2818 lines
1.4 MiB
2818 lines
1.4 MiB
{
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"cells": [
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"outputs": [],
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"source": [
|
||
"# Лабораторная работа 1\n",
|
||
"import pandas as pd\n",
|
||
"import numpy as np"
|
||
]
|
||
},
|
||
{
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||
"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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||
"outputs": [],
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"source": [
|
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"data = pd.read_excel(r\"C:\\Users\\Cyber\\Downloads\\daily-weather-dataset_chronological-order.xlsx\", sheet_name=\"daily\")"
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||
]
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||
},
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{
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"cell_type": "code",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
||
" <th>Date</th>\n",
|
||
" <th>Cloud coverage</th>\n",
|
||
" <th>Visibility</th>\n",
|
||
" <th>Temperature</th>\n",
|
||
" <th>Dew point</th>\n",
|
||
" <th>Relative humidity</th>\n",
|
||
" <th>Wind speed</th>\n",
|
||
" <th>Station pressure</th>\n",
|
||
" <th>Altimeter</th>\n",
|
||
" <th>Solar energy</th>\n",
|
||
" <th>(Inverters)</th>\n",
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||
" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
|
||
" <th>632</th>\n",
|
||
" <td>2017-10-25</td>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>5.87</td>\n",
|
||
" <td>2.89</td>\n",
|
||
" <td>82.33</td>\n",
|
||
" <td>5.56</td>\n",
|
||
" <td>29.04</td>\n",
|
||
" <td>29.83</td>\n",
|
||
" <td>13737</td>\n",
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||
" <td>NaN</td>\n",
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||
" </tr>\n",
|
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" <tr>\n",
|
||
" <th>633</th>\n",
|
||
" <td>2017-10-26</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>10.59</td>\n",
|
||
" <td>5.32</td>\n",
|
||
" <td>72.74</td>\n",
|
||
" <td>9.61</td>\n",
|
||
" <td>28.97</td>\n",
|
||
" <td>29.76</td>\n",
|
||
" <td>27465</td>\n",
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||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>634</th>\n",
|
||
" <td>2017-10-27</td>\n",
|
||
" <td>0.89</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>5.79</td>\n",
|
||
" <td>0.04</td>\n",
|
||
" <td>67.37</td>\n",
|
||
" <td>13.62</td>\n",
|
||
" <td>29.08</td>\n",
|
||
" <td>29.87</td>\n",
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||
" <td>15797</td>\n",
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||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>635</th>\n",
|
||
" <td>2017-10-28</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>9.67</td>\n",
|
||
" <td>3.43</td>\n",
|
||
" <td>-0.11</td>\n",
|
||
" <td>77.87</td>\n",
|
||
" <td>9.67</td>\n",
|
||
" <td>29.15</td>\n",
|
||
" <td>29.94</td>\n",
|
||
" <td>6400</td>\n",
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||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>636</th>\n",
|
||
" <td>2017-10-29</td>\n",
|
||
" <td>0.58</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>4.96</td>\n",
|
||
" <td>-0.90</td>\n",
|
||
" <td>67.58</td>\n",
|
||
" <td>5.53</td>\n",
|
||
" <td>29.07</td>\n",
|
||
" <td>29.86</td>\n",
|
||
" <td>8537</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Date Cloud coverage Visibility Temperature Dew point \\\n",
|
||
"632 2017-10-25 0.23 10.00 5.87 2.89 \n",
|
||
"633 2017-10-26 0.01 10.00 10.59 5.32 \n",
|
||
"634 2017-10-27 0.89 10.00 5.79 0.04 \n",
|
||
"635 2017-10-28 0.99 9.67 3.43 -0.11 \n",
|
||
"636 2017-10-29 0.58 10.00 4.96 -0.90 \n",
|
||
"\n",
|
||
" Relative humidity Wind speed Station pressure Altimeter Solar energy \\\n",
|
||
"632 82.33 5.56 29.04 29.83 13737 \n",
|
||
"633 72.74 9.61 28.97 29.76 27465 \n",
|
||
"634 67.37 13.62 29.08 29.87 15797 \n",
|
||
"635 77.87 9.67 29.15 29.94 6400 \n",
|
||
"636 67.58 5.53 29.07 29.86 8537 \n",
|
||
"\n",
|
||
" (Inverters) \n",
|
||
"632 NaN \n",
|
||
"633 NaN \n",
|
||
"634 NaN \n",
|
||
"635 NaN \n",
|
||
"636 NaN "
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
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||
],
|
||
"source": [
|
||
"data.tail()"
|
||
]
|
||
},
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{
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||
"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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"text/html": [
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|
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" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Date</th>\n",
|
||
" <th>Cloud coverage</th>\n",
|
||
" <th>Visibility</th>\n",
|
||
" <th>Temperature</th>\n",
|
||
" <th>Dew point</th>\n",
|
||
" <th>Relative humidity</th>\n",
|
||
" <th>Wind speed</th>\n",
|
||
" <th>Station pressure</th>\n",
|
||
" <th>Altimeter</th>\n",
|
||
" <th>Solar energy</th>\n",
|
||
" <th>(Inverters)</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2016-02-01</td>\n",
|
||
" <td>0.10</td>\n",
|
||
" <td>9.45</td>\n",
|
||
" <td>3.11</td>\n",
|
||
" <td>0.32</td>\n",
|
||
" <td>79.46</td>\n",
|
||
" <td>4.70</td>\n",
|
||
" <td>29.23</td>\n",
|
||
" <td>30.02</td>\n",
|
||
" <td>20256</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2016-02-02</td>\n",
|
||
" <td>0.80</td>\n",
|
||
" <td>3.94</td>\n",
|
||
" <td>6.99</td>\n",
|
||
" <td>6.22</td>\n",
|
||
" <td>93.60</td>\n",
|
||
" <td>13.29</td>\n",
|
||
" <td>28.91</td>\n",
|
||
" <td>29.70</td>\n",
|
||
" <td>1761</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2016-02-03</td>\n",
|
||
" <td>0.87</td>\n",
|
||
" <td>8.70</td>\n",
|
||
" <td>1.62</td>\n",
|
||
" <td>0.02</td>\n",
|
||
" <td>85.00</td>\n",
|
||
" <td>16.73</td>\n",
|
||
" <td>29.03</td>\n",
|
||
" <td>29.82</td>\n",
|
||
" <td>2775</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2016-02-04</td>\n",
|
||
" <td>0.37</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>-2.47</td>\n",
|
||
" <td>-5.89</td>\n",
|
||
" <td>74.52</td>\n",
|
||
" <td>9.46</td>\n",
|
||
" <td>29.46</td>\n",
|
||
" <td>30.26</td>\n",
|
||
" <td>28695</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2016-02-05</td>\n",
|
||
" <td>0.52</td>\n",
|
||
" <td>9.21</td>\n",
|
||
" <td>-2.00</td>\n",
|
||
" <td>-4.15</td>\n",
|
||
" <td>82.03</td>\n",
|
||
" <td>5.92</td>\n",
|
||
" <td>29.55</td>\n",
|
||
" <td>30.35</td>\n",
|
||
" <td>9517</td>\n",
|
||
" <td>NaN</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Date Cloud coverage Visibility Temperature Dew point \\\n",
|
||
"0 2016-02-01 0.10 9.45 3.11 0.32 \n",
|
||
"1 2016-02-02 0.80 3.94 6.99 6.22 \n",
|
||
"2 2016-02-03 0.87 8.70 1.62 0.02 \n",
|
||
"3 2016-02-04 0.37 10.00 -2.47 -5.89 \n",
|
||
"4 2016-02-05 0.52 9.21 -2.00 -4.15 \n",
|
||
"\n",
|
||
" Relative humidity Wind speed Station pressure Altimeter Solar energy \\\n",
|
||
"0 79.46 4.70 29.23 30.02 20256 \n",
|
||
"1 93.60 13.29 28.91 29.70 1761 \n",
|
||
"2 85.00 16.73 29.03 29.82 2775 \n",
|
||
"3 74.52 9.46 29.46 30.26 28695 \n",
|
||
"4 82.03 5.92 29.55 30.35 9517 \n",
|
||
"\n",
|
||
" (Inverters) \n",
|
||
"0 NaN \n",
|
||
"1 NaN \n",
|
||
"2 NaN \n",
|
||
"3 NaN \n",
|
||
"4 NaN "
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(637, 11)"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data.shape # Параметр .shape показывает размерность датафрейма"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
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"text/plain": [
|
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"7007"
|
||
]
|
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},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data.size # Параметр .size показывает количество элементов в датафрейме"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Date 637\n",
|
||
"Cloud coverage 637\n",
|
||
"Visibility 637\n",
|
||
"Temperature 637\n",
|
||
"Dew point 637\n",
|
||
"Relative humidity 637\n",
|
||
"Wind speed 637\n",
|
||
"Station pressure 637\n",
|
||
"Altimeter 637\n",
|
||
"Solar energy 637\n",
|
||
"(Inverters) 0\n",
|
||
"dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data.count() # Метод count считает сколько всего непустых записей в каждом столбце"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"RangeIndex: 637 entries, 0 to 636\n",
|
||
"Data columns (total 11 columns):\n",
|
||
" # Column Non-Null Count Dtype \n",
|
||
"--- ------ -------------- ----- \n",
|
||
" 0 Date 637 non-null datetime64[ns]\n",
|
||
" 1 Cloud coverage 637 non-null float64 \n",
|
||
" 2 Visibility 637 non-null float64 \n",
|
||
" 3 Temperature 637 non-null float64 \n",
|
||
" 4 Dew point 637 non-null float64 \n",
|
||
" 5 Relative humidity 637 non-null float64 \n",
|
||
" 6 Wind speed 637 non-null float64 \n",
|
||
" 7 Station pressure 637 non-null float64 \n",
|
||
" 8 Altimeter 637 non-null float64 \n",
|
||
" 9 Solar energy 637 non-null int64 \n",
|
||
" 10 (Inverters) 0 non-null float64 \n",
|
||
"dtypes: datetime64[ns](1), float64(9), int64(1)\n",
|
||
"memory usage: 54.9 KB\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"data.info() # Метод .info() показывает тип каждого столбца и занимаемую память"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Date datetime64[ns]\n",
|
||
"Cloud coverage float64\n",
|
||
"Visibility float64\n",
|
||
"Temperature float64\n",
|
||
"Dew point float64\n",
|
||
"Relative humidity float64\n",
|
||
"Wind speed float64\n",
|
||
"Station pressure float64\n",
|
||
"Altimeter float64\n",
|
||
"Solar energy int64\n",
|
||
"(Inverters) float64\n",
|
||
"dtype: object"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data.dtypes # Параметр .dtypes показывает просто тип каждого столбца"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
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"metadata": {},
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|
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|
||
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|
||
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|
||
" <th>Visibility</th>\n",
|
||
" <th>Temperature</th>\n",
|
||
" <th>Dew point</th>\n",
|
||
" <th>Relative humidity</th>\n",
|
||
" <th>Wind speed</th>\n",
|
||
" <th>Station pressure</th>\n",
|
||
" <th>Altimeter</th>\n",
|
||
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|
||
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|
||
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|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>True</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>True</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>True</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>True</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>True</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Date Cloud coverage Visibility Temperature Dew point \\\n",
|
||
"0 False False False False False \n",
|
||
"1 False False False False False \n",
|
||
"2 False False False False False \n",
|
||
"3 False False False False False \n",
|
||
"4 False False False False False \n",
|
||
"\n",
|
||
" Relative humidity Wind speed Station pressure Altimeter Solar energy \\\n",
|
||
"0 False False False False False \n",
|
||
"1 False False False False False \n",
|
||
"2 False False False False False \n",
|
||
"3 False False False False False \n",
|
||
"4 False False False False False \n",
|
||
"\n",
|
||
" (Inverters) \n",
|
||
"0 True \n",
|
||
"1 True \n",
|
||
"2 True \n",
|
||
"3 True \n",
|
||
"4 True "
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data.isna().head() # Метод .isna() вместо каждого значения подставит True (значение NaN) или False (действительное значение)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Date 0\n",
|
||
"Cloud coverage 0\n",
|
||
"Visibility 0\n",
|
||
"Temperature 0\n",
|
||
"Dew point 0\n",
|
||
"Relative humidity 0\n",
|
||
"Wind speed 0\n",
|
||
"Station pressure 0\n",
|
||
"Altimeter 0\n",
|
||
"Solar energy 0\n",
|
||
"(Inverters) 637\n",
|
||
"dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"data.isna().sum() # Подсчитаем количество пропусков в каждом столбце с помощью метода .sum()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"637\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"proc = data.isna().sum().sum() # Подсчитаем сколько всего пропусков (во всех столбцах) в нашем датафрейме\n",
|
||
"print(proc) # Отобразим количество посчитанных пропусков"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"9.1%\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"proc = data.isna().sum().sum() / data.size\n",
|
||
"print(round(100*proc,1), '%', sep='')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df = pd.DataFrame(data)\n",
|
||
"# Функция для удаления выбросов по IQR\n",
|
||
"def remove_outliers(df, column):\n",
|
||
" Q1 = df[column].quantile(0.25)\n",
|
||
" Q3 = df[column].quantile(0.75)\n",
|
||
" IQR = Q3 - Q1\n",
|
||
" lower_bound = Q1 - 1.5 * IQR\n",
|
||
" upper_bound = Q3 + 1.5 * IQR\n",
|
||
" return df[(df[column] >= lower_bound) & (df[column] <= upper_bound)]\n",
|
||
"\n",
|
||
"# Удаляем выбросы из указанных столбцов\n",
|
||
"columns_to_clean = [\"Cloud coverage\"]\n",
|
||
"for col in columns_to_clean:\n",
|
||
" df = remove_outliers(df, col)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"df = df.dropna(axis=1, how='all')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
||
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|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
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|
||
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|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Date</th>\n",
|
||
" <th>Cloud coverage</th>\n",
|
||
" <th>Visibility</th>\n",
|
||
" <th>Temperature</th>\n",
|
||
" <th>Dew point</th>\n",
|
||
" <th>Relative humidity</th>\n",
|
||
" <th>Wind speed</th>\n",
|
||
" <th>Station pressure</th>\n",
|
||
" <th>Altimeter</th>\n",
|
||
" <th>Solar energy</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2016-02-01</td>\n",
|
||
" <td>0.10</td>\n",
|
||
" <td>9.45</td>\n",
|
||
" <td>3.11</td>\n",
|
||
" <td>0.32</td>\n",
|
||
" <td>79.46</td>\n",
|
||
" <td>4.70</td>\n",
|
||
" <td>29.23</td>\n",
|
||
" <td>30.02</td>\n",
|
||
" <td>20256</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2016-02-02</td>\n",
|
||
" <td>0.80</td>\n",
|
||
" <td>3.94</td>\n",
|
||
" <td>6.99</td>\n",
|
||
" <td>6.22</td>\n",
|
||
" <td>93.60</td>\n",
|
||
" <td>13.29</td>\n",
|
||
" <td>28.91</td>\n",
|
||
" <td>29.70</td>\n",
|
||
" <td>1761</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2016-02-03</td>\n",
|
||
" <td>0.87</td>\n",
|
||
" <td>8.70</td>\n",
|
||
" <td>1.62</td>\n",
|
||
" <td>0.02</td>\n",
|
||
" <td>85.00</td>\n",
|
||
" <td>16.73</td>\n",
|
||
" <td>29.03</td>\n",
|
||
" <td>29.82</td>\n",
|
||
" <td>2775</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2016-02-04</td>\n",
|
||
" <td>0.37</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>-2.47</td>\n",
|
||
" <td>-5.89</td>\n",
|
||
" <td>74.52</td>\n",
|
||
" <td>9.46</td>\n",
|
||
" <td>29.46</td>\n",
|
||
" <td>30.26</td>\n",
|
||
" <td>28695</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2016-02-05</td>\n",
|
||
" <td>0.52</td>\n",
|
||
" <td>9.21</td>\n",
|
||
" <td>-2.00</td>\n",
|
||
" <td>-4.15</td>\n",
|
||
" <td>82.03</td>\n",
|
||
" <td>5.92</td>\n",
|
||
" <td>29.55</td>\n",
|
||
" <td>30.35</td>\n",
|
||
" <td>9517</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>632</th>\n",
|
||
" <td>2017-10-25</td>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>5.87</td>\n",
|
||
" <td>2.89</td>\n",
|
||
" <td>82.33</td>\n",
|
||
" <td>5.56</td>\n",
|
||
" <td>29.04</td>\n",
|
||
" <td>29.83</td>\n",
|
||
" <td>13737</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>633</th>\n",
|
||
" <td>2017-10-26</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>10.59</td>\n",
|
||
" <td>5.32</td>\n",
|
||
" <td>72.74</td>\n",
|
||
" <td>9.61</td>\n",
|
||
" <td>28.97</td>\n",
|
||
" <td>29.76</td>\n",
|
||
" <td>27465</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>634</th>\n",
|
||
" <td>2017-10-27</td>\n",
|
||
" <td>0.89</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>5.79</td>\n",
|
||
" <td>0.04</td>\n",
|
||
" <td>67.37</td>\n",
|
||
" <td>13.62</td>\n",
|
||
" <td>29.08</td>\n",
|
||
" <td>29.87</td>\n",
|
||
" <td>15797</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>635</th>\n",
|
||
" <td>2017-10-28</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>9.67</td>\n",
|
||
" <td>3.43</td>\n",
|
||
" <td>-0.11</td>\n",
|
||
" <td>77.87</td>\n",
|
||
" <td>9.67</td>\n",
|
||
" <td>29.15</td>\n",
|
||
" <td>29.94</td>\n",
|
||
" <td>6400</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>636</th>\n",
|
||
" <td>2017-10-29</td>\n",
|
||
" <td>0.58</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>4.96</td>\n",
|
||
" <td>-0.90</td>\n",
|
||
" <td>67.58</td>\n",
|
||
" <td>5.53</td>\n",
|
||
" <td>29.07</td>\n",
|
||
" <td>29.86</td>\n",
|
||
" <td>8537</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>637 rows × 10 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Date Cloud coverage Visibility Temperature Dew point \\\n",
|
||
"0 2016-02-01 0.10 9.45 3.11 0.32 \n",
|
||
"1 2016-02-02 0.80 3.94 6.99 6.22 \n",
|
||
"2 2016-02-03 0.87 8.70 1.62 0.02 \n",
|
||
"3 2016-02-04 0.37 10.00 -2.47 -5.89 \n",
|
||
"4 2016-02-05 0.52 9.21 -2.00 -4.15 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"632 2017-10-25 0.23 10.00 5.87 2.89 \n",
|
||
"633 2017-10-26 0.01 10.00 10.59 5.32 \n",
|
||
"634 2017-10-27 0.89 10.00 5.79 0.04 \n",
|
||
"635 2017-10-28 0.99 9.67 3.43 -0.11 \n",
|
||
"636 2017-10-29 0.58 10.00 4.96 -0.90 \n",
|
||
"\n",
|
||
" Relative humidity Wind speed Station pressure Altimeter Solar energy \n",
|
||
"0 79.46 4.70 29.23 30.02 20256 \n",
|
||
"1 93.60 13.29 28.91 29.70 1761 \n",
|
||
"2 85.00 16.73 29.03 29.82 2775 \n",
|
||
"3 74.52 9.46 29.46 30.26 28695 \n",
|
||
"4 82.03 5.92 29.55 30.35 9517 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"632 82.33 5.56 29.04 29.83 13737 \n",
|
||
"633 72.74 9.61 28.97 29.76 27465 \n",
|
||
"634 67.37 13.62 29.08 29.87 15797 \n",
|
||
"635 77.87 9.67 29.15 29.94 6400 \n",
|
||
"636 67.58 5.53 29.07 29.86 8537 \n",
|
||
"\n",
|
||
"[637 rows x 10 columns]"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
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|
||
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|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
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|
||
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|
||
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|
||
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|
||
" text-align: right;\n",
|
||
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|
||
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|
||
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Date</th>\n",
|
||
" <th>Cloud coverage</th>\n",
|
||
" <th>Visibility</th>\n",
|
||
" <th>Temperature</th>\n",
|
||
" <th>Dew point</th>\n",
|
||
" <th>Relative humidity</th>\n",
|
||
" <th>Wind speed</th>\n",
|
||
" <th>Station pressure</th>\n",
|
||
" <th>Altimeter</th>\n",
|
||
" <th>Solar energy</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Month</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2017-01-16 00:00:00.000000000</td>\n",
|
||
" <td>0.687742</td>\n",
|
||
" <td>7.680968</td>\n",
|
||
" <td>0.146452</td>\n",
|
||
" <td>-1.628387</td>\n",
|
||
" <td>84.665161</td>\n",
|
||
" <td>10.528387</td>\n",
|
||
" <td>28.890968</td>\n",
|
||
" <td>29.995806</td>\n",
|
||
" <td>6997.387097</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2016-08-12 13:03:09.473684224</td>\n",
|
||
" <td>0.423684</td>\n",
|
||
" <td>8.660526</td>\n",
|
||
" <td>2.729649</td>\n",
|
||
" <td>-1.013509</td>\n",
|
||
" <td>73.327719</td>\n",
|
||
" <td>11.018596</td>\n",
|
||
" <td>28.312982</td>\n",
|
||
" <td>30.000526</td>\n",
|
||
" <td>18253.228070</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2016-09-14 12:00:00.000000000</td>\n",
|
||
" <td>0.542581</td>\n",
|
||
" <td>9.097419</td>\n",
|
||
" <td>7.259194</td>\n",
|
||
" <td>2.613871</td>\n",
|
||
" <td>71.472097</td>\n",
|
||
" <td>11.134194</td>\n",
|
||
" <td>28.809194</td>\n",
|
||
" <td>30.052903</td>\n",
|
||
" <td>20158.129032</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2016-10-15 00:00:00.000000000</td>\n",
|
||
" <td>0.396667</td>\n",
|
||
" <td>9.203000</td>\n",
|
||
" <td>13.006167</td>\n",
|
||
" <td>6.923000</td>\n",
|
||
" <td>66.402167</td>\n",
|
||
" <td>10.915000</td>\n",
|
||
" <td>28.443167</td>\n",
|
||
" <td>29.973167</td>\n",
|
||
" <td>22788.183333</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>2016-11-14 12:00:00.000000000</td>\n",
|
||
" <td>0.446452</td>\n",
|
||
" <td>9.303548</td>\n",
|
||
" <td>16.790645</td>\n",
|
||
" <td>10.736452</td>\n",
|
||
" <td>68.398548</td>\n",
|
||
" <td>9.848226</td>\n",
|
||
" <td>28.842258</td>\n",
|
||
" <td>29.938387</td>\n",
|
||
" <td>25069.661290</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>2016-12-15 00:00:00.000000000</td>\n",
|
||
" <td>0.219667</td>\n",
|
||
" <td>9.825000</td>\n",
|
||
" <td>23.397833</td>\n",
|
||
" <td>15.834333</td>\n",
|
||
" <td>62.523667</td>\n",
|
||
" <td>8.042000</td>\n",
|
||
" <td>28.805833</td>\n",
|
||
" <td>29.962833</td>\n",
|
||
" <td>27298.333333</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>2017-01-14 12:00:00.000000000</td>\n",
|
||
" <td>0.278387</td>\n",
|
||
" <td>9.307903</td>\n",
|
||
" <td>23.754516</td>\n",
|
||
" <td>20.100484</td>\n",
|
||
" <td>77.979839</td>\n",
|
||
" <td>5.844032</td>\n",
|
||
" <td>29.003548</td>\n",
|
||
" <td>30.013548</td>\n",
|
||
" <td>25919.580645</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>2017-02-14 12:00:00.000000000</td>\n",
|
||
" <td>0.301129</td>\n",
|
||
" <td>9.263548</td>\n",
|
||
" <td>22.407581</td>\n",
|
||
" <td>19.088548</td>\n",
|
||
" <td>78.080000</td>\n",
|
||
" <td>5.187258</td>\n",
|
||
" <td>28.926290</td>\n",
|
||
" <td>30.035806</td>\n",
|
||
" <td>26099.193548</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>2017-03-17 00:00:00.000000000</td>\n",
|
||
" <td>0.254167</td>\n",
|
||
" <td>9.388500</td>\n",
|
||
" <td>20.630000</td>\n",
|
||
" <td>15.539000</td>\n",
|
||
" <td>71.862333</td>\n",
|
||
" <td>6.077667</td>\n",
|
||
" <td>28.925000</td>\n",
|
||
" <td>30.063333</td>\n",
|
||
" <td>26273.516667</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>2017-04-09 22:24:00.000000000</td>\n",
|
||
" <td>0.448167</td>\n",
|
||
" <td>9.266667</td>\n",
|
||
" <td>15.293833</td>\n",
|
||
" <td>10.986333</td>\n",
|
||
" <td>75.572833</td>\n",
|
||
" <td>8.214667</td>\n",
|
||
" <td>29.103833</td>\n",
|
||
" <td>30.065167</td>\n",
|
||
" <td>17878.600000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>2016-11-15 12:00:00.000000000</td>\n",
|
||
" <td>0.314667</td>\n",
|
||
" <td>9.013333</td>\n",
|
||
" <td>8.101667</td>\n",
|
||
" <td>5.137333</td>\n",
|
||
" <td>78.247333</td>\n",
|
||
" <td>8.321000</td>\n",
|
||
" <td>28.969333</td>\n",
|
||
" <td>30.113333</td>\n",
|
||
" <td>15866.566667</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>2016-12-16 00:00:00.000000000</td>\n",
|
||
" <td>0.414839</td>\n",
|
||
" <td>8.570645</td>\n",
|
||
" <td>-1.561613</td>\n",
|
||
" <td>-4.194194</td>\n",
|
||
" <td>66.080000</td>\n",
|
||
" <td>10.142903</td>\n",
|
||
" <td>24.268065</td>\n",
|
||
" <td>30.158710</td>\n",
|
||
" <td>9431.903226</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Date Cloud coverage Visibility Temperature \\\n",
|
||
"Month \n",
|
||
"1 2017-01-16 00:00:00.000000000 0.687742 7.680968 0.146452 \n",
|
||
"2 2016-08-12 13:03:09.473684224 0.423684 8.660526 2.729649 \n",
|
||
"3 2016-09-14 12:00:00.000000000 0.542581 9.097419 7.259194 \n",
|
||
"4 2016-10-15 00:00:00.000000000 0.396667 9.203000 13.006167 \n",
|
||
"5 2016-11-14 12:00:00.000000000 0.446452 9.303548 16.790645 \n",
|
||
"6 2016-12-15 00:00:00.000000000 0.219667 9.825000 23.397833 \n",
|
||
"7 2017-01-14 12:00:00.000000000 0.278387 9.307903 23.754516 \n",
|
||
"8 2017-02-14 12:00:00.000000000 0.301129 9.263548 22.407581 \n",
|
||
"9 2017-03-17 00:00:00.000000000 0.254167 9.388500 20.630000 \n",
|
||
"10 2017-04-09 22:24:00.000000000 0.448167 9.266667 15.293833 \n",
|
||
"11 2016-11-15 12:00:00.000000000 0.314667 9.013333 8.101667 \n",
|
||
"12 2016-12-16 00:00:00.000000000 0.414839 8.570645 -1.561613 \n",
|
||
"\n",
|
||
" Dew point Relative humidity Wind speed Station pressure Altimeter \\\n",
|
||
"Month \n",
|
||
"1 -1.628387 84.665161 10.528387 28.890968 29.995806 \n",
|
||
"2 -1.013509 73.327719 11.018596 28.312982 30.000526 \n",
|
||
"3 2.613871 71.472097 11.134194 28.809194 30.052903 \n",
|
||
"4 6.923000 66.402167 10.915000 28.443167 29.973167 \n",
|
||
"5 10.736452 68.398548 9.848226 28.842258 29.938387 \n",
|
||
"6 15.834333 62.523667 8.042000 28.805833 29.962833 \n",
|
||
"7 20.100484 77.979839 5.844032 29.003548 30.013548 \n",
|
||
"8 19.088548 78.080000 5.187258 28.926290 30.035806 \n",
|
||
"9 15.539000 71.862333 6.077667 28.925000 30.063333 \n",
|
||
"10 10.986333 75.572833 8.214667 29.103833 30.065167 \n",
|
||
"11 5.137333 78.247333 8.321000 28.969333 30.113333 \n",
|
||
"12 -4.194194 66.080000 10.142903 24.268065 30.158710 \n",
|
||
"\n",
|
||
" Solar energy \n",
|
||
"Month \n",
|
||
"1 6997.387097 \n",
|
||
"2 18253.228070 \n",
|
||
"3 20158.129032 \n",
|
||
"4 22788.183333 \n",
|
||
"5 25069.661290 \n",
|
||
"6 27298.333333 \n",
|
||
"7 25919.580645 \n",
|
||
"8 26099.193548 \n",
|
||
"9 26273.516667 \n",
|
||
"10 17878.600000 \n",
|
||
"11 15866.566667 \n",
|
||
"12 9431.903226 "
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"#3 Для прогнозирования солнечной генерации применена группировка по месяцу и времени года – чтобы учитывать сезонность выработки.\n",
|
||
"df[\"Date\"] = pd.to_datetime(df[\"Date\"]) # Преобразуем столбец 'Date' в формат datetime\n",
|
||
"df[\"Month\"] = df[\"Date\"].dt.month # Добавляем столбец 'Month' для группировки по месяцам\n",
|
||
"df_monthly = df.groupby(\"Month\").mean() # Группируем по месяцу и вычисляем средние значения\n",
|
||
"df_monthly"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"#5\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"import seaborn as sns\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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x5zONRdueOnRMk1alRS9iafzaHtGLpHqriRt7YkYTOPZtequfuySTdFxsW0UVvgBbHE3W6dA2LRmgwwf1Yp4mhzS5VvhCZXHvod+FDj9TOgRf27Z6YVGXs7VBNPGk7ZoNGzact82on0+TfYXbv7RVUFGRNAJK0Mgo7P/+7//MiUUL7r3yyiumVow2ELTuiitMPWqPQQs/69j84jifyPTKl171sTcUzvW62rjQq27OY/eLe0119OhRc6s9kc71mpow+vzzz4t9vPCJWRMw9uSLc62hs81spwkhrTWgVxiLq42k768Fze31CQo7Xw2gs2nbtq1pgOqVQa1VpVey7D2N9Lein0Mf07pWevxLUiNAFXfcVUmKa5aE1m3QK2Xaw0prGWgdBi14rT2vNGF3tve/lN+hXs1TWmPibAkmrbEEAMCl0POv9jbSC3+aALiYBIzWO1Lay1lfQ3sKV1R6oVN7Wmt7RGs9aUJEL7TZabtFH9MJKLSWoNZQdIW2irZF9SKg9oL67rvvzHeibfIJEyaYbee6WHm2torWitSeRcXRi1X2fbWtrPWmimNPDAKVDUkj4CLoiUobHVpw2Jn2ltDhaHaaENACxdqTojSKOdvZe3A4n4T1Son9D2t7gW3tzaJdZs9HZ33TGM/X5VhfV99LG0glOTFqUXA9sZ/ryoq+pnbV1qtd9uLJ56LHt/Bnci5WXZgWJ9SExdl68uj76+fXHjWXMmSwuAaTFsDUK3Pa4NLvQpNTzg0xTcbYGyIlTRqdj84OYv+N2IfYKf1+tVecJrNK0qjW46GLJtM0SaqFPzWR5HzsS+t3qIlBTbBpj73z/V7182kReX0v5+9r+/bt5/1cAABoMWqlSRL7eUXbITo0ybm3kc6mZX/cTpMqWshah4rr8CrtlasFlQsP/9bkgg7Fcm4r6eQaynm2scLnQh1uXdz5TGPRc7P9QlZptle0/aG9p/TCkJ6H7Re4lK5/8cUXjpnZyqKtUtiFnM+1naWLTsyhxbc1qTVr1izzvdgV9x76Xdi/B3uPMG2nn68Nou0a/d2UpK2ik+Dovs4JLNoqqKioaQRcZEKg8NUSHedsH/Nsp11nddiX9oQpzast9pkgnJNY2lNIZ6lSOh5dT2w6zai9UVS4C3Th2PUzFTedvTMdpqT7aXfgwvHrfXuPEXujTOvUaK+tc13x0THk2kjRHluF6WtcyvSky5cvNz2QdMaxszWw9P31e5s6dWqRx7QmkdbfsdPvUhtu2n28JLRxpcdau69rzyLn4V3aENPGg8anV/rs3eAvlSb+tOE5ZcoUR00ppb2tSnIstUdUYfZeQoWntS+t36H+pvT/Ff29FDcNrvPvVXttHT58uMAwQ/0+zjasDQAA5wsomhzRIVb2866eV7QdUritpsOetO1gP6fpc7VOkA5l055Kel7VmT8fe+yxYt/L+fW0jaT3NTGhF2SKo+dCnRFM2wXOQ9j0PTQhom0KvQijdHYvVdx5XYd9a1tFb0tCX1c/v56rdSiXcw9vbavo+VvLMWgbxjmhdCl06Ja2LXRGOuc4tfaUXnA8Hx3mVrgdera2il5YdG6fr1q1ylzQtX+v2ttdh7fpLHXahjlXG0TbjNq2tPc2c6bfhT0hqb8pXX///fcdj+sx1vqaQEVETyPgImhyxX6lSU+gepVJh1cVHr+uhYL1D+vRo0ebk5QWz9MkhF7R0gKKOh3nxdDhcHqS1/fXxoRO8ak9VkaOHGke1xO71qXRE6J2vdb9dCy2njS1t4g2OrQ7r8ai9Zt02la9Gma/kqTsf+TrVTU9QWpBRE0A6NAw7b2jDRodP65X5bQHixYK12LE2r1XP58O39Pn6vucb1y61hrS6Vb1qp02mLRRpVeGNJmlDTPnoscXQhuG2o34XFeE7rzzTjOuXQtH67HRHk96YtcGl27XhoG9B5Y2+DRhpvuVtBi20uOnxTOd2aeX127UWgC6tK4a6rHT70iPqfY00h5W+v1o4qokNY30d63D06699lpzpUzH52tjUafALXyFsbR+h0oTe7pNk2v6fK2joAksrWugvyd7Mksf0+9B/9/SWlDa8Pz000/N1VkAAJzpcHp7jyE9n2nyRdsXWrPPnoDRc7D2Htcetdq20R652n7Q5I2WHbD3mtVzq7ZTtAeJtn20V+3YsWPl+eefN+0UTRTYab0jHd6tQ671vKZx6JDvZ5999px1GfU9NHGi51ZtJ2pNTE1maCJEp613TpBokun11183SRet46PnfE2AaHtMz7d63r+QYtjaVim8v7YNtYe3Pqa9pe0FqEuDtvu0raHvr0PL9DyvSRVtLxR3ocmZJpu0bTJo0CDz/egFLL34p9+p8/egtF2i76FFqfU4altFL9Y5DzHTtrDuo59R2xnaXtJ2jX5uHZqnPdLVk08+Kd9++635O0CPlV4c07a0/h2gF7P096PHS39T2p7U35lu0zaNFl8vaSIPcDlWT98GuBL7NKXnmsJT6ZScjz/+uJkqVKfy7Nmzp2358uVFpklXOlX4c889Z6YY9/HxsUVFRZlpXO3TqdqnBH3zzTeLvE/Lli2LnXZdp0TVaV91anV9f53Gdf/+/UWev27dOttNN91kpj7VaWZ1CtPbbrvNtmjRogLvfb5Fp1R19vXXX9t69eplph3VpVmzZmba++3bt5vHdZpZnRp2wYIFRWKyT1tfmE4J37FjR/N5dGpZnfr0qaeeMlPN2mn8+lkL0/cu/Jp6X6fKXbt2bYHtxX1HOk3966+/bo63Hqdq1aqZWF566SVbcnJykdhLOq27TgXv7e1tnqPTyBbWpk0b85i+d2GF47R/9zrNrjP7d1h4+tb33nvP/Ob083Tq1MlMD1zcZy9Mfxs33nijrVatWmbaX70dMmRIgellS/t3aBcfH2++y+joaMf/KzoNrv42nOl73HDDDbaAgABbeHi4bdSoUea3diHfDQCg8rfnnBedSl6neX///ffNdOrOTp06ZaZg13Oenn90mnVtl9n307aEns+1feNMp1Hv3Lmzed6JEyfMNm0zadtI23lXXXWVOVdFRkaaNkRubm6B52tcut1ZbGysrX///raqVaua5/bt29e2bNmyIp9x6tSptoYNG5qp3p3Pf/bPfiHTumv8+pzC51ul51t97IEHHijymH5WPafbnatNW9xn1fZk8+bNTdugRYsWtrlz5xZ5zeLoMdK2Sd26dc1ztR1y3XXX2dasWVNsLBMmTDBtC91Xp73/66+/irymfl9Dhw41bQ/9DdSuXdu85ldffVXkt6Jtn5iYGNNO0nZIjx49bG+99ZZpT9odP37cduedd9qCg4NtISEhZl3bQxf63QCuwEP/Y3XiCkDJaE8gvRqmPXAutveNM736ofWJtCfK2cbYaw8Z3U+7YQNl8TsEAKCy0B4o2uvkfL1lULbsbVydjEN7wQO4eNQ0AgAAAAAAQBHUNALcmBao1pkmzlWoWsfsa9FHAAAAAIB7IWkEuDEt1vfZZ5+dd8Y0AAAAAID7oaYRAAAAAAAAiqCmEQAAAAAAAIogaQQAAAAAAIAiqGlUjLy8PDl8+LAEBQWJh4eH1eEAAICz0FH2p06dMgX7PT25FmYl2k8AAFS+9hNJo2Jogyc6OtrqMAAAQAkdOHBA6tSpY3UYbo32EwAAla/9RNKoGHqFzH4Ag4ODrQ4HAACcRUpKiklU2M/dsA7tJwAAKl/7iaRRMexdqrXBQ6MHAADXx3Ao69F+AgCg8rWfLB/8P3nyZKlfv774+/tL165dZdWqVWfdd/PmzXLzzTeb/fXDTZo06ZJfEwAAAAAAAC6WNJo9e7aMHj1axo0bJ7GxsdK2bVvp37+/JCQkFLt/enq6NGzYUP71r39JVFRUqbwmAAAAAAAAXCxpNHHiRBk5cqQMHz5cWrRoIVOmTJGAgACZNm1asft37txZ3nzzTbn99tvFz8+vVF4TAAAAAAAALpQ0ysrKkrVr10q/fv3+F4ynp7m/fPnycn3NzMxMUwjKeQEAAAAAAHBnliWNEhMTJTc3VyIjIwts1/tHjx4t19ccP368hISEOBamiwUAAAAAAO7O8kLYrmDMmDGSnJzsWHSqWAAAAAAAAHfmbdUbh4eHi5eXl8THxxfYrvfPVuS6rF5T6yOdrUYSAAAAAACAO7Ksp5Gvr6907NhRFi1a5NiWl5dn7nfv3t1lXhMAAAAAAMAdWdbTSI0ePVqGDRsmnTp1ki5dusikSZMkLS3NzHymhg4dKrVr1zY1h+yFrrds2eJYP3TokKxfv16qVq0qMTExJXpNAAAAAAAAuHjSaPDgwXLs2DEZO3asKVTdrl07WbBggaOQdVxcnJn9zO7w4cPSvn17x/233nrLLH369JElS5aU6DUBAAAAAABwfh42m81Wgv3cSkpKiplFTYtiBwcHWx0O3FhSWpas2ntcNh9OkRPpWZKWmSvVAnyldrUq0rp2iHSsV028PD2sDhMALMM523XwXQAAUPnO2Zb2NAJQVE5unvy0OV5mLNsrq/edOOe+1QN9pX/LSLm3dyNpEB5YbjECAAAAACo/kkaAC1m0NV5e/G6zHEg67djWOKKqdKpfTWpU9ZNAP285npYlccfTZfme46Yn0herDsjs1QdkYPva8vSAZhIZ7G/pZwAAAAAAVA4kjQAXkJiaKc/N22h6GKmwQF/5e9e6ZqkZUuWsPZJW7U2SD//YK79uS5C5sYdk0dYEeWVgK7m+TU3x8GDYGgAAAADg4pE0Aiy28WCy3PfpGjmcnCHenh4y4rIGMurKxhLge+7/Pb29PKVHTLhZ/jpwUp6fv0k2HkqWf36xTpbuOCavDWolft5e5fY5AAAAAACVy/+mJgNQ7n7YcERumbLMJIwahgfKd4/0kjFXNz9vwqiwttGhMvfBHvJYvyamMPZXaw/KnR+tkhNpWWUWOwAAAACgciNpBFhk/rpD8sgXsZKZkydXNouQ+Q/3lOY1L362GR8vTxnVr7FMu6uzVPXzNkPXNCGVkJJRqnEDAAAAANwDSSPAAvPWHZTRX66XPJvI4E7RMnVoJwn29ymV1+7TpIZ8/UAPqRniL7uPpcmQqSvk2KnMUnltAAAAAID7IGkElLPfdx6TJ+ZsMAmjIV3qyvibWounZ+kWrW4aFSSz7u3mSBz9feoKhqoBAAAAAC4ISSOgHO2MPyUPfh4ruXk2Gdiulrw2sFWpJ4zs6oUFyhcju0lUsL/sTEiVez9dIxnZuWXyXgAAAACAyoekEVBOTqZnyd0fr5ZTGTnSuX41ef2WNmWWMLKrHx4on4zoIkH+3rJ63wl5fM5fkqddnAAAAAAAOA+SRkA5sNls8tRXG+RA0mmpWz1A/t+dncTP26tc3rtJZJD8vzs7io+Xh5mt7e1FO8vlfQEAAAAAFRtJI6AcfLpiv/y8Jd4kbt67o4NUD/Qt1/fv0Shc/nVTG7P+zq87ZfH2hHJ9fwAAAABAxUPSCChjW4+kyKs/bDXrz1zdXFrVDrEkjps71pE7u9UTm03k0Vnr5UBSuiVxAAAAAAAqBpJGQBnKyc0zw9KycvLkimYRcnfP+pbG8/x1zaVtdKgkn842BbkpjA0AAAAAOBuSRkAZ+uiPvbLxULIE+3vLv25qLR4eZVv4+ny0jpIOj6sW4GPieum7zZbGAwAAAABwXSSNgDKyLzFNJi7cYdafv7aFRAT7iyuoHVpF3r69vWj+6otVB+TLNQesDgkAAAAA4IK8rQ4AqKyzpb3wzSbJzMmTnjFhcmunOuJKejepIY/1a2KSWmO/2SQd6oZKTESQ1WEBAAALxMfHS3JystVhuL2QkBCJjIy0OgwAKICkEVAGFm6Jl993Joqvl6f83yDrh6UV5+G+MbJ6X5KJ85Ev1sv8h3qY4WsAAMC9Ekb/uHOoZGdlWh2K2/Px9ZPPPv2ExBEAl0LSCChlWlzaPlvaPZc1kHphgeKKPD09ZMKtbWXA27+bGd7eXLBdnr+uhdVhAQCAcqQ9jDRhdLphH8nzt2aG14vlefqkVNm7VE436C15VUKlIvPMSBbZ85v5PkgaAXAlJI2AMih+HZeULhFBfvJQ3xhxZVpn6fWb28jIT9bIh3/sNcPWdAEAAO5FE0Z5geFSEWnCqKLGDgCujkLYQClKTM2U9xbvMuvPXN1MAv1cPy/7txaR8o9udc3643P+kuOpdE8HAAAAAJA0AkrV5MW7JC0rV1rXDpGB7WpLRfHcNS0kJqKqHDuVKU9/vcEU8gYAAAAAuDeSRkApOZCULp+viDPrTw1oamoGVRRVfL3kndvbm8Ldv2xNkM9W5n8OAAAAAID7ImkElJJJv+yUrNw86dEoTHrFVLxx9S1qBZtkl3r1+y2yM/6U1SEBAAAAACxE0ggoBbsSTsncdQfN+lMDmomHR8XpZeTs7p4N5LLG4ZKZkyf/nLVeMnNyrQ4JAAAAAGARkkZAKXj3112iZYCuahEp7aIr7pSvOqRuwq1tpXqgr2w9kiJvLNhudUgAAAAAAIuQNAIu0Z5jqfLtX4fN+j+vbCwVXUSwv7xxcxuz/tEfe+WPnYlWhwQAAAAAsABJI+ASTV68W/JsIv2aR0ir2iFSGfRrESl3dK1r1h+fs15OpmdZHRIAAAAAoJyRNAIuwf7jaTJ//SGz/sgVFb+XkbPnrm0uDcMDJT4lU56dt1FsOv4OAAAAAOA2SBoBl+CDpXskN88mfZrUkLYVuJZRcQJ8vWXS7e3E29NDftx4VObG5ifHAAAAAADugaQRcJGOp2bKV2vzZ0x78PJGUhm1qRMqj/2tiVkf9+1mOZCUbnVIAAAAAIByQtIIuEifrthvpqZvWydEujSoLpXV/X0aSad61SQ1M0cem71ecnLzrA4JAAAAAFAOSBoBFyEjO1c+Wb7frI/s3VA8PDyksvLy9JB/D24nVf28Zc3+EzLlt91WhwQAAAAAKAckjYCL8HXsQUlKy5I61arIgJZRUtlFVw+Ql25oadYn/bJT/jpw0uqQAAAAAABljKQRcIHy8mzy4e97zfqIXg3E28s9/je6qUNtubZNTcnJs5lhaulZOVaHBAAAAAAoQ+7x1y5Qin7ZGi97E9Mk2N9bbusULe5Ch+C9NrCVRAX7y57ENHn9v9usDgkAAAAAUIZIGgEXaOrve8ztP7rVk0A/b3EnoQG+8uatbcz6x8v3y6q9SVaHBAAAAAAoIySNgAsQG3dCVu87IT5eHnJXj/riji5rXEMGn+lh9fTXG0xRcAAAAABA5UPSCLgAH57pZTSwXW2JCPYXd/Xcdc3NMDUdpvfvhTusDgcAAAAAUAZIGgEldOjkaVmw6ahZv+eyhuLOgv195LVBrRzD9dbFnbA6JAAAAABAKSNpBJTQ5yv2S55NpGdMmDSNChJ3d2XzSBnUvrY5Jk99tUEycximBgAAAACVCUkjoAS0bs+s1QfM+tDu7lnLqDhjr2sh4VV9ZWdCqvxn0S6rwwEAAAAAlCKSRkAJ/LDhiCSlZUnt0CpyZbMIq8NxGdUCfeWVG/OHqU35bbfsSki1OiQAAAAAQCkhaQSUwCfL95nbO7rVFW8v/rdxdnXrmtKveYTk5Nnkpe82i81mszokAAAAAEAp4K9f4DzWHzgpfx1MFl9vT8dU8yjohetamOPz+85E+WlzvNXhAAAAAABKAUkj4Dw+WZbfy+j6NrUkrKqf1eG4pHphgXJf7/wZ5V75foupAQUAAAAAqNhIGgHnkJiaKd9vOGLWh/WoZ3U4Lu3By2OkVoi/HDp5Wqb/mZ9oAwAAAABUXCSNgHOYvfqAZOXmSbvoUGlTJ9TqcFxaFV8veaJ/U7P+/pJdcjI9y+qQAAAAAACXgKQRcBY5uXny2Yr9Zp1eRiVzY7va0iwqSFIycuT9JbutDgcAAAAAUJGTRpMnT5b69euLv7+/dO3aVVatWnXO/efMmSPNmjUz+7du3Vp+/PHHAo+npqbKww8/LHXq1JEqVapIixYtZMqUKWX8KVAZ/bI1Xo4kZ0hYoK9c07qm1eFUCF6eHvL0gGZmffqyfXL45GmrQwIAAAAAVMSk0ezZs2X06NEybtw4iY2NlbZt20r//v0lISGh2P2XLVsmQ4YMkREjRsi6detk4MCBZtm0aZNjH329BQsWyGeffSZbt26VRx991CSRvv3223L8ZKgMPl8ZZ24Hd44WP28vq8OpMC5vWkO6NKguWTl5MnnxLqvDAQAAAABUxKTRxIkTZeTIkTJ8+HBHj6CAgACZNm1asfu//fbbMmDAAHnyySelefPm8sorr0iHDh3k3XffLZBYGjZsmFx++eWmB9O9995rklHn68EEONt/PM1MH+/hITKkS12rw6lQPDw85PG/NTHrc9YclPiUDKtDAgAAAABUpKRRVlaWrF27Vvr16/e/YDw9zf3ly5cX+xzd7ry/0p5Jzvv36NHD9Co6dOiQ2Gw2Wbx4sezYsUOuuuqqs8aSmZkpKSkpBRa4ty9WHTC3lzWuIdHVA6wOp8Lp2jBMOtevZoqIT126x+pwAAAAAAAVKWmUmJgoubm5EhkZWWC73j969Gixz9Ht59v/P//5j+m1pDWNfH19Tc8krZvUu3fvs8Yyfvx4CQkJcSzR0dGX/PlQcemwqq/W5ieN/k4vo4v28BWNHcP8ktKYSQ0AAAAAKhrLC2GXNk0arVixwvQ20p5MEyZMkIceekh++eWXsz5nzJgxkpyc7FgOHMhPGMA9/bzlqCSmZklEkJ9c2TzC6nAqrN6Nw6V17RA5nZ0r0/7Ya3U4AAAAAIAL5C0WCQ8PFy8vL4mPjy+wXe9HRUUV+xzdfq79T58+Lc8++6zMmzdPrr32WrOtTZs2sn79ennrrbeKDG2z8/PzMwugvlj1vwLYPl6VLq9arrWNHuobI/d/tlY+W7nfrFfxpaA4AAAAAFQUlv1FrEPHOnbsKIsWLXJsy8vLM/e7d+9e7HN0u/P+auHChY79s7OzzaK1kZxpckpfGziffYlp8ueu46YAtiaNcGn+1iJSoqtXkZPp2TJ//SGrwwEAAAAAXABLu1GMHj1apk6dKh9//LFs3bpVHnjgAUlLSzOzqamhQ4eaoWN2o0aNkgULFpghZ9u2bZMXX3xR1qxZIw8//LB5PDg4WPr06WNmV1uyZIns3btXZsyYIZ988okMGjTIss+JitfLqE+TGlKnGgWwL5WXp4cM617frM/4c58pTg8AAAAAqBgsG56mBg8eLMeOHZOxY8eaYtbt2rUzSSF7seu4uLgCvYZ0ZrSZM2fK888/b4ahNW7cWObPny+tWrVy7DNr1iyTaLrjjjskKSlJ6tWrJ6+99prcf//9lnxGVByZObkyZ+1Bs04B7NJza6dombhwh2yPPyXL9xyXHo3CrQ4JAAAAAODqSSOlvYTsPYUK095Chd16661mORutbzR9+vRSjRHu4afN8WaWr6hgf7miGQWwS0tIFR+5uUMd+XTFfpn+5z6SRgAAAABQQVDlFzhj5sr95va2ztHiTQHsUjWsR/4QtUVb4+VI8mmrwwEAAAAAlAB/GQMisudYqqzYkySeFMAuEzERVaVLg+qSZxP5ak3+EEAAAAAAgGsjaQQ4FcC+vGmE1A6tYnU4ldLgTvnJuC/XHpA8zR4BAAAAAFwaSSO4vYzsXPmKAthl7prWNSXIz1sOJJ2WFXuOWx0OAAAAAOA8SBrB7f20+aicSM+WmiH+cnnTGlaHU2lV8fWS69vVMuuz1xywOhwAAAAAwHmQNILb+3xl/tA0rWVEAeyydfuZelH/3XRUktOzrQ4HAAAAAHAO/IUMt7YrIVVW7aUAdnlpXTtEmkUFSVZOnvy46YjV4QAAAAAAzoGkEdzanDPDpPo2jZCaIRTALmseHh5yY7vaZv3b9YetDgcAAAAAcA4kjeC2snPz5OvY/ALYt9HLqNxc37amuV2x97gcTc6wOhwAAAAAwFmQNILbWrwtQRJTsyS8qq9c0SzC6nDcRp1qAdKpXjWx2US+30BvIwAAAABwVSSN4La+PDM07aYOdcSHAtjl6sYzs6h9+xdJIwAAAABwVfylDLeUkJIhi7cfM+u3dapjdThu55rWNcXL00M2HEyWvYlpVocDAAAAACgGSSO4pa9jD0lunk061A2VmIggq8NxO2FV/aRnTLhZ/47eRgAAAADgkkgawe3YbDbHrGmDKYBtmeva5BfEXrDpqNWhAAAAAACKQdIIbmfN/hOyJzFNAny95No2+bV1UP76NY8UTw+RLUdSJO54utXhAAAAAAAKIWkEtzN7dX4vo2tb15Sqft5Wh+O2qgf6StcGYWb9p830NgIAAAAAV0PSCG4lNTNHfthwxKzfxtA0yw1oFWVuSRoBAAAAgOshaQS38v1fh+V0dq40rBEonepVszoct3dVy0hzuzbuhJnRDgCAwjIyMmTHjh3mFgBwfvy7idJE0ghuZc7ag+b21o7R4uHhYXU4bq9mSBVpFx0qNpvIz1virQ4HAOCC4uLi5N577zW3AIDz499NlCaSRnAb+4+nydr9J0zx5Zs61LY6HJzBEDUAAAAAcE0kjeA25q07ZG57xoRLZLC/1eHgjL+1yB+itmLPcVNzCgAAAADgGkgawS3YbDZH0mhQe3oZuZJGNapKg/BAyc61yR87j1kdDgAAAADgDJJGcAuxcSdl//F0qeLjJf1b5g+Hguu4olmEuV20NcHqUAAAAAAAZ5A0gluYty6/APbVraIk0M/b6nBQyJVnkkaLtydIXp7N6nAAAAAAACSN4A6ycvLk+w1HzPogCmC7pE71q0uQn7ckpmbJXwdPWh0OAAAAAICkEdyB9l45mZ4tkcF+0qNRuNXhoBi+3p7Su0kNs/7rNoaoAQAAAIArIGmESm9ebH4B7Bvb1RYvTw+rw8FZUNcIAAAAAFwLSSNUasnp2Y6eK8ya5tr6NosQDw+RLUdSJD4lw+pwAAAAAMDtkTRCpfb9xsOSlZsnzaKCpHnNYKvDwTlUD/SV1rVDzPrvOxOtDgcAAAAA3B5JI7jF0LSbKIBdIfRunF/X6Pedx6wOBQAAAADcHkkjVFpxx9Nlzf4TomWMtJ4RXN9ljcMdPY3y8mxWhwMAAAAAbo2kESr10DTVvVGYRAb7Wx0OSqBDvWoS6OslSWlZprYRAAAAAMA6JI1Qaf248Yi5va5NLatDQQn5eHlK90b5vY1+28EQNQAAAACwEkkjVEr7j6fJpkMp4uXpIf1bRlkdDi5Anyb2IWokjQAAAADASiSNUCn9cKaXUfeGYWZWLlQcl50phr12/wlJy8yxOhwAAAAAcFskjVCph6Zd26am1aHgAtUPD5S61QMkO9cmK/YctzocAAAAAHBbJI1Q6TA0rfLMoraUukYAAAAAYBmSRqi0Q9N6NGJoWkUfovb7zkSrQwEAAAAAt0XSCJXODxvyk0bXtGZoWkXVIybM9BTbk5gmB5LSrQ4HAAAAANwSSSNUKvsS02TzYYamVXTB/j7SPjrUrNPbCAAAAACsQdIIlQpD0yqP3k3yh6hR1wgAAAAArEHSCJVy1jSGplWeYth/7k6UnNw8q8MBAAAAALdD0giVBkPTKpc2dUIlpIqPnMrIkb8OJlsdDgAAAAC4HZJGqDQYmla5aPKvV0x+byOGqAEAAABA+SNphEpjwaaj5pahaZVHrzND1Jbtphg2AAAAAJQ3kkaoFI4kn5aNh5LFw0OkX/NIq8NBKbH3NFoXd1JSM3OsDgcAAAAA3ApJI1QKv2yJN7cd6laTGkF+VoeDUhJdPUDqhQVITp5NVu09bnU4AAAAAOBWSBqhUvj5TNLoby3oZVTZ9DzT2+j3nQxRAwAAAIDyRNIIFV5KRras2JPfC4WkUeUdovbnLpJGAAAAAOBWSaPJkydL/fr1xd/fX7p27SqrVq065/5z5syRZs2amf1bt24tP/74Y5F9tm7dKjfccIOEhIRIYGCgdO7cWeLi4srwU8BKv20/Jtm5NmlYI1Aa1ahqdTgoZd0bhplaVTviUyUhJcPqcAAAAADAbViaNJo9e7aMHj1axo0bJ7GxsdK2bVvp37+/JCQkFLv/smXLZMiQITJixAhZt26dDBw40CybNm1y7LN7927p1auXSSwtWbJENmzYIC+88IJJMqFyWmgfmkYB7EqpWqCvtKoVYtb/ZBY1AAAAAHCPpNHEiRNl5MiRMnz4cGnRooVMmTJFAgICZNq0acXu//bbb8uAAQPkySeflObNm8srr7wiHTp0kHfffdexz3PPPSfXXHONvPHGG9K+fXtp1KiR6XUUERFRjp8M5SU7N08Wb89PMjI0rfLXNfpjJ8WwAQAAAKDSJ42ysrJk7dq10q9fv/8F4+lp7i9fvrzY5+h25/2V9kyy75+Xlyc//PCDNGnSxGzXRJEOeZs/f/45Y8nMzJSUlJQCCyqGtftPyKmMHKkW4CPt61azOhyUQ10jm81mdTgAAAAA4BYsSxolJiZKbm6uREYW7B2i948ePVrsc3T7ufbXYW2pqanyr3/9y/RI+vnnn2XQoEFy0003yW+//XbWWMaPH2/qH9mX6OjoUvmMKHv2XkaXN40QL08Pq8NBGelUv5r4envK0ZQM2X0szepwAAAAAMAtWF4IuzRpTyN14403ymOPPSbt2rWTZ555Rq677joz9O1sxowZI8nJyY7lwIED5Rg1LsXibflJo77NGH5Ymfn7eEnn+vk9yZhFDQAAAAAqedIoPDxcvLy8JD4+v4ixnd6Piooq9jm6/Vz762t6e3ub+kjOtP7RuWZP8/Pzk+Dg4AILXN/BE+lmRi3tYNS7cf7wJbhBXSOSRgAAAABQuZNGvr6+0rFjR1m0aFGBnkJ6v3v37sU+R7c7768WLlzo2F9fs3PnzrJ9+/YC++zYsUPq1atXJp8D1lm8/Zi57VivmoQG+FodDsqprtGK3cclJze/VyEAAAAAoOx4X8yT9uzZIw0bNrzkNx89erQMGzZMOnXqJF26dJFJkyZJWlqamU1NDR06VGrXrm1qDqlRo0ZJnz59ZMKECXLttdfKrFmzZM2aNfLBBx84XlNnVhs8eLD07t1b+vbtKwsWLJDvvvtOlixZcsnxwrUs2fa/ekao/FrWCpGQKj6SfDpbNhxKlg4UPgcAAAAA1+tpFBMTYxIyn332mWRkZFz0m2ty56233pKxY8ea+kPr1683SR57sWsdUnbkyBHH/j169JCZM2eaJFHbtm3lq6++MjOjtWrVyrGPFr7W+kVvvPGGtG7dWj788EP5+uuvpVevXhcdJ1xPRnau/Lk7f5jSFdQzcgta6LxHozCz/udOhqgBAAAAgEsmjWJjY6VNmzamp5DWE7rvvvtk1apVFxXAww8/LPv37zfT3q9cuVK6du3qeEx7B82YMaPA/rfeeqsZfqb7b9q0Sa655poir3n33XfLzp075fTp0yYRpYWxUbms3JskGdl5UjPEX5pFBVkdDsoJdY0AAAAAwMWTRtor6O2335bDhw/LtGnTTG8g7cmjPX4mTpwox47l15oBysrvO/J/Y70b1xAPDw+rw0E51zWKjTsh6Vk5VocDAAAAAJXaJRXC1pnKbrrpJpkzZ468/vrrsmvXLnniiSckOjra1CNyHloGlKalO88kjZrUsDoUlKN6YQFSO7SKZOfaZNXeJKvDAQAAAIBK7ZKSRlqE+sEHH5SaNWuaHkaaMNq9e7eZ0Ux7ITEsDGXhaHKG7IhPFe1g1DMmv8YN3IP2KrP3NvqTIWoAAAAA4Hqzp2mCaPr06aa2kNYU+uSTT8ytp2d+DqpBgwamFlH9+vVLO17A0cuoTZ1QCQ3wtToclLOejcNl9poD8seu41aHAgAAAACV2kUljd5//31TbPquu+4yvYyKExERIR999NGlxgcU8fuZmbP6NM7vcQL3Yp9BbeuRFElMzZTwqn5WhwQAAAAAldJFJY10+FndunUdPYvsbDabHDhwwDzm6+srw4YNK604ASMvzyZ/nOlpdBn1jNySJoma1ww2SaNlu4/LDW1rWR0SAAAAAFRKF1XTqFGjRpKYWLSeSFJSkhmaBpSVTYeT5UR6tlT185Z20aFWhwOL9DpTy+rPM73OAAAAAAAukjTSHkXFSU1NFX9//0uNCTjv0LTujcLEx+uS6rijAut5phj2H7sSz/rvEQAAAACgHIenjR492jGD0dixYyUgIMDxWG5urqxcuVLatWt3iSEBZ2efMesy6hm5tS4NqouPl4ccOnla9h9Pl/rhgVaHBAAAAADunTRat26dudUr+xs3bjR1i+x0vW3btvLEE0+UfpSAiGRk58qa/SfMeo9GJI3cWYCvt3SoW01W7k0yvY1IGgEAAACAxUmjxYsXm9vhw4fL22+/LcHBwWUQElC82P0nJCsnTyKC/KRRDZIE7q5XTLhJGmnvs390q2d1OAAAAABQ6VxUUZjp06eTMEK5+3N3oqOejQ6RhHvreWaIos6glptHXSMAAAAAsKyn0U033SQzZswwySJdP5e5c+eWRmxAAZocUD0a5c+cBffWpnaIBPl5S/LpbNl8OFna1GE2PQAAAACwJGkUEhLi6N2h60B5OpWRLRsOJpv1HmdmzoJ78/bylG6NwmThlnhT14ikEQAAAABYlDTSIWnFrQPlYdXeJDMEqX5YgNQOrWJ1OHChukaaNNK6Rg9eHmN1OAAAAADgvoWw7U6fPm1mUAsICDD39+/fL/PmzZMWLVrIVVddVdoxAvLnrjND0+hlBCda30qt3nfCzK7n7+NldUgAAACAS8rNzZUNGzZIUlKSVK9eXdq0aWO2O29r2bKlbN68ucA+Xl5eBZ6fmJgoJ0+eNKVrUlJSJDQ0VMLDwwvsW5L31/fSWdnXr18veXl55vV0e0leqyyOjcahi2rXrp1ZvMoxhpJ8X1bEc1FJoxtvvNHUNbr//vvNj6VLly7i6+trfjwTJ06UBx54oPQjhVtbsSc/adS9IfWM8D86i15UsL8cTcmQNftOSK8zxbEBAAAA/M/SpUvlvffek6NHjzq2abJH6d/0dpqU0GSFXVRUlDz44INmvfDzC7Pv27t37xK9v6enp0kWXehrlTaNTfMYzsfh008/Ncdn9OjR5RJDSY5XeR6TS549LTY2Vi677DKz/tVXX5ngtbfRJ598Iu+8805pxwg3p4WOtx5NMetdG1a3Ohy4EK2zZk8ULd15zOpwAAAAAJejCYhx48ZJw4YNZfLkyfLjjz/KyJEjTZJEF11/7rnnTNvaPku63td99Tn63LFjxzpqGzdu3LhA0sl+Xx/XffX9zvX++trKOWGko5YaNWrkuH+21yqrY6PHoXXr1jJhwgSTQNJ13TZ27Ngyj6Ek35fzd1He8VxU0ig9PV2CgoLM+s8//2x6HWmWsFu3biZ5BJSmtfuTxGYTaRgeKBFB/laHAxfTu0kNc7tke4LVoQAAAAAuRXsNaY+V7t27y6uvvmqGhPn5+cl3331ntumi6x999JFZnzNnjvTo0UOmTZsmzZo1k5deesmMKtLnnDhxwuxz6tQps492INHb1NRUsz05OdnkBN5//31Hb6XC76+v+eGHH5rX033tr/3222/L1KlTzX56v7jXKqtjozHo+2oMHTt2lA4dOph1eyzvvfdemcVQku9LywLprd7X7WV5TEpteFpMTIzMnz9fBg0aJD/99JM89thjZntCQoIjMwmUlpV7k8xtlwb0MkJRfRrXEE8PkR3xqXLwRLrUqZZfaw0AULYyMzPNYqd1LcoSFybLBsfVtfB9oLR/R1oTR4c4vfDCC6ajR+Ft6qGHHjK3et/b21vuuOMOs033U/Z/6/Xv/SFDhsjy5cuL7HvbbbeZ7YMHDza3+tz27dsXef9169ZJfHy8eb2uXbvKihUrzPqmTZvM/v/4xz/M8/U5hV+rtNljU/q+9uOjdN05lg1lFMPZYnL+vpxjcv5uyiOei04aaRetv//97yZZdOWVV5psl73XUXkFDveaOU2RNEJxQgJ8pGO9aqYY9uLtx+TObvWsDgkA3ML48ePNFejy8tprr5XbewFW4XeO0qZFlFWDBg3Ouc35vv3Wvp8z7XlT3L727fZb+3MLv5fza/r7+58zpsKvVdqcX7fwsSi8LamMYjhbTMXF47y9vOK56KTRLbfcIr169ZIjR45I27ZtHds1gaS9j4DSkp6VIxsPJpt1kkY4m8ubRpik0ZJtCSSNAKCcjBkzxhQIde5pFB0dXWbvpzUw6tXj3/iy6JFAosJ18DtHaf9/rbNuqb1795ohToW3ObPvY99u38+ZvddR4X3t2+239ucWfn/n18zIyHCsFxdT4dcqbc6v63x8nLfZlVUMhRX3fTk713fjUkkjpcWvdXGms6gBpWld3EnJybNJ7dAqDDvCWfVtGiFv/rRd/tydKBnZueLvY93UmADgLvQKsP0qcHnQP6SbNGlSbu8HWIHfOUqbTtOuf7d//vnnpiaODnGyb/vss8/MPva/63Wfl19+2dzWrFnT7KfFqu3/1mtx6lWrVjlez3lf+3a9tT+3uPfX+5GRkabI9MqVK009IS3A3apVK/NeGpO+X7Vq1Yq8VlkdG63VpO+riTb7kLDCsbQpoxhK8n3ZaUzO341LF8JOS0szY+y06JXWN9Iq3s4LUNr1jDrXr2Z1KHBhzWsGSVSwv2Rk58mKPcetDgcAAABwCV5eXmaadq3N8/zzz8vmzZtND57rrrvObNPl+uuvlxEjRpj1W2+9VZYtWyZ33323bNu2zczWlZWVZZ6jyRPdRyfF0n10BJLeVq1a1WzXpJLWKHrggQfM+xb3/vqa99xzj3k93df+2qNGjTLbdT+9X9xrldWx0Rj0fTWGtWvXmkXX7bE8+OCDZRZDSb4vnYhMb/W+bi/LY1JqPY30y/ztt9/kzjvvNFkuzQwCZWHV3vwEQJcGYVaHAhem/wb1bVZDvlh1QJZsP2aGqwEAAAAQ6d27t6lBp7Ny2YteK00C2Ww2M2tZ4UkN7MPb9O99e/06fb7auXOnudXeQs739bm6r75fSd5fe9Fo7xm1ZcuWAs8522uVNntsEydOlI0bN8rjjz/ueCw0NNQMwy7rGM4WU+HjZf8uyjuei0oa/fe//5UffvhBevbsWfoRAWdk5uSa4WmKekY4H00UadLo120JMu76FiSzAQAAgDM00aB/v+usW1pEWWvi2Ic4OW/TOjraq8V5H3uvFvvzExMTTcJIZ07X5I4mV8LDwwvsW5L31/fSRM369etN8khfT7ef77XK6thoHLqodu3amcWrHHv0lOT7siKei0oaaUayPAsvwT1pAezMnDwJC/SVRjUCrQ4HLq5XTLj4eHlIXFK67ElMk0Y1qlodEgAAAOAyNOFQ3GznhbedbUb0sz3/Ut6/Y8eOZrGaxuYqsZTW8ba0ptErr7wiY8eONWPrgLKyal+So5cRvUZwPoF+3tL1zDDGxdsSrA4HAAAAACq8i+ppNGHCBNm9e7epel6/fn3x8fEp8HhsbGxpxQc3tupMEWyGpqGkLm9aQ/7YlWjqGt1zGUX5AQAAAKDck0YDBw68pDcFzic3zyZr9p0w6ySNUFJ9m0XIqz9slZV7j0taZo7pfQQAAAAAuDgX9ReVTrsHlKWtR1IkNTNHgvy9pVlUsNXhoIJoGB4o9cICZP/xdNPjqH/LKKtDAgAAAIAK66JqGimtlv7hhx/KmDFjTDVv+7C0Q4cOlWZ8cFMrzwxN61y/unh5Us8IJaO1r/o2jTDrS7ZT1wgAAAAAyj1ppNO+NWnSRF5//XV56623TAJJzZ071ySRgEu1au9xc8vQNFxMXSO1eNsxsdlsVocDAAAAAO6VNBo9erTcddddsnPnTvH393dsv+aaa2Tp0qWlGR/ckP6hTxFsXKxuDcMkwNdLjqZkyMZDyVaHAwAAAADulTRavXq13HfffUW2165dW44ePVoaccGN7UpIlRPp2VLFx0ta1QqxOhxUMP4+XtKnSX5vo5828+8RAAAAAJRr0sjPz09SUlKKbN+xY4fUqJH/xxpwsdbuz581rW10iPh6X3TZLbixAa3yC2D/tDne6lAAAAAAoMK6qL/Ib7jhBnn55ZclOzvbUXw2Li5Onn76abn55ptLO0a4mdi4/KRRx3rVrA4FFVTfZhHi4+Vheq3pAgAAAAAop6TRhAkTJDU11fQqOn36tPTp00diYmIkKChIXnvttYt5SaBIT6MOdUka4eIE+/tI90bhZp0hagAAAABwcbwv5kkhISGycOFC+fPPP+Wvv/4yCaQOHTpIv379LjIMIN/J9CzZfSzNrLcnaYRLMKBllCzdcUx+3nxUHuobY3U4AAAAAFD5k0Z5eXkyY8YMmTt3ruzbt88MTWvQoIFERUWZWa/0PnCx1h04aW4bhAdK9UBfq8NBBfa3FpHy3PyN8tfBZDl88rTUCq1idUgAAAAAUHmHp2lSSOsZ3XPPPXLo0CFp3bq1tGzZUvbv3y933XWXDBo0qOwihVtYd2ZoWvu6oVaHggquRpCfdDpTF+vHjUesDgcAAAAAKndPI+1htHTpUlm0aJH07du3wGO//vqrDBw4UD755BMZOnRoaccJNxEbl9/TiHpGKA3Xtaklq/edkO83HJF7LmtodTgAAAAAUHl7Gn3xxRfy7LPPFkkYqSuuuEKeeeYZ+fzzz0szPriR3DybrD8zPI2kEUrD1a2jxNNDzO/qQFK61eEAAAAAQOVNGm3YsEEGDBhw1sevvvpqUxgbuBg7E05JamaOBPp6SdOoIKvDQSUQEeQv3RqGmXXtbQQAAAAAKKOkUVJSkkRGRp71cX3sxIn8mjTAhYrdn9/LqG10qHhp9xCglIaoqe83HLY6FAAAAACovEmj3Nxc8fY+exkkLy8vycnJKY244IZi4/ITjgxNQ2ka0CpKvD09ZPPhFNlzLNXqcAAAAACgchbC1tnTdJY0Pz+/Yh/PzMwsrbjgzkmjesychtJTPdBXesaEy287jsl3fx2RUf0aWx0SAAAAAFS+pNGwYcPOuw8zp+FinEzPkj3H0sx6+2h6GqF03diulkkazVt3UP55ZYx4eDD8EQAAAABKNWk0ffr0C9kdKLF1cfn1jBqGB0q1QF+rw0ElHKL2wvxNsu94uqzdf0I61a9udUgAAAAAULlqGpWVyZMnS/369cXf31+6du0qq1atOuf+c+bMkWbNmpn9W7duLT/++ONZ973//vtNr4JJkyaVQeQo7aFp7alnhDIQ4OstV7euada/jj1odTgAAAAAUCFYnjSaPXu2jB49WsaNGyexsbHStm1b6d+/vyQkJBS7/7Jly2TIkCEyYsQIWbdunQwcONAsmzZtKrLvvHnzZMWKFVKrVv7sSXBd1DNCWbupQ21z+/1fRyQjO9fqcAAAAADA5VmeNJo4caKMHDlShg8fLi1atJApU6ZIQECATJs2rdj93377bRkwYIA8+eST0rx5c3nllVekQ4cO8u677xbY79ChQ/LII4/I559/Lj4+PuX0aXAxcvNssv7M8DRmTkNZ6dYgTGqHVpFTmTmycEu81eEAAAAAgMuzNGmUlZUla9eulX79+v0vIE9Pc3/58uXFPke3O++vtGeS8/55eXly5513msRSy5YtzxuHzvqWkpJSYEH52RF/StKycqWqn7c0iQyyOhxUUp6eHo7eRl+tZYgaAAAAALh00igxMVFyc3MlMjKywHa9f/To0WKfo9vPt//rr78u3t7e8s9//rNEcYwfP15CQkIcS3R09EV9Hlza0LR20aHi5cmsVig7t3SsY26X7jwmB5LSrQ4HAAAAAFya5cPTSpv2XNIhbDNmzCjxtNpjxoyR5ORkx3LgwIEyjxP/o7NZqQ51qWeEslUvLFB6xYSLzSYya3Wc1eEAAAAAgEuzNGkUHh4uXl5eEh9fsL6I3o+Kiir2Obr9XPv//vvvpoh23bp1TW8jXfbv3y+PP/64maGtOH5+fhIcHFxgQflZd6aeUft61DNC2buja11zO3v1QcnOzbM6HAAAAABwWZYmjXx9faVjx46yaNGiAvWI9H737t2LfY5ud95fLVy40LG/1jLasGGDrF+/3rHo7Gla3+inn34q40+EC5WUliV7E9PMeodokkYoe/1aREqNID9JTM2kIDYAAAAAnIO3WGz06NEybNgw6dSpk3Tp0kUmTZokaWlpZjY1NXToUKldu7apO6RGjRolffr0kQkTJsi1114rs2bNkjVr1sgHH3xgHg8LCzOLM509TXsiNW3a1IJPiHNZd6aeUaMagRISwCx3KHs+Xp5yW6c6Mnnxbpm5Mk6uaV3T6pAAAAAAwCVZnjQaPHiwHDt2TMaOHWuKWbdr104WLFjgKHYdFxdnZlSz69Gjh8ycOVOef/55efbZZ6Vx48Yyf/58adWqlYWfApdaBLtDXXoZofzc3rmuvLdkt/yxK1F2JZySmAhm7QMAAAAAl0saqYcfftgsxVmyZEmRbbfeeqtZSmrfvn2XFB/KTuz+/HpGHahnhHIUXT1A+jWPNMPTpv25T/5vUGurQwIAAAAAl1PpZk9DxZGTmyd/HTyTNKKnEcrZiF4NzO3c2INyIi3L6nAAAAAAwOWQNIJltsefkvSsXAny85bGEVWtDgdupmuD6tKyVrBkZOfJzFVxVocDAAAAAC6HpBEsExuX38uoXd1Q8fT0sDocuBkPDw9Hb6OPl+2TrJw8q0MCAAAAAJdC0giWWbc/vwh2e4amwSLXtaklEUF+knAqU+avP2R1OAAAAADgUkgawQVmTgu1OhS4KV9vT0dvo/eX7JbcPJvVIQEAAACAyyBpBEscT82UfcfTzXr7aHoawTp3dKsnoQE+sjcxTX7YeMTqcAAAAADAZZA0giXWnalnFBNRVUICfKwOB26sqp+33N0zv7fR5F93SR69jQAAAADAIGkESzA0Da5kWI/6ZhY/ndHv5y3xVocDAAAAAC6BpBEsThoxNA3WC6niYxJHauLC7dQ2AgAAAACSRrBCTm6e/HUg2ax3qEfSCK5h5GUNJdjfW3bEp8r8dcykBgAAAAAkjVDuth09JaezcyXI31tialS1OhzA0NpaD1weY9b//csOyczJtTokAAAAALAUSSNYNjStXXSoeHp6WB0O4HBXj/oSEeQnB0+clpkr46wOBwAAAAAsRdII5S52P/WM4Jqq+HrJqH6Nzfo7i3ZKcnq21SEBAAAAgGVIGqHcxcadNLcdqWcEFzS4U7Q0iawqJ9KzzTA1AAAAAHBXJI1QrhJTMyUuKV08PETa1Q21OhygCG8vTxl3fUuz/umK/bL96CmrQwIAAAAAS5A0giVD0xpHVJVgfx+rwwGK1TMmXPq3jJTcPJu8/P1msdlsVocEAAAAAOWOpBEsGZpGPSO4uuevbSG+3p7y567j8s36w1aHAwAAAADljqQRLJk5jaQRXF109QB5pG+MWX/5+y2SlJZldUgAAAAAUK5IGqHcZOfmyYaDZ3oa1aOeEVzffX0aSdPIIJMwevWHLVaHAwAAAADliqQRys22I6ckIztPgv29pWF4VavDAc5Lh6eNv7m1Kdw+N/aQLNmeYHVIAAAAAFBuSBqh3Iemta9bTTw9PawOBygRHUo5rHt9s/7UVxvkBMPUAAAAALgJkkYoN9QzQkX19IBm0qhGoCScypTnv9nEbGoAAAAA3AJJI5R/0oh6Rqhgqvh6yb8HtxNvTw/5YcMRmbfukNUhAYDbqFu3rnzwwQfmFgBwfvy7idJE0gjl4tipTDmQdNrUhmkXTdIIFU+bOqHyzysbm/Xn52+SXQmpVocEAG7B399fmjRpYm4BAOfHv5soTSSNUK69jJpEBEmQv4/V4QAX5aG+MdKjUZikZ+XKQ5/HyumsXKtDAgAAAIAyQ9II5SJ2P0PTUPF5eXrIpNvbSXhVP9kef8r0OKK+EQAAAIDKiqQRysWaM0mjjvWqWx0KcEkigvzlnSHtRCcA/Dr2oMxYts/qkAAAAACgTJA0QpnLyM6VjQeTzXrn+sychoqvR6Nwefaa5mb91R+2yp+7Eq0OCQAAAABKHUkjlLmNh5IlKzfPDOmpWz3A6nCAUjGiVwO5qUNtyc2zyYOfx8quhFNWhwQAAAAApYqkEcrc6n1Jjl5GHjp9GlAJ6G/5/wa1lvZ1QyX5dLYM/WiVHE3OsDosAAAAACg1JI1Q5tbuy69n1Kk+9YxQufj7eMlHwzpLwxqBcjg5Q4ZNWyXJ6dlWhwUAAAAApYKkEcpUXp7NUQS7Uz3qGaHyqR7oK5/c3UUigvJnVBv5yRpTxwsAAAAAKjqSRihTu46lmqE7VXy8pEWtYKvDAcpEnWoB8vHdXSTI31tW7UuSUbPWmVpHAAAAAFCRkTRCmVpzZmhau+hQ8fHi54bKq3nNYJk6tJP4ennKT5vj5emvN5A4AgAAAFCh8Vc8ytQapyLYQGXXrWGYvDOknXh5eshXaw/Kk1/9ReIIAAAAQIVF0ghlyl7PqCNFsOEmBrSqKe/c3t4kjubGHpIn5pA4AgAAAFAxkTRCmUlIyZC4pHTx9BDpUDfU6nCAcnNtm5ry7pD24u3pIfPWHZLRX66XnNw8q8MCAAAAgAtC0ghl3suoWVSwBPn7WB0OUK6ubl1T3v17fuLom/WH5bEv/5JsEkcAAAAAKhCSRigzq8/UM+pEPSO48VC1yXd0MImj7/46LPd+skZOZ+VaHRYAAAAAlAhJI5T5zGmdqGcEN9a/ZZSZVc3fx1MWbz8m//hopSSnZ1sdFgAAAACcF0kjlIm0zBzZciTFrHeqR08juLe+zSLksxFdJdjfW9buPyG3/b/lEp+SYXVYAAAAAHBOJI1QJtYfOGlmjKodWkVqhVaxOhzActrj7sv7u0tEkJ9sjz8lN7+/TPYmplkdFgAAAACcFUkjlOnQtI70MgIctCj81w/0kPphAXLwxGm5dcoy2XQo2eqwAAAAAKBYJI1QJtbszy+C3Zki2EAB0dUDZM79PaRlrWBJTM2S2z9YIct3H7c6LAAAAAAogqQRSl1Obp6siztp1imCDRRVI8hPvri3m3RtUF1SM3Nk2PRVsmDTEavDAgAAAIACSBqh1G0+nGL+ENaiv00ig6wOB3BJwf4+8vHdXeSqFpGSlZMnD34eK1+sirM6LAAAAABwIGmEUrdiT/5Qmy4NwsTL08PqcACX5e/jJe/d0UFu7xwteTaRMXM3yn8W7RSbzWZ1aAAAAABA0ghllzTq1pChacD5eHt5yvibWsvDfWPM/QkLd8iL326WPM0iAQAAAICFSBqhVGk9o9VnZk7r3ijM6nCACsHDw0Oe6N9Uxl3fwtz/ePl+GTV7vRm2BgAAAABWIWmEUrXpTD2jkCo+0jwq2OpwgApleM8G8vbt7cTb00O+++uwjPh4tfn/CQAAAADcNmk0efJkqV+/vvj7+0vXrl1l1apV59x/zpw50qxZM7N/69at5ccff3Q8lp2dLU8//bTZHhgYKLVq1ZKhQ4fK4cOHy+GT4H/1jKqLJ/WMgAt2Y7va8tFdnSXA10t+35kod360UpJPZ1sdFgAAAAA3ZHnSaPbs2TJ69GgZN26cxMbGStu2baV///6SkJBQ7P7Lli2TIUOGyIgRI2TdunUycOBAs2zatMk8np6ebl7nhRdeMLdz586V7du3yw033FDOn8zd6xkxNA24WH2a1JCZI7uZHnvr4k7K36eukKS0LKvDAgAAAOBmLE8aTZw4UUaOHCnDhw+XFi1ayJQpUyQgIECmTZtW7P5vv/22DBgwQJ588klp3ry5vPLKK9KhQwd59913zeMhISGycOFCue2226Rp06bSrVs389jatWslLq746awzMzMlJSWlwIILl631jPYmmfXuJI2AS9IuOlRm3dtNwgJ9ZfPhFLn9g+WSkJJhdVgAAAAA3IilSaOsrCyTzOnXr9//AvL0NPeXL19e7HN0u/P+SnsmnW1/lZycbArNhoaGFvv4+PHjTbLJvkRHR1/0Z3JnGw8lS1pWrukd0SwqyOpwgAqvec1gmX1fd4kM9pMd8aky+IMVcvjkaavDAgAAAOAmLE0aJSYmSm5urkRGRhbYrvePHj1a7HN0+4Xsn5GRYWoc6ZC24ODiCzOPGTPGJJbsy4EDBy76M7mzZbsSzW23htQzAkpLTERV+fK+7lI7tIrsTUyT2/7fcjl4It3qsAAAAAC4AcuHp5UlLYqtw9RsNpu8//77Z93Pz8/PJJScF1w4LdqrejWuYXUoQKVSLyxQvry/u9QPC5CDJ07L36eulCPJ9DgCAAAAUImTRuHh4eLl5SXx8fEFtuv9qKioYp+j20uyvz1htH//flPjiERQ2UrLzJHYuBNm/bKYcKvDASod7Wn0xb3dpG71AIlLSjeJo3hqHAEAAACorEkjX19f6dixoyxatMixLS8vz9zv3r17sc/R7c77K00KOe9vTxjt3LlTfvnlFwkLoyhzWVu1N0myc21Sp1oVqRcWYHU4QKVUM6SKzBzZ1TFUTWdVO3Yq0+qwAAAAAFRSlg9PGz16tEydOlU+/vhj2bp1qzzwwAOSlpZmZlNTQ4cONTWH7EaNGiULFiyQCRMmyLZt2+TFF1+UNWvWyMMPP+xIGN1yyy1m2+eff25qJmm9I1208DbKdmjaZY3DTdFxAGWjTrUAM6tarRB/2X0sTe74cIUcTyVxBAAAAKASJo0GDx4sb731lowdO1batWsn69evN0khe7HruLg4OXLkiGP/Hj16yMyZM+WDDz6Qtm3byldffSXz58+XVq1amccPHTok3377rRw8eNC8Xs2aNR3LsmXLLPucld2fZ4pg94qhnhFQ1qKrB8jMkd0cs6oNm75KTmVkWx0WAAAAgErGW1yA9hKy9xQqbMmSJUW23XrrrWYpTv369U3ha5SfhJQM2R5/SrSDUY9GDAUEykP98ECTOLptynLZdChF7v1krUwf3ln8fbysDg0AAABAJWF5TyNUfH+c6WXUqlaIVAv0tTocwG00qlFVZgzvIlX9vGX5nuMyatY6ycnNszosAAAAAJUESSNcst92HHPUMwJQvlrXCZEPhnYUXy9P+WlzvDw3bxO9LQEAAACUCpJGuCS5eTZH0qhvswirwwHcUo9G4fLOkPbi6SEye80BeX3BdqtDAgAAAFAJkDTCJVkXd0JOpmdLSBUfaR8danU4gNsa0CpK/m9Qa7M+5bfd8vGyfVaHBAAAAKCCI2mES/LrtgRz27tJDfH24ucEWOn2LnXliauamPWXvtssC7fEWx0SAAAAgAqMv/JRKkmjK5rVsDoUACLyUN8Yub1ztOTZRB75Ilb+OnDS6pAAAAAAVFAkjXDRDp88LduOnhIPD5E+TahnBLgCDw8PeWVgK9P7LyM7T0Z8vFoOJKVbHRYAAACACoikES7a4u35vYy0llH1QF+rwwFwho+Xp7x3RwdpXjNYElOz5K7pqyQ5PdvqsAAAAABUMCSNcNEWO4am0csIcDVV/bxl+l2dpWaIv+w+lib3frpGMnNyrQ4LAAAAQAVC0ggXJS0zR37fmWjWr2gWaXU4AIoRFeIv04d3liA/b1m5N0me+mqD5GmxIwAAAAAoAZJGuOihaZk5eVIvLECa1wyyOhwAZ9EsKlje/0dH8fb0kG/WH5a3ft5udUgAAAAAKgiSRrgoCzYdNbcDWkWZwrsAXFevxuEy/qbWZv29Jbvl85X7rQ4JAAAAQAVA0ggXLCM711HP6OpWNa0OB0AJ3NopWh7t19isvzB/kyzaGm91SAAAAABcHEkjXDCtZZSWlSu1QvylbZ0Qq8MBUEKjrmwst3WqI1rW6OGZ62T9gZNWhwQAAADAhZE0wgX776Yj5rY/Q9OACkX/f31tUGvp06SGnM7OlREzVsv+42lWhwUAAADARZE0wgXJysmTX7bkD2thaBpQ8fh4ecp7d3SQVrWD5Xhaltw1fbUkpWVZHRYAAAAAF0TSCBc8a1pKRo5EBPlJx3rVrA4HwEUI9POWaXd1ltqhVWRvYpqM+Hi1nM7KtTosAAAAAC6GpBEuyLzYQ+Z2YPva4uXJ0DSgoooI8peP7+4sIVV8ZF3cSRk1a53karEjAAAAADiDpBFKLDk9W349M2vawHa1rQ4HwCWKiQiSD4d1El9vT/l5S7w8P3+j2GwkjgAAAADkI2mEEvth4xHJys2TZlFB0qJWsNXhACgFnetXl0mD24l2HPxi1QF58dvNJI4AAAAAGCSNUGLz1h00t4Pa08sIqEyuaV1T3rilrehkiB8v3y+v/rCVxBEAAAAA8bY6AFQMccfTZfW+E+aPyhsZmgZUOrd0rCM5uXnyzNyN8tEfe80sa08PaCoe+j89AKDS88xIlorG8/TJArcVWUU8/gDcA0kjlMis1XHmtldMuESF+FsdDoAycHuXupKdZ5MX5m+SKb/tFl8vD3nsb01IHAFAJRYSEiI+vn4ie36TiqrK3qVSGej3oN8HALgSkkY4r8ycXJm9+oBZv6NrXavDAVCG7uxWT7Jz8uTl77fIO7/uktTMXHn+2ubiyWyJAFApRUZGymeffiLJyfR0sZomjPT7AABXQtII57Vg01E5npYlkcF+0q85JzKgsru7VwMzFPWl77bItD/3SlJapql5pLOsAQAqH01UkKwAABSHvwBwXp+t2G9u/96lnnh78ZMB3MHwng3MrGrenh4yf/1h+cdHK+V4aqbVYQEAAAAoR2QAcE7bjqaYAtj6h+PtXaKtDgdAORrYvrZ8OKyTVPXzllV7k+TGyX/K5sMMXwAAAADcBUkjnNP0P/aZ2/4toyQymALYgLu5vGmEzHuwh9QLC5CDJ07LoPeWycfL9onNZrM6NAAAAABljKQRzurwydMyd91BR40TAO6pcWSQzH+wp1zZLEKycvJk3LebZcTHa8y/EQAAAAAqL5JGOKupv++R7FybdG8YJh3rVbM6HAAWqhboa4aqjb2uhfh6ecqv2xKk38Tf5MPf95hEEgAAAIDKh6QRiqUFb79YFWfWH+obY3U4AFyAh4eH6XX4wz97Sad61SQ9K1de/WGrSR59s/6Q5OYxZA0AAACoTEgaoVg6zXZGdp60rRMiPWPCrA4HgIsNV/vyvu4y/qbWEl7VT+KS0mXUrPXS960lMv3PvZKSkW11iAAAAABKAUkjFBGfkiHTzhTA1l5G2rsAAJx5enrIkC51ZelTl8sTVzWR0AAfkzx66bst0unVX+Shz2PlvxuPSGpmjtWhAgAAALhI3hf7RFReE37eLqezc6VD3VD5W4tIq8MB4MICfL3l4Ssay4heDeXr2IPyyfJ9siM+VX7YeMQsPl4epiZah7rVpL1ZQk3vJAAAAACuj6QRCthyOEXmrM2fMe3561rQywhAiVTx9ZJ/dKsnd3StK5sPp8j8dYfkl63xsu94uqzYk2QWu+jqVaRlzRBpVjNImkXpEix1qweY3ksAAAAAXAdJIzjYbDZ57cctYrOJXNempukZAAAXQhPNrWqHmEUTz3uOpcqqvUmyLu6krDtwQnYmpMqBpNNmWbD5qON5VXy8pIkmkCKDziSTgk1CSWdtAwAAAGANkkZwmBt7SP7cddxMp/30gGZWhwOgEmhYo6pZbu9S19zXItkbDybL1iMpsu3oKdl+9JTsiD9lhsT+deCkWZxFBvtJ06hgaR4VJC1qBUv3hmESEexv0acBAAAA3AtJIziKX7/03Waz/ujfGkt09QCrQwJQCQX7+0jPmHCz2OXm2WTf8TTZduSUbDuan0zSW+2NFJ+SKfEpx2TpjmOO/RvWCJRuDcNMAumyxuESGkBvJAAAAKAskDSCGZb27NyNkpKRI23qhMi9lzW0OiQAbsTL00Ma1ahqlmvb1HRs15nXtCeSSSQdOWWGt2m9pD3H0swyc2WceW6netVM0f5+zSOlfnigpZ8FAAAAqExIGkE+Wb5fFm1LMMPS3rq1rXh7eVodEgBIVT9vM/OaLnbJ6dmycu9xWb7nuPy5K9HM1LZyb5JZXv1hq8REVHUkkNpHh1JcGwAAALgEJI3c3Io9x+WV77eY9acGNJUmkUFWhwQAZxUS4CNXtYwyizqQlG5madNl5Z4k2ZWQapb3l+yWGkF+JoHUv2WUGcrm601CHAAAALgQHjYdm4QCUlJSJCQkRJKTkyU4OFgqq4Mn0uXGd/+U42lZcmO7WjJpcDsz8xEAVETJp7Pltx3H5Jct8bJ4W4KcysxxPBbk7y1XNIswCaQ+TWpIoB/XTCoLdzlnVwR8FwAAVL5zNq1mN3U0OUP+8eFKkzBqWStY/nVTGxJGACq0kCo+ckPbWmbJyskzQ9h+2nxUFm6Jl2OnMuWb9YfN4uftKZc1riH9W0ZKn6Y1JCKI2dgAAACA4tDTyA2vlCWkZMjtH6yQPYlpUqdaFfnyvu5SK7SK1WEBQJnIy7OZIto/bY43SaT9x9MLPN4sKkh6N6lhZmLrXL+6+Pt4WRYrLlxlP2dXJHwXAABUvnM2SSM3a/ToTET3fLLaTGVdO7SKzLq3m0RXD7A6LAAoF3rK2x5/Sn7aFC+LtsXLxkPJ4nwW9PHykNa1Q0zyqFP96qYId/VAXytDhhufsysavgsAACoGkkaXqLI2evQK++jZ6yUtK1fqVg+Qz0Z0lbphJIwAuK+ktCz5Y1ei/L7jmCzdeUziUzKL7KMJ9la1g6VlrRBz2ywqWKKC/ZmZzUVU1nN2RcR3AQBAxUBNIxRwMj1LXv5+i8yNPWTu6yxC793RQapx9RyAm9NeRPY6SHoNRXthrt6XJGv2J8nqfSfMTGyHTp42iw5vs6vi4yUNawRKoxpVHbe6RFevIkH+PpZ+JgAAAKC0kDSqxDJzcuWLlXHy7uJdkpiaJVrn+p5eDeSpAc3Ex4uppwHAmU4GoL0vdbm5Yx3HjGxbDqfI5sPJsvlwimw6lCx7E9PkdHauua9LcQW5tU6c9lDSunF6W9vpNizQl4kHAAAAUCGQNKqEdJagr9YelE+W75MjyRlmW+OIqvL6LW2kQ91qVocHABWGJoC6Nwozi112bp7EJaXL7oRUM6GA3u4+lr9+Mj3bJJp02XqkaELJXjcpvKqf1Ajykxr226Di7wf4cpoGAACAdVyiNTp58mR588035ejRo9K2bVv5z3/+I126dDnr/nPmzJEXXnhB9u3bJ40bN5bXX39drrnmGsfjOsRg3LhxMnXqVDl58qT07NlT3n//fbNvZaVDJxZvS5BftsbLHzsTJScvv1SV1t14+IoYua1TtPh607sIAC6V9tS0D0cr7FRGthw+mSGHTqbLoROn5eDJ0/n3T6Sbf6cTTmVKdq7NJPTtSf1z0WFwOoQurKqvuTVLgK9Ur+preixVD/TLfzzQ1ww5Dvb3phcTAAAAKk/SaPbs2TJ69GiZMmWKdO3aVSZNmiT9+/eX7du3S0RERJH9ly1bJkOGDJHx48fLddddJzNnzpSBAwdKbGystGrVyuzzxhtvyDvvvCMff/yxNGjQwCSY9DW3bNki/v7+UpGnjU5Kz5KjyRly8ES67IhPlW1HU2Rd3Mkif3y0rxsqQzrXlRva1WL6aAAoJ1rPqGmULkHFPp6VkyfH0zJNj9ACS2rB9YSUTDMEThd7TaWS0F5M1TSp5Eg0+Un1AJ/8W0eiKX8J8veWqn7eEujrTVFvAAAAuObsaZoo6ty5s7z77rvmfl5enkRHR8sjjzwizzzzTJH9Bw8eLGlpafL99987tnXr1k3atWtnEk/6cWrVqiWPP/64PPHEE+ZxrQgeGRkpM2bMkNtvv92y2T/WxZ2QPcfSJCcvz1xp1iEOOXqbd+Y2N3+7/lGRlpkjpzKz5VRGjqRm5khiaqbEJ2dKVm5esa/t5ekhbeuESL8WkXJVi0iJiSj+DxYAQMWg//YfT82U42lZciIty9wmnVmOp+ptZv799CxJSs0yM2NerEBfL6nq7y2Bft4S5Oedv+7rLX4+XiYR5eftKb5enqbHqlm8vMytPqbnH120h5PmnjwL3HqIp2f+uj6uPaEub1r0gtClYMYu18F3AQBAxVBhZk/LysqStWvXypgxYxzbPD09pV+/frJ8+fJin6PbtWeSM+1FNH/+fLO+d+9eM8xNX8NOD4Ymp/S5xSWNMjMzzWKnB85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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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|
||
"text/plain": [
|
||
"<Figure size 1400x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 5.1 \n",
|
||
"# Выбираем числовые столбцы, исключая \"Month\"\n",
|
||
"numeric_features = df.select_dtypes(include=[\"number\"]).columns\n",
|
||
"numeric_features = numeric_features.drop(\"Month\") # Убираем \"Month\"\n",
|
||
"\n",
|
||
"# Строим графики для всех числовых признаков (кроме \"Month\")\n",
|
||
"for col in numeric_features:\n",
|
||
" plt.figure(figsize=(14, 4))\n",
|
||
"\n",
|
||
" # График плотности (KDE)\n",
|
||
" plt.subplot(121)\n",
|
||
" sns.kdeplot(data=df, x=col)\n",
|
||
" plt.title(f\"Распределение: {col}\")\n",
|
||
"\n",
|
||
" # Boxplot (ящик с усами)\n",
|
||
" plt.subplot(122)\n",
|
||
" sns.boxplot(data=df, x=col)\n",
|
||
" plt.title(f\"Boxplot: {col}\")\n",
|
||
"\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"#plt.figure(figsize=(8, 5))\n",
|
||
"#sns.histplot(df['Visibility'], bins=20, kde=True)\n",
|
||
"#plt.title(\"Гистограмма распределения параметра видимости\")\n",
|
||
"#plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 5.3. Матрица корреляции\n",
|
||
"# Позволяет увидеть, как связаны между собой числовые переменные и для поиска зависимостей между погодными параметрами\n",
|
||
"# Чем ближе значение к 1 или -1, тем сильнее положительная или отрицательная корреляция\n",
|
||
"plt.figure(figsize=(8, 5))\n",
|
||
"sns.heatmap(df_monthly.corr(), annot=True, cmap='coolwarm', fmt=\".2f\")\n",
|
||
"plt.title(\"Матрица корреляции погодных параметров\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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4ohGNQy8JPKVoXKivCcoKRHkhCjHYED94duExR7lghNL4wbgMK73UkT4LZu4dngvcN5ybdtApUItxq58bM+UUymuI49tvv53MgrSM2t4A7A+iWws8xeqxBchnre65M1PW2QUaIPCx6x1/NGVsIsMimTENRqOjYlAPXIsEROcw6huFDyonrUjGwDIMloAwwWAiBVRm0YLvRJRFHU1WkvQrg10Q+YDgR7eiuhLXs4MoINqMbm/FuqF0RYbihhtuECIcBRMGL+lV0IhW4brgWBDxUkDlbgZcMyUCr0Q3UHgr54zBL7iPGEDUpEkT/3bajB4QUgAZFYwKdvU22qiKAq4vQPTCaBvttUIUF88CbC3oRlUinlrQ6EBkRCHUfUDUBNkIkJ1Er8JXBCoGu2BbiCI8Bz/88IOo9KIBAh4/+E48/3r3XRlQqUR9lHsHsa4Ftgg8z4iMKmzevFn8Vucsj+XZwr1G1BkiTrGvoOLVG9yH49DeU232F1TKeP7wXKqPEQOmIN6xPtLnzSyI8KqPD6IOzxfur/o6aME9wLMFywVENq4byjytjQGiDRYM/OAcEV1GNBORRKNzwLYoB9FADyeSlWtj9Czg+qvLt0ieBTP3DvcEDQxcDz17mJ3PTaTllFImo6yAFe78888XZbPRd2tB+aI9FvR2Ks+jGjwz6ndPazEzW9YBvBfqbCqIgMNmgwaHWXCvEEVGj5FiVYy1jE1k2G7BmAapmFBwoYVvBryMsFEYtfQV0fLf8Ta/g3yx0QJvMSosBURY8BldX0hnZPS9GHlv1ApXR4YRHUR+20i6NuEnRFQLf6Nk1tCidyw4ZkSgzYDoqhqMRAfoFjb6HnRdKhYShYsvvliIOlToWr+g8reIRKACxX2C4NHbBhE3eHhx7VH4a0HXrBpENyFOn3jiCXF9UdmE8whHAioPjDpHAycUiCCiAoGIwXcrz4oaMyng0OhDIxDPvtZLDO8gelhgMVAi4Hg+IfwRjVSngkJkDYIB91Et8iH8IdYgDoww+2yhkse9xfnjR4lyR4NS2WvfZUQHAdLSRfq8xYoS6TNqJGmjyegtmj17trjPaqsF0Db00UumROL0UtuprQGItiKrjlYYKvdFaZSh2x29angW1O8XGhIQgVohFcmzYIYrrrhCXCuU39p7gM/aa2DlcxNpOaX29uLccV0j/W691JoQ5xD6OHezmC3rADJwqFOEIrsF6i6lvDYD7j/qGLxDobCrjPUaHElmIgYRWYgtdFei8ELBBRGhBpEhtIKxHINK1L5jFOiYSEEZJKcFXVhopaPLDgUG0ufgb8xGUbWeZAgQeLsQBUFUCFFwFErKQAlE7xAlQssblTW+D7mUUcCG8rShkkOBF4lAVoAXGQJWHYlQA08fWvSwAmBQGSLbaOWbFQg4BwhBHCPEPu4H0mehW1ERI0oEDBEXnCeipyjg1QU77gm6NZH2CblqsQ8cHyKrEImouCEMUKhjX6jM4bVGxQ4BiagSuqIBzhsVN/LIItUeIi54XnB8GOyDfQLsF9+DiiZUGq1owPME/2Eo0E2Jc8Z1V6J4ekSaAk6J2iBtGyLJiPThM64jKioIMETB0KOhHryD9wD3CYIK119JAYeKTJnZEhEofD9ybqMBYJRizspnKxrw3OF78d4ptg9cPzw/iM4qUbRInjezoLEDn7Bit8C1w33t1KlT2L9FDxHEKn7QyNVGBnGciJgijy8i1rDNoIzEexAukoveA9xfCDG8Owg6ICKMewqhg/dQyZWMaCgEE54F5FZWUsChp0N59sw8C2ZANBW2CDQcUY7ifqEhg2uJ1H0QptH2soQj0nIKwM+M40GUGdclUmC5wvVCeYn3UHkuUf6j5y8aIi3r1I0i3H88b+gxQMMVfx+uMa8Hyjh8Z6ixGXaWsZ4j3uk1GPegpJiJ9EdJN6SkuUEaI3V6Hr2UNb/++qtIj4QUXLm5ub6rrrrKt3fvXsOUXuFSwCEd3XfffSfSA2VmZooUN9OnTw/YDsc0efJksS4jI8PXqVMn38KFC0XKHCzTHq86xZve9dFLAWd0nHrrv/rqK995553nq1atmq9Ro0a+++67z5+yR53CKdT+Nm/e7Pvzn/8s0mnVrFnTN2rUqKCUWh988IGvffv24ro0a9bM9+STT/pmz54dlK5J2Rbpi3BMSHnVpUuXoPRBK1eu9F100UXiO7Ozs8W+tSm0duzYIVJWNWjQQKQyQ6oqpMZ79913/dvcdtttvtq1a/v+85//WJ4CbuDAgQHbalNjId0arjnSwOltF00KOG06OFwj3BM8a/n5+b6//vWvhs/HkiVLfD169PBfd5w/Um8p4B4gxdPzzz8flCJNL+1XLM9WrKm8ysvLfRMnThTpAnHvkZZq7NixumkNI3neIk0Bp/wgPRmeuyuuuMK3ZcsWX6Tg+uulrwN4bi+++GKRni09PV2ktkRKvX379kW0b6Q3e/rpp33nnnuuSC2HfSBF2OjRo33bt28P2Pbzzz8PeBYuu+wy8Z5H+yyYuXfg//7v/3znn3++eLfx07JlS7Et0uXZ+dxEUk799NNP4pjwPOl9d6gUcKhz8L6jLFLKJByHOvWi2RRwkZZ1yvEtX75clHsoF/Ac3HDDDQHp/kJdM+27gOdDr+xUp4CLtIxlfL4k/BNvoc64A0QR0K2OlnqoqXIj3c5u8N3oIjWaocyLIKqEblFEuI2i1QzDMEz8UbIcoZdJPa6CkQf2JDMMwzAMwzCMBhbJTMQoo8L18htHsx3DMAzDMIys8MA9JmLQfa8dqBfLdgzDMAzDMLLCnmSGYRiGYRiG0cB2C4ZhGIZhGIbRwCKZYRiGYRiGYTSwJ9kiMIsTpkBGknX11MYMwzAMwzCMHMBlfOzYMTHZGCbDCgWLZIuAQG7cuHG8D4NhGIZhGIYJw549e8RMmaFgkWwRiCArF92q6UAZhmEYhmEY6yguLhZBTUW3hYJFskUoFgsIZBbJDMMwDMMw8hKJNZYH7jEMwzAMwzCMBhbJDMMwDMMwDKOBRTLDMAzDMAzDaGCRzDAMwzAMwzAaWCQzDMMwDMMwjAYWyQzDMAzDMAyjgUUywzAMwzAMw2hgkcwwDMMwDMMwGlgkMwzDMAzDMIwGFskMwzAMwzAMo4GnpWYsp+hEGR0+XkbFp8opp1oa1clOp9ys9HgfFsMwDMMwTMSwSPYQVojTWPex9+hJuv//NtCKnw77l/2xRR164sr21CivmqljYRiGYRiGiRcskj2CEKfvbqAV26MXp7EKXAhs7d+DL386TA/83wZ68bpOHFFmGIZhGMYVSONJfuKJJygpKYnuvvtu/7JTp07RyJEjqXbt2lS9enW68sor6cCBAwF/t3v3brrkkksoKyuL6tWrR3/729+ooqIiYJtly5bR2WefTRkZGZSfn09z5swJ+v4ZM2ZQs2bNKDMzk7p27UqrV68mtyDEqUYgK+IUohXrYxW4kewDEWjt36v3g/UMwzAMwzBuQAqRvGbNGvr73/9O7du3D1h+zz330Icffkjz5s2j5cuX0969e+mKK67wr6+srBQCuaysjFatWkWvv/66EMDjx4/3b7Nz506xTe/evWn9+vVChA8fPpw+/fRT/zZvv/02jRkzhiZMmEDff/89dejQgfr160cHDx4kN3DwWGmQQFaAaMV6JwQuLBqhOBZmfbRAwO84eJzW7S6kHYeORyToGYZhGIZhpBbJx48fpxtuuIFefvllqlmzpn95UVERvfrqq/TMM89Qnz596JxzzqHXXntNiOFvvvlGbPPZZ5/R5s2b6d///jd17NiR+vfvT48++qiICkM4g1mzZlHz5s1p2rRp1KpVKxo1ahT9+c9/pmeffdb/XfiOW2+9lW6++WZq3bq1+BtEpmfPnm143KWlpVRcXBzwEy+OngwtPovCrLdK4OZkpoVcXyPM+miARWTU3HXU95nlNHjmKuo7bTmNnrtOLGcYhmEYhnGtSIadApHeCy+8MGD52rVrqby8PGB5y5YtqUmTJvT111+Lz/jdrl07ql+/vn8bRIAhWDdt2uTfRrtvbKPsA2Ia36XeJjk5WXxWttFjypQplJub6/9p3LgxxYvs9JSQ67PCrLdK4Napni48zHpgOdZbiRUWEYZhGIZhGOlE8ltvvSXsDRCcWvbv30/p6emUl5cXsByCGOuUbdQCWVmvrAu1DYT0yZMn6fDhw8K2obeNsg89xo4dK6Ldys+ePXsoXmSnp1KP/Nq667Ac650QuBiUh0F+2v3g85NXtrd80B57oBmGYRiG8Vx2C4jKu+66ixYvXiwGy7kNDALETzzQpmmrkZFKo/u0EOu+2n4kQCBjeV5WWsQCFxFYCMxoBS6yYCCLBY4PFg1EoCGw7chqES8PtBVwLmmGYRiGkZu4iWRYHDAwDlknFBDR/fLLL2n69OliYB2sEEePHg2IJiO7RYMGDcT/8VubhULJfqHeRpsRA59zcnKoWrVqlJKSIn70tlH2IXuqt4ta1aPxl7amS9s3omE9mlNpRRVlpCaLAXvNamU5LnCxvROCLx4eaCvgXNIMwzAMIz9xs1v07duXCgoKRMYJ5adz585iEJ/y/7S0NFqyZIn/b7Zt2yZSvnXr1k18xm/sQ52FApFpCGAMwFO2Ue9D2UbZBywdGBSo3qaqqkp8VraRPdXb4i0HaeLCzdSnZT1qVjubGuVmit8D2jagBiZFF8TtGfWqU8cmNcVvmaObTnugrYB91AzDMAzjDuIWSa5Rowa1bds2YFl2drbIiawsv+WWW0Rqtlq1agnhO3r0aCFczzvvPLH+4osvFmL4xhtvpKlTpwoP8bhx48RgQMUKcfvtt4vI9H333UfDhg2jpUuX0jvvvEMfffSR/3vxHUOGDBHCvEuXLvTcc89RSUmJyHYhE4gMr91dSKP65FOnxnkiYpyZlkLf7y6k2St3UvHJcmpRvwYlClZZRJwkEh+1jMfNMAzDMImG1DPuIU0bMk1gEhGkXENWipkzZ/rXwyaxcOFCuuOOO4R4hsiG2J00aZJ/G6R/gyBGzuXnn3+eTjvtNHrllVfEvhSuueYaOnTokMivDKGNdHKLFi0KGswXb+BffeG6TvTaVztp+tLtAd5jLJfZg2sXTnqgE91HzTAMwzCJRJLP5/PF+yC8ALJlIBUcMl0g6m0HPx88To99vJlaN8oNiiRv3ltE4wa0ptPrVbfluxlrwKQnyOlsxJIxvYTNhTEPD4ZkGIZhrNRrUkeSmUDKfVV0fdemupHkm3s0pwpflRBhWpHA4kE+H7XaHiK7j9oN8GBIhmEYxmpYJLsJHwmBrE7zBpTPDw1oRRe/sDxAJDw2qC1NWriZPt/y++DGRBYP8W4wuNFHLTvhBkPCjsPXlWEYhjELi2QXUeULzIOsBsuTkpKCRMKD8wtEpgq1SE5U8WBVtDFWoe02H7Xs8GBIhmEYxg5YJLuIktKKkOuP66xfuf2IsGIkuniwKtpoldB2Kpd0IsCDIRmGYRjPTUvNmCM7I3SbprrBegzwS3TxYMUU1pzjWE7cOqkMwzAMIzccSXYRSf8bpKdnucDyKp1EJVnpKXRazWr06pDOQXmVE0k8WBFt5G59OeHBkAzDMIwdsEh2E0nkt06ohbKS3eLwsbIggQxxPHXRVmG7UG8/e+i5CSUerIg2cre+nPBgSIZhGMYOWCS7iOy0FJr77S7q1KQmDevRXESGM1KTad2eo/TWt7upb+vAyU8evrQ1zfxie4BAVgR2clISTb+ukyczSNgVbeRufXnhwZAMwzCM1bBIdhGwSowd0IomfrApIE9yz/za9MjlbUXkGJNRKCIB9oux7xXo7muFTfYAWfPVWhFt5G59ueHBkAzDMIyVsEh2EcheAdfxgHYNaagqknyw+BRVkY9OlVcGzNa2bneho/YAo4Ft3+0qpOU/HqLOTWuKc4gkumxHNDrWaCN36zMMwzBM4sAi2UWUV/lo4oebDAfuPXJZm7jaA/QGtiG6/cJ1ncQkKOqodqjosohGv7uBVmy3Phoda7SRu/UZhmEYJjHgFHAuoqrKF3IykUrMNqJjD9DDDnuA3sC2Yec3150l0ChtmohGawSysv39kqRZgyBGxB6TtOA3C2SGYRiG8R4skl3EibLQk4mcKKvUtQdohbJd9gC9yHWnxnmGwl4vP/HBY6VBAlkBUWqsZxiGYRiGsRu2W7iI3GqhRW1utbS42gP0BrYZTWRi5Is+ejK0T7oozHovImO2EIZhGIbxOiySXQRE6IWt6lHLhjkiQqueHGTnoeNUPTOVdhw8HiSmnBr1rzewDQMLzcwimJ2eEnJ7eJwTCVmzhbgFbmAwDMMw0cIi2WU80L8VTfhgY0AKuPPza9Njg9rRQ+8V0OdbD8ZVTGkj14huI0XdCoPBhmkpmEfwd7LTU0POKoj1iUK4abBxnVnwGcMNDIZhGCYW2JPsIo6eKBcCWSsgMVnIuAUF1LJRTkSD45wc2PbbiTIa0qO5ELhqlFkCfysJPLa8rDQa3aeF7vZYjvWJQiTTYDPRNTBkGADKMAzDyE3ihOU8wPGyCsNBcBDKypTVemIq0oij1d3T1dJS6Ma5q0WWC+0sgXfOXUfv3t4tYHt8V9NaWXRp+0YB22PAXrNaWZ6PnKqvP857VJ98mr1yZ9CgTMDTYMfWwPD6s8QwDMPEBotkF3GiNFgoqTEaJBepmDLbPR2JoM5OT6VOTfIC7CHh7BMN86rRgLYNAgYbYiISI1HjFd+p3vXHNUKeaTQotEKZp8E2l45QDTcwGIZhmHCwSHYRNaqFvl1Gg+QiEVNm/a+RCmrFPgHUUfBw9olIBxt6xXdqdP2Va4ZIvLqhwdNgh8bpiXQYhmEY78GeZBeRkZIsBunpgeWwMGiJVEyZ8b+a8Xuq7ROvDulMM284W/zG51jtE17ynYa6/hDKyGZiR55rXCNkRMEU5jsOHXfVNQuF0xPpMAzDMN6DI8kuoqyyiob2aE4+najs+Mva0NRFWwO2NyOmik6WRZyf2Kzf06x9Ih6+03hbNsLZA5AlZMGI7pbmufZKFD7SdIR2TqTDMAzDeA8WyS6ipLRCeFP1BsFd//I39Obw82hs/1ZRTRqSlZ4qchBj39oczBg4ps5PHI3f045czVb5TmUQi+HsATX/lzHEKhIhvZyTE+kwDMMw3oNFsstm3MPgLb1BcCAlOSlqIZWSkiRsENO/2B6wf0SpsTxVlc84Xn5PbbS3umYiEr2JSvQmV5FRLOrNVminPSBRsj84NZEOwzAM4z1YJLsIO4VUekoyzfxie1CKOXxOpiR6bHBbR47DTLR3yhXtqGeLOrpiD8u/21VIY98rCBkdlkUsOm0P4OwPDMMwDBMaFskuwk4hVVZRpTsrHlix/bBY78Rx6IFo7/j3N1KHxnk0tHszvxVkw69HaXSffEKMW3scI3rn07A5a8JGh8OJRXixw0Wj3WgP4OwPDMMwDBMaFskuwy4hdby0Iqwf2onj0ONISRld26UJvfbVziArSPvTcumxgW2pvMrnP47U5CTq/8IK3Qk4tNHhcGLxVHklXfHSqgABPnlwOzGIEgLaauHslD0gHr0BDMMwDOMmWCS7EDuEVDSRRacEXUWVTwhkPSsIeOSyNtSifg3/cqQz0xPIelaCUGIRafVW/XwkOBr93gYx5bYi2N2YEYKzPzAMwzBMaFgke4hY0pjJHFmsqvIZTseN5ZVVSIoXneA3EovwNA/p3kxkEwk3BbiVg/zM3MNY09Zx9geGYRiGMYZFskeINY2ZzJHFE2UVIdPTaaPGZgW/nlis9Plo0IyvDCPS2inArRjkZ+YeWpW2jrM/MAzDMIw+ST6fLzAMx0RFcXEx5ebmUlFREeXk5Nj6XXqp0B6aX0CfbzkYtC2Ek5kIp7JvmSKLPx86Tj8fLgmyXMCTjIju6XWy6fS61YNEpJHgx+Qm4cBgvb7PLDdcj7R4t7z+XcAyTPYBG0Y04LqPmrtON9MGjvvRgW3ptxNl/vt977wfDLf1Qo5jhmEYhom3XuNIssvYd/QkLfvxENWrkSGimYUnyulA8Sm6oWtTWrXjSFDk02yE0yiyGM8Z6ZDv2MiTjMwW067uaLmVIFQ0uofBFOCxZIQIl4pu+6HjflH+5vCuUqStYxiGYRgvwyLZRUCo7vrtBC3csDcoojqqdz79pdfp9OzinyzPeRvvGemOn6ow9CTDH1x8slxsYyTgRVfJ73OhRISR/QSD+TA1uNarHKtvO1wqOrW946hqinC35TiO9/TfDMMwDBMpyRRHXnrpJWrfvr0Id+OnW7du9Mknn/jXX3DBBZSUlBTwc/vttwfsY/fu3XTJJZdQVlYW1atXj/72t79RRUVgurJly5bR2WefTRkZGZSfn09z5swJOpYZM2ZQs2bNKDMzk7p27UqrV68m2Th6opxeXPqTbkQVM+X1Pque7t/FEuEMNyMd1ttNOAG5+7cTwhoxeOYq6jttubAi7D5SIuwL6uWj564Tgj9SlGj0kjG9hJUCv2HXeHv17oCIvRW+7XCDDTH9uN7/3ZTjGNc+1nvCMAzDMAkRST7ttNPoiSeeoBYtWhCs0a+//joNHDiQ1q1bR23atBHb3HrrrTRp0iT/30AMK1RWVgqB3KBBA1q1ahXt27ePbrrpJkpLS6PJkyeLbXbu3Cm2gbh+4403aMmSJTR8+HBq2LAh9evXT2zz9ttv05gxY2jWrFlCID/33HNi3bZt24TwloWSMuOIqtFysxFObaQPmSXMdu1bHS0MJyC1nNUwh8bOLwi6JtFkodCznzx9VQfLfdtm7B34P5bp3XOj+x3vCK4s038zDMMwjCtE8mWXXRbw+fHHHxfR5W+++cYvkiGKIYL1+Oyzz2jz5s30+eefU/369aljx4706KOP0v3330+PPPIIpaenC+HbvHlzmjZtmvibVq1a0cqVK+nZZ5/1i+RnnnlGiPGbb75ZfMbffPTRRzR79mx64IEHSBZKSo1z/4KTGj+y2Qinnq0CA9TMdO3bYc0w6w9GBgz1pCNqsI99RafEQMBoxaIdGSGM7B3K4ES1vQMZPV64rhMlJyUFXWe9+x1vu4xM0397kXg3gBiGYbyKNJ5kRIXnzZtHJSUlwnahgOjvv//9byGUIaoffvhhfzT566+/pnbt2gmBrADhe8cdd9CmTZuoU6dOYpsLL7ww4Luwzd133y3+X1ZWRmvXrqWxY8f61ycnJ4u/wd8aUVpaKn7UoyXtpkZm6NuVm5UmLAHRRDiNIn3hjynN9mih2VzG2vRsWiCQR7zxvXQTgWgHG2LA4ne7CsX5qe0d+D8sH4how4sd6n5He0/0hBeIVoyFs8zI7KOWGRkaQAzDMF4l7iK5oKBAiOJTp05R9erVaf78+dS6dWux7vrrr6emTZtSo0aNaMOGDSJCDAvEe++9J9bv378/QCAD5TPWhdoGovbkyZNUWFgoBLreNlu3bjU87ilTptDEiRPJSaqlp1DP/Dq0YnuwkMXyzNRkqqyKbqCaUaTPTNe+ndFCvWwVRtNPh/PsqtfL2t2Pe5icnES9WtSh1MvbUK3sdH9+aGQz6X1mXaqfk0n1w2QbjOae6AkvNEhG9s6nYXPW+K+3GTEWzYyOTGjYwsIwDONxkXzWWWfR+vXrRb66d999l4YMGULLly8XQvm2227zb4eIMXzEffv2pR07dtAZZ5wR1+NG5Bk+ZgWI7saNG9v6nXnV0mhUn3whoVaoRGtPZLfok09rfimkv727wb/cjIgxivSZ6dovOhl6EF9RmKwMZm0OEAmdm9YMsmFA2CMLBTJfRGLPsKq7P9Zub604xQQqrw09lz5YvzegYQTB2uvMurZEcI2EFz5X+XxiQhfFymJGjMk8o6NbYQsLwzCMx0UyfMPIOAHOOeccWrNmDT3//PP097//PWhbDKoD27dvFyIZFgxtFooDBw6I34qPGb+VZeptkE2jWrVqlJKSIn70tjHyQgNkysCPk6DCa1Iriwa0byTSkCGyiKjowWOllJRENOGDTQHbmxExRpE+RA3R3f/JnT2posoXsms/Kz304wTRZyVGNoxt+4pp8uB2NG7BxrD+3mi6+/XEMK7TfTF0e+uJ09v+eDpNX/pTQIMIYBtsOz3C+xpqtkJtBDeU8EJvwjDVdNxmxJjMMzq61fPLFhaGYRiPi2QtVVVVAV5fNYg4A0SUAWwaGOx38OBBfxaKxYsXCwGsWDawzccffxywH2yj+J4h0iHOkfVi0KBB/mPA51GjRpFsYLa4AW0bBNgO8utW17UdmBExoSJ9iNbmZaWF3QfsAX1a1qXWjXKDBNnmvUWUkmzSAxIBoSYNUS/HcSws2Bfk7zXb3W/kAR3RO5/W7iqMupGiJ07Pz69Dz30enPcaYFs0jiK5r7OHnitSB6oHM6LBgOXaCK6ZfM1mxVisE7zEA5k9v2xhYRiG8bBIhmWhf//+1KRJEzp27Bi9+eabIqfxp59+KiwV+DxgwACqXbu28CTfc8899Mc//lHkVgYXX3yxEMM33ngjTZ06VfiPx40bRyNHjvRHeZH6bfr06XTffffRsGHDaOnSpfTOO++I7BUKsE3A5tG5c2fq0qWLSAGHAYRKtgvZ0NoO1u0u1BV+ZkSMFZG+tOQkuv9PrWjSwk0BggzWh4cvbSM8xHZglG1CvRzRwA17jupep0i7+0N5QCs1VgSzjRQ9cVpR6bPEvjJj6Xbd3Nqw0CAaHW2+5mjEmB2ZQdzs+Y0lSs0WFoZhGA+LZESAkdcY+Y0xjzbELwTyRRddRHv27BGp3RTBCr/vlVdeKUSwAmwSCxcuFNksEBnOzs4WYledVxnp3yCIIbBh40Bu5ldeecWf/g1cc801dOjQIRo/frwQ2kglt2jRoqDBfLISTURJr3KONdKXlZFKD7+zPkiQwRv86MJNutNHOwXO4bFBbenB+QUBXmUIeCwHOw4eDylWzFoRzDRS9O5hVkZKzPYVccw6Az3BCh0BbzbdnkxizGpbhN2e31ij1G62sDAMw7iBuIrkV1991XAdRDEG8IUD2S+0dgotmLkPE5SEAtYKGe0VdkSUwlXO0VauSEemN1gOYHlhSZn47nhNZjFp4Wbq2KSm8CUrfu6C/xTR/uJT9ND8jQFiUk+sRGNFiDTSanQPjTKLYHl2GA94NL7VUOn2lOwWMooxO2wRdnp+rYpSu9HCwjAM4xak8yQz5jETUbKzCzmcqIhnfmKIiM+3HBQ/apAV5PklwVN9612PaKwIkUZa9e7hF9sO0qje/x3Uqj4+COTRfVoIn7gdvQxGwgt8OOp86cSYXc+0nZ5fK6PUbrKwMAzDuAkWyS4kFquEnV3IZkTklyYyNFiBkYAPNzuf+nqEitgj0oqBdGrMRlq19xD3NiMlmS5t30hYOdTZTJrVyopov9H6VkP5vGXDrmfaTs8vZ6ZgGIaRHxbJLiMaq4RaVENkIXqK9F96g9hiqZzN+lkjzdBgBUYCPtzsfOrrES5iD49wl2a1Yoq06olTbTYTZBsxE2X0um/VLsFp57XjzBQMwzDywyLZRUTTrawnqiFYMUGIXjq0WCpnI1ERKj9xrBOMRAoE60Wt6tFZDXMC0tPlhJnqW3s9wkXs7RSd0cykmAi+VTsFp13XjjNTMAzDyA+LZBdhtlvZSFQr/lZtyjIrKmetqMhIS6GPQuQntnqCkVC2lPGXtqYJHwamp5syuK2wSuhd13DXIxLRavUsfNH6ub3sW7VbcNpx7RIhws8wDON2WCS7CAitULOnabuVzaQss7JyVouKXYdLDPM4R5qhIRr0xCXSvWGmwm9+/s1/PI9+tEVMqgGtG4lYMSNaYxW4TuTp9QLh0vvJeo28HuFnGIZxO0k+ny/0jAVMRBQXF4tcz0VFRWLGPzv4+dBx2nXkBO0rOkn1czL9Inl/0UlqmFuNmtbOotPrVvdvD3E6eOYqw/29e3s3McGHnZUzhN6W/cfEjG96GRpaNahh+ffiO0fNXafbQMD3dmpSMyCajIZHJNNuh9ovxK9atJrZ1gjkbe77jHEaxCVjetEZ9X6/37JPo2wXON+/zvuBWqqsNPDewwOPKcqfvqqDp8+fYRiGsUevcSTZRVTPSKXMtGRhX9AKTqQKw3ozXs2aWem6IstKIE6a1soyzNAQySQeZjE76QeiyoUnykQOZavsLlZkXIhmQJrM0yg7nd5PvZ5FMsMwDGMWFsku4mRZJU3/Qn+KYTB5UDspBwc1zKumm6EB4lQbbbVC0EUz6Uckg7vMiFYrMi6YHZCWqPYMTqfGMAzD2AGLZBdRUlahO/sawHKsl3VwkHbwEwTdfTYJOrOTfkTaYMB+Q3nC1aLViowLZhs5dk+jLCucTo1hGIaxAxbJLqJEZ/CbGr3BcbIODrJT0FXPTBWDtvSmyD5fk6/ZTIMB1w2D/OCvVnuaYXfBcrVotSKKb7aRY3dEVVavs5U9JrKeI8MwDOM8LJJdRG6YiJhRRE3G9F9mM3WYETAnSivo4Uvb0KMLNwVlO5g0sC2VV1XRhS3rRdVgeOXLn8XAP8VfrRzzKyt+pmlXdYg544LeOUbayLEzoiqz19mqHhNxju9uoBXb5TtHhmEYxnk4u4WLslv8cvg4PbxgU0AlrtAzvw49OqgNNatj70A8KzN1/Hy4hF77amfQIERMPHJ6neyATB1mRNqPB47RE59sodaNcoOyHWzeW0Rj+7eiFvVrRHScB4pPUWEJRGsF5VRLpV8LT0Z0zNFkXLAiZdzouesMI6rRWlisyNThBEoDI5oeE3GOb67Tf7da1HFs+vR4wRF0hmEShWLObuFNkIFh/GWtadKHEMq/i7Se+bXF8qMnysgtZGekBolNgM/IWTzt6o4RDUib8P5GemxwOzp+qsJfwaclJ4lcyEu3HtL97vv6tYzoGHcfKaGx8wv8xzh/RHfDYwaPXNYm6owLVgy6s8uD7havcyw9Jsi2oieQnZ4+PR7I3EvAMAwTT1gku4i8aul08Ngp6t+uoZgUQ4lOItr5W0kp1auRSW4BotZoECLsCVhf/38NPIiwtbsKaVSf/ABrRsF/jlK7P+TSve+sD2w0tKhjOO020FumBddULZBBakpSyIGTlVW+iPzBsJlU+XwBqe9Sk5LEOcYqRO3woDuRPSLekcyjYaZHd2r6dKdJ1IwoDMMwkcAi2WW8sDQ4BZzS5f/YwLa2fa/VIsaM8DpeWi5EL6K46gFzkwe3pddW7gwQyAAVPkSodtpthdxq4b25sFhor3NhSehjVotvI38wBDLOJag3IIywNyNErfagh/M6o1cgllzXMkQys8NMj27n9OnxxC29BAzDMPGARbKLOFleGTKSifV2YIeIMTPIDBH0qZ9uCzp3zDqoFcihJg0xk+0AHmQtmJEvFGrxbZRxAcJdz7IRTtgjco4ZFOMRZQ2VPQLi/rtdhTT2vQJXT72dnZ4qGppGDVCs9yKcY5phGMaYwISxjOdSwClCBJE+iKwdh46Lz5ESTsSY2Zee8NJDK2TLKqt0xYvepCChMOPNzckMFkXIYgHBFMkxK9ktkM1CTbfT9YUYwHLYSbRgHwsL9okpxvtOWy4G56Hh4hSK11l7v/B5ZO98enTh5qifjUgimU6Ql5UmpknX3l9l+nSs9yKcY5phGMYYb4ZHPEo0KeBijQLb1R1rZpDZ8dLgqK7epCBamtTKoiVjekXlza2ZnR6Uaxmp6WCJwMBC9XK9Y4ZAnLRws5jq+maVf1ztW44EHAP857BhhBuwGE2EOVIbjZ7XOTU5ifq/sEK3cWbn1NvxmD7dq5YDWWblZBiGkREWyS4iIy1ZpHozSgFXLS05wBtaPSM15q5sO0VMpIPMjKJdSKdm1EWOCr5ejYyoxQ2sHJMHtwvIcwwxOPfbXTRlcDsqq/QFHbNacFZLTxHp3yCs1SLy1SGdIxb2sFgggqz1KcMfe02XJkEDFs1aYMw2oLReZ/RMhBoEacfU2/GYPt2rAlm2WTkZhmFkg0Wyiyg+WUYPX9aaHtVJATdpUFua+OEm+lyV9uzN4V1jjgLbLWIiGWRmFO2CAMVMdylJSbZU8E1qZ4tUdP48yZmpIsIMAR2J4ISA1w7GMyPsIUL1/MlGvmYzjZ9ovMDaqHOtrHQh2I2Esh1Tb4eKflsxuFTGiXfsRtZZORmGYeINi2QXkZOZThMXbqIOTWoGpIADmF1Omxc4XFqrSCJ9MnTHGkW7EOVDV7idFTwEsZ4ojkRwKiJWPRjvrdW76Y3h5+nOBqidic+ogQLfsp54NtP4MWujMYo6o5EybM6aIKFs19TbesdxUat69PClremhBRsjjoqbEdTxTk/nBInYOGAYhgkHi2QXgQFsEMJaMYwufL2JM8J5diOJ9MnSHRsu2hXrccQimkLlONZm2bi2SxN6ctGWIK8yIswYAKeeic+ogRJuwGIkU3pX+nwho8DqfYSKOsNhDYGqzW5h5tmINJJpdBxnNcwJymkdKipuxmYiQ3o6hmEYJj6wSHYRGMAGYYPIpHpSjZpZabqCJ1zXfqRRYCMRA2LJjytLtCtW0RQux7Fa1HY/vbaIAhvNBqiO4Bo1UPLC5HnWNn6iOWb1PkJFnbF8/KWtox4gqUUMa8TISB2MjsNMZN2MzUSW9HReJBGi8wzDuB8WyS4CeXj1JtXAoD09waNkY0hOSgoSgEaRPqPKSytQvRJhs0I0hctxfHqdbFoworsQkEUny0xFgfUaKNUzUyO2wIQ6Zp/BMWv3EW7wZklphYiMR0ukz5LRcYSLrKtnyzNjM0mkiTacFK1eKTsYhvE+LJJdBGY2052IYju6vYMFDwTz26t3iy58pAoLF+mLtPLyUoTNKtEUavKShrmZ/n0g8m7WAqMXQY/UAhPqmOGJHnFBfsAzo7cPOwdvmnmWjI4jnK1IPVuemWwtsqSnsxsnRauXyg6GYbwPi2QXAaFrNBGFkeCZNLDt/wafWVd5eSnCZqVo0qI3GM+qgZCR+njDHTPsOuGsEnYO3jTzLOF7YBPRbg9bkTantQLsRinJSVEJfpnS09mF06LVS2UHwzDeh0Wyi7BC8FhReVkZYYu3N9FK0QQ7DAZRhhqMZ+VAyEg82qGOGRHW2tnpYrrtUF5gOwdvmn2WRvXOJ/L5AlIgbt1XTOMvayNSIKobkRDIGBypFslmBL8MmV3sxmnRmijReYZhvAGLZBcRiUg7o1512ysvqyJsdnfzRiLArRJNEGTLfjyk60nWCg0n89IaHTMEMtK3jUPatO3hr79dx2zmWTpSUiYsRP3bNQxIgXiw+BQVnSilc5vVCpgtD40UxW4UjeCXJbOLnTgtWhMhOs8wjHdgkewi7Ixsmam8rJgAworZAK0Q4FaIJlgAhnRvFjB1dDih4VReWqNjRtq2GUu3B83eGOr623HMoUQ8jhEDIjGpCp4ZBIT/9c0vuplBMHh1QPuGdMvr34UVs2YEv9cn2nBatCZCdJ5hGO+Q5MMQdyZmiouLKTc3l4qKiignJ4wBOAYg/vQE3dQr24upkKPN9QvReu+8H3S7XiECp+vkmjUSlpjeN5xgxWyA17/yreF5wjYSaVRc71weml9An285GLQtjjHUbHKhpppWrilQb5uanET9X1hhmHPYzLnYhfb8ID4vevZL3W0hUD+5s6ewYTiV7UD9LClRbq2IVzdG9K71ort7UlpyclzFbLztQ9Ec7+i56wxFqx0D6cyUHQzDMPHUaxxJdhlGka2SskoaNXdd1Ll+MWvZhMva0IQPNgb5OkfCB2rxBBBWzAZodC4QUzf3aEbtTsulto1y/fmkv99dKNLi6fks9aKkoaLRatGLc8TsfzJHx7Tnh+isHhCoSBs4bkFBgO/XzhRd2mepZlZ6kA0kklR7J0or6eym9jVQvZjaLB6WEq9H5xmG8Q4skl2IVvBApI1/fyN1aJxHQ7s3CxCFE97fGDBwzEi0Lt5yUMzCBk+n1teJaYc/HHV+VN3vRgODopkNMFLLhvjsI+rfrkFA9zsEPwRgSWm5paP+3ehdNepmhwDVSzNod4ou9bOENHlagRwu1Z7YR5hJVuzEzanN4iFaeRpshmHcQGilYjMvvfQStW/fXoS78dOtWzf65JNP/OtPnTpFI0eOpNq1a1P16tXpyiuvpAMHDgTsY/fu3XTJJZdQVlYW1atXj/72t79RRUVFwDbLli2js88+mzIyMig/P5/mzJkTdCwzZsygZs2aUWZmJnXt2pVWr15NsoIKGUIC0cAdh47ToeOlYrpjfIYoHPHG90LY4vM1XZqIAU+RjGZXvJ7KPvAbETt0bUc7gAeCFtHJUX3yReaHmTecLbrSQZ+WdXX/Ri/6iigdIuV9n1lOg2euor7Tlv9XTBnNBLf9sEh9pxVYEIC51dItGfWvJzRgrcDEIfiNz7J2HyveUL3Z64zSDOqddzwGk+lNHhLviL3Z50U2IFjRO4JJYfCbBSzDMEycI8mnnXYaPfHEE9SiRQsx+9frr79OAwcOpHXr1lGbNm3onnvuoY8++ojmzZsn/COjRo2iK664gr766ivx95WVlUIgN2jQgFatWkX79u2jm266idLS0mjy5Mlim507d4ptbr/9dnrjjTdoyZIlNHz4cGrYsCH169dPbPP222/TmDFjaNasWUIgP/fcc2Ldtm3bhPCWCb0u3Q9G9dCN/imfH7msTUwCJJYBPEazBCKqO/7SNmI2QLV3WC/6Go1lA8K8Vna6PyWb2m5RVhl6hrZoR/27KTpmFP0Oh955W+3DDTeYTDsttwwRe05txjAM4z3iKpIvu+yygM+PP/64iC5/8803QkC/+uqr9Oabb1KfPn3E+tdee41atWol1p933nn02Wef0ebNm+nzzz+n+vXrU8eOHenRRx+l+++/nx555BFKT08Xwrd58+Y0bdo0sQ/8/cqVK+nZZ5/1i+RnnnmGbr31Vrr55pvFZ/wNxPns2bPpgQceIFkwEotJSb8LYi1YXlnli1iA6NkgYonSGc0SiM+PLtxEU//cgcb2rwzZzWvWsqH4ap/5bFuAr1axW5wsC+xp0APXCfuB/QDRVa3QjsQOIvugLb1udnh+Q6E9byMf7uTB7URjBFNCm70W4TIgINIZaT5wp+4JpzazD7e9VwzDeAdpPMmICiNiXFJSImwXa9eupfLycrrwwgv927Rs2ZKaNGlCX3/9tRDJ+N2uXTshkBUgfO+44w7atGkTderUSWyj3oeyzd133y3+X1ZWJr5r7Nix/vXJycnib/C3RpSWloof9WhJu0FFsXZXobAuqIVbMiUJQWeUXeF4aUVEAgQD3g4e+/2crIjShZsl8GRZZdjMD0ZROvilIXy1+zfy1a7bfZQuaXeKTqtZzZ9WzKjCxXWCLeTFpT8FRcCxXM8OYtegLTtFgp6/PdIUXSF9uO9tEF33yrUzcy3CebwjmUHS6YF0bk9tJqsQdeNgSIZhvEPcRXJBQYEQxfAfw3c8f/58at26Na1fv15EgvPy8gK2hyDev3+/+D9+qwWysl5ZF2obiNqTJ09SYWGhEOh622zdutXwuKdMmUITJ04kJzl2qoymX99JRDLVwg3iFhFSo9RYENCRChBs26VZLcsG8FjRDW0UpcN1wHnDsqGuRLufXjso+4ESXYZ4fnD+xogqXKQg04uA4/uQEs+JQVtOiwQzgxBD+XDRAMJsd9Fei1gHkzk9kM6NgzdlF6JuHgzJMIw3iLtIPuuss4QgRr66d999l4YMGULLly8n2UHkGT5mBYjuxo0b2/qdGHA27bMfhQBRg0rEZ5AaC5HPzNTfRXIkAsTKiseKbmijKB0aBMqMaohYK+dSdLIs5qwNQgAaZFjA9VankbNrat94iYRIBapZf7vZa2Hk8Y4k6un0dMtuTW0msxCNxz2UCVmj+wyTSMRdJCNajIwT4JxzzqE1a9bQ888/T9dcc42wQhw9ejQgmozsFhioB/Bbm4VCyX6h3kabEQOfkU2jWrVqlJKSIn70tlH2oQcyZeDHSUorqwI8tmognEdckB9kDRjVu4WY7CJeg8ys6IYOFaWbNLBtUPc7sl5ogT1FL7euUYVrJgJu16CteIqESJ6PaPztsQ5gizTqGeqeoFcB3ms8J1YLEDcN3pRdiCbyYEhZo/sMk2jEXSRrqaqqEl5fCGZkqUA2CqR+A8g2gZRvsGcA/MZgv4MHD/qzUCxevFgIYFg2lG0+/vjjgO/ANso+INLxXfieQYMG+Y8Bn5FNQyaOnQw94CwtJdmfzQEC5UDxKUpJRsWdFrfohVXd0GaidHrC3Chrh1GFayYCHs0gP6dFgh1RKVxnTEJzVsOcoPPevLdIeMatHMBmJuppdP8U282kDzc5NlmKzMgsRKPphfJC9FXm6D7DJBqp8bYs9O/fXwzGO3bsmMhkgZzGn376qUj5dssttwhLQ61atYTwHT16tBC3GLQHLr74YiGGb7zxRpo6darwH48bN07kVlaivEj9Nn36dLrvvvto2LBhtHTpUnrnnXdE9goFfAdsHp07d6YuXbqIFHAYQKhku5CF7IxA24SeAFBXeklJSdSkZlbEBapd0QvEsfu3ayimFFYEvHaAoNXd71phbnbyEjMRcLOD/JzOmGDXfcW9ePjS1jR2fkHAeZ+fX5sevrQN3fDKN5YOYDMT9TS6f/GaLEVWZM7KYbYXyivRV5mj+wyTaMRVJCMCjLzGyG8MUYyJRSCQL7roIrEeadqQaQKRZESXkZVi5syZ/r+HTWLhwoUimwXEc3Z2thC7kyZN8m+D9G8QxMi5DBsHUsu98sor/vRvANaOQ4cO0fjx44XQRiq5RYsWBQ3mizfZ6am62RwAlkNEN6ud7Y+0YqpkFKaRRFfsil5gv/fp7FepwGIVJUYVI6LU2qmOzVS4ZiPgkQ7yc9qqEu19jfSZeWhB4DTmivUH6f0wwY06u0WsA9jMRD2N7p/eoM5EFiAyZ+Uw8w56Kfoqc3SfYRKNJB9GfDExg4F7EPoYgIiotx2gItiy/5iIWKqFCQTy6D4tqFWDGkEVQaTRFfgzMZudEchLGy5Vmx7h9rv4nj8KIRlN9yiuB2bhi1SA7z5SQg/OLwgY+IioJ3L6Nqmdbfgd4Swedl075f4ZiYRIZvOL5tisemYW3dWTTpVXWjaA7acDx+iiZ78M+Sy1qF8j5P3DoM4rXjJO7YjZEpG6zmtd+HY+Y3YT73fQabx0Lgzjdr0mnSeZMQYVQ9NaWXRp+0Y0rEfzAOtCs1rBtgoz0RW7ohd6mSbU7P7thJj+OpruUTPdkrgWkxZuFgLoZtW1g2/20YWbRYaMUMJHtCSDxz/aHvmJJmOCWtThHJFXG95ovfSA2mOz8pmBQI5FcGq3zUxNDtmTkg4DfhiLjt6gzmgmS3FbF340zxiwY3CjHYMhvRR9lTm6zzCJBotkl4HIzoC2DQIqNCNbRVWVL2IRaZc3MSvd3CNmpnvUTMWIc8X01+opsNWgoaEVbyVllREJJLt9nWYyJuiJOmWmQb082tpjM9PwCHfeGMSnnrQl0utpdB4XtqonpjKftHBTUE8KGj7/bZDp9wgoQGAgr7jeOfY0M1mKy7rwzT5jbmscyOytTqSc2wzjNVgkuxA90aRXqSHTRaQi0q7oRXJyUsjon14GhEi9oeEqRkyJrUTCKlRTc0cS0Z5yRTv6eMO+oFzJegJJlsiPkahTrr02j7besZlpeIQ6b9hYFhbs83+fmetpdB5o4CB1G3pR1D0peIbQAPhw1PkUCSN754v9aIU2ljs9gEpGK4cbGweyvIOJnHObYbwIi2QPYFSphUMdXbEreoEczcrMa2pR0jO/Ng3p0VyIm2i7R8NNsf3drkIa+15BRA0GLfVqZBhOJqIVSLJEfkKJOlx7CMtwx2YmImd03hDIQzX31sz1DHUeS7ceohu6Ng1o0JgRQtj3sDlrRINBK7SxHELbbguS7NFaN2ZXkOUdtBK35dxmGC/CItkDGFVqqPiNorh6osKO6EXt7HSa8vEW6tSkZoAoqVsjg679xzeG02gjG0U4P2SoinFE73wheiK5FnoRbbN5lWWI/BiJOiWHc4PcTHrnL90op1qquL6YhMVM7uNt+4rDPjPYFhFkrbXDzPUMJ061KEIIhHtmsA7HZZThQn0cdnbhyxytdau/V4Z3kGEYb8Ei2QMYVWoYrAUvKrJH6KVI06s8rIheaLuQH7m8DT3ywaYAYYLu93Oa1gwSCRB0c24+l1btOEL1cjKEuCo8UU6rd/5GF5xZN2i0vV7FiOh1/xdWBIi0t1bvpjeGnydSk2mzW4y/rA1d/3JgTl+zeZVliPzoiTpl8gzkBtZaLfQilqFyHyMLSLhnBh5kPQFq5nqGE6dNamWJEf5qIYR7rc10Eqt/3M4ufJmjtW7298b7HWQYxluwSPYARpUahAMiep/c2VN4cp2Irhh1IUNgjR3QiopP/n4Mvc6sGxQFnnh5G6qqIlpYsDfIM9q8TrYQfXoRZfUyCDVthBo5e59ctEU3u8Wzi7f5I5FK5BSZEc1E4WVAT9SZnTwjVO7jcQs2ho1wGj2LZno1wolTWDe0x6yXiztW/7idXfgyR2u95u9lGIaJFhbJHiBUpYbMF3lZabrp4aweMBSqCxn5iSFWTq/7e37P3CwKigIji5eeSFM+Tx6kH80MJ9RgHUCEE55WvUjrnK92BkxT3KdlXZp4eVsxfbFbPI56ok4570gjlrFGOI2eRfRqYPbBlKSksNfTrDg1c8yh9j3VwLJhRxe+zNFaL/p7GYZhooFFsgcwW6nZNWAoGoGljQJv3lukG20EWF5SVhH2OPSEmpEn1ijSCjGdnLSFnrqqAx0/VeEaj6PWflIeJquHNmIZa4TT6FlEYw25vCMVnGb8pWaP2WjfJSEsG1ZP3iB7tJb9ve7NTsIwjHWwSPYIkVZqdg4YsqILGUIlFHoD/SIRakaeWERaEeXEhBvagWpYDoHsttmt1A0Ps5NnWBHhDPcsRvp8ReovxTErgxP17mEk/nGnB9JhX2jALvvxkLCPKMd8oPgU9T6zrhRCi/297sxOwjCMdbBIdiGoSAtLEL2oCMhUEEmlFirai5RpR0+URx0ZsUJg5VULvU1umPVGQg3XSC9yB6+23sA2ZQKOklI5R/LbFbG0KsLppMDCMcHKgenatfcQyyNNDef0QDrE+LW5o3GN4dVn5Ebm7CQMw1gHi2SXsftIicg8oLYHIPPAlMHthKgNJ3BDpQmDKBy3oCDAm2smMmKFwEJULdSMaFgfKVqhpmcDaFyzGj3+8ZaQHuhEsuK41Y86Y+l23XuIzC7Tr+sUc/q80orKgNkDrfDvj39/I3VokkdDezQLiH5PeH9j2GnSmfgic3YShmGsg0WyyyLIWoEMvt99lH49epJmzt8YFJWKNAWW2SwIelghsJRuaDtEmp4NoLIqcOY1NVheVhk6v68bMOsvlcWPGqnfUwgWg4lKVsQwe2Oo9Hl4FrE+2l6XIyVlIuOKXg8Gsq9gPYssecE9D2XxkTWXNMMw5mCR7CJgsdATdGK64S+CI2lmUmCZzYJghBUCy06RppcuLhQlpeEHCroBs/YHM9vbMXjJjN/TCi+8mfR5sCXt+u2EiF5rG6VIdYiGVdHJ0NcCNh+9fSufx1/a2tLINWMtsH2FsmnhvjEM435YJHsgepGTmRqxwDWK9obDTGTECj+qU55WmVNxyYaeGMZAS6sHL5n1e1pxD82kz8P7B/+zbqP0vQ0iF7fyd0bXoiqCHozBM1eF3AcTO9E28LIzUg0bOUlENO3qjjYetTfgzCCMG2CR7CJyDKIXrw7pHHMKrCqfz3NiMZJCWPZUXLKgF9nFrInagWdWDF4y6/cMdw8xA2MkUdlI0+eF6nXBpCuwS4S7FifCpDLELJPh9uFmZBBIsWSnQNYbo0YOngGsr59j+SF7Bs4MwrgFFskuIjstRTd6EY5IU2DFQyzaVVlGWgi7daCakxhFdjGI0sgLHMvgJbP2CaN7iIGeIy7ID5iiPFxFHEn6PKOc20br9a5FbrXQ16Wi0ufZwWAyCKRYs1PIPGOi7HBmEMZNsEh2EacqqnQFcqgpf3tGKHDjIRbtqizNFsKyDFSTFaPIbjixGK1QiMY+ob2H6A7/7pdCGvb6moDc2ngG8Gwg40W4+2sUoTbKuR1qvfZahIp+413GALBw+3AjsgikWLNTsE0rejgzCOMmQpf2jFQcNxhEhtHU6OLtmV87qLId2Ts/4v0rQmPJmF60YER38RufG9oQ3QlXWWK9nYWwFhTKmDQEflL85kI6fNQsnFiEXx42hx2Hjpu6n4qA1CNUr4b6HgJkgtGbfAbPxsFjpRE3HLXHgr9F41MPvHNotIYTTUb7VrJb4J0Otw83Es27aQexRoKjfUYZjsIz7oIjyS7CKHoBIXDn3HX01m3n0dBjpSLCBwGDynrYnDX04ajzLZ/lTOZogpvTM8ng1Yz0uQvVg4Hc3QsL9oUdwGZXr8bRk6HvMbJPRHr99XoZMOGH9vhwzkN7NBfvYiSiSTf6vatQ/L1W3HtFeMkikGKNBLNNK3o4Cs+4CRbJLiJUF22nJnn02eYDugOKZBSFdlaWbk3PJINX08xzhwYHZrRLSUoKKxbNdqfHaoHJTk8JuR6NKDPXXzs1eW4WBR1fZloyPfLBpgCBG040aRulEMqfNK3pWeEli0CyYsAu27SigwdLM26CRbKLCDVAaUj3ZkERLJlb5nZWltGkZ7IighvLPmTxapp57jo3rUnNamUFCAVE7BFB1ouGmu0hiKVXIzs91TDKjeVYH+v11zs+zJQna45wGZBFIFkVCXZy+nWvwFF4xk2wSHYZqESfuqqDmFik+FQF5VRLFYITU9zq+S8jHbjnpcrSbHomKyK4se5D9sEs4cSb8hseZKP0aHb3aqgbKdUzUmncJa3pqU+30tKthwIE8ug+LSgvK82W6++mHOHxsP7IJJC83iCR+dnga8+4BRbJLkNPjD315/Y0/PzT6WR5ZYA4NDtwz8kC1M7K0oyVw4oIrhX7iMZ+4rR/ORLxFq/udL33Ag3Esf1b0k3nNaMT5ZXCp49Bd4h+a89DFq+sLL70fUdP0rJth6heTobw9CNv8+qdv9EFZ9bVHchr5pjjIZCMjk+WBombsMoWxteecQMskl0ECnpEjDs0zqOh3ZsFzLh30+zVYqDasB7NYxq452QBaldlaUaohYsgQlSFq/yN9gHfa/vGebSv6BT9fLgkpHgwKy7d5l+2szvdqJGCz0m0lR4d2JYKT5SJawiLiBXX3y6BK8N9xTnsOnKCFhbsDWp0N6+TLZ5r9TlFc8xOCiQZrqlXkNkWxjB2wCLZRRwpKaMbujalfUUnA5an/y8Vl1E3t1NRMKt8nbFSPTNVDB6DtUILlmN9pBHE3b+doFte/y5k5aq3DwgJvcGDRpWzkbjEfh6+tLWYEVGZNQ5WAjSWnK6o4t1DYES4hk5Flc+fFs5OcR+rGJNFgKBB8eIXwdNuK58fH9TWfxyyHLMRsh+f25DdFsYwVsMi2UVU+nxiBP1HBfsCKrCe+XWEINMbLOXkwD1ZCtCS0gqRXQFzlmkjYViO9ZFGELXoVa56+0BUX2/woFHlrCcuIZCRPWLG0u009r2CoIGaq3YciXlwnJt6CIywwioRq7i3Qozheq3dVUij+uTrpi507P0pC7RtqcFyrJftnTdC9uNzGzLZkhjGCVgku4jUpCR6ecXP1KlJTb+tQqlE5367SwgzbTTZbBd3LN3FshSgyIGLBoOe/QTL3xzeNeKZz/QmhtBWrnr7gMgxiuwbVc5acVkzK53GLdgYNPUzKn1ElvXutx3XWZYeAiOsskrEIu6tEGPHS8tDpi4sKY39vkbyfp8oDW5oG62X5Z03QvbjcxvoxQqXWYhhvAQ/0S7iVEUlXd+1qW4lilm6amSkBHXtm+nijrW7WJYcqDgORFiNRKr6OKJNq6euXPX2Ee2UzWpxuePg8SCBrI7ooQEQ7vzcEo2LpXFmpQ86WnFvhRjLq5ZOUz/dZmhzmDyoHcVCpO93jWqhqwX1elneeSNkPz63kZ6SHDK1ItYzjJdgkewikpOSDPP/gvGXthZTSUfTxW1Fd7EsOVDNHodeBDE1OYn6v7BC176iV7lq94EIf6yVczjhpSfE7bjOdkfjYm2cyZBWzAoxVlZZFdLmgPXRYub9Rg8GLFx6DTQsx3rZ3nkjZD8+t3H0ZJkIyJCOlQ3Li05iWvHsOB4hw1gLN/tcRJUvsGBSg+VYj5nBMEgJv82Ig0iihZGKFVQ+aqIRK6jUEUnFYLUdh46Lz5ESzXFgmfraIY8uMiHoYVS5qvfRMDcz6PvD/b1Z4ZWnmTnQLlFoZzQunHiL9L4rjRQ0EheM6C5+47NeujI7xVgs9/u4yiuvh9pLbxYz73f9nEx6fHBb6plfO2A7fMZyrLfjnbcD2Y/PbVTPSBO9a7D8vTqkM8284WzxG5+xPDuDI/OMt+BIsososbEStSpaqDfZCSJP6orViZRNsQ4eiyY6qbYMYGrsyYPb0YPzC6KOboaLgkGQR9tzIEs0zkorRzzzrloRzUZjBIM14TXXG7gXS2PE7PvdpHY2PX11x9/f48xUqpmt/x7LPjGE7MfnJnDdEDzQs7JxZJ7xIiySXUS4QRFYv3VfcVTi1KpooUxpsGIVTWYqV73zvqhVPZpyRTs6VV5li1DHvVXPHGglWo8wzuORDzbR4i0H4zbxi+zEKsawLbKZvLj0p6AxB1geiwCJ5v3+7/OV6YmJIaw4PhkmeYk3MlibGG9RJPl7FVeRPGXKFHrvvfdo69atVK1aNerevTs9+eSTdNZZZ/m3ueCCC2j58uUBf/eXv/yFZs2a5f+8e/duuuOOO+iLL76g6tWr05AhQ8S+U1N/P71ly5bRmDFjaNOmTdS4cWMaN24cDR06NGC/M2bMoKeeeor2799PHTp0oBdffJG6dOlCspCSRCEHTZRXVtHl078KyAmMaCaiQk5EC40mO0EkbML7G+npqzpElAZLppRNkVSuRsIeghLXAMIJUV+nhJddE1rgWRo7oBUVn4zPxC9uIFYxhnR/emMOMB5h+nWdot4ve3PlnZBEdpGghSPzTCJN9BNXkQzxO3LkSDr33HOpoqKCHnzwQbr44otp8+bNlJ39u7C79dZbadKkSf7PWVlZ/v9XVlbSJZdcQg0aNKBVq1bRvn376KabbqK0tDSaPHmy2Gbnzp1im9tvv53eeOMNWrJkCQ0fPpwaNmxI/fr1E9u8/fbbQkRDfHft2pWee+45sW7btm1Ur149koHUlOSQgyZ+0/iGMZkGuvunXd0xbETIiggBJju5tksTw+wbWG/H9MzxrnzsFvZmhJedkXw8S6gcT68bneBPBPEWyzMnniODbCYrYnyO3BwBjLeItHNCEjeIBDf2HDDyU+SSiX5Mi2REaW+55Rb64x//GPOXL1q0KODznDlzhCBdu3ZtwP4hiiGC9fjss8+EqP7888+pfv361LFjR3r00Ufp/vvvp0ceeYTS09OF8G3evDlNmzZN/E2rVq1o5cqV9Oyzz/pF8jPPPCPE+M033yw+428++ugjmj17Nj3wwAMkA7Wz02nKx1sC8iQr+X/f/HYXtW6UG/Q3EMrwFUbSbRprhAAzm4XKvvHIZW1cY/two2XAqgktnIzku1m8Wf3M2f0cuTECKIOItOudcItIYBg7kK3X2LLsFkVFRXThhRdSixYtRKT2P//5j2UHg32DWrVqBSxH9LdOnTrUtm1bGjt2LJ04ccK/7uuvv6Z27doJgawA4VtcXCysFco2OGY12AbLQVlZmRDm6m2Sk5PFZ2UbLaWlpeI71D92gwdm4sC2tGHPUTFV8og3vhe/f9hzVORPxuAeLRgIBCLNFKHN8mDmIa2q8oXMvlGJ9BsOZAmwKmOCLJaBSDN9WJGhJB6CP96ZKazAimfOCetJLO+30zj9Hjv9TljxvjKMWymWJLhkeSR5wYIFdOjQIfrXv/5Fr7/+Ok2YMEGISUSXBw4cKGwO0VBVVUV333039ejRQ4hhheuvv56aNm1KjRo1og0bNogIMSwQ8DID+IfVAhkon7Eu1DYQtidPnqTCwkJh29DbBn5pPeB5njhxIjmNXjQoOYnokhdXBuX0hUDGTF2Pf7SZVqjEq12RmBNlobNrGOUctjqy6HQL1U7LgJlImhWFTrw8wm7vvrXimfOa9cQrkSa73gm3iASGsQO3jEeJKk9y3bp1hX/3hx9+oG+//Zby8/PpxhtvFEL2nnvuoZ9++sn0PuFN3rhxI7311lsBy2+77TYR9UW0+IYbbqB//vOfNH/+fNqxYwfFE0S0EflWfvbs2eP4MYi4bBJRRloKdTs9MPoOkEoK9ge1QLYzEpNbLXSFlZWRElE0O9bIYjSVj9N5me2IpFlR6FgRyU9ErBA8eE4eG9RWDLhVg89Y7uZGhJtFpF3vhFtEAsPYgVvqmpgG7mGQ3OLFi8VPSkoKDRgwgAoKCqh169Y0depUIZgjYdSoUbRw4UL68ssv6bTTTgu5LQbVge3bt9MZZ5whvMqrV68O2ObAgQPit+Jjxm9lmXqbnJwckVUDx44fvW2MvNAZGRnix2mMIouPDkL0fRMt2XrIv7zb6bUNp2Z2OqKKin7hhn3+4wkXzY4lsmi28pEhL7MVkTQrIpFe8gg7iRWCB42eSQs3CyvEzZoxB48u3BxRdhgvIYuItOud4J4DJpHJdUldY1okl5eX0wcffECvvfaaGDTXvn17YZOALQKiEyDSO2zYsLAi2efz0ejRo8X2SNGGwXXhWL9+vfiNzBSgW7du9Pjjj9PBgwf9WSgg2nEsEOvKNh9//HHAfrANlgMM7jvnnHNE1otBgwb57R/4DAEvC6Eiiw8v2CgeuL+dLPcn/y8JY3+wOhJj9NBDIA/t0VzMyOTE4BQzlY9MeZljjaRZVei4cYBXvLFC8OB6f77loPgxWp9I90AmEWnHO+EWkcAwduGGusa0SIY4hYC87rrrRAQX2SS09O7dm/Ly8iKyWLz55pv0/vvvU40aNfwe4tzcXBHhhaUC6xGhrl27tvAkQ3gj8wXEOUDKOIhh2D0QvcY+kAMZ+1YivUj9Nn36dLrvvvuEeF+6dCm98847InuFAuwjyNzRuXNnkRsZKeBKSkr82S5kIFxk8WRZJbVs+PvsErAPOB2J0T70yJO8sGCfEMhaT7JdvkIzlY8svkerImlWFTpu9wg7jRWCRxZ7gSzIJiLteCfcIBIYxk5kr2tMi2SkTbvqqqsoM9M4pRgEMnITh+Oll17yTxiiBlFqTPSBCC9SuymCFZOAXHnllUIEK8AmAasGJhNBZBj5lSF21XmVEaGGIIbAfv7554Wl45VXXvGnfwPXXHONGJA4fvx4IbQh/pGiTjuYL56YrUTjFYlRP/Tw+BpZPuys+COtfGQWJtHeP9kLHZmJJSdvrIJHFnuBTCSCiOT3lWHkJckHzwMTM8iUgQg4BvEpthOrQWS47zOBsw+qwQA37cxu8NsaRWKcSLEVzTE7iezHF6/7F+8JHBIxJy+u+ei56wwbRWasP07fv0R8XhiG8b5eMx1JvuKKK3SXJyUliegyMl3An6yeWpqJX2Qx3pEYmXyFbjy+eNy/eIvFeCDDxA5W2Qucvn/7jp6kZT8eono1MsRgw8IT5bR65290wZl1XZXrmmEYJuZIMmwQyJUMSwUGu4Hvv/+ejh49KvzBSAv3yy+/iEFvyHmcKDgRSZYhMuzFY5b9+JyM0uG7Rs1dp+vTNhvNdBMy9Sgo9zuaRpHT9w/ft2X/MXpx6U8BEwlhKvrRfVpQqwY1PPO8cLScYbyBrZFkpERDpBgD4TArHcBAvrvuuksMvkOeYwyUw6QfmPqZsZZ4R4a9eMwyH5/TUcF4DWSMtwCRyZsei0c11P37blchHT1Rbul1xv60AhkonycPamdrg86pZyYRe1cYholCJL/66qv01Vdf+QUywP+Ryq179+5iqmqkTevZs6fVx8q4eKCH7Mcs4/HFwwIQD7EogwDxyqA5o/unzL45bkGBpbNvIs1kqKnow6WhdMMzg/dw/PsbqUPjPBravZmwlCBrz/e7C2nC+xsTLn81wyQSpmfcq6io0J2qGcswtTOANxkeZYZJdGKZyS+SqK7bxaLZWQUTffanaO+fXbNvloSZaj6Sqehlf2aOlJTRtV2aiHf4lte/oxFvfE/D5qwRn6/p0kSsZxjGm5iOJCMf8S233EIPPvggnXvuuWLZmjVrRAT5pptuEp+XL19Obdq0sf5oGcZFxBrtQlQQEUAInE6N8wIiWLNX7rQlquv0QEZZ8lTLlpPX6vuH58eO2TfzqoVuNOUarI/FKuH0M1NR5RMNDCNLySOXcV3HMF4lqjzJyB2MiTuUaZzxGTmI4UMGGMD3pz/9yfqjZaTwbzL2WSXU9zYr479d5Kig1QIHg6KwHPfe7WLRbnuHmXdFZm96pOBYHxvUlh6cX0ArDWwQVl5nZLTo2aKOrmjFcqy3o/EYCqsbj1VVvpCWksoqzqLKMF4l1azVAjPgDR8+nB566CExQhBoRwc2adLE2qNkpPJvMvYMoELX9H2qe/vqkM6GESyYmaZdHTzbpRU4KRbttHdE867oedPd1CjFsU5auJk6NqlJN/doLnofMlKTDSO6sV5nXAc0nrTXGQJ5qk6jygqfvdOWoBNhfNV2WEpkwk3PP8PEVSSnpqaKzBVbtmwRn+1MdcbIlcuVC0r7B1CN6J1Pa3cV+pfB128UwUKU8PipCqqf4+6BjHbZO6x6V9zWKMU7+vmWg+JHzag++aIHQu95itVGgwbbgHYN/YPaIMoPHiu1zSrhtCUot1ro/YVrgLgZtz3/8YLrR+9i2m7RpUsXWrduHTVt2tSeI2Kk82+6taCMZ8EVbgCVVqzg/lX6fGK9Yq04VV4p7ZTZ8bR3RHJfrXhXZJhgxKrGGTzsaJwlJyUFvcex2GhwjdS9H+HyMlthlXDaEiT7hEPREMk75MbnPx64tX5kbBLJI0aMoL/+9a/066+/islEsrOzA9a3b9/e7C4ZidNz2V1Q2iVkRcH17gZasT0+BVc0A6ggnIf1aO7/jIicF9KSWWnvMKqQII4QpVeeJQy2ivVdkWVQoRWNM1gC7py7jj65s6e4NlbZaMxeI6usEk5agrwyqNOsqHPj8+803JDwPqZF8rXXXit+33nnnQHdwpi4D7+VNHCMN3K5RlNQRip87WqBi4JLI5CV48X3TY/jFMPhQHe1wro9R23rIpeNSOwdRhUSPN67fjtBM5Zu999z+LljfVdkmmAkUvBMXNSqHp3VMCcoI8q2fcWUl5Vm6bNv9hpZGZV1Mre5FwZ1mhV1bnz+nYYbEt7HtEjeuXOnPUfCSNntZ7agjFT42tkChx9SK5AV8H1Y70TBpVexVoWZBV4dPVa6yOH5VGcqcGsEy64KCRYV7axvVjQw3DjBCJ6Jhy9tTWPnFwT0WJyfX5smD7Z+9juz18jNUVkZJxyyU9S58fl32mrHDQnvY1oksxc5fsSjgjFTUJoRvna2wI+eDF0wFYVZb2fFimtk1NBBRoCDxacCusjnfruLpgxuR2WV1nWRuxWjvNE5malBFhalgQHUQtnMu+JGLyqer4cWbAxqHKCRNW7BRsu7f6O5RrJHZb08CMuMqHPj8++0R9jNDQnGJpEM/vWvf9GsWbNEVPnrr78Wwvm5556j5s2b08CBA6PZJRMhTlcwZgpKM8LXzhZ4dnpKyPUQWjI2dEb2zqdvdh4RVgElSwAiokjphalvz6hXnRIZZBHQyxutZ61QPLgQ1A8NaEVlFVWm3xU3Rj3xjiFDCrJZ6E1AY3X3b7TXSNaorNcHYUHUhZqgSC3q3Pj8O+0RdmtDgrFRJL/00ks0fvx4uvvuu+nxxx/3e5Dz8vKEUGaRbD9OVjBmCsqik2URR3DtbIFnp6fqdrWjchh3SStKTk4SU8o6ESXSi0rpNXRSk5Oo/wsrDHOusreNKDsjVTcziBG4lhDTgzv+gVo3yo3qO2WPemo5XloecgKaklLre1Hcdo0SeRAW7svsoecKe5L2+cByrahz27112iPsxoYEY7NIfvHFF+nll1+mQYMG0RNPPOFf3rlzZ7r33nvN7o5xASgon7qqAxWWQOxVUE61VKqZlU71czIDtstKT404gouCNtRMXbG0wDE4aXSfFuL/iqDCdyPiOPOL7fTg/I2ORInCRaXUBShEe6hJCdjbRiIvtJ5ADuU/hhc3PSW2RpGsUU898qql09RPtxlOoTx5UDtbvtdN1yjRB2FhgKve84H0gBjU7OZ7Gw+PsNsaEowDA/c6dQp+kTIyMqikpMTs7hgXEGkXJCK0RmIFy1OSMQTtd2AvwEA29fbYDstjjdY2q5VFl7ZvJFKqoUvxtJrV6KlFWwMm8LAzSmQ2KmWmGzRRCZsDGAMzNc/S0B7NacehEho6Z43nus71nv9q6Skhp1Auq/w9ewqTeIOwREMgxKBmtzcE4uURdlNDgrFZJMN3vH79+qABfIsWLaJWrVqZ3R0jOWbEHiwDmAoXaIUvlqtFMgrjYXPWCFGoCFnFg4vlH446P+YZ0Qa0beBv3aenJAcJZPW5WF05mI1Kme0GdSuxDIoKlwP4rdvOo6HHSgOeJSyHn9uprnOnB31pn/+X/t/ZIbcvKQ09xXIikwiDsOLVEHDqvWCPMBN3kTxmzBgaOXIknTp1SuRGXr16Nc2dO5emTJlCr7zyiuUHyMQXM2KvdnY6Tfl4C3VqUjNI+L69eneAWEFhqXhGoy2sIxHwymA3dLc7WTlEUxmZ7QZ1G7EOigpVAXZqkkefbT6g+zxpJ2Wxq+vc6UFfeP7Hv7+ROjTO808JfVrNLKmEnpsyRSSCwIpHQ8DJ94I9wkzcRfLw4cOpWrVqNG7cODpx4gRdf/311KhRI3r++ef9E40w3sGM2EMBNHFgW1FAqcWKXgFlRWEtc85Ps9/n9W5QKwZFhaoAR/TOFz0QWhCJRyPN7kaRnmBV7DIT3t8oGohW378jJWV0bZcmAYP0kNUCPmx1Xu14CT23ZYpwi8CKpeHhdEMgHoMh2SPMxD0F3A033CB+IJKPHz9O9erVs/SgGHkwK/YiLaCsKKxlzvlp9vu87oe0alCU0fOFXonOTWsGXO8+LevS3ReeKbadecPZtnq89QSr2mqE9VZX0pheWpvtQ50fOp4T0Lg1U4TsAivWhofTDYF4DYZkjzATV5GskJWVJX4Y7xKNuIykgLKisDYj4KP9vmijNma/z+t+SCsbAXrPV24WBYib6pmpVF5ZRet2Hw3IwtIoN5Pm3Gy9x1tPsALl8yOXtSGrqaoKHPQalB/6ktZUWl4ZF6Hn5kwRsgosqxoeTjYEvN74Z7yPaZF84MABkeptyZIldPDgQeFLVqPkTWa8gZ2Rh1gLa7MC3uz3xRq1MfN9XvdDOtEIUIsbCIot+47RRwX7ggaRIj0g7BA7Dh63zCurJ1gVsLyyymd51/mJMv1BeIrXv89Z9ejspjXJCbTnES5nOouj+DY8nGoIeL3xz3gf0yJ56NChtHv3bnr44YepYcOGlJQUmNaL8R52Rh5iKayjEfCRfp/V3cVCIiW53w8ZLU43Ao6eKKcXv/jJMLKLWfgGvLDSMq+skWD9fX2l9V3n1cL01lRzRoDoncebw7uG/BsWR4kRlfV645/xPqZF8sqVK2nFihXUsWNHe46IkRJZuyDtEvBWRG3MiiA7GyPxzjJgZSMgknMpKdOfeARgOewRkTZ+Ivk+s4LVikaYDALE6DxW/XwkLgMI4/2c24kbo7Jeb/wz3se0SG7cuHGQxYJhvCbgY43aRCuC7DgXIdbf3RCQPSMeWQasaARE2vAoCTF7oVFkV6/xE+n3mRWsVjTCZBAgRuehDCBET+MKh47Nbdk0zCJDo8iLgyEZxlKR/Nxzz9EDDzxAf//736lZs2Zm/5yxAC9HS9wctdHOfCbDwCUh1jUCWTkGCArkX3Y6ohzt95lpeOSFsRpg4ptwjR8z32dWsFrVdY6z6N+uIQ35X9o55IQ+eKyUnMLoPJQBhO+P7CHyfNstjtyaTcMMMjSKvNYTyTCWi+RrrrlGpH4744wzRGaLtLTAyui3334zu0vGBF6Plrg1aqO9L0g5JoN/EIIpVP7lA8WlrmlwmYm+1quRQT1b1NHdvmd+HVppcE3UjR+z0V4zETMrus4hDO/TEYbKM+qEMAx1HhDKEMjKhD524uZsGmbgqCzDuCCSzMQHJ6IlHKU2H7XRuy/aWd7i5R88ejK0GN9TeIJuef07VzS4zE5s86TO/YNwHtU7n27WmXhE2/iJJtobacTMiq5zGYShLBYANw5qixaOyjKMxCJ5yJAh9hwJE/dK0c4otRvFd6RRG737glnekG5Mb/CYk+IhOz3F1PYyd09bNbGN3sQjds0KaWfXuQzCUBYLgBsHtTEM49HJRHbs2EGvvfaa+I3pqDHj3ieffEJNmjShNm2sT5rP2F8p2hmljkZ8yyKqI4na6N0X9cxnaqHstHjITk81FOtGUzbL2j1t1cQ22olH7JwV0s6uc1mEoQwWAFki2gzDeIvQfcI6LF++nNq1a0fffvstvffee2JaavDDDz/QhAkT7DhGxoFKMZIotR3iG+v1RPWoueuo7zPLafDMVdR32nIaPXedWO6W+6IMXOrUpCYtuqsnLRjRnZaM6SXEREMHrQx5WWli8gwIYjU9/zddMsS8W7qnlaglRI+aaBoe2BZe2Y5NaorfRplGrPq+WI4jnDDUw2lheKqiSsxwWFbpo/KqKvHZSZy4VwzDJB6mI8nIbPHYY4/RmDFjqEaNGv7lffr0oenTp5va15QpU4TQ3rp1K1WrVo26d+9OTz75JJ111ln+bU6dOkV//etf6a233qLS0lLq168fzZw5k+rXr+/fBpOb3HHHHfTFF19Q9erVhSUE+05N/f30li1bJo5506ZNIo3duHHjxMQoambMmEFPPfUU7d+/nzp06EAvvvgidenShWTBzmiJXVFqsxYRN45SN7ovEMob9hylW89vHrdjxvc2rZVFl7ZvRMN6NPdnQGiYm0l/nvW1bio0mbunnY5ayhAlld3qsPtICY2dXxDQW4EcyZMHt6MmtbPJKWS+V9EgS28awyQypkVyQUEBvfnmm0HLYbk4fFhfDIWKSo8cOZLOPfdcqqiooAcffJAuvvhi2rx5M2Vn/7dwveeee+ijjz6iefPmUW5uLo0aNYquuOIK+uqrr/zTYF9yySXUoEEDWrVqFe3bt49uuukmkXVj8uTJYpudO3eKbW6//XZ64403xJTaw4cPFzMGQnSDt99+W4joWbNmUdeuXcUARazbtm2bODcZsLNStCtKHW562iLNwDIZBiO5VawYgcj1gLYNAsRD9czUIF+uW7qnnR64ZPR9MoiYeAvDA8WnggQywCQiD84voGlXd6T6OZnkFF4Z1MZZjBhGDpJ8JmcGOe200+idd94RUV9EkmGzOP3002n+/Pl07733Cp9ytBw6dEgIUojnP/7xj1RUVER169YVovzPf/6z2AZR51atWtHXX39N5513nvBCX3rppbR3715/dBlC9/777xf7S09PF/+H0N64caP/u6699lo6evQoLVq0SHyGMIZYV6LhVVVVIuI8evRoET0PR3FxsRDxOOacnByyE6VytrJSxD5haTASTdFGcLfuK6Y/Pb/CcD2sCC0b/n691u0uFBYLI2BbQNe0jNhxX+yuiI2EvZOWEDfiVhFjtbA3+34zkd0j2M3imdqPYbxMsQm9ZjqSDHEJ0YnILmZTgphEVBcCGRHcWMABg1q1aonfa9eupfLycrrwwgv927Rs2VIMEFREMn7DI622XyACDPsFrBWdOnUS26j3oWxz9913i/+XlZWJ7xo7dqx/fXJysvgb/K0esH7gR33R3RwtsSsampycFHLgWIpmUgdZBiMlQhQr3lFIt4pIuy1BdkWo7RD2xacqYlrPBOPG3rREQYbeI8ZZTItkWBhgkUCUFVaH1q1bi9/XX3+98PlGC8Q2RGuPHj2obdu2Yhm8wYgE5+XlBWwLQYx1yjZqgaysV9aF2gbC9uTJk1RYWCjOQW8bRK71gOd54sSJ5CXsEE2Y2QwDxIBaKEMgY7lWJPModWdxm7C3Ez0ReVGrevTI5W3oVHmVv2JMTUqitbsKbRExdkWo7RL2OZmpMa1n5Eztx3in94iJDdMlGETryy+/TOPHjxf+ZGS3QLS2RYsWMR0IhDfsECtXriQ3gKgzPMwKENxoOLgdq0VT7ex0mvLxFpHlQT1wDKnH3l69m56+qkNEEW1FrECA/Hy4hFvxjKXoicis9BS6pksTMauduoGHCUmQ3g/ZS/QGPkYrYuyMUNsVnayZnS4G6cGDrAXLsZ4xh5t707yKGweUM9YQdTMfgtAqUYjBeAsXLqQvv/xSeJ4VMBgPVgh4h9XR5AMHDoh1yjarV68O2B/WK+uU38oy9TbwoiCrRkpKivjR20bZh5aMjAzxEw/c1OWD45o4sK0oSKYv3R6RjUMb0cY5pqck0wPvFdjWinfTNWWsR09EDju/Ob321c4gqxC2q/L5xHr1M62QmZYivPVmn6NQQva7XYV09ER51M+oXdFJDMpDFgsM0lupk93CyUF7XoF70+SDLTCJS1z7wjBmEAPjMOgPKdqaN/9vt7zCOeecI7JUIBvFlVdeKZYh2wRSvnXr1k18xu/HH3+cDh486M9CsXjxYiGAYQVRtvn4448D9o1tlH0gOo7vwvcMGjTIb//AZwh4mdh39CQt+/EQ1auRIaKyhSfKafXO3+iCM+tKO9gqGhuHOqJtNJDFqlY8d6MxeiKyU+M8XREMIJzRM6IF4nBhwT7/3ynPEWY+DCdwjYQsItqIXI9bUEArNBPTRPqM2hmdRJo3ZLEoLMH5VQiLBSLILJC9mS3HKtwUmGALTOISV5EMiwUyV7z//vsiU4biIcaoQ0R48fuWW24RtgYM5oPwhaiGuMWgPYCUcRDDN954I02dOlXsA95o7FuJ9CL1G7JW3HfffTRs2DBaunSpyNCBjBcK+A7kV+7cubPIjYwUcCUlJXTzzTeTTIXKrt9O0MINe4P8vc3rZIvKVNZCJhYbh52teDd3o7mpkpEdPRGJRqgZIJCH9mgubBjq5wjP14B2DWnsewUhBa6RkDWKaCv7nh7BM2p3dBKCmEWxdXh9UK3bAhNsgUlc4iqSX3rpJfH7ggsuCFiOKa+ViT6effZZkWkCkWT1ZCIKsEnAqoFsFhDPyK8MsTtp0iT/NohQQxAj5zKm0Yal45VXXvHnSAbXXHONSBkHrzWEdseOHUV6OO1gvniC7tYXl/4UVFkqnycPaueZQtSpVrxbu9HcVsnIjp6IhHc+FE1qZYlZFPH8wWKBCLKeTxn3aGj3ZmEbYUZCNlREG/s+eKw07DOaKNFJL+HVQbVuDEywBSZxMSWSMeEHslsgGqv2DkdLJCmaMzMzxUx4+DGiadOmQXYKLRDi69b9HuHRA9YK2ewVakrKKnRTqQEsx3ovYmcr3o3daLJVMl6IaOuJSAwuNRqUhooRliflPOFBNhKyRlFpbSPMSMiGQzshj1XRSS/cV0Y+3BiY4EZm4mJKJGOaZ0zbHGs+ZCY6SgymEFYwmmLY7djZindjN5pMlYyXItp6A0av7dxYDEoLVzGGe46MotLaRpiekC2vDG37gM3K6uikG+4ri3h34sbARCJYYBiL7BZ9+vQRM+I1axbYfcjYT1610BVxbpj1bsXOVrwbu9FkqWRki2hbgZ6IjKRiDPUcYcwAotKRNsK0x7DrcEnICXmy01MT7r66QcQz3glMeN0CwxhjunTt37+/mKYZOZKREQIeYDWXX3652V0yEYLuXeRo1YsiYjnWexW7WvFu7EaTpZKRKaId74ox1HM0onc+DZuzJupGWF5WGo3u89889NoBu1iO9VaC+4bJUkb1yRd+aFhF4Ln+fnchzV65M+73VSYRbxTN5ii3twITTOKS5IvEGKwCg+gMd5aUJGauS0TMzAUeawTFSNDJmgLODSiVmhu60XCso+euM6xknBIJ8OEOnrnKcP2CEd2pY5OalOjPEWxQ98f4zmpTP8K+gQF7vc+sSw0sfu9/2FNIh46XBWXUUGbJrFc9ndo3jt993XHwOPV9ZrnhegymPKNe9bjN0Pjwpa3poQUbOcodAq7HGLfoNdORZOQPZuIH+6LswU3daLJEv2WJaMv+HOVmRWbZCAWEw4C2DQL20blpTVvudV61dJr66baQWXQS3W5kFM0+q2EOjZ1foJuuTxarigxwPca4hbimgGO8L+gY71Yy3G3q7Dvr1HtfVlkVMosO1scTGRpnRlajUOn6ZLIgyWAH4XqM8axIxiQbGLyHme8wbbSaO++806pjY1xY8DGJU8nIEtFmrOV4aehUkiVh1idC48womh1uAhoZMjfwoEeGsVEkI9fwgAED6MSJE0IsYya8w4cPU1ZWlpgWmkVyfOCCj0nUiDbjvUit7I0zo2sUbgKaeF87I5vId7sKafmPh4SFB40kDrIwTJQiGbPWXXbZZTRr1ixhfP7mm28oLS2N/t//+3901113md0d47HR3kziEe+INuO9SG0kjbOnrupAhSXoOYOoS6WaWemOTY1tdI3CTUAT72unZxNBnu0XruskBmqGmzqdYRKN0M1eHdavX09//etfRZYLTAmNqaIbN25MU6dOpQcffNCeo2RiTsXFMInagEQ2BGTi2HHouPjMRBaphUhSI5ONBj1n9877gf70/Aq6+u9f05+eW0F/m/eDWB7Pa7RtXzFNHtxO2munZxMZdn7zoEwm6iALvzNMImM6koyosZIGDvYK+JJbtWolosp79uyx4xgZF4z2ZhjZYAuSN200svSchbpGsl47PZuIWwYbMowrRHKnTp1ozZo11KJFC+rVqxeNHz9eeJL/9a9/Udu2be05SsbVHkKGSVQh5WZktdHINImN0TWS9drp2UTcMNiQYVxjt5g8eTI1bNhQ/P/xxx+nmjVr0h133EGHDh2if/zjH3YcIxNhwaeHDD44hnEatiB5F+45s9YmIvtgQ4ZxVSS5c+fO/v/DbrFo0SKrj4mJouCD3009IxemkT1QfErMyCVjRINh7ISFlHfhnjNrbSIY8Cj7QE2GiRc8mYhHwNziH2/YRyu2B/ove51ZN67HxTDxgIWUd3FD9g3Z0dpB4p1Sj2FkJcnn80FfhfUhJyUlRbTD77//nhIRM3OB2+G/HDV3nW73Mgo69l8yiQbeidFz1xkKqUR9J7wy4RAGZRqJOkzhzUT/bNgx2NArz51XziPRKTah1yKKJA8aNMiqY2M8PpCFYWRAhgknZMNL2T5kzr7hVuwabOiV584r58HYEElm5I4kIwfs4JmrDNcvGNGdOjap6egxMYzXo2Nuws29TU5H7zhaaB1ufu68eB6MTZFkPdauXUtbtmwR/2/Tpo2wZDDOoC3Ea2Wli1mTTpRV6m7P/ksmUZE1FZfTIs2tvU1OR+84Wmgtbn3uvHoejHlMi+SDBw/StddeS8uWLaO8vDyx7OjRo9S7d2966623qG5dHihmJ0aF+Oyh59KwOWuChDIPZGGsgiNs9mOXSHNjtg+nc11zbm3riea5k7GcceP7w8RJJI8ePZqOHTtGmzZtEjPtgc2bN9OQIUPozjvvpLlz51p0aIyZQhyemYcvbU1j3yvwL09k/yVjLRxhsx87RZobs304Hb3jaKH1mH3uZC1n3Pj+MHGaTAR5kWfOnOkXyKB169Y0Y8YM+uSTTyw6LMZsIY7lnZvWpCVjegkPMn6jUuWR3vaImR0Hjwsv+I5Dx8XnRBZvXj9/L0yA4sYJh5yO3nG00HrMPHcylzNufH+YOEWSq6qqKC0tuNWEZVjH2Ee4QryktMLTA/Rk6IaTNdJhJ4kUYYvnM2anSHNjtg+no3ccLbQeM8+dzOWMbO+PDHVhomBaJPfp04fuuusuYato1KiRWPaf//yH7rnnHurbt68dx8j8j0QuxGUQp4nqWUyUCFu8nzG732+r0qY5VUE7PWkIT1JiD5E+d7KXM7K8P/EupxIN0yJ5+vTpdPnll1OzZs2ocePGYtmePXuobdu29O9//9uOY2QSsBBXFyTVM1Lpu12FtHZXYVzFqRORDhkjBInQOJOhAeTE+x1rtg8nK2ino3eyRQu9RCTPnRvKmXi/PzKUU4mGaZEMYYxZ9T7//HPaunWrWAZ/8oUXXmjH8TEJWIjrFSQ98mvTC9d1ojvnrgvI4OFkN5zdkQ5ZIwSJ0DiToatX9vc7HhW005OG8CQl8cPr5YwV748M5VSiEVWeZExRfdFFF4kfxlm8XogbFSRfbT8ifg87vzlNX7o9Lt1wdkY6ZI4QyC7erECWrl6Z3+94VdBO57p2Y25tL+D1cibU+4Oe0qMnysP2IspSTiUSEYvkr7/+mo4cOUKXXnqpf9k///lPmjBhApWUlIipq1988UXKyMiw61iZBCjEQxUkEMrDejSPWzecnZEO2SMEMos3JxpAmWkpIpuJExYYWd9vrqAZu/FyOWP0/mAiMPSSjltQQCv+Fwwy6kV0gyUlYVPATZo0SeRGVigoKKBbbrlF2CweeOAB+vDDD2nKlCl2HSeTIISriEsrquLWDadEOrSpgKyIdLhBgOD8zqhXXWRQwW83V1zaNH7VM1MNUzydn1+bFhbsE1O/9522nEbPXSesMYkGV9CMkyD3PyWR598f9I6+9tXOAIFslPqOU9FJHElev349Pfroo/7PmF2va9eu9PLLL/u9yogqP/LII/YcKZMQhKuIM1KT49oNZ1ekgwWIc+h5vy9qVY8eG9SWxi3YGNBTAIE8tEdz4YWXyQITD7zuGWXij6zjMux8fzo1zguyEBr1InrdkuJqkVxYWEj169f3f16+fDn179/f//ncc88VWS4Yxs6KOL9udTFZSjy74ezoDnezAJExI4dZ7/fiLQfF76eu6kDHT1WIBhAsFoggaweLymKBcRquoBk7kXlchp3vTzi0vYgyWVKKXFT22y6SIZB37twpIsZlZWUiw8XEiRP96zFVtd4kIwxj9iULVRFjBsGmlE1eQzYBEmnh57bITyjvN4TyA/0rhJUEwIphFOGRxQLjNHZW0IlQ4TLuHZdh1/tT5RPGElO9iDKMW9jrsrLfdpE8YMAA4T1+8sknacGCBZSVlUU9e/b0r9+wYQOdccYZdh0n40GMXjKIwkRsKcsSIYi08HNj5MeM95stMPrYUUEnSoXLWDsuw40NK+37g3NwWy9ikQvLftsH7sGPnJqaSr169RI+ZPykp/9+EWbPnk0XX3yxqS//8ssv6bLLLhMz9yGtHMS3mqFDh4rl6p8//elPAdv89ttvdMMNN1BOTg7l5eWJwYTHjx8P2AYCHoI+MzNTRMKnTp0adCzz5s2jli1bim3atWtHH3/8salzYax7ybAcxHuQGCruUXPXUd9nljs2aCveg+PCFX7qQSSRRH5kw4zw5UEy8j1zjHcx2yiNR/nstgHhdnHYhWW/7SK5Tp06QtTCm4yfwYMHB4lMDNwzA1LHdejQgWbMmGG4DUTxvn37/D+YDlsNBDKybixevJgWLlwojvG2227zry8uLhbivWnTprR27Vp66qmnxODCf/zjH/5tVq1aRdddd50Q2OvWrRPp7PCzceNGU+fDeOclS9SK28x9cUNGDi1mhK8bKy83IntZwMj3bnqtfFZ6EZeM6SXG3OA3PsNeKCPFLiz7HZtMJDc3V3d5rVq1TH85Bv6pB//pgbzLDRo00F23ZcsWWrRoEa1Zs4Y6d+4sliFXM6whTz/9tIhQv/HGG8JDjUg3It9t2rQRmTqeeeYZv5h+/vnnhRj/29/+5o+aQ3RjCu5Zs2aZPi/G/S9ZIvjjrLAjIMcnUhhhhDbS82Gw2/e7C2n2yp1S2hHMer9lscB4GdnLAiZyYrE/mHk3vVg+y+AzjpScBLKiRTXjnpMsW7aM6tWrRzVr1qQ+ffrQY489RrVr1/ZPcAKLhSKQAfI2Jycn07fffiui3djmj3/8Y4A1pF+/fsJbjYg49ottxowZE/C92EZr/1BTWloqftQRa6dwow/LbS9ZolbcZu0Is4eeSy8u/SlggBumEMdyWe0IZoWvmyovNyJ7WcDE7ivPTk+JqM6K9N0sOhk6Ulx0Ut7y2Qv1dx0XZ2PylEhGdPeKK66g5s2b044dO+jBBx8UkWeI2pSUFNq/f78Q0Grgm0ZUG+sAfuPv1Sip7LAOIhm/1entlG2UfeiBiVPU2T2cwisDXGR/yYwqbiVy6uQMbDLflxlLt/unDFfA5+SkJJp+XSeSFRa+8iB7WWA3XhBN4caYDGjXkMa+VxBRnRXJu5mVHlq6oJyWEa/U37mSZWNKWJF87bXX+v+PwXTt27cXGTQQXe7bt29cj23s2LEB0WdEkjEo0E68NKI01Es29cr24v+YES1eFYdexa1MH4rZkdSRUzcWcpZ1eW7X7/Jc4dIuT8Z5EqnC9apoCmV/wPKh3ZtZWmclJyeJHittAx1geUqyfFP1ean+ttKKJnsjUWqRrOX0008XAwi3b98uRDK8ygcP/ncSAIWKigqR8ULxMeP3gQMHArZRPofbxsgLrXil8eMkXvNhGb1kJWWVYtRyPCsOvYpbmT5UWzC7tZCLtfBLVEtKvJC9MomFRPR+e0k0hSsLMF7ByjorNTmJbu7x3x5idXkMgYzlMopkN9ffRQZlT6w9cm5oJLpKJP/666905MgRatiwofjcrVs3Onr0qMhacc4554hlS5cupaqqKjFltrLNQw89ROXl5f7JTjAo76yzzhJWC2WbJUuW0N133+3/LmyD5TLhRVGilzNSlopDW3HDYhHp9KFuJ5LCj72kzuGGyiRWEs0C42bRZLYsyEhNtrTOqp2dTlM+3kKdmtSkYT2aCxGO71i35yi9vXo3PX1VB5INt9bfey0qe7RCu3pGqjR1vSUp4OwA+YyRaQI/ADP64f+7d+8W65Bt4ptvvqFffvlFiNiBAwdSfn6+GFQHWrVqJXzLt956K61evZq++uorGjVqlLBpILMFuP7668WgPaR3Q6q4t99+W2SzUFsl7rrrLpElY9q0abR161aRIu67774T+5KJRBAlsqWDUuctPlkeODWxWwo5u+A8ws7gtXRXjLtFE8AzBzscxmXsOHScqmemGpYFiO5CvFpZZ6FcnjiwLW3Yc5Ruef07GvHG9+I3Pk8a2FYKcWVV/a291k6+70UWlT16Oa1xTjLV9VJGkiFEe/fu7f+sCNchQ4bQSy+9JCYBef3110W0GKIX+Y6Rnk1tc0CKN4hZ2C+Q1eLKK6+kF154ISBl3WeffUYjR44U0WbYNcaPHx+QS7l79+705ptv0rhx48TgwBYtWojMFm3btiWZSIQBLjJXHInQSLHKSzp5cDs6UlJGPx8u8Zw1wGm8FHFk3F+e6EUWL2pVjx4b1JbGLdgYVBaM6J1Pw+assbzOCmXRkdGaFE39He8epMMWlD1GQvvoSXc0EuMqki+44ALyhZi3/NNPPw27D2SygMANBQb8rVixIuQ2V111lfiRmUQY4CJzxZEIjRQrKqrMtGSa8MEm+nzLQc9aA5xE5oYjk1jliZHgWfy/d/2pqzrQ8VMVAaL1RFkldW5a05Y6S8+iE29haVX9LYP1sNiCssdIaBtZcGRrJLrKk8wQYThC/3YNaUj3Zn4f1sFjv+drdjsyVxyyNVJkiZaoKyock3bQpYw+Mzchc8Mx0XFq8gxZCBVZhFB+oH+FsKepyc0ixwZlyiAsrRqgKkMPUo4FZY+R0IYFxyhDSbzrejUskl0ECoD7dAoA5aGKdwFgBbJXHLKMwpc1WiJDwe41ZG44JjJWvIOylCd2RxadGpTphvIn0mthZQ9StI25OhaUPUZCG7OyIqUqcuqvkLCuV2CR7CLcUABYgewVR7xH4cscLWFrQOI1HN3cCyLDOxjv8sRLvRpuKH8iffatutaxNOZyLSh7jIQ2bDhKJhKtRUem94FFsouItgBwY4XkporDaWRuLMleiboV2RuOXugF8co7mMi9GrKXP2aefSuutRWNuUYxlj2hhDYykdTPyaT6OSQtLJJdRDQFgBcqJLfgVGNE5miJ7JWom/FCw1HmXhCvvIN2ll+y92qEK3+Qqi5eM7maffatuNZWNeZyYyx73NzIZ5HsIswKEK9USG7AycaIzNES2StRJr54JQIr8ztod/kls+AJVf4gRd1D8wvilnUnmmc/1muNxkBWeoqYLbZT4zwx2B+TYn2/u1B4gp1szOW6tJHPItlFmBUgXqmQZMfKxkgk0RzZo7UyV6JMfPFKBFb2d9Du8ktmwaNX/iCCrBXIbkmnFsu1zq2WJgbHvfbVzoDZYpFVAstRxzChYZHsMswIEK9USLJ7q61qjBhFczAxR1llFRWd/P287Y7WxnqtZa5EmfjhlQisl3pMvBhM0ZY/sFhoBbIb06mZJTsjVQhkbZo1fEY62SmD24mZ/GSqT2WDRbILiVSAeKVCkt1bbUVjJGQ0570NYlpsJRKgVMR2RWtlvtaMu/FSBNYrPSZeC6bIeo6hnn3MWGiHXxpZI/TyEIOV24/QT4dK/LMhchmvD4tkD+OVCilaO4NTkWc0RkL5viJpjISK5qAwu7lH84Dzvv9/561N3B8rieJjl7VXwut4KQLrlR4TLwVTZD5Ho2cfAvnhS1vTvfN+sDwwEa5xcKq80rNlvFWwSPYwXqmQoukOdDIaisbG7KHn0otLfwryfWF5JI2RcIUZhLcTXYRe7HrVwpHy+OKVCKxX8EowxQ3naOSX1gpkq0RruMaBdmpor5TxVsIi2eN4oUIy21UWj2jojKXbdX1fmE1o+nWdLC/M7OoilKFb0k4SJVIuO16IwHoFrwRT3HKOen5puwIToRoHCOJgamivlfFWwyI5AXB7hWS2q8zpaKj4vu3637ciwu+LpjCzo4tQhm5JO0mESDnDJGIwxa3nWHSyLMz6cssbB6hT7uvXkgpLymjmDWebtgcmEiySGekxO+Ch0ucTHmFMe6mH1S1lK6KvRoXZ+fm1aWiP5nTn3HWOdBHK0i1pF16PlCeSJ5x95dbi9mBKtOcY7+coKz20DENdZmXjABkvKqp89NSnW2np1kNR2QMTCRbJjPSYHfDQs0UdkQMSwlJPKOu1lGMpKK2KvupFOjLTkumRDzYFnEc0XYSRnp9M3ZJ24PVIeaJ4wtlXzliBDM9RcnKSEKh6WSiwPCUZydqsaxygLhj15rqg3k8z9sBEgkUy4wrMDHjAZ5/PJ7JNqAfSGUVDYy0orYy+6kU6nr6qQ0xdhGbPT9ZuSSvweqQ8ETzh7CtnrECW5yg1OcmfvUgtlCGQsdwKkWy1PTCRCB4NxDCSghcXKc+QMxi/kQMyVNq07qfXDlimFw0NV1BifSTHBcGJ/Yf7PivO22wEOZrzi+U7Zcbue2UnuFewFSH5/45DxyN6Nt3oCXdiHwwjy3NUOzud3l69mzo1qUmvDuksPML4jc9YjvVWwpYzc3AkmXEt4V52DEZYMqZXyGioVQO5ZI2+8kA199wr2buFZamguZJnrECW5wjlzsSBbUXQQt3zaVfDnS1n5mCRzMQVO73AmLc+3GQbVhaUMg58kaUikA0r7pVTA35k6RaWpYLmSp6xApmeIycb7tgvxvOc1TAnaPKrbfuK2XKmgUUyEzdk8ALLVFDaQajzw6jpmlnplk+Fmgg4Gdn1Um+AFe8s+8oZK5DtOXIqyILvwID3sfMLAiLXyKQ0eXA715QlTsGeZCYuyOIFVgpKPbxQ4RqdHwQy0v2MW7CR+j6znAbPXEV9py2n0XPXCQHI2PvsJmpvgBXvbDT78IKfm7EWN49PiAU8+w8t2BiUTQPjeFAf8LsRSJIPaQCYmCkuLqbc3FwqKiqinJyceB+O9KDCgjgzAl7icFYJbbd3LNkfjFKeNXSR39PM+U25oh19vGGf7ihnnLubuvCtJBILhZXPbiQ4/X1OEOs7a2YfXvFzM/I+i9F8X7x677xYntip19huwcQFmbzAbhzIFev5Vfl8NPa9Ak904VtFpGLK6ciuE93CTlfcVnQtR7IPu/3c8RY8TOw4OZZEhgabl3qmnIBFMhMXZPMCyzjozs7zQ7dzKBKtoDQjppx+du2e4EWGitsurPRzawVxZmoyTfhgE32+5aDnrhtDnh2AK1vdKzsskpm4INugiUSDC8roxVQ8nl2zvR2RRjhlqbhlj5rpNSSUKeNX7TjinxHTK9eNsR5ZBuBy3WsOFslMXPD69MeykygFZaRi0YyYitezG2lvh5nIsCwVt1331orGIL5n/PsbqUPjPBravVlAyqw3v90VNLOn7NeNiQ+y2By47jUHi2QmbsjkBU40b2EiFJRmxKJZMSXTsxtLZFiWituue2tFY/BISRld26UJvfbVzgAxrEwbnJqU5JrrxsQPmXrvZC2/ZIRFMhNXZPACe9mT6eaCMpaGi1mxGI2YMvPsOtUIMxsZlqnijhQz99aKxmBFlU8IZG3KLOXzvRef5YrrxsQX2XrvZKh73QCLZCaho7Je92S6taCMteFiVizaGVl3shFmNjIsW8UdCWbvbayNwaoqX5BAVsDyB/onueK6Md7vvXNT3esWWCQzCR2VdYMnM9EKPisaLtHYCOyIrDvdCDMbGXaj7SaaextLY/BEWUXI9YUnyl1x3Rhv9965re51CyySmYSOysruyUzEgs+Khku0NgKrI+tON8KiiQzLbrvR4ngKvmqhr0O9Ghm0YER36a8b493eOzfWvW6Bp6VmHBUEsiGzJ9Pp6Y+91HCJdrpxq6cvdroRFu1Uu1iOWbY6NqkpfstcoTo9lXy472uYk+mK68Z4FzfWvW6BI8lMwkRl9ZDZk+kGK4isDZdobARmo/ZOpSAzi9siw2Zx2iLiRktKNCSarctL186Nda9biKtI/vLLL+mpp56itWvX0r59+2j+/Pk0aNAg/3qfz0cTJkygl19+mY4ePUo9evSgl156iVq0aOHf5rfffqPRo0fThx9+SMnJyXTllVfS888/T9Wr/z73+IYNG2jkyJG0Zs0aqlu3rtj+vvvuCziWefPm0cMPP0y//PKL2P+TTz5JAwYMcOhKeAOZo7JurADjWfDFs9C3quFiRiya7a50MgWZlwZkurUh4PWGRyLaurx07dxY97qFuNotSkpKqEOHDjRjxgzd9VOnTqUXXniBZs2aRd9++y1lZ2dTv3796NSpU/5tbrjhBtq0aRMtXryYFi5cKIT3bbfd5l9fXFxMF198MTVt2lSIcYjyRx55hP7xj3/4t1m1ahVdd911dMstt9C6deuEUMfPxo0bbb4C3sLpblCrK8AlY3oJbyF+43PDOFcO8Sr4UOiPmruO+j6znAbPXEV9py2n0XPXieVOWBSitQzEYiMw011pxgZj5bkw8bWIuMmSkui2LqvLJNmvnVvrXjeQ5EO4VgKSkpICIsk4rEaNGtFf//pXuvfee8WyoqIiql+/Ps2ZM4euvfZa2rJlC7Vu3VpEiDt37iy2WbRokYgA//rrr+LvEXl+6KGHaP/+/ZSe/t8H5YEHHqAFCxbQ1q1bxedrrrlGCHaIbIXzzjuPOnbsKAR6JECM5+bmimPMycmhRAVCyigqG2/R6TZQwEKcGkUh7RiMge+EQF4R4XfaGUVRotlORO5QmaJBYAQaTxBHAJUvGhBGoJEFERWvc2EYM0TzPMuMk5Fdma6d2bo33haReGJGr0nrSd65c6cQthdeeKF/GU6qa9eu9PXXXwuRjN95eXl+gQywPWwXiDwPHjxYbPPHP/7RL5ABotGwUxQWFlLNmjXFNmPGjAn4fmwDIW1EaWmp+FFfdMb73ZJet4KY8UHbPaLaScuAmai90ynIGMZOvORndTrLg0zXzkzdGw+LSJGBKJddrEsrkiGQASLHavBZWYff9erVC1ifmppKtWrVCtimefPmQftQ1kEk43eo79FjypQpNHHixJjO0auwIHBvo8NMoe+lgYVmvMPs/wtG9oqOMcZLz7PTZZJs1y6Sujce6eL2HT1Jy348JNIlllZUidziq3f+RuefUZsmLtxMn285KK0XXlqRLDtjx44NiD4jkty4ceO4HpOX4ErXmxFVL0TtZc6IkqgDl5jo8dLz7HSZ5MZr53RDouhEGe367QQt3LA3YObKHvm1qVntLGp3Wm6ASJYtt7O0IrlBgwbi94EDB6hhw4b+5fgMr7CyzcGDv19cUFFRITJeKH+P3/gbNcrncNso6/XIyMgQP4z1cKUbPxI5ohpp1F7mjChOw5MYuB8vPc+OTzTjwmvndEPi6IlyenHpT0FTuyuf7/9TS3p28U/S9kRKK5JhkYBIXbJkiV8UI1oLr/Edd9whPnfr1k2khkPWinPOOUcsW7p0KVVVVQnvsrINBu6Vl5dTWtp/XxBkwjjrrLOE1ULZBt9z9913+78f22A54yxc6caXRI+oRhq1NxLUymCeROkB8ZLlJpF7t7wyliQeZZLbrh0aElnpKTTs/ObUqXGesD9kpqXQ97sLafbKnZY3JErKKoIEsoLRcpl6IuMqko8fP07bt28PGKy3fv164Slu0qSJEK2PPfaYyFsM0Yw8xshYoWTAaNWqFf3pT3+iW2+9VWShgBAeNWqUGNSH7cD1118vvMNI73b//feLtG7Io/zss8/6v/euu+6iXr160bRp0+iSSy6ht956i7777ruANHGMMyRSpSsrHFGNTlAnYg+Ilyw3oUiEe+uFsSTxKpPcdO1Qls8eeq6I7k5fuj3A/oDlVjckSsoqQ64/YbBelp7IuIpkCNHevXv7Pyse3yFDhog0b5jwA6nZkPcYEePzzz9fpHjLzMz0/80bb7whhHHfvn39k4kgt7I6I8Znn30mJhNBtLlOnTo0fvz4gFzK3bt3pzfffJPGjRtHDz74oBDlyGzRtm1bx64Fk1iVrtcjqm6pMKwiUXtAvGa50SNR761b4TIpPDOWbte1PyQnJdH06zpZ+l151UKXAanJSVL3RMZVJF9wwQUiH3Ko3MmTJk0SP0Yg6gyBG4r27dvTihUrQm5z1VVXiR8mviRCpes13BRFsYtE7QHxouXGjffWy1aQaOAyKczzvF3/eV5hw/Ncr0YG9WxRR/cdwvIqn49eHdLZb/s4UHyKep9ZV5r7J60nmUlMEqHSZbxHovaAxNNy45QwlP3eJoIVhLHunXD6ec7NShdlgV4Z8digtjTpw830+dbAFHC9zqxLssAimZGKRPe5Mu4kkXtA7O7e1qv44XN0ShjKfG9ls4JwRFv+xlI8nudGOmVE9cxUemh+QYBAltHGxCKZkQ72lDFuq8wTvQfEru5tvYp/yhXt6OMN+4K6jL/bVUjLfzxEnZvWpOOlFZaJNJnvrUxWEI5okysaS/F6nnM1ZQSyAKnzI8toYwIskhMU2Vv87Clj3FSZcw+IcxU/PI5agYyUVi9c14le+2onjX2vwFKRJvO9lcUKIltEO9Ew01iS5XkuluTZDQeL5ASEW/xMojbC7KzMuQfEmYofA3y0IOcrBLJ2xL5VIi0e9zaSd8jKrvNY3lmZItqJSDjBWXSyPCh/e7zLqhyH8zVHC4vkBINb/EwiN8Lsrsy5B8T+ij8jNTloGSpZdc5XO0Sak/c20nfIqq7zWN9Z2aKCsjbS7SJcY+lUeSVd8dKqoHt7Rr3qlCj5mqOFRXKCwS1+JpEbYbJV5oz5in/dnqOiIlVHjfWiy1bfV6eEl5l3SMkcsOzHQ8KGEk0aLSveWZkGN8rcSLeLUI2l8/Nr06qf7elhcVO+5mhhkZxgsEhgErkRJlNlzkRX8aMrFpGmlKQk/zq96LKV99VJ4WX2HcJMA9qBjGbSaFnxzsoyuFH2Rrpd4JyQTu3B+QW0UiU6IZDHX9aGrn/5G+nK48MO52uOFhbJCQaLBCaRG2GyVOZMeIwGGCF7RbNaWQGeyrysNOqZX5tWaKJSilBAuim3CC+8Q6G8mup3yH9s26M/NiveWVkGg8neSLcLPAeTFm6mjk1q0s09motnBg1H9Lo88ckWurZLE107UjzL42LJ6woFFskJRrxEQqJ5xBIV2RthslTmjDUD5pTfPx86TkN6NCeYLtTdt7BlDO3RnEpKK1wjvHKrpfkzdWi9mliO8tPKY7PqnZVh4KpbhJfV4JojnZpRSrUbujaVrjzOkbyuUGCRnGDEQyQkokcsUXFDpFaGypyxdsAcRu/fOXediL4O00TSsPzN4V1dI7yyM1J1M3XgcxIRTbu6o6XHZuU7G++Bq24RXlYT7jnQ8+zHuzyu44K6ArBITkCcFAmJ6hFLVNwSqY13Zc5YL45OlFUaZriIRRw5LbyOn6oIEsgK8Jtiff0c647NisF/shBOeMF2o02FJsv5xdLbGu45yFP1PijXYvLgdnSkpIx+PlwSl2uR65K6gkVyguKUSEhUj1giw5FaxktRKacjXmaiw1Ydm9nBf7La50IJLwxsE9MgqywJsvRoxtrbivt8Yat61LJhTpCPfeu+YpHqbcmYXv7yODMtmSZ8sCnu16KRC+qKJJ/Ph/eDiZHi4mLKzc2loqIiysn5XzOfoXW7C2nwzN/zM2pZMKK7GGzAMAwTq9Awiko1jLHit3PfWhDp7PvMcsP1EDvq/LaxHhsE76i563SDGdiPtrfPDfY5RcQrwgsRZK1ADnWOTh+rmetvtI9Dx8towgcbA3ohMGj1kcvbUl2V8LTi+2RvLFmp1ziSzNhKonrEGIZxFjujUk5GvMxGh2M9NjO9fW6xz2l7StHwMBrUFu8eTSt6W4+eKA8SyIo9B8snD2rn34dVvbt7XdBYsgIWyYytuMWczzBmcWsUxcvnbaeNzMy+Y7lGoXLeYrnefmI5bzP2Drfa5+wefBnL/bbi2ErKjH3sWI71Vn5fkUsaS1bAIpmxFbeY8xnGDIkSRdGSqOft5DUKlfP20YWb6emrOlhabprp7XNrijU7ezRjvd9WHFtJWWXI9RjUauX3HXZpYykaWCQztuMGcz7DREoiRVHUJOp5m4kWWnGNwuW8tVqAmOntc6t9zq4eTSvutxXHps1eoZd728rvKw4x4c1bq3dTlc8XcRYRmXumAItkxhE45RbjFRIpiqImUc/bTLTQimvkdLTWTG+fW+1zdvVoWnG/rTg2pO7r2aKO7rFgOdZb+X25BhPe9GlZl94Yfh5N+nBTwOyXRpF1N/RMsUhmGIYxgVu7nGMlUc/bTLTQimsUj2htpL19brbP2dGjadU7EeuxKbmuI70vsX5ftsGEN60b5dKkhZuCluu9K27pmWKRzDAMYwK3djnHSqKet5looRXXKF7R2kh7+9xsn7O6R9PKdyLWYzN7X2L5vuMGE97AemE0oY/2XXFLzxSLZCYiZPcNMYxTuLXLOVYS9bydntzDDdHaRLDPRVLnyfZO2HVfijTXotLnE55k9YBAo+mvgeJfLq2oFHMniH1UVenuw/+dJ+XomWKRzITFDb4hhnEKN4gYO0jU8zYTLYzmGumJMTdHa73AvqMnA6bpLjxRTqt3/kYXnFk3YIKWRHgn9urU//A5w5N859x1ASIXWVi0QAjr+ZeN9qH+OxngGfcswqsz7lk5Ow/DeAntrF6JImIS7bxxvqPnrjOMFuqVgZFeo2gCENyrZy+4vlv2H6MXl/4UYCnokV+bRvdpQa0a1Ij6fnup/j8/v7ZIU6gWvqP65NP63YUB+b2xDNFjPXuG3j6Ua/3IZW2oRf0aZAc84x5jGW7xDTGM01jRtelGweOlrvZIrn800cJIrlE0A5e4V89+MHudViAD5bN69jovvhOR1v8rtx+hERfkBwjcbfuKafLgdjRuwUb/uxLKp4x93KHZBwQy8oOnJCeRDLBIZkKSqCPaGcZuWPC45/rbYX8wG4BwSzYAt2Nm9rpEr/8z01JoyZheQe+E+l0prwptVoC/+dUhnQMmzXl79W4xaY4MsEhmQpKoI9oZxk5Y8Ljv+lsdLTQbgHBzr56bekzMzF6X6PV/brU0OqNe9eDlqncFk4qE+44jx0vF/5OSkugPedXo/3VpIs3zwSKZCQlahqGSlHt1RDvD2ImbBY8XkOH6mw1AuLVXz209JmZmr/M6dSzI3hFqH9AQW/YW09j5BQH77XVmXZKF4KGIDKNhZO984RNSg89YzjCMedwqeBL5+iMaiqgYBiHtOHRcfI4FRTzooSdA3NirFy5iH+s1tANl9jo9tLPXWYnVz5cV5P7Pj699Tk3NzhdiH9AQj360WepngyPJTEgQURk2Z43IcTisR/MA3xCWfzjqfI54MYxJ3Ch4Evn62xENNTsgMJqonl02h0j3K0PE3ixmZ69zMuVcPGhkgR9fbx+pyUnU/4UVuvYVmZ4NFslMSFAI4iE2Gp3KES+GMY9skxAkGmauv53+cTMCxKyotsvmYGa/bu0xcTJPNZ6vXb+doIUb9galnGteJ1vkC463WMw16cc3akSp94GIeSh/tyzPBotkJiQc8WIY60mESQi8cv3tjoaaESCRije7hL3Z/bq5/jBzX2KJ2EeTcs5OYu192BthI8otzwaLZCYkHPFiGHvgWdXccf1li4ZGIt7sEvZm92t3/SFD1oxYI/YypZyL9VyKTDSi3KIteOAeY7txn2EYffD+IIUSZp3Cb36f5Lv+bol4OSHsze7XzvoDgg6zwfV9ZjkNnrmK+k5bLmZGxHKnCCcKDxSfCjsYT5aUc1YMsjwcQSPKbdpC6kjyI488QhMnTgxYdtZZZ9HWrVvF/0+dOkV//etf6a233qLS0lLq168fzZw5k+rXr+/ffvfu3XTHHXfQF198QdWrV6chQ4bQlClTKDX191NftmwZjRkzhjZt2kSNGzemcePG0dChQx08U7nhiBfDMImKWyJeTgj7aPZrR/0hS57xcKIQAvn6V74NGZWVJeWcFb0PxSYbUW7QFtJHktu0aUP79u3z/6xcudK/7p577qEPP/yQ5s2bR8uXL6e9e/fSFVdc4V9fWVlJl1xyCZWVldGqVavo9ddfpzlz5tD48eP92+zcuVNs07t3b1q/fj3dfffdNHz4cPr0008dP1eZ4YgXwzCJiFsiXrGkl7N7v1bXH2YilnYSThQePVkeNiobr5RzdvQ+5ETRiJJdW0gdSQaI+DZo0CBoeVFREb366qv05ptvUp8+fcSy1157jVq1akXffPMNnXfeefTZZ5/R5s2b6fPPPxfR5Y4dO9Kjjz5K999/v4hSp6en06xZs6h58+Y0bdo0sQ/8PYT4s88+KyLTRiByjR+F4uJiW86fYRiGiS9uiHg5MTBUlgGnsvjEw4lCpEsNF5WNR8o5u3of6hj0uiBDx8OXtqYqn09YT2SfddFVIvmnn36iRo0aUWZmJnXr1k1YJZo0aUJr166l8vJyuvDCC/3btmzZUqz7+uuvhUjG73bt2gXYLyB8Yb+AtaJTp05iG/U+lG0QUQ4FjkNrBWEYhmG8idXTUrtV2MvQYJDFJx7KioMUbphPwC22AytsRbk6jSgI5Dk3n0s7DpbQ7t9OSJcH2tUiuWvXrsIeAR8yrBYQpT179qSNGzfS/v37RSQ4Ly8v4G8giLEO4LdaICvrlXWhtkFk+OTJk1Stmv4NHDt2rPAxK2B7+JkZhmGYxEaGrAt2Cvt4Nxhk8YkbRdZhk7i5RzMa9eY6U7aDeF5Tq3oJGmkEf62sdNpbdIoWFgTngT6jbjYlJyfR8VMVcX9XXCmS+/fv7/9/+/bthWhu2rQpvfPOO4bi1SkyMjLED8MwDMPYPYkHI5/tAyRBq7RrSEO6N/PPSHvwWClVz9CXV7IO9rQyop2rEvy7DpfQi18E54Fet/soVVb56N531tMK1TrZ3hWpRbIWRI3PPPNM2r59O1100UViQN7Ro0cDoskHDhzwe5jxe/Xq1QH7wHplnfJbWabeJicnJ+5CnGEYb0f6GG8hS9aFREAGiwLu930691uJJsOHO/a9AlcM9rQrol1ikAd62PnNafoX24PWyfauuEokHz9+nHbs2EE33ngjnXPOOZSWlkZLliyhK6+8Uqzftm2bSPkG7zLA78cff5wOHjxI9erVE8sWL14sBHDr1q3923z88ccB34NtlH0wDOMtONLH2IXds/O5FbsapfG2KIS631g+/tLWtGRML1cM9rSLEoM8z50a59H0pdulf1ekFsn33nsvXXbZZcJigfRuEyZMoJSUFLruuusoNzeXbrnlFuELrlWrlhC+o0ePFuIWg/bAxRdfLMQwRPXUqVOF/xg5kEeOHOm3Stx+++00ffp0uu+++2jYsGG0dOlSYef46KOP4nz2TKxwtJDRwpE+JhGyLiRKozTeZXy4+11SWiFSmyUyeQZ5nmFNccO7IrVI/vXXX4UgPnLkCNWtW5fOP/98kd4N/wdI05acnCwiyerJRBQgqBcuXCiyWUA8Z2dni8lEJk2a5N8G6d8giJFz+fnnn6fTTjuNXnnllZDp3xj54WghowdH+phEyLqQCI1SGcp4vt/hyc5IpZ75dWjF9sNh0+PJeO2kFsmYSS8USAs3Y8YM8WMEotBaO4WWCy64gNat0x+FyrgPjhYyRnCkj0mErAteb5TKUsY7cb/jHS2PFZSpN5/fjIh8AQP0Dhafogtb1qOWjXKE9QKR5cy0FPp+dyFt21cszbsitUhmmGjgaCFjBEd+mETJuuDlRinK8LW7CmlUn/wggTV75U7Hyni777cM0fJYKTpZIVLhYaDe0B7N/RlAth0opvv6t6SJH24K8Cafn1+bJg9uJ827wiKZ8RwcLWSM4EgfkwhZF7zeKD1eWk4vXNeJXvtqZ4DAQu5dLC8pLXf9/ZYlWh4rOZmpdKKsMmiQHho4EMja7BYrtx+hcQs2SnN+LJIZz8HRQsYIjvQxTmCUdcHtXeeyNErzqqXT1E+3BQks5fPkQe3ISezIsuGVHtGa2ekiOgzxqwY9AIj6x7s3IBwskhnPwdHC2PFyZc6RPiYeeKHrXJZGaVlllW7uXYDlWO92vNIjWj8nk6YMbkcrtx+mejmZfjFcr0Y6Tb++E726Mv69AaFgkcx4Do4WxkYiVObxzq/KJBZe6TqXpVEaTiAeO1VBbg8qRNMjKmtwIyUlmT4u2B+Q4WLKFe3o4w2BU1XHszfACBbJjCfhaGF0JHJlzjB2Ea+uc1lEkxWNUvW5VEsPLV2y0lPI7UEFsz2isgY3ipQ6RZMCrl6NjIBsF7L2BrBIZjwLRwsT1wfHJCayiEIZus5lFU1WnAt8rHo+V6W7PiU5yfVBBTM9ojIHNw4b1CnhJhPBRCwywCKZYRjP+eCYxMMqUShL13ksyCyarDgXDOyCbxWohTIE8s09mjsmku0OKkTaIypzcKPYoM7gyUQYhnEdnBmEcSNWiUJZus5jRWbRZMW5IKXYnXP/m3v3/v4tac9vJ4XoWrfnKL29ejc9fVUHKYIKRSfLacfB4zE1uCLpEZU5uJFjUGfgXqFRozcAU6YB9qGlPMMwCYVSmeshU8HFMGZFYaxCG+ujRek6175bdg0mllk0WXUuSu5dCOQRb3xPt7z+HW3Yc5QmDWzrWAMgXFDhVHkl9X1mOQ2euYr6TltOo+euEw2xRApuVM9MFdYYLegNuLNPC+qpeScwhfWjg5y7h+HgSDLDMH44MwjjRqwQhbJ0nVthB5FZNJkl3LmcXiebFozoHpfB2aF6CCAMV/18xBG7i5U9FVbbjeAtxkx7PlXmCtD99NrUICeDBrRtQEO7N/PPxIfpqiuqfHSo+BTVzcmkeMMimWGYADgzCOM2rBCFTkRfYx1MHKkdxEu54sOdS8PczLiVTUZBBURHh3RvJiwhTthdrApu2GE3KjpZ7rfGDFNNS31mveo0dn6B7uBLZWpqGWCRzDBMEJwZhHETVohC2aOvZnzXXuoRite5RBpR1QsqVPp8NGjGV8IS4pTdJdbghl2DPXMy03Snpf7krp66AhlgeYnBtXMaFskMwzCMq7FCSCneSaPIFtbHE7N2EC/1CDl9LmYjqtqgAgbrGQlkOxtcsQQ37LIb1TFowIZL8cYp4BiGYRhGEiFl5J3ECHwsj3elHY0dxEs9Qk6dixURVTfaXeyyG+UaNGCzM0LLz3DrnUKOo2AYhmGYOAopI+8kUlVh+ZvDu1I8kd0O4hWsiKi60e5i5/PVSKcBW15ZZZgCDsudyXQdHhbJDMMwTMJj5J2URYS6MTrpRowiqpjqGg2o0opKWre7MGzmB7fZXex+vnI1Ddht+4vFxC+k03OD5UmSqGQWyQwjEbJOq8swXkd2EerG6KTdODU7IgQyZvh77audAY2ocJkf3GR3cfr5ystKp6mLtlKnJjWDem7mfruLJl/RnmQgyefzwYLFxEhxcTHl5uZSUVER5eTk2PpdLKS8iV2zfTEME/k7aCQSGkryDirlvxuik24sL3F9MemH+hkY1SdfRI+NZodz0zTfMj1fu46U0EOaNHAYJPv44HbUtHY2yaDXWCS7TCSzkPImKJhGzV2n64XzWiHMMDLDIlR+7C4vtY2lV4d0FjP6GbFkTC86o151cgovBMqKTpTRTwePiYlDMEjv+KlKqp6ZIgbIpiYnUYt6NWw7JzN6je0WLsKuPIZM/LF7ti+GYSLDTV3kiYrTsyOWV/mkmebbrYGyIo2wT09Oomc//8lw4N7kQe2keA9ZJLsIFlLexe7ZvrwQeWAYhonH7IjIexwKpwZ1ujVQtldH2CNbjJ5ABlheUsZ5khkJCwbGWiIVp3am33Fr5IFhGEbhQPEpKixBWVpBOZmpwgKBcg3lq92iVZZBnW4MlBUZCPujJ0PrlZJSnnGP8WieTI5amhendhXCbo08MAzDKOw+UkJj5xcERB4xwOuN4efRDa98EyCU7RCtTmR+iKTedGOg7LCBsEcmi1DUiPMMlwpyHAXjqtZsKDhqGZ04tasQdmPkgWEYRh1B1gpkgIwIjy7cJMpHZVCdnenw7Mx7HGm96ZZAWSTCHqnejCYT6Zlfh6qlp5AMsEh2EbLnyeSoZWzi1I5C2I2RB4ZhGAVYLIy8qxDKD13SmhaM6O5IJhI7BnWaqTfdECjTUt1geunZK3eK3NPJSUkB594zv7ZIuZdXTQ7BzyLZZcg8i4+RMEQi9vaN82hf0Sn6+XBJQlgwohWnVhfCbow8MAzDKMCDHIpjpyqoS/NalAgBlXgFyopisFCmpyTrRowxu+Wb3+6iiZe1oZ1HSvyTiRw8VkpNa2VJow9YJLsQWVMU6QnDaGcqcjuyiFM3Rh4YhmEUMEgvlvVeC6hEEyiLReTujdFCefRkmeH009d3bSqOqVntbP+5dG5aUyp94+6ni5FeGGKuewhkbSvS6xYMWcSp7BYdhmGYUNTMTheD9NSzsilgOdYnWkDFTKAsFpFbZIGFsnpGGl338rdCC2inn75z7jr6cNT5jk7EYhYWyYytwrBT47yACHKiDByTSZzKbNFhGIYJRf2cTJo8uB09qDN9MZZjvZuxM6ASq8g9bMHAbxw/osN6OsANvZkskhlbhSFajYk6cEwmcSqrRYdhGCYcTWpn07SrOwbkSUYE2e0C2e6ASqwit9iCgd8yBYyigUUyY6swzExLSeiBYyxOGYZhYgeC2Aui2MmASqwiN8eisTUyBYzMwiKZsVUYortHBm8uwzAMwyRSQCVWkVvHQiuIWwNGoac8SUBmzJhBzZo1o8zMTOratSutXr063ofkapSuFrxQatzS1cIwDMMwbkQRuXpEInK5/iZK8vl8vngfhCy8/fbbdNNNN9GsWbOEQH7uuedo3rx5tG3bNqpXr17Ivy0uLqbc3FwqKiqinJwcx47ZLSgpaNzW1cIwDMMwbgXZLYz8wA0jTMFa5LH624xeY5GsAsL43HPPpenTp4vPVVVV1LhxYxo9ejQ98MADAduWlpaKH/VFx7YskhmGYRiGkQWviVwnRTLbLf5HWVkZrV27li688EL/suTkZPH566+/Dtp+ypQp4iIrPxDIDMMwDMMwMgFBjFzEHZvUFL8TWSCbhUXy/zh8+DBVVlZS/fr1A5bj8/79+4O2Hzt2rGiFKD979uxx8GgZhmEYhmEYO+HsFlGSkZEhfhiGYRiGYRjvwZHk/1GnTh1KSUmhAwcOBCzH5wYNGsTtuBiGYRiGYRjnYZH8P9LT0+mcc86hJUuW+Jdh4B4+d+vWLa7HxjAMwzAMwzgL2y1UjBkzhoYMGUKdO3emLl26iBRwJSUldPPNN8f70BiGYRiGYRgHYZGs4pprrqFDhw7R+PHjxWC9jh070qJFi4IG8zEMwzAMwzDehvMkWwRPJsIwDMMwDCM3nCeZYRiGYRiGYWKARTLDMAzDMAzDaGCRzDAMwzAMwzAaWCQzDMMwDMMwjAbObmERyvhHGMIZhmEYhmEY+VB0WiR5K1gkW8SxY8fE78aNG8f7UBiGYRiGYZgwug1ZLkLBKeAsArPz7d27l2rUqEFJSUmOtIQgyPfs2cMp51wK30P3w/fQ/fA9dDd8/9xPscP3ELIXArlRo0aUnBzadcyRZIvAhT7ttNMc/148UFwwuBu+h+6H76H74Xvobvj+uZ8cB+9huAiyAg/cYxiGYRiGYRgNLJIZhmEYhmEYRgOLZJeSkZFBEyZMEL8Zd8L30P3wPXQ/fA/dDd8/95Mh8T3kgXsMwzAMwzAMo4EjyQzDMAzDMAyjgUUywzAMwzAMw2hgkcwwDMMwDMMwGlgkMwzDMAzDMIwGFskSM2PGDGrWrBllZmZS165dafXq1SG3nzdvHrVs2VJs365dO/r4448dO1Ym9nv48ssvU8+ePalmzZri58ILLwx7zxn53kOFt956S8y+OWjQINuPkbHu/h09epRGjhxJDRs2FKPtzzzzTC5LXXYPn3vuOTrrrLOoWrVqYia3e+65h06dOuXY8TKBfPnll3TZZZeJGe5QJi5YsIDCsWzZMjr77LPFO5ifn09z5syhuIDsFox8vPXWW7709HTf7NmzfZs2bfLdeuutvry8PN+BAwd0t//qq698KSkpvqlTp/o2b97sGzdunC8tLc1XUFDg+LEz0d3D66+/3jdjxgzfunXrfFu2bPENHTrUl5ub6/v1118dP3YmunuosHPnTt8f/vAHX8+ePX0DBw507HiZ2O5faWmpr3Pnzr4BAwb4Vq5cKe7jsmXLfOvXr3f82Jno7uEbb7zhy8jIEL9x/z799FNfw4YNfffcc4/jx878l48//tj30EMP+d577z1kU/PNnz/fF4qff/7Zl5WV5RszZozQMy+++KLQN4sWLfI5DYtkSenSpYtv5MiR/s+VlZW+Ro0a+aZMmaK7/dVXX+275JJLApZ17drV95e//MX2Y2WsuYdaKioqfDVq1PC9/vrrNh4lY/U9xH3r3r2775VXXvENGTKERbKL7t9LL73kO/30031lZWUOHiVj5T3Etn369AlYBrHVo0cP24+VCU8kIvm+++7ztWnTJmDZNddc4+vXr5/PadhuISFlZWW0du1a0d2ukJycLD5//fXXun+D5ertQb9+/Qy3Z+S7h1pOnDhB5eXlVKtWLRuPlLH6Hk6aNInq1atHt9xyi0NHylh1/z744APq1q2bsFvUr1+f2rZtS5MnT6bKykoHj5yJ5R52795d/I1iyfj555+FXWbAgAGOHTcTGzLpmVTHv5EJy+HDh0WhjEJaDT5v3bpV92/279+vuz2WM+64h1ruv/9+4eHSFhaMvPdw5cqV9Oqrr9L69esdOkrGyvsHQbV06VK64YYbhLDavn07jRgxQjRWMSMYI/89vP7668XfnX/++egpp4qKCrr99tvpwQcfdOiomVgx0jPFxcV08uRJ4TV3Co4kM4yEPPHEE2Lg1/z588VgFUZ+jh07RjfeeKMYgFmnTp14Hw4TBVVVVaIX4B//+Aedc845dM0119BDDz1Es2bNivehMRGCAV+I/s+cOZO+//57eu+99+ijjz6iRx99NN6HxrgQjiRLCCrYlJQUOnDgQMByfG7QoIHu32C5me0Z+e6hwtNPPy1E8ueff07t27e3+UgZq+7hjh076JdffhGjuNWiC6SmptK2bdvojDPOcODImWjfQWS0SEtLE3+n0KpVKxHZQtd/enq67cfNxHYPH374YdFYHT58uPiMTE8lJSV02223iQYP7BqM3DQw0DM5OTmORpEBPy0SgoIYUYwlS5YEVLb4DL+cHliu3h4sXrzYcHtGvnsIpk6dKiIeixYtos6dOzt0tIwV9xDpFwsKCoTVQvm5/PLLqXfv3uL/SEXFyP0O9ujRQ1gslMYN+PHHH4V4ZoHsjnuIsRxaIaw0ev47boyRnW4y6RnHhwoyEae9QRqbOXPmiBQot912m0h7s3//frH+xhtv9D3wwAMBKeBSU1N9Tz/9tEgfNmHCBE4B57J7+MQTT4hUR++++65v3759/p9jx47F8SwSG7P3UAtnt3DX/du9e7fIKDNq1Cjftm3bfAsXLvTVq1fP99hjj8XxLBIbs/cQdR/u4dy5c0Uqsc8++8x3xhlniAxQTHw4duyYSG2KH8jOZ555Rvx/165dYj3uH+6jNgXc3/72N6FnkBqVU8AxQSA3YJMmTYRwQhqcb775xr+uV69eogJW88477/jOPPNMsT3Sp3z00UdxOGom2nvYtGlTUYBof1DoM+55D9WwSHbf/Vu1apVInwlhhnRwjz/+uEjrx7jjHpaXl/seeeQRIYwzMzN9jRs39o0YMcJXWFgYp6NnvvjiC926Tblv+I37qP2bjh07inuO9/C1116Ly7En4R/n49cMwzAMwzAMIy/sSWYYhmEYhmEYDSySGYZhGIZhGEYDi2SGYRiGYRiG0cAimWEYhmEYhmE0sEhmGIZhGIZhGA0skhmGYRiGYRhGA4tkhmEYhmEYhtHAIplhGIZhGIZhNLBIZhiGcZikpCRasGCB7d/TrFkzeu6552z/HoZhGC/CIplhGMZC9u/fT6NHj6bTTz+dMjIyqHHjxnTZZZfRkiVL4n1oDMMwjAlSzWzMMAzDGPPLL79Qjx49KC8vj5566ilq164dlZeX06effkojR46krVu3xvsQpaesrIzS09PjfRgMwzAcSWYYhrGKESNGCCvF6tWr6corr6QzzzyT2rRpQ2PGjKFvvvnG8O8KCgqoT58+VK1aNapduzbddtttdPz4cf/6Cy64gO6+++6Avxk0aBANHTrU//ngwYMiYo19NG/enN54442Ijnn27NniGBH1btiwIY0aNcq/bvfu3TRw4ECqXr065eTk0NVXX00HDhwQ63788Udxrlrh/+yzz9IZZ5zh/7xx40bq37+/2Ef9+vXpxhtvpMOHDwecG74T51enTh3q16+fWP7MM8+IRkZ2draIxuPaqq8JePnll8W6rKwsGjx4sPgbNFDUvP/++3T22WdTZmamiO5PnDiRKioqIro2DMMkNiySGYZhLOC3336jRYsWiYgxhJ0WrXhTKCkpEcKwZs2atGbNGpo3bx59/vnnAWI1EiCY9+zZQ1988QW9++67NHPmTCGcQ/HSSy+J44Uoh1D/4IMPKD8/X6yrqqoSAhnntXz5clq8eDH9/PPPdM0114j1aAB07tw5SIzj8/XXXy/+f/ToUSH+O3XqRN999524PhDZENtqXn/9dRE9/uqrr2jWrFliWXJyMr3wwgu0adMmsX7p0qV03333+f8G295+++1011130fr16+miiy6ixx9/PGC/K1asoJtuuklss3nzZvr73/9Oc+bMCdqOYRhGFx/DMAwTM99++60PRep7770XdltsN3/+fPH/f/zjH76aNWv6jh8/7l//0Ucf+ZKTk3379+8Xn3v16uW76667AvYxcOBA35AhQ8T/t23bJva5evVq//otW7aIZc8++6zhcTRq1Mj30EMP6a777LPPfCkpKb7du3f7l23atCnge7DvM844w79eOQ58N3j00Ud9F198ccB+9+zZI7bBtsq5derUKew1mzdvnq927dr+z9dcc43vkksuCdjmhhtu8OXm5vo/9+3b1zd58uSAbf71r3/5GjZsGPb7GIZhOJLMMAxjAf/VvubZsmULdejQISD6DF8zIrnbtm2LeB+pqal0zjnn+Je1bNnSMHoNEGXeu3cv9e3b13CfsDLgR6F169Zin1gHrr32WuHDVqwkiCLD2oDvBj/88IOIbMNqofwo63bs2OHfr/q4FRBNx7H94Q9/oBo1agibxpEjR+jEiRNiPa5Nly5dAv5G+xnfP2nSpIDvv/XWW2nfvn3+/TAMwxjBA/cYhmEsoEWLFroeXSuA9UArwjEgMBbgXY6VBg0aCDvFm2++Seedd574fccdd/jXw0MMn/STTz4Z9LfwPyto7SkQ3pdeeqnYF6wRtWrVopUrV9Itt9wiBvbBgxwJ+H54kK+44oqgdfAoMwzDhIIjyQzDMBYAIQdv8YwZM4TPWAv8uXq0atVKRDzVfwO/LYTxWWedJT7XrVtXRD8VKisrxYA4BURnMRht7dq1/mWItBp9J0B0FnmUjVLT4bjgccaPAny92Cciygo33HADvf322/T1118LzzKiywqIKsNTjO+B11n9o+fbVsB5IJI+bdo0Ib7hf0bUWw2uDTzcarSf8f24Dtrvxg+uL8MwTCi4lGAYhrEICGQIWHT7/9///R/99NNPwpqAAWjdunXT/RuITEQ1hwwZIoQv7AnIswx7AbJBAERrP/roI/GDSDUirGoBDMH4pz/9if7yl7/Qt99+K0Tm8OHDw0aLH3nkESFEcXw41u+//55efPFFse7CCy8U2SVwfFiOjB0YBNerVy8xYE8BUdpjx46JY+rduzc1atTIvw6DAjHw77rrrhMCFhYLpMO7+eabxXUyAiIWkXIcC4T3v/71L/+APgVco48//lhktMCxY1DeJ598IqL5CuPHj6d//vOfIpoMsY578dZbb9G4ceNCXheGYRhBvE3RDMMwXmLv3r2+kSNH+po2bepLT0/3/eEPf/Bdfvnlvi+++EJ34B7YsGGDr3fv3r7MzExfrVq1fLfeeqvv2LFj/vVlZWW+O+64Q6yrV6+eb8qUKQED98C+ffvEQLaMjAxfkyZNfP/85z/FMYQauAdmzZrlO+uss3xpaWliQNvo0aP963bt2iWOPTs721ejRg3fVVdd5R9MqObqq68W5zR79uygdT/++KNv8ODBvry8PF+1atV8LVu29N19992+qqoqw0GJ4JlnnhHHg7/p16+fOB98R2FhoX8bDHrE9cU2gwYN8j322GO+Bg0aBOxn0aJFvu7du4ttcnJyfF26dBF/xzAME44k/MPtBYZhGMbtYFAeIu1I/cYwDBMrPHCPYRiGcSVPP/20yI8MfzOsFsinjPzQDMMwVsCRZIZhGMaVYFKSZcuWCU80ZtODTxkTjDAMw1gBi2SGYRiGYRiG0cDZLRiGYRiGYRhGA4tkhmEYhmEYhtHAIplhGIZhGIZhNLBIZhiGYRiGYRgNLJIZhmEYhmEYRgOLZIZhGIZhGIbRwCKZYRiGYRiGYTSwSGYYhmEYhmEYCuT/A84ARUeUUoTgAAAAAElFTkSuQmCC",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 5.4. Диаграмма рассеяния облачности и солнечной энергии\n",
|
||
"# Показывает взаимосвязь между облачностью и уровнем солнечной энергии.\n",
|
||
"plt.figure(figsize=(8, 5))\n",
|
||
"sns.scatterplot(x=df['Cloud coverage'], y=df['Solar energy'])\n",
|
||
"plt.title(\"Диаграмма рассеяния: Облачность vs Солнечная энергия\")\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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rNzd6GBd96Gt3mHqjYkW9p+p9UQ9mdA1heBsUMlULqd1+2tV4uLYWRLB2Na+hdg5Hz130kEfqTc6vzlZDmCnoKgxpiq4R1q5TvV559YjqS1E/GopK24VGVVBAz29dCrMdRAsenR498kGw50y7SkW76tV7qp7P8OdcX+KqAYwekkhlHHreDhVcgz8oonfZhtdURvf6qnY6+DoEfxAVhdZbYf/555+PmK+ApuClwCIa9ULBT0e/R/fKFXW48cmTJ7tQqV7F4qL1U9AML6fRdqi9FirfUB1xQV1zzTXuvRF8H+dF7wHdJq8RErSLXttwYZ9P/WBUD7x6OfV6H2m5Rl7vez0fh6ov114j/UDW61WQMiSUXfS4olTRr/RJkybZVVdd5b7Iw8+cpeFZgsPUhNP1Cobhw2GJet+CdKCOeqf0Za5dzfpg14FQCrzqTQqOc6ovL+2m13L0JRK+e11BQR/cOmhCXyqFodCq4WR0EEObNm1cr4R6ADWupw7W0fBXwWCg4avUY6EeUbVVoUMhXoFPB91Ej6EaTl9y+lLUc6J10Pop3GgXeEF2g0dTyNIyVb+nXc8atkelAEUNQhpCSb2GWq5eR9UE6otay1Uvj3bz5zVUVEHoB8fw4cMjam+jFXQ7yIt2A6sXSnsEFLIVaDTkmobH0vagwB78Atd4xNp2VYqhetvgcFjq4dSQRaIQqzKMGTNmuJB7qN43/QhTMFEph3rU1Gut4KOAlNcPnFjSY2rd9INAr4+eBz3X+nGoXcnBvQkqYdFtVFKi9dbQXtoGdaCcSoCKEj71OHqddDBgcVHo0w9FbY86CEw94toWVVOsHymFOVhUB0np9VDwy+/11GeAhrfTrn1ti3rv63NFPbyarx91qhMt6POpvSEaik3L0i79Q9F2qO0tXHBsYc1Xb73KgfT+VC+ulqf3iD579P441HtL1Fa9x/U8APmK97AGQHHQcEkaIuq4444LVKpUKXDUUUcFzjrrrMBzzz0XMUxUcEgfDWWjoaI0TNOpp56a5xA7mzdvdrfVcDoVK1YMpKenu6GnXnzxxYghY4JDbOU3hQ8VVNDhsILULg1hpKGXNGRX48aNA9ddd13EcF6ydu3aQO/evV0b1dZjjz02cPHFF0cMt5MXXX/66ae7oWiqVKkSaNKkiRt+aevWrUUeDkv31xBSWp5eAw2Lo/WOHhosL9HDYQWHBhs8eLBrm15bDSOkYYP+8pe/uGGIijocltqoYXjCRQ+HVdDtID8aukrDVh1//PHuvlqG1iV8mwx6/fXX3baobbJmzZpuyCANVxX0+OOPu9dq4sSJB903r+Gw3n777UCrVq3cdqP3he6vYa/y2s6iHclwWMHXbMCAAYG6deu69dZ7Ta9NXsNcqU3B9a5Ro4Z7rWbNmlWk4bC0zf3www+H3abyu39Btp/gNtG3b1+3LWqb1NBO4UNxHUp+w0wd6npt53r91Jbg89S2bVu3bWlYwII+nxoyS+9ZbYPh8hsO63CfbcHX4pdffgk9HxoSTJ9ZK1euPOi5z+txDtcOgFO+okxTr4aGHYrejVlU6m3RgN/5nZlHZ2fSddFnkAEA3z9L1WubX4kDECvUuAIAAMALBFcghnT0crBmLy8aP/RQp1wFAB/pOAHVtwLFjVIBlGmxLhUAAADFh1EFUKbxuw0AAH9QKgAAAAAvJExw1fiI2m2rcf3Cz7Sh3bga+00DOWvw77wGlQcAAEDplxClAhoQWQM4Rw9wPmDAADe4ugaN10DGOie2BlHWwM4FpTOG/Pjjj24Q6IKcNx4AAAAlX7qnU0PrBBnhp0/O64ZxpYGpNRi1BkTWwMi33367m799+3Y3UHX4IOfffPONG4xYA5jnRwN5awDm4PSf//znsIMmMzExMTExMTExWdynDRs2HDI3xr3HVaUAOke3zo/8yCOPhObr1Hk6J7vmBzVv3twaNGjgTh935pln5rk8ncYu/FSd4eef12kzAQAAkFiys7Otfv36hz1NclyD6+TJk905vlUqEG3Tpk3u3NrVq1c/aBxMXZefwYMH28CBAw96IhRaCa4AAACJ63BlnXELruoBvf32223WrFlWuXLlmC03OTnZTQAAAChd4jaqgEoBtmzZYm3atLEKFSq4af78+fbss8+6v9WzumfPHtu+fXvE/TSqQHp6eryaDQAAgDiJW49r586d7auvvoqY17dvX1fHes8997jd+xUrVrQ5c+a4YbBk1apVtn79emvfvn2cWg0AAIAyF1xVfNuyZcuIeSkpKW7M1uD8fv36uXpVnf9Y9am33nqrC635HZgFAACA0ivuowocytNPP+3G8lKPa25urnXt2tX++te/xrtZAAAAiIMkjYllpZhGFdDJC7KyshhVAAAAwOO8ljCnfAUAAAAOheAKAAAALxBcAQAA4AWCKwAAALxAcAUAAIAXCK4AAADwAsEVAAAAXkjoExAAR0rDFOfk5EScnS0pKSmubQIAAEVDcEWpptCamZkZujx9+nRLTU2Na5sAAEDRUCoAAAAALxBcAQAA4AWCKwAAALxAcAUAAIAXCK4AAADwAsEVAAAAXiC4AgAAwAsEVwAAAHiB4AoAAAAvEFwBAADgBYIrAAAAvEBwBQAAgBcIrgAAAPACwRUAAABeILgCAADACwRXAAAAeIHgCgAAAC8QXAEAAOAFgisAAAC8QHAFAACAFwiuAAAA8ALBFQAAAF4guAIAAMALBFcAAAB4geAKAAAALxBcAQAA4AWCKwAAALxAcAUAAIAX4hpcx4wZY61atbJq1aq5qX379vb++++Hru/UqZMlJSVFTDfddFM8mwwAAIA4qWBxVK9ePXvsscesadOmFggE7JVXXrHMzEz7/PPP7aSTTnK3ueGGG+yhhx4K3adq1apxbDEAAADKZHC95JJLIi4PHz7c9cIuWrQoFFwVVNPT0wu8zNzcXDcFZWdnx7DFAAAAsLJe47p//36bPHmy5eTkuJKBoIkTJ1qtWrWsZcuWNnjwYNu1a9chlzNixAhLS0sLTfXr1y+B1gMAAKBU97jKV1995YLq7t27LTU11aZNm2YtWrRw111zzTXWsGFDq1u3rn355Zd2zz332KpVq2zq1Kn5Lk/hduDAgRE9roRXAAAA/8U9uDZr1syWL19uWVlZNmXKFOvTp4/Nnz/fhdcbb7wxdLuTTz7ZMjIyrHPnzrZ27Vpr3LhxnstLTk52EwAAAEqXuJcKVKpUyZo0aWJt27Z1u/lbt25tzzzzTJ63bdeunft/zZo1JdxKAAAAWFkPrtEOHDgQcXBVOPXMinpeAQAAULbEtVRA9ajdunWzBg0a2I4dO2zSpEk2b948mzlzpisH0OXu3bvb0Ucf7WpcBwwYYOecc44b+xUAAABlS1yD65YtW6x37962ceNGNwKAAqlC6wUXXGAbNmyw2bNn26hRo9xIAzrAqkePHnb//ffHs8kAAAAoi8F17Nix+V6noKqDtAAAAICErHEFAAAA8kJwBQAAgBcIrgAAAPACwRUAAABeILgCAADAC3E/5SsQre2gCTFbVtK+PZYWdrnTkMkWqFApJsteNrJ3TJYDAAAKhh5XAAAAeIHgCgAAAC8QXAEAAOAFgisAAAC8QHAFAACAFwiuAAAA8ALBFQAAAF5gHFcAABA3gUDAcnJyQpdTUlIsKSkprm1C4iK4AgCAuFFozczMDF2ePn26paamxrVNSFyUCgAAAMAL9LgCiAt2DwIACovgCiAu2D0IACgsSgUAAADgBYIrAAAAvEBwBQAAgBcIrgAAAPACwRUAAABeILgCAADACwRXAAAAeIHgCgAAAC8QXAEAAOAFgisAAAC8QHAFAACAFwiuAAAA8ALBFQAAAF4guAIAAMALBFcAAAB4geAKAAAALxBcAQAA4AWCKwAAALxAcAUAAIAX4hpcx4wZY61atbJq1aq5qX379vb++++Hrt+9e7f179/fjj76aEtNTbUePXrY5s2b49lkAAAAlMXgWq9ePXvsscds2bJltnTpUjv//PMtMzPTvv76a3f9gAED7J133rE33njD5s+fbz/++KNdfvnl8WwyAAAA4qSCxdEll1wScXn48OGuF3bRokUu1I4dO9YmTZrkAq2MGzfOTjzxRHf9mWeemecyc3Nz3RSUnZ1dzGsBAACAMlXjun//fps8ebLl5OS4kgH1wu7du9e6dOkSuk3z5s2tQYMGtnDhwnyXM2LECEtLSwtN9evXL6E1AAAAQKkOrl999ZWrX01OTrabbrrJpk2bZi1atLBNmzZZpUqVrHr16hG3r1OnjrsuP4MHD7asrKzQtGHDhhJYCwAAAJTqUgFp1qyZLV++3IXMKVOmWJ8+fVw9a1EpAGsCAABA6RL34Kpe1SZNmri/27Zta0uWLLFnnnnGrrrqKtuzZ49t3749otdVowqkp6fHscUAAAAok6UC0Q4cOOAOrlKIrVixos2ZMyd03apVq2z9+vWuBhYAAABlS1x7XFWP2q1bN3fA1Y4dO9wIAvPmzbOZM2e6A6v69etnAwcOtJo1a7pxXm+99VYXWvMbUQAo7QKBgDuAMSglJcWSkpLi2iYAAMpEcN2yZYv17t3bNm7c6IKqTkag0HrBBRe4659++mkrV66cO/GAemG7du1qf/3rX+PZZCCuFFo11nHQ9OnT3cGNAACUBXENrhqn9VAqV65so0ePdhMAAADKtoSrcQUAAADyQnAFAACAF+I+HBYSCwf/AACAREVwRQQO/gEAAImKUgEAAAB4geAKAAAAL1AqgFItUL6iZbXqGXEZAAD4ieCK0i0pyQIVKsW7FQAAIAYoFQAAAIAXCK4AAADwAsEVAAAAXiC4AgAAwAsEVwAAAHiB4AoAAAAvMBwWgEJpO2hCTJaTtG+PpYVd7jRkcsyGLls2sndMlgMASCz0uAIAAMALBFcAAAB4geAKAAAALxBcAQAA4AWCKwAAALxAcAUAAIAXCK4AAADwAuO4AgCAuIznXJxjOjOec+lEjysAAAC8QHAFAACAFwiuAAAA8ALBFQAAAF4guAIAAMALBFcAAAB4geAKAAAALxBcAQAA4AWCKwAAALxAcAUAAIAXCK4AAAAo/cF19+7dsWsJAAAAEMvgeuDAAXv44Yft2GOPtdTUVPvuu+/c/CFDhtjYsWMLuzgAAACgeILrI488YuPHj7cnnnjCKlWqFJrfsmVLe+mllwq1rBEjRtjpp59uRx11lNWuXdsuvfRSW7VqVcRtOnXqZElJSRHTTTfdVNhmAwAAoKwF1wkTJtiLL75ovXr1svLly4fmt27d2lauXFmoZc2fP9/69+9vixYtslmzZtnevXvtwgsvtJycnIjb3XDDDbZx48bQpNAMAACAsqVCYe/www8/WJMmTfIsIVDwLIwZM2ZEXFZPrnpely1bZuecc05oftWqVS09Pb2wTQUAAEBZ7nFt0aKFffTRRwfNnzJlip166qlH1JisrCz3f82aNSPmT5w40WrVquXKEQYPHmy7du3Kdxm5ubmWnZ0dMQEAAKAM9rg+8MAD1qdPH9fzql7WqVOnurpUlRC8++67RW6IlnXHHXfYWWed5QJq0DXXXGMNGza0unXr2pdffmn33HOPezw9bn51s8OGDStyOwAAAFBKgmtmZqa988479tBDD1lKSooLsm3atHHzLrjggiI3RLWuK1assI8//jhi/o033hj6++STT7aMjAzr3LmzrV271ho3bnzQctQjO3DgwNBl9bjWr1+/yO0CAABAYih0cJWzzz7bHUwVK7fccovrrV2wYIHVq1fvkLdt166d+3/NmjV5Btfk5GQ3AQAAoHQpUnCNlUAgYLfeeqtNmzbN5s2bZ8cff/xh77N8+XL3v3peAQAAUHYUOrjWqFHDjaUaTfMqV67sRhy47rrrrG/fvgUqD5g0aZJNnz7djeW6adMmNz8tLc2qVKniygF0fffu3e3oo492Na4DBgxwIw60atWqsE0HAABAWTs4a/jw4datWzc744wz3LzFixe7oa0URNetW2c333yz7du3z42/eihjxowJnWQg3Lhx41z41QkOZs+ebaNGjXJju6pWtUePHnb//fcXttkAAAAoa8FVB0/p7FnRZ6/629/+Zh988IG9+eabrjf02WefPWxwVanAoSio6iQFiU7rEX7SBB20llevNAAAAEpwHNeZM2daly5dDpqvI/11nWjX/nfffWdlhUKrRlsITtFn/gIAAEAcelx1cgANfaVa03CaFzxxgIKbalZRctoOmhCT5STt22NpYZc7DZlsgQqVYrLsZSN7x2Q5AACgbCp0cB0yZIirYZ07d26oxnXJkiX23nvv2QsvvOAua6isc889N/atBQAAQJlV6OCqulWd9vX5558Pnb2qWbNmrha1Q4cO7vKdd94Z+5YCAACgTCvSOK46LasmAAAAwIsTEOzevdv27NkTMa9atWpH2iagVIlV/XFx1iBTfwwAKJWjCuzatcudorV27dpu2CedkCB8AgAAABIiuA4aNMg+/PBDd/KA5ORke+mll2zYsGFWt25dmzAhdj1LAAAAwBGVCmjYKwVUne1Kp3U9++yz3WleGzZsaBMnTrRevXoVdpEAAABA7Htct23bZo0aNQrVs+qydOzY0RYsWFDYxQEAAADFE1wVWtetW+f+bt68ub3++uuhntjq1asXdnEAAABA8QRXlQd88cUX7u97773XRo8ebZUrV3Zn0lL9KwAAAJAQNa7hp3rt0qWLrVy50pYtW+bqXFu1ahXr9gEAAACF73Hdu3evde7c2VavXh2ap4OyLr/8ckIrAAAAEie4VqxY0b788sviaw0AAAAQqxrXa6+91saOHVvYuwFAhED5ipbVqmdo0mUAAGJa47pv3z57+eWXbfbs2da2bVt39qxwTz31VGEXCaAsSkqKyelqAQBlR6GD64oVK6xNmzbu72+//TbiuqSkpNi1DAAAADiS4Dp37tzC3gUAAAAo+RrXoDVr1tjMmTPt119/dZcDgcCRtwYAgBjT99POnTtDE99XQBnqcf3555/tyiuvdD2vKg3Q0Fg6m1a/fv2sRo0a9uSTTxZPSwEAKIKcnBzLzMwMXZ4+fbqlpqbGtU0ASqjHVScg0LBY69evt6pVq4bmX3XVVTZjxowiNgMAAACIcY/rBx984EoE6tWrFzG/adOm9v333xd2cQAAAEDx9Lhql0t4T2vQtm3bLDk5ubCLAwAAAIonuJ599tk2YcKE0GXVuR44cMCeeOIJO++88wq7OAAAAKB4SgUUUDt37mxLly61PXv22N13321ff/2163H95JNPCrs4AAAAoHiCa8uWLd2JB55//nk76qij3NAil19+ufXv398yMjIKuzgAAFCGBU//HH4ZiFlwlbS0NLvvvvuKclcAAID/h9M/oziDa5MmTezaa6+1Xr16uZEEfNV20P+r0z1SSfv2WFrY5U5DJsfkTbhsZO8jXgYAAECZPThLJQH/+te/rFmzZnb66afbM888Y5s2bSqe1gEAAABHcgKCJUuW2MqVK6179+42evRoq1+/vl144YURow0AAAAAcQ2uQSeccIINGzbMHaj10Ucf2datW61v374xbRwAAABwRAdnBS1evNgmTZpkr732mmVnZ9sVV1xxJIsDAAAAYhdc1cM6ceJEe/XVV23dunV2/vnn2+OPP+6GxEpNTS3s4gAACSgQCLgzJQalpKS4E84AgFfBtXnz5u6gLB2kdfXVV1udOnWKp2UAgLhRaM3MzAxdnj59Op0TAPwLrqtWrfJ6GCwAAACUkeAaDK3Lli2zb775xv3dokULa9OmTexbBwAAABR1VIEtW7bYeeed58oFbrvtNjeddtpp1rlzZzeyQGGMGDHCLUenjq1du7Zdeumlrkc33O7du11ZwtFHH+12U/Xo0cM2b95c2GYDAACgrAXXW2+91Xbu3Glff/21bdu2zU0rVqxwowooxBbG/PnzXShdtGiRzZo1y/bu3evGgw0/IEDjxr7zzjv2xhtvuNv/+OOP7kAwAAAAlC2FLhWYMWOGzZ4920488cTQPJUK6EQECp2FXVa48ePHu55XlSGcc845lpWVZWPHjnVDbmn0Ahk3bpx7bIXdM888s7DNBwAAQFnpcT1w4IBVrFjxoPmap+uOhIKq1KxZ0/2vAKte2C5dukSMatCgQQNbuHBhnsvIzc11vb/hEwAAAMpgcFXP5+233+522Qf98MMPbpe+6lyLSqH3jjvusLPOOstatmzp5m3atMkqVapk1atXj7ithuDSdfnVzaalpYUmnY4WAAAAZTC4Pv/8864X87jjjrPGjRu76fjjj3fznnvuuSI3RLWuqpWdPHmyHYnBgwe7ntvgtGHDhiNaHgAAADytcVUP5meffebqXFeuXOnmqeY0fHd+Yd1yyy327rvv2oIFC6xevXqh+enp6bZnzx7bvn17RK+rRhXQdXlJTk52EwAAAMp4cBWd9u+CCy5w05GeUlCjFEybNs3mzZvnem7DtW3b1tXOzpkzxw2DJRoua/369da+ffsjemwAAACU8uCqIa+aNGly0NBXKiFYs2aNjRo1qlDlARoxQKcS1FiuwbpV1aZWqVLF/d+vXz8bOHCgO2CrWrVqLugqtDKiQPEIlK9oWa16RlwGAADwssb1zTffdAdQRevQoYNNmTKlUMsaM2aMq0Pt1KmTZWRkhKbXXnstdJunn37aLr74YtfjqiGyVCIwderUwjYbBZWUZIEKlUKTLgMAAHjZ4/rzzz+7ntBo6g396aefCl0qcDiVK1d2Y8RqAgCgrNN3Z/iJelJSUlwJH1AWFLrHVWUC0ScOkPfff98aNWoUq3YBAIA8KLRmZmaGpvAQC5R2he5xVb2pRgHYunVr6GxWOnjqySefLFR9KwAAAFCswfX66693Z6caPny4Pfzww26exnRVvWrv3r0LuzgAAACg+IbDuvnmm92kXlcd/Z+amlqUxQAAAADFG1yDjjnmmCO5OwAAAFB8B2cBAAAA3vW4AgBQXNoOmhCT5STt22Phgzh2GjL5/8apjoFlIzm2AyhJ9LgCAADAC/S4Ah7hlLwAgLKsQMH12WefLfACb7vttiNpD4ACnJIXAICyqEDB9emnn464rGGwdu3aZdWrV3eXt2/fblWrVrXatWsTXAEAABC/Gtd169aFJp144JRTTrFvvvnGtm3b5ib93aZNm9AJCQAAAIC4H5w1ZMgQe+6556xZs2ahefpbvbL3339/rNsHAAAAFO3grI0bN9q+ffsOmr9//37bvHmzlUUcMAMAAJCAPa6dO3e2P/7xj/bZZ5+F5i1btsydArZLly5Wlg+YCU66DAAAgDgH15dfftnS09PttNNOs+TkZDedccYZVqdOHXvppZdi3DwAAACgiKUCxxxzjL333nv27bff2sqVK9285s2b2wknnFDYRQEAAADFfwICBVXCKgAAABI2uF5//fWHLSUAAACA3wKBgOXk5IQup6SkWFKcj+MpdHD95ZdfIi7v3bvXVqxY4U5CcP7558eybQCAQmg7aELMlpW0b4+lhV3uNGRyTM7atmxk7yNeBoCSodCamZkZujx9+nRLTU01r4LrtGnTDpp34MABN6pA48aNY9UuAAAA4MhGFchLuXLlbODAgQedGhYAAABIqOAqa9euzfPEBAAAAEBcSgXUsxpduKuzaf3rX/+yPn36xKRRAAAAwBEH188///ygMgGN7frkk08edsQBAAAAoMSC69y5c4v8YAAAAECJn4Bg69attmrVKvd3s2bNXK8rAAAAkDAHZ2lML5UEZGRk2DnnnOOmunXrWr9+/WzXrl3F00oAAACUeeWKcnDW/Pnz7Z133nEnHdCkAWk178477yyeVgIAAKDMK3SpwJtvvmlTpkyxTp06heZ1797dqlSpYldeeaWNGTMm1m0EAAAACt/jqnKAOnXqHDS/du3alAoAAAAgcYJr+/btbejQobZ79+7QvF9//dWGDRvmrgMAAAASolTgmWeesa5du1q9evWsdevWbt4XX3xhlStXtpkzZxZHGwEg4elkLDp4NSglJcWSkpLi2iYAsLIeXFu2bGmrV6+2iRMn2sqVK928nj17Wq9evVydKwCURQqtmZmZocs6aDU1NTWubQKA0qZI47hWrVrVbrjhhti3BgAAADiS4Pr2229bQf32t78t8G0BAACAmAbXSy+9tEALUz3X/v37C/zgAAAUt0D5ipbVqmfEZQCleFSBAwcOFGgqbGhdsGCBXXLJJe7MWwq9b731VsT11113nZsfPv3mN78p3BoCAMq2pCQLVKgUmnQZQBkZDivWBzNoZILRo0fnexsF1Y0bN4amV199tUTbCAAAAM8Ozvrwww/tlltusUWLFlm1atUirsvKyrIOHTq4s2adc845BX7wbt26uelQkpOTLT09vcDLBAAg0bQdNCFmy0rat8fSwi53GjL5/3qSY2DZyN4xWQ4Q9x7XUaNGuZEEokOrpKWl2R//+Ed7+umnY90+mzdvnjsrV7Nmzezmm2+2n3/++ZC3z83Ntezs7IgJAAAAZSi46iQDh6ovvfDCC23ZsmUWS3q8CRMm2Jw5c+zxxx+3+fPnux7aQ9XSjhgxwgXp4FS/fv2YtgkAAAAJXiqwefNmq1gx/yMxK1SoYFu3brVYuvrqq0N/n3zyydaqVStr3Lix64Xt3LlznvcZPHiwDRw4MHRZPa6EVwAAgDLU43rsscfaihUr8r3+yy+/tIyMDCtOjRo1slq1atmaNWsOWROrcobwCQAAAGUouHbv3t2GDBliu3fvPui6X3/91YYOHWoXX3yxFaf//e9/rsa1uAMyAAAAPC4VuP/++23q1Kl2wgknuNEFdLCUrFy50g1npbrT++67r1APvnPnzoje03Xr1tny5cutZs2abho2bJj16NHDjSqwdu1au/vuu61JkybWtWvXQj0OAAAAylBwrVOnjn366afuyH7VkQYCATdfJwVQkFR41W0KY+nSpXbeeeeFLgdrU/v06eOG1lL5wSuvvGLbt293JynQAWAPP/ywKwcAAABA2VLg4CoNGza09957z3755RfXU6rw2rRpU6tRo0aRHrxTp06hAJyXmTNnFmm5AAAAKOPBNUhB9fTTT499awAACSFQvqJlteoZcRkAvAyuAIBSLikpZmdjAoASH1UAAAAAiCeCKwAAALxAcAUAAIAXqHEFAACIAY2UlJOTE7qckpLihg1F7BBcAQAAYkChNTMzM3R5+vTplpqaGtc2lTaUCgAAAMALBFcAAAB4geAKAAAAL1DjCqDMajtoQsyWlbRvj6WFXe40ZHLMBvBfNrJ3TJYDAL6jxxUAAABeILgCAADAC5QKAAAAlBJtS3kJFD2uAAAA8ALBFQAAAF4guAIAAMALBFcAAAB4geAKAAAALxBcAQAA4AWCKwAAALxAcAUAAIAXCK4AAADwAsEVAAAAXiC4AgAAwAsEVwAAAHiB4AoAAAAvEFwBAADgBYIrAAAAvFAh3g0AAAAFFyhf0bJa9Yy4DJQVBFcAAHySlGSBCpXi3QogLigVAAAAgBcIrgAAAPACwRUAAABeILgCAADACwRXAAAAeIHgCgAAAC/ENbguWLDALrnkEqtbt64lJSXZW2+9FXF9IBCwBx54wDIyMqxKlSrWpUsXW716ddzaCwCHG1szODG2JgCUsuCak5NjrVu3ttGjR+d5/RNPPGHPPvusvfDCC/bvf//bUlJSrGvXrrZ79+4SbysAFGRszeCkywCAUnQCgm7durkpL+ptHTVqlN1///2WmZnp5k2YMMHq1KnjemavvvrqEm4tAAAA4ilha1zXrVtnmzZtcuUBQWlpadauXTtbuHBhvvfLzc217OzsiAkAAAD+S9jgqtAq6mENp8vB6/IyYsQIF3CDU/369Yu9rQAAACjDwbWoBg8ebFlZWaFpw4YN8W4SAAAASnNwTU9Pd/9v3rw5Yr4uB6/LS3JyslWrVi1iAgAAgP8SNrgef/zxLqDOmTMnNE/1qhpdoH379nFtGwAAAMrYqAI7d+60NWvWRByQtXz5cqtZs6Y1aNDA7rjjDnvkkUesadOmLsgOGTLEjfl66aWXxrPZAAAAKGvBdenSpXbeeeeFLg8cOND936dPHxs/frzdfffdbqzXG2+80bZv324dO3a0GTNmWOXKlePYagAAUJq0HTQhJstJ2rfH0sIudxoy+f/GdY6BZSN7x2Q5votrcO3UqZMbrzU/OpvWQw895CYAAACUbQlb4woAAACEI7gCAADACwRXAAAAeIHgCgAAAC8QXAEAAOCFuI4qAAAAgMQUKF/Rslr1jLgcbwRXAAAAHCwpKWbj0MYKpQIAAADwAsEVAAAAXiC4AgAAwAsEVwAAAHiB4AoAAAAvEFwBAADgBYIrAAAAvEBwBQAAgBcIrgAAAPACwRUAAABeILgCAADACwRXAAAAeIHgCgAAAC8QXAEAAOAFgisAAAC8QHAFAACAFwiuAAAA8ALBFQAAAF4guAIAAMALBFcAAAB4geAKAAAALxBcAQAA4AWCKwAAALxAcAUAAIAXCK4AAADwAsEVAAAAXiC4AgAAwAsEVwAAAHihQrwbAAAAUBoEyle0rFY9Iy4jtgiuAAAAsZCUZIEKleLdilItoUsFHnzwQUtKSoqYmjdvHu9mAQAAIA4Svsf1pJNOstmzZ4cuV6iQ8E0GAABAMUj4FKigmp6eHu9mAAAAIM4SulRAVq9ebXXr1rVGjRpZr169bP369Ye8fW5urmVnZ0dMAAAA8F9CB9d27drZ+PHjbcaMGTZmzBhbt26dnX322bZjx4587zNixAhLS0sLTfXr1y/RNgMAAKAMBtdu3brZFVdcYa1atbKuXbvae++9Z9u3b7fXX3893/sMHjzYsrKyQtOGDRtKtM0AAAAoozWu4apXr24nnHCCrVmzJt/bJCcnuwkAAAClS0L3uEbbuXOnrV271jIyMuLdFAAAAJSwhA6ud911l82fP9/++9//2qeffmqXXXaZlS9f3nr2/H9npQAAAEDZkNClAv/73/9cSP3555/tmGOOsY4dO9qiRYvc3wAAAChbEjq4Tp48Od5NAAAAQIJI6FIBAAAAIIjgCgAAAC8QXAEAAOAFgisAAAC8QHAFAACAFwiuAAAA8ALBFQAAAF4guAIAAMALBFcAAAB4geAKAAAALxBcAQAA4AWCKwAAALxAcAUAAIAXCK4AAADwAsEVAAAAXiC4AgAAwAsEVwAAAHiB4AoAAAAvEFwBAADgBYIrAAAAvEBwBQAAgBcIrgAAAPACwRUAAABeILgCAADACwRXAAAAeIHgCgAAAC8QXAEAAOAFgisAAAC8QHAFAACAFwiuAAAA8ALBFQAAAF4guAIAAMALBFcAAAB4geAKAAAALxBcAQAA4AWCKwAAALxAcAUAAIAXvAiuo0ePtuOOO84qV65s7dq1s8WLF8e7SQAAAChhCR9cX3vtNRs4cKANHTrUPvvsM2vdurV17drVtmzZEu+mAQAAoAQlfHB96qmn7IYbbrC+fftaixYt7IUXXrCqVavayy+/HO+mAQAAoARVsAS2Z88eW7ZsmQ0ePDg0r1y5ctalSxdbuHBhnvfJzc11U1BWVpb7Pzs7O+J2+3N/tUQX3eZDKU3r48O6lLb1YVtLbKVpfdjWEltpWh+2Nb/WJ3g5EAgc+o6BBPbDDz+o9YFPP/00Yv6gQYMCZ5xxRp73GTp0qLsPExMTExMTExOTeTVt2LDhkNkwoXtci0K9s6qJDTpw4IBt27bNjj76aEtKSiq2x9Uvhfr169uGDRusWrVq5rPStC7C+iSu0rQuwvokrtK0LsL6JK7StC4luT7qad2xY4fVrVv3kLdL6OBaq1YtK1++vG3evDlivi6np6fneZ/k5GQ3hatevbqVFL2opWFDLW3rIqxP4ipN6yKsT+IqTesirE/iKk3rUlLrk5aW5vfBWZUqVbK2bdvanDlzInpQdbl9+/ZxbRsAAABKVkL3uIp2+/fp08dOO+00O+OMM2zUqFGWk5PjRhkAAABA2ZHwwfWqq66yrVu32gMPPGCbNm2yU045xWbMmGF16tSxRKLyBI01G12m4KPStC7C+iSu0rQuwvokrtK0LsL6JK7StC6JuD5JOkIr3o0AAAAAvK5xBQAAAIIIrgAAAPACwRUAAABeILgCAADACwTXI7RgwQK75JJL3JkedGaut956y3w1YsQIO/300+2oo46y2rVr26WXXmqrVq0yX40ZM8ZatWoVGjRZY/++//77Vho89thjbnu74447zEcPPviga3/41Lx5c/PZDz/8YNdee607S1+VKlXs5JNPtqVLl5pvjjvuuINeG039+/c3H+3fv9+GDBlixx9/vHtdGjdubA8//PDhz4eewHR2Ib33GzZs6NapQ4cOtmTJEvP9+1KviUYQysjIcOvVpUsXW716tfm6PlOnTrULL7wwdObO5cuXWyJbcIj12bt3r91zzz3ucy0lJcXdpnfv3vbjjz+WeDsJrkdIY8q2bt3aRo8ebb6bP3+++3JatGiRzZo1y22oetNpHX1Ur149F/CWLVvmAsT5559vmZmZ9vXXX5vP9AX1t7/9zYVyn5100km2cePG0PTxxx+br3755Rc766yzrGLFiu7H0X/+8x978sknrUaNGubj9hX+uuizQK644grz0eOPP+5+xD7//PP2zTffuMtPPPGEPffcc+arP/zhD+51+cc//mFfffWV+5xWyNOPJ5+/L/W6PPvss/bCCy/Yv//9bxeQunbtart37zYf10fXd+zY0W1zPsg5xPrs2rXLPvvsM/cjUP8rlKtj67e//W3JN1TDYSE29HROmzYtUFps2bLFrdP8+fMDpUWNGjUCL730UsBXO3bsCDRt2jQwa9aswLnnnhu4/fbbAz4aOnRooHXr1oHS4p577gl07NgxUBppG2vcuHHgwIEDAR9ddNFFgeuvvz5i3uWXXx7o1atXwEe7du0KlC9fPvDuu+9GzG/Tpk3gvvvuC/j6fantKz09PTBy5MjQvO3btweSk5MDr776asDn7/9169a56z///PNAacozixcvdrf7/vvvAyWJHlfkKysry/1fs2ZN8512F06ePNn9ovT5dMHqEb/oootc74rvtAtQu5saNWpkvXr1svXr15uv3n77bXd2P/VKqszm1FNPtb///e/muz179tg///lPu/76692uQx9pN7pOE/7tt9+6y1988YXr3e/WrZv5aN++fe7zrHLlyhHztWvd570W69atcycZCv9s03nr27VrZwsXLoxr25B/RtDnQvXq1a0kJfyZsxAfBw4ccDVU2v3ZsmVL85V2oymoaldTamqqTZs2zVq0aGE+UvDWLhofatkOR19G48ePt2bNmrnd0cOGDbOzzz7bVqxY4WqsffPdd9+53dE6RfWf//xn9xrddtttVqlSJXfKal+pxm379u123XXXma/uvfdey87OdjXU5cuXd6Fv+PDh7seSj/T+0Gea6nRPPPFEdxbJV1991YW7Jk2amK8UWiX6rJi6HLwOiUPfqap57dmzpzuGpCQRXJFvz55ChM+/4EXBSAXx+mU4ZcoUFyJUy+tbeN2wYYPdfvvtrq4tuqfFR+G9XarVVZDVgSavv/669evXz3z8oace10cffdRdVo+r3j+q1fM5uI4dO9a9VuoZ95W2qYkTJ9qkSZNcXbU+D/SjXOvk62uj2lb1gh977LEujLdp08YFCNXzA8VNx79ceeWV7mA6/WAvaZQK4CC33HKLvfvuuzZ37lx3gJPP1OOlXoi2bdu6URNUeP7MM8+Yb/SFtGXLFvcFVaFCBTcpgOtABv2tXiSfaVfTCSecYGvWrDEf6Sjo6B9D6g3zufzh+++/t9mzZ7sDgXw2aNAg1+t69dVXuyOif//739uAAQPc54GvNDKC3v87d+50P2oXL17swoTKbnyVnp7u/t+8eXPEfF0OXof4C4ZWfT6oI6Wke1uF4IoQ/XpSaNXu9A8//NANH1PaqGcsNzfXfNO5c2dX9qDeouCkHj7t7tTf6nXxmb6A165d6wKgj1RSEz10nGoq1Yvsq3Hjxrl6XdVU+0xHQ5crF/lVp/eLPgt8p6Pu9Z7RqBYzZ850o6b4St83CqiqRw5SiYdGF/D5uITSGFpXr17tftRqmK94oFQgBl+44b1EKjBXkNABTQ0aNDDfygO0O2369OmujipYV6QCeRX++2bw4MFuN6deB417qHWbN2+e+4D3jV6P6FpjfWnpg8PHGuS77rrLjReoYKdxAIcOHerChHZ3+kg9eDoISKUC+mBXD9iLL77oJh8p1Cm4ale6evR9pu1MNa36HFCpwOeff25PPfWU29XuK32GqaNBpVD6/lGvsmp4+/btaz5/X6qE45FHHrGmTZu6IKuhl1TSoTHFfVyfbdu2ub0uwbFOgz9uFdATsRd55yHWRz+Qfve737njLLRHVnv5ghlB12vvZokp0TEMSqG5c+e64SCipz59+gR8k9d6aBo3blzARxoCp2HDhoFKlSoFjjnmmEDnzp0DH3zwQaC08Hk4rKuuuiqQkZHhXptjjz3WXV6zZk3AZ++8806gZcuWbvie5s2bB1588cWAr2bOnOne+6tWrQr4Ljs7271PGjRoEKhcuXKgUaNGbtio3NzcgK9ee+01tx56/2gIqf79+7uho3z/vtSQWEOGDAnUqVPHvY/0mZ3I2+Dh1kffnXldr+EAfVufdf//kF55TbpfSUrSPyUXkwEAAICiocYVAAAAXiC4AgAAwAsEVwAAAHiB4AoAAAAvEFwBAADgBYIrAAAAvEBwBQAAgBcIrgAAAPACwRUAypCkpCR766234t0MACgSgisAlIDrrrvOhcabbrrpoOv69+/vrtNtYuXBBx+0U045JWbLA4BEQHAFgBJSv359mzx5sv3666+hebt377ZJkyZZgwYN4to2APABwRUASkibNm1ceJ06dWponv5WaD311FND83Jzc+22226z2rVrW+XKla1jx462ZMmS0PXz5s1zPbRz5syx0047zapWrWodOnSwVatWuevHjx9vw4YNsy+++MLdTpPmBf3000922WWXufs1bdrU3n777RJ7DgDgSBBcAaAEXX/99TZu3LjQ5Zdfftn69u0bcZu7777b3nzzTXvllVfss88+syZNmljXrl1t27ZtEbe777777Mknn7SlS5dahQoV3LLlqquusjvvvNNOOukk27hxo5s0L0ih9sorr7Qvv/zSunfvbr169Tpo2QCQiAiuAFCCrr32Wvv444/t+++/d9Mnn3zi5gXl5OTYmDFjbOTIkdatWzdr0aKF/f3vf7cqVarY2LFjI5Y1fPhwO/fcc91t7r33Xvv0009d6YFum5qa6sJsenq6mzQvSLW0PXv2dIH40UcftZ07d9rixYtL9HkAgKKoUKR7AQCK5JhjjrGLLrrI7boPBALu71q1aoWuX7t2re3du9fOOuus0LyKFSvaGWecYd98803Eslq1ahX6OyMjw/2/ZcuWw9bLht8vJSXFqlWr5u4HAImO4AoAJUy79G+55Rb39+jRo4u8HAXaINWxyoEDBwp1v+B9C3I/AIg3SgUAoIT95je/sT179rieVdWuhmvcuLFVqlTJlRAE6XY6OEslAQWlZezfvz+m7QaAeKPHFQBKWPny5UO7/fV3OO26v/nmm23QoEFWs2ZNt9v/iSeesF27dlm/fv0K/BjHHXecrVu3zpYvX2716tWzo446ypKTk2O+LgBQkgiuABAHqivNz2OPPeZ23f/+97+3HTt2uCGvZs6caTVq1Cjw8nv06OGG2jrvvPNs+/btbiSDWJ7gAADiISmgowMAAACABEeNKwAAALxAcAUAAIAXCK4AAADwAsEVAAAAXiC4AgAAwAsEVwAAAHiB4AoAAAAvEFwBAADgBYIrAAAAvEBwBQAAgBcIrgAAADAf/H8W6l/5txoefQAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 5.5. Среднее значение облачности по месяцам\n",
|
||
"#Позволяет проанализировать сезонные тренды облачности.\n",
|
||
"#Позволяет быстро увидеть, в какие месяцы облачность выше или ниже.\n",
|
||
"plt.figure(figsize=(8, 5))\n",
|
||
"sns.barplot(x=df['Month'], y=df['Cloud coverage'], estimator=sum)\n",
|
||
"plt.title(\"Среднее значение облачности по месяцам\")\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"from sklearn.feature_selection import VarianceThreshold\n",
|
||
"\n",
|
||
"# Оставляем только числовые признаки\n",
|
||
"numeric_features = df.select_dtypes(include=[\"number\"])\n",
|
||
"\n",
|
||
"# Удаляем признаки с дисперсией ниже 0.01\n",
|
||
"selector = VarianceThreshold(threshold=0.01)\n",
|
||
"df_var = selector.fit_transform(numeric_features)\n",
|
||
"\n",
|
||
"# Получаем оставшиеся названия признаков\n",
|
||
"selected_features = numeric_features.columns[selector.get_support()]\n",
|
||
"df_selected = df[selected_features]\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Выбранные признаки: Index(['Cloud coverage', 'Visibility', 'Temperature', 'Relative humidity',\n",
|
||
" 'Wind speed'],\n",
|
||
" dtype='object')\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.feature_selection import SelectKBest, f_regression\n",
|
||
"\n",
|
||
"# Убираем столбец с датами и выбираем только числовые признаки\n",
|
||
"X = df.select_dtypes(include=[\"number\"]).drop(columns=[\"Solar energy\"]) \n",
|
||
"y = df[\"Solar energy\"] # Целевая переменная\n",
|
||
"\n",
|
||
"# Отбор 5 лучших признаков\n",
|
||
"selector = SelectKBest(score_func=f_regression, k=5)\n",
|
||
"X_new = selector.fit_transform(X, y)\n",
|
||
"\n",
|
||
"# Выводим выбранные признаки\n",
|
||
"selected_features = X.columns[selector.get_support()]\n",
|
||
"print(\"Выбранные признаки:\", selected_features)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Новые лучшие признаки: Index(['Cloud coverage', 'Temperature', 'Dew point', 'Station pressure',\n",
|
||
" 'Altimeter'],\n",
|
||
" dtype='object')\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"from sklearn.feature_selection import RFE\n",
|
||
"from sklearn.linear_model import LinearRegression\n",
|
||
"\n",
|
||
"model = LinearRegression()\n",
|
||
"rfe = RFE(model, n_features_to_select=5)\n",
|
||
"X_rfe = rfe.fit_transform(X, y)\n",
|
||
"\n",
|
||
"selected_features = X.columns[rfe.support_]\n",
|
||
"print(\"Новые лучшие признаки:\", selected_features)\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"\n",
|
||
"DataFrame с добавленным признаком 'Temp_Cloud':\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Date</th>\n",
|
||
" <th>Cloud coverage</th>\n",
|
||
" <th>Visibility</th>\n",
|
||
" <th>Temperature</th>\n",
|
||
" <th>Dew point</th>\n",
|
||
" <th>Relative humidity</th>\n",
|
||
" <th>Wind speed</th>\n",
|
||
" <th>Station pressure</th>\n",
|
||
" <th>Altimeter</th>\n",
|
||
" <th>Solar energy</th>\n",
|
||
" <th>Month</th>\n",
|
||
" <th>Temp_Cloud</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2016-02-01</td>\n",
|
||
" <td>0.10</td>\n",
|
||
" <td>9.45</td>\n",
|
||
" <td>3.11</td>\n",
|
||
" <td>0.32</td>\n",
|
||
" <td>79.46</td>\n",
|
||
" <td>4.70</td>\n",
|
||
" <td>29.23</td>\n",
|
||
" <td>30.02</td>\n",
|
||
" <td>20256</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>0.3110</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2016-02-02</td>\n",
|
||
" <td>0.80</td>\n",
|
||
" <td>3.94</td>\n",
|
||
" <td>6.99</td>\n",
|
||
" <td>6.22</td>\n",
|
||
" <td>93.60</td>\n",
|
||
" <td>13.29</td>\n",
|
||
" <td>28.91</td>\n",
|
||
" <td>29.70</td>\n",
|
||
" <td>1761</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>5.5920</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2016-02-03</td>\n",
|
||
" <td>0.87</td>\n",
|
||
" <td>8.70</td>\n",
|
||
" <td>1.62</td>\n",
|
||
" <td>0.02</td>\n",
|
||
" <td>85.00</td>\n",
|
||
" <td>16.73</td>\n",
|
||
" <td>29.03</td>\n",
|
||
" <td>29.82</td>\n",
|
||
" <td>2775</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>1.4094</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2016-02-04</td>\n",
|
||
" <td>0.37</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>-2.47</td>\n",
|
||
" <td>-5.89</td>\n",
|
||
" <td>74.52</td>\n",
|
||
" <td>9.46</td>\n",
|
||
" <td>29.46</td>\n",
|
||
" <td>30.26</td>\n",
|
||
" <td>28695</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>-0.9139</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2016-02-05</td>\n",
|
||
" <td>0.52</td>\n",
|
||
" <td>9.21</td>\n",
|
||
" <td>-2.00</td>\n",
|
||
" <td>-4.15</td>\n",
|
||
" <td>82.03</td>\n",
|
||
" <td>5.92</td>\n",
|
||
" <td>29.55</td>\n",
|
||
" <td>30.35</td>\n",
|
||
" <td>9517</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>-1.0400</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>632</th>\n",
|
||
" <td>2017-10-25</td>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>5.87</td>\n",
|
||
" <td>2.89</td>\n",
|
||
" <td>82.33</td>\n",
|
||
" <td>5.56</td>\n",
|
||
" <td>29.04</td>\n",
|
||
" <td>29.83</td>\n",
|
||
" <td>13737</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>1.3501</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>633</th>\n",
|
||
" <td>2017-10-26</td>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>10.59</td>\n",
|
||
" <td>5.32</td>\n",
|
||
" <td>72.74</td>\n",
|
||
" <td>9.61</td>\n",
|
||
" <td>28.97</td>\n",
|
||
" <td>29.76</td>\n",
|
||
" <td>27465</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>0.1059</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>634</th>\n",
|
||
" <td>2017-10-27</td>\n",
|
||
" <td>0.89</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>5.79</td>\n",
|
||
" <td>0.04</td>\n",
|
||
" <td>67.37</td>\n",
|
||
" <td>13.62</td>\n",
|
||
" <td>29.08</td>\n",
|
||
" <td>29.87</td>\n",
|
||
" <td>15797</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>5.1531</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>635</th>\n",
|
||
" <td>2017-10-28</td>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>9.67</td>\n",
|
||
" <td>3.43</td>\n",
|
||
" <td>-0.11</td>\n",
|
||
" <td>77.87</td>\n",
|
||
" <td>9.67</td>\n",
|
||
" <td>29.15</td>\n",
|
||
" <td>29.94</td>\n",
|
||
" <td>6400</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>3.3957</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>636</th>\n",
|
||
" <td>2017-10-29</td>\n",
|
||
" <td>0.58</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>4.96</td>\n",
|
||
" <td>-0.90</td>\n",
|
||
" <td>67.58</td>\n",
|
||
" <td>5.53</td>\n",
|
||
" <td>29.07</td>\n",
|
||
" <td>29.86</td>\n",
|
||
" <td>8537</td>\n",
|
||
" <td>10</td>\n",
|
||
" <td>2.8768</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>637 rows × 12 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Date Cloud coverage Visibility Temperature Dew point \\\n",
|
||
"0 2016-02-01 0.10 9.45 3.11 0.32 \n",
|
||
"1 2016-02-02 0.80 3.94 6.99 6.22 \n",
|
||
"2 2016-02-03 0.87 8.70 1.62 0.02 \n",
|
||
"3 2016-02-04 0.37 10.00 -2.47 -5.89 \n",
|
||
"4 2016-02-05 0.52 9.21 -2.00 -4.15 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"632 2017-10-25 0.23 10.00 5.87 2.89 \n",
|
||
"633 2017-10-26 0.01 10.00 10.59 5.32 \n",
|
||
"634 2017-10-27 0.89 10.00 5.79 0.04 \n",
|
||
"635 2017-10-28 0.99 9.67 3.43 -0.11 \n",
|
||
"636 2017-10-29 0.58 10.00 4.96 -0.90 \n",
|
||
"\n",
|
||
" Relative humidity Wind speed Station pressure Altimeter Solar energy \\\n",
|
||
"0 79.46 4.70 29.23 30.02 20256 \n",
|
||
"1 93.60 13.29 28.91 29.70 1761 \n",
|
||
"2 85.00 16.73 29.03 29.82 2775 \n",
|
||
"3 74.52 9.46 29.46 30.26 28695 \n",
|
||
"4 82.03 5.92 29.55 30.35 9517 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"632 82.33 5.56 29.04 29.83 13737 \n",
|
||
"633 72.74 9.61 28.97 29.76 27465 \n",
|
||
"634 67.37 13.62 29.08 29.87 15797 \n",
|
||
"635 77.87 9.67 29.15 29.94 6400 \n",
|
||
"636 67.58 5.53 29.07 29.86 8537 \n",
|
||
"\n",
|
||
" Month Temp_Cloud \n",
|
||
"0 2 0.3110 \n",
|
||
"1 2 5.5920 \n",
|
||
"2 2 1.4094 \n",
|
||
"3 2 -0.9139 \n",
|
||
"4 2 -1.0400 \n",
|
||
".. ... ... \n",
|
||
"632 10 1.3501 \n",
|
||
"633 10 0.1059 \n",
|
||
"634 10 5.1531 \n",
|
||
"635 10 3.3957 \n",
|
||
"636 10 2.8768 \n",
|
||
"\n",
|
||
"[637 rows x 12 columns]"
|
||
]
|
||
},
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df[\"Temp_Cloud\"] = df[\"Temperature\"] * df[\"Cloud coverage\"]\n",
|
||
"print(\"\\nDataFrame с добавленным признаком 'Temp_Cloud':\")\n",
|
||
"df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# 7\n",
|
||
"plt.figure(figsize=(8, 5))\n",
|
||
"sns.histplot(df[\"Solar energy\"], bins=30, kde=True)\n",
|
||
"plt.title(\"Распределение целевой переменной (Solar Energy)\")\n",
|
||
"plt.xlabel(\"Solar Energy\")\n",
|
||
"plt.ylabel(\"Частота\")\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"sns.boxplot(x=df[\"Month\"], y=df[\"Solar energy\"])\n",
|
||
"plt.title(\"Распределение Solar Energy по месяцам\")\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 29,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Размер X_train: (509, 9)\n",
|
||
"Размер X_test: (128, 9)\n",
|
||
"Размер y_train: (509,)\n",
|
||
"Размер y_test: (128,)\n",
|
||
"Обучающая выборка X:\n",
|
||
" Cloud coverage Visibility Temperature Dew point Relative humidity \\\n",
|
||
"596 0.51 9.54 21.65 19.60 86.48 \n",
|
||
"327 0.99 4.35 3.37 2.59 93.07 \n",
|
||
"362 0.86 9.79 -0.89 -3.04 83.23 \n",
|
||
"231 0.00 10.00 21.45 14.17 65.31 \n",
|
||
"210 0.03 9.46 25.51 22.76 81.85 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"71 0.00 9.96 5.66 -2.00 57.98 \n",
|
||
"106 0.94 9.99 12.06 8.45 75.51 \n",
|
||
"270 0.05 8.69 13.19 11.15 84.47 \n",
|
||
"435 0.43 9.99 10.52 6.62 74.04 \n",
|
||
"102 0.32 9.63 14.82 9.57 71.09 \n",
|
||
"\n",
|
||
" Wind speed Station pressure Altimeter Temp_Cloud \n",
|
||
"596 1.03 29.14 29.94 11.0415 \n",
|
||
"327 4.87 29.41 30.21 3.3363 \n",
|
||
"362 11.92 29.04 29.83 -0.7654 \n",
|
||
"231 4.00 29.27 30.06 0.0000 \n",
|
||
"210 2.56 29.39 30.19 0.7653 \n",
|
||
".. ... ... ... ... \n",
|
||
"71 6.92 28.64 30.31 0.0000 \n",
|
||
"106 6.82 29.39 30.19 11.3364 \n",
|
||
"270 11.16 29.36 30.15 0.6595 \n",
|
||
"435 7.05 29.42 30.22 4.5236 \n",
|
||
"102 11.18 29.20 29.99 4.7424 \n",
|
||
"\n",
|
||
"[509 rows x 9 columns]\n",
|
||
"\n",
|
||
"Тестовая выборка X:\n",
|
||
" Cloud coverage Visibility Temperature Dew point Relative humidity \\\n",
|
||
"260 0.41 10.00 21.60 16.70 69.82 \n",
|
||
"228 0.49 9.02 21.93 20.61 89.81 \n",
|
||
"31 0.99 5.36 1.38 0.08 92.85 \n",
|
||
"507 0.69 9.10 25.16 22.15 80.29 \n",
|
||
"503 0.42 10.00 23.05 17.81 72.26 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"416 0.57 10.00 5.17 -1.25 63.72 \n",
|
||
"174 0.18 6.63 26.85 24.31 85.34 \n",
|
||
"274 0.00 9.43 19.78 14.83 72.04 \n",
|
||
"518 0.12 9.99 25.84 19.04 65.02 \n",
|
||
"261 0.58 9.48 15.53 12.06 75.97 \n",
|
||
"\n",
|
||
" Wind speed Station pressure Altimeter Temp_Cloud \n",
|
||
"260 11.90 29.00 29.78 8.8560 \n",
|
||
"228 6.83 29.22 30.01 10.7457 \n",
|
||
"31 9.17 29.22 30.01 1.3662 \n",
|
||
"507 11.25 29.06 29.85 17.3604 \n",
|
||
"503 10.31 28.95 29.74 9.6810 \n",
|
||
".. ... ... ... ... \n",
|
||
"416 12.39 29.44 30.24 2.9469 \n",
|
||
"174 8.08 29.16 29.97 4.8330 \n",
|
||
"274 9.72 29.19 29.98 0.0000 \n",
|
||
"518 3.42 29.25 30.04 3.1008 \n",
|
||
"261 6.59 28.98 30.06 9.0074 \n",
|
||
"\n",
|
||
"[128 rows x 9 columns]\n",
|
||
"\n",
|
||
"Обучающая выборка y:\n",
|
||
"596 16174\n",
|
||
"327 14258\n",
|
||
"362 10091\n",
|
||
"231 33103\n",
|
||
"210 30348\n",
|
||
" ... \n",
|
||
"71 38978\n",
|
||
"106 12923\n",
|
||
"270 21889\n",
|
||
"435 21140\n",
|
||
"102 32097\n",
|
||
"Name: Solar energy, Length: 509, dtype: int64\n",
|
||
"\n",
|
||
"Тестовая выборка y:\n",
|
||
"260 9249\n",
|
||
"228 11245\n",
|
||
"31 2916\n",
|
||
"507 8129\n",
|
||
"503 10744\n",
|
||
" ... \n",
|
||
"416 12225\n",
|
||
"174 29696\n",
|
||
"274 19233\n",
|
||
"518 12268\n",
|
||
"261 8060\n",
|
||
"Name: Solar energy, Length: 128, dtype: int64\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"#8\n",
|
||
"from sklearn.model_selection import train_test_split\n",
|
||
"df = df.drop(columns=[\"Date\"])\n",
|
||
"df = df.drop(columns=[\"Month\"])\n",
|
||
"y = df[\"Solar energy\"]\n",
|
||
"# Удалим целевую переменную\n",
|
||
"X = df.drop(columns=[\"Solar energy\"])\n",
|
||
"\n",
|
||
"\n",
|
||
"# Разбиение (80% train, 20% test)\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
|
||
"# Вывод размеров получившихся выборок\n",
|
||
"print(f\"Размер X_train: {X_train.shape}\")\n",
|
||
"print(f\"Размер X_test: {X_test.shape}\")\n",
|
||
"print(f\"Размер y_train: {y_train.shape}\")\n",
|
||
"print(f\"Размер y_test: {y_test.shape}\")\n",
|
||
"print(\"Обучающая выборка X:\")\n",
|
||
"print(X_train)\n",
|
||
"print(\"\\nТестовая выборка X:\")\n",
|
||
"print(X_test)\n",
|
||
"print(\"\\nОбучающая выборка y:\")\n",
|
||
"print(y_train)\n",
|
||
"print(\"\\nТестовая выборка y:\")\n",
|
||
"print(y_test)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 30,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Лабораторная работа 2\n",
|
||
"from sklearn.preprocessing import StandardScaler\n",
|
||
"from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n",
|
||
"\n",
|
||
"# Модели машинного обучения\n",
|
||
"from sklearn.neighbors import KNeighborsRegressor\n",
|
||
"from sklearn.tree import DecisionTreeRegressor\n",
|
||
"from sklearn.ensemble import RandomForestRegressor\n",
|
||
"from catboost import CatBoostRegressor\n",
|
||
"from tensorflow import keras\n",
|
||
"from tensorflow.keras import layers\n",
|
||
"from tensorflow.keras.callbacks import EarlyStopping\n",
|
||
"from sklearn.model_selection import GridSearchCV, RandomizedSearchCV, KFold\n",
|
||
"from sklearn.neural_network import MLPRegressor\n",
|
||
"cv = KFold(n_splits=5, shuffle=True, random_state=42)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 31,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"scaler = StandardScaler()\n",
|
||
"X_train = scaler.fit_transform(X_train)\n",
|
||
"X_test = scaler.transform(X_test)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 32,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Best KNN: {'metric': 'manhattan', 'n_neighbors': 9, 'weights': 'distance'} Best R²: 0.5997970934180643\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Knn\n",
|
||
"knn_params = {\n",
|
||
" 'n_neighbors': [3, 5, 7, 9],\n",
|
||
" 'weights': ['uniform', 'distance'],\n",
|
||
" 'metric': ['euclidean', 'manhattan']\n",
|
||
"}\n",
|
||
"knn_grid = GridSearchCV(KNeighborsRegressor(), knn_params, cv=cv, scoring='r2', n_jobs=-1)\n",
|
||
"knn_grid.fit(X_train, y_train)\n",
|
||
"print(\"Best KNN:\", knn_grid.best_params_, \"Best R²:\", knn_grid.best_score_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 33,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Best Decision Tree: {'max_depth': 5, 'min_samples_leaf': 1, 'min_samples_split': 10} Best R²: 0.5280947664997903\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Дерево решений\n",
|
||
"dt_params = {\n",
|
||
" 'max_depth': [3, 5, 10, 15],\n",
|
||
" 'min_samples_split': [2, 5, 10],\n",
|
||
" 'min_samples_leaf': [1, 2, 5]\n",
|
||
"}\n",
|
||
"dt_grid = GridSearchCV(DecisionTreeRegressor(random_state=42), dt_params, cv=cv, scoring='r2', n_jobs=-1)\n",
|
||
"dt_grid.fit(X_train, y_train)\n",
|
||
"print(\"Best Decision Tree:\", dt_grid.best_params_, \"Best R²:\", dt_grid.best_score_)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 34,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Best Random Forest: {'max_depth': 5, 'min_samples_split': 2, 'n_estimators': 300} Best R²: 0.6187133517738269\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Случайный лес\n",
|
||
"rf_params = {\n",
|
||
" 'n_estimators': [100, 200, 300],\n",
|
||
" 'max_depth': [5, 10, 15],\n",
|
||
" 'min_samples_split': [2, 5, 10]\n",
|
||
"}\n",
|
||
"rf_grid = GridSearchCV(RandomForestRegressor(random_state=42), rf_params, cv=cv, scoring='r2', n_jobs=-1)\n",
|
||
"rf_grid.fit(X_train, y_train)\n",
|
||
"print(\"Best Random Forest:\", rf_grid.best_params_, \"Best R²:\", rf_grid.best_score_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 35,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Best CatBoost: {'learning_rate': 0.05, 'iterations': 500, 'depth': 4} Best R²: 0.6299719921075985\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Градиентный бустинг\n",
|
||
"cat_params = {\n",
|
||
" 'iterations': [100, 500, 1000],\n",
|
||
" 'learning_rate': [0.01, 0.05, 0.1],\n",
|
||
" 'depth': [4, 6, 8]\n",
|
||
"}\n",
|
||
"cat_grid = RandomizedSearchCV(CatBoostRegressor(verbose=0, random_state=42), cat_params, cv=cv, scoring='r2', n_jobs=-1, n_iter=10)\n",
|
||
"cat_grid.fit(X_train, y_train)\n",
|
||
"print(\"Best CatBoost:\", cat_grid.best_params_, \"Best R²:\", cat_grid.best_score_)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 36,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Best MLP: {'hidden_layer_sizes': (50, 50), 'alpha': 0.01, 'activation': 'relu'} Best R²: 0.5965653040697775\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"c:\\Users\\Cyber\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (5500) reached and the optimization hasn't converged yet.\n",
|
||
" warnings.warn(\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Нейронная сеть\n",
|
||
"mlp_params = {\n",
|
||
" 'hidden_layer_sizes': [(50,), (100,), (50, 50)],\n",
|
||
" 'activation': ['relu', 'tanh'],\n",
|
||
" 'alpha': [0.0001, 0.001, 0.01]\n",
|
||
"}\n",
|
||
"mlp_grid = RandomizedSearchCV(MLPRegressor(max_iter=5500, random_state=42), mlp_params, cv=cv, scoring='r2', n_jobs=-1, n_iter=10)\n",
|
||
"mlp_grid.fit(X_train, y_train)\n",
|
||
"print(\"Best MLP:\", mlp_grid.best_params_, \"Best R²:\", mlp_grid.best_score_)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 37,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1000x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Сравнение моделей\n",
|
||
"models = [\"KNN\", \"Decision Tree\", \"Random Forest\", \"CatBoost\", \"Neural Network\"]\n",
|
||
"scores = [\n",
|
||
" knn_grid.best_score_,\n",
|
||
" dt_grid.best_score_,\n",
|
||
" rf_grid.best_score_,\n",
|
||
" cat_grid.best_score_,\n",
|
||
" mlp_grid.best_score_\n",
|
||
"]\n",
|
||
"\n",
|
||
"plt.figure(figsize=(10, 5))\n",
|
||
"sns.barplot(x=models, y=scores)\n",
|
||
"plt.ylabel(\"R2 Score\")\n",
|
||
"plt.title(\"Сравнение моделей машинного обучения\")\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 38,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"KNN Evaluation: {'MAE': 5624.312844378996, 'MSE': 52628541.95378907, 'RMSE': 7254.553187742789, 'MAPE': 57.016212798366915, 'R2': 0.5205766248191097}\n",
|
||
"Decision Tree Evaluation: {'MAE': 6544.274212495669, 'MSE': 72505216.39614122, 'RMSE': 8514.999494782205, 'MAPE': 64.36422779585003, 'R2': 0.33950867205516044}\n",
|
||
"Random Forest Evaluation: {'MAE': 5957.481368202981, 'MSE': 57083326.41963124, 'RMSE': 7555.350846891973, 'MAPE': 58.33936689696595, 'R2': 0.4799954548867801}\n",
|
||
"CatBoost Evaluation: {'MAE': 5757.159191346015, 'MSE': 56801877.489929676, 'RMSE': 7536.70203006127, 'MAPE': 50.9276005052821, 'R2': 0.48255933355051084}\n",
|
||
"MLP Evaluation: {'MAE': 5387.200249664025, 'MSE': 49763833.12361723, 'RMSE': 7054.348525811383, 'MAPE': 47.60781980960901, 'R2': 0.5466728897978624}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Лабораторная работа №3 - Оценка моделей\n",
|
||
"knn_best = knn_grid.best_estimator_\n",
|
||
"dt_best = dt_grid.best_estimator_\n",
|
||
"rf_best = rf_grid.best_estimator_\n",
|
||
"cat_best = cat_grid.best_estimator_\n",
|
||
"mlp_best = mlp_grid.best_estimator_\n",
|
||
"def evaluate_model(model, X_test, y_test):\n",
|
||
" y_pred = model.predict(X_test)\n",
|
||
" mae = mean_absolute_error(y_test, y_pred)\n",
|
||
" mse = mean_squared_error(y_test, y_pred)\n",
|
||
" rmse = np.sqrt(mse)\n",
|
||
" mape = np.mean(np.abs((y_test - y_pred) / y_test)) * 100\n",
|
||
" r2 = r2_score(y_test, y_pred)\n",
|
||
" return {'MAE': mae, 'MSE': mse, 'RMSE': rmse, 'MAPE': mape, 'R2': r2}\n",
|
||
"\n",
|
||
"models = {'KNN': knn_best, 'Decision Tree': dt_best, 'Random Forest': rf_best, 'CatBoost': cat_best, 'MLP': mlp_best}\n",
|
||
"\n",
|
||
"for name, model in models.items():\n",
|
||
" results = evaluate_model(model, X_test, y_test)\n",
|
||
" print(f\"{name} Evaluation: {results}\")\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 39,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 800x500 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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8A2BN2syI9VyezjJkhKlbPNjlQRVP43PRDk+1jhlQ83eVE0T5Ovh/ft4zmkTHoJr78GwPf7/5XdG8eXNX/zBlhAE1R3/53Jy0yANO/kxGgRs/Y576j7+D6WHfetPn7vh41n4Mlvldw5F0plSkV73Geq/5ujJ6rz19P3gKlN0DdW/qrfO7hSk5PPAM9u+He9ut1yKioFokHZzdzWCZoy78Y8mZ7hxdskqKcWSIQTL/8FoVL3jq0Mqh5ilBjjrxdD5HqNwx4MoorYS5fTwdy+CMpav4uJmNDnmLI0Mc8WUeMwO6zHBkkn/IGExb+YaeqlJY1R28XWWMZeSIQbK3OIrGswa1a9c27WG6RkYrprFSBStD8PXyVG56rLYzbcMXrBFpBtOsHMP8fI7+ZZQ+wxxyVrTgAQ/THBgMept65A9sd+pKKbzN/GmeYeB7kJO+s87sMDjNDH+nmA/PfmTqibf42eLvJfNjeZaC5S/5mXBnpfswHzi11Pumh6Pa/F1l0GeVgrQel/n/qfOqvX3cQOEINYNW5p0ztcoq+ejP3xNrrop14JkZHpxwsIEHVqz4kVklnkBg29mmYM9/kNChoFokAzxlzMCN5d44cszT+lZwy/SNRx991HyxMvBljWP3pXYZSPMUJ085u4/8MI80s0Vi3Ec+OMLKAJgj51kdqfOEBwocJeTCBhkFeVnF3FWOvPK1udcMtvCUNye1WTj6zmCDNaxTT4a0UgMy6hf2PQNznipPL3eUJfR4psDTCGXqNAGOgnM/jhqnxvcvK0sSM5DiH31+Vjjq7Cn1g6f+GaCmxoM4jhjylLh7TjODNL5vnuob+wMDK46uuuNt3s/XZ70XfA8YbPHswUcffZTmcRiIp16cgyPU/Bzy85J64mZ6eODKsxL8nKU+2ODjeRrxtNrIgwDm41p1h93rSVtnH9zrohPPGvBsTmo8WE6N7yWXrSZrkm56j8vPFyfEhhqe+bEmZ6cXsPLAgwf7/E7iXIvU+NlM/XrTY41mW5MPM8PvCuaBs6xjKPQfv+OYQ+7NQaFEDuVUi3gxYs3JhvzDzT+IzHVlAMHRT/6BZtUPTxUFGBAxAOD+HNXjqX+OZHEyFP/gplfdIjUGAjxVy9FyjiZxJDMnGIByQpyVpuIrnITGQMmaNc+RO44Oc+Rr+/btJrBif1lLEnOkigcmDHzZhxx9Yr/wDxX/YDNw4/b0sM8ZsDKHvVu3bmb0P/VkIr5WVgrwVIHFnVWZhPmafK+Yw8761wyWOJmLbecBk7d9z7xd5kVzgirfO76u1H98GRgyh5fpD/yMMVhhsMcKC+wDnkVwz/9lrXMefDDwyaz2uC9wZJDvDQNLvj/87PO0P/OGU1eLYd/xM8W0Br5nzGPmASUDD45qslKItSIpAyOmV/AAga+DZx/cWQdI3I+sxTf4ueL7wDMPnKzIHHmmI/A5ODmWaRwZ1SxmmhNTNZgSwXkKfG+sgx2eceLBINO8+F7xLBQPorkIEX/33TEdjM/HM1BM92KQzdQvHgQyXYrpO9bBBi9sL1OceEaLbWX9a362eTYqmPharfeEB7zMr2b6E+d+sA+sANsdP49sN0e0GRTzO4m/x1aVII7A86DCfUJyevh55ncb89GZouUNTn7MbAJkajzYSa89/Lxkt861tTx5oOpkS5gIdk0/kXCTXp1qT1jX9amnnnJcdtllppZqhQoVHA899JCpf+qpJq2nurKWQYMGmW2vvvpqjupUs5bsxo0b02xPXac6I57qVFvWrFnjuOOOO0z9ZdZwLVasmKNevXqORx991PHLL7+k2Z+Pwdq2rNmcJ08eR7ly5RydO3d2fPvtt14938SJE822Rx55JE1fNGrUyNQF9tQPnt6/rVu3Onr16mXeF7alcOHCplbx//73P/O6soI1iK16z8OGDfP42Xj66acdrVu3Nq+Zz8ea4ax3PGPGjDTtZpvS+2z4o041+5y1h7lPvnz5TB3vW2+91WNdYTpy5Ihj+PDhpqZw3rx5Hfnz5zef+7vuussxe/bsNO3y5pL688g+mTJliuPqq682bWKtcj5H3759HTt37kzzujzp2LGj2TZv3rwUNdP5PvD9Zg1m/vzixYs9flbmzp1r9uV7xVrJbAfrFbPmfOp61gcOHDA1qfm7EBcXZz5LkydPdmzfvt1jfelA1ql2v/C9Zdv4XWXVw/dUp9qya9cuxwMPPOD6XuPPV6tWzdG7d2/HkiVLHN7q16+f+T7as2dPhnWqM5NRneqMLtZrS69OdUaaNm3qKFGihPk9FrFE8Z9gB/YiIhIauOIfR52tHHpf48gzR/8zW4bd2/0kfDF1jme4+DnLLEUrlDCvn2fj2O6RI0cGuzkSQpRTLSIiIgHHwJTzUTiBlGli4YKLZnGuhvuy6SKknGoREQkY5qAyh9dX+0l440RjVhjiWQlvV68NJk7G5MEAz6T4Y5VbCW9K/xARkYClf4iI2JWCahERERGRHFJOtYiIiIhIDimoFhERERHJIU1U9BOuIsbFAFjcnoXxRURERCS0MAua1We4IJv7KrbZoaDaTxhQly9fPtjNEBEREZFM/P3332bl1ZxQUO0nHKG23iQupettqZ6FCxeaZWJjYmL83MLwpX7yjvrJO+on76mvvKN+8o76yTvqJ//204kTJ8wgqBW35YSCaj+xUj4YUGclqI6Pjzf76xcnfeon76ifvKN+8p76yjvqJ++on7yjfgpMP/kiVVcTFUVEREREckhBtYiIiIhIDimoFhERERHJIeVUB7mMy4ULF3Dx4kVXPlDu3LmRmJjouk/SUj95R/3k235ijl50dHRA2yYiIuFDQXWQnD9/Hnv37sWZM2dSBNmlSpUyFUNU2zp96ifvqJ9820/cxnJL+fPnD2j7REQkPCioDtLCMDt27DCjXiw2nidPHvMHm/efOnXK/NHOaQFyO1M/eUf95Lt+YuB98OBB7Nq1C5dddplGrEVEJA0F1UEapeYfctZFZPkXC+/jtri4OAVBGVA/eUf95Nt+Kl68OP7880+TLqKgWkREUtNf2iBSoCMSPpRCIyIiGVFUJyIiIiKSQwqqRURERERySEG1iIiIiIhdg+rx48ebHMZBgwa57mMd2f79+6No0aJmpn7nzp2xf//+FD+3c+dOtGvXzkwALFGiBIYMGWJqQbtbvnw56tWrh9jYWFSpUgVvv/12muefPHkyKlWqZCYvNWrUCGvWrPHjqw0f9913Hzp27Jjivr/++sv0k3JORUREJFKFZFC9du1avP7666hVq1aK+x988EF88cUXmDVrFlasWIE9e/agU6dOru1cuIEBNWfyf/fdd5g+fboJmEeOHOnah6XsuE+zZs3w448/mqC9d+/eWLBggWufjz76CIMHD8aoUaOwfv161K5dG23atMGBAwcC1APhZcSIEQqoRUREJKKFXFDNerF333033nzzTRQuXNh1//Hjx/HWW2/h+eefR/PmzVG/fn1MmzbNBM+rV682+yxcuBA///wz3nvvPdSpUwdt27bF2LFjzagzA2167bXXULlyZTz33HOoVq0aBgwYgC5duuCFF15wPRefo0+fPujRoweqV69ufoYj31OnTk233efOncOJEydSXIjltzxdWPeWpbzcL7wPp0/DceoUkk+eTHs5cyblz3jax7qcPp35vqme35sL2+je9p9++gnvv/++6UdKvT9H+xlwu19mz57t2s6zCP/3f/9n3pO8efOaA5iZM2e6trOvevbs6dpetWpVvPjii+a53NuxdOnSNM9TqFAh1/bu3bujQ4cO6b4uHkDxM+N+n/WYR44ccd3HA7oaNWqYsxx8bc8++2yKnzl79iweeughlC1bFvny5TNnOfg4GfVp6nZblwceeCBFPz7xxBO44447zOPy8SdNmpTicdjOXr16mdJvCQkJaNGiBTZt2pTms+bpuXjw6P4ahg4dako+Wmdz+PvoqU8OHz5sDn7vvfdec1DL++bNm4frrrvO9D/PKvEg9rfffnM9/tatW837zLNNvHBf/g5b2zP7+e3bt6dps9VH/D12f53unzW+htT9ytf68MMPm9/zAgUKZPp+sS/T+52OlEtG32u6qJ/UT+qnpDDsJ9vWqWZ6B/+ItmzZEk8++aTr/nXr1pkXzvstV1xxBSpUqIBVq1bh6quvNtc1a9ZEyZIlXftwhLlfv37YsmUL6tata/ZxfwxrHyvNhME3n2vYsGEpSt/xZ/iz6Rk3bhzGjBmT5n4G+u61qIlLInMFNx5AWMG+pVC5cuk+R1KrVjg9c6brdsGyZRHltiKjuwvXXotTc+e6bidUqYJchw+n2OfY0aPpPle6bUhKMoGwddDA9Jobb7zRBKRk3W9hIPLYY4+hW7durveMgYy1H4NSBqq8vvTSS81BEvdl4Hjttdea52OQyAOaIkWK4PvvvzdnLBhw3Xrrra7nOX36tOssB4OjOXPmmPfE/eDGvd2eDooYFLpvt1a7PHnypPkM8MwGg9pHH33UPDdTghiQ8f296667zL4M2Bg0MoArXbo05s6di5tuugnffvuteX3p4YEfg2ALg1R+Nqz2sB/ZR3ztfE4GfvzMMrjmWRdiOhTTcHhQwqCaZ2mYqvPDDz+kOEB1f77du3eba/af9Vw8iOFrYwrWlVdeadJ7GDxzu3uf8P88U8Tgm8Es76NDhw7hP//5jzn44OPyoInt+Oabb0w/8jJ8+HDTH+xzHsSyX9m/3vw8f2+s99z9/WIfMUXM/T7rs8Z9ecaKQbx7v1rv15QpUzJ9v/hzfLyvv/46TUpZpFm0aFGwmxAW1E/eUT95R/3kn35yX9naVkH1hx9+aEafGBiltm/fPrPyIIMpdwyguc3axz2gtrZb2zLah39k+Qfz6NGj5g+9p334xzc9DMKZMmLh4zHYaN26tQlw3PEPP5dE5h94BkEWM1KdAQbjqR8rPdGp9vWUnuHtY7mLiYlxtYPBBYM7jlZv27bN42MymGWwwlXoLBxx5n4MZBmM8cCjcePGZhtHPXlQw7MNPNNADI4tPGji83366acm+LZeF9tFHMlmQM58em6z2uPebk84IssFPdy3WwdDDNJ5/xtvvGHOkvDsBzEvn+lEDFD79u1r8vk5as8FQrhSJnFElqlKH3/8MZ566ql0+5UHWe59xOfm591qD4PJa665xoyoW8/NfmKbOAK/cuVK87vDzzdfC/FA58svvzSpTffff7+5j31O/Gzy+ax+Y5/xuX799VdzQMKfsQ4+3dOwrD5h2xj4s2/42qznpHvuuSfFa2MaFn9/uBohg3Q+D0e/icEp/8+DKeu1Zvbz1jLhVpst7CP+PrnfZ33WGLgzSOfzWf1qvV98D/k6eMno/eLvLR+vSZMmKX5vIwl/n/kHq1WrVq7PjqSlfvKO+sk76if/9lN6g21hHVQzyOSoETskHP9gMahwDywsfGNTv7kM2hnwWaN27iNtx3btMn/wPS0MExUdjSj3+zPI8eZ+Kfb980+fLD5jpQvwZzkCzbQKBis8Pe/pMZkmULBgwRT3W6+bp/F5hMgzBalHBHlWwfoZBq0cqWYQxAMfbmdwbbWDOHrJ/zPQcu9X65r7MsBk3/L94BkOft44KmttZ6qEe0DG98m9vTyoYgDr/lqYpsB0FB4Q8WwIf4aj8e4YyDKNIaP+Tv1ZsNrkfh+D6tS3J06caO5j29kHHNV3x/5iP1s/x4NG4sFp6n7iZePGjebggqPfntpr3ceAesmSJebsDANNd/wscFSYZxU46szPNTEodg/QGRwzUOVBFw+SrMfO7Oet/dj37m3kZyl1n/H/PNDgwRsPPPieW/tY7xfTwLx5v3ibP+vpdzrSqA+8o37yjvrJO+on//STL/s0ZIJqjrpxIiBH4Cz8g8fRUOaOcuSMwdSxY8dSjFaz+gdH+YjXqat0WNVB3PdJXTGEtxlMMThgQMGLp32sx/CrfPmcF28CXu6Xlcf1IY5mbtiwwaQapIdBEN8z5kN7Yp3GZ7DLNAZ31gEKz14w3YE58BzN5mjihAkT0qTicNIqRzMzClwZKL766qvmaJZ5u5ygyuC8YcOGrlHuzz//3LU/g7rUo6YZ4evhZ4ef5dTLWFujq/7C52Zwyso2FgajvL+cW0oRA2xK7z1JHSCnh4HqJ598YtJemArDfrS0b98eFStWNCkwHLFnOzjCnDrViekeDPJ5JoIHaNZkYW9/nhOK3QPipk2bemzr448/jq5du5pR6NR9xveJZ8Z48MH3yPr8+Pv9EhER+wmZoNqaVOWOEwU56vfII4+Y09U8muDoGHNHiSkHHL20Ugd4zVO2DM55+p848s2AmRORrH0YULnjPtZj8NQwJ0HyeazScfyjztvWZLxIx4MdBioDBw5MEbClxtPoDNIaNGjgcTvfEwbPfA9vuOEGj/swt5Ujsv/973/TBIbuGBhxdDsjHMW20g4YjDFnmKkkVlDN997abh0UuOPPsD2p23f55Zeb4IzPz77h5+/666+Hr1kTct1vW0ElD0YZ6DLFhRP2rM8tT2u5j77zPeH29N43Bsf8Oe6Xeu6BOx58XHLJJa4JvWwLn5u51/y9ZEBs9QFHiD2x+tqaJMpRaY4Ee/vz/E5wf7/4/KkxcGcqh5We5M79/WLAnd4ZIhERkbAKqjkCydGo1EEQT8Na97OyAfOWOWGNfwAZ1DEY5iRFYv4yAzWemuZoJoMMToji5Edr5JO5rxz5ZnUDnvpnTjBHWzlaauFzMK2BweBVV11lTrFzohODBwEWL15sUnTcJ3Om9scff5iglekSPLvgjrc56sj3nKPQnHzHQI6n81nlhYEq31++B8z7feedd8woJkdX3333XRNAM33DGm3kJLMZM2aYkcuMWBPZrJFqBoCpP3MZYVUPBuDMqb799tvNaDk/S6+88orZzuCalWuY682RdQZtBw8eNAdkTFvgBNycYL/wc82DPR4IcoKn9bllAMzfBW7jPmwLDwp4RoFt5eeYASZTaTj6bs0xYPuIfcEAkwE3+52/Gy+99JIJNjlRkYHnbbfd5moLfweJ7zFfG6/5u8YJkfydZa43R855wMSJne44ms7n4kRApgcxhYQBcrFixcx7lNnPZwUnd/J9s3Lc3VnvF2uvs7IKD97YD756v0REJMI4QtgNN9zgeOCBB1y3z5496/jvf//rKFy4sCM+Pt5x6623Ovbu3ZviZ/78809H27ZtHXnz5nUUK1bM8dBDDzmSkpJS7LNs2TJHnTp1HHny5HFccskljmnTpqV57pdfftlRoUIFs89VV13lWL16dZbafvz4cc46NNep8XX8/PPP5trdxYsXHUePHjXXoap79+7mdY0bNy7F/XPmzDH3WypWrGhup3fhe0DJycmOiRMnOqpWreqIiYlxFC9e3NGmTRvHihUrzPbExETHfffd5yhYsKCjUKFCjn79+jkeeeQRx5VXXmn6afbs2Y7q1as73nzzzRTt4XvKn0ndbl5y587tqFKlimPSpEmu7aNGjXLUrl07xWOwjdyf74nl448/Ns/HtvLz8cwzz6T4mfPnzztGjhzpqFSpktmndOnS5nO6cePGdPuUz8H+y+izz/4cM2aMo2vXruazX6pUKceLL76Y4mdOnDjhGDhwoKNMmTLmucuXL2/25++E9TwZXXbs2GH24+fywQcfNG3n5599NXXq1HT7ZPny5Y64uDjHpk2bzO1FixY5qlWr5oiNjXXUqlXLbHd/jXzPuJ0/U6RIEfP76t4/mf0828nbGzZsSPH62UcvvPBCin5lP506dSrdfuX7NWLECPNeZvZ+pfd7G0nYX59++qm5lvSpn7yjfvKO+sm//ZRRvJZVUfwn2IG9HfG0OyfoceTVU/UPVhzgyKv7pEz30/XhfhqaI54ckbRSEdxxNJXl4NLLgc2MnfrJW+xH9pn7CqNZ7SemVqT36870C04W9PR+2Z23n6f0fm8jiXWWh2UHNWEqfeon76if7NdPJxOTsOvoWZxKvID8cblRrnBeFIiLCel+yiheC9v0D7EXVqFIPVnPwhQB5i9LYKUuE+mOqRfpvV8iIiKZ2Xn4DGZv2IX9J5ylW6lkQiw61S2HCkVTrtdhVwqqxS881Rq3cCVMCTwrjzq9PHkREZHsjlDPThVQE2/z/l7XVQ7YiHUwKagWCQNcUEZERCQUMeVjf6qA2sL7ub1aafsH1ZGRkCoiIiIifsEc6pxstwsF1UGkOaIi4UO/ryIinnFSYk6224WC6iCwZqVyWWURCQ/Wio6a0CkikhKrfJRMcK4Hkhrv53avcPDiQviOakfGoUOI4R9lLrXOBTUoPj7elDtjaS/+4WbprkgpFZcd6ifvqJ9810/chwvl8HfV08qNIiKRjJMQO9Ut57n6R71y3k1STE4G+vfnamTAjBlcJhfhJvxabBOlSpUy11ZgbZ1ePnv2rFnam0G2eKZ+8o76ybf9xICbK3mqL0VE0qpQNN5U+chWnWoG1H37Am++CfA7tl8/oFkzhBsF1UHCP8xchrlEiRKmYDnx+uuvv0aTJk1CvsB7MKmfvKN+8m0/sba6RvxFRNJXIC4m61U+GFD36QNMncrRC+Dtt8MyoCYF1SGQCmLlaPL6woULZrU2BUHpUz95R/3kHfWTiEiQXLwI9OoFTJ/uDKjffRe46y6EKwXVIiIiIhL4gPq++4D33uPoBvD++8DttyOcKagWERERkcDasgX4+GPnhMQPPgC6dDErM2YrJztEKKgWERERCZJwDySzrVYt4PPPgZMngU6dsPPwGc/VQ+qWM5Mgw4GCahEREZEgsEMgmSVJScDu3UClSs7brVq5DixS9wPxNu9nVZFwONDQVHYRERGRAMsskOR2Wzl/3pkzffXVwNatKTZxpD51P1h4P7eHAwXVIiIiIgFml0DS64D6ttuAOXOAY8eAv/5KsZmpLxnJbHuoUPqHiIiISIDZJZDM1LlzZhIi5s4FYmOBzz4D2rRJsQtzyTOS2fZQoZFqERERkQCzSyCZocRE4NZbnQF1XBzwxRdpAmri5EzmknvC+7k9HCioFhEREQkwuwSS6Tp7FujYEfjqKyBvXuDLL10TE1PjJEROzkzdH2bSZr1yYTFJkWxwGCQiIiISXqxA0mP1jzAKJDOs9HH0KBAf7wyomzbNcHdWO2GVj3AuL6igWkRERCQI7BBIpishAViwANi2DWjUyKsf4euuVjp8X7uCahEREZEgCfdAMoVTp5z503fc4bxdqJDXAbUdKKgWERERkZw5eRJo1w745hvg0CFgwABEGgXVIiIiIpJ9J04AN90EfPutM+2jYUNEIgXVIiIiIpI9x48DbdsCq1Y50z0WLlRQLSIiIiLiNa6OyLrTa9YAhQsDixcD9eohUimoFhEREZGsLz3eujWwdi1QpIgzoK5bF5FMi7+IiIiISNbkyeNcfrxYMWDp0ogPqElBtYiIiIhk3dChwC+/ALVrB7slIUFBtYiIiIhk7uBBoGdPZ7UPC0eqxVBOtYiIiIhk7MABoEULYPNmZ8WPTz4JdotCjkaqRURERCR9+/YBzZo5A+rSpYH/+79gtygkaaRaRCRCnUxMwq6jZ3Eq8QLyx+VGucJ5zZLJIiIue/cCzZsDW7cCZcsCy5YBl10W7FaFJAXVIiIRaOfhM5i9YRf2nzjnuq9kQiw61S2HCkXjg9o2EQkRu3c7A+pffwXKl3cG1JdeGuxWhSylf4iIROAIdeqAmnib93O7iEQ4hwO44w5nQF2hArB8uQLqTCioFhGJMEz5SB1QW3g/t4tIhIuKAl5/HWjUCFixArjkkmC3KOQp/UNEJMIwhzon20XExi5eBKKjnf+vXh1YtcoZYEumNFItIhJhOCkxJ9tFxKZ27ABq1nSukGhRQO01BdUiIhGGVT44KdET3s/tIhJhtm8HmjZ1rpD40ENAcnKwWxR2FFSLiEQYls1jlY/UgbWp/lGvnMrqiUSa338HbrgB2LkTqFoVmDcPyKUQMat0jk9EJAKxbF6v6yqrTrVIpGN1Dy7ssmcPUK2aM/WjVKlgtyosKagWEYlQDKCrlVYQLRKxuKAL61BzgZcaNZwBdYkSwW5V2NLYvoiIiEgkeuklZ0DNyYlc2EUBdY5opFpEREQkEr34IpCQADz8MFCsWLBbE/Y0Ui0iIiISKf7669/KHjExwPjxCqh9REG1iIiISCT48UegXj3gv/9VyTw/UFAtIiIiYnfr1zsnJR45AmzYAJw5E+wW2Y6CahERERE7++EHoEUL4OhR4OqrgYULgfz5g90q21FQLSIiImJX338PtGwJHDsGXHMNsGABULBgsFtlSwqqRUREROxo1SqgdWvg+HHguuuA+fOd1T7ELxRUi4iIiNjR/v3A6dPOJci/+gooUCDYLbI11akWERERsaOOHZ35040aAfnyBbs1tqeRahERERG7WLnSWYvawoofCqgDQkG1iIiIiB0sXerMoW7WDNizJ9itiTgKqkVERETC3eLFQLt2wNmzQNWqQJEiwW5RxFFQLSIiIhLOmDfdvj2QmOgMrOfMAeLigt2qiKOgWkRERCRcsarHLbc4A2oG1p98ooA6SBRUi4iIiISjJUucFT7OnXNef/wxEBsb7FZFLJXUExEREQlHNWsCVaoAV1wBfPghEBMT7BZFNAXVIiIiIuGoRAlgxQrnsuMKqINO6R8iIiIi4YI501On/nu7WDEF1CFCI9UiIiIi4WDWLODOO4HkZODSS53Lj0vICKmR6ldffRW1atVCQkKCuTRu3BhfcVbrP5o2bYqoqKgUl759+6Z4jJ07d6Jdu3aIj49HiRIlMGTIEFy4cCHFPsuXL0e9evUQGxuLKlWq4O23307TlsmTJ6NSpUqIi4tDo0aNsGbNGj++chEREZH0RX30kTOgvngR6NYNuO66YDdJQjmoLleuHMaPH49169bhhx9+QPPmzdGhQwds2bLFtU+fPn2wd+9e12XChAmubRcvXjQB9fnz5/Hdd99h+vTpJmAeOXKka58dO3aYfZo1a4Yff/wRgwYNQu/evbFgwQLXPh999BEGDx6MUaNGYf369ahduzbatGmDAwcOBLA3RERERIByK1Ygunt3Z0Ddowfw1ltAdHSwmyWhHFS3b98eN910Ey677DJcfvnleOqpp5A/f36sXr3atQ9HoEuVKuW6cETbsnDhQvz888947733UKdOHbRt2xZjx441o84MtOm1115D5cqV8dxzz6FatWoYMGAAunTpghdeeMH1OM8//7wJ3nv06IHq1aubn+HzTnXPYRIRERHxs6h330W9iRMRxZSP3r2BKVMUUIeokM2p5qjzrFmzcPr0aZMGYnn//fdN0MyAmkH4iBEjTMBLq1atQs2aNVGyZEnX/hxh7tevnxntrlu3rtmnZcuWKZ6L+3DEmhh8c6R82LBhru25cuUyP8OfTc+5c+fMxXLixAlznZSUZC7esPbzdv9IpX7yjvrJO+on76mvvKN+Cp9+OnUuCbuPJeJ04gXki8uNsoXikD82hCb9rV+P3L17I8rhQBID6kmTnKPVvIhPPk++/PyFXFC9adMmE0QnJiaaUeo5c+aY0WK66667ULFiRZQpUwYbN27EI488gm3btmH27Nlm+759+1IE1GTd5raM9mEQfPbsWRw9etQE9J722bp1a7rtHjduHMaMGZPmfo6eW0G/txYtWpSl/SOV+sk76ifvqJ+8p77yjvop/PrpD4QYhwPVO3ZE7sREbOTy4/PnB7tFtvs8nTlzxr5BddWqVU2u8/Hjx/Hxxx+je/fuWLFihQms77//ftd+HJEuXbo0WrRogT/++AOXchZsEHFkm3nYFgbp5cuXR+vWrVOkqGR2tMQPQ6tWrRCj8jjpUj95R/3kHfWT99RX3lE/hX4/cYT6nVV/4eBJZ2qou+IF8qBb44rBHbFmqkcuZ4ZuUqtWzn5q3VqfJz98nqzMAlsG1Xny5DEVOah+/fpYu3YtXnzxRbz++utp9mVVDvr9999NUM2UkNRVOvbv32+uuc26tu5z34eBb968eREdHW0unvaxHsMTVhLhJTW+sVn9JcjOz0Qi9ZN31E/eUT95T33lHfVT6PbTvkNnse/kBY9Ty3g/L9XyZ+0ss89Mngx88QXw6adAXJzzvqgofZ68lNV+8mWfhtRERU+Sk5NT5Cq744g2ccSamDbC9BH3Kh08amHAbKWQcJ8lS5akeBzuY+VtM6hnMO++D9vA2+653SIiIhKeTiVeyNF2v3npJWDAAIAVyd5/PzhtEHuMVDOFghU7KlSogJMnT2LGjBmmpjTL3THFg7dZHaRo0aImp/rBBx9EkyZNTG1rYqoFg+d7773XlNpj/vTw4cPRv39/1ygy61pPmjQJQ4cORc+ePbF06VLMnDkTX375pasdTONg2kmDBg1w1VVXYeLEiWbCJKuBiIiISHjLH5c7R9v9glXIrDTSRx4BevYMfBvEPkE1R5i7detm6k8XLFjQBMsMqJkf8/fff2Px4sWuAJf5yp07dzZBs4VpG3PnzjXVPjiqnC9fPhMcP/HEE659WE6PATQDcqaVsDb2lClTTAUQy+23346DBw+a+tYMzFmeb/78+WkmL4qIiEj4KVc4L0omxGL/ibRnwnk/twfUs88CQ4Y4///448DYsSblQ8JLSAXVb7GYeToYRHPCYmZYHWTevHkZ7sOVGTds2JDhPqxfzYuIiIjYS4G4GHSqWw6zN+xKEVgzoO5Ur5zZHjDjx/NUvfP/XKxu9GgF1GEqpIJqERERkUCoUDQeva6rjF1Hz5ocaqZ8cIQ6oAE1y/0yqCaW5XVbAVrCj4JqERERiUgMoKuVDmJFDVYV46TEr7/+N/1DwpaCahEREZFAcTiA3buBcuWct1ke+J8SwRLeQr6knoiIiIhtAuoRI4ArrwR++CHYrREfU1AtIiIiEoiA+rHHgKeeAo4fB77/PtgtEh9T+oeIiIjY2snEpOBOSGRAzdrTzzzjvP3ii0D//oF7fgkIBdUiIiJiWzsPn/FcOq9uOVMBxO8BNwPqhx5yLu5CkyYpoLYpBdUiIiJiSwyYUwfUxNu8v0PtMvjspz3pBtw+CagffNA5Mk2vvsqlnXP+uBKSlFMtIiIitsQRaE+rJlrb1v51NN2AmwF5jiUlAT//7Pz/G28ooLY5jVSLiIiILTGlIz2nz13AsdPnPW5jYM2gO8c1rPPkAT79FFi2DGjXLmePJSFPI9UiIiKSIxzV/WXvCazdccRc+2SU1weYI52epIvJiI2JzlZAnqHkZGD2bGfqB8XHK6COEBqpFhEREb9NBAwmTjpkWzylgFQoEo/zFy5mKyDPMKDu0weYOhV4/HHgySez/hgStjRSLSIiIn6ZCBjsEWtW8WBwz8DaHW/f3agCEpOSPf4ctzMgz5KLF4GePZ0Bda5cQPXqOWm6hCGNVIuIiIjPJwL6LC85hzha3uu6yh7L5nWoE+15lL1euayV1WNAfd99wHvvAdHRwPvvA7ff7p8XJCFLQbWIiIhkS2Z5x9nOS/YxBsiegvuMAm6vXbgAdOsGfPABkDu387pLF9++AAkLCqpFREQkWzLLO85WXnKIBNxe4WRE94B65kzg1lt93UQJE8qpFhERkRxNBPRZXnK4iYoCWrYEYmOBTz5RQB3hFFSLiIiIzycCZjkvOVxxcuLvvwO33BLslkiQhf55GREREQlZPslLDifnzgHDhgGPPgqUKOG8r1y5YLdKQoCCahEREQleXnI4SUx0TkL88ktg5Upg9Wpn+TwRBdUiIiIiXgbUzJmePx+IiwP+7/8UUEsKCqpFREREMnL2LNCxI7BwIZA3LzB3LtC8ebBbJSFGQbWIiIhIes6cATp0ABYvBuLjnakfTZsGu1USghRUi0jI41LHETMJSkRCS//+zoA6Xz7gq6+A66/36cPr+80+FFSLSEjbefiM52WE65YzVQdERPxq9Ghg3Trg1VeBa6/16UPr+81elGEvIiGLIzip/+AQb/N+bhcR8TmulGipWBH48UefB9T6frMfBdUiErJ4SjT1HxwL7+d2ERGfOnHCOQlxzpx/7/NDlQ99v9mPgmoRCVnMMczJdhEJTRyF3bb/pPk/r0NmVPb4ceDGG4Hly4G+fYFTp/z2VPp+sx/lVItIyOKknZxsF5HQY+URHzpxFg2jgQ/X/I1iCXmDn0d87BjQpg2wZg1QuLBzUmL+/H57On2/2Y9GqkUkZHEWPCfteML7uV1EwkfI5hEfPQq0auUMqIsWBZYuBerV8+tT6vvNfhRUi0jIYlkpjl6l/sNjZsfXK6eyUyJhJiTziI8cAVq2BH74AShWzBlQ16ljq+83Hqz8svcE1u44Yq5DJt3GZnRuQURCGk8H97qusuq4ithASOYRv/46sH49ULy4M6C+8kpbfb+pbF/gKKgWkZDHPzDVSiuIFgl3IZlH/MgjzvSP++4Dqle31fdbZuk2DOg1QOE7Sv8QERGRgAiZPOLDh4GkpH/L5U2YEJSAOiLTbWxMQbWIiIhEzjyJffucS43ffTdwwd5l60Iy3cbGlP4hIiIiAc8j/uvQSfyx7k/ccVV5VCxWIDAB9Z49zoVdtm1zLvLCALtcOdhVSKbb2Jh6U0T8hvl8mmAoIqnxe6BqyQL4AzDXMTEB+F7YvRto1gz47TegfHlg2TJbB9Tu6TaeUkBUts/3FFSLiF9oxrmIhIy//3YG1H/8AVSs6AyoK1dGpKTbePwuVllSn1NQLSI+pxnnIhIydu50BtTbtwOVKjkDal5HCJUlDRwF1SISlBnnKpEnIgGxY4czl/qSS5wBdYUKiDQqSxoYCqpFxOc041xEQsYNNwBffQVUqZJhDrXmgEhOKagWEZ/TjHMRCSrmTp8792/t6aZNM9xdc0DEF1SnWkTsu8CDiHiNI7W/7D2BtTuOmGveDkus7sEgmqXztm7N8RyQsO0HCTgNF4mIz2nGuUh4sc1ILetPM5hmDjVHqQsVyvRHNAdEfEVBtYj4hWaci4QH21Tr4ag0q3xwQZcaNYClS4ESJTL9Mc0BEV9RUC0ifqMZ5yKhzxYjtT//7Byh3r8fqFkTWLIEKF48rOaAaKJk+FNQLSIiEsHCfqSWI9TMoT54EKhTB1i0CChWzOtANRRWHcwo/aZ0ggLrcKGgWkREJIKFykhttpUu7VwdkeXyFi8GihTJUp54sOeAZJZ+0/1qey+lbich/psiIiIi/hQKI7U5UrAgsGABkJzsCqizmicezDkgmaXf7D6W6Pc2iG+opJ6IiEgEs0ZqU5fBDOlqPevXAy+99O9tVvn4J6D2Nk/c8xyQBDSsXMRcB+p1Z5ZeczrU02/ERSPVIiIiES6sqvWsXQu0bg0cOwYULQrcfXdY54lnll6TL9TTb8RF75SIiIiER7We778H2rQBjh8HrrkGaN8+7PPEM0u/KVsoDn8EpWWSVUr/EBERkdC3apVzhJoB9fXXA/PnAwkJIbeqa1ZXpsws/SZ/bIgf6IhL6ByqiYiIiHjy7bdA27bAyZPADTcAc+cC+fOnu3uwKnpkd2XKjNJvkpK0THq4UFAtIiIioYtLjt94I3DqlHOBl88/B/LlC7k88ZyuTBkW6TeSIQXVIiIiErrKlAFGjgQWLgQ++wyIT3/EN5iBqi1WppQcUVAtIkGjZXlFJF0OBxAV5fz/kCHAgw8CuUM3bAmniiO+oO/vtEL30ykitpbd3EORcKUgJAu41Pi4ccCnn/47GTGEA+pwqziSU/r+9kzVP0Qk4DLLPcxstrxIOAYhb63cgXdW/YXZG3aba97m/ZIKV0dkqbxly5yBdZgIZsWRQNL3d/oUVItIwGVntTORcKUgJAvmzQM6dADOnQNuuQUYPRrhIixXpswGfX+nzz7nIkQkbERa7qFENk1g8xLL5HXuDJw/D9x6K/Dhh0CePGGVjmNVHNl+8DQOnjyHPNG5UCIhFoXj7fP+6vs7fQqqRSTgIin3UERBiBdY1aNrV4A1mRlYf/ABEBMTljnBR08nYdm2A7bNN9b3d5ikf7z66quoVasWEhISzKVx48b46quvXNsTExPRv39/FC1aFPnz50fnzp2xf//+FI+xc+dOtGvXDvHx8ShRogSGDBmCCxdSfmEtX74c9erVQ2xsLKpUqYK33347TVsmT56MSpUqIS4uDo0aNcKaNWv8+MpFIkuk5B6KkIKQTCQmAgMHOgPq227ze0Dtz3ScSEj10fd3mATV5cqVw/jx47Fu3Tr88MMPaN68OTp06IAtW7aY7Q8++CC++OILzJo1CytWrMCePXvQqVMn189fvHjRBNTnz5/Hd999h+nTp5uAeSTrW/5jx44dZp9mzZrhxx9/xKBBg9C7d28s4MSIf3z00UcYPHgwRo0ahfXr16N27dpo06YNDhw4EOAeEbGnSMk9FCEFIZmIi3MuOd6/P/D++34NqP2dExwJ+cb6/k5fSB0et+dsXzdPPfWUGb1evXq1CbjfeustzJgxwwTbNG3aNFSrVs1sv/rqq7Fw4UL8/PPPWLx4MUqWLIk6depg7NixeOSRRzB69GjkyZMHr732GipXroznnnvOPAZ/fuXKlXjhhRdM4EzPP/88+vTpgx49epjb/Jkvv/wSU6dOxaOPPhrwfhGxo0CvdiYSLMFaMjvkHTr07/+rVwcmTQr7dJxISfXR93cYBNXuOOrMEenTp0+bNBCOXiclJaFly5aufa644gpUqFABq1atMkE1r2vWrGkCagsD5X79+pnR7rp165p93B/D2ocj1sRRbj7XsGHDXNtz5cplfoY/m55z586Zi+XEiRPmmm3mxRvWft7uH6nUT/bpp7hooEqxlKN0gW5vOPRTqFBfZb+fSifEoPvV5bD7WCJOJ15AvrjcKFsoDvljYyKyP6M+/BC5//tfFBs6FEmtWgX0ufPGANFIznB7dt8Tfzx2qP7ehcL3ty/6yZdtDrmgetOmTSaIZv4086bnzJmD6tWrm1QNjjQXKlQoxf4MoPft22f+z2v3gNrabm3LaB8GwWfPnsXRo0dNQO9pn61bt6bb7nHjxmHMmDFp7ufoOfO7s2IRi95LptRP3lE/eUf95D31lW/66Q9EpnKc1/TSS4hKTkbp1auD8nlqGJ3+tj/W/Zmj98Zfj63fO//005kzZ+wbVFetWtUE0MePH8fHH3+M7t27m/zpUMeRbeZhWxikly9fHq1btzaTLr09WuKHoVWrVojxc05ZOFM/2aOfTp1L8jhqF2ih3k+hRH3lHfVT+qLeeQfRL76IKIcDF3r0wKb27YPST7uOnMXnG3fj4MnzrvuKF8iDW2qXzXGOu68fW58n//aTlVlgy6Cao9GsyEH169fH2rVr8eKLL+L22283qRnHjh1LMVrN6h+lSpUy/+d16iodVnUQ931SVwzhbQa+efPmRXR0tLl42sd6DE9YSYSX1PjGZvWXIDs/E4nUT+HbT6G4xG0o9lOoUl95R/2UytSpQJ8+gMMB9O0Lx8SJZoJiMPqpcskY9Lw+r19ygv312Po8+aeffNmnIVX9w5Pk5GSTq8wAmy98yZIlrm3btm0zJfSYLkK8ZvqIe5UOHrUwYGYKibWP+2NY+1iPwaCez+W+D9vA29Y+IpJ9kVBySkRSefNNoFcvZ0DNKh+vvMIJS0FtEoPcaqUT0LByEXPty0l2/nxsCV25Qy2Fom3btmby4cmTJ02lD9aUZrm7ggULolevXibFokiRIiZQHjhwoAl0OUmRmGrB4Pnee+/FhAkTTP708OHDTW1raxS5b9++mDRpEoYOHYqePXti6dKlmDlzpqnuYeFzMO2kQYMGuOqqqzBx4kQzYdKqBiIi2afV5UTsJdOVCRlIWwNV//sfwBHqqKjQaqOI3YJqjjB369YNe/fuNUE0F4JhQM38GGLZO1bi4KIvHL1m1Y5XeLT7D6ZtzJ0711T7YLCdL18+Exw/8cQTrn1YTo8BNGteM62EpfqmTJniKqdHTDU5ePCgqW/NwJyl+ebPn59m8qKIZF2klJwSJwUz9uZVKhcD6HffBW66Cbj33oAH1KGYbib2FFJBNetQZ4SrG3KlQ17SU7FiRcybNy/Dx2natCk2bNiQ4T4DBgwwFxHxLa0uFzkUzER2Ktf957cj/sbWzjQP5q126xZybWStZR3kScTkVIuIvWh1ucig3PnITuWq8v4UxLdrC/Tr50z/CJJIWOFQQoeCahEJKC1xGxoY1P6y9wTW7jhirn0d5CqYsb/0UrWu/3Qabn77GeeNEiUQTEo3k0DSeVYRCTgtcWv/tAwFM/bnKVXrhtlv4cb3XzT/Pzj4URTnnKYA51C7U7qZBJJGqkUkKFRyyt5pGQpmIi+Vq9nHb7gC6lXdBiLuqeAG1KR0MwkkBdUiIhEkUGkZCmYiw7WXFkO10gVw2/y30fqDSea+b3s8iLIvjA+JA2Wlm0kgaahARCSCBCotwwpmPKaZKJixVQpR0sVknIkvjVrRubF/yOOoNerxkHp/lW4mgaKgWkQkggQyLUPBTGSkEMVE58JfTdrghSpXIPcVl6MXQjXdLDw/d6fOOVOy1v91FAn54vQ7FMIUVIuIRBArLcNTCog/0jLCOZiRDFKIjieiyWfTsPGaNjhWoqy5/3CZioBWRfX5GYE56/9CJQBfbNyLi8ilWu8hTDnVIiIRRDmmklOnziah7TvPo+27E9FnVG/EJJ5JuV2VXXx6RuDgyfMp7let99ClkWoRkQijtAzJNocDl4wfiaKfTzc3v7mlO5LiUo6YqrKLbycVR2cwqVhnBEKLPvkiIhFIaRmSZVwZ8YEHUPTNV8zNOfcPx5o2t6XYRZVdfEe13sOPgmoRkX/wdKpGb8VOfPaZTk4GBg4EXnEG1Iefn4S/arYyOdQWpRD5lmq9hx+9IyIiPNV65Cw+27TPr6sMioTtypnjxzsDai7mMmUKivbsiV46CA3IpOJDJ9LWjtcZgdCkiYoiIgA+37jb76sMioTtypm9ewM1awLTpgE9e5q7tCpqYCYVFy+QJ8X9OiMQujRSLSIC/DPDPu04gyYEiV1Xzsz0M80camuZ8RIlgHXrgBj9HgQSzyh0a1wRXy/5Fe1rlVad6hCnoFpEJBOaECQRN8nt4kXn6PT117tGpgMdUGuOg1P+WOdrrlexMGJ0UBPSFFSLiGRCE4Ikoia5MaC+7z7gvfeA998HWrQAKlZE2OaDiwSIcqpFRIA0eYsWTQiScJ7kluXP9IULwL33OgPq3LmBDz4IeEDt83xwkQBRUC0iAuCWWmW1yqBE9sqZSUnA3Xc7A2kG1DNnAp07IxTzwUVCkc5piohwZK9IXq0yKJG7ciYD6jvvBD75xJk7/fHHwC23BKPZWvREwpaCahGRf2iVQYnYz/SsWc6AOk8eYPZsoF07BIsWPZFwpU+miIhIpOMo9S+/ANdcA7RtGxL54J5SQDTHQUKZcqpFREQiUWIicOaM8/+sRz12bNAD6mzng4uEAI1Ui4iIRGJAfeutzmofn38O5M0bvvngIiFCQbWI2J4WkRBxc/Ys0KEDsGiRM5jesgVo0AChJhLnOHj6roqLDuzz6bsx+xRUi4itaREJsbMsB0VM92BVjyVLgHz5gC+/DMmAOhKl913VoWapgD6fvhuzT0G1iNhWZotI8PSyP0eBJHAiccQty0HR6dNA+/bAsmVA/vzAvHnOZcglpL+rPt+4G5WC8N1o99+fkAmq//e//2W6T1RUFF588cXsPLyISMAWkahSLLRySSXrInHELctB0alTzjJ5X38NFCgAfPUVcO21gW+4ZPm76uDJ86gUHfjvxkhLvQlaUD1p0iSPQbTD4UhxW0G1iASTFpGwv0gdcctyULRjB/DTT0BCArBgAXD11Qg3dj4bEejvIn03hlj6x3vvvYe77rrL/P/QoUMoUaIEFi9ejObNm/uyfSIi2aZFJOwfFEXqiFuWg6KaNYGFC53/v+oqhBu7n40I9HeRvhv9wye9xlFpSuIypyIiIUKLSNg/KIrUETevgqLjx50j1HXqhG0wndWzEeE6mp3Rd1XxAnmAM4F7Pn03Bnjxl0KFCuHgwYOu29b/7733XnzxxRc5aI6IiO9oEYnwCIq4PbsidcTNCoo8MUFR1DmgdWugaVNg7VqEM2/ORlgHbm+t3IF3Vv2F2Rt2m2ve5v3h/F11S+2yAX0+fTdmX7a+bWrUqGHyqq+55hoUKVIEjz32GPLnz49OnTqhQ4cOuP/++/HCCy8gb4gVkxeRyKNFJILPnykakTriZgVFnkb/u1SOR4Gb2wLr1gFFiwJ58gS1rTkdPfbmbIQdcuvT+65ihaKNAXy+UO8n2wXVTzzxBG6++WZc/c9EB05QfPbZZzF48GC0a9cOvXv3xooVK/DLL7/4ur0iIlkWiYtIhBJ/pmhkFFzafcTNY1CUfAYF2t8EbNgAFCvmrEddq1bQ2shR4pk/7MQfB08j6WIyYqJz4dLi+XBbgwoonRDjs7MRoZhbn52DCU/fVf5MrdV3YwgE1c2aNcOWLVuwaNEinDx5Eo0bNzYXat++PX766Sf07NnTx00VEZFw5O8UjUgecUsRFB06BLS80Vnlo3hxYOlS4Morg9Y2BpXvrf4T320/jLPnk133/330DM5fSEa/Gyr57GzE1r0nQyq33u4TK8WzbH+TVapUCX369PG4rVSpUpjHovIiIhLxApGiEfEjbgyoWX1r0yagZElnQF29elCbtP3g6TQBNfE2729bo4TPzkaEUm69HVJRJHvsOYNDRERCRiSnaAQMV0gsVYqVA5wrJl5xRbBbhIMnz6UJqC28/9BJz+ka2TkbEUq59aGYiiIhnlPtTZm9ESNGZOfhRUTEZiI5RSMg4uKAzz4D9u4FLrkEoSBPdK5Mt5/x0dmIUDpwi9Qyj5LNoHr06NGu2tTuqyi6U1AtIiLuIj5Fw9f27AE++AAYPJh/dAFW3AqRgJpKJMSiYtF4/OWhpB3vL5YQi2M2PHALpVQUCYM61W3btjXBNK83btyI5OTkNJeLFy/6vrUiIiIC7N7trEH98MPAM88gFJUtnBfta5c2AbQ73r6ldmmUKRTnpwO3BDSsXMRcB+NMSKY1xG1a5lGyGVR/+eWXWL58OQ4fPoy6deuiR48e2LVrl+9bJyIiIin9/Tdwww3Ab78BFSsCXbsiFDGgrV+hCG6sURLdGlfE7Q3KmWverlexCPLH2vOshRZWiVzZPgfRpEkTrFq1CrNnz8bjjz+Oyy+/HP379zcLwRQuXNi3rRQRERFg507WtQW2bwcqV3ZOSmRgHaKYkhEXUwK/HzyFE2eSkBAfgyrF86NEQpxf6y8HW6ikokgYjFS74yqKrFk9ceJEfPDBB7j00kvx9NNPIzEx0TctFBEREeDPP50j1AyomTu9fHlIB9RWveYZa3bii5/2YsVvh8w1b4fD0uF2SEWRMBip/vrrr9Pcd8UVV+DNN9/Eiy++aEaruYz53zxFJSIiIjlz9qyzDjUD6ypVnCPU5cohlGVWr7n71aHdfpGABNVNmzZ1Vf8gTlpMXQ1kD2cli4iISM6xssfw4c5JiVx6vEwZhLrM6jXvPqYz2mIv2Qqql/EIWURERAKnZ0/g7ruBWM+VJUJNZvWYT6tes9hMtoLqG5jTJSIiIv6zbRswYADw/vtAiX+W9A6TgNqbesz5VK9ZbCbHExVFRETEx375xVmHevFiYOBAhKPM6jWX9UOdapFgytZhYnNOlsgEc6yXMO9LREREvLdlC9CiBbB/P1CrFjBpEsJRZkuH27VOtUSubAXVBw4ccE1M5MqJ27ZtQ8WKFZEvXz5ft09ERPxYnUF1dEPMpk3OgPrgQaBOHWDRIqBYsbD9XGRUrznU6lTr90GCElRv3rzZ9f9Dhw6hRIkSmDJlilcj2CIiEnysE+xxBLFuORMISRD89BPQsiX/sAL16jkD6iJFwv5z4azXHNrBqX4fJCRyqt1L64mISOjLrH4wt0uAsRxtnz7OgLpBA2cudYAD6kj9XETq6xbf00RFEZEIk1n9YG6XAOMA1axZQNeuzhHqwoUD3oRI/VxE6usW31M9GxGRCJNZ/eDMtosPnTwJFCjg/D+XHJ85M2hNidTPRaS+bgmRoPr55593/f/MmTMmBWTWrFn48ccfXffzvgcffNA3rRQRkYDVD85su/jI998DN98MvP460KlTsFsTsZ+LSH3d4nvZ+qQ8/PDDae57nV8KbhRUiwhpRn3o1g/2dMqb93O7+NmqVUCbNs6R6ldeAW691ZkCEkSR+rmI1NctIRJU79ixw/ctERHb0Yz68KwfrIMeP/v2W+DGG4FTp5wLvHz2WdAD6kj+XETq65YQCapZk1pEJCcz6lm7Vn+sgiej+sHiR19/Ddx0E3D6NFdSA774AogPnQPMcPhc+OPsVzi8bgl9OUoU2r17N77++muzGEznzp1Rrlw5sxjM8ePHUbBgQURHR/uupSJiuxn1oV671u7CoX6wrSxfDrRrx8lIQKtWwKefegyog50yFcqfC3+e/Qrl1y02DqodDgceeughTJo0CRcuXDD50zVr1jRB9alTp1CpUiU88cQTGDRokO9bLCJhQTPqRVJhmgcDauZSz5kD5M3rMWic+cNO/HHwNJIuJiMmOhcuLZ4PtzWoEPEpUzr7JbasU/3MM8/gxRdfNBMWFy1aZIJsC0eoO3XqhE8++cSX7RSRMKMZ9SKpPPccMGmSc4TaQ0DNoPG91X9i7Z9HceDkORw6dR4HT54zt3l/pC9ConrSEuqy9VftzTffRLdu3fB///d/OHz4cJrttWrVwldffeWL9olImNKMehEAP/wA1K4NxMQAuXIB/funu+v2g6exafdx/H30TIozOTwAzRXl3F67fCFEKp39EluOVP/999+45ppr0t2eL18+nDhxIsuPO27cODRs2BAFChRAiRIl0LFjR2zbti3FPk2bNjXpJu6Xvn37pthn586daNeuHeLj483jDBkyxKSpuFu+fDnq1auH2NhYVKlSBW+//Xaa9kyePNmkssTFxaFRo0ZYs2ZNll+TSKSyZtQzgHanGfUSKaI4uHTttcBddwFJmY8yc1T6ryMpA2ribd7P7ZFMZ78k1GXrE8hAlYF1etatW4cKFSpk+XFXrFiB/v37m8CaQfBjjz2G1q1b4+effzaBuqVPnz4mZ9vC4NnCiZIMqEuVKoXvvvsOe/fuNaPqMTExZmTdKgnIfRiMv//++1iyZAl69+6N0qVLow1z3QB89NFHGDx4MF577TUTUE+cONFsY5DP1y8imdOMeolUJdesQfSzzwLnz/MPEycjZfozuaKi0h1t5f3cHsl09ktsOVLNnGkGm9u3b3fdxxFjWrhwoRn17dq1a5Yfd/78+bjvvvtQo0YN1K5d2zwOR50ZpLtjEM2g2bokJCS4tvH5GYS/9957qFOnDtq2bYuxY8eaUefz/HIDTNsrV66M5557DtWqVcOAAQPQpUsXvPDCCylWjWTw3qNHD1SvXt38DJ936tSp2ekykYjlnFGfgIaVi5hrBdRid1Gff46rJkxAFP/mdOnCURogT55Mfy4uJhcqF/t3AMkd7+f2SKazX2LLkeoxY8Zg2bJlJmi9/vrrTUD99NNPY8SIEVi1ahXq1q1rRplziqX5qEiRIinu5+gyg2YG1O3btzfPa41W8/lZiaRkyZKu/TnC3K9fP2zZssW0jfu0bNkyxWNyH6taCYNvBvLDhg1zbc+VK5f5Gf6sJ+fOnTMXi5X+kpSUZC7esPbzdv9IpX7yjvrJO+on76mvMhc1Zw6i774bURcu4EKXLnBMn+7c4EWfxecGWlQtiq+jkvHX4TOu+ysWjUeTqkXNdjv1fXY+T6UTYtD96nLYfSwRpxMvIF9cbpQtFIf8sTG26ht3+r3zbz/5sl+zFVSzwsfq1avNSO/HH39sco6ZunHppZdi1KhRJoc5r4eZzVmRnJxsgtxrr70WV155pev+u+66yyw+U6ZMGWzcuBGPPPKIScmYPXu22b5v374UATVZt7kto30YCJ89exZHjx41aSSe9tm6dWu6+eA82EiNI+fu6SneYEUVyZz6yTvqJ++on7ynvvKs9HffocGzzyIqORl/N2mCDXfeCUcW+4pLq91bjrkO7veeA04fxV8//Yq/foLt5PTz9Acig37v/NNPZ1jm0keyndXPoHn48OHm4g/Mrd68eTNWrlyZ4v7777/f9X+OSDMPukWLFvjjjz9MUB8sHNVmDraFAXr58uVNTrh7ekpmR0v8MLRq1crkgItn6qes9dM1NzTD/lMX0ozqiJM+T+HdV7uOnMXnG3fj4Elneh8VL5AHt9Qqi3JFfJtje+pckscRUktUfDyiXn4ZFzp2xPouXdDqxhuz3E98PXM2/I3th87gwsVk5I7OhUuKxePWeuVtlzMcip+nUKR+8m8/ZaewRnpCcqosc5znzp1rVmvkgjIZ4SRC+v33301QzZSQ1FU69u/fb665zbq27nPfh8EvDxa4EiQvnvaxHiM1VhHhJTW+sVn9JcjOz0Qi9ZN3ZqzdjX0nL/h89TG70ecp/PqKdZs/27QP+83n+998Y37eeb8vFwPxaiU/rpL4/fdwXHYZsGBBtvqpcskY9Gl6eURN7g2Vz1OoUz/5p5982afZCqp79uyZ6T7Ms37rrbey9LhcRGbgwIGYM2eOKXnHyYSZ+fHHH801R6ypcePGeOqpp8zS6VaVDh65MGDmhENrn3nz5qV4HO7D+ylPnjyoX7++qQrCsn5WOgpvM+AXCQccVSPnCN6/AYdWH5NIWgzEF8tOZ7SS3+bnX0fRzs2Qr14d5501a3qVP50RLZctEp6yFVQvXbrUVe3DCjh37dplgljmV5P79qykfMyYMQOfffaZqVVt5UAzh5sjyEzx4PabbroJRYsWNTnVDz74IJo0aWIWnCGmWzB4vvfeezFhwgTzGExR4WNbI8kspccl1ocOHWoOEPh6Zs6ciS+//NLVFqZydO/eHQ0aNMBVV11lSuqdPn3aVAMRCQc8TZ0eXwYcInZfDCS94L3e0s9w4ysjkfxGMeDHDUDZsj55PhGJoKD6zz//THH70KFDJqBmVY7mzZtnuzGvvvqqa4EXd9OmTTOl9jiCvHjxYleAy5zlzp07p8jrZtoGU0dY7YMjz6xvzeDYva41R8AZQDMg53LrTDGZMmWKq0Y13X777Th48CBGjhxpAnNWOmHJv9STF0VCFfM+M6LVxyTcBWoxEE+/Kw0Wz8atr41BLocDh9rcjBL/nC0Vkcjlk2+c7IxKp5f+kREG0awykhlWB0md3pEaA/cNGzZkuA9TPZTuIeGKE6kyotXHJNwFajGQ1L8rDRd+jE6vOwdqVt14BwpNeAEluAS5iEQ0n3wLnDp1yjVKLCKhgZUJ0qPVx8QOArUYiBW8U6P5H7kC6m/b3Y3vB49GuSKa9CsiPhip3r17t0m/4OIoV1xxhW9aJSI5ZpX6YnmxNNU/tPqY2AQrb3DSrT+rZVjB+6aJb6Ldm0+Z+75p3w3rBj6GTvXL63dJRLIfVDOATp3yMXr0aOUbi/gRKxBkJ3Do1riiCaojpTyXRJ5AVMtg8F544D04O+89HGvQGMVGjUWvIvH6XRKRnAXVnLzHoJrBNScockKgVX1DRHzPqxq5GYxYV8uv09ORdCAl/lGgRFFg5dfIGxeH0j6aSyQiER5Uc1RaRAIjoxq5qjdtXzk5kBIfeuYZ1o0FHnnEeTuv5iKIiGeariwS4rxZ4EIi60CK2yUAxo0Dhg4FHn0U+O67YLdGROw6UZG1m7li4vr163H8+HGzAIw7podwBUIRCY8FLiTyVgqUDDz5JDBihPP/XOfgmmuC3SIRsWNQzZUMWef57NmzqFq1KjZt2mRWMTx27JipBnLppZeamtIiEj4LXEjo0IFUkI0ZwzxH5/+fegp47LFgt0hE7Jr+8eijjyJ//vzYtm2bWeGQi7ZwZcK///4bH330EY4ePYrx48f7vrUiEci9Rm5qqjdtTzqQChIuQDZy5L8B9dNPK6AWv2Ea1y97T2DtjiPmWmld4S9b38zffvsthg4digoVKuDIkSPmPiv9o2vXrli5ciWGDBni1eqHIuJdjVyPk9Z8UG9aFSYid6VASYV502PHOv//7LPAQw8Fu0W24el7Ji6C14vTRGR7ylZQzQDaqkldqFAhs5KiFVxTzZo1Tb61iIT2Ahf6Yo/MAylJx7XXOqt9cHXgBx8MdmtsI73vmQ41SyESqaKTfWUrqK5cuTJ27Nhh/s9a1bzNNJDbbrvN3Pfdd9+ZYFtEQneBC32xh7ZArBQo/6R8nD0LxP9zEPnww8Fuka1k9D3z+cbdqITIo4nI9pWtnOrWrVtj1qxZrtv9+vXDlClT0LJlS7Ro0QLTp0/HXXfd5ct2ioiPqVRfuBxIJaBh5SLmWgG1HwLqwYOBZs2A48eD3ZqI+545ePI8IpEmIttXtkaqH3/8cdx5551ISkpCTEwMBg0ahNOnT+OTTz4xqSAjRozAY5rcIRLS9MUuiPSA+oEHgJdfdt5mCdhOnYLdKtvR90hamohsX9l65woXLoz69eunqEk9fPhwcxGR8KAvdolYnFg/YADw6qv8Awa88YYCaj9NXtb3SFqaiGxf+rSLRCh9sUvEBtT9+jkDaQbUnFTfo0ewWxUyfDF52T0oj82dC3XLF8TG3SdwMdmRYr/iBfIAZxBxNBHZvrIVVPfs2TPTfTh6rQogIqFLX+wSCgJa0pEB9f33OwNpBtRvvw106+af5wpDvpi87CkoLxAbjfoVC2HdX8dcgTW/Z26pVQobV/2KSKSJyPaUraB65syZJmi2nDlzBrGxsSaf2qKgWiT06YtdgingJR337AHmzmXZKuCdd4C77/b9c0RwVYr0gvKT5y7ijwOncE+jCjiZqk71RkQuX1d0kjANqk+dOuX6/6FDh1CiRAnMnTsXzZs392XbRCQA9MUuwRCUko7lygHLlgGbN3OlMt8+tg3kdPJyRkH54dNJ4Bg1K9lYWOxAxE5ynFPtPmItImLRSo0SErV6L1wAtmwBatd23q5WzXkRn09eVkUhiXSaqCgiPqeVGiUzAQnAGFDfey/w6afOtI8WLXL+mDaW08nLqigkkS5bi7+IiGT3tD63i/g9AGNqARch+/BD4OJF4OTJnD1eBE1eZgDtztvJy1ZQ7okqCkkkyNa31uzZs13/P3nypEkBWblyJY4dO5Ziv06q+ykScbQErwS9pCMD6jvvBD75BIiJcV63b5+zBkeInExeVkUhiXTZCqq7dOliAmkHV6T6x+jRo1Psw+0XOTogIhFFeZXiDb8FYOfPA7ff7kz5yJOHo0BAu3a+a3gEyMnkZVUUkkiWraB6GWdPi4h4oLxKCVoAxoCaVT0+/xyIjXUG1jfe6OtmSyZUUUgiVbb+ut1www2+b4mI2IJWapSgBWCsPx0X57x89hnQunWmP6IqNSLiKz4dMtq2bRvOnTuHWrVq+fJhRSSMKK9SgiZ3buC995x1qOvWzXR3VakRkaBX/zh69Cg6dOiAggUL4pZbbjErKt57772oXr066tati3r16uHIkSM+baiIhN9p/W6NK6JT3bLmmrcrFFGgIjnH0eVf9p7A2h1HsHX7fiQ++7xzCXLixEQvAmpVqRGRkAiqH3vsMcyfP98E0ps2bULXrl2xYMECTJ8+Hc8++yx+/vlnPP30075vrYiE2Wn9BLOCGq81Qi2+wNHlt1buwDur/sIXq39H7o63IG7IQzjZb4DPq9SIiPg9/ePLL7/EgAED8Nxzz+HWW29Fq1atzP/vueceVxrIp59+qsBaRER8xn10OSbxDLr/30BcumUtzsXF46srrkPbxCSvD95UpUZEQmKk+sCBA7jyyivN/2vWrGmumfphqV+/Pnbv3u2rNoqIiLhGl/OcPYP7nupvAurEvPkwdcRr2FCxZpZGl1WlJvxTf3itNB0JJdn61ihcuDBOnDhh/h8XF4dGjRqhWLFiru2crBjDvDYREREf4ehxnrOn0ePJ/6LS1g1IjM+PqSNexd+X13Zt95bdq9TYsaqJJpaKLYNqjkpv2LDB/D8hIQGrVq1KsX3z5s2oWrWqb1ooIiLC0ePYaHQb9z8TUJ+NL4CpI1/DrstqZmt02c5VauwYfGY2sZQTocP5PZMIDqpfffVVnD59Ot3tZcuWRWsv6oOKiIh4q1yReCzv0h0ldv2Btx9/BXsurZ6j0WV/r/536lwS9h0K7GixXYNPbyaWasEZCcug+vLLL89w+4gRI7LbHhEREY8YDNYe2APv1L8Ge5Jy+2R02Z+r/7FCyb6TFwI6WmzX4FMTSyUcaCaGiIiELq550Ls38PzzQKVKJiDt1urKkM4X5gg1HTx5PkU9gECMFts1+NTEUgkH+hSKiEhoOnwYaNkS+PFHgBWlVq8GoqL8OrrsC7uPJaa7zd+jxXYNPu0+sVTsITx/u0RExN4OHXIG1D/9BBQvDrz1lgmow8HpII4W2zX45IFUh9plsPavozh2+jzi8kTjXNJFJCYlo0PdsiF1pkIil4JqEREJLQcOOAPqTZuAkiWBpUtZdgrhIl8ORotzWgrPrlVNWNHks5/2mL45fe4Cki4mo0KReNzVqIK5FgkFCqpFRCR07N8PNG8O/PwzULq0M6C+4gqEk7KF4vBHOtsyGi32VSk8f1c1CepKmtG5UCg+j7n/bFIy5m7ci17XxYXtaxN7ydaKiu727t2Ln376KcMSeyIiEhhhv+LcwIHOgLpMGWD58rALqCl/rDPAK17AGfx5M1qcWSm8rL6PzrzzBDSsXMRch3PQ6U1FE5GwHqn+7LPP8Mgjj+C3334ztxctWoTmzZvj0KFDaNWqFUaNGoWOHTv6sq0iImL3RT8mTwZOngReegm47DKEs26NK5qSet6MFtu1FJ4v2LWiidhPtkaqv/jiC3Tq1MksTc7g2eFwuLbxPi7+Mm3aNF+2U0REMuDrkc6ASnSrlsFJiV99FfYBtTVi7e1osQLHyKtoIvaTraD6iSeeQJMmTbBy5Ur0798/zfbGjRu7ljEXERH/C9tT5H//DdSqBUyZgkimwDHziiaehHNFE7GfbAXVmzdvxm233Zbu9pIlS+IAZ2+LiEhAhOVI586dQNOmANMIx48HzoZo4B8AChwzr2iSun/CvaKJ2E+2Dn3j4+MznJi4fft2FC1aNCftEhERO490/vkn0KyZ8/rSS4Fly4C8ChztVgrPV+xW0UTsKVvfss2aNcP06dMxaNCgNNv27duHN998EzfffLMv2iciInZb9GP7dmdAzZFq5k6zbF65coh0ChwzFuoraYpkK6h+6qmncPXVV6Nhw4bo2rUroqKisGDBAixduhSvv/66mbjICYwiIhIYYTPS+fvvzjrUzKW+/HLnCDXL54mhwFEkwoLqqlWrmkmKDzzwAEaMGGGC6GeeecZsa9q0KSZPnoxKlSr5uq0iIj5Zdc6uwmKkc/ZsZ0DN+tMcoeYCLyIiNpDtJLsaNWpg8eLFOHr0KH7//XckJyfjkksuQXGWQxIR8RNb1GKO5JHOIUOA2FjgjjucS5CLiNhEjmeuFC5c2KSBiIgEuxYzR2lDalRW/k35YIpHfDwQFQU88ECwWyQiEhpB9TvvvOPVft26dcvOw4uIeKRV58LQli3OHGrWov7884iu8CEi9patoPq+++7LdB9OXlRQLSKI9FrMkWzTJqBFC+DgQeDQIWcdagXVImJT2Qqqd+zY4fuWiIjYrRZzJPvpJ2dAffgwUL8+sHAhUKRIsFslIuI32foLVLFixTT3rVmzBgsXLkTu3LnRrl071KxZ0xftExEJz1rMkWzDBqBlS+DIEYBzbhYs4AScYLdKRMSvfDKs88EHH5hUj4sXL5rbo0ePxhdffIFWrVr54uFFRMKrFnMkW7fOGVAfOwY0agTMnw8UKhTsVkmAqeylRCKfBNVjxowxi8HMnDnTBNZdunTB2LFjFVSLSGTWYo50DgfQuLEzoE5ICHZrJMBU9lIiVa6cPkBSUpKpU/2///0PpUuXRrly5cz/t3DGt4iI32oxJ6Bh5SLmWgF1CGH+9IoVzpQPBdQRJ7Oyl9wuYlc5DqpPnDhhFn4pWrSo6z7+/xhP/YmIiP2tWgWsXv3v7dq1gQIFgtkiCeGylyJ25bOp8iyhJyIiEWblSqBtWyBXLuCbb5z1qCViqeylRLJsBdW13L40rcmJvXv3Rr58+cz/T5065av2iYhIqPr6a+Cmm4DTp50LvFSpEuwWSZCp7KVEsmx9uosUKZJiZLpEiRIptjP9w1PZPRERsYnly4F27YAzZwBOSv/0U+cy5BLRVPZSIlm2cqqXL1+OZcuWZXrJqnHjxqFhw4YoUKCACdQ7duyIbdu2pdgnMTER/fv3N4F7/vz50blzZ+zfvz/FPjt37jS1suPj483jDBkyBBcuXEjzGurVq4fY2FhUqVIFb7/9dpr2TJ48GZUqVUJcXBwaNWpkanGLiES6qKVLnSPUDKjbtAE++0wBtaQoe8kA2p3KXkokyPFERV9asWKFCZhXr16NRYsWmcoirVu3xmmeWvzHgw8+aGpgz5o1y+y/Z88edOrUKUU6CgPq8+fP47vvvsP06dNNwDxy5MgUK0Jyn2bNmuHHH3/EoEGDTPrKAs5W/8dHH32EwYMHY9SoUVi/fj1q166NNm3a4MCBAwHsERGR0FLo118R3bGjc8lxBtYcodbS4+Kh7GW3xhXRqW5Zc83bFYrowEvsLVvpH18zj84LTZo0ydLjzmdNUzcMhjnSvG7dOvNYx48fx1tvvYUZM2agOfP3AEybNg3VqlUzgThrZXNVx59//hmLFy9GyZIlUadOHVMz+5FHHjGL0uTJkwevvfYaKleujOeee848Bn9+5cqVeOGFF0zgTM8//zz69OmDHj16mNv8mS+//BJTp07Fo48+mqXXJSJiFycqVYLjuusQFRcHfPwxEJtyRFLk37KXGpWWyJKtoLpp06YZVvtwOBxmuzWJMbsYRFs53MTgmqPXLbla1z+uuOIKVKhQAatWrTJBNa+5RDoDagsD5X79+pna2XXr1jX7uD+GtQ9HrImj3HyuYcOGubbnypXL/Ax/1pNz586Zi3upQWJ7efGGtZ+3+0cq9ZN31E/eUT95j32UnCcPEj/8EDEMqlnxQ/0WVp+pU+eSsPtYIk4nXkC+uNwoWygO+WNjgvKYodxPoUT95N9+8mW/ZiuoZuqFe/DYq1cvk17BYNZXWPuaQe61116LK6+80ty3b98+M9JcKNWStwyguc3axz2gtrZb2zLah6/l7NmzOHr0qDkg8LTP1q1b080H58qSqXHknLndWcHUF8mc+sk76ifvqJ/SV3LNGhTZtg2/3HMP66diEcvoiS0+U3+EwGOGQz+FAvWTf/rpDOeGBDOo5uRAy+HDh8010zOslAxfYG715s2bTVpGOOCoNnOwLQzQy5cvb3LCE7xcVYxHS/wwcHn3mBidNkuP+sk76ifvqJ8yHnkstWIhKjzzDKKSklCxXTvML1JEfRWGnym+p++s+gsHT55Ps614gTwm7zmrI9Y5fcxQ7KdQpH7ybz9ZmQW+EJIFIwcMGIC5c+ea3G0ue24pVaqUSc3gao3uo9Ws/sFt1j6pq3RY1UHc90ldMYS3GfzmzZsX0dHR5uJpH+sxUmMVEV5S4xub1V+C7PxMJFI/eUf95B31k9POw2dcy0zXWL0YDZ4fiqiLF3C6YxfkueMOnn5TX3kplPpp36Gz2Hfygsf6BLyfl2r544PymKHUT6FM/eSffvJln4ZU9Q/mYjOgnjNnDpYuXWomE7qrX7++efFLlixx3ceSeyyh17hxY3Ob15s2bUpRpYNHLgyYq1ev7trH/TGsfazHYIoJn8t9H6aj8La1j4iI3ZxMTHIF1Fd+txB3PjcE0Rcv4Mfrb8KUvmNw6qLD58/3y94TWLvjiLnmbQmflQ61eqJICC9TzpQPVvb47LPPTK1qKwe6YMGCZgSZ18zfZpoFJy8yUB44cKAJdDlJkZhuweD53nvvxYQJE8xjDB8+3Dy2NZLct29fTJo0CUOHDkXPnj1NAD9z5kxT3cPC5+jevTsaNGiAq666ChMnTjSl/axqICIidrPr6FkTUNf8dj5unzgM0ckXsf6Gm/Fx/7FwnL5oUkL8MSKeopZx3XKmJJuE/kqHWj1RJKVsfeIZ8KYOom+++WaTMmHhdqt6h7deffVVV3URdyybd99995n/s+wdK3Ewr5vVNli145VXXnHtyzYwdYTVPhhsc+l0BsdPPPGEax+OgDOAZs3rF1980aSYTJkyxVVOj26//XYcPHjQTMBkYM7SfCz5l3ryooiIXXBksdCBPbjtpcdMQP1Dsw6Y3W80HP98tzPH2tcj4u54m/ezprEWCQn9lQ61eqKIjyYq+mJk2lP6R2a4uiFXOuQlPVwifd68eRk+DgP3DRs2ZLgPU1F4ERGJBBxZPFaiDD79z0hU2PYTPv3PCDhYNu8fLJfmyxFxT3g/t6vGsX9WOvR4diCbKx364zFFwlm2viE9LektIiLhgSPFDFw5Ms1AmiOKBXI5XCOP65p3NBd3vJ/1h31Rgk25uMFd6TDNe5+D4NcfjykSrpTwJCISQTzlMjf/9nPcMO99FFi+LMORx5wuEmJRLq69VjrU6okiTtn65nrnnXe82q9bt27ZeXgREfEDT7nMDRd+jFavO+ecnHtjCiqMeDzdkUdfrTymXFwRsaNsBdWcNMicaisH2v3/Ft6noFpEJHSkzmW+ev6H6PDm/5n/f9vubhTpNQDVAjDyqFxcEbGjbAXVa9eudf2fC7Fw9RpW4GjYsKEv2yYiIj7knqvceN4HuOWtceb/37TvhnndH0KncxcD1hbl4oqI3WQrqObCKKmXKb/88stT3C8iIqHFylW+du67uHnaM+b/Kzr2wPx7BvH0YsBzmf01Iu5xIqaCdRHxM80GERGJEAwuy8ZcNKPUtKxTLyy55wFcUjQeBePz4Ojp82Zlw3AOQrWojIgEi4JqEZEIwUD5lmsux6fPv4tSC7/Eqg7dUK10Alb+fgi5o3Mhf2zusA5CtaiMiIRdUH3kyJE0/z958mSK+4lLiYuISAjYuhW44goTKN/W6VrsalYPZZMu4vOf9iBfbG7EROcK+yDUDovKKHVFJMKC6mLFiqVZUbFTp05p9rt4MXCTXkREJB1PPgmMHg189BGXxHXlMjPV42xScoqAOtyCUDstKqPUFZEIDKpHjhzpl2XKRewsoxGoUBudCrX2SA6MGeMMqOn3320VhNppURmlroiEv2x9w4y2vqBFJMcjUBRKo1MaLbMJrh0wahQwdqzz9oQJwJAhtglC7baojB1SV0QiXdpzfiISsBGo1dsPYeYPO9MdneLPhkpbg9EeyUFAPXz4vwH1c8+lCajdg1BPQj0IzWhRmdSvKRwWlbHbWQORSJSjYYhvv/0W69evx/Hjx5GcnJxiG9NDRowYkdP2iYS9jEagmM/6x8HTKBSfJyRGpzRaZpOA+tFHnSPT9MILwKBBEbOyYbguKmO3swYikSjb1T/atWuHNWvWmOXJPS1ZrqBaJPMRpnNJF5F0MTlbP+sPGi2zSV76iRPO65dfBgYMsGUQmhF/L7PuD+GcuiIiOQiqhwwZgo0bN2LGjBlo1KgRLrnkEixYsACVK1fGCy+8gFWrVuGrr77KzkOL2E5GI0yxMdEeKy9487P+oNEyG+SlcxL55MnA7bcDTZvaNgi1GzueNRCJNNnKqZ43bx7+85//4Pbbb0eBAgWcD5QrF6pUqYLJkyejUqVKGJTO6UaRSJNR3mremFy4tHg+j9uCMTpltxzbYAhKXjrPFL71FpD0z2PnyuV1QC2hwzpr0K1xRXSqW9Zc83aFIpogLGLboPrYsWOoUaOG+X/+/PnN9alTp1zbW7dubUauRSTjyVNXX1oMtzWoEDITq8J5oleo8CYv3ac4n6V/f6B3b+Duu50BtrjwIIb1uNfuOGKuQ32yrfOsQQIaVi5irvU7JxI+snUut0yZMti3b5/5f2xsLEqUKIGffvoJHTp0MPft3r1bdaxFspC3Gko5rXbMsbVtXjoD6n79gDfecKZ93HST89omcpqXrvKQIhLyQXWTJk2waNEiPP744+Y200AmTJiA6OhoUwVk4sSJaNOmja/bKhLWMspbDbWc1lBrTzgJWF46A+r773emfTDd4+23gXvvhV3kNCDWYioiEmjZ+nYfPHiwCarPnTtnRqq5GMyWLVtc1T4YdL/MWeciIhEmIFUcLl50pnswkGZA/e67wF13wS58ERCrPKSIhEVQXbNmTXOxFC5cGIsXLza51hyttiYviohEmoBUcWAONQPq6GjgvfeAO+6AnfgiIFZ5SBEJNJ/WxypUqJAvH05EJCz5PS+dQfQHHwBTpgBdu8JufBEQqzykiARatr9V5syZg+XLl5tUj86dO5sye2PHjjUpId26dVNJPZFQWQgkgttu27x0lsvbsQMoUgR25IuAWIupiEhYBNVTp05Fnz59TJrHpEmT8Morr5gg+tprr8X58+fx0EMPoXjx4rib5Z1EIlw4VyAI57bbCutPDxzovPxTztSuAbWvAmItpiIiYVGn+qWXXkLTpk3NcuVPP/20Cajvuecek1fNpcsbN25sAm2RSBeUhUB8JJzbbivnzzvTPV5/HWjbFkhMhN35ql66FlMRkZAfqf7999/Rr18/s4ribbfdhqFDh+Lmm2822zhRsWvXrnjyySd93VaRsBPOFQjCue22Cqhvuw347DMgTx7gtdeAuDhEAl/lpas8pIiEdFCdO3du1+Iu+fI5l1h2r/jBVRZPnz7tqzaKhK1wrkAQzm23hXPngC5dgLlzucoW8OmnwI03IpIoIBYR2wfVlSpVwh9//OEqp/fLL7+gQoUKru07d+40qy6K2El2JuyFcwWCcG572GOKR+fOwLx5zpFpjlS3bh3sVomISAay9Vexb9++OHnypPk/U0CqVq2aYjurgtwYYSMqYm/ZnbAXzhUIwrntYW/0aGdAnTcv8MUXQIsWwW6RiIj4K6jOyIoVK7LzsCK2W90tnCsQhHPbw95jjwE//AA8/jjQrFmwWyMiIl7Q+VsRP0/Y8/tCIH4Uzm0POxcucMKK8/8JCcCiRcA/c1dERMTmQfW3336L9evX4/jx40hOTk6xjRMZR4wYkdP2iYTlhD1P+dfVSicgHGmyWABwYjcrKDFt7pFHnPcpoBYRsX9QzfrU7dq1MzWpHQ6HCaB5Tdb/FVSLXWR1wp4WTJEsOXUKuOkm4JtvgHXrgG7dgNKlg90qEREJxOIvQ4YMwcaNGzFjxgxs377dBNELFizAr7/+avKt69Spgz179vi+tSJBnLDnSeoJe1owRbKEE745Os2AmikfCxcqoBYRiaSget68efjPf/6D22+/3VWfmlVAqlSpgsmTJ5uSe1xlUSTSVnfzJv9axDhxAmjThnl0QKFCwOLFwNVXB7tVIiISyPSPY8eOoUaNGq6FXugUT2H+o3Xr1niMs9dFbMLbCXtaMEW8cvy4M6D+/nsW+3dOSqxfP9itEhGRQI9Uc2GXffv2mf/HxsaiRIkS+Omnn1zbd+/e7VpxUcQunBP2EtCwchFz7akChhZMEa98+aUzoC5SBFiyRAG1iIgNZOsvfJMmTbBo0SI8zhqqgEkDmTBhAqKjo00VkIkTJ6INR2FEIowWTBGv3HUXcPQocN11QO3awW6NiIgEK6gePHiwCarPnTtnRqpHjx6NLVu2uKp9MOh++eWXfdE+kbCiBVMkXYcPA9HRzvxpzlHsdb8znWjHEdX/FhGJ1KC6Zs2a5mIpXLgwFi9ebHKtOVptTV4UiURaMEXSOHgQaNmS+XImf3rnhRiVXRQRsRmfJngW+mcEhvbu3YvSKg0lEUoLpojLgQNAixbA5s1AqVI4tXMXZu+Pyday9yIiYrOJisyfzsirr76K6tWrZ7dNIiL2sH8/0KyZM6DmIMPy5fi7WHmVXRQRj7iWwS97T2DtjiPmWmsbRMBI9bBhw8xI9AsvvJDi/m3btqFPnz5YuXIlevTo4as2ioiEn717gebNga1bgbJlgWXLgMsuMznUGVHZRZHIlN5qvB1qlgpqu8TPI9XTp0/HK6+8gjvvvBNJSUm4cOECxo4d61pJkfnVb731VnYeWkQk/HFF2aZNnQF1uXJmhJoBNansooikltFqvJ9v3B20dknWZOvb+5577jG1qbt06YKWLVviyJEj2Lp1Kx588EE88cQTiIuLy87DiojYAxfD4oqJFSrg1PyF+DtfCVeVj6L58qBMwTjsOZ6Y5sdUdlEkMmW0Gu/Bk+dRKTrgTZJsyPaQCFdNXLZsGdq1a4eDBw/iiy++wE033ZTdhxMRsY/LLweWLsXuRGDW7ijs/+WvFIFzq2olsXTrgRSBtcouikQupX3ZQ47OM9avXx+rVq0yC70MHDgQl112mbmIiEScv/4Ctm93Tkzk6dzKVTBr5Q6Pp3MX/bIfd11VAYdPn1fZRRFR2pdNZOtdrFy5coplyE+dOoVDhw6hXr16KF68uLmP2//44w/ftVREJFTt2OEMplnt46uvTD51RqdzeT8Dai53LyKS0Wq8xQvkAc4EpVkSiKD6hhtuSBFUi4hELGt0eudO52TEf87WZXY6V6d7RcSb1XhvqVUKG1f9GtT2iR+D6rfffjs7PyYiYi+//+4MqHftAqpWNXnUKFPGbFKVDxHxxWq8cdHAxmA3Tryib3URkez49VdnHerdu4Fq1ZwBdalSXp3OVZUPEfF2NV6WLhYb16l+6aWXzOTE9LRt29asqigiYktM9WAdagbUNWo4F3ZxC6jdT+cygHanKh8iIvaUrZFqLuzSnCM06eAS5W+88Qb69euXk7aJiIQmpng0aQL8/DOweDFQokSWTucqoBYRsZ9sjVSzqkc1nu5MxxVXXKHKHyJiX7lzA++9B6xYkW5AnfJ0bgIaVi5irhVQi4jYU7aC6jx58mDfvn3pbt+7dy9y5crWQ4uIhKaNG4HBg4Hk5H8D68KFg90qEREJEdmKfK+++mpTAeTkyZNpth0/fhzTpk0z+4iI2MKPPzonJb7wAvD008FujYiI2CWnetSoUaZWdZ06dTBo0CDU4EQdAJs3b8bEiRPNSPWMGTN83VYRkcBbvx5o1Qo4cgRo2BDQXBEREfFVUN2oUSN88cUX+M9//oMHHnjAtRCMw+Ewqy1+/vnnaNy4cXYeWkQkdPzwgzOgPnaMX3zAggVAwYLBbpWIiNipTnWrVq3w+++/Y8OGDa5JiZdeeqlZqlyrLYpI2FuzBmjdmjltwDXXOJcfT9Cy4iIi4ofFXzgZsX79+uYiImIbp04B7do5A+rrrgPmzQMKFAh2q0REJIT5pUTHZ599hksuucR1eeihh/zxNCISICcTk/DL3hNYu+OIueZtW8ufH5gyBWjRwjlCrYBaRET8MVKd0cIvtH//fvz1119YymV7uYJYyZJePe7XX3+NZ555BuvWrTOTHefMmYOOHTu6tt93332YPn16ip/hyo7z58933T5y5AgGDhxocr45kt65c2e8+OKLyM8/kv/YuHEj+vfvj7Vr16J48eJm/6FDh6Z43FmzZmHEiBH4888/cdlll+Hpp5/GTTfd5NXrELGTnYfPYPaGXSmW2zarAtYtZxY3sZWLF4HoaOf/O3QAbrkFUDqbiIj4a6R6+fLlJp/64MGDHi9WqT1WCOGFi8F44/Tp06hduzYmT56c7j433nijCbitywcffJBi+913340tW7Zg0aJFmDt3rgnU77//ftf2EydOoHXr1qhYsaIJ3hnEjx492qwAafnuu+9w5513olevXiZnnIE9L6xuIhJJOCKdOqAm3ub9dhqxjvrmG6BWLeDPP93uVEAtIiJ+zqkeP3487rrrLo/b3nvvPXTv3j3Lj9m2bVtzyUhsbCxKlSrlcdsvv/xiRq05At2gQQNz38svv2xGmJ999lmUKVMG77//Ps6fP4+pU6eaRWxYDvDHH3/E888/7wq+ObLN4H3IkCHm9tixY02QPmnSJLz22mtZfl0i4YrLa6cOqC28n9urlQ7/FQKLbdqE6HHjgDNngCefdKZ+iIiIBGqiYnr8Wf2Do+QlSpRA4cKFTRrKk08+iaJFi5ptq1atQqFChVwBNbVs2dKkgXz//fe49dZbzT5NmjQxAbV7CgnTO44ePWoel/sM5sppbrjPp59+mm67zp07Zy7uI+KUlJRkLt6w9vN2/0ilfgpcP504nYhoJGe4PSkpL8LZxYUL0WjsWESdP4/kNm1wkQu86LPlkX73vKN+8o76yTvqJ//2ky/7NdtBNVM1GITGxcUhb97A/FHl6HGnTp1MLWyW8XvsscfMyDaD4OjoaLN0OgNud7lz50aRIkVcy6rzmj/vzsr55jYG1bxOnQfO2xktzT5u3DiMGTMmzf0LFy5EfHzW8k45Ki6ZUz8Fpp8a/pNi7Mm+LX9i3haEreIbNqDRuHGIPn8e++rXx9pevZD8z1wQSZ9+97yjfvKO+sk76if/9NMZnqEMdlDdt29fc6GYmBhUqFABDRs2xC233GLSK/zhjjvucP2/Zs2aqFWrlqmNzdHrFpylH0TDhg1LMbrNkery5cub/O0EL2vb8miJHwbWAGefimfqp8D106lzSXhn1V84eDLt73TxAnnQrXFF5I8Nz/cgasECRI8fb0ao9zZsiIILFuBGtwnNkpZ+97yjfvKO+sk76if/9pOVWRDUZcqtF5CYmIhDhw6ZKhnz5s3Dhx9+aPKeA4Hl+ooVK2YmTTKoZq71gQMHUuxz4cIFUxHEysPmNauTuLNuZ7ZPerncxNfs6XXzjc3qL0F2fiYSqZ/830+FY2Jwa72KHqt/3FqvHArnD9PqH8nJwBNPMG8LybfcgrX33ou2+fPr8+Ql/e55R/3kHfWTd9RP/uknX/ZpjoLq1C5evIgFCxaYEezdu3fj3XffNUuXczT52muvha/t2rULhw8fRunSpc1tLo1+7NgxU9XDWpCGZf2Sk5PN0urWPo8//rg5ILA6kkc2VatWNakf1j5LlizBoEGDXM/FfbT0ukQils3rdV1lMynxVOIF5I/LjXKF86JAXBh/uefKBXz5JTBhAi6OGQOHTquKiEgoLf7CvGZW2mCZOqaDjBw50gTgs2fP9urnT506ZSpx8EI7duww/9+5c6fZxmocq1evNqPiDHo7dOiAKlWqmEmEVK1aNZN33adPH6xZswbffvstBgwYYNJGWPmDWLGEkxRZLo+l9z766CNT7cM9deOBBx4wVUSee+45bN261ZTc++GHH8xjiUQiBtDVSiegYeUi5jpsA+qdO//9f/HiwDPPcJgimC0SERGb8MuKirfffrsJiK0Lg1NvMHCtW7euuRADXf6fwTkDdi7awpztyy+/3ATFHI3+5ptvUqRdsGQe62IzHYQB/nXXXZeiBnXBggXN5EG2iz/P1R75+O61rK+55hrMmDHD/BzrZn/88cem8seVV17p034SkQD65BOgShXgzTeD3RIREbGhHJXUYwm59evXmzxmpncwvzknmjZtatJF0sPUksyw0gcD4oxwgiOD8Yx07drVXETEBmbNAu6807liIn/3e/fWwi4iIhIaI9UvvfSSyWXmSDDL3HEUmThpkcE1F1cREQm6Dz/8N6Du1g2YNk0BtYiIhEZQPW3aNDOJj/nLb731VorRZQbUXJSFVUBERILq/feBu+92BtQ9egA82I/OoPC2iIhIIINq5khzkiDTLNq3b59mO3OVOQlQRCRo3n3XOTLN8nlM9+DS4wqoRUQklIJq1oXmSoYZ5TWz1J2ISND89pszoP7Pf4DXX3eW0RMREQmliYqFChUyudPp+fnnnzNcKEVExO/GjAEaNAB4Nk051CIi4mfZGrphqTqWm+NCK6kx7ePNN980pe9ERALqs8+AM2ec/2cgze8hBdQiIhKqQfWTTz5pVk9k3ebhw4cjKioK06dPxz333IMGDRqgRIkSpvaziEjAvPIK0LGjM5A+9++S6oFyMjEJv+w9gbU7jphr3hYRkciRrfQPrk7IpcAfe+wxsyIhq39wSfICBQrgzjvvxPjx43Ncs1pExGsvvwz873/O/9epA+TJE9Cn33n4DGZv2IX9J/4N5ksmxKJT3XJmmfdQw4DfVsvOi4iE8+IvHI2eMmWKuRw8eBDJyckoXrw4cmkykIgE0sSJwIMPOv8/dCgwfnxAUz4YoKYOqIm3eX+v6yqHVMAabgcAIiLhIscRMEepeWEKCC8iIgHz3HP/BtSPPRbwgJo44ps6oLbwfm4PFZkdAChlRUQkCEE1K3x06dIFCQkJZmVFXvh/3rd58+YcNElExAsvvgg8/LDz/yNGcLJHUCYlMoUiJ9sDKZwOAEREIiL945tvvjF1qpnywUVgLr/8cnP/tm3b8Pnnn+Orr77C/Pnzcf311/u6vSIiTvx+KVQIGDQIGDUqaM1gTnJOtgdSOB0AiIiEm2x92z/44IMmp3rFihUoX758im1///03mjRpgsGDB2Pt2rW+aqeISEr16vGUGVC6dFCbwUl+zEn2NALM+7k9VITTAYCISESkf7AW9X//+980ATXxvn79+mmZchHxLYcDGDcOWL363/uCHFATJyFykh8DaHdm8l+9ciE1SdE6APAk1A4ARETCTbaGJSpWrIhzGdSBPX/+vMeAW0Qk2wE1a98zbzohgblmQAit2sqqGazyEepl6qwDAI/VP0LsAEBEJCKCai7swhSQdu3aoQ5rwrrZsGEDXn75ZUxkmSsREV8E1FZlDxo9OqQCagsD0mqlQz8oDZcDABGRiAiqV69ejZIlS6J+/fq45pprUKVKFXP/b7/9hlWrVpmVFnnNi4Xl9l7kbH0RkawE1I88AjzzjPM2D9YfeCDYrQp74XIAICJi+6B60qRJrv9/++235uJu06ZN5uJOQbWIZDmgZsm855//d9XEAQOC3SoRERHfBdUspSci4ldTpvwbUL/yCtCvX7BbJCIiki7VTxKR0HTvvcCcOUDHjsD99we7NSIiIhlSUC0ioYNnwbgqIi9xccDcuUCubC/8anDpbU3KExGRkAmqa9WqlaUHZg71Tz/9lJ02iUikBtR9+zpL5nFiIgPrHAbUOw+f8Vw+rm45UwVDREQk4EH15s2bccUVV5iqHyIiPg+omeLx1lvOQPquu5wrJuZwhDp1QE28zftZVk4j1iIiEpT0j+HDh+Mu/rETkaCzTVrDxYtA797A2287A+p3381xQE3sG09LhxPv53aVlRMREV9RTrVIGLJNWgMD6h49nIF0dDTw/vvA7bf75KF5sJGT7SIiIlmRs4RFEQm4zNIauD0sXLgAdOv2b0D9wQc+C6iJo/c52S4iIpIVCqpFwow3aQ1hgYtGMZDOnRuYORPo2tWnD890GI7ee8L7uV1ERMRXFFSLhBnbpDXccAMwbRrw8cdAp04+f3jmlzMdJnVgbdJk6pULz/xzEREJWVk6//nnn39i/fr1Xu9fzweTjcS3bDO5LYKFdVrD+fPA8eNA8eLO2927+/XpmF/OKh/6zIuIiL9l6a/viBEjzCUzDofD1Km+yElIEjJsM7ktwllpDZ5SQEI6rYEB9W23Ab/+CixbBgSoPCcDaFX5EBGRkAmqp/E0rYQt1ey1DyutweMBUqimNZw7B3Tp4lwhMTYW+OWXgAXVIiIiIRVUd/fzaVrxL9XstZewSmtITHTmTH/1lXPp8c8/B5o2DXarREREfCqEky/Fl2wzuS2M+TqfPSzSGs6eBW69FViwAMib1zlS3bx5sFslIiLicwqqI0RYT26zgYjMZz9zBujQAVi8GIiPB778UiPUIiJiWyqpFyFUszd4bLNYS1YdOwZs3w7ky+dM/fAQUPO1/7L3BNbuOGKubdsXIiJiexqejBBhObnNpvns0bmiULFIXuTJHY1zSRexefdxXFm2oP3egzJlnFU+du8GGjdOszkiR+9FRMS2FFRHkLCa3GYj7vnqDKirlSqAJVsP4K/DZ8x9a/48YoJqWwSTp04Bq1YBrVo5b1eo4Lykomo0IiJiN0r/iDDOyW0JaFi5iLlW4OJ/7vnqHKF2D6gpJjqXPVJBTp4EbrwRaNsW+OSTyFhqXURE5B8KqkUCmM/OlA/3gDpvnlzIF5s7/INJrpLYpg3w7bdAgQIeR6fdqRqNiIjYjYJqkQDlszOwZg61e0BduVh+M1Id1sGkFVAz7aNwYWe1j4YNM/wRVaMRERG70V8ukQDms2/afdzkUDOQ5gi1e0AdlsHk0aPOgHrtWqBIEWdAXbeufZdaFxERSYdGqkUCOGJds2xBMymxUHyeNAF12AWTnJTYsqUzoC5WDFi61KuAOvXovTtVoxERkXAVZsNiIuHNVqUNWX+6USPg77+dAfWVV2bpx1WNRkRE7ERBtYTsMtx2ZZtgMioKmDQJeOwxoFw5+y61LiIi4gUF1eITWsgjQoLJAweACROAceOAmBggV65sB9QiIiJ2opxqybGIXYY70uzfDzRrBjz3HPC//wW7NSIiIiFFQbXkmBbyiAB79wJNmwI//wyULQsMHhzsFomIiIQUBdWSY1rIw+Z273YG1Fu3AuXLAytWAJddFuxWiYiIhBTlVEuOJx5qIQ8b27XLmfLx++/OVRKXLQMuuSTYrRIREQk5inYkxxMPtZCHTSUnAzff7AyoK1VyBtS8FhERkTSU/iE5nniohTxsipU9Jk4EatZ0pnwooBYREUmXRqolWxMPU5eDs03tZQEcDmcNamIu9YYNQHR0sFslIiIS0jRSLT6beOisvZyAhpWLmGsF1GHojz+Ahg2BzZv/vU8BtYiISKYUVEsamngYoZg7zZHpdeuA/v2dI9YiIiLiFQXVkoY18dATTTy0qV9/BW64wVnto1o14KOP/k0BERERkUwpqJY0NPEwwrD+NAPqPXuAGjWcVT5KlQp2q0RERMKKzuOLR5p4GCG4QmLz5s4lyFnlY8kSoHjxYLdKREQk7CiolnQ5Jx4qiLa14cOdAXXt2sDixUCxYsFukYiISFhSUC0Syd5+2xlIjxsHFC0a7NaIiIiELeVUi0SaAwf+/X9CAvDGGwqoRUREckhBtUgkWb/eWd1j/Phgt0RERMRWFFSLRIoffgBatACOHAE++ww4fz7YLRIREbENBdUikWDNGqBlS+DYMeCaa4AFC4A8eYLdKhEREdsIqaD666+/Rvv27VGmTBlERUXh008/TbHd4XBg5MiRKF26NPLmzYuWLVvit99+S7HPkSNHcPfddyMhIQGFChVCr169cOrUqRT7bNy4Eddffz3i4uJQvnx5TJgwIU1bZs2ahSuuuMLsU7NmTcybN89Pr1rEv6K+/x5o1Qo4fhy47jpg/nxnLrWIiIjYM6g+ffo0ateujcmTJ3vczuD3pZdewmuvvYbvv/8e+fLlQ5s2bZCYmOjahwH1li1bsGjRIsydO9cE6vfff79r+4kTJ9C6dWtUrFgR69atwzPPPIPRo0fjDU7W+sd3332HO++80wTkGzZsQMeOHc1l8+bNfu4BEd8qvHUrom+6iR98oEkT4KuvgAIFgt0sERER2wmpknpt27Y1F084Sj1x4kQMHz4cHTp0MPe98847KFmypBnRvuOOO/DLL79g/vz5WLt2LRo0aGD2efnll3HTTTfh2WefNSPg77//Ps6fP4+pU6ciT548qFGjBn788Uc8//zzruD7xRdfxI033oghQ4aY22PHjjVB+qRJk0xA78m5c+fMxT14p6SkJHPxhrWft/tHKvWTd9g/hbZvR9TJk0hu2hQX58wBYmO5IdhNCyn6PHlPfeUd9ZN31E/eUT/5t5982a8hFVRnZMeOHdi3b59J+bAULFgQjRo1wqpVq0xQzWumfFgBNXH/XLlymZHtW2+91ezTpEkTE1BbONr99NNP4+jRoyhcuLDZZ/DgwSmen/ukTkdxN27cOIwZMybN/QsXLkR8fHyWXisDeMmc+skLN92EcwULYn+DBri4YkWwWxPS9HnynvrKO+on76ifvKN+8k8/nTlzBhEXVDOgJo5Mu+NtaxuvS5QokWJ77ty5UaRIkRT7VK5cOc1jWNsYVPM6o+fxZNiwYSkCcY5UM1+bqSbM7/b2aIkfhlatWiEmRisZpkf9lLGo1avhqFoVSfnzm36qMXo06qif0qXPk/fUV95RP3lH/eQd9ZN/+8nKLIiooDrUxcbGmktqfGOz+kuQnZ+JROonD7jU+C23AFdeCfwzuVb95B31k/fUV95RP3lH/eQd9ZN/+smXfRpSExUzUqpUKXO9f//+FPfztrWN1wfcV4sDcOHCBVMRxH0fT4/h/hzp7WNtFwlJCxcC7dsDZ88CPGMTFxfsFoWUk4lJ+GXvCazdccRc87aIiEjEBdVM2WBQu2TJkhRD9syVbty4sbnN62PHjpmqHpalS5ciOTnZ5F5b+7AiiHtiOk8XVK1a1aR+WPu4P4+1j/U8IiGHVT04Qs1KOAysP/nEOSnRZrIbGO88fAZvrdyBd1b9hdkbdptr3ub9IiIitkv/YD3p33//PcXkRFbmYE50hQoVMGjQIDz55JO47LLLTJA9YsQIU9GD5e6oWrVqpmpHnz59TJUOBs4DBgwwkxi5H911111mQiHL5T3yyCOmTB6rfbzwwguu533ggQdwww034LnnnkO7du3w4Ycf4ocffkhRdk8kZMydC3Tu7Fwhkb8LH33kXNjFZjPFGQDP3rAL+0/8W2WnZEIsOtUthwpF058MzMA79c8Rb/P+7leX82u7RUQkMoTUSDUD17p165oLceIf/88FX2jo0KEYOHCgKX3XsGFDE4SzhB4XaLGwZB4XbWnRooUppXfdddelCIZZMYQVORiw169fHw899JB5fPda1tdccw1mzJhhfo51sz/++GNT+eNK5qmKhBLmTXfq5AyoGVjPnGnLlRIzC4wzGrHedfRsmp9z//ndx/6tcy8iImKLkeqmTZuaetTp4SqLTzzxhLmkh6PaDIgzUqtWLXzzzTcZ7tO1a1dzkcBjgMRA6FTiBeSPy41yhfOiQJwmZ3h06aVA0aLA9dfziJIzLmBHmQXG3F6ttOfXzs9RRk5nsl1ERCTsgmqR7J7ij1hVqwJchpzpTbnt++ucWWCc0XYemGUkXybbRUREwi79QyJbTk7xR5RZs4AFC/69XaGCrQNqbwLjjLbzTAcPzDzh/WULqUqKiIjknIJqCatT/BHvgw+AO+90TkjcuBGRIrPAmNvTw9QhnulI/fPmDEi9csgfa8+UGRERCSx7D29JxJzijwjvvQd07w4kJwPdugE1aiBSWIGxx9SgeuUyzbln6lCv6yp7zNV3L68pIiKSXQqqxRan+G1v+nSgRw+AE3l79wZefx3IFVknmjIKjL3B/dKbzCgiIpJTERylSKie4veUApLZKX5bmzrVGUgzoO7bF5g8OeICaosCYxERCVWR+ZdZQlJmua8RWVZv6VKgVy9nQN2/P/DKKxEbUIuIiIQyjVSLrU7x206TJsAddwAlSgATJ7JYe7BbZHuqky4iItmhoFpCjk7xwzkyzQCapfLefReIjlZAHQCqky4iItml88gioeall5wpH6zyQQysFVD73alzqpMuIiLZp6BaJJS88ALwwAPAtGnAnDnBbk1E2X0sUXXSRUQk2xRUi4SKZ58FBg92/v+xx4BOnYLdoohyWnXSRUQkBxRUi4SC8eOBIUOc/x85EnjySaV8BFg+1UkXEZEcUFAtEmxPPQUMG+b8/5gxzosC6oArWygu20uhi4iIKKgWCabffnMG0cTRaY5SS1Dkj1WddBERyT6dzxQJpssuA2bNArZtA4YODXZrIp7qpIuISHYpqBYJRg3qI0eAokWdtzt0CHaLxI3qpIuISHYo/UMk0AE1K3vUrQvs2BHs1oiIiIiPKKgWyQAX/Phl7wms3XHEXOdoARAG1EzxYKWPv/8Gli71ZVNFREQkiJT+IZLBktWrtx/C2aRknEu6iLg80di0KxeuvqRY1pesZkD90EPOxV3o5ZedqyaKiIiILSioFvGAI9Lrdh7B/C378dfhM677KxaNR0zuXCicL8b7yWsMqAcNci4/Tq+8AvTr56eWi4iISDAo/UPEg91Hz+KLn/amCKiJt3k/t3sdUA8c+G9A/frrCqhFRERsSEG1iAcHTpxLE1BbeD+3e+XkSeCbb5yLuUyZAtx/v28bKiIiIiFB6R8iHpy/mJzidrLDgQsXk811rqgoJF646N0DJSQAixcDX38NdO7sn8aKiIhI0GmkWsSD4gVikTeP89cj6WIyjp05j+Nnk3Ay8QIuOhw4fyHZTGT0KDkZWLbM7cGKK6AWERGxOQXVEv6l6vzgkuL5cM0lRREXk8u07WKyw9zPFfYaVS6KfScSMXvDrrTtvnjRWdWjeXPgzTeD03gREREJOKV/SMBxhJcB6X63vOSSCbHoVLdc1kvVZYJBb3aWnOY+91xdCReSHfhp13ETVEfnikKZQnG4qlIRbNl7wtzHx3atvseAukcP4N13gehooGBBn74WERERCV0KqiWgGOSmDqiJt3l/r+sqe1+qzs/BO/e5pXYZVCyaz9Spjo2JxvkLF10BNTFYNy5cALp3B2bMAHLnBj74AOjSxSevQ0REREKfgmoJKI7spg6oLbw/xchvOiPNcdGBC94ZSG/ddzLd7WyTCajvuQf46CNnQD1zJnDrrZk3UkRERGxDQbUElGtk14vt6Y00d6hZyufBe3oYxPM5PT0W7y+XkAe4807g44+BmBjn9S23ZPq4IiIiYi+aqCgBZUZ2vdie0Ujz5xt3+zR4zwhHs5kuwgDanUkjqVcOBeJjgWrVgDx5gNmzFVCLiIhEKI1US0BlOvJbOG+mI80HT55HpWjfBO/eYG4100XSnfA4Zgxw991A1apeP6aIiIjYi0aqJaAyHfn9J1D1diQ5s+DdE/fg3VtsV7XSCWhYuQiqFYlFgf8bC5z5p041V0tUQC0iIhLRNFItAZfpyG8WR5IzCt49Vv9wC96zLDER6NQJ+Oor4Mcfgc8/z1E7RURExB4UVEtQOEd+Y7KVJlK8QB4gncUMsxq8Z8nZs0DHjsDChUDevMCgQdl7HBEREbEdpX9I2KWJ3FK7bPbSNkonZD+gZqoHJyEyoI6Pd45Uc9VEEREREY1USyhLb6SZdao3BrIhp08D7dsDy5YB+fI5A+rrrw9kC0RERCTEKaiWgMjJcuGp00SSkpIQUPfe6wyo8+cH5s8Hrr02sM8vIiIiIU9BtfhdTpcLD7rhw4H1651LjzduHOzWiIiISAhSUC1+5avlwoOqXj3g11+dC7yIbc6CiIiI+JKCavErXy0XHlDHjwO33QaMHv3vyLQC6pAU9mdBRETENlT9Q/zKV8uFB8yxY0Dr1s4qH3fdBZw/H+wWSTbPgnC7iIhIoCioFr/y5XLhfnf0KNCqFbBmDVC0KDBnjkaow/wsiIiISKAoqBa/8vVy4X5z+DDQogXwww9AsWLA0qVAnTrBbpXY6SyIiIjYmoJqCdoiLjlaLtyXDh1yBtQbNgDFizvL59WqFexWiZ3OgoiIiO3pr474nc+XC/e1p54CfvoJKFnSOUJdvXqwWyReyGgp+5A6CyIiIhFBQbUEhKdFXELGuHHAkSPAsGHAFVcEuzWSxbMgHqt/hMpZEBERiRgKqiUysWxeQgIQFQXExQHTpwe7RWLHsyAiIhIxFFRL5Nm7F2jeHLjpJuDZZ52BtdjiLMi/C8GcVIAtIiIBpaBaIsvu3c6Amisknj7tTPlgtQ8Je1oIRkREgknVPyRy7NoFNG3qDKgrVgRWrFBAbRNaCEZERIJNQbVEhp07gRtuAH7/HahUCVi+HKhcOditEh/RQjAiIhJsCqrF/v76yzlCvX07cMklzhFqBtZiG1oIRkREgk051ZLCvxO9bFRJYe1a4M8/gSpVnAu7lCsX7BaJj2khGBERCTb9pRH7T/Tq0gWYORNo3BgoWzbYrRE/0EIwIiISbEr/EHtO9GLuNEvnuQfWCqhtvxAMA2h3WghGREQCRSPV4vVEr5BdETG1bducZfO4uAvTPUqVCnaLJAC0EIyIiASTgmqx10SvrVuBZs2AffuAwoW1sEuE0UIwIiISLAqqxT4TvX7+2TlCvX8/ULMmsGQJULx4sFslQWDb+QEiIhKylFMtKSZ6eRIWE702b3aWzWNAXacOsHSpAuoIZbv5ASIiEhYUVIvXE70YjPyy9wTW7jhirkMmONm0yZnycfAgUK+ec4RaKyVGLC0EIyIiwRAG5/QlFCZ6hfTpdOZOc1IiF3RZuNB5WyKWbeYHiIhIWAmrkerRo0cjKioqxeWKK65wbU9MTET//v1RtGhR5M+fH507d8Z+pgO42blzJ9q1a4f4+HiUKFECQ4YMwYULKf/ILl++HPXq1UNsbCyqVKmCt99+G5E10SsBDSsXMdfWCHVIn07nYi5cdnzRIgXUYo/5ASIiEnbCKqimGjVqYO/eva7LypUrXdsefPBBfPHFF5g1axZWrFiBPXv2oFOnTq7tFy9eNAH1+fPn8d1332H69OkmYB45cqRrnx07dph9mjVrhh9//BGDBg1C7969sWDBAkSqUDydXuj33xH1ySf/3lG+PFCoUMDbIaEn7OcHiIhIWAq7IZvcuXOjlIe6w8ePH8dbb72FGTNmoDkrQACYNm0aqlWrhtWrV+Pqq6/GwoUL8fPPP2Px4sUoWbIk6tSpg7Fjx+KRRx4xo+B58uTBa6+9hsqVK+O5554zj8GfZ+D+wgsvoE2bNohEoXY6PWrNGlwzciSiz50DihYFWrUK6PNLeMwP8JiupIVgRETET8IuqP7tt99QpkwZxMXFoXHjxhg3bhwqVKiAdevWISkpCS1btnTty9QQblu1apUJqnlds2ZNE1BbGCj369cPW7ZsQd26dc0+7o9h7cMR64ycO3fOXCwnTpww12wTL96w9vN2/0DJGwNEIznD7YFqc9Tq1Yi++WZEnTmDi9dei+T69fnkAXnucBOqn6dAKJ0Qg+5Xl8PuY4k4nXgB+eJyo2yhOOSPjUnTH5HcT1mlvvKO+sk76ifvqJ/820++7NewCqobNWpk0jWqVq1qUj/GjBmD66+/Hps3b8a+ffvMSHOhVCkADKC5jXjtHlBb261tGe3DIPns2bPIm9fzqWMG92xPahwdZ/52VixibnCIaRid/rY/1v2JPwLQhiK//ILGY8YgKjERh2rUwOoBA3Dxm28C8MzhLRQ/T8GQ2WdU/eQ99ZV31E/eUT95R/3kn346c+YMIjKobtu2rev/tWrVMkF2xYoVMXPmzHSD3UAZNmwYBg8e7LrNILx8+fJo3bo1EliZwsujJX4YWrVqhZiY0DpFvevIWXy+cTcOnjzvuq94gTy4pXbZgOSoRq1ciegnnzQB9cUmTbD6v/9F8/btQ66fQkkof55CifrJe+or76ifvKN+8o76yb/9ZGUWRFxQnRpHpS+//HL8/vvvphM5AfHYsWMpRqtZ/cPKweb1mjVrUjyGVR3EfZ/UFUN4m4FxRoE7K4Xwkhrf2Kz+EmTnZ/ytcskY9Lw+r8dye373669A+/bA6dNAy5ZI/vhjXFy+PCT7KRSpn7yjfvKe+so76ifvqJ+8o37yTz/5sk/DrvqHu1OnTuGPP/5A6dKlUb9+fdMxS7jwxz+2bdtmSugx95p4vWnTJhw4cMC1D49qGDBXr17dtY/7Y1j7WI8RyTyV2wuIyy4DuncHWrcGPv8cyGI6jYiIiIi/hdVI9cMPP4z27dublA+Wyxs1ahSio6Nx5513omDBgujVq5dJwShSpIgJlAcOHGiCYU5SJKZiMHi+9957MWHCBJM/PXz4cFPb2hpl7tu3LyZNmoShQ4eiZ8+eWLp0qUkv+fLLL4P86iNYVBTw8svOCYl8nzRZQ0REREJMWI1U79q1ywTQnKh42223mUVeWC6vePHiZjvL3t18881m0ZcmTZqYVI7Zs2e7fp4B+Ny5c801g+177rkH3bp1wxNPPOHah+X0GEBzdLp27dqmtN6UKVMitpxe0LAu+J13Auf/yeHOlcsZUIuIiIiEoLAaqf7www8z3M4ye5MnTzaX9HCUe968eRk+TtOmTbFhw4Zst1Ny6KuvgFtvZZ1CgCXzHn442C0SERERsU9QLRFg7lygc2fnCDUD6//9L9gtkjB1MjEpOBNrRUQkIimoltDx2WdA167OnGkG1h98wGm5wW6VhKGdh894XlGxbjlUKKqJriIiEuE51WJjc+YAXbo4A+rbblNALTkaoU4dUBNv835uFxER8TUF1RJ8x44BPXsCFy44Jye+/74Cask2pnykDqgtvJ/bRUREfE1BtQQfF+v59FOgTx/gnXeA3MpKkuxjDnVOtouIiGSHohcJ3iSvU6eA/Pmd/7/hBufFBzRBLbLxPc/JdhERkezQXxcb8HUQGZBJXu+95yyVt3gxcOWVvnlMTVATwHz++Z57SgHh/dwuIiLia0r/CHMMIt9auQPvrPoLszfsNte8zftDdpLX9OlAt27A/v3Au+/CVzRBTYgHlDyIYgDtzhxc1SunsxYiIuIXGqkOY5kFkb2uq5zlAMKbSV7VSucgKJk6FejdG3A4gH79gHHj4Ct+b7uEDZ6V4OdfaUAiIhIoCqrDmD+CSL9O8nrzTeD++53/798fePllICoq+4+XxbZpglpkYQCtgygREQkUpX+EMX8EkX6b5PXaa/8G1Fwl0ccBtTdt0wQ1ERER8RcF1WHMH0GkNcnLk2xP8rp40Vl7mh58EJg40ecBtd/aLiIiIuIFBdVhzB9BpF8meUVHA/PmAZMnA88955eAmjRBTURERIJF58PDmBVEeiwhl4MgMrNJXl6X8Pv+e6BRo38aWwD473+z+Up913YRERERf1BQHeb8FUSmN8nL6zrQzzwDDB0K/N//AcOGIZA0QU1EREQCTUG1DQQqiPS6hN/48f8G0omJfm+XiIiISLApp1p8WsIPTz31b0A9ZozzIiIiImJzGqkWr2VWoi9hwjhg4njnjSefBB5/PDANExEREQkyBdXitYxK9LX46BWUnfma8wbTPx55JHANExEREQkypX+IT0r45S5W9N8JigqoRUREJMIoqBaf1IG+ZOxjwPr1wMMPB619IiIiIsGi9A/JXgm/I2cQ//orSLzjLpSpXMZZ9aNI3WA3T0RERCQoFFRLlhWIzY1qz4x2Ljf+1Rzg22+D3SQRERGRoFJQLVnjcACDBgEvveS83bMnEKOFVkRERCSyKagW7yUnAwMHAq+84rz9xhtAnz7BbpWIiIhI0CmoFu8D6v/+F3j9dSAqCpgyxTlKLSIiIiIKqsVLXMjFCqinTQO6dw92i0RERERChkrqiXd69ADKlQPeeUcBtYiIiEgqGqkW71x+ObBtGxAfH+yWiIiIiIQcjVSLZxcuAL17AwsW/HufAmoRERERjxRUi+eA+t57gbfeArp2BQ4fDnaLREREREKa0j8kpaQk4J57gJkzgdy5genTgaJFg90qERERkZCmoFpSBtR33gl88olzQZePPwZuuSXYrRIREREJeQqqxen8eeD224FPPwXy5AFmzwbatQt2q0RERETCgoJqcXr1VWdAHRsLzJkDtG0b7BaJiIiIhA0F1eLUvz/w00/O0eo2bYLdGhEREZGwoqA6kp0755yMGB3tvJ46NdgtEhEREQlLKqkXqc6edU5C7NULSE4OdmtEREREwpqC6kh05gzQvj2wcKGzwsfWrcFukYiIiEhYU1AdaU6fBm6+GViyBMifH/jqK6B69WC3SkRERCSsKac6kpw65SyT9/XXQIECzoD62muD3SoRERGRsKegOlKcPAncdBOwciWQkADMnw80bhzsVomIiIjYgoLqSLF+PfD990DBgs5c6quuCnaLRERERGxDQXWkuOEG5/LjpUsDDRoEuzUiIiIitqKg2s6OHQOOHgUqV3beZsUPEREREfE5Vf+wqyNHgJYtnSPU27cHuzUiIiIitqag2o4OH3YG1OvWORd5YRk9EREREfEbBdV2c+gQ0KIFsGEDUKIEsGwZULNmsFslIiIiYmvKqbaTgwedAfWmTUDJksDSpVrYRURERCQANFJtF/v3A82aOQNqVvhYvlwBtYiIiEiAaKTaLnLnBqKjgTJlnCkfl18e7BaJiIiIRAwF1XZRtCiwZImzjF6VKsFujYiIiEhEUVBtJ8WKOS8iIiIiElDKqRYRERERySEF1SIiIiIiOaSgWkREREQkhxRUi4iIiIjkkIJqEREREZEcUlAtIiIiIpJDCqpFRERERHJIQbWIiIiISA4pqBYRERERySEF1ZmYPHkyKlWqhLi4ODRq1Ahr1qwJdpNEREREJMQoqM7ARx99hMGDB2PUqFFYv349ateujTZt2uDAgQPBbpqIiIiIhBAF1Rl4/vnn0adPH/To0QPVq1fHa6+9hvj4eEydOjXYTRMRERGREJI72A0IVefPn8e6deswbNgw1325cuVCy5YtsWrVqjT7nzt3zlwsJ06cMNdJSUnm4g1rP2/3j1TqJ++on7yjfvKe+so76ifvqJ+8o37ybz/5sl+jHA6Hw2ePZiN79uxB2bJl8d1336Fx48au+4cOHYoVK1bg+++/T7H/6NGjMWbMmDSPM2PGDDO6LSIiIiKh5cyZM7jrrrtw/PhxJCQk5OixNFLtIxzRZv61+0h1+fLl0bp1a6/fJB4tLVq0CK1atUJMTIwfWxve1E/eUT95R/3kPfWVd9RP3lE/eUf95N9+sjILfEFBdTqKFSuG6Oho7N+/P8X9vF2qVKk0+8fGxppLanxjs/pLkJ2fiUTqJ++on7yjfvKe+so76ifvqJ+8o37yTz/5sk81UTEdefLkQf369bFkyRLXfcnJyea2ezqIiIiIiIhGqjPAdI7u3bujQYMGuOqqqzBx4kScPn3aVAMREREREbEoqM7A7bffjoMHD2LkyJHYt28f6tSpg/nz56NkyZLBbpqIiIiIhBAF1ZkYMGCAuYiIiIiIpEc51SIiIiIiOaSgWkREREQkhxRUi4iIiIjkkIJqEREREZEcUlAtIiIiIpJDqv7hJw6HI8vLX3KJTa5Bz5/RqknpUz95R/3kHfWT99RX3lE/eUf95B31k3/7yYrTrLgtJxRU+8nJkyfNdfny5YPdFBERERHJJG4rWLAgciLK4YvQXNLgkuZ79uxBgQIFEBUV5fXREoPwv//+GwkJCX5vY7hSP3lH/eQd9ZP31FfeUT95R/3kHfWTf/uJYTAD6jJlyiBXrpxlRWuk2k/4xpQrVy5bP8sPg35xMqd+8o76yTvqJ++pr7yjfvKO+sk76if/9VNOR6gtmqgoIiIiIpJDCqpFRERERHJIQXUIiY2NxahRo8y1pE/95B31k3fUT95TX3lH/eQd9ZN31E/h00+aqCgiIiIikkMaqRYRERERySEF1SIiIiIiOaSgWkREREQkhxRUi4iIiIjkkILqEDJ58mRUqlQJcXFxaNSoEdasWQO7Gj16tFlp0v1yxRVXuLYnJiaif//+KFq0KPLnz4/OnTtj//79KR5j586daNeuHeLj41GiRAkMGTIEFy5cSLHP8uXLUa9ePTMbuEqVKnj77bcRyr7++mu0b9/erOzEPvn0009TbOe84pEjR6J06dLImzcvWrZsid9++y3FPkeOHMHdd99tit8XKlQIvXr1wqlTp1Lss3HjRlx//fXms8YVqCZMmJCmLbNmzTLvCfepWbMm5s2bh3Dpp/vuuy/N5+vGG2+MuH4aN24cGjZsaFZ25e9Ix44dsW3bthT7BPJ3LVS/47zpp6ZNm6b5TPXt2zei+unVV19FrVq1XItrNG7cGF999ZVruz5L3vWTPkuejR8/3vTFoEGDwvczxeofEnwffvihI0+ePI6pU6c6tmzZ4ujTp4+jUKFCjv379zvsaNSoUY4aNWo49u7d67ocPHjQtb1v376O8uXLO5YsWeL44YcfHFdffbXjmmuucW2/cOGC48orr3S0bNnSsWHDBse8efMcxYoVcwwbNsy1z/bt2x3x8fGOwYMHO37++WfHyy+/7IiOjnbMnz/fEar4Oh5//HHH7NmzWZXHMWfOnBTbx48f7yhYsKDj008/dfz000+OW265xVG5cmXH2bNnXfvceOONjtq1aztWr17t+OabbxxVqlRx3Hnnna7tx48fd5QsWdJx9913OzZv3uz44IMPHHnz5nW8/vrrrn2+/fZb01cTJkwwfTd8+HBHTEyMY9OmTY5w6Kfu3bubfnD/fB05ciTFPpHQT23atHH8f3vnAi1T9cfxjYseIiLPPENJ3qUiqlsJlagkJVGRx0rlmVJRLRUpCj0UPZQQEVl5KyVE8ojE8o5E3u84//XZ/3WmM+fO3Dv3jq6ZO9/PWuPemTkzs/dv9jn3u3/7u39Gjhxp279s2TKnUaNGTsmSJZ2DBw9m+rkWy9e4SOJUv35922bvmGKMJFKcJk+e7EydOtVZu3at89tvvzm9e/e24524gcZSZHHSWErJokWLnNKlSztVqlRxunTpEng83saURHWMcOWVVzqdOnUK3D958qRTrFgxp3///k5WFdUImlDs3bvXXoDGjRsXeGz16tVWPC1YsMDe58TJnj27s2PHjsAxw4cPd/LmzescO3bM3u/Ro4cV7l7uuece+wc0HvCLxVOnTjlFihRxBgwYEBSr3LlzW8EHXDB43eLFiwPHTJs2zcmWLZuzbds2e3/YsGFO/vz5A3GCnj17OhUrVgzcb968udO4ceOg9tSuXdtp3769E2uEE9VNmjQJ+5pEjBPs3LnT9nvevHmZfq7F0zXOHydXCHn/2PtJxDgB58iIESM0liKME2gsBXPgwAGnfPnyzowZM4JiE49jSvaPGOD48eNmyZIldinfJXv27Pb+ggULTFYF2wLL92XLlrXL8CzhALE4ceJEUDxYXi9ZsmQgHvxkqb1w4cKBYxo0aGD2799vVq1aFTjG+x7uMfEa0w0bNpgdO3YE9Slfvnx2mcobF6wMtWrVChzD8YynhQsXBo6pV6+eyZUrV1BcWO7es2dPlokdy30sBVasWNF06NDB7N69O/BcosZp37599meBAgUy9VyLt2ucP04uo0ePNgULFjSVK1c2Tz31lDl8+HDguUSL08mTJ82YMWPMoUOHrL1BYymyOLloLP0L9g7sG/7+xOOYSkrX0eI/YdeuXfbE8w4K4P6aNWtMVgQhiKcJwbN9+3bTt29f611duXKlFY4IGUSPPx48B/wMFS/3udSO4WQ7cuSI9STHE26/QvXJ22eEpJekpCQrDrzHlClTJsV7uM/lz58/bOzc94h18E83a9bM9nP9+vWmd+/epmHDhvYCmSNHjoSM06lTp6xXsU6dOvYPOWTWucYkJF6ucaHiBC1btjSlSpWyiQC89j179rQTrAkTJiRUnFasWGHFIV5XPK4TJ040lSpVMsuWLdNYiiBOoLH0L0w4li5dahYvXmz8xOP1SaJanBEQOC5s6EBkc5EZO3Zs3IldEXu0aNEi8DtZDMZYuXLlbPY6OTnZJCJkg5i0zp8//0w3JS7j1K5du6AxxWZhxhKTNsZWokAiBAFNNn/8+PGmdevWZt68eWe6WXETJ4S1xtL/2bJli+nSpYuZMWOG3RyYFZD9IwZgCYjsmX9HK/eLFCliEgFmohUqVDDr1q2zfWY5Zu/evWHjwc9Q8XKfS+0YdmPHo3B3+5XaOOHnzp07g55nFzSVLk5H7OJ1PGIx4jxjfCVinDp37mymTJli5syZY0qUKBF4PLPOtXi5xoWLUyhIBIB3TCVCnMgcUj2hZs2atmpK1apVzeDBgzWWIoxTKBJ1LC1ZssReh6nKwUohNyYeQ4YMsb+TKY63MSVRHSMnHyferFmzgpYgue/1YGVlKGXGLJ0ZO7HImTNnUDxYGsNz7caDnyyveYURs11OEneJjWO87+EeE68xxYrACe7tE8tXeIC9ceECxMXKZfbs2XY8uRdujqEkHV41b1zIrGBpyIqx27p1q/VUM74SKU7s40QosvRM//x2lsw612L9GpdWnEJBFhK8YyqrxykUtO/YsWMaSxHGKRSJOpaSk5NtP+m/e2OfC3us3N/jbkyla1uj+M+gnAtVHEaNGmUrE7Rr186Wc/HuaM1KdO3a1Zk7d66zYcMGW5aMcjiUwWHXvVtGh5JWs2fPtmV0rr76anvzl9G5+eabbQksSuMUKlQoZBmd7t272x3DQ4cOjfmSeuyCpiwQN07PQYMG2d83bdoUKKnHuJg0aZKzfPlyW+EiVEm96tWrOwsXLnTmz59vd1V7S8Wxo5pSca1atbIlnhh7xMlfKi4pKckZOHCgjR3VWmKpVFxqceK5bt262d3hjK+ZM2c6NWrUsHE4evRoQsWpQ4cOtgQj55q3fNfhw4cDx2TWuRbL17i04rRu3TqnX79+Nj6MKc6/smXLOvXq1UuoOPXq1ctWRCEGXH+4T8Wc6dOn2+c1ltKOk8ZS6vgro8TbmJKojiGoncjgoVYi5V2on5tVoZxN0aJFbV+LFy9u73OxcUEkduzY0ZYh4mRo2rSp/SPnZePGjU7Dhg1t7WAEOUL9xIkTQcfMmTPHqVatmv0cLlzUoo1laC8i0X+jRJxbVq9Pnz5W7HEBSE5OtnVQvezevduKwzx58tiyQm3atLFC0ws1ruvWrWvfg/gj1v2MHTvWqVChgo0d5YiouxoPcUIIcYHlworALVWqlK056r84JkKcQsWIm/c8yMxzLVavcWnFafPmzVb0FChQwI4FaprzB9pbWzgR4tS2bVt7PtEuzi+uP66gBo2ltOOksZQ+UR1vYyob/2QscS+EEEIIIYQAeaqFEEIIIYSIEolqIYQQQgghokSiWgghhBBCiCiRqBZCCCGEECJKJKqFEEIIIYSIEolqIYQQQgghokSiWgghhBBCiCiRqBZCCCGEECJKJKqFEEIIIYSIEolqIUTc8eCDD5o8efKc6WYIIYQQAZL+/VUIIWKX3bt3m9GjR5vvvvvOfPvtt+bIkSPmlltuMdWrVzfNmze3P4UQQogzRTbHcZwz9ulCCBEBY8aMMY888og5ePCgKV26tDlx4oTZsWOHFdK//PKLvd+6dWvz7rvvmly5cp3p5gohhEhAZP8QQsQ033//vbn//vtNkSJF7O8bNmwwN954oznrrLPM4sWLzR9//GHuvfde8+GHH5onnngi6LUDBw4011xzjbngggvM2WefbWrWrGnGjx+f4jOyZctmnn/++cD9f/75xzRq1MgUKFDA/Prrr4FjUrtdd9119ri5c+fa+/z00rhx4xSfw2vc17ls3LjRHjdq1Kigx9esWWPuuusu2yb6XqtWLTN58uQUfdm7d6+NA5OP3LlzmxIlSpgHHnjA7Nq1K2z7iCHH855MXNLbD9i2bZtp27atKVy4sP3cyy67zHzwwQcmkhWIhg0b2nbyuqJFi5r77rvPbNq0KUVM+D79VK5cOSiGx48fN88++6z9rvPly2fOPfdcc+2115o5c+YEvY748p68t5dQ38mxY8fMc889Zy6++GLbxosuusj06NHDPu6F9+vcuXOKNt566602vml9x506dbKPY2/y8vPPP9tVmUKFCgWNOd5XCBE7yP4hhIhpXn75ZXPq1CmbrUYo+SlYsKD56KOPrPh95513rPi58MIL7XODBw82t99+uxVpiC3e4+677zZTpkyx4jAcDz/8sBWTM2bMMJUqVbKPffzxx4HnsaCQFX/99dft5wNiMhzYVb7++usMx2DVqlWmTp06pnjx4qZXr15WKI4dO9bccccd5osvvjBNmza1xyGIEZCrV6+2ArdGjRpWTCO+t27dGmirl3379llRmzNnTtvG1Lzq4frx559/mquuuiogKhF/06ZNMw899JDZv3+/efzxx8O+J9/LeeedZ7p06WInP+vXrzdvvvmmWb58uVmxYkW6Y8XnjRgxwk60WN04cOCAef/9902DBg3MokWLTLVq1dL1fow9xtD8+fNNu3btzKWXXmrbxXe/du1a8+WXX5rTwbp168x7770X9vthUfnJJ5+0gh78E0ghxJlHoloIEdP88MMPpmTJkiEFtUtSUpIVPlhBEE5uBg/RQ4baBcGH0Bw0aFBYUd27d2/zySefWLGKkHUhW+7NZCOqEbXeDGQ4yGoijBCaXrJnz25OnjyZ5usRnMSAzDyZUujYsaOpW7eu6dmzZ0BUDxgwwKxcudJMmDAh8Bg888wzVpT5IdNKH7DSEGd3MpLefjz99NO2H4hNhDE8+uijVtiS0W7fvn3Q9+CFzDQTBC/nn3++/Syy2O77RUr+/PltJthrA0JcX3LJJVasI7Dd2ENaDshPP/3UzJw508ybN8/G25shp4/EjdWQaCGGFStWtCLay8KFC+2k5bPPPjMtWrQI+k6FELGF7B9CiJiGTGNaYs+bKSZT6eIVcnv27LGChUzu0qVLQ77HW2+9Zfr372+GDBlimjRpclraj8BFDJNx90O/yCCnxt9//21mz55tN2MSCzLP3BCcZF9///13a70AJgJVq1YNEtQuZJH9GVhsIT/++KPNPpcrVy5D/UCU8rm33Xab/d1tHzfaR8zDxdsLfdu5c6dZsGCBFZDYR7C6eDl8+HDQ+3PzT0py5MgRENT0kfgxCcLa4m2HO6bSiv+4ceNsdhpR7v3cG264wT7vt5UcPXo0RRvx/KfGkiVL7Ocw9lyx740LpHdyIYTIfJSpFkLENMWKFbOWgEiWzwGLhAs2jxdffNEsW7YsyP/qF5hA9vWnn36yvyPETgcIPjLf2E+qVKmS4nkynJ9//rl54403bBaSjDvi398vxGqfPn3sLRSIUfpNnO68886IM6MIamKBWM1oP/766y/r4yZzzy1c+9KCbDKxgCuuuMIKff/3hLWHmx+/9QZ//WuvvWZ96F5BW6ZMmcDvbHLFm963b18zfPhwm+EGjscK48KkBTsNlpZI+kYm3M2GeylVqlTYvmPpYbLHCovfk81kgPaQ8ce+49o/mDAIIWILiWohREyD0Bg6dKgVKnh0Q8HyOEIK4YO31/U9YwmpV6+eGTZsmLUZIE5Gjhxpl/T9YBtB2OFXRojjvWY5PhpoM1aEb775JuTzeHR5Dn9sOI+sK566detmM7+hYANdesFWwEY5svO0g4mHay1JTz/c9mGPoQJLKEJNKPxgZ2jTpo2dGLz66qt2koHtgomGC+3ke/HCd+YF6w4b/bC1dO/e3WakyV6TBfZOzhDi2EHYHFihQoWg96hfv35Q/y6//HJrGQqFK3JdWOHwC2P6hsUmFNOnT7f9JEMfCsQ4YxYLENal9MZVCJF5SFQLIWIaBAmbwTp06GAzjy1btgws+W/evNnMmjXLVnsgw4tYdoUhlgQykQhBr1hEoITipptushlLlu/5PAScWwEjI5D9JQuK9zlclpL2TZ061Xq/t2zZYjPSTBC8/u2yZcvan0wIqHqSGlg48FRHAm1DBLNxj2woE4kXXngh3f1gIsNGQ76TtNqXGniUuQEilskQG0XxcLuUL18+xWcwCfJCdRdihl3F+92FynCzIbVZs2Y2ZmyYhK5du6aIKV795OTkiMYCVUz8bWQlIpSo5vsmS41dx50MhoIVAsY63wMbZsmqe8eIECI2kKdaCBHTUEqPLB7iiiV9snVkIw8dOmRFHlUu8E5/9dVXdmOcC9lJRJDXc0u2NVy1BqwYvAaR9vbbb9tKF6GqMUQKlUdoIzaLtCBTimhDjHk3RwKZVkq8Udlk+/btKV6L/cIF6wcCcOLEiSmO82/Iw24AeLDJgr/yyishBXla/SBmfC6TmFCv97YvUtzyf/6SdZFAe/z9JSsfLhOMbxsBT+y5uTYQF7zseNZDjQX+AyJik1GoRkOVE7LoqYEXnEkBfnYy9W5JSSFEbKFMtRAi5mGJfdKkSVZUUquaKhfYFRC/ZFq5+bOIVPdgyZ76vmS38b5iI8EqgZBJDWwWZAKpQMEGPKwj6YVl/Zdeeum0bDCj3VSeIIOL3YFMLBlthCIb7RDSgN2BTC3Ci8kGFVPwh1NSj1ghoEOBYEMU897E17tZLpJ+IPbYsFe7dm37HpQh5HMRg1gbUvOoI1aZwDBZyps3ry2NyGPEnIlGRuxCbvUTxgB1zek7bXJrcKeHVq1a2eokVPqgj0x6mKixasLjrISQ6c8IxJZ4pWYzYqWA8cvECguIECJ2kagWQsQNCC3+AxQ2IFK7GQ9uOKjOgBcYwUedZDapkY0lW52WqHaX7BFMeG4RaRlpa2r1mdMDgpBNlCz/44Om8gcZbDbbYX1xocY0XnJEMtlqfOYchzjFlhAOsp4I2euvv956rB977LF09QN/Mp70fv362VjhYUeEU8GDmKcGghJLA98pmV8+Dz81GyOxlaQX/NRYLcjs8/0RO1Y2qK7h/49sIoEJBqsb1KWmHjpxPeecc+zEBpHr92OnB1ZY/P+Jjh+89mTuqQCTUSuSECJz0H9TLoQQQgghRJTIUy2EEEIIIUSUSFQLIYQQQggRJRLVQgghhBBCRIlEtRBCCCGEEFEiUS2EEEIIIUSUSFQLIYQQQggRJRLVQgghhBBCRIlEtRBCCCGEEFEiUS2EEEIIIUSUSFQLIYQQQggRJRLVQgghhBBCRIlEtRBCCCGEECY6/gf2PWwu0JQSgwAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 800x800 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Визуализация результатов\n",
|
||
"# Словарь для хранения результатов\n",
|
||
"metrics = {'Model': [], 'MAE': [], 'MSE': [], 'RMSE': [], 'MAPE': [], 'R2': []}\n",
|
||
"\n",
|
||
"# Оценка каждой модели\n",
|
||
"for name, model in models.items():\n",
|
||
" results = evaluate_model(model, X_test, y_test)\n",
|
||
" metrics['Model'].append(name)\n",
|
||
" for key in results:\n",
|
||
" metrics[key].append(results[key])\n",
|
||
"\n",
|
||
"# Преобразование в DataFrame\n",
|
||
"metrics_df = pd.DataFrame(metrics)\n",
|
||
"metrics_df.set_index('Model', inplace=True)\n",
|
||
"\n",
|
||
"# Названия метрик и их описания для графиков\n",
|
||
"metric_labels = {\n",
|
||
" 'MAE': 'Средняя абсолютная ошибка (MAE)',\n",
|
||
" 'MSE': 'Среднеквадратическая ошибка (MSE)',\n",
|
||
" 'RMSE': 'Корень из MSE (RMSE)',\n",
|
||
" 'MAPE': 'Средняя абсолютная процентная ошибка (MAPE)',\n",
|
||
" 'R2': 'Коэффициент детерминации (R²)'\n",
|
||
"}\n",
|
||
"\n",
|
||
"# Отображение каждого графика отдельно\n",
|
||
"for metric in metrics_df.columns:\n",
|
||
" plt.figure(figsize=(8, 5))\n",
|
||
" sns.barplot(\n",
|
||
" x=metrics_df.index, \n",
|
||
" y=metrics_df[metric], \n",
|
||
" hue=metrics_df.index, # Добавляем hue\n",
|
||
" palette='viridis', \n",
|
||
" edgecolor='black',\n",
|
||
" legend=False # Отключаем легенду, так как цвета соответствуют x\n",
|
||
" )\n",
|
||
" plt.title(f'Сравнение моделей по {metric_labels[metric]}', fontsize=14)\n",
|
||
" plt.xlabel(\"Модель\", fontsize=12)\n",
|
||
" plt.ylabel(metric_labels[metric], fontsize=12)\n",
|
||
" plt.xticks(rotation=45)\n",
|
||
" plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
|
||
" plt.show()\n",
|
||
"\n",
|
||
"\n",
|
||
"# Визуализация фактических vs предсказанных значений для лучшей модели (по R²)\n",
|
||
"best_model_name = metrics_df.sort_values(by='R2', ascending=False).index[0]\n",
|
||
"best_model = models[best_model_name]\n",
|
||
"\n",
|
||
"y_pred_best = best_model.predict(X_test)\n",
|
||
"\n",
|
||
"plt.figure(figsize=(8, 8))\n",
|
||
"sns.scatterplot(x=y_test, y=y_pred_best, alpha=0.6)\n",
|
||
"plt.plot([min(y_test), max(y_test)], [min(y_test), max(y_test)], '--r', label=\"Идеальное предсказание\")\n",
|
||
"plt.xlabel(\"Фактические значения\", fontsize=12)\n",
|
||
"plt.ylabel(\"Предсказанные значения\", fontsize=12)\n",
|
||
"plt.title(f\"Фактические vs. Предсказанные ({best_model_name})\", fontsize=14)\n",
|
||
"plt.legend()\n",
|
||
"plt.grid(True)\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 40,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"# Лабораторная работа №4\n",
|
||
"df = df.drop(columns=[\"Altimeter\"])\n",
|
||
"df = df.drop(columns=[\"Temp_Cloud\"])\n",
|
||
"y = df[\"Solar energy\"]\n",
|
||
"X = df.drop(columns=[\"Solar energy\"])\n",
|
||
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
|
||
"scaler = StandardScaler()\n",
|
||
"X_train = scaler.fit_transform(X_train)\n",
|
||
"X_test = scaler.transform(X_test)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 41,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Best KNN: {'metric': 'euclidean', 'n_neighbors': 9, 'weights': 'uniform'} Best R²: 0.6196716650088704\n",
|
||
"Best Decision Tree: {'max_depth': 5, 'min_samples_leaf': 5, 'min_samples_split': 2} Best R²: 0.5323934678992611\n",
|
||
"Best Random Forest: {'max_depth': 5, 'min_samples_split': 5, 'n_estimators': 300} Best R²: 0.6170520486671887\n",
|
||
"Best CatBoost: {'learning_rate': 0.1, 'iterations': 100, 'depth': 4} Best R²: 0.6338589386177222\n",
|
||
"Best MLP: {'hidden_layer_sizes': (50, 50), 'alpha': 0.0001, 'activation': 'relu'} Best R²: 0.599421448322674\n"
|
||
]
|
||
},
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"c:\\Users\\Cyber\\AppData\\Local\\Programs\\Python\\Python312\\Lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:691: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (5500) reached and the optimization hasn't converged yet.\n",
|
||
" warnings.warn(\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"# Knn\n",
|
||
"\n",
|
||
"knn_params = {\n",
|
||
"\n",
|
||
" 'n_neighbors': [3, 5, 7, 9],\n",
|
||
"\n",
|
||
" 'weights': ['uniform', 'distance'],\n",
|
||
"\n",
|
||
" 'metric': ['euclidean', 'manhattan']\n",
|
||
"\n",
|
||
"}\n",
|
||
"\n",
|
||
"knn_grid = GridSearchCV(KNeighborsRegressor(), knn_params, cv=cv, scoring='r2', n_jobs=-1)\n",
|
||
"\n",
|
||
"knn_grid.fit(X_train, y_train)\n",
|
||
"\n",
|
||
"print(\"Best KNN:\", knn_grid.best_params_, \"Best R²:\", knn_grid.best_score_)\n",
|
||
"\n",
|
||
"# Дерево решений\n",
|
||
"\n",
|
||
"dt_params = {\n",
|
||
"\n",
|
||
" 'max_depth': [3, 5, 10, 15],\n",
|
||
"\n",
|
||
" 'min_samples_split': [2, 5, 10],\n",
|
||
"\n",
|
||
" 'min_samples_leaf': [1, 2, 5]\n",
|
||
"\n",
|
||
"}\n",
|
||
"\n",
|
||
"dt_grid = GridSearchCV(DecisionTreeRegressor(random_state=42), dt_params, cv=cv, scoring='r2', n_jobs=-1)\n",
|
||
"\n",
|
||
"dt_grid.fit(X_train, y_train)\n",
|
||
"\n",
|
||
"print(\"Best Decision Tree:\", dt_grid.best_params_, \"Best R²:\", dt_grid.best_score_)\n",
|
||
"\n",
|
||
"# Случайный лес\n",
|
||
"\n",
|
||
"rf_params = {\n",
|
||
"\n",
|
||
" 'n_estimators': [100, 200, 300],\n",
|
||
"\n",
|
||
" 'max_depth': [5, 10, 15],\n",
|
||
"\n",
|
||
" 'min_samples_split': [2, 5, 10]\n",
|
||
"\n",
|
||
"}\n",
|
||
"\n",
|
||
"rf_grid = GridSearchCV(RandomForestRegressor(random_state=42), rf_params, cv=cv, scoring='r2', n_jobs=-1)\n",
|
||
"\n",
|
||
"rf_grid.fit(X_train, y_train)\n",
|
||
"\n",
|
||
"print(\"Best Random Forest:\", rf_grid.best_params_, \"Best R²:\", rf_grid.best_score_)\n",
|
||
"\n",
|
||
"# Градиентный бустинг\n",
|
||
"\n",
|
||
"cat_params = {\n",
|
||
"\n",
|
||
" 'iterations': [100, 500, 1000],\n",
|
||
"\n",
|
||
" 'learning_rate': [0.01, 0.05, 0.1],\n",
|
||
"\n",
|
||
" 'depth': [4, 6, 8]\n",
|
||
"\n",
|
||
"}\n",
|
||
"\n",
|
||
"cat_grid = RandomizedSearchCV(CatBoostRegressor(verbose=0, random_state=42), cat_params, cv=cv, scoring='r2', n_jobs=-1, n_iter=10)\n",
|
||
"\n",
|
||
"cat_grid.fit(X_train, y_train)\n",
|
||
"\n",
|
||
"print(\"Best CatBoost:\", cat_grid.best_params_, \"Best R²:\", cat_grid.best_score_)\n",
|
||
"\n",
|
||
"# Нейронная сеть\n",
|
||
"\n",
|
||
"mlp_params = {\n",
|
||
"\n",
|
||
" 'hidden_layer_sizes': [(50,), (100,), (50, 50)],\n",
|
||
"\n",
|
||
" 'activation': ['relu', 'tanh'],\n",
|
||
"\n",
|
||
" 'alpha': [0.0001, 0.001, 0.01]\n",
|
||
"\n",
|
||
"}\n",
|
||
"\n",
|
||
"mlp_grid = RandomizedSearchCV(MLPRegressor(max_iter=5500, random_state=42), mlp_params, cv=cv, scoring='r2', n_jobs=-1, n_iter=10)\n",
|
||
"\n",
|
||
"mlp_grid.fit(X_train, y_train)\n",
|
||
"\n",
|
||
"print(\"Best MLP:\", mlp_grid.best_params_, \"Best R²:\", mlp_grid.best_score_)\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 42,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"KNN Evaluation: {'MAE': 5835.405381944443, 'MSE': 53740114.38589892, 'RMSE': 7330.764925019688, 'MAPE': 58.5663284098924, 'R2': 0.510450678186804}\n",
|
||
"Decision Tree Evaluation: {'MAE': 6493.928590268865, 'MSE': 72835368.32960889, 'RMSE': 8534.36396749101, 'MAPE': 68.515974630844, 'R2': 0.33650112998028125}\n",
|
||
"Random Forest Evaluation: {'MAE': 5927.2095759407, 'MSE': 57188428.24294427, 'RMSE': 7562.303104408356, 'MAPE': 58.97246896919571, 'R2': 0.479038022493638}\n",
|
||
"CatBoost Evaluation: {'MAE': 5708.566704537767, 'MSE': 54062158.898487434, 'RMSE': 7352.697389291051, 'MAPE': 54.82158845379628, 'R2': 0.5075169912281335}\n",
|
||
"MLP Evaluation: {'MAE': 5403.654458672114, 'MSE': 49374911.407011606, 'RMSE': 7026.72835728062, 'MAPE': 48.65273384254829, 'R2': 0.5502157993130061}\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"knn_best = knn_grid.best_estimator_\n",
|
||
"dt_best = dt_grid.best_estimator_\n",
|
||
"rf_best = rf_grid.best_estimator_\n",
|
||
"cat_best = cat_grid.best_estimator_\n",
|
||
"mlp_best = mlp_grid.best_estimator_\n",
|
||
"def evaluate_model(model, X_test, y_test):\n",
|
||
" y_pred = model.predict(X_test)\n",
|
||
" mae = mean_absolute_error(y_test, y_pred)\n",
|
||
" mse = mean_squared_error(y_test, y_pred)\n",
|
||
" rmse = np.sqrt(mse)\n",
|
||
" mape = np.mean(np.abs((y_test - y_pred) / y_test)) * 100\n",
|
||
" r2 = r2_score(y_test, y_pred)\n",
|
||
" return {'MAE': mae, 'MSE': mse, 'RMSE': rmse, 'MAPE': mape, 'R2': r2}\n",
|
||
"\n",
|
||
"models = {'KNN': knn_best, 'Decision Tree': dt_best, 'Random Forest': rf_best, 'CatBoost': cat_best, 'MLP': mlp_best}\n",
|
||
"\n",
|
||
"for name, model in models.items():\n",
|
||
" results = evaluate_model(model, X_test, y_test)\n",
|
||
" print(f\"{name} Evaluation: {results}\")\n",
|
||
"\n",
|
||
"\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 43,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
" Actual KNN Decision Tree Random Forest CatBoost \\\n",
|
||
"260 9249 24074.888889 26815.812500 25768.694948 25136.946444 \n",
|
||
"228 11245 19285.777778 23850.414634 22524.888923 20370.718004 \n",
|
||
"31 2916 4161.888889 3486.750000 3462.178747 3128.298079 \n",
|
||
"507 8129 14797.444444 12647.027778 15647.825285 14103.725094 \n",
|
||
"503 10744 24951.444444 26815.812500 25113.700365 26388.280868 \n",
|
||
"30 30943 25991.777778 26815.812500 22591.931292 19366.311374 \n",
|
||
"628 14594 26105.111111 31328.469799 28806.278784 28205.086606 \n",
|
||
"110 34548 31463.888889 26815.812500 29959.243568 31053.634828 \n",
|
||
"247 22642 28322.888889 26815.812500 27137.551359 26661.529619 \n",
|
||
"522 10177 27936.111111 23850.414634 23569.592880 25334.143360 \n",
|
||
"\n",
|
||
" MLP \n",
|
||
"260 23255.574334 \n",
|
||
"228 18284.454881 \n",
|
||
"31 2725.817998 \n",
|
||
"507 17314.817231 \n",
|
||
"503 22941.544811 \n",
|
||
"30 21864.073956 \n",
|
||
"628 27500.037509 \n",
|
||
"110 32879.829027 \n",
|
||
"247 24398.662725 \n",
|
||
"522 23931.468675 \n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x600 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"import pandas as pd\n",
|
||
"import matplotlib.pyplot as plt\n",
|
||
"\n",
|
||
"# Список моделей и их названий\n",
|
||
"models = {\n",
|
||
" \"KNN\": knn_best,\n",
|
||
" \"Decision Tree\": dt_best,\n",
|
||
" \"Random Forest\": rf_best,\n",
|
||
" \"CatBoost\": cat_best,\n",
|
||
" \"MLP\": mlp_best\n",
|
||
"}\n",
|
||
"\n",
|
||
"# Создаем DataFrame для предсказанных значений\n",
|
||
"predictions_df = pd.DataFrame({\"Actual\": y_test})\n",
|
||
"\n",
|
||
"# Генерируем предсказания для каждой модели\n",
|
||
"for name, model in models.items():\n",
|
||
" predictions_df[name] = model.predict(X_test)\n",
|
||
"\n",
|
||
"# Выводим первые 10 строк предсказаний\n",
|
||
"print(predictions_df.head(10))\n",
|
||
"\n",
|
||
"# Визуализация предсказаний\n",
|
||
"plt.figure(figsize=(12, 6))\n",
|
||
"plt.plot(predictions_df[\"Actual\"].values, label=\"Actual\", color=\"black\", linewidth=2)\n",
|
||
"\n",
|
||
"for name in models.keys():\n",
|
||
" plt.plot(predictions_df[name].values, label=name, linestyle=\"--\")\n",
|
||
"\n",
|
||
"plt.legend()\n",
|
||
"plt.title(\"Actual vs Predicted Values\")\n",
|
||
"plt.xlabel(\"Samples\")\n",
|
||
"plt.ylabel(\"Solar Energy Output\")\n",
|
||
"plt.show()\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 44,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Все модели сохранены в формате .pkl!\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"import pickle\n",
|
||
"\n",
|
||
"# Список моделей и их названий\n",
|
||
"models = {\n",
|
||
" \"KNN\": knn_best,\n",
|
||
" \"Decision_Tree\": dt_best,\n",
|
||
" \"Random_Forest\": rf_best,\n",
|
||
" \"CatBoost\": cat_best,\n",
|
||
" \"MLP\": mlp_best\n",
|
||
"}\n",
|
||
"\n",
|
||
"# Сохраняем каждую модель в файл .pkl\n",
|
||
"for name, model in models.items():\n",
|
||
" with open(f\"{name}.pkl\", \"wb\") as file:\n",
|
||
" pickle.dump(model, file)\n",
|
||
"\n",
|
||
"print(\"Все модели сохранены в формате .pkl!\")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Cloud coverage</th>\n",
|
||
" <th>Visibility</th>\n",
|
||
" <th>Temperature</th>\n",
|
||
" <th>Dew point</th>\n",
|
||
" <th>Relative humidity</th>\n",
|
||
" <th>Wind speed</th>\n",
|
||
" <th>Station pressure</th>\n",
|
||
" <th>Solar energy</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>0.10</td>\n",
|
||
" <td>9.45</td>\n",
|
||
" <td>3.11</td>\n",
|
||
" <td>0.32</td>\n",
|
||
" <td>79.46</td>\n",
|
||
" <td>4.70</td>\n",
|
||
" <td>29.23</td>\n",
|
||
" <td>20256</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>0.80</td>\n",
|
||
" <td>3.94</td>\n",
|
||
" <td>6.99</td>\n",
|
||
" <td>6.22</td>\n",
|
||
" <td>93.60</td>\n",
|
||
" <td>13.29</td>\n",
|
||
" <td>28.91</td>\n",
|
||
" <td>1761</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>0.87</td>\n",
|
||
" <td>8.70</td>\n",
|
||
" <td>1.62</td>\n",
|
||
" <td>0.02</td>\n",
|
||
" <td>85.00</td>\n",
|
||
" <td>16.73</td>\n",
|
||
" <td>29.03</td>\n",
|
||
" <td>2775</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>0.37</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>-2.47</td>\n",
|
||
" <td>-5.89</td>\n",
|
||
" <td>74.52</td>\n",
|
||
" <td>9.46</td>\n",
|
||
" <td>29.46</td>\n",
|
||
" <td>28695</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>0.52</td>\n",
|
||
" <td>9.21</td>\n",
|
||
" <td>-2.00</td>\n",
|
||
" <td>-4.15</td>\n",
|
||
" <td>82.03</td>\n",
|
||
" <td>5.92</td>\n",
|
||
" <td>29.55</td>\n",
|
||
" <td>9517</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>632</th>\n",
|
||
" <td>0.23</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>5.87</td>\n",
|
||
" <td>2.89</td>\n",
|
||
" <td>82.33</td>\n",
|
||
" <td>5.56</td>\n",
|
||
" <td>29.04</td>\n",
|
||
" <td>13737</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>633</th>\n",
|
||
" <td>0.01</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>10.59</td>\n",
|
||
" <td>5.32</td>\n",
|
||
" <td>72.74</td>\n",
|
||
" <td>9.61</td>\n",
|
||
" <td>28.97</td>\n",
|
||
" <td>27465</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>634</th>\n",
|
||
" <td>0.89</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>5.79</td>\n",
|
||
" <td>0.04</td>\n",
|
||
" <td>67.37</td>\n",
|
||
" <td>13.62</td>\n",
|
||
" <td>29.08</td>\n",
|
||
" <td>15797</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>635</th>\n",
|
||
" <td>0.99</td>\n",
|
||
" <td>9.67</td>\n",
|
||
" <td>3.43</td>\n",
|
||
" <td>-0.11</td>\n",
|
||
" <td>77.87</td>\n",
|
||
" <td>9.67</td>\n",
|
||
" <td>29.15</td>\n",
|
||
" <td>6400</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>636</th>\n",
|
||
" <td>0.58</td>\n",
|
||
" <td>10.00</td>\n",
|
||
" <td>4.96</td>\n",
|
||
" <td>-0.90</td>\n",
|
||
" <td>67.58</td>\n",
|
||
" <td>5.53</td>\n",
|
||
" <td>29.07</td>\n",
|
||
" <td>8537</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>637 rows × 8 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Cloud coverage Visibility Temperature Dew point Relative humidity \\\n",
|
||
"0 0.10 9.45 3.11 0.32 79.46 \n",
|
||
"1 0.80 3.94 6.99 6.22 93.60 \n",
|
||
"2 0.87 8.70 1.62 0.02 85.00 \n",
|
||
"3 0.37 10.00 -2.47 -5.89 74.52 \n",
|
||
"4 0.52 9.21 -2.00 -4.15 82.03 \n",
|
||
".. ... ... ... ... ... \n",
|
||
"632 0.23 10.00 5.87 2.89 82.33 \n",
|
||
"633 0.01 10.00 10.59 5.32 72.74 \n",
|
||
"634 0.89 10.00 5.79 0.04 67.37 \n",
|
||
"635 0.99 9.67 3.43 -0.11 77.87 \n",
|
||
"636 0.58 10.00 4.96 -0.90 67.58 \n",
|
||
"\n",
|
||
" Wind speed Station pressure Solar energy \n",
|
||
"0 4.70 29.23 20256 \n",
|
||
"1 13.29 28.91 1761 \n",
|
||
"2 16.73 29.03 2775 \n",
|
||
"3 9.46 29.46 28695 \n",
|
||
"4 5.92 29.55 9517 \n",
|
||
".. ... ... ... \n",
|
||
"632 5.56 29.04 13737 \n",
|
||
"633 9.61 28.97 27465 \n",
|
||
"634 13.62 29.08 15797 \n",
|
||
"635 9.67 29.15 6400 \n",
|
||
"636 5.53 29.07 8537 \n",
|
||
"\n",
|
||
"[637 rows x 8 columns]"
|
||
]
|
||
},
|
||
"execution_count": 45,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"df"
|
||
]
|
||
}
|
||
],
|
||
"metadata": {
|
||
"kernelspec": {
|
||
"display_name": "Python 3 (ipykernel)",
|
||
"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": "3.10.16"
|
||
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|
||
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|
||
"nbformat": 4,
|
||
"nbformat_minor": 4
|
||
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|