第 3 课

 

获取数据 - 我们的数据集将包含一个Excel文件,其中包含每天的客户数量。我们将学习如何对 excel 文件进​​行处理。
准备数据 - 数据是有重复日期的不规则时间序列。我们将挑战数据压缩,并进行预测明年的客户数量。
分析数据 - 我们使用图形来显示趋势并发现异常值。一些内置的计算工具将用来预测未来几年的客户数量。
呈现数据 - 绘制结果。

注意:确保你已经浏览了以前的所有课程,因为以前课程中学到的知识将用于此练习。

In [1]:
# Import libraries
import pandas as pd
import matplotlib.pyplot as plt
import numpy.random as np
import sys
import matplotlib %matplotlib inline #这是魔法函数
In [2]:
print('Python version ' + sys.version)
print('Pandas version: ' + pd.__version__)
print('Matplotlib version ' + matplotlib.__version__) 
Python version 3.5.1 |Anaconda custom (64-bit)| (default, Feb 16 2016, 09:49:46) [MSC v.1900 64 bit (AMD64)]
Pandas version: 0.20.1
Matplotlib version 1.5.1 

我们将创建我们自己的测试数据进行分析。

In [3]:
# set seed
np.seed(111) # Function to generate test data
def CreateDataSet(Number=1): Output = [] for i in range(Number): # Create a weekly (mondays) date range
rng = pd.date_range(start='1/1/2009', end='12/31/2012', freq='W-MON') # Create random data
data = np.randint(low=25,high=1000,size=len(rng)) # Status pool
status = [1,2,3] # Make a random list of statuses
random_status = [status[np.randint(low=0,high=len(status))] for i in range(len(rng))] # State pool
states = ['GA','FL','fl','NY','NJ','TX'] # Make a random list of states
random_states = [states[np.randint(low=0,high=len(states))] for i in range(len(rng))] Output.extend(zip(random_states, random_status, data, rng)) return Output
 

现在我们有了生成测试数据的函数,我们可以创建一些数据并将其粘贴到数据帧中。

In [4]:
dataset = CreateDataSet(4)
df = pd.DataFrame(data=dataset, columns=['State','Status','CustomerCount','StatusDate'])
df.info() 
<class 'pandas.core.frame.DataFrame'>
RangeIndex: 836 entries, 0 to 835
Data columns (total 4 columns):
State 836 non-null object
Status 836 non-null int64
CustomerCount 836 non-null int64
StatusDate 836 non-null datetime64[ns]
dtypes: datetime64[ns](1), int64(2), object(1)
memory usage: 26.2+ KB
In [5]:
df.head()
Out[5]:
  State Status CustomerCount StatusDate
0 GA 1 877 2009-01-05
1 FL 1 901 2009-01-12
2 fl 3 749 2009-01-19
3 FL 3 111 2009-01-26
4 GA 1 300 2009-02-02
 

我们现在将把这个数据帧保存到一个Excel文件中,然后将其返回到一个数据帧。我们这样做,只是向您展示如何读写Excel文件。

我们不会将数据帧的索引值写入Excel文件,因为它们不是我们初始测试数据集的一部分。

to_execel,read_excel 函数需库xlrd(0.9.0以上版本)支持。需先安装,可 pip install xlrd

In [6]:
# Save results to excel
df.to_excel('Lesson3.xlsx', index=False)
print('Done')
Done
 

从Excel获取数据

我们将使用read_excel函数从Excel文件中读取数据。该函数允许您按名称或位置读取特定的表单。

In [7]:
pd.read_excel? 

注意:除非有指定,否则Excel文件上的位置指当前目录。

In [8]:
# Location of file
Location = r'C:\Users\david\notebooks\update\Lesson3.xlsx' # Parse a specific sheet
df = pd.read_excel(Location, 0, index_col='StatusDate')
df.dtypes
Out[8]:
State            object
Status int64
CustomerCount int64
dtype: object
In [9]:
df.index
Out[9]:
DatetimeIndex(['2009-01-05', '2009-01-12', '2009-01-19', '2009-01-26',
'2009-02-02', '2009-02-09', '2009-02-16', '2009-02-23',
'2009-03-02', '2009-03-09',
...
'2012-10-29', '2012-11-05', '2012-11-12', '2012-11-19',
'2012-11-26', '2012-12-03', '2012-12-10', '2012-12-17',
'2012-12-24', '2012-12-31'],
dtype='datetime64[ns]', name='StatusDate', length=836, freq=None)
In [10]:
df.head()
Out[10]:
  State Status CustomerCount
StatusDate      
2009-01-05 GA 1 877
2009-01-12 FL 1 901
2009-01-19 fl 3 749
2009-01-26 FL 3 111
2009-02-02 GA 1 300
 

准备数据

本节尝试清理数据以供分析。

  1. 确保状态栏全部大写
  2. 只选择状态等于“1”的记录
  3. 合并(新泽西州NJ和纽约州NY)到纽约州NY列
  4. 删除所有异常值(数据集中的任何奇怪结果)

让我们快速看看:一些州的值是大写的,有些是小写的

In [11]:

df['State'].unique()
Out[11]:
array(['GA', 'FL', 'fl', 'TX', 'NY', 'NJ'], dtype=object)
 

将所有州的值转换为大写,我们使用upper()函数和数据帧的apply属性。使用lambda函数将应用在State列的大写函数上。

In [12]:
# Clean State Column, convert to upper case
df['State'] = df.State.apply(lambda x: x.upper())
In [13]:
df['State'].unique()
Out[13]:
array(['GA', 'FL', 'TX', 'NY', 'NJ'], dtype=object)
In [14]:
# Only grab where Status == 1
mask = df['Status'] == 1
df = df[mask]
 

把NJ变成NY我们只需...

[df.State =='NJ'] - 查找 State列中他们等于 NJ的所有记录。
df.State [df.State =='NJ'] ='NY' - 对于 State列中与 NJ等同的所有记录,将其替换为 NY

In [15]:
# Convert NJ to NY
mask = df.State == 'NJ'
df['State'][mask] = 'NY'
 

我们看看结果

In [16]:
df['State'].unique()
Out[16]:
array(['GA', 'FL', 'NY', 'TX'], dtype=object)
 

现在,我们可能想要绘制数据图来检查数据中的异常值。我们使用数据帧的plot属性。从下面的图表中可以看到,它不是非常确定的,可能是我们需要进行更多数据准备的标志

In [17]:
df['CustomerCount'].plot(figsize=(15,5));
 
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+hW7AZ8sTEh7r6bCo18+cs0SRQ58J48SdsPK9JAPGFeTjnSjFGBgF//2t42TBFpG4q0i8GLi7BF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%0AQRAECyS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alt="" />
 

我们看看数据,发现同一个State,StatusDate和Status组合有多个值。这可能意味着您正在使用的数据是脏/不良/不准确的,但我们也会另有其他假设。我们可以假设这个数据集是一个更大的数据集的一个子集,如果我们简单地在每个 State, StatusDate, 和 Status的CustomerCount列中添加值,我们将获得每天的总客户数

In [18]:
sortdf = df[df['State']=='NY'].sort_index(axis=0)
sortdf.head(10)
Out[18]:
  State Status CustomerCount
StatusDate      
2009-01-19 NY 1 522
2009-02-23 NY 1 710
2009-03-09 NY 1 992
2009-03-16 NY 1 355
2009-03-23 NY 1 728
2009-03-30 NY 1 863
2009-04-13 NY 1 520
2009-04-20 NY 1 820
2009-04-20 NY 1 937
2009-04-27 NY 1 447
 

现在我们的任务是创建一个数据压缩了的新数据帧,以便每个州和每个州都有每日的客户数量。我们可以忽略Status列,因为此列中的所有值均为值1。为了实现这一点,我们将使用数据帧的函数groupby()sum()

请注意,我们必须使用reset_index。如果我们不这样做,我们将无法通过State和StatusDate进行分组,因为groupby函数只需要列作为输入。该reset_index函数将数据帧按StatusDate列索引

In [19]:
# Group by State and StatusDate
Daily = df.reset_index().groupby(['State','StatusDate']).sum()
Daily.head()
Out[19]:
    Status CustomerCount
State StatusDate    
FL 2009-01-12 1 901
2009-02-02 1 653
2009-03-23 1 752
2009-04-06 2 1086
2009-06-08 1 649
 

数据帧里State 和StatusDate列自动按日期索引。您可以将索引视为数据库表的主键,但不具有唯一值的限制。您将看到索引中的列允许我们轻松地选择,绘图并对数据执行计算。

下面我们删除Status列,因为它全部等于1,不再需要。

In [20]:
del Daily['Status']
Daily.head()
Out[20]:
    CustomerCount
State StatusDate  
FL 2009-01-12 901
2009-02-02 653
2009-03-23 752
2009-04-06 1086
2009-06-08 649
In [21]:
# What is the index of the dataframe
Daily.index
Out[21]:
MultiIndex(levels=[['FL', 'GA', 'NY', 'TX'], [2009-01-05 00:00:00, 2009-01-12 00:00:00, 2009-01-19 00:00:00, 2009-02-02 00:00:00, 2009-02-23 00:00:00, 2009-03-09 00:00:00, 2009-03-16 00:00:00, 2009-03-23 00:00:00, 2009-03-30 00:00:00, 2009-04-06 00:00:00, 2009-04-13 00:00:00, 2009-04-20 00:00:00, 2009-04-27 00:00:00, 2009-05-04 00:00:00, 2009-05-11 00:00:00, 2009-05-18 00:00:00, 2009-05-25 00:00:00, 2009-06-08 00:00:00, 2009-06-22 00:00:00, 2009-07-06 00:00:00, 2009-07-13 00:00:00, 2009-07-20 00:00:00, 2009-07-27 00:00:00, 2009-08-10 00:00:00, 2009-08-17 00:00:00, 2009-08-24 00:00:00, 2009-08-31 00:00:00, 2009-09-07 00:00:00, 2009-09-14 00:00:00, 2009-09-21 00:00:00, 2009-09-28 00:00:00, 2009-10-05 00:00:00, 2009-10-12 00:00:00, 2009-10-19 00:00:00, 2009-10-26 00:00:00, 2009-11-02 00:00:00, 2009-11-23 00:00:00, 2009-11-30 00:00:00, 2009-12-07 00:00:00, 2009-12-14 00:00:00, 2010-01-04 00:00:00, 2010-01-11 00:00:00, 2010-01-18 00:00:00, 2010-01-25 00:00:00, 2010-02-08 00:00:00, 2010-02-15 00:00:00, 2010-02-22 00:00:00, 2010-03-01 00:00:00, 2010-03-08 00:00:00, 2010-03-15 00:00:00, 2010-04-05 00:00:00, 2010-04-12 00:00:00, 2010-04-26 00:00:00, 2010-05-03 00:00:00, 2010-05-10 00:00:00, 2010-05-17 00:00:00, 2010-05-24 00:00:00, 2010-05-31 00:00:00, 2010-06-14 00:00:00, 2010-06-28 00:00:00, 2010-07-05 00:00:00, 2010-07-19 00:00:00, 2010-07-26 00:00:00, 2010-08-02 00:00:00, 2010-08-09 00:00:00, 2010-08-16 00:00:00, 2010-08-30 00:00:00, 2010-09-06 00:00:00, 2010-09-13 00:00:00, 2010-09-20 00:00:00, 2010-09-27 00:00:00, 2010-10-04 00:00:00, 2010-10-11 00:00:00, 2010-10-18 00:00:00, 2010-10-25 00:00:00, 2010-11-01 00:00:00, 2010-11-08 00:00:00, 2010-11-15 00:00:00, 2010-11-29 00:00:00, 2010-12-20 00:00:00, 2011-01-03 00:00:00, 2011-01-10 00:00:00, 2011-01-17 00:00:00, 2011-02-07 00:00:00, 2011-02-14 00:00:00, 2011-02-21 00:00:00, 2011-02-28 00:00:00, 2011-03-07 00:00:00, 2011-03-14 00:00:00, 2011-03-21 00:00:00, 2011-03-28 00:00:00, 2011-04-04 00:00:00, 2011-04-18 00:00:00, 2011-04-25 00:00:00, 2011-05-02 00:00:00, 2011-05-09 00:00:00, 2011-05-16 00:00:00, 2011-05-23 00:00:00, 2011-05-30 00:00:00, 2011-06-06 00:00:00, 2011-06-20 00:00:00, 2011-06-27 00:00:00, 2011-07-04 00:00:00, 2011-07-11 00:00:00, 2011-07-25 00:00:00, 2011-08-01 00:00:00, 2011-08-08 00:00:00, 2011-08-15 00:00:00, 2011-08-29 00:00:00, 2011-09-05 00:00:00, 2011-09-12 00:00:00, 2011-09-26 00:00:00, 2011-10-03 00:00:00, 2011-10-24 00:00:00, 2011-10-31 00:00:00, 2011-11-07 00:00:00, 2011-11-14 00:00:00, 2011-11-28 00:00:00, 2011-12-05 00:00:00, 2011-12-12 00:00:00, 2011-12-19 00:00:00, 2011-12-26 00:00:00, 2012-01-02 00:00:00, 2012-01-09 00:00:00, 2012-01-16 00:00:00, 2012-02-06 00:00:00, 2012-02-13 00:00:00, 2012-02-20 00:00:00, 2012-02-27 00:00:00, 2012-03-05 00:00:00, 2012-03-12 00:00:00, 2012-03-19 00:00:00, 2012-04-02 00:00:00, 2012-04-09 00:00:00, 2012-04-23 00:00:00, 2012-04-30 00:00:00, 2012-05-07 00:00:00, 2012-05-14 00:00:00, 2012-05-28 00:00:00, 2012-06-04 00:00:00, 2012-06-18 00:00:00, 2012-07-02 00:00:00, 2012-07-09 00:00:00, 2012-07-16 00:00:00, 2012-07-30 00:00:00, 2012-08-06 00:00:00, 2012-08-20 00:00:00, 2012-08-27 00:00:00, 2012-09-03 00:00:00, 2012-09-10 00:00:00, 2012-09-17 00:00:00, 2012-09-24 00:00:00, 2012-10-01 00:00:00, 2012-10-08 00:00:00, 2012-10-22 00:00:00, 2012-10-29 00:00:00, 2012-11-05 00:00:00, 2012-11-12 00:00:00, 2012-11-19 00:00:00, 2012-11-26 00:00:00, 2012-12-10 00:00:00]],
labels=[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3, 3], [1, 3, 7, 9, 17, 19, 20, 21, 23, 25, 27, 28, 29, 30, 31, 35, 38, 40, 41, 44, 45, 46, 47, 48, 49, 52, 54, 56, 57, 59, 60, 62, 66, 68, 69, 70, 71, 72, 75, 76, 77, 78, 79, 85, 88, 89, 92, 96, 97, 99, 100, 101, 103, 104, 105, 108, 109, 110, 112, 114, 115, 117, 118, 119, 125, 126, 127, 128, 129, 131, 133, 134, 135, 136, 137, 140, 146, 150, 151, 152, 153, 157, 0, 3, 7, 22, 23, 24, 27, 28, 34, 37, 42, 47, 50, 55, 58, 66, 67, 69, 71, 73, 74, 75, 79, 82, 83, 84, 85, 91, 93, 95, 97, 106, 110, 120, 124, 125, 126, 127, 132, 133, 139, 143, 158, 159, 160, 2, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 16, 19, 21, 22, 24, 26, 28, 29, 30, 31, 32, 33, 36, 39, 40, 42, 43, 51, 56, 61, 62, 63, 66, 67, 70, 71, 72, 73, 75, 78, 80, 81, 82, 83, 86, 87, 90, 91, 92, 94, 101, 102, 103, 105, 107, 108, 111, 113, 116, 118, 122, 125, 129, 130, 131, 132, 138, 139, 141, 142, 143, 144, 148, 149, 154, 156, 159, 160, 15, 16, 17, 18, 45, 47, 50, 53, 57, 61, 64, 65, 68, 84, 88, 94, 98, 107, 110, 112, 115, 121, 122, 123, 128, 130, 134, 135, 145, 146, 147, 148, 155]],
names=['State', 'StatusDate'])
In [22]:
# Select the State index
Daily.index.levels[0]
Out[22]:
Index(['FL', 'GA', 'NY', 'TX'], dtype='object', name='State')
In [23]:
# Select the StatusDate index
Daily.index.levels[1]
Out[23]:
DatetimeIndex(['2009-01-05', '2009-01-12', '2009-01-19', '2009-02-02',
'2009-02-23', '2009-03-09', '2009-03-16', '2009-03-23',
'2009-03-30', '2009-04-06',
...
'2012-09-24', '2012-10-01', '2012-10-08', '2012-10-22',
'2012-10-29', '2012-11-05', '2012-11-12', '2012-11-19',
'2012-11-26', '2012-12-10'],
dtype='datetime64[ns]', name='StatusDate', length=161, freq=None)

现在让我们绘制每个州的数据。

如你所见,可以通过分析State列的图表,我们对数据的外观更加清晰。你能发现异常值吗?

In [24]:
Daily.loc['FL'].plot()
Daily.loc['GA'].plot()
Daily.loc['NY'].plot()
Daily.loc['TX'].plot();
 
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hHZKY/ytQmcUEWLvZ777w+vvgpNTaUukcPhyEbOQmWM+ZcxZjkgIY47Fbg9sf9nwEzgmMS6E4A7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%0AZo3mRGVmZo3mRGVmZo3mRGVmZo32Fwr9fwQgYUK7AAAAAElFTkSuQmCC" 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RauvBLefbf85wuTri546CF3MXEEw5uyGzhQTTsubRcN3ghp+HDtdxcldZMaQSpnFGEFKSxOPFEX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%0ASZK6YCBJkrpgIEmSumAgSZK68BeqYAEn2rKdcwAAAABJRU5ErkJggg==" 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GgrLCoWmQiZoAlUyIjoD0S0nojaiegQ0/Z5RPQZES0xHtea9nUhoseJ6FMiWkVEZ5v2ERH9iYjW%0AEtEaIromyPY7IRaZkIuYhSxsi0y7FiXZQwCAgoDf/ykAtwN427JdAbhWKfWCzWuuA9CklBpORIMB%0ALCKi15VSOwFcDOBApdQwItofwIfGvk+C+wrxOGUt7t0rmYxC58XsWgzbIjO7FhsbebHbPPEv5SyB%0A/vRKqbeVUtUAKIXPngrgPuP1GwDMA3Cmse9cAA8Y+3YCeALA+f612B179wLFxSxo5pFpW5tYZELn%0ApbWVxaK4OBoWmRYyQAaQuU6YY5jbiWgpEf2LiIaYtlcB2Gh6vsHYlmxfxmhrA7p14//NwiWuRaEz%0A09oKFBYCBQXRsMh01iIgmYu5TtCuRScuUkptBQAjzvUigFFBfND06dNRVFQEAJg0aRImTZqU9nvu%0A3ctCtmMHC5cWNREyoTPT0gIUFbGYRcUiKynh5w0NQHl5uG0S/GXu3LmYO3cuAKBF+7UdCEXItIgZ%0A/99DRDOJaH/DXbgRwCAAnxuHDAYw1/h/k7FvkWnfpkSfdeutt6KsrMy/xqOjRWZ2aYiQCZ2ZKFlk%0AWsjy8iTho7NiNjzq6upwzz33OB6bcdciEeUTUW/T87MBbDdEDABmAbjS2DcEwLEAnjP2PQXg+0SU%0AR0Q9wfG0JzLWeIO2Nh6Z5ueLkAm5gxaywsLwhUy7FgERMiFgi4yI7gNwKoA+AOYSUT2AQwG8RERF%0A4OzFWgCTTS/7HYCHiGgtgL0ArlFK7TD2PQpgLIBPAbQDmKmUWhHkd7Bj714elZaUxMfI2ttj+wWh%0AM6FdiwUF0XEtAjKXTAhYyJRSVzrsOiLBaxoAnOewrx3Aj41HaLS1sTVWXBxvkQEsbiJkQmcjShaZ%0AVcgk2SO3kZkXHmhrc7bIAHEvCp0Ts5CFbZGZXYtikQkiZB7Yuze5RSYInQ2zazFMi6ytLbacDCBC%0AJoiQeUK7FsUiE3KJqFhkevAoQiZoRMg8oJM5xCITcomopN/ra06yFgWNCJkHnCwyp2LCgtAZiMqE%0AaJ3YITEyQSNC5gGd7CEWmZBLRMUia2zka08XCZasRUGEzAM62UNiZEIuEZX0e3PGIiAWmSBC5gk3%0A88gEobMRlQnR5jlkgAiZIELmiUSVPQARMqFzEhWLzCpkkuwhSP0JD4hFJuQiUUq/F9eiYEYsMg+Y%0AhUwsMiFXiMqEaDvXYljJHh98ALz+ejifLcQQi8wDZteiWGRCrhAVi6yxMToW2YMPAl98ARx/fDif%0ALzAiZB4Q16KQi0Ql/b6pKTrJHqtWiVszCoiQecBcNHjXrth2ETKhMxOlCdFREjKicD5biCFC5oFE%0ARYOLikTIhM5JVCwyq2sxrKzFnTuBz4117Jub+X4ghIMke3ggUdHgbt06ipsgdBaikn5v51oMI9lj%0A9WqgooKFfevWzH++EEOEzANORYPb2ljIxCITOiMyIbojq1YBo0YBAwYAmzdn/vOFGOJa9EAyi0yE%0ATOiMRMkii0LW4urVwIEH8v1g06bMf74QQywyDyQqGixCJnRWzDGyKFpkSmW2HatWASNHAlVVYpGF%0AjQiZBxIVDRYhEzor5qzFsJM9rEIGZD42vWoVW2SVlWKRhY0ImQcSzSMTIRM6K1GZEG11LWpRy6R7%0AsbUVWLuWhUwssvARIfOAeR6Z1SLr2lWETOicWF2LmXblaeyKBuvtmeKzz7gfqqrYIhMhCxcRMg8k%0AmkcmFpnQWTG7FoHYiuiZxipkeXk8qMykRbZqFTBiBN8HqqrEtRg2ImQeSGSRiZAJnRWzRaafh4HV%0AtQhkPnNRx8cAtsh27QLq6jL3+UJHRMg8IBaZkIuYY2T6eRhYLTIgXCHbf3/+fHEvhocImQdkHpmQ%0Ai5gnRAPhJXzYCVmmy1TpOWQA11qUhI9wESHzgMwjE3KRqFhkTq7FTCV7KBWbQ6aRhI9wESHzgHke%0AWVtbLINLSlQJnRlrjCxKFlkmXYu1tVwweMSI2DZJ+AgXETIPmOeRATxCbG/n/0XIhM6Kdi3m5fEj%0AV2Nkq1axBda9e2ybWGThIkLmAXPRYIAvcD06FSETOivaIgPCnRQddtaiOdFDI9U9wkWEzAPaIisq%0A4uciZEIuYBaysNYkUyoaFplVyCTZI1xEyDygkz3MQW8RMqGzo12LQHgWWWsru/HDzFp0ssg2bw6v%0A2kmuI0LmAZ3sQcQXtNkikxJVQmclChaZzhIOM2vRSciamzkRRMg8ImQe0K5FgEeoZiHr3l2ETOic%0AWGNkYQiZFquwXIuNjcCGDfFC1rUrUF4u7kU3/O1vwIMP+vueImQe0K5FIF7IunWLuT8EoTNhdi2G%0AtSZZY2PME2ImU0K2di1f4/36xe+TFHx3/PWvwHvv+fueImQe0K5FoKOQEcVGii0t4bVPEPxGKT7H%0Aw7bImpr4GiPquD1TQqbditbPByQF3w21tcD77/u/dpwImQecLDJzSr64F4XOhLa+zDGysCwyq1sR%0AyLyQ2SEp+Mn57395UCRCFgGcLDIRMqGzoj0M5qzFsGJk1kQPgMUtE8keiYRMUvCTM2cOxxL9/q1E%0AyDxgl+yhrTR9oWd62XVBCBItWmFbZNq1aCUqFpkImTPt7cDcucDkyWKRRYJErkUi3iYWmdCZ0BZZ%0A2DGyMF2L7e3JLTJxLTqzeDGfRxMmiEUWCRK5FgF2L4qQCZ0Jq0UW1oRou/JUQGaEbOtW/vxhw+z3%0AV1YC27aFV4My6syZA5xwAk9REossAjjNIxMhEzorra1cKFif92FNiA7TIlu1Chg6NBYHt9K/P/+t%0Arg62HdnK7NnASSfx7ydCFgHMomUWMn2Ri5AJnY2Wlo5zt6LmWsxEiarVqzuuQWaloIDFTOJk8ezY%0AwXPHTjqJLWpxLUYAsciEXKO1NZbIBISb7OHkWgw6azFRfEwjCR/2vPIKMGoUMGCAWGSRIVGyByBC%0AJnQ+zOWpgOhZZNq1GGTRXjdCJgkf9mi3IiAWWWSQZA8h17C6FqM4IVqpYK87sci80d7OiR4nn8zP%0AS0rEIosE4loUcg2razHMElVOrkUguDhZfT1nLYpFljpLlwJ79gBHHcXPtWvRT+s5UCEjoj8Q0Xoi%0AaieiQ0zbexHRbCJaQ0TLiGi8aV8XInqciD4lolVEdLZpHxHRn4horfHaa4JsvxPiWhRyDatrMWoW%0Amd4WlJCtXs0VKSoqEh8nFlk8s2cDEyfGBkIlJSxiftajDdoiewrAtwBssGy/DcACpdQIAJcDeJyI%0ADBsH1wFoUkoNB3ASgHuJaH9j38UADlRKDQMwDsD1RPS1gL9DHOJaFHKNqGct5uXxdRdUwocbtyIg%0A9RbtmD075lYEYr+fn+7FQIVMKfW2UqoagLVW9LkA7jOO+QDAVgDHGvummvZtADAPwJmm1z1g7NsJ%0A4AkA5wf2BRwwW2R6YU3ztqgKWVsbMHOmrGIrpI6dazFKWYtAsHPJ3ApZVRWnmmdqteqo89VXwIIF%0AsUQPIPb7+TnoyHiMjIh6AihQStWYNm8EUGX8X2U812xwuS8jKBUfI2ttzQ6LrLYWuP56YPfusFsi%0AZBt2rsUoWWRA8EKWaA6ZpqKCb9TiXmRefZX7rcp0ly4oYAvaT4uswL+3iibTp09HkTGUnDRpEiZN%0AmuR47MaN3OF2aw1p9IKZZiHbsyc7hEy3SUroCKkSlGuxpgY46yzgrbcSX3easIRs9WrgkkuSH0cU%0Acy+6Eb7OjjlbUaPXbUxmkc2dOxdz584FALQkCahlXMiUUjuIaC8R9TZZZYMBaM/yRgCDAHxu2jfX%0A+H+TsW+RzetsufXWW1FWVuaqbUcdBTzzDDBunPMxbW3815zssXNnMEK2YgVfPB98kP57AbE2Bb3o%0A55tvcpt/9rNgP0fIHEFNiN68GXjnHfYW9O6d/PgwXIttbcCaNe5ci4AkfGiUYiF7+OH4fW5S8M2G%0AR11dHe655x7HY8NKv38KwFUAQERHAOgP4E1j3ywAVxr7hoBjZ8+ZXvd9IsozXJRTwXGytGls5Bpp%0Aydxu+uK1S/bQ20pK/BGy6moWM79iWvrECdoiW7SIl2sQOg9BTYiur+e/69a5Oz4Mi2zDBr4Ghwxx%0Ad7yk4DPLl/Mgf/z4+H1+V/cIOv3+PiLaDGAAgLlEtMbY9QsARxnPHwJwoVLKsHXwOwBdiWgtgNkA%0ArlFK7TD2PQpgFYBPwVbZTKXUCj/aumUL/01mrdhZZEFlLTY18cOvmFamLLLduyUO19kIakJ0XR3/%0A9UPIglpcc9UqYPjw2PWdDD8tsunTgSef9Oe9Ms2cOcDxx9sXWfa7ukegrkWl1JUO22sA2AarlFIN%0AAM5z2NcO4MfGw1f0CCqZAGkhS5Z+r0ea6aB/6NpaoLQ0/ffLVIysvl6ErLMR1IToVC2yMFyLbjMW%0ANZWVwMKF/nz2q6+ym/7cc/15v0wyezYwZYr9Pr+re0hlDwM9gkpmrSRyLfptkWkhq6lJfJxbMiVk%0AYpF1PoKaEO2nRRYVIfPTtbhxI/DGG5zGnk3U1QFvv90x7d6M39azCJlBqhZZplyLgP9CFrRrUSyy%0AzkdQWYv19XzddCYh067FdGPbjY187fftC7z0UnrvlWlef53Xbhs61H6/WGQB4VbIstkiy1SyhwhZ%0A5yOoCdF1dcDXvx5d12JLC7BkCTBmjPvXVFZyO3bsSH5sIjZv5nvJ5ZcDzz2X/PgoYa3mYSWrkj2y%0ACbeuRW2R5Rk9l01Clslkj8bGWF8J0Wb5cuDqqxMfE9SE6Pp6YPRo4PPP3Q1+Mp3s8f77LJCjRrl/%0ATWkp0KNH+gkfGzeyKJ51FgtD0Out+YVSyYXM72QPETKDTZuAbt3cuRbN2UuZELLa2vTfC8hssgfA%0AE8WF6LN6NWeYJSIo12JdHbufSkuBzz5LfGx7O5/DmbTI5s0DjjvO3WRtM35kLm7aBAwaBBxyCM+x%0Ae+219N4vU3zyCd+zjjnG+RhxLQaAUnzSDBvmLtlDuxWBmJBZay368SMFFSPLRLKH+a8QbZqbeb5P%0AIoKaEF1fD5SVAQcckFzI9PmbyRjZG28AEyak/jo/Ej42bmQhIwLOOAN49tn03i9TzJ7Nfeb0OwGS%0A7BEIO3fyBTBsWPQssp49/Y+RZSLZAxAhyxaam4Fdu2Ll1+wIakJ0XR1bY0OHJo+T6RtfpoSsuZmr%0AjngRMj8sMl0yDwDOPBP4z3+yw11vXg3aCbHIAmDTJvZpl5e7S/aws8iCErKqquyzyETIsovmZvZK%0A7NrlfExQE6LNFlkyIdM3vky5Fhct4vtCKhmLGj8sMu1aBLh8HhELa5TZvZvrZiaKjwGS7BEImzbx%0AiVdc7C7Zw0nI9HY/0+8HDfI/RhakRdbezrGxggIRsmxBnxeJsuyCmhCtLTI3QtbYyJ9rvv7M+C1k%0Ab7zhLT4G+GeRaSHLzwcmT46+e/GNN/i7Dx+e+DhJ9giAzZtZyIqKoudarKpiIUvk9nFLJiwyneDR%0At68IWbagz4tEcbKgJkRri6yqKlYmzok9e1isnPA77qITPbyQrkXW1sb3JS1kAMfJnnsu2usJzpmT%0A3K0IiEUWCJs28SjCziJ7913g5ptjz8NwLe7d68/M/kxYZFq8RMiyBzdCFmTWYlkZr+P15ZeJj9Wi%0A54SfFllTEy8I6SU+BvD9ZOtW9zEtnXCm2baNXztwYGzbxIk8qF261FubgsZN2r1GLLIAMLsWrQL0%0AxhsdzflMWmRNTUCvXjx68SNO5seE6JaWxK+vr+fvv//+ImTZgluLzO+sRaX4fCkt5fj0F18ktjb0%0AsU74KWQLFnCbkrnInBgwgL0o27e7O/6TTzjNXn//TZuAfv069nlJCYtEVCdHr1nDK3a4sWIl2SMA%0AzK5Fq7WycSOPjjSJYmRBWGRduvAcEj+EzA/X4g03ALfc4rxf32y6dxch08yfH91RNBC7oSSLkflt%0AkTU08M1eW2RtbYkTTnQ8zQk/hUyn3XuJjwF8X+jb17178auv+LvrRClzfMzMmWdGN042Zw7PHevW%0ALfmx4loMgEQW2YYNLCLaRWDnWmxt5UeQQuZHwocfrsWVK4H16533794tQmblgQeAxx8PuxXOhOVa%0A1Dft0lJ+FBayVZbo+EwJ2bx53t2KmlQSPrSbbetW/mtOvTdz6qlsvSWbcxcGbt2KgLgWfWfvXj55%0AKivtkz02bmQR0xeYnWsR4NGFVcj8KBpaUsLuxahYZOvXJ3aX1NeziImQxWhosI//rF4N/O53wF13%0AZb5NZsJD2ybBAAAgAElEQVRyLdbV8fldWMiWT7I4mZsYWWNj+tddQwMvw+I10UOTSsKHFuDqav5r%0ATr03s99+LLBRcy82NLD4uxUysch8Rp84/fvHJ3uYA7D65m1nkQH8Q5qFDEh/xNrUFIxr0atF1t7O%0Awp5IyMQii2fPno6Wxp13AiNHAoceyosm+i1kbuMymuZmPqdTyVr0yyIzW1gVFelZZF268DmabjLT%0Au++yW9CpcrtbUrHIrELm5FoE2L0YNSF7803us5Ej3R0vFpnPbN7MIlZYGG+R1dSwmFRVxW4OThZZ%0AY2O8kKXrXvQ7RpZuskd1Nb9WLLLUMFtkbW0cZ/zlL/mm/cQTXDDXj+kVAKewDx6cWt83NwN9+iSO%0AkQUxIVpnLGrSFTKdmp+uezHd+JgmXSGzcy0CPJ/s3Xf9K5TgB2+/zatBu+0zSfbwGZ16D8RbZBs3%0Asltv6NBYwoc12UNf3GaLTFce8EPISkr8tci6dfMuZBs2sHDX1jrfxMzJHn6skt0ZaGiI3aC//JJF%0A67zzuI/69eO+THQDT4Vdu/h3XrzY/Wuam3k0nYprMQiLTGcuOpEs2UOXrvJLyNLFq2tRqcQWWf/+%0AwBFHcMmqqFBfz7+fW6TWos/oRA8gPklDn0z9+jm7Fu2EzC+LTLsWe/XyL9mjtNS762X9el6XSSnn%0A9ohrMR6zRfb552yF6MFOly4c9zBnxqaDHuUuXOj+Nc3NfI5nekK03xZZfj5fe+kI2e7dvHRLuvEx%0AwJtFtnUrZzDu3u0sZEBscnRUSLS8jh1ikfmMTr0H4tPvtZD17dvRIjO7Fon4Am9oiAlcXh4fk46Q%0A7d3LD79jZKWl6VlkI0bwyMvJvSiuxXi0kLW38+/Yu3fH/f37+y9kixa5f40biyyorMVUY2SJkj2A%0AWMKHV955hychDx7s/T00uk6qmxt2QwNf69XVfN/p0SPxdz3zTOCVV4L1emzcCKxd6+5Y7T1yiyR7%0A+IzVtZiqRQawAJotMrv3ShVzpe9UhGzlSmDWLPt9TU3pW2SDB3M8xUnIxCKLZ88eFrGvvrIXsn79%0A/BeyBQvcZ+9pIUul1mJQFlmyrMVEFhmQfgq+X25FgH/nwsLkpbcAvt6HDYsJmVN8TDNiBNenTLaO%0AXDrcdRdw443ujvVikYlr0UfMrkVrsoeTRZZJIdMxsi+/dHfjePRRnrdkR3MzC0w6FtmQIdwfYpG5%0AR99Yv/ySXYt9+nTc369fLMifLk1NfEOsrXXv1tKuxfp653PMKWsxnVR3v7MWAb6ZRkXI8vLcuxf1%0AMlJayBK5FTVBT46urnY/kd+LkGmvkx/kvJCZXYt2yR5ayJyyFoFghKypid2WxcUcIwOS16IDgA8/%0AdDbZ/YiRDR6cWMjEIuuIUnxuEPFNOhMWWc+enNrvNk6mhQxwrunZ0hKf7AGktz6W1SJLN9kDSM8i%0Aq6vjJBk/4mOaykp3CR9ayFpbgSVL3AnZGWcAL70UXO3Ubdu47JSb6zhVIdPH+uVezGkh272b3Sl+%0AuBatAueHRVZSEhOzsrLk7kWl+CJw+tx0YmR797Lou7HIRMhi6Au1f//EFplfQqbPm29+072QNTVx%0AwklxsXOczC7ZA0hvRB2ERZaOkL37Ll/v+n7gB6lYZBUVHBtbsCC5axEAxo7l/njjjfTbaYfOoFy+%0APPmxXiwywFnIXnkFuPpq9++X00K2eTN3vk4bNSd77NrFD22R1ddzrMPJIgOCETKNmzhZdTW7lBJZ%0AZF5di9rPP3Cge9eijg3lMvqmWlmZOYssVSFrbo4VenaKk9m5FvV2rzjFyJzOGbfJHl6F7LPPvC2i%0AmQi3Kfg62aN/f7aC3FhkRMFlLyrF5+TgwcBHHyU/3m8hW7qUxcwtOS9kVVWxSXxm8dm4kUc7PXqw%0Aq6awkG/eTjEywH/XovnEcCNkH37If50+N51kj/Xr+WZcUODetaiUvwHdbGTPHj6/Bg50FjK/sxZL%0ASoBx49g6d/NbayHr2dPZIrO6FoOyyHRSjBW9YKsbi8zrObdtG/8WfpKKRda1a+zz3QgZwHGy55/3%0Af8D41Vd8Lp18cjBCpj1NTr9VbW2sPKAbclrIzBmLAF+oe/fySbFjB19YRBy07dOHT3Qn1yLgv0Xm%0ARcgGDrQf5SiVnkWmEz0A9xYZIO5FfYPq1Su5a9GPBRO1kA0fzp/rJlhvtsjcuhaDsMi6deN22MWC%0A9XkUZLJHdbX/QpaKRWYWMjeuRYCrzTc1pTbdwg3V1XwNjx8fjJABieeS1dbyuaWLKCcjp4VMWxka%0APZG5pYVHf+blCHScLBXXYjqBTDshSzYp+sMPgSOPtP9cfcNJxyLTc2vcWGRFRXyzyxUhe/lle+tE%0A36B0IoOTa7G52Z/FU7WQEbl3LyZzLSrF3y3oGJkuHGwXJ6ur4796gOREOq7FIIQsVYtswAC+dqyD%0AHScKC4HvfMd/9+K2bXxejh4NLFuW/Hf2ImSJqnvoQbvbKv85K2RtbVzn7oQTYtu0IDU3xwuZvnln%0A0iIzx8jcVMBfsoSFzO5z9TavyR5Wi6yuLv6GYV4oEcithI8pU3gyrRV9g6qo4D5sbIy/SZWW8rnm%0ARwq+FjLAnZBpSz2Ra1GfL2bXYn4+C4+fFhngnLlYX8/9aL32rKQrZDp70y+qqrjtidZZA/i80BZZ%0AVRV7gdyi0/D9sOg1WtRHjODf+dNPEx8fhEUGiJAl5eWXufPPOSe2LZFFpueSJbLIzBdZpmNkO3aw%0AT/mb37Q/OXRbvLoWzRZZeTl/188/j29zW1ts1JxLQtbcbJ/dtWdPzCJbuZJH0D16xB/nV8JHqkK2%0Ady/fABO5FvX5YrbIgPQnRdtlITpZZG4SPYD0hCyIGNl++/F3TOZe1AOeo48Gvvvd1D7jxBPZ6vvk%0AE+/ttKKFLD+fV67W8Xc7dCzci0XmJGQ1NeweFyFLwt13A9dc0/HitFpkZjeG2bUYxRjZRx/xSE67%0AqayjM33CdO/uzbVotsh0zNAqZNY4Rq4IWVsbP5Yti99ntsiqq/l3tKsQ7qeQ6fPmG9/gAUii80af%0AoyUlqQtZOmWqGhrYIrMWmk0kZMniY4D3ZI+WFrYC/BYywJ17UWctjh4NzJiR2vt36wZMmuTv5Gjt%0AWgS4TYniZC0tfL/xYpElSvYYNy7xIr5mclLIli/nuRo/+EHH7bpGYksL34DtLLKwXIvJYmQffggc%0Adhi/pr09fqTc3MztKylJ/ebT3MxBV3P9Obs4WX19rHArkDtCpgcGdhZZQwOfRxUV/NwaH9MEYZH1%0A6MHp5IkSAfQ5mihGpr+f2bUIpCdkS5dyn1hdeX4ImReLbPt2vv6dfp90cJPwoQc8XvE7Dd8cL0wm%0AZOZyeqngZJE1NLAhMW6cWGQJ+cMfgAsvjN1czGgB8iPZw0/XYrIY2YcfcmV6pyVkmptjq/GmapFt%0A3szfzTxatRMyneihLY5cETLd18uXx6dBm5M9AOcbpV8p+GYhA5K7F81ClixG5qdrcfFi4PDD461T%0Ap3qLbqp6AN6zFrW1bL22/SCZRaarv6QjZKedxvcAt2XJkmFnkTnF4LwKmZNFVlvLg4qxY0XIHKmt%0ABf75T+AnP7HfrydFO8XIwky/r6tz9ikvWcJCpq0h63E6oO9lFL1+Pc9rMQegnSwy880m14SsqSne%0AFWJ2LQLO2WhBWGQAj2qTWWT5+fxI5FrMy4tPQEjHIluyhIXMSqJkjyBjZEHExzRVVYkFRl+r6QhZ%0AeTmnyj//vPf3MGO2yA4+mH8Tp/OzsZHPH+tAJxlOyR41NXy9DBvG/7u5h+SckP31r8C3vsU/jh1m%0Ai8waI6upYZHLVGUPs5CVl/Po1c692NAArF6dWMiamnhfUVHqNx9zfExjVwFfzyHT5IqQaQv361+P%0Ady/qZI/u3flCz6RrEWCL7L33nCeW6vMCcBYy62RoTboW2WGHxW8Py7UYROq9pqoqsWWh25uOkAH+%0AFRFWqmN/dOvG2YtO7kUviR6As2uxtpY9UOXl/Ju7iZPllJC1tgL33gtce63zMVqArDGyPn3YbfT5%0A5+HEyAoK+Ie1cy8uW8b7BgzgUXNhob1rUVtkqboW16+PF7JErkXNfvsBjz0GzJzJbo/OWq6quZnP%0AgUMPjU/40BaZniOVyCLzI/3eet6MGsX97pTRps8LwDlGZp0MrfFqkTU2AitW2FtknVHIjj6aBxNO%0AKfjmlS7S4fTTgfnz3RUXT8RXX3UsJA3wINkpc9EaBnFLIteiTooaMkSELI5Zs7jDTz3V+Rgn16LO%0A6tqyxZ2QlZT4GyMDnBM+dHxMxxvsTHYdI/NikZlT7zVOrkWzRTZjBnDFFcCbbwLHHsujrHPOAf7y%0AF64n5+e8lzDRYnDIIfZCps+jiorMW2QFBcARRzjHycxC1rMnt9c60HESMq8W2fLlnIhiV70irKzF%0AIOaQaYYOZYtm7lz7/TpjMZW5Y3YMGsTn4Esvpfc+uqqHub8TJXz4bZHV1MRW/Bg61F2cLKeE7O67%0AOTaW6IRxSvYA+Oa9ZUs4rkXAOeFDx8cSfXY6Fpmda9GNRda/P/DTnwIvvMAj/Zde4nY+9RRfcFVV%0AwKWXAo884r4UTRTRrreDD3a2yADg9tu5dp0d/frxOZfuir9WIQMSJ3xYLTIg3r3o5Fr0apFpt6Ld%0ANISKCj5XrK5Qt8keUYyRAcDkycB//mO/TwuZH5xxRvruRTtRD0LIkllkgAhZHAsXAqtWAZddlvg4%0As0VmLYejhSwM1yLgPJdMW2QaJ4vMa4wskUVmtqoSjZoLCviGeuONwOuv883y4Yf55nHPPSxqBx7I%0Ac/ueeSbxasVRw2yRrV3b8UaqY2QAi5geaVrZf39+j3StMi9Cpo8vKuK2WoXMb4tMZyzaUVHB55S1%0AXJfbZI90shaDFrJkZcz84Mwz2fJLZ3FRO1EfPZrPbbuBVjpCJhZZitx9N3D55clHdYkssn79+AQJ%0Ao/o9YC9kra3sqjEHzu3cmjqoX1gYq+bghsZGjgvaWWTNzR39/lbXYiK6dAG+/W3g1ls5q+7LL9li%0Ayc8HbrqJT+SxY4EbbuALc88ed+8bBlrI+vVj99yKFbF9bm9SRP64F+2EbNw4riqi6xXatV1jFyfz%0AO0bmlLEIcF+VlMS7F7M5Rgbw5PTCwsRlzPxg1Cj+Hv/9r/f3sOuLPn34mreb9J+Oa9HJItNCNmSI%0ACNk+tmxhc/vHP05+rLbIrMkeAP+QQLxrUV/kfpaosjs57GJka9Zwew44oONnJ0q/B9zfgDZs4HZY%0AYzulpbzd7F60uhZToUcPDlb/8Y/Axx+zq3HaNBa4H/6Qb7DHHgv86U/p9WsQaNcbUXycLJWbVFBC%0A1rcvx0/efz/+eKuQ2c0lS5S16GVy/ccf22csauziZKkKWSrx1+ZmPs+CipEBHM74znfYzW7FTyEj%0AYqssncnR5jlkZpzci0FYZGbX4vr1yX/PnBCye+9lt87QocmPTWaRAeG5Fu1iZB9/zKMwc9wvWbIH%0AkJqQDR4cH88gio+TpWKRJaNvX+CCC4C//Y1P5FWrgIsuAh54gNPcn346OskiZjE4+OCOKfjmZI9k%0ABCVkAFtldu5FO4vMrWtRW/epsHw5nyNWC99MukLW3p6awAZZ1cPMaafZx8n8FDKA42QvvOB9aoST%0Adeq3kCVLvwf43tPUFF8Oz0qnF7KGBuD++xOn3JtJluwBhJfsYedaXL48fk5csmQPwH3Ch13qvcYq%0AZOlYZIkg4kHI97/P8cBf/pJjacccw2nNYWMWg3QtsnRT8J1SoQ8/nF16VtIVslQtsiVLnBM9NHZC%0AlkqyB5Cae7G6ms/lZJX10+WEE7hU1erVHbf7LWTf/Cb/Nm+95e31ThmcTin4fid7mC2ykhKeVrRh%0AQ+L36vRC9uSTvNjkcce5O76oyH5CNJBZi8xtjOzjj4GDDuq4LVmyB5C6RWaHnUUWhJCZyc8Hvvc9%0AXlbiuOOACRO43JibxQuDwux600KmrUVzskcy0rXIlHK2yA47zL2QWWNkfk6ITpToobErU5VKsgeQ%0AupAFGR/TdOsGTJwYb5XpJVz8Ij+fk0u8Zi86ZXCOHs33G+u9w0/X4p49/H7mpKghQ0TI8Je/sDWW%0AaARopriYExiUcrbInIQsEzGympqOLjUnIUuU7AEEY5H56VpMRmkp8JvfsMsxP58zHqdPt09oCBqz%0AGIwaxUKgBSmTMTK9urmdkI0ZwzcDq0i5iZH5aZE5VfQwY7XIrOvcJSI/n6/HVITMKSYUBKedFh8n%0A8zP9XqPjZKm6361VPcwccAAPXqwWpV0YxA12yR41NbFyaRodJ0tEpxeymhqOtbilqCh2safiWtQL%0ADWqCSr9vaopl8O3Zwxk9dq5FJ4tM18wLwiILyrWYiMpKnoc2fz5nhA0fzq7kdNbJShWzGHTtyjXi%0AdJwsFSFLt3Cw/s3tbio9e/LvaI1xmEtUAam5FlO1yFpauF+SWWTWeot6nTu351aqmYuZssgATvh4%0A992O389v1yIAHH88f6+NG1N73c6d8VU9NHptMus55KdFVlvLAxlzzH/o0OTfo9ML2RVXpDZaKC7m%0AH5Mo/nU9e/IFbWeRWcUtCNdijx78Odq9uHIlt8la9ihRsodur1shi6pFZmXsWGDePBaxmTO5XNS7%0A72bms62uN3OcLJPJHomEDLB3L7qJkfk1IXrFCj6nzRm2dlgtMm1ldwYhGzCAXXQvvxzbFoSQ6ekg%0AqVbD37YtvqqHGbuEDz+TPcyToTVDh0bctUhEG4joEyL6kIiWENEUY3svIppNRGuIaBkRjTe9pgsR%0APU5EnxLRKiI6O9FnXHFFam0qLmaLrHt350w9O4vMbyGzOzmIOmYuareitZ2Jkj0A99U96us5VpHI%0AIjNnE4VhkZkh4oytFSs4RmBdby4orGJgjpOl6lr86itvJZaA2OvsRAdwFjKz8KUyjyxVi2zx4o6l%0A1JywCll9PX++uY8TkWqZqkwKGcDnptm9GISQAe4W9LSSrFSXn0Jml+xhngytibyQAWgHcK5SaoxS%0A6jCl1FPG9tsALFBKjQBwOYDHiUjbQdcBaFJKDQdwEoB7iWj/uHc2SNX3rV2LTqPofv2Ct8ja2+Nv%0AMBpzwoddxiKQONlDt9fNSHrDBhamnj3t91sr4Gci2cMNRUVcQeSzzzpOTg4Kq5DpFPymJhYztzep%0Aigo+j7xaZTrRw0ko3FhkQcbI3CR6APZC5ibRQ5OqRZbJGBnAcbI5c2L3hygJWbJSXaNHc+aiOfbm%0At2vRKmRDhiS/JsIWMjIeVs4FcB8AKKU+ALAVwLHGvqmmfRsAvAHgTL8apC0yJyG77DKepW/GTyFr%0Ab4/9aHYnh1nI7BI9nD7bHAtxa5Hp0lRON8a+fbktbW18Q2tuDs+1aKV7dy4O/cQTwX+WnWtx5cpY%0A1RO3N6m8PB4cpCtkTowZwxPozWWG0nEtpjohOlFFDzPWrMVUB0iplqnKtEU2ejSHCd58k59HSciS%0A9cXBB7PXYMuW2DY/K3uYU+81ffsmt8bDFjIAeJSIlhLRA0RUTkQ9ARQopcyJ5hsB6FrZVcZzu31p%0Ak8wiu/JKPhGtr7ETMqdFMK20t/McqQED+HUDB/KPZ3fxmqt7OAmZXzEyu2LBZvTSNl98EVt3LAoW%0AmWbqVBayoCdOW8VgyBDuYz3nJpUYbTpxsmRC1rcvP5YujW1Lt0SVW9diayt/brKMRYCTPXbujL13%0AqkKWikXW1MTfN5NCRtSxiLBXIUhGEK7FLl04Q9jsXgzaIsvL48o0iQhbyMYrpQ4FcBiALwH8w9ju%0AMlk+OdOnT8e0adMwbdo0zHVaR8GETvZIxbLQ9eGs79Pe7u5Cv+MO4NVXgX//m9PJ6+v5ZmY3CtEx%0Asi+/5GOchMyPGFmiRA/9OT16sHtRj/KDGFl65ZRTuNSV+cYdBFYxyMvj32XhQu6PVJbnCFLIgHj3%0Aop2QNTd3HCn74VpcuZLFffjw5MeWl/PgQ1uGbidDa1IRsm3bOFTgVMw5KHQafqpx1FRwI2TWGqZu%0AVgGwxsnSTfYwDzTNFtncuXP33btbWqYnfK+ChHsDRim1xfjbRkR3A1itlNpBRHuJqLfJKhsMQE95%0A3QhgEIDPTfscFerWW29FWQoO9qIiFiC3mWYAr/dkLdKpbw7NzfHWmpl583g+1JtvcuZdMnr3Zkvs%0A44/5RN1vv/hjEqXfA+5vQBs2cH3DROjMxcJCFv9011Tyk65deeT7xBPxVrSftLTE32gPOSQmZKmQ%0ATgq+X0IGsIjom5MfE6L1UkNuzo+uXfnxxRcsMF5iZG6TPbZt43M40+fthAlsCS5bFqyQmV2AVlav%0A5tJlf/gDcMklvM3NumyjR3csd5bOwppAR2+R2SKbNGkSJk2aBAD49a/r0KPHPY7vFdpth4i6EpH5%0ANnwBAF0A5UkAVxnHHQGgPwDDo4xZAK409g0Bx87SKJHZEX1RpyJkeXm8cJ7d+ySKk23bBpx3HnDX%0AXe5EDIjFyJzcioC9yW6Okbl1LSazyICYkEUl0cNKJtyLVjEAWMgWLUr9BpWuRZbshnLYYR3LDFnb%0AXlDAv6M5TuaHReY20UNjTvgI0rWY6fiYprgYOPFEdi8GJWQDB7Iw2IU4du3iIt0HHcSJUbq/3PSH%0AXxaZFi9z++xiZEDyTNcwx899ALxBRB8R0VIA4wF819j3CwBHEdEaAA8BuFAppZfa+x2ArkS0FsBs%0AANcopXxbvcqLkCV6Hych27uXReyEE1JLE9cxMqeMRf3ZfrgWE02G1mgh2707OokeZk46id2wdpXf%0A/cJOyA4+mG8WmRYyNxbZihWxm4dd261xMj/S791U9DDT2YUMiKXhByVkffrw72a1ytrbuQD3kCHs%0AEerXj1edUMq9a/Gzz2LJTOm4FvXrAf58uxiZG0JzLSql1oNjY3b7agBMctjXAOC8oNqlXSjpCllB%0AAY8inITsxhv5Bvvyy+7LZwGxGNnHH/PyJnb4keyxfTufqNlukRUX89yyJ56Izzb1CzvXmx5keBEy%0Ar4WD3QhZZSXHNZcvZ5e4k5CZLbKWFnsXtluLbO9ejlOmapHpzMUgsxbDFLJTTokVbAhCyPLyOIFs%0A82auNqO56SaOxb/3Ht+n7riDr5GKCueqHmZ69eL3XbqUC3d7FbKCAo5P6nvVnj38vxchi1BEIxro%0Aizpd60JXBrETsuef5xqQTz+dumBqiyyRa9EPi+ypp4Dx45PHJsxCFkWLDGD34pNP8kg0COzEoGdP%0Adu2k+vsGbZERcaxKx8nsXmOdS5auRbZqlb37PRHmMlVBJ3tkcg6ZmV69uFJ9KoWlU8Wa8DFrFltf%0Azz8fi4dOmMBxsptu4n5209dm92I6WZfmFPyaGj6nevRI/X1EyCz4ZZEB9oKybh0HVh94ABg5MvX3%0A7N2bbx719ZwGa0eyCdFuRtL/+Afw3e8mPgbo6FqMokUGcMXxPXuABQuCef+WFvsM00MO8WaRffGF%0A+6LOZtwIGdAx4cONRZZujGzxYr7xpbJMitW1GNSE6DAtMoDdi0Aw6fdARyFbtoznwT76KK/pZ+bS%0AS3lFCT23LRl+CZn5XmVXZ9EtImQW/IqR6fcyC1ljI3DOOSwQU6d6e89u3fikGT7c+eRJVP0eSO5a%0AXLGCH1OmJG9P1F2LAH/fs84KbnJ0c7N9Vt/BB6cuZH36sNWUbCFBO9xWIXcjZOYYWbpZi6kmegDp%0Ax8jcZi2GLWSnncZ/g7bIvvyS3YfXX89JHnZ068bWuhu0kOkqROlYZFrInBI93CBCZiFIIbv2Wt42%0Ac6b39yTiH9vJrag/12yRNTbySaJdKMlci48+yie9XVzEStSTPTRTp7K7tK0t+bGpYicGAHD11RwL%0ATYWCAv59vbgXU7HIli2LVWOxc4v6aZG5rehhJheSPQD2qjz9NAtOEFRWctLW1KksPr/6lT/vO3o0%0AD3b1/NF0LDI96PCa6AGIkMWhR55+3JTNQvaPfwDPPMOxGqeirm7p1SuxkFldi8uXs9+5yqh/ksgi%0Aa2tjIXPjVgRYyL76ik/CqFpkAMcB2tq8r5qbCCfXYlVV6jdwwHuczK2QHXAAt3flyvRci25KVLW1%0Acbp/KhmLQHpC5jbZo7GRz92wYmQAD0zPOiu1hK9UqKwE5s7lweY//uHffLmhQ/k+oi17P1yLYpH5%0ASBAW2bJlwDXXAP/8Z0xM0uGKK3jhvGSfq9Gpz/piSWSRvf46uwtOOMFdW7RPe+3aaFtkBQXA2WcH%0A4150ci16JWghy8uLLVvvNmvRaRmXZK7F1as5rdopnutEeXksazGoZI9t2/i8qKhIrW3ZxNe/zuWd%0AnnvO34FmXh4vlaTjzl4W1gQ6JnuIReYjfid71NZyXOy664BJthMKUufKK/kkcsJqkVldO4ksskce%0AAS68MHE1EjO6vM/atdG2yAB2rzz9tP+Lbjq5Fr3iNQXfrZABsThZOvPI3LgWlyxhN5Tb80mTiWQP%0AXcUiStVo/GbYMC5sYE6/94sxY3jNP71grxfEIgsIvy2yG27gScUzZqT/fql8rp1FpnGyyOrr2f3p%0A1q2o6dsX2LQp+kI2fjwL7xtv+Pu+Tq5FrwRtkQGJhczP9PtUJ0JrKirY7dfaGlyyR9jxsUwRlNtS%0Al6pKJ+PSnOwhFpmP+B0jKypil2Iqqcfpokc5SvGN6uOP44XMbiT99NOcDXnIIal9Xt++7I6MsmsR%0A4N9gyhT/3YvZ5loEeDT90UfpuxaTWWReMhYBdi0CPEpvagrOtRhmfCzbGT2a3b/pCJk52cNuUU23%0AiJBZ8NMi+/GPuQRNpitr65tZaytnFnXtysFZjZNr8ZFHYsVDU6FvX/4bdYsM4LJgzzzjbZ6WE367%0AFr0WDk6leOuBB3IiRnt7vPhpIdP1Kb1aZO3tHIfzImQlJTwwWr+enwchZLlikQXFqFE8OExXyMwW%0AmbgWfcJPITvzzGCrrjuhv0NTU3yiB2DvWty4EXj7beD881P/PC1kUbfIAK6k0L07L5vjF04Wi1cy%0AYZNFJIsAAB2DSURBVJEVFMTirHYWWWtrbIkPrzGyTz9lobNOvnVLRQULGVFq16POWkxWKFqELD1K%0ASoCvfS1912JjY3p1FgERsjj02mJu5lBFFXNVabs5PHYW2WOPcaaiFqVUyCaLLC8POPdcf92LQSR7%0AfP556nPeUhEyIOZutrZ9v/1YPLR70euE6MWL2U2daqKHprychay0NLU4T9eusVXLE+FmyRIhMaNH%0A+2OR1dfzdSQWmU907cqJC6lkSUUNfdNpbuY5ZNaYl9UiU8q7WxHILiEDOHvxuefcr+CdCKX8T/bQ%0AMceamuTHmvFLyPLzWcy0kHm1yLzGxzTaIkv1vNJVMpIlfLip9C4kJl0h08ketbV8Pnk1IETIbMh0%0ATMtviGLVPdav5wmwZqw3oEWL2ALQ5XJSJZtciwCv/VZRwRNF00X3o5+uxeJizhxM1b2YqpAdfji3%0A2y4RyZzw4XVCtJeKHma8Cpm+sSaLk4lrMX0uvTS9SkU62UMnenjNsBQh66QUF/NE0urq+DXFrK7F%0ARx5hd5vXkVW2WWRE/rkX9TQHPy0ywFuczG2tRc3o0byUhx3muWReJkS3t7OQeUm913gVsoICbm8i%0AIWto4GWKRMjSo7w8veWRtGsxnfgYIELWaSkpAdas4RusNe5ldi02NwP//rd3tyLAlQO++93sETKA%0A3Yt6dV4nli5NnjAQJSFL1SIjcp5Yb55L5sW1uG4dt2fUKPftsVJRwYtCejmvkmUubtvG7ddp/kI4%0A6GSPdFLvARGyTktJCa8DNWhQ/Kx7s0X24ot80zrqKO+f1aUL13HL5Fy5dDn0UF4c8OWX7fcrBRx5%0AJPDf/yZ+Hz0g8NO1CHhLwU9VyBLh1rXoZJEtWcKx2XT6pbycLTsv8epk9RZ1okdQk4UFd5gtMq+J%0AHoAIWaeluJiFzOpWBDpaZI88wtZUrl3QRGyVObkXd+zgkeLzzyd+n+ZmFnC/RTwTFlki3LoWnSwy%0ArxU9zOgaiEFYZBIfiwY62UMsMsEWbZHZCZm2yGprgdmzgYsuynjzIsHUqcBLL/ESNFZ0rcP//Cex%0Ae9Hv1HtNqkKmFN+4/VqgUVtku3ezoOvVhM0kssjSzVgE0heyRFmLImTRQCd7iEUm2FJczDGyRBbZ%0Av/7FE4TNVT9yiVGj+Lu/8EL8vupq3ldfzzdlJ/yeDK1JtXBwQwMPTuwExws6RvbJJ+zisxstO1lk%0ASqWfsQgEa5FJeapoIMkeQkL0CTJkSPw+fQNKZ+5YZ2HqVE52saKzPU85heecOREVi0zHs3r08Ofz%0AtUW2ciVX5rBzPTtZZOvXc1WQRGvmuUELmZcYmbgWswNzsodYZEIc+ubq5FpcvZrrMJ5zTkabFTmm%0ATgXmzOFK62b0je700xPHyYIUsu3bk2dNanbu5Bu+X7E6HSNbudI589DJIlu8mEUs3X7RGYVeLDI3%0AyR4iZOEjFpmQEB30d3It7toFnHFGdpfi8oMRI9jisIqVvtGdcgrXDPzkE/vXB+labG2NLS6ZjJ07%0A2R3oF9oiW7HCuVZiQQELrbWUlh9uRYD7tbTUf9diXR1PrRg+PL32CekjFpmQkJISfvTpE79P33hz%0A3a2oscte1EJWVgZMnsxL8dgRlEXWrRt/tlv34o4d/sXHgFiMTLsW7dAp+Vb3oh+JHpqKCv+TPe64%0Agy3GdKacCP5QUsIi1toqFplgQ3ExW2N2sY3yct43cWKmWxVNzj2Xq+GbrR+z6+mii1jI2tvjX+t3%0AnUUzqcTJdu70V8i0RbZhQ2LXItDRvaiUP6n3ml/8gufzpYqTRbZ1K/D733NZpVybchJFSkr4Gios%0ATK++rQhZJ6WkxN6tCPCiimvXeq9K3tkYOpTLNT37bGybWchOOondUe++G/9avxfVNBO2kLW3c/KI%0AnVUPxM4fs0W2cSP3VaqLszrxgx94i2U5CdmMGWxhH3FE+m0T0kdPF+ndO72BhQhZJyWRkAHZVYUj%0AE5jdi+3tHSujFxXx/scei39dUK5FILUUfL+FrLSUK8I4ZSwC9hbZkiVswfk1MdsrdkK2bBlPObn1%0A1nDaJMSjz5N0C7WLkHVSfvpT4Lrrwm5F9nDuucC8eeyvr63lBAbzPKOLLgKefDJWW1HTWV2LeXn8%0AfolqJdpZZH66FdPBLmvxhhuAq66yn5IihIPZIksHEbJOyvDh8cu3CM5UVnIV76efZiuoZ8+OVsWR%0AR7Kbbfbsjq+LkmvRz6xFgIUs0erO2qo3W2R+Jnqkg9Uie+UVXq7oV78Kr01CPGKRCYLPnHceuxft%0A5hgRsVVmdS8G6VpMpXCw3xYZwO7UE05w3k/UcVK0XxU9/MCctdjeDlx/PXDjjf6LvZAe+toRi0wQ%0AfOKcc4B33gE++MA+weDCC3m1APPk6ai4Fv1OvweAm29ObJEBHSdFb9nCmZ9+JXqkg9kie+wx/s1+%0A9KNw2yTEQ8RWmVhkguAT/foBRx8N3HefvZCNHMk36VmzYtsy4Vp0U90jCIvMDeZVohcvZuHr2jXz%0A7bCihayxkd2Jt9wSfgKKYE9JiVhkguArU6dyaSinlO+LLgIefTT2POisxcZGTmdPRlhCZl4lOipu%0ARSAmZH/4A4/2zz8/7BYJTnTpIhaZIPjK2WdzEoOTkE2dyvPJNm7k50G6FsvKePJ6ssU9lYqORRYV%0AIevSBfj8c+C3v+XJz9bFZYXocMYZziuVu0V+XkEw0asX8JOfAOPG2e/v04cTIB5/nJ8H6VokAu69%0AlycFb9jgfNyePWwVhWmR+V3RI126dgW++AIYPx6YMCHs1giJuPdeXsk+HUTIBMHCXXcBY8c679fu%0ARaWCdS0CPL/tggvYEtSrelvZuZNFL4wC0DrZo7qa59+NHp35NthRVsZW2O23h90SIROIkAlCipx+%0AOrBpE/DRR8G6FjV33sli8fOf2+/fsYNFLIxqLTr9fskS4MADudhxFBgxIvESNELnQoRMEFKkWzfg%0ArLM4rTtI16KmpISrijz0kP0in2HFx4CYRRYltyLAFurIkWG3QsgUImSC4IGLLuI4WUND8BYZAAwb%0ABjz4IHDZZbwCs5kwhUxbZFFK9BByDxEyQfDA8cfz33nzMiNkADBlCk/KtsbLomCRRSn1Xsg9RMgE%0AwQMFBTw3adeu4F2LZmbO5ILG5nhZ2BbZ5s08cTsqiR5C7iFCJggeuegi/pspiwywj5cFUTDYLYWF%0AXIx3xAhvKzkLgh+IkAmCR8aM4YmcmRaRAw7oGC8L2yJbtEjcikK4yBrBguARIr6JZ9K1qJkyBXjz%0ATY6XVVYCVVWZbwPAFtnatcCVV4bz+YIAiEUmCGlRXJzeEu3pcOedHC979tlwkz0AsciEcBEhE4Qs%0ApbiY42WlpUDfvuG0Qa8SPWZMOJ8vCIC4FgUhqzngAGDNmvSrh3ulsJBXIw+jPJYgaLLSIiOiYUT0%0ADhGtJqJFRPS1ZK+ZO3duJpoWGNL+8Ih62/v0SVzdPcj2FxQEX9Ej6v2fDGl/8GSlkAG4H8B9SqmR%0AAO4A8I9kL8iGHyMR0v7wyOa2A8G2f9Qo4JRTAnt7ANL/YZMN7c861yIR9QJwOIATAEAp9TQR/ZmI%0AhiqlPgu3dYKQW9x0U9gtEIQsFDIAlQC2KaXaTds2AagCECdkdcbyui0tLfv+z0ak/eGRzW0HpP1h%0AI+1Pn2SfT0qpDDXFH4joMAD/VEp9zbRtEYCfK6XmmbYNALAl8y0UBEEQAmKgUmqrdWM2WmSbAfQj%0AojyTVVYFtsrMVAMYCKA+k40TBEEQAqEUfF+PI+uETClVS0RLAFwM4B9EdA6Azdb4mGJTM065BUEQ%0AhKzE0b+Yda5FACCiEQAeBlAOYBeAy5RSK0JtlCAIghAKWSlkgiAIgqDJ1nlkgiAIggCgkwgZEfUi%0AotuJaCoR9Qm7PV4gooPCboNXiKg3Ed1BRGcb8/yyDjfVYaIIEfUkopFhtyNdiCjr4vUAQEQVRDSD%0AiE4mogpjW0hlpL1BREPCbkO6ZL2QEdGFAF4FQACOAfAMEY0Nt1XuIaJLiOgDAL8joj8Q0ZHG9qz4%0AbYjoOwDeBFACYDKA54jowHBb5R4iuoyIPgLwFyK6k4gON7ZHvv+J6FoAXwD4NRENDLs9qUJEVxDR%0AAiIqUkrtzYY+N0NEPwfwGjg7+nIALwP7Es0iDxFdbExduo+Ifputgzkgi4WMmDwARwK4Til1g1Lq%0AGvB3+gURDQu3hckhomMBfBfABQAuAfAlgH8RUb5lwneUGQbgUaXUT5RSlwDYAODSbBjlGTf/C8F9%0AfzmARgCPA0DU+5+IDgYwGMAVAHoA+Ga2WDXGtXsrgJ+AE7Z+H3KTUoaIjgPwLQAnK6V+CD6PBhDR%0AUaE2zAVEVEJEfwbwAwCXAZgB/h3OCrVhaZB1QkZEvQEe9Rg3mykACk2HLALQH8DRWWDijwTQpJRa%0Ao5SqAbAQPCfu10B2WAUAxqHjXL27weJ2RFT739SukQCqlFJLlVKfKaV+BaCFiG42jots/yullgP4%0As1Lq7wDeA3A2gAPCbVVyjPmfCsCzAM4FcCqAC4hopFKqnYjyw22hO4ziC/+nlKo22lwKYBmAbaE2%0AzD3/BXC2UmqlUuo9AApAEZB9rlEgi4SMiLoR0T0AXieiB4joXGPXXQAeIqIziegu8Oh0PYAjlVIq%0ASjcjIrqaiH5MRJXGpm0A6g33HAB8HcCfAFxHRKVRsgqIqJSI/kRE3zae65P9DQDT9HFKqffBpcKO%0AiWD/j9P/Gn8/BrDOGF1rfgDg2ij1v7XvTei5k3cB6AVgIhH1MF4TmX4HOvQ9AD5PlFKrlVKfAvg3%0AgD+H07LkOPW/UuoD428bgG7gQWhzCE1Miu5/IiKlVBOAN5VSNURUYhzSAvZIZI1rtANKqax4ALgT%0AwGMAeoPN4S0ADjf2/QhcBf+PxvNvAfgg7Dab2l4J4EMAs4zv8AyA88EDiRngEfVbAJ4yvt/LAL4d%0AdrtN7R8LYAF4QuJsAGWW/WsATDM9HwOejF4YdtuN9pwCvunvBHCoaXs/47y5A0C+aft/AFwUdrtd%0A9n2+8fcyY/9g4/l+Ybfdqe/NfW36HaoBnBF2ez30f57x9xIAs03byzLVRg/9n2dz3DwAx4bdXq+P%0ASI3a7CCiPCIqBTAIwJ1KqRrF7pRnwSPnXkqpP4NrLf7EeNmxAJ4Iqcl2jAPwiVLqHHBM458AfgOg%0Ar1LqN+AY2ZVKqSmKXYzdwOIQFb4C8DulVBk4sH22Zf9PAPzGNOoeBuAlAG2Za6I9RNQVfD78BWzt%0A3qj3KaW2gd25/QBcZHpZM4BVGWxmIpL1fTsAGNdEDYC7iKgGwA8z2kobnPpesQWjjyHjd7gZwP8Q%0A0UgiukuHECJAwv5XMat9IIB7ieibRLQMXHkoVBL0f7vluFEAmpVSbxLRoUR0s87AzBrCVlKHUcQB%0AAK4FMBxAgbFtPoBfm47pC2AxgFON5yUARgN4ARwnOyLE9hfDNCIGj4rmA+hqPM8HVyb5l/FcT0yv%0AALtYnkKII2qH/u9h/L0CwBIAA4znekT6v+BEiXcBLAVwYsj938P0vLdxfowxzo0zTPvKwAk3W8FW%0A8p/AFvKwqPe95XWlAFYAWAngzKj3PeKtsl5gUa4F8OMQ259S/4Pd1AUAPgCHNOYDOC2b+h8szi+C%0AvV5LAVweVvs9f++wG2DzQ9wI4FOw1fI8gHuN7d8xLtRy07G/BfCC8X8RgF8A+H8ht386WGCfB3A6%0A2Lo6Erz45wmm4w4CuyxGGM+/BXav3A1D8CLS/38ytpPpmPkAbra8rgDAfgBOilj/l5n2FYPjefNt%0AbqRTANwKHr12y7K+LwRwPYBfZFvfG0IwBsB2APdk6blfBi6V96Ns639j35/Bg4gbw+z/tL572A0w%0AdSYB6GKcRMONbUPAGXGnAugOHvH/zfSaiQD+CqDIeJ6f6XZbvsMFAF4BW1ZXg+Nh/2t8t/sA/B+A%0A3saxB4Ctx4NMrx9q+j/Ojx1i/59mPNcj1GPAI/8DwPHJw8I+fxz6/1EAt1uOOQDAXABXGc+Hm/vA%0A9H/GzqU0+/7wTLfXx74fZt5n+r8gw21Pp/+/YWzvkq39b9xHR5qOC/Vc8vT9Q2+AafQLdo/UwLBS%0AjG0/A8cxCBx7qQXw/8AjjsUAfhr2dzC19dcA7jf+LwRwPIC3ARwGtsoeBnCLsX84eHTUx/IeeeYb%0AagT6fxrYJWEdxb0DoAGcxPL1sPs+Qf+/CeB4Y5t24X4bwDpwgs1DsLhxkaFBhPQ9HgJnGet9eZnq%0Ae+l/vGXcj7qb3iM/k/cePx+hJXsQ0QAiegCcOn85EQ1SStWDfbX7AtVKqTvB88IuUUqtBU887Abg%0AOgB3KaXuDqH5IKJCIjqHeKFPzRcAviSiCqVUK9if/iqAnyilFoDdVqcS0fNggfu3Uupz8/sqpdqV%0AcVYF3H63/X8XOBniAuN13YnoFmPb5UqpMUqplUG316b9bvv/NXBsA0rtmw7wffCNa7ZS6nKl1C7z%0Ae6uA0+6l7zv0/Vf6fDfO/cCnPEj/7+v/S5VSu/UbKKXaMnHvCYJQhIyIfgju5NUAngNwIjh9FeBs%0AxK9RxzJTfwVn/kEp9V+l1M1KqfFKqX9msNn7IKLvgUdqZwKYRUQ/M3ZtBXCg8YBS6ivjuEIi6qOU%0AWgTgBHC699eUUvdmvPHw3P9HAoBx4r+hlBqqlPp35lodI8X+fx9AO8VqcB4JHrF+TSl1q/F+GbsO%0ApO/D63vj86T/Q+z/oMj4lyCiYnBa9veVUjOVUv8Cp5rvZxzyofG4xfSyQeBsuNAhotPBNQV/oJS6%0AEGwZXmxULHgOwB4AJxHRcOMlW8HzyHYCvDCoUuodpdQOIsrP9Cz6NPp/gX6ilHo1Q82Nw2P/D0Ks%0A/99RSp2tlPpS938mrACj7dL3IfW90X7p/xD7P0gyLmRKqWbwHKN3iKjI2NwMThGFUmoLgJkAuhHR%0Av4loATg2tijTbXVgBYAZSqkPDBF6Aexb1hXI/wSgD4C7iWgMOJNytXFMB8Iw5aX/GePiz2j/S98z%0AYfQ9IP2vCav/gyQSC2sS0bMAnlVKPWLa1gN8Eg1VSj0ZWuOSQETfAse+xiqlWoxt/cGljsYAWKuU%0A+lmCtwgd6f/wkL4PF+n/ToIKLosmz/I8LhsGbBH2Aic+VBjbzoZpQl9YD3CWpGMGD2KDgKvBSSd6%0Ae6np/2Kn/shA+6X/Q+p/6Xs593O5/8N4+O5aJKJRRNRXGb5XIhoExApRmmNCxjH9wXUTjyGitwBM%0AAldiDgVi8pWBMcKJC4rq7wNOo3+euLTLSwBO0McqpZqJS2xlMg4j/R9S/0vfy7mfDtne/6HipyqC%0A10daBs6oORC8VMC74Pkixzq85hfgWeXPIuSqEJZ2lQE4DbxG2Ehjm3U+SSG4Gsc88NySH4bcZul/%0A6fuc63vp//D7P+yHLxaZSfk3GCfFFHBGzb8AnASePHgVGWmt5pERgE3geVZnKqXm+NGeVLG0B0T0%0AU/Bk66PBs/tnAB2LnRqMAo/gXgNfLPfbvV/QSP+H1//S93Lup0O2939kSHPkYLccQE/wJOCliPme%0Ah4LXTIorBoqIzSQHMAI8yuljPJ8ALknzHWU/Mupn+j+jpV2k/8Prf+l7Ofdzuf+j9vBskRm+XO2L%0APoGI7iSiCeBRxO/Bcxq0j/ozcBXmuBVIlfErhAkR9SKi64ynheCyOXrBuTfB6xD9HIgfGSmlthmj%0AwjzrvoDbLP2PcPpf+p6Rcz99srH/o0hKQkZEg4hnlkMp1UZE+xHRX8GVtz8Gd/jtSqmXwKsff4+I%0AxhBRIbisyzbjtaGfQBa+Bl5u/UQAO8Df5TBgX1C4HsAAIroCiDffVeZK60j/I5z+l76Xcz8gsqL/%0Ao44rISOeBf5/4OUBik27hoDnKpxovNcg8Mx4gM35CeAF894AL639uF8N94L5JCCiU4joKOPpx+DK%0A+lcrXuRvOYAfENEVxsVzCHjV5iOM0WBGLwbp//D6X/pezn0/yNb+zxYKkh1AROPBy5HMBTBRKfWF%0AafdxACYQl05ZCw461hBRf6XUO0Q0D3xy/VOZilNmEiI6HsB48Lpmtca2vuClYXoAeFdxuaiXAYwn%0AoguVUrcT0WZwhf1WcC226wDUZNqEl/4Pr/+l7+XcT4ds7/+sIlkQDTwi+BJAX+P5sQB+A14fbByA%0AFgATTMefDB4RdYOxTliYDwBPglNsX0THNXcmApgF4HzjeTfwRbMAQH9jWzF4CfOZ4FWDx4bQfun/%0AkPpf+l7O/Vzu/2x6JLXIlFLLiGgWgL8RUS047XOm4lHOIiJ6AcC1RPQNcNbNIcb+PcneO0iIiBSf%0AEW+DzfVBAG4lopeVUn8DV4YeDeA8InpCKbWHiL4CT5AcCZ6jocCV6pcqpb4RxveQ/g+v/6Xv5dz3%0AQmfp/6zC5ciiDMAnAJ40bcs3/vYAV2S+GcDPw1Zmm7bfBOAB4/9jwHNHLgCvCNsLwH/AEwpXGt+h%0AxDhWl4GJwshO+l/6Puf6Xvo//P7PlkcqP8q14DkO+5lOJPPS8JGak2Fq1ygAi4z/B4GzgN4D8AQ4%0ASNwVvFjn4abXZHSVZun/aPe/9H3o30P6Xx4JH67T75VSfwCPJL6njKCjMnre+n/EKAJQTVxLbQ6A%0AH4MDxQcDuBVAi1Lqn0qpxcTkqQyt0pwK0v/hIX0fLtL/QjJSWsaFiE4D8Ag48LgusFb5CPFiemsA%0AvKCU+pFpe3+lVLXpOUX9BJL+Dw/p+3CR/hcSkdKEaKXUCwCmAdgQSGsCQPFierMBfAYARKQTXLYZ%0Az3W16MifSNL/4SF9Hy7/v717Ca2risI4/v9slYIVEw0qBWlBWhBrG1rE+MCKCj4mhlZ0oqCdKT4K%0ABkRBM+hEDZlYsFWxCk4URJxIUSL4oqRo2rQNWqTUdqSgolQrIoHlYK+rl6t5SE5ycsz3G+Wcs+8+%0A62wCK/vcnb08/jadGVctdoqI1+YjkHm2EvhV0vKImIS/f3miYf8V7/Gvj8e+Xh5/m8qiqBA93yR1%0AR8RPdcexVHn86+Oxr5fHf2EsiUTW0voyte44liqPf3089vXy+M+vJZXIzMzs/6eSwppmZmZ1cSIz%0AM7NGcyIzM7NGcyIzM7NGcyIzM7NGcyIzq4ikrZK+kHRQ0leSRvL8Y5IummUfd2ZZkrnEsUXSb5LG%0AJE1IOippWFLXLD8/KOmcucRgtpCcyMwqkJV/XwL6I2JTRFxOqewLsAO4ZJZd9QPXVBDSsYjYHBHr%0AgT7gPOBDSZrFZweBFRXEYLYgnMjMqnExMAn83DoREeOSngZWAW/lTG2DpJsk7c8Z01FJDwBIup1S%0AX2sg227P2dWhVp+SrpD0Tf7cI+l9SYcljUt69d8Ci1Jo8iGgB7gtPzsk6UDe5yNJa/P8bkpRx0/z%0AWo+klZJeljSa99nTtm+gWe2cyMyqcYRSJPGUpHckDeQu5zspFX/vzpnaEWAMuC4iNlMKLg5m232U%0AYotD2XZv9t25a0Hr+F7gRERsjIhe4PGpgst9/g5RamQBPBsRV0fEJmA38EK2exAQcH3G8AMwDHwS%0AEX15n2WUGmFmi4L/qjKrQG4Ee5ekdcAW4A7gKUlXZZP2V3o9wN5sOwlcAKynJLz/YhTYIWkIaNW8%0Amk57DLdKepjyyvEsoHuatv1An6RWolyRcZstCk5kZhWKiK8pNahekbSP8qqwc0a1B3gvIrYBSBpj%0A6u+kJikzoJa/2kXEqKRe4BZgK7Azj/9B0tlAL/CipEuBXZTKxCclXQl8PMOjbYuI4zO0MauFXy2a%0AVUDSKknXth13A2uA48BpoH3FYBdwKtvdAGxsu3YaOL/t+ASwWtKFeXxf2z3WAGci4m3gUWAtpWwI%0AtM2oJJ1LSVzfAx9k/38A3+Xij0c6HqczhneBJyQty/66JF025WCYLTAnMrNqLAeekXRM0kHKDOf1%0ALAi5izJDOyhpA/Ak8Fy2u5/yirDlDeCeXAiyPSK+BZ4HPpe0H/ixre2NwFguBvkMGIiIX/Laurzf%0ABHAAOAPcHMUE8CbwZV472fEsw8BIa7EHpaDl78C4pMPACLB6bsNlVh3vfm9mZo3mGZmZmTWaE5mZ%0AmTWaE5mZmTWaE5mZmTWaE5mZmTWaE5mZmTWaE5mZmTWaE5mZmTXan1cLdfU/Q9+zAAAAAElFTkSu%0AQmCC" 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HbGpM9Cmj0bBgzIfYxNavBP2SikYi0kUPfF2Wfb+naF4MdC2m8/dXGsXh2GRA0zd65OWnQTMDp0%0AgJNP1jWx0oobP8pX2DYfSXLZuWszpSmpIV/8CKzLrhTKQiFt366jrWItJNBlKR59FFatyn9sY2XL%0AFvjoo9wL82Wjulo70eXLw5GrIdyEBi/jxmnJqI0bo5UlKIJIaIBkWUiuHGmzkApRSNZl54+yUEju%0AaMTP0s79+8M3vqGZWJbsLFumLrAuXYo/t0sXnVAbJW5Cg5dDD4W99tLBRxqpqQlGISXJQqqt1UGk%0AtwhpOSgk67LzT1kpJD8WEmh9u5tvhm3bgpOpnHDXQSp0DpKXrl3jUUiZFpKIJjfccku0sgTFunWl%0Az0GCZHX4bvzI64ZMssvu00/V/Zwrww6sy64UykIhudUA/FhIoJMnId5SN0nGT/zIpUsXdfdFSTaX%0AHcCZZ8J778H06dHKEwRBu+ySkFmamdAAyVKYmcyerYky+ap423lI/ikLhVSKyw7UHTVunE1uaAg/%0AGXYuUbvsVq+GNWuyK6Tqal2kMY1WUlAKqapKK91v3lz6tUols0oDJF8h5XPXgbWQSqEsFFJdnZr9%0ATZr4v8a558Lrr6c7NTgsXJedH6JWSHPnqpuwoVHs2LHwwAPaGaaJoGJIbdroexISGzKrNECyXXbF%0AKCRrIfmjLBSSn5TvTDp2hFGjdK0ky86U4rKLOobUkLvO5YADdB7JpEnRyRQEQcWQmjdXj0ASrJA0%0AuuwKUUg2qcE/ZaGQ/EyKzcaFF8K99yZj9Jgk0hRDypZhl4mb3JCEOEqhBOWyE0lO6nc2hdS6tf6e%0Ak9ihW5dd+JSFQgrCQgIYPBj69Enf6DlMtm7VFTJLUUgrV0bX+WfLsMvk1FM1lf2NN6KRKQiCUkiQ%0AnNTvhiwkSJ7bbs0afY733Tf/sdZl55+yUEhBWUhufbubbkrX6DlMli/3PwcJ9LytW/UHHQVz5uS3%0AkFq1grPOSld9u6BiSJAct1g2heTWiEuCfF4++EDdz4W0gXXZ+acsFFJQFhLAaadpzOO114K5Xtpx%0A10HymzDSpo2OyKOII3mLqubj/PPhsceiL2vkl6BiSJAsl11m8klFhSqlpFlI+dZA8mItJP+UhUIK%0AykICaNkSxozRKuCW0jLsXKLKtMssqpqLffeFr31NY4ZpoBxddtmy7CA5FpyXQuNHYC2kUigLhRSk%0AhQQ6J+mppzR20tgpJaHBJarEhsyiqvkYN06TG+rrw5WrVLZvV2siSJddUiykNCmkfFW+XWxSg3+s%0AQspCr14wbFj5LH1dCkEppCgspEISGrx85zsam/nnP8OTKQhc5VFuFlJDCimJc5GKsZCsy84/ZaGQ%0AgnTZuYwfr8sVNPaRThAKKaq5SPnmIGVSWanu2aQnN6xbp1afm4FWKkmxQNJiIdXUqLekkAw7sC67%0AUigLhRS0hQRqIVVVwRNPBHvdtFFK2SCXKC2kfBl2mZx3Hjz9dPT19orBTWgodS0klyS57LJV1Eia%0AQvrgA+jcGdq3L+x467LzT1kopDAspIoKXSupMSc31NVp2ncQSQ1RxZCKsZBA3bNHHJHs5UeCTGiA%0A5LjsGkpqSJrLrhh3HdjiqqVQFgopDAsJdDXZ6dPjWYY7CSxfroq5a9fSrhOFhbR6NXz2WfEKCbRy%0Aw223JXf5kSDnIEEyLKT6+vRk2RWrkKyF5J+yUEhhWEgAu+8Oo0c33irgixdDt26aSl0KbgwpzMnG%0A+Yqq5uLYY9Ud9uyzwcsVBEHOQYJkWEju/RuykOKWz4sfhWQtJH+UhUIKy0ICTW6YNAnWrg3n+kkm%0AiIQGUAtp06ZwK2z7cde5NGkCP/hBcpelCNpllwQLyX0WsiVqtGmTfpedtZD8URYKKSwLCWDQIK0Q%0Afc894Vw/yQQxKRZ0FNyyZbhxpEJKBuVizBh4+WVYtCg4mYKiHGNItbVqCWWrAJIkl93nn2tij3XZ%0ARUNZKKQwLSTQKuATJyZ/AmXQvP9+4amuuRAJP45UioUE6u47/vhkzj0LI4YUd4ffUPwIkpXUMGeO%0AZtd17Fj4OdZl5x+rkApg5Ej9Ab3wQnj3SCLvvAP77x/MtcKei1SqQgJNbrjzzuSNboOOISXFZdeQ%0AQkqCwnRx3XXFpNxbl51/ykIhhemyA1V2553XuJIb1q1T91VQCilMC6muTuvYleKyAzj8cO34kzb3%0ArFxddmlSSMVgLST/lIVCCttCAq0O/cILyYwxhMGMGZph16FDMNcLcy7Shx8WXlQ1FxUVOxbvSxJh%0AJDVs3Kg18uIil0JKksvOj0KyFpJ/ykIhhW0hAey5J4wYkfwyM0ExfXpw1hGEayHNmVNcUdVcnH02%0ATJ2qs/OTQtAxJDc1Ps5OPy0WUjHLTrjYpAb/lIVCisJCAk0Bv/NOTWEud4JWSGHGkIKIH7m0bw+j%0ARiXLSgo6htS6tb7H2ek3VDYIkqOQNm5Uj0ihVb5dXIVkF/ksnrJQSFFYSABDh+pI/+GHw79X3ASZ%0A0ADhWkhBKiRQt92992qHlASCdtk1bQotWsSb2JCGLLu5c3UgsMcexZ3XvLm+19UFL1O5UxYKKSoL%0AqbEscb5pk7rBglZIYcWQSp2DlMkhh2g86pFHgrumX4wJ3mUH8Sc2pMFl5yfDDnb0RdZtVzyBKCQR%0AqRSRv4rIPBGZKSL3Ods7ishzzvZZIjLEc05LEXlQROaLyBwROcnv/aOykAC++12YNw+mTYvmfnHw%0A7rvaAXbrFtw1u3TRTiaMjiZoC0lEF+9LQrxwwwZNPghaIcWd+p0vqaGuLv4O3U9CA+xQSDbTrniC%0AspCuBeqNMX2NMYOAS53t1wBvGGP6AucAD4qIOzf7UmCzMaYPcBQwUUR293PzqCwk0JHl2WeXdxVw%0AN34U1HIHAO3aaRsF7bZzi6r27RvsdUeP1g7p7beDvW6xrFun7w113n5JuoUE8bvt/Cok12UXt0JN%0AIyUrJBFphSqbn7vbjDGrnI+nALc42/4LrACGOvtO9exbDPwL+I4fGaJUSKDLUjz2GKxalf/YNBJ0%0AQgOEV63BLaoadIddXa1K6dZbg71usaxbp8ojW4mdUojbLZYrqaFVK32P223nVyE1aaLPu7WQiicI%0AC2kfYA3wcxF5S0ReFZHDRaQd0NSjnACWAO5ske7O92z7iiJKlx1ovGLIkGSvoVMKQSc0uIQRRwra%0AXedl7Fh44AGN4cRF0AkNLlVVyU1qqKhQpRSnhbRlCyxY4E8hidi5SH4pcWGBL67RA3jPGPMzEfkK%0A8ALwZSAwp8+ECROodMyg4cOHM3z48C/2RW0hgSY3XHQRXHZZ6cszJIlt2zSGFJZCCsNCCksh7b8/%0A7LefVnsfPz6ce+QjjIQGSIaFlMuqjVu+efNUKe61l7/z7VykHUyZMoUpU6YAsDXPPyWIrnQpsB14%0AEMAYM0NEFgP7AXUi0sljJfV0jge1iHoAn3j2TWnoJldffTXVDTzBUVtIAMcdpwrpmWfgxBOjvXeY%0AzJmjLoc+fYK/dhgKac4cLfkTFmPHwh//qG7aIGNqhRL0HCSXJCc1QPwKyW+GnYstH7QDrwFRW1vL%0ATTlqsJXssjPGfAa8jCYmICK9UOUyG3gMGOdsPwjoCrzqnDoZGOs5ZyjwpB8Z4rCQmjbVTKxyq283%0AfbouuRF0zALCmRwbpoUEcOqpunLuf/4T3j1yEabLLskWUtxzkfzGj1ysy84fQWXZjQMuE5FZwBPA%0AecaYj4GfAoeKyDzgLmC0McatoPV7oJWILACeA8YbY9b4uXkcFhLAuefC66/rKL1cCCOhwSXoGFJQ%0ARVVz0bKlZlXGVbkhLIUUp4W0ZYt21rlW902KheQX67LzRyAKyRizyBhzuDFmoDFmf2PMk872VcaY%0A4U46+H7GmNc852w0xpxmjOltjOlvjHnc7/3jsJBA10gZNUrXSioXwkpogOBddkEVVc3H+efD5Mma%0AYh41YcWQ4rSQXEWYz0JKs0Jq3ty67PxQFpUa4rKQQBfvu+ee+NeXCQJjtMp3WhTS3Lka6wqiqGou%0A+veHQw+Fu+8O9z7ZCDOGFFeHX1u7o3xRQ8S5jHldnSY1WAspespCIcVlIQEMHqyTMidNiuf+QbJo%0AkdZvK7aYZKF07aodbFDFaYMuGZSLsWN1TlLUqwaXo8vOjR/lShiIU2EuWKAD3B49/F/DJjX4oywU%0AUl1dfAqpnOrbTZ+uysidaR40HTroyDgoKynshAYvJ56oHeTLL0dzP5dyTGrIl9AA8brsZs+Gffct%0AzfK2SQ3+KAuFtHVrfC47gNNO00721VfzH5tkwkxoAP2Bd+6cToVUWQljxkRf3y7MeUhxWki5Ehog%0AXpfdxx/r+melYF12/igbhRSXhQSaiTVmTPpTwMNWSBBsHClKlx3AD36g885WrIjunmHFkJJuIcXp%0Astu6tXQvgXXZ+aMsFFKcSQ0u48bBU09F21kFTZgZdi5BzUX67LNwiqrmomdPOPLIaEtGhRlDijPL%0ArhCXXZxJDaX2J9Zl54+yUEhxW0gAvXrBsGHxF+P0y8qV8MknOik2TIKykObO1WsFXVQ1H+PGwW23%0AaYmlKCjnpIZcxKkwg1BI1kLyR1kopCRYSKDJDbfdls6R0fTpmkKdz7dfKkFNjl2zRueBRc3RR2ss%0A7B//CP9emzfrsxRWUkNcaw4lXSEFMcC1FpI/Uq+Qtm/XVNy4LSRQC6mqCp54Im5JiieK+BEEZyEF%0A4ef3Q5MmcN550SQ3uGshhTUPCeKxkgrNskuzy84mNfgj9QrJXbc+CRZSRYUW4Uzj4n1RKaSgYkhb%0AtsQ3CBkzBv71L60UESbr1mnCTBh/Z6tWOmUhDiuk0Cw767JrfKReIbmjkCRYSKB1z6ZPh5kz45ak%0AOKJIaIDgLKQtW+KxkED/hhEj1D0bJmHFj0CVUVxxpEKTGqzLrvGReoWUJAsJYPfddaXRNKWA19To%0AaD8qhbR6dek/1rgTWcaO1Wy7MEfBYc1Bcokr9bvQGJJ12TU+Uq+QkmYhgSY3TJoEa9fGLUlhzJih%0AC5FFkSTQqZOOzleuLO06cVpIoGswtWsXbrwwrDlILnG5xZKe1GBddvFRFgpJJJz1e/wyaBAccIAW%0AXU0DUcWPQEsHBVGtIW4LSUSrgIe5LEWYLjuIz2VXaFJDXFmAcbrs3ngjnTHooEi9QnJHM3Gs5pmL%0ACy9Ut13UxTj9EKVCgmDiSHFbSABnnQXTpsH774dz/bAVUpwuu0KSGiAet12cFtLkyfDXv5Z27zST%0AeoUU90i5IUaO1B/7Cy/ELUl+okpocAliLlIS2r19ezjllPAmQ4cdQ0pyUkOrVvoeh8IMolizXwtp%0A5kxd+sJN+W9spF4hJWVSbCaVlTpfJenJDZs2wQcfWAvJL2PHwn33hTOSDzuGFIeFVF9fmEKqqFCl%0AFIeFFESxZj9JDe56ZBUVOkhsjKReISVhpNwQ55+vFtKiRXFL0jDvvaedXtirrnoJYi5SUtr9a1/T%0AdXMefjj4a0cRQ4paIW3YoB1vISWf4kpsiMtl99FHmgg1fDi89VZp908rqVdISbWQQEvYjxgR/ZIF%0AxeDGj6KMwZWThSSi9e3CSG4ox6SG2lp9L6REVVwKKa6khpkztVjw0KHw3/+Wdv+0knqFlJSRckOM%0AH6/zVYJaJTVook5ogPKJIbmMHq1LYQTdiZTjPKTaWnXFFZIVG1f5oLgspBkzNEP3wAOthZRakmwh%0AgY52unQJx6UTBFEnNEB5WUigHfvo0cFbSVHMQ4rDQiq0QnuaXXZ+LaRBg+CrX4UlS+DTT0uTIY2k%0AXiElaaScjSQvcb5tG8yaFb1C6toVVq0qbQmHpLX7uHHw0EPBZkeVY9p3IQkNLnGVDwri2fKT1DBj%0ABnzlK9rmffo0Trdd6hVSECmaYXPmmTB/vs5ZSRJz52pGT5SL3IFOjDVGlZJfkmQhgY5sBw7UCh1B%0AUY5JDcVaSI3FZbdhg/YR7npkBx1kFVIqCSJFM2zatNFJlEmbgT19uv4Aoq5yUVkJHTqUFkdKmoUE%0AmgJ+883BWMJ1dbBxY/gWknXZ7UocLrv33tPfRJcu+v3AA2Hq1NJkSCNloZCS1jFl44IL4LHHSrMK%0AgiaOhAaXUuNISbOQQCfJfvwx/PvfpV+rpkbfy62WXTEKqTG57NyEBjfb9fjj4aWXYMWK0uRIG6lX%0ASElPanDp3x+GDIE77ohbkh3EkdDgUqpCSuJApGVLXX4kiOSGdev0uW7ZsvRrNURcSQ2FrkrcmFx2%0AbkKDS+9BkhUSAAAgAElEQVTeOh8p6RPrgyb1CimJHVNDjB+vnVUpwfygcGeFx6WQSp0cm0QLCXQy%0A9OOPl54h5caPwpwflvSkhsbksnMTGrxcfLGWpdq4sTRZ0kTqFVJaLCSA447T92eeiVcOgMWL9cf+%0A5S/Hc/9S5yIlVSH16wdf/zrcfXdp1wl7DhLs6PCjzP4s1mUXV+mgIFx2hVpI9fWa7eq1kECnjHTr%0ApqWpGgupV0hpspCaNtX04CQkN0yfDgMGxLvqarm57FzGjtWRbSmV3sOegwRqIRkT7Qi8sSU1FKLs%0AP/xQ79m//87bRdRKuuGGdKwaEASpV0hpspAAzj1Xg95z5sQrR5wJDVCeSQ0uJ5ygI/sXX/R/jbBT%0AvmHHEg9RdvppSGoIYiqJe34h7vkZM3RwmK0fO+00fRaef740edJC6hVSkkfK2ejYEUaNgokT45Uj%0AzoQGKD2GlOR2r6zUgUcpyQ1RuOwqK7UTjDKxIQ1JDUFV+4bC3HaZCQ1emjfX2PMNN5QmT1pIvUJK%0Aw8TYTC68UFeTjWMtGpckWEgrV8L27f7OT7KFBPCDH8A//gHLl/s7PwoLCaJPbEh6UsP27eoeC8Jl%0AB4UlNsycuWtCg5exY+H113WuUrmTeoWUhomxmQwerNURgpzVXwyffKLKINePIGy6dNEf/+rV/s5P%0AsoUEuiTFsGH+0/yjiCFB9KnfSXfZ1dXpe1Auu0IUkjsHqSE6doTvfrdxWElloZCS3DFlI+76dtOn%0A6zyHQl0nYdCihVoAft12SbeQQBNYbr/dX5p/uVpISS8d5CqkUge5TZvqez6X3Zo1sGxZboUE8KMf%0AwQMPJGtifRikXiGlLanB5bTTtDN+9dXo7x23u86llDhSGgYiRx2lHZOfNP8oYkgQvVss6Vl2QSkk%0AkcLmIs2cqYtj7r577uMGDNCJ9WGsu5UkAlVIIvJ9EakXkRHO944i8pyIzBORWSIyxHNsSxF5UETm%0Ai8gcETnJzz3T0DFlo2VLGDMmnpnYcSc0uPjNtNu+XV9Jt5CaNNFl7P0s0BilhRSVy27LFn0Vapm3%0Abq0Kotiq2aXg3iuIPqWQuUi5EhoyufhiTYYqdp2lNBGYQhKRHsC5wBuezdcAbxhj+gLnAA+KiFvK%0A81JgszGmD3AUMFFE8owTdiWtFhKoS+epp/wHvv0ya1a88SMXv5Njg+w0wmbMGHjlFVi4sLjzoowh%0ARWWFuIqvGAsJonXbuRaS63IrhUItpEJ/i8OHqyX10EOly5ZUAlFIIiLAHcCFgLcJTgFuATDG/BdY%0AAQx19p3q2bcY+BfwnWLvnVYLCaBXLw1833ZbtPf95BNdXj1u/FpI7ggx6RYSwB576LykYts4Kgsp%0AyqSG9evVaiy0Pl+rVvoepduurk6VURAlmwopsJovocFLRYXGkm64IXlrqwVFUBbSJcDrxpjp7gYR%0AaQc0NcZ4w3BLgO7O5+7O92z7CibNFhJocsNtt0Xnlti2TeMT7dpFc79c+I0hpclCAk3bveuu4lwt%0AUcWQokxqcONHhXb2FRWqlKK0kIIc4OZz2W3dCrNnF+etOPNMTYJ45ZWSxUskJSskERkAnARcVbo4%0AxZNmCwnUQqqq0oKcUeCuaJoviBoFpVpIaWn3b31LBwCFtnF9vXbe5WYhFZPQ4BJ1YkOQA9x8Lrs5%0Ac/QZ7tWr8Gu2aqUDnOuvL12+JBKAp5QhQA9gvuO62wO4DfgVsE1EOnmspJ7AUufzEue8Tzz7pjR0%0AkwkTJlDp9EDDhw9n+PDhQDonxnqpqNC1km66CU4/Pfz7rV2rP5QwlzUolFJiSM2ahVsJO0hEdize%0Ad8YZ+Y+vrVWXTBQxpKqq6FKJ/SikqOciBamQ8llIM2fqKsMVRZoF48erEps/X5c6TzpTpkxhyhTt%0A2rfmcQWVrJCMMbfgxIIARORfwJ+MMU+LyGBgHPBrETkI6Aq4ic6TgbHANBHphcaWxjV0n6uvvprq%0ALE9zGifGZnL22fCLX2QvQR80a9boaD0JnblbrcGY4uRJwxykTM46CyZM0Nn2+Sqsr1unnZQb1A+T%0AKC2QYsoGuUQ9FylIj0s+C6mYhAYvXbtq+bE//zkZhZrz4TUgamtruSlHanEY85AM4HYvPwUOFZF5%0AwF3AaGOMWyzm90ArEVkAPAeMN8asKfZmaXfZgbrPRo+OJgXcVUhJoEsXbb81RbZ6Gtu8XTs49VSt%0AAp6Pmhq1joodOfsh6qSGxuSyy5fUUExCQyYXX6zlx9au9Xd+Ugn8kTfGHG6Mecr5vMoYM9wY09cY%0As58x5jXPcRuNMacZY3obY/obY3xFUdKe1OAyfrzOxA77AUuSQmrTRkfMxcaR0mghgbrt7rsvfwcb%0AVYYdxJPUUAxxuOyiSGowxr+FBPDVr8IBB2glkHIi9ZUa0jhazsagQfqA3XNPuPdZuzYZCQ0ufuJI%0AW7aks80PPlh9/w8/nPu4qOYgQTqSGqJ22UWR1PDRRzo4LGWBzIsvhr/+dcfcqXIg9QqpXCwk0Crg%0AN90U7mJcSbKQwF+m3dat6bSQRHQydL7yL9ZC2kG5uuxmztSEBHeulR9GjNB7PPGE/2skjdQrpHKx%0AkABGjtQf3wsvhHePpCkkP3OR0uqyA82ymzsX3nqr4WOimoMEyU9qiNplF9U8pFLcdS5NmsBFF5VX%0ACnjqFVI5WUiVlVr7LMzMmaQpJL8WUloHIVVVupRALispagsp6UkNUZcOisJlV0pCg5dzzoEPPoA3%0A3sh/bBpIvUJKc+eUjfPP16WvFy0K5/rlEkNKq4UEmtzw0EM7JilnEnUMafNmf0tkFEtjdNmFaSGB%0ADijGjCkfKyn1CqmcLCTQGnMjRvirEF0I1kKKn0GDtDO6777s+6O0kNy5TlF0+n6z7MptHtKGDTBv%0AXjAWEqjb7u9/hyVL8h+bdFKvkNLeOWXjwgvhzjth06bgr500hdTYYkguY8eq2y5bkcwoY0itW+t7%0AUhVS2i2kbArpvfegfXsdjAVBz55w/PGacZd2Uq+Q0l46KBuHHaYPa770YD8kTSG5FlIx1YvLYRAy%0AapRWXX/99V33RWkhNWmimV5RKSQ/lRqiXGI9Cped664LslrKxRfDHXdE+78Kg9QrpHIoHZSJu8T5%0AjTcGW2beGFVISYshbdqkVkGhlIOF1LKllozK5pqNMoYE0SU2+Elq2HNPrW4dFVG47IJKaPBy6KHQ%0At2/48xjDpiwUUtpHy9k480xYsACmTg3umhs2aPA6SRZSdbV2zsW47cqlzc8/X+eQZBY3jdJCgmjc%0AYsb4c9n17w+LF2viRRREaSEFiYhaSX/+s66mnFZSrZC2b9dJpOVmIYF2EmedFWx9uzVr9MGNcvSd%0AD5Hi40jlYCGBjmiHDIG77955e5QxJIjGLbZhgyqlYhVSly4a55o/Pxy5Mgk7hlRfrys2B20hAZx8%0AsiruZ54J/tpRkWqF5JbMKIfRcjYuuAAeeyy45QFcd10URTuLodhMu3KxkECTG269dUd1DmOit5Ci%0AqNZQW7vjXsUgolbSnDnBy5SNsF12H36o2/r3D+YeXpo104SoNKeAJ6xrKg5XIZWjhQT60A4ZosHK%0AIEha/Mil2LlI5WIhgS5vvmnTjuocGzao5R+lFRuFhVRbq8kTTX0seBOlQgrbZTdzJgwYEF6fdd55%0AWgVk+vT8xyaRVCuktC1l7Yfx4zU9OIiJi2vXJit+5NKYLaRmzeDcc3dUbnAnyxbr2iqFqCykYq0j%0Al6gVUpgWUhgJDV7atVNXf1qtpFQrpHK3kACOO07fg/ALJy3l26VYhVROFhLAD34Azz6r2WQ1Ndpx%0A+7Ek/BJFUoOfDDuXfv20/l8UBJm1my2GFEZCQyY//CE8+mjx8/uSQKoVktvYUf54o6ZpU60QHUR9%0Au6QqJD9JDeViIQF07w5HHaWu2ahTviE6l51fheRaSEFOgWiIKFx2YVpIoAr8iCNg4sRw7xMGqVZI%0ArnmdhOW4w+Tcc+Hf/9YiiqWQVIVUbAwprctP5GLsWF1s7dNPo01ogOhcdn4VUu/eGmdbsSJYmbIR%0AZlLDmjWwdGn4Cgk0BfyWW8Kp9hImqVZI5TgpNhsdO+rM/lJHPEkrrOrix2VXThYSwPDh+jdNmhS9%0AQkq6hdSihS5sGEUcKUwLadYstYaj+A0efrj+riZNCv9eQZJ6hVRuHVNDXHgh3HtvaR1Hki2kzz8v%0AfJRejhZSkyY7JsqWq4XkN6kBoosjhTkPKeyEBi8i8KMfwQ03ROPqDIrUKKRsWWblVuk7F4MH60TK%0AUkY8SVVI7drpj7dQK6kcLSTQtW2aNIknhpTkpAaILtMuTJddFAkNXs44A1avDnfBz6BJjULKVoKj%0AMVlIImollVLfLqkKSaQ4t105WkgAnTvDSSepizZKoqhlV4rLDqJTSGG67KJIaPDSooUmRKUpBTzV%0ACqkxWUgAp54KK1fCq6/6Oz+pMSQoLrGh3NK+vdx+O/z619HeMwoLqTEqJK+FVFcH778frUICVUiv%0AvgqzZ0d7X7+kWiE1JgsJtAjpmDH+69sl1UKC4i2kcm33qqpoJ8VC8pMaQGNIy5eHrziDfLa8MaQ5%0Ac/T73nsHc+1C6dwZTj9di66mgVQrpMZmIYGOeJ56Sn+cxbB1q/6Yk6qQipmLVM4WUhykIamhY0e1%0A7ufNC06mbITlspsxAwYOjKeO5I9+BPffr/GkpJMahZRtXZFyHik3RK9eMGwY3HZbceetXavvSXbZ%0AWQspHlwLKaxsrLo6nX9TSvZgVEVWw3DZGRN9QoOXgQPhkEO0iG/SSY1CashCaowd0/jxqpCyKemG%0AWLNGi1sm1bKwMaT4qKrSgq7ZfmNBcNVV+uwNG1badaJQSEG77IzRDOGoExoyufhidfUX02fEQaoV%0AUmOZGJvJsGHaiTz+eOHnJLWwqou1kOKjTRt9D8NtN3UqXHcdPPCAZn2VQv/+4c9FCtpCAu27opyD%0AlI1jjtE+45FH4pOhEFKjkLJp9sZqIVVU6FpJxSQ3JDmhAWwMKU5atNBnKujEhs8/h+9+F371q2A6%0A4379onHZBWkhASxZor+//fYL5rp+qKjQoqvXX5/sibKpUUjWQtqZs8+Gd97RkVchJF0hdemihUUL%0Aqb1lLaRgEQknseHHP9aBxo9/HMz1+vfXpIYwl+gOuto3wLRp0KePui3j5KyzdDn411+PV45cpF4h%0ANdaOaffddfRZqJWUdIXUoYNWNi/ESrIWUvAEnfr99NPqHrrvPq0+EQR7763xmKVLg7leNoJ02bnX%0AmTYtvoQGL61b6wJ+hU6UXbwYrr46VJF2IdUKqTGmfXsZP159824GXS6SPCkW1KXQuXN+hVRfr51S%0AYx2IhEWQFtInn+h8uRtvhB49grkm6G+9d+9w3XZBDnJF9FrTpsUbP/Jy4YW69tbChfmPffhhnagd%0AJalWSI3ZQgJ9yA84AO6+O/+xSbeQoLA4khtLtBZSsARVrcEYXS7lW9+C0aNLv14mYRdZDXqQW1mp%0AVb6TopD22gtGjoS//CX/sS+9tGMF46hIjUJqKKmhMVtIoCOeiRPVcshFGhRSIZl27sCkMQ9EwiCo%0Aena33w7Tp8PNN4ezTlnYqd9B9ynNm6tFnwSXncvFF8Ndd+nqxA2xaZOuwVZTk79vCZLUKCRrIWVn%0A5Egd2ear6JsWhZRvLpK1kMIhCAtp/nxNYLjnnvCetbAVUtB9SmWlxke7dAnumqUyeLBOlr3jjoaP%0A+b//05iTMeGXlfKSGoVk076zU1mp6+jkW+I86TEksBZSnJSa1LBtG5x5prrrjjgiOLkySaOF9JWv%0AJG9V64svVrddtmV9AF5+GY49VmO7UbrtUqOQbNp3w5x3Hrz4Iixa1PAxabCQCo0hNW0aT02wcqbU%0ApIarrtLzf/e74GTKRr9+mjQRRie5fbtaBEHHkJISP/Jy4omqJJ98Mvv+l16CI4/UtblSpZBEpLmI%0A/E1E5ojIdBGZIiL7OPs6ishzIjJPRGaJyBDPeS1F5EERme+ce1Ku+9jSQQ2z554wYoT67RsiDQqp%0AUAvJtnnwlOKymzoVrr02mGoM+dh9d+jUKZzEBtcLE+Tz1bJlsuJHLk2bwkUXZU8BX7sW3n4bvv1t%0ArT+YKoXkcKsxpr8xZn/gKcD1Tl4LvGGM6QucAzwoIu6shEuBzcaYPsBRwEQRadCpZC2k3Fx4Idx5%0AZ/aJpfX1yS8dBIXHkGz8KHj8JjUEXY2hEMJy29XV6XuQfcp998GoUcFdL0jGjNEMwGnTdt7+yitq%0AiXbtmkKFZIzZYox53rPpTcCdfTAKuMU57r/ACmCos+9Uz77FwL+A7zR0H5vUkJvDDtMO/eGHd923%0Afr0qpTTEkD77LHcBSGshhYNfCynoagyFkCaFNHBgcgdQu+0G55yzq5X08ss74oCpU0hZ+CHwpIi0%0AA5oaY1Z59i0Bujufuzvfs+3bBZv2nRsRnSibbYnzNWt0tnwp69FEQadOGhtaubLhY6yFFA5+khqe%0AfloHQEFWYyiEsOYiheGySzoXXQRPPAHLlu3Y9tJL6q6DlCskEZkA7ANMCPK6YC2kQjjzTFiwQH36%0AXtz4UdIyfTJp2lSVUq44ki0bFA7FJjW41RhuuinYagyFELaFFKVyjZt99tFK4G6W7vLl2ocMdfxY%0AUSukpkFdSEQuBU4Evm2M2QxsFpFtItLJYyX1BNxKVEtQ194nnn1TGrr+m29O4JJLVPsMHz6c4cOH%0AWwspgzZttIDiTTfB1762Y3saEhpc8sWR7CAkHIqxkMKuxpCP/v210wz69+8mSSV94BY0F18MJ5wA%0Al1+u7roDD9yxmGIQCmnKlClMmaJd+9Y8CzIFopBE5BLgNFQZeR/rx4BxwK9F5CCgK/Cqs28yMBaY%0AJiK90NjSuIbuMWDA1fzpT9U7bbOd065ccIFm9fzxj2ptgCqkpMePXPJl2lkLKRyKsZDcagyzZsXT%0Aeffooa7dRYugb9/grttYk6SGDNHCtffdB2++ucNdB6qQck0nKQTXgACora3lphwVoYNI+94T+AOw%0AG/AvJ/X7DWf3T4FDRWQecBcw2hjjFo//PdBKRBYAzwHjjTFrGrqPLa5aGP376wPmnYWdhgw7l3xz%0AkWxSQzgUmtQQRTWGfDRposs5BO22a6z9iYhaSTfcoPEj78TmoF12+aZ1lGwhGWNW0IBic1x1wxvY%0AtxG1qgrCxpAKZ/x4DVb+5Ccalyknl93bbwc7KrYohaR9u9UYxowJtxpDIYSxemxj7k9OOUX7i7Vr%0A4ZBDdmwPUiFt2qT3yUVq5rvbibGFc9xx+v700/peTgrp6ad1ErAlWNq0gQ0bchfSjKoaQyEEmdiw%0AbJm+GquFBNqP/uhHOtDwTm4OSiEZo+GEfO72VCukxurzzUfTpjBu3I7F+9KmkBoy6+fNgw8/hGHD%0AopWpMdCmjb5v2JB9/9SpcN11Wo2hZcvo5GqIoBSSMXDaaRrQb8wKCeCyy+Bvf9t5W1AK6dZb4bnn%0A4P77cx+XGoWULTmjMZvY+Tj3XC0f/8EH6Sis6pJLIT39NBx+ePLnU6URVyFliyO51Rh++cvk1GXr%0A1y8YhTRlila2njXL9iciOpj1EoRCevNNjTs++mj+quepUUg2qaE4OnZUf+3EiemykLp2hVWrslch%0Afuop664Li2bN1J2STSHFUY0hH/366XO9erX/axijltG558Ls2RrjsP3JzrRtW9qaSJ98AiefrO7e%0Aww7Lf3yqFVJjH9HkY/x4uPdeWLo0PQqpc2ftKFat2nn7Z5/Bf/4Dxx8fj1yNgWyJDXFVY8hHVZUW%0AFS7FSnrqKY0d/elPmkY+e7ZVSJm0bet/TaRt29QdOmQI/PCHhZ2TGoVkSwcVz+DBmpG2eHF6FJK7%0AoFlmYsOzz6q7aK+94pGrMZCZ+r1qlVoPN94YfTWGQigljlRfD1dcAT/7mSq3AQM0g9MOcHemTRv/%0AayL99Kdqwd5xR+Hz1VKjkKyFVDwiWgUc0hNDguxxJOuuCx9vtQa3GsM3v6nxoyRSShzp8cfV6j7/%0AfP2+337wzjt2gJtJRQVUV+de7jwbjz6qiuiJJ3Tl2YLvV9xt4sPGkPxx6qlw0knpsiwyJ8du2aLB%0AZ6uQwsVbreGOO7SDvvnm5JbS8TsXaft2TdD4+c93pDgPHAgLF9r+JBvFJja8/74OZu6/XycwF0Oq%0AFZK1kPLTsiVMnlzcKCVuMi2kV1/VUvlJXOisnHAtpPnz4ZJL4q3GUAh+XXYPPQQbN+oEX5f99tN3%0A25/sSjEKqaYGRo7UmJGfeG9gxVXDZssWdSN4R2t1dWDMZmprcxfss6SLdu007lVbq98nT4bhw/0F%0AVoOgsrKSFmEvhZoAqqq040lKNYZ89O+v89KKqW+4bRv8+tcaP/Iqn4ED9d1aSLtSqEKqr4ezz4Ze%0AvXTBRj+kRiGBPkzeB2bLls0ccUQvVq3KsYCOJbXcc8/O3++8MxYx2GOPPVi0aFHZK6U2bTTjbPfd%0Ak1GNIR977qkegAULNCmhEO67T9+/972dt3fsqBme1kLalUIV0rXXwowZmhziNyMzVQppy5YdCqm+%0AHurrt7Jq1UqWLVtGdXV17pMtFh/U1tbSrVs3tm7dWvYKqapKs6KefTYZ1RjyUVGhWaRz5xamkLZu%0Ahd/8Bq68ctcJoKBuO2sh7UohCunFF3Wu0euvl+bmTZ1CcmeUu4tpAVRXV1uFZLGUyJFHwgEHpCtW%0AV0wc6a67oFUrOP307PsHDtx1/pslv0JaskT/pzfdBPvvX9q9UqeQXPKs82SxWIrkhBPilqB4ClVI%0AmzerZXT99Q27ky65JL44ZZJp21aVTjY2b9Ys3lNO0cVBSyU1WXZNmuyskLwWksViaZwUqpBuvRXa%0At9fOsyH23FOvZ9mZhiwkY7QaTLNmupZSEKTGQmreXLWxi7WQLBaLOzk2MwPXy8aNmqRx660ad7IU%0AR0MK6fbb4ZlndL5aUMkgqWme5s2thWSxWHamTx+dzLsyR6LtTTdBt252YrVfsimkadN0ldlHH1XL%0AMihSo5AqK3eNIWXLlEkD7777Lqeffjpdu3alurqavffem9GjRzN9+vSSr11RUcE///nPAKQMj02b%0ANnHFFVcwYMAAWrduTZcuXRgyZAh3eNddj4BvfetbXHHFFZHe0xIsrVppnb2G3Hbr12s68m9/m9yK%0AE0mnbVv49FO1QkETP046Sf+nQ4cGe6/UKKRsFlIa5wy88sorHHzwwXTp0oU333yT2tpaZsyYwbBh%0Aw3j88cfjFi9U6urq2LhxI9/4xjd47rnnuOOOO1i7di0fffQR1157LU888UTcIlpSSK440p//rG69%0A4cOjlamcGDRIXZ1XXrmjgvfXv64WUuAYYxL9AqoB07t3jXnhBfMFM2cas9tuNQYwNTU1Ji3069fP%0AnHXWWQ3u/9WvfmW+8Y1v7LTt7LPPNmeeeeYX3y+//HKz1157merqatOtWzfz85//3BhjzIABA0xF%0ARYVp1aqVqaqqMsccc4wxxpjNmzebn/zkJ6ZXr16mXbt25rDDDjNTp0794nr33HOP2WuvvczEiRNN%0Ajx49TJs2bcz3v/99s379ejNu3DjTvn1707VrV3PrrbfuJNebb75pvvnNb5r27dubnj17mssvv9xs%0A27bti/0iYq6//npz6KGHmjZt2phHHnnEXHXVVaZ9+/ZmzZo1Of9PH3zwgTn66KNNhw4dTLdu3cz5%0A55+/Uzv37NnT3HnnnTudIyLm5ZdfNsYY88orrxgRMZMnTzZ9+/Y11dXV5sgjjzQfffSRMcaYsWPH%0AmiZNmpjmzZubNm3amKqqqqxy1NSk7xlrbPzwh8ZcdNGu29euNaZtW2OcR8JSAjNnGlNVZcwRRxgz%0AYIAx69f7u477ewKqTZb+PtUWUiGT2IzREjRBvlzTtVgWLFjAvHnzOPPMM3MeJzl8Cy+99BJ33303%0Ab775JjU1NcyaNYvjnaJR7733HsYYnnnmGWpra/nHP/4BwKWXXsrzzz/Pyy+/zCeffMIJJ5zAEUcc%0AwUeeNR5WrlzJokWLmDdvHu+++y5///vf+drXvsbw4cP59NNP+ctf/sKFF17IihUrAJg7dy5HHHEE%0AF1xwAZ9++imvvfYaTz/9NNddd91O8t52223cddddrF+/nhEjRvDss89y9NFHs3uO8uOff/45Rxxx%0ABF/+8pdZvnw5b731FnPmzOEsH3mlTz75JG+//TbLly9n48aNTJgwAYCbb76ZIUOG8JOf/IT169dT%0A69YpsqSOhoqs/ulPOqfq8MOjl6ncGDhQl6//4AOt4O3OBw2a1CikFi12jSEVopDWr9fCnEG+/M5V%0AWLVqFSLCXiWU3q6srGTLli28++67bN68mbZt23LwwQfvdIzxaExjDHfddRdXXXUVvXr1omnTplxy%0AySXsvffeTJo06YvjmjVrxu9+9zsqKyvp2bMnQ4cOpVu3bpxwwgmICCeddBItW7bknXfeAWDixImM%0AGDGCUaNGISJ069aNyy67jLvuumsnWS655BL69esHQIsWLVi1alXev/+ZZ56hrq6Oa665hubNm9O5%0Ac2duuOEG/v73v7OqiJmLIsI111xDmzZtqKqq4owzzmDatGkFn29JB9lcdp99pqnIv/1tPDKVI8cf%0Arwsa9u0b3j1SkxZQWblr2nchMaSqquLX8ijkmn7o1KkTxhiWL1/+RSddLIcddhjXXXcd11xzDaee%0Aeir7778/v/jFLziigUqYq1evZtOmTey99947be/duzdLly794nuHDh1o4pkx2Lp1a9q2bbvTOa1a%0AtWK9o43nz5/PK6+8QjtPnZD6+vqdlCFAz549d/reqVMnli9fnvNvXLZsGT169KDCk6Pbu3dvAJYu%0AXUqnTp1ynu+lS5cuO/1N6+3Mx7Kjf3+duLlxoyY5APz+93DoofCNb8QrW7kRdmJIaiykbC67QrLs%0ARHSBqSBffhuld+/e9O3bl/vvv7/BY6qqqtiwYcNO2z7KWD717LPP5pVXXmH16tWccMIJHH/88V+c%0Ak8+plc8AABoBSURBVOnu69ChAy1atGDhwoU7bV+4cCHdu3f394egBUfPOOMM1qxZ88Vr3bp11GRo%0A/4qMiR/HHnsszz//PGvXrm3w2t26dWPp0qXU19d/sW3BggWICD2cpUsz/0+Z/6NCyJTNkk46d9bf%0A5bx5+v2TT+Cvf9W6dZZ0kZpfZLa07zRm2d1666089thjXHrppV9YKOvXr+f+++/n8ssv58ADD+Td%0Ad9/lP//5D/X19Tz22GO89tprX5z/1ltv8frrr7N582aaNWtGmzZtqKio+MK66dKlC3M9DnUR4Zxz%0AzuGKK65g0aJF1NXVcf3117Nw4UJGjx7t+++44IILmDx5MpMnT6auro76+noWLlzIlClTcp73wx/+%0AkJ49e3L00UfzxhtvsGXLFurr63nzzTc55phjAFVaTZs2ZcKECWzevJmVK1dyySWXMGLECDp27AjA%0AgQceyEMPPURNTQ21tbX87Gc/yxl7y8Yee+zBPLcXs6QWkZ3jSNdcA9/+NgweHK9cluJJjULym9SQ%0ANIYOHcrUqVNZsWIFgwcPprq6mkGDBjFlyhROPvlkDjvsMCZMmMDIkSPp1KkTr732GieffPIX53/+%0A+edccskldO7cmd1335077riDJ5988otK1L/73e+45ppraNeuHSOcmYB/+MMfGDZsGN/61rfo3Lkz%0Af/vb33jppZfYs8gZbd4O/8ADD+TFF1/k9ttvZ88996RDhw6MGjVqJzdgNgXRqlUrXnvtNY466ijG%0AjBlD+/bt2XPPPfnJT37CKaecAqj18+KLLzJjxgz22msvDjroIPr27cs9nvUorrzySqqrq+nWrRsH%0AHXQQI0eOLOpvAfjxj3/M3Llzadeu3U6uR0v6cONIK1ZoRQZrHaUTyfT5Jw0RqQZqTj65hgMPrOZ/%0A/1e3P/YYXHttLW+/vRs1NTW22rclFGpra9ltN/uMJZ3f/Q5mzdKlD1at0v7Bkjzc3xOwmzFml9TW%0AVCU1lMPEWIvFEjz9+sHEibqe03//G7c0Fr+kxmXnN+3bYrGUP/37w/LlMHJk4avHWpJHqiykqVPh%0A7rs1o2bGDGshWSwWpXdvnR/zy1/GLYmlFFKjkIYP13TOBx7YUTHhmGPgpZfilsxiscRNZWX2ag2W%0AdJEahXT44XDiiTtvq63VFSAtFovFkn5SE0OyWCwWS3mTGgspF7YwpiUs7LNlsURHqhVSZWUle+yx%0AB926dYtbFEsZs8cee1BpM2gsltBJtUJq0aIFixYtYuvWrXGLYiljKisrv6iEYbFYQiTbIklRvYDe%0AwH+AucBUYN8sx1QT0gJpzz//fODXLAUrT26sPLmx8uTGypObKORJ+gJ9twK3GGP6AdcB90Z583yF%0AQKPGypMbK09urDy5sfLkJgnyxKaQRKQj8FXgAQBjzONANxHZO+eJFovFYilL4owhdQM+NsbUe7Yt%0ABboDH2YeHEa209atWxOVRWXlyY2VJzdWntxYeXIThTz5rh9btW8ROQB4wBizr2fbVOB/jTGveLbt%0ACeReYtRisVgsaWIvY8yKzI1xWkjLgC4iUuGxkrqjVpKXj4C9ALv2tMVisaSfKrRf34XYFJIx5lMR%0AeQc4E7hXRE4GlhljPsw4zgC7aFKLxWKxpJIG/XaxLtAnIn2Be4D2QA3wfWPM+7EJZLFYLJbYSPyK%0AsRaLxWJpHMQ9D8lisVgsFqDMFZKIfDluGbyISF8R6Re3HElFRPbNf1R0iEgfEdknbjmSjIgkovyY%0AiLRx3iVuWZKKiPSKW4Z8lKVCEpGzROS/wO9F5M8icoizPZa/V0TaisjtwGTgZhH5aZyKSUQOFpGX%0AROQaETkx/xmhy/N9EZmB/m/+KCJfdbbH1V5VIvIA8DTwgIhcJiLd45DFkedgETlRRBJRUE9ExojI%0AGyJSaYzZFlc7ObJ0EJFJwA0i0s4YY+JWSiJykIhMFpFfiMgxzrY4/0dnOlNqbhGR3yVt4Oel7BSS%0AiAwFvgecAZwFfAY8JCJNMibhRsmlaLxuIPAj4EvAT0WkedSCiMjRwN3A/cD7wJ9F5IQ4ZHHk2QsY%0AjbbVOcAm4EGAGNvrNKDSGNMfuAToA1watUIQkUoR+S3wBjABiLUjEeVq4CI0ESnW5TGdZ2ci0A/N%0AGD4RvsjMjUOeliJyI1oS7V/A58DfRaRVHM+yiLRw5DkP+D5wOdpuI6OWpVDKTiGhD+dmY8w8Y8wq%0A4E10ftMvIfqRiojs5tz/KQBjzCxgC/AN9CGJSg531NgZmGyMudcYcz9wI3AScGBUsmTI0w/oboyZ%0AaYz50BjzC2CriFzpHBdZe4lIE+djG2AlgDHm/4BHgd3RQU6UtAXWof+jecCxIrJ7xDIA2g5OR/83%0A4BTgWOAMEelnjKn3/O+iZAPwe+AIYDZwqIj0ceWNQZ7OqGI81BhzkzHmBuDfwOkxyOLyAnCSMWa2%0AMWYaWti0EpLp3ky9QhKRC0Tkf0TEXRTpY2C9iBznfP8S8Fd0hFsV9khFRPYXkb+KyLmOS6MGaA4M%0AE5EBItIFaIG6gw4SkaqQ5amEnUaN+wLeeoE3O++HiEjLMGVx5DnY/ei8vwcsFJFveg47D/hhRO3V%0Ax3URGmO2O5tbAXXOYAJ0UPMOMFhE2oYszxcLLzkDqknGmPlozcfDgf3DvH8WeQ72fjfGvGWMmevI%0A9DA6oIlKli/aypFlLTDL+Y39C+1sRzr7IrFIMtprMXCtMWaziDQRkVbAduC/UcjiyHOw8y7GmM3A%0Aq8aYVR7rfivqhYjNksxFahWSiHQTkenoj/Rg1PV0OvAP1BV1hYi8DnwduAp4BRgcskznoO6mRajb%0A534nVnQZuozG71BFNAXt5LoaY0KpQCEi+4nIW8BPM3bdApzixkSMMZ8DzwPHGWM2hSGLI88xIvIh%0A8LyIDPJ0GBXAu8Ax7ijbGPMG2sGcEKI8zUTkj+jSJ+NEpIdn91PAkcB+jmXwObAYrb+4ISR5sraX%0AMeYT5/05YCHwnQxZQyFbe2Wxgn4DDBCREz3KPAxZsraV0+luAVWUwHTgy7IjZhxawkWO9lrkvG9H%0ALZGW5JgIGqA8me1lnGe3xpFns3PofqgLOJGkViGhSugDY8zJwBh0BPlbYA9jzG9R98pYY8woZ6TZ%0AGnV7BI7H9O0DTDTG/Al1a6wExgIbjTHfA34MDDXGTHJk2SoizUKQZyDwJ9RaPE1E+rtyOj+YB4E7%0APac8BOwpIWXhOCPFoag19lfg5+4+Y8zHqHLuAnzXc9oWYE4Y8jjsj3YUY1BrbahHpneBl9G2+5Kz%0A+TXUhdY6aEEaai/PflcR/AXtUHqJSHsRCcXN2lB7eZWO8yx9DFwJ/EpE+onIn0SkUwgiZW0rd4Tv%0A+f1NQUuPHSMivwDODyPuV0B7uf3qoUBTY8wi0USZUKzbHO1Vn3HcAGCLMeZVERkkIleKSIcwZPJN%0AtkWSkvhC3V67eb4fg3YSrZzvTdCqDw+5z6nz3gF1KzzmPT8gmboDzZzPbYD7UEXo3vubwF1oBQrv%0AeccDbwHjQvpfNQOOcD4/igZZm3n2twBWoaO7HsDFaGygWYAyNAfaer53cu67P7oY44mefdVoIsoK%0A1N/+V2Aa0DuE9qp0PrcCujiff4NajoM8x1YBt6Od3P8Cs4Br0Q4m0vZytlc47z8D5qMB899G3V5A%0Ak4zzOgL1wKfA/0TdVu5vzXPeX4CNaOymb9BtVWh7Oft+7LxGoQPQ/42zvdBY8TPAH4GZwDlh/H9K%0A+rviFqDAf/4E4G3g76gbpzVwCLqg35Ge476MmqN9ne9fR4v43YCjuAKSp4fTsNOAF4FvONt/C0zJ%0AOPZq4FfO52rgAtSlOCJAeY5CrZ5RQB9nm6uo90FdiIejo8umzvZvogHhaagb8Ushtle1Z19zNHPt%0AtSyd2yjn/3Uz0DrE9jo0Y39f1Er8IVDl2d4eDd7/BRgZdXt5jneV0QDUbTWFLKsrR9lezrO0P+oF%0AuCmo35eftnJkaYIOapYE+dvy2V5NnNe/0ZJojwH942wvZ9+N6ODh50G1V9Cv2AUo4J9/hvNgdkA7%0A80nAr52H8BZ0xNTJ83A8DXzZc/7ens8VAcl0Pxq8dB+Of6EKsimwGviO59jTgOme710C/v9cgcZg%0AfoymwL7n2dfEeb8OjRPtMroHeng+SwDyZLbXF/8rzzH7oJ3qOOd7n2wyZP6gAmyvl7wdiLP9f9AB%0ATn/ne6eQnmff7YWmNR/tfZ5LfaZ9tldv7z7P55Ktx1LaCuicsPZ6Cjgho71K+o2V0l5oNmK/TPmT%0A9IpdgAIa4JfArc7nZuhI/9/AAagSuAe4ytnfBx0ZdM64RskPgnMdQV0UD7Kze+cvzqsZmsr9FnCs%0As+9i1NUTaOM7f1MLR5b+nu1vAn9wj3EfPDRL7DzgDuDCLNcLqvPP1l6vup0KO9yZ30aD9K+jbs3d%0AMv++kNvrj3gGK872m4F/ovGK0xLUXhclsL3aevYFoRhLaavTg2yrANrrR9muF2N73QO08T47BNAf%0AhvFKVFKDk01zsujifS6rgc9EpIMxpg5t+JfQH+kb6IN5rIj8HVVUDxsnM8nFGFNvnJbwIdMhInK+%0AiAw0yqeoMvQGMu9CRyWHG2PuRuMxbrWIU4F7TEBZSKIV0t2/aTPqxjnEc8h56PyQPsYJajr3Xoxa%0AlC1xJp568SNfEe31MhqQxhjN/gF+gMZpnjPGnGOcbCCPPL7Sdotor77o/B73vP5oIopB4wMP+7l/%0AFnmCaK9JmddNQHutc39Tzt9WdHsF2FYPFXvvHDIF0V73ea5X4V7PhyxBtdfZRjNFceX12x+GTtwa%0A0X0B56L/3AfQJcx/7Gw/EXgCJ07jbDvaOa6z870jGi9qF6A8nZ17vIma6m+jWXsAFwKLM46/F7jR%0A+dwUHUF+LUB5DkNHhK+go8ajne0/Ql0DTT3HPgrc7XxuDvwBHUUd4DmmVNdBse11v6e9vg48DrT3%0AHFPqCNtPe93gfK5Cqw+cZdsr/PZKWlvZ9krOK3YBnH/WCU6jH+h8HwnMYIdJfD+aXuoGFAeirrnK%0ALNcKxBxFA/43er6fj856dk3i2cAvPftPd35cEsT9PdcVYDw6gfQ4dPXc69DRWFM0sPwIMN5zzkh0%0AZNnC+d7d+2CW+nCWW3sF/Czb9kpJW9n2St4rdgGcf1pvPGmcqG/0XZxMInRC6+3opNf9UZfT7UDL%0AMB5Q570nuu67u30ccJvn+4FoRs/P0PkqC4CTQ5CnAvUTD8iQ5W/O59bOD/YDzwN8P/CzLNcKKu4Q%0ASHuV+sO17ZWu9kpaW9n2St4rEaXjjTELPJ+NiAxG/cMLnW3TRGQ56r/9FbDAGPPjkGQxzvti0EmJ%0ARn3EHdEyIG5dr/86lRm+iqaFjjHGvBqCPPUi8jZQKyJNjTHb0HkWnzv7N6DFY/uiExT7oimzd2S5%0AViBxrKDaywRQ3sW2V0EyJaK9ktZWjiy2vZJElNqPPO4sdoygLgD+5NnunRvS3PM5iBF2Zq5+5kQ7%0A10yeAhyTKU8I/6MGR1keWe4ALsmyfzd2zggq1bVi28u2V9m0lW2v5L8iybITpYlxEJGuzvad7m+c%0A/yqavv13p7zFP4AjPdkqW0Skwild4nsE4JYbMc6oRkS+liGDK1O9I+8aYIqIXAJMC7rMjufv2y66%0AftLemcc4srQAegGPiMhuIvIrNwvHGFNjjJnj/L8rMv+WImSx7ZVfHtteOeRxrpWItnJksO2VBqLU%0AfmilguPRNYr6mSwjFtRf+hGa7fIf4PyQZTrBuc9NNDA6A76FmvFTUX/tPiHKcwrqL/5OA/u/hE6M%0AuxoNdP46839o28u2VxLaK2ltZdsr+a8wGz7TPP8RWoPrWjRnf1ID530FrWl2OTunWgYysTXj+7Ho%0A3KVD85w3Fi2RkvO4ImXZabIumib+K7SsUINlYdDKD/XOj3zvAOWx7WXbqyzayrZXel/R3EQntr3C%0Ajjz5b6Gpncc53zNHBV08n0senXivkfGQXgZc6W6nAR8sARYdda5X4fnc3pURrfKw1v1xkr3Uz2Bg%0AiPdaQT+ctr1se6W1rWx7pfsVWgxJRDqKyKXO12boCMUtBf8q8BxaRRmTkZ1ijPnY8YtWZO7zg9nh%0Ayx4L/EVEjhBdK6U7WqUb9KGrF5E2krGOitEZ0YHh3KeFiNwAvCwif0aLnd6Dznk43TluW5Zzpxlj%0AXnf+ngpTQhUKL7a9cspj26sBktZWzjVte6WUMJMa9kVLbAxDg5bvoWVBMBp8W4+uwTMGdgRCXYzP%0AciRe3GuKrjT5LJqz/39oVe7x6GS774nI0c5DfChaSfjbpdw3lyzO52+j/vLPgLNQl8Uj6ES8R4Hu%0AInKsc2yDbVTq/ycD215ZZHE+2/bKIElt5ZXH+WzbK6VIqcrfye4wzudjgHXGmP8TkXbAOWiJixNF%0A5H/RUcpk1IQ/Bg3WNUVnQZes+UWkJzrbegUauFxkNKtmJNDBGHObiExEl6n4hTHmNUeug9CUzrbo%0AGjNPlSqLI8/hwBB00b5PnW1dgV+gVXv3MM5KjiLyL+AtY8xPROQadPb1iGyjuBJlsu3VsDy2vRqW%0AoycJaitHJtte5YYfPx86s/mXQEfPtj3QQOADnm1fQtfsGO18PwMdqUxCa1L9Gk9JDr8v1D/8G3QR%0ArOtQE/g/OAuYoSXkX0OXOP6F57yeznszYHCpcmSR61E0QPoMO5d9H4JOrhvt2fZ94H7n84E4s8ID%0AksO2l22vsmor217l+Qr6QTgC1finO99bO//sN4CuzrbmaL2oPzgPTUkPhvPwLUGrfu/mbGuBVtl+%0Az9l/HFp+xFvWfjzqXgisIKvn2q7leRGaHXMHWuxwjLO9Gg36/hOnhApaIXyXyXgByWPby7ZXWbSV%0Aba/yfhVVOshjjv4bNdt7AFeLyLPGmDvRdYC+gq4z/4gxZoOIrAOWo+XjP0JLYFwHzDTGDC7m/g1Q%0AiwZP/2CMqRGRZsaYzSLyPDAImGCMOVq0FMlvRGQqmtVigMuMMWsCkGEnnP8RqJuimzHmXBE5DJgk%0AIpvQH8cjwGjgbyLyEVpW/s4g5bDtVRi2vRokcW0Ftr3KGp8jgiuA253PhwFLUfOzJVqX6inUrJ+N%0AVqV1q+K6I5tdqtKW8kJHcJPxLELlbD8SrSLcBtgTrYt1BQEvvpZDrgHAVOdzDzRwOQ0N7rYCznbk%0APspzThgVjW172fYqq7ay7VWer6AfhEfQzL1W6Ojkq55zAs/n91x7NzwVgXHmNqBrh3yEZ835SP+5%0Amnn0N3TVxg+cH0gr5/PlaJbNrTiVjgmpFpVtL9te5dZWtr3K8xX0gzAbuIaMGcVhPQgZMl2Cpp3u%0A4dl2KVnKxEf2z1X/8BI8a7842/f0fD4ROCNkOWx72fYqq7ay7VWeL19p3yLSHM26edoYc6Fne1dj%0AzEee71+kQEaBiEwDbkNXoPwtmrlyvjFmTlQyZJHpFmCeMeZP4pS3z0gNrTAhzy+w7VWUTLa9ssuU%0AuLZy5LLtVUb4Wg/JaIXZ59CldZEd64h87HwPbIZzkfwG9dfOAv5ijLkr4vtnow3w+f+3dzehcVVh%0AGMf/j60i6CLRoFKQFqQFsdrQIsYPrKgguqihFXWhoN0prS0YEAXNohvbkI2CFgsiuKkgoqj4QQS/%0AKAmaNm0DFpG2rhS0WCoRlcDr4pwrl/lwJp1xchOe3yr3zpl7ztz3hnfOzc15S+eI8nn5v39Zch+O%0AV/scr8aqGCtwvJaVTgr0Nb0QenERNBIRH0h6GHgvIv5ajDE0sDMiflvsQeB4tcvxaqCisQLHa1k5%0A75UaJPVX5EJYEnpx66BF/47XAjheS4vjtTx0Y+mgRb0QbGEcr6XF8VpaHK/OdJyQzMzMuqEnJczN%0AzMxacUIyM7NKcEIyM7NKcEIyM7NKcEIyM7NKcEIya0DSVknfSjos6TtJE3n/LklXtHmM+yV1VFJA%0A0mZJf0ialjQr6bikcUl9bb5/VNJFnYzBrFeckMxqSLqKtEr0cERsjIhrSYuJAuwmVQNtxzBwcxeG%0AdCIiNkXEemCItI7cZ5LUxntHSUX1zCrPCcms3pXAPHC22BERM5KeB1YBb+WZ0w2S7pR0KM9gjkt6%0AHEDSvcAWYCS33Z5nO0eKY0q6TtKp/POApE8kHZU0I6lhMbmImAOeBAZINYiQNCZpKvfzuaS1ef+r%0ApAJwX+XXBiRdKuk1SZO5n/2SOllCzKxrnJDM6h0jFVT7UdI7kkbyys17SDWAHswzp2Ok1a9vjYhN%0ApOJso7ntR6TFSMdy22Ix0tr/RC+2HwFORsSGiBgEnm42uLxW2hFSHR6AFyPipojYSCqo91Ju9wSp%0A3MFteQy/AuPAlxExlPtZAew63xNl1k3+ZmRWIy+K+YCkdcBm4D7gOUk35iblW2UDwOu57TxwGbCe%0AlLgWYhLYLWmMVFfn4xbty2O4R9IO0q28C4D+/2g7DAxJKhLexXncZovOCcmsiYj4nlTn5kAuL7CF%0A+hnOfuDDiNgGIGma5n+zmSfNSAr/touISUmDwN3AVmBP3q4j6UJgEHhF0tXAy6RqpKclXQ980eKj%0AbYuIH1q0Mes537IzqyFplaRbStv9wBpSKe9zQPkJtz5S1VIk3Q5sKL12jlQCvHASWC3p8rz9aKmP%0ANcBcRLwNPAWsJZU0gNIMR9IlpAT0C/BpPv7fwM/5IYedNR+ndgzvAs9IWpGP1yfpmqYnw6yHnJDM%0A6q0EXpB0QtJh0ozjjYh4n5QMDhQPNQDPAntzu8dIt94KbwIP5QcetkfET8A+4BtJh4AzpbZ3ANP5%0AoYevgZGI+D2/ti73NwtMAXPAXZHMAgdJ5bKngNM1n2UcmCgeaiCVI/8TmJF0FJgAVnd2usy6w6t9%0Am5lZJXiGZGZmleCEZGZmleCEZGZmleCEZGZmleCEZGZmleCEZGZmleCEZGZmleCEZGZmlfAPuYD/%0AElapazYAAAAASUVORK5CYII=" alt="" />
 

我们也可以绘制特定日期的数据,如2012。由于数据由每周的客户数量组成,数据的可变性似乎是可疑的。对于本教程,我们将假设不良数据已处理

In [25]:
Daily.loc['FL']['2012':].plot()
Daily.loc['GA']['2012':].plot()
Daily.loc['NY']['2012':].plot()
Daily.loc['TX']['2012':].plot();
 
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H0uPhfoa4zpCQwGxojIbol/DUum4JYNyqnmygt7UkOqR4dNBjfB4cEH4dtvg7bGArEJUr160L69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%0AAElFTkSuQmCC" 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euAWc65nsBpwBQRqeX3GQsUO+d6AAcBk0SkWUT2GCkQhSDtsgv06gUPPBCJSYZh1ACiEqSNQCAm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%0AkiStIAUpSZIkaQX/Bwp2J9PT7gxcAAAAAElFTkSuQmCC" 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Fi5Ek47Db78MtPSpJecUkjmtjMMoy5z990wYwY8/TT07QtffZVpidJLTikkMLedYRh1k5IS+M1v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" 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f8rIh2Ar0RkHHAdMFlV+4tIT+AZEemoqmuAYcByVd1SRDoC74rI66q6KCaZEuf8823A6l/+krlz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" alt="" />
 

我们假定每个月的客户数量保持相对稳定。该月份特定范围以外的数据将从数据集中删除。最终的结果应该是没有尖峰的平滑图。

StateYearMonth - 在这里我们按State,StatusDate的年和StatusDate的月进行分组。
Daily ['Outlier'] - 一个布尔值(True或False)值,让我们知道CustomerCount列中的值是否在可接受的范围之外。

我们使用属性transform 而替代apply。原因是transform能保持数据帧的形状(行数和列数)相同,而apply不行。通过查看以前的图,我们可以看到它们不像高斯分布,这意味着我们不能使用 均值和stDev之类的汇总统计量。我们使用百分位数代替。请注意,我们冒着消除良好数据的风险。

In [26]:
# Calculate Outliers
StateYearMonth = Daily.groupby([Daily.index.get_level_values(0), Daily.index.get_level_values(1).year, Daily.index.get_level_values(1).month])
Daily['Lower'] = StateYearMonth['CustomerCount'].transform( lambda x: x.quantile(q=.25) - (1.5*x.quantile(q=.75)-x.quantile(q=.25)) )
Daily['Upper'] = StateYearMonth['CustomerCount'].transform( lambda x: x.quantile(q=.75) + (1.5*x.quantile(q=.75)-x.quantile(q=.25)) )
Daily['Outlier'] = (Daily['CustomerCount'] < Daily['Lower']) | (Daily['CustomerCount'] > Daily['Upper']) # Remove Outliers
Daily = Daily[Daily['Outlier'] == False]
 
名为Daily的数据帧将保存每天汇总的客户数量。原始数据(df)每天有多个记录。我们剩下一个由State和StatusDate索引的数据集。异常值列等于False,表示该记录不是异常值。
In [27]:
Daily.head()
Out[27]:
    CustomerCount Lower Upper Outlier
State StatusDate        
FL 2009-01-12 901 450.5 1351.5 False
2009-02-02 653 326.5 979.5 False
2009-03-23 752 376.0 1128.0 False
2009-04-06 1086 543.0 1629.0 False
2009-06-08 649 324.5 973.5 False
 

我们创建一个名为ALL的单独数据帧,它是将Daily数据帧按StatusDate分组而成。我们基本上摒弃了State列。Max列表示每月的最大客户数。Max列用于平滑的曲线。

In [28]:
# Combine all markets

# Get the max customer count by Date
ALL = pd.DataFrame(Daily['CustomerCount'].groupby(Daily.index.get_level_values(1)).sum())
ALL.columns = ['CustomerCount'] # rename column # Group by Year and Month
YearMonth = ALL.groupby([lambda x: x.year, lambda x: x.month]) # What is the max customer count per Year and Month
ALL['Max'] = YearMonth['CustomerCount'].transform(lambda x: x.max())
ALL.head()
Out[28]:
  CustomerCount Max
StatusDate    
2009-01-05 877 901
2009-01-12 901 901
2009-01-19 522 901
2009-02-02 953 953
2009-02-23 710 953
 

正如您从上面的ALL数据帧中看到的那样,在2009年1月份,最大客户数为901.如果我们使用了apply,我们会得到一个以(Year 和 Month)作为索引的数据帧,并且只有Max列值为901。

 

还有一个兴趣来衡量当前客户数量是否达到公司既定的目标。这里的任务是直观地显示当前客户数量是否符合下面列出的目标。我们将称目标为BHAG(大额年度目标)。

  • 12/31/2011 - 1,000位客户
  • 2012年12月31日 - 2,000位客户
  • 2013年12月31日 - 3,000名客户

我们将使用date_range函数来创建我们的日期。

定义: date_range(start = None,end = None,periods= None,freq ='D',tz = None,normalize = False,name = None,closed = None)
描述:返回固定频率的日期索引,日期作为默认频率

通过选择频率为A或annual,我们将能够从上面获得三个目标日期。

In [29]:
pd.date_range?
In [30]:
# Create the BHAG dataframe
data = [1000,2000,3000]
idx = pd.date_range(start='12/31/2011', end='12/31/2013', freq='A')
BHAG = pd.DataFrame(data, index=idx, columns=['BHAG'])
BHAG
Out[30]:
  BHAG
2011-12-31 1000
2012-12-31 2000
2013-12-31 3000
 

使用concat函数可以简化前面课程中学习的数据帧的组合。请记住,当我们选择axis = 0时,我们会明智地追加行

In [31]:
# Combine the BHAG and the ALL data set
combined = pd.concat([ALL,BHAG], axis=0)
combined = combined.sort_index(axis=0)
combined.tail()
Out[31]:
  BHAG CustomerCount Max
2012-11-19 NaN 136.0 1115.0
2012-11-26 NaN 1115.0 1115.0
2012-12-10 NaN 1269.0 1269.0
2012-12-31 2000.0 NaN NaN
2013-12-31 3000.0 NaN NaN
In [32]:
fig, axes = plt.subplots(figsize=(12, 7))

combined['BHAG'].fillna(method='pad').plot(color='green', label='BHAG')
combined['Max'].plot(color='blue', label='All Markets')
plt.legend(loc='best');
 
aaarticlea/png;base64,iVBORw0KGgoAAAANSUhEUgAAAxgAAAHCCAYAAABsR28EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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%0AqZaYpdMAAAAASUVORK5CYII=" alt="" />
 

There was also a need to forecast next year's customer count and we can do this in a couple of simple steps. We will first group the combined dataframe by Yearand place the maximum customer count for that year. This will give us one row per Year.

还需要预测明年的客户数量,我们可以通过几个简单的步骤来完成。我们首先按year组合数据帧,并提取当年的最大客户数量。这会给我们每年一行。

In [33]:
# Group by Year and then get the max value per year
Year = combined.groupby(lambda x: x.year).max()
Year
Out[33]:
  BHAG CustomerCount Max
2009 NaN 2452.0 2452.0
2010 NaN 2065.0 2065.0
2011 1000.0 2711.0 2711.0
2012 2000.0 2061.0 2061.0
2013 3000.0 NaN NaN
In [34]:
# Add a column representing the percent change per year
Year['YR_PCT_Change'] = Year['Max'].pct_change(periods=1)
Year
Out[34]:
  BHAG CustomerCount Max YR_PCT_Change
2009 NaN 2452.0 2452.0 NaN
2010 NaN 2065.0 2065.0 -0.157830
2011 1000.0 2711.0 2711.0 0.312833
2012 2000.0 2061.0 2061.0 -0.239764
2013 3000.0 NaN NaN NaN
 

为了获得明年的最终客户数量,我们假设我们目前的增长率保持不变。然后,我们将增加这一年的客户数量,这将是我们对明年的预测。

In [35]:
(1 + Year.ix[2012,'YR_PCT_Change']) * Year.loc[2012,'Max']
 
C:\Users\david\Anaconda3\lib\site-packages\ipykernel\__main__.py:1: DeprecationWarning:
.ix is deprecated. Please use
.loc for label based indexing or
.iloc for positional indexing if __name__ == '__main__':
Out[35]:
1566.8465510881595
 

呈现数据

为每个State创建单独的图形。

In [36]:
# First Graph
ALL['Max'].plot(figsize=(10, 5));plt.title('ALL Markets') # Last four Graphs
fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(20, 10))
fig.subplots_adjust(hspace=1.0) ## Create space between plots Daily.loc['FL']['CustomerCount']['2012':].fillna(method='pad').plot(ax=axes[0,0])
Daily.loc['GA']['CustomerCount']['2012':].fillna(method='pad').plot(ax=axes[0,1])
Daily.loc['TX']['CustomerCount']['2012':].fillna(method='pad').plot(ax=axes[1,0])
Daily.loc['NY']['CustomerCount']['2012':].fillna(method='pad').plot(ax=axes[1,1]) # Add titles
axes[0,0].set_title('Florida')
axes[0,1].set_title('Georgia')
axes[1,0].set_title('Texas')
axes[1,1].set_title('North East');
 
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TRkprU4RaqlwBmIEzjNNHFIRJrD1q0+bA2o8G5RL4EzSYUTFDhFqqXAGYgTOEGBU0SaQ5QZ6tDY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" 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WDkSNhhB9h1V+jTJ7q1iYiI1KQMQpEcWrQIZs5UgDBKIXj24EUXeXAQvCznqafgjDPg3ntjXZ5I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%0ATHRBAAAAAElFTkSuQmCC" alt="" />
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第三课 创建函数 - 从EXCEL读取 - 导出到EXCEL - 异常值 - Lambda函数 - 切片和骰子数据的更多相关文章

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