From 7076ae494a895e499ee61e2413bef8944cfec8ba Mon Sep 17 00:00:00 2001 From: Stefano Rossi Date: Sat, 12 Jul 2025 01:42:48 +0200 Subject: [PATCH] first commit --- .gitignore | Bin 0 -> 64 bytes README.md | 1810 ++++++++++++++++++++++++ data/monthly-sunspots.csv | 2821 +++++++++++++++++++++++++++++++++++++ output_15_1.png | Bin 0 -> 6932 bytes output_18_0.png | Bin 0 -> 52140 bytes output_19_0.png | Bin 0 -> 96614 bytes output_20_0.png | Bin 0 -> 87501 bytes output_22_0.png | Bin 0 -> 72103 bytes output_32_0.png | Bin 0 -> 27931 bytes output_36_1.png | Bin 0 -> 33784 bytes output_37_0.png | Bin 0 -> 18335 bytes output_46_1.png | Bin 0 -> 68697 bytes output_48_0.png | Bin 0 -> 86221 bytes output_52_1.png | Bin 0 -> 38855 bytes output_52_10.png | Bin 0 -> 37630 bytes output_52_11.png | Bin 0 -> 45186 bytes output_52_12.png | Bin 0 -> 40677 bytes output_52_13.png | Bin 0 -> 44805 bytes output_52_14.png | Bin 0 -> 55059 bytes output_52_15.png | Bin 0 -> 52698 bytes output_52_16.png | Bin 0 -> 37696 bytes output_52_17.png | Bin 0 -> 49351 bytes output_52_18.png | Bin 0 -> 43502 bytes output_52_2.png | Bin 0 -> 45620 bytes output_52_3.png | Bin 0 -> 43938 bytes output_52_4.png | Bin 0 -> 38937 bytes output_52_5.png | Bin 0 -> 40463 bytes output_52_6.png | Bin 0 -> 37861 bytes output_52_7.png | Bin 0 -> 41625 bytes output_52_8.png | Bin 0 -> 49168 bytes output_52_9.png | Bin 0 -> 45919 bytes output_56_0.png | Bin 0 -> 51645 bytes output_57_0.png | Bin 0 -> 51084 bytes output_59_0.png | Bin 0 -> 52670 bytes output_61_0.png | Bin 0 -> 27552 bytes output_63_1.png | Bin 0 -> 55461 bytes output_64_1.png | Bin 0 -> 55154 bytes output_65_1.png | Bin 0 -> 56226 bytes output_66_2.png | Bin 0 -> 70131 bytes output_67_5.png | Bin 0 -> 55842 bytes output_68_5.png | Bin 0 -> 56294 bytes output_69_5.png | Bin 0 -> 55781 bytes requirements.yml | Bin 0 -> 19176 bytes tp05.ipynb | 2149 ++++++++++++++++++++++++++++ 44 files changed, 6780 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 data/monthly-sunspots.csv create mode 100644 output_15_1.png create mode 100644 output_18_0.png create mode 100644 output_19_0.png create mode 100644 output_20_0.png create mode 100644 output_22_0.png create mode 100644 output_32_0.png create mode 100644 output_36_1.png create mode 100644 output_37_0.png create mode 100644 output_46_1.png create mode 100644 output_48_0.png create mode 100644 output_52_1.png create mode 100644 output_52_10.png create mode 100644 output_52_11.png create mode 100644 output_52_12.png create mode 100644 output_52_13.png create mode 100644 output_52_14.png create mode 100644 output_52_15.png create mode 100644 output_52_16.png create mode 100644 output_52_17.png create mode 100644 output_52_18.png create mode 100644 output_52_2.png create mode 100644 output_52_3.png create mode 100644 output_52_4.png create mode 100644 output_52_5.png create mode 100644 output_52_6.png create mode 100644 output_52_7.png create mode 100644 output_52_8.png create mode 100644 output_52_9.png create mode 100644 output_56_0.png create mode 100644 output_57_0.png create mode 100644 output_59_0.png create mode 100644 output_61_0.png create mode 100644 output_63_1.png create mode 100644 output_64_1.png create mode 100644 output_65_1.png create mode 100644 output_66_2.png create mode 100644 output_67_5.png create mode 100644 output_68_5.png create mode 100644 output_69_5.png create mode 100644 requirements.yml create mode 100644 tp05.ipynb diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..8f4745f872b301aa340ac05b3d47cb081453f177 GIT binary patch literal 64 zcmezWPoF`LA(J76A(bJKL7#z_feT22L<$%x8S)sC7~&a{88U#f$qd;*v3#IR9zzL3 HF;p!8vuz9W literal 0 HcmV?d00001 diff --git a/README.md b/README.md new file mode 100644 index 0000000..4b1d778 --- /dev/null +++ b/README.md @@ -0,0 +1,1810 @@ +```python +# Import libraries +import warnings +import pandas as pd +import psutil +import sklearn +from statsmodels.tsa.seasonal import seasonal_decompose +import numpy as np +import seaborn as sns +import matplotlib.pyplot as plt +from sklearn.neural_network import MLPRegressor +from sklearn.neighbors import KNeighborsRegressor +from sklearn.svm import SVR +from sklearn.ensemble import RandomForestRegressor +from sklearn.tree import DecisionTreeRegressor +from sklearn.linear_model import LinearRegression +from sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score +``` + +# Data Preprocessing + + +```python +# Load the dataset +df = pd.read_csv('data/monthly-sunspots.csv') +df.head() +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
MonthSunspots
01749-0158.0
11749-0262.6
21749-0370.0
31749-0455.7
41749-0585.0
+
+ + + + +```python +df.shape +``` + + + + + (2820, 2) + + + + +```python +# convert the date column to datetime +df['Month'] = pd.to_datetime(df['Month'], format='%Y-%m') +df.head() +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
MonthSunspots
01749-01-0158.0
11749-02-0162.6
21749-03-0170.0
31749-04-0155.7
41749-05-0185.0
+
+ + + + +```python +df.tail() +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
MonthSunspots
28151983-08-0171.8
28161983-09-0150.3
28171983-10-0155.8
28181983-11-0133.3
28191983-12-0133.4
+
+ + + + +```python +df.sort_values(by='Month', inplace=False).tail() +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
MonthSunspots
28151983-08-0171.8
28161983-09-0150.3
28171983-10-0155.8
28181983-11-0133.3
28191983-12-0133.4
+
+ + + + +```python +df.Sunspots.sum() +``` + + + + + 144570.0 + + + + +```python +# sum by years +df_grouped = df.groupby(pd.Grouper(key='Month', freq='Y')).sum() + +df_grouped.head() +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Sunspots
Month
1749-12-31971.1
1750-12-311000.7
1751-12-31571.9
1752-12-31573.6
1753-12-31368.3
+
+ + + + +```python +# set the date column as the index +df_indexed = df.set_index('Month', inplace=False) +``` + +The data is already ordered by date. The first date is 1749-01-01 and the last is 1983-12-01. The sample is a month with its number of Sunspots registered. The data is a time series. + +The sunspot number is a float, this means that is either an average or it keeps track of partial sunspots that end/start in a different month. Probably the latter since the total number of sunspots is an integer. But we can't be sure. This shouldn't matter for our model training anyway. Also, the total number is even probably because the sunspots appears in pairs. This could be useful for our model. + +_Sunspots are temporary phenomena on the Sun's photosphere that appear as spots darker than the surrounding areas. They are regions of reduced surface temperature caused by concentrations of magnetic field flux that inhibit convection. Sunspots usually appear in pairs of opposite magnetic polarity. Their number varies according to the approximately 11-year solar cycle._ + +_The sunspot number is a crucial component of space weather. It is a measure of solar activity, and the number of sunspots on the solar surface changes over the course of the solar cycle. The solar cycle is a periodic change in the sun's activity and appearance. The cycle is about 11 years long on average. The solar cycle is marked by the increase and decrease of sunspots on the sun's surface. During the solar maximum, large numbers of sunspots appear, and during the solar minimum, very few sunspots appear. The solar cycle affects space weather, which can affect satellites and astronauts in space. The solar cycle is also responsible for the aurora borealis, or Northern Lights, in the Northern Hemisphere. The solar cycle was discovered in 1843 by Samuel Heinrich Schwabe, who noticed that the number of sunspots visible on the sun's surface changed over time. The solar cycle is also known as the sunspot cycle or the Schwabe cycle._ + + +```python +df_indexed.describe() +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Sunspots
count2820.000000
mean51.265957
std43.448971
min0.000000
25%15.700000
50%42.000000
75%74.925000
max253.800000
+
+ + + +The + + +```python +df_indexed.info() +``` + + + DatetimeIndex: 2820 entries, 1749-01-01 to 1983-12-01 + Data columns (total 1 columns): + # Column Non-Null Count Dtype + --- ------ -------------- ----- + 0 Sunspots 2820 non-null float64 + dtypes: float64(1) + memory usage: 44.1 KB + + +THere is no missing values in the dataset. + + +```python +# print a boxplot +sns.boxplot(x=df_indexed['Sunspots']) +``` + + + + + + + + + + +![png](output_15_1.png) + + + +Also, no extreme values are present. + +# Data Visualization + +Since the data is a time series, we can plot the data to see how the sunspots have changed over time. I will use the seaborn library to plot the data. Since the result is better than matplotlib. + +- Trend Component: It represents the long-term pattern or trend in the data. It shows the overall direction or tendency of the data over an extended period. The trend component indicates whether the series is increasing, decreasing, or remaining relatively stable. + +- Seasonal Component: It represents the repetitive pattern or seasonality in the data. It captures the periodic fluctuations that occur over a specific time period, such as daily, weekly, or yearly patterns. + +- Residual Component: It represents the remaining or leftover variation in the data after removing the seasonal and trend components. It consists of the random fluctuations, noise, or irregularities that cannot be explained by the seasonal or trend patterns. + + +```python +# get rolling mean on a year basis +rolling_mean = df_indexed.rolling(window=12).mean().plot() +``` + + + +![png](output_18_0.png) + + + + +```python +result = seasonal_decompose(df_indexed, model='additive') +sns.set(rc={'figure.figsize':(11, 4)}) +ax = result.plot() +``` + + + +![png](output_19_0.png) + + + + +```python +# same but in a shorted range +df_short = df_indexed['1820-01-01':'1870-01-01'] +result = seasonal_decompose(df_short, model='additive') +sns.set(rc={'figure.figsize':(11, 4)}) +ax = result.plot() +``` + + + +![png](output_20_0.png) + + + +We can see a *trend* which start at 0 sunspots and increase to some number of sunspots. Then it decrease to 0 sunspots again. Graphically, this is a cycle seems to be around 10 years. We know that it is 11 years. + +The *seasonal* component has a variance between -2.5 and 2.5. + +The *residual* component is the noise around the trend and seasonal component. + + +```python +# zooming a specific trend +df_trend = df_indexed['1832-01-01':'1844-01-01'] +result = seasonal_decompose(df_trend, model='additive') +# plot with sns +sns.set(rc={'figure.figsize':(11, 4)}) +ax = result.plot() +``` + + + +![png](output_22_0.png) + + + +The residual component is the noise around the trend and seasonal component. It is vary between -50 and 50. + +# Fourier Transform + +Apply the Fourier transformation and find the periodicity of the data. + +The Fourier transform is a mathematical function that takes a time-based pattern as input and determines the overall cycle offset, rotation speed, and strength for every possible cycle in the given pattern. The Fourier transform is used to find the cyclic patterns hidden in the time series data. + +I will calculate the periodicity on the train set to avoid test bias. + + +```python +df_train = df_indexed['1749-01-01':'1919-12-01'] +df_test = df_indexed['1920-01-01':'1983-12-01'] + +df_train.shape, df_test.shape +``` + + + + + ((2052, 1), (768, 1)) + + + + +```python +# Apply Fourier transformation +fourier_transform = np.fft.fft(df_train['Sunspots']) +fourier_transform.shape +``` + + + + + (2052,) + + + + +```python +fourier_transform[0:10] +``` + + + + + array([93338.8 +0.j , 1468.1036331 -212.88095452j, + -1264.72141466-17793.04535383j, -7928.54620491 +6239.67068341j, + 7122.83407343 +3535.55795089j, 555.94555365 +206.05242238j, + 3791.90814354 -5119.83490291j, 1853.86932136 +4123.29141588j, + 3675.5880518 +5597.02967995j, 963.21680018 -2620.91520629j]) + + + + +```python +# Compute the frequencies corresponding to the Fourier coefficients +n = len(df_train['Sunspots']) +frequencies = np.fft.fftfreq(n) + +frequencies.shape +``` + + + + + (2052,) + + + + +```python +frequencies[0:10] +``` + + + + + array([0. , 0.00048733, 0.00097466, 0.00146199, 0.00194932, + 0.00243665, 0.00292398, 0.00341131, 0.00389864, 0.00438596]) + + + + +```python +# Find the periodicity (frequency with the highest amplitude) +periodicity = np.abs(frequencies[np.argmax(np.abs(fourier_transform))]) +print('Periodicity =', periodicity) +``` + + Periodicity = 0.0 + + + +```python +print(f"Periodicity: {1 / periodicity} time units") +``` + + Periodicity: inf time units + + + C:\Users\Administrator\AppData\Local\Temp\ipykernel_82340\2936873598.py:1: RuntimeWarning: divide by zero encountered in scalar divide + print(f"Periodicity: {1 / periodicity} time units") + + +A periodicity of "infinite" is not what we would expect. + + +```python +# Plot the Fourier transform +plt.figure(figsize=(12, 4)) +plt.plot(frequencies, np.abs(fourier_transform)) +plt.xlabel('Frequency') +plt.ylabel('Amplitude') +plt.xlim(0, 0.02) +plt.show() +``` + + + +![png](output_32_0.png) + + + +The code return a very high periodicity near 0. But this is wrong, the periodicity we want is the second peak we see. so I will recalculate the argmax but ignoring the first peak. + + +```python +# Find the periodicity (frequency with the highest amplitude) +threshold = 5 + +max_index = np.argmax(np.abs(fourier_transform[threshold:])) + threshold + +periodicity = 1 / np.abs(frequencies[max_index]) + +print('Periodicity =', periodicity) +``` + + Periodicity = 136.8 + + +This means a periodicity if 136.8 months. Which is 11.4 years. This is the expected periodicity of the sunspots. + +For the future engineering, I will use the periodicity of 11.4 years. + +I will also calculate the periodicity of the seasonality. + + + +```python +# Plot the Fourier transform but this time only for the seasonality +result_season = seasonal_decompose(df_train, model='additive').seasonal +result_season.iloc[50:150].plot() +``` + + + + + + + + + + +![png](output_36_1.png) + + + + +```python +n_season = len(result_season) +frequencies_season = np.fft.fftfreq(n_season) + +fourier_transform_season = np.fft.fft(result_season) + +plt.figure(figsize=(12, 4)) +plt.plot(frequencies_season, np.abs(fourier_transform_season)) +plt.xlabel('Frequency') +plt.ylabel('Amplitude') +plt.xlim(0, 0.1) +plt.show() +``` + + + +![png](output_37_0.png) + + + + +```python +threshold = 0 + +max_index_season = np.argmax(np.abs(fourier_transform_season[threshold:])) + threshold + +frequencies_season[max_index_season] +``` + + + + + 0.3333333333333333 + + + +It returns 0.333, but its clearly wrong looking at the graph, so, as a feature, I will use the seasonality of 0.083 which is 12.1 months. + + +# Model Training + +## Test and Train Split + +Data before 1920 as train. + + +```python +# Split in the furrier transform section +df_train = df_indexed['1749-01-01':'1919-12-01'] +df_test = df_indexed['1920-01-01':'1983-12-01'] +df_test.head() +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Sunspots
Month
1920-01-0151.1
1920-02-0153.9
1920-03-0170.2
1920-04-0114.8
1920-05-0133.3
+
+ + + +## Baseline Model + +As a baseline model, I will use the mean of the train data as the prediction for the test data. + +### Mean of the Train Data + + +```python +# Create a baseline model +baseline_model = np.full(len(df_test), df_train['Sunspots'].mean()) +baseline_model[0:10] +``` + + + + + array([45.48674464, 45.48674464, 45.48674464, 45.48674464, 45.48674464, + 45.48674464, 45.48674464, 45.48674464, 45.48674464, 45.48674464]) + + + +### Evaluation Metrics + +I will use the following metrics to evaluate the model: + +- RMSE (Root Mean Squared Error): It is the square root of the average of squared differences between prediction and actual observation. It measures the standard deviation of residuals. +- MAE (Mean Absolute Error): It is the average of the absolute differences between prediction and actual observation. It measures the average magnitude of errors in a set of predictions, without considering their direction. +- R2 (R-Squared): It is the proportion of the variance in the dependent variable that is predictable from the independent variable(s). It measures how close the data are to the fitted regression line. Nearest to 1 is better. + + + +```python +# Calculate the RMSE (Root Mean Squared Error) +baseline_rmse = np.sqrt(mean_squared_error(df_test['Sunspots'], baseline_model)) +print('Baseline RMSE:', baseline_rmse) +# Calculate the MAE (Mean Absolute Error) +baseline_mae = mean_absolute_error(df_test['Sunspots'], baseline_model) +print('Baseline MAE:', baseline_mae) +# Calculate the R2 score +baseline_r2 = r2_score(df_test['Sunspots'], baseline_model) +print('Baseline R2:', baseline_r2) +``` + + Baseline RMSE: 56.73590776250707 + Baseline MAE: 43.43141345841456 + Baseline R2: -0.16264654387789323 + + + +```python +# Plot the baseline model +plt.figure(figsize=(12, 4)) +plt.plot(df_train.index, df_train['Sunspots'], label='Train') +plt.plot(df_test.index, df_test['Sunspots'], label='Test') +plt.plot(df_test.index, baseline_model, label='Baseline model') +plt.legend(loc='upper left') + +mae = mean_absolute_error(df_test, baseline_model) +mse = mean_squared_error(df_test, baseline_model) +r2 = r2_score(df_test, baseline_model) + +plt.title(f"Model: Baseline", fontsize=16, fontweight='bold') + +plt.text(0.5, 0.9, f"MAE: {mae:.2f}", transform=plt.gca().transAxes) +plt.text(0.5, 0.85, f"MSE: {mse:.2f}", transform=plt.gca().transAxes) +plt.text(0.5, 0.8, f"R^2: {r2:.2f}", transform=plt.gca().transAxes) +``` + + + + + Text(0.5, 0.8, 'R^2: -0.16') + + + + + +![png](output_46_1.png) + + + +This clearly doesn't look good. Let's see if we can do better. + +## Train and Compare Models + +I will create the features to train the model, the month and the year. + +### Features Engineering + +Since the date itself is a bad feature, I need to create them, to train the model: + +- The month: a number between 1 and 12 that indicates the month of the year. +- The partial: a number between 0 and 133 that indicate the month of the cycle. The cycle is 134.29 months long, so the partial is the number of months since the last cycle. +- The trend: the trend is the long-term increase or decrease in the data. It is the overall pattern of the data. It is the trend that the model will try to predict. +- The noise: the noise is the difference between the actual observation and the prediction of the previous model. It is the noise around the trend and seasonal component. +- The seasonality: the seasonality is the periodic component of the data. It is the repeating pattern within each year. + + +```python +plt_seasonal_dec = seasonal_decompose(df_indexed['Sunspots'], model='additive', period=134, extrapolate_trend='freq', two_sided=True).plot() +``` + + + +![png](output_48_0.png) + + + + +```python +df_train = df_indexed['1749-01-01':'1919-12-01'] +df_test = df_indexed['1920-01-01':'1983-12-01'] + +def parse_df(df_: pd.DataFrame, trend_period: int = 137, seasonal_period: int = 12, window_size: int = 3) -> pd.DataFrame: + df_ret = pd.DataFrame(columns=[#'Month-total', # The month number since the beginning of the data (preserve total time information) + # 'Partial-trend-month', # The month number since the beginning of the cycle + # 'Partial-seasonal-month', # The month number since the beginning of the seasonality + # 'rolling-avg-3', # The rolling average, gives information about the sunspots numbers + # 'rolling_change', # The rolling difference, gives information about the direction + # 'Trend', + # 'Noise', + # 'Seasonality' + ]) + + # df_ret['Month-total'] = df_.index.month + (df_.index.year - 1749) * 12 + df_ret['Partial-trend-month'] = ((df_.index.year - 1749) * 12 + df_.index.month) % trend_period + df_ret['Partial-seasonal-month'] = ((df_.index.year - 1749) * 12 + df_.index.month) % seasonal_period + + rolling_avg = df_['Sunspots'].rolling(window=3, min_periods=1).mean().to_frame()['Sunspots'] + + rolling_diff = df_['Sunspots'].diff(periods=1).to_frame()['Sunspots'] + rolling_diff.fillna(0, inplace=True) + + df_ret.index = df_.index + + # to add the information about the speed of the change + # I wanted to get the rolling derivative or the gradient, but there is no function for that, however, + # I found out the percentage change function (only version 2.0.1+) + # which gives the percentage change between the current and a prior element(s). (it doesn't work) + # rolling_change = df_['Sunspots'].pcnt_change(window_size) + + # I will calculate simply by doing: Dy/Dx where x is the time and y is the sunspots + # print i will use 3 month as the time step + # rolling sum of the last 3 months + rolling_der = df_['Sunspots'].diff(periods=1).to_frame()['Sunspots'] + # fill the first 2 values with the first value 1 + rolling_der.fillna(1, inplace=True) + # calculate the derivative + rolling_der = rolling_der/3 + + seasonal_decompose_result = seasonal_decompose(df_['Sunspots'], model='additive', period=134, extrapolate_trend='freq', two_sided=True) + + for idx, row in df_ret.iterrows(): + # df_ret.at[idx, 'rolling-avg-3'] = rolling_avg.at[idx] + df_ret.at[idx, 'rolling-diff'] = rolling_diff.at[idx] + df_ret.loc[idx, 'rolling-der'] = rolling_der.at[idx] + df_ret.loc[idx, 'Trend'] = seasonal_decompose_result.trend[idx] + df_ret.loc[idx, 'Seasonality'] = seasonal_decompose_result.seasonal[idx] + df_ret.loc[idx, 'Noise'] = seasonal_decompose_result.resid[idx] + + return df_ret + +X_train = parse_df(df_train) +X_test = parse_df(df_test) + +# as y, use the next month sunspots +y_train = df_train['Sunspots'].shift(-1).dropna() +y_test = df_test['Sunspots'].shift(-1).dropna() + + # count null +X_train.head() +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
Partial-trend-monthPartial-seasonal-monthrolling-diffrolling-derTrendSeasonalityNoise
Month
1749-01-01110.00.33333329.46728725.2081043.324609
1749-02-01224.61.53333329.57966521.20129611.819039
1749-03-01337.42.46666729.69204225.25899515.048963
1749-04-0144-14.3-4.76666729.80442020.7168335.178747
1749-05-015529.39.76666729.91679820.87453134.208671
+
+ + + +### Compare Models + + + +```python +def predict_next(months: int, df_X_train: pd.DataFrame(), df_y_train: pd.DataFrame() , model_: sklearn.linear_model) -> pd.DataFrame(): + df_y_train = pd.DataFrame(df_y_train, columns=['Sunspots']) + + # I will use the last row of the train set as the first prediction input + for i in range(months): + # this value correspond to the next month + sunspot_pred = model_.predict( df_X_train.tail(1) ) + + # get the last date of the df_train and add one month + last_date = df_train.tail(1).index + pd.DateOffset(months=1) + + # create a df, date as index and prediction as value to the prediction set + row_pred = pd.DataFrame(data=[sunspot_pred], columns=df_y_train.columns , index=last_date) + + # add the prediction row at the at to the prediction set in the only column + df_y_train = pd.concat([df_y_train, row_pred]) + + # also, prepend the very first sunspot that has been removed with the shift + first_sunspot = df_train['Sunspots'].head(1) + first_sunspot = pd.DataFrame(first_sunspot, columns=['Sunspots']) + + df_y_train = pd.concat([first_sunspot, df_y_train]) + + # create the new dataframe for the prediction set based on the new prediction + df_X_train = parse_df(df_y_train) + + # then shift y again + df_y_train = df_y_train.shift(-1).dropna() + + return df_y_train[-months:] +``` + + +```python +import sklearn + + +# Models to use +models = [ + LinearRegression(), + DecisionTreeRegressor(), + RandomForestRegressor(), + SVR(kernel='poly'), # SVM regressor + KNeighborsRegressor(), + MLPRegressor(), +] + +months_to_predict_array = [3, 6, 12] + +for months_to_predict in months_to_predict_array: + for model in models: + + X_train_model = X_train.copy() + X_test_model = X_test.copy() + y_train_model = y_train.copy() + y_test_model = y_test.copy() + + # fit the model, don't use the last row since has no truth + model = model.fit(X_train_model[:-1], y_train_model) + + model_name = model.__class__.__name__ + + y_pred = predict_next(months_to_predict, X_train_model, y_train_model, model) + + plt.figure(figsize=(12, 4)) + # plt.plot(X_train_model[:-1].index, y_train_model, label='Train') + plt.plot(X_test_model[:months_to_predict].index, y_test_model[:months_to_predict], label='Truth') + plt.plot(X_test_model[:months_to_predict].index, y_pred, label=model_name) + plt.legend(loc='upper left') + + mae = mean_absolute_error(y_test_model[:months_to_predict], y_pred) + mse = mean_squared_error(y_test_model[:months_to_predict], y_pred) + r2 = r2_score(y_test_model[:months_to_predict], y_pred) + + plt.title(f"Model: {model_name}", fontsize=16, fontweight='bold') + + plt.text(0.5, 0.9, f"MAE: {mae:.2f}", transform=plt.gca().transAxes) + plt.text(0.5, 0.85, f"MSE: {mse:.2f}", transform=plt.gca().transAxes) + plt.text(0.5, 0.8, f"R^2: {r2:.2f}", transform=plt.gca().transAxes) +``` + + C:\ProgramData\anaconda3\envs\MachineLearning\lib\site-packages\sklearn\neural_network\_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( + C:\ProgramData\anaconda3\envs\MachineLearning\lib\site-packages\sklearn\neural_network\_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( + C:\ProgramData\anaconda3\envs\MachineLearning\lib\site-packages\sklearn\neural_network\_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet. + warnings.warn( + + + + +![png](output_52_1.png) + + + + + +![png](output_52_2.png) + + + + + +![png](output_52_3.png) + + + + + +![png](output_52_4.png) + + + + + +![png](output_52_5.png) + + + + + +![png](output_52_6.png) + + + + + +![png](output_52_7.png) + + + + + +![png](output_52_8.png) + + + + + +![png](output_52_9.png) + + + + + +![png](output_52_10.png) + + + + + +![png](output_52_11.png) + + + + + +![png](output_52_12.png) + + + + + +![png](output_52_13.png) + + + + + +![png](output_52_14.png) + + + + + +![png](output_52_15.png) + + + + + +![png](output_52_16.png) + + + + + +![png](output_52_17.png) + + + + + +![png](output_52_18.png) + + + +### Conclusion + +The linear regression with default value has a perfect score, so I think I could be happy with this result and stop here. + +# Optional : Darts + +Tring using the [Darts library](https://unit8.com/resources/darts-time-series-made-easy-in-python/). + + +```python +from darts import TimeSeries +``` + + +```python +df_darts = pd.read_csv('data/monthly-sunspots.csv') +df_darts.head() +``` + + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
MonthSunspots
01749-0158.0
11749-0262.6
21749-0370.0
31749-0455.7
41749-0585.0
+
+ + + + +```python +series = TimeSeries.from_dataframe(df_darts, 'Month', 'Sunspots') +series.plot() +``` + + + +![png](output_56_0.png) + + + + +```python +from darts.dataprocessing.transformers import Scaler + +scaler = Scaler() +series_scaled = scaler.fit_transform(series) +series_scaled.plot() +``` + + + +![png](output_57_0.png) + + + +## Splitting the series + + +```python +train_series, test_series = series.split_before(pd.Timestamp('19200101')) + +train_series.plot(label='training') +test_series.plot(label='test') +``` + + + +![png](output_59_0.png) + + + +## Missing values + + +```python +# example code +from darts.utils.missing_values import fill_missing_values + +values = np.arange(50, step=0.5) +values[10:30] = np.nan +values[60:95] = np.nan +series_ = TimeSeries.from_values(values) + +(series_ - 10).plot(label="with missing values (shifted below)") +fill_missing_values(series_).plot(label="without missing values") +``` + + + +![png](output_61_0.png) + + + +## Train and predict + + +```python +from darts.models import NaiveSeasonal + +model = NaiveSeasonal(K=1) +model.fit(train_series) + +prediction = model.predict(len(test_series)) + +# train_series.plot(label='actual') +test_series.plot(label='test') +prediction.plot(label='forecast', lw=1) +plt.legend() +``` + + + + + + + + + + +![png](output_63_1.png) + + + + +```python +from darts.models import ExponentialSmoothing + +model = ExponentialSmoothing() +model.fit(train_series) +prediction_exp = model.predict(len(test_series)) + +# train_series.plot(label='actual') +test_series.plot(label='actual') +prediction_exp.plot(label='forecast', lw=1) + +plt.legend() +``` + + + + + + + + + + +![png](output_64_1.png) + + + + +```python +from darts.models import AutoARIMA + +model_aarima = AutoARIMA() +model_aarima.fit(train_series) +prediction_aarima = model_aarima.predict(len(test_series)) + +# train_series.plot(label='actual') +test_series.plot(label='actual') +prediction_aarima.plot(label='forecast', lw=1) + +plt.legend() +``` + + + + + + + + + + +![png](output_65_1.png) + + + + +```python +from darts.models import Prophet + +model_prophet = Prophet() +model_prophet.fit(train_series) +prediction_prophet = model_prophet.predict(len(test_series)) + +# train_series.plot(label='actual') +test_series.plot(label='actual') +prediction_prophet.plot(label='forecast', lw=1) + +plt.legend() +``` + + 08:29:59 - cmdstanpy - INFO - Chain [1] start processing + 08:29:59 - cmdstanpy - INFO - Chain [1] done processing + + + + + + + + + + + +![png](output_66_2.png) + + + + +```python +from darts.models import RNNModel, TCNModel, TransformerModel + +model_rnn = RNNModel( input_chunk_length=12, output_chunk_length=1, n_epochs=30, model_name='LSTM') +model_rnn.fit(train_series, verbose=True) +prediction_rnn = model_rnn.predict(len(test_series)) + +# train_series.plot(label='actual') +test_series.plot(label='actual') +prediction_rnn.plot(label='forecast', lw=1) + +plt.legend() +``` + + ignoring user defined `output_chunk_length`. RNNModel uses a fixed `output_chunk_length=1`. + GPU available: False, used: False + TPU available: False, using: 0 TPU cores + IPU available: False, using: 0 IPUs + HPU available: False, using: 0 HPUs + + | Name | Type | Params + --------------------------------------------------- + 0 | criterion | MSELoss | 0 + 1 | train_metrics | MetricCollection | 0 + 2 | val_metrics | MetricCollection | 0 + 3 | rnn | RNN | 700 + 4 | V | Linear | 26 + --------------------------------------------------- + 726 Trainable params + 0 Non-trainable params + 726 Total params + 0.003 Total estimated model params size (MB) + + + + Training: 0it [00:00, ?it/s] + + + `Trainer.fit` stopped: `max_epochs=30` reached. + GPU available: False, used: False + TPU available: False, using: 0 TPU cores + IPU available: False, using: 0 IPUs + HPU available: False, using: 0 HPUs + + + + Predicting: 0it [00:00, ?it/s] + + + + + + + + + + + +![png](output_67_5.png) + + + + +```python +model_tcn = TCNModel(input_chunk_length=12, output_chunk_length=1, n_epochs=30) +model_tcn.fit(train_series, verbose=True) +prediction_tcn = model_tcn.predict(len(test_series)) + +# train_series.plot(label='actual') +test_series.plot(label='actual') +prediction_tcn.plot(label='forecast', lw=1) + +plt.legend() +``` + + GPU available: False, used: False + TPU available: False, using: 0 TPU cores + IPU available: False, using: 0 IPUs + HPU available: False, using: 0 HPUs + + | Name | Type | Params + ---------------------------------------------------- + 0 | criterion | MSELoss | 0 + 1 | train_metrics | MetricCollection | 0 + 2 | val_metrics | MetricCollection | 0 + 3 | dropout | MonteCarloDropout | 0 + 4 | res_blocks | ModuleList | 92 + ---------------------------------------------------- + 92 Trainable params + 0 Non-trainable params + 92 Total params + 0.000 Total estimated model params size (MB) + + + + Training: 0it [00:00, ?it/s] + + + `Trainer.fit` stopped: `max_epochs=30` reached. + GPU available: False, used: False + TPU available: False, using: 0 TPU cores + IPU available: False, using: 0 IPUs + HPU available: False, using: 0 HPUs + + + + Predicting: 0it [00:00, ?it/s] + + + + + + + + + + + +![png](output_68_5.png) + + + + +```python +model_transformer = TransformerModel(input_chunk_length=12, output_chunk_length=1, n_epochs=30) +model_transformer.fit(train_series, verbose=True) +prediction_transformer = model_transformer.predict(len(test_series)) + +# train_series.plot(label='actual') +test_series.plot(label='actual') +prediction_transformer.plot(label='forecast', lw=1) + +plt.legend() +``` + + GPU available: False, used: False + TPU available: False, using: 0 TPU cores + IPU available: False, using: 0 IPUs + HPU available: False, using: 0 HPUs + + | Name | Type | Params + ------------------------------------------------------------ + 0 | criterion | MSELoss | 0 + 1 | train_metrics | MetricCollection | 0 + 2 | val_metrics | MetricCollection | 0 + 3 | encoder | Linear | 128 + 4 | positional_encoding | _PositionalEncoding | 0 + 5 | transformer | Transformer | 548 K + 6 | decoder | Linear | 65 + ------------------------------------------------------------ + 548 K Trainable params + 0 Non-trainable params + 548 K Total params + 2.195 Total estimated model params size (MB) + + + + Training: 0it [00:00, ?it/s] + + + `Trainer.fit` stopped: `max_epochs=30` reached. + GPU available: False, used: False + TPU available: False, using: 0 TPU cores + IPU available: False, using: 0 IPUs + HPU available: False, using: 0 HPUs + + + + Predicting: 0it [00:00, ?it/s] + + + + + + + + + + + +![png](output_69_5.png) + + + +## Evaluation + + +```python +from darts.metrics import mape, mase + +print('Prophet') +print('MAPE: {:.2f}%'.format(mape(prediction_prophet, test_series))) +print('MASE: {:.2f}'.format(mase(prediction_prophet, test_series, train_series))) +print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_prophet.values()))) + +print('AutoARIMA') +print('MAPE: {:.2f}%'.format(mape(prediction_aarima, test_series))) +print('MASE: {:.2f}'.format(mase(prediction_aarima, test_series, train_series))) +print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_aarima.values()))) + +print('Exponential Smoothing') +print('MAPE: {:.2f}%'.format(mape(prediction_exp, test_series))) +print('MASE: {:.2f}'.format(mase(prediction_exp, test_series, train_series))) +print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_exp.values()))) + +print('RNN') +print('MAPE: {:.2f}%'.format(mape(prediction_rnn, test_series))) +print('MASE: {:.2f}'.format(mase(prediction_rnn, test_series, train_series))) +print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_rnn.values()))) + +print('TCN') +print('MAPE: {:.2f}%'.format(mape(prediction_tcn, test_series))) +print('MASE: {:.2f}'.format(mase(prediction_tcn, test_series, train_series))) +print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_tcn.values()))) + +print('Transformer') +print('MAPE: {:.2f}%'.format(mape(prediction_transformer, test_series))) +print('MASE: {:.2f}'.format(mase(prediction_transformer, test_series, train_series))) +print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_transformer.values()))) +``` + + Prophet + MAPE: 195.49% + MASE: 4.25 + R^2: -0.62 + AutoARIMA + MAPE: 94.51% + MASE: 3.76 + R^2: -0.16 + Exponential Smoothing + MAPE: 558.50% + MASE: 15.00 + R^2: -14.13 + RNN + MAPE: 106.90% + MASE: 3.83 + R^2: -0.23 + TCN + MAPE: 207.13% + MASE: 4.29 + R^2: -0.67 + Transformer + MAPE: 94.76% + MASE: 3.77 + R^2: -0.16 + diff --git a/data/monthly-sunspots.csv b/data/monthly-sunspots.csv new file mode 100644 index 0000000..bddb7f8 --- /dev/null +++ b/data/monthly-sunspots.csv @@ -0,0 +1,2821 @@ +"Month","Sunspots" +"1749-01",58.0 +"1749-02",62.6 +"1749-03",70.0 +"1749-04",55.7 +"1749-05",85.0 +"1749-06",83.5 +"1749-07",94.8 +"1749-08",66.3 +"1749-09",75.9 +"1749-10",75.5 +"1749-11",158.6 +"1749-12",85.2 +"1750-01",73.3 +"1750-02",75.9 +"1750-03",89.2 +"1750-04",88.3 +"1750-05",90.0 +"1750-06",100.0 +"1750-07",85.4 +"1750-08",103.0 +"1750-09",91.2 +"1750-10",65.7 +"1750-11",63.3 +"1750-12",75.4 +"1751-01",70.0 +"1751-02",43.5 +"1751-03",45.3 +"1751-04",56.4 +"1751-05",60.7 +"1751-06",50.7 +"1751-07",66.3 +"1751-08",59.8 +"1751-09",23.5 +"1751-10",23.2 +"1751-11",28.5 +"1751-12",44.0 +"1752-01",35.0 +"1752-02",50.0 +"1752-03",71.0 +"1752-04",59.3 +"1752-05",59.7 +"1752-06",39.6 +"1752-07",78.4 +"1752-08",29.3 +"1752-09",27.1 +"1752-10",46.6 +"1752-11",37.6 +"1752-12",40.0 +"1753-01",44.0 +"1753-02",32.0 +"1753-03",45.7 +"1753-04",38.0 +"1753-05",36.0 +"1753-06",31.7 +"1753-07",22.2 +"1753-08",39.0 +"1753-09",28.0 +"1753-10",25.0 +"1753-11",20.0 +"1753-12",6.7 +"1754-01",0.0 +"1754-02",3.0 +"1754-03",1.7 +"1754-04",13.7 +"1754-05",20.7 +"1754-06",26.7 +"1754-07",18.8 +"1754-08",12.3 +"1754-09",8.2 +"1754-10",24.1 +"1754-11",13.2 +"1754-12",4.2 +"1755-01",10.2 +"1755-02",11.2 +"1755-03",6.8 +"1755-04",6.5 +"1755-05",0.0 +"1755-06",0.0 +"1755-07",8.6 +"1755-08",3.2 +"1755-09",17.8 +"1755-10",23.7 +"1755-11",6.8 +"1755-12",20.0 +"1756-01",12.5 +"1756-02",7.1 +"1756-03",5.4 +"1756-04",9.4 +"1756-05",12.5 +"1756-06",12.9 +"1756-07",3.6 +"1756-08",6.4 +"1756-09",11.8 +"1756-10",14.3 +"1756-11",17.0 +"1756-12",9.4 +"1757-01",14.1 +"1757-02",21.2 +"1757-03",26.2 +"1757-04",30.0 +"1757-05",38.1 +"1757-06",12.8 +"1757-07",25.0 +"1757-08",51.3 +"1757-09",39.7 +"1757-10",32.5 +"1757-11",64.7 +"1757-12",33.5 +"1758-01",37.6 +"1758-02",52.0 +"1758-03",49.0 +"1758-04",72.3 +"1758-05",46.4 +"1758-06",45.0 +"1758-07",44.0 +"1758-08",38.7 +"1758-09",62.5 +"1758-10",37.7 +"1758-11",43.0 +"1758-12",43.0 +"1759-01",48.3 +"1759-02",44.0 +"1759-03",46.8 +"1759-04",47.0 +"1759-05",49.0 +"1759-06",50.0 +"1759-07",51.0 +"1759-08",71.3 +"1759-09",77.2 +"1759-10",59.7 +"1759-11",46.3 +"1759-12",57.0 +"1760-01",67.3 +"1760-02",59.5 +"1760-03",74.7 +"1760-04",58.3 +"1760-05",72.0 +"1760-06",48.3 +"1760-07",66.0 +"1760-08",75.6 +"1760-09",61.3 +"1760-10",50.6 +"1760-11",59.7 +"1760-12",61.0 +"1761-01",70.0 +"1761-02",91.0 +"1761-03",80.7 +"1761-04",71.7 +"1761-05",107.2 +"1761-06",99.3 +"1761-07",94.1 +"1761-08",91.1 +"1761-09",100.7 +"1761-10",88.7 +"1761-11",89.7 +"1761-12",46.0 +"1762-01",43.8 +"1762-02",72.8 +"1762-03",45.7 +"1762-04",60.2 +"1762-05",39.9 +"1762-06",77.1 +"1762-07",33.8 +"1762-08",67.7 +"1762-09",68.5 +"1762-10",69.3 +"1762-11",77.8 +"1762-12",77.2 +"1763-01",56.5 +"1763-02",31.9 +"1763-03",34.2 +"1763-04",32.9 +"1763-05",32.7 +"1763-06",35.8 +"1763-07",54.2 +"1763-08",26.5 +"1763-09",68.1 +"1763-10",46.3 +"1763-11",60.9 +"1763-12",61.4 +"1764-01",59.7 +"1764-02",59.7 +"1764-03",40.2 +"1764-04",34.4 +"1764-05",44.3 +"1764-06",30.0 +"1764-07",30.0 +"1764-08",30.0 +"1764-09",28.2 +"1764-10",28.0 +"1764-11",26.0 +"1764-12",25.7 +"1765-01",24.0 +"1765-02",26.0 +"1765-03",25.0 +"1765-04",22.0 +"1765-05",20.2 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MonthSunspots
01749-0158.0
11749-0262.6
21749-0370.0
31749-0455.7
41749-0585.0
\n" + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Load the dataset\n", + "df = pd.read_csv('data/monthly-sunspots.csv')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.606057600Z", + "start_time": "2023-05-23T15:03:31.356761100Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "(2820, 2)" + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.620646700Z", + "start_time": "2023-05-23T15:03:31.372281Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": " Month Sunspots\n0 1749-01-01 58.0\n1 1749-02-01 62.6\n2 1749-03-01 70.0\n3 1749-04-01 55.7\n4 1749-05-01 85.0", + "text/html": "
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MonthSunspots
01749-01-0158.0
11749-02-0162.6
21749-03-0170.0
31749-04-0155.7
41749-05-0185.0
\n
" + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# convert the date column to datetime\n", + "df['Month'] = pd.to_datetime(df['Month'], format='%Y-%m')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.640457900Z", + "start_time": "2023-05-23T15:03:31.391365600Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": " Month Sunspots\n2815 1983-08-01 71.8\n2816 1983-09-01 50.3\n2817 1983-10-01 55.8\n2818 1983-11-01 33.3\n2819 1983-12-01 33.4", + "text/html": "
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MonthSunspots
28151983-08-0171.8
28161983-09-0150.3
28171983-10-0155.8
28181983-11-0133.3
28191983-12-0133.4
\n
" + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.650833700Z", + "start_time": "2023-05-23T15:03:31.405451400Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": " Month Sunspots\n2815 1983-08-01 71.8\n2816 1983-09-01 50.3\n2817 1983-10-01 55.8\n2818 1983-11-01 33.3\n2819 1983-12-01 33.4", + "text/html": "
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MonthSunspots
28151983-08-0171.8
28161983-09-0150.3
28171983-10-0155.8
28181983-11-0133.3
28191983-12-0133.4
\n
" + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.sort_values(by='Month', inplace=False).tail()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.652831Z", + "start_time": "2023-05-23T15:03:31.419739700Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "144570.0" + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.Sunspots.sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.664342400Z", + "start_time": "2023-05-23T15:03:31.435752Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": " Sunspots\nMonth \n1749-12-31 971.1\n1750-12-31 1000.7\n1751-12-31 571.9\n1752-12-31 573.6\n1753-12-31 368.3", + "text/html": "
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Sunspots
Month
1749-12-31971.1
1750-12-311000.7
1751-12-31571.9
1752-12-31573.6
1753-12-31368.3
\n
" + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# sum by years\n", + "df_grouped = df.groupby(pd.Grouper(key='Month', freq='Y')).sum()\n", + "\n", + "df_grouped.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.666920300Z", + "start_time": "2023-05-23T15:03:31.452278400Z" + } + }, + "outputs": [], + "source": [ + "# set the date column as the index\n", + "df_indexed = df.set_index('Month', inplace=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data is already ordered by date. The first date is 1749-01-01 and the last is 1983-12-01. The sample is a month with its number of Sunspots registered. The data is a time series.\n", + "\n", + "The sunspot number is a float, this means that is either an average or it keeps track of partial sunspots that end/start in a different month. Probably the latter since the total number of sunspots is an integer. But we can't be sure. This shouldn't matter for our model training anyway. Also, the total number is even probably because the sunspots appears in pairs. This could be useful for our model.\n", + "\n", + "_Sunspots are temporary phenomena on the Sun's photosphere that appear as spots darker than the surrounding areas. They are regions of reduced surface temperature caused by concentrations of magnetic field flux that inhibit convection. Sunspots usually appear in pairs of opposite magnetic polarity. Their number varies according to the approximately 11-year solar cycle._\n", + "\n", + "_The sunspot number is a crucial component of space weather. It is a measure of solar activity, and the number of sunspots on the solar surface changes over the course of the solar cycle. The solar cycle is a periodic change in the sun's activity and appearance. The cycle is about 11 years long on average. The solar cycle is marked by the increase and decrease of sunspots on the sun's surface. During the solar maximum, large numbers of sunspots appear, and during the solar minimum, very few sunspots appear. The solar cycle affects space weather, which can affect satellites and astronauts in space. The solar cycle is also responsible for the aurora borealis, or Northern Lights, in the Northern Hemisphere. The solar cycle was discovered in 1843 by Samuel Heinrich Schwabe, who noticed that the number of sunspots visible on the sun's surface changed over time. The solar cycle is also known as the sunspot cycle or the Schwabe cycle._" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.671923Z", + "start_time": "2023-05-23T15:03:31.469316400Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": " Sunspots\ncount 2820.000000\nmean 51.265957\nstd 43.448971\nmin 0.000000\n25% 15.700000\n50% 42.000000\n75% 74.925000\nmax 253.800000", + "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Sunspots
count2820.000000
mean51.265957
std43.448971
min0.000000
25%15.700000
50%42.000000
75%74.925000
max253.800000
\n
" + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_indexed.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.671923Z", + "start_time": "2023-05-23T15:03:31.485354100Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "DatetimeIndex: 2820 entries, 1749-01-01 to 1983-12-01\n", + "Data columns (total 1 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Sunspots 2820 non-null float64\n", + "dtypes: float64(1)\n", + "memory usage: 44.1 KB\n" + ] + } + ], + "source": [ + "df_indexed.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "THere is no missing values in the dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.671923Z", + "start_time": "2023-05-23T15:03:31.499033200Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# print a boxplot\n", + "sns.boxplot(x=df_indexed['Sunspots'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Also, no extreme values are present." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Data Visualization\n", + "\n", + "Since the data is a time series, we can plot the data to see how the sunspots have changed over time. I will use the seaborn library to plot the data. Since the result is better than matplotlib.\n", + "\n", + "- Trend Component: It represents the long-term pattern or trend in the data. It shows the overall direction or tendency of the data over an extended period. The trend component indicates whether the series is increasing, decreasing, or remaining relatively stable.\n", + "\n", + "- Seasonal Component: It represents the repetitive pattern or seasonality in the data. It captures the periodic fluctuations that occur over a specific time period, such as daily, weekly, or yearly patterns.\n", + "\n", + "- Residual Component: It represents the remaining or leftover variation in the data after removing the seasonal and trend components. It consists of the random fluctuations, noise, or irregularities that cannot be explained by the seasonal or trend patterns." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:31.989653200Z", + "start_time": "2023-05-23T15:03:31.627142900Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# get rolling mean on a year basis\n", + "rolling_mean = df_indexed.rolling(window=12).mean().plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:32.760153700Z", + "start_time": "2023-05-23T15:03:31.841726700Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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NK+goVCxoEeOHvak4Fl+M9ALjFjDuabWUMjz6V3fBcareP/Aam0V4ad0FtSwnMrgIxTJs2t/1Yg3p2W+HM3H4SpHaZE8kkeHE1VL268FSTLOiTrGVycqcB3srM7XnokY4d/l9ll10RTEkgcqCgOrv0s6Kr/X1HA4Hc8cOQ4ivAyzN1I9v27Es5JQ0GqVGTZtIigOxBYjPqMLmA2kQtIrZbU6NzWJIZXLI5HJs3JeK5V+cHDQt1EuqmzUeW3pLELxdrdmvu/q3UJLJ5BBLZNh2LEvvhhIU8OiGnKLTBtc5NRsAdp/J03hsIKLWnW9i7az4MONpfiQ++S1+wNPFtK3YdhUN/Xl/Gp5efUbtsYOXCvvluAgZari9CHiYqaS7qm5v6ZyZNpDkDNPj6sZQ6DQzlCkzPKZFeOLh20LUnlNOOK5mVVPx2AFyLL4EzW0SnFKZ+JHBJ/Z6hbEPYchiGAaZWrqxfPDLFZTVdGRFfP7HVbQKpVoXEwfK6Wul7HYbBxsz2FiZqj2vbOWtTWs/31vLGQavfK/evveJO0ZhlJ8D7pzi3+P3m5tp3wJT0zjwhVdPXi3B7jN52LA3FRdSKrD1UIbavUlpdQuuZdey2fI7TuUMinmsk525xmOW5jzYWnaMi2+emQwby67HiVAsw9bDGTieUIKvtyfqdRz9H1obwlRX1Sg1r28YhgGHw0Fitm7dbgYi4HGoU/TT2sIU6KIYVFpBPcYEu/T7MSlpu1HwcbeBhRlPa/BFLFVfZRystQgIGWi9yfAI8OwoXqYaEO2cDTaQdNkLb8w6Q/rILxegoVmEqBEuuJJeiZNXS/HUnaNgZ23W8zcbgbKGR9AwO4zyc1R7TiSVo6iyCd+3d2756smJuJZTg6nhnmoBNGI4g6VuAVFXUqW5kkv0oyz+2lnnDidVDW14ds1ZAMBzd49GRIBzr4L8fbXzdA4OXeq4lzbn8+DlbK32GqtuAh7Flc2oamiDq71FvxyfUCRVm/RzOMCEULcu28921tbFYofJABaOVc6fOo+JxOwaJOV0FND+eGs87psVqPaa5lYJbHvInuhv2gJelmamsLM2wzOLwmBmagIul9NttmRpTQtKa/q2/YkyPLpxo3TAkMrkOu1f7y+NzSK8vP4C/j6ZjbJa3QasRNq/v/v6JpFGW1drC9Mu/96s4gZU1bcOSLS0tLoZO0/lajxubc7TOX2RZ0IfbTL4tQol/b79qlagfu7rbhKaVlAPiVSG4qpmtc/aQO+Tlsrk7FY6Xa5Dfa2APpDkcgYfb43Hut0pKK1pwcZ915FV3IB/LxQY+9DUiCQyxGdUQSyRsQElM1MezPnq60SVda04ndiRafDaxlhsO56Np1afMep190am7To81BelRBKZxkKFSCJDYnb1oKnT0JN/zmlm6za3SVCuct93ILYAH22JG1Lbbmsa2jTuF/tbUWXvs8XW7U5R2xre30QSmVqwAwDcHCxgb81XW63XNuFV1vnILG7AB79cYTNUGIZBfEaVwbaSizpNopfPH9mr7+8qc2YgPpP1TSIs/+IkVnx5ClnFDVoXO1XPhXKG0TjeP45l9ftx9oTP07znUm4VGhPsirDhTgAAfw/NkgKGRLOibnS+0awTCHH6WikkRi5g11u7z+TilfUX2OJ9A+3wlSI0Notx5Ip6ob3ulNW0QCKV91uAoVDLxcTS3BQVddoDMsfii/HGj5ewr33fnpxh8PuRTJy+ZviU2q72p1mam2J0+4lB1bJ5wRqP8UwGZ9syQpQkUjmeXXMOr6y/0G8rti1CCbu3WCnU1wGTR7t3+T1f/HkV7/9yBf+o7NEd6IDCR1vi8dK686isb9WpWFd3e1r/PJaFb3ckDZpV8b9PdlS6Vw0UiKUyyBlm0GSrfP57AjbsTcV/FwvY7j7mfBPwTTVvm05fK9P6Hq+sv4A6gbBfj/NmwDAMahuFbFCj831BQYUAT60+gwOxBUY4OsN45+fLePl7xXiJvV6By2mV+O1wJtbtTsFvh4dGrRJtk9RN+9Pw9s+XEZehSLPffSYPBRVNOJuk/TMzGL22MRYfb41HVcPAbWPQtxC18vfc2CLG+79cwfH4/iti3/m6aG1hirnjhoHD4SDYx0Ht8c46Z1Nez68DoMhu3rA3FZ9sjTPIMaouXIT5O2JSWNfXfm1ui/HVmiU6EAGPfec7Aohf/HlVpwz56k5jND6jqotXDhxt9x7aFp4eXRiK2WO82a9H+jpovKYvKODRDdXV/oraVry64SJ+O5yJvecHvlhNXxy5ojjhfbc7uc+tgfShur9ceYLsKcUqMbsGT6w6jVe+v2DwlRuGYZBX1sh+PTvaG68/GAVTHhf3zVSkgy2Y6Itf3piFlUui1L73v4sFKKpswms/XMSpxFL8djiz2wr++ugqsm3K4+KBOSOwcJKfWtus8SNdNV47OKY2pK/qm0QDepNlaCl5tTgQW8B+hlXPqcoLs0gi0+hCYgird1zDc2vOaTxe2yjE8vkjERmovZBafnlT+/87VvQGehKuLPJ1NbNaLfC+7JagLr8nNa8WH22JU5v0yRkGJxJKkJJXO+ArlF3Jr+g4jhMJJeyfL6RU4IW15/Dy9xcGxbEWtafnH4jtqIdkzjcBp5epzAPVdrE3pDK5xo3xYHbkSjFW/nCRLcLHqKxFSaQyfLQlHmKJXGs9sKGitj0wFp9ZjZ//S8OP/15nt7YOlVoY2rI2knMVKfe/HlQvYMoM0F3K4ctF+O9igU6vvZpVjQudPq+qwbXSAdyy09SHmhxyhsG/F/JRXNWMbcezDXhU6kSdrotvLo2Gj5tild7NoWOLipVKYdKgYfZwdbDA/Im+at+rXJi41r5Fo1YgMkimt2pg4rm7R/f6/O3vYYvvX5ym8fhALILoUxD7clqlxmPGqDcCKLJjPtoSp/UaaKqlXqKjrTkemttxj2Nrxcea56Zofe9v/r6mtRhqdyjg0QWZnMGrGy6yX19I7bjgnEsafDcwXek8eT6VWDrgqZ/aWjq+//A4nb63sUVs8GrI+87nY/9FxU3sreN98NAtQWw0elqEJz57PAaLpg4HADjZau4p/+DXONSppMkb8uY8p6RR7QZbSVncx9XeAounDVerbG3B52lkfiRkVg/piTJRBOZeWX8Bb2yMHdQ91rsiZxh8uyMJu8/kIbdUgPLaFjy39iw+/S0eDc0itc4iIrFidX/T/jSDrdKm5tV1cVyKKuwezpY6v5cxt4woAx58Hhczo72xckkUwvwdwTPhqq2ArN6RhIKKJuw+k8dupRAOkmKmqXm1KKtpQVpBHXJKGrt8XYtQCqFYhl2nNbf0DaSurpH61OQYjC2Df9ibitc3xiI1r1br8wmZ1WqFEY1txylFVtDO9nGhOgl9uVNBwqFIdWKna7vdqvpWo3SQ60pWcYNGNp0qoVimFjg2N+3/+jZiiQw7TuXgn7N5atuF/jqRjeVfnMSltI77+uY2Cb7fk4LNB9JRo3LvpHrt5WmZpPWXvhQhbWmTDEjdqc7XRVeVIIfqoqaleUeGx1N3heHzx2M0anZcy1FkL/BVfseG6D6m/PdztbeAqZatFbow45vg08djMGvsMDx3TzgAoKG5/z97VuZd1z7pzN/DVu3rEB979s+v/RCL0l4GBwzh+bXnNNrRWpnzMGW0h1pArCtSqbzLQqbX8+vw6e8JvToeCnh0obutF0NlPyUAfLvjmsZjx+L6L8VNG20ZEHbWuhfR+e9igUHbLqruFXe2V68ezOFw4O5oyRZ9Mjfrua6voW46GIbBZ390fIAtVP7uz5+YqPbaYa7W8HaxwujhTuByORirUlDV0owHQYsYb2yM1WsfKBkcVAvRDsUitKoFtkQSGf45lw+xRI7cMgE++OUK6lTqGzQ0ixGfUYWLqRX9tkr71F1hcLYzx/9uVWwBWxDjh5hRuhUuO3W1FJv2pfbLcXWnRiDEkcvt5+v2hamRvg54+f5IbHxlOl59IFLr9336ezxKqpqx52xH4MAQfez1kVvaiNU7kvDOpstY9dc1nb4nvbAercKOG35Bi3hAA/Vd/a70maQNxloFytToo3HFqG0Uql2jr2XXYP0/KXhn02W12guAYgJp7K1R8RlVOKWyFUq1S4GjlgWKwSwlrxaZRfVqk9uufr9lNS3sv0erUIL3frmCl9adHzTj65cDPbegVZskDkDRR9UJuXKcCFrEONp+D/zTv2kAFAGnbSq1DpQdRwD1wIMuBaQNQdAqVtvuBwC3jBum8/c3toj7vV12YUUTG4gEgLljh8GE2zGlVA1ceDpZYvYYb8yI8oKdFR8cDgccDgdLVTIWCyuaUFLdrFb3qK8LDRKpHF9uU3T00LYVsTeGuVrjpSXRbO2RNpEU6QXaF1UMxbQXx7xoWkfHGStzHl66L0Lt+Xc3X2H/HJ9RhZe/P49X1l/ot9a12q7XQcPssfaFqVi+YKROmTaW5rxuX9fb7HoKeHShu0Jx3RWErG8SDariWUWVmlG9GpU9xXI506+FOKUyudbJGpfDUdsX11MARNAi7pcCcM523UcZLXRY0TNUMKZzRsbd0zuyTCw6BV54Jlx8uHw8XrxXEW2OGeWG4GH2uH2SHzuhAxTZKDmlXa+oksFL9WTOHcCK4IaiukomkckhUzmnClolqG3sOA99+ns8Nu7rKLbW10lV5/N3ZKAzxoW44qunJiHQyw6A4mL6+O2jdK5gvu9s7oDUY1A9H5+6WooTVxXbPjrfwHK5ipvGuWM1b4TrBCK898sVnFRp22msQL1y5a472s7/z645h3/P5+NEQgleXHdebftLf+sqlVoZAI8OUgSYb5/kp/Gal++LUNuzLmgZvMHK6oY2rPzhIp5afQaf/haPVzdcwHe7k9nnj6osjjS3SfDK+gv4dmfSgB5j5+y2H7oJPA6lTDhBqxjf7kjCl9sS1RbYusoIemfTZbz982W2CL3yfJBZ1HX9noGkS0D1rZ8usX829FZgbVQzSlraAxe5Zer3QxKpHE+sOo1LKlsBBCr/BqoBj4Ha2rhPS1azfacOViO87dS+drYzh4eTImvxvc1XkJBV3X8HCODDLXFIK+gYew/MVu8O4qySwWFnbYaH5gbhf53qzc2K9saDc0awX8dnVKm1qX1n02WdC/Vroxqw7dzJUF9mKoGcP/txuxDQ82fEx03RDSfQ2w5h/k54ZlEY5o0fhq+emgRTngnumRGg9vr/LhbgWHwxNuxNRUOzYk6141ROv8xZtc2hp4Z76HQv+8QdoxDiY4/F04arPX7rBB+17VFA7xZyqC2tHtpEUiTn1iA8QH0P+IWUcmw+kI75Mb4aA81Q5AwDiUSukVq7+0wurmXXYMXCUBRfKwMXDKo7ta+aHumJM9fKUFrdglV/JaK5VYKqhjbYW5vh/UfGwczAKYad21V1xuNxIWv/QLvZW6CxmxQxZXTyyycnwsWA7auUF4guj1EluDVxlLvWvbSGSlnu/D4zo7wQ6GWntYc1ALXIpynPBK8/FA1As7r3Z78nwNnOHK/cHwk3R0tU1bdi3/l83DbBF96u6u3DiHHlljbC2c4cdtZmajdXQ7FjVIvKCv2eM7kawcVsla0Nna+3QrFULQ22tzqvDHX1GQKAlQ9EYt+FAljwTXAuufvtig3NImQU1iPM30ltW5khSXq5MueqQ2ooMDATDG3qOnXJmRnthYmh7mrZbNFBLriSVqm2Wg9ArV7WtuPZmKMluNMfugp4KK+RTy8Kg1Akg4WZiVp9AA8nS4QNd8KKBSOxdpcicDBYth38eTQLxVVNeFWlLpVqi8vcMs2tmQXlHdeSy+3/Ptfz6yBnmAEJwhZVNuGDX9WLF3Z3b94mkiEhsxrnk8vg4mCBB+d0XfPG2AQq9zvXVVaKBT0soDQ2i9U6TwgHOJCpbJEJAKn5tZDKGEQGOrM1SHTVl4msrlSvAyXVzeCbcnG+0zk+r6zrBSE5w6jdl/X377pOIMS6PSkoVNkGMMrfEXI5g+hgFzaj4tbxPlg0bThaRVK8tO48AKCmUYigYfZa29nK5Uy/t6rtvBIf6uuAZfOC4efefeeNmFHubJ2RljapRhvYjKIGhAdoFuvXhWqQo6reMFu87W06Ak8ymRxv/XQJo4c7YYlK4MZQeqpt9vzd4bicVomJ7YVYxwS7YkxwR02/2yb4oKSqmQ3m/XNWe/bsueRyTIvwNNBRK7Rpud/QVrdDm85tgwO97ZBT0ohJYe6IS69Su0+QSuXg6zh3pYBHLzy7eDS+35MCAFizMxkbX5kOUx4XHA4Hu8/ksrUXDl4q7LeAx3e7kpFV3IAvn5wIG0vFqliLUML+3R9t6bqysTJC3Lmif0VdK8pqWuBkZ478MgFGBzgZ5Gamq2CHcvVL9Qbc09kKWd3s7VZKyKzGrRN8+nRc/h42yC9vwsRRbj0GT1RP4sPbq0p3DnqU1bagVSjt8wSo855LDofDFoDqDTstK9Y1jUK8+dMlvP/wOGzan4bSmhZkFTfg66cnd/teDMOgpLoFHk6W1Oq2nyVmVWPdnhSE+NjjtQej1W7WJIM44MEwDK7n18HLxRoOKjcDLW0d47mkugUONupBh5Qu6gcAiolL3wIeHX+3raUp5sf4dvlaLxdrPH1XGHJLG3sMeHzwi+L8OibYBU/cMQplNS0Y5mrd60JoXalpaMORXm45nBrugT91aD3XJpLieHwxDlwqxJwx3lgw0Q8isQyNLSK4Ouhez6S3VGs4DXO1xrJbFKt8rz4QyW5xkcsZndOXJVIZeCZc9neuzAYy1A29UCzVWAVWUna/4nI47Pn+pfsikF8uQH2TiL02RQQ644NHxuGDX+NQUt2CxOxqRAQ6g8vhoLFFDEGLGMMGINisnJzK5QybKZSQqfvKb0l1MyRSGRKyqtXGWGOzWO2z3l86Bzt0sf6fFPbPx+NLYGnGw32zAg1+Q99XqhlXqjVrmnoIkDU0qxdzlEjlkMrkA3J9PpdUhj3n8nD3tAB4Olth9d9J4HCA1x+M7vV7JebUIGKEM47/m4bFU/37ZTypBvH+OKr9HLnrjPZ6QaeuluBUYplaYcT+rol0IqFELdgBAC/cEw6eCVdtAeHOKf4w5XFhx1O/17Ptot5BXEYVJoS6QdAihrWFaZ/OlQzD4EJKz0V0ORwOZkZ59fg6awtT3DczEDtO5aBVJFHL8ACAvpzWVbdFqnaF6QueCRdvPBSNL/68ygaMK+pasWiav0bL8r7SNt6WzBmBEB8HyORyONqa47Zu7m04HA4ev2MUMorqu605kppfZ/Dzo7brub7nqNeWRKGpVQIHGzONe+He3BtTwENHi6cN16jqv/rvayiubsFbS6O1Fpo0pPSCOhyJK2YrXu84mYO544bBx80GpdU9FxcL8LTt9oIiaBFj0/40lNe2YuEkXyyaOrxPN/G/H+26G8xrD0ZpPKbrieJcchl7UymRyrHqr0T4utv0aiVHebMwabSHzt8DAME+9lpX6xIyq5GQWY2fVs7o002HtoioPpSBMG0+VAmI1Qp6TrU+k1SG3w5nYnKYO1YsDDXI8fWX/HIBxBIZfNxsNLYADXaCVjHWtQdTM4oawDDqE0CpdPBsk+ssMbsG3+9JgZU5D+vaq5m3CqXYfkI93bNzRffu9CV1WCaXo7BCcZNqbWGK1c9N0SmAO9zTFvfODADPhIurmdXILG7o8rUJmdX442gmziaVY/n8kZgS3rtzSVc+2hrf62J1fFMTONuZo6ax+xXWXw9lsH/efSYPu8/kwd/DFvnlAnzwyDi9gqu6UA1sq271CPVzxOxob5xLUZzTz3TR2lXVd7uScb2gDjOjvPDA7BGQMwx7Tnv/kXF9DtQzDIMv/rjKdmhR9eWTE7VeE0cPd9LaLlz1Z123OwX3zQxUFG4trEOdQIQ3HopG0DD7Ph1vd9IK6rB2ZzIemqu4QVb68d/r3XyXgpeLFRqaRGgRShF7vRJbVMYOoOh01N8Bj546NHz73BSUVDXjm7+vdfu6VpEUWw5lYFqEJ1qFEnA4nEFxfeiczaR0vaD7LSq1AqFaNu6B2AL8eSwLr9wf2a/jCQC2Hs6EnGHw+9FMjGmvG8YwipaZSo/cFoLcskac7aG4f2FFEz5sD2g1NgnxskrnOUPRpSuhsuU0oBhTyoyJ37UESPpzW2BhRRMOdaqnMCPKi72ntDI3xWO3h8LUhKuW4a167u9qe+aP/15HY7MIf7W3BP94xXh4OFnpFfhIL6zHLyodd+ys+Hj8jlG9fh9VFmaKn6eirlWjJo2oD7VIVD9j9882XAaGtja7hy4VYVGnLRh91Xm7vKOtmdYtrD3pqcBqfxQ01VY0V7lg0Fs8Ey57vVENYgG92/5s/LP+IDfM1RpvLRvDXmDsrPjspFeZkaDLDURffd2p2NuF1ApcSK3A5tdn9ljQMNRPUeQuLr3rfsyNLWI2FW7/xUKk5tXhrWVj9JrAMwyDU1fVCy55u1ijpLoZ/h428HbRXNnStfp1eW0ru5qRUVSP7JJGZJc04t4ZgTqnSynT3Pg6vv6bZyajoVkEbxdr5GlJ+1VSRiD1Zaj9x1wuB28ujYZYIsfec3laU5WVln9xEvfODECoryN8VVIP5QyD6oY2HGhP176QWjGoAx4tQgm++PMqJO1VnVc9PUnvitwDiWEYlNa0qO2VBxSp5hkqmVgSLZ2OBgtljYYWoRQ7TuVglL8jjmgphKVLBpeSMo24RSgBw2i/wejKlkMZ7AqUKY+r8ySYw+HgtgmK1ZLiyuZuAx4A2Bv6Hady9A54lNW0oKlVjKBh9vjm72t6V+b3cLJib3p1CX4oKTtMnblWhmWd9lf3VWVdK67l1CA1vyNdv/O/40O3BOG+WQEw5ZnA09mqx84gyrF2NK4YD8wegeTcWhS3Byf2nsuDk605XO0tMNLPUa9jTsis1hrsANDrc3vnCvuqBf4Axc/QnxPU73Ylo00kxab96Xjjod6twIf5O6KwogkZRQ0awQ4AqBG0QVIoh1AkRVSQi5Z30J9czmDr4Yxuf9/+HjawsTTFKH/d/52b2yR4fu05mHA5+HHlDKPVRZLLGew+m6tWw6g3TiSUqE28qxsU7/PbkUxEBznDzsoMs6K9DJZ1psQwHfXeJFI5sou1n8+nRnhiaoQnRvo66nxv3N12GDnDgAPNLRM90aelqbbsWFXdNTPoq91nNTNNrC3Up2gTR7lrvObOKf7YfCAdY4NdYNvNYpcy2AEAO07loriqCUHD7PHknWG9Os7OW2Y+XDG+279XF8pszvxyzSL7rSLFNVHOMJDLmV7NSZTBk7HBLmztLkPQdj/y38UCgwU8pDI54jOr2Hv3UX4OqBWI8Mzi0QZ5/87Ka1txJb0SFXWtkMsZ5JUJ8Nzdo2HKM0FlfSscbcx6fT+tXLBztDVjt7WqZv3qS9qpcDBleBjQh8vHq339wSPj8FKnNmja9swZUncXxjaRtMcMj5hQd3A5nG5b6qXkqqeXF7RXTPZz730a2Jcq0X6lFQtGok4ghH8XaWXaghW2VnytF5iLqRWYFuGptgJ+Jb0Sk3XM2FDuHeXr+AF2sDFjb75CVNpAdvbK+gvwdrHC2/8bq1c9FNWI6JReZp90NsLbHoBiq9Cu07laa48o7TyVCyAXU8I9cM+MANha8vHP2bx+z1rqjcTsaghaxHCyM4enkxUkMjm+3p6IaeGeiAh0RnFVM3uD09QqQWp+HaJGGPZGvD+cSChh96+qUi3uBgClNS0I8XUAh8PB3nN5EElkuH+W4feM9tahS4Vqe6IPXy4ySNXvr7YnYmq4By6nV4IDDj5/IkajaFtXVNNt9S107Otuw/aOf/z2UPz0X1qXr+1L+8B3Nl0GoNiLm9bDym53ls0Lwk//puGWccOwWYduCZ0pJxylNS1wsOb3aTuR0kdb49DWKSVX242i8kbqmUVh2LjvOhvA6ElhRRO+29VRYFPZahwAfnljlj6HrFZXRpU+W/p66grQm4wnfaiulH6h5ZrcHUszXrcBh9pGIdvh4osnJ2q0mOyL+MwqrVvLHpg9AvbWfIwNcdUarIgZ5YZL1ys1HldSftZkcgZCUd9qBPXF6Wul3dY260lXY7SyrpX9DJiYcDAjsuftBL3RObuhp5odE0Ld4O9pizc2xsLBxqzbc7GtJR9tIil4Jhy1iZVcrsjgMueb4I2HonsV9Khv6vr4Ar3sEOhlh8NXevfvUN1omDoQ2mgLIHU+f2ozKcwd3i7W8HS2xHkdtpoAHdtJr6RX4ck7e3ecnRcKLQywjcO0m3PrpeuVmDLaA59sjUebWIaPV4zX+VysnD9Y9zEg05mVhfafuaiyCR5Olqioa0NNQ5veweDDl4uwp73eBgfAc3eH61ynQpvn7wlXu1YqrVgwEueSy5FV3KBWNB5Q3Ed5uVjh8z+uYqSvA1Yu0czM747yfGFtYcoGPFwdDXedUKIMDwPgmXDw1F2akU87azNMCHXDZZWKztqqxF66XgGxVI5JYe593lv51faub1aeXXOux++fGKYo/tJdSz1tFZ2LKnsf8BCJZVpXcj2dLdUyCABFX+yqhjYEeNqqnfAmjnLHrDFe+PtEjtaAx5ZDGZga7qHWMWHzgXSdAh5tIimb3qVPmypXewt89eREvLYxVuvzJdUtiM+o0jn4AihW77cdz2ZTukd426l1WukLBxszPHZ7KJpaxexK6+N3hGLbsWx2oqaMwJ5PLsf55HK4O1qiok4ziKdarKy/icQyrN2VBIlUDntrsy4rju89n69W2FBp3e4UfPXURFiY8XrVy3yg7dNy7NoogyJTwj3Ytsqzor0NWsC3t6ob2rDztPb9z0phwx2Rmqfeuu3W8T463WiqTnpKq1t0DnioelDPQmIRgU7YdcYEfB4Xof6OeOHecKzdqXnD0BeqgZIr6V1P1JS6++Q521ngrWVjAAAb9qp3sQgaZo+8ska1lRFLM57aXunk3Fo8ueo0xFI5okY447m7w3X8Kbqm7WZ9ZDcBYw8nK3zwyDgciC2Em6Ml/jia2W1B6A+7qVd1LrkMU8N7vye5uU3zerPq6Umw6WJvfHd6PFcO4s5LNpb89vsW7eNSdZGltKrZoAGPrgJeXbXl5JtyIZbIER7ghKgRLiitbsbYEFe8p9KGEVBfnW9tD3gcjy9G7PVKvNSps46hMQyDq1k1sLE0ZbclG5rqfWhKbq3BAx66TL47p9u72lvg+xengsvl4OnVZ7v8PmtLU6zccBGOtub4aEXHImNlfSs7HsRSuc4LSRKpnC0a3NnYYBc8vWg0ahuFuHi9QuMe09XBossClzUN6kEUQ9wTSaQynE4sYyeIqgH2YB0ywDgcDntv3bmGR9Awe2T1kKnY259B2mm+o2tmdXdU69+5OVjgk8cmYPvxbJy8Wor0wnrUNgpR0F7bpFYghJuONadq2gNUTgZuV63afldV55pDby0b0+vMkoTMajbYAQCRI5z7FOwAFF3qeCZcteL3G16eBnM+D5nFDVrHSKtIyrb/Ti+sR0JmNbuNrSdyOcMGZi3NePjiiRhU1LUiwLPvWTbKeaOtpalaNyVdUBXCLjjYmGNciKvW53Q56f70Xxq2HMrApv1pGkWIekMuZ9iUxe6onugeWajYT+flbIXHbg9lP5w2OrZfVNpyKEPnNoz7LxbgjY2x2HZcc9/jh8vHa02HevG+CMwe442n7gpTa4s00tehxw9GSl6tRtaCLvv+N6gUNNP3RO1sb4Fvn52Mj1aM13qTtPlAOsprW1BZr1vmz5lrZWr710f5ORq8AJnqXs2YUHeMbT9xOdmaY9XTk7F8/kj2eW3Bju4eNwShWIoTCSWobxJBLmdw6HIhMooakFsm0Lu92ms/xOK5Nedw5lppzy82kt7sJd92PFttlaw/2jT3Rk/bJjgc4JHbRuLxO9S3Qt011R+vPxiFlUui8NbSMTr9XQcv6ZdtpG9AyNnOAqufmYyvnpoEW0s+xgS74oX7I7sMOlTUtbIBDKlMjqNxxcjpYQvPfpXuHqotEZU6Bwe+eHKiTsfe+Zz0xkPRattVJoe5a91zrdzql5hdo9HpqTcOXy7SKJ4dEeCER+aH9HjDxOFwsHCSn6KF8JOT9D6GXw9mQC5nIJHKIZbIdG4drq2ukaOtud7b47qbR0gN1CaxN3QN8o/0c8DUCE/c1qlAuPKaqdpquM7A5yFtAY8VC0ZqeaXCp4/G4Om7wjBhpBvGhbjirqnDewzAvP/LFTS3SbDteDbyywU4cqUIjT1sDe6Ls0llWP9PCr7482qXAY+H5hquo4zquainri+6ELSK8cr6CxqPO6t0v3K2M8e9MzWL9Vuam8Kcz8Pd0xXp/oHedhpbrBIyq9EqkqKkuhkiiQwHYguwcV+qWivu3nSZOp9cxmZed15oe6T9XsfJzhxfPTmR3WKtDGq+cE84okY4I8jbDhNHual9b0VdK7utZ+O+VLz506U+t6o9dLmIrXdlZ8VHzCh3fPXkRDx9V5jOE0wl1bnJqqcn4Y2HorFgYtdFLYHedYCrbxLpVBelt0Z42+HeGQF4bvFofPLYBJhwuWqFxpUFlwHdt34zDMNuCemPhaFA754n72n5dfh6eyK+2nYVhRVNOrV/PXipgP2zr7sNHjXQVvK3lkXD1tIUPBMOHl04kq2byOuijotUJlfLmFMWg25sEeNyWmWX40YilWHNziT2/sbPwxauDpYaXU319cK94Zg9xhvvPzK+5xd3Qhkeepg4yg2p+bUYPdypx0JrV9KrcCW9Cu/8byzb5aM3NnbTc15pWoQHlt4SjNT8Otha8TEh3AsxI1000sQ8nSwxd+wwHIvvvguAk60Ze+OXlFODmdHeas8zDINN+xVp048uHAkOh8NGJKsaFBHV6ZGeSMmrhau9RZfV6N0dLdmLvOq2oJhOFxlA8cEXtIjZSd4aLautghZxt8VPq+pb1QqC9aUNr521GeyszboMmrz9syJ99sV7wxHm79Rlcag6gVBjS8P8Hi5Q+rhnegCyihvYG9h7ZgTCwdacbf00McxNrRCVNu9uuoJNr89kvzZka8K95/JxNK4YJ6+WIGiYvU4FDAFFjR3VG+RZ0V442al+zNbDmTDn89TaXA0GipWV3n2PapZBTWMbhrlag2GAw1eKMC7EdUA6PwBAdkkDvt6eqPU5CzMeFk8bDic7czjYmCEm1B0O1mZYsysZt03wAd/UBMEqRRTnjPWGoEWMZfOCsf14Ni6maqblphfW6zTeVCdigGLlUF+dg1FzxvtitL8D0vLqsHpHktpzb/10CRZmPKx/aRp2nc7F0bhieDlb4eNHJ3T5/l0FjEa1Tzajg1yw42QOjieU4OX7I3S+aXvhnnB8+rui5avyt6W6+rt8wUgwjOK5rm6/1u1OwddP6xdw2Hc+XyP9fdG04b0uimrGN8Fzi0dj+4ls/N+tIT0Wp+zs0a9OwcnWDO6OlsgsbsQnj47vshtNVnEDtp/IZhcnlFlITrZdtzPWxaePxeDf8/kI9rGHp7MiPVgps7gBJVXNkMkZjUlZX2mbhHE5HLzzv7GorGtDan4tSqqatdZ3evLOUewK6r0zA9UKKb77v7F475crattJDR0ILyjXPKbuMiad7Mw12k7zTU3w3QtTIRRL8doPmtmYbSIZziZ1XGMOxBbiQGwhHlsYitKaFkQFORtkNVIptputNkqTwtzZTjiTR7uzW/OU92MWZjwM97Dpsagp0BHw+Oz3BBRUNGH1s5P1ypBT6qr+m7+HLXseu3WCT7cLNfNjfDE1whO2lvxuJ36Vda3YfUZxP+npZMU+LpTIoOsdtGotCNXMZi8XK7XzOt/UBC/dF4H9FwswK1qREePhZMVmuLW2F+1V9cWfVzHC2w5X2n8niVk1bFtQfVxV6Zrk3X79dra3gLMek3RfdxuY8rhwtDGDY/u5a2aUV7fbk1tFMtjpGND99VDvt0vqgsPhaHQbcbQ1xy3jhuFoXDGOXOmYsxyMLcSjC0N7zHoorGxiM3UM+VlWeurOMCTl1GBKuAeeXn1Go7YEoDjHK7tifrglDvfNDOyxy6RyXhIe4IQX740w2PH6udtizfNTNR4fPdwJp7Xcb2v7zDMMg6+2XUV5bSsemD1Ca9bdqr+uqW278/cwTHccJQ8nK3beuHCSX6++lwIeegj2ccCqpyejsr5VbWLWOU1YVWxqBYZ72qJNJIUpj6vTCr5EKkO8lhZyHy4fj/d/UaRrfvrYBHi0XxQiA53Z4p8WZjyNFSQOh4Mlc0bgzil+7FYYH1drjSJt88b7sJPw349mwc/DFr7uNqisa8XRuGJMCnNnsyvunxXIVlhWteyWYMjkjM5VeceHuuJ8SjlGeNuxvxtG5Xb8sYWhWm94IwOdUVLdjJpGIQQtErh2nTGt9qEePdyp224muuopS2TNzmTYWfPx6aMxWtvWaqvf0B/t5bxdrfH9i9PYwIulOQ+3q5wsukrRUyVnGJy6WoKZ0d7ILxdg1V+JmB7phXumB/S5JWRS+6pXeW2rWvBr3vhhGBPkioyierU0P6XXH4zGy+vPsytBCyf5oaFZjKudskJ+/Pc6ziaV4fZJfgj2sR+wrTmA4nOcWypAkI+92oT9yz+v6pS9pUoZUATQHnTsuAHZf7EAHk6Wim5SHEUdGA+VG8a+qm8SYf0/KZgZ5YV/zmnv5/7ew2Ph7WKtMYaDfRyw/qVpWgMWqh2WJo/20BrwABQ3wq1CKfw9bbW+T16ZQGOfqiH2F6vi80xg1UXqe5tIiuqGNiS1B11KeyjA2dUe+OULQtn6CQ/ODcKDvVz5DfCyw1dPTsTus3mYN15xQxLaXsTTzpoPDocDDgf4aMV4rN2VDG8Xa41AUa1ACJFYBjO+CcpqWtAilLB1gboilzM4eKlQI9hx38xAvTvARAW5sPugv312MlLz62DK42rsN+5KrUDEBu+vZdfglvHabza/2pbIrtwCwN0zhiNomH2fAxHujpZsNo22vcbvtV/Hv3xyIlzsLXAioQTHE0rwyn0Rek14AMXntPN2DgD4ceV0mHC58HaxxphgFzAMg9jrFXB3tEKdQMhuhRobrJ7ZumiqP/45l49XH4iEt6s1Rg93UmspfSKhBNMjPbUWI+8tRUaC/jVxVFlbmHa7TWWXlu14P+9XbCU4nlCML5+YCLs+BAkAxQShoq61220FM6O9MGW0R5fZfrdO8IWNpSnsrc1QUdeqU8CjvLYVpTUt7DaA1Ly6PnWSahFq/zcJD3BCXIZiYtTT9gsOh8MWt+RwOHBzsGDbeqpS3RZQrXK96ynDI79cAJ4JF8NcrVFW23HunTPWG3dM8ce+8/lYdovmudTBxqzLgs2q97Z8HhdiqRw5JY1q2Xu/Hc3sU8DDXKW2Xl+3XthY8vHVkxPV6vU52ppjRpQXTrdvT/Bxs0ZRZcc9f2xqBU4nlmL0cCfMn+irtXZPZX0rTl0t1die2t+8nDXvX+Izq1FSHYeXuzlHyuRyfLQlHoCi/lLngKghONiYYUZ7210nW3OtYzm9UP2zuuNUTrcBj+Y2CTKKGgCADcD1t8gRznj3/8bCw8kSz605xy6OaLt/aRPJ2Pvza9nVWgMenWsMuTn037ZrB+vezeEo4NEHnS9Qnz4ew7a06qygQoCymhZ8tCUOMjmDaZGeWDJ7BHgmXNQJhDgeX4JbJ/iotZXSduP/4r0RGOZqrXdRNkCRYvj2sjG4nF6J2yb44qOtcWhUaVs0PdILZ5PKUNK+T/fjrfFq3686IV23JxmTwjQvpFwup1eT4DB/J3y4fLxaKuo90wPw5bZEzBnrDU9nK4wJcsHxhBK17+PxuLC3NkNNoxB1TUIA6pHcxhYxahuFELSI2WKKS+aMwOxOWSv68nSyYqPI3784DUm5Nfi5U4HDxmYxckobtKZ05XdazfJw0m1voj76GpQAFAEw1XZthy8Xob5JhCd0aEsmaBFDLJXB2a7j37isuhl7T+dALtdMj4sa4YzF04bDlGeC4V62sLE0xdbDHemUzywKg6U5D7OivXH4chGc7cxhZ8XHM4sUtXeeX3tOrS1ZemE90gvrEeBpCy8Xa0yP9DR49Fmbv07m4NTVUrg5WGCkrwNmjx0Gd0eLXnUt0ZUiYKQY54cuFeH+WYEY5e8IT2crnbNxWoVS1AmE8Ha1RkZhPf4+mYMFE32x93w+ympauuxU9Pjtod3W/NHl7w/xscddU/xhzjfBwctFavur3910BXKGwf/mBbM3GqpOXVU/N0QEOPXL50lb4FLp9U61fZpaxeCbmrCrNhKpHJlF9TibXK6x1dHawhRrntethW5PnO0t1D6TrvYW+OLJibBWqWfj5WLNtlqVyxmcTylHUk4NErMVwY+nVp/BlNEebPHWj1aM73ZSG59ZpRGUfP3BKLVsnr6wszZjV/qPxRWz2QnfPjsZDc3ibmt6AOhyMeLPo1lqwY6xwS4w4XIROcIwKbhKXC4Hk0e7Iz6zWmPy9uW2q1j19GR2hX/fhXw8Mn8k/jyaBRd7C0wc5abT5Lu5TYJ3fr6kUftkQqibRlCbw+Gw124/dxuE+NjDztpM4zqxYKIfZo3xZmsh3TJ+mFrAAwC2Hs7A28vGQi5ncCSuCAGedhjuadtl8F4ilWndJqR6bvF1s0GLUII7p/j3+HMbmlgiR3ZJI7ulQN8A+bc7ktS6FClZmPHQJpLi40cnqE3qpoR7IC69CrPHeLMZHnZWikKtgCKjUdk15/m7w7HrTC5mRnmx40bV+ypBL22LUr2h2jHs0YUj4etmg5zSRkwKc4efuw0aW8Tw6mXA642lY/DrwfRua5oUq7TL7C7gUVTZxN6nqhZIVf39dlc/qCscDgcv3BOOVpEUvm42bOFbVSKxDG0iKTsfyCltZDMsMovq4eVi3WXgrUUoUbsPMEShdW3niQkjXXE6sRT21nwsnz8SJxJK2BpZyu5RJ66W4MTVEqx/aZrG3Obz3xO0BiK7a4RgCI5dZNhV1LXitY2xWDjJDwsn+qple1Q3tGG7ykJid1nfhvLs4tHYcjgDt0/yw8//pXXZchpQ/Jur1pWrbxJh3/k83Bbjq9bdrqsWw4bG4XDY+2AzU5Mur5OAegDSztoMJVXNsLHiw9bSFAyAC1qKTfdnnbkxwa69ytS/YQIecrkc33//PXbu3AmBQIAxY8bg/fffh6+v4bcHKFma8WDK40IileOuqf6ws+Jj2bxgJGRW4Yk7RiGjqAE/tK+a5JYJ8NN/19l90qeulmKYqzVmRHrhoy1xELRKcPhKEdY+PwU2lnzklwvUJncAsPn1mQZbmQ7wskNAezGdb5+dAjnDYM3OJFibm8KUx8V7D49DYnYNzl4r1VhRUF2tyC0V9LkllVLndHzlqrAyAn739AB4OFmqTbjnjPHGxdRy5JQ24t8LBRCKZZgWoShWJ5czeH3jRbV9oAAQPrzrLSa9tWxeMOQMgzljvGFpzutyAp2cW6sW8LiaVQ1bK75aHQZnO3O8cE/fiwXq67YYHxy6VIRbxg3DCG87nEgoYaPN3bmcVokHZo/otqUbwzB4Z9NlNLdJsOb5KeyY2XkiG8fj1AtYfvnkRDjZmatN/LgcDqZHekEuZ/D70SwsmTMCY9pXIu+bGYiYUDdYmvHUPh/vPTwOhRVNyCsXqHUOyS0TILdMgLNJZX0KHGojZxhU17fB1cECghYxTiWWsi2aK+vbUFnfpjV98H+3BiOzqAG1jUI42ZnjclolbCxN4WJv0W0r5J783d6KbuktQYgOcsFvhzMxJdwDdtZ8DPew1TifiMQyvL3pkloAFNAshKlNjJaWeb3F4XBwR/sEx8/DFgmZ1ewWPOWk9J9zeWzAo7iqGWevleH2yX4abWRXLAztl0wee6uOG8qPV4zHu1pW05Ve+O48/NxtEBHojIJyAVLy6tQm1zwTLj5/PAbF1YrCj/3ZKlNbXQPl74fL5WBahCemjPbAM2vOspMLZbADAFb/fQ0frZjQ5c17RaduZZtem2mw82xni6cHsFuqlNsLX38wChdSKuDhbAkel8vui1f690IBbhk3TK07R6tQqrY/HACWzOldRk1vrFgQihULFNlYqsGhOoEIv6psKWwVSpFRWM8Wjdt5Kgf3zx6BmFFu3V5vU/JqNYIdL9wT3mN2DpfLwWsPam9dy+Vy1G7QvbWsuuaWClBZ14o3O3WX+t+twRrFMwsrmvDJb/G4dYIP7p6uqPlQ3dCG9MJ6tRa47z8yrttj1tXby8Ygo6geSTm1yClthL+HrU7FQ5XnvFsn+OC+mYFoE0lRWd8KHzebHj+n5bUtqBUItQY7pkV4YvH04WhsFmusYD9yW0h7FkLH+6tOPi3MeHj9wSjUN4sQOcKZDcqduVaGkmr1TF3V80xVg6LNeXdd5jrLKm5ATWMbwgOc2fuA5fNHskEyZYDDy8UaXnrM0+2s+Igc4dztv4NqJoJQIkV+uQAl1c0aBYn3nuso/q16T2WI1eWIwI77tjljvDUW3QDgmW/PwtrCFHPHDcM/Z/Mw3NMWs6O98fP+NLUOF3KGwca9qTAx4eLhW0Pwzs8dAZRl84IRHuDU5+PVJtjHAW8vGwNzMx68nK3wyPyRKKxsUvv9qv4sgV52iAh0woKJfriaVa0R7DDhchA0zB73zNCs2WJIzvbdZ2bsv1iA+iYhVizoqHOx+0yuWsbiEj0Ll/eGl4s13l42FgDg4WzVbf2u9XtS8Nzd4bAw4yE1r5bdHqtsc6/kat9/i59dmTTaHcfj1cf33dOH42pWNfLLm9Raq19Oq8TltEqY8rjwdLbSWqvylQcie1Wnrrdsrfi9CgxxGF2qqAwB33//PbZt24bPP/8cbm5u+Prrr1FcXIz9+/eDz+/9hFwmk6OurvuUZECxalxU2YRZ0d4a2xvkDINdp3K77EhgyuPi66cm4cVOWSFdpfrpMjnj8bhwcLBCfX2LwYqiFVU2Yf/FAq3ba4COiPqL94bj0vVKxIxy77cTN6AonpPQfiy/vDELJxJK1FY4Qv0cwDCKgEfnSRAA/LRyRr9sG1G6llMDawtT2Frx8fW2q2qF8J5ZNBptIqlGvQwPJ0t8uFz3dlv9gWEYpBfWw9/DFhZmPCRmVWPdnpSev7Hd5NHuGD3cCSG+DrC2MMX+iwXwc7dF0DA7bNx3nb2xuWOyH+6aOhyX0yrx47/qqemP3R6qtde8qvomEeys+b2aHDIMgzqBCJ//mcC2yALAZgvsO5+P2OsVMDM1gYONGaaM9mBX1XSRWVQPHo+LrKIG7DydywaPdLVkzgi2wn2bSIrzKeUYF+IKngkXP/+XhjHBLpgU5o7zKeVg5AxmRHlhxZendH5/QFF7SHU/8qxoLyy9RT2Vt7CiqceVclXKDABD7zdVtfNUjlodAQAI83dEqJ8jewEeE+yCq5nVajUpDDnh7nxeLa1pAZej2E/a28+JKk9nK3zSTZ0PY/jiz6tdpuCPC3HFI/NDIJerZ7rEZ1RpBMUMHUxUxTAMtp/IxjAXa0yN0N6N5Vh8sdpKn9IwV2u8tXQMTHlc7Dydo7Y/vD+PubPlX5zU6/teWxKldeKaml+L1X+r15ZZPn9kn7YydOW/C/mQyRmMDnDCp78ldPvaX96YBYlUhoyiBoT6OeCbv66xE+hf3pgFkUSGp745o/X7+kudQIhXN1zU+fVcDocNIPi528DZ3gIPzAqEXM6Ab2oCWys+ymtbcDy+BDOjvPDp7wkaW7sA4KPl4+Fib6HTyrhyfHz91KQeU/KrG9rwy4F0hPg6wMfNGut2az8fPXVXmFoxfjnDoE0k1drJrPP45PO4WPv8VIOu6qt+RnkmXHzy2ARIpHL8uC+VzTBWUr1+vXRfBDgc4MiVYsyf4IPv9qRozQAx9BiqbxLh75PZyCsT9Fi028qcx670K48jv1zAZqJ0rjf23QtT+7VTUGdv/BjbZTcapQdmj8BfnQLHb/9vTL/UxOjKgdgCXEipwLJ5wUgrqNNaj+T1B6PgYm8BR1tztXE7I9IT/7s1xCDHoevcKresEXvP5oFvasJmS3Y2NsQV82N88MnWBLXApNK7/zd2QLKPO2tsFuFyehXsrPg4n1wGBsCTd4Yho7Bep0UvVW8vG8MuqvcnR0crmOg4b7ohAh5isRgxMTFYuXIllixZAgAQCASYOnUqPvvsMyxYsKDX76lrwEMXf53IxtG47guF9kTXVoH9EfBQEoql+G5Xcper/gN1wk7Mrsa63SnwdrHGRyvGI6u4AV/82XXrXlWuDhb44gnduh0YgkQqwxOrNG/mVC2c5Ie7pvj322qovnJKGvHZH4qbWdUbPkCRHtp5f6IqawtTtnDa/+YF47dOlb2VrXA7e/m+CIQN779g2fH4Yo26Kc525l3evCyc5IvF07SvYsgZBvsvFiC9oF5rYK03ls0Lxkwt2zS60/mG1MfVGjwet1cZIZ1/vuTcGq0FgbW5b2Yg5o0fhrKaFrg6WBqkPZ02cRlVbKacroKH2eP1h7SvWOujp/OqXK4oQPvN39eQpsMee6VpEZ54+DbD3JAZSlFlE7YcysDiacPx5/FsVGopSmljaYqIAGc0tohhY2mqsf3yxXvDDVaVXV9yOYNHv+o6KKhsb6f08G0hbHbgQNB2LuqN2yb4wM/DFv4eNvj1YIba+TjA2w5vLo0Gt9tmxn3HMEyvA6+qJo5yQ0penVqLZgAI8LJlV0z7Q1+PGwD8PWyQX94EJ1tzvP5QlNbiqJ31ZgKeVyZAm0iKUf6OvTquqoY2vLFR+7FYmfPwygORsDTjoby2VZHFm1QGDydLvP5QNFtQtKKulS28rjQzyqvLWhf6Ekpk+HhrPMKHO+K2GF+17CXlfZ6ueCYcvHRfJJv59dDcIMweY5ity53VCYT4eGs83Bx025q6bF4wXOzNNQKSqgyZwa2LP49maWS39cTSjIfVz07uc5tUfckZBo/24nO7aNpwtVp1faHP3CqntBF5ZQJMHu2O3NJGne6tHpwzAnPGatbGMLY3f7qk9V5Am2kRHnj4tq47axnSTRfwSE5Oxr333ovDhw/D379jv+eSJUsQHByMDz74oNfvaciAx9mkMrVUTV3xeVy8dJ9i1dTP3VanyHp/BjwAxY1CdkmjRoDBxtIUa7VUAO4PDMMgq7iB3RvZJpLixXXnIdHh59WlSrKhrd2ZxBbl7MzCjIePlo/vl6JKfcUwDA5dLoKHkyXcHS0hlzMQtIjh5WoNW0s+3vwxVmsmkj783G3g4WSFh28L1rsFpC7EEhl+PZSBy1ragHbllnHDwDPhgsvlqE0f4jKqdO5QMDvaW+Pm4qm7wtDQLEJyTg2evTu8112DrmXX4LvdHRfQX96YhYzCenzVRfeUrsyI8oJNe6CypLq5y1UJpTeXRqO+SYTxIwem641EKscXf17VqHfTnRfvjTBolpmu59U2kRSFFU0QS2U63dxo2y892GQW1eN8cjkudFFMtrOBWtnRhUQqR15ZI9wcLfHy95ptNZX0CTgagkwux77zBWotig3hw8cmwt/NakBa356+VorfOm2/7QtTHhdfPDFRa/FEQ0orqEN2SSOupFfC0pyH5xaH45Pf4hEd5II6gbDLjNbe2vDyNJxOLIOLvUWv24zqQ84w+OCXOI0tLrpQBnG0+Wj5eLaLiKH0dF6tqm/FnrN5bEeU7thYmuLbZ6ewQc4PHhmnd7FkXSi6rHHQIpRg/Z4UtIllcLW3YIu46urxO0Lh4Whl8E5NPWkTSXEioQRTwz3QKpKiuKoZP/+XptbRS9VdU/wxYZQb28HJWHqTGbdySZRetVu0McTcSihWzFU6b7NXMtZ1SBe6zmNd7S3w5rIx3W5xN6SbLuBx9OhRPPfcc0hKSoK5ecfE8YUXXoBQKMSPP/7Y6/eUyeQQCAwzmasTCPHid4ptK+NGuuKx20Px+5FMnFPZs+XqYIEFE/2QV9aItIJ6zB7jrVd7UhMTLmxtLSAQtEHWi/7avVVd38b2ZQ/xscf8iX4GL/LWG9klDWhuleDbTu0iZ43xRqifA75vXyl4/5FxA34zLpXJIZHK0SqU4mhcMUQSGW6b4IOiqmYEedv1uRK8sTS1ivHM6rPs1yZcDmRyRqNVrCpPZyuUaan+vOXt2f1av0CbmoY2tUmQo40ZRvo5oqympVeT65589kQMvJytUFDRhN8OZyK3tBGuDhb49PGYPrVGBhRbUDbuTcXiGQEYF+IKOcNg8/40+LjZwNKMh6LKJqQV1Hf579Fbzy4ejfFGaO8rlzOQyOQQiqR4rr3DFKDeGcvKnIfn7g6HnY2Z1urufdHb86pYIsPX2xPh7miJsSGuOHK5CIunB4BvysWP+64jbLgT7pjipzWVfDCSyxl88OsVFHQxGfJ2sYKvuy28Xawwf6LvgK5U9saZa6XYvF99O+Fby8b0qrZBf1i3KxnXC+rw2O2hbOvp5+4JR5i/I8z5JriWU4PTiaVIzOo+GHn/7ECEDXdCZIh7v98DKJXVtLAZBaF+Dlg2LxhlNS1goGhtqGtw+b2Hx8HOig+Xfqzqr41MLgeXwwGHw2EnsYDiur3/YgH2XyjAg3ODMDPaC43NYqzbnazRiaArI30d8OayMf15+FrJ5HIwDFDbKMT7m690W4iwJzOjvHDvrMB+yd7V9byakFmFPWfywOFAa90JALhnRgDumOKPq1nVqKpvG/CFLaVWoRQ/7E2FrZUpPJyssONkjsZrpoZ7oKKuFXdM8VerEWJsdQIhzPgm+ONIJls0l8/j4vMnJg7457Irhy8X4np+HZ68Kwy7T+dq1JwAgLum+oNnwsXtk/0Mdi0y1NxKKpPj7Z8uoby2FUvnBWFssCtqGoUI6qHLkbExjKILm6WZKWZGeyEppwYHYwtR3dCGmkYhRnjb4Z4ZAQjxdRjQ67+trcXNFfDYt28fXnvtNaSnp4OrUon8tddeQ1VVFbZs2dLr91S98BnCheQy5JY04L45QWzVYLFEhl0ns+HhbIWZYwZfCpMuDP176qvU3BqU17TA39MOluY8eLYX1qqqa0V5bQsiDFAFm3SobWyDSCxjf89KzW0SFJYLcOV6BUQSGaZGesHSnAcfd1scuVSAhiYR7pk1AodjCxAxwgW+RtivCAD1AiF2ncpGQZkALy2JZtucXc2sQkFZI5paJZDJGcjkcsi19FnPLW2Eu5Mlgn0dIRLLIGcYBHjZwd7GDJdSynH7tACNG0WJVAaZjIH5AK7sV9S2QCyRgcPh4OjlQvi628LD2QpXM6sgFEvVfjblnvSymhbYWfNhYcaDu5MVpkYOjpUHiVSOxKwqRAW5wJRngpqGNrQKJfDppkMMMYxziaU4Hl+EyeGeuJBcBitzUzyxaPSQCtpeSC5DaVUzxo50g6OtOez7OZNAFzKZHLL2ehANTSLUNLYhwMtO49oqFElRUCHA6YQSSGVyNDaL4O9pBysLU8yf5N9v28p6Et+eJRHqr5lVxTAMmtskqKxrRVOLGMO97GBhxsPRy4VobpOAzzNBqL8jQvx6t3VjoGi7x0nNrUFCRhWEIinsbcwgkcqRll+HmsY2jA91x5zxPmhqEcPf0xbWBirq3ldtIim4XA7qBUKcii9GsJ8j5HIG5TUtsLcxQ35ZIwrKBeDzTBAxwhkTwjzgYGM2qO7vAMW1zNLcFEUVgvbPgKLA9pQIT50nPgNJLJHhRHwxqupa4eJggXkxfjAZZNuXO5PJ5PjnTC4am0VYckuwWqHnwUQilWHP6Rw0t0pgY8mHs70FIkY4w8lucARnbgYSqQw1DUJ4GHiRqT/cEAGPI0eO4Pnnn9ea4SEWi/HDDz/0+j0ZhoG8i9SuwYzDAbhcLuTtEX5CBisaq2SooLFKhgoaq2SooLFKhgoaq4MTl8vROSg7uDcP68jDQ1GFvKqqCj4+HWlsVVVVCAnRryAch8OBicngjsJ2RzXThZDBjMYqGSporJKhgsYqGSporJKhgsbq0HVD/MuFhITA2toaly93VJUWCARIS0vD2LH9V+mbEEIIIYQQQgghg9MNkeHB5/OxdOlSrFq1Co6OjvDy8sLXX38Nd3d3zJ0719iHRwghhBBCCCGEkAF2QwQ8AOD555+HVCrFO++8A6FQiHHjxmHz5s3g8wdHwShCCCGEEEIIIYQMnBuiaCkhhBBCCCGEEEKIqhuihgchhBBCCCGEEEKIKgp4EEIIIYQQQggh5IZDAQ9CCCGEEEIIIYTccCjgQQghhBBCCCGEkBsOBTwIIYQQQgghhBByw6GAByGEEEIIIYQQQm44FPAghBBCCCGEEELIDYcCHoQQQgghhBBCCLnhUMCDEEIIIYQQQgghNxwKeAxyGzZswLJly9ivly1bhuDgYK3/7d27l33d3r17MX/+fIwePRoLFizAoUOH1N43PT0dS5cuRWRkJGbMmIHNmzcP1I9EblCdxyoApKSkYOnSpYiKisL06dPx1VdfQSwWs8/L5XJ89913mDp1KiIiIrB8+XIUFhaqvQeNVWJo+oxVVfn5+YiKisKePXvUHqexSgxNn7EqkUjw7bffYsaMGYiKisKDDz6Iq1evqr0HjVViaNrGamxsLO69915ERUVh3rx5+OOPP9Seb2howHvvvYdp06YhOjoaS5YsQXx8vNpraKwSQ9NnrAI0txrSGDJo/frrr0xwcDCzdOlS9rH6+nqmqqpK7b/HH3+cufXWW5mmpiaGYRhm7969zMiRI5ktW7YwBQUFzPfff8+EhIQwV69eZRiGYerq6pgJEyYwb7/9NpOTk8Ps2rWLGT16NLNr1y6j/Jxk6NM2Vmtra5nx48cz7777LlNQUMCcOXOGiYmJYb744gv2NevWrWMmTpzInD59mklPT2eWL1/OzJ07lxGJRAzD0FglhqfvWFUSi8XM4sWLmaCgIGb37t3s4zRWiaHpO1bXrl3LTJ48mTl37hxTUFDAvP3220x0dDRTUVHBMAyNVWJ42sZqYmIiExISwrz33ntMTk4Oc+LECWby5MnMhg0b2Nc88sgjzB133MHExcUxubm5zMcff8yEh4czOTk5DMPQWCWGp+9YpbnV0EYBj0GooqKCWbFiBRMZGcnceuutah/Kzv777z8mNDSUycjIYBiGYeRyOTNz5kyNG/Xly5czGzduZBiGYTZu3MhMnTqVkUgk7PPffPMNM2/evH74aciNrLuxeuzYMSYoKIgNxDEMw3z22WfMwoULGYZhGJFIxERFRTHbtm1jn29sbGTCw8OZ/fv3MwxDY5UYTl/GqqpvvvmGWbZsmUbAg8YqMZS+jtU77riD+fzzz9mvm5qamKCgIObw4cMMw9BYJYbT3Vh95plnmHvuuUft9fv27WMiIiIYkUjEFBQUMEFBQUxCQgL7vFwuZ+bOncusWbOGYRgaq8Rw+jJWaW419NGWlkHo+vXrsLOzw7///ouIiIguX9fa2oqvvvoK//d//4fg4GAAQF5eHkpLS3H77bervXbz5s144oknAADx8fEYN24ceDwe+3xMTAzy8/NRW1vbDz8RuVF1N1bt7e0BANu3b4dMJkNJSQnOnDnDvi4jIwMtLS2IiYlhv8fW1hahoaGIi4sDQGOVGE5fxqpSXFwc/v77b3z55Zca709jlRhKX8eqvb09Tp06hZKSEshkMvz999/g8/kYOXIkABqrxHC6G6v5+fkYO3as2mOhoaFoa2tDcnIyHBwc8NNPPyEsLIx9nsPhgGEYNDY2AqCxSgynL2OV5lZDH6/nl5CBNmvWLMyaNavH1/31119oaWnBU089xT5WUFAAQBEMWbFiBdLS0uDt7Y2nnnqKfc+KigoEBQWpvZerqysAoKysDE5OTgb6SciNrruxOnbsWDz++ONYu3Ytvv32W8hkMowfPx7vvvsuAMU4BAAPDw+173N1dUV5eTn7GhqrxBD6MlYBQCAQ4LXXXsM777yjMWYBGqvEcPo6Vt9++2289NJLmD17NkxMTMDlcrF27Vr4+PgAoLFKDKe7seri4sJey5VKS0sBALW1tbC1tcX06dPVnj906BCKioowZcoUADRWieH0ZawqA3A0txq6KMNjiJLJZPj999/x4IMPwsbGhn28ubkZAPD6669j4cKF+OWXXzB58mQ8/fTTiI2NBQAIhULw+Xy19zMzMwMAiESiAfoJyI1OIBCgoKAADz30EHbu3Im1a9eiqKgIH3zwAQCgra0NALSOReU4pLFKBkJPYxUAPvjgA0RGRmqs8CjRWCUDQZexmpubC1tbW6xfvx5///03Fi9ejNdffx0ZGRkAaKySgbF48WIcOXIEe/fuhUQiQWFhIdasWQMOh6O1IHRCQgLeeustzJ49m51E0lglA6GnsUpzq6GPMjyGqCtXrqCsrAz33Xef2uOmpqYAgBUrVmDRokUAgJEjRyItLQ2//vorJk6cCHNzc42LjfLDaGlpOQBHT24Gq1atgkAgwLp16wAAo0aNgp2dHR5++GH83//9H8zNzQEAYrGY/TOgGIsWFhYAQGOVDIiexmpGRgbi4+Px33//dfkeNFbJQOhprNrY2GDlypXYsmULm6I9evRo5OTkYN26dVi/fj2NVTIg7rjjDlRUVODDDz/EW2+9BQcHB6xcuRJvvPGG2kIdABw/fhyvvvoqIiIisHr1avZxGqtkIPQ0VltbWwHQ3GooowyPIer48eMIDw/HsGHD1B53d3cHAI20qsDAQJSUlLCvqaqqUnte+bWbm1t/HTK5ySQkJGD06NFqjyn3Tebn57PbArSNReU4prFKBkJPY3X37t2ora1l23xGRUUBAN5//30sWLAAAI1VMjB6GqvJycmQSCRaX6Pc8kpjlQyUxx9/HAkJCTh16hTOnj2LsLAwMAwDX19f9jV//PEHnnvuOUybNg0///yz2gIIjVUyULobqzS3Gvoo4DFEJSQkqBV7VAoNDYWVlRWSkpLUHs/KymL3744bNw4JCQmQyWTs87GxsfD396c9ZsRg3N3dkZmZqfZYVlYWAMDPzw8hISGwtrbG5cuX2ecFAgHS0tLYlUkaq2Qg9DRWV61ahYMHD2Lv3r3sfwDw/PPP46effgJAY5UMjJ7GqjKQrO01ykkmjVUyEP7880+8//774HK5cHNzg4mJCQ4fPgxvb2/4+/sDALZt24aPP/4YDz30ENasWaOxJYDGKhkIPY1VmlsNfRTwGIJkMhlycnI0Io2AIv3v0Ucfxfr167F//34UFRXhhx9+wIULF/DII48AAO6++240Nzfj7bffRk5ODvbs2YOtW7eylYYJMYRHHnkE586dw5o1a1BUVITY2Fi88cYbmD59OkaOHAk+n4+lS5di1apVOHHiBDIyMvDSSy/B3d0dc+fOBUBjlQyMnsaqm5sbfH191f4DACcnJ3h5eQGgsUoGRk9jNTw8HGPHjsXrr7+OS5cuoaCgAGvWrEFsbCwef/xxADRWycAIDAzEzp07sXPnTpSWluLvv//Gxo0b8corrwBQZCR99tlnmDt3Lp544gnU1taiuroa1dXVaGpqAkBjlQyMnsYqza2GPqrhMQQ1NDRAIpGw7ek6e/rpp2FhYYFvv/0WlZWVCAgIwLp16zBhwgQAipv0TZs24dNPP8WiRYvg4uKC1157jd2XRoghTJkyBT/++CPWr1+PrVu3wsHBAXPnzsULL7zAvub555+HVCrFO++8A6FQiHHjxmHz5s3sKg+NVTIQdBmrPaGxSgZCT2OVy+Viw4YNWLNmDd588000NjYiKCgIW7ZsQWRkJAAaq2RgTJgwAZ9++ik2btyITz75BL6+vvj6669x2223AQCOHDkCiUSCY8eO4dixY2rfu2jRInzxxRc0VsmA6GmsAjS3Guo4DMMwxj4IQgghhBBCCCGEEEOiLS2EEEIIIYQQQgi54VDAgxBCCCGEEEIIITccCngQQgghhBBCCCHkhkMBD0IIIYQQQgghhNxwKOBBCCGEEEIIIYSQGw4FPAghhBBCCCGEEHLDoYAHIYQQQgghhBBCbjgU8CCEEEIIIYQQQsgNhwIehBBCCCGEEEIIueFQwIMQQgghhBBCCCE3HAp4EEIIIYQQQggh5IZDAQ9CCCGEEEIIIYTccCjgQQghhBBCCCGEkBsOBTwIIYQQQgghhBByw6GAByGEEEIIIYQQQm44FPAghBBCCCGEEELIDYcCHoQQQgghhBBCCLnhUMCDEEIIIYQQQgghNxwKeBBCCCGEEEIIIeSGY/SAR0NDA9577z1MmzYN0dHRWLJkCeLj49nn09PTsXTpUkRGRmLGjBnYvHmz2vfL5XJ89913mDp1KiIiIrB8+XIUFhYO9I9BCCGEEEIIIYSQQcToAY+XX34ZSUlJWL16NXbt2oVRo0ZhxYoVyM3NRX19PR555BH4+flh9+7deO6557B27Vrs3r2b/f4NGzbgr7/+wieffIK///4bHA4Hjz32GMRisRF/KkIIIYQQQgghhBgTh2EYxlh/eWFhIW655RZs374d0dHRAACGYTBv3jwsWLAA5ubm+PPPP3Hy5EnweDwAwOrVq3H06FEcPnwYYrEYMTExWLlyJZYsWQIAEAgEmDp1Kj777DMsWLBA72NjGAZyudF+NX3C5XKG7LGTmwuNVTJU0FglQwWNVTJU0FglQwWN1cGHy+WAw+Ho9FpePx9LtxwcHPDTTz8hLCyMfYzD4YBhGDQ2NiI1NRXjxo1jgx0AEBMTgx9//BG1tbUoLS1FS0sLYmJi2OdtbW0RGhqKuLi4PgU85HIGdXUten+/sfB4XDg4WEEgaIVUKjf24RDSJRqrZKigsUqGChqrZKigsUqMLaekEdtPZKG+SYTZY7yxYKKf1tfRWB2cHB2tYGIyBAIetra2mD59utpjhw4dQlFREaZMmYJvv/0WQUFBas+7uroCAMrKylBRUQEA8PDw0HhNeXl5n4+PxzP6jp9eMzHhqv2fkMGKxioZKmiskqGCxioZKmisEmNqaBJhzc4ktIqkAIA9Z/MwPcoL9tZmGq+lsTr0GTXg0VlCQgLeeustzJ49G7NmzcLnn38OPp+v9hozM8VAFIlEaGtrAwCtr2lsbOzTsXC5HDg4WPXpPYzJ1tbC2IdAiE5orJKhgsYqGSporJKhgsYqMYZfD2WwwQ4AYBggrbABC6YM7/J7aKwOXYMm4HH8+HG8+uqriIiIwOrVqwEA5ubmGsVHRSIRAMDS0hLm5uYAALFYzP5Z+RoLi74NSrmcgUDQ2qf3MAYTEy5sbS0gELRBJqO0KzJ40VglQwWNVTJU0FglQwWNVWIsZTUtOH21BADwwfJxyCxqwPbj2ThwIR/jQ1zA65TJQWN1cLK1tdA562ZQBDz++OMPfPrpp5g7dy5WrVrFZmy4u7ujqqpK7bXKr93c3CCVStnHfHx81F4TEhLS5+Mayvu0ZDL5kD5+cvOgsUqGChqrZKigsUqGChqrZKDtPJkDhgEiA53h42oDa3NT/HUiG8VVzfhg8xU8cecoeDhpZvnTWB26jL4Zadu2bfj444/x0EMPYc2aNWrbU8aNG4eEhATIZDL2sdjYWPj7+8PJyQkhISGwtrbG5cuX2ecFAgHS0tIwduzYAf05CCGEEEIIIYQMThKpHCn5tQCAO6b4AQAcbc3x8K0hMOeboKiqGR/8Goeckr6VRiCDi84ZHrNmzdK59QsAnDhxosfX5Ofn47PPPsPcuXPxxBNPoLa2ln3O3Nwcd999NzZt2oS3334bjz76KJKTk7F161Z8+OGHABS1O5YuXYpVq1bB0dERXl5e+Prrr+Hu7o65c+fqfKyEEEIIIYQQQm5caQV1EEvksLPmw9fNhn18aoQnRvo6YO2uZJTWtGD9Pyn49LEJsDQ3NeLREkPROeAxfvx4NuAhl8tx4MAB2NjYYPr06XBxcUFDQwMuXLiAuro63H///Tq955EjRyCRSHDs2DEcO3ZM7blFixbhiy++wKZNm/Dpp59i0aJFcHFxwWuvvYZFixaxr3v++echlUrxzjvvQCgUYty4cdi8ebNGIVNCCCGEEEIIITenA5cKAQBjglw0FvKd7S3w9v/G4INf41BV34YrGVWYEelljMMkBsZhGIbp7TetWrUKiYmJ2LRpk1pxUIlEgqeeegoeHh74+OOPDXqgA00mk6OursXYh9Fryl7R9fUttM+MDGo0VslQQWOVDBU0VslQQWOVDLTS6ma8u/kKuBwOVj0zSWsLWgA4dKkQO0/nIsTHHq89GE1j1cCkMjn2nM0Dl8PB7ZP8YMY30et9HB2tdC5aqlcNj507d+Kxxx7T6IRiamqKZcuW4eDBg/q8LSFGU1TZhPxygbEPgxBCCCGEEGJgZ5PKAQARgU5dBjsAYPxIN3AAZBQ1oLx26C1+D3anEktx+HIRDl4qxLc7rkE6AJ1v9C5aWldXp/XxsrIymJl1PYgIGWwamkX47PcEfPJbPC6klEMu73XSEyGEEEIIIWQQkkhluJiqCHhMj/Ts9rVOduYIG+4EAIjLqOr2taR3rqRXYs/ZPPbrrJJG7DiZ0+9/r14Bj1mzZuGbb77B2bNn2ccYhsGxY8ewZs0azJ8/32AHSEh/OxZXDLFUDoYBNh9Ix6b9acY+JEIIIYQQQoaEVqEU/10sQOz1Co2Fw8ZmkdEXEy9dr0SLUAoHGzOE+Tv1+PqxIS4AgITM6v4+tJtGYUUTNu67DpFYBgcbMzx+eygA4HhCCX7Ym4rGFnG//d06Fy1V9eabbyInJwePP/44TE1NYW9vj/r6eshkMkyePBkrV6409HES0i9ahVKcvlaq9tiltErcNdUfrg6WRjoqQkh/uZ5fh73n8hDq54g7p/qD24vuY4QQQgjRtP1EFi6kVAAANv2XhkdvD0VMqBv2xxbin7N5uGXcMDwwe4RRjk0ilWP3mVwAwIxIT3C5PV/3o0a44DduJoqrmlFe2wIHB6v+PswbXmK2Injk626Dl+6LgK0lH8XVzTh0qQhxGVWQSOV47u7RveoKqyu9Ah62trbYsWMHzpw5g/j4eAgEAjg4OCAmJgYTJ0409DES0m+uZFSiTSSDp7MVXrw3HKu2X0NVQxvSCuoHXcCjsUWMs9dKEeBlh1A/R2MfDiFDTptIih//vY7mNglyywRwsbfAlHAPYx8WGSKa2yTIKKyHl4sVPJzo5pcQQgBAJperZUIwAH7+Lw2ZRQ04m1QGADgaV4zF04aDb6pfgcq+yCyqh6BVAjtrPm6d4KvT91hbmCLUzxEpebW4fL0SoYGu/XyUN77r+YpyGLOivGBrqeimunjacFibm2Ln6Vxcy6nBii9PAQAcbMxw74wAxIxyN8jfrVfAAwA4HA5mzJiBGTNmGORACDGG/DJFodLoIBc421lg0mh37D2Xj8NXijB+pOug6b/974V87D2Xz379yPwQTA3vfg8iIaRDSXUzvt2RhOY2CfvY2aQyCngQnTQ2i/DR1njUN4nAAfDEnaMwfqSbsQ+LEEKMrqCiCUKxDFbmPPzv1hBczapGXHoVG+xQOn2trH1LiSMszPSegvZaUVUzACB4mD1MebpXcxg/0hUpebWIvV6Bh+8I66/Duyk0NouQ194cYpR/x6KtCZeL22J8kZhTg5ySRvbx+iYRfvovDTwTLsaG9D3YpPdou3DhAk6dOoW2tjbI5erVVTkcDj777LM+Hxwh/a2wsgkA4OtmAwCYFe2NM9fKUFXfhuPxJbhjir8xDw8AEJ9RpRbsAIBdp3MxPsRN71ZOhNxsdpzKYSerD88PwZaDGcgpbURNYxuc7Sx6/P7BoKqhDUUVTRgT7NIvKZ+kaxevV6C+SQRAsXq563QuxgS7wISrd+13Qgi5IaQV1AMAgn0cMC7EFeNCXOFib4H9FwvUXvfXiWwAQKifA159IGrAjq+kPeAxzNW6V98XHeSCrYczUV7bivwyARwsBy5Ic6O5llMDhgH8PWzhaGuu8fyK+SOx/2IBhrlao6iqGRdTFdujfjmYjtHDnfo839HrSr1p0yasWLECO3fuxMWLF3H58mWN/wgZ7KQyOUqrFe2mfN0UJ0FrC1PcOzMAAHDiaglEYpnRjg8ARGIZfjuSyX79wSPj4GxnjqZWCd7ZdBk7TuUMSDsnQoYysUSG9PYbsreWjcHUcE8E+9gDAD7aEo86gdCIR6cbOcNg7c4kbNibinPJ5WAY6iY1kFJyawEA984IgI2lKWoahbiSRtX7CSHkWntthrDhHSv3d0z2w5wx3ogMdMaXT05E8DB79rm0gvoBbfdaXK0IeHi79C7gYWHGQ0SgosDp0cuFBj+um0lmUQMAYPRw7Vvy3RwtsWJhKG4Z74NHF4bip5Uz4GhrBqFYhsvplX3++/UKePz555+4/fbbERcXh1OnTuHkyZNq/504caLPB0ZIfyutboFMzsDKnAcnu45o47gQVzjZmqGpVYKf/rtu1InFueQyNLdJ4Gxnjh9fnQ4fNxvcOzMQHA5QKxDi8OUi/Hshv+c3IuQmVtL+WbexNMVwT1sAYPeFNrdJ8MO+VGMenk5S82pRXtsKANhyKAOPf30aH2+NQ1VDm5GP7MbXJpIiuz3VNjrYBbeMGwYAOHipkAJPhJCbmlAsRUGFIls6fHhH9xOeCRcPzg3C8/eEw8XeAq88EInXH4zCCG87AEDs9YoBOT6JVI6K9mtnbzM8AEW9CQA4HleEFpUtsUR3DMMgs7gBANQCX93hmXAxs/13f8kAY0WvgEdtbS3uuece8Pn8Ph8AIcai3M7i42ajlh5uwuXi4dtGgsvhIDG7hr3RHWhSmRxHrhQDAG6L8YUpT5HONS7EFW8tG4NRfg4AgP0XC/Hn0SzklhnnOAkZ7AorFPtGfd07PuuTwtxx2wQfAEBuqQAl7StAg9XRuGK1r2VyBvnlTfj9cIaRjujmkVZQD5mcgZuDBdwcLDEzyht8HhelNS3snmRCCDG0woomfLcrecCCA/rIL28CwyiKTGrbqqDEM+Ei2McBs6K9AQCnE8tQVd/a78dXXqtY8LA048HBxqzX3x/i64BhrtYQiWUaW3SIbspqW1HfJALPhIPhXnY6f9+EUEWdrMyiBtT0cXFHr4BHaGgosrOz+/QXk5uTVCbH6r+v4cs/rw7Iia47yuI4fu42Gs+N8nfEpDDFCvCZTm1rB0pcRhVqBULYWppicph6leIATzu88kAUokY4A1Bsv/n0twQcuVJkjEMlZFBTrj4pa/UAipuve2cGsp+hiymD94aypLoZaQX14HCAhZN84etmg3tnBIDDAa4PcGrwzSglT7GdZXT76qWlOQ/RwS4AgAvJ5UY7LkLIjUsuZ7Bpfxqu5dTg5//SUNs4OLde5pYq7qUDdJzIRo1whoeTJZrbJPjpv7R+z5JTLmZ4u1rrVfuKw+Fg8fThAICDsYUobL+fILpLzFJseQr1c4RZL7r0ONtZYKSvAxgAfxzL6tMx6BXweOutt/DLL79gz549yM3NRVlZmcZ/hGiTnFuL1Pw6ZBY34M0fL2H78WyjpQRnFiv29I/0ddD6/Mzo9lSqtMoBn1AwDINDlxTBi9ljh3XZxuv+WYFwsu2IWO8+k4vSQb5STchAUk2lVG5nUTVltKJLy5mkMrYo5WBzrD27Y0yQCxZPC8D7j4zDbTG+iAhQBGtOJ9I1t78wDMMGPMIDOtK1p7V3yTqTVIZLaYM3WEYIGZquF9ShtKbj3vP9X65g/Z4U7D2Xhz1n89SeMyZlwCNQy/VVG76pCV65PxJ8Uy7yygRIbq+P1F9KqhS/p2G9rN+hakywK6ZFeoEBcCy+uMfX9yc5w6C+SYT0wnp8tCUOG/eloqhy8AZhhGIp260nsn2BqTeW3hIEDkcxf+xLvTW9ys0uWbIEcrkcb731VpfRsvT0dL0PityYRBIZ9pzNY79WnjgiA50w0k97EZv+0iqUorpB8cHx89B+kvb3sEVkoDOu5dTgn7N5eHrR6AE7vtT8OpRUN8PM1ASz2gMv2rg6WOKrpyaBAbBuVzKScmvxx9EsvPZgFHVxIATAkSvFqKpvU6TTDtMMboYHOsHP3QYFFU3YcyYXKxaGGuEouyaVydmCXXPGDlN7bkaUF67l1OBCSjnunj68y8Ao0V9uqQD1TSLwTblsoVsACPaxR3SQC65mVePXgxkI9XWErRVt8yU3t4TMalzNqsYt44bBV0v2LNGdslByoLcdKmpb0dwmQUJWNRLaV8tPJ5bi1QciMUzPzAVDkMrkyOllhgcAONqaY+poT5y4WoJrOTWICOz9RFhXbMFSV6s+vc9tk/xw9lopknJqIJPLjdKhq1UoxQ/7UnE9v459rKCiCVfSq+BgYwZPZytY8E1QUdeqyASdFQhbS+Nel47Fl6CmUQgnWzNM0KOVu4eTFfw9bJFXJkB6YT0mty9S9ZZeAY9PPvlEr7+M3NxOXi1BWU0LrMx5eP+RcTgYW4jT18qw7Xg23vm/sb1Kc+orZYqbg40ZrC1Mu3zd4unDkZRTg/jMauSXC+DfRXDE0A5fVmR3TI/0hJV518cHKNLtOACWzQtG2k+XkFncgPMp5ZjavgJJyM2qTiDErtO5ABTZUJbmmpc8Ey4XD90ShE9/S8CF1ArEhLlj1AAHYLtTUNEEsUQOawtTttibUpi/I5ztzFHTKMS55HLMHuNtpKO8cZ1NVqxMjQ9xY+soAYrz7lN3jcIHv8ShtKYF3/+TArFYhoZmEWyt+Lh3ZiC7BYaQm0GdQIgNe1PAMMCV9Eo8u3h0v05kb3Qp7ZPaW8YOQ9hwRxSUNyE5txZH4orAMIqC2x/8Gof5Mb64Z0aAUY4xObcWLUIpbC1Nex3gChvuiBNXS5BWUNfzi/tAdUtLX4z0c4SNpSmaWiXIKm7sMju8v9QJhPjsjwTUCToyUe2s+HCwMUNBRRPqm0RqWaol1S1oEUrx/D3hA3qcnSkLjt41dTgszPRr6zvcUxHwKKxoGtiAx6JFi/T6y8jNTRmtvmvqcDjbWWB+jC9i0ypRWtOC04mlGD/SDfbW/AGJVBe39+T26eEE6O1ijZhR7oi9XoE9Z3LxygD0DS+qbEJ6YT24HA7mdlrR7Y6jrTnumOyH3Wfy8OfRLAR62cHDqW8RbUKGsivpVZAzDEZ423WbKRXgaYfwACck59Zi495UrH52strk1phS27dThPjYa5wbuVwObpvgg9+PZuHgpULMjPYCd5BndonEMtQ1CXHoUhHiMqvg7WKFqeGecLEzR5CPvVFWzbqT3n4zHjNKc2XKhMvF9EhPbDuezdaEAgBBqwSb96fh66cnw5Q3uH4eQvrLhZRyKHcoy+QMdp7OxegAp0F/ThqMqhvaUFnXCi6Hg1A/R5jzeQjxdUCIrwNuneCD+iYRftiXiqr6Nhy8VIgr6ZX4aMV4mPP1m1Dq61z7VoVJoz3AM+nduS5omD1MuBxUNwhR1dAGV3sLgx+foFWMxmYxOAC8nPt2P2xiwkXkCGecSypHYlb1gAY88soE2LA3BXUCESzMTHD/rBEQS2SYFOYOczMeSqqakV5Yj8r6NjjZmsHGko+thzNwLacGhRVNRsu2ErSK2e5yfQl+Dm9fbI7PrMLdMwL0WiDX+0osFouxbds2PPvss7j//vuRm5uL7du3Izk5Wd+3HLSKKpvw2R8J+P1IprEPZcgSiWVs2luYv2L11NneAounKgoB/X0yB6+sv4Btx7MhlckRn1HVr/sTi6sU+92GufUc8b1rqj9MuBxcL6hnb3770/GEEgDA2BAXtXa5urgtxhcjfR0glspxov19CLlZZRQp6vSMCXLpMZD65J2jYGvFR4tQyvaLHwySchQBj65uFqaEe8LCjIf6JhHyB3nHkPxyAV5ZfwFv/3wZ51PKIRLLkFsqwJZDGfj6r2vY8E/qoGrz2twmQW37apqfu/bsvsmjPRDUnnkzys8BK5dEwcqcB0GrhA1WEXKjE4qlONxeNP3BOSNgYcZDWU0LYlOpvo0+lF25RnjbaWQm2lrx4etugy+emMgW3a5pFOLU1YEtsN8mkiIlT3FPPDW896vuFmY8BLTX/UjL759769L2xU0XBwuDBIPGBLsCABKzqwfsWlVY0YTPfu/I7HjpvkhMi/DEnLHDYGluCi6HAx83G8wb74P/zQvGgol+mBbhyW4fOW7EmiPZxYp5n5ezVbfZ9D0J9XeECZeDhmYxPvktHiKxrNfvoVfAo66uDnfffTc+/fRTFBYWIjk5GUKhEGfOnMGyZcuQmJioz9sOOgzDYPeZXHz4axxyShpxKrF0UBeG6UpzmwSHLhcatZhlRlE9pDIGTrbmcHXoiOKqFoEDgBMJJfhoSxw27E3Fl39ehVAs7ZfjUWZ4DHPtOerpYm+BGZGK1eFfDqb3a6VshmHYAk7TI3q/JYXL4WB+jC8AIPZ6JcSS3p8UCLkRyORyZJc0AACCfXpeiTHn8xDZHlT462QOPt4aj73n8iCXG28C3iqUsO2zw7rYHmHK42JUexD5WnbNgB1bb8kZBlsPZaBVpDinO9uZY85Yb4T42MOcr1itScyuQVxGlTEPU43yOuFsZ651OxSguGl/Y+kYbH59Jl55IAojfR3YlNtLaZUDdqw3E4ZhkF3SgP0XC/DFHwmDaszcrHLLBGgTyeBgY4ZZ0d5sy++/TmQP+pbfg01pdTNOXlUsWN0+2a/b1z555yg2E/jfiwV9KurYW7mljZAzDFzszfXOJg5tv3b117aW4uq+FyxVFebvCL4pF7UCEYoqB2Zc7zufDznDwM6Kj4dvC0GgjrVSZo9VbHG9nF6FVqGkPw+xS8p7sBHD7Pv0PraWfDx2eyg4AEqrW3BUjyCOXgGPr776Ci0tLTh48CD++ecfNsq1du1ajB49Gt99950+bzvo7DiVgwOxhVC93f15f5pekSVjYRgG63YnY+epXHy5LRFVfexjrK9rOYob8YhAJ7WVVlcHC3ReeC1pP0E1t0mQmmf4k6BczqBUeRLUcU/fnLHe4HCAWoEI3+9JgbyfIrsVda0QtIjBM+Ei0Fv3AlCqRvo5wMnWHG0iKd0IkptWUWUz2kQyWJrxdP6cKwOwZTUtyC8X4N8LBfh6eyIOXSo0yg2DcsLtZGsOu24KYkaPUHZrKYWgVTwgx9ZbiVnVKKpqhoUZD2uen4KvnpqEB+cE4bUHo7H+pWlYOMkPALD5QDoy2zNzjE25wOHj1nNgXPW6ptz+Ep9RhYo647Zfv9FkFNbjw1/j8PkfV7HnbB6yShrx477rgzrYdzPIbu+EFexjDy6Xg2kRnjDjm6BFKMWWQxnGPbgh5lyyYmtQZKAzQnuoJ2XKM8Hd04fD2sIUIrEM7/9yBY3NA9NtLKt9G1+gl73e76H8+dIL6/tlcaGkyjD1O5T4piYY7a+4T7g8AAHt1PxaXMupAYcDvPZgFKb1YiF0uIctPJwsIZXJ2UzRgcYGPPScz6gaP9IND98WAgCIS+/93EavgMepU6fwwgsvwNfXV+0ib2ZmhuXLl+P69ev6vO2gIpXJceSKIoL0wKxAvPFQNHgmHJRWt2DfhXwjH53u4jKqkN1+Umpuk2DtzqQBX/WvbxLhYntaY2SntGwOh4Pn7g6Hr5sNFk0bDntr9Zv67SeyDR5gqqxvhVgqB9+Uq/OeQTdHSzza3r2hsLIJz605i4up5QY9LgBs+8wAT1u9awhwORxMj1ScFHefyUW1kYJchBiTcltK0DDFDbguQv00M0Eyixuw/Xg2vttxzYBHp5u89i0qPj1svRs30hU+rtZoEUqx7VhWvwVk9cUwDPbHFgIAZo/x1qgaz+FwcOcUP0QGOkMileOHfdfZYI8xKbdh+vVy/7Ofuy3ChjuCQUfBNtI3cjmD04mlWL3jGoqqmsHhAB5OlornGAbr9iTjanv3CjLwlJ+VEe2rz7ZWfLxyfyQARf2BN3+MxXe7klFeOzhaqaoSS2T452weth/PxpX0SqNuq2MYhg3eTQpz1+l7+KYmeO7u0bAy56FFKMWZpIFpU67c4t2Xyay/hw0szRTHnZRj+KAl26HFQBkeADCx/d8l9noFZHK5wd63M4ZhsOeMorPl7GjvXmfRcDgcjAtRbMFRFLod2HEtEstQWKH4/Qd52xvkPaOCXMDlcFBS3YzK+t4tJugV8BCJRLC3t9f6nImJCSQS46TOGJIJl4M7JvvhhXvCcct4HwQNs8fjt48CAByPL+nXbQ2GImgVY+thRWR9WoQH7Kz5KK9txYmrA1fbQSSRYd3uZEikcjjZmiNES5GfyEBnvP/IONw+yQ9vLRuD+2cF4rH24EJ9kwh/n8ox6DEpU8SHuVjrPBECgImj3NnoYptIhq2HMw0+DrLaJ2mq7Q/1MSvaGx5OlmhoFuOrbYmoaaSgBxk8GppFKKgQgGEYyBmmX1Z2lFkCvfksmfN5uHdmAPg8Lh6cMwLP3T2aLWwcm1yGhgFaOVNS7n8d0cPNggmXi/tnjwCgKNS6ansiKgdRZsH1gjoUVjSBb8rF3LHaO8mYcLl4/I5QONqaQdAixme/J6hVnB9olfWtbKHtEB22RHU2cZTipvhSmnEnUL0hkcqx5VA6Vm64iG3HswZNtlBybi0+/i0evx3JhFTGYEywC9Y+PxWfPhaD9S9Nw9gQVzAM8P2eFHzz9zVIZf03CSGaZHI5cksVwdlAlXNVoJcdW2Oisr4N13JqsOVQhlE/D9cL6nA6sRSpebWoaV8M2n0mD/9dLMCx+GJs3HcdOwx8z9kbxVXNqGpoA8+Ew25V1MUIb3s8OCcIAHAyoaTfr1XltS3ILROAy+EgcoT+xShNuFzMbC8ovmFvKq5l16BNZJit7DK5HGU1ymxuwxXwDw9wgrWFKRpbxLie33/ZiHEZVSioaAKfx8XCHrY2dWX2GG+YmZqgqLKZ3S4vlclx+lopdp7KQXNb/83Xc8sUW54cbc16XY+wK9YWpgjxtQcAXM3sXYBbr4DH6NGjsW3bNq3P/ffffwgLC9PnbQcVDoeDu6YOVysUNybYBcHD7CGVybH3XJ4Rj043x+OL0SaSwcfVGktvCcbd0xRtqw7GFqJV2D+1MVSJJTJ8vDVe8YE15eL5e8J7rOLsbGeBeeN9MDHMHfPGK/Ylnk4sRXqh4U4q+WWKgIefHi1mp0V4Ys3zU+DrZgOJVI6N/6ZCZKCMGYZh2AyP4D7ud7M052Hlkii4OVigViDE14NsAkRuTnI5g2PxxXjth4v4aEs8fvz3Ot7ddBmvbLjAXowN9fdktadS9nayetsEX2x4eTrmjB2GqBEu+GD5eAR42ULOAAm9vMD2hby9TgEAjBjW8wraSF8HPNIekM0oasD7v1xBbmkjqhraIJEadwJ44KIiu2N6hBdsLLvemmPO52HlA1FwtjOHSCLDhr0pRtmGWdPYhjU7kiCWyjHS1wEBXr2/VkSNcIYZ3wRV9W1sluVgdyC2AGeTylErEOJ4fAm+3pbYryuYuiitacG63clswOz+WYF46s4wtgCehRkPjy0MZbNHr+fX4Xg8FeweSBlFDRBJFNsHO3fCePi2ELWCltkljbiiRzq6IeSWNWL1X9fw25FMrN6RhDd+vIQf9qbiWHs9AP/2e8IjV4qRaKRsoXNJiszhyBEuvW7hOTbEFV7OVhC0SvDFH1eRmlcLibR/MrqV26XDhjvC3tqsT+81b7wPzPkmkMkZfLc7Gc98exaf/hbf54B3Vb3i2mdmagJnA3aA4ZlwMX6kInPialb/jGWRWIa/TyoCb/Mn+mpkRerKxpKPmVGKgNLe8/moqm/Fe5uv4LfDmTh0uQg//nu93wKQyuueobI7lMYEuQAAEnuZEaRXwOOFF17AhQsXcOedd2Lt2rXgcDjYv38/nnzySRw+fBjPPPOMPm876HE4HNw7MxAAcDG1AoUVg6uAqVzOIDm3BqevlmD78Wzsb7/JXDjJDzwTLiaFucPDyRItQimOXCnq9xuZs0llKKtpAc+EgyfvDNN5H73S/bNGYEb71gxDpmnnVyhWIvw99GvTZGvJxyPzQ8Az4SC3VIBDlwoNclxVDW2obxLBhMvBcB2LEnXH3toMK5dEwcXeHNUNQrz982Ws2ZmE88nlQyJDiQxt6QV12H0mF5sPpGHDPyl49tuzWPnDRWw/ng2pTPFZvpJehfLaVjQ2i7F2VxIKKgzTZaSoqgltIhkselG/Q1XnzK9xIe3VzuOK+72Wh5xhcDmtEt/tSkaLUAoLMx58daghAQBTIzzx9rIxsDAzgVgqx6e/J+CNjbF4cd15bNyXingj1PTJKWlEZnEDTLgcNojdHTdHS9zXfp3NLRXg/V+uIDl3YOsz/HY4E5X1bbAy5+H/bgvRq1W6OZ+H8e3pxIcvFxn6EPVWWdeqdVWvqr4VBy8pjtPGUhFMKK1pMdrkFFBkeK7ZkQSZnIGvuw0+eXQC5o330fh8mvIUCyrKDMx9F/Lx98nsXqc8G0NDswhnrpWiqVWM2NQK/H0yG/VNIhRXNaO+SQQ5wyCruGFAi1H2BsMwONneEW5CqJvGv42NJR+PzB+JX96Yhbum+gNQFDIdqH8bkUSG3w5n4LUfLuLT3xLYmnyu9haQMww7cY8MdMa7/zeWLQD647/XsedsLtb/k8IGnvtbq1CCC+1bpafp0fXElMfFM4tHw8LMBFUNbVi9Iwnf/J3ULxlPGe2LkH1pNapkbWGKJ+8MY7MpAUUR3D+O9q0zpnJbpLeLlcFbIyuzWpJyavtlC+n5lHLUN4ngbGeOW8f79Om95k3wgRnfBIUVTXjjx0tqdaWu59fhQkr/bLtUbjHsa8Z6Z2NDXOFkawZn295ljejVo2fs2LH49ddf8c0332DTpk1gGAZbtmxBaGgofvzxR8TExOjztkPCcE9bTAh1w+W0Shy8VIin7hoc2Sw1jW3Y8E8qCjoFYaZFeGBMsCIaxuVysHjacKz/JxX/XSzAfxcL8L9bg9kOJIYkkcrZFmVLZo/QqN2hq3tmBOByeiVKa1pwPb8Oo7voVKArmVyOovbfkb8eGR5KPm42+L9bQ7D5QDoOXS5CzCh3uDta9unYlDUH/D1t9eoxrY2jrTlefzAaWw5lIDW/Dsm5texKureLNaaGe2BGlKfe9UII0eZYfDG2H8/WeLxVpJjA3z19OFqFUuw5mwcvZyuY8U2QVybAl9sS8X/zghEzSre9y13JKGwAoMiU6s22ta5MGu2O/y4WoLSmBX8ey8Zjt4f2+T21EbSKseGfVGS1Z3oBwLxxw3rMjFMV4GWH5fNH4o9jWeAAaBFK0SaS4kp6Fa6kV8HN0RLTIzwxe4w3THl6d6bX2YHYAgCK/eiOOt6gjAl2wSPzQ3AyoRSFlU1YtzsF0yM9MS3CU6cCon1RWtOC1Pw6cDjA6w9G61znSZt5431wMbUC13JqkF5Yj5FatnQOpBMJJfjzWBbsrPgYG+KK8toWzIj0AofDwZ6zuZDK5Bjl54CX74/EgdhC7Dmbh/8uFGBssAukMqbXK859dTC2ELUCIZxszfDCPeE9riRPGe2Bc8llyC0V4MiVYpy5VoYn7hhlkElZf/np3+vIKGrA1sMdkztl/TgOB3C0MUOtQARrC1N88ugE2HZTvHigNDSLUFDehLDhjjgQW4jE7BpwALZ2WFdum+CDiykVqGpow3ubr+DJu8Jwy0T/fjtOsUSGtTuTkKHSZtzF3hxvLRsLOys+ruXUIDmnBnxTE7Zo8r0zA1BR14qUvFp20fBqZjUenh+CqeG975zXGwcvFUEolsHLxYrtXtJb7o6WePz2UfhhXyrEEjmyihuw7Xg2/jcv2GDHKZbIkNO+hSnEQJPZ8AAnhAc4obKuFY0tiq3Yidk1KKgQdNkSvCfK7kCGKliqKniYA8z5JmhsESO7uEGnTnC9kdQe5J8V7Q1+H+cDdlZ8PH57KDbtT0ObSAZXews8f084ruXUYNfpXOw6k4sQX3s42xkuC6aosgnFVc3gmXAwtj3wbyg2lnx8/fTkXmem6HX1unjxIiIjI/HXX39BKBSisbER1tbWsLIy3B6pweyWccNwOa0SSbk1EIllMOMbd7JYXtuCb/6+hjqBCOZ8EzjamoNvysWt430wvr0Ps1J0kAv8PWyR314M77fDmeBxuZiiRzS5O/svFqBOIIKdNb9P721pbooJoe44nViKzfvT8PpD0Xq3vwIU7YzEUjkszEzg1scAxaQwd1xIKUdGUQO2HEzHG0vH9On9lAEPQ11AlBxtzfHy/ZEorW7G5fQqnE0qg6BFjJLqZmw/kY1TiaW4e3oAGxgjpC/Kalqw63QuAMWqmby91fIIbzvMjPJC5AhnmPMVl54xwS5wsbdAY7MYH/x6BS1CKTYfSIevu02fPucpecraC/Z9/nkARbbUWw+Pw9s/XMSV9ErcNzMAdn1M49Vm27EsZBU3wIxvgjFBLhjp66Bz4TpVY4JdMSZYcZMhlytWMQ9eKkRxVTMq61qx41QODl8uxNJbgg1+M6KqtKYFSbm14AC4rb1dti44HA6mhnti4ih3bNqfhivpVTh5tRQnr5bimUVh7M/WH06117iKDHTu842yp7MVpkZ44nRiKU5eLTFqwCM+owo7TytSpBtbxDjRviqfVtCxXdTawhRL5wWDw+Fg9hhvHIsvRkVdK55YdQYcKIr13T8rsNttSYZSXNWMM0mlAIBH5o/UKW2ey+Xg1QeicC27BkfjipBf3oT1/6Tik8cm9Clw1V+Sc2vVJuOdMYyiMxygKDp/LrkMc8YOg0gig42FKaob2uBsZ2GQoK6uhGIpPv8jAdUNQphwOZC11196cG5Qj8FIU54JXn0gEj/vT0N2SSP+PJqJ2RP8+uU4GYbBuj0pyChSnE8faq9vERXkDCtzRQZTZKCzxmIcz4SLx24PxRsbY9kW2gyAP45mIczfCQ42hj/vA4oWr4cuKwIsi6YO71NGQkSgMza8PB0pubX4blcyTieWYpiLFWZGa6+f1FvJubWQyuRwtDXr80JfZ26OlnBztMTYEBc2SK93wKNKUb/DkAVLlUx5XIwLccW55HKcTSozaMBDLJGx84HRAX1b5FWKGuGCTx6NQWl1M0L9HcHlcOBsZ47Y1AqU1rTgj6NZePHeCIP8XQDYrJGoES7s583Qept5qdfyzmuvvYYTJ04AAMzNzeHm5nbTBDsARcV2V3sLiCVynLlWyj4uZxi0CCX9WpBJKpOjuU2C5jbF35OcW4sPt8ShTiCCu6MlPntiIn58cw4+WjFBI9gBKLuijMbCSX7wbN9r+cvBdOw+kws5w6C2UYiiyqY+pWgpUmMVJ+6H5gT1OXvg7unD4eNqDUGrBN/tSu5Tep4y0OPnbtvnFDcOh4NHF4aCZ8JBVkkj28JQH3I5g7RCRcXr4GH9c1Ps5WKNxdOGY81zU7Duxal4cM4I2FiaoqKuFev/SWFTFIcihmFQ09iG8toWpObXGqyuykBjGAbVDW1DpsihqriMKny17Sre23wFEqkcoX4OeO7u0Xjx3gj88sYsvLl0DGJGubPBDgDwcLICz4QLJztzfPJYDPzcbSCTM9hzVv8aSYJWMTLaC5ZGBRkuiBce6IJAbzvI5Ax+P5pl8BTzxhYxWyPk5fsi8OjCUEwe7aHXdgpVXC4HE0Ld8OHy8fh4xXjcNdUfPBMuBK0S/PTfdfac2B92twe+ooNc9Lox5plw8fjtozB7jDfbvvzvkzn92mlMmQHXm/Z/3ZnVXpAvIbMaq/5KRFqB4Vutd6ehWYSthzOwYa9ixdfd0RKhfg7w97BR664wJsgFHz86AW4Oin8nCzMelt3SsSrMQLGV9+Otfd9br4t/L+RDKmMQHuDUq0CRmakJJoS64Y2HohHio6i5tuGfFLQYoa10V4qrmvHtjiSs2ZkEQJE5PDnMHa8/GIUwlZX9zkGaPWfzsHLDRbzy/QWs/OEi3vjxEj7/c+CK+8oZBn8ey0J1g+Lcpwx23DXFH7PH6DaZdra3wKsPRMLSjIc6gQhp+f3TLjO/vAnX8+vAM+HixXvCMSXcA1PCPXSafFlbmOKpRWGYPcYbq56ehAAvW0ikcpxKLO3xe/W191weGAaYOMoN0Qa4bnE5HEQEOmPRtOEAgN+PZuGvE9lIzavt89bGCymKbTcxoe59vj51RZmVlV6g/32pckuLPttadaG8RsRer8Q3fyWyLXD7KrO4ARKpIqDk6WS4gJKDjRnChjuxcx++qQmeXhQGDhTXPUN2UFJ23IkJ1ZyHGoteGR58Ph9mZv0T5RwKOBwO5k/0xZZDGfjrZA52nMqFhZmi3zigaNH00n0Rajf2hnDkShEOXS6CoEVROd3G0rQ98KFoY/rs3eE6VcK1tzbD4mnDcddUf+w9l4/9FwtwILYQB2I7alGMHu6EJ+4IhaUekblDl4sgkzMI83c0SNaAlbkpXn4gEu9tuozK+jZcTK3Q+2Y0v7zv21lUOdqaI3KEC+IzqnAmqUztBrE3Morq0dgshpU5z+D73bSxMjfFnLHDMH6kGzYfSEdKXi1W77iG+TG+mB/j2+cUOkOpamjD9bxayBnAzdECo/wcweFwIJczuJBaDpFYBhMuB6evlam1sfR2scLKJVEDshJpCInZ1fjrRDZ7I+nmaIngYXaICHSGjSUfgQao6dJfmlrF+O1IplpBz+GetnhsYWivbobsrPhYsWAk3t18BQmZ1TiRUKLzTbSqlNxaMAzg62YDFwOv6t46wQffl6TgalY1sksa8MEj4w2y4tcmkuKHvamQyZn2iah93w9WCy8Xa3i5WGNahCebSr9udzLumOwPb1drg46zzKJ6XMupAc+Egzum6J+2zuVy8NDcINwzIwBvbIxFTaMQvx7KwIxIT5jzeTh5tQR55QKY801w97QArZ3AdJWUU4OaRsXKdVAfC0crebtYY+7YYTgWX4y0gnpkFDbgqbvCBiSjTi5nsG53ChvUmjPGG/fNCmS3SMnkcpxMKIVEJsetWmpjjA1xxf2zAnE9vw7hAU44GleMmkYh3tt8GW88FA2vflg5BYCKula2Av+9MwL0mlSZ8kyw9JZgfPp7PIoqm7FmRxJevj9ywLfldCaWyPDN39cgaBGDAyBmlBv+d2sIu43V3sYMO07mYEKoG0b5OyIhsxohPvb4aEs8WkVStv5KXXvmR26pAN/vScE7/xvTb5NPQBHs2HooAxdSKtiMrZLqZozyc8ScLjovdcWUZ4KoIGdcSKnAhaQy3D8zwODHq5zURwc567X6PsrPEaP8FMGneeN8sKE0FYcvFyHQyw7hBlp1V6ppbGMzre6aOtyg771goi9qBUKcuVaGo3HFOBqn2C717OLRegVWGlvESMlTBG0nj+7b1tPuKIOcRZVNaG6TsEWKddUqlKK2fVHC26V/FuQDvOwwZ6w3TsSX4HpBPVbvuIYvnpjY5/tnZYZqmL9Tv36mAcWiU+QIZyRm1+BYfIlBtj5VNbShqqENJlxOn67HhqbXmf+JJ57Ae++9h4yMDIwYMQLOzpr7I8eNG9fngxvMpoz2wLH4YpRWt7RndnR0PckuacRP/6bh2cWjDZZqeOl6BVuxV6mpVXHhGxvsgsfvGNWrfd6AIgK8eNpwuDtaYMuhDLaQIKD4wG09nNnrGiUHYgtw5pqiB/iCib4G+7DaWvJxW4wv/j6Zg/0XCzApzB1yOQOpTN6roIyyVWWAp2ECHgAwPcIT8RlVOH21FB6OlpgztufCfJ39P3vnHR5Vlf7x752SSe+VBEIgpEASktClN6miYAVBBSxrwXXdtevqb4u6iiuuZV0rdhF1sQICKjZq6JAAAUIIEAIhvc/M/f0xmcmcc+/MvXMzE8q+n+fxkTuZe86Z877nfd/znnPP3bj3FABbgOmpHDtDaJAffne57XnPPYfP4stfS7BhbzlGt5/rkpkc4bXkkCeIooh1BWX49MdDaHV6w0RCVCDMFqsjMcAjCLZtwGWnG7D44x24b3aex46yq2lobsObXxc6ts8CtoMFT51txE87T0IAMCY/EZePSNF8UrevaDNb8eLnu1Hcfhp3Xp9oDM6Mw4D0GE16nBgTjEuy4vHbnnJ8sOYA6pvaMP2SZOh16suyv9Epq5e2Z6DdMTgzDvOntOGz9YdQ29iGt77Zhz9cm9up3WLHKurx+ld7UXa6Af5+etw4OcOLLZYnPNiEu2bl4Kn3C3D8TAPeXW07P2C+F59T/7o9gT4iO8ErK2wmox7zp2ZiyfKd2LTvFDbtOyX5zjMfbcfInATMm5Tusf61tFrw9reFtjbnJHh1Yjx7Qh+MzU/Ef386jC1FFXj720Kk9wj3uW1aV1DmSHZcNy4VEwd1Z3yyXqfDxEHu/dWkwT0wqf3QvJzeUfjrO1vR0GzGh2sP4r7ZeT5p96pNpRAB9O8d1amkSrfoIDx0/QD848NtOHSiFk++V4D5UzPRy4v+3xMqqhrx4dqDqG1oRVSoP+6bnYvYCHYFNy4iEIuuzHFc2xd3Hrw+H9sOnkaAnwHHzzSgoqoR+Wkx+HT9IRw5WYuF//gBU4b0cBys721+212On3edhCAAC6ZmYnh25x6DHpwZh193l+P7rccwdUh3BHhxgVB0Oox0oBcef8tPi0FWSiT2HDmL91bvxzO3D/PqRPSXXSchwhZveTtJLwgCbpycgW5RQfhoXce5Wt9sKEFen2iPf8fGveWwiiJSEkI79dipEuHBJnSPDcaxinr89+fDHi8mHj5hi0miw/w1LdyqZc6ENEwYkIR/fLgdVXUtWFtQhqkePL7JYxVF7Dho2x3R2TML1TJxYHdsP3gGv+w6iRHZCZ22j/uO2BJivRPDznmC2RlNLXn88ccBAK+88goA9jkaURQhCAIKCwu90LzzF51OwKIrc7Bq41GkJoWhqcWChqY29E4Mwwuf7sKO4jN4/O3NWHRlTqefHT11thHvtAeko3O7YfqwngCAgv0VCAs2YWBGjEcTAp5LshKQEBWE33aXY2iWbfvRU+9tw5aiCgw9eBp5fdRlgQ8dr8Fn621b0cfmJ3r9EJ8xeYlYuakUZ2qa8ZelW1BZ24zmFgsGZcbipikZijtqzlQ34VRVE3SC4NW29UuJxJjcbvhxxwl8uPYgKqqaMP2SnqoPF2szW1DQ/mqrc7H9K8BkwB+u7o+C/afxUfsuA/sZDAAwdWgyZo3u3DOlnlDb0Iq3vi10bC1PSQhFSKARhUercLKy43RpAbaA1mDQYVi/eAzPjod/+2sg//HhdhyrqMfij7fjjiuyJEHl+cTqzaVobDEjNMgPM0emICTQD0dO1uL7bWVoarFABPDDtuMoLqvBbTP6OR5FOx/4cO0BFJfVIMBkwK2X9UVO786vSMyfmgGL1famki9+OQJRFFWveomi6Eh4+GplYWT/bkhNCsP/vb0Fe0uq8NHag7hseE9Nyajq+hY8+9F21De1ITTQiHuu6e/zQznt2F9d/eHaA9h75Cwams14b/V+dIsOQu9undvpsbfkLPYeOQudIGByJ4I/npzeUbhpSgbWbD2GllYLzta2oFt0ICYO6o6io1XYsPcUft51EmaLFTdOzvBopW3D3nLUNrYhOswf143v47U224mPDMStM/riZGUjyk7X473V+3HbjH4+O3/hdFUTPvvJZsdvmJSOMXmdP5w8NiIQD88bgEde39Rujxu8Puk5W9vs2DLvybkvrkiKDca91+Zi8cc7cPxMA55bth2/uzyryyYTds7WNuPpD7ahut62Q/fyESke+aWk2GDZM2UOn6jFxvbk38pNpUiKDcawTh76zGMVRXz9WwkAYNaoXp1OdgC2uMk+oX309U2YPb6P184TKimvQ2VtM0xGvVfOQNDpBNw5Kxv3/OsXVNY2o/RUPZLjvWOnrVYRv7Tr+0gvn6XnzMRB3ZHVKxLNrRY89f42HDlZh0PHa5Ga5Jmtt5/NMMKHuzvsTBuWjFe/2Isfth1Hfp8Y9PPgIFf7LpS+PX2/wyA2IhBThybjgzUH8OmPh7D9wGksujJH0wHDOw/adhkGmAzM422+JL1HOLJ6RWLP4bP457Id+ON1uegZH4I2sxWiCI/PqdzTnvDo1wV97wmqEx7jx4/Hyy+/jIyMDLz77ru+bNMFQ2x4AG6QWY27eXomXv1iL46fbsBT7xXg0RsGqnrURA6zxYp/f7EHLa0WpHUPx9xL0xzJjUs7+aoiZ1ISQpmV/ElDumPlxlIs+74Y2b2iVK2WrfjZluwYnhWv+dEOd5iMekwbloyP1h5E2emOZ802F1agsqYZ98/Jd/vWAfsg7JUYikB/72Yd505KR3iICSt+PoK1BWUoOHAaD16frypbv7O4Ek0tFkSGmtDHS9uoPUUQbCcp90uJxLqCMuw6XOlYtf9241E0NrdhXvthdr7kWEW9Y7uvQa/DteNSMS7f9haBxuY2bD94BuVnG5GVEon4qCCEyTiUhCjb4yzPfLgNpafq8dibm3HN2I5yzicOnahxPEp2/cQ0DGoP+PLTYnD5iBQ0t1qw/eBpvP1tkS0wfGMTcnpH4bJLeqJXt9Bz+nsKj1Y5dnPdcUWWR8GIO/Q6HRZOy0R0mD++2XAUqzaVYlT/bqre8OH8amdfPgaUEBWEa8f3wXur92NdQRk27CnHQ/MGINGDZFRLmwVvfL0P9U1tSIoJxh+v7e+Tg1DdYdvhlQWrKOLlz3dj+8EzWPLJTtxzTX/NSY8z1U1446t9AGyJb28fFjmqfzfHqrfZYnX4ppE53ZCfFotX/rsbG/aeQlVdC/5wTa6qN9HYd5QBwISB3b32liwevU6Ha8en4rmPd2BLUQWCA40+8ZWNzW2OtzSkdw/HKIW3Z3hCQlQQclOjHSf83zUr26t26JuNR2GxisjoEe61x4pSEkLx5K1D8fJ/bbvRXvxsF26/PMurZ/y4o6XVgn99ugvV9a2ICjVhzsQ01QtJSsye0AcRISbsK6nC0VN1eHf1fgT4GRyvzfQGh0/UoqK6Cf5+ekwY4PkOVjl0goCF0zPxyoq9qDjbiFdW7MGUoT0QGx6AAemxndr99MsuWwKhf2qU18ayyahH354RjpXwHnHBXtH7fSVncba2BYEmg1fO7nCHPTk5tF8cftl1Ev/9+TDuvipHdR9tLjyFstO2N28Mkjkj0NsMzozDwbIarCsow7uri/D4TYNVx+57jnQ8FtIVjMnrhqPldfhtTzkOnajFPz/ZgT9dl4dAk0F1UlsURXzx6xEAtrOfuuqFGIIg4I4rsvD8JztxsKwGf31nK/yMOrS22XZX56ZG48YpGbLxNk9Lm8XR9946cNVbqN4WcPz4cbS22jLTgwcPVvzvf5nBmXG4dUZfhAQaUdPQig/XHtBc1urNpSg9VY/gACNum9GvUzs5PGH6sJ4IDTSiosr2utu6xla33y8uq8HekirodQIu78Tz2kqMz0/C+AFJCA4w4pqxqXhgTh6C/A04dKJW8UCpHe2H6OT4YGVHJwiYMTwFd1yRhZhwf1TVteDxtzY76nSFKIqOdg/JjOuyXRSuCDAZMP2Snnh47gC89eA43Dw9EwKAH3ecwCv/3eN4ftgXnKlpwj8/sSU7EqOD8OebBrYfVmjrk0B/I4ZnJ+DK0b2R3iPCrfFNjA7CI/MGIDM5Am1mKz5YcwD//GQnGp0ePTvX1DW24j9f7IUoAkP6xmEg90y/Qa9DcIARI3O6MSs/uw5V4u/vFeD+f2/o8gMQ7dQ3teHdVUUAgLF5iV5Ldtgx6HWYNaoX0pLC0Gq2OhIDStif2+7txVc7u2JMbjfccUUWEqOD0Nhixmtf7kVrm0XVgbO1ja34y9It2FdSBaNBh9tm9O3yZIczuvYDmHt1C0VDsxnPfLgdJeXaDjP9dP0h1DS0IjEmCDO9/Dw6D5+IH5Aeg0VX5cDfT4+i0mr848Ntqg5lLSqtxvEzDTAZ9T5fuezXMxI3TEqHANvOLedXEHsDs8WKv7+9uX3nlR43Tcnwul+ZNaoX9DoB2w+ecbxC1RucrW3GzzttSdTLhns3jggL8sOfrs3FgDTbK3Zf/Hw3PvmhGIUlZ3HgWDU2F9p2lFXXe/cA0OZWM17+726UVtQjJNCIB+bkey3ZAdhe0Xj12FQ8PG8A0ruH25Irn+3CV+07MryB3a7m9on26iSsV7cwvPrAOAzKtCX6V24sxTur9uOp9wtw6mwjahXiTjmOn67Hz7tsOjQmt/O7mpyxL0is21aGR9/YhO0HTnf6gPGf2pMzQ/vFddnZaZMGdYdOEFB4tAr/XLZD1SHQDc1t+GCNbS4zIqdblz0qPGtUL0SGmnC6uhmPvbkJG/aUK/b5meomnKxshE4QumSHB2BLZi+Ylom/3jwYwQFGlJ6qx90v/IzfPfcjlizfiV93286cc8fO4kqUnqqHyajHpQqPGnobfz8D7rm6v+Mga3uyA7DNnV76fBcsVuUXRuw+VInWNiuiw/yR3EW7VdXSdYcF/I8xtG887p+TD0EAth88g+LjNR6XUVHdhC9/LQEAXDc+1Wevw5IjwGTATVMzodcJ2FF8Bve+9CuWrixEo4uTzu1ZyeHZ8Yj24evf7AfYvXD3CEwe0gPpPSJw5RjbgVdrtx5z+XaZ6voWx+TQl1n0gRmxuH92PlISQtHcasFLn+12OF85CvafRuHRKhj0Asbme9c5e4NLshJwVfuBYgUHTuOtbwrR1GLu1Ft85Dh0ogZ/WboVNfW2idKDc/M7/Sqx2IhA/Om6XFw9tjeMBh32HjmL55bt8GnSRi2iKOK91ftxpqYZseEBuH5imtvVormXpuN3l/fDQ3PzMbRfHEx+elTWNmPxxzvw/Cc78d7q/Xjz6314+b+7sbWoAlar797yUlnTbAtIq5oQHuyHK0d7/8A5wLbqMGdiGgx6HYpKq/HvFXvcBjqtbRas2WpbpR/ppTdsKLVvYEYs/nhdLoIDjDhWUY/fPbcef35zs+Ik+7MfD+FkZSNCAo245+r+Pjv80RMCTAb86bpcR5Lw3yv2OA7IVsuhEzXYUmibHN0yva/Xd9KpITc1GnfOyoafQYfDJ2rx9AfbsP3gabf32N8qNiwr3qfPe9sZk5fo0NHVm0u9Wvamvaewq/gM/P30uG92Xqdfvy5HUmwwrhlnOyti+Q/F2LCn3CvlrtxUCrNFRFpSmNdfzw7Y3kpw2+X9HIchr9pUimc/3oGnP9iGV7/Yiy9+OYK/v1uAE2e887YCUbQdGrvnyFkYDTosmpXjs/jIaNDhj9flYnz7q0f/+9NhryTTrKKIgv3eOw+Dx2jQY8G0TIzq3w094mx28GRlIx56bSP++NKvjrrVUFHdhMXLdsBsEZGZHOH1xxoH943D5ME9YPLT42RlI178fDfeXlmk+a1wNfUt2NFum7x1dpIaEmOCcdeV2QgwGXCwrAbvr3G/KCu2H1hb19iGhKhAzJng/Uf+XBFgMuCuWdmIDQ9AVV0LXv96Hz5cc9BtLLDHcYZEaJfYc2cSooIc7QUAs8X2Ns03vynE0x9uQ5tZXlesVqfdHQMSz8mB+wEmA+69NhfXjkvFpYO646lbh+LxmwYhwGTAoeO1+Pynw25j/8ZmMz5db3uMcnBm3Hm3o5oSHj4kMToIw7NsK7MfrT3oUbbaYrXinZVFaDNbkZkc4fVnMtWQmxqNR28YiMToIFisIn7aeRKPvrEJS1cWYu+RjpXln3eewN4jZ6HXCZjWfr6Ir3EeSMP6xSPAZMCZmmbZV1hZrSJe/2ofzBbbGxASvPiaJzmiwvzx0Nx8DOsXB6so4u1vixyrVs4cLa/DG9/Ytn5fOqgHosN8lyjqDFOGJOPO9ldX7Sg+gzuf/wm/W7we/1y2A3u9sMPgTE0zXvxsN+qb2tA9Nhh/uLq/197bLQgCpgxJxsNzByA4wIgjJ2vx2BubNCUgvYUoili5qRRb95+GXifg9iuyFFdLjAYdBmfGoU9SOG69rB+WLBqB/u3bBXcfrsQP24/j1z3lKNh/Gq+s2IO/LN2CMzVNXm/7gWPVePL9ApysbEREiAl/vC7Pp5PaHnEheGBOHowGHQqPVjlOL5fj190n2w8DNGFIF56FEx5sws3TbclhADh+pgFPvleAj9YexJlqqQwOnahxbLleNCvHo1du+hp/PwNuvyIL0WH+OF3djHtf+hV/f3crDp1QHi9NLWbbjiXYViu76iwSOfr1jMRTtw1DTu8otJmteOW/e/DD9uOyK1TbD5x2+K8pQ7z3mKgS9hW87QfPYOXGo2hq6fzuM6soYs1W246L6Zf0RM943x3OOWFAEsblJ0IE8PbKok7bm+r6FscjcpeNSPFZsGzQ63D9xDTMHm97FCTI34DgAKNjt1BlbTMefWMT/v5u51+/a1/Q8DPocP/sPI/PS/AUg16H6y9Nw4j2MzbsibzOsOPgGVTWtiDApPfZmQJB/kbcNCUDT8wfjL/dPMSxMmyxivjPl/tU7TbbX1qFf3ywzbFo4umB+2rQCQKuGZeKf945vP1QftvjM0+8tVmTrnz921GYLSJ6dwv12pkgaslNjXa8kvSXXSfxp1d+xbLvD8ruQli/8wS27j8NnSDgBg0HQneWnvGh+L+FgzFjeE8IsO2wWblJPlEsiqLjTJusLj6nx05a93A8ddtQLFk0Ak/MH4QrRqQgyN+Ao+V1+Jh7+YSd1ZtLcbS8Dv5+esch0ecCk9FW/3Xj+yAuMhDJ8SGOBNfKjaX4sD05xidurKKIN7/Zh4qqJkSF+mPK0HP3G1whiCr3Y2VkZCAmJgZ+fspZJ0EQsHbt2k43zhOsViteeuklLF++HLW1tRgwYAAef/xxJCdrO/TKYrHi7NnOZ/nP1jbjkdc3oaXNApOfHjNHpKClzQI/ox7j8hNhNHRsYbMf+NrSZsHzn+zEgWPVMOgF/GXhEMSrXKUxGHSIiAhCVVUDzGbl7UdqEEURRUer8O7q/ThVZQtqBABzL01DdX0rvv6tBCKAGcN7ev2VWmr54LsDWLetDLmp0bj7qo4Tzi1WK5b/cAjfbTkGk1GPP9800KcnSzsjiiI+XleMNVuPQRCA2eP7ON7gUlPfgr+8Ywuo+qVE4p6rc7rscSWtrCsow/Ifi5mtboDtOf1rx6Z6vB3TYNBBMBhw379+QvnZRnSPDcZDc/O9/jpnO2UV9fj3F3twsrIRBr0Ov7u8n8+fma1taMV3W47hxJkGVNW3IDLEBEEQsO2AbVXnytG9NCcJLVYr9pVU4dDxGjS3WhDkb8DZuhZs2FuO1jYrgvwNmDE8BWPzEzsdoPy86wR+3nnSkSjqFh2Ee6/pr+pcDW/wyffFWLW5FFGh/nj0xoGSx5nK2g+orW1sw5wJfTS9Kckdauxq+dlGnKxswIa9pxxbwIPaDwYNMBlQ29iKLYUV+G1POeqb2jCsXxxuuayfV9vpLU5WNuCFT3ehot3eG/QCZk9Iw5jcbi4nop/8UIxVm2wy+r8Fg7p8ZU0Oi9WK177c53hjw4C0GFuQ3/4bKmua8cTbm9HQbPbpGy5cYe8zwHYw3DVjU9G//eBffz89Co9WQacT4G/Uo1e3UEUb+9n6Q/hmw1H4GXRYfNdwBPtYBlZRxDMfbMOBshrk9I7ChAFJaG5/VXhSbLBHb5z4eN1BfLflGFITw/DQ3Pxzsjp4trYZ767e7zgwu09SGO65ur+mNw0UHq3CC8t3otVsxbRhyT7bCSfHqbONePi1jRBhe+PQtKHJmnb6NLea8dgbm1BZ2+KT3+DKrlqtIsrPNmLZ98XYfbgSfkYdRuZ0w2Uyh8FbrSL++/NhfLvhKETYXun+wJw8hHfBI4I7Dp7B2ysLUddoO3Q6u1cUhmbFo0dsMIwGndtY5tfdJ/HmN7aXO/zpulz07dk1B1TyfLe5FMt/PARL+67Q0CA/3DUr23EG1qmqRjzx9ha0tFpw3bhUr54dqIU1W4453jZz8/RMXJLFHvS6tagCr6zYA71OwD9+N8xrMUpn51a7D1fi+U92ArCdeTYwIxaiKGJ/aTW+2VCCve2LtTdNyXCcUXW+IIoiVm2y6QlgG2MVZxvRLSYIlw9PwamqRmw7cBpHTtbBoBfw0NwBXfZ2x8jIIOhVxrceJTxGjx6NyEh1g/Kpp55S9T1v8dJLL+HDDz/EU089hbi4ODz77LM4duwYvv76a1VJGh5vJTwAoPh4Dd5dtR9lp+uZz9OSwjAgPRYnKxva321dCZNRj1azFW1mK/z9bM/fDvbgcCBfJDzstLZZsKP4DAr2n3YEkHYmDEjC7Al9ztkWppOVDXj0jU0QRdvr9xJjg7H7UCUK9p92vIv7lul9MSyra3fKiKKI97874Dino09SGCJCTDhyshanq5sRHxmIR28YcF5MDtTQ0maxvR2hrhk/7zqJH7Z1/K6ZI3shrUe47PPioijidI1NDqGBRpiMehwpr8OrX+zFmeomRIWa8NDcAT6fQDe3mvHal/uwo/gM9DoB8yal45KseBj0OhyrqMfuw5XoHhuMfj0jO/X2hOZWM37Ydhxf/HpEkiACbAnDKT56+83Z2ma88OkuHKuw2Zvk+BAsmJqJuIgA1Umpk5UN+PLXEgQHGKHXCfhuS8dz+sOz43HtuD5d+rrfhuY2/PWdraioaoLRoENWSiQuyYpHcIARVfUtWLqyCK1tVoQF+eHp3w3z+vkdnthVUbRtYf3vz4dReqpe9jsJUYF4ZN75Pe6toojT1U345PtibG9/Td7QfnG4YVK6JJBfs/UYPlprC0LvvioHuaneOzCxs5gtVnxfUIZP1x+C2SLiuvF9MHFgEppaLHj+kx04dKIWKQkheGjugC5fubSf4fTNhqOKK8QRISZMG5aM0bndZJPjn/902PEmjXvn5CO3V6TXYwA59pdW4ZmPtoOPJAXY3gwxLj8RMeEBEAQBVqsIqygy/SyKInYWV+KVFXtgtlhx7zX9z9nKrJ3DJ2rx7Mfb0dJqgSDYdj4FBxgQEuiHvj0jMS4/0e2Een9pFZ5fvhOtbVbk9I7CnTOzVR2e602W/1iMlRttyTSD3na2mifJdVEU8e7q/Vi/4wSiw/zx14VDvH6IopJdrW9qw79X7HG8eatnfAgevWGgwze3mS14/at92LrftoAwIjsBsyf06dJXYZ6ubsKT7xegpp7dwe1n0GHq0GSMzWcfT2hsbsP7aw5g417bLoSxeYmYN8n7Bxd7QlOLGftKqvDh2gOoqmuBn0GHq8emos1sxTcbStDQbEafpDA8MCffZ2+V8oRl3x90nB00IjsBcy9Ng59Rj4rqJjz57lbUNrbhskt6YuYo7y3AemNu9emPh/DtxqPQ6wSk9whHZW0LTp3tePPguPxExcebzyXfbCjB5z8dlth6OzpBwK0z+no0Z+0sPkt4fPLJJ8jJyVH+chfT2tqKoUOH4r777sPs2bMBALW1tRg5ciSefPJJTJs2zeMyvZnwAGyG+avfjmLHwTMIDTKiuKwGrW4Gjf1VoZ5ugfRlwsOOKIr4/KfD+HbjUfj76TFvUjqG9u36R2543llV5NgS60xwgBFXju6F0V4+wEotfHbUTliQHx68Pt8nz1h3FXsOV+Kl/+52TOr9/fSIjQhAdFgA8vpEIzjA9jrZHQfPoMJpe39wgBENTW0QAUSGmHz2rLkcVquI/3y5l0namYx65jnc6DB/jM1PxEgVh3NZRRH1jW04froexyrqcaamGRv2lqOh/YDU7rHBtreMhJhw9FQdGpvNGJAe4/XXNjtjsVrxy66T+Gz9YceZJSY/PdK7h6O6rgVW0bby1yshFCndQqDX6dDSasH328qwcd8pnKxsgNnCuobEmCDMnZjm03a742RlA/716S7HLjOe3t1CMX9qpk9e26vFrjY2t+HJ97c5zgOwvQ47HOMHJCErJbLLDqjrLKIoYvXmY/j0x0OwiiK6RQfhylG9YDTqcLa2BdsOnHasiF86qDuuHZd6XgZsKzceddjglIQQ1DW2tb/+T4/H5w/2+ttkPMFqFbF6cym+/LUErWaLI6D0M+oQFxGIyppmNLY/8hIV6o9R/ROQ2ycGUaH+OF3dhF92ncS6bbbza64dl4q50/r5NAbg2V9ahe+2HMPhk7UICTACEJgFnugwf0SEmHCsoh5tZivCg02ICDUh2N+I09VNON4+RrJ7ReGeq3POC/0ptO9qdZqQ2DHoBQzKiMPgzFjERwWiucUCP6POtsNuTzk27TsFi1VEVq9ILJqVzezk7SpEUcTmwgr8vOsE9rWvHmcmRyCvTzR6J4bBKoqwWERYrSLCQ0yICfeHXqeD1Spi+8EzWLX5KA4dtz1Kcu+1/X3ytgs1dtWeQP7Pl3sdu4cCTAYY9AIEQUBVXQsMegHzp2aek0e/AVtipvBoFYqOVmHTvlOOsWonNTEM3aIDUV7ZiJLyOrSarRAE22tor5+Ydk70Q46WVgteWbFH8uhoz/gQLLoyp0vPEXSHVRTx7qoi/LTT9mhoQlQgcnpH4fttx9FmtiI+MhD/t2CQV/vVG3Mri9WKZz/awZytYzToMDw7AZMGd0ecB6+pPlecrGxA4dEqhAT6Yd3WYzhb14KQQD/ERwZgRE63Ln9E938u4bFr1y5cffXVWLVqFVJSOk72nj17NtLT0/HEE094XKa3Ex48xWU1WLnpKARBQFSoP4IDDMjqFeU4ECYhMkjTs/FdkfCwU9/UBj+D7rwJ3NvMFqzaVIodxWdw/HSD7eyTrHjkpkafF208crIWh0/UwmKxQhAEDGtfob7QKauox5qtx7ClqALNbk6h1usE6HQC2pz0clRuIq6f2AfGLl5ZNVusWLWpFN9vK0N1+8qMThCQ1j0MpafqHQGL0aBDWvdwBAcYEWgyINDfAEEQ0NpmwZmaZpw624iK6ibmN9mJiwjA1KHJGJ6TcM7evnOqqhEvf75HsrvMmegwf/TqForSU/Uo54L7sGA/JMeFYFi/eAzOjD3nExFRFHGsoh4rN5WivLIRLW0WxzlH9lUeX6DVrraZrSgpr0V8ZCCCA4znvP86w4Fj1fj3F3skK5l2rhiRgsuG9zxvf6NVFPHNbyX46rcSRzIvLMgP91zdv8ufn3eFVRSB9ojsWEU9YiMCEGAyoKnFjJ92nsA3G466PXR5xvCeuGpsapfFAO7YUlSBL389ghNnGlyuCNrR6wSMy0/ClaN7nRe+2o4oiqiub0Vjixl1Da2orG3G+p0nHK9sd8eA9Bjcelnfcz6ZFUURX284iv/+dNjt9wx6AREhJrS0WR2HFRv0tkPifbVY5Ild/W3PSSxdWSRJxAcHGHH7FVnnzVlIZosVrW1W7DlSia9+LXEk85yJjwzEwmmZ6O3DV6drxWyx4stfS7Cnfcf5kL5xGJ6d0OU7lNSw50gl3vhqH2obO2xiUkwQbp3Rr9OH3vN4a27VZrZgz5GzqG1ohZ9Bj/6p0efkcO+Lhf+5hMd3332HRYsWYefOnfD379gS//vf/x7Nzc34z3/+43GZFosVtbXeP/TP1+j1OoSGBqC2tgkWy7kLdoj/PcwWK06dbcTJykaUnKxFUWk1ahpa0btbKAakxyC7dxRMRj2aWiwoPl4No0GPYf0TUVfXfM501WoVUdvQiuY2C0ICjQjyN6KlzYKNe8qxtqAMR8vrVJcVGuSHlIQQxEcGok/3cAxMjz0vtn8Cton3b3tOOg50K69sxO7DZ3HkZA2aWjqSVEEBRlw1pjd6dwtFUmxwl2/xP18hu2qjpr4F//35CApLbId8hgeb0DMhFEP6xp03SQMlqupasOvQGVgsIgakx5zT1wF7SmubBZsLT+HX3eU4cqIWjS1mBJoMSE8Ox7j8JPRPjT7vdLWusRVHTtahqb2tcZEBqGloRWVNM+qb2qDXCRiUGXdBJf+Ly2rw256T2HbgNBqbzfD306Oh/f8D02MxpF/cOTuTwRXFZTW2g58PncGpqibodQL0eh10gu0sG+cdx0H+BozLT8KEQd19uqrvqa42tZhxqqoRrW22x74bmtuQmRxxTt5ooZbquhb8tPMEDpZVo19KFHJ6RyE+KvCcLYJcbNQ1tuLjdQdRXtmIIf3iMGFgd5/07flmVwkboaEB3k94PPTQQ7jjjjvQvXvXvhtYDV988QXuv/9+FBYWQuf0bOv999+PiooKLF261OMy7QeIEgTxv4koijh4rBql5bWobzKjoakN9U2tgGh7vWF0eAC6xQShW3QwYiPUG93ziYamNuwqPoOTZxrQ2NyG8YN6IMEHj4QQBOFdRFFEU4sZASYDxSrnARdyzGi12s7rOVvTDKsoondiGPy78BwMgiAIX6PaonX1IaSeYN/V0drayuzwaGlpQUCA9udyL8QsniAAOp0OVqtVcRspQZxLLgRd7Z0Ypnrb6YVoL/z99BjMvcL1QvwdvuZC0FXifw+TUQ+rVYTjORiQrp5bLtwOjw7zR3RYR/zcFX6AdJW4UCBdPT/R6QTVieaLIoWbkGB7LVFFRQV69Oh4ZVJFRQUyMjI0lSkIAvT6CzNbD4DZ6UIQ5zOkq8SFAukqcaFAukpcKJCuEhcKpKsXLheF5DIyMhAcHIxNmzY5PqutrcW+ffswcODAc9gygiAIgiAIgiAIgiDOBRfFDg8/Pz/MnTsXixcvRmRkJBITE/Hss88iPj4eEydOPNfNIwiCIAiCIAiCIAiii7koEh4AcPfdd8NsNuPRRx9Fc3MzBg0ahDfffBN+fufv6c0EQRAEQRAEQRAEQfgG1W9pIQiCIAiCIAiCIAiCuFC4KM7wIAiCIAiCIAiCIAiCcIYSHgRBEARBEARBEARBXHRQwoMgCIIgCIIgCIIgiIsOSngQBEEQBEEQBEEQBHHRQQkPgiAIgiAIgiAIgiAuOijhQRAEQRAEQRAEQRDERQclPAiCIAiCIAiCIAiCuOighAdBEARBEARBEARBEBcdlPAgCIIgCIIgCIIgCOKigxIe5zmvvPIK5s2b57ieN28e0tPTZf9bsWKF43srVqzA1KlTkZ2djWnTpmHlypVMuYWFhZg7dy5yc3MxZswYvPnmm131k4iLFF5XAWD37t2YO3cu8vLyMHr0aDzzzDNobW11/N1qteJf//oXRo4cif79+2PBggU4evQoUwbpKuFttOiqM0eOHEFeXh4+//xz5nPSVcLbaNHVtrY2PP/88xgzZgzy8vIwZ84cbNu2jSmDdJXwNnK6umHDBlx99dXIy8vDpEmT8P777zN/r66uxp///GeMGjUK+fn5mD17NrZu3cp8h3SV8DZadBWgudUFjUict7z99ttienq6OHfuXMdnVVVVYkVFBfPfrbfeKk6ePFmsq6sTRVEUV6xYIWZmZopLly4VS0pKxJdeeknMyMgQt23bJoqiKJ49e1YcMmSI+Mgjj4jFxcXip59+KmZnZ4uffvrpOfmdxIWPnK5WVlaKgwcPFh977DGxpKREXL9+vTh06FDx6aefdnznxRdfFIcNGyb++OOPYmFhobhgwQJx4sSJYktLiyiKpKuE99Gqq3ZaW1vFWbNmiWlpaeJnn33m+Jx0lfA2WnX1hRdeEIcPHy7+/PPPYklJifjII4+I+fn5Ynl5uSiKpKuE95HT1e3bt4sZGRnin//8Z7G4uFhct26dOHz4cPGVV15xfGf+/PnijBkzxC1btoiHDh0S//rXv4o5OTlicXGxKIqkq4T30aqrNLe6sKGEx3lIeXm5uHDhQjE3N1ecPHkyMyh5vvrqK7Fv375iUVGRKIqiaLVaxbFjx0oC9QULFoivvvqqKIqi+Oqrr4ojR44U29raHH9/7rnnxEmTJvng1xAXM+50dc2aNWJaWpojESeKovjkk0+K06dPF0VRFFtaWsS8vDzxww8/dPy9pqZGzMnJEb/++mtRFElXCe/RGV115rnnnhPnzZsnSXiQrhLeorO6OmPGDPGpp55yXNfV1YlpaWniqlWrRFEkXSW8hztdvfPOO8WrrrqK+f4XX3wh9u/fX2xpaRFLSkrEtLQ0saCgwPF3q9UqTpw4UVyyZIkoiqSrhPfojK7S3OrChx5pOQ/Zu3cvwsLC8OWXX6J///4uv9fY2IhnnnkGN954I9LT0wEAhw8fxvHjx3HZZZcx333zzTdx2223AQC2bt2KQYMGwWAwOP4+dOhQHDlyBJWVlT74RcTFijtdDQ8PBwB89NFHsFgsKCsrw/r16x3fKyoqQkNDA4YOHeq4JzQ0FH379sWWLVsAkK4S3qMzumpny5YtWLZsGf7xj39IyiddJbxFZ3U1PDwcP/zwA8rKymCxWLBs2TL4+fkhMzMTAOkq4T3c6eqRI0cwcOBA5rO+ffuiqakJu3btQkREBF577TVkZWU5/i4IAkRRRE1NDQDSVcJ7dEZXaW514WNQ/grR1YwbNw7jxo1T/N7HH3+MhoYG3H777Y7PSkpKANiSIQsXLsS+ffuQlJSE22+/3VFmeXk50tLSmLJiY2MBACdOnEBUVJSXfglxseNOVwcOHIhbb70VL7zwAp5//nlYLBYMHjwYjz32GACbHgJAQkICc19sbCxOnjzp+A7pKuENOqOrAFBbW4v7778fjz76qERnAdJVwnt0VlcfeeQR/OEPf8D48eOh1+uh0+nwwgsvoEePHgBIVwnv4U5XY2JiHL7czvHjxwEAlZWVCA0NxejRo5m/r1y5EqWlpRgxYgQA0lXCe3RGV+0JOJpbXbjQDo8LFIvFgvfeew9z5sxBSEiI4/P6+noAwAMPPIDp06fjrbfewvDhw3HHHXdgw4YNAIDm5mb4+fkx5ZlMJgBAS0tLF/0C4mKntrYWJSUluP7667F8+XK88MILKC0txRNPPAEAaGpqAgBZXbTrIekq0RUo6SoAPPHEE8jNzZWs8NghXSW6AjW6eujQIYSGhuLll1/GsmXLMGvWLDzwwAMoKioCQLpKdA2zZs3C6tWrsWLFCrS1teHo0aNYsmQJBEGQPRC6oKAADz/8MMaPH++YRJKuEl2Bkq7S3OrCh3Z4XKBs3rwZJ06cwDXXXMN8bjQaAQALFy7EzJkzAQCZmZnYt28f3n77bQwbNgz+/v4SZ2MfjIGBgV3QeuJ/gcWLF6O2thYvvvgiAKBfv34ICwvDTTfdhBtvvBH+/v4AgNbWVse/AZsuBgQEAADpKtElKOlqUVERtm7diq+++splGaSrRFegpKshISG47777sHTpUscW7ezsbBQXF+PFF1/Eyy+/TLpKdAkzZsxAeXk5/u///g8PP/wwIiIicN999+HBBx9kFuoAYO3atfjTn/6E/v3745///Kfjc9JVoitQ0tXGxkYANLe6kKEdHhcoa9euRU5ODrp37858Hh8fDwCSbVWpqakoKytzfKeiooL5u/06Li7OV00m/scoKChAdnY285n9uckjR444HguQ00W7HpOuEl2Bkq5+9tlnqKysdLzmMy8vDwDw+OOPY9q0aQBIV4muQUlXd+3ahba2Ntnv2B95JV0luopbb70VBQUF+OGHH/DTTz8hKysLoigiOTnZ8Z33338fixYtwqhRo/D6668zCyCkq0RX4U5XaW514UMJjwuUgoIC5rBHO3379kVQUBB27tzJfH7gwAHH87uDBg1CQUEBLBaL4+8bNmxASkoKPWNGeI34+Hjs37+f+ezAgQMAgJ49eyIjIwPBwcHYtGmT4++1tbXYt2+fY2WSdJXoCpR0dfHixfj222+xYsUKx38AcPfdd+O1114DQLpKdA1KumpPJMt9xz7JJF0luoIPPvgAjz/+OHQ6HeLi4qDX67Fq1SokJSUhJSUFAPDhhx/ir3/9K66//nosWbJE8kgA6SrRFSjpKs2tLnwo4XEBYrFYUFxcLMk0ArbtfzfffDNefvllfP311ygtLcW///1v/Prrr5g/fz4A4Morr0R9fT0eeeQRFBcX4/PPP8c777zjOGmYILzB/Pnz8fPPP2PJkiUoLS3Fhg0b8OCDD2L06NHIzMyEn58f5s6di8WLF2PdunUoKirCH/7wB8THx2PixIkASFeJrkFJV+Pi4pCcnMz8BwBRUVFITEwEQLpKdA1KupqTk4OBAwfigQcewMaNG1FSUoIlS5Zgw4YNuPXWWwGQrhJdQ2pqKpYvX47ly5fj+PHjWLZsGV599VX88Y9/BGDbkfTkk09i4sSJuO2221BZWYnTp0/j9OnTqKurA0C6SnQNSrpKc6sLHzrD4wKkuroabW1tjtfT8dxxxx0ICAjA888/j1OnTqF379548cUXMWTIEAC2IP2NN97A3//+d8ycORMxMTG4//77Hc+lEYQ3GDFiBP7zn//g5ZdfxjvvvIOIiAhMnDgRv//97x3fufvuu2E2m/Hoo4+iubkZgwYNwptvvulY5SFdJboCNbqqBOkq0RUo6apOp8Mrr7yCJUuW4KGHHkJNTQ3S0tKwdOlS5ObmAiBdJbqGIUOG4O9//zteffVV/O1vf0NycjKeffZZTJkyBQCwevVqtLW1Yc2aNVizZg1z78yZM/H000+TrhJdgpKuAjS3utARRFEUz3UjCIIgCIIgCIIgCIIgvAk90kIQBEEQBEEQBEEQxEUHJTwIgiAIgiAIgiAIgrjooIQHQRAEQRAEQRAEQRAXHZTwIAiCIAiCIAiCIAjiooMSHgRBEARBEARBEARBXHRQwoMgCIIgCIIgCIIgiIsOSngQBEEQBEEQBEEQBHHRQQkPgiAIgiAIgiAIgiAuOijhQRAEQRAEQRAEQRDERQclPAiCIAiCIAiCIAiCuOighAdBEARBEARBEARBEBcdlPAgCIIgCIIgCIIgCOKigxIeBEEQBEEQBEEQBEFcdFDCgyAIgiAIgiAIgiCIiw6DtwrasmWLR98fNGiQt6omCIIgCIIgCIIgCIJgEERRFL1RUEZGBgRBUPyeKIoQBAGFhYXeqJYgCIIgCIIgCIIgCEKC13Z4vPvuu94qiiAIgiAIgiAIgiAIolN4bYcHQRAEQRAEQRAEQRDE+YLXdnjw7NixA5s3b0ZbWxvsORVRFNHY2IiCggJ88sknvqqaIAiCIAiCIAiCIIj/cXyS8Pjggw/wt7/9DXKbR3Q6HUaMGOGLagmCIAiCIAiCIAiCIAD46LW077//PkaMGIFNmzZh4cKFuOaaa7Bjxw688MILMJlMmDFjhi+qJQiCIAiCIAiCIAiCAOCjHR5lZWV48MEHERYWhuzsbLz44ovw9/fHpEmTcOTIEbz77ruYPn26L6r2GqIowmq9MI830emEC7btxP8WpKvEhQLpKnGhQLpKXCiQrhIXCqSr5x86naDqDbGAjxIeRqMR/v7+AICePXvi6NGjaGtrg9FoRH5+Pt566y1fVOtV6hpb8d7X+3DNuFQAwI6DZ/Dr7pO4cUoGggOMqKhqxLLvizFlaDJSE8NgtYp4e2UhUhJCMS4/CQCwrqAMR0/V4aYpGdAJAg4cq8bqzaWYPaEPosMCUNvYivdW7cfI/gnI6R0NAPh43UEE+hswY3gKAGDjvnJsP3AGC6ZlwmTUo+x0Pf7702FcMbIXuscGo7XNgre+LUT/1GgM6xcPg0GHtduO4+Tpelw3LhWCIGDP4Ur8uOMEbpiUjtAgP1TWNOPDtQdw6aDuSO8RAaso4t1VRUiMCcbEgd0BAD/uOI6Dx2qwYFoG9DodDp2owbcbjuKacamIiwhEY3Mb3l5ZhEv6xSMvLQYAsPzHYhh0Oswc1QsAsLWoApsLT2H+1EwEmAw4WdmA5T8cwmXDeyIlIRRmixVvfVuIzB4RGNm/GwBg1aZSnK5uwtxL02yvLy45i7UFZZh7aToiQkyorm/B+98dwNj8RPTrGQlRFPH+dwcQHe6PKUOSAQA/7zqBwpIqLJiWCYNeh6PldfjilyO4ckxvJEYHobnVjLe+LcKgjFgMyogFAPz3p8MwW6y4eqxN3tsPnMZve8sxf0oGAv1dyPvbQvRKDMPYvEQAwJqtx1BWUY8b2+W9v7QK3205hjkT0hAV5o+6xla8y8n7o7UHERxgwGXt8t6wtxw7i89g4bRMGA16HKuox4qfD2PmyF5Iig1Gm9mCN78pRP/e0RiWFQ8A+Oq3EtQ1tmLOhDQAwK5Dlfhp5wncMDkdoYF+OFPThI/WHsSkwT2Q1j28Q97RwZg4qF3e24+j+HgNFkzNhE4n4NDxGny78SiuHZeK2IhA1De14Z1VRbgkKx55feTlvaWoAlsKT2HBtEz4+xlw4kwDPv3xEC4fkYLk+BCbvL8pRN+ekRiRkwCDQYfvt59A2alazB7fB4IgYO+Rs/hh+3HMuzQNYcEmnK1txgdrDmDCwO7ITI6AKIp4d/V+JEQG4tLBPQAAP+08gaLSKiyYapP3kZO1+OrXElwzLhXxkYFobDZj6cpCDOkbhwHpNnl/tv4QAODK0b0BAAX7T2PjvnLMn5KJQH8Dys82YvkPxZg2rCd6dbPp6tvfFiK9RwRGtevq6s2lOHW2EfMmpUMQBBQdrcKarcdw/cQ0RIb6o6ahFe+t3o8xed2QlRIFURTx4ZqDiAg1YepQm67+uvsk9hw5i4Xtulp6qg4rfj6CK0f3QmJMMFpabeM7Py0GQ/rGAQC++OUImlvNuHZcH1nbdLq6CR+vO4jJQ3qgT1K4a9tUXoebpnK2aXwfRIcH2OS9sgjDcxKQm+pkm0wGzBhh09VN+05h24HTjG36fP1hXDEyBT3iQtBmto3vrJRIDM9OAAB8s6EE1fWtmDOhD2Ob5k1KR1iQn0PedtskJ+/1O47jwLFqLJiWCb1Oh8MnavHNhhJcMzYVcZEdtmlYv3jkt9smXt5ytunTHw9h+iXytslg0GH9rnIcPlbVYZuOVmHt1mOMbXpv9X6My09Cv5R227TmAKJD/TGFk/eCqZkwGmy26ctfj2DWaNY2DUyPweDMOFnbJPFF1U1Ytu4gpgxJRmqSk23qFoqx7fJeu/UYjjnZJl7eamzTxr3l2FF8BgumZsJPVt5S2/T1byWodWObeHlrsU1y8l7+YzH0Oh1mcb7Ibpvs8r5seE/0jHftiyqqmzCvXd77Ss5inZMvqqprwfvf7cf4AUno21Ne3r/sOol9JWcdvqikvBZf/lKCq8f2RkJUEJpazHh7ZREGZ8RiYLsvWvHzYbSarbjG7osOnsZvu8tx09QMBDn5oqlDk9E7MQwWqxVvf1uE1MQwjMlLhMGgwy97TqHoSCVumJyuEHt0Q07vKADAh2sOIDTID9Mv6Skv74p6fP7TYcwcxcYeuanRGNqv3Rf9egT1TWbMnmCzTbsPV2L9Dve+6J2VRegeG4wJ7bHHD9uP4/DxGszn5G2PPRqa27CUiz0++aEYfgYdrhhpk/fmwlPYuv80Fk7NhMlPLy9vJ18EACs3HcWZmmbMnWiT996Ss/i+oAw3TEpHWHCHvHlfFB8ZiElOvmh/aZVL29TUYsbb3yr5ogps2tdhm+y+yG6bLFYr3vqmCGndwzA61xZ7fLe5FCfPNuKGdl9kt00OX1Tfgve+O4CxeYkO2/Th2oMID/bDtGE9VdmmllYL3vy2kLFNX/5yBI0tZlw3vt0XFZ/Br7ukvoixTSsL0SvBZpsMBh1+23sKew+fwY2TbbbpYFk1Vm0qxXXj+yDGyTaNyElA/1T5OJn3RcdP23T18hGsbcrpHYVLshI6bFNDK+ZMtNmmPUcq8eN2qS+aOLA7Mtrl/c6q/UiMDuqwTVycbJf31WM7Yo+3VxZiaN94DEi36eqnPx6CTgfMGiXvi8rPNuKT74slcXKGU+zB2yY+TpaTt5xt2lvSEXvY4+SrxvRGt3Z5v/VtIQY4ydtT29S5eVGHbXI1L1o4zb1tss+LAFvsUVPfIW+HbXIzL3pnZRGSYm3zIoNBh01Fp7Fj/yncNEV+XiRnm5b/UAyDXnleNGME54uSIzAyp1uHbapu9nheFBMegMlDbLbp550nUOgUJ/Py9ua8qHe7LwKU50WyvmjtAYQE+uGydl/Ez4vscfKs0b2Qkx4HvV5dwsMnb2m5/vrrkZ2djQcffBBNTU0YMGAA3nnnHQwaNAhffvkl/va3v2Hz5s3ertarlFc24JYn16J7bDBundEPj72xyfG3313eD6s3l+LIyToAaJ9YhOHFz3YDAPLTYnDTlAzc/cLPAACdIODB6/Px5PsFjjLmXZqGI+V1+GXXSQDAiJwEXHZJTzzw6gYAQE7vKMydmIb7268B4PdX5eDtbwtR29gGALhiZAr8/Qz4eN1BAMCgjFjcdnk/3PyPHwAA0WH+uGtWNp54e4ujjJunZ+K3PeXYV1IFAJgwIAn9+0TjuY93AADy+kTjxikZuOdfvzjueWBOHv7x4XbH9ezxfVBZ24zvthwDAAzrF4+rx/bGvS/9CgDI6BGOm6Zk4MH/bHTcc9esbCz/8RBOnW0EAEy/JBkx4QF4+9siAMCA9BgsnJaJO/75EwAgNNCIP1yTi/9b2tH2m6ZkYPfhShTsPw0AGJPbDSP7d8Nf39nqaPvcS9Pxx5d/ddzzp+ty8a9Pd6HVbAUAXD2mN9rMVqz45QgAYEjfOMy7NB13LbHVmxwfglsv64tHXu+Q9+1XZGHVpqMd8h7cA70Tw/DyfzvkvWBqBu5aYpO3QS/ggTn5+Pt7HfK+YVI6Dp+s7ZB3dgKmDkvGw6/Z+ig3NRpzJvbB/f/ukPc9V/fHG1/vQ32TTd4zR/WCv1GPj5zkvXBaJn733HoAQGxEAO6cmY3H3+oYW7dc1hc/7zyBotJqAMDEgd2RmxqFZz2R94Q+qDjbhHXbygAAl2TF4+oxvfEHN/JedGU2lq0rRkV1EwDgskt6IiLUhHdX7QcADEyPwW2XZ+GWZ2y6GhFiwt1X5jDyXjgtE1uKKrDrUCUAYFx+IgZnxuHpD7Y52n7D5Az84cWOtt83Ow/PftTR9mvHpaK2sRUrN5YCAIb2i8N14/s4fm+fpDAsmJqJh17raPsdV2Thi1+P4PjpBgDAtGHJ6BYVhNe/3gcAGJAWgwXTMnHn8zadCTQZ8Mfrch16CAA3Tk5HUWk1Nu07BQAY1b8bxg9IcsgmNzUa8yaxuvrHa3PxyordaGqxAACuHG1zkJ+tPwwAGJwZi/lTM3F7u7yTYoJx2+VS27S2oAzFZTUAgEsH2YK1f326C4DUNgkAHpo7QGKbyk434IftxwEAw7PjcdnwFDzYbouye0Vh3qVS27R0ZRFqGloBAFeMSEFIoBHvfXfAJu92XbW3PSrUhEVX5khs04Y95djbbpvGD0jCoIxYt/LmdfW68X1wlrNN141Pxe/dyPvOmdn4/KdDOFnZYZviIgLx5jeFNnmnx+DWGf1w27M/AgACTAb8iZP3TVMysOdwJbY62aZRud3wl6WubdMfr83Fi5/vQmubzTZdNaY3zE62aXBmLG6cnOHQs+T4ENwyvS8edZL3bTP6Yc3WYzh8ohaAzTalJoXhpc87bNP8qRlY1G6b9DqbL3K2TXMvTUPpqTr8tLPDNk0bluzoo/69o3D9pWkS2/T2ykLU1HfIO8BkcNimgRmxuNnZNoUH4M5ZUtu0YU859hw565B3flqMY/zm9YnGjZMzcI8bec8e3wdn65qxerNd3nG4Zlwfh45k9AjHjVMy8JCzbZqVjWXfs7YpNiKAkfeCqR3jOzjAiHuv7e+QJQDMn5KBnYcqse1Au7zzEjGqf4J7eV+XiyWf7ISlfYXw6rG90dxiwVe/lQAAhvaNw42TM3D7P2191iMuGLde1o+R9+1XZOHbDUdx9JTNF00Z0gM9E0Lx7xV7HPK+ZUZf3L54vUPeD1yfjyed5D1vUjoOH6/Br3vKAQAjcxIwaXAPRz25qdG4fmIa7vv3b07yzsGb3xSirj32mDkyBX5GPZZ9XwzA5otunp6J29rrjY8MxB0zs/DnN53kPb0vft7V4YsmDExC/97ReG7ZDkef3TQlwzFWAeDB6/Md498u79PVTVhb0OGLZo3qhT+9Ymtrv54RmDcpnfFFd1+Zg4+/P4iKKpu8p1/SE9Fh/li60kXsEeSHP1zdn/FFC6ZmomB/BXa2+6Kx+YkY2jcOT73v2jbdPzsPzzj5ouvGpaK2sQ3fbjwKwOaLZo/v4/i9qe226WE3tmnasGQkxgThtS/lfVGASY8/XZcnsU17j5zFlqIKAMDoXJsvsssmNzUacy9Nc/QhANx7bX+89Pluh226cnQvWK0i/vtzh21aMLVjfCfGBOF3M/rhMSd53zajH9YWHMOh4zbbNGlwd/RJCmds0y2X9XX4BAB4aG6+o08Bu22qx087TwCw2abplyQ75JvTOwpzOdt091U5eHdVEarbbdPlI1IQ5G/Ah2s7bJOzL4oO88eiK3MY27RwWiY27TvVYZvykzAgPcYhTzW26bpxqahuaMWqTbbYg7dNad3DMX8qa5vumpWNz9az8k6ICsQbX8vbpiB/A+69lvVF86dkYA8n7zG5iQ59dmWbXli+C2ZLR5xstor4708dscdNUzIcY6R7bDBum8Hapt9d3g+rNpWipNz1vMjZF+kEAQ/O5WzTpWk4fLIWv+622aYROQmYPoyTNzcvuufqHLz1Tce8aObIFJiMenzswjbFhPvjzpnsvOiW6X3xy+6TKDzqel60cHpf3NXe73Lynj2+D87UNGPN1o7Y46oxvR39nJkcgRsnpyvMizy3TfOnZGCX87woLxEjcxKYedG8SemO+Rlgmxct4eTd0mbBl7+WAJDOi3rGh+AWbl50xxVZ+HbjUUbevRJC8YqTL3KeFxkNOtw/O4+dF01Ox+ETtcw8eMqQHo565H1Rf7z+1V40NJsBAB/+ZQpCgvygBp8kPNauXYu77roLM2fOxFNPPYVFixZhz549mDRpEr766ivk5OTg3//+t7er9Sr2hAcAJEQFOgyQneAAo2MiCtiMm32AAbaJpV3xXZGVEukwqIBN+PYJIQD07RnhSEy4YurQZIcDBYC5k9Lw/uoDjuuwYD9HUGonNiLA4fwB4Jqxqfjkh462j87thvU7Tritd0jfOMdkDrAZKvvkBrA5b/uky44AwFnZZo5McThQwDahtxtYwDaxaGoxM2WkJIQ4Eg+AbYJjT/gANsO8ubDCbdvH5Sfi+23HHdfXT0zDB2s62p4YE+SY7Nrh5X312N5Y/sMhx/XkIT0cjs0VvLznTOjjcMIAkNUrEnsOn5W71cH0S3ri6/YAGZDqXWSoCWdrW5h7okL9UVnb7LJeNfIekB7jMKiAbUL/jpOupiaGofh4jdytDi4fkYIvfumQ9zXjUvGJU9v5PgaAxOggHD/TIQv+947ITsAvu0+6rXd4VrwjuAekusrrFGAzzm3tSTIAmDWqFz530s0Zw3s6nAMA+Bl0jqSanbSkMBxwGgOzJ/TBR079PiAtBgUHTsMdvB3hdTUuMtDhLO3wY57X1QkDk7B2a5nbevP6RGP7wTMu681MjnAEB66QyJuzM6FBfqhtYG1TXEQATjnZJl5X1ch7aN84bHSyTbyu9owPcThpOzpBgNXJFfK2aNboXvh8fce1nLx7dQt1JB4A39imbtFBOHGGtU0hgUbHRBSQsU2De2DVZve2KbtXFHYfrnRZrxrbNG1YMr7Z0OGL+LFq3xXhTHxkIMqd9JfXkVH9uzkmO64Y2i8OG/e69kW9E0Mdky5XXDm6lyOxCNgSOCucdNffT4/mVgtzT3J8CI466RHfZ4MyYh2TDleMye2GH51sLx8DyMmb94tXjemNT3/skDfvI+TgYwveNvXvHeWY3LtiytAejkQyYAv4P3LS9+gwf5ypaWbu4T/j5T02L9GRaHXFwIxYbHXqV77febsrxxUjU7DCKfbg5R/kb3AE1HaSYoJQdtq1L+L9jBy8/Zp7aRred9JVOduk1wmOJBkgHd+8vA16nWMiY4cfA/wY4e29HOMHJGFdQYff4MvgbTcgtfFXj+mN5T96Fjfl9I5yLHoAMraJi6vkmH5JMr7+zTPbxMf9vK6OzEnAz7vc+6Jh/eKxYW+HTvDy7t0tFIdOsLaJlzfvi3i/avLTo4WzTby8eV80MD3GkZx3BR8n8P0uNy/ixw1f76WDujsWI1zRr2eEY9EDsCVo31vdYRP7pURir4K8+XkRH0eEB/s5EmJ2YsMDHElwwLZYtsxJR8bmJ+KHbe5tE+/j+T7rkxSGgwrzIt428fIPNBnQqDAv4m0xP1+Tg7e9vK7y9g+Qypv3Rfz45n8roDwv4sc/z+sPT0B8VJDb32bHJ4eWTpgwAa+++ipSU23bYP7yl78gJSUFH3/8MXr16oXHHnvMF9X6jHJuQgEAOm4HDR/81jSwxlMOHVeIxcKqAh8syNHaxhq62gZ2wsgnOwBbcM/Ua2XbXl2n3Hb+kalmrh2nOccHSH8vf09dI9tWPtkBSNvOP0/HT/bl4O/hJ9n8BNJWL3vd1sb2GT9xk4P//WZO3pVa5N3Itl3u9+u4Uc7Xq07ebNt5B3u6WipvHv4evs94OcjVa+Hys1X1ym3n4Z1FhZyu8r9Xod/58Q8oj2/nJJQr+MCVHyPyusrW28bbJhmb4GkZZ2qU5S3VVbZeuTEj6TNurFbVKfcZuLFq3zFjR1be3Bjh216vRt5esE3871VnmxTkrcYXcX3G650a28SPkRpO3vyEApCTN+eLVIxvgRM4n5iQ80U8fNvrOHnzZQJq5K3cZ1bOnjVo8EW8rqqTt0LsoaLtEh/IyVsufvGGvKWxFze+ZXwRH69I7DkXN/HJDlu9XvBFXDsauXr4hAEg7TPej/I+gR+7gFzMp8E28b6I11VZP8pee8MX8b/vtBrb1MrVq8Y28eNbg7x5veNjWjXyVvJFvD4AyrapUkOczOuZ3LyIj9fazO5jPjkESdzExR5qYk2FeI1PdsjVy+uZKl8kuJedXJzs6fjm41dAzfhWHiOKsYeMrir9Xl7ecrsrlOZFaubBavHJGR4AMGbMGIwZMwYAEBERcUGc2+EKo166mscPDj4gMuqVc0m8AeUVTk0ZfL28g5FDyfkbDMr1trZJnSpThkzbbYOj4zfybderaLzEoHJGyaDiWS6+Xr4/bCsk3HcU5C33e3mU9lKpKYOXlZqzepQm72rkbeb0n/8pcm3nV82bW1lDreagIelElG2HqjHSJg0InJH7/ZKEngZd5eE306npd77PeFnKreZJ5K1BV3nbxKOmDKltUiFvJV1VUa+ibTLoAC520fG2iUuS6FXUy/88Xi6abBP3d4NeB4uV61cv2CZ+8saL33fyZq952amplw+qeeTGmcQ2tbjvUzkkkzmJvD3vM94mapG3GpvI2yKRs+hdNb4lbdcSe6jQVZ0gMDouabuKpT8+BuATPupsk3v/bdQL4KcVSn1mUNF4XjJ8rGkwaImb2Hv4nQmACtukol7eF/G2yajKrrr3o3JI4mQN40war7GFyum7RN4SX+R5nMwnFtX0Gf97+XbJzYu84Yt4+fKJFzVxk7TtirdIvtOiIdbkxzePlnmROl11n6xRZ8/dx+cGvU6SsPSGvJVQEzepLstrJXGIoojCwkI0NjZKnCsADBo0yFdVex2D3MBWmlRoGJR8Rk2VknIDjHc4atASMLVwg4NfqZAPMvky3BsHOfgBxw9SdZNItl75INu90eH7Xc2g5J2fFnnzfcY7A0FQTqxocdx8Pzc0c213lTRwaotS4kEO/vdJJ++eO241+s4nNPgy1CSaeJvBZ+a1JDT5Mo0GAfx8T2n3lVFDcMvrqpa2q3l6kg9utdlVzja18G2X/n7euTe38QGyYrUS2TRpsE387+XLNOgFcD9HMTDXUq9kfHvDNkF+hYcpQ4Nd5fWbH2fyQSbc2iY145tfieJXb7X0uzRglJO30iRSzUSM1auGJg22SSH2MOgFSR/x8teSjOV1hN+NITeJ5CcVEnsuSQlI4XfBSOyqBpvI7z5Tk3zXsujB2xFJn2loO59oNBh0sCj0qzf6TJNt4upVSugDMrqqIfnO65kkTpb1Rew174vUwE94JTZRTZzcpuSLZBaCFRaKNM2LNMjbG/MiLbZJqqvKtomPLeR2EyrBJ9u1JJIlsYdkrMolY7kyuHvUJOeU5sFqbIRafJLw2LVrF37/+9+jvLzj2TVRFCEIguP/hYWFvqjaJ8gZJX6blcSgqhhgygkPz5WF3xIrl3XnFVm62uF5kMlvAZZtu0Jgzjt/NfXyv1fNaody4kHadunEmzVkfGAnW69E3ux2Ly0rwHLOn08K8U5JstqhQt6SPlMhbx2ne1LnL32ERale3nGrWXlX0lW5MvjhK3H+KpI30q2JfL2dT5LpddLkHD/e+XaoObVJsV4vTEzkknN8v0omkRrkzeuqbNsVbZNy0Klki9XYJn5sSm2EtAze9vA2gvdVcijpqpaELm+b9DK7kfhkM//79WrsuWLbPZ8A8+2QQ9kX+SYJLvFFXBn8bjw5pAlNz32RUvyil9kpKYk9uGs1q5lKbZfTGd5MSnyRmvHd5n6RR1twz/W7TNuVEpr8Iz2y9frAnktiAJ3Ab5yTjHc+blIzDdUyvnkkcVOTNPHA21ElH6BG3hJfpGJ8Kz0+rGZCrOiLNCRr1NgIPimolASXQzK+tfgir8yLeF+kxZ4r2yaJvBXaIVuvki3W0HYtcTLfDjWxh9IYUWOb1OKThMeTTz4Jg8GAp556CvHx8dCp2S94HiM3RvkVEn41T+4ZUB4lQatJSkqUVFKGtBDeoPCOW83OCyWDIjep4reAKjlhOSTPM3KOS00mV6leubZLjZD736+uXs75a5qI8mVIC1EyhqocKCc7ia7K9DufeNEibyU9U5N4aFX4/XJ9xperpHdySCaAKvpMqQw1bVcK1NTYJi31StvB1atqnLnXMy2JJi3yVrLNsvUq6IjZqiLxIPn9no9vpXbI1+u5TVRqh6q2K7RVVbCnQVclEzENfSa1CWy9anyR0k4qNX0mmRCq0lU+scZea7FN0vGtPM742ENN4kHJFvOP5wCA2ew+SaRufCvZJjXj233b5eI1aVLQC+ObOxfAG75IPk52Hzep6XelxKIaX6Q0VuWKUFqtVxMnK8Uecn3G75xR0js5lPRMW5zM66r0HsmChUIMIIeSrFS4UUnsIe13z+dF6uJkz30gn7D0hv/m+9k78yJlX6TFNimPTc9357jCJwmPffv24Z///CcmTJjgi+K7HE2OW8XqtbQMzydEfBl85lo28cBvtefqVRd08FsklZWU/0Tp98vX6/4e3tBpKUNe3lyCSzKJVNF2s/t65Q4b87QMOXnz9/COW0u/82WosUl8H/JjRo4WyVZcDckaBX2Xk7fSLgltfeZ5gCztM8/lzetqV9kmJdmpqZfXMzU7LZS2b8v1mXSnifsyZOtVtE0qAmSF8a0myJTYc1W2yb2eecM2yU7mFO5RJW+FMaJm4cAbvkgyIVKTjFXod/kJkftdMXwMoKXeNhU7FpXsm5qEphZdlez6U1Evr3u+iD3UJOeU+l2VL9LUdvf2TM0uEeUYQEPcpGFCxOuZWdVkTmmcKS/YaLFNWmIPfqeJT+JkNbZJMfaQs+fuYzw1MUCLQryqal6kIQaQ3tPGXXc+BpDTM6Vdrt6INdXEyZpiTYXdKN7QVTWxh1p8svUiKirqgt/V4Yzcln+lybsagyLZDsRvTVWRypQ8884/QyXTdiUHqmYVVVqvlfu7YhGS587U9Zn7tvNlypfBXvNlyMlbqV7+98vWq7QVWUWQqVSGnLx5NZLqqud6xpehJgurtKoqhyj5vfyWeC1lsPeoeX5bKQsvh1TP2LarMeSK41v28Su+Xg1tVyhDzYqBVFfdn4MEKOuZura7L0PNM+/SVTYv2HMfjW/ps+Ya7KoXbJOSX5HbzusVXVUYI2qysUq70dTUy+sZX6ZsGRrkzaNtfLuvV81WZKUYQFZXFf2oCnuuUIaaCRGf0PGGnnkjBlBzkLcvbKIq26QwMZONPbwgbyU9U6WrGmyTkj3TFr8o38PjndiDk7ca26RhbsGjJdbk+0yiq2rmRQplyMfJ7vXMG3GTmnmRljhZaYwoHewtX4byvIh3rdrGt/sy1NgmtQiiN/eLtPP6669j3bp1eOuttxAYGOjt4ruE8soG3PLkWtXf59837mfUqXqTibNyBwcYme08cs+Z8YQF+aHGqV65dzQrwb9LWe693jwBJgOT4eav1RAaaGReF2Uy6j12CHzb/QzSg5SU6vX303t8UBAvKzVt57/D95ncGzd4+PfFq5EVD//71egqXw/f76rq5caIFnnz/a5GdnxbA0x6VefFOBMSaGSeaVTTZ/z45dthNEjPW+GR9JkGefN9pqbtSuNbjW3i33Wvpe2Sflcxvvm2atJVboyosav8oZxa7Cr/e7XYJi26yuuiFtvkE11VIW/+Hi3jOyzYj3lFpjdsk5a2a9FVLTaRP7OAl7eatvN95g0/qqZevh4t8vaGL5LEHirGmTfGN9/vaurlz0vS0u9abCKPFl3l28bXq8YXecM2aYk1fRF7qNFVvk/4PlPTdj7W1KKrWsYZb5v4PtQyL9IyP9Giq7x8NdmmczQv0vJ7lcrQMrfgdVUp9nj94QmIjwpS1T6fJDweffRRrF69GmazGX369IG/vz9bqSDgnXfe8Xa1XsXThAdBEARBEARBEARBEL7Fk4SHT547OXr0KDIyMpCVlQWTyQRRFJn/rGpOnfEQq9WKf/3rXxg5ciT69++PBQsW4OjRo16vhyAIgiAIgiAIgiCI8x+fHFr63nvv+aJYt7zyyiv4+OOP8dRTTyEuLg7PPvssbrnlFnz99dfw8/Pr8vYQBEEQBEEQBEEQBHHu8EnCw86hQ4ewefNm1NXVISIiAgMGDECvXr28Xk9rayveeust3HfffRg9ejQA4Pnnn8fIkSOxZs0aTJs2zet1EgRBEARBEARBEARx/uKThIcoinj88cexfPly5kRtQRAwc+ZM/P3vf1d1GrVaioqK0NDQgKFDhzo+Cw0NRd++fbFlyxZKeBAEQRAEQRAEQRDE/xg+OcPjjTfewGeffYa7774b69atw65du7B27Vrcdddd+PLLL7F06VKv1ldeXg4ASEhIYD6PjY3FyZMnNZebEKX8hhl/P73be0ICjYplxEey96ipl4e/R00ZoUHsoz78PQEm9rd5q14D9ypN/p7oMPaQWzn47/BlGA3Kqq2l7UryDgtWfnyKv6dbtLoDd9yVoabtwQGsLvL3BPor5z/5tqqpl89t8vfERgQolhEe7F5X/Yy+kTevR/w9UaHKuhobzv4+vgw1r3fT0vYgTp687NTYJi31KpURF6lcRpiCbeLHoZp61bSdl4UWecf4QN5qbARvryW2Kchz29RVvkhJ3oEmZdukpV7+1ch8P6vxRZGhJrf18v5ODp/4IhXy5sdiV8mbtz38PbztUlOvmjHCy5svgx+7ckSEuJe3r2yTUtwUybVLDqW4SY1t0hID8ONXS5x8zmyTQuzhK9tk1Hc+9uD1mZfdubJN/NxDDl/Mi/gy5VCyTQEq5K1ljCjFHmpsE68T58u8iI/f5fCGvJXwScLj008/xc0334zbb78diYmJ8PPzQ1JSEu68807cfPPNWL58uVfra2pqAgDJWR0mkwktLS1yt6giPETZoPCTRP4ek1HZ+QVzA0xNvX6c4vL3BAYoOxClthv0yurB36Om7bzB0NT2APd9pmYHkZa2K8rbT9kYBgWyehquIlDhHRNfL1+mHN6Qd1gw21avyNtfja66l7ded2501V+F81PSVbnXZPHOT1PbJX3Gyk6NbQoN8lzeSrYpSJVtUpD3ObJNauTN/z6pbVIsQqbtyjYiwOS+XpOKiZjUNqmQN6dH2mzTuZI333a2n/kxJIeSvG0vLHaPL3RVjby1xB68n+DvCVExmVGSt1GFbdI2Rtzrqpqkv5IfVZM0OF9tk9xLG3l7xfezOl/kvu28DZEjWINt4seAb3yRb+TNy1MaJ2uRNz9Gzo2uqpO357aJn9BLfVHn5a0mSaQlTlaUtxrbdAHPi7T5Is+eFPFJwuPkyZPM4yXODBkyBGVlZV6tz/7a29bWVubzlpYWBAQoZ8Vc0djcpvwlzj/wcdmZmmbFIqzcO6VVxHYSxeXvqa5TTvTwvo0vw/nd3y7L4N64o6btPPw9J07Xq6jXfZ+1yry3mh/r/D1tZs/eOS1XRsXZRsV7JH2mwggpybtKhZ4p6arz+9Jdwb9hSZWuctf8PeWVDYpl8IEYX4aad6zz7VARlyq2/bgaXVVoOz/+bW1zL++GJmVZ8QOc1zN1tkmDvBXafrpKxRhR6LOGJjW2WYtdZa+1yFupz8wWz+Xd0qqs3/wAl9imqiblEjT4In4c8fecrVZRr4Ks6ho16LsaX8T3O3ddVlGnXK1Cn5ktym+l4+M2szd80TmSd42K2INHS/wiGWdqMokK4+zkGTW+iL2W2KZm5bHK96Egm/Z2jyRuUtV2BV8k0wyJbeKum1o6HydX+ipO5q611KtkV9TEyVJfrHyL0jg7dkqDL+JkJ2eblPpMlbwVyjijwidomxe5r7e6VoVt8oW8vaCrJ04rj2+lelXNi7hriwr/pTS+T6mYF2mRN2+bFL/v0bdVkpiYiKKiItm/7du3D5GRkV6tz/4oS0VFBfN5RUUF4uPjvVoXD9/f/DY0VWVw12rKUKpXjRpoqVcJLZN3SdvVlMFdq2k7Pzg8HSy2et23XQtqtpkpyluDwL2hqwYVOyuU5a2iXoUy1MAHlaqk74U+49Eyvvl+5vVQTRlq9EwJr9gmVTbC83oVUTGnULIrqnRVg43gyz1XtsknvsjzeahX5K2mDyW/lxsj6uTQeXnzDVEz/fVFn6lru8Lv9ZH/VipDzWqf8vjumrZrwRs+kEeLrvI7WFSNkHMWJ3c+9uDxRr+rOsPQG3aVt02qYk33Ca6LXt4+GGfq4mT2uqt0lfdxEt2U2fXFc77IWwmfWOrp06fjxRdfxDfffOPIMFqtVnz99dd4+eWXMXXqVK/Wl5GRgeDgYGzatMnxWW1tLfbt24eBAwdqLlfN1kR+K72/iq07SvWo2YrK38MbMlVt5wIETW3XEDDwbePr1fmo7Xy9Why3V/qM0xmTivMn+HskgbkqXfVG23nj6Pk9/PN+OhXOQEvbJfKWBOaKRcCgUK8anVEqQw5ez/jfoqLLZGyTsl2RluF5wKRkz9TZVe/rqhph8TrC1+sru6okb1V21Su2SYsvYvuM366s5nEzn9gmNfdI+oy3Tb7yRWyfSBOayviiz9TYCP4e/hGXLos9vDJGNMhbQ797I2ngHXl7Hq/y90jle27suZpHMvl7eNukJqGppc8k8tbzuqpYhGLcoG2cqegz3hdx41tdn50bX8T3mZY4WUu8xuOdOFnDvMgbcbIkbjo382AtvkgJn7yl5ZZbbsHWrVvxxz/+EQ888ADCw8NRXV0Ns9mMIUOG4Pe//71X6/Pz88PcuXOxePFiREZGIjExEc8++yzi4+MxceJEzeV6I2BSgyRpoMaBSIIMb0yA1SmYxWnrkTcGNm+UDDoBShvPtEzm9HoBcNpt6p2go/OTSC2yUg5C5MrwvM8EgU3wakpwcWOED5B5ByNbhi90VVWgxiWn+Mm7XpB9RIFvh7syXNfbsf1QGjB53u9q6pWWoUXe7nXTV7pq4GShTd58gCxjVz2Utzpd1QHo2Doq9QnKeMU28cGuhuBWm33TYM8VfZHnwa00WSNAaQOzNEBW54ucn1rR5ou8n9BUc1aKdELEyVvThEiDvDWMEaUJkc8mkTod8/iAtkmFe3vO+2rZMjT4BKmOaIj5JInkztsmLT7QG/quRd5qVvjlynCGXxiz1eH+0Teti6lt3DWDqhjfG/Lmfq8XfJG2xZau8UVKi5o+TXCZuWsnztU8WNVCiYdnePgk4eHn54e3334b69evx5YtW1BTU4OwsDAMGjQIo0eP9kWVuPvuu2E2m/Hoo4+iubkZgwYNwptvvik5yNQTtOxW0DSp4ANEDUkDSdDhqyBT74WBzSu2glOSLUPTyjM/idSyO4VfzdTgyLzhuLX0mQajZNDr0GZ2HahpSXApTYhly/CGIdfSdj5ZI5N4Ugw6tPxepd1IWlYMVKyIKZWhSd5aknOag0x341uxCMV+N+h0aIX7Z1q9sSuG1zMttknNCqhSGV6ZVPhwfLudAGsIzL0RIKuRN5/U94ZP0PLImjdWb7tq95l3FlvcB9VqAmitcROT4NKiq/xCgWTc6RTPi5H6r86Pby121Ru2SU2crPR71fx+XyQ0VY0zGfmy156PVTWJF+UEl+dt1yZvDYkWpYVgL+wCc3VPp32RUoyvJjmnIQaQzIu8ML41zYu8UK8SPn34cPTo0fjTn/6Ev/71r7jxxhsRHR0Ni8LkQCt6vR733XcfNmzYgO3bt+O1115DUlJSp8qU63D+FVR9ksKZ6wAVgyM/LYa57h4bzFWs3LZ+PSOZa/51RHJF8K+g690tlLlWM7Dz+rBt51+/pEb9MnqEM9f86/PkBnZaUhhznRwfwlyrMWTZvaKYa/51oXJF8AajT3e2HWpeSZbTm623ewwrbzV9lpXiXt5ypfCvoEvtxrZdnbyjmWst8s5MjmCuw1XIO4nro5QEVlfVnPLdP5Vte3yUctt5A5rePZy55k+SljO4fXuyv7dHXOflzb+STG63Av8qx9RETt4qdHUAZ5t4OahpO2+b+NclyiVj+VeQ9eLkrcZx53K6ypepyjZxusq/Pk9uQsTriFdsUwQvbym8vHnbpOa14gPSOXnHcq/2VNFpfXl5875I5vfztkkibw2+SMtr7CTy5se3jG3i/WZPru1q5M37hLgITldliuDlmcbFHrw+yJWRy9lEPvZQE2T242xTdJiybeL1WRJ7qLBN/PiWvIZWReN5efOvHJXbbZgcx45n3hepSTTl8b6Ii8XU6AwfN4UE8LoqLYO/pwf3W9TYRN42qfFF/Ks9U5M8t00DvWCbMhVtk/SeRE6vUrp57ot4eSdEe26b0nuwuhoSpCxv3ufzvkjN+M7pzbZdEifL3MO/lYW3TWrkzceaUtuk3HjJvIh/rbhMEbxt6qUpTnbvi9TNizjbxMceMraJl3dPDfLmx7fUF0kL4d/Ex8+D+XmRXDv4erX4oqyUKOUvOeGThEdDQwMeeughvPfeewCAb7/9FmPHjsVVV12F6dOn4+TJk76o1usIAMbkJTKf/Wl2LnM9YSCbVAkwGRAZygb4141LZa7nT81grvngR4AgGfy/vyqHub5iZApzzTtQQRAweUgP5rO7r8xmrkfkJDDXOp0gMfY3TWHbOu/SdOaaD/YhAIMzY5mPHpiTx1xPGZrMXPPvtdcJAmYM78l8dtvlWcz1IK4OCNKkyC3T+zLX145n5cA7AwAY1b8bcy2R9wBW3kEBRiZI1usEXDOWredmrh38QBcEqQ4smsXKatao3sx1XKQ0WXPpoO7MZ7zOjM5lf5tBr0NSDCvvGyalc9es/HmjDEGQyPu+63KZ6+nDejLXvBMSBGDaMFYn7prFynt4FqurAqTGfeG0TOZ6zoQ05jo1kQ1cBEHAsH5xzGcPzMlnridxYygsyI8JcPV6ATO5sXjLZf2Y6wFpUl3lk0C/u5y956oxrLz5xAMEYGw+Z5uuY8fZWM52+fvpEcXbpvF9mOubONvUj0veAIIkYXvP1e5tk9z746cMZft10ZVsGbxtEgSpvKW2iZV3GmebbPJmD7FWtE3BJsbx6nQCZo7qxXzn1hms7AZmyNgmri28vK/lfET3WGngwo9fXt7j81nbFOhvZCZ0giCtZz7Xh9kpvC8C+vO2ifMjV4xg5R3HJ2sEYNJgzjZd3Z+5lvgiQUAPLgC6YTJrm3hfJCfvIX3Z8X3fbLbPeLsTxslbrxNwOff7fsf5Ir4OCNKJ5q2XsT6AH3c9E6S+aIyCvPnYIzjQj0l66HWCRN4LOBvJy1YAkNWLnTTczY1N3hdJEk0CMHEgK2++jJGcnzXqdZJy5nLjmfdF6VwfC5COvT9em8tc8/KOlHlt42WX9GQ+u2MmK+9hWZy8AfTiJsV8jMf/Fv77AHBJFmubHrye9UVTOF8UEuTHJAYNOgGzFGzTIBnbxCfob7+C/b1Xj+Vtk9QXjeN80b3X5DLX42RsEx/3zZ7A+SLONvGTGwGCJIH3h2tYu6JomwBMHsz2612cfZPEHoJ0EeNGzjbx8k5NDJeUMZSLPe7nbNNkzmaGB5uYSa9eJ0h+H+9XBqRz8oaMbZrhPk6WTEQhMy/iYj7eNsnJm58X8bZJOi+SJmzv5mJc3jdL5kWAZF7Ex8n8HMCg13lhXiRIxh4v76nDlOdFvG3i5T04U+qLPJ0X8XEWAIzqz46B++a490VBAUYEB7DzoqvHsn7j5unu5Q0IyvOi0b1UvVrajk8SHosXL8bq1asREWEzpM899xwyMjLw0ksvwWAwYPHixb6o1vsIgmSSFMG/T9ogfeaXX1lO4gxGEPeeZ4Nex2YRBelKBJ+F5DOqBr0gMWT8qlk4925ouRPpszkF68ativPvW9brdcxuA0EQJJlpfoLLZ0wNeh2z0igI0mQEv2Igd4JxFpdIiOcCKH4FzKAXGMclCAL6cMaBD4jk5J3rlN3V6wSJgwjmBqTBwMpbEAT0VZA33+8GnY6ZNAuCNIji37lu5LeZCZDKO9q9vA16gZ1EQboSEcVNcPnVO72eDVQEQUDPeLbtYUFs2w0Gqbz5xFECp6u8vPV6HRPwCDITUT5Zya/mGPQ6ZsKv0wmSVTNeVw0GgZ00C4JkBwefVeffBW/Q6xj56iDdscM7SKPMAW28beoew/eZdIXb+ffoZCZzfEKDt016vcDISicISJHIm13NkKyaCoJE3lJd5fpMJ0h2EqRxuyAktklG3s5Bo04QkMwFu6FByrYpm5tE8oGY3DjjV5b51Rxe3vw2Ur1OYFYa9TpB4oskfWbQMfITBEGyShrL6arUF3G2CdJV8Yhg9/IW5GyTgi/i5S0I0sCT1wfeFxll5c3Kgd/1w59JJEC6C0Lii3ifwCWfBUFA70TeFynYJp3ArDTqdTqJvOV8kXM5Nl/E7S7jfRE/vnU6pp91cr6Ikze/QiiX9OcnGXI+0HkMCDK2KTpcKfZgE7g6QZAE/Ly8+fEtZ8+lusrLW2BsgACpL+J3cZr8pL8/vw/vi1h5S3yRzHlxvK7ySQFp3KRj4jMBkOhqBO9HZQ6PlMTJMe5tk1GvY9oiyCwc8L6IPzzRoNcxSXxBECQ7OJR8kaDFF+kFZqeEIAhSeYcpyFsvMHGyTiegh4e6KghS25QQybY9WCYGSHFKyAoy8yIl26TXsTGfTpD6Irl5EWubpPLmd5/wO0mk8yJB4ov4WFNW3p76Ir2OiSXl4iYlX2TQ65gdt3KLPlJfxG6L0AmCx/MivV7HzGF0gjRhp2Ze5Lxor1MzL+LmwToBknmRnC9Ss8veUYfqb3rAunXr8OCDD2L69OkoLCzE8ePHcf/992P8+PEwm814/PHHfVGt19EJcq8yZb8jnYgJzDvl9DpBcbuiQa9jXkMnXy97LTnoU8aw8VuRJGXIvbWCO/RKUEiJ2crouEmAtI/4evnnCI16HVOvIPf7+WcRZRw3382S98fzJ+NrqVdO3k6F6PWC4rOlRk7eAgBB4aA/XlaSdkCqZ0ryFiBI5K109ot8n3Fl8GOEf9ZcZoLAP1rKXxv57ZuCAJFrPH+P3CvK+DPdPNUzvV6A6HQynE4QJPdI9F1mW7xkbCo8N2swCOyBdIIgGZtKOgOw4tbrpG3nMRp0XL3SepRsk63fnZVGpgzF8S19VaeiXZWZVCmNEcmBugYdcxKgIHOPxM6oOIRaapukdsa5zwRBZnwryJtzRdDrdIp9JrHnqsa3ki+Stp3Xf7l7+AMYFW2TxCYq66rc+GbkLSjbJt6+CYKg6Hvl2sENb0nbeR/Bt12nY22imthD1diUxDz8eJe+8FvSdskY4f4O6YGbnsrb1lYPx7dex9hzCDK+mC9DkoyFx35UEgMIMvGLZHzzv4WtWCdnIxTaribmkdgmSQygoV6AEbhNV+EW3gfKjRG+DKNB2nY+9lKMV2X6TKKrqmJ8z/yIVN6sL1ZThsQ2ycSJynqnk/Y7X4aS/+Z9kV7tvIiVlqdxg8RGyvkzBXsOwON5ES8r2z2e+W+pjVC2TXKP13k6LzLqpbGm1AcqjRHWJxhkYg+5GEBkv+C5LVbAJzs8qqur0auXbWvRjz/+CIPBgOHDhwMAwsLC0NKi9A6O8wdeKNJJFD8Rkw5shXHdHlSzhUjO6+GuZQNkiRNyX4bcpJlHeVIhSAelUp8ZpAOfNWvSgJFvhRonpNjvcokHheCelzcfqOlkgl1pvVLBKBkDeSfEBWoKjkzJCcndI227XKDm6aSCbbsanZGbAPOtV3oLh1ygpjy+lceIUp/JJfSU9Ew+WeU+YJLKWyYY5JKxyroql1h0X6+cbeLmVIq/X05XJfJWo6u8TVSYiElsEz9G1Ng3FW8x4D+T1TsFnVG051zSQKdmUsEFO4JM25SCan5CLNdnSjbCpqpcQlNNgMwnBbnv8EXInYQvtYke2ghZebtvu0TeMuWoSaQqJaN5JDYRyrZIfuGAs+dcPYrJWJn+UdNnfPJZaYxI5C3jz5XiJrmEvZbYg/++sj13P6mQS9aosU3SMaLkiwXJ5N1Te87HyTqVvkji8RXsqOSgV8nCgefjWw5FXZVZOFBKNEgn6zKJRY99grRtynZV2SYq2nMuQLfJ22210rhBhQ9UmhdBdpwp23OPfZFBWoenSX+dTuDiZBXylmu7p7bJII01lWI+uXkRuNhDcXzLxIlKyVg1Zx8x3/fo2ypJTEzE/v37AQDfffcdcnNzERxs286yfv36Th8m2lXIBchKq3k8fXwB+wAAeMdJREFUcivAPLwDAaSOS3GwyAVqnq6iahnYOrlEi/t65U4w5ifASqv10rcYyKwAq9itoDQhUm47n/BRI2/Pd0lIy+D1Q2YlUmFiAkC6MqXKKLnXEUnQobAKo2qFSIUh93ScyekZX4TSK/jkdmPx6PVSHfG07XoVqyyKEyJeV1XtPuOdrvKESC5ZJxkjKoJqHi2raryCe26bpIZF1SSSKUP6HWV5y0zElFY7+DesAGBXgJUDc7mEptJOA+l45xKa0LZLQrpq7rbpEnnbbKKCvCVyYOtVs2qu5vR8JZ3hbYRcPUo75+R8oJrku1ICm5e3tAzl3SmerprL2TceyaGNKmyi3FvlOh+/KMuOh08Syd3jaYJLTldl61VAeacFv0CnIj5VeHWxnM5I6pUb3wp9ppSsk5c3W6/ca5eVdpfyyOmd8viW8SN8YlHBFkveyiJnIzyOV+XmRfw9Mv6b+b7aeZFTvVCWr6Z5kYI9l43X1PhRyaIeXwZ7rRRryv1+5YVBGdvksT333AcKcmNExZxGEp8r9Jmn+CThMWfOHDz99NOYMmUKCgsLMWfOHADAokWLsHTpUlx33XW+qNbryHa4ZKu9NAsr2RKrMDikZSgH5jzSlUs1DlQaVGvLBrJlKE0iJYOWX2NQ47glW5mk31czmeOLUGqbmtU8LdsbPS1DGsjK7LRQTHDJTKo87DPZpIGCEwZkHJnCgp9S2wENE1GomAArBMiQ2SLKI7ciyKNqBZj7vpZVc/b7ULU1k61Xg23irgWZe9SsbknKVREwMfWqCDqk41/6d3WBubtS1PkEfnun8rZxmQiJr9fTtgvyeuMONQlNpUBNDuUdXMr9rNQOGVOl+Hvlzh8R+cmsQiFy41uxz2Qfr+TK8FDethjAs0BVYu9VbJuXT851YHvczn29co+GKtkVpZ2jcpNIpUcNtMUAgmQCqPSIolyMJ63XbbXq/KiSzkiSBp7bc4BLcKnwo3I7YyX2XMkXyZhIpYUiNY9+K9pzFY/bKcVvvLaqmVuo28XttggXMQDXMiXbxJWpJtaUj3nY7yiVIdfHns7p5OM1t9WqijUVF7Vl5kXKySlv2CYV41thjMjFWR77QNnd1Aodr4BPzvCYN28eIiMjsXnzZixatAhTp061VWYw4IknnsC1117ri2q9juyESEWwL9l25mEGVU5LlQRtO49BZK49nUTK1evppEJ2lUXJoso5IS2TSA+DTL3kMQG5pAG4a5ky+W13SpNIGSfkaRaWy6tpWvG3+W1uy5wKo6ScdXdbhItJhXvnzz9qIFeFmme+pc8mejgh4sqUcwZy9botBOr6TKoj7q9lnR+3v9PzFUHl7a0SJMqqrKvSQ0ulxSpORDVMiCTI9LvnjwHJJJJVJLD58a1kmySrl1BevZa0XWZbqaer1zxqJkSySQPna5l7eGTPRVBjv7l6PK1XmmiRm1Qo+SJ2JxVU9Jlccs7TXRJyW755FJPvkD72pfzMt9TOSp7XVzPOOP32dELkjQmBDfc7dCVlyNg3z/2o8uPEknplYwAWRV1VsWNPcWcNwNQsyOgMj+QsCci13X0ZgMxuYg+TsfxETE28Kt1N7HmcLLWJas6Lk8YAniZjbfLmduwptF3SH3LxqpqdBpxt8jhOlsyLVMTJXlk4UD7XSNGPcn2mZjex/C4wz+Rt0Es7WilJpDQvUrWILZkHdz72kNTRqbvdMG3aNEybNo357Pnnn/dVdb5BUH7GX3KLzLVyNlC64u3pKguvHHLOT+lRA7kqVG2B5gyKNIGhImCSBPdub1G5ndd9GZLgVlBe8ZWUIUDRGfBIDIogMyFSkeDydJeExCjJOCE1mWt+h4M0Ea1ljChNCGS2ZnrYZ5LHoGTuUWNPPdUz6Wqm3HY/zypWM77lrpWSVTySMx1kJwhui5CZRCo/vyu1TdJtpWp0RpLgUlpF4bDVyyUFlZKxksmcjON2W4LcGJF7ftezANn+mTukz+dLB5pyvXLngHDf4e6R9UWcsio/FqJ8qJ/iMOMnBDIxAI/STio19crppXTy7r4MaaeptU2svD1PaLLVytlVpUcLACjaNx65HaqSpimaVeXn5KX1qtny7r4MPTc45XVVTdzExR4aFqg83dWr5h7ptYIBgLIt1kt2vUF6mKQK2ySpVUUykkcSAqnyZ+7Hpqp1Qc4meho3yX3d0/EtZxOV2678+3n4Q3llzJs6XeW+r/QYkGIiWeYeHrnH1nk8XAdWdY/iOT8u2sLDx4kez4P5fldxj/w8mP2O4gKVAj5LeOzYsQObN29GW1ubwyiLoojGxkYUFBTgk08+8VXVXkMu66yUhZbNZHqalZMzSiqyvzyePhYhyDgyj7ezytSp1GdatuLKPmvP16tiUDLXUDaG0jJk2q4mSeSmHYDa4Jatt9PJORW6qm5brYcTIhVBppqJqpoVMfZa2geqxgz/lhYlectMgJXaxiMXDCutVCihNsHF1yspx0PbpEbP1Gxd9PgxP9nvuK9D3ka4v0eVbVLsMy7YkwnUPLVvWlaIZMe3pyuRcokmD691KhIPXrFN4OtVt+LN1+vpM99qxog3bASPXHJOenaK9+uVlsFe236/+3tkJ8B8uZ4+4iCo6Gcv6JltIsYmWqTj1VN7rvIgSKYZGuImSb2e75zTSWIAdTu4mDLk2u6hL9Kp0DPZnTci+3dPfZGcPdMUa3rYZ3KDxNOJt9y8SM0EmP++x75Ii65K/iwoLzYoyUWNzqiwEVrk7XESWINt8kasKRdrqzuDy3UZ9nI6g08SHh988AH+9re/SXYpAIBOp8OIESN8Ua3XiQsP9FjQoYHse5G7xwZ7PLCjQ6XvZ1YqI4B7Z3dCVKCq7X3OhAWbcLq62XHdIy7Y4+c5+XdLA8p9FhQg13bPBmVEiAnV9R1v/1FTBv+u8NgIGXkrDFL+PfdJMUEqM9cdRHHyDg4wKk4iA7h3T8dHKv9enrBgE87UdMi7e2yIxytEsvJW6DP+neXdooM8ztyGB/uhvqnNcZ0YE6QiuGcbFsO9wx1QDpiCAzxvO7+aGRliQnObxakd/oplmLh3tMdFBCju6OGRtU0eyjsqlH1nvZ9R+VWnvK4mRAV2Wt494oI93s4rK29F28SObzV6Jmebahpandrhrxi4SGxTeIDHuxVCOHknxngu70jONgX5GxT73Tu2yQ9VdR32XI2u8vKODtMib258RwUpJrh4WYaHmFDf2KGrtrHqvl4/OXl7OIkMDuB9kXKf8ck5Xt7BAUZFeftztik+MsDj2CM0yA8nKxsd12rkzSeaeHkLUJZ3oD/bZwlRGnxRkAmNzWbHdffYYEX/7Wdg+8xmmzyLPXh5d4vWZpvazFbHdVSoFl/keZzMx03dY0NUJLg42xTG+iKTUa/NNnko79BgP1TXd9hzTTF+eOfj5G5q4mSdVN6NzZxtUvJFvLzl5kUKfSgXJ3vaZ7y8A00GxXr5eZEWeYcF+aGiqslxnRynIk6WzIs8jzVl50WqFko6CA/2fF4k8UUysaan86LEGM/HCB9rhgQaO/1Ii08OLX3//fcxYsQIbNq0CQsXLsQ111yDHTt24IUXXoDJZMKMGTN8Ua3XmTmqF6NA917Tn7nuERssuSendxSc0783T+/LOL/rxqVK7uGf154wMIlZuXh47gBG0MP6xUvK6BYdxNwzZ2IaMzhuvyKL+X5YEBsMA8CA9Bhm1eGumdlMvZePSJHcE+hvYOqdMjSZyX4/Mm8A045+KZGSMnolhDLX8y5NZ+5ZMDVTcg/P8Ox4pt7fX5XDlDF5SA/JPZGh/sw9V4xkf98fr8tlfn/P+BBJGf16RjJlLJjWl6l3zoQ+knv03JttxuWzby168Pp8pt5R/btJykiMDmKWEa8Zl8o4+ztnsvLmjQdgk7czt1/Rjylj5qheknv8OQcyZQgr70dvGMi0PTc1WlJGz/gQRs/mTUpn7rnlsr7M9wNN0rzs4Mw4poxFV7LynjYsWXJPcICR6Xf+O3y/pyWFScpI6x7O6PuNk9m23zA5XXIPz8j+3Zg+u/eaXKbfJwyQvsUqJjyA+b2zONt0z9WsbUqMDpKUkZMaxfz+m6f3Zdp+rYxtMhr0zO+9dFB3JpH9yDxW3kP7xUnK6BEXwtR73fg+zD2/u7wf833eWQJSefO2acbwnpJ7+MnM9Etk5O3U8X17RkjK6N2NtU3zp2Uy9d6oQt6XZMUzY/Xea3KZeicO7C65JyrMn+n3K0b2YhIcvC9KipHKOyuFtU02eXdcXzde3jY53zN+AOuLHpzL2vPh2VJflBQTLLVNTvfcwfmiiBCpbRqYHsvI+46ZWUzbeVsNSOU9dWgyo3c2X9RxbfPVLKmJ7Jify9km3hdJ3/ICjMhOYPrsHk5WkwdLfVF4sIlp6xUjezHT33uv7c+0I1nGF2UmRzD13jqDlfdsGXnzK+1j8xJZeXNjZER2gqSMhKggRlZXj2XlfefMbOb7cvLOS4th6v3djCzm986S8UUBJgOjZ5OH9GB+y6M3srYpr4/UF6UkhDD1zp2Yxtxz83RW3nwiEgCG9GVt3l2zspl+v+ySnpJ7QoP8mLbabFPHBw9en8/oTGay1Dal9whnrudPyfDYF43OZWOLP3Exz4SBUl9km7x1tPXK0b2Y33vP1TnM9+V8UXavKKbfb78ii9GZq8f2ltzDPyYwgbNNj8wbwPTZ4MxYSRlJMcFMv187vg9zDx8n80klABicwfqiO67IYmJ8OV8UHGBk2jptaE/Gjz7M2Sa5ODk1MYwp44bJGcw986dkMN+XmxqOzElgfv891/Rn42QZ2xQdFsDUKzcv0inMi7J7sbHHLZf1Y+dFcraJnxdx8n5obj6jd3K+iJ8XzZ7gXt5hwdJ5UT43L1p0VY7H86LJQ3q4jZOzesnPi5x1ZN6l7n2RXC5Ay7woIsTE1Mv/Pt5GpHDzN8A2L3KW3YKpbNx0/cQ0yT28vMdy86IH5rC+SG5epIRPEh5lZWWYO3cuwsLCkJ2djYKCAvj7+2PSpEm47bbb8O677/qiWq9i0OskK9E9OcFeksUOMPt2SGehRYb6M4Oyb09WsTucZcdNRoOeUdJEbtfAQG6iGhsRwBeBkEA/ZmDzgdxIGWXRCQJTRnR4AFNvdi82QHQMUqd7TEZ2gtQjLoQpg3dCQf6G9j7ruCs0yI+5h3fsY/MTJW3X69jtrbERgUwZfLBjH6TO99iy/x2fpMSHMH3IyxuQPiMXEWJiAxVO3h1lOMubPQfFtlLTcU9+Givvbu0BhHO9wQFGxhj05uQ9Ikde3s66Gh0WwLQ9mzPC/dsnCM5tNfmx8u4eG8yUMYiTd1hQu1463RQaxOpqHy7RMCpXpu06tozYcLbt/blES4ZDhzpu8vdjnVJyPKurQ7nEoslPL2l7WLCJuSezBxuYjuovnSDwjzTFRQYyzp+Xd1JMMN90BPobmYCmFzcxHy4zMbE5nI5CIkP9mbb343S1Y6yytsm57bxtGpDGyjtWZleFzTZ1XPO2Sc6R8fKO5uSd05uVtz1gdNZVibwltomduHTYpo7Pwjl5Z3DyHpMntU2y8nZjmxyJVUbeBqYdKd14XySVN38QJG+b+nEJnkEZsXy17bap4zoxOojZWjwwnZV3TPvKJW+bnH8vb5tcyZu3TTrGNrG+KMelbeq47hHH2ibeF4UGGiXyDgvyY5OgvC9yIW/nQmwr4B1/z+Xk3TtR6ov42IMPKi/hbJNeJ0hsk218u07oDZNJThq514534+TN26aEqEDwjQ/yN7KxB2fPR+a4sE1OZUSFsbbJpbydPuOTETZf1HHNj2+7vJnPuNgjLSmc+TufIACkuhrD7cbKSWXbLpdY9fdjx7dtB1tHGXxSJdAktU1hwSYmBuBtk1zb+TfGSW0TK+/kOJttYnXVyMy2JLoqMxHlddUmb2fbxPqigQ7bxMfJHdf87jveNtl3o0riJjdxsirbFB7ATKT42MMub+d7+F0TPbi4aSgn7wCTXhInhwX5MWOTj5P5hTRAxhdFBDL1SmxTu59xbrttMt/xgdK8yP74Dh8ns/MiVlf53w9I5d0tOohpOx97xEVKbRMfJ0vmRS7iZHDj23mM8InzjnmRky8yyvmijnuGcLbJ5jPZPlOcF8n4Iq3zImcCTKxt6hkf6nZeZJ8HQxJ7dHwng0vgdiSrtM+L1OCThIfRaIS/v8249OzZE0ePHkVbm20bVX5+PkpKSnxRrU9wVlK51Rw1OBtUV1uS+Kd/nC/VPKtnu4ctRE290jJYnMtw9fv5e5w/0OvUPc+rpV5JGW7ea++qDXKPXTnuUV0vd5/TbS77zI28AXVnGEjugRZ5e95n7hqi5nWCcjjfI33bhGK1tjLU9Dt/LbLjW0u/axpnbnTVVRMkbXdxv/t62Wvn9qq1Tcz9SrZJsJfB/V6dhvHN162iDHfy1qm0TTxq+kypIWrk7a4QLWMT6Ly8bfd5XK0me84jdNIXaZW38y16DfcD7PkrfBFCxyBhPtc0vrlrLfKWluF5vc6oH9+ubaL6GMDpfh1rm1zaVTdjU6sfVaWrbjrN5ovU1MvifI9m26TmPqlhdfxTe5zc8W+XB+orxskqKuIPYWZiD41tdx5nGnxx1/oifpx1/Nt1E1wrq1KfOcp0M860xMlqzwqSjk2nNnhhXuRybsFfu7FNanHXZ64O/dU2L+Kunf7t03jNC/Mid/gk4ZGZmYkffvgBAJCcnAyr1YodO3YAAMrLy31RZZcgUQ5BncIJboySWvExdUsCJnmYga3yHkm9agI1N3Rk++TvcaXA7IRAY5/p3JShohDFg/ZU1Oubfldxvxf6TM2BtDyCwMlO8gUX9Qqu+0xt491NKtQgHd/qmiG4DXbUNcRtzkCNrnp4nkdHvZ2TN1+GWl1lzJmkXlXVug3UVI0RHW+b+DYq2ybN48zNj1Qnb/d95tI2uQn2tOiMFp+g2QdqmFQw9wvsJFLSVlfydjep0NJnag2LizZ4Vq+bMlTbJtexh6dt8Og+Z3uucXLgVk80yFv1GHGjq2qK4A8olNomF/W68aNabJNa/818RWVc7K5erf0uuLFNLu9xs1CkpV4t9k2nmOBy5Yuc/63RRjiPMy22SWFe5Aq3cZPqtru+x2Xs4SxvL8TnUnmr8IEKtsnl+HYzp9Ekby3zIoVY09Xvd2+bOh9rqsEnh5bOnz8fd911F2pqavDUU09h/PjxuP/++zFp0iR89dVXGDBggC+q9SqC0J5dYrJy6u51t/Ks2m9LVkQ1VMzcry3qULXaIVmZ6rjWmpFzlyRSi5bb+CysWxx/9u4uCdX3Kay8M7gqzs3uFPXZX8/l7W5FUHVw627V3GW22029WgNzt5MKdbjrN/tfJG131lWtK8DuEk0u7pGuCKqq2iVax4gqG+GFMeJud4rmFSINq+ai1+Wtzii4+/1q8cpuJOd5t8YVYHX1urPnqopw2+9q79Ekby2reW6tMT8hclWv6/u1+gRBjW1y44tsZaip180KsGb/7Vye579f82q920mkK/mzaNJVF21wX4YHbXdVr4bdKdK2O++cU7xdFnU7qVzHyUp97ioG8Iov0iBvbfMiNztLXO7Y430R+3dVY8uDeZFKl6gublLYKakFLbtTeLRs4HL+QPWcTku8plBGp2PNzt0uz4QJE/Dqq68iNdV2CN5f/vIXpKSk4OOPP0avXr3w5z//2av1nTx5Evfeey+GDx+OQYMGYeHChTh48KBXynZnyHmROfTAky2S7ZeebOVxtTLlScCkdmAzizsuylByQmrqVdreyZShcjLrLtvvyoF44rjt7fBoW6nKeZnbRTVHv7t2oC63hCrWq8Jx89dusxcuLt3cpFrebhyopBkqkjdKO3gc+u5uUqHSgboLXFxn7t0ETGpXldyMb5dleGSbJH+03cOX4XQt3d6oVt7u6pVvK9s0tXrG3+fUBrXjm99GLbiRt92uuHnEQXF8u/ArWrbau/v9Lge4u+Sc8psS22/h+szdzjkXPtC9AshfeiJvlytTbsaZa5vouhAlebuyM+7k7SpekeqM63oEF4Xwjwq6ahN7E3vpfJtafybtd9fjzHW/O7VBtS9yUy//ZRV9pjoZy11r6TOpbZL/t3MZntgml7iRldbH7dz9YlfxKmub1LXd3RiRujPPbZPaTROadpZ4ZJvkO83b8yL+UUE1Y5Mvw2W8xn3uSaJJ7h7nsm3/1hbzubunY5y5vkf9+ObrcraJ8vW6W8RWK2+JbXL+t4uKPZsHe45PdngAwJgxYzBmzBgAQEREBN566y2f1NPa2opbb70VkZGR+M9//gOTyYSXX34ZN954I77++mtERkpPv9WK1m1X7EqFSqPkrm4NzfBG1t0XqNpCpW4+JHOfmy+qqledIXN3n6uASfk5ec/lze5OUWqlcr1qna471D7CxLRBY79r2c6qtrz2T1x8seOf2rcRq22Vi/ulM0CP79O8rbSztkmzTXS+SeXExINVF1VBpmZ5u/6mGtFJVVPd73e/nVWlzqhJJLuJVL3hAzv7LK9svWp8ghcecdDizlwnGtyX4lbeKuoFFHRVzf0aH2ESvKCrbuvVEAN40yZ6sgCs2o86jxGtK8Bu7lMXr7kfI66KcLe7VK283U/mvBd7uEu+S9qkWKvcPZ7f5Q1d9c0YkS/EfYJLrbzl/+0WDQkuHjVnA3mC2scrmTacJ/MiTbGmRp/Q2ccrfZbwAID169fjt99+Q0VFBe69914UFhaiX79+SEyUniarla1bt+LAgQP46aefEBdnO+n2mWeeweDBg/H999/jqquu8lpd6rcmutmq5+MEgiu0PPPcmfu8idbgVtOk3wvb0Dr7rHln7rOjuc+6SNzuullzn52jseWMNw5k1II39EzrNurOojU5541Jb2fRHjB1rl5vjG9fPH6lqg1d+Iiit/HGo0RauKDl7QXb5KoEd4eOa8YrCwfeaUpnOHexh7rvSVZvvTyJ1II3Hv0+V3Rl3ORuZ6yWerXa9vPBNvkSdwsHXTov8gJqdnApl9G5Nvgk4dHU1IQ777wTv/32G4KDg9HQ0ICbb74ZH330Efbt24f3338fffpI37ushT59+uC1115zJDvsiKKImpoazeUKEGAw6BjBGAyspuj1AvOZINi+4yxYg0Fne9VbO0aDjrlHp7OV4azYSvUa9DrZetm26aDXd5Rh8tOzp+RyZdjr4dvuZ9Uz13Jt58vwrO1Ce71sGXzbne/Ru6hX4Ot1KpP/vTrBRdv17uQt3+/O2VmDQWd7LWE7flzbXcubbQfTLhd9Bq5e5z7z89OzWwZdypu9Njq92o+vt0Pe6nVVMkYc32HbpuParkZWvK6K3N87q6u8njnGmURXnca3UV7eSvXyeqdKV52URqnf7d+RypstQ65eXlcl48y5Dle2yc349vPTM2/mcd12zjaJ7myTTNs8tudS26TX65iklp9GeetF1/IWXMhb76btfL0dvogrw+k7fka1euaJTZS3Tfz4VmObdLwfNbqWt6BJ3vK/n+8znQp7ztfLl+H8Jgi18vZkfHeMM9f9KpG3wxe5bytbr6vYg/dFzjaRHbs6lbbJz8vy5ut16LtE3q59kcvYwyPb1F6GyJahLdZky3C2EXzcpNY2OSeRtNgmI/d6YIk9l2m7Xs/GydJ67X3C+yK2He7q7YjXuN/vxjbpdOpsk5+fGz+qJfaQ9Jm8rnojTnY3L3DlE/Ru42QXMZ+7eZELP9oZ26QmxtcyL9Lr3dsmV23XNL7d2FW149vdvEjSdi0xgKvYgyuDiflcylv7vEgNPkl4/POf/8TevXuxdOlSDBw4EFlZWQBsOy8WLlyIF154AS+99JJX6oqJicHo0aOZz9599120tLRg+PDhmssVBCAiIgjBwfWOzyIigpjvBAWamM8EQUBERBD8/AzMPYKh4zo8PAjhISbHtclklJQbERGEgAA/l/WGhPgznxkMOkREBDGDITQ0AMEhTY7ryEj2ndUBAX6y9fqZ2La3tFkc12GhAcw9fkZD+7XA3BMYaGKunQkKZvtMp7P1mcGgZ+6pbe6oNzIymDGO/v7yfebvb2SuLdaOwcO33WDQIyIiiBnIERFBCA6qdd32QD9O3rbvGP3YtludRmlERBCCAzraZTIZvCZv58RKREQQgs92yDsqMpgpw5W8TSa2zwJazI7r8PBAVt5+nss7OJhtu05va7vzRDs0NAAhtS1ObWd12T9AXt58280WK1Om8z1Go03ezkFWREQQAoPc6GoQp6vt49toYMdIo7lDzyIjg+DvNP5NKnXVOcgMDeF11dZnOl7ebmxTYKC8vI2cbdIZnW1TICJC/DvabtIgb05X9e3y5sd3SF2r4zoqMliVbeLl3erGNhnbbZMn8g5WYZtCQwNQ3+psm1h5u7JNJk7ezvDyNtrlzdmRIA22ifdF0HNyCOywO3Z5Owdqntomh7x5Xa1qdlyrtU28L3K2TWFh8r5IKm/XbVcj74iIINS1dMg7KjIIRqe/u5I332dWJ1/E2yaD3TZxvigouM5l2wNdxB7Ok83Q0ABYuLHLyttF2/098UX69tiD86OVzrEHK+9Al/Jmx4ipuc1xHRYeiIiIQMd1h7zZegM88UUu5F3d1KFnUZHBjC67HN+crraZ3dkmF/LWYJuMRrbeJouTL4oIgr9J2Tb5u5U3b5vscRNnm4IbXJbhSledbVNoaAAEJzmEhwciIizAcW3y0xAnB8vbJj1nm0KqnWMP3jbJ18vbpuZWZ9sUKC9vTlfdxh68rgryulrf2hHzREYGMRNxf3/5ceY29gj1l227jh/fHs2L7L6IbTs7LwpEWLDzvKjzcbJeZl7Ey1vLvCg0NAAmp3bw8nbYJq6MwEDXbeflrddJ7Tlvm7wxL5L4IlfjO8ifuWbaHuTCF3Gxh0VwPS9S60ed4eWtBp8kPFauXIl7770XQ4cOhcXSYfhjYmJw++234y9/+YvqssrKyjB+/HiXf//ll18QExPjuP7uu+/w/PPPY968ecjIyND2A9qpqmpAXV0zc+1MY2Mr+5lo+06LU2BWVdWAmvqOAVZT0wjR3PH3lhYzqqoamC1iVVUNaGhsYa6dqa9vZj6zWERUVTXAbO4wfrW1Tait7Qg6qqsbmTKam1ol5VZVNaDFKcioqmpgJpG1tU2ocspkt7XZ2m51anxVVQMaGly3vaGhhflMtNra3trG9ZlT22trG5mMenNLm2zbm5pamWtnQ15X14Sqqo4BZjZbUFXVAIvT76uqakBdvXp5i+3ybuXkXV3bUUZ1dQPamjvqbW2Vl3djI9t2Z+rqeHlbUVXVwARVSrra5ELezZy8nSeRNTWNMDklUDvarl3eVmt7253q4XW1pqaRcUItzfLybm5m+8xZD2trm1AV0GHezG3t8rZybXcj74ZGTldFF7pa0zG2amua0OTkhOzjm297Y5M7eTcxn5nb5W0xc7rqTt68bYK8bapt6GhHbU0T4KRTruTd6IFtsraPb2d5V1U1uLVNrnWV7TP3tskmb6sn8nZhm3hdralxsk0q5d3UxI4zZ1zK2wPbxPeZ6MIXVdd1yK66uhHmlo52aZJ3HS9vV7apyWUZWmxTbU0TApyCcFfyrq/3xDbJ6yrji2qamCR5i0pf5ExtbROqqjoCOYsLX1TvNvZg2w67bXKaeNXWNqG6mh1nzvJuaZVvuzvbJI09rJLYo6qqAbUa5M3HHk1OultT0wSjUyrOIe9O+SJl21RToy724HXVYuVsk6lj4uJNXXWWt80XObW9thFNThNkLbrKxx5mi4u4qZNxcm1tE6qdyqipaYLOqQ/tsaYncVM912cWu7w90NXmJnXydi6zpqYRgQZl29TggbztsUebQpzsvFNSbZzsjETe7W3nx7dH8oa6eZHV6bfZfRFfhlt5a7BNWuZFtbVNaGl1tk28vDs/L7K6mBfVupkXuY493MyLatXNi+rdzot4X9TeZ5xtqq5xPS9yNQ9WMy8KDQ1gklru8Gw/iEpqa2tdntMRFhaGxsZG2b/JERcXh2+//dblf86Hkn700Ue45557MGXKFDz00EOd+xECYDZbERLgrAxWZvBEhphgNlsRFmwLXtJ7hMNstiIxOoi5h38W1bmMxOggmM1WZCZHAACiQv1hNlsR6bTSytcb7G9krnt1C4XZbEXPhBDHZxaLFYFOWUm+jOhwWz3xkbZVk96JtjISoti2W51WDPwMOqaM7rHBMJutSEsKAwAEmgwwm62ICPZjynC+JzzID2azFab2zGVqUhjMZit6xIYw95icJhFWi8iUER8RCLPZipT232vvw9jwAKYMi1Pb/Y16poye8bbf2zvR1nahXd6hga7bHsHJO8Mu7xi2zwzOz6eJrLwTolh5R4bayowKdSPvAFbeKQm2tqfEhzL3uJV3mE3eMeG2etK6hzPyt9/j7JQNek7eMe3y7h7OtMudvMMCbfK2Z6JTE9vlHcfqaoBTJtvCyTsmPIDp557xITCbrYjj2+5G3t3jbG3v0y5vP6Ptt4UFuZF3sE02Qf4Gps+6xwQz9/g5GVurlS0jIdKmq6nt9ca1X8eEsbrqfI99HNlJadfVlG6svN3apnY7YterDBe2yXkVgrdN3drHVXqPcABAWPvYjXTaocbXGxrgJ2ubkuPY8R3gtNrDlxHbLm+7btrLkMjbqmyb+iTZ2h7Q3qfu5B0eZJO3vx9rm7rHdsjbYrHC6Ebe8ZGsbUqICmy3Ta7HNy/vnnE2/e7dLm+7XNzZJru8I9pl48o2Mb5IlJd3Rg/ONrnzRQHyvkiLbUqIYuWd4EbeRs42JcUEyco7PNi1rtr12a99t1kfGXnbfJGzbWLLiGv3RXb9Tmq3kTHhrsd3ACfv5HZ7ltruRw16wTa+A93FHv7tOmH7TnqPCJjNViQ5jW+LRUHeUXZ52/rMLodod77I34UvSmDlHeTvuu12ex4bYesj+ziLj2Ll7Rz9GnSCrLzT2uUd5G9Qtk2BRll594hj5e3v5Iv42MNum5Lax5VddhI/ysRNnC9qt012n2C3XWpsU0B74iQtKby9HWzbGdvEx03ttqlXu12x26boMHe2iYub4kIZ22S/x50vimq3Iw7blCz1RRaLFc6b4PWCK9sUDqAjFnNnm0I429TbHifHs77InW2yy7tbe1vt+i61TR33+PFxk8MX2eTt76dvt03KcbJd3q5tU4e8+bgpPiJAVt5abFPvbmHMParmRUH2eVGERN4SXwT3tsk+L3Lri/h5UYJ0XqToi9rnRfZYw26bnOdFFgs3vl3I226b7P493I1tks6LbGOEnxe5s012edv1224jtc2LbDqjb7e7nsyL7PPgJE7eenfzonbbxM+DPZkXqUEQfXDq05VXXonU1FT84x//gMViQb9+/fDZZ5+hX79++Nvf/oYdO3bg008/9Wqdixcvxuuvv4558+bhkUce6fRhNi2tZtuKJ4B1BWWICvNHbmo0AGBfyVkcPVWHyYN7QBAEnK5uws+7TmLCwCSEBvrBbLHi2w1Hkd07yhEI/LbnJAQIGJYVDwA4fKIWew5XYuqwZBj0OtQ0tGJdQRlG5SQgOjwAoihi1eZSJMeFoG9PW1Jnx8EzqKxtxvgBSQCAE2casLnwFC4d1AOB/gY0tZixZusxTBjSE6H+NkX+cftxhAQaMSA9FgCwv7QKxcdrMGVoMnSCgLO1zfhxxwmMy09EeLDJ1vaNR9GvZ6QjGbC58BRaWi0Y2b8bAOBoeR12FJ/BlCE94GfUo76pDWu2HMMl2fGIiwiEKIr4bssxJMYEISslCgCw+3AlTp5pwKWDewAATp1txG97yjFxUHcEBxjR0mbByo1HkZ8W45gM/7TzBAJMBgzKsLW9uKwGhUfPYuqwZOh1OlTVteCH7ccxJrcbIkP9YbWK+HbjUaR1D3dMyrcWVaChuQ2jc20JuLKKemzdX4HJQ3rA38+AxuY2rN58DEP7xTmM2tqtxxATHoD+7fLee+QsjlXUY9Lg7rLybjNbsXIjK+9fd5+ETidgWD+bvA+dqMHeI2cxdahrea/cVIqU+BBktst7+4HTqKpvwbh8m7yPn2nAlsJTmDS4BwJMNnmv3lyKgRmxjsDnh21lCAs2IT/Ntuup6GgVDp3okPeZmib8tPMkxucnIizYBIvVpquZPSMdAdjGfeUwm0WMyElwyHtn8RlMGdoDRoMedY2tWLO1DCOy4xHrQt67DlXi1NlGTBzUHQBQfrYRG/aU49LB3RHkb0RLqwWrt5Ri3OBkhAfYHML6HccR5G/EwHZ5HzhWjQPHqjF1GKurY/MSERHi1PbkSMdkYUtRBZpazBjVrqulp+qw7cBpTBmaDJOzrmbFO5zad5tLkRAdhOxetrbvOVKJsooGh7wrqhrx6+4OXW1ts2DlplLkpkYjud25/LzzBEx+egzOtJ0ldOh4DfaWnMW0dl2trm/B99uOY3T/bogK84dVFLFy41GkJoYhvX2CWbC/AnWNbRiT166rp+uxtajCIe/GZjO+21KKwZlxjgBsXUEZokL9kdvHyTaV12HyEJttOlPdhJ92ncT4AUm2CV77+M5KiXIEQhv2lEOEiEuybPI+crIWuw912Kbaxlas3VqGkTkJiNFom5pbzVi1qRQD02OR1B60eWqb5OTtqW2Sk7fdNk0cZJO3nG36bssxjBnYAxGBNl39edcJ+Bn0GNI3Tp1tEkV8u4G1TQX7T6OusVUi7w7bZJP3kL6sbYoOD2B9kZO8HbZpQBJCg9TZJom8G1qxlvdFm0rR09k2HTyNs7UtDnmfrGzApn2sL5LYpu3HERrohwHp8rbJpbw529RmtmJkDivvqe22yaUvig5CVq8O21R+thGXurJNbRas2lSKvD7RjC/ydxrfB8uqUVRajWlDk6HTCbLyXrnxKPoksb6ovrkNY9p90bGKehTsr8CUIckw+enR0NyG72R8kbO895acxbFTHb6ooroJvzC+yILVm49hZH53RAXbAkJe3i5jj/4JiA5z8kUJoY4AlJe3K180KCMWiU6+KDzYhDwXvqiyphnrd55w+CJH7JES6ZhgbdxbDotVxPDsDl/kPL7r2m3TcCdftHrzMXSPDUa/lMh2eZ/BqaomTBzIylsp9gg0GaS+qF3evC+yWkV8s/EoMnqEO5JumwtPobnVwvii7QeltmlYVrwjYfLdlmOIjwxETu92X3S4EsfPNOBSu22qasRvTr6ozWzBtxs5X8TbpuM1KCzpsE12X8TrKuuLTqO2sRVjPbBN6wrKEBlqQl4fm7wLS86iRMYX2W2T2WLFqk2lGJ6XhJgQ24Rvw55yWMUOedtt05ShyTAabLZpXUEZRjj7ok2lSI538kXFZ3CmugkT2uXN2yaHL3Jjm1zFHu5s06Z9p9Bqtjhskyt522MPURSxZssxxhfxtomXt5rYw+6Lpg3rCZ1OUCVv3jZJ42QXsYfTvGhvyVmUOs2LeNukel50pNJtnCyRt4p5kcQ2cfLmYw8527RqcymG9U9EXHsCTyn2cGWbkmJ9My+yy9tX86I1W48h1gvzIr1OwFBP50XOvoibF0Vyj8C7wycJj7Vr1+Kuu+7C6NGjMXbsWPzf//0f7r//fpSVleHjjz/Gc889h8mTJ3utvmeffRZvvPEG7r//fixcuNArZYqiyKwoXUjo9TpmSxJBnK+QrhIXCqSrxIUC6SpxoUC6SlwokK6ef+h0gvrXVvsi4QEAX331FZ577jmUl5c7PouKisI999yDq6++2mv1bNq0CTfccAPmzZuH2267jflbYGAggoI8O9SEIAiCIAiCIAiCIIgLH58lPOwcPnwY1dXVsFqt6NOnD8LCwpRv8oDHHnsMn3zyiezf7rrrLixatMir9REEQRAEQRAEQRAEcf7j1YTHrl278Morr2Dy5Mm44oorAADvvfceFi9ejNbWVphMJixatMhrj50QBEEQBEEQBEEQBEHI4bW3tBQWFmLu3LkoKipCYKDtAKZdu3bhySefRI8ePfDiiy/ijjvuwPPPP4+1a9d6q1qCIAiCIAiCIAiCIAgJBuWvqOO1115DZmYmli5dioAA22tw3nvvPQC2Q0UzMjIAAGfOnMF7772HCRMmeKtqgiAIgiAIgiAIgiAIBq/t8NiyZQvmzZvnSHYAwC+//ILu3bs7kh0AMGLECOzbt89b1RIEQRAEQRAEQRAEQUjwWsKjuroa8fHxjutDhw6hqqoKQ4YMYb4XEBCA1tZWb1VLEARBEARBEARBEAQhwWsJj/DwcJw5c8ZxvXHjRgiCgGHDhjHfO3ToECIjI71VLUEQBEEQBEEQBEEQhASvJTwGDx6MZcuWwWq1wmw247PPPoPJZMLIkSMd32ltbcUHH3yA/Px8b1VLEARBEARBEARBEAQhwWuvpT148CCuvfZahIeHAwBOnDiBO++8E4sWLQIAfPbZZ/jggw9w4MABLF++HJmZmd6oliAIgiAIgiAIgiAIQoLXEh4AUFxcjLfeeguVlZUYM2YMZs+e7fjbyJEjYTAY8MQTT2D06NHeqpIgCIIgCIIgCIIgCEKCVxMe7jh16hRiYmKg03ntKRqCIAiCIAiCIAiCIAhZuizhQRAEQRAEQRAEQRAE0VXQdguCIAiCIAiCIAiCIC46KOFxnvPKK69g3rx5jut58+YhPT1d9r8VK1Y4vrdixQpMnToV2dnZmDZtGlauXMmUW1hYiLlz5yI3NxdjxozBm2++2VU/ibhI4XUVAHbv3o25c+ciLy8Po0ePxjPPPIPW1lbH361WK/71r39h5MiR6N+/PxYsWICjR48yZZCuEt5Gi646c+TIEeTl5eHzzz9nPiddJbyNFl1ta2vD888/jzFjxiAvLw9z5szBtm3bmDJIVwlvI6erGzZswNVXX428vDxMmjQJ77//PvP36upq/PnPf8aoUaOQn5+P2bNnY+vWrcx3SFcJb6NFVwGaW13QiMR5y9tvvy2mp6eLc+fOdXxWVVUlVlRUMP/deuut4uTJk8W6ujpRFEVxxYoVYmZmprh06VKxpKREfOmll8SMjAxx27ZtoiiK4tmzZ8UhQ4aIjzzyiFhcXCx++umnYnZ2tvjpp5+ek99JXPjI6WplZaU4ePBg8bHHHhNLSkrE9evXi0OHDhWffvppx3defPFFcdiwYeKPP/4oFhYWigsWLBAnTpwotrS0iKJIukp4H626aqe1tVWcNWuWmJaWJn722WeOz0lXCW+jVVdfeOEFcfjw4eLPP/8slpSUiI888oiYn58vlpeXi6JIukp4Hzld3b59u5iRkSH++c9/FouLi8V169aJw4cPF1955RXHd+bPny/OmDFD3LJli3jo0CHxr3/9q5iTkyMWFxeLoki6SngfrbpKc6sLG0p4nIeUl5eLCxcuFHNzc8XJkyczg5Lnq6++Evv27SsWFRWJoiiKVqtVHDt2rCRQX7Bggfjqq6+KoiiKr776qjhy5Eixra3N8ffnnntOnDRpkg9+DXEx405X16xZI6alpTkScaIoik8++aQ4ffp0URRFsaWlRczLyxM//PBDx99ramrEnJwc8euvvxZFkXSV8B6d0VVnnnvuOXHevHmShAfpKuEtOqurM2bMEJ966inHdV1dnZiWliauWrVKFEXSVcJ7uNPVO++8U7zqqquY73/xxRdi//79xZaWFrGkpERMS0sTCwoKHH+3Wq3ixIkTxSVLloiiSLpKeI/O6CrNrS586JGW85C9e/ciLCwMX375Jfr37+/ye42NjXjmmWdw4403Ij09HQBw+PBhHD9+HJdddhnz3TfffBO33XYbAGDr1q0YNGgQDAaD4+9Dhw7FkSNHUFlZ6YNfRFysuNPV8PBwAMBHH30Ei8WCsrIyrF+/3vG9oqIiNDQ0YOjQoY57QkND0bdvX2zZsgUA6SrhPTqjq3a2bNmCZcuW4R//+IekfNJVwlt0VlfDw8Pxww8/oKysDBaLBcuWLYOfnx8yMzMBkK4S3sOdrh45cgQDBw5kPuvbty+ampqwa9cuRERE4LXXXkNWVpbj74IgQBRF1NTUACBdJbxHZ3SV5lYXPgblrxBdzbhx4zBu3DjF73388cdoaGjA7bff7vispKQEgC0ZsnDhQuzbtw9JSUm4/fbbHWWWl5cjLS2NKSs2NhYAcOLECURFRXnplxAXO+50deDAgbj11lvxwgsv4Pnnn4fFYsHgwYPx2GOPAbDpIQAkJCQw98XGxuLkyZOO75CuEt6gM7oKALW1tbj//vvx6KOPSnQWIF0lvEdndfWRRx7BH/7wB4wfPx56vR46nQ4vvPACevToAYB0lfAe7nQ1JibG4cvtHD9+HABQWVmJ0NBQjB49mvn7ypUrUVpaihEjRgAgXSW8R2d01Z6Ao7nVhQvt8LhAsVgseO+99zBnzhyEhIQ4Pq+vrwcAPPDAA5g+fTreeustDB8+HHfccQc2bNgAAGhuboafnx9TnslkAgC0tLR00S8gLnZqa2tRUlKC66+/HsuXL8cLL7yA0tJSPPHEEwCApqYmAJDVRbsekq4SXYGSrgLAE088gdzcXMkKjx3SVaIrUKOrhw4dQmhoKF5++WUsW7YMs2bNwgMPPICioiIApKtE1zBr1iysXr0aK1asQFtbG44ePYolS5ZAEATZA6ELCgrw8MMPY/z48Y5JJOkq0RUo6SrNrS58aIfHBcrmzZtx4sQJXHPNNcznRqMRALBw4ULMnDkTAJCZmYl9+/bh7bffxrBhw+Dv7y9xNvbBGBgY2AWtJ/4XWLx4MWpra/Hiiy8CAPr164ewsDDcdNNNuPHGG+Hv7w8AaG1tdfwbsOliQEAAAJCuEl2Ckq4WFRVh69at+Oqrr1yWQbpKdAVKuhoSEoL77rsPS5cudWzRzs7ORnFxMV588UW8/PLLpKtElzBjxgyUl5fj//7v//Dwww8jIiIC9913Hx588EFmoQ4A1q5diz/96U/o378//vnPfzo+J10lugIlXW1sbARAc6sLGdrhcYGydu1a5OTkoHv37szn8fHxACDZVpWamoqysjLHdyoqKpi/26/j4uJ81WTif4yCggJkZ2czn9mfmzxy5IjjsQA5XbTrMekq0RUo6epnn32GyspKx2s+8/LyAACPP/44pk2bBoB0legalHR1165daGtrk/2O/ZFX0lWiq7j11ltRUFCAH374AT/99BOysrIgiiKSk5Md33n//fexaNEijBo1Cq+//jqzAEK6SnQV7nSV5lYXPpTwuEApKChgDnu007dvXwQFBWHnzp3M5wcOHHA8vzto0CAUFBTAYrE4/r5hwwakpKTQM2aE14iPj8f+/fuZzw4cOAAA6NmzJzIyMhAcHIxNmzY5/l5bW4t9+/Y5ViZJV4muQElXFy9ejG+//RYrVqxw/AcAd999N1577TUApKtE16Ckq/ZEstx37JNM0lWiK/jggw/w+OOPQ6fTIS4uDnq9HqtWrUJSUhJSUlIAAB9++CH++te/4vrrr8eSJUskjwSQrhJdgZKu0tzqwocSHhcgFosFxcXFkkwjYNv+d/PNN+Pll1/G119/jdLSUvz73//Gr7/+ivnz5wMArrzyStTX1+ORRx5BcXExPv/8c7zzzjuOk4YJwhvMnz8fP//8M5YsWYLS0lJs2LABDz74IEaPHo3MzEz4+flh7ty5WLx4MdatW4eioiL84Q9/QHx8PCZOnAiAdJXoGpR0NS4uDsnJycx/ABAVFYXExEQApKtE16Ckqzk5ORg4cCAeeOABbNy4ESUlJViyZAk2bNiAW2+9FQDpKtE1pKamYvny5Vi+fDmOHz+OZcuW4dVXX8Uf//hHALYdSU8++SQmTpyI2267DZWVlTh9+jROnz6Nuro6AKSrRNegpKs0t7rwoTM8LkCqq6vR1tbmeD0dzx133IGAgAA8//zzOHXqFHr37o0XX3wRQ4YMAWAL0t944w38/e9/x8yZMxETE4P777/f8VwaQXiDESNG4D//+Q9efvllvPPOO4iIiMDEiRPx+9//3vGdu+++G2azGY8++iiam5sxaNAgvPnmm45VHtJVoitQo6tKkK4SXYGSrup0OrzyyitYsmQJHnroIdTU1CAtLQ1Lly5Fbm4uANJVomsYMmQI/v73v+PVV1/F3/72NyQnJ+PZZ5/FlClTAACrV69GW1sb1qxZgzVr1jD3zpw5E08//TTpKtElKOkqQHOrCx1BFEXxXDeCIAiCIAiCIAiCIAjCm9AjLQRBEARBEARBEARBXHRQwoMgCIIgCIIgCIIgiIsOSngQBEEQBEEQBEEQBHHRQQkPgiAIgiAIgiAIgiAuOijhQRAEQRAEQRAEQRDERQclPAiCIAiCIAiCIAiCuOighAdBEARBEARBEARBEBcdlPAgCIIgCIIgCIIgCOKigxIeBEEQBEEQBEEQBEFcdFDCgyAIgiAIgiAIgiCIiw5KeBAEQRAEQRAEQRAEcdFBCQ+CIAiCIAiCIAiCIC46KOFBEARBEARBEARBEMRFByU8CIIgCIIgCIIgCIK46KCEB0EQBEEQBEEQBEEQFx2U8CAIgiAIgiAIgiAI4qKDEh4EQRAEQRAEQRAEQVx0UMKDIAiCIAiCIAiCIIiLDkp4EARBEARBEARBEARx0UEJD4IgCIIgCIIgCIIgLjoo4UEQBEEQBEEQBEEQxEWH4Vw34HxFFEVYLCLaLFZYrSJ0OgFGvQ6CcK5bpoxOJ8BqFc91M85rRBE4W9fstp90OgGRIf4XhMwvVEhXiQsF0lXiQoF0lbhQIF0lLhRIV88/dDoBgspJGiU8XNDUYsbvnl6HqroWx2cRISbMmdAHA9Jjz2HL3GMw6BAREYTa2kaYzdZz3RyPsFpFHDhWjeqGFoQHmZDWPRw6nW+yDUVHq/DMR9sVv3f/7DxkJEf4pA3/61zIukpcmGi1MaSrxIUC6SpxoUC6Svx/e3ce3lSZ9g/8mz1dkjYtXSitbaGUtpRCgbIjCBSEQQRcXlHQURR/6Iu+joqMC+go6ggOMFgEEQUXFBesyLAIooBQoBQUoU03aOlCKXRL97TN+f3BJCZplpPkZCv357rmGklOkyfJfZ7lfp7zHG9BseqZgoL8IBBQwsMhqma1QbIDAOoa25Hx3Xk8OSfZo5Me3ignvxrbDxa6LMFU39xu/SAbjiOEeDZX1zGEEEIIIcT9aA8PO3xxsJCWNXEoJ78aGd+dN5tgysmv5vw9A/0knB5HCPFc7qhjuKTRMFCW1uFEbhWUpXXU/hBCCCGEsEQrPOxQ29iOgrJ6utSBAxoNg+0HCy0e88XBQqT2D+H08pb4qEAoZJJuAyB9QbIbS94JId7LXXUMV2hlCiGEEEKI/WiFh53oUgduFJTVW0w6AH8mmLjE5/Nw/5T+Fo+ZN6W/Rw6ACCHsuauO4YK3r0whhBDCLVrxR4jtaIWHnehSB264cy+NYQNC8eSc5G6zp0EyCebR7ClxM1du4tuTeet+Pd6+MoUQ4hhqA4gxb1rx5+nx6+nlI9xinfDIzMy06YVnz55tY1HMq6iowKRJk7o9/sYbb+Cee+5BXl4eVq5cifPnzyMwMBALFizAwoULOXt/Y3SpA3fcvZfGsAGhSO0fQpUe8Sje1KnxdPbWMfqdoWC5FCMDfJ1RPLNsWZlCl1cS0jNo652zhddw4sJVNLZ26J7z9DagJw4gPekzaVf8GfOUGyrof1fVta04/HulQRvm7yPC6IFhSO0f4vbYoD7WzYd1wmPZsmUG/9be95ZhmG6PAdwmPPLz8yGRSHDw4EGD95DJZKirq8PDDz+MKVOm4LXXXsNvv/2G1157DYGBgbjrrrs4K4M+utSBO56wlwafz6MBA/EYnt6p8Tb21DGmOkPBP+Ti/vR4pMb1cmZxdbx1ZQohxDaWkhz6PLkNYDOANE4eJMUGuau4rHjSoNjTV/yZ+q6MNbV24MDpchw4Xe7W5ALbPpa7Jz16Ek9IHLJOePz000+6/87Ly8PSpUuxePFiTJ8+HaGhoairq8OhQ4ewfv16vPXWW5wWsqCgALGxsQgN7X5ibNu2DWKxGK+++iqEQiH69euH0tJSbN682aGEh9xP3K2TTJc6OM5U0N83uT/ez+xe+WhRgoncLDy9U+ONtPv1mOrgaOnXMeY6QzUNbVj/zTmnDza0dWTl9WZWx1dea4aytM7tM2Y3E0/ovN3MetL3z2agaMzT2gA2A0gAJi8ffnxuChKjAlxWVrY8beLBk1f8mfuuLHHH96jd+2TrXqXF4744WAgNA3z5k3snPXoKT0kcsk549OnTR/ffS5YsweLFi/HYY4/pHgsLC8O8efPQ0dGBVatWYcKECZwVMj8/H3FxcSafO336NNLS0iAU/vlRRo0ahU2bNqGmpgbBwcF2vadEJMCqxWN6TKPqCUwFvZ/UfAhSgoncbDy5U8M1Txy0aDSM1c7Qtn35Thts2DP42Z1Vit1ZpSY7EJ74HXujzk4NDp0pR3V9K9rVXcgtqUNdk/tnfW9GntJ55oI9A0XgRhtw8HQZ5P5it5/XbJL02/Yq0dTW2e3x2sZ2vLUtG0vuTjE5iHRX/eWJEw+euuKPzXdliau+R1va1trGdpOTsK6a9OhJPClxaNempcXFxUhMTDT5XGxsLMrLyx0qlLGCggKEhITg/vvvR0lJCaKjo/HEE09g/PjxqKqqQnx8vMHx2pUglZWVdic8AEAsFiC5n/1/7w4CAd/g/z1FttJ00DebaAS1/ie9P0YmhTuzWF5Do2GQf7kO9U1qBPqLMeAWhdcPXDw1Vt3J3FJmU8cJhd77vWUrq/H5/nzUGs32PTBtANISuG38Ojs1+GR/vsVjvvipEGmJYcgvq7dYJwE3luUWVjRgIMfLsc3VkWxpOxBL7k5BWkKoS7/jnka/vj1TUI1TedVgLNwIwfi7dydr9ao3tyXmzhFP+v7Z0mgYfOHAQPHLQ0W6/3bneZ1XUmt1EGkq2aHv8x/zMSzecNDLRf1lb6yz+Uy1je0ormxAYoxrLssJlktZHycU8l12nrP5riwx/h6dUW5H21Zj2v6Cs+tNb66rAXZ1nKu+S8DOhEdMTAy+//57jBs3rttzO3bs6JaAcIRarUZJSQl8fHywdOlS+Pr6YteuXXjsscfw8ccfo62tDWKx2OBvJJIbm8+1t9t/EvL5PCgUfg6V3Z3kch93F0FH3anBNiuzpqZs+u485P5SjBvcx/rBdurSMMi9WINaVRuC5FIk9Q2GgMWJZ+/f2eP4uUp8kPkHahradI8FB0ixaPYgjEmJcMp7arnic3pSrLpbVG92S3ujegd4fP1kLnaOn6vE+m/OdTu+trEd6785h1nj+2JUcm9OYu34uUpkfPMbGlssJ5JqVe2orGtDydUmVq9bcrUJ44ZGOVQ2fV0aBtsPFHDyWlv3KOHrK7b4Hf/9oTSn1x3eylR9y9YXBwsxeWSM09oCW5iqV93ZljiKzTniSd+/NX8UXTcYzDvCned1x6U6h19DW/8O+u8qD2ttBJvP6Uiss/1MHYzrxgkjA3wR/EOuxXqpV6APRg6OxMnzV1x2nnPx+2u/R2fUT1y2rVrG8eoM3lxXa7Gp41zxXWrZlfB48skn8fTTT6OkpASTJ09GUFAQrl+/jh9//BFFRUXYvHkzZwUUi8XIzs6GUCjUJTaSk5NRXFyMLVu2QCqVQq1WG/yNNtHh62v/BjMaDQOVqsXmv3F3Nk4g4EMu94FK1YquLo1L39uUbGU1tv4nj/XMtT4NA/zzk9NouVvtlJkLe2cQXDlzmq2sNtnw1zS06ZaCOmtWx9mf09Ni1RNEKKQIkkksNhJBcgkiFFLU1bHb48EdTMWOwl+MCal9cCC7zOLf7jp6EbuOXnQ41sydO+aUXWlAS6va+oEAWlvVnH7/eSW1dg2wTWlsUWPDN79bPGbTd+cwoI/cq2aLXMHWmDF2vb4VJ38vd9msrynm6lVrbcmcW/viznGxZmPC3f0bNueIJ3z/bF2urOf8Nd1xXot4FpY+2aC0sh6RwT7QaBhs2mn5HLT2OR3tN7H9TCIe45J2WHvuDR8Qgv2nzLef86b0x08nS1zaZ+Ti9xfxGPyYdckp5eaybdV34lwFIhRSp5xr7uz3c6nsSgOr40or6xGhkHZrXwAYPNY/MhCF5fUGxwQG+rJeJW5XwmPq1KnIyMhARkYG1q1bB4ZhwOfzkZqaiq1bt2L48OH2vKxZphIX8fHx+PXXXxEeHo7q6mqD57T/DgsLc+h9OzvZDcI0Gga7j5fgwOkyg+XQ7ryutKtLw7r8zmLv9anGPt+fj8F9g7tVLI5c32mubNoZhPThkSZvnWXt77i8Hk2jYfCZlaX45r4bR7nyc3pCrHoCbTwPGxCCA6fNXxY4b3J/aDQMNBpuOppcM3vNZpMamUcvsX4dR2KNzblj7KfTZbh4RcXq2LiIAJwvruHs2vIaFbcdMjYrWnIv1Xr9PjBc0mgYfLQ71+HXqVG1eUR91tHRhdxLtahvbofcR2z1fPjuyEX8crbCZJ/F3ftmaDQM/iiuYXXsHxdr0C8iwKOTeTn51fjsR25nnQH3nNf9IgKs3gWLje0/FkDI58FPKmI1K2zuc3LRb2LzmYJkEvSLCHDauW7pzj08HgwusdPudze4bzCef/+4xdf9fH8+BsUEoaiigZP2q19EAPx9RGiyY1ITuFH22HA5XtiUZfE4e/u6XLetWruOleDQmQosmBaPtATHxpr6bI1fT92nS6NhUMfyu9+2Jw+f7c83GD9r93fUf8w47hUyCTYumwxfZyY8AGDSpEmYNGkS2tvb0dDQgMDAwG6XlnBBqVRi3rx52Lx5s0Ei5fz584iLi0NiYiK+/PJLdHV1QSAQAACysrIQGxvr0P4dbOXkV2PrXqXJ67653pSF68C29/XY/J2jGxnpq21sh7K0zuAWZvZ2wNju0mzq1lmu3MhKo2Fw8HSZTRtY6m+sFxrog0lDI+3a58ETN+zq6UzFs7lOjSdvlsXlea9lT6wpL9fZ3AEvKGc3GyEV8fHxPqXDgz/9elTVxG5lCZfodraGlJfrrO7fwkagn8Tsc67qnB4/V4lNO8/ZfMmEqT6LtU3nZo+Lwcwx5leGOMrWjXx3Hy/FsT+qPHYTU64mgsypbboxyHBVrLG5CxYbja0dyPjuPNKHR7I63lz9xcXG37be2Ytr1mJe2y/Qn5gDwLrP+GzGMYMEiiPJSz6fh9EDwyxO0lhy6+DeKChn95tlHr2IpJggm2JZ7sv9uFSrqbUD72dewKURKtw7qT8nr8k2fg+eLoNCLu12JxlHfktrdQbbOsXWOrutQwN0GCYOTbXFxvto1TW2Q9WsBp/Hg1RiPZ3BYxhLW3H9qbKyEiEhIRCJRKisrLR6fEQEN9cYaTQa3HfffWhtbcWKFSugUCjw1VdfYfv27fjmm2/Qq1cvTJ8+HZMmTcKjjz6Kc+fO4dVXX8Vrr72GOXPm2P2+XV0a1Nb+uVTN1A99tvAaq0o+SCbBO4vH2F052rKCRCjkQ6HwQ11ds8XMs70JA7Z/pyytwztfnLX5s5ojFfExfnAEUvuHoLG1w+JtbM0lmOy5A4L+a/pJRaw+09J5qQ7NsNhazkWzklBa1YgfT5VB/2Tm8YBpaVE2V8RsfztHPyfbWO3JtOd25q/mVz4Yd2o8LZtvPHDX30yPK/dNisOU4VGsPqulJLSzPTknGan9Q6z+RmwSXM7m6PnLlqVOEtvkufYYuY8Y4AGqFjUC/SSI6xPA2UzlzsPF2J1V6vDnnTU2BjNHx3Qr19nCa91+c38fkW6GkKsB6tmi6w5dlgMA/lIh5k2JR4CfGFv25Flti7hc7aH/PVTXtlqsG63R7wsYf79cxg5bGg2D598/7vBqCEsUMjFCAnxQWdNiMOvu6G9kbUIlW3kVGzMvwNEqTOYjYnUJtLn660RuFT7YZX2lVmr/XujTyw8J0Qok/Hf5vKk+vqtXNtmSEAuSSfD246Ox50Rpt/GBPWydnNWeU7mltdh93P6601ciQEt7F+vj2f4GOfnV+PxAAepdMKEwa2wMZo11PPF7/MIVfPhDnsPlGRbfC72D/4xva+Uy1ScJ9Bdj4pAIhAb5orq2FYd/r7R6Ljg7oWts84tTwOfzEKqwvoUF64RHYmIiduzYgZSUFCQkJIDHs/zl5eU5/oNp1dbWYvXq1Thy5AhUKhWSkpLw3HPP6VZ8nDt3DitXrkRubi5CQkLwyCOPYP78+Q69p37Cw1QgBPiJ0N6hQZua3Ulqb+eSTed98eyBkPmIUd/cjmC5FCMHR0LV0ILOTo2uQqptakNTcwdkvmJcq7fciTA3Y2MtkPUHZqeUV1k1OvawNjAwlWBy9CRU+IsxdEAIfsqpsHrso3ckYszA3ja/R2enBtv2KXHsfJVNfxce5IOq2lazz98+wrakB9sOw6JZSRjlwF10bvaEB9vGWBvPruh82TrociSJaCu2CVlnNbZSMR/tao3FDr2fVAgej2dxoOHqDoEp2o6yswd8ljpRzW2d3ZZq+/uIMHpgmK4dMRXz+kwtcdX/rm2J551Hih3qtFviKxWixUIbPiQuGKVXmzhZNbT0/eOcbYZpK0dXs3Jdnyj8xVg4Mwm/F123elmAKy7RYTuZIBbywTBAhxP2trLnN/rqUCH2Z5d163cNiJKjT4gMoYE+aG7rxA/HSzgpo7VLJCxNItoz2SYR8SEU8LtNKI5MDMWJ3KsGbXSgvxgPpMc7JU7sSYiJhHx0cNR/YjM5q10l/fNvFbhwqZb1GMgZLMWyO9pZhUyC+ybH6cZj9rSrP566zPmkkZ9UiL9OT9CtVLd1TGiN9ndwRULX2OYXpwAAwoOtbx7MOuHx3XffYeLEiVAoFNi5c6fVhIcjqys8gTbhwdVJY8/gkO17GzfcwQFS3J8eD02Xxu7Og6mOI9tAVsgkmDC4NzJ/LbH5fbmin2By9Ul436Q4TB1xi01/89WhQuyzsBmVI3g8YNOzE1lf3pJbUovVX/5m9ThbknimBh5isUCX8FCruxye3fTUaxlNsbVemT0u1mKDZKrh5yJ5YTwANb5toKWVVs5irpPjjsbWFtrVH9bK6IqVHrePiMLJvGqnJs8cbTulYoHdnenZ42LQu5e/Tct9cy/VYvWO3+wtrtPYMkDlemWlrRxZzeoJiUDA8aSNJWwnE5zJ1t/ImX0Tc0QCHjq6zFeCln4jV7UDs8fFIDTIl9XKNLb9EXefv4Dlfp07V0+aYi6WPakvYGu7mnW+Cps52EvKlBEJIbhQws2lm/q0v0NBWb3L49eWhAfrPTz0Exhz5861o1jehWFudICs7fXAlqpJjc5OTbcZNcD0EnWNhmH93sad45qGNoeXtGqvz338ziSMTAxndV2Z/t9m/lriUIfVUfXN7QbL7VxZ8TW2dECjYTymQ8EwwKEz5bokjKWGWLvqwBo/iQCdXRrsPFIMMLC4bM7cZVDzpw3A1NGxyFZW47P9+Q4Nvk7lXsW2/Uq06i2LdOemwVqmvmsANu9zse/UZYvPG+9zYW5mfcLg3uhi0O03MzfYaGrt0O1no7+88WpNC3ZxNJtnqy3/ycPgfr26JfB2H7/kER0cc744WAgfidBqGRkGmDgkAr/8Zv3SUVv5SgS4JdTfZH2jrfMduYRKG+/XG1vx2T7HNmV0pO0wl2y3tK9WQrQCflKhx3TmtbbuVcJHImS1LNnd+7JY2xsB4K5OdJZte5VQd2igkHGXNNdeDpJfVu94AR3E5jfS6uzUYL+Vu2o5g7lkB5t9rLjaU8Qa/TrG1Co+U30eU7P/AHQz7ueK2G3M60zm6hBPSUjq0+5lYXy5qy3jFWezZa8jjYZBY4vzLr85pbzmlNfV1ime8p2bw3qFh7Hs7GwIBAIMHToU5eXl+Mc//oErV67g9ttvx5NPPsl1OV2uuq4FC984wOlrGs/cScUCCPg8gw6W9preK9eb3bpCQt+0EVGIDpe5fWbCFsMTQlBcoXLbCejvI8KopFD0CvCBzFdstvOkVndh8b8OO3zdqzWThvbB/KkDLO7BAsChBs3UsrmzhdcsbmY1fkgEjloY2GkHX3F9AlBQVg9lWR3AQPddqlrUOJRTjqIK83fXMB7cOGvzX/0lggqZBI2tHd1mmKUiPm4J90dBGbu7gdjiL6OiMTA2CKpmNTbuusDqb6QiPh6akYCvDhV7fGOlT1tPajuPjl7r7yozR0ez2ieCz7txW2538pUKwQNY33lMm7i05xbkrqY/M6hfVx35rRLtHnp5HZsELtvVec40c0w0woN9DepCbR1rrv1x94pQc/ykQoxJDje5wk2fuSROQVk99p4qxR/FtS4stXXWVhxrP8+Rc5U4ceGqC0tm3piBoRg9sDca2zpY7QX09S9F3fY1c7bFswfiyvUW1m2RqTtRuNvdE/siJlxusE9SQVk9NmT+YdM+G66krRu1+2ftOVGK85c865wDAIlIgGkjogz2+rB0Nx5vMnl4H5y8UG333Xrs5ZRLWvR9//33WLZsGR5++GEsXboUjz76KHJycjB27FgcPnwYS5YswaJFi2wvuQepqmnGY28edNv7C3g8dLlyBzsr+kXIUVzJ/SDtZmJcKZ8tvIZDZyrQ5YKRzeikMIQF+VpsiLlakTNtRBROGS2XdyehgIe5t/bFlGFR+L34usn9eAbGKNCq1kAqEmBMcjgSY4JYb5Dpqj0siPeL6OWLyust7i6Gw6YMj8RQvVUgH+y6gFPKast/5GFmjo4Gn8/DoTMVLu+kOWJschgeuj2x2wqnnPxqfLQnz2CVm6fw9xGhb4Qc51jeWtYTGU9iBPjd2EDX1P4gUrEADAO0d3jebwHcuERy1rhYk895S5vmJxUi4ZZAADzkl9UbnMNiIR9qD01cehtXb6btCHeuKreFRCzAIzMScOV6Cyebzd7MnJ7wmD17NpKSkvDmm2+ipqYG48ePx7PPPouFCxfio48+wo4dO7B//37bS+5B3J3wID2Xt1TKN7s+vXyR0i/4v51bSbdVOu7aw4IQTyER8dGlYdBp4Xp74hyxvf0xbEAoWtu6UFXbgpwC5yxXJj3TlGF9ECSXoqmlA7WN7QgOkELA52HXsRJ3F40QQlhxyh4e+i5evIi///3vAIAjR46AYRhMnjwZADBo0CCsXbvWnpd1iEajwXvvvYevv/4aKpUKw4YNw4oVKxAdHe3yshBiCSU7vEPF9RZUmJiN5wP47zYYhNzU2jtoFtVdLl1pwqUrTe4uBvFSB1nccY4QQnoKdrdtMCKXy9HcfOOWrYcPH0ZERARiYmIAAJcvX4ZCYfvtVx21YcMGfPnll3jjjTewY8cO8Hg8PPbYY1CrnX//ZULIzUMDSnYQQgghhBDiDexKeIwaNQrvvfceNm3ahAMHDmDGjBkAgP3792PdunUYO3Ysp4W0Rq1W46OPPsKSJUswYcIEJCQkYM2aNbh69SoOHOB241FCCCGEEEIIIYR4PrsSHi+99BIUCgUyMjIwZswYPP744wCAt956CxEREXj22Wc5LaQ1SqUSzc3NGDVqlO4xuVyOpKQkZGdnu7QshBBCCCGEEEIIcT+79vBQKBTYsmVLt8e3b9+OiIgIhwtlq6qqKgBA7969DR4PDQ3FlStXXF4eQgghhBBCCCGEuJddCQ+t4uJiHDt2DNXV1ViwYAEqKyshl8vh7+/PVflYaW1tBQCIxWKDxyUSCRoaGlxaFkIIIYQQQgghhLifXQmPrq4urFixAt9++y0YhgGPx8P06dORkZGBsrIyfPbZZwgPD+e6rGZJpVIAN/by0P43ALS3t8PHx8dl5SCEEEIIIYQQQohnsGsPj/fffx8//PAD3njjDRw7dgwMc+OeBS+88AI0Gg3WrFnDaSGt0V7KUl1dbfB4dXW1SxMvhBBCCCGEEEII8Qx2JTy+/fZbPPXUU7jrrrsQGBioezwhIQFPPfUUjh07xlX5WElISIC/vz9Onjype0ylUiE3NxfDhw93aVkIIYQQQgghhBDifnZd0nL9+nUkJiaafC4sLAwqlcqhQtlKLBZj/vz5WL16NYKCgtCnTx+sWrUK4eHhSE9Pd2lZCCGEEEIIIYQQ4n52JTyio6Nx+PBhjBkzpttzp06dQnR0tMMFs9VTTz2Fzs5OvPzyy2hra0NaWhq2bNnSbSNTQghxBB+Axt2FIIQQQgghhFhlV8LjoYcewvLly9HR0YHbbrsNPB4PpaWlOHnyJD766CMsW7aM63JaJRAI8Pzzz+P55593+XsTQgwlRQeioKwenV6eGZCK+QjwlSAxWoH7JveHWCwAAHR2anAwpwz5l+tQ19gOPg9oautAS1snWts1YNxcbkLIzUEq4qOtw8srWi8n8xWCYYCm1k53F4UVqZgPgIc2dZfuMYmQh8hQPzS3deJqXRsYasQIIT0Ij2Hsq9Y2bdqEjRs3oq2tTbdpqUgkwqOPPoqnn36a00K6Q1VNMx5786DL3zcqxBdVta3o6PKs1sZPKsSDtw+An0SET/YrUV3f5u4ieSWZjwixEXIUXK7rsZ3UIJkE7yy+sfpLWVoHZVkdwABVdS3Iyb/GuiOVHBuE5NggyHxF2Lw7z6EyyXxEGDUwDANjgvBb0XVU17eCzwPKqpvQ0NyhO04q4mPc4AgM7R+C+KhA8Pk8m99Lo2GgLK1D3uVaXK9vQ11jO4orVejSuPecHhijQEigFL5SEfg8nu7zqVrUkPuI0dmlQVZuFf4orkFLe5f1FyQ3ldEDQ6Hwl6K2sR3BAVIM0Isff4kIWblVOJ1/DR0enuWMCvFFvz6BABj4SIQoKm9AYYVrL8O1RVSIL+IiA/9bbzK68zchWoGEWxTg83nIVlbjs/35aGztsPZyLiMU8DB3fF9MGhqJi1dUqG9uh9xHDPCA+uZ2qJrUaGxW40BOOTo9rL9jSpBMgv+ZHAc/iUjXpun/BsCNRPi2fUqcyrvqcX04rdtHROHeSf2h0TAoKKtHfXM7Av0kBu1dTn41Mr477+aSmhcT5oewID/UqNpw8YoKGg+pckRCHsRCAZrb/kx8SYQ83BLuj2C5L9SdGuSW1Bokmgg3eIBXTDRJRHxMTYsCA4DRMKhrakdO/jW099DxgLNtfnEKACA82M/qsXYnPACgqakJZ8+eRX19PeRyOQYPHgyZTIbPP/8cDz74oL0v6xFckfCYOrwPguQ+qK5vRWigDyYNjYRQyEdnpwbPZhyz2nlJjg1CgJ8Yx85XObWc997WD1PTbjEY/J3KvYoPd+ei082DOE+n8BdjwpAIhAb5GnQq2P7G3ujJOckYNiDU5HOdnRocOlOO85dqUVzRgFYTDb9CJsH9U/obvEa2shrvZ9rWAfMRC/BAejyC5FKzyQtLnT4uaTQMdh27hL0nSt3SEV48eyDSEsJYH69Wd2HHz4W4UtOMjk4GkSF+4PN5iO0tR25JLU7kVlt/ESfrGyHD7HF9sfH785Sg4YBIyEditAKXKlUG9VKQTIJ5RuejOdrz6UxBNX7KqfCoDiiPB0xLuzHYM5aTX40Pd+d6VKczOUaB/52boltVZo32uz9bdB0/n3F/EsFSO6DP0wfXvhIBnpgzyCCxYY0ntu8+YgHW/O841vGUk1+N7QcLUdfY7uSSmRYfKUdkqAxBcgn44OG6qs2gn6zlCd+1n1SI9OGRmDkmFgAs9im0EyI//1aBc8U1Hpkgvve2fogM8UdBeT2uXG9Bflk9mjwolo0FySR4+/HReOeLMyjy0OS1RMTH9JG3YOaY2G71iDYmDp0tx5mC624qoW2EfIDH57s9fp2W8Pj111/x7bffAgBmz56NCRMmGDyfnZ2N119/HYWFhcjLc2xG1t2cmfDQrpawNACx1gnQH8A4s2HSztabGyzmXqrF7hMlKChr4Py9HeUnFRpk2l393otnJ1vsJHl6R8+SlH7BKKtuMog5WwZGAMDn81BZ14bSyno0NLZD5iuGQmY+6WBrnLPtcLuSqztntv4mbChL6/DOF2etHjdzdDSq6lpwWnmNs/cGug9cPeU8Egt5mD2+L2pV7TiZe9Vk0qCoogE/nirzqERAXKQcd46JRWJMEPh8HmdJQHuSlFwbmxwGiVhocqBkLOt8FTbvznVh6W6QigUGM76OnrNCIR/yAF9s3fUH9p287PLZZHvK7+7BtSX2tiOeUi9p2fM5tHVBbmktdh8vdVLJTFs6LxUJ0QpWx7rju544JAL9IwMt9lms0Q50fz1/BScuXHVCKW1nqs+v0TA4eLoMXx4qcmPJzNOP7VO5V/HRnjyoPSSRJBEJMH1klMlEhyk5+dXYti/f4QSTj0SAv05PAMCzqx0WCfmYMOTGaue4PgEoKKvvtrIN+DO5J/cRY8uePJfX4U5JeOzZswd/+9vfIBaLIRKJ0NLSgn//+99IT09HXV0dVq5cif/85z8QCAR48MEHsXTpUsc+hZtV17Vg4RsHdP+WiPiIDZdBacfAfvHsgZD5iG3uQJrqBJjrTGgbpoYWNYoqVDhx/gong31bZmk8pcOi/Y4AuLXDwabBdvf35icVIjFGYfOgdOm8VMRHBTo0MBIK+VAo/FBX14xOlo2T8WBM1azG5wcK7J6RdgcuOmeLZw/ElestOHC6zOA8N7eiiEsaDYPn3z9uMWb1O03Zymp8uk+JJjvqIx4PSB9meiWcPk+YodevKy0lDbSrnLSfZ+KQProl//4SET7YnevS2TRbBha2MlW/8Xhw+v4A9tQBbBN5XNGuZEvtH8LpKjP9elWt7jJ47bg+AdhzohSZv15i/Xp8PjB9ZDQEfB52HSsxe1z68EikcnAp4Pvfn7fYd5GKBGjrcCyJIxHxMahfMPJK6sy+FxftiLvbd4Cbz8GmzueSpYk2c1z9XS+alYRRSeGcvNaJ3Cp8sMv1yVZTzPX5PaGMxm2HpfGQdhVNTj63Ey5sSEV8JPcNwsTUSJtWhmk5OjEm8xHh3SfH6vpJOfnV2LpX2a2uk4j4EAr4Bo/rr1aytdzuSDxufnEK/KQiyPys36CEdcLj3nvvBY/H09355OWXX0ZBQQH+9a9/4ZFHHkFVVRXGjx+PF198EbGxsQ5/CHfr7NQg67fybp0QWzrWppbm28rW2TZtZ6empgm5l2pR29SGHQeLbD5x7Gkk9cuq3RMgI/O8y5Y8mepwubPDwbZB1C1FLryGX89dMXmZh71GJITglIVkhrZxs+UacHs6I6bYk/AwxVWXpXDJVFwaz/SaYnxeuuuzW2vYjDtN+uVkM6iXiPi4c1wspgyLsjgrr0972dCP2WVOndUWC3lQd/7ZbCr8xbg/PZ6zBFu28irez7zAyWtZw9W5bIlxjDa2dtg146Td/+hccY3ZYxwZdLtyUDd7XIxdHUo22NSrtswizh4Xi1njYnV/x3YSxl7W6pbZ42KQ+WuJ1deZNTYGR89dMSircWfeuM8CHqBqUXNal+q/R3VtKw7/XunUGPOXCjFpWCTCg7lNertyMGPvqhrtd82m3+svFdqVhNfiMlHs6mSrKdbOY3eU0XiyOK5PAIoqGmzq77hyDMBmZTdbjpxvps4fbRLI0ioNLuqLnPxqfH6gAPVNartfwxabX5wCPp+HUIWv1WNZJzyGDx+Of/zjH5gxYwYA4PLly5g2bRpiY2OhUqmwYsUKpKenO1ZyE06dOoUFCxZ0e/zjjz/W3RY3KysLq1atQlFREcLDw/HEE09g9uzZDr1vV5cGtbXNJp/TaBh8sOsCspXV3ZYmpyWEIDU+xG0DL1OdHbYnzuxxMZzPDLui826totZPKJy4cNVllxPY0yB2dmrwt/d+daghBgy/E7adVP3v6cDpcrOvzdWlIlwlPLyVqWTF2cJr3X4r7YarjsyeOoMjgx9bEya2sKXTa497b+uHmHC505JMruxYuuuyL7adUFOx78xBN1eDuttHROHoue6rLP19RHjo9gFO/c7Z1qtsZhH9pUKsfWp8t+Xtzk6yWvqNU/uHsF5hBnDbmeeC/venalLbdJmAWMg3WKov8xFhZFIoegX4WL0klAtcDx79fUQGSTcuk2ds2hgA3T6Pwl8MdafG4iojrhPF7lhB8z+T42xaee7MMrJduWEvV11KzHV7auv55imrm7Vj5FNK5+/15pRLWhITE7F9+3akpqYCANRqNVJSUhAfH4+tW7ciKCjIgSKb9+mnn+KTTz7B9u3bDR4PCAiAWCxGcXEx5syZg4ULF+KOO+7Azz//jHfffRdbtmzB6NGj7X5fSwkPLeOlydauEXYFc50dSyeOs0+Srw4VYt+pMk5f897b+iFQJrG5E6PRMMg8ehG7sxy7HtXa/iCONIiOdLrNZZht7aS6YibvZk94mONNK1YcKauzY8wZiQMeD9j07ESn1vP2LB229TIRT+gYmZpdr29uR1Nzh9XBmzPPkV2/XmS1gsAUma8ID067kdAwN6Pm7HPZlnrVmYlHRzlyFxFP3L/JFFsHkQp/MRbOTOJ8FYotuJhA0tY/aYlhqKxrQ9mVBsh8RJx/HjZtjLmJB1fHlzNX0HAVN9bKKBbxobbjslJ7L/tny9mTCM5sT62tEPPECTFXJvCckvBISEjAV199hZSUFABAV1cXBg4ciIyMDEyePNmB4lr2yiuvoKamBhs2bDD5/PLly6FUKvHVV1/pHnv22WdRX1+PLVu22P2+bBIenshSZ0d/5pNNp5JLXN82z5HrJx2p/NjuD+Jog2jumjtruGyInT3wpoQHcWaMOeOa4+mjo3HPhH6cvqYxtvXT2ORwDOwbZLDU19QgROYjwv1T+yPAV+IVSTR3c6Sz9ugdiRgzsLcTSsWerfWqK5LbzuCt5TZm60DXmXvu2Mp4MGZpb5hZY2O6XWbjij6AvW2MO+LLnhU0bJLdXPYLLX0vFdeabEoW83jA/7szGWkJzj1fuewLBMkl+J9Jtq2O4ZI3TIi5cpWqLQkPoaNvFh7OzaY95uTn52PUqFFmnz99+jSmTJli8NioUaOwcuVKMAwDHs+xzb+8jUDAN/h/Y8n9gl1ZHJ3RyeEYmRSGXb9exM4j7DdMMydYLrX790mKDUKQTIJaGxqVaSOiMDQ+BAP0Zuj4Aj4+359v8DpBcgkemDrA4Qp85MBwpCWGIa+kFnmldQCge+/fCq/h+PkqNLboLQXl6H2NOTNerMUquTk4K8aC5VKbjpeIBJgxOhpt7Z3Yd+qyQSeSxwPmTOiHuyb0Q1eXc5NzSbFBUPiLUWflGti8y3V4bNZAXX2U3C8Yyf2C8cDUAci/XIf6JjUC/cUGdRZhZ/60AVj/zTmb/y4kwMft/QZb61VtW+NtMeOt5TY2cmA4+AI+Ptqdy2qCo7G1w+0xpk+//o4Kl9nUJ3JVH8CeNsYd8WX8nnJfEfLL6pF51Hyf+Ym5gyD3EeFMgWv6hZa+l6zzVTa9FsMAgf5ip8ezrX0BYzJfEcam9MatqVGI6uULG25u6hTuGsex5epbRLM9Jx1OeDiSULCGYRgUFhYiJCQEc+fOxdWrVxEfH49nnnlGt9KkqqqqW9IlNDQUra2tqKurs/tSGz6fB4XCesbIU8nlPu4uQjddGgaHf7/i8Ov0CvTByMGREDjQ8Dw+NwVvbctm9V6P3ZmMMSkR3Z6bOjoWk0fGIPdiDWpVbQiSS5HUN9ihchkbF+yPccNuMXxsaBQW38M49X1dyRNjlXi/kQG+CP4hFzUNbRaPk/mKcMf4vrh3ygDdOfTo3MHYe+wSrtQ0o3ewH6aPjYXYhYOM6WNjsX1/vsVjalXtqKxrw6C4Xt2eGxPs76yi3RSmjo6Fv58EH2T+YTV+tLhol7hka73qrTHjreXWN3V0LEJ7+eOVjcetHhvVO8Bj+6b29ok8uQ/gjvjSf89xw25BYt9e3eoi477pmFTX9gtNfS9RvQNsfp0OxvljLbZ9Aa3gACmmjYpGRC9/r+9fu4OtcTBmUG8c/8P+saHc1/odWgAbEx6vvvoq/P1vBLk2w/XKK6/Az88wWHk8HrZt22b19crLyy1eDvPll1+ipaUFarUay5cvB4/HwyeffIL58+dj586diIuLQ1tbG8Riww+r/bdabf8usRoNA5Wqxe6/dxeBgA+53AcqVavTZyJtlVdSy7rCsWTelP5QNTj22yRGBWDJ3SndZiMUMjEmpkYiPMjXIHNdV2f+8qbIYB9EBt9osB0tly3c9b5c8eRYJT3D/enxFmfq59zaF3eOu3HHBuNz6NaUPxPpbS3tELswVgN8RKyOK7vSoKsDCLcSowLw7pNjdTOZV2ubLa5O5KJd4gLVq94pKsjH6srTILkEEQqpxf6IJ2DbN6FYZce4LrLUN3VnvzA8QGLzflIiHuOSeLbWF5h9ayx6B/mZXMmjamihWLVBhELKahW9dgVSZ6fGroRHkFwCuZ8YUgm7VAbrhEdaWhoAGCzlMfWYqX+bExYWhj179ph9PiYmBqdPn4avry8EAgEAYNWqVZg5cyY+/fRTvPbaa5BIJN0SG9p/+/g41hH05n0Furo0Hlf+GpVjyQ7dLu1xvTj5bKlxvTC4b7DF6+E0GgYajXuXr/V0nhirpGdIjeuFJ+ckW7wW25Zz3FWxKmOZ8JD5iOjccbL+kYG6/+4d7Gf+7iEctUtcoXrV+8yb0t/ifh7zJvfvkX0SilV29OsiT4wDZWmdzZtn94sIcMlvz6YvoGXpu6VYZcdaXaZ/a3blfy/bt+be2/rhljCZwea7EpGAdZlYJzw+/fRT1i/KlkgkQr9+ljeAk8lkBv/m8/mIi4vD1atXAQC9e/dGdbXhrW+qq6vh6+vb7W+JewX6Sez6u5mjo5EUE+SUzXn4fJ7HbABGCOHesAGhSO0f4vEbfemLjwqEQiaxeuvN+KhA1xWKeGUsEe8xbEAo60EZIZ6mvtm2jZ7nTenv0rqT6m/XsaUuY9vfmZp2i0O/Feu7tLjDL7/8gv/7v//D3r170bv3jZ3POzs7MWPGDEydOhXPPfccli9fjqKiIoPb1v7tb39DQ0ODQ3dpYRjPy56yJRDwPXLJFcMAtY1tNn2vfD4PQTIpnLhVDHEjT41VQoy5OlbbO7qgajZ/WabcT2zT7Aa5eVC96t0YBujo0kCjYcDn8yAS8HtsH4hitedQd2rQ0GQ96cHn8eDvK/K69oti1XZs6zJ7+zt8Po/1XqIenfBoamrCnXfeiYiICCxbtgxCoRAffPABjh49ij179qBXr14oLCzEnDlz8Ne//hVz5szB4cOH8e677+LDDz/E6NGj3f0RiJG29k7Us6gQtQL9JayvzyKEkJ6krb0Tqha1QZKYz+dB7sv+ulVCCCHE2RiGwbX6VouTmnweDyEKH6fe8IJ4J2f3dzw64QEAZWVlWLVqFU6ePIn29nYMGzYML7zwAuLj43XHHDlyBKtWrUJJSQkiIyOxZMkSzJgxw42lJoQQQgghhBBCiDt5fMKDEEIIIYQQQgghxFZ8dxeAEEIIIYQQQgghhGuU8CCEEEIIIYQQQkiPQwkPQgghhBBCCCGE9DiU8CCEEEIIIYQQQkiPQwkPQgghhBBCCCGE9DiU8CCEEEIIIYQQQkiPQwkPQgghhBBCCCGE9DiU8CCEEEIIIYQQQkiPQwkPQgghhBBCCCGE9DiU8CCEEEIIIYQQQkiPQwkPQgghhBBCCCGE9DiU8PBwGzZswIIFC3T/XrBgAQYMGGDyf5mZmbrjMjMzMWPGDAwaNAh/+ctfsHfvXoPXzcvLw/z58zFkyBBMnDgRW7ZscdVHIj2UcawCwB9//IH58+cjNTUVEyZMwDvvvAO1Wq17XqPR4N///jfGjx+PwYMH45FHHkFpaanBa1CsEq7ZE6v6Ll26hNTUVOzcudPgcYpVwjV7YrWjowNr1qzBxIkTkZqaivvvvx9nzpwxeA2KVcI1U7GalZWFe+65B6mpqZg2bRo+++wzg+fr6+uxfPly3HrrrRg6dCjmzZuH06dPGxxDsUq4Zk+sAjS28moM8Vgff/wxM2DAAGb+/Pm6x+rq6pjq6mqD/y1atIi5/fbbmcbGRoZhGCYzM5NJTExktm7dypSUlDDvvfcek5CQwJw5c4ZhGIapra1lRo4cybz00ktMUVER88033zCDBg1ivvnmG7d8TuL9TMVqTU0NM2LECOaVV15hSkpKmMOHDzOjRo1i3n77bd0x69evZ0aPHs388ssvTF5eHvPII48w6enpTHt7O8MwFKuEe/bGqpZarWbmzp3LxMfHM99++63ucYpVwjV7Y3XdunXM2LFjmaNHjzIlJSXMSy+9xAwdOpSpqqpiGIZilXDPVKyePXuWSUhIYJYvX84UFRUxP/30EzN27Fhmw4YNumMefvhhZtasWUx2djZTXFzMvP7660xKSgpTVFTEMAzFKuGevbFKYyvvRgkPD1RVVcUsXLiQGTJkCHP77bcbnJTGfvjhByYpKYlRKpUMwzCMRqNhbrvttm4d9UceeYTZuHEjwzAMs3HjRmb8+PFMR0eH7vl3332XmTZtmhM+DenJLMXqgQMHmPj4eF0ijmEY5s0332RmzpzJMAzDtLe3M6mpqcz27dt1zzc0NDApKSnM7t27GYahWCXccSRW9b377rvMggULuiU8KFYJVxyN1VmzZjFvvfWW7t+NjY1MfHw8s2/fPoZhKFYJdyzF6pNPPsncfffdBsd///33zODBg5n29nampKSEiY+PZ3JycnTPazQaJj09nVm7di3DMBSrhDuOxCqNrbwfXdLigS5cuICAgADs2rULgwcPNntcS0sL3nnnHTz00EMYMGAAAODixYuoqKjAHXfcYXDsli1b8PjjjwMATp8+jbS0NAiFQt3zo0aNwqVLl1BTU+OET0R6KkuxGhgYCAD44osv0NXVhfLychw+fFh3nFKpRHNzM0aNGqX7G7lcjqSkJGRnZwOgWCXccSRWtbKzs7Fjxw7885//7Pb6FKuEK47GamBgIH7++WeUl5ejq6sLO3bsgFgsRmJiIgCKVcIdS7F66dIlDB8+3OCxpKQktLa24ty5c1AoFPjggw+QnJyse57H44FhGDQ0NACgWCXccSRWaWzl/YTWDyGuNmnSJEyaNMnqcV9++SWam5uxePFi3WMlJSUAbiRDFi5ciNzcXERGRmLx4sW616yqqkJ8fLzBa4WGhgIAKisrERwczNEnIT2dpVgdPnw4Fi1ahHXr1mHNmjXo6urCiBEj8MorrwC4EYcA0Lt3b4O/Cw0NxZUrV3THUKwSLjgSqwCgUqmwdOlSvPzyy91iFqBYJdxxNFZfeuklPPPMM5g8eTIEAgH4fD7WrVuHW265BQDFKuGOpVgNCQnRteVaFRUVAICamhrI5XJMmDDB4Pm9e/fi8uXLGDduHACKVcIdR2JVm4CjsZX3ohUeXqqrqwuffvop7r//fshkMt3jTU1NAIAXXngBM2fOxEcffYSxY8fiiSeeQFZWFgCgra0NYrHY4PUkEgkAoL293UWfgPR0KpUKJSUleOCBB/D1119j3bp1uHz5Ml599VUAQGtrKwCYjEVtHFKsElewFqsA8Oqrr2LIkCHdZni0KFaJK7CJ1eLiYsjlcmRkZGDHjh2YO3cuXnjhBSiVSgAUq8Q15s6di/379yMzMxMdHR0oLS3F2rVrwePxTG4InZOTgxdffBGTJ0/WDSIpVokrWItVGlt5P1rh4aVOnTqFyspK3HvvvQaPi0QiAMDChQsxZ84cAEBiYiJyc3Px8ccfY/To0ZBKpd0aG+3J6Ovr64LSk5vB6tWroVKpsH79egDAwIEDERAQgL/+9a946KGHIJVKAQBqtVr338CNWPTx8QEAilXiEtZiValU4vTp0/jhhx/MvgbFKnEFa7Eqk8nw/PPPY+vWrbol2oMGDUJRURHWr1+PjIwMilXiErNmzUJVVRVee+01vPjii1AoFHj++eexbNkyg4k6ADh48CCee+45DB48GP/61790j1OsElewFqstLS0AaGzlzWiFh5c6ePAgUlJSEBUVZfB4eHg4AHRbVhUXF4fy8nLdMdXV1QbPa/8dFhbmrCKTm0xOTg4GDRpk8Jj2uslLly7pLgswFYvaOKZYJa5gLVa//fZb1NTU6G7zmZqaCgBYsWIF/vKXvwCgWCWuYS1Wz507h46ODpPHaC95pVglrrJo0SLk5OTg559/xpEjR5CcnAyGYRAdHa075rPPPsOSJUtw6623YvPmzQYTIBSrxFUsxSqNrbwfJTy8VE5OjsFmj1pJSUnw8/PD77//bvB4QUGB7vrdtLQ05OTkoKurS/d8VlYWYmNj6Rozwpnw8HDk5+cbPFZQUAAAiImJQUJCAvz9/XHy5End8yqVCrm5ubqZSYpV4grWYnX16tXYs2cPMjMzdf8DgKeeegoffPABAIpV4hrWYlWbSDZ1jHaQSbFKXOHzzz/HihUrwOfzERYWBoFAgH379iEyMhKxsbEAgO3bt+P111/HAw88gLVr13a7JIBilbiCtVilsZX3o4SHF+rq6kJRUVG3TCNwY/nfo48+ioyMDOzevRuXL1/G+++/j2PHjuHhhx8GANx1111oamrCSy+9hKKiIuzcuRPbtm3T7TRMCBcefvhhHD16FGvXrsXly5eRlZWFZcuWYcKECUhMTIRYLMb8+fOxevVq/PTTT1AqlXjmmWcQHh6O9PR0ABSrxDWsxWpYWBiio6MN/gcAwcHB6NOnDwCKVeIa1mI1JSUFw4cPxwsvvIATJ06gpKQEa9euRVZWFhYtWgSAYpW4RlxcHL7++mt8/fXXqKiowI4dO7Bx40Y8++yzAG6sSHrzzTeRnp6Oxx9/HDU1Nbh27RquXbuGxsZGABSrxDWsxSqNrbwf7eHhherr69HR0aG7PZ2xJ554Aj4+PlizZg2uXr2Kfv36Yf369Rg5ciSAG530Dz/8ECtXrsScOXMQEhKCpUuX6q5LI4QL48aNw6ZNm5CRkYFt27ZBoVAgPT0dTz/9tO6Yp556Cp2dnXj55ZfR1taGtLQ0bNmyRTfLQ7FKXIFNrFpDsUpcwVqs8vl8bNiwAWvXrsXf//53NDQ0ID4+Hlu3bsWQIUMAUKwS1xg5ciRWrlyJjRs34o033kB0dDRWrVqF6dOnAwD279+Pjo4OHDhwAAcOHDD42zlz5uDtt9+mWCUuYS1WARpbeTsewzCMuwtBCCGEEEIIIYQQwiW6pIUQQgghhBBCCCE9DiU8CCGEEEIIIYQQ0uNQwoMQQgghhBBCCCE9DiU8CCGEEEIIIYQQ0uNQwoMQQgghhBBCCCE9DiU8CCGEEEIIIYQQ0uNQwoMQQgghhBBCCCE9DiU8CCGEEEIIIYQQ0uNQwoMQQgghhBBCCCE9DiU8CCGEEEIIIYQQ0uNQwoMQQgghhBBCCCE9zv8HKtgOIy6S1r4AAAAASUVORK5CYII=" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "result = seasonal_decompose(df_indexed, model='additive')\n", + "sns.set(rc={'figure.figsize':(11, 4)})\n", + "ax = result.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:33.684262300Z", + "start_time": "2023-05-23T15:03:32.763199600Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# same but in a shorted range\n", + "df_short = df_indexed['1820-01-01':'1870-01-01']\n", + "result = seasonal_decompose(df_short, model='additive')\n", + "sns.set(rc={'figure.figsize':(11, 4)})\n", + "ax = result.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see a *trend* which start at 0 sunspots and increase to some number of sunspots. Then it decrease to 0 sunspots again. Graphically, this is a cycle seems to be around 10 years. We know that it is 11 years.\n", + "\n", + "The *seasonal* component has a variance between -2.5 and 2.5.\n", + "\n", + "The *residual* component is the noise around the trend and seasonal component." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.393802900Z", + "start_time": "2023-05-23T15:03:33.681261500Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# zooming a specific trend\n", + "df_trend = df_indexed['1832-01-01':'1844-01-01']\n", + "result = seasonal_decompose(df_trend, model='additive')\n", + "# plot with sns\n", + "sns.set(rc={'figure.figsize':(11, 4)})\n", + "ax = result.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The residual component is the noise around the trend and seasonal component. It is vary between -50 and 50.\n", + "\n", + "# Fourier Transform\n", + "\n", + "Apply the Fourier transformation and find the periodicity of the data.\n", + "\n", + "The Fourier transform is a mathematical function that takes a time-based pattern as input and determines the overall cycle offset, rotation speed, and strength for every possible cycle in the given pattern. The Fourier transform is used to find the cyclic patterns hidden in the time series data.\n", + "\n", + "I will calculate the periodicity on the train set to avoid test bias." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "outputs": [ + { + "data": { + "text/plain": "((2052, 1), (768, 1))" + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train = df_indexed['1749-01-01':'1919-12-01']\n", + "df_test = df_indexed['1920-01-01':'1983-12-01']\n", + "\n", + "df_train.shape, df_test.shape" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.456506Z", + "start_time": "2023-05-23T15:03:34.393802900Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.456506Z", + "start_time": "2023-05-23T15:03:34.410714100Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "(2052,)" + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Apply Fourier transformation\n", + "fourier_transform = np.fft.fft(df_train['Sunspots'])\n", + "fourier_transform.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.457503900Z", + "start_time": "2023-05-23T15:03:34.425259800Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "array([93338.8 +0.j , 1468.1036331 -212.88095452j,\n -1264.72141466-17793.04535383j, -7928.54620491 +6239.67068341j,\n 7122.83407343 +3535.55795089j, 555.94555365 +206.05242238j,\n 3791.90814354 -5119.83490291j, 1853.86932136 +4123.29141588j,\n 3675.5880518 +5597.02967995j, 963.21680018 -2620.91520629j])" + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fourier_transform[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.457503900Z", + "start_time": "2023-05-23T15:03:34.440149500Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "(2052,)" + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Compute the frequencies corresponding to the Fourier coefficients\n", + "n = len(df_train['Sunspots'])\n", + "frequencies = np.fft.fftfreq(n)\n", + "\n", + "frequencies.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.475078300Z", + "start_time": "2023-05-23T15:03:34.455588800Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "array([0. , 0.00048733, 0.00097466, 0.00146199, 0.00194932,\n 0.00243665, 0.00292398, 0.00341131, 0.00389864, 0.00438596])" + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "frequencies[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.530697200Z", + "start_time": "2023-05-23T15:03:34.471078800Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Periodicity = 0.0\n" + ] + } + ], + "source": [ + "# Find the periodicity (frequency with the highest amplitude)\n", + "periodicity = np.abs(frequencies[np.argmax(np.abs(fourier_transform))])\n", + "print('Periodicity =', periodicity)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.544210600Z", + "start_time": "2023-05-23T15:03:34.486900600Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Periodicity: inf time units\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_82340\\2936873598.py:1: RuntimeWarning: divide by zero encountered in scalar divide\n", + " print(f\"Periodicity: {1 / periodicity} time units\")\n" + ] + } + ], + "source": [ + "print(f\"Periodicity: {1 / periodicity} time units\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A periodicity of \"infinite\" is not what we would expect." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.631111800Z", + "start_time": "2023-05-23T15:03:34.501423400Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the Fourier transform\n", + "plt.figure(figsize=(12, 4))\n", + "plt.plot(frequencies, np.abs(fourier_transform))\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Amplitude')\n", + "plt.xlim(0, 0.02)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The code return a very high periodicity near 0. But this is wrong, the periodicity we want is the second peak we see. so I will recalculate the argmax but ignoring the first peak." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.647142600Z", + "start_time": "2023-05-23T15:03:34.628110800Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Periodicity = 136.8\n" + ] + } + ], + "source": [ + "# Find the periodicity (frequency with the highest amplitude)\n", + "threshold = 5\n", + "\n", + "max_index = np.argmax(np.abs(fourier_transform[threshold:])) + threshold\n", + "\n", + "periodicity = 1 / np.abs(frequencies[max_index])\n", + "\n", + "print('Periodicity =', periodicity)" + ] + }, + { + "cell_type": "markdown", + "source": [ + "This means a periodicity if 136.8 months. Which is 11.4 years. This is the expected periodicity of the sunspots.\n", + "\n", + "For the future engineering, I will use the periodicity of 11.4 years.\n", + "\n", + "I will also calculate the periodicity of the seasonality.\n" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 26, + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the Fourier transform but this time only for the seasonality\n", + "result_season = seasonal_decompose(df_train, model='additive').seasonal\n", + "result_season.iloc[50:150].plot()" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.860214800Z", + "start_time": "2023-05-23T15:03:34.642631300Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 27, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_season = len(result_season)\n", + "frequencies_season = np.fft.fftfreq(n_season)\n", + "\n", + "fourier_transform_season = np.fft.fft(result_season)\n", + "\n", + "plt.figure(figsize=(12, 4))\n", + "plt.plot(frequencies_season, np.abs(fourier_transform_season))\n", + "plt.xlabel('Frequency')\n", + "plt.ylabel('Amplitude')\n", + "plt.xlim(0, 0.1)\n", + "plt.show()" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.968626300Z", + "start_time": "2023-05-23T15:03:34.861214700Z" + } + } + }, + { + "cell_type": "code", + "execution_count": 28, + "outputs": [ + { + "data": { + "text/plain": "0.3333333333333333" + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "threshold = 0\n", + "\n", + "max_index_season = np.argmax(np.abs(fourier_transform_season[threshold:])) + threshold\n", + "\n", + "frequencies_season[max_index_season]" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-05-23T15:03:34.985197900Z", + "start_time": "2023-05-23T15:03:34.970624800Z" + } + } + }, + { + "cell_type": "markdown", + "source": [ + "It returns 0.333, but its clearly wrong looking at the graph, so, as a feature, I will use the seasonality of 0.083 which is 12.1 months." + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "# Model Training\n", + "\n", + "## Test and Train Split\n", + "\n", + "Data before 1920 as train." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:35.063817100Z", + "start_time": "2023-05-23T15:03:34.985197900Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": " Sunspots\nMonth \n1920-01-01 51.1\n1920-02-01 53.9\n1920-03-01 70.2\n1920-04-01 14.8\n1920-05-01 33.3", + "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Sunspots
Month
1920-01-0151.1
1920-02-0153.9
1920-03-0170.2
1920-04-0114.8
1920-05-0133.3
\n
" + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Split in the furrier transform section\n", + "df_train = df_indexed['1749-01-01':'1919-12-01']\n", + "df_test = df_indexed['1920-01-01':'1983-12-01']\n", + "df_test.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Baseline Model\n", + "\n", + "As a baseline model, I will use the mean of the train data as the prediction for the test data.\n", + "\n", + "### Mean of the Train Data" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:35.063817100Z", + "start_time": "2023-05-23T15:03:35.001104100Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "array([45.48674464, 45.48674464, 45.48674464, 45.48674464, 45.48674464,\n 45.48674464, 45.48674464, 45.48674464, 45.48674464, 45.48674464])" + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create a baseline model\n", + "baseline_model = np.full(len(df_test), df_train['Sunspots'].mean())\n", + "baseline_model[0:10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Evaluation Metrics\n", + "\n", + "I will use the following metrics to evaluate the model:\n", + "\n", + "- RMSE (Root Mean Squared Error): It is the square root of the average of squared differences between prediction and actual observation. It measures the standard deviation of residuals.\n", + "- MAE (Mean Absolute Error): It is the average of the absolute differences between prediction and actual observation. It measures the average magnitude of errors in a set of predictions, without considering their direction.\n", + "- R2 (R-Squared): It is the proportion of the variance in the dependent variable that is predictable from the independent variable(s). It measures how close the data are to the fitted regression line. Nearest to 1 is better.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:35.063817100Z", + "start_time": "2023-05-23T15:03:35.017700Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Baseline RMSE: 56.73590776250707\n", + "Baseline MAE: 43.43141345841456\n", + "Baseline R2: -0.16264654387789323\n" + ] + } + ], + "source": [ + "# Calculate the RMSE (Root Mean Squared Error)\n", + "baseline_rmse = np.sqrt(mean_squared_error(df_test['Sunspots'], baseline_model))\n", + "print('Baseline RMSE:', baseline_rmse)\n", + "# Calculate the MAE (Mean Absolute Error)\n", + "baseline_mae = mean_absolute_error(df_test['Sunspots'], baseline_model)\n", + "print('Baseline MAE:', baseline_mae)\n", + "# Calculate the R2 score\n", + "baseline_r2 = r2_score(df_test['Sunspots'], baseline_model)\n", + "print('Baseline R2:', baseline_r2)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:35.313234800Z", + "start_time": "2023-05-23T15:03:35.033217400Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "Text(0.5, 0.8, 'R^2: -0.16')" + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the baseline model\n", + "plt.figure(figsize=(12, 4))\n", + "plt.plot(df_train.index, df_train['Sunspots'], label='Train')\n", + "plt.plot(df_test.index, df_test['Sunspots'], label='Test')\n", + "plt.plot(df_test.index, baseline_model, label='Baseline model')\n", + "plt.legend(loc='upper left')\n", + "\n", + "mae = mean_absolute_error(df_test, baseline_model)\n", + "mse = mean_squared_error(df_test, baseline_model)\n", + "r2 = r2_score(df_test, baseline_model)\n", + "\n", + "plt.title(f\"Model: Baseline\", fontsize=16, fontweight='bold')\n", + "\n", + "plt.text(0.5, 0.9, f\"MAE: {mae:.2f}\", transform=plt.gca().transAxes)\n", + "plt.text(0.5, 0.85, f\"MSE: {mse:.2f}\", transform=plt.gca().transAxes)\n", + "plt.text(0.5, 0.8, f\"R^2: {r2:.2f}\", transform=plt.gca().transAxes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This clearly doesn't look good. Let's see if we can do better.\n", + "\n", + "## Train and Compare Models\n", + "\n", + "I will create the features to train the model, the month and the year.\n", + "\n", + "### Features Engineering\n", + "\n", + "Since the date itself is a bad feature, I need to create them, to train the model:\n", + "\n", + "- The month: a number between 1 and 12 that indicates the month of the year.\n", + "- The partial: a number between 0 and 133 that indicate the month of the cycle. The cycle is 134.29 months long, so the partial is the number of months since the last cycle.\n", + "- The trend: the trend is the long-term increase or decrease in the data. It is the overall pattern of the data. It is the trend that the model will try to predict.\n", + "- The noise: the noise is the difference between the actual observation and the prediction of the previous model. It is the noise around the trend and seasonal component.\n", + "- The seasonality: the seasonality is the periodic component of the data. It is the repeating pattern within each year." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:36.668297900Z", + "start_time": "2023-05-23T15:03:35.314234200Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt_seasonal_dec = seasonal_decompose(df_indexed['Sunspots'], model='additive', period=134, extrapolate_trend='freq', two_sided=True).plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:45:05.054492300Z", + "start_time": "2023-05-23T15:45:04.975759600Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": " Partial-trend-month Partial-seasonal-month rolling-diff \\\nMonth \n1749-01-01 1 1 0.0 \n1749-02-01 2 2 4.6 \n1749-03-01 3 3 7.4 \n1749-04-01 4 4 -14.3 \n1749-05-01 5 5 29.3 \n\n rolling-der Trend Seasonality Noise \nMonth \n1749-01-01 0.333333 29.467287 25.208104 3.324609 \n1749-02-01 1.533333 29.579665 21.201296 11.819039 \n1749-03-01 2.466667 29.692042 25.258995 15.048963 \n1749-04-01 -4.766667 29.804420 20.716833 5.178747 \n1749-05-01 9.766667 29.916798 20.874531 34.208671 ", + "text/html": "
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Partial-trend-monthPartial-seasonal-monthrolling-diffrolling-derTrendSeasonalityNoise
Month
1749-01-01110.00.33333329.46728725.2081043.324609
1749-02-01224.61.53333329.57966521.20129611.819039
1749-03-01337.42.46666729.69204225.25899515.048963
1749-04-0144-14.3-4.76666729.80442020.7168335.178747
1749-05-015529.39.76666729.91679820.87453134.208671
\n
" + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train = df_indexed['1749-01-01':'1919-12-01']\n", + "df_test = df_indexed['1920-01-01':'1983-12-01']\n", + "\n", + "def parse_df(df_: pd.DataFrame, trend_period: int = 137, seasonal_period: int = 12, window_size: int = 3) -> pd.DataFrame:\n", + " df_ret = pd.DataFrame(columns=[#'Month-total', # The month number since the beginning of the data (preserve total time information)\n", + " # 'Partial-trend-month', # The month number since the beginning of the cycle\n", + " # 'Partial-seasonal-month', # The month number since the beginning of the seasonality\n", + " # 'rolling-avg-3', # The rolling average, gives information about the sunspots numbers\n", + " # 'rolling_change', # The rolling difference, gives information about the direction\n", + " # 'Trend',\n", + " # 'Noise',\n", + " # 'Seasonality'\n", + " ])\n", + "\n", + " # df_ret['Month-total'] = df_.index.month + (df_.index.year - 1749) * 12\n", + " df_ret['Partial-trend-month'] = ((df_.index.year - 1749) * 12 + df_.index.month) % trend_period\n", + " df_ret['Partial-seasonal-month'] = ((df_.index.year - 1749) * 12 + df_.index.month) % seasonal_period\n", + "\n", + " rolling_avg = df_['Sunspots'].rolling(window=3, min_periods=1).mean().to_frame()['Sunspots']\n", + "\n", + " rolling_diff = df_['Sunspots'].diff(periods=1).to_frame()['Sunspots']\n", + " rolling_diff.fillna(0, inplace=True)\n", + "\n", + " df_ret.index = df_.index\n", + "\n", + " # to add the information about the speed of the change\n", + " # I wanted to get the rolling derivative or the gradient, but there is no function for that, however,\n", + " # I found out the percentage change function (only version 2.0.1+)\n", + " # which gives the percentage change between the current and a prior element(s). (it doesn't work)\n", + " # rolling_change = df_['Sunspots'].pcnt_change(window_size)\n", + "\n", + " # I will calculate simply by doing: Dy/Dx where x is the time and y is the sunspots\n", + " # print i will use 3 month as the time step\n", + " # rolling sum of the last 3 months\n", + " rolling_der = df_['Sunspots'].diff(periods=1).to_frame()['Sunspots']\n", + " # fill the first 2 values with the first value 1\n", + " rolling_der.fillna(1, inplace=True)\n", + " # calculate the derivative\n", + " rolling_der = rolling_der/3\n", + "\n", + " seasonal_decompose_result = seasonal_decompose(df_['Sunspots'], model='additive', period=134, extrapolate_trend='freq', two_sided=True)\n", + "\n", + " for idx, row in df_ret.iterrows():\n", + " # df_ret.at[idx, 'rolling-avg-3'] = rolling_avg.at[idx]\n", + " df_ret.at[idx, 'rolling-diff'] = rolling_diff.at[idx]\n", + " df_ret.loc[idx, 'rolling-der'] = rolling_der.at[idx]\n", + " df_ret.loc[idx, 'Trend'] = seasonal_decompose_result.trend[idx]\n", + " df_ret.loc[idx, 'Seasonality'] = seasonal_decompose_result.seasonal[idx]\n", + " df_ret.loc[idx, 'Noise'] = seasonal_decompose_result.resid[idx]\n", + "\n", + " return df_ret\n", + "\n", + "X_train = parse_df(df_train)\n", + "X_test = parse_df(df_test)\n", + "\n", + "# as y, use the next month sunspots\n", + "y_train = df_train['Sunspots'].shift(-1).dropna()\n", + "y_test = df_test['Sunspots'].shift(-1).dropna()\n", + "\n", + " # count null\n", + "X_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare Models\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "outputs": [], + "source": [ + "def predict_next(months: int, df_X_train: pd.DataFrame(), df_y_train: pd.DataFrame() , model_: sklearn.linear_model) -> pd.DataFrame():\n", + " df_y_train = pd.DataFrame(df_y_train, columns=['Sunspots'])\n", + "\n", + " # I will use the last row of the train set as the first prediction input\n", + " for i in range(months):\n", + " # this value correspond to the next month\n", + " sunspot_pred = model_.predict( df_X_train.tail(1) )\n", + "\n", + " # get the last date of the df_train and add one month\n", + " last_date = df_train.tail(1).index + pd.DateOffset(months=1)\n", + "\n", + " # create a df, date as index and prediction as value to the prediction set\n", + " row_pred = pd.DataFrame(data=[sunspot_pred], columns=df_y_train.columns , index=last_date)\n", + "\n", + " # add the prediction row at the at to the prediction set in the only column\n", + " df_y_train = pd.concat([df_y_train, row_pred])\n", + "\n", + " # also, prepend the very first sunspot that has been removed with the shift\n", + " first_sunspot = df_train['Sunspots'].head(1)\n", + " first_sunspot = pd.DataFrame(first_sunspot, columns=['Sunspots'])\n", + "\n", + " df_y_train = pd.concat([first_sunspot, df_y_train])\n", + "\n", + " # create the new dataframe for the prediction set based on the new prediction\n", + " df_X_train = parse_df(df_y_train)\n", + "\n", + " # then shift y again\n", + " df_y_train = df_y_train.shift(-1).dropna()\n", + "\n", + " return df_y_train[-months:]" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "ExecuteTime": { + "end_time": "2023-05-23T15:03:36.960294200Z", + "start_time": "2023-05-23T15:03:36.887037900Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\ProgramData\\anaconda3\\envs\\MachineLearning\\lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n", + "C:\\ProgramData\\anaconda3\\envs\\MachineLearning\\lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n", + "C:\\ProgramData\\anaconda3\\envs\\MachineLearning\\lib\\site-packages\\sklearn\\neural_network\\_multilayer_perceptron.py:686: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "text/plain": "
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" 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" 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" 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" 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" 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ybt266c0TUPLaD8+IXvJ+9rt372LNmjW6x7169Sr36yUiItPAHmoiIiqTm5sbvLy89O4Ffdx9wFZWVhg1ahQWLVoEoGjW6UOHDqFhw4Y4f/68bmIzAJgyZYouMAwdOhRbtmyBRqPB2bNnERwcjKCgIFy9ehVnzpwxeK2AgAA0a9YMV65cQXp6Ovr3768LJrt27UJeXh6uXLmCjh07luv1Hjt2THcPb7NmzdC3b99yPe9hJe+jLlbR+6e3bNnyyNcNFL1fvXv3rlR95dWuXTu88soruhnYjxw5gj179qBXr16QyWR45ZVXsGLFCgBFk2716NEDrq6u2LdvH5RKJZRKJezs7HSTiD333HNYsGABUlJSkJ2djZdeegk9e/ZEVlbWIyflKo+Kfg6K13wubp9BgwahR48esLKywvXr1/WWaWvXrh2Aoi8Qir/YWb9+PW7fvo0mTZogKytLbx3u4uMB4LXXXsP69euRlpaG6OhoDBgwAF27dkVhYSH27dunt2xX//79K/36iYjIOBioiYjosQIDA/UCdXl6WidNmoTY2Fhs27YNAHDq1Cm9kCIUCjF16lT07NlTt61FixZ4//338d133wEoGv5bPATYx8cH7u7uukmgigkEAixYsAAjRoxAYmIiMjMzS61lHBQUhLfeeqtcr/XMmTO6paOCg4MrHaglEonuPupiFe2hjo6OLnN4eNeuXStVW0VNnjwZBw4c0E0o9uWXX6JLly6QSqV47733cPXqVZw6dQpqtRr//vuv3nPd3Nzw7bff6h5bW1vjq6++wsSJE6FSqZCenq67pcDe3h7+/v66cFqRntnKfA5+/PFHDB8+HPHx8UhPTze4BnbJSca6deuGCRMm6L4oevgzDRStf/3ZZ5/pHru4uGDhwoWYNGkSUlJSkJqais2bN+s9p1GjRvj1119LDY8nIiLTxyHfRET0WCWD4OPuny4mEonw7bff4vfff0evXr3g6uoKCwsLODs7o1+/fti4cSNGjRpV6nnjx4/Hzz//jJYtW0IqlcLZ2RnDhg3Dn3/+CVtbW4PXqlevHv7++2+8/vrr8PX1hUwmg42NDZo1a4bp06djyZIlsLS0rPwbUEkl37fi+6fNkY2NDaZPn657HBMTg8WLFwMAZDIZli9fjhkzZsDf3x82NjawtLRE/fr1ERISgk2bNsHLy0vvfF26dMG6devQqVMnWFlZwcbGBr169cLGjRv17iMua2IxQyr6OfD09MS2bdvw/vvvo1mzZlAoFBCLxXB0dESXLl3wyy+/4JNPPtG7xvvvv49Vq1ahV69e8PLyglQqhUwmQ8OGDTF27Fhs27at1Ozl7dq1w99//4233noLjRo10k2a1qxZM3z88cf4888/9e5HJyIi8yHQVnaKTSIiIqIKun79Og4fPgx7e3soFAq0b98eNjY2AIrurx89ejROnDgBAPjpp5/Qp08fY5ZLRERUJg75JiIioqcmKysL8+fP1z1u1KgROnToALVajfPnz+PSpUsAinq+n/aa3URERBXFHmoiIiJ6arRaLV5//XUcPny4zOOmTZuGkSNHPqWqiIiIKoeBmoiIiJ6qgoIC/PHHH/j3338RHh6OzMxMCAQCODg4oFWrVhg2bBiCgoKMXSYREdFjMVATERERERERVQJn+SYiIiIiIiKqBAZqIiIiIiIiokpgoCYiIiIiIiKqBJNfNkur1UKjMf3bvIVCgVnUWRuwLUwH28I0sB2ooviZMR1sC9PBtjANbAfzZw5tKBQKIBAIynWsyQdqjUaL1NRsY5dRJrFYCIXCCpmZOVCpNMYup1ZjW5gOtoVpYDtQRfEzYzrYFqaDbWEa2A7mz1za0MHBCiJR+QI1h3wTERERERERVQIDNREREREREVElMFATERERERERVQIDNREREREREVElmPykZOWl0aihVquNdG0B8vJEKCjIh1pt2jPW1XTV2RYikQhCoahKz0lERERERObL7AO1VqtFZmYqcnOzARgvzCYnC6HRmO5MdbVJ9bWFADKZFWxtHco9jT4REREREdVcZh+oc3OzkZurhLW1PaRSSwDGCToikYC90yaietpCi/z8PCiV6bCwkEIut67i8xMRERERkbkx60Ct1WqhVKbD0tIK1tZ2Rq1FLBaa9FpqtUl1tYWFhRQqVSGUynTIZFbspSYiIiIiquUqFKhPnjyJkSNHGtzn4eGBffv24dq1a5g3bx4uX74Me3t7jBgxAiEhIVVS7MM0Gg00GjUsLeXVcn6ih1laypGXlw2NRgORiPdTExERERHVZhUK1P7+/jhy5Ijetps3b2L8+PGYMGEC0tLSMGbMGPTs2ROzZ8/G+fPnMXv2bNjb22PQoEFVWjhQNBEZAE4URU9N8WdNo1EzUBMRERER1XIVCtQSiQTOzs66x4WFhfjyyy/Ru3dvDB48GL///jskEglmzZoFsViMBg0aICIiAkuWLKmWQF2MQ2/paeFnjYhqMq1Wi9TMPORrACkX1iQiInqsJ7qHeu3atYiLi8OyZcsAAGFhYQgICIBY/OC0QUFB+P3335GSkgJHR8cnq5aIiIiqhFqjQXxKDiITlYhKUCIyMQuRCUoocwsBAB1b1MFrPXwht7QwcqVERESmq9KBOj8/H4sWLcKoUaPg4uICAIiPj4efn5/eccX7YmNjKx2oxWLDX5NrNKbRW1jcaSkQANpKTC49b94s7Nq1vcxjjhwJq/B5VSoVNm36A6++OgwAEBr6O3bt2o6//vq74kWaiSdti/ISiQSP/FxSEZFIqPcnGQfbgQAgr0CFqEQlIuKLQnNkQhaiEpUoNDCBo1AggBZaHL0Uh2v3UjGuf1M0r88vxI2BP7+mg21hGtgO5q8mtmGlA/XWrVuRn5+PESNG6Lbl5eVBIpHoHSeVSgEUBfDKEAoFUCisDO7LyxMhOVloMuGmsh+MDz+cjLffnqR7/MILvfH++x+hZ8/eum2VeX27d+/Gzz9/j2HDitpIKBRU+lzmprp+SDUaAYRCIezs5LC0tKyWa9Q0trYyY5dAYDvUJmmZebgTm4E7MRm4G5uJOzHpiE3ONvglo0wqQr06dqjvbgefunao724LbzdbhEen44f15xCXko1v1p1Dv44+GNWvKSwlZr04iNniz6/pYFuYBraD+atJbVjpfxm3bNmC3r17Q6FQ6LZZWlqioKBA77jiIC2XV24mbo1Gi8zMHIP7CgryodFooFZrjbpklUBQFODUak2lekUtLa1gaan/pYFMZgU7Owfd48q8PrVao/dcjUZb6XOZiydti8dRq7XQaDTIyMhBbq666i9Qg4hEQtjaypCZmav7LNLTx3aouTRaLRJScxCZUNzznIWIhCxkKAsMHm9vLYGXqw28XW3g7WYDLzcbuChkED40N0RebgGa+jji8/Htsfbfm9h/Jhrbj95F2LUEvPFiMzRwN+4ylbUJf35NB9vCNLAdzJ+5tKGtrazcHXSVCtSpqak4d+4c3njjDb3tbm5uSExM1NtW/NjV1bUylwLw6ACoVhtOTFqtFgWFT7eBxOIHoV5iIazSyat27vwby5YtRufOXbFr199o2dIfQ4YMw6RJE7Bx4zbUqVMXABAXF4vBgwfgp58WIT4+Dl98MRsA0KlTO/z00yLd+dauXYlNm/5Eeno6mjZtho8//gyenl5VVq8xFYfo6hzuDcDoX+KYE7Vaw/fKBLAdzFtBoRoxydmITMhCZGLRkO3oxGzkF5b+Yk8AwM1RDk8Xa3i52sDLxRqerjaws5KUOlaj1kIDw39hWoiEGN7LD60bOGLZzmuIT83BnBWn8UIHbwzo6ANxDRquZ+r482s62Bamge1g/mpSG1YqUJ89exYCgQCBgYF62wMCArBhwwao1Q+WFDp+/Dh8fHye2oRkWq0WX645i/CYjKdyPUN8PezwybA2VRqq4+PjkJSUiNDQNcjPz0d6elqZx/fo0QtKpRI//fQdtm79B7a2djh37gzi4+Nw4cJ5fPPNDygsLMDcuTPw1Vdz8csvS6qsViIiqjxlbmFRcL4/UVhUghJxKTnQGPim0EIshIezNbxcH4RnD2drSCVVt6xf8/qOmDuuPdbuuYkTVxKw/VgELoanYFy/pvBwsa6y6xAREZmjSgXq69evw9PTEzKZ/tj3QYMGYenSpZg2bRrGjRuHixcvYuXKlZg9e3aVFFtupjFXWZUbPXoc3N09AABnz5Y9SZlUaglr66JfdBwdnXTbRSIRZsyYq9v34osvYfHiX6upYiIiehStVoukjDxEJTyYKCwyUYm0LMNzjljLLODtWtTb7HW/99nVQQaRsOye4rffHo/z58+iefOWWLRomcFjZs78BPv27UHfvv0wc+acUvunfPgmLlw4h5HjP8blNDdEJioxZ+VpBHeujz6BXvjyy9llTq5pZ2eHHTv2lVnnw27duoHff/8F169fhUajRaNGjTFhwjto1KixweMTEuIxcuSreOWVoQgJecPgMYZcv34Nb7wxGh9//Bmef76/3r4NG9Zg8+aNSE5OgpdXPYSEjEfnzl0r9DqIiKhmq1SgTk5Ohr29fantjo6OWLp0KebNm4fg4GA4OztjypQpCA4OftI6y00gEOCTYW2MMORbWG1Dvot5eno+8TkcHZ10YRoAbGxsKz1hHBERlY9KrUFscjYiErLuL1GlRFRiFnLzDc/F4GIvg2eJXmcvVxvYW0sq/W+LUCjElSuXkJAQD1dXN719eXl5OHbsyCOfGx0dhQsXzqFBA19cOr0Xn3/5E1bsuo4Lt1Ow8b/bOBeejLx8FRwdHTFv3nyD5yi5nGZ5xMRE4623xsPPrxGmTp0OgUCIDRvW4M03Q7B8+Vp4edXTO16r1eLLL+cgOzu7QtcpKCjAvHkzoVaXbod161bh999/wZgxr6NRoybYsWMrPvvsY/z4429o3bpNha5DREQ1V6UC9axZsx65r2XLlvjjjz8qW0+VEAgEVTrcrTzEYiFEwurtGpdKS88qrS0xBFClUj32HMLH9GQQEdGTyckrRFSiUjdkOzJBidjkbKg1pYdsi0UCuDtZF4Xn+8HZ08UaMmnVzqbt59cYd+/exoEDezFkyHC9fUeOHIRUKoW1tY3B5+7YsQ0uLq4YNWocZsyYivSUOEx6uSWOXIzD+n23EB6dgcTwZEArQrNmzavkC+WNG9dDKpXi229/1I2Ga9s2AC+/3A9//fUHPvjgY73j//e/vxAZGVHh6yxd+pvBEJ6fn4dVq5bj1VeHYvTocQCAoKBnMGHCWCxfvhQ//siRXUREVITrX5gpCwsLAEB2tlK3LTo6Su+Y6uglJyKiIlqtFmlZ+XrDtSMTspCckWfweLlUDC9Xa3i62Ojuea7jKH8qk3tZWlqiQ4dO2L+/dKDet28PunbtiRMnjpZ6nlqtxj//7EDHjp3RsWNnWFtbY+vWTZg06UN0blUXTbwVCN1xDfHntcjJLcT3Gy9gTN8mUNhIH1nLzp1/44svZuOnnxahTZt2Bo/x9vbBa68N17u1zNLSEs7OLoiJidE7NiYmGr/99jPmzv0KH3006eFTPdLlyxfx119/Ys6cLzB16od6+65cuQylMgtdunTXbRMIBHj22W74/fdfkJ+fZ/BLbiIiqn0YqM1Ugwa+kMutsHJlKCZMeAfJyUlYvPgXvRBd/IvI9evX4OPjY6xSiYjMnlqjQVxKzv3h2g/uec7OMzwyyNFWqutt9nItCtCOtpZG/aKzR49emD59KuLj4+HmVjTsOztbiZMnj+H7738xGKhPnTqOpKREPPdcP0ilUvTo0Ru7du3AG2+8BanUEk72Mkwe6o/IMFtcTQEuhSfhs8VpGNrLD4FNXHSvVyQS6f6/Q4dOWLRoeZn/LgUHv1xqW2RkBO7cuY127drrtmk0GnzxxWx0794TQUHPlPu9yM/Pw+efz8LIkWPQoEHDUvsjIu4BALy89FfAcHf3hFqtRkxMNOrX9y339YiIqOZioDZTcrkVZsyYi0WLFmLEiFfg5eWNt99+X+/b+TZtAtC0aXNMnDgW06fPNWK1RETmI69AhejE+/c73w/P0UnZUBlYL1MoEKCukxyeLja6CcM8XaxhLbMwQuVle+aZTpDJ5DhwYC9ee62ol/rQof9gb69Ay5atDT5nx45t8Pauh+bNWwAAXnhhALZu3Yz9+/eib99+AIrfAytcyE3DrZ2fAAAu/E//POPGTdANnVYoFFAoFBWqPS8vD/PmzYJUaomXX35Vt/3PP9chNjYGX3/9fYXO99tvP0Mul2H48NFISkostV+pzAJQ9G9tSXK5HAAqfK82ERHVXAzUJujIEf0ZvJ9/vn+pmUcBoFOnLujUqYvetoMHT+r+39bWFosXryixt2epmU8fdW4iotogXVk0ZDsqMQsRCUpEJWQhMS3X4MrMUomo6D5nFxt4ulrD29UGdZ3ksBA/3Tk7KksqtUTHjp2xf/8eXaDeu/df9OjR22DPeUZGOo4ePYzhw0cjK6soYHp6esPLyxtbtmzSBepijo5OmPfFfBy9FI/DF2Oh0WhhJbNAv2fqoaO/X6Xrzs5WYurUD3H9+lV88cV83aRqkZH3sGTJb/j882/0Jtt8nLNnw7Bt2/+wePHKR06WptE8amLTok+GQMD5SIiIqAgDNRER1XgajRYJaTl6aztHJiqRmV1g8Hh7a4luqHZxgHa2l0Fo5nNT9OjRC5988hHi4mIhl8sRFnYSr78+0eCxu3btQGFhIZYvX4Lly5eU2n/r1k00bPggKFtYWKB5s+Zo3qw5+nTNxJK/ryIuJQdbz+QhtTAJQ3rYV3iytYSEeEyZ8h6ioiIxZ85X6NixM4Cie7s//3wWunXriYCA9nqTcmq1WqhUKoNhOScnB19+OQfDho1CvXo+UKlUuvCs0Wh0zyueoC0nJwe2trYlnp8LABUK8EREVLMxUBMRUY2SX6hGTFL2g+CckIWoJKXB5RQFAsDNQa63PJWnizVsrSRGqLz6tW//DKytrXHgwD5YW1ujTh13NG7cxOCx27dvQ9OmzTFhwtt62/Pz8zB16ofYunUTPvroE4PPredmi5mjA7D50B3sOR2FwxfjcC0iDSEvNEEjr/IN9w4Pv4UPP3wH+fn5mD//J70JzBITE3D16mVcvXoZ//yzQ+95K1YsxYoVS7Fx4zbUqVNXb9/161cRFxdr8EuCr76ai6++mosjR8Lg5eUNAIiJiYKtbTPdMTExUZBIJKhb171cr4GIiGo+BmoiIjJbWTkFutm1i3ud41KyoTUwZlsiFsLDpcTyVK7W8HC2htTCPIZsVwWJRIJOnZ7FwYP7IZPJ0KtXH4PHXbp0CeHht/DRR58YnIk7MDAI//77D958813dfcWlrmUhwpAeDeHf0AmhO64hOSMP36w7h14BnnipS31IynjfExLi8f77b0EkEuG330Lh41Nfb7+TkzOWLl1V6nnjxo1E//7BePHFYDg5OZfa37hxk1LPS05OxtSpH2DMmNd1PeAtWrSCTCbDgQP70KRJUaDWarU4ePAAWrduA4mkZn7hQkREFcdATUREJk+j1SI5Pff+kO37ATpRibSsfIPH28gtdL3Oxfc7uyrkEArNe8h2VejRoxemTHkfQqEQ77032eAxmzZtglgsRrduPQzuf+65fjh+/Cj+/XcXBg4cBAAoLCzA5cuXDB7/apAcZyNlOH4tDTuPXMPRk2GY+GpXNG1Qx+DxP/wwH2lpqfjoo0+QnZ2td14rKyv4+NRH48ZNDT7XyclJb19MTDTS0tLQvHkLyOVWpZ4XFxcLAKhTp65un6WlJYYMGY4VK5YWDWVv3hI7dmzDjRvX8NNPiwxel4iIaicGaiIiMimFKg1ik7N1aztH3R+ynZuvNni8i0Km63UuXufZ3lpi1CWqTFlAQBCsrW3g6uqGevVKL12Vn5+PHTt2oH37INjZ2Rs8R+fOz8La2gZbt27SBeqUlBRMmDDmkdddunQVApu1xPxfV+LcqfWYm5aNVwd0R79n6umtxV1YWIhjxw4DAObP/7LUeVq3boOFCxeX+/WuWLEUu3ZtLzXh5+OMHTseIpEI27b9D+vXr0G9ej746qsFj5wRnYiIaieBVmtoYJzpUKs1SE01vDxFYWEBUlLi4OhYBxYWxh1+JRYLoVI9alZQepqqsy1M6TNn6sRiIRQKK6SlZfNnw4hMvR2y8wp1Q7UjE4qWqIpLyYZaU/qfJrFIAHdna73w7OFsXeGJrqhs1f2ZUeYWYtXuGwi7XrRclbebDcb1awp3J6vHPLP2MfWf39qEbWEa2A7mz1za0MHBCiJR+VZ04G8hRERU7bRaLVIz83W9zsVDtpMz8gweb2UphmeJ4OzlYgM3R7leTyaZJ2uZBSa+2Awn/Zyw9t+biIjPwuzlp/Hys/XRM8DT7GdSJyKi2oWBmoiIqpRKrUF8Sg4iE4t6nIvDc3aeyuDxTnaWD8Lz/T8dbKUcsl2DCQQCBDV1QyNPBZbvuobLd1KxYX84zt1KRsgLTeBkLzN2iUREROXCQE1ERJWWm69CVKISUcVDthOViEnKhkpdehiXSChAHUcreLtaw7PEhGFWlhZGqJxMgcJGivcHt8LB87H4Y384bkSlY/qyU3itR0N0blmHX6oQEZHJY6AmIqLH0mq1SFcWIKpEr3NkohKJabkGj7eUiO4H5ge9znWdrGAh5pDtp+3tt8fj/PmzaN68JRYtWmbwmJkzP8G+fXvQt28/zJw5R7f94sXzWLNmJa5cuYicnBwoFA5o1y4Qo0aFwN3dQ3fcvHmzsGvX9kfWYGdnhx079hncJxAI0NXfHU3rKbB0xzWER2dgxa7rOHkpAoXR+3Hi2CHk5uagfn1fjB//Jtq2DdA9Ny4uFr/++hPOnQtDYWEh2rQJwMSJ7+jWkS62e/dOrF69ArGxMXB1dcXQoSPRv//AMt+3EyeO4aOPJpXaHhjYAQsW/Kx33JIlv+HevTuwt1dg4MBBGD58NL8MICKqJRioTcTLL/dHfHwc3n77PQwZMrzU/m+//QJbt27GmDGvw9+/LSZNmoCNG7ehTp26ZZ6vmFAohFwuR8OGjTBu3AS0auUPwPAvQSKRCPb2CrRv3wFvvfXuI2d5JaKaSaPRIiEtBxEl1naOTMhCVk6hweMVNtKHwrM1nOxlvBfWhAiFQly5cgkJCfFwdXXT25eXl4djx46Ues7p0yfx3ntvo3PnZzFlymewsbFBbGw01q9fg9dfH4UlS1bqhWpHR0fMmzff4PXF4sf/uuGikGPq0DbYfToSmw+GY/eGb6HOy8DgoePQtlk9bNy4HpMnv4vFi1fC17chcnKydWtVf/jhVFhYSLBy5VK88854rF79J2xt7QAA+/fvxeefz8TgwUPQvv0zOHz4P3z99eeQSqXo3bvvI+u5desmbGxs8e23P+ptt7Gx0f3/pUsXMHXqB+jRoxdef30iLl48j8WLf4VGo8GoUSGPfc1ERGT+GKhNiFgsxoED+0oFapVKhYMH91f42+4hQ4bjtdeKzqXVApmZ6fj991/w4YfvYN26TXBxcQUANG/eEvPmfaN7Xn5+Pi5fvogFC75Genoavvnmhyd7YURksvIL1YhOUhYF5/u9ztGJShQYmHlTIADqOFrphmp7udrA08UatnLOeG/q/Pwa4+7d2zhwYG+pf2OOHDkIqVQKa2sbve0rVy5D06bN8PnnD/59aNOmHYKCOuHVV1/Ehg1r8eGHH+v2WVhI0Lx5iyeqUygUoG97b6TdC8P1jGh4dX4XYYmuEDvZYtqMLzBx/EicOnUCvr4NsX//HkRHR2H16j/h41MfANCggS8GDx6A/fv36pbzWrLkV3Tt2gOTJn0IAGjfvgMyMzMRGvp7mYE6PPwGfH0blvmali9fgoYN/TB9+lwAQFDQM1CpVFizZiWGDBkGqdTyid4PIiIyfQzUJqRdu0CcPHm8VA/C2bNhsLSUVfgfZplMBkdHJ91jJycnTJ78KQYO7IuDBw9g8OAhAIqCfMnjAKBuXXfExEQjNPR3ZGcrYWVl/QSvjIhMQWZOQdEEYSV6neNTc2Bo8USJhRCezvdD8/1Ztt2drSC1ED39wumJWVpaokOHTti/v3Sg3rdvD7p27YkTJ47qbU9JSTH4d7+TkxPef38ybG3tK1XLzp1/44svZuOnnxahTZt2Bo+5eO4o/P3boOtzHbDj+D2cuJqA65Fp+OyLJWhe3xEA8OyzPVCvXn1dmAYAC4ui+/ELC4tGU8TFxSIqKhIhIW/onb9r1x7Yv38PIiMjSg0PL3br1k0EBT3zyNdRUFCAc+fOYOxY/XN369YD69atwoUL5xEYGPSYd4OIiMxdjQzUWq0WUBU85WsKoS3u0RFLKnXvVJMmzRARca9UD8K+ff+ie/de2L9/zxPXKRIV/TJc/EtHWSSSotchEBTd86jVarFu3Sps2bIZqanJ8PT0xtChI/S+4b9+/Rp+/nkBrl+/CgcHJ7z++gTMmzcL33//C9q0aYe33x4Pd3cP3LlzG1FREXjvvcl47rkXsGPHNqxbtwpxcXGoU6cOXnxxEF5++VUIhUXX3rVrO9auXYXY2GjY2tqhW7eemDjxHUgkEqjVavz++y/Yu3c30tJSUbeuOwYPHoKBA1/W1bVr13Zs2LAWUVGRcHBwwIABwRg+fDSEQiHi4mIxePAAjBs3AZs3b4REIsHy5ev0hvURmRONVouk9FxEJSgRlaREXGoubkenIy0r3+DxtnILXXD2vt/r7KqQQyjkkO2apEePXpg+fSri4+Ph5lb0pW12thInTx7D99//UipQd+zYGWvWrMQ777yBPn2eh79/W90Q7379Bhq8hkpleCZ3kUik+3exQ4dOWLRoOXx8fB5Z661bN9G5c1eo4k8g5cQ6JCcnQmrjhs8j+uP5nl3wSrcGsLGxQfPmLQEUBeh79+7il19+gL29Pbp37wkAuHfvLgDA01M/NHt4FL2OqKhIg4E6Ly8P0dFRiImJxqhRryEi4i4cHZ0waNCreO214RAIBIiNjUFhYSG8vLz0nuvu7nn/3BEM1EREtUCNC9RarRY52+ZBkxButBpErg0hG/BppUJ1t2499YZ9FxYW4tCh//Djj78+caBOSkrETz8tgEwmR1BQx0cep9VqcfnyRfz553p06dIVcrkcALB48a/4999d+OCDj1Gvng/Onz+L+fO/glKpxEsvDUZychLefXcCOnV6Fh999Ani4+Mwf/6XUKvVeuffufNvTJ8+F76+DeHo6IitWzdj0aKF+OCDKWjatDlu3bqB77//BsnJiXjzzXcRHn4L33wzDzNmzEWTJs0REXEXs2ZNg52dHUaPHof//W8jDhzYh9mzv4CzswuOHz+M+fO/go+PL1q1ao0//1yHRYsW4q233kNgYBCuXbuKBQu+RkZGBt55531dXf/+uws//vgb8vPzGKbJbBSqNIhNzi5xv3PRElV5BWqDx7sqZLq1nT1div60t5Y+5arJGJ55phNkMjkOHNirux3o0KH/YG+vQMuWrUsd/8YbbyIzMxM7dmzDuXNnAADOzi7o0KEjXnllKOrV0w/E8fFx6NrVcIAcN24CRo8eBwBQKBRQKBRl1pqenoYDB/bCxsYW7056DyKxBD//thgxJ0Pxj1iGq3dTEdKvCRp62AMAJk9+F2FhpyAUCvHRR5/oRl0plVkAACsrK73zy+VFj7Ozsw1ePzz8FjQaDaKjozBu3ATY2NjiyJGD+O23n5CVlYk33nhLd+7icz04t7zMcxMRUc1S4wI1AAhgvr0q3bv3wvr1q3XDvk+dOgF7e3v4+TWu8LlWr16ODRvWAADUajUKCgpQr54P5sz5Utc7ARTN4tqrV2fd44KCAtjbK+5PsvImACA3Nxd//LEO06fPRseORce6u3sgPj4O69atwksvDcbWrZthbW2DTz6ZAbFYDB+f+nj//SmYOvUDvboaNvRD797P6R6vXBmKESPGoFev53Tnzc7OxnfffY2QkAmIjY2BQCBAnTrucHNzg5ubG77/fqHul5iYmBjIZJaoW9cdjo5OGDx4CDw8vOHl5QWtVos1a1bipZdewaBBrwAAPD29kJmZjoULf8CYMa/r6ggOHqw3dJDI1ChzC4uWqErIQkSCElGJWYhLyYFaU3rMtlgkhIezFbzdbNDExxHOtlK4Ocghk9bIv/apHKRSS3Ts2Bn79+/RBeq9e/9Fjx69DX4BbGFhgSlTpiEk5A0cP34UZ8+G4ezZMGzb9j/s3Pk3Zs2ah65de+iOd3R0wtdfLzB4bScnlwrVqlKpoFRmYcmSlbr5Ptq1bYtBLw9AduQhJNrVxVdrzuK59l4Y2Lk+xox5HSNHjsWhQ//hm2/mIT09DSNHji0asQaUen3F2x81CsPbux7mz/8JTZo01U3M2a5dIPLz87FhwxoMGzYKGo3G4LmLFY/uIiKimq3G/WYlEAggG/DpUx/yLRYLoXrCId8A0LhxE9St664b9r1//7/o2bNPpc41cOAgvPxy0X3SQqEQtrZ2sLYufT9co0ZNMHPm59Bqtbh37w5++GE+Gjb0w7hxEyGTyQAA9+7dQUFBPj7/fCa++GK27rnFQT0/Pw83blxHo0ZN9GZzLZ5NvCQPjwfD49LS0pCYmIClSxdh+fLFuu0ajQYFBfmIi4tF+/Yd0Lx5S4wbNwIeHl4ICGiPzp2fRaNGTQAAL700GIcOHUBw8PNo1KgJgoI6oGvXnlAoHJCWlorU1JRSvS+tWrWBSqVCRMQ9ODg43K/Ls6JvMVG10Gq1SMnM0y1PVbzGc0qm4SHbVpZiXa+zl0vR0O06jnKIhEKIxUIoFFZIS8t+8HcU1Vo9evTCJ598hLi4WMjlcoSFncTrr08s8zmOjk7o1+9F9Ov3IoCieT3mzJmO7777Gl26dNPdmmNhYYHGjZtWSZ0ymRz16vnowjRQ1BPculVr3Iu4h47N3XD0cjx2nYzExTspeL1fU3i52qBNm3bIysrEypWhGDp0pG6itexspd75c3NzAOCR84PY2NgYvH+6Q4dO+PvvLbh3726Jc+v3ROfkFJ3b0L+3RERU89S4QA3c/7bY4ukOYRSIhRAIquaX1e7de+HAgX0IDh6Mw4cPYcmSlZU6j42NbblColQq1R3n6ekFDw8vjB8/CrNmfYqvv/4eAoEAmvs9YHPmfAVv73qlzmFhIYFIJIJW+/j3QCp90DbFx0+a9D7atWtf6lhXVzdYWFjgp58W4ebN6zh58gROnz6BrVs34bnnXsCnn86Ep6cX/vhjC86dC8Pp0ydx6NB/WLEiFJ9+OhPt23cAUDQ7cUnFPQslw3/JuoieFpVag7iUnKIZtu/3OkcmKJGTb/heVCc7y6LwfH9tZy9XayhspFzzlsqlfftnYG1tjQMH9sHa2hp16rijceMmpY67cOEC3nhjAmbMmIOAAP1h3G3atMPQoSPw008LkJGRDoXCocrr9PT0REFB6S/GVSoVZJaWCOnXFA7iVGzedxYxaI65K8MwoJMPng/yQpMmTbF7905kZKTr7o+Ojo7WG+kVHR0NAI8clXT9+jVcv34FL744SO9nKz8/DwBgb28PZ2cXiEQixMRE6T23+PHDQ+KJiKhmqpGB2tx1794Ta9aswPbtW1G3rrvBAFudfHzqY+LESViw4Gts3boJAwe+DG/vehCJRIiPj9MN+QaAjRs34N69O5g8+VP4+jbEjh3boFKpdEH16tXLZV5LoXCAQuGAmJgYDBz4IPzv2/cvDh06gGnTZuP48aO4fv0qxox5HX5+jTFixGisXBmKVauW4dNPZ2Ljxg1QKBTo2bMPAgKCMGnS+3j77QnYt+9fPPfcC1AoHHDhwnl07txVd/4LF87BwsIC7u4eyMrKrNo3kOgRcvNVut7m4lm2Y5OzoVKXHrItEgpQ18lK1+tcdM+zNeSWj59QkOhRJBIJOnV6FgcP7odMJkOvXoZHQNWrVw95ebnYuHED2rYN1PVCF4uMjICjoyPs7cu+F7qygoI6YuXKUNy7d1cXTDMy0nHp0gU891w/AEBK9GVEnFyLF8Z+jRvxGvzv0B1cCE9G4tkjcHR0hELhAEdHIerWdcd//+3TTVQGAP/9tw+enl5wc6tj8Prh4Tcxf/5X8PT0Rtu2Abrt+/fvgaurG+rUqQuRSIRWrfxx8OABvPbaCF3wLvqywgZNmzarlveGiIhMCwO1CWrYsBE8PDyxePEvGD58zCOPO3/+LCIi7ultc3f3gKenl+EnVEBw8MvYv38PfvvtZ3Ts2AXOzi4YOHAQliz5DVZWVmjRohUuXjyP3377CcOGjQJQNPT6jz/W4euvP8ewYaOQnJyEBQu+BlDWPWYCDB06EosX/wJXV1d06NAJd+6E47vvvsYzz3SCRCKBWCzC8uVLIJfL0blzV2RmZuDo0cNo3rwVACA1NQUrViyBpaUlfH39EBV1D7du3cDgwa9BIBDgtdeGY+nSRahb1x2BgUG4evUKli1bjAEDgmFtbc1ATVVOq9UiXVmgF5yjEpRITM81eLxMKiqaIKxEr3MdRytYiHkPJlW9Hj16YcqU9yEUCvHee5MNHmNnZ4dJk97H119/gbfeGof+/YNRt647lEolDh06gF27tmPGjLl6f7cXFhbg8uVLj7xugwa+kMlkSEtLQ0xMNHx8fB455Hrw4Newc+ffmDz5PYwfPxEymRwrVy4FIMDQoSMAAAMHvoxt2/6HK/t/Q4fuL+PYtRQcPXsaWbEXMGjE+7qhSaNHj8MXX8yGra0dOnXqgiNHDmH//j2YPftL3fUerqlHj95Yv3415s6dgddfnwhHRyfs2bMLR44cwuzZX+pWzBg1KgTvvfcmpk+fihdeGIDLly9i/frVmDjxHa5BTURUSzBQm6ju3Xth5cpQ9OzZ+5HHzJs3q9S2kSPHYvz4N5/4+gKBAFOmTMPo0UPx3Xdf4auvFuCddz6AQuGA0NDfkZycBGdnF4wZ8zqGDx8NoKi3+bvvfsJPP32HMWOG3g/hL+PXX38sc5mu114bDqlUir/+2oCFC3+Ag4MjXnhhgO6+voCAIEydOh3r16/G4sW/wtLSEkFBHfH220UzdIeEvAG1Wo0FC75BWloqHB0dERw8GCNGFH0ZMXToSFhYSPDnn+vw00/fwcXFFcOGjdL9Ukb0JDQaLeJScxB1PzwX/5mVU2jweIWNVLc0lZdrUYB2srPkkG16agICgmBtbQNXV7cyhyUHB7+MOnU88NdfG/D77wuRkZEBudwKTZs2w48//lZqDemUlBRMmPDoL4GXLl2Fxo2b4vjxI49dh9rW1ha//RaK3377GQsWfAOVqhAtWrTGr7/O1N1X7eTkhF9/XYpFixZi56YlyM5WwtrBE3UDxuBSWh18t+E8Ql5oguef74+CggJs2LAGO3duQ9267vjss9no0aOX7noP1ySTyfDjj4uwePEvWLp0ETIy0uHj0wDz5n2LLl266p7Xtm0APv/8Gyxb9js+/fQjODm54M0339VN+kZERDWfQFs81aWJUqs1SE01vPREYWEBUlLi4OhYBxYWkqdcmT69Sclqqbt37yArK1NvArBLly5g4sQQbNq0Ha6ubo9+chWqzrYwpc+cqauJk2HlF6gRnaTU9TpHJigRk6REgYHXJxQIUMdRDs+HhmzbyJ/u56YmtgNVL3P+zGi0Whw4G4ONB8JRoNJAJhVhaE8/PNPczSy/tDLntqhp2Bamge1g/sylDR0crCASlW+kIHuoqcokJyfio4/exdSp0+Hv3xbJyUn46acFaN26zVML00RVJTNbf8h2ZIISCak5MPQNpNRCBE8X6/vhuajX2d3JChIL0VOvm6g2EwoE6NHWA818HBC6/Spux2YidMc1nL2ZhFHPNYatFb8IJSKiqsVATVUmICAI7703GWvWrMC3334BKytrdOrUBRMnvmPs0ogeSaPVIiktVy84RyZmIUNpeOk9OyuJXq+zl6sNXOxlj1zPlshcbdmyCfb2DujU6Vljl1Jhbg5yTB3eBrtORGLrkbs4dysZ4TEnMbJPY7Rt5Gzs8oiIqAZhoKYqFRz8MoKDXzZ2GUQGFarUiE7K1ptpOypRifwCdaljBQBcHeS6odrFS1XZWXN5NTIvb789HufPn9XbJhAIIJfL4eVVD6++OhQ9e+rP9h0ZGYlvvvkSdnb2CAzsAInkQc9uYWEhNmxYg127tiMxMQHOzi7o3bsvhg8fXeZ8GRWxe/dOrF69ArGxMXB1dcXQoSPRv//Acj//yJGDmDr1Qxw5EoaWDRyxZPtV3Lp2Ee+GvP/I54wdOx5jx46vguqJiKg2YaAmohpJmVuomyCsODzHJedAY2DaCAuxEB7OVvB0sYG3qzU8XW3g4WwFSwn/iqSawc+vET74YKrusUajRmJiAv74Yx1mzZoGa2sbBAU9o9u/cuVKNG7cFDExUfj3313o1+9F3b4ff/wO//yzHaNGjUOTJk1x8+Z1LFu2GPHxcfjkkxlPXOv+/Xvx+eczMXjwELRv/wwOH/4PX3/9OaRSKXr37vvY54eFncLs2Z/pHnu52mDGqAD8sVeGnWIxtFrA1kqC/s/UQz03WyxZ8huuX79S6ksFIiKi8qgRvy2a+LxqVIPws2Z6tFotkjPyEJmgRFTigyHbqZn5Bo+3llno1nb2vD9k281BBpGQS1RRzSWXW6F58xaltnfo0BH9+/fGjh3bdIE6KysLmzdvxuTJn+DWrZvYuHG9LlBnZmZg69ZNmDjxHQwdOhIA0K5dIADg119/woQJ70CheLK1qZcs+RVdu/bApEkfAgDat++AzMxMhIb+XmagzsnJxqpVy7F+/WpYWVkjN/fBMnUWYiGGP9cS7Zt7IXT7NSSm52JzWD7qW13CmTOnMHfuV/Dy8n6iuomIqHYy60BdvA5kQUE+JBIOw6TqV1BQFNJEIrP+0TFbKrUGsclFQ7Yj7q/tHJmoRG6+yuDxzvaWD2bYvj9kW2EjNcvZfomqg0QihVisP0x769bNkEgk6N69J5o2bYH169fg9OmTCAhoD6VSiRdfHIROnbroPcfT0wsAEBsbA4VCgZ07/37s0liGxMXFIioqEiEhb+ht79q1B/bv34PIyIhHBt/t27di+/ateP/9KUhJScby5UtKHdPQwx6zxgZg44Hb2Bd2D3u3LoODezN4NQood41EREQlmXUqEApFkMmsoVSmASj6xcBYvyhrNAKo1ey9NAXV0RZarRYFBflQKtMgk1lDyN7MapeTpyrqcU5UFgXnhCzEJGdDrSndtiKhAO7OVg96nV2s4eliA7mlWf8VR1SlVKoHXzyp1WokJSVi+fIlyMnJRp8+z+uO2bjxDwwcOBBSqRTu7h4IDOyAP/9ch4CA9qhb1x0ffTS11LkPHjwAsVisC9YdOnTCokXL4ePz6HWuDbl37y4AwNNTPzR7eHgAAKKiIh8ZqDt27IIBA16CpaUlQkN/f+Q1LCVijOjTCPHX9iA8PxO2fuPxxeozeKGDNwZ09IG4nMukEBERAWYeqAHA1tYBAHSh2liEQiE0GtNdS602qc62kMmsdZ85qhparRZpWfm6e52j7g/ZTkrPM3i8TCrWLU1VPGFYXScr/hJMVIbz58+ia9cgvW0CgQD16/ti7tyvdD3OBw/uR0JCPF555RXdccHBL+OTTz5ERMQ9eHvXK3Xu//7bh927d2Lw4CGwtbUFACgUikoN/VYqswAAVlZWetvl8qLH2dnZj3yuu7tHua9TWFiIw/v/RvfuveDRthlOXE3A9mMRuBiegnH9msLDxbrCtRMRUe1k9oFaIBDAzs4RNjYKqNWGh31WN5FIADs7OTIycthLbWTV2RYikZg9009IrdEgPiXnQa/z/XuelbmFBo93tJXCs3jI9v0JwxztLDlkm6iC/PwaY8qUTwEAiYmJWLr0N6hUKsye/QXq1XvQi9yjR2/06fMcFAorpKUVhddOnbrg8OHTBs974MBezJkzHa1bt8GECRVbIrFkjzlQdBtX8TwVD/+MF2+vquXpDhzYi9TUFIwYPgoNG/qhjZ8zVu2+gchEJeasPI3gzvXRJ9CLy+EREdFjmX2gLiYUCiEUSh5/YDUQi4WwtLREbq4aKhV7qY2JbWE68gpUuH4vFZduJeJeXBaiErMQnZSNQgPtIhQIUMdJ/qDn2aXonmdrWdUswUNU28nlcjRu3BQA0LhxU7Ro0RKjR7+GDz54G6GhayrVm7xhwxr8+utP8Pdviy+//E5vaa3HiYuLxeDBA/S2ffrpTNjbF9WRna3U25ebmwMAsLKqmp7jAwf2wcenPho29AMAtGvsgoYedlix6zou3E7Bxv9u41x4Msa90AQuCnmVXJOIiGqmGhOoich4MpQlhmwnKhGRoERiag4MjRGQSkRF6zqXGLbt7mQFC7HoqddNVFspFA744IOPMW3aFPz443zMmjWv3M/VarX44YdvsWnTn+jevRc++2x2hcI0ADg5OWPp0lV62+rUqYusrKIh39HR0fDza6zbFx0dDQDw8alfoesYolKpcPr0CQwbNkpvu521FJNebokjF+Owbt8thEdnYOay03iluy+6tq7LkTFERGQQAzURlZtGq0ViWm7Rus73h2xHJSiRkV1g8HgHWyk8nIvucy7ueXZWyCDkL6ZERvfss93Rvv0z2Lt3NwYMCC73bNy///4LNm36E6++OhRvv/1+pYKmhYWFrse8JDs7e9St647//tuH7t176rb/998+eHp6wc2tToWv9bDbt8ORl5eHFi1aldonEAjQuVVdNPFWIHTHNdyISsfq3Tdw7lYSxvRtAoUNVxQhIiJ9lQrUW7ZsweLFixEVFQUvLy+8/fbb6Nu3aG3Ia9euYd68ebh8+TLs7e0xYsQIhISEVGnRRFT9CgrViEnOLgrP93ufoxOzkV+oLnWsAICbo/xBcHa1hk8dW9TzdEBaWjaH3xOZqHff/QAjR57CDz98i2XL1kIsLvvXglu3bmDt2pVo3LgpunXrhStXLuvt9/HxgZWVNdLS0hATE617XBGjR4/DF1/Mhq2tHTp16oIjRw5h//49mD37S90xT3L+O3fCAQD16j26t9vJXobJQ/2xNywaf/13G5fvpGL60pMY3scP7Zu4sreaiIh0Khyot27dik8//RQff/wxunbtiu3bt+ODDz6Am5sb6tWrhzFjxqBnz56YPXs2zp8/j9mzZ8Pe3h6DBg2qjvqJqAoocwtL9TrHpeRAoy09aNtCLISHszW8S6zt7OFsDalEf8i2WMwJ3IhMnZdXPQwe/BrWr1+NzZv/xCuvDC3z+IMHD0Cr1eL69auYMGFMqf3F604fP36kUutQA8Dzz/dHQUEBNmxYg507t6FuXXd89tls9OjRS3fMk5w/NTUFAGBjY1PmcUKBAL0DPNHcxwFLt1/FvfgsLN52FWdvJmNEbz/YyI0zbwsREZkWgVZr4DfmR9BqtejRowf69OmDjz/+WLc9JCQEgYGBAIC1a9di//79um+5FyxYgH///Rf//PNPpQpUqzVITX30MhmmQCwW6mZEZU+ccbEtyqbVapGUkYeo4vB8v/c5LSvf4PHWMgu94OzlagNXBxlE5ZjtnG1hGtgOVFH8zJSmUmuw43gE/j56DxqtFnZWEozu2xitfJ2q9bpsC9PBtjANbAfzZy5t6OBgBVE5l2StUA/1nTt3EBMTg/79++ttDw0NBQC8/vrrCAgI0BsyFhQUhN9//x0pKSlwdHSsyOWI6Amo1BrEJmcjQre2sxJRiVnIzS89ZBsAXOxl8HR9cK+zl6sN7K0lHNpIRLWeWCTEi5180LKBI5Zuv4q4lBz8+NdFdG5ZB0N6NIRMyilpiIhqqwr9C3Dv3j0AQE5ODkJCQnD16lV4eHhg4sSJ6N69O+Lj4+Hn56f3HBcXFwBAbGxspQO1qQ8dLf72orzfYlD1qa1tkZ1XiKgEJSISshAZn4WIhCzEJGVDrSk9AEUsEsDD+X5wdrOGt6stvFytq/wXwtraFqaG7UAVxc/MozX0tMfcce3x13+3sftkJA5fjMO1iDSMH9AMjb0rvvTY47AtTAfbwjSwHcxfTWzDCv0GrVQWrQv58ccf4+2338ZHH32E3bt3480338Ty5cuRl5dXaukMqbRoRsz8fMNDSh9HKBRAobCq1HOfNltbmbFLoPtqaltotVokp+fhbmwGbsdk4G5sBu7EZCAhNcfg8VYyC9Sva4f67nao724Ln7p28HS1gfgp/iVWU9vC3LAdqKL4mXm0t17xR5e2nvhhwzkkpubgyzVn8GKXBhjRtwkkFlW/BCDbwnSwLUwD28H81aQ2rFCgtrCwAFB0z3RwcDAAoEmTJrh69SqWL18OS0tLFBToL59THKTlcnmlCtRotMjMNBwWTIVIJIStrQyZmblQq033XoDaoCa1hVqjQVxyTlGvc0IWIuKzEJGgRHZuocHjnewsdTNse7vZwNvVBo52lqWGbGdl5j6N8mtUW5gztgNVFD8z5ePhIMPckECs23MTB8/HYsvB2zh1JR7jBzRD/bq2VXINtoXpYFuYBraD+TOXNrS1lVXPPdRubm4AUGpYt6+vL/777z+4u7sjMTFRb1/xY1dX14pcSo8p37BeklqtMZtaazpza4u8AhWiE+/f75xYNGFYdFI2VAb+ohEKBKjrJNfd6+zpagNPF2tYyyxKHatWawGUe97BamFubVFTsR2ooviZeTwLkRCjnmuM1r5OWL7rOmKTszFn+Wn0e8Yb/Z6pV2WjgdgWpoNtYRrYDuavJrVhhQJ106ZNYWVlhQsXLqBduwfLVNy8eRNeXl5o06YNNmzYALVaDZGoaMjT8ePH4ePjwwnJiO5LV+YjMqFogrCIBCWiErKQmJZrMPZKJaKiCcJcbODpag1vVxvUdZLDQlz1QwqJiKhyWvk6YW5IIFb/exNh1xOx7eg9XLidgtf7NUVdJ/O4bY2IiCqnQoHa0tIS48aNwy+//AJXV1e0bNkSO3bswNGjR7FixQr4+vpi6dKlmDZtGsaNG4eLFy9i5cqVmD17dnXVT2SyNBotEtJy9NZ2jkxUIjO7wODx9tYS3ZDt4gDtbC+DkLNsExGZPBu5BBNfbIaTfk5Y++9NRMRnYdby03j52froGeDJv8uJiGqoCk/r++abb0Imk+H7779HQkICGjRogJ9//hnt27cHACxduhTz5s1DcHAwnJ2dMWXKFN391kQ1VX6hGjFJ2Q+Cc0IWopKUKCgsPZRFIADcHOR6y1N5uljD1kpi4MxERGQuBAIBgpq6oZGnAst3XsPlu6nYsD8c524lI+SFJnCyrzmT8BARURGBVqs17g2Wj6FWa5Camm3sMspkLguU1wZPoy2ycgoQmXg/NN/vdY5LyYahnySJWAjP+/c5F93vbA0PZ2tIq2EWWFPDnwvTwHagiuJnpmpotVocPB+LP/aHI79QDUuJCEN6NETnlnVKTRb5KGwL08G2MA1sB/NnLm3o4GBVPZOSEdUmGq0Wyem594ds3w/QiUqkZRleAs5GbqHX6+zlag1XhRxCIYf5ERHVNgKBAF393dG0ngJLd1xDeHQGVuy6jnM3kzC6b2PYWUuNXSIREVUBBmoiAIUqDWKTsxGZkIXIxKKJwqKSlMjNVxs83kUhKxGeiwK0nZWk3L0ORERUO7go5Jg6tA12n4rE/w7fwYXbKZgeegoj+zRCu8Yuxi6PiIieEAM11TrZeYW6odqRCUVLVMWlZEOtKT1mWywSwN3ZWq/X2cPZGjIpf3SIiKh8hEIB+gZ5o0V9RyzdfhWRiUr8uuUygpq6YlhvP1hZll72kIiIzANTAdVYWq0WqZn5ul7n4iHbyRl5Bo+3shTrJggrnmnbzVFeZeuIEhFR7ebhYo3PRrXDtqP3sOP4PZy4moDrkWkY+3wTNK/P5UWJiMwRAzXVCCq1BvEpOYhJzkZCRh5u3EtFZEIWsvNUBo93srOEp0vRus6e98Ozg62UQ7aJiKhaiUVCvNSlPlr5OmLp9mtISM3Bgj8voKu/O17p1gCWEv5qRkRkTvi3Npmd3HwVohKViCoesp2oRExSNlTq0jMFioQC1HWyuj/D9oOZtjm8joiIjKlBXTvMGhOAv/67jX1novHfuRhcvZuKkH5N0NDD3tjlERFROTFQk8nSarVIVxYgKrHoPufi8JyYlmvweEuJCN6uNmjorYCbvQzuTlao62QFCzGHbBMRkemRWogwrJcf/Bs6YdnOa0hMz8VXa87iufZeGNi5PsT894uIyOQxUJNJ0Gi0SEjLQUSJtZ2jErKQmVNo8HiFjVSv19nLzQZOdpaQWIjMYm07IiKiYk3rOWDO2PZYv/cmjl6Ox66Tkbh0JwVvvNgcCoWVscsjIqIyMFDTU5dfqEZ0krIoON/vdY5OVKLAQAAWCIA6jla6WbY9Xa3h6WINW7nECJUTERFVD7mlGCH9msLfzxkr/7mO6KRszFp2CkP7NEZ3/zrGLo+IiB6BgZqqVWZOQdHs2iWWqYpPzYG29ApVkFgIi2bYdnkwUZiHsxUkFqKnXzgREZERtPFzhq+7HVbtvoGzN5Owetc1HLsYi5AXmsDNQW7s8oiI6CEM1FQlNFotktJzEZWgLBq2fT88pysLDB5vK7e4v65z0drOni7WcFXIIRRylm0iIqrdbK0keCu4OU5eS8Caf2/idkwGZi07hcHdfNGtjTuEXJGCiMhkMFBThRWqNIhNzi5xv3NRgM4rUJc6VgDAxUF+f8i2NTxdbODtag07a+nTL5yIiMhMCAQCdGpZF0EtPTB/TRiu3kvF2j03cfZmEkJeaAIHW0tjl0hERGCgpsdQ5hYWLVGVkIWIBCWiErMQl5IDtab0mG2xSAgPZyt4uRbd7+zlYgN3ZyvIpPyYERERVYazQoYpw/yx51QUNh4Ix7WINEwPPYWhPRvimeZuELC3mojIqJh0CEDRElUpmXm65amKh2ynZOYbPN7KUqwbru3lUvSnm6McIiGX+CAiIqpKQoEAPdp6oJmPA5Zuv4o7sZkI3XENZ28mYdRzjWFrxYk6iYiMhYG6FlKpNYhLySmaYft+r3NkghI5+SqDxzvZWZYKzwobKb8VJyIieorcHOT4ZHgb7DoRia1H7uLcrWSEx5zEqOcao42fs7HLIyKqlRioa7jcfJWut7l4lu3Y5Gyo1KWHbIuEArg7Welm2C6eLExuaWGEyomIiOhhIqEQ/Z6ph5YNHLFk+1XEJGVj4eZL6NjcDa/19IPckr/aERE9Tfxbt4bQarVIVxboBeeoBCUS03MNHi+TiuDpot/rXNfJCmIRh2wTERGZOi9XG8wYFYAtR+7gnxOROHo5Htci0zD2+SZoWs/B2OUREdUaDNRmSKPRIi41B1H3w3Pxn1k5hQaPd7CVFq3tfH+mbS9XGzjZWXLINhERkRmzEAsxuKsvWvs6IXT7NSSm52L+hvPo0dYDL3dtAKmFyNglEhHVeAzUJi6/QI3oJKWu1zkyQYmYJCUKVJpSxwoFAtRxlOuWpyoesm0j52QlRERENVVDD3vMGhuAPw/cxn/nYrDvTDQu303FuH5N0KCunbHLIyKq0RioTUhmtv6Q7cgEJRJSc1D6bmdAaiGCp4v1/fudi3qd3Z2sIOG30URERLWOpUSMkX0awb+hE5bvvIaE1Bx8sfoMXujgjQEdfXhLFxFRNWGgNgKNVouktFy94ByZmIUMZYHB4+2sJPB0tYa3a/GwbRu4KGQQcsg2ERERldCiviPmjmuPtf/exImrCdh+LAIXw1Mwrn9TeDhbG7s8IqIah4G6mhWq1IhOytabaTsqUYn8AnWpYwUAXB3kuqHaxQHazlr69AsnIiIis2RlaYHxA5rB388Zq3ffQGSiEnNWnEZwl/roE+AFoZBfyBMRVRUG6iqUlVOAe7GZD3qeE5WIS86BRlt60LaFWAgPZ6ui9Z1drOHpagMPZytYStgkRERE9OQCGrvAz8MOK3Zdx4XbKdh44DbO30pGyAtN4KKQG7s8IqIagemtCtyKSseS344hPiXH4H5rmYXe8lSerjZwc5BBJOT9TERERFR97KylmPRySxy5GId1+27hVnQGZi47jVe6+6Jr67pc8YOI6AkxUFeBiIQsXZh2trfU63X2crGGwkbKf7CIiIjIKAQCATq3qosm3gqE7riGG1HpWL37Bs7dSsKYvk2gsOGtZURElcVAXQW6t/FAUEt3CDUaSMTsdSYiIiLT42Qvw+Sh/th7Ogp/HbyDy3dSMSP0JIb19kP7Jq788p+IqBKY/qqAUCiAp6sN5Jb8foKIiIhMl1AgQO9AL8wcEwBvNxtk56mweNtVLNp6BcrcQmOXR0RkdhioiYiIiGoZdycrTBvRFi928oFQIMDp64mYvvQkLoQnG7s0IiKzwkBNREREVAuJRUK82MkH00a2RR1HOTKyC/DjXxexfOc15OarjF0eEZFZYKAmIiIiqsV86thi5ugA9A7whADA4YtxmLnsFG5Ephm7NCIik8dATURERFTLSSxEGNKjIaYM9YeTnSWSM/Lwzbpz2LDvFgpVamOXR0RkshioiYiIiAgA0MhLgdljA9GlVR1oAfx7Ogqzlp/G3bhMY5dGRGSSGKiJiIiISEcmFWN03yaY9HJL2FpJEJeSg3mrzmDrkbtQqTXGLo+IyKQwUBMRERFRKa19nTA3JBDtGrtAo9Vi65G7+GL1GcQmZxu7NCIik8FATUREREQG2cglmPhiM4wf0BRyqRj34rMwa/lp/HsqEhqt1tjlEREZHQM1ERERET2SQCBAUFM3zB3XHs19HKBSa7Bhfzjmrz+H5PRcY5dHRGRUDNRERERE9FgKGynef6UVRvZpBImFENcj0zFj2SkcuhALLXuriaiWYqAmIiIionIRCATo6u+OOWMD4ethh7wCNVbsuo6f/rqIDGW+scsjInrqGKiJiIiIqEJcFHJMHdoGg7s2gFgkwIXbKZgeegph1xONXRoR0VNV4UAdExODRo0alfpv48aNAIBr165h+PDhaN26Nbp27YrQ0NAqL5qIiIiIjEsoFKBvkDdmjAqAl4s1lLmF+HXLZSzedgXZeYXGLo+I6KkQV/QJN27cgFQqxd69eyEQCHTbbWxskJaWhjFjxqBnz56YPXs2zp8/j9mzZ8Pe3h6DBg2q0sKJiIiIyPg8XKzx2ah22Hb0LnYcj8CJqwm4EZWOMX0bo3l9R2OXR0RUrSocqG/evAkfHx+4uLiU2rdy5UpIJBLMmjULYrEYDRo0QEREBJYsWcJATURERFRDiUVCvNSlAVr5OmHp9mtISM3Bgj8voKu/O17p1gCWkgr/yklEZBYqPOT7xo0b8PX1NbgvLCwMAQEBEIsf/KUZFBSEu3fvIiUlpfJVEhEREZHJa1DXDrPGBKBHWw8AwH/nYjBr2Wncik43bmFERNWkUj3Uzs7OGDp0KO7duwdvb2+8+eab6Ny5M+Lj4+Hn56d3fHFPdmxsLBwdKzfsRyw27bnTRCKh3p9kPGwL08G2MA1sB6oofmZMh7m2hVgsxKi+jdGusQuW/H0Fiem5+GrtWTzfwRsvdWkACxP/vc4Qc22LmobtYP5qYhtWKFAXFBTg3r17kMlkmDJlCuRyObZt24bXX38dy5cvR15eHiQSid5zpFIpACA/v3JLKQiFAigUVpV67tNmayszdgl0H9vCdLAtTAPbgSqKnxnTYa5t0UlhBf8mbli85RL2h0Vhx7EIXLmbhvdfa4P67nbGLq9SzLUtahq2g/mrSW1YoUAtkUhw+vRpiMViXXBu3rw5bt++jdDQUFhaWqKgoEDvOcVBWi6XV6pAjUaLzMycSj33aRGJhLC1lSEzMxdqtcbY5dRqbAvTwbYwDWwHqih+ZkxHTWmL0c81QgsfBZbtuIZ7cZn44IeDCO5SHy884w2R0Dx6qWpKW5g7toP5M5c2tLWVlbsXvcJDvg0FYz8/Pxw5cgRubm5ITNRff7D4saura0UvpaNSme6bXZJarTGbWms6toXpYFuYBrYDVRQ/M6ajJrRFqwZOmBvSHqt238DZm0n467/bOHczCSH9msLNoXKdLsZQE9qiJmA7mL+a1IYV+lrw+vXr8Pf3R1hYmN72y5cvw9fXFwEBAThz5gzUarVu3/Hjx+Hj41Pp+6eJiIiIyPzZWknwVnBzhLzQBDKpCLdjMzFr2SnsOxMNjVZr7PKIiCqlQoHaz88PDRs2xOzZsxEWFobbt2/jyy+/xPnz5zFhwgQMGjQISqUS06ZNQ3h4ODZv3oyVK1fijTfeqK76iYiIiMhMCAQCdGxRB3PGtkcTbwUKVBqs3XMTC/44j9TMPGOXR0RUYRUK1EKhEIsWLUKLFi3w3nvvITg4GBcuXMDy5cvRqFEjODo6YunSpbh79y6Cg4OxcOFCTJkyBcHBwdVVPxERERGZGUc7S3w4pDWG9fKDRCzE1XtpmB56Cscux0HL3moiMiMCrYn/raVWa5Camm3sMsokFguhUFghLS27xtwLYK7YFqaDbWEa2A5UUfzMmI7a0hbxqTlYuv0q7sRmAgDa+Dlj5HONYCuXPOaZT09taQtTx3Ywf+bShg4OVuWelMw8plYkIiIiohrJzUGOT4a3wUtd6kMkFODszSRMX3oSZ28mGbs0IqLHYqAmIiIiIqMSCYXo90w9TB/VDu7OVsjKKcTCzZcQuv0qcvJUxi6PiOiRGKiJiIiIyCR4udpgxqgA9G3vBQGAo5fjMWPZSVy7l2rs0oiIDGKgJiIiIiKTYSEWYnA3X3w8rA2c7S2RmpmPbzecx9o9N5FfqH78CYiIniIGaiIiIiIyOX6e9pg9NhBd/d0BAPvORGPW8tO4HZth5MqIiB5goCYiIiIik2QpEWNkn0Z4/5VWsLeWICE1B1+sPoPNh25DpTbdGYKJqPZgoCYiIiIik9aiviPmjmuPoKau0GqB7cci8PnKMEQnKY1dGhHVcgzURERERGTyrCwtMH5AM0wc2BzWMgtEJioxZ8Vp7DoZAY1Ga+zyiKiWYqAmIiIiIrMR0NgFc0MC0aqBI1RqLTYeuI2v151FYlqOsUsjolqIgZqIiIiIzIqdtRSTXm6J0X0bQyoR4VZ0BmYuO43/zsVAq2VvNRE9PQzURERERGR2BAIBurSqizljA9HI0x75hWqs2n0D32+8gLSsfGOXR0S1BAM1EREREZktZ3sZJg/1x5DuvhCLhLh8JxUzQk/i5NUEY5dGRLUAAzURERERmTWhQIDegV6YOSYA3m42yM5T4fdtV/DblstQ5hYauzwiqsEYqImIiIioRnB3ssK0EW3xYicfCAUCnL6eiOlLT+JCeLKxSyOiGoqBmoiIiIhqDLFIiBc7+WDayLao4yhHRnYBfvzrIlbsuobcfJWxyyOiGoaBmoiIiIhqHJ86tpg5OgC9AzwhAHDoQhxmLjuFG5Fpxi6NiGoQBmoiIiIiqpEkFiIM6dEQU4b6w9HWEskZefhm3Tls2HcLhSq1scsjohqAgZqIiIiIarRGXgrMCQlE55Z1oAXw7+kozF4RhnvxmcYujYjMHAM1EREREdV4MqkYY55vgkkvt4StlQSxydmYt+oMth65C5VaY+zyiMhMMVATERERUa3R2tcJc0MC0a6RM9QaLbYeuYsvVp9BbHK2sUsjIjPEQE1EREREtYqNXIKJA5tjfP+mkEvFuBefhdkrTuPf01HQaLXGLo+IzAgDNRERERHVOgKBAEHN3DB3XHs093FAoUqDDftuYf76c0hOzzV2eURkJhioiYiIiKjWUthI8f4rrTCiTyNILIS4HpmOGctO4fCFWGjZW01Ej8FATURERES1mkAgQDd/d8wZGwhfDzvkFaixfNd1/PTXRWQo841dHhGZMAZqIiIiIiIALgo5pg5tg8FdG0AsEuDC7RRMDz2FU9cSjF0aEZkoBmoiIiIiovuEQgH6BnljxqgAeLpYQ5lbiIWbLuG7tWeQnVto7PKIyMQwUBMRERERPcTDxRrTR7VDv2e8IRAA/52NxqeLT+DynRRjl0ZEJoSBmoiIiIjIALFIiJe6NMD0UQGo62SFtKx8LPjzAlbvvoH8ArWxyyMiE8BATURERERUBl8PO/z4YVf0CvAEABw4F4OZy07hVnS6cQsjIqNjoCYiIiIiegxLiRgj+jTCR0NaQ2EjRWJ6Lr5aexYb/wtHoUpj7PKIyEgYqImIiIiIyqlpPQfMDQnEM83doNUCu05EYu7K04hMyDJ2aURkBAzUREREREQVILe0wLh+TfH2Sy1gI7dAdFI25q4Mw/Zj96DWsLeaqDZhoCYiIiIiqoQ2fs6YG9Ie/g2doNZosfnQHXy15iwSUnOMXRoRPSUM1ERERERElWRrJcHbL7VAyAtNIJOKcDs2EzOXncK+M9HQaLXGLo+IqhkDNRERERHRExAIBOjYog7mjG2PJt4KFKg0WLvnJhb8cR6pmXnGLo+IqhEDNRERERFRFXC0s8SHQ1pjaM+GkIiFuHovDdNDT+HY5Tho2VtNVCMxUBMRERERVRGhQICe7Twxa2wg6te1RW6+Cku3X8Mv/7uMzJwCY5dHRFWMgZqIiIiIqIq5OcjxyfA2CO5SHyKhAGdvJmH60pM4dzPJ2KURURWqdKC+e/cu/P39sXnzZt22a9euYfjw4WjdujW6du2K0NDQKimSiIiIiMjciIRC9H+mHj4b2Q7uzlbIyinEz5svIXT7VeTkqYxdHhFVgUoF6sLCQnz00UfIyXmwJEBaWhrGjBmDevXqYdOmTXjnnXfw448/YtOmTVVWLBERERGRufF2s8GMUQHo294LAgBHL8djxrKTuHYv1dilEdETElfmST///DOsrKz0tv3555+QSCSYNWsWxGIxGjRogIiICCxZsgSDBg2qkmKJiIiIiMyRhViIwd180crXCaE7riIpPQ/fbjiPnm09MKhrA0gtRMYukYgqocI91KdPn8Yff/yBr7/+Wm97WFgYAgICIBY/yOhBQUG4e/cuUlJSnrxSIiIiIiIz5+dpj9ljA9HV3x0AsPdMNGYtP43bsRlGroyIKqNCPdSZmZmYMmUKPvvsM9SpU0dvX3x8PPz8/PS2ubi4AABiY2Ph6OhY+SLFpj13mkgk1PuTjIdtYTrYFqaB7UAVxc+M6WBbmI6qbgtrsQRjX2iCdo2dEbr9GhJSc/DF6jPo39EHAzv7QMw2N4g/E+avJrZhhQL1rFmz0Lp1a/Tv37/Uvry8PEgkEr1tUqkUAJCfn1/pAoVCARQKq8cfaAJsbWXGLoHuY1uYDraFaWA7UEXxM2M62Bamo6rb4tl2VmjTtA4Wbb6IQ+disO3IXVy+m4oPXmsD7zq2VXqtmoQ/E+avJrVhuQP1li1bEBYWhr///tvgfktLSxQU6K+tVxyk5XJ5pQvUaLTIzMx5/IFGJBIJYWsrQ2ZmLtRqjbHLqdXYFqaDbWEa2A5UUfzMmA62hemo7rYY90ITtPRxwPJd13EnJgPvff8fBnVtgL7tvSEUCqr8euaKPxPmz1za0NZWVu5e9HIH6k2bNiElJQVdu3bV2z5z5kyEhoaibt26SExM1NtX/NjV1bW8lzFIpTLdN7sktVpjNrXWdGwL08G2MA1sB6oofmZMB9vCdFRnW7Txc0b9urZYses6Lt5OwR/7wnH2RhJCXmgCF0XlO6dqIv5MmL+a1IblDtTz589HXl6e3rbevXtj0qRJeP7557Fjxw5s2LABarUaIlHRLIXHjx+Hj4/PE90/TURERERUG9hbS/Huyy1x+GIc1u+7hVvRGZi57DRe7e6LZ1vXhUDA3moiU1Puu8FdXV3h7e2t9x8AODo6wt3dHYMGDYJSqcS0adMQHh6OzZs3Y+XKlXjjjTeqrXgiIiIioppEIBCgS6u6mDM2EH6e9sgvVGPV7hv4fuMFpGVVfl4iIqoeVTa9mqOjI5YuXYq7d+8iODgYCxcuxJQpUxAcHFxVlyAiIiIiqhWc7WWYMtQfr3b3hVgkxOU7qZgRehInryYYuzQiKqFCs3w/7MaNG3qPW7ZsiT/++OOJCiIiIiIiIkAoEKBPoBea13fE0u1XERGfhd+3XcHZm0kY0acRrGUWxi6RqNarOQuAERERERHVQO5OVpg2oi1e7OQDoUCA09cTMX3pSVwITzZ2aUS13hP1UBMREVHNodVqodWooSnMh1ZVAK1KA0D70EGlnlXyBGWd/eGLlVVI2XWW95ql9lXymk90nrLev7LPoxYLUaiVQZ2ZC41KXe7z6L8/pU5cgXoqcGyF2r6qzlP+dijrUXnOoxUJkZtpicKsMpb6eQqfoRe8gLbWMuw+FYnUrHzs2XoHcT4O6NyqLqQWwkc9rfSGUk1SRn2V/pmv+vNohAJkWUmRn50PTWXaoSLXLLG/9PtT3us9vP8Jji3v3x1PdJ7yH1v6ZZfvmoVCAWRN2wGyOg+fwGwxUBMREVUTrUYDaFSARg3t/T+hVgEaFbRqdRn77j8u3qd7XLl9+ucvuU8F7f3jdeeBFunGfuNIJ9PYBZCO0tgF3GcH4BUAsLm/IRnQ7ANyjVfSU5Vt7ALoiSXePAyb174xdhlVhoGaiIjMglar1QVHqFUPQqJGfT9IPgiND/bpB9ey9umdo+Q+dXHoNHS9+/vUJc+v1u17fK8LPR2CMh4+vAyR4NG7Knuexx1bxlJIAqGw6LNf/FEqq6bHLKkkKO+xj12aqfzX1N9fkWMft6+Sxz6mTfWbSX+fSCwq6p3WPv48T+tzlFegQnJGHlTqog+IrZUEChupgeW1yjrPw/WW8XmswGe3Oj5HAgFgYSFGYaH60X+9Vtvn6NHPK3M5s6q6ZlX9DJR6+AQ/wxX47BafRiAQQNE8CAVlX9WsMFATEdVCRb+gq/VDYMmeTo0KUKtLBUZtcVDUPVY/1NNZgX0Ph1W1Wi/s6oVftbqoXnMnEAJCMSAUQSAq+hP3/xQIxUX7RMX/f3+foPjY4n2i++cQPzhHufY9eFzWPrFEAoWDDdIzcqBSFQ+prMAv46V2PUHQqEgQqoHr84rFQigUVkhLyy7RFmQMptoWVgDk+Sps2HcLhy/GAZlA3UIrjOvXBPXcbI1dXpUz1Xag8hOLhbBSWKEgreaMNWCgJiKqAqWG9pbo7XzQC6rSC5kPejofDq4P9ao+bt/D53joGpnQQFNYWGp4sPkTACLRg4AqFN8Pp+KiYGlwn35Y1QuuFd1XIpQWBdnS+0qdQ2D6c4EKxUIIpTIILDQQCPgLK5Gpk0nFGPN8E/j7OWPFruuITc7GvFVn0P+Zeni+gzfEItP/e4fInDFQE5HJ0Wo1pe/3fHg47WP2lRwO/Ph9hoYDl3fo8P3HNWFor67HUlyip1P0UG9mGfuEYghEIsO9oAb3lQy7D5/z8fsgENbIXkkiospo7euEuSGBWL37BsJuJGHLkbs4H56Mcf2aoq6TlbHLI6qxGKiJajjd0N5Sw3cfGk77yH2GelIfs0+thgBq5AuBgvz8ov3qksOIDQ0dfrCvRg3tfXj4rrBkz+cjekT1nmco1D5i38NDh4UiiCUWsLW3QVZ2IVRaQYlhxSWCsUhUNKyY4ZSIyKzZyCWYOLA5Tl5NwJp/b+JefBZmrziNQc82QM92HhDy73miKsdATVRBD4b26g+1ffj+z8fve3g4cFn7yh4e/Lh9xlJYZWd6MLS31FDbkr2eevsMDPN94n3FQ4nFD/2/6Q7tFYuFkCqskJOWfX8JJCIiqskEAgGCmrmhkZcCy3dew+W7qdiw7xbO30rC2OebwMleZuwSiWoUBmoyqrKH9hqYwMjgvgfbVdAgTSpErjIHGpWBntTHLSOjC7+Ghgff70F93Np/5kCvV/QRw2nL2qcLso/eJ7SwgJW1FXLyVNCgZFA1NHRYPxiX2ic0jXBKRERkLhQ2Urz/Siv8dz4Wf+y/heuR6Zix7BRe69EQnVrW4agkoirCQF2DPFhSxkBPZ4kZex9eHubR+4p7Oh+/T6tW3R9WXPqcZQ0Phrbqe8ye+jqMguLJj/QnRdIPkAYmTHq4p1MvSFZ2X+nhwMYa2isWC2GrsIKaM3ESEREZhUAgQDd/dzStp0Do9msIj8nA8l3Xce5WMkY91wh21lJjl0hk9hioq4BWq0Fe9A0UJqdAXajSuzdUfzmYEsN3H7tUzMPBuKx9JSZRMnsCg8Np9XtEDey7/1goFkNqaYkClRYagYEhug/P+lvWPr1rGx4ObEpDe4mIiIgMcVXIMXVYG+w+FYn/Hb6D8+HJCA/NwMg+jdCusYuxyyMyawzUVSD/4r9IP7rO2GUYpncvqKHeTEP7SoTFUrP7PrzP0IRKZe3TD66l9j3h0F6uT0hERERUmlAoQN8gb7So74gl268iKlGJX7dcRlAzVwzr5QcrSwtjl0hklhioq4DYrSGk7n5QFRRAK9APoaV7Uh8ahvvwPlEZzysZfg0M+X14H5eUISIiIqKSPFysMX1UO2w9chc7T0TgxJUE3IhMx5jnG6O5j6OxyyMyOwzUVUDs2gDOo79krygRERERmTyxSIhBzzZAa18nLN1+FQlpuVjwxwV083fHK918IZWIjF0ikdngzZ9ERERERLVQA3c7zBobiB5tPAAAB87FYOayUwiPzjByZUTmg4GaiIiIiKiWklqIMKy3Hz4c0hoKGykS03Px5doz2PhfOAo58pLosRioiYiIiIhquWb1HDA3JBDPNHeDVgvsOhGJuStPIzIhy9ilEZk0BmoiIiIiIoLc0gLj+jXFW8EtYCO3QHRSNuauDMOO4/eg1rC3msgQBmoiIiIiItJp28gZc0Paw7+hE9QaLTYdvIOv1pxFQmqOsUsjMjkM1EREREREpMfWSoK3X2qBkBeaQCYV4XZsJmYuO4V9Z6Kh0WqNXR6RyWCgJiIiIiKiUgQCATq2qIM5Y9ujibcCBSoN1u65iQV/nEdqZp6xyyMyCQzURERERET0SI52lvhwSGsM7dkQErEQV++lYXroKRy7HActe6uplmOgJiIiIiKiMgkFAvRs54lZYwNRv64tcvNVWLr9Gn7532Vk5hQYuzwio2GgJiIiIiKicnFzkOOT4W0Q3KU+REIBzt5MwoylJ3HuZpKxSyMyCgZqIiIiIiIqN5FQiP7P1MNnI9vB3dkKmTmF+HnzJYRuv4qcPJWxyyN6qhioiYiIiIiowrzdbDBjVAD6tveCAMDRy/GYsewkrt1LNXZpRE8NAzUREREREVWKhViIwd188fGwNnC2t0RqZj6+3XAe6/bcRH6h2tjlEVU7BmoiIiIiInoifp72mD02EF393QEAe89EY9by07gTm2nkyoiqFwM1ERERERE9MUuJGCP7NML7r7SCvbUECak5+GL1GWw+dAcqtcbY5RFVCwZqIiIiIiKqMi3qO2JOSHu0b+oKjVaL7cfu4fNVYYhOUhq7NKIqx0BNRERERERVylpmgTcGNMOEF5vBylKMyAQl5qw4jV0nI6DRaI1dHlGVYaAmIiIiIqJqEdjEFXPHtUfLBo5QqbXYeOA2vl53FonpucYujahKMFATEREREVG1sbeW4t2XW2J038aQSkS4FZ2BmaGn8N/5GGi17K0m88ZATURERERE1UogEKBLq7qYMzYQfp72yC9UY9U/N/DDxotIy8o3dnlElcZATURERERET4WzvQxThvrj1e6+EIuEuHQnBTNCT+Lk1QRjl0ZUKQzURERERET01AgFAvQJ9MLMMQHwdrNBdp4Kv2+7gt+2XIYyt9DY5RFVCAM1ERERERE9de5OVpg2oi0GdKwHoUCA09cTMX3pSVy8nWzs0ojKjYGaiIiIiIiMQiwSYmDn+pg2si3qOMqRkV2AHzZexIpd15GbrzJ2eUSPVeFAnZKSgsmTJyMoKAj+/v4YP348wsPDdfuvXbuG4cOHo3Xr1ujatStCQ0OrtGAiIiIiIqpZfOrYYuboAPQO8IQAwKELsZi57BRuRKYZuzSiMlU4UE+cOBFRUVFYsmQJ/vrrL1haWmL06NHIzc1FWloaxowZg3r16mHTpk1455138OOPP2LTpk3VUTsREREREdUQEgsRhvRoiMmv+cPR1hLJGXn4Zt05bNh3C4UqtbHLIzJIXJGD09LS4OHhgYkTJ6Jhw4YAgDfffBMvvvgibt26hePHj0MikWDWrFkQi8Vo0KABIiIisGTJEgwaNKhaXgAREREREdUcjb0VmBMSiA37buHwxTj8ezoKl++m4o0Xm0GhsDJ2eUR6KtRDrVAosGDBAl2YTk5ORmhoKNzc3ODr64uwsDAEBARALH6Q04OCgnD37l2kpKRUbeVERERERFQjyaRijHm+CSYNaglbKwlik7MxZ/lprP/3BlRqjbHLI9KpUA91SdOnT8eff/4JiUSC3377DXK5HPHx8fDz89M7zsXFBQAQGxsLR0fHyhUpNu2500Qiod6fZDxsC9PBtjANbAeqKH5mTAfbwnSwLYynXRMXNPK2x4pd13H6WiLW7b6OE5di8fqAZnB3Ym+1uamJP0uVDtSjRo3Cq6++ivXr1+Ott97CunXrkJeXB4lEonecVCoFAOTn51fqOkKhwGyGdtjayoxdAt3HtjAdbAvTwHagiuJnxnSwLUwH28I4FAorTA8JwsFzMVi0+SLuxGZi5tKTGPlCU/TvVB9CocDYJVIF1aSfpUoHal9fXwDA3Llzcf78eaxZswaWlpYoKCjQO644SMvl8kpdR6PRIjMzp7JlPhUikRC2tjJkZuZCzSEoRsW2MB1sC9PAdqCK4mfGdLAtTAfbwjS08XXEL5O7YcHaM7h4OwVLt17G0fMxGNe/KZzta05Aq8nM5WfJ1lZW7l70CgXqlJQUHD9+HH379oVIJAIACIVCNGjQAImJiXBzc0NiYqLec4ofu7q6VuRSelQq032zS1KrNWZTa03HtjAdbAvTwHagiuJnxnSwLUwH28L4HBVW+HBIa+wNi8Yf+2/hWkQapi0+gdd6NkSnFnUgELC32hzUpJ+lCg1eT0xMxIcffohTp07pthUWFuLq1ato0KABAgICcObMGajVD6a1P378OHx8fCp9/zQREREREVExgUCAbv7umD02EL7udsgrUGP5zuv4edMlZCgrd5spUWVVKFA3btwYnTp1wuzZsxEWFoabN2/i448/RmZmJkaPHo1BgwZBqVRi2rRpCA8Px+bNm7Fy5Uq88cYb1VU/ERERERHVQq4KOaYOa4PBXRtALBLgfHgypoeeQtj1xMc/maiKVChQCwQC/PDDDwgKCsJ7772HwYMHIyMjA2vXrkXdunXh6OiIpUuX4u7duwgODsbChQsxZcoUBAcHV1f9RERERERUSwmFAvQN8saMUQHwdLGGMrcQv265jMV/X0F2XqGxy6NaQKDVarXGLqIsarUGqanZxi6jTGKxEAqFFdLSsmvMvQDmim1hOtgWpoHtQBXFz4zpYFuYDraFaXhcO6jUGmw9chc7T0RAqwUUNlKMeb4xmvvw1lNTYS4/Sw4OVuWelKzmLABGRERERES1llgkxKBnG+DT4W3hqpAhLSsfC/64gNW7byC/QP34ExBVAgM1ERERERHVGA3c7TBrTCB6tPEAABw4F4OZy08hPDrDyJVRTcRATURERERENYpUIsKw3n74cEhrKGykSEzLxZdrz2Djf+EoNOGhxmR+GKiJiIiIiKhGalbPAXNDAvFMczdotcCuE5GYu/I0IhOyjF0a1RAM1EREREREVGPJLS0wrl9TvBXcAjZyC0QnZWPuyjDsOH4Pag17q+nJMFATEREREVGN17aRM+aGtId/QyeoNVpsOngHX605i4TUHGOXRmaMgZqIiIiIiGoFWysJ3n6pBUJeaAKZVITbsZmYufwU9p2Jhsa0VxMmE8VATUREREREtYZAIEDHFnUwZ2x7NPFWoKBQg7V7bmLBH+eRmpln7PLIzDBQExERERFRreNoZ4kPh7TG0J4NIRELcfVeGqaHnsKxy3HQsreayomBmoiIiIiIaiWhQICe7Twxc0wAfOrYIjdfhaXbr+HX/11GZk6BscsjM8BATUREREREtVodRyt8OqINgrvUh0gowJmbSZix9CTO3Uwydmlk4hioiYiIiIio1hMJhej/TD18NrId3J2tkJlTiJ83X0LojqvIyVMZuzwyUQzURERERERE93m72WDGqAD0be8FAYCjl+Ixc9lJXLuXauzSyAQxUBMREREREZVgIRZicDdffDysDZztLZGSmY9vN5zHuj03kV+oNnZ5ZEIYqImIiIiIiAzw87TH7LGB6Nq6LgBg75lozF5+GndiM41cGZkKBmoiIiIiIqJHsJSIMfK5xnhvcCvYWUsQn5qDL1afweZDd6BSa4xdHhkZAzUREREREdFjtGzgiLkh7dG+qSs0Wi22H7uHz1eFITpJaezSyIgYqImIiIiIiMrBWmaBNwY0w4QXm8HKUozIBCXmrDiNXScjoNFojV0eGQEDNRERERERUQUENnHF3HHt0bKBI1RqLTYeuI2v151FYnqusUujp4yBmoiIiIiIqILsraV49+WWGN23MaQSEW5FZ2Bm6Cn8dz4GWi17q2sLBmoiIiIiIqJKEAgE6NKqLuaMDYSfpz3yC9VY9c8N/LDxItKy8o1dHj0FDNRERERERERPwNlehilD/fFqd1+IRUJcupOCGaEncfJqgrFLo2rGQE1ERERERPSEhAIB+gR6YeaYAHi72iA7T4Xft13Bb1suQ5lbaOzyqJowUBMREREREVURdycrTBvZFgM61oNQIMDp64mYvvQkLt5ONnZpVA0YqImIiIiIiKqQWCTEwM71MW1kW9RxlCMjuwA/bLyIFbuuIzdfZezyqAoxUBMREREREVUDnzq2mDk6AL0DPCEAcOhCLGYuO4UbkWnGLo2qCAM1ERERERFRNZFYiDCkR0NMfs0fjraWSM7IwzfrzuGP/bdQqFIbuzx6QgzURERERERE1ayxtwJzQgLRqWUdaAHsPhWF2SvCcC8+09il0RNgoCYiIiIiInoKZFIxxj7fBJMGtYStlQSxydmYt+oMth25C5VaY+zyqBIYqImIiIiIiJ6i1g2dMDckEO0aOUOt0WLLkbv4YvUZxKVkG7s0qiAGaiIiIiIioqfMRi7BxIHNMb5/U8ilYtyLz8Ks5afx7+koaLRaY5dH5cRATUREREREZAQCgQBBzdwwd1x7NPNxQKFKgw37bmH++nNIzsg1dnlUDgzURERERERERqSwkeKDV1phRG8/SCyEuB6Zjhmhp3D4Yiy07K02aQzURERERERERiYQCNCtjQdmjw2Er7sd8grUWL7zOn7edAkZynxjl0ePwEBNRERERERkIlwVckwd1gYvd20AsUiA8+HJmB56CmHXE41dGhnAQE1ERERERGRChEIBng/yxoxRAfB0sYYytxC/brmMxX9fQXZeobHLoxIYqImIiIiIiEyQh4s1po9qhxc6eEMgAE5cScCM0FO4fDfF2KXRfQzUREREREREJkosEmLQsw3wyfC2cFXIkJaVjwV/XMDqf28gv0Bt7PJqPQZqIiIiIiIiE+frbodZYwLRo40HAODA2RjMXH4K4dEZRq6sdqtQoE5PT8eMGTPQpUsXtGnTBq+99hrCwsJ0+69du4bhw4ejdevW6Nq1K0JDQ6u8YCIiIiIiotpIKhFhWG8/fDikNRQ2UiSm5eLLtWfw13+3UajSGLu8WqlCgfqDDz7AhQsXsGDBAvz1119o1qwZQkJCcPv2baSlpWHMmDGoV68eNm3ahHfeeQc//vgjNm3aVF21ExERERER1TrN6jlgbkggnmnuBq0W2HkiAnNXhiEyIcvYpdU64vIeGBERgaNHj2L9+vVo06YNAGDatGk4dOgQtm/fDktLS0gkEsyaNQtisRgNGjRAREQElixZgkGDBlXbCyAiIiIiIqpt5JYWGNevKfwbOmPlP9cRnaTE3JVhGNjZB8+194JIyLt7n4Zyv8sKhQKLFy9G8+bNddsEAgG0Wi0yMjIQFhaGgIAAiMUPMnpQUBDu3r2LlBTOQkdERERERFTV2jZyxtxx7eHf0AlqjRabDt7BV2vPIiE1x9il1Qrl7qG2tbXFs88+q7dt165diIyMRKdOnfD999/Dz89Pb7+LiwsAIDY2Fo6OjpUvUmza366IREK9P8l42Bamg21hGtgOVFH8zJgOtoXpYFuYBrbDoznaWeK9V1rhyMU4rPn3Bm7HZGLm8lMY0qMhurf1gFAgMHaJAGpmG5Y7UD/szJkz+PTTT9GjRw90794dX375JSQSid4xUqkUAJCfn1/pAoVCARQKq0o//2mytZUZuwS6j21hOtgWpoHtQBXFz4zpYFuYDraFaWA7PNqArg0R1ModP244h4vhyVj1zw1cvJOKd1/1h5O96bxvNakNKxWo9+7di48++gitWrXCggULAACWlpYoKCjQO644SMvl8koXqNFokZlp2sMVRCIhbG1lyMzMhVrN2fWMiW1hOtgWpoHtQBXFz4zpYFuYDraFaWA7lI8FgA9ebYW9YVH4Y184zt9Mwlvf7MeIPo3wTAs3CIzYW20ubWhrKyt3L3qFA/WaNWswb9489OrVC/Pnz9f1Sru5uSExMVHv2OLHrq6uFb2MHpWZTAGvVmvMptaajm1hOtgWpoHtQBXFz4zpYFuYDraFaWA7lE93fw808VJg6fZruBuXid+3XUHY9USMeK4RbOWSx5+gGtWkNqzQ4PV169Zh7ty5GDZsGH744Qe9Id4BAQE4c+YM1Gq1btvx48fh4+PzRPdPExERERERUcXVcbTCpyPaILizD0RCAc7cTMKMpSdx7laSsUurMcodqO/evYsvvvgCvXr1whtvvIGUlBQkJSUhKSkJWVlZGDRoEJRKJaZNm4bw8HBs3rwZK1euxBtvvFGd9RMREREREdEjiIRC9O/og89GtoO7sxUycwrx86ZLCN1xFTl5KmOXZ/bKPeR79+7dKCwsxJ49e7Bnzx69fcHBwfjqq6+wdOlSzJs3D8HBwXB2dsaUKVMQHBxc5UUTERERERFR+Xm72WDGqHb43+G72H0yEkcvxeN6RBrGvtAUTbwVxi7PbAm0Wq3W2EWURa3WIDU129hllEksFkKhsEJaWnaNuRfAXLEtTAfbwjSwHaii+JkxHWwL08G2MA1sh6pzMyodoTuuIik9DwDQs60HBnVtAKmFqFqvay5t6OBgVe5JyWrOAmBERERERET0WH6e9pg9NhBdW9cFAOw9E43Zy0/jTmymkSszPwzUREREREREtYylRIyRzzXGe4Nbwc5agvjUHHyx+gz+d+gOVCa8pJWpYaAmIiIiIiKqpVo2cMTckPZo39QVGq0Wfx+7h89XhSE6SWns0swCAzUREREREVEtZi2zwBsDmmHCi81gZSlGZIISc1acxj8nI6HRmPSUW0bHQE1EREREREQIbOKKuePao2UDR6jUWvx5IBzfrDuLxPRcY5dmshioiYiIiIiICABgby3Fuy+3xOi+jSGViHAzOgMzQ0/hv/MxMPEFooyCgZqIiIiIiIh0BAIBurSqizljA+HnaY/8QjVW/XMDP2y8iLSsfGOXZ1IYqImIiIiIiKgUZ3sZpgz1x6vdfSEWCXHpTgpmhJ7EyasJxi7NZDBQExERERERkUFCgQB9Ar0wc0wAvF1tkJ2nwu/brmDR1stQ5hYauzyjY6AmIiIiIiKiMrk7WWHayLYY0LEehAIBTl1LxPSlJ3HxdrKxSzMqBmoiIiIiIiJ6LLFIiIGd62PayLao4yhHRnYBfth4ESt2XUduvsrY5RkFAzURERERERGVm08dW8wcHYDeAZ4AgEMXYjFz2SnciEwzcmVPHwM1ERERERERVYjEQoQhPRpiymv+cLS1RHJGHr5Zdw5/7L+FQpXa2OU9NQzUREREREREVCmNvRWYExKITi3rQAtg96kozF4Rhoj4LGOX9lQwUBMREREREVGlyaRijH2+CSYNaglbKwlik7Px+aowbDt6F2qNxtjlVSsGaiIiIiIiInpirRs6YW5IINo1coZao8WWw3fxxeoziEvJNnZp1YaBmoiIiIiIiKqEjVyCiQObY3z/ppBLxbgbl4VZy09jz+koaLRaY5dX5RioiYiIiIiIqMoIBAIENXPDnJBANPNxQKFKg/X7buHrNWeRmJpj7PKqFAM1ERERERERVTkHW0t88EorjOjtB4mFENci0jBv+Sljl1WlxMYugIiIiIiIiGomgUCAbm080NTHAZsP3kE9dztjl1SlGKiJiIiIiIioWrkq5Hjn5ZZQKKyQllZzJinjkG8iIiIiIiKiSmCgJiIiIiIiIqoEBmoiIiIiIiKiSmCgJiIiIiIiIqoEBmoiIiIiIiKiSmCgJiIiIiIiIqoEBmoiIiIiIiKiSmCgJiIiIiIiIqoEBmoiIiIiIiKiSmCgJiIiIiIiIqoEBmoiIiIiIiKiSvh/e/ceFFX9hgH8WdQwxtQiUidmjEnXC3IRWBYHxYAAL+lkkzeEUjHJUdOc0tLCSWSCMYxsRE3SCmTUBC/jrUlnMhtvsJZXUlEuKSpeUocARff9/cHs/jotl2VF9vZ8ZvYPzvnue87uc4Z3v7tn96hERKy9E00REej1Nr2LAIB27Vzw6JHe2rtBYBa2hFnYBuZALcVjxnYwC9vBLGwDc7B/9pChi4sKKpXKrLE2P6EmIiIiIiIiskU85ZuIiIiIiIjIApxQExEREREREVmAE2oiIiIiIiIiC3BCTURERERERGQBTqiJiIiIiIiILMAJNREREREREZEFOKEmIiIiIiIisgAn1EREREREREQW4ISaiIiIiIiIyAKcUBMRERERERFZgBNqIiIiIiIiIgtwQk1ERERERERkAU6oiYiIiIiIiCxg9xPqzMxMxMfHK5YdPnwYY8eOxcCBAxETE4OcnBzF+jt37iApKQlhYWEICAjAxIkTUVhYqBhTVFSEuLg4+Pv745VXXsG3335r1v5s2LABkZGR8PX1xfjx43Hq1KkGx9XW1mLUqFHIz883q+6ePXswYsQI+Pj4YNSoUfj1118bHKfX65GQkICvv/7arLqtiVnUu3HjBubNmwetVgutVos5c+bg2rVrZtVuDc6Sg0FBQQH69etnsnzr1q3o06ePya2srKxF9R+HM2Sh1+uRlZWFmJgY+Pv7Y+TIkfjxxx8VYy5cuIDp06dDq9Vi0KBBeO+991BRUWHWPjsbeztmjh8/jvj4eAQGBmLIkCFYtGgR7ty502xdW+9pzKGetfsZ4DxZGLCnWTcLR+5p9pbfoUOHMHbsWPj5+SEsLAzLli3DgwcPmq1rlf4idmz9+vXSp08fiYuLMy77/fffpW/fvpKUlCTFxcWyf/9+CQ0NlczMTOOYKVOmyOjRo6WgoEAuXrwoycnJ4uvrK8XFxSIicvv2bdFqtbJo0SIpLi6WLVu2iI+Pj2zZsqXJ/cnPzxc/Pz/ZsWOHXLhwQT788EMJDg6WW7duKcb9/fff8tZbb4larZa8vLxmH+fhw4fF29tbsrOzpbi4WFJTU2XAgAHG/TWoqamRefPmiVqtlhUrVjRbtzUxi/9nMWnSJJkwYYKcOXNGzpw5I+PGjZMxY8aY9Tw+LmfJweDIkSMSFBQkarXaZN3nn38ucXFxUllZqbg9fPjQ7PqPw1myyMzMFI1GI7t375aysjLZtGmTeHt7S35+vnF/Q0NDZe7cuXL+/Hk5deqUxMXFyfDhw6W2ttbs59MZ2Nsxc+nSJfH395elS5fKxYsXpaCgQF577TWJj49vsq6t9zTmYBv9TMR5sjBgT7N+Fo7a0+wtv6KiIvH29pavvvpKysvL5bfffpPBgwdLcnJyk3Wt1V/sckJ97do1SUhIEH9/fxk2bJji4Jg5c6a8+eabivHbt28XPz8/uX//vpSWloparRadTmdcr9frJSoqSjIyMkREZPXq1TJkyBCpq6szjklPT5eYmJgm9ys6OlqWLVtm/Luurk6GDh0qa9asMS7bt2+fhIWFyZgxY8x+wTp16lSZO3euYtn48ePl008/Nf6t0+lk2LBhEhkZKUFBQW324oNZKLO4e/euqNVq2b9/v2I7arVabt++3Wx9SzlbDnV1dZKcnCz9+/c33u+/pkyZIkuXLm22VmtztizCwsJk1apVimULFy6U2NhYERHZvHmzBAQEKF5oXL16VdRqtRw6dKjZ+s7AXo+Z5cuXS3R0tOj1euOYgoICUavVUl5e3mhdW+1pzME2+pmI82XBnmY7WThaT7PX/Pbv36/oCSIiKSkpMmLEiCbrWqu/2OUp32fOnEGXLl2wY8cO+Pn5KdaVlJQgKChIsax///6oqanByZMn8eyzz+Kbb77BgAEDjOtVKhVEBHfv3gUAFBYWQqPRoH379sYxISEhKCkpwa1btxrcp1u3bqG0tBQhISHGZe3bt0dQUBAKCgqMy3755RfEx8dj48aNZj1WvV6P48ePK+oCgFarVZxycfDgQURFRWHbtm145plnzKrdGpiFMgtXV1e4ublh27ZtqKqqQlVVFbZv346XXnoJXbp0MWs7lnCmHACguroap0+fxrp16xAXF9fgmHPnzqFXr15m12wtzpSFXq9HamoqXn/9dZN1hv0dNGgQVq5cCVdX10bHODt7PWZGjx6NtLQ0qFQqk/s3dlqlLfc05mAb/QxwriwA9jRbycIRe5q95hcREYElS5YAAEQEJ06cwM8//4zQ0NBGH6s1+0v75ofYnoiICERERDS4zsPDA1evXlUsu3LlCoD6ADt37oyhQ4cq1u/Zswfl5eUYPHgwAODatWtQq9WKMS+88AIAoKKiAu7u7ibbNXynqEePHib3+/PPP41/JycnN/v4/u3evXuorq5G9+7dTer++3HOmTOnRXVbC7NQZuHq6oqUlBQsWbIEQUFBUKlU8PDwQE5ODlxcntz7V86UAwB07tzZOOlr6Hu+t2/fxs2bN1FQUIDs7GzcuXMHfn5++OCDD+Dl5dXi7bWEM2Xh4uKCQYMGKZZdvnwZu3btwoQJEwAAnp6e8PT0VIxZs2YNXF1dodFoWrQ9R2Wvx8zLL79scr+1a9fCw8MDffv2bfDx2HJPYw620c8A58oCYE+zlSwcsafZa34Gjx49QkBAAGpra9G/f3/MmjWr0cdqzf5il59QN+WNN97ATz/9hG3btqGurg5lZWXIyMiASqVq8IvsOp0OCxcuRGRkpPGAq62txVNPPaUYZ3gn6v79+w1ut6amBgAavF9j9zFHbW3tE6nbFpwxCxHBuXPnMHDgQGzYsAHff/89XnzxRcycORNVVVUWb/txOFoO5jh//jwAoF27dkhLS8OXX36J6upqxMbG4ubNm090201x9Cxu3LiB6dOnw93dHTNmzGhwzA8//IDc3FzMmzevwUZLSvZ0zKSmpuLAgQNISkpChw4dGhxjrz3NGXOwxX4GOF4W5mBPU2qrLBy9p9lDfnq9Hjk5OVi7di1qamrwzjvvQK/XN1jXmv3F4SbUo0ePxvvvv4/PPvsMfn5+iI2Nxdtvvw0AJh/r79u3DwkJCfD19cXy5cuNyzt27GhyIBmCcHNzw+rVqzFw4EDjLSkpCR07dgSABu/39NNPm7XvO3bsUNSdNm2a8aB8nLrW4oxZ7Nq1C7m5uVi2bBkCAwMRHByM1atX48qVK8jLyzNr263N0XIwR0hICI4dO4a0tDR4e3tDo9Fg5cqV0Ov1Lf4V8dbkyFlcunQJEydOxD///IP169ebnBIqIsjIyEBKSgoSExMxefJks7br7OzhmKmrq8PHH3+M7777DosXL0Z0dDQAx+ppzpiDLfYzwPGyMAd7Wttn4Qw9zR7y69ChA3x8fBAWFoa0tDT88ccf0Ol0Ntdf7PKU7+ZMnz4d06ZNw40bN/D888+jpKQEIoKePXsax+Tk5CAlJQVRUVH44osvFO9mdO/eHZWVlYqahr+7deuGCRMmYPjw4cZ1nTp1Mn5Ho7KyUnGaSWVlpcmpB42JiIhQfL+hY8eO6Nq1K9zc3BrcH3PrWpOzZaHT6eDl5YVOnToZ13fp0gVeXl4oLS01a9tPgiPlYK7/Nj83Nzd4enri+vXrZtd4EhwxC51OhxkzZsDDwwPZ2dkmp3EZXtDs3LkT8+fPR0JCglnbpHq2fMxUVVVh1qxZKCwsRHp6OkaOHGlc52g9zdlysNV+BjhWFuZiT6vXFlk4U0+z1fxOnz6N6upqBAcHG9f37t0bAHD9+nWb6y8O9wn1hg0bsHjxYri4uKBbt25o164d9u7dC09PT+P3THJzc5GcnIxJkyYhIyPD5NQAjUYDnU6HR48eGZcdPnwYXl5ecHd3R9euXdGzZ0/jzd3dHc899xy8vLxw9OhR430ePnyIwsJCky/8N6ZTp06Kut26dYNKpUJAQACOHTumGHv06FEEBgZa+jS1CWfMokePHigrK1OcWlJTU4PLly8r/jm1JUfLwRy5ubnQarXG03+A+sZaWlpqlR91MXDELE6ePIlp06ahd+/eyM3NNXnhAQDz58/H3r17kZ6ebtcvPKzBlo+ZBw8eIDExEadOnUJWVpbixSrgWD3NGXOwxX4GOF4W5mBPa7ssnKmn2XJ+27dvx0cffaSoe+LECQBAr169bK+/PPbvhFvZggULFD8Bf+TIEenXr59s3rxZLl++LBs3bhRvb2/ZtWuXiNRfl87b21tmzpxpci2/e/fuiYjIzZs3RaPRyIIFC+TChQuSl5cnPj4+xmvQNWbTpk3i6+sr+fn5xmuqabVak+u8Gph7WZqDBw9Kv379ZN26dVJcXCxpaWmKa8D9V3h4eJtfh1qEWYiIXL9+XYKDg+Xdd9+VoqIiKSoqksTERBk8eLDcvXvXrOfxcTlDDv+Wl5dncomRiooK0Wg0Mnv2bDl//rycPHlSJk+eLK+++qrU1NS0qP7jcPQs6urqJCoqSiIjI6W8vFyxv4a6hnyysrJMHlNbZmEv7OmYWbFihfTp00d27txpsu379+83WtceehpzsI1+JuIcWfwbe5r1snD0nmZP+ZWUlIi/v7988skncunSJTlw4ICEh4fL7Nmzm6xrrf7icBNqkfqLhUdHR4uvr6+MGjVKdu/ebVy3atUqUavVDd4WLFhgHHfixAkZN26cDBgwQMLDwyU7O9us/cnKypKwsDDx9fWV2NhYOXv2bKNjWzJ52Lp1q0RFRYmPj4+MGTOmyWvd2cqEWsQ5syguLpbExEQJDg6WkJAQmTVrlvz1119m1W4NzpKDQUMvPkREzp49K1OnTpXAwEAJCAiQ2bNnS0VFRYtqPy5Hz0Kn0zW6v+Hh4SJSf+3Uxsa0NGtnYE/HTHR0dKPbPnLkSJN1bb2nMYd61u5nIs6ThQF7mvWycPSeZk/5GerGxcWJv7+/hIaGSmpqqllvTFmjv6hERJ7sZ+BEREREREREjsfhvkNNRERERERE1BY4oSYiIiIiIiKyACfURERERERERBbghJqIiIiIiIjIApxQExEREREREVmAE2oiIiIiIiIiC3BCTURERERERGQBTqiJiIiIiIiILMAJNREREREREZEFOKEmIiIiIiIisgAn1EREREREREQW+B+rkCTfKQk7GgAAAABJRU5ErkJggg==" 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" 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" 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" 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" 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" 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" 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" 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" 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" 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" 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import sklearn\n", + "\n", + "\n", + "# Models to use\n", + "models = [\n", + " LinearRegression(),\n", + " DecisionTreeRegressor(),\n", + " RandomForestRegressor(),\n", + " SVR(kernel='poly'), # SVM regressor\n", + " KNeighborsRegressor(),\n", + " MLPRegressor(),\n", + "]\n", + "\n", + "months_to_predict_array = [3, 6, 12]\n", + "\n", + "for months_to_predict in months_to_predict_array:\n", + " for model in models:\n", + "\n", + " X_train_model = X_train.copy()\n", + " X_test_model = X_test.copy()\n", + " y_train_model = y_train.copy()\n", + " y_test_model = y_test.copy()\n", + "\n", + " # fit the model, don't use the last row since has no truth\n", + " model = model.fit(X_train_model[:-1], y_train_model)\n", + "\n", + " model_name = model.__class__.__name__\n", + "\n", + " y_pred = predict_next(months_to_predict, X_train_model, y_train_model, model)\n", + "\n", + " plt.figure(figsize=(12, 4))\n", + " # plt.plot(X_train_model[:-1].index, y_train_model, label='Train')\n", + " plt.plot(X_test_model[:months_to_predict].index, y_test_model[:months_to_predict], label='Truth')\n", + " plt.plot(X_test_model[:months_to_predict].index, y_pred, label=model_name)\n", + " plt.legend(loc='upper left')\n", + "\n", + " mae = mean_absolute_error(y_test_model[:months_to_predict], y_pred)\n", + " mse = mean_squared_error(y_test_model[:months_to_predict], y_pred)\n", + " r2 = r2_score(y_test_model[:months_to_predict], y_pred)\n", + "\n", + " plt.title(f\"Model: {model_name}\", fontsize=16, fontweight='bold')\n", + "\n", + " plt.text(0.5, 0.9, f\"MAE: {mae:.2f}\", transform=plt.gca().transAxes)\n", + " plt.text(0.5, 0.85, f\"MSE: {mse:.2f}\", transform=plt.gca().transAxes)\n", + " plt.text(0.5, 0.8, f\"R^2: {r2:.2f}\", transform=plt.gca().transAxes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Conclusion\n", + "\n", + "The linear regression with default value has a perfect score, so I think I could be happy with this result and stop here.\n", + "\n", + "# Optional : Darts\n", + "\n", + "Tring using the [Darts library](https://unit8.com/resources/darts-time-series-made-easy-in-python/)." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "ExecuteTime": { + "start_time": "2023-05-23T15:03:36.934547800Z" + } + }, + "outputs": [], + "source": [ + "from darts import TimeSeries" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "ExecuteTime": { + "start_time": "2023-05-23T15:03:36.936697200Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": " Month Sunspots\n0 1749-01 58.0\n1 1749-02 62.6\n2 1749-03 70.0\n3 1749-04 55.7\n4 1749-05 85.0", + "text/html": "
\n\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
MonthSunspots
01749-0158.0
11749-0262.6
21749-0370.0
31749-0455.7
41749-0585.0
\n
" + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_darts = pd.read_csv('data/monthly-sunspots.csv')\n", + "df_darts.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "ExecuteTime": { + "start_time": "2023-05-23T15:03:36.937699300Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "series = TimeSeries.from_dataframe(df_darts, 'Month', 'Sunspots')\n", + "series.plot()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "ExecuteTime": { + "start_time": "2023-05-23T15:03:36.938696500Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from darts.dataprocessing.transformers import Scaler\n", + "\n", + "scaler = Scaler()\n", + "series_scaled = scaler.fit_transform(series)\n", + "series_scaled.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Splitting the series" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "ExecuteTime": { + "start_time": "2023-05-23T15:03:36.939697Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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HkCHD8eCDbQEA3bp1RyAQwLvvTsClSxdRrFhxPPLIY+jc+VkAwF131UG1atXx0kvPYcSIN9G06f12/jRDcIXyaa/63LlUu03IFwQCfvh8l5GQkAKPp+CPD9Stewf+/vsoAKBly1b4/POvbLbIWURbeSDkofJAcKHyQHCh8hBdlHqUP1/v7DfXeJ+pPBRcSpYsrLgPhaQSBEEQBEEQBEEQopBgJAos+dR5ThAEQRAEQRCOgQQjUaAoiJmpCIIgCIIgCMIuSDASBEEQBEEQBEEQopBgJAosFJJKEARBEARBEPogwUgUKCgklSAIgiAIQh/pmcBz78Sh28Q4pGfabQ1hN5QXlyAIgiAIgiCIMO8ujMHyzTkyoXK5IIY84bfZIsJOyMNIFFgoJJUgCIIgCEI9G3d7wn//vMcjsycRDZBgJAoUFJJKEARBEAShD+6YO3WtCBKMBEEQBEEQBEGE4cZokWAkSDASBRYKSSUIgiAIglBPMJj3t5sEY9RDgpEoUFBIKkEQBEEQhD4CHMFIXSuCBCNBEARBEARBEGFCoTyVSHqRIMFIFFgoJJUgCIIgCEI95GEkuJBgJAoUFJJKEARBEAShjlIpQd5nEowEFxKMBEEQBEEQBBHFeAVLLQaC4vsR0QkJRqLAQiGpBEEQBEEQygi7TEHyMBIcSDASBQoKSSUIYPv2bfjyyzlIT0+32xSCIAgiHyAcYifBSHDx2m0AQRAEYRyXLl1Ey5ZNAAAHD/6FUaPG2GwRQRAE4XSEHkY/bx1GitiKdsjDSBRYKCSViEY2b/41/PfHH0+20RKCIAgivyDsMlHSG4ILCUaiQEEhqUS04/FQtU4QBEGoQzjEHgrSOoxEHtSzIAiCKEB4vTTTgCAIglBHKMSXheRhJLioEox//fUXevbsiaZNm6JFixYYMWIELl68CADYs2cPunbtisaNG6Nt27ZYvHgx79jly5ejXbt2aNSoETp37oxdu3YZ9iMIgiCIHNxuj/JOBEEQhGPIyLL32mIzeEgwElyYBWNGRgb69OmDGjVqYOXKlViwYAGuXLmC0aNHIzU1Ff369UOrVq2wfv16DB8+HO+++y727NkDANi2bRsmTJiAUaNGYf369WjZsiUGDBiAjIwM034YQRBENEIeRoIgiPzD+PkxqNQpEe9+HWP5tXcccuP25xPR+OUEnL/CV4VX0ykklciDWTCePn0at9xyC1544QXExMQgJSUFjz76KHbs2IG1a9eiSJEi6NixI7xeL+rVq4cHHngACxcuBAAsXrwYLVq0QM2aNRETE4NOnTohOTkZq1atMu2HEQRBRCMeD3kYCYIg8guTFsbCH3Dh7Xmxll+76/g4XLnmwl/H5eXAhasupPksMopwJMxD0RUrVsTkyfyMe+vXr0e1atVw+PBhVK5cmfddpUqVsHTpUgDA4cOH0bZt24jvDx48qNVuBIMByoLJQDDo5/1f0OGWiWAwiEAgOn43K9FWHqIRYeiQ3DtA5YHgQuWB4ELlwXqs7rOcusjmN9p20IPaPQtj/YSriIuj8hCNaI5dmjZtGn766SfMmDED8+bNQ0JCAu/7+Pj48KLR6enpst9rIT39kuZjo5HMzDS7TbAIrmD0w+e7bJ8pDiZ6ykP0EQjwQ/1Z3gEqDwQXKg8EFyoPZpMc/sv6Pkuy8i7/ceWaG1OWJWP4k9T/LngUVdxDtWBMS0vD6NGjceDAAcyYMQOVK1dGQkICUlNTeftlZGSgUKFCAICEhISI+YoZGRkoWlTZQCkSE4uSh5GBYNCPzMw0xMUlwe0u+HObXK680TK324uEhBT7jHEg0VYeopGEhGTB5xTJfak8EFyoPBBcqDxYj9P7LOkZLioPUYqqJ378+HH07dsX5cqVw5w5c5CSkgIAuOmmm7B582bevkePHkWlSpXC3x85ciTi+7vvvluz4ZQJUB1utxceT8F/wfnrMLqi4jdrIVrKQzQSE8OfB8PynKk8EFyoPBBcqDxYh9X32e0OIRhkT2kTClF5iFaYk95cvXoVPXr0wB133IHJkyeHxSIANGnSBBcuXMDcuXPh9/uxdetWrFixAg8//DAAoG3btlixYgW2bt0Kv9+PuXPn4uLFi2jSpInhP4iIblyU+5mIeijygiAIglAmhnwvBCPMQwRLly7F6dOnsXr1aqxZs4b33caNGzFlyhRMnDgR06ZNQ0pKCgYNGoTatWsDAOrWrYuhQ4di3LhxOHv2LCpVqoTJkycjOZk9dpogCIIgCIIgCGOI8QKZ2XZbQeQHmAVjp06d0KlTJ8nvq1WrhlmzZkl+37p1a7Ru3VqddQShA5rjSkQjVO4JgiAIFmIpspRghDkklSDyBxSSSkQ3JBgJgiAIFrweai8INkgwEgRBFCBIMBIEQRAsxJCHkWCEBCNRgKGOM0EQBEEQhBheSnpDMEKCkShQUJZUItohDyNBEET+JBAA/jjoRrbfmuup7TJR6xK9kGAkCIIoQJBgJAiCyJ/0nxqLB15JQI/34yy5Hg2xE6yQYCQKLNRxJqIRKvcEQRD5k/nrYwAAy36lyYVOIxQCXp0Zi/Yj43HsbPRJbRKMRIGCQlIJgiAIgiCUoS4TO1v2u/HpDzH4eY8Hz0ywxgPsJEgwEgRBFCDIw0gQBEGwQIKRnRPn827WnqPRly2IBCNRYKGOMxGNULknCIIgCGMpmRzdbSsJRqJAQSGpBMGHBCRBEAQhBvWY2ImNsdsCeyHBSBAEUYAQ6sNgMGiPIQRBEIRmnDjW50SbLEPw26PtXpBgJAos5FkhohFhuff7LVrQiyAIgjAMfwBITTf3GhSUxU5Q0KU0+9k4DRKMRIGCQlKJaIcEI0EQRP6n/ah43PpsIpZsMi/BCnWZ2BH6IC6lRdfNI8FIEARRgAkE7BeMwWCQPP4EQRAC5KrFLfs8yPa78MK78aZdP7okjz6EHsaMLHvssAsSjESBhTqoRHTCL/fZ2fYKxjNnTqN+/Ttxzz31cPXqFVttIQiCcBJ2d1PIw8iO8FnN+D4GV67ZY4sdkGAkChQUkkpEO04LSR0yZAD+/vsoDhzYjwkTxtpqC0EQhJOwWzAS7Aif1ZxVMej/cZw9xtgACUaCIIgChFAw2h2Sun//3vDfR48esdESgiAIZ2G3XlQ7xh6K4iDWYCjyty/f7LXBEnsgwUgUGNLT07Fr147wZwpJJQj7PYzcZT3cbmpyCIIgcqFVj/IP0d6lpNabKDBMmjTebhMIwnYiQ1KzbbIkB645FDIuTygUwpkzp+02gyAIi4hyDZKvIMFIEAWEDz98z24TCMJ2IgVjwCZLcuHaQ4JRjkGDXsbtt9+MN98cabcpBEFYgN0ixOWKchWkArufld2QYCQKLBSSSkQjwnKfnW2vh5FCUtn5/PP/AaDBL4KIFqibkn+QelTfbfEg095m1hKo9SYIA1m0aCHuuONWTJ5MHT7CGdg9cMK9PoWkEgRB5GG3XqQqmR2p+abPTojHO1/FWGuMDZBgJAgD6dGjG06dOokxYyikjLAHoUB0kmAkDyNBEEQedie9+fNvj70G5CPkWtLJ38ZaZoddUOtNFFi2bPnV9s4yQVhNpGC0t0fCDUklDyNBEIQzOHhcfX0czV2qaP7tAAlGooCzatUKu00gCFuxe9CEQlIJgiDEsbN6PnuZ6mM1BEkwEkTBZcCAPnabQBCWIhSIQZtjnvhJb6iDIoXdz4kgCOuxUzBeTaf6WA3kYSSIAozd4XgEYTVOnsNIHkZpAgG7lz8hCMJq7KydSTCqgwQjQRRg7By1t7ujTkQnTvMwcrtELhc1OVL4/X67TSAIwmLsrJ4zsuy7dn4k2rt01HoTBRoSjES0Y3c5pKQ3bAQCJBgJItqws3amGQLqUGpKP1gUg3XbC27WWa/dBhCEmQRtnKVsd0ediFaEHkbnhKTSshrSkIeRIKIPO7sJNH7HRnomMHhaLL7bLC+Z3voyZ2mNndPTUbZ4wev/UetNFGiuXr2CDRt+tOXa9ocCEtGI0+YwcgUreRil8ftpDiNB2M2Fq8DaPzzIyrbmejSu7Hze+zoGC3+KQXomW/v1696CKa0K5q8iCA4dOrS15bokGAk7iBSIzvEwkmCUhkJSCcJeQiGg3YgEPPlWPMbNi7HkmnYGgFAXhY3V29SFmWb5C2Y7R4KRIEyCBCPhBOwuhxSSygaFpBKEvVxKAw4cz6mjpiyJteSaoZB94kKLVo1Gj6jacc4v13ot81BbCbXeBGESdocCEtGJsNxNmjQeaWlpNllDSW9YEROMZ86cscESgohOoq12khtLbNuABrByUdtsbdnnwSfLrfFQWwkJRoIwCbs9O0R0IhSMGzf+hMmT37XJGvIwsiIMSR02bDBuv70KRox41SaLCIIwGzvHleUu/X6vTMvsKIiM+cIaD7WVUOtNECYRCpFgJKxHrAPy/vsTrTfkP/jvQbSN4bMTCPDri5kzpwEApk2bYoc5BEFYgK2CUaaLQmN7eVCrlQMVCYIwCfIwEkRk0ptAIICVK3/A/v37bLTKedAcRoKwFzsi5m1NeiNzbVqjMQ+aSZEDCUYToTls0Q0JRsIOxOqdxMRCNliSA9eezZs3Yf78L9G58xO4//7GOHfunG12OY1Lly7abQJBEBZjq4dR5toeUgdhSDDmQEXCJE6fPoX77muABx9sDp/PZ7c5tnHu3DlMmTIZu3fvstsUy6EBA8IOxAVjog2W5MAdOPnrrwPo3783ACArKwvz5n1hl1mOY/v2P+w2gSAIi7Gzm0AeRkINXrsNKKgMHvwy9u3bCwD48MP3MGTIMJstsoc+fbpj3bo1AICTJy/C6y24RS419Srvc9DOWBOC4GCnh1HO005etTyysijJBEFEG3b2EmQFI7mTwpB2zoGKhElwR4sPHz5ooyX2kisWAeDaNftS+1vBJ5/wk1NQSCphB2IexthY+1J8y3naSTDmQfUFQdiLHd4+J4akvtQ2m8IwOdC9yIEEI2EZgUDAbhNMZdGihbzPlCWVsAOnhULL2XPlyhULLXE2TntuBBFt2PEG2pv0JlIJdbjHj1efzLLBGudCgjEHEowWQB2BHLKzs+02wVQOHz7E+3z16lWJPQnCPJxW38jZU9AHkdRAHkbCav7++yjmz/8SaWmpdpviCMjDCLRp4Ed8wVtCkDAAEoyEZWRmRtccnbvvro1161bbbQZBOE5E5uFUu6xH7hk59/kR+ZVAIIAmTe5G374vYejQgXab4whsec0Yr2mGbWLnpGQ3kdAtyYEEowW4yJ8NAMjOzvrv/2x8++3X+O23LTZbZD4dOz5qtwlElCEmLpwqOJxqlx3IhbCTJ5YwmitXLofzCixcON9ma5yBg/UiskxYplUsqIGS3YhAXXgAOgTjpUuX0K5dO2zdujW8bdy4cWjQoAEaN24c/rdo0aLw98uXL0e7du3QqFEjdO7cGbt2Rd9SC9FMZmaOYJwzZxa6d38ODz3UHP/887e9RhkIDQwQziD/iDASjHnI3Qu/34TeIhHVUHsViR3VEWskerYJVYDYz1VafzEaq2x6VXLQJBh37NiBZ599FsePH+dt37dvH4YPH46NGzeG/7Vv3x4AsG3bNkyYMAGjRo3C+vXr0bJlSwwYMAAZGRn6f4XDoU5RDrkexldfHRzeVpBGNqkBJpwAeRjzJ3LL8JBgJIyG2qtIQiJJYEy/JuN+VnkYqVhEQrckB9WCcdmyZRg+fDh69OjB2+73+3Ho0CFUrVpV9LjFixejRYsWqFmzJmJiYtCpUyckJydj1apV2ix3OFQZR5KVFZl5qyAleqDOL0GooyC9/3qRqz+CQQpJJYiCCGu3IdtvfJ9S7NJuV97W1zpRtlQiD9WrqDdo0ACtWrWC1+vFa6+9Ft5+8OBBZGdn45NPPsHOnTuRlJSEtm3bokuXLnC73Th8+DDatm3LO1elSpVw8KC2NQqDwUC+6aCHQiEEAvaMEAeDft7/dpKR4Yu4D8FgwJJ7Y8U1pMqjXc9eDCeVB8IcpMqb2Ha7y0MwGHTU+2EncvchMzPTkvtkd3kgrEPotXZi/WA1gYBL8NmKvgmb38aX6UcgYGyfNxDwiG0Nz5luUDUEgJ8yNRiKnvKQh7b7XtDaNtWCsUSJEqLb09LSUKtWLXTs2BHjxo3D/v37MWTIELjdbnTp0gXp6elISEjgHRMfH4/09HRNhqenX9J0nFVwExgEAtnw+S7bZwyAzMw0y68pFFBpaZci7kN2doYl98bO+2/3sxfDjvJAWENm5rWIbcFgQLYc2lUenFA3OoXsbOnpGWlpF5CQYF02CqofCj7CPpQT6wer8fk8AIpwPl82/ZrpvhgAhRX3S01LhS/JWAGSlZUMIJ63LTsrDT5fTkb7jIxYAEm87z3u6CkPuQSDcdAgl/JZ21ZUcQ/1d0CCOnXqoE6dOuHP1atXR8eOHbF69Wp06dIFCQkJEfMVMzIyULSospFiJCYWdbSH0eXKa9zdbi8SElJssSMY9CMzMw1xcUlwuw173ExErrsYE3EfPJ5YQ+6NUhZBu+6/3dcWYmd5IKwhJiYhYpvL5RYth3aXB5fL46j3w07c7hjJ72Jjkyy5T3aXB8I64uL47bMT6werifPxPYxWvHPeGLaBII+3CBISjA3h93jjIrbFxyeFnTtxcZEeSJcLUVMecvF4tP3Wgta2GfbEN2zYgLNnz6JDhw7hbVlZWYiLyymQN910E44cOcI75ujRo7j77rs1Xc/tFnOlOxOXy625wBmF2+213IbsbGH4aSjCBpfLZYhdWVlCccrHzvtv97MXw47yQFiDWN0YCkW+e/xj7CsPVA5zkZ6jFApZe5+ofogG+ELFqfWDlbgFixBa85vZBKM/6IXHY/Sc78hre70eeDw598EtkjJ15bZEZAcCSIwp+OUhF7fGnCQF7Z0xLMYlGAzivffew+bNmxEKhbBr1y7Mnz8/nCW1bdu2WLFiBbZu3Qq/34+5c+fi4sWLaNKkiVEmOJZozX8jTGghnr3RmGv5/fKCkSCiBSdHXgiRywwabcitw0hZUgmjkStv0UYgkLNshR1VZ4DxMWz7y224fWLn42pEse9T091475tIz2RBJlr78EIME4z33XcfBg8ejHfeeQeNGzfGiBEj0L17d7Ru3RoAULduXQwdOhTjxo1DkyZNsHLlSkyePBnJyclGmUA4jEjBGFkzGtW5jQx/5ZOWlmrIdQjC6Yi9U//88zeGDx9igzVKkGDMRa4uLGjJEwj7oQzFOVy5BtTrnYA7XkzEP2esVwZ+xscwdEYcvt5gbGSd2Hgd18kqVSV9sChe/AuiQKPLX7p161be53bt2qFdu3aS+7du3TosIImCjzAVvFgDZVSjpeSpGDv2DYwd+44h1yKI/MiMGZ/gwQfbomHDRnabEiY/eUPNRq4uJE8sYTQkGHN47+sYHDub4zvpN8V6z5maFXN6TY7HY/dGJjXTfG2RIuC2LrdWvoE8jDlQ0bCAaO0TCRskYdIjwLgOo9J5Zs6cZsh1CMKpBINBTJ78HiZNGi+5z9GjRyS/swMSjHnI3Qu6T4TRUJnK4dSFvG7wP2es7xKzehhzUUjXoIqQyLxpnofRuEvla0gv5kCCkTANoWDs06dHRDZToxotltHSXbt2GHIttfzzz9+2XJeILr7++iuMGTMShw5Jr23rdtjwMXk58pC7F9S5J4yG3r0cvF573y3WOYy5bPrTuLBUUQ8jRx2VKUr1DkAexlyc1XsoQLiohImGUW3atJH32TgPo3Ktu3fvn4ZcSy1vvz3GlusS0cXXX3+luI/ThIfT7LET8jASVkKCMQevzQn3AwF1fUWXy9y6gLMiHG4oHcKrT2ahQikqKwQJRtOgBl58bURhNlOjGi0n3O/ixYuLbv/mmwUWW0JEIyyDVHLhqnbghPfWKcjNU6TOPWE0lCU1B6/NvWC1HkaRlS40I+5h5NdD/TtkY/EbkdOJogny/+RAgpEwDfEGySXYx7qQVLNJTCxktwkEIcu//x6z2wQeJBjzkOvA030ijIYSKeXgsdvDaKdgVMiSGt5GSoEACUbCRNhEXMERjGIeVYKwivwYBk9CKA8KSSWsxAltphOIsVkw+lV2G4wUb0rrMOaS/1oW4/AHgI27bS4kDoEEo0nkx86b0YgJKOF9KUghqSQYifyAE96VXJxki91Q0hvCSkgw5mC3h1HtYzDdwyhy/mj2MM5bp2v1wQJFFBcDwmzEGiShYCxIIakkGAk7YR2kWrr0W5MtYYeEUB7y94LuE2EsTmgznYDHbe+7pXZZDSMF42crYyK2kauDz8BPrF+b06mQYCRMQ6pB4qb2L0iCMTtbfoGkzZt/wdy5nyMzM9Miiwgiku3b/7DbhDCUeCMPuTrMCfUbUbCgwZocgiF7JZLaLKlGPbY9f7N3/902i+o12zxo93o8lv1KoaF2Qr5WC4jWijkYFA9J5XpCjLs39t3jw4cPYuTI4bhy5bLo92XKlMXRo0fQtu0DAACfLx3dunW30EIiGmD1MHq9zqn2o7VuFIPmMBJWQoMQOdh9G9Re36hcRX/8xS4Y7fY6PjU2HgDwy58enP3mmqXX9rhDCATtvgPOgDyMhGmIZWEzSzDamfGtTZuWWLVqheT3N9xQEbNnzwp/fvXVwVaYRRCieO1eeIwDCaE8aA4jYSXk3c/BbsGoNiRVbVZVtYjVNGJzGBv2ScDuIwVfQjioubSdgv+0CduQ6gCZIxjtq/XPnz8v+30oFOItZ1CiREmzTSKiEFYPo8eT42H855+/8d13y5CVlWWmWbKQDsqDPIyElZCHMaf++feczSGpKh+DUTpfTV5GsV0PnXTj8TfjjTHGwdidFMlJkGC0gGjNmCrWII0dO5o318+ofpCTO1ShUIiXECchIcFGa4hox+v1IiMjA23atMTzz3fFhx9+aJstTn5vrYbWYSSshAQj0P29OKz43d4QfbXLahgVTCXVLRXbLLXvhasFv2/rJZUUhm6FBURrYy+WNfSPP7bxPhvVaDm58RPaFq3lgTAXNR7GTZs24PTpUwCAKVOmmGaTUll38ntrNXL3iu4TYTRUpoDFm+yfz632MRgVkqpG6rkLvi6UhEJS8yDBSJgG2xwJY8STs0VYyKREPwSRB6tgjImJwdGjR0y2hg16F/KQm4dNt4kwGjvn/TsBp6yCpVYAmu1h1LtvQcPjie73hAsJRsI0WEYwC8IcRiW2bdtKHWPCMXi9HmRn+y25FpV7dmgOozZ+/HEdZsyYivT0dLtNyVcI28w9e3bbZIk9ZFpTBSriV7msRtDkjJ1xsZHbolkwUkhqHvb74wso0TpvkQvLQvZGdYScnvHt+++Xhf+mzh9hBmpCUv1qJ85ohMo6O5QlVT3//PM3Hn+8HQDg9OnTGDFitL0G5SOEbWazZo1w5swVm6yxnkz7cn3xUL2sholJbx5u6Ef5EmLZ7Y25plGEQtbZRCGpeZB2JkyDxetnlGcwP3WoTp48YbcJRBRj5TqM+em9tBt5D6OzB8TsYs2aVeG/P/zwPRstyX8Iy1u0vatZfmeoILXLahgWkir4vPnDdMwYmCm6rx1zGEMhYMt+N85c4l98/novSncohFKPFsLhk+YbpidLanqm+qRGToYEo0lEW+UrBssciWgISRXjzJnTdptAFDjYGk8rBaMSVE/mQR5GLdB90Up+azONJsMhHka1cxgNW4dR0FwUkknebrWH8fg5Fx4aHo82wxNwz8t8w/p+FBf+u8No85f10BOSevvziajfOwHXMoyzx05IMBKmEQxaF5LK0vg5KUz44MG/7DaBiFI8Fi4sRUKHHZrDqB66L9qJdsGYla28jxWoTb5jVq4ir0xyF6s9jI+/EY/fD+S0U5fSpC9+4rz5EkZPSGpqugvHzroxbXmMcQbZCAlGk3CSOLELK5PesJzHSZ0LKh+E0bDPYSTB6ERoHUbCSqJdMGZkO6MNVp0l1aDHJhSBMTLNgtXdlUMnnSNNxLKkViil7iFcuOKMsqYX5zwVosBh5RxGlvPMn/+lIdcyAhKMhF1Y2VFUEjokhPIgDyNhJdEuGJ3gYUzPBD5YJJKWVAajHttXP/KnJsjNVIjmdRg9IiqpzyPZmNwrE8vf8llvkI04ZzJLASZaG3trl9VQPs8vv/yM7OxsxMQUjPAAguDCOgjhrPrISbbYi1x9Ge2de8J4oj2RUqYDBOOsH9T3RYyYwxgIABt3812KTvEwOqp5grhYjvMCHZuyr8tSUPwD5GEkTMPaZTXYzpOZKZ4FzGrcbnr1CHuwUjCSh5Ed8jCqh+6LdqJ9ECKTISR13XZzw/ff+FyddxEwZg6j2Dnk5upZKXicViyN6KqRYCQIBVhGMI0a5WQ9j9/vgGFFAKwZLQmCFSd6GJWuFe2dVi6UJZWwEpaonIIMi4ex4xhzs3CWLqq+/gsG9fcdxKoTuebDUg+jdZdignpqeZBgJEzD2pBUtoo30+DVeqkjRzgFVsHopDmMJBjzkLtXO3b8gdmzZyEtLc1Ci4iCTLS3XU6Yw1i8iPpnYESV6eSxAqc1CS5SSWFoDiNhGlkMNbJRbRZr45edbaxgZAm7FYOS3hB24aSOopNssRs5j8+4cW8CAPbt+xNvvz3JKpMcD5Uf7UT7YE1Glv1tcIL6iFRDxJ6TXxuniVnRUmJ/0bEF0s6Eafzzz9+K+1jtYczKMnYOIwlGwimQhzF/w1IXzpo1wwJLiGjA6MHT/EYWY86S+eu8yGbPb6KKOA2C0YikNw7TZDycJhgp3UQedCsI0zh+/Jhl12IXjMbGoWgVjARhFzSH0ZlEe9ZKwlqiPbyZNUtq3ylxmLvOnGC8uBgNIalGJL1xcFXjNNuMWFKkoPgHSDASpsEWkmptllSjPYzBoFYPo6FmEIQqD6N1Qi3/ZEn1+/147bWhGDKkP3w+69fXctK9yC/QPdNOWlqq3SbYipplNV6bpcEVyMDFVPUdASM8jE7Gaa+0EX21gtLfozmMJkEhh2xiyqgGf8mSRUz7ZWUZG4Zz8eJFTcdR+SDsIhgMOqaj7RQ7AOCzz2Zi+vSpAIDSpctg4MChll6fvK2ElUS7hzGLYVmNXMQWb9fLoo0e7DysftkOI6oJB1W7ETguJJW6amHIw2gBTuoUWYmV4Zpz537OtJ/RgvHtt8cYej6CMJ+QZeIkP4SkXr58CQsXzsecOf8Lb1u6dLHldrC2E8uXL4Xfb9KkKiJqiHbBmKGiK+AxYTnGHu9rW7LDb0C3SljVFCvsnD6qA5oEHjS2nwcJRsI0nNAZFGK0YNy27XdNx0X7GliE8bAO0OS8l9aUv/wgGHv37o5evV7E/v37wtu8XuuDb1jvxXPPdcJnn8002Zr8QbQOxhrBqVMn7TbBVtQILzM8jFpJ9elXMMLux4sPOWCNkf9wWtfIkJBUR6cZYsdBrwFR0HBiQpjMTGPnMGrtsDiho0wULPx+tkY/FAo5pqPtBDtWrVoRsc1jQw9Rzb0YNmyIiZYQ0cCOHX/YbYKtqBEml9Oc42Z656tY7D6ir34SVjVOWJMyF6cJRrfLYQbZCAlGC4i2+WqhUAjbt2/DkSOHmfa1ktTUq4aeT6v9lBGRMBrWMEUrk97kBw+jGB6Pcz2MRB4OGG/It2RnO0gl2EAgqK5ftuxXE+JSBRROZCvQvSbH6bqO8CpqEgCZya4jbhw+oU6WXL1mkjH/odR9nzkww1wDHAQJRgtwwii6laxfvwYtWzZhCte0+t5cuXLF0POVKlVa03HUOSSMhtWjHwpZ997lV8FoR0iq2jDhy5cvmWQHEQ3IvXvr16/FgAF9cODAfgstsha1VU+3idrmHLLycb8MFE5gqwOOnNLnhBD+djUJgMzi+y0e3D84AW1HJKg6bsqSGJMsykEs6Q1XRLZtGEBCrPxzKyg+IxKMhOF07tzRbhMkuXrVWMF48OABTcc5taNM5F+KFSvGtJ+TPIxOXULazjmMrBEpf/31l5nmEAUcsTog93194olH8MUXs/Hww62sNssynNYE33dHADGM1U68zlU+IjyMDsih9cwEbYL8ksnhwrSsRh4kGAnDcXKoi9EexuxsbTUtCUbCaIoXL8G0n5PmMDr1PXC7zQ8/E5L7TFgFY2ysuSPr+QGnlOP8iNi9E9YNRreXTsJpc+U8biCWUTDGKXi0lBA++vaNlPsxnw4yL/RSz2scZ3I1yLKsRkERhEqQYCRsxYoGv3TpMuG/MzONrfRY1poUgzo6hNGwlqn09GsUkvofUvZ5vdYJxt27d+Gtt0bj8OGcOd9uN1uz7PWSYMyP+P1+rFu3GqdPn7LVDrF3LxgMOi5ZnS8TSPMZf96Aw8aqPG4gxstWL8d6gaOnXeg3JRZLNqmvq0IhvsJpeJvyzWjTILJcuAxKCKOnOWK9Z1phqo6jRDDaMVEjKnByopvDhw+iaNFiKFasuN2mWNJxLVq0KM6cOQ0A2LlzB7KzsxETY0xnS2vjandHmXAGgUAAly9fRvHi+t/FTZt+Ztpv4sS3dV9LiVAohPPnzyuKH7vHTaSiIYyqH1ho1qwR7zNr22GljYR2gsEg9uzZhVtvrYbY2FhMmfIB3nprNMqUKYtt2/bY9hzF2t6ePZ9Hnz79bbBGnPNXgEb9EpHlB9ZM8KFSOeMqDKd5GN0qPIyBIPDM+HjsO+bGvHUxuPeOa0hJYr8W99G3rqc9HlUoPLWi51nEWB8MEoHSXXCuGlAHeRhNwqkepPXr16JBg1qoXbtGgU2acN1116NQobzaMzY2L6PY1q2/oVu3LoZdS0wwFimSjJSUFNnjKEsqEQgE0LRpI9x+exWsWPG97vPt2/enAVYZQ/fuz+K2227ClCkfyO5n98DJpUvidWDp0mUtub5YO8HqYRw79g2jzcl3OLWd5fLGG6/j/vvvwdNPPwYAeOut0QCA06dPYdeuHbbZJdYGLV68CK1b32+DNeK89WUsLqa6kOZzod/H+jKDCnHamK3Hzb7eo9/vwr5jeTufvqhOknBfG71ixohXUM85zJ5uzlIdO9g/ZCgkGKOMZ599GgCQlpaKadM+ttkawIikF8JOQ9my5ZCdnRX+HBvLnyG+YsV3uq+Zi5hgbNmyFfbv/1v2OLs7yoT9/PjjWuzb9yf8fj+6dHFuoigtLF68CADw0Ufvy+4n9h7888/fOHHiuBlmRbBgwTzR7Vatw3jtWmROeFYP4w8/LDfanHxPjx7d0KhRHezd65zBk48/ngwA+Omn9RHfsQ4OmIFUG2T0WsV6OH8l7104c8nYXrmWJvjv0y6s3uaB34SoXY8bcDEWh2zB9f0qlwjh9pj0ih0jBKMeD2OheHMHjVhuDwlGokCSnp4e/jstLdVGS4xD2PBNmjSZF2oWFxc5MpmZmYkvvpiNDRt+NOy6XJQ6AkGnxcMQlpOWlma3Caagxusj3PfPP/egbt07ULv27Th69IjRpkWwZ89O0e1WzeMSq4PtFBH5DWH5WbRoIf766wC6dHnSJovUYeezzg/eWSM9YUK0zGG8b2ACnh4bj+nfGe/W8rjZEqwAiBCsaqsrbteF9ZqS5zJCMOoYP0801vEcAWVJzYNapiiD623LyLB/JNGIRou7YHmVKjfj1luronnzluFtNWrUjDjm00+nY8CAPujQoS2OHDmk6bp6OpXkYSQKahlQJxj59+Dll3shFAohEAjg9ddfNdq0CO66q7bodm6dYiZXr16N2MYd1FOioJYhvRw79rfdJoiyezd/gMJeD2M+EIwmnlvLz0/PyOn5j5ptvEpxywjG7g/x51oLBYhajydPiDvAw6jnFGaP7TFlSVX6ngQjIQc3rGjLll/x2mtDcfjwQRstyiEuLm+tG6MzhtoFt3NXpkw5AMA777yPu+9ujA4dnsATTzwVccyoUcPDf3/99QJN15USjCwhZdTRIwpqGVAjGIXCLD09L0QzKytLuLvhZGWJJ72xSjDqjfJwUvggoUyzZo0FW+zrSeY7D6PBtyqgMozTbFwu6TmMz7eWF4zCEFUljAxJtdvDaHa2W7ExHeEtKyiCUAnNgvHSpUto164dtm7dGt62Z88edO3aFY0bN0bbtm2xePFi3jHLly9Hu3bt0KhRI3Tu3Bm7du3SbHh+4ty5s5g+fSrat29jtym88EwnCEYjGq1AIK9zl5sOv2zZcvj22+/w8ccz4PHIp9HS2ukiDyOhh4JaBtS809nZ2ZKhuVZkms7KEn/3uXWKmfh1TobiztWORvKD6JHDiXMYnYSZgtGJeeekioNwlR+h10ti3EsS7qN3QtIbPZguGKNEDLKgqbbasWMHnn32WRw/npeYIDU1Ff369UOrVq2wfv16DB8+HO+++y727NkDANi2bRsmTJiAUaNGYf369WjZsiUGDBiAjAz7RYtVnDp10m4TkJCQEP5bLOGC1axatQI7d27XdQ6uN8ArkjJLqVGW6jQqIbUGI1tHN393dAj9GNnZddJ8ZLW/a9q0KZqP1YuU4Nq7908sXfqt6V5Ovb83MzP6BOPp06fw6KNt0KvXi/k+27Sdy2/lC8HI+dsJcxjNRqo4CAWjcL+MLB1Jb1SogAqlRNbutNnDqDbhj2pYQlIV9ikomlO1YFy2bBmGDx+OHj168LavXbsWRYoUQceOHeH1elGvXj088MADWLhwIQBg8eLFaNGiBWrWrImYmBh06tQJycnJWLVqlTG/hGCCO4dx1aoVOHfunI3W5NC8+b3YvPkXzcdnZ+cJRo9HTDDKv67kYSTswKgycOXKZdxxR1VDzmUEUr/r9tvvEN1+4cJ50e1WdKalBNf+/fvw/PNdMXXqh6ZeX69g1DrYlZ/p3783Nm78CQsXzsc33yy02xxd2JvgyPmDlmZ6GO2ewun1iCyp4xI3Sriv8FZkqvQwar2vc165hoql+RezO0uqHV2p2yry+34FRRAqoTrVU4MGDdCqVSt4vV689tpr4e2HDx9G5cqVeftWqlQJS5cuDX/ftm3biO8PHtQ2ry8YDDg6HEXKNqtCnXIJBv28/4UZQ8eMeR3vvmtup4iFvn1fwq+/btN0bFZWnpfa43FH3GOxDqzH4wkLvowMn6bnIuV9yEnaIX8+vz/b8rIARJYHwj6Ez19reZg2bQpSUyOTp6jByPLg94v3Xq6//npUqXIzFi3id/JnzpyGv/7ajy+/XMirN1neI70oheW/9dZo9O7dz7Tr6/19Pl+6ofcoP9QPa9euDv8tt/aoHfWrWoLBgG12qhmwsqs8hELcJbGMrQ8CwVjlneSO12mL181PVhMI+OFyidsU6xVcyxUCV6b4MoOq7AkEOAMVIfZjq5TzY92Ei+g6sSw27o4N26038Yw/oF1yrdvuRu+HzSmfM7+PxaKNfJk0uqsPt16fzf/NguchZNHPXvRr70O8viJnO6oFY4kSJUS3p6en88IdASA+Pj6c8U3pe7Wkpzt70XmpUBmf77K1hvxHZmbOPKGYGP4j//fff2yziUtWVqZmO65dyysLLlco4jxZWZFzpLjewWvXUjVd+9q1i6LbPR7l55yRkWbrfc8tD4Q1BINBpKenIykpKbwtI4P/DLSXf31iETC2PEhNMwgG/XjllcHYvHkTTp7kh+dv2PATvvjiU17HJRj0m/6OpKcrh/KaaUNmpr5Q4qtXz8PnK2aQNXkUhPrBCe2aEllZ9rUDagSjEeXh3GU33viyGCqW9mNgh8uS+6X6XCickDNwFAjEAojJ+SIUMPReZWfH5J1bA3pt8XgKA9kc0ee7jFBI3KaQ/zKA5PBnl8A7nJmZDp+PfYqRz+cFUDjn3MEs1b8lxJmOcy39Ctw6nTfp6W4ARTQd++ter2nv0IjPbojY1rnpWfh8go2hpIj9uBw768Y7XwGDZMq9/RRV3MOwxWQSEhKQmspv/DIyMlCoUKHw98KOREZGBooWVTZSjMTEoo72MLokAsMTElIstSMY9CMzMw1xcUlwu71ISCjE+97rjbXcJjFiY+M02+H15gm32NiEiPMkJl6RPT4QCGm6dmyssNbI4ZVXXlc8n9cbaacVCMsDYT5+vx8tWtyHo0eP4ssvF6Bhw7sBAF5vPG8/reWhcGFtdSgXI8tDKCQ+COjxxOD66yvjt9924rrrSkZ8f+jQUV69aUXdFAopj2ybaUNMTCHlnWRwubTXm2IUlPqhXLlyjmjXlIiLK2ybnWr6T0aUh9c+SMTqP3LE0D13eHBPjUi3VPf3ErB8cwzGPZ+BLs2z4OJc0+3xGHqvXC7tYhHQXy94BFNlEhJSEOsVt6lQIf61hOH63phEJCSw/57YOG31bG794OVMqoyPT4bAF6SauGx9QZ1WvkNi12KZPvHxsmSM6GyCQRZiWItw0003YfPmzbxtR48eRaVKlcLfHzlyJOL7u+++W9P13G75zJd2I1WAxObYWYHb7YXH40V8PL+T6vF4bLOJSzAY1GwHt92LiYmJOI/SebOzszVeW/wZly1bnuloO+97bnkoiGRlZSE7Ozs8WGU33377Dfbt2wsAePLJR3H8eO6cPX750fo8EhP1/04jy4PUYJnbnVPXSF3n4sULvE6s2+02vYxKLavBxUwbjJjDZoZ9+b1+qFevQb6wP/edsAM1HkYjykOuWASA3Udj0eRO/ruX5gOW/poTszd0RgKefSAIbpoNF1yG3qsgw2CRHHptESay8Xi8kvkWhNcSVhsueOARmRMpBfc6brf6+8rt37pcXigkomc4n77jrXyHRPNkMP6A/FAnyWHYjOsmTZrgwoULmDt3Lvx+P7Zu3YoVK1bg4YcfBgC0bdsWK1aswNatW+H3+zF37lxcvHgRTZo0McoEggGhYLQzSxsXraHJAD9pRkxM5CibUqdMa/IRsaQ3xYsXZzrWyd7x/MylSxdx1123oUaNW3DokP3rngLA+fN5iaW4816NSnojDPW3H/GyrVTXXLnCjwSwom7KzlaZLcJg9NYDehJvqeXMmTMYPLg/vvxyjmXXVEKqjOSX+tVOO229tsi2DJGUAAU56Y1Yt4R1/Eh4K9T+FN6yGhruK/cYI4oRS6SHE5g1WGLOe/4wXzeGCcaUlBRMmTIFa9asQbNmzfDmm29i0KBBqF27NgCgbt26GDp0KMaNG4cmTZpg5cqVmDx5MpKTkxXOnP9IS0vDiRPHlXe0gbg4ZwpGbvZWNYRCIbRr1zr8WTxLqnwx19pwinXWWM919ap8mCyhjQkTxuLs2TNITb2KPn26220OgEgv1vPPd8XAgf0kk8OoRU4wdunynCHXUAPLO1CuXKQXPhgMWt6JtTvLqN7fG7Sw19u/fy/Mnv0p+vfvjYMH/7Lsulqw8r7owa5s2X6/39ZM3WLFPlNnWKJaAmYvx6B0fZGxHg9jj1x4+9Q+Su7xWtYZ5B5jxJumt9o/fdGaZ3lHJfEb7ZLIblvQ0OUf3bp1K+9ztWrVMGvWLMn9W7dujdatW0t+X1B4++037TZBEqEwszetdx53391Y03HBYJDX8HmFcR5QFsVaO21i6zCynuvUqVOarknIw10mRphYxS6Ea/0tXfotAKBq1WoR+/r9ftG1ROUQRg1wGTVqDL744jNLO4dS7wD3PRw8+FX0799b9jgrBrPMXmdRCf2C0ToP45o1eUtg7d69E1Wq3GzZtaVwuVyi9zC/LFtkl5dv/vwvbbluLrk/OxAArqQDxQqLexi5GN0pt9sJ7RcpokLxVig+hBGdI29MUCB21Y6P6PXccg8x4lXTO77z6sxY/G+I+YN/UvfKGW4X83GGWihgTJ8+VfI7u0NlPIJgc6d4GLWGVgnvp1hn2yxRHBBZ+Zdrz4ABQwAA994bGXb9999HTbEp2rH7/RJDanH43HmNuXTq9DiqVq2En3/eoOr8YuX7vvuaYunSFUhKSsJTT1k7015aMOb9LayHco6zvhOX/wWjPcLIKe2GFCQY5Zky5QNbrptLCMCZSy6UfbwQbn2mEH74zYP0zMgyZWZIqkjzbSnli+f9uBa1crJDc20qVzyIQ3PS8dwDOd+N7JIniIS2qy1G3PmbWm4rt8kxogTrfV3/Om58H2/P35HndHi1ZzokGC3G7jkzwoZUKkGF1SxatFBT4yk8RnxSsTkexhkzPhE5V97fQ4cOx8aNv2HevG8i9tu27XdN1yTYcUqnliWxCgCsWrUCV65cRvv2D6k6v/CdvuuuWliwYDHq12+o6jxGIdVZ5z4PMZEb+R6Sh1EJK+cwOhGpwUAnDhyJYZedTrg/NV7IC6XvOj7e+jmMNgvG+Ni8H/d+rxwxyF2X0esBL5lMr4f9KJWSY7RQMOrxMOqtZoXeTi04oDhG0O+jyGlSkh5GZ3Q1TMcZaiGKsLuDsnPndluvL8fq1StUH2OEh1FL45mWlorZsz+VPZfL5cItt9wqatPp06d0JfohxHFCR0iI2YNEdoRyysHyDMQ9jEFwx6vN/B2rVv2AsWPfwG+/bVbe2UQKgmBctGghatWqjqlTP7LblDBS6yA7jfxip9HkRBPw329RwWiiDXZ7GHN/m9cTQon/UnlwbRKbz1j0v+X+UtP1haRyb6yWOYxOS0B08ITxUsYn4vGWggQjYQpS4WlWcOTIIRw4sJ+3ze6kD1w2bvxJ9TGRgjGyI6osGFVfFpcuXWKyR45//z2m/sIEM3YLp1zMfuedFn4n9Qpwn4e4YAzxfotZz+/s2bPo1OkJvP/+RFPOr4b8GpLKpUePbvj332MYOXKY3aaEccJ9YSH3+f/++xY89FALTJ/+sSXXtfv+iBX7jCyFkFSDbbA7L1LuI+BWc0IPo5ADEqGXaqsRnoNRb9IbQ7Kkqtu/dFHzy6/YfZG6Vc7oaZgPCUaLEZv3ZhUTJoyN2LZ27WobLDEOlpBUpQpRS6dNSmirOVdq6lXV1yXkIQ8jYHfzJf0M5AXjpk0bTbKIz59/7rbkOmzkn6Q3XKTEvNVTLqTssFsQsZL7rnTo0Ba//bYZr732Ci5fFh+MNOO6diF29Ww//3NmdsEOSc39aW6eYMz7ICYYJc+l8nFeuZb3t5b7yhW2l9PUHy+EVby3qOVH+RJBzB0W2f8yukiLCsZoUYYSkGC0GDsbMrdb5+qqDsSYpDfqa5rMTHGvkVRDLGZDfkn9nl9xiofR7DD0yHnJ9v5utjmM4nXRtWt5vQ+zfodRy5kYQUHwMHJJS0u19HpSAtVp90WK3Ofv8/nC206fPm3BdU2/hOrr+wVjH5/+4NXtCZPD7uZXzMPIC0n1sBuo9nn2nhwX/ltLSOqqbXnrXb/xubYl0biw2v/FsEz88YkPt4ssbxEIAj/udGPWCq8hIlbMJqkyOLGHvVPNrIIEo8XYNSIMiIspJ6Gl8yTsGFi1DqNaD+Pq1T+hdes2KF/+uvA2O8tCQcXukXMx/H6/8k46UOocs9yTr76aa5Q5mucwAvxQb/MEo7r37tKli6bYARgxh9FZwig11VrBKEV+EYxidl65YsUavTZ7GBkE49+n3aaGpKqsBgwndw6nWyokVUXvXK34PXUx7+R6q9k1f+jvV6qpBqXsPXTChcffSMArM+Jwc9dCWLNNn4NEjU333xXAVyMysPwtH6qUl657HNg9UQUJRouxsyGT6qTlZ1g8jGaswyjlYYyPjxPdfvvtd+Czz75E+/aPhbctW7ZY9XUJduz2tOVitYjV8p6//HJvXL1qVEdVeR1Gt5ZhbYNQK+BHjhxukiXSZWPYsNeZjnfashpOWS7IKQNHSnaIfX/livkhqXYjdluyA/wyFS9wXBlZnaf5gD//trc/dC3jvz+4HkaOYFRTjeupBpzQShrh7V22md/3e2qs9PrELKgxyeUCmtQMoO6tQVlRaPcghV5IMFqM00JSk5NTrDfEUJST3pixdIiUh3HWrC9kj+M+f7FlOQh9OKWjaCXCOkXruqNpaQbE8UBuHUb5OYxy+xtJIKBOMK5bt8YUOwDpe9Wv30B8//0aFCmSLHu806IUNm/+xW4TADgj3P9//5uJUaNek91H7PlfvWr+3HYnemDTM/ifE2JDps1hfO/rGOWdTKTflFgcO5tTT3PHzrI5r3OMmjmMOmxxwriqE5tt8ZBUZUPl9sh0zmwITZBgtBg706CLiSknNhxqiPQwRjYEZoSkZmT4eJ8HDBiMTZu2omHDRoZfi2BHuKyJMzD3mUcmfuK/56z3ISZG/1wUQLpO4c7lZJlPbV5IqjrBaOacR7mMsrVr10VsrPwzsav+TktLE63L1Ipxs7B7uYpff92EoUMHYOrUD2X369TpcSxcOJ+3zYo2wu52SOzyQ2fwo3PiYgXZPA28vtIyDCVTzCs/oRAwb11ePyXNl/fL2jbM6x+2acD+LhmxFqKdaBnfGf60ufMG1cxhZIUEI8HjwoULst87LSTV7oZDL3aFpAoXY69YsRKqVLlZ9XloLUajMauLoR2z37HIebz89zwlpSjTeYyyU+o8S5YsCv9tp4dRvWAMYPXqFRg06GUcOXLYUFuU7rlS1lG7BiD79++Nxx5rh3379vK2Z/+X6vLMmdP49ddNtrV3dg+EsmYfv3TpEnr1epG3zYqBrvzQ7sd6zfM8ia1xyOW5B8wb+JArmt0fysaLD2bjpbbZeFaFDXoc6k6YBq30uta9NYD5r/Fd0A/W498fK4q03jczK9sZfRKtkGA0GKWlEuwMIRLrpNndsOrFiCypRiTbSUhIYDpOeK3Jk99VfW2CDac4GM3unCl5GPv1G4ASJUoynMeYukBP0hsrEIqscuXKy+6fnn4NTz/9OObMmYXHH29nqC16BaOd9feGDetx7731eduys7OQkZGBJk0a4uGHW+Gzzz61xbb83K7lBzGnF5afGOMNmTb+F6OQp0VNOKha5H56XAww5rksjO6apWpZjblrtSeeccK8upDCw13+Vgaa3sk31GyhK/acWPoUcmU7gzyMBBel0UE751aIh4Hl78ZJybsCmONhFHau4+PZBKPQ3u3bt6m+NiGNEztbZpuk9A4kJ6fgjz/+VH0erRglGM0S/EIPY6lSpZj3P3bsH0NtUbpXwnDYmjXv5H22c4qDGNnZ2Vi3bg3Onz8PAHjllYG22JGfBaMV2F1Pslw9OVH/AvNSKFU/MV7z7o+eolmrivj7fuSUGwf+1XaDnOBh1DJWWb4E/xkd+NdYOaP1FZE7LosEI8FFqaGys4GPBg+jmDfRDA+j8JiYGG2T6M1M2R/tOGcOo7mwJL2Jj49HoUJJqs6jFZb3yYxEVKwIBSPrYI8ZqPUwlilTDiNHjmE+3mqys7MdIWLtvi92X18Ju9t9ltsjHFs3sjb3uvkn/6AXP4mdkgdSD3p8BmOfl563t/2QNreoFsE4olNeDodaN+t/37XckqQE4MYyecYv+9XYh6Z1DuMt10vf0EwKSSW4KIV12VlRi4VrOr1hU0JovphIsCIklT3Ejn+t3Dk/hDE4sTxbHZIqlVBGyQ6j6iajzmNVllStWWWNQO2yC8FgAEWKFAl/doI445KdnW17whnAfkHkdOyuJ4VLaIgRDJkXnSEM9/R6QrLfG4me35RcSPpgrdWllpDUZx/IE65xBiSc1fq6Nqlpbf3HcosnvJiFG0oHRTOqZuXz7h4JRoNRCjm1s4EX6xjZ3XDoRWh/SkpKxD5mhKRqXcpAeK1o8YLZgVPurfmCkV8WxQaGxPaL/N7cpDdcihcvrriPeUlv+HXwXXfVNuU6LCjdq/Llr+N9DgQCvMEpJwpGM8Wa0pzOXJwgWrUSDVlSz1xiEIxBvjfOyHEd4fhuQJBlNNahHka55Wu11pZ+v/ojvZxnYcTrLndPeraV9qqa6QnW6mEsUyyELR/58PP7vojvGKsvx0KC0WCUGktuQ5aWlobZs2dh164dJluVg1hH0ujGXU9DNH36VGzY8KOu6917b9OIfczoeGr3MPJxiqgpKNjdERLD+qQ34tW60rtuZUjqTTdVZjiTWR5GvsiqUOEG9OjR25RrKSN/r/73P/66rpUq3cQbnHKaJ83skNS5cz9n2s9p90UN0SAYT55XfrcDQX6n3cjaQFhFCotLERlPnl703Ho50cyyRqAYfg2vCvf+GZGWQ+qe7JyejlFdpVWW0DNsJHqW1XC7xTPxZpKHkeCi1Fhyvx816jUMHvwy7r//HqSlpRpuSygUwpkzpxX3OXToIB59tC2GDRusq6HNzMzEsGGDNR8PAB06tFW1P7fha968paa5hEbMYdTqYTx9+pTtjXdBJVrEeKS3W3zwQjkhl1GdbPHyzH03XS4XkpIKy57FrOcnlln51lurmnIttbYIqVnzLvz2207ceGMlVK16G4YMGcara6LNw/jbb5uZ9rMzuZxeoqE98DEsoScMSTWyOhDOBBHO4yuZ4lDBKOdh1Hh/tMxh5F7rt/0e7DikT0pIva4lkuVvltXZbNXcYrFp+tkavLlOggSjwagZxZ8zZ1b47z//VM5iqJauXZ9EzZrVMHPmTADinYtAIICGDWth48YfMXPmNHz55RzN1/v++2X49NPpmo/XArdx9Xq1BtMbEZLKVnMJOwPnzp1Fz54vqL4+IY4TO1tWexi5c9y4xMXFK5zHqDmMyoIRkLbTfJSX4rEKlrJRseKN2Lx5O3788RckJ6fwBKMVoZdTpkxG27YPMO2bnZ1lqmAsXFh+kCGXXbt2oE2blvjkk49MsyV/Y/McRgZPS0iwqoacWFLD1xs8+GINvy6KEIxFTMySapqHUds5tYw5uVx8j2aLoQnYd0z7A5K6J0pzSc2cfq632RYrrzSHkeChnCXVmlAZn8+HFSu+BwCMHTsWZ8+e4S2cLcW6dWs0X/OPP7ZqPlYr3A6TVo+EER5GqTBAFr75ZgGysrLwxRezsW4d24LPhDJO8TCaLRiFAm3IkOGi+8XHywtGo7wyUr83JiaW91kpjNsqD6PH47GtrIjdq4oVb4zY5nK5wjZaOYfx3LlzGD36NWze/AvT/jlJb8wr77nLdbCwZcuveP31YfkuE7UV4bR2h+wGWJLeBPmhoka9oj0/iKwHhd2ypERnLqthxhzGTI3z6oRdntFzYsV3ZECqylB65kozgY6d1V5oxO61mjIotm9+z3FIgtFglEZ8Bw/uJ7rd6A6Lz5fO+3zHHVVx6NBBxeP0jLYL09VbAbdzYqVgNCrpTS6TJ7+LAQP6oGPHR3HgwH7V9hA5RLuH8f33p6BEiRKi+yl5GM2ew+gWtMB2La0hFpLqJMH4/vtTZI/hz2E0t2ypFVtmzmFMS0vD0qXfqj7u8uXLxhtjImbWF1lZWTh16iQuXrRXRLPMm8uZw5j3Xpr5igqrPqtDHVmRuwda78/VdG0HCgVVlo4lI8S6zbVvUa5HlMbpz13WblOL2pHXV3OPxQQnLatB8FDqdO3bt9cSO9LT05V3EkGPYLSj02WXYBTzUrAgVT4mTBgb/vubbxaotieaCYVC2Lbtd1y8eMGQ8mA05nsY88pUkSLJkvslJMgLxmHDBuOXX37WbY/U7xWKG6GAFGLlHEa7ELtXcs8Q4Ie/m+1hVFt2zRSMP/64TtNx+S1jqln1RVZWFu65px5q1rRnvi6XVIbuiVXTUHu0yY7wMJq6DqMeD6Nb+qZorS4vpmoUjAL1oCfcUuxXDXpM2fXpVVAw2Tqqolidy4WI+RDIw0jwsDvUIxetglHrAvSAcR08NQ2mMYJR/THC52znQuTRzueff4ZWrZrhnnvqIyuLIZtCAYM1LFtpgfqNG39Cu3atddsjVQeqTRRllpCLHOxRdx0jO/Ri51L63dzBKbPbG7W/1e83TzBmZmZoOs6OBDh6yohZgnHVqhU4cuSwI6Iwzl5Wbi+DIRevbTZivprYT697awCNb88rs52bZyt6rvTgtGU1LqcZ42HUI4a0VmNKZUJP0JueLKmA+POgOYwED5bG0owG9a+/DuDZZzvh888/AwCkp1/TdB4nCEY198cIwajleWhdVsMJjXVBY9CgnDDvs2fPYNOmjeHtTvEwmp1gglum5ETYoEGvqD6fXnvkUBKMWpeqUYtX5SrdRtbfYvdK6XfzQ1KdlSU1KysbqalXTTl3Zmam5Hc1atSU/M6OqRJ6MKONCIVCOHv2jOZj7SD1GrD/37yy7jKgHhVbpN7lAm6rGMKHfTLxcvssjOycZfL6fvx2KSGW/XeZkSV1dFdtg6xGehi1imiPjMcVALIZ5spKoTvpDXkYCSXERjOrVq3G++zzpRveiD36aBt8991SDBzYFxcuXLAlJFWKvn0HqNpfzb0xQjBmZUl3RKTQLhiV93GMzsmHcMuvUwSjlSGpciKsRYsHMG3aLMnvxc6nBanfK9yu9HyOHDmMLl2exKxZM3TZI0T4+9TOYTTSi61FMHITbDnNw3j16hWMGTPKFFvkBKNceLNV6xwbhdH1xeTJ7+GWW27AlCkf2GqP2nUC31/ET6JiRHUuJmpyi84T9/kx7OlsFCmkPDdOD8LbuWJ85ALvUpiRJbXDPdr6oobOYdQsGOW/FxsgYEVMxKpLehN5AprDSPAQmy/x0EMP8z5fu3YNb745krdNb2XIXW/x3Lmzmj2MZsxhTEkpquo8agQjv7Os7SZmZKgXjEatw0gYS2xsXPjvaBGM/EET6f1cLhceeaQDHn30cdnz6fWgSc9hVJco6pdffsaKFd/hlVcG4sSJ47ps4iL8fR6PF+XLX8d8fHa2uYJRqQ528jqM//57zLRzy4WkypWl3r274+GHWyE7W2M6SIsxur4YM2YkLl++rPHZePDD7wn446B+b39CnPI+chhRnYt5ePRmw1QLV4g8VN+PqhWM8TAyX59TDde+JaDZm2qshzHyh7G8BkrdLj0ePdGQVBXHiz0rPQLWCZBgNJgvvpgdsU04YnztWhqmTv3QVDuyNb4p+hor8ddJfciXtR7GjAz2Eb686wo9jMa9Sk4ROvkR7rsWLfeR1cOYi5Ig0StC9u0TX1NW6yALkBNybxTCdzcmJgZ3390Yjz3WEVWq3Kx4fFaWccJDW0iqdXMYnSRI5TyMSvfh11836Vpj2EqMfKYZGfLzPsuWLYfHHusovUOZZ9Hn4zJ4cHiSriUKAKBQvD4hbERtLuphtLgXzH3l1TZRRmRJ5QpWPQJU2OXRUy1q7XYqvSr2ehgjt1m0qp5pkGA0mAUL5inu4/Npm7zPisvlUmzoExLEE2AEAgFcvnxJ83XFUOu11DqHUa5JkfMgyHVEpNCa9EYpU+V/Z1NtD5GD32+/FyEYDOLq1Svhz9Z6GJXLjtL7qKfDum/fXvTq9aLEt8KQVPbmR2udJIZwLVyPJyckdcqU6di0SXktWSd5GFmWStKDmsE7s5GrpzMzlZ+JkV5qMzGyvjh//pzs9xUq3CD/vleZFv5z7lodS24FgHMMiW7kMGL8zy8yp02raNIqRt7grFeo9tqGCEbO49YjGIXXY1kqRQqt91Jp7qOeLKlir4XeZTUcNP6mCRKMFiAUQGIVtNHeEKVkCNzQPS7/+99M3HzzDRg4sK/qa0r9BrVZCP0qag/WzvLSpSswbtxEjB//bsR32jyM2pbV6NdvEBITE1VfD8jpNK9du0qTwI0WuOHMdngYg8EgWrVqimrVbsLq1SvC28y+Zi4sIkzpfdyw4UccP/6vJluGDx8i+Z0eD+OZM6fx5597DLmXkXMY1UVAGDWHMTX1Kj74YFLEdq4HUQxuXbNkySIsW7YYEye+jU6dHsc///xtiG25OClhjJx4ZRHx+SfiwDjBqLSOpsfjYQ7V1eOJ2/eP/q6mIXMYRX6q1vNOmK8+QeDR0y58uymv/lUr2IzIksrzMOp4LG7BHL1QUPsD0irsFAWjX8e8SpFtqkJSRe6tQxZR0AwJRgsQCsZz586aej0WD2NsbKzs97nZVo1AbeZVdaPabILx+usroFu3F1G2bLmI7zIzM1WHKwmTG7EKxhIlSmDr1j24/voKkvtI/Y6OHdvjySc7YMQItmyX0Yjd85R+/nkDtm//A1lZWXj6afm5gkah3sMoX1a7dn0S993XEGlpaapt8fmkk22pncPI5fXXh6FJk4YYOnSgapuECOtGtREQu3fvDGcCzc7O5nmT1fD222Nw+PChiO1Kz0d437p164IJE8Zi1aoVeO65zppskULN4J2dsLz3+UUvXrhwwbBzKfUDPB4P8wCInlkXRqxsYsTjE53DqJBpU4r3F8Wi45g4HDrBbtmFq/x91a7GJVdlsv4Ks0JS9TxjrZ63gIJI1TWHUae4E7OMQlIJRYQdpY4d25t+Tb2CUS3BYFByXqbaDlnuqHZaWip8Pnnvn1Gd5f79e6uwUF/nt0SJEqhY8UZV1wOAP/7YBgD47LNPVR8bLbCGKJvFtWuRyabMD0k1dg4jkJPt8rvvlqq2RW5+X6SHUf3zmT1bf9kXS3qjhm7duqBevZq4ePEC6ta9A7fffjP++EM5lFXIjBmfiG5XM4dRyO7dO1XbIcbPP29A+/YPYeHC+Yaczwjk6nc2wZg/FOPEiW+jX7+ehpxLqe5xu93MIdZmZg61CjFPlp5SsW67Fw37skcMCa+ltkjKVZms3iteSKoeD6OBglHsudS5RVlFKv1mPSGpoh5GNSGpIveWBCMhy/DhI5nCqPQ0ZmfORK6vpBRKZLRgXLr0W8nv1K6nFggEcOjQQdx++y24886qOH/+vOS+XE8fS2dZbedQ+rpCwag2i5z08xYrC5RdVRyty8eYhdhzWrdujanX5L4DLPUI6zugJfxTrvOpJyTVSIRJb7Rkhj5//jwefLA5Tpw4Dp/Phy5dnjTKPMXnY8V9e+yxdvj55w2YM0d5GRbrkC7bbPckfwhGAJg37wtDzqP0Dp8/f545iZMeb5QRzZcRXkqxEEUjXqe9/7DdHGH1LAzrVELuGbDe4xDPw6j9pgpt0RNuyX0utaoEsG6SD0UKKR+nJMD0RNTrncMonvQm/9RBYpBgNJkePXojPp4l0Yk2gsEgHnywueh2OVgEoxqRIpd8QW2H7Nq1a3j55V64di0NFy9exLhxbzDZaETCD1a0zmHMRe0AAQlGcT74YKLkd07wKJw+fcr0a3DLhlEeRkBbhkw5T0/kOoz2ND96Q1Jz4Q5kaV0UXQwle4zMyJyfkHqfixRJxgMPtNZ8vBk4pb5W6gf8+edutG/fgelcel5XPQlRcjFCMK7aFtlOG7FUxa4jbO1/pGBUdx256p31/hg2h1FwrJ7wT26V/PT9flSvyFZgLPcwqjhe7NnSHEZCkubNWyIuLg4lSpQ07RqnTp3EsWN/87YFg0GGuQvKnSQ1jZ5cw1S4cGHm8wDArFnTcfo0d11J6Uxv9glGoYdRXc2vtu9iduKU/MrcucaMxJvFzp07TL8GP+mN/jmMuWgTjNK9Bqd4GIXvktrBnrzjzLFfOSSVmm0uO3fuh9erPE8+Gu+bcK69GB07Ps10Lo/GuX6AviUXcjHCO/POV5ED5VJNd+Pb2eu/+Fi2eyO8lpHLamgKSdVxS4XH+rJcmrOdcoWdmhxkSh5GPUlvzPEwajbHEURfDWohuR2T22+vYel17723Pk6ckM9yyCIG1XQYxQRNYmIihg8fieTkFObzADkJd7gCTC7jq1rBqD50VBy9nU45W8XupRNGrEOhEMaNewMvv9wLaWmpdpsDQP6+OMHDmJVlfkZbtR5G1pBUbWvwST8PpwhG4bIaWgeRzLJfqS7RKnALKoUKFWKqH51QH1iNcGBTDI/HI78WY+5+Oop7Zrb+e29Wwl4pz+mMgRmY3CsT99+lfOE4xrx+ej2MgHSSHk0eRj2CUeS+rRbx4LLAFZoxXjWOCvnvL6YamyVVDaLLauRzwWiMu4UQJbfjX6tWHcV9jWzMQqEQ3n33Hd3n2bbtd9Sv35D1qhFbtmzZgdKly2Dbtt9VX5vbGZPzrhmdIZIVPUlvAMiGKYtlrXOCh3HLll/x3ns5IaCHDx/CsmUrbbbI+ZidtXX37l2YMuWD8GeWd4A1a7HS0jxiyF3fKYLRiDmMgL7BJz0DHXaF8tqN2H15++3cZUmUu3ebNm3E1atX0a3bi7jhhorGGudQWNsNlkEIPeLCCA+jEWGtYkj9rmKFgY5N/fj9L+X3TbNg1PAqByU8rVLbhXBFi54qWGwAQetz5gameFXYpCTAzl3R42GMPFZv0hsHdON0EZ0tj0kIOwHcyrp//0GqjjUf5eu9/vqrzGcTC33JDRNS2zEsUiTZRMFozhxGtZ3HUaPGSNq7ZcuvEducIBh37doR/nvLll9x7Ng/9hnDgB0eBWG5MGrNPinat3+I95lFTLCE7wHaPIxyxwjvjdzSMnLorSuVsqR+9ZV0Ai8uegTvn3/u0XxstHoYhe/z5MlT0aXLs8zHb9q0EZ988hGeeoptzp7dGNEnYD0HS1nWIy6yDPAO2rXCC4tQ7jgmHgOnKueFEDZJRrZQrB7GUCjvqnqaSLH7EqOxe+XniDM1XTSl33xeh2DUmyVVbFezBj2sggSjgQiXgOB28pUEhZWCMTExkel6O3ZsZ+7wigmaXG+e2g7Oww8/wjvGSMFoXpZUda9SpUqVsXnzdtHvfv99C44ePcLb5oSQ1NKly/A+L168yCZL8nDCfZHD7IXPr1y5zPvMMpc2Lo4tQ7IwdFOJ8+fP4/hx+VB4LiNHjhFdF1UJvV7byKQ3/PqpSZNmTOexS7jlN8Fo1DsqPE+bNu3CA4BqrnHw4F+G2GM2RgwSGulh1BeSqv3YXLSu1aeEkuhg/d2fr4nB4ZMK0QECGWJksADrK2DUHEYxYrUKRk4zGaOieqtfVb58Z2YBpy64sGijB2nyK7RFoHcdRlpWg5AlNZU/r4svGOVvtZUd3ypVbmG+HuuSAOKCMceToTaEKhAICDyM0rbyE34oX6dIkSKqbGG5bs611de8N95YSfK7evVqyl7PDoSDByVKlLDJkjycP4fRXA+jkMxM5TmTcXFsWZvVehhfe22Iqv1LliyJbdv24LPP5qo6Tu89Fb5Ldsxh1BPpkN+St2ibC8tn0qTxmDjxbd42rshx0sBRKBSKGPDTwldfzcXZs2d1nYO13WDJM6BHXPh1JB8Jn8OAJrBIYmQ5URIGaoTytQz53xkS+J2MFGzMSW84t0DPIIBYBlI18w+lzqVm1lDzWpFGtG+cpz4DQaD1sHj0eD8eQ6bHqbJJb5VCy2oQsqSlXeV95jaUSiN4LNnMjCIxkX2hWdbkJuKCMadTpLaDk5WVxRN/8hP31XkYr7vuelW2sFwXYJ8XpuoKnBqLJXmB2Qg76kaF9xYkhB3Xc+f0dfjUwjI3Ky6OreFUO4dx7Vr16016vV5mj2curAuNi/H330cjFqPXGnXw77/HeJ/ff3+ibEZnLlIi6pFHHlU8Nr8tq3H48CFdXuGTJ09g/Pi3IrZz6x8nCcbevbvj+++X6T7Pyy/3QrdunXWdg1Uw9us3AMWLF5fdR884hZRn5dbr2du1QEB/Z1ssibNSyVHzu5WypQqbcSPHNJmT3nBs0HN9sXtpiIdRhegUsz8+Ju/43w94cOJ8zgP8eoM648zokmtIC+Ao8lfL43ASEvhCzAoPo5bj3G4383Gso8NiDVOuiFLr6cnKyuLdL9Z5USyXcbvd6NbtRVX2iMEV+IMGvWJKmNiFCxfCfzuhQyT0XhnhOTATJ3gYJ00ab+n1WOYFsq4Ly/p8Dx78C126PBkRHsuK2ggEuaU75PD7/WjWrHHEdqMGPsaOfQO9e7PVLYFA5G/o3PlZfPLJLMVj81vSm8aN66JVq2aa6zCpQRenehiFAxJ62LLlV13RJawDjcnJKdi27U/ZwWQ94xRSgpF1OQrAmDmMYl4xpdurRjAqeceEIsRQDyPjreQ+Cz3dFj3rLnK5lAq8vyhv0FBN0hsxvF59S8DkYoZgpJBUIky5cuV5n9XMYdSaxFdLY6JGMLKeX8wboTV0Kisr07Q5jADw7LMvaLKLC9emu++O7IQawSeffAQgZ27sggXzTLmGGoRLRJg9P0+JZcuW4Px5aY+O2rUxnURaWioOHNhvyrmNDkl96qkOWLHiO832qBX2Wj2MJ04cR2rq1YjtRnrK169fy7Sf2L2tX78B4zzs/DWHEchJmKW1PEvVM04YELICVq+1GGqEdGJiIkqUKCX5vR4Po1TnO15FcIFewRgMAn4RL6XSHVIlPhR2NVUwMnYFuaLF69GuisTEjxaR9fpn/EJQvqQ+pRbjkRbuy371YPpyLzIYmhDuq9O+kR/fjVU5CVKEbQfzt+TK39Y7kMaN7wv/nZCQEP5bSTxpHUXUcpzLZbyHUS70TsrGkiXFG6fMzEzBOozGCkYjRqPVLpauhcmT38W5c+cwadJ4DBumbn6YGWQJcmbbKRgvXrygGK5lR8faKE9HpUrl0bhxXbz3nv7lcYSwhqSKecHE+Oefv3VYoy1kXQtS76nY9Rcv/h5FiiRrug4LYu8Oaz2S3+Yw5qJ1TVKW5EtO8TCaYcfx48eUd5JAbf9Abtkpt4v/29J8wLrtHqbOt9QjVJNVU693Rsy7CCgLLTWeVSXBJLyWka9yqs+FjxbHYOXv8u0eV3jr8eaJLTuh5Rl99SN/Ok+FUvreIZdL+pl1mxiP1/4Xh0+WKU8h4j7LUV2zUOcW/e7BE+fdtmX7NYL82fI4mAkTJsHj8cDj8XDWiFLuvGptaLR5GNkFDosoCAaD+PbbbyS/l/ptUh0fYUiq0YJR6nzNmjXG338fZTqH2sXStbJhw3pMnvyuaedXYv/+fWjWrDEGDOgT0eFjFRRmwJKNM7+F7okxbtybhp+TVTA6FaPXthSrNxo2bIR9+/QnLpFCTASx1l/50cMIaB8UZalnhG3M2rUbNV1LL2YkuTpx4rjmY9XmRpDztgs74d0mxqHjmHj0n6pcn0g9ejXz1fR2tKVCKBXnMKoYD1bqxpk5rDF+fgze+DwWnd+OxxGZbK3c+6inKhErWham4pAkFFIW4mPnKru2uc/SSJ8AywCLU8n/PSqHcdNNVfDHH39i69bdqFLl5vB2JZGmfQ6jFg+jy1AP4/nz5xX2EL+WVMcnOzubF8Irl3xDzTxRsWO47N69Ey+91E31OcwUJpcuXVS8vpn06vUidu/eiS++mI3Vq1fwvrNzDiPLPXe73cjMzMTUqR85IqSXEEdtWTbawyiFGYmschETQQXdw6i1vmA5jtuexcbG4vbb79B0Lb1kZmYYfs5Tp05qPlbtuyWXAEpYPNfvyNn3G4ZkIlKepxtKs/d7pDyEzMdLCEalBe/VvG52ehizOZlo1++QVoLcTJ1qMpJGnidym9K9tAoj8oLxBaMDlLADMLTlWbVqFerVq4fGjRuH/40YMQIAsGfPHnTt2hWNGzdG27ZtsXjxYiMv7SjKli2H8uWv420zLyRVW9IbPXMThSiNAKv1MAaDQVM9jHIj9Nu2bWU6B1+omldJHjsmHo5kZjhoIBDAxYs5CXd2794Z3r5jB3/dSL+NsRVsC027MX36VIwcOQy9e3fH5s2/mGrT0aNHdGc1tILq1W8PJ7cYO3aCzdaoH/TSOodRS+i4cF66UYiJIHbBmD89jGrX9cyFpa7jd+7s67RmZGgLu5VDa5InQItgNKdsST36BtUCKJnCZqPeLKlZEkt7GJn0RlEwRsxh1CdEHm4oMb9XxmbDQlLFPIw2JHURm4epRwjnwq1TjOzi5efEN4YKxn379qF169bYuHFj+N+bb76J1NRU9OvXD61atcL69esxfPhwvPvuu9izZ4+Rl3c0So28Vg/jvn1/arCF/bGzjO4qjfhLC0bxe7J16288G4VCRercrB2FW265FdWqVWfaV/q65s9hBICfflonut0swej3+3H//fegevUqWL58Ke874XPcsuVXU2xggeWeu91uvPPO2PDnb75ZaKZJ6NHjOVPPbxTJySlYv/4XLFiwGM88w+ZRNwKpOcvqPYzaQlK11LHLl6/SdC0lxN5f1vuQfz2M2uoslkHLChVuCP9tl3cRMMfDqCeaROlY4RqocoJRz/RMqfXnyhQLYdkYtnumd3xS6viUwvI/TNgFqlhG+p4qPSqjl9WodbP4j5ITOEaFpEolvZm/zouPFscg09iZA5IIl/JwuQC3wVlSjezikWD8j71796Jq1aoR29euXYsiRYqgY8eO8Hq9qFevHh544AEsXGhuB85JmLWsxvPPd9VkC3tIqnLpFptTNHny1PDfUo2W3Hpi+/fv5X2WWsCY/zPY3mqXy4WVK9ejSxftHXyr5jDu379PdLvfb05tvGLF9/jzz93w+/147rlOCvtqz4ypF5Z7fvnyZd5nsxNjbN/+h6nnN5Ibb6yE++5raqk35osvvhLdrrZDvGzZtxg//i1cvnxJ1XFig1+VK1eRPca4dVuFtkSKJ9a5mWavw2jWe6I1JJVlcOyFF3qgZs07cf31FTBlynRN1zEC4dJDRqB2PVQ+8s+yZctWvM+8pDcufki2nlIh9YrXuzWIcsXZzuzX2dHO4hSj8iWCKFEkhAfr+VGrivyJhV0gOTEWUuiDGJ0l9ebrxO+dXLXOfQ31ZEkVe6a9Jseh75Q4vPF5LFNiGSOIFVzG4zYmJJXniTXQ8Z6fBaNh+cRDoRD279+PuLg4zJkzB8FgEHfffTf69OmDw4cPo3Llyrz9K1WqhKVLl0qcTZlgMOCYzGgsKPXL/P5sy5KI1Kx5l6QQEcJiV0ZGZLrh2rXrhI+7+eZbRMNg5Tr9ly7xO4N79uzEvfc2idgvEOB2skLM99Dr9eDmm28W/Y7lHNzOTyjEfl1W6tSph99/3yJZxv1+v6ZrBoN+3v9CDh36S9X57Ep8wxLGuHcvP4IhGAzYmqiHS9GiRbF372GMHDkc06dPld1Xjc1qf59UOcg5V9DQ+1Wjxh2i51PrLc+9X6dPn8LEie8zHycWyrpgwbeGlwmW84mJw+zsLE0JXrRcX4pg0G/a3GStbZyUkOaeKybGi++/X4NQKAS32614HbPqgfT0a4afU2tdn3Os/CBEKBREIMAd/OT0jEP8Y1+eEocLVzLQrVXke6RkX7Y/ssfdvlFWTv3Dun5gQN9zy8jM6280qu7Huz18cLuVvYJZ2fxuspz3KudZSZ/QHxDeB/V1bJ92GfhwcTx6t8vA3bdlAhBZJikk3dZlcZ6F26Xu+tz+g1g1ceVaXkd34oIY9H5Y/VIUau9HjCcErrPghlJ+uF3KCk/pOpnZecmcvG7x36vEzdcF8Ndxvi3Z2QHeO5efMEwwXr58GbfccguaNm2KCRMm4PLlyxg5ciRGjBiBEiVK8JaYAHIWj05PT9d8vfR0daPLdhMIyI88Zmamwee7bIktzzzTCXPnzmHaNyND2a7U1AsR2zIzU3nHrVy5Ert378a8efPw+++/A1Dn5g8GM0XtyMhIDf8dCGSpuod+v3goDMs5srJ8nL+Nf3a33FIFv/++RfL7a9cuIlbFosdCMjPTIradPn0aBw6oC3G2qswKycqKtF8JteXDTPx+P3y+y/B6lV8CNTYb+fsyM68Zej6pc3HfYTV8+eUcvPnmKBXXv8L7/OCDDyIlJdHwMpGefknRc5uefkVk21XGukdelOj9PVoF49ChQzF+/HjJ730+tt8n5No18WP0/E6f7zKysrIQG6tiIUAGxNpCvWRlpWv+rRkZ8vVkRga/HEaM4f79GlBxDAAgM9uF1/6XgDsrXULVCtkA8padUbIvMysZQmGTWx/nCLa8c7VrmIbFvyRFnMMf0PfM067FACgMAHAjE5mZbOfyZRYFkCMeXK4Q3AgAEBckPl8afD7pKToZGfEA8n5bwC/er5Gj/yNAt5YuFEkMITsLKFY4CRdT+fb4s33w+cSffXp6ng2hYEZEvchCZmYagqFisvsEgsrP62q6C9xnP7DDJfh8kWvlytGmvguzVhYJf36w7jlMXVYWSgGUSrb5MuKRK5EC2Zfh01Atzh6Uig274zH00xLhbenpV+GLd+LaGkUV9zBMMBYtWhTTp+eFgpQpUwZ9+/bFM888gzZt2iAjg985z8jIQKFChTRfLzGxaL7yMMbHR1aAXGJiEpGQkGK6HUOGDENKSmnmzJ5ud6yiXW53ZFrtxMQU3nHVq9dC9eq1sHjxkvA2uYxsQpKSioraERubxPk7QdU9lHomLOf4998TnP2TDX92iYmFZb+PjS2s6ZrBoB+ZmWmIi0uC2513/7/99hv06vWi6nfKijIrfl31a+S53TG22QvkhH+tXPkDgJy5QgkJKQiFlN/D+Phk5tBRtb9PzsPo8Si/+2qQOldMTKLh5xTD6+VfJy7OnDr355+3oEWLBxRsifQKsNS1OcgvY6DnNwWDfvh82haorlRJPGIjF48nXpNtLlekqBs//l1dv3PFirUYMKAP2rZ9BB98MEXzeYSEQsaH4empt7zeBNnvheeNjRWUS3/kwPxfJ1Nw1y1876OSfUdOR77jUvXLlL4B9G2firnrYjHz+7yyHgi6EB+fonk+mZsTVxgfp6Zuy7MhxiO/VmVOuywtBmIEE+5iY+M0PVuu/yUx3oWLgjG3uLgEJCSI9688nKVT4uPikZDAfkO5/QelBD+BoHK5mPQNv7wN6OCG2y1/jJBhT4dwLTMLe4568L8h11CqWDK8DDGpSrZlB3PuU6w3hEKF1NmUS8UEoGI54Kfd2fj+t5y6ISauCBIS8o924WKYYDx8+DC+++479OnTJ9y5yVkewY3bbrsN8+bx09ofPXoUlSpV0ny9/JYpTkkcXbx4UZWA0srTT3dRdZ1gMKi4v1i2TK83RvQ4blZXNXbExcWL7s/tSLvdHlXnlCpDSucYMeJV/PTT+vDn2Ng4w5+d1yvf8XC53Lqu6XZ7eccvWbJI0wCMFWVW/Lrq33+Xy2WbvQB4A2Reb879Z5m3lvOs2X6vlt/30UcfoU+fPhHPPxgMGXq/pM+lfSKPGvuEg2SxsbGmlIdNmzaiVauHZPcRy24dCASY7ImLEwlB46D3N2n1MEaIDRG02Cb2jtSuXVfX7+zZ8wUAwIIF8/Dmm+NQtKi8t4QVo9cIzcWsekt43ieeeAobN/6kcIwHHsHcNzn7LqcByzeLtGcSbVhMjBfVbwTurRHCzO+Fx3g1J2oJBPPe/9gY9vYzwBnU83rk58e53B54PHL1Gd94t1tfOw4AhUTGj7wizyiXIMcGNfeBi9vtRSiktFSccns7/0f+YFBMjHpbihQCPuyTDSAbuffXwzA5NCPbi0IyVVZWds45YmP0v39xMVx7vJLPxukYNnu+cOHC+Prrr/HZZ5/B7/fj9OnT+OCDD/DQQw+hWbNmuHDhAubOnQu/34+tW7dixYoVePjhh426vONRaoT79n0J27b9btr1CxcujLVrN6Js2XIA2BMbsEy4F8uSKjU/kTs3UU2yGKl9tWRJ1bp/LtOm8UekuettGoXcAsqAtvU35Th61LxFys1Ay3IydsOd25I7WMGS8dPsNTdbt26N33/fiaJF+SEpVq31aXRZlkJYB5u1ziLLnEyx9oB1+QQlu/VG3mh97kqdPa3Laoh5PFnaDtYlY/QsW8Hl3Llz2LRpoyHn4qKnrlNbFjp0eAIjRryBoUOHo3Hje0VTo6pN1PLtz9o622KW68mUuvsoRzB62e+LMPmJL1P6Big9KuHtNCI5S0Jc5EVZl9UwOX+WIvE6ptXIwZKkZsoS+Xo0N8trvAHNBNc3kZ+T3hhWXEqVKoUPPvgAGzduRLNmzdC5c2dUq1YNQ4YMQUpKCqZMmYI1a9agWbNmePPNNzFo0CDUrl3bqMs7HpZORKtWzXDwoLqkI6x8/PEMTenG2bKksgtGbiKSm26qLLqPGFKdGG7yHqsEI5fSpcuY0vGMi5MPOzO6My+15IESdoWFa7mu3SHs3PU6cwdisrKUsypaIdzKl78O8fH88DV92RnZsUqYCn+PeYKRZe3ayH2MSsSit5xr8TCWKVNWMSpC61JAwuksAJtgfP75HnjxxZcU9zOiHUhPT0eLFvdi8uR3dZ9LiJ4kRGrfLbfbjT59XsbAgUP/i4gQESOukKolNrI0Fmuxa2gVjBeuAq/O5ISWqtCw2Zz1G2O8wKGT0mVP6XYLBaURgi1RxEsmt76jUVlSH6ijv76SE996OHFB+byHT8jf/FzBGBujv9/g4SRKsmOtSqMwNM7hzjvvxKxZs0S/q1atmuR30YDPx5bg5/33JxqaFnzw4FdQqFA8mjVrzttevHhx/Puv+KLwXCZPfhevvTZKdh8xL4lUI8ztzHDXzlJCqtF89dVBiteUQs5GFvuBnORNRjFgwBC8++4E1K5dFzfffIvsvmZlMlRL3bp3YO7cr03xssqhRWTYKRg//ngGNmz4Mfw5d4FvpTVMAeuetbATbp2Qs+c6ZglGtVmWczEqnDEYDOpa6kfL85g37xtcvCif8EWrIBbLws1a1994402K+xghGJcsWYQTJ47rPo8Yet4PPXVebGwcgMhru1zqOr2Z2caJAq2CcfEmfldXjWD0Rwgs7R5G4X3Tsw5iLoliHka5dRg5NuhZLmLCi1nwZbnw007tJ7m9UjB8fDGF9TDVkJquXOZiZITgyQsunL6YU4fGGdBMcAcGyMNIKHLixAnlnWB8uu8BA4agS5cuEY1i2bLlmc+xe/cuye+2bv0NS5YsitjOklRHTbw6i6fTKMG4bt1qyWOEo+RGZtnr1KkrduzYh2XLVirO0TW6k80iXMT455+/8frrrxpqCwt2ewvV0qHDE/91wHLIXeBbKfQYsE5QCUUGi1CVKzezZn0R/rtHj96S+6WkpCgbJ4LaeazC36M0F1ArLPdNzNumpu4fMGCw5Hd6y4uW42+7rbqiANcqiLV6GFkxQjCaGdKv53nKHat0D+Pi4kTdfC6XsjDiIhnxyznHh30yUevmAOYNz3vWYlW8L9OFWSu8WParundfGEarzsPIOc4DtK4n854qCcYID6P+dixRJBhJLmzYH8j7Uo+Hs0yxEBa+noFJPaSjZL7Z6IFPJoimesW8unLCi8avYSpHnEwZeHVmXr/uUpr++oEEI6GKu+9uzLQfSzgTKzfeKJ1U6PXXRzOfR2rk9OjRI2jd+n5RwcgSaqcUwsSFJTxObcMq1VH45BPprHnCTg9XBOjF7XajXLny/yUVsFYwinXKWNm1a6eBlrCR3wQjAN4cwSJFctKADx06PCwaCxcuInqcVXP8hIM8LHOn9u2TXobloYfaYtWqHzFz5mwMHz5Scr/77mvG+yzsyEoNyqjxvO7btxedOj3O21asWHGmYxMT1WXzZgm9FFsfT81cuiFDhuOHH9Zi+fLIwS29dYPUfd28ebvscUqDH9pDUrXNYcxBuQwbUZdkZprX2dUTGv7JJx9JfsckGEXuX3a2C4dPsneiGaZp44n7/PhhXAaa3cVZ31hkv+nfefHKjDh0mxiPPw6qyYHA/xyjIhST52H0Av3aS/8gpSrz/W/4fR6180HFSIwXmWcqc2sCgjmZepH7DS+9H493Fkj384KcxDmlilrbpssNGvzwW96Xlw0QjG6eYDQnDNcKSDBaRIsWD6Bfv4GK+2ltVMVYtmyV5Hc33VQFDz/cnuk8boka4dNPp0kew9IZU+Od0+vtEENKMMqJNaEXgMVDJEduR7p69RrhhEQ557VWMOZ6vLRQokQJ5Z0MxiqvmxFMnToTQI6XLVd8TJ36KQDg+usrYOvW3di8eTtq1BCfY+zzaX82avB4hIJR/ztXs+ZdaNv2Edk5uW63G/ff34JjB7/sJyZKL7vBElYPAL16vYgLF/ghk8WLswnGFSvWoWfPvkz7AmyewszMyPumpu53u92oVasOCheOXH7HDMH4wgs9UKmSfHinWR5GsfIv1SYJYRGDRtQlLAOkWtFq36+/bsKBA/slv1calMxpnyPvX98pcbinP/tSOFo9KmKPbsqSvD7DVz+qyJAs+ByrotnmhiQWSQyhkIhAy0XpUW0/ZHx2fzEPo1yxT+WMvxiRdEZp7OajxdL9PO79sjoBT6w5MxJE4f62fNR1iYAEo0W43W4MHz4SL73UR3Y/I0NSS5WST2RSo0ZNpvNICSuxsNPu3Xth4cIlTGtsqvEwinVihB0sseQ7ckj9LjkRKOz06O1s9O07AGvWbMB3363m2aPUmBvhdQoEAti3by9CoVB4Tp0W9u3ba7mAyy9Jb2bOnI1HHukAIEeg/P77LmzatBX33dc0vE+5cuVRqdJNkvdw+vSPLbFVKiT19OlTGDToZSxYMC/iGDPmVwrLfnJyiuS+ch5OLnv2RIbVsw503HprVYwaNYZpX4AtSkRMYIh5HZUQq6vMCEl97rkXGGwxKyRVbF1I40bpjahLtYb0s6D1ef7441rZ75UFo7iHUS1S2l5vdazmtgibejUhqSM6Z8HrCcHlCuGDXpmyXjk5D6NZzY+Yh1HOjmNn8ur560uaLxjlCJgkGGMYsuCqyZSrFwpJJTShFAaiJrRFbweYde6GlM3C7WXKlMWbb47Dvfc2YTpvrIohHrGO6bVrabzPRnkY5eYPCsPG9HqEXS4XatSoiYQEfoZKpTmMv/76i67rAsBLL3XDvffWxyuvDNTlYQSAv/46oNseNWjp5NkhGJs2bc57T0qWLCmZIEhKfJmReVEM4ft84cJ5AMCLLz6LOXNmoXfv7jhz5jRvH6MiIrjPRqxekULLepy5sIak5vLOO+8z7ccyn02snu/c+VlV9gDiv1+vABIrh7nrkMk9CyUPo9bBUDVZuIVY5WE0MyRV66BMUpJ4iHsuSnkGpOYwqkXrqiBKl1ZzXj2C8YbSIfzxiQ9bP/bhtoohWcEoZ3OmyHiJAdNnkSDiYQwEpE98+lLed+VLGDEgoP0cZgnGxW9koFF1+ffm8Ek3Oo6Jw8zvzV+bmTtokg9XBAtDgtFilBq6H39ch1WrfmA6l96GrkGDhkz7STUswt+itBSEEDUeRrFOUFqaPsEoxYoV32HFCuGKwTlo8QJoQakjPGCAvKeahcWLc+ae/u9/MyOEgFqWLv1Wtz1qyC9zGNWEXdsdZit8n1etWoGPP/4QmzfnDU6cPMlP3mWUh5H/PIUJuqRFCktyLSmKF1cXSt258zMYM+Ztxf327NmF1NSrWLXqB6Sni2fH5tZVnTs/i6+/Xopbb62qyh5AvJ4ww8OY68n8/PP5SEhIEK3rlcLzta53KJbwzEjByOqllsPckNQQDh8+iNTUq6qOS0pKkv2eLSRVf52ULSNe9KCmCYhMeqOu/ShTLITrS+UcEyPrYZT+rekmFRExe+RECXdOqdgajmphEXpb9ovvxH21DcxjhTq3BLFotPwg+HdbvFi33Ythn8bh3JW87WY8Jzd5GAktsHj1OnV6gulcy5cv0WVLrVp1mPaT9sTxi4/a0X41ae3FOqZCwai28yr3LLp06SgqQIUeFSOz9XHR4znRg9I8JSkmTlTuSBtJfglJVVPGrUpuI4VYWR41ajjvc6FC/E6olNdIuJ8SXbt2C//dsyd/MKRMmXLC3cPoef/UehjdbjdefLEn07433XQdOnV6Ai+/LL4/V2A88cRTuOee+1TZkosZIali9Wjude64407s2XMQW7fujthH6VloHWwTs8dIwdix46Oy8/FZEFtaKhepObiffvo5nn66i+K5ly37Fg0a1EL9+nepSk4mNr+Vi9I80JwswvrrTKkgBLFQSjWo6XgLf6qaOYxCvDJiU664pWeYI5zFugpydviNTnrD8Cq2GZ4gup3b5OnxVOrlwpW8ZzNhvvGTG3nrMDpjRTRNkGC0GCMFxgsvPGPYueTgdmSDwSB+/HEdjh49EiG41CaAUScYxTyMqbzPSg2kECXxLjZ3RtjpKWiCUauXtkSJkgZbIo/T1mG8du2a6HYjUvZbhVIYNBDZeZcKSf3mm6Wqrv3AA63x3nsfYdy4d/DEE0/xvitXTlow6nlPWOZZ6yXXi8/F5/Nh6dLF4c9xcdqX5hEXjDo74jIhqUBONl8xz7nS+6V1DqOYPUa/V6++Kr1MCQtyCaK++26N6PbixYvLJnTK5dKlSwCAc+fOYtmyxcw2KbXHSu9OXFysISGp2SK3Jj42hFeelC8PiiGpapoAQXHRI5RkPYwyNsktL6EHsaU55MQ01+NrhGDUE0pqVkhqLi5GEcrtxn281Lil0nKhOYyEJlizu2mlWLFicLvdmDRpsmHn5HYK5837Ao8/3g5NmjSMmENot4dRLjmGGEqdDjFR8tlns1SdQyssnXcz0BpiWKdOPYMtkcdpIanjx7+l+xxGLtGiBZbBD+E7ITaQ07p1G9x1V21V13a5XHj66S7o1q17hB1PPtlJcq1GreUgJSXFNjE/YsSrOHXqZPiznufOFXK5mBOSqr4+EoatavUwiokxIz2MRiB1z994YyxKly4j+p3b7VH97NXUz0rzi5XaGKOS3nA9Wg2qBbBjejp2TE9HaZ3LKKgZFzHUwyg3h1HmuPRMc+obr8irIFcFGO1hjNehr8wWjKzdbZO75SQYCW3omXPDwjffLMeBA3+jc+dnDDsnd+5J//45C3Cnp6fzRskB8c6LkPj4vMWypRpSMcQ6DULB2KWLuqQRSh1GsTk306bx12g0q9MpXOLAKliSmJQtWw4ffcQP4TJzDo8YWjrFwWAQu3fvwsiRw7Fv315D7ZFb74wVtXOAjYYtQYiyhzE+Xt/vEM69Sk5Owbp1mzB/fqS3TqsIURuOaiRz5vAHnfR5GI2fwygmSlgG9264oSJuuqkyAGDQoFciPLha1xjWF5LKfp3fftvCvrMAKSF3663VECORYcXtdqt+59VEtCiJS63rMKqF24xO6pGJcsVDKMYQDKSc9Ia97RWeSu0cRi6yWVJVehiN6D6IdRXkRAn3NZTzlrKSxBhaLPY8uWsSmiIYGc9ptmCkdRgJTZg9qp2SkqLa06aEVKdMyxzGr79ehtKly6BNm3Zo0OBuZhuUsqQ+/viTuO6665nPByg/C5bOqFkeY73rO2qFJZPhqVMnIxZbNzOtvBhaHAeBgB9t2rTE1KkfokWLe403SifcwRQW5s//0tDrs3gvhPuIDeTExOgL6SlatBhefXUEqlevgaVLVwIArrvuejRuHPnMtCZSKVxYPoOklejxMIrVE+vWrdaVjOjcuXMR2+LjxecgcXG73fj++zVYtGg5Bg4cGjGP1diQVOO7Lm3atMC6deLho0rIiXSpgVSPx636nVcTxaM0cMBd2keMHMFoQNIbv7EhkLmomfItLEJqsqQKkU96I/2dWR5GsSIxdEYcpMZncre7XCHRY9WSpFw1AACuiUy/5RZRM2b3MHfPLPQw0jqMBDNmzXnLJTk52fBzSnmdhL+FRTzVrVsPu3YdwKefzlElnpVCUhs1uof5XLkoexiVOzgFLSTV7w+gdes2ivsJPRtmppUXQ4sXxe8PID09Z66hFfZKhVFKoVY49O37kqr9lWBJusMyh1FNqLkU/fsPxrp1P6N+/QbhbV6vN+zBykWrCJk06QNd9hmJ0SGp/fr1xOuvv6r5nEOHDo3YJhSmUt7ookWLoVGje+DxeEQ8jFoFY2S5ZA01VROSGgqFMHBgX+b9ucjVR1Lvg8ejPiRVjWCUarfLlSuPe+5pgjfeGCt7fKNG96jK8iwFdw6jGqF28/Xy9ZGakFSheNIjGOUegZxNYoLJiIhpKRE+Z7X4j8wdYzNKvBdKYPsRWSLFkXu/7BSMZkeucwXj32fIw0gwYrZgVJudsHfvlxX3keqUCRuv7dv/YLqmFpEl1iBzBWNSkrqENyx2fPXVXMUOh3khqey1uZHzdK5evcI0/1XYgfztt82Wziv85ZeNqo8RJowwexmLFSvWqdqfK47sgMUrJbxnZglGMVwuF77+mp9MR6sIqVGjpmY7jP59LIlPpJCqJ2bM+ETzOS9cuKD5WC5CwahV3It5sVmfu9o6STgvnxWpREMul0syWsTj8agOSVXTLoi9z5MmTcaOHfvw9ddLULRoMdnjS5cug/HjJ6qyTwxuEIAakVK1Qgijumbi4YbiwlfNXDDhvkaEYoohV9yumZUlVaJL+dt+8R/p/y/pjVH3IIFxTIHrac7F9KQ3jOc02+sXH5tXMHYczr+yK/9ank8xUzAWLVpUtYAZMmQYZsz4THYfo9Za04NY5/7atbwsqUprTomhdK/eeWcc1qxZqXAO+7Kk+nw+PPRQC9x7b/2I9fGUkOpIvfBCDxQvXhwPPNA6vK1UqdIYMICfRVDMs8Fdr89Mzpw5jbffHqP7PFevXlHeiQGptfYqVaosul2KZ555Ho888qhmO+bMma/5WIA1JJX/Hoq9l//+e0yXHXKUL38dWrZsFf7MMufWaPr0ednQ8+kRjHKh6xkZGVi69FscPXpE8/mlYGlnhN4zrc9KPGsrW29XrWDUOgAolyVVyla326P62atpb4T3bdeuA6pzGxRKZIw3lIE3Z07l3MGebf2YMTATVStE1jOX01REKAkFo445jHLIFbdhn0YqK7PmMALiIigQAPYdyznAqBDZ5CRGD6PIGI9Tkt6YnYimVd0AKpUN4tbrgxj4mDVreZsBCUaLMVMwbtmyQ/Ux8fHxePjh9hGp7LlIjQxb2VlTCkk1QzACwOTJ7+k+hxZYOkSDBvXDb79txv79+zBoUD9V55fqSPXs2Tfi+4SEhIgsqGIdVbULS2tlw4YfDTnPU089hvPnz+s6x5Qpk3HTTeUNscfr9WLatP9pOtblcvFEvhZYkpKwJL3ZuvU3XXYo0axZC9nrm02fPgMMPZ+eNsHtdqNy5Sqi302c+Daef74rmjS52/AQ7JSUomEv7YABQ0T38Xr5ntjdu3dpuha37o+JiUHbto+gTJmyms5lFlqiFTwej6lzGLnz0UeMeEPTPTOieeMu46A1O2lcTGR7tXG3ivBcQdVmZDesR5u8/lG3ifH4aLF4BEKaz6R8Bx7xtlxMBC391XjXamIc8HG/DDxUX74uFg1J5c1hNF7Es5ZfnSsRKVKxTAibP/Jhw/s+3FjGWRne1UCC0XLMqTRuu+12pKQU1Xz86NFvSXo3hgzpjytXLuOll57nbTeis/b4408CAG68sZLsfsqC0fiQVIAvjMSEs1kDACznXbgwz6O0bdvvqs4v1sGZP/8blC9/HQC+YHS5XBHeAjHB2KnTE/D5IteuNBqjEgJt3fobmja9W9Vi2EJGj37NFg+8UPCr7XiKcf78WcV9WOYwmr08CDcklCXMMRQK8eZiLViwWNf11XqFzA7V/vbb70S3T578LgAgPf0a9u7dY+g1XS4Xliz5Ad99txpDhgwT3UeY6Xnnzu24cuWy6mtxBykOHTqOmTNnMx+r9t5niblBGFASjO3atY/YliMY+R68tWt/lj2PmuzZ3GiAChUqMB/HhfX2yS4UrzEklYuepRuAvDDMXNINDA8VLjj/xuexSBUPOjEFqSIhJhgP/GtOf6XDPQHMGiw/KCUmGLk2mpE/kN3DmH/nFVoJCUaLMUpgGD2yXqxYcbz0Uh/J7/v374NvvlnA25abQEQP48e/i08/nRPOhiiFWKfc58urlRMS1IfOsAhGbugl93pqzqEFtWtaqu0YCTs4JUuWQtOmzSX3v/76vA5H2bLlJO0TLhlgBkLPhR5Onz6FHj26GXY+qxB6jIwQJVKhtVyE5UYsFK9KlZt12yKHcBAnFAohLS1Vcv+xY98IZ/GNi4tTzA6phNp33uy5sizLE5kxsFWoUCHUqVNP8tw//hg5h3ft2tWqr5Pr+Xa73arrebXvhZb3KBQKYcuWX0W/q1nzTgDAtGn/w/bt/KV83G5XxO9RipTRmvSGZckrMViXrpAq4qEQXyhonTenY+UZAJHi6RaFhDrqzh15j75Yw7/fmSZGIUoVCbFnYlamVhbE5jBmZpu8rIZDkt4UFEgwWoxRDfeVK8bMv2Jl+fIlEdtYOphKFCpUCG3atEPp0qVRokQJyf3EEx/kbdOWzY1FMOY9L58v0hNllmBU6zFSW+EJO7GdOnXhfeZ6iTIzM1Gx4o149dURaNiwEebO/RqAeGba48f/VWcIA+fPn8fw4UPCy0gYnXTk+++XGXo+vdx22+0R2/bs2c37LFyD1KqEQ0oexhIlSmL8+HdNtYHvYcxCt25dcPPNN0guM/LBB5PCf2sZWNKLHWGzQljbHTGPLUsSLFa0TB3ILXNqB9EAoG7d+qqPUcuSJZHrgzZs2AgrVqwLL3HlcrnC0Ru5uN0elChRkrdNqW5TM4eR22ZquXc552DbT1j7BALAY2/E487uCdh1JMdmPcs4xIuEpKqBKxgHPpbFvBSEFB/0yhmwq3trADeUjrxJI2fzoyxe/lg86sKI3oOU13bF714IVx3S6EA3BKGHMc0HbNiVZ7yd6zDKzWHs087aJcOcDAlGi2Fdt2/Dhh/xww/fSXYEr1y5ZKRZACLFz8iR+hOLqOHbb7+X/E6s08XNlKdlBFVtSGpGRmS4pVkhqcIMg0qoDfUSCsYKFSryPnPD7nIHBvr3H4zFi7/HbbdVBwDMm/cNXnihB++4adM+VmUHC0OHDsCMGZ+gb9+X8NdfByQXwi4oTJkyPWJb06Z388KOhfNFrRKMkXMY8z7PnDkbO3fux80332KqDYmJee/G/v37sHz5Evj9fqZlRsx4Xz/+eIbs99y6y6zwZbFBBj5s7c6ECfylFurUqac6UYocarN4A3n3TEsoev36DdC8eUvVx6lhwYJ5Eds6deqKu+6qLXucx+NB9eq3o3XrNkhKKoy5cxcyDIaxv+fcsiZcBokV1rldQmG55BcPftrpwckL7rAXSU9WTr3jstw5jHVu0e9dfLKpH7tnpmPJGxmSouQCp4r+ZoN5bZac0Jq1gn/dWHMSWDMhFKuf/sA3xoyuFPMcRpkiMSAfJ6kxGhKMFsPqkerQoS26dn0Sq1evEP3+8uXLBlqVg9A2bjZCK7jlllsxefJU0e/E5pZwO2JaREStWnkNevv2j4nuww9JjRSMzzxjTjhjQoL6zInr169l3le45l61arfxPvMFo3jocVxcHNq0eSRi++nTp5jtYIG7HMYff2w1pdN95sxpw8+plWrVbovwPADAyy/3Cv8t9DBahXCggd8pjTFtSQ0u3LL55ZdzVB1rhrDu0OEJ/PTTZvzyyzbR77nJR3JDY3MZODByzUMtzJz5mez3rO3ORx/x16fUM19YrCxoCc/NHaTQujbt559/pWJvdeXD7/djzZpVotuVyPX6ffbZlzhw4G/cf39LxXB7NfePH5Kq7d6xZo8U3rXDpyK7lgZNPdcEt8mQShKjltJFczymUm8Wy3zBB+vrb8vkBOPctfzy5DEhsQwrQg/jJcEsAnNCUtl+r1Q5L1EkhEL60wMUGEgwWoyYF++ee5pIJlJ45ZVBotvNCEmtUiXPM9C58zOoWPFGw6+hhFSHMzs7MiyAGz6lpWNTtmw5fPnlAgwe/CrGjXtHdB9uQyv0MMbFxaFt20jBZARaGvh169jnBwmXR7jzzlq8z1wvjlxikerVq0ds+/vvo8x2qCUUCiFbGGdjAH369FDe6T+CwSCGDh2Abt26KO+skXnzvo7YxhVnwvXirAtJFQpG/Z1Staj1vnORWi9PL1WrVkPlylVEw+q55fW77/jrSHbv3tOQ6990U5WIkEcuWj2reuZfitXJWtZi1BOSCuT89lOnLuGFF3rgxRflvdBqf+/nn38mup1lUIv7e3LbPaWBTzX2caMBtIpt1mpFaJZPJP+J1gypcnaw2ufnCUbtdogh9WodOiH/zo15NhPlS+ivj9SIQO58yxqVrE3WJpzDmCgQYmZ4GFnPKdUseAwaXCgokGC0GGFnt1evvvj66yWSIUXHj/+La9dyPDzcBZWF3i4jOowJCQn48cdf8e67H2L06LHwer2mzdGTQkr4CUfmAeCnn9aH/9Y6qb958wcwePCrkosY80NS+XMYn332Bcvvjzzstly8mFeWmja9P+L7cuXKhf+WS8eelFQYtWrV4W1bufIH0wTMnj27RAcP9CKWoEOKr76ai//9bybP82k0d9xxZ8S7wC1rwiQvWhdFVwu3I5yWlorFi/PmbxmRqZUFLWGNuZid0fb119+M2Mb19PTs+UL477p16+vKbC1E7p2bN+9zNGhwFy+zMgt6BKPYsdxpBKzkCUbt3RWPx4O33pqAMWPGM12LlZ9/3iC6ncXDKCbilD2MakJS8+6/Vk+x1jmMPpHkKnqEmlTRFsu8KYafI5SMFiZSs4wyZJqpOrcE8MKDxgx8qrmv3Oc57nlr5+blPitfJvDh4his/J1vuNcENSJWDsWQKudGDy7kd0gwWoxYpk1AfvR04sS3MXBgX1StemN4jonwPEaN7lerdhs6deoaTk7QuPF9hpyXFSnhJ2yA//yTnyberFA4bodOmOTHWWKR3Z6NGzeiQYM8j6KY96FLl+dQseKNSEhIwMyZ8mF/wgXjp0z5gJdoxEhmzPgEQ4fy18Fr3rwlBg16xZTriWHUOpBKxMXxBRj3+YolYLICrteiT5+XsG/fn+HPycnJltigz8NobsZSsY55VpZ4uvlSpUqbaguXadM+xuHDh9Cr14uS+4jdGz33S0x8ZWf7MWnSeLzyysDwQKjyeXJssMKDbVSCIuEgmhhi9a5SO2Z1SKrWOYxiHkY9r54vS7xty2TUPPv+yTveaBEgNY6RLTH2UCI5hGVjMgxZ4xKQzpIKAPuOufHv2ZwLZWQBn6/Oq5/0zCnVQu6soo+XxuDNz2Ox+yjfADNe7yvX1AnGK4IqyYww2fwM3Q6LKVKkSPjvVq0eCv8tV6FPmfJBOPRl4sS3AUSKF7OSr7z55jhTziuFVIMp9DBu386fL2TU2nxCuJW6nvX6tPD8890BAA899LCh5+3Vqxfvs1jZiY+Pxy+/bMOePQdRt2492fOVLFkSVatW420bO/YN/YZKcOkSP+FTMBhE8eLFTbueECOyA7MgDE/jCkZuKKhR5GY3LVu2nOQ+3A6rMLyySBFrBCM3XFotUuLNKMTqIam1SWMNzkCh16svFsUhlp2aFTFx8+OP6zB+/FuYNWsGxowZyXSOY8f+BqA9rFINoVBI1X0UG6SbMOE9VK+ulIRI3GOq1I6pEYzcKRRa753WCG6x5RsupmpXSNckmt6MbGD3ETc+W+nFX8ddmPm9FyfO86/jDwA/7sy7r0Z7sqQEqHDtx1yKJoUM9XIqiZqXPsjJ0PrZSi9PeFsthrL+C0kdPz8yo/2zD5gTIZMYx1aAT19yIRQChk4XrDdNHkYeJBgt5sknO+GOO+5EbGwsnnqqc3i72tAkoYeRNfuqWqpWrWZ6ljkuUtncuGGIffu+hAED+GtGGuHtE/NScUP9hPfcbA/jW29NwIYNWzBjxme6zrNhw4+oW/cOjB49AkBkwhSpwQav14vChYuIfifkyy8X6rJRD6FQCJ06PYObbqqsS0xILcuQy6+/bsJDD7XADz8s13wNNciFp5kRgvrss8/jl1+2YcOGzZL7bNu2FcFgUFRc5C4hYDZ6Ql/NXuJCLEJCKmlUTIzOxeUEsAodbjg6F7F7o2fOp5i4+fLL2eG/P/00MhuwEO6SFWfPntFsixrUhKWK3XPWRGhig8RKbYowWZkc3EHV666Tnt8qR5BxQXMWD6Me0nzidlxKdaHZ4AQMmR6HRv0SMezTODw5hl8/CAWk0Z6sGK/4O8IaLquXwgny7+hv+3N+8Ouf8cWQ1fPzcmdjuUQS0TSoZs5UgekD2Apizw/i0XV8HBb9zK+/STDyIcFoMYULF8HKleuxf/9RXhbSN94YK3NUJMJRazNHX++4406m/YRLLGhBKiQ1N0vqgQP7FTv2WhkyZBgOHfoXq1f/FN7G7ZgLPYxmC0aXy4Vbb63KHE4kZU+HDm3x999HMWXKBzh//lzEfmrW9pJCGD5pJcFgEHFxcfj559+xZ89B3ne1atVGhQo3MJ2nb9+XZLOlPvxwK/z2m7SYMhq5OYxmCZ/KlavIDhJMmzYFY8e+gdGjX4v4rnDhwqbYJCQuTnxNMyupUaMmgMh1/sQiJKQ80kaH0bMKnS5dnpQ4PrJM9erVV7M9TzzxVMQ2YbldsSJvKaXMzEy89tpQjBw5PLzfiBGvar6+VkaMeAVHjhwy/TpSbfb06f9DjRo1UaXKzRHfqfF+nj+fMzBQrFgx2YRIcmidw2j0AvEDHxOPPd1+KPIe7hdkJxWGJRqVJTXvfOLbrVp+9ebrQrj5OvXxvmaIoeo3StdBuQJa7LpmrZTVonYAv3+cjsa3K9eNK36PNEJsjc1ohgSjDbjdbiQl8TtX119fAR9++AnT8WfPnjVtDqMYJUuWUtxn1Ki38OqrI3RfSylL6vnz53RfQ44iRZJ5nhJukgaxdRjzG9euXUPJkvwlG4woO0aH16khtxPl8XiQlJQUzjx511218P33a/H777uYz/Xvv8dEt4t51MxG+C5wBaOZSW6UwtsnT34XM2ZE1lWxscZ6zKSQC9uzKlvs3LlfY/Lkqfjss7m87WLzK6U8jEYM1HBhDVOWGvTgrqmZi54s0KNHvyW5XFEuXbp0DP/9yScfYfr0qZg69UPMnj0LgL6QWK18+ul0tG/fhmlfPYOGUvVuu3aPYs2aDWjdOtIGLSGpWpZoCl9P5HWqUEpsriv/s8/g6rJtgwAmvBjpLUqVmR2w64gbL0yKw5zV/PrC6FBMKbGzaptH17xNVtxu4KsRGXi/ZyZWjZfuowjDM80ISf2gp/SDz53DKDZ30sz5lDeUDuH9npmIjw0hVsIbLMWEF61v950MCUYHcd111zPt9/rrr+DaNesEY/36DWW/b968JXr27BMhgrUg7WHMeXHNmqvJhRvWePVq3uq76en8yrhFiwdMt0UNLJ0rl8uFSpUq8bYZcU+VsvuZiVAjvP76m1i0aDm+/nopXC6Xqk7dJ59MQc+eL0R4GqWSVZlJpDAy38OY37HqvpQqVQodOz4dsYyGmJfVqjmvYoJPCvEMpvx7V79+Q111Q7FixfHJJ59i8GA2L+GiRXlh7d9/v0zSTis4efKE6ddQarPFppmoE4w5ETF6QrjFBGP1GyNtEO7GmoyGFY8HeKZl5Ls9fJZ0tEGLofFY8osXc1bx2ybD5zBKnO/Pvz2o8GRiREisGWNa5UuE8FQzP0oXlT65sBk0QzDeXimIb0eLi9bcOYxixd4sD2Mu15cKYef0dOyYno67qrDXk0Yse1KQIMHoIFg73QcPHhQJSTXvUVatWg2dOz8r+b2Rc3Gk5jAuWrQQp0+fMnxUXowSJUqEw96OH/83vJ3rYWzZshUaNLjbdFvUMG3ax0z7FSvGX0LEiPmvZnmXDh06qLiP0KsUExODRo3u0TSAsXTpt/j666/Qrx9/fTyzl2MQQywk9Z9//kajRnXwyisDTb325MlTmQewnITdUQBygtFs76casZyZGemtEXooH364vW6bAOmkP0L498f1n03ODgkzw8Mod25Wwejz+YzxMAou16VFtuh8wr/+dePYWU4EhN/c6RosSM2/NHps3Svjtcryu/DS+3xRa2YtoKYbaFbSm4a3iZfRn3Z6EAoBqemRz0Wt508LRQsDJZKBm8qxvUNicy2jHRKMDkJKLAnJyPBhzpxZvG1mZ5Br106682DkXBw54dur14uWeBjdbjfKlSsPADh58iQA4LvvluGdd/Iyxvbo0dt0O8wgOzs7ouNqjIfRnCHCjh0fVdxHTSIIVtatW8P7rKbjeuedd2H+/EXKOyogHEAKhULo1etF/PXXgYh95d5PLXTs+DT++ONP5R0dxqhR+sPi9SA2SHHtWk6SqchBB2M7JGoy54oJa659Xq8XXbs+Z4hdrCKeK4bcbhfmz/8SV65cNsQGs9i0SXwdRhaU693IjvWRI4cVBx569OiGSpXKhaNy9HgYhZca2TlLtMPddkQC6vVKCIvGTGuWhdWE0XP3lMIpN+/j72Cm09zjZq9TzEroIjWGsnG3Bx9+K95XNNvDyKUI4/iJ1cuO5AdIMDoIVuF18OBfEdvMypKai5xtZokFIRs3/qS8k0HkhqVmZuaE9Tz77NO8761apNxo/P7siI6rEV5boxMAnTt3DseO/RNOqS+HWWFr3IQcrHOpXnihB1au/BFNm96v+/rCdy4rK1Ny/pkVAyn5gc8//5+t1xdLGPTqq4MBRHoAjfY4qpnX+vTTj0ds49rXpk07w+p1pTnwuXZz74fL5ULfvi8Zcn2tzJ49CyNGvIK0tFTR7995ZxzOnz+v6pyTJk1GbGwsunR5TlOdOXHi2xg1KjLhVC5XrlzGokULeXV8QkKC6uvkIhwnK5wItGsoPjARCLowbl5OpIlYhtD2ja0Lo5d7tYwWSmpfExWR46qR8xoKb4mZTUbRJPEHMOZL8UikOAtntMTFsNW78dZMyc9XUC/DQeiZB2b2osZOEIwAcPy4eFISo8lN4pKZmSm6/mJ8vPZG2E6ys/0RgtFpYmPv3j9Rs+atqF1beS0zwLxQP25CDtaQ1Kef7mrY9YWDQIcPy2VutD8EzIkIBxOqVatu6vUSE6WHr80WjGoGTrZu/S1inq7Qw2gUL7wgL/xy5wcLBaPdDB78MqZN+xgDB4pniuVGnLDSufMzOHToOCZOfF9xX6l7MHXqh5LHZGdHijJ9cxgjbWggEXKYc/2c/8UEY+Pq1oX1ywWEqPHCsaDWE2WXYBRidLZYLt+MzkC9qgE0r8U2SFCprHWh56xCMD6WQlKFOKunGOXoaaTNFowlSpSU/M7IkFSljkKPHmxrXOnlwIG8sL+PPno/4ns9o7Zm8sUXs2W/9/uzsXfvXt42pwnGl1/uqcpbYmZijNz5Z6zzw6zKFCrECR1sK2Fdb1Mo9Fet+tEEa5T544+tps0R1Movv/zM+8wt46zTI1hISkrC9ddXkPze58sZkOMKRifVSd9++03ENj1zmlkFnJZ3WmwQQs/gplTVKuWlyX1sWdmRtlu5ULyIbjbNDrWvSnbAvLpazWtj5hqD1SsGsWxMBl55kq0dL6x9mq1qEhhXZSIPYyTOqZUJXYLR7Aa2XLnysgu8G4WWRrJ7916GXT8Xbir8CRMi18h0qmAcMKCP7Pfbtm3FqVOneNvMKjtnz55Fq1bNcP/994jOu5Pi4sWLqq5jZjKRXC8MawfRyMETNT8r2gTj0qU/MM3b5K4XeffdjS0R9GLv0wMPNA3PhwZy6sz77mtq6HUHDBiiav/u3flzFLmCUSpbtVbk1s50qoeRS1paGu+zWNIgo9FyD8TmserxMD59f1bYI/dxv7xIGynRte8fN95ZEBOx9iFgTAhklfJsg4NyXjzDQ1JVeurMzJ8mK4YFZloh4FkSzHw6KDKCy0xYPYcJJBgjIMHoIPR0Ns1OehMTEyM5Umm3YDQ375g4ThWMuaxbtxoDBvSJ8Di+9torEfua5Z3u2vVJbNv2O3bt2oFGjepg6dJvmY5TWwbM9DDmrvvJOofRSEGixsvjJI+MFdSoURPTp3+GNm3aye43ffrU8N9GiyAppJ5Fv355oZlmLP/Rt+8AXccvXDg//LfR647KZdLODfnnJ71xVnmuX//OcLbX337bgp49XzD9mlraQrFypcfDWKJICCveOomvXktD+0Z5daDU4zlw3I13vhJ/1kZknZz3Wgb6tFMumxkyji2jmzu145XZds1htEEwJsYB0/rLC8LkQtb231g9h3EUkhqBs2rlKEePYHzqqc4GWiLO5MniyzYYuQZf+fJ5qfzNnm+kByfPYTx//jw6dnwUX3wxW9HjCAA7d+4wxY5t237nfX7++a44ckRuHl6O0P3nn79VXUeLh5F11D03NJY1S6qRoiQujt0z4LQOtlW0avUg874ei2LihgwZJrp9x47tpl43MTERFSveqPl47ty4vXuNzZAr906LeRgzMsz34Knh7Nkz4QGvhx5qHl4n0i6k6jyxUP6//z6i61o3lfPjnhoBnkjU4qUTmw+plgqlQhjRWTnMUWzpj1yMzg/oVxli+kxL81LISjUDYmOqVoUIX19Kvn2Os9iTx5pgh0JSI4nOXoZD0drZnDRpsiWLyN9zz32i240MwytRogSmTp2Jp57qjNmz5xp2XqORC7GygubNW+K333aKfletWiVV59q9W/w8ZrB69UrJ7zZv/pVpGY1I1AtG1tH7PMHINiycmGjcQIKaUDKzQvi+/34NatWqbcq5jeDRRx+X/O3CTrVVybleeqkPXn/9TUuuJeTWW6tpOk64VqKaJTpY4Ib4C1m+fCkefbQNT1Ru2LDe0Osbwb59e3HtmvTvMBq5d1rKAyzmYRRL2qaXZ1qoFz1Grn70yN3y5VNKMNarGjBcCKgNSR3QwTzBKCUC6/VOgC/LxbSv0SgJtHgLM6QCQAKj55AEYyQkGB1EjMbFaDp3fsaSOR8pKUVFtxuZIAHI6QS+//4U3HBDRab9zV4QWwyr59i89db48N9bt+7Gl18u1OVN4FK2bDlDznPzzbco7lO0aDHJ7yZOfFvTdVlCUoVigXUpEb+fXTCOH/+u6Dp8WnGCh7F27bpYtmyVKec2ApfLhcOHj/O29e7dHX/9dSDC22KVFzYuLg69e/ez5FpCxo+fpOm4Dz7gH2fFHL1cPvzwPUuXTJozZ77yTiJ8/PFkNG16t+w+d9/dWNO5xZBrY3LXtvzll5+xYMG8cFkXE4xmDG6+rEH0BA1spgslyJ8sLT1yW/EiIXwz0njxXO2GEOpVDcDrCWHGAPnzVy4XRJKJwUlSReafM5F1n8l5EsPEKyxjwbrMhVE0uI1t8JdVWEYTJBgdhJGhnWYhlqjBbrvtEIxW88wzz+OTTz7F8uWrUaHCDYadNy4uDpMnT1XekYGGDRsp7jNp0njFfdRSu3ZdxX1WrvyR95lVPGRl5XSMlOYwfvHFV3j22eeZzslKfDx7R8/MAQyWOa6PPKLFM2wMSUmFUaJEifDnBQvm4dFH24RDHXNxWiIVMyhbthyeeOIp1cctX76E99lowWiEWJ816wsDLAEeeKA1unfvqenYo0fFwzsrVLgBEyd+gBkz5LNUq0FeMGbg2LF/0K5da/Tu3R1z5swCkDfAxcWMOd6JcUBvhrmEPDsMbKZb1pavj1NFPIy1qgQQa0JXxeUClr6Zgb2z0vHw3fJ2zR5qbYIXJ6DkqbO6Wi4RuVSuKORhjIQEo4PQEjIlNV/GLMS8WkaGpGohGgRjTEwM2rd/DHXr1jP0vHv2HMS99zYx5FyvvjpCcZ+jR4/gxInjot+pbTgSEwuhceP78Mor0gtZ53L77TUE12K72KJFCwEoexjN8F4lJLDnGjdTDLGc+557jClDWhEuoH7mzOmIzJZWr1Upl7V0wIDBpl1XTVnIzQIsnDNodNIbI8rnQw+1NcCSHLSG7kpx3XXXo0uXZ3kDF3qRu2c+nw8LFswLf3711ZzyJOZhVLNEkRpKF1WZHdRA3dqidgCvdcpCz7ZZqFoh8sTHzkbeOzMFgMsFpCTJ7/PYvdmocl3B76sIUUoeY6bHVQzWpvq6ktatDZlfIMHoILQIr5dfHmSCJdKIaTOrsg9aSc2ad9ptgiUkJ6cYdq6iRYvhxIkLivt17twxYpvP58POneqSgnz77XJ8881SFC7MOGTIgVXgLVmyCBkZGbYIxo4dn2belzXE1iyc6L2bPXuWrdd/8UXpBetfftk8waiGwYP7AwDS0q7ytmdlGethdFr5eOCBvGRJNWrURLNmzVG6dBnN5zPj9z3++JOS32VkZIiGrGeLLECoph5RQ6kUdeLHSEenywX0fSQbo7pmo5SIcB32aWR0RnKSvWItxqIQUKdRMln6u14PZ6F8CWeK6P6PmjfXNL9CgtFBqF3eoEqVmy1L5JCLmDdP69xLozDDw/jJJ7Nw443iyWOqVLnZ8OsVFFgGPfbs2cX7HAqF8MgjrXH58mVV11LjgROipn+XmpoKv9zCXjBHsNWv3xDvvz+FaV+tIXZGUaSITK/AJt5/fyLvs9EiSAmpOd/JySm61sZTQqo+FGsrVqz4DqtXr4hY+/SRRzoYapNeQfX229rmZkpRvHhxrF37Mz755FN8//0azJv3DX79dZvm85kxYFSuXHmsXLleNNw7I8OHhAR+Gbp8+ZJoSOqTT3Yy3DZA2aMmxMiQVC6sc81KJlsjTDrfLy40bO4m2YbLBbzUVvyejOjkTFH26pNZKFLIbiucBwnGfExsrPWZOkuVKhWxzUzR+uijj5t2bjkqVboJW7bsEP1u5Eh7MiCKkZioXTQ5hWvX0vDHH+o7a4UKWVOjp6dfU5zDaFZClaee6oyePfvK7rNs2SrbBzHULG9hF1evXlXeyUDcbreol6hIEfUecTVICUap+XVPPx1Zx7KEeatBj2D8/POv8Nxzxq97ePvtNdC+/WPhtVOTkgrriCwxx4N655218OCDkaG4J0+exNKli3nbJkwYKxqSalb7XCTRPg8jl0TGblAJiwTjuOez8PVIX8T22CgVjIB44ptmd/qZw0OtJlrFvRIOfVzRi5qGNTnZ+lF9sc5rmTLGZNkUY/z4Sbjrrlqy+5g5h/HLLxeE/27c+D5MmTIdLVq0Mu16ahk+fKTdJkTAkvyGi9Y11xITtQvGoIrh7mvXrtkSksp67nr16pt2bRZatHhAdXSEHdixrmvLlpF1hZGZdNVQt259pKSkKO43b948w9sWPYKxWDHpzMpGozWBm5kht8L5uQDwzDNPYfPmX3jbDh8+FLHsR9Om95tmV41K6hRgg9vMUYyJ8Wx1ebHC1gjG2BjgnhqRvzXG68zQSzsY93wmvnjVWWutcrme5i+KQoLRYajpeBk5/4yVpKQklCpVOvw5Pj7e1EapSJFkPPVUF9l9zBSMzZs/gKNHT+Ho0VP45puleOyxyPl3duJ2O6+jzuKd4Aqw3BTxcnTo8ATWrt3I26bHu9quHXtWz/R0ZcFod9IZO2Fdo9JObrihIoYOHW75dcVCT/ft+9PUa0rVhyVLlsTmzcrzhOvVMzaxlhht2rRjTvyT6wG0Am6yHzXtq9vo1eA5PPBAa6b9rly5jK5d+R7tDz4wJgO2GDFeYNlb8nW3yxVC73ZZmNwrE9UrmtMJZxWCZYrZK9jKFXeOYBz0uLFJrdTy+L1+y5b1EGPc85nwekJo3yjSI18iOYQ2DZzfptmBpYLx4sWLGDhwIO677z40a9YMkyZNEg2hiGbU3I/WrR8y0RJpuKGATz/dxfSwSKV5cWZnSS1UqJBl4Y/qcU4jlEuxYsUV9+EuJi1cNFyMm26qjNtvv4O3Te08MK6HacSIUejS5Tl0794Te/eKp8rPJT09XTEkVZiF1Sq4yTuswu128+YsyiXnsIqFC5dIfjd+/Lv47bedKFmypIUW5SCWmGTChPcstyMXlnfTDISDHmPHvoOBA19hOjYmxjrBmJ2d15GuUeMOVK5chek4MyMMypUrz7SfMKz/tddGo3Tp0hJ7G0O9W4P4oJe0p6hoEvB652x0bGpeP+/Fh7IV5zFWKBVE7Zvt9Rq1bWiNCLmnhvx1xnXLxKDHrJ07GCd4hQvbPJOmWys/Dn2ejk/6Z6LvI3zx/PkrGY4NlbUbS2/LsGHDEB8fjx9++AGzZ8/G5s2bMXfuXCtNyHe89tpo3uft2/eiU6eu6N37Zds6arkhmSkpKZZk+7N72Q4nI1xja9Gi5TZZkkdSknI2BL5gFFllWYCYF0ut5+3zz+ejR4/eWLhwCZKTUzBx4vt48823UaJECTz8cHvJ49LT02W9aJMnTzXV2y83P3DGjM9Muy6Xr776FnfdVQvvvfcRjh49hf37j2L48JEYNeot2XtnFY0a3SP53bPPPm+blzY+PjJnvNm2lC9/nann1wL3Nz/9dBeULl2auV638tkNGZLnhe7bdwA+/fRzpuPMtnH27HnKOwmwal7zE/dJi0ErOt6lUoDNH/nw3kuRwjU+NoTvx/mweoLPlDUY1WBV0p0ZAzIwrX8G6t4q3mbVqxa0XBA90zI7HDr85TBnrEWZO/f1NUHiHecNwTsHy4rNv//+i61bt6Jfv35ISEjAddddh+effx4LFixQPjhKSUhIiJhzUr78dXj33Q/x+utv2NYJevXVEZg16wts2rTN9BFMQDwkiTuiGwXLMEpSvHjeul/JySlo1OgevPHGWBst4tskxalTJ5GRkYGMjAymZCQtWjwAAOjTJ2cZAC2p4q+/vgLeeGOs6LqTcp3sLl06iiYGyaVp0+aqbVFD7dp1Jb+Li7Mm8VWTJs2wYsV6PP10FyQkJMDr9aJfv4Ho2bOPqd4VVpw6h1KYyRIwf+553779UanSTZLfd+3aTfK7efO+NsMkXlvFLS8smUmtzG7bqtWD+PjjGZg5czbuvbcJc4Iis9viVq0exE8/bVZ1TG6daTZyr3/XFtZ4ssoWD+Hp+/0omcIfQM3IcqH2zUEUtWfaMA+rqqiihYFHGgVQ7QZxj2oS45xPIylWGNjykQ8/vpuO5rWcF+7Z9M68QY9KZWn+ohSW5QI6fPgwkpOTeVk2b7rpJpw+fRqpqakoXFjdGx0MBgr8gu2TJk2OaCwDAXWhHcGgn/e/EcTFxaJVq9aa7NGCWGdw0KBXMGFCjjBq06atJXY4kYceaotatWrjyJHD+PLLBQgE/HjmmW54/fVhTMebcd+83sjnVadOPfz++5bw56ZN71Z1zttvr4FAwI9hw0bgmWeeQ9my5Qy1/emnO2P79m349ddNqo9NSipkevlr2LARfvnlZwA5HcFVq1Zg0KChuq9rRv3gNOysG4Rr+yUlJaFly1am2pSQkICNG7cgEAhgzpz/YeLEtzFgwJDwNceNm4DZsz8VPTZn/mK2CeUhT1AFAoGwLRUr3oju3Xti2rSPJY+sWrWapc8wdxmLQMCPQoXYYud69uxruo0333wzfvllK1588Vns2bNbdt++fQcACFlWPwztmIHx8yMHR15q44OVU5w7NM7G1GV5g2i1qvgd0zew2o5+jwTw2Uq+W9XtCuH6ktman4me9qJEkZx/Tpzy/v5LAUz/Lhb1qwaQnOh3pI1OwDLBmJ6eHjHnKPdzenq6asGYnn7JMNucRPXq1bFnzx4AQP36tbB3797wd/fddx98vsuazpuZmWaEebZw441878/XX3+N2267DcFgFooXL4677rpd830pCCxY8BX8fj9iYmLC9+G1117DmDFjAACVK1fGsGHD8Nxzz/GOu+OOO0y7b5UrV8ahQ4fCn9966020aNFC07nKly/Ps7No0ULIyLii10QeZcsWx5dffo6RI0fi88/ZwtCAHG9JMOhjmoeph4kTJ2D27Nlo1KgRGjZsiDNnzqBMmTKGPb/8XD/kkpiYiPR0fnhz1apVba0bEhM9KF++PE6cOAGPx4M//vgDgUA6Uxi2ETz11ON46qkc7zj3PlSqVAlHjvDn7hYuXBihUBZcLpfh5eGjjz7Ec889B7fbjR49XuDZMnDgyzh//gyuXLmCG264AZ9+miNmy5Qpg5UrVyIrK9VQW9Tg8YRQoUIFHDt2TPT76tWro3fv3qhZs5ol5axMmWLo1u059O/fX3a/bt26GmqPUnno3gp48h4XWr1WDqcu5nQrn2ySCnfoMkyuGnl0aOTF1GV5cz5b170Kn8+e8jOtXya6f5DjIHn+gSuW10PJCUD9W2OxeX9ev3vt+JPw+fQL14LQXnBJigMG/Dezwsry6izE1w3m4gpZ5KZbv349xowZg7Vr14a3HTp0CB07dsSPP/7INO+Jy5kzlwukh/HIkcN4772JaNKkGdq374BQKIR33hmHw4cPYeDAobj55ltUnS8Y9CMzMw1xcUlwu/Pv4jJffjkHv/++BYMGvYrrrnPeHB2n4fP5MHLkcJw5cxo9e/ZFnTp1MX78WBw9ehhlypTClSupGDx4mGn3ctu239GmzQMIhUJYv/5n3HprNQQCAQwfPhSzZ89C3br1eeuDHTiwHxcunMeoUWOwd++fKFy4MGrVqoN169agX78BzMkn9PLvv/9i/Pi3UKRIkbCHRoo6depiwoR3ceut1SyxzQwKSv0A5CQMe/bZTihRogSuXLkKlwt4/fU3cMMNFW21a+PGn/D555/h2WdfQIMGDW21JZe//z6KPn164PTp06hXrwF8vnQ89lhHtGjRwpTyEAqFsHnzr0hOTka1ardJ7peRkYFvvlmAG26oKDsv1UqOHz+OoUMH4MSJ4+jRoxf69+8DABg4cAgGDWJL3GMkoVAIs2bNwJ9/7kaDBo1wxx01sXbtKrzxxkg0b94Sn346x7B5/2rrhyw/kOZzIdsPlEoJwY5ZMxt3e/D7AS9uqxhA05p+W9fU23fMjcMn3bj/Lj/ircvdFOb4eRd++C0Gqeku1Kyccz/0UJDaC4JPmTIOEozHjh1D+/btsXLlShQvnpOpbdWqVfjggw/w3XffqT7fuXP2jTrmJwIBP3y+y0hISIHHQy94tEPlgeBC5YHgQuWB4ELlgeBC5aHgUrKkcpSnZdkKKlSogJo1a2LSpEm4du0aTpw4gZkzZ6Jt27ZWmUAQBEEQBEEQBEGowNL0duPHj0cgEEDbtm3xzDPPoGHDhnj++eetNIEgCIIgCIIgCIJgxFKfcvHixTF+/HgrL0kQBEEQBEEQBEFoxP4FtAiCIAiCIAiCIAhHQoKRIAiCIAiCIAiCEIUEI0EQBEEQBEEQBCEKCUaCIAiCIAiCIAhCFBKMBEEQBEEQBEEQhCgkGAmCIAiCIAiCIAhRSDASBEEQBEEQBEEQopBgJAiCIAiCIAiCIERxhUKhkN1GEARBEARBEARBEM6DPIwEQRAEQRAEQRCEKCQYCYIgCIIgCIIgCFFIMBIEQRAEQRAEQRCikGAkCIIgCIIgCIIgRCHBSBAEQRAEQRAEQYhCgpEgCIIgCIIgCIIQhQQjQRAEQRAEQRAEIQoJRoIgCIIgCIIgCEIUEowEQRAEQRAEQRCEKCQYCYIgCIIgCIIgCFFIMBIEQRAEQRAEQRCikGAkCIIgCIIgCIIgRCHBSBAEQRAEQRAEQYhCgpEgCIIgCIIgCIIQhQRjASAQCIT/DoVCNlpCOAEqDwQXKg8EFyoPBBcqDwQXKg+EFK4QlYh8y6lTp/Dxxx8jMTERVatWRbt27ew2ibARKg8EFyoPBBcqDwQXKg8EFyoPhBLkYcyn/Pzzz+jSpQuSkpJQuHBhzJkzB8OHD4fP57PbNMIGqDwQXKg8EFyoPBBcqDwQXKg8ECyQhzGfMnHiRHi9Xrz88ssAgJMnT+Kpp/7f3v0HRXHffxx/HiAcEQgSfxClZtJmUgXRSBjTisFoYmycMRGbSBtbAipYJ01jS6IxVEKIQU00bZ1oajQMM6ZxptUZi9YfpPgjVQv4g2iMCCUpVg6soBxy/JLj9vsH5XqYa77BH6DH6/HXsbd7t3u+/Oznvbuf3WdJSUlh5syZmM3m3l1B6VGrV6/G29tbeRBA7YN0pTyIK+VBXCkP8k3oDONtwmazOV83NDRQWVlJSEgIAHa7naFDhzJ79my2b9/O2bNne2s1pYe4Hvmrr6/n3LlzykMfZrVagY4xJzabDYvFojz0YU1NTc7Xly9f1v6ij6uvr6etrQ3o6Etof9G3qT8p10IF4y3OarWyePFiXnzxRRITE6moqCAwMBAvLy9KSkoA8PLq+GecN28eNpuNoqIiQAOWPZHVamXJkiUsWrSIjIwMampquPPOO/H19eX06dOA8tDX/O1vfyMuLg6r1YrJZCIgIABA7UMfVFdXR1paGkuWLCEtLQ2r1UpQUBCgPPRFVquVV155hdTUVH7xi19w6NAhAgICMJvN2l/0QepPyvVQwXgLq6mp4cUXX6R///68/PLLfP/733ceJUxKSiI/P5/PP/8cLy8v2tvbMZlMzJw5k127dgFgMpl6c/XlBqusrGTevHn4+/sTHx9PVVUVixcvpri4mJSUFOWhjyotLcVms7FlyxbntDlz5pCfn8/p06eVhz6iuLiYhIQEzGYz8fHxFBQUsHbtWgDmzp2r9qGPOXXqFImJiQQGBvLqq68yYMAANmzYQGVlJQkJCezdu1ftQx+i/qRcLxWMtyC73Q5AQUEBfn5+pKenM2LECGJiYjCZTNTV1REZGcnEiRNZtWoVLS0teHt7A+BwOLj33ntpb2/H4XD05mbIDXb06FEGDRpEeno6EyZM4P3332fw4MF89NFH+Pv7M23aNN5++23loY9wvf35ww8/zMaNG/nyyy8BiIyMZMKECWof+pCTJ08SExPD0qVLGT9+POPHjyc2NpaWlhbtL/qgwsJCwsPDSUtL49vf/jaZmZlUVFRQUVFBREQEMTExykMfUlRUpP6kXBcVjLeQf/7zn6SmppKbmwt0jDsIDAyksrKS+fPns2TJEt544w2Sk5MpKSkhLS2NqqoqfvOb33Ds2DHOnj1LXl4eo0ePxtvb23lpgdyerFZrl7FIbW1ttLe309LS4pw2Y8YMGhsb2bdvH7/61a+orq5WHjyU1WqlsbHR+XfnTv3IkSPEx8czYcIEVq9e7Xx/6dKlWCwW3nnnHeXBA7m2D3a7ndraWo4cOUJubi6zZ88mLy+PDRs2MHfuXM6cOaP9hYez2WzOg81tbW3U1tYSHByM3W7Hbrdjs9kICgpythvp6emcO3dOefBQrnkAuHTpkvqTcl10l9RbQFNTE8uXL2ffvn20traSnZ1NZGQkH3zwAZ999hmRkZG0t7eTkpJCbW0tmZmZ9OvXj5UrV/Lpp5+ybds2qqqqqKmp4amnnmLevHm9vUlyHZqamlixYgVffPEFAQEB/PCHP+Txxx9ny5Yt5Ofns2DBAkaPHu2c/6233qKmpoa3336boqIicnNzlQcPcnUenn76aaZMmYJhGLS2tpKRkUFycjLt7e389Kc/ZdmyZfz73/9mxowZlJaWsm3bNiwWi/LgIa7Ow8yZM5k6dSoHDhwgLy+P/Px84uPjWbhwIefPn+eNN97AbDazatUqjh07xp///Ge1Dx6kubmZrKwsqqur8fX15YknnmDq1KmcPHkSf39/IiIiAPj000956623yM7Oxs/PD5PJREFBAX/5y1/UPniQq/Mwbdo0pkyZwrZt2zh48CAPPPCA+pNybQzpVRs3bjRiY2ONJUuWGJWVlcbChQuNsrIywzAM4+LFi0ZsbKzxve99zzh+/LhzmeLiYmPy5MnGxYsXndMsFovR3Nzc4+svN1ZNTY2RkJBgvPLKK0Z1dbXxy1/+0vjxj39sGIZh1NXVGc8884yxYcMGo6GhwbnM8ePHjcmTJxs2m805TXnwDO7y8OyzzxptbW2GYRhGc3OzERcXZ7S0tBiGYRiJiYlGdHS0kZGR4ZzHMJQHT/F17YNhGMbly5eNtLQ0w2KxOKcVFxcbU6ZM0f7CA1mtViM5OdlYtGiRUV1dbaxZs8ZISUkxsrKyvjJvamqqkZmZ6fZzKisrlQcP4C4PycnJxqpVq4zm5mYjNjbWeOihh9SflGuic8y9aM+ePZw4cYJ169aRlZVF//79KSoq4s477wQgJCSEOXPm0N7eTkNDg3O54OBg7rrrri6XKw4dOlTPyvEAZ86cwWw2s3z5ckJDQxk1ahQPPfQQFouF4OBgZs2axV//+leOHj3qXCYgIIAhQ4bQ0NDgvJOZ8uAZ3OVh3Lhx1NbWAh2XGQ0fPpzCwkLi4uJoa2sjKCiIiIgIfHx8nOMclQfP8L/ah/PnzwMdZxfq6+tpbW11LmM2mxk4cCCtra1qHzzMqVOnqK2t5bXXXiM0NJQXXniBhx9+mL1793Lw4EGg4+6WX3zxBcXFxSQlJQGQn5/PokWLnHdKHTZsmPLgAdzlITY2lh07dvCvf/2L1NRU9Sflmqlg7EEOhwObzUZ2djaXL1/m0UcfZc2aNUREROBwOKisrOS+++5zjjkAeO655wgPDycnJ4dNmzZRXl5OZmYmI0eOJDQ0tJe3SK5HZx5ycnK4cOECAP7+/hw/fpz169eTmJjI+vXrKSkpITExkZycHJ5++mlGjhzJ5s2byc7OpqysjOXLlxMREcGQIUN0J7PbWHfykJCQQHZ2NgCHDx8mKyuL5ORkPvzwQ+bOncvWrVu73LxAbj/XkofBgwdz9uxZ3n//fQ4fPkx1dTWrV69mzJgx3H333WofbmPu8uBwOLhy5UqX5/IGBARw+fJlNm3ahGEYmEwmTpw4QUxMDL6+vixYsICVK1fyyCOPEB4e3lubI9epO3lobGxkzZo1PPnkk4wZM0b9SbkmKhh7kJeXFzU1Nbz33nt88sknzul2ux0vLy+CgoIoKyvDZDLh4+PjvOXxa6+9RlRUFIcPHyYjI4OoqChef/11fHx8emtT5AbozMPatWspLCwE4N5772X+/Pns2LGDQYMGUVhYyO9//3uSkpI4cOAARUVFpKamMnnyZIqLi8nIyGDs2LGkpaWpM3ib604ennvuOQoLC9m/fz/r169n9+7dTJs2DYBZs2axefNmHSG+zXUnD4mJiXzyySecPHmSZcuWUVdXx7vvvsv8+fMZM2YMixcv7uWtkevlLg/+/v4MHz6cjz76CLvdTmtrK19++SVJSUn4+vo65/vss8/YtWsXzzzzDCNGjCAvL8/ZXsjtqTt56LxSrbS01NlnUH9SuksJ6WG5ubnccccdbNy4kQceeICwsDB8fHwwDIPAwEAiIyM5ceIEd999N/369QM6Ogk///nPaW5uxmQyqSPoQVzzEBUVxbBhw5g3bx719fWMGzfOOd/UqVPZtWsXly5dIiAggPj4eGbMmIFhGMqDB+lOHvbs2UNISAhjx44FOg48+fj4aMfvQbqTh507d1JVVcUPfvAD3n33Xc6fP09wcDABAQG9uAVyI7nmYdy4cYwdO5YnnniCNWvWUFJSQllZGZMmTWLmzJnk5eURGBgIQF1dHY899hiLFy8mODi4dzdCbpju5GHPnj3Y7XbCwsJ44YUX1J+UbtMZxh5UUVHBoUOHWL9+PS0tLWzZssV56anJZKJfv37Y7fYuj01w5e/vr//cHsQ1D62trfzpT3/iypUrtLe3Y7fbKSsrc8571113YTKZuuzs/fz8lAcP0p08DBw4EKBLHlQoepbutg9eXl7OPPj4+BAWFqZi0YNcnYcPP/wQb29vpk+fTk5ODsnJyaxbt460tDTuuecezGazc8zqihUrWL58uYpFD9LdPPj7+3d5NIb6k9JdKhh7kMPhYPbs2YwYMYKXXnqJP/7xj5SWlgIdA9MDAgIYOXIkW7dudU4Tz+UuD+Xl5c5xZwcPHmTt2rWcOXOGhQsXOvMhnkl5EFfKg7i6Og9bt27l888/BzpuWgNQUlKCxWLh+eefJywsjPvvvx9AhYEHupY8fOc73+nNVZbbnJ7D2IM6f+rOsWaJiYmEhITw5ptv4u/vD0B5eTmzZ89m69athIWF9dq6ys3nLg/BwcH89re/5cKFC2zbto2CggJaWlqIioripZde6s3VlZtMeRBXyoO4+l/9h6ysLMxmMx9//DE5OTm0tbXx4IMPatyqh1MepKepYOwFnWONOovDzjuWQcdRo8bGRufYA/F8X5cHm80GoEvL+hDlQVwpD+Lq6/LQ0tKC3W5XHvoQ5UF6ii5J7QWdz0e77777ePTRR1mxYgX19fVAx52vVCz2Le7yYLVagY6OoBr7vkV5EFfKg7j6ujyYzWbloY9RHqSn6AxjL3E4HHh5edHS0sLHH3/M9OnTe3uVpBcpD+JKeRBXyoO4Uh7ElfIgPUEFYy/qfKiuCCgP0pXyIK6UB3GlPIgr5UFuNhWMIiIiIiIi4pbGMIqIiIiIiIhbKhhFRERERETELRWMIiIiIiIi4pYKRhEREREREXFLBaOIiIiIiIi4pYJRRERERERE3FLBKCIiIiIiIm6pYBQREbkFOByO3l4FERGRr1DBKCIifdb06dOJjo4mOjqap556qst758+fd74XHR1NRkbGTVmHtrY2Nm3axDvvvOOctn37dqKjoxk/fvxN+U4REZFvSgWjiIgIYLFYqKqqcv595MiRHvnepUuX8rvf/Q6bzdYj3yciItIdKhhFRKTP69evHwBFRUXOaZ0FY+d7N0tjY+NN/XwREZHroYJRRET6vPDwcKBrwXj06FEAIiIivjJ/bm4uCQkJTJgwgcmTJ/Pyyy9TXl7eZZ7OS1lPnDjBm2++yaRJk5g4cSKvv/46zc3NAKSkpPD3v/8dgB07dhAdHd3lLCfAmTNnmDt3LuPHjycuLo7du3ffuA0XERH5f6hgFBGRPu/BBx8EOopEwzCoqKjgwoULDBkyhLCwsC7zrl69mszMTE6fPo3JZKKxsZF9+/aRlJTEqVOnvvLZ6enpbN++nStXrtDY2Mj27dv54IMPABgwYAC+vr4AmM1mBg8ejLe3t3NZu93Oz372M8rLy2lra+PcuXOkp6djsVhu1k8hIiLShQpGERHp8771rW8xePBgLl26RHl5ufNy1KioqC7zlZaWsnnzZgAWLFjAgQMH2L17N6NGjaK5uZlly5Z95bP9/PzYuXMn+fn5jBw5EoBDhw4BsHLlSmex+thjj7Fz506GDBniXNbhcDBr1iz279/PH/7wB7y9vXE4HBw8ePDG/wgiIiJuqGAUERHhv8VhUVGRs2DsLOY67d+/H4DQ0FDmzJmDl5cXAwYM4PnnnwegvLycysrKLss8+eSThISEYDabnXc9bWpq+sbr9ZOf/ASTycT9999PaGgoAA0NDd3fQBERkWugglFERIT/FoyFhYUcO3asy7ROtbW1AAwdOhSTyeScPnToUOfrixcvdlkmJCTE+dpsNgPf/JmLPj4+BAUFdfkboL29/RstLyIicr18ensFREREbgWdZxMLCgpwOBwMGjSI4cOHd5ln4MCBAFRXV2MYhrNodB1T2DlPJ9cxia5F5tdN6+TlpeO6IiLSu7QnEhERAe655x4GDhzoPPt39dlFgJiYGKCjYMzOzsbhcGC1Wlm3bh0A3/3udxk2bFi3vrezoGxqasIwjG989lFERKQnqGAUERH5D9ci8erxiwCjRo0iLi4OgPfee4+JEycydepUTp06Rf/+/Vm6dGm3v7OzwNy7dy+PPPII//jHP65x7UVERG48FYwiIiL/4VowujvDCPDqq6/y61//mvDwcAzD4I477mDSpEnk5OQwYsSIbn/nj370I0aPHo2fnx+BgYEYhnHN6y8iInKjmQztmURERERERMQNnWEUERERERERt1QwioiIiIiIiFsqGEVERERERMQtFYwiIiIiIiLilgpGERERERERcUsFo4iIiIiIiLilglFERERERETcUsEoIiIiIiIibqlgFBEREREREbdUMIqIiIiIiIhbKhhFRERERETErf8DmkTlaji4tSwAAAAASUVORK5CYII=" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "train_series, test_series = series.split_before(pd.Timestamp('19200101'))\n", + "\n", + "train_series.plot(label='training')\n", + "test_series.plot(label='test')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Missing values" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "ExecuteTime": { + "start_time": "2023-05-23T15:03:36.940697100Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# example code\n", + "from darts.utils.missing_values import fill_missing_values\n", + "\n", + "values = np.arange(50, step=0.5)\n", + "values[10:30] = np.nan\n", + "values[60:95] = np.nan\n", + "series_ = TimeSeries.from_values(values)\n", + "\n", + "(series_ - 10).plot(label=\"with missing values (shifted below)\")\n", + "fill_missing_values(series_).plot(label=\"without missing values\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train and predict" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "ExecuteTime": { + "start_time": "2023-05-23T15:03:36.941697600Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from darts.models import NaiveSeasonal\n", + "\n", + "model = NaiveSeasonal(K=1)\n", + "model.fit(train_series)\n", + "\n", + "prediction = model.predict(len(test_series))\n", + "\n", + "# train_series.plot(label='actual')\n", + "test_series.plot(label='test')\n", + "prediction.plot(label='forecast', lw=1)\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": { + "ExecuteTime": { + "start_time": "2023-05-23T15:03:36.942698600Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from darts.models import ExponentialSmoothing\n", + "\n", + "model = ExponentialSmoothing()\n", + "model.fit(train_series)\n", + "prediction_exp = model.predict(len(test_series))\n", + "\n", + "# train_series.plot(label='actual')\n", + "test_series.plot(label='actual')\n", + "prediction_exp.plot(label='forecast', lw=1)\n", + "\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "ExecuteTime": { + "start_time": "2023-05-23T15:03:36.943698Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": "" + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from darts.models import AutoARIMA\n", + "\n", + "model_aarima = AutoARIMA()\n", + "model_aarima.fit(train_series)\n", + "prediction_aarima = model_aarima.predict(len(test_series))\n", + "\n", + "# train_series.plot(label='actual')\n", + "test_series.plot(label='actual')\n", + "prediction_aarima.plot(label='forecast', lw=1)\n", + "\n", + "plt.legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "08:29:59 - cmdstanpy - INFO - Chain [1] start processing\n", + "08:29:59 - cmdstanpy - INFO - Chain [1] done processing\n" + ] + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from darts.models import Prophet\n", + "\n", + "model_prophet = Prophet()\n", + "model_prophet.fit(train_series)\n", + "prediction_prophet = model_prophet.predict(len(test_series))\n", + "\n", + "# train_series.plot(label='actual')\n", + "test_series.plot(label='actual')\n", + "prediction_prophet.plot(label='forecast', lw=1)\n", + "\n", + "plt.legend()" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 47, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "ignoring user defined `output_chunk_length`. RNNModel uses a fixed `output_chunk_length=1`.\n", + "GPU available: False, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "HPU available: False, using: 0 HPUs\n", + "\n", + " | Name | Type | Params\n", + "---------------------------------------------------\n", + "0 | criterion | MSELoss | 0 \n", + "1 | train_metrics | MetricCollection | 0 \n", + "2 | val_metrics | MetricCollection | 0 \n", + "3 | rnn | RNN | 700 \n", + "4 | V | Linear | 26 \n", + "---------------------------------------------------\n", + "726 Trainable params\n", + "0 Non-trainable params\n", + "726 Total params\n", + "0.003 Total estimated model params size (MB)\n" + ] + }, + { + "data": { + "text/plain": "Training: 0it [00:00, ?it/s]", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "cc1c3dfa4a0b4391b764ce8438033d3b" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "`Trainer.fit` stopped: `max_epochs=30` reached.\n", + "GPU available: False, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "HPU available: False, using: 0 HPUs\n" + ] + }, + { + "data": { + "text/plain": "Predicting: 0it [00:00, ?it/s]", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "0d33c4ac39e4480f9411222a7da44eca" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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MBAA0bJgf/EcZJCQYCYIgCIIIO1o5jDU1NRE+EoIgQknDbGDVy7YwO4xOOByVsFgyYTL55Et2uicosaiktLQExcVFOPXU7tz60047A06nE/v27UWDBg0AAC1atJS3b9++FQBw1VXDuefV1NTA4XAAAHbt2oFevfpw2885Z6C8fPnlV+HHH7/H/PlzcfDgAezcuQOFhSfkSbTLLrsSP/+8ApdeOgydO5+M3r37YtCg85GX16Duf3AdIcFIEARBEETY0XISSTASRPzjDQsNXxEWl8sNm60GVqsbJpM4H7ouSIVjlJHxbrf3Pcxmn1SyWCzc9oyMDMya9aHqNVNSUuTnaoXc2+12TJw4Dna7DYMGnY8hQy7Cvfd2xcSJPkezZctWmDdvEdauXY2//voDv/zyI+bMmY2HH34cQ4deXJc/t85QpjlBEARBEGHH6RQLxtpaEowEQUSHvLwGyMtrgPXr13Hr169fi5SUFDRv3kL4vHbtOqCqqgo1NTVo0aKl/O+jj97HypU/AQDatGmHLVv+4Z43f/5cjB17Hf744zds27YFL7/8Jm6+eTwGDz4fGRkZKC4ukvf99NNP8OOP36NXr764/fa7MWfOPPTo0Qvff78cQGTzv0kwEgRBEAQRdrRCUqXwLYIgiEhjMBhwzTWjsXDhfCxc+CkOHjyA5cuXYfbstzB8+KVynqCSPn36oWPHTnjssYewZs1fOHjwAF599SV8+eUStG7dFgBw7bVjsHnzRrz99uvYv38ffv/9V8yZ8y4GDDgXBQWNAADffPM1jh49gvXr1+E///k/OJ1OOeqiuLgIL7wwHStX/oSjR49g1arfsGPHNnTrdioAwGq1AgC2bt0Ch8Me1s+JQlIJgiAIggg7WiGptbW1ET4SgiAIH9deez1SUlIxf/5czJz5PBo1aozrrrsB1147RvM5JpMJL7zwGl577SU8/vhDsNlsaN26LZ5+ejp69uwNAOjYsTOmTn0e77zzBubOnYMGDRriiiuuxvXXj4XRaMSdd96LefPm4u23X0dBQQEGD74AjRo1xj//bAIA3HzzeLhcLsyYMR0lJcVo0KAhLr30SowZcxMA4IwzeqFLl2647baxePTRKRg06LywfUYGTyS7PoaQEycqon0IQlwuJ2y2UlituVxSLpE40DlODug8Jz50jiPLnXdOwLx5c1Xre/fui6VLl4flPekcJz50jpMDOs/ho6BAXX1WCYWkEgRBEAQRdrSL3lBIKkEQRCxDgpEgCIIgiLCj3VaDQlIJgiBiGRKMBEEQBEGEHZdLXAqfHEaCIIjYhgQjQRAEQRBhRzsklRxGgiCIWIYEI0EQBEEQYUe7Sir1YSQIgohlSDASBEEQBBF2tHMYAwtJdbvdeOCBe3HTTaO55tYEQRBEeKG6tARBEARBhJ36hqTOn/8x3ntvFgAgMzMTL7/8RsiOjSAIgtCGHEaCIAiCIMJOfdtq/PHH7/Ly0qVLQnJMBEEQhH9IMBIEQRAEEXa0q6TWwOPx+H1+ba3PiUxJoQApgiCISEGCkSAIgiCIsKOVw+jxeDTdRxan0ykvm80pITsugiAIQh8SjARBEARBhB09Uehw+A9L5QUjOYwEQRCRggQjQRAEQRBhR08wBtJagw9JJYeRIAgiUpBgJAiCIAgi7LhcTs1tDod/weh0+gQjOYwEQRCRgwQjQRAEQRBhhxxGgiCI+IQEI0EQBEEQYYetkpqfX8BtC6S1Bis4qegNQRBE5CDBSBAEQRBE2JEEX1paGtat24JRo66Tt9XU1Go9TYZ1GCkklSAIInKQYCQIgiAIIuxIbTWMRhNSU1ORlpYmbws+JJUEI0EQRKQgwUgQBEEQRNiRHEaTyQQASE1NlbcF31aDQlIJgiAiBQlGgiAIgiDCjk8weoceqakWeRvrHmpBRW8IgiCiAwlGgiAIgiDCjtph9Im+QBxGti0H5TASBEFEDhKMBEEQBEGEHbfbWyXVaJQEI+swBpfDSIKRIAgicpBgJAiCIAgi7CgdxpQUXw5jIFVSKYeRIAgiOgQlGLdv347bb78dgwYNwgUXXIBHH30UxcXFAIBNmzbhhhtuwIABAzB8+HAsWrSIe+7SpUsxcuRI9O/fH2PGjMGGDRtC9kcQBEEQ8YdeI3civgjkXOqFpAbSh5F1GA0GQ7CHSBAEQdSRgAWj3W7HnXfeiVNPPRXffPMN5s+fj7KyMjz55JOoqKjA3XffjaFDh2LFihWYPHkyZsyYgU2bNgEA1qxZg+nTp+OJJ57AihUrMGTIENx3332w2+1h+8MIgiCI2GXOnHfRvn0LPP30k9E+FKKerF+/Fqec0hGXXDKEcwEBwOPx4Ndff8GOHdsFgtEXklpTow5JPXz4EK64YgQuuuh8FBcXcYJRatFBEARBhJ+ABePRo0fRuXNnjBs3DikpKcjNzcXll1+OdevW4fvvv0d2djZGjRoFs9mMPn364MILL8Snn34KAFi0aBEuuOACdO/eHSkpKRg9ejRycnKwfPnysP1hBEEQROwyadLdqK6uwksvPR/tQyHqyZ13TkBhYSH++ON3zJ//Mbdt6dIluPTSizBw4JkoLDwBADAapSqpbEgqLxirq6vRo0c3/PzzCvz11x9YvPhzruiNUphKr1FaWhKyv4sgCILwEnDWeJs2bTBz5kxu3YoVK9ClSxfs2rULHTp04La1a9cOS5YsAQDs2rULw4cPV23fsWNHXY8bbrcLHo+nzs8PF263k/ufSDzoHCcHdJ4jBysEIgmd49CwdesWZvkf7nyOH38TAF4QmkwmuFxOrnCNw2Hnnvfll0u4MNfCwhOcw+h0Orn9q6urMWBAbxQVFWHBgsXo2bM3ADrHyQCd4+SAznN0qXOZsTfffBM//fQT3n77bXz88cewWq3c9rS0NFRXVwPwXsj1tteF6urYnkV0OCqjfQhEmKFznBzQeQ4/FRWFUa16See4fmRkZKCqqgoAcOLEUdhspfI2Ua6hwYB/9/EJwKqqMu55u3Zt5Z5TXl7MCcbaWge3/6xZ7+Dw4cMAgOuvvwZr1qzhnk/nOPGhc5wc0HkOB3l+9wj6Dl1ZWYknn3wS27Ztw9tvv40OHTrAarWioqKC289utyMjIwMAYLVaVfmKdrsdeXn+D1CL9PS8mHUYHY5KWCyZMBqp7HciQuc4OaDzHDlMpnRYrekRf186x6GhQYOGsmAsK6uA1Zorb7NarZzQA7wVTq3WXGRk+PbzeEzc8woL+Unh2lq3IgzVyO1fVeUrmlNSUiJvo3Oc+NA5Tg7oPEeXoD7xgwcP4q677kKzZs0wZ84c5ObmAgDat2+PVatWcfvu2bMH7dq1k7fv3r1btf2ss86q84FLfZxiFaPRDJOJvtCJDJ3j5IDOc/hxuVxR/YzpHNePhg0b4sCB/QCAkpJi7rNMT89AeXk5t7/J5P282cgjp9OJykqvc5CTk4tjx45yz6muruZCVN1uN/c+RiPvZCrPJ53jxIfOcXJA5zk6BFz0pry8HBMmTMBpp52GmTNnymIRAAYOHIiioiLMnTsXTqcTq1evxrJlyzBixAgAwPDhw7Fs2TKsXr0aTqcTc+fORXFxMQYOHBjyP4ggCIKILwLpwUfELg0b5svLUqstifR0tXMs6sO4ceMGdO3aAaef3hWHDx+Sw0sllKJTXY21bsdOEARB+Cdgib5kyRIcPXoU3377Lb777jtu2y+//IJXX30Vzz33HN58803k5uZi0qRJ6NmzJwCgd+/eePDBBzF16lQcP34c7dq1w8yZM5GTkxPav4YgCIKIO2pr1S0ViPjBYkmTl5WCURRqbDJJVVJ9bTW+/nopAG9xnLfffgNHjvCCsaSEf11lW41YTFEhCIJIFAIWjKNHj8bo0aM1t3fp0gWzZ8/W3D5s2DAMGzYsuKMjCIIgEh6Hw3/TdiJ2cTp9DnFZWSm3Tewweoceqakpwtez2arlFhwSxcVF3GOXy12XQyUIgiDqQMAhqQRBEAQRDpRFUYj4QtlD0WazyctpaVbl7sKQVBaRGCwqUgpGl2ofgiAIIjyQYCQIgiCiilJwEPGFMp+QL1ijDhWVBKPFYlFtA4C9e3er1qkdRhKMBEEQkYIEI0EQBBFRlPlmNTUUkhrPKB1iNpxUFG7scxjFIam7d+9SrXO7edfR5VIWvaEcRoIgiHBBgpEgCIKIKEp3KJCQ1N27d1GuY4zC5jACfEiqqKCR0egdemg5jFKLDj3IYSQIgogcJBgJgiCIiKIMYXQ4HNi+fZumcPzoozno2/d0nHfeABIKMUhtrfJ82plltWD0l8MYCPQ9IAiCiBwkGAmCIIiIonSkpk2bgv79e+Gqq0YK97/33jsAANu2bcVff/0Z7sMjgkTpItpsPsEoCjeWBKNWldRAUIaoUkgqQSQOGzasw5VXjsCsWW9G+1CIfyHBSBAEQUQUpcO4Zs1qAMCvv/6C6upq3eeWl5eG67CIOqJ0hu12X0hqTY3aNfYJRnFIKktubq5wvdJhJMFIEInDiy8+j59+WoGHHrofW7b8E+3DIUCCkSAIgogwyhBGFn+CsaqqKtSHQ9QTtWDUdxiNRkkw+g9JLShoJFyvnHQgCCJxWLp0sbw8e/bbUTwSQoIEI0EQBBFRlBUuWSorK3SfW1lZGerDIeqJUryxDqOo6I3kMJpMJnlZCy3BeOzYUdxyyw2oqCgP9nAJgohxOnc+SV5esGAeFTyLAUgwEgRBEBFFryqqPwexqooEY6yhPJ9sDqO46I1v6OHPZdQSjACwZMnnePrpJwGocxoJgohfMjMz5eWqqkqsXPlTFI+GAEgwEgRBEBFGL5zQv2CkkNRYQ+kislVS9UJSAf+VUhs10haMALB06RIA6kJKBEHEL8q0Bel3TkQPEowEQRBERNEXjPoOoj/BWFtbSwVQIoxycCflMHo8HtTUaIekAv4dxvz8Aj/vXfPv/yQYCSJRUE5Cff31UmqlE2VIMBIEQRARRU8winIUzWazvKwnKLdu3YLTTjsJ5557Jld4hQgvSndPymHUEnGBCsb09HQuNE2EJFapCA5BJA7Ka0dxcTEOHNgfpaMhABKMBEEQRIQJ1mHk81m0HcYJE25GYeEJbNmyGbNmvVW/gyQCRqtKqshdBIIRjBnIyPAnGL3vQYKRIBIH0WTT/v37onAkhAQJRoIgCCKi6OWbiQQhKxr0qqRu3err13XwIM1GRwK3260KFbPZvA6jKH8R4HMY/QlGq9Wq+/6SKKWQVIJIHEQTQKxgrKmpwZdffoE9e3ZH8rCSGhKMBEEQREQJ1mHMyMjQ3S6RkpLCvAflu0QCkVCTSuBrOYxmc2BFbzIyMpCWpi8YpXxVKnpDEImD2GH0TQK+/vrLuOmm6zBs2GBKP4gQJBgJgiCIiBKsYExPT2e2a4ekms2sYCQBEQlEAzsphzGQkFSLRT+H0WKxBHgcFJJKEImC6Pp94IDPYZTa6RQVFWHt2jURO65khgQjQRAEEVGCbathNPpuVZWVFZrPTUnxFcfREitEaBEN7ILJYdR3GDORlpYW0HG4XCQYCSJRkCaAWrVqI6/TymFkQ9yJ8EGCkSAIgogoevlmIsHINmUvLy/XfC45jJFH5Oz5chjFgjHQHMaMjIwgHEY63wSRKEjFrDIyMtCkSVMAfEgqC7VRigwkGAmCIIiIoucGiYrauFw+wVhRoecwUg5jpNFzGLUKUgTTVsNfDqMEhaQSROIgTQClpqaiVavWAIDCwhOorq5W7Vtdrd+blwgNJBgJgiCIiKI3uBflMLIOY2VlBfeYhe3XSI5TZBC5iA6HHStWfI+bbrpO+JzgQlIDcxjJUSaIxMDj8ciVl81mMxo3biJvKykpUe2vFJEejwd//fUHDh06GN4DTTJIMBIEQRARRc9hFIek+txCj8ejmcfIO4wkICKBuOiNHbfccoPmc0wm39DDYDBo7uctehNYDiNNEBBEYsD+llNSUpCVlSU/FkWg2Gy8YFyy5HNcdNH5OOusnigtVQtMom6QYCQIgiAiSn1yGAGgsLBQ+FxWMJKACD9r167BmWf2UK232WyoqNDONWVzGD0e37llzx8g5TD6F4xeR4KfhNByoQmCiG38CUZlGw2lwzhu3I3y+nnz5obvQJMMEowEQRBERNGrkipyD5WN4ffu1cqN84Wk6r0HERouuuh84Xp/fdHYkFRW2LVo0ZLbz2w2BxSS+p///J9qooHOP0HEJ2x0iNlsRlZWtvy4srJSdY8Q5TVKsBW2ifpBnyRBEAQRUYJtq6F0i3bu3CF8LjmMkcPtdmueR7vdxolCJVqC0WAwcAO8vXv3BOQwvvvuO9i2bSu3jgQjQcQnNTVKh9EnGCsqKlSVsvWK3rCTiET9IMFIEARBRJRgBaPSYdy1a6fwuWzRG8phDC///LNZc5vT6dStfsqGpLKC0Wg04rnnXpIfX3bZlUhJSamTS0DnnyDiE/a3m5KSqgpJVVbKltr4iFCGuRN1h6Q3QRAEEVH0cxgr4fF4uGIoyj5bO3eKBSPvMJLDFE5Wrvypzs/VchhNJhOuu+56OBzekNZzzhkIg8GAtLQ03bAzEeQwEkR8wucwmpGdzYekKvOj9RxGEoyhgwQjQRAEEVH0qqR6PB6Ul5chJyeX2Z93GHfv9i8YyWEKL8oQUCXKc8bCVkl1u32TAQaDAQaDATffPJ7b32KxBC0YacKAIOITPocxBZmZPodRHJKqfW3QC40ngoNCUgmCIIiI4m8wv3v3Lu6xMofx0KGDGoMEnytJOYzhxeFw6G4X9WeUYAdxbJVUg0E8JAm0tQaL3qQEQRCxC3t/UFZJraioEBS9Cd5hdLvdmD//Yyxb9lU9jzZ5IMFIEARBRBR/g/kdO7Yr9le7VUeOHFKtY/s1UkhieKmPINfLYRRhsfivlKqEzj9BxC4bN67H+PE34ZtvvlZtY68tZnOKqkpqMA6jMp1B4quvluKOO8bj+utH4e+/Vwd7+EkJCUaCIBKG2tparF79Jw0WYxx/50dZBZUVghI2m7p1A/u69B0IL/URjFo5jFqC0Wq1Bv0eFJJMELHLRRedj88//wxjxlytEnV80RtRDmPgRW+07gPPPPMkszwlqGNPVkgwEgSRMIwfPxbDhp2He+6ZGO1DIXTwJzaUDqOoCbvdrh4ksE6kXkgkUX9qa9WfL1uoKFACcxiDD0l1OrVzKAmCiC5sr1alqFO31VBWSRUXvSkvL8MzzzzFbdPKpWavKcXFRUEefXJCgpEgiIRh6dLFAID58z+O8pEQeugVRAGAnTuVIakiwah2GNlQV5GgIUKHSJCzoWN6sOepX7+z5OX+/c8W7l+XkFTKYSWI+ECqiiyhbKuRkZEpT0bpFb2ZMuUJvPjic4rXEjuMGRkZ8nJJSbG8vGrV7/j111/q8FckPlQllSAIgogo/gbzu3fvgtPplPsqBuowsq6SSFASoUN0DjMyMlBeXqZa36hRYxw/fkx+zDoId9/9f9iyZTPcbjf+7/8eFL4XFb0hiMTFZrNzlVCVbTWMRiMyM7NQUVGOyspKVZGbqiqvYHz//Vmq19YSjCdOHJeXjxw5DJvNhh07tmH48CEAgMWLv+YmswhyGAmCIIgIo3UTb9asOQDvgIEdFIgcSX85jDabTbPgAVF/RA4jO2svccUVV+PPP9dz69gBYUZGBj74YB4++uhTZGZmCt8rJSX4uW3KYSWI+EDPYTSbvVVOpbDUyspKVYVmvSqpookjj8eDo0ePyI/dbje2bduCZ5+dKq+79947gvgLkgMSjARBEERE0SpIwuaqsC4U23pBQuQwKovjUB5j+BA7jGrB16FDR6Snp3Prgi1Io5cbqeVKUh9GgogPlIJR2VYD4AWj8toTbNGb0tIS1XP27dvLTXiVlpYEePTJAwlGgiAIIqJoFSRhw5JqanyzyCKHURRyqhwciEQlERoCdRhFrmGw+YVaxXAA4MEHJ3PfGwkKSSWI+MBu5x1DZVsNwJcfXVVVpRJ71dVVmtEkonvN4cOHVetsNhtyc/Pkx6WlpYEdfBJBgpEgCIKIKFoOE1s+nQ07CjyHUSkYKY8xXIiKConEoUjMBRsu6q/6qsWSWu/3IAgiOrAO499/r8bNN4+RH0vh6Gz0CVukBvCGmIpypwHxxNHRo1qCMVd+LLrnJDskGAmCSAgoXy1+0BrMZ2fnyMusgyVyGAsLT6hu6sr99EKViPrBhgxLKENPAX6gJxFKhxEAUlPVVVSpDyNBxAfsxN6wYedx21JSvJNBeXk+92///n2q1xCtA8T3GpHDaLfbkZGhvlYRPkgwEgSRECjFA80Qxi5agoHPYfQKRo/HI5wMeOGF5zBkyEBOJCoFo7I4AhE6RA6jqJqpKK8x2JYnBoP+UEXUdoMcRoKID1jBqLxvSzmMXbp0k9dVVFSoXmPv3r3C1xZdB44dO6paZ7NVq3LgCR4SjARBJATKGwP1YYtdWGEnuVJZWdlIS/MJDimHUU/4r1+/Fj/9tEJ+rPwO6FXPI+qHSPSJhL0Ukvr88zPldWPG3BTUe/lzGNnvje/4SDASRCyivE5IE3ui64ckGE877XTd19y7d49wvcvlhNPpxKJFn+HPP/8AAJSVqcNX7Xa7asxAUUs81IeRIIiEQOkuOZ3OOjX8JsIPe2OeN28Rli//GsOGXYwvvlgsr5ccRlYwWiwWlWvI5q4o81WUuS5E6AhUkEkTAtdcMxpWqxUFBY1w0kknB/Ve/nIYRSGpVPSGIGIT5cSelMNYVVWp2lfqxXvaad11X1NLMDqdLnz00Rzcf/89AIA1azYJ8x1ttmrVxFRFRTmXJpHskMNIEERCoAwnoRym2IUdzLdv3wGPPvokevToxRUvkQQjOxEgqsLJCkplRbzjx48rdydCRKAOo+T+mc1mXHHF1TjnnIFBv5f/HEYqekMQ8YLSyZNCUkXXa8lhzM3NQ5s2bTVfc9++vcL1TqdTFosAMG/eXKHDaLPZVdeMwsITmu+XjJBgJAgiIVCHpNKAMVZhBwxsU3apwAEgDklNT1cLRtZxVH4HTpygG364ELXVuOii4ap1IjEXLP6rpKodRgpJJ4jYRDnZJAlG0fVaaqsBAF27dlNtlzhwQFz0RhlpYDabNR1G9f2jUPP9khEKSSUIIiFwufhcN3IYYxfWCTSZfLchNrTQ4ZBCUvUdxrKyUnlZ6TKfOEEOYzhwu93y4OrUU7tj/Pjb0b59B6GwExXCCRaj0V9IqlqUiirrEgQRfZSTuVJI6vHjx1T7pqb6BGNOjnZ4qFY0iVIEGo0mDYfRphozkMPIU2eHsaSkBCNHjsTq1avldVOnTkW/fv0wYMAA+d/ChQvl7UuXLsXIkSPRv39/jBkzBhs2bKjf0RMEQfwLFb2JH9hZXynkCOD76Umz0LzDqG7bwN78KaQoMrC/rczMTFx55SiccUZPziGWSEurfx6x/yqpalFKIakEEZsoHUYpSkQ0wcc6jHqTT6L8R0CdpmA2m+V7BhvqbrfbqGiaH+okGNetW4ebbroJBw8e5NZv2bIFkydPxi+//CL/u+yyywAAa9aswfTp0/HEE09gxYoVGDJkCO677z5qrEwQREhQ5zDSgDFWYQWHVNQA4ENSpUEEn8OobtEgOYwej0cQUkQOYzhgB3z8gE4tDkPhMPrLexSJUpowIojYRCuHUXS95icUg598UoakmkxGlJeXAgCaNGkqr7fZbCrnUxR2n8wELRi/+OILTJ48GRMmTODWO51O7Ny5EyefLK5+tmjRIlxwwQXo3r07UlJSMHr0aOTk5GD58uV1O3KCIAgGUZVUIjaRbuIGgwEmk0lezw4IfFVSfYVUrFar6rWk2WJR+w3KYQwP7ECKDRkThYaGolLx1Vdfi1tuGY8rrrgad911n2o7VUkliPhBGfoZaA5jXSafRKHp5eXlAIBGjRrJ63799Rd88cXnwuMivASdw9ivXz8MHToUZrMZjzzyiLx+x44dqK2txRtvvIH169cjMzMTw4cPx/XXXw+j0Yhdu3Zh+HA+Ib5du3bYsWNHnQ7c7XbFZI8Ut9vJ/U8kHnSOYxOpSIqEw2Gv16CRznP4qKnxDhjMZjN3jli30W63weVyorbWd15F1TLLykrhcjmFs8EnThzX/Q7QOa4bdrtNXjabU+TP2Gw2cftZLJaQNcOeMmUqAOCll2Zw610uJ+dCSNTUOOByOekcJwF0juML9voBeAvOuFxOHDt2VLWvyWSQry9sgbRAUbqZRUWF8uRidnYO0tKs8vGUlpaqjpMmnnwE/enn5+cL11dWVqJHjx4YNWoUpk6diq1bt+KBBx6A0WjE9ddfj+rqatXscFpaGqqrq+t04NXVJXV6XqRwOMTx1ETiQOc4tqiq4q8JlZXFsNlK6/26dJ5Dj8PhvUGnpKRw58hg8N2cq6vLYbOVorrat93jUYuP4uJC2GylsNlsqm1FRYWoqir225aBznFwVFQUycsmE+Rz6HbzM/Kpqakh+Q2y1NTwYwabrRT9+vXGRx/NUayv5N6bznHiQ+c4Pqis5O/V1dUVsNlKceKEWjC6XHb5d2w288WvUlJS/IaeOxz89eLIEV8qXWZmOtLSLCoB6zvO0pBfv2KXPL97hKxKaq9evdCrVy/5cbdu3TBq1Ch8++23uP7662G1WlX2rt1uR16e/4MUkZ6eF7MOo8NRCYslE0YjFaFNROgcxyZmM18QxWRKg9WaW+fXo/McPqqqvDfxzMws7hxlZPiW3W4jrNZcpKT4Cg+kpqpDkiorq2C15sLpVItCt9sNm82N/PwGwuOgc1w3jEafYExLy5DPodvNf4ZpadZ6/QZFmEx82KvVmovLLrsGW7fuwEcfzUFJiXcwajCkwGrNpXOcBNA5ji+MRj6E3On0wGrNRUWFWvBnZjaQryEZGdnctpyc3AAKm/H3heLiUnk5Ly8f6enpKmdRwuMxhvz6Fc+E7Jf1888/4/jx47jiiivkdTU1NXL+Qvv27bF7927uOXv27MFZZ51Vp/czGk3+d4oiRqOZKxdPJB50jmMNfvbR7UZIzg+d59AjVZ/LzMzkPls2CqW2thYmk5mrkCk6D+Xl5TCZzNCaPywuLkbjxk10j4fOcXCwLWwsFov82VmtfNuTtLS0MHyu/O9cev3HHpuC/v3PwahRl/17jC6YTGYUFhZi587N6NPnbDrHCQ79juMDl4u/WNfU1MBkMsu5hSxpaVb5nCpzGHNz/QtGZbsttrBObm4erFZ15W3fcdXS94mhzm01lLjdbrzwwgtYtWoVPB4PNmzYgE8++USukjp8+HAsW7YMq1evhtPpxNy5c1FcXIyBA/WrnxEEkdwEGkmgLnpDVRJjlcpK70yysuopW7xECjViz6vJpL5lSbPDyoGBb7sv/On48eOoqFAPSojgYMPA2Mq2bA4qEJqCN0r0+iuy7+9yuVBdXY1zzumHSy+9FPPnfxzyYyEIIniUbTWkkNDycnV/RPY3rRSMOTm5qv07deqMMWNulB8raxuw/Rpzcrw5jFoon5vshEwwnnvuubj//vvx7LPPYsCAAXj00Ucxfvx4DBs2DADQu3dvPPjgg5g6dSoGDhyIb775BjNnztRtxEkQRHLz+OOT0bVreyxdusTvvsrkdCqrH5vU1NTI5yYjg3ekRG012Oqnon581dVVqK2t1SxOIL3X+vVr0b37SejevQsKCwvr90ckOeyAj62SajAYOJEYipYaSjwe8cQAwJfgdzqd+OqrL1Bc7A2fveeeO0J+LARBBI+orUZNTY0wD539TSvb5+Tm5qr2b9KkGR577Cn5cUVFBbf9+PFj8nJ2do6w8rbvuEgwstTLa129ejX3eOTIkRg5cqTm/sOGDZMFJEEQhB7V1dV4/fWXAQBjx47G8eP6zhA5jPFBZaXvBp6ZyTuMFotPMEqzu2yVTbYFB0t5eblmGxVJ3Nx990Q4nU5UVJTjoYcmYfr0GcjOzhY+h9BHqnIL8CIf8LrEktgX9UesL2ybFSWsG1FbW0Nl8QkiBlHemx0OhzAcFdBvqyFyGDMyMrgwUqVryd4ncnL0BSM5jDwhcxgJgiBCidSQPVCcTl4wKpvwErFBVZWviE0gIamsQNCqdlpWVqIjGL3r2ZnlxYsX4vTTu+Do0SNBHj0BKB1GXjAaDL4cw3A4jKJ+m6JjcTgcFGVAEDEIO+EEeFtglZeXCvdlW2korzVZWdnc9QbwCkZ24khLiAJAdna2rmB0OGjCiYUEI0EQMYnyQi8KV2FR9nvTEhBEdJHyFwG1w6gc8APKHEaxw3jiRKFOSGqN6rUBr4M9c+YLQRw5IcEKRmXeIptzHI4cxg4dOsrLvXr14bYpJxwoyoAgYg/l79Jut6OsTJ2/CPAhqcoJKIslFenpfFpDRkYmd03Sel3AW1BHL4fR4VD39k1mSDASBBGTKC/0hw4d1NjTC4WkxgdVVT7BqMxhZEVdTY33Zs06SkajUZi3cuDAPs2iN9LriJq7S9VaieBgHQKlEA+3YLzqqmtw4YXD0K3bqXjttbe5bWxIs9dhpEkjgog1pGuyhJ5gZENSlSHuqakWpKfzVU69Iam+iUX2fqN+bbPuxDI5jDwkGAmCiEkqKvgbyP79e3X3V174KRwtNtFzGFmBIXIYjUYTPvlkITp27ISCgkby+v379+mEpHq/B0phA6hDYonAYB1GZQ4jK/DDEZJqMpkwZ84n+OGHlWjdug23jXUYvcWVyCEgiFhDea325jD67vcDBpyLtm3b4f77H+JCRpXXk9TUFFVbjIyMDBgMBs1oFBaz2awrCpXCNtmhBiMEQcQkyhnH/fv36+6vdhjJXYhF2BzG9HTtkFRpsM9WxTQaDTjjjJ749dfV2LhxPQYPHgBALRjZmWNJMCqFjff9tXtwEdqwAym2SqqX8DqMevCC0UEDPoKIQZS/S4eDdxgvvfRyjB59g+p5ykm/lJRUZGTw1/DMzCwA3nuAXgseaR+9wlhUNIuHHEaCIGISZQ7jgQP+BCM5jPGAXpVUVtRJgwqtHMZWrVrLy/v375PbJwDgZp31QlLT0kLvgCUDWn0YAT4kVeTqhhNWvDocDgpLJ4gYwWaz4ZtvvkZZWanqd1lUVMQJRq3q1crrdUpKqjAkFQBXKVULr2DUro1AE048JBgJgohJlOWw9+/fp7u/MoeNHMbYhK+SyucwikJSlTmMEjk5uXJZ9ZUrf8aVV46Qt7EDC2lwoiim9+970ICgLvAOo7ZgNBr9h4WFEmVIqs1GDgFBxAL33Xcnxoy5GjfeeJ1wMveppx6Vl7Ozxf3ZlREL4qI33sfKYlwizOYU3V6LlMPIQ4KRIIiYROkwHj58SHd/pUAkdyE24XMYs7htZrNZLpMuhaSyEwFKAcK6jCxs3otUoEVUZVdvdplQU1hYiGnTpmD58q/ldUrnlhWMypL34YYdUNbU1HCTEwRBRI/PPpsPAPj1119UbTWU5ORoCUa1w6hsiyHlpZvNgeUwtmjRQnM7haTykGAkCCImUeYwSo6TFsq2GlQhMTaprtaukmowGGTHSnL/tBxGIDDBKAnP6upq1X40IAiOBx+8DzNmPIvly5fJ6/QcxgjrRZhMJjlsuaamhquCq9XDk4hdPv98AW6/fRx27twR7UMhQkhpaYnudi3BqLzWpKbWLyTVZDLhqaemam6nkFQeuoISBBGTKKuk1tToC0ZqqxEf6FVJBXxhhdL5ZicClJXvGjVqBBFsby0p/EnUQoMEY3B88cUi1Tq9HMZIO4yAz2WsqXFwkwSiHFYidqmursY990zEggXz8Pzz/4v24RAh5MSJ47rbs7NzheuVIampqano1u00bp10TwksJNWMtm3bYeNG8YQEhaTykGAkCCImUTqM/mb7qK1GfMDnMKoFo9RLTwpb0nMY2Zw1Ft5hlASjyGGkkNT6kpLCD8zY8xUNwehzqB3cJIFIMM6YMR2XXDIEGzduiNjxEYFRXFwkh5EfO3Y0ykdDhBL/glFc9EZ9/U/FLbeMx4AB5wIA0tMz0K5dewCBCUbpmqDlaFKOOw+11SAIIiaw2+1csZJgBaPSYVRWTSViA9ZhVIakAj7HSnIY+Sqp6gGDCD6HsQZut1sjh5FmkOtLrDmMvu9Pja7DePjwIUyb9l8AwDXXXI5NmyjsMZZgc9jpd5pYnDhxQl7OyMhEVZXvnpCamhpwdWWpSurHHy/AV199gQ4dOsmF0JTismnTZjhy5DC3Tgpb1Yo+IIeRhxxGgiCizoQJN6Ndu2aYO/cDeV1FBV/0JljBSDmMsQk7OBCHpPKCkXes+FuW1o2eDUl1OmuF7iJAA9FQoDe4i0beoBS25nA4ODeb/R4BvMtx/PixyBwcETAVFb72O/7y14n4gv3tqStlB97qSGqjk5qaipEjL0e3bqfI21iH0WQyoWPHzqrnS4Vx2NxnltraWtV1I5khwUgQRFQpLS3BwoWfwul04p57JsrrlQ6jVLxEC7VgpJDUWIR3GEUhqdKAXyp6o53DqO0w+gYdNTW1mtUyKSS1/sRSlVTA952oreWL3igrM5aWlnKP2eMmog+bw06/08RCXzAG3rtVKyUB4AWjxZKGtDT1vuy1S+teQpMVPkgwEgQRVQ4f5sNEpApqyrYa/vIJqOhNfCCJt5SUFFURA8A3CJAmCPRyGJXhkBJ80ZsaYcEbANSnLwToV0mNZtEbPiRVOeFUUlLMPS4sLAz/wREBQw5j4sLeq5WThnoiUIledANbJdVqTRM6l+w+WlVV/RXbSyZIMBIEEVWOHOH7K/711x+ora1VDfL9O4zKojcUkhqLVFZ6B4Ki/EXAF2ZUU1MDj8fD9WFUO4zikFRl0RvtkFRyLuqLUrQ3a9ZcXtZqwB1OpAGnt+iN77w7nU5u8qGoqIh73t69uyNzgERAUA5jcqC8DwSavwjoVz5mHca0NKtwcpLdRyt83m4nwShBgpEgiKhy5MgR7vEff6xShaMC/vMJqOhNfCA5jJmZWcLt7AyzVLBGQpnDaDb7z2FUTj7ceuttKCjwtuMg56L+KAd4s2bNQUpKCvLz8zFhwkSNZ4X/eFwulzw5IcGGqRcX84Jx3769YT82InDIYUwO1CGpoXEYpfxEAEhLS+MK6vn2YQWjOBqCHEYfJBgJgogqhw/zDuPatX9rNvbVyks8duwoVzBHb18iukg5jNoOo2/AUFtbo6iSGlgOIzs4UDqM6ekZ8nZyLuoP6+YCQI8evbB+/TasWbMZWVni8vjhRG8QyUYpKENS9+7dE7ZjInhsNhv279+nu09lJesw+o8E+OKLLzB48ADMn/8xtm/fhhkzptM5jQPqE5KqnEBkYUNMU1NTVULUaDRyrqKWw6g3WZFsec8kGAmCiCpHj/IOY1VVhaZg1Jrtu/baK7Flyz/cOhKMsYfb7ZbdPlGFVIAvWFNVVcUVvVHnMGqFpKbLy94cRp9gzMhgBSOFpAaKlrufl9dAtS4/P18lJCOFnmBkKy0rHUYSF+Hh4MED+P33X+Xvj9PpxDnn9EXPnqdg4cJPNZ/HhqQ6HA6/g/O7774b//yzGXfcMR7Dhw/BtGn/xXXXXRmaP4IIG/UJSQW0vxPsvcJsTlHlMCr7NGrlW4sEo81mw5Ah56Jv39Nx4MD+II43viHBSBBEVFE6jLW1Th3BKBaBGzeuV61zOikkNdZgQ0PT08WCsUGDhvJycXExJ1QC7cOYnu4TK0VFhbj77tuYbelyyCo5jIEj+qzS0tKQnp4u2Dt66IW08SGpvMNYVERFb0JNRUU5BgzogxEjhmLevLkAgF9//UUW5xMm3KzzXD6cOJiwVOnc7tixPdhDJsKEqG0FUL+Q1EBTVFJSzKp7hVowajmM6uvea6/NxNq1f2PPnt2YNOnugI833iHBSBBEVFHmMDqdtaqS9xITJ47DP/9s5tZpzTyTwxh7sO0ttBxGXjAW6YakBlIl9e+/13DfJzYktba2VpX7SogRubG5uXlROBJ99ELaeIeRF4xUJCv0/P77r3Lf1bvvvh1A4GF86irZ2pM71Csv9tG6zqanB+cwDhw4UF5u06at5n5slXSTSSQY+egULYdR1P95584d8vKGDet0jzeRENeRJQiCiBDKKqlOp7bD+MMP32H16r+wc+cBeZ3ogg5Q0ZtYoaioCIsXL8TgwedzN3GtHEalYNQrehNIDqMS1mEEvM6ZhnYlABw6dBAzZkxH69ZtVNtE4ajRJtAcRmVIKrXhCT1KMeDxeLjfnh7KgkV2uwM5GkV3JVFKxCZ6gj5Yh3HatGn4+OP5OPPMAcjJydXcj50ASklJEQhGfvJRu0qqeqKCTZPQy6NMNEgwEgQRNWw2m8pNrK3lHcb8/HyuR1p5OV9BVSsPjRzG2ODee+/AsmVfolWr1njzzdnyemWxA4n8/Hx5uaioiBN/aodRnMNosVhgNBqFAxWz2czlSVJYqj5PPfUoPv/8M+G2vLzYcxj1BpxsSLvSYdSaeCLqjvIzPXr0iObAXInSYdTLN1buqzyG4PLiiFCjF8WhDGn3V/SmoKAADz44WbNvou89fYLRbFYLRuXztR1GdSi02+1zybVCbROR5JHGBEHEHEeOHFatUzqMBQWNdV9Dq0+S0+nE+vVrMXHirfj55x/rdZxE3Vm27EsAwP79+zB//sfy+kBDUlnRpxxsag0E3W63UEymp2egb9+zVA4joY2WWARi02HU6832+++/4v33Z6O8vEzV55UcxtCjFIzr1q0N+HOuqFCGpGrnMCrdSBbleSYij5Zg9Dp/vEAMlbhnJ4xTUsyq9AXldSKYKqns3xPoBEgiQA4jQRBRQyQYa2trUVLiE4yNGjXCli2bVftJ6DmM559/DgDg008/wfHj2rPQRGR499135GXtkFSfCCkqKpR7JgKB5zDa7XakpKRyN/sbb7wZ//d/D6KgoIBzLanHW92JN4fxwQfvAwCsXPmzahvlMIYepTuzfv3f6Nevf0DPDSaHUc9hrKqqislc22RCWzCq210EU/RGD/b3bDb7L3oTXEiq9iRmIpM8fylBEDGH2GGsRVlZqfy4USN/DqN4IEEhqbGBVuiplsPYsKHPYSwq8ucwit0ku92u2nbJJSPRuHETACCHMQhyc3M1t8Wiw6h0LBo2zFfts3jxQtU6chhDj/K3tXfv3oA/Z6Vr+Oeff2gWzPEnGInowub8saSnW1VOX6gcRvZ7Jg5J5ScftUJSRdXW+crdFJJKEAQRdg4fFjmMTs5hZB0mlrKyUixdugQnThwXblcWvaFKepHH4/HAZqsWbtMSknpVUpWCUVnpTsJut6m2seKGchgDR68SYSw6N8qBYePG+hNOEjTBFHqUIanHjx9TObkih7+mpkb1u3zooUl47rlpwvehkNTYRsthTEuzhs1hZIVefdpqiHKb+aI3YqGZiJBgJAgiahw9Ks5hlBzGjIxMzT5vt912C8aOHY2xY0cLt+sNTCoqyvHFF4u4YjpE6HE4HJpCXcthzM7OkWdti4uL4fEEn8PodRj5bTlMiUVyGAMnMzNLc1s8hKRqTTgpIcEYepRi0CsY+c9Z5A4qezBKPPvsVOF6chhjG5dLfA9IS0tTpRX4K3oTKEqHUfk+6rYa4teRKivbbDZceulFGDx4AI4ePSpvJ4eRIAgiArAOozT4dDp9OYx5eXmaM47ffbccADR7NipDn9gcmAceuA8333w9xoy5us7HTvhHb3ZfK4fRaDTKbqD/Poxih/Hqq69VbcvOzpaX2e8UCUZ99ISU1RpYi4RIohxwSmHI/iDBGHpEDqPyulxRUQ6Xy4XDhw9x64JBb39yGKOPlsNotabDYlEKxlAVveFzGJXvE2gOo1RZ+eWXX8Cvv/6CjRvXc70XKYeRIAgiAkgOo8FgQPPmLQF4B26Sw5iTk6tZ2MQfyplldrb7s8/mAwDWrPkr4EbSROBIIqy6WhyOCug7V1IeY12qpC5f/iOaNGmqEozs+5HDGDiiHB6JULkBoUSZu+ovB1qCchhDj7LoTWlpqeq6XFFRjksuGYLu3U+Wi2IFLxi1Q1LJYYw+WjmMIocxdCGpbJVUkcMYWA6j5DD+9dcfwu0kGAmCICKA5DAWFDSS3QqPxyPPTOfm5qpmBgH9vk4S6j5edvn1WfREDRE8U6c+hXbtmmHGjOm6n62Wwwj4CpVUV1ejstLXlNto1K+SOnDgYHTvfoZqW1ZWNudOsuGwNKDUR08wZmVpi/5ooRSxbF9PPahKaugR5SeyTiIAbNiwHqtX/wnAV8VWTwCK0Nufru/RRy+HUd1WI/Q5jOIqqYG11ZAiD7TuExSSShAEEWacTieOHz8GAGjatJkwvNDrFKkFYyBhRuXlZdxjafCibNitVzCBCJ4XXngOTqcT06b9V/c8aeUwAt5WKhJsJV1/VVLZ7xC7jQ1HVT4OdnCabGiFanbs2An9+58d4aPxj3JgyLrJIiRHg0JSQ08ggnHnzh2qffRyEm02dRslfYexUnMbERm0BGN6ulU1ISyaIK4L7O852LYarAiUHEatiQetYjmJSPL8pQRBxBRlZWVyuGF+fr6w4mXLlq2EYYd1cYWkwcuxY0e59SQYw4fewE+rSioANGvWQl7et2+fvOyvDyP7HWKXleJUSzBSeLIaUajm9OkvYMWK31SDrlhAGdKm1XpFQgpZlQaGROhQhqQCwKFDB7nHW7f+o9pHLySVbbkkoXedIYcx+ug5jOEqesMiaquhJxjZbVIOo9bEAzmMBEEQYcZu980UW63pSElRDz5btGgpFIxlZWWqdf6Qit4oBaMkGCorK0kwhJh9+/bKy2efPZDbpucwtmjhE4wHDvgEo9HI55kovxta4kDpMmVl+SqmVlRU4NixozjrrJ4YNKi/yplOdkQhqe3bdwhZcYpQ429SQYmUL1tbW0u//xAjchjVgnEL99hut+sKQFGRMz2BSSHn0Ucvh1E9wROa60qHDh3l5WbNmgkmF5VtNXz3FpPJt02aSNL6HlEOI0EQRJhhBWNaWprQrWjRoqVwwFc3wSh2GCsqKvDRR3PQsWNLjBt3Y9CvS2iza9dOeXngwMHyclZWNqxWcbsUAHIBJAA4cGC/vOyvSirrKrLFbJTVPJUO4+TJD2LHju3YvHkjPvjgfc3jSkZEgjEtLU2wZ2ygdJT8OYysoxFIbjTho7S0BMeOHdPcLuphpwxJZUPOAeDEieO6UR9iwai9/4svPoe3335dczsRfrTaalitVtU1PFRFb95++300aNAAJ5/cFTfeeIvfKqlsaCnvMOqHpCYTJBgJgogKNhs/oBeFpLZq1VqY01BeXhr0+0kOo5Q3KVFRUYF7770DLpcLS5Z8TiGq9UDp0Oze7ROM6enp+P77lbjoouF44YWXdUN5WIeRFSzKfBFlZTt2dtpm893g/QnGL7/8Qn68c+d2zeNKRkS5ff7yAqOJMnTMn8PIDlgpjzEwyspKsX79WnTvfjJOP/1kbNy4QbifyGH0N/A+fvyYrsMoCkn1V1V18uQHdbcT4UUvJFXtMIZGMHbt2g0bNmzHjz/+BovForoOsC4iwN9L2Aqq0v1HKx8/ma4ZsZeAQBBEUqB0GEUhqc2bt+AcJgmt3ov67xdYDmN1tU235QOhjdKN2r17l7ycnp6OU045Fe+++6Hf12FzGFn85Yuwkw5scQylwGEF44kTJ7htelVBkxHRgEirBH0swH53Tj65i98QN9ZN8OZrxq4YjgWKi4vQq9dpnEj7v/+7E8uX/6TaVyQY/XHs2DHdCJKSkmLVOj2BSUQf7T6MorYaoQt1Z3/7/nIYmzZtis2bN/673Fwujvfhh+/LVbtFJFPuMzmMBEFEBTZkMC1N7TDm5xfAalXPQAL1zWHkHUZliBQrZIngUIagsSGpekVulDRo0EDYFN5fvggbfqjnMGZkZMqiZ82aNdw20QRFMuNyqQV0oL0No8GQIUNx8cUjcPLJXTB79gd+C/OwDqNU4ILQ5s03X1U5eloTeKKiN/648cZrMWfObM3tSofR4/EIXUcllJ8aPbRzGNVVUsPV21UpGJUT1NOmPY/MzCxkZWVj6tRnuW0vvfS85uuSw0gQhCZsI3Gi7vBFb9S5DC1bevPYRO026lKYRCuHURlOJSrbTgSGsqImO7Ocnq6ds6jEYDCgefMWqpL7dXUYle9tNBqRlZUt/B7t379PtU6LTz75CKWlJbjllgkxWTE0FEj9CdPT03HJJSNx5pn9ubYnsYbRaMTs2R/Ij6VeryytWrXG/v37MH36C/jhh+/k9aKKsASPFKnBopV3VheH0R9KcVpVVRlQVIDD4Yjp3NtERtthjEyVVEAdmq4MSW3VqjU2bNgGg8EQ1PgimQQjOYwEEQTTpv0XnTu3wccffxztQ4l72BxGr8PIX8AbNPBWLwydw+gdvChvBhs3rucek8NYd/San6enZwT1WqKwVP8OI5vDyIc8K9FqOn/48KGABgF//fUH7rrrNjz22MN4//1ZfvePVyQR1aZNO7z88hu45prRUT6i4FAWvcnJycWPP/6GFSt+ww03jOW+M8k0+KsraWnq6zE7GHc6nfI1VlT0pr4o3cRA0xOoWmr00MthVDp/oQxJ5V+X/96KJvgyMzORkZHhN++ZJRzf8ViFBCNBBMGMGdNRWVmJyZMnR/tQ4h7eYVRXSZWqaIqrpJYG/X5SSKryAr937x7uMTmMdUcvnyMjI3CHEQAaNMhTrTMa/TmMYpdPVJGVzWNkcbvdqjBlER9/7MvFfOyxh/3uH69IIkrk9McDyutHRkYGMjOz0LVrNxgMBu47Q4LRPxaLevJFEuXV1dXo2/d0nHJKJ6xe/ScXkhrshJEWSoFYUlIS0PO0+ugR4UerSmpaWppqEjBcDqPy3qB3PfNXWZklmaISSDASRIBQDkRoUeYwKi/gUt6ZaMaxLg6jFEql54IBgQnGbdu2UjVVAXoD7mBCUgGxyFP2YVSiVeBElA+ZlSUWjEBgeYzZ2b5ejokqNDwej+wOsJUD4wnldyIjgxcu7HWHCh75R1QhVxLl7703C/v374PNZsO4cTfK19zU1FTV515X1A5jYIKxspIEY7TQymEU3RNEDnYoUBbq0ktvCM5hTMxrvwgSjAQRIOHIx0hm1H0YecEoDUxC14fRK1D9zQiyQlbE/PkfY8CA3jjrrF5JFY4SCHoOY7AOg2gwEUwO4/XXj5WXzz13kGpfLYcRAI4ePeL3+DIzAy/iE6+wAkrU9iYeUIai6QlG+j37R+S+SKKc/d0cOnRQdhgtlrSgJ4wkxo4dx107pOqVElohqaeffgb3mBzG6KEdkipyq8MjGJXo5ZwHE01BDiNBECooty20KHMY1Q6j92Yico3qU/TG36CQra4p4o47xgPwNpz+/vtvgz6OREY/hzG4AaNIYAZTJXXy5McwbtwETJv2PHr27K3aV08wBuIyJ0MjZ9Y5jdeQ1FatWnPfG2W1XnVbDUIP0eBfukazIahGoxEOh/daa7GkBlUlmWXatOexe/ch5OV5Q9RPnDjObddyGJ977iXcc88k+THlMEYPvRxGJZESjMqiN/w2k8qR7NbtVJx8chfVvjU1NUkTfUaCkSAChBzG0BJoDqNIMAYahsQinb/6OowsFMLGox+SGpzDKG6roe8wsg5kXl4DPP30dIwdO064b1ZWjnA9oN2kmUXZ+y0Rc1/Z30q8VoE1m83o2LGj/FiZ80ZFb4JDFIInRYGwk3FpaWmygExNtdTJYezf/2wAXvHZuHETAN4q1+wAXcthbNOmLddPlwRj9NCrkqokXEVvlOhNgBkMBtW44/XX30F+vro6NBu2n+jUWTCWlJRg5MiRWL16tbxu06ZNuOGGGzBgwAAMHz4cixYt4p6zdOlSjBw5Ev3798eYMWOwYcMGEES8kIgDwmiibKyuHJBK4SqikNS6OYxeIRiKHEZCjFZIakpKStAOlUhg+gtJDQY9hzEQ97Cigv8OHj58sN7HFGvwIanxKRgB4OSTT5aX//lnE7eNDbWlCSD/iH7j0uCanVS1WCyMYEytU9GbZ599QV5u1KiJ/B5sHqPW5GFWVjYXfkw559FDrw+jklgISQXU4w6LxYL0dPXxAskz0VQnwbhu3TrcdNNNOHjQd4OsqKjA3XffjaFDh2LFihWYPHkyZsyYgU2bvBfnNWvWYPr06XjiiSewYsUKDBkyBPfdd19Qs/kEEU3ouxpalDmM6pBU74x0qNtq6OXZASQY64OWGK9LwQuRI+EvJDWY0KD6hqRWVPADUPZ+mCiw5zNecxgBoE+fPvJy584ncdvY606yDPzqgyikX+pNzArG1FQLE5Jq8XsNUDo6U6c+h/btfc5w48aN5eVjx47Jy6zDmJfXAAAwatR1APg8Y3IYo4dWlVSxwxipkFT9yUdlrq7VahUKXMD/mCJRCFowfvHFF5g8eTImTJjArf/++++RnZ2NUaNGwWw2o0+fPrjwwgvx6aefAgAWLVqECy64AN27d0dKSgpGjx6NnJwcLF++PDR/CUGEGcphDC3KKqnqojdeh1E0EygNUILB4bDD4/H4HRTSea47WjfORo0aC9frIRpMhNJhzMnJ1dxWl5DUQ4cSTzCyIanxmsMIACNHjsQpp5wGq9WKp5+ezm3j22okx8CvPoiun9LnJkVxAN6Bv/Q4kKI3zZo15x4r95dCUgFvWKoE6zAuXvwVPvvsC0yf7nUm2bxJEozRQ+t+LU47iEymnL/rmXI8YrFYhMcL+I9aShSCjjHp168fhg4dCrPZjEceeURev2vXLnTo0IHbt127dliyZIm8ffjw4artO3bsqMtxw+12xWSiqdvt5P4nEgdlmJrLRbPR9YH9PFNTU2Ay8TcKiyUVLlfofkc2mx01NQ6/143q6iq4XM6AfstutyukxxjvsANGlmbNmgf9OYkq6Hk8bt3Xcbv1t7M0b84PUHNycmTnuqqqyu/rKMOiDx06mHDfBfZ8ms2muPz73G4nLBYLvv56ORyOGqSnZ3B/BysYHQ5HXP6NkUT0G5c+N3YS0Gw2yyG+qakpmoNtiSZNmnI9cVNTU7hzUVBQIC8fOXJY3lZS4qua2rhxI3Ts2AkA4HI55cJpADBlymPo06cPevToFdDfSdSdhQsX4K23Xsddd92LYcMu1k1VcLmc+Oij+fjf/57BtdeO8XN9D9342mg06r6XUlCmpKRoup92ezVcrhwcOHAAlZUVwuI4iUDQgjE/P1+4vrq6WnVBSEtLkweF/rYHS3V18EUvIonDQSWclTgcDrz++uvIzs7GTTfdpKpCFQk8Hk+d37es7AT3uLKyRLPvG+GfqirWoamBx8MLcJPJA5utFADwxhtvqKIagqW6ugIVFYV+96usLJPfF9D/LdfUVHH7JjtVVaXC9Y0bFwT9OZnNamFfW6v/edfW2gJ+nyZNGnKPCwoKZMFYUVHq93WU/eCqq8sT7rtQWcm2MHDH9d9XU1MFgwGCv8E3aKyq8n/ekx2bTX09dDi8vzubzefieTw+V8lsNiE1VT86wGrlB+Ps9R8A8vJ8BWwOHdorbyspKfr3Pcwwm/nnKK8ho0ZdTrUzIsDEibcCAG6++Xrs3r0bdrtW/qgDNlsp+vXriUWLFgIQ/T4FzwrB+Nrlcui+l7LvrNttQ0qK2P2sqCiCzVaGc845B7W1tfjggw9w1lln1fsYI0ue3z1ClsVutVpVOR12u12OW7daraocMLvdLpdKDpb09LyYdRgdjkpYLJkwGuO3SEA4mDXrJcycORMA0L79SbjwwmERe2+Px4PbbrsFf/65Cm++ORu9evXx/yTVa/Dn02hMhdWaG6IjTD5qa32J8Lm5jZGezueUZWc3lD/fESOuwpEjJ/Dkk4/W+f1cLg/MZl+YU8OG+SgqUgvI2lo3rNbcgH7LJpOFvgMMBoN4AqVVq7ZBf045OQWqdenpubqvYzanBfw+HTp05R43adIMO3fuBADU1Lj8vo6yEbjHY0y474LZ7JvkTUtLj8u/z9/v2Gr1CRG6pvvH41EPml0uD6zWXFRX+8L5nU7f9T0tLR05OQ10X1dZtTgnJ587Fy1btpeXp02bhtat22PkyMtRVlb+7/45SEvL4s5xgwa+MFbA+5u1WLIjFvZIAFZrLkwmsTOXl9ckqHMRyvG1v3uFxeJzp9PS0pCenofMTHFlbZPJik8++VgO1544cSK2bdtbr+OLRUKmaNq3b49Vq1Zx6/bs2YN27drJ23fv3q3aXlcV7q+8erQxGs26fV6SkbfffkNeXrx4IS66aLjO3qHl999/xeLFnwMAJky4BevWbQn6NZS5Gy6Xfi8fQh+2QEJGRqaqOlpGRib3+dY3Gd4bNuWbZOre/XRhH0W73c69r95v2el00XeAQStXpWXL1kF/TllZWap1KSmpuq9jMBgCfh+rld+PzZGy2ap1X8ftdqsEo8uVeN8F9veSkmKJ679P63fMXldcLndc/42RQFRJ1umshclk5vJ6Kyp8y2lpacjIUP+eWZR9GtPT+et/06bNuO0zZ76IESMuR2GhN/InNzdXdY6zs9UD/KqqKuTm1s2oIPyjvAeYTGZoeTuiCuiBEIrxtcfj0X0NdjxisaTBZDJr9hL1Xjd8wre8vDwhryMhm2YZOHAgioqKMHfuXDidTqxevRrLli3DiBEjAADDhw/HsmXLsHr1ajidTsydOxfFxcUYOHBgqA6BiHHYghVaVbPCxY4d2+Xlw4cP1ek1lJUTqUBC/VBWSVW31eBD2AO9AGvlqDgcDq6IR2qqBffddz8Ar3j0HVfg1XCpqiKPqIIioC5oEQiiMvyhdgbYaxIbXu6vSmpVVaUqwkXrb49n+KI3iTcAAvjiFvR79o/oey4V/WDzelnxaLGkISNDv+iNssiNsoUBO6EDAFu2bMZjjz0kX687d+6sek3RAF/Zh5MILcr7p3ei1uc2Dx16MXr27I2XXnot0ofG4a9wHlslVZpU0i56U6vb1zdRCNndNzc3F6+++iq+++47DB48GFOmTMGkSZPQs2dPAEDv3r3x4IMPYurUqRg4cCC++eYbzJw5Ezk5if8hE17YwV6kG52yifF1RXkhTMQBYiSx2byfp9VqhcFgELTV4Iue+Ktqdu+9k/D119/jzTdnC7c7HHZuQJiamooHH3wEf/+9GZ98spA5rsDzquk7wKPVx05ZYCYQAq2Syq5jG3UHQsOGvpz80tJSWTT6y61XVkgFElNsJEofRj3YiYJEPIehRqtKqsfj4dKS2AF5amqqpjsDAG3btlNNEEltlSQyMjJwww03c+veeedNefmUU05Rva6olUefPt0xe/bbmsdC1A/lZNvw4UPw/fe+bgiDBp2Hr776DtdcMzrSh8bhTzCyE0nS2EOrSndtbU1SFMuq1x1g9erV3OMuXbpg9mzxYA0Ahg0bhmHDIpe3RsQWrENU1x+Xx+OBx+MJ2mk4cOBAnd6PRVkdjpo81w/JYfS1zxD3YZTwN2Bt2DAfPXr0QlFRkcb72TmBZzabYTAY0KJFS24yIDiHkQQji7bD2CLo1xKV4TcY1L/7Tz9djKuvvhRNmzbHlVeOCuo92rVrj+PHvT3dvM3F01FTU+O3rYZIMCbi5AEvGOO3rYYe7HWFdVQJMaJrXk1Nzb+VhcUTwd6m5/zvOTc3F7feejt++20lnnnmWXz55RJuu2jC6NlnX4DBALz33izVtlNPPVW1TlRpGQD+85//w0033RKVwnuJztGjR7jHa9f+jbVr/5Yfh7I1Un3w7zD6JpKkYy4uFhsPNTW1qrYtTqcz4SbZKPOXiBhsjHewDuPvv/+KTz75CAMHnoXevbvj4MHgBCBbrruu/cTIYQwt0ucphZ4qQ96UN3t/503qq6c1SPCGpPoGwOwNwWKxyIOHYPowSo2pCS9aA25/JfXFz1ELRrYRt0T//mdj48bt+P33NUHnuU6b9hxMJhOMRiMmTfqP/J7+QlKVBd6AxJw8YN2keO7DqAf7d5HD6B/Rfc/pdHI5i0qsVqtKMJrNKZg06T9YuHApTjrpZJXDqNUkvVMndegpAHTt2lW1Tk8QUl/G0DN16lMYOPBM3X3iRTCy1wXJoBg+/FJ53SmnnCYvO521qKzk7wlsr9BEIbHkLxHT8DmMgQvGHTu2Y8SIody6++67E/PnLwr4NVjBWNc8KOUgkhzG+hFqh1ESjFripKbGoXAYfe9nMBhgtVpRXV3tVyywJKJIqA/sgHv8+IkoLDxR59CjtLQ0GAwGOVcwJydXs/l3gwYNhev90bnzSfjpp5+QmpqFNm3ayq/vLyS1oqJMta6mJvHEBnuNi5WBXqjhcxjpmu4PkaiuqamRW9KIaNWqtSokVTkBofxta13H27Rpq1p38sldkJ2dLdhbm+LiIuEEFFF3XnjhOb/7xEqFWrbtiwj2OKXlzp1PwvLlP8Jut+Onn1Zg48b1AHwOO8vBgwfRvHnwkTWxTGycOSIpqGvRmzffVCdHr1mzWrCnmNraWhw65HMkHQ5HUKKAfR4LOYz1Q+kwqove8E6hv5C43NxcANo3pMrKSt0iHtL7BfPdoO8ADyua+vY9E6+//g7OPvvcOr2WV8T7BpGNGzeu7+EJadasGVq2bAnAN0lRVlaKI0cOaz5HJCgTcfKA/70kg8OYeOcw1IiL3tQIw7QlOnToqBKE/gSjVqRI27btuMd9+vTD9OkzNN9ba8Lq/vvvwdq1azSfR4SHWJl4crv12/KxRc3YY+7e/Qz07XsmF6HkdRj5qtmHDx8M0ZHGDiQYiYjBtkIJJoexqkrdpDWYG/uhQwdVjiZbzS1QlKGKNLioOx6PRxZmUnEbddEbfobZX5VGUQl1AGjZshUA70CntLSUeT2+pHcg4YjKypgUwsYT6qqa7HWiceOm9X49f7CD1tNOO4mrrsyinDwCEnPygHXcEjWHkUJSg4O973Xo0PHfdU5UVmoLxvbtO6paWagFIx+SqjXx17Jla+7xkiXL0LNnb833fuGFVzB16rOq9StWfI9LL70oJvt5JzKxIxj1TQt2zCj6LrLXQ28OIz9OPXiQBCNB1BnWQfL3Y2UR5RoEMzgTVUg977yzsXHjhoBfA1DnMFL4Ut1hB9xaDqPyxuI/JFUsGDt3PklelgqcAOoBizSjrVf0RhmGnIgioT6wn0dde2yxsN+TJk2a6OwZGpSTFP/97xPC/cQuS+KIDY/Hg40bN3B5acngMD7//P80JwkIL9J9LzU1Vf6N19bWoLpaPNFmsVjQsmUr5OcXcOv9OYxapKam4uqrrwUATJr0H7+Fa4xGIwYMOFe4rbq6mnIZI0y8CEZ2u6jvO9t2o7a2RuUwHj2qHaESr5BgJCJGXYveiMK/ghGcotyKY8eO4q67bgv4NQCRYCSxUFeUPRgB/wNSpcOhHChIOYxKmjdvKS8fO8YKRl6ASg6jXtEbpVCg7wAPK6hDLTCaNImEw8i7HHv37hbuJ5pUSKTJg1dfnYnBg/tz10izOTYGeqFG+T2dMOFmjT0JwHfNS0lJlcPyampqNNsRtWvXHiaTCRkZGdyEjPJ6Luq7qsXMma9j69Y9eOCBhwPaX+lusgTacsvpdOLbb5dh3769Ae1PiBGJr0jx8MOPycsjR16muy87RhWJXGX/VuXEAzvWSBRIMBIRo659GEUhqcFQVlYqXL9588agXkctGBPHUYg07MVVEmr+Qt6UAzsp1FSC7bk1bdrzyM7OwcMPP4YGDXyDhePHfZXLlA6YJFyVjYZZamr4UET6DvCwn0eoQxgbNWoU0tcToXQ5tIrfKL8HQGK1ZHjqqUdV6xI1JFUZubBx4/qI9wmOJ6SJkdTUFPmzc7lcmr+V9u07ysusy6icsAvUYQS8k4XBFLqS8ttFFBeL2zApeeONV3HddVdh6NBBqKqqwrp1f6Nv39Nx9923B3wciUygob3RdBgnTLgDU6ZMxTvvvI/TTjtdd1/WlBAds7J/q7JKqrK9SCJAgpGIGHXNYfTXE80fetXbgkGdw5g4A8RIMmPGdK70dl6eV9D5dxj5AUZBAS8gWMdx7Nhx2LFjP+65ZxLy8hrI6/VCUtkCK1p5jMpKmInkKoUC1nFlQ3ZCgZaDHEqUg9aSkhLhQEh03hOxSipLMoSkSmzbtjUKRxIfSPc91mEEoFlAhq1qyl6LlXlhGRmBC8ZgYY9TiVZvPSXSJEphYSF+/PEHXHPN5di9exc+/vhDuVpmMhPoJAsbaRZp0tLSMH78RK49hhZ8DqM67FmZ+6x0GI8eTby2GiQYiYhR1yqpdc0x8Hg8qkIn9YFCUuvPwYMHMG3af7lzIoUL+Qt5UwpGSWhqIQlIXjAeZ16PHyiyDqXWbLnynCf7d+D992eje/eT5UbabF5vqAVGVlZwZfPrgjKHsby8jPvOSIiK3iT6dyHRmlBLiHJt//rrjygcSXzgcxhTuc9u7twPhPuzriI76aPM+dLquxhuAnUYWUpLS1BU5Hseu5ysBDqBHis5jP5wu1nBqD5mZXVlZSTcsWNHEq6gEglGImKwP55wh6Q6nU4MHToInTu3wfLlXwv3adq0WVCvSUVv6k9JSYlqnU8wBpfDmJ2dg+7dvWElF188QvN5DRv6QpfYZrpKB4wVjFrfOWUoosOR2CLBH/fffw8OHz6EBx64F7t378T778+St4Wi6E3r1m3kZakiYzix29VCcPt2tduULFVSWRJXMKqvOyQYtfHlMKYEVAm5QQPfhB1bmEw5kavVdzFUXHnlKOH6QHMY+efw9zGl+E1GAp0wi2YOYzD4q5LKutY2m10VleRwOFBaqh7vxDMkGImIwV5QAr24uN1uTYdQr5rlL7/8hL//XoOqqkr8+ecq4T6sQAgEchjrj2h2Ucov8VfISDmwy8nJwQcfzMOrr76FGTNmaj6PdRjZRHS1w+hr4qxVmffzzz/j1tF3wMc111zBPQ5FW43Zsz/AGWf0wD33TOKq3YaLoqJC1bq9e/eo1okdRgpJjUdEQlivB2eyI4VeKx1GLdgJOzaXUFlbIC+vAcaPvx2NGjXGhx/OC8mxsrzwwitYuHCpan2gIaks7MSj9zXIYQw0JD9+HEZxH0YJdvygVScj0cJSE3PKkIhJ2AuKnthjKSsr1XQjy8rKVM19PR4PbrppNL766gu/ry0a9OlBOYz1R1QsRAot9Xj0BaNyYJeTk4vGjZtozhz7Xt8nGPXaBPAOo1cw7tq1Cy+99DLOO28IioqK8L//Pc09J9FdpWDYs4evKBoKh/GUU07DsmUr6v06gSIa+Imq5oq+xzU1Nfjhh2+xZ88eXHfd9ZqNx+OVRC16IxLCer1Ykx1RlVQ92OI0bEiqaAwwZco0PPXUVL+tMupCamoq+vc/W7U+ULFnNpvlKtDr1v1dp9dIZAKdPI0fweiv6I3vuqHlUh89egQnn9wl9AcXJUgwEhGDvaAEKhj1cgPKy8vQuHFjbt2vv/6iKxZNJpMsQIMdFCgFJgnG4BHNQkohqW3atEOHDh2xc+cOPPLIE6r9lIIxO1vcd1EJGxLFoi8YvSFGt9xyC/bt24elS5cIX4O+A9rEoyN1ww1j8fvvv3LrRGHHoomCEyeOY9SoywF4JybuuWdSeA4ySoTCMY5FROIk2MnEZMJX9MYcUJhyw4b58rJetVKJcIhFloyMTC7lwF9IanFxEebO/ZBrGaSMWqIcxsTLYeRDUkWC0SIvi1JtALUTHe9QSCoRMdgLSqCCsbBQHSImIYoP91cR9Zdf/pSX6+swkrsUPCJnRhKMRqMR33yzAl9//T3uvPNe1X6ikNRAyM7OEd6k1IJRHZK6b98+3dem74A28ehIDR9+KSZPfhx9+/qq+Iq+s+y1w2KxqLY/88xT4TnAKJKoOYwFBY1UQkavF2sy43K5ZOclUIeRDUkNdJIvnHz66SIMGHCu/LioiBeMu3fv4sTCf/7zf6o2M8piJuQwJl4OI1usqaAgX7WdFYzs+WdrYyRaaw0SjETE4AVjYDfkdevEpboBr8OoJDtbu5JidnYOOnToiG7dTgUAOByBiVYJm43fn51xJAJDLBhz5eWsrGz06NFLOMusFCCBCkaj0SisqKoMmWRbKgRaaCmZcxj9Fa4KdVuNSGA2m3H33f+He++9X17nTzBmZmaqtici8TgBEAipqan49NPFmDJlqjyJRA6jGHaCLNAcxszMLHk5P1898I40PXv2xoIFi+UJENZhfO65aejb93SMHn2VvG7RooV+X5MEozh6SBSWH822GsHw7LMzYLVakZmZhSeeeFq13WLxfffZ89+2bTt5mW3jlQjEx5kjEgL2ZlNbW+t3wOl2u/Huu+9obhe5iXqvKQkMyRGoqanxW2iFRSkwyV0KHlF4n7/2GBJ1DUn1voc6LDWQHEZ/JHrvPT38ff/jWWCwrqE4JNUnKDIyslTb4xmtUvDxGGIcKKeddjrGj5+IJk2aAqAcRi3YCbJAq6Syk3/nn3+h7MC88MIroT/AADEYDPI9gRWM06c/AwD4/vtvg0o3IMEIOJ3qz+uVV95UrYuXkNR27Tpgw4Zt2LBhq3xdYGEdRrZYGtt39MSJE+E9yAhDgpGIGEo3xt9N+Y8/flcV0mARCUY9x0dKuGdnvQKdSXY6nSpHUXSBJPQRuTVsKKgeysFJoA4jAHTs2Nnv6/mrkioimR1G0blkCSRcLVZhjz3ZHEatgXKihqSySBMFgaZMJBvsBFmgDiNLWloafv55Fb7/fiWuu+76UB9eUEi57Vpir7o68P7PyrDWZEQ0gSjqnRsvghHwjhlZh5wlLc0nGNnUqQ4dOsnLJ06oe/jGMyQYiYihdGP83ZT37duru52teCmh1xdP2p8XjIENDMSVEkkwBotIoAda5KCuIakAMHToRap1ysEO6zBWVwcWkprMfRj9ff/jWWD4dxh96xJNMGpNBMTz+QwUqXm88r5QW1uLrVu3JFwj7mDhHcbAchiV5OTk4pRTTg3lYdUJKXe+urpaeF8KdNIQIIcREE80iXprxksOoz9Yh5GladOmSE/3jiVIMBJEHVE6cv7yGP1dsEUzgHqOjyRALZbgHUZRQ+9kdpcCwe1247777sSQIedi584dAOoXxqsOSc0N+LlDhgxVPT8UIanJ/B3w97eHu9phOGEHA2KH0Scogu3nGuuIrnVAfIcYBwqbrsCmN1x55QicfXYfVVudZIPPYQwsJDVWYSd6RGOJYARjZWUFFi78NCTHFa+I7u3iHMbEFow5OTkoKPAWzCHBSBB1wOPxqC4o/hxGfxdsrebqWpx6ancAfChBoLkqInFLRW/0+fHH7/Hhh+9j7dq/ceed4wHUr5iEUuDpFThSkpubh+7dz+DWKQUkhaQGRyLn8PoPSa2R92MnoBIBraiLRM5hlGAdEelaZbfb8dtvKwEAM2ZMj8pxxQqsi5SS4j8kNZZdaX/X+0ALn0lMmHBzwrVRCAZRio7Vmq5alyiCkS16w5KTk4uCgkYAgNLS0oS6T5JgJCKCy+VShfP4E4xsWKAoz010kReFRZx99kDk5ubiv/+dBqCuDqP6WBPpQhAOvvzS1w9zzZrV2LlzR70EltKxCjYcii2TLXq+qA+jP5I5LDmRe1AGWvQmNdUi/B7Gs7uqLRhjd/AfKlhHRJokVE4WJnNYaiBVUhs2bIi2bdshNTUVCxaI+9fGAv4iSiorK4O+x+/Zs6fexxWvKO+FAwcOjusqqf7Qchhzc/NkwQgAhYWJU/gm8e8AREwguvAGE5Kanp6uGsSLBvUiAbhgwWK4XC55ZosfDAaaw6jej4reaON2u7F8+TJu3bx5c5GVxSeQf/jhvIgdk7LXmjLETjnjHIggIocxMWEnlfSK3lgsqULnLZadFX9ohaSaTPH7NwUKe96la77y2l9aWiKsupwMsPc8b5VU9XffZDLj119Xo6qqUi40F4uwbZS0QlL9Fb5p27YdampqcOjQQQB8xdVkg70XtmvXHq+88pawCn2i5DCK+u8CvMMIeMNSmzVrHqnDCiuJIfWJmEckrqQbcUlJMYYOHYwRI4aistInAtll9uIuIXYYxYNYNgyCHxQE6jBS0Ztg2LNnlyo85+DBA5yg/+ij+bjggqEROybl4MVfDmMg4cqJLJr8wQqpq6++Fh99ND+KRxNa2HAj0TVC+h5rOYzxLBiTu+iNWjAqrwMHDuyP6DHFEuz1LiUlRei2ut0umM3mmBaLgHqCUPm3VFVVcmMQEfn5Bbjrrvvkx6WlJaE9yDiCnWC9+eZbUVBQgPR0ddGbRAlJNRqNwmsim8MIJFYeIwlGIiKIxJUkwp544hGsWfMXfv/9V7zxhq83E+sgBhqSqnyfM8/sr9onkCqpTqcTBw8ekG8iIocxmd0lfxw/rr5IVldXcwMOqSJhMMya9QEGDhyMhQuXBv1cZVVVpWBMS0uD0ei9JFZVVfp1wAFvqLW/fqKJCvtby8trgPPPvzCKRxNa/BW9kdZZLBZhWF48z6KLBLLRaJSrSiYybA6jlsO4f3/yCkZlDqPotxEv10N2grC0tFQVUVJVVeU3lz0zM1NuzwEAxcXJ6zDykwnea6LoHp8oghGAKn/darXCYrEoHEYKSSWIoBCJK5vNeyP+/vtv5XX//LMZLpcLTz31GBYtWiivFzuM6tk/9n3MZjNefPFV1T6BCMZrrrkcP/20Ag888DAmTfqPUDzU1lLRGy3YvkQS1dVVnMMYbA8vALjkkhG45JIRdTomZUiqUjAaDAZkZGSioqIcVVVVAfdiq62tTaibYKCwvzUpPOejj+bjnXfexPjxE6N1WCGB/W7oFb2xWCxITU2skFT2mnj11dciNTUVAwack3DtQ0SI0hWU135yGL2kpqYIr5EulzoMMRZhBePYsaNx7bVjuO1VVZV+c9kzM7O4iZTkDknlw5Wl/81mM1cgMJHulRZLKtg5BclVV4akJgrkMIaJ4uJibN68KdqHETOIQve++eYrAHw/xezsbHzyyUd4/fWXuX1Fpev9haR+/PFnaNOmrWoffyGplZUV+OmnFQCA6dOfwf79+6itRpAUFakFo3fG1ncD1qoyFi78haQCvokJb0hqdUCvm6zfA2V4GgCcf/6FmDfvcwwadF60DiskGAwGWTz4K3ojajcRz4UdWMHYtm07PP/8TIwceXkUjyhysI6IlsN44MC+iB5TLKHswyiqGRAvDqPUK09i7twPuMeBOIxZWVmcw1hSkrwhqaL7AaB2GeM5+kKJsvCNNCndsGFDeV0iuc7xe1eLYaqqqtC/fy8MHHgmFi9e6P8JScDRo+py0wsWzMOuXTu4HJGsrGwsXLiA289sNgvzhEQXc3Zwp1VFk22rIXIOlRf9l16aoeEwUg6jFqJGxqtX/4kPPnhPfqxVZSxc+HMYAd/EhFcwBuYwigRFMsB+/+vSwDvWkb6fSofR7XbLf3tqqrh5udMZH4NmEez3OdFahviDdRil+5Iyh3H//uQVjGwYekpKitB9d7vj47vvr39qZWVlQCGpbAGkZHYY2ToV7DVRWSk1nifTlCjHMNKkNPvd8lc4KZ5InDMXQ3z++eey6Bg37sboHkwMsHbtGlxyyQWq9W63Gz/99CO3ThTKlZGRiZYtW6nWSxfzo0ePYOPG9fB4PIoZUHHfMGVbjddeexkXXjgQq1b9DkCduP7TTys0chhJMGohchiVaFUZCxc5OXwOllgwesPuqqoqA+7RWVtbg2PHjgUcwhrPLFv2FcaOHYO//17NDRbrEl4c60gOuDI6gnVV0tLShN+jQKsvxyLssbOTa8mAVh9GlkQKMQsWNhooIyNT5dIB8eMw+hOMdQlJTeaiN/xkgu9+oOyXnGghqSxSnQT2d1FdHVikUjxAgjEM+KuslWzcdddt3OO2bdvJy4cPH+K2iWZjMjIy8MADD6NZs+bIz8+XQ0CqqipRUlKMvn3PwODBA/Dll1+o+kSJYIVKUVERnnhiMv7+ew1GjPAW7SgtLeX2379/r1w2myVZQxEDIRDBGGlXSu0wqt9fGkQ4nU6Ul5cF9LrLln2F007rjH79zkh40Xj99aOwdOliXHjhIFU+U6IhzR4rw+5YoazlMDocjrjt18f+vZGOAog2gfRhVN4fkglWEOXl5eG22+5QhfqLWinEIqJCeiyBFb3JQkZGhnwNSKTww2DhJ+t9E/8NGjTk9pMKyyUCWg4j37KFBCOhQ6IPGoNl+/Zt3OPWrdvIy7t27eS2iX5cGRkZaNCgIVav3oh167aic+eTAXgH9QsXLpBF5tixo/Hee7Pk52kNdthBwb59e+Vlj8cDt9stnCVcteo31ToqeqNNYaEvJFWrB1HkHUb9KqkAf6EXhdWKePDB++B2u3Ho0EF89dUX3LbKygo89dRjeP/92XU44thCKYD4kNTEExbSIFAZdseHbIqrpALxG4HA3r8i/RuNNsroE0B9Py8rK43kIcUUrFjOzc1FgwYNsXbtZlx6qS/HNXEcxsCqpBoMBjksNZlDUpUVdCXYHE8gsXIYlREY0qQ036IrcQwkEoxhgAQjj3Kg2bq1rxDN2rVruG3V1dUql1GqziflMrI/Rj2XT8v10BKMgLd/oGgG+bffVqrWkcOojeQwpqSkoHHjxsJ9Iu0wKmfCRaExbIJ+XcKL2GpwAPDKKy/hlVdexP3334N77pmIRYs+C/o1YwWlAArEzY9ntIre8A6juEqq93nxeR/gW98kVw4j+/dq5TCWlZXFrXtcX9hrohSKmZmZhRtvvEVef999D0T8uOqCKJyWxduHsUJ3n6ysLABetxVI7pBUrZx2pcOYSCGp2g4jhaQSAcIKxkSy30NFgwZ5yM72uj2ikNTCQr5vjTJ0hP0x6oWAaM38s7PI+/fv5bZt2LBeWOlMNEBI5qbt/pDcuQYNGmqG/kTalQpk8MvuU1JSKtynU6fOuOACcc9Bq5Vv/zJjxnR5ee7cD3DrrTdh48YNARxt7KF02gLJF45ntIresEJQz2GM12JI/N+XXIJR1IdRKRhdLldCuQbBoHQYJfr1OwvPPz8Tkyb9B3feeW/kD6wOhMZhlASj10Wz2WwB574nGux4iK0czRYFAhJNMPLXfilfMzU1Va7HkUiCMX6bRcUwrGBUDiAJr5Br3ry5MEfMZrOhqIgPBVQO9NkLvVJwsmjnMLKCka94t2HD+oBFPglGNe+9Nwvbt2/FkSOHAQANG+YLe2gCselKsQNGrdniSy+9AgaDAcuXL1NtC8R1nj//Y5xyyql1P8gooXbaEr1KqvdvcjqdcLvd8nVBGZKq9beLKkjGAxSS6kWrDyPgraQtiYVkQuQwSowZc2OEj6Z+BFb0Rl8wSvc2ZaVUq1WchpHIsPc+NupCGZKaSIJReX2UjBDAa2yUl5dRlVRCH3aGyWpNrhlaJaI+TSkpKZp5bSUlxaowEOVAtb6CkY07Vybob9q0IeCwkooK/XCVZGP37p144IF78c47b8rrGjbMF96YDQZDVJqbSzcvrZsW7zCK3WuLJU0VZiMRyGxi06bN/O4TiyjFMDuQTswqqWwTd991TFn0RstdjdfUBPZvTTbBKC56oz6PPXp0U/XtSwZYh1EZ4h9v+A9JrfLrJEuTSKwoStYqumxNBz6HMXmK3kghyoBvMiGRHMbEOXMxBF923aqzZ+Jz7Ji6/2JKSqqmYNy/f79qnbKBOhviqCcYAwlJVVJYWOi3Cp40qKioKE/aXBYR//zzj2pdw4YNhDfmlJQUGAyGSBwWx5Il32DixLvxzTcrhNv5HMZSjX0sXGNeFnY2UUswmM3xOcOqnPwpK/NFCCjLiycC7IQTKxL5Xq8WTcEYrxEI7N+azIJR6sMqchgB4J57JkbkmGIJaTI1Ozsn7p0if1ER3hxGfcEofV86duwsr1ux4vv6H1wcwjuMvs9WGZKaSCi/Q2zUAQlGIiD4kFQSjEpSU1M0XRbRjJ5y4M06VlLoo4hA2mooqago54SCSOzk5xcA8CZ5x6uLEA5EBQLatm0ndBijVUGyU6fOePzxKTj11O7C7eyAUctp1nMY2eiCQ4cOCPfxF+YUqygFEFstMtEdxtdff1mORuD7FKZp/u3xG5LKCsbkipBhf/8Ohx1//vkH3nrr9SgeUWwhXROVLYoSkaqqKuE94I477oHRaET37qfj9NN7AAAuuugSefvixZ9H7BhjCT6H0Rc9pDW5mggox5K8w+gd91BIKqELH5Ka3DmMR4+qBaPL5VI1c9VDOcPLChC9BHOtmX+94idlZWXyTcJkMgkvdo0aNZKXy8vLVduTlcJCde/FsWNvFYruWHVm2QkerYJKFotFJyTVd3PYt2+fxj78jGNVVRUmTBiLu+++PaZbMeg5jIkoGNlwoxkznsWCBfMAqENStdIOWOEVT/CCONkcRt/vv7y8HBdffH4Ujya28Hg88mSqMn8xEbHb7cIJ72uvHYNNm3bi669/kMMrW7VqjTPO8IrHzZs3qmojJANaVVIT2WFUC0bfuFZyGGtra2P6vh4MJBjDQDIXDVBy7NgR1brS0tKghHSzZi24x6KqmwaDgUs41gt51Mu9qKgol3PX8vLyhOevoKAxtz/hRVnddsGCJWjcuIlm0ZtYhHcYSzX30RaMvgmMAwfU4dWA2kWfMuUxLFy4AB9//CE++2x+kEccOZSOGeswarWWiGeUEQqPPPIgrrvuStx88/XMPhb07NkbLVq0VD0/Xh1GPocxuRxG9nq/Z8+uKB5J7FFZWSH3WIz3/MVA2bNnt7ycnZ2DESMuQ4cOHZGfn68Kye3du5+8fPiwduSTxIED+3HixAm/+8ULWn0Yk0swqkNSgcRxGUkwhgH2hhuNPK1YQtSiory8zG+obnZ2DtLT05GZmYWpU5/ltolCHLOysuV+jYB+y4aMjAzN95casAPem6JowFRQUMD9LYQXVjD+/PMfOPvscwH4r0YXS7AOg9ZF3isYxTdB1j08ckScX6sMSX3vvVny8l9//RnwsUYadUhqYjuMysFAaWkpvv32Gy6qIT8/Hzk5uVi58i9Mm/a8Zt5jPME6jJFufRNt2PvC7t0kGFnYCTSp72C8884776Ndu/Z+9zvjjB7Ytm0v3n77Pc192PFHdbV+7uPatWvQs+cpOOOMLjh6VD2pHo8EWiU1kVBeH9nvABtZFa9pKEpIMIYB9svhcjl19kx8RAm/RqPJbzGglSv/xLZt+7BhwzZ07NiJ2yaa3czNzeVu9v4cDykPUYQULpmbm6sKyTIajZy7RCGpPoqKfCGpBQW+sF1/1ehiiUAiAiyWNKSkpHCOtgRboIl1G9nQZuXNg63U27Kl2qmKFZSCkR1AJmIkhV5RjBYtWuLSSy/H8OEjAXhnk8eOHYf7739I3id+Q1LZom2Jd1714Ksk+6+WHauh9eGAzedLFIdx+PBLsWrVWt3xAOCt9u2vyA8b+cRe42tqavDJJx/h119/kddNnHgrPB4PHA4Hpk9/po5HH1uwbZbYdKBE7NErobxHsN8BdqI8UQrfkGAMA+zFgi01nIwoK5xarVZMnHgX0tP1BWN+fgEsFgs3YyPRrZu6h53XkfT9QP05HoEkYjdsmK+aQUpLs3L5lxSS6kPKYTQajdwMdDyFpAZSpEpynUUzp+yNgXVq3nhjNrOP9myj6PseK+iFpCbioEBPBM+duwBvvvmuqhcf+5x4dRjZ+1ey5eAHW9Vc1DYqkfjzzz+wevWfqK6uxuDBA+T1iVb0JidHPfnH0rBhvt/XYAUC+xv68MP3cdddt+HSSy+S0xTYyTZ/rTviBadTHJKayCjvEeykAjsepZBUQojH4+EuFk5ncgtGdgD96aeL8fff/6BJk6Z+ByJ6Pfry8/PRunUbbp3SYfQXCuxvRhEAOnTopLogWK1pXGIzOYw+pJDUhg3zuV5L8dRaRlQQSTmLKLkuIueUnSBhB5OsuFTOPrPE8gSTsh8qn8OYeAMErXBMk8mkGcbGPidexYQ0CWa1WhNyIkAPi8WiWxRNiVbLjUTgr7/+wMUXn49hw87DM888yW3TaosVr2jlpAe6HVAKRp8I/M9//k9e/vTTTwDwvQj9udR//eUV7bEOey9TXjfmzfsc5547CB98MC/ShxVW9EL22YnypUuXqHp+xyMkGEOMw+Hgkn/DFZLq8XjiIvadFYzt2rWXnT09JyeQQUqPHj25x1LOo4S/z105YygaAJ500smqwYPFkobsbJ+rQILRi8fjkQVjfj7/2UqFEuIBkbiVSqdLSA7jzp3bVfuy33e2+FVmZpY8CcIKxn379nLPj2VXSu/YEnFGWUsEt23bLqCWPf4E4/79+/D111/GXL/Gigpvexx2YixZMBgMAYkDiURuqzRjxnR5mW0tkpmZhSuvvDoahxQ2/KUCBOYwikNSWaTrJDuhracX//57NS66yCva169f6/cYook07jWZTJwgBoCBAwdj/vxFGDJkaDQOLWzoRaGw49EXX3wO8+bNjcQhhRUSjCFG2YsuXOV0b7vtZpx6amc8//z/wvL6oYK14llHRs9hDKTlxhln8IIxJyeHe01/zq7SYezUqbNqn06dOgtCUpUOIxW9AbwzqtIAWfnZxlMer0gwNm/OV+mV8mObNFH3EmULorCCwWq1ygMKdvZZWVgj1sQDi54ASsQqqVqDAbZJt95z9AS2w+HAsGHn4YYbrsErr7xY52MMB9IkWDCtjxIJPcE4eDDfZkOvrVO8ozXRt3TpcmH+djzTokUr3e3KSVARWg4jS0qKd9KQF4zaivGhhybJy4899rDfY4gm0r0rEaNNtND7W5URSPfff0+Yjyb8kGAMMUrHyekMj7uycOECAMD//vd0WF4/VPA9Ka3CZSXKvCARyhu31WrlZnT8hfYpZww7dOik2qdTp5NUg0bKYRTDlgdX3ly7dz8j0odTZ0Q99Zo2bcrdGKQbweOPTwHgFZTSAICdIOGrTabKAwp29vnnn1dw7xXLglHv2BKxmqbWpJNockmCdxi1P6+1a9fg+PFjAIBp0/5bxyMMPW63W76msSXikwm9/PYPP5yPfv3Okh8nssOoVaysVavWET6S8CNqi8MSSM0DrRxGFmlcEqhgZMePsR7SKOUwJmK0iRZ6hpCydkMifC4kGEPMqlW/cY/D4a7EU16kNIA2GAwKwajnMPqfvWzfviOefNJXXax79zO41/f3uStFjXIQ2LJlK2RmZgpzGFnBSCGpXtiWGkox3rp1G7z22tsqpy4WETmMTZs2w5dffovTTz8D9913P5o29TqLl1wyAqtXb8TKlX+hUSNvb04th9FiSZNvIFLY6u7dOzF79tvce8WyYGTLpitJxFll5W/bYrHAZDLhoosu0XwOK5yffPIRLs+TJVbzG6urq+QBbFZWYrlIgaInDkwmE7p06So/TuQcRrbqtUTDhg1jujBXXfEXkhpYDqP/kFTRBLOeYIynKrw+hzHxok200IsiUbYTa9VK38WOB7Qri9SB5cuX49FHH+UGD+eeey6mTJmCTZs24dlnn8Xu3buRl5eHsWPHYuTIkaF8+5hgyZJF3ONwhKTG6mBDhDQ4tlrTuVk1PYexbdt2Ab32hAkT0a5dexw9egSXXXYl1q5dI2/zH5LKi5qWLfkfszQoUArGjIwsKnojoLi4WF4W5XtcccXVaNgwH1dffWkkDytoRAUvmjRpitNOOx3ffPOjaps02+4Tg76BAus+WCwWLiTV4/Hgl19+VoV9xXIOo5ZjZjAY/Jacj0fYcPP09AysX78FdrsDjRs31nyO8nrx1luvc602JPTEdzRhr2fJ6jD6EwfspFIgDmNZWSm++245Bgw4F40aNfK7f6xw7NhR1bpEdBcB/yGpgeQwskJaCklVuoLSNSVQh5HdpswLjDWksa7ZnEyCUfs6rnQYpUnleCakgnHLli0YNmwYHn/8cW59RUUF7r77bowbNw5XXHEF1qxZg/vvvx8dOnRAt27dQnkIUaW8vAwrV/7MrQuHwxjLg0olkuOi/PGIBGNaWhqMRiOefDKwMFuDwcAlUbOVVYPNYVS6mhddNByAr8CJREZGBoWkCmBno7VurmeffS46deqMHTu24803Zwv3iTbK8w0AzZqpcxWVSI456zBKNxOz2Qyz2SzPOLpcLjgcDuFkA9vLKtbQuu6kpqb6rUoc7zRt2hQ5ObnwU31fJbI2bFgn3C9Wc9/Y7yTlMIphJ5Wk82i327F69Z84/fQeKmfhvvvuwhdfLELv3n2xdOny0B9wGPB4PBqCsU3kDyYCKENSjUajLPYMBgPXV1gL9rxXVnoFo7LGgfT7qotgjPVrrPQ3B9KaKlHQM2+UY4l4igzUIqSC8Z9//sHgwYNV67///ntkZ2dj1KhRAIA+ffrgwgsvxKefflpnweh2u2LOrhd9IZxOp0o0/vnnKvz115+49toxXL+6QFH2dInloiJSaIbValUdp8VikX9wXbp0xaefLkZKihlZWdl1+puULofeayjDarKy+McXXjgULpdTVbHVarXCak2TbyhlZWUx/flHCjYkNS8vV/Mz+e67n1FYeAJNmzaLyc8tNVV9SWzcuLHfY5X6itrtdtTUOGAymeRwNYslDS6Xk5s0KS8vQ0WFumCSw2GPyc8F0A6/S0lJidlj9ofb7eT+Z7nrrnsxb95cuFwuvPLKGwH9jaeccioGDToPP/zwHQBg7949wuexTdCB2LmGl5X5jiszMzNmjqs+6J1jEVr35H79zoLL5eRcZJutGi6XE7fddjO+/PILDBkyFO+99xH3vI0b1wPwVrx0OmtjfuAPAGVlZcJJjRYtWsTkdyLYc6xEapXkez2fM3jBBUNhtab5/bvZiYTKykq4XE45T1mivFw9XnC5XJqv7fG4mWVPTH72gHdMKonjxo2bhO0463ueQ82gQefh2WenAgBuu+0O7u9WThZUVVXF7PkLlJAJRo/Hg61bt8JisWDOnDlwu90466yzcOedd2LXrl3o0KEDt3+7du2wZMmSOr9fdXWJ/50iTGoq8MEHH2DXrl149913sXv3btTW1sJmK5X3qaysxIgRwwAAW7duwvTp0zVeTZuyshPcY/b1Yw1J3FqtaarjTE1NlQVjamoKrFYjAHed/x6Ph/8x6r1Ofn42mjVrhsOHD+PWW29FVpYF2dnZKC8vx4gRI2A2e4/DZOInJSwWM2pqqpCZmYny8nKUlZXE9OcfKY4fPywvZ2RYdD+T3Nz0mP3MPB7e4TOZTMjOtvo9XjZvo7j4CDIzMxnBmAqbrRRpab5Q/ZKSoygtLVK9js1WGbOfTVWV2E1PSUmJ2WMOFIdDXdWwUaNcrFixAjU1NWjXrl3Af+M777yF888/H7t27cK+fXtRXV2iEglFRfxAMlY+v8JCX6umtLT4P68sonMsIiuLd0huvfVWuFwu3Hjjjap7Qnl5EWy2Unz55RcAgG+++RplZce5tBypN6vT6cTx4wdi2rl1uVyYN28eDh48KNx+6qldY/o7Eeg59scVV1yBBQsWwGq14pFHHgrob/Z4PDCbzXA6naisLIfNVoojR/Zx+5SWFv/7Wr7vkNtdq/n6brcvZcHjccXsZ79nz255uVGj/LAfZ6jOc33p3Lkt/ve//+HgwYO49dZbub+7T58zOFOkqqoiZs+fF//mVcgEY2lpKTp37oxBgwZh+vTpKC0txeOPP45HH30U+fn5Kps6LS2N61kWLOnpeTHnMALAOeech759++Ljj70NWl0uF6zWXHn75s2+3m0LFizAyy+/FfR7GAz8YIN9/VjhwAHvjVGapczIyFQdJ+sIpqertwdLWhrvEvp7vcWLl2H9+rUYNOg8WK1WzJv3OVat+g3XXjsGVmv2v8fN39xzchrAYslEVlYWysvLUVlZFZOff6QpK/O1k2nWrHXcfiZWq/d7KeUWNmrUCOnpOTAa9S+VmZns9yQVVmuuHJKalpYGqzWXKyLichlhs6nDWVwuT8x+dh6POIfGYkmL2WP2h9vthMNRCYslU3iOO3bMrdPrtm3bHrt27YLdbkd5uR1NmjTlttvt/MRErHx+NTU+R6NBg0Yxc1z1wd85VtKkCR+eeN11N3FF0bKyfAMrt9uI1FQ+DPnQoRNcYRw2z8lud6Nx49xg/4SI8c03X+ORRx7h1t1xx9047bTTYbPZcMklV8SkQxrsORbxzjvv47HHHsZ1143BTTeNQ9eup6Jfv/7o0KGr/yf/S0ZGxr/urB1Way6qqvgct6qqalituTAafWMfo9Gs+TszGHzXXJMpJWZ/jyUlPgHXokX47v+hOM+h5vrrxwnXN2+ei2+++QHnnuutqmy3O2L2/AVKyD7xvLw8vPWWT/w0adIEd911F2688UZccsklquRwu92uivUPBvYHF4tIJXSdTidMJja3ji9ywW4LFGXoa11eI5z88MO3GDXqci5EIz09Q3WcyiI49f07lOGj/l6vdes2aN26jfy4R49e6NGjF7ePspprZmYWjEaznKtUUVEec59/NCgp8Tn++fmN4/ozMZvNsmBs3LgxjEaz37+HvZbZ7Q4YjSZ5ZtFiSYPJZObaxdhsdlRWqivpKa8XsYRWAa/U1NSYPeZACeQcBwNbuOvAgQNo3pwXIVK+j0SsfH7sdzInJzdmjisUBHqO8/P5fLWWLVtzz2PvCQ5HDcrKeOd9y5Z/cMoppzH7+CaGysrKYvoznT//E9W6pk2bYcSIy6JwNMFTn9/x8OGXYvhwX1G2iRPvCfo1MjIyUVZWhqqqKphMZu6+CHjreZhMZk4I1tbWah4za4q4XC785z/3o7KyAs8++0JA7ccixbFjPhOjWbPmYf+Oh/p6HS66dDkFrVq1xv79+2CzVcfFMesRsrJLu3btwsyZM7kveG1tLYxGI7p27Yrdu3dz++/Zswft2gVWDTMeMZu9gtbl4nMtQ1GGO9arpI4efTUAvoKcsugNwAtGUTuDYFEKxlCgLnrjdTElwVhTU5PQvbj0KCkpxsGDBwAARUW+8Mq65OXGEuzvq0mTJgE9hx1E9u59Gi699CI5gkLKeVKWXa+oqICSWP5ta1WE02pwn8ywE1F79+5RbS8rU+evxgJU9EbdVkOZ785GS9ntdhQX86Hld9wxHq+99jIA74CfvT8o94012rVrr1rXrdupUTiS+ETZa5e9LwJslVTfOr1rPptLuWrVb3j//Vn47LP5ePPN10J1yCHhyBFfSkrTps2jeCSxh6+CemwWOguGkAnGrKwsLFiwAO+99x6cTieOHj2Kl156CRdffDEGDx6MoqIizJ07F06nE6tXr8ayZcswYsSIUL19zMG7ij5HsLS0tN6vrbzAxFpDV1HxH1ETYFYwWiz17+MWjtkbZX856cfPVkNMxtYahYWFOOOMbujRoxv++GOVXCU1Nzc3LMI9WgQqGJUTIr/9tlIeKEqTDuzAs6ysDJWV6u9NONrwhAqtgU19IkUSlTZt2srLe/fuVm1XXjNiJb2CrfrMtg9KJoKpkmq324T9CqdPfwY2mw1Op5O7P7Pth2IRZbip2WxGnz79onQ08Yd0LayoKMfTTz+JI0cOcdvLy8tVv3W9CWetaspff/1lPY80tPCCsanOnsmHNMFks1XHzHW+roRMMDZq1AgvvfQSfvnlFwwePBhjxoxBly5d8MADDyA3NxevvvoqvvvuOwwePBhTpkzBpEmT0LNnz1C9fczBDpp5wVj/Yj0OB3+BiaVBplbDWlGpZTYsIxQ/pObNmzPLoWkSr+zLJ90QWMEoqnaZ6Lz99mtyP8Fbb71RHggF0uA4nghUMOr1J5McODaP7ciRQ7LDyE6mxKPDyDqnhJcOHTrKy1u3blVtV7bjiZUoBV4wxk7IWyRJSUnBuHETkJ6ejpdeUjs5yj6MShcJ8BZ7++GH71T36pKS2BaMUoEeiQkT7oj5/n+xBHstfOml5zFrFl+jwu12o6qqkhsT6l3zpX6OSmKhn2dRUREWL16IzZs34fBhn2Bs1owcRhbp/q6MNohHQmrJnH766Zg9W9xfrUuXLprbEhG2oAtbSjc0DiM/cKutrYmZsLDNmzcJ1/sLSQ2FYBw58nK8//5s7Ny5A++/P7ferwf4D0kFAnMY7XY7fv55BXr06K0KeYpH2IJV7OxisgrGa68dgw8/fB/bt29TbZO+Q2yvr4MHD8qCMScnBzU1Djidzpia/FGi1YeRHEY1bdq0Q3p6Oqqrq7F580bVdmVIqt1ui4n+ZXxIqp+mkwnM009Px1NPTVW1agJ4wWiziR1GAFi06DOVOydyGN1uNzZv3oTOnU9SRbREGtbRatCgAe6++74oHk38oQxfFlFeXs6JROWkAovWBHwgfSHDzXXXXYG//17DrTMajQnRoD6UsGPf6urqmLjO1xWaOgoTbBN5dhAYjGDUavQZyw7jhg1rhev9haSGwqk3mUxYsmQZNm7cjlNP7V7/F4Q6JFXkMAYiGB9//GGMHn01rrpqZEiOK9pIRZ2U5OfnR/hIwkugM7nZ2Tn4+OPPhNukHl+s633okE8wZmVlyd8zLVEWTebMeReXXXYxfvvtV+F2EoxqjEYjTj65CwBg3769KkdR2aMrVmae2bzaZHUYJURiEfC2iJJQ5jDOnv0hGjRoAABYunSx3INRQpTD+PjjD2Pw4P647rorQ3HY9YJ1GJctW4GcnNzoHUwcEkiESHl5ORetofWc2tpazagOre9mpHC73Vi3Tj3WKyhoxI19Cb6+gbKHerxBgjFM8CGpvsqoypBUrfzD++67Ex06tMTChZ+qtikvMDU1sSMYd+7cIVwfCYdRIpQXU2VIqiR8gxWM7777DgBvE2etvIR4QmsmPNEcxtzc3ID3bdmyFT78cJ5qveQwNm3aTP7OHziwTw434gWjeIAQLSorKzFp0t1YufJnlciREE0GEd4KeRJbtmzhtikFZCxcE2pqarBu3d8AvIKXxIIYPiSVdxgbN26M8eMnAvAWvPvvf5/gnqusmglALmDy008r6tVqLBSwhTmUFcIJ/2zatEG4/owzesjLJ04c5yb9tSaL9MRFtIVHZWWFcOyan18QhaOJbdixbyxc5+uDwROnWZgnTqgrDMYCLpcTew9X4OYHv8I/ux2AMQ0XD78a5lTvl2bVqt9w9KivOfLFF49Qzcg4HA58/fVS+fHIkZdz2/fu3c3N7lwwZCjSY+Ti/ueff+DwYXXT365dT0HHjp24dV9//aV84WzWrDl69+4bkWMMhuLiIvz884/y44EDz0N2dhZ27d6JTRu9oWann96Dq4ooYtEin/t04YXDQlIVNpr8889mbN+uzs3q2LETunY9RfCM+GHjxvXYtWsnUlMtOO+8wUhJsXD5tnoUFRXhl19+5Na1aNESPXv2BgAsW/Yl7HY71+uxoKARysvL4HA4YLWmY8iQoSH8a+pHWVkZVqz4Tnefdu074FSmjUA84fG44XLVwmRKCfgcB8ru3buwYcM6AMCpp3VHu7bt/31PD5Ys+ZybJBs48Dzk5EQ3BHT//n34++/VALz5tn37nhnV4wkVoT7H1dVVWL58GQBv1IDBYJCrRZ933hCkpaVh2bKv4HSqJ3LzCxqh/1kDuHXsvWHQoPOjWp32119/wYkTxwEAF100PG4KmIXzdxwMv//+K44dOwoA6NTpJJhMJqSlpcFgMMi/rQ4dOnIT6ykpKbjoouHc61RVVcHhsHNjD5Zo/z6rqqvw7b+/AZb8/AL073922N43Vs5zMKxfvxZ79ngLn00c0wOPj4vNokAFBf4jSsg7DjE/bzBhzP+aw1l7E5C7DXBX41CRGZkZBhgMQHWtFTD7XJiicg9SUvjKZFWVTm6f4gp+e4U9ldteWmGA3RkbzXSrayzcsUk43Jmqv8NjzgNcXkelxpOl2h4LVDr4v6fKYYGrwoAad6a8vqza7P/YmdcoLPMgvTb2/tZgqHSkCs+zy5Abk+cxGJq07AZzWmNkZWejrNoMk9HA10HXwea0qj4XpyFH/kxS0pvC7iyHC5Cvvh5THpBiBlwOOA2pMfX5FRbXCs8zi9OTHVPHHBQeA1xuY1DnOFAMqfnyZ1dY4kZuvvf1XS43PKYG3L6lVUa4jNH9DPccKJWPt0mLrvF7TpWE+BzX1viufYeO/esY/Pu4ujYNNZ4UpKQ3gVPgFtpqrYrP1cP9vo4X18IZ4u9hMDhcGfLxlNvMMNjj5DsQxt9xMDRvcxpKKg2wWtPRuHkXGP4tGOSsrQVS9gAeYP+RKu6cuwxG7jtRWVmBv9d4xaXWtdfuytD9fR47dhR2uw0tWrQMS/X4ykqP8Ng85gbhvW7EyHkOhlpky59VaWVc+nMy5DCGmN2HXVj2Zy3WfDUJXyyaAwB4+eU3UFlZgauvvg7Dhg3G1q2+8KTVqzeqKix+//1yXHPNFfLj48f58KVXXnkJTz31qPz4119Xq9y7aHHOOX2xZcs/qvUvv/wGrr76Wm7daaedJBdMufjiEZg9+4OIHGMw7NixHWed5avmu3nzLjRokIevvvocN998MwBg0qT/4IEHHtZ9nUaNfLPGS5d+i969+4TngCPEXXfdhk8++Ui1fubM1zFq1HVROKLQ43I5YbOVwmoNvIH5sWPHcMopHbl1N910C/73vxkAgHHjbsTixQu57aNGXYc//vgde/bsRl5eHrZt2xeaPyAEKK81Ih555AncdVd8FseoyzkOlN27d6Fv39MBAJdddiXeeGMWAODo0SM49dTO3L6LFn2FM8/sH9L3D5ZzzumHLVs2Iy0tDfv3H4/qsYSSUJ/jysoKtGsnrgR57FgZDAYDzj//HKxfr87xatasOdat893/q6ur0aaNr7DWM89Mx4UXXoQ333wNgwefj3PPHVTv4w2GQYP6Y9OmDUhNTcXBg+JiPrFIOH/HweLxeFTtSQDgiitG4OefVwifI31vAOCNN17BY4/pjyd69uyNr74SR36sXbsGQ4YMBBDY2CQYbDYb/vlnEyoqKoT1GK65ZrSwsnCoiKXzHCjPPjsVzz47FQDw8ccLMHjwBVE+IjHkMEaB1o09uP68SvzznS8c5c47JwDwhqspi96IchbYEsUilEVvYinvqbBQfJPxl8MYa70kJQIpevPcc9PQpElTXH/9TQG9Znl5aciOL1pUVorLfUsFH5IVUc4jW2lXVHI8KytLrnKsrIAcbaRQGj2o6I0Yto8hWx5//fp1qn3t9ujntpSVlQIA5S76QSudICUlRb6nie53gLqthvSZS+zbtw9PPfUoFi1aiPffn4XNm3dGtB+mVPSG8hfrjkgsAkDfvv00BWNNja/SvVZlVBa9XNclSxbJy889Ny1kgtHj8eDyyy/B6tV/aqbgJHNlZS34ojfRzVGuL/ERBByHmM3qwivPPTdNVfRG2fcIAA4fPqRax6IseiPKlYgGbrdbWAUOEPdqmzHjZXn5/vsfCttx1Qdl0RupJLKyguCkSXdj40ZxwruSULRWiTaVlWKHP9GK3gSLxWJRFYFhv0OtWrVSPScrK0uuOltbG1uCUdR0XgkVvRHDlthnq4+y+ekSNlv0q6RK16VgCj0lI2azWVgJkp0w1JpEsdlsXOEL5b1g3769WLTIG4Fgt9uxatVvITjiwJGOLZ5L/8cqejnKrAmgNRnLEmhBnFBWLHU4HFi9+k8A3u+pCLp2qFG21YhnSDCGCS27XFkRS/QFYvvaAWr3TV0lNTYGmWVlpXIhj7PPHogHHngYVqsVbdq0VfWjAoCBAwfjk08+w5Ily9C1a7dIH25AKB1GafZQVHL+v/99XLXObrerKsAqe7DFI1o3tYYNE6utRl1Q3jTZHqldu56q2j8zM1v+ntXW1saU204OY91JS0uTKzZLvxeXy4Xly79W7Rtth7G2tlYeaJLD6B9lr7kxY27EM888Kz/Wm0RhXUblvWDLls3c45Urf6nPYQaNNIGt5ZASdUfPKWYnjNhoBO39ta8XrEMpmqivK4FUZo124a5YhAQj4ZdAq4uJfoSHDh1U7MN/yZQhqVr9GiMN6y4WFBRg0qT/YMeOA/j119XCQaXBYMCgQefHdDU+NpyQRSQYpYqIEv/97xNo27YpHn74fm69MgwpHtG6qTVsmNwOIwDk5uZxj9nvULdu3VQhS2xbDSB2+qrabDbVtUgECUYxBoMBmZne64TkyO/bt0cYth/tPoys00UugX+6dOnKPT7zzP7c71rvN1FU5LtPqkNS93KPV678ue4HWQeksQaFpIYePcEYvMOoLTzYbaEU/oGEylJIqppEaqtBgjFMBNoLUPQFUjqMyh+q0lGMFYexsNB3I5QauKempsZNaW4RrDvEIhoQFBUVyefqk08+wsyZM+ByuTBr1lvcfonqMKakpEQ03yZWUQ6409J836HMzCy0b9+B2964cRNOMNbU+G/+HAl27tweUH/UUM5iJxrSxJL0eyku9rlL7PfEbrfh22+X4aGHJmH//sgXPWJTJchh9I+ydVDLlnzhOr2BOuswKlNUlGzatCGggXoocLlccvQShaSGHtEkswQbNRZoSKrWtZmdzI20YKTJJjW8wxjd/pn1hQRjmAg0djyQojdVVXy+mHI2OlZyGNkGxokSmqgl/I1Go7Cq4aFDB1FTU4OnnnpM8zUTwWEU5TA2aNBQM+E/mdBzGAF1ONvAgYMVgjE2fs/btqn7bIqg8DVtpDxG6ffCCoSmTX0FkEpKSnDddVdh1qy3MH782MgepOK4aNDnH2UKRcuWLbnHepMofEhqqe77eDwe7r4aTtjJa3IYQ4+eYGTHdKwwW7duC84+e6Bqf5fLpWkUsGPKUE7madUtYMnOzg3Z+yUKbHj69OnP+J0kimVIMIYJsznQkFTfj/uvv/7A008/qfphKmd21DmMsTHATETBCHjbBjRv3gJvv/0et/7DD+dhyZJvcPvtd8nrDhzYh+XLl6Gw8ITm6yWqw5jsBW8k9HIYAeDii31Nmp944mlYLBakpvr2iQWH0e12488/Vwm3KQchFJKqjfRZVVdXw+VycQ5j06a+Bs4HDuyXl9es+StyB/gvrHAhh9E/XbrwgrFx4ybcY71JFPY7EEgBNK1CcqGGFYzp6eQwhppAQ1JZg6BJk6a48MKhwueICiZ6n+8bL4YyuoscxrqhvBZ88MH7UTqS+kNtNcKEqEqqiFWrfkVZWSmuvHIURowYKsxHVA7OlQPKWHQYE0k83HXXfcI+c1arFX379sPOndvldQcOHMC33y7Tfb3Vq/+E0+kMaQWzSOJwOIR5dpS/6CU/v4B7rBSMo0aNxj//bEZ2dg5uvfU2AEBqqu/GHgsh5qNHX4Xvvlsu3NahQ0euxxyFpGrDVkqtqqrkZpfZFitHjx7hnqfVyy0c/PnnH7j22ivlxzTo848yrNxo5OfeAw1JDSTaJHKCMTy5b4SXQENSJWGWkZEJo9GI0aNvxKpVv8PpdMJut+GHH7z9F6urq1XRLAD//VKaC/UhEMFIRW/UdO58Mlq0aImDBw8gJydXWAAyXojPEWscEKgYWLRoIRYtWoiPPvpAs3iNssCIMiQ1VopksMn8ieQw+qNFC1840oED+/H336t19z927CjGjh2DOXM+DvehhQWtHItY+R5Gmz59+nKPlSGpmZmZXEsZAAqH0ScYPR4PXnzxOZSXl+PBByer2ryEg+LiIk2xCHgHy7xgJIdRC9ZVqKys5NylJk18DqMyb728vCxiTt8111zOPSaH0T8mkwlPPfUM3nrrdTz44GTVdr1JFFYABuIwsvfVcEIhqeFFKoAlQlT0RrqupqWl4Z13vK7UHXeMl/cTpTMpQ5hDWX05kOqtVPRGjdVqxS+//IlDhw6iefMWcX2/JMEYJgINSZXYv3+v5jblAD1W22qws+d5eeqZr0SF7a23bduWgG7wy5Z9CbvdHhEBEGq0chm2bdsS4SOJTfr143NbtQonsfA5jL7f8zfffI2pU6cA8M7e3nPPpBAdpTbHjx/X3d6hQ0fuMfVh1EbZi5HPYWwmLyvz1g8cOBAR4bZ16xZUVJRz60SuBaFmwoQ7MGHCHcJtgYaklpf7T0+IlMPIFuSgojehJz09HUajUdg2qaqqmln2jvfYa4cE3wRe7fhVVVVxhkIoq3KKHMb8/AIu/YacaTEZGRno1KlztA+j3lAOY5gINCQ1ENRVUpUhqbHRVoMNr0mmQUezZi3kZbZvlr8QzWhUQwwF7ASGVA0XAO64495oHE7MobzRBzKhw+aasL/vRYs+k5dffvlFvPDCs/jPf/5PNcivLx6PRw5lOn78GLft0kt5B0opGAOtCJ2MsN+F2267BbNnvy0/btbMJxiVwiGQdiahYMmSz1XryGGsP4EWvYnVHEZyGEOPwWDQzGM8ePAAAO91WLq/ihxJfz39lAWSQuswqgWjstgTFb1LbEgwhgmTKXTmrdLRsdsj7zBu374NV145Ai+99LzmPiUlyVlpLy0tTS56wM76nXFGT93n7d3rvyl6LMIKxssvvwqPPPIEbrjhZtxww01RPKrY4oUXXgHgdRd79uztd38+JNUX2su6kxUV5Zg6dQpmz34bt94a2s961KjLcNJJbfHRR3Nw4oTPYbzvvgcwceLd3L7t23dUPp3QgB30bdq0gdvWpEkz5e4yBw/ux86dOzBnzrthraq8YsX3qnXJdO0OF/Vtq1FQ0EheLioqFu4TKkpKinHxxRdg5Mhh8jpyGMNDdrZYMO7duxtHjhzG3r17ZANAFLroTzAqJxdsttD1dxWFpLKVnonEhwRjmAhndapoFL256abr8NNPK/D000/Ks2FKpIFNenp6QGF4iQSbxyjRo0cv1To2LGHv3j1hPaZwwVZxy8jIxF133Ydnn32BnAmGa68dg08/XYwff/wtoGJAWn0YU1JSRbvj+++/5fII68OxY8ewYsX38Hg8uPfeO7iQ1E6dOqtmxdu2bReS900GtPKWjEYj5zAq2bt3Ly6++HxMmnQ3Hnvs4XAdnrBlAwnG+qMnGNmUBa30hXbt2svL4XYY33tvlqoiMoWZhwet68GyZV+hZ89T0KdPd2ZftUvNnheRYGQnIwBvIaNAeukGgshhbNq0KWbN+gD9+5+NTz5ZGJL3IWIXEoxhIhiHccwYfbfAfw5jeAWjx+PBjh2+SqD79+9DbW2t6kIkhdcko3Bg8xglRA7jSSd1kZfjVTCy30e9RP5kxmAw4JxzBgbsxrGCsbbWFzGg1/vq9tvHCQcNwaIsz846jI0aNVYJRnYgE485uJFENOgDvPmoeXkNuMI3LBs3rpdz3T7++MOwHZ+ogFUyXr9DjSgkVbpWFhUVwePxcGHgStgqrOEWjGvXrlGtI4cxPGhVSj1y5LCqaJx/h1Et4Coq+PuFx+MJWQSaWDA2wyWXjMDChUsxaNB5IXkfInYhwRgm/OUwjh59Azp16oxFi77CAw88pDvwVoYCKAd44XYYlfk048ePRfv2zXHxxRdwFyMpvCYZZ6hbtFALxk6dOqvOa+fOJ8nL8SoYy8t9+XNaITZEcLCC0eHw/ab0Bos7dmzH558vqPd7K0UDm8NYUNBIOMj5/PMvce21Y/Dll9/W+/0TGS3BKOWLde9+hnB7pK4NyntLx46dSCyEAJHD2KVLVwDeSaBt27aivLwMLpcLgLpIXJMmTeXzEG7B2KhRE9U6Kl4SHvRaayipSw6jUjACoctjFIekakdJEIkHCcYw4S8kderU57By5V8488z+aNy4Cb744hthCCPAD+g8Hg83YAfCn8OobCR97NhR2O12/PXXH/jxR28OjM1mk6tzJVPBG4mWLXnBmJqaiiZNmnJFYQCgVavW8kAgXgVjWZmvQAf1XQoNfA6jL4LAX8XdUHyHlIKRbSLfqFEjWCwWdO9+OgBg7NhxAICzzhqAF198Faecclq93z+R0ZoIlK6V0ueqRFl4KBw4nU5ZuHbs2AkzZryMjz/+zM+ziEAQOYznnXeBvPzWW6/hyitHyI9bt27D7ZuXlyf3Mq5vWw23240ffvgOW7eKq1iLXE6KHAkPSsGoV03en8MocvzEgjE0eYxaDiORPJBgDBPKkNQGDRrIy0ajUZXj17VrN9x7r7hkPvtDtdlsKoEY7iqpq1f/qbntm2+Wwe12Y/FiX/x6MoY0KauFdejQCUajkSteAHhDfVq1ag3AOzAPVX5BpNi7dw8XwqRV9Y0IDq2BgCjHjIUt0V9X2JxUANi8eRMA76SXNPmzYMESzJ+/CE8++Uy93y+Z0HIYJbQcRtE1/csvv8Att9yAjRvX1/l4XC4X/vzzD1RUlHOOQYsWLTF69A3ytYmoHyKHbvDg8+XlDz98H+vW+XKQW7duy+2bk5MrC8bi4qJ63Sc++2w+Ro26DBdccA6OHTuq2s62RQC8VY/PPXdgnd+P0EZ5Gq+8cpTmvqJJh8aNfSHsu3fvUm0XVc+uT9pCdXU11qz5C263WygY9fKwicSDBGOYUIakduzoK3Yi6sMDQCUuJNgbu6hvU7gdxh9//EFz27ffLsPixQtx1123yeuSqQejRMuW/EBryJALAXj7FLGkpaXJs3IOh0OzSp4St9uNv/9erbv/li3/CAcEoWLLln/Qv38vrhQ/haSGBvY3I1UbVjZhFhGKcDWlwyhdYwoKGsll0rOzc3DuuYOSrphVfdEKQZPC9rt3Px1Go//bcG1tLW666TosWfI5Lr74Ar/7a/HIIw/i4ovPx5VXjuDcCHKUQovVauVaDFgsFnTteormvVHtMDaQJ5ldLle9KuVOnHgrAK/T9O6776i2s9eYjh074fvvV9L3IUyw+eGnnHKa5oQRIBaM3bqdIn+vREXPRDnJ9XEYr7pqJIYOHYzHH38Y1dXq19ar9EwkHiQYw4TZzIekdup0ksaePpShnFJ/M7ZqIRsOKBHOHMb9+/dh27atmtuPHj2C8ePHcuuS0WFUVkm98MKLAKgFo8WSxhW6OHYssNCzWbPexIUXDsI55/QTThB8//1ynHNOX/Tp0x2Fhfoio67ceecE1Xsn47kOB+znKA0Oq6oqVQWulGgVzQgG0SAD0J7AIgJHFJ6flpaGN96YBQBo0KAhLr30Cr+vc8YZXeVlm81W54bcs2a9BQD4++81+PrrpfJ6f04oERwGg4GraGmxpMFoNOKss84W7t+0KV/8KCcnF40aNZYfHz0amolA0YSjJBhbtWqNlSv/knMtidBz3XXXAwDMZjNmznwdl156BW677U4YDAZV7rCyGj7g/Z127NgJALBly2bV/UFUJI3NYfR4PBg7dgx69Ojmt8p2aWmJXD33zTdfEzqMlOuaXJBgDBNmMx+SGkgp+pYtW6F5c28T+AkT7pAvDDt3bkdNTQ2cTifWrftb9bxwOozffbc86OckY9Gb9PR07gZ/2mne3KSCArVglHo2Al7BHQiTJz8IwFtNbevWf1Tbx44dA8AbQvLBB+8Gd/AB4PF4sGHDOtV6chhDg9JhrK2tDWiQGBrBKK7E2qgRCcb60qZNWwwderH8+J57JmHLlj0YNMgXnvjII0/4dW6VkQPr16+r97G9+upMeZkEY+hp2NCXvy5NHAwYcI5wXyn8VCIvL4/LDzty5HCdj4NNG2DrH3g8HrhcLjmsvWHDhtR4PcxcfvlVePfdj7B48dfo2rUbTCYTnnzyaWzYsA1r1mzmal9oXdtPPbU7AG/UgXIs4C+HcdOmjVi6dDEOHNiPCy8cpNp37do1eO21l1FSUqzKjxcJRiK5IMEYJpSCUVn8ROs5n3/+Jd54YxYefHAyunTpBsB7Ydi+fRtuvPFa3HnnBNXzwpnD+PvvvwrX9+ih3ZQ+GYveAMALL7yMCy64EJ999oUcZqYUjFZrGpo0CU4wKicERBdu1nHw50opcbvd+OijOboVN3/99RfhesphDA2sw7hp03qcdtpJOPPMHpr7S5MT0mCvsrIy4MkHJeQwhg+DwYB33/0Qzz77IiZMuAMTJkxUFbNo3rwFPv/8S0ye/DjatGmr8Uo8ennlerBtUA4fPiQvk2AMPQ8//CjatWuPdu3a46GHHgGgLRjz8hpwj3NzcznBWNffNsAXJpPCzQ8ePIB+/c5Anz6ny/mRymgYIvQYjUZcdNEl6NWrD7e+ceMmyM/Px/vvz5XXjR59o/A1Tjutu7z8888/cdtEOYwlJSXyb52dHHS5XNy4obq6GkOHDsYTT0zG//73NPbs2c29jrJK6oQJdwiPj0hcAm8WSASFFE4qkZ0dWDXJNm3ayoOGbt1OxcKFnwIAFiyYh+XLlwmfE06HkR1UsPTu3Q9r1qwWbktGhxEAzj//Qpx//oXcOuWg2+sw+sKPjh8/hk2bNmL69KcxaND5yMrKQo8evbiB4+bNG7nXkHLctGBbNATCokWf4d57vRf/Fi1aqm5mLpcLjz76kOp5KSkpVII/RLAOo9bvSiI9PQMFBY1w/PgxFBcXoaSkGGee2QMlJSX47LMvcNZZA/DDD99h164duO66G/yGDYlmpQFwjjlRd4xGI264YazuPj179kbPnr3x888/BlT5ti6C0eVyaeYzZWRQzlqoueyyK3HZZVdy69j+iiwNG/IOY05OblgcRune8fjjk1VFU1hHlIgOgwdfgE8+WYj09AycdNLJwn3OPttXkOjll2fg2mvHyN8f0eTfjTdeC4PBgPff/xgpKfyQf+XKn+Qxy9at/8j1NWbPfpuLhGJfu3XrNnj55TfQs2fvOv6VRLxCDmOYULbV6NbtFHlZa5ZRCfuc116bqbmfXg6jlnsQKFKOXV5eHm6++VZ5/ZgxN2qGr1itFNcuoc5htKBxY99A/MiRw7j22iuwbNlXeOCBe3HbbbfgnHP6YuXKn+V9/v6bFxD+CuUEO4HwyCMPystvvvmaavuKFd+pRCvgDUelEKbQkJWVHVDxE+++WXJBjNraWrz00gwUFRXB7Xbj/vvvwd69ezBq1GWYPPlBvPPOm35fT9thJMch0gQ6AbNjx7agX1vkPkiQwxgZDAYDpkyZqlqfl9cA48dPBAD06tXn3+JovonFw4cP4/fffw24qFl1dbUceeRy+SKQJKfyiy8WqZ5DgjH6GAwGDBp0Hvr27ae5z8knd8FVV10DACgtLcX8+R/L27Qm/zweD66/fpTqWv/9974+uidO8NVylQ6jNK5o1Kgx+vY9UxVFRyQ+JBjDhNHIO4ytWrXGs8++iEsvvRzPP68t/li6dj3F/04AamrEgvHFF59D+/bNOUEQDB6PB8ePe29QjRs3waRJD2HixLsxa9YcdOjQUdV7UIJcJx9KwWi1WrmiN7NmvaUKN7LZbBg37gb5Av3332u47f4cxkArr/rez+c6sCFrElpVcikcNXQYjUbdnpZsxEJ2djYXwsa2Odm3by9Xxfa//31c+HrV1dXYuXMHtm3bijlzZgv3IYcx8gRaRMJf9VwRyv69LME0FCfqx/jxE7F3Ly/8GjRoiCee+C+WLv0Wn366GADf427OnNkYMWIozj67j18HetWq39G5c2v063cGysvLOJFw5MhhTbeSQlLjB3byfufO7fKyVj66bzsvGHfs8D33wIF93DalYJSgiYXkhQRjmKitVbs8N9wwFm+++W7AeSoFBQUB2f5aDuMzzzwFj8eDt956PaD3U1JRUS6HMDVq1AQNGzbE449PwSWXjAQgDq/p0aNXwA5qMqAuemMJaCBeVFSEXbt2AgB2797JbVMmwyvDzIIVjGwVtbQ0tdj/6acVALyiplWrNvJ6EoyhRSv3d+TIy3DSSV3kx5mZmVxf13379srLWVlZqK7WL07gcrlw/vln48wze2DAAO3rC+UwRh62sqYeJSUlcLlcQb22qMK2BLVRiCzKiYH09HSYTCb07t1H3lZQ0EiV2lJSUoI77hiv25fxjjtuhcPhwL59e7Fw4QJOJDidTixYMF/4PGVYLBG7sG1Y9u/3CT29KAJAnYcoicIpUx7Hww8/INympFOnzsL1ROJDgjFMBFt4RItPP12MxYu/xrp1W3DhhcOE+9TW+m+rUZdePGzLB1HFRGXl16ZNm+Grr75T3eSSmZycXC50Iy3NGnAvu+3bve1MWEEAqB1GtreTaLs/2IEnG74EeEOYpLYqp5/egyvYU59m0oQaZe5vQUEj9OjRC1OmTOMGmE6nixOMbJ5xenoGqqr0GzXv3bubm1nWghzGyBNodIbH4wn6d04hqbHFlClTYbFYcOed9wq3m0wmVR4ZAPz55yocOnRQ+JwDB/ZzAuKXX35SuU4//PCt8mkAgLPOGhDooRNRJi+vgTzJc+DAfgDea4K/FCTl9kOHDuLQoYN4+eUXVPsePy5u+dWhQ8e6HDKRAJBgDBMOR92bpbJkZGSgX7+z0KxZc7m3nxJRSKrywhCs6wTwpdxFNy7lgDIvrwHltCkwGo1cCIckFgMpgrRt21ZUVlao+ioqz6UyryWYc60UfaWlpdxjqQ8TAJx99jmc2BW56ETdUTqMq1dvxNdff4/GjZtwzq/dblNVVZQoKSnhhIEoz6SwsCig46EcxsgTqMMIBB+Wqu8wkmCMNOPHT8Tu3Yfx6KNPau6j7M8ocfDgAeF6ZaXrb775Si5kIiGqeD116nOaKSZE7GEwGOTzdfDgAbjdbtjtdr8V85XjQo/Ho6qR4A9yGJOX/2/vzuOiKvc/gH+GzWFfRDFAIElEUNy43gTcNc1c0G5qkYprmT9DwyVB0Cy33G5upWJamnZNy9S0VHK5aGgiZogbGqEs7ijDvszvD+4c58wcBBRhZvi8X69ezZw5Z+aMX86Z8z3P83wfJozPSbt2j0viv/nm2zXynupjGtRJdUmtaqtTcXExDh48IDmYXpwwarc2aI554DgYaaoTu729vVDYZPbsuZVud+XKZaSmpmot1+ySevu2ONaaSd+TaLY6aL63ercUX9/WogqsNdWKTuU0WxjVW5ssLNQTxoIKE8bcXIXQlbl8O+0E5P79qiWMVa3sTDWnOuO/q5swqqZUkMIuqXVDszieptat20guryhhVPUGUamsANrKlZ9j69b/YMyY8U9cj3SPm1v5dUVRURFu3coSFbypaLiI1DjmxETtub2fhC2M9RfLHD0nLi6u+Prrb5GUdB7jx2vPnfg0nJ1dJJdL/ShoVryqaBLYuXMjsWHDF3BxccXx4/GiE416IiLVwqiZMPIutbSIiGgsW7ZYdOMgNHQs3nprBFxdKx5AfvXqZckCB5rJv2bXkeq0MGZkiAsgaL63endYd3cPmJo+Thif53Qu9ZF667ylpfhYUm9hzM/PFxVO0nT+/DnhsYmJdvfwqiaM7C1Q+55nCyO7pOqf2bPnokULb7z4YjMoFAqMGzcKACrsklrRcikODg4YPjykRvaTap96i3BaWpqoR4irqysuXkzW2iY9XftGw4YNFde4sLCwQF7e4yEOTZq8wBuJ9RhbGJ+jvn37Ydq0D0WTcj8LFxdxwqgaKyjVDaGqLYxbtmwGUP5Ds3z5EtFr6i2MUuOZNKtlsYVRWlBQF/zww09CKWwVMzMzvPJK3wq2AlJSrkpWKNVMCC9evKDxerZWN6SKaFbM07yxoJ6weni8qNEltfKxs1R19+8//rdXH6MIiMcQOzg4aI0fVqc+GXNOTo5Wt2P1RKNDB/+n3l+qedVpYdTsql4ZdknVPzY2thg79h306NFblCDcvCmdGKqWy2SySlsvXV3ZBVWfNW3qLjxeuXKZ6IZQ27btJYcjqI9vVXlST6FmzcSFDZs3Z3fU+owJox7R7Dak6h5YVFSEPXt+wMCBfXHo0M8AtBPGilqd1FuJNmz4XJQgVDaGsVEjccLIbk3Vt2jRMkyZMk20TNX1uLi4WHLKA/Xk/8yZ0/jqK/E6SqXyid3P1GkmjJp/J6oWRjs7O9ja2on2denSz6r0GVQ16vMwuri4il57//1wWFhYQCaTYfny1XBxca1S8aTi4mKMHTsSXbu+LNxxvnfvcQtj9+69ROtHRs6Bp+dL2Lr1P8/yVegpVXVaDUDcUrxr1w4EB/cTKhpLedK0Gpot2qR71BM8qZai0tJSZGaWF8Dy8WmF7t17PvH9NM8xpF/c3B4njIcO/YJt27YIzx0dG6F5cy+tbVQFciqiXn0V0K6EzxuM9RsTRj2zZMm/0by5F9av3yRcXNy6lYlx40YhPv4kQkKGAtBOGNVbL9Spd0EtKirCRx9FCc/VuzpWZQwjLzqqz9W1KSIiokXL5s//VOvuoIWFJVq29AUA5OXlCncF161bK9maWNUKipo/IAUFBUJVvaKiIqGLk2oqGF/fVti5cw82bvwaffq8WqXPoKqZMSMCQHnrwPz5n4pec3JywtmzF3DmzJ/o2PGfMDIyqvL0PPv2/YiLF5Mxfnx5dzb1RMPf/x+idcPCwvHbb2fxyiuMbV3Q7JLasePL2LFjt+S66i3FEyeOw8mTcXjjjUEVvndFXVLVx1aT7nJ0dBRuEh0+fFC4oavq6XHnzm3hsaurK7p06SbavnNn8XNXVyaM+qxTpwDR802bYoTHzZp5wsNDuxeKerX8pKQUrdc1f1M8PT1Fzzt0EP9eUP3CXwk9M2rUGJw4cQbBwa+jY8dOALSTwVu3buHuXfEYRvWWo+PHj6J//1fw9deb8PBhtmi9/fv3CstUCaO5ublk66HmwGp2Sa0Z3br1wKxZ5UmklZU13nhjOLZs+VZ09+/69WuIjo7Ajz9+D6C8m+LIkWOE1zXjXxHNKTsAwMvLHUlJf+LmzTQhGXV3f/xD0qVLNwwYEMyLzBrWvr0/Dh8+jtjYOLRu7af1uoNDQ1G3tCd1S5Vy5cplAOJEw8+vHUaMCIWtrR02b972lHtONUW9uBEA2NjYVHhjQBVH9TFGmlQ9SHbt2oGtW7+SXKdZM0/J5aRbZDKZaOxy27Yt0b17ILy9X0RwcD9RgTQXF1etgjm9e78ies5pc/Sbg0NDHDsWr7Xc3NwcAwYMEk2BpcnCwhKNGzfWGvqg3moJaHdJZcJYv/GKT49V1MKTmJigVfRGPWEcPnwITp+Ox7RpYVrbKpVKoZ+76g5m48ZOkgUwNJexS+rT27lzD1q29EFk5BxYWVlh8uQpiI9PRFLSVaxZsx6dO3cVdQ8ZOjQYX3yxWnjet+9rogvLyrqeAMBvv53Azp3aXQ9LSkrQv39vnD59SlhW1dYsejZ+fm3RqlXrKq3buLH4gkDzx78iqhZGmUwGe3t7LFu2Epcvp6Jfv/7V21mqcZotjK6uTWFrK11kQjU9imbxG9UY1qVLF8HDowmioyMwc2Z4hZ/54otMGPWF+tCQ0tJSXLjwJ3JyHuHkyTjR8AUXl6bw9W0l2tbOzl7UDVWzBgHpnxYtvLXGPffvPwg2NrYICupS4XaqMcuNGonn19acWkXzZpKjI/9m6jMmjHqsV68+kolcYuIZrcqZqlbIsrKySufqSUtLQ0FBgTA9g9T4RSmWllWv8EdiXbp0w7Fj8QgLe3xh16yZp2hM02uvDRAea06D8tprA+Du/vjuoNTgdnXx8ScxaFDF3Q7z8vLw/vsThec+Pr6VfwmqU0OGvFGl9VRjGO3t7YXCWWwt1g2aF38eHs1ga2sntCaPGDFa6JZ45075OV6z6u2tW1koKirCp58uQElJCb74YvUTxzRrjlMi3aXZzVTdkSOHhceurq5a1SzNzc3x1VfbYG5uDhcXVwwcGPyc9pJqS/nQBHFPk379yq8TXnttIIYNe0tyO9W1muawIs2E0dvbR0gaNWstUP3DqwQ91rhxYwQGdtZavmLFUtGE60B5C2NGRjpmzPhA8r3UWydu3PhbNAayql1XqlqZk55Ohw7/kCxUMGzYW+jRo7eoO0llCeOSJYuq/LkmJibo0aNX5StSrRo16nEX5BUrVuPdd/9PqMjcrl37CrdTJYwODg2f6/5R9Wm2MHp4vAgjIyPs2LEbq1Z9gblzPxYu6v7+OxVKpVKrhTErKwtnzyZU+BmaCSK7pOqPyZOnYu3aDfjgg+lar6kXs5Lqrq5QKODn1xaXLqUiPj6R0yMYCM3juWPHlwGUJ5OrVn2Bq1fTtGoiqHqDaSeM7hrrWeHAgVjs2rUX06fPquldJz3DhFHPjRkzoUrr3b9/H++9N16y6iZQ3hVO5erVq1i//vHcPFIFb6QUFhZUvhI9NZlMhv79xUUtevfug1WrvoCxsbFojGNq6l/YsmUzfv31MJRKJQ4ePCDqYnr3rrgo0pOmfgkM7FxjU8NQzWnd2g8xMV9h/vzFGDr0Tbi5uePw4eM4dOgYRo+Wnoj76tUrQlEjJoy6R7OFUXXh7+7ugWHD3oK1tY2wLD8/H1lZmVrTa2RlZSAu7pjWe8vlckyb9iE2btwiWs6EUX+Ym5vjX/8ahldfrbj7eMeOLwu/58uXrwJQftOvZ8/ewntUpcIy6QfN6dbU52MEyn/bf/vtrGiZqseB5rrq0zep2Ns7oHPnrpVO00KGT3uiFtIrffv2g5ubB9LSUrVe6927D86f/wO3bmVpzdWnqU2bdsKcf1u2bBK99qQuqQEBQTh5Mg4AJMs4U80aODAY69atEZ77+j4e72ZnZw8bG1s8evQQcXHHERd3HEZGRpg8eSo++2wZjIyMsH//YbRp0w5//y1ugRw27E14e/vA1NQU27dvFWIK4IkXJ1S3Bg4cLHru7u4Bd3cPZGRkSK4fGPi4LDrHMOkezRZGzTL3gLj16K+/rotalgAgKysTcXHHtbbr2fMVoRKvOiaM+qeimFlYWGDlys+FLuZvvvk2bG3t0LRpU1HBHDIc6rUjKhrH7u7ugdDQsdi8eSOAx8XuNFsYNQsZEqljC6OeMzExwfbtO/Hhh7MRGxsHe3t7AOV3ERcuXFrlVgRv75YV3kF6UsK4atUXCAgIwttvj0KPHr2r/wWoWjSrlHl5iSfS1axyVlZWhs8+WyY83rDhC1y5chl5ebmi9RwcGuLtt0dh2LC30LKlj+i1oUPfrKndp1piY1P5Dz8r3ukezRZGqXkZ1YvU/PXXda0xjOnpN3H27Bmt7Vq0eHyuULU2vfCCMy8S9VBFMYuKmidKJo2NjTFgwCC0bVtxF3XSb2+9NUKYk3vt2pgK11N1VQUe//1oFr1xcHBAQEAQAGDevAU1vauk55gwGoDmzb3wwQcz0Lq1HzZt+gZ9+/bDxo1fw83NXWuetYo0bOhY4US+Ut0UVJo2dcPu3fuxfPkqyQI8VLOMjIyEwjimpqbo1ClQ9Lpmwqhp797d+OWX/aJlNja2CAkZJTwfMCBYeLxw4VKhohrpD3v7J1dMnTp1Gt59d1It7Q1VlXrCWFErknoL49Sp/4dz58Tdzf773+Oi+dZUvLy8hcfLlq1EVNQ87Nq191l3mXSApaUVIiKiMXr0uLreFaplTZu64cSJM4iNjXtirYEBA4LRvLkXZDIZPv10OQDt3wmZTIZdu/YiISEJ7777f891v0n/1GqX1Pv372P+/PlISEiAsbEx+vXrh7CwMK0BufT0AgKChDtEQHmX1S1bNle6nYODA9zdPZCa+pfWa5rl+6luhYfPhKOjI1q0aKmV5Ht5tcD+/RVfBBYVFWHBgnnC82++2YF//rOTqABCQEAQNm36BoWFBRg8+F81/wXouWve3EvonqypXbv2wjyfpFtkMhl2796P/fv3Vjg+XbOgybFjR0TPk5OTJLdTTxidnV0wefKUZ9tZqlNTp07DihVLYWFhgYSEPzkmuR6T6rquqUGDBjhy5CTu3r0DZ+fycY9yufZYVmNjY61qqURALSeMERERaNiwIQ4cOIB79+5h6tSpaNSoEUaOHFmbu1GvdO7cTfR8yZJ/w9raGo8ePcKMGVOF5fb2Dujbt5/WxQdQ3m2JdIdcLsc770i3Do0dOwE3bqRBLpejWbOX8PHHFScGjRo1Rs+er0hOqaA+hQfpn/LW5wD88ssBrdfUW5NJ92je9NPUtKkbTExMKp0eSROnzzAskydPRaNGjdGqVRsmi1QlZmZmQrIIiG8+vfRS87rYJdIjtdYl9caNGzhz5gzCwsJgbm4OV1dXjBs3Djt27KitXaiX5HK50LWgffsOCAkZiSFD3sAbbwwXrWdvb6+1DADGj3+Xk7XqESenJvj88xisWLEa7703WTT+VLPLcO/efTj/ngH7xz/+Kbl88ODXa3lPqCaZmJhUueW/T5/yuVZ79uytNT6S9JuVlTXGjXsXL7/cqa53hfSUp2dzTJ8+CwEBQVrVk4k01VoL47Vr12BraysaD+fp6YmsrCzk5OTA2tr6CVtrKysrhVKprOndfGZlZSWi/+uCyMhoDB78Ojw9PSGTAaWlJZDLG2Do0DexY8d2NG/uBblcDplMhrFjJ2DjxvVwcmqC+PizkMvlKC3Vne+iC3QxxhX517+GYs2alQCASZPCsHr1v4XXXnttAGP7BPoUZylvvvk2Vq/+N7Kzs4VlwcFDYGFhwbj/j77G+LPP1mDq1Gno16+XEN9OnQLh5OSE3bu/B1A+BjIm5iv88UcifH1b19uY62uMqeoY46f3wQfThXk9df0cwTjXrVpLGPPy8iCXy0XLVM/z8vKqnTDm5T2osX17HgoLFXW9CyLNm7sDKEF+frawLCoqAl27BsHf3x8FBeVjnaZNm4p27fzg5+cHpbIA+fmcW7EiuhZjKe+8Mw537mTByckJU6ZMRs+eXXH48GG4urqiUyd/0d8DSdOHOEsxNzfCzp078ddffyE/Px/JycmYOHEiYy5BH2PcpIkD1qxZg+3bt8PLywsjRoyAjY0NOncORGxsLEaMGIHiYgV8fJrzXA79jDFVD2NcPzDOz4N9pWvIlLXUTHfkyBF88skniI2NFZalpKRg+PDhOHr0aLUrMd66la2zLYyFhQo0aGAFIyMW8zFEjHH9wDgbPsbY8DHGho8xrh8Y5+enSZPKE8Za+xf39PTEw4cPce/ePTRsWD5A+/r163Bycnqqsv1GRsY1vYs1ysjIBMbG/IM2ZIxx/cA4Gz7G2PAxxoaPMa4fGOe6UWsVL9zc3NC2bVssW7YMubm5SE9PR0xMDAYOHFhbu0BERERERETVUKslEhcvXozS0lIMHDgQoaGhCAgIwLhxnGiWiIiIiIhIF9Vqm27Dhg2xePHi2vxIIiIiIiIiekqchI2IiIiIiIgkMWEkIiIiIiIiSUwYiYiIiIiISBITRiIiIiIiIpLEhJGIiIiIiIgkMWEkIiIiIiIiSUwYiYiIiIiISJJMqVQq63oniIiIiIiISPewhZGIiIiIiIgkMWEkIiIiIiIiSUwYiYiIiIiISBITRiIiIiIiIpLEhJGIiIiIiIgkMWEkIiIiIiIiSUwYiYiIiIiISBITRiIiIiIiIpLEhJGIiIiIiIgkMWEkIiIiIiIiSUwYiYiIiIiISBITRiIiIiIiIpLEhJGIiIiIiIgkMWEkIiIiIiIiSUwYq6m0tFR4rFQq63BP6HlinA0fY2z4GGPDxxjXD4yz4WOMdZtMyahUSWZmJtauXQsLCwu0bNkSwcHBdb1L9BwwzoaPMTZ8jLHhY4zrB8bZ8DHG+oEtjFUQFxeHkSNHwsrKCtbW1vj6668RGRmJ/Pz8ut41qkGMs+FjjA0fY2z4GGPDpmrHYJwNH2OsP9jCWAVLly6FiYkJpkyZAgDIyMjAW2+9hQkTJmDIkCGQy+V1u4NUIxhnw8cYGz7G2PAxxoZNqVRCJpNhyZIlMDU1ZZwNGI9l/cEWRgkPHz5EcXExAEChUODGjRtwcHAAAJSUlMDZ2RkhISHYu3cv/v7777rcVXoGubm5wp3MR48e4ebNm4yzgcnOzgZQfgGiUCiQnp7OGBuYM2fO4D//+Q9jbMAUCoXwOCcnh+dqA5WcnIxFixbh2rVryM3NRUZGBuNsYPLy8oTHvO7SL0wY1WRnZ+PDDz9EeHg43n//fZw4cQJWVlaQy+VITk4GABgZlf+TjRs3DgqFAqdPnwbAAbr65MGDB5g1a5bw371792BjYwMAuHjxIgDG2RD897//xeDBg5GdnQ2ZTAYrKysAjLGhePDgAWbOnImwsDChRYIxNizZ2dlCjENDQ5Gamgpra2sYGRkxxgZEdSyPGjUKu3btgouLCywtLQHwWDYUDx48QGRkJGbNmoXIyEhkZ2fzukvPMGH8n6SkJISGhsLa2hoRERGwt7fHhg0bcPPmTYwcORK//vorkpOTYWRkhNLSUshkMgwZMgQHDhwAAMhksjr+BlQVp0+fRkhICCwtLTFy5EgkJiYiJiYGADBmzBjExsbiwoULjLMBuHz5MhQKBXbu3CksU8WYx7J++/777zFo0CBYWFjgyJEjGD58uHBRwePYMNy5cwdhYWGwtLTE9OnT0alTJ6Hnz+jRoxljA7FmzRoEBwfD3t4eCxYsQPfu3WFubg4AGDt2LM/XBiAxMREjR46EXC7HsGHDEB8fjzVr1gB4HGMey7qPCeP/nDp1Cj4+PoiMjESzZs0wb948pKamIjU1Fb6+vggMDMTSpUtRUFAAY2NjAEBZWRlefPFFlJaWoqysrI6/AVXF0aNH0aVLF8yePRv+/v7w8fFBy5Ytcfv2bfj5+aFHjx5YsmQJ46zH1Etzd+7cGTExMbh+/ToAoHXr1ggKCuKxrOfOnTsHLy8vzJkzB2ZmZoiPj8f58+eRlZWF1q1b8zg2AKdPn0aDBg0QHR0Nb29vBAYGQiaT4cGDB2jdujW6du3K41jPzZ8/HwkJCdi0aRM+/PBDmJqaIiUlRTiHt2rVCl26dGGc9dz58+cRGBiIqKgoBAQEICAgAF26dEFBQQGPZT1SbxNGhUKBkpISAEBxcTHu3r0LOzs7lJSUoKSkBAqFAjY2NsIfb3R0NG7cuIEVK1YgISEBf//9Nw4ePAg/Pz8YGxsLTemkW9Tj/OjRIxgbG6NXr15QKBSYNGkS4uLi8NNPPyE0NBQ///wzIiIikJmZieXLlzPOekI9xgCEY/b333/HsGHDEBQUhGXLlgmvR0VFIT09nTHWI5oxHjFiBK5du4aEhASEhYVh4cKFWLVqFSZMmIDY2FjMmjWLx7Ge0Yzx/fv3YW1tjZs3b+Kdd97BrFmz8PHHH2P8+PG4ePEiIiMjkZGRwd9kPaNQKFBYWAgAmDJlCr788ks0a9YMQHmvEE9PTxgbGwt/C5GRkbz20jOa19d37tzB77//jj179iAkJAQHDx7Ehg0bMHbsWFy6dInHsp6od1VS8/PzsWDBAmRmZsLMzAyvvvoq+vTpg/Pnz8Pc3By+vr4Ayu9gf/rpp/jyyy/RoEEDyGQyxMfH46effkJ6ejru3LmDQYMGYdy4cXX8jUiKVJx79OghjIt48OABkpOTERgYiLy8PKxatQppaWlYuHAhrly5gt27dyMjI4Nx1mGaMe7Xrx+CgoJgZ2eH3Nxc4eKytLQUI0aMwCeffIJbt24hODgYly9fxu7du3ks67iKYmxlZYXw8HDcuHEDr7/+OkJCQpCTk4O1a9ciLS0N8+fPx7Vr1/DDDz/wONZxUjHu3bs3du/ejbi4OLRt2xalpaWYMGEC7t69i3nz5sHU1BSLFy/GuXPneK7WE1JxDggIgIODA/Lz82Fubo79+/dj06ZN2LFjB2QyGUpKSmBiYoJTp05h3759PF/ruCddX+/cuRNHjx7FsGHDMGXKFGRlZeHjjz+GXC7H0qVLkZCQgB9//JHHsg6rVwnjw4cPMX36dNjb22Pq1Kn47rvvkJSUBA8PD8yaNUu07rRp02Bra4uoqCit90lPT0fDhg1Z7ldHScU5OTkZzs7OiIqKEn6E1F26dAnh4eGIiYnBCy+8AABChTbGWfdUFuPCwkIMHz4c3377LRo0aIDRo0cjKSkJ/fv3R2RkpBB/xlh3ScX4woULcHNzQ0REBNavX49z584hOjoaTZo0AVDeQjF16lTExMTA2dkZAGOsy6Ri/Oeff6JFixaYNGkS+vTpg8LCQnz++edo164dgPKbueHh4fjuu++E6oqMsW6r6Hzt4uKC2bNnC+v99NNPOHDgAObOnQtHR0et92GcdVdl19c5OTlYvHgx3nvvPeHcfO7cOcyYMQPffvstj2U9UK/aeZOSknD37l3MmTMHTZo0weTJk9G5c2f8+uuviIuLA1BejenatWtITEzE6NGjAQCxsbGYMWOGUCnVxcWFf8w6TCrOgYGBOH78OOLi4oRkQb28s1wuh62tragal7OzM+OsoyqLcUFBAdzc3HDq1CkMHjwYxcXFsLGxga+vL0xMTIQxMoyx7pKKcVBQEGJjY3H27FmEhoZiwYIFQrIIABYWFrCyshKKowCMsS6TinGXLl2wb98+pKWlITw8HKWlpcjJyRG2sbOzQ8OGDUXnb8ZYt1V0vj527Jhw7QUALVq0QGJionB+Vo1dU/0uM866q6Lr69jYWMTFxUEmkyE7O1vojgyUX3c5OjqisLCQMdYDBpswlpWVQaFQYPPmzbh9+7awrKioCPn5+cJ6VlZWePToEbZs2SKUZv/jjz8QGBgIMzMzTJw4EYsXL0a3bt3g4+NTV1+HKvC0cf7+++8xZ84c7Nu3Dzdu3MCCBQvQpk0b4c4X6Y7qxnjbtm3Izc3FyZMnsXDhQowfPx5bt27F2LFjsWvXLtHAetIN1YmxQqHAunXrYGpqiszMTGzcuBHHjx9Heno65syZA19fX7i6utbVV6EKVCfGubm5WLlyJQYOHIg2bdpg8+bN2LJlC1JSUjBv3jy0bNlSdKOAdMfT/iYDwEsvvQQfHx98++23AB5Xx2SVTN1SnRjn5ORg27ZtsLKyQlpaGtavX4+TJ08iMzMTy5YtQ5s2bfDCCy8wxnrAYBNGIyMj3LlzB2vWrMGpU6cAAObm5nBzc8O2bdtQUlKCwsJCXL9+HaNHj4aZmZmw3p9//okDBw7gjTfegLe3Nw4ePIh+/frV5dehClQ3ziYmJrh8+TLat2+Pxo0b44cffkBYWBj8/Pwwc+bMOv42JKU6MQ4NDYWpqSnOnDmDtWvX4sCBA8KxO3ToUGzfvp13L3VQdY9jU1NTJCUlwdzcHJcuXcK6deswceJEtGnTBnPmzOENAR1UnRiPGTMGpaWluHz5MubOnYt27drh5MmTmDt3Ltq3b4+PPvpIa1gB6YanufZSzbdXXFyMDh06IDExEQqFgkmEjqpujJVKJa5fv465c+ciOzsbq1evxjvvvIM2bdrwukuPGPQZd8+ePbCwsEBMTAw6duyIdu3a4dVXX8XKlStx8eJFXLlyBd27d8eQIUNw8OBBWFtbAygviNKrVy/MnDkTdnZ2dfslqFLVifMvv/yC0tJSeHh4YPr06cjOzoaZmRksLCzq+mvQE1QnxocOHYKnp6dQwEo1ZpUXmLqtusexkZERPDw8sGTJEmRlZcHKygpWVlZ1/TXoCaob45KSEri6umLy5MnIz8+HTCbjDR89UN1rL9Vxa2pqiv79+2PEiBFCgTrSTdU9lvPz89G+fXusWrUKWVlZsLOz4/lazxjsFVRqaipOnDiBdevWYcqUKdi6dSvCw8MxYMAAtG/fHrdv34alpSW8vLygVCohl8uFbhGLFi3ij5KeqG6czc3NRSWaeUNA9z3NsaweYyaKuu9Zj2N2T9R9zxpj1WTupNue5nyt3iOA3cl137McyyYmJoyxnjLYLqllZWUICQmBt7c3pk2bhl27duHChQsAyovWAMDFixeRnp6OSZMmwdXVFV5eXgDAZFGPPE2cPT0963KXqZoYY8PHGBs+xrh+eJo4q+ZhJP3AY7l+MthpNVRfS9UHPjQ0FA4ODliwYAHkcjkOHTqEzZs3C33m2Y9aPzHOho8xNnyMseFjjOsHxtnwMcb1k8EmjCqq8UspKSkICQkRKp4CQEFBAUpKStiP2gAwzoaPMTZ8jLHhY4zrB8bZ8DHG9YvBdklVUc259tJLL6Fnz55YtGgRsrOzAZR3PeUfs2FgnA0fY2z4GGPDxxjXD4yz4WOM6xeDb2EEyvtbGxkZoaCgAIcOHcKAAQPqepfoOWCcDR9jbPgYY8PHGNcPjLPhY4zrj3qRMALlfa45p4/hY5wNH2Ns+Bhjw8cY1w+Ms+FjjOuHepMwEhERERERUfUY/BhGIiIiIiIiejpMGImIiIiIiEgSE0YiIiIiIiKSxISRiIiIiIiIJDFhJCIiIiIiIklMGImIiIiIiEgSE0YiIiIiIiKSxISRiIhIB5SVldX1LhAREWlhwkhERPXWgAED4O/vD39/fwwaNEj0WlZWlvCav78/5s6d+1z2obi4GFu2bMHy5cuFZXv37oW/vz8CAgKey2cSERFVFRNGIiIiAOnp6cjIyBCe//7777XyuVFRUfjss8+gUChq5fOIiIiqgwkjERHVe6ampgCA06dPC8tUCaPqteclNzf3ub4/ERHRs2DCSERE9Z6Pjw8AccJ45swZAICvr6/W+nv27MHIkSMRFBSEHj16YPr06UhJSRGto+rK+scff2D+/Pno3r07unbtio8++gj5+fkAgAkTJuC3334DAOzbtw/+/v6iVk4AuHTpEsaOHYuAgAAMHjwYP//8c819cSIiokowYSQionqvQ4cOAMqTRKVSidTUVNy+fRtOTk5wdXUVrbts2TLMmzcPycnJkMlkyM3NxZEjRzB69GgkJSVpvXd0dDT27t2LoqIi5ObmYu/evdi4cSMAwN7eHmZmZgAAuVyOxo0bw9jYWNi2pKQE7777LlJSUlBcXIwbN24gOjoa6enpz+ufgoiISIQJIxER1XtNmzZF48aNcf/+faSkpAjdUdu3by9a7/Lly9i+fTsAYOLEiTh27Bh+/vlntGrVCvn5+fjkk0+03rtBgwbYv38/YmNj0bJlSwDAiRMnAACLFy8WktVevXph//79cHJyErYtKyvD0KFDcfToUXzzzTcwNjZGWVkZ4uLiav4fgYiISAITRiIiIjxODk+fPi0kjKpkTuXo0aMAgCZNmmDMmDEwMjKCvb09Jk2aBABISUnBzZs3RdsMHDgQDg4OkMvlQtXTvLy8Ku/X22+/DZlMBi8vLzRp0gQAkJOTU/0vSERE9BSYMBIREeFxwnjq1CkkJCSIlqncvXsXAODs7AyZTCYsd3Z2Fh7fu3dPtI2Dg4PwWC6XA6j6nIsmJiawsbERPQeA0tLSKm1PRET0rEzqegeIiIh0gao1MT4+HmVlZWjUqBHc3NxE6zg6OgIAMjMzoVQqhaRRfUyhah0V9TGJ6knmk5apGBnxvi4REdUt/hIREREBcHd3h6Ojo9D6p9m6CACBgYEAyhPGL7/8EmVlZcjOzsbatWsBAC1atICLi0u1PleVUObl5UGpVFa59ZGIiKg2MGEkIiL6H/UkUXP8IgC0atUKgwcPBgB8/vnn6Nq1K/r06YOkpCRYWloiKiqq2p+pSjB//fVXdOvWDVevXn3KvSciIqp5TBiJiIj+Rz1hlGphBICIiAjMnj0bPj4+UCqVsLCwQPfu3bF582Z4e3tX+zOHDx8OPz8/NGjQANbW1lAqlU+9/0RERDVNpuQvExEREREREUlgCyMRERERERFJYsJIREREREREkpgwEhERERERkSQmjERERERERCSJCSMRERERERFJYsJIREREREREkpgwEhERERERkSQmjERERERERCSJCSMRERERERFJYsJIREREREREkpgwEhERERERkaT/BwxpM1+qNS02AAAAAElFTkSuQmCC" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from darts.models import RNNModel, TCNModel, TransformerModel\n", + "\n", + "model_rnn = RNNModel( input_chunk_length=12, output_chunk_length=1, n_epochs=30, model_name='LSTM')\n", + "model_rnn.fit(train_series, verbose=True)\n", + "prediction_rnn = model_rnn.predict(len(test_series))\n", + "\n", + "# train_series.plot(label='actual')\n", + "test_series.plot(label='actual')\n", + "prediction_rnn.plot(label='forecast', lw=1)\n", + "\n", + "plt.legend()" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 54, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: False, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "HPU available: False, using: 0 HPUs\n", + "\n", + " | Name | Type | Params\n", + "----------------------------------------------------\n", + "0 | criterion | MSELoss | 0 \n", + "1 | train_metrics | MetricCollection | 0 \n", + "2 | val_metrics | MetricCollection | 0 \n", + "3 | dropout | MonteCarloDropout | 0 \n", + "4 | res_blocks | ModuleList | 92 \n", + "----------------------------------------------------\n", + "92 Trainable params\n", + "0 Non-trainable params\n", + "92 Total params\n", + "0.000 Total estimated model params size (MB)\n" + ] + }, + { + "data": { + "text/plain": "Training: 0it [00:00, ?it/s]", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "ccf9a638feca4055af6d809d4d8d85d7" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "`Trainer.fit` stopped: `max_epochs=30` reached.\n", + "GPU available: False, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "HPU available: False, using: 0 HPUs\n" + ] + }, + { + "data": { + "text/plain": "Predicting: 0it [00:00, ?it/s]", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "27233ab59f0f42ec8ed6e5050ff60d47" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_tcn = TCNModel(input_chunk_length=12, output_chunk_length=1, n_epochs=30)\n", + "model_tcn.fit(train_series, verbose=True)\n", + "prediction_tcn = model_tcn.predict(len(test_series))\n", + "\n", + "# train_series.plot(label='actual')\n", + "test_series.plot(label='actual')\n", + "prediction_tcn.plot(label='forecast', lw=1)\n", + "\n", + "plt.legend()" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 55, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "GPU available: False, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "HPU available: False, using: 0 HPUs\n", + "\n", + " | Name | Type | Params\n", + "------------------------------------------------------------\n", + "0 | criterion | MSELoss | 0 \n", + "1 | train_metrics | MetricCollection | 0 \n", + "2 | val_metrics | MetricCollection | 0 \n", + "3 | encoder | Linear | 128 \n", + "4 | positional_encoding | _PositionalEncoding | 0 \n", + "5 | transformer | Transformer | 548 K \n", + "6 | decoder | Linear | 65 \n", + "------------------------------------------------------------\n", + "548 K Trainable params\n", + "0 Non-trainable params\n", + "548 K Total params\n", + "2.195 Total estimated model params size (MB)\n" + ] + }, + { + "data": { + "text/plain": "Training: 0it [00:00, ?it/s]", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "57dee33fb73d4c6cb57db370801c05c5" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "`Trainer.fit` stopped: `max_epochs=30` reached.\n", + "GPU available: False, used: False\n", + "TPU available: False, using: 0 TPU cores\n", + "IPU available: False, using: 0 IPUs\n", + "HPU available: False, using: 0 HPUs\n" + ] + }, + { + "data": { + "text/plain": "Predicting: 0it [00:00, ?it/s]", + "application/vnd.jupyter.widget-view+json": { + "version_major": 2, + "version_minor": 0, + "model_id": "869aab54c27148eea7571d676d9913a1" + } + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": "" + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": "
", + "image/png": 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" + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model_transformer = TransformerModel(input_chunk_length=12, output_chunk_length=1, n_epochs=30)\n", + "model_transformer.fit(train_series, verbose=True)\n", + "prediction_transformer = model_transformer.predict(len(test_series))\n", + "\n", + "# train_series.plot(label='actual')\n", + "test_series.plot(label='actual')\n", + "prediction_transformer.plot(label='forecast', lw=1)\n", + "\n", + "plt.legend()" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "markdown", + "source": [ + "## Evaluation" + ], + "metadata": { + "collapsed": false + } + }, + { + "cell_type": "code", + "execution_count": 62, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Prophet\n", + "MAPE: 195.49%\n", + "MASE: 4.25\n", + "R^2: -0.62\n", + "AutoARIMA\n", + "MAPE: 94.51%\n", + "MASE: 3.76\n", + "R^2: -0.16\n", + "Exponential Smoothing\n", + "MAPE: 558.50%\n", + "MASE: 15.00\n", + "R^2: -14.13\n", + "RNN\n", + "MAPE: 106.90%\n", + "MASE: 3.83\n", + "R^2: -0.23\n", + "TCN\n", + "MAPE: 207.13%\n", + "MASE: 4.29\n", + "R^2: -0.67\n", + "Transformer\n", + "MAPE: 94.76%\n", + "MASE: 3.77\n", + "R^2: -0.16\n" + ] + } + ], + "source": [ + "from darts.metrics import mape, mase\n", + "\n", + "print('Prophet')\n", + "print('MAPE: {:.2f}%'.format(mape(prediction_prophet, test_series)))\n", + "print('MASE: {:.2f}'.format(mase(prediction_prophet, test_series, train_series)))\n", + "print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_prophet.values())))\n", + "\n", + "print('AutoARIMA')\n", + "print('MAPE: {:.2f}%'.format(mape(prediction_aarima, test_series)))\n", + "print('MASE: {:.2f}'.format(mase(prediction_aarima, test_series, train_series)))\n", + "print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_aarima.values())))\n", + "\n", + "print('Exponential Smoothing')\n", + "print('MAPE: {:.2f}%'.format(mape(prediction_exp, test_series)))\n", + "print('MASE: {:.2f}'.format(mase(prediction_exp, test_series, train_series)))\n", + "print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_exp.values())))\n", + "\n", + "print('RNN')\n", + "print('MAPE: {:.2f}%'.format(mape(prediction_rnn, test_series)))\n", + "print('MASE: {:.2f}'.format(mase(prediction_rnn, test_series, train_series)))\n", + "print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_rnn.values())))\n", + "\n", + "print('TCN')\n", + "print('MAPE: {:.2f}%'.format(mape(prediction_tcn, test_series)))\n", + "print('MASE: {:.2f}'.format(mase(prediction_tcn, test_series, train_series)))\n", + "print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_tcn.values())))\n", + "\n", + "print('Transformer')\n", + "print('MAPE: {:.2f}%'.format(mape(prediction_transformer, test_series)))\n", + "print('MASE: {:.2f}'.format(mase(prediction_transformer, test_series, train_series)))\n", + "print('R^2: {:.2f}'.format(r2_score(test_series.values(), prediction_transformer.values())))" + ], + "metadata": { + "collapsed": false + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.11" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +}

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