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@decisionstats
Created October 29, 2016 09:59
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"anscombe =pd.read_csv(\"https://vincentarelbundock.github.io/Rdatasets/csv/datasets/anscombe.csv \")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Unnamed: 0</th>\n",
" <th>x1</th>\n",
" <th>x2</th>\n",
" <th>x3</th>\n",
" <th>x4</th>\n",
" <th>y1</th>\n",
" <th>y2</th>\n",
" <th>y3</th>\n",
" <th>y4</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>8</td>\n",
" <td>8.04</td>\n",
" <td>9.14</td>\n",
" <td>7.46</td>\n",
" <td>6.58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>6.95</td>\n",
" <td>8.14</td>\n",
" <td>6.77</td>\n",
" <td>5.76</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>8</td>\n",
" <td>7.58</td>\n",
" <td>8.74</td>\n",
" <td>12.74</td>\n",
" <td>7.71</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>8</td>\n",
" <td>8.81</td>\n",
" <td>8.77</td>\n",
" <td>7.11</td>\n",
" <td>8.84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>8</td>\n",
" <td>8.33</td>\n",
" <td>9.26</td>\n",
" <td>7.81</td>\n",
" <td>8.47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>6</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>8</td>\n",
" <td>9.96</td>\n",
" <td>8.10</td>\n",
" <td>8.84</td>\n",
" <td>7.04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>7</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>8</td>\n",
" <td>7.24</td>\n",
" <td>6.13</td>\n",
" <td>6.08</td>\n",
" <td>5.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>8</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>19</td>\n",
" <td>4.26</td>\n",
" <td>3.10</td>\n",
" <td>5.39</td>\n",
" <td>12.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>9</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>8</td>\n",
" <td>10.84</td>\n",
" <td>9.13</td>\n",
" <td>8.15</td>\n",
" <td>5.56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
" <td>4.82</td>\n",
" <td>7.26</td>\n",
" <td>6.42</td>\n",
" <td>7.91</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>11</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>8</td>\n",
" <td>5.68</td>\n",
" <td>4.74</td>\n",
" <td>5.73</td>\n",
" <td>6.89</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Unnamed: 0 x1 x2 x3 x4 y1 y2 y3 y4\n",
"0 1 10 10 10 8 8.04 9.14 7.46 6.58\n",
"1 2 8 8 8 8 6.95 8.14 6.77 5.76\n",
"2 3 13 13 13 8 7.58 8.74 12.74 7.71\n",
"3 4 9 9 9 8 8.81 8.77 7.11 8.84\n",
"4 5 11 11 11 8 8.33 9.26 7.81 8.47\n",
"5 6 14 14 14 8 9.96 8.10 8.84 7.04\n",
"6 7 6 6 6 8 7.24 6.13 6.08 5.25\n",
"7 8 4 4 4 19 4.26 3.10 5.39 12.50\n",
"8 9 12 12 12 8 10.84 9.13 8.15 5.56\n",
"9 10 7 7 7 8 4.82 7.26 6.42 7.91\n",
"10 11 5 5 5 8 5.68 4.74 5.73 6.89"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"anscombe"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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Atuyo4ak3ttLU0g7AiKEZLFtcwBjvIMfJRAYmlW+c8/sDrPlkN298tie0bVbe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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f030621d940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x=\"x1\", y=\"y1\", data=anscombe,order=1, ci=None, scatter_kws={\"s\": 80});"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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2kDWC57wZmGWMuRWYCnQZYw5aa1883TeVlydGY5oz1bl17zG2xNpNLjUVXLHU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\nERFHFMAiIo78f6C1G+JmQJQaAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f030348f748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lmplot(x=\"x2\", y=\"y2\", data=anscombe,order=2, ci=None, scatter_kws={\"s\": 80});"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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BR4AnJ21+GPi8c+4twEng9/yYLROzzP9p4EvOubtJ/bH6iA+jZWSW+TGzKuBj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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0302f5bb38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.regplot(x=\"x3\", y=\"y3\", data=anscombe,order=1, ci=None, scatter_kws={\"s\": 80});"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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e2GGMCRhjlhM9/fHr83fxHAdqAYwxFUCXtTYbXxb+DHBX7O27gH0ezjJtsTO1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\nGAWCiIgA8P8ByomNdUNSS9QAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0302efedd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.regplot(x=\"x4\", y=\"y4\", data=anscombe,order=0, ci=None, scatter_kws={\"s\": 80});"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"iris =pd.read_csv(\"https://vincentarelbundock.github.io/Rdatasets/csv/datasets/iris.csv \")"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"iris=iris.drop('Unnamed: 0', 1)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 150 entries, 0 to 149\n",
"Data columns (total 5 columns):\n",
"Sepal.Length 150 non-null float64\n",
"Sepal.Width 150 non-null float64\n",
"Petal.Length 150 non-null float64\n",
"Petal.Width 150 non-null float64\n",
"Species 150 non-null object\n",
"dtypes: float64(4), object(1)\n",
"memory usage: 5.9+ KB\n"
]
}
],
"source": [
"iris.info()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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vdnZTXWx9fT3s2XNLw2Pj9gEcP76x7tzHj290/tzlcrHu2HK5uHRs3L5Oyct/v1qKyU0e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\ngVICFxEJ1P8DvYQabQrsLVMAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0302edfdd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(x=\"Sepal.Length\",y=\"Petal.Length\", data=iris);"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ajayohri/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
" y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0302f5f048>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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3dqWJ3mbMEW+in60zbpSPMlJjmZmTyIGqVtq7tXxjR5robWRwyE1ZdTvZabEk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\nYjRPbirnX1srrQ7Jcprop8j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"text/plain": [
"<matplotlib.figure.Figure at 0x7f0302f8a438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(iris[\"Sepal.Length\"])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ajayohri/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
" y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0302f0d198>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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tnDxlZZLoLWh2I7My2chMLECVBF4juw91mhyJCCdJ9BYz7fVxrHOInLR4Ep0O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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0303498cc0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.kdeplot(iris[\"Sepal.Length\"],shade=True)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"pandas.core.frame.DataFrame"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"a=iris.query('Species==\"setosa\"')[['Sepal.Length']]\n",
"type(a)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"virginica 50\n",
"setosa 50\n",
"versicolor 50\n",
"Name: Species, dtype: int64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.value_counts(iris.Species)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
" "
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ajayohri/anaconda3/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n",
" y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0302e4e278>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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15QwMhInFFn9g3Xxfe/ki3TesdH7yjwNvBVBKbQK6tNaRi7axkYEWfCF76Ugf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\nqAshhIVIqAshhIVIqAshhIX8f70PNCNxmDn/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0302e250b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.distplot(iris[\"Sepal.Length\"])"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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TzRvGaEYx3/7xobOTUvsem9HPMz9KC61iCty97x3MbBx4H3AhMA68BTgXOObu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\nREQkkxKEiIhk+v8BJ9B/OcOBzD0AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0302dff240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.regplot(x=\"Sepal.Length\", y=\"Sepal.Width\", data=iris);"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0302d57438>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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+y8prbJhDzcRFh3Z63rJqq08C95y3nqSkqD70IrCOlvr2pbLOhsFsIrHlS4wQ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\nAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0302d5e358>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 6))\n",
"sns.swarmplot(x=\"Sepal.Length\", y=\"Sepal.Width\", hue=\"Species\",data=iris)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f0302824550>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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MDFC1c7fjtXRXHA9vpwrHUjsvLZ4MOlyqUx9SOrSyt6wkqVal9XUHiP7VyOd6\n9J3q0Xh1V1fMpK5q1zmpuOvgDr/KtDyRfEtn9efq7i4qzjgHHRW+UPaqeG3cfa/5XGEo8bIEiYSl\n0ybdfW9VVyecfi7hOTGhUa4wQC/aYOx3jtp5KcvFoCOTRQJFJEfSWS3cnUmnedelcBvMDPRT3dlF\n88WXOvbHPBo3OwgQZLqvn5pA6NF4sAzW3/aRSLjUmu07M6p3uA7h8+su2kegvHLxPQJU9WRWnki+\nLN1zQ9z8uvdwavI0vjU+ysvK2dawhdt6P8zx8WPsHK1gzchpKnoupK2jnfnxcWpa25mbmAqFi4Qz\nUblTVP/eR5h+7Ugo5GqfM9lC+N6cHxmkoq1D2azE4cLGbRzcfQOD54bpbNrIhY3bYo5Zt+sSzn/i\nPLMDA1R1duJ/3X5uG2tP+H1RvfcyAudnmRoYpKarA9+lV7Kp2Z9dRjX3CuU9O+OEY61VOy9Ryxp0\nGGOSTWKoWWZdio5WDZdSls5q4W5lZRWs370f/zUJcqC7Ho3PHnrOGV/buJZXO6u58+R9UAecfJbb\nxjYkXdU2UR3C4Vax79Gkx+lSlOKlzH3i5VBIVPj+2zIww5E7nXMvOq7aH/d+izdPY+17boz/5ov3\npj9BWbK6vXzuFb7+q6Ulzxp6G2L65ZfHfsOdpx8I9d2nn+O2sfak3xez9hB9X//7yPamZn9MqFSm\nEs1NcodfqZ2XpuU+6fgxoSca8dLjrqAnHcG0Vg2/ZCX9yLJipJMiMVvx4sgHm+o8fV/FqkupiJcy\nN3pfT6OJ254TUdsXr6TzfZDpd0Yu2qfa/Mq2rEGHtXZz6qNKX0VFRVqrhldUJF9AR6QQ0onhTcn9\nqNuVntAdT1vd1UlHg3NV5a6Gdk7+6omEaXhTUay6FJtwGNUjx4/R6muNpBKNmSNVWR1Jnzs1P8WT\nJ/6VjvWhr92KulrWvf71BKcnOfnUL2CLiUn96W77a5oaGHvofqWOlpTc4bUdDW2O/R0NbSwE5zj+\n748z2z9AdXcXm7Z0uY5J/p3hTqEeL0VuptTfr2yez+kwxuyx1j6bxnE3An8MnAc+Y619MGrfNcBf\nAHPAg9baz3ldT5GVLtX8jXSkSsP5Quscsx+8mvrRCcb9dYy3zlPvWtV27asjnPzrrwLx0/CmEjOP\nRDG8UmCJQhed91wb5WUVdDS0O9LnvmnTZXR+8Gp2zjczfE8o3GXkB/fHTf0Z3fbXNDUweM+3mZ8I\nhfwqVai6UkzOAAAgAElEQVQk426jt7zufTGrjR//98c597+/BsA00PSJm0Mpn6eXBtPJuFOox0uR\nmyn19ytbLiaSfwhIOugwxjQDnwH2AA3AZ4EHow75EvAWYBh4xBjzXWvt4RzUVWTFCqfvzGVo09Fz\nA/xo4XlYDyzANeeaaKxqdOSDv2Lc+YuROw1vSnFSLIoUUqIwlHj3XP+5Qcex52bH+fuF5/lPE872\nHDeMJKrtjz10f2TAkfB4kUXuNtp3diBmtfELYtKRD9Cz540c2Nqb1nwJd4r0uClyM6X+fkXzfNBh\nrf1kGoddA/yLtXYSmAQ+Ft5hjNkMnLTWDi1uPwBcDWjQIZKB8OrikZW9Mwxrgvirh0evUNu91vU4\nvrGdpqomx8q3vqk26qMewbM5s+jMVKuoi+RbbOhiW8wxC8zzzMlfQrlzzl/jmnpuKt9F/XwF9Vde\nwel/+yXzE5OUNdTw6NBjtNS3xG3jCjuRaIlC/MJi2mhjbLhtdXcZ0UmbfV1djlDYtbv28W+n/j2S\n8eoNzXsoZ+k7JBfhVbKyLTd71R3J9ltrP5OiiE1AnTHmPmAt8Flr7U8W97UBo1HHHge05LdIhqJX\nF5+AjMOaIPZR99HOGu585iuR/b/fe0skDWNHYzu961/Py+d+7fiL2m+vv55R16rlmUi1irpIvpW7\nQgjL4wzmnzn5S77+q3upXVPD/kAvdVV1+Gua6Th6lplv3MeJxePar7+O86dOc+wfvkvVOy/jzoUf\nxG3jCjuRaKn6RXd47YWN22jsbXT88SZ48VaCnwgy2z9AVVcna9ZUM/o/vwyEQmFnPzHD10//MFJm\ncHeQfeuX+u9chFfJyrbcJx3zSfalk8qpDGgG/gOwGfgpkGiIHC9DVgy/P7sF/OKdf/p0fZwjYzU3\n12dch0zKTrfc8HGnT9fzWpr1iC4/F9cw32V4UYdcy0Ud45U5NOAKjRrox39N+u8dKbNlaaDyry86\nV4c9Pn2c3915reO1x44fd2xPueoxf2wI/xuvIF2PHD/m2D42fYwDW3tj6+mRfH0+pcCrenv58xdD\nnR45PuwYWHc0trF/y+sdxwweDYW3TJ6f4om+Z7hm6xVcv+Ot9D3/HaLviOiVxutHJ2B9bBuPaEnv\njwbFcI3yrVTuW6/KTNUvArT4ndut/tg21frW6yL//tXXvuLYd75/yLki+fgw/p6l+vcdG3Icn6pv\nL4W+WnJrudmrPptonzHm/0mjiGPAk9baIPCqMWbMGLPBWnsCGAKinwN2LL6WVDb5mv3++GsSnDo1\nntb54eMyqUMmZadTbvTPkG7Z0eUnugbpyvZ8L8rw4vx88Dq3eKKfu7qri+iWUN3ZlfZ7Jyqz1dca\ns+0+zn2Mux4VbR0ZXYNk7+lFu4vmdXm5LDMfvKi3lz+/V2VlW04690Fnw0bHdkd9O6OjY1S2OVdt\nDq9CDjDur4OF+OWlq1iuUXQ5+VAq961XZabTBjPl7qurujY6VyRfbMNhMW05Sd9eKn215FZWczqM\nMW8B/pLQNFKAauAUoaxUyTwMfNUY81eEnnjULQ44sNYeNcY0GGMChAYbbwc+kE09RVYj98re7tXF\nlyOdjFjuY9bVb6H6lhlmBgao7uxkTc8Ox/Gp5mx4kYVLxEvhNhnO8nNh4zbHXCfTeAFvaN5DcHfQ\nEXoIULl9J+tv+wjTfX3UBALU+xqp6Q4wX1VJ/cnj3NF9Pc0NsatFi0Rzt0Ev+kX3iuQbXnc5B081\nxLThsMqeHWy85UPM9A9Q3RXbt4u4ZTuR/HPAbcD/BD4MvBd4LNVJ1tohY8x3gacIhWPdZow5CJyx\n1t4HfBz49uK+e6y1r2RZz2WZn19gIsVIemJ0jHmtSC5FyL2ytydlppERy33MyV89wcm77o7sX19X\n7Zhbkio22YssXCJeCrfJcJafw+ds3Da8b/3epT/JLbJjr3DnyftCqz6ffJbbej/MjspODv/3vwJC\nsfQNtzcoe48k5W6DXoi3Inm8Nhx26vmfJ+3bRdyyHXScs9Y+ZYyZtda+CHzGGPMg8C+pTrTWfgX4\nSoJ9jwOXZ1k3DwQ588xmZhqaEx4xNXYKrtWK5CKJTPf1xW5HfTHlY+V0kVzKpA3HO7b76JTjNaXD\nlULItC9O1beLuGU76FhjjLkCOL34pOIQoYnhK0JFRQXrO7dTv64j4THjpwe1IrmsWO7QpwvqNzP5\nr48yOzBEVVcHdZccYM4eTrhiOYTSKk5EbwcCjv2erJyepWAwyKG+M4w8O0h7cy3bu9dSll4OC0lT\n+Br3Hxsn0Fpfktc4fD8cmzhOTZWPyWNT1K2pZS54nv2BvTw7/AKT56eStuF47b2287zjterOzpzU\nX7JXLO04VcrccMrmROlu48m0L3b37bWBANNPPcp0Xz81gQDV+y6H8ix/PwouMPvSC0m/Y6R0ZDvo\n+D1CKW7/GPhroJXQHA8pIfPz87z88sspJ6Bv2rRFA6xVxh369N+r38rIV78R2e6aW6D/7m9GtuOt\nkhyeWzIz0E91Z1fM3JJimLNxqO8Mn79naU3TT71/Dzu71+W9HivZSrjG4fthf6CXJ15ayl61P9DL\nE33P8J6d19Fa05K0Dcdr79OHHl9a78DnY+HcmXz8OLIMxdKOU4WlhlM2h7nT3caT6TwR97zBmlno\n+9u7IvsDBPFdemWmP5rD7EsvcOQLX4hsx/uOkdKR1aDDWmsBa4xpAW601o6mOkeKz5Ejr/LkJ/+A\n9trahMcMT07CF/8XW7dqEu9q4n7cfn7AmUhuetC5HS8sJDy3xH9N/GwjxTBno//YeMx2qf1CXOxW\nwjUO3w/TczOO18Pbc3PzKdtxvPY+eeSIY70Df1UVvsu8qrV4qVjacapQqMFzrv3nhhPOzQjLdJ6I\ne97gme9807F/uq8fX5b5S2b6+2O2NegoXdlmr3ofoUnkC0CZMWYe+H1r7T97UTnJn/baWgL1She3\n6i0+yu4bGaSyrYNApzO0cE2XMw2or8O5Xd3VGROSdWHjNl4+90rCMIB8SBUSEWh1rpvT1ZreOjqZ\nvMdql+gaR1+3TW31zAcp6DVMlk0tHG7iqwylua1dU8Oe9p1UVVRxw863c3b6HE+feoY3NO+hjLKk\nWdlCbxa632panelPazoTh/RKYcVrx+57vyfQxEt9Z3PajjsbN0YtUOmjq9HZZgJrOx37t6zr5snR\nf2VobISOxjb2bdhLRdbBLk41rtBZX6Ar5jsl0/AoX1eXY7vatS2lJdsW91+A/dba3wAYYy4E7gU0\n6BApQe5H2Rtu+4hj5eVTbdto/48fDM3p6NzI0e1tnPng1dSPTjDur2O8dZ5a12P/g7tvcDzmL8SK\n4qlCIrZ3r+VT79/DyKlJ2ppr2dG91vP3WO3C17j/2DhdrfWRaxx93a7c08Gjzw5GzinENUwWthIJ\nP5k4zsHdNzA9P8M/vPD9yLH7A7187d+/Q3B3kMY1jUnDX2DpfluzYT0d7/wPzI6do6ajA9/lV+X4\np5TliteODx113vsfuX4nX7nvxch2LtpxMLjgWKDy9S27HPtrK2od+wNNG7nn+fuWzt8Fl/u9fZxW\nve9yAgRDTzgCXfj27c86PGrN9ovYdPvtzPT3U93VRdX2izyts+RXtoOOkfCAA8Ba+7IxJt3FsEWk\nyLgfZU/19fFE3dKXaWtNC5v2XxPZfum17/OjhedDj+0X4JpzTTRWNTrKiHnMX4DsVKlCIsooY2f3\nOt7YG1h2+sliCbsoVuFr7L4m0ddtamYuZl++r2GysBV3aNQjxx91HBsOsxo8N8xY1UTCcsLC99v5\nEycZ/Kd/pv2GG/AduNq7H0Y8F68du+/9vpHc9wWDYyMx2z2NPZHtIdf+4bHjju2hsRHwe1olKK/A\nd+mVjpCqrMOjysqp2nGxQqpWiGwHHS8YY74EPASUA28G+o0xbwaw1v4ky/JFJI/cj7J9gQCcXBp0\nuLOZdDa5Vl1ubKdxTWPMa47tAmSn8iJ8qhjeYyWKvm611c6vpEJcw0wy+ASanCEtvsrq0Dnx7oM4\n5Sh0ZGVw3/uBttz3BanaqXt7Y6MzhG9jQ5vndYpHbVyiZTvoCC9P6R6CXkRoYT8NOkRKSHi15HCm\nqXUXX8JtYxsc8zOiV15+/brddK0bZ7Z/gKpAJy3Ne6CsjIO7b4isYrtn/W7mds0xND7CxoY2Lmjc\nmvefK1FoT6m9x0oUfd02tdfT29NS0Gu4lF1qiAZfPccmjkdeBxzzNC7pvpiDu29geOwY6+vWcXLi\nFDfueidvWB+a0xG+DzqbNnJho2uV8eACwWCQtuuupaqpifL2jVRdqBWdS5H73t/e3URjbW77Anem\nKXfffGHjNkeWtM2N3QR3BRkeO057Qwu9/tfHlJkqDe9yrOnZSeDWW5jpH8DX1UVVz86sypPSlm32\nqjcBGGPKrLVpr5BnjLmK0NyPF4Ay4Dlr7R9G7X8N6CM0QT1IKDPWcLyyVov5+XmOHHk14f7Tp+s5\ndWqcTZu25LFWstJEVkuuAU7+ktvGNjjCSdwrL9+x/nrO/e+vATANNN/ezKud1Y45HHO75vjm8/8U\n2a7cXZkydaPXEoX2lNp7rETxrlshr2E4hAqImZPhfm1i/r18/Vf3sj/Qy8PPL4VaNfeGFpSNvg8a\nehsc4VWzL73AkS9+MbK96fbbtf5AiUrUhnPb3zgzTbn75vAconCbe3L0Xx1zOsp3lcfM6UiVhnc5\nZg+/6Eiju6mxSaFSq1i22at2A38H1AM9xphPAw9ba3+exuk/s9a+J8G+IPA2a+1Ugv2rTqq0tq+x\nlNZWZLlSpmF07XevSDvT389gU53jNXdscTqpG0UKLd694NZ3LjTp3Z1CN96x7ntJqUDFS6n6bnc/\nHG9OR6YrkqdD7VyiZRte9dfALcCXFrf/AfgqsD+Nc5PljytLsX9VUlpbyVbMCuONW/m3k89GQkA2\nrQ040iwGmjodj+zdccLuFWmru7roaKh2HNPR2Obazn5ORyFWEFdKXG9EX8emhmomJmfZuKGu6K5n\nuK2H0+JOzU/RXLuWyzpfj6/Sx3xwnjLK2B/YS6XrCUVHQxvnzo/xho278FX6eHb4hdh7R7HuJWlh\nYYGf21H6RsYJtDVwyfYNlOc5BTjEhkIFmjqT9t2x8+9i53RkuiJ5OtTOJVq2g47z1trnjAmNhBez\nV82lOCdshzHmn4Fm4A5r7Y9c+79sjNkMPGat/dMs6ykixD4+v3HXOx2hTzfueqcjzeK2dZscISJ/\nuPcjjjjh5oZtNNze4EhnaMpwHHNB41YqdlcyOD5MR307vetjY4kzVYj0tEqJ6w33dbxyTwff+peX\ni+56RmLmp47znRd/EHl9f6CX2YVZx33yvp3XcXD3DYxNj9PRsJHysnLHfXNw9w0xqztHpwJt2raZ\nhS09SPH7uR11pMOFnVy2vTXh8bni7ssP7r4had99cPfvOtKf+ypqYsrMdEXydITb+fzIIBVtHUp5\nu8plO+iYWxwYBAGMMb9Nek8ofg38V2vtvcaYLcBPjTFbrbXhAcungR8Cp4D7jDHvstb+Y7IC/f7s\nngDEO//06fQyTjQ312dch0zK9vsbOH26nnRyEYfrkm7e4kyOD9clkWw/Ay/K8KIOuZaLOqZb5iPH\njzm2h8ZHkm4Pjjsftw9PDfO7O691FtoS+2Czxd/r2L7W/+a06peukai1HABGTk3yxt5AgqMzk+ha\nZvOepdAu4/Gq3tHluK9jOE1uutczF3VKpMXfy3dfvN/xmjuUCuDE9Gk+2ntjZNt9ztT8FC3+pjhv\nkE5QQObyeY2KRb761f5HfuPcPj7OO67cFnNcJmUuh7svd/fV7u2+c4OOQUnNGh9vvfBATLnuvtsT\nRd7OJX+yHXR8CrgPMMaYs8AR4GCqk6y1Q4QmkmOtfdUYMwJ0AEcXX/tG+FhjzAPALiDpoGO5ufUh\n1HDjnX/q1Hico2OFj8ukDpmUPTo6lnFdvK5HdF3iSXQNM5FtGV6cnw/ZXie3TH7uVp/zL3IdrrSJ\n7jSKnQ3OR/KtvtaM6x8OA4j+61kmGVHihTO0NzvnNrU11zrqlSoUKlGIRLJrmeo9E/Hi3ohXZj54\nUW/3z+++jjWLaXLPzy3wg8d+Q0UZvDo0Fjd0xatrmc09E0qL6/zbWkd9u6M89zk1FTUcHz2bsN17\n2UYKcY1SlZMP+epXu1oaXNv1McfNzy/wxKFjDByfoLO1nv0XtVCRon/JVExfXu9KZ+7qu919u7vN\nQvZ9dTJe94Ol3K+uZssadBhjGoEPW2u/CFxsjPkMcDOhJxgps0wZYz4AtFtrP2+MaQNagMGosr8D\nXGetPQ+EM10Vtfn5eX76U3eEWHxXXvmmHNdGJL6ldKCu0KfF9LZvWL+H5t5mRxrGht6GyPHLedye\nbUaUeOEMl25vSbqCeKpQqOWESCglrjfKy0MhVbOz83S01HN+boEr93Rw/xOvMTE951qVvDChK9Hc\nKXSnZqdpr2/lgnWbGRgfihsyaBov4ODuG3hh9DC+ymruPfR/aNzdmPdFMcV7VZVlvPtN2zh5dpr1\nTT6qKmN/KX/i0DG+dv9LSy8Eg1y5y9v1ieKlzG3sbXSkzI3uuy9o3EplVF8fL8w1F9mrRKIt90nH\n3xB6qoEx5kLg/wLeA2whNKn8fSnO/z7wLWPM9cAa4OPAjcaYM9ba+4wx9wNPGWMmgWettd9bZj3z\n5je/+Q1/9eMvUdtcl/S4yVMTBALdeaqViJN7RWUglL42KptUdBrG8HY2XzzZZkRxr+7bNzLOZdtb\nk64gnmp18ERlJqOUuN44Mjy+NKh4Ea7ZG4gaZDhXJU/nc8m1ePdM2O/0xP9raxnljE1P8G9Dz0de\n8yITkBTeKwPneOjnRyPbv3VJN2+4wJkGauD4RNJtL7hT5kJsX52qr3fLRfYqkWjLHXRssda+f/Hf\nvwvcG54IvvgUIylr7TjwjiT77wTuXGbdCsbf007DxuR//RwbOpOn2ogUh2wzogTaGlzbqedDpVod\nfDllijfcn02na7smalXyUv5ccpEJSAovnb7D3aY7W5L/MbJYqM1Kri130BH9Z8I3ElqrI2xh2bUR\nkRUn24wol2zfAOxcnH9RzyXb/SnP6Qk08ZHrd0bmbGzvdk7iXU6Z4g13mJoJNEEwyMDxCbpa66mr\nrqCmqrLkPxd3KKMXmYCk8Pb1bOD83PbIfI19cdro/otaIm26s6WO/bsK+7QuXbnIXiUSbbmDjkpj\nTAvQAFwGvBfAGFMPlMaQXkTyIl4YQCbKKeey7a0Zhdm81HfWMWejsdY5p2M5ZYo33GFqLx497Yh/\n/9T79/DeN20tVPU8kywsS0rX4b6zjva6vqE6JuSygnLP53DkQ7Z9tUgqy01L8D+AQ8DzwH+z1p42\nxtQAjwN3e1U5EZHliDenQ4qTPispJWqvIsu3rCcd1toHjTHtQI219tzia1PGmD+x1j7saQ1FpGi4\nVzT3MqViwveMk/6WIElXJE81p2O571tMK2aXuvD1raqucLy+nM8qX9ztf/2G7Be6lOLm7gfc8zWK\nub2mUoj+XFa3Za/TsZjO9rzrtVU74Jifn2cijceRE6NjzM8vUFGhG1tKTyFSKsZLfwskTYnrRXpb\nrUCeW+Hre83eLq7c08HUzBw11ZVMTJ9PfXKBuNt/dXUlm6tLPxRMEnP3A7e+Y0fJtNdUlCJX8i3b\nxQElyplnNjPT0Jz0mKmxU3BtME81EvFWIVIqphPO4E6J60V621RpdyU74et7dmKWpw8tra5cU1XJ\nPtNSqGol5W7/fWcH2dyiQcdK5u4HHCmfKe72mopS5Eq+adDhkYqKCtZ3bqd+XUfS48ZPD1JRUZH0\nGJFiVYiUivFCpdxBTrkIcfAiREsSC1/f2mrn11Axp8l1t/dAU/L+XkpfTIpnV/rbYm6vqShFruRb\nQQYdxpjwKuMvAGXAc9baP4zafw3wF8Ac8KC19nOFqKfIahOO8X3k+FLKxOgY33ykAXXHUJs46W+D\nC3DztdsZGJ2g019HjyslrruMCzubePLQsUiay/0XtVCRInZZK5Dnlulq4uZrt3N2fIb/+PYdjE+e\nZ3zqPOXlZfzo3wbYuKGOnkATL/WdjXyOB9Zn9wteqvadss6u9t/bcTEnT3i/8JsUD3c/cEFnEwsL\nMHhinA5/Pb3b/SwsLPBzOxrpo/aaDTwdtb2vZwOH+84mnIPmheXMz1BaZ8m3Qj7p+Jm19j0J9n0J\neAswDDxijPmutfZw/qpW2ubnFxienEx53PDkJAHNL5EoqWJ885EG1B1D/ZHrd8akvz03OetIW7mm\nstyR/tZdxod+Zzt3P7B0PMFgypSWWoE8t35hR/na/S/xgbcafjN41hGycuWeDr71Ly/HfPZV1WvY\nlsVflrONYXe3//Iy9Z0rnbsfePT5Ye5+cKkvKS8L9T/R7XTG1d+cn9sekxba635lOW1baZ0l3wo5\n6Ig7zDfGbAZOWmuHFrcfAK4GNOhIW5BvXVxJbfOapEdNnqrkEjS/RJYUQ4yvO4a6byR2bsXZidmY\nY6IHHe4yBked2wPH9dfpQgt/rsdOTTI1M+fYF952f/ZHh89mNegohvYtpc3ddwwcn6Ci3PnrTKr+\nJhfzw9S2pRQUctCxwxjzz0AzcIe19keLr7cBo1HHHQe25LtypayiogJ/TzsNG5OHg4wNndH8khK2\nnFCRVI/gcxHjGw51ShRa4A6F2rKxPpIdpra6ki0djY7yulrr2TA7z7trt3Hy7DTrm3y0N9fw4tHT\nkTJi4rD9yeOyJffCn/PQiQnqa9dQ46vg3W/axuT0eTa1N3Lo1ZNMTIcGG+sbqgEItDU4yuhub4op\nNxPx2rf7nriwcRsvn3tFaUQlrk0bGxz90+aN9VSUVzheC7Q62617Plh3W72jv1pOuNUC8zxz8pcM\nHh2ms2EjHQ1tjv2anyHFqFCDjl8D/9Vae68xZgvwU2PMVmvtXJxjlRif9EKmFC61uizncXqqc8Ix\nvsemlwYy2UqVejZeOFV0qM2WjsaYFJXzC0G+99NXIsfcfO12/vp7z0e2/+TGPY44bNPdRFlZ6C+O\nnS117N+llcjzLfw5X7mng0efHYz8P+zdb9pG37ExaqoraffX8an372F7dxONtUuf4yU72zh5cvmL\nscVr3+574uDuG/j6r+6NbCuNqESbm1twtNvNGxtpbKx0vLZ90zpHn+VvquZT79/DyKlJ2pprWQgm\nT/mdjmdO/tLRTm953fs0P0OKXkEGHYuhU/cu/vtVY8wI0AEcBYaA6CF6x+JrSfn9DakOyfj806fT\ne4zf3JzZ4/5Mjm9ursfvb+DEibqUIVOTpyr57ea6jJ5ehOvyWgZ1SSTbz8CLMryoQ655VcdHjh9z\nbB+bPsaBrb1Zn9PiT15GpkaivowBRk5N8sbeQML9/cdd4VTHJxxf6LW+2G5rYNQZvjB4YpL3vbXH\n8dq735zeX8lz0YZKoV3G41W9/f6GyOccDp1yh1T1HRuLpM6tWlPBu950IQCtfufnlm2d3O37Udc9\nMTjuDFNJdV95eY28Uox1yrV83bf9x3/t2h7n/NyC47UjI2OOPqurpd7RH337YWe0uLtPTMfgUVf6\n5rEBPtp7Y0ZlJFMK/WAptU8JKVT2qg8A7dbazxtj2oAWYBDAWnvUGNNgjAkQGmy8HfhAqjJH01iY\nLxG/vyHu+adOpfcXtVOnxjMaSKRbbvjY0dExzp6dShkyNTZ0hrNnp9Iue7l1iSfRNcxEtmV4cX4+\nZHudwlp9rTHbqcqOPaeFx37zzNJfxxq2cf6lF5kfGaSyrYM12y+CLCfLtjfXOrY3rq/l+4++Esns\n0uba39Xi/Bw6/XWu/fW4H4B2+usc4Q0dG2qXdZ29aMf5KjMfvKh3+OcPt4Nwilx3qtyaqO1Of13c\n9/bqWkaX474nOuqdYSnJ7quk9QkuMPvSC8z09+Pr6kp6L3nZRnJxjbItJx9ydd+6M1N1uUKnOvz1\ntDT5HK+F+qglbc2h/sh9L7j3Z6KzYaOzHvXtuW9DGbTptMv0uo5Zlim5Vajwqu8D3zLGXA+sAT4O\n3GiMOWOtvW9x+9tAELjHWvtK4qJK0/z8QsoVzMOrl4vEs5xQKHeKxPKycr709Fci++9Yfz0n71za\n3nT77VTtuDirepaX4wg1OHFumq/+n6VMLh9750WOUCh3SE1PdxNrKssXv/TruWS7f/HMnfQfH6er\npZ71jVWO7DC9PaW5WNdKFk49Onxigo9cv5Pjp6d495u2MXh8nBpfJa3rati7o5Xt3c15DX8rLytn\nf6CX6bkZfJXVNFc3exKmMvvSCxz5whci217cS5J/P7ejjsxUt75jB+9+09J8sqa6ypi0uu4+zJ1u\n24t03Ouq1vGOnrdyeuoM62rW0lydfGFiL6hNS7YKFV41Drwjyf7Hgcu9f9/DfOijf0BltfOvEuVl\nZSwEl7I4XXPlfj77Z//J67d3CaZcwVyrl0sy4XSHB7b2pv0XH3eKxB8P/syxf7qvz7E909+f9ZeK\newXfqkpn+N9rQ2O8901bHTHN7lS1l21vdWSnCr/2jiu3MTo6xg9/0e/Yp9XDi4879eg//PQ3PPTz\nVyP79+5o5elDx2hu8KVcQ8VL/ecGeaLvmch2a00LV3e8Met5HDP9/THb+gWt9LgzqL02PMaPn176\nbH/rkm72bPXH9FnJ0m17kY776Nl+vm8fjmy/y/wO2+q3Lru8dKhNS7ZW1Yrk8wsLbLrsIHVrk2d1\n8PuPJd3vhXRWMNfq5ZJr7gwnvu4A0bMjqru6sn6PmExSrm0vVvTV6uGlx52ZKhxele8VnnO1KrPP\nde94cS9J/rnbaYff+/5rOQqxmrjatGRrVQ06RMTJHW7V3LCNhtsbmB8ZpKKtg6rtF2X/HosrTw+M\nTtDZUs+lO1sgGIxkktoXCZeKzx1Tfcn2DZS7/hKu1cNLz16zgZnf2c7gaGhl54mpGW64+gIqystZ\nYFc5IH8AACAASURBVIFyymPSKWe7Ink8uVqVec32i9h0++3M9PdT3dXlyb0k+bevZwPn57Yv9Vc7\nWiG4uCL5htCK5O52mosVx91ykWkwFbVpyZYGHSKrWLwVaat2XIz/qv2eTdILrzwdEQw6ttc3+pKG\nGbhjqmFnTKiVVg8vPU/bUceqzdEpdD9yfegzdqdTznZF8nhytipzWTlVOy5W+EmJO9x31tFfLQRx\nrkheHurDsk2Bm6nlhNdm/6Zq05IdLeggIjnljomOtzpvJue7t6U0uT/H6BS64X3utnF0+GzuKyYS\nxd0G46027j4mVZ8mslrpSYeI5JQ7Jtq9GnhXSz3/+tKxhOFT7vMLFUMt3giHorQ01zhej06Z2734\nGbvn6mS7IrlIpmLni7lXG69jfYMrZa7mlInEpUGHZLTauUimLtm+gej0tvu2+1nf6IvMv5iYPp80\nfCp8fmzKXClF4ZCpDU3VvPtN2xibmKWjpY7+Y+Ps3dFKTXUla+urgNi5OtmuSC6SKXcbnJo970gB\n7quq0JwykTRp0CFAMK3Vzi9B6Xslc+WUO9LbAjGpU6P1jYw7Bh3h893zOKQ0hUNPTpyd4Xs/fYX3\nvPkCJibn+FFUGtK2dbX0dK2LmatTXp7bybkibvFSPUenAK+pqmTvhS2aUyaSBg06hIqKirRWO1f6\nXvGCO9PLlo5Gx2rimzc2JD0+XmaYQmSPkeTCn8nIs4O0N9dGPpNwuMqGpmquen0XZ8ZnaN9QR52v\nkonp0LwOhadIsXL3V1s6GtT/iKSpYIMOY4wPeAG4w1p7d9TrrwF9wAKhFclvtNYOF6aWEs/8/DxH\njrzqeO306XpOnXKGPWzatCXjgUq8shNZTvlSeO6MRB+9fqfjL4fu1cTdx8fLDJPOMZJfiT6TcCjK\n8TNT/P2DhyP7P/BWw68HzvC6CzYoPEWK1vTsnKO/2tLRqP5HJE2FfNLxaeBknNeDwNustVN5ro+k\n6ciRV3nyk39Ae21t5LXXXMcMT07CF/8XW7dmljs8XtnxLLd8KbyYjEQjsZlfor+w42WGcX+hp3OM\n5FeizyQcrvLCq6cc+4dOTPD0oWNsbmvUX4mlaPUfc2ffm2Bics71mvofkXgKMugwxhigB7g/zu6y\nxf+kiLXX1hKob0h9YJGVLYXnzgbjzk7lDq1JZ7VxrUhefFJ9Ju7PfX2TL+5xIsWk09U+O1vq2NCo\n7FUi6SjUk47PA58Abk6w/8vGmM3AY9baP81brURWuGKIPXZnetne3URjbeLML+lkhlH2mOIT/kxG\nTk3S1lwb+UzCbXBicpabr93OyMlJ2tbXsjC/wKfev0efnRS1/Re1QDAYWaF8/65WyoKhBS3Dab+3\ndyu1s0g8eR90GGNuAp601h4NPfCI+Y3n08APgVPAfcaYd1lr/zHP1RSPZDJHo7l5d45rI8UQexxv\n9fBkmV/SWW1cK5IXn/Bn8sbegGPF5GJogyLLVUE5V+5qd7z2Yt9pR9rvxlq1aZF4CvGk41pgszHm\nOqATmDbG9FtrfwJgrf1G+EBjzAPALiDloMPvTx2O0zxSl/IYgNraavz+Bk6fTu8RaXNzZo9SMzm+\nubm+KOvinsOR6Phz546nPUej+et30dycXtnR9YmWTjsotFzUMd0yR6ImQAKMnJrkjb2BrMrMRCmU\nWQp1zBev6h1dTiZtMF91WknleFlWKbVb9aurr8xSap8SkvdBh7X2feF/G2P+HHgtPOAwxjQC3wGu\ns9aeB64C7k2n3Oi/pCVy6vREymMAJidnGB0di8nGlLDcU+MZ/fKebrnhYzOtSybyUZdM5mgspz5h\nfn9DWu0gkXx1YNnUMZ5Mfu72Zufgr625Nu652VxLdwhXT6CJl/rOMnJq0pE6NdHxmYR8ZfuZ57q8\nXJaZD17U2/3zd6yvdaQcraos45Fn+tL63L26liu1HC/L8rKcfMjXfTs/v8ATh46Fwqta69l/UUte\n+tVM67nSyyzlfnU1K/Q6HUEAY8xB4Iy19j5jzP3AU8aYSeBZa+33ClpDkRUkH3Mf3OEzH7l+pyP0\nwB1Oo3Cb1eXMxKwj5WjLugv46v3P6nOXkvDEoWN87f6Xll4IBjmwq01zykTSUNBBh7X2jjiv3Qnc\nWYDqiKx4+Zj74E6V2udBSlxZOdwpkkfPhLKj63OXUjBwfCJmW3PKRNJT6CcdIrLCuFOldrdnnxJX\nStf8QpAXj56OhM8pVa6UEnf4p7uddrakN1dURDToEBGPuUO4KsqJxPDXVFdSUZ78eIUmrCy/eHHE\nET73n2/aE0kv2r5BqXKluLnDP//zTXu4+drtjpS5IpIeDTpExFPuUIMf/qLfEcPftq6Wnq51CY+X\nleXo8FnH9quD47xtXxeXbdcva1L83OGf4fYrIpkrT32IiMjyKXxqddvU7lwoTZ+/lBL1XyLe0ZMO\nEcmpRCtTy+qwb6cy+0jpUviniHc06JCMzc8vMDw5mfSY4clJAvMLVLgD+GXVSbQytawO5eUKn5PS\npfBPEe9o0CHLEORbF1dS27wm4RGTpyq5JLQMi4iIiIischp0SMYqKirw97TTsDHxY+axoTNUVFTk\nsVYiIiIiUqwKNugwxviAF4A7rLV3R71+DfAXwBzwoLX2cwWqYlGZn19gIkVoysToGPMKaRIRERGR\nIlPIJx2fBk7Gef1LwFuAYeARY8x3rbWH81qzohTkzDObmWloTnjE1NgpuFYhTSIiIiJSXAoy6DDG\nGKAHuN/1+mbgpLV2aHH7AeBqYNUPOioqKljfuZ36dR0Jjxk/PaiQJhEREREpOoV60vF54BPAza7X\n24DRqO3jwJY81SmuybPH096f6thMj3fvz+T4VKFY7mPSCd1Ktp3s+FSZrtzHpHv85pRHiYiIiEgx\nKAsG8xuOY4y5Ceiy1v6lMebPgSPW2q8v7rsM+CNr7bsXtz8MbLbW/lleKykiIiIiIp4pxJOOa4HN\nxpjrgE5g2hjTb639CTAEtEcd27H4moiIiIiIlKi8P+mItvik4zVX9qrnCQ1MhoAngQ9Ya18pUBVF\nRERERCRLhV6nIwhgjDkInLHW3gd8HPj24r57NOAQERERESltBX3SISIiIiIiK59WkRMRERERkZzS\noENERERERHJKgw4REREREckpDTpERERERCSnNOgQEREREZGc0qBDRERERERySoMOERERERHJKQ06\nREREREQkpzToEBERERGRnNKgQ0REREREckqDDhERERERyanKQrypMeYq4F7gBaAMeM5a+4dR+68B\n/gKYAx601n6uEPUUEREREZHsFWTQsehn1tr3JNj3JeAtwDDwiDHmu9baw/mrmoiIiIiIeKWQ4VVl\n8V40xmwGTlprh6y1QeAB4Oq81kxERERERDxTyCcdO4wx/ww0A3dYa3+0+HobMBp13HFgS74rJyIi\nIiIi3ijUoOPXwH+11t5rjNkC/NQYs9VaOxfn2LhPRKIFg8FgWVnKw0RSyXkjUlsVj6itSqlQW5VS\noUaUYwUZdFhrhwhNJMda+6oxZgToAI4CQ0B71OEdi68lVFZWxujo2LLr4/c3ZHW+F2Ws9vOLoQ5+\nf8Oyz01Xtm01Hi+uvcrMTXm5LDPXvGqrXv78XpW1Usvxsiwvy8k19aurr8xS7VdXu4LM6TDGfMAY\n86nFf7cBLcAggLX2KNBgjAkYYyqBtwMPF6KeIiIiIiKSvUJNJP8+cJUx5lHgn4CPAzcaY65f3P9x\n4NvAI8A91tpXClNNERERERHJVqHCq8aBdyTZ/zhwef5qJCIiIiIiuaIVyUVEREREJKc06BARERER\nkZzSoENERERERHJKgw4REREREckpDTpERERERCSnNOgQEREREZGc0qBDRERERERySoMOERERERHJ\nKQ06REREREQkpzToEBERERGRnNKgQ0REREREckqDDhERERERyanKQr2xMcYHvADcYa29O+r114A+\nYAEIAjdaa4cLU0sREREREclWwQYdwKeBk3FeDwJvs9ZO5bk+IiIiIiKSAwUJrzLGGKAHuD/O7rLF\n/0REREREZAUo1JyOzwO3k3hw8WVjzGPGmL/MY51ERERERCQH8j7oMMbcBDxprT26+JJ74PFpQgOS\nq4Bdxph35bN+IiIiIiLirbJgMJjXNzTGfBvYTGiieCcwDfyetfYncY79ONBirf1simLz+0PISpWP\nsD61VfGC2qqUCrVVKRUK7c+xvE8kt9a+L/xvY8yfA6+FBxzGmEbg/2fvzuPjuuqD/3+0j2TNyJY0\n1j6SYzvHsiM7ThTHiWNnZU2TNKUJCSELCTwtpYbGKTwtv0KBQp/SpwVCoKVNSyEQoECB0F8IARJw\nIGkWE4ckXo7tJLZ2WbZsa188muePWTT3zp1FM3c26ft+vfKK79x7z5yRj79zr+75nu93geu01rP4\nn3Z8L5F2h4ZGk+6T2+1M6Xw72ljq5+dCH9xuZ9LnLkSqPyczO3720mZ62ktnm5lgR7/t/Px2tbVY\n27GzLTvbyYR8+XcrbeZme8E2RXplc/UqCPx2Qil1J3Baa/2IUupR4Fml1ASwV2v9X1ntYZb4fD72\nd52me3AMT10l7a3LKZCbcCHEIiOxTiw2MqaFsJbVmw6t9acsXnsAeCAL3ckp+7tO84/f3hvavu/W\nzWxoXZHFHgkhhP0k1onFRsa0ENay/aRDRNE9OBaxLUFL5COv18vRo69z6lQlw8Njlse0tZ1DUVFR\nhnsmcoHEOrHYyJgWwprcdOQoT12lYbvFtC1Evjh69HWeufeDNFRUWO7vn5iAz3+R1avXZrhnIhdI\nrBOLjYxpIazJTUeOam9dzn23bqZ7cIyWukrWty7PdpeESFpDRQWeSknSE5Ek1onFRsa0ENbkpiNH\nFVDAhtYV8khWCLGoSawTi42MaSGsZasiuRBCCCGEEGKJkJsOIYQQQgghRFrJTYcQQgghhBAirSSn\nI8uCRYQG9vbSUF0hRYSEEEuCFFAT+UjGrRDJk5uOLJMiQkKIpUhin8hHMm6FSJ5Mr8oyqyJCQgix\n2EnsE/lIxq0QyZObjiyTIkJCiKVIYp/IRzJuhUieTK9Kk0TnfQaLCA0MT1BfXSFFhIQQS0J4AbUq\nZyn9J8YpCLwuc+RFrjB/l69rrZLCf0IkSW460iTReZ/BIkJXdHoYGhrNZBeFECJrgrEPkDnyImdF\n+y6XMSrEwmVtepVSyqGUOqKUusP0+jVKqeeUUk8rpf4qW/1Llcz7FEKI+CRWilwm41MI+2Qzp+Nj\nwEmL1+8HbgQuA96slFqX0V7ZROZ9CiFEfBIrRS6T8SmEfbIyvUoppYB1wKOm11cBJ7XWfYHtnwBX\nAwcz3skUhc9XtmPep6wNLoTIZ9FimN2xUgg7mcdnu6eKfcdOyXexEEnIVk7HPwIfAO4yvV4PDIVt\nHwfOyVCfbBWcr2zXvE9ZG1wIkc+ixTC7Y6UQdjKPz33HTsl3sRBJyvhNh1LqduAZrfUx/wOPmL8i\nSPjXB263M6V+pXp+uvswsLfXuD08wRWdnoy9fybOz5U+pFs6+pjLbZ46VckbcY6prq5M+v3s/uy5\n/LPMNLv67XY7E4phme7TYmzHzrbyadxm6t9tquM4X+JLPrSZT+NT+GXjSce1wCql1HVAMzCllOrW\nWj8J9AENYcc2BV6LK5WVn9xuZ8orR6XaRrzzG6orDNv11RWG49P9/uk+Pxf6kKkAZvcqZXb87NPZ\n5vBw/MTL4eGxpN7P7s+e6z/L8DYzwY5+Bz9/vBi2kLbs6tNia8fOtuxsJxMy9e82lXGcT/El19vM\n57i6lGX8pkNrfUvwz0qpvwbeCNxwEHj64VRKefDfbPwe8K5M9zEXybxnIUQ+kxgmFgMZx0IkL9t1\nOnwASqk7gdNa60eA9wPfCez7ttb6SBb7lxZzc3M8p4foGhjDU+/k4vbauOfIvGex2Hm9Xo4efT3m\nMW1t51BUVJShHgk7BWPYes9y9ned5vHneyIScWXBDJHrEvkutvqOL8zqYqFC5Ias3nRorT9l8dpv\ngEuz0J2MeU4P8eAj+8Je2cD17qqs9UeIXHD06Os8c+8HaaiosNzfPzEBn/8iq1evzXDPhJ1iLYoh\nC2aIxcDqO/6S9rqs9UeIXJHtJx1LUtfAWMxtIZaqhooKPJUyr3Yxsyq2FryxiLVPiHxh9R0vNx1C\npHjToZS6CvgQsJywlaa01jtS7Nei5ql3mral2JAQYmmIVWxNCrGJxUC+44WwluqTjn8C/gbosaEv\nec/rnePp/YP0HB+nua6SbeetpMhiHqc/h2NDYL5nJRe3uyOOkbnNgG+OmQOvMt3djaOlhZL286Cg\nMPo+IUTOsyq2dqDrFH0nJxgZn+Hu31vP8VOTNNQuY52pENv2Grl4S0q0WBorxgpLVt/NvjmfIYej\nc10ts2fbQ9cCWyy+45eMwBjrGuiluL4pcozJGFxSUr3pOKa1ftiWniwCT+8f5GuPHph/wedjR0dD\nxHGFFHJJe13Mx60ytxlmDrzK0c99LrTdtmsXpes3Rt3Hym0Z76MQYmGsiq29cPA4T4XVP9ixuYn/\n/5E3gA2GufGlZSWskd8aL1i0WBorxgprVt/NIxMzhnE6e7bdcC1Q4yxbct/fQfHGmIzBpSWp20ml\n1DlKqXOAp5RS/0spdW7wtcDrS1LP8fGY2wthNbd5qZnu7o66HWufECJ/dA+OMTl91vBacNs8N/5Y\n/5mM9WsxiRYvJY4unNV3s3mcmr/7l+L3d1C8MSZjcGlJ9knHE/iXtA3O9/nLsH0+YEneeDSb5h83\nr1yWdFsytxkcLS2G7bKw7Vj7hBD5w1NXyeCpCcNr5WX+rybz3PjWBlnlLxnR4qXE0YWz+m6umpg1\nvGa+FliK399B8caYjMGlJambDq31KgClVLvW+kD4PqXUJXZ0LB9dumElc3M+eofGaHJXcmmHf/qU\neQ7oOk8VB7rOGOaEmkkBIihpP4+2XbuY7u6mrKWF0rC8jVj7hBD549zmKk6MTOEoLWa5s4xqVyln\nRme479bNtLdW4aqYj4MXb6jn5Mml+1vjZEWLlxJHF061VHHXtfP5GutaqwK/fZ3P07xonZuSooLQ\ndnvr0r1ZDo4x70AvRfVNEWNMxuDSktRNh1JqOVANfFUp9S7mn3iUAF8HzrWne/lFd53hoZ/M34O5\nqxxsaF0RMQf0fTcY5ynfd+tmVrpdhrakGCBQUEjp+o3W8ztj7RNC5I1nTLlwd13bzjUXNoe2w+Ng\nYeESW0zDLtHipcTRBXteDxnGa0lRQShHM5inue/YKcN3vKti6eVkhgTGmPvybQwNjUbdL2NwaUh2\niYBLgK8A5wNP4p9u9QTwE+AX9nQt/0TLwzC/bp7/uZTnewohljY7c+GESLdE6mxJTqYQ1pKdXvUY\n8JhS6o+11l+xuU95K1oehvl185rdS3m+pxBiabMzF06IdEukBofkZAphLdnpVR+3+nOQ1vpTqXQq\nWxKpjREtP2Ngby/NtRWWeRgR69Kb5ikv2nwNWX9biCUrGCsH9vbSUF0REU/n5uZ4Tg8xfGaSO97W\nTv/JcZrcy9jWIZWbU+HzepnZ/7LEXZuYv/M7VS3Tb28P5W5eZFGDQ3Iy0yhe3Q+R05Jdvaok8P+1\ngf+eAoqAy4G90U7KdYnUxkgkP+OtW4yrL1jlZyyFfA1Zf1uIpStePH1ODxli5/tu2BCzdpFIzPAL\neyTu2sg8ju+6tt2Qu1lWUhgxbiUnM33kuiK/JTu96mMASqkfA1u01t7Adgnwn7HOVUqVA18D6oAy\n4NNa60fD9r8BdAFz+JffvU1r3Z9MPxfKah6mOWgkkp8hgcbPav1tCQ5CLA3x4qnV3Hi56Ujd+LFj\nhm2Ju6kxj2NzzpGM28yS64r8lmpFcg8Y5h/5gNY451wHvKC1/gellAf4OfBo2H4f8Fat9WSKfVuw\nROZhSn5G4mT9bSGWrnjxNJG58WLhlrW2GbYl7qbGPI7NOUcybjNLrivyW6o3HY8Ch5RSv8X/ZOIC\n4JFYJ2itvxu26QHM5ScLgKysi5jIPMxo+RkDwxPUV1fI3M0wsv62EEtXMFZGi40Xt9cSXtvgYou5\n8WLhqrd0Sty1kfk7f11rFSXFhTJusyRe3Q+R21K66dBa/39Kqa8BHfhvFD6ptd6fyLlKqaeBJuD3\nLHZ/RSm1Cvi11vqjqfRxIRKZh2k+Zm5ujpGJGU6OTFHhKOHFwyc40jPCqkYXyxzFMZPSIX6yZV6T\n9beFWLKCsfKKTo9hff5gAnnXwBj1NRVULStmzufjl3v7GRmfQbUsX1xxMMMKCiXu2sn8ne/1zjF7\ndg7vnI9Zrw8fxjHtqXdycXsthTEqEiSyaI2IIl7dD5HTkl296m1a68eUUnebdm1VSm3VWn81Xhta\n621KqU3Aw8CmsF0fA34KDAOPKKX+QGv9g2T6mQnmZMh3XLmGx587xo7NTTy1tzf0ulVSOiSWvC6E\nEIuFOWa+682Kw91nQvHyv5E4KHLX06Zilvh8lBQXGsY0xF4UQb73xVKV7JOODuAxYLvFPh8Q9aZD\nKXUBcFxr3aO1/p1SqlgpVau1PgGgtf5m2LE/CbxX3JsOt9sZ75C0nN+9+zXD9skzUwBMTp81vD4w\nPMEVnZ6I8wfCbkxiHZeIbP0M7Do/V/qQbunoYy63eepUJW/EOaa62j8vOpHjzP2y+7Pn8s8y0+zq\nd3g75pg5ODyRcLxMV58WUzt2tpVP4zZT/257ho6YtscpLjI+peg+Psb1O9ZEbdPO7/1o/UxVPrSZ\nT+NT+CV703FWKbVea/2eJM7dgT/Z/F6lVB2wLHjDoZRyAd8FrtNaz+Jfgvd7iTSaymM2t9uZ9Pkt\nK42DvqbKAUBFmfFHW19dYfkeDdUVCR0XTyqfIRfOz4U+ZCqA2f1I2I6ffTrbHB6OX403kWOCx4X3\ny+7Pnus/y/A2M8GOfps/vzlm1lVXcNY7Z3gtWhy062e5WNuxsy0728mETP27bV5pSix3L6OkuMjw\nWsvKypjj167v/Vj9TEU+tJnPcXUpS/amQwEfCCyR+3jgv59rrc8kcO5XgH9XSj0FOALt3Amc1lo/\nopR6FHhWKTUB7NVa/1eSfVywaPMsY83XvMhUKKiirJBrLvLgqa+kvW0Fb/SN4ql30t5aFXqf8PZW\nNbpiJlvG7TNz6JHD7D4+SJ2jDuVaS0FwLqmpOJ+vqJDpo8ekYJQQImvCE8jrqiuYPTvL6qYqVq6o\nYHRyhsbaZQydmmA/hIqvBmPy9pr8WSkoGJt7R/tpcjYYY3PCjUgMzzUXnbuSubf56D0RKA7YUUep\nD2bPttNzfJzmlcvoVG7+58Bg1ByPfCkeaMsYXvCbmooKr9vAzMF9UuxykUi2TscfAQSSva8G3gF8\nXinVBTymtf50jHOngNti7H8AeCCZfqUq2jxL8xzk8PmaL+ihUKEgcx5H+LarYn7OplVRrFvevC6p\nu3Y9cpgH9vx7aHtn5z2scykgsohO7fbLOPHr3wBSUEcIkR2FzBdTe/CRfbzjyjV8++fz64+848o1\nDJ2e5KGf6ojiq6VlJazJkyVKY8XmREkMzz3PHRjkocfCczrAvdxhzPMA07YxxyNfigfaMYYXyjzm\nPe+9m65/m5+xL+M+v6V0u6i1fkNr/W/AR4GPAzPAX9jRsWywKmYF1kWsrP5snpccvh3edqz2Fqp3\ntD/qtrmIjndqKuo+IRbK6/Xy2muHY/7n9Xqz3U2Ro4JxL5gHF3TyzFQodppj47H+RB6m54ZYsTlR\nEsNzT++JsYjtRAoI5iM7xvBCmcf1VFdkMUCRv5JdvWoF/iccb8KfozEEPAl8AvgfuzqXadGKWcUq\nYhW+z5zHUR62HV4Yy86iWE3Ohqjb5iI6RQ5H6M9SUEek6ujR13nm3g/SUFFhub9/YgI+/8UM90rk\ni2AcDObBBdVUOZjz+QzHBLU2VJEvYsXmREkMzz1NbuP3dVNtJSuXG8dwc5wiwvnCjjG8UOYxX+6R\nYoCLSbI5HSeAY8CXgF1a6/E4x+eFaPMsYxWx2rKu1j+Xc2gcz8pK1ret4PW+UVrrK1leWUr9ioqI\nOZt2FsVSrrXs7LyHwan5nI4gQ3G+5mZmx89Q4yilrKWZknXr4zc+52Xq+aeZ6uqm3OOhbMulUFgU\n/zyxZDRUVOCplOQ7sXDB2Nl3Ypw73t7OidOTrHCWsay8mOkZL++74Ty2tNfiqpiPyRdvqOfkyfz4\nrXEwNgfnw5/rWsPBEb2g+fHmGE5xEaXNLRSXFjOx71V8I2fm43JgLnzXQC/F9U0y9z1NLumoAx+h\nnI5LNtZRSkFkAcGigtB3/JZ1bvYdO5V39bjOda3hzk030TvST5PLP4ZTZs7ZMI3TiKLC6zbQ5lo+\nv63WM/XsUxzp7sHR0iLXJXkmlSVzrwn8936l1B7gCeAJrXW8VS9zVrR5lsE5yFbrbh/sOmOYuxme\nx3HfrZt565bIu/JY7S28z4Wscym2r+6MzAkJK8538ndPc/Jf5+dF1iwro2bTtphtTz3/tGEupQcf\njq07Uu6zEEKYY+d9t24GMOTVBXPhgjG5sDD3L9SCgrE5OAf+4Ihe+Px4iwKrc6eGLeOyeS68zH1P\njyNdZww5He4qR2iMhl87hH/H7zt2Ki/rchwaOcLXfze/gKir05VyTkfccWox5sO3p559Sq5L8lhS\nvwbRWu/XWn9Ra309sA5/4nc98JBS6rXYZy8u5rmc0fI4sm2qqyvmtvU5sedWCiFEsqxy6KLl1S0G\nds2PjxaXzXPdZe57eiQzRvN1XKcjpyPVcSrXJfkt2ScdACilKoEr8Od2XAFUAT9PuVd5xJwHEi2P\nI9scrR7C58A5PPELEZWbjnF4ZC6lEMIeVjl05ucYuRRDU2XX/Phocdk8F17mvqdHtNxPu8/JBenI\n6Uh1nMp1SX5LNpH8k/inVp2HP3H8ceBWrfX+mCcuQsE8kGCdjaJCLPM4sq26Yyvs9D/hcHg89Qqe\nTgAAIABJREFUVG/cGvecsi2X4sHHVFc3Dk8Lji2xp2MJIUSiouXQ5UP9gmSYczzC8+8WIlpcDs6F\n9w70UlTfRGn7eXZ2XwQkU2PDfJ2QL+ParjEbLiJnY4HjNDj+p7t7KGtpluuSPJPskw4X8DfArwJ1\nN/KGVQFAq30tdZWMT82GivuZi/vMnzT/xwJAtSxnXUt652paFeyJp6CgyJ/DsWkbPp+X4ZefZaqr\ni/JWD5VlLrqe7IlMPiwswrF1B46txCxSdbS5nN3H++MWJ5TExvzg9Xo5dOhQzCrhbW3nZLBHYjEI\nxte+E+OUlRZx8sxUaOWqAkB3n+Zovz8uv2VLc14k2sZijtPBJNziwiJGZkd4snc3Tc5GlGstPq+X\nmf0vJ1YQraCAQtdyiqpGKXL5v7+C55ZWuaC4OM9/crnt7KyPodNTnBydwuEo5iw+SuL8xIP5old0\nemyvop0KqzF6aOSIodhweF5SxPlh1xKOVg/VHVspKDAldVsscGDO2TDwnmXqmd1M9vRS0dJE2SWX\nQ1HYpWrguqTlOvsrkov0S7Y44L3R9imlNmut90bbn21WBQBXul2W+4zF/jZYJn5HKyiYTlYFe1a6\nOxM+f/jlZzn5wIMA/ilXCRScilWkavjdV/PduVdCfYlWnFASG/ODLIUr0iEYK4NxdcfmJv77N/Pr\njpgX4ciHRNtYzHH6zk038fXffY9tnk6ePrAn9PrOznsoes2bcEG0eMXTardfxomHHpZ4myZP748s\nDnjFpvQvJZsO0cZoULzFDiKuJXYSsUDNQq8Dpp7ZTdfXvxHa9vjAsf3qRD+SyHHp+LXzHWlo0zax\nErpiJYVHK+6TjQSxVJO7zEnkiRScilWkqnJoPlskVnFCSWzMH8GlcK3+i3YzIkQswdgYjKuJFlPN\nVxFxesS/PXV2OuK48WPHDK/FKogWr3haMDZLvE0Pq+KA+SraGI223yyRBWoWeh0w2dMbc1vkt5QS\nya3EegqSC2IldMVKCo9W3CcbCWKpJneZk8oTKTgVq0jVmHsZzEX2RRIbhRBBwVgZLKKaaDHVfBUR\np13+bUexI+K4Za1zhtfMybLhsTOyeJrx2GBslnibHlbFAfOVeYw2VzXG3G+WyAI1C70OqGhpMmyX\nNzdFOVLko2QTyT8Va7/W+uPJdSf9YiWBrfNU8b4b/EX7WusrKSosoLy0mFWNTpY5Svjp89201Vdy\nenyGYwNjeOqdbGmvzXiCWKrJXdXnXUzZ3dNMd/fgaGmmxF1HeUtTRPLhnO8sx1/6DTPdPTjOaaPt\n3nuZ7umhrLkJ75nTuEtLcDQ3UXb+Gm6ebI1dnDCJhDGxOHi9c/4pWVH0T0zg8c6F/pzIcSL/BGNv\n/4lx7rq2nZNnprjr2nbGJ89SUV7M8MgUN1+9lmqXg/bW/Kk8bsXHHODjbWuuxFVWSX1FPaudq2AT\n9I4OcNvGG5mdnaW8tJzB8eMsa2zB89675wuxXnQJba4qZvr7KV5WznR3N76xUebGx5kdOUPr++5h\ndmyC0oaGQPG0Kqa7uympcuKbmabtoi0Sb21izgO9eENYccDaSrZuSr3eVraEF/9rrmrk/OqN3NYx\nS9/YAE3Oeta6Vsc8P/xaoqylmWUdF0ccE7HAwboNxvwlU65n2dYdeLxzTPb1Ud7UiGPr9pjHi/yS\n7JMOb4x9vhj7si5aAUCAA11nePCRfaHt+27dzDuvXG0o7GPM84BgrkcmE8TMRacWavbgfvq++lBo\nu23XLjzvvDmi/8df+g0jX/4aAFPA3Afuov4t1zL2zJOG8xuL7qDzhhtiFicUS5mPb20spqK6xHLv\nxHAxFwfCRqLHifwTLfY+9Up/RIHVZY7ivM7p8M+Vn8+z2Nl5D4dHXjPMlw+fP397YQeT33witK/N\nVRWKm8H58OF5dGCcGx8eZ91uSbC1kzlv8463txtyOgoLYUdHfuZ0mIv/3dYxy8Ov/DC0XbSpmC01\nF0U9P+JaYnlt5Pd94DrAffk2hoZGmdn/cswcj5lDB+j6xsOhbU9pWdT8JpF/kk0k/2S0fUqp/xvr\nXKVUOfA1oA4oAz6ttX40bP81wGeAs8BjWutPJ9PHZFjlZ2xoXWF43TwPuWtgzJbK4pmU6BzLme6e\nyO3NMG163bwtRLiioiLc6xpwNlo/BRztO01RkX/Fk0SPE4tHz/Fxw/bk9NlQ7M1XieTdhc+fD8+L\nA39MLl2/0RCbw/Powo8R6WW+LugdMm6bx28+MY/LvtEB4/6RfqiJfr7VtUS8MRnvnHg5SzLu81uq\nxQHfBPwt88OyDBgGPhzjtOuAF7TW/6CU8uAvJvho2P778Rcb7Ad2K6W+r7U+mEo/ExUtPyP8dfM8\n5Gi5Hrks0TmWZa0thH/NlbY0+1/3NJvON24LIUSimi1y6fI9pyORvLtgjgfAuLuS0rB9wZgcHquL\nyo25IJKzkRnm64JmU05H88plmeyOrczjstFVb9zvipPTkUTeZrxzInOWJDd0MUk1kfzTwE7gC8A9\nwDuBX8c6QWv93bBNDxC6jVVKrQJOaq37Ats/Aa4GUrrpCJ+T2VZfideHZZ2OaPkeqqWKu65tp+f4\nOJ66SlTrcl7vHaV55TIuWudm37FTDOztpaG6gvbW5XHXl49WZ2MOL3tOvkjvSD+e5c1UFFXQNzoQ\nOiZY/yJWnY3RuQkm33gj+prZmHItPC3MnTzBoQe+TEVzE30bz+H10WM0ORtY07GV8vfMMtvTR2lz\nI2WVbkYffxTHOatouvsOpoLzOLfuCPtwYbU5Wj34vHNM9/QkPhcz1fOFEDnFO+dj37FToZi7zlPF\nga4z9J0Yp6SkiIGT49z59naGR6dwlBZT4yrLm5yOubk5Do5oBscHKSkpYXDsBM2uBjZXb+Lu82/h\n9PRpJmenGJ4ZZmJ6irvOv5nZmWnUIJTsGeSzzrcyNnqKuYZaqu6+g7N9g5StdDOpD+IbOePP7di1\ni+muLkqcy2iqq+fs6Cjl7espVeuZevYpfx5IYz1nvVDqdjN36Zb4c+ClhlLCwr//m+squah9Jb5g\nToe7kq0ddZb1v7JdZyZaDY7w6461rtXc1nGj/zrDVc/m2vOZ65ijf/Q4Dc6VbK7eaBhLxe0b0KNh\nbaxVeN79Lib7+ylvaqJ07TqLjpjqdKxdh+f220I5G6Vr1xnH67nteO68fb5OR+cltLmWS27oIpHq\nTceI1vpZpdSM1nof8HGl1GP4n17EpJR6GmgCfi/s5XpgKGz7OJByFbLwOZnmnIzwOh3R5hw/r4cM\nc47fceUafvGCf2m4kuLCiDyQeNMCotXZ2HPyxdD8ym2eTp7uMq7lHszhiFVno3b7ZYz/+jdR18z2\nf9D5XIupXz9hWBO74d238A9zTwLwsRVvZ+Q/vhnaV2uq57Hs0qsimg5fkzvWHORoUj1fCJFbnt83\nYJgT/74bNvDgI/siYvGOzU38915/3Y58qdOxp+9lHtjz7xHxerZjlqNnunm6aw/bPJ08duRXoX2f\nqrkhFL/BH+cYOEVvWKyr3X4Zxx79CR58OLbuYG7ktGFeu6e5iakXnjG81nTj7/PGN74BY+/l6L/+\nW+h1q7gpNZQSZ/7+n/P6jDkdBVDjcmS8Xlc8idTgGJkdMeRweDvm+PYrj4S2V6+YZvTL8zkbNTvf\nxwMn5/f/Y9Gb6Prmt0LbHp8Px+VvMvQjoq7M7bcZczZ8GLfvvN1Yp6O4BMfWHTI+F4lUbzpKlFKX\nAaeUUncC+4FViZyotd6mlNoEPAxsinJYwr8qcLudUfcNhH2xmXMyBoYn4p7fvfs1w/bJM/OTjrqP\nG+d3DgxPcEVn5LJx4XYfHzRsD075t3vH5udXmtdyH5waZPtqfwHAvp7oNTMMNTd6unFfE/1zARzq\nNa6BPds/4M+2AWZ6jLkahvcZ6MV9ufGGxu120jXQa3l8tHPMvCmeH+vvMVeko492tnnqVCVvxDmm\nuto/xSDR4+JZyHHmz2r3zzPX/34yyY5+P7HXGGOCMTNWnY5YcdSun6Ud7eze5/9s5njdNzYQes28\nbzpG/Da/Nt3dQ8t1To4kkEc3MzwMwMQxUx0mi7gZHqejHQP5NW7T9e/W/P1vrsvRMzTO7FnjqnqZ\nGL/x2jRfZ4RfX4D/mmJ48rThtf7R44bt2e4+w/Z0TzeUz29P9hn3T/b10WLqi3msWZ1j2DZdkwT/\nDVjJp/Ep/FK96fgj/E8nPgx8Cf/l6t/GOkEpdQFwXGvdo7X+nVKqWClVq7U+AfQB4ZMImwKvxRVr\ntY6G6vliZuacjPrAvljnt6w0DuyaKkfUffXVFXFXDqlz1FluNzvn18g2r+Ve56gLtVvW0kJ42Auv\nmWGoudHcErcvFaY1sEsa6mFuv/98jzGnw/A+9U2GtoMrphTXz7dnnoNsPsfM7XamfH4qq7ZkKoDZ\nvbKM3avVDA/HL3aVyDHpOs5q3NklHSv/pKvNTLCj320NxqlSwZgZq05HtDhq18/SrnY8Vf54ZY7X\njc56Zrw9lvss47fp12vztTaaGRoatZgH3xwxfae0uhqAijZT3Q6LuBkeZ6MdY+fPOhPS9e/W/B1v\nrtPR7F5Grcv4d5zu8ZtIm+brjKbKhoj9FcXGQq8NzpWG7ZKWJsM1QFlzC5x8MbRd3mSqqdHYGHes\nlTcZa4GUNxq3zdckwX8DZvkcV5eylG46tNYa0EqplcBtWuuheOcAO4BW4F6lVB2wLHDDgdb6mFLK\nGUgw78M/9epdqfQRjLkabQ2VdK5baVmnI5qL22sBf/0OT30lNa5Sbr5qLS11lbS3VuGqWFidjmh1\nNi6s3oxvk8+f01HVzOaVHYacjqDqjq2w01/9s9zjodLh8tfZqGtkzDfJsuplODweqjdujduXsksu\nx+Pz/3ahvKmJ/k3n8AejDpqcDbidqyneWWx4n5L6hpjzKg35Im2tVF54kb+2R4JzMVM9XwiRW7Zs\nqDfkygVjZv+Jce54ezv9J8ZpXrkMd5WD+hUVCcflXNDZtJGdnfcwOD7IbR03Mjh+giZnPRfWbKa2\nrIaGSjfjM5Pc1nEjkzNTNDkbqXauwbnLGaqrMTZ6mtm6Kmo3tVMycIqSinKmT5zE8967cWzxP30o\n23IpHnxMdXXj8LSEXg+91lCPd84/Tap+28X4lrlizoGXGkqJM3//d7a7KSzwr1rVvHIZ2zrqKKQg\nav2vbDFfZ5zrWoOr02W47vDhC11zNLka2FyzicKOQvrGBmisrGdlbSc1u2pC46SkfQM7R2tDbZRV\nrMLj8/nzMxobcWy7IqIfEXU6zm3HU1DIZE8v5c1NOC7ZQZu7bn4sqvV4iksixrpYHFJdveoW/Enk\nc0CBUsoL/KnW+kcxTvsK8O9KqacAB/CBwNSs01rrR4D3A9/BX+/j21rrI6n0EYy5GsGEL//riSmk\nkEva6wxL457bND9fc0PrigXV6YhWZ6OAAlwlLkZLx6ksqcTnsy6EVlBQ5M/V2LQtlCw2uGIZdQ4H\nhQUVdK+YoslZy4oC0COa3tF+PM5GWnsmAwUBWzjaXE7XaK8/+Gy/khZ3FceHzjA9cjjsfQpD7xNU\nqjrifLjI2hylGzYlnrgY7XwhRF4qLIzMldvQuoL1nuXs7zrN1NRZapwOVMty1rXkTh6H1YIfwcU8\nggoL/LFcudaiRw4ze3aWs76z/PjoYzS7Gmha1ki3t5eSohJ8RT5GZkd4su8pmpobUevfRgGFOAj7\nrW0g1DnMnSkswnHxZRS6/DG06OA+StrPw7F1Bw7T75YKi4vnY2i0uCs1lBJm/v73+XzUuBxMTJ6l\n1uWgkIKY9b+yxXydMcsMJ6ZPMDx9CkdZCWdZRTHFoWsOV4mLIoqoLqtm1jdLdVk1hQVFFJnGieHa\nZc4LZWUUFBVTUObwFy2J6IixTgeAY/vVhjFuHotW41osDqlOr/pLYJvW+jUApdS5wPeAqDcdWusp\n4LYY+38DXJpiv6IyF/oJTyTPtvDEr1iJ5NHOMZ9nLj7lCys+Nfzuq/nB3Cuhtle6Oy0T3JMtQGgm\niYtCiHBWsTiXLtoWEg+Dx5rjdvj29evezI9/97OE2rOSTAyVuGu/XB+30Tw39IIhSdzXAbVltXGT\nzWON0annnzYucBBY+ECIaFJdI28geMMBoLU+RPzc0qyyKgCYK8IL9ZiTD62KS1m9Hn5erOJT4dvB\nNhIpaJWsRAsSCiGWhlyOxbCweBjcZ47b4dunTEm7C42vycRQibv2y/VxG405Sbx/9HjkGB9Z2DWA\nuXCfeVsIs1SfdLyqlLofeBz/DcxVQLdS6ioArfWTKbZvu2gFAHNBeKEec/KhVXEpq9cdxWWhPzdX\nzSdomYtPjbmX+SfFhbWRSEGrZCVTREgIsXjlciyGhcXD4D5z3A6PxyvKl1uek6h0FGITC5fr4zaa\nRpcxSbzBuZLaslrDa+HXDBB/jJZ7jIsWODwyvkRsqd50XBD4v/l57Xn4czJy7qYjWgHAXKCca/hU\nzQ3+xO2JJtZ0tNI12kujq561znMsCz4Fk8UGpwZZ6VjJ6MwIpYUl/kI/KzZyTs00U11dVKxaRfn7\nWpk65i8o2Fzg41Nv+CjzNDNUUMr39z1KQ3kDOzvvptcieT2R+c2xGBIXWz3gnfMXGoyV3yEFrIRY\ntHI5FkP0BT9gPh7+ZugEpYWljE6Ncdf5NzMzM01bIKG82dlAUUER5cUO3MtqmJ6d4daOG5iYHKPj\nZAm+3XsZq+mFyVkK21qYOnHSH589Hsq2XAqFxsKuJWq9oWhaqVpv2W+f12v4rmj78J8zffSYdcK4\nxNgFy/VxG2T+zr6gdjO+DkKF/zrdF1BKKXduuonekX6aqxrZvGIjLSvGmOnpobSlmZXO1THfo+yi\nS/DMzviTwluacHReEnmd4vMx9fzTHAnkk5ZddAkzev/8Mes2MHNwX/QxKGN0UUl19aorAZRSBVpr\nnz1dSq9cTPgKmj2wz1D0b+7dV/PLQN7FOSumGfny10LHBufmBpPFtq/u5NGDT/L1l78fOmZV2Dnl\n2y+jy1R86mRg2/Xud/DdOX8h+Z2d93B10xURfUs53yMscXFm/8sc/fznIz6LmcxHFmLxyuVYDNEX\n/IDoORyhuOiGgyPaEDOvX/dmfvDKI9xbeTmj//ptAMYIFEHt6TYUQrWaGz/1wjOWRdPMhl/YExE3\nnW+51vIzSoxduFwft0Hm7+xbO24w5HQUdhRSXVZtyOFoWTEWumaYAkp2llgXGA6Y0fsjxmR4jkfb\nrl2RhS1nZ4znvPfuiHPCx6CM0cUlpdtFpdQmpdQe4EBg+2NKqYtt6dkSZJ5vG553MRNRHCpy7qR5\nPmb4ORGF9sK2CwdOzLeRYO5IKvkeic4zlvnIQohcFC2HIzwummNkMKejqP+k4XXv1FREfLaaG5/o\n/PnxY8cM27HipsTYxcs8/sw5HX2jAxHHmK8zprqMhSbNzOPFPCanu7sjXpvsMRb/szpnIdsiv6Q6\nvepLwN3A/YHt/wT+A5CFlZNgnn8bnndR6mk2FumxmJtrno8Zfk5Eob2wQn9z9bUR+R1mduZ7JDrP\nWOYjLy1e7xzjMZadHh8axeu1XkZaiEyKlsMRHhfNMbI6kNPhbTDOo7cqDmg1Nz7R+fPLWtsM27Hi\npsTYxcs8/hpdxmKBjc56qsuqDa+ZrzMcHuuq6qH9pvFiHqNlLS34qoyrg5a3mIoFWpwT6z1kjOa3\nVG86ZrXWLyvlf/ystT6klDqberfyXzI5EMXtG6jZ+b5QMb7x5gquGamiydVA7fIOqu6YZaq3D0dz\nE8VqneF9dh8fpM6xkrvPv4WuMz00uRpYWb2Z6l3VoTyKCqX8c4bbWvF5vbhLSylv9hcEvHmqijpH\nnWHecrhY85sXKtHCVFLAaqnxcXrPKqad1ZZ7J0eH4dq8mMUpFqk5vOw5+SK9owPctvFGCn0FtHU0\nc3z8BCuX1TI4Pgj44+V8zOzD6ahkdnaWOzfdxPHZGc75wF34egdY7qpl5uQwFW0eKtraQkVayy68\nOGJufLQCgWbVWzoTjpsSY/OX8bu/LuIa41zXGkO+xqbqDnwdvlBOxxZ3J4UUho5pcjXgrj6fkp0l\nTPd0U9bcwoqNF3MwUOvL6jqmZN0GPO+9m6mubso9LZRdsAXP7VP+YoFN/kKAFBbiwcd0dw9lLc04\nLrqUtmr3/Jhbt4E2V1XUMShjdHFJ9abjrFJqFf6kcZRSbyPxmnuLWjI5EHr0CA+cfASWASf3snPV\nPdy46noARp/+Bf0PPRw6tqEQnNuusXyf4DmAIY+i68H542q3XxaaQ9y2axdbLr82ZnHDWPObFyzR\nwlRSwGpJKSoqoqa5ncoVTZb7x071UlRUZLlPiEzYc/JFwxz4d2+8kYdf/iHbPJ08/MoPQ68H433U\nmFkPM2Uvh+aqh8djgBag+6FvhraD89gTKZpWULiAuCkxNm/Fu8Y4NHLEMFbv3OQz5HTUdvqfuIUf\n4+p0sW7TNtzX+ItVmvOSzO8xc3CfMV/j9mm6vjF/neIpKPAXAty6g5brnKFrjIgCwLHGoIzRRSXV\nJQDuAx4BtimlzgB/B3ww5V4tAsnkQMQ6Z6anz7AvuJ3o+5jnQYbPIZY5kkIIEV9kHYMBIPG6SuHC\n425ETkdvb9RjhYD43/2J1OBYcBumbfO4nOwzXqeY8zeESOpJh1LKBdyjtf48sFEp9XHgLuAwYF9F\nuTyWTA5ErHNKTfMgS5sbF/Q+5nmR4TkdMkdSCCHii6hj4KoHEq+rFC48Jptz7hxNxngvMVqYxfvu\nN28nUoNjoW1G5HSYxm15s/VTa7F0JTu96l+AowBKqXOBPwNuBs7Bn1R+ix2dy2eJ5kCEz8s01smo\np7CgkCd6f0WTs4E1Wy+j3udjtqePkuZGKi7ZYXifwalBGh31tPZMMtodWf/CMC+yuRmKiyipb8jt\nOZKyPrcQIsNi5eNdWL0Z3yYfx8eGqK5YwfTZmUB9jhnWbGpjdGqMJmcj57rWxJwLD8aY7Fp7DmVr\nVzPV1e2f937xdtpqVxrnsac7Hpra922/xL62he1CORtj/TQHxly4ta7V3NZxI32jA/66XdWbcHY6\njdckPl+oNpij1UO109hGvOuYiHyLc9vxFBT463Y0N+G49PKFfzD53l/Ukr3pOEdrfWvgz38IfE9r\n/QsApdS7bOlZnks0B8JqXubVTVdwcERz/wsPhl6/c9NNfH36Z+AGpl9l51gL61zKUKejd/fTHP1c\nlPoXFvMiS1WO3mwEyPrcQohMizVXvpAittRcxMGS2HPd482FBwwxudbtxDc0yrKw63xzvJ7Z/3Ja\n46E53paVfQRWWxcgFNlnztlwdjoNY+y3J/ca8oyKNhWzpeYiY07GgZcNtcGcu5yGMRX3OsbiusKx\n/Woc1kcnRL73F7dkbx/Hwv58BcbK4wmtaamU+nul1DNKqeeUUjea9r2hlNqtlPqlUupJpVTy67Pm\nuGhzJhOZj2m22NazXmyfZ7Hxeufon5iga2zU8r/+iQlZ4lbknUTy5FKdC5+MdMdDc3vmeh8ityw4\nh2MkP64ZcrFPwj7JPukoVkqtBJzAJcA7AZRSlfjXXopJKXUFsF5rfalSqhrYC/ww7BAf8Fat9WSS\n/csb0eZMJjMfc7GtZ73YPs/i4+NbG4upqC6x3DsxXMzFyBK3Ir8kkie30LnvqdQ1Ckp3PDS3v6y1\nNbHfIIqsWHAOhys/rhlysU/CPsnedPwdsB+oAD6htT6llCoHfgM8GPNMv93Ac4E/nwYqlFIFWuvg\nFUoBS2Tp3fCcjPA6Gea5lOe61kTOxzRZbOtZL7bPs9gUFRXhXteAs3G55f7RvtOyxK3IO4nk40WL\n2wtpY6HSHQ/N7VdvuYgTJ8dtfQ9hn3hjMJh/FKzB0VlzQUQbufgdm4t9EvZJ6qZDa/1YYMpTudZ6\nJPDapFLqI1rrnyVwvg8IPsV4L/CTsBuOoK8EaoD8Wmv90WT6mRYxkpySKQhodnj0NbpHevE4Gzmn\nZ4qm7nEcLdMUthfEzxGJsZ61z+dl+OVn5xPGOrZSUBDngjDbCV2yPrcQwkbxCqpB7HnswfMHx49T\nXuog2oO8AgpZ51zLOT3TTL96hLMt0xHx08ccr4+8Ru3LRznVN0iFp5WyLZdCYZS4bI6HvrmIAoIp\nxWdT+wWFkryby8LzOYeGRpnDywsnXwgVA7ywejNbai6CGv/xPuYiFzcw/Z37x7eO/u/DfE2wbgMz\nB/dF3w7cMMwceJWugV6K65vij1P53l/Uki4OqLWeBWZNr8W94QinlLoBeA/wZtOujwE/BYaBR5RS\nf6C1/kGyfbVTrCSnpAoCms7Z5unk6a493F7Yge+bT1i+TzKGX37WkDDGTqjZZF3RNkgSuoQQi0ky\nMdrq/G2eTp4+sCdmO/Hipx45zPIXDzH4zf8KvebBh2PrjoT6IvFZhDMXrvRt8vlvOgISGfvxjjGP\nOc977zYWBzRtt+3aBSDjVISkWpE8aUqptwB/CbxFa20oha21/mbYcT8BOoCYNx1utzOl/iR6fteA\nsdiNd6AX9+X+i/fBqUHDvsGpQbav7ozZ3u7jxnOCRaYqh4yPtcPfJ5pYn6Gvx5Sc1dON+xrj8ebz\nY33Whb5/ojL195hN6eijnW2eOlXJG3GOqa6uTKitdBxn/qx2/zxz/e8nk+zqt52fP5W2zPE2kRht\ndb65GKBVO/Hi5+7jg1QPnDAcM93dQ8t1qX8X5eLfW7rly7/bdLXZe8yUOD7Wj3vd/HslMvbjHWMe\nc9PdPTG3vQORxQETuZZJVD6NT+GXlZuOQHHBvweu1lqfsdj3XeC6wNOUy4HvRbZiNDQ0Gu+QqNxu\nZ8LnF9cbi90U1TcxNDSK2+2kzlFn2FfnqIvbrvkcR3EZAOPuSkot3ieaeJ+hrKXFsORYWXOL4Xir\n86N91mTePxGptmHH+ZmQ6s/JzI6ffbjh4TFbjknXcfHGbSrsbi+dbWaCHf228/On2lYl/F6/AAAg\nAElEQVQyMdrqfHMxQKt24sXPOkcdcw2Grz/KWppt+S7Kpb+3fBqr4fIpFgwNjdLsNCWOVzZEjLdw\nVmM23jHmMWdO+o4oQlzfFJGcG+9aJlH5HFeXsmw96Xgn/pmG31VKFeCfGfsk8IrW+hGl1KPAs0qp\nCWCv1vq/YrSVUcXtG6jZ+T5/boTHQ0n7htC+ZJIHQwV8xgZodNZTX15PXflKqp1NtK7sYLq7x5Zk\nquqOrbCTUL+rN26Ne44kdC1NwaVwo+mfmMDjnaOoSOZ8i/xilXwbLxdvfn8frnIn15/7Jpyly1i7\naRUTZyeoK49M4oX48VO51vL65mLqihzM9Q1S7vHg2JL4b4AlPi9tc3jZc/JFeo/5iwOeX72R2zpm\n6RsdoNFVz4U1mw3H27FAQsSYW7eBNldV9O3AmGzbtQvvQC9F9U0yTpe4rNx0aK0fJMYqV1rrB4AH\nMtejxOnRIzxw8hH/wsAn97JztDY05zHRgoDhzAV87tx0E1c3XeHfWA+l6zfZ0u+CgiJ/DkecPA7j\nSZLQtTTJUrhicTIn30L8Qn5WeXc/PvRzdnbew9vXXRn9t61x4mcBhax2rYbLVif3W1uJz0uaOYfj\nto5Zw7VEdWe1YRwncn1i9e/DeIBFkeE428HX3Jdvs/3JhMg/WcvpyFdWBXkWcpMR0Z5VAZ+apJsT\nImWyFK5YSuLFdPP+YD6HHQX/hEiW+dqhb3TAuD/FaxMh0kFuOhbI7qJPiRTwEUIsnNfr5ejR12Me\n09Z2jtxALXELLewXzLuzo+CfEMkyXzs0uuoN2zI+RS5a0jcdPp+P/V2nGdjbS0N1Be2tyymIU5PQ\nqmjfwVjrWsdxQfX5zHbM+nM6KiPnYdrFjhoiQuSTo0df55l7P0hDRYXl/v6JCfj8F1m9OvXCbSJx\nwbjbPTiGp64yobibTue61nDnpptC9Q3Oda0x7J+P+X04HZVMzkyxs/NuCgsK+f6+Ry3jvsTbpSUb\nY9pw7eCsZ0ttJ9Wd1VFzNkI5IGF1PAqRX7iIzFrSNx37u07zj9/eG9q+79bNbGhdEfMc87zIePOB\n4zk88lrMeZh2SXV9eiHyUUNFBZ5KWZEklyQTd9Pp0MgRw9x4Z6cz7lz4gyOa+1+YT0uMlwci8XZx\ny8aYjnbtEG2cxavjIUQmLOlfvXQPjsXcToTVfOBMnp9r7yOEmdc7x/jQKKN9py3/Gx8axeudW0B7\nXl577TCvvXaYQ4cOhf4c/p/X603jJxKpsCPu2imZ2BjvHIm3S0s2xvRCx5hl/qgQGbakn3R46owF\nyVrqEitQFi7VHA+7c0Sy/T5CRPJxes8qpp3VlnsnR4fh2sRXwwqfNmVVxDA4bUrkJjvirp2SiY0L\nzQOReLu4ZWNML3SMSf6oyAVL+qajvXU59926mYHhCeqrK1jfar1aTyzx1rVO9/kLfZ+F1BARwg5F\nRUXUNLdTuaLJcv/Yqd4FJ3PLtKn8FYy73YNjtNRVJhV37ZRMbIwXtyXeLi3ZGNMLvXa4sHozvk0+\nekf6aXI10FlzQdr7KITZkr7pKKCADa0ruKLTk/T60XHXtU7z+T6fl+GXn6Wvx1+Mp7pjKwUF/gs4\nq2RGmVcshMimYNzNZh5HuGTqKyXSZvAiMDjtxTKZ3DfHzIFX6Rropbi+iZL286BgSc96zku5Nqat\nFFLkz+GIsSR/rOsJIeywpG86FoPhl5/l5AP+hMYxgJ34iwAiyYxicUq0Ynrwz4kcJ8RCJBJbEzlm\n5sCrHP3c50Lbbbt2SbE/kZB0fL/Hup4Qwg5y05Hnprq6IrcDQcLuQoZC5AYf/1LYRlmR9RSG6cLT\noYrpiR4nxEIkElsTOWa6uztiW246RCLS8f0e63pCCDvITUeec7R6GA/f9nhCf5ZkRrEYFRUV0agu\nTShHJNHjhFiIRGJrIsc4WloM22WmbSGiScf3e6zrCSHsIDcdea66YyvshOmebsqaW6jeuDW0T5IZ\nhRDCfokk8SYSf0vaz6Nt1y68A70U1TdR2n5eJrovFoF0LEIT63pCCDvITUeeKygoombTNtzXOCMS\n0dORICmEEEtdIguAJBR/CwopXb8R9+Xbkl7MRCxNqS5CY9lmjOsJIeyQtZsOpdTfA5cBRcDfaa1/\nGLbvGuAzwFngMa31p7PTSyGEEEIIIUSqsnLToZS6Alivtb5UKVUN7AV+GHbI/cCbgH5gt1Lq+1rr\ng5nvqRCLh9fr5amnfhnzmB07rsxQb4QQQgixlGTrScdu4LnAn08DFUqpAq21Tym1Cjipte4DUEr9\nBLgayMmbjmAtjN3H5+dVRqzFLkQOOHr0df7+ifupqF5muX9ieByPpzXDvRIit1jVN5KYLnKNXHuI\nfJSVmw6ttQ+YDGy+F/hJ4DWAemAo7PDjwDkZ7N6CSC0MkU/c6xpwNlovITvadzrDvREi90hMF/lA\nxqnIR1lNJFdK3QC8B3hzjMMKEmnL7Xam1Jdkz999fNCwPTg1yPbVnRntw2I5P1f6kG7p6GMibZ46\nVRn3mOrq+McstuPMP7ts/f3kIrv6befnT3efFhrTl+LPKBfly79bu9q089rDSi5/9nS1J9Ivm4nk\nbwH+EniL1jp8mYQ+IHzB6abAazGlstKC2538Sg11jrqI7WTaSqUPi+H8XOhDpgKY3auCJPq5h4fH\nbDlmsR0X/rOzYxybpavNTLCj33Z+frvaitXOQmJ6JvqTrbbsbCcT8uXfrV1t2nXtYSXXP3s62gu2\nKdIrW4nkLuDvgau11mfC92mtjymlnEopD/6bjd8D3pWFbiYkHWtlCyGEyA6pbyTygVx7iHyUrScd\n7wRqgO8qpQoAH/Ak8IrW+hHg/cB3Aq9/W2t9JEv9jCsda2ULIYTIDqlvJPKBXHuIfJStRPIHgQdj\n7P8NcGnmeiSEEEIIIYRIF1lfTQghhBBCCJFWctMhhBBCCCGESCu56RBCCCGEEEKkVVbrdAghUtfb\n28vDf/XXVDrKLfePTU7y9j//3xnulRBCCCHEPLnpECLPnTl1irbubpqWWRfE6xobZWRkhMLChOps\nCiGEEELYTqZXCSGEEEIIIdJKnnQIkeemZ2d5dnyU5d6zlvuHJydonJ2lrKw0wz0TQgghhPCTmw4h\n8lxpaSkHb2mjsr7Kcv9o32lKSkoy3CshhBBCiHkyvUoIIYQQQgiRVvKkQwixpHm9Xr7znYcBcDod\njI5ORRxzyy23AYSOi+aWW26jqKjI/k4KIYQQeU5uOoQQS9rRo6/zz9/7H8qWLbfcPz1+mq1bLwFI\n6LjVq9emra9CCCFEvpKbDiHEkteoLqVyRZPlvrFTvQs+TgghhBBGWbvpUEqdB/wI+JzW+p9M+94A\nuoA5wAfcprXuz3wvhRBCCCGEEKnKyk2HUqoC+CLwiyiH+IC3aq0nM9crIRY3r3eO8aHRqPvHh0bx\neucoKkpsfQm72xNCCCHE4pWtJx1TwNuAv4iyvyDwnxDCNj5O71nFtLPacu/k6DBc68tie0IIIYRI\nhVLqP7XW78x2P6xk5aZDaz0HTCulYh32FaXUKuDXWuuPZqZnQixeRUVF1DS3x8xJWMjKS3a3J4QQ\nQiwlSqlC4AGgDpgFVgD3aa33Jdtmrt5wQO4mkn8M+CkwDDyilPoDrfUPstwnIXJSQWEBp189zkzP\nuOX+8eExCi8pBHxMnDketZ3wffGmTVmdE6u9pXacEEIIkYCNQIvW+noApdQa4Bql1DfxXwevBA5o\nrf9BKXUTcCtwBvid1voLSqkLgE/jn0F0SGv9F0qpw1rrtUqpm4FbAse/pLW+Xyn1LuB6YBo4rrX+\ncCY/bIHPl73pD0qpvwaGzInkpmPeD6zUWn8ycz0TQgghhBAifZRSJcDDwCjwFPBrwAv8Smu9KnDM\nK8CFwF5go9baq5R6HLgL+Dpwj9a6Wyn1XuAh4FVABf5vPv4B4LNa6xeUUh1a61cy92lz40mHIXdD\nKeUCvgtcp7WeBS4HvpeNjgkhhBBCCJEOgevcm5VS1cDFwCcCu46FHXYaWA5UAw8qpYJ5zw1As9a6\nO9DWvwEEUhdqLY6vB3YBH1VK/V/gh0BGbzqy8qQj8DjoH4FW/HPYeoEfA29orR9RSu3Ef0c2AezV\nWn8w450UQgghhBAiTZRSlwM1wRQCpVQT8BIwobVuDdww7Mc/DetZrfWFgePWAq8B/w38mdb6sFLq\nPuCfA+crYI/p+CPA5VrrXwVeewq4Xmt9OlOfN6vTq4QQQgghhFiKlFJVwJcBJ/68jGX4Z/f8GfBL\nYBWwO5C/cRNwMzADjGit36+U2gT8H/w5Goe11h9RSh3SWp8byOm4yXT8fcAl+KdzjWut/zSTn1du\nOoQQQgghhMgBSqlW4EGt9Zuz3Re7SdUuIYQQQgghRFrJkw4hhBBCCCFEWsmTDiGEEEIIIURayU2H\nEEIIIYQQIq3kpkMIIYQQQgiRVnLTIYQQQgghhEgruekQQgghhBAijymlOpRSa7Ldj1jkpkMIIYQQ\nQoj89gf4K5HnLFkyVwghhBBCCBvs1ccve/nIiQ/Nnp0rPm91zcNbz2v4firtKaVagG8CZ4Fi4Hbg\n4/irlZcE/nwC+DlwHLgHf2Xzv8VfjbwHuBuoN7XzbuA08C2gIvDfTq31nlT6G4s86RBCCCGEECJF\nAyfHmx575uhD33/y8B8+8tRrv/+9Jw7/80uHhral2OwfAj/TWl8NfAi4A+gLbN8I3K+1fhX4KfAX\ngZuGrwA3aa2vBE4Bt1m004D/RuTBwGsfBf4ixb7GVJzOxpOllFoGPASsAEqBT2mtf5bdXgkhhBBC\nCGHtxOnJN71wYGBVcPtQ16naE6cnrwKeTqHZnwE/UEotB/4LaAQuU0pdBhQAZUqp4PV8gVJqBTCn\nte4LvPYrYAfwr8CPgu1orZ9VSrmAjymlPgyUAWMp9DOuXH3ScRdwUGt9FXATcH92uyOEEEIIIUR0\nlRWlL7U2uM4Et1e4ymaWO8sOp9Km1nofsAn4NfB/gLcCn9FaX6W1vlJrvU5rfTbsFB/G6/tS/Dch\n+4GNgXb+Vil1O/BnQI/Wejvw/lT6mYhcvek4AdQE/lwNDGWxL0IIIYQQQsTU1uB66frt53z86s6W\ng5df0Hzk3W9t/0Jne913UmlTKfVOoENr/WPgr/DnadwQ2LdSKfWZwKFzQLHW+jQwp5RqDrx+ObDH\n1M7HgE7819qvBY67Ef8NStrkbCK5UuoxYA2wHLhWa/18lrskhBBCCCFEIgrwP3VIiVJqM/4cjTH8\nSeC78OdkbMD/8OATWuvHlVJ3AZ8A3gNMA58FZvHfVPwR/qcl4e18EHDiT2foAr4EfAH4G63111Pt\nt5WcvOlQSt0GbNda/7FSaiPw71rri7LdLyGEEEIIIcTC5WQiObANeBxAa/2yUqpRKVWgtba8Q/L5\nfL6CgoKMdlAsSmkfRDJWhU1krIp8IWNV5AsZRGmWqzcdR4CtwA+VUq3AaLQbDoCCggKGhkaTfjO3\n25nS+Xa0sdTPz4U+uN3OpM9NVKpj1YodP3tpMz3tpbPNdLNrrNr5+e1qa7G2Y2dbdraTbhJXl16b\n+RpXl7pcven4F+CrSqlfAUX456IJIYQQQggh8lBO3nRorceBd2a7H0IIIYQQQojU5eqSuUIIIYQQ\nQohFQm46hBBCCCGEEGklNx1CCCGEEEIsYkqpO5VSNyzwnF8qpdbb1YeczOkQQgghhBBC2CNdBf8W\nQm46hBBCCCGEsMHvBvZftm/w0Idm584Wt7vXPLyl+fzvp9KeUuq3wA1a6x6llAf4EfAicA7+6/iP\na61/pZT6JfAq/iroXwX+CZjCX538FuDPgCGt9T8ppb4AXIy/Yvkfa633K6U+i79OXhHwJa31w2F9\ncAFfA5YH3vODWuuXlFKHgT3Az7TW/xHvs8j0KiGEEEIIIVI0OHai6edHfv3Qjw4+/oePHnri9390\n4PF/fmXw4LYUm/0BcF3gzzcAPwT6tNZXATcC94cd+4rW+oPAe4AvB475LFAfPEApdTXQrLW+BPgo\n8E6l1HZgg9b6MuBq4BNKqcqwdj8E/E+gvXuBLwReXwV8MpEbDpCbDiGEEEIIIVJ2cuLUm37b/8qq\n4PaR4aO1JyZOXZVisz/EeNNxCfD7Sqknge8DZUqpksD+5wP/fwT4uFLqk/ifbuiw9i4AngbQWv9G\na/3XQCewO/DaBLAfWIv/qQmB/b8K7P8tsDrw+rjW+mCiH0RuOoQQQgghhEhRZWnFS56qpjPB7RWO\nqpmqMufhVNrUWu8HGpVSzfinN2ngM1rrq7TWV2qt12mtZwOHzwTOeRL/jYIGvqaUuiKsybNEXv/7\ngIKw7TLAG2N/Ufj7JUpuOoQQQgghhEiRZ3nTS28/98qPX9629eBlnouOvLPjui9c0Hjed2xo+ifA\nZ/DnczwH/D6AUmqlUuoz5oOVUh8AarTW38I/Fer8sN17gCsDx21WSn0J/xOS4GuV+PNFDjN/o/E8\ncFVg/1b8uSMLJonkQgghhBBC2ODytq1fvLxt6xfxX7D74h2foB8AzwAdwBHgaqXU0/gfHvx14Jjw\n9zoCfE8pdQZ/Mvl7gD8B0Fr/Wil1g1LqqcA5f6K13qeU2qOU2o3/3uB/a60nlVLBNr8I/IdS6onA\n5/oTi/eMKydvOpRSdwO3M/8450KttSu7vRJCCCGEECIhdt1woLXeA5SGvfQ+i2OuCvvz48DjpkM+\nGbb/zy3O/1isNoGbLPavjNlxk5y86dBafxX/cl8opXZg8UGFEEIIIYQQ+SEnbzpMPg68K9udEEII\nIYQQQiQnpxPJlVKdQJfW+ni2+yKEEEIIIYRIToHPZ9uUM9sppb4CfEtr/VScQ3P3Q4ik+bxehl/Y\nw/ixYyxrbaN6SycFhWm9Ty6If0jK8mqsZuHvQCRGxqrIFzJWRcKy/J2TibG6pOX69KorgD9N5MCh\nodGk38TtdqZ0vh1tLPXzrdqY2f8yRz/3udB2265dlK7fmLY+uN3OpM9diFR/TmZ2/OyjtbnQv4NE\n2rST3W3mQx+DbWaCHf228/Pb1dZibcfOtuxsJxPy5d+ttBlbot85+RxXl7Kc/ZWlUqoBGNVan812\nX0R2THd3x9wW6Sd/B0IIITJFvnMWt5y96QAaAMnlWMIcLS2G7TLTtkg/+TsQQgiRKfKdE59S6i1K\nqT+y41il1P9WSl1sX+9iy9npVVrrF4Frs90PkT0laj2eO29nsqeXipYmStX6bHdpySlpP4+2XbuY\n7u6mrKWF0vbzjAf45pg58CrT3d04WlooaT8PCnLwdxn50k8hhFhMArG3a6CX4vqmyNhrjs3rNsT+\nzhHBGhy2HKu1/mzqPUpczt50CDH1wjN0ff0boW1PcQmOrTuy2KMlqKCQ0vUbo+ZxzBx41bacj3TK\nl34KIcRiEi/2Rtufz/H51N6XLjvzyqsf8s3OFrs2bHi4ZuuW76fSnlLqt8ANWusepZQHeBF/Lbsv\nAw8DI8CXgGrgI0AXcBJ4MtDEeYH9XwdeBzYCL2qt/5dS6j+A7wE/C+xvBSaBO4Ax4FtAReC/nYEi\nhUmTmw6RW8J+6+E9PWzYNdXVjWNrlvolLFnNv434soj3m64MSKifQgghbBUtRyP4ZGOxxeapgcGm\ngZ/+7KHhZ59bBTByUF9WVO7oX75p49MpNPsD4Drgn4EbgH/Af4MBsAloAc7gv9nYDEwArwJP4F+R\nK7i62wX4i22fALqVUq6w97gT6Nda36aUuhm4PnD+g1rrHyulrgT+AvjDFD6H3HSI3BL+W4+md9xo\n2OfwyNzOXJPI/NtceMog84SFECLzzLG3pMpp+D5ofe89hv35HpunT5x406k9v10V3B47dLh2+sSJ\nq4BUbjp+iP9GI3jT8R3mbzpe01qfVkq5gTNa6xMASqlfWLRzRGs9FNjfB1SF7bsA+AWA1vq7gWNc\nwMeVUh8GyvA/+UiJ3HSInBL+W4/ju5/C8+5bmTp+AoenBceWbVnsmbASN+eD3HjKkEg/Rfrc+5GP\nsu+Ajrp/zjfHX31kF1fs2J7BXgkh0i0Ye70DvRTVNzHT32/YPzs+sahic7Gz8qWKVs+Z8dderwIo\nWbFipqSq6nAqbWqt9yulGpVSzcByYCZs9/9j7+6jG6vue+F/ZcnWiy3ZY1vjd9nDDGx7hmHC4Blg\ngIGEJIQQQklKEkpgKAxt2t5pL6Ttbe9qcm9z066u9CVPwl190tKkSQh5IW0TkgAJSSBAICRQaIYw\nw4YJjN8947E9tmxZki3p/iFLPvvo1ZKOdGR/P2uxmKNzzj7b0j5H2i+/vRP/1vZoZKKfDVa7LkkE\nqZNL/XcAo1LK24QQFwH42/XlPBUrHWQq2laR5TPTqNnagaarrqlgjiirHDEfgEl6GfLIJxmnqf08\ndDe/PeP+yHIIi4GlMuaIiMpi9dnrvfIyTE35U1bfq+vo2FDP5vre3v/qfM91H597+eXfi65EbE0X\n7P6P5sGLvl6CpB8B8FcAvg21spD49zSAZiFEI+IVkasA/FSXRrrzEn4B4G0A/l0IcR3icR8tAI6u\n7r8RQF1xfwIrHWQyebdIp5uNiExJ39JVkZYszl5FRFR++pi+TTA71da3XfXZrW+76rPIr/chX/8B\n4FnEKwPaKW5jACCljAghPgngaQCvA3ge8d4Lm/5Y3b8T//8GgHcIIX6CeKXlEIAuAF8WQtyEeCD6\nh4QQh6SUXyr0j2Clg8wlzxbpdHEC2MrhV6aka+mqBDPElRARbTYbcXaqdShVhQOrs0Ylehpe1eza\nr/n3aQAHV2M8vo94vMdz6Y6VUib+fYdm/yHdZScAaNcq+F4heddiUx+VRyyK8LGj8P/gYSwfOwrE\nokUlx1VLTazEn3UpsLwQEZVYHs96PnvLygXgCSHE0wBe11U4TIE9HVQWpW5pNkWcAKVlxl4Flhci\notLK51nPZ2/5SCnvB3B/zgMriJUOKotSz2DE2YjMywyzVemxvBARlVY+z3pTxPSRaZi20iGEuAXA\nnwBYBvBxKeWjFc4SrZcmeLeu0QNrvQuRxQCs9S7UNrrh/8HD2YN6swX/cjYic0jzGaW0bPX6ED52\n1NjFAXMFirO8EBGVVKZnvf45vK6YvlzPchMsNkuFM2WlQwjRDODjiK+s6AbwlwBY6agy+q5X3+E7\nsDznR22jG8P/8oXk65mG35hxmA6p0n5Gul4FRKI4+elPq8eU+HNkWSEiKi99D3IpnvW5nuV81lc3\ns1YP3w7gh1LKgJTylJTyI5XOUNWrQHBveGICrVdcji37BtF68HKsLC7Bfc11WJ5TWzsyBZYxAM38\n0n5Gqy1b7muuQ93OCxAaHc16TkrZjEbWXVZZVoiIKscC5H7W5yHXs5zP+upmyp4OAH0A6oUQDyG+\n+uJfSikfr2yWqlslWgdq650Yf3ptbRrf4fjMbPkGljEAzfzy+YxyHZOuRyyfnrD15oOIiEpH/+zu\nPXynsr+Q53CuZ3ldo0fZrm10r/saVDlmrXRYADQD+A0A2wA8AaA32wleb3EFr9jzzZCHbOcPT44p\n25HJMXivVNe1yHZ+LBLBzPMvYHFoCPW9fWjePwhLjdpR5vW6leNWFgJqGouL8WOuuBR2+5+uptWL\n5v37kmlp85DtuELeA7MwIo+VSjOfzyh6YD+wcBiBoWG4en1ov+xi1NjWHj3DU5NoveJyRIJBWJ0O\nhCdPKeenK6v6fBZSVrKlV2rVUC7TKVW+7Q5bfLmpLNxuZ17XK1WeNmo6pUyrmspttdy3GylN/e+K\naDiI/j/P/BzW/0ZI91tC+b7oS/N9EQ6ufV84HIiFQ1VVTjc7s1Y6TgF4VkoZA/CGEMIvhGiVUp7J\ndEIxi455ve6iFy0rNg2jz7e1dynb1vYu5fhc54ePHc3aU5I4X3tc68HL1Wt2aK65fSec23ciCuDM\n9GLmPKQ5LpNSvIflUOoF8kpRfotKM8dnFD52FCf/+V+S27EGj1J2auwOnNH2iB26VTlfX1Yz5nMd\nZSWTir+X60izHEqRb6/XjVBwJedxfv9SzuuV6r3cqOmUMq1SplMO1XLfbqQ0U35XtLYhmuE5nO43\nApAmZkP/fVGvfl/YWttw5ssPrJ2/b39J7x0yllkrHY8B+FchxKcQ7/Goz1bhoNwyThmabSYIzSwS\nsaDaa5FpGlTt+Mq5Y8fh+/DNCJ4+A6fPh7r+XYb9fVQiBswMsnz6NLpu/A2EZ2ZQ19qC5amp5LKq\nABDWxfgsB4Kc3paIqNJyzCRV278LvsN3IDg8AqevJ6/veH0MRnhiIvm6o6cn5zS8nIK3upmy0iGl\nHBdC/BuA5xBfRv6/VThL1S/DlKHZYj20+/S9FvnEYTQODGD4K19bS9vTyFkmTM6I2B+r1YLhb307\nua3vyUg3hpfT2xIRVVbOmaRefUWNv/M0rTv+zlbvXF9cyHqn4CVTMWWlAwCklPcBuK/S+djosrUq\nKC3UW1vRc+g2rASWYO/uBqw16jobq7Q9Kvn2jpB5GLGwX3BiMmXbodlOaS07bwDB555a3fbBvv8A\nUGMtKg9ERLQ+ub4PCvm+UJ/3Piwvqr8TVkLh7L0nXKejqpm20kHlkW2miHQt1O5rrouPufzbv0u+\n3nfPPcDW1UBfTY/K8rGjAB5OmzaZkxGzQDl9PvUaPt3sVbrWMt/yMoa/dP/aNmJwXHKw6HwQEVH+\ncn0fFPJ9oX/e967Oaplgtddm7T3hOh3VjZWOjSTb+MtoBMFfPBNvPej1IVZTg+CbJ+H0+dD3P/4U\nkZGhlPGRQd0sQsHJU3Ag/3myM8aRkGmljJft35V2hdkkbblK9EpYLEo5tO+7FD7EEBoZhb2nG459\nB5Q0E2N6E5ZG1RlRgiOjqPFkyQMREa1frpiNHN/hhcR0JNbvSsxWuBIMZ+35WD59GtH5tZ7v8Ny8\nsp8jKKoLKx0bSLYWgOAvnlFaD1qvuDw5Y5Dv8B3wffADKeMjnR1tyrajPb6ddz/iqIQAACAASURB\nVOtGhjgSMjHdeNlcM43oy5UPMdR4mlLOcVxyED3Xp5+9RN/S5epRZ0RxtLexZYuIqMRy9hrk+A4v\nJKYjZf2uQ9uy93xYLep3zO1qTCBHUFQXVjo2kGzjK4PDa/us9S7UNm/Bln2DsDodCI2PY/gbD6aM\nj1wOrSjzYS/7/Vj+wcNw9PWi7+67ERodZQ/GBpdrzK62XCW2rY262ahWW6pOjIzGezbOzin7w3N+\ntTVN7ITPVovg8Agcvh6sLC5lzQMREa1fsTF8uWYmTEc/W6E+5k//fRD41ctqHqemOXtVFWOlYwPJ\n1gOhHVe/Ze9eTDz03eR2z80fxMhXvwFAbemwd3Rg/Gtrs09pe0f67rkH7muuK/0fQaaSq1crXbyG\n1dOkvJbSUnXbh5X9tY3ulNY0xyUH4bgk/u94bFDmPBAR0foVG8OXa2bCdPQrijs621PyoP0+iM2r\njVT2jnbOXlXFDK10CCFcAK4B0IT4KuMAACnlFzKeRAVLGX+pG4/v+927EHzzJCw2dSagxTdPJv+t\nbenQpmertWL8oe8AiPeURCbH4deOA6UNKdeYXvv+A/AhluyVcOy/DLBYsrdUzZ5dax1raUYktJw9\nD7rZTrjeCxFR8YqNu8w1M2E6K8GQ5vnfgqjFlvV3SyImUPmOoapldE/HwwBWAIxqXosBYKXDCLrx\nl+nG4zd94JZ4y/Ej30++XlNbm/y30tKhm4kqshrgtWXvXox89etKusnZq2hjyRWXU2NVeiUSsrZU\nbWnEsGZFWZ9uDK9e6rhhrvdCRFS0IuMuc81MmI7NUYehr2h6Rw7fkfN3S7rvGKpORlc6HFLKSw2+\nBmWQabxmrdgJ36FbsTQ6BmdPN2pavXD2dGUdH5lr/Q3aJHLMdpJOojckMXvV8ll19pHlOT9qssyQ\nZcTaIUREVJyUnm7dzITpvh/0MR3Lc36ld4TP+43N6ErHi0KIVinlGYOvQ2lkGq8ZfP7Z5DoI1noX\nun7z/QA0498SdD8w6wbO5/obm1yxc6RbYIFj+znKa7WN7qxpGrF2CBERFUnX0512tsOB85XF/Bx9\nvUoS+ud5XZMa81Gr26bqZkilQwjxNOLDqGwAXhNCvIr4MCsAgJSSK32VQabxmtoZh7bs3assxKb9\nwZfpBybX39i8CmmFSplW9/AdSvnRr9OhT5PljYjI/DKt4aX8jrj77qzP82gopMyaGQuFjM84lY1R\nPR1/UczJQogrAXwTwK8Qb4A/KqX8o1JkrGpFVhB89kksjY7B1eeDxbMFodH4FKQnu5148vQE2hxt\nEJ5zYcFqd6Z2vKam18LZ2R4PBl8MIBIMKpfR/uDL5wdmSu8IbWiOXp+ysJP9nD4En3tKXRywRp2o\nIDQxqZwTmpiEc3WGKwsAe7e6Loe9u1u9KNd7oSoXiURw8uQbGffPzjZgZmYBfX3nwGq1ZjyOyFCr\nvxMSvRK2gV2Q/hMY80+gy92h/r7QHJ8YDeHY1qd+P/T6EBoaVi4RGh2F+5rrMj7Pl2dnk7NkAkB7\nUyOsOYZsUfUwpNIhpXwSAIQQX5RS3q7dJ4T4AYAn80jmJ1LKDxiQvaoUfPbJZI+EdupaAJj58NV4\nMBqfIejI4J3o94iU8/W9Fr5Dt8Znmmhvw+zzLyRfr210J/+daVhLuh4QBpJvDuHZM0rZc/X2Yvh+\nTVA4YnBconZk2ltbMPzwI2vH3HqLWhbvulNp2YKNP7poYzl58g08e/cfosPlSrv/TQATgQDw6c9i\n+/Zzy5s5olX67/aWI3fh3umHktv63xfpflco3w9CpEyRq/2NkY69TZ1Ct665mYvDbiBGDa+6BcBH\nAJwvhHhKs6sOwNY8k9ncjei6FoSlsbHkLn3vRO+ZGH4vdg4WvQ04vXA6faVjYkJpgVgJr6DpA7dg\n4cc/UH7waRdisw3sQsuRuxAcHobD50PtQHyq0kxdqGQyBQR9IxpB8BfPJBfy0/dc6BcDXBofV7aD\nwyMps4wsB3SL+02pIV7BoWHli6q2vQN1gkOoaGPpcLnga8j+g4uoklK+24dHgPq17TH/+Or/4z0f\nXbrjl8bG1V7t8QnYmlvWNUX68mJA+U0SOjOdkkdWOqqXUT0dDwghfgLgAQD/S7MrCuCVPJPZKYT4\nNoBmAJ+QUv6otLk0N30LQq9mQTWrU50J274YRt3Tz6EO8ZYJdKamV1vvxLjmh11imlL9AoB999yT\n/Lf0n4i3ctQDmH4JR/yt6PcIBvZWiUKCvlPiL3Q9F3afOvTJ2akWtnRTJoY7tijb1s42NQ0fyxMR\nUaXpeyU8LVsBTRun29GAe1/4fHL7Ex03KMc7O9rVnu9Dt8JSW4uh+9UpcrPR/ybp1R3P74fqZtjs\nVVLKMSFEutLVIISYk1JGspz+OoD/LaX8phDiHABPCCG2SylXMp3g9RbXglTs+aVIo7XZhZnnX8Di\n0BAsNdZk3AUARK1W9N5+GwKjo3D19aHl0ksQGBmBxVKDsW/Huz+t9S7Uzyxg6fFHUd/bh+b9g7DU\nxFu2hxYWlGtFFxfh9boRu+JS2O1/isWhIdT39qJ5/77kOU+ePqWccyp4CldsH0TksouxEPkdLA0P\nw+nzof3yi0vy95cijVLkwWhG5DFdmsOTY8p2ZHIM3iuzD4M7MTKqbIdGRtFz/VraTe+8BtblKIJj\nY3B0dcH7jqthsVrj5bK7Gx3XvAPWujoljV+018D34fejZvIMou2teG27G9v+SFN+rngrnN7WtGWw\n0L+9GOX6fKpBqfJtd9iAcPZj3G5nXtcrVZ7Kmc7sbAPezCOt5uYGUzxHS51OOVTLfWvmNIdDQaWX\nwbocwR9f9rsYnhuDr7EL4/PqYoBD7TbsSvwu6e5GdEX9iRYLhxGLRJTej1golDW/+t8kWwYvyvj9\nUE3lk+LKsTjguQAWEJ/NqgHxhQI9QojfkVL+e7qTpJTjiAeSQ0r5hhBiEkAXgKFMF5qa8mfalZPX\n6y7q/FKk4fW6Mf7T55SWaW3shnVLC+p2XgD76r4YAOe556cs2jf8gNprkWjZjrrU3pGo076W3+07\n4bvkYkxN+XFmejF5TJtDbZFuc7RhasqPV+cl7p36NuAEMPUijpxswRXbB03xHhZ7fjkU+z7pZfq7\nbe1qgLa1vSvnta3d6nhaa1e7ck742FGMfPkryW1LXR2Gv/jlte3m1pTelO0TUUx/Ze1W7/yD2/EX\ns4+slZ/hFvRv3wnn9p2IAkoZzKUU966R6RmZZjmUIt9erxuhYMb2oiS/fynn9Ur1XpY7nZmZhZzH\nJI6r9HPUiHTKoVruWzOnOddYi3nNiAjPBTuwzb4d27ZuBwCE7Op9fN6JRQxpnv++229V9ls7uhCb\nP6sMn/UdPi93fjXfB9OzS8p24vuhmp+rm5nRlY5HADwmpfwBAAgh3gHgSgD3AvgOgLSVDiHEbwHo\nkFL+vRCiHfE4kLF0x24k+vGUtqZGdNx0U8q0cjFEIedfx5h/An3d3fAdvgOhkVHUbmlSekcS6YVG\nRgC7Fd6rrsTK4iKsDgf88zNoyJEf4TkXRwbvXB2/2Y4aSw1+PPYT1NqscNU6EViOj9Uf80/kSIkq\noZCpZl/uc2Cbplfi5W0OaFf3TBnzq5uZKjwxkVLpsJ9ZUI85PQ3Uru0/tXgaADLPkEJERCWn/S3R\n5e7AcEsYng9fjYapRSx46/F6cwDXaY5XfxN0IPL4UfXZPudP+c7xP/aock39YoC0uRhd6dgnpfxo\nYkNK+UMhxJ9JKf9CCJEtmug7AL4qhLgB8Z8nH8k2tGqj0MdKOM4Vacfgy/nXk+Mqb63ZjchXfpzc\np+0d0S+61nrF5cmZqlqO3JUzPxbUoN8j0O8ReHVe4jPP35fcd5lvEM8Mx9Pqcnfk+ydSORUw1eyW\n+hb8n+i349X8KHCk/k5lv76M1rU0Y0QzM1XnHbelpKmPJ+q84zZlnLCzzqGME840AxsREZWO9rcE\nANxywY24P/ojoAVAFDjUcJNyvPY3AQAEtwxj+HtrCwX7br0l5TuHMaCkZXSlo0YI8d8A/ATxIPID\nAFqEEAeynSSlXADwXoPzZjr5tkxrexYapnRDUTz1cLz37bD7urE8vZR2X11PN7ZccHHO/GhbQfS9\nG546N94n3p3sAfm3Vx5OXSeEqk6iJetU8FTy89TSl9HpN44r++enT6Ne13rWNad2gUf9ARwavAlj\n8xPobuxEIBRQ9utnSGGZIiJaH30vRrrnaOJZmxBeXsYtu2/E+MIkOt3t2NvyFrw6LzOmETilxn0G\nTp1K6cVIfGdEJsdgbe/i4q6bnNGVjlsBfALA7wKoAXAcwIcB2AHcmeW8zSnPlmltz8KitwHasN3X\ntqzg/ujLwMxRfKzl3cp5yX2zR3HE35GzNVnfCqLt3djRdE7aHhC2Ule3REtWxhgdXRmtWZ5Vdtd0\nt6eUG/0MJ8vtW/ClX34zuX3LBTcq+9nzQURUHP1zON1z1GlXqwg2mxUPvPytte09NuVZrU+jrked\nvbCuO83UmavfGd4rLyt5DAZVH0MrHVLKNxGveFAJacdVNru70Lt1NyKT4zjtsWC0eQkXhXfDYXPg\nqD2Mq1Zbpeda7bhv8al4fxPircj9HpFsDXny9Cm0O9sRi0Ux5p9El7sjpRVkrXejI9kCro/nSKRL\nm8Ov22zY+js3wToxjUhHC97oqMWSrtzIrYA4chdCoyOwd/dAtlkAzdTrpxbO4DLfIIIrIThsdswE\n1IoMyxSZUSQSwWuvvZYzSLyv75wy5YhoTep3c2oPsn/Jj/f2vxOzS2fR7GzCtP7ZO5/9+73+4oPo\njMVnObT3dKNetzAskZ6hlQ4hxM0A/hTxtTaSi/1JKX1GXnej04+rxE7Ae+XleOn4Y3ji6OPJ427Z\nfSPqeuKt0mPzEoEX1gbSJ3pLtK0h2p4MALj9LeqC8IneDS19PAfjOzaX2jo7Pr3wJOAGsAAcqr0J\nnjq7epC1Bh+f/lZ8tqrpF3GoWx0n3OVuV1rT9OWOZYrMKNcq48DaKuNE5aZ/burX2DgyeCfcTjce\nOLrWs3HzbrVXus3tzZqmpcaGhgNvyzkpDVGC0cOr/hLAYWSZ6rbqFLLKsz6JNGMt071eY6nByPxY\n1nHtUUTwwvSLGBuaQI3FquwLhIPKeMw/2nfXanprM1EtRdbiPoIrIfX80JIyU4V+fD+QOwaAKief\nMb2pJ8XL9/DkGGztXTnLdzgcTraUbXE2YXl5GTFAaT2bCswo58wHF5Ryda5nO7AHyRiPvc1vgXvQ\nndx/nmdH1nHFRJXCVcbJrPQzTZ1aVOMv9CMZAGAmMIcPnf9eTCycRkfDVngs9Ti0Zy3+7jz3doSP\nHS3q9w9tbkZXOl6XUj5l8DXKqpBVnvW0vQuuWidu2vkeLJ1egsvmwoOvfDcZrK3tecg0rv2F6ReT\nrcSX+fYp+zyalo3EdQDAv7KQvI72HE+dWzPMxYFOdwci0WxrOOYRA0AVk25Mr/Ccm7Uiklq+78Yb\n3Y6Mx9fW1uI7v3wsuX1oT7wX42ua1/StZ646dRzxr/1vKj0d7kG30pP36rxkjAcRUREanY3K93uT\nsxH1NrWXrtnViK+9/FBy++bdNyjb57SEMH3vWgxnIb9/aHMzutLxrBDirxGfvSo55a2U8vGMZ5hc\nyjoFIyPrvum0Yy0v7Nil/ODSVjS0PQ+ZxrVrx1y+NPErvG/gXUC0ZrVl43TO67w08St8YNf1gCUG\nl9WFL/7yweQxO7b0ZQ0iI3NLF28DIOsPeH35njt5AvdO/jzj8f6gOp5dvw0A04FZNWZjaVYJVvzA\nrutT8qm9BuOGyIwikWh8+FQWE4EAfJEorFa2BlN56RudPnT+e5Xh092e+FAp7bN5WtcrPeE/rWwH\nh4eV7UJ+/9DmZnSl4+2r/9euLxYDULWVjlLMOa0dF6kf0qTddtjsac/R6m5cmy0isLwEd50b+1vi\nvRcWiyX5QNnibFKmvLVZbLioMx5w3uFqx2Xn7MXX/+u7Stq5gsjI3NLF2+T6Aa8v36G2RmAu8/Fd\nbnW2ki53p1LuHDYHvK5mPPbyWofn+wbepZzjDy3o0sgeJ8QYDzKHGL56gQ2u5tqMRwRmbLgYsTLm\niShO/6yfWTqrPJeD4SCmF2eUisgHz1cbgDrcW5VtR68P2kn6ueYGrZfRs1e9FQCEEBYp5YZ48hay\nyrOedqylx9mA/xx/ObnvfG8/et09q3EXVrQ5t2aMpwCAi5ovRGxPDGMLE+hq6MBgy97kvlgsqnmg\nvKz0oqzEVpLX3bt1N4A0P+48/LFXzfRjetOVIf1nqp9TfajbCbyQ+fh013hh+kXli+ycPT6lNW2L\nfYuSxo6mbTgyeE7GfObzdxCVm9Vqhbe/A+7OpozH+MfPwmq1ZtxPZBT9s7rFtUVp/Lll943Y4lLL\nblNdI27efQMm/KfR4d6K/d5BtA62Jp+9ze4dcN/jLur3D21uRs9etQfA5wE0AOgXQnwMwGNSyp9n\nP9PECljlOSUJzexTMUThHnTjVHBtylp/cBE1NVacDZ3FfHgenpUGxBBLTv+lDxDe13IRrutvTImp\nGPNPKtuJKW9tNiu+99qPUo7T/7g7z7MDnkEPf+xVqZRZzpDHD3jdnOo7EE0pE/qgbv01RnUtbKf8\nU+hr7EkuOHVB8/kpeUjkNd+/g4iIMjvPs0MJAp/wq4HkU4vTuL7v2nij5fwEujwd2NW0E6/P/xqR\nWASt9lbUojbl2Vvs7x/a3IweXvV/AdwB4DOr298A8K8ALsvnZCGEA8CvAHxCSvllQ3JYYdpA7Kd/\n/QLufeELAOKz/3zn1bVg3NieWHLYVLoA4a3ewZS09S0d2gX9EsOstMel+3HHH3sby3p/wOuPzyeo\nu62hVdluqd+SsuDU/pZ9LFdERAZ5bf6EEpOpn9CjpX4LamCN/65oib/GSTvIaEZXOpallEeFiBda\nKeVrQoiVHOdofQzKMmIbm3YKu4XQojL+8vTCFF6tjbcw19qsSnyGfuxmQqZWbQ5XoULpp1lMTMOo\nLUvLy8u64ET9Yn+TyS85IiJaP+3Cvonp6rUzC+p/F8wvzStTmS8GF/VJctIOMpzRlY4VIcQ2xIPH\nIYS4FppFArMR8ZpKP4CHjcueuXica/O9t7i24JuvfC+5ffPuG5QWCG18RqZYi0yt2hyuQoXSllEA\nqLXVprSMtdW34cHjatnVaqtXe0KIiGh90o14UCf5UH8XeJyelOlw9ThpBxnN6ErHRwE8hHgdYg7A\nSQCH8jz37wH8AYDbDcmZSWgX92t1bMHB3ouxuBzAGd3UddOLs0rPR4ujCe8T70a3pxOxWBT/9srD\nyZiQMf8kF1GjjItQZlunQ996dp5nB16bP5E8PhwOK70YpxfPKNcc84/jbV1XKj1p04EzyjnLK8tl\nfR+IiDYafa/zmH9cqXRoYzq6PB2YXFCnv51enAXUBce52C8ZzujZq14GcIEQwgsgJKWcz+c8IcSt\nAJ6VUg6tDs3Kq3ekGmkX9wPiPRj/Of5yykJ/3voWZeaJQ3tuwv6WfatjML+QPFc7axDHY25u6VrC\ngOzrdOjPObTnJqV8Htpzk1LGbrngRuWabkdDahwIgK8eW2thS+SDiIgKo+91djsalO18Yjr0uNgv\nGc3ong4AgJRyKvFvIcT3pZTvynY8gOsAbBNCXA+gG0BQCDGSbVFBr9edaVdeij1fn0Y0GsUL40cx\nPDcGX2MXBrsuQI0ltddhbEgdQ+mqdeLt2y/HtkYfLum+ECPz4/A1dmFsTp2JKrCyBK/XjSdPr81I\noV/z41TwFK7Ynhpgnk/+C1Hq97BSeTCaEXlMl6a2bADx8qCnLyNPnlKP0Y/xDawE8OELbkz2plli\n6uJSy9FwSl5aWvfCbrflvBcKVer3s1yfTzUoVb7tDhsQzn6M2+3M63qlylOx6czONuQ+CEBzc/y4\nN/M81gzP0VKnUw7Vct+WKs3wVEh59kZjEbwZ+nXyOTu5pD7LpxdnUmLtWlrqM/5OMfPfblR6ZLyy\nVDp07LkOkFJ+KPFvIcT/AvBmrlXMi6mVe73uomv1+jTynQWiW7e4WmB5KdmSfGTwTly59SAA4IxN\nDcZ12ZyYmvKjzdGWfM1hcyjHtDna8v67in0PjHgPK3F+OZS6BSnT360tG+m2E69pz3XVutT9DWr/\ne11NHb5ydG0mqlsuuFHp+dg7uCdtXrbZt2P/rrdgasqP6TOpAYyFKkW5MzI9I9Msh1Lk2+t1IxTM\nPX+I37+U83qlei9Lkc7MzELug9ZxXOLYSj9HjUinHKrlvi1Vmi32Vnx1eK0HeceWbfi7Z/4pua3v\nhW6pb8ZjmpiOW3bfiGfefDHt7xSz/+1GpJdIk4xViUrHhlgkMJd8Z4HY2/wWLO9exvjCJLbWt+JH\nv3467TmB0JLSSrEUDgJQx2B2ODuwd+tuJaaDNq9Ms5RlW3dDH7MRW4kpx5+Y/bVyjVMLZzgTGhFR\nmenjL04tnlLiPmcCZ5VnuSUSr2iM++PrJV3s3YefjP1USZOzVZHRDKl0CCHOybLbuZ60pJR/WWR2\nKiLfWSBen/+1soZBplmp2uq34sHj301uJ8bFpxuD2e/pL80fQVUt0yxl2dbd0Mds7B3coxzvX1Fb\nlrrc7ZwJjYiozPTf/fPL83jmuBpv9+iJJ5LbiWe5Nnics1VRuRnV0/FjxHs00gWAb4qejnzXwji1\neDrtrFT6c7i2BhlBX/6WwktZZy+5qPlCZQXbwZa9Fco5EdHmpZ9pcCm8pOxfXl7O+ZuBvyuo3Ayp\ndEgptxmRbjXJdy0MZ51DaZ1IzEpVaHpE65Gu/GWbvUS/gi0REZVfupkGtdrq23L+ZuDvCiq3ssd0\nCCEulFK+VO7rmpU/qAYZTi1O48fBn3CdDSoLffnTbxci3fogLMdERKWjjxv1Bxey9lrwuUxmUIlA\n8tsAbJhKh76Lc703cpdu9qq58DweGX4crlonbtr5HviDi3xAUFrFlj0gtfzptwv5osq1Ui4RERWn\ny92ubHe6O7L2WvC5TGZQ9kqHlPLucl/TSMXeyNoZKBCz4Huv/QgAcGHHLmVhHz4gSK8UXyK5xvQW\nco18Z24jIqLCLK4ElNmpAiuBrMfzuUxmYNTsVZ/Itl9K+XEjrlsJxd7I2hkonv71Cwgsx4PB9Av9\n8QFBeqX4Esk1preQa3BGFCIiYw3PjSozDTqtDlzUnHliDz6XyQyM6umIZNm3oWavKuWNrG119jgb\n8J/jL5ckXdqYyvElUsg1OCMKEZGxuht1Q2M92Z/NfC6TGRg1e1XGtTWEEH9rxDXLRT/G/VzPdhza\ncxPGFibQ7e7EeZ4dBaetbXWOIQr3oJsPCMpIvzhUPmVEX37P8+zAa/MnMsZsFPJFxRlRiIiMdWHz\nHoR2hzDhP41Odxv2trwl6/F8LpMZGBrTIYR4B4C/xtoEm3YAMwD+xMjrGindNHXa2Av3oLskNzUf\nEJRLuoUhc8lVfvUxGyyHRETm8+L0f+FrLz+U3K7dU5t2un0iMzF6OqRPAjgC4DSA6wF8HsA9Bl/T\nUClj3OdTx7wTmRXLLxFR9Ut5ds/z2U3mZ/TsVfNSyueEEGEp5SsAPi6EeBTAD7OdJIRwAvgigDbE\ne0c+KaV82OC85kU/pj1lXCVjL8jEUmI0PAwuJDKTSCSCkyffyHlcX985sFqtZcgRmdF6YzqIzMDo\nSketEOJyALNCiEMAjgHIZ7Xy6wE8L6X8OyGED/FKiikqHfox7ud5dsA96F7XuHqiSklXfj2DHsYO\nEZnEyZNv4Nm7/xAdLlfGYyYCAeDTn8X27bxfN6uLmi9EbE8MYwsT6GrowGBL5pmriMzC6ErH7wJo\nRzyG4/8C2Argr3KdJKV8ULPpAzBiSO4KkG6M+3rH1RNVSqbyy5gNIvPocLnga3BXOhtkYjWwYn/L\nPnj73fztQVXD6ErHhVLKr6/++50AIIT4SL4nCyGeAdAF4D0G5K3kClm9mchMSrHKORERlRd/f1A1\nMGpxwAsB7AXwx0IIbR9xLYCPA/hcPulIKS8TQuwB8ACAPSXPaImVYoVookpiGSYiqj58dlM1MKqn\nI4h4EHgTgCs0r0eRx3S5Qoi9AE5LKUellL8UQtiEEK1SyjOZzvF6i+uKLvZ8ADgVPJWyfcX2wbLl\nodrPN0sejGZEHkuV5pOniyvDuZj5bzcqPaPSLIdS5dvusAHh7Me43c68rleqPBWbzuxsQ17HNTfH\nj3vTgGMz/Q1meY/KqVruW6PSLPWzuxr+9moqnxRn1OKAxwEcF0I8LqV8roAkDgLoBXC3EKINQH22\nCgeAosY0er3Fj4n0et1oc7Qpr7U52vJOt9g8VPv5ZshDuR5gpR5/W4r3PqGYMpxLKfNpVJrVkMdE\nmuVQinx7vW6Egis5j/P7l3Jer1TvZSnSmZlZKOlxhRyb7m8w03uUSKccquW+NSrNUj67q+Fvr+bn\n6mZmdExHUAjxAoAGKWW/EOJjAB6TUv48x3mfA/B5IcRTABwAft/gfJZEIas3E5lJIaucExFRZfH3\nB1UDoysd9wK4A8BnVre/AeBfAVyW7SQpZRDALcZmrfS4ejNVu0JWOSciosri7w+qBkZPbbAspTya\n2JBSvgYgdz87ERERERFtGEZXOlaEENsAxABACHEtAIvB1yQiIiIiIhMxenjVRwE8BEAIIeYAnARw\nm8HXJCIiIiIiEzFqnQ4PgI8BEADuB/BFACEp5bwR1yMiIiIiIvMyqqfjHwGMA/hnAO8DcERK+XGD\nrkVERGRakUgUE4FA1mMmAgH4IlFYrVxFmog2JqMqHX1Syg8DgBDiUQA/Nug6REREJhfDVy+wwdVc\nm/GIwIwNF8fDH4mINiSjKh3LiX9IKSNCCD5JiYhoU7JarfD2d8Dd2ZTxGP/4WVit1jLmioiovIzq\nx9VXMljpICIiIiLapIzq6TgghBjWbG9d3bYAiEkpfQZdl4iIqlQkEsHXfBItaAAAIABJREFUv/5A\nxv1utwN+fxAf+tAt7BUgIqoyRlU6uCQmERGty8mTb+D//+bPYK/PPAwptHgWl1xyKbZvP7eMOSMi\nomIZUumQUg4Vm4YQ4lMALgdgBfA3UspvFZ0xIiIytU5xAA1bujLuX5gdK2NuiIioVEw5N58Q4ioA\nO6WUBwBcC+D/q2yOiIiIiIioUKasdAB4EsBNq/8+C8AlhLBUMD9ERERERFQgo2I6iiKljAFYWt08\nDOCR1deIiIiIiKjKmLLSkSCEuAHAbwN4Z6XzQkREZCaRSAQnT76hvDY724CZmYXkdl/fOZzpi4hM\nwbSVDiHENQD+HMA1Ukp/ruO9XndR18t2fiQawy9emcTQxBz6Ohqxf1c7ampSR3s1tzTkdVwhedgM\n55slD0YzIo8bOc1c918+aeZ7Dxeax1yqoVymU6p82x02IJz9GLfbiebmhrzSa25uqPizYnY2/7zm\nK3Hsm3keOz9/Gs/e/YfocLmSr2vPnQgE0PylL+C8887LOw9a1VRuy3Xf5vMsyXZMtTxfqiHNaiqf\nFGfKSocQwgPgUwCullLO5XPO1FTOeklGXq876/mvDM3i77/2UnL7ozdfiF29W1LSePrFkZzHFZqH\njX6+GfJQrgdYse+TXineezOnme3+yzfNfO7hYvKYjVFplkMp8u31uhEKruQ8zu9fUlros5mZWaj4\n82o9eS11mtpjO1wu+Boyl4dC36tSldtqKqtamf7+fJ4lmY6ppueL2dOs5ufqZmbWQPIPAmgB8KAQ\n4gkhxONCiO5KZWbk1ELW7fUeR0T5K8V9xXuTiEohn2cJnzdE6Zmyp0NKeR+A+yqdjwRfm9o93tOW\nvrs83+Oi0Sh+LqcwPLkAX7sbFw+0phwTi8VwbPgsRk4twNfWgIHeJljACbxo49OXff19lOm+yibd\nvfnK0CzvLyJal3TPknyeWa8MzWLypTF0NLv4vKFNy5SVDrMZ6G3CR2++ECOnFtDT1oCdvelXy62p\nAQ5e2IWl0AqcdhusGfqRfi6ncN9Dr2he2YX3ehuVY44Nny14qBZRNdOX/Y/ceH5e91U2+ntzMbiM\nz33rV8n9vL+IKB/pvudzPbP4vCGKY6UjA23LRV97A/yBMOYWw2gMLCOGWLKVIhKJ4pljpzA6dQI9\nbfVw1VmxFFqBBcDo6UX096Q+WIYnF7JuA+m7Z/mQomqUuJcSrXz9vkYcH55LtgrqtyfOLCrnj55e\n207cV6K7SUkzV8vhSJo0lP28v4goD2f8QfS2uTE+vYjO1nqc9QdxdkGNWUr3zNIaX33GsaeVNhtW\nOjLQtlwcvLALT700ptm7C5cOtAEAnjl2Cl98+Hja4+66YVfatH3tbt126nCRfIdqEZmdvhXwrht2\nKT196ba1mhsd+N4za3Py3H7dwLp7Ahtctcq9eft1A8p+3l9ElI+VZeD+77+a3L7t2oGU7+vWptRn\nllaDq5YjGWhTYqVDQ9u7sRRea7lYCq39u95hw9mFML7xxK/ha3djbGox7XFAvDXjG0/8Gts6Pah3\n2JKtGoOiFaF3D2BsagHd3gbsG/Cm5KXf14i7bti1GvfRgIHexpRjiKqBvtdu4kwgOfTAZbdh4kxA\n2T/nDyvDGU9OzuH9b92B6bkgWhodmF8MIbCk3mv6nopkD+TpRXS3NSCsuzcDSys5h0yuN66KcVhE\nG48+BnN6fkl5fk3PL+HgBW2a72s3FgJh5ZhwOIKP3nwhJmcCaG92cSQDbVqsdGhoW0+vvLAr+brL\nvvY2XTTQhm/++PXk9m3vHkh7HAA46mz492dOpPSA3H7dAL78yPHkdl1tTUpMx/HhOaX11+NiSwhV\nJ30rYLNHbQW87drUXoddvVuS5X3qbBBffvS4cry9Tl3srNFdp2xreyDTXaPRXadcI5319qYwDoto\n49HHYN527QAefuaksq3/vr7t2gHlO/+2dw9gV+8WXDXow9SUP6Upgj2ttFlsukpHutbIhFOzgWSL\n6tYtTvz2df1YXIpgW2cDejs8GJtagLfJibfv68HcYhguuw1LwTBufVd/cnznNRf7MOMPwWm3YXIm\n3gui7wHRju+sd9gwtxDG1x97VRmbzpYQqlb6e+zc7kbcpunZm55bUo6fnl9SWgn7fY3KzFJndMdP\nTC/C2+hQAjWDoRX87PipZBraHsjEOUpgZ2A559+hvwdzjcPmPUu08UxOB1J7NnTbyysR5bWUZ5Yu\nTi3fyWmINppNV+lI1xq51esBANisNfj3J2Ry3+3XDeBd+3vws+OnlJ6Jgxd24fljpwDEWzS0rbDa\nfQdXe0v0PSDdW+uT/75ooA0PanpOEq2jjOmgaqW/x257t9qzp+91aGl0pszmpm811OpoqUeN1aK2\nJF47oJ7zbt05rfVKHj5684U5/w79PZhrHDbv2Y0hEongqaeeyHrMwYNvLVNuqNK2eBz47k/Vnll9\nTwcsSHkeaXV565VtCyw5e1qJNqJNV+nQ92bMzC8lexkmp9Wx5eNnFvH9X4zg7EJIeV3bczExrbZg\n1DtsuHqwB94tTpw5u4R9O9tQa6vBre8SCIWj6GlrgPDFh1KNnl6Ey2HTjW9fxK7eLWwJIUOUI+4g\nNYZDvUcmZxZx+3UD8XiLrfVY1MVn6Gdzm5xZVGI6FpZCsNVY8FvvFDg1E0BbiwvT82rL4ll/ULnG\ngd1t8DY6kvfTgK43Jd37oL8Hc/Vk8J7dGE6efAOf+vFn4GquT7s/MLMIn6+3zLmiSjk9o/4u0H/n\nT84spjxBp84Gkr27Xd4GHNjdZnAuiarDpqt06HsztPEWt79np3Ks21WHBx9/He9/6w7ldaem56Kj\nVf1icjlq8ejPTuDKC7vwpKblQ9sq+srQbHK8+fvfuiPtjFdsCSEjlCPuQN/ir79H2lvqcXB3R3L7\nqV9N6va7lO3O1nolPuOuG3YhtBzN2nvS1uxKzjCXoL2fXhmazfk+6O/BXOOwec9uHN7+Drg701ca\n/eNny5wbqqSeNnW2yZTnWXN9ysPB2+RSnk/eRgefC0TYhJUO/Uw52l6LcGglObZ8a7MTjz4b71J9\n8sUR3HptP07PLKG3vQHWGgucdTb42huwGFhWxopHolFcc3EvtnW6Mdi/NW2rp7bFdOy02no65w+n\nzTdnxqFSKEfcgb7Ff+KMGk+xshxRjp8+u6Ts9wdCyvn9vY2otdUkZ3K7eMCLbz7xppLG6dmAMtvb\nxWlmhNP/3em2s637wZ4Mos3n4oFWAGvPllMzAaXn9exCENGoumDgmbNqzyvju4jiTFvpEEKcD+Db\nAP5BSvmPpUpXv0aGvtdiV+8WXDrQhmNDszgzFx9WdWYuhK1NTrx1T2fy2H1iKwDgZ8dP46mXXku+\nftcNu5QW1nQPGm1LsH4WnkzjwDkzDpVCOeIO0vUQfPWHa/eIPp6ipcmpjJm+/bqBlB6DSwfalPtK\nfx/3tDWkHJON/n1odNetu+eDiDa+GtQoz5afHJ1I6WW111nxvYcyr8vB+C6iOFNWOoQQLgCfBfCj\nUqSn7SXY3tWQbBHtbW9AU0MderY2oL3ZpbRc5tuquaiZjzvfWXG0afd1NGCwf2ty/u5M1+HMOFQK\nlWitT6w5M3J6AT1bU9ecCYdWlHsoHI5kSGlNovUxkWaung29dL0xWry/iAhIHWUQDIbX4smaXQiG\nwji4pwfa3pD9A160eBzsFSXSMWWlA0AQwLUA/qwUiaXrJfjgW7cnt6/YG587OxaL4ZXhteDSnb1N\nOX94dLbWZ23FTSddi2li/u5MODMOlUIlWutzrTlTyD2UaH1878Edae/dXMMP1xuvQUSbk/73wx3v\n2YkvfO9Ycvt3btiV0hsCgL2iRGmYstIhpYwCCAkhSpJevr0EhQxhSrSY5uqpKBbHk1O1KsesT8UO\nPyzXfUxE1UX//IrFokrPbFNDXYYziUjPlJWOQni97oz7zvWpPz52+LakHO/1ujGpmUUKACZnArhq\n0Jfz2ol1PoqV7W/I5zq5zi/2+kafb5Y8GM2IPJo5zXzuv2LuoWLu3VLlIZdqKJfplCrfdocNSD9H\nRpLb7URzc349TM3NDYY9K2Znc+ch33wWeuybOY5bz7HFvFfVVG6Negbqn18z/mVlxsmerQ24Ym/+\nzxozP6urLc1qKp8Ut2EqHdmGJp3TXq+0pG5vr1eO93rdmJryo6NZnaqzvdmVNV2tRBqF2uznmyEP\n5XqAFfs+6ZXivTcyzcT9l+hF0N9/xSjFvZsuvVIyKs1yKEW+vV43QsGVnMf5/UuYmVnIeRwAzMws\nGPasyCcP+ebTDMcW+l6VqtxWU1nVSvz9+t8P+qGY5fydwDSNSy+RJhmrGiodRc8Lm+84dg5hIiq9\nxP2XK26pGLx3iTKLRCI4efKNnMf19Z0Dq9Wa87jNRP/7IYYYnzVEBTJlpUMIsRfA3wPoBbAshHg/\ngPdJKQ1dlYlTYhJVJ967RJmdPPkGnr37D9HhcmU8ZiIQAD79WWzffm4Zc1Z9+KwhKpwpKx1SyhcB\nvLXS+SAiItoIOlwu+Bo4fISIKqem0hkgIiIiIqKNjZUOIiIiIiIyFCsdRERERERkKFPGdBAREZVK\nJBLBU089kdxubHRhbi6gHHPw4Fs5cxMRkYFY6SAiog3t5Mk38Kkffwau5vq0+wMzi/D5ejlzExGR\ngVjpICKiDc/b3wF3Z/o1Ffzjhs7GTkREYEwHEREREREZjJUOIiIiIiIyFCsdRERERERkKFY6iIiI\niIjIUKYNJBdC/AOASwBEAfx3KeULFc4SEREREREVwJQ9HUKIgwB2SCkPADgM4LMVzhIRERERERXI\nlJUOAFcD+DYASClfBdAkhGiobJaIiIiIiKgQZh1e1Q5AO5zqzOprJyqTHSIiKofA3Om89z/wwJdz\npnfLLbcBABan/BmP0e/L99hsxxVz7EQgkOXI+P5teRyb73H6Y4mIjGCJxWKVzkMKIcQ/AfielPK7\nq9tPA/htKSUrHUREREREVcasw6vGEe/ZSOgEMFGhvBARERERURHMWul4DMBvAoAQYi+AMSnlYmWz\nREREREREhTDl8CoAEEL8NYArAUQA/IGU8uUKZ4mIiIiIiApg2koHERERERFtDGYdXkVERERERBsE\nKx1ERERERGQoVjqIiIiIiMhQrHQQEREREZGhWOkgIiIiIiJDsdJBRERERESGYqWDiIiIiIgMxUoH\nEREREREZipUOIiIiIiIyFCsdRERERERkKFY6iIiIiIjIULZyX1AI4QTwRQBtAOwAPimlfFiz/+0A\n/grACoBHpZSfLHceiYiIiIiodCrR03E9gOellFcB+CCAf9Dt/wyAGwFcDuCdQoj+8maPiIiIiIhK\nqew9HVLKBzWbPgAjiQ0hxDYA01LK8dXtRwBcDeDVsmaSiIiIiIhKpuyVjgQhxDMAugC8R/NyO4Ap\nzfZpAOeUM19ERERERFRaFat0SCkvE0LsAfAAgD0ZDrPkk1YsFotZLHkdSpSN4YWIZZVKhGWVqgXL\nKlULFiKDVSKQfC+A01LKUSnlL4UQNiFEq5TyDIBxAB2aw7tWX8vKYrFgaspfcJ68XndR55cijc1+\nvhny4PW6Cz43X8WW1XRK8d4zTWPSMzJNo5WqrJby7y9VWhs1nVKmVcp0jMbn6uZLs1qfq5tdJQLJ\nDwL4KAAIIdoA1K9WOCClHALgFkL4hBA2xIdePVaBPBIRERERUYlUYnjV5wB8XgjxFAAHgD8QQhwC\ncFZK+RCA3wPwdQAxAF+TUp6oQB6JiIiIiKhEKjF7VRDALVn2/xTAgfLliIiIiIiIjMQVyYmIiIiI\nyFCsdBARERERkaFY6SAiIiIiIkOx0kFERERERIZipYOIiIiIiAzFSgcRERERERmKlQ4iIiIiIjIU\nKx1ERERERGSoSqxITkRERFRVPvjh27CwGMi4/0Mf+E3cevOHypgjourCSgcRERFRDu6efahv3JVx\nf2hluoy5Iao+HF5FRERERESGYqWDiIiIiIgMVbHhVUKITwG4HIAVwN9IKb+l2fcmgGEAUQAxALdI\nKScqklEiIiIiIipKRSodQoirAOyUUh4QQjQDeAnAtzSHxAC8S0q5VIn8ERERERFR6VRqeNWTAG5a\n/fdZAC4hhEWz37L6HxERERERVbmK9HRIKWMAEr0YhwE8svqa1ueEENsAPC2l/J9lzeBGFIsifPxX\nCI2MwNHTg9qB8wFLjjpnIeeU8nzanKIRBH/xDILDI3D6fLDvPwDUWLOfw7JGm0Wmsr76+vDUJGrs\nDoTn/LwXiMhUKjplrhDiBgC/DeCdul0fA/B9ADMAHhJCvE9K+R/lzt9GEj7+K5z8h39Ibvfdcw/q\ndl5Q8nNKeT5tTsFfPIPhf/lCctuHGByXHMx6DssabRaZynri9dYrLseZp3+asp+IqNIqGUh+DYA/\nB3CNlNKv3Sel/IrmuEcA7AaQtdLh9bqLyk+x55shD9nOH54cU7Yjk2PwXnlZ1vPzOaeU56dLY71K\n8TkazYg8bqQ0T4yMKtuhkVH0XJ/5PK/XXVBZKyaPZkizHEqV71L+/WbLU7nTyVTWE69HgsG0+43M\nkxmU4761WWsQznJ8fX1dznxUy/OlGtKspvJJcZUKJPcA+BSAq6WUc2n2PQjgeinlMoArAXwzV5pT\nU/5ch2Tk9bqLOr8UaRh9vq29S9m2tncpx6c7P9c5ua6/nvPz+RtyKcX55VBsWdMrRfk1U5qOnh5l\n297TnbPcrbesFZtHM6RZDqXIdyn//lKlVc3pZCrridetTkfa/UbmKVc65VCO+3YlEs16zuJi2NDv\nOKZpXHqJNMlYlerp+CCAFgAPrgaQxwA8DuBlKeVDQoiHATwnhAgAeElK+e8Vyqd5FDlmvbZ/F3yH\n70iOk6/rz7yqavpzevI6Rzl/4Hz03XMPQiMjsPf0oG7g/HWdT1XAgFgh+/4D8CGG4PAIHL4eOPYd\nQPjY0azXYFmjahaLRHKW8USsU2hiEr5Dt2I5EFTKeuIeiJw5Bd9552F5zs97gYhMpVKB5PcBuC/L\n/nsB3Fu+HJlf0fEVr76ijJPv8zTmjulIOadpfWODLTWo23kBxxNvYIbECtVY4bjkIByXrB5/7Gju\na7CsURWbef6FnGU8Jdbp8B3qMav3QKIFWO3vICKqPE5pUSVCIyNZt404v9hr0sZXjnLFckgb3eLQ\nkLKdrowHh0eybhMRmR0rHVUidZx7T4YjS3d+sdekja8c5YrlkDa6+t4+ZTtdGXf6fMq2w8f7gIiq\nS0WnzKX8FTRmXTd2vu9P/hihk0Owd3cD1hr4f/Dw2vjhdNfUxnT0+oAaS/KcyKIfwTdPrq2jYIRC\n1mug0soRf5FXuVz9HE+MjMLR0wP74CVqfNG5/Qg+/WMsjY7B1dMF+6VXAta1R1Mh8UhE1WTLRRfC\nd/gOhCYmYW9tQWh4GLH5OawEQ7A56pJrbvh+9y4E3zwJR0c7IqFlLB87itr+XQi/+kryHo0e2J87\nPiQd3b0eu+JS4/9wItpUWOmoFgWMWU83dt59zXXxMfJ/+3fK69iaOqWiPqZDO/+79t8+xIDrr1v3\nn5RLIes1UGnljL/Io1ymfI7LYQx/6f617VAQw/c/sLYdAxxXXL2WhwLikYiqyex/vojhf/kCWq+4\nHMMPP5J8vevG38DQV76d3O675x64zt+t3JO+w3co9wcWDuPkP/+Lck4+94v+Xrfb/xTYvrPQP4mI\nKAWHV21gmcbC5ztGXv+6dv537b+NGlvMMcyVV4p4Cv3ntjSqrjOwND6edT9jOmijS8R06NfYCM/M\nKNuhkZGU8q+/vwJDwynn5EN/nD7OhIioWOzp2MAyjYXPd4y8/jirw5H230aNLeYY5sorRTyF/nN0\ndqvrDDi7urLuZ0wHbXSJmA79Ght1LS3Ktr2nBxbdufr7y9Wrbud7v+jvs/reXmRflYKIaH1Y6djA\nMo23zzc+RDmuuxuwWVHb3gF7dzeigQVsdTrj6yjsL2y121xS1msw6DqUWSnWv0h8jqGRUdh7uuHY\ndwB9Ld61NM8bgM9iwdLoGJzdXXAcuLLkeSAys+b9g+i75x6EJybgO3wHluf8qG10IxJaTm5ry75y\nP/TvQp+nMbndftnFiDV41n2/6O+z5v37cGZ60cg/m4g2GVY6NrI8xttbAIRfO4bhJ0Zga+9Sgw7T\nnF8n1r7AHPsMrgRYLKjxNMHa6IfV0wRY9G18ZLhcZSifxQFXP8e6lsX451iTmqbjiqszrytQijU4\nilxck8hIFt09ob8XHEBKGXa/410Iv/oK/D/8fnz7ndcClhrU2Gz53y+6NOsGzk+eZ6nh/UFEpcVK\nxyakDxjUBoWvd9FBIxW7ICIZL5/PyAyfoxnyQFQMfRnWB5AXUqZ5XxBRObEpYxPKFiBupiBdBhCb\nXz6fkRk+RzPkgagYuQLICynTvC+IqJxY6diEsgWImylIlwHE5pfPZ2SGz9EMeSAqhr4MO33Fl2ne\nF0RUThxetQmpi631wNLSCmdPF6ztXWrQoX6xKGsNQieH4Oj1IRaJIjQ6mrq4YLFj57Xn9/Wi7+67\nERodZQCxSenLUrqF+2rPG4Dv1luwND4OV1cX6s7tz754mQHxFwxGp6qkuRfqmhrhu/1WBMfG4ejs\nxEpoGb2H78TyYgC2eifCExOwAPkt6reabnhiAr2H70BYF6hORGQEVjo2oZTF1u65B74PfgBTU371\nuAyxH9oYkMT5icUFix0jnGlBQzKn1IX7mlI+7+DPntIt/hdTtvVlxJBx5qUIRicqs2zxd61XXI6x\np3+aEtuRz6J+jOUgokqoWKVDCPEpAJcDsAL4GynltzT73g7grwCsAHhUSvnJyuRyYyp2cUD9Alba\n49KlvZ4vs2LPp/LK5/PKtRig/hyWAaK4fBZo1cd2LA4NwZmj0sF7bPOKRCI4efKNrMc0N+8pU25o\ns6lIpUMIcRWAnVLKA0KIZgAvAfiW5pDPAHgHgAkATwoh/k1K+Wr5c7oxFbs4oH4BK+35xY4R5hjj\n6pLP5+Xqyb4YoP4clgGiuHwWaNXHduSzqB/vsc3r5Mk38Ozdf4gOlyvt/olAAM1f+gK2bOkoc85o\nM6hUT8eTAH6++u+zAFxCCIuUMiaE2AZgWko5DgBCiEcAXA1g41c6MsVQlHhdAWV8u68H0fk5nPjH\nf4Kjpwf2/QeAGmvqcdrFAft60XDRvrSxFsWOnVfO7/UBkSj8P3g49T1IN+6firf6vg5PjqWu25JG\nrdgJ36Fbkwv71YnUFlb7JQfhi0SxND4OZ1cXHJceRF/rVmVxMyXGo39X6eMvuE4HmU0sivCxlxE8\n8RqCjY2w1DdgZTEAm6MO4Tl/yr1Q2+RBLBRCe1Mj6trasLK4FB8W1b8LfZ6m7Iv66cv/arrhiQnY\n6p0IjYzAAvC+2CQ6XC74GtyVzgZtQhWpdEgpYwCWVjcPA3hk9TUAaAcwpTn8NIBzypi9iinb+hma\n8e3B555SxgP7EIPjkoMpxyVoFwes25WmC7bYsfOa88PHjuLkpz+d3KV9D9KNSU7ElVDh1jvWO/j8\nsxj+0v3JbV9t7Vr5SaT52nE1hqN1q1JGwseOpr1mKYd7cAw7mU34+K+U51vrFZfD3tqKoa98O/la\nunvBmSYt7THpFvXLVv55XxBRuVQ0kFwIcQOA3wbwziyH5bUMtddbXK292PNLkUZkUh37rozfnRyD\n98rsP6oLuf6JkVFlOzQyip7rC/s7Sv0eDuvfD817kG5fqfJgNCPyWKo0s73n6eRTfnKlud5r6uXz\nt6/nGmb+fMqtVPku5d9vtjwVmk5KmQwGEZ6ZUV9b572QKU+Zyn+u+6Kaym057lubtQbhLMfX19fl\nzEelny+zsw14s8Rp5qvUaVZT+aS4SgaSXwPgzwFcI6XUTps0DkA7mLBr9bWs9DMvrYfX6y7q/FKk\n4fW6YWtXx7or43fbu7KmX+j1U8f2dheUjhHvYcr7oXkP0u0Dii8H5VDs+6RXivc+Idt7nk4+5SdX\nmuu9pla+f3u+1yjle2l0muVQinyX8u8vVVpmSCfd876upUV9bR33QrY8ZSr/2e6LUr5H5VCO+3Yl\nkj1aZnExbMj3dDbrTXNmZiGv4yqdz3Knl0iTjFWpQHIPgE8BuFpKOafdJ6UcEkK4hRA+xCsb7wHw\nWxXIZtlljKHo6UGd2Ingc0+trofgU2Iv8pIpXqSvF7677kRoeAT2nm449pdhiFKe4+uzxYdw3QVj\nJNbdCI3E12BJWXcjsoLgs09iaXQMrp4u2PdfDt+hcDymo6cLjn0HUtNc/awik2Opa8GgPJ8lywuZ\nTe3A+ej76D1YGR3B8tw87Fu9CJ2dg++2W7AcCKG2yZNce2M9sRaxSCRlHZxM5Z/3BRGVU6V6Oj4I\noAXAg0IIC4AYgMcBvCylfAjA7wH4+urrX5NSnqhQPssrSwxF1tiLPOSKF9nx++8ueatBvnnJOI44\nW3wI110wROq6G43Kexx89kk1hiMSVeM1mr2pn8nqZ+W98rL0ZawcnyXLC5mNpQaIAaPf+GbypdYr\nLsfwd74L36FbU9ZSyrfszjz/QsYYqUz3Ju8LIiqHSgWS3wfgviz7fwogtcl0E9PPxR4cHoHjkvzP\nzzbfe6Z1OozCOeLNK9dns941N4gos0zPZf19tp77anFoqOBziYiMxLnxqoTT51O2Hb7i1r/QxouU\ne452zhFvXrk+m9Q1NzqzHk9EmWV6Lju7s69lk019b1/B5xIRGamis1dR/uz7D8CHWLyHw9ez7tiL\nrPEiZR7Hy3HE5pUr/sJ+6ZXwxZBclyO+5kYbP0uiAiTvt4kxWOrqEDozDd/hO+DYdwB9Ld6C7qvm\n/YN8vlJGkUgUE4FAxv0TgQAikUgZc0SbSV6VDiHE2wD8EYAmaKawlVLmH1RAxamxwnHJQTguAWKx\nCKaPPofg8DCcvT402D0YfnwUtvYudUHB/l0Iv/pKMqAwuuhHZO4UKTCiAAAgAElEQVQsYluaYKlv\nABD/MMOvHcPwEyOpi8EVu6BalsUO6wbOZ5e/yaWdq7qmBjUtXtgCQVhbvIBmTYDk8dEIgr94Zm3S\ng737EfzZU3htfByuri7YLz2I8OuvJsuFrX8nZl7+OYLDw3D0+tC8+xJYLOuYJIGoisSiK1h87imE\nR8fham9HaGYWrp5uxBwu1ASCsHqagBpdrEU0guDPn0JwaAiOtjZYu7pRu10oz/fE835kdWFP9zuv\nBQAuikk6MXz1AhtczbVp9wZmbLi2zDmizSPfno5/BPB/AIzmOpCMN3P0OUzfGw+JWQQATVC4NkDc\nd/gOJRgxsU97jP6cXAvwraeiULbFDqlkcn3m+v36MtZ3zz2Izp9VJz348BKGv/LVte1oVNnuvOM2\nTH/hywBWy/MRoGUPF3qkjWnxuacwvlregfhz0T83pzyT9fdd8BfPKPdU142/gcj0GfU+S3MvAlz8\nj1RWqxXe/g64O5vS7vePn4XVykYfMka+lY4hKeUDuQ+jcggODyvbyiKCmn/rg88T+7TH6Le1QYfF\nBnznCl7nl5/55PrM9fv1ZSw0MoLI3FnltaWJiazbId0Cg8HhYYCVDtqg9OVd/zyOH6Ped/r7LDwz\nA8viovJaunsxV7pEROWUtdIhhDhn9Z9PCSF+B8BPAKwk9ksp3zAua5SJo9cH7deNsoig5t9OX/og\nRavTkfZ1QA06LDbg20zB65SfXJ+5fr9+ggN7Tw9ijR71mC5d8Hlnh7Jt7+lWr6FLk2gjsfvU8m51\nOFLGMurvO/19VtfcDJtuIcF096J+iCSfu0RUSbl6On6M+FoZiWfXn2v2xQCck3LGRldsnEMJNO++\nBDgSbxF2+nxocHjg7OmCta1TDRDv34U+T1MyeDwaWMBWpxOObX3ou2gfQqOjyaByZ09XSuCwbWAX\nWo7cFR9r7/OhdmBX5kylYabgdcqPujhgd8rigCmTAPTvQp+nUQ1ajcWUSQ/se/fDF4thaXwczs5O\n2A8cRJ+3PXlObf9OtNTbk+Ws+YJ1zAVNZFYZvivqLz6IzhjiMR1tbQjOzqCmYyu8e3bCNjmb9vmY\nnEhkaAiOtq2o6epB3Xah3nur96J+EggGlRORWWStdEgptwGAEGJASnlcu08IcamRGTOrYuMcSsFi\nscbHvGuGoHgvP5BceC2xoCCAlIWfHPvWzqnbtUdz/qUpC7dJ/wncO/0QUA9g+iUc8bei3yPWkdHM\nix2SOaUuDtiklu90n6l+cTELkpMeAMCr8xL3Rn4ItAGIvIIjS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rGBhh58kfu2PzhuwVhj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\nRD/miBoGAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f03028245c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(iris, hue=\"Species\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"AirPassengers =pd.read_csv(\"https://vincentarelbundock.github.io/Rdatasets/csv/datasets/AirPassengers.csv \")\n",
"AirPassengers=AirPassengers.drop('Unnamed: 0', 1)\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0302d007f0>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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UxTjbqudLKadLKfcFeM4dUsr5UsqFwN9wJj6sB251nXILsA4oAeYIIRKFEPE4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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0302422668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"sns.pointplot(x=\"time\", y=\"AirPassengers\", data=AirPassengers)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0300423208>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"text/plain": [
"<matplotlib.figure.Figure at 0x7f030042f160>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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V7vR5v2jWPCvzRERERKQk9YIwnxTnDfPCsY5yrsx/sacYFpsj4DU1DVbsPFzq8z72zBMR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/1xNqLDA8HjMVD2atHRrcYrG46j6mJnz09/OIMVs9OQFBuMxBj3Shg6wufzEBUqRouLYJphgJhw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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0300423860>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.set_style(\"whitegrid\")\n",
"sns.despine()\n",
"plt.figure(figsize=(12, 9))\n",
"sns.pointplot(x=\"time\", y=\"AirPassengers\", data=AirPassengers)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"diamonds =pd.read_csv(\"https://vincentarelbundock.github.io/Rdatasets/csv/ggplot2/diamonds.csv \")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f0300092c18>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GDBnS618AANB3pkrgxIkTnquKSdKBAwfU3Nzc4/Pq6uoUHR3tmY6KilJdXZ0k6fDhw4qI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\nUQIAYGP/B9kXA+tbuxixAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0302124908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=\"color\", y=\"carat\",data=diamonds)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f030003ce80>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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IzySVRG5uLjZt2oS33noLAGAwGHj/aSKifkBSSWi1Wrz00ktyZyEiogDTaUk89dRT+N3v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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f0300144a20>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=\"color\", y=\"price\",data=diamonds)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f02f3f897b8>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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FRqNBbm6unHGJiKgDWUti3LhxeOutt64Zv23btmvGGY1GGI3GduMUCgVycnJk\ny0dERJ3jGddERCSKJUFERKJYEkREJIolQUREolgSREQkiiVBRESiWBJERCSKJUFERKJYEkREJIol\nQUREolgSREQkiiVBRESiWBJERCSKJUFERKJYEkREJIolQUREolgSREQkiiVBRESiWBJERCSKJUFE\nRKJYEkREJIolQUREolgSREQkiiVBRESiWBJERCSKJUFERKJYEkREJIolQUREolT+DtCVnJwcHD16\nFIIgYOXKlRg/fry/IxER9RsBXRKHDh1CdXU1du/eDYvFguzsbOzevdvfsYiI+o2A3tx04MABJCUl\nAQBGjx6Nixcv4tKlS35ORUTUfwR0Sdjtdmi1Ws/w4MGDYbfb/ZiIiKh/CejNTR253e5uT1NdZ5Mh\nifeq62zQdv1nOGtvkj1LT0jN9V1t4OXvTqYm63kZk/RMdzI11p6TMUnPdCeTzVotY5Keac3U9af3\n2/On5A/TA9+eP4WhuEXy3wvunnzz+kh+fj50Oh3mzZsHAEhKSkJJSQluuukm0WnMZrOv4hER9Smx\nsbHXjAvoNYn4+Hjk5+dj3rx5OHbsGPR6facFAVz/SRIRUc8EdEkYDAaMGzcODz30EJRKJVavXu3v\nSERE/UpAb24iIiL/Cuijm4iIyL9YEkREJIolQUREogJ6x3WgOHPmDGbNmoWoqCgAredrCIKA/Px8\n3HzzzX5OJ92ZM2ewdOlSFBcX+ztKjyxcuBAnTpzAyy+/jMmTJ/s7jiTXe83z8/MxePBgPPzww35M\nJl3b9//V9/7dd9+N5557zt/RuvTtt98iJycH58+3nlsSERGB1atXY/DgwX5OJk3H116lUmHRokWY\nOHGizzKwJCS64447UFhY6O8YXhMEwd8ReuyPf/xjr/hi6qg3v+ZX9cb3v8vlQkZGBl588UUYDAYA\nre+hl19+GRs3bvRzOunavvanTp3C4sWLkZeXhzFjxvhk+dzcRCQzHkDoH+Xl5RgzZoynIIDWtdEN\nGzb4MZV3Ro4ciccffxw7duzw2TK5JiERP+jUU//+97+xYMECAK3vo5qaGqSnp/s5Vff0xvf/yZMn\nr/tru7ev2Y0bN86nV8NmSUh09YN+9cNyxx13YM2aNX5ORb1Bx001+fn5fkzTM23f/4IgID4+Hr/6\n1a/8HatTCoUCLS0tnuEnnngC9fX1sFqt2Lt3LzQajR/T9dylS5egUPhuIxBLQqLeuE22r6ivr0dw\ncDBUKhUw7WnfAAAC+ElEQVRcLheUSqW/I/U7vfH9f+edd+Ktt97yDBcUFAAApkyZApfL5a9YXquq\nqsI999zjs+Vxn4REvXF1+3p64/NYs2YN/v73v8PtduPkyZO4/fbb/R2pW3rja95Rb3wOEydOxLlz\n5/Dhhx96xh07dgyNjY296odG29f+22+/xZtvvolHHnnEZ8vnmoRE33zzTbvtyoIgYPny5b3udqq9\ncXtsRkYGnn32WRQWFuK+++7DLbdIv8xxIOiNr3lHvfU5bN26FWvXrsUrr7wCtVqN4OBg/OEPf0BQ\nUJC/o0l29bvH4XDA5XLhhRdewLBhw3y2fF67iYiIRHFzExERiWJJEBGRKJYEERGJYkkQEZEolgQR\nEYliSRARkSiWBJGPPPfccygqKvJ3DKJuYUkQEZEonnFN5KWCggKYTCYolUrMnj0b8fHxeOGFF+By\nueByuZCZmYmYmJh20xQVFeGdd95BcHAwhgwZgt/85jcICQlBbGws5s6di5aWFmRnZ/vpGRH9F0uC\nyAuHDx/Gxx9/jKKiIrS0tODJJ5+EyWRCamoqpk+fji+//BJPPPEE9u3b55nm7NmzyM/Px1//+lcE\nBwdj3bp1ePPNN7FkyRI0NjZi8uTJPr3zGFFnuLmJyAufffYZYmNjAQBKpRKvvvoqPvvsM8THxwMA\nxowZg0uXLuHChQueaY4dO4aoqCgEBwcDAOLi4vD5558DaL0uWMe1DiJ/YkkQeUEQhGsuO93xWv9X\nLwjZdpq2l0zr+LharZYpLVH3sSSIvGAwGPDJJ5+gpaUFzc3NSEtLw9ixY/Hxxx8DAI4fP45BgwZh\n4MCBnmmioqJw/PhxNDY2AgAqKira3WKTKJBwnwSRF37wgx/AaDQiNTUVADBr1ixMnjwZq1evxu7d\nu9HS0nLNPZX1ej2eeuopPPLII9BoNNDr9cjMzATQey/JTX0XLxVORESiuLmJiIhEsSSIiEgUS4KI\niESxJIiISBRLgoiIRLEkiIhIFEuCiIhEsSSIiEjU/wc61GPKelMTTQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f030000beb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(x=\"color\", y=\"price\",data=diamonds)"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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gsmUAXU1IP+d89uzZmjdvnp5//nn17dtXU6ZMkc1m05w5c1RYWCir1apZs2bJ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\nSUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02f3f17518>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(x=\"cut\", y=\"price\",col=\"color\", data=diamonds, kind=\"bar\", size=4, aspect=.5);"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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WPpV6prKysuD1euH1ekXyLp/Pjh07dMtGSDSCqDR8QGJOiFRroyqr3UYriRSN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\nf9g9jmh/mBmzAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f03001d7ba8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(x=\"color\", y=\"price\",col=\"cut\", data=diamonds, kind=\"box\", size=4, aspect=.5);"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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MssqDKrIrPVSc71V0a/d6vRgyZAiGDBliimuK2VryI+X1ejF69GiMHj1ayufK5NwmVMx6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\nAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02f37046a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(x=\"cut\", y=\"price\",col=\"color\", data=diamonds, kind=\"box\", size=4, aspect=.5);"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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g/Hw0G5nZzU/HfuyeAVa/MWQLLl4rNanehWslDM6JiMhmcFo7UTudvFCAvGJt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\niIiIiMjE/h/yrjxhWbKnPQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02f3c762b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.factorplot(x=\"cut\", y=\"price\",col=\"color\", data=diamonds, kind=\"point\", size=4, aspect=.5);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x7f02f3d37908>"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KS0vD7kuZ4feHVxpOqanCuWeXYkbtEOCrTdeZpC9U49yzS6EvVA/4OXqnNuOv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\nFzjWzoouTXaVAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f02f3d37a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(x=\"carat\", y=\"price\",data=diamonds)\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {
"attach-environment": true,
"environment": "Root",
"summary": "Data Visualization Through Jupyter for Data Scientists",
"url": "https://anaconda.org/decisionstats/data-viz-tutorial"
},
"kernelspec": {
"display_name": "Python [Root]",
"language": "python",
"name": "Python [Root]"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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