{"cells":[{"cell_type":"markdown","source":["\n","##Argimiro Arratia @2023 Computational Finance\n","##Pylab: ML Models: NNET, GaussProc modeling of PRICE or RETURN\n","###  Testing Shiller&Campbell hyp: PE10 --> S&P500 (Price2Earnings)\n","###### http://computationalfinance.lsi.upc.edu\n"],"metadata":{"id":"IrDS7TEi8aZG"}},{"cell_type":"code","execution_count":null,"metadata":{"id":"tfBdb0zbSQ10"},"outputs":[],"source":["import numpy as np\n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import seaborn as sns\n","import statsmodels.api as sm\n","from sklearn.neural_network import MLPRegressor\n","from sklearn.gaussian_process import GaussianProcessRegressor\n","from sklearn.gaussian_process.kernels import RBF, ConstantKernel as C\n","from sklearn import metrics\n","from tabulate import tabulate ##for printing pretty tables"]},{"cell_type":"markdown","source":["####Evaluation metrics\n","see https://scikit-learn.org/stable/modules/model_evaluation.html\n","\n","We use Normalize Residual Mean Square Error (NRMSE) (similar to R^2), and from this the percentage of outperforming direct sample mean (sample expected value)"],"metadata":{"id":"FYNPoUG9_jA3"}},{"cell_type":"code","source":["from sklearn.metrics import mean_squared_error\n","\n","def nrmse(y_actual, y_predicted):\n","  return np.sqrt(mean_squared_error(y_actual, y_predicted)/np.mean(np.sum((y_actual-np.mean(y_actual))**2)))\n","## np.mean(y_actual.shift(1).dropna())\n","##Note: function mean_squared_error takes both arguments as arrays, so fails when given (array, mean (a number)), so must write this from scratch\n","\n","def pcorrect(y_actual, y_predicted):\n","  return (1-nrmse(y_actual, y_predicted))*100\n"],"metadata":{"id":"eQAxp1YEASdS"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":469},"id":"8mnzLtBuSQ11","executionInfo":{"status":"ok","timestamp":1692111166414,"user_tz":-120,"elapsed":662,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"e8504ee1-7735-467d-aca2-421d1560ebff"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["<Axes: xlabel='Date'>"]},"metadata":{},"execution_count":3},{"output_type":"display_data","data":{"text/plain":["<Figure size 640x480 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# Read data\n","sp500 = pd.read_csv('SP500_shiller.csv', index_col=0, parse_dates=True)\n","# Select data from 1925 to 2012\n","data = sp500.loc['1930-01-01':'2012-12-31']\n","data['SP500'].plot()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":316},"id":"77EYRzzLSQ12","executionInfo":{"status":"ok","timestamp":1683208275350,"user_tz":-120,"elapsed":251,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"0ae07370-f7c1-4189-d6f5-8bb8efa72737"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["            SP500  Dividend  Earnings  Consumer Price Index  \\\n","Date                                                          \n","1930-01-01  21.71      0.97      1.56                  17.1   \n","1930-02-01  23.07      0.97      1.50                  17.0   \n","1930-03-01  23.94      0.97      1.45                  16.9   \n","1930-04-01  25.46      0.97      1.40                  17.0   \n","1930-05-01  23.94      0.97      1.34                  16.9   \n","\n","            Long Interest Rate  Real Price  Real Dividend  Real Earnings  \\\n","Date                                                                       \n","1930-01-01                3.29      297.96          13.32          21.37   \n","1930-02-01                3.29      318.49          13.41          20.75   \n","1930-03-01                3.30      332.46          13.51          20.14   \n","1930-04-01                3.30      351.49          13.44          19.29   \n","1930-05-01                3.31      332.46          13.53          18.65   \n","\n","            P/E10  \n","Date               \n","1930-01-01  22.31  \n","1930-02-01  23.70  \n","1930-03-01  24.59  \n","1930-04-01  25.84  \n","1930-05-01  24.31  "],"text/html":["\n","  <div id=\"df-2c20738c-9e88-4924-a638-bd6754665fc5\">\n","    <div class=\"colab-df-container\">\n","      <div>\n","<style scoped>\n","    .dataframe 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<td>0.97</td>\n","      <td>1.56</td>\n","      <td>17.1</td>\n","      <td>3.29</td>\n","      <td>297.96</td>\n","      <td>13.32</td>\n","      <td>21.37</td>\n","      <td>22.31</td>\n","    </tr>\n","    <tr>\n","      <th>1930-02-01</th>\n","      <td>23.07</td>\n","      <td>0.97</td>\n","      <td>1.50</td>\n","      <td>17.0</td>\n","      <td>3.29</td>\n","      <td>318.49</td>\n","      <td>13.41</td>\n","      <td>20.75</td>\n","      <td>23.70</td>\n","    </tr>\n","    <tr>\n","      <th>1930-03-01</th>\n","      <td>23.94</td>\n","      <td>0.97</td>\n","      <td>1.45</td>\n","      <td>16.9</td>\n","      <td>3.30</td>\n","      <td>332.46</td>\n","      <td>13.51</td>\n","      <td>20.14</td>\n","      <td>24.59</td>\n","    </tr>\n","    <tr>\n","      <th>1930-04-01</th>\n","      <td>25.46</td>\n","      <td>0.97</td>\n","      <td>1.40</td>\n","      <td>17.0</td>\n","      <td>3.30</td>\n","      <td>351.49</td>\n","      <td>13.44</td>\n","      <td>19.29</td>\n","      <td>25.84</td>\n","    </tr>\n","    <tr>\n","      <th>1930-05-01</th>\n","      <td>23.94</td>\n","      <td>0.97</td>\n","      <td>1.34</td>\n","      <td>16.9</td>\n","      <td>3.31</td>\n","      <td>332.46</td>\n","      <td>13.53</td>\n","      <td>18.65</td>\n","      <td>24.31</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2c20738c-9e88-4924-a638-bd6754665fc5')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","        \n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 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Try tau=12 (year), tau=3 (quarterly)"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"Wl0y-eV3SQ12","executionInfo":{"status":"ok","timestamp":1692111184322,"user_tz":-120,"elapsed":220,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"47fbf604-6b31-425b-d25e-4822b2941a67"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Date\n","1930-01-01    22.31\n","1930-02-01    23.70\n","1930-03-01    24.59\n","1930-04-01    25.84\n","1930-05-01    24.31\n","Name: P/E10, dtype: float64"]},"metadata":{},"execution_count":5}],"source":["# Option 1. Target and Feature as plain Price\n","target = data['SP500']\n","sp500PE = data['P/E10'].dropna() ##feature:P/E MA(10)\n","sp500PE.head()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"j6PLbUGsSQ12"},"outputs":[],"source":["# Option 2. Target and Feature as Returns\n","sp500PE = np.log(sp500PE).diff(tau)\n","target = np.log(target).diff(tau)\n","# try non-center (above) /center target (below)\n","target = target - target.mean() ##Center the target\n","target = target.dropna()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":238},"id":"n9TM7nakSQ12","executionInfo":{"status":"ok","timestamp":1692111202246,"user_tz":-120,"elapsed":429,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"d82be29b-1d33-4c66-fe6a-528af630a817"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["               lag.1     lag.2     lag.3      PE10    PE10.1    PE10.2  \\\n","Date                                                                     \n","1930-05-01  0.057355  0.032814  0.056557 -0.061036  0.049584  0.036865   \n","1930-06-01 -0.065761  0.057355  0.032814 -0.105772 -0.061036  0.049584   \n","1930-07-01 -0.110771 -0.065761  0.057355 -0.014740 -0.105772 -0.061036   \n","1930-08-01 -0.025810 -0.110771 -0.065761 -0.011669 -0.014740 -0.105772   \n","1930-09-01 -0.017107 -0.025810 -0.110771 -0.010857 -0.011669 -0.014740   \n","\n","              TARGET  \n","Date                  \n","1930-05-01 -0.065761  \n","1930-06-01 -0.110771  \n","1930-07-01 -0.025810  \n","1930-08-01 -0.017107  \n","1930-09-01 -0.004684  "],"text/html":["\n","\n","  <div id=\"df-12d8faaf-fd50-493e-99f7-916c5b9af531\">\n","    <div class=\"colab-df-container\">\n","      <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>lag.1</th>\n","      <th>lag.2</th>\n","      <th>lag.3</th>\n","      <th>PE10</th>\n","      <th>PE10.1</th>\n","      <th>PE10.2</th>\n","      <th>TARGET</th>\n","    </tr>\n","    <tr>\n","      <th>Date</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>1930-05-01</th>\n","      <td>0.057355</td>\n","      <td>0.032814</td>\n","      <td>0.056557</td>\n","      <td>-0.061036</td>\n","      <td>0.049584</td>\n","      <td>0.036865</td>\n","      <td>-0.065761</td>\n","    </tr>\n","    <tr>\n","      <th>1930-06-01</th>\n","      <td>-0.065761</td>\n","      <td>0.057355</td>\n","      <td>0.032814</td>\n","      <td>-0.105772</td>\n","      <td>-0.061036</td>\n","      <td>0.049584</td>\n","      <td>-0.110771</td>\n","    </tr>\n","    <tr>\n","      <th>1930-07-01</th>\n","      <td>-0.110771</td>\n","      <td>-0.065761</td>\n","      <td>0.057355</td>\n","      <td>-0.014740</td>\n","      <td>-0.105772</td>\n","      <td>-0.061036</td>\n","      <td>-0.025810</td>\n","    </tr>\n","    <tr>\n","      <th>1930-08-01</th>\n","      <td>-0.025810</td>\n","      <td>-0.110771</td>\n","      <td>-0.065761</td>\n","      <td>-0.011669</td>\n","      <td>-0.014740</td>\n","      <td>-0.105772</td>\n","      <td>-0.017107</td>\n","    </tr>\n","    <tr>\n","      <th>1930-09-01</th>\n","      <td>-0.017107</td>\n","      <td>-0.025810</td>\n","      <td>-0.110771</td>\n","      <td>-0.010857</td>\n","      <td>-0.011669</td>\n","      <td>-0.014740</td>\n","      <td>-0.004684</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-12d8faaf-fd50-493e-99f7-916c5b9af531')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" 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axis=1)\n","feat.columns = ['lag.1', 'lag.2', 'lag.3',\n","                'PE10', 'PE10.1', 'PE10.2',\n","                # names of other features,\n","                'TARGET']\n","feat = feat.dropna()\n","feat.head()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":458},"id":"BN2n7XBqSQ12","executionInfo":{"status":"ok","timestamp":1692111206993,"user_tz":-120,"elapsed":234,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"10a9a82e-d81c-4606-e148-98356c47701c"},"outputs":[{"output_type":"display_data","data":{"text/plain":["               lag.1     lag.2     lag.3      PE10    PE10.1    PE10.2  \\\n","Date                                                                     \n","1991-12-01 -0.006688 -0.005030 -0.009869  0.008168 -0.003275 -0.000545   \n","1992-01-01  0.002486 -0.006688 -0.005030  0.069643  0.008168 -0.003275   \n","1992-02-01  0.064355  0.002486 -0.006688 -0.009657  0.069643  0.008168   \n","1992-03-01 -0.012699  0.064355  0.002486 -0.015440 -0.009657  0.069643   \n","1992-04-01 -0.016888 -0.012699  0.064355  0.001037 -0.015440 -0.009657   \n","\n","              TARGET  \n","Date                  \n","1991-12-01  0.002486  \n","1992-01-01  0.064355  \n","1992-02-01 -0.012699  \n","1992-03-01 -0.016888  \n","1992-04-01 -0.004081  "],"text/html":["\n","\n","  <div id=\"df-412c4405-6f91-4129-8f65-a8f9e4301e66\">\n","    <div class=\"colab-df-container\">\n","      <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>lag.1</th>\n","      <th>lag.2</th>\n","      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  <td>-0.009657</td>\n","      <td>0.069643</td>\n","      <td>0.008168</td>\n","      <td>-0.012699</td>\n","    </tr>\n","    <tr>\n","      <th>1992-03-01</th>\n","      <td>-0.012699</td>\n","      <td>0.064355</td>\n","      <td>0.002486</td>\n","      <td>-0.015440</td>\n","      <td>-0.009657</td>\n","      <td>0.069643</td>\n","      <td>-0.016888</td>\n","    </tr>\n","    <tr>\n","      <th>1992-04-01</th>\n","      <td>-0.016888</td>\n","      <td>-0.012699</td>\n","      <td>0.064355</td>\n","      <td>0.001037</td>\n","      <td>-0.015440</td>\n","      <td>-0.009657</td>\n","      <td>-0.004081</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-412c4405-6f91-4129-8f65-a8f9e4301e66')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 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0.013797 -0.004081  0.015409 -0.017445  0.018481   \n","1992-08-01  0.012267 -0.020095  0.013797  0.005084  0.015409 -0.017445   \n","1992-09-01  0.002712  0.012267 -0.020095 -0.000507  0.005084  0.015409   \n","\n","              TARGET  \n","Date                  \n","1992-05-01  0.013797  \n","1992-06-01 -0.020095  \n","1992-07-01  0.012267  \n","1992-08-01  0.002712  \n","1992-09-01 -0.002888  "],"text/html":["\n","\n","  <div id=\"df-7fdc5113-bae1-4885-9a87-3273f588aa1c\">\n","    <div class=\"colab-df-container\">\n","      <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>lag.1</th>\n","      <th>lag.2</th>\n","   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\"tanh\",\n","    solver=\"adam\", # \"lbfgs\", \"sgd\"\n","    alpha=decay\n","    )"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":75},"id":"IaV7sfEISQ13","executionInfo":{"status":"ok","timestamp":1692111295729,"user_tz":-120,"elapsed":995,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"53ab3863-cd85-4842-c80d-14a8c6ab636c"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["MLPRegressor(alpha=0.01, hidden_layer_sizes=(200, 200, 200), max_iter=100000)"],"text/html":["<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MLPRegressor(alpha=0.01, hidden_layer_sizes=(200, 200, 200), max_iter=100000)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MLPRegressor</label><div class=\"sk-toggleable__content\"><pre>MLPRegressor(alpha=0.01, hidden_layer_sizes=(200, 200, 200), max_iter=100000)</pre></div></div></div></div></div>"]},"metadata":{},"execution_count":13}],"source":["nnet_fit1.fit(training_features, training_target)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"wkAXnJFSSQ13"},"outputs":[],"source":["# Build the predictor\n","pred_nnet1 = nnet_fit1.predict(testing_target)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"Jtj2PTzaSQ13"},"outputs":[],"source":["# Alternative using nnet with ONE hidden layer with size many nodes\n","# Parameters to tune: size, weight decay (a regularization of type L2 in penalty funct that shrinks weights)\n","size = 1000\n","decay = 10 ** -2\n","nnet_fit2 = MLPRegressor(hidden_layer_sizes=(size),\n","                         activation=\"logistic\", # \"tanh\", \"relu\"\n","                         solver=\"adam\", # \"lbfgs\", \"sgd\"\n","                         max_iter=10000, alpha=decay\n","                         )\n"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"WkuIk6oSSQ13","colab":{"base_uri":"https://localhost:8080/","height":92},"executionInfo":{"status":"ok","timestamp":1692111342169,"user_tz":-120,"elapsed":673,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"7dffbff0-bd98-4431-9d23-09363165d364"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["MLPRegressor(activation='logistic', alpha=0.01, hidden_layer_sizes=1000,\n","             max_iter=10000)"],"text/html":["<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MLPRegressor(activation=&#x27;logistic&#x27;, alpha=0.01, hidden_layer_sizes=1000,\n","             max_iter=10000)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MLPRegressor</label><div class=\"sk-toggleable__content\"><pre>MLPRegressor(activation=&#x27;logistic&#x27;, alpha=0.01, hidden_layer_sizes=1000,\n","             max_iter=10000)</pre></div></div></div></div></div>"]},"metadata":{},"execution_count":16}],"source":["nnet_fit2.fit(training_features, training_target)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"xWAmVf0WSQ13"},"outputs":[],"source":["# Build the predictor\n","pred_nnet2 = nnet_fit2.predict(testing_target)"]},{"cell_type":"markdown","metadata":{"id":"AWKtCtr7SQ14"},"source":["## Competing Model: GP"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"n0aOLR7OSQ14"},"outputs":[],"source":["# Gaussian process\n","gp_fit = GaussianProcessRegressor(\n","    kernel=RBF(), # Try other kernels (e.g. RBF, Matern, RationalQuadratic)\n","    alpha=0.003\n",")"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":75},"id":"Pg1XGpqVSQ14","executionInfo":{"status":"ok","timestamp":1692111356738,"user_tz":-120,"elapsed":685,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"f7a060e5-b584-4589-d6b5-41af92e65b39"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["GaussianProcessRegressor(alpha=0.003, kernel=RBF(length_scale=1))"],"text/html":["<style>#sk-container-id-4 {color: black;background-color: white;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-4 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-4 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-4 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-4 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GaussianProcessRegressor(alpha=0.003, kernel=RBF(length_scale=1))</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GaussianProcessRegressor</label><div class=\"sk-toggleable__content\"><pre>GaussianProcessRegressor(alpha=0.003, kernel=RBF(length_scale=1))</pre></div></div></div></div></div>"]},"metadata":{},"execution_count":19}],"source":["gp_fit.fit(training_features, training_target)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"5Gwb6_uNSQ14"},"outputs":[],"source":["# Build the predictor\n","pred_gp = gp_fit.predict(testing_target)"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"vqwNZtJTSQ14","executionInfo":{"status":"ok","timestamp":1692111363206,"user_tz":-120,"elapsed":353,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"colab":{"base_uri":"https://localhost:8080/"},"outputId":"47f2f001-7f90-4927-f993-9fa00cb41ab8"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["Date\n","1992-06-01    0.013797\n","1992-07-01   -0.020095\n","1992-08-01    0.012267\n","1992-09-01    0.002712\n","1992-10-01   -0.002888\n","                ...   \n","2012-08-01    0.022855\n","2012-09-01    0.027407\n","2012-10-01    0.023879\n","2012-11-01   -0.008090\n","2012-12-01   -0.034788\n","Name: TARGET, Length: 247, dtype: float64"]},"metadata":{},"execution_count":21}],"source":["testing_target = testing.iloc[:, -1]\n","testing_target.shift(1).dropna()"]},{"cell_type":"markdown","source":["####Performance Evaluation and comparison among models"],"metadata":{"id":"8kNAnmh6SWhS"}},{"cell_type":"code","source":["print(tabulate([['NnetMulti', pcorrect(pred_nnet1,testing_target)],\n","                ['NnetSingle', pcorrect(pred_nnet2,testing_target)],\n","                ['GP', pcorrect(pred_gp,testing_target)]],\n","                            headers=['Model','% outperfom mean']))"],"metadata":{"id":"Slj-Ty9xSf3S"},"execution_count":null,"outputs":[]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":455},"id":"jI706JzRSQ14","executionInfo":{"status":"ok","timestamp":1692111391396,"user_tz":-120,"elapsed":239,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"be876ed5-798f-40ca-cd5f-50579aee4b6e"},"outputs":[{"output_type":"execute_result","data":{"text/plain":["                true  pred_svm  pred_nnetMul  pred_nnetSing   pred_gp\n","Date                                                                 \n","1992-05-01  0.013797  0.015400      0.017915       0.005905  0.017016\n","1992-06-01 -0.020095 -0.009055     -0.017315      -0.005725 -0.018348\n","1992-07-01  0.012267  0.007886      0.014917       0.001156  0.013929\n","1992-08-01  0.002712  0.007001      0.005069       0.002485  0.004216\n","1992-09-01 -0.002888 -0.000338     -0.000566      -0.001266 -0.001143\n","...              ...       ...           ...            ...       ...\n","2012-08-01  0.027407  0.018789      0.019595       0.010369  0.019567\n","2012-09-01  0.023879  0.012174      0.018289       0.008442  0.019240\n","2012-10-01 -0.008090 -0.007772     -0.008378      -0.003492 -0.006881\n","2012-11-01 -0.034788 -0.024764     -0.031037      -0.016661 -0.030178\n","2012-12-01  0.015522  0.009451      0.015632      -0.000732  0.015177\n","\n","[248 rows x 5 columns]"],"text/html":["\n","\n","  <div id=\"df-107f6f7c-60cc-4e0c-bc2d-ab6b7a348158\">\n","    <div class=\"colab-df-container\">\n","      <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>true</th>\n","      <th>pred_svm</th>\n","      <th>pred_nnetMul</th>\n","      <th>pred_nnetSing</th>\n","      <th>pred_gp</th>\n","    </tr>\n","    <tr>\n","      <th>Date</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>1992-05-01</th>\n","      <td>0.013797</td>\n","      <td>0.015400</td>\n","      <td>0.017915</td>\n","      <td>0.005905</td>\n","      <td>0.017016</td>\n","    </tr>\n","    <tr>\n","      <th>1992-06-01</th>\n","      <td>-0.020095</td>\n","      <td>-0.009055</td>\n","      <td>-0.017315</td>\n","      <td>-0.005725</td>\n","      <td>-0.018348</td>\n","    </tr>\n","    <tr>\n","      <th>1992-07-01</th>\n","      <td>0.012267</td>\n","      <td>0.007886</td>\n","      <td>0.014917</td>\n","      <td>0.001156</td>\n","      <td>0.013929</td>\n","    </tr>\n","    <tr>\n","      <th>1992-08-01</th>\n","      <td>0.002712</td>\n","      <td>0.007001</td>\n","      <td>0.005069</td>\n","      <td>0.002485</td>\n","      <td>0.004216</td>\n","    </tr>\n","    <tr>\n","      <th>1992-09-01</th>\n","      <td>-0.002888</td>\n","      <td>-0.000338</td>\n","      <td>-0.000566</td>\n","      <td>-0.001266</td>\n","      <td>-0.001143</td>\n","    </tr>\n","    <tr>\n","      <th>...</th>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","      <td>...</td>\n","    </tr>\n","    <tr>\n","      <th>2012-08-01</th>\n","      <td>0.027407</td>\n","      <td>0.018789</td>\n","      <td>0.019595</td>\n","      <td>0.010369</td>\n","      <td>0.019567</td>\n","    </tr>\n","    <tr>\n","      <th>2012-09-01</th>\n","      <td>0.023879</td>\n","      <td>0.012174</td>\n","      <td>0.018289</td>\n","      <td>0.008442</td>\n","      <td>0.019240</td>\n","    </tr>\n","    <tr>\n","      <th>2012-10-01</th>\n","      <td>-0.008090</td>\n","      <td>-0.007772</td>\n","      <td>-0.008378</td>\n","      <td>-0.003492</td>\n","      <td>-0.006881</td>\n","    </tr>\n","    <tr>\n","      <th>2012-11-01</th>\n","      <td>-0.034788</td>\n","      <td>-0.024764</td>\n","      <td>-0.031037</td>\n","      <td>-0.016661</td>\n","      <td>-0.030178</td>\n","    </tr>\n","    <tr>\n","      <th>2012-12-01</th>\n","      <td>0.015522</td>\n","      <td>0.009451</td>\n","      <td>0.015632</td>\n","      <td>-0.000732</td>\n","      <td>0.015177</td>\n","    </tr>\n","  </tbody>\n","</table>\n","<p>248 rows × 5 columns</p>\n","</div>\n","      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-107f6f7c-60cc-4e0c-bc2d-ab6b7a348158')\"\n","              title=\"Convert this dataframe to an interactive table.\"\n","              style=\"display:none;\">\n","\n","  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n","       width=\"24px\">\n","    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n","    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 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pred_gp}\n",")\n","df_res"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":569},"id":"yMrOU0MfSQ14","executionInfo":{"status":"ok","timestamp":1692111627531,"user_tz":-120,"elapsed":1011,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"5816f45f-c72b-48cb-9103-6f9d6ad6e7f2"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 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/p6cHV111Fa666qppnfNLX/oSrrvuugn3R6NRhMPhSb8vgiCIhsIwgOgRoGVJ+WMJgiAIog6MHduDlp86CpldMwaIjdeAKp1O48CBA1i6dGnFuc+NwkUXXYRTTz21aOowMTOUuobGx8fR1NRUkQ6t6a9jeHgYuq5P6E83b9489Pf3z9g5/+u//gvRaNT+d+TIkSm9NkEQRCMy9sD1wE0nI/bC7+s9FIIgCIIoSNiTlyOtTa69F0HMNRrPjFUDPB4PwuFwzj+CIIjZwlMbnwYAbHj88TqPhCAIgiAKIyG3wjeURH0GQlSVX/7ylwgGgwX/rVu3rt7DO66paXu29vZ2SJKEgYGBnPsHBgaKFoqrxzkJgiCOZ0xdASRgaCxS76EQBEEQRGHMvGrcJNSrziOPPDLjr/mWt7wFZ599dsHH8luyEZOjph51t9uN9evXY8OGDfZ9hmFgw4YNOPfccxvmnARBEMczLrDNjwdUnIcgCIJoTKKJvErv6nHWS50oSCgUKtgybcWKFTmF3ojJU1OPOgBcffXV+MAHPoAzzjgDZ511Fr73ve8hkUjgQx/6EABWmXDBggW4/vrrAbBicTt27LD/PnbsGDZv3oxgMIgVK1ZUdE6CIIi5RIdfADLA2YsC9R4KQRAEQRQkkUqjyXFbT8dRuLN3Y2AYRvmDCKIA1bp2ai7U3/Wud2FoaAjXXHMN+vv7ceqpp+L++++3i8EdPnzYblIPAL29vTnl9G+44QbccMMNeOUrX2mHc5Q7J0EQxFzCLTCPupc86gRBEESDohu5oe9KKoaZ7cRdGW63G6Ioore3Fx0dHXC73RAEod7DIo4DTNOEoigYGhqCKIpwu93TOl9N27M1KpMpi08QBNHojPzw1Wgb3oTxFW9B+H2/qPdwCIIgCGICh7c+hsV/eLN9O/rW29F02mX1G1AJFEVBX18fkkkKzycmj9/vR3d3d0GhPhkdWnOPOkEQBFFbPNyjHh2PgUyPBEEQRCNi6LkedS0Vq9NIyuN2u7F48WJomgY9b9wEUQpJkiDLclWiMEioEwRBHOcoGVagJxqLYVGdx0IQBEEQhTB0Nee2mo7XaSSVIQgCXC4XVS4n6sac6KNOEAQxm9FUlpsuaKk6j4QgCIIgCmPm5ah3+ahYG0GUgoQ6QRDEcU4swXLotAwJdYIgCKIxMQzqo04Qk4GEOkEQxHGOCxoAwAO1zJEEQRAEUR+WtHhy7yChThAlIaFOEARxnOOi9mwEQRBEg+POUx2Do6P1GQhBHCeQUCcIgjjOsTzqXoGEOkEQBNGgGFrOzWR8vE4DIYjjAxLqBEEQxzluS6iTR50gCIJoUAajeaHuKvUoJ4hSkFAnCII4zrE86mGZer0SBEEQjcnQeG7BU5GEOkGUhIQ6QRDEcY4MJtBFPQ2YZp1HQxAEQRATyW/PJpFQJ4iSkFAnCII4njEMu5gcAEDL1G8sBEEQBFEEU8/NURd1EuoEUQoS6gRBEMczRm5LNl2lXuoEQRBE42GaTKhnTBcAQNZovSKIUpBQJwiCOJ7RcwvIZVLUl5YgCIJoPEydRX/F4AMAuHQS6gRRChLqBEEQxzGakhvqrqQplJAgCIJoPKwcdUUKAgCaZOpUQhClIKFOEARxHBOJ53rQ1TR51AmCIIgGxGRCPSP5AQACFZMjiJKQUCcIgjiO0dQ8j3omXaeREARBEERxVrWzkPd5HZ3sDl0BdLXEMwhibkNCnSAI4jhGU3JDB7UMedQJgiCIxsPvEgAAujuUvVOhNYsgikFCnSAI4jhGz/OoaxkqzkMQBEE0IDxHPWW6oZlcglD4O0EUhYQ6QRDEcUx+6DsJdYIgCKIR6Y8y7/lgXEUSXnYnedQJoigk1AmCmFXohlnvIcwoupYb+r60maZ1giAIovHoHY0DAA5HFCThYXeSUCeIotCOjiCIWcPewThO/fKD+MGGPfUeyoxh5HnU3Sa1uyEIgiAaEB76LkoSkiYX6hT6ThBFIaFOEMSs4dkDo4ilNfz40X31HsqM0eoVcu9QKfSdIAiCaDxMW6jLFPpOEBVAQp0giFnDolbW+mVhi7/OI5k5OgO50/ix4Uh9BkIQBEEQJRB4H3VJku3Qdz0dr+eQCKKhIaFOEMSsIeR1AQBi6TnUlzWvB+3QWKQ+4yAIgiCIElgedUmWkeKh7woJdYIoCgl1giBmDX1Do/is/Fu0je+o91BmjFQ6N9TdVNN1GglBEARBlMDQAACiKOPMVYsAAB6D0rUIohgk1AmCmDUoL9+PK+V78O/yXTDmSPX37UeGc+/QaNNDEARBNCA89B2iBH8wzP6stJjcxpuBvRtqNDCCaExIqBMEMWsIgHmT24Qo4opW59HMDGZeezZomcIHEgRBEEQdWdXB6sectKgVcAfYnZUI9ZF9wN8+D/z532o4OoJoPEioEwQxa5BhAABCSCGWnptCXSCPOkEQBNGAhNxMdrQEvHixn61d49FI+Semxtj/ieHSxxHELIOEOkEQswbTYIXVQkISIa9c59HMDKaeK9RF8qgTBEEQjYgd+i5j6yBbr5OJ8fLPs9qO6hmKGiPmFCTUCYKYPejMi94kphD2zA2hbmi5Vd9FnTYxBEEQROMxGGU903vHFegSb6NaSR91zVEkNUNV4om5Awl1giBmD7yirGxqWQv8bId71A0IAICVrXPDQEEQBEEcXxwbZSJ7z1ASumwJ9Qpy1J3ruRKrwcgIojEhoU4QxKzBNLJ56b2DA3UcyQzChXpGZIV5PFBKHU0QBEEQ9YH3UTcFCabLx+5TJ+tRJ6FOzB1IqBMEMWs4ZX7A/vu5nQfrN5AZpDsoAQBMT4jdMVciCQiCIIjjCsFkBV8FUYLhYuu1WEkBVGdleBLqxByChDpBELOGNp9k/60mI/UbyAzS0+wCAEg+1pM2EqNNDEEQBNF4CCaLejNFCeBCXdIq8Kir5FEn5iYk1AmCmD04Qt+1OSLUobNicgmB5fslE1RohyAIgmhArKrvggR42JolVeJRdx5DQp2YQ5BQJwhi1tA3ll3AzXS0jiOZOTIKq/KuyUEAgMukHHWCIAii8XCGvv+/c9cAAMJSBWsWedSJOQoJdYIgZg27+8ayN9JzYzHffHAQALBvnE3nJNQJgiCIhsSw+qhLaG1uZn+qFVR9J486MUchoU4QxKxB0LOh72JmbnjUBV71XeUedbdJfdQJgiCIxmNpmxcAsG5hG+DmxV+VBGCaJZ9nqiTUibkJCXWCIGYPZlaoS+rcWMwFnpevuVnVdze1ZyMIgiAakJBLAAC0h3zYOmit12Zu+7UCDI5GsjdIqBNzCBLqBEHMGgQrrA7AmV1SiSNnD6LBhTkX6jIMu8AcQRAEQTQMZjb0feewY51SSld+1zLkUSfmJiTUCYKYNQhmduFfEtBKHDl7EA32nk1POHtnGe8EQRAEQcw0kQRbmwbiKrweN9Imay9aTqjLRnZNM0ioE3MIEuoEQcwanB51pMfrN5AZROTGiWC4OXunSkKdIAiCaCz6I0yQ7xlMwuuSkADLWUeZgnKSnl3TzMzcWNsJAiChThDELEIws0I9EhmGbpQuUDMbEHmOusvjA2S+6amkLy1BEARBzCD2Gi3J8LslpOBht8t41N2ObiaSEq/V8Aii4SChThDErGFNp9f+u69/APH07A9/b/Ox4jyt4QAg800PedQJgiCIBkPkQl0QJPhcEpJmZUI9LDvWcgp9J+YQJNQJgpg1tHqzU1pISGI8PfuLqs0PsqJ5PZ0tSBpuAEAqVXrTQxAEQRAzjWAa7A9Jhs8tIVlh6LvT+GzOkbQ2ggBIqBMEMZtw5KiHkERsDnjUwfuoQ3JhOMO86/E4hQYSBEEQjYUAJtRFUZyUR92ZzqWTUCfmECTUCYKYNYzGsot9ECnEUpk6jmZm0DUm1A1BRkZgmx41Qx51giAIorEQ7fZsMha0+HDS0vnsdhmhnkxmjc+SmgDM2V9/hiAAEuoEQcwiDg1nLe2SYCIZn/2W994R9h73jChQBRb6rimUo04QBEE0FnaOuijBI0sIhZvYA2VC30VHy1EBZnkPPEHMEkioEwQxa5CM3FD3TGK0TiOZOSSTvWfZ5ckK9UyZfD+CIAiCmGE6Aqxv+oquZnaHy8/+L1PJXTbyouOooBwxRyChThDErEGEnnNbiUfqM5AZRAYT6pLLA5WHvhsKtWcjCIIgGgs/0+loD/kAAFsHWcHXTKqEUDdNEurEnIWEOkEQswbRzBXqJ7bVaSAziAy20ZFcbmgi86jrSmN61I050NeeIAiCKIJV8FVg3UqePsoEeCZRIk3NEfYeMQPsDxLqxByBhDpBELMGKwzcYlnIqNNIZg6XI/RdFy2PeuPlqP9lSy9Oue5BPLp7qN5DIQiCIOpAKsOKn46mmWBXJBb6bqRLCG81GyE2YobZHwoJdWJuQEKdIIhZQ37oO+ZAGxeXHfruxgmL5wEAloQbb2rf+Ldf4EH8C579xz31HgpBEARRB8aTzIh8cJR50lUu1M1SOerco66aEsYQYveRR52YIzTebo4gCGKKSDz0XXWzSrL9QwP1HE7NMQzTFuqyy4PWJuZt8ItqPYdVkDf6tqFbGMWrXS/VeygEQRBEHRDtPuos9F2TrVD2EkKde9QVwY0F8zr58STUibkBCXWCIGYNnUG2+CclJtQf27qvnsOpOYauQRJY3rfX6wVkL3tAa7zQd0FnIY9eszHz5wmCIIjaYgl1QZQBADoX6kIFHvVAIIjuzg52Hwl1Yo5AQp0giFlDkK39MHysipyszu7FXHaE+vt9PhyLM9E+HInWa0hF0VW22cokGm9sBEEQRO2xPeoSF+ouJtTFUjnn3KNuyl6ocpDdl5n9aW0EAZBQJwhiNsErypq+VgCAa5YLdXAvNQBAcmPbILs9MBKpz3hKEI0zT/rQ8HCdRzJzZDQdW49GsGdgll+H+RgGsPtBID5Y75EQBNFAWOlpgsSi30w3E96Slij+JC7UU6Ybtz/P149SofIEMYsgoU4QxKwho7ACNYavBQDg0We3QDKdQl10weSh70IDhr67eRu5ABpvbLXi6FgKb/nhk3jtjY8hrerlnzBbOPAI8Kt3Avd9rt4jIQiigcjPUb/iopMAAD4zVfQ5Vuj7/oiOOFj/dQp9J+YKJNQJgpg1xFO8OqyHCXWvXsJKPwvoG2Xhf6opAaIIyKw9m6Bn6jmsgrh50buAUGJDNsvIqNn2gEllDgn1WH/u/wRBEJgY+r6km3UqEZU4YJqFn8Q96mm4ETNJqBNzCxLqBEHMCkzThIvnbLtCLEfdbyah6bO3l7quMo+6BuadgMw2MWIDetTXdDAjQlhovLHVCsVx7amz+DrMZ2ycbaKHI5RHShBEFo/IxHhXM6/27uE554YGaEUMzHw9S5suxMHbuVGOOjFHIKFOEMSsQDNMSFyoe8KshUsYCcQzWj2HVVM0lW1sNIF5JwQXE+qS0XhiOOxiQnVuedSzXnRFmztCfccRlkc6EqXNNEEQWaw1ujnI1qrneh3pW8Uqv1s56vAgzj3qZpo86sTcgIQ6QRCzAt0wIfOwOleoHQAw36fCJc3eaU7jOfkqLKHOvNZSA4a+SybPUTdTMIuFOM4y0trc9Ki38+jUkGvuvGeCICqAF3yFwKLAHt83hqTJ1q2ildy5Rz0DNxJgdViMNBkBibnB7N3BEgQxp9AMEzLPgxb8LPQ9aCYR8Mj1HFZN0XmooAYXAEB0sbBAyWg8oR5PsHoBQSGNjDp7oxycOD3qqj43jBMA4OKFA12GUuZIgiDmDKYJgM2DSY39H/bKtvguWsldZR1DnDnqJlV9J+YIJNQJgpgVaJoGSWCLvxRgQh1KHNBnryi0c9R56PvJS7sAAJ2+xhOF8YQj5F2Z3UX+LDKagXXCQawUjs4pj7qSZh6wRjQYEQRRJ4ys4XI4wdblkFfOFogrEvpuWsXkTBfWLl0AABBne+tVguCQUCcIYlagaVlBLgXb7L9HRmemb/cjuwbxvp9txI0P7Z6R1wMAQ2NCXedCvbO1GQDgReN5Mi0vKwB4jWQdRzJzrGyRcJf7OvzW/WUo2uw1GOVzYGAUAODC3HnPBEGUwcwKdavqe9jrKutRNxQm1AWXD59/65kAAKlYPjtBzDJIqBMEMSsIyFkvsuDyIyOwvLdnXz44I69/LJLCE3uHcdOGPdh2LDojr2nlALvdPMePt2crWj23jjiFetEQx1nGmmYdfiGDViGOFW2eeg9nxpB5PQJPAxqMCIKoE4bDmC4zoR7yupCweqMrhb3kVs2Vyy9YjVCYtV6FlgY0ml+I2Q8JdYIgZgU+yRHuLcpIiazti5oYm5kBxAbwJ/cX8H7pQbx4JDIjL9nT7AYAzGsJAQBGMmxKVzON57F2mVmhHo/N0HdSb9RsuH9Ynjuh77LJNuRuQQeMufO+CYIogTHRox7yyoibZXLUNT6Pyj6Y7mD2fvKqE3MAEuoEQcwOHNZ6SC4osiXUIzPy8m2jz+NUcT/+WboPO3pnqCKtzj0KEhPsByJsI2SqjdcCzRkGvfdwXx1HMnOMjjs8RLpa/MBZRlDKbsjRgB0ICIKoA87QdzEr1G2PeqZI3rnK2426vPjonVuQMt2ljyeIWQQJdYIgZgWJtKN3uCBC5ULdSM1MGLqpMC/2EnEQR44dmZHXtMUfF+qyNwAAcEPL8V7UG0034HaEvqupudFa574XDth/Hx2eI1EEANyCwyihpYsfSBDEnMHQs2uSFfo+v9mHs9csZncW8ZAnk+z+X2wahN8tIV5O2BPELIKEOkEQs4L+UbaYa5AAQYDmDgMAzJnqt+rwYvsGN0ObgSrfz+ztBwDsGGSv7fb4sg82UJ66oip2RX4A0OeIUHdGNuzqHa3jSGYWQXfkjlIeKUEQAHRuWDZMAZLI+qh7XRK6OjrYAUWEt86LyR2I6gh4HFXiqynUTRPY/wiQmJniswRRKTMi1H/0ox+hp6cHXq8XZ599Np599tmSx991111Ys2YNvF4vTjrpJNx33305j3/wgx+EIAg5/y699NJavgWCmLVkNB2P7xlCWm0cD+xU0Lk40MA2AIab5W0jMzOi0FSznsN15h4cHKl9CzLTqvrO+6i7vf7sgw3kyXTnVf/W03PDE+IU6obaON9HrREc/dM1pfHSMAiCmHlEkxuvRQlet0N+WGt1sZxz3kfdkHwIemrkUT/4OHDHW4G/fLp65ySIKlBzof7b3/4WV199Na699lq88MILOOWUU3DJJZdgcHCw4PFPPfUU3vOe9+AjH/kIXnzxRVx22WW47LLLsG3btpzjLr30UvT19dn/fv3rX9f6rRDErOTr9+7E+295Fv/x+631Hsq00Hn7K50LdXiYR13MzEzou8vICrFThH3YPgN56iY3TugiE+oetxuKyd9/A+Wpy2ZefvYcqfruNN4Y6tzxLM/zC/bf6XQVCxvG+oGdfwEe/CJw94eBwZerd26CIGqKBCbURVGCR5bs+7cMsrU7HS+yVvN51JA8CHhkxG2PehXX2BiLTkPv5uqdkyCqQM2F+ne/+1189KMfxYc+9CGsXbsWP/7xj+H3+/Hzn/+84PE33XQTLr30Unzuc5/DCSecgK985Ss4/fTT8cMf/jDnOI/Hg66uLvtfS0tLrd8KQcxKbn/6EADgns29dR7J9NA1JgYtoR5uZr3UT+1k05yiGfjr1l5EU7Up6vXalU3236eK+zEan4HQcyusmBfm8bhEpMHy1c0G8qhPCH8u0oZn1uH4DowGSkWoNR2ODAw1Mw2DUawf2PJb4J5PAjedAnxnNfDb9wFPfR/Y9ntg0y3THyxBEDODVUxOlHLufnAfiz5LJQoLdYHPo6bsQ9AjZz3qVaz6fngowv4YPwpTqX00HEFUSk2FuqIoeP755/Ga17wm+4KiiNe85jV4+umnCz7n6aefzjkeAC655JIJxz/yyCPo7OzE6tWr8YlPfAIjIyNFx5HJZDA+Pp7zjyCI2YXJ8980gW0C2tpZ3tuKMLPiP7l3GNff9zJ+8ti+2gzAIcpahBg+tLY2L+PE8qgblkddlpDhYfBaA7VoG0/kbnzEudJWx+FR19W5I9SdOepaZooGo2MvADeeCPzxY8CLdwJjBwFBBOadiHjLOgBA/9BQFUZLEMRMoPKoNw0iTDNbs8RuuVYklF3QLaHOPeo1CH0/NpI1EkSO7araeQliutRUqA8PD0PXdcybNy/n/nnz5qG/v7/gc/r7+8sef+mll+KOO+7Ahg0b8M1vfhOPPvooXv/610PXC+fYXn/99WhqarL/LVq0aJrvjCCIRsOwCtXYoe/cw51mC/CugRiORVI4MFwja7maJ4yPvVCb13HCowhMLtQDbgkBP9v0CA3kUR+O5G6olgSP73oIFaNnvwNzDnnUMw4vuqZM8Trs3woYKhDoAM77N+C9dwH/cQjpf34M3xw8EwBwsJeEOkEcL8STbC6IKyYcOh3gQl0oYsAVLY+6y4eetgBaW1rZA1UU6pKRjbSLHKGUGqJxOC6rvr/73e/GW97yFpx00km47LLL8Ne//hXPPfccHnnkkYLH/9d//Rei0aj978iRGWqdRBDHAd98x0kATLx6TWe9hzIt7Bx17lHX+eIfi7Jq2363VPiJVWLLAWZMNPnr49jzNX09ADD55sK02rNJIvwB9r5lo3GEoabkjmW+Tyty5Ozi5Hke+29zDlU/HxzNRq3pU62VYIWfLn0l8LqvAqteB3jDyKgGUmCfa1BsnGucIIjSGIZVR0aEKGbrWAhWPRm1sBFd4gZPt9ePc5e34aKTl7MHqijUnfNzZmB31c5LENOlpkK9vb0dkiRhYGAg5/6BgQF0dXUVfE5XV9ekjgeAZcuWob29HXv37i34uMfjQTgczvlHEATjreHd2N/6afxo/fGdo74gzPK0A14vACAlskqy+4704tp7ttlV7ZNKbby54zG2aYjxsNwdz/0DD+8qXDSzWrR4mFsi6HckBctcHDaQR32CWJsjoe+nzc9+L2cvDtZxJDOL5CgeqE/Vo24JdXcg5+4mvwtvOXMlAMBjNs41ThBEaaw+6kae9JB8bK2Wiwh1t8lE9LVvO4Pd4al+RxcrdQ4AhJHCWoIg6kFNhbrb7cb69euxYcMG+z7DMLBhwwace+65BZ9z7rnn5hwPAA899FDR4wHg6NGjGBkZQXd3d3UGThBzCO/hxyAmh+E99Gi9hzIt5gWYUA/6mFD3hpoBACEkcfvTh/CDDXsBmEjVSKjLvOp7rPscAMBybR92HC5eO6MarJvHhOCaBW32fRGVfQ6JROMUxMn3qBet7jvbcOSozwsclwFsU8LlEOpTbs9mGXPcEw0cEhfvsk5CnSCOFwydedTzhbrLz5xnsl5gzTJNQONziIutd6bderV6Bl9nXQ1f7GDVzksQ06XmO4err74aP/3pT3H77bdj586d+MQnPoFEIoEPfehDAIArrrgC//Vf/2Uf/+lPfxr3338/vvOd7+Dll1/Gl770JWzatAlXXnklACAej+Nzn/scnnnmGRw8eBAbNmzAW9/6VqxYsQKXXHJJrd8OQcw6Nu4+BgAYPd6LLPKwOqsCuuxvBgCEBZY7/oNTD2OT5xM4Pf5ITV7exUPNlfa1yMgheAQV0UOba/JaNpYXQHLZd+0ZZZ/DWLRxxLCel5/dPzw3cotjcUdo5hwKfZeQFeod3imeJM+jvnsghn/95fM4OJyA7PWzh4zGaUFIEERpTO5Rt1uoctxcqLuNNGDkGdKdkWGyF4dHkvjsXw6w29Xso+4Q6i2pw9U7L0FMk5oL9Xe961244YYbcM011+DUU0/F5s2bcf/999sF4w4fPoy+vj77+PPOOw+/+tWv8JOf/ASnnHIK7r77bvzpT3/CiSeeCACQJAlbt27FW97yFqxatQof+chHsH79ejz++OPweDwFx0AQRHEOD7Ac7m2HahumXWtiSbZpz5h8WvOyYnIhJPHOZSou3H4t2oVxnJzeVJPXt4S67PYj2XEqAMAzuLkmr2VjbS54jjoAKIKbP9Q4IsbIq3jumyMC64Eth+y/Dw5GqnPS+CDwm8uBvRvKH1snnB71sMuY2km4UN8yqOJr9+7AJ+58Hve91I9vP7ALLh4q6wHlqBPE8YIzR93JpaevyN7IF9+OtKlfvjAIn1tCzGB7fbOaQt1RTC5kRIHUWPXOTRDTQJ6JF7nyyittj3g+hQrAvfOd78Q73/nOgsf7fD488MAD1RweQcxpXDzPM5VsnFDpqbDtyCjOBXAsqmIZAPACNV5BxfX6dyFp7P25jNqEy7pMBRAAlzcA1+IzgL7HsSS1E7phQnIUzqkmz+7tx1kAXjyWwGn8Pl30AAZgNJBQ13noexRBNCEOv9k4reNqibOg3+aDA+ipxkm3/xF4+a+AlgFWvLoaZ6w6LjiKBU6x2v3I2CjaANz1UgR36syD5ndL+Nwlq9FjsIKw7e65UZSQIGYDdo66kCvUl3S2skg4Q2MpL77m7IPco66ZIg5HVAQ9MmJgETVGehzVKhG7vNUN9DnuGNkPLFxfpbMTxNSZEaFOEETj4uVhql4c36G5VjEYnYe+2wVnAMgDW+y/L1jir8nrW949l9cPX89ZwEbgZGEvBmNpdDf5yjx7ahh27/jsVK6JzNvQSB71le3Myy8F2oBEHAGkYRoGBHF2523LRgawbDR6lX5fYwfZ/6nR6pyv2pgm3I7Q91gygVCJw4uRSTBvmcsbxIdO7cHyjiBesbIDi9v8QIT/hpW5YfAhiNlAk4dNhk3+vHwYQWDrdWpsYt4596in4YbHJcHrEpGsQR/1dl+eMX1kLwl1oiGY3bskgiDK4uMC0yOoZY5sbOxWZZaNXZRsrzoAYM2bAADeGlSK1g0THm7ocHkCkLpZqk6P0I/esdpFKghcqAtyNvTdEuom3+CkFB37h+pbZb3ZzarT+1pYypMomEgmjvOaCBXgMrPiXKiyUDdTkeqcr9oYGkRkmyRbqTWTxWrVtKS7E9e+eR3ed84SJtIBwMUrweuZiTmtBEE0JCEPkxzNgVyhPhTLIG5y8Z3fEYR71NNwwyOLEATBbr1aqxx1AEyoE0QDQEKdIOY4XoEtUPXwqEeSCp7YMwzDMMsfXAa7oqzgCIazQuhOfR9wynvY31Pt61wCSRSwgGuHUCgIhOZDhwi3oMOM1S73X+S5wIIjR92Q2CbI5Buc992yERd/51FsORKp2TjKwsOfRV8zdJN5LlKxxil2Vwt0w8wV6kZ1fl/xfraBTEaHq3K+qpMf6j7FNoEdHvZ7fsP6FRMeG1UdwYDK8Z2yQxBzhryCrxZ90RSOJvm6PSFHPVeoA9mq76IaZ1Xhq0AkxuaRMbEVADBwcFtVzksQ04WEOkHMYZyeYA/UqgjmyfCum5/B+27ZiHtf6it/cDm4d9lwbgJe9T/A+g8Cr/8mNJlZ7AdGRpHRqu+FE7gBQHD5AUmG1LQAAHBGc+2EhMSjCEQ5W0jT4KLdVNPQdAMLjtyLn7puwD+27qvZOMoxMMa851FFQIKHLaYSkbqNZyZQNCPH+CXoVYhYMU3IUVagzquNA8YUC7XVkjzPlDnFaveSxsLaO9vaJjwmyF4Y3OCjpesbLUIQRGWkM2wOTOctvyGvCwlwL/sEjzoPfTfd8Lq4mOeRcoJpAGp10l8ODLDicS+pbN2Wxg5U5bwEMV1IqBPEHCat6vDZQl2Bos/cxt8wTOwaYNbzf7w8fa+zya31piNfG6e8G3jzTYAnCIG3eUonYkhkqizUC/R6RdNC9n+0dq1esh71bHu2dUtYeHm3H9h16Bi+5roFr5VewHr1hZqNoxx7+1j484ExDYKHhS0G0Dg59LUgrep2tAoAiNUIfY8PwstTVSTBBJQqhn5WCV3N9aALU/So57dnc+LzyEiBGaTSKRLqBHE8cGyM/VYPjOTOCWGvjITJhLqRzkuJcuaoc4/6+uXd2V7sVQp/F7nRey8WAQBCiUNV89YTxHQgoU4Qc5iAR8aqNiZsPYKKtDpz+Z57BuNwQ8VSoQ+LW6tQ4E23hHrhOrCSh234/UIGqSq/z76xccDkRg6Zewaa2IKPyJGqvpaTrEc9G/q+ZB7zQIZlDa07f4mQwAVxvqdiBjF5OLQhuRBqYqGFrfLxXbywHLIkoDuQLVAkViP03SokZzGJPPUfPbwXN/19D0YTtf3c4/G8CJIpGii0NNuA7xufuFn2yCJSYFEkmWT1jRX7h+LYMxBDSqH8d4KoFpYxPb/qe8jrQpxHWmXya5dwoZ7hxeQA4MuXnQTRy0tUVlmoRwM90E0BHiMJxAeqcm6CmA4k1AlijmOFbHf7gbDXVebo6uF3S7hWvgMPe/4d84afmfb5elqYWG1vChY+wMWMAV4oSCnVbes0FnVsLvjrDIqdAID7n6pN33YACLmYiPH7HVXleYg/0lF077w1e39+Nd0ZxCqkZopuoBaFgBqQkNeFbof96bQFEz3Dk2aCUK+81++3H9iFG/++G4dGapvTrU7wqE+hPZthQNbZvLR7bKJQFwQBKR4qq9TAo37Thj147Y2P4RfPHKz6uWclukbeR6IsJo/YM/KaqrllESmBTZaZRF7tEh6Rs355N95yyvzs/Vah2Ex1ipJa0WmBUDOOmGztrnpBuYNPArHZIf5N05xRx85choQ6Qcx1+MZa1DMQa9TvuxCLWv14Y/BlAEAwvn/a51vczDxsXc1FBBEX0H6kkapy6LuaZuJHhwjwMHSTh777kr1VfS0nlnFiRVerfd8gd6Abex4C4v32/cubZ+67nYDOxJopuaG6mFBPxiL1G89M4RCpXYEqfP75Qj0dmfQpdvXX1kCiZfKEuj4Foe7IO/UFwgUPyQi1E+r3bmU1M75+38tVP/ekGd4LxGtXkHLaaArwozOB295U75EQDY5hdWYRJkoPRWLrs5oq7FG3U8o4ptV+tUoGaCs6rTUUwEGzi91ZTaF+9HngtjcAf/jn6p2zjnz8F8/j/G/8A72R2Z3C1giQUCeIOcyB4QTUDN8U16AaeklSY2hOHwMAnDGvcLj6pChSUdbGzTYCkmAinanue1XT7DNU4GY9YQGEupYCADqNQcQz1fXg21hhxY4c9WeOsLGIljjmHuwF/joWHtN4ITXJja2DzEiy7cCx+o1nBshoOgxnoaMqFJPTR/MKHE3Coy7AsAtH1hJVyRXqUzJQ8Px0wxTg9xfuwp4RmVBXayDUtRkuqlmMdHQIyg/Pxv4bLkKiVnPIdIn1AaP7gUNPzPwaQhxXmDqb+40C6Wm6zAzseirPkGjVuJCzLd2+ft9OvNDPfw9VisySTHa+9uYgDnChrg1VUagffpr9P9gAxr8q8OCOAYwkFHzr/tnxfhoZEuoEMYcZHk/CBS4gTB1Hhmemt/VoQsGW5x63b8/3Tl9AxJK86IxRZFpzZeOQq53XqnFjhyJkc8X9HUyoLxBG0Fcrq7OeFcA2jg3NuOnDI95XsxtKdarjAsCR0ST0SYgZwbA86h7ovAe2OctD3zcfjiCeyIaZD45N/7eVHmSV+w1w8VthjrpumLjZdSOe8VwJWa3tb1xTcz3oLe4pGIh4PYUEvAgWScdRuVA3q9yeTZvBgprl8Kb64YaGZTiGgeGheg+nMM7UBsrpJUpgGkyomwWkx4UnsvWy1ZW3F+DGn6cOJ3BwmP3WRUFAnBefq1bou8RD34P+AMYDSwAA+tCeqpwbAND/Evs/MciiUI5z3nMWq8Gz8cAoTEp7qSkk1AliDpNJ5W5yB0YjM/K6j+4exF8f+JtjINMXbc8fZBvZnYNFBKnkggrmba92Sycr9F0RsyLZqvoeFpLoH6wwdFVNQdl0JxCvbFN+bITl8x2OZr21ois7hl/pr4biZ/l20fFIZWMow1+29OLCbz2Mz961peLnWDnqkN3QXVaO+uyu1p3Ja8+2u3dk2ueUeGu2oxIvVFihR13VDZwm7kWLEEcoUbsuBMDEqu9TKibHxXcSHoS8hSNkTlnWDQBY2VKFaBwH/ePZ8bul+m6Rth/Mtq2MHW1Qz5UztWGW5N8StcES6vnF5ABgSTdbp9xafns29ns8EDHsIrBBj4RBs5k9Hq1OZFaHn41pUUczPv3/Xg8A8ESr16JNOeZYL2O1S4ebKf7njWvhdYnoi6ax5Wi0/BOIKUNCnSDmMJbAzN6unte1FM8eGMOJ4kH79mAVvEWCVfVdLF4QT+SV389c6C16zFTQFWb1V4VsP3O4A4iJLL92fKCyBf/lB38G918/iW2/+UJFx1uVak1H6LvVhk4xJdyqXYpRlXnbdx2uQq96sEJbnRjDH188WvFzVrWzMSyd1wKDj0+oYxX6mSCtKHAL2VoIlsdmyqhpeFNMCD2nLAYADAxWJoxU3YCbR85UpU1cCXQl16OeTk3e421VfE+Y3qJCXeCRGdXqo2zRG8kKdUU3oGj187DHYtkNcKaaYbjVJMej3l/8OGLO0xFgRrWu5gIFX62c8/x1gXvUU472bAGPjL0m63eOoeoYsEIy+53PawkBrcvZnaP7AaMK9Wy0DORRh3d+/PgX6kGPjNetZSkCf3yh8r0AMXlIqBPEHEbN5G6itSrnbhfjuYOjOFHIitd9R6qwcPEcdaFIezYAkLhIDGAKBa5KoPPQd0305Nw/7mFev8zwwYrO88hzzOq+71BlXk8Z7D3LruzrRtpPw9/0M/Fl7QoMoBVLujrYMVp1BM2F4jY86/0kPif/tuLntHlZqHZHcxhwsw2ZqM7u0Pf835JsTjPHOMKuiZjpw0GDbZCM5GhFT1V1Ey6wDadg1laoN7tzwyCHIpMPTU3zFk1JeBHwlK45gSqHvvdGUggghX+V7sFCYRCx9PRrC0wVzWFINYenX3CzJmjkUScqoyPAfssLWicK9QPjbI2I5xcZdfRR9/L2bEyo8wrww7uqMzg7jczFouEkD2Co9rw7LYZehuiY/40qRQHUi/5oGrc+eQABD/s+/rK1D2oDpQzNNkioE8QcJt+DbheWqyGjCQX9g4NYLmY9vD6j9GZ7NKHgY3dswj9eLrERNCyPepGNPZCtHFvlokcXLecF2zpac+7Xgmwz0alXFvruMdjnbwnwcsgmE1+SK5uj7nL78An1M7hTfy1WzwshEGpi9xvpgueYLBc2se/g1W2ViUQA2c285IbAPSeSWts2YfUm/7ckT1cg84rvR8xORMA3uhXmqIe8MtwCv6bU2gr1eVw/mzyPXppC/3ifya7VJd0dcBUJP98+zK79vceqWxH9hO4wfnLCVnze9Vv8m/Sn2hWCrADdkR7iGT9Yt3GURHPMK5SjTpTC8k4XCH1/8ihbI1Lx3DBq0xLqZtajHvTI2GOy1DIM76mK11vhRTCTuoQ/benHEYOv5bEqRKJZ+emc5HBt049qze6BGK77yw5sOjiG9qAbi1r9GBivzv6CmAgJdYKYw+h5YsIK4a4lzx0cxQlC7kLlM5IlC5L8zx9fwoM7BvDh24r3JBesqu9S8dD3mMkE7fZD1QkDt5C4EJXcuS1klixbAwC4oLOyRWxtO7NQB+XKirNYgt7lyEv3uLLT+hk9LZC9TBi7jeoYYQQeauxG5ZujsRgTHFFFgMjH49Jmt1DP/y1N26POhfphsxNRkwl1MROp6KkuAZD597Wy3V3m6GnCQ+tVmY1RnoJQl3j0RyjUXPSYgRS7zhPx6hbHW90Vwvn+IwCAhe5YXT1FhmN+DiUP1W0cJXGmUlDoO1GClMK81skCU6HsY2li+euC4fCoexwe9aNmBxS4mKGoCl7vZIq9zpGoClEUkNR5ZF4VUoXMPKGeHjky7XPWk2iKt7ILuPH3q1+Jez55Pha2+Ms8i5gqJNQJYg6j5VUC12ZCqB8YxYkiC3s3giyENygkkSmRC/r4nuHyJ7aEkFg89H1MYSJ+95Eqe360wr1erYJyiFS2MHd52ALY4i3f0ko3TLi5UJccoe+nLGy2/z6zpxWyjwkmj1H6uz04nMDje4ZwYLi0gBZ4qLGV81wJhwcjAID9Yyo6O1gofpe3fiHFM4GW71GvMEqiKFyoHzI74W9qAwBImQqL+Dg2m0uaqlt8LZ8MD/lXedFAeSq5+VY4O09VKQj/rQlVzlEHAAxsAwCcv9CNFZ2F28PNBM6K9vO0Bs1rdXrUZ3noe1rVGz7E9w8vHMV3H9rdkJW49/ZHAABbjk1Me3L7mVB367m/Z0NxhL5zj3pnyIOzl3Vg2Muqs2No+uHvsmMtXdDsswvPQp9+RI16bCsAYLOxDABgRI7vnO4IF+rNfhea/TU2/BIk1AliLvO2E9tybhsz5FG3hLqw9BUAgBCSiKWLL4iVhJ8KVvhbidB3w2pdVsVWZQCw5QDz0Pfnn7aZV+eOVrYwu7iYFirwvqqaDpflUfdkhXpPewA3v389Pnz+Upy9rBVuHxMaXrO0V//nTx7A+295tmxhGA8/T/8k2o1ZhdQElwfL5s8DALS7ZrdQX9aSG9nhMtVpbZ7NMfab6VqyBh2dzMDlVioT6sNRR4GmKvRzL8WOI8yodjjBfoeuKYT8D4+xCvmH48W3KCYvJido1Z2zNu0+CnOYF35Kz0y7yqI4hHpQG6v/eAqhzQ2PuqIZuPiGR3DJ9x6DMYnWlDPN1b/bgu9v2IOn902/y0S1MXnUW6E+6m4/S9HyGknAMU9aexJFcEPmaTAndIfx64+dg/krTmEHVSFP3eWo97KwxQcNbIyaNs16NqYJcYB51P+hnw4AEOPVjeibaca5UG/yZde4aFLFvqHZXSC2XpBQJ4g5jJCXq33RinDNX/Nb/3QKXt3EFiph6YUAgCDSiKcLb+iTSla0fv7S1UXPu7iZLRqdTQUqynJ0mYVnmVX2wvUNszZZI0ruBsRsYkJ98Oge9EfLh79bOeo9LZ4yRwKGoUEU2IZGduVatS9Z14Vr3rwW3U0+uP1MqPtKCPWUouOFw+w9JJTSIe0rmpm3PyRXHvpu5WdLLg/gsdqzze5icmfMz42u6AqKmI6TSxhjoc9vfdV5aGphUQlurTLhNhjJftaj0dp+7ibvo54U2G9tKkJ9ZJRdiztGSlxjLnZ+sYpC3TRN3HDnHyGAf1FV6tE8VbzI+82O7qvPQEqRk6Ne3XoB00JTgMPPVM0wNRTPoDeaxv6hBHb0NaDBhLOwhc07VnhyI2H3US8g1L1BJtRFGDk1ZDy8xeXX33nmxBO28/3AdD3qpgkXN47Lbi86gh7o3KMeiU0zRSt6BLIag2JKeMI4EQDgTR7fBq1onlC/76U+nPm1v+P6+xq0heRxDgl1gpjL5G1yA0LtF/fVrRKaE7ziew8T6qJgIhkr7B1MKjrefeYiXLiyHf960Yqi513SzMTtwrbioaom39xXO1xW4JtVU85t+yZwod5uRtA3Wt77OTbGBIpWQcEvv5gNwfS4i7ebC4ebAQBBsbhnYEffOLYdY5vPRJnoBVln14w0iZxribeRk2QPdBf7foxZLtRzBAyAoGRAFMunNBTENO3Qd7QsRXsH86h7jWRFQkRTs9/9xr019ubw950SmcfbNYkUCQuTF1EzXMXzHq1Wi9XqZgCwDegyPduNIj4+ij+9WL8KzectykulGW3Ayu/OHN7EUHXaWVWDp38A/PwSYOPNVTmd6kjNenT39NuJ1oqTFzLB21eBYXjGsYX6ROnhDzqcBM4WbVy0y54Cc0GHJdSnKRAN3TZ6Sy43m6dlJkLHE9M0BPL89L3mQpx35hkAgIA6UvPIploSSbLfvBX23ux3QdEN7Bmc5Wt6nSChThBzmKdezsudnm6YVyUMbAdMAwjOA1p6oAvMct3lKSxO24MefONNS/GLzl8Dh54qfl6rmFyJ0PdaC3XIeRvrQDsy8EAUTIz1Hyx7HsujLpkVbHadG2SpeJ5YiFd9l0wtN0zVwV7HAlvOo27wln6TyT22CqmJbi/6U+z7MdPjmJaLucFJ89ZadheC6RQlSgwDagImBCR83bjs3LWOFypvANKV7KZdqHEfdZOf367uD2PSeZ52brareI66LdT16nnUj0VSWCsctG/7jSSOjtYxnDMvRaf/wI46DaQEToOUaTCx3ggcfIL9P1idz8xZQ2XPQOMKEquo15Gx2ndwmSylPOphnwdxkxucnUZc6/py1H9RdQOnfvlBvP5XvCbC0O5prSWmnt33yG4PHyMT6nqRNbNiuFDfYS7ByauWA6KLRexUo5p8nYimVKwRDmNtjP3GVnSyKLnDo0mk1QYx1M0iSKgTxBzmyGBui62XDtW2GNDmIxE8+9Q/2I3uUwBBgORjQrJNLu4B0Lf8Dnj+VkQf/EbRY1IZ9vyMWbxYlsCFuqRX19tgny+/mJwgIOLuBAAkBg+gHJboGE9UsMkyHOKnRKX7nIJcSmHRsXsgDgEGOjFW1qO+/xi7RibTbkzmXlXJ5YHXMhwIJvQKagV89q4t+Kf/e6pskbtG47dPsTzntMQ2MZqanvomhnvTj5lt+PJ9e1nBRA/7HJEaK/t03WmAq7FQt4x9Ms85Za85OQOgVbBQKFFMTuSPuavUdhAAeiNpnCBmK0iLgolMso6ijLcwHBOaAQDGSOOFvkfG8+aUWAOE9Zom0McKeGG8OhERzt/u9959WlXOWW2SioYnH9+Ai8QXcWS08YS6UEKoL2nzQ+b1VJzrlJJmf9/+bHZv4pJEJDM69upd7FxKDBiferFFXcnOT27eQcXrZYLdI0xPeBr8OtxhLMEJ85uBMO//Po3x1pvPvHYVft/+E7zqhU8DBx5DR9CDJp8LpgnsHzq+1unjARLqBDGHEfLCc/ceq6C6+jR4aEc/DrzEveLdvBCMh4e8FckH3dUfQ+bICwCAPUf6oBcp5PPSYVY8Z+dA8YVCcHOhXsVwWQAQuVAX8oU6gKSvGwCgj5ZvIRMAE+rxVHkv4dHhCACw6rRCiZBqyQVTYpuOdKqw6NgzGMdn5LvxrPeTWB19suTr+sA2Ne5JVDF3ce+77PIgEGyCYbLxpuKRss/dfCSCTYfG0BetfaHDqsLTShSZbT41JYPRxBRFMi8kd8ToxAKegwqfJdQjZZ+uO0Lfa+1Rz7Znc4jsSUbqiFygCp7i9SbOO4GllSwKVi8qo3c0hjV5rSO1ZKRq558s2w8x0bsLPQAAOVLe2DfTGHlrSEPkqcf6gCRfy6okiBa1+nHTu0/F/15+elXOVwviGQ0/dn0PP3fdgMxI47XzM+0+6hOFesjrgjfA57RMVqibPBrouWN5aXoeCSpkqE097I7pFJRzzIleL4tOO3FROwBgcVMJI3gFaL3Mo35A6kHQI+Og2sweyDcg9W2dmYjGKrBmXgiBBI/GfO4WCIJge9Up/L36kFAniBrjLIbWaORXTBaq7GnOZ2A8Y1d8t4R6hvdbHhiaGDKZVDS8/qbHsHcLE48+ZIp6Ja1K6UKJMPD5nazK/YU91e35aXnUxQJCXQuxFm3CeJnK76aJAC8e5UL5FkAZHkFgt5EpQVRnm43+ocKVgPcMxHCp+BwAoDu9t+S5fPYYK7+umz1MTLU1heBxSUiCeS1SReoSWKi6gcPcMzQcr7HArDKWEUzjbcrc0KBq0/OoHzY7Mb/Zh51943g5yr/3SjzqjpoHtRbq1vk10ZcN+88Xc2UQuSFN8hYX6hIPfYdaPQNOamAfAkIGquBBRmYGRD1VYQu8GqBww9ph93IAQDDeeOLLUPPERSNUfre86QAQPVaVFJvWgBtvPXUB3nASM7w2YvuzjGqgXYhCFEz4ogcabozzQmw+WNBW5Hftnlho1DKCI6/+S8DDzpVs4nVrplFQzm6dKbnhcfE5y4pSM6axf0tF4I4xw9873ngpXLKILeNs3sqMOvYDO/8K3HwhcN9np/5aM0lqDOB1Z/DyX4HYAFZyob5vkCq/VxsS6nOZ5Ciw+ddVb1VFZPndpiNYd+0DuGdz7QoSadPo6yrmbaDzPezVZiQ6jlUCX6C6TwUAHE2yhXHz3oke5x294xBNDWtEZr31QkGqiFAXeV63KBUXrj5eAT0kVlesyDz8VnRPFOoSb9HmS5T27KiZBCRe0MZVQbidpnBBhPJ9sdNg4yoUxjueVpGJDmKVyK7R8xaW9iD4BbYx9whaxRtBr8A2O+FgEIIgICGw8aQTpUVQJKlC4bmhI/Hjw9tgw70jGi+eJwomVG2KBYQcQn1Bsw8uScCwxq+1dKTs040Z9Kh3+Fi0RMDvR1Ln1+YkPUUu3ktZ9pboYW7lr1ex3oRrmPVPHwuthOK2IhbqJ9StsP5E8xoAgF8bq6gmwUxiqnlrRiP0Uu93CHU1UdXq/YdHkvjn2zfhsv8tUS+lTmRUDR6eZnTtK0r8dupEd4gZ0Vd0NhV8fERjjydjEfs+S6ibefVfglyojwdZb/JpVX635kSnkd/6ezrz5cB29n/TIrzp7BMR9MgYEZmnPjXi2O/s28D+3/q7xmzBmMc9T27J3jA04MVf2B71vdSireqQUJ/L/P1a4E//Arx4Z71HMmv5/N1bYZrAp3+zuSbn/8GGPTj5ugexc4rtYvJztYVJ5pJOFm9kH1yCDtXdDDQxT7MlZMwCG+KtR6NYIfTaYdZ+IYNUkWJnglWArUQxOaulUzW9cABw1kJ23qXzOyY85u9cCgBYLI9OeMxJKpb9Dl2oQKhz8aVV4FFPi8wboRYIfd87GMeZYnaTsyJc2vDj56HvPlGDUCrkPmewuRuhFBfqmTJCPePwQI8cZx51ywhmuLMbZjUztd+X1UP9CBfqYa8LEbCNkZksfV0BwEld2U2uaNT2c1wUZuJ87aJ2ZMCMPuYkDYDzfex7P2X5gqLH9KbYtadnElUrSviaFhbVI88/Ofu91bFFm4cL9UD7AgyZPEWowSq/W6HvurWdbAiP+pbc21UIfz8WSeH+bf04MJLAP14ewJYjERyLNFY6TiaTsauXLxCGK5+fZwp7jS4sPbYPs7VnLMLnNNO09yiCu7BHfSwwfaGu8PB6TciupRsPsd/9rt7y82tRBpjhD/NOtO9KeOex1xpzeNR7X2T/a2lg55+n/nozgKIZ+NU/ns+984XbcfqiMP7fGQvx6jXz6jOwWQwJ9bmKaQK7H2R/x47fohZzne88tBtJRceft0ztO5TyhHm+h73auLhXWW9abOdVW+26Cm2Itx2LYp2jCrMPmaIedatdmCgX9wgnBZarfWywurn4Mv8c3QVayHQtXgkAWOONlDyHx8x6BuUKhLpheWyF8kI9IzKhpqcnWrsXt/rx76sdn0cJi76mG/Dz0HfB0ACjfDSHYZh2VV2VjzUlMG+omiwt1NNq9vwjiePLo24ZvQx3tu2Qnh8mXCFGhEU79KINXU1ehLwujJvsM1QS5UPfm9xZIbu8tXhqSFXg71t0e5EBey1Vmdy84uICtbWlpegxaZ4+IUGvWoG8JSor1ta6fL1dO6NZrI8YM03T7qPe2daCgyZryddoQt3Ho2XivGgm4o3jUbdqYVSjoNwz+0bwL3c+j1ueOIBTFjUDAJ7Y0yAV7jmK83cWOVL8wDqRybDfaUovbEBQJL4uWAZlRyROfv0XS6gPeXrYHdPIUR+N8qKNjo8vqTN5pCrT8agzob5LWGKnQGpBljohWMYjLQOjf5v9lD0P/Qz7GtgrHU2paBfYum3OPw3wNgGRwzhdfRHf+qdT8I71C+s8wtkHCfW5yuDOrOX7OAi1OR7JD0mfar6YuuOviP/kDTALVNNdNS8IAQYuWNE+pXNbIduqyASsaNRODKVVHSGFbWykpvn2/SZv4yQoE729Lx2LZnPaAfigFPWoW6HvKBH6bm3uh0fLi5tJYeX6F8hRtyIHED1aUth6jKwgkCrI/7baxmhC+WI3qi3UJ37G7UEPVqWzoaJjo0NFr9VUOpUbll+BQMooKgSTve+MycYa4JXfW6TS15vTo3685ajbuZXuAAywjak2ScFqYX3Xfn8QblmE1yViXGAedTVWuO5A7gmyIfc9zeUNO9NB4xWURdkDxWSvpWYmKXatqs/u4jnqXr8jtFepUqVh3koJ805CUwubU//13IlRMjNBWjXswo0LOtoR8fB5ZKSxhHrYxX7b+9RWdke9Q99TY0CEhRW/aPL85Sp41K32bB5ZxIUr2TXx2J7aFl+dLGoma+ztO7wbT+5trPG93BcBADx9IFLwcasApZbie1JHDR0hL61sZWcQ5y1vg7trFbsjOcLaWE4By4CqOozepsjX1WkYAdUIu+5+ts2wU7iEMIsS8iT5fm5gO0RDRdJke7Dlic34/M/uxeB4bZ0mUyWaUmyhLjQvBk69nD2w6ed1HNXshoT6XGX/w9m/6xjaN5vpjaRxorAft7q+id+9NYAixcpLYxgYu/szCPY+ib2P/mrCw2+N/xZbPB9DZ2pqm7fXruQFkzzNACZ62KvJUCyDeQILI5ObHSGtXKjLeUI9qWjYNxTHWjFbQMkjqEhlCi+cIveoSyVC391ethHwQIE6jdz+fAZGmPAf1wuI5vACQBABPQOzVI9hR6VbqRKPOi8QplfgUVclLtQzBSz16WhWoAA4cKyvaNRCfv/5oUj5uUNxiDS3hxlKFnez8Lgub+mcbWfv4gari1SWZS3se/H6A1B5CLg2xaq+EjdCvfFUXphQEJC2ip0lyxudDg85jqlxjvpu3jniuSMJO/Rdm4xQN00YGSa8o3px77/P64XCWzFqBSJFJsv4cC8Q64MJAZi3NtuNok6G7ISi2Wkmyxd04rUXnsceaDCPuuX1PKCxQp11D33nheQOGx3YZXDjRjWEuqrhRteP8IGRG/GKFey9Prl3uGgXknqgZbLiThs9gvu3NUAaghPLmF6g6jsAGLzwpmEZlHmKmmaKcMmenGO/+Ka1+NVHz8Er1vUAzYvZnVMMf7eKbTrTyKxCmKY+xboiAJQoM1oZvnY0+9lc5m5l16RfGQZ0Dfox1tFmk7EKsa6zIQomzo5vwAdvfa6oU6KeOD3qCHQC6z/E/t59PzIjh/By/zj6o41pZDheIaE+V9nnEOrkUa8Ji9v8+OOZO/EqaQvOGrkHkjj5fLEXH/8LOg3W7mZwcKKn4iz1eYSFJDx9G0ufKHIE5p/+NVvchCNzD7oryDYe5/cU92BNl46QB+9ZzRZoIZz1qAu8zZSs5W62d/SOwzQNnCjmVjpeWGSI7X527uZQ8d7Lbj97sh/pomJ0KqRTTFgoQgFhIbkQlZl3bsMzz098nBOJRuy/gxV0hHFzz3apKvcWmsRC8s3MxMJbj//jXsDMCuIQUkhkCn82QSFXaCqZ8guyM+zZZeUZeib2yy1Ehoe+L+sI4GcfOKPsazUSZ/O6BW1NTRBl9h0tDpcv/FcIiXcBeNeZPfZ9GRf73VSSo77bkWcZT9a2eKiVAy+6PFB5tMekIgl0xTa6xQxP0cN8bglpWG0Hpy/Uj+x8FgBwVOhm16e3dNvIWpNRNfgE/ll6gkArz8Udbaxe6jovJnfU5JEHsYH6WtV42Pt2swf9JjceVCH0XUwM4m3Sk7gg+lec4u1HyCMjklTx0rHGKe63fkHW69wljOLYaIO1yrLbsxWWHoabrd2m9ZvjQl3y+PHVt51U/Lztq9n/Qy9PaVi6ZnnUswtvNTzq4Ib5cHt2vxNu64ZqShBhAPF+xA9sAgDsEFYgcOb7AAD/5HoSO/qi+Oq9O6b+2jUiklTRDkuodwAdq4CeCwHTwCO//i4u/d7j+P0LZTrcVMBYQmm4GhD1goT6XETLAAefyN4mj3rNcI3uYX8M7pz0c1XdwPAT2XCi8xfkek7Tqo4QmEB8fOuekuc6+sD3IGz+JQ7cd2Pei/CF0M/CFoPi1K3H5fC6JHSYXDA4hLrEhbpbyw1f7Wry4muvCLLe4pIH4OHDxYT6vAATQV3NxY0NLt7uySdkkK6StVrTDXjAFvNCOeoAMCrz/M1o8bzBQ71Z74dUQUuYE+exTdnC9sIVdJ20t7Hvd4E/9z3H0iq2PvU3AIDeyTZCISFZvKVgXohxJSHNTqEu8JY3Oq/YXWkxOa88NYFbV6x6D7LHNlB0+qe45FrXgyNaxArNltUK5m8tu9ncfri2ebWSyeYQ0eWBwnPUdaXyDZfmKHgYCIaLHueRRSS5UFeS0xfqeh+LKun1snBpnReTu2/TLiQyM99ic4HfIXZdfqCVtWgzRxpLqA+Nsd/wUZOnX+mZ+lam5x71o96V6AOb98wqeNR1RzSRa/e9OG0Jq5/w8hQLudYCjyNlyiXoSI3WrtvMVLAKvppFot4EnuoiWJFffA4VZC987sJrwHhahWEJ9eHdUxqXbhdmLSDUp9qezTThzrD9TkdXNm/7svVLsql/470QeCG5saa1ENddBsheLMNRnCgcwC83HsaD2xsrKoJ51Pk1H+TGuZP/HwBgncZy7fcMTM9AlNF0XPa/T+LiGx7By/2N8/uqFyTU5yJHNubk/pBHvUaYpl3gROnbgX/sLDzhphQdX79vJ8746t9x09/32KF0dz2xHRcojhYwqUjO88ZTKpoEJpwCWunv8Nh2ZpjZvj/bEiSt6jg0wPJbDW8zu3OKobkVE+tj/4e67bs62tlkv7IpNxR9YYsf713MQ3bnrXNUbC/iEbSs9WJxUSdwi70fGSSrJNTTWjaX1O0rbCRIeNh7FBODRc+TU+jNqMBgYln6xfLu96XdzFCwIJD7Ge8ZjOMskXkhpDWvBwCEkES8iDBR8zyXWgXF0SyhnjFddgHBJ4+w5207UHojuaQtgM+8ZhXec/bisq/TaNji1OXLtvqZ4u9L19m1mnF8ff9yKYswCOrlN0Wmwysk17jqu2R51GUv2pqY2PWJlf/WknE2l6VNF4J+b9HjBEGwa05kquBRdw+xaKNImG36Re5RVxIRjKdrZ8Asim0UEwCXD194jM17QnK4oVq0We3+xs0Aoiafo+tZUI571D/6zsvwjQ9eCgAQxvumfVrDGRWy8884dVEzzlvehpZAjYszTob8dqvRI43VS90oHfou8HaMosqvfav1X6HaLwAu/d5jOPlLD2LAs4TdceTZKUVzGFqBNDJuTBAqWYsLkYnBZbLzts/LOiaCHhliE0/9G9mHYJQ5WfTu01gUz+o3AACuWcyu4//4/VYMNFC+eiSZF/oOAO2sTkCbwn5n023R9qcXj+HQSBIZzcA1f9reWNdwHSChPhfhYe9mK/McmJnGWfRnE9+4+1F7Q+VWo7j7kYlhz0/tHcYl33sMfU/cid8rn0Ds2V8gqWiIJBXsfeQXdugjgAn9ksfTKpq4R92jlfgODR0nCqwgWxhZkZtUdCQTbELVeM/go0PTaEVShsd2D0GxWpKEsznqra3ME9MuF1iMrH643SfDkNmmfCwSKXh+zS6uVr49GytKVx0vWVrV4eW9a93ewh51nVf+NksYxXIKvZlG+YrqhXq/FoMbKPI94gd6h3GKwD10q9mmNiBkkEoX3hi8fCTX2FRJSLPOj1GcYYXccyKWCX1f2h7Ap1+zEs8eGMU7/u8p9B5HoXAbXmIpG1FVtN/76PjUNjAqz6F89pDj+rGMaxX0UXeGb1rdEWqF7PCoL+5kXseQPAmhzqMskvDCJZXeomSE4m0HLY6MJjGWKG+caB5nBqtM+zoAgOBlc2IIKcTTM+9RhyVWXH5AEJAQ/A3Zos3qbpCBjCGzmd1ZoPDpjKAks17VrpMhWYKoCqHvhtMo2f8Srl7vwq8+eg4uWdc17XNXi51Hc6NlOvTBhirCaRUVLWZMP3n5IgCOyC/uUBpICfj7jonGn5CXrfVbPacDshfofQHY/odJjysr1LNrlN/HjANecYq1bHjYe9z0oqWpOfcxK6Jw9/0QoWPIbELXQp7acsp7AABnxh/GSV1+yJLYUCHgr1s3D2tCfN0PcqHewlrQelN9cEHD3sE4jCnWbtANEzc/mp3fnj04ivteaqyogpmGhPpcZN8/AAD36WcBANQkedSrjWma2LUtV5iLw7nh7999cBfe+7ON8I+9jBvcP8EScRD/o/4QoWOP45YnDuCNOvuekm1s43ioNzd8b0WrB36eM+wtIdTTfTsR4Me1ytnNRkrV4eWeYIUL9aGx2l0L9z6/B24rDz2c9ajbRZvyUjAe3T2E+EFWaAVdJyOiskX5se2HUYheno/XGy1hAedCXRRMpNPVydVNKyo8Ahcn7sJC3eRCXVSKf75mnmjVyxSxef4A27jsH6ug8jqv+p5K5L5+cv9GuAUd464OoOtk+/5UPFLwPFqeIKqk3ZhVBdxZqEfgOeqSWplwfeHQGJ4/NNZQnoVS6IZpe1Mkjx/DSbbZ23KoeERFKQSeo94acniWfLx1WWqsvBfJEfpuCelaYZ1fcnvZ5hmY4OkrRZpfoymhsBfNyYqFbKO4OFT48eF4Bhd+62Fc8M1/lD6RoaM9w9JS5C4231o56iEhifE6CPUt+9l8n+DpA/PCXhw1rRSa6eeAVgurJkEGbgxaQj0+tet82gzuAEwDZqATCHVhn8LTgtKRaXcGeOWyvIvs5b9O63y14GB/rqF9gTCMI2O1rUkxKczSUW+L5rHr22e1KuUe9eG0gD2DE9eKVfPYd7I1FgQuuJrd+cD/AJk8w51R2lDY7mORXm1N2Yi481ezPcqKtuJ1MkrCK9CPmiG0BXON6U8NsXMaex5i4zeWYXU33wctvxgIzoOQGMIdazfh/k9fiNMXF29TOdMsbPbBl+GdRgI89D3YCbj8EEwDPdII0qoxZePCg9v7sX84gSafC5993Sr8x6Vr8Nq1c7s3Own1uUZyFOjbAgB4SDgHACCr8eOvpHKD0z+exgItNx95Xno/oim2iR2JZ/DDh/cigBR+Ef4Ry3H2NLEcrt99AFd2v4z14h6YgoTDK1iBES2/X7LDkxY0YkWrmKcOPmf/3eZyCHVFh9cSmAGWy+eBUpUqtklFQzqvWJs2xrwaqhzIFhMDYPBcUDU5bre0S2Q0fODnG5E+wvK30H2qo3J54Q2XVSldkMt71AFgZUt1pr9MyrEgyYVDdQW+6ZcKtKDLnmhyYeXJFNvEWP1eS/FcLzvXrsO5lmn/ACtCONp+BiC5kOZ95tUiueP5n71egUe9nestjzf72VhCXdZKb55H4hns6o/Z1+RICe/Qzx7fj8/fvQXPHaxdVEilZLRslIXs9kEX2UbN1Kbm3bKKyUmO1oO3PM/nA12xa00UxRn6jtp62GyhLruR5lXZlUlUfbeEumVcKoXksSJFCouRXf3s95ZQdIzES/yexnshQ4NiSmju4mG03IAYQhKxOoS+j45FAAAJXlCvK+xBzOSfSbXa0VUBiV9biinDCPINdb0qv/O9zeOxbrzt/57CXS9Fs5/ZNMPfV7flpRjt/AuAybdd/cuWXlx7zzY8s3+k6iG9Rp5BbIEwgiOjjSPU2/xs/lrQUqTgq4cLZTtHnc0babjhdU1c51Z3sXVkV38cOP/TQEsPS6979JvsAMMAHv0W8PUFwHO3FB2XJdTntzpqYtjF5Kb42+ce9ZbOBbZBweLZEXZNWiH+C9aei5MXNLMHJRl4zZfYc5/9DtrU6adtVBUlnk2dtTzqgsA+ewBnNbO9w94ChpVKeJav3x84dwmuvHglPnHRcrjluS1V5/a7n4vsfwSACXSuxaq1pwMAqz5ZJgSVmBx7B+NYIfBwOz7hrxKOYR/P3Xlg+wAM08T/hm9HR+YIEF4IfHIjsPhcIDMOz++vAAAIK14DqfMEAEAgPxfVkbPegjgiycILSktkm/13tyd7TFrV7dxqySHU8wX2ZNENE6+78TFc8M1/5BoPeH666s8LFfRaYeFRRJJs09c/nsY8jLGiJYIEzFsLTWJCzyiyKbdaWElSiZxtSbZDxfMrmE8VxZlbXiSXzqps71KLC3VByRfqpTcIlugzKshRt4r0SHruZ7d4fDN7fMn57JweNs4V4cJGHyPPmOARy3saW7hDwu/LGklEnovoKiPU79nci60/fC9uSH0REnQMlxBbX713J3636Sje+eOny46p1mRUAx6etuLy+O2QSnOKOeoyN0KJDqEe1T1QuRBGqkyLNkeepavGHnW/xMbaHAri8QPsejkyWL6FnIWaZL8RpQKhXq5uhaZp+KHr+/iMfHfJmhTm2EEAwDGzHQtauViwQt+FVNGaDbVE4781y0DZ1eRFgufkN9J6bXnULztjGS44lUcj1Cv0nadKvWQsQTSpYllHAP0m7+8+3fB367dr1Vc5shGvve63uPxnZTqu5PHN+1/G7U8fwrt/8gyu+u3m6Y0pD0PJnV/e0qPjNSc0jjdyfojNX2vmF/YQj/F2jJkkNxRzj3radMNToKCoJYB3DYwDLi/w+m+xB575P+DwM8Bv3gM8/DUmLHf9rfjACqWRWXPtVKu+J5lHPdTajaAn13mQCeTugdac/ko0+R3r+CnvYZXUtRT0v3wGvWNJ9EVnJvz9mf0jJb3hT2xmkaGG7Mum1AF2+PvJASa0pyrUr33zOvz5yvPxwfOX5tyv6sZxE1FXbUiozzV42DuWX4xgMAjN5JcAFZRDUtHQG0lVpcJvjlBfdhEAYLV4xJ68Xn1CJ3556g68UnmMFS15560sHPzdv7Kr+wIATrsc/ibWYiZo5oqaZ3Zmq/82C3Fb5E6A9+kEkBNeznKruZiwhLqg5vSungrjKRVHx1IYjit4uS8rTD1JvnlzVHwHskWb3IKOBM+ZH4imsU48yA5oXwW4fDD4htUssim3POqSXEa42pv76ix8K1rYBsIU3UVD+vxh9vm2FcrD54h5otXq7VoULr7MCoS65Xl0OYR6LJHAiQbLy21d+yoAgC/INlCL/YXFnJHnUV/dXkFYoLXBlbLHunz8OzdKe3syqo63S4/jAmk7VgjHMFJBrnEjkHZ41CW3D7poCfUpjN9Rq8DpUQ/7XIiCb5TK5KmvX5A1krhQW9EZlNh4F3e2OCIJKjdQLOfRyvM728seu2eMvdah/uGCj5uDO/Am6Rn8m/xHLHIX3zhaQl1q7UFXk9VCkF2jYSQRq0Pou55mvzWNz3udYS+StlBvHC+pxFt8ii4PYHvU61RMjld83270YN2CJixp9aPf5KJwmpXfD/LCq0poEbDwTADA2crTGJ3knGQZjNySiFes7JjWmPIxuUdd58XaQuk+BDwlIsxmmjI56gfH+X7UMgjztT4FNzwFvKqWUD8yyvdtqy4BVr+RVWr/+SXA7vuzB48dKDqsFI9OSxnZ13j6INsr7RuIlH1bBeEedQQKzGOOGj0AgPmn5d4WBOBN3wMkN6T9/8DXv/11XPWbzVMbB4BfPH0Q//brF7FhZ+nf5bZjUbz7J8/g/G8UTxW69xkWtZL2tOU+YHnUm2L43CWrce7yvMcnwckLm9HqKNL40tEo3nDT4/jug1Or6n+8Q0J9rrH/UQDAnUPLMBxXEAPfwFGLNjy1qw+P3vAe/N8Pvzntc+0djGOFyDcG6y4DAKwUjmLfAPuc5/mA8w/8kD3+mi8Bi1i9APhbgcvvYtU0W3qAVZci1MIW86CQQsZhMe9z5Ky3CAn4CoSGQVNgDmQ96lDidr5WSlGzoe9+tpmphkfdKfS39fLCUIqGZo1tpl3NeYuUOwiDt15LxZjnrX88jXXCQfZ4N8udNmQr7LPwJtX2Osqli6ulRbbZ3d9bnTxKF/coCUW86QCwYhEzTqxqKm4E6QnlhkFqZUSdJfoqEuqWB1vPGgrcsaPwCQo0yY/QwrXsTqt3dLGq0vmevAqE53icPccKgwYAl5+pMa9e2qOuqhlIAvtclggDJT3qjURGzbbsg+y1ox6MqXjUHe2BREdaR8grI2pyoV7Go97qyMho8Zi1raKrW4YZN4wpCHW/wK7RcLi57LG9STZvjI9HCj6uxpi4EmECu+4reh4xwupeLF5+QtZzxz3qQSEFo0yOayF0w8Sft/RO2RNmRa9oEluju8JeJE1m7DIzjeNRt1qCLZ7XCoS4p7AeQl1NA3yt22YuxYnzw1jSlvWo69PM67/vxYMAgIgiAie8GQBwifhc0Ui2YmT4+nrPlefjjSd3A3oVjUBcqEc8vB1Y9EhDpTWqGvusFEMo+LgvxH5zHigs5Jy/Hxb6PlHctwbc6Aix34Sdw37p9dkUtKbFwLt+yf4eO1Q0V313L9ubvHgsu7eIq2yMWjmDeRFiIyyCcE9i4r5Abs62a4t75mFvqkAqQPsK4MLPAgCudd0BoZKioUX44j3b8ZctvfiXOycWNHayozfXkVMIV4p9Vrovz8jUyjzgS8VBfPJVK3DigvJtY50cHUtiMFbYkbG9N4o9g/HjZv2vNiTU5xK6BkTZhuS72/z4/QvHsvlb5FGHu+85vEd+GO9P3Tntcx3rH0CXwDfPq14PXXAhIGQQ7eNe8L0PAZkoC3k/55O5T25bDnzqReBfnwFkD4LhrGVyfCzrOTIcoe8SdCz0T1zw40c2Q9AVxJH1qA2NsM1rJuUQvLwwlRfT96hbva8BYOtRNsbB8QzmCSwkSs4X6qKIJB+fVcSsfzyNEy2PevcpABxCvYAn3DTNij3qEZU9np+vPWUsD38JoV6sYJ6TNlfuhq9c6LsVkleJUJd52ziPkf3sPCoT43KoAxDZUqDI7LiRkcIeygkhxnr5hXN3L/vej4xnr4tW3pKvWSztGXT2314kDJbMUW+kPLa0ptsFBuHy2oIV2hTCzs3s55bjUfc6POp5rRsn4MizDMkGBKHwRnnamGZWlMseGFYUhTqJkEUr/9pdYPOahy6zecMsYrxz1vXIbPtz8RNFWIV+yysEwDZaiTBx+amT9w79cuMhfOrXL+J1Nz5W9ti0qiOZ14XCek/WvNcR8sAbYGPS0o0j1K2iiScu6sAn7mFRZGasDkK99wVAVzCCFhw2O3HigiZ0hjwYEtl3lxw+UuYEpbGq20P2AGveBAA4V9wBMzW5mhgKTwdr1Ycg/uGjML82D6NP3zGtsVlYv71xP29nqSZx8/2bKhxYsnynkWmyt5+tOU/sK2xYDITbsnvSHffYa32miEcdAN588ny856zFCFh91luWAP/vF8B5nwI+/iiw+vUspN1Qixdh1CemkQnc4C9OsT1bfJTtLx4tkHERap9vR7M+mVyEZw8UuYYuuAqp8DJ0CFG8KXH3lMYBABeJL+Jx96dxpvByyeP8nqwxpFjouk/hheSCeUKdh76DRydNlge2D+CCbz6MW56YGPnQ5GPfS13aZDYAjbOzIWqPwxsWhw9XXrzC4VEv34t3tqPH2QTUrA5hdJqWu+bkQQCA6usAAm3Q21YCAP79NBPfeXAXDj/2C3bgiW+zRVIOnqAt/ESX285NjEVG7EPM/M15Aa/awE6Wr7tdXAWFV90ej7BF4RVLHQVOfNXzqAc8Mq4J/RmflP6EkJdNsAPjadtwITTNn/CcpMiuQyURYcdH01gt8I1V10kAAJN/HoI2cVNumIDMC27JpYrJAXauu16l8NF93BofM0q8rteqPlzCIJbnJdPLeKsFLr7MUjn5HBf3qHtMh5HDul78rfZdB2Jsod64s3CYYKc3dyP3wv7yG3LLi+xsfbNkATPWePREyYq8zt7Fy6QhGCW8Q2Fv9vPPFz0zjc8lISzzMcjerDGlAsPGBBwe9bCjr3jI60LE5PnUZTzqvSOR7I0pFrSrCEODAPYd9SWMrEd9Eu/7yAALGR1SyofsZo13hX/L61od1+v+R5GOF/6cUoPMgDricnSjkL3ZglJTiDj7x8ssYqdc2Lxpmrjo24/gjK/+PWfutYU6T9VxSSLeee4a9rfeIKHvhmGn4IRDIexPsevRrEeO+qGnAADP6CsBCFg3PwxRFKD42XeqjE5TqFuF2mQv0LYcesdayIKBM/StFa+ZhmFC1DO4UvojOm+/AO6dv4dgaNj+zEPTGpsNn2tVVwi6nwmp+594tnyrrMQI8J3VwF0fqM44ilCuPVvI78XNGjOCmA9dY89radMNT6GIQQDXvHktrn/7SVjpLNi26nXA677C1jZRApp5gcgi4e8F673wdVWcYjtLgeeoG/6JRr55zQEMgO25thrLsLorOOEYAIDswdhaVq9ovjb1GguvEV/AInEIr5S2ljzujSd1401dUTQhbhfidGKaJvwq2z+KwbzaB9zIaY4dxEtHInhs99CkChPrsSFci5/C2D/RsBnmQt0qxjzXIKE+l+BiPGO6sG5xB159QieCPHcW1Evd9lB7BBWHj02v8Mz3LmYbSGke21i5u1mRnUB0N257ZDs6elkve5z4jorOlxCYdyk1nhXqYiaSc0xsdGIot3qYWdNHm9bZ50jy8HK3yTceogvgxcbcgo6elsKVyyul3aXgw+pv8DnX7/DfF7LFaO38MM7v5AIhNFGoZyQ2tqxQT2CBwL26ray/aDjEvElrOyZu4E3ThFtkmyWXu3TetG7luhepHl/6ySqw4SvAwSftu44Os4UrqhYXFin+/tLx0aKbumRe67RWb2mvp5e/X9lVPk/c7WebGJ+ZFb4D/Sx1IorsJkHnnn+hSHX6ZeHchTeVLh/Wa/Uf1kRHSoLXERZXLMwegOEQYO9dqeOH7z296LGiw0s8HKtvLvuStgDCvKgaZC/amtjnv6qSnP58HIaM5kA2aiPklSvOUd/blxWohq7Y3RWqjeHwnLvcXpjcoy5MIvT9cB8T6gcqWZK4iBWK1JtY7MteBx5Bw+DzhVtqaSMHAQC/3+/4DQuCIxVk8kK90piFlKqjfzyNpKLj0Ej2epd1/p4cnSrsKINGqfruMMBILg/EMNu8i5lo1WqAVMxhZpR+zliDhS0+NPvZfGMbhmPTy1EXbY86Wx/FeSxdqEsYqTj8XTdN/Lnjx/is6y4IahIKXxcEozrz1atXsut1cWcrxGbmVe80hzBQJKTYZmQPM0YdKx0aPV0ELnoFsfBaGfa6cDvejGNmG4TxY8DztwIA3n72Cpy1tLXgcyqCh2VjdH/hxy2jt0Ooi7yw3FSFuhUiLgQ6Jzw2L+zFLoP1jH/aWDuhKrwT2c++U5cx9UJqVoqjLJQWzsLYAfww8gn81P0d7B6YuAdIKjpaTTYxu5vyhHrzYgACBDWBD//oXlzx82cxVqxuUgEW9z+Ay+UN+PCBzwBbf5fzmO1RT9XXAF8vSKjPJbhQj8OL9529BJ0hL5Ys4B4ECn3PEQzxocK9uitmeBcAQOxYzW7zyu1De1/Eq7AJPkFhReO6T63odG3tbFJc15LdYMt5PbnvfXbHhOeFRl9ifyxYj7TAw8tjPMzK2lS7fCycj+MTp2m1dG7QeCG7kNeFYIYbEpw91DkZiYlFnVd7/cCJbrgEnS2cvMpuewsX/fltcgDIkgiZhwj7PGWEuh0uO/nN7viOvwOP34CB33/evs/IsM21JhZ/XU/ASi1QEE8W3sBGI7nhbx6xtJg6izePPnlJ+YJErc3s9f3I2DmLh46yMMA949nP0+r3LqtF5oO8KASzgj7qVjimKeR6K0xuHNISxUNHncJPKBNS5zSADMUboDqs1cJG9qKjmX1XPc1TKOzkjDhwbHBb/G6Y3mZ2o4xH3Rm+KeoZDJXbuE8RJeOogeD1wbDmlUlUThZ4yyLBU8TL5MDkIlYsEGUDwDZgWDUwzF33TjxGTSGksk21pzO30nBKZELqjkdLe6IKIVaYXuCsKO+8hi9dxY07ixwb4kYT6g4DzAO7Iwg1tyNj8t/5TPZSN3TgyLMAAHnpeXjV6qw4es3ZrFBXi1oknadCRF40T+CGUYEXCWsTYoikKru+XZKI1QYXi6//Fnas+gQAQJpieHU+QW689Xp9EJqZEFwgDOPoWIXtG7Xazpu2R10o7FEXRQEdLU34pvoedgffk/l8gYJV3y3Sqp6TXz0BbuzHaJGCcoXSyHgK3VRD3z0KT/ULTVyfT1/cAuntN+PtmS9hoOkUO/KwEC4v+827jfSUa4tY9VJcQhkDLTdknC7usa93J9GUinaBp8yF8wwQshtoYrn3a7zMoVS0wHEBJO54kkwd+MNHgad/ZD8W9pJHnZgjaFyMx00fXrWG/8gqyJ2dKwgOoZ4ZnWYrl+E97P92LtQ7mFBPHN2GN0u8fdSJ72BemwqQeLE3p+fMnSem9MRIzm0oCXQpLPeyfdU5thjO8B7Zz+1l7zENT27/7ym2kLJIJbMh3Oax51kYsq5mCwwV8KiHm1l42IomthCd28LOITQvzobJuUtUazcMgIfcooi13j7Ueq9FwmVL8dgWZoDRHRWEDZ5HrYnFIxGsyvYAkBgvLEy9Zt4mqVz/VutxZ0uZIrS3MW+ECN3+fq3UCdXTbB9n8vmgWBs5Pb+IVQUCzAor1PPG2a+wDW9ff/Ew2XMXO7yJkcMlw+Qf//zFOH1xM05a0FS7HOwKMXU1G7Lu8tlhlFNp9WM6Qt91h592cZsfbz/vRHajnFDPa8mmKrWJOFD5b0E3BbhdbvR0snmrxV25B1+chFAX+JwgFRHqIyPMO783yKp0z+t/dOL8xgvJxUwfWtty2yZZc2b/wORF5+cuXY2usBfrlxRuRWWhOGqC5Hig+PwkOHL1f7OFzR39w9MTnVXD8Vm63R4saPFj0Gxmd8xkQbmBbWwP4wnjCx/+f/jKZSfaD61bwzzfYmp4WmubpFtCnc/zXKifEFYgTWa+scaw/GKI/FxilTzqcObRO4R62V7qtlCvbbEugRvThSKh7wCwqNWPPxvnYrj55OydJeq/pBQd6659AG/4/uMYK1aB386fLiLUrQ4qjjQyqyitNBWPuqHDr7F9lqe5a8LDblnE4bQXL5ir7F7wxXDz+jJeZOz6BpPFwzuQlBPqT+1g+0UZBv6jQPBaJKmiTWD7TiE4MVLACn9f42bz09gkCi0K3PiYcvHIiQf+G3jwC4Cu2h71lKrnzJdzBRLqc4g0L9QVhw8hns+Z5F5WlYccz2UkJSvUtejUhfqPHt6Lvn2shQU6VrH/uUd9uXAMrxT5YxWGvQMAbM9ZxL7Lp+cZV/I269H9myDBQL/ZglUrV0GV2YbP+q73HWOb2KQpA6IEg3s8DxRpdVQpL+7PCq+nH/87/usPL2HDcy8BMGGKMhCYaGHu5MXFFvr4xG55T1uW2MdYueWx2MSYWMOZdyuVE+pTb88mq0yotiFme6at8GxdKuHJl2S7zoBV2T4fP88fN/i0HElU6AWpQKjnhM/yBVFMs02/bl1bAETe792tFS4k8zIvwKfwCu6VVPO2jsnv954Q2QYlNV78entFj2MTY6j4+I/uKdoOqSl5EH9Y+SD+8pG1OH1xaXFUa/62+WD2huxBitcviIxPvgiYzqtCa6aI8XyPAq8tUa6YXL7HTlVqE5asco+6AhfckojTlrFNaru3ck+QJbplb3mhLnIRK+mF389Le9nGc7v/DAyYzfAaSeDA47kHjbFjjpidmN+SKwgsw5UwBUP2mlYJz5zxCH7/5tK/z4Utfnxi0SG8Wnw+V6hbNWUcv12rPZsVdVB3uDBMmy54XBLmN3sxiGb22EzmqR/ixu9FZ03Mf/a1ZA3Rsb4pv4TExbRoiUY/E+qvWijk5keXQNMNu4UaZA8EHnEiVUmo7zrK5tJRRWQVz1GpR53PD7X2qPM6MpCKC/WPvWIZfvL+MyC8/hv2fX/bNVZUhPvcErp5S8VC4doAHKHvBws/bnvUs79Vn4ed0y1MoWZPagwif6/BlsIRb7v4WMsJdS9PW+v2m1Mu4G+14bU64xTjmNMg2f/ShMcXtvpwYpiv+QVC+u3K7zIX6pNoXSjxvdXeJe8CXn0tu/OpHwA/vgDBgY3obvJi9bwQUsr0aigdj5BQn0OoPKw4LfrhkthXf/d2tgEZGxsp+ry5wpKAIzx0Ggv65gP96FS5x9XyqDcvgSJ64RE0NvF3rgM611R8zqNptoBs3ZcNyX/FIiZ8FBcTV1I6VwAO7WKbl73yKjT5XNBcPNQ4xb5zgwtVq09vGux8VnG0qeKs1H2CuRdbDo/h4ec2AwBSnmyF8Rw8fLHKjCOe0XBwLw/jb84K9f4ke94zuyZWbh2OOzauZTzqKBcuW4Ig2HM8ggqDR6iYPDzbkErn9id5jYB0bKJH3dQUu0p41GTjG4qWFnVbDjFDy+6hCkSXKMHkhbe0NNsgyLwuhenNilqJ9zf36IVf28qTiwn8+6rEQ2x58MVcwZKS2DkKfR7Z5+ZuHMf79mIoVsQ48ORNwJPfA16cfteG6aJmHN+J7MPeEfY5baqg+F4+msaEug4JkpTnuasw9D1fqGs18qhrSlaoi6IAWMarSXjqrEJpsre8+Dl/LRMjy5sLb2W8GrvW53d14yF9PQDA3PmXnGMMHg57xOxAd1NhoS4ViTApye4HgKe+DzxyfenjDB1Xj34ZP/F8Dysd7Ru37GdryFAmK2pEHmUgarUxtEwa/r1m4IJHlrCguXp9yyeDwYX6wcApEx5LawbiHiYqzGkY4M9ZzOZvv59HOFj9sZOVr5eHRhKO6vE+22s71fDqfA4MsLl0LCPaYcgLhKGc9IqCWPO4oZWMWpouou1RL75Gn7+iHa9b14W21ecDp7NCar8+GCrZjWY1N5QUF+pW6Pv+gu3q5gXY/LGwPVs75ewVzMjY6Z+CTOI91MfMIFpDhQ2OD25na4HlLS6GxH/znR69YIu6Sjihg83D67rLdNJwFpUuINTDXpddTA4lPOpLBPbeJtO60HKCiN4QcOHVwDtuAfxtwNDLkG5/I55ecxce+PiJaPKXL5472yCh3sg8dC1w8yuBnYUL4EyWFolNxutXLrbvM9xsgtPLtfeZA/QEsouZKzn1sL3M4B5IgsmEsdVXVhQhcK86AODEt0/qnEMa20COjWQtnlaovhJmYtatRHKe0z7OxK65gMUwWd7SkMCrCVtVhXlutSqwTYOemd4mUHM8v0WIQx87iPQoE9d6cGJ+OgCkeYjp2Ogw9g7G8eJLPOrA4VF3eXn14wJFVXTVsREpI9S7O1iY/XmLSrRTK4LXyIp7McWNW3YbpdJCPS3mFsxzkklmF8i4wD4Lo0x7tmSKfc5xrbLFe5S3pRuL8GKCKhuH6Kj6LvmbAQA+o7DHzmrvlhDZGIUKhHpPC/s+ultz+6oqMhNBaokc9eFobvREsV7q8YyGbdyIZXIPaT2xfkMqXMwwxTfkUykaZYW+6xAhi7lC/YbH2TyVKmXsACBNCH2vjefMOq/KO0xkuPFPm4QH38W94y5feY+6x8fWL7FIGovfYL+rBd3d2CCcBQAwXr43R4ykhlhe5hF0ojOUGxUj+kqngpTiyW2skvz42FDpAzMxuPQUJFPPeqsAxGLMEJgRsvOKzPNV5SkYGWsCF+oKXPC6RKzoDNoCEdHpVVmvFNMwEN/DKkV/aUtoQh6rIAAvxdi1FBuceu2ZVbw2itfHIxysyLBE5UJdcRbflD126Hv+73OqZMPzc0PfM+Wq0jsj0moY/h52M8kxr8lf5kg+lDfciPPS38djxslF27MBwCruld5VTKjzQmdQE7aIdtIdYGvoqvmOgnVWZJ4xhdB3fk14mubhpCL9xL/wprW4ZN08vO+cJQUft7EiOKYRRdPhY8aJtfNKf+7OSJ3Nm57Anc/kraVqOpsmWyAy0kox6DbYujSZYnLzvOxzDoT453XSPwFXbgLWfwiAAGz5NfDw1yo+32yChHojM3YQ6NtcvPfjZLGsZZ6sp8Lgf5tpas/mDB8NZAaLH1eCjKYjFGMbP7N9dU4OuqtrXfbAyYS9AxB4lWzRWZ2fj9fgk6NHyw3PbI4woX7hK14LAFi9mOWGn7uAt0zim2dLYFrF0PRpVus18p5/snAAQYUtjmLTgkJPwe4I+5y27T+K/mgaiwS+mDr6GluhsG5z4kYiJ/S9TF/xEK8e3+qevOcgpxo6X4wF3fKolxb+ad6jvFCaSTLOvteMKUOxvocybbQsL4xQpm+8RYpv+C2jgJdfL3IwuzlpbWOL7wJv4Y2jmwv1DI/i8EvlP8MFIbbhmd+eu2HRuJFQK5F2c8vDO3NuFxPqsbSK4TF2nidf2IJP/+bFsuOqJZpiFRjkUQRWBeFydQcKoPPe6xrECQXKDiV5YatyHvU8IaBPpq/5JLCiQiwBct/LbFx9o5WHjlvGII+/gnBiK3+7gFA3DBNBg3lpAs3tWHza65CWgpCSQ8DRbG9plQv1qGc+ZCl3SyRx46arSCpIKY4MMuNJ39AIEiU8mk/tOJi94fgerd+a7Mt+DhL/u2Has+V51M9a2oo3XsAMIlXbt5Th5ns2IKyNImPKuOId75jgofTIEqIym9fGBw9O/YUsAWsZZHnoe3ysH9+6v3R/avsUToOV7EVbE1sTugLVqakh8Z72kssLNDGh3irE8ckLChvIbZwG1xqGv7dzQbxmfnPRY9Kqjvte6sMtTxxARgd60Q5AKOlNXsOF+sMvDyFWqNe27MkakAoVlCuURma31JxC9BE3Bvhbuop6gN9yynzc/P4zEPSUiQB0W8Vvk1NvnWvN92WiJZyRQ8v0/djZm2so37WPGR8N0Z3bucWC79c6eETpZHLUVzWz/3vmO3L6/a3Am78HvO6r7PYMzSmNBgn1Rsb6IVSr0Jst1LOeCsHDXmMqOXizDS0Zsf8+qWlqYjWaVLEcbJKSO1fnPjiPC/X5p2dzpipECjAx5eJ59IdGEsjE2UZQamNhXQEtmu2Xahh2kSS0rWD/WwXNrOuAL8hWL2JbqE/To27kec9OFvehS2BjdbcUFuqC5bnSYhgYT2OxwA0ljtB32cM25R5zYvVTnYcHG6ZQOLTeiZXzOYVicie1Z89txNlifEEP+z2tmN9e+sn8t2aFzztJ8wJ/SfhgCGzhNsqIOoGLLyt8shxpLtTVFPv+/bzGgTuY7fPa2sreQ5NQ+LOxCt51zmMbv9PnV+AZsTa4ebn0Bv88zBLRPPltvRYLAxiJT9w4pVUDPoEd26wNlc/JrDFW/3e7EwAPAZ9K0ShDZ5sro4BH3foMnfU1CrG0JXezqCu18Zq1e9nvozXMfquinYNb+estCrLfdmf7xP7D+RyJs2MT8YmG5riiISwwD5E/3I7r3n46vCdcwh7c86B9XDDFwqHPPn1i9SQXjzDxG0lktMltkiUe+RMQ0kgoxYX66FjWIzs4kE258vDnux2RBVYEgSXiq0J8cOpeVO7BzZiurMfTEkTj0yzIWgGP7R7Cvk3suxxvPQkXn7S44HEZP9v8W5Fdk0XTDQxHeMqYlc4RYNdnEClEY5UZcqzUEAMCILnQ2cJ+v/P81RHqsjOP3tdsFwvuNMp4/fWZ8aizoq8oWvUdADTDxL/+8gV85a87coyy7hIe9YvXdGJBsw/HIilcc8/2wgdZe64CBeUy/HtJm9lx7Rjk0WOpKRgurCiLQJk9QSVYLSi1FF44NLUU1ZEoj84pM+/LWtajHhZSiPTuzXl84zZmkIpJzYULIfPPOKSN4IuvW4JXn1AgPL4YVk0OTwEDLTcA7Nh3AA9un8HaFw0CCfVGxu7hWp0e50d4oYjnerObBpH3aBSL9E2eS4yOZEOivKmphb6PpzWsENkGRejIE+qnvx846+PMQjhJXLy9l4fnXPaOROHhosnTyYT48pAKlS+EyvgAoGdgCiIQ5lXWrQnQasXHPd8m9xDoXFQYRbxt0aSKT/7yBVxy42NZg0AB8p9/irjfFuqu5sJCXbaLmCUwHImgU4iwBxwedWvD6oMyIV/N8j5rJTYAFjGDvc+jg5PPxXcWWXt+5x57PADgC5QO1V3JIxpOaZ+4wIVEtoDKviB0W6iXDrmTeEie4GitV4qMwAwyllDvkNiivGThouxBZbpAeMG/W6uIWQXehliCvU5Sz/tueG68yNuyFEKyohW4d2OxMFjQo55SdLtgTrcwUjyPfYYw8jzqwjRa/WQ96hKkPKEu8G4QsjKe3QQXICTn/l7bJ5/1URlW/q1lmOCedXkSBgrLo+4PFA4ZdTLG0zkK1ZuIJhQ0gV17HitqZAWLLrKFumlCjjKD5gVnnjHhHO5gMwCgVU4hmZmkUOd55D5kShZA0pLZ39pdj7OUH0Uz4AX7LN0Oj7qbr9duUwHKzA+VYBx9Afp3TkD0d5+Y2gm4sdfl8WU9g2E2x5sz4P3adHAUZwqsE0fHuouKHmfyNdCZoz6ZVlfjaQ2bD3CBYM233mbbqKrHK1tLVN7KU4GLCR2ryniZ6KlKkS2POi+EZnnVESmThuA0CtfQo2440niKEfTIaAuweXPPAFtvXZIwYe5zEvK6cNO7T4UoABv3j2DEsUY8tGMA7/vZRvRLPKqgQC/1/f0skuWpg9l9cEpnYxSmEPoeH2UGt/3JKky0jmKS6WRee1TTxGhCKVmDwDRNpNPseU/vKR0p6tZyw+vl4e25vxMeKZB2FzGi+lrsuikfWSfizJ7WwscVGqflQHIX2Ef52ev51AgGSq3tugokRrIRBLMEEuqNjOVRr5JQt6q+H0tnQ21cvmb2f7kcvEbp21ojFM1AGA6reGJoSovneFrFCoEX0ckX6p4Q8IZvAd0TC96UwxNiE56XF/lKjTPLqgEBclsPAGCRN233Gj12cDcAsMI+fDPQl2GL33O7WN6RYBUk4jlQVvus/NB1i437+iBtvxujA4exf7j49WA9PyazyfVE4QC6uVC3jQZ5uPim3GvEoQwfBAAoUiArCJHNUfcW2PhaYkZHeaE+qrJjDk+lur2j2Ioe44Yd6/OSyyzKJURwSGALSyjcAoO/B7OMRz0b+l6ZR10RrWJycUBX7eItre3ZPs1W8Sxo6Yl5zIZuGyVEW6iXF8TbDrPPadtg7vlaeaX/bnfxc4iWx66JRY0sEQYxUmChTms6fFzYtAkxxAp4WGcSy1hlGb8sY8pUPOqmkfWo57edE/n8LcDMad04gTyDyuKmqRUlKofdBcAqkuWaQlVra61xtCUrhstrGe8yEwwVsVgULqtiM/+cxhe8kt3u38qqkqfGAMtI3TzRGyvyNfhNq4JoCVT2O7Ofy41MAaSRKhGyaqSy84FVEDSpaPDz69nrz25c21oc3QyqUPn98D9+CsnU4Nn9FyRTUwin52vk4o5m+/P5xF+5GIj1V02AFuPQaBJnijzsfPF5RY9ztzAvvzvRD9M08bm7tmD9V/+O7b2V7a0ymm63uLKrvgsCFA//PhKVpcpZhVatejAa77SiVinCxcV/ZzI3kMV9TJy++NLWcgPL/l1Dj3r/GFtzNh4qHcG5qJWt9bsHeZpWiR7qFmf0tOJ/Lz8df/v0K9AW9GA0oeBTv34RH71jE57YO4xHhvjvqEDou21AdUR9SXwOkzF546ol1J/oq0KkhEOoK+ncyI2P3L4Jp3/lITywrbiXWTNM24jtKlPB3s1r8Ji8zs9SbT/6otl1W0yytVzxlYh2spwrxVrhFcAwTAzylpPjRgHHAxfqrUJsYucTJ/0vAd9eBvygQG+54xgS6o2Mp4RQf/p/gVsuKVvt14lQwGLl4R4Dd5EqzwAQ2/gLGF9fiJFHb674tY43YvEYvELuBDDYN/miVIqqYZloVXxfVY2hAQD8TSyEKsCLI6VjTKinxICdK+e8FsZ6WS7RmCub72Py793k19PbTmLif15rMwBA533AzSLWyH2P/Arfd/8IX3bdhpeORYqOtaeJTSuJtnUwXX4EhTROFXgIVRGh7uYRAz4jCZGH7CcDC3PCq6wcdb+QmbDx1R2Vscthbe7dBYrSlWN4xCHueXjbvj72/1C6zKJsG94KbFIc4sTy0phlNrlW3rFUqVDnOfRGOp7bzsuRayY4+r07I0wAwHQY6w4keReCQ+U3qIU2QQCwuocJo0W+4htDK2RabVkJAAgLSXi1ifNhWs0aEQAgrA6VzAuuNfP5FCu52WduGVPy+5lXgltiHg2ve+L37PMFMM67BJQqahXPF2E1ElDbj7AxvDxkheByj7pZ2etFE2nAMiAW8qzkkZPHnlcJvcPFe7oLMuDyI5HRcMp3X8Rmg1eA3vt3uw1kxteJUaXA3GFHtU0+NUzmQt0rqEimi79/w3FuqyBoQtHtVA5nm7pzV83PFsucrvHcMNBymEUWeKHgr/f+efLnsFuNZQveuUKdyJguZjyK1bbye2ToKJaKAzAhsNZsRQh1shSqoDIIQRDw6O4hjCYUPLKrTKE/Tlo17PoLcEQwaV4mIKRU6WKOFvlC3WrYMRSpTuqhzOcX2cPmnSGRGUMPHthTbmCOv2sn1K32bGKZ9LTFXKhbHnWPqzKpcumJ3Wjyu6DpBt7xf0/hz1t67S3E06P8t1xAQAoF6r1ILkuoTz4v3EqLU73l03fKIopQ+PWiJnMN0Fbxy8OjxY1sGc2wjUwSikddAcArFvPfcfdpAIAThMM5Bfrcabbv1H2FW84BsMPfew/sxKaDlf0uEoqGAI/WszRJDlyoNwlJxJLF0372HmP7kb7U7JK2s+vdzDZK5ag/fytw5Blg1/0Vn07kHjTTkQOygofj+o1kwbYVUBJQ7/8CRBg4tvUflY/9OCM+zkSuYQoYENgkdOzwxBCpcpzTJcJrWWALeGimSoAL9TASSKs6FF7lOS2FWMENsFzfZJotsskhthilfdkiMt4gE8NeIwnTNBHgGw83ryRs5cu9YlnhDXIwwQT0+eJ2vHSk+AR8QjtbVLra2yDw6AGPwEVTqHBRG2tsfjMJX5yF6elNeZ8ftyw3ydqEwjIhN7t2BcmFcthC3Zy8UM84Cp9JfNHqH2bXTjmhvnOMPb5p18SNwniUnSMl+LCog20olrWWDmm3+rtaG4pyWG34DCWONO9drrrCuX3nRQlx8HZ9PALHQrAjLQRovDCeki7/GVqVzieE6FutxUp4gu3cZl8LzCAzOl33iome1oxqwCtkN5jzhZGCIfIzxcXL2W+pJcy+y7Ym9v/ipsm3lgnK7LoJ+yd2FQj7ZAyZfJ2IF0/XicVzRV0qXXyzMx2sSAKVewot76NcYcj/wIgjB7MCj7rT22x1X7DokNh7lPwtgCAg4JGxpNWPR41T2QF7HrSF+kuJZjxXaFNZJhWkFFbaBjBxg51DJmsk9/I6IymHR93pUYMgZD+X6Qr13hfQpGWNO0NbH0RfdHLXRX4EBQC8dl0XjplsY13r8Pcvn8q+F61jrR01UYi2+cw402aMABu+gsvPYPueAyUiw5w4PepOo4TJjeSudGWCxKq+bRnwZDc7l2sKXttCrOlg30OIp2FZxnnntViQnND32s2bosmEYqn2bEBWqHtkEc/+96txz5UXTOp1ZEnEx16xDKvmBfHHfz0fbQE39mhcXBYIfbfaVwpSdo2SeTSQCHPSLesk3rLPuj6mi8KdKEo693pd3MY+p1JCXXEI9XJGB6uXubDkXADAWuEQdvVn5y5vhs/PwRJCnXvUH3ryGXzily+UfD2LRFpFkEcVWuk9OfiamTEOgFaiS4zGIw4SZmXpgMcLJNQbGW7NN1IFPOqWR+zocxWfzv4ROoT6KcuZGBJNLRvC6yD6yA/RarLX6glUZzFpRNI8lDwh+BB1swIYUyo8Y1nWPU3Z/LMqEAgzMd4kJOGVBHuyyshhW/AIMPHQi9xyznPSzKZs/rE/xMRwEEkkFT3rDeGbaX+AbQDbPYVz9zx8kg4LScQObi4+WKeXZX5eCFIRoe4Ls/cQQhJvWMQ2Cr7OZbkH8XH6kEFrXhjq/BD7rAPe8hO01fbJW6AoXTn8jvZsngz7DmTumRfLCIu0xB43C3jn9hxloWs7hnU0BdjiGy6jv9fw3qir51dmtW9rYddQu1vD2AgTdX3KxHD9BNjrZ/KEul3sxR0AuKdUqECAidxbI+R51K2NtZ4sHhUkc6Euun0QrGJABUIXU3ke9W7UOU/d/m2xz2leM5tzFwSnsOTy3sOFiiR2NfnsFJNiQt00TchghjKrbdqze/sKHjtdDJV95joX6pKbXaOuCj3qqTgXXhBzPJfF8HtcSJnc25TJE12WAcgyCAE4fUkLHtZPZTf2PQKMsMijw2Yn5jdN/C1YxvKh4SE8s39yhZxkR8ROJlVCqDvqw4QRRyytYUV7AH7L8JQ/r1iRBtMU6sYO5kFP8doVZ+ElfPuBXZM6x9g4G/uj+7Pv4VVrOtEPJlD6Du8t+LxqscRgOeeuBaeVPG7pkh4cXvMRduPxG3DFyx/HImGgcqGuGg6hnr0uRS5YPEplQn11G7tWm0JsPrDEoBtqybovleLjxneXx4rk4e3fyhRzTDoNdzXMURe5R1eQSke+WQL0WCSFzrAXC5onn+v97jMX4a//diFOXdSMc5a14ZDJU7ySIxMiZCSTzY/OwqySy7F/m2TldxffK0mlBO0k0LhQ1xyh70lFw7fuZ7/XPYPF55eMkrFD3sVy0QFW1O0SlkaySBxCu5y9NgK8h7oUmjfhqTa8C9ESYRCRpFLRHisRz34fQqFicqKEjIvroRL1INa0sjVyxYIS4zsOIaHewPzgKRbGEYsU2CBY4fCTEOouXihC9Dp+CO4gwC1VzvxbAEAqAvfGH9g3wwWqVc8W0txDnRCCSHmYUNcdhWcqxgo/L2HdnwoCzwkWYAKZcRjcUKO5w4DsRlrk4mqchVy5Eyzk0NOerZpuhRSFhBQiKRVbD7DNekLnC5LlKSiwUGu6gZCW3Yy0Dj8HTS8cRpVOsutMlzzAfMcGyt9mC5d8/LzYk1/IYKnIBIe/c3nuQZZnSS9QSMkq+FLGUg8Abl/Afq20WjoUbMI4Hb8Bn8q+a0tMWl6SYkh2wbyJaSYGb4+ougLZtjDlithYXpAKDUJrFjOP9Hy/YXvU4+LERTHJ+73n9zc3LCHkDtjecakCAWaFe+d71AdUnkcZGSm6mJ/SxT1OHp+9ASgUunjx6g4ExOxYTm9JTcjnnlHyQ4KtDeAU2rOpKi+UWCCt4yMXLMWpJ/AUm3jhNATNMOHmQj3NRVm5tIqpYmpWbj57v/PbmgEAbiiFI7bySCXYhi0t+ApXFc7D55aQAnutTJ7XeniYzSOqO+uhuWBFO7aayzAuhIFMFOZLdwEAjpgd6G4uMDdxj7pHi+HYJDsJXLzcUQROL/7cILKPtSCO0aSSG8bvEOqjCQWH+Ns0leLpamUxTYgv/wUA4Hv1fwAAThf34VMXFE5NKobGIygUZOfdoEeGyQvKHdg3OeE/aXhEhLPoaCF8bgmL3/1d4J23Ad4mtIxtxX3u/4Y2VJkhIa3q8FiGQGeYf5gJsXXNCtQi62EOdgQCN2B5LI+6DqWS55c9f+68Y/dpLyM0B8ccv52aetSZUBSkyjzqR0p4isshCIJdKf5zl6zGw//9pmyaYN4aYq1RoiM6zTKiAJj0vO1T2N7A1VQdwajyaDjdYYyMOnK1+6PFvzMllZ1LrM+/EL2RFMajEXajaaFdiPCfFmQdhWG9gvfFDeqLhEGouolEiUKaFlb0HjPQFt4jqm6+By6VZmJ18nFGIc0CSKg3MEKxQm9qKptHNLB9QshfMSyhLvuzOak6BLuXen54X/rR78Gnx5AxuRCoUlG7RkSJ89BjKQjFzyYhYXzybSA2vMgK24ya5fMrJ4XLm53A0hE7okLndQzSMttQZsaHYZommhQ29qburFda4JvOIFKIJlUc5MXUrI3uuMYWz729Ey2WIwkF7VYldgDrze3YN1TYG/HoTubNf3lYARY4POqh4ptAyZfdTEuDvL2KozUbgJzJN5nMvVatYnJmmQ0AkG1x5IVSssjTBLRM1qsCIGxE2LB4X3fJU3pxsCv3F6oHwb1jhuzHSIqNaShaxttjC/UKi1w5PHEKr3GQlCaGmaW5UNeSub/3Y7xK/pG4AMluu1V+AyPZLYNyhXqwmW2aQkgimSl8nnMW8RBIbwB6cw8AYMNTGyfkn3tFHYKZ3ei+7wQJ65e0oF786kkmUHr5V6iY7Lq0qu9OhoEIO8nhsSKeriDfNBXxqKu6ARf3pGQk9nlanu9qY/LzWlX61y5yeJQq2Oxm+O/a6lBQDrckIgUvf27uOrlpJ9uMH0hkDVnnr2iHARH/0E4CAAjD7HvqE+bZlaZz8GbnzFhqcp+Z5BDb5ywsHh1w6cqsEG8R4hhNKLlruqNIpUcWEdXZOJXkNIT64E4WAix5gDP/GWheAgk6euKbJ3UaPZPXhpDT3M0265G+yaePVcr23ij6D3FDQBmhbrPubcC/PAmjYy1CQgrnZJ5CJFneaJXRCueou8PMqP+WFW64pPLbaavqu9VpxRLqbqjTFuqxtIq4VRXcqonhrtCjnpphj3oZg/oJ3WHc/P71+PRrVuJLf96OO54+OK3X7WkPoDPsBVr5figvKsvqSuGM+nK7Hdf0ZCq/axn4DPbb9DV3lTm4Mqx0vZUtWWPteCo7puF48c4SaqYyoT4wns62Z/OEgC42R6L/JfuYE8LsOmpqL2HQ4ymfC4VhACbGEuV/X4rVnlbwFzXQGj7mzOmSS+yLrHmzgrSp4wkS6g2M1cPVrcdzvRFOwWzqQN/mis7nNdlF7PJlhfpwPIPeNK/27Qyxjw9Cevb/AAA3629kxw5XVtn0eKTDxdvMBFrs8Gx3avJCfXSIPScmFAjfmSYJkU3WOw4cwTvWsr8Xzmeei4yrGQCgJ8YwmlDQbTLPeueildkTcIOMT1AwnkjCZeQKTKuwzbZDEzf8Q7EMOpC9Ps6RdyNepECSaHsNfGxhtGothAuHvbNBuLJCPMpbyeRvvmQP6z8L4NndudEOWw4zEdk7XoFw5P3Y/cggWaK/cT5Wr3OLVsRgGgbc/HOUywh1K6LBbxTYYPM8VcMVxP5Rdr6Dg5GS5xuIMGEylKwsZFLnG34lFYOWYELdMvDkDIXnn+en3CgpNsa04IHARXclRcLs/L88j7qfdzIQBRORsSLhbLaHyAOpjW2yAsmjE3upq3kCeLy2RazKYfVRtzzLvXG2QS33nRY8l93SqEi4qBVeWcSjrmom3NzApFjpFzUqGGV56q33neMdqUAAKFxsW4UPyyEIAjrbmEGmRc797Zs89F13Z9e7eWEvVnYG8bCe23kjGVhYOAKDGzdFwbSNCBXjTCXLvz6dOAzkC70ptAfdeGEvm99U0ZuT8uB3S0hyw0Q6OXXDubmTedPTi1/B1oVlvBr+gUcndR6Df6eGkBvVs3Q563jiT/XhYIXh5ZPlkV1D0C3B1bKk9MFOmhdBXPtmAECP0F+yg4lFT1sALW4upJ3XtOWhLVHI0cnD29natneU14exctUFA4oyvdTCSFKFZomyPI96uXlachS5NGvpUecGQ1EsHfre5HPhknVdkEURtz11EPe9VKVUHTt9KteAFHKxNbSrNbseLmwLwY42nUzoO78WVFNCqLkKxeQANIfZHHbmguwaGk2pmI9hXCS+CKB4nvricHZea/IUl3zxVNqRbhMC5p0IAND7XkKaOzSCPPTd11xiLxdgxiuPoCKEFCLJSgy0bC5LlzDQNrUxo8dH1xdv27njEFv3d41OvgBgI0NCvYGxerjKppq7yXFWbAaAo5sqOl+Ih9i95tSsl7XJ50LcZD+OVDybK6o99SO4jDQ2G8vhPv29AGBbCaeCmRrD6A9fg+hD35ryOQAgs+9xaIefndY5CtETYBPxwu5uSLzXty9TWUVYJyLfHGqe5moNzSZisk12f38/pAyb2Cwvrc5fz0yOQFJjCAts0va0OTYwnuwiJCox2xNsC0yeAy4W2MQPxtJoFxwhUGYM672FF0/r+YLLy6yjVvh7kfx0C92VF4WQX4xPEKAIbKFS84qqmDwU3qqYXhJ3NvS9zV95HYFkjP0+VJNtMlxQIShx1tMYgMtb2orr4+H9AXPigiqq2bByk3sjy7Vns7yiWiXvGcDDB9hr7DnSDzPJFlzF3TzhuIzEDDp6nlDXuDEhI/ggWW23zPKGjq4A2yjMa8k1XgkuL9I8miMembjR1XQDqRT/XFw+23CzWBjAUF6huGd25dWTmEraShURePEmgf+mJNuwMfnNuKHx9mzCxM3ttmNRfPdp/j0VaRGlqCpkgYkMhXvUa1X13drkm1arR9Hhpa5gs6vxXG5NKm30cmJ5m8S8qu8CN2ibntyN3fkr2vGYcbJt9AMAPVyk8KfLB51/7mqicmGcVDQcG3bUXiiVT+5IOQsbMSxpC6B/2Ip2yg0DFQTBjjZQ8iIIntgzjK/ft7OiEGxl2z0AgC/tXc424UuZUI9ufwj//ceXKq7WnDVI5RnhOnoAAOtbkugI1aaw07GhKLrBx1mpR92ilaVVnR4chbsCT/jiNj98BXLUEeBCPVmZULc6qhiS1bYx+/twej6nQm7BOz4/W4aAMu0Rnd0oNKU2hSYBwM0/6uZgZYa4jMauZU8F7dnK8dCOAfzhIF/v80LfLaG+vCsvCsvysE8m9N0uJNeGM5ZWp5gc3Hw+dBj/oikVN7h+jNvc38YXTo7B5yr8GbkdUYBLWopH36UdeeLwBG2P+s4Xn8Snfv0iNCWTrcEU7Cw9Vh691yZEMVZBxEpY5OtGqU4fvGgyksVrhVi57iNK9epDNQIk1BsYX6AJhsk3E87iF/kh6JXkqWsZe6MkOASb1yUhIbBJIDWe3VgkD7FqjX9zvw5vOPMEAKwf7ITc4AqJvXQfWoefQ9OTX4O66fYpnSPVtxPyL96C9K2XlRUxk8b6TL3N8LUyod6kTr7PtpyJAABMb/XDbjPc+6kmxrLGGp4eYfIcdjEdQXOGRwL4WnNDgCTZ9lqf0iFme2tygWkVnikk1Nd3ue2qnFjI2+AcerLgOKU8kYIVr2H/O/PVC2D1eQeAmNyaXZwcZAQ2Rj2vn6jBr4dCYmYCruwmwSdUfh2luVAfQxhw8c81MQQ3r87s8pbefPh4QcAgklC1XIuvLdQ9wayxoUxYuVUgrNL2bIJVAVhL2bUUChmUOnh/8wW+3NfXuUddkXx2sSKvUH4+aPexOay7beJrxQU2psT4xMW3L5rGEzu5AJe9tjekC2MYi+Z6N3cczo0CiQ4cwL/9+sWyY6sVkvUbsoo5uS2hPvn50+TPMYp41LdGuHAoFvruCHO3BXCNvGZNvPtCkBem3N4XQ4aH/VfiUdfTkxfq9m8xr6+4rPA5Pa9eyNtOW4B/v+w8qF0sLUcxJXjbFhY+tyBAkdg1mm+4KkU8rdkRKADw6PaDRY/dss9hZNJSgJqCyuc3VZqYr2lFG+RXkn/fLRvxk8f2485nyrQVHTsIz/B26KaAkfmvYh00uFBvGt+F+zduwwuHK2v7avDryMhPvwmzzzOcGUDAU5khcbIkhg5AFEzWzSIwyaJdPAR6tWsIJy7INeQYhsnSD/Kxo3sc8zx/3cNHD+OB7RVE4Fmfl2XYcFQZ94nTC31PKxMr07eGmXH0tPll6qc41hq9hkLdx6ewZR3lIw43HRzF9zew4rjeCtuzlWJgPI3Hh/nr5hcktYyI+dexVf9lUh51XicoPG9C0dupYvJ9WyqR/c2Pp1QsENge9Z9Xxu0CfBNwzrslQvgtr7YKFzP0dDGP+irhCP6x4xiuunUDG4sgsb1lKfjvoh2VCfW1rdyY317CsMFbtCFZwojIQ98NylEnZoqw34MYb5XkFOdWlWTNZF+feawCj7qjBQzyqipaOalph0c9nGbe0ne97hVobs3+eNLxyizt+fij2aIt4r1XA4efmfQ5hjf8ABIMBM0EIv2T73Feigx/76Y3jIVLmLV9gTRWUQEkJ241AgAQ/NUX6pqbezqTo9i+n7VKS/BiYNbryZmxbOh486KJJ+FGmkw8Ap/AhTr3qJfKZ2sy+LXh8gOrLmHjOPA49AKVarM5yXyTec4ngU+9CKz/YMn3Z12HABDzFs6BUq3qp5lcr7Q5iT7qOYVGCoSkfu/vu/Hff3wJh0fy2j252WamqbnV9qQY8WF08ZY7TaECbUUcBJp4jrqgIZ3KExVWoUdPECbP3zNLGMVM04SLC3XZVZnHSvQwweHSkxDT1vXePOG4ZQtZ5EO3J3eBNbhXUBV9WNnNFurF4Qo+b63IJghAinvv0+MT5xVn/1fIXsDfhpTghyiYSA/nbrRMvkCrfAPchDiGRqc2V1UDy9glco+WldM/lTZMhh0tMnG5DntdGDKb2Y0ioe/Nji4OqsxD32sk1Fe2sY3tSYuZx8Uti8iAb3YreM1zFrLfd3tb5fPnYb609Q3nikuXwow5Yt5cfMqiZrzvnCXwrGHzmBJcgHee2VP0/CqvNjwZoZ5SdXt+BYCYVaSpAPm1IAYH+6HziCGtQAqAyo0YWrpwpefdA4Xvt9n5VwDARuMEnLSKF+wMdgCd6wAA54o7cGC4sloKtoc4z6OOJmbsRma8drVtImwPoIYWVVR4MIc2/r5jvRNq/PznH7Zi/VcfyjFWDEbj2e4LTo86D31vMccrysW1igSalkB3FAJtLtJtpVIyqgJR4Ofgc62bG4+DUulQYNFhQNSU2uWoT6bo65+39Nrh3NXwqJ+7PFv53cwLfTf4GqU6iiKmFB0xlV1XGWUS86WVBhGokjcdwLEEG8fdz2SLM0ZTqh05iZHitSAODziM4CWEupUnnhH5nNPcA7hDcAsaLpa24sBB9hqjCBfsQJID97h/7PQQ1naX3hexF7c6yhT3qOvc+fXg8zsQSxdeR0W+jzJJqBMzRZPPhRhvleRc7KwK5VvNZdBMEcJ4b/mczIxVpMeLoUTuj1WxeiJboX2mCfD+p8tWrEHQ50PcZBuoRHRyLWos5JHdAIAxMwjJ1GD85n12C7GKSEcxb/8f7JsjVS5S8+LugwCA5/pNhNqZwBW11KQ3GR6Vbw4D1clNcmLwEE4jGUEiyhYDjedf+prYxLi2xcCRA2wyN8KFhDoTRkoyYnvUJVuoW2FyBRalOE8DCHYCPaynaXTnI9jVNzFv09lSi/0hMg9Gmc2UKmcn6UyocCiqJllCPVfoGtziXVHouyixivQA+oZzr+dYWsUtTxzArzYexq68Da+LV2v3BJpwKM0+s6e37bLfb7nQd5c3DCvnLYRcr8UCP/OmLJjXaYe+CyUWVd1wCHV3pUKdjc+lJ7HEzz6vE5YVyO3kBbTyW9gY3NinSb6sJ6gCT4PCPTTOytAWVo68UsAAmNF0eC2xw9MoRj1MAJgjuULd4JvthKsdusyv51j98tQlq2WflSNqtSnDFDzqOttkmwWW65BXxiDvo24mhgr2+/U7PHXBUDMAYGG4Nl5OO0SUR3m4ZRHKJIR6u5t9PiE+zko4yvd4kTwx7NHY9WulB03glHcB4YUIrn83zllWfL62DKRurYwAdpBUdPjgeL9FQt8VzUAgby648+EXoSuO31oe1vWdH1VkYYULF8Pc/QAA4AHjTJy33PG+l74CAHC+uK3ivHKfyL6vtuY8D6k7YHvdfv3QUwVzjBMZDY/sGpxSW7K0qiOQZOktUmvPpJ8PX4tdOyXau9u+2zRN/G7TUZgmcNem7P7k/hcdjgFnjjpf50NCCuOJ8p+ZYHnULbEvCNm5NP/3YRhA5HCl78guVJczxhKdXHLG5ZjH9RoKddNuNVleeFuV34HqeNSXtQcQD/B9xXhvzuetciH+8lD2tygIQNpgr2t13qiExCi71g9lqicWBR5d6Ezv8blEW6irQ3v/P3vvHSZJdlWJnxcmfVZmedPeT0+P08xorDwjjSSEJEBCsCxaQHiEXdhdsbhFLCxCmMVohQAtWoxA6CeEkMTIIWlmpNEYjXc93T3tu8tXVvrMcL8/3n0RLyIj0lRlVlc3db9vvqnOysqMzIh47557zz0n0mrwwmLB/fnFueh81qzx9bJJxVwoCjDNtTw+pL8ffxf7nwCAFRY9I+4GddRft4vhwGQXek1i/CfMmo1CpcKHVl/xKd7LoYjRgC2gvhUbFVO5hAvO0GgF6rPOCI46BMY6zKkL+6dVO9GClwyd3xxmtcAfqCxS5ZcBQ9uhKAxlxm/eakjnq5sw5zl4/IPku/GsvQtKdQH4++/pWrEej/0NYra3SM04vc+PtwuNui8smeOUayGAVupNxCRlUXKY6UANWktQRdGorGAIfFFODfFEYXiUV4pfMmbj648+DgC4gNaK7rLFN+5//PpzLlAXVD5VzNOGAPWHn34OANBIjAMzN6LB4hhhJZw++s2W56pCBT0WbrMRFYY8ox5UfKewCKg7gY66qBR3RX0HULU5kDh+zk8X/uhDZ1Cq89c6t1L1d0mkzaSs5fkxF+e9uTGtNan2haJ4OgEBh4URnX9nu6YmvCSmDfXdsBxoJMyjx7qj16lkyxiza0jTdbpzWyvlt05UX1mzAgAcAhuWlpLsxjonMMurHFCcK7aCyDjdJ9Ox1uSwpaMOoJLiQF1bPRU4Nn49mFoSNrkLxCuzXXm4DiLETKhb/NI9decwFkq7EB11K+TaziY0rLAh2A7jqvdh83viHCk6dkzwNeSq8cHMDbvJr+oBda+j3gUAcDsr3av2CjBrB4p3SXJXiIWsxQulBv76KMNfvPRfgNf897avnx/ma+y77+jeaqlmWEhI7AlmhCfRlYaJDPMDdau85K5vApTLkUzzNSTmeN9nXXKvaHYA6s1VTtE+pezEddvz3i9IUO4O5RmcWuoOqE+meDLxyqtDRgdy/LHPPfDNUDr+++55Ht//fx/G736+dwu3s8tV7GScQaKP7en578EYmjn+d7/8l59yiwWnJBbVL3/r1e7PPjq43FFP5F0Wl7HaWWyXWULDwdsbHeqqN4Iz6l/5LeAPrwWO3tPFB4InJCcdoxB1XF4toWFGd9WZNEqY7tB9X09YtJY9N9v5+tohAfV+dNQZY7hq7x7UHZ3b3Eq5nRgjU6Rzq6sKDDq3Vg9AvURA/YHZ/sErhYC67CTxPS8Zg0oq+qePPYV3fSR8BNYyvHWCtVF9F2NHhiqtvW98H3DkOwA9jRwVBXTScGobYhSlS5HFf3uSN96eX2mzNxL1fYSVIoG6atH9G++z69Ilji2gvolj33gGO6fJ3kHq7Ap/46KTwuP2fv5ghzl1oRBbcpLIBGbGLN0vHlW4eIL/Xxt1N5EKAfVGaQ1A3WyCLfPXjO+8CT/c/HksOUPc9uHz7ZMkAIBtwX7wQwCAIgnfpWr97ZaJbolC84zlGO9Qz51v9WxuFzlQ1zXbP9qTCEYuAHZ1BTnGNzo9Q90imlF3qivI0thCeqI1gamR33rcLHlqoMJrleaO9RDhmUef5cnUCssDWgwXs1xoxDhxX8tzp2h/zWZ6U74X1yEAxCKSL5GUO0awo843WqdLYbUGUehlUbqmaeMv7+fnm8HG//iXZ30J67mLPMG92IjBTPBNo7F83qNERnjE+0IUgALdarfjFs+4HfW2NDXTQpyJjnp3BRE9yTevmF0HaHxGXDdyPHCeb4JnLviLVDmVXxfZoRyWaO8vd9FF0giwhB3nzm0cVB/KtSYQDcOWikn8b6vUEck3/GJxjEYYbDUJhWi3I9ZiVx6ug4jJFE84Ygl+M2iuX7LZnd+yFLkE36aHQwSYNFXBaDaFZdC9E0J/L5apwKLo3vjBgKjvj53iha8HiY8eUxXX3tPpAqi/eIEfv2BwdRPumhDoWgvWSH6kVfjo5GIFv/LJp/Gbn3kOX35+3gd0g6G492z37Kp6venZeaFV6E5EuWEiC37tNuJUUKgtw6GigxNS/Lvrer42bkt5xxxTFXzkB2/BL959CP/l7qvaHptBgn27ZyZdn2kAwK474TAVu5U5OKvnI+2efOEWZkIKPwTUt7ElPBvCvPrIAxy8/5+vnOj8PoE4vVTFdgLqrFchOQptnOdOM/YFzJX4tfnwSZ7f3Lxr2Ddbb1Ex1mSavxvMGGrk72xFjJ7IwVxHFO/6XjX4OXjuXKDItkAFjKVjXX0esyE87XWXveYQ8CyWy23P53TG+0yhjLp+hONAE/Zs6sZ31AHg9v1jKIKAqBgHtS0X8GrSHq4qzKXCWz3YWVol3kRqJvrHqlQJeGqWtI5I69EONo8Ly5VQdoojAXUV0dfAdx7hBcCREem4J48Ab/+/wC8eB77rr+Hc+hPY9fbf7nzARH1fmjuH52c7u2U4deH20aYTTkB9GCWfNZ0c4vtRtuzZtmJDIySxF53vVaTxmCOAevuOeqPE/6aKBOKa/7Rvm+adgnHq6i1d4PPkZ61R17LGpDk9pdmjRQ0ALL8IFTbKTgJvfeUtGNu+Hz9lvJv/7pEPA89/pv3fH/s8lMIprCKDz8T4XGFPtPkuIkFAXQDf43We+F481xtQP5zjC8jYRH/8M+XQiMKpG0XkqKMOMWNMipi11QVMg1cxhyQPdRGOsBtqll17NkETymf5Z752qjXpitX45qMO8Wulse12AMDIQmuBaGeWX1/jw/muPxsAmBJQz0zvC31OKs2fsy/v3+hHEvw6TSa7S/ANmsOyJKD+z4+fx1yxgYOZOr6e/M/4c/33fNYi84v8OzhZUuDQpqEUpeuwC7rVhToHLU+d8HeYDKKdNZQkDkzz87x/NLrraUoVfk3vrqOuCf94p+7as62y1sqzKFbFTD/w2U2n5yX7trl2TEoXPuo6zT8Kz2BfiOuX3BLkaJiWB9SJ7XH9Ib7e3T4TUHUVQF1LQCVthmm2hMXS4KyG2sVtO3iiIO4p4cmbUMyex2kn0zxZ3DkaXvjalk9igejvYYJyZ4j6WDEV19+8OSh6KwERg66PuO5R340u3vPZ07w4tNDonppvU9fZCbCz8lTMzA63Fk1v2JF3z8MP/NXD7eniESyYdtEMuFKoZnhBq9IwkCHqu5HhwFatr7jCeI4eknCKOU6pMKEoDK88OI6ffPX+aFEp9+A4QDm8K7BHJYbc2e39ygWcXu6iqy7ZJ7YEAfUZtohC1WiZ4RYNg79+1y2d3ycQt+4dwasn6HyvEagr9Fl3s1mcXOCf9SFSu79lj5+FIea2Lda61jZj9NxK57HAaTqd2Yx3Xk26P+TOJ/9Fw///DiEE41QJbGrE6Ikzo+017tPOGJQ9m+O9v6J1VuWWO+rfc0uEK0OPcdveUZSo2dOoFPiDEitMC7DTLAHUze61RRiJyVn9BOo0VqfZ0jUiYYI4MzFmL7gFJzlsaV1sB9RjlrBvDpkpj6WAq98M9obfdunwbYM66g8/cxS/9dnnOz5dMQSTqk1zRwD1Nh31BH0/aocxxMsttoD6Zg9KEmRPY5u644nMCB4noO5ceKytIrtQdKwpqRa/2Ov28sR2jLzEK/OnAAClhGendWg333T3ZnqfsaxffBYAcNyZwY7RNP7r66/C1+1r8I+xb+dP+Od3A8U2FPNvcD/3oTvehVfd+XIAwOL53qvw7UJ4W8cIqNcSvCJoFXq0eSI1bdZJFXMNsWOGdx9fPu14fpdC0Zg6o0sLs64SqBq0NwOguEC9JFG2+caeSBK40PyLueM4SDZ5AhMj/8z84VcDAA41nkQz2I1ql7y1CUeaT8pO7Q99jgD/10/6N9SrJvimHgVmgiHUlIVAmm07+NC9nH7129u+jmlnDq9SHsdy2dv4HKK+W3oGKnlXZ0lh3wYLFUsLRpHEIYXVm4gGKTifqyqYyPFEfCQRvTyPJr17mIV1s0JijCrlKdRc8bqTldZjVmijTlqBmVwhvBdLQyP2RQxGxxlTYQ8TKnpH128jdEbd9rqSdC0xmrNH039sjK45R0sBQ/w+mWbLLTZuGxbiHqACgy5E5RwLcaVHpN5hrnP/RAYVnZLCkK6e1fRs/J6e48f19aODmd8Xs67CdiqmetR3swv7KZUAqpLonroohIOYLAzpOF7xJ0QwMaYpvo7dUCK6MFAjKuhnH+meoh0E6poZPuJVLZegkgCYQ+M+WnMVb7+On8/tkyHJvugWtbN8axMpmp2/6/rWQi4b5evuHnYRZ5c7n6/T83wd+9QzISCVgPq+WAEAcFJiJ5mWjRrtG/sneqepZhM60lVSy+/FQ12OEQHU51wv9YcJqH/ysfP4mDSjbouOelA0D4CVpKJtrTPN98gE//vd0nkVRS0rIFgmPOqdLhXHczoHwr6RM9rb42iiYbQpRknvUa6s3Ya3bUj6GWoXM+qZuIZRUk2vtWG89BK7R1OuDay7B0ufXQ3sUSZR3+0eOupqje6FPorJCf0b3aq541y/9y/+JskuNovTS63rjMxkUp0214BgGLSZE+86qKM+xlZR6EL1Xaz7LNEOqPOceojVUK6Gr6d7c3xvvfVQfwo7myW2gPomj48+yQF2seBthOM63zRuP7IX+vhBFJ0UmFkD5p+JfB0hFCcra7shOgZUobOWuYBJMyPNorTpfHWK8jl+XKeVHRhK6Lhj/xjuPjKJoW/9De7VWFuG/ckfh2WFLMbzzwEnvwowBeyWH8J5hy9+9cVT3R/AyXuBv7irbec+5fBFKkHzjEaKd45ZuQvLFRGW4XVdQijF640YddTjZX5+bDBAaBhQYWCMrWKCFfhjuVYxOSXFn18ursAJCm9ECM+s1gyMgr9mapgD9YnDd6Dh6Bhnqzh/6jnf8wVN0NG6626LmJ7gi7vNVCi5CLskcaxGIInsQU0WACyiy1o0C/qVF+ZxbL6MibiBG2f/kb8Vs1AteskXI6Bux4egE7NgwubV8wZiXSkPC8E8n4K04yBF86aJVI7b6AHt7dnk5E3t3J0AgF1T/sTBdhgyuVYgoNOIRcIOAAExP6yn3O64xmw0jejjtGXRu3grjffoKk+EHn6uVRxyJpfEkEbnVVCAQ7qJAPCO6/nnGB3Ou4rTV6WKUHptX/crXIprq7pzT1Y/8ISMzAhHg/e97XrcfIToziEddTFfaTKP+s66YEKsJVyGBRWPYqqCTIqAdAcvZwCIO0Rd7GHGMAyoVyol73sO2LOJuGmnt0YHi9dy2NTlWVpa7Fr47NX7/AlnmoUn+kI7xoICbZiveUlj1b2+tZDv4csn+e/Ozno6Lc9cWMXf//UH8eXffQc++KVnonUQLAMKnYexkZBiMtmW/crtcbz26i5m8uk6dwUD5aA1fKfGAZEsUDdbrMOyHcRUBZPZ3vYJAJz2S0XxKD2TjkGfdbcyi5OLFcyX6i7QubBaxzde9HIux4iwoQOgUNF2T7ILvZ3gugDAYuEd9VOz/P2fO9elTaxbIJeBOn+fOAzU28yolyryvbO2AlDHkOajmdrdPi266meXu9Qy6hCMMRzcyXOYYZXOhTSfrweEWU0mOurdr9nxJj9vWraN13iPoVPhMoGmy4xYWfbrNO1hs65KvhyOVGRo11H/xvOnAACrdh/0S9IE1Lu0Z9MtUaBtA9QTedgEWRvFCI0qylHYFvV9KzYy6lTNN6teB050ug7u2oE/+g83IbmHqGNt6O9C0dEImQERIl5NogJpJd5FZrK91xrm9Nz3nuPUl+WkN3f8J//hRrzuuh3Ad34Y0JJQXvwy7v/o77T+8WN/AwBwDr0RyO9EjujcY9Z899ZpT/0jn+H/++8FvvHBll87to0hh8TZcmS7leWLeazSPVB/8YzkhxuRHK4rqFiSqPJjqilpzyaDCgPCEqipJNwKpByC1jSCIhdUAdzZapuS69Vy2Sc8M19qYJzAv57jdEmmJ7Gi8OORF03TsjG/zK+RstmbAMwO0mNQcts9sBoImzqUsp8o/4UACN2BVisw17pjOIWf+ZYD+NODT4BJwo3Gqnf+FdHFjWWRyvMkdhvjm3KDdbe5GaRy7khA3WpUXFudZCaHxSrfiJdLbZITKbnotjjBwa4HSIpIYSjVmiTr6TwAIOX4E7ajZzkIvPdU1ZfQtKNRNw0DGqP5vxB1evFewi1Bjmu355ASPu2UcJ6r8uM/ecHfOc6q/PuIJdKuh/NN+Spu2tX/glmnKFSbePIUv26E+KGcmPdKOz96kV8rj55tQ72mDkZYR114XZtMB6PjULsAzWFx7wsL+KGPPIL5YvhnCFozKgrDvmleREl2oXifIMFQthagLs2BHz/N12ITSqTlzy9962HcuDOP33jLkbavH6NrNIMqKs3uGGV6YM731m3hYPTmaX7vKvEMYkMc8OVRQkN4sMda9+sKze/LAnXPXCji+mN/ildX7sFDX/pEuA844C9whdHqqaMeK3TnqiJAPwtjy1CheMrhQFMG6qJbP5mL43c/fxR3/8G9WK12Xzz62Be+BgCwU2NrF44i6vs0W8b5+SVMZBP42n97DV51iJ+HasPbA0VH3QrpqI9OcAbPt+7rzKhyQsC0ReModoByLsDzU6e7E849foHvRTVb2g/cjrrRtqNerXn3zqCsG3vtqAPAr7/5CD7z0y/DKw/2D/S2jLJQQc9wVOgB0TpXL6YNW9X/Bw5SBs/VY/n+jT/GSF9mVxawKe9VGv4caBebCy1oOFJTox1QP3OR7x1iNGBdQdT3UVZEodL5vo4RUNcSIbR7EYqCGuVPaTMCh4hi7Zbq+1ZsZAgPV7smJWm1Av9/IocDk1noO1/K/91GUE7Qdn3K2hQPz/JFaHGJb6jpOqdFJsc9YP3YAl8cnn6xe7sQEfoKF0Op5jw6s64qvIsxfhDnb/zPAIDJU//c+sen+Yb8S0f34jc//SwmZvbCdhgSaKLehcoqACk5cYB7/itwz3t8m4bZKLtgIksdRo26cqlG9+ryy0scyJRYuiv7kZ6DwL9CwieJ7Ijvd7YEwuqpmdAOr6D2jzNpoaNuJaPkulj0i3XMFxsYE8/PeF0WIdiRkfyCuVI3+bP3OickZg2nro18yslVfh1+4Um/dsC9Rzkweupid7Q9S3RoaWE/MJnFz716F146+1Hf8+yyd/5VmqNiiSyGxvgmLKjZRpdA3RIzWFLBq1ou8PdyGNKZLI6SRcyp+ULk65ya48mAyfSuOvkAAEWBI1WaC04GQ8nWwkY8kwcAxGACUpdH0HdNLYWY1B03Gm2AuqSWHAuZUU+Qa0HSDjlvjuP6DgsKeQ1CWyDwfEN6HlHfUexxbKVPUTdsF6i586KK9z2fX+qx2ElrlRPio+6GC9RbO+qCtmkxzS0YdKMtEBbv/PBD+OJzc/jlTz4d+nsXuMljL11aRAFcPwHwrAS7iTuv4oWZg8Pe91MrctBSYZnI+2MsE8cnfuJOvPP23W1fXyOGSRZV1xGiYxiBhLkZsS7RvsziQ1DJ6uuGcQePneDX7qrZen/qpDWhW957rFYNd42eYAXMh8yqAoBDx2ExDXUnZI8ioI6l4+HHGwiFVMyVMMeLIb6H5swFKLBxUqLlJnQFdx2exCsOjONLz83h6FwJ/3a09doNC8t28NUHHwIAmNkQC9JuIzXi2ps2Fvjn3ZZP4s3X8/VDLsrctoOEOBMhn1NQnLtQuH7oGM+tnl+S7NBo7j1IrxaOF7vz3RVinznL96pCU7re6T7UmN3WC9y3HgxsRt3LuZQuO+o37MjjyEwOyVgf8ylB7aZ7TxQmbCWGVMx/XEe283tyJtvl+zcriDn83KaHu3eJ6BQqrYf788w9xqBe1O4I6vstO7y1NK5EN7eE/azarqvdbYjRQFZDs1HtKKAaF/Pxqfbvnc7zfe6th8KLCWKE8EJtAPn3JYwtoL7Jw0vsC+5jDbJNmjMoAdrJhb1w7PNABEVn3xC/QV93Q+vsb5Lo3oLqOmpyADwsiZGtOuTdKizcwqJeBO59P/Dcp73HbAtDZQJVYwdD/8w4+K38GI1jsOUEvFkBLj4JALi3tg81w8JQNo1F5AEAi+e7Sybc2Zsdt/H/f+MDeOL/fL/7a110ShUNSRIrS5KXes7sknYGoFmi5FBpUxVcTwRmLdWU1C1UVNdWCwC0kXA6YCLNExPRIbeguF1opsvCM1JHvVjDOARQ9yrbEyP8eLZLtZ+Gabu2RLEQqnPb2P0y4D/9C/BtfxT5FKYLP9FAIkoVbzuCHhyMyVF+zd88LQGKJz/GLVuy05jPccEUJnUovY0sh/zYjO/1jBCRobAQYn5MmrGuEzugigRimgqmCKG2aFBQLPG/qTvdvS/ALZxkka5VlkFCb/2+kpk8bIeSPUlAS6dupxpPg0kU0HZAXZMSwFiI6ruwF0zbZZiBzbxWk32BiUpNjBBBkRbx2Is8Aa44MZf6jnrBLdI9cbaAf3u+OyCw3qgbljuXLwoMUBRPQbjHjrpjt7+2L67W8P6vE+OqEjKjTnuCxXTXfmitHXURZ1fC55dVOt+K1GF16FoJdgzDQgB1tYc5yUyWr2myIrLQPKiq6086GXV5sqzmE5cUcXa5inLDf68++EKgSBQ1Ty77B9P40oFME8Uijaqx1ntGiELqkl1poVrHMPhrjaOA+QgRxXqF388lO+525nxBXWZr5Qx+9u8eCj9mKRSXQRFSqMxOAUyF6pj43A8dxPu+8zr3Vy/ZOYy/+E83439++7V43dW86Pn5Z7q7Py8Uaph2hDVb65x9L+GM8GbEt233vq+rT/0/fCP+k94MPICXbuf7TioZUkBKdQ/UdUcUsry9MaqjntP5HjyZ6W5Ps6moasmaJdLP7cQcFUcG6gMSmpSaI8nEgOwhu4j7z/Lv+cQ5rovEaH2Nx+MtjkguQ6/NXuwLKg5bWgq3HFpHESkYgZE/07KRIPtJO8Pvn+vTy7grZFwlrXjHnm5DOHTF5FJ9yF/jQ3Do2htnq6HrphzDGr8vUtQkiAwSlAu1IbVtxGn/aCprGKfZxLEF1Dd5ODSDzCSai1B9v+8cv/g/cGYblpURfvEe+1z4C1HCHTYDkhrigC/lVNGsrLoWYxM7D7jPUZKUDAVEnNw4/iXgA7cD//Ze4OM/4ClSFs5Ad5owWAz7Dl0T+qfb9lyF884YdGZh8fn7vV+c/ybgWFhgoziPMdy+j6vQL2ocLBZnu6PnuUnSrT+K5lv/HABw/cKnUKfqm090iLov2THepck7ha5pT2aZqGfqgIB6kE4fmINvaDn359T47tCX0GlGfW+SfyeGEvc6TkJUDk3UJZrcq3cnPFGvtERBCxE1qjdNt6OuhNA22wZjwJ5XAOlotVQlzl9TtwJAgQCC3SUNPJ/j38Nk0sY3Ty/jnqcuwLr/D/kvb/sJpMe5GMmb9nmvJ+hZairXIhRjhFAiQ4NGSFQfUOdJeZUlwBhzLRHRxvPUoNn6ZpcFAgCIawqq8I4zqqA0mkmgqdG5lTr/ukXdzgTvUjYJeLYDYCnVu45YyHxnhkZNcqzSouT6t197wfsHJbZx8pBOOv5k8th5nrhX7BiQyMGk4/+RP/lnvOVP7sdb/vRr+MG/esQ3dzqoaJg2EoJlIlFcBVA323S2QkN01CNYOrmkjkeXyTe51Ap2xIyiyXQo5BCgrBOoW3Z4hyRDQpSZtHfvf+6FAgBgbrkzkyAB0VHvYe0IWYeMCi9cNPoA1AVVdgjVFmGkU4sVvPx9X8bdf3Cv7/GTF/1MrHPz4SDua8/yIvaCEfPW89oKYgTChaWi73AIqMclBeh6acVlhY2zVSwUw6+xWpnvy1UkkAwp0iE7DUdPQYWFJ596AtUOVH931CHMIlJR3a76gXixtStqGcDCUdxN4OIrRxfa2uSJOL1UxQ7Xmm2N8+kU+jjPcd6wrYIf+sjD+PMvP499z/8ZptgKDlUf854YNv9NIRxAnnjhOGZX24Ncjb4vWfBNaDhMp/3puAD1Mac79otD7CNb3oskZsuR8eg9SpWAqPB673tIQH0s2wd69RqjYPHv3qr5qe+hYrAu9b1LBtL5b/KXmrkeE2vRXogKAup2swLDslGsm8iSrzlmXgIAmDAu4M3XhnTxZWvIiIKD4zhuo07kiOsKxsCEoBw6C8oJq8mpifH2r9sOqEufU6yRV0psAfVNHiwpEntaVGzbpYnG0rwC/8iZEj7WvJP//rG/DX8hV9GxNTlPD1FHHU3EVnni4CSHkct5QFB0b+NmiP/zp34a+JvvAIpUgbaawAtUMFjkybY+cRCvv3YbwkJXFTwX53Tn8tGver848yAA4EHzAACG2/bym7QU5/PjjS4F5S4u8CTpvtM16Ne9DUViB8yf4ccmkjon4S1Q27fvhM1U7q8ZQicNC6vKuzgNvQ8LXVjoKTfZB4AVx1/dN+J57x/5iGoudYeSJHhiypVHXZpnkzrqwzZ16+I5v1e4tHmIaDQbropxr6rv3YSgxPpsSuB1Hbue13Yr1BV85Oun8YmPfgjq8nEOpG/6fqRH+DU2qXqAekeKv8fVu7fxTqk04zkx0t0sdJxGD4aY9J1V+T1VYzx5EbTAdvRkiyjl3XbyAS6kU4d3/qIKSvlUDAk6Tp8FDHWx9YSwHOPHO5Nps43IPsshFGSN1rAhVFvsm2z6jLbE+kgSUE+h7uvA67Yf4NWTvMtQWTyDJ86tYjubx5uVr+NYF56u6426Ybm0VT9QJ/XzHhSEAe/adiI66qmYhkacFzycEKC+b5RfI2O5DBQ6Hq3L5D8Y3zU9j1/X/go//7LwmVFxLVy93Uu4osSywkKAlWym+7nj0yW+3qwWJd0HWtObeh+KprQvZFkVK4HOkBB2Ol/wFw4dunYtOmfMqLpqzXIsL/N1uGh7miJWZckF4XqI+n08JWwWa65Oi132CgFjbBVzERoCNXetSYQL6DEGJtmWnVpsL+IlriPZEswXQhR01W+nWqobcO77feBPb8E1K5/HTC6BmmHh/mOdu9KnlyvYSUB9rdZsbpCg3MqZ5/DF5+Zx7MF/hd4sAACYpNQ/XyCh3RAwJwBJzi6iUGsPSHSHRgWk72t6lF9fB8f8+6UogjTaMJbk8ATvpNdRVBdsDunRRRBVWg8GBtRF4Zkp3Y9rDSCE6rtgs9gktumE6Ns8T2No5xa7HFcS46fbb17fQQaDmh7LhQIePrmMYs1AlmwdlckjvMhgNUPHvU7OSo4qEUC9btiuoG083af8lebUf+zmLPKpDnmKaES2s2cDsGCTA8dDrcLZpsTGTabXqFuxSWMLqG/yUEUn26ALuVmCQiJgSQLYN+7M4x+tV/DfH/s8EJKsXZjnG9ujc6036lDeAxnNi3z2kAUUw13RJzPQUb/3/cCjH+E/3/IjwG0/wX9+9pP8/wvkoRhBexexMMIXtsSFB7wHz3Kg/oh9EIcmsxjL8A2okea0Y6dLL3UhulNxEmCKgjmNg7DCeQ7UnzvFX+fYqnc7pBJxKFkSAym1sY6TgwT/mrF8d8/vNRhDTfEWoGIAqOsZaWY9F2FPQYUalTZNn92MEJ5hBupyJ0UUKjL+5PyJOb65P3jUowg261Jip/e/aq4RUNcDQF3Q1xzWHVAvO/xzX1hYwgMvLuHNKl13N/4nXswQzAGZ+k4z6kN5/j0vwgMByVR3M7XX7+f31eG895hQn00RCGWUMChtOuoWeaN23cmnqDPvnOzf3cbCxBXc8RIUAR40AR7IgqudirmYUQ9TSwbgskQ0ZqO46rdoExRxU/EU9RMZAuqsgUrde98YzYRrBNS1Yf49X50q4r2vSOELmf+BP4r9CW5h0c4Y/Qo+/iH8372EXCgI92L1w/+gfUcdAOJkm6g1Ci0zppNp/nf5TBrZDP9+ZHu/XuLbqx/H92ufx7bZL4U/IUTVWqwxThdAPanwz5oI0TOIivMVvm4bsiUasaTMWH9onACfUS83/EA9S7ZuMdWfSjk0o17V+VqRQh3NsDlN1/LRo7471RWkGSXNITTUJN0DKmzv+656AHecRVPfGzRm02Bt1mayLdvDLuKUZKkWFqIgNTIUkWDTGMpjTz+N93ziSTxPhbJv+b2v4tEvfwIAwI5+Fq87wvfazz3TWbz1zFIVOxgxFtbZUReftTrLx+jelvQEeTWpQ/exB7jOznIz5B4k6vsoK3ak+OoEiH0OGGJtDNy3oqN+sQsmCuDNWjvBtbYLjQg/UF8f2yYyREedXdr5YYfEB4U4bKHM9/Uzq6258RJdAtV6Z6tCALDOcKB+X21Ph2f2GNRYSKKBStOCaduYSUgWvVSwOvnCky2ijOcXJStY20Sl3nqNlhoG0ox/xlg/OuqAC9Rfv1vFeLZNnuI40ghQe4Dd0DlWCdOnqlMRsurEkYh1Jyp8ucQWUN/ksX2aJ2Cu2BIJyTUc3e063L5vDCecbXjcOcCrlk/+fcvrGHQRX6i1AplsMoEKARfjwlP8wQBQjxEITAUtm2bp+a99L7528L/ix58+xP99/ItAowxrnnvPmqPtgbq9kzMCxotP8zkc2wbO8Rm5R+yDuH2fR4feu/8wAOCqZKHta7rHTjRChegwhQSv8jcXuBe7SWr3NS2QbJDye7AbEBVKnS+IVnxAHXUAdekYGYkciRgelVRGo+zNAowKV5Ua8Hf/JM/jB57i9muNZIDuTZV7p1mV/o7/3K2veK8hgFgsoKosxhOcLjvqF+gyfuTYeSyXqniFwrUQcPjbAAAGeeOePXva64TJ86QAKmpeOrAuixLi2pAA8KjON87xUfp+XaDepqNOXRazSxE7EQ3FO85d28IZLoAnOmkITQrHcWnJMSH4EpFgynF6jv/9ajMCGOpJmMQKyDF/984msCMXk2ISpa1Goyu27SBGnSohupMY5evXL91k4/tO/AKSpMR7KNa95sRaI6qjborOco9iTY7QX2iT4OaGx2EIcbBKQADTZTXEMDOaBwDsHFpbsnzDFD9XB/LR9l/ivdyHFP6z083sqwAJPbBxRNdZ1i1gBNTtRB/WYmIhDSl1vONm/74ogHrTsv20bZolbcZprAx11JqthTcx0ubEM25HXWO257IRQn3PZqXPRGwmpeYVucaxGikmZxDdt6m0GS0gQbm9jNuWtYu0yj/TbQdnwp9A+9D8ueP46ENn8dS5VdQNC/OlOg7gNH/O2YfxOqK/f/loZ4HY04slCajv7vj8tkHsgXTlNDSYuL58n/urd93qFaYZ3UMs7LqkUa0sq2G11F7MVIBvNeatw6KI2Qx0zpM0Wzzc7a1AhTBH9f9Bk9YdX2c1EJrjgdThWHvhr7WGYfK1oW6hZcxpI8Oh4p0QhxWjSDJbUYQYpbPNLo63WYGywAvBv/tMn6nXLlBvotowsH8ii7v20DWUyLkFp7/85y/igRf9e5waYEiYITbI5bqJjOjQ90NMDnAF5cJ0U+Q4t7jssS0iHDpEqBkSnzVai1cNV+snjrh2ZUHbDfk0f/qnf4rdu3cjkUjg1ltvxUMPtRcp+cd//EdcddVVSCQSuPbaa/HZz37W93vHcfCrv/qrmJ6eRjKZxF133YVjx44N8iNcsnjjzRz46maFVyRpZnQVaQwl+AJ848489oyl8ffmK/kfPfa3LdZluknztcnWCj1jDBXGE9zTz/Bzc9L0W3sJhfG0E9iIyGf8r44l8L1/8SD+dXEMp+0JXr09/gU0LnKQ99/vb1+lnd5zGLPOMK84n3uEd+Lrq6gjjuecXbhlj3c82/fw7yRVvdD2NUXE3Xk/vgA1MjzZYsuc5u/SJDX/d3Mxxqv1iyceQzcRJ8sIZwAe6iJkKqeeDtivye8bRX0PiDRls9JnloG61Bn/5jO82FJS/bPjjubRx93Xo8TNZN35ivcaQkk+HphR9nzUuwMgQrFetWq4kR3DEKvy72/bTfzlUjxJW5o/x4WizAZAG564V0QSDgBLYZ2WsHBtDiUKtlCEpmNyO+ptBGzCQGw3YcijDm2u0wcukBPEIm36ZoN38OBdM0t0Cl6ci04ABc3bYNEVbi3Nj2Nfxp8MiQ6sPHPJtAS33ALQIGGshmkjCf4+LlWYZmPZg//Hr2AdBLEDiKTmQGeUeMhAXcz0d9FZlmM4xa+t8aFocDUzksYi6NoKWLQtFfn1VbZUTxypB19gOWp1fuzPnA7vfK4QUHlxxTuXtgDqRvv3bJgWTAE2lO47IuoQB3lZpwLQ+NGhHP/+R0b7oLwsBCAdu0W9/fOPv4hPxn4Fv6D9g08RnhFQN+J8jY4z0/3ufMdOYMGJZQEtDoNsI6fAP0eYH/Cu8SGvMEjH81O3effyjlgJ73nD4dCPYpDtm3if0CCgzqnvHTy13dntiHWIgPoOlX+ek4sVnFupYhsWMUQdPBTP4SX5Cg5PD+GmXcNomu2BYnHxPOLM4IWroYiCdLdB1PdptoxXK48jLgGApOMBHMWKnlFHIg+TRhzqhfZjcjHhiCJ11J+Z5a993/MSbdm2oBJ47lZPQlDWncC5KFt83Xn2TDRg0pl37WrBInifwqaCowkVqnLpqO+MgKhG4rCufWUYUBcMvW5YBucfBXNsXHBGMLNjX38OVgRR3xXmoCFyM6EfEx9yr+NdbK7FS10JnE8rpOiwcySFXVm673oQ8mwbxEpcmD0XahsnolqSQHcHoB7LcvCfsVuBepPWthoixnou4xg4UP+Hf/gH/PzP/zx+7dd+DY8++iiuv/563H333ZifD180vv71r+N7vud78K53vQuPPfYY3vrWt+Ktb30rnn7as4N53/vehz/6oz/CBz/4QTz44INIp9O4++67UQ/ZCC/7kH0FG0X35iw6KQwl+SLCGMPbb96OT1u3oYE4sHjUFbUQ4foURig6KgTgpxu8y7wa93tApkmdOYGmv4NGSeGJOr/B0jEN/2rfyn/37D9DX+b08spQ+4Xrxl0jcHbewf9x+mvA2W8AAOaGrsFLdo3hZtkPWXT7V8+hYzgOn+WD1AkkpddEmVvNOfSdGgGa5H1l3iWonn608/sAuG2K307XH1yfEm27sGJeNyWWCQB14ZuuaB4bIBgBn8qYLNqkau7GdHjC64gl6hysaTl/0mu7c97eIrxrSKHXHYxYTIJU+SdTNmzbK0aNJPn7ZlLdva9KgC6FBl6lPs4f3H+XC/Tj5IE6RnTGZkXyVlfJAUFiGFzozhWOi0YBKK16Yihl2qga9Lp7Jvg5nh5qA1aE+qvaG1Bvqt75njejgV+dRixMGueQhbr2TPMNuGLx76pciaYFirlkE20+i3AzkJwtAMm7WP6MjEEletyuDD//dcNCkgUsAXMSWyCeg3PojQCA5YUux1jWES/dJn2vUmKfSPLHx1O9bbs78/zzH57JRz5nWz6JBSccqD99hhcnXlxuuirQ9hqVnRtN/j0vLBdCf685Yt7TWz/cmdkO71msmbAEmA+ZF42KWGYEp2xamy7wouquFE9GZ6b64GWsJz1RKbnABmDh6Ddwg3ICb1e/ipJMKSXatGDmAPDES6XwLB/5uizGplydjyg/4ICAXt7xjks1q9idDWc8mHV+DKYWfe+LLvMepQP13XEkIa4ooM736kmLA9hTSxWcXa7hKsVv85qcexT/+jMvx599382IdeiGvf8uus6HtgFd2nxFRmoEJrGcfkL7FH9MMFekArRKYIeFzeIzhoqW539SonvPtkIFyDJUyBZrAQA4YSNEUo7VrZXiK/bya2hyxM8iMV37t4j7z7Z4ESrkvTvG6jng0z8HLLzQ8amWKdwrFKiXEEipdK/FqHkl1hwzpJhsC0X+bgSFaT79MXs/rt+R78ORSiGtA8KCzHVkSeSAUZ5zhlm0tXbUW4sOmqpAdRsGfZrvplHJB596Hn/z4OnIpzXKJKaLBKC0v/cTOQ7Uc07Rp6MEeDPqjRCnjMs9Bg7Uf//3fx8//MM/jB/4gR/A1VdfjQ9+8INIpVL48Ic/HPr8//2//zde//rX4xd/8Rdx+PBhvPe978WNN96IP/mTPwHAu+l/+Id/iF/+5V/GW97yFlx33XX4f//v/+HChQv45Cc/GfqajUYDxWLR999lE1rcS/bqq2iS7cwq0shJHsjfeeN2VFkKn7HIU/2xv/G9TMLmN288GU4FHBvlN8Cww2+aoGr4jukpQPh0i2TFttwO1U9+2x34+x+5Dd99y078qziG5z4N3SzDdBSowp81IvKpGKav+xb+j1P3u0Jyu254DT7+43dgYkjq9maJZldbgVWPUKEXYdbdTqCY90tM8EQk1+AVbEZA3Q7OM05xO5nc6nPt30ME0Q/V1EiHJ649Jie9xDORDaijiw7p0Ex0Z1lPw5H81oNz5ELkZizOv7Na00LOWqaXD4B/2jxE9wiAl4wPYD4dAJJUbJlJOVCkqvw1UzxxPTTdHZtBpQJFijXwauUJ/uCB13lPIFX3MaxiudxArcQBa8WJI5PkSSmTlN+dsE5LSCg0k520q7BpZvX505wZ8uhFvoFO5PlnzLWZHHjFHv6cg9s6qKQGYljSo7j/fPQMfEPjm7UtlHFF0qrG3eRYJDbtOsTunHk77QBiGdRLASVX0VEPgAAmEglKLOqmhSR1qsR5dSmxiga846+xOMbXpG88+Xz0cfQrZEAqXRejQ/wa3TnUI7joQihxz1gaFZ3Wg4D4pUOJmaPouFgh8bPFte2By0V+HVQr4euuTpR/TVK1dhQBRNoDAMO0EKfOHuvyfgKAVEzFkw5PVJ3zVFSVnTzWG4y5RdwPf8nPrrIr/JpNo+7rqAv7SCeecym1jZDvTFg+CrqpJQuCAm4nrSWCSvdBFeQIuuk+2v73b2/DNKC9eoYto1ZpU4GUAN2TcxFrwOQRAMBI5TiyqOLkYhVnV6q4igXGyc52toITMUPWbMrI7q7/pl1oVJh4iULMG9oHnnjxgqtW7frFR4jm1Wh21iotAo6DCx/6TtR+aw+skp/BkyVXhCFJLFHcH77ZcGkNcbrUtBinLTcT0EsRoyeR63QAuMljbx3jiY8Cj3wY+Hq0paoIm2bULSid8NhAIyO5HAGARd+vFbJH9dRRP8f1DR6zD+D6HX0ef1RUVzjWrFfwdw+ewfwCXVsJr6O+m81hOSDKGmRI2GZI0cG2vIZLiOD0moJm1EdRRKESXWxqiNFT1tnpI5nj4H8YZRRr/s+xgwr3+7aFC51ezjHQ26XZbOKb3/wm7rrrLu8NFQV33XUXHnjggdC/eeCBB3zPB4C7777bff7JkycxOzvre04ul8Ott94a+Zq//du/jVwu5/63Y0cf/Q0HHA+dXMa88EuvF6FQFW1qYhLpmLewTA4lcPeRKVzc/R38gac/4Xbd4DhI0qIUz0QsIIGbc2Qm0AFXFO85IgmqLAKODTAFU9M7cNveUdyxbxRPOPswx8Zcy6zTziSmRrtYuHa/jP//3MO8qw543udSsPgQVklIbeXCifavKXUCEzTvt30fTx5m7HlOMWsSZT0wzzi0+yWwHca91MtdUGZr1H0cIFB3pPn35FAAqAvxu5E2HX1FQVP1NvKKHagiu8IzfHGfL9Uxxvj3E8v5u1NM0LEk0R1TzKsPQPEdgFcAMALJRI+q7zG6FnaxOVytnObFi33f4j2BaFsJZqBYXEatXAAAVJCCRsJR2pC3IThRqseBSFOSoDEbZerSOwQ4XTVaUWRpV8WnRC4qcYyKl+z3Os1qcHRCCkPlxyLYJhDnVQIOnpp3dCJpm9HdChGnqvx3n3nID6IPj/PERAtadQVAymg6jv3DtJWJzsOulwGv/mXgez8O7H0lsqTiP2QXUGl00R0JidWagX967FznvxfXphrzdwhEwaFHsSaLrgOrzXb96qsmcPt1RHcOdNQFzd1RdRdAC0DdazQN/neCQu0Lx0GM6LoyUBdrf0pp/70Z8nXUQ0d9Jp/EM+DgsnKSd7WqRXK16JNeiHDyOHE6ADCJap9hdZQkxe+3HOH3+fToMOpkiWg3W78zARaEaKwQlHNDTyMsTpd5kXJucRGrNQNPHfPvg//fvY/6O/wUWca/4/GRaAtMpEbc8a1Pf2/E7DngL7xE6ZHktgMje8EcGy9VnsfppQrOLFVxWHTUJ7nbiwDqjuN0tmhbOcX/n1+nkJyIUSnXSY0BB3huOb+07IIewRRRIwrQNgnKTaol3Puvf4+Z2S8jaZVw4ukH/U8Ua4OkaeJS1aXv02x6+5vqdLleRYwhCEaS3YwA4IH1qJ3dZksIN6Hlzla5trSOXcqO+quv5+c7S4KN3h7Vmjs43dqzOQ5suoYfcw7g2m391ykSY2tGo4xzK1VPtyruzajvZHOoNgJA3fH/2zJaP8vjx6V1rYOgW9dBQH2MrWKljT2bUSOBS6Vzc0chPYhhVmrVOaAcJWxc6HKPgQL1xcVFWJaFyUl/9XZychKzs+EzbrOzs22fL/7fy2u+5z3vwerqqvvf2bPdiYNthkjFVJQcuoDrq9AIVG6bnvZ1FAHgA997I37yB36AU8Iaq65qOoya21VOZPKh72MFbBFGZkI64O58LSXvNJ9e0YYxTxWzW/aM4MhMDifHPdBz3NmG7SOdq2XPNCe5Sq5ZB1bPwgFDcfwlLc/TVAXzCl8EVi502CCaYm4ljmyKb1hT2/cBis7FuornoZH1HQt0X/Zun8Iph19nzsUnOh7/0gL/PuaMwXmE1lRvEVUCYnI4cDfwml8BXvebbV9DCIUBQNH0b07Cl/vsPE9050sNjBNQZ9kgUKc5b8nG5ms0Z3euSyp4z0GJq9Os+Oy5RFGo2wRfiDRNMV5cYdtv9vu3x1KuXVptZRZ1AdSlqm88J1Vuu2QQxJMZV/SrUuTvrYhiEn2fRRJeq7Yb5Vkrc0FK/PXsWOTTDNG1JvaMoOdfrKnu924JWmCbxM6mjrrVxkbOFV8UhS6K1x4gte2Mf22ab9DMJTERYpriiQuK70NRgFf+IrDv1QCABJ2rUVbEbIR1Vaf4zx97HD/3D0/gv//TU22f9+lHufZFHf7PLL6vepcKwiKeOsPvxfuOr7R/Yob2xKCdJCWZthqHqvM1UIcRahfWKTTwZDvuhJxz24RClO2YBNRfeTUvjI8n2r+f0ewC+IVEQldhT/N9Qr3IO94XLvIRh0WzP2uxAK6s7j8HasP7943T3lqacDUT0sgO5QEAV4+2spxuneGfc/cMX1uVYPEsoqNetPh5rFVLWCjVsTjn12v5wkNPtVjGAfAK1x2SWUaJv0/fIRjSfR9rp9K/hzvS3Kk8g2rTwqNnVnAVI6B+8/fz/198An/11edx9a9+Dv/zM9EMttWagWeeIeHP9QrJiRiRgPrVb3YFP1NooEoCgG394gHMTPNZ+Rm9hPw33uc+7ht3sExPNEsC00KTRO6oN6U1otuimhCLK1n+PV1ofESKOQZAqNblTDz/W3puV0Cdv48F5ZLOqLsNp2YZsC13/7JCislCnJZ1Gj8onIFSXUDTUVEbPYJsYgCq41SE3pdTUKzWkRUaD4kckNsOW9ERZyaSNT8OCp5PK6QBcPwc/xsTWv+aLMJHna22dUMwSehabiBFBvmoZ1jdp6PEX8Cv9XMlxZUljRcR8XgcQ0NDvv8ul8gldRRBF540o44QNVvGGE9QJ67mDxRoMxR+kQ5DOhP+2R+f96rYdcSgZFqT+LM1vvicvUhJAXVuTjUyqDT432cTOj7z0y/HbW/6Qffvjjsz2D7cOWH65pkCvlz3CgRHnR244Xe+ESpEUYjxxKa2cLL9i1JikkwPYdcofY+K6tm6LJ/EuM43sOFRP41492gazzm7+Uc91XlOPW7wBceI9b+aKiI/IoHDIK1TTwCv+AVg6tq2r2HpEvAJAL2CwZPJR0/whXu+2HAViEWFVMTQEP+cozFv4RdVe0G363vQ8Rr1Co4veNWAbxzn1+Lj5zuMQlDEg6KK+1/b8pyyxpPz5uocmkTPqktqyaJLCwCsS8DMFAVlAvs16voJ+0CHwPGpFb6xLpei50OfPMXPz+lijwq90iaWCDIypLDpGlGoiNUgCnzFibuMAsudfYwG6kLh3GwjDiYKZIqkhM//qNXqCwBWTP6+yysSaBK0vaiZXre6X8Tc6tqA+hef49fYJx9vL2JZq/Hz1gwUJ44u8M/zyIvtBadaQiT3nfiilBg5AdozE4maokMnoBGDCcNaC1DnxxJH6zmXu4C6DNy07pgE5hqBOgB891u+DQ5TkGzMwyicRxZ8bUi1ucZ7CUUosjcKvsdjTe/fKVsCxoZUSAvS1OUghpwi5maDxbOI67lJ3bVmtYRC1cAIo3WPGFHjrID5Yus5ml/ia86i0YF5JEbVltsw1uj+bDg64nqb19vDRW5fqXMAPp1m2KsQmDj0rZy9ZBvYXjuKmmG1iGHJsVCqozxHx9Q3oC4x0K5+q1scSbEGKg0Ttu3g+im6bxIR6zyNQTmPfxTXKR5otaXRvItLBe/5Wuv9wSTA3JTo5yNdkqaeO8vv+6W6HwSL0SEnSkAycF+qsNqzueQQa3Tpose6igiZ+n5Jxb5ksbRmGWmV76G5TCvAu+saXoA5PNFhf6f59GedXTi8ow8CliGRIn2eb9mXRbMqjS4lhgBFRT3D7VaHa/5G5J6cv0CosdacwagKnZw+glxiJQ6zMoqV6GtD6GY0tS7eO5FzNSQO5/3X6KmLnPX6wnIHRs5lGAMF6mNjY1BVFXNz/sRkbm4OUxEiL1NTU22fL/7fy2tezjGU0N2OulFZQZmS+/k2XdsVArEuUG8KwZoM9oyHKzo6EvV9WZ8KVexetvh7VsnvuF7gCeuCk8dE0Cdx+y1wMvw4jtnbsWO4c0f94GQWD9qeWu0j1gEMp2KhIL+W4pQ8a+VMy+984XYQ/HSeKi1qS2ePYjrGN5sjewOWdJqCC8kDAID62fbK72azgQxVONP5wc3I+LroyXzU09qHtFGxmP+7defZKOmeL1YxCtoUMv4N6BBtSHty3jLiiof1qEbedRAgjjHL13F23Gp9d+rriaDv+YFWoF6L8STfLs3BqLVuZDnJDk/pobNdJaDeoC69SkBdIWsxRevso75c4Mez3OhtCf/MUX4ubYchlY2mvosut0pAvUmdoZok1OLZbkUD9ckUX0fCkiARgoIvmC0iXF/sgPWdSYrVNtEuzyxVYTYEUI9KpEmDAyVcLLRPKKPiF17HLSZlB4qwcNy5fP89IISJup059f6QfNTbzfkD+MvH+fdVXDjv/4Ur+KVDp/udA/XebZg0YmYJTQA5ZHspH6AhUNLJnk04BFhQehYJ27dtAmz8KgBA/dQjyIF/F6lcNGuklxDXaMJYdRkldcNC1pau2YYHyp49Q2wzJ+aB7VCg7rd8lIF6k8UitUaEoKVZ40B9lNFxjPFrdIytYi6EOXJhnguDvrDcoUhDQP2+b3wD77vneby4UG69XgRQh46E3mYd2v1yAMB+5xSe/q834U9fm4ICm3fHslPAjlv47xvc2ursSvT9Wayb2MbIiaJf1Heao0dmEth1p8+zutq0oCgM1wmgHhzDEUFA/RDz5yPXTHgFymZD+lxyR51+ltXdZaCeUbu7T4XonKL71x0h7BjdUefvaztSztet2KQ8/iBGEiJCA7/mdO3SelwfXzbQFArvjRIm0/zaPTTTuq4zUTDsRH0noL7/xlfjZ77lQN+O1ReCXWNUYZJtqqXEvEIPFZzevNN/7uKBtXom2/r9m8K2Ue2cp3cdyWE4QpgxqKEhRU4hW7hu1OYZ80ZLA69Zklh/V1oMFKjHYjHcdNNN+NKXvuQ+Zts2vvSlL+H2228P/Zvbb7/d93wA+MIXvuA+f8+ePZiamvI9p1gs4sEHH4x8zcs5MgnN7ag3KgWsLPKq6RdeDKdPnlgo44NP8EpTY/EUf5Cq9iw+FEk5YlKHvpYMVwwXHt5CCbq6yBPCFWUY6bg/sapbDp6/8Vfx7PgbEL/uLdiW7wxkDgWBun0IN+8eDq2+Wlle6VSLHZTfI5QsHyzwwsT5k89KLIVWIbLa6DX8zxefbvmdHOUCr+bZDkMmN7gZda+LzjxP7h4jl/e6TEqAWil81S3aqN98MAGN2XyGOx3R7ZESUIc6m9bAgLp3vEbVe19Gc3ysS+q7lpCuh/Q4MH1Dy3Ny43ye+84pO5yeJTEMWJToU0jUSFG9SUBdJ0cGRhuVQp9B0IzDQhHguMcZdZuo76tIYygV/bd7tvM1YNjm97pZF11iWSRM2MhFd0p35flzZtpoVAibwZjpB+p/8RXegZsPLHUmfQYB1E/Mr3pzeFEddaLMaczGynK0TVG72D1G575TI5o0G4LFKtudd+zRGs0WHfX2Cci8k+dPC3TU3fOjxtxOd5wZaHaaBQ4JcU0mWWuxQRRsLCiI6V5H/B8e5UX1C4utljpyeA4Ba1TynrkRAGCf+hoSjETt0v2xyoyRf2+eVdzZyKVKE3l44PzxEx5Iu7hIlp9KAuer/Lw9edLPxKg0TBRX+fMMMZIizagbbWY2hWq71SijUDMwLI6D2HTjKGC+1HqOVItfm2qiwxwqqUgnS6fwga+cwGt+76u46lfuwTs//BAsctsQ56sBDXGtzbWZGQcmOBjOXHgAmOOAHJNHeOJNQH2iyCnt55ZrPkcPOUp10/us6f6wJTB1DfD2j3A9C1VzGRBp1FFp0hrcyYYuJQmLxrPcQQSAJo2FmQS+DWi+ezlHwnJTaS8dN2RQ3+V6ISjOamBPGB/muc7Ld0cAIQKhFUh/1+2cutylX2nPbhyK8883PjS40cBuwx0nbZQ8EB7G4hH5RCfqOwH1zN7bsXO0j2BXDtrbjHoZNjUOTEkAOTnFi3S35yOYaSJCbF8t1w2iT/PpAKAosMn1IlZfiBy1unGKf8f7t3fZaKW9vAX8Ux5qtXO0uExj4NT3n//5n8ef//mf4yMf+Qiee+45/PiP/zgqlQp+4Ad+AADwzne+E+95z3vc5//Mz/wM7rnnHvze7/0enn/+efz6r/86HnnkEbz73e8GwOndP/uzP4vf/M3fxKc+9Sk89dRTeOc734mZmRm89a1vHfTH2fBQFYa6Qr7N5RU+ew6/qJgc+8YzMId4Z7g2TxQsUbVvY7ugpbzX23cg3IO1SUDdEjSZAu8aVGN+AGdYNl76m1/EGz6fR+K7/gK/8923IRnrXOUaTsdQSO/DOWcMDej4hn0YL90dDnrVEd4RT9Xa2y2trPDu//MBOoyZ2w0A0Aqn4LgKwa3f6RtfdzcAIFc94+uYBKOyyqv8JaSg6wOsGIsuemKoMxU2KqTKpRroqLvzbNRRH3UKAACWGm2d/w6xZ0MzXKm7b6HFXVGtZt2jvisEZliXYnI+kab9rw39LnOjHKyOoohDef7YgZ2S7ZdUuNgx0X3SaBKtXKNRCT2QPIuOutqmo87I17cXdWzAK8wUnDRyqejr9M6Xvw5QNKSKLwILR13rk6YEHq7fzZkjt+xos7mLJKENlTlOnf2kWfJt5sJWJmiJZAuKHG3MZkPqVEZ11LUYaipPaqor4VomnWIkzT/DUqVDEkvHHRz/sMV30ItYE+BS350OQF24MsTJTlHEvhF+L86M5aBKANrotbMPQCfa5HWTreczTdZTquaNRwCASZ876OcbjB1kR6ho0ddKuziu807WytOfB0Cd+VgXXZouQsyO51HCCs1bbssn8Zqd3nrz9IsciFu2g7jD7089nsKKyT9XoVDwvWapbnq2qWIUJ+kVFgS9PSxEMmrXyyiVikiLwskkAXW2ioUQoC6Ao9DoiAzqqB/S53F4eghJXYVlO7j3hQWcJss2oQ7eQAzxDpZqYk7dPP5V1M/RjDmBd2znQD059yhUBWhadmiRAQBKlar3Wfuh6C/iyFuBae7yIoB6kjVQbVhomjaqVSGSGnFOpL2A3f5TXCcI8BWxxffVDFhV7prIAwAOjnqPmxI7pZ1Ypxwa6UYE9/RMmp/rySj8QutRHTqajhAy7XJtkJ+33GEMURQc2aXteGbiGkoO/zKcetEVk3NCivyPnSfW1kIh+gWNOnCRruntN/f1WOVYbPDv7YNffMrVjrHl9S3Pc+KgbXEtOMttt+YVDgF1K0K8cq3BaBzrx27OugW+lhCChF2K2F00+DHe/6TfEtBtEm0B9d7jHe94B97//vfjV3/1V3HDDTfg8ccfxz333OOKwZ05cwYXL3pg64477sDf/d3f4UMf+hCuv/56fPzjH8cnP/lJXHPNNe5z/st/+S/4qZ/6KfzIj/wIXvrSl6JcLuOee+5BInHl+ecBQMPtZBegCqDeZpPSRjglTC/xG3aZwOqZavQCqaclkCp8ygNhUfXOIdEnu8TPWzPpn13WVQVHtvHnfv1ENOUlLA5O5/COxq/gzY33YhajkUA9NcG90HPN9kl3nSxxlg1/8qeO8r/PVs+AEeNAzODLsX/PHkDYwc1Gd9XrBNSLbMD6B6P7+UY3Hl5M6Sp8QN2/qNmu6jslCkKYKtNK5z9D6+vs4rL7mKDXDQyoM4YmUYpdajS8jnrXlFn5c4fQ3gF4n7kyjwQprA4PS4BcT7qAfyjbfSX6qt2cDXJkBECjjB0ggcwJXlFWtS466iJB6lFMrpw7CMNR8aSzD6PpNoAoPep2hfDkx2CFAPVuZo8bDTEKEf1eqRz/TrOooCZ1eT2g7v+MTmDmtyldB5GJNACHkuk7JnufzQaAv32Qd0xPLLTxloZnV2gF7gHBQHA60SiDr0dAnXVIcIfGODiI2VUv+QEwk+F/NzU85PO7Vp3eld/FjLpqhVBjRXctALRFMUnt0BkUs7h6bG1rx+IQB367TQ4YKiy99mJmMAhAD7MKipKaulLz1j6bmFl1w0KS8c+qJ9Ju4sgCqu/latXt/As2jewYsmpGF9JsV1SzDKPE9x6TaS7AHmcFzJdaz1GM5uj1RIcCBtFos1YB//oj1+LZ37jbZcUJRoFr96V2D9TPP/Y5PPLQffwxQTmfuQFQNLDyHG4aor04gv4uxoUA9M9GKhhUgE6hgXLDxPlCDY+9SHlG1PoiaPjJYeC2H8epEmcBvnjeG9EUGg7NgMikW8SU7g+5qNVsdkdDdzvqAaDurtMdqO8GNK+I0C31Xe6odxKU69GZZVCRjqsog8ZJq6s4eoHnqF8+Vmh57myZFyYr1Tbfx+yTgG2gqOTx8RcH99kc2geZUcNkjI5Hugds+rlcWnEZKY7juE0XES9cbBUldYSOVb881CmULM+h3rhH8xVvfSHWxW6o7wBWGX9eecU//qx00qm5jGNDxOTe/e534/Tp02g0GnjwwQdx6623ur/7yle+gr/6q7/yPf/tb387jh49ikajgaeffhpvfOMbfb9njOE3fuM3MDs7i3q9ji9+8Ys4ePDgRnyUSxIjJHIWM0vQDX5DKaloKmmCPNBTjXnAbKJC9LrZWvQiEpMpgqIyFwhbdPGpmqeSh7oTmF0GgDv28aT4ow+dQdPsfhby0GQW5zGOo85OJHUVV8+Eb8b79nOgOuYs+zeLQBhCqEL1b17pKd59mW6ech9LDkVQ1kWlffbJyPdpUrJUUfvTwYmMoRngpx8F/uPH1/wSsh5BUFXYUb1N/cRCGX/8KbLJCwHqKgEmnwK0AOo9dnp7iTCgrvRIfYeW5GIn8SFXGTwYVZ1fDxfOn2mZJXVDdFJ62RzE998oAvf/ARLNFWB4N3bf8CoAgEpAR0V0R121yZ4tmJR1CHt4D17a+AA+ve/XkdCjgZ9h2SgeJKvHpz7m0swN+T5yO8TR998jJ3gx74kL0XOnCeqob0s0fAJnKiWrLUrLdN0pwtaOOgYNlgjV1hCRyvNCyM3ja7Nn+/wzPFnfPZpqq5iuuB31IPVd+CWvcUa9Q0d9YmwUNYfOiUx/d2fUYz7q7miid0Gn0RQ/Bi0MqIvPFShQKPSeaic1afc41wbUj9x4B5qOt8dVlT4mnURJf93eGG7cKe2VElAXa0TNsJCguVA97gF1x/AXeOpliaIqOmMS9b3OotfQWJI/P+nUYZJXd13LuzoiY6yIuRAxOQHUY+kOIDeeBUhjBssnwBjDcJrPogsldGG3t31sODoJF7H7TjhMwS5cwI3Cr1wAdT0JTF8PAHhFkhdZziyFrxfNMunjKKmedQy6DlpfUqyB737pNjRMC3EqqERS36evA779Q8A7PwUkhnCuwr+P5YIHiiwCTEZQXZxe05KYNjuy3vfZreq7RoU3LVDoKpMK/Mm55Za/ATxtCMPRoMdpfe+W9eObUW/fUb9Y4Nf/i0u9uV70O1IxzQXq9XLBXXesMMFTl/reZs8g2vuDxj48eb79eM96QnbZec9reFE2KenMCOemo6cvoEwjG4Zpt8yoG0brOqw0O7Nu1xQkKNdiGSrFN57j183RDqYmIsw4X3/lIikAKEKUdwuob8WliDfcfAgAkGc1xAioa228ukcntqHmxMDgAMVzaJJQRDtFR0WifVtD20OfIwCe8B2P1fnNpw2FAXXeJXvmQhG//4UXWn4fFYemPCB046489IgEYHh8BtAS9BnPhz4HACzyaAzO+41u50BddIiqThzZdPgN/pjBCxftBOUsMbevboCjwPDurquPYcES3jHms/7XcT1djTp+956jKC7SXGVIMSae4ot6EnUXuEzRV5gOirX1MYSfqN2QO+o9Ut8VBfiRLwM/dp+PbirHIvg9sTB7FrPzPBm+UA+8/swNAFOA0R4EZOhec+aegfP1P+aPve433YRN0JPbAXUtotvcKVIxFQVkUTXbd5U/+dh53PJxnVvUFc5gcuEB/veSa8SxJb7hP3tuIfqFXFphdEed0fc/odWQS3rJkiaAemDjZZRMaBZP5gX1vdlJF0HMtFYW2z8vIjTqzv71u25tq1qc0/l5aymihHTOuol8Qsx2tk9Atg2nsODQOl72zkmxzL+fiqnw2VjRme+Vgg+P5VEpl1qojGeJHrpQ8z8uRhc6AfWFAvnpdikIGYxsOo0zMU/BWw9ana0nhD2bZCF4z1PnYNcK7r8ZFbNqTQ+oK/EUbF101P3gsy6cJBD3QKe0r29rM05z59W8g3toRMH3XstfP56bcAuqM+oq3vedre4fCYeDpESqi31KKL8vcZX1f/qJO/H8e9+AO/dTcVJcx92MKiRyAFnopVgDNhSAxP8AuPT3lydexOuunsRYUJyWQujj1AdZEJfWmxSaqBsS2GlXgL7+HW5R3yHGgyKNhbkd9YDI5PFl/tpPnZLWUene1GCH0pXlsG0HMTpGLSB4N0+H8OSpcLcJIUI3ls96IpAD6KgLWzDD6b1A2M9QFeYKuhrVVfc6dkKAOlOFPVubtYs0F56y9+C67fn+HqwUrtisWXObZZByOZ3GZzKoodIgnapmAypZZlZJgyDMnu3t1/H1bWy0P+KbbmR4k3F+9hyWK+HfoS3Yel0K2dlCb6bhR/YqacMgvmXPthWXIiT/8oTFkxk9Ey2Ss2M0jXMO0dELZ2CR8EQ7+4NdM56Qgzoc3lEXwjwpmyd+w3YBAHD3bTe0PFdesCy7+476XYcn8eHvvxm//m1X4/tua6PqyhiQo4LC6tnIp7mdwMBn3zY+ilnH+w5LSEUK4vx/F3jyZJ6P9lK/Zpgvftcf3BN9zJsl5I56AASN5fm1tnNIwT3PzGKCPNTDOuoJsgtJMAONJt/sr5vkScieqT4v+FKIDWsq5QGCIcoVU8kegGtue1uLHzHzm7cLWFwiteRCYMn8jr8Afu5ZYGx/8M8j4xlSXGZP/SOY1UB12x3AVW9yfz+cJaZCiI2KCDGP2IvaPADXRrHTSEo6rqGOOB6M3wkAyM0/CAC44ypvbVimXLJQLLf8vRtCUbid3Za7vhUAqVOtRXgXX7eXj6LcsUMUbAiwt5npBQAnxdfE2Ytno+flIsK0bJeWn4m3LwbddYB/nh0TfqA4PMQLDNOZ3rbdXcP8nrp2R3sdhO3DKSwgz4+36I0EvXCRn2sBCNBJBbpdEG2fmTU0TD94aJALQ83xfz9ChVp12gP1587xe2yp1tu5kaM2fr378+hYH903RDFPAurPv3gWiqQsqFARnVPfhbVgQgJt/o56s8LX1qpk+SgXDbPZNmKhkpBnzqGcIDvmdrAU28C+rD8hdxwHSZqdT0bYtPqCBOWEl3pL0dwVWOuOPcX2vsL9eTG+3c/mIkG56/ECPvTOm/HKg+PBPwcAvOkgdbuj2G/9CHlPNKpoGBbioqvdLVMs7nU/RWRVfj7UwHomNBk0+f4IFtG6KO4dGOFAM5EIFDZFoSyCySOAejqZ9DRPuu6oS8dVONtWHd2m9cJeYyGunyF0n4zqKhyTRjlCgLqYW1fadNTtKu/sLiCHG3YMzppXMBg1q+YJIMu5HDVvsqzq7vNNaT69xniu4IQA9bTDnxdrw9RdU5Dg7v1PPIf7joUX9IWYrtppHIdCWGXGmwGgTlo/bMtHfSsuSdDN6FQXXZGaRBtrpZ0jKZxzyNdz5bTr5Wm1AeqqoL4rOpANV31/5XW8a7g3YwKNkuv/PDndCuxjmoJ33LwDusrwjpeGz7yHxXA6htdcNYnvv3MPXn9N+HGIEDZ0F08fi3yOI+ixAYGJZEzFBeYVJ8osmvJjjPPORLLwQvQGRgmc2obpsGlC7sYHhLqGqMN+hmhyN43SRpxuTXqTEn2yWiWwFuF93c8YyfHN5CVT3nvsH+Wf48BU/zaajCsmtwrF4J9PCfqvazFgqP11GoxV27sWLYfhU1M/5aNsCzV2xTF9wFWO66kgcmh7eEIbFddTInHNTPvvSYDRT1p3+n8hb4JEUW7XbWCWHxyGhtDbsE3USV3fcRzoCBdHcjd0mlG36f9GJ6BOYwpffPjp0PnddiESH4AXMdoCfQFgAhTuvZN8jd0/0uO90eVs51gmhnqcf8ZmwdN9EUmmsIEqmXzbf+Zcb8wCy3ZgUlKbRAO1hj/hM13Vdn/Cq9Aao3UA6kLUyWJddGgjYuTAbd7xrtEVIzRoXW+Wl/DRh7hWQaPk//40WiNqhuXZ1+kpV8dCMf0ddde7WJHuqUQeAPP+NioERbVZ8RgiqTG+novCV5Bu6tiuEFsul49+bRGCJRShzXJusQAAeHK2SyrzHg+op3dc7/+dEOGafbotSBxWCFBkBrjPKgossoS857ETaJh2z0BdFJNl1feDo/y6nh7N+56ruveHB3KfPx8ANR2AuqIwZDW+Rrn0dQoB1CPdOQhcm0xDoUmQYC3Ud8dq2zRxqCBgXWIxOQBQaA9RmiWvox4yciPs2VgboF4ny+SmlsXesT5Tx6XQElT8ser4+Nef5Q/KAsj0s9xRl90DGjRKY4cA9V4F3boOyhvHsIpCNbyIEydmnN4NyweAkuF7XNLwjxnso6/iVdfsXsOBbu7YAuqXQXz0SdrQF0+7j129O5yeDgDbh5PYsYdoZYUzrlCEpbe5CfO7gDt+Gnj9b0fbAMmdL5EExDKRN/dvfvs1ePRXXov9E4OhqT1Z5sczf7YNtb4hgHprkWJ4+yH356oa/d2MbNuHgpOG6pjA/HPhTxKdlssBqEt0qaBHtUhEFleLiGsKjmRoAQ+hvqtSN1eI9jkkpNWryFlP4arNSx0q18Kqf3OLiRz/zBlWR7rJN2MtCNTXEErS21zvib8O3/nG1weeIH2GiASBERgM0hw7xZGZHL72316Dj/94eyvLG3cNIx1T8anSATQTUjHAB9TFzHWbJNJNgtqAr1gaFnVZPvUNnoCYtoM9Ob49BRNPBMTk7trPz0luqP25UYgVMsJKmF3tDaiXGl6SceTX7sHnnmkjYhlFCXbF93qjnDuuWnL77Zoxhjuv56rfqaYHIoVonHATEDOyZrO34zAsG6AkT2UO6g3/dyjExazADO7kSB4AEOsA1IW/fOisaJcxc/Ud7s+zjT4WC6nTHXOaeOYUP/diNlyEGMU4NJVFTqf7Vk+616uYDxchlJZ9I2mK4jl7tJkXfWaRXxMnL87jked4x7sWo2I7Jcf/dN+jPi91Ztb5qBiAeDdJ8W4q0p28F7AMfPapi/ihjzyMD9/PZ0qFinnF6nLN3XEbbwQgBKjndvCGhGPBWTwWSZP1rFQH17kEPBvKR46dQ93oYkY9EIo7niOd8wgGgkYddlk8tFb1F3XsbpTfI4rkbqEswnWhVufHOFuxcaZo+V+r43sGzlMb+rttkdbGJoAdr7+RF6EmYoZbaA6nvlNHvY3wZrPCc7/R0QkoEfbH/QiNnBpSaMCg9/TdB9SAyaCOSoN/pibdo3VHdwskYWKmT73IhafbjceuKYj6Ps5WXRHKYCRs4UTR3T2t02tmLD9QZ4Z4nQHrRF2CuPR3zFZ0DIPsnBKWqHrlsHsieqONayr2H+QJG1s964rc2O2sahgDXvde4JYfjn6ORMEXauAFZRilevgNqKsKsonBWZU1s5warxaiNweRHGkhdjR7DnhOAvU2QP3AZBbP2kTDjxCUO3WWL3TPBqnRmzF8HXU/CKo6RJ9DE+9+aQrxCw/xX8zc0Po6ioIaeFLQIC2A+56j72Gh9/nXroOO2ZRtR4TPabdicl0ES+TQoO7glM2T835Qw1TyZC46Sez4zv/ZQik1JGqgEwWC3aSsd9G+bflke99j8I76d9y4HTYUfDX+KvfxL52QaO6a6Da06ajT71g7gTDGUCNnixp1J3RVwY0zvAgRS/iTh4UGBwbn5zkYHYnxBDfeyXKKOuqjrOgDMN1Eqe4l0YblYCkKSAD4t2e4Zsbpgr/IYjF+3EaPAPmZ8zwp+8rxLtR2hLih5DHrjhBQAm8SkO4q+ZfCtGzozGMWNGv+kQdhI2UGEt6XXcWFj1THBGwbC6UG/udnnsXJRT8V3BZjEkGxrR6CjR9yRdgq/RSTi2Xc89cs8+/WqfrFjO7ay9eluMKgCFCmp3DTAV5Uv2nKX7h51W5+nDumA0VQISgXiy7C1egzsmYFJ8/wAn5Ny/NfUlH13x55GsfnpXPkWoWx1gJtWEzfwI+lWQLOPYzzKzV88bl5PEWCWRapkXddWImlgH2v4T/vChQKGQMmuEDsL3zgH3DTb36hZbQCAJ44xj9rhQ2W3moL+7tGZU0ddY2sNmO2tEdFAGnRUdclMOgWvCk6Kb+X6gZqNWEhF3j9WHuNiHKF/92Zgunud13PqIuio7hm21i0OaQjY3coOG5IiByoUXQLze2AeruOOqPi0fR0b8y6XkMnlkaaNZBldK5DgLrCHLdxYlJHvcli7shBsKPeMC3MLvC9tN/2bKJoOMqK0UCddDPinQQuxfNzHKjnUfT/QmiASLu9hQAAzABJREFUbInJbcWliFhwHr2barJQbi+cgdrsD63ldJU6MpUC6itcZOxoNd1WWGmQoY7zueB0+XTkc3ZmeAfhTTeHiH2NePPkyWz0/OeBiSyecXbzfzz+UeDU14DA3L1I3i42BthJ7lf4ZtT9x7vS4EtCHAZ+OHkfp7PtuhMYP4SwECJ9OqlACzXytQDIbuPEKj+nn/7mCfex47MFAMCxxTXM3UYFYygoeQBAnPHNLZbOr/tl993+VvxL4k2494bfw3WHWq/LquUty4YRvrktr/JNatkY3BL+fbfz4tQfL77EfaziSEkggW+lzVyi0g31HUBT59dkvSSBH5GsBq6lhiIKNSX/8zqxOGhebgyrPXfUyw0Tr1EexQPxd+MO5Wksl6OBerVG/tKOvxjyGCnfP3oyXNQpKpQuO+oAvDGCutdtUMkRQcyKC6BudWn7JELQ3kX4bPEgAfUgdV0GDlYDP/hXD+PP7zuJX/hHv+aH6Kjb62HFKCr07TcCAPbv6n7kqmMwBiOWBwDYFX6NysJyAJBj9H3KIEdPujRo2VMbAHd9AKAmAgmqYGW1SThjKZ6Ux+wastRZig0R84WYI+Ns1VeQWi7w4za1VHe2dYrqAevjX0QuRX7wVSqouEC9B+bCt38Q+MHPA7tf1vo7AuoHcBaOA5xfaaXUP3eSU6sL9mCTcVvSANg1mkJG6a2jrhFjQWZRPPACL+A9t+BfO4RKu6zu7gQ61W1ZSwBmV+toiMJ1YL1UO4yemKZnz9agQn3X+hXiOOnctQXqBBDtzQA7XOeVErI6zyfG862NrNcc4UXGPcPRxSihGzU8PDhdHsAbp7hxJo4h0LmWczktAZPAuFEtAACm0zw3TyTT0IhRlVT9Y1uVhoU0SGSyD/mNLwSLDUUUq62FYdt2kIIA6t01QXZs44XPCdW/ntYqfD19sbh2jZPNGpvgjtmKThEP3DwVJQ3Tai/QdpZm1BuLp3CAcP5dN3QveBUWFi0KOgxU5jhIWmH5juJKg4rMNk7vH2+ci5zldZOjEIGJYtIbH7hmX7iAHgDsm0jjQZs2ojNfB/7qjcAfXA3c+373feM0LyO6pZs62gD1mbE8AOD1BzNIPPU3/MGbfzDypYaIbrydakCiat+ryFkv4Xm9e0mQQxXvflfry6q/SJbI5tf9miO5LL7tv/0t3vTt3xv6e02iTFsRQN2i6nETg9MCODiZxa17RvCktQvP2xz0GCmv+ydmniNnHwFMpniiMJprXyS0YnyTNsoc/DiOAyeCNRCjJFgIYz17mrMdilaHzh4B9VFWxGyIdVW7uHZbDn94w0VMs2XcpTyK5Ur037MIdoeYdxTiTd2GcDSIHEmS4t6z/LWPnT7nPuZR3wMd9Ta2emERBOpGLdARNyI6rDKbYvEFjF38Ct6mfhUnz57zPc1xbZLWPqMOAOot7wLGDkE58Np1vU4wbFEEIVsgncSMbJWuT2KuPX1aGovQkx6F3QgC9QjLR7ejHt3dEtT1uF3DMOOvk8zTvUkdde6l7l2nZy/yrtmq1cP3u/9b+P+Pfwl5cmQoCB91UxRWeni91Aiw89bw301wFuB1MQ5oz4YA9ZjZ2Z62H+FaPDWruG5bDroAuV0WoK/ayc/BdNJjBZg0KtIIaDjo1PHWYXj+14YfKMdZK7tADn/XP9hR53uxFrHu2NLISYM83rsu4omOuijkt7Foi9HylYyv7/7uR9xznN+LswsL2JblB3bL/tbxPk0TOiwRa7ZlIE7FmLfecU34c/oV0jU55HbUpVyOMZjEvt2T4fggKRoM8SS2jfB16MiUf10p101kGP8MSpeCbl2HUGhnNsxKq4Bt07KRpQJnKpPv7jUFa8ysebP1AFQaPVoxLv311e/YAuqXQaSyOViSpcWTiwxmB9Xiz57lF6tenQUjGmQQ8PcamWzePQ5r7nkAQCU22Cpiu5jceRVshyGDCuxyhDCSYBOEzPs9XZPmyduwFFIxDc8P3Yn/2HwPlvZ/JxDPAaWLwL+9Fzj+Jf4ci1fztPRlANQT/iqsHMLua+T8V/lnTI0Bh98c/VpS5wHw5uCCAmB9DaIlytY3btewQ+e21xie8GtBJNu4LfQrNF2DTfeZGTIr6DiOaxcU63FGvdf4udcexIe+72b8/d7fxk83fxIrYze7v2PCRq4N8NxNnYh90x3uC5oBFnTiEwtlD/AEij6JDL9XU6ijadru85YaHYBsiq9VeVbB4mqp/XMDkdBVDJG69gQrtKW+u0A8eC26hY0egTq6tx5sEDNBl4R2xOyrRh11ywXqvXXUg0Ujs+EHnglKCrWAqvXXTq661zP+7BX4v7Hfxfv1P8OvDH/R9zzRRQyjoPYU174NePdDwFSfE2e6RpV6AdWmiaxN1Etiry0sLWK50sQxEgIzoAOKivNVnmbNL/mp8o8d46J056qB8yqcKCJEXQFPyDOFOkaJAqqSyFJUR70hbFqVHtZm0VG/+ARGGf/7VRKFEoUZe42+9y1BXdn94F3zs8utXuqe682AtWCoSMLMComtUb7VZUc9SYUURaawm+HfV5ws0dKqDUs0HKzAvdlhZrxhmIgJoB54/WyG5z5XT4TvjZZ034kigrCS6xii2Ces9trMqO/I8fe/ambwe2inmG8Qc6BR8pTqw3IHUWwNE2ADfMwlXwNkECFsHo0qsqKjHshbE9SVPpinB2RWmtg/AjT+UsNAGnS9rcP2NzRUHU1iIimVVtX3hOJZH4p9vWPEMl7eSSO4sAzEaJ8TbKMrKbaA+mUQQ8k4yvA21zJLI6G3T0rHJ7mXugIHWCRV9DbiNN0dRwxFkILtEn/NZuLSAfWZ8WFcAAcAK2fDRd6WVnjX44FzrRvd9NQMig6/4Z0O4wR/+8O34UO//gtIvP1D+PTd9+KB7N0AAOvxvwMApCmBiA/SNqZf0WZG3QXuDdqAbvy+9j65rrAb3ziiLLX6GlQEUKSOugpeQVb6OKMOACMTM75/j48OvhCjKwpMWprDOupNy3Z9mvXkYIH6bXtH8bojU7igTONT9p1IxDxQcdMe3oG4YaZN4i8SuQ4FFIUKXGqdgxnuXRzeIRIgJcPqqNSb7nXgdJq7TQ67QkbVlfn2zw0LojqPs0K02BUA5haNAurn9Dk6+Ym3vB6N2bAuOupCDTtueoWIMboV8+TDLoC61euMegAsXDPh/3xXT/A3umaH34mAMYZnHT5G4ahxrDh8/ZmAH7gemeR/PxFCQd0MIWyB9GYBSV3FD9+cBwCwkd0AgGqpgAuFGsy6cCHg57tK4yJOwz/Tv7LCP/+KFQB/r/pvwNs/Alz3XZHHIuzVkqyJMWGhmfID9TGs+jrqBgH1Tu4IvshOAZPXAnAwvfQNAF5H3VlLR71dUEd93JxFEvUWoG7bDpKk0xNLDxbsMdrXVLOKYkXW5ejyu3NV+cse288F6v7XSBBQTymWq1fCAvdapxn1ZrPp+mUH10th1zYcC2dhipETqDE0wdd3s8uOukMd9eU0WfmtnGoZC3TDHeG59KrvjJoVmlH2xD9D9qjnFvjeUihXWn4HAKgV+P9jWUAdMLOUNCsKxSKyTHiGB4oDLqWf3+tzK3xtKJpqJFAv103v9daJEcLCoTn1t+wPyc0aUsG82yIBY1hieQDA8ZNUGJLGihKpwSnvX6rYAuqXQeSSOoqOR1epqZ0v6J2ylzptEMdW1zdLntBVlMAXi0yJ3yBWupUutFGhqwpmVT5DVDgXDtQV6qivmK2LxMxwEmccvoh89lj7CvKu0TRSMQ2/c8/zePfHnsFvLb6c/+K5TwOVRXfOJjHUR+/eQYWW4EJB+V0uHdj3OzcYcNMPtH2p4wW+KT94lHdBdPL31toIIa03hE+mKnUdREdd1fq8Wcq2dLEMEhtA21MUBlMkTCFgqtE0ECMqZCwxWKAuQniIp2JekiVmnoPKv3PFukvhNN2uW/vvTc/y71l4ozZMrxgRFL7SJXpetVLyhLs6XXOKAivJCwLfcai383j/sUXMz/PO/QRW2gL1qI66y0BooyAc+npCDbqLRDBOQD1leQmQmMEcIetF0cEbjvU2y2eb/gRPi+r6BYBCTFPwHc3/gXck/wzsv1/E4s0/y98/7k/ot2X55xsZ2pyJlkbfbQ5llBsmtDq/VlmeFyEyrIZS3YQVsAsUHZ4E/N+XsHNjwQQ1NQIceWvb7m1a8kHPM0pSBSVUor4vSCMeJlloGmqPa8Z+3lUfvnAvAD6jbtsOEqSEnuhXsTA9BqTHweBgP7uAsyt+oF5pmi7lt509bT9CITE41ajhb++XXGW67KhX3JEkBw4VscU65QRfQ6wTkhtEHP41Ym45IJwVCKHAz48xUEwQ7xfRlRcjMDbTYLAeqO+O477mD35qmQNBsw6UIxwxehjhGXQoBNR1s4KTc/w+/tzzyy3Pmy/zNaoZJQBKHfVFK4nzhS5ZCGsNKh6lUMcQ6J4P6FtYBLRXC5xFe26ef7YLFeDFZX5OHz3lZ5+WG6Y7o973jjqAOLnnvGJbyC8F41WN9yQEPO/wxlppkY/JiEaR4ahIBF1iroDYAuqXQYxmYrAkxfam1jmRkb3URSyZ66eoVchvPGHzhUIdunRAHQB27Of0xl0I3xyEmIseYqsV11T8k/UynHPG8IRydVfv9/prprB7NAVl5gYcs7dBtRvAN/8vAO6JnR669LSujsEY8ENfAt79cOviKPuqH3gtMLyr7UvVwJ8vaLBilk8b4GKpECBTLbmjzpMAYUHVrxBicgAGsolFhRCFsUIod3VJxGvQ1HeAU+3vO8Y3d0PWxhAUS0no6N4XFnDrb30Jv/VZXjh7nry6n7zYPolJ5HnB6NphE4Zlo2FaLhBoSY71JGzymq5Xi9BIwJB1oYugUUHgrl29JYvfeHEJBomITalF3LAjH/lcAdRZgImiaJ1HBcKCOcQW6SLBTeU4gEk7Uicv0DHaMZ4HAByZ7O0eHU8F0oWAMrULNAIFipimoAkdZ+xxQFFxYIbvS1ePB86ra2s3ON2F9YQYa/rFl09wNxOh+k5rZAY1lOoGbFJatuj+iJFdkNBUEKFTd1hZg+VjMpmGFUzfiJrvo76XvPc0XavSHteMfXxOPXHmq2CwEdMUVJom9tFYy8uvCsvA1xhEfz+knMXZZf/1VaqbyBFA0fstehWIBFHXf/SOKdh0nZssxvfOLsJUvXurSY4o4v5o8esW17tju9ZZ10z6nxNWsJXDkKnqgftHFAZK5TLqRuusuwvUFR23HeAMspTSxRplm67d38ki4ORIvDGC/n5ijoPax861LzpsRKh0z8Wtijt/boWMFjHKJ1Sn9XsDAFCxbt5IwonSSepXEFAfYlVvbwwwQU+X+Wf44uNcQ8omAGspMdRtvl7UGv5rqVxvIM3osUHkOKIZVG5lsT19kgPtktMbA7Oq87XYKvK836b8s4Y4kpdIM2uQsQXUL4OYHEpg9zaPgtuMdd7Yx7NxXGT+7m6iS/uDdlEL2JjFcjMRz9yYmNzDgbpWONH6S8dxrR9iEdZNf2m9ES9r/JGrIN8pbt87ii//wqvw3990BJ+weFfdeegvAACrSGMotTmTzJZQtfCEWK7G3/yuji9jUbdTJKc5nW9oyQHSj1QCp7qkqKsIoN5n6vvxqpfUlpyNq9QKoG6HUN+NmtdpYhtgRcIYw/ffsRu5pI5XHPQYGOdK/Du/uOzN6X3oXp6k/cX9J+E4jidkprfvYMcIQN8yYUNXFRJHIuAWBOCMuQWieqXoehUr3bA4RNexEqFpERHlhok8ONBJOjX8rzftjXxuRuPAWo8F/Izp3uq1o56hSzqf6fz50jn++TTYbrdCJPkG2Yu5BZZuvZIpEgG14BfO+ROvJ0/zGcQnZwNCWGQFOFes45FTyzCFSngA6AvdgIq5SdMSAsKsvoz7ji1gdo47n4A66nFmolKpwibQJMBaXCi0M8s3bhAj8SOtS/9gOZiiQJVcXKx4ziu6io66UsRffp/n2GDVBVDv0YJp522AngKrzOP5n9yB59/7Bl6oiGBQrCvGOVB/7dgyXn3Iz/Yq1g23o86EsN+AQiWF7bxmuOr2Zg8U/1Rcd0ceGqRGrYhCVrDjLRW2Ts8X+A+Be7PTmIqgqhvQW4oJjN5vtVxGMcQiayrD77frd09gxwSNd0QoxPvf1DumJjSUUwKohwvKCQeTmnlpXILk0EiMMG5X3MIpC2F9qbRvaRFrtijeFpHCUHJwVsQAXMaYy6ABWqjvNnXUlSZZMrvODDE4YuQgUPz/lr1SrjYI6jsJys3NXYAV0NaqlnjuUEFvuVU94Qf/Qn+jijiSHcaCL8fYpDviVrSEVDkTCsntgjGGctIPopN9UKwWNkoiXnnTgJUuO8XoPv7/pZAqrtlwZ5eFUnQw/vaHbsV33bwdP/bKfV29HWMMjDHctGsYX46/GrbDwIjqlR+ZwEjqMleczE7x/+d38o56h7AFLZnonqJJN5IbnLBKigpO0xJuSTB+nuN9pqbrOY8xcra6cRtAPM6Tq4zeWqU36kLxXevOZqkP8WvfdjUe/9XXYjrnbairTepq1z3AtWeMJ7gvP0CAkRIctdNsp+v/zQF0w7CRiJhRB7wZ3SOjqkvB7g6o8w3+/PkzKNZbk6+GaeGfHz+PxbI/Ma5UK17XAfBEbELitl382HaO+9fpXIaS/3hvnZepLE8Ar9neme47lM2hSbZwdnUFtu3AILXpskEJsiuQ1NusPAI2fLMBcTRxHZQDQDum8X/bDvC2Dz6AP76X1N4DYOTRkzzpenGlx+PaqBC2abUCnj5fdPUUXCtUAPXKigvUxSxyUiqQ1yteNzEhgPpaFcwlVXg1LbHnUmMAGJhjY39GOme0Rju9jiVpcWDPKwAA8dNf9h63BgDUqaN+99gyfv51fkvQXSNpjGm01iTz/XvPsBDfUbPidtR7saHTVQVVKibWaORgSBSxg6MC0vdnCMp5j0D9uin+XkyPLr7H0UTDbJ0fT6v8sanhIYkm38U9KK0fTeg4adNeGdFRd2hG3dkEPupxuucUOK5AoRKixaMKFhRamW0A0Cjxjvqqk0YmNuBObrAoH8u0jBE4wkudgLrQkbDUBGwC6k5gRj0jhOkUfSBsJodcLL7wyLMtI2NmjQP1Ro/jOGaK7+Nqle8ZTbrHKk5iC6hvxSUMaRbFiXe3sVtDno+s4ahI96HLedthz3scTMHYxKXtqC8neZJkLBxrtWiTBCbiEUqQd+4fw/vedj1yPVZDVYXh2sOH8XXniPuYkhqBolz6avG6Yupa4B1/C3zfJ7uaJXMEjVJYD0V4X/czxkd4Z+uqUe/4cnH+vY/3eb41mfeUl+vqxs3OphN8w8yGzBHvHOLLtjZIZf1AiAKVHKrw/5W6DWKW/ba9o2CMuUC9o7ggVd3tyhLqhoWGYSLuUt9bP6fiijVVoAungXgXnUIC6v/8tSfwxNlCy68/8OUT+Jm/fxz/4c+/4Xvcqfqf65QuunP4LRGhIiwo55NBCnmnEOJMXSS4uVQMFYWvdY3yMgzbhi5U36n488w8BwP3Pncu/EUiYqnknxl2gsrQQj06hPouB6PxmhfO+1WAPVu7TcpKoo76sdNn8KnHzyMv5kQzE66SerNSdOclbdFRjyfQcHgS36h62gEJh/991N7UMWT7Nhmoq5p7P8kFpRum+B43PbYGAdh9nk2biOMXeFHtgdPlsL9YW5CgHOZbNWeSzPC60h3EX9cd9N0+efICVor883XS2QhGjfHr3Kjy4swRGvW4dldgXFCiXAsLt5OzfisruwNQnyYbzNA9gcBXHAYaZgiF212vdLy4Ql3vgPViaAgxQSiwoOLRUp4/HmHR5gH1Sw+kMpmsK9iasYgRFgJS3XGlCOp7s8yLdVUlM/jcLwDUzVjIukFAXehfQCoyORFA3bU4i2e6Hu3oJRRam4ZZCasBRocQuGz2qptB2lixOl+DhlS+9+yaGrv8c/CQ2ALql0n8ywvewvmSg+3nhkW86tab3J8rSCCb6EO3Ud4g0xOXXBikoE/BdBTodh1O8YL/l0T9rDkxF/j0M37utQfxkjf9uPdAqnPH67KIw2/ymAodwvWbFQrsohOgDw6ou1TopgQchKJsn6/H9MiU+3NT7ZEyup4QwmF2a4IgktVBetV3Exq9v0zlFhuxKHwJoK6FdXrkIMXqysocPv7Nc5iQP1rYtSRASrOCG2f4a48M5zsfNM0Zj6KI2dVWwaRnLvCk7ULB/ztGs4gifuYvPofHzvofc0N0mlr8xGn97ZFy7qr0dmHPFtMUDI/wYkTSLMEwTGjENtHpezSwNh/12RW/pR0z/MCduTPq/nOd0lXcuDPv/vvQdn58iuX/Htx/93l8pW9BQN2uLOPc7Bx04W2dHHHXBqNWxFuu4c8bHaGuneKNajQItDmOg7QYy1rjvLWwfQOAkhoArkR//+T9j+HEAt8HJ2L8OhoZXoOOCvmpW6cfwE98+F587fgiTBLYKpt9XHMnyOardAErS/N+1ktDsBEYV9keZOj8fJ6ZXUShyK97S+1tT2sQUG+K4owQvQwCQsY8WzQCVs2Gvwhmd1oz3NcOOUa3o26gbrR21Atlfn2cL1n4t+P8Oy6Wuyi+WH7V/wdX6RqMoL5vpo76qw9PQqPmV1LoLYXo24iOuhbRUTcrBQBAQ9sA/ZoAULdDRmCFmn3M5OfPEQKGagyOGH0KAPUHnjsNAGgMKr+hvHgY5Ragbtf5vWH2OI4jtLHSDQ7UmbAHTmxOIdL1xqW/Y7aiqyg73k167b7ugPrhq671/h5JpON92FCl2bB5J9cyc7LRsX0sh7Ok3F4IWrTRzVtF0qdW3a+YySeRvv6tsKmr/Gzh0leKNzyogq8aNSyW6rAIPLcI5vQzCCA6RtW7/myvK9DPyI9OwnT4MllXNkZhHQAaRF+u1kPUd0VSNshiSBehiY66lMSkSi/i07FfQv2JT+Dn/+Fxt0uqdALqBKCzrIaVYgm375I27pDkc77Bk46nT51HTuPvn4jQofC/DweJowGPaRGHpnjC9babtvseVxoF379HnRUslcOB7jNnefKwWAusjZT0OQEKeac4v8KTrkfOdCnCJGjB9QIMSa1YzMy7Ps49AnXbDBy36QcTTNjOBSikw+kYfuc7rwMAxDUFh8m+TYf//aNE+DZNEIUzz8oYZpRgqklATyBO9Pa3Hs4ip/LrMZ7wruGhHAcx00kOVhhjmIzzzzs6sjaL05Lt3VMLVuDaJ0G5ex99Gk+do46hUFheyxzqyF4gNQrVMXHy2NN4cbEChZgsrJ9WnIkcMMTvvR9+/1/jE9/0WB/Pn+S+82YsO/iRH6K+J9FAvba2PU0AdaMugLooYrcWWE0C6uJ+1WhG3B1jMdrfq2cWCvw9EVLMEx11ZqIRIiY3v8LXlUfPV7zPaIbsOy0HzY+pYil45cFx/N6Pfjt/fPlkK7sRcFXfN0NHHUDLfDcLOb9iRl2HGfqZbLLsDI6EDiRUzbXWBDxQ7nsK6V3oFjX2BOtBTcARTYzAjPrTJ7ljT6+Cbl2HAOqs1KKRICwrewXq8WHOdMzZNH4kisaxDWymbGBsAfXLJEy5etbtfFZ6DDYluRWkoKnrP92PznsV2efKKaiXmGYS0xTMamTRdv55/y8pMRkdGcaOkQGBrHgGF7e9DgBwtLJxQG6zhJgXz+sG6o2G6+XajQL3mkPqdjx9fhWGZcMkEFHuDQN1jFRcxxL4Z6xg487v+VX+Qc4trrb87hTRIlealzbhUQl8xyQrodvqX8M1yil8+4Xfw+ceO+7aDAWF1VoikYdNAnrVwjxAtm5gamjxZcngjy0sLXubdDfCei5QL2E2BKgnCyfw2dh78JLyV3yPawGgPtHGS71OybbJ/EnzmVWeIK2USi1/0y4YJbh2t2wRUUytFXx+yOJ8ie+TWb119p1AgscCYnDMCgfqAPC147x48dLdI0ilOVCMBwSrWBtRp00R1FHPo4JhEFCP5wEAMZp5HdObXgFDuh69UQ26Vm0bjOZIlZCEu5uQbdZYOgD2qaM+wQqYJ+X32UW+blSxhiIqY8AQ32en2RJWq00oVJhR+z3X6iq/n8NF6R59+kUOKIrOBqzDdO7SrI7D4/x+0Xt0MhF0XotcOp4/x0c9nplvve8MAmCWAOr03TZo3Gq0w1s/eIyzCVcaITmedH6awXEVwKW+O4ru0fs7UO3pYPlrQse3HJ5AapJYeI1V17bM/3y+ftibBqj7u+DD2dYC1pEd0n0Vxm5r8M9p6AMexaBg0niXmsq3/F4jNfsEAfWrx/n53L9tDDEqOiQ1f8FBo/3T7MJNak1BYzgjIdR3wZKxe2TI3HyEM2+G7QJg25gjvZTjK62MkSshtoD6ZRKOtKis2N1tVFXDQinBZ8j3buuPjdqi6e0YFbJIuNSxmuJz6o25Y/5frKeD0GW8MFfCtx19Pf7IfCu+mn/bwN5ns8bVuzg1/OpRFc2GRIUd4Iy6GL/IsQpWqk2Ypg2NVN9ZF17TvQRjDIvk2VneQKBuEcizgl1MAIsrBQDA8iUG6hp10uQZ9e+5hhJLVsIPqv/qgvh0qsN3xxgasTwAwCgueGAn4joSytVmvYyVVZ4sdUVNFUAdq5hdbU1Gdy5/DVcrp7H73L/47HZ+7mV+BeoJVsBSBFDXHJ6QqgEWgaaL7yucRhkVCgF1tUug/s15ftzPnjzjiVMBHvWe/s96FJOzA0wAFuioK/R6YZ2pr53gIPGO/aOIEQsnhqZvzt/1n9+k9mwCqMeZgRnGP49NXXY36W+U8MSLFwEAZVsqMEmjGvz/ErV4jZZItmSzpmb91yeGeMdpkq1gnrzUT5zn8+qCjdJz5Hine4YtoVA1oNL5VvqtlUFA/SA76xtPsUgnorkRNGPKGZJo4OV7OfjJpHvLIw7t4HvjgTw1M6hLbbLWQpQo6plUoBQddT3N956ZTPt736G/C52jl9ZQsxEN1KHqcMQa2k0Rj57TgA5dVThTQIz7SPpAIgShM9Vnwde1xEqliedX/ID1xr0TLc/TZbeSkPVyQuff+w/edX1/DzAibMn2TwnRacjm+Bq1M833GOHCM5obwtXb+Fp18w5/YVAz19bV7joIqA+jhNWq/zscIoFWLdHbPc2oEAnHAmrLKBcLAIDT5StvPh3YAuqXT0g35YMXIzwdA2E7wKOr/AYIo8msJVRpnq6WWBtlr99h5LlVkroSsGgTm8UA6TBjmTiWMYTfN78Lp82NqapuqhBdI6MGQ1L/HmiyTd2jPKtgtVyFKQEIdQC02bLGNzixCW5EuAqtIUDdagqBmEub8OgE1OWOuustDeCHtc8gCb4Rj+Y6b8RGgn/PTmUBf33fC/zlnPBRBouuu2Z1FWXqUDvdsDjo2hllRbfT6HtdouLZ5QVUmt46O6ZQEYrmK8cR3VHXXaV7//lRY/zfsYh5x6hQyEe927GOEvh6Z1VWYBJl1nBUTyiI7k2Xqt5lBIG6GgDqSYV/rlhI5/ELz3KQeM1MDnqSH18cBpqW1wFR6Xg2LfU9loZFQGQP42BcoSS0pvDP9M1jZ/HcWf5Zi6Z3vs5W+Hd/+iJXKT43x59jsQibzC7Cljr2sSBQz/IC/RRbxnyJ34MxsrPU1ypeJ3XUCzUDKoHJjmMtvQYJyh1k53FRAupOrQAAMLpwvVl3EPU9hQZMUYDu8TylMoKGTOr+4vsKGRVQ6LXzJB4aozXEEZ3GDsBZAPVQZXpFc+fCD4223lu+kRVx73Wjo2EKer4GXVXwga8cR0Ws10ZrQWD/GF8Xbtk73vK7jQ5VZbhYD2qIhKyvcuHDDqHr0TXJkhuTG1iysGoIUM8P8/1tJkl7jKxdIAq9gRl1QZM39QE1tKiYGWMWqmU/0+Lmaf6dH9mzrbfXVHWfYKZNub6p9rlouEliC6hfJqHQ7EnTUZFJd7fRZuIaFjRe1e3VpzAq9JS3INmp1grkpQhtjHugZypnfI8vr3DQ8Mxid4WNtcRI2lvIz62EVKuv9HCBehVGgy+WDcQGoh7qRnIYNvjrV1cXfV1nXe+/ENWBO94CS03guts629X1K0RHPQiOALh2QWYPdkGDiJEhvg6pzPFo0TUPqA+xGmJCcKuL+U4nJSzalmESRTis+wQADiUVdr2MhKjK96D6nmYNmPVWwaQ4gZlRrGJFBuI0i4gRXhQcj6C+O47jCg+pAe94l4EAE47dPUVPIbaIqnbXUbeIju3UCsiSp7tPiV1dI1APFI1umvGf06tI1frmfVMIxi+98Sr80Mv24OUHxhAnIJ9AE/WmlzTuHeHHOJHfgI7pWoIxmMT6uD7JqfyxIX7NivnOb75wWrIL9Pbc+Tq/n1eLPFFdXuId+bKTXPNaaeve9Z7IB/Zi6qhPsRVXi0Fc2/HkGov2OQHUl1GoGi49u+/uEy71/QxmC9KeSjRjK0REq+9B322SNVAqk61dr7orksUb4HmTqyEFRbGWHh4XawR/ruhy1hvtZ8aFDVfQcQEAwJjrpT6RbJ2zZm5HPe5234NCj6FBz2lCh64yPHp6BRVbAP2QXEgop19iAWKAC1yWggy5kO9usSat02HaIvUC/7+k3TTIKBgSGyas+SYxewBPf2Cxzjwx0gCFP05A3RpURz2Wctlut0wGnZnWzno9b/LPvzJ/Dg4V0ywt1e5PLtvYAuqXSYjKfQFZDKW6ByNPNnll/b65/iT1sYxUOcy2JmSXIrLb+LzKWPO8bxGqV2ixqg/W3/KD//FG6CrD/3jzkc5PvsLiJOlbnbgwD4OEzxoYcEdMUVFT+SLdXJ33AXWlz9R3ABi56+eg/tI5bL/+1X1/7ahoC9RFR71HFeJ+hyIBUWY1Uag2cfQkV5B1rv8e/5O76EYpJCin1ZfcDpEZlRwTS8ZpVpAUomTddNRjGZfe+a4bWwHhjWRhNcaKLhCvNEw8/gL3BnbG+VoTRX03LMcdw2ihvhNQV5gDw+heTEEBTxZZlwmuQ50WpbGKYTqEmKQRkE7x72k4xPqv7esGZtRjdiCZN6XOXCB+5BX78Mtvuppb9hFQV5kDW3rNaaL3juU2r3KvneD734x1HoC3L6uUNOtmGVqIXaBBnR6bGBvNKgedtXUIVApLOABI5QOjbdRRn2TLWCg10DRtJB1+TyXW3FH3qO+rtaZrn5hI9hmojx+CA4YRVoZRnHNHUFQC6k6f2IFtg0B2GnXcRzaGK83e0uXTJV6AOTfPizouUA8T3xP3DIFfoe1xtMAffvbMQuvfyOGqe0esl64/eisA92lDEFDvSr+C7ncDKuKaglcemkC9TUfd7eRughl1TVVQY/5777ELrXT9muHAcqiQFrIX18lH/d9O9+jkscYYzue9f8TDgDp/zK4XYVo2zi/Q7PayiefmOZj95kn/tSQYH3Lhr9+hEpPtpvFAgZoKCmsZ/zln8L+pLJ5z7YHtECvXKyG2gPplEuldN+DvzNfg98y39+T5/THrVfjR5s/hPUtv6MtxJLKeBVkstzmA+rVHjsBW41yZc/Ws+7hJaqvNAdNhXn/NNI6+9w1447XTnZ98hYWwZ1PNGizqHBgRXdB+hphnNsuLMCXQMzAhqg22jLIJqIcqhJueN+olDTkptBpYrjRd0TV2w/dideQ699d1u/NWE8/xruDN43bHYgSjCrxilF16fVdicoy5wlvfebD1tacSHGSnWAOFVf5ZlitNnLvAxZoYdftGWQlHJlv/3rRtxBj5lgfYHTEpQffNjncI4eGrhNgHhQUj1pPaXPXmKqVCyaFt/PMfmextXTwwHrjeAvZsiLBnawkpmRqJSd0ds8u/v4QRH+LA/BrqqAtFYzUpgHoFmk1zxnHvehSdHqFyLLy168rak2NDAvkt1HfqqE+ggMVSDZWGiRQjoJ5ZI9AdIjo9llEzLIzGOYB+yZ4+5wF6EhjeAwDY65x2C2Zak39nbCO6l1QIzGkG0goB2R5dNk4Qy3dxmYOlGAF1+bpww7Vu5M9JUhFEqHiHzUf7QnTUIzQ9xJ58YbHVUlKRRk5efc0OAMCQ3gXjx9dRV/Cqg+OokVBho9rKVnphtgAAeOBUofNrb0AE7cjskFEyTWUwhJJ+kPpu24iZPMc8V9uYcZ2Y7GwSQn33OuplXFipuswIpidQocOv1v1FhZgA6gPUcnKti6XROAB4+iQveF6o9d5gESOJzdVZ157NGmCx4VLGFlC/TOKN123DL5k/hH+wXo2hRPegYdtYHp+zX9pK81ljpIa8ufTUaI9zJQOKXCoOhSipWDruPi48GmV13EGFconV7y9VxGjeNIEG0gol3YMUkqNoxsXCvwhLtpnaBNX6fkQ7oO4KB23A99w2pOJFsVTBas1wbauQGkH6Df8DAGBCQzzR+R6MZTlQf+1uDYzow3ZEMUIhv9SEWXSdBrrqqAPunDoqIV0qSeSrtsznkEt1EznQ46P7XQrhf33ZSMufm7aDONH91cD5kZXvzR6Auq7wz5dOdAdgtTQH6jGjiDqJR/kU6Nfo556P+de42SV/0n+OLKJeWOoAKmR2hXQM5So/VmFNuBlDoXlLVuXUdTF/qZPqe9yqICaAumTPZok9iDo/Vo2juOY6vIvvvHqn94+g6nt6Ag5ToDEb//SfDqBUN5GGOK41dtSJ+r5LL+DT736Zx6AYQGGFjR8EAHzPPhOC96EbpJIfonbd96CEX7EayKkCyPa23jrUlVeooCW0PLSQjvrJAi/uffnZs1wdnXQpDKHE3QGosw5FslWD31MPn7jY8ruJNIcBN+wex6FtvOATczrcw4B77+4Yz+Pw9BC2DydRJzZdtdYK1Js05tJvZ5a1hhGgemshWgu6qrhA3QnaWTZLLttJz7TuBQMJuRgdCtR5EU5hDmqVVVf3Q4klPOp7QMz09p38NXdMDk4c2qJ1cnb2gvuY4zhuR11Zw5pUi/M1zy7NecKmW9T3rbiUUap7N1c20X316UPfdxNu2TOCv/uhW/tyHNlsBt+0D+CYvQ23XHdd5z/YqBgla5ClF92H7DV6NG5F9xGnCm/C8WxsRvODpyaqGb5I78s0XFVsC8rg/XU3KCbz/JqdDlP7JVqhfak7j4yhQVTHar2GYq2JHIg+mByBtv/VwBvfD+2tf9ydQJgQh6kselTOCMr8VTt5F++l41JHtkug7tCc+rnzZ2Fa/s7R0ooHPhtFLvhVbpjIs7J3jEJxtjzX8tpDCR3jSQ5og5Z0qqbDpi2XhQkTRUSKlvu9E93dVzoB9YRZwgvnOaCcq0ifU3ynPaq+B0WIKmW/zZxFlk41u8P+xJhXzJP8mk/N8+9+tjI4TZF1RyogGkXXbIzUudOsjgSNYugyUBcJNmkv2HXeHQ6ChV7CBdxaopVNomquMvK+eBHlhokUAfU1i6tmZwAwDgqle3QgwqH5XQCAN+1sYizDX//lO2gsZWwDtHFi3veZcfh1HkpZbxOMwL5q8jVR0NkTydbv3yAfddNo+O4JD6i3Xy9u3cmfNxIh2mlSt9g2WguEaZWvDdvH8r0V8Wj9mMgPYSafBGMMTcbPlVlvpZE7YiyRbY492gjYkWl66x6lKwpMsg01g0CdLOgajt6zI8CaQ77Pw6jvWtwtLNTLBXcMh2lJF6izwIx6luzaUonBMU+XbP79fPJrT7qPFesmxsE77PmJHT2/ZjPJ93FWnoNiCh/1LaC+FZcwiuQ/mIlrPfmhH5jM4mM/ejvu2N8fhfbpfAo3/fpDOPDrTyGX3Tw3xYs2T9wvvPiU+5jTFHMrm+c4r7SIp/hmkUQDhquOO/hO7/gEp2G+apuCqQzfgNQNpqcPMmZGeMI1mWkFPbfs4IneNbv6Y7m4nhBJgdGso1pc8rrbqREOyG75YeCG/9Ddi9GMul1ZdJWWnQjqu57k349eX/KOo9vzT93Hv/nSIygEfF3PznlddtMF6gbybgFiGMhwoGAXZ30Wbm4IQBs4HsYYFCpYdEUtdV9PJLjddZpzwzyBGWIVl21iMu9Yji7w5O3pTnOvgZgtkHc4sRxijj+ZTzn8O1K6ECurWPy6efasV+zwbO0uMVOkXQTVnQm460RRzqCGJIkb6hLFWYwIKQTaGhUhjLYO4TwBuFNj4YJ0WRrFKl3EdEbxhB3XCtS1mHvtY/WsS30+Xx6Ad/EwB+pYOe0+lGN8TUgNbYAtrJaAQ4KlQzYvqig9XpcszsGJZlYBx0GcCjiTI/mW5wratWM0sVryCmCCyttpZnx3jq8NQ5lwwCjGpJwQoC7bs50u8nNphvmtB0OAedmnXQD1MBs4Kqg7m4T1pkhaB6ajIBYiRCtT34WDhhuk+L6KdE/Ns3VFrENHnTFUmeeIorm6CDJQD7iOiKLxoMYG4enPxI2C+9jscgnj4OtgYrR3oC7ErPXaAnZn+T581/X71nmkmzO2gPplEgmdL266ugko1oqyKZQ75XiiyhOm2rzXUWdEY7UHaM/27z2EMFGcmTCqlGBsBCVbdF+rSx4wUjZos9yIEH60AQEvwKMlhnVmNjoMAoBms45Gkc/t1llybV02Un0/fuo0FkmtNnSeE/B8jhscqLNuae8AmPBSZ0VUG153wXEcJGwvwbw2z7/nUt1ETnTUk8NAhhcFf/VvvxTu9CA61aF2P6Kb3QP/s8fr+8g+DnKydhkOdblloG6611ZvHfUTczypWrXJB93xJ/1pAuqJbGcg1aAOYr3mzblrwtau33Zf/YwgUHd91Pn1mGU17B+mwqHsQkB7kEo0aKXIBcrSQ+ugzIo1kGbHW4Ie/8rDT+DCwpL3+HrmOMmi7f988kvuQ1HjKesK6qibS6c8G0UCRqEApd/BGEwq8OchOuq9dRzFeI5m1fz3Wsja6Ii1wmygWuX3UdPR3EJlRwZOB3aD3aajXiNb1fmKjX87vhr5vJagzzRfdVCq0/GJdTioXwEJIG6S3PFHXut5nxsIb4Bx6js/XsEYcoMU31edNLI9jKOuK3zU9/CCaJ20K4xKAborbCnZszn+jvrZRX7OC43exEV7CY0YkCmz4D62Mn8GCnPQhObu/T1Fljcq4o0lKMQyTGc2qWPIOmMLqF8mMZVL4Ev/+ZX4t//8qkt9KJsyYqO7AQDJynn3MU3MrVyhAhObIWISWLz/qWMAgBOFDaCuUlfUrixIHcwrB6hXLb40V2ohQFAo6m4ChVPRbbCadZhlDgaq2hoTaQIeI6yEV+zlG+74cHgyUiQbIEYzv11Zs4mQgHq54RVCGqbt0YMBHEzzn8vVGoYYfefJYTdBGMNKi/L7+UINtju7G9KhkBLybsOijvrplS7n2oXYlm2ACUsrCaiL2Xm1B/o9ADjkriASwQSkz2AZ7neX6gJ8hnXeomztNlUkA59NiCSRiNOhYS5ABsA3inHn1Rx4Xj2mAraNb7G+DgCYuXEdIq+7Xwa87jeBN74v/PfUUX/66PN48kXaF1XJK3stQXPq5QsvuA/FEgMozFJHvTh7HP/rX59HtWlidYUXAp0wyu8AwiIR2mEq0vUK1FUq3uh2za+CHlLIdoSQmdVAk+6JBtPdkSElUFSzbce13QOAC0sFAHBnxINhq6Jj37rulCocVD81W3PZLJpjAGFsITloDbv/VMktWN55Fe+MTqdC/pbm7jeNjoykNG5AC22C6SqD4dAeF+yoE/W9iBRyyQ3KPTpR3+EJVJrVouQ0kIrsqJ8noL5UHxxQFzaWGbsIg8bNKvOcLVPQxtY0sijErIfMRVf7Y81soU0eW0D9Mop94xkMpzdxEnMJIzHOVWLzxpy7wezM8AXhbbcfumTHdcWHlnA9zVmNA7UmBl9drut5AMDXnnwBRy/y2dZijyO3mzmeuMCTw+fOL7f87uQs/57PDoJy2mO4HXWjAa3Oz0NDXyNQp+LLMEpoCjGiiGJEi0BkDx118T5jWEVV8vGuNi2kmJTIkticUSl4jyVybkd9HKtYrvgT33K14QoMhQH1+Rpfm47Ptp7X0HAcqPR6dreMkVjaTcq0Ggc3tiQmp8T4cWndCEbJQQlejQTQEtLfN8vebH+mC2qymJm1JIqtTkBdi11GHXXR1aakP2VXoYjupnRNihEhxagCp+4DSheARA7JI29c+7EoKnDHTwEzLwn/veSl/txpLiK2bp9hsmjbzWbdhxJRrJf1BHXUR1gZhZVlLJaaMKoFAABL5vv/fiFhEyjKu0C9t4KERh31mFVDsUTsPjDfvei+l1grrCYMAupNxDBJhcqxpB9EfuBf7sP7f+dX8IWnzgAAHjnOz0cU2HJt20IKhCoxWRQ97llIwm7RpGgJofruaNBFN9rtqIcUFTcZ9V0GuraiI6m3HhdjDNtG+fOygbTGqfE1b2M76tI+F8EsaZLuhVVfxWiCXw/bx4ddF5K46r9GFBo5UtZTwOsQiSFOUx9BGas0btZY5g5NlfjaRvjedAdf95JWGY0i36uPLl/6nGgQsQXUt+KKiNwUB+oppwrQAuoqOA/SduLfezAGhaqYI5TQbIS/t7DyGmUlzBfIFq4LC7DLJRyRzIVQpJcKvAI+W730YzCCUm0bDbz1EE8iJqciqLidQnhSMwdahWaXI+ZCE2l/N6Ea0UkKfx8O1EdYyddRrzY9ZWwAKC7yLuRb6HNZ8RwHR9RRn2AFLFf858eUO1Yh1HfBQLBDOluhIQn/aGqXPuoAVhx+TxqrBNAU71g06ujp6FF+mRL3psrX0zgzYJv8scoqLwgUnSQyqc5A2yS7KDELa9mOB9Q384x6yuuoO4ru7S3Cv7hRQs0dAZKSasHqapaBJz/Gfz7y7YMRYhMhvNSxjMdP8Gt51V7n+1FHfbfCgWHD0RCPDQB4JYZgkAWnUjiDYq2JIaETsRH2bPB0BUbJyULppRgI4Mhu/v2Pxw006rxr3XB0KGEaQwTUmdWE0eBrkMFiOLSNr4kzGf/fTD3yu/hd/UO49xN/xv9cqHtHHKML1K1WAK0KbQgt5mcNmB0YPMQcakJHrAWot1LfY+RekYxvDi2Zz7zgKdPnM2mMZsLvDZ0YPorjXy8ZddRfdcNBTGQ3qLgoOsZMjeweJzN5AMD2pIU4FVNz2Sxu2Ele5tv99HBNOv+DCjGjPsxKLlAftvieYaTXZu+opIbdEcG4sMmrXPqcaBBx5WS2W/HvOiZH8ph38gAAp0ACNCQmJ+YHt2JAQQlNrMk3LmcD1MhZylv4i0TdMzdLpb4P4YjuaUhXQxXeqJfang0eULeadaDGu8RKao1zt6qOps4BT5Oq7fMRmkaJlB+oL9R7OPc025dGDdWmB4Sr9SaSzOsSH33xJABgmPF1RBWK36SmPc5WWjrqPqCuhAF1Kmx0S32X5glZlx11xhiKDr8nGbECbOYlYQp1rDWnQ8csGES/ldWSG6TubFR5cbTC0lC7sKoUgnQ2AfWmaUv2VZdHR50JwUTAo9E2y66yu9z9Ep7apeVZ1J74BADg9PY3DfZYpY56mjzUzfValdKM+m7GC2kN6Ihrg0kj7Ry3n4uXz6JcKXlieBsxow64QEio+PeqvZId4sepmjU0SRwzim2WTPJrZSQOV0jTZLrHyglQ38dRAADMGDzX0UjYMarrP5zja97N21rPvyfiGPdbx3Vao1wfdQ26xu+Dr5/hx352vpUxdHCMf8ZXHFobMOt3nKtIe0Y7IVLxu6BeDAF1JZEDCxNzHEQI6ns8Gy4gCWD7FN+fDuRsv3ZBRE4hCjVdObOsNVKtQP32UX5sBw9ctbbXZMxzYKHQE1dmrr8F1LfiiojJoQTOO7xiWJ47BQAoFQsAgIcvXEGc6M0YlJAKRU9nIwAk0ZdHUMIqAXUbVw5Qd5ODMKAuBGJ6nJkcROwc58Dl8EQcqFJyFpzj7SGsBH+9GUbzqBHXkhrwXTV7YXFQFzTDar6Oeq1S9D0tbxe4fZtg6AiQRtT3CVZomVG3ZQufkOTPcgsbEUlwwDpHPv+a3v0cZEUhuyaHJ5PDQ173RSTjvXbUhb2SJWl+xAkgTGgccE9PTnf1WhYV84RolaJ4NlGxHinGGxoy9T0lUfzpmlLgeMUeaZ50vsHXpmxjDkmnirP2OJSdtw/2WEVHnS27+gHrp75zoD7O+HVlQB8YSNFId2bSnsP8wjwAsuDcoDlUFnyfXtkPgm1hVGE1SCCOhYOhfVN8zbxpe4oXPcE76qY7WuTvbifoGtvOeCFOo466GtFRz2f5erkn37pHeiKOMcRjGho0k92po+6YAqh7HfX5Gr8WGiE+6m7RcZOIvmopqeDTRvH8QomvwYVywHJOiBtu0CgGAG9NaVesEpT+RtE9h3VHjwbqGHxHXTCRxpQyxsX4bpF0M2hN6TVKdQMv1v3APJbaEpPbiq3YtBHTFCyonA5dmePK78JbcbGxOTaGKzUu1vgy0iwJcLUBHTFKkuPMQKPEgZR1BXXU7TbUd+GNqmwCoK7HhPiQiW88w8UEF+11JNJES59mfA4/km4a8I3uadyCup95tYGrpryNfXvgsEfZKlZrBr75PF9PKiolQK6Y3CpWSv5k1iQAbiHcGUMorod21D/7i8D/2gUseEJdMnBXekhw63Ssw04BALB9zEvsEnH+XSVZbx11oTztKLpL61aEYCd1l7rtdooiU0bhrxnXVIn6vpk76iPhP+vJ1kKhdO3Gkv4E8kv6K7F9ZMCAkzrqQ6zmAut1A/WcP6kWWgODCHVkNwBgB5vH7Cyn2leVTGQnsd+htAD13gpIRdsr1FkVXsRsRI3oiD3TbMIhcGUpMTxynoPD0/MF39PJNh0H4ytomJYHtqOKXFr0jLomaUPEVMV1ZOjUUbdd6rsGnVgVjhj3MEOoUD3aTA46YqksbIdfS8eXm7Ds8Pn+2Qo/7lLVT+dfXeFFks+d6MLKrl8h2KFt1lmbLB/F3DYAVGwdLyzy43zuworv+bpUqBlY0FqpOiZ2pOk6KF7g/49yregQCV3FiZr/Ho0ltzrqW7EVmzpeesMNAHgFHo6DOFkt6VdolW2zRMXhSUDGoo7kRnTUY2k0SDkaZZ7EhYn0XLYhaNMhyty6S3McgIhTr6F51MzqKk8MamtVfQegZbki+0gnpWVFQRXedWb3ooBPQF23G7hu2tvoR2Piu2buMayUKnj6+CkAwIooQKR5QTDGLFyV94Nd4VtuRFBcRUfd13kHgKc+Djz0IaBZAs5/033Ykbofqtb9bGdD559Rq1GyJnWMxvIcxA/pvan8XjXBr7fdE3lpFnVtQH3/NC+0vXQ7XcO27V3rG1HoW2voSc9iLyV11xlzRZx8z3V/9CeQs7vePHi6bDwLh7q6e9lFOpB1rhmZKdhS2jgZ4crQlxjeDYB3jecXONW+rm5cIt6S9Pd4XdadmAsEnSovPBoRHXXPtrGJl8zw62bf9ChUes+gQ8N0irNPDsVXoCkKYo4YGwnfe+sOXztmlwv+X9g2NHDgpOlxXLMth1hcgO0OQN0QYnJeR92ha56FiMmdXOD5wTdOFVp+dykik9BRpj2kZimRIzuWO64U0COpcMD7fGEDYdTulwFXvQm446cjn/L4PD+fTx095j4WSyQh5FSqdf95Ven8K4MskMZS3tpTXUKtaWH+PC+A11PdsbCCoasKCqq3BtcdHcn4lSm2vQXUt+KKieGZfQAAtnoOsJruBhRLboydy7/XMMnGZkTh4Cqe2BgAKWzA9CoHI1dSRx0kHBa0UgEgeaNeeqB+vsTvsZNzy0hbHKzFsmvwRKXQA3/bTmm5zrzfOWsA6gCARsn7WYhPZiZ4RxxAcWkOukEgVNCetZjL6PjB6/3nQKHzZUdcix5Ql5KlldPAp3/O+7eUlNuW11HX9e6Buhnj90a8IZwYpCJWxNxrpxhL8u9kNJtCmezxFlcKAIAXTnNf8KeXuwSfophH30O9ISX27eZFL3Uw5l0HMvUdgCEBdQuq73PEJE2FJ+y92HM4Qqm930HdqsM6qbSvV69F1cCy0ozxIIuyZNF2XbqAYYUsy7SN28uV4HfV42dNxXVUCAiapfZA/dgSvw++dvSCe08wLQFVj9CTEAWyyjyatQriRIXX4+Hr4MUKL8o9dOyi/xfSGrBjPI+ZfBIJsX93oL4rRLd/9ZHtnuq7YNpYrV3mRpOva8XG5lDmTsU0lMGP12hT5Lfod06guCqsL00SPdyQiGeB7/5b4Lq3t38OgJTBWRy2wxCLeTPqSsBHffsQfzyXHixDz6au+vLiLGZXShhzeKEjPrJ9za9Z0b01uIIEUoMQttwEsQXUt+LKCbJ0QeEM0PBmpOKpK5MOs1lC0I6FKu9VOyY25n0TfJHeFeOV+l6owZs9to3whHQq2/qZYo5Iyi79LO8cJYDzy0UM2Rz0JnLja3/BVACotylGDA3l3Z97Auqq7s6+zy8tuQ/PLRCo1dIoKhzo1goXkSCgrsgdVCFiU/JsqgDgFuKkppLhx5NM8MezGiWrtgX804/yeUIRUvIsuh1gCoaS3XcL7DgJWVGC/8QFibYpOoNWo7NXsu9FCSyoOpaaPCFaXi0AAGpFnhQumF1ek0LZnSiy55dWvd+1mRfdFCHEEgNaDJbu7TNNxf89xCVW1z9ZL8Nteztb2PUjGHmpi456y9z1Wl4zJyXWgzxX+d0AgElrDt99LY2rjKxjbek11kl9T+oqquD3mlLnawuL6FqacgFPFPG0uATUA1oYTe9+Xr54ArtzZMcYsV4yut+EEKkb0lozOpRx35cfVPuOulCaf+n+aa8brYuRmFaQz4Q92ybZpzNxDWWHHD3aWMqKomuwo642RAF3czWC1CRf+zMmB8J1xBDTVCiqAOr+ok+CRBoHrQ0yb/Jr83MPP4vlubNQmAMTKlh67fliI+7lCzXEQy32roTYAupbccXEM1W+QDWXTrndsbqjI5289IDmSo6WuccNUiMfm+BJ6Mun+Uaza3yD1IA3IPZO5gEA24LmrQAm6eveMbExyX67EP6/tXrN9RtOrQeop/1AXWtD79ckQTmnR+ukGuPP/+uvPOU+9ugJ3hWeq2uoqHkAQKMwjySNdKhpCZgRULdLc/4XFolvBIDZP81fY/8I/f7+3wfOPAAnlsbjzn4AQKkidaPWONeZyPqvDUc6HlPqrhcDc5ftYn6Vn9+VuoUmjZ2YpPquNAoAACvW3T34whJPer9+lAsKmU1ZhG+TA3W3o+4H6rYE1M0AUE/G43jB3oYVJ4MHU6/CzpENYsNQR33a4ddpLjfc7tndhTSnfmrVavPEdUZ+BwAGGBWMNvh1ksmtXaiy5wiOCfRIfVcV5o7nTKr8PjkwE842ErRj1W7i6dNcOO/UqgVVAGx44MpxHDSqHhPoTz/xZYzEecFNjSgEKOJ17CBQl8CnGkOlYaJsdScmJ+zZ5PuV0XqthtjACTE5tkmYb+m411E323XUha5IQC9GM/i+wBJ9uKf6GCqxd/KkT9IgwUcW0VF3GVwDXnebcfqeqksoL3C3ghV1jCuJrjHMlJdrTIyORFrsXe6xBdS34oqJY/U8ACBmllyhijKSSF6hdJjNEi3zwRtlGya6r2We2GwWNdm+hBo9oy66IvHExqgftwubxKTq9RqGwZPHIH29pwjQibUIKicAX8dr23hvCbxJFmOORH23iYVjqinoOU7v3ZuqIG3x52gZ79iaSd4F+N3/716/CJFI5qLo22Km36wD9/8h8OXfBgA8ds0v44TN3zMjz467Ssm9rWG3Xr3X/4B0PKpkf9asd0jGpTh+scD/v9hwO8YWWUkpxAhwEt11l2o0M9uokRUVKV2bESJ8myrGyU5o/LD/cWmkIhFgcSVjKt7W/DW8rvE7uPrA/o2zc6KOukjOM9n1FzPLcc8SqWgMMIXU4nDo+KtnHuWPbZQ1G8Dnan3H0/u+1hDjOTSjHvUaCj2u2AaWi/xeWmkorlWhLnl4NwzTZyOpFM+4AnRRry8AvxLcT6iw6DAVdQu4uFrH8RXD97uosGgO/WTBe57o6Ot2WEedWETrAGb9jOu353BwJy9kCUZDWNgu9d1f5IgbfF9QU5sLqOukZj8EsgSkz8a0VqDeMC137MgasMaPlSBBudoy6ktnAACl2PrYl45kzxZLZruyBr0cY3PcMVuxFX2I8dERLDqUKC48BwCoOnGkY1cQgNuEEaQdv1jo0Z95rUGgzhH0480829pj1G2+NNcbIfRDoairX3qmiEPdBqe2igSjBG8d9mxB6nu7jvpC07uv80O9JfAuTVkakXHIQsnSUpic5vTe7bEKhsCf4+tSk/L7OFZgWN7M5aOneNFoJYo1KroWX/5t4Iu/xoH4jf8JH1h+KUxhiyR1bkpVnkRVTXCruG4jkff9U+6oMymZN5rdA3VBfXdUXfJB58mg113Kh/5pS9AxMOq8Cf95udu/aePu3wJ+7H5g/7f4Hk4PeQm7HqAgZ+MaPv+et+CLv/oOvP/t123IYQJoVVTuA/XdSHuvaSmD7WAVE/y9Ci8+AgAosQ0sTsbWJyYHAA1i7qC23PY1FFLc1hzDpZw7Wsyjvksd9XrNbxM2gwVUq5W2r6/GhTtHAHwTGK/bKlZrBuKa4inTd+ioNxp8H/qz+8+7j33bTVwnaDLZOlIjqO9skxTUGWNuwbadEK1Nx+vIHXWj5n6XWnpzAfVYyr8XNmn8gtFezSSgXmlYrlPJwJlMlBdozRU4q7yR1khNtfuLjqEMST7q6xXK3MSxBdS34oqJqZznpY55DtR3TI1jcujKpMNsltAD1kOGsjEA8qLJk7bGCl/0Ty63n6m7nOLhMxz4vHBh2fe4ZZpechVl9bOBIQBgssEBqgnVL9bWa6QDdP42yfGCbLvY4ybtEGBRml5H3SHQbuspV9ndWJ1DjoB6fMg7NoWsryZYAQ3TA9BLRA+vmuFb6yPnKKFurPJjfvMfY/Wu9+OrxxZgkL3XYwT2AcAweYJuOtGqxKER9PaVkzBFhenw4zMb3QN1hbp6TFFhKByA2E3+eeIE1JVUPvRvgyFmZhW6li0XqF8GxTY9AUxd22ITFk9LCXJgFENRGKZyCeRSg/MdD42sX1HZ6kMyGxvd6f7crhPZj2AkKDfD+Do419jA4mQL9X0NHXW6T8rLfPTgmfnwPcqluNtNFyA7agJDGX4MCclKsV71e5RvZwswCDRHd9T5cegBoO65VGiIqQriuoImFQydEOV2X9Df2vLaIorHRq3l6aKjzjZJRx0AHNqr4olo5tYt+ziY3D0sfU5yubAchkRmc43cxQOFg1yWFyNU6qjrzNuvTMuGTjoovbiKrCUY7e3xZgFqmedsdnZt1mwifuwNt7s/nyy2eeJlHpvnjtmKrVhnTA0lcI6Aujn7LACAxTIbmxj9O4xrdvuTwSiLmH6HmuHnWnRyK60s8cs2mGAHBObJGnWvm+Kol74AJYD6Ll3McY+uz+c4QH0PAh45LEllu+z0VrRwyGuWGd73KX529DTMJD+O5uocdiR5cq1JRQRVdNRZwddRF8rAthKe9CxrfKZuIXMI+NF7gRvfic8/OwfDcmCgtaMuujgmlJ7WsRMlf4eIBbolQuXY7JSMyyHm5RUdJglIOk2ekMctDh70LrtLjM6rmGUVQN0YMPAbaMQ92n9tExTRALhe6iJsff0d6eToDvfn+oALK4lx/wiH2mUhqC/RQn3vfb09tJODvKzN18dVI7xzq7idc7mjHsfkMAeBmmO4wo+NEKAeEx33iK6ocM/QbD9QFyMnwgs9rqmuj7rVaW2gESxbZrKJ4kYIUBcAUR+kX3cPYdsOHr7I19cb905GPk9oHMUg7cW1AgBemPy+2/cM7BjXEpmADsVQhgP1wzO8o31gzMvPmpYNvcO106/QKF9LmQVMgY+C6CM72v1Jx1DiKVgxvu4eK/RmN3o5xRZQ34orJtJxDQsqzbwQ9b0fVL+t6BCBzkM7unI/I5HzzzfZm4RS148QQD04U9ioewlQbBPMqItiQaq5CABgqXWKPQWo7+2SY0e6t+dqvW1ljITodNNLehUB1GNpHKtwIHni5AlorrqvlwAJi6pxFNA0W4G6FQE4H9n+/fju5i/jZzO/C2uEi8d9+kmuyB0G1C2yZ7PR29w2C85NBsZChM+7IWiPjtNRAd5VC1Y1WGTJ6Bic+p6x+fcYy3R3/hW5gwgPqA96TnKQ4UggeLm5ST5HoGOlJ9bBdqFQ8p7qe90e7OeMjflBUCyzgTTjYFFjDR31HDlTJMwCAMCOKK4mXDcIxwXATIv771taF5o1P1DfwRYQR7PtMabT/LPsG/afrybd/25HXVM8oN5sBdu+oLXOkcYfnpwjZoykSi9i1zB/3iuvWh/duV+hKAzPr/B9Q7AIwp8YohdTLwAAWCKHmLa5YNRQUHBRFLuF9oftFRxMw4TCaN0f8OhgbIgXqdNWEddm+V57cP+hdb9uM8Fzho1icl6K2FxX2FZsxTqjTDNtWo1X7J5eHKAq7VbwCHQ92wqA9TFSeT9QdzaJmmxfgpKDoJVKkzrqTUd1qWyXMl6ym5+DcXArmHXNpwNALO3OPwNwfXnDn+vNkKrx3ooWjLqfmul11FWTJ5cslkEsxzssU+Y5AJTIyPPXBNQnmB+oC2XgKAuid9y+H09q1+Jrp8r4wJePY7nSxP3HeZFjapg+j+yjTpZAVo9bdTbnL3iM5f0ib4bcNbNt4P++AfjL1/Kfo0LYsyk6rt3NP//VYzrgOMiSNeOth/dG/bUvlBg/rxqJTm3L8ns3vgksB9ccEghusEvPdgEAZCb862I/CtfpCTQd/pq1dgCnH0HUdxHxLgtBfQnpu7KhrA3I0GuITnYUUJ/I82tnd16D4gL1hE9bwqHHxR5QI0X5cbYKVYCtiMJmnLzRJwKz4y6TxVGhqwwx1ZtRNzvoVzA6HvkYV01+XWiO4QOEANbsYDHIuFe/E/dbR7C0/zsinyM87ucKUoGEqO9BLZBNEVrcKy4AKNI5ccV2JZaeJesQDBioZ4Z5rrAn1YBDYs8Y2tbmLzrHmaUqniiQA4m6MXnnpYgtoL4VV1Q0Mtt9/z5X2brEBx0ni/7NX09sTEddywaA+hXZUfcDdaPOwWRjk1Brk+QXrtQ5UL9orHOzZAxKRgKZbQTzmATOg+JdnSJOc4U3T3nXzDXj/Oex0RGkhjlleMpeAACYWspTbAfc7nqG1dE0pE6L1Z76vm88g994yzUAgD/44gs4NlfCP/zIbfjFuw9hiLpeTFJbtt2Oeq9AfdidQweAvZP+TqRIrmMwgZWTwJkHgHMPe+rUISGKRoqqYWiIA/8kmoBR9UB8l6rcAjikFf75dpAPdDZ9+QoCMYn6bgxYZK3rUFQwSRm5RSBtTa+pYM7hgLk+aKCe9wP1RHYjgbp3LTahr2mk50wl8DdRDCHJu9wF6noCFcsDtQ1yaBhS+fpQiU/AaRG8i1gvxeMB5XJXG4Jx7QRFYTAZXxusjkCdOupS8UFPSMcTpL+v0cFikPFIdRL/0fjv+N7PR6+vJwioLxcloE7U9+dXVZwvdGAebHQw5nPfOEZWmBdK/P9zBa84vZG2mCliQI6zApgQAA6KXa4h5p08ANqjr9DYQjFbcUXFO9/wct+/m+qVe/NulmgqfnCmb1BHPTjP7FzGtNlgKFp4R90gO6xN07ELJJ5L9vqBgCKf1zZ0U1USrdN6HANIZfIA/EB9W4onkqPDI8iOkq0VdaoKTuBzSUlNHBJQ7zCjDgBvu2k7vuMl22A7wM/+w+PYP5HBT756P5hKxyIVZ2z62Wa9bdWJmIYSpO8kkISN5fjn2TesA7Oel7ygdIbFXqKu7hzPSbOoVTdphaJ13bHdO8XP8eFxoTAtlIc3yXW9lpCuR0vdRMwAeU69T6Ng1SRnVFy3O3q2ty8xNONzAkgNbaSPuvddxdZYfH42wOiL1BUR96fVxB27+L153e4J6LoOy+Fg36CZ8R0Z/u+x4TxYoJARCbZoHa3Xq6gbEvVZor6LuJ5YUi6dPiKYLYC6t9b5vqcAUJ9f5QDxsXMlbLY4txINtt213Gqlvp8oqTDMHtw4NiguVL3zadI1V7fEdeSdV9OUznGbPasvIfb16hLgWFx4NrM+e7bhtI6H7KtgOwwntAN9OMjNGVtAfSuuqBjftt/37yu5yrZZwldFxwbOTieHYcPrWDibqFK/3nA76gExOZM66sYmUcc+Uwwkosk+zJCmpY56G6CuSNddLNFjgUCAqqbUJRFzlbE00iP+OcqqGvAHlwoUu/JeUsSItt4OqAPAb7z1GuwZS2NiKIFqk3+HLoVUor5rJGDE1kBLLEtWVmawiCUAg9UE5p72HheUzpAYSfJ0YTyXwdkyL2BcXFxCs8IVuYtIo2Z0mbQKpgRZDZar/P/G5Vxskzrq+6bHL+GBBCLbf6C+d99BAMBV28Y6PHOdoagoJ7x7UdlIz2qpo66s1Qqzyzn3usPv7+Vi2e1kq3oSMVVxQbQhHBpIFwJ6Csh7CvwG9GiPclqvVkslLJS8rnpG5/exKNwBwCE6p74CZNhHIxeIb32JpyOQ0HX3s7jHSdE0eNFxtb75gG3bEGuvPJJExclVJ42h5ObYi+WoKd61KywUFfocqiSKt5OYTA5TB+9vH9CvWVFG182uyMQ1/I31WlzX+HPcq922rtfazLEF1LfiyorEkE/0ydoC6gMPPQDM0+k+0Cu7CUVFXQJQinoZJ/mBmMzz73A44adOmiTw09wkHfWLpcAc4npn1AG/oFwboL590nuenuzxPifKaK3kqbavFgsAgKaSANOTKMN7zYYeAOqKBogikdSVeP1h3jU4ON0eUGTiGv76XbfgH3/0dszkOQMlT1ZMeakpNpXl/5jJ9w6wqqrX4X16LkBj1bwOHmYloC6642EhElVFw4kC/84WV1ZRXeVAfdFMdi+sFKDiPnScUyHPFC5j64a4t+7FUxu0BnYTMr20T0Bdf8l/ACaOAAdf35fXaxfZqX3eP7ocrehLyN/VGhTfW14D0fotso+6LdglWgKMMU67hyf8aDaIuqwngbykmt3uGOl+i8NAU3KpSKv859GhTMtzgzT5lmMm6vtrr/WOIRlTUYOg8fvXHGUTUt+7CZepJ3XUjbIoTmaQTWy+vKOuSPoKVABWSNNGBupZjRdqgq4gAwk9iTq8a7QYW38xUzihlJFCrXnl6lFtAfWtuKLizFIVF+AtALa2Qd3df8cRCyala01q1hCpYY96ecOuTdTFWmfsnuAJ6WjSv0TvzfMkZ3I0v9GHFBoscK7VzGjEM3sIQZFTNKBN8YVJ85nx5No66k+ePI8zy7zzc3aWz6MXLf6ZCkrefXpTDwAExrzr3JISWkrmukl8tg+nfMBWXL97ZL9eV8Ct92TQjnvHrGj+4zm9ypOaJ07NBTrqhcjXK1Z54l1syvZqNdRLfK69wtJde72vNPnnnlvmHXxH+Kkrm0N7YU0hUd/b2QpueAygo44DdwE/8XVg2439eb02oY7sph9ia1JeX3PI3fA1vi8LiFzeedX20OfpMb6WxGDg1Cy/ny5WOIgWHXWTOuoPHj0HAHhy3vB11NuOnNFaFYeBhsx6EXoY0no1WyUbuHqb2WvHkf7W2wMSuoK60E8JdNQZ+Psq6mUGO2jtZNJIklnhmixVJQ19E36ehurthzaN4aiio+5I5198pgELyYkoqd6eVE9Ot3lm97F9mF/3P/zy7oRML8fYfFfYVmzFOqLSNPFk2VsMnC17toFHPBWkBW9gkirPM19BYnIIm4uDNzeYSG6O65oFPHH1TB+osMKvvENyrCU9YBQcv+gYBKqyqKHasGBaNpIOeYKn+O9ksUIrnm95iSoJPYluMH9ia+Lbdagh53wdXajDe7xOl/BpFlG1+NZvFueB1bPu43abjvq5Re4FfWqlDibUrK06mmX+N1Wlh3NAVGLFqsNxHDjCO3rQc5KDDBmob+Qa2CncjjrbXMfVbQjl90RuTYJuaw4t5u0payw+M/maACLXtP+/vT+Pk6wu7/7/91mqqvdtpmd6VmaGbRiQXXDcFYIjaFzIHU0wCiEQI8SoxCjGRKOJJFHjL3KbcJNEvJPg7Vey3UoSDLdsEUZABIURRrZhmKVn6+m9u5Zzzu+Ps9Sp7uqe6eruqlNdr+fjMQ96qa7+FF116lznuj7XZdjhrO6Cxsb87ThhI7l8MOrRCV8jQQDsWE0lgfqs/R2s4oWAbL4YcI5N+Me8kULx/+t3d/jZ4sGRWfaSuwWF0zBeHi7eX5NtadILusZnSwN1MwwQE/Q+/Qdv2yJJetuZswSNwXqN2Ax6JzhO5uyOcj9Rc/lYgirsixBWHMYz6v1H/WN6bo7jPys1HgvUnfaFCdRPWOZXomVSSzecXbqPDA2pr6NJe71YsECgvuiaaphRLwnUq3RVuBoKwQgbpzCloU/QUKiqmaVZWFP2bmY6F6CqISx9P8ZjDANqSXPPYAYn0G0a11iuoPG8oxbDPxHOtPonX32ri4GuU2YMTy44gc5OFk9If/ziQUnSnpHCtNsfU5m9kC8dCoPj2ctQy4qt2ZqSUQ8z111Hnyz5+sTwbF3fi/vlzWD/ru1OKh/sUZ+0j39Gdzro0p9RXtmCG82fP9be/kRLekY93br4+1AXQ1csUK+2MKte4fHWnjo2cqb3xrA82fDUrGzwJf85FDbTywd7172gl4ZrN5cG6rOWvvvfswxPuVgzsX1H/OPLzw4Us+dRr4wppeslYmXxX7lvd/RxV0tKG1b578m2M6X0Pey3kaBA3XX9iw2zZsWD43I8ox5uEcqnkxmoF1LFczIvzKiXKX1/8cCgJGkkX53jQjbVFX1sdZWvLpmr7pa0WtNWyZjUpaYOj9rAzLpaUuo3isHC5a86tYaraQzxsuNJr7IxNpV6caJ4AvXzQwkbkzIPP+v3T8YOD5dmJfYe8oOiAxNVzCzNYmpJdcuCBOrBxZdjBTvpMvsqj1cQVLUakxrLFjSeddSqyeDXBgFXa+yxlGmSVwgCdTdfPGk9GMzaHa4grv7hS34Ga+feYrCcDUa/TVYQ96u5K/pwakbdDQL17sHSQD3ce1mOpXA8W0pWEGin3MkoC5+dS6DeFAbqOWXzblT6XtcZ9XQ8UE9Qb5QVp/mB4LKTjn3bJNrwWqltZVX2w08TXuiv8OKzNWVLzlMHZjgwxCpw2g3/mB+Wsof/bTX9QMQIMuqe3Vw6vm62Y2Dse/ls8X3SDS78OrHXXTTrfbY96rERkkbsPcAwDBnRRIjS9+PwQp9lJWePeluT7Tf1bJ/57/uaU/0LXSfEmocYwRYhJ1ODi0fHIR6on7Tav/Bd3KNeDGjd4AKpU6WMej5TfB9tWrYwgfpfvvcc7fjcNr3nleuPfeM6lZxLW8ACMAxD4y1rFFyUVqo5mVc8lxIjVrWQN9KqZq7XyRSblw1lvVluWV/CADgMjkL7jgxqjaQ9I64WeTDScZnaDblned8Mt5yDMEvUcozGdO2r/OCovW/uF4eCIL9NExrLORrL5rU8CNTDve+F5uXRG+TGtdNPKsJA3ckXM0dh1/dKSt/DKoqS8WzhHPU5jmeTpJ8cNnRW8LE1LVD31941+rwk/wJbk5FXYXxwxvuzglGBhpWSFYxkTLtZTYTZpakN92YRzr3PGAUN5vPFsXbVaGq0WCzbLy0vTCQro962Qrr+R7XJSC+E9j7php3VLXsPhZ3fK8yon7FxtXR/8fMRZ4aAKHYhoE1+gBu+RlZ2tUsHpL5gLJsRTErw0q3+BcR0mz+94jgy6tKUQD183RnFQD3MwM4aqAffK3imUvaUi2vhc39KRt4KSuWtBDV9/ZUL1utXLpg9wOtq9c9vMkbxuNwu/2LJJ9554eItbh66u5dLfssVre31g+Pl7f7jaLGL50lh40LHqM4FUid2wbtjxcZZbnn8jrcvSj0jo44lJ98eO6mm9H3xWWl/vIeq343cao9lPRNUUjdf4Rx1a8p4NjfIUiRlTvPUANA8VnB9PFadJb3zFukX/+fst8u0Sdc/Kv3G/5v77wgy6hmjoInxcU2Mj8s2gkxDcMx47HDx+dS1bPq8V8fwg0o3dkJbbrbw8TLDvYRebI96OEe9goxHfM+4PeXvFGauzSC78mPXn0HrThydeX3Bc9G0U1FJb9rLys755bNuZg4XRWOBQ25yQsZ89vYnSVj+nqRAXfL3eccqLOpOLYJ0qVgZUWFGfVlX6fFw6lahiGlHo0bbwsqesDlcNKHBPy6YQaBu2M3+/5fwwuZsazSMaLvLxq7isSTKqMabOAb3YzizZdT97+WUmlY2/rND/joHBgdLvt7V5N/uwhPnNzu76sILC8700vfmjkUeT1ihs04qMw0gPD+KXwgu+H8rp0qVTF5zcati75qFCdQbAYE6lhyru3iF9PEDldSMYk4MQ07QpChfpSuzofQSDdTDPcX2lIx6WE7oztY4qIpOXBU7Ec10ztql/bgZhnT2r0irzjz2bTtWVRaAxMrmc+NDmhwfjn3PD0Kt9ljNQpnS9/DkJl76bgYZdcOee8AZXpwxSzLqQaBeQUbdbiv+bdpaS0ux3Snd1Te+0i8r7jFLt1rEhXsbLTulk9f6r7sOO69N7f7X33bBljksrhjIZifHtKHbf+zdHXV+YTV8LqbbZr0Z6kR6fnvUpyYKwi0j0xiGzCCgMg0/45luCn5ncPEqPM6EgXqU7T+eQF3+XHZJ2tBZPEaHvSHiW0684wnUg5/Ly5oWqO8b9y84TE6Mlf5MNMEiOaXvx+P5Af+xHh0NHo+Tl3JBo70yvUsSIdYvYzDcfx6eH3mu5PoXaKPeIEZ1/ibdQcWda1j+dhYcFwJ1LDmdPSv0ortS415GL+cpfa+Gozn/TWC4UN1gubk7dnU+QSV182UFQZut0ox6WE7oJiSj3hQbCTSoOgpOLFsFy1/75m5Da1v9E5eC2RSdSGa6iicSo+b0/ddhFsoryaiH427m/lyMtjvEMupeFKjP/UQqHQvUl3eWrt9ON8VvqFWn+iWcYXa8nLC6w7TSam/3j6tWYSLKLhnNcyittmw54elHYVInL/ODgzU9dVqeHXrzp6Xzf11ad0GtV4KFMM896kNO6QWxGTPq0rRqkrDh4pP9fmD+5G6/UWVvxn8ddnQEr5UoUD/Ge0L4GGIl6WFviHgTx3Dkpnm8GXW7tNqhYGaCm0wJ1BPY9f14PHvY//81MhZcxBw7LElyZOquF2ZpuFdLsUD9p/3B38othnsT2eACTTgWs0oJlvXBFjKzfVXdXbCpJQJ1LDm/+fpN+mj7l3Rx9otKt3bVejkNYczz35yzqm5GvTUWTGXdpXM4s8PS9ymBuhGcZHkJ6foeP4E95NRXNtQO+le8cnVKfU3+/2c7Nuatuas4PmakTKBuByfdHalic54oo15BxUMxUC9m1D3XX5dXQel7c3us2mFKEHDWhuLr5nDLicqng5P+WcazdTf5J+TLO1uKpd2eK435AcRc90BbQUbwpG67OIu+gkqERNnyDultX1lSEygaWmp+e9SHsobyXvG1a8+UUZemvUbD0ndnStPKTV3++9wpa4OL1GFDuWM0MCwE9z8wFLsY50zfqnPhyf44vzZrykXikjvzfy6rlNJTMuoF0/9/5eZKq3PCxpjPHpq5aieJjLAjf3hcHvM3fx/xOvRcQh/LQ3uKF3vN4FhtxJr4hZ3/w9L3qk3bWHmGJENac051ft8SsXTObIFAd2tak6ku7dNytWa4alcNEwoD9eqWZGc6ixn1CWfpNBWJSt+n7FE3w2xIQgL14dhYlwm7zrKhYXlydkTKBdmfWKlqpnu1Cp6pnGeV3Yu4rrdLkrR1fTGILwbqcw84jTKBeirYN2+n5n4i1dJZXPO0buqxE/N7h/r03GgwAmqWZnLNll+S29naojG3+PiyR/dIkh4/OMcFRhm+rCYm/ed1vsoX+oBZzbP0vTljazz2nlhSyTLF4JQRWeFs9bByJ9xPHnVTDy+Wnfke6ewrpFd9aNa1DEz69//Az/ZEX1vV5p8fbVpZ3Npz7ib/AmVGsV4ZUwUX1lpbWrT1xGWl37LCQH1Ktjm46DiSq6+mr+FxOdqSFAvU25uSebwyY02UzeA5Z8WO+U5QqXXmKv85tKKrStVwvadKH3lSuvzvqvP7lggCdSxJ4zn/TaElXV9lVvUq3eyf0KwNgpeqic1RT9J81vlqbfHfXE3Di05wJMlwkhWoj7uxq/Tp+grU3aA8cGT4qA4f9Zuo5e1iVmrViuX6QvPH9OetH1dHW5nRY2GgGSsRfd0m///Byaun72k/lrYW/6Sp2Spm6E9d4a/nFWvn3qQv0158bQxPnZMbq4Qw+s7QD/cF+89zw9H+xWnCjvamrXHHjDKFGcfPKh1x59hALXwOFyb1w2f3S5J2HkpoKSkaU9ggscKmtK0ZS2OxOSjppplfI1lvyvtX8PoIs53hFhsvvKgYznhv65Xe+VfSulfOupYo4I9NqVje7F/c3hgL1Msd16YJ1tLd3qZXn1h6EdMJqom8fGm2OWxcaSZoPNvxMK2wsWsYqPul74e9DnU0J/OcI91SDNSttP+cM2Pd+Z3gok9vi/+3aG+p4jjJrnUVbyVpVMl8lgHzMJFztHvAf5PI2FyLqoZwv2+1u74r3RqNRLr49DXV/d2LqKc9dmLo5KP9XKctT0tHpTM2JKMRS7ybeCEz9+C0lg5mU+qT9K3/3qHVy7t1maR9Y6bCycS2ZerGj/++DElmuREwYdY8zHSpWB5pVVDCfepqPxjvjr+E5tGAafnyXn2/63LJ8/Tmzq6S7/3sYFZh67dVp75SWdv/25nypOxw2QZ9hUJetvwtJk0pUxPKKKXiyXimbW4XE45kTS2T9JMX+6NKhLovfcfSct6V0uSQn7WuQJNtacLLKGjork19M3cJd4xYkzcZMoIAsRio+8eZ3QeO6ARJLwy52jSHtYSjD9342LQy0xYOZw0tlz92csajzixTGtywUeSUOerhNq56u6Aebkkqlr77pUNH1KH2TDIz6pnYls8woy4j3u0/ON5Gf8dkPg74iGKw5KRjwfnUjqRYHI7lX5HN1aJ0Ncyq19kJwKzib5xusQSxxfA/7mxPRpPEVKaYLcpnumq3kAp4Qem7mRuVG2SpCnZpZiFlmbJnOIY8f9T/W9y74+XiF+czZiwsT3diJadRA6a5B+qGYeiij3xdF330NhlTxlvtHQ6a1HmGzjhnq9ra2jTpBb9/cqjs/eVz/mMbynlqSlmaUOljbG6f24WaMTdoQDkyKjMYa1fJ3n5g0azcIr37f0nLTqzox03T0IQRy6LPkkmMj0jLKRWNpPPCrwcZ7rSXDe5qbllQxwwz3cVM+di4H0wPxw45333qiCTJzZUG2iWCjPq4a2tovLREPuyfEs5797/o+RcBJZl11vS1OCp1aul7pzqakxngZmLHYjucDmCacjz/OVUo+I9l34Dfr2A4t3S2DS5FRDFYcizT0GfevkXXvG6jTllZR52o69izg35AseNQ7hi3XAStQaC+hK4Ke7Gr3158fmthyv7EGsvEur4XMgswQ72KvKD03cyPSdlRSZJrH//Jb1iqmp0snpC+0O+X0B+eqGAfpjU9UN+5b1CS9NT+sTI/ULnwAssub6U6O7vU2ZzSkIIqjsnBsj8TTiAwLX928mRs7+24l5k2Au5Ywu7Qbm5CVlA5YKbIqGNpyRr+a80zU7NecIt33o5f8PascLqEf1xo9oI5601zK8f3wpL0WEb9xQP+8eqR3aPR16wgA5vycpI3w3EsuCD5xL5x/edT+0u+9a5XnixJ2tgRCy9i27esOrugbkb9YkpL3/096sl8LK0tLdH7U7wvghPUSIQZ9R0v+4/l5WHGGCcZgTqWpKtes1G/f9mWaZkkLI6zgwY0Z23oq/4v7wmyHW0rZr9dHRkrFJ+32VwxA3Jk0L8CfmA8GQ15Uqm03OAqvdtUX6XvZhCo24XRqJmcO4e9qOGJr+EWL04NBbN2Rwtzf2vdNeifPMX/3uPZYDTQAjdgeuUrTpckdZ/6WklSZ3NKw17w2Mt0fnccVykjnKPun7jGG0cOqXXOjZXCDJ+Tn5DpVd6ED0iyMKM+5tiazM/cSd2NZdTzRvHjzjb/ddmd8eS6nprkHx+aWsr0zZiFG1arlIyTDC4Kxl53ZnyEnDPDhfdCcTxbesr2Qju8gFCSUY/1Wamz7YhnnuCfV7SmgmNwkFE/rAQH6hlbdzhv0A/d09S15pTo606QAAibySkI2L06u3jSaPjrAJi3E/p6pZekDX3Ljn3jhXbpF6Wzf1Xa9Obq/+5FYlt+s66U4aiQL54sDQ6PaJmkl0c8JWGXumWZyspWRnm94uSNtV7OnBhN/vaBVGFMZj44OU3NIUsVBKxG7GQ23Idp2XOv7gg7s1sqM57NWNiT29az3im1dah77fmS/EB9IMqoTy99Lzj5aL+qFXSgz8b6UQx7LVo9x5NWN9bcKtyjbqYofcfScuKaFdIeaVIpdZXrdRGIj8gqxIL2LeuWS7ulk5dlNJ7PR9ufMi1zqxb0grJ7I5ZRN8pMqYhKpSU/IC9Xrh8c83Kyp28vDJtExveou8VjWr2Vvne1+RdarPCiRhCo//4vv0FtncmobJuqJWXpexs/oQcztr7cUfx7NmXSUjarE7qC967gIvO0qSBIlPp6xQBIptXn+v9ddVb1f3frcunkX6j+711EtmkoL0spOXJigXoq2J9opavYpfUYckGgXm8ZdbvJz0ilnTGZheDkci7dncOMeixQt4PMsFlBU7RUUPZty/U7r5umjChQX+C3asuWTrkk+rSjOaUXg4y6O3F0WqmdUyiW49vBRYicmVHQyFnDatXJc5ywEY5xUn5iXv/fgCTr6uyS9khZpWfsdyGVZrLjGfUo2+1kNTE2ovDI39Q8t0C9s71NOiCdsSI28SHYZmPEXnepdCwwL8zQ+T0K1FPTAvVH9k7qAkkDg0OKNkPFSt9P6eua07prLgxio0DdLxfvXLZamuXCSy3Zlql/uPrCaV8PG/kZYYVDcAHFo5Ip0eqrBgVAMp31HumTu/3MNubNCgJ1SSrEuoqn3CBQzyTnSn729F/W2Mrz1b3xzFovZU7sYIRNkzsuKxglZGSO/+TXCDJNphsP1IOu7xVkhkt+JjgpjDLq5uK+VXc1p3T6pnX+JxNlMuqxi0V2cFK/aVVv9LXzTt1QvjP+LOJ7Zle0+o+vo7WyMVhAUoUNKo/VaHVTX/FCZ7yxXDQJwckpO1HsVWHO8WLtsk7/eHdab/E4E205iQXqmbSlbNhYsjDDuMQggM/KVtoufd2/POKXiOezsfFs8dL3OiuzPjgeXI10C/6e/SCjrtaZO/gnVvj/PqxwCPuhkFFPNAJ1AAujqb7maCeZYRjTGr9IUtrzA6a5dvxdTMt/+atq/a3vlzSWqwfhCJuTOj2d2uO/FfZ0z6EqoFygrsqbotmxnwlnJkcnVAudUZ/6uy1TfSv9/hJmdnqg7uRjGfVgnd2dxde7WWac2zEFFybSXk5r2/3n+oruZEwzABbKrhE/kI2mKswkNvEgHqg/HDR6+/GLB2U7fjl51shIc714F5akx4LvaMtJLFBPW6ay4UWFGTPqwR51b3pG3QzmdqfcWJDvusWPjfqao75vJNZobeJo9P/vGz8ZneEnkms46HWy58iIpHiPAgL1JCNQB4AEKgSBerzsOB00EkolKFCvV02tfqB5Spd0Qrt/ArO85/g712eCzukddvEkNNxfbldS+h4rOQ3/5ou1R72s8EJbma7vTVaxmV20xzQVew42dc35152+3u+y8IZNHcVZ9JwwYol5ZK8f2GWPNbo0Vn68rrd4wTDau17IakWT/zrMzLHju1Qspx8aGSn+yjKB+skr22UFwfbMGfWZ96hbGX9tthsL8mMZ9SNTxrklnRU/lg/vkySNeRn94KXxGX4iucaDJrXDwVi+MFD3OO4mGoE6ACSQE7QQiZcdp+W/sRKoL4Cg67uyo1IuyI6kj7/0/cRVfuPE89b6fwvX9ZRSWPreNOPPzSSVSkUd9PNB5/eU4V8EsO3FLxfdOeRfGBodPDzte81WOM/djuY7742dp/5wfwXjfWIZvkIw29mlBBNLTM70g95jBeq7hmJVK+lidVJYlm66eSkflL6n5n783zvqv4YfeHpP9LVlzf5red3yruhrG5e3qrUluBDgzJ5RP21tr9Z0lVZShdVepRl1//iQ9yxlC67qScmWpCBQP+J1aFlr/TW+dMMqvaDr+xkr/b/dumVUQyYZgToAJFAq7Z+gRUGS6yoTBOrppvoqM0+kIFB3Joc1OuKXexfmMEc9yoAF2SXDkPpa/ROh9pa5/31SlqlCUBbqBXsHz1ztXzjYetLi9/j//i7/cYwPH5n+zbAEPxZIP3WgGFi8OFpBgB11h57U3iP+//+K5s8DCZaz/KB3wps9sBt3Yhfj7NiFPivcYpMvdlKvoJlo2KzOimW6O1P+e8uGlVO2/ISd3mcqfQ+OeRec1Kd1PaVrCTPqaS9bnMMeVAa5MmUltAHbTFLxbUzDeyVJh9WpZW3114DNjd5f/ON52Bukp4PeIElGoA4ACbQsePNc1hwcpmNliD1dXAGftyBQHx46qj0H/CzyiDuHk6/wZDbILhmGEe1Xr2TMWNo2lU77J9MtVlAq6oWZ7MXf1+ll/OeUUWaP+uSk/xid2P5SJxZMhD87Fy8N+4/x8Rf7o0oEOz33SgQgyazN2/QfzgXac8oHZr9hbAzagdhkMzPsheHl9aNn/UDxpeG5X9AKA/VwX7qk4pz0WNl9tuBoMhwINVPpe5hpL9MtPKz2suQWm5UFpe+OTJlGfQXqtm2p4AXvwSP7JUlHvE4ta6u/jHp4/HbDv4vDHvV6QKAOAEk0tUNr7KRprqN5UEYQqLdpQq3y/982tRx/M7N9I/7J546XY6XiTph5rrBUPfy58H7ced7fHBhBQzg7Nzzte/2D/taAkdg5vmfHqgYqaCQ5UvAf0/DIiFJBpUgl3fKBJDNae/Wh/Ef00+bzZ79dLOgdiMXH4UU/y82pMOm/DieNSqZK+IG6HWt+mQ+2nEx6xVDg5YFxPXMouM0xMuqDOUN5p7SUPd0cy7AH0zRcpxio111G3TKUDy9cBKXvh70OLa/HjPqU0vfDQ36/gpF8ff1NGs2iBuoDAwO64oor1NHRoa6uLl199dUaHZ29U+Lk5KSuu+46LVu2TG1tbbr88st14MCBktsYhjHt37e+9a3FfCgAUFVeEJxFXd/DskczVZUM65IX7EdPGY66Df+EJdPSftw/XgjKwJ3gZHd4Mq9CYeZM03GxiqOYJOnn+wclST/dOzLDDywcq8Uvf03lpwfqbnBiHk4ikEoDdaOCru9mkD03nKzSUUadQB1LS0vaf82M5ZxZb2fES6xj2fVwgoTl5uXk/MC3YM59a03YIC7lFQP1kTH//p4+WAzIM7YV6/o+e0b95gd2q3+o9DYXnrSq2Pwy+PlC8B7mypBVZxn1lGVGo1KjPerq0PI6zKhHpe/B3+PZ/UclSbuHKugxgqpZ1ED9iiuu0I4dO3T33Xfrzjvv1AMPPKBrr7121p/56Ec/qu9+97u64447dP/992vfvn1697vfPe12t912m/bv3x/9e+c737lIjwIAqm/nIf8k59l+/810fNxvJJQ36+9KfiLFGse1Gf7/a3MOc9TtINNlBye+oxP5aI56pYH6oQk/O7X/qB+YjwYl50cnF78BU6rVD9SbCiPFvaWBsAt9SaAea2gVBvlzYab8wMF0skrJD2JSFTThA5Ls5QH/Auu//3T/rLczYuPZvNi2kvZWfwtUe8qVFwTq8W0nx8sKLozZsUA9PF7ZsUqWjG1Gc9S9GTPqwXg2TR/PlrItGeFFvCCj7gWVQQVZc54qV2tdLSk1NwX/v6PS94763qMe/D0sL+j6T+l7oi1aPd3TTz+tu+66S48++qjOP98v+bn55pt16aWX6ktf+pJWr1497WeGhob0d3/3d/rmN7+pN7/5zZL8gPy0007TD3/4Q73qVa+KbtvV1aW+vr7FWj4A1JQTzM72gmzm8MiIWiQN5W0tr+G6lgzT1KTRrCYvtiF0Dl3fw1LSVHCyE5aRBt+saEmTrn8iFXZ9N4ImTNWooMi0+8G27eX9TFiqmLUL9zQWYvPcjdj3U20VBOpBhs9yJqM96qlM/WWpgNl88A2btPPAsH7tVSfMert4XwsjllE/eZU/MnJVm6XnwkDdmntG3c74P5P2cvI8T4ZhyFa5QN2SG+TwHMcpGyR4hawMhYF6mQx5qtnvUJ+fjO5Hqs9mchnbklIZKauomdzH3vkaNfXW3/azTSs6pb3SWWv8yjEzCNjjzzckz6Jd29q+fbu6urqiIF2SLr74YpmmqYcffrjszzz22GPK5/O6+OKLo69t3rxZ69ev1/bt20tue91112n58uW64IIL9PWvf12eN3NzjWw2q+Hh4ZJ/AJBkbhAUOUGQlM/6GfWcUX9X8pMqa03pdps+/u63YYYqDDIL+dgG7goD9TBjHY3k86oXqLe0d8kJxsNpYrDke25UulpchxHLqGfaj3/+fCgcQZVys0oZ/uOMZxWBpWBFR5Nu/41XadsZq2a9XTxYNlLTu76rkC3u+bbnHqg3N/vHtnUdpgquf75cHCcZC9RTpgphoF4oXxIdZtpznq2UXRpGDI7nNJAPwvtgu1az5f++5e0tak7V4bat8Hg+6TfabF+2alolQT2wbP9x2EEFk+WFgToZ9SRbtGdaf3+/VqxYUfI127bV09Oj/v7+GX8mnU6rq6ur5OsrV64s+ZnPfe5z+va3v627775bl19+uT70oQ/p5ptvnnEtN910kzo7O6N/69atq/yBAUAVRB22g8Yv+ax/0pMVgfpCycUCdUdmyd7QY7GjQD0v1/VUyMf2alZY+l4w/BOmcE94lFE3Fr+Z3KtP6pUbdm+fHCz5Xth8yImt49yT/Ko4T4YuOfvEOf++8EJHm2ID2SnBRIPa2Fe82GWWBOrBa8IpjmfzUnMP1NNBRr2vxfCDTM8rVrLEekOkLTPKqId7y6dyY6Xv6SkBa97xNJD1v+YFc9+NYHqFYVoy6myPuut6JU00JUmtK8reNvHCC75uaaBu2ZxTJNmcA/VPfvKTZZu5xf8988wzi7HWyB/8wR/oNa95jc455xx94hOf0O/93u/pi1/84oy3v/HGGzU0NBT9e/nllxd1fQAwX55R2kzOyfoBTd4k67hQrOZi8zjHbvGHoR+nVBBoppVXznHl5op7Pyvt0u5Gf/PSjLpRhYz6yo6maJ96mDmK1lUmo76qd5m/tqZO2fbcH284xqnTjG09oAQTjcqKN5ArBuovBY2+BkZG1J3yP26ZQ9PLSLivPWwQ5xSjz/iWE9M05AUXiWcK1MOu7znZ0zLLzWlLE8HF5PxkcBGuilt4FpphSP2jpT1Cvv7E7E2xk2rfsP/3fL5/UFIxUK9knCiqZ87vrjfccIOuvPLKWW+zadMm9fX16eDBgyVfLxQKGhgYmHFveV9fn3K5nAYHB0uy6gcOHJh1P/qFF16oz3/+88pms8qU2eOWyWTKfh0AkioM2rzghMrJ+QFNntL3BdPTvUwa9D9ONx//aDZJSmX8E98moyDH9aI96jnZSleYNQr3gDtBxsqoYum7JKm5SzqqaaXvK9v839/RFsvkda2XDFNafkpFv2rVsi7/v5m8v/9T8icaAI0oltVcvyLW8yGozrG9gs7otaU90pYTVlZw//45cD47oaPDk1qRKZa121MCtQ29HdIRKW2U31LqBVMpCkZq2p7zJtvUZBSojyktvylmm6RD4wX1zn3lNWUYhgqxC5SuZ+j7L+X16zVcU6WOjLtaLenQ8JhOlGSJZnL1YM6Bem9vr3p7j/1S27p1qwYHB/XYY4/pvPPOkyTdc889cl1XF154YdmfOe+885RKpfT9739fl19+uSRp586d2r17t7Zu3Trj73riiSfU3d1NMA5gyYiayQUnRWGgXqhghi5mkIllpuawP10qlpK2266UsWMjzCovU3enVFFY8jM5prX4pe/ZgqOjuYz6JLkTR0vK7Va0+ieqy9qL+9L3ud163+Sfa3x3t743kVdn89xO9sJmdF52WIb8cYRGvbWEBhbIQFYKi9/TmeLrLOrl4BVL35Wa27HKvyP/wuLw6Kj+zyMv68OvXqYwxG5vbSm56amruqQjUvMMhx0zeE964+lrp/8ay1RW4UUBP6OezeXUJmk469VdoC6VNtEcULt62ltmuXVyucEFXy/YyrS6zZJGpJ6O+muM10gW7d3/tNNO07Zt23TNNdfolltuUT6f1/XXX6/3vve9Ucf3vXv36qKLLtLf//3f64ILLlBnZ6euvvpqfexjH1NPT486Ojr027/929q6dWvU8f273/2uDhw4oFe96lVqamrS3XffrS984Qv63d/93cV6KABQdZ2tzdKk1JH2T6fcMFCn4dbCiQXqBbtlbm+I8SZPnqctK/0T6kym8hFjViojFaR00FztjL5WaUh67SmLP+HE86QfHfD0NkvKjh5VyS7YsEw2lvH+0UtH9YK3Wsqpsk7OQeBgyM/aTbqW5r7zFlgaHMUudMXGr4X7x1MqxAL1Cl4pQcY+o7z6hydkRKXvhlqbprynhFt33PLN5CzXD9Q/8NpTy34/F1xMLgSl726s63s9ivfmOOJ1aFlrfVa1eVPGs3UED6OjtT4vPDSKRb1Mf/vtt+v666/XRRddJNM0dfnll+urX/1q9P18Pq+dO3dqfLzYTOYrX/lKdNtsNqu3vOUt+qu/+qvo+6lUSl/72tf00Y9+VJ7n6aSTTtJf/MVf6JprrlnMhwIAVXXq6h7piLSxxz/p2dDpn+Rs7FtWy2UtKbtGTG0IPn55zNTGufxwVKrqSW5B6aAxkzmPxjynremRnpNOXhacOFex9L0pZWnM8DN1uZGBkqB5fDKrFkmTrqkwhMgXivs2W9NzX59jZRT/qbyRIlBHwwqbK0rSqGMpzHGGW2xsw9WOXXt0uqSnjxR02lx/gV3sqdE/NCkFWXFZ6Wm9OcYLnlok5fL58q1Lw5+d4ViXNzOSJxWCSSV1H6irNFDvba/Pi+Vh35voAkz0HKD0PckWNVDv6enRN7/5zRm/v2HDhmlj1ZqamvS1r31NX/va18r+zLZt27Rt27YFXScAJE6Y1QgyH+2W/+ba09lZqxUtOUZmSjO5uYhVNrx8cFDr3NiJb6XCnw2zXVHX9+rsUc/aHZIr5ceOlnz96b1HdJ6kZw9P6BXB1/JOMVCvpJNzSWdrzW/LAFDv7FigPuGlioF6vCN7fkRSBccqKcrCpw1HR4ZGVMj3yJbkmqlp4fP9zx7VWyXtHxxTuenv4Rz1wayhrjLfz5tNkiM5wdz3MIPrqP6ayUlB6XsQqhxWZ91n1MNAPZv1NynkZDFLJsHq8/IWACx14b5kNwjacn52QmnK1BaK0VQM1N25nvzGOpSPTYzp+QODkjR9lM9cRBdn/KB/9+FhSdLPDozP9BMLKpfyG+q546WBejiezY2VgJ6zvlvzYUwJ1MPRdEAjsmMBefxiXyq2labF9buNp5oqeA9o6pKT9o93qeGXdHTEv6/BXJnbWn5A58w0ni1onPmh/29H2e9f/Ao/vF/V4ke3xeNHfYYc7pTS9+VtdZpRj7Y0OPI8TyPj/laKsUJ9/l0aBX8dAEigh170g7Qfv3hIkjRw4CVJ0j6HjPpCsWOd3r05NpOTaakQvIXmc5PaP+D/vYbzlc8JfrLfP3H62Z4BSdLYpH8WfXTCqfg+58JJ+/8/vClz1MMMvxc7YT21r13/8qFXa/uNb67sl9mlhe5OFWbFA0mVyRRfDx3txeZe6VhH9jbPv1ibylTQTM4w5HX7m3u6J/dofMIf05bX9Atk4TjIMMCe9n3HD9S9GaqHmlr89ZvBKDgvqAzy6jTkOGV18aLkYa9Ty9rqM//smcWMesH1ou1aNnPUE60+XzUAsMQVojI1P0gaPPCyJOnhQ7ypLpRUS+yix1wDdRVPcp1cttj1fR6Z4dEggTWZ9QN2M5yjXoWu75LkNvn/P4wpc9TD0lV3SjB97vpureqscGf5lJnpBcYOooFZsQqTTCxjbphmlGFvN/zKmlQlc9QlWctPlCSdYPTr4KB/YbFQ7gJZkHktG6h7nsxgm89MgbpSwfqD5nfR8aNOQ45lsa7oH7rsVTp9dX1eLH/FOr+/zfnrOpR3XNny319KqjmQOPX5qgGApS7ssB1kIzKTB/3P21fVaEFLT6qlmFE3KgjUw3JtJzcpbwECddf0T3y9IINtqLpz1I0mP3Nk5UoD9SijvpDrMAzlYtk8MupoaPGspj1lckQQEJvBRulMUwUZdUlGjx+ov2PdpFKeHzwXymTUFXUHL1PJ4xTL4Y0ZMrE/3u9n0g8fHZQkrQrai5++dn7bZWomNu2itadPabs+Q6dM2v87pE1XecfzJwkomDaCxKrPZxsALHFR45ewmVzWD9QzPatrtaQlJ9NazIw49jwy6vmJKFB35xHMRnsIg72hYUbdNKsTxF58zimSpE6jdE+8V2aP+kLIxrLomabKx9oBdS+enZ5SbTK1QWW6ucK51z2bJElnthxRW8pvBlkuo+7OGqhnZ15nYOcR/3gxNubvg7eC45ht12cfiv2jsf8PrfU4CT4QG7tXKDhKBWNAUymqmZKMQB0AkigcmeLmJSevDndQktSybH3t1rTEZFq7oo87OuZezhhl1PNZeUEDOHceGXUv/jeXZHhBZ3WrOhn1k05YK0mys8Ol33DDjPrCBur5WKDe112f5aTAgrBmzqgPZEtvGu4Bn7NlJwZ3+ILc/CwVQEHTN6PcHPVCrPvcDKXvXrB+oxDMfQ+PY1WqDFpoT/UXL1ze9sRoDVcyPy8d9Z9ILxwYUj5f/DvOVBmBZCBQB4AkCoIiwy1IowckSTnPUvfylbVc1ZJixrq+r1k590yJG5yoWm4+llGfR6Ae/qxTm4y6mrr8/+ZGpNj+1NXt/rpWdlUYIMyguz2215ZZvmhk8ey0VZqpnvRKX/9NFe5RDzPq3tAe9R86LKl8Rv2EXn9LUHdLmeNOkFEveObMmdhgFJwRNJM7NOwHursGJitbd43Fj+n/9ZI7yy2T7cCof0zvHxxVIRe7+jOP9ywsPgJ1AEigMGgz3LzcoX2SpIPq1opKm3dhutgc9UqayYVZ4AvWtcb2cVceVBtmaUbdDPaoG1UK1PdOxk7YYg3l1nX5J+Qn9C5s1ttIxZ7L85k/D9Q7u1laforUdYLUVPo6czTl9T91D/vxau1V3mqR4bnatfMJSVJn2/Tj3ulreiRJK1rKZMALfoDnmmm94ZQZLm4GzeQsJxj/NeJX6OwZ8Spbd42Fx/QJL63Wtvqt/PGii/+OOjKxvwXH3kQjUAeABOpq80922tOGRg/7Hd8Pel11O8M1kdJt5T8+XmHJoJPT1g1+FmrDisobJqWC7ruZYO/gCd3+Cfn5G5dVfJ9zsaN/XKNeEATER7SFDaQW+oJBLIv4zKH6zLYBC8I0pQ/+QLruYWnKlIeCGQukUi2SUeEISMPQePsGSdImb48kac2yjum3C0vUvXJ71P3KoXSmSVe/dmP5XxNcgLOCjHp6+EVJUr/VV9m6ayy8aH5EHVreXsfvv+Hx23PUEV2TNep2S0KjIFAHgAQ6+4TlkqQTezJqnvRnqa9au0kpi8P2gkm3SjJiH89RWKJayKrZ8ksim+bRFO1VJ/vbGs7oCzLNwR5Ro0pl4Z3NKQ0p+P8QC9Qnsn4WbdJd2Ofewcni/TkmWR00ODsTlY3HxSciDDnzOxa4XX5w3Zfb5X+hTDZ10vGPibl8ftr3woz6TI3kJMlMBxl11w/Um4b8QH2ftaaSJddc2ETzsNdR3xfKg4DccJ3ogousVOUXflAVnPEBQBLFGoulxv096qvWls9goEKGIWWCjFKqZfbblrFnxM84/eiF/tiJzzwCzvBnwwx22HXZqE7Go6M5pWEv+P8wMRh9/ae7/f2sP94zsqC/byhfPAXx2CcJlFWINV2c8OYXKNq9J0mS1rl7JUn5qWX1ku5+xr8wvOvg8LTvhccm10xrMl8m4y7JzPjHENsJAvWRMFBfO4+V11CYUfc6taytji8ohqXvXkGjE/62BIfjbuIRqANAEoVlak5BGtnvf9xen6WDiXbm/5BWnSX1bp7zj44W/LfQoZFRPbt/QJJ0YKz8yetxmdJMbnDMP5naPZid6ScWVGdzSsNBRt2L7VEPuz8vdDDtmsWgw6OZHFCWG9tykjfnF6g3950sScoY/mv6iX1j03+fUSyRniZoJvfiYEF/9N0dZX/HtrP9C8odKUcq5NQ06m/d2m/XZ0Y9Z/vbovq9nrrOqBtRRr2gXf2DkqTRPGFg0vEXAoAE2v6Sn814eu8RDR3cLUnaU6jfRjaJddmXpd98QErNvWQ97PruFXLafcgPbA+MVt4V+Cf7/e7IPw+C/rD0dChbnU7Dnc0pDXt+oJ4bHYi+bkQl+Au7R92NNcXyKH0HyrLTxddJzqx8a40k2ctPLPm87JSKYDybys1RD0rfc7Jn3IbV3uY36TTzE9LgSzI9R2NeRoP28soXXkMbL75GX87/kv7a+cUlkVGX58gJ/o5Olaq1ULkqzXwBAMxFwfPfQD23oOxRv/T9BwfTem8tF4USUUa4kC12fZ9HZng4qJ7PBnvCLfkBurnAAfJMWtJWlFHPjgwoyh1FGfWFXYcXH0NF52GgrFNWLZOCXSf5eQbq6ikN1MtdIIsyr7M0k8spNXO/lHCffWFCOvysJOlFb5Ussz73Qp996iad+fm/1dWTeTWn6zewfcW6ZdLPpbNWt+lnBf/9qiAqmZKOjDoAJFEQnJluQW25g5KkdNfqWq4IU3jRnvKsDHf+e9SNoIu84ZbOUV/oTPaMv98wlLX9bFh+7Gjx616QUV/o0vf4mCmbQB0oK/bacKx5judsW6F87D7KZdQ9o7iXeZrjyKg/ezQW4B/wy+NP3HyWbvm18ypddc2ZpqGulrQydv0G6s0Z/3mUMV0y6nWEQB0AEsgMMrNN7phaXH8fYcvyOm3Gs0RFgXohFwXXmkdGPezubgYnyGaQUbeqOD7nVZvXS5LarWLH57D0fTHHs7W1zDMAAZYqKx6ozzOjbhhKLT8pdt9ljlfh8cYts+UmzKh7KaXt8iHE3tHYjO7+n0qSmvtO1Yr2ea69Rp7eP6x//+l+/WxfmeZ69SQ8fruO3IL/d3QMMupJR6AOAAkUBm3LCn7Z+7iXUU93fe7xW7KCv5Hh5GSGwey8AnX/hNwMgv6w9L1a49kkadMq/zmWdotzzaNAfaEz+7GgY1NfdWbFA/XmqQPF16LVVMEYyamWbYo+LFf67s1W+h7LqKet8qXsmXRGuWDrlvqf9P+7/OR5LLi2vvxfP9d13/yxLv3qf9d6KfOyd9h/X9k7MCI3LH032AGddATqAJBAhu0HZ+2ufxW/3+vWio76zEgsVUaQEU4pLyPINBnzKH03g7+5NTWjXs1yy3BMXX4i+tLKVv/3r+xqW9BftXldb/ETur4DZU04xVP109fPf/JHoSs25rPMlpMTlvvbXzozZQJxJwzUZ96j3pQyNRl2uDjqj2b725+Z+j+P7J7Hqmunf3ji2DeqAwdG/feVw8Nj8oILLi6BeuIRqANAAk0N+A6qWys66nc0zFL0ivUrJEmv39QRlasvxB718L4s+Rkts4qzbvcE05qGR4plnms6/N9/4squBf1ddjpW7k4zOaCskqaL4YW0eXjRLQb7vV3t075/zgn+BbTlrWWCuKBkurerXSevLH/hrjltaVKlr+e/fMLT93b0V7rkmhqayB/7RvUg7HvjOVrf6f99OtsWoEIDi4pAHQASqL25NHt+xOhRS5qr34liF7u+n7PGP+E5sa+r4rtLpfyTp7T8QD1t+ns91y+ffjK9WLbv9kfEDQwW56hrAcr6y0oVA/WdhyZnuSHQwOKvu/T8A/VwlroknbKqZ/oNzFnGswUZ9XM3rtSbN68se/9NtqUJrxioj6Z6NKIWreqszz4Uzaml0XDNNIuB+poO/zEt61jYKiksPAJ1AEig09eV7tk9/dRTa7QSzCjq+p5Tq+WXqbc2V34yeu5G/8R3XWew9z0IkC27ehl1K+NfcDCdYrlnPh82kFrYU4YD48WPXTLqQFnxjPrPDpfpxD5H3WuL7yXZMlOac65f8u445bq+B9MtZpnS0JSyNFEc7qi95hpJ0pZV1bvguJC+8p6zdfrqDt121StrvZR5CaeHmHKicaIL3ncEC45AHQCSaEq584aNJ81wQ9TKS0P+iexTuw/FTnzmEXCGmTMnV9pxuYojdMwgY2c5xQz3s/2DkqQn9o4u6O8aKRQfl2mzrQMoK5ZRn1pSXonWZWs17vmvt8Hs9O//545DkvymY9MEGXXHTMvzvOnfl5+BnozN596Z97cIbV7VMZ9l18zpqzv17x9+nd506opaL2VeilNFHA2P+VdJJ92lUS2wlBGoA0ASTb3S3T7/JkJYWKNBoDk6NqZ9A/6e7iOT5U9ej0sUqBekWMfloWyZMUmLxAz2jduxQN30/IsQxgKPZzNje9RN5qgDZRmx14a5AKXvMgy95PnVO3fvPDr9+8fR9f3rP9ynO3+6v+zdtzfZOmVtMah9Kut/fGpffWbUlwojVvr++K6DkqRnj+RquSQcBwJ1AEignQdL9+zuznfWaCWYiZHys1Kmm9fBQT/7dGi88qD6pUH/pGl4bKy4L1xSzis/BmkxhKXvKTceqAdN7RZ4j7qdKQbqVoqMOlBOJv46ySzMnuIfu/4+9Xz72mnfCwM6w5tljrrsGeeom6ahlpbiOl/0Vmltd7M6mpjsUEtmrJlcuIXBW+CLr1h4BOoAkEAFs7Qk7cEDvKEmjRkEl5aXkxVkneeTGQ7LED0nLze2P9Sq4j7CcoG6FQTqxgKvI9713SRQB8o6a0MxO21lFiCjLmnT+76qmzZ8XW9/1xXTvxm895jlMuphoO6llJ5hPJukkkaRL3irtLmvPsvel5JNK/2L/eu60vKC9xe3ihNFUBnO/AAggawp2cuW5dMzH6gt0/Y789tevjj7fB57rcMg31ZBjlOIrqRPfS4splSTHwik3eLm1fCxGQvc1K4ko84edaC8WN8Lu2lhAvWtm9dq6+by7ynGrKXvYUZ95jnqkvTzAUenSPIMU//26Ss0kicvWGvNGf8Ymzbc6IILGfXk45UDAAkUz8wOeq1a3tVVu8WgLCvtn/jYXl52OPt8HpnhVPCzthw5hVhG3a7eydTp6/1eCBllpaBZVLH0fWH3kadi2cFME4E6UFbsdZdqqsI+79he5mmCZnI52UpZM2/JefqQX2GUa1un9tZWre6qz9FsS0oYlLsFGW7Q/NSkN0jSEagDQALZsezlAa9bK9oJZJLGKsmoh6XvlWedreDiTMoryAm7yEuyzOp15u1b3l38pOCXv1vBXHdzgUvf07HsYGc783yBcuINv5paFv91Em5xKbtHPWgml1VKqRn2qEtSwfKPjRMdGxZ8fajMwKR/4WVkYjKaUkLpe/IRqANAAsUz6ge8bvUSqCeOHWTUU15etuafUbfT/t/cNDy5QYlpwTNlzbYXdKHZscxX3p+l3pbyM2fdHa0L+quam4v3l07z/AbKmfSKF+pWLe9Z9N+3use/GNBsl5lgEW8mN8txacTyL/h986VO/dldzyz8IjFng8FEkvHJrAw3uPhTxW1VqAybEwAggexUMVA/bHSrs5k31KRZs7xLkrSp29begaxkFLPilbBjQb6b9YNkR6Zss3pd30cLUouZkunmpfy4pB51piVlpbU9C1t2a6aaoo8Ni0AdKKfk4l9qYfaoz+bcE5ZJktrTZQLxIKN+yupls74n/b+2t+vpkYzucl6pDc8fWZR1Ym7MYAuVJVcndKWlg9LKbkbmJR2BOgAkUDpTPAkaSfXKMKoXrOH4GGEDtEJOK1oNaVzq6ai8NDV+cabF8ksT06m0VMU//eGRrLqdlDqNfJRRj0bFLXT2JdYZWgu8/x1YKkoD9Srs9Y72Ms/c9f033rhZ6pn5ooHX1KH/z3mTJOk05qcnQjhe05KjE7r8j9cuY+xr0lH6DgAJtKKjeHLz6nPOqOFKMKMwUHeySgXN5DKZyjPD3e3FUvBUUJpomFZVL9I0py1NyH8MXm5MkuSG+xm1wHvl453e51GJACxlJR3Tq5BRd4PQwHML078ZZNR1jAqYJrt4rNhMoJ4I4ZhPy3OiCy6UvicfgToAJFHsDfTkE0+u4UIwk0nXP/GZmJiQFzZ/m09m2LQkI3hbDrPZVWwkJ0lNKUsTnv8YCtlxSdL4pN9U7qWh3Iw/VxGbjDpwLNmg+NX1jNKLW4vkv545LEkanchO/2bQ9f1YF9aaUsXj1mmrmKGeBGGjU0uOxif8Y3rWq+77C+aOQB0AksgwJCN4E21fVdu1oLygVN10c3KC5m/5+Wadg4B1eGREkjRWJqm1mJpTliaDjHpuws+oW1qc8WyybOmE10grtkgtyxf2voEl4tyNKyVJObPJf19YZMYs49m84Dh3xTee0NGxmS/cfehNJ0Yfb+4jUE8CK7j4b8vVT186JEnacWCilkvCcWCPOgAk0GTe0aDboWUa1nOTPTqt1gvCNKm0nxHOGAW5jiMZ8x93M+GYapZ0eHBIHZLG89LC9lqfXcoyotL3/OSoJMn2nKBR3iKcMlz575LnVr1yAKgXzT1r5RmWMr0bq/L7zOC1aGr6eDavkJUhacKxZh3PNp7zg/zVnU3qbKG8OgmsWEbd9MI56vxtko5AHQASyDINfSD3CXVoXL+wz9NpJ9V6RZgq3uTJNPzRN6l5jGeTpEnXUrMhZYNstmtUt/DNMAzljDBQH5M8TynDP+m2UotQnh6vHAEwXVuvjA/+t9S8+KPZJMkLMuqGyjSTc/0ALy9bKWvm7P7geF697RnK3hOko9WfsmEbrj/VQ5K5GMd0LCgCdQBIINs0tNNbL0l6TyujqxKpTEMlc55N0QpB6byT80sS3RrsUMuZGcmT8tnxks7PFo2HgNpYeXrVfpVp+ccgy5ueUZfj78VxZM46R/0XtqzUL2xZqcl8mWAfNZGyi8dv2/V7DRhk1BOPPeoAkEDxTt89rbyZJlK5Pdvz3MddMILGUTm/kZuz0J3Wj8OJq3slSV12Xp5T3Ie6KBl1AIlSLH0vs0c96ATvmfZxTaOIN5VDjZnF3GzKCwJ1pm0kHoE6ACRUOtgDePa67hqvBGWZpvJTC9PmmXUuBPfn5f2uvLXIqK/pXSZJajFyKhTy0dfD8T4Ali4jmrftSp5X+s2gwsaguqbuOLEtRqkgo25WYYoA5od3XQBIqEc/dbEmC456WrnqnVR52UopLAc1ZM2zKVrBsCVP8oLxbE4t9m+ngrFp+Ql5TrHtfCbTVP21AKiq3o7YrHbPLekhYQR7mw2T8KHeeCWBun8h2LS54JJ0ZNQBIKE6W1Ja2UFwlGTNzcWT2rzmf9LjBKXv4Rx1rwZv0wcn/d85MjKstFHcp9qc4YIRsNSdsS7WtM4tnQ9pBBn1s05gnGK9sWJBeXfK/zt2t1dzpggqQaAOAECFjFjpoL0Ae7idoNCtt9kvOV23vPpdkx/a7e+PP3DkaNTlWaZdlRnOAGosXsXjlu5TNzw/cP/C5edUc0VYAIZpyfX8Y3iH7R/XV/XQlT/pCNQBAKhUrHmcPc/RbJJ0ymo/m7UmSHSkFmN2+TF4dlj6Pi7P8U/oPLoDA40hXtbuxQJ1zytm2Cl9r0uFMOwLKrbm21MFi49AHQCACh3Nxj5ZgGDWCAP/wmRwn7UL1I3ChI4M+9n10fxsPwFgqXj4pcHiJ/HS93h2fZ69OFAb4RQRI3h/CaeMILkI1AEAqNBwvvg2OuEuwMlr0Fl9dGxUknSgBhGyl/L33Rv5STnBeLZCDcbEAaiBktL32Cz1WND+a9/4cRUXhIUSNic1gkqJfcOF2W6OBCBQBwCgQgWzWPo+MOnNcsvj8+JRPzA/cGRQknR4rPonUmbKb2BoOhNy8v56ajHPHUD1WVZxL3NpRr140XDSoV9FPXKmhH3WAmzXwuIiUAcAoEKOkSr7caUGJv0MViE7Htxn9QNkI+1n1C1nQk6wR70mY+IAVJ1pGsWALr5HPRa0m+xtrkstU0ZsWgvQABWLi0AdAIAKubGMurMA+/3CYN9y/c3vXg0CZDMK1CflBhn1gtjLCDQCy4gF6jPsUSdQr0+pVOnfbSEaoGJxEagDAFAhJxaouwvQ+C3srm4Hgbpbg0D9jA19kqSetBPtUXc5XQAaghXPqLvTM+oFz1QqRYVNXZryHkWgnny88wIAUCHXXNjSdy/IyqfCjHoN3qY3reqVJDV5ObmF4OSc7sBAQzANo9iTwos1k3OK/SrSFuFDPZra8sRKU/qedLzSAACokGvFS9/nH6iHgX/KCwL1WoxBCrq+Kz+uVts/UW/ihA5oCO1NtgwrOO6UlL4HF+1kKm3TTK4eDUy4JZ/bNhn1pCNQBwCgQlvW9UYfewsx8zy4j5Tnl5zXYo/6YMFfg5sb16p2/8LBqp72qq8DQPWt62lRe1MQwJWUvvsfe2ZKJ/W21WBlmK+pW6lSXIBNPAJ1AAAqlEoXu+iuWd457/sLM/Qthl9mumVN97zvc652HPIvEphuTir4mf2pexsBLGHh673MeLa25ow+dsmpNVgU5sudMmbTTjXNcEskBYE6AACVsoqlg52tLfO+u1edtFKSlJYfLLdkql+amG6KZcuyI/5/Tbo8Aw0j3HJTbjwbF+3q1rQxm3TvTzwCdQAAKrR7OJZxsuZfRhh24TWik+Lql75nmosXHH7+8j5J0lP941VfB4Dq2zs4oT1D/oVCubE9zdExieCuXsVL3z3Tlgx6DSQdgToAABU6NFH8+GjWm/8dTslwRCfMVdScTmnC8y86mEFGvcDpAtAQDPkj2CSVnaO+Zzinr37/2eovDPMWnyIy6XJMrwf8lQAAqFSs9P3Fo/l5393PD2dLPn95MDvDLRdPU8rShIJAPecH6i7j2YCGUDJHPV76Hoxny7mmJvNOmZ9E0sUz6gVxTK8HBOoAAFTIsIvl7t4ClIQeGC09AV6QTvJz1Jy2NKGgBD837K+DQB1oCP4cdT888JzYxccgu+7IUoo56nVpzbLi9I48gXpd4JUGAECFjPgc2oVozGNPuQ+j+m/TzSlLk0HpuxGUvrs0kAIaQjyj7pbZo16QpbRN+FCPOlqKXd4dAvW6wCsNAIAKxQP1hciom1OD/RrMUW9KWers8EfNpQqjkqbP3wWwNFmGIScY4+WWyagXZCpl0YSsLsUuuBaokqoLBOoAAFTITMUz6vPv+j71PmpR+m6ZhpZ3d0mS0kGgTuk70BhMU7HS9+nj2Sh9r19HJ4sVEgWD7v31gFcaAAAVMuxiKeFClL4bCSh9lySlmiVJza4/lq2tpbk26wBQVSnLVFMmuGBYZo56nkC9bu06WmxOGlZNINl4pQEAUKFT1iwrfrIAGXUjARl1SRp2/AsGLd6YJOmMdT01WQeA6mpKWTq1r0uSlDZie9SDMvimdFrL2zJlfhJJF6+Mam7m4ms9IFAHAKBCmUzxZGfDis553585JaN+Zo0C5Ef3TkqS3Em/67sWYP89gDphBtnWkoy6//Er1i3TtjP6arAozJcX6zWysqt9llsiKQjUAQCoVGw82/LO+Z/4nLNhZcnnHTUqOc+bfkm/lff3qIuu70DjCAN1d3rp+4JMt0BNxAN1/o71gUAdAIAKHZmMdT9egBOfdHpKSalZm32EjuUH6obnl75u3zVUk3UAqL6Hg9f78Phk8YthoM5Fu7oV30q1EFNKsPgI1AEAqNBoofg2OpRbgJFFU4L9PUPZGW64uFyr9IJB3uN0AWgUE45/LHNLur77e9QfeP6oHn7hSC2WhXmKZ9Sf6h+v4UpwvHjnBQCgQna62PV919HcvO9vz3Ch5PNdAzUK1O3SknuyL0DjcMPxbG7seBSUwY/kPBVcrxbLwjzFM+oux/S6QKAOAECF7EwxUDfs+Xd9H5gsPQE2alT6TqAONC7XKBeo+x8XZDOerU6duLLY8JRAvT7wSgMAoEJWqlgibi5AoG6nptxHrfaDTgnUDYuZu0CjcIMZ254TC9SD8WwFmbKtBdjmg6pb3tEafRwf1YbkIlAHAKBC6XRL9LFnzj9Qnxbs1yijvnl9afd5MupA4wgz6m6Zru+OZyllEj7Updj7CRn1+rBor7SBgQFdccUV6ujoUFdXl66++mqNjo7O+jO33nqr3vjGN6qjo0OGYWhwcHBB7hcAgMWQinVpd435B9VWQjLqp00J1On0DDSOMKMuZ/oe9YIsMup1amDCjT52rflfWMbiW7RA/YorrtCOHTt09913684779QDDzyga6+9dtafGR8f17Zt2/SpT31qQe8XAIDFkG4q7lF3F2A829TS91rtUVeqpeTTjpamGW4IYKlpb/YvQFoqBnZh1/eCLNkmgXo92nloovgJF1/rwqL8lZ5++mndddddevTRR3X++edLkm6++WZdeuml+tKXvqTVq1eX/bmPfOQjkqT77rtvQe8XAIDFYKWKAWx7S8sstzze+ysdi1arQH3YSakj9vm5G3trsg4A1fe6U1dJT0g9LbHjT1D63tacUVOKnhV1KbYvvautdZYbIikWJaO+fft2dXV1RcG0JF188cUyTVMPP/xw1e83m81qeHi45B8AAPMWKx9c0dU+77uzp+xR37K2Z973WYkf7Bor/QL7GYHGEe5BL9P1/d3nb9C6nvlflEQNxC78nrK6u4YLwfFalEC9v79fK1asKPmabdvq6elRf39/1e/3pptuUmdnZ/Rv3bp1Fa8BAICIYUTBekfr/E9epwb7nTUqObcyUx7LApT1A6gTYb8NN176HjSWo2S6flmxvx171OvCnAL1T37ykzIMY9Z/zzzzzGKttWI33nijhoaGon8vv/xyrZcEAFgqwv3cqebZb3ccpo9nq02Jqd1UWhb58EtUogGN4ntPH5YkHRyKVdYE49kI1OuYSaBeb+b0arvhhht05ZVXznqbTZs2qa+vTwcPHiz5eqFQ0MDAgPr6+ua8yFCl95vJZJTJZGb8PgAAFXvzp6XDP5d6Ns3/vqacPB0YyWvlDDddTKlMaaCe8xjHBDSKkZwnSSqEwbkkzy3IkPQPj+zV27fm1NVCoFdvjFig/shLw7qghmvB8ZlToN7b26ve3mM3lNm6dasGBwf12GOP6bzzzpMk3XPPPXJdVxdeeGFlK13E+wUAoGIXXLNgd5WXpXiR+e7BXG0C9aa2ks9NsmhAw4hGTcbGs4WBev+oU/6HkHyx4zjj2erDolwiP+2007Rt2zZdc801euSRR/Tggw/q+uuv13vf+96oM/vevXu1efNmPfLII9HP9ff364knntBzzz0nSXryySf1xBNPaGBg4LjvFwCAemUYhvJesdy9Vl3fM1M62BvsUQcahmf44YHnFoNyr5CTJDkyZTGerS5tXNFZ/IRjel1YtFq222+/XZs3b9ZFF12kSy+9VK997Wt16623Rt/P5/PauXOnxsfHo6/dcsstOuecc3TNNX524vWvf73OOeccfec73znu+wUAoF5ZpqGCYoG6VZtMdibTLMcrnowbNhl1oGGEGXUvFqgHXd/9OepshalHK7uKW5q4+FofFu2dt6enR9/85jdn/P6GDRvkeV7J1z772c/qs5/97LzuFwCAemUYhvKy1Sw/e2XWKFBf2dksx2qW5foX0zmpAxpHWPruObFAPSiDJ6Nex2Kl7wal73WBS2IAACRISUa9RqXvy9sySjfHsy+c1AENo1xGPQjU87JlE6jXpaFscdwex/T6QKAOAECCFIxi1qNWGXVJJePmWpuYnAI0iraWJkmSrXig7neAd2XKJFCvSz8/NBl9bKSokqoHBOoAACRIIbYrzahRt3XP85QzmqLPz1i3vCbrAFB9bz97rSSprz0WzAXZ9fbWpnI/gjoQv/DbMaVhKJKJQB0AgASJZ9RP6O2o2TqePlIczaQaleADqIHwAqFbLJXOGP7HN152Zi1WhAUQb056yuqeGq4Ex4tAHQCABOnrao8+7mipTcm5YRjKGbHfTTM5oHGEe9Td2MU61y99V42qfDB/JRVaHNPrAoE6AAAJks7EAuQanhTnY4H6s4cmarYOANX13acOSJL6h8aKXwxnqlNdU7dMOxac00yuLhCoAwCQJGbxZGp40p3lhosrbxYD9Zw4OQcaxcC4f9wp5PPR1yazWUnSV+99sSZrwvzF96g/w8XXukCgDgBAghya8KKPD4zmZ7nl4spbxaZRtk32BWgYZhAexMazuUHX912DuVqsCAsgvkedjHp9IFAHACBB+keLJ8dWDUfoFMxioG7a7EsFGoUXNLQ03OKxyAj3qxscC+pVX1db9LFlM3KzHhCoAwCQIG58jnoN94M6VnGOukX2BWgYXnjciWXUwz3qHs3k6tbyjtbo45L96kgsAnUAABLEje1RN2vYmfeEvmXRx7XM7AOoMqNcoO5n1AnU61jswq+dIqNeDwjUAQBIkJKMulW7jPoZJ6yKPrbYow40jiBQj5e+R+PZDBpL1qsJx4g+tlIc0+sBgToAAAlSklGvZXliqlj6niajDjSMliY/iLON4tQJg9L3urdvuNic1CKjXhcI1AEASJD4ibBVw4z6hFfMuKzoaq/ZOgBU13su3ChJWtFaPBYZnl/63txEgFevrNhWqqZM0yy3RFIQqAMAkCCuUTyZ6mxpnuWWi+uuZ4eLn9SwqR2AKgvL22Ol75kgu/6nv3RuLVaEBRCf3tHd3lLDleB4EagDAJAgp68rNnFrytRuH6ERlL47siTDOMatASwZYVVPOJIt/jGl73UrnlFnjnp9IFAHACBB2ltjmY4aNm4qWH5pZM6zNJl3jnFrAEvFnU8dkCQNjE4Wvxhm1wnU65aZIlCvNwTqAAAkSLzre6GGb9Ou3RKswSKhDjSQg2N+9txxihl1x/Ebkf3P+3fVYklYACNOWgXP1LDXLJcQsC5wWQwAgATZPZTXhuDjvGvW7o3a9jPqBVlqMTmpAxpGcLEwbCAnKRrP9uzhiVqsCAtg5YqV+lD+dzSqZn3T5OprPSBQBwAgQV4YyEWBumXX7m0637xckjTgtaubkzqgYRhB80jDmz6ejdL3+tXZnNKnPvZxZVJceK0XvNoAAEiQcI666xk1Hc822bpWV+du0D5vuf6zZqsAUHVRoB5k1F1Xpvyg3Yg3JEPd2bC8tdZLwBwQqAMAkCDhHnVHpuwaJrLX97To8+55tVsAgNqYmlGPdX83TAJ1oFqofQAAIEHCjLojU0YNu7idtKJNktSe4Zo+0FCC8nazXKBew+04QKPh1QYAQILEM+q1ZEha1dmkVgJ1oKE0pf2LhaYX7EsvyajXbjsO0Gh49wUAIEGKGfXanhBvWN6q7TdeVNM1AKi+X7lwo/S41J4OKnpigbqdYv42UC2UvgMAkCBtLf5YtFpn1AE0qLCzexigxwL1P/ulc2qwIKAxcRYAAECCnLNhpSSpPQjYAaCqwvL2qaXvpi3VsG8G0GgI1AEASJDOtmZJkm2xOw1A9d2987AkKZfP+1+IAnU6vgPVRKAOAECCjDl+NmvSJXMFoPoODIcl70FG3fED9gnH0P95ZHeNVgU0HgJ1AAAS5OkD45KkQ6OFY9wSABaeYfnhgalwPJsfsGddQ88fHK3VsoCGQ6AOAECC7Dqak0QzOQA1Es1RL92jXpAly6LSB6gWzgIAAEgQz/THHxGoA6gFM+iPYcqVPE9y/dL3gizZJoE6UC2cBQAAkCCHO7boJ+4m/YvzulovBUADMsxYI0vXKc2om4QOQLXQUhYAgAT5lddt0aU//pK2nbGq1ksB0ICMcDyb5I9oC/aoO55JRh2oIgJ1AAASpKslrQc/+WYZzCsGUAOWPVtGneMSUC3UrwAAkDAE6QBq5ZfO31D8xC1E49nYow5UFxl1AAAAAL5ppe9+Rv2UVV06+XWbarQooPEQqAMAAADwGbFA3S3uUTdMWwYZdaBqKH0HAAAAIEl65KVBuQoCcteJxrPJStVuUUADIlAHAAAAIEk6ODKpgheECG4hKn1/7vCkHnrucA1XBjQWAnUAAAAAkiTLMOSGIUJsj/qhMUd7BydquDKgsRCoAwAAAJAkmaYhJwwRXEdy/EA9L0u2xR51oFoI1AEAAABI8jPqjoKGcrE56o5MWSahA1AtvNoAAAAASJJMU8WMeqz0nTnqQHURqAMAAACQJJmGoYKmN5MryJJFoA5UDYE6AAAAAEmSZcaayZWUvpNRB6qJQB0AAACAJOk1Jy7Xis42/5OSjLpJRh2oIrvWCwAAAACQDKZp+BvVJclzo0D9bWevl05aXsOVAY2FQB0AAABAkRHr+u7kJUm2nZIsinGBauHVBgAAAECS9OLhMfWP+ll0v/Td8T82ye8B1USgDgAAAECSNDSR13DW9T+JjWf7wQuDeunIWA1XBjQWLo0BAAAAkCRZhiFHYel7sZnczkOT6pjI13BlQGMhow4AAABAkt9HzonGs7mS6wfndH0HqotAHQAAAIAkf456FKh7TrRH3Z+jTugAVAuvNgAAAACSwtL3MKPOHHWgVgjUAQAAAEjy56gXA/XieLaCZ8smUAeqhkAdAAAAgKSZm8mRUQeqi0AdAAAAgCRpfU+Lzt+43P/Ec0v3qFsE6kC1MJ4NAAAAgCS/9N20U/4nbiHq+v7hXzhNTe1NNVwZ0FgI1AEAAAAUGWHpuxOVvrc2N0mUvgNVQ+k7AAAAAEnSyGReP+sf8z/xioG6TKt2iwIaEIE6AAAAAElSruDq5aGcJMl1CnIcP1D/t58eULbg1HJpQEMhUAcAAAAgSbJi49k8tyCv4O9R/8ELQ7VcFtBw2KMOAAAAQFLpHHXXiY1n8yzZJjk+oFoI1AEAAABICueohxl1RwpK3x2Z9JIDqojLYgAAAAAkhaXvfuM418lH49lcw5ZhEKkD1UKgDgAAAECSZBqGHC8IERw3yqh7JoW4QDURqAMAAACQVNpMznUL8oI96p7BeDagmgjUAQAAAEiSTEN6x7nrJUlNlhc1k/OYow5UFYE6AAAAAEmSYRhqyaQlSabnKm34s9M//+5zarksoOEsWqA+MDCgK664Qh0dHerq6tLVV1+t0dHRWX/m1ltv1Rvf+EZ1dHTIMAwNDg5Ou82GDRtkGEbJvz/90z9dpEcBAAAANJhwP7pbkOH6gXpvR2sNFwQ0nkUL1K+44grt2LFDd999t+6880498MADuvbaa2f9mfHxcW3btk2f+tSnZr3d5z73Oe3fvz/699u//dsLuXQAAACgYf1w16AkaSKXj0rfRTM5oKoW5RX39NNP66677tKjjz6q888/X5J0880369JLL9WXvvQlrV69uuzPfeQjH5Ek3XfffbPef3t7u/r6+hZyyQAAAAAk7egf1asMKZfPKVXIyZb0T0/065fW13plQONYlIz69u3b1dXVFQXpknTxxRfLNE09/PDD877/P/3TP9WyZct0zjnn6Itf/KIKhcKst89msxoeHi75BwAAAGA6N5ijLqcgNxjPdtfPDtdwRUDjWZSMen9/v1asWFH6i2xbPT096u/vn9d9f/jDH9a5556rnp4ePfTQQ7rxxhu1f/9+/cVf/MWMP3PTTTfpj/7oj+b1ewEAAIBGEI5i8zwnVvpO13egmuaUUf/kJz85rZHb1H/PPPPMYq1VkvSxj31Mb3zjG3XmmWfqgx/8oL785S/r5ptvVjabnfFnbrzxRg0NDUX/Xn755UVdIwAAAFCv3HBmuuPIiAL1VO0WBDSgOWXUb7jhBl155ZWz3mbTpk3q6+vTwYMHS75eKBQ0MDCw4HvLL7zwQhUKBe3atUunnnpq2dtkMhllMpkF/b0AAADAUuQZluRJnlsM1D2ayQFVNadXXG9vr3p7e495u61bt2pwcFCPPfaYzjvvPEnSPffcI9d1deGFF1a20hk88cQTMk1zWqk9AAAAgLmLMupuQYbnj2czLAJ1oJoW5RV32mmnadu2bbrmmmt0yy23KJ/P6/rrr9d73/veqOP73r17ddFFF+nv//7vdcEFF0jy97b39/frueeekyQ9+eSTam9v1/r169XT06Pt27fr4Ycf1pve9Ca1t7dr+/bt+uhHP6r3ve996u7uXoyHAgAAADQWw98d62fU/UCd8WxAdS3aHPXbb79dmzdv1kUXXaRLL71Ur33ta3XrrbdG38/n89q5c6fGx8ejr91yyy0655xzdM0110iSXv/61+ucc87Rd77zHUl+Cfu3vvUtveENb9Dpp5+uP/mTP9FHP/rRkvsFAAAAULn3vXqTJKkzY8j08pIkgz3qQFUZnud5tV5EtQ0PD6uzs1NDQ0Pq6Oio9XIAAACA5PjhLdJdn5C2vEP62f+VJO29ZofWrFlb44UB9W0uceiiZdQBAAAA1KFwFFshF31pzbL2Gi0GaEwE6gAAAAAiP3hhUJI0MTFW/CKl70BVEagDAAAAiPzopUFJUm5yIvrad546UKPVAI2JQB0AAABAxAvGsxlONvravz95qFbLARoSgToAAACAiBeMYjNdf4+66xmybcazAdVEoA4AAAAg4gVz1MOMel6WLNOo5ZKAhkOgDgAAACASlr6bQaDuyJJNoA5UFYE6AAAAgCIzDNT90veCTDLqQJURqAMAAACIeEa4R93PqBdkybYI1IFqIlAHAAAAEPnAa06UJNlBMzmHPepA1RGoAwAAAIis6GyRVGwm19XWrA++4cRaLgloOATqAAAAAIqCPeqhlJ3W2u6WGi0GaEwE6gAAAAAiD704WPoFixnqQLURqAMAAACI/PdzgyWfD0y6eviFI7VZDNCgCNQBAAAARAyzNEQ4OOrowecO12g1QGMiUAcAAABQNGWPekGWLJOwAagmXnEAAAAAiszSPekFmcxRB6qMQB0AAABA0ZSMOnPUgeojUAcAAAAQMYzppe82gTpQVQTqAAAAAIqmlr57ZNSBaiNQBwAAABD51a0bSz53ZJJRB6rMPvZNAAAAADSKNT1tJZ+fuX65Tj29r0arARoTgToAAACAoil71LvaWqSOphotBmhMlL4DAAAAiPzo5eHSL0zpAg9g8RGoAwAAAIjc/9xAyecvDmT14uGxGq0GaEwE6gAAAAAihlG6O/aJfaPasW+oRqsBGhOBOgAAAICIYU2Zo+4xRx2oNgJ1AAAAAEVT56jLkmUSNgDVxCsOAAAAQMScEqgzRx2oPgJ1AAAAAEVTSt/zsmURqANVRaAOAAAAIGKQUQdqjkAdAAAAQORd564v+dzfo06gDlSTfeybAAAAAGgU65a1SoYpea4kaduZ69TV117jVQGNhUAdAAAAQCnDigL1Db0dUku6xgsCGgul7wAAAAAiT+8fViEeJpjk9oBqI1AHAAAAENn+/BFNOsU96T/dN6qh8XwNVwQ0HgJ1AAAAABHLNOTGwoTvPnVIh0Yna7gioPEQqAMAAACImKZRUvruyJJlEjYA1cQrDgAAAEDEMgw5sTChwBx1oOoI1AEAAABELNPPoocKspmjDlQZgToAAACAiElGHag5AnUAAAAAEcs05HqxPeqeRUYdqDICdQAAAACRrScu07KOluhzP6NO2ABUE684AAAAAJFVnc1qyaSjz6983clqyViz/ASAhWbXegEAAAAAEsYshgnnnLDc7zAHoGp4xQEAAACI7Buc0OCkU/yCSW4PqDYCdQAAAACRHfuGtWcoF33+8EvDNVwN0JgI1AEAAABELNNvIBf62gO7arcYoEERqAMAAACImIYhNxYmeJS+A1VHoA4AAAAgYpmGCop1eTfo+A5UG4E6AAAAgIg1JaPuklEHqo5AHQAAAEDEMAwVvFiYYBCoA9VGoA4AAAAgYpnsUQdqjVcdAAAAgMiJva0qrO6SDvife2TUgaojow4AAAAgsqwto5WdbdHnv/XmU2q4GqAxEagDAAAAKGUWO72/fvOqGi4EaEwE6gAAAAAiQxN57R/JF7/AHnWg6gjUAQAAAET2DU7oR7uHos8f2zNaw9UAjYlAHQAAAEDEMg05sTDhi3c/X8PVAI2JQB0AAABAxDQMOSruUTcofQeqjkAdAAAAQMQyDTkec9SBWiJQBwAAABCxDEOFWJhgWgTqQLURqAMAAACImKbkxsMEMupA1RGoAwAAAIhYpqFCfI86GXWg6gjUAQAAAES6mtN69ckrJEkFz5RlWcf4CQALjUAdAAAAQKQ5bemUvi5Jfjb9ylefUNsFAQ2IQB0AAABAKdPPoltWSm/evLLGiwEaD4E6AAAAgEjBcfXSQFaS5LE/HagJAnUAAAAAkcmCq3978oAkKe+a+vmBkRqvCGg8BOoAAAAAIrZpyPX8MGEw6+mv73u+xisCGg+BOgAAAICIaRhygjAhL0uWadR4RUDjWdRAfWBgQFdccYU6OjrU1dWlq6++WqOjo7Pe/rd/+7d16qmnqrm5WevXr9eHP/xhDQ0Nldxu9+7duuyyy9TS0qIVK1bo4x//uAqFwmI+FAAAAKAhWKYhJ5ij7nimbAJ1oOoWtTvEFVdcof379+vuu+9WPp/XVVddpWuvvVbf/OY3y95+37592rdvn770pS9py5Yteumll/TBD35Q+/bt0z/90z9JkhzH0WWXXaa+vj499NBD2r9/v97//vcrlUrpC1/4wmI+HAAAAGDJMw3JkR+cF8ioAzVheJ7nLcYdP/3009qyZYseffRRnX/++ZKku+66S5deeqn27Nmj1atXH9f93HHHHXrf+96nsbEx2bat//zP/9Tb3vY27du3TytX+qMibrnlFn3iE5/QoUOHlE6nj3mfw8PD6uzs1NDQkDo6Oip/kAAAAMAS9Mefvk6ftv9Rz7pr9I/nfVt/9I4zar0koO7NJQ5dtNL37du3q6urKwrSJeniiy+WaZp6+OGHj/t+wgdh23Z0v694xSuiIF2S3vKWt2h4eFg7duwoex/ZbFbDw8Ml/wAAAACU5xl+6bufUaetFVBti/aq6+/v14oVK0q+Ztu2enp61N/ff1z3cfjwYX3+85/XtddeW3K/8SBdUvT5TPd70003qbOzM/q3bt26uTwUAAAAoKFc8oo1kqSCTNkWpe9Atc05UP/kJz8pwzBm/ffMM8/Me2HDw8O67LLLtGXLFn32s5+d133deOONGhoaiv69/PLL814fAAAAsFRduKlXkrSyq00XbV5xjFsDWGhzbiZ3ww036Morr5z1Nps2bVJfX58OHjxY8vVCoaCBgQH19fXN+vMjIyPatm2b2tvb9a//+q9KpVLR9/r6+vTII4+U3P7AgQPR98rJZDLKZDKz/k4AAAAAgaD0fUVnm1ZsWlbjxQCNZ86Bem9vr3p7e495u61bt2pwcFCPPfaYzjvvPEnSPffcI9d1deGFF874c8PDw3rLW96iTCaj73znO2pqapp2v3/yJ3+igwcPRqX1d999tzo6OrRly5a5PhwAAAAAU+w6mtUGSY5hBYPaAFTTou1RP+2007Rt2zZdc801euSRR/Tggw/q+uuv13vf+96o4/vevXu1efPmKEM+PDysSy65RGNjY/q7v/s7DQ8Pq7+/X/39/XIcR5J0ySWXaMuWLfq1X/s1/eQnP9H3vvc9ffrTn9Z1111H1hwAAABYALc+uEeSdHDcVf/QZI1XAzSeRW3hePvtt2vz5s266KKLdOmll+q1r32tbr311uj7+XxeO3fu1Pj4uCTpxz/+sR5++GE9+eSTOumkk7Rq1aroX7iv3LIs3XnnnbIsS1u3btX73vc+vf/979fnPve5xXwoAAAAQMN4xDxLdzvn6Q/2vVr/8vieWi8HaDiLNkc9yZijDgAAAMzswi/8Px0YzkqSfv/S03TN6zfVeEVA/UvEHHUAAAAA9ckyiiPZLJPxbEC1EagDAAAAKGHGgnPmqAPVR6AOAAAAoEQ8i05GHag+AnUAAAAAJeKl7zaBOlB1BOoAAAAASlwbax5nmYQMQLXZtV4AAAAAgGR57wXr1Zqx9dKRMZ2+milJQLURqAMAAACY5u1nra71EoCGRaAOAAAAoMSzB0Y0ki3oxOVt6mxJ1Xo5QMNhwwkAAACAEr97x0/07r96SP/ww10amczXejlAwyFQBwAAAFAinKP+pf/6uR7dNVDj1QCNh0AdAAAAQIn4eDa6vgPVx6sOAAAAQAnTZI46UEsE6gAAAABKlGbUCdSBaiNQBwAAAFDCIqMO1BSBOgAAAIAS8dJ3MupA9RGoAwAAACjxrnNWRx/bNJMDqs6u9QIAAAAAJMu7zlmrg8NZDU7ktaIjU+vlAA2HQB0AAADANL/5hhNrvQSgYRGoAwAAACixf2hCwxMF9bZn1NOarvVygIbDhhMAAAAAJf7435/WW/5/D+ir339Wecet9XKAhkOgDgAAAKBEOEf9Gw/t0sGRbI1XAzQeAnUAAAAAJZijDtQWgToAAACAEqbBHHWglgjUAQAAAMyIjDpQfQTqAAAAAEp48qKPyagD1UegDgAAAKBUMU6XbRIyANXGqw4AAABAia0nLos+JqMOVJ9d6wUAAAAASJa3nblaz/SPyHE99qgDNUCgDgAAAKBEc9rSH7xtS62XATQsAnUAAAAAJYbG8xqayKutyVZPa7rWywEaDnvUAQAAAJT4n/c+q9d/8V599js7ar0UoCERqAMAAAAosW9oUpL0nZ/sq/FKgMZEoA4AAACglHfsmwBYPATqAAAAAEp4ROpATRGoAwAAACjhEacDNUWgDgAAAKAEgTpQWwTqAAAAAEpQ+g7UFoE6AAAAgBKb+zpqvQSgodm1XgAAAACAZHnnOWt0aDSrnpZ0rZcCNCQCdQAAAAAlNi5v1Rfe9YpaLwNoWATqAAAAAEpM5h2NTBaUtkx1tqRqvRyg4bBHHQAAAECJbz2yW6/8k/+n6//Pj2u9FKAhEagDAAAAKPHAs4clSf8d/BdAdRGoAwAAACjhMUgdqCkCdQAAAAAlCNOB2iJQBwAAAFDi3eeulSRt7muv8UqAxkTXdwAAAAAl3n7mKm1Y1qITe9tqvRSgIRGoAwAAAChhGIbOXNtV62UADYvSdwAAAAAAEoRAHQAAAACABCFQBwAAAAAgQQjUAQAAAABIEAJ1AAAAAAAShEAdAAAAAIAEIVAHAAAAACBBCNQBAAAAAEgQAnUAAAAAABKEQB0AAAAAgAQhUAcAAAAAIEEI1AEAAAAASBACdQAAAAAAEoRAHQAAAACABCFQBwAAAAAgQQjUAQAAAABIEAJ1AAAAAAAShEAdAAAAAIAEIVAHAAAAACBBCNQBAAAAAEgQAnUAAAAAABKEQB0AAAAAgAQhUAcAAAAAIEEI1AEAAAAASBC71guoBc/zJEnDw8M1XgkAAAAAoBGE8WcYj86mIQP1kZERSdK6detqvBIAAAAAQCMZGRlRZ2fnrLcxvOMJ55cY13W1b98+tbe3yzCMqvzO4eFhrVu3Ti+//LI6Ojqq8juBmfB8RJLwfETS8JxEkvB8RJLwfJwfz/M0MjKi1atXyzRn34XekBl10zS1du3amvzujo4OntRIDJ6PSBKej0ganpNIEp6PSBKej5U7ViY9RDM5AAAAAAAShEAdAAAAAIAEIVCvkkwmo8985jPKZDK1XgrA8xGJwvMRScNzEknC8xFJwvOxehqymRwAAAAAAElFRh0AAAAAgAQhUAcAAAAAIEEI1AEAAAAASBACdQAAAAAAEoRAHQAAAACABCFQn4MHHnhAb3/727V69WoZhqF/+7d/K/n+gQMHdOWVV2r16tVqaWnRtm3b9Oyzz5bc5vnnn9e73vUu9fb2qqOjQ7/8y7+sAwcORN/ftWuXrr76am3cuFHNzc068cQT9ZnPfEa5XK4aDxF1pBrPx9C///u/68ILL1Rzc7O6u7v1zne+cxEfGerRTTfdpFe+8pVqb2/XihUr9M53vlM7d+4suc3k5KSuu+46LVu2TG1tbbr88sunPd92796tyy67TC0tLVqxYoU+/vGPq1AolNzmvvvu07nnnqtMJqOTTjpJ3/jGNxb74aHOVPP5GHrwwQdl27bOPvvsxXpYqFPVfD7efvvtOuuss9TS0qJVq1bp13/913XkyJFFf4yoLwv1nPzwhz+s8847T5lMpuyx77777tM73vEOrVq1Sq2trTr77LN1++23L+ZDW1II1OdgbGxMZ511lr72ta9N+57neXrnO9+pF154Qf/3//5fPf744zrhhBN08cUXa2xsLPr5Sy65RIZh6J577tGDDz6oXC6nt7/97XJdV5L0zDPPyHVd/a//9b+0Y8cOfeUrX9Ett9yiT33qU1V9rEi+ajwfJemf//mf9Wu/9mu66qqr9JOf/EQPPvigfvVXf7VqjxP14f7779d1112nH/7wh7r77ruVz+d1ySWXRM83SfroRz+q7373u7rjjjt0//33a9++fXr3u98dfd9xHF122WXK5XJ66KGH9L//9//WN77xDf3hH/5hdJsXX3xRl112md70pjfpiSee0Ec+8hH9xm/8hr73ve9V9fEi2ar1fAwNDg7q/e9/vy666KKqPD7Ul2o9Hx988EG9//3v19VXX60dO3bojjvu0COPPKJrrrmmqo8XybcQz8nQr//6r+s973lP2d/z0EMP6cwzz9Q///M/66c//amuuuoqvf/979edd965aI9tSfFQEUnev/7rv0af79y505PkPfXUU9HXHMfxent7vb/5m7/xPM/zvve973mmaXpDQ0PRbQYHBz3DMLy77757xt/153/+597GjRsX/kFgyVis52M+n/fWrFnj/e3f/m11HgiWjIMHD3qSvPvvv9/zPP+5lUqlvDvuuCO6zdNPP+1J8rZv3+55nuf9x3/8h2eaptff3x/d5q//+q+9jo4OL5vNep7neb/3e7/nnX766SW/6z3veY/3lre8ZbEfEurYYj0fQ+95z3u8T3/6095nPvMZ76yzzlr8B4S6tljPxy9+8Yvepk2bSn7XV7/6VW/NmjWL/ZBQ5yp5TsbN5dh36aWXelddddWCrHupI6O+QLLZrCSpqakp+pppmspkMvrBD34Q3cYwDGUymeg2TU1NMk0zuk05Q0ND6unpWaSVYylaqOfjj3/8Y+3du1emaeqcc87RqlWr9Na3vlVPPfVUFR8N6tHQ0JAkRceuxx57TPl8XhdffHF0m82bN2v9+vXavn27JGn79u16xSteoZUrV0a3ectb3qLh4WHt2LEjuk38PsLbhPcBlLNYz0dJuu222/TCCy/oM5/5TDUeCpaAxXo+bt26VS+//LL+4z/+Q57n6cCBA/qnf/onXXrppdV6aKhTlTwn5/O7iGuOD4H6AgmfvDfeeKOOHj2qXC6nP/uzP9OePXu0f/9+SdKrXvUqtba26hOf+ITGx8c1Njam3/3d35XjONFtpnruued088036zd/8zer+XBQ5xbq+fjCCy9Ikj772c/q05/+tO688051d3frjW98owYGBmr2+JBsruvqIx/5iF7zmtfojDPOkCT19/crnU6rq6ur5LYrV65Uf39/dJv4SWj4/fB7s91meHhYExMTi/FwUOcW8/n47LPP6pOf/KT+8R//UbZtL/IjwVKwmM/H17zmNbr99tv1nve8R+l0Wn19fers7Cy7RQ4IVfqcrMS3v/1tPfroo7rqqqvms+SGQaC+QFKplP7lX/5FP//5z9XT06OWlhbde++9eutb3yrT9P839/b26o477tB3v/tdtbW1qbOzU4ODgzr33HOj28Tt3btX27Zt0//4H/+D/UWYk4V6PoZ71X//939fl19+uc477zzddtttMgxDd9xxR80eH5Ltuuuu01NPPaVvfetbtV4KsGjPR8dx9Ku/+qv6oz/6I51yyikLet9Yuhbz+Pizn/1Mv/M7v6M//MM/1GOPPaa77rpLu3bt0gc/+MEF/11YOqr1nn3vvffqqquu0t/8zd/o9NNPX9TftVRw+XcBnXfeeXriiSc0NDSkXC6n3t5eXXjhhTr//POj21xyySV6/vnndfjwYdm2ra6uLvX19WnTpk0l97Vv3z696U1v0qtf/Wrdeuut1X4oWAIW4vm4atUqSdKWLVuin8lkMtq0aZN2795d3QeEunD99dfrzjvv1AMPPKC1a9dGX+/r61Mul9Pg4GDJFfoDBw6or68vus0jjzxScn9hh9n4baZ2nT1w4IA6OjrU3Ny8GA8JdWwxn48jIyP60Y9+pMcff1zXX3+9JP/ipud5sm1b//Vf/6U3v/nNi/wIUU8W+/h400036TWveY0+/vGPS5LOPPNMtba26nWve53++I//OHpPB0LzeU7Oxf3336+3v/3t+spXvqL3v//9C7H0hkBGfRF0dnaqt7dXzz77rH70ox/pHe94x7TbLF++XF1dXbrnnnt08OBB/eIv/mL0vb179+qNb3xjlL0sl20Hjtd8no/hyI34yI58Pq9du3bphBNOqNpjQPJ5nqfrr79e//qv/6p77rlHGzduLPn+eeedp1Qqpe9///vR13bu3Kndu3dr69atkvz9lU8++aQOHjwY3ebuu+9WR0dHdLFo69atJfcR3ia8D0CqzvOxo6NDTz75pJ544ono3wc/+EGdeuqpeuKJJ3ThhRdW58Ei8ap1fBwfH592zmhZVrQGILQQz8njdd999+myyy7Tn/3Zn+naa69dkPU3jBo2sqs7IyMj3uOPP+49/vjjniTvL/7iL7zHH3/ce+mllzzP87xvf/vb3r333us9//zz3r/92795J5xwgvfud7+75D6+/vWve9u3b/eee+457x/+4R+8np4e72Mf+1j0/T179ngnnXSSd9FFF3l79uzx9u/fH/0D4qrxfPQ8z/ud3/kdb82aNd73vvc975lnnvGuvvpqb8WKFd7AwEDVHiuS77d+67e8zs5O77777is5bo2Pj0e3+eAHP+itX7/eu+eee7wf/ehH3tatW72tW7dG3y8UCt4ZZ5zhXXLJJd4TTzzh3XXXXV5vb6934403Rrd54YUXvJaWFu/jH/+49/TTT3tf+9rXPMuyvLvuuquqjxfJVq3n41R0fUc51Xo+3nbbbZ5t295f/dVfec8//7z3gx/8wDv//PO9Cy64oKqPF8m3EM9Jz/O8Z5991nv88ce93/zN3/ROOeWU6Lw0nERwzz33eC0tLd6NN95Y8nuOHDlS1cdbrwjU5+Dee+/1JE3794EPfMDzPM/7y7/8S2/t2rVeKpXy1q9f733605+eNsLlE5/4hLdy5UovlUp5J598svflL3/Zc103+v5tt91W9ndwTQVTVeP56Hmel8vlvBtuuMFbsWKF197e7l188cUlY98Az/NmPG7ddttt0W0mJia8D33oQ153d7fX0tLivetd75p2EXLXrl3eW9/6Vq+5udlbvny5d8MNN3j5fL7kNvfee6939tlne+l02tu0aVPJ7wA8r7rPxzgCdZRTzefjV7/6VW/Lli1ec3Ozt2rVKu+KK67w9uzZU42HiTqyUM/JN7zhDWXv58UXX/Q8z/M+8IEPlP3+G97whuo92DpmeB61MAAAAAAAJAWbnwEAAAAASBACdQAAAAAAEoRAHQAAAACABCFQBwAAAAAgQQjUAQAAAABIEAJ1AAAAAAAShEAdAAAAAIAEIVAHAAAAACBBCNQBAAAAAEgQAnUAAAAAABKEQB0AAAAAgAT5/wML+HdbiDwq1AAAAABJRU5ErkJggg==\n"},"metadata":{}}],"source":["# Plot the results of nnetMul\n","plt.figure(figsize=(12, 8))\n","plt.plot(df_res['true'], label='true', linestyle='--')\n","plt.plot(df_res['pred_nnetMul'], label='pred_nnetMul')\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":569},"id":"kZDaGfybSQ14","executionInfo":{"status":"ok","timestamp":1692111678273,"user_tz":-120,"elapsed":898,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"16f8b195-9000-44b4-cdc3-0a36695894b6"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# Plot the results of nnetSing\n","plt.figure(figsize=(12, 8))\n","plt.plot(df_res['true'], label='true', linestyle='--')\n","plt.plot(df_res['pred_nnetSing'], label='pred_nnetSing')\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":569},"id":"IsYw0y0ISQ14","executionInfo":{"status":"ok","timestamp":1692111697458,"user_tz":-120,"elapsed":754,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"2f98ce37-1530-472c-a689-ae4465dfd73b"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# Plot the results of gp\n","plt.figure(figsize=(12, 8))\n","plt.plot(df_res['true'], label='true', linestyle='--')\n","plt.plot(df_res['pred_gp'], label='pred_gp')\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":569},"id":"fAN66M00SQ14","executionInfo":{"status":"ok","timestamp":1692111739802,"user_tz":-120,"elapsed":849,"user":{"displayName":"Argimiro Arratia Quesada","userId":"14219514422153572380"}},"outputId":"eedd0519-b56d-4546-b050-e74efb1f842c"},"outputs":[{"output_type":"display_data","data":{"text/plain":["<Figure size 1200x800 with 1 Axes>"],"image/png":"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\n"},"metadata":{}}],"source":["# Plot the results\n","plt.figure(figsize=(12, 8))\n","plt.plot(df_res['true'], label='true', linestyle='--')\n","plt.plot(df_res['pred_nnetMul'], label='pred_nnetMul', alpha=0.7)\n","plt.plot(df_res['pred_nnetSing'], label='pred_nnetSing', alpha=0.7)\n","plt.plot(df_res['pred_gp'], label='pred_gp', alpha=0.7)\n","plt.legend()\n","plt.show()"]},{"cell_type":"code","execution_count":null,"metadata":{"id":"OR2uWgzESQ14"},"outputs":[],"source":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","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":"3.11.1"},"vscode":{"interpreter":{"hash":"31f2aee4e71d21fbe5cf8b01ff0e069b9275f58929596ceb00d14d90e3e16cd6"}},"colab":{"provenance":[],"gpuType":"T4"}},"nbformat":4,"nbformat_minor":0}