp+98hufQOqtqNW5yXpf5qDaZu46KY+OxpJO0gQPcN4Lq6cDPbdHffqTOTc7C6dieJwKUJ3uNPk8wvYKcnoacXHfjYRhNbX80q6JtyrLPTqEeOS3MHY/D6e9Gjo8RXr2AXFqBRJ81USzMwCEsLPLy0TMP4FN54hcbyMipNUAcP4e0bxVWqRFOTcPM66dXLuHIZHeSwy8vY2+PE4zdRWqP6+/EGhySCaXoStCb49C9IpzUly/rp+C28sQPYxUWW33qD02GMKnXxbNzEGxgEbYjPn8WtLov9o7sXVe4iXV2F6UlsPi+RXCjczetyXl3mu1ZZZyrPg2hdjuv9FHTV65JTC7Id35dzarchdSpLWNgpazVfyPzgUsQoXm4LzbrsW6MuKwTLS7T+3/8AnsHfMyK+5vdKYEslVKUqndRaLeybryFy9/puY4lk5vYPyDWTy8k9ubiw83aHhglOPkGyMI89/SaELcLXXsXr7sHs3Yeu1rb9mHWO2VS8k+sJ7LBviBG/42b0eYa/Wc6znKZMxyl9vqFlHU0n7WNvxJZQSdEXCIFdSOFsGHM4/+6yapVSVIziqUIOhxDgxSRlxVoGve0fOfsCn1UUJaWIcQRK8bG8z2jgMRDFJA4ey/t3CC+wYQw+6Fi0lluxJbQO04zYH3g8W8zjK+4Qy890FflUucBcanmrFTOVJDTChAUn5+VBjDDtrl51B1OxxH797IzWLnZxf9glsB8QKM/HHDh4dwILsmx/tb5z7E+7a5DnZQ3EU6g3RIl1VhSirECJlR1is0AezKuZgmaM/NlMCLSWn/f04G7c6BBhYzpV49ZJK9xmA2cMbnYWDhwi9/Rz6HIX6dwsydXLuEYDr9aNHTuI7hvA7B0l+qu/lC5KK0tZWkABikVMsURSrQo58jxYWhClcNvg/HVx6taBi3HTk7S+9Q0ZkzSB2WmSXB7T148udWHLko3K2ir4PvlPPU9y5k3SG9dxpZJYIaamhJQ5qfFOpybRlQo2jCjfuEq5rcDl86iRvVjj45aWsoK3VNRd63CVKpS6cIUi1onK7awlPv0mrtHE1KrEly+hcnlM/xBgYXUN6xzxhXOkhRLm0GGSZoOk2UIVSiRhi2BsDNPdSzo1gUsSTFcVCnns+DimVCat9UAUSmqBTUgW5rOkeCPj1KxLAVRvD0wnW6Oh4h0UxnaWa3v8tcSsYS24bRoa5PLZigCdrmL5vKwE2HSjmq6NFBg2W6J6lkswOdl5vdUEY6QjnXkX1edBIMVZWmURYIiP0qYSMde21XhepynC6qpcR4VCZ/XCGHmPyTrfte+LfEFeazaJz53BHDuGLXdBs0744x8RF0vkn3qG4PFT2+7eXGr59lqLlnN8vlxg2Jd9KGrNsdzO9CRQitux5WqcYpXm4ZxHTmkWk5T/2mqxbOXU54GKUeSUYl/w3h8N6xW/bs/Qzc7nZMQ3dBlN6BxnWzFWgUYxGnhUjCZybluC/rOCHq05EnjUrWXQaKpa4ym2qKJaKfqN5olCQOp8XtUtTrdirJO4sxYSmbXZQrATUqCVuruM/C528bOLXQL7AYFNEuLvffvub3Ku85DcKXanrULGsRABzxdlzRjo7+8sB0eb5/MZ0disrnX3CslLk60EtliEfFEIcriOaFgLXVX5WbGUWRCEEFprSbNopNg5mqUuzOgB1PysBO2HES6OsI06/seeBM8neu2HuHQZXSphRvZientxNsVah3aWNAhgcb7TZtb3s1ag2zRmcJkybVeEpLcryZMU83OfQcUx4eRt2UalKl2rFuZkn1aWYHa6kwgAQrpyedAGG8c4Y7YuH1e6ccuLpBcns+QIZKwba7hrl0lSS3rrOnpgUDpzVavY5WWiH72M7u5F5wL0wSOoQp7wm3+OC1t4H3sKu7iAnZpEdXdTqdU4GTXQqofg5nVJIejrx+wZwTtwmHRuhvTGDdz8LPQPYJcXoNVCn3gc3duHvXYV61KJbUsze0g+L0RuW3V0MxEtCAvyTIc8trOJretYD1IrSmqbELfTNtqE0GbnzfMgyoifziYqvtf5f/vBv8EHrWU7jWwC0p7M3Q0qS+xvE2+FrFok2T20tCjXcBB0orq0lv1sn+c0XbcSojoKtlGw9yAszIudIsq62XX3gLWotQa6tx+3qHGBL2J0aWcrQV4pwqxafTqKqFvDmO/h3SOCK3YOH+g1mn6j8JAUgXeaLWazpgIVYMgXkrXP9zma2/hoaFrHXJrSYzSlv4bs2s3QSlEzck5zBYWvuNNB6mdJad0JJaP5fDlPgnQN00rtuKQvqRLy2tOFHOOxZSpJ76RFZOF6wP1l5q45WE0t1fcQKbaLXXwQsUtgPyBIV5bv9Fq/L2xu6bkdokhUwjYhSWIhrtv+3nTZNtdtLwjEF7vdkrFSsnTqEMKiDLjsge4ZdH8/LpcX5bUdfRXkUIU8ZmgIVSpzthUzG0Yc8Xx65+dwSYwrFGFyAnvzOt6Bw+Q+8wskk7dJrzSxYYianMjUP4eam5Y9XVvNSJLuEJqdFGrPk6Kb7l4h9vW6eEIrVfxDR4ivXb2TNiCxZE1af/qfZdv1VRmL9SqicxLBNTNFurwAXZWNxMlaiTyrVsX+sbQs49tWtLNYMjc1Rbq0KJFY7e3GscRpFYp4vo8qFCEIxEOLxQwM4ZYXMYNDqKEhaqkleeOHhNcu4zwPXV/Fra2h+wckN9hZLFrsFM2WqMf5PKbWjX/qScKXX5TjzheEfM3Oyr7m8p0JwfpjKxaF3KUJlMrororYKhYXssmOkyX1fFGu7bZvev086M44pZ3rKrNrAEJIR/bJqsHcnBRLJfGmdsLrzkUSdxT4narQi2Xo7s4U+ExdNZnPu03Yg5xYHsKwQ7aVkuu93clrO5TKqIOHcOM3odHA27MXat0kZ0+DtejhEYp/+0sk71zAzkyhPYPr64NiCZUkpEuLeNZumwtbMZovdBVYTlL+aLnBooOncoa/0921w84ILoUxb0cJ+31DTmsuhxHvRJY3G/GdoqEeo3iiEHAqH5Db5ruvxgmXwoQx33Cy8JOtaP8wENbt0LXJt7yUOopaoXEUtd7wehv9vscnSjm+2wgxztFKLXPZLVNCbAXrb6ftWtTWgWtxwsldAruLDxl2CewHAHZtlfjVlzZ662BnBWk9UbtbcuBmT2gcy4O5HQnVLtJqYz3pU2p7D2GxBD298tBfzsiEs6gDB3BhKGQyTbErK6h8JJ7NKJLvzRdQlapkowIxjnh1jWhqQgrSSvIQd2trON9HVSrEF86SXr0i3xcE2FyAu9XAej4qX8AtLIiqaTxR+6JQSLtpd7JKOsdVqaJH90OaYmrduDQhmZuTpeehYer/8d/D3HQnpqo9tnVEjSx1SfHO5iKx9rlotUTdbe9He8zXVlE4nB+IAlepyP6tLqO6ahI3dvMarLRkCdsYIbsmhCCPqXajq1XS8ZskS4swO034V9+m8IVfxnRVcL4vYf6NOs45dLGEGxklGBsjPHeW5NoVuZwqXaicKImqUkWXSyRn3yJ88XvoYh5VqeDqq0JAnRM1tVASxfD2rc44tsllV0XObSvMurl1yfXWJq8g4+HYOAna7Ln2g47lpN04w/NktUEpVBzhrJbJ1N3QJqy+v/21W6kKGe/vl6V/JM0AtW4f2t3HVHMbgpz9p93aF+Q+KRTk31EIaYKKE1xPHyRTUF8j+OwvoAeHcc0myjPYqUn8Y48QW4vzfNziPG55STKHL7+Df+AQprdv20Mc9Ay9WlF3Ql7eCFO8xVU+VS7Qk4Xrb46PmkwSbkUx43HMm82IxSRl0cllDVLtP+gZ+ozZlrwCVJWi26g7hV27eHA0rePNZkjDOS6FCUvO0Z+dyx6j+FtdRUrbjO+xnE/LOmYSywIxN63FAH1Z7PKU66Q1eGwksD5Q88SWsItdfNiwS2A/AIjOnSE6/WbmBdTg50UBK28Tz2M8IZArSxvD99djPSHI5UQxsqn4Bnt6YfymEDutO8u0m+H5G7sftTE4hFfuEiLVRpLg5maE9N1p5Zrgmo11XsYWLC9h4xCXy0Ga8GizzvLiNKXVVZw2YDxUo45bXIBiEWU87MxM1pHKydJubz/21k2pQHcu821mhULaZGPlYHgEaj1w6QJ4ORgeJjj1MZLr17AT16QWZ2AQJifkOOfn1o2n2uSjzY4rTbYfk81YPxHIIp+cQsag3e7XD2BwCNM3KGkLM1NC/tsRVvW6fF+S4PbtI7lwjvjGdSGScSzK8EvfI3fqSdKJW9iFBXSliqrVyO/bhzt8DLu6IttrNSXXtquC3jcGC/O4ShduaYn05nVYWcGt5dA9faSlrqxrGaJUarWxK1cQiHq9siQTmHxRosfSVJRhm25cFHB2K+HfjDvWFdchkN09MLhHWuH6WdOM+0WbvHqeXJNZIgNDwzA1AfNzKC/AqSyRw1k593bTeduCTT8zBrp7UcUibmZKrsNSETs/IxO2Ygm7uoK9eYPCz30GuzBP9MZr2Lk5/ENHyH38WaJL7xAvLIgnuliUlI7g7gqnpzW/Us7x9bWQBeA7YcpL4Rof9+FQoYBN4BFt6dKa2DlWLTQdLKeO+iZ9rhfY50tnqdJd2i3vDTyGfPOh7uj0k8aNKOaHmZ+13XggpxX11JE4SHcQI3ylyGlNgqXb9zhAQiu1dxoWFLM/BhjyFMo6rlppKfvZcsCJQo7Ku/GE72IXH3DsEtgPAqzNOitZeSgODaIcqIEBbGFO1Lm2Ty+X6/jptoNZ3/MGUSM9T0hc2BQPZz5/J67qDtqkKo64a/C7MiTXrwjZaiOKMhIZoLt7odaNvXBOSIHxJFEgScTzGYYkP34NW+5CNdYoXbsqKqrRqCjCqsxfGMdCwIxB9w+IT7NRRzUbpJ63Kdopq5i3oTz88wU5hovnO2RmeYnojdelTW2rhW21YGa6Q1TWC91tAhHkOt7e1dX7i0bSemuHJms7RWZRJKQ581smN66LpaHWI+puW/ltf1d9jfT2OKmzWSW/ZN3i51BGozwfh5ZmBzduSEV7Xz8qDLGTkyhjUEPDeMcfIxg7CKUiydmzEl1mrSz7FwroYhdmzwhqbZV0bgbiGNXdjb18WZoB+DnAog4cJhg7QHjujCRalMuZ5WKtYyloN4wIW9l5r3NXJImouWsrnfOxuoI5fhI3NyNJEfW1u28j278NSm//IPrQEWisYaMIzp+74111lZrcB26TheF+0d0D+TzevjH8ow/T+vY3cO22yRO3hOtWq6ggh52fwyYJTitcGKJ7+1B56brlDQyS9vbipiehUkN7Hnb8FubhR+/69c+UJRD//16V+yACXoxhyoXkY0vga/b4BmdTJsKIiR3Mkl/pKd1pk1q8h7d1l7y+N/R7hlHfUFCKY4FHoBT9nmYiSSlodVeSeSTw6DWavIKDseFMGPN2K6EBdGvF364WskmIRKXpYpGwXsffPWe7+BBjl8B+AKB9X0hXFlBPo45bmJeHWhDIEmWjwZ02qJuJVLt1KkC1W0hXnBHcNBF/X9vbp02nper6qn0F5Na1x9xOadQaJm5urUgH+Vkuh3/iccIzb3XyZ5UWsquUkItGg2RqApUkKM/DNdaEjBeL0NMHk+PyPbm8pBZMTaLzBfThh0i+8WdCAAvFjUv8KvNaNhPxLbaXoNeraIvz8kcpGa+2t7HShe4bxdoUblwT9TRJoJCHkRFRD1uR5M7eC+1IqM1wrjPhWB8Z1f57qwXVNDuuVAhg252Yz8sy/sStzMtsoVDBf+Ip/NEx9MAQzjniKITJ29AKSYsljFM4rSS/NAgwhSLevv3E16+KXSNNUN090n622ZC/H3tUXrMWXSiQzM3RWlqUoW7UhcQvLmD7+iSlIBFPrDYerm+Q4Ngj2EoVd+YtkoVZIbCFooz13dqueoGcy0IhU0KlhbGNQtzNa9m1lBVPab39RMI3UjB18e3Oz+prBHv3YQ4epP4//csOSW0XZ+20grHtPvrw1DMYHGbfKK5QJPn2N0nHb+IfOYr/1NNE3/pmdp1IAZweOwCpJbl8UYqz4ojk+lVcFOE9cgJXX0MXCjhnca0muquC0pp0ZhqXpngHD6Hvkg/7dCnPxWbIq0nnOp9MLIc9eKnRYt4qGtZuCdZv4yCw1/d2Sc5PCb2e4W9VtrY93R/ce3m/oBUjWaFjQSuuJ5aKZ/GsY8g3DHtmAwEuGYPdPa+7+JBjl8B+AOAdOYp3+SJJEsPwsBCe+blO1bPndchRd48Q0qkpIbwgld1eRmwX5oTMrYddR1ZtCpHthMODqKTtYpbNxU9tctwmvOvJ63qrAkCjQfz2ebhxvfOzJN6o6IahKGBJjI1C9NhB7O1xVK0br5gnrVZxfg5z8BDe4BDxrRvg54he/r7YKbSWJex8LiObqSxzHzwEly7KmM3NwsGHYN+YeFrX1ta1O3VZO9o8+B768DFMqSSK8XoPZf8gXpAjWVnN7BZsX/Kbz8sxtYuGbDbJ2K6ITBupwI+izpi2sbIkBC7OltCzSY05+jB2dRUXZ+PoeZAPsMvLJOM3cWffwq4siy0jq4S3K8t4pSLBU89ilxfFe5n1C/cGh0mnp4ivXoJmE1Wu4JzDXb0MOMzwXkx3DyqfxwP8Qw9BLofpHyA6fxalFA4HjaaMdauF/4lPois10utXsbduZBOoJEvCKKD37cNGseQQbyaffmZVaUSdMapU0SN7sVcuSrGZUp22tX19su3FhY3+7mYT5mdlwqSAchm9f4ykvkb4H/8f2d824vjeWbYgk8pyBT12AP/4cQrHT2KbTZKJcaK3fpz5u2PCN15D9/VlJD07p4PD6H37Sb71DYhjwh++jOrpQ5dKqGqVxv/3VezCHMHHnpDVlmKJ4LFTmN4+ovNn5PwA/pGjqLt0GvrlWplzc6u09ek6cKsVIqYb2ReFdGVaPyV91lf8nVp5Q8vTneCirJ30TyB94EHh0hSXpiitiScnoNVEdVUw/QO4RoN4Zopl52i2WqjBIUy+QLK8RPTGj4EU+gZIzp8W33yjIddWtZbZP0oET3wcv78fF8bQ04uXy6F3yK59v5BXirHAo6o1I75m2NvZu7yLXXyY8cG6Mz+CSOdmpX9728dZbwh5dQDSoYlcXjpd5XKoag3XXvo23sYOVG2sV5Y8r2M/WB9G3w6p9wP5BQ5iL9gMm2XHbmcraG/jTuZpQaKm7tbOtlSGWrcoaw7wfPy9o/KQLhRgaRkXpDgrDynvxElZ7n7rTZznQaFE7rlPQhSRTk+SXLoI9VVMGGIPHcFdOCf7fPNq5uE0W4vhnBUCXCziwgbp3LSQyvbDvFwmeOhhotNvSARSHG0km0HQsSZEm15rh/W3i+Xa0Fo6VGUK5xa00wzaxDeWSni7uIBbXsqinSQBwYyM4u8bxbVaJGGIW1nBrU+waKwRvfQi7N2LDiNcFKHKZZy1OK1pvfIDmBiHXI50agqwooxfv4oZ3Y9/4AhmaAhdqRE8/SzKD9ClMsGjj5GurND67rckVSEp4x05gr9vP67ZIE0TlJHGFkSh5POGLbwTj6G6qoR/8aeda8V4HVV+PWwqRYHdPahWU8hTqUuSIsIQ3d2DnZreOobOydg6K9dVoQylMsmL3717U4HNyBegtx//xAlYXsJUauQ+9fPgecTjNwm/+23S2Rlcqwmpk5WDpXnSOJJ7NLPNmGo39q03xfqgM8W/Xsf6Pu72TezNW9BqEhqNKXVhqt2Y3j5MX78o5ZGotThLcOLktru6Zi1nooS/WQp4pR5xO/v5AhK31GsUp3xN3vM4kfMpacVcnFD2fLrMzjFOALbRILl1HTs7g6s3MHtG8I8/hvoJqnrR9WvYpQWCQ0fk+6cmIIqxSUx87TJudQXGx+V34sgoTE/IxMU5ud+yBIv6Bv/6fWBhvrMPp9+8e+erQ0fg+GMUTpwkV+t+18f6XqCV4pGcL9V3u9jFRxi7BPZ9RjJ+k/TmDWwcCXlZWuxUSIOoTVG2FOt5QlRmZzrEtVLNfHfjO3zBNlmod17L1L5mI8vo3EY1bEcTbYdSUfI/W60OyYuiDsHbTDKCHAz04yYnRAHxPOzMNCqXwxQKpLdvY7P4oXRykub8HOahY/gje/EPHyYd3oPX24t/4BAsL6GqVZIb12ApJl1YwIyMYIf3SJOBNBUlsKcny4fdFDfWbEKjgZufw3mZhUNr+dzyEtGFc6KK2nTrw3C9irhTzuh2y9xhtHWM24kSQW7ra2GIm5ro5Oo2HYQtbKOO2TeKXZjHzEwR202tS9tKfKuF9YwoZ8tyLOGlC3Drhryv0YDGLRmXIAeVCirIE1+7TPijV3BBQP7UkwSPdQiUXZiTVrv1OqpUxuzZh96zN/PM9orn1vdpfP1PSBcXUSN7yX38E8SX3xHlfG5GWvOWyrCw0Blf57Lwf7F+uMkJ/IdPkE7cIr1xXa6nYhlKFYhurbumspa2SsnfnZNxnJ7ATk9sf2424/BD4mcd3od36BDxi98VH2r/IKq7B7TGLi0S/egVkisXRWXXBtVVRg2NoMMmNmzhWtEdD3Y6casTxeYH6MEhbLMJU5O4Yj5TnmNpZuEcrtUkeucCauI20as/QHdV8AYGUXcp6IodtKzD05rf6i3zvy+ucduK2vp4YPhEKceB3MbPj2zjs2xYS+SgqtUdgppcvUz02qtyn5RK6Gq149F/j3DWyp2YJiQX38FpTdqoE/3ln6OCgHhpgfTlH8D8PDv+7rp2eeO/108WH4S8PiiuXIIrl2h+7Y9pAozspfo//I8fCHV6F7v4qGGXwL7P8PbtR3s+9uyb2LZX0PORQp6sMrvZlKgiz5Ml67aXL0mEmDTqogStV/DuYN0vc23EfrDd8umD9G4HIQyp7SzlBsEdEqRH9mOvvtNpLNBGFMpDqVAU36MnXYnSMJT2pksLcpw4SCLc7XGSxXlspRuFw3/mb+CPjdH67rdJbl5H13pFsbZWWrpeekdIomdEtQ5bMDu3PQGPQnkYd1Whpxvl+7golLFJUqlWT+32avK9wvEhs16kG/+93cPYaAnNj8KssCvrRqW1eJVbYadITYmn1cUxybUrmJF90vxgdkbU63xRJkCpvFcND6HKXZhKjeCpZ1Gej53ZrLJn+5QmeCdO4g/uofGtr8P4LbCO5uICurcXf3QMAN3dixkZJZ2bwa0sEb38A+zEuMSj1boJHjspiu3oGC6XIzj6CMmNqyjfwxvaQ+L7mLGDQkpxMDgkk5kkhn1jmJER0vFb2NVVyUolK3BsNiVT9+2znYIu35fir1YoGb2Nndye22B4D97hhyAMUZUq6c3r2CvvYHOBkLgwxDtwEO/gEdKpSVycLaOXuiRdI4lx1qHCFq5YJDj+ONGPX8POzsj+RaHsX5CDchfe2EGi8VtyXS2Fco2Wy3g9PZi9+4kvvk3y+iuSmbwwjy2XKfz859G9vTseQk1Lu9WWc1xPUk7kfHJhzJFymc8XzH15WyPn+HErpmUdJ/M+fVlBl67V0MMjKE/j7R3F7NmHeo/k1S4tEl69RPzWG+hCEfIFkh+9sqEg0wHp7Oz9pX18EHB7nObrP6T41DPv957sYhcfOfxECOwf//Ef86UvfYl0pzD5XQDI0vjEODZOsH7QaTRQLguBWb/06ay8vrYNGYszm0GluvMSNUBXWZZjp6e2VxbvF6WyqK/zmYKmlPhQcwGmUiGdmWTH2KPlpU4LW2dhZVnUz/6BzD+qpCmC58k2lcn8hSmmrw+7sICbm0XFMapWwy/kiW/dRAUBbjErzEkteFl80uZD9LNCtbZq6WmC/QeIF5c63aDIlOS2ItiOYtq2Ve0O2KzIxLFMLsrldV2b2KrmlsrZ97isY1gq5LS3T/y8mV0kvngB79BR/EdO4BYXSDwPKhWsyyK4RvdT/JVfw5RKqGLpDvnw+geJc7mtBUz5Al5vPxQLsn/te3dulvpX/wO5X/k18gcPY6pV8p/7Aqq/n+TsW9jFBZILb6N6enA9PQCYPXuxVy7hmg3ieh1XX8PbfwA9PIxemIOZaVShAH0DBCceJzx7RpaDx2+SLs7LNdqoY6OWXEftJhWNBhtPqILFxftPEAhy8MijlH/1S5hikeTmdcJXXyadmcYuLkB9jbjVwj/+GKa3F//IUSHSb58Vq8tDx0gXF3HXrso9l8/jbIq7eYNWO00in4PV5Wz3VOZ5DnHNJsYzpNZm3m2ZKCXXrpKGIe72uHjQ29dVFGObdYzu3/FwlFL0eobbccrt2KKU4mQxx6OVIn5ydwJonWMhtQRKYZBbbb2lwNs7ihkeeVek1TbqJFeu4LSSIrUkQfsBydRtoh98X5Il/Jw00gi3KQjdTF6VgoOHZeVgu3zfnZAVbOqjj4Kz2GYDb/QA/sMPE58/J0WkuTx2cR63uiZRaM26fG5t7b5/P6r8T7axwy4+OLgfC80LL7zAV77ylb+W7/uLv/gLvvCFL3DmzBmOHz/+17LNDxN2Fdj3Cc450rlZ0onbKK0JajVaxoDN1KZcbmsxkHNsIYalckc1TNO7q4NxLOT1bhXh90KxTP7v/F2iN1/HLi5Karbvy2uLi6RLbR+i20TW1i3hb1Y1W01Rpto5uO1fEhlRTLSm8NgpKaboquKdfJJkZhKFgnwNZmdky/2DYoeII2is81qWy1IM1N+P99BRkjd/LAVhClirE736cseP2fbLBkHWZSrtpAi0u3DtRGC17hTHbfdgtiSbzEYAACAASURBVJk/s718vB2SRAj4BgKi5CvX1uRzC/NYYwh/9BKFT34G1dMrhO/aVSFBhSK5U0/iDw1v2bzp7RPP82YlNoppvvhdVLUCy8udn8cRTNwm/D//N3j+8+Sf+yQ6CCg8/Rz2+GO0fvB97OI8prsHG0dSQR+2UFqje/owtRp2ZRlVqaCrNez1a6RZUwpv336CE48Tr61hlxayjmpZZrCzoINsUqE6CQy2nTyh7q3S5fLCzNr+SOfwrGS+JvNzJFevkI7fkBi3jGxKp7g9+IcOgza4OMRGEaa7BxfF2OkpiQzTGpaXcSsrEifWnojsG5V7MswUfusgahC/fW6jX9xkmcULIW6dB/MOCgVRY+8DfUbzcM6jSysGPEOtkGN19e5jczVOeL0Rs8fXPJkPSBWUN026HoS8ujTFJQnJ7XGaf/Ut3A3x7+IHkMvh7dmLOXQE57LfZ2ly97i+9ahU8faOkqws318aSBsDQwTPfZLCc5/EZTYn1VVBKUVw4LCsUmTHHF84Rzo7i3foCLZRJ75+lfi1H4p9C4U6eBClfdzigmQ6ZxNc8/FnyB8/df/7tIufabz88ssb/v3ss8/yD//hP+TLX/7ynZ8dOnTop71bH1k8EIH9R//oH93X+65cufKuduajBDs9RfiD75EuLUrF9exC1rWoHbmkNj6829jcOTZN5M/mXNggt7ELFQgx9vxOq5YNHb3uE0lM6zvflHakbU9coSjEsZ0Hq43sZ3v5u906dbNNQWfL6kplXl1km0pln1NSYPHjZcL5WezoAbyjj0CrSToxjpuekYegdVnxlOqkNWxoQuCDakF9DbswL8vOYbiOMJP5FddFc7nMuqF1dl5sRm6dPJTDcNOJyMaz1rN9MVwbcbJVnV2PzcQ3Ox632R5iIW02cUGAt2+M+OLbcgxZC9o7CRWb4O0ZwT/6CPFmAhuHcOXizn3dmk3CV19C9/biDe7B9A+gS2WKn/sCLo5xSmEnxkkX5rEzU6iuLnJPPI0ZGCSZnCA+fwYdxQSf+DlJRlhdRVdrxO9cwCQJtt2Stqc3y8xNJKHi+tVO0w2UjD2uM7FYj2IJat2osAV796EiyRJWgQ9BAVWUVIHmt78By0u4XB6XZPdPkIOBYXLPfALXatL8kz9GDe8l+uFL0GyQ++SnMSOj3LlerROl1Q+yIsfs2l5dzaLwGhuV4bmZjdfl3Sw7ngfd3bRefhGbxOQeOXFX5SenFQ/l/J23tw6pc/xwepbvNUMafg5VLpIv5t51cZazlvj8WZrf+7Z4lxcXsmK67DibTSh1ocrlbBKYJWwMDcvfl5dk4tKeGPq+/C5oT4JR0GxIO2aXrVB090hk3E4rfNpAqYQ3tAdtLXZhDt3diyoUsI06dmUF3duL8jvKqXf0EbzDKcrzsI06/v4D8KnP0nrrDey1q6juHnKPnURXKncyfHfx0cMzz2y1ioyOjm7781385PFABPZf/+t/TXd3N5VK5a7vazyIF+2jinbVeRyTXngbNzvTUSR0ltkU5OQh2Fz3sNNmI6HdLpMVtm904Jzkm6rs706J0ud5nSSChfmNxCBflHzY5aXOdq9e6WwPpPp6LfO7Kt1prdmsiwKW2u0f2DYVAuD7sg9rqx0FuX9A/t9syP52VVHlLpJb13EzM0Iqo1C2Xyxkyl2I7u/DLq1IAZdD7AntLl75QFTjVrOTBRvHUlRk1wflZ/msWyrkM8K/nboKcl7m7qEQRTt8djtoI21PC0V0uYyt9oj6l8tBdy/GOcK//AtpONBsCpECdH8/5vDRHTcbnHqS+KXvP7gSPzNN89//X/hPP0fhM7+Azq4Z5fvSEG10DDM4TJRZN0xfP3ZpkeTSBVyrhd4zgn/4IdLFBdKpSXAp6c3rqGIRXShimw3IFdBG0jFUnGQRaE6K8fIF8TzPTm2vgOfz6FIJr7ubeGERi0V3d6NSi2vUUYU8bnlJYseadbSfk3utHRE3N014/rSkOsxMy3WeXffx1CTJ9WtCyApF+Vy9LtdCsdS5JpaXdu5id79IErhyGQu0pidRDvxDh8U3+h6x1gr58dIKSyagWF9kNG6gauUH3o5dWSZdXqL10vdJz7wp92Nbsd18boaGyH/+l4m+922U56MGBgk+90vYKxeJ3vxxJ9YsTbJJsIFKNzQzK0uaYq9cgmIJXchDuQtbqUmuM0hdQJLI9X/qCfJLi6RBDu/xk7jFBeIfv4Z/4iRmaJj43BniSxfxjhzBdPeA0nhjB0Vt9jzS+Tnis6dRXWWCx58gd/RhwlYLNzNFcuUSwdPPvcczsIuPCubn5/ln/+yf8bWvfY2lpSVOnDjB7//+7/OZz3xmw/u+9rWv8S/+xb/g9OnT5PN5Tp06xb/6V/+KEydO3HnP3NwcX/rSl/j6179OX18fv/3bv81v//Zv/7QP6QOHByKwBw8e5NOf/jR/8Ad/cNf3ffWrX+U3fuM33tOOfdihB4fIf/ZzxNPTtF78DnfUw7ZSGUXbJwi8l+V/EP+p0lCtyLJ6gnxfvd7xszo63+vsVpK8+QG1MC8kU6lO0HyaRWyVyqJK7fRAjzOfZ/ceUUYnJ2Q7q8uYp55DDQ2jtME7+jC6t5f4zR9DsYip1kiaTWg1hORqA56Ppw3p8LAkC1S6cDOzEr+Ty8l4LsxlCo/LlqSRsTdeZ2wL+UzdUR3Fux3P1FZPd7JqOLc1tuvdwmb70GqB1qjeHlwhLwVAtQpJe+l5akKW/e+oxGAnbuH2jGyrrLlm84E6s25AHBO//kPUwBDF5z655WWVyxGcfBLnHMoYbEOUeTO8B+/446AU6aV3iC5fxMUR2lp0b59cJ7PT4onuH0AZj3RqQoiRQhoyVGvYtlrXhhd07BbLS1ikOt+trYB12LU1GNojiQdrq5i+fkx3N6lvxDrgmcwqkkC9ITaMRiNrZ9stVhJjsGEEU5NZ3BqSvmGtnKMw7KxCtNvTvhtsd92srtD8r39B/PY+/EdP4I8duGtzg3uhHPgcjEPy05McvX2DgePHmUvSO8Vb90IahkSvvUJ85TJ2flYsSe3JqZ+XtsLtIixjYN8opS/+N5hCAf+pZ7DGSEtjrWidPd3J7u3uEUU7yn4fLC/IzwO/49duNuDhR/GGh0mqNcmPLpfxxg6gUNgkIX/0GN39A6w0G7juXuIzb+FWluV3EUCS4laWSG7elII769A9vUJmoWNtiMQupLsq5I4/Rvy2Qff3b0kbSKYnScdv4Y0dFHvOLnYBtFotPvvZz7KyssLv/d7vMTw8zAsvvMDnP/95Tp8+zdGjIjD84R/+Ib/5m7/Jr//6r/NP/+k/xfM8XnzxRSYnJzcQ2H/wD/4BX/nKV/it3/ot/tN/+k/843/8jzl58iSf/vSn36cj/GDggQjs008/zSuvvHLP9ymlpE/9LnaE0ho9MEj8V9+SCKy2X2y9cnqv4pTNXsydAvQ9Tx7SK5m3sV3os/5hub5ffa2WEaIsCeFexXiNRpYq4CEFUFkhlVLA2r2PI02lYK3cBeXSHR+oajXwP/Zx4jdeI714AfX4KZQ26JG96LGDcOUiya2bQix8DV0VdFcFqt2kjTosLKCKJYk4mp/NVJrMlhFnMV/WZlXt68bRz4FtSkFOIWuPah00G+ieXul1v7Iiyo82G5fs2w/Kvw4C6/lZykOKLXXJeZmdlrGdmRbSnS/Id7ayPEw/gDQmufgO/thhTP/WIiDV15vZN+4xGdqJiDebRF//E/yDhzGVygZCZetrJNeuYJeW8B46hjcygs7lUF1d6OzhrwYGsedO41ZX0IMj6EpVyEtm53BpgrJWlPxCQUjN9BR2bq6Ts9tGqQArbX+shVYTb89eiRZrSkKFchaXxJDPYVGolSVcEMg9kKZZUkBFxrBQkPPpeZh9+8FaUYsvXcgU/bxst9lclzGcdu7b9rW+fkK0E9bfv56fTV5jOb/t69FamJokmbhN8uZrtA4eofLf/nd3jde6G4wx/MLRwzTPn2exeIQzI2MUw5hntKag7z6riRfmqf8f/1YmTJB5jLWQ/FoP3tAQ3mMnsYuLRD/4LsQJydgh3J4R7MoK6TVRtG2rRTI9JakjzmUTspqMx/xsZ0xcexUkm0U6h50Yx8YRKk5QrQa6WECnKaqaeeEXF8g99TTe4iJpmhKceAwXxeh2I4/jJ3DKoUplorfewM3NoCpVCj8nqpjuGyA49RTk86jsXta1boKnn9s2KiudnCC9PY4ulnYJ7C7u4IUXXuDChQucO3eOw4cPA/C5z32OkydP8s//+T/nD//wD0mShH/yT/4JX/ziF/mjP/qjO5/9xV/8xS3b+/KXv8zv/M7vAPCZz3yGP/uzP+OrX/3qLoF9kDf/vb/39/jzP//ze77vqaee4oUXXnjXO/Vhh2s2ia9cJI0i0rfPyfKj8aCUzxSA+1BZlZJczFajQzB3IppJsrHqvN1dK12X67j+s0maJQFkBTDtnvbr4fmdvNck3lJ0JM8cu/F7iyVZCp6c3Ppwzwi06utH13pIF2ZJr1+DVgu3uIDNF0guXyK5chHTrGMGh8W20FZXaj2YXA7l+2JltRbVNyB+y0a2FGkdGLJOZa6zb0nWbldpOQ/FLKrM88VXupR1yeofwD/xOGmzQfL6j8Az6CCH2jNC+s55WFmV7bXVZqW2Wj4eBGnaSYto1IW8tQv1WplaXuvuKNC+D4ODeMUS1jnid86jq89uITuq1bpTHX9XtLOBN3cNy85X/X/+lwQfe5Lcz30W09uHS1Pic6eJL5yHIIfp70cNDKIHBkmuXyFJEvxDD6GrVXQUkqYpanQU3dOL7u7GNutSOLW0hM3l8Eb3Y7uq2BvXsmswy9E1RpoIeBpY5+PWWmwxrZYogZO3IYpwYYgqltB9/WCdRLa1VwmiSM5XPoce3S/Zu11VlNGYUhnKZdKJ8SyxwhcCG0Wd+0Gb7YuR7sdb3jcoSmOm9uF5WbRcq0OE11fdpynu2mXS+Vm84ZF7b38HeEGOrpOnUNZSa8UUlCK4C3et/5evEf/oVVhb2fiCk5a/euwQ+ec+iQp80pvX0fkCa48/xZlSF/UjDzOyuMyjP3oRdesmLk2xqyvZ6k/W9vngIUyxjF1dweXzMjloY0MDEgcz0yRK448dQOXzMqFsNjHVKv4jx/Hb1qMMyvNRnviDXZLglpfwDh5Bl8okF86Ttlqk165gTz2Jyudx9TVUtbqlgG2nnFd/7KCQ1+E99x74XXxk8M1vfpMnnniCsbExknXPzp//+Z+/w6HOnj3LzMwMf//v//17bu9zn/vcnb97nsdDDz3E+PgO2e8fITwQgX3++ed5/vnn7/m+0dFRfvM3f/Nd79SHHXZpgfTGdWy7iEhrWa5sxxu1lcHN0FpUj2ZDfpnXV7Nip3VQWaGL1htV1XgTwTSZ928z6W37YduZtK0sEWEzgb3TIna7J18We7SJ9Khjj6CWF7E7EbpaN+bAITAa1ayjUZhaD/rgQSh1kbS9t5UaulbD3UT2P6tydvNzRLdvk8Yhun8A/8gRoskJaSOqNPims8zu+XJMhSL09sp4V7pRLiUYGSVNIuzkJPbqpSy+TMhk+I3/AvtGMWMHoJVV23dVsJUart7YunxcLnf8w/eDDR3TbEcYjrOJQpsUt4lt23KSz0GtGx3FqGqALhbRlUpHEV7/FSZrgLE+zms9sraatLbLFV6HZoPo0juo0QPkq1UJ988VMMMj6IEhzL4xkukp4vNniC+cR/s+ulBCBQEqyKOjGGansV1deMcexS5K21uXpriwhZubR9VqqIFB8Yi3QkizQsdcTsjP+mK1NIVySVK3nMO148+UxpXKpKn4XFlcBJP5rsm2V6/j2sfrElRvrxQCHThMdP50ppDqTkzdnUYEO4zPvRT4ak380G2CmmX3ksttzU/e9Lm29/heiJzj7VaMUYpjOQ9vk52krDXPFALxL+9QxBVeu0z8V3+5/RcYIx7SagV//xh2cZ600cDGEQtdXcwM7yculRlMY/B9SQCIE7EeRC35fLGMKldJr12S4+6qQKUmE9Mo2jj5axcorq1CsURw8Ahm335JwejtQ1drmLskJ9j5OaI3XsMuL+M/cpzg6U/QyBdJq1XwDPHFt7GTE5jDD+GPHbyvMda1bvT71JFrFx9czM3N8fLLL+P7W4srSyVZsZqfFwvYnj33nvzUahvv+SAIaO1U//IRwk8lRstay+HDh/nTP/1THn300Z/GV36gobt78Q4dwRkPG7ZIL5yT4pSV5ayr0A5V6qXyVmVny7+d/NKPN/18/QM1TbclNrJzmYfP9zopBndVhLexihRLQgzXViBORTnUGrc4LySvDc+T97Vjk1aWSV5/FfwAM7IXPbQHNTSUqR9aonB6+/GPP4ZXrUKhSNiogx8QPPm0BN+vLqMihS53YUb246eO0Bjx5a0syviUymJ7yCqdVVcV4yw2bKKDAIpF0vPXcFcvdqqjPb+jlN26SVqtkXvy45jhPcTnzsj4Du8RtTYKRcWOw07o/v1igyXE2/oAd06aVjSzMbt1Qwrc+gfQfoBtNghG98Ojj6G7e7YoRy6OSBt1Ua4mbrMt8nmZwNyPiri8RPzmawR792EGh/CPP4YfH0PlCzjnSH70EuHZ02K/6JfOUrpaxX/8FOnigpAn30cPDhH1DeBu3ZBJU5KQLsxiSkWUTXGVClSUkJyolZF4K6RyPdZWSU1DCgtLXZCEYveIWnKp1rNCQRtCuUdIVKsJaSJta1eXodnABR6ptdjpSbzRAyReIC2eH2QyshPak7vNE4gggJ5+yVfe7r7SBvPYqfv2wK5Zx0RqMcCob6iYrSTV3CV9wCUxzX/3b3c4BgX7D+LvGYFcnui1V/AeOYH32CmU0YyurmEKZczqAr0XzmHKJbzHP4admcLlfJR1JIvz6FYIK8ty2bdbXNeX7p73GoXEF99B2xQzNIx/8PDOx5CJBMoYVLmMKpZw83PEVy+jBoc596lfIMXxRC4vjR/afz5gcGlKcusGdmEeXesmWV0lvfQOwVPPEOwfe793bxeb0NPTw5NPPsm/+Tf/ZstrbStVb9akZGLiPjsG7mILfioE1jnH9evXCTeHp39EofJ5/GOPAOCiFs23z0nFfhue2arsaN1pMZt1ZCIKt6/Gbqtmnr9DXma2fO57HVK0Hq2sor1tNSAjcOtTEtrexHYw+3rkC+i9e7EXzgvBMJladXtcttWO70oSyS0FUZZ9H8IIVani7dtPcvUy6dtn0X0DuFwgloIwIqyvYo89in/sYYJHT4DSJBcv4OanMbUeXFk8tMm1K+Sf/Rt4xx+j/gf/qyzXghCHri757rCFu3aFpLcP09uHjRPclUuSY9k+rkJJCruKRSFm1qKSmPj6NcIL58TK0PYft73MtaL4iKOIu3pNPV/O93azad/f3n6wPuXDOdAK7/hJTBCQ3riKPzCE3cGPZ+fmSC+clyigSqXTVGI90vT+A+PTVDqDra6IahtF6HIXIF54s/8g/vwCrtVEV2ukUYSbncXsPwClEqZSRff2E74iHb2kfW92Pbaa2JUV3Nw8OIveuxfzzN8ApUhe+QFudkqKvNajvfy8ttaJ3tIZUbxzPWeIY9TgoBRz1dfEcqAkAcSmTq7XVhPV24fO57A7h4zdG+1Wt+2Jwcry1vesLMvkIZ/b/noIAvx2sdF9oKoVRwODRlG+h791OzTPntm4irMezqFxBI8/QXzuLezKCsn4Ldz8HPgBpf4BDl69QPitb0CjTlwsEzsL2hA8/Qn8J56E73yL5MY1tE1RhSKuXpd78l4WKmvBM5j9B++qRtv6GvHpN2Xcjj8OQPCJT6Heep3kymUa58/S/NgzuFyeyEHhoYdR3T3omoxxOjcLgO7te9cxY+8VLopwWpNcOEf45uu45WWSOOaKF9DIFznyB/8L3b/2ZXLHjqFz+fdlH3exFc8//zy/+7u/y+joKAMDA9u+5/jx4wwODvLCCy/wxS9+8ae8hx8O7DYyeB9hV5aJz7zZeVi124huV7HveR1S4Zy8ZwPx3BwQixDOdqGJHwhJbIfFk2Us5gudZVg/kGYAiwuyT3d8eJvanLaXuf2ckJbV5Y3H0Khjb93MmiusexhlkTjbolJBGQ/X04e3dx/O+PLvchcpDjcxke2Dwy4tSb5nrkDw5NOEb75O8vY53NoKQV+/qIuL88SX3iGdnSaNIlicWzeWRpbQG3V5WCZrosBlPe8lixZiz+fSoWOEXRVOtNaofPp53PKCxCkB8VtvCOnQWlTnXE62GcVSoJIriFq65VytvwgshDs8sO9niUhpyOVQ9TXMkScgTfH6+9mJfqpKBT0wSG7sINHAAMnX/3Trmx5wounm50heexXb1///s/emQZJd9bXvb+8z5JxZWfM8dfWollrqltSSMAIhJoPNs+FByOAwN8KY98VhHBB2GH8wBOEwL0w4bG6Er/ng4fo59PzgvesLV2EbsLAFkkBjSz0P1V3VNc9TznmGvd+HfbKyuru61TKTTfQ/gkBdlZV58oxrr//6r0W4tIjV1UXsgYeRuRac4VGs/kG8l3+AXl/Hf/EHqLVlZGsbIhZHjIxi9fYjk0mE66BFZIuWzSGURubzhFcnwKujxqsmzCGVQRc2myw0NJmznQC18d9qx+93hgl4Hnp2Zvu/t9/HcWHqqvlD10WvLJuh1FsFC7xROlu2xSyCNjej47rLa4PAuHDcpA0uD91N7N5jN/+M68oSglH39vxhd6vgzKkbf5jKmMW2ZaO1xjv5CuHEZeTIGJbv489MEy7Oo8NIo10zEcB49W3NdTB+DlU0Edgy34YqbBjg6vvRAtBpsrG73ddqNVheMgl9jkO4topIJG5gpnW9Tri+itpYx1+YQxSL0JKDSo3g8jjO6ZPsmbxM4rH3kM5l8dfX8M+dRiSSyPYO9NoKIhbHPfYgIpu7YVeYxLFxZEsee2Bo132oow6WiMXecH+ragWCEJkxC8BwZQn/wjlEKoVaWwXfRzk2/toay2MHqcST9CwvkPy7v6R+4C7SP/8LJj3tVj7Td+onUp/4xCf4y7/8S97+9rfz6U9/mrGxMTY2Njhx4gRCCL7whS9g2zZ//Md/zMc//nGeeOIJPvrRj+I4Ds8//zyPPvroNbrXO7V73QGwP8XyL50nmLxi7tHxhHlw+d7u7FcjJGD7oXxdezfmmhu+0te2frenoiVibB/68sUm+2PbZuq/AWCtHczobtq+hk2WENtaQRIdho2dnWE7ujUMDEu4E7zake5yt9QhYQZvtOeZlnSljD22D/vwEbQU1P/hq+b7Z3LIrh60EOhajfrp13EGhhBuDNHRibaMnlipkHB5GQrGVolYvGlvlUiYNm05GriyLAPyE0nUlnmo4sbAjVFMpDhz4G5KLXkStuTBri7q4xcIZ2fMQybXEkkRtGGdOzqNH2vj+AUeBNH3Lpeag0A7h35u5dBwO5G1lnFBUKUC0nWxjj2ICHzCjXVkruWGh5lMpYndfxxVKaP92q19CBzH7ItGQMJuFZhjrVwHGYvCM2o19I4BMWnbuHfdgyoW8c6chNUlRCaDiCfRtTreiZeRHV3E3/oOqt/+J7OvCluQzRI23DKilDO9sQErq8b/d+d5vi31sJuJaI3FVmP7oyEskUxBPIGenb7R03c7SOTa/XtTayw3HskT3uA4NYz5XbcJouu1ZrvajRupzc4BsZ3VAOA/IXASaM1G/xDxs6eI7VhQy7e+DTuZwr88jt3Rhd5aN/HO3jl0ZzdyZJRgetIMNMqIdU6mAWX+nc5AOkswP4edTGF1dRtwtjPMIAyjMIL09vl0QxW2KP3dX5P8hV9GTU0icjnskTHC9TWCu4z9kGzJY/X0o1ZXCc6dRYRBpOf3jZ9yENBy+RKiWqXSkkdVSshqxUiYymVUvYpwY1hbBTMUms2hS0X88YtmIBBBMDlhbLh6+28Y/NJK4Z15HV0s4R6+55ZaWV2v47/+KqpWx+4fQLa141+dJJibNf7KuTxibQ1LCGK1GmNXL1OPxchvbZg3uHyR0tcKxO87inv0uOkw3amfWiUSCb773e/yuc99ji984QssLi7S3t7OsWPH+M3f/M3t1/3ar/0a6XSaL37xi3zkIx8hmUxy7NgxfuVXfuWnuPX/eeoOgP0pla7VjKdptW7ahrm8uYFHbSvgWrYIbj0Y0mjl36zVVa0a8OrveL/t6fSI5ajVjM5v16nqSGpw/TbMThkLop3JV45r5AlR3juNIIGdA0jQZLu8elNKAOA46HqN2gvPGvasAQiLWyg01sAQ4doK/uWLBJks7oMP4xy7n/pTX8dfX0NtbRmWqMH2VnbIMzzP2ACpaJq9pw/3niOE6xuEly+AzCAHR1ErS2RWl+mbmWRNhWSUT21qHNneiWjJozbWkbaDGttr9pnAsErQjJN1HNMOzuYMeyfC24vPbACxRGJ7wGjXY5/JQL4NIQSqUKT27DOQzuCtLeNVqjh9/cQeeAh5XdtZBz7+qdfwz58zDPHNgkdiiR2+wLcopXDvOYbd3k7Q00s4OUG4uYnV0bX9EpnNIbM5RDJB2D8A6Qy1p/4BVShg9w/g7NmPfd9RxOmT6PHzEARox4GpSXOsWjvMft1cM+4Zzi63rnQaWtuRlQpqfdXss3jSgHC0OQ5aoWMu4sBBmLyNxMB6/ebXlOPcqMHd3nexa5ls2zH7sVppOim05LevKWvPXnQ6jfrBc7svdNwYdmfntrXTzgq15lLdp6Y1h28zkeuNasoPODuyl7bhMe4aP7f9cz03h/v+DxCcOUl4/jT2vUexPQ9dq6IKW6iG5jseB8zCTkiJrlaR3X3Yd9+DWpiHeg2FNgx4wz/XsQ3A9ergONgHDhKcOgncpBMxP0fl7/8v7OOPYDsuwcwUem6WeiYDA0Pg+9jDI0YHG4ujVYBIpNDFLcJUGmamQWszcas42gAAIABJREFUNDg7bRwwkkm076GuTiAimVT5f34Vu7OL+COPotGE83OorU3U+hq6WsE+dBi1uYH2PKPxbmjPVWiurUrFJOndRulyCf/cGWQqhfJ8KJUQpQI6nQWvTrgwDyqga2P12kVTZK1Xe/5ZVKlE5kN3fNh/EnUru9CWlha+/OUv8+Uvf/mW7/HBD36QD37wg7v+7r3vfe+un/H000+/uQ39Ga07APanVZaFHByGpSUz7NPwKW2ALilB2ryhV2csbh52DQ3tzS4ojQFyrR3GO7NYNKDRsq7t0gVhEyw1ksCCoPm+DXC2kwkuXDfYUqtCteFvaZn39gMDMJKJ5vBKMhX5lgbN94xiOsO5OVheMP/OtjQ/o1wirFXNtlcqaDeG9n2E55ssBdtBZDJorYzJ+vXAr8GkWbZ5XynwxsexHAe7swfR3o5s6yAIfVhf5+FTr+AtzxMLfTyvjszkUG7MDPOUS2Yfab2DiY28Y+s1IyUoloxG9lYyguurows2N3bXp+4sy8a5736Cc6dRS4vorQ200ihAxWKE83OES4s3AFiERAeBYZwzGXPMd7PUKpcik4k32O7Ax5+4jJ6Zwl9fg5UlhFLokT3XAC4dhgTjl9DFIuSqqPUN8D0zzBj4hLMzWLEYQTyO6OjCffgR6v/w/5ohnI52o7fdWjdMnu1AUlwLvgeGsBq+vI1AjXrVMICplJlwn5owfqHTU2/sT7y94bt8/wbb1tCLN+JtG9XYhsb5V6+BctlOeYs8e60Dh9CFgrE2SyQQ/YPG9i1QJnQDwHawHjhO/OEbgyMAloKQpwpVVpTmAdfj13M3trvfbDkIYlJiXzdFHa6vUH/5BcOahgFCSJIfegL/6gTh+Djh3JSxaPN9s2izHOToKFYqhYgl8C9dRJeLiEQSVasZqQ1AKoXo7CHx+DvxTr2O1ZLHOXQ3pfGLhp29WRULBP/2NEFbGyCwh4aRqQz182epnXrdRNt2dyMcG/fAEfTiPORyuB1deC9+H+V72PsPEp49bQZNHQcm5swCqqETL9YIMQ5tdnsXHLzLaH4vnEO4MXSlQu3Ua4QL8+hYDHt4FHfvfpyhEZzDR4z+u+1GP+adpYXAufte9MnXCGamkJ1dWDkHVdhEByFWLofs6TP3k4Zt3s64YhlJz7Y28c+eoX7/cRPgcafu1M9w/cQA7E9LBP8ftYTjkHjHu1CbWwST4+jCFqKR/tR48N1O7KgKgWg4xbYNa1bdjbGLNGVeHfnu96Ge+gcziU2ka22AlDBsajrbOw0I3Jk732hjNgBC42c7H/INtrYR0+k4BkAkUoZpqdUM8Nt/ELG6iq5VIZczoGRtxbT3G56Tto0YHESvp0xggVJmuCaSXdj7DyBSKar/+HUIQ1J7xqgsLZmWbCZrgO7OfWFZhnnO5Mx2TE6Yr93RiezpQ09dRV+6GC0oQmQ+T1wFRhds2eDWEZ5vLJoarFEsHun3tHloNEIj5uduHjt7s7LsSEd7G4zN5gb+898zDzTLRsuE2W+pNO4Dx7HTaaze/hv+TFgW9r4D+AtzcOli5Oe7W/SwekPsal6nCWemELkcem4GFfjYydSubCGWZRZvbR3Irm5QATqV4dTKKtNWnEOJFEO9A1jDI8hEBvoGYHnZLAoQ5pjqiNEvbhnJjFLmGLgu4dwcwvfN4qThOBCPm2tja6N5bjb0lYLbX1jsrJ167t0G7YRs2nxZtkmakjKyyTIDZiKVQto2YblkUtWWlxCJuHn9+o5I4mwLqXe8e9uMf2dNeD4vVepMR4Nv3/NC3l+p8u/P6jLV59fI6AAl1PaA4mamhUt9I7RPTTNaLkFPH86BuwiuXCJcXkItz6OlhYwlUKtr0YLcx863Inr68F/6PqpQMJZajovT0YnOZFClMugQkU5Rff5Z9PQkQS5vmCf/NhYZYWCCPYBgfY3l5UX8RupeGBqmXYWEC/M4w6OIfB6rrQ25ZwzL83EO3IXq7iWcvII/NdmUaXh1Yw2XSCDzrYSzM+hKBXtkD8xMIbJZaO80w6Yz0+hyyXghLy+b6Nv3/W/YXd0mXGWX0kqZTtzkFfxXX0Z2d6PX183iYHDEBDKMjKLrdWQ+T7Awj/Bq6HyrOZ99D+rR/slktxfNemODza8+SeyXP4IzuLs2907dqZ+F+okB2DvJXDeWsB2sd7yLMxsPUJ+a4uDLz+HG4+ZmrLzmtH6jGnGVO2unPk8pw+ZKG7S/+4N5cx31//3fEdspd2Gh9HbqFIvzpjXVeB/HMYydm4DSlrH+kjt0eQ0ngXK5acHV2C7PN9nljhs9EAO4cgmdSEU6ueiRa9mgd4A+IdF1z8SLBoHRQAa++Zt0BlrbqX3nW2af2TYk0+itC0YqoKNBtZ3V1oE1OEi4tGRAaqMcFz03Yyahoam729yIJtO1CTjo6jHT9JNXzHeIJRBd3YatUcqwy1ubWHcfISxuGSeCN1NhcGvG6fra2jDAPxVH2A46ncUdHsa55+iugKdRsr0Tu7cPNT2F/mHjiQFsC9HWhtjcQNbryHT6hpcIy8IeHdsGkM7wCMRifE87/PPofrS0mGjp4JdyOUYHhwivTmBnsoTFIvrKuNEhJlNYff2ojTW07aDbssaztVwwg37VCsK20VZjYYY5L9ZXm2xtA1hbDmLvPvTViSgoQnN7iP26argbNBZrRG+jtQGujosIfLSQCMdBju7B6uxGlYqEszOojTUDliwbXSxt24htlxSI9I2aRl9rpv2Q4nVr1e8USnwg9cNNpAcXzmG/+H2TaBeLQaVCMZVmI5NDBiEj9YuItVW88QuotVWCK5fMNZNKoao1c19IJCDXgipsYbUaqYu0JMr3UIsLiHic2MOPgg5Rm5sEly6iJ69E2mCJ98L3mwzt9r54g5jmwMefunrt66P7qC4WCLc2TRrY4iJah4QrKxAGuMcewPvBc2bhOTIK8/NGArKxjk4mEdksamWZcHaacHkRmUoj820QKtTmhvm9GzP3C98jXFqk9sy/4I7twzlyFOHGCBfnEfEEVnsHOgypPvsMwfgFVLWKqFbRjo2VzWGBGVADrHbD3KpqBbW4YFweYgnE8IixFYyAu2hrQyRSqKuTUIocIb73r9gfesJIIe7UnfoZrB8LgPV9n4WFBQYHBwETX6h+FNGaP4Pl5VvZslxqExPUwhB3fa3pQpBMQSZtmEe4EbzuLBmZ9L+h/dGOSe2d4NiJhsAaPwtDCK+bupbS6PZKZXNzb+j//IbBvt/U+O0srUFHP6vXmg+het3YIHV2menseu1a255EEtIZpA4hnkT3DRjpgxdCECLCgOC1V9GrK5H5fhoVAQFilhmKSaQMA7e6YnR19x9HSginrprvHLeQe/djDwzivfgD87m2AzFlAI20zDBWKg2ui6hV0H4d5mbM97IkeuKyAUcCo9m1JOHlcZMGVa6a7dh5/juOee8fBXAMAsTIGHZrG6qwidg3SGJ0jPKrL+MeOIjVcaOFi9raxD9/FkKFPboXf/y8aU3eju/rbpVIoleWkXffi/3Wt6NrdZzhEVSlQri0gNXahsy1EMxO4587g8jmcO+7H+euuxGxGOfWSwRRWlKIYrpaY3B5CcolY6/kONuJbzrmEiwYoIptw+YaWitkezu6WkPkWnBa8tRXV6LwhyDSle8Apg1wGAToxTnD8l6+xBvKdW5WsbiRyth25P8bLZ5SKURrO7pURBcLRm+ZSmO3d+I+8lZq//LPqM11813iCXO9V8sQRgl3jbVXIoF/dRJnaPiaQSFHCMYcmzYpqHoBl6KfT9ZDflgKViZTZoI+jBafQNfaEuLMCTLlEiKyAvN+8D1kZxesrZnzuaELth1zXW9tES4u4LzlUdzWNrzzZ9BXJ9F1D72yhHfyVayBIYRlobxadM1JIzeynBsBbOM+JYCOTsPQbq7vri0XwhybuBnKRAjC2WnY2CCUAgaHoVwmXF7Cn50mLJljZCUy6M4u1PJipEe2sbp7kdkswemT6LU15MAw2vNRi3OG0c23ol95CeVHMdqWRAUh4dIi9tYWWkr8MycRqTTywUcItzYJTp4woQ5uDJ1tAa1RxQLOyB7s0TFUuYyIx0Ep1PKyGRrt7DLzDNNXjbwhZizX9OyMWUTb1vb9NXz9VQoteXK/8Es/3Mlwp7arWHwT5MJtlmVZJG9BNtypm5f1+c9//vO3+2LXdXnve99LX5+JMVRK8fjjj/PII49sm/ICvPLKK9xzzz187nOf+5Fv8I+jKjcbYvkJVExA3PPI/es3yS8tmElZMDeh/gHDamwPId1ChtHTYx40twJFUka2WrtMtyuTYrTroFajwtCkGFXKN0aMWpYBjtdbgAnRZDAbdc3wQYh14CB6acG0Vhu/c13IZpE9fcj+QfTGOnpq0ny2EEYi4HuGkQgVtOQR2Rz+lUvgh4iuLgN2hSD26OPooI6uVlAL84QTlw1LnM9jH7yL2PG3YHd1Ey7MoYtbRovY04fVP4wWyrxP4EMqjRwaRl261ExDS2cM66JVU8MLppUf+Dgf+giq7pkHPNqA6YZmcjcPXjAP/9td8AmBffcRiMUINzdxOrrQ8zPUz58FrXY1eQ9XVwgnL5sWdkencSQoF2/f+/Waz5fGAQOgXMEeGkG0taPmZgjm5/BefxVdM9Pc1X/6X/jjF9Ba4R48bFi5eILN8YvMJ9LkfY8HJi8xWtyk7Z4jWB0dxj5ra8vYZnme0VI3ttXzzPVRLiM6uxChQqbSWEIQ1uvNCGQVNhdNDVlLo4LQXFbFN9Ab36psG6unF+vu+6IBMxf76DHsfrOAF1qZj8y1ELv3GLEHH0LV6/gnX0MXtiK5jW3OeS2goyOSpziQSCFTKYTWJnL3ugdd1pJ0OTZ9tuTlmk8I9Dk2nRJm/ZB2Kf5d8i3Z1m70pJ2dBJOTUK9hKUW2XCS+U24SKERfP7oeWZrlWpC5HMST2GP70fMzCGnhHjyMM7IH2dqOWlpElQvoSgVVKSNjMcIrlw0wy7WYe0gybRYE5dIOX2vbnGtagWVjjYyRfNd7sPfsgc5uVKUCQiByLeZaPXDILII3N8GSyGwe7UaBFGFoNObSBKSE83PGls220F4dXTFhGPbBu7ByLchUGpFME87PGIs3S6Lmpo0Ofe9+3IOHCTfWUI0ZgngSu28QfA+RyWB1dKJLJWQuh0im8C9fRBcL6DBEOC4yGhgTgOzoIDh7Gu/VlwjX1ggunKP20vOojTWcfYeQqTQUtrAGhtC5rCEUGg4gvn8te391Auvue7F+hl0JfpLgz/v33CPfoKSUuyZ23ak3rjfFwAZBcI0UQGvNM88882NZlfwsl450pkKYh0tfMkGpr49wZcnc/AIfkmljTF+t7mib3aK9ubi0Q9Avm7pUOwor8P3oPW4BjGq1Gy18UqmmIXy9tqM1H1UjpaoxRLCzbMe0EaW8eYKR1oRnz1ybStSYfF9ZMZ6vc7OGmWpsm20bIFgtNyNVS0W0augSFXp+1rCiUlI/8ZJpo1m2aelvt3oFanqK+voa9tg+ZFs7qlyEzi70/ByqUsE6eJhwY91s3+a6YT7q1zHTO90ipDBMWgSerVKZoFJC2xZYMfOgaeynhttAw/rMivxplb6RebJtti3KGhXpeYNzpwxwCkNUdw/u6B4838e6iTel1dFJODgMQiKkxM614Lkx4E2mhjW+b6YF4jGCuRmCbz5F7NDd6HIZLSV6YY7A95Ddveh6FL2bzaMrZcL1NURrG49cPk9+8gq6u5d9C1O4qRRWWxuEIf75s2ayPZWOHtKhiZRtSGCibdC+j93di93dQ3jqNXTEppnfR9eP5UAiBpYLxU2z/xpWYTuPoWWb/dm4VhohFTcrIQnLZdx4AjkyCmGIs28/tVdeIpybRaCRroPo7EJ2duLPTFE7exq9uoJo70DUqsY5Y2MNkWsh9uDDyNY2gvNnCKankIkEIgJRN6v+uMu7kz7PVn2qYch/W/coAXfbgv+j/c0PdQkpsXv6sHv6mJq4Qnl2jr6l+WsstQDwaqhTryH2HkAfuAsmLqMWF5Bd3dj5PKqzGxGLIdrb0dUqamXZXLO1yBfWjaE2NtE144FKw1Jra7N572ocQ9eFtk6kUpDL4ew7gDU4hBPbj7O5Qc1xoVIh7tr4Tgw5MEj1O99GOzayu5fY8UcItjbxGwx+4Ef+tF4Eando+uNJSCaRrR3IfB6npxf/0nkol5H9Q+hSCRGLY+8Zw+rpx79qgk9ixx+JQKSP7OkjPH8GVakgEknc+4+jlSKYmkQvL2N1dKMR6OVF1OIcxBJYDz5EuL6Bf+YkVGuI4pbR3G+uGwZ/aYHYo48RDg4Trq5gKYXq7UN0dKHLJdTVKzfYjpX/59fI/NqvY+0iQ7lTd+o/c91xIfgJl9raxD93GpltwT502IBYxyH1C79MPZ3Fv3QeHQSIRJxwc/P29ZA7tawNFjVqm+HfpjH99eBVyGhIJoiGojIRk9j4fSRHUF6U3GWbFl9DBhD4UDQWNrescoVrGVqaIM/3DJvZABBCGOmB75vvl0w1mbYwxOrpI1xdbubJK4VeWUIl08h8OyKZRFsWwrHRW0XU+jpsbKBqVew9+7F7+lFhQLiyYqaOH3wIcfznCJ75F6hWTUCDjNhmISL29bp9qDHAP98agawdEZWOY1iheAxW1yJJhTYP7yAEx8W57378114yDhWNam03oH1h3uzznh6k66LW1owMQ2D0oflWUscfQUfJQ9eX9j2C+VnCy5dQqytYR44iBkfg5Os3vljI5rDIzSqdNoyoXzfHpVBAB6EZPpESNTuNrpTB84g9/m50pYoztpdg/CJqaRHZPwiVMgcLCzg9nYi+fkQ6S2O4UFcqSM9D5PI49z9IODeDf/G8YdUSSdNGTiRBWiYid3UF6boIy0KLaCFnOdsssezsQnZ1EUxOGGmO75tFVjZvFg0qvLGL0bCnu5kbge/BygrB5Us4o3sJ1+aoPf1twuVFUCE6m0NYDtQq+GdOopaWzAIrDNGOjXvkKP7VK+hCAR0qgsnLJA8eMoEUZ04h4wmcQ4dv8Bm9vvbFXC4FCldalKLhp9OBZtP3abkNhkd5HmpxHtnZjYyba9bXmul9h1m3kyTqNXpWFm/8Q983g4+xye1ukXJjhl3NZM3iMQjxVxfwz58254PvbV/TulJCW7Zhihv/a3Qn0hnjZqBCSKZJPPoY9tCw0aPOzxHOzSJHx5AteeKP/ByWEKQtSaFSofztbxp9aiZH4rF3Ynf3ob73b9DdE9mzqSiw5bpFvdZGNrS5gff0N6GlBfXOn8d77ntQKqDb2kjc/zAAsrUN/9QJ/PNnCDc2sREkf/nDCCmN1dZkAjY30MUCIp3BP3UCXSgge/vQ5TKyXCLQRKEcmHNX2viWeTQLy0GnosE/pQzLrDRWNkuwOIeq1VDFAlJaxB99DC8RJ3jttWsX2bPT+K+fwPq5t73hOXCn7tR/proDYH/CpStl1OamIXfCcHugRLou1vAI4eIculpD2/LNDfNA5B6QbLKZtzPJDs0HRuMB2QCLWkWWLVHbtbLLjb5RYWDsc9KZG+Mnb2YCbz7cYBXLbkoS4nEDhrYtiOrN7Wy0QxvpPg1mWZtWv3JiiO4+EwUbBChpcXHsIMXWdg4VN2jvO4xSivDyZXQiMJrZahU2N1Hrq4i6h85kIhYbtOUgW3IREI0sxdxIo+d5TV2ykE3LsNZW82DcKlB79UVzHD0PGvlYDZN9S5p91rBCK5eQiQTxQ3chpMD73r8ZgJtIIgHSafRdhxGejzW6B/wAVT9pwiHiMbS08C6coWBJuOueG2I2ValIODND/cIZwsnL6HKVQJ9A6OAmkaGN47tLGlKj6p45PrGY2SeuC7UKVkcXsrOLcH6O4Nxp/JMnSLz/A8hEyrRoHRfhuuhGMlw6g7v/LmRLC8KyEY4DjoN7/GFEvgXZ1omwLEIdgX1pZCnOnr2IeALvxefR1Sr1XI7EnjEzDNVozzsW1r1HcTq7ER2dqPV1gtM7UqbKZfP9bzVo2nDVaMhEGoEJ8aQB8FqjNtfxL55FlYqmrVspRQDahkwW7fmgQOloUFJrcOPEHnoLzpGj1L//PfwXf0CwtkKpXCbx1rfjHntwOzv9jWrYtflFEacllWZrZonp6Off2Cjz8c6bR65uH8ofPEt4/izW3gMkHjcpQI4QDPUPEHv1JbKlW8gsAg/CaHBUSAh8oynXGmt4GO3VCUtlw1yms0bPWa0hW1uNV2yphJYW1uAQSkrTbk+lcUbHCKcnCWdnED192INDWC151PKSuZeWy3jnzxBcvIBobSP58M8R6+nBWlqKQhJWsDq7kG4MrTWqsImVSBJ298LKUnPQU6vmghyihVuk6a9X8b75v4yWWinC8+eoFUvYe8Zwsjl0ECC7epA9AzgHDm6Hh4hUCruvHzSIVBpdrRAsLKDLZaxM1iQWLi+a/WbbYFuEc7NGDpXOoMul7YE26jWzz1JJqt99GpnLm+3dWDeRy26c6gvPm8XB9QudRBLR8sbH/07dqf9sdQfA/oRLdnTiHjmKSCZvsBmy2juMZ2erIAwCWF+/fRDb0Lbejp53Z0tUiMjbFcNS+f6N7VKlDQDbyVTsNg1cvUki0a30nLZt8FEQgfmGLVU8YVi269OWGg+ceCwCsd41v9dbm1gDA4TxhHlAxOMUO7op2jbl6Q1abGPzQ+AhOjqxh0bMYEYiiczlEb6HSKXQLXm05xFcPodajbxHG0C/AZ53mpOnU2ZRoiMnAksaNioCN9vle+ALSKeMD7Dv4R45CrZDOH4R2dWNyOQQfohobTN4vaMLGQYIaWPt2YtaWUTNThMWisaFwKsbYO0HqFqNcGUZtrauAbDa8/BOvobaXDMyCjdu9JYLs2aaebcS8tbsKzRt1ZJJrMFh7J5eZDyBSKYQUhK75z7CuRkT53npIqpWNUNNWmHFU8hEAiuVNi3ydPqGNnmjjQ3gT15Bb20ZwOmbgAH/4jlzfja00UIi6nUDHqU053K9TnjpAvbQCNJxCC6eixZsjmHJbau5EElnzPlVq94kdKLRym6Phhc1eE7TK9n3EaEychY7kiLU69AWQ2fSqAvnzDmbMsOFzpF7UVtbqFIBXShESVQadfEc5Ylx3Le+g+Rj77xmC3TgR0Awc+09RCmGXYdM3OWj+QT/54ZZlLys4KNBgLObrdk1xzI65tdJZsekplMEtx4i3Rm8MDhsLM5Wl41EaG2V0tUJqFQhnTHyEMtGtBirLD15pcm2AhKNPbYP59DdqFIR2d2Dc1xg5/PIXAs6CIzW2nXRtSr1SxdM7G0shtPaauYBHIf4W9+Oe99R8HxEvhX/tVej1LA6Vt8AKuYikikTdLC2aoagtDIDjY5tOjxSmuNcjEgBywzr6UrZMKgxF/feY6DUDQtGYTtYvf34l8fNAOP4RYKrV9DLywQnTxiyIQjM4t+2oVgieP1VRC6HaGk1kqZYPEqMq5tF0sXzJnkvmWxKhGwXClvohdno3n2980o7/usnkPl2nGh+5U7dqSeffJK/+qu/4l//9V9/2pvy7643DWD//u//nueeew4wQ1xCCJ588kmeeeaZ7ddMT0/f5K/vlLmp7X4TUeUyulJFtLQg6p55+NmuYTduxYJBU/eqbmOSOrxObtCQDlTC5mdIaSQD29Go190UG9ZB15S+ySBQw4bLJURgNSQNkXensQILDFhSoQGvShlQWKk0meptP9qIhdvNiN51jFWObeQMdnsH9/R0U5qfpT2Txd6zn+DqhGH3hkYQHR2IIEBmsrh3HzFm+4Ut1Poa4foaam7e6PEazJKOhjRst/ldkymzf8qFpi7Tspq6Sks293OkvRXJFHZnF9K2sTq7CKensPr7cQ7fSzA9RbiyiOzqxspkkekM3tQEam6KYG3FPCgdx+g4bdu00IMAWvK4R47idvcQJK4bbJDCDKhED2draAQRj+OfeMUAwt1azG9k9G87xmmhUkLm23DG9hF74CFjd2VZqHKJcGnB6BzLi9Se/makz9OQyTF333Eq/cMMFbaIl8vo4NrP076PWl1GpDLIbBaru9dohCWRvEVFNmfC7INYDGFb5hRxXci3GSBaKpp28He/Y37XsHmzLXM8G16jlo1195HIi3PFDHbV6+a9ZHQ8Ozqw+weRyRThxBW0bZnEpLACsTjO/oP401MIrVC2bVhgIbGGRvDXV8wiLwzAiUEmR3DuDOGp17D6B7B6+wnrNfT6GqwsG+A9M3nDbvcvjxNcPIfV04975D5wXSrPPI1/8gSEId6hw3S/7fFr/uaVqsfDmVvf7mMPvRU1uhe5I0ENoCgtFg4fJVuukpq8fOMf9vRBvgUuXTIgdmWpeXzA7OOVle1zRmdbYHoaHfjmvKuUzestm1AphO0QenXkyjLBxDgCsPcdRAwO458+ia6UTUBApcLW6dcRCwtYKgAf/MlJqgOXqV++BOm0+TshCGanCSbG0WGITCRRtoO9Zx8yn0dNTUJrG8499xFenSCYnUGtraIzGeTIGOrquFlMZ7KIrh4T9ZpJQ80jXF/Dvs5rWWtNOD2FrlXQoSJcmCXc3MCfvopeXGwuBOo1SKQQXT1ox4aJy0by5HmIZBLZ3UP46ivNAcOGGw1GZ68SSYTjYrW3o65OmkVTvXbtwhpgcZ5gdhoVBFgf/pVbaqnv1H+c+uQnP8k//uM/UiwWaW1t5ZOf/CS///u//yN7/4997GN87GMf+5G930+j3jSA3S0W7U//9E9v+Nmd4II3X3pjDVwXq63daKgcB5VKgUxHHq/R1HUsZlbv6+tNdu92Ikqvr+ujancC5IZ3687ErZ11M1mAkMYvdRcmeL69i6mefoZmr9K7vGiAR60Otmzi84aMoFo1bEgiYcBgLm90YIWtiCUOrmU243FIJLHjcYJogEp09+Le/yDpnh7yKiRQIdqroRfnEOkJka6SAAAgAElEQVQs1sgo/vlzyHgCYjGqzzyNPTRMMDeHmplqDpKk0s1hD+kaECUwLB8RK9sILNDRccq0GeBaKEaDQq4Bdi15UCEikUK2d+AMDOFfnSScmcYaGMA/dxrvlRdASGIPHDcm66EiXJg3redyEeW6iFjeaDwzOaz+AdT8nAkS8H38qUmC9VVk9qHtz8WyUfEE/pXI8ktidJ9o0+KWNnCbkpNGRe9tjY5hpbM4Y/vMdR+1MNXmBuH0FKKxDdsT9xZhtcJV32NrfZNSaxfdwQKDpYJh56IKF+fxXj+BbO/APfYgwaUL6LnZJkNvW2aRl0oitET7PrpYpF4um8+JxY3eccFYouli0QDahr0SmOvJioI5bOPDqhbmzbF1Y5C0jM42CJFaIbt6cEf3Yu07gD50GFWpUP32P6GFQApJcGUc5fnIZBqRjKM3N8z16tiI5RUzBS9cs/+3NtChQrsOsloj9FYQ6+sm2CMa0HOOPXTDbteVMuHCPMHcHLpcxNp/CP+Vl2DJAJxqpULy0D3cH2/hlegSebHq8XDm1tPa0nWNJvm6mnTiTIzuZ2z/IVJ/9ecwu4OgcF1kOo3wA/The1CXLphro7fXHO/VlWsXzG3t2L19eKdPmmPRkK44EdPp1dFODLW4SKC0sVGrVgkXZlGlAuulCpPJNAPlMrJU4tl0nqUHxrj34mnuqpXZqFYJX3oBq15FtLQam7jZaeonXgaMQ0GwsQqXL6KExLr3GHZnj7mfptLoUCFzJvY4XF5AjZ+PukMOsr0T2d1rlvKeCYXRu7lX1E04QTg7jdXZhT0yCqk0/umTN8i6RF8vwS9+iPraOolS0SSy+R5qahK1uLj78Gt3D/aeMcIL51FeDVmvo6uRBOb67lkyuR32oSslY82VTN15Pv8nqN/+7d/my1/+MolEgpmZGd7znvewd+9ePvzhD//Q7+37/s+E88GbArB3vFx/vGUPjSBicayeXmN1tLKMWlkyLd9CZIgvZaSzbDeswK2mo3dWg6G9hn2lKSeQEpDXMriNjPKbDbDAjZntjQnj60tICrkWCvk2tkoFektbTT1ho1XXcDgoFgywbpiQ+yHE68bCS4XNNuf2NkWvy+QMW10uQb2OLhWpP1vGe/VF84Ct14yn6NYWsqVqWucqRNUq+Gdeh40NY8geT0YxjZFdz+heM0Fd2MQaGkYvL6OmJqJkpbgBtPU6iJJ5CNsOMpszrgCbWwbQdveCH5gHXuBDPInV2oYqFag/+28IrbGP3Iuan4daHdHZhb3vIDKbM4Tj4+/GnrmKf+kCanXFGPN7hqWX3X1IbQCf1qDzrYhYHC0F4cVz+IuL5nx64blrj0m1aobu0Dc6KwAMj5pI05XFGxPFhDB/H66g29pwHr0fAH/iCnZPLyKRwGprR+87gOXG0JubhLUaQSrFTN8QTrlM/8Q4tu+x1DNAIZ2jTdrYqyuozXWsvgHDwK6vGXnF4jz1sycJtzbMfs/msKLMebt/0AyFBT5Kh6Yl7Adm+M+yDICUNtDY5gBiAtHdjaiU0ak0bG6aZKTVZbMvLAsScYgnkb0D2C151MIca+UqE8UKg8USA+smmMMeHESno/jiSgVpW4aBnpszbG+1hpq4jOzogJYWM7xV3DT66kwW5dXNsZMS2ZLHzo8iEFgjo8QOHTaXahiiNtYRiQT23v2otRWC5WUIQ4TrYu3ZQ7ixASjc0VGsrm4+7LpMLRdYAaYVXKx57I+7u1/HNylV2KK1UqcYj9MRj5F89/uofPVJI40Bc46vrCDTKWRHB3LfAdT6mhmWu+tuvDOnjJSgWAZLYo+MoScnjITC95qALgzN/cZ1wJbo1RXCwhbuvcew7zpM/ewZ1OuvsdDWwTQ23re/Rd/sVZbf9h5WWzu43D9C7vxJJtwEbeubHO/pxDlwCFUuUv+XbxIWtrA6u1BBYO4jYQiEhPOziGQadf4M3ovPG0Yzm8V52zvRzz6DKpYQWSMzUMUC6twpiCdwx/Zidfci0lm01gghjMZ2fQ2kxOrtQy8vosslZL7ddFO6uggqJXPNlc3/B+3dnJicolqvc1gLWm03CqyJtKy5KDFQ7piJqFbQWwUTkVsuY/UPos+dQl/PvIIB35EbjUym8V59CauzC/e++7e1unfqP2YdOnTomn9LKRkfH9/1tc888wxPPPEEn/nMZ/jSl76E67r8zu/8Dp/61KcA+PznP8+pU6fIZrN8/etf5/d+7/fo7u7mK1/5Ci+88AJgSMe/+Iu/4M/+7M+YmZnhiSee4Etf+hKf+MQnePrpp9m3bx9f/epX2bNnDwCLi4t86lOf4plnnsF1XX7913+dP/iDP7htzf6Pou5oYP8Dlcy1bOuoZDYHlkX4rX80bSdoGnwHoYlT3enB2mAuhYRUsqkL3H5z2dQENv4mmTJar60ICMccwLq2BdXQoDrO7qzr9czvztCCRjkOSMlQtUT20lnyq0tRNrwyrdnaDnDcAMRSmnhEaUFh0zwEGy1t2zKgt/HZDeC7tkwQacWMO4IyQ0ZSosJrdasqmcA7ewbt1Y3O1I/M0aUVBSpEpuq2Rbi2gozFcffswxodxV9fN+274VHc0T2GIVpcILxw3ry/V0fV64a5RZj3Wl1FpFOGXfN9BBprcJhg8grCEmgsgrk5gpmr6EQSt38AEYtt75ZtfbQW+IFCZrOEiYRxIahVCasVVKmAPThK5j0/T9UyoD5cW8U/9Rp6YW73k05Iw14Xr0sMy7cSu+segqlJwsXr/jadbjpBaNPyVQvzeJcuGFaWYzijY4h4AmffAcKtTUR7B6ytUMhkmWjtwM23c/TqOB1nXmN8cx1pu7gJh6BSIVhcwBEWVjIB+VaU6xiAOj8fsXZ12NpEOy7u3UeQA0OEszOwuoTV0oqlQryVJfAiD99MFqu3j3B+2pwzSkFhEy0ldHVjd3Yh9u5DbW0RXDxvvmNbB7K7xxy3tVVEZxfOkfsozMyymsni1j16Ji6j6h5WRyeifwhdrREuLeAcOGjM8qenzHspY2gf/6X/HaenFx34qK0CMp0xUaInXsZbWYZkisTj78Ee3YMQAv/qBPXnvotoySPjccLJCURLDvfYceKPvYtqscSm0uTzLSTuf4i65SAyaTp+8YOUymWSWvOedIz/p1THB16o1t8UgFXlEvUTL9M6M0VHVy+xBx9CHjqM+qUPUfunbzSBYL2KPHyP8UZ1lZGqLMyjEbhd3YSJJCoMcAaGcO89Ru2fn8JqbSXM52FmKrIODAANyRSyp8cMwQkIVpaw7rob6jXCSpnu9XVKnVuUUhkqsThvefX7TPYNMTw3TbpcJF4pE/PqqNkZvHQaqjXCwEcHPqEXoCtF01Xp64e6hygVUXNTxo3EryO6eggA9cLzRt96zxF0Mo3/6osGdDY6VokkamMdtWGcK6y+AXRhC//Ua2DZuPc/iKrXCE69RnD5ErGeXhIf+CBqZdn4VZ86gQoU4dwM9soSTjyBbdtYbW24jz6G3tqMFsM24eYGwfIS+uKF6B5WQ21tIFryKKGhtQ3R2W3irVXUDSpEzG1jgZDIotH4F86ilpewx/Zj5d68vdqd+snWZz/7Wf7rf/2vVCoVhoaG+NVf/dWbvnZ1dZXJyUmmp6c5e/Ys73rXu7jnnnt47LHHAHjqqaf4u7/7O/76r/+aer3OV7/61Rve46mnnuKFF16gXC5z9OhRTpw4wVe+8hW+9rWv8YlPfILPfvazfO1rX0MpxQc+8AHe9a538bd/+7esr6/z/ve/n76+Pn7jN37jx7Y/rq87APY/aOkwxO4bwN2zl/rsjAGBXd3IeMK0OGsRe9bIed+I5AQyCg7wdzBmDb/LUIOwIJVA7D9ohgDqVYLXT5oHuyVhdfUmG3QL/e2tSsht4JuYmiSxk80VwoDSgCaw9kOTPuZ70TCUZf7X0JsKAb39SMdBxOOEE1dAR0NMOE2dbC5qjycSyH37sYTEu3DOtDQtC/yA4OxJo1s8ch/O4bsJyxVUsQCFjagd5xvbsI0NdGc39qNvx+7pJ5yewkmncN/6DmQ6jf/6CVQ63dz3AKsrJtq1MfzlOMjObsJyJXIyMBZnzugexId+Be/0KfyXf2AGTjJpgnNnqAUhsfuOgdaITAZdLODefQ/WwCB6bQ19SYMXIGzbzC8FIapWxm5tRUQ2Ys7e/dTHL5kFz/XlxsxiR6umesRxESOjxH7u7TgDg4Qba5FTRrQosG1Edy96ccF8j2Qa99hx1MIsYaWKCHz8M6fwXj+B88BD2N09eKdeJ5iZglCRqXv0LM7jVCvE11aw6nXuOnsKkklESxaVzZgW+ew0fjpDMH4JQg/6+tGCyHUiBCzIZHEeeAghJUFPD8r3sFryiIU5w7QKYfS++Ras7l7C8Qs7dJkaNtbQ5SJBqYDo7DbMfxiCsBCpFO7YGIFloTeMDZLs7WdwdIRYaxetEjNsV19GWBaxQ3fjnTuN0hoZBOj2TuNGsRFdA/lWrGQK/5LZhtjRBxDxBDrqQujIB9hqbd1u7wbLi2wszBObmSLZ04eIxxGxuJHHWA5XEmmm/IAxP2TMcbByOWRHZ3MKXghaLUkSqAKlULEZKFrs22NIhGWZba/V0PWq2VYgduQoIpOh+t//CmoVqFYJLpzD2rsfO5tF7t1vEsYCY6xvZcBubcMeHiG8OoEcHUNYEn3qJMqyIe6a45GI4ew7hNXWjqpWCKeuEs7PUX/uGdTqCgJIeXVatzZY6OplqaObB069wlhhY/vYZepVEh3d+GsrcPG8GcjMtpjvMDkeuZhoZGc3yiqja1WcgSFUWztqbdWkYp09TRiE6P4BYm95G2p5ySyaGuElQZywWES6LrpYRJ89jWvZiHgcFdllCctGl4qo+Xn8ahX3yH3IRBLZ24+IxbAfezcqDLFeeI6jq2vojjZSB34ZnUwhNKhiEV3ewr962SzOLNt0EmIOhAqRzqCmJ6FQwL96NfKX3mUAt1HlspF32A5ieNS4fNypH1uF62v4M1M4A0NYrW1v/Ac3qS9+8Yv80R/9Ea+88grf+MY3yOfzN32tUoovfvGLxONxjh07xsc//nGefPLJbQB77NgxnnjiCQASN4kX/t3f/V1aWlpoaWnhbW97G6lUiuPHjwPwkY98hN/6rd8CTFjVzMwMf/iHf4gQgt7eXj796U/zN3/zN/9xAWwmk7lt7YwQgq03mwN/pwAzZeydeh08D3twmGBsHxqQloUqlyMmNoPs7kYkk4b5s2zIJIndd4z6whxcvWrAbSZrWEitQHvRcJGD9DzUSy8YwBaLm9Zm1FIHbpQNvBF+bVgLXcPS7jJ41vBPVdEwVCK5bcJvKgIYnt/05GxM6wph/ntpEZVMRhraavPzHQvCaBvqRktGsUDoODhvfxy7pYXgme+AENi5nMlkr1UNCE6nYG0ZWauh4kmQW0D0XZRCl4pY7V3gutj9A6gtAyjrp14juHAWEU9gj+0nqFUM8K5Umj61SiPb2rB7elHzc4aFbUglMhn0xgbh9FXDzLa0YA2PoleW0b6Hf+YkWikq8QSqWCQ3PEJw5TLBzBTa9xGWxL90Ab2xAZaNdGPX7G7Z2o49NII/cQW8GrS1Iw/chSgW0bEY6uzpJlsjJWLPGOmP/RfwfMK5GWQ6iz08ilIK2ZJHODYinsAPArRWJoNdhQQL86glk/WuNzbQpci3cnQPwbnTxiheQHz4EIdmpmFm2rC1VvQgrVXxv/8sJFPYfX3owhZqdgq2DBAKgsgqzYqkAOk0ViaDf/YUyvOw+gawhkZwO7uRJ09QX140+uCOLnS9hvfi9w2Dds25aBZHQoFaXDCLt0Qc0T+Ae+AQ7tHjyHQO//wZdGET/9I5kvsOMhazqb/6krED09pE5np1dCTpUZUKViZL/G2PIzJZRL2GqlZRtRrBxBWo17EHhrEHBo0EYnBo+5oQWcOK6VqVpc4ezuY6aCuXuNcGikW0bZuWNRAXkBCCmABa23GOPoBMpakpRaA1ZaX457JHNboKJwPN/9gs8F9as1i30eYT8QR2Tx/B3DQiltjeNiElanQvZz/8Udxnv8vI9AT26jJhdw+xAwcRre3Gm7S9C6ujw6RNBT6ECrW8iGzJI4dHCWZmkI6DbGszC5xaDa0MOHMGhxC2TXDhnAkzKRZR8TilvgFaVlfYNz1BrlxC5vOIrm4zwFSpEk8kieXz1FaWTKu9ocVPRrKgKOZXeXWzCO4fxBkehWyW8OIFvMsXokWMIRH8yXGCmVnYWGveD5VCXTiL7u412xkZo6jNTXTdA1lB1SoIISGVwmprB62pffc7hCvLuG95FHd4FGlZuPfej375BUS5hNwzRvnr/wM1P2Pux9Wa6Y75nrlWHAdqZtBVrSyZblVjm653Ern+/h1GIS8arJGxGxLd7tSPtvyZKTNvAD8UgAWDpR544AG++c1v8vnPf54/+ZM/2fV1uVyO3A5WfWhoiG9961vb/x4cvFHffn11dTUHOJPJ5A3/LkUWnVevXmVlZeUaQK2UYmBg4Pa/2I+g3hSA/cxnPvOGAPa5557jO9/5zk9NJF4qlfjzP/9zTpw4QSKR4CMf+Qjve9/7firb8u8t7RubHLw6cs9eEm9/p4ngLBUIG9GKiQRWd68ZTLFtSKawhkbRhSKsrTdZ11gimnwOmze5MIYOQlRhy+iqqlVzc69HqV+p9I3pWTvtrHar9q5mi63hmRnleJPKGLunIDAsZeNmCoZZHRqE2blmuyseNyC0MczSiACNxcx716JJ253bZEUxuQ2pw05f04UFat/4B0R3D9aBu7D7B7AHBvGefxa1vGCAWKVqHrTpLM7e/fj1epPVViG4Dt6504RTk0ZzVinjvf4qqloDgUmBau9AlkuowhZqfg7Q4DpoHaKWFqlvbhr7p45ORMylfvY0ztAIwdUJRGQdFDv+MGJwhODKOAQeanGRjc1NvjWwB92e4T2rq2RnplBLCwZ8teTRaytQryE7urCGhqmPX0Sls4h0mvqL38d/4XmjDbYdRDqD2zeAlU7jLy7gOdfaMMlEkuDsGYLZacKFOWQ2R+wd79puYyOEsbKybMJEAjkwjBKYrkC9Dtks1tAoamkJEY+ZcyyTRTTYza0CoqMDvR7F76ZT5vwseRBENmwa5NAw+so4enAItRDFDKvQaF/37DMxtELjvfoKqlLC7u5B9vVTefEHOPG4+ay1FUIpjX68Ur2WnXJcE9maSptF4cqKkUPkW0m89xdQSwuEk5eRnV1YK0sRiCrhz0zjX7mEWlxAZLLoQoGwUCBcGEX7Hrpcwrt0Ec6cxB4eIX7wLgSC+ks/MNrQdNr4cu6wtNLVCjIWQ7S2oisV6qUC1W9/i/lcDm9wD9bgEFw4Rf37z4LjoNbXcYZGGO3rp8+x4OQJSk/+dwAK6QwXPvSrZFNJ9oUe2XKNfL4THUuwBpwN4FTN477kG4SLYEB0uLwApRK6veuaIIX/n703D5LsuO87P5nvqPvo7qq+j5meewZzgRgQIEACIiWSttakLNFax9IRAkOhkEOWGQorSHsVNkWF/luHY6VYhUWHYmlpaXl3ZVOixSVFiQSJgyCAwY3BnD093T09fXd1Vddd78jcP/JVH3OAGBIUdcwvAoGp6qpXWVWvXv7ym9/j5UaHJ/vHcN//U/zMN/6U4bVlWLhBcOQYcqNEOD9HeGMO+eDDqFIJ/8JbyNFRrIm9yHiC4OoVwssXAW3EibU6NBoEVy4RXL2CXShiHztB2OkgWmWkG+PqwWOcHRpn6PoMj599BuH5JoVts8yWn7TnE9aqpuHzTLMnXBfngx8mmLmKmrtuFlMrK6h8HjvXY6gvCMLF62gnBsMjJtZ2s0JQWr/VPizXgw4D7J5enCPH0M0m7ddeIbw6hbCkCSy4fAnhuIiBQUShH3/6Kv7VK6iNEsJ1sYv9iEQSf+qKoRH1FZCry6jpK+baVS6za/F/c8jMeuTqsJPa1bVShN2Wf91dB8ukwVmF4vf97u/VD1dOZHHm3CEN8QepIAi4evU2LiBRbW5uUq1WyWazgHGDGtlhm/ZuclPHx8cZHR1ldnb2XTvmD1J31cB+/vOfv+PfnnvuOT7/+c/z5JNPcuLECT73uc/9sGP7geo//af/RBiG/Of//J9ZWlric5/7HKOjo5w4ceLHMp4fpGQiiXPfCRNHGDkSyGyWsLSOHFjDv3Te8M1WVw2nS2vjixqz8C5f2fbA9KPseNuC4uB2+ozloDYr24iUMjw2gzxIc6zOTdZdtxPw9UY2RR0PlL+FbgDGgqu7pbUZceWktS186qp3wwAWl7YFXfGEESBFimSTJBbxU0VEJ0gmTLO0c7es0zGorevuNpy3bNO8VT10u0m4sY7MZum8/CKqUkIojbRtxOR+ZGkdhImXFYkEVv8hAiSsrSJ6egkXbxAuL4EAmUwbgVazbixtqjXEoSNI33BuxcRew+FrRZSBet1krwsBvk9Y3SQsldDlDUSxH6e/H2t0AoKAxv/7JfTcLMQT2Hv20vI8mtJGx+I0KmvkUmkjHlEKa2wCy3XQ5TL20eMIKWi+8Rphby/2wSOm0Q0D0zT1FbD6CoRrK6jlRUMP2ImYuyZFzbv0lnmf1Sq63Ua326jpq4QC3OOnjC9nq4lauI6an8WfugjNJqJYJP6eh7AOHyY4fw61WcHK9+IeOkK4voZ3bRrheVihT9g/YLZlY44RpIThdpRuvofgyiUorSOHRiAIjXAtSnAKlxYh9LEnD5rzU2t0GNJ59WW4cR3PsqLFmoDVlWjXQYJ/k3dxpWIap4iXTCJB7H2PYbkuwdoKNBvE9u5DnH4A79JF9MVzBFOXEGFotvJzefRGGVVex3/zTbTfMR68DRNc4a2s4Ow/jD0yisjn0JsC59BRZCKB3NFE+JcvoFZWjFL9jVdR83MsFIe4keslXdvkaKeBHBlHZPOgAtTyIkGnjZvNksjm2Hzpxa1jebZL8+J59KHDbG6W+OiFc9TG9vLKA+/nrDZsnRdbHU7E3duisF1BkqrV8N54FVWpYE/uwz54xCzaLryFzGRIj02SkBYJNPHuwqBcwvvGV42ocGjQ+OG2WmjXRXseutlCb5TwlpcMOlWtmN/D/FwU6+rB6rJxydsoEbTbsLaCtm3W9h3i+vA4zXiKaipjnABUYChHK6tsUVzCKn6zYRq5WGR/1u7gf/cZ9FZwgYJAmYhe1yWYuUbVcSnZDv2lEkkpzGWvG519c5XWoVDEGh0hWF7GP/ca4cw0+AFieBRndAwd+ARXLhpvZqXMwmtkHGHZqM1N2k99C/fB9xFemzJ8Vt+jubSwY+H9DilbO3+/KsQIce8ANqRSuMdPYt/BxvFevXtl9fb9UMjr5uYmf/7nf87HP/5x0uk0zz//PL//+7/Pv/t3/+6Oz5FS8hu/8Rv8h//wH7hw4QJ/9Ed/xJ/8yZ/8wGN4uzpz5gzFYpHf/u3f5l/9q39FIpFgenqaxcVFHnvssR/Ja96ufmgO7LPPPstv/dZv8Z3vfIeTJ0/yp3/6p/zMz/zMuzG2u652u81zzz3H7/zO75BMJtm3bx8f/OAH+da3vvW3qoGFW7cdZL7HKJT3TCJ7ewmuThFcMdtrXVsptVE22+SuY/wxu6t2ZWONjBG2W7CybAQ7XbETRBe8aOWu1bZn4/crpSDfa5DKRmMHIiqMCEOF268hjK+sdeAgcnAE/5knTUMHOy7awiCWm5tGjWxZRpQghJmQJEZAVInoBOmMGUO7FYnYwgi1tQG12+MWAdkerEKf4VJubqLbHXS1SrBZhs0q0u9AIgWOgwgVJNK46RQ6FjPxs4A1PILzngdR16YR2ZzhuCLQC3N4YYB79CgiCEFoZE8BHAe/UjF82o5nxtPpmHStbA7VbCIty3iyXjiHbjXQ16ajEIQmgYa+TotHa3XEvv2MJRP4jTraMyK48MZ1nNMPGIQ0kYCo+fLnZghnZ7GGh4k9/iFwYzjje0ApvLfeIFxZRrWaZiy2Y7jCeybN+2m1kbEYKplEjowiUymCyKJJdzroMEQrjcz3ECwvmcjbMEQMDBBsrBOefd5wdDsd7MkDyFwP3qsvoa5NITNZ5MgwMgjRQqOlvR3dKiVohboxh+obQDoust0y8ZnNphEvdjxYWSRcWUTXagjHRfu+2ZpvR4uFrp+sJY0XbKNm3BTcmGlKtDavaVkQROeOZQIKdKeFtiTaDwgbDSPuicVMclm9hujtM2KZUMHsNXSjjvADgstvGWulTrTbER1PxOMI20Z7PsGlC+hGnfj7H9+FZsp0Ft1ooFpN06grRbzTJt1sMHTqNMn+AYTjYv/CL6Iqm4Rry2Y9l0qBELgnT+NdMeKz3soG912/xtxDj3BhaISDiRTTxUEuCrCiBvaKr3mz5XM6tZtuompV/IvnjZi0f8AsoHM53OOn0FoTzM0Srq2i2y1OTR5gT28GOzGKPn0a9eRfmYPUaqjGVVS9hn3wMPbe/XgX30Lkclgjo9Dp4F+9ssNbWUSpZDtSsIQEx8EaHUeFAe1CP1eSWby1VY53WkxefNNcrrI5c5272f4v8mmW4xNoIY0ItsvJzeWxBgcRyTRWTx7v8iV0pcTM4ZMs9PThXznPgblpY9+Xzkbxwjc1hFIiLEn7heeNN6sAUhlEXwrR3484cAixUUKnUpDrwR4eRdgW1vAYwdICnW99g2DhBnajbiJlr1zc5pT/sHWn5tWNQSxm6C435rCGx24J0rlXf3NKCMEf/uEf8ulPf5ogCBgZGeHXf/3X+dVf/dU7PqdQKDAxMcHY2BiO4/Bv/+2/5UMf+tAdH//DlGVZfPWrX+Uzn/kMBw4coNFoMDk5yb/+1//6R/J6d6of+Ax+5pln+PznP89TTz3F/fffz5/92Z/xsY997N0c213XwoJRS+/kekxOTvKVr3zlxzWkd72EZeHsP4g1MIhIJvBeOWtoBCDtsAcAACAASURBVI6LzPfgJlMEC/PbW0y+bxC/q1fMhN21xUqnjFfjzLR5nOPcaoB9c0lp/De77gaVcjSBYJqgriVWl9/anaC0phv1Gl6bNnGJt7PaQpvtZBlxZLvoguOaZqBQxBodJ3j+u9uUiC0XhB1o8a4se20slIpFEv/451EL8wghEEeOmS1qyzIoY6uBarfB93GOnUAODMDmJqpZN6bmjouVz2EPjxr1uBDIfB6lDTfUINagLdscq1aDWgMd+IjhYXSpBEEFkjnE8Ah2fz9kcqiFebzFeWQYgrSNZ+rgiLHJco3ll+h02LO5CYvXCQ4dNZN/l1bhecZrFIxR+cgoqtlEVcoGxY7FsEbHCKeuEPg+zqEjpvnJZHCGRwhzeXS9isjlcfr60Y6FX60ifI94vhfn/T+BdBywHVRpnc6l84RzM4ZLl8kgkknznXsmk11PTyHTaay+otl+H9+D6rQJV1fR9To6Foe2b84hz8caG0b19qFmrhoEvVE3VkeOi2rUTSyr65jzR2A8WdfXIfBNzn02a9D8VtPQp2072jqNzuluiITtgIxQed+L0P5YlJQVobW+T7C4YCzYNsvIfC8qCLhsuWwWhjikITmxl/XyBhU3zsD0ZWJBgMhkTJxvtznWBuFDSrTjopQiuHSBcHWJMPCwDx/FltLsNIQhpNLYJ9+D3ljDO38OGnUKlRLZxiaFifEtOpZMJJGJJPbQ0K5fTeLMQ8QOHKL2ja8hS6scePynqBWLlEIFJ06z3uyAF5DEsLp94KlGi8mYTc7ebqR1rYZaX0N7Htbkvighzka4Mbyzz6MbdazRceyhIYTrYmSSSVrpLLtwShXA0gJBvYY3OExw/i3TDGeyaLeze1tbWuDagGt+y9HnQSJBOHMVqps41U16+0dISotDN66R8H1EMm228oMovnZ41CyiN8tmtyMeI/mJ/4Xw0gW8ICT0fWSvxDl8BPfMw/hTl+i88hJ6YR6CgEKzipdK07sZXc86kfWd5xk7tp3V04vVVyQ4f24ralsMj2EViuiNddTVK+Z95HtxDhzC7h/EX5in/dpLWIkUYcMk9HXOvmAcF3a6G+ysm6O930ltUQp2XA/TGSOci8XB6+C98jJ2uYJz4tQ9P9i/oZXNZnnyySfv+nmf+cxn+MxnPnPL/bfbPX/iiSd44okntm7rm4Taf/iHf7jr9uOPP85y1xEJGBwc5Etf+tJdj/HdrLtuYJ966il+67d+i6effpozZ87w1a9+lZ/+6Z/+UYztrqvdbt+irkulUrRauz0u19fXWd+htpdSUiz+eHlBWmvU2go6VKY5vd32nlKRmjvEHhyGvfuh4+EvzhvawZ5JxPoaol5D3+zPur4aGeo7W5OsFALluBEa9X2M7B3XbMnZjmk+b0782hkssHPsySQMDMPcNXMh3ii9/Qfh+4YicFNErFERzxBUa0YY1RVkdKsbg3k7BEIAjTp69prx6JQWMpXCTqbw11fNY/I95ngdD12pEHv4Eeh4NJ/8S8J2G6d/EBmLo+s1pAqxT50m/O7TqOkpVLuNe/wUVj6PUIpgZQXZ04eVSpltxFbLDMJxkf1FUo9+gM5bb+I9/+yWOE1pvbWAEIUi9oGDhJ5nEEBLmsksHi0Okkmk1ojePtw9e4kdO4GqVrcQOV0cgLRpLqXjoG7MoaubEASIwMdKpggrZYRjk/zQR7AyWRpf/yqdKxcJH3qUi8fP4HptThJiRyEEQWmN4PJFwlYLGjVCzyO4UDafdy4PaMOVlBKVSJA8cAidy9H6b/8VgsAkHvlD2IU+3JOnUSvLqHIJ7Ti4+V6CZJJg9hqqYZplOm2zEyAwVBXHMc1OpWyQVtsGaaH9KN0sjEWCvxROfz9+q2UWBW4M1dtr0P4wMN9Dl2LieSZK1imYRYFlIdNpnN5epAoRPT14aBZKGzRicYayOaxvfp1L+46wUYghFIy1moiYiy4WYXFxN19ydQXvW3+BPTKG6OtFljfQzSbeM9/GS2dwCwXCjk8wO41V7DepZbWqWSQWixT/53+G/U5QMsuELfR+8hfwZ6Zx0mlOJlw6CBygrDSDroOD5rVGh0WlmVPwf5VrfHqgF9ltkAcGESdOIVNprHjCjAPQQYCVzaIdh9j+A8hMduulw1oN3bULu7lqVdpf+zOs/YewhwZxR8cJV5exi/0EyZThg8fjZrGxWTHnkJQgtPG+3tw01ykNh0NlHh8EiKEREo88hm426AQeWincg4fxL7yFihbGIpvHzeXxi/3ovZPIRgO9soReWaH11T8jmLlqvn/bhkyGUcdl+OoFg7iC+Z3NXrvVfUVKqNexjw+ga1XC6WkQGu37WIkEuqcPq6cXtbZirN+uXEafeS+dl14gXFpE9PaahrXRILx8wQg6u81rMmWQ33LZLOJzebPQWn+HO2KJJBSLWEPD6NUV1PU5M96RMexkEntsDyKVMt63YYAl5T0v2Hv1t7ruqoF9/PHHefbZZ3nve9/L17/+dT760Y/+qMb1A1U8Hr+lWW00Grc0tV/+8pf5gz/4g63bTzzxxNtC838dFVarVKevosOAzMAAzm3sMoLqJtUIMYjZNq1rU7hem/jEXnSng+V7iKEhVHmDjuMYRDHilgnXRdqOyR4PfOxkGiedphmLQS3yR+2ipULuFkhJuWU9RaN5e0GXvmkbTxpRlbBs+j70Edb/5L/cPlUGblLMRpLenc3pzY14Irl7DIkEoqdnh1+ute2mIKXxuu100NOXyH/0HxGbmMRKpai7MTYX5vG9Om4iSWxiDzoIsYtFkpaNyMUJXBfVaqJnr2GNTRAfHyeeSBCf2Etsc5ON+TmseIKYDnEdh0ArOrVNJGBZEhn4CMfGLvQYcYkfENca98gxNudmCdqbSNc2CGerCb6PXlvFKRRJjE9Qn5nGymRJP/IY0nWwU0nac9dpvvkqltYMfOgjqGYDZds4Q8MmSvQnPxIxQgRahehmE391Gas4SOf8OcRGCa7PoW5cJ1xbQw4Ooa5eRm+WqWqoZwvYrTr1F5/FGhhAZHOECzeQYYhAE7baxsVCmdx1y3HQHWncLeIx3HwPucl9bH7rLwkuXwDLwnUOYZVNylTy9Bky/9PHqT3/XarPfIdwegqhNVYY4hb60b6HzGXxtSbYKJkJPAiMY0EYnQtBAMuLEIsjcznsyX341+fQjTq67JB76BHcnl6aU5doTU+jOm2klIjePGGpZGgGocIWAiklKpMBFZJAkD9xivI3vkbz6W+jg4CJQNFxYmTXFhFKMbCygOV75OpVnN4CTm8vOA7NmWs3ndcQTE8RXL1iztFWC6E0VqeDqtcJVpaQyRR2GJj7ymWkBmfffgr/6GdJTE7e/vdyhwrKG1SXFgiA3oFB7J5eAD4a/bbaSnOm4/G/zS5QUpqpEBYtl+O5HdGiO1THO0s//iETw+ru9pHVuRzywH6q66tmcX1z1euEb72Btf8Q7T//MlIKrFQaO5PBq1ZRQYCol9Fd9FpF3r1CANKgs7aNk8kQtm3otEntnaTnvhOU/+KrdNodqFXofPfpbVoCoEuryPOv03P0BI2NDVory9DbS2LffuovnSWobpoFtRtDxgVqZvpWl4rbWQdqjZPNkOrJk/6Xv87a//kFvOuzxAYGyBw/SWv6Cm4qCYkJypcumlCO9TWD4raa6NVg2/e2umlet7uoCnyoRVzwdMpck28WkO2sbggNmIVAGMB6KfIANxaEIp0hns8RLM7jZLP0/dRHCDcrWOk08ua46Xt1r/6W1V01sM888wwA586d4+d//uff9rE/DhutruJufn5+y85hZmaGiYndSsCf+7mf20U0llJSLpf/+gZ6m9K+TycWg8BCex7yNuPRYYjf0wdBgEql8TMZxNAIemgIXangN5tYm2VUJosdjyGTaXBdMzGOjkK7g3f5IqJaQfcPIB940HC1mo3Ihipm+scwMJ6xWxdwsZ0Ks7pitkffrmLRxVQZEUf52pRBc+7UwO6cKCzr1onk5tp5UZcS0dtnRG7litmq3H/QRME2mzAyirVnH+rqFXxhU7l8EbvewBoaImg18R0Xcjl0NkfH801YwMAQG6+/YraAJ/ehr00R1KpIy8LrK9J67RXktWlj93P/g1iFImG7TX2jhPfmq6jNTZQbI2zU0ckU1sAQ4sgxak9/h3nHJX9jgfFsBmXboEOUmyJ2+j2Ea2sGsQ0C2l4bp9k0AphEknZ5A+/COYMw7j9AGASoVov1N1+j/b1nzcR65D5E4JPaf5BOaHid9vAo3vx1grU1gumrRiST7yGwbUMNUBpvZQWdyUCnRXZthcnvfANHh8iVJZpeBxIJ1OYmIp1GlStQKQHCcHgzGcIoCMPq6UVnc/iBT2XqMu1KOQo70HhddDLw2VxcoDI/jyiX8ToddKtpvC0B1dNj/FDjKRIf+1nar7+K/5JJitlqXndWpwOxOGE6E3nuSsIwpLm8RLtSJlwvoW0LEKhUBmt41Ez65bKhPgwMoX3PUC4aTepTl+io0DREUfrY4E0vObG2wsRmGXI5xOQ+5P6DtL73bGQRFxpUL+KYG2stg7Bp2+yAhBnj16oWrqNdF/f0A4bm8fJZhNfBGt9DM5ulfZfXJO35eNkc8Xicqh9AqYQ/PYVuNXEOHkbGE8hQkUVTwgCf/8f8Mr/WzjLkvkNf0EZj101Vr+MhsQ4eQWVzqPNv3vqcIMC7dH77thD4lsWF/UcJY5Kjy0vEb7Ht00AIHQVJGz08skUdCfoHWHnyr+i8+Vrk/6pAtnc/v9Nh/f/5r8jJF7D7BwnWVpE9vdgTk4SXL0fcW8OfV+3doMfbVi6P3H+IcP9hau02TO5HJhJYZx6i0WrhbZRp3piHVJpAa2i2qL34/DY9Ioz8ibvvcWcUrde1y7INUODdYUdsaAQ5OGwcPmauRg1xuAVWhM3t66eu12hdeAv8gEZxA6tWQ3R30W5L4/rbV2/njfr3pW7e3v/7UnfVwP7mb/7mj2oc70rF43EeeeQR/viP/5hPf/rTrKys8OSTT/LZz3521+MKhQKFQmHr9vr6OuHd8Ix+FCUl9vFTAGgp7zge6+Dh7X+fegBhWYbHlOsxje+l8+jeXuyePuTAEIQB2usQLi8R3LiCyGSxx8axj59C9g9gHzqKSiRRloNenDcNR8wQ/kFDuRJ5yCpzgUwkTJPrdW6v0I3FYWDIIA4RkhK+/KK5eDvutrCr+9/NXrF3EjJYkdhHRAphK7KMUaDXVgn9ANE/gJtI4P6Dj6HaLTovPIfsK2IfOYZXLqGqVfzVNVS5grhxHd1qGkV5vgclBGp5EdGo45dLsLFBWK8Z9X6u13zOw0NoNFoI/LUV1jbKeBN7mTh4EDsM6fx/f4ZqtSCRQPcPogMPMTJKZ3YWvvsU5eFxZh58lKwKKKyvYaXTxsYskUALC1nsR5Y3UK0mIp5EJ1PY+w4gYnFac9eMWK5eRYyMYh07jown8UslEzHqxggDH8ob+KsreKsrJsUH8OZmDdpaqRgvWMfFPXTEuBL0D+C//orxIj39HsKpy/S32+bz7e2DoWGE6yB8H13eMHZUkf+kSqUQrotwY+h8DzKfN1QYBAqBc/io4WM3Gua7S6UQboxrSnDt+ecZvfgWe+dnt75fbUnCddfwC9dWUK+9iognzMIqCAyydIuvsIVCY7XayOIgwu8g2m0T2ds/iJXNmYjVmauIRBJdb5gwkLzhlJJKYfXvQypFGHnremurt0bn7iwBznsfARR2fz9KSqRloQeHkGMTxsHg2rRpZHf6cyYSJrAhlcLK5VEls5sgBoYQ6SyxRx9D2A4iFjPryLu9JlkW9rETJDIZqqUS4cI8/twstFuIQj/WwCBhGDLpWFQ7ISWgBrzWaNFvvfOtZB2GqHoNmckSrCzTmZ5C16rG7/Sxn0R97+nbp/ZtHUDjOS61VJrQsmknksSHR0wz1rwZcdQQc1FaoyLXjPZ3vmUaPRWa60LSLEIJtTnXGjXT0DUbqKkpvNC8ppq5RvUPft+ci8EPcL0fHkEOjxL6Hv71OeyDh3EeeC92rYpqNtDpNPLQIfxXX0ZNXTZcXBUayksksNxyelFqe5doZ3kRP/vmhMNuJZPEH30/hIrOt7+JFlFQSizyiW11XX93HC8wgkU5MmqoSj/uue5e3at3qf5ONbAAv/zLv8zv/d7v8cQTT5BMJvnkJz/JyZMnf9zDetvSSiFuw0dS9Rrh8hJWsX8rYnbrb5WyUQz39GAfOmqESa5L6sGHCGZm8C++hapWiD3wELrdIlheQvseqA72gw9j9w/gvf4yluMQ+8mPQiJJ65vfQNWNslumEoTtNrrVNshZs2kEVsmk8atsNMzFsuvHKoShDEzsIX7/Gbxr04RTF43x9pbYKkJypbU9wYV3aFhvru7jtDaTVnfLzG8bO61mE60VyveNfdP+A9iz11CNBmph3kwYjoOQEi+VYrXQTyqeIC+Mb6PhiVYNGhiNU4cBstkwlkduDL1eQg+O4DzwIM0rV7gcChrpPMlAMbC0YCgMrms8JN94lQAQ/UWzCAhDcqVVxoUmE4Yk9x8kLA4QLixApYxaWiSsbJgIyZ5eRDqNdF3kfSdpfeebxgIt8uhVN+bNNnsshjxyH3LygEFTAzM5LhcGmYqnmWzUyD31bYLrs1sRlAQBrK2iDxw0DVwYEK6uoIUgNrEXDh5GVCqEjRp6/jrq2lXE8Cg4NtrrGEsypc33ubKCLhbR+Twim8VfXTGLFhXSqpRxDh/B2TuJPzdnvivXRQcBzatX8HK9eAIzmdq24fc2mrCwQLi6CskkerOClta2y0QsfmtjGQawskLYbCIPH8FCoOZmDO2j1UKEAXpuBuo1RCKFUCGq0zYTvlao2Rk6Fy9gjYziPvAQneefRd+4/vbnoucZk/+JcdTcLAKBc/wUluchEgl0o0aYiN9WFOm87/2wvoZ39TLCcbCGRmm/+D3YrCDz5jduHzqCs//QLqeCd1qqUqa9uEDz7POEK0tYY3twDhxA9ho6QVtDwnEYDEJKxteebzd9Bu0OJ5Oxtz94VJ0Xv0dw+QL28VO4h4/i7D9IWClj75kkMbmf8P4HaH79f5gFT6WyjSSm02YnprROqtXk8LXLKMsm29PL7MOPUZ3Yx4FnvkWiXrvp8/ZRZ1/Yavh0GCByeeMYEprzwk5l0OkM4fk3zZuKxyMxaQhTF7cXvq0IQb5d8/j9qlqFXAPVaeNPX8EaGUWk0rS/+zT+7LQJOpECdWPeiBQjMSIjY9gjY4QqQF++aND/t3v924lpu3PDnn3Q9ghuXEcHAeR7kKPjxgc6lSFYWYaVxd0LCCHBcc2C+V7dq79D9a76aKytrZHP53F+jDF16XSaf/Nv/s2P7fVvV6pRRzfqyN7CLdYlwcINwtkZrH37jDBrR4U35vGnLqFq48ROP3DTMRuojRJb/ofRZCcc1yjDnQgZCwJa3/4memMdkc2jy2X8G3NQKBDcuG5iSPsKyEQC5/AR/Pk54zPpd0xzkU6bi3+zwVZUrWNjDQxCJmfiOVvNyDrIRqZMvrsUAjVgxAR4kfK4O9bbIbd3U0KahDHXhbXVraQa4bhYxSIylUbVTPMf1OuIxRvGhqyvn3B2mlUE5/flyeayPPxQkVgijmfbqE50HNvGKhSgt4AurzPXCWlkchzMpIgXB4ywZLNMMZEmE4+RtSIT9WTSmOa3WmaCchy0F8D4Hpi+SgLN4TdewunrQ/QXCG7MGQRWSpSQWIUiyvNQUhJcvkjw6kvGLL8VefQmkwa5a9bRHY+wXEI7LrEHzhBOX0UtLyJ7+lhotVkWFul6g/TSwrbVkBvfci4IXnyBcGBoO4Y4FiN47WWC1ZXIls2IZnQ8gV5dNvfFE5Gwppv+04SFedPsKx2dg8a6TNfreOtrpmEIu9ZGFgSKPeur9KRzZLvqbinNoiSVMp+f1zFc4DAwvOsuYnQnVNT3oNlETU/j2Ray0TDem6+8GNlaKdOwxlxjASYl1Bso1wHbBa+DqlQI61VUd+fg+1SwvoLV22vsw2zjHiHqNayeHkQmb5wvgpvQxFoV/6XnkZZtkq1SKWN39sYr5jgjY1iJJGF8zlgv7RBLvZNSrSadl1+gdeUy/uIiuI6JHS5v0EDQ3LOPnCU5FXcYsSRzm03qmJjZ/1FtUdGKx1K3j5jcWbpaQTca6M0KMp0hduahXX+XI6Nkn/gldBDivfEa7ZeeRyCxR0cQxQG8b38TqhUK5RJhJsfK2AkW+wZo+gHVoycJtOC+qfMUuoKqmxu6eBKxbz8sLhnLPa1RgOx6/0ppfo9BuHuBfDNN4W7LtkErdKVGqDTBygokNvHOvQ6bFYJKBQpFcy6nMwYNjsWwJvaYiOhQoS3nnS3a3dh2498NcxESOm06b7yGdoz4TBaKuHsmDQXGduHiuW0XgphrxKmDwzgjozj3/c0Gcv421LsZBvCjPObfl7qrBvall17i7Nmz/It/8S923f/FL36Rz372s5TLZWKxGL/yK7/Cv//3//6eRQfGXcC/8BZqo4Rz7Dj26O44N7Wxbsz1e/LGtmVHyWI/Vq2KNbDbNgfA6h+AU/cjU+lbkBqZyxM7895t26wwMErifC+q3UbU6wTTU6i1NcNvXF8jDELwPCzHjYQVNbS0sSb24B4+SuvJvzR8Lcs2291Do9hHjhL29eFfOI9GI7RCS4k/P4f2I1FYp2UaOsc14Qb12t35HSaTO6yOoorHsfv7sUbGCcobhNNXQFrYgyP0fuSjtHoL1L7yJwQXDe9Ou4bbax8YIAh9UtemyLlxcvkeyKUJpCRYmEdtlrGyeZPUdfwklhuj+uIGc5k07eFRhibGSS5cp1re4PzAGHFbciadwJYSVewn/uD7CEqr+DPTiHgCmTaG6yKdwfcD1OoSMh5H9BYNmljdjCZbgV5ZRPXksI4cw47F8L77tEFyNZDrMejxwBDK98wCIBYzjVujYRqmXA8SEPk8E1MXses1BlVo0PKNkgGVT91v5vXzb6LbLfTygvluEknsvfsMSunGjJ1KPXIY0JjvrOvucHMDsNMSSUd+wlKa885rRyEXoTkXbAtiMZxGjUJlhxuF54FomgQk3zNj6to7ya5rwNsgVlqbRZTvgTSUAqRtJnAhIZ1E9A+gVlcNmptKARH/MJk239PAAM7ICJ1cDywuvP3r9RVx+grY+/aji0XCRhP/3GsgLeTYOO7JU1AuEVyPkGevE6XQRbZn2QRWXy/B9Vn0+nrUoAlkoYB79DgimUKk7h4tE5aNCkL85WWzuLAyWHsmUTPXuOwkmG50GLItHk7FGLQtHm53eKET0gTWgL+odbA03JeIkX8bSoH78KNYoxPY43vuPBbHRTjgHj4CnTZhaRXZV8A9ctQ0fHUT6rF29ARXz7yP0LEZarc4NzhKLZEi3WxsN7BamS34TtssolpN1NRVZCaD1gp8H4kwC7wTp3GaDdoz0xBGC4iuqPMHbV6zOUOn8X1jTWdZ6HoN7+XnzfnVam4Js5zxCaxCP7rTovPsU9BsEL74vYhKou/s07qzevugtwjlddMEC2HOIydmrgn12tb5qaSFry6D7xuGTVfEbEnTcFsWtlJY8QT3puMfvlKp1I97CPdqR1mff7t4rZvq137t17hw4QKf/OQnt+777ne/y8/+7M9SKBT4xV/8RbLZLF/60pfYs2cPp06d+lGM+V2v5i28q3evhBCoygb4AdbgMPKmH4BIpxHZHNbwKMLZrfCVyST2yOiWbY3udAy3LxZD2DYymzMcwR0Vi8VolzcIV1cRsZgRbgyNYCXT2HsnkfkeVLmEWl2BUCELBfA6hPOz6E4HmUxiDY2AG0dJgeXGiD30vi2vU6U0lNZRi/PoZhOrt9dEZPYVTHpYq0l46QJ6ZTlSj4eANvysfI+hIXRpADdfzIUwHpB6Z/yhZdBWP9jmvPX1muNmMljxOLrVwhrfQ+LMGexWi06tRjA7i1peMEiMZaFLa4TlDUimcdfXGayVGRgYwE4kCaavEK4sI0JjySRtGxmPonrn55CVCulMmvH+frynnmTl3BtciKfwgT0jIziWJJiZJpieQm9WsEcncA4cxurJYw+PmEz3G9fB93COHsM5eT/htSl0s4lyIlsz3wNp40zuxzp2zERYNhqQiGMfO4F78hSWZRPMXjOToe0gEglkXwEr34OQknB9ndLCPFc7HrlqlbxWkReqsVly9x8gvHEdXa2axrTdMsh6q4lCoBsNRG8B2ZM3jZXvR9zTCP3Z2dQ57q1uFMKEOiAt87dWK3qMNOeAiDxZHccIVcyTIouwxHaKmudtNfZY9h2Q19vMxt2dCK3BsRFjEyb8Y3QCa2KScH42Qv/Flm8vaJMSVangLyyYxqpef1ueoPP+x4h/8MPQaOK/+Rre2e+hNkpYvb1oBMFLL0A2h+jrMSKudts4Z4ztQagAvbJmooa7QRIAroscGiV2+j0Gfb3LbiNsNqh+7auo554yDbO0EGOjJD/0UUQySam3yJSwaWnNoGORlpIR1wYEi36IB3jANS9kutPBDwMGbAv7NuiQjCew+gcQse9PORDxBNboKPbeA9jDI1i5PMIP0Fph7T+E9egHmIolmdmoEKuUKVbLpNfXOHLtEsnu994/EKX8Ya4PKjT0i5ExVKMGnQ6qXkOtr6I3NrAsSagMB9aglz8k51Np8DoIxzFCsMlJk7DVaCCkNJQUFSIKBazxveilG8b/d3nZnP++t9tm8O1qYi/uIx/AzmbRGxvG5zaVRmSyJqwknUJ7nrn+WRZydAIRBISVDfM7aXfM7yuTBcyiUcZiiCh1rOvr+3epksl7bgp/X+uuENiXX36Z3/iN39h13xe+8AUcx+GZZ57ZUvt/6lOf4gtf+AK/8Au/8O6N9G9xOUfui3hzt+aPy1Qa+Q7RFu/CW+jSmjFCvwnJ3Vnh3KxRH+/Zi3v8FLE3CQAAIABJREFUFCIMUaU1VKOGc/Q+sz19fRarr4j70KOwWUGk0sZ/NpFE9hXwl5cI/8sXCdbX8M69iezJ4z7yAYK/+gsjkhCCsFxCJJIGYbk+R1itIFKZKA0pMMip60Iqi8jnTeBCJ0II7Mh/VmOaIcdGDA4jR8cIz0aiLynZalRyWQhD5MgIEkGweAM1PYU9No6z/wDuyfsRQUDn0luE8SRydByxsmiU32urWzGVoq+IzueQqQzO2LhxL5ibMSlVhQJWvg/hOlj9A6YpKRQZvXEdceUCsX376VyfoyksAgT2tat4l99CZTNYxcGtsepOh/DalAmQcF3TNLZa4Mbwr88TLCyiyyVjm9VqRg2pbXrKN1+HJ79hxhtPmoXEZhnd00vgRehrGEKziZyYQCQSJuFJCsKFOdbcJDf6Rwhsm6GleYjHTXzsRgnvqW8bZCafN3w+bweqOjeDTqbQnTbywOHIemzHSWXJbSRISkMt0cqMZeeWu4oWLLsWJ2pb+NcV7dl21ARHopJ2E9a8CMnytwM37thI3qEZCEKD2moNgUKFPqJexX3wIZyl/fiXL5om1bJMilwyGUWZBuhqBTE0ani3dyopUUtLeFcuEVy9Yvi2lQ1QGh2Lo6YuEy7MI3wPa3wPYRhsv6dOG932zHsFs01cLEIsAWFIOD1Fs9Mh9bM/f8tC93blz17Dv3gBeegI7f/4v+/+4+AQiY99wvCkJ/ZyTCk6bZ9Aa9LSnKcZy+K+uM3ldod69HU1gashXG0GfLtZ438tZnB/AC7uzhK2Y5TvUbn3vwf74CFkTy9py6KwvMI132Mm18PJVJJHZqaIb1aMw8jR+xBBiKrXzefYaUG+D9E/gC6tGcFbPGG4tp0O6A5et2G07Ntb/r3TsmzIZqK0OgtraBh7fAI5Nk4YKCwd8ZUrFUMpGR5Fzc/h37iBWFszftZWtKjrclItx5yfuzyshVnAxeM4xX6csXGCGzcQg4PYE3tw9h3Af+Usqtkw8beHj5nkrmyW5If/IeHMNP6Vi4Tr6+h4fJvyFU8i9x0idt8JtOfhnz+HHBrCPXEaVSoZnv0PgPTfq3v1N6XuqoFdWVnhwIEDu+77xje+wfvf//5dVlWf+MQn+NSnPvXujPDvQAkpjajghz2OJdFdEdTbPa63D6tSRnkenbMvYI2OmrSgeAKRzZtIx8uXCBdu0Hnm28QffhS7UNwVX6tK62DbyFgcVa/iv/4SKpYwzatlb/nCquUlk6DUakKzEcVshmaLu+OBG8MaHjZGBpsR51GILSN60imsyX2olVVEvs+ImCxpnp9IGKFGdROkwD50jNjDj6LWV1GhQpXWUaV1Yg+8l7BRJ7xyCTcMkcOjyFoN2VckLK1vo1xCouubJqwg5qPqNayREeyDhyCRRC0vgt9B2BJVKRNevYKyLEShCNIi7LShUSVpxxgordC/vgbXpwmAYGiI1D/7RYLVZYKZawgVmNefmzPxoFHjphbno3hczDa5EzO3bctkrHc629w3ISEeQ735Op1zbxhkpcsfDgKTaNbXQaJQlU2o1xhIeoTldfp7e7H7T6PbbcLSmhG+2BJRGMDu7cN/8/VbldjNhlFur67celJ1G0PYUlBbY3sglyd85ex2ChVEVr634xsKSCW30fRMBrJZmDPhHCRS282djkRbmYzx/g3Dd0Y96ebBex566QZ0OoS2jW/ZxrfW9834lNpWhztuJBJLwN69sLxw5+MLQbh4A/WXX0PXNo0XlQB8H//GPO7wCHr/QWRkGL+FCscSpnGu7LCS0wrr2EmcTJrO66+iKw3CuRk6zz9L/PEP7Wr6bletv/wa6vqsWfDcVMl//E9wR0a3bttScibhomEruMDXmhk/JG7dPgBkDfjsWo1/no9z+F24fnVLxBMmKCGq96RT2KUSpXgcr38cMTQAVy9DbRO9vAhIs3sT+OAHSDQi8ND1OjKXQ07uR83PES4vQattaAXJFMTVna37vl8lEiYetlA0/OZUCjkwhG7UCd56Ex2EEbo/itg7iet7Rs/QbqFd15xn1ZoZczaHKBbRGxvb18ZkajtWut0yFKFcHnvPJGFpHf/s90Br3Pc/hnvoiOG3N2roWAJRrxFqheW6SATWqffgHDiEPztL53tPo9bXo7TElgkw2LOXsFxGlTeQ2Rzh4gL+hXPIviLuA+/dQvtVvQZa7wqquFe7q/YO+PF3W5Zl3UORf8C6qwY2l8tRrW771l2+fJmNjQ0effTRXY/LZrM/0m35v6/lHL3PKKvTmbd9nD04hDUwiHf2ecLVFUP0f+AhVHkDXVrHvu8Ezvoq4ewMyvfpvPg9hGXhPvZB7J4+E0U6fRmrpw/rxEmseIrw4nlorGOakHSEIvhmFb//IEJpwvU1KK1CaJsm1Pch5iKzeXSjiS4UjSdns4XIZiLRV9LwautVdLOBLBbNlmF5A/qKWBN7CV95EWwL+/CRLWRW9Pcj6ybyNJydIdwso65No8IA6fvI/QeMgKVaifxWFRSKpiFPBshEElXZwH/tVXBs1I15Y7ofTxqkZXQckc0hmk3jc9puE1y+CPEEA6sr9NQq2P7OhkqajPP561BaM1nup95DWFoz443F0Y2aaeptaRBo2wEL5NgY1ugE/gvPGTS2GyTRacPiDk/cwL9NoyGMCX+zAVKS23eAfR/5aRrVCqpUovXsd0zUbCaDTiSigAlpGsNuDHBXdPl21kdOtGhRGnp6sPYdQFgWwfXrpmmUlvnOw3Br8qfdMouPnSEVlm1iP9dWDULfjGgGloUcGTE8vquXzWfQ22eaTCm3xyZv32xtVTxhXr8eqcADQ4MINkoGbcpkt6NjhcROpeGhRwhvzCNcB/XGa7cXGXZdHrQ2qW5ehBa7EYrs+zBzFW95CTIZxMQeRE8Bbsyb53vtW8VIvk/49LcJU6lt+6MwwLt8Eef4KeyBmx1od5csFFFzM7d+BI9/CGdi7y33CyF2ES8sICUE9fDOn2cA/EGlza/mJRMxZ6v5fTcrn07z2LGjbIQKPwxJvXKOoLuLUyoZVBFACmM1l80aXnsYGoeQzQrh9Vmz2zA6iq6UzXnk3+738g7KjWEdP4UzNoGqVc3We6eD3txEx2OQSiAaLSOWtcwU6l88j/f6q4DAHh5Bb24SNmqgbZwjR3EOHaX5lf9uFqlhgFUcQA6PGh50pYzo7SN2/AT2oSP416bNeaxCwrU1wnKJ2KOPo70OanUFf2YaS2tkbwFyOdRGiXBxAZnJIEfGUEFozjel8Z57Bu/yBdL/7FPEHnofWDZqfRUR7fxtNa/NJt5rr4DWiFwejcad2GuoY/fqXv0NrbtqYE+fPs0Xv/hFPvaxjwHwx3/8xwghbomSnZqaYmjoVuHRvbp96dCIXFSljEwkEYnbK4GF7SAy78zhQQiBc+AwstCPPTRsEKKL56HTxjn9AMl/+HE6b75GOHuNcP664XjlerA+8BPoZgPhxlHSQr/8EmF/P84jj6FLq6iOh462YGVfAffAYdDgvfwCwrZReybRlbIRGsQSRhSEwN5/ACedxrt4Hr20gDUwhEITzlyD2dnIYzaJ2pBme00ppOeZCz4CEin8l8/i+x6yt4CVTKJHxsx2/coysiePPHAQq1ol6HTw33wd3WigpAU9EfdWSOzJ/cafdPoKtNsor7PNj5UW1vg4ztgerNExZL4H76034cpF4yH76tktFNDd2ez19JnJaGXJTBxaG0PxqSumWcrmcMbG8ZcW0ZUZUA4UB2Fj3aTxVCoGye7G2nZL3UYwtbM67W1xVDIFjTrh7DSbX/+KEY3VaqZ5RZjGeGUZbS3hp9KG56kjbmsqffvwCBm5CgCkMshiPwQ+IpNBzV9Hr69uo/FbVBBMc442z+8fNMhj1wDf94w368oqbJYiQ3nTACthQbVr3q9NXPHK8u5AjZu5r5Zt/t7lOYroc9LKoKMRAiqsiMPrdyLEG0jECcplc0TfQ22Wb/85DA2bZruyYf4ffb9b/OK+IlhrBjlv1GCzbDjPPX3meGF4ZyqEVkYk160wRC8tEi5c/74NbPLjn6A9MIT3lf+2dV/8n/9LCsdPUb8pkfBOteoH3Pg+PV4H+L83m/yTXJJh1yb1I1JN91oS5XVora5uo/0ATgyRSqLXS4aDH/ioStn8fpeXkbmsSdTK5rEmJlGNc6iVJYP0302l0+YclpJwo4Q9sRfn2AlEMon30lnCWonw3Jz5jdsO1uAgzoFDWD29IKThqSYSWMOjhHMzhLVNZCyOc/oM4bnXzS6VZUEuj334CPbIONRrKEviPPg+nD2Txsrwxhz20fuwBwYJ5mYJpq8Se/hRo0/I92CPTxCsriCzOYLzbxJMXUGrEHvvPpOUtrpsbA9t21yvljzaz3yH1Mc/gRDCNM/Z/PbClWhxIy2C5UX8b/0FhAr1ngeJ/9Q/QGbeHjC5V/fqx1V31cB+7nOf4wMf+ACHDh2iv7+f5557jg9/+MM88MBui6cvf/nLPPTQQ3c4yr3qlg5D/OkrqJVlRDZnLKfyeeyRcYQQJpt8x2ShqlVDyk++MyWk7O3d8n/UQYDIZqHtGkK/lEgh8Wt1SBkldlfQItIZRCKJaNYJF+bh+iwohT2+B714A6unF+fYCazxPQghCBcXzKRu2ybTvbSO6OnFOnIfWmtk4KPqVaxsjvgDD6GqFayxMTrf+da2WbvrmkZAmOZAZnNYh48iHRv8DnJ4FF1aN5Ggw8MI2zXG5lpDOo01Mk5sch+5XJ71l8/iXblkmtIgQAShQX4tC7WxjkwkiZ0+Y8Q7aLyXXkTW68ijk8QefQxrx+erO22DOOZyRixS29HgWBb0D0Xb/wZ1pdC/bcZer5rPZHAY+/QZvOv/PeKwKoNANmqGfuF5Jvpx15cnTeNdWt99381NrArNffWGsaxqNvGlhU4mEFbkcYuGjfJ2eESzsc1FjsfM4sF2dyOwrmveS61qHh8GqMA34rFOB72xbsaeTRp6zGYUzel1tptAIY3BfF8/tK9voefhuTcjLu0OjqsK4cJNKU4Li7tpCLHYrYIuwZb3LmD+3/13t3+JmkLdjTgWwjQqpdI21SDfY9DZ21FrragRb+1IR1IhNDzwOjh7JpGn3kPnuad3JyuVS7c52DuodovQ+/7CI2FZxI7dh0gm0bUaseMnsXr7brHqu1PVlWZN61veciS523X/moZv1lqMuQ6PpGL02j8cL/ZOJVwX6+AhtG0RnH8TWi1ksZ/YB3+KznefNlz+zU1z7kWLH1VvIFMpRCJJeG0a3W6ZxYsVLV43N3dzTm8u2zFov+tGv9kYLC7QWV4k2HcQ4nHC+Tnj59z1kZUSHYsRbpRMHPD+g9gTexHpNDoICJcWEFqj63X8s88jDx3BXlqAXI74Aw9jjYyiVlewCgWsib1Yg4N4L79okvhaTVS5hPXIB4wYL59Hra2aa0lfASwbK52FeBxdr6O8DiKZwh4bRyQSeCISRroxc03SAlWtEs7PmVTAWOwWAZ5IJLD3TuJvrG6l52mtdp1LKgiQ7/Dculf36q+j7sqFYHR0lJ/4iZ9gaWkJgH/6T/8pv/u7v4u7Ix97dXWVr33ta/zSL/0S+/bte9cH/KOov266g47M/4PZa3gvvUhYWkMk0wghEVLgTU8RXLqALBSwsjnAGJR7r7+CWl1FxBMEy4sIxC1obSwWw4u2QHXHJHAZQUuAcFzsyf1bGdja91Ari/gDw8RP3g/1qkGB02nU0iLYNqrZNALyeNwop70O9oHDOHv3bV3cRCqNHBzCntxHeH0OvVlGFPqJn3kImUzhX58jvD5LcOEtgtlpZF8f7qGjiFweke81MaaWgz04iDOxF6ungMznkT29xO5/EPfocdxDR8wk5HuGz1veMKlXXscovStlYxe2tIDnBzgPPow1OIyVyaAbdaxi0dj+hGFkhWMbYUZxAGFJrIEhnKP3IXxjuN9dOOhqFSEE9qkHcI7ch3dtytAbIGqeU4jePhOA0GptbSkSmOPI8T0kP/RhgsuXDLe0GsUrd71z71RdP99uJ+G6UQraTUk6uR7TlDXqBllMJkg/+hgqmcY9cAjR00s4dXnLb5ZEyjRhYWga77TxktSJ5LaYpJve4xlbKsLAvLfyBjSbWGNjRpC30581iDxbd4pm7Iiv3WxE5vIJ03j4UfhFLm9e42aubDK17X0p5fYxb+ef2d0qvrm6CUXdSqUiJwVtFkn/P3tvHmNZdpX5/vY+0x3i3pjHjIwhI+eqrMzKml0uTxhsY5pnmnqY91o8aIMQEghLiG7pdSN1m0mgR7eE4EkInoRphFG76TamDWYoQ9ku15Q1ZeU8RmTGPE93PMPe7491bkRkRGRWZQ3GbdeSUhkRdzr3TPtba33r+4rNkmg0EoKsDNGwvrozSVhbk6qW66at3cZ2WfB8sQ0+/YokMW9HZ3Rj2zXGcwiOnbitGkHdWKaWlkjOnSFjDZmH35cmobfeA+4UrhIawdl6zNY9mwcad/TUj48AqFq4GifcrEfs9RwSlBTe3watwKbn2sa9RKfX4v5DJOUyplbF2TuAP3JQlA8yWVRzM3rPXtzjJ3HaO7ErS3K9eC5meRFbq8k5k8kJ9aVU2jwuSglg3XqMjZHrZ21VOhXlknzpOMZGIXZ+blPybguVxQ7tkz9dPE8yPYVuasJpacWUy0QvPic63WEEpXXczm6C971fujvdPSSz0yQTNwV0FguEzz9HMnkT5XnYXB7vvvvxh0dEbztJiE6/gllcQHd1k4xdJ754ToxW2jowK8vE01PiABfWwfUI9g7AgcPoXB7d04vT0koyP0cyM4VqaxcQu+W4JQvzVL/2d5I0JAl0dBA88jjWWuKJm5S+8F+of+3vxOgm30SyvITO596S2cY7Hd9O/uibua7uNrTW/6za+f8rx12nU+9///t3cF63RldXF1/+8pff1kZ9N4cpl4Qr5TjYRps3CrErS6iOLpJKlfjcGVhbwVQqqB/7V5jZaVTgkyzMi/f4jeuY+VlUsYXg0ffhdvcKn2lbVh3PTBGfPY1qbQcFdmUF//j9wkEEnI4u5g/dy4WmZtqamjh2cxRdLoEf4B6+B9cago98P3Z6mmj0OtHZ0yKXNTC08Vm2VsWsrMgNcmUZlcSoIIOKI+IrF3HvvY/gwYcJL10guXIJs7ZKfOkCycgB3N49KKWw5RK2LBO2uqcPr6+f+uuvYuZmiSdu4jXsc11XVBKaWyGbQzcVRUD8xqgM/GiNWV+nqhQLxtI+tI/mgQF0bx9Yi9PWRnxjTCZyX38V3d6O09qOt/8QAOGZ1zAz0zgHDuEN7ZOPPHgYZ0j4hOHF87dagwLMTGMTk5oYrAlPsrMLmINiC/79DxGeP0t09nVZRNs6BCSlVY6N0FrEzxsAVylsobipo9o/gNPeKe5mDXtfEOC4tgZYyGZQQyO43b3Y118jcbS0ChtAM0mHmLTelKyq1zCr60CqKFBs3uTG1muSNDhbbhPVCsn5cwLmGq1xz9t9wCqOb22Ph+GG4Qael+5Ltcn5bUSxKBWxq1chuQMvF3aX8goC+T+KNy05G3zIxvFbWrzVrrO5Wfi48ibsKMVam1ripoYM1WoqbA9cu5xSFVzZj28nlAKtsHOzwne/jRrB6OWLnK3GdAdZHlbJrWB9W0TWcrUeU7eWA8EmBcBRiiHf3bHFNQTYamSBaAG6Xc2yMawbGEss/2W1yoDrMBS4PJz1cd8CiLX1OuGrL2GTBD/VtAYBsSoIyP+LHyE88yrx6HUqX/4LdCaD/74PYOZnscvLuD096KF9AgYXF0S2z6a8ap3qEK9tS0js9try7TbOprxvL00ODbS3yPUxPyu0lHpIsrxMPDYqsl5t7bB3UKyCB4YglxeVhGpF1OWaWzEry9Sf/QamXIJ6XdrzjotZWcImBv++E5J49+8V8HhjFLO4CJkMKpcnmZ8Tc5soRl29gvJ94vGb2KlxkrkZ9D33oYIMTrGIcTTGcXCP3otTbKbyP7+EXVygfva0FAbuO4H2PFQmi1lfI75+dVNRZHmZ6lf/J8px5V4xPQUmIbx4DpSS6nK1siHzaOKYZPQaqlhEt3dSee1V4qf+Fha2DIQ++a9oefSxuz5P3ot3J775zW/yUz/1U1y7du2fe1PecrzlfsC+ffv40pe+tKtN69mzZ/nhH/5hrl+//rY27rsxbBgK6X5pkWR2GhaXwCaElRKq0CyLfL0KcYyZGqf0p/8fqlTCGTmILhZhbhab2mTa9RLhM18n7u7B7evH3+bWpQtFdGs7qrMTwhBjDCqzma2qbJZw5AA3SnUmHYfee+9nj6NwmgoCphrR3Iq1VmSGOrtQ+bw4v1QrMmQwcVNutrMzaN9DHzyMmZoknptFzc7i7RvB23+A8Mpl4ssX0F6AqdUwF84RjV6ToYJmoU6E514nuTmKO3IIKmWi0atSdW1pIzpzGlsuodo7CY6dIJmZgp5eMgcOiQtXLoc/cZPJ1XUuRob+esTDuQAdZIivXIRqFe/QEerPPYOplHGH9t3KA9NCM1CpyoNZWSa6cgnd1Y1ZXKD+9FNyg8/kNqflYXORjEIopS39WGgBta98aUOoHpNKKhWK0NMs71WuSEVSa6meNKb3Fan+ZFoNLZextYpUj/r7Ie2CSEvTSvUwtYYtv/ISycIsyeS4TEQnCRsGA4GHM3wEs76KnZ1NXcPWhEIQR7C6vElV0DqdoA8EGMSxvE9li7e75wlH9OplAYmuxwZAiONtagQpV7WpIANfq6u7XyTr62mlK5XjCgLxuY/foPqhNAwMkG1tpzo7A2sr6TbbTVpHI7aCV60lUajX0k3fAnAaPMJG1Gqbw2pJwi1aY6775q2Rdws/A81FVGLQnd3g716Viceu4z71VfLd/RT7+/FPPoC6TQXHWMvL1ZDXaxFNWtPhajylmIwSYmsZDyO29wGaEPZFkv7vKzic81mOEuq1iKqFkjXMGUVzHDMVabpcl0zKW02sxXkTgNYmiXSB6iHlr/8DyYVLkMsRfPyHyPTtER3rYgs6kyMxVuyrjcHp6cOg0YUiKpPB6e4lGRuV4/1mKuBxvDNpCtJ2u0oNAEwi59z8DKJVrCGK8U6cJJ6awC4vYVeWiJcXYWEOqx1qF84JvXrvAMGHP4qyVlQrFuaxlbJUSq9eJnz5FDguwf0P4ezZi/J8gseewJZKeAcPbQxO2XpdOlqldbzjJ3F6+whPv4KNItH5rtewjotdmpdzUSloakJncyRry4SXLqbKDXXUAw8JkK5XYWKc+noJMzeL29OLf/IhTL0u3QXS5LVWg9oMNptDDw/D8Ah2fU148EEG5WiSG6OYhXmCBx4mHr1G+I1/xFgrQ7OXLuzc71/5H/AegH3T8VM/9VN84QtfuKXDff78eQYGbi+heTfxxBNP/C8NXuFtANixsTHqu3k2Iy358fHxt7xR39XhuCjtyM1kdXWzwrSygt0AGTm5gUQRTE6kmfg1VEeHDOVoLaCoUiaplrGuh9MtLl4mrGONkVZcWzv60cdRWgv/L0l2LHR9Vy8xbBRhVw9eeyva2X3h8Q4dEdpAJoONY8KzAjQpNKNyeczMlMhF+R7U6sJP1Q7Kmg3h8+TGmPDU1taI/ukfcNo6sXMz2LCG096JKZeJL54XKZeWdpz9B0lefI5wbh53cFAWvEqFZOImSaFIPHZdgO+j75MBNyBenKd5fpGO1na6mlKwbpINQX6lNTqXQw0O4R44eAvH2D10BGdgEFOrkUxNktSqxNNTqLkZ4tFR0V7cTcKsXruVm1lak4W0YQG7NbSWam2+STzR4y2V2Ia8WJxub9q2VkGAMzCEWZyD2IBypBKkAKwMy7W2SZV9YoIomcS2t6MTI+3UTCBgs16D1VWS9XUyjz5B7St/Ka9XWgBpjU3gqrXYYpIO1SWJPE+rDRks1daBKhYxa6ub227T1zeA33ZAkU3P7e0AcmuVLK1OEaTDYLm8gN7JiTuL0jsaEkO8tpq+PpNSFt4A+BoDs9M7qQOOI9zY9TV5H5vaId+O+tEA/HeihtwpwhqUHbz3f4Dg5MPobcYmG5sbhnSWSrSsX6Bw37E7GgpYpCbc4mj6PId2x2E6ivlGpU7FgGeTHQA2ryBRUoHNKcmjLlVjDmRcHstrXAUrBkximI0NY+s1OhzNB/IBXy/XOF+LOeJpPt1WuKNqgc7l8I+fJLx0gfC/f3UjUaj/v/8ZfuhTZD/0UdyBIZzOLmhrI7l2BVur4o3sx/bvBdcTE5Mjh+HSeUm+dovtx0SlgNSkPze3CCWhrx93aJjwuWcEmC4tbZ4TWhwNozOnN4ZMaVAVUjc68/pr1C5dgO5eggceInP/gyLBpTXxlUskQQZn76DwZKtVrGaD9uEfvXfndvs+7vA+bKWM09GJ0hpv335xXFtewiYuKpMVa+RcHlpaic++DtksanVFriPPJ6lU4PRrqGwGu5QmlK4W58TEEE+OE73+qlAtfP9WFY5cDqscnKYsSTaHCuvofBPePfcSvfSCmOsAOpsT84bJ8c0u0vZ4+L25mLuNX/qlX+K3fuu33vH3jaLou4K2cFcAtlarUalUxGoSWFtbY2lpacdz/vIv/5K+vr7d3uJ7LhoKAw2gpLMZdG8PThSKg8v8fMohTIQXmW2SSkKSSPsqSNuz1Tp2Yipt6aa8QkhdaEpQaKL27DeoT0/D0DDBg49IKy79XNUAJdvCS2LeNz9HbXWJzAvz1IoF/Acexdkmn6K0tKPqzz2DjSNp/ddqqKYiutCELRVwh/bhtHcQzU7DzVFwfVRLG05rG+Glc0SXL6CbmzErqyKblcuhAx/lOOiWFlRri2gQ1mqoJMHbsxczsoiZmUIVigSPf4D42hVob0N1dqLrNXRzy0aLWzkOmeH9dLsevS0FtC9/d/bsRTcVpR3rebj7DggVYZuIt3Jd8DziV1/GrC6jW9rQHZ2MDIC5AAAgAElEQVQkk+OY+VlZyc0btLRV2hJHqqilIMNKoZmO5SUySgnAL1eg4dLTiIZsUCYrxz1MFQY8D9XXh3viAaJvfR1WVlCugz54GLd/L042S7K+Rvji85KkYLEKcQVq64KpCcyNdRFVz+ZF5mxthfDc6zJE1nDbSp3AyGakmqs1yhhUPodqb5dhPkdL9blaBiMDN2ZtLVUKSCulDdB6u0pY47zdGtnspkpBI7SGoX0C8qsVmJvdojSgN9ULNk7kVM5qdpqowVP0/bRydudDBuwut5QkQjUwZpNT2/heDbexrd8zE6S2uNuqe3cTlTLx1StknvjIbZ/iDY/Av/gRstks/r79t26ytVS3yGI5SnEi43HId2l1NFopfKWJDRhjaNOKJiyNEUIFrFloUYrYWhIL6xZKJAwmWvIUpfhYPsOVMOJctc6ysVwII5aThOnYsAyciQyPRzEDt6kiN0IXm/GGhqk1zp006v/wt9RPvyIb1Nop97ypceLJCap/99cCzqJYEqXmFuEfbw/XRR05hl1bhRtpNzCbhUIztLSiqmVsYsTeWUF847qYU1RS+9Ygta9NdY+JI0lmomiz2nnwXkngxm+KbFwscmr12WnM+hq5939QhmYLMnTl7h0g98lPEd0Yxe3fu+s+MekQpM434ezZSzx2nfjaZdyRg+jmFmn9t7RiKqKyEp9/HYXFrqyINna1gk1iGeIqFlPJtxinq5d4fh5iheofwvvID6DCkOjsaaEPlNZu3RDXhTjCTtwkzmQh8DFxglldRgUZTJKQ3BzDJjFOWwf+Bz9C7Wt/l1rdbuXCexR+/f/BeW8A7F2LsbExhoeH+aM/+iM+97nPUa/X+Zmf+Rl+/dd/Ha01n//85/mDP/gDnnjiCT7/+c/z5JNP8ulPf5of//EfZ2ZmBoChoSF+/ud/nj//8z/n0qVLfN/3fR9/8id/wr/9t/+WL37xi/T09PCnf/qnPPzww4Dgv3/zb/4Nf/3Xf00cxzz55JP8zu/8Dpl3UDP6jeKuzqjf/u3f5ld/9VcBkd342Mc+dtvn3sVs2Hdt2FqV8MxpcLQ4Ynk+yvPxTzyIHt6P+atVksV0kt42nKfsZqs2l8MZ3idOV6USqqMTu7ggE+xbY36O2pf/AqIEZRK4OYpdXyPz+Ad2WM1uD//oMZy5WdS3vkF8/Qo2l0cHWfTjH9wxQBJfPE/4wrNicHDgMM7R+6BWofbCc7IwPvgw/kOPwUsvUp+4gc7mcYaGKf/9X5NcugjWYgpNwjD0A+zaKkk9RAHhmdO4UUz2f3sSwhB3YBAVBAT3P4BZ2YfKNxG++hLx/BxqfpZobR3//gdvMV8AyIzsJ2hr31Q3QICtStUY4slx4ovnUe0dBCceuPV4JYnYQxaaYGUZMzeL9T0RpPd8yJmdregdB91CWxu6pwc8n6vFNma0w4FrlxiZuAGV8M4Vulo1laPyRdbHGGxpnfrf/CV2dVUAUjZH5uFHxT0MqD79FLYhi5XNQN1ix8ZE8qyhV6oc/AceIXzmn0QiZ3kxBdpsVqjidAirXSajVbWKzQSYpaVN4Ol4kjD4LiabkwXdpmr+ri+PxXHq1GV3ap/uFtvBK0iyMHotdVeym9sKWyxn67eqGLS0yf5rANgwFEpDY3An35Tye+9i0KqxEFubDnrlZGEvr996Lvh+OiCm3jp4bUTaer5dKM/Dv+fYzk21ltO1iLlwjX6bcCTwcJQipzW5LbtPK8hpRYhmySRESLU1rS+zDnjGEgEVBT2uxteaCMsrtYScgj7P4blyHaUs3RomYlg1hr60couC5yohPZ6L/wZ0Aqezm8L//TnW//zzcP6c/DGOBBQC3Lx5+xdH4ebxViqVc3PlGLW04ff2YgcGCWs1SGK8938IFudQ2RzeAw+jjMGWS4QvvUg0dUmSJT+9/jIBFAcFHDe6AlvDC8h+6KOEp18hWl5Kh2UT6aqVS0TffJpqtUbwA5+Qz3KcdEitR4azdglTqRC++By2UsF/7Al0NksyfgNbraA7unC6ugFwBwY3XmP3jWDWVomuXCK+KaYgmVyWyA+Ix29g5+awff14Bw8TXzgjg6+XzlHLZvEPHMTEMcp1pJJrjADfBvWoUpHrRgGldaEvTE8R3xwjmbhBMjNDUi6jjcEZGibz0CNE2RxqYJD8hz56x+P+Xrxx/OEf/iF/+Id/yN69e/nsZz/LZz7zmTs+/6tf/Srnz59nbm6O7//+7+fAgQMbplIvvfQSP/qjP8rU1BRxHPPCCy/seP0Xv/hFvvKVr5DP53n88cd59NFH+U//6T/xB3/wB3zuc5/jF37hF3jxxRcBcVwtFAqcP38eYwyf/vSn+bVf+zV+4zd+453fEbeJuwKwn/rUpxgaGsJay2c+8xl+5Vd+ZYfSgO/7HDlyhBMnTryjG/q/YthaTbJ/x8HW6yjPxxpD9emvSQVsZUVumA3e1cDw5gLr+zIFOzeLc/x+GL8pGfnRe6k//TWhIDR4T5pUIN/Fae0Q+cvVFRkCeQMAq4IA3dMrnM4wxPg+Nm1d2nTxblRx47kZaeNbi3n5BeJAKgqsLGNch3hmGvvyi5jxMXRHJ8EDjxCP3yQ5f1Zu/vkctlKFeg2dy4scjrFYrbG1CmZuBueDH0Fv5aW6Lk5HZ/qLxly/IvqP8/N4h++R7Ywi4qlJbC5H4u9su9p6HaMVjuezqSW6c1GNb4wRXzwncjHt7dhKlejiOZm+L7aIi9QbAVjPQzUVcDI53P0H6TGW+vwczVEo1cD6tnJgo1rb0iYVkIb4vhegWlpxMllMHGGmp9PWe4ydn6P291+l3tqK09GFOzBMcnwFMzEuNI56DRJfhj98XyTRikXQoAoFoRUsL2/hubrg2A3lBHf/AbIf/ii1y5dJvvk0tlxK5XjshmECtgqXV1LN1RQQrq9KZTKXRw8OyfG9Mbazha/fhD99HG7hvCrZvkYFtF7bpCmQVmKTRIBwa0u62KY1RWtFI/TgIWxTAXv6lTQJyErbtbS+AaBjx2F07zDKWIYnRnFuqSK5QknIZEQPdmubVTvyGKTX7Zsp+W6LpiYBwG2tZP7lj6HfQhXDAmvGMBYmrGLpdh06d5G7anU0va4mChNeiu2uY2d5oNXTFLXiWMZnPooZi2JKiUU7cKoSci5KUEAzAn4TYNHCiAsXYjhfi/hkk8F/E5JbTiZDy7/+OWytSnTtCvVzZ0nOn0kVAe6QcORy0N2Lam1DZzI4QUAmm6MyPYUqNkOxGTs7jTc8LPeSVun0EEU4foAuFLCFImF3D1w4L3rRcQKBhSYHZ3ifOPCtr8kxLzSDm1rVZgLC114hOvVsym1vEvrXZAq4yyXCc6cxgD+8D283msD2UBDfGCWZn4d8nuDhx3CG9kGtusmNjSOSqQmS9RLenn50S6vQxR58BGdwiOTqFfL7D7A2PYX91tehViO5cA5lzWZiVC6TPPdNqmdewzt2Au/+hwiffkruMZ3deINDJHPT2CjG6e3DrCxjlpeFkpAk1F5/DTM+IetXsSiOaMUW/GP3440clIrz93Asxgk3wohB36P9LUrO/eIv/iK/8zu/Q2trK9/85jd58sknaW5u5kd/9Edv+5r/+B//I4VCgUKhwGc/+1n+7M/+bAPAdnV18cu//MuiEX8b+sAv/MIvbHTPf/AHf5BTp07xQz/0Q4CoTv3Wb/0WxhgWFhb4q7/6K5aWliikOsG/8iu/wk/+5E9+5wLY48ePbwxtNQwMOjo63pUN+24IVWzGvec+Aa+ptmg8NUH4T3+/qVUJgLRcnWKRZG4WNryzFaZaxU5NY2+OkdwcQ7U04xw8TByGsvgWm3GOn8QBnOZmWh56hLVLF1BNRazW4sTV1pYuAmrXYQ/teejBfbC0iMrliefnMP/4D2JokM+TfeJDojc4Oyv0EWsEIKytEZfXIdeEzmaJX3uF+KUXIZdDtXVAnOC0dZB0dGKCDG6hgKnXUO0duJ1dRJfOC4aKI0wk1TLVmGpPw5RL4vjV3IKplmW/xTE2jmXxAszCHNHZ00Tra6wOj2AOHRHuIgLkZ06f5lJ7F73Dwxzq7YMkJr55g2js+obagI0irDWYep1k4gZxyj2WarcVwLS8tGPf7QjXw05PEi3MES/OM/T4B+mr1zBRbeekvuumblyOOGM1pK4APA+7ukJSraL7B2SwKUkEQHqeKD7MzWJXlnAHhwkeeZwwfBpTlscptqCKBbTriZpBVMdicXv6iK5cutUhy/eEXrC8BPUa8dXLlMZGZWimWpZWbKFZbH5N2im4rZyMBUdjpiZFf9f3ZbFXWgB8nL7+jQDs9vdsVFqDICV2Nmxht4CbWhVWFapYkIo0yILd3obu6hWJoDgWENo/iI5CsUxOo5RrYqJ7D9pauhdnKTT0bF1XKnLr66L4sH3bTXKr/qvnvzHvtrFtjQEhI5Jc/rH78XreGv2qQRfIWI0N6+TToaqqsVhrqVpLTmuyWvG+fAbfVnjxNpvZ78HBjM/pWp2nSnUWjWHdCkiNEmhWCS6SOzcpWE0fKwGjsQx/rQNfKdX4/qbMm17EVSaLf899+PfcB0C0uEA4fpPk4nnM+ppQeLr7cbu7yR44jGpuxi7Mk8zPEl26gF1cJPP4UfSDj2CDDLZcJlJKhlCXFrHlMs7eAaIL50jWXsLp68dMjqOtgXwGSqub51q5QnL1klTbIa2whpKMGwNrq0RnX9tUpMhkd4LthXni574BmQze4aO70ri2hs7m0O0dJMtLJKPXibI5/AcevkWPNZ6coP6tb8i94MSDBA8+LDqvC3PollaiOGbly/+DaGE25elaqJYxUYT3yGNEZ8/A3Jzcx8MQW6+hB45BZyfMzkGtQryyjGptR1XKWO1gZqXNTLUKszObSY/W6GyO7Cf+Bbq5FZVa4n6vx40w4mpNEtm3CmBPnjy58fOHPvQhfv7nf57/9t/+2x0B7NYBr8HBQSYnN22x+/v7byvL14ju7u6Nn3O53I7foygiDEPGxsZIkoS9ezdpMNbaWzqf3454y6SUn/zJn3wnt+O7MpTW2FqVZPSaVEyDDNW//5tt4DWNOCI5c1puntaA1QIsHAc7ekUWSGMIn/p7aMrDekmm8/1Oco8+jtOQ26lWBDDnjci1zEzj7D8k7SvXwT/+wI6hD1NaR2uF29GFLa+TXDpPnDoZuR0dmOMnMYsL8h0q6SRr0qA8KJEgyudhclxAheeifY/6qWdBu+jBITLD+6WdtbJCYg3JqecFBBebcY7dh1Mq4d13P2pL5akhd2UrVbx7jmHX1wTAuC7KdUlujOK2tkGuCVUoir5rHAtHF2nHRdevsTw1wbyfwYtiDmUDbBxjlpdQfgBD+0gW5onOvU6ytoYuFjEd3Zgb19JKTEZkk0prUm1ohOft1B9ttLXDEOoONgiIz5/FTE2I2sT2i7u9Y9MLPY5FLL9cEkDr+dKyi1dIVlelqlhLF8r+AdxCAWsM3tAIbk+POD8Fvgx8uS4MD+Nkc1jPE/mv5SWSl07J+4T1WxdaSzqxn3L7FhexJkkdq1zwHWm6e648OcjsfI9GdPXiDuwlvnYFW61tdAbkHE9VGBz9xpawtwuLtHbr0c6EQIuAuxNkN3VNW1tw9gyQjI9JKziKwHHwhofxBoep/MWfCw8dKJTXGZy8gQJyWyvtcZxel2+SevBmwGu+CXXoKG5zC9H5M5AmB3qbPufdRovj8NGmJtbWBUSOhjHXw5iKMcRAn+vwUNZHA8+Wb18pPhvBqahGDASI2UHj2TVAW8sBT7FmLLWEWwbBqkAO+fwLtYgWrfh48a1pdXrtHXjtHXDi5O2f1NsHhQLRjVHM+hrJyipq75B0H4KA4JH3idrBwjxmdY3aPz0lvPq2TnBd4Ww2bI4dRwYN29phakKOy9YIG/a0Vs5tW5LkrLUNp7ObZGKX4eUwlOLDm+SA+g88kvKopTsV3RxD1aq4+/aLDm4QoFvbIN+EkzpeRtevEp57XdYcC8nkTakmNyTuwhBz/gzq3uMyBJrNQFsHztAw8cw08Re/kGpTG1hdEbAPdz7nlYK9Q2Q/+jGc7vecN7fGYMr9HnwDDvjdhNZ6Y/7odnHz5k2OHTu28fOePXtuef07FQMDA7iuy9zc3C0qCd/uuCsA27CQfTOhlHpPDxaEBB+GYkQwNYEdu4O02BYNUGwiN0tdFV3DxgJaqwlHKRW0t9UK1hqiUZHDUNUq8eh1dLVKfP2qOLjk8zgd3QKG44h4ehIzP4d38DC6uQXl+aA0uqUF29EFi/Mk62uoWlUqc9ksuqcX3ddPEoYwPZlWv5Dq2uQEJpMRJy1rcQ4dxmtpp37qOWy5hKmU0M1t2GoFMzsl2X8cbQjw2zASrdp6nfrZ1/H2jciAUGktrSLPkKylIC6XgziRLD/IYsKQ+OI5qFUJ7rufwvAwa2FIUioRnXudePQa3dPTqHqd9pYCZPdja1V0bx/eAdF/NeUSZmVF6B6ZDO7gEMlVkd0ikxVA0hDjb8RW8Nq4Mbju5sBPEIiJgO9vAk/Xlec2gHChGacnTzJ+A10o4AyNYG6MkkSRVENDMW6gXk85lkZA5fIiqm8PblMBorroBeeb5HwIQ5J6FTU1ido7QPTis5t0gcbNz912U61UNquKDRmsBjh05FxTYShVbz/l5lbKqa7rNumo9TVMHMs5W0sTNdeXAbHGNiglILgxILM1PE/20+2sUMO6fN5uYKB/LzrXhKsUcU8vCgg+9kOY5QUxkXBcWaCVRimNzjWR+cjHqD31t7C6iuM47FuY2an1C28evN4pGsBfKdExdhxMGIqxQuCjevpwDx552x+jlEIrxdVayOv1iOkoARk8p6gVCnHVGrvDe2xR7yUVItsIC4wmECaWrVDd2fJ4gy1qgEQpZuOEqShhr+fQ8S64eNl6DcIQVa1SOX8GqmW8+x/c1Jb1fJzePViUJPBBFluvEo1eQxebMWsrogrTVMC955h0IraDUddNk6RURi01VgFgdpakUofKOruF3SpL+EbfpVYVa9f2dvwj9xK+egq7vo5ubcfpzeL29OF8uBX8YNNwpV4jGbsu+6B3jxjE1KbkDRvXWK0mhhtxeq3narj7DmBGR2X/WWTY0/dlLdpNRaQRjov3I/872YceRX8HmBl8p0W767zlymsjvvjFL/KJT3yCfD7Ps88+y+///u/ze7/3e3d8zec+9zn++I//mPn5eX73d3+Xf/fv/t3b2obbRU9PD5/85Cf57Gc/y2/+5m/S0tLCxMQE586d4+Mf//i78pm7xV0B2LXUlei9eOMIx66TXL+Ke+AQ/oOPEK8sY/7mr95cdaZx02hU5rZy6pJYwENLKyzL0lL7+lNQLuO2d+IeO44bRcKbXFndUCnIfvQTclPM5THTUySL8+iubnRzC9YkmCQR98WOTtyR/Zix6yJTpZB2sOuhfA9tDaZRIfTSARmTggIroj2udvGO3otZmCW8cA6qVZKJG+ggg8rmsY1KXjYHxWaSxQX0zBT161cEgI1eRTe3Yus1nOERkptjMgVfKEJVKpbGWyA+d5pkfAwzOSH77OARdDZH/flvYRIjLjGZDJ7n0Le8gHfpPPUkxt68gco3bfCD3b5+tB9g6nWUNcJ5CzLCjWzosN6pWmiM8CAbbXWlIJ/HLi3KhL7WqM4unINHMLUK5tTzgMLdf0CchJbmMWur2JtjqCQWgOu6m3w1P4D2dqnCl8QxKF5YkIG+tg7shbOYuTmS8ZtQr2PrIXZyQupmxRZYWwez5bxrAM6GrerWyvB2ekC1KqYKDVm3hhECKuV+BlDdUp0slzCvvQakYLXhXmTq8j1MCo4Ts+m2tTW0k7ZilVT6d1tANzRYt0WlgimXqJUFkNuOLqGEXL4s11JzK8QRKhNg10tU/vHvZR+2toPnS/V9ZQVqM5vv6aagd7fBrC5xSZLFPr1G7wR0XQf2jIjFrKNFhq5UkgTC9/C6enC7um//+ruIG2HMpTBmKTJUUl3Wdseh33O4Xo/4RuXNOwpt3dMKoQ1EwPZ3yAMFDatGHvOBDlfTqRUzsWE0ilHwrgBYMz0p2tQmTexL63Ieb/OBcHp6Cb7/E8RXLhG+cgpz5RImiSVxi4SW5A4fIJmbulXBwvPkPKmUJcFR2xQokhhWFtg18k3kPnR7VYntofJNWEVqmuFKsuN6UnVtPGfbbINqmJOkdsf5D3yY0le+JA9uvZ63gtK1VZLxMZyeXum4ra1BSyv+vffJsNbEOJTLGEdLd62RsO4/SOEnPoPzbZw2/16M3//93+dnf/ZnSZKEgYEBfu3Xfo0f//Efv+NrPv7xj3P06FFqtRo//dM/vcF/fTfiT/7kT/j3//7fc+LECZaXl+nv7+fnfu7nvq0AVtk3qkl/D8TCwm1uPG8jKn/134mvX8M9cg+5j32S9a98ieTpr71zH+D5spp4PhSa0K6PHjlA8fBR1q9dkeGjSgU8D/+x95N7/4c2XppMTZKsruAN7xMdwVqN6t/+TxG+Lq1Dvgnv5MOY0asY18Ht7EE7Gto6iE49h1ldgfZ2vKPHUFhUNke8tEzywjNiC3ngEMHDj2FGR6W1jUW1d2BL66hsHuW62EqZZHkJajWc1lZ0axvWGOzqCiqXlyqEBe+hR0XiZuw6JsgQv3xKhmgcF9Xaits/gCo2o4vNZB9/guYgYO4fn8Jg8Y6dIBq/SXzmNPHMFKwso5oKeI88htu7B+/AIZEDSxIxSMg3EZ1+lfrLL5BMTkqy4Xqp7mMi4EqxOY28VV9SO9AQ3t/QQU3tWlva8AaH8N/3AcKxq0SvvIyqV9F9e6W1OTcrQCabB4wMmOw/QDI3J2CnrR3v+ANEZ16D8RsCOn2hgejePhlESQzGWmwY4ShIVlK+bkubLEyrS2nL8w3a9o0KbKptuWs4zuY21KryvFxevvN2DcjtVIEgk+6/29x2/EDAoOOmkmNbFQp2ccja+Bwnrc7HApiTWOxFR/YTLy7gVKpQyKMKRbyDR3Ba26g99XfYmanN98hk4Z774OolSRYyGWnl1rbo+W6V0jp0FNXcij39cmqJu+V7tndDvbJpswubxg+1hkSanyYFIfgBzvETNP3wkzvsoe82CoUC35pfYjSMUTZhPJKW9/3ZgAdzAV9fr/K3lZA3oQ+xIxrQUyHV1XQEEQu0KmhWMGHAA9oUtHsOI4HHEd9jLjH0ew5tzjvXymxEPDFOPHoNt7WN5p4eStqB1rZbCi42SYgunsNWq1BoJnr+GTE4aTjENToEbR1yvTc0t31frqMkFlm13ayLd4tiM2Bx772P3Cc/hQ7eHOCz9Tq1Z78pTld9/USXLqBbWsh88COgHWwco7fYp5pSidozTxOO3YCJMUgS3H0jUkGOwtvz1ZWCPXtxCkWS0atyXjYV8B94CHfkoNACTIJubRW91/V1VHvHLUO23wnx7ZzDWV/fvcL+dsJxnLdth9uQ0apWq99WGat/7rirCuzRo0f5r//1v25wLAC+8IUv8IM/+IO0tLxH3N4a7oHD2CjGHdxH/cplkueffWc/IIlTHmYIi0uY1jaYmWLtyiXi0pqAhGyW7Ac/jv/gIxsvs7Uq8Y3rAhYHBmUeP5PB3X+IaOw6dr4C1QrRt55GFVuEdtBURnX3SpW2WoHmZvzjJ1FxgtPdLY4xF74hn5nLo9ZWqf3lX8jCHQR4+w6QzM5g5mbFOefQYfTeAQGwYR2Vy+E/+n6c9nYxERi/SXj2tHAo83lx3FleQpVKMkVfXofUglRlsgSPPo5ubkF7Psr18I/fj1GpKcTCLLgaXWjCLMxhy+tCFwgCbKkPcnnq589gpyZx9vQTTY6TzM+JiH5rq4iZA6p/LzZfhEvnZL83FjzXTYc6Uoeptnb53kuLoK3QBPbsxb33PvFPvybOYjZOSMauycrvOMLrtQm2pQXt+rgPP4Z96QWZ5K/XsJWStJwdZ4MfhzHC5fU8nP5+kjNnoLSOd99xVGsr8ZnTAl4bYPrNyDu9mQn6JBHec4MOoTV098DM9OZztBYwWt/WjldKgGG9vvv2JKmTmQl3EYq4Q65tzK22tUqTtLZxcXCEat8gR0evkltZxNbmMXsGcPcOYvU2bddaFc68Ct19qN5+efzi+S36s1uer5TI1UVXdu4zpdAH9mOnp7BzM2m1OW07G6QK7XvCGy+tAwFhWzs3hg6QqYccCgKWjCWnFEVHeG9vpvMVW8tqYlBxQlEr7g08ztYN69aS0wqlFONRzOpdco8bmh0eECAc1wQoACcyLomxjCaGXkcRWoU1CTWEhtBhDU1K0eIoMtqhWb87HTy3fy9OTy9uEJBtbaW2vExcr5EsLKAKBVQmS3xzjPjyZQg8vM4uvBMnIZclvnIl1ZVNj+OqUIlwXcjlcQ4dwe3dQ1ytkHzzabm+tfPGrmupeUhy9QrRubMEJx9M6TWVVO6uDq63U3HC82Tyf3aGZH1ddGYDn3h5mfDrX0Plm8g88aENVYJo7Drh6VcEcKffIV5akuQ5uYO5hrWwvo7e00/SSEodjd47iDs4dItOtmrI0L0X78V3UNwVgL148SLVLdy0JEn4iZ/4CU6dOnXLxNx7Af6Re/CP3IOtVln7wh9v8gHfydiqSzg/i1ldxiTCdyMIUJ3d2KxUWFWa4VljhMto7C2VMe/IPVjPo/r5PxJQXC5h0wpkXC1jEpPqG6YVsTghmZ8jvH5FWuXzc6mUTIsAz/V1WfhNQhKGYi8IWO0Qz86J3mNDvmh6CnX6ZfzBfbiHj6IHBqW96gdo18XMz2FXV3BaW6G7m2h1BRwXp28PzuCQ8Hhdl2R2hqXTr1AavYp79Bju/kPYWh2nrQP3wUepP/M0tlLFlEskKwHO2hrhs98keu1lbBDgTE2S3LguRgPNqa2vQnzI8wXs5M1Ne1SQn/NNm5xNBe7RY9LOdByZbG7vRvkeZnkpJQQaGa6IGtl659oAACAASURBVFVcD7IimaWzWdxj9+N0dlJ/6QXM9WupJa0huXIJlWuCwX3ofB7d2YldWQEs7uA+VE8PPPsM1OvUzp+TATHPF0OEJNmQZQN7K2h7K5HJQq2+WUnN5qT9unXI7dhxGbS6eHbn64Pg9tfDVlBwW6WD7bFLZdZaktYWVlfXqWazVFpbyY2PQhwTv/Ii8fkzsJCK3zc1bcpuxTEsL2HXVnaqJTQoEY2q8u14um2d2FIJ23D3clN6iVKQ8cALNjnRmSwoRW14hLnBETw3wA9jztZjOlzNYd/jShSzx9UMv8FAyGgYczVKyJp11usRe1xNgKgO9DmaEd/llWrI5TDe0f6/U7gIYA2Ax7IB41HIXGJpcTQPZH26HM3r9YhWx6FTw9+U6ownlhZl8bTDlTBiIU5wtOZYxqP3XaAQADuGpOLJSeLzZ0Q/de8A4UvPY+bncfYfxN2zFzU4THD8JNH4OOW/+DOYmpRjnAkAC82t+I+8D3fvAKZSwZ59XU61bE7uD8vLtz+PHQfd2Y0J6yhj0YWCAM3XXsGuLpNUK2Ll3NtL8f/81+imTXBo1lZFCWVqEqetHWdkP97IAezignS/oojo+lV0Noe7/wDKdW7VP/Z8vNYWbFMRjCGuVuDKpd07KoGP/9gTOCMHiF58DlVsxuvq3mHy8l68F9+J8batMd5jILxBBAHa9XfYNb6tyIjn/S28xu2i8XXkBjozTX16Cv/kQzgdnehcHv/EA2CtuF6loRwHf99+ooceIX7+W3Kza/A/qxVxp2lplUpSGJKsLGPnZ7GzM5sDWa4HhTx2tiTDDm4AXoCZm5GhpIYFY6UsP8fpRO/0FFFpHZUIuHb2DuAO7ye6cpHaN/5JQGJYx+npw//Ix3D6+lHZvOgqOumEvDHYKCSanCC5OY5ZXcMsLZFMTaB8H3tjDDs+JsNq+TxOby/1068SnTst26OU6N82KoON6WPPQw0MyVR+Q1apUJQFw1qpoDluOrkSEb/+KtpalOehu/pQnic+6FOTYoO7vrbJATVGXre+hioUUR1dxJcvkFw6RzI+LqAqHfyy9Tru3kFyH/wotlKSqvfcHKq5GXdomPpzz2zqAiuVAjIrw1Nh+p20ksTlLZ1zGTn+QaqDurqFKqAU5LMCTOvpkNLCgnzu9jAp1+4dDQt+FsIUTCgNCvzRUQ4vLBFls7TWtvBpK1VJnkzKw83nIYwlQevshtY2ScjCbdXjht5rvQ67qac6HvT04I8cILx4Qa4fz7/VDCGxkPFTObgE1dGJairS6rocNDGe77KSJMwnBq1g1STMxwkeMPwGw76Okht6TmtMamDwwbxHb6jxFMxFMauJpW7vWMveEQ2jg7yG2CaUEkuvo8g7mrHY4GuHRGk8pejwPf6vNp/1xPB6LeTVeoSTmiIkicEHOvMa99swS6FzWVRTE7pJZP5Urgmbq2CrFaKx64CCShnd20dw73HqSqyvrVYiKQi4fX14A0PUvvZ3mJlJSAyqfwD/xP3EyyskVy7B7NSGvfJGHDpK9qM/gO7ohMTgFIrUX3kRMzdDsrwsHZokhvU1yn/zZZqe/D9S1Zoa0cuniK9eBmMxjovTVMRpbhFrZ60kWZ+YIJ6fkzmGQlGUNsZSX/vmVrz+QaJ6HeX7MnSLkntJUyHVGpdwunogjsicfAh/eARTKaM73xke9nvx7YuGPv/3Wrzn7fYuh9Ia7977sCtLmJnZzcrb24muLlhc3BwIa/jOb40kJllaEmeutVWiIIN+5DFUJnsLcL1lWz2P/Cc/RVk7xK+eSv/oiBZoFAuHUmmolEkuXUBnMyn/MQc9fQJqpqelbay0tNorZQGDjcqasQKk4NaKQK1OnMTYS+cxJiE4co9IMa2uYNfWsOV1wloVzxiSqUlwXKyC+NzrWBT+seP4B48QHDxEbXkx5budh2pFpozrNQEe2sGEdTCQXL4gQKapIFP8YV0WiZnpTbCjHezCgoCbJJG2+OA+aTVv2dcbzj2pAgHZDPHyEjqfw+3uxensEhvHWk3kqDRSiU2rvHZpAZoK2LAmxgH1mrSZO7twuvtgbRWVy6O0pvbM10lu3sBqhfIDavkcLC0LwNIptaGeSugUm6FSkqpyPT1fdrvRed5m+x5ubTsqJds9Py/Vyh0qBmWYmEBoHWl1d3LbBHdDrSCUtinxHdrYOyS27sB9bUS4WQlz9o3IAEq9Rtvashw7Y8QaVLGZiKg06Vpe3qyurq7Kd9VKzvlGNLeC56Rdg122RSnIZXD79mCWFqFWlsRraB9cvrBlO9Pjn8Qb+8q79160n2GkpYj2XcZC2OsZ9rgOez0PVynabjPpvZQYVpOEXtdlyHPpdBy6ik0saQgUVKzlSj3mYpiglKHbcckpMRy4UzjpP4ucqt3A/YHLU9WYMpCJLce0oV1rKiZhMTZ4QMPYtkkrHKXocx1atKbDUVyLDGGqR1tIAWzdWDwF+l0AtE5nN7rYIkmo1vgf/D6SL32R5NpVSKuihCFOZxfBQ4/iDAxhV5axvk988TzWdbFxLNdjZ5dc44HGO3Ycb2gfKryIc+AgUVMeFUUyTFopg+vh79+PmZ1FZXIbg3negcOobI5oapLozGmYEMMDu7iw2SVzNDQ14fQP4uzpJ1lbxUxPEl7JE9z/IP7RY2Iw44phhi42Q2sb2X/5Y0QXLxBfv4qtlvG6ekhqVeJrV4WyEPjSlevqwkax3NPb2nGHR+Q9AN3adsug2HvxXnynx10D2N24WO8pE9w5vOERzNwsodllYb/bCDI4+TwmirCuRh+9F1VsJXn5BQEHheY0u09QNpFBoHod1yQ7gccukayu4B86gq1WSCZTUGLiTVAUxynHcwHT2yeORsbA7Kxk9knaVm9uFqex7S22JJEq1PZzxvehHhKPXSNemEc3t+IdP4nu6CSemSK5cgmzvEw0OY69eUOkwyZuwtIC+D6R65Fcu4Iul7G1qlAYEL6laW6VqmGhgO7qkWnz9XWpKJbWcTq6UNksyez0hswS1kilta1NLC0bAv7ZLIxeuXXblYI9fbhDI9J6i2PCU8/D0iLGD1D3ncQ/fj+cep6kpWWDu2unxrG1uqgU5JvAGnRPL8nERAryHbSxJHMzqHoNWlrECvfqZamwBgGWNZhLh0+ai9DZg5qflUEVz8MZ2U9y4VyqOHCH0lt7h5w3jbZ9c6vQF0qpLm0sdBBqNVkMG/sI5LMboHC3cF3o6ILZNDHQSipBDTe57bG9Suy8Cb7hlkiuXWHDejaK5HOsSh3O3M3HCk2pZm/6nbUDcUVAZjYr1VaTCJCtpHqfNn3e9u3O5ND9Q7j33Ef00gvCac7mRMtzuwVpuSRJU6GIzmZxmlvxD23KZw14Di2OJq8VnlLsuw11wFrLhXrEXJxABoZ9j4KjcFOzAoBqYqgZQyVNCHKOZewNKLAKyABdCpo0BI7L4YzH06UajatZA82Ow37fpWYtJ7Oa5i06k0op7s14DBmXyBjWjOXewMVay1g9ptnRuFguRQndrsPR4N0ZDNqqeW3mZjDTk9gwxGtrw923H6pVdFs7KgjwG05XSWrAMjdDcu2qqLasrsgxD+vEr70iXNHEoLSDWyiiMlmxq00tl+3aOsnqKjqbgxTAqnwTCoXb1oH3Iz9G5W++DLUq/mNPbAzuKc8nuP9BOe8s1F5+nmhuDlOt4g0N43R2o7TGHRwSOkGSoDyPZPwG0bnTWAVaOyRL8ySraySj1+R81g6UK9i5OdzDR7Emxtt3AP/Bh9HeP5+O53vxXryduGsA++EPf3iHIO4TTzyx429KKVZXt00kf4+G09ZO8ODDxOPju9o23lWknEtn7wDegUME9z+IWVkm7uxCtbXRcuAgS6+8jF1exGqH6JVTmDgknpnGuXkDd3jfbRMOay3JtSskC/ObFbNaevPTrgCWxlBOHAuw2/Cot5uVvSQRwLPbtKrdpbLm+1AoYmemsJV0iOyl58l838ew2ZwAmuZWASK1Gs6+A8RzUzA1JdvYs4d4anxDkF4qiSngjCO4fD4VNc+gu3owEzeJL5wXkJLPo9ra0E0F4ssX09ZyCk48F+ZmNn83ZqewecOlaX6BeGUN//0fwD18lPAb/ySPhyE25T86ewdwJm5iSiWU7xN3dMGNUaiFGM+VyvCNUdlvTc1oR2MrZeFkOi6Jn6G+srKpbpDNCRjS6VCXVfj7RsicfJC1Z74O5RLJpQtSrX8jALi2TupiL1EtbzoONQ6VkwLRckn2TYPXqV1Jcnar7LouDA1L5XphbkNUHe1IQtUwxPACkc1qnEtb463kx1vPM+3IQN7cnLzZ4CD+8Qewq8tE585s6r66rtAJ8k1CmXAc+U7jNyU5zGZu1fFtRBBATw+mWiZ66QWcQ0dw9g6A6xNurdTf8p00/kOPQl1UOLaGToee3iiUUnSnE/0tu1Roq8ZythayEItEngusG8MuKre3hAUKClytKLgOXZ7LiO/yslYUjGXAVdyXDRjyXV6qhVSMZcR3aVKWq/WIbtchrxW+UrQ7imfrESuJ5YGsz40o4uVqRLujORK4lIzFTxJi677rtAKnqYizZy/K0fgPPrpp/rItlOMI73V5EVuvEU1NCFUqdcozq0skV69g8k04xSLugUOoQjNRuYydnABriCfHyTzyOM7g0OYb1+skczMiSVcu4fgBztA+gqP33nJPVqkwfO21l4kuXRTpt0IRtUVLNpmcIL50HtXRiX/8JOHpVzE3b0hnangYp6eP5OoVsQhvDE6GIbq1Ff++47gjB8U16z0N17uK21mwvp14Jw0GvtfirgDsf/gP/+Hd2o7v+nA6u/H2H6C+OC+OQHcbqSyMc/gobls7zp5+vOEReailFf+ELILaDwjuEZUImyQ4rW1EF86KbNX4GG6jarpLKKVw9g5CNosbBESOQzw7g/I83KF9hDeuw+WLt7Z3d5skjyMZkMlkhF5QSW+ijTa150ExpTGslyCXx+3uxcYhSSqDZMIa0asvY6IQUxXeGrUaprSO8j3Rg01VDpyWVpLxG5uUCscRsJXLbfIwO7txOrshjmSqN506dvbth3JF1BW2WpY29FG3UzO2RqOdbkzKiTUkkxM47e3ow/dgLpyD9jZUJiC6eJ7o+lWiC2dTeTN/080rSQeCqjWwRoB23x6UiYmnxDkK34N6TYbBAh/d1YnRriyqJgEU1CokExM4w/vQLS2Ymemd8k63C8+RY7K0JBWbhgUlpElKOvS3trK5fwnlOS3FTTrELhP5ygK1KrbYLFX6xv5yHNnuIJDPXoh2Am2dPuftRKGI/+AjRKdewCYxTqEZbQ3hjTGhDzSipZXgiQ8R3hzDvvbKRmWd3j2oOEQPDpNcPL9zeCuKYHYa1d4hnMp6Hf+xJ8DERKNXNuF4NitDW9UKFAWMeIfvER7iW4z9gcfIbVQKHAWuUiwYUQ7IAzVreaNatmJzcCtWMOJpQmv5QFNAUWvySjERG2qJIbQwFSeUraVVa1aNYcRaXKWYjxOOBt7/z96b/ViS3Xd+n3NORNz95r5n1r70Xr2x2SRFURKpFYJmDHkGgzEM+MGA4Rc/GvaT5b9j3gaGYQ08I8kSJZEj7iKb7GaTvVV115ZZS+575t0j4pzjh1/cvDezsqqLzW62yM4fkKism3Fju3Ejvud3vgtzoSGvPMtJSuIcZa0oKDgdGopac6Od8Jdxgy8UIs7lPrluoBkfp/hnfw6Bkc7oI8p32vjdXVyzJQEnrWbPWs46XL0G+3u4ewsEV14iGJ/Az988GOz6xXu4J5/BLi3iBocIJqcgn0fPzkGc0Hn759itdfTUzAFgPVo6l0NrAxPT5F/90uF9DgJcmqC2t3A72wSzc9jNddjYwN2+RTsIxbEll4dKleCJJ3HLS0QvvXIQ03tSv3h9liyqfh3qBMD+Civ3pS+jR0bozN/CddOsuoKWiUmUNmLAvbsjU1HOQblK8Fu/TfTUM5i8iBKU54E42ONKGUP05NMEZ86SLtyWKc0P+QIGs3PoSoX2az/EbqwSzMyS//Lv4PZ2Sd59Cx8EMqXqnYC3MHywI9UFff2vZ8lhRBH6iacxMzPYpWXc/E1wDpOZ+ic3PxDvwekZ0sVF7OI9Aa+ZWEp5j0otqlTCu1HU8Aiu0+yBV61hYAh99qykkNUbmOlZCn/2r7GrK7S+8fcCXr0HY1Ajo7ilRTEOj/KQTwRQeS8gbWxcOncuM+vv7zI2mj0+rzJQruJ3tonfeJ3w0hMwO0dyb4HO3/wX4bYpnXU1s3MRhAKCG42eR+vAAObSE9Cok87fzqJ5I5iYQqUpvlmHQhl/9gL89HU5bhMIPSAMcc5S//rf4DY3j7ew8nCow9md3jc6y3Q3YE2vM1osSad3b0eS4Wr7UK7KtOji/cxjKZviD4yA0u52dXZOlhelw1os9ji60BssJIlwT4+CMCODNqyT9dfrh4UyD3NT6OfQKhHqJG//TIDLyBgkMfHVd3Eryz3ArSQ4IX79R/iVld7rm5swNkF4+SmCs+dp3r6RLa973wGtoDpA7vNfRGmDrlTxNhV3i92dXopaqYIel0Q8lSbYpfviPDF36sFj+AXqYTMqIdKFbSJgtAE07bHys8PrAyKjGTeaOHW82UoIFARa80LecCe1LMQ2oxp4KlpR1ZrJzEYr8p4959lMHT9M26ynljGjUVpT1IoRBWvWcz22TGrF262YbeB2J+W3S5ZXCjmKn4BXLCC818colS9gzpzFo0ArGVhvb8n1trcrsdb5Aj4Iid9/T9IA9/d712QQYVst/M3rmOFRzPgEviFiTpTGjE9Au4UuFEgX70ln+MjnGF5+Su7ZSSyD70N/DEmXF3G7e9jNTen0OnWQDta5dR196UnMuQuoalU8aKMIX9vHddqP7Ul7Uif1L7lORFy/wtK5PLkrL5K78qIQ8b3HbW8eJK24ZgNVKomivtkk3VjHjE8QDI/8ctstFImeevbDF+xWGGJ3NnGL93Fb20TPv4iuVNDVAayzmRK7hS6UCM6cJ1m+h48TAS57uwJ0rBVg5dLM61QLEBsYJJiZJX3nLdxuz4YmvvoOuaeelpnqqRlUlCdeXcGvZDSBYgk1MYXPRSTra1nn0cmDpBuzqyRAQI8ME45P0rlzB9IYpTVu8T6+2URlSVUSg2tx3ouIqtXI9jGEQhFlrdiIDY9iZk9lgq8+oAyZGKmbvuV73V1n4dYNcBZ3+9ZhIGmyqfOuq0GhICCyyxVOLW5rE7e5IecynwfnUdvbqKFhwWsb6yIs6XoBm1Cm3+MEf/sWyVH1fLcmpwVAN+oC0JQW31qbmbbHHTmPUcZx7fI/dd8Uu/cSN9kFjmkq4JbswV0syvu9g6FRCWLodATk1vaybvARUVaXV913/VEq9Yz+Wy1JIrNpz8atUIJzFyTYob5/eFbg0AyB8HN9pYoaGiacnYUwJFm8L04DXQeNfB41NCLWV/1d5GZTaCC1feziPdjdO3wNaIOaniT/W79DMHuK9P490Bq7v0/7tR8KbaJUhstPodeWcQvzkM9hxiYwo+My4/ExVleJ3HGen7U6vNHsHAKsNT4cwDpgI3WcCQ3XY0eSOsYMvFLMs5I47ieWfZuSeo9B0XSefATVMKLuLfet48W8OBG83orZdHAncVyONAVjaKGoO8trzQ6rqTvg1a57eL2dMGkMTxQ+XV6mUorwzDn0wAC+3RJRYBgCSr4nzmWJeaFw3W3aizjOFVBjY+g0QRUKuEKe9O4d9NBQFsHtyX/hy6RnztL+5t+TXH2H6NUvkXv+RfFbzcqur0KaEpw6e5jLmyS0v/ct3Pw8eE8ad0iX7sPelgwQoxwYg7t5/UA0qc9dwG1sCC93bOJglu6kTurXuU4A7KdU3Qzr/pH1oWi+QhEz8qtLGOkvXSwRXngCe/MGGCX54VGO4r/970hXlkiuvovf38PvbOHWlil87U8wg0PEV98hubuAW7wvHeQ0BR3C+DjKBOAcwaUn8O02rtXqTW1bi19eor23K92299+TbodzWW63h1Yzm8pr9CycjOnxP42RqbJCUTqGuRy6UMClKXZvh2R9HRWFBM89T7JwS6aOqwOo3R0RQzjfs/nK5wR8Ly/B9fexExPSIdU6U/9mv+MOG9vv7UkXstHAbm7C7ByMjQkHtS30gEMxqCrrmAyPHgjvwOE21uRBF+VgagZqNXzcEWFcoyYAtNUSYFSuiEDNOdlGYHrno1tKw/ScdApXV3rnPReJ2K0tHrYHwK9fdBRmzgbdON0glC5spw/EJYl0Svf3BfRWB2FjVfjDmRk8A4Mi4nJOgECadfGPmqzn8rJ8uSzWa91wgq3tngArMKjpKYhCfNeA/VHlPTRq+L1dOlvrFL72x0RXxoitxSdZwlAYyXVz1HvWWtjawFWqqMHBB0VwcRu/vw+FIm5vj/TWDXy9jlOIwNA5OV/35uH8ZfHPTVN8IElyZnTs0fv+IbWZWlKgpOBGJ8Up+ELZse8c1+KUlj/sJvC4DL4acKuTUFKw56Hu4HqcMKQNRkHHy33BA3ves+08y6llI3WYQNF0DqUUVa3YzGy0lhLHroOyAuUcC+7B07mdOu4mKU8UoscOcPikyjtH/OYbwo0HKFUyK7qifNedO/DMJgh73r6A394m3tyQ61kpkigi/3t/AMZgGw2hLNVruO1tsAludRnfehJVkU/IJwnpzev4/f3M9m8GkNStxj/8rVBZkME3nY4A1SSRkJk//W+w3/sn7L27st8FuX93A1P0SejQSf2GlPmLv/iLv/i0d+LTrmaz+eEL/ZpULpcjfmwD+MPl0wRQuK1N7PoqbnsLXa6gh4ax8zdRUYRdvIebv5WZ18fY/X3S2zfw9X2C0XHSxbvQbovgwEjHThWKkMvj12SdeC8RnPmCgKdiSTiQnU72QMgiOPs7aTYDaJ0+bmalIsAoSSCXR0/PopzFbmzgnUVPTeP2dwXfWItfvIcZn6D8b/494VPPiBq31cTW9gSktZugQE9MCzjc3JD9aXeym7+R7XUpCN3Y2CiSB1U3ICLN4kGbDaI//FOC516UDu5xEZTaQLmCvnBBwOramgCeXB7yRdToiDw09/cFENX2ex3cuCMAq50BTu+lc5mkvVjMKCdd3P094a8e7VSmSY8aEYaH3QWUEhsom6UHQQ+EKwVnzkhYQZceksSybYXsWzexSCkB3M71BHZd6PIADcDL3/sdEeAgFONg35wTgNvtwB9XxvQQUtefNrV4Y3CL93B35uV4221ZT5wcTvPqVprikw6qUMRVK0JlUEquSYBWi3RhXsQ24xPSQb93J0s/ywY3zaYA3SCATgtf2ydNUsLpGXT58aa1j1bTOf5rvc0brQ73E89y6lDeM1ssULApDeeIncd6T4zQCD7sTtdN2/II8D0VGiINLQt1D0WjeC4X0sqcBapGUTCaZ3IhZa2oec+F0LDhYNc6Qjy7zh/4YDvnaXjPmudYLm4MpM5RVPDtVkzsPNNhQN05nOcBoVeacXpN9rrWmkKhQLvd/qV9MZVSpAu38Hs7hBcuE73yBVQuhx6bkHU3W3KmnO91ZdPMKq7dkmuu2ZAZgDhGjY7hNjdEXBUEhJeexLdb6NFxwudfEjeU7vFpLeuKIvG9zniy6Z15Ot/7llynYZi5piDf8ziGSoX81/6IXC5Pp6sLCPMyAHaW4NQZwlNnUMXiQRPl171+2RjWk/r1rRMAywmABXC1fZKfv4ldWqT53X8ivf4+2BQzPCxm3K0WenAQVSpht7fRQ8OYiSl5PscdVLmMq9dxa6vo06cpfO2PCF/6PPbuAn5vR6bbmmJR5DfW8fU6qlrNwFok/FOPTGmboDdN2+VsKgWjGZWie3ylknh7xjGqVCaYmkbHAqpVoYSenkZ70IPDmIEKJIk4M9y4jltdIr17R3iQSqFHRtGjo5ipGcKXXyGIcqQb6/IAinIZYE8EQGXTgECmwjfoi5elG1gdEEDbbICVtDK7tSGWYsfFtGoDcQdfrxEMjeHu3zmw66FYErC8tiogK8n8TG3aE5QcBcXdIIbu/pXLvVS0Bx7oR/7fBeSKHpVge1vA78F7Ve+t9XrPP/WAJpGB5igPgwPZAz2R7edyAhj7u65H98n7B4VzWvdEdX3n/OA8PVCZYDCMMnCeAc2RUcjlUVEOt7Upn0mnnQHvROgP/YEHR86r295CmRA1OYUaHZfzalPZv6zjHZw9L9O5K8u9bnN3vzuiPhfrrg6srZK22uSee/5gM8nCbdrf+Se8swf+oSCUgLXUsZJYbncSXm912EwdN+KUTSfA1QMlrXiqUsSkKWeikNNRwP00pWk9GgklOK40AljPdN3Hsp8960lQjGuYCkNOh4a5MOBWnLLtHAMKruRDLuVC7iUpq6llMgyYCQx5rRgwhrtxSpbZRhvY5Xjw2q2ah5UkPQC+c2HAm+2YdeuYDMwBWI2952etmHupZcRoIqU+VgALYEZG0cOjRE89Q3jmLMHMLNHFy6ixMWx3kJXEx18z/RXlJBClVsPX9vDtFqpUJP/F3yb3zHOobDDfpQoopTDDIyK6DUPS2zdIFubRlbJw41vNA8oUJaF3+VA452pnm9Izz2GHh7CLS7JsTfjjrtEgfvdtvPeE/Q4Jv8Z1AmA/u3UCYDkBsAB2d4f0+vu43W3xjt3bgzAkeOFlci++jBmfwExMEYxPoEdGccuLKKMJX3yF8KlnCSYmSd56E7e1gR4aJf/qlyDukNxdEH5pu92bhrZWwFy5Iv6a3suUfqbspdEQ/9WBocz8Xqbs1fiUdF23t2WnW5mSXSnM6TOEFy/hF+9ht7dkGtd7gukZwvPncakjvS/0BrdwC7u8LDY5jTqYgHBqisKXviLc122Zkve723hrxQ82CHodN9+lNtDrxE5Pk3vxcxS/8FuEV14guX9X9q/dEi6rcwgQz7jAXVDjrICnOEFNTYt/DaorlQAAIABJREFUa6sp7goXL6ELZfzOlmw7Fx3vQVooHO+WoHXmQvCQh2uXftFf/eC3P9igW2EkA4diOfO89KiZOaF2pBkHUKsehaEhXW1KRRjM+LY27YHK/EP2/dA++Qf3s+sQcRA4oXs86Chzd0iTPgcGlSWgWXyQE4m+NlCpoCamDw8MHrY/XrrDwYWLBFMz2BsiOGRymuCpp4Ur2WwKn7iWdXLV0VCGI6tcXYaz5wgyulD80x+T3rwO1hI9+TQAbneH67dv87cYvtOxXItTNlJHimc8EIeAuTDAoNhyHqc0k8rjvOfNRpu32pYWGUuEB6ftAQoIgLWeg2W7y0UKXi3m+Hwpx6Z1/Kwds+cce6lnw3ruJJZNK1P/O046w2OB4elcyIBRtKzQCULn2XrEx9wtB0QeRgPNF4s5ms7xfpzgraOiNQWjMUrR8bLtjoeJwFDQHz+AVfk8Zmy859Ma5cSVZXSM3LNX8CbAtRryPetaDx6tKAdaCQ8/DNBKgzaYYknEXd7T+ru/In77TXR1EHM0TCBJaH//O9j5W8LjL+TxZJHGuZxE446NoweH0XGM293BGIOfnCa9f1c46t71gjrqNez6KrnPvYr6BGyhftV1AmA/u3UCYDkBsACu2cDev4suFNGnTuNTSzA0TO6FlzFDw2K8v79HsjCPW10muX0b16xLp6BURA2OkFy/hnKO4MmnCadmBCDWaqjhEbzWYrWkFRIwUIBiAV0somZPyxRXEgtQ06AGh9EDg/gsLUcU/G0R0fR3MhXCFx4YwpTL+NUV7NZmFoHbwDqLXVggvfaeiHZaWYctyab6TEDwzHNEl58+oE243W1cbR+fWoluNAY9OISZnMJtbBxJY1JQKKAHhtBxB8KQ6OJlgotPkNy/Jw8P50QgVqkK2OxO/fdXoUD+d78m4ovaPmpgEG8tvtXMVO2JTFV2p/C7pQNZdz/oiqLe9OIjwNOxAPZhFQQwPSupVsYQPPcCrlGHfJ7c7/0hdm1VBh9BZl9mba9D2Q1A2Ms6njaV89YNvDg0bf8YnMdisQfMTSDg2GXUA6XEr7X/O2BMdt6ywdD+LqpYJnz2ebQxwpU2RigJBw4KfeemVJZttFoi/Gu3xSC+1QRtCJ59juDJp0ne+pmktqWpdFiDoPeZPaomp4nOnpOjLxZBK6KnnkVnxvrN+3d5b7/GB4UKrYziMRJoXijmGAg0d2KLR3ElH1JzHqM1Yxp+1kr4eiOmRmaJxfHgFQQ0WoRCMBcoihmCrWi4FIV8uZjjbpLyTjuh4aCsFFvWsw+kGR2g5hzai9vBnnXMhYaftwVsv1KIuN5JOYagcWxVgInIMKgU73QSluKU+dRxNUnR3jFiDGWjGTSaiUAzYjTqE+jAPqpUEBKePYeZnIR8AT02LuLL/u9iEKCeeFqAY+ZA4ut1vHeEzz6PmZwiee9tOtfexa+v4zfWMKfOoo941Kb37+E6bdJ6Hbe6KtfyxjrUa/jNTezWBq5Rl8FkqYIJAprvvi0D4mbjwZmNQoHopVfQvwG2UCcA9rNbJyKukwIyz8HRcVSxQP65F/HPv4RzkkjTrfj2TZI3foxH4bJUJZup+dXSMkprzNnzhKdO03njNTABzjncrZvysI8iMHkRWFWqBE89S1AdQI2O0fnR90ivXxc1vxIhkt/ZEtpBl6fpbK+7152eHR4lmJklmJ4lOHMeU68TL97Pom87cO+uBDs9MIWecdcylXm6tkLywTXMyBjRK1/A7WzjVlewO9v4Rh0zMooanyBduC3gRiuxk9JKzM0bNRgZRZfLpCvLdN74Md6lmSI4gGoVUy5j41gAcC4nfwuyQIBCUTiSHqgOoEfHsPcWYHcPn8t4rM3mg91Bl0L7yGuPO4A5mnj1qDIG8+QzsHwPu7NDeuumPBhHxwkmJrBnz2PTFB9F6IFB3PztR4Njn3nf1vsSvIqlg0EFiozbe8w68hmATdOevVb/etO+9xxnteU8qloleu55mv/5/8FvbWRd8L5udblyAFgpFDATE9hmS7a3tirOD6WyDKyaTXQQyntbzV4n7iHU3EMVBAR9D+BgaoYgE+x0qzkxTRoUuYSluXyfkXad586f51JxgBtxTOI8Gz4lcYaKVuw5x48aKbfilIddCZkEsXdKstfyQKQ1S5k4zAFFrdjzYntlgEEt1AKvoeBgLjScDgyb3jOiPZvW0/ae7zY6vNVOaHtYS1KWH+N0dGsX2ItT/qot0bUG6AAN63mjGbPv4NVCxFj46T7CXL2OXbyHyuUwp89K2tf6ehY97WB4hMLLr9BWSjjXneyaCgex21vY730L12qhjMErRdpu43a3MWNjuGYTt7ONbdSxUQF34/qDyYYg11yrCdtb2PU1KJaodznoUSS0rP293vcpCAmff+kjc69P6qT+pdQJgD0pQDo/wcXL6KFhVBCghoYPcpm8c9i1VZIP3sdurqNHxgV8tZv4RLxBvfeYU2clEjMIcMvL2K11bL2RcQ2zG28W0amcx62t4Etl0p+9gV1akk5cxkXUo2N4m0oylyPjZ+Z64QHtJgwPk/+DPyY6cw5vUzo/+C5R3EGfO49LM2uoRr0n/Or6g/YDGudI332LtFxFKVDjE/g0xTab+GIRv7stXrPGYN/+uQi5ymWxPhsaEi5lJiRSV4YgytH6r38vcaattnRHJ6R7G56/CHfmsZ0OnDpDNDaOUhC/+TpKG7EvW7wLW5tYm0rU7cbGgSDskd3Uh3miPvJD50OnuA9EXc5jBqp4O4VdWpbznyTQbND81j/iF+Zl4NFuibK6mYHK7mCj+++hbXkOAdRmQz6jSjELb8hn3epUkrT29gQUdBPAHlbtRt8mjqEfZOlp8Vs/FfDabGW7oQELYSTX0MqygOORMXwiHsakGYWjUITZOfSOgIZk/mZvW8lxvNwjVSignnyWYGxcYoYfUUOVCk/kCqg0YeKDt9HtNrkLZ1lLLd+rxzQ8RMCKdTS8Z6kdM648A0ZTTiV5K+Uw/3UIcRroAtzsyNkFStZhXcaDdXC1E5P3jt3UMRgYxrSi4R1ntWIiMDyXjxgPDDXnKOBZtI4POim34xSbdWfv/4KXZgzcdL0xQNL376KD9WbMVur4t4NFir9iMZK3Fre7gy6W6Lz5E5LXfojP58kNjWCGR/BJgjcBKo7FhqvRROfzMmBIEvnZWCP+/rdkMJuJXcHDwKAMXrc26fzzd0mWl/ArS70B24dVdxDWFQ8ODhG99HmShVv4jU2xtTMaNTh0ksJ1Ur/2dQJgT4p08T7t738bt79P9MJL5D//xd7fVpexC/Ok66v4nS1UZQAfBvLEK5ZQk9OQz2MmJjFnL2CKBVythvcO144F8I2MZH6g8UE30q6voXa38TvbuPU1iVdMM7FPHOMnZ1B726gkQY2P41OLMgGqXMZ2/Tutxy7ex41NkC4tkvz8p9goj3nmCrpRxw4O4+/c7kWidsU/UZS9P+vK1mty45+dg2KR5n/6v8VbtKsELhYFnO3vymvlKiSxmJIbLXZcA4OYmTmS6+9jd3flWJ0VkLi1hY1jzMAA9s4C7O9hpiYpfOm3JbihWMIPDgofLUmly7LakoCBXO5wpOvDqtv1exTfFQ6vJ4wA1RfhinS1ne9x+brT30lM/I2vy/4lcS8ha2cXX89svTgCFqNIOpVdr9wgyDiwGRPzOPcA5+R4o1CusfFJ1OgIha98jeTHPyCZn5ep/sd5mD+stMIt3MYtL2ZyewNGk5iQrXKFkrVUFuZlG9UqplTG3vyg1zkPMjrL1gYuDIXrvbCQicqOJJ89bGDhPdHMDIWvfPVDdzdQigu5EHIh7su/K7SSoWHut2NuJpYOcE7BlVzI2+2EUMGAVrQzEVQAFBVsdenCcIiLahDqgJi4wY4VQViEiK6WLey0UsoKTkUBZ3MhFyIoG81QNnUPsGMd/2G3SawUJTwrac/94KPUw96XZj93kpTb7ZhzYYDWmhjPwK8AzNrVZdJr78kgP1+QoICBAcKz5wgvXcbu7Ijncb4E3mKGhnDOCjVpcbEn4uva1VkZNEmYRof4xvuYsUl8p4PvtHtuFoWScM27lcvJ9xHku5VkVKsoJ9euAqUNwcws8Vtvwta6gOcgyPjrJ3VSv951AmBPCrt0TwzYW03im2XhnrZbBBcukd6+KYlY9SwxbGhY8r53d6BSwQwOwv4u6fYWybtvo4eGiV7+vFhkRWFvenfuNCzek2nwe3dAG7wx+EJBwGuz2VN0A275HkFlQNS5CvTUDOzvS7qWzwDQ5jrJt79Jev199MwcvtnEJgnu/h38xprwLrUWwVGa9JLB0kQAadRnszQ0RHDhIi6OBUD2T8N3PU+Vkpv/0KBMyXU6UCwQzMzgTUh67T1cs5FZ1wSyj+VK5v1psTs7wrfstPFeYdfXiRcW8Pfvwp0F2kvLqGIJX+1adVkYn5SH4e4eD2cw0scLVgKqj4JDpeSnC2CrA5KmtbIMie7Fw4aRiMX29x9U+Nf6GIyzp0TwtrMl29RKFED95Rxoe9gpQSk5N10x33EVZ04K1QFIYvz8bTqlErpczTjMTsDxIb/a6HDAwKOq2wkulsSZoNFExR1WS2XenzvHSG2fFz94W1K1ikWoVsX2TSlZfm0NbCyWSpUqdmUZNtbknHW9bSvVg7jiYysIUR8hDUkXizKgAsa1OXAPCLVmxVp2ncMDs0HISmoJgJIWTumuzyYzjqwzBAYUDHqZpt+HAwDb5cY2kY93oSPesk9FAbNasZZaWt7TtJ4ftjosWY9G6AUJHw28msd8366H/7jfxiHjxKKClwoRX8sXudHscCYQgP1xl8ocLlQUEVx+ivDyk2KFl3nAmmOm5guvjhKMT9D89jfwH7z/4EqLRRgfh+1tkp++TvBHfyoc2ctPyvWVxARzp7Hb29itTcLLT0hwxq0b0lTI50m++1/xzSZuf18G5dbiazWa3/g7uLvQ29aZ8+ReefVjPy8ndVK/6joRcfHZEHF553Brq/h2G13sCQS89yT3FgQYgjyk6/vQbmNGRtDVAbApfmNdplQ31+VpoRUMjeBtiltcxN65jVtdxdb3STfWURkX0G9vCQBTSp6GcQeiHHp2TozQk6THZexO8yug1cLt7+LXV/Frq/i7dySWs2vY3eUnei8pSibAb28KvUBp2WYcQxShpmd7YMfTExYZI3zK8Un0yAh+Yx2lNC6fz8CIl45kFAkQjSKxhALU2AQ6l8PMncbt7eHX1/DGCD1geVGOKV9EjY2jqlWC4VFMuUwahrC+it/cJF1ewu1s9URMxmBGR9AXLgsQ3t8XekKSHq9u7tpLHWdF9cAF4A93X6dm0HNnpEPddRvoeliWyuhnruAX7x1/kSmFmp7FnL+IazZ7/rJR7nAggizMofhXsr8fh8W7tIDuviSJUBHaLbn+anvyuadWBkeenvNAPzh/cMUCVrvLKJ1F+4IZHCaamsZceoJOo0HdhAzFbUa9Q5VKmOFRVNzB1/agWCQ4fQaXJpCk6NlZgsnpA1s4nBXRzvQs+T/7c9J3336wUxyGAl4npyl+7Q8PgVhvrbhihOGHGvivJSl/uddkzwsAbTrPjdiyZz1tr/DOoYEV59BKaMHdnptCvF7LyFcyAC7lAl7Ih8xnHd08AiTJfs8h25kIFA0PbS/eq39ba/FmO+FOJ2HPQc7L8m3fE40ZPjz968inRYB0ih/FPHDINroCtRbQspahKOJuu01OwVjw8U+T61IZPT6BmZxGRxEqX3gsT1U9MEgwNoENAvHcTpLe97rT59LiHXpkDLe2jIpj8i99nujZK3Ref43kpz+R+xQqs/Y6RzA2hnL2YIbANeqZ3V8qg/itzUP7kftv/x3RzNzHfl4+rToRcX1266QD+xkpt7tD5yc/xO7uEr38Crmnnzv4my6UCM+dJ76zABtr2Hye6IXPoYdHxZdQaeKFeQEoSQcGh0UYsL6KW11Fh6EAi04b9sA16rjhUaJnrxB3p2m9g5kZ2K9gJiZR45O411+DpfsyZV0uZV6wXjp0XUFMnPSASbMBs6cEcDUaAgYmptCnTuE3N1EDQ6jQ4PZrPYulMIev1wSUow+DqTiWYyrmca02LC3iNtbRTz4j08uxOAcoo2F2Dr+8LEr6ZpPgmWfRrRbmzDnid97C53Lixbi6lKVDGRgazvxyJ8WrFsSgv90RXNdsEExOYwcH8Jl1mQsjjHOoKMKbQLp4SkkCGF37ruyx/mG0gkfV7g7M2eOFXHu7uN29DLD3R+cGB4DMry6Tbm+i4gQfBLJLQSAWW7td54Us/MGF0k3Wpq9T7LOQA473hFW6z21AXBtUHOMrA9BchsaRzmbXgQAtQsBcQdLBGvtQLKOjEJ8riEtAfV/AQ6eDqlTQY+Po8TEm11cZ6rTQyhKcOo05cw5VLNF59y3Z72YDd+sGSht8FGFQhM+9gEoSOvfvyxStUoRnzxNOTdOZncPfuyvHGkVQGUCVigKaX/ycDA77Kr11Hbu4iDl/gfDMuYPXrfc0naekFVopatbxrXqLu87LmJAe2JxSUIkM77UTWnI2iBRMhxqTOlacdFlTYNoInzQHnAulmztowHi4HBo6XklH1zpWvayrrBShVmzalDeajruJIwGKQGbuxAaHfV4/ylVapRe6UM3+3T5muTxCcwC5lOoOvrOzxyUj4QubqWb0kwCxxdKHL3SklNYEp85Qnjst9+NrV4m/+Xd9PFihOXmg895bmCyW1pzawK+vkNyZPxgoeufwcSw2XttbqOoA4TNXYHmR5O4duR8/ZEYinJj65Q7+pE7qX0iddGD5bHRgAeKbN7Dzt7H372Jm5jADAweG2WZiUoQom5uoUonC7/8xKpsSs0v38dsbIoyyKbpQxKdxZs6f4ktF6RZaCygBB0ajq4O49TUBMcWyiHCUhriN29oQMNjd10IRVciLyGtoSEBQJ86mkXt+nuriZcKJSRFPVQeIXvmCqMIbNczYGH5zU7plXXDXbkkX07kHO4Eg2+9aYynJOfetJqAhygBbp92LkvVeOK+AjzuY8UnCcxdQlQpubRXSBF8oirWWMWIevrUpeqnqoDygdndFqDY5jakOoKzDLcxDs4Gv7eN2tlCpJXjhJTlO52VKGnE8OLYb+4uWCbPu65F1KSWgvtUQzt3ohHRxFBIRm8QHkZQYg5mawUzNoMqlzHe2LctDJmjKPrsoE+D1q6i7NljGPAikuxGx3guQLRbRI2PiKdyoZwloWTxmP/c3FxGMT6ImptCjo+h8ET0xKddp91pIYtneyCgqjLAbMjPhvRdqyPISdneX4PRpkqvv4eZvQihJRx4IZk/h9nZx9RrB6bNEz78IGuy9+9KVP3Wa8Ox5ghdeJv7pT2Tglcuj506hcwWCU2eInn5W4pX7yq2v4vf30IND+DgmXbiNKha5juFqO2HPCj3gajthPk4POK0g3VQNnA4UqVIsZ8sCvBRqqkFAzXkazh8It8Y1TAaG0UBzM7Gspo7hQPN8IeLL+YgNa1lJLXUPdQQo5vBESnE3sTS8p+6lA5rPtr/ORwOs/dWlL3SHajNGESPA++i6j36jU6BuHZup407q6DjPdGjI6U8vkvZoKaXQhQLhqdMEV15ATc+gp6bxjYb4YXdjZpst3NYGdnUFFyfiYoCkGJLEuK0tiS9euIWr7WHGJ0lWl3Hvvt37DvaXMUT/w/9Ebu7Ur/yYP8k66cB+duukA/sZKV0okvvil0k/uIrf3Sa5eZ0wu5GpXA4dRQSjY6TLy6h8QVS2g0P4Wg3baqJPn0M3GrjtTdzeXi8qMQhgP5BuWhCIsCDz20w+uCbgr1iSZfd2QGl8FAogGBrJ/AktDAyIjdTOtnAtu9zZIDjUmfNraySZ2EsVixLNuL+LD3JiP7S8hAs+hGN5XMWdTNxlBYwXCpBYAXJKg66jylV8Pg87W9idLShVSDc3YXdHOtUjY5hCCV0Jsoxzi6vVoNPBt9uE5Qq5Fz+HGx7FRzlUq4HrtDlIjmq3RRHf6cjflcZ8/ou4hdv4/T0BV4+cVH3MCgKx+TlWCJU96JtNqFZkuTCEagVVHRRRSTf/PY7x07MEFy7i203U4n3Sa9u9z6u/o5rPo4aG8HtH4myPSycDAb3NpgD36hA6DFBhJgILQ5kFiCJ52LdDoRoohT5zjupLr7Dz/W/j11cENO/twtrKEX/OEDoxbvEuKghIUegwRBeKpDoQYdbt25CmqChCTc/A9ha6UiX80ldI79yGRhO/uYm+/CT29m1o1vFTM+S+9BUIAtLXfiACOaWhOohGQaeNvfE+SblM7vmXDn8sFy9jJmdQ1Sqd11+TWYBCETt7lm3nuBonRE1AeRIOW2GNKuGctpVmL+2dXwOspo7UxeBhWMs0f6hgzUFVeS6FhrUkJVbQSj17LuF2J+V2bImBnALt5cpoeNhNHLsOBvGUEUFYLdufX6SGgT0eBKGKHn/WA2vW0zfvcPgyOfL/AKE6KCV/23OOndRS/QS4sB9HBcOjBMOjeOdoRxGdvT2Z5Uqt3C+RlES3siT3B+/xnRgfRbitLdKJSdAK/9Mf0/7r/9ITTHZLB1AqoMYmKPzJvyI6c/ZTOMqTOqlPpk4A7GeoTKUiIqE+8YuPY9zONqpcRhVKqKFBfKdD8+v/H3qgCnGMXVnGzMwRPvc8SSKJOH51KYsyjQUMlEoybaUQKgBeul1dRbbJ7JpsxvsKIsyly/iVKu7uHVhe6gGMblc2jATAbKz1DmJlUdK4whxmbha3tCI82yDC3obyF75EY2+P9I0fZ8r4vuraaB2trjOBd5DPoUoVfBhBsisd4LFxaDSkM7u9lQGzjE+5sw3O4nN5iCKcFmN8MzSM298j1prYeUrbW8S1fVwQUPzd30dHEa5Ww64u03n7Z7L9wGQWOHIOkh98R86VUtKpfBjYe9wqlSQZq0uvUJmnbjexC+QcdNriHtBowPbOQeKPTxKxj8rlZIDRbuOuvkvn5nUIQnS1ItzU9jHn2VoJhhgfh7V1jjX37+6PyrrMgRGu9c4GLk5kUGECMAFmZBSfz+Pu3YHJSVTcgSAk//Sz0k3d3hL6Sddh4mgFgXBRh4cxc6cwY+PoKIdrtbIu+DY6MITPvYJXGlWpQLOBGR2DcoXg/CX8/h7BrHAJzcgorlwhOHsOHUX4dkvEiZUqDAVEV54Xr89OR7jozQbe+8Nc19SiqlWZ+dAKH8fQanE5F+C9Y896Wt6xlXoSLzfv7vR9MTB0nGMztbT7UF0CXM+UWxrp1BZ1RjnwkDjHYuJp4olQFIHEw71E0rsMMJ7p81aAdSdvTOBQKIHl0cKr/mSv/teqcODzmgOqGknzyv5fRH7vfMj6QY4vQELWAuBSoLBacTe1zEUB+kN4xZ9mKa3Jv/pb6JlTKKVp/ej7+Kvv9mZI+u9lWpK8SDr41RW5d9TqPHCGB4fRM7PkPvcq4dwp9MDgr+x4TuqkfhV1AmA/Q6XCkGDuFC7KYQYHcbV9kuvvk95dQE/P4bfW8e0OvrEN3uFGx1ADA2L/sruDabUwU1P4KCJdWRIQ4oG97Z6y2ysITW/6WAciCjp9SmaJt7fkppzEsJUJmMJA+KbdqeQuuLEWVpf7UqUy0ZYO0EGA39vHxR1AggXs+hpNa3FhdLjbprUEAZQrsL724IlxFrRGl6v4uTPkn3mO5PZN7J159Owsulwl+cmPMmeA7CERhbK/XXCkDezs4Go1XC4nfo5T03wwMce+Ujzxzk8Z3VglvfYe7VaL4MlnCCYn8dYSzJ0mvf5+b5+PpQh8BPCqumlSGeBu9FnnOCc+s9YeY46ePei7VmA6s9ra34VcjuArX8UtL+Lee1fe32mDBzU+iQojAW79U5iVinTgl5ckgS0IeuEU/RVFvQ4ryKDHOwGtkVAbVC6H9w5dHcBFgay31cI8/Qx+bRVbrxOcPiv0lYzn+gCAjSLU8DB6Zg6TyxOcOUd08TIA8cJt1MAAplBAVap4BSpuY9+/S3D2PCrKkbz1JuHlpwjmTh3Efua/8lXhtQ4KSFD5AuHTz4mzWLNOMD1LeO4CeI9dX0VXBw6B13Rzk9a1d4kGqkTPviDrHa+jCgVCpXgmHzFiDFvO8ld7LeoI6JtU8Fw+oGI0r7csO/4w/7S/HAIEQy+82RC5NLacZ99BoDwlJcJOQ8+lt5HxZtv0Ag+663pcukAXwKpsvwN63N0hJU4JLxbyDCjHf6rFB5Zef1IM+Xoz4ZgJ8UNVyo7HAyhF4DzXOpYYSyH/WPlun3qpfIFcdh2G587T+OH3SP/mPz+4YKctg71KRb7TUQhnzsKd+d4yUU6cVc6cI/fMcw+u46RO6jegTgAsEEURuVzu096Nj6WCIKBSeXjCSulf/xvS7U10sUz73Z/j3r+KSmKCsXHSOMYnHeExao3J51GNhnS/rMN+cBWrNeHs3GEj+f7ugAmkVdI15046cP+OJHdVqwJgsjhRe/8eJOKPmnv2eZL9XdKVFZku77QFPHX9CkdGoCXip3BiEp8maG1wSYwZGqTw+S/Qev11XKuJW5WUMKIcanyMoFgmWbr/gBr3oJQmmJ4mmpxGF4qYVgM9MEDbpnD/PsH5i6RRhK9lj+tcXkBdu8/GqdPKbLrEQ1Xn8xilMYHBRBGqWEJFObS3uDvzeDzu/h103CF37gLtzjFdQmP6aBCPQR0olwXod+3C8vnMqcE9aOfU7fTWa4e7pSoD+93BiKM3sLAW2h0Kg0OEp87Q8GDr+4JDOzGBgkRpsVArZmKubjLXyooA86Y7nKbWvY7CUH5P08wrNgUCOY/Ts9BoEp47R/HKi6Rrq/hWk9YH7+O1RkcRbG0Kh9Q5/MysHHO7iSqV8BqoNyW1DDCzpxj5d/89rrZPurpMNDpKVC7jkxh7Z54gTkj39kg31knfv0o0PUNuZpb84KBwmnd3CIyhPD1zwBOnUoHRXmr88QBQAAAgAElEQVRd9zU7OYnd3iIYn0QXCvL60eWAqzu73B4Y4bL2zN25jY5jole+QDg5iTIBHefYqDVJfcDvDga81WjS8TAUBLwyMkBZaX7SXgP8wZVyNG0LoKpgNhexkwqHFQVzUY5hZ2lZy5Z11JynqkE5AZkr2Xq64LN7RR5nyfWw6i7nEbCZIJ3Vbse3g2Ldwz2n6H6rEsAX8lTjlP3UH9pWCIwGmo51xMCVYo7zxTw/2W+QeFiPU7r5bK+1E56oal6qlD62Lqyt1Uh3tjGVCkE2iPm4q/onf0bn2edZ/4//AVZWDn+H263ewLPZOLBWO6gwIFeuUJqepvSI58FJndSvc50AWCCO44cKn37dqlKpUKs9PHHcW0u8toqv1/DNJqlSuE5C+sG1rCGmBAQlCen6qgCars1VRx5dyQfvS7esm9LULRMI+Gk0pc3TfZI6d/iGCwJgtjfBGKxNadpMpb6786B6VmXdQyWermmjIXZD29tiSl+u0F5ZxVersJ9xX/MF9PmLBJeeJL32Tu+4+vfVZcs9/Sx6cppkfQ2f7OJuXsft7sh6ohxxmuIr1cz3tST2NPWuW2bfMZKdv3IFNT6BU4pL19+ltbNDZWMdXyzgB4Yhl6N16ybUaqjBQXJjE+iBAVyayuDh4MN6vM/8oKoDwt/tUiVaTfk9eMjXfP8IH1VrGBrBnDmL77Rxi/dlcBJ3xAkgO87ad79N7oWXsAMDODxubQ2SGLuykoUMJDA8KqIv58Rqq5CHVCyChCqBCP1mTqEGBvCNBm7xXs8eLQsXcGEE29v4dgs7fwubL+KTmPS9d3D7u2AMTiu4swDNBnG7w069jtvegiTBN5oZuByWc5OmuFKJeHgEPzgEE1O0vaP2vW/j63XSzQ3SzfXM69VCGNBOE9TnXsEFAe0ffBe7eJdQKdzaGrpaPTh9bnub3c11lhtNxoeHGZucwu3tkKysYOKEcHIK79yxlksbuQK7kzPsaRi+9ja+3SKdmMI05TtTd47tVoz18HIhQuci3unEJGnK8n6NmvNspf7QNPtRcKmAmgeVpjRSRwOZph/PWS7nDTcT+EHDirOBywDkkfc/av2PW/XsvR6hISgkmna30T7UKdXAVrNF4vyhrnKU/ZSc44WcYSwMeTYfsm4tEXIL6LfpbwB/vbHDkE2Y+BiiZ12txv7/+b/Lf8oVBv63/wOV/8U9fR+rBocY/F/+V1yjQeMf/hr749eOX+6IEFkVigS/+zXs1Mwjnwe/CfWb0nw6qV+8TgDsZ6zsxjrJj/4Zb1PMhUu4JMHv7wovNl/IbI+sPLy3t4WHetTQHn/MawjIbWR9j8RlU8VHunv99AClemBrLXMr8Nn7upzPrtdrHMtycQefZhSEXA5VGUIVS6QLt9FhSOnZF2hUq7g4RbVa2O1N3E4GRvsex+rK85BYgokJzNAIybV3cCjCi5dIb98WIVlmD+XuzvfU6ztt6YQo1Uuasqnsa7VKcPYC5vKTxK+/ht9eIGy2CPd3ZaP1ujgSTEyK2KLTxm9u0H7zDcInn8KvLOOvf9BzSzjONeFodc+p0uLy0G4dBqXO9aJXj07ZH+WpOuHFFn7nq2AC2t/4ulAbjr6vvk/n9R/J8bfbcm60EeFJ19uyti9c2VqtZ7GVz+ZyTZA5HTSFwxqEAgD6H0Tlimy3VhNfXu/xO7t0vv3Nnk9sIS/Htbqaefs6qO1ja7W+c5ddO0YLqE4TwswDU2XUEnv3Dsm190Sslc8Dqsc3jmPY3KDznW8Tvfgyfk0410ldQgqiL36Z+M2fkC7Mo0bHmXdwszLI9PXrlIYHSN9/F7+2BhPTRE8+hdtcJ3z+JcLZ0yS3b2BGxghOneZyPmQyHGTUaMzlJ/GdDnp4pHc6tOb5fITznkGtGAo0U9YQKcVoYOgkKRE966njyiM0gGtZvCwISLwRW8rasJJKN1MDBQVN3yOuHAWvv0wdXY8GCtk2cgpKSuyw8kBRaWEV9S0fZz/zDtody4sm4F7qGDeas0HAQtx+YOy3n/nWftTyaSLXLbD/jX/o/aFek/vWJ1y6VKL85/+e+unz2L/8vx698PAII//j/0w6Ov6J79dJndSnWScA9jNWemAANTGJb9Rx9QbaBNhyJZuyT6HWPKzePw6oPm7181DDqOcRCgI8cnkRSLVbMr2fJPJakoHVrlgK3wNb1qLGx9ETU9jFe/jdbezWFgTizRmOjlE4e57mt7+J29vB370jMbbWyjRbU7qS2iui518gOHWa5NpV3OYm3qakUSTTzo26cMsQX0Zy+QcjXasDBBefQOdzpLdvoU+dJjx1hmT+Fn5jXY7rqNJ/dxcKBczsKWx+E7Y24O6CUBzUMab/2jz4Wjc2FqBUPBB9HQwejqtuSITOhFGH/F1DeS1NoVTCbq5jV1ZJm0cSyUwAw8M9UJwroIpFcSaIcgJS2zpzlW9mFlrZZ5ci5y9NZVtBKJ9zKulrvtWQUIlCEbRBXX4StboiqULbWwfLSUc5299cPhOTtXrHd5xIr9MRy6/zM+SuvEBw9jzp0iK+1SCYO4NtSAiBGhwkXd84zBUG6SLfukE6OERw8Ql8EOI3N3Dbm6Trq8Q/+K4A+UaD0eog+40G45tr2FoFv7Ut52p9hbjTgt0d0qvv0bl4ERPl4cw5zNwpylpT7jZmJw/7dHrviT0MaYVSmo3U4r3nS/mIktFoPG2nuBzC68mHN+77ySSTCmaMZjdN2XWOCPmozgaaUuK4TcYi4fETsvpLIdP9R+e3+nvQ1WwZp+B8YMgFhtXU0nGOnx2xCztaea1Yt5atlmPQaHZTe6y18WnFR/aDtRvrdK6+i/IWXyjBj79/+BiD8COt9xctpRSVz72KfeJJ2j/8Z5I7C7C9LtZb2sCXfpvKV/8QXSxSqFZ/4zuvJ3VSJwD2N7x8p0N6bwFVLBPMzKJLZcKXPkfrb/5f/Poq5sIlgqFhUmPEpqk7zV8oihl/8yPcBPsBFmQKfwRgRTnpxOUKgBdAOTQsHbt+QdRxIh/IwE5LOLV7u9J1NAaiHG5zk8brr6GuvCjdQGuh3ZQuaRjCy6/CT34E7TZ2a4POD75LMjmFmZ0TL9v1ddzKImZ8Cu+spJI5jzcGMziMqw5CsSB+jfUaenQc6vuowVMEFy7hanu0X/sh3qaokRE8SgBq16g8ykGhgA9C7K1b8nQvV0TMdpzpeKEooLaZcWu71T/AqD8CtB4t7493MnBWxHYDg+jxSVp/+zdCLzCZO0MUye9IAhn1GniPHh1FBQYXiHzGdXPZu+K+uCOfZbmSvV/JcXY6B8Iv2T4SPhCE6JFh3N4uancHpmdExX89i97sCgX7u/I2m4wOwofYpmV823ye8OmniZ56Rr4T8zfxtRqqWMbvbokNWrEMtVtiyXW00oT0rTfhwiXM8DBqfIJgdo5gZo52oQhpip49zVi5xNDbP8N7j86Pw/Mv465fFUDfaB5c4+69d3FnzpH//T/+0NSt+SRlPracCzSR1ny32abpPAWlaDjLjhUR1uNcCf2dVA38WbXAvHW0rOOZKGBbe64lKWtHxGAambbvvr/bzX2c7R29srtcWrL12Gxd1sO6czyjAi7nQ77birmTukOAO0fvoXUhgMu5iEgrdryn5RzzSXqs3HE6/9FBpqvXSK69I530X2ZA/zGVqQxQ/IM/BmQW4WG0lJM6qd/0OgGwv+HltrdIb95AVSqYsXFUFOHW1/BLS2BT6VYoJZGIc6exzZaAz9k5WF05vLKHdbj6a2BQAFc/lujv4oWhdCCnZrFL96W7trUhIMN7ATeFgoDcZkNASbfzZp0Aoq1NfKmUWU8FvU6f1iQba6ifv45yXgBgFOEzNb2JY4l6tSlsbuCcwzXqpFffkX1WGsKQ8OVXsO+9Q7qyjG+3BNzEMSow6KER7PaWpOCA8Cbv38XV6uJx6h1UB9BDo0RXnie5d0/8QJ2H0VFUPo9fvC8gUGsYGJBuosvObxRl0/D2IFbywZ7ah/TYjvuctD4+dQt6HVXTEtP+7UzsZj3quSvknrtC+5v/CPv7+L29TJwXY5cXRaQV5VCDw5i4g93dydLT+mkQCjUwiG9l11ahIJ9zpSx84k4bwojgpZclQnh5Cde+CytL4sVbrQq39qi/bBewdq8P70BH8nsSy7VWqkiO/KnTRGfOy/JRhJmexdVrsm40anQc1R00PQxQtluk9++KM4YHHwTo8Qmi3/kqfnUVc/oMwelzmIlJ7L27+FYTXcgTfvn3iL/3T/ja/uH13ZnHl8qP/iyBrdRxI05ZjD05pahlyVzXU/sAODxaXcV/F755pAMbI5ZaNe/4IE4JvGdYa9bSlLaDhvOE2Xs90iWN+3765kYeWf1/7zobOHpd4AiJgO3+f9163mjH5JUi8IfBa4SI0IYUdLSiYDTX4pSLUcDL+ZB/rDXYcQ/6dZSBueijA9hgZo5gaoZkaelBMeSn5KvaD1hPwOtJfVbrBMD+hpcaHMTMzqFK5QN7Itf4/9l7sydJsvPK73evb7HnvlbW1rV3d3VVVy8ACQxAAjOYzWw0shntD3qT6UX/A5/1JtODTGaS6WlkJlKiDSlQJIYYEgABNNBA791VXXtlVeW+xx7ufu/Vw+eeEZmV2QsAokl2HLO0XCLC4/qS4ed+93zntORmb61YHnkeqlBAn7sgBv0b61LdHGx6Oo4AhSFMTskyVhaFeGSVL9dgJgmsr2F296AQHtTEAuBkObZc3s+Np1qVsXQ7otM1aXYjUX2iFwQQFaW5vtmCWg09N4fyApLNdancxrKUTJrItjxPyNP+UpuBTgcVFVATk6i1NRgdw794GX9iiuTWh6SLj4TYex66WMA/f5H01ke4Zl2qvWkKnY5UX/0Qb3ZWtGidliRtba73Gy6CqO8GoJR89Xp9gpYmWTOTd0x1cQB5eIOXVTx3DgVvHjfxiDLP3l5PKtWD3K0QoYxUsr3aCGZ7S8ibl1melSsoY3CVGtrzZKJQrUm1uVnP5BNK9jvuDvjPelAqSGiDNeKeEEYykQijvuxCe1LxinvZBObQMRjc5zCCoIKem6M8O09rdxeadez2NqpaJbhyFYKQ5OE9vMkZgnMX5BA/fQKdNq7RIFlfk3NQyWy/jkIvlv8NIPnZT+Q4RxHK93DbW7hajcKN10jnT9D9y++RfvAedmRUJC9HLOnqzxAHfDLweZIYes4RKjijFJvG8vhTAtnyZX+HENiahg3b918dBe70Usa0SAje70nnfk5OIwWTDuqIRjVANLb5p8BhApu7HgxKDQYf97PHDut0Bz8tUkA5RwP3TJdYAuw60bOWnGMcx6ZzxL2ElrO8E7t9De/gS+c8uBz96rc6FYYU/8V/Qlqv4z5498Bjhf/iv/mVtzvEEEP8ehhGyfIPO0pWBQHezBze+ARKKVy3Q/Le29jNTSgWUTNzqHw5d3Mdt7IsFbQoQpVLQhBy3WEe2zkIa0UakC/r5svE0E/R0jojaHqgepYeTxI8X0gEyPdWU6qxaRaE0G4Lye11+/G1oVR2o+fO48YnMA/vYZ8+wfo+2g/wxqcofvNb2G4Xq7P98H1AH1wWDCPx/9zeBKWIbrxK4ZXXUFpj11cx9+7I80sVwms3UJ5GjY7hwhBnrMgF0gQXhAQXLxNcvIKu1tBRQQIg8iqc58mYW83+8TosmSiVhSzGh/vBj0CuGc4dHw5ASdXzqOQthUwKtBadchDI3T+MoFKS4x4nhDdeE4KZJvsxrN6lKyKx6PUg8NHO4c3O4V+7gdlYl2NcKu9XYQkCGaPvy7nLK83djKDu7YokIp8I5U4RecNfKa9WuuzYZPZehQgmJvHPnCW6/ioTr3+V2KaYp09QxSLRy6+gZ+dp/9G/I37nLVyrgX/+IkprzMY6Zn1NtLbNBnp0DG9kBJvFJB9AVBC7tPzAhSFUahD30JUKCoWu1iQUoVLFeZr09i1cs5nF4Zb7LgsAk1MUv/WdTz6vQEUrZnyPs6HPhKf5q1aXu6k70iYLpPkppb88b7Lf5zXsOPl9TMEOsGwcJa0oAxtZzKxCyOashtBT7FghsQ0OXoWDRLaILO97HG+vZThIVlU21sG/FRByXdRCVg9PhfNtJ0DXOkpavn+c2H37rXwMZPtxJvC5XAgIfx0LLSWT5XRrU1ZPMoQXrqAnJv/OVUE/KVL8HxqGUbJfXgwrsF82eD56dFwqnGmC8jSUK7gkwSSpkCqtoTaCazb6nqJhJEvduZfr5kafNO0v7WZV1rximFddXaZRLBSEnLQ7B+238g9/m5nWz8zIjb7dEnKXRSgCBwV11gqJsELcVFTAD316jx4IkYxjuHMLWyzBmRJqfJLoG9/Ce7pI+ughZvGhVJtzTM1AsYh5/Ej2PRRCZzsdCAP0wmm4dVNI3OQkyZ2Pce0Wyg9w9V2pqM6fgFYLHUWYO7dwe3vE9++icXgnTmJ3tvpd+Z328SQeRBvcaT/bVPR5oZRUM4+q5OYWZTprIKvv9kmmH+BsSpok+NnvxLI0H750HbO5hV1dFjeBIMJ7+QbB8y9h6zuoSlUq4UEAYYCqjQjhaTRFZrK63CcCzsq2ycaQy0KSJGvYyiQCva4ce50ldaVp3zt2Zwc1M4tfqRDOzRPs7ZGub+BNTOC/+BLxGz8Wa7T8NSBxyeMTeDOzgCN1DjU5KS4Xh2/+QSDjirNrOpDjIRGfHUy3ix8G+M+d339J9OI17O4uyXtvoYyV/7PLV7DvZ1W8qc/WJa6UYiJrQGpax5rt61MDniV5h7WpPkIMY9dPvDrpQWyg42A9MftNVSU5C2ig4xTOSFxsneMbuELgdKB5PvTZNZafdtNjwxQGcVRTWAvZtwWOD2RQ2WPbyOVS1eIlq7KxTPsee6lhFHi1HDEReBR/Tf9Xs7FO8t47ByUEhQLJvY/xZqbxpmZ+re0PMcQQnx9DAvtlg1L4V56n99H7sNUS0nfuPPG774j2sVrDm53FNptSLczJTK4rLJZQUzO4jY1nt+2ckAzf71dbB7vop2eyymnvoL3W4DKqSWHpaf/3bKmabrcvTcito8IQfeq0+JA6hz83T+/hI9zWpjSJBaGMud3C3rtL7xc/R/Xa9H7xcyHHeVMQgO+j5+bRY2PYjXVxIWg6On/5Fyit0CcW8K+8IJW0vR0hvrNzYtLf7eCMRRU13qnTEgO6soptNElXfonNNLte7rxgHSoMRRN6GIPHa3ND0rI+TULwaY8rjncoyG/IypPJQ/57HvvrHKws0fvedzP3AB/KVeKPPhD7KjLNqIN0bRWztYVdeooql1Cz82ATdKGEmprCLD4C3ye4dp3gP/03tL77p/DwvpzL3Fc3CPvSAFTfdqtYEB9X6FdnQSYNPfGqtWlMsvSEerdDsrsLvsY26nS++yfY9TX88xfwT5wkePk1XLNB/O7b4PuoapV0ZRl77x7WG6j8DiJfaYBsIoZc67lN18oSqdbYX7yBPnsOL/PeLX79mwQXL2NXV7AmxW5vEX/wnlyvC6eOP2dHwDjHTppSpE9aE+RD/Diyp4F5oODDRirpWb6C0PeZdSkrBrpOSK/LtuUjFczVbNI4pWDMwfox7xFl27zVS0mcOBkkfLbo1+PWFdrPKgj2MfiaBkLO5xSUteLFUsRLk+Ms79aZ9RRTvwGLK5fEpA/uyudPVJAJvHOo587jnTiJKg+DAoYY4ovAkMB+iWAbdXpvvoHb3RUSqRR6aho9PiUEUWv06Ch6Zh7Tupvd0QKYmRUCu74OQYjb3ODILHvoNwSBkItqQZwC0kSWiKNICCmI80BeRT1uucsYiREdXKLT3n7Ygl1ZlbGMjMLICKpRl+qt58myebMJjT1QGvPkEdZZ2dc4zqqSGTmanoNmg3T5SV+jqpToI1GYOMHt7AppySqz3sIpsBZze1Xea3IGmk3xEh0dBe1hN9flvSan0afOwlpG+kZGZIxPFg9KB3JyZlKRAuy4vowC1Z9IDL7m0/Sxn9p8l72nVn0tbhD2/VadE610VIDJKZRzksFuUjkWs/OgNK5el0p0r4dzFv+V11Hra5ilp7ikhyqXUZ4H9To6KuHPnyBdWZZro5dV2fdlBoHoaVstkWzUBxqgwkieV4jEbSK7dszTp3QXF4l9H+cH6IVTeHPzpI8fwN4e3smTFL72TblMG2Zf4mIbdZxzsj/xEVQwl8DkyH2Aez0Zx8wsemwC+/Qx7vEiyZs/Rb36VXEmKJXwp2dk8gY0vvsn++fZGxk58mz0rGPHWka0pqj773s3TnmzmzxDVg//HiLL8HlIQKyy7A2EWPYcdK3ljmFfM5rrU2P6soP8qtpzx0exekBBQSu1PLHymqNs5XOSPaibzWlfzEFS6iEV1eMW5fPn5t6xo57m1WLE+dBnJgoZK5eYjnuYT/u/+BxQ2iO4eJlwdp741ke4vT3Cl28QXr2O9v72fWCHGGKIZzEksF8imNVl0uWlfpa2UpiH93HtJngaNSs34uTnPxXSl1fj1lezJV6b6RU/RY+ZSwdKRdQLV3Fv/Fh+397qa1tz5wAQEhBE4kMbx88SssPd24Ev1UGbV+6AOCGpvyGvLRaF/MVd6GTEq1rDrCwd7GTPu/y7Xeh1RPfYzTSKfpA5AqTiZlCpQBKjyxXUxSu4p4+FmNkUdrelKz2JsdUaqtvGVUfxxscln9wYVBoTXLiIuX0Ts7aMa4gO04yN427fzMhQKATfGCmVGXOwIpqT/SDMtKgZKT1MUH3/aL3rfiNedgyUSEXE2qo7oAVWfS9egFYTde6iaDjbDdzWlvw9imB6Dm9kBLO7K8fB9smnVyiiz1/AoVA4/BuvEb/1JsniAyHM9QZqahrnK1iSc6NPncG2W1KFT1P0hUvYJ4/k2tnfDw9VKovM5cmj/t/39kSLrBXOeuiZGfxLl+n96K+gF5OuruK6XWlYrFYJX7yG6bRIP3gPHfiYrMkRaw5OEJ47J6T51kfZpC7sa2GTmPAffYvw5Ek6f/r/4NodXGqI33sb2m2Cq9dQYYSLJLjBrC3veyAHZy88e46Ad7sxd+OEK1HIK8WQlSRlxzp2UsNmYo4NK8idAqqe5vcKAVvWcqubsOek0z/fow5wK+53+A+6AuS61MH36CGk8ijXAQNsO9GrpgjpVPRlCAF9LS6HXh9nY46yx8foN4kl7llinm+vl43x26WAotYsBB5nw+A3FhM7CNfpkC4+RE/PiotLsYhZfEhy92OSn/wIf3wCferMb/x9hxhiiE/HkMB+ieBNzxK+eI20vot9/z1cmor10/g4FEu49Q3SjU3xgx10Esj1iPnPn9SwoMWKCiPk0H18s/+Yc6LpVLrfHLZfTilBqUDw6lfR1Rq9P/x38txBMquUVFqd7Vfs9sfYky+Q1/l+P80p7kn1VytputGy5I0z+80ZLD3Nlq+zsecOBzjwFOG5C9idbdLtTaKREdLOBK7dxgtKpKXKPvG1nTY82RCCdvqMkGit0X6A0hr/6nVsfRe3u0v66KFUf/PjplWWZtXrN8tZsx/hi9b9jvvWgPtCGB2UCBx2i0iz15cr8lgr0556GiYmZbt5JTjv6i+VsvQzsbFynQ4sPpT99EPU3HyWFKUwjx9JpTtN5Nj5PvR6JO+8hZ6dw5+bx3XaYCzm1kdQ3yN+9BA1M4eOIlxQwioNpSL+qTMkjx7KZWESnHKyZJ9XpbMwBf/3v81qbKFeZyLXCGuNmpyiduM1es0mbmQUu74q11a7Lbz8ySJua4tkdRntezAyht3bw9y/L6Tf98B6/WupUCC69gp4mt7ykuxbEIrFVwbzZBFbLom2fMonuHAJs/iQdHuT9P/7E2yziZ6cwhsdwwt8zPQM0fNX8Wf6uknjHMuJwVOwnKRsGkfPWqxz3EsMm6khQqqhR6EInPZhxcBcFHAm8jmLomcMb8X2GeLZo19VHZjSyGUBzAA9DZu2H/saZd8Pq7YHiWa+HQ2UEaK5w7PEF6RCPOjL0EbI9eD0Nfd9bSP63BcCjxTHhULAa8UCkf7Nk9ZBmO0t0vt3UCNj+KdOyzU2Ooaq1lAjo/K/N8QQQ3whGBLYLxH0yCjRy6+gPnyftNuWqmG3g2l3cUGQNU19Ssf7p9n+WCvVRN8X43YyHWxOyJTKmsFGpdFne1O8Phu7sOcwtz7Ee+l6f8nWOSEtUSg/10ZknGEkd+DuMXbquWVT3sUfBKjRcfTZc7j1VezjRSHB1Vqmk23LGAuVfX0t5arogj0fSiXMh++LPCEI8CanSe/dxXTaQtx8T8jg2mq2pB1j93ahNoIa0ehLV0gX70s1cHdXjsvSk37V0/MgLGSNSkdUT4NAlurbrYMJX1HhQFe0nIPDS6fZ+TxcybZWmqkmJoUkJpKuRakozXpJKhZr0zO4D9+X/cqkI2p8kvCV11DFMr2/+WvRDW9v9Rvvdraw2/LFS9dQe3tCivNxxzGuVMKVK9jbHwthHB3F7m7j1pf37bPcB+9lHsEWqlW8089BGLK5vMoHMycITpzhlc11CiZFnTiJ0pp0cwN94RLxyhJuZRldKOJGx/AKRZJ3fonZ3cnihTMJhNJ9RwunoVBEXbwkBvG72yTv/BJXq+3HGftXXyZtt0ULDbj1Neyly7hOFxcrXK9L8NJ1MIbee+9gG3sQBPi1UcKrN9DVishPBrBtLO/3EgpAVSvKKlPOKMVp36OiFAUcM8Bi9ppcqwpC9GaCgK+UfAqFiDfqLUKtmA18TpqYFdMPDMhdBnKf1152hcwAzax8Ou5pilrTzay18sqq5pMTuRxCQvOf2/Sru8e5JoAQ3QL9MAYNjAAzvjgkzAQ+zxdDZn2fwt8yaR2EHhvDO3UGXRtFZbrmwmtfJXrxGuDEnnCIIYb4QjAksF9CeHNzqEoF124DGnf3lhCLJM3W/z7lBnGYxHr+gOl+htxWS3swMQbNVj9eNHu+f/4iyc6kNPI06mAsdn2N7s/eyLsk2UAAACAASURBVBpkkGXqmTkYG4MH92UpOfeBPVwJzpu7yPbB5U1aQoLV2Dj+yChpFMH6GpgUPTWFf/0ViQNtZOEClRpqbBw9NoJJE3SlCiiU76EqFfz5BdL791BRhI1V5iPr4IQWqUGu7V0Vbaw6ew7X2KP75s9EjnEUCkWRUBy2KRs85lubQhDzBqbcI/ZXhdZZWEQm3ciTurr07bj8QJLH8upkKl3/9qMPiJsNwq/9Pqpcxiuexs3MYh7cJw86oNOGxh5meQm/OoKKYzh5Cu58DGGEP39SmmO6WaV9b0+I4daAXMAY2cfsmnS+j11dIWq1qJarRM1dgjQR+zMcdmuD7u4OqtPCtlriA1uI8MbG0DOzqGIJF/jY7W3Zv3ZbJkNRIROMxlAsUPzWP0Z7AZ0ffB/zZBGePskmJo70pz/se9yGIXZ9le4f/yFoTevsBXZLVeaKJfwXX8IVimAS/FNnUWGIrtWOjB4ta8WEp4mUoqikiSlfEj8V+pwCEuf4mrH02j1xGkOqmxYhiu/0UpyC0cSnYSwFp6j6HifCgBPOEeC4FxsamUvZnK95tRjy43bMrrFcCD12HawbSz21FELNy4Hmx4nF0CemnxVHWWB5CDk9bKdVoU+QAU5qOB+FLCYpTa24Hvqc+TXCCD4PXJKQPriL7XUJzl8mvHr9wOPKk8+BIYYY4ovFkMB+CaFHxtDTc7gkEcP95Xq/Mub5n94UdABZRfXwsnW+vB8G6MkZbKEhy9TyILRbJO+9jZqcximypfCsgajT6r/eZiT46ZMsNnXAfXJQ5jAxIZXc+m7//RtN2e7omOjUmg2Su7dkuTpNIAhR1VGiF15CdbrEH30IUYA/MSkWSavLeCcW0BNTQnRfeQ3lB6iREVwUYPPUsHz/nzyW6nNO8J0VB4SdbVm27xyjXvQyv9zDdll5N3xuRdbOHs9JrjFCnj9L0MFRyM/5gJWXNQbXs3gosXlqNiCNM1stD7SBnkg4zONHdLb+b3lOEBJcvUbh3/6XxEtPSBYX4eE96dYOA7z5ExgcqtfDTUyhymVJKBv0rN3dOX6c2oM4xd69DThK1Sqv7W5iFu9LFOvoONRG8D2foFLBhgWJcw1CgufO4Z+/hDc5BUrR+e6f9AMjlBIpSbUmFlq7u5AkJDc/JDx/iejVr9BeWwUzsBA+aH2WBy0AJgy5OTZJRweodoeZ3R3c6rJMYioVIT5HkFeAkta8XgxRCLkb8T1GBiqNt3oJP2736CYpTSv60XEFr0ceHQsPYkPbOt7tJJxzmkBB7BzbqWHc91hMU1YSQ+Rg0lesGceqsWymlrJSLDl4o2coASVPyOpa9l6fonj/XLAISR1FKr+5/jYPSxgFZjzFpShAe4pZ5xFoRfG36LNq63skH31A+ngRc/8uhX/xr9HRUCowxBB/1zAksF9CKN+n+I3fkxSi1ND98Q9w9b2saeg482vVr2oOIl86T40st9uskzzKUqZKZXlpsYDLiVaxIsRsb0+0la1WPwHJ80WrubOdNS4ZIUjttry3zuy5Do+jFz9r4O+skIux04RXr5PefB+ztISKIlxUgHYbs7FG/MZPcJ0W/sICJAkqCGWPPU+WCK3F3P4YrMG2W7idHZKPP8LtbMPMPExOC3EOgiNCBIBGHVupSPPZUQ1X0zNSXT2MwWYizwd7xLnxMs1xp9vf58zW6mjqkTkZPCMzAIvi9sUr1KujXFlapJYaOe55Q5tJ9wMjiGORU3QzO7U4Jt3eQG2uk978EJ2m2OmZrBqb0vvgXVxdrLLU6JjIOnrHyD9A9knp/WX7bOeEbHqeVFB3dlBxFqxQ38EGPsGFi0x++59Sb7dJmw10EKKmpkkf3Ce99zHBCy/hX7pMsvgQZ9LMLszglUp4o+Ok9Tq22ya5e4f07m1csZzJSz59gqCtY7RYQDf2MP/hB7RWV+T/o92h9+7beNMzRC+/SvjC1aNfn1VcQ2BuwP7JOseDXsLTOGVvoLmp7qCAx1crIa8Zw886MS1r6TrLcmpIHYz7mrKFemrZzYivnzrRtTp4ox1zKfKJEBJZB4IsvXk3CzD4TcIhhLWJaGTHPGgY2aeiEvI6Hvq0ULzg+3yl4NFDZBV/23DOYZafSjDH2Dg8XsTu1XGdlnyeDTHEEH+nMCSwX1J4UzN4UzM451Dj49iNDeL7d7C3b4keslSWpfD9EAEl2sj0UIKWMVIdK2ZG7w65+6VZ1Guzjq2N4C+cIr17R17T60iD00qmdcQNNHi5fiNYkvQruyOjkjuepPDkUX/JO8dhHej+jvqokRHit97EtRqoYhHCUCptcQ86XdK1ZZQxeJdfxJuYgG4HPTFFclukFXZ7S6qchQKkKapSRo2NA4gO1PNJbt/ENBsy3nazX91UWsbWynS7QXiQuGmNWjgty/T5cc0blg40qR1BXsMQJqZl4uCsjK86Ajtbx7sQFEuyL81mn8SGoi+2DurzJ2kunKGrLLVbH8jjo2Oyvru+kXXQ+yJ5GKwoO4t7/Jh4Y11kz6fPEhSLJI8XsUtP5TryNIxPElx+AacVycaq/N0PYGQMdjb7jWnlqhwDa/oNf7mWOknBNURTWxvJtqFRmbeqX6th7t6WfItCAU9r4l+8QfrgHsmD+xS/8y/RY2OYtVWUtXgnT6GnpjHbW9gw2m+Kc70ulNMjyf5RUGnCuR98D1uu4K+uANAuFFkfn2Zib4vq9iZpbYTgufNyHX4G7BjLe50ei2lK71Bnfht4vxuDdkx4mvnAZz7wMH7If9yp08Hho1hKxXGgzEHHARCC+jhJKdMnq3lSl48QTYuQ6ryZ6jeBIjCaCWurnmJMa9BQRnE1Cilm6WOhEg3sbwOu3SK9cxuShPCla3ijY6goQlePtjsbYoghvlgMCeyXHEopvGKR+N5t7NPHQlJ7vb4v62D1q9OB8UnobbBf3XMO1lb6Xes5tBZCWyiB1pj1VSFOaSpkq9ORRqHBymOaQD3NSHM+QISgKSXP39sDp6RCUq8flBE8s3MaTp/GLS/JUi7gTp5G10Zku6UyaqQqEbBpikp6BGfO7ldg81CD5OaHqGqV4MoL4vEaRKhiGbe3hx4fJ333Hczjh0KsQPbbZCllCiG1+3rcQ5XjOMbd/kieXyjJcY0P93kPICdyfmZstL3RP+4qq6weRV5ByF5tDFYH7MR8H4pl6PXww4DLi/foNvaY1sjx3t3LJAKBrP32emKl5nmZY0Pat+bqtGUfKxWCF17CNXbh/l15Tq6t7rRI3n1L3jdvwAtDqFZgN9O+JonYo4UF2Z4fyPUVRLCxKtspFghe+wrR1ZeJF+8T//hHOO2hPB/TbpM8uEfvwT2o11EnT6PHxiGORfbw/b8Q54TtbZyn4fxF4gf3ZKxBAOMTMnmrVPCuXMH84ufHn4/Dp6fRQDf6k6mnsye4f+ocC6tPubq1jvfc+c9VzWtay/3Y8CSxR5LHHWA7dTgcJa2Z8T1sGHA98pgOfCxwv5cSO0PoKSJj2aIfNRsDK7avTU2BPWBKKc4XPRqdlC4wBex+5lF/MqaBV4oBu9ZyO7akznHShxNRSOwc077HqPfbj2ZVhSJ6ehqXJHij4/iz8wA4azEb66JhHhkFwKyvic3bzKx4Gw8xxBC/dQwJ7BASn7q2JppRTwm5HKz+5bBWLLb2fURVvyp2WL+ZE9+RUXi6eDB1Kk2lA79UEsP/VrtPfnBCiPIVw3z7zsHTx/2QgY4nhO0o7FcwLTx9erCCtrmJbWSShFIJb3pWmtqiAv7CqX3yCkAco8bGCa/dQJVK/ZvXxhrxz36Mrdfhg7J45jabMtbREdBl2R8vgMCDnV3Zn6R39HHd2xNiOjuHvvQ89gffP3q/fF/IT5wcDIzI0Wk/2wTmB2ANW7VRnp56joW1ZSZygpwHFrRbWUQrjDxZZGTpCUxOyfZ73Sy8IQLUgDbZivY3DDM9afZ+zkJ1BJtH0iaZfjX0+l62UYTb3T44xs31g8v0aQppi31Cbw2opow5DPEuXsFfOI3yPfzaKKZaw5mU5NaHtLodIRj1Peh2Uc0mwdXrmHd/CY0m5v69LAzCglXYNO1f836AGhnDGQNBgGs0Pjnu91MwvrtDvbLB5PYm6p/9SzpXXgTUkWb/R2HG9zgVah4l8mEdwr5O1gJzGhZCjwXfo24lqWuHmDaaiqfZNZbV1NBwoIzdt8Dy6Puz5v6tIf3TeMr3mPEUP8h+H8jG+1zIvWOzoGA0WXVXKZ4LA2JS9oxlMgx4pRCSOkf1CyCvIJKh8IWXDvzNGUP64B7pvTuoao3w6nVcs0ly5yau1yN87at4E5NfyHiHGOLLjiGBHQLKVfRIDRt3caWyeFweV8UbrA7mzUVwtL1WHMty/3HwAxibBG/30HJ05v2pNMzNC2nb2ZbqWN4k1Wk9u71CUXxVHf2GoLgny+b5/kxMokdGsI8fQaeDWXoiiU3VUanMIolldm+P9N5tVBARvvq66GatxW5uEH/wrpDXZjOTLqgs8rYKoxPSsGUsqBRaHXEXUOogeR10TMiP3/ISNiNOz5DTXFbR6wnRiwrylSSynXzbh1+XJqA0a1OzLI9N4rdbTKxJNZowlGPW2JPx+dn7xrE0h+1Xt7PZRBhkulzknCRxvxkqRxCix8fBGPT0DLpWwzbqfWlFEuOCumzD97M0NO9giILKroFcB2qMvD70Zcwzc5j1VXp/voi9eg3vzHPoiQlsLyZZXqK5tYUaqaHnFrC9LnrhlDgJ5BrvRirjzypn9sFd9KkzeGfP4587j1Oa3o//GreyIlZoQdCXcJRKYjXWamRShk+2lZvc3WIyqyzvTc9zqxMz4SleKYTSfHYMnHOsJnLdlBFjf4OQ1gAhmxUFZwPNvO+xEqfcTwzjvuZMEFFUjh82OmwZR9s5dPb8ODtVlWw79ex7N/vKt+1pxZvd4wJqPzvyKyO/knwAT7NqLfOBz39eK7FlDKOel6WO/fYssj4LzMoyycc3sc06/vQ0yd3bmM11bKctOuzZRYoZgXXGYFtNdKWK+i02nQ0xxJcVQwI7BNrzCC6/gJ2Zxb94me47b2NvftDvev8keJ7ccz5vF3wUCUFaegpzs7AbSRUMpIqYplAs4j93DmUdabMhPGnuhFhgHV5mDwIYH8dTSlbsSyVYXRFimMRw9lxWZdTYvT2pMG5v4XZ3iP/sT0gqFaKvfxP/7HnS+3ekYqw1qlDEKXDtJvF775J+/BHWD/BOn5FkL+PEn3RsDP/Mc5jVFdL3lyTAQBVE7sARN+apKfGDPbwfa2sDx9bPomW1LPOniSzfAxRL4lV6787RDWCD8D0WNlcJ0oSZrfXMUSCLYs0JfrGIGpvALT7oN8/ljXgo+bk2AstLfW3q4ARmYMx26Qnx/TvyfGNkMjE4wdlcl20Wi0IIOx05R3mTX77JfNKRk4EgRM3O4VUqpNs7cn6qNUhjVBjhlSoQBJQXFkhPnKT14fvw1pukmxui6fYDoJNZhHX7iWU7O9g4xnv+KvHdjzEfvC/vOZhO5vtShS6W8J87j+11sE+fSEDGZ7n2r17HHx3FWEfTOoxz+J9AYO/FKf/XbpsExyhySPKrqKqhqBQTgYdxjve7MSuppWstPRxhnPI0Niwlon0NgJoC39cUrCO1jkkNDadQ1hEh5DXfiwT4YTvhuHbOXxU+MKrgUuSzYx115yh7mvIXVHH9LFBhgK7V8E+exH/xOr2f/BC7/JR0Yw12d+ktPqL35s/kOl5+iq5UCX/3GxSu3/iihz7EEP/gMSSwQ8jS2bWXce02enIK22rTffeXn+3F1oLONJ+fxXBHe7L0PNiE9SR9lgR0u9LZ/u47QuLqu1lKlC+EbhClkjgX7O5grENXKnhXXybtdsU31lpot9FTU9h7d4UIzs4TfuWrxHduw9JTXJpiVldw7bYQhXKZ4NIL6GqVdPEh6f17pGuruI0N1NQUwcuv442MoStVvKvXMLc+Il1ZIn30SMauNZx5TirLG2uyf13bJ3LrGVEtltiPs4WDx9BaqFXFncEYWNvpH7OdLdzND5/1gc1dDpSWr8z5oGYMtb1tIZ5aSzW1UAIvRk9MEly4iDOGuL4r1dfaaJ+8NptC5NqtfsVxP0nt0DmPe6IfdVacEdL0mPALl0X2+n1pwXGEzlq5bpJYEsx2d9AnThJ9/fcIT5/BdTqoQgk9PoEfhozNzbO9t4f90z8WGYHKbM78LMUs7vUT2PL0sd0dkvffkWPW2JP3DaM+SbcOdArNOunND2TcuUb48LH3fQZt3tS1G1T/6/+WEa153I7ZtJbFxHAuOpq4GedYS1J2ncMgqp4JrTA4tFJcCH2uFEI8Z/mgl5I6R6QUJU8z4mkCpbA4Cgp6TtKutIOyUlLlVA7lLFZM9OjQT9nKa67NI0f2q8EDTniK056ioBQTvscprZn4O0xcc3jTs5K6FUakjx+RLD7CPnncDwVJErhza//5dn2NbreNHh3DHx1Fj4ocxdX3UNXqsTZqQwwxxOfHkMAOAYCu1qBaE1eCiUnx1dzaEIJUqWRRoUcsKZpjzPdLFVkyPgxrICgcJKzdtlRQc+eB/eda6ajPK2UgVlJpbumFLIGHYZbWVRCuArD0GH3uPNbzJESh25GbR6mU2XaBd/oc/m4d027jXXlRtGwmJbj0vBwP38NubmI2N7CdNnp8DCYn8WfmCM6fx4yOorQiufUR6e1b2HZmB1YoyfcHmdZSZRGwR+lf89jbA/Za+TK6EG90RlKVFhupHM2GJIkdOL4DHrTOQS+TL4yOoqICbmU509ACtVH0iQXU6DjpnduoiWmU9iSVrdmQMXjZhMPSJ5o5/ODZCnJuI6Y90TcfWx1WUCnLMrw12SToExryokj21aTQbOB8H3+khlIKVSpJ2EXcQ5UrKN/H1euoWg1XrgiRzK/FYlEkAPFAFHF+/R52snD0K7fO9iOITbofvLDflDd4jabpvjxDv3CV6r/9r/Ybfaq+ppE4vGPIunGOd7sxDWM5H2gs8HIhYMzz2TApt3spZa05E/jc7iVopTjh+7xa1IRaMaoVtWqVu8qyawzfa3TZcVDR8Hoh5L1uj83EkgIzgaKmYNs6PPdsROznRRmp9ubNXnkM7LwPrxdDCmi2nKOmNReivz9EThdLuCQh/vlPJMHvOMeTHMvLtP/o/8Q7eYriP/nnuN0dzIN7eAunCK68ACAx3vU6qjYktUMM8atiSGCHOADXbJC+/QuUlxEZrVGz87itTdhY7z8xDDP95TFV16P8UHP0en1fUaWkehsVUPML4hZQ3zv4/MPE2WVWW1oLEUljQEMhQiuNqe9hH9yD8Un02edQ1uFWV6HbwTt3HvPoIco57NoK0e98DXvuPMH5S32d69YG8YO7UCxjlp7I2ApFlHME127gzZ9AKYWuVOn8zV+TvPULnAJVruDaHTh5CjUxhfvwHTkOLn02lujw/nkDwaCBL0Sr05FjvLsr2t5aTZas82PunFSyD+tp4aDm1jnx3A3a8vfxcZiYRMU92NnG7Wzjtrdwzaa8XzuLx/UCGZO1MlE43Mw02AwWFeR354RsjowKiVWq/2VtX3c7M4cOQ6lmwUFiPogwk5rEMbSaWeKbwyUJZnUFb2wCl6bE770tVfbrN2B8nPThPRnvxETWNJi1IXU6WWxv+MnNWUquJzydxQ0noBTeiQVUbQR752NsuyNhD6mRSdEAwVdnz+FPzxJ97RuooE9QLoc+p3yP8jG+pgbYNZbHxjK2vcXplSdcffUVyoWASqK4mxg2U0PDGM5HPqOeYtL3qGhNkmldW6llKzVYHP+oHPLLTkLXObaMYVxrHiiLcRBqzfOhx3txSiNL2/o80Ahh1YhEYcFXLKYOlV12UbY/DQM/bcecCny+Uy1Q/TukD3W9Hi7uoSrVT9YkW4saGUdPTmJ72f/lcX0CAGsrmPoevZFRwkvPZ59Xsn3bbpE8eoBbeoqemcObP4EeHR0S2SGG+JwYEtghDkCFkXSJ5wbySuOWl2SJO4qEiOSNPkduICNOR3ln5kRLq4OVO62h28GtLokTAohlkrPP+qEOIq+cOeS5YZQZ35sspWoP9/gx+oWrqLiH2dzAbWdeo4US3tQ0wcnTcPJ0f4hAcmsNs7GBN+vjrIGtDVlGrNZQxeIzNzrbakEYoiaL6O0tXLuJv3AS/c/+Fb0f/kdpivs0DO6jczAxBevr/SatND06NrbbFTnA4aX6w01jnTZ0M9eIMIJeF7exifM91NmzuGYD9nbk/Uy2DF6I+tKGNJuseJl912DVPSzgvfYVXL2OazVRXoB/7jzJ/du4zXVxOsgnLKkBY1HWoKKCBFx0O8fIDICFk7C2Kic5Tfseup02ZmWZtFwlebKIWXwAaUq71aKdxKjpGfHW3ViT1QQ/6DelGSPNgVtbmfewEq/bKILNjT5hz5eJm63Mm7aCXVsVy6mJSbDrElCxuiKrCHlIRHWEwje/TXTx8jO74ylF1TueKIVKcTkM2Gk2ebK+zoZV8H/8b1x64UW2bnyFXmp4bB2NRodvlCImPE3dOJbihA+6MXe6Ccark1iRB0x7ii6KGFFB/G4x5HFqWU8tW6llLzGs5kX7Y0clCOjbb5WR1KzAgwVPM55F1tKOIUmZ9zXbxrJuYceB76CoFWWt9wMbvmg4Y4g/eBe3s41/9dq+bRaAbTRw7ZacZ63p/uivMGur+FdeJFVg19b6Eyo/lAlmHpWdo9MmufkBKgwJz13EO3mKdH2N7l98F7uzBeNT+L0eZmUJ/+JlgrPnvoCjMMQQf38xJLBDHICKIgrf/qdQKJD8/KdSpUpSIZ3FovzcPSZByfflw7x7jN15kAUdHDblz6pqNJr9SqKnwGZfORkbJGSH06ysRYUBdncn8+0JIdOepQ/vo7SW5CxjYGyC8PwF/IVTRw/z/EX0xCTezCx6bIz47V9iW02iV17HG5/Yf55zDv/ESeJyCWWdVCynZtEmxTQa2J1tlFa4kVG5uR1H+uEg4U+NuC5MT8O2J9pTP8gYRn7zd/3vzzgWeM9OIDyvf5y3NjNPIw1+hDc2idnaFuuo/AasMoeAiQnx/t3eEklJmsrx9nSmYZVmMNdoEN54VXTIT59CGqOrI5i5E6hyWeyo9nZl3zot3NITbKWM98JV0nffhu1jqqHra1CpoE6ewT281yewxmHjmOT2TdKnT7DdLi7u4jWb7JmEBKmu0Yulor9wCp4u9qtmpXJfv6o9GJtAT03B1AxudwfXafebGLNQjnTuBA5LuLeHCkKs1hKP3IvlvOQJdNUq6pNWID4BqbW8343ZJKBRrWFRvHvpKt8fmUKvbZHWRkiBLWP5y2YXT4nhf6TgwzhhE1DGkdfyisYx6kHR17wU+hR8n9Q5WkDXCMnN3Q2OI7BFoATUtDy3pCBQil3nSFE8MY7HJqXtFN+qFHA4Tvkey6nhj3bbOA3fLkdcjKJPbFz7IuCaTdLHi7jAx5uaQXkeplGn86d/jG3U8V9+lXB+geS9d3B7u7g0xjtxGlvfOziBThKZ9GjvYFDJ6grxD/8a1+tSOn0G12qSLmXNf40GqXcBcLjVFbypaXSl+kUchiGG+HsJ7w/+4A/+4IsexBeNdvs3lS/zxSOKIuJPIkqfAdr38U8sZPZGMXg+ulbFlatCrI7quvaySFRF1qV+REUt8yR95rFSOfM3HSAxaaYzzKUCx1XoAKIQlCcNUTnJyhuQtFQdVakkzw0igus3KH7z2+hSWTS/Su1/B1CFgqTwBAG6NopZW4UkRY+P42UJXOmTRZKPPsDu7mLX17DNBu7JY1y3TfDCNdIP38U9eiBhC9ZKI1bnc5Ka1IhdU97ElPuhHtU8laNYyqzEXP9LKZlYeHogDjgjXGPjRNdvYFZXca3mQAVJHDxVbYToldex3a4EVuSWVkEA5bJULq3D9bqY5SWU0jAxiXn4EPvwLiiNNz+PW8r9eF3//AQh0StfQRUK2FYD2h32aVSpJNdLWxLKVLmCf/I0ttcD30OVy2AsemISVa1iV5egvoceHSeanKL38IGQ0DTJJjgmC8jIrqPcHiuvbGuFigqEL76IP7tAuvhQDkG5AijM+CQf/6v/jJVzF6kuPiB4eE/OpzUyMTt5kuDaDQrf+g7h2XP4Fy//Sgb3H3UT/rzVZQeobW8y1thla3ScrYkpEj9gLAwY1YqyViROGqQi7TjteRjr2LOOslYETlQrCrBKsZxaVqwhco43eykJQkY9MnnzwBgUUmGtZN+vFHy+Xo4Y8z3iLFJ62zq6Fka05mTgE2rFmdDnxULIqOehlKLmeVwvRrxcCDkVBgS/BfKqtaZYLNLtdnHOSZX1w/cwTx6jqiOoIOj/n2dhK7ZRR5Ur6IkJOj/5IZ1//0fYxUXczhZm+Sk2DLEba9Bq4bQnvsFLT2Sl4sRC39Ui7h2swOZIYmycomfmwNckH30o17XWooV99ADzZBHTapI+eYzZ3sKbnEL5v3p96TdxH/j7glL+2T7Elw7DCuwQR0KHEdHrv4sqlOj99EfYThf/zAnSdvuYJXEn5DEIn+0mz6UDSSykRA80AyklpGvQ2D5HqQLPnZObRX3vWeKstTSYtVrgerASy03F07JkHWZL4I06zteoiUn8sQn8ySnRu3Y6dN9/B7u9hTc2TvjCS+jqwQqI2dxAT8/iLZzCG1hiTB4+IH7/XVyayFKiszK+Tof4rZ/J8nM+3jiWjvzPg273YKU7ivqV1uPIK0j/lwU3Ng6Vmkw4WlnTidIZidVAdj7qe6SLj7DdjlTX83OnpIveLT+l970/y3SxWcUpr76GmZdq4EOS4JprJNtbMDMLK0/kNUpjerE0vjgHk5NSaVcKFcekd2/jn3kO4h5p6TGuUReLsHIZd/+evF+a4FaWUOPjFL72DdKVJVy3jfJDXKeNqtXQo+PYtvxsAMYnJJBg8YGcn8OWcGnKVrlGDsFnFAAAIABJREFUOjPP1MO76M1NbBBini7hnTqD8iR2N/wn/xxdrpBWqpjRMVJr4eRp1OoyLorQYxPoyUmKv/OPfmVDe5udT63UvmcrGi5fvMjl997k9vIiH1eqLExMMBH6rBmxvpoveKwlKfdTy6O4R1Fr/nUlQkUR39+uEzuJazVAx8GT2NJLeweatQ5THA3MAaXAo6rgRiFkKvCZ8zV169hKWzxMDIED39NcKQR8u1yg5RzFIwjqr+rt6pyj997b2K1Nwldexx8d+0yvM50O2z//Cc3NTfTsHHQ69H75M1yjQXDnY4JrL+NfeRHz6CFmcx1VqWDW13AmxX7/L0h++ebBCuruDunbv+hf/+tr/Um8UgOE1fVjr4/C0mM6/+v/LJ+PnhbNeG1ULOUySVb65s/A99Ezs9itTfTUFOGlF9CVyuc+fkMM8WXAkMAOcSxUEOxX5XQhInzxKnrhJPG//8P9yFAhjwiRSdKjbZMGrZfC8KCEoFKBXudZcloqEbz+VQgCkpWlLF1r4DnVmvxer/f/1utJxSwqoEZGRHP20fvyvNRKI1NtBJTCpQnp0lPSd9/Gdbtw9izuzHMwQGBdr0d692Ncs0n48qvogZm+7XWh3YA4QfkerlaD6qjEoe4dakKDo4MXcuSBBLijK82eJ/uVEULmF8RWbG/n2edqLdazYTQQcKCkUliuok8s7FedeLwIjQbJe+/0K+NKZRIBPwuNyOQMg0jTrIEuqzjFPbkxWwftuthQeX52s/YyyzAJe1Ajo7hMDqFGRnEry9hChH/+Iq5Sxd78ENtu4TY2DjbJtJoky0u4ShWvUsFNTWMeL5Le+Rjv7DkYHcc9fkR680PSzNkh+NZ3SLY2pNp6+HREBT5eOEM8N8+1+i7jeztipfWzH5M8uk/08qvYRgOtNMH8AlGtxg0jvqqjv/N10lOn0YUiemoaTIouf36SYZ1jJbX8RaNDx1q+Xo54MQroWMdmaqh4HrNf+wYXPI/fNZZfdGJWU4N1jkArmg5aDlJn2bTgWcuqscwrRcXTeJnV2Tlfk7oUX0FRaZS1+76yg7rWCJhQcKUQMOppRrRiwteMasVSYhjRsGYcWxYKwIxWzPpSba38hqurdm+X7n/4c9jcIP7ofUb+u/9BYpw/Bb2f/JDeT/4Ga1P0zLxMVLOJX7Kxgf3ZTzFbm5jHi5i9XdzOljRJKo0tlQ+SV5D/n82Ng3/Lm0+1lms7DMXv2R2uY7tnX5fLDqJIVjTy//e8Wm8Nttkgfuvn4BR2dZXit76DKhY/24EbYogvEYYEdojj4RyqXCI4dwHv1BmCy8/jHj7MyEqWBtVuZ01GmR7Spv0l7sOVQqVk2VkpqVB6HpSq/WaZQanAzDxmaQm7tizLwIPVjcvPE1y6QvLnf/bMeOl2hSCXSoSvfAV/aoZkeQm7uQHbm9jlp9hqFbu7g4pC6f6NIoJrN9CThypoQYA3PYMtl1G1vl1VuruNXX6KSw16ehY1No7d3cZtbfUdEj4rtJbl8nb7aOmF58lS98ZaRuiUVLrzm2hOUPObZbu973tLkJF+z4dSGW/hFNSqmPt3s4poXjVui0fqYPJWbUTer9uRY5rfeEPRFu8HFOTP93v97YFcD6WSkNudWLZfLOI/d4Hk/beh2cJFBVhYwLRa9P7sT4Voelqur8M6aWPg8SPSZgOefxF/fIpkaxPX6aB9H7ey1D8mmcWa2dw8NowjSBJq9R3iXpdiI0tOs7EQ8u1t1PwCXquJefoYXS6ja7V+xGmpRHjh0mc/x0dgNUm5mxiWewn3khTj4G4v5aVCyO9VCqylKTd7KXd6KUVlWLeWrjGk1uJnutddBxejgMuhz1+1uligqjWbqWHG0zS0ZstY7sQGBYxrzZynWUotXWDBU1yKPDZSR1HBudDnceqoakVJaz6OU0wvZdsY1lPHuUAz5XlsGotyUNaaGf/zyyQ+DabbxWysy8TJGtjcxJn0M9VxneehixE2qKLn5jBLS3Itej7sbmE6LdCgvABlUlw+2XS2v1LxWZD/n1dqgBWbwYNP+OTXH3bACEMZp0X+N5MEogKu28UlyZDADjHEERgS2CGOhfI8opdu4C49Lx34SpE+edTv8u902V8etCbzC3VZaScUbWu309e2Fot9T9MggihA7oRFKBUgTqWyCLC2Iro8kwqZmizC0pK8z+qyVEtOnJBkqCTuE780Aaul6mIMZuUpdvFR396pVMHGCcmd24QvXafwzW+jSkJQXBIT3/wAPJ/gwiWU1gSXnj9wTFy3Q/d7f4a59REohb7+CoVXX6f7/e+RLj2V95mekQ73T3PW1Nly/m4WUKA0z7gHKH0ortWJp2le8cq3kRPM/Dj4AYxPyM2wJxVSFwbY2x+LXMNaIcdRJBORweqRs3inTmHjGLe7A1uZDEFrcQXY3DxodaazMR+oojshj56XhVdo1OQU3ugYxguxriENLY8eyDkcJO55XPBhOAe9GLdXx6olvOkZsJZg4aTIBkbGCa6/TMkktBoNktUVrEkllvhQ46FvDS/cuSky6cHj7YdQLJK89SZ6fBIVRujpmU8+j78Ctq1jJUlJnGPMUxjrsMDHvYRLoY9CybJ/krKepFigoBWhg1qgOR36nHIiDzA4LhRCQmdpWstekmKAk77GOMvDxNEFNqxlIxUP2AC4VvApao/7acJGYvC1x6Sv2EgtDxJDyxi6zrFjJalryVj++2qRG8WQPWOY8L3feBiB3dul8T/9jwdXVs5dFIlKkhywJBuEsxa7t4cOQoqXnyfWPunyEu7JYubFnDlwFCuokXGU52GDQFYhjkPu3Zy7nAxCZRpy5eT/41MihT8Vg/r4/H21wjv7HLpWO/51QwzxJcaQwA7xiVCRaOpyaD2goaxVoRhlZI3+kq8jSzsCMayvis61VEI5cHFPCJeXdbq3Wn1LmhxZkwNBgH/+AoWv/z6dn/8Yc/MmRCFub0c+9KPoUGNYRqKbddr/b5bEFEX4JxbwF06j5+ax+U3NgTc7t/+WZnub+OdvgAM9Moo/8Ng+PE/8P62FIMSfnMb5ITbuScXTy5waPu3G7gmpO9D0cdRN8DgbsUGPV02WrhVmZNbA1BTha18lfvdt6b5vt7BrKzIuzwcMzJ1Aj4yIJVC7JcfSWGnMKlZxix/I8qqn+wR1cwMuXIYP39snxvs2X/Ds79oTgux7qKiI3dlBPXcOPmxKSMVRXpqD14E+GFXszc8TvvY69HqEZ86hCwVUEGDnF1ClEkFthNrICGZjg/RHf4WemoFyGXvro2cabDTu2UKZryFNsUtPUdbgnbv4jC7610HiHG1r2U0S7nYSDLAQeMwUPLaM5QetHkup4fVCyLUo4IdJyp5xdABtHGNaMQWUtOJRbHiSGhppyrZ1VLTCRzEVejzo9bhnDDOBz15qWc0avqo619kqeg7ea3dZzAp/vW7Mvxkt0XOKbZMS47AOZj1FAlyMfMq+z6TOxQe/WVhrqf/v/8tB8grQbtH9+U8JFk4RvHD16OP68D7xm2/gGnXKuUym2einrTkHhQL/P3vvFWNJlp/5/c45EXG9S1+VWVm+qqu6qrraW06PJzlDiUMOd5ZYrqTRg0AIIAjtgygCBPkgSNSLAFEQ+UCRCy64JCXuYrhcciUazQxn2k27aVNtqsv79Jk38+a1EXHO0cOJm64ys8tNm5n7AY2uvCZu3Lhhvvj/v//3efcfQ1UqhKfehMY2w7u5nLuZCUMnK1i3nwi3n3e17XdLXtch0Qx3hw43Gfxsv/lDzNVLBI8/jSqXXcTyHQwM9tDDpx09AtvDbSE4dgI9PelaudWqIzHK29z7tdsmy2ahkHeVu0KB4JHHCefn4MJZ1w7fylA+ufDYZpvoyiXM3BxiYJDg6c8Qv/wSTE6uDlNIhWOeCYEzxmnMYo08fJTMZz4HQYDMF7B9zklgLTGx7VbiOlDCJq1oG8fO1zRfWLlACD8guP8E7cWqG7w49wHh+TOYc2fdtWek7Pxbt7NRymTd+nZb3ttNC3e1v9tdJH3fEWLhBqpkUlU1N64lVda007Uu112FemAQkU47PWy16iyyuhVcz4NYo69ccKS2q4lNpd1rsgVHdL0gGfrC/b8LndhsdRFH7kanHWJmp4ibDcTA4KqGcCtICUEauXcfMp8nPncGmc26+Ngjx25+vXCJaLavn1pjmebcPGZyAqM1Mp2GQgkWtkoFW4Mkwpg9e/Hvux9v34G7NpjX1lLVhuVY81KrQ00bprSlirv36MfyZCbgHxsd5rWm1Y4oSsHj2TTH0z4zsWZCu1jZlrHMxJoftkIKQpAVgkkDywawBo1lttHiauwqukpoBjyPahTjC3gg5bEsBDeimHfbEdXuLCWQVoJ+pSgrxU5PcqoNxgoezvqM+R6SJIr2R4Tw/XddNX4jLpwl1hpv1+a2d/HEDcKXXyCemADPc+4DgLdnH1E2uxJiIfv6MbUl4nfecnKVzdxUulCe0+cvLKye11a6I/bmBLp7Brs685ZKu5v/NTDNJuHz/4RZXCCu1aDVRGSyBI89iTc8giyWnLtCDz38BKBHYHu4Lai+fnL/+dcJz5+j/fd/49LUMxlHVDrJyVeu1VPiqggTE5AYzAfHTyJOv0d447pLf+q6FHR9NMPQeSrGEWTymOocnef+ybXajaFTr8Ps1GqiVy7viIfRq5WSfCEZegJV6UNP3EBPTyIHBvHG96zzczX1ZcK330Aoj9SznwfcxS46exp99Qre/oP4+w9i221Mo46+cdW11Fst4nMNJ3HQsfsefmp1kG0z+y8hXfVXea7SWVvi5lnwNVi7HbsXpo3LDFKuuhg1ITdI8ae/Su3Um8QfvO/WK5OFSj9cvewuvMUSamy3u5C3GutDCeLYPRbH7lo6PIJttaAv6wIBblyHH7zofi8hQKXWr78x6wm5tbBQTW4sYmylHzUwiA5DuHIJtL05QlYIRx6CNDYVYK3B27uf4MSDBEdXyavVGsIQkclgZqbREzegvky7tkQ8OeEkHa0m5url7SfEN0JKUk89Q+rko7f+nm3wd8tNTnU0WaBqDO1kVQRucOpo4FHxFPsDRYglQFBSiqYxBFJwNB1AO2LJGJfgZS1vtELSQvDTuRT9GZ9X2hGxgZnY0BV3CGBWG/IS0gI8AW91IpCKtjbMW/Al9CfE9ETap19JRKKxPZjyqRtLUYoto2/vBXR1nvCVl+lcv7bla6zvE87M0Hnnz/EPHCJ48GF373T2Azqvv4K+dgW0RvoFbLuDMBa5cyeiUiGsLriiZqkMkxOJXvVD3BGiGJnNuipuSzgN99CI0+W2fsS2i92uhOejyqV1T5nlmltt5WHryyv2dK1zH0C5TOZnf55UElfbQw8/7ugR2B5uGyKVwts1TnD/CUwQgDbEb7+BXZgHrKt21WuOyFjryI5xE/ZGCOKrl6HdQuw74JKuWk3oH1wNG7B2NQ3JxNiFhWQwLLF+6g7sgPsMr+1IT7GMVy4RT05AbdkNlGVyqGIJXa8R37jh7I/qdeTjT63q6bSGOMYai8jlkBnnNqBvXENfvezSeIDw9LuYmWlss4nI5rCR82QVxTI2nXEyiOmJ1erMpo4CrkXtLHmmPjz+aC26y/MTfev0tNveXfmF8iAIiGemsbXlJGZWOILbWF6N/jUa26w7t4BN4zCla5sagw0jV63q6nCrc6vV4EzmZsu0dYuRyXh7gPP3wpHhxQXE/Cy22XQpYkHB6aERzlbI85F7D8DsNObiBUy5gnffEYwULhyiVIYoIj5/Fj03g3f4CGrXOPgeKpvDn5qgFYZw4dzmw4QfAvX4M6SOP3Rb79kM3UrgRGxYNIYQyEtXNc1aw7KBnb7HyXQAQEUpjgeCA74i5ynOhjGnOzEFITic8piINWkpGJGK7zc7LArLB5HmqUzApUizzCp5BQiA0EAby4iv8C0sJ3ZP+3zFuBD0KUlRSspKsDtY9UgFF1ZQ2SY17F5BX73qtOfLm7h3AIyOYdst4u9/xyWwnTsNcYRIpdDXrmBri5DOIPwAUS4jchmE9FAjo9gLZ12HIArd8eZ5zrtVeXD1ErS3qMK2GpirV9zxKmXiwxyuSmQQiS/zvZQPbIAFkV7vcSrzeYIHHwWroVim8/3vYmem3c16s0nrr/5vOsceIBocIgrSeEeOEtyBQ0YPPXwa0COwPdwRVLFI+gtfdhVFKYmPHKX17b+HhXlsOgv5vIsn1dqR0zjCNur4u/e5ukc6jScEsZBQLOHtP+j8Nq9eJp6fdbrYsLOqU/MUpLqEKbGs6V48ukEUuRyZsXGWp6chboPvIUZ2EJ8/g1lackSvUECWy4mWtYmtLSH7+vGPPeAy0VOrVj0iX0D2DyCT8ALh+YggRfDI41g/oP2df8DeuIb0FMFTXyB684fE77+7/YZb27bcOKy1nUyga6NljSOixro41KmJ1e2QzSJzOdofvOeswbrDWamUk2p0W6F9A6iBIXQ6vX56Wgg3/OV50Gi59ZuaYMXeyyYRs13/12LJuSN0kc+79azVIAjwH32C+NpV7Ow0VPpcKlltmejsmWQnUq6CngpQ47vR3QpcJkvw2BOEr70MrSZ2cZHojR+iL1xAPPEUMpt13p1RlNh4hciRIrJQpPWf/ppwZsqln90OufADF2Zw8DD5r339prjgW8GSNigsy9rwQrPDZKQ5mvY5HngshpoQ8LDsUBJP+AwLQV7AqTBmP/Bcs0PTQiAF9/seA0pSkIJLnZiMEhSkYl5rtO76AcOgFARSkpYq2Z1W968yboxwtycp+h61WFNRigO+x5H0RxMscCtQ47uR/X1YKTGxvrnCWV1YreobN8gXXryAnZ/BhiEiX8SrDCTDpTG2E0HGQ188T3jt2mogSqsJ0kON7ERPTWwuXcrmE/1pMnwaBKxIBuZn3TGSSsG+A05e0JUYlCvuZrA6f2tfeu15bCt48mapgvKchZ9SpA4dwRsapv7n/wamEslStYp5/nt0vTdCoJnNuu/17BcpPv6Em2PooYcfA/QIbA93DOEHK//2x8aRX/sG4btvYefmEKUSMpdDZPOYTof4/Bnk0AnSz3wWoWNMq0X4/jtuMn14BH//QUhn8PYfRC9VCZ/7HnryhjvRGw2hdgNG/f2OmLSkI7lrUVvCgDMCn55E7hxDHTxM9OoP3LCFJ1F9fcg9+xFSEp49jZmcwDt8BKIQff06ttPB37MPgOD+E9jxvSv2Wt7hI0Q6cVuIOtjGshtO8jzCV3+Anrh+s4/kTRttrcvAGvsrpZxX7crr1hLaTS521QVXAV1Lgn0PE3awzYbbNp7nqti1pVWS7/ugpPPHTWfdBXphYXXdonCDhZVdNV/XMeLAYbz77kd/8C52YQGbTrvn80WEJ92AXnLx11cvubABo5GFAt7+Q4TPf88RCeUletsYOouYtovtNc06cucoUghkp4NNZSCbQ4QdZLGI2jmGvn4VW6+j9h1ApNOEp98junoF7+HH0LVF9PQU9vzZm7f9jlEnNdmMZCgP+dAjZB9/8o7I61vNNt9ZbhNaaAFd59xzjZA+3BR/AxAaprXmy3mfPiWoakPbWJaNJSfc/pBLdKY5KYktVK0l1pYRJViylvnYRcFq4EwnZl/Kw8NyY4OmMyOhz1M8mAlIC8Hrkesy7PbVJ4a8AshcnuD4g5jqPPFCFf3Ki+tfECehGek0IFy3pNFwFljtNlYqxNAw8ewMtJvIXbuRhRLhzDT2ygXXDVJeEqfcRs/NuH2+e+xImfhYR87hA9yxVelLuhcNt4w4SZKTCi6cTwhuCrlvH3J4p9OktptbJ+4pb7VzJJNhyu20tO024RuvoUZ2rJxrzfQU5twZ5/d84DDe2C7nQbsdkuos3/oLat/6CyiWKP32/3RH+3kPPXyS0COwPdwzqHKZ9JM/hZmdcUNCSXpO9N47MDCEt/8Q0vexnoe5egVhLanHnyCenKLz6kuYatW173M5p5Esl5F792EmbzinA2McGWtvJImJRk35RBMTCCEQO8aQpTJ24gZSKWx/P6JYRg0PIxOCJvN5bD6PyGSx7daqPVgCmS+sG6LQE9fpfO/bTodWLLnqpfDQYYi9dHH7wa0uVmQACfnvVofWerAODLpwh+WuL6Vdk6YlVknw2uEpqZz+9sYNN4RmrHNFSGfd4+mMeyydgqtXMM3G6gDcxnXbiHw+cZVQ0Kxj3nkTUSxhU3UwOchkkakUNgpdHGyyfmZ5GZQPnQ7m2hW01sgdo9iae49tNGB+BlJp/NExgkP3oRcXMJ3QDWRZixoeIfW5LyHC0BHbdBpZKGBHd2GzOcI3XiU6cxorBJ2/+9tVQtAlJztGHUkWgtRnPkvn+9+9+ftJ56rh7xzFG9215U/XMZYzYURKCA4GHjLZdm+0OvxZrb2pktkC8xv+BihLwYGUj7Hwfifi3XZERQkOS4/rofM8fb8TcT2MGVGCcc/jQhzTMhZ/zX3PfKz519UGxq4aUnR/xaaFR32Pd8OY2VjTMJZ+IbZTXH8sMAvzmOkpyOYI9u6nde0KTFxffYEU8OgTbjjy2iVotbDTk9A/BNcvQ7tJNDMJ169BKo2uVum8dwqbzbsB0kYDV0UN3TE+O7PqEiIl7N6H8D3subOrN4nKQ1T63M2gtdA3kNz4JMde91gXAlHud8fTxPVVm8DNoGNXCW23Vr2UN4Vw0ppiyXklr9Fvy+ER1KEjoOSKvVv2Z75C+/nvYbsSrPkPGVasLdG5dIH0vgPbv66HHj7h6BHYHu4phFLrrKnAVS7V+G5EV4sVRejpSWy9jk1nsdOTzppKSUyjgVlccG3oXB6ZzWOzeWxsHMnbjLwODTlCODtNePkiZLKosTFU/yC2WUfm78M7fB+m1UZfPI9eXkZW+vD2H8Lbtcel9QwMokZGESU3NGEadezSErJ/wD1vLdHlC5ipiaRqGDq2EMXYC3V3QczmXPXyVjLIu7yxVHRt+9kZ93c6jTp2HHP5kpMBbMxWX9F0GsikVwfFBMjRMWfnVa+DTXS2zTpq/yEIdmOuX8UuLUIYrZLVzfShXTutOHbkIZNYg2Wz2FTauUEEaVS5D9287jx3CwVENodAYIxLABMDwzA/4wb9Io2QCv/YCczEdWQui56dI263UHv24h87Qee1l5CVfuLLl7Dzc6ij95N+6DHUwOC61ZPZHFpKGv/mj7BTE264LLMmRSmx7aJ/iNzX/znCGuzyMgwNO5K7EVKijhwjdfLhbX+yRWO4FmnSQrDLV1hjWdKaM+2IaNt3uhOth7OyUsCrrZC3OhEjniQFnOlECGspKkkHOB9pJmNNBrg/5dPne3SwZIRkWEqqVlPTFmkt70QuWWtcQtO4Sq8Bli2ci2IMgtgKhqRgX+Dfc+/Wu4UolVCJLlVPTSAGhxwRa7dWw0m+/531b6rOrzpGLC45ktpxGtVobsoN9KXTMDAMA8LtG40GRInf8shON0QoBN7wMN7eA7RvXFvt6tSXsWdOJzc/EgaH3PLqjdVhykROoN875fyW4cNDTJobAw82bgwB9x8n/djTeLksIjn/dCHTaTKf/9K6twTHT+IfPY61lvY//L+EZ94jvWs34unPII2l8fYP4Z++ve49sheM0MOPAXoEtocfOYTnIQqrZtwiCPAO3odtNpEFpznz+/pRhQLxwgLR228SexOIbB6JRWdzzoGg077ZqksKhB9gMxkIUgghYWiI1BPP4O/Zh9Ua224hK320/v7/QV+9TJzJ4I/vdi205OIgfB/R14dZrhFPT6JnZ7EL83hH7sfbux89cQMzO7va9m5v0Ol5HpTLML7H6UY3xq9uRBg64hom6VpSue/W6aBPvYXYsdORsrjmSOTGao1Sbj2yucQRQGIX5hEDQ04j2u64C7wfYG5cR+4aRyjlJvcxqzrWjUlVSjnXAqWStC5cJbheS15rsek0Mg6h0I81Ln1LxrGTg5x4gPjcWYSOEbk8JpOGsXFEqYLq64NGHZlJIyv9yIFh5NAQ/n1HMdNT6MuXsQsLeIePYgpFUsdOrpBXYwydl17A1qqkn/oM8eUL2Kkp6IT4IyP4TzxDc34WsAz9F9+kMzCC9TzkGuN7G0eoI8fQr7y0fv8c3UX2Z3/O2W1tg4qSHAg8UkLgW8t/qHe4EUZYY8kA282m+zg9qkn+Pas1zQgudaDsCTrGooQLJWgZy4w2xFJiJbzeCqk3O+zxFQ+mfIRSPOGlmNWa5xsdBC6cYNFASjhv/TTgS4HEss/32Bd49HuSrJQrleOPCzaOMPPziHwemcsjUmnUyE5Mu0X82hXs9eurbf1NhwwTdKvtyQCnkAoxNEh05VKi2XbaVYFw54e+fpidBUySbOc8YuMzp9FTkzffLHaPOWsgn4OWcjHRMumeWHtzSuBdD3UJPC8g2L37tuKJhVLOCu2zn8c/dJjy4ftoJOtVHtsFX/0aAMtXL5MplVDF8l2uZw89fPzoEdgePhasDQmQfQPYTgeRyeAJgSmVkH19iEo/8btvY8PE0HvjBQbA4qqKcQyVPlL5HBw8jH/4iJMSgDMlB7x9+6DTRo3v2XK9Os/9E/GVS4hKH8LzMa0GZn6O+OxpbBQnOrhNoLUz/W9tUjXdDEJAqeTIYWN5NQvdGjcIV1tylcRsl0zWN5B3sRotu+8gKupgrUHm8qTGd9NZWkTPTbsErsVFTBi6z7t+Nam6Ruv9Wtd+jyT8odt6X7mQm+Q79g9goxgbx8hS2d1AWIu5eAEZpEk//Sy2uoDsc3plOTCIbbcIX3sZG0b49x9H7di5znzdZHP41QVkuULqgU0cAOrLRO+/g12YQ2bzyIFB1O49EPikvvLzqEKRwq/+Gsr3Ke7bT7VapRHFSGsJEsImPJ/cV3+e2vlzbiAHUL/4y+SOHF0Z1NsOgRAcTjlCHBnDUhxxSVtuhbKsFZcIYEwKpqylacEay4CvGFGSmjbdncCbAAAgAElEQVTMWE0HqFhD1gquaevIcagJhMCXLrSgqBQZIUhuSagCaQv9vuJY4DHuSa5r50CwJ3XnXra21cJUF5CVvnsSaaonbhC+/Sayf4DUk89g5maI3n4THaSwQrrKa6fz4QEBhQJ4nuvs7BxFKUV87pw7V/g+SA9mZ9xNVrerkM5AmJxLBImzxoI73pRa9T0ulN0Q1dKis3qzQNR1HUhek7iXOMu+5EZwY5Le7cIa4oV59Pw8ttNx2/w2bjhkLo88eNiR3xUJ0ppNts25r4cePm3oEdgePnbEH7yPnp3BO3wfqtKHGtuFyGSw2hDrCBWk0IPDsDDrCGRXL9qNKQXXUsxk8cbGMUF6NSp1DYL77sffeyCZLN4C6RQicDG4ttUk+sGLmF27EcUSIrX2fd1W4ZpWfByDbTudaSoFy7WNS1+Fte7i2K3YdI39VyJxY9BNp2PNlGEgDTNrJv51vOqB22khSmWChx7B6x8iPzjI/Lf+krjeQOYlttyX2JOZZDhMJ2lqa5DJumVqk8yMKSiVoVBElcsJCe44YqANZm4GGXXwDh/BP3oCPXGd+N1Trh0/NIwYHlm//GwOtXc/aO2GUjb8NrJQJPPsF7beXvkColTCTE8SX7lE5vGnyA4NI8sV93sBqn8AlSy3pg2vtzr4QvBIJlghsTKbo/iv/gd0bRFvYOiOTN87xnC2E3Ej2pq8esAOYKOzaXcPalvLI9mAyUgzoASHUgHLxvJ8o41I+E9dwEwysAWwYOHtdsxDGUFFSQIhKClJFjcklghLyEvJIV+yNxUwEBsm45hznYj9a3S7t4Po4nnCH76KKJTIfPlnbqsyuCkEmOq8k9u02875I5tFtFqOfEq1NXn1fLff9/cTnHgQc/0aZnkJc/YD4k4HtHaSH893MqSuP3MQuOOy3XZdCyFvTuLqSn9yebxjxzEz0xiTaGfj2FnzgStx+76TLQW+CwPp4k7IaxCsekcDTN2g89JzeIPD+A88eJOEpoceenD4VBHYU6dO8Zd/+ZdcuHCBIAj40z/903XP1+t1/uAP/oA33niDTCbDN77xDb7yla98TGvbw63ChB1sp40NI0Q6Q3D8JADx5ASy0g9BmvRPn8RMz7g24+l3odyHd+Ag8cVz6HffcSf/fJ7iF79MI4rcBWGTeMW1erLNkH7mc5gTD4JUdF56jnhmGmZn8HI5R7rSaWhoGBhwA0uNDVUOHYNIw94DcPqd9dXYTHa9RdBKe1Q45rHW5xXpLpSen8TqJlrUdZnpHmrHTszcLHG16nTG43uIrl9F7hhF6QiZzmCnprDVeXfBrZTdMvr6IEjDpUuO0LbbTsebyyKGRiCbRZUqpE8+DJ5H9N4pR9a0wSzMO+urvftJP/4MslzGGxrGGx1DFoqbVoyElCvuDncCKSWZx56iHUao0VFUJuO2xxaIrSWyABZtWedZL9NpZHpki3duj3fbIf9hsckM21v4xsDshse6s1cRcE3DeGyoGsOiFQx5hiuRpo2TGCyy3pQCHEntADNRjIfgjVaHC52IfgWehYvG2Sad60TkrPNczkjJ9diQFZYx3yNzm/zVhiGm3Xa/+eIiemoSuf/g7S1kA2S5H29s3JnxG40slUk9+iR6YR4zP49ZO8C18b2HDmO1QZXLBIePYEZ2Ep1+1w1WZjL4o7sI+vppnn4PK2ru+OkfQGbSmDAhs1HktK5dkpxKA3a107BYJT71BqJQwnvgJPGZ08kQaRJLmwxyiXweMb4b8/Yba1Zwi/CStYRcCDj+IJw740JDNmrmu+eMIFj1qu6hhx5uwqeKwKbTab74xS/y7LPP8md/9mc3Pf+Hf/iHaK35kz/5EyYnJ/md3/kdxsbGOHHixMewtj3cKoIj92N27V5xLehCCIEqlhClMt7OXYhde9wTzzy78pqoXKFdb2BbTTLPfgGVztL6x29BoUjms19EfIiucSNEKoUadNO9qaefRfb1Iyr9mLkZ52vbjW2t1TbYTa1BvQ7vvnXzhWwzlwLPhQ84b9fkMWuhUnI2O82GawVa4wjb0IgbBIljGBgk9cWfofPtv0Nfv0r0xuvEV6/SXq5hgoDMl34GWa7QeeN1wlYT1deHOngfZuIGVgiklES5HPb0++7irTxkvkjm534Bu1zDLi0iKxUXpZtOo+dm0Zcvoo7eT3D4CEJ5KzcEIpVypORHCG/vPrKjY7d0Ua8oyUOZAA/uafzpjShm+sNfBjjCuRZd8gpOUvBKJ6YBSCx/FbVJCbfeM1i2Un5aYFFbXm22ea7VYUFDJllu9z0RcC7UBCriyUyKg4FHRgjSd7AZojOnMVevYDzPEc4oxmp9UwX9diCTOGkQK9VcvVglvnQB3ahv7eahlItDbtSclltId+6whnh2BpHLkfrSz5JemKMzP0vcqDtP4YceJfrhK+64LBaRpYrzUpUycfWQTh4ArDiaGONCBfsGEfKss4tLpZy0oa8PGQSoo8dQxRLtyxdWrei60c3dG1XlJRp2sSoBGhh0MdetxsZv6FDpI/3FL6PyRUS6N2zVQw9b4VNFYA8dOsShQ4d45513bnqu3W7z4osv8nu/93tks1n279/P5z//eb797W/3COwnHCKdQW1yopZDw/gPPYrIZre8YHq795L9xSEA/FKJ6PJFzOyMs9rR8XZhkR8K1dePetqR5fbLL6BnZtwFaWAQFubWE9SNVZbNhjnWtRfFaoW4a3HVrbx041gzatV1QUoolPCPHgMs0TunkLk8/uAQ4pnP0v7BC9ilRUxtCS+VQlQqiEyW+OJ5hI7J/PRXUUPDTusZR8TTU9iFefy+x2jFGms0/v6D+Lv34o85KylrzEqLXfUPIEtl9/98fssLq41CkOquCM52kNvJP9ZAJClT9xINY7DarHXvXb9urN6DCKAE1NY8thYRzitW4AhoiKu8ZoXYtrIrgLaFbzc6zCcvtKyNL3AoKxhUkgFPkr8L43rhecSLC3D5IgDNKxdJf+0bBMeOO/u55Roil7/tSqEsrkakWmOIT79H5/13sTeubtGGF24gsbaIyOXxHnsSVamgl6rYK5cRzSZ2aYnWX/07QqMxnoccGESkM3h79mCXa0Tnzzqv6DixmfMCR1alAOM5J41i2VXo+wcxtUWi997Czs+5zor0IPDxBofwT5xET04QvvM2olzBtjtO2tS13esSWB0DykkNIuH+np/bVmogx/fgDQzf1vbsoYefRHyqCOx2uHHjBgDj46tVoH379vHXf/3XH9cq9XCXEFKikhjXbV9TcBcNIQSZQ4dJPf4Uttx311o9G8euVej7bgiq00FmMqgHHiJ66TmIEu1bNy73ViCla+Ubs1rBrS44ErsR3eezWRgaJv3gI3h792MaDexiFdU/gPV9yOVJPfqEW3a7TfHwfbQQLlb28kWX654voPr63fL8AH9sHJKKqfoX/yVE0TpSAdykDxWet60ezyzXCE+9hcikCU48hNhsSOw2YY1BT044be3Ijo/NfL1jDN+vt3mtHePjCOhaCuLhyGV3L8gBo54kFZttK7YSl5jlKxhWkrSACs47duMooEw+Y571/EfhtLX1NX/v9hRFKZmJNfng9gisjSOiMx8gggAxOIjIrOlixDHtV190A4JBCnPxPN6xB8is6YrcLmxtCVOvYRs1d8OWpPutH1pMvFd1jNq1G290lOZ3/pF4asLdrHoeIgkr8AcHkAPDiEoZG8fE169jF6vumGs2HbnsJs6l025jprOIvgFE2MGk0+4GLJXGTlxzVVcdAx1oS+LrVxGVPuIrF7GTU26YLOy4rsjCJiEZWrvPKxWdi8GW/q9AoUTq6Z+6423ZQw8/SfjEEFi93UENK8MZW6HdbpPZoInL5XK0NklFmZubY25u1exZSsng4I+HUF4I8aHb6scVSilUvkDuyWc+dH/6MNhOh87bb2B1THD0OBKcv22hgD73gbOYktK1FZvbGShtgFTuYrjWHiix+1mBcdPS3vhubLuFKrhUs9TBw6jhEUyjjv/Vr6EKBXeBPn8G226Revhx1OAQQS5HlPhZyuMnsY26m2beYr9Qa8Ia7gpxjOi0EYDC3lIV1nbaWCGd1domlUJdW0KfeR8hJH6xeBPJ3ojuvn8nx0DHWFrWUpJihShrawmt5e1QcyaMWcIRyQKuuipYJa8jwBSOeLaBy7Fhs7XwcETXJstKSwiRnI8N1jg7rq1uh9bu1ZlkWd3lBJDE1cLV2LIkNAcR7EnLW07esmFI43vfofPicyAk6vBhzMwGCt5sYqYmMa0WorYEC/N3dc6RhSIym4NIu+NDiq3ts6TCe+Ah9KWLRG+86uQ16SzeocNueDCOyR87gR4eofnay+jpaaIrF5x8QCXLBveDpYLEAsuiymVksYDROczFc8StprOFyxedJZ1IYl0bdViYx8xMO59mKZzLyeLi9pZfnbar0Eq1NYFNZ8j+/C+SOXD4jrdlFz/J14EefnLwiSGwv/3bv827726eI18ul28a2NqIdDp9E1ltNBo3kVqAb33rW/zRH/3Ryt/f/OY3+bVf+7U7WOtPJoJbbLP+uKJYLH74iz4Eur5MDYu1UMhmULk80c4xosnrhEtLrqISx7dHXsFdxDzv5oEsaxNNnkSUShQfeYzyF76MXl6m8ebrIATFkR3opUVap98lGBsnd/AQVmsau/di2k1yo2OoxDJsZR+oVDZZiXuDxSjiL6cX8KXgnw31US6ViAp5ZJDC6+vHWotttxCp9KbkNJqZYvm1V9DVBdIHD5E/+TAilVr3WpPN0JgeBynJ7dh5yxKCW9kHWtoQWUvRUxhreXFxmYUo5uF8nrF0QGgMz1VrnGm0yCpJKZ1irtXGEwKhDYFdrbpKoJAOiOKYxdisRscmn7VWduAD/Uowry0aCKVCSkEcOz/X7km5Sz+iZPlraY8Chj3FTOwst9Y+HwI1azmczfBwpcBQ5tZ14HF1gfbcnCNqgL544SY7JlGpkBkcxtRrqF3jVH72qwR3uJ+ZMKRx8TwpzyOyFu2prYNApMQbHCRTW6Q1ccMNURoDOiJIp4gvnsfGMc0oInviAQpj4+hslrYUhNOTpA8cJJ6ZJZybBWvxy2WsUsTVKnp+Flutkj5wkCibI4oiUn0DZI8dJ5ycIJqaxFhLdOEcAKrdRCoPMTaOrtfQ4RrFsx+sdk+kTKy7kgqtTaKZRSIn6JLZbI7iZz7L4Oe+eM/kNz/p14EefvzxiSGwv/u7v3tX7x8dHQXg2rVr7NrlNHyXLl1i9+7dN73261//Os8+u9ryklJSXWuF8ilGLpej0dhiOGALmKVFdK2GNzyyYkn0aYRSimKxSK1Wu+sKLIA+cBiMYanepD07g1muYaSCShnV14+enty8ZQi0gxTVUoVybZFMNyEqoTGi0o8aHXPTzV2tXLkCYYTctZvCL/wSqq+fWm2Z9ssvEF+/ihrZiV2YxyxWiRardNJZwu4+u3c/ALXQpYDdyT5wJ3it0eadWgtfwEMSdqd8SCU3jNUq0ZVLxJcuoMZ2Exy4eXI9npmlPTuFWagS+gH1mRlEPk/qxEmEtyaA4PBRAJYajdWkpC1wK/tAyxgaxvJBJ6JtLEfTPtpalsKYloVJE7mWtIBXFpY514lJAXs9QX9SsWtZR0I7iUdrFqh2Qmp2ldBqVknrWrlBG9DacjSQTEYGYTSxAWUgEJASggVjCVklpR4unKCFW74GLm/wJO5qcC0grWWX1ZTaLaq3EnHcXU9j4fB9cPHcavTqBkJps3l0sYgtFvFPPkwjnaVxh+fPznvv0P7+dzDttjsGtkqyExJyeYzyaC4sYIOUCw6p1yGToT0zg1laBD/Aa7dYfON1KJbxBgaJvAAtFO1my3VMcnlEvoAdG0M3W8Qzs9BsYT2FrvSRfuhR/OVldHWBVrUK/QPoq1fQrZaT86SzaM9HKI9YgJ2aXNV09PXj7ztI9Nbrq9ZY6ZQb1Gwmv55J9hCLcxroHyB48FHUZ7/AYm0b673bwEd1DvgkoPIjvEnv4ZONTwyBvRUYY4jjmDhp1YRhiBAC3/dJp9M8/fTT/Pmf/zm//uu/zvT0NN/5znf4jd/4jZuWMzAwwMDAqrZybm7unhCeTwKstbf1Xay1NP/uP6GvXMJ/4ikyz3z2R7dyHxG01vfm9yy5tBo9P0c8PQVxjH/yIWynQ/TeqdUp5k0GMq6MjnN5dA/jk9c4cuED9+DoLmg2sEGAnp93yUCttPNezWbx9u3Af+gxRF+/IyKeB6UyUSqDOnAQWywhcjm8bA5ZKG75HW93H7hTDEkY9yR5CUPi5s/UjQa6Xkc0G5uvz+AQ/mNPY1tN0Bp96QLEMXG7jczc3QDWxn3AWsvVSHMtjpmJDdNRjESww1ecaxvmY0suMbZ/MQzJARXfI28tCtfWPxe731kAA0rwZDZFXRteaIdkLBSkIDKWTuJ7L1hPYrvvtcA0YCKDEpIQQ8M4iyzPOvKpNryvg6u6dnWwZsPzBich8IF+T/JwEmRwJ/uBf+JB8jtGCc+eJnr7Tezi4voPm50l1Br/vqOISt9d7WvR0hLxYhWCFN7AoLPr2gwC0BrTbNGZuIEslhCejy1XwBhsu5mkOSzQjEJEPgeXLhIWiggsdrkGg8NOg+r7qN27ab/0PMzNurZ+Lod/4BCpJ38KmcshtYZ3T2Hqy9ggIFbS3az6PnLPXmSugF5cwL7/jvOm9jzXlYkioqsuonYFjYYjrca46qufuI5IAfkCau8B1PCw+03v0XH7UZ0Deujh48SnisC+9957/NZv/dbK37/0S7/E0NAQf/zHfwzAr/7qr/L7v//7fPOb3ySbzfIrv/IrPPDAAx/X6n5qYOo1TG2Jzuuv4R09gZfPE125DPk8wY6dH/fqfeyQ5Qre4SPYVgv/wCFMq0l87gyyUHCVo/qaFqvywBgKjTrF+jKFelJR8X38+45As4memUJkc4hcFlptzNwscu9+Ms98dl0ilEinaT3wMG+FMRkleQjwPR81OPTRboAtMOp7/FJJkZZiJShgLby9+5GVCnKL2Eqh1EoimzUGmS84gpDJbvu5LWNd6/9DXAaMda9LScmMNjzX7LBkLJ41LBpDSrho1Z2eYiGOOB/GXIoMHVy1M9OJ8QUMCOhYF8ykhMQX8GDK53g64N1Wm4KQSGFQQpARljAhe3kc6ayy3p1AJMsPBPgS8lKxqA03tKWD07bmcFKAtbXI5pplpHDkeO2gV5h85s+VCxxV3HFkbPd3kfk8Vmuimen1/sUT17Dp1N0lTpFEyk5PumOmf8Al6m1lLWWMs5RrNmDBwxRLTlfq+2CtG7jEuoGrOMY2m+4Gs9lw3DuTcXHInTaEwjmKNBqOmCsFxSLew4+hJ68TI/D37sc//gB6bpbwBy/AzIyTAViDDEMsy5iFOVcZTqddNXhxEdqdVTcR33cRtzt2Yq9eXgk2kTt2InwP02iiBocJTpzE33/wYxtQ7KGHTys+VQT2+PHj/M3f/M2Wz+fzeX7zN3/zI1yjTz+EEASPPEHrvXeg2aDxu7+D99WvEb/0HGSzyG/+N3iV/o97NT9WCKXclH8cI1IpZ7z++S9hblyn9dor6wmsjsHz2DkzyeD8LL6OwfcRg8OoUhn/0SfRs9PISh+yWMTMzWKMwRsbR24ytR9LSYhAGOvmTT5B1zghBEW19QqJIEAN3VpggEhcBj4MobW80Q5pG8uDmeAmq6yWMdTbHUxseK7eYkYbnsmkyClJUUqywnAylWZaG1rAXl/RpyTVMOLymtSrOhBaCCwMe5IDvmKf7zFnDP1KcSLtUzOW85HBF5CyUNWGOev8WCWgBBQEVNe6q+EIahkYVYImsBAbpLH4OFKqu5+/xTaQrBJYw/pq7DLwvVodmUlxOO2j7oIUyXyBzONPYWND/A9/u+45/8RJgpObRP7eBkx1wUkGjEYsVtGN5fXBH0I4ErhRUqBjwDjnj2Zj/XukdLrSTtsRY+yKDlXk8thUBoQlvnbFEdJiAbJ5xPIy4fPfcxvSGszMFHJwBDU4gBrZgbwxiIkjKJaRA0OE77zpIpetcfZa7ZYj9AIY2QmtphtmPHyU9IMPE54/S/j6y0g/cHZ1DzzkzgutlrP76pHXHnq4bXyqCGwPPxrIgfUVvfjv/9ZdBGpLtL/3XTKf/5JLWLoLP8l7hbs1Ub9TCKXWJXv5u3ZjR3ZigfbykquuSOU0djvHnIftxfPQbhE88jjejlGXVFWuoNbIV+R4btvP7VeSh9I+gRCkpCCemsBMTSFKJbwdOz8Wo/PIWuZiQ14KCvfYa3UjYmOYiA0dLOOJLjXepvJ3rhMzES1TiSNmtWVBW+a0YW/g8ZlcisVEN3o45VNSEk8ITjU7vL+GvHahgCFfslMpjBBUraVpIdaGV1odWiYZtDKGOq59n8PpVBUgrfNsBRJnhlWCagVMW8Fc7N7bdRIQwNKG9cjByrrJZDkNHHHd6EmrgIa2vNmJqGM5mQ42rY7fKkQmiz/Qf1Owgn/k/g+tlH8oPB+RyyF9NxBphXADT3ESk1wouPNQo7EyVOYkO7jBss2m/oVwdw62m6yVRDwvVonfOwW5HDKTcxVl30cUisiRneiLF5yG1hhENoe+cZ344kXUyA6CBx9GHbmf+NSbEEVOf6u1k/50CXMYus9OpUkdP44aHKH98vOYiWu0Ww38+46S/5X/mujcGWjUsc2GS6bryTd76OGO0SOwPaCGhtyFozvs0dVOCYG+doXwtZfxDx/B23XzQNxHifjKZeLrV/D2H1ppPX+cEL5P+omnEekM8YVzqEP34Y/vQfgeMpsjnryBrS/j7d2/bijptj5DCAY8R5ytteiLFwjPnkYEaTj5UBJs8NHgSifkjXbEQqzpIDic8vlcLnXHrert0DGG852Iv1lqMY0jcb9QSOFLybzW7PH9TYMK8lJQ8jyG0QxkU1SN4ZDvIYUgJSwXI81krMlKt/4jSvKDVshmY0454KlMQBrBgjHs8SQxgpYxXI0N1Vgzow1V41r5gYCKgkELU8aRzAzOcquJI5c+UJCSfb6kau1Ng14f1pQ3rK/Mrt3yw8AjKUUul6XW7lBPpBZ3Q2CxFhttcKS9/wTqLrsyNo6Iz5x2FcmHHkEISXTxPHp62iXNSQnZ/M2BIZ7nnou2sKwqFpFBCrO05Cqs3feGHac5jSJHVIMUamgHcnAQ02iAlE5NMDyCf+w4QijiS+cxjWVss4m3axz1+FPYdsfJrV79ASwtuh+kXIZszt3EZrMIBHq5BvMLmLCDWVzESkkqX0DXlqDRwAs3uvz20EMPt4sege0BqRS5f/Xf0/hf/sf1TxTLeAcPIay9Z8MFdwNdXcBUF7C1JfgEENgugmPH8fftd5Gra6rU3o7Re/o5QgjU7r147RZojbhX/q0fAmst73ci/rHW5ErCB0rAfYH3IyGvLWP5j0tNXuiskpQasGTgYidiVhuKW3QD9gYex8pFmktLaK3Zs+a5uVhTN4bIWK7HGmEtE1IyFW++b/cpGPU8Xm9HNIymrBSBsCghGPME5zuG+dglc5Wkkw7Ma8hIR1Y7uJZ+wGrldK+Cg2mf/b7kfKRZjLWb72GVmHqwruK53Sx511NW4yq309qyB8G477HTV+TusmsipET2bSCrP/XZe9CNSZLoPJ/g+ANgDGZ+zoUaxJGroBoNQTLkGMfOgk5rV501dkPQQYJUBi+XI5yeWv94oQzpIAlDMO7j9+1H9Q0QTVxHLteQmSyyWCLYtQerNXapipmdxSxWYdc4wg8QfuB02tmc0zUbgyyWsVJi221EOo3sG8DU64hS2dnONhrQahG+9DxmegoxNOx0sz300MNdoUdgewDA6xuEsTG4fn31wYU5osuXyfzzf4kobW8g/1HAP3AQNTCA6r+3oRPa2rvSCgrPR3yIwf69gjc6hjc6hg3Dj8zyrGEtp9ohdeuImATKSpKRksjaWzbJB0eGG9aSFgJvi/c1jeGNzs0Vtl0eXI0gK2BgC+mCEIKUlCsDT21jMVgyQnAlNrSMZSaOWTJQ14YxX7HHV/Qbw3JsCXBEc1nAft+jZgxzccyiNlSUxliLJwXDUuAJN4zlKcGIFJSU5GJsaBuzbmirG3xgBYQC3gsj3u+4TndZgJLQMLDIKhmVuArwegfWm9HVwIKz57oaG3ZZS0XJlcr93SK6dmXd337+7hLuwKW6BScexMYRMpfHGkPw+NOIUhk9N4tt1F3lslGDdM5FsVYXXIna99frXtdABgHhxI31D/b1u8n/OIYwglSAd+AwqQcfRg0OIydGCYWAsI03OgZK0X7xOeJrl126Vy6Lf+AQIpPB1JdpPfddF5ncP4DIFQkefoz48kX0/CxiYAjZP4BZXMAbG0fdfww7P48olYnefM1JGEZ2ovp/sucKeujhXqBHYHsA3IU/+/P/jOYf/r6rdHRx4Sy1v/gTSv/tf/fxrVwCmS+4SfV7iPOdiBux5kjKZ+geXfA/CnyUfr1L2iIQjAaKhxIdcIgjtu3bJLCTseb9Tky/kjyYufk7WGuJrHMCWAsBvNSOGfQkR1TA/mB7ScZEGDMfRcxoVyF9KB1wwFdIA7PaEKFJSYmUks/nUuSk4IVmyJI2ZCScDTUfRJqmaXMjdoS0ImEmtkx0YqpSEFkwiZ1nSQoeSAeUw5iG0Xy3rVcCCDxc2pYvwBcSKwR1bVhMvF7BVWm7RLQrI+i+d5t8J/Sa10hgKFDsCgLSeqsRsDvA/HprK7m05AaV7hIilUKkUu7fUqIqfcTKQ5XKiLHdxFcvosMO1vcRmQwW4YJD4thVb1MZ6KwRfyjlqqWtDeEi1QX3/1wBlEJU+kk9+gQW4bo6C/PQbqF2jeMdP4ltNpwcoN7AKIWeniaevIG/74DT6i7MI6xFDg3j3Xc/6ceeIB7fjR7fjSgUEbmc61ilAuxyDduo4+3di/fFn1n1206+dw899K8QPWgAACAASURBVHDn6BHYHlYQ7N2P/sVfpvPv/u36Jy5fYukP/jdyP/cLeDtHET9G7a95bbgcaay1VHLp2yJjPymoKMGhlEdBSg4EHhaYio2zsRSCujEsakMp0RHmpViRFljrhqg8IagoibZOLxpjsdaum7621vLdepsftkM2NocrgI8gkIpD6WDb4bG2MXzQiZiPYzwgLyUG2OF7DCvJzkASG4vF0rSCilKkhVvvBQ01bRG4YbULoWUZd6IMkDSsZs5AaF01t21ASufb+m8XmysV0y4Z9XBSgqpxFVVtDaNK0rGWNqvktFvZXktil3Ca2VTy+Faqye4y8sCYp7gUhkzGEU+pW4+Q3Q6pRx8nevmFlb+9ux3e2gATx8TnzjhpQDaLmZ/D2zlG7hv/ks7bPyR65SV0bdmFFrTXkNNiyQ1N1hYT31XhXAnWQspVHaw1cOgQwb5DhKfexNRqiGw2GcCSiGyOzisvEl+9iuzrx+8fAG2wOsLWl7FRhCiVST/9WTrvnUJfvoS5fAFz8mHU0LCTPzTqCGsRQmJNRPT2m5j5OUQQkHr8KWS5N7XVQw/3Cj0C28M6ZB57nHhhDv3tv1v/xNXLNP7P/4Pg679M9tEnALBR6HLscS3BTyN2B4oLYcy0dkM5Q/6n83vcKaqx5v+rt8gqxedzKbKJtjG2lshCRgp8IVDA1UjTNIaadklWJaVo+ZIbkWZeWzwBnhAcCTzGA7cdq8byZjvCF/B4JmCnr8gIWDKWc2HEoKcoSYkUggg4H8XM6/WjTBXgPyum6FMeOSmoyO1JWSAE/Z5EW8GRwCcrJSUluR7FXI40+33FjvTNFdyDgYcSggutNhjLDiWoGrcuBniv3aENDEgYkIpTOqaDs9B6q6NZYJWAdpEYPqFx7gQYmDBmXVXVw5HUEjDD+shYkSzjVhToNeBCGPFoNkPRKu5VP8HbvXf932O77tGSHeIL5wif/yfI5Ug99VPYuVns/Bymtkj8/vvYegMxsgMbdlzFtetCUUv8GjzP/ReGTt+6DiKRD0SuMnv+PJ3JSajVIJXC2zUO6Qx6egrzZgeq85hqFcb3kv7M57CNOtGVS+gb11HDO1DDI3h794GUdGpLiGLZnfuiCD01iW3U0ZU+EAKhPNTwCNL3b8kiroceerg9/GRdrXu4JeR/+issTU/CO2+tfyKOCf/9X6B27UZUF4gvnAMLangI//jJu7fV+RhQFK5qWI0N7bs0Zv80QVvLxU7E680Op0JNRmpOpDzGA4mxlrfbITVjOZ7yaRjLa+2IhtY0DCwbiy8FeRnjtwUjSrLDkyvG+mu3YiAgKwXSuqqmEoKskrzVCbkaaSoq5uF0wHjgEQjByXSAsh3iyHAWJ1WIgVdbESWpeTSTouK5lvtWkEIQWkvHCkILO5Jq7WxsmI01ZSnZsYkCYafvkROCFxowa8BLWvzdyuepyCCBfZ6kX0mixPZTJt6vqeS7t9csc21FtWvju1ESEOPCDrrDXmvJ6u0KASZjy4F0wGDEj8xb9F7b6Ykg5faZ5WXipRrWGizQeftN9OR17PIyamAQu3cf5oP3obXBM8JY5/mqtKvErh04NdoNTJVKjvC220kKlgTPw6jkEhiGEHaQA4NYYzBhi9bz30UVSwghEaOjiEJxZbFq1zjpL38FkcmsWOx5hw5jmy280TFUueIs/0plRBx9LHZ3PfTw444ege3hJgghKPyL/4rl/30KpjZM8xpD63/9nxEnH0YsVhG5HEJJ7PIyfAoJrCeSCXDhtJ4/7tDGsBBr/q+lBhe1I015AQd9xVBSRbc4/9J20u7PSsEuT1EDrmKIrKUvGWJqG8NgyuOZXBoDrjK7pkIaCMGxwOPdTsQPWiEHAo8dSrLDVywl0gKzhvI+mgkYVJJX2x3KLUf1IuBSZEhj6Fj+f/buNMjOK7/v+/ec82z33r69b9gBkgBBAgR3cjiUNBoNNfKMJZUiWaOK7ahKil0pJS/yIlZVKi6lVIlTKbvs5IWissdSjRIlUy6pLNconlEcK7No9o0c7iAJEGhs3Wig9+67PM9zlrw4t1c09gaBBs6n2EXi3ttPP7fR9/LX5/mf/58TpeZjlYSBa9Qsx0J0dv6vHvuRJKJHiStqnWeNZc4YdkQRbeeYMz64nmL9Zf3lHq6XjaWq/Vmn+I1YWkJs/QaztoMpt/6Sv8Bv5KoJmHNs2rZLc/tvyClQlWrrw+vjT8CpE8hXPrO1xwXU6A5ETy/68iXcG68hGkugYsTQAHLnLszZs7ipy1Dv8pO2NrJmdSqXNusDLPjAW+vyIdfkUOtBPXoYMz+PXZhHlCUujv0I2YcPoR49QvHdb2IvX0bsj6h88uevaCEopEQNrt9MGq2pCxa9a37F2qZXp4LgXhdeWcGmVBzT89/8Y+a/8iX4xlevuN+9/iruoYMkjz2BuzRBef4scmgYfeY09vIl4kOHkT1+hKgzBpy7J8sMEil5Mo2ZNJbRePts4rpZuXXkzvEfl1q8lZfMWB9UDfByJeGz9QqxEGjnWDKWHgGJFPRLv6v/p6sJP2kXtHLLsJDUlCSWilEleLySrHQUSJTAOMc77YKzRck5bal26l/Pa8NFbfhYJeFgEjEsJeDoXxMopRAsWMe5XNPC91FdXgWNgUVnWcgtw0pSk5Ila+lT8oouEiORYiIvmbOO3Z3b6kpSW1Ofu+x4XjKpDSZ1JJ2SmOXYa2HdpXgLzDiYKzS6c18uBDF+yEHuoC6h1gmpRedYKXAokbxdWNr4QFvFdzGYXnPs2+0OuieWDMeK5hbu4QLo/e3/YmsPuIZrNf0AgXYbWe+G3j5kdw9q3wHswhy20cBenPDDC+zGEoEOrcFcpZNupeJDqi79Cm2thhQCc+EstNo45XvO2kuTiKUG6vGj/mufHSN+5PBd738dBMHm7r1EEdwzhBD0/uJ/QnPXHoov/u9XPuDUCYpzZ4hf/gS0c0yrhZ0Yx0xdRg6N+Etu1pC//hqUBcmxp5G122/Bs9WeyGIeg/t2A1fLOr7fzGlYx4XS0LY+DFr8xh8BFNZxvCwZKzSFc8xbS79SHLARBZYfNtu82y6ZNT6YxcYyLAx7aylzxjJZakbiCJzjonF8e6nNhLYs4kPoM6micI4LheYDIZjWlhnrONKpO11mnGPWmJVL7gX+XP3GL1jQlroSDErB2+2cSeM4kkbs73QlWDCWS40Ws9rQBhasY6IomXdgcUwbx+EkYqgTmkvnaFjLbKk5juNYGlNnffuq5Y1Yy5ZD7XKUqkq/QWsCXz5QWB9Y1/40JYDArZQXOFYD7lYRQCwl31tsMmw0O7ZJPbfs6SU6eBi3uICo1Uhe/hlUbx9EMcWrP0TVutBaX7lBayNnfHeCtQuwKobde5H9g5gPjgMO4oTyrTdhcU0NbZoguntxUiCqFaqf/WXc0iKy/tH0Wg6C4OZtj3e44K6qPv0cpBWK/+sLfqLNWmVB+Y2/ptz3EPL4W8TPvIB67Ajl+TEa//5L0F7yrW927yN65NF7MsAKIbi1OVn3JruhlnfBGt4tNIU17FIKA3ThSKXgonGcKTWvt/2UrXlj6ZZQWkevkqRCMKsN32mUXOocT+Avl2sc7+QakWta1tEX+SEDS6Xhkltd4W0CbxXG772RcMFYlIDCwflS06UkvZ06VSUEo5GirhRtZyjwm6QW8WGv5SB1groSvF1aLpaWh+PVSWWvtQqmcsMjwDNpTCzg7VyzaB2JgNw55pVkUPkBBh8UfpV2xsFcrjnTKhnf8P3c5KL1Skay+NZau2JBm9XJWhGrvyQIfIg/W6z/e1nbw3XZ7RSxCOBiqTnZLiiF3TYBVihFcuQort1EIFCdnsrtr/01zmjUIwfRF86tjpO9lo3lA6aED45jlrsRRJGvhV07hlYpRL2b9KlniPbsQ/YP+LrWjQMcgiC4p2yPd7jgrqs+foTsf/xn5CfeI//jf3nlA86cwgL52THo6YPLk+ubjR9/m/ZLL9M1NPxRnfIDabzUnJtfYofRK50AKkKSCEfLwbzzq4f1KGJ3pMiLkiXr+F6jzUxnZVYLgZKSCoIvLTQRzrK2s6bDBy8NXCo1FzrlCGlpaOLD3XIwW+52aRx0K4F2MFlqrFPskJJzpkQIwfNZzLi25M4xGikOJoqmMSxa305q7bhVayyXtKMuJHnkz2NKG86VhrfbBS2pKYVjUCka1vJOu8DiuyA8nsZo4NutgplSc0Eb+qTfhJZbx/FbmDg3B7RLtxJqNf77eCBRaGs4q/00reZVj7A1BLA7jnmymjFgtteoUlmpEh94GDN5EYwhf+sNyrd+4jsFNJrIwSFsY8m30roVy6UHy8FVCL+RS0Z+rOzgEPGBh5F9/VvzhIIguONCgA1umFSKyuEjqP/2v6f5V1+BN1+98kHNlv/YZEe//sLnmXviSXp+8x/csR3SDxLnHKdLTctBXcC0cRTOMSkcyllGlOCc8TWoz2cJ46Wl6SzC+U1bDse8NizY1XGlPcKHxIZ1nC40s9ZS2NXpUCtfG78yecqunwS1Ub7m33PG90uVwGRheBdDBpwqW5wsSupC0EaAc4yXJeN289XPaeCcNhzNYoat42yhea/QXCo1UxbqQjLnHNoZ2tYwZ/3q7fdaJV1KUTrH8bykWwhiIemNFAeTiCVjOVm0Nt1gdS0GvzlLOFjqPL+KgHPFamsthQ+YihtriXUrDin4O90Zg/Uqi4vXm+F19+nzZ3HNpm/TJSXmwgXMxXHMzDT67Tdx7RySlPLke4hKFYZHoNH0/VzXWVu1DEi1+ZjZtXbv9aF2fg56elF79iO6unCtFq4skB/RZL0gCG5dCLDBTUsGh0l+87doXfoM+T/7J6t37NqDGBjEdUY+ijjCjV/wO4SXvfUG5tJFopHQF/F2tR0cb2vOa01FQCYl++KITEo+bBW82cqZsI66EHRLcEIyKCVPVjL2xopvt3Jm7WodZhUYjH17qNxYWsZRdELZ8g7526nZXL5kvhw3TOe4bQvzueahWKGEILeORqc11YZoAvhd/8OxYjRSdDvHlDZY4xiKFIPA0f4eXLNFFT8atiZzTheaqvKjbxUQS8GuOGJQSca14URp2KkEPQIWbuE6vnUwjF9ltcAFt/68q53bt2oVdu2ELgUMAH+7p0aqtsdGRJfn6FMf4hpLiDTFTIxjlhZRO3ZhJif8dCyt/QjZPMfFia+BvSK8whU/IRvDaxRBVx3mZjs3CIQuce22/wGzFjt+DjMyirlwDrs4j9q1l/ihh0P7qyC4h4UAG9yyyvAolX/+v+HWXJYTnf+BOl1ip6cRXV0svvMW7s+/6B/T3bOun2Jw6zIBqfBtnRTwaCyYKjRnheFyu2QeH5rmcJ1pTpbLEh5KJJmMeDgSTESSSWPRztdpjpeWwvmgmsNKTedWdf7sAh5WcN74ADag/GK9FIKH4wgpBRGOXpXw3UbO26Vdt2L5lBT87b7aSn1nXQherKQIfOurrihisK+HWSymUw7wG2lMbi1TxtKjJG3ryKRkT6wYUJK28xPZhiPFM9WE843ipmtRpzofyzZ+/hI+aN5qjWsF1vXZTfEbwyIBOyPBcBTRtcX9WbeaMwZ9dgzbaKAOPITavRfXWERUarh2CxnHxIcfg64ueP01X28/PQVR7EsHlhZWDyY7Qf16K60IGBqG2TlWfx1yuNlZ/35VqaIGBlFDI4jubpgQ2Klp3Pw8QkniRx+/M9+MIAhuWwiwwW3brD2WiGLUyCgAPS+8hHv+Y5i5WWRXFzK+Vhv6B8uUNpwvDXuTiP6rjEctnWPBWBasn4A1EvngJYXgQBrxVl7Sdo7LpeW0sSvtnQpWd8IvN8g/b+FP59so2owImBOw6FZHmS65Kxvtw2oj/rW6WL+qmAH7JEQSzmh/3yCwIGBICv5ud5V6rMikxDmHcY5ISgrnmDaWHilQCKTwHSEORYp/NLVa89gH/OpAF/0bVhlT6ceIJnBFO63Vx0h2dQJel4TBNa27nshi2s5RE4LBrgoSx79vlJt+H27VtYJrwurErmUSv6q6vGa43PVg+Th14KEspkvAJ2opsZBUrzFe925zZYmdmSL/9t/4NnvPvkD2M59cKSVyHPWttCoVzPmzPpjKCIrO1Zt8Q4GKkr7jQPt6AdbBxMZteZ3jdXejHj9K9uLHiXb4Hq7y2DOIeo8f/xp+0Q6Ce1oIsMFHQghBFDZIXOFcaThdaqQQVwRY6xzjpWGs1Mx0mu2fzg0LwBOx4FP1KifbBbGztAycxdHEh5zleLZ82X7tlp7leteFDal0eWPWZhz+MrjDdwRYXsvao2AkVgxISSYlRgj2xIo5balLwVt5yZQx/FytwlC62utBCLHaO1YIdmwYLuCc4yd5ubL6GgH/eV/1ivC6FSIh6OqcSwx8ql7jkaTgu42ck4Whxerq562WUCT4gL+wyX0xsFvCjlhxWRsuGtgTCfqiCGsNGsGStcwZx6Lz34vHKgmfqWekQlw1tN8rzOQE+Y++D1mGvjQJs9OU58bInAMhcMZgTnyAuTiBOvgoevyC/0TVeV5C+nFna3vAlnr9JtGbEcWQVUhe+hkqn3xl5aoRgMgykseO4LS+J/tWB0GwKrxCg+Au2hsrpIA9a4YoOOeY0YZ3Cs17eYmxjkQKxgqzsiL3Wun4cKax8mfJ2gukVw+i13K9OFAXcChRvJMblvCB97KBmoJPdGWMd8J4n1I8XU1pasN/bOTMG8dsqSmT6IZ67RbO8TdLLT4o/CavAjgaC/anN79yn1vHjLX0SklF3njQ25cm7EpiFqzjeCvnVGFYsoYPtKPE9309oOCCWV0lXT76ZqutGXA4Erym3crfTQ+rgbgN9ESKz9YrSCEoLXyvXWCl5LlKTNvBuVLTLwVGCPZGiuo9XjKwrPzgffTZM8iBIaT0o4rt5CXy136MUBK1YxflmdPos2dQ7RZqaAg7eXG176vujH5dZ8N3uVK5csTs1QiBGB5B9vVhLo4T7dpz5UNCeA2Ce154lQbBXTQQqZWRqKVznC807+clr7dLms4hBezvTJBauwHIshqclv98J/XjVwizKOKwELyba/LOBq8PCsNgI+eZSkJFxuzsPB8tBHUpuGwcX2nm/DAv+eXuKruv05/0w3bBVxsFBtinQErFkezWOvWeLjUnCs2+WHEsu7kAHHU2v2khqEeKF9OUX5fwdrtkMIp4PItpWst/WGzxfq4pHAwpwVnjaOEjVgUfXkcjyeO1FNUuOV8a9sWSNoKzpaGwDm2hbR1dUqKkxErHnkjRdI66kuyQkgPJ9ny7jvYdwJUlcmSEotWEpUUQkL/xKjLN4N13MJcnIW9jTn+IGRN+ZOzaH+qrTeBaVq1BXmxeE6vU+v6wzuLmZrAnT6BbLdTIjhBYg2AbCq/aIPiInCs0U8awM1YMKeXHWTrHRW3JhF+NezMveatVMNXp11p1MOEslHbdDv47QQK7gHH8JXOBv7zdDfxKPcMIQSwEZ6xBu9X7C+CddoET8MlaRkUK3stLUuF7r7YcnCo0k84yUZrrBthFa1eyy2gU0X8L4XNZRQhqUlC9xcvskRAcSiIWrGNvHJFJwc/Gq2G6SymerqT0RRGjkWBfHPOl+SavF5ouAb9UrzAQKWJ854RjaUzuHNo5vtnMmTGwZCGSgh4lV2pCpRAcqyRY564YfbvdRHv3oYaGMfNzvh1WtQpzs7iZKUy1CkUB2kCWQbsN7TUrqTfSEgtgepqrvjKqNb+auxxioxjRN4Dct59o954QXoNgmwqv3CC4w2aNpWktHxQl7+eaCNgXKxQwZS1KSBS+79JYUTLjVocFzAGzG/6/fCdCrMQH5rXhdbmoYSiSJEryeCdEzhhDhGaJ1alT/vq5Y8YYTrQ046VmVxzzsUrML9YrvNsukBIeTa//lnMoS/i4tjjna3pnrO8wUOvcn1tHyzl6pLhuP+G9sWIkUqS3kQF3xBHXavr2cBqzL4lWanr/Xl+Nny00NSXp21Dbi/CbzUrn6JaKoQhGI0evlBxLkyvC6nYPr67dpnj7dfTZM5iFBdz0ZWh0wqTRfmW12uVbXC0swMYyj7Xh9Zph9hqviMaSH1wAvhShLHCNJaKdu4h2772t5xcEwd0TAmwQ3EEXteGbSy2mSsOEcSzgA+KbpUHg2yH1CHACGp2hAMt1kXeq4f1mNo41Ffg3B4kPW3PGMqsN09ryg1bBXOfxGbA3ljyVRuxNYprW8W6uKZ3jsRSqUtKlBDvjG++n2asUv9JT40Jp+GYjJxV+UAD4jW1v5AVzxvFEFl+x+WsjIQTZR5ABozVBUwjB7vTaJQ+xEBxOI/bEiuFIEQm2TU3rzTCXL6FPnaI8c8rv/BcSBod8b9aJC1Crk7z80xR/9WXfNmuzSoHlEoAbWYndzNryA+cgihBS4KL7aYB0EDx4QoANgi3mnONMXvLVRotLpWMeXyt6xeM6HzPON8KP8IFWXeXxaz/vZqSdz1kOxstfR9BpncVqr1eF7zbwcAQ9UcSCg5oQTGnLvytaXC40E251MlcvMCIFp0vDmdJyOI3Y2QlkBzdZUbwZfcqHvG4lSO7DcLfjOqUU241ZmEcIgax3Y1tNWt/6BuWbr0Or6UsEhIN6N+ljR3BZRtls4qSk+P53/WqslFfWulaq/rZbGPG7qSSFoWHS514kGhrammMGQXBX3F/voEFwly0ay9vNNn/eKK67qz/Dt6E6bXyAHBYwGglOlrdeIBDhV3Tbzg8icKz2GV0m8AtdhtVygQgfXusCUgnnraCpHaORIBKOU6XmknG0O+E1wveBzRScMo5ZbZFSUFeCX6pXKXHUbzN0VqXk6cr62lcpBE+mCZPadygI7hxTluj338VZB+02rshJDj/ue7WeO4scHEINDlGOnaL4yWuUx99E1OrU/u5vok+epPzq/7s+eAoFWRW7tIhoNon2H8A0l7AfvO9XZ5fHTwvhHxtJH2yvNUYjSqDe5csPzHV6b0gJA/2kzzxH9lOfuO3vTxAEd1cIsEFwFcY5Zo2lVwqiq4Sx0rmV1lCvN3P+v2abC51WS9ci8c3oq1KSGeuHDggY134He8z121ptdswUqCnJEI66VEwZw4xxK+UKFaBbwKXOtK3lhvkDClpOsDOWLFjL+dJxwRouG8ikoLB+rKzFB+I68EpXSr+SnMg155ylFGJlo1PGnbtuXzjHyUKDgOeluO2gHFypPXGB9v/6T/3qZxT7kJhkyEoV2dtLeeI91MI8sn8AO3EBc+EMLC7htMHOzWEmJ65cNXUGijZuYRHbWEQODJI+8RStCxf8pK2VxzlwevWSQU8f1GowO+3/LIR/TFc3xDFgrx1ek9RvFEMgRneTvvDxLfxOBUFwt4QAGwRX8aNWwXebOaW1fKYr5Vh1tY7TWsvbrYJxbXg0ifhuq+CdwrDIjV3ij4CqEgwowZiG2EHTQcP5oJmx2irrRnu6OnzondCWBNgRWV6uJvxNs6BhHYcTxc/WMo7nJV9vFBT4coFfrCU0pOSitqQ4Jo1dWZ01DrR1GLc62csCLXx970Ac8VItZahQDEWKhzdp9VR2LgvHWxQ0lYBYis7K8Y0FZdtYQqgIkYV12+spLl+i/S/+59UbdAl5gezqRvYPoPr7sXv2oYZHEFISHXoMV+2iPP0hUXc38d79YDTlT37kN2wtkwpKjcPhsgrl+XPos2dgYf7KkxBiddNWVxfJY0cp3nodFhcABwODyHoP9uyZ9SNmN2O03xzmLCJvIa5TNx0EwfYQAmwQXEXTOc5pSwn864UcFvKV+zJ883mAv26V5JsdAH9ZvoYPfov48BfhVzFTIRhVit3KUVgfOi843/u0bWHcXfPi6RWWOxfIztfYEUm0hQxHrCT7YsW89avD3UqAcXQpQRopLpWGRllywsGUcZjOOY4IGI4lPynsyrkv1+nOGcv50vCBMSxYtzJJbMFYatJPiFo0lq8stlg0licrCUezeNPNSovW8mGuGVCSPdfpd1qVkhc6HRHSGxhOYOdmyV/7MXZ+hujgYdTIKLJvABnaJ12hnJ+n+U//h/U3xglq/0MkzzxLtG8/QkrSp55duVsNDKIGBsmefHr1Ux59nNo//C9p/Ns/9wF1ZARmpkFrVJrhlMKeOoFrNlfrXtfWwArh/ywlaI1bmCN+/ChuYQE7PwdCYGemoNW48nM3Wl4JjmNk/wAibN4KgvtCeAcPgqt4Lov5+mJ73cCAZWsns18tvC5rsrrLX+Av2St8e60f55o6lhkLl/Grnu8bH0KbVz3i1WXAkVrKESnIlOTbzYIWgiEpOKcdY7qkS8KgUtSkYzCSSARv5Zol56gJX9tads51zsF8sdqXtQt4MlXkSPoVDEn4QDuEEPQqxalCc6o07I8Vj6YxC8YybSzT1pEUmtFYsXeTADut/RSvRafYFfseuU1rGS8NA5Gib8OY3RsJriusw0yOo99+k/I734IkRTz8CNnTzxEfPoKsVm/hO31/Kn/8/fU3SEn2q79OfPAxVG/vDR9HCEG8ex9dv/H3aX/nb3BCYq3Fzc9jKxn20kVo5+tDp5Csa0PgOq+YuRnKZgO6e6HMoa8PZuf8QASpoLcfeeBh7Os/Br3hesXyz1p3D9GRY1Q++fM39f0IguDeFQJsEFxFt1L81wNd/NnsEsdvYtRVldXwubwqulxWIIB5OgHYwWV95YHb+FXOG6E6x1yucX02i/hPRwbRzQan8hIpYGes+HiWcKrUjJWGHqX4WDWmJgWREExrS7cSxFbx09UI6eAbSzmTjnUlEd3AsVjwZCXlB62CJSfYm8SUwte8DkeSk42Sca3plYKfNHPmjeFwZ0W1X8mVVdqNhiLFwQT6lVjpXHC+NLyTl+w0lherN/oduZLs7yc6fAT96o/9DUWOO/4OrXPnkAODyH0HbvnY95to/0MrpacA3f/knyOTWxsiAeCsxp4dwzabAbfFcAAAIABJREFUflV1aRH9w+/54QLW+IAppA+i2NXecdb6DyEgqfperoudUoFLk5BV/EAEGQEOO3Zq8xOQCrKM+MWXqX7yU2H1NQjuIyHABsE1DMYR/9VwL6UxvL+wyOs5xBHsTSLeLgzva3+5XbPa1P9gLDld2pVVTN35sPjNWVezNoxebwOX6hzrIQVSKaQTWCxDQvDqYgOT53RHkufSmJE4YkesSKVk1ha839ZcLA1VJakJgQGOpjH7Y0UmJN9q5kx3al4VfsOW7HQ2eN84BrVm0cHl0jBRGl6o+HA5ow0ni4I5B4U1nDFwSRuGlOLxVHEgjemSksI5TheaqhDsjhVCCGpScjRbH24HlGQ0Utft9Xojsqefo/2Vv/QN85ctLdD4wr8m/a1/SLZjFyK99ZB8v0gePkj0P/0LRBwjtqBmWWQVbN6CuZnVG432Y18Bunv8BitrIOuGuekNB5CwczecOrn+9nbLf05ZQgPfK1ZK6O72q7BlCWkF+vuJDh0me/5jIbwGwX0mBNgguAGxUhzt6+XomttedI4Thaa0BoHg/UJTEaCkpEcZuqXkjNaMl5a+zs7pRWCxU9u6vPaaslobOyzhnN28n3vceUwGdAl4JEv4mWpCXUnOl4YftXJeLQ12fgllLX1KkUrBgnM4HKOxYp9WXNaahnW0nKUrVuyOFLtjxZSxnClzLmpDJv0V3B4p+EQ1pu3g+62SFo5LpaU0hiXnmNSGo4Cxlh8224xrS0VKEsBZi3aWCeNoti1OSI5lkhN5ydebOVUh+JXuKv1KsGAsDuhRktI5lqyjV0leuo2V142y/+y3aP/B/7L+xsYi+R//S8Tn/h7Zsae27GttZ3ILg7xeXOyMeV0jSSFS4CB67kX06z+Bmcs+dG7kLHLnbuzCPExfXq1nrdf9b4xa+/A6OER85Amyw0dxb7xK48wYsn+A9KWfInn44JY9nyAI7h0hwAbBLZJC8Ggas7yuOu/8zvzDkeIT1YxUCiaKku81C6aNoaYUmYVua7DGcaGzyulYHd1aERK7Ib4K/Cpoge/xOhxJpoxF4li0fjJVJmBHrGhaMJGix/qd+sbBhdJwWRt6lWR3rPj5Wsa8MZwoDF3CMSD9hKumteDg8TSiW8Sc0ppTheEnuWEkkrxUTUikYH+k+GarQGpLnxRoa/mrpTY/aJa0gMRavrVUoKVv25VJQUUKMqBp/QavmhR0CYl1jr9aaHGiKDkQKz7ZVeGsNpwtDY/EioPXmWh1M7J9D2H+0X9H+a/+wNdPLmu3yL/5NeJHH0OFVdgtU45foP3Hf3jlHfv2E/cPIpKY+MlnMGOncLNToGJQkZ/Itcw57Dtv+FZesnONYmiQyqd/EWsN+swYUVcX8fMfQ9W7iaKIytAQjF9ADAwh+/o+sucbBMFHKwTYINgieyJFImBnHK1sMtqRxOzXhlNNw2yhSZXkoTTiuTjiX821yFltT5UAA0pQM/6qKJ3bR4FU+K4EVvipXS1grDSULmfewv5Y8UQWsUspumo1onaLupS0gTOF5lShmdAWh+BoFlOXkpOl5a3CcqIs2KMkRysp+2MYjBSRECw1c8YNVHAMR4ojWUKfkjjnOGQc/cqyI42Zt4738pLlZkgFfrpXbH3dbE3CDuBUqXmvKPmpasqv16sIHG+2Na+2Chad8+NntUYgkPiyha1WG92J+d1/TOvLX0K/9mN/OVsI3PlzLP6fX6D66c8idEm0dz8idCm4La3vfRva7fU3Dg6TPvM8yaOPIaxFdNVJn3+RMs1QozvQeY794Xc7fVs7Fub9qq0Aosi385KS9NhT5Mee4cOi5LK2DBaax5Ui27eftLsHs1XTu4IguCeFd+gg2CJ7kog9m7ykMilJhWDOwaK2dAnBdASPxJKJ0jKL37syKOGyNitjXZc3f00BuwTsFrAvTeiTUBaGfgn9kWIngkNpxDltmCwNxjaoOcvHKgkK6JWCJ9KYs6VmvCyZ0YbH0oihSLJkLblznNKWol3wTJYQdTZRPZdGtK0lEfBUFtPV2YAlhA/BLWsxDk4UJUvmyu63JZ0xtday5BTOWGaMY1dpeCaLOVsavttsM+scCvyGMuN4vhKzK1LU70SCBVSti9qv/gbFvgO0Xv0hnP7Q9zp97x2a58+B1cgnnqT68U+gRkZC7eQtigaHKESnFgXg4GGiHTuQRYGs1lZqbLNnXyR98hlQEW5xgVaWUf7gOz78OiCKECOjCCGhlpHsfRjRWVmdMpa3cs20sex3jn1pQhgQGwQPhhBgg+AO2x1HHE404xLO5IZZY5g2lqEkZiS2vJ0bZo1l1vqVV4cvJ1guJCiBeQuPJBE7Y8lDcUR/ZNgVR9Sk4P1cc7o0LBrDqdIwXxgqzlIYSyQEp7ShRwgSKTirHZEwHEgifq6WMZkajuea06Wm5Rzl2jEMQqKEYMk6Gs630LLOMW8dFSFoOvhOI+d4q2DuKs/dAH0CHooUdSV4rV0wVWq+by1vtgouGEdBZ4KYEOyOJCfzkkgIarEidxAJaDtHlxAIsTWhVsQx8WNHKE6dxJz+0N8o5UpTfPuD77F0cYLKp/4W0egOZF+/3xWvddjsdYOy5z+G2rsfO3YKWasRP/k0bmYaUeu6YoPY8i8JoruHyic+hVCK8vQpRJEjuupUPvVp5Mio/zwhEcpv7OtRggOxYjQS7L6Dv/QEQXDvCQE2CO6wcW0oEDySxEyUhosG3sg1L6QRrxeWJWtp49tnOfwmrSdiwbnSMYfvM7sEjGlDs+WY0JZUCJqu5JL2U7OqUvJwHPFuoVnUlpaAk9rwSKTIhC9BSPAv+C4h2BP5cLozjuiSkj2R4qLWOLcaYCtScCSNya1jsLP6OlZqvtUsGFKSY2nE++2Ci9d5/hKYdY73WiXvFoZeaTkQSy52wiv4wJ4BX5pvcMr4cz0aSyKpyISjqhTHKgmjWzlFKY7Xj03b2Aj/zBitP/83yMEB4qeexcxOQ6NB5ed+HjU8ip2bBRUh6/WtO6f7iKxWSQ88BAceWr1xx67rf16lQuWVv0XWamGjCOksMt18glqXlLywZqOf3KJfcIIguPeFABsEd1gq/NStPiUZiSNmck1pLZdKw1hpyPHlfTE+7GVALiRPVxXGOd7ONRUcfZGk7RwtaxmIIj7INZPasDdS7Ikk/UpQFX4CVoLjgJK8XPP/43c4X14AxELQrVaDYLeSLFrHbAFGW/YmjqQTBEY2BMYF45gxBuccRSRYuM7c3AQYjhSXipK3SkuOH01bKw3Fhs99rzQr08oK4PulJcIyCOyILQNK0CflzQ0xuIby/fdwreuMi1iaxzYXyZtNRFcdsTBP+wffI3nqGcyHJyCOSZ99AZFVrn2c4KYIIRDV6k1NoguC4MESAmwQ3GH744iRSJEJQb+U9KmcIaVoW4fL/eSgBNgfSRIBF0pL0zq6lWA0ijmYxvQqiQKOF5o+KXksjajkgqQNM9Yx0yo5W/gVxKFIkQnLw2lMvbNyOqkNp0uDBUrneKsoeSFLEEJQdDZQ7Yolw0qthNfN7I4kfcDpXPNhrlm6yuNifOlDC3g3N2hWJ5ZJYMqublSDq08d08BF4FJpOVG2WdSGn+2uXec7fmNEpIgOPEwxOQGzM1d/oLVw6SJufg5X5NhvfYPyjddQO3YTP34ElxeQZltW3hAEQRBcXwiwQXCHCeFXRgFGk4hfiBSRgCltOK81SxaeyyJKBOPa0OugT0m6peC9QjMcSR6L/Uu1L1IoYMk6RpViV03ytWbBvDaMG0PLOXoiRebWD0NwgBOCigDpIGE1bJ0rNe/mmpFIsjdZfUvIreOC1pQOLhu/+Uzg+8fOsnmv2mXLAz0dfvLY8jpuBuyQUFeCt0vnN5Zz/cENFl9G8VfNkpe6LOltNtm3CwvYhXlUvU71H/wO7S//JfbkCb+Zy13lmeWdHfXOwNwsZm4WNzyE/c43iI8cI14z0cssLlC8/hqiUiF56llk6GgQBEGwpcK7ahB8xCrLLbbiiF/triEFZELwg1aBFILCwUVj2VloNALJ6mX8uBOEjxcFE6XlaBrx2a6MwjqOlyUnc40UEONLCZaNKMmLlYRMCAyOdM2GqGon2NY3rCBOaMPXGzm5g24sCw6a2jJ1nbIBWN/bthd4NJGcKixO+GEFRWeErmN1euiNaAJfmVvil/rqK9+LW+HaLWg0cFWI691EBw9RWoObmICFq21JE6wvmgX75usU1qHHx+Ezv0S8aze22SD/xl9TvvsOsqeXeNce2LHzhs/NLi2ClMjq1qw0B0EQ3I9CgA2Cu2j5Ej/AsSxmuJTk1jFnLGPWYR2MbrIiOCgluXL0KMlAp051MFY8mVpkpUrZatLfObZ1jjnryIQfKgDrg18qJRJB6cA5txJs005ey/AdAM4UhllWV1c3ijbcp4CdEl6uJFSV5ILJmTGO88YSu9UV3Gut5G7m1cLysrFX1OfeDDkwSHzsaUSWIdIMVxS+36jVfnzpZquw/f1+jvDk5Opt1kGZY0+dpPlv/w3JSz+FrFQhzpDdvchduxF9/Td8XnZxgeL1V0FK0mdeQFRCbW0QBMFmQoANgntEl5Q8kkr6lORCaXg7L2kLR+8ml8sfTmP2JxG5c4wVJbEQSAQDSnDeGOZLQ4+URAIuGcsb7ZK6FLxYSdatzAI0jeWSMeQ4jhAjnaNwftX2la6M3DkulJq8MDh39QCr8aE1AvqBUQVtKflxu8AhmDeOBlBYP1msymrt65Vrm1c3KgU9t1lCIJRCje5Y+XN84BHsB8cxjQYkCeT56hnFCQiBHBgkeuElir/8i9VJXs0GDAzC5EXc+Hny73yT9NBhkiNPIF96GdnTe6tnuPH3jCAIgmCNEGCBJElI75PejlEUUX9A2/osrxzWarV17aC2mzqw01p2F5qKFAzF0VU3CL3RaPFO3iJ3lp4o4kicMlFq2irCVqvU44hmoemiSbdSdNerSCFwzrFgLBUpGcwMNQtR57L1RFlyul1yuJJytMe/Llpzi3TlhrzU5JueiWc6H/OAcJK50lIAEkeK38Cl8Zu7RiKBc4Il5wcitDp1u9cqKegGfnPXMGmkqG+yAnurPwP26BO0BTTffZPywxPo6RkfTgGsQ/R0EVcrVJRAd9f9ZX6AsoCL46tPfvw8bnSESr1OPDCAqlRv+BwAqNcx3T0IKW65hCC8B2z/94Db9SD/DAQPjhBggaIoKNaOLtzG6vU6i4uL13/gfUgpRZIkNBqN+2KM5PKF56VrJMZKqemxhtI5otKSScfhSoU5XRC3miy2BVXgSelIMTSWfN+Aic4Kb4SjW0q6rKMqBUWjwXi74HhesthS9HZlGGCy2cJZfcNvGBpoWovDlwjozkcN3+92CRDa8fFKxLgRTJaGkvWLjq3Ov9euzibAD2dmiaTk2SyhW61fib3ZnwGnNfrCOcqTH0CridxzADMzBwuLIAQ4B1bj2jn52BilEJ2Sh6usGTtH8eqPufzuu8jde6j+/d/yPUyNvmovU2etX/HN1nQyMA5u8XUc3gPun/eAW/Ug/QzcL4tPwc0LATYItrEdnRZdwEqP13qWslj6X8isc2h8ecJaxjkMcEkbLmF4Mo05mPnygj6lyF3BlDZc1poThea9XDNtuObq60Yt/BtMAp1VWE+w2u92yTqmjd/ctVtJ5o1l2vk2XLXOMdZWo/oJZWLlOLfLzs6g33sH/f572FYT3n0bpAIV+VICrf3AA63BaOz0NBQaIuVvu+qTb2JPvM/SFz6PGBpG6pLqz38WNTLqv25jCSEVolJBn/wAM3GB6OFDRLv3bMGzCoIguP+FABsE29zy9KHNqkLfLzQTpWYoUgxHaiXs7owVVSV5u+UY0xYrVrsWZBLqUpBJybnS8FZuyK0fQnCja1rL1zNy/JtMDPRLENb/dwaMRoIDSUTLQW4NT2UJS9rw9XZJG+jDh99FVldvP1VPeTJLcEJcEcpvhazXkcOjKG2w774D05dAG8D50bLVKnR1w9wMGIPo7kEkmQ+7+mpdcNc4cxp35jSmqwvz9POokVHswgLFG68iZETy7PO4dgvXauKW23QFQRAE1xUCbBDcxxasZco4JnXJcGSpVX3wk0LQrwS9kaLPrR/BORQpXqykVIXAOEevbXPC3ly7q40cYCws4MPoItA2jhFr+blawpRxvJNr5qz/Kga/+totIHY+nB/KIo5kKTW1dfOZRFYhffo54iPHcEKgv/cd0Mu1rxaWliAvoHNeaE20Zy+FMdBqrd5+PUtL2PZyUYTr/OMAR3zoMGp0J/ImuhUEQRA86EKADYL72JE0ZlgqLmi/ISztBNXcOi5qw0ikGFSSPik4kZcsWsujacyjacy01nxhqsGZ2/j6Et9toEsKBpXAln4IgsOvxDYsjGnLI7Hi9bZFWxiSUFrfoWB5VG0E9GnLhDb0bGGAXTnPJKHy8s/QbDUxr78Ga0fMdsoxUAo3O0PZboFSvj4WIMmgWLt6unl9bP7qj0iffg7Z3UPy9HOg5MoIWhVG0QZBENyUEGCD4D7WJSVdqWRf4ksHlldaL2jNG+2SbilIpSRxjoaDBesYiRzOWT4/tcT4DXyN5bGxG2X4jgp9seLxJOKJNOY7zTZv5ZpUwAuVBItgzljeM5bcGPI1C5pr1zY1MK4t8Q0327p5qqeX6ic+RSuO0N/+1vrV1TiGnj5YmMfNzcLO3VCrgTEwOAwXzvoVW+BqDcHc+bPoi+PEO3eD0ehTY6hdu1GDQ3fsOQVBENyvtn4pIwiCe44UYl2ZQCYkS9YypS0n2gWv5ZpuCTsiSW4t/26+cUPhVbB5eE2AfcIfr0f4WtjTpeFUoYkEHEpi5iw0nCUGXi80YwYmgXFWOxBs/Fq3O0L2etTgENHoTqhUfA2slBDFsGcv8TPP+9VWpRBRjNi9G7IMzo2tCa/X0GzQ+OL/gWk0MBPj6DOn0eduZ307CILgwRVWYIPgAVSRgiGlKJ3jTGloOLhoJNrBW+2C08WN1XZuXGtcbtsfAUuus2oqoFtJPjSWJoJeJchxfJCXVIRkVDgmtaPF+s4Ca48tgJFYXTHu9o5QMWrvAZwAO34B0oRo1x7M2TGoVkAnuLwJYxf9Ku1yu60bMTlB8z98mdorvwDOIkd2XP9zgiAIgiuEABsED6AeKTiWJeTOclEbrLHMloZLzjGnLSW+C8DsTR53idVhBQLfAks4uFSUOClJgEeUxEhJKgSls7xnVldcM2CXgFj6A5zRkAKvVGOerWZ03cb42Bulenvh0CFckmLSFHp60KdOwuXLUMkQSFyrDbr04bVShWaTG50lZqYmEfVu4sefuLNPJAiC4D4WAmwQPICkEOyMFcZJjqUxs9pSlY6F3KCdb4OVsX7c62aqncet2V/PmiGsCPybzIKDydIH46Kt2ZcohqVk0piVEbQx0C0hVopdseKpLKFHSqryzpcOrBU99AjRnn2YmSmELhFZFf36T/xqa1JBpAlORb4LQbO5OrHrRl04T/7qj8ief/HOPIEgCIIHQAiwQfAAmzGWd0tD0zp2OUEbH1g1vuXVtd4gMqC3Ux5QkxA5wZgxNKyvi3X4Wtin0oimdZy3BgNMA7OFYe1aaorv8+qERDpHtxRUpaAv+ujL9IUQOGvRx98FHKLT4spWMujpxZY5LC36QBsp3zLhZjRb6JlpnHNXHREcBEEQXFsIsEHwAKtLSa8QOOGYNIYZY1eC5/IErasMTSUH2g6cc5RW0KOgYnwZQYLvIlCVgt2JYkBKTKNNyzrO29WQrDqPzQT0KUFNCo4kimdqGcldDHdm+jJ67BSoCOnAthowNwuXp8BqENK30lIRlJttY7uGNCF+5JEQXoMgCG5DCLBB8ADLpOAXuyvMGMvxdsGMLcA4BiRYITnfCbSbiTufL3AMK8WBWPH1wmCBfqAnktSkYDRSTBvHo5WU0lmmGwU4qHW6FOyPFVZI9kaKTMJgFN3V8AqAkFhncYuzuNmqD6nttb1eLZhrjJK9lqyC1LczFiIIgiAIATYIHnCxEIxEip5qRo8SfK9VYpyjTwoWjL/kv5lDkWAgjims4cVqysl2QcP5FdvhJOLjlYQf5AV/0ywYUIKqVPRJxcEkJhKOpyoJh5KY9wrNiVxTAI+nyUf4zK9OjowiVIS9OImZnoE836IjC6h3IweHt+h4QRAED6YQYIMgAPxq6iNJwrnSMa4NNSloXWOAbMM5srJgwgmKRptF61ACUgdTxnC8LBkvLVLAk0nCvjSmTwoOJBF1KUmlX2WtC0GP8h/3CqkUIsn8oAJd3nibrOupZMQHHkINDGzN8YIgCB5QIcAGQbCiJgVPZjGHnWKy1FyradUZA+cAiSMRjh1K0KNiEhwzzgfTvbGiKgVHKgmVTieBwQ37svYkEaOxIr7bZQMbJE8/g2suYayF3LfNUoPDmMYSnP4QjIU42TBG9jp27CT92Vfu3EkHQRA8IEKADYJghRSCfUlEbh3jpWWHBG03n4xl8W8gwwJ+qhLzaJZigUTAorH0KcmMcdSkWAmvV3OvhVeA+NHHiHbtwZUFdmkJ1dePiCL0pYu0f/wDRLsF3X3ob371xlZo+/tJDj6GqlTv/MkHQRDc50KADYLgCtPGMGcsDbd5eAX/5rFTCj7XW2VXHKGEYMlaZrWlqzOoYGe8fadVCyEQ9ToAqn/1kn+87wBq1x5oLGGTlNbSHObCuF+JnZnxD9q9G1QKZ04BDkZ3Uvn0Z1CDQ4jk3qjzDYIg2M5CgA2CYJ2WdZwoNA1nmdxkYXG59VUKPJRG7ImjlZZQ7+clb+clKYIXqgkPJfFHeeofGRlF0NOLBGq/8MuYxQXE4BDtr/4/YB3Zz/0CUXc35dRlzIVzRAcPE1XDymsQBMFWCQE2CIJ1JBAJwZBSxGg2Nosy+BC7J1YcSSMWrSN3ltI5loxv6m+B5k3299+uZH8/sr8fgK5f/jvr7osHh4gHh+7GaQVBENzXQoANgmCdVAqezRIsji4c/3ejwOD7vjbwAdYApYBp6zjZzJkyhgSBAPZHEY9mMX0f4fjXIAiC4MESAmwQBFfIpAAEH69XOVpJaFhHl4CvNws+KEq6lGJPHNElJLMYFIIeJakK3yZrNLpW/4IgCIIguD0hwAZBcE3dUUR3579/uSemdI7CWhIpiYC9NvJ1sUKs9HYNgiAIgjspBNggCG5KLASxWl1h7b2HBhAEQRAED4ZQpBYEQRAEQRBsKyHABkEQBEEQBNtKCLBBEARBEATBthICbBAEQRAEQbCthAAbBEEQBEEQbCshwAZBEARBEATbSgiwQRAEQRAEwbYSAmwQBEEQBEGwrYQAGwRBEARBEGwrIcAGQRAEQRAE20oIsEEQBEEQBMG2EgJsEARBEARBsK2EABsEQRAEQRBsKyHABkEQBEEQBNuKcM65u30SQbAVpqam+Iu/+At+7dd+jcHBwbt9OsFdEH4GHmzh7z8IHhxhBTa4b0xNTfFHf/RHTE1N3e1TCe6S8DPwYAt//0Hw4AgBNgiCIAiCINhWQoANgiAIgiAIthX1+7//+79/t08iCLZKpVLhueeeo1qt3u1TCe6S8DPwYAt//0HwYAibuIIgCIIgCIJtJZQQBEEQBEEQBNtKCLBBEARBEATBthLd7RMIgq3w5ptv8md/9md8+OGHJEnCn/7pn667f2lpiT/8wz/ktddeo1Kp8LnPfY7Pfvazd+lsgzsh/B0/WL785S/zta99jbGxMV566SV+93d/d+W+M2fO8Ad/8AeMjY0xOjrK7/zO73DkyJG7eLZBEGy1sAIb3BeyLOOVV17ht3/7tze9//Of/zzGGP7kT/6E3/u93+OLX/wib7755kd8lsGdFP6OHyz9/f187nOf49Of/vS627XW/3979xrS5N/HcfwzTW1bSRF2IPPQKio00k5aUG0S2D8hQ4PIKIokoqKeVNBhuLAe9KAHnQ8KEZRRVAYVESl56ggVGBVFbC2ielIRtXTp+j/o1rvdU7Pb6Vy9X7AHfn/Xftd3XDo/XPtd11RcXKzMzEyVlZUpLy9PO3fu1OfPn0PUKYDuQIDFH2HMmDGyWq0aNmxYwFhDQ4Pq6uq0ZMkSmUwmWSwW2Ww2Xb9+PQSdojtwjP8+06dPV0ZGhmJjY/3q9fX1amxs1IIFCxQVFSWr1aohQ4bo5s2bIeoUQHcgwOKP9/r1a0lSQkJCa23kyJF6+fJlqFpCkHGM0cLtdisxMVEREf/995acnCy32x3CrgAEG2tg0es1Nzd3OB4ZGdnheENDg4xGo1/NbDbr69evXe4NvQPHGC2+fv0qs9nsVzObzfJ4PCHqCEB3IMCi19u+fbsePXrU5tiAAQMCLtj6X3379g0IMl++fAkIPAhfHGO0MBqNAWHV4/HwuwD8YQiw6PV27drVpecPHz5ckvTq1SuNGDFCkuR0OpWYmNjl3tA7cIzRIiEhQefPn5fP52tdRuB0OpWdnR3izgAEE2tg8Ufw+Xzyer1qamqSJHm9Xn379k3Sj7NzM2bM0MmTJ+XxeOR0OlVRUaGsrKxQtowg4hj/fZqbm+X1euXz+fz+/lNTUxUVFaXy8nJ9+/ZNVVVVevv2rTIzM0PdMoAg4qtk8Ueor6/X1q1b/WqDBw9WSUmJpB/3CN2/f7/u378vk8nEPUL/QBzjv8upU6d0+vRpv5rNZtOGDRvkcrm0f/9+uVwuDRkyRKtXr1ZKSkqIOgXQHQiwAAAACCssIQAAAEBYIcACAAAgrBBgAQAAEFYIsAAAAAgrBFgAAACEFQIsAAAAwgoBFgAAAGGFAAsAAICwQoAFAABAWCHAAuiSoqIiGQyGgMfYsWMlSbNnz1ZOTk7r9g8fPlRRUZE8Hk/AXLdv39bcuXM1dOhQGY1GJSUlKT8/X3fu3AnY38yZM9vspV+/fn61tnozGAzq06fPb73OK1euKC0tTX379tWoUaN08OAr1u/3AAAEjUlEQVTB33o+ACB4fu8dHADaYDQaVVlZGVBry8OHD+VwOLR27VqZTKbWem1traxWq7Kzs3X48GHFxsbq+fPnKi8v1927dzVt2jS/eWpqalRZWSmbzfbL/tatW6fFixf71QwGQ2dfnm7duqX58+dr6dKl2rNnj+rq6rRu3TpFR0dr5cqVnZ4HABAcBFgAXRYREaGMjIwuzXHo0CElJSWpvLxckZGRkiSbzaZVq1bJ5/P5bWs2m5WSkiKHw9GpAJuQkNCl/nbs2KH09HSVlpZKkqxWq9xut+x2u1asWKGICD7MAoCexLsugB5z/PhxLV++XJIUFxcng8GgpKQkSdLHjx81ePDg1vD6s7YCot1uV3V1tW7cuNGdLauxsVGVlZVatGiRX72goEBv3rzRgwcPunX/AIBABFgAQdHU1OT3+P79e8A28+bN07Zt2yRJV69e1a1bt3ThwgVJ0qRJk3Tz5k1t375dT58+/eX+/vnnH02ZMkVFRUW/3Nbn8wX019zc3KnX9eLFC3m9Xo0bN86vPn78eEnSkydPOjUPACB4CLAAuuzLly+Kiorye5w8eTJgu7i4OFksFkk/AmtGRobS0tIkSRs3btScOXNUXFyscePGadCgQSooKFBNTU27+7Xb7aqqqlJVVVWH/W3evDmgv6ysrE69tg8fPkiSBgwY4FcfOHCgJOn9+/edmgcAEDysgQXQZUajUdXV1X61kSNH/tYc/fv317Vr13T37l1dvnxZtbW1Onv2rMrKynT06NE2L5bKyclRenq6HA5HwEVkP1u/fr2WLFkSsL/f0d5FX79zMRgAIDgIsAC6LCIiQpMnTw7KXFOnTtXUqVMlSU6nU7NmzdKmTZvavdrfbrcrNze3wzO18fHx/3d/LWdaW87Etmj5uWUcANBzWEIAoNdKTk7WwoUL9eHDB717967NbebPn6+JEyfK4XB0Sw8Wi0XR0dEBa10fP34sSQFrYwEA3Y8AC6BHRUdHS5IaGhr86u0F1GfPnikmJiZgDerP7Ha7KioqVFtbG7xG/yMmJkY2m01nzpzxq5eVlWnYsGGta3gBAD2HJQQAelTLGcsDBw4oNzdXJpNJqampKiwsVFNTk/Ly8jR69Gh9+vRJ586d06VLl7RhwwbFxMS0O2dubq4mTJigiooKmc3mgHG3263bt28H1NPS0jqct4XdbtfMmTNVWFiogoIC1dXV6dixYzpy5Aj3gAWAECDAAuhRaWlpKioqUklJiXbv3q0RI0bI5XJpzZo1OnHihHbt2qU3b97IZDLJYrGotLRUy5Yt63BOg8Egu92u/Pz8Nsf37dunffv2BdSdTmfrfWg7kpmZqYsXL2rLli06ceKE4uPjtXfvXr6FCwBCxPC9rZs1AgAAAL0Un30BAAAgrLCEAMBframpqd0xg8HQ5lfbAgBCiyUEAP5qHX0RQWJiolwuV881AwDoFM7AAvir3bt3r92xztyhAADQ8zgDCwAAgLDCRVwAAAAIKwRYAAAAhBUCLAAAAMIKARYAAABhhQALAACAsEKABQAAQFghwAIAACCs/AshMsLXrQfQHwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8768085792278)>"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.ggplot(p.aes('FItSNE_0', 'FItSNE_1', color='Tech'), adata.obs) \\\n",
" + p.geom_point(size=0.1, alpha=0.33)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"ump = umap.UMAP(n_epochs=500)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"UU = ump.fit_transform(Yd)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [],
"source": [
"for i, y in enumerate(UU.T):\n",
" adata.obs[f'UMAP_{i}'] = y"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/vale/anaconda3/lib/python3.6/site-packages/plotnine/utils.py:281: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
" ndistinct = ids.apply(len_unique, axis=0).as_matrix()\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4384: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" object.__getattribute__(self, name)\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4385: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" return object.__setattr__(self, name, value)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (8768079454002)>"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.ggplot(p.aes('UMAP_0', 'UMAP_1', color='Tech'), adata.obs) \\\n",
" + p.geom_point(size=0.1, alpha=0.33)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Something I prefer with tSNE plots compared to UMAP plots is that they use the 2D space better - filling it. This let you see more points at once without them overlapping, it makes it easier to e.g. plot gene expression on all of them.\n",
"\n",
"In tSNE relations between clusters are not meaningful though. The fact that blue blobs appear between the red blobs is just a quirk of how it happened to use the space. The segmentation into clusters is reflected in the faint empty \"edges\" between them. In UMAP distances between clusters are supposed to be interpretable. This will lead to very different clusters cells being far apart, creating a lot of empty space in order to represent the relative within-cluster heterogeneity.\n",
"\n",
"Now we subsample dthe 75,000 cells at different levels on a logarithimic scale. Then we time FIt-SNE and UMAP for each sample of cells."
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [],
"source": [
"sample_sizes = np.around(np.logspace(np.log10(500), np.log10(75000), num=10), -3).astype(int)\n",
"sample_sizes[0] = 500"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [],
"source": [
"from time import time"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [],
"source": [
"result_list = []\n",
"for s in sample_sizes:\n",
" sample_idx = np.random.choice(np.arange(Yd.shape[0]), s, replace=False)\n",
" sample_Y = Yd[sample_idx]\n",
" \n",
" # FIt-SNE\n",
" t0 = time()\n",
" fitsne.FItSNE(sample_Y, max_iter=500)\n",
" runtime = time() - t0\n",
" \n",
" result_list.append({'method': 'FIt-SNE', 'sample_size': s, 'run_time': runtime})\n",
" \n",
" # UMAP\n",
" t0 = time()\n",
" ump = umap.UMAP(n_epochs=500)\n",
" ump.fit_transform(sample_Y)\n",
" runtime = time() - t0\n",
" \n",
" result_list.append({'method': 'UMAP', 'sample_size': s, 'run_time': runtime})"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>method</th>\n",
" <th>run_time</th>\n",
" <th>sample_size</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>FIt-SNE</td>\n",
" <td>3.397268</td>\n",
" <td>500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>UMAP</td>\n",
" <td>2.094727</td>\n",
" <td>500</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>FIt-SNE</td>\n",
" <td>4.509084</td>\n",
" <td>1000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>UMAP</td>\n",
" <td>3.042581</td>\n",
" <td>1000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>FIt-SNE</td>\n",
" <td>5.422171</td>\n",
" <td>2000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>UMAP</td>\n",
" <td>6.038549</td>\n",
" <td>2000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>FIt-SNE</td>\n",
" <td>5.711554</td>\n",
" <td>3000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>UMAP</td>\n",
" <td>9.060977</td>\n",
" <td>3000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>FIt-SNE</td>\n",
" <td>6.856716</td>\n",
" <td>5000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>UMAP</td>\n",
" <td>15.493820</td>\n",
" <td>5000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>FIt-SNE</td>\n",
" <td>8.503103</td>\n",
" <td>8000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>UMAP</td>\n",
" <td>24.432012</td>\n",
" <td>8000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>FIt-SNE</td>\n",
" <td>12.055970</td>\n",
" <td>14000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>UMAP</td>\n",
" <td>43.078622</td>\n",
" <td>14000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>FIt-SNE</td>\n",
" <td>23.786085</td>\n",
" <td>25000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>UMAP</td>\n",
" <td>79.055026</td>\n",
" <td>25000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>FIt-SNE</td>\n",
" <td>37.870549</td>\n",
" <td>43000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>UMAP</td>\n",
" <td>144.280644</td>\n",
" <td>43000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>FIt-SNE</td>\n",
" <td>68.767722</td>\n",
" <td>75000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>UMAP</td>\n",
" <td>251.442395</td>\n",
" <td>75000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" method run_time sample_size\n",
"0 FIt-SNE 3.397268 500\n",
"1 UMAP 2.094727 500\n",
"2 FIt-SNE 4.509084 1000\n",
"3 UMAP 3.042581 1000\n",
"4 FIt-SNE 5.422171 2000\n",
"5 UMAP 6.038549 2000\n",
"6 FIt-SNE 5.711554 3000\n",
"7 UMAP 9.060977 3000\n",
"8 FIt-SNE 6.856716 5000\n",
"9 UMAP 15.493820 5000\n",
"10 FIt-SNE 8.503103 8000\n",
"11 UMAP 24.432012 8000\n",
"12 FIt-SNE 12.055970 14000\n",
"13 UMAP 43.078622 14000\n",
"14 FIt-SNE 23.786085 25000\n",
"15 UMAP 79.055026 25000\n",
"16 FIt-SNE 37.870549 43000\n",
"17 UMAP 144.280644 43000\n",
"18 FIt-SNE 68.767722 75000\n",
"19 UMAP 251.442395 75000"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"results = pd.DataFrame(result_list)\n",
"results"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/vale/anaconda3/lib/python3.6/site-packages/plotnine/utils.py:281: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n",
" ndistinct = ids.apply(len_unique, axis=0).as_matrix()\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4384: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" object.__getattribute__(self, name)\n",
"/home/vale/anaconda3/lib/python3.6/site-packages/pandas/core/generic.py:4385: FutureWarning: Attribute 'is_copy' is deprecated and will be removed in a future version.\n",
" return object.__setattr__(self, name, value)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<ggplot: (-9223363268771649066)>"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"p.ggplot(p.aes('sample_size', 'run_time', color='method'), results) \\\n",
" + p.geom_point(size=3) \\\n",
" + p.geom_line() \\\n",
" + p.scale_x_log10() \\\n",
" + p.scale_y_log10() \\\n",
" + p.labs(x='Number of cells', y='Runtime (seconds)', title='Time of embedding 22 PCs for varying sample sizes') \\\n",
" + p.theme_classic()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The FIt-SNE implementation is generally faster than UMAP when you have more than 3,000 cells. In the realm of 10,000's of cells FIt-SNE scales at the same rate as UMAP. However, note that this is a log-log scale. Even if FI-tSNE starts scaling at the rate of UMAP, it is still consistently about 4 times faster. In other words, a dataset that takes an hour for UMAP will take 15 minutes for FIt-SNE."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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