Giter Club home page Giter Club logo

dsc-data-visualization-with-pandas's Introduction

Data Visualization with Pandas

Introduction

In this lesson, we will be looking at data visualization using Pandas and Matplotlib - modules that we have already seen and used. Pandas uses matplotlib under the hood for data visualization, and provides some handy yet efficient methods for visualizing data from DataFrames.

Objectives

You will be able to:

  • Make visualizations using pandas built-in methods

Styling a Plot

Before we dive into data visualization in Pandas, it would be a good idea to get a quick introduction to Matplotlib's style module. Matplotlib comes with a number of predefined styles to customize the plots. These styles generally change the look of plots by changing color maps, line styles, backgrounds etc. Because Pandas is built on Matplotlib for visualizations, this will change the style of our Pandas graphs as we'll see below:

We can use plt.style.available to see a list of predefined styles available in Matplotlib. The %matplotlib notebook magic command below optimizes the plots for displaying them in jupyter notebooks.

%matplotlib notebook
import matplotlib.pyplot as plt
plt.style.available
['seaborn-dark',
 'seaborn-darkgrid',
 'seaborn-ticks',
 'fivethirtyeight',
 'seaborn-whitegrid',
 'classic',
 '_classic_test',
 'fast',
 'seaborn-talk',
 'seaborn-dark-palette',
 'seaborn-bright',
 'seaborn-pastel',
 'grayscale',
 'seaborn-notebook',
 'ggplot',
 'seaborn-colorblind',
 'seaborn-muted',
 'seaborn',
 'Solarize_Light2',
 'seaborn-paper',
 'bmh',
 'tableau-colorblind10',
 'seaborn-white',
 'dark_background',
 'seaborn-poster',
 'seaborn-deep']

So this provides us with a list of styles available. In order to use a style, we simply give the command plt.style.use(<style name>). Let's use ggplot for now and see how it changes the default style. Feel free to try other styles and see how they impact the look and feel of the plots!

plt.style.use('ggplot')

Create a dataset for visualization

Pandas offers excellent built-in visualization features. It's particularly useful for exploratory data analysis of data that's stored as Pandas Series or DataFrame.

Let's build a synthetic temporal DataFrame with the following steps:

  • Data frame with three columns A, B, and C
  • For data in each column, we will use a random number generator to generate 365 numbers (to reflect days in a year) using np.random.randn()
  • Using numpy's .cumsum() (cumulative sum) method, we will cumulatively sum the generated random numbers in each column
  • Offset column B by +25 and column C by -25 with respect to Column A, which will remain unchanged
  • Using pd.date_range(), set the index to be every day in 2018 (starting from 1st of January)

We'll also set a seed for controlling the randomization, allowing us to reproduce the data.

It is always a good idea to set a random seed when dealing with probabilistic outputs.

Let's give this a go:

import pandas as pd
import numpy as np

np.random.seed(777)

data = pd.DataFrame({'A':np.random.randn(365).cumsum(),
                    'B':np.random.randn(365).cumsum() + 25,
                    'C':np.random.randn(365).cumsum() - 25}, 
                     index = pd.date_range('1/1/2018', periods = 365))
data.head()
<style scoped> .dataframe tbody tr th:only-of-type { vertical-align: middle; }
.dataframe tbody tr th {
    vertical-align: top;
}

.dataframe thead th {
    text-align: right;
}
</style>
A B C
2018-01-01 -0.468209 25.435990 -22.997943
2018-01-02 -1.291034 26.479220 -22.673404
2018-01-03 -1.356414 25.832356 -21.669027
2018-01-04 -2.069776 26.456703 -21.408310
2018-01-05 -1.163425 25.864281 -22.685208

This is great. Now we have a dataset with three columns that we can call time-series. Let's inspect our data visually. To plot this data we can simply use the .plot() method on the DataFrame.

data.plot()
<IPython.core.display.Javascript object>

<matplotlib.axes._subplots.AxesSubplot at 0x1095fef60>

This is sweet. So, we didn't have to define our canvas, axes or labels etc. This is where Pandas really shines. The DataFrame.plot() method is just a simple wrapper around plt.plot() that draws line plots. So when we call data.plot(), we get a line graph of all the columns in the data frame with labels.

Also, notice how this plot looks different in terms of look and feel. This is because of the style we used earlier. Additionally, the %matplotlib notebook makes the plots interactive. Try clicking, dragging, and zooming on the plot above to see how this works.

Try changing it to a different style and see which one would you prefer.

Scatter Plots

The DataFrame.plot() allows us to plot a number of different kinds of plots. We can select which plot we want to use by specifying the kind parameter. Here is a complete list from the documentation:

kind : str

‘line’ : line plot (default)
‘bar’ : vertical bar plot
‘barh’ : horizontal bar plot
‘hist’ : histogram
‘box’ : boxplot
‘kde’ : Kernel Density Estimation plot
‘density’ : same as ‘kde’
‘area’ : area plot
‘pie’ : pie plot
‘scatter’ : scatter plot
‘hexbin’ : hexbin plot

Let's try and create a scatter plot that takes the A and B columns of data. We pass in 'scatter' to the kind parameter to change the plot type. Also note, putting a semicolon at the end of plotting function would mute any extra text out.

data.plot('A', 'B', kind='scatter');
<IPython.core.display.Javascript object>

We can also choose the plot kind by using the methods dataframe.plot.kind instead of passing the kind argument as we'll see below. Lets now create another scatter plot with points varying in color and size. We'll perform the following steps:

  • Use df.plot.scatter() and pass in columns 'A' and 'C'
  • Set the color c and size s of the data points to change based on the value of column B
  • Choose the color palette by passing a string into the parameter colormap

A complete list of colormaps is available at Official Documentation.

Let's see this in action:

data.plot.scatter('A', 'C', 
                  c = 'B',
                  s = data['B'],
                  colormap = 'viridis');
<IPython.core.display.Javascript object>

<img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABQAAAAPACAYAAABq3NR5AAAgAElEQVR4XuzdB5wU9d3H8d/e3h13RztAehGkiIIFREUsKCoWVBS7RjGJGstjIhqjsYKaqDFiiRXRRI0ajbGiSLVhAQUbvUvv5WjXdvd5/QcPD7hlZ2Zn/vPf2c++nryi3L++vzP3DL/M7EQSiURC+CCAAAIIIIAAAggggAACCCCAAAIIIIBAKAUiFABDmSubQgABBBBAAAEEEEAAAQQQQAABBBBAwBKgAMiBgAACCCCAAAIIIIAAAggggAACCCCAQIgFKACGOFy2hgACCCCAAAIIIIAAAggggAACCCCAAAVAjgEEEEAAAQQQQAABBBBAAAEEEEAAAQRCLEABMMThsjUEEEAAAQQQQAABBBBAAAEEEEAAAQQoAHIMIIAAAggggAACCCCAAAIIIIAAAgggEGIBCoAhDpetIYAAAggggAACCCCAAAIIIIAAAgggQAGQYwABBBBAAAEEEEAAAQQQQAABBBBAAIEQC1AADHG4bA0BBBBAAAEEEEAAAQQQQAABBBBAAAEKgBwDCCCAAAIIIIAAAggggAACCCCAAAIIhFiAAmCIw2VrCCCAAAIIIIAAAggggAACCCCAAAIIUADkGEAAAQQQQAABBBBAAAEEEEAAAQQQQCDEAhQAQxwuW0MAAQQQQAABBBBAAAEEEEAAAQQQQIACIMcAAggggAACCCCAAAIIIIAAAggggAACIRagABjicNkaAggggAACCCCAAAIIIIAAAggggAACFAA5BhBAAAEEEEAAAQQQQAABBBBAAAEEEAixAAXAEIfL1hBAAAEEEEAAAQQQQAABBBBAAAEEEKAAyDGAAAIIIIAAAggggAACCCCAAAIIIIBAiAUoAIY4XLaGAAIIIIAAAggggAACCCCAAAIIIIAABUCOAQQQQAABBBBAAAEEEEAAAQQQQAABBEIsQAEwxOGyNQQQQAABBBBAAAEEEEAAAQQQQAABBCgAcgwggAACCCCAAAIIIIAAAggggAACCCAQYgEKgCEOl60hgAACCCCAAAIIIIAAAggggAACCCBAAZBjAAEEEEAAAQQQQAABBBBAAAEEEEAAgRALUAAMcbhsDQEEEEAAAQQQQAABBBBAAAEEEEAAAQqAHAMIIIAAAggggAACCCCAAAIIIIAAAgiEWIACYIjDZWsIIIAAAggggAACCCCAAAIIIIAAAghQAOQYQAABBBBAAAEEEEAAAQQQQAABBBBAIMQCFABDHC5bQwABBBBAAAEEEEAAAQQQQAABBBBAgAIgxwACCCCAAAIIIIAAAggggAACCCCAAAIhFqAAGOJw2RoCCCCAAAIIIIAAAggggAACCCCAAAIUADkGEEAAAQQQQAABBBBAAAEEEEAAAQQQCLEABcAQh8vWEEAAAQQQQAABBBBAAAEEEEAAAQQQoADIMYAAAggggAACCCCAAAIIIIAAAggggECIBSgAhjhctoYAAggggAACCCCAAAIIIIAAAggggAAFQI4BBBBAAAEEEEAAAQQQQAABBBBAAAEEQixAATDE4bI1BBBAAAEEEEAAAQQQQAABBBBAAAEEKAByDCCAAAIIIIAAAggggAACCCCAAAIIIBBiAQqAIQ6XrSGAAAIIIIAAAggggAACCCCAAAIIIEABkGMAAQQQQAABBBBAAAEEEEAAAQQQQACBEAtQAAxxuGwNAQQQQAABBBBAAAEEEEAAAQQQQAABCoAcAwgggAACCCCAAAIIIIAAAggggAACCIRYgAJgiMNlawgggAACCCCAAAIIIIAAAggggAACCFAA5BhAAAEEEEAAAQQQQAABBBBAAAEEEEAgxAIUAEMcLltDAAEEEEAAAQQQQAABBBBAAAEEEECAAiDHAAIIIIAAAggggAACCCCAAAIIIIAAAiEWoAAY4nDZGgIIIIAAAggggAACCCCAAAIIIIAAAhQAOQYQQAABBBBAAAEEEEAAAQQQQAABBBAIsQAFwBCHy9YQQAABBBBAAAEEEEAAAQQQQAABBBCgAMgxgAACCCCAAAIIIIAAAggggAACCCCAQIgFKACGOFy2hgACCCCAAAIIIIAAAggggAACCCCAAAVAjgEEEEAAAQQQQAABBBBAAAEEEEAAAQRCLEABMMThsjUEEEAAAQQQQAABBBBAAAEEEEAAAQQoAHIMIIAAAggggAACCCCAAAIIIIAAAgggEGIBCoAhDpetIYAAAggggAACCCCAAAIIIIAAAgggQAGQYwABBBBAAAEEEEAAAQQQQAABBBBAAIEQC1AADHG4bA0BBBBAAAEEEEAAAQQQQAABBBBAAAEKgBwDCCCAAAIIIIAAAggggAACCCCAAAIIhFiAAmCIw2VrCCCAAAIIIIAAAggggAACCCCAAAIIUADkGEAAAQQQQAABBBBAAAEEEEAAAQQQQCDEAhQAQxwuW0MAAQQQQAABBBBAAAEEEEAAAQQQQIACIMcAAggggAACCCCAAAIIIIAAAggggAACIRagABjicNkaAggggAACCCCAAAIIIIAAAggggAACFAA5BhBAAAEEEEAAAQQQQAABBBBAAAEEEAixAAXAEIfL1hBAAAEEEEAAAQQQQAABBBBAAAEEEKAAyDGAAAIIIIAAAggggAACCCCAAAIIIIBAiAUoAIY4XLaGAAIIIIAAAggggAACCCCAAAIIIIAABUCOAQQQQAABBBBAAAEEEEAAAQQQQAABBEIsQAEwxOGyNQQQQAABBBBAAAEEEEAAAQQQQAABBCgAcgwggAACCCCAAAIIIIAAAggggAACCCAQYgEKgCEOl60hgAACCCCAAAIIIIAAAggggAACCCBAAZBjAAEEEEAAAQQQQAABBBBAAAEEEEAAgRALUAAMcbhsDQEEEEAAAQQQQAABBBBAAAEEEEAAAQqAHAMIIIAAAggggAACCCCAAAIIIIAAAgiEWIACYIjDZWsIIIAAAggggAACCCCAAAIIIIAAAghQAOQYQAABBBBAAAEEEEAAAQQQQAABBBBAIMQCFABDHC5bQwABBBBAAAEEEEAAAQQQQAABBBBAgAIgxwACCCCAAAIIIIAAAggggAACCCCAAAIhFqAAGOJw2RoCCCCAAAIIIIAAAggggAACCCCAAAIUADkGEEAAAQQQQAABBBBAAAEEEEAAAQQQCLEABcAQh8vWEEAAAQQQQAABBBBAAAEEEEAAAQQQoADIMYAAAggggAACCCCAAAIIIIAAAggggECIBSgAhjhctoYAAggggAACCCCAAAIIIIAAAggggAAFQI4BBBBAAAEEEEAAAQQQQAABBBBAAAEEQixAATDE4bI1BBBAAAEEEEAAAQQQQAABBBBAAAEEKAByDCCAAAIIIIAAAggggAACCCCAAAIIIBBiAQqAIQ6XrSGAAAIIIIAAAggggAACCCCAAAIIIEABkGMAAQQQQAABBBBAAAEEEEAAAQQQQACBEAtQAAxxuGwNAQQQQAABBBBAAAEEEEAAAQQQQAABCoAcAwgggAACCCCAAAIIIIAAAggggAACCIRYgAJgiMNlawgggAACCCCAAAIIIIAAAggggAACCFAA5BhAAAEEEEAAAQQQQAABBBBAAAEEEEAgxAIUAEMcLltDAAEEEEAAAQQQQAABBBBAAAEEEECAAiDHAAIIIIAAAggggAACCCCAAAIIIIAAAiEWoAAY4nDZGgIIIIAAAggggAACCCCAAAIIIIAAAhQAOQYQQAABBBBAAAEEEEAAAQQQQAABBBAIsQAFwBCHy9YQQAABBBBAAAEEEEAAAQQQQAABBBCgAMgxgAACCCCAAAIIIIAAAggggAACCCCAQIgFKACGOFy2hgACCCCAAAIIIIAAAggggAACCCCAAAVAjgEEEEAAAQQQQAABBBBAAAEEEEAAAQRCLEABMMThsjUEEEAAAQQQQAABBBBAAAEEEEAAAQQoAHIMIIAAAggggAACCCCAAAIIIIAAAgggEGIBCoAhDpetIYAAAggggAACCCCAAAIIIIAAAgggQAGQYwABBBBAAAEEEEAAAQQQQAABBBBAAIEQC1AADHG4bA0BBBBAAAEEEEAAAQQQQAABBBBAAAEKgBwDCCCAAAIIIIAAAggggAACCCCAAAIIhFiAAmCIw2VrCCCAAAIIIIAAAggggAACCCCAAAIIUADkGEAAAQQQQAABBBBAAAEEEEAAAQQQQCDEAhQAQxwuW0MAAQQQQAABBBBAAAEEEEAAAQQQQIACIMcAAggggAACCCCAAAIIIIAAAggggAACIRagABjicNkaAggggAACCCCAAAIIIIAAAggggAACFAA5BhBAAAEEEEAAAQQQQAABBBBAAAEEEAixAAXAEIfL1hBAAAEEEEAAAQQQQAABBBBAAAEEEKAAyDGAAAIIIIAAAggggAACCCCAAAIIIIBAiAUoAIY4XLaGAAIIIIAAAggggAACCCCAAAIIIIAABUCOgcAFEomExOPxwNdhZwHRaNRqFovF7DSnjWYB8tEM7mA6snGAFUBT8gkA3eaUZGMTKqBm5BMQvM1pyccmVADN/M4mJydHIpFIADvzfspEIiYSX+39wG5GzGkskcj2vw/xQQCBzBOgAJh5mYVuxaqYtnLlSuP3pS4kmjVrZq1zxYoVGVO0NB7WowWSj0eQPgxDNj6gejgk+XiI6fFQZOMxqMfDkY/HoB4PRz4eg3o4nI5smjZtKlVFRg+XHshQidgKSaw+JpC5d5000vhTiUS3/32IDwIIZJ4ABcDMyyx0K6YAGLpIA9mQjovJQDYWgknJxuwQycfcfMjG3GzUysiHfMwWMHd1Os4dCoD+5E8B0B9XRkVAlwAFQF3SzJNUgAIgB4cXAjouJr1YZzaOQTZmp04+5uZDNuZmQwHQ7GzIx+x8dPxuC1sBMLb6KCNCjTaewB2ARiTBIhBwJ0AB0J0bvTwUoADoIWYWD6XjYjKLedPaOtmkxed7Z/Lxndj1BGTjmk5LR/LRwux6EvJxTed7Rx3ZUAD0J0YKgP64MioCugQoAOqSZp6kAhQAOTi8ENBxMenFOrNxDLIxO3XyMTcfsjE3G7Uy8iEfswXMXZ2OcydcBcDlUr7qSCMCzW/yuUSizY1YC4tAAAHnAhQAnZvRw2MBCoAeg2bpcDouJrOUNu1tk03ahL4OQD6+8qY1ONmkxed7Z/LxnTitCcgnLT5fO+vIhgKgPxFSAPTHlVER0CVAAVCXNPMkFaAAyMHhhYCOi0kv1pmNY5CN2amTj7n5kI252aiVkQ/5mC1g7up0nDsUAP3JnwKgP66MioAuAQqAuqSZhwIgx4CvAjouJn3dQIgHJxuzwyUfc/MhG3OzoQBodjbkY3Y+On63ha0AWLqqlxGhFjT5gkeAjUiCRSDgToACoDs3enkowB2AHmJm8VA6LiazmDetrZNNWny+dyYf34ldT0A2rum0dCQfLcyuJyEf13S+d9SRDQVAf2KkAOiPK6MioEuAAqAuaeZJKkABkIPDCwEdF5NerDMbxyAbs1MnH3PzIRtzs1ErIx/yMVvA3NXpOHcoAPqTPwVAf1wZFQFdAhQAdUkzDwVAjgFfBXRcTPq6gRAPTjZmh0s+5uZDNuZmQwHQ7GzIx+x8dPxuC1MBMB5bLttW9TQi1MImX0kObwE2IgsWgYAbAQqAbtTo46kAdwB6ypm1g+m4mMxa3DQ3TjZpAvrcnXx8Bk5jeLJJA09DV/LRgJzGFOSTBp7PXXVkQwHQnxApAPrjyqgI6BKgAKhLmnmSClAA5ODwQkDHxaQX68zGMcjG7NTJx9x8yMbcbNTKyId8zBYwd3U6zh0KgP7kTwHQH1dGRUCXAAVAXdLMQwGQY8BXAR0Xk75uIMSDk43Z4ZKPufmQjbnZUAA0OxvyMTsfHb/bwlYA3LzycCNCrdN0Io8AG5EEi0DAnQAFQHdu9PJQgDsAPcTM4qF0XExmMW9aWyebtPh870w+vhO7noBsXNNp6Ug+WphdT0I+rul876gjGwqA/sRIAdAfV0ZFQJcABUBd0syTVIACIAeHFwI6Lia9WGc2jkE2ZqdOPubmQzbmZqNWRj7kY7aAuavTce5QAPQnfwqA/rgyKgK6BCgA6pJmHgqAHAO+Cui4mPR1AyEenGzMDpd8zM2HbMzNhgKg2dmQj9n56PjdFrYCYMnKw4wItV7TSTwCbEQSLAIBdwIUAN250ctDAe4A9BAzi4fScTGZxbxpbZ1s0uLzvTP5+E7segKycU2npSP5aGF2PQn5uKbzvaOObCgA+hMjBUB/XBkVAV0CFAB1STNPUgEKgBwcXgjouJj0Yp3ZOAbZmJ06+ZibD9mYm41aGfmQj9kC5q5Ox7lDAdCf/CkA+uPKqAjoEqAAqEuaeSgAcgz4KqDjYtLXDYR4cLIxO1zyMTcfsjE3GwqAZmdDPmbno+N3W5gKgLHYctmw8lAjQi1u+rVEo82NWAuLQAAB5wIUAJ2b0cNjAe4A9Bg0S4fTcTGZpbRpb5ts0ib0dQDy8ZU3rcHJJi0+3zuTj+/EaU1APmnx+dpZRzYUAP2JkAKgP66MioAuAQqAuqSZJ6kABUAODi8EdFxMerHObByDbMxOnXzMzYdszM1GrYx8yMdsAXNXp+PcoQDoT/4UAP1xZVQEdAlQANQlzTwUADkGfBXQcTHp6wZCPDjZmB0u+ZibD9mYmw0FQLOzIR+z89Hxuy1sBcB1K3sYEWrDpt/wCLARSbAIBNwJUAB050YvDwW4A9BDzCweSsfFZBbzprV1skmLz/fO5OM7sesJyMY1nZaO5KOF2fUk5OOazveOOrKhAOhPjBQA/XFlVAR0CVAA1CXNPEkFKABycHghoONi0s46FyxeJx9OmCOTvl8sW0srJJoTkcYN68iJR3aQYw/fR+oU5dsZJlRtTMkmVKgeboZ8PMT0eCiy8RjU4+HIx2NQj4cjH49BPRxORzYUAD0MrNpQFAD9cWVUBHQJUADUJc08FAA5BnwV0HExuacNrN+4TYb+c4LMnL9acnIiEo8ndmoeiYhEozlydt8ucvZJXSWi/iBLPkFnkyXMrrdJPq7pfO9INr4TpzUB+aTF53tn8vGd2PUEOrIJVwFwmaxeYcYjwI2bqUeAW7jOno4IIBCsAAXAYP2ZXUS4A5DDwAsBHReTyda5dv1WuXXoKNmwqXS3wl9NfU7s1UGuOP/QrCkCBpmNF8dW2McgH3MTJhtzs1ErIx/yMVvA3NXpOHcoAPqTPwVAf1wZFQFdAhQAdUkzT1IBCoAcHF4I6LiYrGmdsVhcbnpgpCxdVWKr+Fc1xmVndZd+x3X2YuvGjxFUNsbDGLJA8jEkiBqWQTbmZkMB0OxsyMfsfHT8bqMA6M8xQAHQH1dGRUCXAAVAXdLMQwGQY8BXAR0XkzVtYOL3i+Xvz33meG91a9eSZ+45U/Jyo477ZlqHoLLJNKeg1ks+QcmnnpdsUhsF2YJ8gtRPPTf5pDYKqoWObMJWAFxpyCPATXkEOKjThnkR8ESAAqAnjAySjgB3AKajR98qAR0XkzVpD/nHOJk+b5Wju/+qxhl02ZHSq/veoQ8xqGxCD+vRBsnHI0gfhiEbH1A9HJJ8PMT0YSjy8QHVoyF1ZEMB0KOwdhmGAqA/royKgC4BCoC6pJknqQAFQA4OLwR0XEzuus6Nm0rl8tvedLX8nIhIty4t5ZYre7vqn0mdgsgmk3yCXiv5BJ1A8vnJxtxs1MrIh3zMFjB3dTrOnTAVACtjy2T5ikOMCLR5s8mSy0tAjMiCRSDgRoACoBs1+ngqQAHQU86sHUzHxeSuuD8tXS9/fGCka/O2LRvIgzef4rp/pnQMIptMsTFhneRjQgo1r4FszM2GAqDZ2ZCP2fno+N1GAdCfY4ACoD+ujIqALgEKgLqkmSepAAVADg4vBHRcTHpdANy7ZbH8/eZTvdi+0WMEkY3RIIYtjnwMC6TacsjG3GwoMJmdDfmYnY+O320UAP05BigA+uPKqAjoEqAAqEuaeSgAcgz4KqDjYnLXDWwo2SZX3P6Wq31F1CPA+7WQP191rKv+mdQpiGwyySfotZJP0Akkn59szM2GApPZ2ZCP2fno+N0WqgJg5TJZYsgjwK3UI8C5Lcw+wFgdAggkFaAAyMERuAB3AAYeQSgWoONisiaoOx8dK7Pmr5Z4IuHY8feX9pKje7R13C/TOgSVTaY5BbVe8glKPvW8ZJPaKMgW5BOkfuq5ySe1UVAtdGRDAdCfdCkA+uPKqAjoEqAAqEuaeZIKUADk4PBCQMfFZE3r/PLbRTL0nxMcb6F2Ub48e89ZkpcXddw30zoElU2mOQW1XvIJSj71vGST2ijIFuQTpH7quckntVFQLXRkQwHQn3QpAPrjyqgI6BKgAKhLmnkoAHIM+Cqg42Kypg1UxuJyw33vy8o1myUet38X4K/OOFj6n7C/ryamDB5UNqbs3/R1kI+5CZGNudmolZEP+ZgtYO7qdJw7YSsALjLkEeA2PAJs7onFyhCwIUAB0AYSTfwV4A5Af32zZXQdF5PJLFet3Sy3Dh0tm7aU2SoC9j6snVx7cU+JqC8CzIJPkNlkAW/aWySftAl9G4BsfKP1ZGDy8YTRt0HIxzfatAfWkQ0FwLRjqnEACoD+uDIqAroEKADqkmaepAIUADk4vBDQcTG5p3WuWb9FHhz+mcxfvE5yciK7FQJVrU8V/NRdfxeceqDVJls+QWeTLc5u90k+buX870c2/hunMwP5pKPnf1/y8d/Y7Qw6sqEA6DadPfejAOiPK6MioEuAAqAuaeahAMgx4KuAjovJVBtIJBIye+EaGfXZHPn6hyVSWl4pqvDXqLhI+h7ZUfoc0V7q1y1INUzofm5CNqFD9XBD5OMhpsdDkY3HoB4PRz4eg3o8HPl4DOrhcDqyCVMBsKJymSxc0cPDBNwP1bbZN5LHW4DdA9ITgYAFKAAGHADTi3AHIEeBFwI6LiadrjMWi1t3+mXLo77JfEzMxmmWYW5PPuamSzbmZqNWRj7kY7aAuavTce5QAPQnfwqA/rgyKgK6BCgA6pJmnqQCFAA5OLwQ0HEx6cU6s3EMsjE7dfIxNx+yMTcbCoBmZ0M+Zuej43cbBUB/jgEKgP64MioCugQoAOqSZh4KgBwDvgrouJj0dQMhHpxszA6XfMzNh2zMzYYCk9nZkI/Z+ej43Ra2AuD85WY8ArxPcx4BNvvsYnUI7FmAAiBHSOAC3AEYeAShWICOi8lQQAWwCbIJAN3BlOTjAEtzU7LRDO5wOvJxCKa5OfloBncwnY5sKAA6CMRBUwqADrBoioCBAhQADQwl25ZEATDbEvdnvzouJv1ZefhHJRuzMyYfc/MhG3OzUSsjH/IxW8Dc1ek4dygA+pM/BUB/XBkVAV0CFAB1STNPUgEKgBwcXgjouJj0Yp3ZOAbZmJ06+ZibD9mYmw0FQLOzIR+z89Hxuy1cBcDlMseQR4A7Wo8ANzf7AGN1CCCQVIACIAdH4AIUAAOPIBQL0HExGQqoADZBNgGgO5iSfBxgaW5KNprBHU5HPg7BNDcnH83gDqbTkQ0FQAeBOGhKAdABFk0RMFCAAqCBoWTbkigAZlvi/uxXx8WkPysP/6hkY3bG5GNuPmRjbjZqZeRDPmYLmLs6HecOBUB/8qcA6I8royKgS4ACoC5p5kkqQAGQg8MLAR0Xk6nWGY8nZPr05bJo0XopL6uUotr50rVrC2nRon6qrqH+uQnZhBo4zc2RT5qAPnYnGx9xPRiafDxA9HEI8vERN82hdWQTtgLgzOWHpqnuTffOzb/mEWBvKBkFgUAEKAAGws6k1QUoAHI8eCGg42Iy2TorKmIyduxMGT1qhqxZs0UikYjk5IiogmAiIdK5c1M5tV8X6dattRdbzbgxgswm47ACWDD5BIBuc0qysQkVUDPyCQje5rTkYxMqgGY6sqEA6E+wFAD9cWVUBHQJUADUJc08SQUoAHJweCGg42KypnVu3VouQx8aJ7Nnr7KKfTV9cnIiVjHwjDMOkHPO7WYVCLPpE1Q22WSczl7JJx09f/uSjb++6Y5OPukK+tuffPz1TWd0HdlQAEwnoeR9KQD648qoCOgSoACoS5p5KAByDPgqoONictcNVFbG5W8PjJFZs1ZaBT47n/PP7y6nnX6AnaahabNrNqVlFTLx65/kux+WyuYtZZKfF5UWzevLccd0kGZN64Vm35mykSDOnUyxCXqdZBN0Anuen3zIx2wBc1en49wJUwGwvHK5zFh2mBGB7tdikuTzFmAjsmARCLgRoADoRo0+ngpwB6CnnFk7mI6LyV1xJ3w2T555ZoIjc3U34COPniMNGhQ56pfJjauyqYzF5alho2Xk6OmydVuFVN0ZqfZW9c9d928ml154qLRqWZzJW86otQdx7mQUUICLJZsA8W1MTT42kAJsQj4B4qeYWkc2FAD9yZ8CoD+ujIqALgEKgLqkmSepAAVADg4vBHRcTO66zjvvGCELF65N+uhvTftSj/+eNeAgOeusg7zYdkaMobJp1Kix3H73mzLpm/l79FKFwLy8qNxyw/Gyb8cmGbG/TF9kEOdOppvpWj/Z6JJ2Nw/5uHPT1Yt8dEk7n0dHNhQAnedipwcFQDtKtEHAXAEKgOZmkzUrowCYNVH7ulGvLyY3rN8qn300R5Yt3SDqJR916hTIIYe1kS4HtrTuVlu8eL3c+ud3Xe2pfv0CefyJ8131zcROKpt//nuyjB431VaxVH1FYkGtPPnr4H7StEndTNxyRq3Z63MnozZv+GLJxuyAyId8zBYwd3U6zp2wFQCnLjvciEC7tpjII8BGJMEiEHAnQAHQnRu9PBSgAOghZhYP5dXF5NrVm+WVFyfJlEk/WcUqVYxKJBISUS/yiCWkUeM60v/sg6Wobi157LGPXYs/9/zFkp+f67p/JnVctrxE/njbO46WrIqsxx7dQS4f2NNRPxo7F/Dq3HE+Mz1SCZBNKqFgf04+wfu4fLgAACAASURBVPqnmp18UgkF93Md2VAA9CdfCoD+uDIqAroEKADqkmaepAIUADk4vBDw4mJy6eL1ct/gkbJlc1nKl3oceEgr+e7HZdsrhC4+Tz9zodSune+iZ+Z1eeHlr2XsR7MkZvNFKVU7zMvNkScfOVdqF2WHU1DJenHuBLX2sM9LNmYnTD7kY7aAuavTce6ErQD4/bIjjAj0oBZfcgegEUmwCATcCVAAdOdGLw8FKAB6iJnFQ9m5mFRv6p01Y4WsXr1ZYrG41KtfIF0PaCm1auXK5k2lctuNb0vJxm0pi39VzPFoRCQ3x7G6urvtn/+6xHqUOOwfdffkb675j5SVVbra6hWX9ZTjjunoqi+d7AnYOXfsjUQrrwXIxmtRb8cjH289vR6NfLwW9W48HdlQAPQur+ojUQD0x5VREdAlQAFQlzTzJBWgAMjB4YXAni4mS0srZPyYmTJm1AxZu2bLTtMVFORJ7z6dRJXxRo2YZj3u6+QTz89xdBegKvod3K2VDBrUx8k0Gdt269Zyufz/XnO1/mg0Iv37HSDnnJk9L0xxBZVmJx1/EUtziVnbnWzMjp58yMdsAXNXp+PcoQDoT/4UAP1xZVQEdAlQANQlzTwUADkGfBVIdjG5ft1W+dtfR1kv80hW21NFOXV3oMQS4vievLwciTu8k+/mW06Url1b+OphyuCbt5TJlde97mo5qgB4+ild5bwBB7vqTyd7Ajr+ImZvJbTaVYBszD4myId8zBYwd3U6zp2wFQC/XdrLiEC7tfyCR4CNSIJFIOBOgAKgOzd6eSjAHYAeYmbxUDVdTKq7z4bcPkJWrihJ/VhvVXUwLraLgNYLQiIRSeTn2Hq7rSo0tmpdLPfee7pEXH53YKZFrAqrA3/3ivXItdOPIrr0okPlpOM7O+1KewcCOv4i5mA5NK0mQDZmHw7kQz5mC5i7Oh3nDgVAf/KnAOiPK6MioEuAAqAuaeZJKkABkIPDC4GaLibfeG2KjHjnh9TFv6oF/FwEjDioVRU3KJKNZeUSj29/W3Cyjyr+FRcXyuAh/aRBgyIvtpwxYzz57Ofy5aSFjouAyuwfDw7IOi/dwer4i5juPYVlPrIxO0nyIR+zBcxdnY5zhwKgP/lTAPTHlVER0CVAAVCXNPNQAOQY8FVg14vJ8vIK+f1Vr8nmzWXO53XwKHDzFvVl4O+OlCef+lQ2rN9mvdjDepz45491l2BCpGOnJvL763qLKhhm22fu/DVy570jHW1bOfbo1lquv7a3o340di6g4y9izldFDyVANmYfB+RDPmYLmLs6HedOmAqAZZXLZfLSI40I9JCWn0ut3OZGrIVFIICAcwEKgM7N6OGxAHcAegyapcPtejE58cv58o+HP3Kuoap1CZGIjXeBqCJV14Nayo239rXubhsxdoZ8OGqalKzdJuouwkSOSEXtqJQVR6VOw0I5tUcHOeWQ9tKwbqHzdWVwD/W4898e+Vi+/3Gx7bsxozkRGXL7KbJP20YZvPPMWLqOv4hlhoR5qyQb8zKpviLyIR+zBcxdnY5zhwKgP/lTAPTHlVER0CVAAVCXNPMkFaAAyMHhhcCuF5PvvPmd/O/1KbYLTjutIZGwCnh2Pv93Yx/pcfje8vLHU+U/n00XVbiKVbsDcKe/LEYiUpCfK3ddeLR0adPYzvChaKOyqV27WK7748uyaPHaPWZS9dWI1/3uaOl5WNtQ7N/0Tej4i5jpBqauj2xMTWb7usiHfMwWMHd1Os4dCoD+5E8B0B9XRkVAlwAFQF3SzEMBkGPAV4FdLybfeG2yvPf29xKL2biVb9eV2SwA1qtfIA8/fYG8+uk0eW3CdFv7UwWu3Jwcuf+yPrJvy+y4u60qmy1byuSeB96WiV8vtF6CUv1R6apHpxs1rC1XXNZTDsyStyTbOmh8bqTjL2I+byG0w5ON2dGSD/mYLWDu6nScO+EqAK6QSUuOMiLQw1pNkFq5zYxYC4tAAAHnAhQAnZvRw2MB7gD0GDRLh9v1YvLDD6bKyy9MtPV23p3IrHqhvTsAr77+WKnVrEjuePkTR+o5kYjUK8qXf/7hdMnLjTrqm4mNd81m9ZpNMu7jOTL528WyeUuZ5OVFpXXLYjnhuE5yQJcW1vco8tEnoOMvYvp2E66ZyMbsPMmHfMwWMHd1Os4dCoD+5E8B0B9XRkVAlwAFQF3SzJNUgAIgB4cXArteTK5csVFu/P0broa2vv8v2WO8P7/k45Lf9pQTTt5fBr/yqUyZt0Lie3gDcLJF3DSgp/TuurerNWZSJx0X+pnkYdpayce0RH5ZD9mYm41aGfmQj9kC5q5Ox7lDAdCf/CkA+uPKqAjoEqAAqEuaeSgAcgz4KlDTxeRD94+RH39Y6uh7AIuK8qT3sZ3k0/GzZeuWcolG1d1o2x9XTSQSsl/X5nL6gIOkywEtZOWGLfLbx0a42pe6C7BTy4by99+c4Kp/JnXScaGfSR6mrZV8TEuEAqC5iey8Ms4ds5MiH3Pz0ZFN2AqAXy05xohAe7b6lEeAjUiCRSDgToACoDs3enkowB2AHmJm8VA1XUzOmrlS/jrkA0ePAZ934SFyWv8DpaIiJlMm/STLlm2UivKY1KlbS7r3aCPNWtTfofzepNky7MNv1UuDXX9e/uOZUr+oluv+mdBRx4V+JjiYukbyMTUZ7jAzN5ntK+PcMTsh8jE3Hx3ZUAD0J38KgP64MioCugQoAOqSZp6kAhQAOTi8EEh2Mfnx+Nny/LDPbU1x1DHt5Yqrj7ZeUGHno978+/qE6Unf+mtnjKeuOUVa71XPTtOMbaPjQt9LnPLySlm/fqtUVsSldp18KS4u8nJ448bKtHyMA/RxQWTjI64HQ5OPB4g+DkE+PuKmObSObCgAphlSku4UAP1xZVQEdAlQANQlzTwUADkGfBXY08Xk15MWygvPfSklG0utF0xUf/usWpR6CcVp/Q+Q/gMOdvQCilc+mSqvfZZeAfCZa0+Vlo3q+moT9OA6LvS92OPiRetl7JiZMuGzuVJeHtsxZLt2jaTvSfvJYT3bSn5+rhdTGTVGpuRjFJqmxZCNJmiX05CPSzhN3chHE7SLaXRkE6YCYGnlCvliSW8X0t536dXqEyngLcDewzIiApoEKABqgmaa5ALcAcjR4YVAqovJWCwu305eLJ+Mny0rV5aI+nd1Z9cRR+0jRx7VXgqL8h0v48Mp8+TxEd847lfVQd1n+J8/nSV5OTlSXhaTwqI8iUZzrB+r7xtU/1H7yvRPqmyC3p8qCP/n1W9k5PvTaiwQqxtC1TteGjaqLTffcqK0aFkc9JI9nd/0fDzdbIYNRjZmB0Y+5GO2gLmr03HuUAD0J38KgP64MioCugQoAOqSZp6kAhQAOTi8ENBxMbnrOjduLZNLh77j6hHgaFykfbRQcleVy8oVJduLfhGR3MaFUh4VqaiMW39WKz9XehzUSk46ppN02mcv248ne2Hq1RhBZGN37arI+sI/v5JxY2el7KLuHi0szJMh954mTZuG57Ftk/NJGUrIG5CN2QGTD/mYLWDu6nScOxQA/cmfAqA/royKgC4BCoC6pJmHAiDHgK8COi4ma9rAQ29/JZ9OXeSoCJi/sVLqLC6TiHp7yM93l8WKolJZFP1limrfQ1h1B9o+bRrKWad0lYnfLpbZ81dLaVmlFNTKlX3bN5a+x3SSjm0bGVkgDCobOwfc15N+ksce+chOU6uNKgK2adNQ7v7LaUZa295ItYYm5+NmP2HqQzZmp0k+5GO2gLmr03HuhK0A+Nni44wI9OjWH/n6CPB5551na5/777+/DB48eI9tv/vuOxk7dqzMnTtXSkpKpF69etKhQwc54YQT5OCDD7Y1D40QCJsABcCwJZqB++EOwAwMzcAl67iYrGnb85avl0HDx0hcPSNq45O/4efi389tVa/K2lGJFdn/bjnrewyrTVf1vYZtWhbLdQN7ifpvkz5BZWPH4J4hH8icOaslUR3URsfBd/eT9h0a22hpfhOT8zFfz98Vko2/vumOTj7pCvrbn3z89U1ndB3ZUABMJ6HkfTOhAKie7nj22Wet4l+yjyoCXnHFFaH5H3P9SZtRwyhAATCMqWbYnigAZlhghi5Xx8Vksq2P+36BPPzOpJQyOeVxKZ69TSRh3fhnfSoLcqSybl7KvjU22OVtxaoQmJebI7f//njp1G4vd2P60CvIbPa0naVLNsgtf3rb8Y6V8xFH7iNXXX20474mdjA1HxOtdK+JbHSLO5uPfJx56W5NPrrF7c+nIxsKgPbzcNJSVwGwb9++ov6T7FNQUCBNmjSp8cevvvqqvPXWW9bP2rVrJ2eccYao42HlypXy7rvvyoIFC6yfDRgwQC644AIn26ctAhkvQAEw4yPM/A1QAMz8DE3YgY6LyT3t89Npi2ToWxMllohbL4zY9ZMTiUit5WVStLpix49Us7KG+SLqPR+7FPNsmdbQJyciUliQJw/e1k8aNSiyNYzfjYLOJtn+Pv5otjz37Beutt9or9ryyGPnuuprWidT8zHNKYj1kE0Q6vbnJB/7VkG0JJ8g1O3NqSObsBUAP1ncxx6uz616tx6v5RHgc845R+w+Dlx9yytWrJBBgwaJ+vtl+/btZciQIZKf/8uL/srKyqxHh+fNmyfRaFQefvhhadasmc9qDI+AOQIUAM3JImtXQgEwa6P3dOM6LiZTLXj95lIZ8+18ee/rOaL+ufpn/5Z7yYaPl0pZaeWOP47lRaSi2Pnbh3cMkKRoqO5QO/2E/eSi/mZ8v4kJ2dSU3cgPpsmrL39jvW3Z6adOnVry1LALnXYzsr2p+RiJpXlRZKMZ3OF05OMQTHNz8tEM7mA6HdlQAHQQiIOmphcAhw8fLqNHj7Z2dO+990qnTp12293s2bPl9ttvt/785JNPlt/85jcOBGiKQGYLUADM7PxCsXoKgKGIMfBN6LiYtLvJWDwui1aXyKZt5ZIXzZFG9QqlbEOZ3P7HnR83raiTK7GCHHd3/1UtJkkRsHZhnjx93wDJz6v2YhG7G/C4nUnZVN8adwBu1zA1H48Pw4wcjmzMjo18yMdsAXNXp+PcoQDoT/4mFwDV/6B79dVXy7p166Rly5bW3X3JPtdff70sW7ZMGjVqJE8++STfBejP4cKoBgpQADQwlGxbEgXAbEvcn/3quJhMZ+VzZq2Ue29/f6chyuvlSjzfnwKgmuiPVx4jhx7UKp1le9LX1GyWLFkvf/7TO473qO6w7NmrnVx9zTGO+5rYwdR8TLTSvSay0S3ubD7ycealuzX56Ba3P5+ObMJUANxWuUI+WnyCfWAfWx7XeqwU5vr3yGzVY79uHgFW3/F33XXXWbtXL/m48sork0oMGzZsx0tCHn/88aTfJ+gjJUMjEIgABcBA2Jm0ugAFQI4HLwR0XEyms85FP62TO3a5A9DvAuDlFxwqJx7dMZ1le9LX5GzuHvyBzJ3r/C3Ad93dTzrwFmBPjg8GSS5g8rlDbtw9a/oxwPljbkI6sqEA6E/+ugqArVq1sr7Hb82aNdZ39RUXF1uP8x577LHStWvXGjc3ZcoUuf/++62fDRw4UPr165cUYcSIEfLiiy9aP7/llluke/fu/oAxKgKGCVAANCyQbFwOBcBsTN37Peu4mExn1eXllfL7K16VbVt/eQlIRe2oxAqjvjwCrN4y/Ovze8hJx+z+3Sfp7MNNX5Oz+XrSQnnskY9tb0s9cb3XXnXk7r+cJnXqFNjuZ3JDk/Mx2U3H2shGh7L7OcjHvZ2OnuSjQ9ndHDqyCVcBcKWMXXSiO2yPe53QZowU5ja1inMbNmzY4+jq8VqnHzsv/jj00EPl2muvlaKinV92p777T30HoPrccMMN0rNnz6TTf/XVVzJ06FDr51dccYWceKIZvk69aI+AUwEKgE7FaO+5AAVAz0mzckAdF5Ppwv7nxUky6v1pEo9vf+lEPDci5Q28fwlI1ToH/fYo6dm9TbrLTru/ydmo74v51/Nfyvhxs+3vMyKSmxeVI4/cR046eX9p3bqB/b4GtjQ5HwO5tC6JbLRyO56MfByTae1APlq5HU2mIxsKgI4isd24qgC4du1a6/v29vR5/fXXbY9b1fCSSy6RQw45RA444ADre/wKCgqkpKREpk+fLmPGjJFNmzZZTffff3/rRR65ubk75nj33Xfl3//+t/Xvt956qxx8cPKX4X377bdy3333WW3VnKeffrrjtdIBgUwUoACYiamFbM0UAEMWaEDb0XExme7WVq4okVv+8L8dBUA1XllxniRyI+7uAkzyAhA1bq38qAy7b4AUFOSlu+y0+5ueTTwet94G/OHI6aK+36+qQFvjxtWtlT+7q7bqc+XvjrKKgZn6MT2fTHX1Yt1k44Wif2OQj3+2XoxMPl4o+jOGjmwoAPqTnd8FwC1btkjt2rVrXLy641AV7RYsWGD9/LLLLpNTTz11R9s33nhDqoqOd955Z9JHhVWHqVOnyt133231Pf/88+Xss8/2B4xRETBMgAKgYYFk43IoAGZj6t7vWcfFpBernvDxHHn2ic92DBXLi0hF/TxPC4CqMNX36I7y6/N6eLHktMfIlGx++mmdjB87Uz77dJ5UVMR23vf2Wl/SnP5w/XHSo0fwd1u6CStT8nGzt0zvQzZmJ0g+5GO2gLmr03HuhK0AOHrRSUYE2rfNKF8fAU61SfWij0GDBkllZaU0a9ZMHnvssR1duAMwlR4/R0CEAiBHQeACFAADjyAUC9BxMekV1BefzZNnn/hUYrHtjwLHCnKkss7PjzDs4a6+neZP0k79cW5uVP5+66nSrEldr5ac1jiZlI3a6MgPpsorL3/zy55tZFJUlCf/ePw8yc//5VGUtNA0ds60fDTSBD4V2QQewR4XQD7kY7aAuavTce5QAPQn/6oCoD+j2xtVvehDvfBDfZ5++mlp2LCh9c98B6A9P1pltwAFwOzO34jdUwA0IoaMX4SOi0kvkUo2bpNX/ztZJoybIzmVCYnl50iFKgJGI5KQhERk+y1n20uE2z9VN6FVPYK663pUnSonEpGbruot3bq08HK5aY2VSdmo7wT8001vyYoV279jxsnnd787So46ur2TLka0zaR8jADTuAiy0YjtYirycYGmsQv5aMR2OJWObCgAOgzFZnMTCoDqe/7U3X7q89e//lU6dOhg/fPkyZPlgQcesP6ZtwDbDJRmWSdAATDrIjdvwxQAzcskE1ek42LSD5fZi9fI029/I/OXrJOI+i7ACpFoWVwicXWLtkgiR6S4UZGccmRH+XDsLNm4qWy376lTRb94IiHF9QrkD785Uvbv2NSPpboeM5OymTVzpdx774eO96qKr+3aNZIhd5/muG/QHTIpn6CtdM9PNrrFnc1HPs68dLcmH93i9ufTkU3YCoAjfzrZPrCPLU/Z+0PrEeAgPy+99JK89957uxUA1ePB1113nfXnJ5xwglx55ZVJlzls2DAZO3as9fPHH39cmjRpEuSWmBsBbQIUALVRM1EyAQqAHBteCOi4mPRincnGmL98vXw4ca7MXrJWtpZVSFGtPOnQsqGcfFgH67/VpzIWl8k/LJEPP5kt835aK2XlMetlHx3b7iUnH9tJundtKdFojp/LdDV2JmUzduxMeeFfE13tMz8/Ks89/ytXfYPslEn5BOkUxNxkE4S6/TnJx75VEC3JJwh1e3PqyIYCoL0snLYyoQCoXgSi3uKrPtUfAVZPcVx11VWyfv166w3CDz/8cNLtqe8RXLp0qfX48FNPPSURG1/34tSK9giYKEAB0MRUsmxNFACzLHCftqvjYtKnpbseVl3oZMIFSyZl88EH0+S1/0ze85uAkySmXr7ywouXus4zqI6ZlE9QRkHNSzZBydubl3zsOQXVinyCkk89r45sKACmzsFNi6ALgOouv+uvv17U3x9Vxv/4xz922sbw4cOt7wJUn3vvvVc6deq02zZnz54tt99+u/Xnffv2lcsvv9wNBX0QyEgBCoAZGVu4Fk0BMFx5BrUbHReTQe3NzryqGFhaVimxeEKKCvKsx4RN+WRSNp98MkeGP/uFK7qionx5ZtiFrvoG2SmT8gnSKYi5ySYIdftzko99qyBakk8Q6vbm1JFNmAqAWytXyvs/nWoP1+dW/fb+QIp8egT4m2++kW7dukk0Gq1xFxs2bBB199+CBQusn1966aVy2mk7f/XKsmXL5MYbb7QKhO3bt5chQ4ZIfn7+jvHKy8vlrrvuknnz5lnzDB06VJo3b+6zGsMjYI4ABUBzssjalVAAzNroPd24jotJTxfs0WDLVpbImM/myEdfzpNtpZXWqKr4d9hBreSk3p1kvw5NdrtLcOuWMlm6cJ2UlVVKYVG+tGm/l+Tl1Xyx5cUyMymbNWs2yw2D/ieJ6m9fsYGgzHse0U6uvvpoG63NapJJ+Zgl5/9qyMZ/43RmIJ909PzvSz7+G7udQUc2FADdprPnfn4WAK+99lqprKyUww8/3LpzT30vnyrelZSUyPTp02XMmDGyadP2l7R17txZ7rjjDsnLy9ttwa+88oq8/fbb1p+3a9dO+vfvb90tqO4efOedd3YUEM8880y56KKL/IFiVAQMFaAAaGgw2bQsCoDZlLZ/e9VxMenf6p2PXFERk2dfnSSfTFyw20tBqoqA8XhC2rVuIH+6qrc0LC6SxQvWyrj3psoX42ZLZUVsx6RFdfLl2FO6yHH99pdGTeo6X0yKHpmWzdCHxsn33y91/BjwXYNPlQ4dGnvu5/eAmZaP3x4mjU82JqWx+1rIh3zMFjB3dTrOHQqA/uTvdwFw9erVKReuCoTqu/5q165dY9t4PC7PPPOMfPTRR0nH6tOnj/WSEHUs8kEgmwQoAGZT2obulQKgocFk2LJ0XEyaQqJeBvLAkx/Lj7NWpLxTTd2Zpt4OfOrBe8vb/5okkZyIxGO7396m2uXm5cj/3X6ydD2ktadbzbRsZsxYIX/9yyjbBsqubduGMnhIv4z4TsZdN5Zp+dgOJgQNycbsEMmHfMwWMHd1Os6dsBUA31u486OuQaV7etsRvj0CrO7yU/9R39Gn7tZTd/tt27ZNCgoKpFGjRtZdgccee2yN3+tXk8eUKVOsN/2qx33VWHXr1rUeCz7xxBOtR435IJCNAhQAszF1w/ZMAdCwQDJ0OTouJk2h+feb38qI8TNSFv+q1pu3uULyV29LuXz1AjRVzLrpvjOkU1fvvg8lE7NRLwN59ZVvUpopr/r1C6ziX8OGNf8v0SkHCbhBJuYTMJm26clGG7WricjHFZu2TuSjjdrxRDqyoQDoOBZbHfwsANpaAI0QQCAtAQqAafHR2QsBCoBeKDKGjotJE5S3bquQK//8pqhHgG19YgkpWrT9+1LsvBZEFQHVY8D3P3eRZy8SydRsxo+bJS+9NElisfhuxVZV+FOPWLfZu4HceMPx0rDR7sW/kpJSWbN2s1RWxqVu3QJp1rSukXcIZmo+to7/DG9ENmYHSD7kY7aAuavTce5QAPQnfwqA/rgyKgK6BCgA6pJmnqQCFAA5OLwQ0HEx6cU60x1j1Cez5fnXU9+ZVjVP7sYyyV9XZqv4V31tN97bT7p09+ZR4EzOZvPmMvnss7kydsxMWbVqs0WUm5sjB3drJX1P3E8679d0p6KeehvztOnLZczYWTLl28U7FQ6bN6snfft2lqN6tZfCwt2/tDrdY8Nt/0zOx+2eM6Uf2ZidFPmQj9kC5q5Ox7kTrgLgKnl74elGBHpm2/ekKLeJEWthEQgg4FyAAqBzM3p4LEAB0GPQLB1Ox8WkCbSDHx4jM+am/oLkqrUWLt4kkcqEowKgurut2xHt5Nrb+nqy5bBko75UWt3Np96YHFG3Su7yKS+vlCee+kwmT1lc44tZqprXr1cgN990orRp08AT33QHCUs+6TqY2J9sTEzllzWRD/mYLWDu6nScOxQA/cmfAqA/royKgC4BCoC6pJknqQAFQA4OLwR0XEx6sc50x7h+yHuyfNX2R3pTfhIJKVq4yVHxr2rMlns3kHueOj/lFHYaZEM26jHhvw8dL1OnLRd1F+CePqrAWis/V4bcdaq0aFHfDqGvbbIhH18BfRycbHzE9WBo8vEA0cchyMdH3DSH1pENBcA0Q0rSnQKgP66MioAuAQqAuqSZJ6kABUAODi8EdFxMerHOdMe44Z4RsnRFib1hEgmpvdBmsXCXEZu2rC/3PXuhvXlStMqGbEZ8MFVee32K7RezqCJg8+b15P6/nBH49wJmQz6eHMgBDEI2AaA7mJJ8HGAF0JR8AkC3OaWObMJUANxSsUreXHiGTV1/mw1o+67UzuMRYH+VGR0B/wQoAPpny8g2BSgA2oSi2R4FdFxMmhDBA099LN9NX269gMLOp+inEonE7bT8pY16ulW9BfjmB/o76/hz67KySpkxfbmUbCyVaG6ONG1aT44+5kCr0LVixQpRj9KG6aP284cb3pT167c63tbtt54knfdt6riflx2y5dzx0kzXWGSjS9rdPOTjzk1XL/LRJe18Hh3ZUAB0noudHhQA7SjRBgFzBSgAmptN1qyMAmDWRO3rRnVcTPq6AZuDT/x2kQwdPsFma5H8taWSW1Lu+DHggb8/RnqfvL/teVTDNas3y+hRM+Sjj2ZL6baKnfq2aNlAzhrQQw7p0Vzy8nIcjWt642+/WyIPPTze8TLVXYCHHdpG/u+a3o77etkhW84dL810jUU2uqTdzUM+7tx09SIfXdLO59GRDQVA57nY6UEB0I4SbRAwV4ACoLnZZM3KKABmTdS+blTHxaSvG7A5eGUsLlff9paUbCqz1SNSHpOipVtsta1qVKsgVx55ZaDUKrD/plp1x99Dfx8nFeWxGu9OrHpnRus2DeVPt5wo9esXOlqTyY1f++8U+WDkNInF7N2VWX0vxfUL5fHHzg10e9ly7gSK7HJysnEJp6kbMsaWLwAAIABJREFU+WiCdjkN+biE09BNRzZhKwC+sfBMDcmknuKctm/zCHBqJlogYKwABUBjo8mehVEAzJ6s/dypjotJP9fvZOzxX8yTZ16eaLtLrdVbJXdzpe32519+hJw04CDb7RfMXyP3DBlpvSHXzgswWrSsL3cO7ieFhfYLjLYXE0DDF16aKOM/mu2qAFhQkCvDn7kogFX/MmU2nTuBQruYnGxcoGnsQj4asV1MRT4u0DR10ZENBUB/wqQA6I8royKgS4ACoC5p5kkqQAGQg8MLAR0Xk16s06sxXh/xg/xv5NSUw6k777p0bCq115bK1MmLRZLdpBYR62cnn32QnPubnrZfTKEKfrf9+V1ZsnhDyuJf1WIjORHpf+aBcvY53VKuPxMaqJd/fPDhNKn8+Q7AxC5POEeUeUJqfAy7fv0CeeKx8wLdZradO4FiO5ycbByCaW5OPprBHU5HPg7BNDbXkQ0FQH8CpQDojyujIqBLgAKgLmmP5iktLZX58+fL3Llzrf/MmzdPVq9ebY3euHFjeeKJJxzNtHjxYhk5cqT8+OOPsm7dOikoKJBWrVrJUUcdJX369JFoNOpoPDeNKQC6UaPPrgI6LiZNU1d3Ar767nfW48Dq++SqvxhE1fNy86LS9+iOctGZB4uqSY1683sZ/c6PsnHdVolGc6yKlCrgxWMJad6qWE67oLsc0aeTo23Onbtahtz5vqM+qnHdurXksSfOl9zc4L8PcOnaTfLB5Lny48JVsqWsQmrlRqV143pycvf2clC7ppJT9fxykl1OnrJIhj76sViFP9U2oap9KgFV+KtWcVV/XK0QqDI7pHtr+cN1xzr287JDNp47Xvr5ORbZ+Kmb/tjkk76hnyOQj5+66Y2tI5uwFQBfWzAgPXSPep/f7k0eAfbIkmEQCEKAAmAQ6mnMOWTIEJk2bVqNIzgtAI4fP16ee+45qajY+cv6qwbv2LGj3HLLLVK3bt00Vpy6KwXA1Ea0SC2g42Iy9Sr0t1DfCTj5hyXy0ZfzZdXazdZjqMX1CqRn9zbS+/B2UlSYv9OiYrG4/DDpJ5k/a5WUlVZIYe1a0qVbK+nYpZntu/6qDzjsmQny+WfzbL+VuHrf319/nBx62N760X6ecfGaEnlq5GT5YeEqq8gXr1asq/r3psW15bI+B8rRXdokXedHn86RZ//11c6Fv5pa/zy+eivzz+VBufWWvrL/fs0CM1ATZ+u5Eyi6zcnJxiZUQM3IJyB4m9OSj02oAJrpyIYCoD/BUgD0x5VREdAlQAFQl7RH8wwePFimT59ujVa7dm1p3769zJ49W9SdgU4KgN99953cd9991t0/9evXlwEDBogq+G3evFnGjh0rkyZNsubYb7/95K677rL+gujXhwKgX7LZNa6Oi0k/RePxuCxbtUm2bi2XvLyoNGlUR2oX7Vy883L+bVvKpHRrhRQU5VlFQLefO257TxYuWOu4ezQakTMHHCxnnrXn7xpUv6OmLVotk+evkM3byiU3miON6xfJsV32loZ13b9IZOaSNXLnK59IqXppSfW79JLs5NfHHyRn9+q8209nzFop9/5t9E43+u0RQ82VEMmNRKRJk7ry4P39XRVeHYPvoUOmnzteWpg2FtmYlsjO6yEf8jFbwNzV6Th3wlYAfHXB2UYEemG7/3EHoBFJsAgE3AlQAHTnFlgvVZxTj+l26NBBmjXbftfItddeaz0GbLcAqApugwYNkhUrVkhhYaE88MADO8aq2tjw4cNl9OjRO8bv3bu3b3umAOgbbVYNrONi0g/QDSXbZPyX82XUp7Nl/cZtO6ZQBbJe3feWk47uKB3b7eVJkahsW4VMHDdLxr35nSyZ/0vRrlX7veSEAQfJYcfv6+jNv2qxN9/0lixbutExjXoEud/pXeXc87rX2DcWj8uob+fL25Nmi3pEN5pTdc+cWAW7iETkiH1byjm9OkunFo0czb9s3SYZNHyMbCuvkLiDF/cOOuMwOf6gdjvN9de/j5HpM1c6vgMyPycid9/ZT9q0aeBo7X40ztRzxw8L08YkG9MSoQBodiLkkyn56PjdRgHQn6OBAqA/royKgC4BCoC6pH2cx2kB8Msvv5SHH37YWtFFF10kZ565+2vly8rK5KqrrpItW7ZI69at5aGHHvJtBxQAfaPNqoF1XEx6DTrp+8Xy6D8/F/UYb003oVV9r98xh7WVqy46XHJz3X8n5+J5q+Xhm962vv+v6mvqqvZT9e/1G9WWGx48U1rts5ftrd5790iZNXOl7fa/zBmRCy46RE7t13W3vqUVlXL//76Qr+cutx6VTVajUz7qh6ow1+eAtrbX8Lc3v5QJ0xfbuvOv+qC1a+XJSzf0l/yfc1ixskRu+PM7tuet3rBnj73l99cc46qv150y8dzx2sDU8cjG1GS2r4t8yMdsAXNXp+PcoQDoT/4UAP1xZVQEdAlQANQl7eM8TguAjz32mEyYMMFa0bBhw6S4uLjG1amfqTsO1efRRx+V5s2b+7ILCoC+sGbdoDouJr1EnfjdYnlo+Gd7LHBVzacKdD0OaCU3Xn6Uq8fxl/+0Tu69+jUpL63Y451qqqBWqzBPbn/6AmnW2t6daR+8P1X+88o39h+BrYb4wINnSouWO//+UXf+3fP6BJk8d9n2u/NSvICjarjbzjlSenVulTKi9ZtLZeCj7zq+Y69q4Op3Ab494kd54+3vXY1VVJQvwx8/P+V6dTTItHNHh4kpc5CNKUnUvA7yIR+zBcxdnY5zJ0wFwM0Vq+Tl+ecaEejF+/xX6uQ1MWItLAIBBJwLUAB0bmZcD6cFwKuvvlrWrl0rLVq0kEceeSTpflSRUBUL1Uf1Oe6443zZOwVAX1izblAdF5Neoa5dv1WuG/yuqBdyOHgCVS45q5ucfvx+jpdx71X/kZ9mr7JVqFJFwHb7NZNbnzjP1jybNpXK7699XSor47baq0Zqjk77NpHb7jhlRx/1XX9TZ62Ul96ZIj/9tN56W66yieeKVNTOkYqiiEi1x4CrT6buElR35f17UH8pqpW3x3X89/MZ8uJHP7gqWKpaZIdmDeThy/tac7zw8iQZ+/Fs68Urbj4vPXvx9rcxB/zJpHMnYCrt05ONdnJHE5KPIy7tjclHO7ntCXVkQwHQdhyOGlIAdMRFYwSME6AAaFwkzhfkpACoXhYycOBA6+UfPXr0kD/96U9JJ1ywYIHcfPPN1s/POOMM+dWvfuV8cTZ6UAC0gUSTlAI6LiZTLsJmg9dG/CBvjZrm+BHUhvUL5cl7+ju6C1AV/u6+8lWbK/ul2eDnLpLW7Rvb6vfiv76SsWNmOiqq3XTzCXLgQdvv2Fu2okT+/swn1n/v+qleWisrzrGKgck+V5/cXU7r0XGPa37gf1/IhBmLHa21+oDqJSRv37r9f4V/8ZWvZcxHqgBov/hZfax/D7/YUZa2wnDRKJPOHRfby+guZGN2fORDPmYLmLs6HecOBUB/8qcA6I8royKgS4ACoC5pH+dxUgBcunSp9QIQ9TnppJPkt7/9bdKVlZSUyOWXX279vFevXnL99dfb3oW6wzDVRz16HI1GRRUA1UtMTP+oi5UmTbbf8r5qlbqbyt1f+k3fZ6auL1PyqaiMyZW3vimbNpe5or7l6mOtx4Htfl58aJx8MuJHiTu4Sy0nGpHj+h8kv7q+5rt+589aKZ9+OF2WL95gFb/qNyiSJRu3ytJlG20V1i64sIec3v9AawuLl22QO/72oZSWVdq6Q7GsXo6U1929CKjuAmzRsK48e22/Pb4w5Y6XP5bJc5fb5aux3bu3n2+9jfi9kVPlldcn29rzrgPVq1sgw/5hziPA/G5L65DwrXOm/F7zDcDwgcnH7IDIx9x8dGSjXo6o/p4Rhs/mitXy4nx7T2b4vd9L93ld6uTZ+x+I/V4L4yOAgHMBCoDOzYzr4aQAOHfuXLn11lutPfTv318uvvjipPspLy/fcddf9+7d5ZZbbrG99/POS/3/pJ566ilp1MjZ2zttL4CGCBgqMHPuCrn8T/92tTr1uOgZJx4oN155gu3+N138tEz9eoHt9lUNDz6ig9z3whU79Zs7Y5k8fNdbMm/WCuvR1ao739QjvbF4QqINCkWVNateXlLVueolI7UK8uSaa0+Q007vZv1oW2m5XHzNc7Ju/RZbxb+q8bY2zJFYYc13Ao766xXSpLhO0v3e/OwIGfvtHFdFOzWoKvxNevwP1vjzflotv/3d845tlc+F5x4uV/zav7erO14UHRBAAAEEEEDASAEKgEbGwqIQyEgBCoAZGdvOi3ZSAJwxY4bcdddd1gBnn322nH9+8jtQ1B1uF1xwgdX2gAMOkDvuuMO2FgVA21Q0zDKBr79bKIPufsPVrlXh6Lhe+8qQG06z3f+G85+QGd8ust2+qmHXHm3lwVeu3tFv6pSf5Nar/iWVFbE9FusSORHpemQHWb56k2zcuNUqFDZvUSynn9Fdjj++ixQW5e8Yc8ToH+RvT4xytDbrewHzRLY2ya2x339vv0Q6tEj+FuPhIyfK0+996fjxazWZ+grCjq0ay6u3bv86hOsfelMmfzpXcsoS1stcnHz+88JV0qxpfSddaIsAAggggAACWShAATALQ2fLCPgkQAHQB1j1SOuFF16Y9sjXXHONHHvssSnHcVIA1HUHII8Ap4yNBh4L6HicxIslT5+zUu58eIyroaI5ETnm8H3k2kuOsN3/iTtGyJTP5jq6w04VGg89rpP87s5TZMbC1TLphyUyesSPEquISU5pTPI3lkskxRPwv7/rFOneax9rnTVlo76H9I93j5Alyze4uhtvS+OoxPN3L7sNv/Y0admoblKfdZu2yaUPv+OqAGgV/c44XPp220eWrNoo1zz0vkQqElKwrtKaz04RUBUw27RvKA/ecbrtDP1umCnnjt8OJo5PNiam8suayId8zBYwd3U6zp2wPQL8r3lmfG3IZe1f4xFgc08tVoZASgEKgCmJnDcwuQCo6zsAnajxEhAnWrRNJqDjC6W90F+3YatcdfvbroZSj9JecNpBctZJXWz3V3eoPXnn+7bbq4aqSHXkFYfLdyvWyZJVJVZhKxH/+XUc6l/iIrXWl0nB6lLJqdj9DbiRSET27rCX3PnYOTsKgM2aNbP+ecWKFdb3Z65YvUmuv/NdR+uqaqxmLK8bkfJ6O3+3jypcvnbjWSnfBHzfG5/LlzOXOi4CFubnyks39JeCvFwZ/t4U+eCrOVZhNacsLrU2xFIWAdW6Y7Uiktu0QP5121mSn2fGdxNlyrnj6mDJ8E5kY3aA5EM+ZguYuzod5064XgKyWigAmns8szIEMkmAAqBPaalCW7qfBg0aSFFRUcphnNwBqN4CfOmll1pj8hbglLQ7NdBxseJsRbSuLpBJ+fz1yY/kh5mqELZ78WxPqeZEItZbgBsWp/69UDVOrDIufzz3OSlZv9XWAZOIiJTt30i21sndXvhL1iuRkEgsIXUWbJbcbduLX7t+VAGwbcfG1h2AuxYA58xfI3c86Ozx36rx1ZoqiiJS1uCXApq6O7JX51Zyy4BeKfe5eE2JDHpujJRVVDq6+/D/+vWQk7u3t8Yf+Je3ZGO1F7nkVMQlryQm0crtZlV3A1b9s3KtKMqRSvUW40hE7ryst3Tft3nKtepokEnnjg4Pk+YgG5PS2H0t5EM+ZguYuzod5w4FQH/y5w5Af1wZFQFdAhQAdUn7OI+TAqBaxtVXXy3qEd0WLVrII488knRlEyZMkMcee8z6uepz3HE1vxE03a1xB2C6gvRXAjouJr2SnjJtqdz/1CeOhrMeyz2wldx4+dGO+qnGE8fNkmH3fJiynypWbe5YXyobFiQv/FUfJZEQiSek3txNEi3b+Zlgtd7+vzpUTr/wkBqzmbtwjdz+QBoFwNoRKSve+Q66By7tI13b2Hsz3dRFq2XwK59IeWXc1p2AF/fuKhce88udl2ff9pr14pNdP+qR4NxtcclRb11W/5ej7vrLkVhBxCr8VX3+cO7hclz3dikz0dEgk84dHR4mzUE2JqWx+1rIh3zMFjB3dTrOnTAVADdVrJbn56X/9VJeHBG/af+q1OUtwF5QMgYCgQhQAAyE3dtJnRYAH330Ufn888+tRQwbNkyKi4trXJD62dixY62fqUKhKhj68aEA6Idq9o2p42LSK1V15999T30sP6q7AFURLcVH1Y1q5efKX286SVo1c/fiiPFvfS8vP/rxbm/orZo6JxqR0uJ82dyh5t8HSZeYSEjulkqpO3/zTk2iuTlywhkHyPlX9KqxAKgehb7mz2+l2nqNP7ceAa6XI+V1t78JWN0ZuW/LRvLgwD6iHj+2+1m4coM88cE3MmPJWlF3EFYv6KkxVTYN6xTIwD4HyvEH7VysO+f216UyluKLEPewkEHn9ZTe3draXaqv7TLp3PEVwsDBycbAUKotiXzIx2wBc1en49yhAOhP/hQA/XFlVAR0CVAA1CXt4zxOC4BffPHFjjv/LrroIjnzzDN3W11ZWZlcddVVsmXLFmnVqpUMHTrUtx1QAPSNNqsG1nEx6SXottIKUY8Cz16wZo+Poao76dR3xf356mNlvw5N0lrCrO+XyoevfiM/fLVwp3FUzezAI9rJ/AZRWbx2s62i5K4LqTdr4053Aaq3/556Xjc569LDkt6dec/DY2XGnFWO51MFwC1No5LIjVjFv6bFtWXor0+QekW1XPmoQuAHk+fKDwtXyZayCqmVG5XWe9WTkw9pLz06NJdozvZCY/XPb+9/R9Zu3OZqPtXp7suPkwPbN3Xd38uOmXbueLl308ciG7MTIh/yMVvA3NXpOHcoAPqTPwVAf1wZFQFdAhQAdUn7OI/TAmBlZaUMGjRIVq5cKYWFhfLAAw/s+H6uqmUOHz5cRo8ebf2r3bcRu90iBUC3cvSrLqDjYtJr8YqKmPx35I8y+rM5snVbxY6781RBLiIRSUhCuu3fQn51Zjdp1dzdnX81rXnN8hKZ/eNSKd1aLgVF+dLpwJayReJy/cOpHxOu0SCRkFpry6Ro2c4FsevuPFm6HdEuaQFw0neLZegznzpi3f4iDZHyJnnWHXtdWu8lt597lOvin6PJqzV+efQP8r+PZzguXqohiusUyHO3nCGqSGrCJxPPHRPcdKyBbHQou5+DfNzb6ehJPjqU3c2hI5uwFQCHz73YHbbHvS7v8DKPAHtsynAI6BSgAKhT24O51Bs0Z86cudNIL730kmzatEnq1q0rl1xyyU4/O/jgg2t8xHfKlClW4S+RSEj9+vXl7LPPlg4dOsjmzZtl3LhxMnHiRGuczp07y+DBg62/wPv1oQDol2x2javjYtIv0fKKmHw55Sf5cdYK2by1XPLzcqVl03rSp1d7adywtl/T7jTuqK/mytNvfeN6rui2Sqk3Z9OO/vUbFMnfX7rEKnIlyyYWi1svAlm4eL2tF6JUPSxd1iQqR3bbW07r0VE6t2zk6LFf1xvcpePqDVvkyr+95+glImoIVdy98IQD5Lw+9t/k7NWak42TyeeO3zZBj082QSew5/nJh3zMFjB3dTrOHQqA/uRPAdAfV0ZFQJcABUBd0h7N8/HHH8uTTz5pe7S77rpLunSp+S+a6vv9nn/+eVF3BNb0UQXBW265RerVq2d7PjcNKQC6UaPPrgI6LibDrP7WJzPk3x/+YKsQV5NDTnlM6s8ssX6kilwDBh4u/c7vbv37nrIp2VQqd/19tKxcs3mPc1t3RUYiMvCCHtL78H2kID838Dgeef0r+eS7hbaLgGoPhbXy5Mkb+klx3YLA11+1AM4dY6LYbSFkY242qX63mb3y7Fgd54+5OevIhgKgP/lTAPTHlVER0CVAAVCXtEfzeFkAVEtatGiRjBw5UqZOnSrr1q2TgoICadmypRx11FFy/PHHSzS681s2PdrGTsNQAPRDNfvG1HExGWbVkV/OkWFvT3a9xZzSSqk/e5NVpNu/W0v5w5BTJTd3+++PVNls2Vouz706Sb6avMh67Ln6e1HUdyCql6a0aFZPfnvhYdKlkxnfm6f2VVZRKXc8+5HMXbIu5aPA6rsK1YtG1Hf/7dfW3puKXYfhsGOqfBwOR3MPBcjGQ0wfhiIfH1A9HJJ8PMT0eCgd2YStAPjM3F95nIK74X7X4d88AuyOjl4IGCFAAdCIGLJ7ERQAszt/r3av42LSq7WaOM60+avk9mfGu1taIiH5Gyuk9qItcugx7eXyG/tIXrU79Oxmo94MPH7CXPlu+jLZsqVc8vOj0rp5sRx/dEfp3KFxII/6pgIpLa8UdSfgV9OW1PiG5ZyISDyx/Xv/brv0aOnYulGqIbX/3G4+2hfGhCmL5xAFK8C5E6x/qtnJJ5VQcD/XkQ0FQH/ypQDojyujIqBLgAKgLmnmSSpAAZCDwwsBHReTXqzT1DHU94Fe++D7smLtZqn6rj0naz2yUQM5d0B32bvD7ne3ZUM2C5dvkA8nzpXxUxaI+k7Hqs9+e+8l/Xp1ksP3byl5P98R6cRVR9tsyEeHox9zkI0fqt6NST7eWfoxEvn4oerNmDqyoQDoTVa7jkIB0B9XRkVAlwAFQF3SzEMBkGPAVwEdF5O+bsCAwd//fLY89+4URwXAiIi0bFJPHrvhlKR36GVTNpWxuPUil4pYTOoU5lvf+Wf6J5vyMT2LXddHNmYnRj7kY7aAuavTce6EqwC4Rp6as/OLHoNK9+qOL0ndvL2Cmp55EUAgTQEKgGkC0j19Ae4ATN+QEVJ/zxxGqQXKyivl5ifGyOKVJSm/065qNPXddndd3lsO7NAs6QQ6LvRT744WyQTIx9xjg2zMzUatjHzIx2wBc1en49yhAOhP/hQA/XFlVAR0CVAA1CXNPEkFKABycHghoONi0ot1mjrGmlWbZPyomTJu3ExZ0yAq8TzrtbtJl1v1Vt7rz+8pRx+89x63RTampr59XeRjbj5kY242nDtmZ0M+Zuej43cbBUB/jgEKgP64MioCugQoAOqSZh4KgBwDvgrouJj0dQMBDv7Dt0vkH38bK7HKuPXG3USOSGmjfCmvmytSVQP8uRhY9Vbefds0kktOOUi67NMk5crJJiVRoA3IJ1B+iufm8qdcGedOSqJAG5BPoPyB/24LUwGwpGKNPDHnUiMCvbbji1KPR4CNyIJFIOBGgAKgGzX6eCrAHYCecmbtYFzou4t+1rTl8rchI7cX/nZ5+4cqBKoiYGVhVBLR7a+z7bB3I7nqV0dI2+bFtickG9tUgTQkn0DYbU1KNraYAmtEPoHR25qYfGwxBdJIRzYUAP2JlgKgP66MioAuAQqAuqSZJ6kABUAODi8EdFxMerHOmsZQxTf15tha+dGkL9LwY+54LC43Xv26bFi3VdRbgO1+7n7oTGnTtpHd5jxialsqmIaZfO4EI6ZvVrLRZ+1mJvJxo6avD/nos3Y6k45swlYA/Mfsy5wy+9L+uk7/4g5AX2QZFAE9AhQA9Tgzyx4EKAByeHghoONi0ot1Vo2xraxCJkz+ST78dLYsWr7R+mP1lG2HNo3klGM6Sc+DW0tebtTLKXcb67tvFskj941xNId6BPiY4zvJZVcdZbtfpmVje2MhaUg+5gZJNuZmo1ZGPuRjtoC5q9Nx7lAA9Cd/CoD+uDIqAroEKADqkmaepAIUADk4vBDQcTHpxTrVGJ99s1Ceee1rUW/dVV+xV/3eu0gkYt2NV6coX64f2EsO6tzcq2l3G2foX0bJ1O+WWo//Ovnk5UXlH/+8WAoK82x1y6RsbG0oZI3Ix9xAycbcbCgAmp0N+Zidj47fbRQA/TkGKAD648qoCOgSoACoS5p5KAByDPgqoONi0osNjJowR4b/95uUQ1lv2ZWInHtcZ2lZXEei0Yg0bV5f2uzTyLPHhAdd+aqsX7s15VpqavCXRwZIy9YNbPXNlGxsbSaEjcjH3FDJxtxsKDCZnQ35mJ2Pjt9tYSsAPjLrN0aEev2+z/MIsBFJsAgE3AlQAHTnRi8PBbgD0EPMLB5Kx8VkurzT5q6SIY+P2+1lG0nH/fl7+YqWbpWcirjVrFXbhnLiaV2lV59Okpubk9aSrrn0Jdm6pdzVGIMf7C9t99nLVt9MyMbWRkLaiHzMDZZszM2GApPZ2ZCP2fno+N1GAdCfY4ACoD+ujIqALgEKgLqkmSepAAVADg4vBHRcTKa7znuf+kh+nL3S2SO3iYTkbqqQgrVl1vTqzkBVF9zvgBZy3W19pbAof8eyFi3bIBMmLZD1G7dZf9agfqH06tFW2raq+U69qy59SUpdFgD/cFtf6da9tS2STMjG1kZC2oh8zA2WbMzNhgKT2dmQj9n56PjdRgHQn2OAAqA/royKgC4BCoC6pJmHAiDHgK8COi4m09nAijWb5Lp7RrgbIp6Q2os2S6TaV/Wpl3Hs27W53DD4VJk+Z6X89/0fZPb8NaL+vPpHfb9fh7aN5Jx+B0i3Li13+tlvLn1RYlsqrO8htPuxlpATkdMv6i7nnHWwrW6mZ2NrE9UabS4tl+8XrpKSrWUSzYlIwzqFclC7JpIX9felLU7Xabd92PKxu+9MaEc2ZqdEPuRjtoC5q9Nx7oStADh01m+NCPSGfZ/jEWAjkmARCLgToADozo1eHgpwB6CHmFk8lI6LyXR43x47XV4d8YPEf36s1+lYtVZtk7wtlbt163lKZxn/4+IddwbWNG7VXYOXnnOI9OvT2WqiXjRyya9fkugm5wXARFGuHH/yfjLw4sNsbSPobGLxuFRWxiU/L5rW9yfOX7leRnwzV8b/uFAqYtsfya761C3Ml37dO8gp3dvLXvWKkrqUV8Ssl78UFuRJbjS9R7ht4dtoFHQ+NpaYtU3IxuzoyYd8zBYwd3U6zh0KgP7kTwHQH1dGRUCXAAVAXdLMk1SAAiAHhxcCOi4m01nnv96cIh9OmC2xmLM37v5crZP8dWWSX1Kx0xL/EveyAAAgAElEQVRUYa8yN0fKmhbaXtq1A4+QYw7fx2o/8IqXJbGpTCIVCVt3AVorV48g168lJ/fdTy46/xBb8waRzcZNpfLRV/Nl1ITZsmb99hedqLv1DuzcXE4+uqMctF9ziebYK8CpYunbk2bL8LHfWWPEkrw1OScSkbxojtx2zpFySPtf3t68eWu5fDRpvnz42WxZuXbLDrN2LRvIqcd0kl7d2kit/Fxbln40CiIfP/YRxjHJxuxUyYd8zBYwd3U6zh0KgP7kTwHQH1dGRUCXAAVAXdLMQwGQY8BXAR0Xk+lswI8CYNV6tjUtlESevWJW7cI8efr+s6274W669V1ZtmyDRLdWSiS25yJgVdmysnaeSDQivx14uPQ5tpMtEp3ZqGLdm6OnyX9H/mjdbbnrDZfqEWn1WHTTRnXkT1ccI21aFKfcw/++nCnPj/8+Zbuf66PWXYZ3X3iMdGvXTNRbn//59hSJxeK7raXqzsyiwjy5/pJe0n3/Frbm8LqRzny8XnvYxyMbsxMmH/IxW8Dc1ek4d8JUANxYsUb+PvMKIwL9Y+dnpX6evZfAGbFgFoEAAjsJUADkgAhcgDsAA48gFAvQcTGZDtQ742bIy+99Z/8NwLtMluwRYNWstFEtiRfav4Ps/wb2kqMPbyejxs6Ul175WhLxhOSUxna8abiqkKX+WxX+1HcExqMRiak5ciKSnx+VJx45R4oKf3kByZ5sdGWjin8vvDVF3v94VsqoVCFQFUHv/sOJ0i7JS1LUINOXrJGbXhiXcrzqDVRhr1ZerpzbtaO8MWpayr7WdzBGRG687CjpeZC9F6ukHNRBA135OFgSTX8WIBuzDwXyIR+zBcxdnY5zhwKgP/lTAPTHlVER0CVAAVCXNPMkFaAAyMHhhYCOi8l01rl63Ra59u533RUAa3gJSPW1lDWqtb04Z+OjilMd2+0l9/zxJNm6tVyuuf4NqaiIbe+pCoEVcYlUxiWi7p6LRCSh7pjLz1HPz1pNVOHsuN4d5TeXHm5jtu1NdGUz7st58vSrEx2sKyJ1ivLlsTtOl9pJipn3vfm5fDFrqbM3N6vHjcsSkl9i/3FvVQSMRnPkwZtOltbN6tvegxcNdeXjxVqzbQyyMTtx8iEfswXMXZ2Oc4cCoD/5UwD0x5VREdAlQAFQlzTzJBWgAMjB4YWAjovJdNd5/7BP5NsZy50VkxIJySupkFrr/p+9swCP4mrb8LPZuBABQoJbSYDgXtyhWAuUUneDAm0p7m5FirXla3/qRYoUiie4lJbgGtyTkBD3ZPNfZyBpAtnszOzM2dndd67/u77/a877nvfcz0x6eDiSYbT79NKuMLiIv4HWw90Z//fli0K+0D0RWPmTONOMmX9eXi6YMakHfH2NX3TxZKE8tGHbej+ZugnMaJXyMOPt7f6N0L1N0FNhD5PS8OaSzbIubnGOM0D/9J0txZbG+HZoVhUfvSTuchUp4yyuLQ99lKrV3vKQNtpWnPQhfbRNQLvV8fh2bMoAzIzFXI1sAR7JtgA7l9Tuy0WVEQEiUCwBMgDpBbE4ATIALS6BTRTAYzJpLqhL12Mw8atQ8YYSO8AuF3C/mwKH7KdXk7F/kqvXIT3ADcI1wCIftoX350UD81v/+dcZrFl3Uji7jm2jLerJM//GjuiM8uWMn5sX9SAJofsvI/zUHaSkZMLRSY/ygd4Y8HwztGhaDTEPomEwFL5BV2TZxTY7deE+pn+9R1aqwNJe+Gp8z6duCN52/AqWbQsXtkFLeXTZuXCNkxr1qAcnRwd8N/UFMJOW12MN3w4vFlrrh7TRmiKF6yF9SB9tE9BudTy+HTIA1dGfDEB1uFJWIsCLABmAvEhTP0YJkAFIL4cSBHhMJs2pMzvbgNjYFBw4fgOrt581neqxEecalQbHtMdbdJ+IYhZTlrczsr2cTOcr0MKnhBu+nd23UMyJU3ewactZRFx+IGzzZWYge9jlFcwwbNe6Onr3CDG68i85JQNf/3AEx0/fFeLZiry8J+9/+/l64J1XmqBR3XKS6hXTePlvf2PfP9elra4skPjLUd1RqZxvoa5+P3AOvx88Z/TWX2N1OaYY4Jj66OxEOc/Q15qjTeMqckJlxWj925E1KBsJIm20LSTpQ/pom4B2q+Px7ZABqI7+ZACqw5WyEgFeBMgA5EWa+jFKgAxAejmUIMBjMimnzocPU7FnbwRCd19CUtKjbbw5TjrkuDsiV/do4V6hRXfsf+h0wjl8rtHp0GcUbf4xd8ngoEN6GTfhYg6xj3CG37PV8MErRZ/hd+duPMJP3EZyciYcHR1Qxt8LzZtWgqurcZMxMSkdE+fuxIOYZFEG3AdvNEf7ltXEliyq3axv9uL4+Xui2hbVaPyg9qgXHFjoR3INQKckA/Tp8gxAB50Or/Wuh97ta8oei9RArX47Usdhi+1JG22rSvqQPtomoN3qeHw7tmYAzrr4oSYEHRP8LW0B1oQSVAQRkEeADEB53ChKQQJkACoI045T8ZhMSsV78NBV/O/7w2A7Xp/cWits33V2QI6zAxxc9MjOMcDFWY8AXw9En4mCnq36K7CKrmDfzMTzLOGKKFcg1/HR5RxSnjljuqNyBT8pIUbbspV+k+buwLWbD0WZfywRMz0nfN4JNWuUUaQGlmTWt3tx/Ny9R25qLuDAdhkX2IXLzNZchop5pUVsl54wuAPqBgUUqodtAV66LVxyjeYagK/3ro9e7YMl9ys3QIvfjtyx2FocaaNtRUkf0kfbBLRbHY9vhwxAdfQnA1AdrpSVCPAiQAYgL9LUj1ECZADSy6EEAR6TSSl1Hjh4Fd/+75DokA/ffxatW1UX2l8+H4n1vx7DxTP3Cm3HZWfn6R0d0KLtM+j3ehMs+fkIzkVEiTPecnOhz8qFv5cb2jevBncPZ4Q0KIfAYs7zE1P86fP3Meur3WKa5rdhBmbtoDIY+2lHSXHFNV6x+h/sPnQFuVm5gsfHvL+C6yLz/jf7bwO7MPkJE3Dh2B4o/8Ttuw+T0/DmYumXgJi7BfjT11ugVaPKirExlUhr346peu3p56SNttUmfUgfbRPQbnU8vh0yANXRnwxAdbhSViLAiwAZgLxIUz9kANI7oCoBHpNJsQOIfpCEL0ZuFGfMPU7KTLH5c19A6dKe+d3cvxOPfw9eQ2JCmmD8lQksgeZtqsPd00VoE5+YhrFztiMuIc14X8z4S82BY3I2HHJyhbP9HBwgtGeL5YJDAtGjXz3UaVBe7PAKtZu3bC9Onr0naax5CRZO640Afy9Z/T4ZtGX3Bfy09rjwj4vbEJ23KNDALk0WzjoEKgb6YN6o7k9dAsJyzV5/GIcv3kGOkctRiirenEtAXJz0+G7aC3ArZsu1IsAKJNHSt6P02Kw9H2mjbQVJH9JH2wS0Wx2Pb8eWDMD4zFjMvPCRJgQdW/Mb+NAtwJrQgoogAnIIkAEohxrFKEqAVgAqitNuk/GYTIqFu2p1OLZuPy/JFGMGYI/utfHSgIZiuxHaxcalYubS3bhzPwHs/DhDQaMqNxfOcZlwSDcYNcV0DjrkGnIx4M2meO6FupL6TkvPwrufril8hqHIDGy8/XrWQd8edURGGG8W+SAJI6dvQWamkfMSnwjNNwEfrwT86OVm6Nii6DMJL9yJwRc/hkmqkZmKrvG50GU9MlnFPoxJl2er473+jcWGKNJOS9+OIgOyoSSkjbbFJH1IH20T0G51PL4dMgDV0Z8MQHW4UlYiwIsAGYC8SFM/RgmQAUgvhxIEeEwmxdTJTKhPhq1BamqWmOaF2ri7O2PZ4hfh5MSWp4l/2PmBx07dwfa9l3DhSvSjwNxcOMVlwjGdHYYn7nl7cGu07RwkrjGAqAdJ+HT8JtHtCzbU63Xo2PoZvP1yE1nxBYNWrv4Xu/ZflmS4Cr6cHihZyhNs+6+LM3MDi342HL2E70JPiqqTmX866PBOyzr4dYO4GJaYrVpkus8f2R2BpZVZFSmqYLYQ0sEBAQGPzj+MjIwE22pOjzYIkDba0MFYFaQP6aNtAtqtjse3QwagOvqTAagOV8pKBHgRIAOQF2nqxygBMgDp5VCCAI/JpJg6b958iHET/xLTtMg2M6b1RKWK8i/oeBifKmwNvn0tFisX7ZdUh6ubExb/8CqcXYybYQUTRsckY9i4PyX1kddYKQMwPT0LH4xaJ3r1X6FidcC8CT1RIdDb5Bj+/CcCK3adgN5Bhxxjl7PodHBydMCEF1uhQZUAbDsQge/Xmb5EhJmGbPXmqPfaoGGtsiZrUbqBVr4dpcdlC/lIG22rSPqQPtomoN3qeHw7tmYATr8wSBOCjq+5nLYAa0IJKoIIyCNABqA8bhSlIAEyABWEacepeEwmxeC9eDEK02ftENO0yDbjx3ZFcJD5t+N+u3APjh64JmlVHCvo3SFt0LpjDVH1p2dkC1uA2XmCUh9meL3Ypy6e7x4iNbRQ+8PHbmDx9+IvW3myszFDOqBerUBRNdyIjseW8CsIPX0DmdmFtxt7u7ugZ6Pq6NqgGkp6ueXn23/sBlas/ReMFTP6Cm4JZlt+GTsfL1d8/lZL1KrmL6oOpRtp5dtRely2kI+00baKpA/po20C2q2Ox7dDBqA6+pMBqA5XykoEeBEgA5AXaerHKAEyAOnlUIIAj8mkmDqv34jFhElbxDQtss30qT1QuVJJ2fEsMCMjG4Ne+RE5OdKMOWZQVQ8ug3Gzeonuf+G3+3Hs5B1ZJuDimX1QuuR/l56I7rRAw61hF/HzunBJZ+0V7OfjN1qgbYuqkrpOzcjCqRvRSErLEFYE+nm6oU4lfzjqHYrMk5GZjYPHb2L7gcu4dT9eWEHo6OiA4Cql0L11DTSuXQ56I7GSCpPZWCvfjszybTqMtNG2vKQP6aNtAtqtjse3QwagOvqTAagOV8pKBHgRIAOQF2nqhwxAegdUJcBjMilmAGxL6qAha2RtSXVxccSyJS/C1cVJTFdG2zyISsKID1fLyuFXygMLvntZdOz5S1GYtiBUdHvWkK18Y6vuRg5pLymuqMaWMADNLTonx2BRw+/J+rXy7ZjL1RbjSRttq0r6kD7aJqDd6nh8O7ZmAE45P1gTgk6qtYy2AGtCCSqCCMgjQAagPG4UpSABWgGoIEw7TsVjMikW748/HUXYnghJq+KYKdapYxDeeK2p2G5UMQB9S7pj4feviK4hNzcX0xeE4eKVaNHjZavmJo/sgupVSonux1jDI+E38dV3B2XnkbIFWHYnGg/U0rejcVTcyyNtuCOX1CHpIwkX98akD3fkojvkoQ0ZgKLlkNSQDEBJuKgxEdAcATIANSeJ/RVEBqD9aa7GiHlMJsXWfedOPEaPk3477pxZvVGurI/Yboy2y0jPwsev/CTakMtLxLYAV63hjwlzekuqISU1E1O+3IW79xJgKHjI3RNZdDqdcA7eJ++2RIvGlST1YawxO1vvw5HrwLbZSn1KeLpg+ey+RrfuSs1nre219O1YK0O16iZt1CKrTF7SRxmOamUhfdQia35eHtrYmgE46dwn5oNXIMOU2ktpBaACHCkFEbAUATIALUWe+s0nQAYgvQxKEOAxmZRS519bzmLVmuOmQ5hhlpOL7p2D0bFjEEoFlICjk950nIkWy+eF4diRG5JNwLcGtUK7LsGS+09Lz8LK3//FoX9ugK0KLOqyi3KBPnhrYGOEBJt/yUnBAn9Ycww790lccanT4YXnQvBiz7qSx2prAVr7dmyNrznjIW3Moad+LOmjPmNzeiB9zKGnbiwPbcgAVEdDMgDV4UpZiQAvAmQA8iJN/RglQAYgvRxKEOAxmZRSJzPBNm85izVrTwhn3j11Uy67CCItC7rEDDjkGPJTe3i5oF3vOmjXMwR+/l5SuizU9tK5+5g1TtplJOwMwsU/vgoXV/lnEMYnpGHPoasIP3UHSSkZcHHSo3w5Hwx4vjka1KmAqKgoGAz/jVf2AAsERj1IwsjpW5GZlS3qMhB2A7GbmxPmT+wJH+//buxVohZrzKG1b8caGapVM2mjFlll8pI+ynBUKwvpoxZZ8/Py0IYMQPN1KioDGYDqcKWsRIAXATIAeZGmfsgApHdAVQI8JpNyBnDjZix2hV7CocPXkJ39yPjSZebAKSYFOkMuoAPwxGW9OgedcLvsB+O7olHr6nK6FVbhLZ65CyeP3Rb+fzHPa++3QKcetcU0ldSGhzZnL0ZizrI9yM5hqw+Nj5eZsU6Oekz4rCOqVzb/DEJJIDTamIc+Gh265ssibbQtEelD+mibgHar4/Ht2JIBGJf5EBPPDtGEoFNDlsDX2U8TtVARRIAISCdABqB0ZhShMAFaAagwUDtNx2MyaQ7alJRM3Lr9EJG347H2q73IysgudnsuOyuPPUNn9ELdZpVldZ2RkY2vZuzEhTP3jK6MY/0wv6z3gAbo9WJ9OCmw/fjJYnlpc/VGLJauPIT70UlPrbrMW4VZoawPhr7TEhXKmX/WoixRNBjESx8NDl3zJZE22paI9CF9tE1Au9Xx+HbIAFRHfzIA1eFKWYkALwJkAPIiTf0YJUAGIL0cShDgMZlUos55w9cj4vQ9UWfzMXPO3dMF89e8CydneecCslWHOzadwa6/ziH+YSr0euYs6oRVcmxbsl9pD2TnAgmJ6cLwmAHYsEkFdOxaEzWCy4Bd3GHuw1MbNq4Ll6OxY18ErlyPAbskxNXFETWr+6NLuxp4pkopRcaUxyQxMR1x8amCierr4wZvK9xSzFMfc98le4snbbStOOlD+mibgHar4/HtkAGojv5kAKrDlbISAV4EyADkRZr6IQOQ3gFVCfCYTJo7gMjbcRj31i+S07w/pguadwqSHFcwwJBjwOnjd3DzWgwy0rMRHZ2EE+G3kc2cqyd2zOatlqv2TGl8OrIjSphpalmDNlLgsjMMT56+h52hF3Hm7P1CoTWDy6Brp2A0bFAeer2DlLQWa2tr+lgMpAodkzYqQFUwJemjIEwVUpE+KkBVKCUPbWzNABx3dqhC9M1LMyNkMW0BNg8hRRMBixIgA9Ci+KlzRoBWANJ7oAQBHpNJc+tcu+IQdv5xAoYccWfysf7YeYDVawdi9KJ+5nafH79n10X88L8jJvMxI7BkaU9MmtETXiVcTbY31sAatBE7uKTkDMxftAeXrzwo8nKXPPO0UkVfjPy8I3x8tH/JiC3pI1ZHa2lH2mhbKdKH9NE2Ae1Wx+PbIQNQHf3JAFSHK2UlArwIkAHIizT1Y5QAGYD0cihBgMdk0tw6l03aguOHrj214s5U3hK+blj4x3ummon6+c3rsZg0epOo23JZQmZo1a5bFl+M7SIqf1GNrEEbMYNLS8vClBnbcfdegskt3Ixb6VIemDrxOXh6uohJb7E2tqKPxQCq2DFpoyJcBVKTPgpAVDEF6aMiXDNT89CGDEAzRTISTgagOlwpKxHgRYAMQF6kqR8yAOkdUJUAj8mkuQNYPH4zTh25ITmNh5crFm98X3JcUQHfLT+AQ/uvmjSwnoyds6gvAsp6y6rBGrQRM7DvVh7BvgPi2TETsGnjihgyqI2Y9BZrYyv6WAygih2TNirCVSA16aMARBVTkD4qwjUzNQ9tbM0AHHNmmJnUlQmfVecr2gKsDErKQgQsQoAMQItgp04LEqAVgPQ+KEGAx2TS3Dp/WrgHB7adBzuPT8pTrrIfpn7/qpSQItsmJ2dg2AerwC4GkfIwI6tTt5p49a1mUsLy21qDNqYGlpKSgUHD/pDMjt2hsmRBP/j6upvqwmI/twV9LAZP5Y5JG5UBm5me9DEToMrhpI/KgM1Iz0MbMgDNEKiYUDIA1eFKWYkALwJkAPIiTf0YJUAGIL0cShDgMZk0t85Lp+9i7mfrJaVhBlL/D1qi24CGkuKKanzq+G0smB0qK0/Zct6YtbCvrFhr0MbUwLbtOI9fV4WL3jqdl4/dovxCnzro93w9U11Y7Oe2oI/F4KncMWmjMmAz05M+ZgJUOZz0URmwGel5aEMGoBkCkQGoDjzKSgQ0QIAMQA2IYO8lkAFo72+AMuPnMZk0t9Lc3FyMf/sXRN2JF20k6R0dsGDNO/A08yZeVvuRg9fwzeJ9sobBVrAt+vYlWbHWoI2pgS34ag/CT9wx1azInwcH+WPCmK6yYnkE2YI+PDhZog/SxhLUxfdJ+ohnZYmWpI8lqIvrk4c2tmYAjjr9mTi4KreaU3chbQFWmTGlJwJqEiADUE26lFsUATIARWGiRiYI8JhMKiHC2X9vYtGYzWBmoJin7zvN0ePVJmKammxz4tgtLJobZrJdUQ0CAktgzlfybiK2Fm2KAzN91k5cuBQli13FCr6YNa2nrFgeQbagDw9OluiDtLEEdfF9kj7iWVmiJeljCeri+uShDRmA4rSQ2ooMQKnEqD0R0BYBMgC1pYddVkMGoF3KrvigeUwmlSr679BL+H7OLkAHGHKeNgJ1DjrkGnLRdUADvPhBS7BtpEo8D2NT8PmgNaJXH+b1yc4AfLZ1Nbw/uLWsMqxJG2MD/HLRbpw4eVfW+IOeKY2J47rJiuURZAv68OBkiT5IG0tQF98n6SOelSVakj6WoC6uTx7akAEoTguprcgAlEqM2hMBbREgA1BbethlNWQA2qXsig+ax2RSyaKvXYzEtlXHceLgNWE1IPP48hYFVq8dKJh/NeqWw/XLD5CelgVXNydUreEPDy8Xs8pYNDcUp47fkXwL8KSZPVG1emlZfVubNkUNcv2fp7F+42nRKzcLmqddOwfjtZcby2KXF8QubjkRfgu3bsUhMyMbHh7OCKlbDlWrlTIrLwu2BX3MhqDRBKSNRoV5XBbpQ/pom4B2q+Px7diSAfgw8yFGnv5cE4LOrbsAfs5+mqiFiiACREA6ATIApTOjCIUJkAGoMFA7TcdjMqkG2riYZFw4fhupyZlwcXVE1VoByMo2YNefZ3F03xXkFLgx2NHJAc3bPYPOveugYtWSsso5d+Ye5k7bITqWrf6rUMkPU+f0Fh3zZENr1abgOOLiUjHk83WSV0+yHPNn90FAQAlZ/DIysrFl8xmE7byIpKQM6PVsNahOMCINhlxUrOSHnn3qoHmLKrLykwEoGxuXQFv4driAslAnpI+FwIvslvQRCcoCzXhoQwagOsKSAagOV8pKBHgRIAOQF2nqxygBMgDp5VCCAI/JpBJ1msqxZ+t5/Lz8ANg24KK2Bzvo2fZg4K2hbdCmS7CpdEX+fPUv/2LrprMmY5n55+rqhEmzeiIg0Ntke2MNbEWbr5buw7Hjt0WvnmT8agaXwdiRnWWxS07OwNxZO3Hz+kOjKw/zVo5271EbA19tLGu7uK3oIwuyxoNIG20LRPqQPtomoN3qeHw7ZACqoz8ZgOpwpaxEgBcBMgB5kaZ+yACkd0BVAjwmk6oOAMChsAh8t2CP6G4+GtURzdpUF90+ryFbPbZu1XFs3nAazKRiK8kKPnmmko+vO0aM74LyFXwl91EwwBa0YeNhqwDHT9mKxMR0kyYg4+ru7ozpk55D6dKekvllZ+dgxpTtuH4txmRfecn7D2iA3i/Uk9yXregjeeBWEEDaaFsk0of00TYB7VbH49uxNQNw+KnhmhB0fr35FtkC/Msvv2DTpk35DCZNmoTatWs/xWTv3r1Yvny5KFaDBg1Cu3btRLWlRkTAVgiQAWgrSlrxOGgFoBWLp6HSeUwm1RxuWmomPn3tZ+F8N7GPq7sTvvrlDTi7OIoNKdTu9q2H2L3zEg7uvYzMzJz8n5Wv6IvO3WuhRcsqcHF1kpXbFg1ANqao6CTMmheKmAfJMHaPMzNQfbzdMHpEJ5Qv5yOL36EDV/Ht8gOSYtn24K+WDUAJbzdJcdb+7UgarJU1Jm20LRjpQ/pom4B2q+Px7ZABqI7+ljAAb9y4gTFjxoD9mTHvIQNQHX0pq+0TIAPQ9jXW/AjJANS8RFZRII/JpJog2Nbfn5ZJM3xYPe9+2g6tOgeZVRo7Z47dEJyVmQMPT2f4lfSQtZXUWBHWrs2T40pNy8T+g1exY9dFREcnF/pxST8PdO0chHZtqsPDQ/6FLZPGbcaN67GSzhxkxmP/lxqiV5+6kt4HW9NH0uA13pi00bZApA/po20C2q2Ox7dDBqA6+vM2AA0GA8aNG4erV6/C29sbCQkJwsDEGIAsztfX+C6WkiVLwsPDQx1QlJUIaJQAGYAaFcaeyiID0J7UVm+sPCaT6lUPTBzyB25fj4XRZWVFdM4Mnyo1/DFhwQtqlmZ2bmvXxhgAtpX62vVYPIxLFXTz8XFDtaqlhG3V5jx378ZjzBcbZaUoVdoTCxb3lxRrq/pIgqDRxqSNRoV5XBbpQ/pom4B2q+Px7diaAfjZyRGaEHRh/XlctwBv2bIFP/74I8qVK4cmTZpg48ZH8yMxBuDSpUvh7++vCW5UBBHQCgEyALWihB3XQQagHYuv4NB5TCYVLPepVB/3/z+kp2VJ7sKzhCuW/P6m5DieAdauDU9WrK9TJ+9g/pxQWd0y83HlL29IWsFJ+shCzSWItOGCWXYnpI9sdFwCSR8umGV1wkMbMgBlSWMyiKcBGBMTg88//xzp6emC4Xfu3Dn88ccfZACaVIkaEAHjBMgApLfD4gTIALS4BDZRAI/JpJqgPuz7vaTz//Jqcfd0xrLVb6tZmtm5rV0bswFITHAi/DYWfhkmMepRc7YqdOUvb0pahUj6yELNJYi04YJZdiekj2x0XAJJHy6YZXXCQxtbMwCHnRgpi7XSQV81mMttBeDs2bNx/PhxtG3bFoMHD8aaNWvIAFRaUMpndwTIALQ7ybU3YDIAtaeJNVbEYzKpJpcR7/yGmKgkyV0EVvDBzG9ekhzHM8DateHJivV17WoMJo//S1a3nl4uWL7iZUmxpI8kXFwbkzZccUvujPSRjIxrAOnDFbekznhoQwagJElEN+ZlAB4+fBiLFi2Cp6en8N8lSpQgA20shnQAACAASURBVFC0StSQCBgnQAYgvR0WJ0AGoMUlsIkCeEwm1QS18ddj2LTqOHINxu6Wfbp3ttqr3xtN0WNAAzVLMzu3tWtjNgCJCQyGXAwf+gdiY1MkRbLtv5271sSrbzSVGOeAgIAAISYyMhLswG16tEGAvh1t6GCsCtKH9NE2Ae1Wx+PbIQNQHf15GIApKSn47LPPEB8fjw8//BAdO3YUBiN1BWCtWrVw9+5dJCcnw93dXZjr1KlTB126dIGfn586gCgrEdA4ATIANS6QPZRHBqA9qKz+GHlMJtUcRVxMCoa/9SvYxRJiH71ehwU/vY4SPm5iQyzSztq1sQS0rX+dxerfjkm6BZjVOWf+Cwgs6y2pZNJHEi6ujUkbrrgld0b6SEbGNYD04YpbUmc8tLEtAzAOQzSyBXiJsAXYF+zPb8ygK+5ht+zKeb799luEhYUhKCgIU6dOzT/XWKoBaKxvJycnvPXWW+jcubOc8iiGCFg1ATIArVo+2yieDEDb0NHSo+AxmVR7jKu/P4Lt60+L7qbXwIbo+3oT0e0t1dAWtOHNLiU5A2NGbERiYjrYikBTD1sN2qxFFQwa0tZU06d+TvpIRsYtgLThhlpWR6SPLGzcgkgfbqgld8RDGzIAJcsiKiDPAIyNjcXHH39cbAwz7KQ+Fy9eFC78YO/InDlzULFixfwUYg3AdevWoWnTpqhRowbyTMjo6Gj8/fffOHr0aP5ftn/wwQfo1KmT1BKpPRGwagJkAFq1fLZRPBmAtqGjpUfBYzKp9hgNOQZ8v2gvDu++bLKrNl2D8eYnbSRd9mAyqUoNbEEbldAUm/bO7TjMmLodaamZxZqAzPwLCi6DL0Z3hrOzo+RSSR/JyLgFkDbcUMvqiPSRhY1bEOnDDbXkjnhoQwagZFlEBahpAGZnZ2PEiBHCtt3evXvjtddeK1STGAMwNTUVbm5u+asGnxxUeHg4vvzyS2EFo4uLC5YsWQIfHx9RY6dGRMAWCJABaAsqWvkYyAC0cgE1Uj6PySSPobItwHu3XcC2dSfxIDIJDnqdMIlh/9yQk4syZb3RvX89tOkSbHRyw6NOKX3YijZSxqxU2wfRSVj53RGcPXNPMHufXA3o5KRHh85BGDCwEdj/L+chfeRQ4xND2vDhLLcX0kcuOT5xpA8fznJ64aGNLRmAsRlx+OTEKDmoFY9Z2mAOSrqoswU4z+ArVaoUFixYAFdXV8kGoJgBr1+/HqtWrRKaDhw4EH379hUTRm2IgE0QIAPQJmS07kGQAWjd+mmleh6TSZ5jZYbfhVN3EXEuEulpWXB1d0JwSFkE1Qm0GuMvj5etacPzPcjrKyoyEbvDLuH2zTikp2fBw9MFdeuVQ6vW1eDm7iy7pIT4NOzfexlHj9xEfFwKoMuFfxkvtO8YJGwplrOiUHYxFPgUAfp2tP1SkD6kj7YJaLc6Ht8OGYDq6J9nACqdna36Y6v/2CrAkSNHonHjxk91IWYFoJi6EhISwLb/srl23bp1MX78eDFh1IYI2AQBMgBtQkbrHgQZgNatn1aq5zGZ1MpYC9aRnZ2D8PDbuHXzITIysuHu7ow6dcuievXSmjEKldKGrX47GXEf+8Jv4EF8CnJycuHj5YrmdSqgZb2KcHbS41ZkAsLP30VSSgYcHfUo4+eBFvUqwt3VSYvyWaymnBwDfv/5H4TuvChcNFLw8hm2pZj9Mzc3J7zxdnO0bFPdYnXae8dKfTv2zlGt8ZM+apFVJi/powxHNbLw0IYMQDWUA9QyAFesWIHQ0FAw3diqvKKevDP82M/69euH8uXLC80aNWr01GpBU6N/7733kJiYKORgqw3pIQL2QoAMQHtRWsPjJANQw+JYUWk8JpNawsFWgW356yxCd11CcnIG2I3AwOOtwoZclC/vgx49Q9CyVVWLG4FKaLP732tYtfMMYuJTC22FzTOrXJz08HJzRkx8GvQ6HXQOj9RiJiEzBts1roI+7WsioKSnlmS0SC3M/FuycA9OhN8Sdcvwq280RdfnalukVnvvVIlvx94Zqjl+0kdNuubnJn3MZ6hWBh7a2JoBOOj4GLXkkJR3ecNZwhZgpZ9ly5Zh3759stIuXboU/v7+kmLfffddJCUlkQEoiRo1tgUCZADagopWPgYyAK1cQI2Uz2MyqZGhIikpHXNm7cKt23HINXJDbJ4x1qlzEN54s5nqJiCrJWxPBCKuPBC2qLKViLWCA9Cx/TMoG+iDgIAAAV9kZCQMBoNolGxl2q/bT2P97vOmY/Iuy81lVmjhh52fx0zCce+1Q82qpU3nsuEWf6w+jk0bTkka4ejxXVErpKykGGpsPgF7+r1mPi3+GUgf/syl9Ej6SKHFty0PbcgAVEdTWzAAC24BrlOnDiZMmKAOLMpKBDRIgAxADYpibyWRAWhviqszXh6TSXUql5Y1KysH06dtx43rscXeDFswa5/n66L/iw2kdSSydWRkIr75/jAuX3nw1CUVeZdW1KtTFhPGvICSJT0lG4CbD1zEyk0nRFYDoBgTkJmizo56zBzaGZXLKv+31+KLtFzLjPQsfPLRKmSkZ4sugulYKyQQI8d2FR1DDZUhYC+/15ShxT8L6cOfuZQeSR8ptPi25aENGYDqaKqWASimWqXOAFy3bh1Wr14tdPnSSy8J24npIQL2QoAMQHtRWsPjJANQw+JYUWk8JpNawLF/32X8b8VhSaUw42vRV/3hV9JDUpypxmzV37TZO5Cenl2sGckMJF9fDyxd+BqQmyZ6BWBKWibenboRmdk5pkp5+ueGp1cBskYOOh2qlPPF3M/s08zaE3YJK/8n7f3JgztvUT+UCSghXQuKkE3AXn6vyQZk4UDSx8ICmOie9NGuPjy0sTUD8KPwsZoQ9JtGM1XZAixmcKYMwOjoaKSkpKBKlSpG04WHh2P+/PnCZSNOTk5YsmQJ/Pz8xHRPbYiATRAgA9AmZLTuQZABaN36aaV6HpNJLYx13NhNuH0rTtTZbXn1MgOud5+66Ne/vmJDYOcOjhy3CUnJGaJWIrIzCgMDfDBjcg84Oj65QbfosrYeisB3G8Ol1/x4FaAubzVgERnmftoV1SrY34Rv4bxQnDx+W9L7w/AxE/nVN5qhS/da0vWgCNkE7OX3mmxAFg4kfSwsABmA2hagmOp4fDtkAKrzemjZADx37hymTJmCGjVqCBeDVK5cGd7e3sJFZ1FRUci7RCTv4rN33nkH3bp1UwcUZSUCGiVABqBGhbGnssgAtCe11Rsrj8mketWLy8yMv7FjNolr/EQrb283LF0+QFZsUUGbt5zF6nUnJBtJgz5ohZYtjP/NbMG+hs7bgjvRifJqZuZfEWcBsmR6B51wKcigl5rJy23FUVMm/IWrlx9IHgEzcHs9Xw99VdpKLrkgOwmwh99r1iwl6aNt9Ugf7erDQxsyANXR3xoMQFMjd3FxwZtvvolOnTqZako/JwI2R4AMQJuT1PoGRAag9WmmxYp5TCYtPe7j4bewcMEe2WWs/PF1ODo+vh5XdhYIW3iHfbEBD+NSJWURtt9WLompE7ubjGN/Oztg9GrkGLnkxGQC1sDINmD2o3L+Xlg8qqeoNLbUaNa0bbhwLlLykNgq0v4vNUTPPnUlx1KAfAL28HtNPh3LR5I+lteguApIH+3qw0MbWzMAPwgfpwlBVzSaodktwGlpaTh27BgiIiJw7do1xMXFCTf9sj9renh4oEKFCggJCUHHjh2FlYH0EAF7JEAGoD2qrrExkwGoMUGstBwek0lLo/n335tYvGiv7DK+X/kanJ31suPzAtmFH5NnbJedZ9G8F1C6lGex8TkGA14c9eiAZtlPMQagbwk3fDfpedmprTXwlx/+RujOi6K2bT85xs9GdESDRhWtdehWWbc9/F6zSmEeF036aFs90ke7+vDQhgxAdfS3pAGozogoKxGwLwJkANqX3pocLRmAmpTF6oriMZm0NJSIS9GYNnWbrDKY8ccMQCWef8NvYdHSfbJTTZ3QHdWqljIZP3DsGmRmybgAJC9zMQZg2dJeWDLa/lYA3rkdh7EjNppk/2QDbx83LFo2AHq9+StIJXduxwH28HvNmuUlfbStHumjXX14aEMGoDr6kwGoDlfKSgR4ESADkBdp6scoATIA6eVQggCPyaQSdZqTIyfHgGFD/kBCQpqkNGz7ZuvW1fDeBy0lxRlrfOz4bSxcIn8l4rSJz6FqlZIma5n+/V6cjIiUtVqNnf9n7AxAxqNV/UoY9moLkzXYYoPpk7fiSkS0aK46nQ59X6yPPn2Vu0TGFrmqMSZ7+L2mBjdeOUkfXqTl9UP6yOPGI4qHNrZkAMZkxOH9Y+N5SGOyj/81no5SLr4m21EDIkAEtEmADEBt6mJXVZEBaFdyqzZYHpNJ1YqXkHjjhlNYv+6k5Ms3pk3vicoiTDcxpVy/EYvxU7aKaVpkm6UL+8HXx91k/PGL9zD9exkrDYsx//I6nTW0M2pUMr0K0WSRVtjg7t14TBn3FzIzs02agMwsrVDJF+MnPQcXVycrHK11l2wvv9esVSXSR9vKkT7a1YeHNmQAqqM/GYDqcKWsRIAXATIAeZGmfowSIAOQXg4lCPCYTCpRp7k5EhPTMWrERqSmZpo0b1hfzMCpU6csvhip3E1n7IKOEWM34X6ktBt6WS21ggMwZoS4WgyGXHw8exNi49NgyGWunognr5mRG4DZRSTlA0pgwfDuYCvb7PW5dvUB5s3aJbxHuUVctMLQMORVqpXCF6M6w6uEq72isui47eX3mkUhm9E56WMGPA6hpA8HyDK74KENGYAyxTERRgagOlwpKxHgRYAMQF6kqR8yAOkdUJUAj8mkqgOQkPz69VjMnL4dmZk5xZqAOgcdKlb0xbhxXeHm7iyhB9NNQ3dfwsqf/zHd8IkWw4e1R8P65UXHXb4di/HLQ5GdYzC96pGZf8zTM3L2HzO19A4OmDa4o92u/isIPj4uFWG7Lgr/SU7KKKRJufI+6NKtFlq2qQZnZ0fRelFDZQnY0+81ZcnxyUb68OEstxfSRy459eN4aGNrBuC7/05QXxgRPXzfZBptARbBiZoQAa0SIANQq8rYUV20AtCOxFZxqDwmkyqWLzk128b53YrDuHLlgbDKj62Wy3uY0cVWt7VqVRWvv9kMrips3UzPyML4yVsRFZ0keiVizeCyGPNFB0hdeHfuWjRm/t8+ZGQVY3iaWvnnoIOj3gGj3m6N+kGBknnbcgB7d6KjMsEMweTkRJQs5SFsF7fnFZJa0dvefq9phbvYOkgfsaQs0470sQx3Mb3y0IYMQDFKSG9DBqB0ZhRBBLREgAxALalhp7WQAWinwis8bB6TSYVLViTdzZsPsWd3BNiqwIz0bHh6OqNuvXJo2+4ZeHu7KdKHsSQxsSmYNmsHHsalFmsCMoOycqVSWDD3ZaSlJsBgMEiuKzouBdsORWDX0atITc8STEQddMLWYL1eh2fKl0R8YjqiYpOhd3i8tVcHoS5mZD1brwL6dQpBxQBvyX3beoC9fjvWoCtpo22VSB/SR9sEtFsdj2+HDEB19CcDUB2ulJUI8CJABiAv0tSPUQJkANLLoQQBHpNJJeq0tRwJiWn4dVU4/v7nRr4JyM6Oy1vl5+ioR9vW1fHZkO5wd3dBZCS71Ve6AZjHLSMrGycu3kdsQpqQx8vDBY2Cywr/zc4mjLgZi2Pn7yI5NROOjg7w9/VAm4aV4e1FZ9gZe/fo29HuV0na8NcmLS0LiUnpQsclvFzh5mb88hvSh78+UnokfaTQ4tuWhza2ZgC+/c9EviIZ6W1l06m0BVgTSlARREAeATIA5XGjKAUJkAGoIEw7TsVjMmnHeE0OnV1Osu/gVVy7HoP09Cy4uTkjuIY/Wj1bFZ6erggICBBymGsAmiyEGkgmQN+OZGTcAkgbPqjZXx6cvxCJnWGXEH78dv55o+wvMhrWr4AunYJQq2aAcNxCwYf04aOP3F5IH7nk1I/joQ0ZgOroSAagOlwpKxHgRYAMQF6kqR+jBMgApJdDCQI8JpNK1GmPOaxVG7Z9+ExEJPb+cx3RscnIzsmFj5crmtUrj5YNK8HFRi7HsFZ97OFbIm3UVzklJRMLl+zFhYtRT52nynrPO2M1qIY/hg9rBw8Pl/yiSB/19TGnB9LHHHrqxvLQxrYMwHi8eVQbKwB/bMZWAPqo+4JQdiJABFQjQAagamgpsVgCZACKJUXtiiPAYzJJCsgjYI3aHD5xC79uPono2JRCpgBbEcS2OLu5OKJ72yAM6BYCvd5BHhgVozIysnHh/H0kJWUI9QUElECVqkVf7GGN+qiITlOpSRt15WCrlafO3IHbd+JNXmbEjMByZb0xaVy3/G3BpI+6+pibnfQxl6B68Ty0IQNQHf3IAFSHK2UlArwIkAHIizT1Y5QAGYD0cihBgMdkUok67TGHtWnzZ9h5/LLplEmp2GbAesGBGPl+azg56k2259EgOioJO3dewL49EUhPzy7UZbly3ujSrRZata4G5wKrF61NHx4ctdIHaaOuEt//8Df27rsiXCYk5mEmIDvW4MP3nhWakz5iqFmuDeljOfameuahDRmAplSQ93MyAOVxoygioBUCZABqRQk7roMMQDsWX8Gh85hMKliuXaWyJm32/XsdS3/5W7Q+bEUg2w487I1HhoAlnzNn7mHR/DBkZxuKXM2Ut3qxWrVSGD6yE7weX4xiTfpYkq8l+iZt1KOenJyBwZ/+IXwvUh526/iyRf2F74f0kUKOf1vShz9zsT3y0MbWDMDXj04Si1fVdj83m0JbgFUlTMmJgLoEyABUly9lF0GADEARkKiJSQI8JpMmi6AGRRKwFm2ycwz4cOJGJCZnSFZy7oiuqFLeT3KcUgFXLkdjxrTtyMkx5F9gYCw3W8VUqbIfxk/sLqwEtBZ9lGJlTXlIG/XU2rr9PH5bHW7ye3myAmakv9S/AXr1CKFvRz15FMlM348iGFVJwkMbMgBVkQ5kAKrDlbISAV4EyADkRZr6MUqADEB6OZQgwGMyqUSdSuZITkpH+MFriItJhs5Bh1L+XmjYsirc3J2V7MbsXNaizZGTt7Bg5SHJ42WGWvtmVfHRwKaSY5UIYDeYjhy+AVHRScg1iNvKKJgYAxujRy8yMZTQQK0c1vLtqDV+NfPOXRCGU6fvyeoipFYAxozsTAagLHr8guj74cdaak88tCEDUKoq4tqTASiOE7UiAlolQAagVpWxo7rIALQjsVUcKo/JpIrlS0r9IDIRm347hr/3XEZOtiH/Egq2+svZxRGtugSj18BG8PZzl5RXrcaW1IaZYzrmdol4pi3fg7MRUaLPAyuY0snRAStn9bPIzcDsso+Z03eIGGHhJn4l3bHwqxfh6KhHQECA8MPIyEgYDNK2RErumAJEE7DktyO6SCttOHHqNly9FiOr+sqV/DBjSg8yAGXR4xdE3w8/1lJ74qGNLRmADzLi8drfk6ViVqX9L80nozTdAqwKW0pKBHgQIAOQB2Xqo1gCZADSC6IEAR6TSSXqNDfHjcsPMH/sZqSlZhq9tZKtSCvh645Rc3qjTDkfc7s0O56nNszwu3IzFtv3RyD87F2kpWcJBql/SU90aVUdbZtWhYeRFZKDpmzCg4cpsse7bGIvoR/ez9LFe/HvPzdN3mJaVF0jRnVG/QYVyADkLZrI/nh+OyJLsplmM+fuwrnzkbLGExzkjwljupIBKIsevyD6fvixltoTD23IAJSqirj2ZACK40StiIBWCZABqFVl7KguMgDtSGwVh8pjMqli+aJSx0YnYfIna5GakmlyqyczAX1KemDyshfh+fiyB1GdqNCIlzYxD1Mw//sDuHrrIdj4DQW2w+atAXR0dMCAHnXRu2PNp1YGvj9hA+IT02UTWDS2B8qVKSE7Xm4g2/57/36C5HDGaOArjdGjZx0yACXTMy+AnTcZn5CGjMxsuLs5w6eEa5ErVXl9O+aNxjqj2fl/23ZckGycs++mS6cgvP5KEzIANS49fT/aFYiHNmQAqqM/GYDqcKWsRIAXATIAeZGmfowSIAOQXg4lCPCYTCpRpzk5fll+AHu3nBP9B1a29fX515ug18uNzOnW7Fge2kTFJGP8gh1ISjG+MrLgQHq2D8YbfRsWGtvns7bidqR0Iy0vyXfTX4C3BczWz4auRUyM9JWLzMjo178Bnu9bnwxAs99ycQmiHiQh9MAVhB24jNS0rPygMqU90a19ENo0L7xClce3I65y22sVGZWI4aP+lDWwebN6o2ygNxmAsujxC6Lvhx9rqT3x0MbWDMBXjkyRilmV9r+1mERbgFUhS0mJAB8CZADy4Uy9FEOADEB6PZQgwGMyqUSdcnOkp2Xh05d/QGZGtqQU7BzAL396Pf+cQEnBCjVWW5usrBwMn7UF0bEpos1RNrQPX26Kjs9Wzx/lb5tP4c+wC5LPAGRHDFYs64N5I7qJPm9QIbRCmgljN+HGjYeyUr75dnN06VqLDEBZ9MQHsa3p67eexdrNp59ancqy5K1QdXbW49MPWqNBSDkhudrfjvgR2GbL2fNCce4CO/dS3OU5zDQPquGP8aO7kD5W8ErQ96NdkXhoQwagOvqTAagOV8pKBHgRIAOQF2nqxygBMgDp5VCCAI/JpBJ1ys3xz/4r+GbWLlnho+b0QVDdsrJilQhSW5uDx25g8Y+HJZda0scdy6b0EQwZ9rDz/9g5gHKej19uig7Nq8kJNTtmxYqD2L/3Sr6JJCXhwq/6w79MCTIApUCT0fa3DSewacd5k5F599V88XFbNKpbngxAk8TMa8Buzp4wZSvS0rJMmoDs94SrqyOmTXwOAQGPtvqr/bvNvNFRNOmj3XeAhzZkAKqjPxmA6nClrESAFwEyAHmRpn6MEiADkF4OJQjwmEwqUafcHLs2nsaqFYfBVhJJfT4a3RlN2/630k1qvLnt1dZm/PyduHwzVhab0R+1RcPaj1ZbsWfud/sRfu6eSTMgrz0zbDzcnPHNlD4WuQE4ITEdw0ZtQHZChiQDkJkZdeqWxRcjO5OJYe4LbiL+2Mnb+PKb/ZJ6YbdKfzW9D0r5eZI5K4mc9Ma3bsdh1rxQJCVlGP0d4qDTwcPTGaO/6AR2A3Deo/bvNumjoYiCBEgf7b4PPLSxKQMwPR4Dj0zVhKCrWkxEaVfLXzCnCRhUBBGwQgJkAFqhaLZWMhmAtqaoZcbDYzJpmZE96jVs81n89vUByPD/MGhcFzRuZZnVaax2NbWJjUvFxxM3ypKGmWAtG1XCkDeezY9PSsnAmAU7hdWAprYFMvNP7+CAyUM6IKhKaVk1mBu0cetZrNlwErr0HOhyciWZgGPHd0XNWoGq6mPu+LQSHxWZiN07L+Lfv28gNTkDekcHlKvgi45dgtGoaSU4OumNljpp3k5cvvYAIneZCnnY+Z39eoRgQG86n5HHO5CQmIbQ3REIDYtAYlLhi4C8PF3QqWMQOrWvAR8ft0LlqPm7jce4bb0P0ke7CvPQhgxAdfQnA1AdrpSVCPAiQAYgL9LUj1ECZADSy6EEAR6TSSXqlJvjbPgtLBi/RVb45KUvomK1UrJilQhSU5urt2IxZt4O2WWG1CiDiUM6FoqPT0zDzG/34fqdOLCVP4YiXFdm/rm5OGHMh20RXNUy5p/BYMAnIzcgLj4NzBnWZ+QAhv/OkysKCls/Kmx4dtHj6yUD4OnpQgZgMW9PRnoWvlt+AP8cufH0zdIOOuE2bi8vF7z/SRvUa1jhqUy378VjxFR5320JLxd8M6c/ypd/tH0/MpKdVWeQ/a5ToGkC2dkGnL8Yibi4NKGxr48batUMALs9vKhHzd9tpqulFqYIkD6mCFnu5zy0IQNQHX3JAFSHK2UlArwIkAHIizT1Y5QAGYD0cihBgMdkUok65eYw5BjwxRs/I/5hqugUzKQqX6UkmAHIVhRZ6lFTGzUMQMYpO8eAY2fuYtuBCJy/El0Inb+fB55rWwNtm1aFp7uzpbDi5u04jJ5SwFzKzYVDpgEOObnIN/oeV1dw47jB2QG5jg4Y+mFrtGhSiQxAIwpmZGRj9uStuH61+O3leZ/WoM/ao2mLKoWybd55Hr9vOCn5Ypm8JLPGPoeWzWsL/5MMQIt9akY7VvN3m/ZGa30VkT7a1YyHNrZmAA44PE0Tgq55dgJtAdaEElQEEZBHgAxAedwoSkECZAAqCNOOU/GYTFoa71+rwrHhp39EbwPOcXZAmz4hqBxcBu5uzgiqWgp+3u7ch6GmNg/jU/HRBPlbgFs1qoRPCmwBLgoO2w4cG5+KnBwDvDxcUD7AO//iEO4wC3R49kIkZswPfboEQy4csg3ClmDBCWSPDjA4OSBXr2P7S4V/9M5rTdG5XQ0yAI2IuGLpfhzef1X02ZJ6vQOmz38eZcv9dzbSqo0nsXnXBeHdkfOM/7QjunRoSAagHHgcYtT83cahfJvvgvTRrsQ8tCEDUB39yQBUhytlJQK8CJAByIs09WOUABmA9HIoQYDHZFKJOs3JwbYjzvpiI+5cjzV6Ph3ze7I9nZDl4wyDq2Oh7pjv06RueXRvG4Taz5QxpxRJsWprM2HhTkRcjxFtjBYsfuzH7VC/luVuSJYE8onGly5HY/KcnbJTfPhWC7RrVY0MwCIIxj1MxecfrzZ5DmTBUHamZPvOQXjjvf/OlFy35QzWbz2DHGbGynimjOiC9q3rkQEogx2PELV/t/EYgy33QfpoV10e2pABqI7+ZACqw5WyEgFeBMgA5EWa+iEDkN4BVQnwmEyqOgCRyZMS0rBw4hbciHggLOQqeDxdrg5IL+uBHLfCxt+TJgW73KJ3p5p4pVd9LivZ1NbmcPhNLPrhkEiC/zUr5eeBpZN6c2EguTgRAXHxqRg8Yr0s45OlnzSqC4Kf8ScDsAjWG9aewJ9/nBTO+JPyODvrsfi7V+Dm5iSEHf73BhZ/L/3dpxnCjgAAIABJREFUzOvzmzn9UKtmVTIApYjAsa3av9s4DsUmuyJ9tCsrD21szQB88dB0TQi6tuV42gKsCSWoCCIgjwAZgPK4UZSCBGgFoIIw7TgVj8mkVvBmZebg772XEfrnady+FiuUxWyKtHIeMBRj/j1Z//Oda+GV3vVVH5ba2mRn5+CLWVsRGZMsacXWoFebo13zR+aKtT7zFu/BybP3JI2bGcf+pb2wcEZv4WxItfWxRraTR2/C9asxskofPrYL6jYoL8RmZuXgo5HrkJqWJSkXW01Yr1YgxgztiICAADIAJdErvnFubi7u301AYmK6YP6X8veEn5+HrB7o25GFjVsQ6cMNteSOeGhDBqBkWUQFkAEoChM1IgKaJUAGoGalsZ/CyAC0H63VHCmPyaSa9cvNfe9WHOJjU7D/1C3sOX5D8mqwKcM6oWZ1f7ndi4rjoQ07p2/8/B1ISM4QZYb16VQLr/ZR3/wUBciMRqfO3sPsRbslZWAG4BsDG6Nbx2Ahjoc+kgrUQOMvBq/Bg+hkWZV8NKwtWrSqlh/76/oT2BJ6QdR7WbDD0UPao2Gd8mQAylLh6aD09CzhTMdd287j3t2EQg1C6pZFp241hZucmSko9qFvRywpy7QjfSzDXUyvPLQhA1CMEtLbkAEonRlFEAEtESADUEtq2GktZADaqfAKD5vHZFLhkhVLxy4YYBdhJCSlS8rJ/qDbrF4FfPZOK0lxUhvz0oZdCLLw/w7i0vUY4Q/xbKvzk4+zkx4De9ZDj/ZBFr0ZWSpDY+3ZGBcu34fwU3dFXVbBuFQo54Mpo7vCxeXRVnFe+ig1Zh55xn6+Hndvx8vqatjIjmjYpFJ+bGJSOsbM3Ia4hDRRJiBbldkgpCy++LgtHB31ZADKUqFwUFRkIuZO24GYB8lPHZ3w6Bt49PuiXsPyGPxpO7i4PtrCbeqhb8cUIcv+nPSxLP/ieuehjS0ZgNHp8eh/aIYmBP2j5Tj4u/532ZUmiqIiiAAREE2ADEDRqKihWgTIAFSLrH3l5TGZ1CrRf07dxpffHZBVnoNOh2+mPw+fEm6y4sUE8dbm2u2H2HngMv49cwdpaVlw1DvAv5QnurR6Bq2bVIabyD/cixmbFtpkZGRj/rK9YLcCFzwT8snamMlRNqAExg3vBB/v//TmrY8WmJmqgd0AfOTAVVGG3ZO55i3tD/8yJQr943tRiZi+MBTxienF5mSrM2vVKIMRg9rB1cWRzFlTQon4+cOHKZg8ejOSTLBnqXQOOtSqHYjPx3SGo6ODyez07ZhEZNEGpI9F8RfbOQ9tyABUR38yANXhSlmJAC8CZADyIk39GCVABiC9HEoQ4DGZVKJONXL8uD4c2/dFIEfihQV5tYx4v41wO7Bajz1roxbTJ/NmZxuwddcFbA+7iLj4NOj1/21jZDfQurs5oWPbZ/B8jxC4uzkXCid9nlbpSkQ0po37S5J8zGANrh2AURO7FxkXn5CGtX+dxv4j18D0Yu2ZYctMP/btlvByQbf2QejdtbZgWrOHtJEkQZGNF80NxanjdySZua++1QxdnqtlsnPSxyQiizYgfSyKnwxABfHTCkAFYVIqImDnBMgAtPMXQAvDJwNQCypYfw32PNH/+te/se+f65L+gFtQ8cGvNUfbZupdhmHP2vD+sgwGA46fvotLl6OFiyfYKrLKFf3QrHElsO3PRT2kz9NU2EURE0ZsFLYBF7WV3Jiuw0Z2QsMmFYuVPTUtEweOXsetu/FgqzeZOVs7KACN6pXPN/7yEpA25n1BsTHJGD54reSzUUuX8cK8xf1MHhNA+pinj9rRpI/ahOXn56GNra0A7HtwpnzgCkaubzWWtgAryJNSEQHeBMgA5E2c+nuKABmA9FIoQYDHZFKJOtXI8X9/HMOug5fBVnrJeYa/2xrN6leQEyoqxp61EQXIwo1In6IFuH3zobAKMCsrx6QJyFbxtWr3DN79uJVJ00iK3KSNFFpPt12/+jg2bzhtUr+iehk1sStqhZQttgDSxzx91I4mfdQmLD8/D23IAJSvT3GRZACqw5WyEgFeBMgA5EWa+jFKgAxAejmUIMBjMqlEnWrkCDt8Bd/+/o/s1Ism9ERZ/8JnlslOVkSgPWtTFEe2uoyZSuyMMcbG0g/pY1yBa1ce4MsZO5GaklHkKrK8yyPadKiBN99/VtS5cVL0Jm2k0Hq67YLZu4Ttv1IfdhbgwNeaoFvP2mQASoWnofb0/WhIjCdK4aGNbRmACXjhgDZWAG5ozVYAemv35aLKiAARKJYAGYD0glicABmAFpfAJgrgMZnUKqj0jCy8P3YDMjKzJZUonFlWrTQmD+0kKU5qY3vWJo8VM/0uXYpC6K6LCA+/LZwBx55SpTzQqVMw2rStDi8vV6loFWlP+hSPkV0esX9PBHZtO4+42NT8xuy2Xrbdt1O3mqgZEqjoyr+8Tkgb817xWZO34eL5SMlJHPQ6vPBiA/TuW48MQMn0tBNA3492tHiyEh7akAGojv5kAKrDlbISAV4EyADkRZr6MUqADEB6OZQgwGMyqUSdauVg24DZzbdSzitjtXz+bis0r1/8mWXm1mzv2sTHp2HhgjBcuxYrXPzwpEZs+yhj9OqrjdG5S01zcUuOt3d9xAIz5Bhw53YckpIy4OysF2769fZR7/ZsVhdpI1adotstmb8b4f/clHwGIPsmX327GTp3K/4iENLHPH3UjiZ91CYsPz8PbcgAlK9PcZFkAKrDlbISAV4EyADkRZr6IQOQ3gFVCfCYTKo6ADOTJyalY/S87XiYkCbKBHTQ6dCgdlmMeL+16ttQ7VmbhIQ0TJq4BXFxqaJ0GTCgIXr1rmPm2yAt3J71kUbqv9YpyRk4tOcyzp++h8SENLDTN0uXLYGGLaogJCQQnh4uclMXiiNtzMO4J/QSflhxWFaS2Yv6IrBs8dvcSB9ZaLkFkT7cUEvuiIc2tmYA9tk/SzJnNQL+bDOGtgCrAZZyEgFOBMgA5ASaujFOgFYA0tuhBAEek0kl6lQzR+SDJExdEmbSBGSrW+oEBWDE+23g4uyoZklCbnvWZsb07YiIiBZl/uUJMXp0F9QOCVRdl7wO7FkfqZDZ2Y2rfziKvTsu5m/jZjkKXr+T66pHkw7V8VyXWqhWuaTULsgANItY4eD09CwMfvc3ZGc92nIv5mG/H4NrBWD0pO4mm9O3YxKRRRuQPhbFX2znPLQhA1Ad/ckAVIcrZSUCvAiQAciLNPVjlAAZgPRyKEGAx2RSiTrVzsFWAm7YdQ5hh68iPSMbej27ZCJX+L8cQy5K+XngubY10L1t0OOfqV2R/RqAN28+xPhxmyUBZluEQ+qUxYgR6p7LWLAoe/h20tOyEBeTDENOLkr4usHLW/rW3cyMbHw5ZTsuX4gsdkupYAbqdcj0c0H/PvXQt0eI7PMB7UEbSR+IxMZsBe7Qj1cjNzsXOgmx7w1qjdbtqpuMIH1MIrJoA9LHovjJAFQQf3R6AmgFoIJAKRURsGMCZADasfhaGToZgFpRwrrroIl+Yf3YhSBHjt/C7cgEZGRkw93NCbWq+6NucKBwDh3Px161+b/vj2DfPunnMjJt5i/oC39/Ly4y2bI+1yOisXvzWfy9JwI5jy9eYVBr1i+Hjr3roF6zyqKN8G8W7MHRA9fALnQx9bAWuY46ZPm5oF+vuujfq66pkCJ/bsvayAIiMWjzpjNYuyYcyHr0lyCifvM56vBcnzp46aVGJnsjfUwismgD0sei+MkAVBA/MwB775utYEb5qTa1HU1bgOXjo0giYHECZABaXAIqgAxAegeUIEATfSUoqpPDXrUZ8skasAtA5Dxvv9MCHTrUkBMqOcYW9WEXraz57jB2rj8FdqMrW/lX8Mm7jKV6rQAMm/IcPEzcwBx9PxEjP14jmW2mjzNyXfSYOqornqlaSnK8LWojGYLMAIPBgE+HrRPO32RLNnXZj0xA9hQ0Agtt39brhNWb7u7OWLpsAJyc9BY3MWQOn8Ls/PgJrb8APH632doWYDIAtf5WU31EwDoIkAFoHTrZdJVkANq0vNwGx2MyyW0wNtaRvWrz3ru/CqsvpT7MnHpxQEP07BkiNVRWe1vU57dvDiJ042mTPBjrClVLYfSXz8PF1clo+1U/HMXOTWclneXIjCWDswMMJV3RonElfPJuS5P1PNnAFrWRDEFmQExMMj77dF3haGYEMjP4iSMBc5nxx05LYAcAPn5mzOyFihX9yACUyV8LYfT9aEGFomvgoQ0ZgOroTysA1eFKWYkALwJkAPIiTf0YJUAGIL0cShDgMZlUos6COWIfJGPf7gjcv5sAdrmAp5cLGjaphPoNy8NBOLvPNh5r1EYJ8h9/tArJyRmSUzEP4vXXm6Jzl5qSY+UE2Jo+l87cw5wRG0Wj0Dno0OvlRnj+9aZGY4a/vwrse5X6MBMw099V2Ga8fF5flPB0lZTC1rSRNHgzG9+5E4cxozfJzjJhYnfUqOFfbDzpIxsvl0DShwtmWZ3w0MaWDMCo9AT02jtHFmulgza3G4UyrsXfkK50n5SPCBAB5QiQAagcS8okkwAZgDLBUVghAjwmk0ohj45KxK8rj+LU8dvC5QDsTDF2rFjetkRvXzf06VcfHboEy748QKlalchjTdooMd68HLNm7sDFi1GSVo3lxY4d1xU1awYoWY7RXLamz/IZO3D88LWntv0WB9OzhCsW/PYmHB2L3vL50cs/gl0kIufJKO0KOOgwakg71A8pJymFrWkjafBmNi5yBaCEnNNn9EKlSrQCUAIyzTWl70dzkuQXxEMbMgDV0Z8MQHW4UlYiwIsAGYC8SFM/RgmQAUgvhxIEeEwmlajz1s2HmD1pK9LSskwaQx271cTr7zS3ehPQWrRRQt+COf799yYWf7VXUlq2+o9d/jHvyxe46W5L+iTGp+HzV34w+W0VJcrg8V3RqFW1IvX65PWfkZwkfTUnS5ZnAA59ryVaNKks6X2wJW0kDVyBxuwMwKFD1iIhIV1yNlc3JyxbNgDOzo7FxpI+ktFyDSB9uOKW1BkPbcgAlCSJ6MZkAIpGRQ2JgCYJkAGoSVnsqygyAO1Lb7VGy2MyaW7tiQlpGDd8I5KT0kUbFC+91kS4kdKaH2vQRg2+OTkGDBu6FomJ6cIKT7HP6280RRdO239ZTbakz5XzkZj5+XqxqPPbsYtC+rzWBL1eblxk7Kxxf+HS+cj8SyTEdCBI7gBklnIVzpYb8Uk7NKxDKwDFsFOqzcYNp7B+/SlRNzfn9clWYnftVhOvvNLEZBm29O2YHKwVNiB9tCsaD21szQDsuUcbW4D/ak9bgLX7ZVFlRMA0ATIATTOiFioTIANQZcB2kp7HZNJclBvXnsDGtScl/WHUxdURS/73crEXFJhbl9rx1qCNWgzOnb2PuXN3iTJ8mfHAzhwbNbqz0a2oatRpS/pcOn0Xc0b+KRkTO6Ovx8CGRs8BPHrwKr7+co+kvMwAzPFwRI6nk3C3xJKZz6Okn4ekHLakjaSBK9Q4Pi4Vn376B3KeuAW6uPRMq3nzXkCZgBImqyB9TCKyaAPSx6L4i+2chzZkAKqjPxmA6nClrESAFwEyAHmRpn6MEiADkF4OJQjwmEyaU2d2tgGffbQKiTK2o739UUu06xhkTvcWjdW6NmrDOX78NpYs3iuYgOw/Tz7McGArBGvWCsBnn7aHm7uz2iUVym9L+ty9+RATPlwlmR/T4JWPW6Nj76JX22Zn5eCzd39HUqK47aR5KrPVfw5ODqgfUhYjBreTXJctaSN58AoFHD58DV8vPyA625tvNUOnTsGi2pM+ojBZrBHpYzH0JjvmoQ0ZgCZlkNWADEBZ2CiICGiGABmAmpHCfgshA9B+tVdy5Dwmk+bUe+HcfcyevE1yCmZMBNUMwJgpz0mO1UqA1rXhwSkqMhE7d17Evn2XkZGRXajLKlVKonPnYLR4tiocHR2Qnp6F8PDbiI1JFlYuefu4oVGjCvD2dlOlVFvSh12oM/a93xB1N0ESK3YZz7yfXodfaU+jcWdP3MH8qdvBPFydiOxZXk4wuD86Q27MsA6oWytQRFThJrakjeTBKxhw6OBVrFhxSMhYlAnPVt+yd+eNN8WbfywX6aOgSCqkIn1UgKpQSh7a2JoB+NyeuQrRNy/N1vYj6RZg8xBSNBGwKAEyAC2KnzpnBMgApPdACQI8JpPm1Pn3oWv4epG0CyHy+isTWAJzF/c3p3uLxmpdG55wmLnHbgZOSc6Ao5MegYElULHio5tG4+JSseWvs9i755FJyEwJZgAzw4IZVM2aVULP3nXy2ytVt63pE7bpDH6VsOKLca7XvDKGTOxuEmn43zewdG7YI02KaJ238i/7sfnH2rR9tho+eKOZrEtdbE0bk4BVbMBuBd6zOwJhYZeQkpKZ35ObmxPat6+BDh1qiNr2W7BE0kdFwRRITfooAFGlFDy0IQNQHfHIAFSHK2UlArwIkAHIizT1Y5QAGYD0cihBgMdk0pw6/zlyHcsWSDtDLK+/wHLemL2onzndWzRW69pYFM7jzm/fisPsWTuRnJxh9LxAZlSx/wwZ2hYNG1VUrGxb0yctNROTB61B7IMkGEyd/aYDHPUOGLewHyo9U1oU03t34rDgyzA8uBkPXYEd3ez/NbjpkePmCJ2zg7BSsE2Lqnj/9WZCH3IeW9NGDgOlY7KychAZmSjcxM7MvzJlSsDZWS+rG9JHFjZuQaSP+qjZytmLR6/hyslbyEzLgqePOxp0qgX/Co/+YsvYw0MbMgDV0Z8MQHW4UlYiwIsAGYC8SFM/ZADSO6AqAR6TSXMGcO3KA0wZs1lyCmb41G1QHp+N7iw5VisBWtfG0pzYyqSJ4/8SViUVtT3xyfr0eh1Gj+mC4JoBipRui/pE30/AnBEbkfAwtVhDVeegw+AJ3VC/WWVJLA0GA/YeuoqtW8/j3v0E4ZZfODkg9/GywODqpdGtQzCaNqwga+VfXjG2qI0k0BpvTPpoWyDSR119Dm08gc3LdyP61kM46B3yV6wzUzCk1TPoP7wrKgYXffQBD21sygBMS0D3PfPUFVRk9m3tR6CMm7fI1tSMCBABrREgA1BrithhPbQC0A5FV2HIPCaT5pTNJsRjPl2P+/eknU3G+hw2siMaNqlkTvcWjdW6NhaFA2DFNwdx6NA1UeYfq5V5TYGB3pg9t49Z5pKtm0zM/Fv/4984sjsCOdkG4Q+o7Ml9fBlLrQbl0fetZqgaVMasV+D6rYe4dvOhcHYjW1FWo2pplC+rzB+O6NsxSxrVg0kf1RGb1QHpYxa+YoPXLdiJLSv2PToQ9em7reCg10HvqMdnK95EcLOqT+XioQ0ZgOroTwagOlwpKxHgRYAMQF6kqR+jBMgApJdDCQI8JpPm1hm24wJ++u6IpDTevm5Y+PVL0MvcQiipM5UaW4M2Kg3dZNqkpHQM/WQt2C3RUp8JE7ujRpC/1DCL/EHM7CLNSJCSlI6/91wGWxXIjEBvX3c0bfcMyihk0plRmslQ+nZMIrJoA9LHovhNdk76mEQkq8GBdeFYOW69yVi2wtrZxQnTtwxDybI+hdrz0IYMQJMSyWpABqAsbBREBDRDgAxAzUhhv4WQAWi/2is5ch6TSXPrzczIxoyJW3DrxkPRq72GfNEBjSVuTzS3TqXjrUEbpccsNt+O7Rfw6y//ILeIFRTF5WBbw59tWRUfftRKbFdG25E+ZiNULQFpoxpaRRKTPopgVC0J6aM8Wnb8wejO8xFzL77IlX9P9shWAnZ9uxVe/KIbGYBmyBGVloCuu780I4NyoTs6fEFbgJXDSZmIAHcCZAByR04dPkmADEB6J5QgoMWJfmJCGvbvjsD+sMuIe5gimDwlvF2QlZ2LpMQ0o6YPM3fYluG3P2yFth1rKIHHojm0qI1FgRTo/Kcfj2J3WARycqSvAKxWrRQmT+1h9lBIH7MRqpaAtFENrSKJSR9FMKqWhPRRHu25Q1cw/92VkhK7ebli0cHRcHJxyo/joY2trQAkA1DSa0eNiQARMEKADEArezXS09Nx7do1XLlyRfjP1atX8eDBA2EUpUuXxrJly0yOKDo6Gp988onJdqxB27ZtMXjwYFFt5TYiA1AuOYorSIDHZFIscWbe/fnHSWz646Sw0u+p1V26R8fmOLnokZmRI9zsys51y2tbr2F59Hy+LmoodMmD2LrVaqclbdQao9y8K78/gn37LiPH1G21RXRQqZIfps/sJbdrrn8QM7tIO01A3462hSd9SB9tE1C+ug2LQ4Wz/wwSj62YvGEwKtYsy/XfO2QAKq8/y0grANXhSlmJAC8CZADyIq1QP1OmTMG5c+eKzEYGoEKQjaShib66fM3NrhV9mPn3y//9jdBtF0QNqVadQNSuWxZZ2QZ4erqgfqMKKO3vJSrWWhqpqU1CfBr27YnA0SPXkZyUAb2jA8qV90GHTkGo16A8WN9aftauOY6/Np8VvSU8byzMMA4JKYuRCtwOraY+WmZvDbWRNtpWifQhfbRNQPnqVs/ZhtCfjyAnO0dS8jG/fYBnGv53mRmPb8fWDMAuYdrYAryzI20BlvTyU2MioDECZABqTBBT5UyePBnnz58Xmnl4eKBatWqIiIgAWxkoxwAcOHAgGjdubLRbT09P+Pn5mSrLrJ/TCkCz8FHwYwI8JpNiYB/adwUrluwX0zS/zZvvP4sOXYMlxVhTYzW0yc7OwS8/HMXe3RHCCktmvOY9bEUlW03p6+eO9z9qhZC65TSL69q1GEyasEVWfW+/2wIdOpi/RVwNfWQNiIKeIkDaaPulIH1IH20TUL66zd/swZ9LwmCQuGqdXQRSttp/l1bx+HbIAFRef5aRDEB1uFJWIsCLABmAvEgr1E9oaChcXV1RvXp1BAQECFnZFl22DViOATho0CC0a9dOoerkpSEDUB43iipMgMdk0hRzZkKN/WwD7t+Nl3SpQ2l/T8xd+qKwFdgWH6W1Yebf/DmhOH/2XrGc2So5nU6HwcPaoYmGL1KZMG4zbt58KOmdcXFxxNLlA+Dq+t+ZSnLfHaX1kVsHxT1NgLTR9ltB+pA+2iagfHV3L0dhQq/FohOzfw+XquCH2Ts+F/59nPfw+HZszQDsHDpfNHc1G+7qNJwuAVETMOUmAioTIANQZcA80pMByIMyhK2EeaZrZGQk2E1o9GiHgBb0ibgYhRnj5a3m+mJ8V9Spr92VauYorbQ2P/7fEezedVGUYcb+vMH6nza7N8pX8DVnGKrFHjt2C18t3CMp//Mv1EW//g0kxRhrrLQ+ihSlcpLsbAMS4lKRkZEND09nlPB2K/SHU5W7F53eHrURDUcDDUkfDYhQTAmkjzr6zHplBa6cvIVcg+nr69m/gweO6YHObzxbqBge2pABqI7+ZACqw5WyEgFeBMgA5EVaxX7IAFQRboHUPCYrfEZim71oQZ8Nq49j07pTks9z0+t16NKjNga+0dQmxVFSm6TEdAz9eJWkSzPYwsrqVUqierXSwm27Xt5uaNKyKgLL++TzZqs3L12Oxt17CcjKyoGHhwtCagXA18ediyab/jyNtWtOiOqrSZNK+GRoG8XON1RSH1EDsGCj2AfJ2LvzInZvu4CU5Iz8SspV9EXnnrXRok01uCiwqlKpIdqTNkox45mH9OFJW3pfpI90ZmIirpy4hTmv/+/R7fXFeIAOegeUqVQSE9Z+DFcPFzIAxcA10iYqLQG0AtAMgBRKBIhAPgEyAG3gZSADkI+INJHkw1luL1rQ59eVRxG2/cKjSbGEhxmArdo9g3c+biUhynqaKqnNlk1nsOb3Y6JW/7FGuiwDdNkG4dZlvf7RhSDM7GNnBAaFBKLXgAa4E5OM7aEXERWdJPycrVhgRwqyLdlNG1VE9y418Uy10qoD37M7Ar//dgxpaVn5NeR1mreSsWu3mnhpYEPFzD+WX0l9VIdkRgf7dl3Cj18fFDIw/Qs+eZp7+7rhi0ndUKFySTN6Ui7UXrRRjhjfTKQPX95SeyN9pBIT3/7U3otYNvQ34SxAQxFzHvY7tUzlUhjxwzvwLeP9VGIe2tjaCsBOuxaIF0jFlqGdP6ctwCrypdREQG0CZACqTZhDfnMMwCpVqiA5ORlxcXFwcnJCyZIlERwcjE6dOqFq1aocqgfoDEAumG2+Ex6TSVMQ//jtGLb+eUbS6jSWkxlTHbvVxKtvNzPVhVX+XEltJo/fjGtXYkxzMOTCISNbWJ1g9GRFvQ6ZXs7IdXR4ynDL6yDvQpE3X2mCrp3Uv6glMzMbR/++gb17LuPBg2TkGAzw9nZDy1ZV0aZNdXh5uZoeu8QWSuojsWtuzZn5t3LZAZP9Mb2dXRwxcV4flC2wQtRkoEoN7EEbldBxSUv6cMEsuxPSRzY6UYGR12MQ+vNhHFx/HJnpWfkxJcv5oNNrLdDmxSZw8yy88u+/f7eqf6wOGYCiZJTciAxAycgogAhoigAZgJqSQ14x5hiAxfXITMC3335bMAalPrGxsSZDfHx8oNfrBQOQXWKi9YdNJP39H91gFh0dTWcAakwwLejz79/XsXhumCwyHw5tK6wCtMVHSW0+H7IG0VGPVuoZfXJz4ZBevPnH1n9lebsg11G4KUQU9g/feRbt29ieRkrqIwok50YPopIw4sNVorfmMxOwXAVfTF/cz+LnAtq6NpxfBcW7I30UR6poQtJHUZxGk6WnZODO5ShkpmXB08cd5YPKmFylzkMbdjki+3OGLTxsCzCtALQFJWkMRMDyBMgAtLwGZlcgxwAcNWoUmjRpgtq1ayMwMFAw+dgqwNOnT2P37t1IT08X6mrVqhWGDh0qucYBAwaYjPn666+FFYf0EAFbIcBup325z1eIj0uVNCQPTxes2fyZsPKInuIJvPv6t7h5s/gVgLqsnEdbf4tJle3miBx3R9HmH0vl5KjHut8Ho4SXG8lkRQS+XxaGtT8GTyNmAAAgAElEQVQfFm0A5g1t4Xdvo3bdClY0UiqVCBABIkAEbJFAZFoiOu7UxhbgsC6fI8CthC1ipjERAbsgQAagDcgs1QDMzs4WVt25uBS9LP/+/fuYNm0aYmIe/SF75MiRaNy4sSRSZABKwkWNVSDAznm7cP4eoiLjhTP5fH09ULd+JTg5qfu3wb+sPICfvtsvnDMn5mGrjV58pQXeG9RBTHO7bzN98noc2HfR+DZrkav/Mn1dAXYkoMjVfww8a/rxe+0xoJ9tXtZiiy8XM+UHdJuP5MRHf6kl9mHb8tt2ro3RU18QG0LtiAARsHECbC4REX4dCbFJcHZxQtU6FeBTmowQG5ddE8MjA1ATMlARRMAmCJABqIKMzFx7+eWXzc48aNAgtGvXzmQeqQagyYQALl68iIkTJwpN69SpgwkTJogJy29DW4Al4aLGChDI206Snp6FtasPYsfWs4i8n1gos6enCzp2CUanrrXg66vO7a7sBtnZk7fiyiW2Tbx4E5CZf5WqlMS46T3hYsOr/5Tc6nP+7D3MnLrN+BtjyIWebf8t5slxckC2d9F/AWLqVSxdygNLvuxvqplV/VxJfbQ28AeRiRj+wSpZZQWU9cbcb16SFatUkC1roxQjS+YhfSxJ33TfSumTlpyBsF+PIOyXI4iL+m9ewW65bdw1BN3eaYWqKq8WZn+pePXELcTeixMuqAqs5o/yQYGmIWi0hVLaFDc8W9oCTAagRl9kKosIWCEBMgBVEM0WDECGZfjw4bh9+7awPfjnn382eZ6HXJR0CYhcchRXkACbTLo4e+L/2bsK6CiuLvxtXAlBA8EDBCe4u7tLoUhxKFJcixUt/mNFWmhLgVK0eAnubsECJEiUJMQ9m/znTtiwSVZmNruzm933zukpsO/dd+9338zOfHtl1rT9ePsmWCk49OBsa2eF6bPbooxbAZ2ASF1cN62+AK/H/tyDelYiUPZv7pUKY9LM1rC314yM0onyOhCqzULs9BI0Y/JhfAqOUtwJWJoK80SpSis0Sf+VF7h72wBY6TiSVAduUHFNCC/Gzr2MvgnBlYuv8elT9JcoWzvUa1AaHjWLZ3RcFtMORXv5fwjH3ImHNFLDOb8d1v06QKO12lqkzWtHWzoxOV8RYP4x7NOgDf9EfIrC6mG7EOgTgjQFP+oRCUj3w2FLe6JRj5paB0SaIsXFvbdwbtdVfHqfub526WrF0X5kM9TpWE3v9UqFGq4N36jb05iagBAB2PKsYaQAX2jHUoDVnT32OUPAkBFgBKCOvOPv759jyc7OzrCzUx+lpIsIQFJ+7dq1uHXrFmfHzp07kSePbtIcGAGY46PCBABITEzBsoVn8OFDGEdGqBqyTp8Ll3RGUde8OsGPSD8iAD1PP8fjB36Z9qhSvShad6iE6jWKgV4ejH1o+0H/9atgLFt8hmvEky3Tmg8BaGcBqa2w+n/yPtr+v76gaFJjGUL98/JFEP787RY+fkyPRJER3LI/O+W1Ra++NdG8ZXm9QxQeFovJw/dppEexEumNQPQ5hPpGn7qa4t7MP4bt9Zz6hzrb/tRnK0f+pap5rqASEZN+GYxqzdy1BkpyYjL+N/p3eF19xdW0zfp9JzGTcKRk6yGNMGB+t1xFAubUN3xAZgQgH5SEz2EEoHDM2AqGgCEhwAhAQ/KGhrowAlBD4AQuE+NhRaBKbLocAocOPMTxo4/Vpt3KlhBZ4V6hMGbP76BzHKOjErjGIPTwntfZFnmcTKuJhC6unSeP/fG/NeeRkpKa2ec8UoBzGgH4546BBhPhpo3DK8Q/9+++x6b1FznM1ZW57NqjGnr3q6UNFTWWQZE5s8cfRFBAJMCvLCe3F90fOvSohj6D6mi8tzYWCvGNNvZjMoQhwPwjDC+xZ+fUP1cP3cOuuUd4qU0EYJEyhfDTiYlaI+K2/bAXt088Uhh5mFWp3tM7oNPY3FNLOKe+4eMURgDyQUn4HEYACseMrWAIGBICjAA0JG9oqIuuCMApU6bAz8+PpQB/8YsYDysaHgGTX0aF/ieO/Rsx0YmCsVixpke2KMAPPqG4cOo5vB75ISE+mavPV75yEbTqVBlu7oW09nAvWNlcukBX105wUBTOnX2Byxe9kShX988sIRkSFUGgqeYSJFMTEIHDTCJBubIFsGB2e4ErDXs6X/+88w3Donkn1EbYyls7bFQjvUcCnj/1HH9uvyHYCau29UPBwo6C12lzAV/faHNPJos/Asw//LHSx8yc+mdB943w8w7mRcDJ7Ju9dxTK1SyZY3MD3gRjbtvVvOVY21ph/Z35sMklJUVy6hs+wBgbAdjizDo+Zut8zsX2k1kXYJ2jzDZgCOgOAUYA6g5b0STrggDMaRMQIcazFGAhaLG5ihC4c+sdF5UkdFCUT9sOlTBgUHpX18jwOGz9+TxePQvMVrtPlt5Y0q0Axs9qgwJ6JgaE2qrP+bp+0E9MSMaL50GIiUmEhYUZQgKicPiPOypNTnKyQpqFmaAuwCRw4timqF8n5y93+vRH1r35+mfjugu4f/cD7yhb2idvXlus39JXZzVk+eAYH5eEGWMOIDYmkZfudK3XblAK46a34iNep3P4+kanSjDhShFg/jHsw5ET/1DtvylNVwoy0NzCDG2HNkKfaTn/keivRUdxYc9NtanH8goOWdoLzb+pL0hnfU3OiW/46swIQL5ICZvHCEBheLHZDAFDQ4ARgIbmEQ30EUoA3rlzB3Xq1FEaxRQUFITFixcjNDSU04aagdSrV08DzfgtYQQgP5zYLOUIHD30CMcOP4JUKiDH74u4qtVduYYgRP79NP0owkNjVZIERA7YOVjjx9XdUchFN3Uxjc3XYjzoy2NGNSDXLTqNF08ClPpSamWOlDxWvKEmvzvlscGGn3tyJKMxDT7+Cf8ch8njD/Ai0LJi88O0VqhZu4ReIXv3JhTL554AdelW1Z2b/Fy8VD7MXtoZNraWetWZNufjG70racIKMP8YtvNz4p+At58wr9MGQQYSAdi4Zy0MWdxd0DpFk2e2WJGt6YcqoVQPsHb7qhi3aVCO9xZDQE58w1c/RgDyRUrYPEYACsOLzWYIGBoCjAA0NI+o0YfIOYrOkx/UoTc6OhqOjo4YNCjzF7+Hhwfy5s3c5KBv375wcXFB3bp1UbZsWeTPn59L8/38+TOePHmC8+fPIzExPZWyQYMGmDx5sk5RYgSgTuE1CeEH/76Pk/96CUpNlAHjXrEw5i7oiKUzj8Hn1SdeBAeRBIWK5MHSTX1MoolHTg+RGA/6WXWk1O2Ny/7D88f+oNpMWevVEVUsdbCE1NpcbRQg+ZtIv4Wz26NUyXw5hcPg1vPxj+fZF/hz9y21df+yGkfYUWfgsROa6d3uj+8+Y8vq8wj0i1Qa4VunYWkMn9DUIMg/AoyPb/QOrAkrwPxj2M7PiX8+B0ZgWotVggwkArDVtw3Qf1ZHQesUTZ5UdxGiQmMEyanSpDym/j5S0Bp9Tc6Jb/jqbGwEYPPT6/martN5lzr8wFKAdYowE84Q0C0CjADULb5al37p0iVs2bKFt9wFCxagcuXKmeYTAchntG3bFkOGDOHIQV0ORgDqEl3TkH36hBf2/3UPVPBfyCBiqHadkujUpQp+mnpUyFJu7g/z26O6niObBCuthwViPOgrMosahNy44I1zx73g9/5zpil29lZo1q4iYs2Bcxe9sxFCNFlGHOZxtMaMya1QplR+PaCn+y35+OfwP+lNdjSJsq1YyUWUZjt8kKJ7xKtnQTh/+jkoKjApMQV0FmrULYnm7SoYXFQvH9/wsZvN0Q0CzD+6wVVbUnPiH+oyP6vNGoQGRAhqIDRx6yB4tKiQYxNmt/4ZQT4hvOVQBGCdjtUw9n/f8l6jz4k58Q1fvRkByBcpYfMYASgMLzabIWBoCDAC0NA8okYfbRCA9+7dg7e3N968eYOQkBAuepAi/mxtbUFflhUqVECLFi1QooQ4KVuMAMxlh9AA1Q0MiMTMKYc10mzk2MZ49dAPNy+94RX9J9uEIpsqebhi6sKc/9KvkeK5aJEYD/qq4CDS571PGIIDIiFNkcLRyRYVqhaFpaU5t8w/MBLnL3rj4tU3SExMyRBVorgz2reugAZ1S3GNYIx18PFPTtLsq1Qtihlz2xkrfDq1i49vdKoAE64SAeYfwz4gOfXP2V3XcODn07wjn51d8mDV+elayQz4Z+UpnNl5CakCSpuMWvsNGnSvadhO+aJdTn3Dx0hGAPJBSfgcRgAKx4ytYAgYEgKMADQkb5ioLowANFHHCzSb6nY9fx4IH58wUNMHW1tLuFcojLJlC3L1LFf8dAYvXwQJIvFIxsZt/TF9xD5ERcQL1AigdJ+dh0cIXmdqC8R40NcGplQfLjIqAUlJKbC3t4JTHlttiDV4GXz8c/3qW2zbfEWwLUSUN29ZHkNHNBS8NjcuoLPzwvsToqMTuPTdQgUd4FY6v8adw/n4JjfiZCw6M/8Ytidz6p/YyHjM67Qe0eGxvIi4oUt6oGnv2loBJeTjZ8xovpx39KFdHlusvz0flrnkx6qc+oYPyMZGADYzkBTgyywFmM/xY3MYAgaLACMADdY1pqMYIwBNx9eaWEoNHTw9X+Hs2ecI+RTDpWoS4UdRXUQKFiuWFx06VEK+fPb4eelZQVv06lsD3Xp6YHSf37hUQE3G9kPDMyLJNFlvCmvEeNA3BRx1ZSMf/xDpPn7MfiQmCL9OFi7tgjJuBXSlvkHIDQmNwX8XXuHClTeIj0/OpJNLYUcukrRpIzfYCHw55+MbgwBAx0rQvd7rqT8ePfRDTEwSLK3M4erqhMZNyiJPHhsd765cPPOP3qDntbE2/OP/OhgrB+9EXFSCwo68sueRzmObo+ekNrz04juJOgF7/nGdFwk4dFlvNOuvu4Z9fHXmO08bvlG3FyMA1SGk2eeMANQMN7aKIWAoCDAC0FA8YcJ6MALQhJ2vxnRKx9yw/iKePg1QOlNWp61xEzdUqVgC27ac5wVo3fqlMG5ic45QnDDwd8REpze+ETJo7c4jIzSO7hGyV26eK8aDfm7GR9+68/XPnt9vg5qBqOqiK28LXZvFS+bDkhXd9G2iTvd/4hWAtZsvg2pOqsLGtagTZk9phXzOdrz14esb3gJz2UT6oefiBW8cP/YEoaGxMDeXIDUNkIAa+6Rx9+969Uuj3ze1uB+BxB6m7h+x8Ra6n7b8ExYQgWObzuPm8ceQJku5c0fnj8oOF3N3QecxzVG3Q1Wh6qmdnypNxW+zDuD6ofsK69SamZtxpGTv6R3QaWxLtfIMaYK2fKPKJkYA6sbjjADUDa5MKkNALAQYASgW0mwfpQgwApAdDkUI0Is0kX8PH/rxbu7RtWtNVKxQBJvWn0VcXFJGpKBMPhES9NDZvmMl9PmmFvdnGht+OoMn9z/yJjZoDf3qX7pcQfy4ujtzoBoExHjQZ07QHAG+/omIiMP82ccRFRnP61oxNzfD7PntUd69sObKGfjKl96fsHT1OQ4PdT2IiDQoWMABP81rDwd7a16W8fUNL2G5bBIRLLt/u4kL571Vak64OjraYO6P7VGkqJOoVpqyf0QFWsPNtO2fmIg4PL70CtGfY2FlY4FSVVxRumoxnf4ISNfB/TNP4fn7dby645OBBDX9qNmmMtp81wTudctoiJD+lmnbN4osMSoCMC4KTU9v0J/D5Ha+0mESXOzyGIQuTAmGAENAOAKMABSOGVuhZQQYAahlQI1E3OPHfli9il80n7zJ23cMg6VlMm7f8MHF86+4tGFpaiqcnGzRsIkbmjYrB8csKWNeD/2wZsEpwciNmtICDZqXE7zO1BaI8aBvaphq014h/gnwj8CKJWdVkoBEyHCRtZNboEYtcZpJKcODXp5fPg3Ee58vHX8drFHFwxUurnlzDCF1CZ0w/QgiIuPVkn+yzQiXFk3LYvggfql6QnyTY4MMTMDhQ49w5NAjXloRrnnz2mLJ8q4cGSjWMGX/iIVxTvYxNv+E+n3G54AISMzNUKhEfjgVdMwJPHpdK4ZvGAGoGxfriwDcs2cP/v333wyjFixYgMqVK6s08tGjR/D09OQaX0ZFRSFPnjwoW7YsWrduDQ8PD90AxKQyBAwcAUYAGriDTEE9RgCagpeF27hqlSe8ngbwijSSSaf0sA4dPfDNNx6gl3O+g6J3Zo/9G6HB0bz2o1/eHRyssWbXQFb/jwfIYjzo81CDTfmCQFhYLC5dfYOAgEgubdXe3hotW1RBowblEBLySe21Q5GAJ//1wuULr5CQkAIzcwmXkilNTYOZRII69UqiS/fqKFEyn94wp7S4C2de4Ny/XvgUFAW6Zs0kyIjUq1itKDr1qo7KHsU01vH+o49Ys/Gy4PXUfXrrul6ws7VSu9ZUr53oqARM+P4AqAYs30FR2T17e6B7j+p8l+R4njr/EAHt5xeBiIh47trIX8AeLi4scibHwPMUoM4/PMWwaTpAQAzfMAJQB44DoA8C8N27d5g9ezbonVE2VBGAdO/dsWMHR/4pG0QCjhw5UqcRvLrxAJPKEMgZAowAzBl+bLUWEGAEoBZANDIR4eFxmDjhH42ssrKywLbt38DCIj29l+/w//AZS6Yf45qBqKrjRUSCuZkEM5d1QdkKxpvayBc3PvPEeNDno4epzwkKisJff9/Hw0d+GenxlLZK0VN05p2d7dCxXUW0b1uR+zd1g2p03r3tC68HfvB5HoToiHhQmr1DHhvUblQGLdpXQkE9kB3UzXnzCk88vveB00dRaq7M5v7D6qNdN81qdy1fcx7PXgrrPC7D9LuBddCmpbs6iLkyBS4uLty8oCDaiz8hpla4AU84edwLf++/xzuyUmYKRXpv2NQHlH4uxlDmH2oEc+3aW/x39gXoupMfbm4F0KZtRdSrVxIWFuZiqGmye5jq9ZMbHC6Gb4yOADxlICnAHcVNAabvvblz5+Lt27dwcnJCZGQkd8RVEYD79u3DkSNHuHmlS5dG165dQechODiYiyL09fXlPuvZsyf69++fGy4ZpiNDQGsIMAJQa1AyQZoiwAhATZEz3nWvXgVjyU9nNDZw/YbeyJ9feEH4j+8+Y92iUwgPi8tWcFtGJNg7WuOHH9sz8k+Ad8R40BegjklO9fENw/JV57iIPXVNPOrXK4nvRzfOqJGpDLDXz4OwZeU5RHzOfr3ICLaGLcph6PimsLSyEAV3+tX/lzUXcPeaL+/aoSMmNUOjluUF6zdi/N+Iy9Lxl48QwqZJgzIYPayB2ummeu3MmHoYgYGZiTO1YH2ZMGN2W1StWpTv9BzNU+SfwMBIrFxxDhRpq2jIusaWLpMf06a11msX4xwZbyCLE2ITERsZDytbSzjktcsUzWOq14+BuEalGmL4hhGAujkJV0QmAE+ePInff/8drq6uqFOnDo4ePcoZpowApB/LJk+ezEULurm5YdGiRbCy+hpxn5iYiIULF3KEorm5OdatW5fxQ5tuEGNSGQKGhQAjAA3LHyapDSMATdLtKo1+/jwQy5f9pzEwq9f0ROHCmtXGSUmW4v5NX3ieeIY3L4MzdChRJj9ad66Cek3cYGUtDpmhMQAGtlCMB30DM9mg1AkNi8Wc+ScQH5eMVHWdKr5o3ra1O4Z8W1epHc8f+2PtglNcRJoqkUScu1cpgqmLOsHCUjvRTrExifD7EA6KQLSzs0KJUvkyrkm6ZpfO/FojiI8jbOws8b8/BglO5x88ei+XQi10ECZ1a5XApLFN1S411Wtn5LA9HFmtyRg5qhGailSbNat/QkKiMf/HE4iJSVRLtBMRXLSoE+Yv6AhbW0tNTDXZNZTiT804zv91C89vvs3AoUAxZ7QeWB+NetSEvZOtyUbQ5oaDIca9zdgIwCYn/2cQrr3aaaJoTUBCQ0MxZcoUJCQkcITfs2fPcPDgQZUE4M6dO/Hff+nvEEuWLEH58tl/4PP29sa8efO4Oe3bt8ewYcMMAlumBENADAQYASgGymwPlQgwApAdkKwIfPwYjjmzhb3Ey8vYtn0A7Oxy/kJF9acS4pNhbWMpOKWYefUrAmI86DO8lSPw+5478LzgrZaQyCph/eoeXNfarIO6AM8YsY9Ll6eIO3WDCK+23aqh/3D1EW+qZPm+CYXnmee4ec0HUjnizdbOEs1bu6Nluwo4suce7lz3QapUvV7yezXsUAEjxzRRZ0qmz0dNPICY2CRBa2gyET9NG5XBqKHq8TDVa2fEd3s4gleTMWJUIzTTEwG4YsVZPPMK5H2t0Vlo07YCvlVBtmuCgTGviY9JwMbxf+HlbV+u/mima10Crh6pvZMdpuwcgjJVi5tkCr0Q/4cHR8H/dTDox0+nAo4oWbmI2uhvIfKVzRXj3sYIQG14KrsMMQnAFStW4MGDB2jWrBm+//57HDhwQCUBSM8kY8eOxefPn7mIQYruUzZ++OEHBAQEIH/+/NiyZQurBaib48KkGiACjAA0QKeYmkqMADQ1j6u3l1IUp045hNBQxSlUyh8oJahUyRWz57QxmVpZ6tHU/wwxHvT1b6VhapCQkIxxkw4KJlOImOjSsTL69q6RzbCTBx/h0B+3BdVns7Iyx/o/B8PWTn3ji6wb0gP9icNPcHDf/Wyp+bK5pC8RjZIkKW/yRbaWqMJUSzOMmtYSjeuX5u3IdZsv4/4jP8H70Qajv2uAZo3d1O5lqtfOtMmHEBwcrRYfRROmz2yNatU1b+4iZFN5/zx+7I0pkw8JWc7Ntba2wKbNfWFjk/MfrQRvnssWpCSlYPXw3Xjz4L3K647uB1Z2VljwzzjUaJhe49OUamjyceuru744+/tNPL70MtO9vIBrXrQaUA/N+9WBNY9GRXz2UjRHjHsbIwA19Y7qdWIRgDdu3MD69evh4ODA/Z86+KojAKnG34QJEzgDqMnHqFGjlBqzffv2jCYhmzZtQqFChXQDGJPKEDAwBBgBaGAOMUV1GAFoil5Xb/PpU8+wb5/wIvDzfuyGihXzMQJQPcSizRDjQV80Y3LZRtdv+GDL9usaaZ3H0QZbN/bJtJZS76YN34twJfXNVG00aExjtOxUWbAuJ488wYG/7qldJ0EaJMnCU3JJcKq5BGZFHbB1TW/Y8Ezxf/YiCEtXK+8wqExhWxtLrgswNSxSN0z12jl29DEO/fOIV4SpPIaOjtb43+a+ojXXkPfP2rXHQd9b6mpsKvL58OEN0LyF8DqU6s6PsX1+9dB97JqXXthf3aDowCqNy+Hnf2dxUxkB+BWxM7uu4cDq/2Bmbga6p2caXBSlBMUruGDqjsFwdBZeT1mdb+hzMe5txkYANj5hGCnA1zrrPgU4NjaWq+MXERGB0aNHo1WrVtyxUkcAUrQgRQ3SGDJkCDp16qT0OJ44cQJ//PEH9/msWbNQs2ZNPkeXzWEI5HoEGAGY612Y+w1gBGDu96EuLIiNTcT0aUcQG5vE74UqLY2rB7ZyeT/kK2TJCEBdOEVDmWI86GuomtEvO3biKQ4efszvGlKAxp+/DcyUDhYSFIUZI/cJxo2i82o3LINxs9oIWhvoH4lZk3hGVaWlwUyDmnykEBGASfltMGpwfbRoUpaXjhSZOG3ecQR/iuaNLzWA6NSuIgb04feiYarXTmRkPCZ+f4A3rumEggRdu1VDrz7Zo1Z5OVSDSfL+GTfuN7ySqxvLV5y5uQTNmpXDdzyawvCVaYzz6Hpb0GMzl66alsozxV8C7H78M1xKFmAE4JdDcfXIA+yal95EQdUgArVkpaKY/cdwWPD4sUKdvKyfi3FvYwSgUK/wmy8jAOn9jQg6VYPSazUZ27Ztw/nz5+Hu7o7FixdnpOeqIwCp9h/VAKRBtQPr16+vdPtbt25h7dq13OcjR45EmzbCnk80sYutYQgYAgKMADQEL5i4DowANPEDoML8d75hWLL0DJLVpfVRHbI0wDIpFakpqejQvRr6DK7DvRCyoX8ExHjQ17+VhqnB0X+f4tBRzQnA33cOzFT/8oNvGBZMTC/ALXRUrlEM0xYr/zVekby/dt2G5+nn/IigtDRIUlK5GmBChiwFOCWfNUoUc8aK+fx19POPwPylZ5CUrD71mO5HpUvmw48z2vCK/iMbTPna2b/vHk4e9+LlSsLWwcEay1Z2g5OTLa812pgk759h323D+/efBYsl3evXL42x44TVoBS8US5fEPwuFLM7rBdkhcRMgu/m90LfyR0ZAQiAUqgnN1/FdU3mO0av6oN6HdPTqLU5xLi3MQJQmx77KktGAIaFhXH19lQNIuyEjpcvX3INP+iMrFy5EiVKlMgQoY4A/Pfff7Fnzx5u/pw5c+Dh4aF0+4cPH2L58uXc54MGDUKXLl2EqsrmMwRyJQKMAMyVbjMupRkBaFz+1LY1fn7h2LTpCvz9FPzKSMQfhRZJU2GWIIVELiigTefKGDhCfZF9bevL5GVHQIwHfYa7YgQuXX6NHbtuaQQPdSbdubV/prWfAiMxc9R+wfLoMq3VsAy+FxABmJSUggnD9oHqGPIdkhQp92OAUBIwKY8lUm0sYGlhhj+2DuC7HTfv3fvPWLHuPKKjE7mNs/ZFIYKH0kIruRfGlPHNuEhlvsOUrx3qMP3Llqu4ecNXJVyEL9WWnD23HUqWzMcXWq3Mk/fPhPG78Px5kGC5FAFI6b9DhyqPVBEs1AgXeN97hxWD0iN7+A5zCzN0Hd0ao5f1NwgCMDkxBY+uvkZYYBT36FLQNS+qNS6rtQ7p6nC5feoptk3/R920jM+JQC1TrRjm/jWS9xq+E8W4txkTARgYF4XGxzfyhVen8651mYAidnmgCwIwJSUF06dPh7+/P7p27Ypvv/02ky3qCEDqECwjHefPn48qVaooxcLLy4uLLqTRr18/9OrVS6e4MeEMAUNBgBGAhuIJE9aDEYAm7HyeplPqz9IfT8L7TQjS5KL6JFKq+SWFREnZrxmLO6JStaI8d2HTdADOREEAACAASURBVIWAGA/6utI9OioBVy++xtNHfoiNSYK1jQXKlC2IFm3d4VLESVfbak1udHQCvv/hEKijtZBBpErL5uXw3eB6mZaRnClD9yAqgn8ECQmgl13qAkzdgPmOYEo3Hi8w2jA1DWYCbOV+M5AAiQVs0pUEsGpxZ3hefYPHLwIRG58Ea0tzlCzmjDZNyqNqBReFkcWxcUm4esMHZz1fIjgkJpOJVSq6oG0rd9Ss7iq4u2Zuvnb4+lnVPCJOT598hpMnnnIEq4xM5Rq+SCRcjcDqHsUwaHA9FCrsqI0tBcmQ98/WLWdw6JDwuoW04fjxzVCvfilBe5va5LePP2Jp/22CzCYCsNf4dhi2qI9eCcC4mASc/O0GLh9+hPjY9HNMg863fR4bNO9dEx2HNICNgB8HBAHxZfIv0/7B3bNe/FOov6z73/VZcMhrp8mWSteIcW9jBKBWXZYhTEYA6iIFWEbwFShQgEvPtbGxyWSEOgKQRQDqxudMqnEhwAhA4/JnrrSGEYC50m2iKh0WEoNpo/YL6jpKD9jVa5fApDmspoeozlKwmRgP+tq2MSkxBXt338aVC6+5epLyUV0yEqJKdVcMH9cY+fLrpki6tmzasu0abt5+xy+NVm7TFUs6o3gx52xqHNt3H/QfkS98h4WlGdb/MRj2DtZ8l8DvYzjmTuZX8D9DKKUBEwEoIAow2dESUtv0hhzk2xTz9P/LN3Og9/W05DTY21jCo1JRlCruDI/qrtnwIUz8/CMRFZMAc3MzFMxvj/z5ND8fufHa4e1gARNTUlJx/94HPHr4ETExiVwKdVFXJzRrXg4FCjgIkKTdqfL+efHCBxMnCKtbSNpwjUs29hGtcYl2ERBPWlxUPCY1XgFpslTQprN+HY3mvevpjQCMDIvFz2P+wqcPn5XegynSrljZgpi2ZQAcdJjCvnrEbjy/6SMIP5q8/NQkFC6pWS03ZZuJcW9jBKBgV/NaICMAeU0WMImi/ij6j6IAZ8yYgdq1a2dbrY4AZDUABQDOpposAowANFnXG47hjAA0HF8YqiZH9t3H8X8eCSYwKEpk7c5v4KwngiY5WYr4OIoas4SVlXlGEWNDxVlXeonxoK9N3RMTkvHz4jN4+zpUJcnF1R1ztMG8pZ1Q2CWPNlXQqqyPfuGYt/AUiEThM8wkEtSsUQyTJzZXOD3icyxmjNiHlBQpL1KeIrWad6iIwWOF1TgL/xyHHzRINyalZCQgGaAoHZioS/r3ZAcLSO0sv9pplt4QJGNQY5Fkqi2YPl9GeXKEYBpQvlxBdOlYGTVrFM9YEh0Zj8jwOO56dy5gDzt7/qRnVsBz27XD53wZ05ys/tm86RJu3eJPttN3VM+eHujeo7oxwaIzW36dcxg3/32UvXOtkh3tnWyx7/V6WFlb6oUApHvkkiG/w//tJ6RKVf9gQt8nZaoWxcztg3RWv3jjxH14eOHF1xsZT0+tuTgNzoW0+x0nxr3N6AjAfzfx9Jhup13rOp5LAdb22L59Ozw9PUF+698/c/kR2V7UuOP27dvcXyllt1ixYtyfa9WqxUUL3r9/n6sbSIN1Ada2h5g8Y0GAEYDG4slcbAcjAHOx80RSfcOy//DwzgeNdpu2sD2qeKQ/IIgxUpKluHf7HTxPPcebV58ytixcJA9ad6yERs3Kwc6efw0wMXTW9R5iPOirsoGisp4/9sety28Q8TkOFG1RsLAjmrR2R6myBbMt3bTmAu7des8rwo1e2vIXdMCydT14N3bQNd6K5D94+BHrN13mSHRVgXtESJQpnR9zZraBjbUcMZZF6KM77/C/Jf9xlJgqeYRPSbcCmLmsC0eECxnkt3lTj8L/YzgvolEmm4ves5KA3rfN41JgRjbLbUxEntTSDFI7C6Ram2dSKZX+KiszkJoG88T0BkPKagrK0lB7dK2Ksq55ceG4F7zuf8yQSbrUbuKGlp2roFxlF8E/Auj72hHiL1Ocm9U/lHK/aOFJBAer7wxN11qlSkUwbXrrTI12TBFHvjZ/eBGIRb238EthlQA9JrTG6J/Sa3oGBQVx0dxijrueL/DLbPUdd+V1mvy/fqjSoIxO1Dyz+zr+Wf0fr+82mQL5izph5dnJgssXqDNAjHsbIwDVeUGzz3VFAG7evBmXL1/WSKlNmzahUKFCCA4OxoQJEzgZrVu3xqhRo5TKkxGONEG2XqPN2SKGQC5DgBGAucxhxqguIwCN0avatWnVglN49jhAI6GUAlyjbkmN1gpd5P8hHKuXnEV4WGy2FEJ62SMSglLXxk1tAY9aX7uaCd0nt80X40FfGSYPbr3D/l9vIiQ4GmbmkowoDNmfiZwaNKYx3NwLcSIC/SMxa9IhwRCPHN8EjZuXE7xOzAUvXgVj566bCAqKVnA+Jdy/NWlUBkO+rcOLzHz64CN++dkTcbFJGfXYZPbIUmg96pbE6GmtYGMrjPyTybnk+Qq7frkuGKaG7d1x+Y4vRxSYJadCkvzlxV9C5KAZ0izMMsmUEYRplAnMXaxpME9QTf5lCEhNg2VEPLdP1tRhmiM7a43bVsDgCU0FpXrq89oRDLoJLlDkHyIB16w+j7dvQxWfhy/p5XXqlMSYsY15XWsmCK1Sk68euo9dP34pDaAkqI4uYY8WFTBh07co6ppeB1gfBOCKkXvw9okf7+wFuldUbeCGiev66MTlMRFxXBdgvmnU9ANHn2lt0X5oI63rI8a9jRGAWncbJ9CQCUD64XDMmDEIDw+Hq6sr1q1bpxSEyZMnc81G8uXLh61btwr+gU436DKpDAHdI8AIQN1jzHZQgwAjANkRUYfAltUXcPe6r6BfrWUyZy/tDPfKLuq2yPHnAX4RWDzrX1DtOPnaYVkFf+kzgIkz26BGHdMgAcV40FfkwItnnuOPLddU+paiAakL56R57VGlRjH8tes2PE8/5/3CRsLJpyXL5Meild1yfI50LYAejl+++oTzl7zh5xeBpGQp8jjaoHnTSujQrioSEylyiX+UDJ33u9d9cP6EF4gAp5Q3Snmt06gMWnSohOKlc1Y3itKxZ0w4hKjIeF4+IQLOvWJhTPuxHZatO4+Xr0O+3jconTdBmt4khLg9ImKszTkykHiEDPKPSLuk1Iy0X5U+SUuDZXg8RzCq6zxM56R+y/IYMbUl7xcNfV07uj6HxiJfmX/oO8DLKwDnzr3E40d+GRGsVBeyfv1SaN2mAtzcCvA+B8aCl7bsuH/uOfYuPYHw4CiYmZtxKcF0L6f7m6WVBVp/2wA9f2gNSytLuLikf/+LTQAmxCXh+2ZrBJtMdmy/MYOzSxdj34pT8NxzS21UNd1L7fLYYtnJiVpvAEJ2iXFvMzYCsNExw0gBvt5NNynAfM67uhqAJGPnzp2gWoA0lixZgvLly2cT7e3tjXnz5nH/3rZtW4wYMYLP9mwOQ8AoEGAEoFG4MXcbwQjA3O0/MbS/fvE1dmwQnhZAqbYbdg+EpWXmND9t60wve3MmHcSnIPVpX9zeEnA6rfmlH/LosOC3tu3UVJ4YD/pZdXv2yA9rFpxS+5LDueOLPxZt6IXlC08jIlxYh1vZ3uu29TP4hiCKfKgP/wg5S9QMZOnck0hISFZJAtILK3WC/XFZZ642Y2JiCjbuuIb7Dz/CMi4ZZnEp2WpfcenAVmZIzmOJVJv0RiBc9F98mlpCj6aaxybBPCaJ11yZzd/Pa4dajfil+Bm6b4T40Rjn8vFPfHwyKCqQzqejow2srb+cM2MERESbiPTzuvYa9/57htjIeFjbWsLNowQadPWAnWN651A+/tGVyp+DozC982aNxG+8OBl2Dpm7n2okSMEiKlOyaeI+PLnqrbQWIEUiWtlYYfpvQ1G6iqu2ts4kRwzfMAJQJ66DoROAAQEBmDp1Kuj90s3NDYsWLYKV1dfSO0lJSViwYAHevn0Lc3NzrttwkSJFdAMWk8oQMEAEGAFogE4xNZUYAWhqHhdub1JSCiYN3cs11OA76GWrQ49q6DOoDt8lGs/zeuyP1YvPCFpPpFPvgbXRyQSKv4vxoJ8V/OWz/sXrl8H8akV96f7arF1FXLnyFtS8RZPx0+ruKFEqnyZL9bpGH/4RanBQQCS2rLuE975h2Tv0fkmp9KhdHKPGN83UafhzaAyWzPwX4aExSl92ZVmESc7WkNpbQJKSBvMkHh2O09JgFRoHpPIjC9MJCQnKVy2CGSvSo0UpYvKTfyQS45Nga2eNQq5OmSJ/coNvhPrSmOYbsn+IIHtywwcXDz7AB+9gEPHjmNcO9dpVQtNu1eFcyNGYXKHQFn36JzYqHhNbrdcI4203ZwgqFSB0E2mKFCe3X8F/f94CdVc2/1ISIb1GbBqqNSmHftPbo0iZ7DVyhe6lbL4YvmEEoLa8lVmOoROApO3evXtx9Gh6/c3SpUujW7duXHMRqhF47Ngx+Pr6cp91794dAwak1wllgyFgKggwAtBUPG3AdjIC0ICdY0CqURfgQ3/d46URkWtUa2/Zpt5cgwZdjw0rzuHx/Y+8UhTldXHOb4c1v/TXWcc/XdvNV74YD/ryuvh/+Ix54w/yVS9jHnVqTrOxRGJCiuC1tGD5hp4o6ppXo7X6XCS2fzS1lV5Mfd6E4vyZF3j7+hPnJ1s7K1Sr4YqWbSuCGu3ID4oA/GnqEQT6Rai9NmV0X2IBG6SZm6V3/lWjqFliCiwjEjQyZ87q7nh25z0uHnuC6IivEad589ujZY9qaNKpCvI42+k1gkkjw0xskSbXzjvfMNy44YMIqhspkSB/AXs0buyGIkWdtIae35sQbJx2CKGBkdnrfX5pctNhUD30GNPUqL9/NPGPtpxA96s5PbchxJ9/EyOquVfCvRDm/zlMW2qolJOclIIHni/w4WUgVxfQqYAD6rSvggKuzjrfXwzfGB0BeNRAUoC7G3YKMB1eKmWybds2XLx4UelZbtmyJdckhM4iGwwBU0KAEYCm5G0DtZURgAbqGANTi36Z3r7+Em5deatSM4qwof8m/9gOlavrJnUlqwLfD/kTsTFfohOpJWoqtQ2VpLcOlRX9U6L1uu394Zzf3sDQ1q46Yjzoy2t84sBDHNl7Ty3po8jKAsWdEfIpmlfqsPx6CwszbN41UONmF9pFXJg0sf0jTDvNZ/OpASkvPb0OoAQUCSiRStQSgJqk/3L7SVNhiTRIU1IVRqgSCWBjZ4lJK7rBvXoxvdUw0xx501kp5Np5+sQf/xx4CN8vUazyKNH3W8WKhdG3fy2UVdCZXAiifm9DsHzEHiSpSZknmc17euDbGW2NthahEP8IwZjvXM/9d7FvrafS6GNFcr6b3wmNu1Tju0WunSeGbxgBqJvjcT0XEIAyyx88eABPT08u3Tc6OhqOjo5cWnCbNm1Qo0YN3QDEpDIEDBwBRgAauINMQT1GAJqCl7VjI70kHdl3H2eOPeXSmYhrkw1Z903X4vkwbEITuJXXXepKVmtG9NuFlPhkSJJSIJF+VYr7E0WVWZlT7p9CEJZt6IWixXJf1JgQj4rxoC+vD3X99Tz5jCNYhI6Grcrj2lUfQcuoXlLjZmUxfFwTQesMZbLY/hHDboq+oSjQQD/+0TcyvRKIAJSY6YYApAYkdJ+gHwdUZBlTIwCqEzp3Sz/UbZJOBghpYhD0Pgy3Tj9DeEg0R+4ULpEPDTtVhZOR/9ggxtmS34PvtXPxgjd2/XaTWyr/vSUvi/xE32MTJzVDTQ27xNN35Nw+27nIv1S57yJVuIxd3h21W7qLDZ0o+/H1j66UiYtOwKwevyA+OkHtD1L0PeLobI8VR8bAykazrum6skMXcsXwDSMAdeE5QJ8EoG4sYlIZAqaFACMATcvfBmktIwAN0i0GrVRcbBKoMcid6z5cd1ALC3MUK+GMXgMaoXqtUlyNDyGdTHNibGR4HKYM/B1pyanc+3zWtEHZO34aNRiwyl78fd2O/nDOxyIAc+KDrGsP/nEHZ448gZTIFoFj6Pgm2PvnPSTEJwtauejnrihVpoCgNYYyWYwXMbFt9Xv/GT9OEJ4GTtdrip0FlwqubpjFJcMiOlEtUZghh5ifxGSO+FOXXkxriAwqXrYgfjkxlRPBhwAM8AnFX6v+w8t770GEQvpI745KpGPtVhUxYFobODrbqTOPfc4DAT7XzqOHfliz+jwPaelTKJp43vz2cHMT/iOW1y1frJt0gPdeRDS7VSmK2Tu+5b0mN03k4x9d2+PzLACrx+5FcmKKUhKQrlVrWyvM2vEtipUtpFIlIhWvn3iKJ9ffguoMUhkE91ol0bSHB/IW0H3JE23hJYZvjI0AbHhEs6Yy2vKZTM6NHt+jiF3mkhva3oPJYwgwBHSHACMAdYctk8wTAUYA8gSKTVOJgBgPk1kViItNxNIJFGUUwSvFh+syKkcCFijkgJ839zXqGkyEmdi+uXnpNbavVV73RdVBWrC2B4I/RWPL2ku8r7h2nStjwNB6vOcb2kSx/SOG/V5Euiw4JXgrIgCltuZIsbeCJFUNUSdN5ZqA8CHzOEWkqVyUsNCx4dAElK9aTC0ByJdoyFcoD2b9OgjOBY2/CYRQrIXOV3ftEPE6c/pRBAVF8S4rQMRvpUoumDm7rVB1sHH6YY4YogYgQsZP+4ejaOnc+QOGKjvV+UcIRjmZ6/fmE3YvOQXfZ4Fckx+Zf2R/LudRDEPndoRLqfxKt6HozqPbruDsn7e55kHyEcRE5NJ9qFHnqhg4ox0sc0GnaTF8wwjAnJxa5WsZAagbXJlUhoBYCDACUCyk2T5KEWAEIDsc2kBAjIfJrHru3XwVF/59qja1R7aOqzHmYA3Qw7oE6D+kHtp1qaIN8w1ahti+ocLmkwb/ifg4/lF85I/ipfJj0YZeHJZXLnjjt63XOT/Ri1fWIUs5b9WuAr4dVj9T51aDdoYC5cT2jxj4PHvkh9XzNScAk/NawzxRfSdgC2rkkCjlRwJS9J+AjsGEExEEHfrVxfiFPVQSgNERcZjbaxviYxLV3o8o2si1TEHM3zPM6H980PVZU3ftvHwRhKVLzmqkxuo1PVDYRViUzczuv3Dpv0LH2GXdULtVBaHLDH6+Ov+IbcCHV8G4fuIJ5yNK+S5YNC8ad60GVzXRnkQk/7rwBG6e8lKpMskkMnHKpv6wVJBxILa9qvYTwzeMANSNxxkBqBtcmVSGgFgIMAJQLKTZPowAZGdApwiI8TApb0BCfBIm990lqGOsrCYgbC1hZW3BdQB2cLTWKS6GIFxs35DNB3bfxtmjT9SSIfL4DJvYDE1af62F9d43DOdOPcfNq2+RkqWeYJXqrmjbqRKq1SiW6wvo58Q/1GmXSI6Y6EQudZE6mZYomU/vxy4oIBKzx/ytkR7JDhaQ5rNBWmIqzJPTFKb2ywRLkqWw/BzPjwBMSIZEWQE4FZrWalweS34brpIAPPX7TRzefJlL9eU7Jm/shyr1y/CdzuYpQEDdtfPrjhu4cuWNoPsQbUM/MHTrXg09e3kIwn1q582ICIkRtIYmu9csjj4TWqB0pSKC1xryAnX+MWTd5XW7cOA+l9rPZxAJ2Pqb2ug/uTWf6XqbI4ZvjIoAjI2CQaUA2wv7cUJvB41tzBBgCGRDgBGA7FDoHQEWAah3FxiFAmI8TMoDdeX0c+zWIM00jZoD57HBtPkdUKlaUaPAXp0RYvuG9ImPS8Kymf8i4GO42pdvemGqXrs4JsxpqzCSj8it16+CQbUnra0tUKJ0PhQqbDwPv5r4hzol/3f2BS5f8EZCQua01pKl8qFt+4po0MiNIwX1NZZMPwqf1yEKO+2q0mn4jFZ44B2IJy+DEB+VCCQoTqeURYEWdbZDxJtQbh9F0aK0F1cfNDEZEgXRpOrwqdGwLJbtHqmUAKR0whldtyD8U7Q6URmfUxRg1QZumLiuD+81bGJ2BFRdO1z677SjCAyKEgwdna0mTctixMiGgtYuHrIb718GC1pDkymFlM5vyQouGL2kKwoXdxYswxAXaHJvMzQ76J4yq9sWhAk4R5QCvO7sRNjaG+4PjGL4hhGAujnNXAQgIwB1Ay6TyhAQAQFGAIoAMttCNQKMAGQnRBsIiPEwKa/nge3XcY4aTWjQaXb8kk6oWa+UNszOFTLE9o0MFGoQs37xGfi+DuEiarKSM7J/q9WgNEZPbWHwKVO6crZQ/zx94o8Nay5wUZGKCC9Km6ZAtIqVXfDDlJZckXoxR9jnWFy8/AbXL3oj4l04763pPLi5F8Kcld0yrYmLS8K1Gz44d/4VVx9SKk2DjY0FatUojjat3FHWrQDeeYfgn1038fJxQHpa7ZfUcVlAXoq9BSSJKbCITuIXLfhFAyLqWveohcnL+iglAEP8IzCr+1bedsomUqfRrVenCV7HFnxFQNm1Q9fFb79cw+Wrb7mSD0IHnaHGTdwwclQjQUvP7buLvzdc4F1vMKtwOm82dlaYs3MQiqioRydIKT1OFnpv06OqSrf2uuWDdRMERjNLgG9ntEOL3jUN0SROJzF8wwhA3bifEYC6wZVJZQiIhQAjAMVCmu2jFAFGALLDoQ0ExHiYlNeT6v9dPOGlEQG4dv9Q5M1v3J1/5bES2zfye6ckS3H/pi88TzzDG7nIGCKpqtUugVYdK6NKzdyfxpuTa0iIf157f8KyxWe4Ltvqsk2JxCjvXhgz5rThOnXresTFJ+G33bdx6+47UEl80tEiKgmSlFS1pBudB9JxzsquKFVWefdViuoiuzmST8EI9AvH7YuvER4Wi0u3fZFiDiTnsUKahRksohJh9054NFjLAfUQGBaL8IgY2NpYoJx7YbRs7Y6ChdKbeHx8/QkLB/wqGF6yecftWbk+hV2w4VpcoOzaOfL3Axz95xFSLSTpBCCBrWhIU2EWn8z9J0mlrjMS7qyk2VujY28P9O1fS5C2sVEJmNJxE+i+p+kgEjC/Sx4s+2dUrq5tKhbJpCnOfNed3HWDa/6RKuWf3k+1Qxt2qoLvfuzEdxvR5wn53tFUOWMjABsc3qIpFFpdd7PnOBYBqFVEmTCGgLgIMAJQXLzZbgoQYAQgOxbaQECMh0l5PY//dQ/H/rijNr00q22UavXL8VEmFW0mtm+UnaewkBhEhsdx5I1zfns4Odtp4+jlehl8/UPk1/TJh0Hpv+rIP3lQBn9XH63b6rbBQGxcEn5afhb+AZGZr8nUtPSouy+RuopoGDoPFpbmmDSvHSpVd1XpT8IgNjYJiUkpsLO1gq2tpcL5pM/QWQczf5aWBocXn3kRkrKFadQxtJAD9Q7JGLLIVY+axTB8VGMkxydhZlfhL4YU6bX58tRcf371aYCiayc2JhETR+zjImSp5EOalQLyOy0N5jGJMItNylBfdja5dHEADk62GL+oI0qWLwTqah3xOQ4SM6Bg4Txc+QgieRSNs3vv4MAGzbqgy8ubsKonPJqW0ye8Od6b770txxvpUMDRX66AanwKyTag54y6bSpi1JLM0cw6VFOwaDF8wwhAwW7htYARgLxgYpMYAgaLACMADdY1pqMYIwBNx9e6tFSMh0l5/QM/hmPusL2CTKLIiur1S2HCwo6C1uX2yWL7JrfjJbb+fP3zzCsAK5fyK0Qvb0ORInmwYk0PnUWaESm3bNU5vHz1STEhn5YGswQpzBNSuBp8Mi6NSBZLK3M0bFEO7btXg4trXqXQR0bG49KVN1wacHhEfMa8UiXzoW3rCmhQrySs5LpuRscmYtjsQ9nkURSg7ZcoQFWJoTIdpc52SLO2UKgXEYF589pi3qKOWD1qD0L9I3gTs3QvqtWyAsYs6y72cTOq/RRdO2dPPMO+329zvuA6v1uapTN6sihAIv8iE2BGTWFUoMFNl0hg4WiNxJTM0V9589lx0cutOlfOlmJP18OxHddw/NcbID8LiRyTqUNnq0LtEpi6sX+u9hffe5shG8mlda87L6jBD5HDLXrXwIBpbQ3WNDF8Y3QE4CHhP/To4gDc7MUiAHWBK5PJEBALAUYAioU020cpAowAZIdDGwiI8TCZVc+fpx/FqycBgpoMTFvZFZVqFteGyblGhj58k2vAEVFRIgZe+ITA+10o4hNTYGNtgdKuzvCoUBRFi6Z3/wwKCuJSZxWN/627iAf3PgiOeiVZ8xZ24NKBdTFevwnBwqVn1ItOS0uPvpOmcVxM+fKFMWV6a9jZq65ReOHSa+z+8zZnd9bIR1m9QwcHa0z7oQXKfUkflqamYuCUvyFV0PTDIjwBth/TG3YoIoAyyL+8tkizURxhKE/UuBTJg5a1iuHv9efTGSeeY+b2b1G+hmndi3hCw3uaonvb/BnH8N4nLENGmhmRgF+jAM3ikmARlcB7D45EpDqaWdKIqXmRSzEnTF/ciYtozjqe330Hz/338Pj6W0HnQibHxt4Kmy9M5q2nIU40hu+e0IAIzKQanwKubfLF9F8GoEKtkoboFk4nMXzDCEDduJ8RgLrBlUllCIiFACMAxUKa7aMUAUYAssOhDQRUPUzGxybi5pnnuHbyKT4HR3ORSC4lnNGse3XUal5e43TcN8+DsGLKEVAXTnWDi6io7oqpK7vqLBJKnQ76+lyMB3192ZYb9k2RpuLczTc4dcUbgSHRMJNIOC6B3ieJ1CrobI9+nWqjV7vqCP8cppQAnD75EIKD+HealcfmuxEN0aJVeZ3AtWXbNdy8804wMWlubobN63rB0dFGqV5nz73EH3/dVfx5ahrMklPTSUViBiVAufKF0blHNVSrUQwb/ryBW48+KtTLLD4FVqFxsIxIhETuxZ5SRlNtLZFKhI+AuokjRzfE0VX/IepzrNqIL4oKc6taDDO3DzS5e5G2D6Cie9ukkfsQEf41SpT2TDNPr+0HqksZFgeJVH1dSpmuHAFIacSW2SNB6XuFIlfnreqmtNnOzdNe2LnwpGDTKS1+27Xc3STGWL571v9wAM9u+ai9tjknS4DCxfNh6cFRBn19i+EbRgAKvux5LWAERl+0gwAAIABJREFUIC+Y2CSGgMEiwAhAg3WN6SjGCEDT8bUuLVX2MHn1xFPsXeOJpKSU9O2/vGxTjZy01DSuztKoRZ1Rua5mXXnvX32LrZQWmZamlIAgwrG0eyFMXdEVtmqijXKKUWxsIuJikriaZnmcbEAkh76HGA/6+rbRUPePS0jGz79egdebTypVpDPqXroQZg1vDAclXXt/GP8PPofFCjaVyMaBg+uibftKgteqW0DRikNH7YOUBwmvSNaIofXRopniOmc+vmH4cdGp7MsopThRypF/spE1ks85vx3a9qyG3049Vm1CSirM47+kJptJYJ6cBrMUxZGBygTRvaxc+UIYNrguVo7eg7joBKVEARFGRcsUwPRfBnL3PjZyhoCie9sPo/Yj/HNcNsEUCQhpKizlUsj57M59ZRFhb5s9CpD7SAL0HlwXHXt5KBT37kUgfhr6B5+tMs1xdLbD+jMTBK8zpAXG8t3z/mUQlg37A9IUKa80/wlreht8/UYxfGNcBGA0GhhUCnB6Eyo2GAIMgdyHACMAc5/PjE5jRgAanUv1YpCih8kLhx7grzXnVepDxAe9QE1c1RNVG5TRSPe3L4Lw75938fTuB+4Xd4qwIaKRSAmHPDZo2bUKOvavBSsltbw02lRuEXV8vHv7HTxPPccb75CMTyi1sUXbCmjR5mvH0Jzupcl6MR70NdHL2Nckp0ixdNslPH8bglQeXTuIHCpVNC8Wj2/NpQdnHfNmHcOH9+EawTZ6XBM0auKm0VpVi6JjEjFmwgGN5JqbS9CzW3V071JV4XousvB2lshCqt9GhB2lEavYle4pdC9wKp8PAbHx/KIT09JgE5KktmOxsm03b/8GSXGJOLjpEu55vuB+4JA1iqAGAta2lmjSrTp6jG0GagDCRs4RUHRvWzb/FLxfBissDSFJoI6/mvmYiwpV0k04XwF7rNo5QGF3aopQn9ZlCyIFkPf0Hda8Rw0MnN4m5yDpUYIxffd43fTBpumHOBJQUV1H8hnd5ofM6cBd54Y+xPANIwB1cwrSIwAZAagbdJlUhoDuEWAEoO4xZjuoQYARgOyIaAOBrA+T772DsGjI77x+Lad3KksrC6w6OiZHUTEhgVF4cN0HMZHxsLAyh2vJfPBoUJqLxtPVCA6MwqolZxESHM29/FFKp/ygf6Pab/0H10W7zpX1khIkxoO+rvDNzXJPX/XGr4fvCzKBSKs+bSujb/vspNjhgw9x7PATQcXoaXM6gxs294VTXu1HnFHE66jxGhKAZhL06lEd3TpntzUqKgHjJx+EVJrlekpMgVkSz/RNCWXxmsGitBPCExLVkoBmaYB1SKIgf8lPpkYrRb80MqFU4LvnXiD8UzRHAhYq7ow6rSvAmqLI2NAaAorubdevvMH2/11RuIckPklt8w9lyqWS78yU084zlnRGxWpFFS4/sesGjm67JujaXbxvGFzLFNQaVvoQZGzfPQE+oTj95y3cPvMsU1dgeoap3rQcOgyqj7LVi+kDasF7iuEbRgAKdguvBYwA5AUTm8QQMFgEGAFosK4xHcUYAWg6vtalpVkfJnctO83V/OPbAZEeoPt83xztBtTRpZpalR0aEoOFM48hNiZJLblAG/f9tjY6da+mVR34CBPjQZ+PHqY0h0jfictOIDA0RrDZTg7W2LawO0deyQ9Ka/xh/AFepLpsHZF/deuVxLiJzQXrwWcBEd7Dx+5DUpKUz/Rsc8aMbIQmDbNH/t699wHrN13OPD8tDRYxqju3Zt2A7G/Uohx8EuLg/S5MKUlPdtSqWATPL7/TyA5atHpDbxQqzKIyNAZQg4WK7m1UbmLSyP2Ii03KJlFXEYC00fBJzdFYSZ1N+lFqwcDfeNWIpB8B6ratiFGLu2iAiGEtMdbvnpiIOLx88AHxMYmwsbWCW1VX5HPJY1jgq9FGDN8YHQF40EC6APdmEYC56mJjyjIEsiDACEB2JPSOACMA9e4Co1BA/mHS9+17TOywESkCSYH8Lnmw8pBhF86Wd9aSuSfw9nUIL/JPtm7hiq4oXbaAqD4X40FfVINywWZeb4KxcPMFjTWdNrQx6lfP3iF2+9aruH7Vh3ckERHrC37qjDJuujtzu/64jQuXX2dcBxkxe0pa7Mr+2crKHFvW94GtbfZOu5euvMGO325mwk+SJIV5olRwii6l/m/Y+Q0+BEXizFVv3Hz4IaM7sLWVOZrVLYN2jcuhmIsTxo3cq5A4UudICwszbP11IKx1VGZA3f6m+rmye9uNK2+x7X9ZCGQCSZoKi6jMDULUYcedZ4rkVhO9+d2EpmjapoJScYHvwrBq3D5ER8Qp/2FMAlStXwbf/9xD4+ZY6uwR83N9f/cE+ITg0sEHeP3gPZISUuDgbIfabSqiUZfqsFPRfEhMjPS1lxi+YQSgbrx7kxGAugGWSWUIiIQAIwBFApptoxwBRgCy06ENBOQfJm9deoRFQ3/XSOyWCz/A2iY7IaCRMB0u+vAuDD9OOyZoB4pGatjUDSPHNxW0LqeTxXjQz6mOxrb+iOdz7Dv9RBA5LMPA3EyCTs3cMbhrjWywUHTT8p/OwudtKC8ScMToRmjaXHGTDW1h/tEvHLN+PMGJkzVMSG9zTJ155VhA2d+piYdEgjYtymPIt3UVqnHzli82/XIt02fmcclqa/8ps2nKvHZcZ2AaFO0XT7XgzCRcrUWKuJKNv/+6i9MnnwnyG8lp0qwsho9urC1ImRyeCKi6t507/Rx7fr2VLerTLDo+vXM0zz24M0PErpqu0FMWdEDVWtlJe/ltwkOicWr3LVw78YQjpKiBDF0ndGnQD2Ct+9dGqz61YE4di41g6Ou7JzYqHjvmHsXTa2+4msCZMhGoNICFObqOboqOwxrppSyHIbhWDN8wAlA3nmYEoG5wZVIZAmIhwAhAsZBm+yhFgBGA7HAIRSAlRYpXj/wRHhrLPVwXLJIH5au6okiRIpyoa+fuY+nIPULFcvM3nBkPhzzar1WmkTIqFu3edh2Xz3sLIgpIHEUKbdjxDRwcrbWtklJ5Yjzoi2ZMLtlo78nHOHbxRbYadnzUJwKwZb0yGN1XMTmWmJiCX7ddw62b77KRG0RmUfoxNaAZPrIh6tTTrLs2Hz3l52zZfg3Xb/nKmnwrbZbArfnCCy6Y3RblyxZSuJWffwRmzj2e6TPz2GSYZamxyVfPMZObo35j9U1QQj5FY+rEg3zFZsxbvLwLSpXWXZSlYIVy2QI6s97Pg3D+1HN4PfIHnXGKEC1boTBadazEkbeyhirypqm7t73wCsTJo0/w9JE/t4xrEJUkhSQqnhcBmE5oU/SfpcozTc2m1u3+lru/8xnxsYl4cu0tIsJiuBq1RUrmR4XaJRU2EeEjz1DnqPOPLvSmLtzLv9uNIN9Qtd/PbQfVR78pubvRiqYYiuEboyMA/zGQFOA+LAVY03PP1jEEDAEBRgAaghdMXAdGAJr4ARBgfmx0AjyPPMbFY08RHZE5jaqQqxN6DmmCDv3q4cXj15jVZ7sAyelT6eVs26UpCl/0BAvT8YI5kw/D/2OERrvMWtgBFaukk6ViDDEe9MWwIzftcdjzGfaffqr2BVSRTdQdt2MTdwzplj0CUH7+p+BoXDz/CrdvvUNsTCJHPhQp6oSWrd054s9Sh81vsur96vUnLFrxX/aoPyVOowjAIkXyYMXCTjDPUutQtmTBT6fx1icsI9KRIgDNsjQF4XsmJs5sjZp1S/KafvDvB/j3yGNec2kS4T10REPe89nEzAiEhcRgw7L/8MH3c/ZovS+NlQoUcsCkOW1QvFT+TIv53tuoSdOTh36gpjVWVhYID4iE54EHGYGqinwii2ZNs1Hd/IMiQDv3rYEeA2oz12ZBgK9/tAkcRf7dOePF+947fm1f1Gjhrk0VcoUsMXzDCEDdHIWbjADUDbBMKkNAJAQYASgS0Gwb5QgwApCdDj4IhAZFYfW0IwgNjkaagigcWRZdxRolMW5heywf/RcCfClNkY/0dPKvVrPyGLOkK78Fep41dewBUBMQTcbkWa3hUbuEJks1WiPGg75GihnxoocvArB0u4IaZDxtnjiwPprWLs1ztv6nrd9yBfcefuT90i3TeMr4ZqhdQ3Ha5I1bvtgslwZsJqQDcBZIft7cB4V4FumnaLS9f9zB2dPPuRRNxfe79EjLxk0p9beRUhJT/54xbA2I/Fs0/RhiohJUnh0i2YjQnrO8C0qW+UoC5uTe9vimLw5su46gj+Hc909aanqQH31nkW/TzM2QRqm/8mns2QguCZyc7bBoQy845rExbLD1oF1O/KOJupGhMZjWfgNSpamKlyvwZUHXvFh6ZJzRpF3zxU0M3zACkK83hM1jBKAwvNhshoChIcAIQEPziAnqwwhAE3S6QJMp8m/xmL/x+VO02hd8epEqV6Uo6jQpgz2rzgnaacbm/nBXQgYIEiTC5HlTj+Lj+88a7TRncUe4V3LRaK0mi8R40NdEL2NeI01NxbifjiMsIk6wmXY2lti5uAesRIzgE6yk3ILw8DhMmHFE7b0h6x5E6lRyL4w501or3D41NRXr/ncZDx/7p0cBpqbBIlZ4F+AKlYtgxsIOgk28d+c9zpx6Bu+Xwdxa0pfqB9IoXSY/2nWsjAaNyhhEDbGPvmG4dOoZfF99QlJiCigltUaD0mjUxh0OBtrsgHy6kO6j7z7zOjuEv6OTDVZt68dF8aX7xAwuLun30qCgINCZETJIh9dPA3D30mtER8bD3MIcRUs4o3CpfNi54TKSk6RKdSN98uS1xYwlnVGkWF4h25rM3Jz6RyhQp367jsObLyok7RUSuV9+oSxbozimbf0WlibUxEcM3xgdAXhgq9AjqZP5N/uORRF71nFeJ+AyoQwBERBgBKAIILMtVCPACEB2QtQhcOyP2zj+513FD9VKFo+Y1Rqnf7+FwPdhyjsefllLUTZVG5TGxJ97GsTLtDo86PP9FCF0QlizAFpHXUL/t/Mb2CjofMpnX03miPGgr4lexr7m6Pnn+OvkY95RsDKSqUszdwxS0ADEUPE6d+EVdu+9K8hOeVt2bOwLezsrheZRLbiNW6/g4SN/7v3djAhAaRqv+m0ygZNmtUaNOvzSf7MqQddOQrw5nj75gOCgMO76dStXEKVKZ05F1ZdvKCJ7x8+eeP08SEE9SIqsNkPrblXR+7v6Bhel+OpZEJbPTW8eI2SMnNQMjVqkN7bR5b0t4GM4/v37Ae5eS++6TXtRAUupNA3UWbpxq/Lo0rcm8uazE6K+Sc3VpX8UAblj7hHcOaPge1lFFCfJoY9rt66IMSt7mYx/xPANIwB1c5wYAagbXJlUhoBYCDACUCyk2T5KEWAEIDscqhCghh/T+u7ioiP4DiL0ylZywZgf22P1hL+5FCtFaXT0Fk+dGN1rlsDEn3vA2lYxCcB3XzHnBQdFYcZ4Yc0CKGKkVbuK+HZ4fTFV1elLsqiG5LLNEhJT8ONGT7wPjOAV4UTNPwrmc8CKyW3hoIQQM0QIDh57jGMnvTRqeEL2rF3WDS6FlUczUFTX9Zu+OHvuJXx9wmARl5zeSIQHGE1alsewcY01/mFBjJdkHmYonBIcEImlkw8jLiZR7fmq0aAUvp/bzqDqq25ZdR73br1T+wORvPHU5IZSgBeu6a5zAlC2b2R4HO7f9EXE5zguJbxAIUfUblgatrnoGtX0jOV0ndjXz9YZB3Hf8+XXDulqiL+s9i3cPxLFyxfOqdm5Yr0YvmEEoG6OAiMAdYMrk8oQEAsBRgCKhTTbhxGA7AxohIDXvQ9YN/OYRmtX7RsKGzsrnPv7Hi4efoTo8MzpkFR7p3Wfmmje0wMWFuYa7aHPReuWn+MKy8vSAtXpQgTg0nU9UNRV3HQxMR701dluqp9HUvr8LxfxMTASqSoKYtLZKFrICfNGN0OBvLkroujI8ac4fPyJxgTghpXdUbCAA68j8u79Zzx57Iczh55wxBfHAmapMypL1W3exh2DRjbMUeSboV479MPM3FH7ERasviyDDNgu39RCj8GKO0vzAl/Lk74f9CdioxM1krr976FcFJ6h+kcjo4xwkdj+2bvyDC7+cz9zDUCeJCBFyzbp7oHBczsaoSeymySGb4yNAKz/t2GkAN/qx1KATeIiZUYaLQKMADRa1+Yew1gEYO7xlT40vXbmBXat8tRo67mb+qBMxfT6TPTC+vLeB4SHRENiZoZCrnlRrrqrxpE5Gimk5UUx0YlYPPs4QtTVRvxC/BTOa4s+g+uidlM3Ue0W40Ffy9Aalbj4xGQcu/ACZ6+/RnRsEqjLL0daScCRZlTzr3ub6hjcvS7iYiIF1zHTN1hXbvjgl19vaKQGYbFzYz8utVbISIhPxs2rb/HfyWcI9PvajZvIvzoNSqNl+4ooX7Fwjq8zQ7127l59i63L/hMCGaxtLLF+3xDu/4YwRvT5DSnJwmr2yfTesHsAnPLa8SYA370JhfeLINC5ofIL5Su5oJRbAUOAwah1EPv6efvED8uG7PqKKU/yT7bAIa8dNlyYYtQ+kRknhm8YAaibo8QIQN3gyqQyBMRCgBGAYiHN9lGKACMA2eFQhcCN/17g15WaEYA/bumLUu7GnU4THZWADVSD6+WnjA6SGXjKRXyZxSXBXJrKpUK37lkd/cdqnpYo9MSK8aAvVCdjmh8dk4Dr130QEBiF5GQp7O2t4FG9GCpXcslEQCWnSHH3qT9efwhFXEIKbK0tUNrVGQ1rlETJEsU4SDRpZKBvLOPjkzF2ykEkJUkFqUJkXcO6pTBuZCNB6+QnU222T0HRiI6Kh4WlOQoUdISDo7XG8rIuNNRrZ8X0o3jznJpe8Gyz/sWwoZOaoWn7SlrDJyeCxg38A3GxSRqJ2LY/nchU5R86G7ev+uD0sSd4/zYsvYbkl0YudGsuWswJxUo4I38Be66pSAm3Aqhep0SujEbXCEQRFol9/XCNZfpth9+bEI2so3vIttuzNVqb2xaJ4RtGAOrmVDACUDe4MqkMAbEQYASgWEizfRgByM6ARghQh8QVPxwSvJZettb+Mxx5nHNXOqNgQykDMS0N5449xd7fbiGNOreS8V+6lpolpkCSlJKtXlnXwXXRTaR0PDEe9DXBLbevCfsci38OPsRNqmOWmsqRC+R2cj9F9hUq5IgunSqjebNyKiPRcuKfpKQU3LnpixdeFN2UxKVFlilbEI2aloWdvXg1NXf9dQfnL70WTEgtmtMO5dwKGuxRyIlvdGVUSrIUo7puFyyea3TQxA1jZ7cVvFYXC9b+dBZeAkoocDpIgCKuTli+qQ/3V2X+IWJ0z44buHD6heIfZlJTM7LHzSQSUH8PumbzONmiVefK6NDLA5a5pAu3LnyjLZn6uH7ePPqIlSN+h8CG0JzJNvbW2Hx1urbMN2g5YvjG6AjA/QaSAtyfpQAb9MXFlGMIqEGAEYDsiOgdARYBqHcXGLQCRG7NHvwnQgMjeXf5NDOXoFq9UpjwU2eDtk1byhFG84b9hWC/CA4jWUyOqiYFhNGa/d+JQpCK8aCvLSxzixx//wgsW/Efonk0YGjZojyGDq7HEYSKhib+SUlJxb8HH+Hc6eeIi0vKiGySRTgRedG0ZTn0GVgHtiJ0nA4Ni8XshScRn5DMiwQkMqqWR3FM/r5pjtN0dXlmNPGNLvUh2TFRCZjYTy7NUcCGlWsUw9RlXQSs0N3UJ/c/gkhAoWPw6IZo2SE9ilGZfw79dQ/H/3mUXTQRf2lpsgx8hVvT2SxXyQWTF3QUtVu7UByUzU9KTEbQh3AkxifDzsEaRUrm01vzF31dP1433mLd+H2CIKXv5CoN3TBpQ39B63LrZDF8wwhA3ZyOW4wA1A2wTCpDQCQEGAEoEtBsG+UIMAKQnQ51CJw79Ah/b73KmwAkeZNXdkOV2iXUiTaKz72fBmDl5MOCbKFulj2+q4dOA2oLWqfJZDEe9DXRK7euiYyMx9z5JxAVlcCL7CI7u3Wtij69aig0Wah/KM14/YpzePY0QOU1SWSga7G8mLWwo1bTYpX57a1vKJatOY/ExBSVuBDBUqF8IcyY1FJw7T+xz4xQ34ihX3JSCkZ32yF8KyJdG5bG9/PaC1+rgxUUpTdz7AGEhcTwuo7o3FDa77rfvoHtl47xivzzOTQWU0fuy35tfCH/+JhC1w6RpZMXdDBoglrelk/+Ebhw+BGuHn+KBOqU/WU4F3RAy14eaNqlKhycbPmYr7U5+rx+Tv52HYc3XRRkyw8bv0HVRm6C1uTWyWL4hhGAujkdjADUDa5MKkNALAQYASgW0mwfpQgwApAdDnUIJCdJsWraYfi+CFb7okbEVsO2FfDd9Fa55sVJnf3qPv9z/SVcOf0MqVJh9bhciufF0l3fqhOf48/FeNDPsZK5SMC+v+/j9Jnnaq8FeZOIUNiwthecFaTEC/XPto2XuQYYKpoKZ2xN+5YpVxBzF3dSGoGoTegDg6Lw5/57ePQ0ICMqkeTLsuJtbSzRpmV59O5WLVfUWhPqG21iqUrWvDH7EfghnNcZkMkhH/QeVh8deismosXSXX4fv/ef8dPMf0HfMarqGZLu9N0ybUF7VKruKne+zeDikt5oSlY/8/De+zh+8BFXbzVjcCUZ0huOqIrMzorBjKWdUbHa1/30gRGfPe9ffo1tC08iTZqmEEfCz9HZDlPW9kLxsuKl3Ovz+kmIS8LsbpsREx6n9l5N0X8upQpg0d+jRLlP8vGprueI4RujIwD3/aJrt/CSf+ubMShi78hrLpvEEGAIGB4CjAA0PJ+YnEaMADQ5l2tkcFxMIjb+eALeTwIgoVpnWYrP0wM0EWCtutVA//GNTOYhOiY6AZsXncarxwFc3T8hL5e29lbYdGyURv4QskiMB30h+uTmuVRz7/uJ/4AaXwgZRF707F4NPbpXz7ZMiH8C/CIwW2C0KW04ZU4bVK9RXIjKOZobEhqDC1fewD8gEomJybC3t0a1ykXQoG4pg4/6kzdciG9yBJjAxRdPeuHPDZfTa41+6SjNFbJTkmZO4s0tzLB2z2A4ihwFps60D75hWLv4LCLC47J9t2QQx7aWmDC7DSpVK5pJnCL//PDdXk5WpkH3ZoFF4eg7rUa9UhhvIDUTleHodfsd1k8/wp0FVT8K0I8B9J3z486BKOiaV51btPK5vq+fj97BWDniDyTGJyn9gY78nCe/A+buHop8Lk5asTs3CBHDN4wA1M1JYASgbnBlUhkCYiHACECxkGb7KEWAEYDscPBFICVFiofXfOB55DHeeAVmLKOXtOoNyqDPsOao0bAsgoMpUjA92sIYB9X8e/0sCJ4nvHD/um/m6AJKM5OmAqnqyUB7R2v878hInUMkxoO+zo0wkA1u33mHjZuvaKSNs7MtNq5Pb14gP4T4Z89vt3D+7Au1ES2Z5UtQpborps4xjOYPGoGnp0VCfCOGinTvuXLiGU7vv4+QgEhuS/mao2n0C4SFOWBulkkd+tGmUSt3DJvSQgw1Be9Bae33bvji3Iln8Hn9tYNr0eJ50aZzZTRoWlZhPb6s/qHvqOG9fs1OhEnTO1QL+YGGmy+RYMvf3xlsLcBUaSqm996JyNAYXtGgRHZ5NHLD98u6CvaRJgsM4foJeh+GP5edxsu7777UQkxnzOlaItA8mrlj0JwOcCrgoImJuXaNGL5hBKBujgcjAHWDK5PKEBALAUYAioU020cpAowAZIdDGQL0gOz7MhhhwdHclPyFHVG6QmHupejzp2hEhMVykX75Cjkib36HbKlYxoisVJqKv365jounnkMW9ZjJTlkIBnWDTc7e/Vc2lzAsXaEQ5m7MTghpGzcxHvS1rbOhyjtxygsH/nkoiICTt+WPXYOyRccK8c+4oXsQG5ukETxbd38ramdgjZQ0sEVCfKNr1SlFdveq87h+5rnSrWTBgGkWZulEINcoQ4KiJZwxe00P2NqJ1xlaUzyIDIyPS4KNjSXX1VrVUEQADuv5a/YlUqlg8k8mZNXOAShQ2DDT7R5de4uNs44JgprI4FWHR8JZBMLLkK4fIgJvHH+CsKD/s3cdUFEkW/QOQ0YEBBQRFTPmnHPWNeecw4ppzWsOa1rXnLNr3jWH1W92zVnXnDGjiEjODMw/1YiCMkz3TKfpqTrf8/9nql69urcaam6/Vy+MEQKz5nRB1WYlkSVbZk74KaWzGNwoSgCMjEBlmaQAXyYpwJnk+TtJKc8HXQdFQEgEqAAoJLrUNisEqADICiaz6kQumT93+AFO7rkDcrF46pbNyxn1WpdE9SZFYWX97cuZGIdJqUkggujmZedx5tijb2E3upz6kpqXkQjYe0xdVG1QWPBlmQM3goP4ZYKD/9zD7r23DRYAN23oCvV30Vls+SHRPr06bjR4qXOWtIFHdvNJcTMYqFQD2XLDx1z6bOxZewn/235DX7dvn9uooVVZoEhpLwwc34CpCKu0lh4/Q3tuQ3hoTNqlGiEAztvQBa7u8owOWz7+IIgImNH9id9zTgTAtgOqoVHn8oJvBzk9P4Iv1sQmEIMbKgAKsymoACgMrtQqRUAsBKgAKBbSdB6dCFABkG6O1AhEhsdi0a8H8PLJR90ilwrIW9gDw35vDgdHW2a4GIdJqZl68N87zJt4mL0bzMXzWlhoktPPvjYVmEicBTt7641wYT+Z7p7mwA0fOLGxcebsM6zbcJlN1x/62NlZYe2qTj/8nC0/5Et+rw5/GjQ3GTRvWTu4yzSSyeBFCTyQLTcCu4HwkGiMbLcBRARm22zsrDBqQWvk9cmGV08+wu9BAOJiE5h74IqWy4WsIt0Dx9ZfQ/qlx8+uLddxZN/dtKKYgSnAVlZqLP+7Z5qXXYb4KdSYqb224G2qlGk285C7IGu1LIHOw+qw6W5UH0OeH/J77vG1lzj193U8v/0WCXEaOGS2RbkGRVCrXTlky5XFKJ/o4GQEDOGGK3aKEwC3y6MFh5QuAAAgAElEQVQIyOXONAKQ616k/SkCckKACoByYsNMfaECoJkSn86ySeTfH8P34tVj/dV+SVpZnsIeGLOwNSyt1KIcJqVmatG0I7h34y2naAumMEh82lRgcmfi4GlNUKpKHlGWJMZBX5SFyGCSsPAYDB22G4kcKz6T56VWzQLo3bPSD6vgws+wn/9GSPB3BQ5Y4EKiDldu6mpSBThYLEvwLly4EdIZEvm3d90lVve8pfajcaeyuH/9Dd4+/8RUYibRX0y0mBaMCNikSzkUKuUlpOuC2k6Pn08fIzD65x1p5zWwCEi1uoXQa0hNQddgjPFpvbfizdNATiaSBcCS6DxM+PsguT4/wQFhWDzkb7x7+vGHKzZSrtyo3b4cOv3aiClqQ5vhCHDlxpCZqABoCGr6x1ABUD9GtAdFQM4IUAFQzuyYiW9UADQTolks8/z/HjB3THFpvX+tj6qNCiteAAz5HIWRPbZy/gLOCICaJKYCJRGByBfwfuMaoHzN/FxgNqqvGAd9oxw0scErVp7HlWuvuAnBAGZOb4rc6USvcOFn/67/sH/X7eQL7Fk2su8qV8+H/oNrsBxBu6UgwIUbIVGb0nc73vkFGTRFSiXd7weTfUH2UbcRdVCzaTGDbEs9SBc/f224gmMH739zj4nGTo6e5FIIZMrC1vDO7y71MnXOv2ryIdw8+0xnhdv0BpL7ZzsMqYn67csIvi4uz0/opwhM77wO4Z+jMox0Jfu5QqNi6De7FXMfMW2GIcCFG8NmAKgAaChyGY+jAqAwuFKrFAGxEKACoFhI03l0IkAFQLo5CALki+DUvn/B/2UQa5GLHL5zFXDD5NWdFC8APr77HnPG/cN9s3z54pnJzgq1mhZDzaZF4SbypeNiHPS5A2O6I16/Ccbkqf8DKQjDphGhpURxT4waUTfd7lz4IdF/I3x3cBYfJ89qhnwF5CtksMFRij5cuDHGP/L7NyMxY0SbdQgzIPKTrU9DZjRFqap52XaXTT9d/JBU6fXLzuPiv8+SFT+il3MUAWv/VATdfavLZq3pOfLg+mssGL6Hk4+kAMaC/f3h6GLPaZwhnbk8P0uH7cDdc09Zi5n9ZrVCpSbFDXGLjqEpwJz3wAdSBGTbas7jhBhwucvPtAiIEMBSmxQBkRCgAqBIQNNpdCNABUC6OwgC718HY1LPrQaBMXNzN3jmdlV0FeB7N99iweT/ccaHiD9lK3uj/+i6TKq0FI3LlzAp/DPFOa9df41lK84xwnlGwXiE/5xezpgwviHs7dKvwMqVHxIFuG/nf6xgIwEyVarnQ7/BNWi0DCvE0nbiyg3bKYh4fOfyS5zedwfPHwSAXL9Aqt4Wr+iN2i1LoGAJzzR8jen459dq7GznYN1PBbhnd8Lsrd1Nbo9kxA95Ns+dfIIj++8hwD8sufo2eV41iYwemF7sGInQ1iZpUa1eIfQcXOOHgj2sMRWpI0nnHt9xA4ICwhm/9TWSRluhbiH0m/yTvq68fM72+fn8IQy/Nl7M/uWjhQreRbJj4ra+vPhpjkbYcmMMNoqLAKQCoDHbgY6lCFAEviBABUC6FSRHgAqAklMgCwce3nyL+aP2GeTL6AWtUKRsbkULgK+efcK0YXs540O+cDVqXRLtelbkPJavAWIc9Pny1ZTs3Lv/HmvXX0JwcDQjLqSuxGmhUkELLSpV9EafXpUZcUdX48oPETb+3nIdR/+5zwg2GaUDl62YGwN/qSWZ+GxKfKbnK1du2KyXvGxZPO4ggj6E/7hv1ComAipfEQ8MmdkUjs7JUVpLJx7C3SsvWUdHsfHj+z6j5rdC4TI5DRkq2Rg2/JDn4+nDADx5GIDYmATExyXg04dwPLz9DpqEtFG8BYp4oH6zYihXNa/JiKHP7vpj7tBdTNpshi8j1CpmP01a3wUubuJUNWbDD9k8B1edxT+rz3GObP5tzwDkyJ+V2X9k/SRSPygwghFDnV0dULS0F/3dp+PpZMuNMQ83FQCNQU/3WBoBKAyu1CpFQCwEqAAoFtJ0Hp0IUAGQbg6CwOP/3mLuCMMEwDGL2qBw6ZyKFgDJl4vRvbcjOCiK84aZvKg18kiYfinGQZ8zKAoZQES/e/fe4+TpJ/B/H4r4+ERkymSDcmVzoXbNAnB1ddC7UkP5uX75Jf538D5efCnwkHynG7nqTAsPTyc0aloUNesWSo58os0gBAzlRtdkAW9DMGPgDsRFJ2QodhDO3D2dMGFFe6bS+v1rr7Hw1wMGrYHNIPKiolqjIugxKv00dTY2pOhjDD9RkXF4fO89yH9bW1siZx5X5MjlIsUyjJ7z4Y03WDb2AOLjNT9EAqbcAemWPTNGLmoravVntvysHb8P147e5yxwD17UAYUr5cWpf+7h1MH7CP2c9u+zg6MNajcpivotS8DRyc5onJVkgC03xqxZcQLgVpmkAHelKcDG7Es6liIgNQJUAJSaATo/qABINwFBgKQQ/dppo0Fg/PF3LyaFzMPDgxkfEBCApC8XrhtkUKaD/rf7NnZvvMo+TUkF5MzrimlL2kq6IjEO+pIu0MQnN5af1y8/49GDD4iJSYCtrSXy5ndHQZ9sJhPBJGf6jOUm9dpIJNqUPtvx4U0wK6GDiIDlahXAz5MaMWLh+K6bmDTg1JGmfGJH7gAkdwGaUuOTH1Nad3q+hodE4zwRwvbcRlgqIcwrnxvqtSuNCvV8YJNBJLIQ62fLz5pxe3H96APOe7vX9JY4fvQx/F991vl3mTxHJBpw9OxmyJbDWYhlmqRNttwYszgqABqDnu6xl6kAKAyw1CpFQCQEqAAoEtB0Gt0IUAGQ7o4UBP4YvgfP7r5nfQgnB+tCpbxAUsfEOExKzVRkRCwm+u5ERFgsa4yGTWmEkhVyS+q6OXAjKcBGTk75MRJAAYfzyc3Tu/6Y8wvHgg0WKszb1RtOWRzw+lkgfh+yGwkJiazue+MCC4kSK1sjP3yninM3HBffMurLJz98+SS1HRKtHhoUhbjYBNhnskHmLPaSvQxgy8+eJadwdOPlDKv/fo+rVgVkK5sPnwL0i+LkrOKUxR5TlrZF5i9p9VLzJPX8bLkxxk8qABqDHhUAhUGPWqUISI8AFQCl58DsPaACoNlvga8A3Drvh+WTD3MCZPD0JihdLZ9ZCIAEmHevgvH72IOIiYrXLQJ+qTrZ1bcq6jYtxglPITqLcdAXwm9zsUn5kS/TfHKzevpR3Dj7jFX0Xwoi5I7Hlr0roWnX8syPXj35iEVjDyIiNAYpqZ0pfVPuobS1s0J8nIb1Swoynoxt0qU8M5cpNT75MaV1m4qvbPkJeBWECS1WsF+WCnDM6YpwjQXrMWSPN2hdEu37VGY9Rskd2XJjDAaKEwC3yCQFuBtNATZmX9KxFAGpEaACoNQM0PlpCjDdA18RIKll5EvqzbPPMywsQAaQL5/laxVAv4mNmC+PYhwm5ULVp4BwbF99CXeuv/4aWUHuXlNZkIvItcju5Yy2PSuiTGVvWbhsTtyIAXhKCiZfd+tRfsRgzbA5+ORmXNdNCPQP4+RIepF5JLLr+r/PcHLvHbx9/omxR/oVKZsLdVqVAClxS4qGcGlk/O/be8LNIzOXYZL35ZMfyRejQAe48PNHn0149t8bVgI5qXfs6OOFiPA4TqjZ2Vtj4fYesLax5DROiZ25cGPo+qkAaChyGY+7TAVAYYClVikCIiFABUCRgKbT6EaARgDS3ZEagYR4DTb8fgLX/n0GcjE8EbRSt5Qok4p1C6LXmHqwsk4+SItxmJQbU58DI3D+5BN89A9DoiYJjs52qFg9HwoU9ZAs5So9jMyRG773yudPkThz9BHDd3hYDGM+s5MdqtcvhFoNC8PV3fCqmpQfvtnizx6f3IxqvwEhnyI5O1eikjd+md083XGJiUmII3c/2lnBQp0cDUVSQH/tvAmhQZGsogDJ7/niFbwxdFYzzr5JPYBPfqReixLn58JPwKvPmNFlHeJi4jMUAVUWKuQu4YWXgbEGQTZwQgOUq5bPoLFKGsSFG0PXTQVAQ5HLeBwVAIXBlVqlCIiFABUAxUKazqMTASoA0s3xPQLksvoHN97g3/13cefyy6+Xa5MokZJV8qJOyxIoUjZnGpFLjMMkZcowBCg3huHGiClJWuzZch1H9t1h9vv3BRiSK+9q0bhVSbTpVt6giruUH8P5EXokn9xM7bsdb/2COLlMxLlK9XzQZ2x9TuNePAzAnGF7QARCbVLalzipDRH7pDrqpFUd4WKEiM3JOR4788kPj25RU18Q4MrPu2cfscB3G8I+RYIIfan3LhG4ibhdonoBVGpTFqv/OMUZZ/I7vEO/ymjQqiTnsUobwJUbQ9avOAFws0xSgLvTFGBD9iMdQxGQCwJUAJQLE2bsBxUAzZh8FkuPDItB6JeKgqSSXiYnu3RHiXGYZOEu7ZIOApQbw7YFEfY2Lj+PcyeesDJQs4EPegysxjn6k/KTPrwEf5Jaz1eqNSsSv+vEJzeHtl7H/g1X9F6v8L2fg6Y3QRkDIpZI0ZEl4/9BTHQ8kxacuqWIK+7ZM2PE3JbIaqLVUfnkx5D9oYQx5DkLD45GTFQcUyXYyS0Tb8+cIfyQiNbrxx7g5ParePvkIwOx2tICpWv7oE7HcihYNjf+u/wKy6Yf5Qw/eYnZsX9V1G9ZgvNYpQ0whBuuGFABkCti7PpfpgIgO6BoL4qATBGgAqBMiTEnt6gAaE5sC7dWMQ6TwnmvbMuUG8P4vXj6KdYtPstpcN9faqJqnYKcxlB+vsH1KSgSp888w9kLzxEenpzi5+hoixpV86FurQLImtWRE7bGduaTm7DgKIxqt4FVWm6K36Ry6dydvaH+kt7LdT3RkXG4fOIxTu65g0D/0K/D8xXxQN3WJVGmer6v1zhwtS2H/nzyI4f1iOkDSbW9cuwhTu28Cf9Ukamu2Z1Qt10ZVG1aXOcLP7Z+GssPuVojPi4BNnbWaUTJ188/YdqQ3WzdSNNv0MSGKFs1r0FjlTTIWG7YYEEFQDYoce9DBUDumNERFAE5IUAFQDmxYaa+UAHQTInnedliHCZ5dtlszFFuuFNNomImDd2D929DvqbA67NCoks8c7lg+uI2nKIAKT+ARpOETduuMeJfyj2jqfFO+VnN6vnQu3tFWFqq9dHBy+d8c/P38nM4sef2DxF5upztOaouqjcpavRayH4mlctJdJVdJmvY2lkbbVMOBvjmRw5rEsOHj29DsGDoDgS9D/uhmjRUIP+BvaMthi1qh7xFPQ12SSh+yH6e+PMOBLxj//uZLMI+kw0WbusBK2txfn8YDJwIA4XiJrXrihMAN60RgRn9U1zu0R/ZM4n7Mky/V7QHRYAiwBYBKgCyRYr2EwwBKgAKBq1ZGRbjMGlWgPK4WMoNdzD9nnzEjDEHuQ8EMPGP5shXKBvrsebOD7mnbuHSM7h911+v2EpE1mJFs2PUL3VgaZlc9ELIxjc3ZK0pldZ1+k3UFy3QrHsFtOxVScjlmbxtvvkxeUBYLCDkUwSm99yEiJDoDIttENHdysYSEzZ0Q4687iws/9hFSH7+PfwAW5adY+0XWU+jtqXQlj5TDGZCcpNCChUAWW9PTh2pAMgJLtqZIiA7BKgAKDtKzM8hKgCaH+dCrFiMwyRXv+PjNHh87z0iw2OZO4Q8c7ogZx5XrmZMvr8cuZE7qEf23cWuzdcyLKCQ3hrI3WrtupVH49bsL5k3d3527b2N/f/cY70liAj4U6Mi6Ny+LOsxhnYUghtSSObE7v9wbOcthH2OTk7vVYG5G5BUXffI5YLm3SugYt1ChrptNuOE4Efp4K2fdhhXjj3IUPxLwYCIZnmLeWLc2q4GwSIkPwnxGvw++gBIOvD3xZm+d5asI4t7Jkxe0haZMtsatBalDRKSGyoACrtbqAAoLL7UOkVAaASoACg0wtS+XgSoAKgXItqBBQJiHCZZuMF0+fwpEicP3sPZo4+TL8BP1bzzu6Fe8+KoXCs/SFVBc2hy4sZU8N63/SYO777NVFHl0oiY06RNSbTqUo71MHPmJzYuAQN/2Y24OA1rvEhHa2s1VixqBzs7K07juHYWkhuyt+5efgm/hwHJqbkO1ihWITcKFPfklELOdU1K6i8kP0rCKWUtpKjXiJ+Wgdytx6X99ldvg6IAheaHvNxbMOkQXj/7xCyHFA36vpGXMm7ZHDF6djO4ZcvMZdmK7is0NwQ8pUUAVtkojxTgSz1pCrCiH066OMUjQAVAxVMs/wVSAVD+HJmCh2IcJtng8PxRABZMOcJ8oU4vKkClUjGRNqUq5obvr/VgbWPJxqxJ95ELN6YEIo0AFIetM+eeYe2fVwyarFe3CqhXR9goOfrsGESNaIMoP9ygPr37FrbPO6E31T61VQu1CvU7lkf7obW5TSZSmimJ9D979CFOHbyHwPfhaXwkRXTqNiuGOk2LMff/0fYNATGeHSoACrPjqAAoDK7UKkVALARMRgA8ePAg4uOTI2lKlCiBggW5VTkk454+fYq7d+8yNmxtbdG0aVOxcKbzZIAAFQDp9uADATEOk/r89H8TgunD9yE+XqM3dZMIgWUqe2PguPppqgvqm8MUP5cDN6aGm9+TQMwYc8AgtyfNbYG8BbOyHmvO/MxbdJrV3X/pgVmsiAfGja7PGmdDOpozN4bgJfYYyg83xHcvP4Pj269zigAkEXTl6hTCgJktuE0mkgCY4hR5sef36COCPoYzAqezqwMKFstucAVtzos1sQFiPDtUABRmU1ABUBhcqVWKgFgImIQAePHiRSxZsoTBJFeuXJg5cyasrblXkIuLi8P48ePx7t07xtbo0aNRrhz7NCmxSDG3eagAaG6MC7NeMQ6T+jyfP+kwHt7213sfUGo7w6Y2RsnyufSZNunP5cCNqQFIvkxOGbYX714Hs46WIXfTeXlnwbSFrTmlcJozP5N/+x/8Xn42aHvkyumC2b8J+yLRGG40mkSEfooEuavMIbMtMrs4GLROOkg3AsbwY4647ll+Fse2X+MsAJav64OfZzTnDBnlhzNkog0QgxvFCYB/yiQFuBdNARbtQaETUQQEQMAkBMBhw4bhw4cPTMWouXPnwsvLy2Ao3rx5gzFjxjApeN7e3pgzZ47BtuhAfhCgAiA/OJq7FTEOkxlhHPghDL/2/ZsTDeRi8GJlvDB82k+cxplaZ6m5MTW8Uvy9dOYZ1i48w8n9fsNroUqtApzGmDM/02cfw+OngZzwSumcL68bfpvU2KCxbAcZws3ngHCcPXAHZ/bfQVR47Nep8hTJjnptS6Ns7YKwslb+1QNsMTamnyH8GDOfqY89d+AONs0+ylSZZttICnDjbpXQ2rdGmiGB74Jx6+QjRIRGM/s5b/EcKFYl7d26lB+2KIvfTwxuqAAoDK+XqAAoDLDUKkVAJARkLwCStN1JkyYxcNSoUQODBg0yGpply5bh/PnzjB0iABIhkDbpEKACoHTYK2lmMQ6TGeG1b8t1HNr5H6fovxR7i7Z0A7krSKlNam5MFVfyomrLqov49+gjVkuo3agwug2oyin6jxg2Z37Wb7yCM+efc35uiXhftXIeDOhblRU3hnbiys2Nf59gzdTDzBUE399BSlIpyc+98rtj+Pw2cHbLZKhbdNwXBLjyI3fgwkNj8PbVZ8TFamBnb428Bd1hY8tfoZuYyDgMb7yMiUrl0mbt7o9sOV2YIW8ef8DuRSdx/7If87uOPIukkcIizlkd8VPvaqjbqcKXzyzg4eHBfB4QEICkJG7FR7j4SPtyQ0CMZ4cKgNw4YdubCoBskWLfLywsDA8fPsSnT5+YM1mWLFlQtGhRODk5sTdCe1IEWCIgewHwr7/+wv79+5nlzJ49G3nz5mW5NN3d/Pz8mFRg0tq0aYP27dsbbZMaMBwBOQiAIUGR8H8VDE1CIhwcbZHHJyssLdVpFiXGYcVwFOlIqflZM+80rp7lLiQQ5iYtbMXpzjZTY1tqbkwNr9T+EhFn3/YbOLz7DqDCD3dLElGHRNM0aVsSrTqXM+g+SXPmx+9FECZPP2LQFpk8viEKFWB/16Ihk3Dh5s5FPyz9dR8zTXrVSFPmJxFVWb1cMGFNF1qYwBBSUo3hwo+RUwk6/Nmjjzh56D5uXHqZRji2sbVE9XqFULdJUXh48vNFdMucYyCRgEmJ+sMAyV71KZsLI5d2ZNb/6NpLLBq0DYkJiRmK9tValELPac1haWlJBUBBd47hxsV4dqgAaDg/GY2kAqB+XMl32wcPHsDf3x/kCjJnZ2f4+Ph8/X2UYiE6OhqbNm1iApPImNSNvOCoVq0aunfvjsyZaQVx/ajTHmwRkL0AOGPGDNy7d495cFavXs12XXr79e/fH0RtL1my5FcxUO8g2kEQBKQUAB/ceouT++7i7tVXab4wOTrZoXbzYqjdrBicXJIjs8Q4rAgCsJkYlZqf1XNP4eo5P73FP9KjY+L8lsjnk02xTEnNjRKADQ6KxNnjT3D+5BOEhUQzSyK/m2rUL4SaDXzg4mr4/W7mzs/4KYfw5m0Ip7sWPbM7Yc6MZpyjLbnuRbbckIiqkS1WISoillV6JYmaatCpHNoNrMnVJdb9SSX0V08DERsdDxs7K+TK7644wZEtP6xBE7kjiTL+Z+d/2Lf9JojYlp4oR/YK+TdgVB2UrZzHaA8jw2Iws/cWBH0IzVAEJP7YOdhg0qYecPd0xqd3IZjcZgXiYzXMNT76WqvBddBiQC0qAOoDSqLPxXh2qAAoDLlUAMwY1xs3bmD9+vUIDg7+oWPFihXh6+sLOzs7REVFYcqUKXj79m2GBj09PTF16lQaDSjMdjZLq7IXAAcOHIjPnz/zLtTNmjULd+7cgZubG5YvX26W5Mtl0VIIgOTwuGvtJRzddZs52H6fKkWwIZE1Do42GPl7c+TO704FQLlsGB1+iHGYzAiCHesv4/iBe6yiGr63M+/PznDN6ihzhA13T2puDPdcniNTvvySt8N8NHPn58mzQMyccxyJLCKSCN7kb8a40fVQxCc5tVDIxpabqyceMam/XJpdJhssPOgLKxt+7wMM9A/FqX13cf5/D0BEwJRmaaVGlQY+qNu6JLzyunFxVbZ92fIj1wUc3nMbuzdf1+te8q8aFYZPbojiZXLq7a+vQ2hQJBb+shPvnpN0t7RnsJRU9SzZHDF8cXt45kneK3/PPYqT26+y/htr62CDxWdGI3ee5CJbYqcAkyI8j269w+ePEcz8WbJmQpGyOX/ILtGHlVI/F+PZUZoAWHWDPIqAXOxNi4Doei6vXbuGhQsXZnjdQPHixTFx4kQsXboUFy5cYPWIly9fHqNGjWLVl3aiCOhDQPYCYI8ePRAbG4uaNWuCiIF8tRUrVuDs2bOwtbVlQm9pkw4BKQTAvRuv4tC2G3oXTQ6mtvbWmLSsLbLnzELfJOtFTLoOYhwmM1rdG78gTBm6hxMAZH/lLZQVE+a15DTO1DpLzY2p4SW2v5Qf4Nbtt1i8/BzzMii9F0KEE/K8EtF1yIDqKF9OnMrdbLmZO2QHntx+xzkCecD0ZihfpxBvW+7e1VdYPvkwEhOT0o8mUyenrPf6tR6qNCjM27xSGWLLj1T+ZTRvUGAExvT/m1PkK8mOWLChM9RqC6OXRO7su3vRD6d23cSjG6+/Rq56+3igboeyIJV/U8TpuJh4DK89j4km5dJ6/9YS7QcmF9kSSwCMjozDib138O/Be4gIjUnjbkp2Sf02pRQXDcuFl+Tfp8Lfz0gFQK6ssOtPBcD0cYqJicHQoUMRHh7+tUPWrFmZLMbQ0FAEBn4rOEY0jZUrVzLRzOS+v7Zt2zLBTi4uLkzK8MuXL3Ho0CHcunXrqy1at4Dd/qS99CMgewGwS5cu0Gg0qF27NgYMGKB/RSx7rFq1Cv/++y9zP8i2bdtYjqLdhEBAbAHwo38oxvVkzzn50leykjd+md6UCoBCbACebIpxmNTn6m/D9+LVsyBW6UkptgaMqYuKNfPrM23Sn8uBG5MGUGDnKT/JAL96HYx9B+/i5n8kHedbcYFkQVCL0iW90Kp5CeTN4yowI9/Ms+VmTOvVXyON2DpH/ra1GVAdjbpUYDskw37P7r3H3OF7mcgHFhmaGDS9CcpUy8fL3FIZYcuPVP5lNO+uzddwdN9dzgVwBo2th3I8pAKn9o1Ey8VGxTMvXEmk6Pft+Z23mNVtPScYyf6u1KQEJv+ZXDxQDAGQ3Cc9b/R+fPQP0ynGkwjHrJ5OGDW3JbK4m28hHjGeHSoAcnpkWHemAmD6UJ08eRJr165lPiQZhiNGjEC+fN/+xj1//pyJDgwKCmLu9CNCIfnvP/74gxH+0mtr1qzBqVOnmI+aNm2Kbt26seaJdqQI6EJA9gIgEf1CQkJQtmxZjBkzhjcmycN28+ZN3u8W5M1BMzIktgC4Y/VF5u2sriiP9KAnUR/z/+qJIsWThRoxDpJmtAV4WaoYh0l9jj65/x5/jDvEam+RLyfeBdwxbk7zdL/w6JvLlD6XAzemhJfYvlJ+0iIeHBKNy1dfISQ0+a5FFyc7VKrgDVcj7lk0lFO23IxuvRrBX1IN2c7FpwBIohgm9dyKgLehrF+AZHKyxfzdfUw6JZItP2w5EasfOf8M7bYFUZFxnKYke6ZwCU+MmpYcVSdWe3DZD/N/3sJtOhVQtk5hzNwxXJRzW2xMPGYM2gXykllfgRNyv2E2T2dMWN6OqbZsjk2MZ0dRAmBEBKpuSBaXpG4Xe/dDdkflXltjKL5z584Fuf+PNFLDoECBAj+Yevr0KSZNmvT150TQI8KerkaKhJC6BQkJCShUqBB+++03Q92j4ygCXxGQvQBIRL/Xr1/zflff4MGDmVLbuXLlAnlgaZMOATEFQPIlZXCrdYiJ4pZGQt7YtulVCX1HJP+SpgKgdPtF18xiHCbZrPr6hRdY/cdJJgJGl8hM9pOXdxaMntEEJCVI6U0u3CgdZ8MgydUAACAASURBVEPXR/kxFDnhx7Hl5o/BO/D0DvcU4J+nNUWFej5GL4RE//0+dDdnOwOmNEb5Wj9+SeJsSKIBbPmRyD2d00ZGxGJIV46C2hdrLm4OWLC+s6hLennfH9M7cxM/LNQWqNKsJCau8xXl3HZ8923sXH2BVfQrcYjcq9ju56po2La0qFjKZTIxnh0qAArDNhUA08c1RVvImTMn5s2bpxP8kSNH4t27d8zn8+fPh5eXV4ZEEdGPVBR2cnICiQikjSJgLAKyFwBTUnXZPiRsACEluUlYLmm1atViqvHQJh0CYgqAMdHxGNSC2yGSIEPuu6neuAjGzukkykFSOjZMd2YxDpNs0XnxJBAH/76Ju9ffMEOIbySFkBQZyORog9pNiuKntqVga2fF1qRJ95MTNyYNpEDOU34EApYHs2y5uXzsIdb99j9OM5J0y4WHfGFtY/zvoY1zT+LisUd6I59SO0hehBQtlxPD55juHahs+eFEjAidw0KjMawH+6tQUruU2dkOizd1FcHLb1NoEhIxou58RH6JymU7+aAFHdCse13Bz23kZd+47lsQFPDt7i82Prpmc8TvW7oz94uaWxPj2aECoDC7igqA6eOaUregatWqzF2AutqSJUtw8eJF5uMtW7bA2jrjKGByV+CZM2dgZWWFrVu3CkMqtWpWCMheALx06RIWL17MkFK9enUQdd3YtmzZMpw/f54xQx5Q8qDSJh0CogqAUfEY1NJAAbBRYYz9I/mtN40AlG6/6JpZjMMk11WTS9ZvXX6FyPBYJs03u5czSlfMrfiU3+9xkiM3XLlk3z8alngOC3xm7pFLRDYkIi8AG/YmRO5pXvyIDK6R07HlJiFOgxEtViI6gl1KJxEc6nUoiw6DaxnpYfLw+aP24eFNcncit+aR0xkzN3fnNkhGvdnyIyOXGVeIoNa/3Z+s07VT+++V2wXTl7QVfUn7lp/GobXnWRe6cXSxx8LTo+GVM4fg57YXjz9i5uBdBmEyfklb5CsifEVxg5wTcJAYz47iBMD13L+/CEHhxT40BTg9XDt06MD8uEGDBujTp49O6NetW4cTJ04wn+/YsUMvRRs2bMCxY8dY99drkHYwewRkLwCS3Hci+kVFRTHV90gJ7HLlyhlMHLn3j6T8klRQBwcHLF++HHZ2yk/BMxgwEQaKKQAS3gc2X4O4WA2nlZEvSy26V8DPo5sLfpDk5Bjt/BUBMQ6TFG7DEFA+N/GwxinYYi8s8RgqFSka8a1ptRZIQBnEog0SUIXEFBsGpECjlM+PQMCJYJYLN7fOPcPycQeI7vy1omp6LpL7x9yyO2Hi2q5wyGzLyyoMFwBdMHOzPC81DwuNwe0bb0DSZS0t1ciewwnFSuYASS1NaVz44QVoHo0smXUcd66/YXVnbcq0JG21ddfyaNq2FI+esDMV9jkSk9usRFRoNCufe0xuhtrty4tSvO2/iy+wbAq3CNyUVQ+a2tjki+GwYzBtLzGeHSoAGsKM/jFUAEwfoxQBsGHDhujdu7dOILkKelz762eQ9jB3BGQvABKC9u7d+1UhJ2GygwYNQqVKlThzd+3aNSxduhTx8cn3v5EHtXXr1pzt0AH8IiCmAEg837r0HM4cvs8pVYmMm7u1O4qXLsQsnkYA8rsH+LAmxmGSDz/N0YaSubHEfWTCdKhV/iBCn0qVlC7FKZ8laIsgEhORhFyy2QpK5kc2IBvoCFdurp54hPXTjzAvOb+/g5S8RCU/9/R2xYhFbeHizt8l7pvmncKFow85/V0lL9aKlsuFYXNaGIiOMMNevwjC4X13cePKKwZD4ie505Vg55LFHnUbF0H9JkVhY2PJXO/g4ZEcvWVq54IHt/0xj6NoRcTjhRu6gKQBS9HePg3A3L6bmEjXpMQff9eStHJtkhYtfGsx/8Ti5/bll1g66bBBkAz5rQlKVclj0FhTHiQGN1QAFGaHUAEwfVypACjMfqNW+UfAJARAIthNmDABb94k36dFWsWKFZmqOQULFtSLCqm4c+jQIVy9evVrX1L8g1TosbGRb1qW3oUppIPYAqD/62BM6vsXa/SYLyllc2Lk7y1M9qDPerEm3FGMw6QJwyOp60rlxgYH4ABy0bNKp/D3PfBaLYn+s0AEZiEBlSXlJWVypfIjC3CNdMIQbj75h+LM/js4e+BOmoJXOQtkRb12ZVCxng+sbCyN9Czt8Of3P2D2EO4pkL5Tf0K5mvl59cUYY9cvv8SqhWfSFVBT7JIouFx5XDFqUiM4Odub7LmACJqzx/0DvyeBrCLqyPobNC+GTn2k/b31+UMo/rf+Ai4euI34uLTZHPlK5cRPvaqidO3kwjaGPD+G7J/35FzZZ7shQ/Hbuk7I4e1q0FhTHiQGN4oTANfJJAW4L00BTu/ZowKgKf9GMi/fTUIAJJQEBQVh/PjxCAsLS8OQm5sbU2abVNAhKb22traIjY1lUoZJhZ3nz58z1X5TN1JFZ9asWUxlYdqkR0BsAZCseNvyczi1/57exZODvrWNJSYsaYtc+dxN9qCvd6EK6CDGYVIBMEmyBCVyY41jcFRNZyKDyO8JLk2rJQMsEI5F0ED6CpBK5IcLH3Luaww3CfEafA4IB7kf0MHJDlmy8hfx9z1mREya3HsbPrwOYXevnApMBfR5u3oz6bVyaA/vvce8346yEsPIi8HceVwxYVYz5MqVXMHR1CIAic8kvfn3CYfw4W2o3nWXq5IHvqPqpEmBlpK3mMhY3L/kh8iQaFjZWsK7iCe8CmRL45Ixzw/XtU0ftBOvn31ifUchiVbMnd8dk1a05zqVIvqLwQ0VAIXZKhepAJgusFQAFGa/Uav8I2AyAiBZemBgIBYuXIgXL14YjESePHmYCsBZs2Y12AYdyC8CUgiAJHVk46IzuHD0EVJSRr5fFTngW9taYtjMpihYzFO0N8n8oms+1sQ4TJoPmvyuVGncWOA9nEGqYMZzFv9SkCUpwVq4IBTboEUmfgHnaE1p/HBcvqy7mxI3zx98wB/D9jCpmUQYz6gR0XzwjKYoVYUUyJG+EQFz3NDd+PghXK/vqb3t5VsNnbrXZn5kigIg8TsmOh47N17FhdNPodEkwUKl+pr6TFKgHTLZoFHL4vipTSmSB417Z5/g+pE7iAiOgo2dNfKX8UbVNmXh4GQvPZHfeSDm83PpxGOsn3OSEwZ9xtRDlQbJ0Yrm1sTghgqAwuwqKgCmj2uKAJg/f36ULq375e6tW7fg5+fHGGnXrp1eklL3Z1M0RK9B2sHsETApAZCwpdFocODAARw9ehTh4eGsCXR0dETjxo3RokULWFrym/rC2gnaMV0EpBAAiSPkwH/jnB9O7LuD5w8C0vhmY2uF6o0Lo0HrknDzyMx8JsZhRaot8u5FED68DoYmIQmOLnbwKeVlcpVqlcyPVPuCr3mVxo0jRsEK16FSJRoFEREBSWGQaPxilB1jByuNH2PxkNN4U+Pm/vXXWD7pMFNl9vs7CJm/o2oS/apC33H1UbFu8p26cmiPH3zA75O5FXEgIqanlzM27BjMFKkzVQEwBf+oyDhc/PcZXj77hPjYBNg72KBIqRwgkX9WVmrcPvUQmyftRUhAGBMFSIRe5gWqVsucF+r3rI42oxpBLZOITrHPbQSPpZMP4971N3qjAAluxcrlwpDpTaBOVVRGDs+CWD6I8btNaQJgtbXySAG+0I+mAKf3nKQIgEI+Q1QAFBJd87FtcgJgCjXkXsArV67g/v37ePz4MZPmm5T07UJg8ofF3d0dPj4+KFasGFM0hBQQoU1+CEglAKZGgtwL6P/yMxLiE5mqiIVL5oCNnVUasMQ4rIjJDjm0Xzv9FCd2/YeXjz+mmZpgUKt5cdRrUwqZXeT3Vj89nJTGj5h7Qei5lMSNBd7BRdWRN8i0WhsE4x8A0j1nSuKHN2JkYsgUuQkKCMfp/Xdx7tD9NHcQknsHqzUqjDqtSsIzdxaZIJzsxtql53D53HO9abDpOb18Y18UKJTd5AXAjAi5eug2Vv+yHVqQaig6eqqAsg2LY+DSrrJJExb7+YmLTcCamcdBioKQLJLvRfCUn5Ws5I2fJzYEedlsrk0MbqgAKMzuogJg+rhSAVCY/Uat8o+AyQqA6UERExMD8s/Ozo75R5tpICAHAZANUmIcVtj4wUcfjSYRf/5+AldOPskwBdrRxR6jFrSW3Zc1KgDysQvEs6GkZ8cO62GHzUZH/6WgT1IlIzEB8WgsHiHfzaQkfiQDUaCJTZkbUqDhzbNPiImOg62dNbzyucHOXp4vYmeO/wfPngQaxOLk2W1RrVZh2QuAwR/DcXb/HTy/64/Y6HhkcrZDqWr5UalREdg56C6I9+ltMMbVnYNEUnVXT2o3VEDHcU3RsG9Ng7Dke5AUzw8R/e5eeYVTB+7i4c23aZZUpExO1GlRHCUr52EEQnNuYnBDBUBhdhgVANPHderUqUw0uJBtypQpQpqnts0EAUUJgGbCmeKWSQVA8SndNP8Uzh+6r/euI3JAdXS2w+S1neHs6iC+oxxmFOMwycEd2jUVAkrixhHDYYUbUKn0fRNmtwVIVeA4NEcURrIbIEAvJfEjADySmqTciAP/b2MP4sWztAXj2M48YXpr1KxXVLYCYExUHDb/fgzXTz5mvpx+jUr78j3VytoSTXpUQtNeldP98rrz90M4tv48k/LLprl4OGHe+fGyiAKU+vkJCYpEaFAUo5u6uDnAxU3a+17Z8CdWHzG4UZwAuEYmKcD9aQqwWM8JnYciIAQCVAAUAlVqkxMCVADkBJfRnd/6fcLUPttZ2yEiIEnZ6jREHm/0dTkuxmGSNWi0YxoElMSNC5rCQhXKK8MJ2mIIxypebXIxpiR+uKzbFPpSbsRhaekfp3Dr+mu9d7el5838lT1QvFQuWQqARPyb4/sX/J+Ta3IyfmlRo2VJdP+1QRoRMFGTiCFlpyImIpYTESP+7IPiNaUvbkGfH060idpZDG6oACgMpReoACgMsNQqRUAkBKgAKBLQdBrdCFABUNzdsZlE//3vAZIS2UcwkfsQF+7t98O9iOJ6nvFsYhwm5bReU/JFSdxkQX2oVDG8wq/R5kUYNvNqk4sxJfHDZd2m0JdyIw5L1y+/xPJ5pzlP5pzFHn8dHM4UcpBjEZDVk//BjZOP9Yp/KQvvPrYBarYs9RWH0MBwDK80nRMupMBFx/HN0KB3dU7jhOhMnx8hUOXHphjcUAGQH66+t0IFQGFwpVYpAmIhQAVAsZCm8+hEgAqA4m0OUvhjYKMVIHczcW0DpjRG+doFuQ4Trb8Yh0nRFqOwiZTEjQuawEIVxitDCdoiCMcaXm1yMaYkfris2xT6Um7EYUmjScKI/n8hPIx9pBtJp23TuSz6D06+v1NuAmBwYATGtFip96qPrwirAHdPJ8ze3f9rFCCp+DuiygxOJJCsgba//oTG/WpxGidEZ/r8CIEqPzbF4EZxAuBqmaQA/0xTgPl5CqgVioA0CFABUBrc6aypEKACoHjbISY6HoN/Wsl5QvJFp8Og6qjftjTnsWINEOMwKdZalDaPkrhxxBBY4T/wdc9z8h2ATRGF0ZLRriR+JANRoIkpNwIBm47Zc6eeYsOK86wmJCJXZic7zFzUBgUKestSANy/9gIO/XmZc1rzyKUdUKR8bmZNCXEaDCw5CZp4bi8NBy7rivI/lWSFpZCd6PMjJLrG2RaDGyoAGseRrtEXqAAoDLDUKkVAJASoACgS0HQa3QhQAVC83UEi/3wbLuc8IRE7Og+txdwFKNcmxmFSrmuXu19K4sYOq2GH7bxWAY7CWEYElKopiR+pMBRqXj65IRHg754F4nNAOEi1VndPZ+TI5y6U6yZp98Cu/7Dv71sZ+k7EP4dMNhj720/ImdsVHh4eshQA5w3ZgUfXX3PiwUKtQou+1ZiCIClt/a87cWnvTdZFQOwcbbH42mRY2VhxmluIznw+P0L4Z842xeCGCoDC7DAqAAqDK7VKERALASoAioU0nUcnAlQAFHdzDGu1BhEh3O8wG/5HSxSrkBwVIMcmxmFSjus2BZ+UxI0aL+Cs6s4b7FqtFUJwAFpk5s0mV0NK4ofr2uXenw9uNJpEXDp0Hyd3XIe/X1CaJef2yYZ6HcujUsMisqjaKgc+rpz3w74dt/DxQzjUatXXFFqtFkzkb7lK3ujQvQJc3TOBD36EWvPMPlvw4sEHTubVlhZo1KUCWvvW+Dru1f13mNZ8MSs75P6/Rn1rov3YJqz6C91JzvwIvXa52xeDGyUJgAEREai2SiYpwAP6wcPRUe5bjPpHEaAI6ECACoB0a0iOABUAxaXgwJ9X8M+Wa5zSgpxdHTB3Z29Zf0EU4zApLlPKmU1p3CSnAd81OgpQq7X4kv47RlKylcaPpGDyPLmx3MTFxGPpqD1MJBgRr4iIlbqR6x1IZGDpWgXw84wWsLK25HkFpmmOYPL4QQBuXn2FyIg4WFpawMPTCdVqF4Czi/3XRRnLj5DoLB65G/cuvWB/ByAAIuC1HVSTEQFTtwNLTmD/ouMZukuiB70KZcf4nYNgY28t5NJY25YzP6wXodCOYnBDBUBhNs8FKgAKAyy1ShEQCQEqAIoENJ1GNwJUABR3d4R8isSYDhtYVwUkXxpb9a2CJl3Ki+sox9nEOExydIl2/4KA0rhR4xWc0BMqFbd7sVJvCK1WBS0cEYrt0MJZ0r2iNH4kBZPnyY3hJilJiyUjduH+lZd6X/gQIbB8fR/0n978awEInpeiSHPG8CM0IGf338bm3zMW7dLzYcbffZDd2zXNR0QQPbr2LPbMO8KcHbRJ35RkC7UFkx5ctFoBDFzWDfaZ7YReGmv7cuaH9SIU2lEMbqgAKMzmEVIAjI6Oxn///Qc/Pz/mX3BwMMLDwxEfHw8HBwd4eXmhdOnSqFOnDhx1RCE+ePAA06ZNY7X4tm3bon379qz60k4UAaUgQAVApTBpwuugAqD45P174C62LvxX78TkriNvn2wYs7ANrGzkHRkixmFSL2C0Q7oIKJEbG+xFJtUCgxhPjsJSIQJzkIAqBtngc5AS+eETHyltGcPN/csvsPCXnZzcn7ChO/IW8+Q0xpw7G8OP0LjFRsdjxE/LERebwGoqEv1XsKQXxqzspLN/eFAkzu+6hiv/3EZkcBSsbC3hUykf6nSpAu/iXqzmEbOTnPkREwc5ziUGN4oTAFeukwWVF3z7CpYCfPfuXcyYob/yOBH/hgwZglKlSv2ACRUAZbFNqBMyRoAKgDImx1xcowKgNEyf3ncH25ecYaI9yBv91I0If+RnhUp5YfCMprDPZCONkxxmFeMwycEd2jUVAkrlxhZb4aBaBRLNp1J9l1upYweQtF/SIjEJ8agvi32iVH5kAa6RThjDzeLhJPrvBZIS2e1NksJZsWFR9J0qXUEaI+ESfbgx/Ijh7P82X8GeFedYTUX+7o9a1gGFyuRi1d8UOsmdH1PAUCgfxeCGCoDCsCe0ALhy5UoULVoUefPmhZubG5ydnZmrKj5//owrV67g2rVrSEpKgqWlJWbPno3cudPeT55aAPT19UW+fPl0AuHk5ATyjzaKgDkhQAVAc2JbpmulAqB0xHx8F4ozB+/h3KH7INECKY0U+yAVf4tXyC3re//SipYWsq3GKB3D8phZjIO+VCu1wmVkwmyoEMK4oEsIJCIhoEUicjHiXyIKS+XyD/MqmR/ZgGygI4ZyQ+7+G1RrAaf734iLllZqrDw/CkQMok0/Aobyo98yPz3Il+Zt807i9I7rQFISE3kMSzVUFskvIpjfWRYq8lP0mfwTKjUqys/EMrEid35kApMkbojBjeIEwBUyiQAcKFwEIBH2yN7IqBEBcN68eUyXChUqYNSoUWm6pxYAp0yZwoiJtFEEKALfEKACIN0NkiNABUDJKYAmIRHhIdFI1CQhk5Mt7BzkH/H3PWpiHCalZ8o0PVA6NypEwQaHYYs9UKv80yVJoy2AWLRFHBP1J48L8lMcVTo/pvnUJHttKDefA8IwpvlKg5a+7PRw2JlA1LdBi+N5kKH88OxGuuYSNYm4vP8WTmy8gNf30/5eUtnbwsLBHlBbwqdsLjTvWxWFSucUwy1R55AzP6ICIcPJxOCGCoDCEH9BQAGQrcfDhw+Hv78/cw/g+vXrqQDIFjjajyJAXvxpyetB2igCEiJABUAJwVfQ1GIcJhUEl6hLMR9utLBAENR4AgsEM9E2ScgKDQpCCxdRMecymfnwwwUVefQ1lJuwoEiM+GmZQYtYdWEUrQbMEjlD+WFp3uBu8bEJWPrzRtw7+4SJ8EtdtIMYJT8jrcOEZmjUp4bB88h9oFz5kTtuYvgnBjdUABSGSTkIgGPHjsWLFy9ga2uLzZs3UwFQGKqpVYUiQAVAhRJrSsuiAqApsSVfX8U4TMp39fL2jHJD+ZE3AvL1ztBnh1RlHd54KSJDY9gvTgW4ZXfCnP2+7MeYeU9D+RESNvJef9mATbh14oH+6s8WKozc2BfFahQS0iXJbMuRH8nAkNnEYnCjKAEwPALVZZICfJ5EAGZ2lGxHvXv3jkn7JenC5H4/cg9g6kZTgCWjhk5sIghQAdBEiFKym1QAVDK74q1NjMOkeKtR1kyUG3nzSfmRLz/GcLN/9Tkc+vOyXhEoZfUqFdD+lzpo0LmCfAGRmWfG8CPUUp7feo0ZrZeyMk84z1EoO6YfGcEUBFNakyM/SsPY0PWIwQ0VAA1lJ+NxUgiAcXFxCA4Oxs2bN3HgwAGEhYUxTg4ePBg1aqSNYk4tABYsWBBBQUFMfxIt6O7ujiJFiqBBgwbw9KQV74XZIdSq3BGgAqDcGTID/6gAaAYki7BEMQ6TIixDkVNQbuRNK+VHvvwYw01IYATGtloFchecvsteiPZjZWOFeYcGwSGzrXwBkZlnxvAj1FJWD9+Oqwdvg0SBsm2T9g1BvtJpK2myHSvnfnLkR854iembGNxQAVAYRlMEQPL9LTQ0NMNJXF1dDXbizJkzWLFihc7xzZo1Q9euXX94eZFaANQ1mLzwaNOmDdq1a6fIlx8Gg04HmgUCVAA0C5rlvUgqAMqbH1PxTozDpKlgITc/KTdyYyStP5Qf+fJjLDc3Tj3GqvH7wVz2rOPGZ/JFSGUB/LKgHYpVzitfMGTombH8CLEk32ITERMZy9q0hdoCTQfVQesRjViPMZWOcuTHVLAT2k8xuFGcALhcHlWAzw9KTgH+/PkzfH0zvjJi586dBm8lXQKgt7c3+vXrhwIFCqRrmwiAS5YsYSoE+/j4gOwDst9IJCCJIDx37hzId0/SWrZsic6dOxvsIx1IETBFBKgAaIqsKcxnKgAqjFCJliPGYVKipZn8tJQbeVNI+ZEvP3xwc/v8M2yYdhhR4bFpCkJYWKiQlKSFo4s9fp7RHIXLe8sXCJl6po+fwNefcWn/LXx+Hwq12gKeBbKiSquyyORsL9iKeuUdzTrtmzihtlSjdtfK6Dq1pWA+SWVYHz9S+UXnNbzCORfsqADIBS32fcUSAKOiohiRkbT4+Hh8/PgRly9fxrVr1xhRr2fPnihbtuwPjsfGxsLS0pL5l157/vw5ZsyYgejoaCb6b86cOSCiIm0UAXNBgAqA5sK0jNdJBUAZk2NCrtGDvnzJotzIlxviGeVHvvzwxU1CvAY3Tz/B+QN38Ol9KFRQIWsuF9RsWQqlahaApaVaviDI2DNd/AT5h2DTxL24f/4p83yRRtKskxK1sLC0QLU2ZdFpQjPY2FvzvroBRScgNiqOtV0SAdjEtzbajGrMeoypdOTr+TGV9ZqSn2JwQwVAYXZEigAodAqwLu9JBN/y5cuZj0kEYq1atTgv9Pz581i6NPmu1Dp16mDAgAGcbdABFAFTRYAKgKbKnIL8pgKggsiUcCliHCb5Xt7rl59x9tRTfPgQBo0mCU5OdihfKTfKVsitqC/kpsgN31zL2R7lR77sUG7ky40u8fzjqyDMaLcC0WExOu/hU1mo4F00B8Zs6w9bBxteF7l84GbcPHaf0x2A43b4olDFfLz6IQdj9PmRAwvp+yAGN0oTAGssk0cK8LnB0lYBJjtq4cKFTDSgjY0NVq5ciUyZMnHa7OS7Z58+fZgowOzZs2Px4sWcxtPOFAFTRoAKgKbMnkJ8pwKgQoiUeBliHCb5WuJLvyBsWncJL/0+IyUNj9gmqQharRaZHG3QvHVJNPipiCIuJzYlbvji2JTsUH7kyxblRr7cpCcAahI0GFd/HoLehegV4IgIWKl5KfSf35HXRT6+4offO65kZ1MFeORxx+xTYxTxt+b7RdPnh902kKKXGNxQAVAYZuUgAF64cIG554+0oUOHolq1apwXO27cOPj5+TEi4pYtWziPpwMoAqaKABUATZU5BflNBUAFkSnhUsQ4TPKxvAf33mPh7yehSUzSe09T3YY+6Na7ksl/MTMVbvjg1xRtUH7kyxrlRr7cpCcA3jx+H0t+3sTaafICaN6F8XDJlpn1GH0dyUuked3X4tHFZ8wdj/ra0DU9UaZBMX3dTPJz+vzIlzYxuKECoDD8y0EAvHv3LnOPH2mdOnVCq1atOC+WCoCcIaMDFIIAFQAVQqQpL4MKgKbMnnx8F+MwaexqAz6EYdKYgyD3cWn1fy9jpuvYrTwaNzPtL2emwI2x3JryeMqPfNmj3MiXm/QEwLnd1+Lhped6o/9SVkWiAFsMrYcWQ+rxutCYiFgs6LUOz2++SrcCNLn3T5ukRY+ZbVCrcyVe55aTMfr8yImNtL6IwY3iBMClMkkBHiJ9CnDqCsG9evVC48bc7jAl3z179+6NmJgYeHh4fI0mlO8TQz2jCPCHABUA+cOSWjIQASoAGggcHZYGATEOk8ZCvnHtJebOPzZRGSlz2dlbYcmajrC2Tr+ambE+iTHeFLgRAwe5zkH5kSsztECLfJlJ9uz7Z2dQmamIDIli7TYpDEKi7wavUb2ZPgAAIABJREFU6MZ6DNuOCXEanNl+GSf+vIDAN8mVNEkjomOZ+kXRqH8tFCir7MqX9Hcb290ifj8xuKECoDC8npOBADh79mz8999/zAKnTJmCokWLclosKSSybNkyZgwtAsIJOtpZAQhQAVABJJr6EqgAaOoMysN/MQ6Txqw0JjoeQ/r9jYSERM5m+g+ujqo18nMeJ5cBcudGLjhJ5QflRyrk9c9LudGPkZQ9vufHt+QkRIfHcnKpZG0fDFvXi9MYLp1JSvCre+8QGhgOK2tL5CjkAZdsTlxMmGxf+vzIlzoxuKECoDD8CykAksi+KlWqwNpad4X0Q4cOYfPmzczi3N3dmeg9tTq5kn1kZCRev36doSD4/PlzzJw5E1FRUcwVO7NmzUK+fMorgiQM+9SqEhCgAqASWDTxNVAB0MQJlIn7YhwmjVnq1UsvsGLRWc4mSIRI8VJeGDmuPuexchkgd27kgpNUflB+pEJe/7yUG/0YSdnje37G1puLD36BrF0iqbjV25VDz5ltWI+hHdkjQJ8f9liJ3VMMbhQnAC6RSQrwUOFSgAcNGsSk5VasWBE+Pj4gHNra2iI2NhZv3rzB+fPn8eTJE2a7WlpaYuzYsShRosTX7RsYGIjBgwcjd+7cKF++PPLmzQtnZ2cmWjsoKAg3b94Eif4j3z1Ja968Obp27Sr29qfzUQQkRYAKgJLCTycnCFABkO4DPhAQ4zBpjJ8njjzEto1XWd/9l3quXN5ZMP2PFsZML+lYuXMjKTgymJzyIwMSdLhAuZEvN8Sz7/k5tPI0ds89ylRzZ9vG/T0ABcvnYdud9uOAAH1+OIAlclcxuKECoDCknhNYAPz06ZNex11dXeHr65tG/CODUgRAfQbI/mvTpg3atm1r8oX29K2Vfk4R+B4BKgDSPSE5AlQAlJwCRTggxmHSGKBOHX+MzesuG2Qib343TJnVzKCxchgkd27kgJGUPlB+pEQ/47kpN/LlJj0BMCwoAsOrzEQii6seyF18HnncMPPYSPoFVCCa6fMjELA8mBWDGyoA8kBUOiaEFAADAgJw7949PHjwAP7+/ggNDWXSeq2srODk5ARvb2+ULVsWlStXho2NzQ/eaTQa3LhxA0+fPgVJ9Q0ODkZERATi4+Nhb28PT09PJj2Y3PuXNWtWYQCiVikCMkeACoAyJ8gc3KMCIHuWExOToFZbsB9gRj3FOEwaA+e92/6YN+s4ZxMWFipUqJIHvkNrch4rlwFy50YuOOn2QwMVYqAFefbtyTX+vLpM+eEVTl6NUW54hZN3Y+nxc+avq9g0cW+GcxHxT21pgbF/DUC+Url494saTEaAPj/y3QlicKM0AbDmYnmkAJ/9RbgUYPnuWOoZRUA5CFAB0MS4JPcX3Lp1i3kz8urVK+bNRlJSEhwdHZl7DsjFqeStSMplqPqW9/btWxw5coR520JskXsWvLy8UK1aNebtCFs7+ubJ6HMqAOpGJykxCXevv8HpQ/fx+K4/NAlJsLS0QIGi2VG3eXGUrJibCoJf4BPjMGnMPifP6XDfXQgNieZsZuzkRihcLDvncXIZIHdu5IJTaj8s8AY2OAhL3IAaL6BSJd9Xk6TNhEQURjxqIh4NADgY7T7lx2gIBTNAuREMWl4M6+Ln3+1XsHXqfubKB21SqnTgL9q9XSZb/LKmBwpVyMuLH1IYiQyPxaWjD/H2WSAS4hPh4GSLMtXzo3DZXCAvruTQ6PMjBxbS90EMbqgAKAz/VAAUBldqlSIgFgJUABQLaR7m2bFjB/bu3av3bhlSyWjkyJFwc3PLcNbTp09j/fr1SEhISLdfgQIFmMtVibgoZKMCYProfnwfhkWTDoP8NzlMJ6X6EpHy/92yOWLYb03gmctFSIpMwrYYh0ljgfhn7x3s2XGL9T2ApACIezZH/LG4jUmniBFuyEE8Lk6Dt2/9YWNjyQjZtP2IgArBsMc8WKvOQqtVfxX+UvfUasmXayIq2CIG/RGHtgCSK+AZ0kzh2TFkXUoYQ7mRN4sZ8RP8IRRn/76GszuugaQGk7/bHnncUbdbFVRuURp2jrbyXpwO70hF+53Lz+LikYcgLylJFU0idJKoRvL/3bJnRtsB1VG+dkHJ10efH8kp0OmAGNxQAVAY/qkAKAyu1CpFQCwEqAAoFtI8zLNq1SoQ0Y7ceVChQgUUL14cHh4eTKn0d+/eMZF8fn5+zEzZs2fHnDlzmIi+9Nrt27cxe/ZsRkwkdyq0bt0aRPAj9yycPHkS165dY4YVLlwYU6ZMYdIohGpUAPwR2U8B4Zj+yx5ER8alEf6+70m+UNjYWWHiotbI7mXeIqAYh0ljnwHyxWnahEP4+CE8Q15T5iH8jprQAEWLexo7tWTjI8JjceHMc5w+/hiBH8MZP2zt41ClrhYVa1ggu5c1LCxsYYW8sFL5QK1ylsxXqSe2xE04YDyT7psS8cfGpwRtCURhDrTIzKb7D31M4dkxaGEKGES5kTeJbPkhEeBEKCP/TLlFR8RiztBd8H/5OW1kYzqL6ji4Juq3LyPpctnyI6mTZjq5GNxQAVCYzUUFQGFwpVYpAmIhQAVAsZDmYZ6tW7cy0XgNGjSAnZ3dDxbJAXPx4sW4fDm50ED79u2Z6kbfNyK4DR8+HOSiVWKHCIVESEzd1q1bh+PHk+8rIyXZa9YU7v4xKgCmZYiIsr/9sgdvXwQhKVF/JUEiEmXL4YwZqzuY/JcLYx4TMQ6TxviXMjb4cxT+mH4MHwN0i4CEU/JF0feXmihfyZuPaSWxcfHsc2xYdQHk7koSIeKVLxDVmtxDsQqvYKHWIimJRI6owFxrqUpi7razQWU4WnSEjUU5SXyWalIi/mXCCFIXHSqV/uc+tZ9arQUS4Y0IrASQifMSTOXZ4bwwBQyg3MibRHPjZ8HIvXh08w2rF1iEuV/mtESJytJVODY3fuT9tKT1TgxuqAAozI6gAqAwuFKrFAGxEKACoFhIizQPqXT0888/g1RByp07N+bOnfvDzEQgXLhwIfPzzp07o2XLlj/0iYuLw4ABAxAVFYWcOXNi/vz5gq2ACoBpofV7/BEzh2d8gXh6ZIyZ0xw+JXKw4ikhXoPgoChoyL09jjZwdjX+HjFWEwvYSYzDJF/uR0fH49ihByCVgUmEXMp9SSTNm/zv8pVyo0mLEsidx5WvKUW3c/bUU0b8I83KWoOGna6hSqOHSExUQa3OSOAiqayJsFM1grPFMFioDItqE33BRkyoQggyoxNUiOQs/qVMS0TAeNRDNKZw9sSUnh3OizPxAZQbeRNoTvy8fvIRv/XbzpoQkhKct7AHxq/syHoM3x3NiR++sRPanhjcKE4AXCSTIiDDaBEQoZ8Pap8iICQCVAAUEl2JbI8bN45JBSapwlu2bPnBiyVLluDCheQv5mvWrIGzc/opd+Qzkg5MGoksJGnFQjQqAKZFdd28U7hy5hmr6L+UkRZqFUpXzoNBExpmSFHAu1D8e/g+zh99hNiYb3c/ehdwR90WxVGhRn5YWVsKQbPgNsU4TPK9CI0mCXf/e4uPAREg/9vR0QalyuWEszOp9Gq67f27UIwfsY+5YsDGLh69x/8POfJ+hoUFl8g2C1giB9zUK6BWma4QyoZFB0yCFc5AxURBGtcitHOhQRVORkzx2eG0QBPuTLmRN3nmxM/GOSdw8egDTmcTwt7UP7siZz53SYg0J34kAdiIScXghgqARhCUwdCzVAAUBlhqlSIgEgJUABQJaDGnGTVqFN68ecOk927atOmHqX19ffH582d4enpi0aJFOl0jIiERC0kjY2rXri3IMqgAmBbWsX22I/B9GGesSRTfgq3ddY47sf8u/l59gUktTV1QhAxIvsRbi2w5nDByZjO4eZhe1JUYh0nOpJjpgM3rLuPfE4+h1Sahz8TD8C70kUn55d7UsERuZFWvh0plw324CYywgD8yoz34uBqMRAFqUASRWM1p5fTZ4QSXqJ0pN+zhjo2Ox5XjD3HpyAOEfooEeTGWI48barUqhaIV8whSmdac+BnRcjXCgr9VsdcmaIDERHKAAKwsoUrnrmgSBdj252po1EmaKx3MiR/2T4o8eorBDRUAheGaCoDC4EqtUgTEQoAKgGIhLdI8YWFhTOouEdVINWBS6CN1i42NRY8ePRixp1y5chgzZoxOz16+fIlff/2V+bx58+bo2rWrIKugAmBaWEd02YTQVIdstqDbZ7LBsl290+1+6uA9bFtxXq8pkn7qlMUek5e2g5OLaUWhiXGY1Asg7YCYmAQM7fcX4uM0qNLoPpr2uGIkKipkUnWDk3qAkXbkOdwWq2CLbbxE/6WsMEy7FUlgf+8WfXbkuTeIV5Qbdtyc3X8Hfy85jfhYDaNHkTtHGfzUpDKtFq4emTFwZgt4F0573zE767p7mRM/vg2WIi4mAdrIKCSFhwNx8d+AIQVOHDPBwikzVFZWX3+utrRgxL/W/aoaC7VB482JH4MAknCQGNwoTQCstVAeKcBnhtMUYAkfHTo1RcBoBKgAaDSE8jJAUn7/+ecfxiki2BHhLnXz9/dnCoCQ1rBhQ/Tp00fnAsLDw9G3b1/m8ypVqmDYsGGsF0siDPU1knqsVqsZsfLTp0/6ukv+OTmsZM2alfEjMDAQpOiKEG18/+14/zqEs2m3bI6Yt/nHCEBSUXhMjy2M6MumkS9MFarnx4DxGacTs7ElZh+x+BFzTaY419PHAZg+4RCT+jtu5TZY2yTysAwLZLfaB0tVNh5sycuEg7Yv1NoHvEQAkpWRpzwWYxCvasV6ofTZYQ2V6B0pN/ohP7LtKnYuPZNhR6b6rgqwTkpAQnQ8rG2tUKRSXtTtXAmFK+YxuICWOfEz5KdlCH36BoiO0Y21SgWLbFlhYZ9cqI68VGzdvxqadK2gn0gBepgTPwLAJ6hJMbhxd3dnvmcooQWER4AKgEpgkq6BIiA9AlQAlJ4D3jx49uwZJk+ezAhqrq6uTHovuQcwdXv+/DnGjx/P/KhFixbo0qWLzvnj4+O/Rv2VKVMGY8eOZe0rqUCsr61cuZLxk7a0CGxYfBy7N15gXWWPOWSrLdC8Y0UMGPPTD3Ay9v48z9netpNj4OLKvaIo5dO8Ebh+xQ/jR/6FSg0eoFnPyzwJWxbInnkQvJxHKgpcIspHBxQAqeHLX7OE2r4drJ1m8WeSWqIIyBSBBzdeYFTbpey802qTIwMjo5j+JDotUZMEn3J5MHX7EDi7ObKzY6a9OhcYik9+H1itXp0jO1Rfzp/zdgxE0bLsI5JZTUA7UQTMDAEqAJoZ4XS5FAEBEaACoIDgimk6NDQUpPgHibwjb7onTZqEYsWK/eDCo0ePMGVKcpXINm3aoEOHDjrdJBFuHTsmV28rXrw4Y5NtowIgW6R+7BfgH4KeTRYkh/JwaGv3D0XOPGkv2k5MTEKHGrMQGRHLwRJA7u3pNbQ+2veuwWkc7UwRuH/nDYYP3Iy+5O6/wh+QzrVQBoFkY5kHJTz/NWisXAe9izwJ14h+PLungoVtQ9i4rOTZLjVHEZAfArMGbsSlY/dA/taxaUwkfGwcQO6v+9LIC7Qc+bJi0fFxcMhsWldfsFkzH32eXH+OwRXHsTdlZwsrTw/kyp8NK/830uAIS/YT0p4UAWUjwAiAC2SSAjyCpgAre7fR1SkdASoACsAwicDr1KmT0ZYHDhyIWrVq6bUTExODadOm4cWLF0zfzp07o2XLlumOEysCkKYA66Utww4rZx/HtXPPoU3SrwKSFJuSFXPjl6lNfrAZFhKNXzps4OwMsVm5biH0G12P81ipBoiRTiLV2kxp3pjoeAzqvRXjV/8JG7tvlaaNX4MKOaxOw0KVnFqmhHYzehTq2F3kdSlaWCABdRCjms7aLn12WEMlekfKjW7Iwz5HYUSz5Zyi2xkBkFzfEZU2jZVcfVG7QwV0m9iUE8fmws+aYVtxcc91JLEUWgmI6pw50H9ac1RpVIQTpnx2Nhd++MRMLFticKO4FGAqAIq1Pek8FAFFI0AFQAHoFVMAJGm6pNDHgwcPmJU0bdoU3bvrrgQr1h2AXGClRUB+RCsuNgFzx/2Dl08DMxQBSaRezjyu+PWPFrCzt/7BUPCnCIzqtoULHUxfYrd89XwYMK4B57FiDCAi0+V/n+HqOT+mKiFJ5fLKnQWtu1RDqQp58PHjR8HuaBRjfaY+x9aNJ1C7a3KkMZ8tq3o7rFTefJqUzFZk0ivciB2OxnZBsLVgF73ExlmtVo1YdEEsfmbTnekjxmXsrJ2hHdMgQLnRvSEeXHuFBcN2cd4xjAgYkZwGnLqRewEXnh0NOwf2FcfNhZ+BxcchKuRbBWA2oBdpUApj1veUNPrPXPhhw4fc+ojBjeKKgFABUG7bmPpDETBJBKgAKBBtRGgztrm4uMDeXnc6ChHO5s2bh5s3bzJT1alTh6kAnFEjVYBTBEJaBZgbQ2IcVlJ7RKqobl95ARdOPmZEwNQ1PEiaN7nTvFKdAug6sAZs7b5V3UttgwiJvi3Xclvol8qJtZsUQ5eB1TmPFXIA+eJ2eNdt/PPXTcTHJzKXuqekSpOoxaQkLbJ7uaDviFrIWyi5YAtt4iCQqI1EIkKgggU+vIuCOntP3ifOqt4KK1Ve3u1KYfBp/Cp80JxABZtgeKjjYUH2Mk8tUjsTCdAfPZ4yndi/23haplmYodzopvn2hedYOmafQftAGx6Z7rjeM1qiWsvSrG2aCz998o6EJv5b2rQ+gMhLxLa/NkHTQfX1dRX0c3PhR1AQBTIuBjeKEgDDZJYC7ETvTBXo0aBmKQKCI0AFQMEhFmYCcj/fkiVLcOnSJWYCUqV36NChTCSHvubr68vcFejp6ckUCtHVLly4wMxBGhlTu3ZtfaYN+pxGAGYMW3hoDM4ff4THt/0RFRUHewcbFCruiRoNC8Mpi/77ihZMPISHt95ySpMiHv06tyUzj1waEf+2rryA04cfZugSEQLJv+HTGqNIKS+5uK9IP+KSniM86QCik65Ag4+p1mgBFRKhViVBDS1PhUAAD/VhqFUuisDyUnQvxCMUOS1jUM4mgrc1abU2CAWpBO/A2qYYX8RYOwMgKj4Bdz99QnhcPLN3nG1sUTKbO2wUUs2RCxZy44aL70L3fXb3HX4f8BfnaXRFAJJI8iZ9q6Pl4DqsbZoLP4OKj0MklwhAFdB9ZjvU7V6NNZZCdDQXfoTATmibYnBDBUBhWDxD7gCkAqAw4FKrFAEREKACoAggCzHFqlWrcPr0acY0qdA7atQoWFpasppq8eLFuHgx+d6pNWvWwNnZOd1x5LOTJ08ynxGhkAiGQjQqAAqB6jebd66+wuIp/2M/iQrwyOGMmWs7SZq6873DZ448xKZl51mtg4gG1jaWmL26I1zc2AshrIzTTtBoQxCkmY8o7Tly0xOgs4pt8h2WRAS0VCUZJQRawBXZLYmwpYx2Lro9kpAAC2jR2D4IVjwIpST9Nw7NEYNRnEAS44sYG4f8QkKx/+lzHHnxEvHf3TWWycoKzQrkQ4sC+eDpaD7VyeXCDRv+xO6j0SRiVPOViAhNe59fRn4w4h8pAEIKgXzXGAGwXw20HMT+Zae58LN2+DZc2nuD/R2AKmDexclwz+Uq9rZIM5+58CMpyAZOLgY3VAA0kBw9w6gAKAyu1CpFQCwEqAAoFtI8zrNp0yYcPnyYsUiq844dOxZWVumngKY3LYkaTIn801UwJC4ujkknjoqKgpeXFxYsWMDjCtKaogKgYNAyhsml3bNG7sOrp4GsowAHTWqEslXlk2pJUnt/7bMdQYHpp22lhyBJQWrWoTRadS0vLMBmZj026SE+aEYjCeQOLbZ312mZbG1rVaKBIqAadqoGyKJmX4lc7rSciW79NX89t2UMyhgZBZh8RYA9wvAXtHDjtHwxvohl5FCSVosVt25j56OnUKtUSEx930GqgRYqFYiAM6hsKbQvXIjTGk21s9TcyB23A+su4p+Nl1kVzEpZizYqGkgtMNvbAna2gNoC2fO4oWj53KjZuAhy5M6id/nmws/LO28wtcl8vXiQDqSgSrEaPhi5JeMraVgZM7KTufBjJEySDBeDG6UJgLXny6MK8L8jaQSgJA8NnZQiwBMCVADkCUixzOzcuRO7d+9mpitUqBAmTJgAW1tbTtNrNBoMHz6cKZRgZ2eHOXPmwMPDI42NdevW4fjx48zP2FYj5uREqs5UADQUOfbjIsJi8MevB/DhTYhOEZBEzZHv3Z0GVEP9liXYGxeh572bb7FgMocoxi8+Zcpsi4VbusLSkkSp0WYsAnFJfvDX+EKLeA7i39ev3UaJgO7qtbBWFTV2CbIZfz66CxKRcqm+FpVtwpDVyLsAI7XTkADulbvF+CKmC3gi6M2+fA1HX7zixE2vEkXRq0QxTmNMsbOU3JgCXuHBUZjaYxMiQqL1vuBiov80iUBMbPLSMtkDTplIFZzkP37kjyBTFCf5PtkCxbKj9/DayObppBMKc+Jnue9GXD98W29hMrWlGpMODIN38ZySbyFz4kdysDk6IAY3VADkSArL7lQAZAkU7UYRkCkCVACUKTHpuXXkyBH8+eefzEdZsmTBsGHDMiwSQvqRtN30UoNv3brFCH/kQOzk5IQ2bdogf/78iIyMxKlTp3D16lVmHh8fH0ydOpXV3YKGQkkFQEOR4zaOVM7du/Eqzh97BFJghKQ7kQIaWmiRlKhFzryuaNW9IkpVkl+V1b/XXcbJg/eQmJicUsqlTV3SBrnzcYuI4mLfXPpqtfF4m9ALCSAFjthG/n2PjpZJebXmVPVWDRuUg6t6gUEp6dExCbhw9SVO/Z+96wCPouqiZ7amV0gCoYfee+8d6QgoFkTFggq/BRU7gggWsCuioKIoRTrSe++9BRJaEgiB9LabLfN/bzYbUrbMzO5MNsl7n3xI9r177zv3zWTm7C17ryLpfhZMJjN8fTTo0KYm+vWoh8gq9l/upfTtidypyGSvFUQBKmFGF680hCiMgqIkrbzFNUNjBKuEN/yxEB6Kgi+BEhMTZe2gveTCJfx86qwoqD/q2gl9atUQtbasLCpN35QVjBKu3ccXryxFdqaO+11W4q5jjSg1mYCcfPIvyB/wd1weghCBXj4avPPlCLvRgBXJP3k6A3548Tec3n6hgCQtjLVCqYBKrcT/Fk3kIgA9YVQk/3gC3kJskMM3lAAU4hH+cykByB8rOpMi4IkIUALQE71ixyZCxF286LgBQvGl33//PcLCbHdDJfX9Fi1aBBIRaGsQQpCkFwcEBEiKEiUAJYW3hHBdrgGHd0Yj4VYqDHkm+Plr0bpLHdRpEC6vIQK0/fbtHuzfHm3z5c6ZmLc+HYJGLSKdTaOfO0Eg1fQHUkyLHrRddgExNUMahDgmc8k7O0kcZqGCN9MbCiYQatSElmkEDdPAKRlIvtzYtCMay9acRp7BVMJaa5RPy6ZV8fIzneHnq3VhR8KX3jFuR3TeD0UWklqJTTWZqKPWwczCaWdgMscEBqf0/ghVfYoQJf/upUVe3EuJANQbjRixch2yDQbBAJJYrWoB/vhr6CCnZ0GwcA9aIMdLsgdtV7QpKUmZ2PD7IRzceAGGPCOXhsrdQ8hFYjaDzTMA5A8Zvt5ACD/in9wnAoK98ekvj8HLu2SplYrmH1JS5OiG09i2aA9iTjyI2vXy1aLn453Q56luCKtp+cKNzD176Dpiz9+GXmeAj58WTTvWRlSTKrJdsxXNP6IvoFJYKIdvyh0B+KWHpABPpSnApXDJUJUUAbchQAlAt0EpvSB3E4DE4lu3boFEFp4/fx4pKSlcOnFkZCS6du2KPn36QClD10VKAEp/doiG61eSsHPDeZw4cB2EBCQvSFVrBKPP0Kbo2LMetF7860jKY/EDLUt+PoBd/13koreEjg++Gok69W2T4EJlVdT5LGvADcMomJHuBggcRwFy7+sc8WdJx7M0GSGD/JsQeYQSjESA4hH4K4aBYWw3P1q6+jTWbr7g1F7ygh9e2Q8z3h4gKwloYvU4mDsBJuRHJBWytJIiD/XV2QhXWQgLgknhoWAAI8vghtELVwykE3gEOnrNB8M47wJvCxA5XsRs6d0Ue51L/3VlfNuvF1qGl9/ru7R844pPSnNtTpYep/fFID05CyQirVKVQBxeewontl3k/k1IKVSpzNX7ExJqO35yD/R8qHGJrVVk/yTfTkXGvUyotSqO9NN4azh8yJcv21ecwua/jyHtfjaUHNaWn5MIzcg6oRjxbGe07lFP8qNSkf0jObguKpDDN5QAdNFJdpbvogSgNMBSqRQBmRCgBKBMQFM19hGgBKC0p4Ok/v40exvOn4jjSL/CKVLWun8ksuHFaX3RvF1NaY0RKf3Q7qtY8IWl67WQodEo8fWS8fD2sbyY0CEOgWzzISQa3xa32OYqFtpiDUFItA6JZntA/DlSR8hAFho0QGXVR1AzRdNA9x2+jh9/O8jbXkICNoiqjA/e6CtbZAoxLiZvEeKNpKGTbWLbhzEhVJmHIIURGi5ZH8hmlUgzq3DfZPlJoCIPNVVNEKQkkdqEICWRTaRBRiuA4de5XY4XMVvOeG7jVlxJSeX2JWaQhiE9alTD9G6dxSwvE2tKyzdlAhwBRt66nIjdy47hyO4ryPUipDn/QX5PVqkejJnzHylxf6D+KYojqZ24aNZmHNpyyS7A1ueOsS93x4Bxbfk7QsRM6h8RoMm0RA7fUAJQGmdSAlAaXKlUioBcCFACUC6kqR67CFACULrDQdJuZr+5FvHXkx0WSLfUPmcw+cMBaNmBXw3A65cSsXPNGUSfTgCpDeTtq0GLznXQc3hzRFQPduumDAYTXnviT2Rn6XnLJWRnz4GN8ORL3XivoRNtI5BiXIRU85/5BJN7UFIzgJKxlB/gavODRK8RKsga+cdHjxIMtIhQfQctY+kKS6JMXvtgHe7e498x2qpp5rS7rySkAAAgAElEQVQBqFtbvnqReWw6TuimQs+mCKqrqIIJNVSZqKrKgoohNKACTAFuBD9rWYeOAJ4BmNYOwZTjRcyWAf3++Rd6UpfNhVGDpAEPe8gFCaWzlJzT69F3sX/TJdy7k86lqoaE+6Nzv4Zo0CKygGgqLd+UDirSa/3rx33YvfGCqHISc/98EsGV/IoYSf1T1GerfzmADX9YakjzGZM+GYK2PevzmSpqDvWPKNhkWSSHb8obAdj7C89IAd75Jk0BluUioUooAhIhQAlAiYClYvkjQAlA/lgJnfnnD3uxe9Mlh137CmQygFqlxBd/PIGAIG+7qtKSs/HjBxsQe+FOiYhCa121tj3r4Zlp/aG1UTNJ6B6s81f/eQzrl53kyCI+g5CaM38YY7d4Ox8ZdI4FgUTDB8hm97ql/p9FIgNfpgVUDAMTmwU9EmBGtkj5Cijgi0jVEiiZEFyITsQn83YIdh05u13a1cJLz8gbTZZjTsBJ3Tswcvt3nuIeoshFQ00K1CRR2ilXSkhVInMMgP8BjO2O8XK8iBV3iJll0XPJcsF+Kr4g1NsLqx8e7rIcOQXciL6L3+fuRFzs/SL3UGuEdni1IIx/tRcatqpWqg1a5MRELl0LPtuOI3tj+P1OLGYUiQCMrBlS5Kfk2oFJi43Lj2LvlrPIztRDo1UhqmE4eg1rhvrN5Kt3JxeG9vTkZOrw2vCfYczjSeqTyMoaIZj511OSRV6Xxr2ttP1QVvTL4RtKAEpzGigBKA2uVCpFQC4EKAEoF9JUj10EKAFIapSz0OXkcfWJSKFsUqvI1UFqIb36+GIYbTRAsCebYRiMGt8Ogx+xHTGUnpyNTyYtRdr9LIcRFIyCQZ1GEZj61cPcy5A7BtnH3A/+Q/SFRF4vb+Nf7oZeNmo2ucOWiibjtuEt5LKH3bhtJUKUzyJY+QQyTKuRYp7romwFvJkuCFN+ikX/HMOufTEwFS+cx0ODSqXA4u8flexl1J4Juea7OKv/GLnsnfwISNssd4QyCw3UqZwY5+RfYW3kftIcwHcAU5Lcl+NFzNbe+/y9Agazc9LTkeuq+fvh7+GDeXjXM6ZcPh2Pr6at4+qZcg0qbAziW3IvnvTRILTtXq/UOjR7BmLuteL3b3Zj/7bLoiIAP/vtcVSOeNAUjTQb+ePrPTi4/TIUDFMkyt5K5kbWCsErHw0CIXXL+9i+4iT++Xa3JZBbwJj2wyOoJ1GjrtK6twnYfoWdKodvKAEozfGiBKA0uFKpFAG5EKAEoFxIUz12EajIBGDS7XTsXn8eezdeQG52HoeRSq1Exz71ueiBWi40r9i29hz+WXBA8MN4UIgPvlz8JEhEVPHx5WsrEX0mntfLEyEBe49sgcem9HTb6c/TG/HL3J04fuB6iehDCynCQKlSYMLk7ujSR7q0IrdtqIwISjR+hGzzHl4Ravy2xKCScgr8FUMQbxwOM4Sn69rSE6Gcj59+ScGxU3G8I0WLy1n0zVh4l0JDHNIUJMm0D/GGDchmb4IB6QlM3qQJQaYAifxrpknizBVG/ll3SEhAkg7/ZQkBcryI2fLXk+s34WZ6Br8jY2MWqQHYoWoE5vTqLkiG0WzGuaT7SNXrOKI4QKtB00qV4KuRthFS6r0svPf0X8jTGblUdUeD+Jh8EfTxL4+hTccm3NTExESYXSRMBQFVDifv+u8C/vyeRDMLG+SLua//eQoqlaUpkSHPhHnvrMOV83ccfiFFfo96+Wjw3rcPc3UEy/P48n8rcOlEnKAtkjM+4NE2GD1JmlIdpXVvEwRCBZ0sh2/KHQH4uYekAL9FU4Ar6GVLt11OEKAEYDlxZFneRkUkAMnL34Ylx7Hm9yMc0UYiAAsPa/RAp34NMOH13hwpKHQs+Hw7ju6NdVj7z57MeX89iaAQ3yIf376RjA+eInXg+A/SHfCr1c/B21fLfxGPmbdi72Pnxos4sieG62hMRuUIf4wY1wn9h7VCji6DvijzwJHvlFTTYqSYFrmRAASqqr6FCYm4b/qErxlO5inhy/TFkkU9cfTkLdEE4O/fPQKtxj1Rq2I2Ru4NmearSDLtB6kRaEIuNFAhSr0BSuSCYQSG15QwYgbAFK2ZJ8eLmC0sVl6+gm+PnxIaMFRE1Jye3dC5Gr9mJ0nZOdgQcw2rr8QgXV+0nqhGqcDAOrUxsn5dRAVLE621+rfD2Pj3cd73ZPJ7oNugJpj2xePcnikBKOaKKrqGNMV6bdzvyOObpkrodwWDQWNa4eEJHQqELZ2/H9tWneF1nyF+DA3zx+zfHndLdL/rKEgjYfrTfyLu6j1BwgkB2G1wE4x/q5+gdXwnl9a9ja99FXmeHL6hBKA0J2wnJQClAZZKpQjIhAAlAGUCmqqxj0BFJADX/nEE6/485vRYkCiQVl2jMOmDgTYj8hwJ+G7mZpw6dMOpDlsTZv/yKMIji74E//3Nbuxae4ZX9F9hmY+/2ouLBJRqGI0mrk4WicyIiIigL8oSAJ1jPoE7xtfcKFmJ2uoNuG/6HDnsLrcRiwx8sXfNLGzeeYU3yVJ4U17eKkx4szPW3ozFzcwM5BiN8FGpUMs/ACNq10XniKpQMq6n5wsGkv0FAPnjWrqspcEKiULaCDAPSE53vYjlmUzQGYxcJJ2S1EZzMrLy8jDi37XIExnVVsnbGytGDuGla8PVWHx59ARnEak/aGuQiEITy2JUg7qY3KYVL7nO9mj9nJQweGPsImRl6Pgu4eapNUr8s/99+Pp7UQJQEHL2J/89fz92rD/Pq5QEkUIIvDkLH0elcH9OKEcijv0NJCJdyJgy4yG07FRbyJIyNXfOS0tx9extQTaTiP3eD7fEo5PdlylQ2AB33dsEbYpO5oWAHL6hBCAvVwieRAlAwZDRBRQBj0KAEoAe5Y6KaUxFIwCvXb6LWa+sEOTsCW/0RrdBjQWtWThvJw7tvCqKCCGpTgGBRWuFzXz+H5Di9UIGeXHq1L8R1xBE6iHHw6TUe/BU+Sxrxk3DWJhgSUF1bSjhx/RCuPpDxBlGc1GAbh33fsU7H1uIHr6D0EFZtRnk1lchlzFZ6nkVIoms/67k5Y3H6zXC2Kj68tUJZAnJQCL2SKdgd43PAKZPgTBXrp372bnYeCkW6y/GIiXnAblVI8gfI5vVR996NeHjILX2+xOnsOLSFVFRgP9r1xoPN6jnFJTll6Lx/YnTTucVntC7ZnV82LUTdxbcMW5eScKMSctEiZq5YALadmtACUBR6JVcpNcZMHvqGsRfT+b1+3Hi1N7o3MfSZZyMXevP489vSUkE/oNEETZqVQ1vzBnGf1EZm/nvT/uw5R/+Ea7W7b348WC0K4SvO7ftyr3NnXZQWSURkMM35Y4A/MxDUoDfpinA9JqmCJRlBCgBWJa9V05sr2gE4C9ztuHoriu8I+nI+2dkrVBMXyCsOcHhXVex4Ath3VCJrqo1QjDjxzElCI73xy/GnZvCSAhSB7Bdz3p44aOiKYdSHF05HialsNuTZerzjDh48iZOXLiNqrX2oX3XzSLrzxXeJYNqqgXQKhrghqE3AEvtS3eNCOWPmPX5HcTeuM8rPY9lgPvNGeSQ4FGeZM+A6jXxXuuOUPGIcnN5X+x5ABNcFvNAACknMBBgPi74kZhrh0T7fbfvJDZFXwODooQpEUxoM0KsapVKTGjXFGNaNLBJmpJ6fFN37MGpu0mCSMCHomrj7Y7tnBKxhxJu4+1d+0Th93TzJni6eVNRa4svIs0/vnhjtShZ0+aOQ4+HmstCABJSjNTJO33kBteYSq1RIapROHoPaYpGLUlXYvcQoqKAcOMi0iTrh0+24NKZBDv1ZAGlUoFn3uiNjj2LkswLZm/F0d0xvMjDwiaTkhg/b3jBjbvwLFH3bqdj2tiFgozyC/TG3DXPiypzwkeRmHsbH7l0jusIyOEbSgC67idbEnZSAlAaYKlUioBMCFACUCagqRr7CFQkAjA7U4fXRi/iOkAKHe9/Pwa1G4bzXmYwmPDa44tBXnSEjKemdEePgSWjDT+bsgJXziQIEcW9WHUf0gxPvk6IHmmHHA+T0u7Ac6QbjCas2HQOm/deQa7emM+LmTHplTWIrHYPSqXYOnQKBCkfQahyErfZG4ZepJy+WzceofwBsVfDMeurHU4JQLKL5GYMskkJOZ7kHzGWUCBDa9bB263aOyWgXN4cS6KFP8+n01yWli+gBsCsKhAm9NrRG42Y9t9enLtzjzdpN7xJXUzu2tomXkTejAOHsS8uoUT0ZeEdi0nRfX7TVkQnp/K2s7A+Ql6uHT0cPmrXm4Ncv3wXn7y8XJQDP57/FNr3aCgpAUh+T/z82XacO36rBCFmrVMbHhmIyR8OQtUa5aOZBam3efVCInZuOI8TB67BZLT8Xg4N90efIU3RtX9D+AV4lfDZdx9txKmD14X7kgEWbnlJ+nuGcMvctuL7d9fizP5rvMnRUc93weDxD2orus2QfEFC723u1k/l2UdADt+UNwKwzxzPiADcMY1GANJrmyJQlhGgBGBZ9l45sb0iEYDcS6DA9F+rm5+e2htdbRBzjo7Bf8tOYuUfR3mdFPKS5x/ojTkLx0Frowvq1uUnsfzHvU5JleLKXv18BJp1qMXLBlcmyfEw6Yp9ZWUtifqb/fNuXIxJKuHr4OAMvDR5NXx8dSJIQAUCtK1QmZBZrIVQkSIFOFK1HGqmKvYdvoaffj/E6bHXcDU7Arjf0nmtOnu+m9OhG7pXrSata9lvAPwDQFi9McdGaQDmYMEUIdcOIU0+3noQ+2/EC74XTOzQHONaNbJpGkm5PhB/G6ujr+J44l2OZLWm35K6fMRLXatX4+rztQoP40WiRCen4LlN21zyzxvt22B4/bouySCLSdrp66MXFjQt4iuQNElYsucdBIX6SUYA5mTruZTYO7dSHRI35HeExkuF9+aNQmTNEL5bKBPzyLnW64xQqRROo9F++Ww7joioM6r1UuGn9eU3ApA4OidTh9mTliHxVopjEjC/vvFLnwyVtDGKkHtbmTio5chIOXxDCUBpDgwlAKXBlUqlCMiFACUA5UKa6rGLQEUiAK+eu405rz2IvBFyLJ78X0/0HCosHY10FyZpwEf3xDhUZX2xe+eLEaheO9TmXBK9+PrIX0CK2fMdJJJiztJnZEkbk+Nhku++y+o88hL8xa/7cPy8fXInJDQdzz73H4JDMiAkAzbYqwcahX2Le0mZBR2ak4wfIofd7YbmFhbESROQGiqSpmxJUzx78Q4WLzuOhERi64Nu2+RjQgomdVRAF2RJVRU6CDnVKjQM33UTF916NycbZ+7fQ2ZeHkhkW7CXF9qFR8BHVSzajP0KAKkd504CUA0wFnKUDCHXDon6e3XtTqFwcfNJyvSK8cMQ4OW4K3hcRiaO3klEpj6PC8wM0mrRpVokKvkUrUvqzIgvDh/DxtjrXGMPMYOcopqBAVg8dJCY5SXWLP1xH3asPsM7OopEULfrWR/Tv7ekgEvVBXj+7K04zjNqi1xHQaG+mLPoMa7xUkUcB7ZexkKB5TWIL1t0qIXJH0tfDqO0fUJIwIWztuD0/tgi913uHs0AjEKB3qNaYOzLPUCagEg5hNzbpLSDyi6JgBy+oQSgNCePEoDS4EqlUgTkQoASgHIhTfXYRaAiEYAkwuL9Z5aIOg2TPhyItt2FR6KYTWas+es4tqw6A5LaWZjtIC8lZhOLmnUr4fk3+6BKdcepXat+OYD//nLevdi6wYnvDeCagMgx5HiYlGMfpanjUmwSPvxmu1MTVCojBgw6is5dz1le6BjWRgYtebEzg4EPKqteQf3I5zhirjCJkWXehPumWU718ZughC/TG5VVHxWZTkjNK7H3sOtALBKTMkFS4wP9vVCjWSi+Tb3AT7SDWUv7DkYN/wBeckiU24mkRKyMuYoDdxK4S9FaK48I8FIqMbhWHYyIqofaAYFgWR3M+BoKdiWHsftGJYDZXCBOyLXzybaD2HstnhepZrXYWjWO/P1Cp5ZcPUA5xvMbt+FyirC6pcXtIiXvdj02llfEobM93U1IwwfPLAG5J/PhJMm19f4Pj6Bzr5acaCkIwJR7WXjzqT952VN4fy+/PwBtutRxtuVy+Tnp/ku6AJNuwELG1M+GoXHr6kKWlOm5d+NTsWftWVw5ncDVk/QN8EKLLnXQbXBT+Af7yLI3Ifc2WQyiSkT93hELW7kjAGd7SArwOzQFWOyZpOsoAp6AACUAPcELFdyGikQAEjLivaeXgLwICgk7IsXDv1r+DLx9NaJPC6nxdGDHFa7WUWZ6LjRaFWrUqYSeDzVG7fphvOSSiMKFn27B4W2X7c63RleNnNgZQ55sz0uuOyZ50oN+ckYOUjJyYTKzCPTVIiLEzy0EgjtwciRj3m/7ceRMHO8IJT+/HLRtfxn16sehTp1UMApLF1gFguDFNIKvojv8FH2gUvogIoJ02ShKYphZPeKMw8Ai2y1bi1D+BC9FM16y5l84gyVXL/EisuwJJFGATzdogmcbOdeZazTig8P7cTjxDhfxZy8qjXzWOPQWXm55DVX8T0MNEwIU7iT/CDHbDWDmCn4RS83V4ZHF6+zazllJoiuJCsL2FWY3WYAxARH+Pljy2BBZrofH1v6H+MwsXufB0aQtjz4Mb5XKZTlEwPE9MZg/k5CvrFPS7clXe6H38OY2rx23GANg9eKj2LDsJFgz/zNGogDrNa2Ctz8b7i4zypycdX8ew5rFPMtrKBlLI6+f3EMklzmwStFgT3ouKEUYPFK1HL6hBKA0rt9BCUBpgKVSKQIyIUAJQJmApmrsI1CRCECCws61Z7Hku728jwTXSOOhJiApwJ4wCAm4Y9VpbP7nONLuZ3P1e1iuMyTLRRNGVAvCyKc7oV3v+rKaK8fDpKMNGU1mHLkUjw2HruLizXtFplar5I8hneqjR8ta8NG63lBACmAzs/WY+O4qkCg1oYMQAt3a1sTLj7fl6D+GKUqWOPJNhmklUswkzdWVoYQ30wFhys94E0ufnDiMLXE3XCIACVk3tGYU3mrVzqHxepMRU/bsxKXUFIf4+mty8WKLHeha7SqMZgYqBQsGLIJtRliKxYtcq28AzKMFAvheO8fjEvH2f3tsKianhiUZoYT8s4Y2Fp5p/ZkZ+GF4HzQOqyR2A7zXPfvfFlxNTeM939ZEgtaux8cW1CN0SVj+4rNHbuC3L3YgIzWnaGq6guGIOB8/LZ74X0906F1fUHq2GNvmvLkGV87fEbyUdMhdsP553tebYAUevoBEcf40awtO7L/m8Ms88vs7MNgH7383GsGV/Dx8V+XPPL73tvK3c8/fkRy+oQSgNOeAEoDS4EqlUgTkQoASgHIhTfXYRaCiEYC63DxMf34pkkktNJNjsoVRMNBqVfjo50cRVjXQo05R9LnbWPnbYcRcvlvkBYgUOu82oBH6Dmsmq81yPEzac0BiSham/74bd1KyCrqYsgoW+hAWJtJEkpAiJsDHqMLMwd3Roo4lGs6TxvX4VLz1+SbRJtWrGYpP3xjArb+RmY7tCTdxX5cLg9kMf40GXWrVxcCoeki9d7+gBiCZy7JmJJqmQM+eFVkLUAEFfFBV9RdUDH9S6aNjB7Ej/iaE9+N+ABEhAAdUr4X323R0iNv0IwexI+6mw6DfCN80zOq2AsHabCiLRfz5MmaQqnkCGhU7sIcQ0FsBxr9gDt9rZ09sHGZse9A8xCqAJVF/1nJw1nxfexawgLdGhXmDeqJhZdv1RkUfwmILZ+w/hF0341wiecN9fbBi5FB3mVQgh3SCP3PoOvb+dwFJt9M54i8k3B/dBjZGm+51odZYAOXrG7EGfvTycsRdSxa1fMG65502zBAluIwsIiTg6j+OYuvKMzAajEUiOq01R5u0qY6Jb/VBYIhvGdlV+TJT6uunfKEl727k8E25IwA/9ZAU4HdpCrC8VwvVRhFwLwKUAHQvnlSaCAQqGgFIILp3Ox2fvbEa6cnZdtMtyQsEeQl8dfYw1G9WVQSy0iwhacyku/CqP46WKPBt1UhsJxEipE5U8/Y1pTGkmFQ5HiZtbeRuaham/rQNWbo8zpdGLxa6CBa5YeyDaKgCYADGAAyKqI3nW7REmLc8dZD4OODK9ft476utfK

dsc-data-visualization-with-pandas's People

Contributors

sumedh10 avatar loredirick avatar mas16 avatar mike-kane avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.