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@arosh
Created November 1, 2016 16:06
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/private/var/netboot/Users/Shared/sho-ii/homebrew/lib/python3.5/site-packages/Cython/Distutils/old_build_ext.py:30: UserWarning: Cython.Distutils.old_build_ext does not properly handle dependencies and is deprecated.\n",
" \"Cython.Distutils.old_build_ext does not properly handle dependencies \"\n"
]
}
],
"source": [
"import pandas\n",
"import pystan\n",
"import scipy\n",
"import seaborn\n",
"from IPython.display import display"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>N</th>\n",
" <th>y</th>\n",
" <th>x</th>\n",
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" <th>0</th>\n",
" <td>8</td>\n",
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" <td>9.76</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>8</td>\n",
" <td>6</td>\n",
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" <th>2</th>\n",
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" <td>5</td>\n",
" <td>10.83</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" <td>10.94</td>\n",
" <td>C</td>\n",
" </tr>\n",
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" <th>4</th>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>9.37</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>8.81</td>\n",
" <td>C</td>\n",
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" <tr>\n",
" <th>6</th>\n",
" <td>8</td>\n",
" <td>3</td>\n",
" <td>9.49</td>\n",
" <td>C</td>\n",
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" <th>8</th>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>7.97</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>11.55</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>9.46</td>\n",
" <td>C</td>\n",
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" <th>11</th>\n",
" <td>8</td>\n",
" <td>2</td>\n",
" <td>9.47</td>\n",
" <td>C</td>\n",
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" <td>8</td>\n",
" <td>0</td>\n",
" <td>8.71</td>\n",
" <td>C</td>\n",
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" <td>8</td>\n",
" <td>5</td>\n",
" <td>10.42</td>\n",
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" <td>8</td>\n",
" <td>3</td>\n",
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" <td>6</td>\n",
" <td>11.00</td>\n",
" <td>C</td>\n",
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" <tr>\n",
" <th>16</th>\n",
" <td>8</td>\n",
" <td>3</td>\n",
" <td>9.95</td>\n",
" <td>C</td>\n",
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" <th>17</th>\n",
" <td>8</td>\n",
" <td>4</td>\n",
" <td>9.52</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>8</td>\n",
" <td>5</td>\n",
" <td>10.26</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>11.33</td>\n",
" <td>C</td>\n",
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" <th>20</th>\n",
" <td>8</td>\n",
" <td>5</td>\n",
" <td>9.77</td>\n",
" <td>C</td>\n",
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" <th>21</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10.59</td>\n",
" <td>C</td>\n",
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" <td>8</td>\n",
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" <td>9.35</td>\n",
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" <td>8</td>\n",
" <td>4</td>\n",
" <td>10.00</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>9.53</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>12.06</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>8</td>\n",
" <td>4</td>\n",
" <td>9.68</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>8</td>\n",
" <td>7</td>\n",
" <td>11.32</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>8</td>\n",
" <td>5</td>\n",
" <td>10.48</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>8</td>\n",
" <td>5</td>\n",
" <td>10.37</td>\n",
" <td>C</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>8</td>\n",
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" <td>9.83</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>7.66</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>72</th>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" <td>9.33</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>8.20</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>74</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>9.54</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10.55</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>76</th>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" <td>9.88</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" <td>9.34</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>78</th>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" <td>10.38</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>79</th>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" <td>9.63</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>12.44</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>81</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10.17</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>82</th>\n",
" <td>8</td>\n",
" <td>7</td>\n",
" <td>9.29</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>83</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>11.17</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>84</th>\n",
" <td>8</td>\n",
" <td>6</td>\n",
" <td>9.13</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>85</th>\n",
" <td>8</td>\n",
" <td>2</td>\n",
" <td>8.79</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>86</th>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>8.19</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>8</td>\n",
" <td>7</td>\n",
" <td>10.25</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>88</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>11.30</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10.84</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10.97</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>8</td>\n",
" <td>3</td>\n",
" <td>8.60</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>8</td>\n",
" <td>7</td>\n",
" <td>9.91</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>11.38</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10.39</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>8</td>\n",
" <td>7</td>\n",
" <td>10.45</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>8.94</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>8</td>\n",
" <td>5</td>\n",
" <td>8.94</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10.14</td>\n",
" <td>T</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>8.50</td>\n",
" <td>T</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>100 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" N y x f\n",
"0 8 1 9.76 C\n",
"1 8 6 10.48 C\n",
"2 8 5 10.83 C\n",
"3 8 6 10.94 C\n",
"4 8 1 9.37 C\n",
"5 8 1 8.81 C\n",
"6 8 3 9.49 C\n",
"7 8 6 11.02 C\n",
"8 8 0 7.97 C\n",
"9 8 8 11.55 C\n",
"10 8 0 9.46 C\n",
"11 8 2 9.47 C\n",
"12 8 0 8.71 C\n",
"13 8 5 10.42 C\n",
"14 8 3 10.06 C\n",
"15 8 6 11.00 C\n",
"16 8 3 9.95 C\n",
"17 8 4 9.52 C\n",
"18 8 5 10.26 C\n",
"19 8 8 11.33 C\n",
"20 8 5 9.77 C\n",
"21 8 8 10.59 C\n",
"22 8 1 9.35 C\n",
"23 8 4 10.00 C\n",
"24 8 1 9.53 C\n",
"25 8 8 12.06 C\n",
"26 8 4 9.68 C\n",
"27 8 7 11.32 C\n",
"28 8 5 10.48 C\n",
"29 8 5 10.37 C\n",
".. .. .. ... ..\n",
"70 8 8 9.83 T\n",
"71 8 0 7.66 T\n",
"72 8 6 9.33 T\n",
"73 8 1 8.20 T\n",
"74 8 8 9.54 T\n",
"75 8 8 10.55 T\n",
"76 8 6 9.88 T\n",
"77 8 6 9.34 T\n",
"78 8 6 10.38 T\n",
"79 8 6 9.63 T\n",
"80 8 8 12.44 T\n",
"81 8 8 10.17 T\n",
"82 8 7 9.29 T\n",
"83 8 8 11.17 T\n",
"84 8 6 9.13 T\n",
"85 8 2 8.79 T\n",
"86 8 0 8.19 T\n",
"87 8 7 10.25 T\n",
"88 8 8 11.30 T\n",
"89 8 8 10.84 T\n",
"90 8 8 10.97 T\n",
"91 8 3 8.60 T\n",
"92 8 7 9.91 T\n",
"93 8 8 11.38 T\n",
"94 8 8 10.39 T\n",
"95 8 7 10.45 T\n",
"96 8 0 8.94 T\n",
"97 8 5 8.94 T\n",
"98 8 8 10.14 T\n",
"99 8 1 8.50 T\n",
"\n",
"[100 rows x 4 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pandas.read_csv('RStanBook/chap05/input/data4a.csv')\n",
"df"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x109371b38>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
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98z//sz777DMtWbJEw4YN04QJE7zGNTU1yWQyebWZTCY5HA41NTV5HnfU73a7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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109371ac8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"seaborn.pairplot(df, hue='f')"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"INFO:pystan:COMPILING THE C++ CODE FOR MODEL anon_model_0ecf820fdbbf9da29f0cfaf72a9ee51b NOW.\n"
]
}
],
"source": [
"model_code = '''\n",
"data {\n",
" int<lower=1> N;\n",
" int<lower=0> M;\n",
" real X[N];\n",
" int<lower=0> Y[N];\n",
" int<lower=0,upper=1> F[N];\n",
"}\n",
"\n",
"parameters {\n",
" real b;\n",
" real rX;\n",
" real rF;\n",
"}\n",
"\n",
"transformed parameters {\n",
" real q[N];\n",
" for (i in 1:N) {\n",
" q[i] = inv_logit(b + rX * X[i] + rF * F[i]);\n",
" }\n",
"}\n",
"\n",
"model {\n",
" for (i in 1:N) {\n",
" Y[i] ~ binomial(M,q[i]);\n",
" }\n",
"}\n",
"\n",
"generated quantities {\n",
" int y_pred[N];\n",
" for (i in 1:N) {\n",
" y_pred[i] = binomial_rng(M,q[i]);\n",
" }\n",
"}\n",
"'''\n",
"\n",
"stanmodel = pystan.StanModel(model_code=model_code)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"data = {}\n",
"data['N'] = len(df)\n",
"data['M'] = 8\n",
"# スケーリングしてやらないと「exp(x)の値が大きすぎてヤバい」というエラーが出る\n",
"data['X'] = df['x'] - 10\n",
"data['Y'] = df['y']\n",
"data['F'] = df['f'].map({'C': 0, 'T': 1})\n",
"fit = stanmodel.sampling(data=data, seed=0)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"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>mean</th>\n",
" <th>se_mean</th>\n",
" <th>sd</th>\n",
" <th>2.5%</th>\n",
" <th>25%</th>\n",
" <th>50%</th>\n",
" <th>75%</th>\n",
" <th>97.5%</th>\n",
" <th>n_eff</th>\n",
" <th>Rhat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>b</th>\n",
" <td>-0.010979</td>\n",
" <td>0.002936</td>\n",
" <td>0.130907</td>\n",
" <td>-0.265439</td>\n",
" <td>-0.098834</td>\n",
" <td>-0.010890</td>\n",
" <td>0.073848</td>\n",
" <td>0.243418</td>\n",
" <td>1988.0</td>\n",
" <td>1.001244</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rX</th>\n",
" <td>1.967097</td>\n",
" <td>0.003384</td>\n",
" <td>0.134029</td>\n",
" <td>1.711835</td>\n",
" <td>1.874000</td>\n",
" <td>1.964375</td>\n",
" <td>2.055661</td>\n",
" <td>2.242306</td>\n",
" <td>1569.0</td>\n",
" <td>1.000920</td>\n",
" </tr>\n",
" <tr>\n",
" <th>rF</th>\n",
" <td>2.035670</td>\n",
" <td>0.005402</td>\n",
" <td>0.222005</td>\n",
" <td>1.609062</td>\n",
" <td>1.881401</td>\n",
" <td>2.035490</td>\n",
" <td>2.181296</td>\n",
" <td>2.490334</td>\n",
" <td>1689.0</td>\n",
" <td>1.001251</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean se_mean sd 2.5% 25% 50% 75% \\\n",
"b -0.010979 0.002936 0.130907 -0.265439 -0.098834 -0.010890 0.073848 \n",
"rX 1.967097 0.003384 0.134029 1.711835 1.874000 1.964375 2.055661 \n",
"rF 2.035670 0.005402 0.222005 1.609062 1.881401 2.035490 2.181296 \n",
"\n",
" 97.5% n_eff Rhat \n",
"b 0.243418 1988.0 1.001244 \n",
"rX 2.242306 1569.0 1.000920 \n",
"rF 2.490334 1689.0 1.001251 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Rxbbnh015zsq7JkOgn4/DiQ9chXUDYtmyZXjwwQfx73//GyNGjLCb+7tnz554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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10c0dc908>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def stanfit_to_dataframe(fit):\n",
" summary = fit.summary()\n",
" columns = summary['summary_colnames']\n",
" index = summary['summary_rownames']\n",
" data = summary['summary']\n",
" return pandas.DataFrame(data, index, columns)\n",
"\n",
"pars = ['b', 'rX', 'rF']\n",
"display(stanfit_to_dataframe(fit).loc[pars])\n",
"fit.traceplot(pars=pars).tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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r2woCED8syu7qSC6Xo7vrYLPtoYP8ZsgacVZb1R5kMpnZY9dx241tMYEgIiKy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\nAgAAAIDDKCAAAAAAOOz/AWg/GH+D0ALtAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10e1be4a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def errorplot(data, x, y, error_low, error_high, hue=None):\n",
" import seaborn\n",
" import matplotlib.pyplot as plt\n",
" \n",
" def fn(d, label=None, color=None):\n",
" err = [d[y] - d[error_low], d[error_high] - d[y]]\n",
" jitter = 0.4\n",
" shift = scipy.stats.uniform.rvs(loc=-jitter/2, scale=jitter,size=len(d))\n",
" plt.errorbar(x=d[x] + shift, y=d[y], yerr=err, fmt='o', label=label, ecolor=color)\n",
" \n",
" if hue is not None:\n",
" for c, color in zip(data[hue].unique(), seaborn.color_palette()):\n",
" d = data[data[hue] == c]\n",
" fn(d, label='%s = %s' % (hue, c), color=color)\n",
" else:\n",
" fn(data)\n",
" \n",
" xlim = plt.xlim()\n",
" ylim = plt.ylim()\n",
" lim = [min(xlim[0],ylim[0]), max(xlim[1],ylim[1])]\n",
" plt.plot([lim[0],lim[1]], [lim[0],lim[1]], 'k--')\n",
" plt.xlim(lim)\n",
" plt.ylim(lim)\n",
" plt.xlabel('Observed')\n",
" plt.ylabel('Predicted')\n",
" plt.legend(loc='upper left')\n",
" \n",
"ms = fit.extract(pars='y_pred')\n",
"y_pred = pandas.DataFrame(ms['y_pred'])\n",
"result = pandas.DataFrame()\n",
"result['y'] = df['y']\n",
"result['f'] = df['f']\n",
"result['y_pred'] = y_pred.median()\n",
"result['y_pred10'] = scipy.percentile(y_pred,10,axis=0)\n",
"result['y_pred90'] = scipy.percentile(y_pred,90,axis=0)\n",
"errorplot(result, 'y', 'y_pred', 'y_pred10', 'y_pred90', hue='f')\n",
"seaborn.plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x10958e240>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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i0RgaF9uw51Bn2jnLvF5o1UIEQCoVo8ZuQVt7H2rsFvzbmx+z7yenru16/zy6\nHe60FqbfWL8Apy648JdPeznvMytZzGubVlfyUsKSbVoBmguZRsYLc7/fj61bt+KFF16A3W6H3W7H\npk2b8Morr/CE+a5du3D77bfjgQceAAA88MAD2L9/P/bs2UPCnCCISSNdl0+m0U6N3YI39p9BoVXL\nsRvMUsvQ2nYJ9ywdFa3JN2yJKFG8uf0Ad7l8z6FOXv7pxT43hjxB7DnUydm2KC/RGnzEG4JaKcWR\nkw5WLKQKgJ2tHdi8tgr/9ubHaYV0KBLD7oPn8fX7qhCPxZGlEi5u8/rD8AUjAHycJiypqNPsfz2Q\nH/PNy1ULRFMynoSu8W3vjlpqSiWjK0lMNPzgxz2s+GZoqC3Cm++eRbfDjXX15djYUMFz/0k+DvNA\n8LNX2zjHyNGr0FxXCpFIBItBhT2HOtk5zETF0wl+byCMqjIzTne72PqQtvY+ds4eOeEAkPB9/+nX\nFrMpYTKZGL/fd4a8/TOYjBfm7e3tiEajWLBgAfvawoUL8atf/Yq3bUtLC8LhMO/1UCh0Q8dIEASR\njFCXz0KrFhKJGA812qFRydkoXfINkhG/IhGwZkUZjp50YG6piRUTuw8CX2y0Y2NDBYa9IY4XemVZ\nDkfE5+docPDjHs4Y2judUCklvM6eJp0CgyPCKSIjvsTr6VJvGAFzacCL7QfOotCqxeplJXjrz6Pn\nWHNHGcIpqSvr6ssFBY/Xz/8Nj8bjuNzvxSedLug1crbJ0nghP+abl6vVFqSKdlGaa0ajlKHQqoVZ\nr+IUQTM54gXmLHxj/QIEwlF4vCGcuTiEGrsFlWU5CEdjKM7X4fKgV/B6ZiLjO1rPceanSafAkDvI\ny0kHEitRew934fF1VZDLJGz9BzD6oC6TiNFxaUhwf2bOMpzvGUGRVYu5NgMcrgBPlAOATCZGj9NP\n+eYZQMYL8/7+fuj1ekilo0M1mUwIBoNwuVwwGAzs6yUlJZx9z5w5g7/85S948MEHJ228BEEQqV0+\nEzdTM55/6Si7TfJNGEhYr80tNsKqVyEeB7zBMJrrSvE/Xuc6t7y0px33N1RwbtYAYNIpOAWjuw+e\nR9PyEtTVFKC17dJVl8X/4Yu3Idek4R0TACx69VVTb7LUCVETj8c5n2fz2vnovJKPXlFowLP/eSTp\nu7DAG4ygfKYehS2VUMikGPYGEQrHYDEq0eP0o3/Ijyy1HCIApy+4OI1mxpsTezXXl02rKxGPx3Hs\nvJMK4KamME5fAAAgAElEQVQ56WoLkkW7xxeGNxAR3F+tlKLabsbPt3Aj2iIxUL9oBgaGRh2GtGoZ\nFs/Lx/YDZ9lrac2KMlzoc8Mx6MPmtfMxOByALU8Hrz+MqvIcDLmDPNtCoR4Few934bE189E76EVb\nex98wShOXxziuL4wx0i3f3NdKXRqbvReIhHj6Kk+5GQrschu5q0wNNQWsVF0Zm4BuO5iaSq4/mxk\nvDD3+/2Qy7mRGubvq0XCnU4nHn/8cSxcuBB33HHHDR0jQRAEwL0RVc8yo6rchEv9CVeWn/6fI5xt\nkwvDFs2xIt+swb+88gH7/uplJXD7hX/jVMrETzcjcjUqGaxGtaBjS3NdKeaWmlBXU5C6ss/iHAlA\nJALW3lGGN98ddYtoqC3CxX431q0sx89ebRNMvXl5TzualnMdWrodbnT2urH74HmONWOqOCm0alFt\nN3Mi+Gvry9Dd62aX4pvqSvBhez9nvOPJiRUq+GRcX7K1Chw7O4D/59d/Yd+jAribE0a098CPLftO\n8x4um+pKEoWbrfzCzR8+8jf46wkHb3uNUoZ7lhYjFoth96EubDtwFo+2zEMwHMG5nmHk6JQ41e1i\nxXxJQTbvoThdikq3IzFvGmqLoFXLoJJLoVFK8fV1VYhE4/iPbceuur9WI8eRk6N+5w21Rdh9MJGv\n3lBbhJKCbPZh5fKgDz0DXo7Ly5Z9pzCvzIRPzg5eV7E0FVx/djJemCsUCp4AZ/5WqYR/lAcGBvDI\nI49AJBLhF7/4xTWfUyIRbmwx0TDnmYzzTea5btT5rudYEokY0jQNSz7rOKbzdzme82UiUzU2iUSM\nYDiCiwM+9A/5kJOtQr5JDYk4yU85Fse7Ry9x3FHub6hA/cICHDruEDwus3Q+u8jAyT8FEsWi39xQ\nLbifVi3Hdx6owblLI6ztWroc8NFcbhF0aZqb9Ln87FL719bMh3MkgOJ8HQaGAxgc9rOtxdOl3ux8\nL5HXOsOiRZ5JDZc7iBmWLFSXmyECEInF0FxXCq1aDrcvxKbxpHOfebRlHhyDPnQ73NjZ2sGK++RU\ngGFvCAUp/wbJXO738go+X3/nDH7y2O2Ix+I85ximWcvMHI3g8SZ7HqY7fyaSyWNjGBzxJzmflEKt\nlMKgVcAbCCMmrHHh9od5VonM9bij9Rya6kpQOzcXQGIOzTBrMMOu5Yn5xsU2FKV0vE3XQKvQqmUt\nEeeXmVCcr0NPvxcikQjDngDrt24T6KALAFajGogDC+1WqBVSbN0/mk++93AX5pWaMMOkxowcDUZ8\nIYhEItyztJjt3tvW3geXOyhYLH21+ZGK0PwTOsZUz6uJYKLHnvHC3Gq1YmhoCLFYDGJx4sMPDAxA\nqVRCp9Pxtnc4HPjiF78IiUSCl19+mZPqMl50usnNO5zM803nz3Y9x9LpVDAYxveDci3HnEwm+3yZ\nyFR9B8FwhOcV/MBddrSsKIVClvgZPdnp5IhyAHh17ymUzdRDnabQsShPh9IZepzqdgq+L5XyOwc2\n1BZBKhHDFwhzvJCFbvSFVi18wdFooFD+d1NdCVQKKSsG/n3bMWxeW4WeAS8MOiUGhvww6ZRorivF\npX4PCsxZnGV9hs7eEY4X+sGPEw2S5habcKpbOBc2XdTvQp8HdTUFcPsSDjUzrVo81lKJy4M+TqpO\n6r9BMp90ugSPPeRJv9I65AlhfrlwMyUGmod8psN3kmdO5F0zItVuM7IOLM11pYL7eHz8egdg9Lpl\nRHqN3YLiPB18wTDc/jDaO52sgGbqQOYWGznHaGvvE5zbydFtfzAC50gQbn8Y2mAEoUiUs9qUOpdb\nVpTh9X2nOV19U3H7w3CMBHH4eC+2JjUqY/Lp7TYj/EHhlJ/xzA+Gq80/oWNMh2tossh4YT579mxI\npVJ89NFHqKlJNLs4evQoKisredv6/X5s2rQJMpkML730EoxGI2+b8TAy4kc0jUXSRCKRiKHTqSbl\nfJN5rht1vpERYWeF8e7rcgnbuF0rN8N3OZ7zZSKT9R2kcnHAxxHlAPC7t9sxx2Zgoz+X+/kFVQDQ\n6/TCH4jwCsMaF9sQDEVQkKuFO0fYazgajcNiVHLSR7Kz5PikYwASMVeIC93oGxfb8Kvtn7B/J+d/\nj/hCsBrUeOOdMzwniBFfECIAF3rdHCGwYJaZ1ziIiX4nR/r2Hu5imx55Uh4ggNE0nnToNXKMeEMc\nX+hHW+bxfKJ/93Y7co1qGLQKFJgS+cU9gz6M+EK874c9dpac59aR/F6634nJnofpzp+JTNV3ci2Y\ntXLc31CBV/fyu2GmE8mxuPBnSn4IDkViKLRkweUJQCISQyGDYOfOYCiKNXeUYduVVLFuhxu1c3Ox\nsaECaqUMg8N+TkrJ3sNdqCypwZa9idSV1JxyZrtvbqxB5+URxONxSFNWj7a3nmM/M4M+S4G29j6O\nKGfOx5yjqjxH8HNfbX7wtk1TLJ56jKmeVxPBRM/NjBfmSqUSTU1NePrpp/HTn/4UDocDL774Ip57\n7jkAiei5VquFQqHAf/zHf+DixYt46aWXEIvFMDAwwB4jK0v4xidENBpDJE0k50Ywmeebzp/teibt\njfjc0/m7nK5M1XfQPyRsf9jv8iPvirOHKc0Ps1Ylh9sbRpZSxhHYMokYQ+4QDjh6YC8ycIpFgUQk\n2xcIIRSOocCsQWdv4kb87tGLWDDLDJOe62ne7XDDalLjyS/ehp5+L9y+EPpc/IdZJv9bLhXDOZKI\najHRvUQBaSn8gQiUCila20bHI5R2wjQOstuMnEgfkHDA2NF67qo2i8fPDvCifmvvKIPFqMa/vsbt\nfnihT7iD4ckuF3YfPI8Nq2YhSyXH3sNdsNuMaO908sTWxlUVsFzxghey2LNkK8e8vmge8pku38kd\n1fmYbeN3w2RE7mNr5sHjD8PjC6OtvQ/tnc60TisMeo0cA8MB/PXTXtTYLYgjDrVSyukrsPdwF8pm\n6HH0hAPf3FiD/iEfPL4wDn/ai26HGy0ryjhzi0nZGhj2sw+7QqtL3Q43Oi+PcB58k2s6gMSqG3M8\nnUYOXyAMWZo0GuYcF/s8aefOeP+dLXphG8t0x5gu19BkkPHCHACeeuop/OhHP8LDDz8MrVaLJ554\nAnfeeScAYOnSpXjuuefQ3NyMvXv3IhAIYP369Zz9m5ub8eyzz07F0AmCuAkYj91eOj9lU7YC/mCE\n07mPYfPaKvznH04CAB65Zw6+9+BC9A/5YdAp4fOHsPtQF+5ZWszbt9vhxrc21nBunoVWLfJMGjz/\n0lEUWrWJ4rQ0keGZlizsOdSJupoCNrrHFGYmF5AmO8ekSzvRaeS8SF9zXSm8gUQaQLpc2lkz9awt\nXfIDi1wmwekLQ7zt0x2Hef21fafZtAJOw5Urx66ZZUaRRcMWnqWz2CNubkQQITuLH83tdrjRO5h4\nAE99AG1aXgqrUQW5TIK33uvgrDDlmtTYuv+sYJScOS4AXB70otvhxqluF+RSMWdbxtEI4BdIM8dK\nZ1eavC/ATw/L0auwYuEMjHhDOPDBRXQ73Hi0ZZ7gsZi5ZNAqcfbiEBvN12fJYUrT3CwdV7OxJK7O\ntBDmSqUSzz77rKC4bm8fvYns2bNnModFEMQtQr5JjQfusnPSWdgmJldIdyMCgK5e4WhvKBxlo1lD\nnhDUShneOXKBc+P3CPh6A0DfkA/tnU5876GFON7hhC1Xywr4bocbu94/j9q5uYIWh22n+nDbHCsi\n0Tj7XjorRSYCl04YRyIxni+yVi1Ha9tFAMJpAk3LSzA4nNxJdLQ4trmuVPBcbe19rEMLUwA605KF\ntlOj0ctUUZJcrDprRjYkotGV03QWe8TNSbJLSKFVy7sm168sR3GeDjKZBGKRCNsOjKacVNvN+PB0\nPxyDPjQutiEUikKlkkEpk2DYGxxz7gCjAprJOU8+f1t7H7tylO5Y/21DNZrqSng9CJKj98zxk9+P\nRuOsIGceFvYc6sSaFWXsZ0w+VkNtEXa934G5pSZEIjG88NZxdptrdVWhOfbZmBbCnCAIYiqRiEVo\nWVGKOUUG9A/500Z/km9EydaJeq1wV8AcvZLTQAgYjbQBCX9lpVzCLmcDYEWp1aDG8pp8XOr3YvfB\n89jYUMF21DRoFbg86EO2VoGKIgNm24zwB8PQaeS41O9FgTkLpfnZCEaibEOVdJ04GbHb1t6H5roS\n7EgRBhIJ/yZdYE7k3TMPHSqFFJvXzoc/GIFKIcOu9zvY/VPzepnPmfqe3WZEIBRFtd3M+76YtIF0\nDw+J73rsHFDyXb55cbgC7GpWsjtLgVmD4vxs5GjliMfiONfrwdGTDmxsqIBWI0ef08dZEdpzqBPr\n75yFUDiK/qHE3Hamac7FzJ3GxTb4QxFsXjsf3kAY9y4rwdlLQ2ytR65Jje5eNzavnQ9fGq/10xeG\n0O/ysf0B9Bo5FHIJ1EopKstyEvUnWjlMOiW+ePdsqJUyKGQSHPqkh1NIfc/SYux6/zwsBhUeuWcO\nhjwhlOTr0DPgRY3dws4/hUwCZVJReLfDPS6bUuL6IWFOEAQxDhQyKWaaNcgzqMYUcKFoDGd7RtDr\n9EGnliMcDQmKUF8gwslfBRLRsYca7XA4/RwBuq6+HJ5AmONKcl99OeaVGvFQox2+QMLqjHGbYJbE\nf7tzNOK1ZkUZSgqy4Q2E0NEzzPEsb6or4eTFMswuMiBbI4c/GIFBq8DGhgqIRSLE43GcuTiUyI9f\nUcbaJOo0crxz9AKWLciHM6Wz4dr6Mug0clYAtHc62VQTe5EBW9/htgpvWl4Ks0GFQksWpFIxHE4/\nfvF7bu45E5m8fV4uVEop9h+5yMsLXr+yHG5vCD1xpBXb5Lt8c9M/xK23YFZTvrmhGnabES6XF5FY\nHB5fCLNLjMjP0cDpDvByv2vn5uLY2QHOXN68dr7gOZmC6JxsJZwjQU5KWnNdKXa9f54tnF4wy4x/\ne/NY2qLoQosGc2wGDA4FYC80IBaL4fzlEU5BdONiG2LRONtQDAA2rJoFjy/MKeK+Z2kxguEocvQq\nHO8YhE4jYx1qmN8NpmNpKBJD42Ib2k714cgJBwaG/CTMbzAkzAmCIK6BsQRcOBbDH/96AduTWnBX\nFBo4IpRZzq4sEXaO0qjk2HuY6wITjsZ4In7r/jOwGKrgvnLjTXZuEFoS33bgLHvjT31vZ2sHHm2Z\nx3FxaagtwhvvnGGLKbsdbvYcDzXaYdAqOZ1JGZvE6gozrEY1fvfHUxzv8Wg0DkDEPkC0dzqx873E\nOJjOpYyg6Ha4YbcZsfcvXfhqcyVmmNQYHAkIfl9mvQp//EtCKDUuLoJSLkVO42xoVDJ4/SEEglFs\nuWIjl05sJ0dUGShCOH242sNyNB6HTCbhWRh2O9zISSmiLjBr0OkYwc9ebcN3H1zIea/GbkE4GuN5\nm+96/7xgcy6mIFqoS+eO1nN45N45yFLJIRaJ2AdOodSvrzRXotfpx47tow/ZX1s7n+dSxBRj19gt\n7DwKhLgWi3abkfeAYC8atZVmHppT89yZB/doPPF90sPqjYOEOUEQxDUwloDr7vOxopy5ua2/s/xK\nh0vujS6apjjTK5BXnq748vKgF1q1nLdNuu3Tvc7w5EO34ZOOQY54YcRFchGo0MNDsuXaY2vmCxay\nNS0vQV1NAV7e084es6G2CK1tlwCAbXAUDEfZ8w8M+VFo1sBqFO5FEInF2JSZgaEATyC1dzpZsZJO\nbA8MC9uxUoQw8xnrYbl/JIhPzw/y3FXuXDQT+Sn5z053kM3j7uod4eR1X61b591LbGhaXgqtRsa6\nujDiON1+kUgc//P1jzjORclpNlqNDLFoHNkaOX6z4zhn365eYXvW1HOJkgT0kqp8NjLOsKP1HGYV\nGrBp9VwMDAeQpZYJFpzvbO3AtzbW4PzlEeg0ctiSCqmJiYWEOUEQxDUwloDrcyWcHZi8zruXFCMU\njmGmOQvfe2ghBob8yNGr0Xl5GD19Hl7aRVNdCS+KB6R3JZlpzWJtxpK3GcvFRAiH04cLfR62UVAy\nzA2f8SdOZ1/KbOcLhAWj9jvf68BjaxJL/1lqGe5vqIBYLEKuKeEc8YeD59moXY3dgsqyHCgVMoSi\nMZQU6LCxoYIjLphivNQVAwbmYSFZsAiJ7fE47xCZyVgPy86RAG+1qb3TiepZZhzrGESeOwRjlgy9\nTj/6XD62mVYoHENJXja+99BCOIeDMGUrcapbuHGOWiFDgVkDmVSMV/ZwH1jTzTm3LyT4fvLDMAD0\nOvl2reOZ34VWLSxXrvNCqxbiNEJ6YMjHrroB6bsIt3cnrEm3H0ikh61cWACxSER1GRMMCXNiUgmF\nQvj000/G3lCAU6fax96IIG4wYwk4i0GNRXOs8AYivCJFkRiYazOi3+VDTrYK53qGYdGr8NiaefAF\nIrAa1fj9vtMw69W85WyZRIz76suwdf9oNLhlRSku93tx+NNejqvC3sNdad1Q0hVXMvvX2IU7+8mv\ndCENR2KJfPc0bjGMMIhEYtAoZYLbhMJRbGqqhFopxdmLw2zxKfN9LanK50Tadx88j5a6Uqy/cxbm\nlZrgS0oJ0qplrMXj1VYJ9Bo5K9A1ajlvOT6d3aVV4CGJyCzGelhO7eDJrOQ8//JR9u+Fdgu70lVX\nU4AZlixsP8Cdvx+f7YctVyc4d7buT9RHrKsvZwssGbRqGe8BfM0dZTh6IuFGlK7BUVt7HyrLcqBT\n860S29r7sLa+DG/u564O6TQyHPggsfpUY7eg7VQfHm1J/L4kd+pNxmJQ43///0fZv8cj+l9/5wwK\nc7W42OfBa/tOs69TXcb1Q8KcmFQ+/fQTfO/n26A1FV7zvo6OI7CWLLoBoyJuFSbCdWMsATfTrMai\n2VbeUnB7pxPVdjN+vmW0eHH1shJOodZ99WW4d1kxRryJtt4bGyogk4qhViZypfNMWfjW/TU43zOC\nPJMGEvFo4532TieqKyxQK6X43oMLcebiMLJUUmxsqMCwNwS5VAx7kQEikYhtJvT1+6rgC0aglEvh\ncgdQY7fgUj+/uUhzXSlK8rNxedALfzDC5nS3rCjjNDdhxMSm1XOhUsrg8YWwee18HDnpwJETo5aI\n4UgUDqef+9CQVHyan6PhLblvbz2HeWU5GBjys3npADe6l05QFFq1GBzyc4R+qoC4mu9yNB7H5X4v\nPul0Qa+Rw0J+zBnFWA/L2VlcV6TUlZyaJFFutxk50WOGvYe7sHltFY6c7EVFoQHf+MICBIIR9Lm4\nHTvf2H8GDzXa0bS8FNlZcuSZNLg86MXsIgOK83Tw+MOIRGIoytNxuoACifSVHL0KCpkER04mGhZp\n1XLEYjE0LS/h5JQvmGVGvkmD7zy4EK6RIDQqKaRiMeLxOJrrSuH2hWDQKiCTiPGr7Z+g0KrFkqp8\nPNRoBwBEonEMe0Ow5Wp5DYeu9qCQzLAnxBHlQGKlojBXC61KRtHzzwgJc2LS0ZoKoc8tv+b93IMX\nbsBoiFuFiXTdmFNswNfWzINGJYNRp4RZp2CPMTAcZLt0JiOU1vHWnzs4Xsdb95/FN76wAPk5iVzq\nweEAp4HQvctKEIvHEIvH8G9vfsweh8mj3vleQly03FEGdYr94UxrFrodbs4YNqyahWA4yosMutwB\nfPuBGjiHAwiGoghHYvj5ljZ2mwfvqsCSqnwYdYorwiAAhSwh7u9eXITLTh92vvUpu/3qZSVYNMeK\nIyccaKgt4vinM+xsTXwXKxfNTJyj0Q6dWs4R9b2DXmhU3KgfI8YLrVpo1TKegFmzogz6LDn+Yxv3\nQUko11zId5ncWjKfsR6Ws7PknIh16soK8zczR1tWlAme5/KgFwatEsFQFDsOnMPK22by5jQADI4E\n0e/yQSTKwoEPLsJuM+Kl3SfZ9xtqi6BSSDnXarfDjWUL8qFTyzDkDaKmwoI9hzrZ34ZH7pmDJ75Q\nDbc3iByDGuFIFBKxCF09I3hj/xkAYN1dkjvpNtQWYdEcKwxaJcetKXn+rVlRhqceXoS203042ZGo\nxxCJRHjq4UUIhiJw+8KCK2RqlXAE/mKfB3/+6BKWzM+nefIZIGFOEMQtwUS4bkRj6UUaw8CwnxWL\nn7+9CJXFJgwOB5CdlErBFFYCQK5Jw3qJt7X3YXAogNMXXPjbpcX49ytRd+Zm+r+2fozmulJOkxFg\nNI8aSPh9/+K1DwVvwE11JdjYUAF/MGGtmOzYkHysR1vmweH0wqJXo6NnhGcZ1+cK8KJpjGvL5rXz\neeN7688d+O6DC1FgzkJbex+WVOULOmQUWrW41O/Bi7tOsPsmi3qtWo4+l4/XnIWxl3x5TzsKrdpE\n4ZxahlgsDolEhGPnBgX/PcdT2EluLZnPWF0mzToFCnKyWFckW66Wsz8zXxmBXpynFbw+i/N16Lg0\nDL1WgW6HG6Y0aU4VhXpUlpjw318+mrbuYfPaKvQMePH4+ip4/RHkmtQ41e3C//fa6Ipa42Ib6moK\nMDgShMsdRH5OFjp7h/G/k+YH4+MPQLBokzkX8yB/NbcmrUqG5dX5eOXthID3+sO8eQ6ALdgWaGEA\nAPBeqS+hefLZIGFOEMQtwUS4bvQM+sYUaTnZKmw7cA5/f998XOz34GevtmHRHCsKrVqeL7lEIkLv\noJd9ra6mALkmDaxGFccaMPlmerU86uTtBAsvr0Sld7SeS+S8p4lkDbmDCIajkEtDKMzVcvzNx+py\nOHKloA0AxyoxHInhUr8HdTUFgvn3ACCTijmOKkBC1G9eWwWDVglfMIKZVh1mWLSwFxngD0agVEjg\nSRIQyd0+N6+dD7cvBJMuXYOnsf/dya1lenC1LpMSkQi1s83odfkxOByAxajGhlWz2DQMpvOmWCxC\noVWL8ykPo+vqy7F6WaJbLZCokXjiC9UIhmNsx06G1ctKoFbI0NOfSDG7mpvSkRMOzLRooVFJcXnQ\ny8kXB0btD5libIlYhA/b+znb7D3chUfunYNLfV7BlToAGPGNNkC62u/HjtbzeOTeOQDSz/PN91Wh\np98DmUSMP3/ck7aDaGVZDgCaJ58FEuYEQdwSTITrxnhEmtWgxJL5+VAppNjZ2pEQpxUWjj84ACgV\nEl6eNSNQHU4/TNmj0bjkm6lQHnWhVYu5xUYMDgewsaECUokIaqVUMOrHHCsRSRNujKLXKnh+5gA4\n+6eiutIlUHHFL/pSvwcGrXI0rxvA2jvKoFHK4PaFOWJ/7+Eu/P19VejoGRE8tj+YyLkvLtDh0/MD\nnIj8uvpyaDX84jgAuDzow/YDZ9G42IYvNtrxUpJbBpPqMFbdAbm13BykCnfzlQLPXqcPHl8Yl/o9\nqCg08KLOhVYthr0hTrpI42IbAqEI9FoFZhcZUFG0EJcHvdCpFThyshdmgwoGXWL+pqt7sBrVeLRl\nHlRyCU50uiBNsx0z3wqtWkRjcdTVzIDbF+LktUejcViNKuToVdh9kH+MXJM6bXdc5uFZq06s6GUp\n+darybi9IWjVMtbe9PO1RYjGuP0Zuh1utojclGb+EOkhYU4QxC3BRLhujFekzSk24PzlhMissVvY\nAs3kCLJZr2Zvbgx7D3fhsTXzsfdwOx5qtLMpG8k309TCLCav9F9e+YDdpnGxDSYoeA1CrCY151ix\neJwX8WqqKxHsRspExNM9GPiCYY5gbqor4UX33nz3LCdiD4wWvnn8YcTjwsbuWrUcdpsRRq0Sv9o2\n+sDALOGnFq8xxONxFFq1UMgk0Khk+MHfLUIkEoNWI2f/3cfKHye3lpsTiUgEvUaBsxeH2Xly5ISD\nl1/OWHc215VCJBLBYlBxcr8bF9tQYM6CCIDLHcDCCjNUShk0KilWLysRLKRsufIAyxRO187NhTlN\nVFkuFQv2A2ioLYLVpEaBOQvxeKLJVjwu7Lb0+r4zWDg7IZSTxyN03LX1ZSi0ase0eAQSBagv7T7J\nS5lLdoiSpMt3IdJCwpwgiFuCsfJQx0O+Sc0Tacnt3s16Bd79sAev7TuNb99fAwBsxDr1Jrj74Hme\nOE2ISDHuXlIMjUoOkdiPb99fgyFPEN++vwY9AwlXlEv9HjzaMg99Lj/yTGpeXimzBJ7MztYOfG3t\nfBw9OeqOYtaroM9S4Jsba+D2huALhBFPGk8yWrUcdy8phlYt49k23r2kmFdcyaTNpB4rOWKf/L5G\nKcO7Ry9gXX05wtEY+71lZ8mhVcvR3ulki2KZB5xckwbDniD2HOrkW0PWleBSv4cnPDasmoWVNQWQ\niETocfrHTE1irpvKEiOGvCHos+SwZJPbxHSGWSXpH/KjOF+HdfXlbEQ89eFQpZAKimIgMU+Yuca8\n/8DnKzDsDUMpk6C4IBulM7LhC4TxrftrMOQOIEsth1wqQSQSxQN32eENhBEMRaHXKvDUw4twoc/N\nFj0btErWwjQ1rYRxeWJeZ1bH2jud2Lx2Pjp73bwmYd/aWANfMALEY/jWxmpEonFO514AeHN/4uFZ\n6IGicbENbe19WF5TgPV3luP//d1oQTiTv19ZYkLvoBdqpRRt7X2YYzMgN5seYq8FEuYEQdwyXC0P\ndVz7i7niPhoHdraew+vvJG7q39xQjdf2nUahVYtAKIKWFaWIxxNRqsbFNl46S7I4ZYT7L36fuFEy\nkfCfvTp682OKLBfNsaKzdwR//K+utM1AhJaiu3rdKDBn4QgcePhvZ+Noex8nOr62vgyl+XrB47l9\nITbXdWNDBb59fw1GvCH0D/nhSsqHH2sMyZE45v2muhIcOdmL2rm58ATCnDG11JViQO5Djd2CHL0y\nkbZTasKO1nPY2FABsUjEsZtjltRVCikKzFk8QfPavtOYYzNCLBKh60oTl+S0AICfFysRiTDTrMH8\nWRa4XF5EIrEJsd4kJh8hl50v3DkL3/+7v8GQOwCtmuvgYtAqeNadqQ+Vyekm/UMB3gOiWiGDw+ln\nc68LrVnw+EPo63SlLaJuritBgTkLew93XdlndLUt1b+fGYNcKka3w43OXrdgk7CBYT9e2n3ySsFo\nFq+4tOkAACAASURBVKJpWg+b9SpUluXApFNw7Fa1ahm6HW4YtEq43KN568n1J8OeAHKyE841NXYL\nLEY1epx+mifXAAlzgiCIa4AR9yKI8Oudx9nulHKpGMPeUJKDyjEUWrVYXl2AhbOt6HMJ56enWrUx\nXK3I8s13E7aKKrkU+eYsweOadApejrlcKkaWWobmulLoNAr85x9OcvZ584pdY6rlYKqHsT8YwcBw\nANFYDG3tfWkfDmZauGNLPY69yIA5tsRDTml+NoLhKN7Yeoazz/bWc/jGFxZgR+s5bFo9F19YNQtn\nLgzh7iXFyM/R4NylYQDcok9gNIIoRLfDg55BL/u92G1G9hjA2PnjZKE4fRFy2fn9n07jJ4/dDrVc\ngx/++r9YZ59wNIZYTFi8CtV9jFVwXWjVYnaRAW5/CAatCq/sSS/4d7R24BvrF+DBu+woMGfBkKWA\nNxDG8bMD6Ha40bS8hFOnwVzLDbVFadNQ1Fcafu093IX7GyqgUEgEt9NrFfjNzuMAgEVzrLh9Xh68\n/jB0ajm++8BCHOsYgC1Xx27P/OYxcyn5YUMqEaGr181anq5fWY7iPB20ajmsBiWJUAHoOyEIgvgM\nuH0h3hL3dx6o4dycux1uvPfhJdZtRYh5JSbkZCuRml6dTlQqZBLWbSQ/R4OBIR9aVpRyvMg3rJoF\nj5/bJGX1skRqBxNFfqhxtuDx/YEI8kxqPHiXHXqtAqFQFAqFFIW5WgRDEcRiidx0k06JQCiCJVX5\n+KDdgUdb5uFCn4cVCExUv2l5KcRifm7uupXlGBz2cx4O1qwo44gNhkAoiruXFCMYjqLP5WO/BwDQ\naeR4tGUe59gtdaXQqGQwG4SL4QaG/WxEkYlS1tgt6Ha4x5U/ThaK05f0BdwBNo0l+SHviS9UC27P\niN/kh82rOZ6kroCNZ6UrGI5gcCSAV94ejYw3LS9BXU0BWtsusdcsAFYUt3c6sby6gH24ZiLtGqUM\ncpmYnV9D3hCOfzzA60jaVFcCbyCERXOsMGYroVXJ8D9+P5ru0lBbhFyTCm2nRlNdmDz8e5YWo7OX\nuwq1df/ZhP3qoA/dDjdef+cM+6CycVUFVt5WgJOdTlzud8Oko4g6QMKcIAjiMyGVSnhNcjy+MKcN\nPRNJYvy1U1t1N9QW4dKAG++19bAuBgxp3RxManT3utkb35o7ypCfo+GkcYhEIo5QBxK2g1+/rwqD\nIwE81GiHMVspKIKzs+SIROMYHA7il2+MNjFqqiuBUavEO20X0O1w456lxQhHY5g1Q4/BYSUnTaep\nrgQGnRI5ehX7eqFVi79dUoxepw/xeBy2PB2nYBUY9VNOHZNWJcPug+fxUKMdlwd8gsv/1XYzllTl\nwx+MIOvKMv8T66t5dnZM7jkDE6U061X450dv59UdMCkrgyN+5JmDMGvlZKE4jUlfwK1EXEBXq5VS\nwfqFolwtnnzoNvQOetn3kptdJaedVBQaYMvVcmpBstM4CSXPe51GgT2HjnPe3/leIgJvtxmRaxpN\nyet2uFE7NxdLqvIhlYhhy8vGpqZK9Lt8vCLwJVX5MGgVOH52APNKEmkyyQ/V/kAUy6oKEInFOKIc\nGJ0vTE+CpuWlsBpVsNuMnM+XnId/oc/DeYhgHj4OHutBNBZjUwEBWnkCpokwD4VCeOaZZ7Bv3z4o\nlUp86UtfwiOPPCK47YkTJ/DMM8/g9OnTKC8vxzPPPIO5c+dO8ogJgrjZ8SS5EzAMe7mvpS5tlxbo\nOQK6rb0Pew+7BYut2tr70FRXwnE6aagtwo4D59gGHwCw7d2z+NbGGviDEXbfdNG4EV+Iky+75o4y\nVswyEbfX/3QGf7u0mC2GY9jZ2oFHW+bh7sVF6HX6EYrEML80ByIRBLt4bl5bBX8wjI0NFVArZWyb\n8QJzFkKRGIaSclSTSbU+bKgtQjgSw0ONduSaNJy8WmBUKOxoPYfNa6sgFgURiSbcWGKI4/KglxfN\nt9uMnIeSUCSGolwtT1QLpazc31CB2TaD4NjJQjHzEXLZeeAuO/KNakSiMd574UgMFqOSM2+zs+Tw\n+MIIR2IwG9T47oMLcbHPgzyTmm12lTzvW+pKoUzpxCuViFjnIkbEz7Rkoe1UIvresqI07RwJRWLY\ne7gL33mwhjOuw5/2otvhxoONdjhH/NBrlZyUNGA0tWbL3lNYt7IcIhF4tS/dDjdKCrLhFej2CSQK\nYi0GFUQiEeLxONRKGe83INXJKXklQH9ljtfYLRxRDtDKEzBNhPnzzz+PEydO4OWXX8bFixfx5JNP\noqCgAA0NDZzt/H4/vvrVr6KpqQnPPfcctmzZgkcffRR/+tOfoFRSVTBBENcPE0ENR2K8wsGzF4cw\nu8jACuzkmxETMdr5Hr+Ft04jZ4utHrlnDqKxOHKyVQhHY/j6uir4AmE4R4Lskjlj3bZuZTl6BryI\nxGJwuQNpOxsyjKQ8OGxLsi9sqitBT78X3Q43utI0KhlyBxGOxjjOMn/3t8IpMYPDCS92h8uPXJMa\nbl+Y42v+jS8sENxPn6XgPbwUWDRwuYMYHEkvVACgs3eETVFpriuFPxhBgTlLUHhsXluFXe93oNvh\nRmlBtmD6ilDKyqt7T+G5zUvQUleK7Sniy5wt3MiIyByE3JkUCimOdQzCpFNhRXUez7kpSyWFJxBB\nMBiBXCZBR88I4vE42tr7cNtsK2ZYsjA4HMCWvaewsaGCJ1K3t57DNzdUY2NDBQ5+3INuhxuDI0EU\nWrMAO7gifkUpVv1NEfpcPkgkwqtmTFTd7Q1zfk8KrYmOpSKIEInG4PHygwfA6Hx5450z+NbGGsFt\nfIEwNCoZ73XGGvUXvx+dF1+8W/g3IBSJsU4uNXZLYtVsaTFC4Sj7GybErb7ylPHC3O/3Y+vWrXjh\nhRdgt9tht9uxadMmvPLKKzxh/oc//AEqlQrf/e53AQA/+MEP8N577+Htt99Gc3PzVAyfIIibiGiM\nH0FNXrL9XGUe/nL8MpZW5aOkQMfmQQOJKJNOYPm60KpFlkqGgeEAItE4YrEofvdHblS7IEeDP/31\nApZU5UMsEsEbCOODkw5sP3AWDbVFOPhxD+w2Iz48NdranuedvKIMH1yxSkxeas81aVBo1bKRtCNw\npE2jmWHJ4rjEAMCQR/jmb8pWskvbuw8CD989G3abARqVDPF4XNBzeV19OZRyCUeUzy01QSIWY9f7\n53kWkAzMeBlbSuazZWvkaaN+nb0jsNuMWLloJiptesGl87QpK8N+fPB/2Xvz+CiuM1346X3f1Opu\nra2thZpFEmpZls0mgYMcebgWQhgbbDLxxGMwMXGGOMnMnfl+N787uUm+jMf3y517k8lM7jCJE9tJ\nbJYMAQcnGBFgwBhhbEDCaAct3VKr1fve9f3RqlJVV7W8hEWCev5BXV1d53TRp8573vO8zzOzjU/2\n9XyPC/V28z0dUCwUkAXceQYF3rkwilePsot4SeWmJEEgEI6j88IIrHkahjtnS2MJ3ut2oqxAS/2O\nM3fNSFy9Po3DpwbQuqIUQLo4WzljQkbH/uN9qNxuQDAch04lwfOba+ENxqBSSBAMxxCJJnH28jiA\ntNkPuatGl2Mlx4Apyw4OfXwHwnFWkTgAGLRyhMJx7OqowaGTAwzd9syFbuaCn4S9xIDr436scRRA\nLpWgzm7Cj2h0l2wGZ/f6ztO8D8x7enqQTCaxfPlsdqW+vh4//vGPWed+8MEHqK+vZxxzOBy4cOEC\nH5jfw0glE7h6tefjT+TA0qXVkEq5uYA87j2MukOsDOrRs0P4+lMO6FQyTHjCKDSp8T9fuwAAjADZ\noJHh0MkBTnOgTG5mwxJL2rREIEBejhIyqRh1dhODhkIuCI6eHcKebQ5MeMKwlxooqkvj0jxK6sxu\nNcAXijFkGbl0mclMWlePi6VV/ti6ShAEgUdWljH0kbt6XGhvtlFmKQCweV0lg0tvtWgw5g7hp4dn\nCz3bmypQUaTFrqIaePxRiEUCBMJxBu+8vdkGo04OiVhA9YvLQIU8nqlbfvjUADat5S4olYqFOHxq\nAN/cfh8kQu6FSDY+ciiSYKnAAHymb6HB6YkwgnKATaVweiLovDCChsUWll8ASdegSwdmW9SSi8Zc\nnRwd62wIhuNZg/hL/W7kaKUYc4dY6kg5Whn198mLowCArz9Vj3gihf/v9QusAD2bvj+QHpcapQQ3\nJmaD8hU1+UgkU/jB6xeoz7Q3VaBtTTlEIiHnQpc0YKI/U1pXlAIEgWA0gbxcHab9EdYi5NDJAWx5\nqJLFMb/XzbvmfWA+MTEBvV4PsXi2q0ajEdFoFB6PBwbDLNfP5XJh0aJFjM8bjUb09vaCx72L4PQY\n/u9vR6E5E/j4k2nwu4fx/T1AXV39x5/M454AVwbVatGAINJBmVophYLGJSUDt6c+b4dMImJpA9ut\nBrz8GjMDffTsEL6yZTmGnX6c73Zi2OnHjvZq1qRG53D2DHkoCkd7UwWl2kC2L5OIcL7biUdXl0Mo\nFGSVYSRRZzfBXpJD9dOolWHSG8HLr81O1k+sX4SNORWY8kWQb1ThmbZlGJ0MotisRjiaYAStXDJy\n+zv7Zmk0a8pRkq9l8cf3zxSDikVCRnBNKr2UF2gRjMRhK9Lj0Ml+znb2vdOL5zfX4n+/MVvISlfS\nGHcHYSvQcGbMufjI21qqkG/k1sG/1zN9Cw1zFfFa9HI4PREMOdPa/4lkdsUVg2aWwpRt8TgyEUDj\n0jw4p8LU73yuHaBAKMHih5Pj9LGHKnHi/RFqod17fRpRDtnVYacfFqMSuzpqEIkloFJIcebSGAwa\nORqWWFBgUrF8EgQCAWNBDqTH6raWKljzNBAJ2eNk2OnH5nWVaFtTkS4eT6QgEIDxvMiUdyQ/t7Wl\nCv+wezVGJwIw6uSf2vTtbsS8D8zD4TArY0m+jsWYq81IJMJ5buZ5PO49aIxW6PMq73Q3eCxwZGZQ\nyewU3QGvY50NDz9YgooCHXyhGMx6BT66Ps2QPCOVRIxa7sxQ74iX4Qx63cW9qCQz3PQsHRnwWoxK\ntDVVIBCMIdegQJVVjwvXJlCURfdco5JCJRfjK48vx39+OIaDnf0MKUG6pJrVosGUL4rX3/6IOtbW\nVI6CXBWcUyFYMzju2bikZP8PnujHlx7lLtKPJdKc9t1bavFPv7pIZapbGkvg9ARxoiudNbSX5mSV\nq0umUvjbLzbgwrVJRrYfSFMPnNMRzkw3nY885YuiwKRGrkaKWCI5Z6aPNx9aGDBmcaQ05yhZlLVs\ntItisxoT02EqGCd/V3+11QG3NwxfMEZxrOPJFCNgn2sHaJktl7O9WCKF7iEPKgp1lL642xuhXHHp\nY8Bq0cCgkbN25HoGp/DYQ5UsWtrRs0NZZVQVcgliiSSEAgFnUfqYO4iDJ/rwVGtaZvWHb36AhiUW\nNCy2wBeKQauUIt+oxD/vZ6rM5Ghl8IViCITjUMolSKYIOL339tiZ94G5TCZjBdbka4VC8YnO/bSF\nn9kKLm42yHZuR3u3s6252rtd7d8siERCiMXc3+FO38tb3d58xJ3qG9lukVmNbS1V1PY3V4Z2eMZd\nk5wMNzZVMGgdwGzmi9yWzgQZaGdmsrnOyzTtAdKZW4Ig8E80u+1HV5ejvEALnYq7zWQihX/e9yE2\nNlXA6Q5RvNPN6ypZzp7ZjFR2ddTiQGcfnvp8FaWPbLVoYM5C76AvKCRibrMT8pxoPG0jHk8QkEmF\n8AZiSKRSsBiVFO2nsljP6XhIQAB/KG2Tvu84kyPc1eOCSa+AAECBUcnKCIoBlJjVKM/XQqtVYGo6\nhM73buDMpXGKY24r1KGmIgdSkRDJFIF33hthUCS2tVRh/X1FnNnGTwp+XN58iEVCzsA4FE2wKGuH\nTg6wCn471tnQddWFQpMaPYNTjJqDkxdHsLjEQNGeuAJtMojfs82BniEPY9GYKZ9KgnTgdE6FGQvj\n9uYKPLauEvEks+A82+7YlJ/brZer4BNIF3NPecNQKcW40DNBfVdSSUYpT4eTKrkEg+N+NCyxIN+o\nYiwKNjZVoGGJhTIb2r1lOc5cGmfc041N5RiZCFLn3Iyxc6txs3//8z4wt1gsmJ6eRiqVgnCGBzg5\nOQm5XA6tVss6d2JignFscnISJpPpU7Wp1d7e7cjb2d6d/m63u/0/FVqtAgYDtzHMnb6X9yLu9D3I\n0SuxaZ0NdVVmuDwhhCIJ1jmZXFSFTMwqrhp2+mHSK5BMpgPfN2jShJmBdiyRwqXeSVaWqr3ZhrJ8\nLd44do3FdTZoZPjJQWZm6jd/TAfOYpGQM+NF8lW1Kinam22IxpMIhuMYcwdZmf1smWlfKM21/flb\nV7G91Y5vPFWPaDyJ/cf7OLmu9O8ZDMeyZg8BQCgQ4LozgEAkTmXvSY4+GXxYLRqWbnlLYwmC4RjG\nQ3FolBKW4suw04+J6TD+9eAlPPl5O9qbKyCTZJ8andOzvGT6ff+H3athL81B9+AUi7f86tGrqKsy\nUw6jdxvu9Lj8rPhw0MMKqLt6XCjNZ6saDTv9+PyDJYxz1QoJbEV6iEUCLK0wMhRS2pttKC/UIUen\nwJKyHBAEMDTu47zuhCeERCLFWFRKREJ0rLOxik0lIiESSYKt/HK8D7u3LIdEJEDHWhvefKd3TsMj\ng5p7gS6TiFh8cXIcDjv9FH2O/tsnDb42NacXKg2LLSzddiCtPvO1bQ6YDEoUm9VQyESMoDx9Tvo5\nRQbmd/vY4cK8D8wXL14MsViM999/Hw5HWtbnvffew7Jly1jn1tbW4l//9V8Zxy5cuICdO3d+qjZ9\nvjCSWfhkNxMikRBareK2tHc725qrPZ+Pm9M3X+HzheHxBBnH5su9vNXtzUfcrnuQicz/A4tOhlyN\nFH1jbFlBH03fnJQWywyCAcBsUOLygBs5Whl2ddQgRRAYd4cYNAsgnSGzl+ZgdCKI5zpqMOWNIC9X\nidMfjEEsFMBemsM4v3VFKZxTIc7vEY7GMTgehUmvxDeeqselgSlGgGq1aCAUAt2DU4yJ/4n1ixju\notkK3LTK2ck+lQJef/sjrG+0MrjhZFCjVUlnjzeVI5EkYMlRYEd7NULRBPwzFIBhpx+Pri4HiBTi\nyRSDUpOZESSvt3tLLQKhOHK0cgTDMUilYggEAhw/f4NlGd62ZnaB8Iu3erCk1IDiXPZinPwNjE1w\n04pGJwKw6GQYm+CWmiTf/6zgx+XNh37mN5i5sDUbuGsIXJ4wS+50V0cNfvjmB7BaNNi9pRZ9Iz7o\nVVLEEyl86ydnqfOe3rAEOo2Uc/HZ2TUCAHiuowbj7hDUCjHEYiFkYmH6txyMQyYTQyYR4fSHozBl\n6V/fDAXu6Q1LsHNTNQDuLHN5vhZ/vDjK6svmdTakUimUF2ixc1M1hp0BFvWLK9gnAGz53CI4p9Jz\n5aGTA1h3XzFn205PiFqAPP1nSzjPIRf4JP7UsXOrcbPH5rwPzOVyOdra2vDf/tt/w3e+8x04nU7s\n3bsX3/ve9wCkM+IajQYymQwPP/wwXn75ZXznO9/B448/jtdeew2hUAitra2fqs1kMoVElpXmrcDt\nbO9Of7eF9vCe637d6Xt5L+JO3wOy/SRB4Gz3BIKROJ582I5gJE5NXmZaAWC2reQ92xzoHppiqRio\n5RJGkLCxqQLlBToEIzEop8T47clZje5zV5xwukNYU1eInZuqEYokkEtxZrknZIVMgr1vposgH1tX\nCZlEyHAIJYP6zGzc629/hK8+UYevP1WP3htelORpWFbeG5sqcK57nHpNEERar9mb3jLPDIC+vLkW\nLzxeh0gsgSOnB6n3drRXo2dwCg2LLVA7CqFVSnGu2wm1QsIKCriChGGnH75ADL5gDHsPXaGOb1pr\nAwBWhlSjZN7zCU8Y+XMUceZm4SUbdXIkEikYs0zQ5Pt3I+70uPysMOvlDGoakK4VKDYpWUW/7c0V\nON/tYl3D7U37ByjlYviCMSQSKYSiCcbYtlo0GJkIwuOPYEV1Wko1FElAJBJAq5RBpZDAkqNEIBTD\n+W4na/FI8sLJjLVCxh26kQvmvYeu4IXH6+D2htG2ppxRRNrWVA6VQoJzV5ywWjSMsaCUS3BjIoDz\n3S60rijlpIUtLjFgwhOiMtoA4JoKIRKNI1evgEMugXMqBJ2GO5A2G5SU/4Mxi/oKfYEP3N1jhwui\nb33rW9+60534ODz44IPo7u7GSy+9hDNnzmDXrl1ob28HkJZDLC0thd1uh1Qqxf33349XX30VP/7x\nj5FMJvHyyy8jLy/vU7UXicSRShG34qswIBQKoFBIb0t7t7OtudobHx/DiYujkKuNn/qavokByJS6\nT/3Zz/q5SGAKTcsLkJ9fwDg+X+7lrW5vPuJ23YNMZP4fuHxRXOydxMETffiwbxI9Qx6sayjGIw+W\n4cZEABWFelwd9qC8SI9r16dZ13tgWR72/scVxrHe69NYXmlCeaEe99ktaK4vwvHzN/DWmSEUWzQ4\n0NkHbzCGtfcVI0UQKCvQ4t0rTnzQO4n3ul2w5KhwddgDi1GFWCKJIrMGPUMe6vqPri7H1WEPRifS\nWa0rA1P4L6vKsaI6H3qtHEvLjQhFEoglUpx9rq7IhVwmhk4lxcCYDxqlFGuWF6LIooG9xACTXoH/\nmFk4PLauEkKhANY8LSw5SpQXanFlYIq6VktjCU5/MIqaSiP+6VcXGbJxi6wGEER6MfBB7yTOdTux\nrDwXCrkYBEEwvtPSciPjNYmVNYV45Ug341j34BS2P7IYb787jKtDHly7Pg1rnhbnu12M9jesKoOG\ng2dL/gZEIKCUS3Gp3029t3V9FarLDBAKBFDKxVArZVnf/6zgx+XNh1AgQEWhDquWF2FZuREbVpah\nuswAsVCI0nwN7l+ah8WlOSg0q1FZrMeR/xxkXaOprgg/f6sbtiI9fvn2R4gnUrCXGnDx2iR1ztr7\nivHbUwMYnQhibDIItVKKQDiOfKMKB4734ezlcRSZ1Tjz4ThaV5TiV7//iNFG34gXT35+MZxTIVRa\n9cjLUUKjkqFvxEud09JYgg97J6nfslGvwJvv9CIcSaC5vhgVRXqsv78EJ7pGkKtX4OK19LnkWAhF\nEmhclocxdwhFZjUmvWEsqzDiKm18tTSW4MSFEVQW66FVSzE6EURLY9oMKZlM7zid73GhZ8gDR5WJ\n9QxqayrHmDuI354cQOOyfBi1cphzlLg6PHvOxqZy9AzNPqduxti51bjZY3PeZ8yBdNb8u9/9Lr77\n3e+y3uvpYcprVVdXY9++fberazx48LjHkCQITAeinBzPjU0VCEUSEAiBF5+sRzyR5LyGL8hteiMU\nCaBVSZBIEpj2R6kCsK4eF1XYpVam319SZgQgoLJdIxOBtALDjCzgww+W4OtP1cPtDSNXr8TF3glG\nlgtIy8LF4mluq9WiwYZVZRidDGZ2CwCQSKUw7g4iGE6wMv25OjmSqbRLqSVHjrHJMAbH01bcR88M\nYU1dASW9SN8ad08zC9CsFg0KclXwBmMMV9WjZ4ewq6MWiUQIrStKcbnPDYfdDIVMTPFpSbQ0lsCT\npbAtnkjh7599AG5vBAKBADdcAUa2/In1iz5WQ1kkZDtH0iXeuJwleQm4+QvRDB3MopMxsrJ0EyKP\nL4obrgAnDYX8rZG1JAKBAEatnCENSN/Zoe8c7dxUQ/3d1eOCvTQH0362u63VokGKILB6eSFMegVS\nRDqLvKujBuFoAh5/lJMCl9neIyvLMOz0I5FIMepMrBYNVi8voBbkGqUE1jwNgqE4vvFUPa7d8FJO\np+T19mxzwFFlpopfM3cGf/Tmh9jZvgzPddTAH4pBq5ThXPc4Kov0VM1NkgCiiSR1TrFZA6tJhRuT\nQSyvNMGco4TVpLznxs6CCMx58ODBYz6AdP70hrJbXR89O4Q9Wx0gCAIuT5il5LB5XSVUCu5HbypJ\nYNIbwdGzQ5R73+rlhVDIxfD4Ikzr7qYKSMVCivNKL9iyWjQgUmCY9bQ0lrB0hHP1inTmeEb28dDJ\nATQuzWMFIB1rbQhHEojEkqwJ+MjpQaptss+ZhWMnLoyiyVEIqViIWCJFLTjoW9lkH/7x1S7Gd08R\nBE5dHEUikYRYLERNRS5UcjHeveykgvO/2urA6EQA0XiSkqbjQo5WjjyDAgII8Hf/8p+srfwaW+4n\nCgLIoI10h/y07/NYOCAXWoPOAE5dHGUVipJW85m1JI+uLgeQDoyNWhlnAbhcKqIWluS4fHw904uF\nHBf/vI8teTjs9HNS4DILq0lIxUK0riiFyaCE2B/Bnm0ODIz6UJavwXVnunZCp5LCF4oxPAXo7ZHw\nBmKIxROwl+RAo5JymngNu4IsOsyiYgP1rJCKhcjVKjDtj+LUxVFsXmdD58VRhtrMlocqUZavhUYp\nvWekE/nAnAcPHjw+AaLxBPrG/Hjt7atzGoNYLRoMjHqpYNxq0eDLHTUIRRPQqWWQSoRQzWTX6AHs\nprU25OWq8OrRqyx3zsxzgbRe+a7NtdjVQTpnzhZkcnHbewansGFVGZXJloiEuOEKoKvHxbLZJnnr\n8QSBcCQOkUiAV470oL3Zxvm9yYxgNk79tpYqBMJxxnsbmyogE4upRQD52WzOpGqlFG+dGYJhVRne\nvexkndPWVI4LPROU62nmPXt0dTl+f24YtkI9rJa0lnsm7700T4O8LBxyHvcuRAIBSi1qrKwpYPDO\nN69LO9NyaYKTKkgefwTBcIIK4mOJFDasKoNSLkYomkSxeXZxaNTK0jrhNF74XJKHw04/jpwexLaW\nKuxor4bLEwZBEJQDLv23vanZhkVWPW5M+PGDX84a/7Q0lgACAbzBGHXduczMSLi9YYQiCSpgJ4va\nubL2dAQjccrciMt9mB6UA8Cv/nCNGstb11dhnaPgrg/O+cCcBw8ePGjgMocRpAjsP95HWW/PZQzi\nsJsZGfJhpx//580PsGNTNQZGvTh4oh+7OmpQbNFgzzYHPL4IcrRyXBpwU3zMzMk4m+zZ4JiPqAtl\n2wAAIABJREFUMiKim6Vknk8Gu3T5MpKCAqRVBR5ZWQadSgqxSAC3L4pAOF3MFYomoFZKPpEeOVe7\nDrsZMqkIoWiCkVU70NkHW5GOKsYk5duyBSK5OjnuX2qBVCzKqqO+c1MNxt1BnL2cLkLds82BCU8Y\nBq0M//nhGM5dceLcFSf+7un7Gf0jM5lmPsPNIwvoFKVhZwBisRC/PTmAYacfj6ws4/zM4LiPypBn\nW0jW2U24cDUt87y0wohXjvTAatFgV0cNBsf90Ci5ucsCgYDKwltylDj5wSiDqma1aBjKKiKhAE5P\nCCe6RrG91Q6VQopgOI5EMgW5REQ9y+aSWCRBl0/c3mqHPxRHLJFCW1MFDnb2Ydjpx6ZmG0t7vL25\nAjdcATiqzIxEAJAe44tLDeAC2fZrb1/F0vIcTjMw4O4x9uIDcx48ePCYQZIgWI5/W9dXYWl5Dn7x\nVg+VKc+U/yvN0+LQyX4MO/1ori9iXNNq0WBlbQFSSQL5uWpsb7VDIhZicNzHklE06tPBaebkmE2e\n0FakwyMryyAVC6FTSSjeaOb5XIHskdOD+Mu2ZVi+yETx0sl+kFkwMnhw2M2U++dcWuP0drNlvun3\nz+OPorm+CGqlFMoZpYlsgYFYLMTJi6MoeUib9Zxhp5+xdR4IxuCaDsEfisFEU4PwB2N45tFlGHb6\nGf0TiwRwVJlh0soW5ITO49ZCJBBAAAEkYiFjkZttfJbmaeELRbMuJLe1VCEUTWB9oxUyiYi65rDT\nj0MnB2AvzYE/C23ObFBQwe1hpBfa9IXvsNOPcfesNGGatlWOxqV5cE6FcfTsLFWlvdlGfTbbd7GX\nGKjvSpdX9QVjDNWX9qYKNDkKYdQpsO+dXgb1x16S1nPP5mTs4eDXA0BhropahEwHopw1G9me3Qsx\nw74w7bp48ODB4xbA6YmwHP9ee/sqVRBJZsqB9MR38EQfCIKALxjFMlsuNjZVwEST2rNaNFhaYcRr\nR6/iXw9ewj/v+wC+UAwikYBzu9ikV6BjrY01OZJ0EzpaGkswNhHEpd5JHOjsg9MTwaIiA77xVD2K\nzWq0NZVT52YLZEUiIcOMh+wHydE+2NkPh92Mrh4XVDM8VjLD/cjKMmxrqUKeUcEoYCO5tQ67mVUg\nS782ABh1CvzscDd++MZF/Or3H2HjDG+eC4lECq0rSjEdiGJpWQ6sFrYJTOZnlQoJ1HIJDnT24fCp\nARzo7IO9NAcSiQhWi5rVvzeO9eLdK04c6xpFklh4KiM8bj0mvWHKq8Bq0VDyhfTxBpCOv/0IzGST\nuSAQCHCgsw//9zeXMTiewc+eGWtVVgM2ZVDI2prKGVKlQHqhvap2VkGMvmAmF8nJFIF4MsVRuN7L\nKDQnn3H0a03M6I8fmMmIA+kxTg/KgTTFzh+Kwx+KUc/Iw6cGoFFKQBAEDBrZx45xOh5bV4mJ6TA1\nhl/6RRfn+Mz27HZOcxeCz2fwGXMePHjwmMGkl9sAi7SLnytTTuL/+Yv7WbxpOg529uNLjy7lbGdi\nOoJisxoEBAyO9LDTj83rbJCKRSzXSpL7uf94L3Z11AAAVcQ52092EAsAwTC3Ogw9kIglUhh2+pGa\nmQgzednbW+144fE6XLsxTanDtK2pgFrJbe1NXrttTTmEAgFFJxHM/B2MxFnay60rShFPpBjb32Qg\nRPalY62NsZXf0lgC51SIodgCzNJiUkYlZ0FeLJHCgc65t8x53LvI1SmQJNg7QlaLBs9vrkUwkja2\n+vUfZh15M4NNEsHI7PjjClaHnX5cHfbApFfguY4aRCIJmHKUiMaSrIU9AGhUUvxl2zLoNTL88u2P\nGAH0gc4+qBS2rIsElVxCtQkAX+6oQSAShzeQNvrqGQTLMZj8TCZiiRQ0Sin2bHNg2h+FUSfHwKgX\n3/vZe9SuFVeBOYG0Tjr9OScWC/FrmjMywE1pyfbsnpwOL7hxzAfmPHjw4DGDXJ2CxTvu6nFhyhfG\n459bhF/+/iMqMH1i/SLE4klGkLp1fRUKjUrk5SjSvOksJhtkoJ8JfyiG/FwVAuEotDP28UKhAPlG\nFaYDMZbrIMAMogfH/ZBJRBh2+mExKuGoMsMXjEEsFuLJz9sRDM8aIbU1lUOfpX/0IIH8+xSHUyDp\nWtjeXJGhvuDMWiBbWaTDro5apFJJ9I9Oo3VFKa67AtCppJjyhZFKASaDEs8/Vov+UR9lAkRXiQDS\nC5yvbXOge8gDqVgIlUKC1hWliMWTlHxc/WILZx+SKQLDzgAnzYb8vgtxQudx62HSy3Bjwo8/W1WG\nH9HoLMNOP/73GxfxV0/UYWI6zKCUdF11sYJauuMskL1uRSIS4ndnhqjrbW9dDJ2am3cuEgnx4/0X\nsb21CksrjBTdJM+owiMry5BvVGalixAEwaCd+EIxdHaNoK7KjOb6IviCMWrRrVNL4QvGqMV6JiqL\ndPAGo0gkUvCH4piiKUqRfHu60VdpngZ9o1787p1ePLKyjPEsycbfzxyfuTrusZo7h1nYfAUfmPPg\nwYPHDEx6GSvL/ejqtOFFy/0l+B87HsTEdJjSpgaAkrwHWHrVK6vzMOwKIhhJcLYTDMfQ3mzD/uNM\n/e2uHhfMegVkMjF+duRDWtHmxTmVYOh/y6XpoL/QpMaR04Owl+bgtaN0B0MbmhyF6OwawYWeCZac\nI30L/NHVs8HDsNOPNQ5uPXKlXMIKPDRKCdqbKxjOopvX2ZBIprNpGpUCE9MRRhaczm/f0V5NTdDZ\nJmfS3ttq0eCxhyrRP+qDrUhHmftkK1YtNKnx8mtMFY2jZ4ewo72aoggsxAmdx63HxHQU/7z/Eh7/\n3CLO9wmCgNWiYS3wRyYC2LPNAbc3grwcJVIEwdgVIgPv3VtqMe2PIVcnx6Q3jM6uEcbi36CVweOL\nsIL4tqZypJJp34TOrlFsbK5ASXs1XNNhhtTikw9XsVx729aU4+TF0dkdwaZyql0yuK9fbJnZkXJS\nwbPVouFcTOw/3kdJOVotaggwW6hq1MogFgthyVEiRyuDSJheBCwrM0IpkyDfqGRw5bPRXowZgbjF\nIGe5tW5dX/WxvgTzEZ85ML9y5Qr+/d//HdeuXYNUKkVlZSWeffZZWK3Wm9k/Hjx48LhtmJiOsqgn\nv/ljPzY2VUCvkcGikyF/JtgjFQDc3khaAYBWkCQRClFqUWPAGeAMfDu7RvDwAyUsSgwA6LUyTE5H\nsLGpgpEpzsyoWS2aNOfaH8WujhqkCAJikRDBcBwtjSWUXjhLZvF4L3Z11GJlbQHyjUrKUjyeTEGv\nksJiVEKlkMBhN2NkIoC6KjOW2XKxqFiPQDiOiekQI6PV1lSOX7yV7uPTG5YgkSLgD6azbQDwXEcN\n4vEUkkQKBrUMrukwdGoZRie4aSZ0GbhNa23Y905v1sk5RyPH9lY7AuE4Q67u0dXlqK00cRardqy1\nYczNbaLk8qQznQt1Qudx60FSJqJxbvOwXL0CJp0M9XYzztMkEu9bbMHlATd+959D2N5qRySaZAXI\ndVUmTPujiCdSmPSGWbtEDUsskEvFUCkksBVLUFZQjeuuALVITlbmYmf7Moy5Q/hfv3wfW1uqsC9j\njP3id1exZ6sDtiI9ItEEguE4rt2Ypsa5VCyEQiZmLAaGnX7qeaVTS6FWMGkv9Cw63ejoyOlBfOXx\n5RiaKXQnEw308djeVAGVUoyfHLxEHaNrwHf1uDifoUPjfuQZ7k5jr88UmJ86dQrPPPMMli9fjsbG\nRiSTSXR1dWHDhg34l3/5FzzwwAM3u588ePDgccuRjaeoV8tQVqhFKJDeBv4kCgBOTwRvvzsMR5UJ\nO9qZE+jSCiNje/qZtmXY2FyBaX8UHw1PU5MbXS2BPgkWmlQYmwxyZpvtpTnw+CNoWGxhFZSRGHMH\nEQzHEY4mWIE7AIoHSs/4yaViDI75IBQIsWdrHSa9EagVUnj8ESqrJpWIsDdDBu1HM1KRE+4I9v7H\nFer6HyfLlpahK8XWlipoVRKWw+fGpgpE4wn4Q3HOxdRXHl/OqgmQioUoyFVlVYWwFWnx7R0PLtgJ\nncetB0mZ4KKekAs6pyeC81kkEq0WDTq7RtC4NA9GrRxfezIt6UkPatubKiCViKgdnGGnn9L+/v4r\n76Xbaqli7IQB6TGzq6MWB0+kg+BsNvaBUAwT3ggqi/W059BsfcaO9mrG+VseqoRGKcHIZBBqhQTn\nup2Uayn5TFu9vJDzWeINxKidNM5EQWcfazfwN39k0tQci01IEWDU1xw9O4TS/AcZdJa7xdjrMwXm\n3/3ud7Fz50688MILjOPf+c538P3vfx/79u27KZ3jwYMHj9uJbDxFW5EOMokYIaQD82wKAPSCpElv\nGE53CLF4ChajCnKpGIFwnFI5IYPGLZ+rxOSM6gAJku+8/3gvw9iDDNB3b1nOyCABs9nmAzMT3aGT\nA1mLzvKNKvzwzYtZKSJ5RiUrqNjYRKBrxsAHSNNSAMCgkVHb9lwBr9WigVImRjxBUAE/GexzgX58\n3B1CKJJA741pNNUV4a+eqEMgnC6uU8hE+NZPzmb9DuFIAttbFyORTOEUbZv+b5++H10n+llB1ZaH\nKrGoUMcH5DzmRCZlom1NejfNVqhDniG9yzI6Gcxa+E2O0TV1Bcg3qhCMJvCzw92M88hg9WeHu7Fp\nrQ3N9UUw6RWMXSFvkFtG0RdKP6McdjOjuJQOgVCA891O7D/eyyqibltTDgEIPNO2DGpFWkklFElg\nzB3Cpd5JTHhCKDCpGPSYtqZyKOTc4aRKMVsg+kk00klMesOUU/CUN4rRyQAKTWqGc/DdWgfymQLz\noaEhbNy4kXV869ateP311//kTvHgwYPHnYBJL8OWhyrxqz/MqgCQBZ10fBIFgFydAg67GXsPXaEy\nQmThEzDjfCkRwZqnwT/8/DzjOnRKR6byQUtjCW5kyfiSExyppMJVdJamuSSxsakCeUYV53VkUjFL\nUu3ATFBBTuBvHOulgoe2NeVQyMQAmJx6cuv6f7426zTYuqIUdqseA2N+7OqowaEZkxaybySnnf53\nnd2El34xe4/ohkqZ2ulkll8ini2aIxcoK2sKYDUpsbKmAKc+mLVXryjUYVmpng/KeXws5qJMkDtp\n4VgiaxCqVkpmJBYluHZjmvM8esFmKkWAIAg4PSHGOdkWtlrlrBfCpd5JzvF/5PQgNqwqx+C4DwII\nsHldJXqGPbBaNDh8agAXADzUUIyBMS/js60rSpFnVFI7XyRITXYu3rtExC4kzwTXcZVcgnfeu4Fh\npx+XejWoqzKxkhd3qyHYZwrMly5dinfffRclJUyty4sXL8Jm47Zs5sGDB4/5jCRB4PiFMZy5NM4O\n2DIc7LKpt5hzlBidCmPSG4ZRJ0eONh08dvW40Lg0L719rZNBrZRQ3M+nWu2c/SEn7BydHNtbF0Ol\nkEApF8M1FYI6ixsgOcGR/5674sQXHlmM3Vtq4Q3EoFPLcObSGBRyEcX5JCkw5HcpNqvhz5KNywwi\nyNcHT6S3nn/9h2uMyTmbsZFMIqKOb1prw8raAggACIUCmPSFIAiCKkajy0aSOHp2CHu2OrCxqQIC\ngQA72qvRddUFg0bOufNw5PQg/vaLDSi1qCESCNBcl4/yQi1cnjDMOUpYTUoIBQLq/24huwbyuPXI\nRpkgd9LI+g8uBGaoV9tbF0MgELCCUnIxS2akrRYNNqwqQzyRonacSO41V+Hlue5xtDSWQCoWYtjp\nx8raAgaVi/z84LiPqhVpb67Apd5J6jPbW+2QSkQsScYjpwezSr1OB2Pw+CMUNcdiVCESjmPKF6aK\nwLn6vO3hKpj0CsoojUxeHDo5AIfdDItRiTXLCxm7BUD6GbCaptt+N+ETB+YHDhyg/m5oaMC3v/1t\n9Pf3o76+HkKhEJcvX8bevXvx5S9/+ZZ0lAcPHjxuJej0FHrh07d3PAirifmoNOnTxV10OsmmZhv6\nR7z4yW8uU8d2b6mlrmcxKlFkVmN8iklb0c4RZD+6upyyuAbShYtSiQjBcIyl9d22phwapQRf3LAY\nGqUMOzfVIBiOQ6+R4cCMSsJj6yrRsCSPcvok+1VnZ2ajMjmm9D5le+3xR3H/UgveveykAgEyq50J\neoC/751efGP7fbh2fRr5RhVLFz5bRrF/1Mvoc6aOOcDceRhzh1BqUVMLMDoV6Yn1i6BWSPGT38wW\noC1U10Aedw7kTtpcu1XkLpA/FENFoW7OxeysKtMHjGuQbaxxFODpDUvg9IShV0mhVUkwPiWGQCBA\nsVmNLzyyeMaZk839po/d/cf78OKTDsQTBDrW2aBSSBljkI5sUq96lRRSsRD/+IvZALp1RSku97mx\ntr6ICtgJgqCUnRYV6zE87scPfvk+9ZmOtTYEInEMO/14sDof+UYVuoc8nG26vWEU5tzDVJa//uu/\nZh3bu3cv9u7dyzj20ksv4Utf+tKf3jMePHjwuI2Yi55iNTEpHxPTURbHe98MH5yOg539FDWm0KTG\n/uN9LE70uW4nHl1dznDgbG+2oarEgFff6mFMkG++00tlkJ98uAr/9YsNuOEKMArHNq+rRCpF4GeH\nZxUdyMn818eu4S/bljHaLzSpObPaHetsePMYs9iSrruc6SyoV8vg8UexYVUZPP4otCopVFl4p5kB\n/qQnhHyjErFEEnV2E+M72616SMVMIyCuTDx5bzIDCjKwl4iFmPBFkUoSrPqA19/+iPV/x2ViwoPH\nXKDXqJy74oTVosHWlipIxELGGCXHTmm+FvcvzcO7l8c5F7Ncv/OjZ4ewc1MNxt1BnOgaxaOryyEV\nRyEWCzHpZapKbV5XibpFuRAKBNjHIc1Kh9sbgVAoxLnLTnz+wZKstBOlTMxSk2lvroA1X4vv/fQc\n49wjpwexraUKPz3cjV0dtSwuvZRjN+zNd3rxlS3LUWzWIFcnxwd97qwGaXerpOknDsx7eno+/iQe\nPHjwWKD4pAYVSYLAdDDK2Holg8HM7O6w048vtC7G336xAWPuNEc0c8I7d8WJhiUW7NnmgMsTQr5R\njeNd16nPZ4Js4xe/u4qvP1XPmuzeOHaNFWTSM8cSCTPjxZWRJpUhSIMjs0GBrqsubFhVhjF3CFaL\nBi5PCMtsuVhZWwCxSMDQBW9bUw6xSAABiDmzhiSm/FEcOHQFLY0l8PjT8o25egWMWhl6b3hZ9JRs\nBitc30UqFlKBxOPrKxGPf4oCtLu0uIzHrYHFIMcT6xfh9bc/ApAeR0sDUVSXG+ENxLDMlkvJkK6s\nLYDbG4ZCJsLK2gKIRAIEQnGGaU82nvqw00/RUKYD0RlqjB2JZIrxXHrj2DUkkukFdduaCqgVEpgM\nCux7p5f1bNFrZIjHU1haYYRcJuaknbQ1leONY9fQuDSP4WegVkjwQe8kZ1+lEhE2NlUgFIkzqDhz\nfb/rrgCC4TgloWi1aFjJiyfWL7prJU15gyEePHjwwCczqEim2DKJ9K1lLr7oR9c9+NUfrjEKQDMn\nvIIZ+cNwNAG/PAJLjhJEFlc9ehuuqRDnOVwTHnlMrWBKD2bLjMllYojFAiSTBI6cHoTDbqaC8r6R\naRw6Oatl3tJYgoYlFko1QTBD/xifCsNuzUH+JhXiCQLhSBzxmcJUEm1NsyZGdGWZp1rtCISFjEwf\nec43t9/H2efSPC3jdXuzDbk6OVUE6g/FUZCl4JXrPtytGTketwYigQA1tlyEo0mK061RSvD62x9R\n+t0kPYUuddjSWAJLjgIHOvvQsMRCLWY/SbFkIByH1aKZoawwF8DAbCH4rHOoHfbSHMYYTHPSRTh5\ncRROdwhWixr1iy043z1LSys2q9F11UVda2NT2u23vbkCPUMeFJrUnH3VqqT4999eYbQFcD8vSZCq\nUSTIvu7qqMHguB81FUZU5GsomhnpKXG31IcsiMD8pZdewptvvolUKoXNmzfj61//etZz33//fXzv\ne9/D1atXkZeXh7/4i7/AY489dht7y4MHj4WIT2JQMeoOsWgQZDC5oiYfasVsJtdq0WDL5yrx0gzn\nMjMg39pSBbFIiGQyBaFQgCl/lLKm7u6fwpq6Qmxqts25Ba3TyDi/Cznh0QtUS/M02NG+DAOjXpy7\n4sTOTdXwBmIwGRTY3mqHPxRn6ChLxEKIhAIUGFUIRWb1zkkpxsx7sKO9mqGr3t5sw8hEWj3mQGcf\nwy2QXoyWaWZCLiDyjSq4s9CLvIEoy1V0Y1MF+kanKfk6byCK891OxrWTSQK9N6ZZCyOSY04HbzLE\n47PANRVicLofWVnG0NPPz2VKDQLp8bOtpQqPrauENxjDhZ4JtK2pgEImZun3058Bm9ba8N4V55yU\nF6EADCdNiVgIS46CkfEemQgglkiixpYLXa0USrkESpkEtiId3N4wpnxRSk+dBKkuIxYKUVWih1wq\nweZ1NrxxjNlXjz/C6he5e6dVsv0JWhpLEAizi8/JOhGxUIBEksC4Jwy3NwJzjhIf9E5SuxTAwq8P\nmfeB+b/927/ht7/9LX74wx8iHo/jxRdfRG5uLp5++mnWuZOTk3j22Wexbds2fP/738elS5fwN3/z\nNzCbzWhqaroDvefBg8dCwscZVLimZwNFetBbUajDoiIthAIBSvIeQDSWwnQgivGpEGP71mJU4vnN\ntfD4o9CppYyiLhLkpPXzt3rw359tRH6uEqOTIZgNCsbk+MT6RfD6o6wgc8OqMkhEQiozdyCjQPW9\nmWA1GI7D7Y0wMnftzRVochSis2sE+zv70hrHAgHj+nNtP9Ox/3gvdrRXwzej8EIuFujZO/L70iEV\nC9HeXIHBUR9MWWgk41MhFJpUeK6jBv5QDMVmDUrMKkx4I4zJmt5O64pSBMJxvHb0KmtxUGTWoLJQ\ng5K8Bxa8ayCPO4tMShz9dw8A+bllnDS46WAMOpWUGmvkcatFQ5nt6FVSSrnIqJcjmUxnw5fZcjn7\nQlJe6Flqo07BkGflkjQllZqGnX48v7kW/9Z5hXXtAM3Ya2NTBQKhBLp6XNjRXg3XTJGnRilGD0fh\npkEjw7aWKhAAApE4nutIF6qTPHxbkY7z+ywq1uP93gl80DtJ3Scu1aaFXh8y7wPzV155BS+88ALq\n6uoAAC+++CJ+8IMfcAbmv//972EymfDVr34VAGC1WnHmzBkcOnSID8x58ODxJyEQiiE+E5RmBr2H\nTw1g6/oqNNflQyQSontokpEF2rCqDJvX2eANxnBjIoCRiQDsJTmc7ZCBb0tjCYLhJP7PG7OyaaRt\n9uISA6b8aSfNzCBTo5Sgs2sEG1aVsQL/fTTDokSSYGmV7z/exyigPNjZj6f/bAnjnE+jRXzdFUBp\nnhZWiwYapYSlJPPo6nLGDsCmtTYsKc3B0LgPrxzpQcMSCyszTmYMY4lcimf71ceXQyoSMhZVJkch\nisxqXBn0UEEQGcBkLg4eWVkGvVp6V7gG8rizyKTEkZbypBMoPVueSevgcuocdvrRPeShfusktrVU\n4dqN6bQhUJYFJDkmySy1vTQHUrGIUbyZLdtOPgd+88d+bFpro+RdyX7Txy3drffH+z+kilM7u0bh\nsJtxDky1JI1Sir2H3kfDEgsallgwNhlCsVmNVCq90PBwJBxaGkvgDUahkIoZ/c2WKFjI9SHzOjB3\nuVwYGxvDfffN8gnr6+sxOjqKyclJ5OYyV4lr1qzBkiVLMi+DWIxbk5cHDx48PimuDE7h0Ml09kkp\nF3NmaXINClx3+lnvHTo5wMjstDSWIJHknlCsFg2VZadnjjKDyfwZrnTm8e2ti7HMlotoPMl5fXIi\ny+YcmDnRyWTMaYKLI08GHpmQioVwe8Owl+bglSM91CJCq5IimUzB7Y9gw6oyBCNx5OoUiMVTiCdS\nkEnTbZ674kRtpYlTh5l0/wPShkijU2EGt1QkEECvklH0GYfdnNVQSa+SLuiJnMf8ARclzqSTYUlZ\nDv7HvzNVS8gA2GE3o6JQh2iMe8xyLXqngzEUmtTo6nFhTV0ha9GbGTxrVVJoVVI4PSFc7nNj56Zq\nDDsD0GSRa6UH2ytrC/DVJ+ow5Ysw1GXo/SvIVVM7Ad7ArDrM6uWFjOuSi5FdHTWYmA7jh2/MLlQe\ne6gSf/2F+xCJJXHq4ihr3BeaVaz+ZksULOT6kHkdmE9MTEAgEMBsnn0A5+bmgiAIjI+PswLzgoIC\nFBTMCs673W4cPnyYyqDz4MGDx2eF0x2kJqMmRxHnOX0j3qyfpwe8R88OYXurnTMrdPhU2glz6/oq\n5Bu5s7dSsRASjkJTh90MhUwEW5EO/hB34G21aKhrZLs2HTKJiNHPYaefocpQmqfFue5xlswhGRhs\nWFWOX/5+VqWCXoRGpMDSaO4ZnEL9YjMallhw7ooTR88MUYVzmdcG0hSV0ckAXjnSw+KWWgxyPPPo\nMgzPLJasFg1nBj6eSN21LoI8bj+4KHHBcJzzXK1KCoIg8I+vdlGFnxd6Jhi1Iee6nazPkXb1JO2N\nXPTq1FLO4FmtkMIfiuLomSE47GaMu0M4fGqARSUjUZqnpQJtsUiASCyJ4+dvYGmFkTXOVXIxw3+g\nramc4rUTBEEF2KV5Whw62Y9cnRwEgF/THJYx8/r5zbX4zR/7YS/NYXD129aUIxCMQ5zxfOJKFCz0\n+pA7HphHo1E4newfHQCEQjPyYtLZFRL598dlwaPRKHbv3g2z2cwXf/LgweNPhoWWoc4W9GYLdrne\nc/ui6Bmcosx8ikxqSMQC1NiMCEUSyDcqYdbLKR10EmRQ2uQopLakufjkX2i1cwahBJHC1pYqAOlM\n9/4Mk55MXvbpD0dRZTXghcfrEAjHoZSLGaZHZNujE0HsaK/GdVeAynDVVZkgEnFvsxs0crxyhCnD\nS2YQ9x/vw56tDpy7Mlu8+eXNNRidDEEhFUEoFEAsTkvPaZQSuH1RAGxuqUggQEmemjIOGnb60fJA\nCWcGviYLT5cHj5uBbHKsaoUUvlD690tKp2Yafj26upxRwNm6opRhdU+vdyEIAkKhgBXfOGnSAAAg\nAElEQVQ8E0jBZFCiyVEEsVgAtUKK9mYbznc7WYHto6vLGYF264pS2Ip0qLebcb7HRRWuG7QyqBVS\n/PxIN6O9g539FHWGdPBtaSzBoZP9aK4vgkgkgFjI/awMzpgLAaDGqa1QB4lYiH98tYuV0CATBf/1\niw0IheN3RX3IHQ/ML168iC984QucHKkXX3wRQDoIzwzIFYrs2xShUAjPPfcchoeH8dprr0Em41Yu\nyAaRKPvkejNBtnM72rudbc3V3u1q/2ZBJBKyVujz5V7e6vbmI+5U30QiIZaU5lCBLFeWZstDlThz\naRwAODPhmdrdlUU6SMVCHDk9iB3ty1CQo8Tpy05MTIcRS6QwOhlErl6BBrsZJoMCA2N+KpBsXJaH\nQpMaAoEA39heD18wzlJ6+NmRHuzZWsdQX+jqceHo2SHs6qiFxx+BOUfBCKbPXXGizm7C1pYqaFVS\nxOJJXO5z49wVJzY2pU1+LvVOUlkzq0WDlbUFUCskqLEZIYAAS0oN8AZi2PxQJa6P+3E9i4NgOJrg\nPE5RbQJRajEgFgsgQLqgNBPtzTbGosftjcBqUiGZIjDqDmHYGWAU4I5OBll8XQCY8kVQYuamugC3\nfxxma38+Yj737eNwu/5fC3OV2NZShVdpxdZbHqqELxiFmkbP4DL8+s0f+/HN7ffhw343NY4BYE1d\nIf78kcUYc4cYn3li/SK8+GQ9vIEoNEoJVEoJ3N4oeoZm6y2WVhhRYlHjsYcqEYzEsWebAwOjPpTk\naVg650dOD8KglkEsEmJlbQEisSTMBikOHO9D/WILAFDPB/L6lhwlxCIBVAoJNqwqh8cfQZOjEP5Q\njFp4c8GgTWe66btrX3hkMVXfQyY06Ivrs5fHodfIsLo67zP///wpuNm/nTsemN9///1ZzYtcLhde\neuklTE5OUhQVkt5iMpk4PxMIBPDMM8/gxo0b+OlPf4ri4uJP3Set9vZyk25ne3f6u93u9v9UaLUK\nGAzck/Wdvpf3Iu70PdjyuUVYVpELpyeEIpMKa+uLMOWLwGxQIi9HiXgyRWWoyW3lsnwt+kan0TM4\nO3mV5mkw5g7iQGcfHnuoElWlORgY9WFo3M8K6KOxBDq7RlBXZYZOLcWq2gIQAIbG/TBoZLjUP5W1\nv25flKG6QiIcjcOgkWF0MsgKAkiN4teOXqX4r/WLzTjfnc7SO+xmGNQy7Nlah8ExP0uPWaeSQiET\nIVevwNnL42hyzPJfycyeRimBXCamsoCZso5WiwYyqRg/+OWFmXtZjmpbLkMrnQwAyvK1eOPY7I6C\nVCKC0xfF+x+58Iu32Hrz2XY1CkzqrGOdjjv9G5yPuBvuye34DpvW2VBXZYbLE4LZoESRWY1DpwYo\n5ZSewamsnG+XJ8RaUP78rR68+FQ9fpphMvb62x/h60/Ww+2L4HdnhlBnN7FMvi73uSGTiACEcaCz\nj6qBocs7krBaNNBr5Rgc86HUoKHkUuuqzKgs0iEYjjOeI21N5RAAIAjghstPLah3tFdTtSYikYCT\nFx+KsCk/vmAMgpl+SMVCVl0NAOTnqj7R+F0IuOOB+Vwwm83Iz8/H+fPnqcD8vffeQ35+PotfDgAE\nQeD555/HyMgIfv7zn6O0tPQztevzhZHMUph1MyESCaHVKm5Le7ezrbna8/m4dYnnK3y+MDyeIOPY\nfLmXt7q9+YjbdQ8yQd6TVCKJygINKgtmLaILc9L3anjch/PdLiqTIxAAx8/fQPEji3F1aJq1Pb1p\nrQ3bW+0waOQIBaJwTQVZKilHzw5hz7Z0ZonkW25sqoBGKYEvFIN3RmItW/ZZJZdwHlfKJRidDGZV\nNCCPxxIp5BtVIDc0J70RSs2BS6aMpKLIIUIqRWD18kIkkgTyjUp89Yk6DI/7GbrsG5sqYDEqYdDI\nGdfa2FSOSe+sedLBE/3QqqQoMKlYW/yh6OzWd0tjCY6dv46GxRZGUE7vG6mSQafwbGupQq5Gyhrr\ndNzucZit/fmIO3VPbgZu9/+rRSeDRZfexY9H4/icoxBLSgwIx5LQqaVZaXIKGfdYdnu459R4MoV9\n7/TOOU5jiRR0Kik2NlVAIBAw5E1JkFS1H74xa/hDLiLC0QQmvGHWc4ukshzo7MPmdZWwFekRjibg\n8oTRsMSCApMK//Dz8xQvXq2QgCAInLw4ikXFesa1WleUUrtdO9qrceT0IGfxudWsmnP83krc7LE5\nrwNzAHjiiSfw0ksvwWKxgCAIvPzyy/jSl75EvT81NQW5XA6lUolf//rXePfdd/GjH/0IarUak5Np\ni1iJRAKdjlsXkwvJZAqJLBPWrcDtbO9Of7eF9vCe637d6Xt5L+JO34O52p+YDnNmclxTIc7taXLS\nLMnTIpFIIRjiDq57hjywl6alFYedfsQSKSSSBA529mN7qx2RaBISkZA1WbWuKMW57nHW8Y51NvzH\nH/uxYVUZRie5JzIyqywVCyGTiHDoZD9aV5QyDISyBfUCgQCBcAL/7yvvUcdaGktg1MlZLp4HOvvw\n4pMOyoRp9ng/drRXM3i1KoWUxUn/zR/78Y3t92FHezUEAgESyXSgMTjOTZ8x6RV4duMymHQyOKpM\nDM1yIkUgkeJ2W6XjTv8G5yPuhntyJ79DvkGB0akwfv2Ha7BaNKwx27amHOe6xylHUPpxjZo7w+72\npo195lp861VSBKNxxjX//M8WMxau2eQUd3XU4tDJfhbVk359AHjj2DVsa6nCgc4+bG+1w1Flpp4j\n9OflxqYKLK0w4uyVcZb8K3mOyxNGXZUZSrkYuzpqMOYOoSxfA7NBmR6/xML+DZKY94H5M888A4/H\ng927d0MoFGLLli348z//c+r9zZs3Y9OmTXj++edx9OhREASBnTt3Mq7R0NCAn/3sZ7e76zx48LiH\nkK24y5yjxEiWAFirkqLYlFZuyM/NrsBy+NQAtrVUIRRNIFevoGTVEkkCvz6WnszX1BVi56bqmcJR\nFfpHvDhyZZDKSmmUEpgNCgRmiqs8/ihnQE/y4VsaS6BWinGuexzLF5ngysjMfVI7bYBUoVnMef74\nVIjxmqS1BCNxbFhVhkMnByhDJC443UHGVj65COBCSZ6GKgzlNct5zCdMzrjcZhY+VhbrMeUN4+CJ\nfjQssbAKrDN1yQGmHGu2cVpsViMUYQblAPDT33Zje6udaj8btWZw3MeSLaVDKhZSY1kuE2NjUwVk\nUjHLiIyEUafA22eHZr7/rCDIIyvLqL8JgmAotQDpgP7l1y4seLdPOuZ9YC4UCvHNb34T3/zmNznf\nP3bsGPX3T37yk9vVLR48eNzjSBIEnJ4IJr1h5OoUMOllDGMRIC3bZTUp4Qty79jZCnWQzKgT5BkU\neGL9Ioa1NL1oVCAQMJz2gFkt8mGnHycujFA8bb1aBnupAV/ZshwEAQhFAnj9EcSTBIQzn9eppJBI\nRNCqpfjaNgfiiRSEQgEi0QTKC3VQycVIEQRSSUCrkkCZQYsZmQiwMnjpgIBbi1ml4N6K19Imfi51\nmZbGEjQuzcuq+56px55NinKhS6jxuLtBX9jTM8l//+yDsBjklN290x1CXZUZKrkEq2oLcPLiKFYv\nL8ALj9chmUwhRRAYc6cXu4+tq8TZy+MU9YRexyGXiVhBMhlIi0VCCATApd7JrIF3eX5247CWxpK0\niVqm8/BaG+xWPQC286lMIuLktpfmafDIyjKU5WuhU8sYn6E/Hxe62ycd8z4w58GDB4/5hiRB4FjX\nKCsIb67LZxiLkLJdy0r1LNnDreurkJ8zO4mIBAI85ChERaEeVwankG9UweOPUBNjMBKnJk6SD0oW\nSmULaD3+CAwaOWtbfHQyiFAkwaK+2EsMSAFQy8VUwDvpjeDVGRt7Mti1WjQwaOS40DMxq1Gcr0WO\nRoaRSe6MWDKZ4pRl6xv1UsezbZvv3rIcZy6NsRYCm5pteC9D49lq0UClkMKoI6jt7qVlOSg2KRkL\nKboZEQ8edxqZjqFA+hmRN/M7fbihGBWFOtxwBSGVCpFvVGFsMojND1UiFI7h9IejsOZp8OaxWbpY\n64pStDxQArVCAo1SwnAjbm+qQF2liSoo5XqGtK0pR16OgjMjT4DA/UstlEPvjvZquDxhmA0KHDk9\nyDmWSfoe2SZZkF1nN1G0O3IBIRAIkG9UUjtm5PkPNRRDq5JhaNxHBenkc3Fo3A8QWPBjmw/MefDg\nweNTwumJMCZQYDZjw0WRkAiFWH9fEaorjKygPRMyiRAahQSjkwFq4mlrKkc4lmBNnJvX2fDU56sg\nEAjgD8UpQxC6LGImreTgiX7O46Qk2qtHr1IT5H9ZXc7QCwbSjn1isRD/65fvM44DwItPOZBIpFgZ\numKzGgIQlG67yxMGQRDo6nHBYTdDr5HhK1tqMeWPct7vvhEvCkwqyCQiPNdRg1g8hXyjEkq5iMFb\nJ4MLunRke1MFinKVOH5hjBX03C1b3zwWPrgcQ+nPCJFAAI1Cij++/xHqqsyIRJMIRePYe+gKgPQu\n2JvHehkKR1KxEFqlFFKJiBGUA8D+zj7km9RUQWVaypD5DDl4Il3EebnPTalMqRVSHDrZD6NOjjdm\nFgGFJjXFG29YYkHrilIEOdRVALbR2te2OeANxiCAAOFYAvctsWAfra9k8D7s9FNFqyqFhBGUZz4X\nF/rY5gNzHjx48PiUIPmgrONz2LpzuQHSwZWFJyelg5392NVRw3DJBIA3jvXixSfr0T/iZWXLAVDG\nJZnIdnx6JktOToADYz7qvYYlFjQstiAUSWTlrXr9MaRSgMcfYavQNNvQ5CjEkdODjGC+ub4Ix85d\nR5OjEMYsPH2pWEhJunn9UTQtz8fEdBROdxi7t9TiYGc/xXfNzNLt7+zD0nJj1oXU3bD1zePuwMc9\nIywGOVbWFFC/ZatFg91baiGTiBCKJDiD1E3NNhSZ1ZzXGxzz4fCpATzVWoVgJMH5DCHdRe2lObhw\n1YVlM0ZcSvls+EgPtskgPZujaOazo3/UR8kp7tpcy1B/AdLPIrK+JpZIIc+ogi8YQ1tTBf7pV+9z\njvmFPrb5wJwHDx48PiWyFXrm6j/7RMCVhScD5GGnH6EIt2pLIBxnqZ2Qn9Mq2eZqVosGFoOSkRkj\nA2X6pJm2Ck9n4sKxBGRiEbUwyDbpGrRyBMJ+bhWa473Ud6HDF4xh2OnHK0d6sGerY05zplydAuWF\nWrxzYZTBxW9rKsfK2gKIsxh9ODMKTEnMtZDiwWO+gSurXmhUIteoxgcfubjpI8d78eKT3GY+5HgP\nhBJZJRVL8jTY1lJFOXg2OQphL82hVF8AwKiVUfKLeUYVrBYNpwkbl9EaQcwqIQ3SEgF00OtrgLRD\ncX6OEn//7AMYdnJT5xby2OYDcx48ePD4lMjGB/1TiguzZeHJbFSekTuLlk2tRCWXsOQSrRYN6uwm\n/OOrs/KEZGbMXprDmDR9wRg1GX5tm4PxGa5Jd8OqMggFAkjFQggF3IWembrqm9baYNbLKVlE13QI\nPYNT2NVRg8FxP/Qqadq+W5wLh92MaDyBd684WUEEqZucDZYsGcg/ZSHFg8edQGZWXSRM0zUsOQro\nVNmlE7l44uR4zyapqJJLsP94HyXXmi7uJqg6E5KyRvc3IM/rGZyCxx/Bro4a+EIx5BmVcE9HmPUu\nTeWMZ062/mfSYt58pxd/9/T9KMxRIu0JzMZCHtt8YM6DBw8enxIfxwf9LMiWhZeKhdjWUoXaShPL\n0psui5YJo14OU0AJu9UAo04ObzCG0jwNiw5z9OwQ9mx14I1j1zjVDgDA6WFmnMnzdm6qRjxBIByJ\n49qNaRSZo5DLxNBr2Jl6AJBKhQy5t/euOGEvzUHj0rSVtlmvxLDTj0MnB9C4NA+T3girQFWv5r52\nLJHCpd5JTjWWYpPypi+kePCYL4jGEzh2fgTZVPijsSSMWhnFE/cFY1l3yuggCIJSiPnaNgcisQRC\n4fTOHfnZDavKOJ8p21qqMOmNMN5rXVGKFx6vw7DTj8JcFc5eGWfsoIlFAk4N98wsOwAEZoyYbkWS\n5E6DD8x58ODB4zPg4/ignxZcE8zmdTY4qszINyigVkqx/r4ilBXocOHaBEVDAcCazJ5Yvwi+YIxS\nPyD/pWsC0zEw5kNdlRnLbLmwWjQ4fGqAMWFqObSMh51+jLtDVEBML7q0WjTcUoqJFC71udGw2AJf\nKIYNq8pwrtsJpVyMR1enFSBefNKBUCSBHK0c3977LqPNI6cHKSfUTJBW3QCw+7FaiIQCxoLpZi+k\nePCYL+gf8bGUk0i0NZWDAGA2KOEP+RBPpECAYIxvtVLMcsNtaSzByYuj1OvuIQ+kYiEUstmwcdjp\nz2rmpZBLcPQok5p35PQgbFv0IAgCxRY1bkyocA5MmcaewamsBkN05OoVlGSt1aLG337xfggAJFIE\n3N4wBp1BWM1KSo52IYEPzHnw4MGDhkx9cotBflselHMFj/8/e/ce32R5/4//lUNzbNImbZIeoKe0\ntBwEWk4egCLaDphCQcYQPMzpcPMruPnB+f1u+0w350cfwDz89Ke/qXPfibrhFNEh+EFBmaLyActA\nkKJtKUXapqe0TZM0aQ6/P8J9N3dyp01Pyd32/Xw89pjcuZPryp3e9/W+r/u63hfzuFoiFiHHFFg8\nKHSS6CObruS8r6HdgVWLzchO17ANX1qKmrfs4IU7+MaBHztrwU3X5nMyOzC96iVFxrCxrcEZXBrb\nHEhPUSNBIoJCJkVnt5vTi7ZyUR7SUlRw9Xpx4ptWNpvCqfPtvHU939DFeyMyMz8FOWmaiEH3SN9I\nESIULZefaIUuTjQ1W4f6Jhv+djlon25OwTsHathFx5ISZfB4fPhXZQNKSzIj9qgDgRtft8cHjYrb\nqx2ptz0hwvaaS51IUsmgT5ShfF4WZuSl4uvz7Zw5KMHlZpk0WLu0AG8e6ks1u+66AnR1u2GxOvHO\n4RrUW2yYN82ETIMae4I6A1aXmrFsweQxF5xTYE4IIZdFyk9ePm9STMqPJngMDeD1WgV8fj/qLd0w\n6lQwJAWGetQ2dOGdf9Xgp6tnYPaUQIYUvh610GErlVXNYUG4TqOARCLC/1o7E+cbbWxvfXGRAUq5\nlHfSZb3FhsY2B/x+PzrtLvh8fkw2afDuJ9yVBt/9pBa/vHUuJGIRWjqcOFHdhowUdcTVO/1+P9ur\nlmlQIyNVzQbiaRGGAxEynhl0fdeL4MB2eq4OR88ElrhXKaSQSPqCdpEIcPd64fUGes/bulzYd+Q8\nOw8lODgOvgn3+cHp1daoEsLGr6+5Nh8aFf88k6nZOiQnBp7AKaRiKGV9KU/55q5MN6fgQlMX7rlp\nJnrcXqiVUrxzuJZdE4KZIzNvqilsSA2TkSnPxJ+VRqgoMCeEkMsi5SefYdYjNSW2F/fgnntDshKq\noLHVTABvSFLgVG076poCwfJ/f3EBc4qMWDA9DZ3dgTGYnfZeNhgO7lFjest6L6dDY8yfbsL8qSak\np6pR29DFBuFFOXqY9GrkpGlQ1xRITcj0qkWaeJmeouI0lj++cRrvfq0dTrRdXnac3feGaWE9ZUyA\nwAQfP//h7DGbeYGQkZKXqQ2bf3LXyhmQJ0gxIz8VIlFg/PbO/VVh7/3Nj+fjkU1XotvpYYewmVJU\nnLkglVXNmDPVhESlFDqtgrdX+xc3l+BcvZWdO6JSSLB6iRlvf8wdHvOPg4G5LMwwvS5H38q9wdcn\njToBWpUcNQ0dOPa1BfOmmpCbrsF/vvAFp1yVQorSkklwRshaZWl3UGBOCCFjVeT85D2820cLX8/9\nxmVFuL4kk7PPwcpL+MdBbuD6ZVUzpmTp2N6nHreX89lMo7rimly2h2zVYjNSk5XITdewvc+6RBlM\nOiWqL3XhhoV52PtpLUx6JXpcXng8PnbcOgAoZOGN8KrSPOz99DynbL2WvxfcqFPi5X+e4Wx7ee/X\nuHV5EVYtNiM5UYZej49N2cYYy5kXCBkp8gQpyuZOwtScwFM0o16FU9Wt+MNfTrP7rFqcx2Y/CtZt\ndyM7R4dz9r4hYse+tsDS5sDyq3MgkYgwt2gGelxe1DV1QZ4gCRuPXpSjx6cnLyEjNRFujw8lRUbo\nEpVo6bCy15a2TidneMybh6rh8fohk4o59WKuTxWlZry6vwr/saEEErEYOq2Ccx0Ozdl+z00zeY9N\npIxMQkaBOSGEXBY5P3lsZ/jz9dy/9n4VpuXokH45GG2yOjlBOdCXe9ja1cP2fOVPSuItgxkbyjSE\nD9xSwul9Znrl03RKtHa5MH96Gtq6XDhd3YrFxZm456aZcPX6oFJIkahMQLZRjWk5KezEVKVcGhYE\nuHp9WLkojzOcZeWiPLh6uTcPDObxOgBsWTeb83lM5gW+OQE0qZNMNBJx3zC4hnYnJ88/AHYVz9Bz\nMlElw4lv22Bz9oZNvNz/WR3WLDEjQ6dEU2cPmq1OvPp+FbJMGtxcXgiVQorkRDnbCw5Y2M+tKDXj\nvz8PDEm5ZXlRWIpTIJBJac/hGmz+wSw884++hYWCh9dZrA7sO3Ie+46cx+Z1s9l9Que1HDtrCbu2\nrC41Y7KBAnNCCBmzIqXeyohxr0t/Pffpl7MRVF/q5N3H7fFBn6TA7d+fCrUiAXs/PR82bnPNtfk4\n/nVfI1q+IBt+vwhev59/0mSKCgXlU/Dvcy3Yd+Q8Xn2f+0j8D3dfBZlEzJmYyje8peZSJ1qsDvzs\nppmwOdzQquQ4drYJGQb+R83BE8vEYmD75kVoaOlGSpKCTYfGNydgLC/HTchwRbp+JCVysyutLjXj\nlX1n2R7q0CEqQN9TKa/Xx15D6i021F8eNnPr8iLMm27iHZPO4MvqBPSd39+12NkbgsnGRFSe6+tZ\nD14k7Z3DNVh3XQHeOPhtWO71Y19bMG+aCb+8ZQ6sNhdMehUmGygrCyGEjGkRM6OIYxvkDdRzb7H2\nsGPIQ002JqKh1Y5X9p3FimtywzI1yKRipKeo2PSIMqkYCRIx3vjwG2yqmBE2Ztvr96OxxY6OOiv0\nGjnWl03h9MYF5wxmjl+mUY1LLfawlIl56VrsO3Iex4JuCgCgKFs34KRUQ7IyMM49SQ7P5Ua5od3J\nOydgLC/HTchwRbp+6DUK9jqQk6bF3k9r2esD38TLddcVsOd28EqfwTQqGdL1aqxabIZYLIJRp8T+\nz+o4ayIcO2vp9/wOzgoFBHrbjyHQA37sbBO7vd5iw81lU/DIpivRGZQOlnHsawtWLcpDUYSnhGMF\nBeaEEBJECGn1+HruNy4rQoZeBb/Pj9bL4zVDA99VpXmoPNeMzMs90KHDVRjBj4QB4OiZwEIfoctY\n8411v2vljLDUjMG90xKRCMlqOXa8VsmOX2duCCYZE8O+V/mCbByuvBSo/+XGPdOgxrv/6gsaIj21\niPxkYewux03IcPFdP9ZdV4C3Pqpmz6ngm3aAu2hYvaUb5swkzMhJZs/tSMF+Rqoa8IMNrLNMGvam\nPz8zCe1dPZBKxUjRynH36ivgdHk46RhDb8CBwFyU/3P7PHx4rD7sJl6jliFDp0SaTjnuFhZiUGBO\nCCECE9pzb9ApkZeZjNrvOtDS4YRaGXg03NBiD8ueUJSjZxs6vl6w8gXZ6LD1cHqoGKGTKfnGur/0\n7mn84e6rMDNXH7H+wYFBcHCdopFxvldKkhIXmmycR+Q3lxXiilwdTLrpAz61iPxkgYJyMrF4fX40\ntDvZuRZLitM5T/5sdjebYhDgzz9eb7FBo0rA1TPSwm64B1phk3mSxnQCrCrNw57LOcYZFaXmQJrV\ny4E7M6k8dPhMXoYWpmQF8jOTOYE539O58bhoGAXmZEjcbjfOnPkq4usSiRharRJdXU54g5YMP3cu\nPF0TISRccM+9SCzC3iPn8VrQ2O7VpWZ8WdWM/Z/VobjQiKREOW5dUYSd+6o4GQ4A4Nc/mg+70w2v\nPzBOs6qOu1poYKVOM1qsTsAPdgJlpB5pm92NBj8iTrgcqNEMfiKRplMgOy28Bz6apxbjcTluQgbL\n1evBB8e/46RLZOZaMOdQg5/7Hr6b9pvLCjElM4k3uB3onL6uJBPTc/VobHNArZRCpUhAekoi6i2B\nVK6XWrqRnaaB2xPIoX66upVdMZhvUnc0gbcQnm6OhjERmO/YsQNvvfUWfD4f1q5diwceeGDA93R3\nd2P58uX4j//4D1RUVMSglhPLmTNf4ZdP7IYmJWtQ77PUHoMpb94o1YqQ8amhzcEJyoHA4hm/vmMe\nPL0+SBMk6La7oUiQoHxBNl56ty9N2jUzM5BjUkMiSoTX74cxeTqbUm3RrHR0O3pxvrELz7zxb/Y9\nTKPO1yOdZdLgfGMXp/eNb8JlcFYXi7UHZ+qsEYP4oTau47nXjJBo1V7q4gTlQPhci9CbWGYYSX/D\n0kL1d64Gv8akcmXmojArDz+9q+8aU74gG1V17aiqa8d//ngBuh1udlK3RCRisy21dfYErhsT6LwW\nfGD+8ssv47333sNzzz2H3t5ebN26Fampqbjjjjv6fd+2bdvQ2toao1pOTJqULCSnFQzqPba2i6NU\nG0LGr0g913ZHLywhEyDXl03Bf/3sKjS3O8MaW76GtQFOTpAN9DXqfD3Sq0rNeOaNf7ONrdvjg9Pt\nQUuXC2khq3VGWkm1v6wpg01/OJjA3u31oc5iR7PVAaNOhRyTGjKeVUsJGUtarA7e7cFzLfq7iR2p\nHmfm3G1otaPH7WXzk4emNgQCqV3vuWkW7D1uqFVS5KUlwu/zs58zGtmWxsr5L/jAfOfOnbjvvvtQ\nXFwMANi6dSuefvrpfgPz48eP4+jRo0hNTY1VNQkhZNREGkudqJLhqaBeKAD4+wffYEZe/2PAgw00\ngXJpSQZm5OnRYXcjOVGG5nZn2OIeQGBlwe/Nm8xpOCOtpBopa0p/DXJoYzXYAN7t9eH9/6nHnqDJ\nshWleVg2P0uQjTMh0TLo+APr0LkWozn0g+/cLV+QDQBhqQ0ZdU1dbGaVDeWFuC2nLh0AACAASURB\nVLY4EHgP9roRjbF0/gurNiGam5vR2NiIuXPnstvmzJmDhoaGiL3hvb29eOihh/DQQw8hISEhVlUl\nhJBRk5GiwsZlRZxtN5cVojfCwjytHfzBNp+BJlBKRCJMNqixuHgSJqeqYUhWoqTIyBmbCgRW8rOE\nrJDaX9Afyuv3o85iR6fDjYpSM7JMGgCBBjn0c5kg4DcvfI6ndv0bv3nhcxyqbIDX7w/7XEadxc5p\nlAFgz+FaXGi2R3wPIWNBXqYWG8oLOdtiPdeCL5g+cPQCSoqMSNHKUVFqxoprcjnndvAE1NcP9J3n\ng7luRKvO0s17/tcJ8PwXdI95S0sLRCIRjEYjuy01NRV+vx9NTU28PeLPP/88pk2bhquvvjqWVSWE\nkFEjEYuweokZ07J1aOnoG6JisfLnFh5MVpLBTqA06RRhC5UwQtMURps1pb/eNiaNY5ZBzb42lB61\n5giP+y3tDhSka3hfI2QskCdIUTZ3EqbmxG+uRaRgWimXorWzB/s/q2O3lS/IxoLpaTh6pomzL3P9\nGI1sS5HO/+Z2B6YI7PyPe2DucrlgsVh4X3M4AgdSJutrBJj/drvDF9eorq7GG2+8gXfffXdYdZLE\n6LEGU04syhvpsmJ1jOJNIhFDGpJWKpa/WzzLE6J41S3WvwFf+fIEKXLSNJgcFKBmpqqwobyQM/Fr\nQ3khMlNUUS+KJAVQPm8SZuTp0drZg9RkBTL03Pcz39svEqG5oweGCA2kQafknC/R1q+xxc7b28as\nRmjQKTm/QVsXfxDQ1tnDCeCDGSM87jfpVWHnOB8h/A0IlZDrNpB4/67DxdRbliBBtjER2Ub+VXRH\nW6RrwmRTIv52IPzc3lBeGJYmkbl+8F031l1XgDS9EtIofievz4+GNgdaO51ISVJCIhYhNZn//Dck\nK6M6//sz0n87cQ/MT548idtuuw0inju7rVu3AggE4aEBuVIZ/kfwn//5n9iyZQv0+ujGVkai1cY2\nB24syxupsmJ9jOJFq1VCp+Nv6Mfz34lQxfsYCLH8NUvzUVxoZCc05WZqIU8Y/KU9NaX/Bt3V68GB\nYxfx2vtVyDJpwlKtbVxWhMIcfVjZa5bmY2aBAd8126BWJCBVp4RGq+Ds91WdlbdMt8eH1UvMyMtM\nRuLlZb21WiXSDfw9XBmGxIjn63SJBBWleWFjTKfl6JGsjf6Rf7z/BoRoPByTsf4d4l1/VaIcG5cV\ncbJHbVxWBK+Pf3iZLEHC+ffGZYWc68eNi/KQkqxEzaVOyKRifHG6CQkJEqxeYu73+ubq9eDtj2s4\n9ShfkI1kjYx3QTaTPnIbHy9xD8znz5+Pqir+3NbNzc3YsWMHWltbkZGRAaBveIvBYODs29DQgBMn\nTuDcuXN47LHHAAA9PT146KGHsG/fPrzwwgtR1yk09/ZoiZTreyyU1RWhx2q86epywmrljkGL5e8W\nz/KEKFbHIFSsf4PBlm9KksOUJAcAOLpdcMA14uVfaneyjR3T07VqsRmZBjUyDWpk6FW8ZXt9fpz6\ntiWs17xs7iS21zxZzT80hlk2fG6RETkmDXsMDBoZb098qkYWdr4GW3FVNoqy9Wi2OmHSq5CbnghP\nrwenvmlmJ5FmRHjaIJS/ASGK1zEZCfH+XYdLSPW/viQT07J1nCdvDW38Q0h0WjlnVWCVPAG2rh44\nLp97F1vsnBSuAPDa+1WYlqPD5NTIgfTFFntYalnm6VuP24v7N5Sgw9YDnUYBsUgErSohqvO/PyN9\nbsY9MO+P0WhEeno6vvzySzYwP378ONLT08PGl5tMJnzwwQecbbfccgtuv/123HDDDYMq1+v1wRNh\nFvFoiGV5I1VWvC8AsdLf8RrPfydCFe9jMJ7KH2xWk9CUbMwKfz//4WykJyvh9/nh4ekda2h3huVY\nfv3AOUzL7RsPbkxWYO3SfLx5qJrdp3xBNrsqYIvVyTbGXq8Pfp8f1xZnhI2pjVQHhhQiTMnQYkqG\nlj0GB459N7h0jnQehhkPx2Ssfweh1D9dp0T65fPa7/PDmBw+h2XddQV461B12FCWZI0MSSo5TDoF\nWiJM9GyxOpHez1jzSO9ze3z4788v4L8/v4CfrJoBnUYOQ5IcB49fGvG0jMMl6MAcANavX48dO3bA\nZDLB7/fjiSeewJ133sm+3t7eDoVCAZVKhcmTJ3PeK5FIoNfrOZNHCSFkoos2TzC7yEeXE4lqOe9n\nDTQha6B0jEAg80tJoRFGnQp1TYGVAiurmtmGm6+MkUj9Nhpp2Qghffjyp9vs7rC1EwDgzHkr9h05\nj5vLCjEtV8f7eYkqGbx+f8TAOdLE0eAMMNlpGmTolGgIWQMCEMb5L/jZDnfddRdWrFiBzZs34+c/\n/zlWr16N22+/nX197dq1ePnll3nfyzdunRBCJrpIASmTrszr9+NSuwOfnm7C8XPNeOujGvx179dY\nXWrmvCealGzRZlgwaOVw9wZ6/fYcrmGD8vVlU0Yt7dtopGUjhAR4/X40tDtxps4KEUSYnqNDhk4J\njYp/6BoTPP/tg3OQSMS4uYybArJ8QTZe2Xe239SoTJap0PdVVjUD4F6zhHr+C77HXCwW48EHH8SD\nDz7I+/qhQ4civvfgwYOjVS1CCBmz+muQTMkK3tSFVXXt+LKqGb/+0XzYne6oU7JFm45RIhJhwVQD\n8jI1mJmfAkePB+kpaqQNMMRmOEYjLRshpP+ncnzXhODgGQikMVxakoG8zCSc+LaF8xStvp9e7dAe\n+pQkJSQSYFqOLuyaJdTzX/CBOSGEkJHVX4MUaaGQilIz9hyugd3pjnpVUaD/pcD59k1LUiItQv1G\n2mBzuBNCojPQMDHmmtDY5kBDq50zdA0IXIskIhHsTje7Omiw0DUTgvENc+O7pgj1/KfAnJAIfF4P\nzp0LzxgUzSz46dOv4OTfJ0RI+muQzvSTuhAYWm/SaC4FPhyDuWkghERvoLklzDVhUqoaH9rdnKA8\nODgezV5toZ7/FJgTEoG9oxF/fq8Bmi+6B/U+W1s9tt0PFBfPGaWaETI8/TVI/U2e2lAe/96kkSbU\nmwZCxrJoA+pIqxozwfFo92oL8fynwJyQfmhSspCcVhDvahAy4iI1SHwN4dql+bhyRjpSEmXw95OO\nkBBCgMEF1PIEKSYb1GyaxWBC7dUeTRSYE0IIYfE1hJkpKqSmJMJqtfebJ5wQQoCRDaiF2Ks9migw\nJ4QQwhHaEA52JbzR4ur14GKLPfDIO4pFkQgh8TOYgNrrC6RWjHbBs/GMAnNCCCGC5/X58fbHNZzl\ntoWwSh8hZHhcvR58cPw7zgrBE/ncFvwCQ4QQQkhDm4MTlAPcRZEIIWNT7aUuTlAOTOxzmwJzQggh\nA2KGkZw6346GdmfElfdGi1BX6SOEhGNW/YzmetFidfBun6jnNg1lIYQQ0i8hDCMR6ip9hBCu/lb9\n5LteGHT8Y9An6rlNPeaEEEL6JYRhJBkpKmxcVsTZJoRV+gghXJFW/Yx0vcjL1GJDeSFn20Q+t6nH\nnBBCSL8GWsUvFgZaiIQQIgyDvV7IE6QomzsJU3MmTq7y/lBgTgghpF9CGUbS30IkhBBhGMr1QiKe\nWLnK+0NDWQghhPSLhpEQQqLFrPoZjK4X0aMec0IIIf2iYSSEkGiN5KqfExEF5oQQQgYntpkSCSFj\nTOiqn0z6RFrZc2BjIjDfsWMH3nrrLfh8PqxduxYPPPBAxH0bGxvx29/+FseOHYPJZMLPf/5zLF++\nPIa1JYSQ8UUI6RIJIWNTf+kTx0QQGmOCH2P+8ssv47333sNzzz2HZ555Bv/85z/xl7/8hXdfr9eL\nTZs2QS6XY8+ePfjxj3+MBx54ANXV1TGuNSGEjB9CSJdICBmbBps+caITfGC+c+dO3HfffSguLsb8\n+fOxdetWvPrqq7z7fvzxx7BYLNi2bRtycnLwwx/+EEuWLMGJEydiXGtCCBk/aNVNQshQ0fVjcAT9\nFKG5uRmNjY2YO3cuu23OnDloaGhAa2srUlNTOfsfO3YMV155JVSqvnQ7zz77bMzqSwgh45FQ0iUS\nQsYeun4MjqB7zFtaWiASiWA0Gtltqamp8Pv9aGpqCtv/4sWLSE9Pxx//+EcsXrwYFRUV+PDDD2NZ\nZUIIGXcoXSIhZKgofeLgxL3H3OVywWKx8L7mcDgAADKZjN3G/Lfb7ebdf/fu3VixYgX+9Kc/4Ysv\nvsB9992HN954A9OnTx+F2hNCyPhH6RIJIUNF6RMHJ+6B+cmTJ3HbbbdBxPMDbd26FUAgCA8NyJXK\n8EcgEokEOp0Ov/vd7wAAU6dOxfHjx7Fr1y78/ve/j7pOEklsHiQw5cSivJEuK1bHaKySSMSQSkf2\nWMf671KI4lW3WP8GQixfniBFTpoGkw3quNUh+P8navlCJOS6DSTev+twjZX6SwFkGxORbUzkbB8r\n9e/PSNc97oH5/PnzUVVVxftac3MzduzYgdbWVmRkZADoG95iMBjC9jcYDPD5fJxtubm5+OabbwZV\nJ602tuOeYlneSJUV62M01mi1Suh0IxvA0DGP/zGg8uP/NxjvOsS7fCEaD8dkrH8Hqv/4EffAvD9G\noxHp6en48ssv2cD8+PHjSE9PD5v4CQCzZ8/GM888A7/fz/bA19TUIDMzc1DldnU54fX6Bt5xmCQS\nMbRaZUzKG+myurpoNnV/urqcsFrtI/JZsfw7CS5PiGJ1DELF+jeg8oVXB6GUL0Tx/LsYrnj/rsNF\n9Y+/kT43BR2YA8D69euxY8cOmEwm+P1+PPHEE7jzzjvZ19vb26FQKKBSqfD9738fzz33HB5++GHc\neeed+OSTT/DJJ5/gzTffHFSZXq8PHk/s/kBiWd5IlTVWT6BYGY3fNNZ/l0IU72NA5cf/bzDedYh3\n+UI0Ho7JWP8OVP/xQ/CB+V133QWr1YrNmzdDLBZj3bp1uP3229nX165dizVr1uDee+9FYmIiXn75\nZTz88MO48cYbkZGRgaeeegpFRUX9lEAIIYQQQkj8CT4wF4vFePDBB/Hggw/yvn7o0CHOv81mM3bu\n3BmLqhFCCCGEEDJixu40WEIIIYQQQsYRCswJIYQQQggRAArMCSGEEEIIEQAKzAkhhBBCCBEACswJ\nIYQQQggRAArMCSGEEEIIEQAKzAkhhBBCCBEACswJIYQQQggRAMEvMERGl9vtxpkzXw36fefOVY1C\nbQghhBBCJi4KzCe4M2e+wi+f2A1NStag3mepPQZT3rxRqhUhhBBCyMRDgTmBJiULyWkFg3qPre3i\nKNWGEEIIIWRiojHmhBBCCCGECAD1mBMywnxez5DH4E+ffgVkMtkI14gQQgghYwEF5oSMMHtHI/78\nXgM0X3QP6n22tnpsux8oLp4zSjUjhBBCiJBRYE7IKBjKuH1CCCGETGw0xpwQQgghhBABoMCcEEII\nIYQQARgTgfmOHTtw1VVXYcGCBdi+fXu/+x4/fhxr1qxBcXExVq9ejc8//zxGtSSEEEIIIWToBB+Y\nv/zyy3jvvffw3HPP4ZlnnsE///lP/OUvf+Hdt729HT/72c9w44034p///CeWLVuGe+65BxaLJca1\nJoQQQgghZHAEH5jv3LkT9913H4qLizF//nxs3boVr776Ku++lZWVkEqluOOOOzBp0iTcfffdkMlk\nOHnyZIxrTQghhBBCyOAIOitLc3MzGhsbMXfuXHbbnDlz0NDQgNbWVqSmpnL2T05ORkdHBz744AOU\nlZXhww8/hMPhwJQpU2Jd9Zhzu904c+ariK9LJGJotUp0dTnh9frY7UPNt00IIYQQQkaWoAPzlpYW\niEQiGI1Gdltqair8fj+amprCAvO5c+diw4YN2LJlC8RiMXw+Hx577DHk5OTEuOaxd+bMV/jlE7uh\nScka1Psstcdgyps3SrUihBBCCCHRintg7nK5Io4BdzgcAMBZCZH5b7fbHba/3W7HxYsXsWXLFixZ\nsgQHDhzAI488glmzZiE3N3cUai8sQ8mdbWu7OEq1IYMVacXQSE87gtGKoYQQQsjYF/fA/OTJk7jt\nttsgEonCXtu6dSuAQBAeGpArlcqw/V966SUAwM9+9jMAwNSpU3Hy5Em88soreOihh6Kuk0QSm6H3\nTDnB5R35/HNs/eWDvMejPw5HN3QF5YOug6OzCYBf8O+LR5mxfl/LhRN4qsYNlfbE4MrrasYLj/8C\nJSUjs2JorP7+hyJedeM7V6n8iVUHoZQvREKu20Di/bsOF9U//ka67nEPzOfPn4+qKv5xzs3Nzdix\nYwdaW1uRkZEBoG94i8FgCNv/zJkzKCjg9hhPnToV1dXVg6qTVhse9I+m4PJuWHE9bljxZUzLJ2Ss\niPW5SeULq3wh1CHe5QvReDgmY/07UP3HD0HfohiNRqSnp+PLL/sC1ePHjyM9PT1sfDmz/7lz5zjb\namtrMWnSpFGvKyGEEEIIIcMR9x7zgaxfvx47duyAyWSC3+/HE088gTvvvJN9vb29HQqFAiqVCj/4\nwQ+wceNG/PWvf8XSpUtx8OBBfPrpp9izZ08cvwEhhBBCCCEDE/n9/qEN+I0Rn8+H7du3Y/fu3RCL\nxVi3bh1+8YtfsK8vXboUa9aswb333gsA+Oijj/D000+jvr4eubm5eOCBB3DllVfGq/qEEEIIIYRE\nRfCBOSGEEEIIIROBoMeYE0IIIYQQMlFQYE4IIYQQQogAUGBOCCGEEEKIAFBgTgghhBBCiABQYE4I\nIYQQQogAUGBOCCGEEEKIAFBgTgghhBBCiABQYE4IIYQQQogAUGBOCCGEEEKIAFBgTgghhBBCiABQ\nYE4IIYQQQogAUGBOCCGEEEKIAFBgTgghhBBCiABQYE4IIYQQQogAUGBOCCGEEEKIAFBgTgghhBBC\niABQYE4IIYQQQogAUGBOCCGEEEKIAFBgTgghhBBCiACMicDcYrFgy5YtWLBgAUpLS/H444/D7Xbz\n7nvu3Dls2LABs2bNwsqVK3H06NEY15YQQgghhJDBGxOB+ZYtW+ByufD666/jiSeewEcffYSnn346\nbL/u7m7ceeedKCgowN69e1FWVoZ7770X7e3tcag1IYQQQggh0RN8YF5bW4tTp07hscceg9lsxpw5\nc7Blyxbs3bs3bN/du3dDrVbjd7/7HSZPnozNmzcjJycHp0+fjkPNCSGEEEIIiZ403hUYiMFgwIsv\nvgi9Xs9u8/v9vENZjh07hqVLl3K2/eMf/xj1OhJCCCGEEDJcgu8x12g0WLhwIftvv9+PV199FfPm\nzQvb9+LFi9DpdPjtb3+LhQsXYv369aisrIxldQkhhBBCCBkSwQfmobZt24aqqircd999Ya85HA68\n9NJLMBqNeOmllzB37lzceeedsFgscagpIYQQQggh0RtTgfn27duxc+dO7NixA2azOex1iUSCqVOn\n4t5770VRURG2bt2KnJwcvPPOO1GX4ff7R7LKhJARQucmIcJD5yUhI0vwY8wZjzzyCHbt2oXt27fj\n+uuv593HYDAgKyuLsy0nJweNjY1RlyMSidDV5YTX6xtWfaMhkYih1SpjUl4syxrv5Y3n7xZcntDE\n8twMFevfgMoXXh2EUr7QxPO8HAnx/l2Hi+offyN9bo6JwPzZZ5/Frl278OSTT6KsrCzifrNnz8Zn\nn33G2VZbW4sbb7xxUOV5vT54PLH7A4lleeP5u8W6vPH83YQq3seAyo//32C86xDv8oVoPByTsf4d\nqP7jh+CHstTU1OD555/Hpk2bUFxcjNbWVvZ/ANDa2gqXywUAWL9+PWpra/Hss8+ivr4eTz/9NL77\n7jusXLkynl+BEEIIIYSQAQk+MD948CB8Ph+ef/55LFq0CIsWLcLChQuxaNEiAMDChQuxf/9+AEBG\nRgb+/Oc/49ChQ7jxxhtx+PBhvPjiizAajfH8CoQQQgghhAxI8ENZNm3ahE2bNkV8vaqqivPv4uJi\n7N69e7SrRQghhBBCyIgSfI85IYQQQgghEwEF5oQQQgghhAgABeaEEEIIIYQIAAXmhBBCCCGECAAF\n5oQQQgghhAgABeaEEEIIIYQIAAXmhBBCCCGECAAF5oQQQgghhAgABeaEEEIIIYQIAAXmhBBCCCGE\nCAAF5oQQQgghhAgABeaEEEIIIYQIgDTeFSBkqLx+PyzWHrR2OmFIVkKVKI93lQghhBAyRMHtemqS\nEiadAhKRKN7ViikKzMmY5PX7caiyAX/74By7beOyIlxfkhnHWhFCCCFkKPja9ZvLCrG0JGNCBec0\nlIWMSRZrD+fkBYDX3q9CQ7sjTjUihBBCyFDxtet/++AcLB09capRfFBgTsak1k4n//YJdgITQggh\n40Hkdp1/+3hFgTkZk1KTlPzbkxUxrgkhhBBChityu86/fbyiwJyMSSadAjeXFXK2bVxWhAy9Kk41\nIoQQQshQ8bXrN5cVwjTBOtxo8icZkyQiEZaWZGBarg5tnT0w6JQozNHD0e2Cx+ePd/UIIYQQMgih\n7XpqshKmZMrKQsiYIRGJkKlXIVOvglQqhjxBCpuvBw3tzgmdaokQQggZabFIZRjcrk9UFJiTccPV\n68EHx7/D6wf6ZnXftXIGstMSA3ffFKgTQgghgxZtKkPKQz58YyIwt1gsePTRR3H06FEoFAosX74c\n999/P2QyWcT3fPfdd7jxxhvxwgsvYN68eTGsLYmV0AWGJB1OTlCeZdKg3mLDS++eZrdNxJyohBBC\nyGAFt7FqpYw3leH0PD0ydEp2f8pDPnxjIjDfsmULkpOT8frrr6OjowO/+tWvIJFI8MADD0R8z8MP\nP4yeHkqdN17xXQB+9P1pnH1KiozYc7iGsy30QkIIIYQQrtA2dsU1ubz7tXY42fY0Uh5yanMHR/BZ\nWWpra3Hq1Ck89thjMJvNmDNnDrZs2YK9e/dGfM+7774Lh4MWmhnP+C4AHd0uzr/dHh/veydaTlRC\nCCFkMELbWJmUP1wMTmVIechHhuADc4PBgBdffBF6vZ7d5vf74Xa7efe3Wq344x//iN///vfw+yk7\nx3jFdwGorGrG2qX57L+juZAQQgghhCu0ja2sakb5gmzOttBUhpSHfGQIfiiLRqPBwoUL2X/7/X68\n+uqrEceNP/7441i9ejXy8/N5XyfjA98FoN5iw89uugKz8lPR1tkDo14FhUyCv3/wDbtP8IWEJqkQ\nQggZi5j2q63LiXSDCwZN5Dl3QxHaxtZbbACAX/9oPuxON28qQyYPeegY84mWh3y4BB+Yh9q2bRuq\nqqrw6KOPhr322Wef4cSJE3jkkUfiUDMSS3wXgI3LipCWrITH64MIIjS3OzAzPxXTc/VhOVFpkgoh\nhJCxiK/92lBeiGuLR6794mtj5083Qa2UIsek5i2H8pCPjDEVmG/fvh07d+7EU089BbPZzHnN5XLh\n4YcfxkMPPdRvtpZoSCSxGeHDlBOL8mJZVizKkwIonzcJM/L0aO3sgVGnREG2Dna7Gx+FpEzcUF6I\nsrmTIBH3XRwaW+y8k1RmmPWYnKrut+zxdiwjlSdE8apbrH8DKl94dRBK+UIk5LoNJN6/61DwtV+v\nHwhMshyo/YoW08ZOz9Oj+rtOdHS78D9nLHjzUDVvmxr8vmxjIrKNiVGVMxaPf6iRrvuYCcwfeeQR\n7Nq1C9u3b8f1118f9vqpU6dw8eJFbN68mTO2/Cc/+QkqKirw8MMPR12WVhvb8VCxLG+8fbfUFO7J\nX9vRxQnKgcAFq7jQiKKcvnkKX9VZeT+vo9uNmQXGqMoeb8dyLIj3MaDy4/83GO86xLt8IRoPx2Qs\nfYeRaL+i1WJz4/++9zVnG1+bOlxj6fiPtjERmD/77LPYtWsXnnzySZSVlfHuM2vWLBw4cICzrays\nDI8++iiuuuqqQZXX1eWE18uf0WMkSSRiaLXKmJQXy7LiWV5jSzfv6w0t3TAlydl/J6v5n6okJ8pg\ntdqjKmu8H0shitUxCBXr34DKF14dhFK+EMXz72K44v27DsVw2q/Bamyx8W4PbVOHaiwe/1AjfW4K\nPjCvqanB888/j7vvvhvFxcVobW1lX0tNTUVrays0Gg3kcjkmT54c9n6j0cjJ6BINr9cHT4RUe6Mh\nluWN5+8GAKlJ/JNMUpIUnHoYk/knqRhD9uvPeD+WQhTvY0Dlx/9vMN51iHf5QjQejslY+g587deG\n8sG1X9FKiRBwhrapwzWWjv9oE3xgfvDgQfh8Pjz//PN4/vnnAQQys4hEIpw9exYLFy7E448/joqK\nirD3imjCwYSTkaKKalY4TVIhhBAyFgW3X+1dLmQYEpGqkcHvG/kU0ZRpJfYEH5hv2rQJmzZtivh6\nVVVVxNfOnj07GlUiwzSaaQol4ugDbolIhEy9Cpl6VczqRwghhAwX035lGxOh06lhtdrhGaHAPLQN\nXFKcHrdOrInYHgs+MCfjS7RpCodzMkYKuEeyfoQQQsh4wbS5Nocb5xu78MbBb9nXmDZwKG3qcOs0\nEdtjCszHqdDANjM1tidUJKHL/AKBNIXT8/TI0AXGssXzZIymfoQQQsh4EdzmVpSasedwDef1eLWB\nsWiPhdgjT4H5OBRp8YE1S+O/GmroMr/s9g4ne6IxJ2OWSYOSIiPcHh+cbg9aulxIC5rcGXxCGZKV\nUCX2P0M8mhMwmvoRQggh40VwAOyOMAGzvzYw2uCWb7/+gtDBtseDDbKF2iNPgfk4xHeXyeQdHYn0\nRsMRuswvuz25r7e8w+7C6iX5MOqU2P9ZHbsUsFQiQkmhEc3tDhj1KpyqbsXfP/iG/YyNy4pwfUkm\n7+dHewJGU7/GFju+qrMiWS2DkSaMEkIIEaBoA9XgAFgm5V8sJyVC28i0rUdONaCkyIhvvuuEOTMJ\nM3KSkSAWh+0X2gaXz5sUsf4Dtcd89RhMkC3UJ+QUmI9Dke4ym62OmAXmXp8fZ+va0dhig16rgEQi\nZgPqu1ZOR2tnD9weH2RSceCCkaxAr8+Hg19e4oxtK1+QDQCot9jw5qFqU0nOUQAAIABJREFUeLx+\n7Dlcw/u47bX3qzAtR4f0kJPW6/ejzmJHp8ONilIzKquaUW+x8Z6A/c1AF+rdNSGEEBJsMO1VcABc\nWdWM8gXZOHD0ArttVWkemq1OpPEE9hZrD46cakBRjh6VVc0oKTKi5lIn/D4/rsjTQSwSwWLtQUOr\nHU63B1kmDdvZduRUA8yTkvB1fQfb0cV8ZmunE0a9CuvLpnA64CJlhBlKkC3UJ+QUmI9Dke4yjbrY\njDP3+v346PglzgqcP1haAKlUDIvViV6PlxNUry+bAp/fj9N1HZygHAAOHL2AilIzeyIzj9mCH7cF\nD3np6HbDmBS4eHj9fjRZnai+1InObjdOV7ei3mLjBPuhJ2B/aRQb2p2CvLsmhBBCgg0mUA3ukKq3\n2GBKUeFna2bigsUGmVSMyqpmAECCVAS9RsHpeW/tdKKkyIjKqmYU5eg5bfuaa/ORl5GENz78hm3D\nmfYXAIpy9PjDX/6H/ff6silIVMrw0run2W13rZyBRzZd2W9GGOZJ+4prctn6MuX1F2QPpkc+ligw\nH4f4en03lBciN1OL9g4Hahu60Wx1wKhTIcekhkzC/+hqqCzWHk5QnmXSoNPuZoPs0J7uv3/wDfIn\nJaPmUifv5wUH4cxjNub/500zIcOgxp7DNcgyaSCTBnrmMwyJaGjtxl/f60uZyVwQgoN9vhMwUlYX\nod5dE0IIIcFC2yumA+tCkw3wgxNch3ZIyWQSbNv5Jef99RYbKkrNeOLwCdx0bT7mFBlg0Cpg1KvQ\n1uVCSZExrG3f/VE1KkrNKMrRs5/BtL8AeGMB5jXGS++exh/uvgozc/kXiuR7MhDc+Rbcxru9PtRZ\n7Gz8k21UCzJHOwXm4xBfr29migpOpwf7Pr+APYdr2X0rSvOwbH7WoILzgcathV4Qgk/YSBNLLO2O\niGPbmO3lC7LZO/fKqmb8YGkB9EkK/Ontr5Bl0oTdrZcvyOY8NgsOyN0eH24uK4QhSY6GdmdUk0Ui\n3V2nJCmj/gxCCCFkNAS3zWqljN3O1z6uu64AuelaaFQyts1iOqSOf9PK9/Fs+/3WR9Xw+vxITVKg\n29mLHrc3Ytvu9vgiPvnur4xg/XV+8T0ZYMq7ZmYGG2S7vT68/z/1YfHP9+ZlCW6hQQrMx6nQXl+J\nWISv69o5f5QAsOdwLabmpKAgXRPV50Yzbi00gOXr8Q5l0qvw319cCBvb9oPrCpCXrsUjm67ChSYb\n+1q9xYabrs3HuYsdALjBf/DQlhsW5mLvp+fDLgglUwyYbFDh4xONUY8Z53sSsb5sCi402TiP3mjc\nOSGEkFjy+rhtc5ZJg9WlZrx9uIa3N/uNg9+yT7BD26z0COmVg9tvt8eH1s4e9mn1ykV5/b4nOA6Y\nnquDLEGKfUfO91sGo7+hJS0d/E+yMwxqFJtT2O9UZ7H3G//EOkd7fygwn0As7Y6I26MNzKMZt2bS\nKXBzeSH+dnk4S/CJxjex5OayQkw2qHDNzAwcOdWAVYvNUCmkyEhVw+7sRUKCBBIJoFZI8esfzYPH\n44NGLUOL1Rl20kfqOTelqJBpSIRGJcPmdbMx2aBCS4eL97uYJyWh2+EO6/1mnkTMyNOjw+5GcqIM\nIpEIv3r+s36PhxDzpBJCCBkfXL0e1DTaOO0Z0xn1y1vnoK2zh/d9SrkUFaVmdDrcqGu2I8eohkQk\nQppOGTbpctXiPGhUCexTaJlUzAm2WzudYW378qtz2KfcTFt9c1khpmQmsf8dXOd11xVAq5ZxOtfy\n0rXocXlR09QNj8fL6eEHgERV35OBYHoNt51ttg4//okVCswnEFOEO8JI2/lEO846UZmAVYvN6PX6\nYEhWYu3SfLx5qJq9WNxz00wkSMQw6PoeHTHDb7odvahu6MQfX69kP698QTaq6tpRb7Gxd/fwA28f\nrkH5gmz2pOfrGaiqa0dxkSFswmm2if9krPymhb2TD+1JkIhEmGxQY+YUI6xWOyq/5X/kxxwPyuRC\nhMDtduPMma+G/H6JRIxFi64cwRoRQkaC1+fH2x/XwGpzhb1Wb7HhdG07by90lkkDh6sX71zuRd53\n5Dynbbq2OAP5k5Jx0WJDp93NTqgsX5CNBdPTcPRME0qKjAAC7e7fP/gGWSYN2+7LpGJoVAmot9jY\nYTN/uPsqzlCRJcXpSNUpUHOpCzKpGF+cbsKqxWZcOSMtLDtbVV07inL0qKprxzUzM9h6ejzesBuC\n8gXZ6O31cr5vpOQXg4l/YoUC8wlkWo4eFaV5YWOsso3qqD+jv1nMTM9wQ6sdLR1OnDjXNzM6y6TB\nPTfNRGObA5OMiejt9UIqF0Ms5ganIojg8frx1qFqzvbgCSNOtwcnqtuQnqJC+YIsHDhaj8XFmVi1\nOI93fBpfsP73D77Br++Yx/tdgi9ifLPYg1NBqpUyzjj24OMBCDdPKplYzpz5Cr98Yjc0KVlDer+t\nrR4vapXIz582wjUjhAxHQ5sDr71fFTZpksFkKeHrzf7T29ybdaZtMiTJcbquA112FycoBwJt8ZYf\nzsaM/FRMy9VjsikR7l4vKkrNcHt8EInAZkDb/IPZ+PUd89Ftd0MqlcBmd3MmnrZ0uPDMGyc5dbjY\nbAtrr4MTR1SUmjltqEYlQ1VdO+eGoLKqGYtnZ3A+I8ekHnb8EysUmE8gyVoFVlyVjaJsPZqtTpj0\ngVnJg5n4GSnPtyFJ3u/M6HqLDVabCz1uD55549+cfbJMGswtTMWhykAO8xXX5PKWrZRLw4aprF1a\ngPIrs9HQakeKVo70VHXYuLVIE02sNlfY47rgCaaM4KcBfKkgV1++IDIXruBZ3ZTJhQiFJiULyWkF\n8a4GIWQEMW0MX/DNtGdM27R1Ywk8Hh+8fuC75m7ez2uxOnGqujXieiIAUP1dJ05Xt8Lj8bFPpN8J\nCniZ4aONbXY88w9uex/c483XPkZqr0UiESpKzUhUJaCi1BwI8nWBoaHXzMwYMLOKTCLGsvlZw4p/\nYoUC8wlGIZVgSoYWUzK0Q3q/RCTCkuJ05GVq0WwNLAAwOVWF+mZHxJnRzMms08jZcedAoBddpZDC\n1etFbZMNX5xuAhB5gmjo+wHgzUPf4u7VV6DFGsjq4rF0Y+3SArx5qO+iMtmYyPt5iUoZJCIxe6ed\nk6bFsbOBx3Mz8lPZO2+jXsVmXVErZZygHAgMp/n1HfNgd/SGzeoWap5UQgghY0ekuUpMG8O0s6sW\nm5GUKENXSE93vcUGV68PM3N1AAC1IoG3HKUyYcD1RGRSMUpLMmFz9GLFNbn4/3afCtv/PzaUcIaj\nMts3lBfi9QPnMC1XD7VSFpZ7PFL7b9QpOT38664rQH6mtt+1R0LJJOJhxT+xQoE5GRSv3x+WyWR1\nqRmIMF6auftdXWpGY1vf5Au+SZqrSvNgSlFFXHks0gSWDpsLhdnJ6HZ40Gl3w6RX4hfri3HuYkfg\nhD/XjJWL8vDuJ9w7+r8fOMeOWau32PC9q7Ixd6oJF5r6FlVYUpKJU9WtbK96pN58u6M3LM+q1++H\nH37c/v2p6Ozuu0gKIU8qIYSQsaHX58Ppug7UXOqETCrG7o9r2F7njBQVNi4rwmvvV7FPp+9aOQN6\njZzTyZQgEeOdwzUw6WYgQ6eE3+fj7WF3Ont568C05SsX5UGWIIZGJUNbV2BcO99wzkjZUkQiEbJM\nGlRf6sRf3/uaUzYQ6MwKm3hamof9n9VxPueNg99iZn4qMnTKiGuPjFUUmJNB4Rsz/fbhGtxz00ze\n/afn6nH1jDQYkuSob7bj7cvbg++2mSD4ncO1uHv1Fdj/WR07ZkyvlUMpT4BYBKiU/H+uOelaVNW3\ncx6lLb86B1OzdWhsc+DKGenweX24f0MJqi5YIZOKcamlm531XbHEDLfbA4u1B8+/1XfnX74gG36A\nc4GIdDcf2gPON+lz7dJ8/HTNFTBo5TTxkxBCyIC8fj8OfnkpbGjJkVMNmGRSI1ktxw3X5GJatg5d\ndjekCRJ0293w+vz48NhFNmBefnUOTCkqdHS70NoRePprtfWEjc2eO9XIW48skwYVpWY43R5MNmlw\nvjEwYXPfkfOcBYQYiUr+Hnl7Ty9Kiozo7OZOVj1w9AJ+c8d8dsz39Fw92jp7oFYlwGbv5bTvjPE6\nJJQCczIokcZMW22usLvvjcsKMS0rGX6fHwCQY0rE+rIp+OxUI7rsbrzzL24PNgBcbO5mJ2sumJ6G\npnYHe6ecZdJgVWke5wRdVZoHh8sTdtLu/6wORdk6pGgVeOdwDeotNqy4Jhf7jpzn7a3/6ZqZePvj\n8AmnP13DveGIlO4xtAec7wbmzUPVmF1goKCcEEJIVCzWnohDS86ct2LfkfPYuKwI1xZn4HRte8R5\nXvs/q8M9N83Cjtf6hpfctrwIvV4/Ou1uAIFhMA2t3bw96V9WWVCUrYNYLML/++ZJzmtVde0oKTJy\nbgKOnbVg1eK8sHa+sqoZS+ZMwsdffhf2XbsdbkhEgaGnwT3gDe38ccd4HRJKgTkZlJQk/iEYTpeH\nMzM6J02LvEwtJGIRPJcDc4lIhOtKMpGTnoTHXznGef+Boxdwz02zYHO4kZKkwE9WzUC3s5fz+Io5\n6besm41OuxtJiTJYu3oiTmI5V9+BfUfOsxenjFQ1KkrNSEtRh42JC30Mx3D09PLu939un4celwcp\nSQre8Ww06ZMQQki0Io0hj9SWuD0+9gnua+9XITddO+A8r7qmLva1LJMGTe3OsAX9jp5ugilFhXtu\nmgmnywOlPAE1DR3QaRSwOXojZkzRqGS4bcVUdNndMCQrsf+zOty6vCisR77eYsMkYyKnzWXylrt6\nfWhod4at9REp6cR4HRJKgTkBEN0iOF6/Hxeawu+mb7o2H7IECUqKjKisakZRjh57P63FD8umwKiV\ncz5DIhKhLcKFpq6pi82oUlFqjrj62IWmLpw418IORSnKSubdj7loHTh6Ab+4uRh1jYE0THzjxPub\ncLr86hzODUJRjh5ikQjF+SnwRJhBTpM+CSGERKO/9S4itSXZaRocP2th/x1pAUG3x8cGvhqVDBWl\nZlRWNfOmEf7HwW+xobwQrZ09eC5oWOfdq6/An97+KuIcK7fHB5VCiv2f1aHeYsMty4qQZdKgx+WF\n2+PltJ8VpWZkGdTsOPJ500zIMKg5deFbPyR0gqchST5uF+6jwJxEvQiOxdqDl949zS4iIBaLYNQp\n2ZMRCAwtaWixAwAUcilOVLciRcs9aSIl+g8OjvccrsEvb50btk9w8M+cyKerNWyOU0Zo2sO2zh52\nqApfEF5Z1Rw2TGb1kny43B6cqWkLu+svm99/PuiJdodPCCFkaPpb78KkU2DddQWc4SyrSvNw/KwF\nmYZEHEMgOJ9kVLO5xIN7p1O0ct7VsJVy/vBPKhVzOt6AwBBTIHIHVk6aBsfOWtg4oNvZi4olZuz5\nOFDmqsVmGHVKJGvkSFRKUVXfgaJsHe5aNQMyqZhzExD83YOfLgdP8BzvC/dRYD6BuHo9uNgSWPwn\n+A4z2kVwmEdqzMzvilJz2AIF7xyuxa3LizDJkIhH/nyU3R580mQZVWymEuYikiAR4+iZJs5nXWjs\nwspFefj3N32941kmDZRyKSdtInMxuH9DCWx2N1o6nOzkTmZGul7bFxDzjRMvytGjocXOCcATlVLs\n++wCls6bhA6bm933e1dmIzdTC0d3+EprjMGkcCKEEDJxDTT0MTddyzskxHBNoJPrRzdMw9kLHWHB\n97VzJ0GrlmPn/irO5x44egGb183mLTNFG955xATkfG3nTdfmo6ahE0XZOswpMqHX44XP74e718u2\nzUU5evz72xboNArOe+9efUUgiOe5oWixOgE/eHvEh7pwXzQjA4SAAvMJglm297X3+05QJliOdjy0\nUa/inECR7riNOhV27ufmLw0+afx+oMvu5lxEll+dE/Y5k4yJaOlwYv70NE5e8luXF4XtW2+xoeqC\nFaerW7Fgehp0GgXn81cvMbMpnYLzvaYmK+Hz++D34/IFw8LWp7KyGaYUFexOD/cxW3kh7/cONd5S\nOBFCCBl5Aw191KhkeOdfNWGvZ5k02FBeiIxUNf7r/x5jh6wwbXSaXh1xDla30x0WZFeUmnnjgdAn\nykyu9GSNHMoEKZqsdjS2OnDgaF98sXZpAX665go0tTkiDp3x+vzodvaG3VAAQEKCGL954XP2e64q\nNUMMIFElg83hZofkBI9V728O11jqZR8TgbnFYsGjjz6Ko0ePQqFQYPny5bj//vshk8nC9v3444/x\n1FNP4cKFC8jKysJ9992HpUuXxqHWwsIs2xuMCZajGQ/t9ftxqro1LO84X/5Su7OXc4FI0crh8fpx\nockG+IHuHg/e/ph7gu7/rI4zSWX1EjP+cfBb3pPZ5uDPsyqTilFvseGaWRmoqmvn3ER8ebaZswRx\nvcWG4iIDvmux4WxtO66dO4nTI6HTyJGWooJYJEJbZw/ne/7twDmUFBphSpLz1oMQQgiJ1kBDH4Nf\nZ9pWtSIBrl4PEqRi/PvbVt5sYxWlZhRl63h7pK1dLlTVteOWZUVIVMlgd/YiNTkwwXNTxQxIJWI0\ntjng9/uRIBGjrqmLbSPVCil8Ph/+n13/RsXlla9Dh7+8eehb/HTNTLY+M/JTw24ckhNleOmd05z3\nHTh6Af9r7SxcujwklvleoSuGV9W1h6Vp7G8O11B72eNhTATmW7ZsQXJyMl5//XV0dHTgV7/6FSQS\nCR544AHOfufOncPmzZvxv//3/8bixYvxr3/9C1u2bMFbb72FwsLoejmFbqiPYvrrFZ+eoxtwPLTF\n2sPJ5w0Ehq1sXjcLz7xxkj3htGoZkjUK/PD6KWhqd0Auk+BSSzdn8scdN0zjrYtG1bcKWKIyAfUW\nG2bkp4btV1nVHJaGaeWiPFxq6UaWSYMktYx3TJ3T5cGqxWZo1TJkGtQ4ePwidBoFVpXm4Zk3+tI/\nMReC4AvN8qtzUFqSibYuF2RSMTpsLgrMCSGEDNtAQx+Z12cVpOB4VTPePNSX2pdZs0MmFYd1YlVW\nNUMkQlhbuLg4A+fqO1BakokuuxuvBnXaLb86B4mKBPwj6Cn18qtzYGlz4NjXgSfKwXO63BESIADc\nrGZ8Y90jxQIerw9ZaRpkmTS4ZlZG2IrfTCaYPYdr2A69geZwjaVMaYIPzGtra3Hq1CkcOXIEen3g\n7mjLli3Ytm1bWGC+d+9eXHXVVdi4cSMAYOPGjTh06BD2798/LgLz4TyK6a9XPNJFAQC7FL27l//k\nk4hE+K+fXYXjZ1uwOygPeHBu09AVuzTq8CcdAGBzuLHvyHncvXoGZAlS3LK8CCadCqerWzm98vUW\nG0pLMvHTNVeg3tLN9gJcN38yCrOToVYmhN29Hzh6AfdvKEGiUoa9n9ZicUkme5HJTtNw9uXrpWd6\n9JmsMfIECfIzuO8jhBBChiKaoY+XWh2coBwItE26RDnUivAFfUqKjGFPpw8cvYD7by5Gs7UHNkcv\n3vlXbVhPtkIuCdtWWpLJjlVXKxMwb5oJ86aa4Or1Qp4g4a2vUiHF3auvwMXmbui0ChyuvMTpvY8U\nC1jaHTjf0IWFszMglfBPOGXmnOVmaHHPTTORntL/kNGxlClN8IG5wWDAiy++yAblAOD3++F2u8P2\nXb16NXp7w4c58O07Fg3nUUzwsr2M4DvM0ItC6E0A87gqVGqyEnanlxOUA313tKF301kmDZrbHWEZ\nUG66Nh86rQIP3TUfJ79tCxsyA/Q9ripfkI3DlZdQUmRkA2UAkIrFuNRuh93p5a3r+YYuuC5PSNGq\n+nq7lQruaRCpByB4+64Pv0FWWiKSVHLBTiAhZKT4vB58/fXX6OpywuuN3EMWyfTpV/AOPSRkPBvJ\nyYYWaw9qLnXyvtZhdyOJJ8iN1Ja1dblw4OgFrLgmN+IQmAXT0zi95muX5uO+H86GXCaB2+2D0+Rh\ns6lkmTRYuSgP737CXX3b4ezF4cpLgR7t8sKwctaXTcHqJWbOzQOTUY1JMJGRqmbLCL5RMCQr4fH4\n8OTfTrDv7a+jcixlShN8YK7RaLBw4UL2336/H6+++irmzZsXtm9eXh7n399++y2++OIL3HLLLaNe\nz1gYzqMYiViE1UvMmJatC2RlGSBLSOhNAN9s7PVlU2BIkuN/qlp4P4M5gYKHuZj0KjRbHcjLTMZk\nowa1DYFlfY99bUFRjh4pWkVYb/U7h2vxy1vn4nRtG9s7XpSj56RDBICkRBl7Q8DH7/dDJhVj5aI8\nHDvblwFGrUjgfLdIKaFCtzOrrgl1AgkhI8Xe0Ygn/9YATQr/ud4fW1s9tt0PFBfPGYWaESJMIz3Z\nsLXT2W/bdORkQ1gbPdmYyLs/k7hBJhXzPiFmhogw5k0zwahTweZwo9cjhdvjw+6P+jrjmE6zrRvn\noNnqgMfjw6cnG1BvseGem2ahrqkLGanqsCEpf//gGzx421z8Yn0xzl3s4IyBzzJpkJaihr2nF/f9\nsBjfXLSGJXSoqmvnfF5/HZVjKVOa4APzUNu2bUNVVRUeffTRfvdrb2/H5s2bMWfOHFx77bWDKkMS\n4dHJSGPKibY8Q4RHLgadEtIIJ2xwWfIEKXLSNJhsUA9YVltX300AE1iLRCLcf3MxGtsccLo8mJmf\nisP/bkSyhn+stUwqxqWWbsyeYmCD6Vf2nWVfZ4a7MCd1vcUWNqyE0WJ1oChLB4/Xh4LJyahr6OIM\nbwn0qgdOML6biPIF2UhSy5BhSMSHx+rZYSyrSvMgFgXysf9ifTFcvV5MMiaGpWQMzYvOfD8gcDGY\nYdZjcir3uHp9fjS0OdjekowUFSTiwV8EBvt3MlyxKmco4lW3WP8GI13+SNRbk5KF5LSCIZc/0DUq\nms8I/v9YE0r5QiTkug1kJH5Xvmt9c5uT9wk3X1sRDUOyErs/rglr21aV5nGyk6xabIZOI4deq4Cr\n14PVS/LZNTyAwOqeqZdX8K6sasai2Zm85TG97fOmmZCeoubkGg/Ocsaot9jQ1G7Hq0GpGbNMGqZZ\nRu/loSehySKa2x1QyqWcp99MLz6zQndFqTlsSOzbH9dwEkYw2jp7kBUhxpECyDYmIjvCDctQjfTf\n/5gKzLdv346dO3fiqaeegtnM3ysKAK2trbjjjjsgEonw9NNPD7ocrTa2Y46iLU+VKA8bjrJxWREK\nc/SQJ0T3U0ZbVrohkKOb7zHX8qtzkJqkQO2lLjhcHnh8vrChKcxkzExDInv3HWkp3+ATK1EVPk4O\nAFxuL574WyXWLs1HglSCuqYuduwac5ctFYs5Jz4zg3xarg7ddjfsPR60WB0oLc7EjLwUpKWo0W7r\nQWunA1q1DL1eH3IykpCXqcWUbB1mFRhw7kI7XG4vej0+7o3A4jxOoN7R7cbMAmNffXs9YekpNy4r\nwuol5qh/q1Cx/rsUongfg7FavhDqrdMNPhiJ9FnxFO/yhWg8HJOhfodI1/qcNC3v/qFtBd/n1V7q\nQovVAYNOhbxMLeQJUqgS5VhUnIlPTlxi27bcdC0cPb2czq3p5hQ0ttvRZXdj98fV7IKAicoEpCYr\n4PP5UXOpExu/VwR7Ty9ksv6fEM+bagpbAChSUJyapERFqRlKuRSTjImo/q4Tz73Zl1iBSYUY/D65\nTIpjZy2cGCG0F18pl/JmluEbqpNhSByxa028jJnA/JFHHsGuXbuwfft2XH/99RH3s1gsuO222yCR\nSLBz507odLpBlzXUcZSDJZGIodUqB1Xe9SWZmJatQ2tnD1KTFcjQq+DodsGByIvdDLYsr88Pt9uD\n278/FWpFQthJyUyE3Hk4cCFiVvu8ubwQCVIxVIoE2J1uTMtNQYetB0B047YBQCQSYe3SfM4El/IF\n2ezd9puHqnHPTbNQlK2Dpd0BeYIE6SkqKGdlwOnyYM21+Xjq7yfYfOU3LMzFGx98y45N23fkPJv/\ntChHz6ZcCu6BuLm8EOVzJyFDp4DHk4QX9pxmJ5s6ejzweHyQSESci0tyogxWq53998UWe1h6ytfe\nr8K0HN2ge0uG8ncyHEx5QhSrYxAq1r/BSJff1cU/DC5WurqcnPNjKMb6bzBS5QtRvI7JSBju7xrp\nWv+bO+bz7h/aVgTz+vz44Ph3eD3oae1PVs1AdpoGrR1O5KZrkZ2mQUe3C0lqOeoau6BWJmDLutlo\nt/VAq5JBJhXD6fZyUgMDgWBX2i1CapISRy4PMwGAW5YVYu3SAs5aIT+4rgBqZaCTrMvBP0dPo+KO\naV+zJB/w+6FRJcBqc+Hbix0DdsatXVoAQ7Ii8AR7GrBl3WzYe3ohDhpekmXSwOHq5XT8MQF+YVYy\nZFIzZ9x5qiby8R0tI31ujonA/Nlnn8WuXbvw5JNPoqysLOJ+TqcTd911FxISEvDKK69wJowOhtfr\ng6efFEAjbbDlpeuUSL88hsrv88Pj849YWaHj4lZck8u7HzMjmgl4r5yRjqZWO2f4xy3LCmG8fOca\nzbjtVYvz0GJ1IFmj4OQUv9TSDZVCiuvmToZSIYVI5IdGLWMnlQDAD5YWQCmXor2rB1tvmQOXy4Pu\nnl6crmkLSuMox63LiyASibDhe4Ww93j+f/bePL6p80wbvrTvuyV5AUmWbCyz2FhAnbAJnOLElGAb\nExIIZJr5tSEhTSaTNPP21+k37ft22rTTTtKZty15J51pm30HUgopaQikQEsBExIWE7xh8CIvsvZ9\n+f6Qz/E5OkeEpCSAOdc/YB2dRUc693M/93Pd14WyIgVkUiHGg2aS3vLSnrOYadOjTC+DUSPBPKeJ\n5pzW7LajRC8npR2LNFKYNFLafR3xsSdCI+NRlHzGLvAv+nd5LeJq34Pr9fxXO2m6kvftev0OpjKm\nwj35rJ+hUKwPRRKszYYmjRTxZJq1KXTAG6Ul5RazCueHgniGovVNyBnu/FMPFtWWIhpLIZ5IIZ3O\noncoiGqrDoEwnYrKJh8MAGaDHGqFBFJxBo9tcCESS8IfSsColUOLwLr3AAAgAElEQVSvEeOhdXMh\nKkDT0Kkl2Nw6B8PjUWSzWTjKNPjJC8fQ4nZg54EesrGU2rDZ3jFMyiIb1BIYtTKc7PZiy9oa7PxT\nD/5zQqv8G2tryfOwceBzzqW1COYZFd61YgZS6QyymWuPN/5pcM0n5l1dXdi6dSs2b96Muro6jI6O\nktuKioowOjoKlUoFiUSCp59+GhcvXsSzzz6LTCZDvlcqlUKpvLKcousFRFf4WCCKEmMceqUIQxMS\niGxd4vlNn4USajZN0sZ6K41KEoqmkM6ESX42m8tYmVGBe1ZWIxBOkMtTd9/qJF3O2IIKUaEnzAUA\nwB9OMHTHRyeaXAnXsdEJoyBvIIrTPV5aB/nqJXYsmDmZnF8cCeUsj7UybGNpRqVKJ667hcm7vZ6k\nmThw4MCBw2fDpWL9LJuOVYa4UFMo4WjJ4/FQYpBDIODTjHWA3Ir1hsYqzHIY8NKeswzfjV0He2jm\nfy6nCe0dwwwqyK03WeHxRmjKKl9ZXA6ZVAihkId4MosLniD0agmDqtrstkMtE+PZfWfQ5wli9RI7\n9h2/CGByFbxQjgBkcbJzFE6bnlbwWttQibUNFdAqJQjHUmS+UGi1PZ3J4ldvnaK99vI7H2O23QCz\nVnrF1HCuBq75xPzdd99FJpPB1q1bsXXrVgA5dQ0ej4czZ85g8eLF+NGPfoSWlhbs2bMHsVgM69at\nox2jpaUFTzzxxNW4/KuKdDaLd9v7SWMgi1mFeU4TLdHM7xInlF+Ima5MImQ8lI31VqTSWVatcOoy\nVe6BSqGj14u6KhM0SjEe3eDCmD+GYr0cYjEfnRf8jE7tMMWUgG22vGN/Nza3zsHuQ71wOXNcPbbA\n0+x2YMf+LkZwWNtQiQ8+pqtLvPWnbmxpqyUTc483clmNMQDw6rvnUFNRROsEv56kmThw4MCBw2fD\npWI9mwxxrycMf56l/EvvnMWcCgN6BgPkWGUxq7Ci3sJ6TpFIQDZDFhojt7TV4pdvnIBMImRNkHVq\nKVmJJ5L7rZQkfdXickhEAhRp5fioa4y2it3eMYxqqx7rVsyANxCDViHG4FiOPkIU8wrlCI9tcOHO\nFTPwk+eP0ba9vvccHrmrDn2eIBRSETp6vWhe6kBJAeqnQsqevo76ojjV7aV9H+tuqUR5iRoqufi6\nSNKv+cT8vvvuw3333Vdwe0fH5Ixr9+7dX8QlXTcYGo/i5Xc+JpNslVyMYCRBt5fPkxcq0sgYVWqL\nWYVv3FELIZ8HpUKMs73j8IfZeWdqhZg8PlXakFoBv32JHUPeMAxqKZSyyWZP6mRgzfIKvPleZ8HZ\n8oXhELlEVsjpM5vJsAat1/eeY21cCUTi5L5ElZ06SaAifyUhX7JSwONhWV0J7GUaDI9HYNbLMd0o\nv+YDAgcOHDhwuHxcrgwfm3xi6zIH1iyvwJg/Bn8ogVffzfG8iTF4zB9jPadGOcnvLjRGJlPpXGJr\nYMoU7jl8HrPKJ1ecqeMkcW5qb1ljvRXHzw7Txszh8Qj++NcL5P5Oqw5LakuRTGfR1lBRMEcY8UUR\njLCPqx9f8CGbzaJ+lpnsE7OYVYzV9lZ3TnmGDUq5GD97hb7K8Oq758jm0utB3viaT8w5fHYMjkYu\nyS8jHjJqUmnWSdHsdtCWz/o8Qfz8tRP41803Y2AkjMOnhrBqMTv3XC4VoWmhDclUGkVaGXRqCQxq\nKaptOgyPRxFPpvELSpf2lrYaALlgMMthoAWHB9tqwCsgLygW8snquE4lYQ08c2fMRyIVZN2fLZiZ\ndXLcv6YGuw72oM8TxOyKIpzsHGUGhWW5DnfqBCefopLOZrHv+OAV07DlwIEDBw7XJi7HtZPNIJBQ\nN9m+v4vWz0UkyhazCk0LbTSpwOaldihlIrLHidAkz4dUIoRSJqJJH1PhDU4KRlDHw0KcbkKPnCi4\nFWnl+MpiGwZGw7T3r15ix+BYGDfNLmE9byCcgLnAfRIL+di+vws1jiJyFYIYY6l89mMdw1gw08y6\nUpFMshsMEp/xck0Zrya4xHwKQy4TFnzIqBVjRlJZoFFs1BeFXCZEnyeInQd6WLXCiaS22W3HH/96\nYVK60G3HgmoTjp4ZIQNKe8cwKZOUrxve5wniF298iMc2uNDqdtDoN0RFe/USOwKRBKKxFOv1BsJx\nzJiuhZhFZinfeKF1WQVO9ozBUarB7IoiuF1l0KqkJI+cuoxn1skw5I1iydwyZLJZKKRCZJHFR+fH\nEY2lUFqkgFDI/8wurRw4cODA4fpGMpNB33AEw+MRmHTyT0wYqauw1ERZKRWR449WIYZAwMMPf3OE\n3H7XihnkCjOBlgkaJ+GeyQaNUoy2hgq8sbez4Lmp6B0KTI6HbjveO3YBZUYljeYK5GihGxqrMDQa\nZs0RCJlhNops/0gILW4HRnxRVNt0+OEDN6N3MAg+n49wNIFjZzxkFd0biMGkk+Gfv7oAqVQGKoWY\n5JazgfoZL8eU8WqCS8ynMPRqKRTSCOs24uGj8p6JpbZogj3RNWhkkIj4eHR9HYZ9UZi0MsywaBEI\nJ2jNm8Akx406w55mVDEq92a9DPvb+7Gi3sLawT3ii8Ksl+HBtTXoGZykx9Q5jTh8egg6lRQGDTtv\nW6OQoPOij3HO+lnFaD87jOalDvD5PJQYFBAKeIgn09h5IBd4nDY99rf30wKLy2mCSSeDxxulHXPN\n8gr4QwmGfTGbmcK1HhA4cODAgcPfhmQmg7cPX6AVlNoKjAlEwkgVSCBeczlNtHGFzQ/k5Xc+xj/c\nWUcm77ZiNXYe6CbPU8hwb/u+LjQsmIb1jVW561tegTfe67wsBTVCACE/iSfGcIlEgEg8hfFgDPev\nmYM+T4hWGAOARbWleHSDCz0DAZQYFAhFEygvVWP3oV7yPW3LKyAWCRCNp0harNkgh04lxU9faCfP\nS12NZuP85xsEXusiDFxiPoVhVEtgKpAEzirXYeHsYhoXjlhqY+N0NdZb4Q/H0XXRTws2W9pqMOqP\n0Vy7CFBn2I31VngD9JnsnsPncf+aGvR5gtAo2Tu49WopRsaj+PjCOJa5puFUj5fsMice3vtbZ7Ma\nHA2MhvAGpYpAnPPhO+fitb3nYDFHJrh0dAMEs16G53Z3wGJWwayX4ZG76nB+KIht+zpZA+Ob73Uy\nqhKv7+1kN2D4GwMCobJzvXabc+DAgcO1jCsRY/uGIww1rzf2duIbd9Ti56/RxxsiYSTGii1tNRAK\n+Gh22xmJb6Fq9rmLPnKsXbmonOHIaTbI8c27XRjyRqCWi3FkovL8m51nJrnXjVVoXuooKPiQ73xN\nFNAIFKLNhqNJnOwchctpwuyKInL81qulSKcySKczjDGYuO433psccwmn8FWLyxneKtTV6HzOfzoL\ncvUAuD5EGLjEfApDwOPBadFg3S2VZFMJkPthzijTMIINocgyyemaDYVUDF84DqNWhlQqg5IiBU1W\ncOeBHrQuZ18qoz60BEeNCotZBZlYgNZlFRAK+Ojo9dK27zl8Hk6bDtlsFkdOezDbbmBMACxmFQbH\nIjh+doRSMVDhyBlPQX33UCSJLW01iCfTOfteShWDSNyJIPPc7g5aMn65RkkAoFHSm1P+1oCQzjCb\nhzjeOgcOHDhcGbA1aF5ujKUm9JE4+6pzPJEmV3+1CjEkYgHkUiEW1ZZCp5IgHEtiPBiHViXG8Y4R\nRi/X5VSz899jMasYFWaqtLFakdMV16kkpPGQxazC+sYqyKUiKGRCjAdi6OhlnpNajS9Em7339pmY\nO8NI29bidqBYL8XpXh9NtpjYh1rU4k3cd+L1eAFK0KgvCqNGQqMPVVu14PN4MGlnXbIx91oDl5hP\ncYj4fKyYPw21FUXwhRPQKsUwadh/mIQeq8WswsqFVgx6I9ixf9LYgGjqKDHQk/NEMn1ZM2xCTok4\nh9Omx1MvH6ftA9Dtev3BOA6cGACQo+bkgxoMqPsV4tUBgFwixM8vYRPsC8Zpx6Um3RoF3e2MAFvA\nrCjT4Pv33XTFAsLAWITjrd/ASCQSaG8/9pnMgs6e7fjkN3HgcIODrUHzcmJsfkJPjD/59MwirQxP\n/PYIuW2Ww4BTXWNw2vS0Hqu25RUAcoUv6tjaPxLCA201OD80Seuc5zThGGWszaeufFKfWSCcIAte\nq5fYyfeM+WO0a6KOk23LK3DktIfWmBktMBnJZMBIvrfv74KlWAVhAfMi6phr0snISUQilYFRy944\nWmxQMOhDrW4Hbquf/omNudcauMT8BoCAx8N0owI1M0wYHw8XdDcz66T42urZ6PPkmi3YmjoIbdRH\n17tQZlSiWC/HwGgYxzuYFet8GofFrCJ5abZiFWM5Kn+mDABatRR33FIJbzAGkVCAjbdV4fm3J4OF\nWs6eKCdSGYaiisWswqoldvSPhmkasvnnTaUyUEgnZRyJpNtiViGVyjBoPqsWlzPc0dY2VKBYN6lj\nC+R4h72eMDmbt5jkEPHZAxMbiBUNxuscb/2GwIkTJ/DYT16HysCubXwpeLqPwGxf8DlcFQcOUwef\nNcbmJ/TtHcO4o6ES/jxnSj6fRzP+2b6/i5UeeeS0B2sbKtDR54NRK8c31tZiLBBDJJ4ktcaBXAOl\nSMQn6StEsm7Wy7C+sQoapRjJS6zyUhsuZRIhdCoJSosUUMhE+PcX22nvJ6inAj4PGqUEjjINfOEE\nhHw+dh7oJj1F8qFVso/RnRf9n7gC0LTQhkgsCbdrGoKRBJxWPdQKIVrcdmyn5Cct7pwQRD59aNv+\nLsyyG2A3X18Gk1xizoGEgMeDtViJX711Eia9k/U9gUgcFrMKPYN+MqgQCTw1oX5w7aRZDwDc0VCJ\nrn4f2VxJlYaigjpT/uqqmegbCmDbPqo5UAX+v7//EsYCcQTDCRgps2lqdcJp0eJk5yjFpECOMV8M\nvyxQKSfO27zUDoGABz6fRybvRAXCrJchGElCIRNhS1sNxoNxROMpVEzTYv/xizTlFleViVYdZ2sG\nImbzl5ucc26iHFQGC7TFTKfZT0Jw7MLncDUcOEwtfNYYm5/Q93mCWFRbyjDYOXragztuqYRnPIJp\nRhXuvV2CZCpDKxQRq8lPvjS5mty6zIHK6Vr823OTpjwWswo88KCSSzA0FsbJzlH0eYJY21CBeDIN\nAZ+PYCQJDcVbhIoqixbBSBICAY9srCQq5IXG50wmA28gjr+eHsLSuWXgIYtwLAGnTT9h6sdcOc/v\nLSNgK1ZjPBhjdRWVSYR4+M65GBwJ09xBVy3OoEgrQ/9ImGF4ZCjw3Xm8ES4x53DtgMp5M2plkE9w\nni/V3EIYGhSqRKvlEricJjJZLmiXm87gsQmXT5VCDJGARws0YiGfVYXFVqzGykXlsBWroFVK8Jud\np2nHfX1vJx5cW4tfvn6C3N/tKoNELET/SIisPOw6mHvA5RIRdCopxoMxWnc7QK/QE9X8apseHefH\nkc1myWDV0evFeDAGpUzEaGzp6PUikcoFC8KAYf2KKhjVdH45WzPQp53NlxrknJsoBw4cOHxO+KyO\nzWwJfb7BDpFw//uL7eT/8wUWAHbqybZ9Xfh682zGsdj8Sf56yoP5M8149Y+Tn4GgqBDJeWO9FW/s\n7YTLacLuQ72Mqj1RsV4w04wF1WYEIgmo5WLo1VLIpCJIRHzyc7hdZXBVGeG06ZBOZxgJc0dvTo54\n275JIYZmtx07D+SScberDA+vmwt/OIFkMo0DEzz3R+6qQzKdockr7zzQgxa3A2VGJeMesVFdARTU\nTL+WwSXmUxRsTSx33+bE8rrSSza3EAHmyBkPVi+x07hhq5fYceTMEKptk45hhZaiBAI+bSnsnpXV\ntO39IyFGQ0iuCz0NsZAPrSpXBWBDz2CAEZha3A6aCQMwKenkDwdYjwPkJhbNbjvJsSs2KBBP5q6h\nflYxDp8awspF5eDzUJB6A+Q4c/9w51zIJSKoFCLGeYbH2WUrP81sXsC/PIc5Dhw4cODw6XG5Lp75\nYEvo7SVq2nuoCXe+0yZRoFq1uBzjFOMfKhQUl+xL8cYB0DTNgUkaau9QbuykmugBzAJbe8cw7l01\nE2P+GG3ca15qx8BoGDqVFAtmmqFTScmKtsWswtpbKkmXbyruXDED6xurIBULYNDK4BkLY1FtKSLx\nJK0i3lhvhdkgh9tVhr6hIOvEo1AxUKMUMTxPWt0OTDdyiTmHawRsTSwvvN2B8hL1JZtbzDop7lox\nAy+/8zEWzDTjgbYaxGIpGHRSpFJZlJdpMOydTDL7R0JoXmrHjvcnE/i25RX4XV6zRyCvesA24yUS\n6e37u6CUi2A1q0lOOlUDVSzkMwJToYeVx+PR3NHyq/ROqx7vHu0DkNMuf/pNOn+POH8gwm4vrJCK\n8KcP+gEA5y76YStW44lnjzA6+U069uDwaWfzl+Mwx4EDBw4cPhs+S4xlS+iL1BJaokgdo4j/s1W+\nC3lg8Hk8tC5zYNu+rkuqg0lEAtZthHwxtZ+KKKzlF9j6PEEo5WL8Om/Fesf7k31mxL/UMXVwNIx7\nV82k7ddYb4XHG0FpkQJZZHGubxw73u+m0WAJ7Dl8Hptb58DjjVxy4pE/bra6HTCqpbitfjpmlusx\nPB6FWS/HdOOn6+O6VsAl5lMUhZpYPF72yu2oLwqzVoqRQBxSiYA03+GBB6lEgIHhMMpLNXhu9xks\nqi3F3bc6EY4lUaSVYc9fztOWr8QiASOotHcM0xL4T5IdNGnlONvnZcyYl7pK8X77ADnTJ1Cocm8v\nVeP9D/oxY7qWtRln1eIMPGMR1grEjv3d2LK2FrsO9hRsbMlms7QgF4jkqh35nfwWk3zKzOY5cODA\ngQMdbAn9bfXTUWXV4cOuMZrcL9VAKH/ceX1vJza3zsH/2/YR+VpjvRWv7z2HNcsrsL6xqqA/icWk\ngFxWWDmsdZkDx84wFVzaO4bRtNBGW3UOFShGEWMc0W/GNrHYeJsT3mCcLKgRSXWpUfmJOcCF4RDr\n6wCglIkQT6RJg8BkOoPaiiLYzAoyAXcUq+AoVhU8xvUALjGfoijUxFKoQmvQyEjXz/xAAeSoIsFI\nglXWaW1DRc6Vk5d7CNmS2D5PEG5XGfkwVVt1rKZEYmHOWGE8FMPre5nmQI/cVYcWtwNCAQ+7Dk5u\nY3M3W73EDgGfjwXVZvzyjQ+xvrGK0Yyz80APHrmrDiIhnyYBSaB3MEAaIrCZLhFSjnetmAEejweZ\nWEg28gTDCQxkQXL5b/3S5Gx+mkkBHng4c97HGQVx4MCBwxSEiM+Ho0SFUV8MSpmAbHQkxpNCyenw\neJTm5Nk14MOqxeUIRRLQqSQ49NEgYzza1OTEqD+Ovx46z9i2ZnkFFFIhpGIhnBNUVKLKXW3VwVVl\nxOAYvaGykKO2Wi4h/11UW0rLB4BJc7388T2RyqB3cJJWejma7PkoNSrx8p6zE8UwD9avqIK9WDnl\nxk4uMZ+iYOO83X2bE7ZiJWtzi0DAw0vvnC3YjS0RCSAU8BmJLdWZCwApv7RmeQWN59ZYb8X+9n6y\nuqxRiBnBY21DBUqLlIin0gUlHT++kHM4a1pow8amKjy/O/c5+jxB1M8qxvrGKvjDCXKmXmXVk8Ev\nvxkn/5irl9gZyblYyEcilSGvu3mpA1qVGCUGBdKZLKaZFCgxKHHmvJf2eZsW2jDii+LHz0920RP0\nFptZyRkFceDAgcMURL64glErAZDFn096MOqL4tENrpxkrlaOdJZpgmcxq1BikKN3Qqs8k81AIhTQ\nuN5NC22wmpW4f80cpNNZhKNJaBQSPLd7UnWMmtiPB2N4bncHNjVVw1KsgkouIl2xdx3swTfW1uK3\nvz9Du44FM82MptDmpbk+s1WLy2HWSREsUFVnm3BQZYddThN4PB42t87B7kO9k+Or2076n+TnB+tX\nVMFRosT9a2bDG4gjEkuhxDA1V5y5xHyKIp/zZtTJUGXTIxKKsza3nOodB1B4tjrNpET3AHsTJfUh\nJLROkc11Z2uUYmSzWQiFfJj1cihkIoSjCRg0MggFPKxvrIJMIoBULMLOA93o8+SCxZa2GtZzEde3\n+1AvNjRW4aF1tejqD2DGdC3efK+TQaHpvOhDdiL4fdIMnWiQIRJzYomPWAHo8wTR5wni/jU16Dg/\njtrKIpy7EIc3EGesMhCd7lQQ9BZkwRkFceDAgcMUQzKTwcleH7r6cxrdb+7rQrPbgVF/jKSJLKg2\n4/mJhscFM800kQWLWYU6p5GWhD+4tpZh0ENVUrGYVfjK4nJ0U6rRxFgFgFQ1AYBgJIFgBIzxiq1o\ndeS0B+67p+GBthoEIwmo5RJkshnYSjU49OEAQrFUwcS8PK/xlRhLzQY5XE666MOa5RW4fUk5+kfC\n6B8J0dRqcoUwCSrKNCjW5Sr4H3V6p3xRi0vMpzConDehkA+JSIgI4qxcOIL6wqZFekdDJRKpTEEa\nTH7Cm05n8Ie/nEefJ4h7V82EL5jAsYkEdywQw3STErF4Eql0FiUGOWKJNH75xgnaMXYe6CEbXQjk\nu4n6wgn4wgmc7ByFrZjZLAMAJQYFBsfC2LK2Fl39PmxunYMLwyGyok7orxKIJZI0eaZ51WYcOzNZ\nQW+st5Id7UJB7j35fHcCbFWDUV8ULEUSchuXmHPgwIHDtQ+2yvi7x/rx6ruTsrzNbjv8oThtLBgP\nxslqcJlROdF/NWnOl6/+1TPIXhBTK8RYuagcBrUEggnjIjZUlGkw4ovijoZKHD41xDpeaVUSlj2B\nUDRJE0SwmFVY31iFmoljFGlljHyhxe3AX08P4aF1tRgPxBGKJknhhlVL7DQvESCnILOhsYqmUrOl\nrQa9Q0HMcRhgNSnIpHvAG70hilpcYs4BAJ36sqi2lAwUBrUEo/4Y/u+rH8BiVrHyrKmJLQAo5SK0\nNVRAKOAjlc7g3SMXGA0ibcsrYNRK0T0QKMizU8pEZNU9EE6QDzcBsZAPnVqC6QttGA/GaQGCqCKM\n+aMoMciRSKahlIpoDTXNbjsGRsK0YyplYogE8QnpKju8gSiW1pVBIOAjk8kglc5idkURXE4T/npq\nCKsW25EpkGmzVeiLtDJE42n2z1tAO54DBw4cOFw7YJMj/sbaWlpSDuQEBB5d76KpkkXjKdL4TikX\nMarb+SgsSczDyc5ROG16PLe7o+D4vH1/F/o8QTQttLEez2JWYTwYZezbtNCGcDRBe5/TpsePnztK\nO/54MIYH2mrg9ccQT6ZhL9Vg+/4uHDntwf/+ej1C0RT0aikMGikGRtklkH2U++O06Ukjwpk2HU71\njpN9WDeK+zWXmHMAQKe++MMJ/PSFnAY5VR+cCB7rG6sgFPKRTmWQpPCvgRwHjYdcA8g8pwkGjYy1\n8/yN9zqxpa1mQsYwxbgel9NE00ed5TDQztO6zAGJSIBkKo1f/+40+b4H2mrA5wEeb5RhXXy8Y4R2\nDkKe8Qg85LWfvTAOmTj3WGSyWXT1+7Gg2ox4Mg2hWETjwxFB6eCJAUZQW3dLJdQKeqJNGFV09gdY\nA2gyyZ6wc+DAgQOHawdUOWKCM+0Lx2kOngRG/VFYS9Skklk0kcKSuaUIx1LQqegNlmxJeHvHMO64\npRKvUZL+xnorEok0Vi604ultJwGA1gdl0skw4ovSroWgv+QrpLmcJjy/+ywsZhWtIFdsUKDzop/c\n51La6Vvf+BCbW+cgHEtgcMJ/xGJW4YNzo7RV7/vXsFNUZ9sN5OcnCn1Om57MQ4Dc+DmnwsC6/1Rz\nv+YScw4kCIpLsU5GVs/zq9l9niD69pzF/WvmwB9KQKeW4KF1tQiEEshks0ils+jo86FpoQ3tZ4dh\nL9NgoIBRUO9QELZiNQ6e6GYkqio53aRHKRXROsbVCjHKjCr88Dd/pV3b1jc+xJa2Gry+l1m5oOq3\nEjBqZdjY5IRaLgGPl8WYP4ZYIpcgD42FMWO6FjsP9NCSceJcew6fx5a2WlpALNLKUKSRIhCJw6CS\n4Vv3LEAkloRcKkImnUGvJ4xgNAmDRsqQlFo6t/SyvysOHDhw4HB1QFRuiaIRmxEO4SjtD8fx7K7J\nxsq1DZUwauXQZ7PgAfi7r1TDH0ogkcpAJRcxKJxOmx7WYjXWN1ZBJORDLs31ae1v78faWypp10VU\n3//+9lms6mo6lQQtyxyQS4QAeEimM1BNrNQS+xKV8XzjH8ILJB9EjnBhOARHmQYXJsZDqkM4gV0H\nexjUl8Z6KwKhGJRSIbnikN90CuQoKzPLb74h3K+5xPwGQzqTxYA3SvLi2GT6qNVzXyjBKmtoUMug\nVogxHohDJhHiLyeHoFNJacl12/IKZLLZgtw3sZCPwbEwaXtPJN7TTUokUpPVY5fThNfyEm0AePjO\nuaQlsEImRjiaRCqdQTpzaY10KkZ8UTIAbGpywhuIMyrZblcZGaSICgGRjBPVgcmAOBM/fu4oGdw6\ner20f/OP3dHrRZ8nOCWDCwcOHDhMRRA9WWxygdQx4iuLy2krtwDw+t5zpE45kdhT9cPvWjGDFDUg\nijblpSqM+WOM8SOeoK82E9V7DWW1lmoAJJMIsX1fF2Y5DFBKRdjxfhdDpKBQZfyxDS7We0E1KYrE\nUmTFWyFlOmD3eYJocTvw8Lq58IcTSCbTOHBiAEIhH3PsBnz/vpsw5o8VpLeO+aM3hPs1l5jfQIgn\nU3jn6EW8SAkk626pxC3zyhjuWET1nMfLyRhSNcXvaKjEye5RmttnviECkKOr/NOm+ThwYgB/t6oa\n/mCCdNwUCfg4fGoIi2tLYTErYSlWQSjgIxxNkEGKmFkXekhD4QRal1Xg4wvjtNl9WwHntOkmJe3v\nZrcdMsmk7rhCJsaewx2095AqMxOwmFUoNijIBlGlTEiTfzJoZHjkrjoEIwlEYikyqWerAOw5fB6P\nb3RBo5BMyeDCgQMHDlMRZp0UX1s9G1mw9xfpVBK0uB0YGmM39CNMdKhJMDGOBCJJFBsUONk5So5h\nSpmYIVW85/B51FXNx5plFXhzXycWzDTDVWXCheEQhrwR3FNW8DQAACAASURBVLViBg59OMjo72qs\nt+JU1xgWT/SSySRCmrxxofF2PBjDxtuq8PzbZ2nHopoU3X2bE0tdZSjWyxGMJlmP0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VRy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6zzM4PmcouW9XuvtOkwFklyZBz1C0pw/MwAvUjYtLIqL09x5OUpfDCz1HK5hPYXpx5n3rtC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\nRERW4P8D9OUCyC8HKDsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10a7997f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"seaborn.pairplot(pandas.DataFrame(fit.extract(pars=['b', 'rX', 'rF'])))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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