From 9aa114e1f1181d6ba3cd3859de52b6cd0f834b48 Mon Sep 17 00:00:00 2001 From: Gabriel Ferraz Date: Wed, 13 May 2020 15:39:37 +0300 Subject: [PATCH] Updating readme --- ...modeling for financial time series data.md | 3545 ++++++++++++++++ ...ng for financial time series data_13_1.png | Bin 0 -> 7627 bytes ...ng for financial time series data_18_0.png | Bin 0 -> 9547 bytes ...ng for financial time series data_18_1.png | Bin 0 -> 10378 bytes ...ng for financial time series data_20_0.png | Bin 0 -> 22242 bytes ...ng for financial time series data_25_0.png | Bin 0 -> 11734 bytes ...ng for financial time series data_25_1.png | Bin 0 -> 10969 bytes ...ng for financial time series data_25_2.png | Bin 0 -> 11252 bytes ...ng for financial time series data_25_3.png | Bin 0 -> 11024 bytes ...ng for financial time series data_28_1.png | Bin 0 -> 144262 bytes ...ing for financial time series data_2_2.png | Bin 0 -> 43336 bytes ...ng for financial time series data_31_0.png | Bin 0 -> 114325 bytes ...ng for financial time series data_31_1.png | Bin 0 -> 55429 bytes ...ng for financial time series data_33_2.png | Bin 0 -> 89379 bytes ...ng for financial time series data_33_3.png | Bin 0 -> 63395 bytes ...ng for financial time series data_33_4.png | Bin 0 -> 11911 bytes ...ng for financial time series data_36_2.png | Bin 0 -> 95828 bytes ...ng for financial time series data_36_3.png | Bin 0 -> 12021 bytes ...ng for financial time series data_36_4.png | Bin 0 -> 12413 bytes ...ng for financial time series data_39_2.png | Bin 0 -> 73965 bytes ...ng for financial time series data_39_3.png | Bin 0 -> 11758 bytes ...ng for financial time series data_39_4.png | Bin 0 -> 12103 bytes ...ng for financial time series data_42_2.png | Bin 0 -> 151099 bytes ...ng for financial time series data_42_3.png | Bin 0 -> 11559 bytes ...ng for financial time series data_42_4.png | Bin 0 -> 11734 bytes ...ng for financial time series data_42_5.png | Bin 0 -> 11899 bytes ...ng for financial time series data_42_6.png | Bin 0 -> 12062 bytes ...ng for financial time series data_49_7.png | Bin 0 -> 41568 bytes ...ng for financial time series data_49_8.png | Bin 0 -> 36207 bytes ...ng for financial time series data_50_0.png | Bin 0 -> 123736 bytes ...ng for financial time series data_50_1.png | Bin 0 -> 92592 bytes ...ng for financial time series data_52_0.png | Bin 0 -> 165355 bytes ...ng for financial time series data_55_2.png | Bin 0 -> 51931 bytes ...ng for financial time series data_55_3.png | Bin 0 -> 54746 bytes ...ng for financial time series data_55_4.png | Bin 0 -> 51931 bytes ...ing for financial time series data_6_0.png | Bin 0 -> 8219 bytes README.md | 3550 ++++++++++++++++- README2.md | 5 + 38 files changed, 7095 insertions(+), 5 deletions(-) create mode 100644 Dataset modeling for financial time series data.md create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_13_1.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_18_0.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_18_1.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_20_0.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_25_0.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_25_1.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_25_2.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_25_3.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_28_1.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_2_2.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_31_0.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_31_1.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_33_2.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_33_3.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_33_4.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_36_2.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_36_3.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_36_4.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_39_2.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_39_3.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_39_4.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_2.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_3.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_4.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_5.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_6.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_49_7.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_49_8.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_50_0.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_50_1.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_52_0.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_55_2.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_55_3.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_55_4.png create mode 100644 Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_6_0.png mode change 100755 => 100644 README.md create mode 100755 README2.md diff --git a/Dataset modeling for financial time series data.md b/Dataset modeling for financial time series data.md new file mode 100644 index 0000000..dfa8b0d --- /dev/null +++ b/Dataset modeling for financial time series data.md @@ -0,0 +1,3545 @@ + +# Dataset modeling for Financial Time Series Data +This document aims to provide information on the research related to find the best format to represent financial time series data with certain data analysis for the usage of machine learning techniques + +## On the data provided - Overview + + +```python +%matplotlib inline + +import pandas as pd +import pandas_datareader as web +from IPython.core.display import display +import matplotlib.pylab as plt +from stockstats import StockDataFrame +import seaborn as sns +sns.set() + +df = web.DataReader('BRL=X', 'yahoo') +data = pd.DataFrame(df) +data = StockDataFrame.retype(data) +display(data.head()) +data.plot(figsize=(15,10)) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseadj closevolume
Date
2010-01-041.69301.74121.67231.71901.71900.0
2010-01-051.67131.73701.67131.73701.73700.0
2010-01-061.67981.73591.67981.73151.73150.0
2010-01-071.72421.74721.68051.73891.73890.0
2010-01-081.69541.74921.69541.73201.73200.0
+
+ + + + + + + + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_2_2.png) + + +## On the indicators + + +```python +%matplotlib inline + +import pandas as pd +import pandas_datareader as web +from IPython.core.display import display +import matplotlib.pylab as plt +from stockstats import StockDataFrame +import seaborn as sns +sns.set() + +data = pd.read_csv('USDBRL/all_indicators.csv') +data = StockDataFrame.retype(data) +copy = data.copy() +display(data.tail()) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseadj closevolumeclose_20_smaclose_20_mstdbollboll_ub...mdi_14mdidx_14dxdx_6_emaadxadx_6_emaadxrtrixtrix_9_sma
date
2018-01-223.19123.20633.18283.19473.19470.03.251310.0453473.251313.342003...32.42446432.42446450.39382650.39382644.70556244.70556246.14526246.145262-0.104079-0.070007
2018-01-233.20073.23643.19863.20073.20070.03.244570.0420743.244573.328719...27.45617127.45617112.09310812.09310835.38771835.38771843.07167843.071678-0.108291-0.079818
2018-01-243.23373.23823.17573.23553.23550.03.240860.0392023.240863.319265...31.17443031.17443028.15480828.15480833.32117233.32117240.28581940.285819-0.107148-0.087835
2018-01-253.14513.14843.12153.14513.14510.03.232450.0408513.232453.314153...41.19458041.19458052.07050952.07050938.67812638.67812639.82647839.826478-0.112533-0.094800
2018-01-263.14543.15433.13123.14693.14690.03.224240.0407123.224243.305665...36.82179636.82179645.96752445.96752440.76081140.76081140.09343040.093430-0.120949-0.101018
+

5 rows × 69 columns

+
+ + +## Handling missing data (Data Cleaning) + + +```python +#How much of the data is missing +counter_nan = data.isnull().sum().sort_values(ascending=False) +plt.figure(figsize=(15,10)) +plt.scatter(counter_nan, counter_nan.values) +plt.show() +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_6_0.png) + + + +```python +#how many columns does not have a single nan +counter_without_nan = counter_nan[counter_nan==0] +print " [+] Number of columns that does not have a nan: " + str(len(counter_without_nan)) +print " [+] Number of total columns: " + str(len(data.columns)) +``` + + [+] Number of columns that does not have a nan: 24 + [+] Number of total columns: 69 + + +###### Much of the encountered NaN are caused from the indicators necessity for previous data + + +```python +display(data[counter_nan.keys()].head()) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
cci_20ccitrhigh_deltaumlow_deltadmclose_-1_dcr-ma3close_-1_s...kdjk_9close_10_smamacdsclose_50_smadmapdmpdm_14_emapdm_14macdhmacd
date
2010-01-04NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...55.9264631.7190000.0000001.7190000.00.00000.0000000.0000000.0000000.000000
2010-01-0566.66666766.6666670.0657-0.00420.0000-0.00100.0010.0180NaN1.7190...68.6147811.7280000.0002241.7280000.00.00000.0000000.0000000.0003590.000404
2010-01-0660.36363660.3636360.0572-0.00110.00000.00850.000-0.0055NaN1.7370...74.4508651.7291670.0002731.7291670.00.00000.0000000.0000000.0001410.000344
2010-01-07133.333333133.3333330.06670.01130.01130.00070.0000.0074NaN1.7315...79.3220961.7316000.0003761.7316000.00.01130.0034570.0034570.0004000.000576
2010-01-08106.533036106.5330360.05380.00200.00200.01490.000-0.0069NaN1.7389...78.8548681.7316800.0003871.7316800.00.00200.0030770.0030770.0000550.000415
+

5 rows × 69 columns

+
+ + +###### Erasing equal or all zero columns + + +```python +from pandas.util.testing import assert_series_equal +import numpy as np + +# Taking out columns that have all values as 0 or equal values +data = StockDataFrame.retype(data) +cols = data.select_dtypes([np.number]).columns +diff = data[cols].diff().sum() + +data = data.drop(diff[diff==0].index, axis=1) +data = data.drop('adj close', 1) +display(data.tail()) + +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseclose_20_smaclose_20_mstdbollboll_ubboll_lbclose_-1_s...mdi_14mdidx_14dxdx_6_emaadxadx_6_emaadxrtrixtrix_9_sma
date
2018-01-223.19123.20633.18283.19473.251310.0453473.251313.3420033.1606173.2051...32.42446432.42446450.39382650.39382644.70556244.70556246.14526246.145262-0.104079-0.070007
2018-01-233.20073.23643.19863.20073.244570.0420743.244573.3287193.1604213.1947...27.45617127.45617112.09310812.09310835.38771835.38771843.07167843.071678-0.108291-0.079818
2018-01-243.23373.23823.17573.23553.240860.0392023.240863.3192653.1624553.2007...31.17443031.17443028.15480828.15480833.32117233.32117240.28581940.285819-0.107148-0.087835
2018-01-253.14513.14843.12153.14513.232450.0408513.232453.3141533.1507473.2355...41.19458041.19458052.07050952.07050938.67812638.67812639.82647839.826478-0.112533-0.094800
2018-01-263.14543.15433.13123.14693.224240.0407123.224243.3056653.1428153.1451...36.82179636.82179645.96752445.96752440.76081140.76081140.09343040.093430-0.120949-0.101018
+

5 rows × 66 columns

+
+ + +###### Slicing the index gives us a pretty simple solution with minimum data miss for the indicator necessity on previous data + + + + +```python +data = data[14:-14] +counter_nan = data.isnull().sum().sort_values(ascending=False) +display(data[counter_nan.keys()].head()) +plt.figure(figsize=(15,10)) +plt.scatter(counter_nan, counter_nan.values) +plt.show() +print " [+] Number of columns that does not have a nan: " + str(len(counter_nan)) +print " [+] Number of total columns: " + str(len(data.columns)) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
cci_20ccilow_deltaumhigh_deltatrclose_-1_ddmwr_6open...mdm_14mdi_14trixkdjjkdjj_9kdjdkdjd_9kdjkkdjk_9trix_9_sma
date
2010-01-22178.996300176.8077990.01300.02690.02690.07760.01800.00009.2927631.7525...0.0019413.0851130.14341697.52837797.52837792.85676892.85676894.41397194.4139710.083942
2010-01-25128.966672124.2965060.01300.0000-0.00880.0558-0.03530.000038.8009991.8189...0.0016532.6593990.15534473.82714873.82714890.13825190.13825184.70121784.7012170.096051
2010-01-26197.350586184.5210320.04740.02470.02470.06250.05010.00009.1176471.8136...0.0014112.2693880.17296882.36216382.36216389.02738289.02738286.80564286.8056420.110112
2010-01-27170.239369148.954115-0.02690.02030.02030.08030.01600.026911.5331491.7860...0.0050907.9531660.19535585.87436685.87436688.57695188.57695187.67608987.6760890.125540
2010-01-28166.319888142.5871030.02040.00490.00490.06480.01840.00002.4297651.8064...0.0043636.8095810.22210194.51622994.51622989.42541989.42541991.12235691.1223560.142624
+

5 rows × 66 columns

+
+ + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_13_1.png) + + + [+] Number of columns that does not have a nan: 66 + [+] Number of total columns: 66 + + +###### After slicing we can backfill NaN values for holidays and exceptional days on the market + + +```python +#Back filling for holidays and exceptional days on the market +data = data.fillna(method='bfill') +data = data[1:-1] +counter_without_nan = data.isnull().sum().sort_values(ascending=False) +print " [+] Number of columns that does not have a nan: " + str(len(counter_without_nan)) +print " [+] Number of total columns: " + str(len(data.columns)) +``` + + [+] Number of columns that does not have a nan: 66 + [+] Number of total columns: 66 + + +## Data Exploring + + +```python +def plot_histogram(x): + plt.figure(figsize=(15,10)) + plt.hist(x, alpha=0.5) + plt.title("Histogram of '{var_name}'".format(var_name=x.name)) + plt.xlabel("Value") + plt.ylabel("Frequency") + plt.show() +``` + + +```python +plot_histogram(data['macdh']) +plot_histogram(data['cci']) +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_18_0.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_18_1.png) + + +###### Exploring the distribution of percentage change in the close value + + +```python +import matplotlib.mlab as mlab + +mu = data['close_-1_r'].mean() +sigma = data['close_-1_r'].std() +x = data['close_-1_r'] +num_bins = 50 +fig, ax = plt.subplots(figsize=(15,10)) +n, bins, patches = ax.hist(x, num_bins, normed=1) +y = mlab.normpdf(bins, mu, sigma) +ax.plot(bins, y, '--') +ax.set_title('Histogram of 1-day Change $\mu=' + str(mu) + '$, $\sigma=' + str(sigma) + '$') +plt.show() +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_20_0.png) + + +###### Making our first label of 1 day future forecast for feature exploration + + +```python +label_display = pd.DataFrame() +label_display['close'] = data['close'] +label_display['from_yesterday_rate'] = data['close_-1_r'] +y1 = data['close_-1_r'].shift(-1) +y1 = y1.apply(lambda x:1 if x>0.0000 else 0) +label_display['y'] = y1 +label_display['c1'] = c1 +display(label_display.head(7)) + +``` + +###### Exploring influence of feature on outcome target + + +```python +def plot_histogram_dv(x,y): + plt.figure(figsize=(15,10)) + plt.hist(list(x[y==0]), alpha=0.5, label='Bear') + plt.hist(list(x[y==1]), alpha=0.5, label='Bull') + plt.title("Histogram of '{var_name}' by Forecast Target".format(var_name=x.name)) + plt.xlabel("Value") + plt.ylabel("Frequency") + plt.legend(loc='upper right') + plt.show() +``` + + +```python +plot_histogram_dv(data['macdh'], y1) +plot_histogram_dv(data['cci'], y1) +plot_histogram_dv(data['adx'], y1) +plot_histogram_dv(data['kdjk'], y1) +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_25_0.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_25_1.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_25_2.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_25_3.png) + + +## Feature Engineering + +###### Normalizing and Standardizing distributions +Different techniques to represent a price movement can be used to select the one with best results + + +```python +data.plot(x=data.index, y=['close_20_sma','adx', 'cci'], figsize=(15, 10)) + +``` + + + + + + + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_28_1.png) + + +#### As shown above, different indicators have different metrics, so we need to normalize in various ways and search for the best results + +###### First let's explore the behavior of each target label + + +```python +#Labeling the different window frames +##Signaling the difference between a feature datapoint and the previous/next one + +def labelwf(dataframe, wf): + for i in wf: + swf = str(i) + dataframe['label' + swf] = \ + (dataframe['close'] - dataframe['close'].shift(i))/dataframe['close'].shift(i) + dataframe['label' + swf] = dataframe['label' + swf].apply(lambda x:1 if x>0.0 else 0) + return dataframe + +#Negative for looking future datapoints +#Positive for looking backwards +window_frames = [-1, -2, -15, 1, 2, 15] +labeled_data = labelwf(data.copy(), window_frames) +index = list(range(len(data))) +index = index[-250:-15] +label1 = labeled_data['label-1'].values +label1 = label1[-250:-15] +label15 = labeled_data['label-15'].values +label15 = label15[-250:-15] +c1 = copy['close_1_r'].apply(lambda x:0 if x>0.000 else 1) +c15 = copy['close_15_r'].apply(lambda x:0 if x>0.000 else 1) +y_5 = copy['close_5_r'].apply(lambda x:0 if x>0.000 else 1) +y_10 = copy['close_10_r'].apply(lambda x:0 if x>0.000 else 1) +y_30 = copy['close_30_r'].applu(lambda x:0 if x>0.000 else 1) +index = list(range(len(c1))) +index = index[-250:-15] + +fig, ax = plt.subplots(figsize=(15, 8), sharey=True) +ax.plot(index, c1[-250:-15], label='1d forward', color='r') +ax.scatter(index, c15[-250:-15], label='15d forward', color='g') +ax.legend() + + +labeled_data['index'] = list(range(len(data))) +data.plot(y='close', figsize=(15, 8)) +for r in labeled_data.iterrows(): + if r[1]['label1'] == 1: + plt.axvline(x=r[1]['index'], linewidth=0.3, alpha=0.3, color='g') + else: + plt.axvline(x=r[1]['index'], linewidth=0.3, alpha=0.3, color='r') + +plt.show() + +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_31_0.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_31_1.png) + + +###### Percentage change of each indicator : (xn - xn-1)/xn-1 where n = [n, n+y, n+2y] and y = Time Frame Window selected + + +```python +#Normalizing the features datapoints +#Accordingly to its window frame + +#Each datapoint to the change percentage of timeframe +def percent_change(dataframe, wf): + new = pd.DataFrame() + swf = str(wf) + for feature in dataframe: + if 'label' in str(dataframe[feature].name): + pass + elif 'change_' in str(dataframe[feature].name): + pass + else: + dataframe['change_' + str(dataframe[feature].name)] = \ + (dataframe[feature] - dataframe[feature].shift(wf))/dataframe[feature].shift(wf) + new['change_' + str(dataframe[feature].name)] = \ + (dataframe[feature] - dataframe[feature].shift(wf))/dataframe[feature].shift(wf) + return dataframe, new + +raw_data = data.copy() +data, percent_change_data = percent_change(data, 1) +data = data.drop('change_pdm', 1) +data = data.drop('change_um', 1) +data = data.drop('change_dm', 1) +percent_change_data = percent_change_data.drop('change_pdm', 1) +percent_change_data = percent_change_data.drop('change_um', 1) +percent_change_data = percent_change_data.drop('change_dm', 1) +percent_change_data = percent_change_data.replace([np.inf, -np.inf], np.nan) +percent_change_data = percent_change_data.fillna(method='bfill') +data = data.replace([np.inf, -np.inf], np.nan) +data = data.fillna(method='bfill') +data.plot(x=data.index, y='change_close_20_sma', figsize=(15,10)) +data.plot(x=data.index, y=['change_kdjk','change_adx', 'change_close_20_sma'], figsize=(15,10)) + +display(data.tail()) +display(percent_change_data.tail()) +plot_histogram_dv(data['change_macdh'], y1) +plot_histogram_dv(data['change_macdh'], c15) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseclose_20_smaclose_20_mstdbollboll_ubboll_lbclose_-1_s...change_mdi_14change_mdichange_dx_14change_dxchange_dx_6_emachange_adxchange_adx_6_emachange_adxrchange_trixchange_trix_9_sma
date
2018-01-013.30753.31173.30753.30763.2968550.0294853.2968553.3558253.2378853.3111...-0.073114-0.073114-6.225712e-16-6.225712e-160.0471430.047143-0.009660-0.009660-0.0345420.016791
2018-01-023.31083.31273.25853.31103.3002750.0266963.3002753.3536663.2468843.3076...0.6955120.6955121.310292e+001.310292e+000.4486620.4486620.1180960.118096-0.0445110.007815
2018-01-033.25743.26383.24103.25783.3011500.0248493.3011503.3508493.2514513.3110...-0.015868-0.0158681.234280e-011.234280e-010.2837900.2837900.1779380.177938-0.126147-0.007375
2018-01-043.23563.24103.22143.23553.3012100.0246803.3012103.3505713.2518493.2578...0.0663330.0663331.039332e-011.039332e-010.2040030.2040030.1881970.188197-0.228872-0.030493
2018-01-053.23283.24793.22563.23313.2985050.0289013.2985053.3563063.2407043.2355...-0.105324-0.105324-1.462284e-01-1.462284e-010.0615500.0615500.1376840.137684-0.352545-0.063682
+

5 rows × 129 columns

+
+ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
change_openchange_highchange_lowchange_closechange_close_20_smachange_close_20_mstdchange_bollchange_boll_ubchange_boll_lbchange_close_-1_s...change_mdi_14change_mdichange_dx_14change_dxchange_dx_6_emachange_adxchange_adx_6_emachange_adxrchange_trixchange_trix_9_sma
date
2018-01-01-0.001057-0.0001510.007770-0.0010570.000762-0.0375820.0007620.0000620.001489-0.000664...-0.073114-0.073114-6.225712e-16-6.225712e-160.0471430.047143-0.009660-0.009660-0.0345420.016791
2018-01-020.0009980.000302-0.0148150.0010280.001037-0.0946020.001037-0.0006430.002779-0.001057...0.6955120.6955121.310292e+001.310292e+000.4486620.4486620.1180960.118096-0.0445110.007815
2018-01-03-0.016129-0.014761-0.005371-0.0160680.000265-0.0691610.000265-0.0008400.0014070.001028...-0.015868-0.0158681.234280e-011.234280e-010.2837900.2837900.1779380.177938-0.126147-0.007375
2018-01-04-0.006692-0.006986-0.006048-0.0068450.000018-0.0068020.000018-0.0000830.000122-0.016068...0.0663330.0663331.039332e-011.039332e-010.2040030.2040030.1881970.188197-0.228872-0.030493
2018-01-05-0.0008650.0021290.001304-0.000742-0.0008190.170995-0.0008190.001712-0.003427-0.006845...-0.105324-0.105324-1.462284e-01-1.462284e-010.0615500.0615500.1376840.137684-0.352545-0.063682
+

5 rows × 63 columns

+
+ + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_33_2.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_33_3.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_33_4.png) + + +#### We see in the above picture that even with the percent change ratio we cant diferentiate on how much that change was significant by some orders of magnitude + +###### Standardized change range : ((xn - xn-1)/xn-1) / (xMax - xMin) + + +```python +#How abnormal was the change compared to the feature range +def normalized_range(dataframe, wf): + swf = str(wf) + new = pd.DataFrame() + for feature in dataframe: + if 'label' in str(dataframe[feature].name): + pass + elif 'change_' in str(dataframe[feature].name): + pass + elif 'rchange_' in str(dataframe[feature].name): + pass + else: + try: + range = dataframe['change_' + str(dataframe[feature].name)].max() - \ + dataframe['change_' + str(dataframe[feature].name)].min() + dataframe['rchange_' + str(dataframe[feature].name)] = \ + dataframe['change_' + str(dataframe[feature].name)] / range + new['rchange_' + str(dataframe[feature].name)] = \ + dataframe['change_' + str(dataframe[feature].name)] / range + except: + pass + return dataframe, new + + +change_data = data.copy() +data, normalized_range_data = normalized_range(data, 1) +data.plot(x=data.index, y=['rchange_close_20_sma','rchange_adx', 'rchange_close'], figsize=(15,10)) +data = data.replace([np.inf, -np.inf], np.nan) +data = data.fillna(method='bfill') +normalized_range_data = normalized_range_data.replace([np.inf, -np.inf], np.nan) +normalized_range_data = normalized_range_data.fillna(method='bfill') + + +display(data.tail()) +display(normalized_range_data.tail()) +plot_histogram_dv(normalized_range_data['rchange_rsi_6'], y1) +plot_histogram_dv(normalized_range_data['rchange_rsi_6'], c15) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseclose_20_smaclose_20_mstdbollboll_ubboll_lbclose_-1_s...rchange_mdi_14rchange_mdirchange_dx_14rchange_dxrchange_dx_6_emarchange_adxrchange_adx_6_emarchange_adxrrchange_trixrchange_trix_9_sma
date
2018-01-013.30753.31173.30753.30763.2968550.0294853.2968553.3558253.2378853.3111...-0.010609-0.010609-2.072037e-19-2.072037e-190.0124960.012496-0.015652-0.015652-0.0002040.000091
2018-01-023.31083.31273.25853.31103.3002750.0266963.3002753.3536663.2468843.3076...0.1009170.1009174.360903e-044.360903e-040.1189260.1189260.1913460.191346-0.0002630.000042
2018-01-033.25743.26383.24103.25783.3011500.0248493.3011503.3508493.2514513.3110...-0.002302-0.0023024.107921e-054.107921e-050.0752240.0752240.2883050.288305-0.000745-0.000040
2018-01-043.23563.24103.22143.23553.3012100.0246803.3012103.3505713.2518493.2578...0.0096250.0096253.459096e-053.459096e-050.0540750.0540750.3049280.304928-0.001352-0.000165
2018-01-053.23283.24793.22563.23313.2985050.0289013.2985053.3563063.2407043.2355...-0.015282-0.015282-4.866762e-05-4.866762e-050.0163150.0163150.2230840.223084-0.002083-0.000345
+

5 rows × 192 columns

+
+ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
rchange_openrchange_highrchange_lowrchange_closerchange_close_20_smarchange_close_20_mstdrchange_bollrchange_boll_ubrchange_boll_lbrchange_close_-1_s...rchange_mdi_14rchange_mdirchange_dx_14rchange_dxrchange_dx_6_emarchange_adxrchange_adx_6_emarchange_adxrrchange_trixrchange_trix_9_sma
date
2018-01-01-0.006705-0.0009150.065792-0.0077160.055369-0.0227550.0553690.0013210.041792-0.004847...-0.010609-0.010609-2.072037e-19-2.072037e-190.0124960.012496-0.015652-0.015652-0.0002040.000091
2018-01-020.0063290.001830-0.1254500.0075030.075386-0.0572780.075386-0.0137630.078024-0.007716...0.1009170.1009174.360903e-044.360903e-040.1189260.1189260.1913460.191346-0.0002630.000042
2018-01-03-0.102309-0.089450-0.045477-0.1172840.019267-0.0418740.019267-0.0179750.0394940.007503...-0.002302-0.0023024.107921e-054.107921e-050.0752240.0752240.2883050.288305-0.000745-0.000040
2018-01-04-0.042451-0.042332-0.051209-0.0499650.001321-0.0041190.001321-0.0017750.003437-0.117284...0.0096250.0096253.459096e-053.459096e-050.0540750.0540750.3049280.304928-0.001352-0.000165
2018-01-05-0.0054890.0129010.011040-0.005414-0.0595470.103531-0.0595470.036623-0.096222-0.049965...-0.015282-0.015282-4.866762e-05-4.866762e-050.0163150.0163150.2230840.223084-0.002083-0.000345
+

5 rows × 63 columns

+
+ + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_36_2.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_36_3.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_36_4.png) + + +#### As we can see, the datapoints are now expressing in a much more intuiteve manner their movements with a same axis of change + +###### Normalized change rate : ( ( (xn - xn-1)/xn-1 ) - (Σxi / n) ) / ( √( (Σxi - (Σxi / n)ˆ2 ) / n ) ) = (Change - Mean) / Standard Deviation + + +```python +#How abnormal was this change percentage ratio in comparison to the others +def normalized_change(dataframe, wf): + swf = str(wf) + new = pd.DataFrame() + for feature in dataframe: + if 'label' in str(dataframe[feature].name): + pass + elif 'change_' in str(dataframe[feature].name): + pass + elif 'rchange_' in str(dataframe[feature].name): + pass + elif 'nchange_' in str(dataframe[feature].name): + pass + else: + try: + std = dataframe['change_' + str(dataframe[feature].name)].std() + mean = dataframe['change_' + str(dataframe[feature].name)].mean() + dataframe['nchange_' + str(dataframe[feature].name)] = \ + (dataframe['change_' + str(dataframe[feature].name)] - mean)/std + new['nchange_' + str(dataframe[feature].name)] = \ + (dataframe['change_' + str(dataframe[feature].name)] - mean)/std + except: + pass + + return dataframe, new + +rchange_data = data.copy() +data, normalized_change_data = normalized_change(data, 1) +data = data.replace([np.inf, -np.inf], np.nan) +data = data.fillna(method='bfill') +normalized_change_data = normalized_change_data.replace([np.inf, -np.inf], np.nan) +normalized_change_data = normalized_change_data.fillna(method='bfill') +data.plot(x=data.index, y=['nchange_close_20_sma','nchange_adx', 'nchange_close'], figsize=(15, 10)) + +display(data.tail()) +display(normalized_change_data.tail()) + +plot_histogram_dv(normalized_change_data['nchange_rsi_6'], y1) +plot_histogram_dv(normalized_change_data['nchange_rsi_6'], c15) + +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseclose_20_smaclose_20_mstdbollboll_ubboll_lbclose_-1_s...nchange_mdi_14nchange_mdinchange_dx_14nchange_dxnchange_dx_6_emanchange_adxnchange_adx_6_emanchange_adxrnchange_trixnchange_trix_9_sma
date
2018-01-013.30753.31173.30753.30763.2968550.0294853.2968553.3558253.2378853.3111...-0.277020-0.277020-0.045644-0.0456440.1346910.134691-0.148862-0.1488620.0077740.020925
2018-01-023.31083.31273.25853.31103.3002750.0266963.3002753.3536663.2468843.3076...1.6123891.612389-0.026412-0.0264122.0339342.0339341.2497291.2497290.0047290.018454
2018-01-033.25743.26383.24103.25783.3011500.0248493.3011503.3508493.2514513.3110...-0.136300-0.136300-0.043832-0.0438321.2540661.2540661.9048401.904840-0.0202090.014271
2018-01-043.23563.24103.22143.23553.3012100.0246803.3012103.3505713.2518493.2578...0.0657630.065763-0.044118-0.0441180.8766650.8766652.0171572.017157-0.0515890.007907
2018-01-053.23283.24793.22563.23313.2985050.0289013.2985053.3563063.2407043.2355...-0.356199-0.356199-0.047790-0.0477900.2028390.2028391.4641681.464168-0.089369-0.001231
+

5 rows × 255 columns

+
+ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
nchange_opennchange_highnchange_lownchange_closenchange_close_20_smanchange_close_20_mstdnchange_bollnchange_boll_ubnchange_boll_lbnchange_close_-1_s...nchange_mdi_14nchange_mdinchange_dx_14nchange_dxnchange_dx_6_emanchange_adxnchange_adx_6_emanchange_adxrnchange_trixnchange_trix_9_sma
date
2018-01-01-0.128347-0.0500570.821339-0.1272590.229905-0.4418050.229905-0.0718890.362274-0.089153...-0.277020-0.277020-0.045644-0.0456440.1346910.134691-0.148862-0.1488620.0077740.020925
2018-01-020.061175-0.003072-1.6767150.0597010.368936-1.0414220.368936-0.2799760.760588-0.124398...1.6123891.612389-0.026412-0.0264122.0339342.0339341.2497291.2497290.0047290.018454
2018-01-03-1.518482-1.565728-0.632093-1.473256-0.020851-0.773884-0.020851-0.3380860.3370150.062559...-0.136300-0.136300-0.043832-0.0438321.2540661.2540661.9048401.904840-0.0202090.014271
2018-01-04-0.648116-0.759089-0.706970-0.646273-0.145504-0.118126-0.145504-0.114609-0.059371-1.470369...0.0657630.065763-0.044118-0.0441180.8766650.8766652.0171572.017157-0.0515890.007907
2018-01-05-0.1106650.1864610.106153-0.098988-0.5682771.751577-0.5682770.415113-1.154962-0.643402...-0.356199-0.356199-0.047790-0.0477900.2028390.2028391.4641681.464168-0.089369-0.001231
+

5 rows × 63 columns

+
+ + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_39_2.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_39_3.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_39_4.png) + + +###### And now, we can evaluate the order of the anomaly of a certain datapoint without losing information on the feature + +###### Normalizing the raw features instead of the change rate + + +```python +#How abnormal is the position that the datapoint is located at +#We substitute the original feature value for this one +def distance(dataframe): + new = pd.DataFrame() + for feature in dataframe: + if 'label' in str(dataframe[feature].name): + pass + elif 'change_' in str(dataframe[feature].name): + pass + elif 'nchange_' in str(dataframe[feature].name): + pass + elif 'rchange_' in str(dataframe[feature].name): + pass + elif 'distance_' in str(dataframe[feature].name): + pass + else: + std = dataframe[feature].std() + mean = dataframe[feature].mean() + dataframe['distance_' + str(dataframe[feature].name)] = (dataframe[feature] - mean)/std + new['distance_' + str(dataframe[feature].name)] = (dataframe[feature] - mean)/std + return dataframe, new + +nchange = data.copy() +data, distance_data = distance(data) +data = data.replace([np.inf, -np.inf], np.nan) +data = data.fillna(method='bfill') +distance_data = distance_data.replace([np.inf, -np.inf], np.nan) +distance_data = distance_data.fillna(method='bfill') +data.plot(x=data.index, y=['distance_close_20_sma','distance_adx', 'close_20_sma'], figsize=(15,10)) + + +display(data.tail()) +display(distance_data.tail()) + +plot_histogram_dv(distance_data['distance_macdh'], y1) +plot_histogram_dv(data['macdh'], y1) +plot_histogram_dv(distance_data['distance_macdh'], c15) +plot_histogram_dv(data['macdh'], c15) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseclose_20_smaclose_20_mstdbollboll_ubboll_lbclose_-1_s...distance_mdi_14distance_mdidistance_dx_14distance_dxdistance_dx_6_emadistance_adxdistance_adx_6_emadistance_adxrdistance_trixdistance_trix_9_sma
date
2018-01-013.30753.31173.30753.30763.2968550.0294853.2968553.3558253.2378853.3111...0.4889660.488966-0.348806-0.348806-0.616822-0.616822-0.665492-0.6654920.3381690.335080
2018-01-023.31083.31273.25853.31103.3002750.0266963.3002753.3536663.2468843.3076...2.3029472.3029471.0643751.064375-0.031028-0.031028-0.485673-0.4856730.3144580.339260
2018-01-033.25743.26383.24103.25783.3011500.0248493.3011503.3508493.2514513.3110...2.2327782.2327781.3719211.3719210.5057430.505743-0.182739-0.1827390.2502500.335284
2018-01-043.23563.24103.22143.23553.3012100.0246803.3012103.3505713.2518493.2578...2.5214542.5214541.6628561.6628561.0011061.0011060.1946730.1946730.1484510.318967
2018-01-053.23283.24793.22563.23313.2985050.0289013.2985053.3563063.2407043.2355...2.0326852.0326851.2109831.2109831.1810511.1810510.5227490.5227490.0275330.285929
+

5 rows × 321 columns

+
+ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
distance_opendistance_highdistance_lowdistance_closedistance_close_20_smadistance_close_20_mstddistance_bolldistance_boll_ubdistance_boll_lbdistance_close_-1_s...distance_mdi_14distance_mdidistance_dx_14distance_dxdistance_dx_6_emadistance_adxdistance_adx_6_emadistance_adxrdistance_trixdistance_trix_9_sma
date
2018-01-011.1293461.1051201.1619481.1309771.128932-0.3264461.1289321.0569271.2036221.136831...0.4889660.488966-0.348806-0.348806-0.616822-0.616822-0.665492-0.6654920.3381690.335080
2018-01-021.1338881.1064951.0938901.1356961.133691-0.4333231.1336911.0540541.2167001.131972...2.3029472.3029471.0643751.064375-0.031028-0.031028-0.485673-0.4856730.3144580.339260
2018-01-031.0603851.0392241.0695841.0618541.134909-0.5040661.1349091.0503041.2233381.136692...2.2327782.2327781.3719211.3719210.5057430.505743-0.182739-0.1827390.2502500.335284
2018-01-041.0303771.0078581.0423611.0309021.134993-0.5105431.1349931.0499341.2239161.062847...2.5214542.5214541.6628561.6628561.0011061.0011060.1946730.1946730.1484510.318967
2018-01-051.0265231.0173501.0481941.0275701.131228-0.3488401.1312281.0575671.2077191.031893...2.0326852.0326851.2109831.2109831.1810511.1810510.5227490.5227490.0275330.285929
+

5 rows × 66 columns

+
+ + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_42_2.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_42_3.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_42_4.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_42_5.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_42_6.png) + + +#### And evaluate the distance of the datapoint address in comparison to the others of its kind + +###### Creating new features via interactions between them + + +```python +from itertools import combinations +from sklearn.preprocessing import PolynomialFeatures + +def add_interactions(df): + # Get feature names + combos = list(combinations(list(df.columns), 2)) + colnames = list(df.columns) + ['_'.join(x) for x in combos] + + # Find interactions + poly = PolynomialFeatures(interaction_only=True, include_bias=False) + df = poly.fit_transform(df) + df = pd.DataFrame(df) + df.columns = colnames + + # Remove interaction terms with all 0 values + noint_indicies = [i for i, x in enumerate(list((df == 0).all())) if x] + df = df.drop(df.columns[noint_indicies], axis=1) + + return df +``` + + +```python +teste = add_interactions(data.copy()) +print (teste.head(5)) +``` + + open high low close close_20_sma close_20_mstd boll \ + 0 1.8189 1.8213 1.7655 1.7835 1.758200 0.028923 1.758200 + 1 1.8136 1.8460 1.8129 1.8336 1.762635 0.033447 1.762635 + 2 1.7860 1.8663 1.7860 1.8496 1.767467 0.038380 1.767467 + 3 1.8064 1.8712 1.8064 1.8680 1.772758 0.043854 1.772758 + 4 1.8200 1.8729 1.8200 1.8729 1.777765 0.048201 1.777765 + + boll_ub boll_lb close_-1_s ... \ + 0 1.816046 1.700354 1.8188 ... + 1 1.829528 1.695742 1.7835 ... + 2 1.844227 1.690707 1.8336 ... + 3 1.860465 1.685051 1.8496 ... + 4 1.874167 1.681363 1.8680 ... + + distance_adx_distance_adx_6_ema distance_adx_distance_adxr \ + 0 2.155962 2.155962 + 1 3.204561 3.204561 + 2 2.238586 2.238586 + 3 1.551822 1.551822 + 4 1.090493 1.090493 + + distance_adx_distance_trix distance_adx_distance_trix_9_sma \ + 0 1.237139 0.663483 + 1 1.774381 1.013457 + 2 1.445436 0.852129 + 3 1.260181 0.754362 + 4 1.133128 0.694455 + + distance_adx_6_ema_distance_adxr distance_adx_6_ema_distance_trix \ + 0 1.881588 1.079697 + 1 2.633112 1.457967 + 2 2.594067 1.674967 + 3 2.216411 1.799871 + 4 1.767651 1.836761 + + distance_adx_6_ema_distance_trix_9_sma distance_adxr_distance_trix \ + 0 0.579046 1.079697 + 1 0.832734 1.457967 + 2 0.987445 1.674967 + 3 1.077429 1.799871 + 4 1.125687 1.836761 + + distance_adxr_distance_trix_9_sma distance_trix_distance_trix_9_sma + 0 0.579046 0.332270 + 1 0.832734 0.461089 + 2 0.987445 0.637585 + 3 1.077429 0.874942 + 4 1.125687 1.169698 + + [5 rows x 51681 columns] + + +## Feature Selection + +###### The methods based on F-test estimate the degree of linear dependency between two random variables. On the other hand, mutual information methods can capture any kind of statistical dependency, but being nonparametric, they require more samples for accurate estimation. + + +```python +import numpy as np +from sklearn.feature_selection import f_classif, mutual_info_classif + +y_15 = c15[15:-15] +y_1 = c1[15:-15] +y_5 = y_5[15:-15] +y_30 = y_30[15:-15] +mi = mutual_info_regression(distance_data, y_15, discrete_features='auto') +#print test.columns +mi /= np.max(mi) +result = distance_data.columns[mi > 0.1] +miresult = result +mi = mi[mi > 0.1] +print len(result) +display(result) +mi_df = pd.DataFrame(index=result, columns=['value']) +mi_df['value'] = mi +mi_df.plot(figsize=(15,10)) +display(mi_df.head()) +print mi_df + +print "\n" + +ftest, _ = f_regression(distance_data, y_15) +ftest /= np.max(ftest) +_[np.isnan(_)] = 0.0 +f = _[~np.isnan(_)] +result = distance_data.columns[f > 0.1] +f = f[f > 0.1] +#print f.max() +#print result.max() +print len(result) +print result + +f_df = pd.DataFrame(index=result, columns=['value']) +f_df['value'] = f +f_df.plot(figsize=(15,10)) +display(f_df.head()) +print f_df + +equal = [] + +for i in miresult.values: + if i in result.values: + equal.append(i) + +print "\n" +display(equal) + + +``` + + 29 + + + + Index([u'distance_open', u'distance_high', u'distance_low', u'distance_close', + u'distance_close_20_sma', u'distance_close_20_mstd', u'distance_boll', + u'distance_boll_ub', u'distance_boll_lb', u'distance_close_-1_s', + u'distance_close_26_ema', u'distance_macd', u'distance_middle', + u'distance_cr-ma1', u'distance_cr-ma3', u'distance_open_2_sma', + u'distance_middle_14_sma', u'distance_middle_20_sma', u'distance_atr', + u'distance_close_10_sma', u'distance_close_50_sma', u'distance_dma', + u'distance_atr_14', u'distance_dx_14', u'distance_dx', + u'distance_dx_6_ema', u'distance_adx', u'distance_trix', + u'distance_trix_9_sma'], + dtype='object') + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
value
distance_open0.440642
distance_high0.443556
distance_low0.505598
distance_close0.468534
distance_close_20_sma0.491667
+
+ + + value + distance_open 0.440642 + distance_high 0.443556 + distance_low 0.505598 + distance_close 0.468534 + distance_close_20_sma 0.491667 + distance_close_20_mstd 0.217032 + distance_boll 0.494343 + distance_boll_ub 0.829823 + distance_boll_lb 0.555011 + distance_close_-1_s 0.442161 + distance_close_26_ema 0.729244 + distance_macd 0.168234 + distance_middle 0.637619 + distance_cr-ma1 0.207764 + distance_cr-ma3 0.198476 + distance_open_2_sma 0.450697 + distance_middle_14_sma 0.642620 + distance_middle_20_sma 0.506292 + distance_atr 0.241409 + distance_close_10_sma 0.624836 + distance_close_50_sma 1.000000 + distance_dma 0.172680 + distance_atr_14 0.246042 + distance_dx_14 0.185833 + distance_dx 0.173521 + distance_dx_6_ema 0.113376 + distance_adx 0.113376 + distance_trix 0.319277 + distance_trix_9_sma 0.260197 + + + 24 + Index([u'distance_open', u'distance_high', u'distance_low', u'distance_close', + u'distance_boll_lb', u'distance_close_-1_s', u'distance_close_-1_d', + u'distance_close_-1_r', u'distance_middle', u'distance_cr-ma3', + u'distance_rsv_9', u'distance_kdjk_9', u'distance_kdjk', + u'distance_kdjj_9', u'distance_kdjj', u'distance_open_2_sma', + u'distance_wr_10', u'distance_middle_14_sma', u'distance_close_10_sma', + u'distance_pdm_14_ema', u'distance_pdm_14', u'distance_adx_6_ema', + u'distance_adxr', u'distance_trix_9_sma'], + dtype='object') + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
value
distance_open0.191533
distance_high0.181462
distance_low0.210108
distance_close0.138125
distance_boll_lb0.141074
+
+ + + value + distance_open 0.191533 + distance_high 0.181462 + distance_low 0.210108 + distance_close 0.138125 + distance_boll_lb 0.141074 + distance_close_-1_s 0.141206 + distance_close_-1_d 0.740016 + distance_close_-1_r 0.530851 + distance_middle 0.174595 + distance_cr-ma3 0.211435 + distance_rsv_9 0.249812 + distance_kdjk_9 0.276445 + distance_kdjk 0.276445 + distance_kdjj_9 0.714550 + distance_kdjj 0.714550 + distance_open_2_sma 0.184072 + distance_wr_10 0.488122 + distance_middle_14_sma 0.110842 + distance_close_10_sma 0.116276 + distance_pdm_14_ema 0.299721 + distance_pdm_14 0.299721 + distance_adx_6_ema 0.506360 + distance_adxr 0.506360 + distance_trix_9_sma 0.250674 + + + + + + ['distance_open', + 'distance_high', + 'distance_low', + 'distance_close', + 'distance_boll_lb', + 'distance_close_-1_s', + 'distance_middle', + 'distance_cr-ma3', + 'distance_open_2_sma', + 'distance_middle_14_sma', + 'distance_close_10_sma', + 'distance_trix_9_sma'] + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_49_7.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_49_8.png) + + + +```python +from sklearn.decomposition import PCA + + + +pca = PCA(n_components=2) +data_pca = pd.DataFrame(pca.fit_transform(distance_data)) +#display(data_pca.head()) +data_pca.plot(figsize=(15,10)) + +datatest = pca.fit_transform(distance_data) +plt.figure(num=None, figsize=(18, 11), dpi=80, facecolor='w', edgecolor='k') +plt.scatter(datatest[:, 0], datatest[:, 1]) +plt.show() +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_50_0.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_50_1.png) + + +###### T - Distributed Stochastic Neighboor Embedding +Transforming the data into a Similarity Matrix for comparing the similarity of a certain datapoint with the rest + + +```python +from sklearn.preprocessing import LabelEncoder +from sklearn.preprocessing import StandardScaler +from sklearn.cross_validation import train_test_split +from sklearn.metrics import accuracy_score + +# t-distributed Stochastic Neighbor Embedding (t-SNE) visualization +from sklearn.manifold import TSNE +tsne = TSNE(n_components=2, random_state=0) +x_test_2d = tsne.fit_transform(distance_data) +#y_test = y_15 + +y_tsne = [] +for key, i in np.ndenumerate(y_15): + if i == 0: + if y_1[key[0]] == 0: + y_tsne.append(0) + elif y_1[key[0]] == 1: + y_tsne.append(1) + if i == 1: + if y_1[key[0]] == 0: + y_tsne.append(2) + elif y_1[key[0]] == 1: + y_tsne.append(3) + +y_test = np.array(y_tsne) + + +markers=('s', 'd', 'o', '^', 'v') +color_map = {0:'red', 1:'blue', 2:'lightgreen', 3:'purple'} +plt.figure(figsize=(15,10)) +for idx, cl in enumerate(np.unique(y_test)): + plt.scatter(x=x_test_2d[y_test==cl,0], y=x_test_2d[y_test==cl,1], c=color_map[idx], marker=markers[idx], label=cl, alpha=0.5) +plt.xlabel('X in t-SNE') +plt.ylabel('Y in t-SNE') +plt.legend(loc='upper left') +plt.title('t-SNE visualization of test data') +plt.show() + + +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_52_0.png) + + +# Facebook Time series forecasting + +###### Prophet library + + +```python +from fbprophet import Prophet +import numpy as np + +test = data.copy() +test['ds'] = data.index +test['y'] = np.log(data['close']) +display(test.tail()) +m = Prophet() +m.fit(test) +future = m.make_future_dataframe(periods=365) +forecast = m.predict(future) +forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']] +m.plot(forecast) +m.plot_components(forecast) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseadj closevolumedsy
Date
2018-02-053.21693.24553.21383.21543.21540.02018-02-051.167952
2018-02-063.26113.27593.21753.26113.26110.02018-02-061.182065
2018-02-073.23333.26303.23143.23343.23340.02018-02-071.173534
2018-02-083.26963.29263.25623.26993.26990.02018-02-081.184759
2018-02-093.28443.30753.27083.28463.28460.02018-02-091.189245
+
+ + + INFO:fbprophet.forecaster:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. + /Library/Python/2.7/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`. + elif np.issubdtype(np.asarray(v).dtype, float): + + + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_55_2.png) + + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_55_3.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_55_4.png) + diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_13_1.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_13_1.png new file mode 100644 index 0000000000000000000000000000000000000000..9a1ce4edbf20cf597ae377e329115084e0cac7f3 GIT binary patch literal 7627 zcmeHM2~<s5*h=m~;M zNv%^=0tO5iAqk3rDU%8Y89ayta*-jDKn^h>xjXi~+u^nMz1!EmweDS)wb^GSXWW0j z|Np=5JL!8|cg}x*`TIB=Za%zg+ddplhk(Pq=P-K~_~xVINC4Q(Bz+F=pAG(!X9s@; zKF^8WvkBy3nkBT^Cln@d}iin9e z+F-Wc%)-R*)<7|SBcS&P?i-y85ClNIi>+`4LMP*2Gx%sCZ@dZrczwM8zkTC|S6V@dAU z1y)YGH{F2tZ{7R(-i}9^1`&N*>xunk#L4$_^8yc-$oj_&u`hGSAIuZe?Zi|GHa^ur z;q_XIdEHoSADQ1vl3Y7^@+4T*p2k5~4{U4PJ_KRG{V9DD4tMO!hs$xePd_^}ABX$e zhy?<*=W#pas2CZ!kMOMn#4T->*4WgQhL?-VvA{B{k0k@Mc6i577+RE6$2_?OOCWmRu)2<9zLLr z!t-;{9FqUo)ZkV(hm@%r6)mgxZdk{adfSLe5&+3duYAYkjTFN|-|-$)H}$qzbowF? z&6-o?8kS;9TtG@4iKMF+q6u2dxFxz0eIknKdr|Z;7kj~E=R%6h&`w$to=lQVQ<&^q zh-wG&G3?Mz;S-ssKTN+F#gszjk;D>PyY7l;o4SSe z6gF8(A5NG!PkKd7hhn*0DV0f~x zgj&H)FcM6ZU3bQlC$^Pp@wb|h(%jtS9F`z|`3q1?y2o`hwz;cGyCJte6dL+AqSb!b zlfdMDa>j92aH3@T{MFjtUD7^bmmKOwRL+Q!KK(7g1Jt@f=uPlJdd`WeV22KGC!{J# zVi?7IaZWU5%F`R0=3-m>SLx$$0jpit2$LkK3{g6Et7vj#D`&kRqkkD#O~7;2zNlYJ zqJIprd;Wd+uT`VpH8R&+2Vo|AE-m>A#;al{_#p)}Q;1_Oc*ezom~1^0vMK<-R-9?KPUCkrF|SvIO<;BBf$9$!P1 z51uyY(hBo}cOuh`blJnh;9@&s_es3$T38{5Zg}!W!SSnES&r(n31eIA-Q9h5EDan5 z>A;wRqc+POoaGK%611~+7=%bJKkPzN2;AaQ#=+Dl7IGi= z^z?t6{FZHPX<5|Sd4jg;gnJX3CP32~TC_755!}(~ya#dFo|G`ez=v?%nByp5apo-I>Y*e)ive4W81}_J-#$S3^Z|&8eyY{ZwiHc&lO*;@k6{fW4<0&FerE|EMzm zubnhC%e8%`mqFPAnwe|TqJW~j{0R_LgC|dd8sZv@lx5icPS9^0wCzHc*ev?4v86Gm zndiTt@FHlgo;sC19P`9v*(JQ8V{(96&=Av8PS_VTWB99>VI1ykr>gIAr}E{6 z=VN5JD=q=?caDQ4)W9LteJG6nm+k+RzbgWXAb;JGW}4LeEb%UnP}@BzI}vj^+S~0- z2}JB@g%u;Jcx0#B#787jR@T%|hp?$BJ~T|vHEEvfdWxY5#c-9Kb_V0xWCa%Xe&gPl z6NOG?sYCrcktmn4N_GWh==lIVwrZRW_|~kL_O%2{NL8E<;-UOPOeWg;kAY}Z&Bm6u1XTAZ@zpof6 z+I;yH`UjLq>b2V|CaoUvU8QrGY!@bb2}E{9_})q8KH3&I_JO|v;A(Gn+$$4O_)K;J zjKl=5pDJ;cCc@EC%%U8T8mi1B?gm8e_%g*#3`2X_5Bi)u)&quzbNV;K`)5kgYX@X$ zJ_Iquu@>B-{j|ihb+mYY@<@w!A6oJnfnM$cUxug)Ro1~)#+*Zw{h;*CYm1CNQEeu` z(^R!j`{yD(KqZaB^5R$TN+NGGaXlDiUZr}%rmoeDrKJ!}BLY63Fe(%F@e zS2%MNmLd?tC9b7R)&{S#e{yD|hn#fnTE*GT54!U6^5_$@osV(#Xk5LlBJB)D+m24< zE*5~NC_T%E;15fMkcPvqsKV42pj^B{n(h}CJvP4AVLHDcFRultb2#h%C!vzsU`cI| zSUZDp2bHUx135Ptv&e;sKdR~V9e{-`&HkdnTSCRk(sE1WKqKPbII+NbcmIyM`=1FX z|IPLI|E|ryDef*A(ljl2d$L8_;R<8L9)$1m9A!VV14LN4Y=WKOHg+TJ0b z(9~@2@cO#HyQO7YUXlIgq4k^VMyMA@s7FVV!K@v^ZZs_P8bjW*tMao7Aw5^*1fwq~ z{D`49S{ZXS%iJvvTU`qHU(H`UglKMX7@~JaNIxp+>ZbKP_O@Fmn1-WQ)+TEk)y93r zlV~r!ZnGVF^_GDySnI>@B?$b-I8A>C@xq6^v_WZJx1<$pP3(c{D|T|HtvZ%5aK2%| zfFo6P%guo|oH`wZi0)PTW|y}-ceudnP20^DK*bzQgi8xNcvFg7w!qX=T?9wA*d>bpw(r(3n((CDb^*9?Q`T5m zaf@vbB|51!q!W95a7-b09JpYf!dn{&e)IQO_4%76Jw+dZ7$3M#JO?8AJF9Uf33GVE zO%}P0HFNcnW1e0Hw+Py}X=ujMW(`%O8PL%Tq;65%)i9=EwFzH2ykzitOHzwy7FcHe zgA42qcSnt&`0pngCYew-dnj(3864jSKjMK(+(V2g~NU8R?OT=G25K@g?I+; z*xQF)w(qTF=_Y%?70w$;O~Ia({TXS_L$o~(LvT!A;_A8svyGe8zc z#hT5xKLM^;4m9H8)=}yk-RSh0AY0F_B{XmbgAxa8E(JHpMO01S0Jy&DbZdd#(bY=B zf>s+lH^;h#pigeK5Q0`mbd{zkPVln6C4u6a~QIomEGm!wpW@lU_ffkS=al);DkLHN_&DGGU6|v z3MUYOMhm`*m%Qt%CaFhW*IZiYD5goKt@G?G7)5p!A<78!b>-e4WY!Pn2GCeN&kh?2 zq?*>KlzV%e5DurIK{d3qJV0?g&B#7nnB`0AyjRt_7{Kso zJ=FkU9v5Wvd)wu|3T>jdr{~3qdElli8ZP|LKE5`e*F^jbGcE~hgr5_L1f&3|UM;AA z40lT_;b_;gb0Qw(fuUJ0;oF3}2&07%W`+P*hbORKb#f%EVEnTgsArFYsf&a z45CWRn*dz64AU{yRxZ|UVm%&y(2H`@A1>o!>eG+}mg+8~r?F+%AUzBS$K|v zfbGhlS2?ETD67TVP>hzhG!K1YJmh&#EwvF zfhE3HaGe(AZ#%KDDw@gNc*b7`JntzebxXR}vaH1k>NGf|9OKyu#7K1&Tdsom7wSqi zKwg120>p(&6Tf)a<<4Cr@Hc@a)5EZzRp(*Pt*JR8oyJv$aNKA5{C+wF>;}@!v_s9l zxgr{@4jf_?#U%eopVgshFYiO{PKiw;yW%#>dFQF`Oi90pj?&%ItElpG$#j*MO1YjC z*${j-vsYn|BK5@f*9U!|hf#lQm%TmOi0`)Ns*CT2^ju8`HAh*C5SPz2LATSSB%^5>V4 zSn~b4h_gARngddPU+wJ*;JrFa2Otd-Q(uR3_=$nGg3Ak+on=dNpweh2)mY$!BwGn= z8e6&*^%JpLDuox_VOz?_27Qy6hIaAqkdj|Wb6y+*b37wGyRZ%`HXIUjlawkx8 z-+PQ{9~dnZCD`@8QQHd4?+C5fLcen&8(94vYF*7yP1(K9f;yM`_ooG4_3fpJHZj@F zOm-^0F6NOYV4uzgKPKBcWc;+&#MSuOsxqJ@mBNZjVT-fW(o1#Ra`?25ivC*WrD{=n zluw;%*KF=1d)i5y$}9!C-UPSm#L-bWI{clmHAPnm>g6qvb(f+Zz*H-K^)*+yHiBoc z+Dy)SLft3;dbz6n==M=6%v(k=Jk6NuLMe{-Ca^w&V!Y!$t7F2h98>hQ>IK9gFpUMi zTnu;$(T@%l$GA$>sPdA)#Wvq%?%cWf6!5A9cRjn?2=K!H{p-95&5YsgTULx0ZuthB Pj)S+mZY%jb;LE=PVE;z; literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_18_0.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_18_0.png new file mode 100644 index 0000000000000000000000000000000000000000..df058f36a2a8a35450ab371c2458a0323a87edb1 GIT binary patch literal 9547 zcmeHN2~-njyH2Z>R;zUTOH~AyA!!RG3I#+UY3l;R5~?sPvRbw(tAP;1s(%;TQUPaF z3|ng5hfP7nkg!zhGP0zKk##`pAe$s*SYimv{ZiZe_ug|)@44sPqzA1m@$FI_2w!;fv{KPWr%Nwt}@#DL%zRi!f`ReU=S3kG*`pUI$LEo)?>%#YI zzqob!gP1iJK8RVo;`U_N8qR~Uk4p+(ajE=#DSRfguqw%zRnXaKZyi-Xp2jiJ-4gdn zo1-2VSUXhA&Snh6`1|?22)-q(qvp;6@OvS7iwT3#@WG!Pt+yjf5Wx%@n^S^Ud$8-j z!%b3G=8Vblln#r5!lU@6^Ek%~F)hbs?5;W)et&W{3m<;EK$1AN!Xi=j1>RL#T=m?A zsVlJ)3`Pu(oR$Br=SeD-_R0OK=39nLk*AQmo0wvI%r~E0i9YEbT*KJtxYlt0((QmsqKQ=%|zZpArh2NHNqyjR4bgpCfd#H(^KY6M^!nN z;{r!JBF9Yn4$%jR_MmDv8iTWOyj!R_X+-wF4qN(9I6d8gs$KYbP`o%}mb-qo$8%UE z^i?{Y4biniA>7#&rk!L+Ij&=gI+Jd!#AbRXI5{qKQ`^n?5Vsq1(|AfMD)Sh~@D^rT z5h0Maqu$Sgk^T0v_JyIxdc6=|F@0P!qEa_Qxt7B!t}E>T&n3YRPRlCPD$|{phA8(b zzv5%ma=2WrGGIzq6IExbMSQe9S+fA`Sx4Bh>}7a1kG~f+O43w&#tT10NHZcDokesHD_>1$5aouZbnCe50WzIAIh$#1@6DGg zw9Qaz$*_@C=j+;~ZPNO6L<>1PHPo(oxch1mN}VLrAAH>27ew2$)hbUdj1k8i$ z>o|ldTdJNjt4i;;y}{ih7GHVKTJgh^5PFO+8PCBS%`hiE+k^IPQ|xU+6%u@UDkAdg z&}vE8!&e4g2yOk^kzwnNkPcX*F}IVf&xe2PiBFmI5Pu$s%FPL{l09xntO81zTT2+A zJym#J;`BalAr%q<&$t(fiHAojcz4Bxy5xJizMXG{JkQ~)+HxevsPs0cL(xOc?#qao zwxOFEMYxJr`7vV1L-9@aSfUZzgI_VEu@x_TpHc9+QSfu2n*|zYe0V9$@kZLC=*2mn z1;Mk&p!!WtGh@5q3?U|x*awJWF(H(=cNMphM2a%e!P$vcx;)mu!htmzKnGh#LY2w4}5 z)UL;>L!aKBP$-f$#fOR(Gi<-S1z_*3ufP}Sf1aKEdc5_j_RYnqn&5#g*8~YYdxf`b z+ATDTsTgR)DzlVGtF#=yncvKMc9LH$=)4>~a4bO9TI?97yb^nGe6FGS8-bX6Kb+&A zrw#LXj6FM91&^$y0nRS^=Q&o!o-|-EZX}Ntn`4kea*U!bU1zs1e_dmvr_SI=xAiI@k*|;|!+9>W3c6`glM#ioA!%}oXlN=x&|(v^ z^U-$y*76{SDxq4i(rJ;K-|zlvs+$`1w0cRtAkY5lLXQdYlKFb;>;Rbh)jb zjR67M`z5qm&^5YPM6eTWvbNW#d!Wn$3PA+!s3%htChQADQqjOGgUP_=rPtj1J~|=G z+$C-~%TAPyV};x%f6#8bApXl`495Cb4g*U3>-axnf!tVgDTvgoq0C%LA=BOH%w7n5 zZ%=bxzidpr>%vVF)n4P~uqf5M12&zWE_}m9_mAYgkoCl_8TyI=_83&iCnJ zl)48EsT52=>ymus$Dn&@tLr-TAe0sI;rI<`Ni-KY5#wOkR<<0aeumWLxLx>bLauQI z{t|F2q0c2&g-jx*BH(w4YDnZSl-M=>pnqqQd4@y|N!;l#-KU1r>u_E{i;Mo@_g(u~ z>T3`;m$J^XWrx%E_2NbI*GG#njT*go!0toft)ZN2ipbr0HwruLrj;Bfn`S zN^obUC>mXY_Pj$xAd|=amjQ{S;Y7gDk_v!83$Va;a{dU_#}rL9|Lc?Ogc^YXXHb>t z!f%S%rhngMpXqDnrWN>ErhN_0a|J1M`Ek+@yrc96uzyhjwG!*erEK8x76>Q;jN|Lf z(*-T*;=<1c938<7+F$wpRtX+}T3B?>7?SDjmra2U_bYb}70WA3?)xLoEYUtxUHtnj zCasX>-{G7dQc`sNH|Oa4XqOvOwD-Yhc*>_}bd)s^k{BhI z?>dP*VY&vNu5oW|(Rrh$l1^{^;BLEy1dTVsDi9;Fq#*5WNwxsZK4DuAM*Ar35M>A? zwIEvY6d^*UpTWSJ6K?sW@Osru?IEb0rM(Gd7E*#Ly~MR&>A#y=)ko%mbeWx`DM5`L zWEa7+{0<%6*1HrDw7d7cQj7BlDt#QZKC`_9rmsMNseB=+7iud0eMsxnmar<1Du%ON z>GP_(y^+6JogWymC$8EfDQC5463B1PGesD>Jx6+Qs z4lW9JLk%F&PZJ82n5XxsHL@}%QM?DAFXYzY#dpYhsmW%&IX6{LzPUKy&7h14i)T|p z`cUs#)X4jN;$Hx_1^NvYoM6p6KGlzWbG3liTZ<3h9_o(|OcJ@FU#K{HlTYexb1u%D zR!J?rK(`CbWh(%jbWW}SYk7a8@a+M8QnP*_ZX}_laR(yg(GMX*9^VVivJyR)mt$sM zEsH;o53uZ0Q)b&_I@-S#+_%0`JPOvvNo*z#U3sPe(3)JuvB8Yu{#_slP+pSeBVnc`aRu+P`7QLt8f{93_rg=j8W}#^+13(J zqiaYV4a%dk;cO57=;E~ zEjXYiZl04cau1&4z9^Bw}?OA>iDYXR2fP{FI9d|Q(v`%P#shI0E^KyYczisKRF}Bzk z#lIRUl-wuJ3N&?81KTUO838y_XrC0khak}M?TamU%(4_Jgw*G5qmI)e{u9*k;(s^ z1#)9oIsqq~@422@9$2lo9CmZ+Nq2Q7$?3CjoVoY9UCP4a=6|l2gflD3f2A!CRL1Ho zrht@tnED=C0&|X0J*v9Xc(H_f0)covMHs@#(x=3>pZSjxsqScrOm`28G82i=Jjg!2 zCe{r-h$sn|=gFUk1|Vs|Ha&*NEUx-S&UK@Ewwm@Gp*V1_!|c;laH|X76?Llt8Y(vr z$P%OZcichW#scDDKAE15dMjHYAfN`LMncWC31+*QGz<;H0&54$4X&u2Iv$w{dsbD( zc5jb%vTf=BO4qiW2CLF0y~wcJXQUF?K^{VL3xlUQdl2Zqt$B=6ZC(eLA+@VFg|8cRTrkog0q2T z@J$JEy`C(QKe7s=Fu1pawDVOKLwOOe6%Mq13hE#GJ$CsFP_s$Q?bY{&ntG;YpaI1v zAf(&ha--k`&

Uw6O5*ZHA178?s+h@@x6P5UC&os=pJ)XsD@T0d@&pz4ou;KY<0h zZBrQg{jY*~8kv$NKj|n=*G*M)4=iA8eCwHt@`)$#D(6d+jwxYI&C@R)J}61~x!I&Z z8>(;r(`ws)%T>L$({MXbK5!c%Ky*+Q-#53kcoAd2DB_RrH!cUfTyX1v*9U%L{Q$S+ zB;49!vhs%ETOeLc1tlq>@CRSLZwMb9GmE}7|%Xvha5pNLC|&2m#9IT(u`M|k#LgzK&jJ_34w z@bhozZ`r_JBZx(dvN*k6q#fCHNI2RhjhI@us)oh=xmPbvG1jk>C6CHSSGF7wbz+(W zkRgoXDIcIYaZfe^SaUw3Z+#3Img9!ZPLvv3>8KCIUftbv?b@|%3eclrg*dO#2Ec;f zf|MC>0BIT&G?X^V!g)Wh^CRb52TLDP<1rA3t;2xq3jM`|f_qx0P}JbO^; z9g+lX-}zKAv&tRbBTNOFmqr{WpZaJ6I}cMw;W~R_gLuX%Q(M39m!-hVxQF#MtUV|w zZpM!tMFf1b4eQ|&_ONAP@Z=1{9#nauF$&7)?fb2J+WWVPXMW+vrbyxgs=vNj-DN|( z|2C-Bu-!__l;uq?h-V_?4g`>}5^EQkbTnc;anpv&6|QuFLHRkn!i~NJ^s>orYGwu?wuHmYFe56;H9vh8(2{>jFHC<6Iala@ENI+wzkdKr ziF!G8jpZMMK=^iOH1$FaOcR{z6sVCn*K7aGl(;Eqk;i`VN^Xrs}fF zb>)yLC^M0>*Y!21BI)SlqhHD*gNhGRqix;$GD>SV2V;0m5YzeNSt`X)_I2rFDL)cj zSuz|17Z*@LBMx*~;?>8@9f+qpZS7_|ABM7d><|#RyOnco31t?ClTa{^5%ph5>}uyv zM?0#{T)Z*D*Ffz_n&k-n(~JmgIw;id1(=k(Pw^b%%c4xk73D+`Ix{_SG0sm1+vQzO zD>vS_@GNd}oH`Hl0>%&6Ny5hG+tlcU}N@S>KupH(|(82tnZB zLc(MjnAKu)ppX2lnv)Tg>lc*x=RLxV+sP;&Wtg?7&M~=m5$CPL)n9`Q5tFBkUBOel zn5jQo&8m%#^^A6HZD-fDya4k+N!(W{6+gMl5x$w26L+Y+e;Aa#<5Hv1kl+zuZks^N zfvLUkp50y_gaR3-UP(?3mt9-I_1%HwxYLDD6x%5$2l1b-?cFrn|EY9jS!v^eQM+*M zGh6RK3~y62r{*7|$!&z^qWNK{7uFM&l08<04|~?=3I*ciale+th#_^5B7ZX1yg$K% zlS{2>Yl<@KtZJSF-*SKG>yCi4^Vc+5_ql_fOjeU=wMk>#+LE9=4bVAv!<;&B`dW!U z)+Eyfw~g;?h3S_LR6q8a3_OqD46ihZ2fCy*lD-}@TAq@I%*LRe zLQMcZ93kG)b01O+so1{CCD#7+ESB`$jL4R2V0l$riB31P^CYGu8T>}ns4<-%^PseV z0Pazb66&D52zvUB#J%StQT@)4j=|*sEdAC!!~Q>3NB`a5p=~&>@m1QpT^T)xmy`@Y z4Uj5MBbQTy7A@S5ydq-6L{`A`pjo%cVTvTvm5Z7eFb=lpsOK*123r=w=`(|%#H;YE z4nnEZa2=DdMteBK6y!OmGW1cNhFc|^AGN@`DfL-sU>9kGD8n#ECoI!_HUUknJ+Xl? za=jST#LHBmvMyn14+BHTyX=51VOoMZUXrPcsI72uEqb#QPc;Mk6%3L!!0PW1in7@W z#s$a21`UxK1K7l-c4iRD1hF7XdjbN^v;=hoHT_icvG1V1e2QH%{0(I2M#n~P+Q2aW z9PC)|8c}J?v^DsqHAEOX^TWjY)+Q`15!IN9{L%N^R5cgEyYIBk0}5D5rr!nPrqE0@ z{Br$5#?vUUxds9_SqMqgDg`8sV!o;Y!X-vzT{ON-aeU3}FXC~&h|rZkoTNJqXPm=T zfk*%4oZCkNnGhM2yCHg``IB$a}$%Nr_4&sI<3jM z!%+PZifkJJt`l7~_dMePqe9Q|>tFe=)^_N5MxEvEvtygKqyUFtz*~7+%0CMI`@aBl CmW>7g literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_18_1.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_18_1.png new file mode 100644 index 0000000000000000000000000000000000000000..86c1a3a0fed51ce65c6f3098529a06efbdfb4fb2 GIT binary patch literal 10378 zcmeHt3se+Wx^6pWf{q#{$w|~v!Gxka5yL|Qh|qK<53%GGqXi-eD34Y_&_*bmM`L0f zqehTw1$iGYQIg`NpdkIiXcQ{EMmtUODq69C08*V4k51d&^xdt_J;|9nXRXYdJLjCc z4r@^?s&?(#```cm{{Q>_ed5DF-zC5M!|zxu))IKr`ya7b^Mx$dZ+0wr9^Ap2v-RN5 zbII?*+ZKSIj0G{Df&UjC*c6(~Vl8^f@;mPyDKdhao`*izerRh_+#z(AAeOa%*P#Om zNrw{l?p~c5D@fj(l(>4Gql=^S+SPjw9XhbV$?4x3I3@}BP8auU&aqglS@8RR+;+Hl zl1xAQ1)8bRceP(#_F?+!qvZW)yY}7fYUxU=*Kgch9eVTro-3=vGoqV5J+;4j|AT*x zYWZg4_D>#u`rG+0L^(#hv*0E1?FGNzb>bcP9p`z=mmfUg^3$n5y7$f8iGiTEKmXx= zZkqYa!s`W}Z>$aui4@JGmALvML0n{JQva38)IGILl|4K>4Cdtgr;;Kr_{*B`rRK3% zi{Jkn*O*=PR;(lVj=;L_NOeumY&*nLkvY})QjY#3w0UxU&W~ZRPd}+G(chS;!fnn{ zJK@AljF>d#D<}Do{s5}oek)qBp2)|->$_W6QRy!USqVbY6js?Y*@9(=y6f9pdEY|c zh~~bW^awByB>K*E;^W8FkC(9$f?l^i@>VVGxS469MM6aW2Jx~u!+}VFOA9C%w!tVA zA0L5iH#2>Z_2#-_>K@eGOCGNr=U}q8i4NFDOx=Y80|XnfGQYa>)C6o(M9sjW)db4+ zJVU)nl1PdWtHiw55?st!1}nUXF{Q!mkD3V=MfOs*UW2U+WNt%UF!LqUTpSaEkQb$8 zk|D>kAVKf6LX%6m!8R^(vppQ)oT-T3pXG;j*$Z#wf=T)u4zOW`-3CK(^__!+Ki>7) zrh?(l0OrrMXcPNK!Dh7Co#2R#^|UAm3*o5(MmFB6LS@E@)PI}U9yJs=c3!^s>Y&yu1d`! z_Po?BsQHiV*JiWJf8#`&PSc{H>G4zI0Z+nQ49k387k??cHrbN4m^E_54lKwkIo{pz zOm^RBEtcUUq-f*Lmh*cbESnlAyyc*cL^uIC z{)2s~tdX;=pzkknt2ja7!=(~~JuLDd-mCDi?Sv?dItrI=MZEBRC{`~v9*1oG1ZMoP zLD^y;pe!eiO{8ye0Wo$qsgqi8|KYlY*RDN&2jhpRhNd6$VCF9EbEw!*HEk>QF2_>? zn=hSmT{sxl|H6%8i>t3tD%YBw2~Op>7%nZLgvuiGPAq?$%5~ksFVi8tc&sdtagrF~ z3uHeM{rLFSf=>q?tTd3E$Wkh+7B^!tkyucypl@V{+*7<-T8AsnP!trzo!hDCIJHh# zU(m(YAHuRUq}HbsO!7OhyQ58Aeyn9d2ZfOF|-nCNQetH}0vgmyq7VE}4GPX5~6}9^HpIsLfac}H+q{)g3lbt!B9eg?2 zG}Dq6lDIKOKAPiJ#_P^dY}e|eJ4U-wBc?819i0 zd%g@z&>EKt)#8Dh7z3>EB&WZHMpJZq;Z#VNfs_LHQ{<0U9Zexq#=zt+(|1=eU=I$V@wAkQ$CUxNEqhy@w=NG(wG?*Q#`{E8>5NxKrug5uX|Bj*8U5+xJPX1_`ZHc|#9cB!M709T zupqH)t=J>3DFoA{=;kL)xahPz=l%<7;@-Vd%PQBmL>+y$pt)|%F&b47_uB^MQzb3! zwW~Uz{qdJe-B6&Aj%*RR5i2Uk17YBuL$sm^pS5p#UA)z|tM>+oxU4_9PPIQZ#{{@3rhW|f}4yfdg`K5Ndm-nihm;9d9g zf0vuI-i!kt{P`r78Im-+AinPUbuTMxo4&K7qMLhlr>L(a~I&MT?|yF0>?UM_+Qkm&@V_dCFQx z+GbqXv!P0#(OWe$I~6naleCOySEFC6IXpZD(<;&l7Hq}BFqsq=#Xi2XCTFt%!E)?{ zp@`g@kYkS?(eXLD9(81vvg%Gmh@W42U6%Rd4x6J(cFP;{j#^oF7(Id0C$&ypP65zZ zS1>U-N{swapD~v(>c)#G?qoI%O2x8^xKAPVDKyH~XJN(&B-4S2QT z-%b7tw!A7NGo6X9l@Bi+w~f{;!or;^LxG7$j#fcuWm7 zttYbSh|+bZp=Zb!Tk2yitS8 z(}UV?-mICiNnz*Z%?`{4F20qPwCdC;>G3q1h8I9|agUdqynDUp=+Umv;(gjYB7|vJ zdWy~u8#qhlL1k6AtHi)SIWWjuBR4a3c$yGPx9{yG)i&BIwas&vLQl(UK+iGex%oxh z=U04_mh={Yp=Ew~2+8 z4Eh)ZoZl$|M7XozH<9bR)`<$ov*$0(lEj_wVpr!5mUbTej z2eYN3t#ZIcHr4Q5QlF?z&`knH1OZHgda8pA+@QZiD{wsG3}u8opr*vzJFTInFzn&R!9h7EZr3jL+KrJY0B85~=iJZC3~m6B zY(3+hunOd~3EgQ1VV%%Oc9p%T&ItBpK0?62f-rT8uD^0zo1$ByEYgSp2OKPl8P<%K z`rp)EuK{j8V}n{Y(64lJLK+{e;)=ubC_S0^;Lwy+<@oW6eA{y%VFhF)4wa#S z)VbSY7NK*cov^teCJ9>_tXfpjUz$%vBC1Brn1aqpE!0O(E_%afM9qjWFg2K#Jco0E6*ut%t8r5A`-njt0 zxu*KDn-EFah-v&7Co#Z89xUjB%!zCRC5oBrHf_*S4hxqFKoj69bhM_X3-+ z1{^E7m@XO?HAppi5R%dijnQEe0~NXigwq?7^?j{g4&tqEizyp;Fa+Uu#X*)4?YowX zreaEvbu?qt*RUuy_&xBU%kGt@WiMk@8CD%h_Ms8xgP`ekyWp8S4zMH4T)-dS@*ko( z4|lqOwhhI|Dq?~jc0X{wu@C82Rq2j`>p5bxmq}} zpkoubTcz3uQmUZJaZfl9&~tnJFjQ7RZnr$Sy)TC<5mV{n3|Hb9oY)RcgS$QN1{>%? zD_7x?QuPBc;DlY3CuO+Ao?x~Vnd4DSyvY{;O;mMoI;3qb>kdUYknmm1wm|ivrOS?e zkz$=DMW;#Cd5MiZi$_2Y_g~mPIaX*sd|R~&25L(Zf8C3qX?#Op&WDGolWlEqO#o9r z!FvJRM8C1TUlnQ%K5=7JW1rH^{JQy}G@dQq>H(s%Vq(K9mRIY*15GLQA?6Xs?2uKk zg?q52?Ry--qwXl+A#o@#=JreoqC!a1xzNRc=G^G3a%WPvsmi4W9veou?!@WFhNRS2M!vU1!@ zoUwu6W5w#HB+y%dE3hX_*7Hq5y3TXSzW|SL+de6ck2puoLuPiuieAzx>7k?6U-09} ziQ|^M-1m~&DS)vSAF?Fno`f564J75H+&r6MF_wSTEa?VP_@Z^5Cgv)h7K!muU8GIC znV!2dElOW^LOzAbGX9VZ3!bGVDGqd6jNzbN(lb8mR-PmQe71=Dn-#5pm3EkKRm|<% zT8c{3zAfNgPs|wx>A~`Y9UXX$lRcPxJ zh}JMJib|=IA4W&ev`3uaU+DArcq#1Y#~5kF0f}CTq}-WiqOnJQ%oT_qtm?!iC{{vd zPOjktXSx4|1x`9}NysJJ&mxeDIHpP1IN~9G6u{iX(;gh^PZrB0IDM8{1Uu4nQRTi! z%wgTa&gAYN+<kyKOa#Crt;sJaT*mPE)LiEPN)k7*q%bB)`u9K6)nzkd~x9*K#i20+v*Nz=*G%YeRq z<9s>K~u}YPCSrK22*6#dzV17sGTc40QxwraC_R}q!4JTELK?Y-=zoq=kWxf zLsWG>CF20Ro(B@=|06o~RO1SSnR~QPIUp5`0?P7{>t{$)_7jZ@eu3lJD6K6X_6KIP zD+;9$RV@eP@JE#a9F8y+ZQgy`=a(d1WocPnG(1)q8OVI`irTiAs=^=dLF7Q-fjr%a zSW-Sfs-e&?@r%nlK~!QCP5=)0JJz= zS9<=~v7Hm%KPIewYqIyzi#_kuhik$1b4^d^?v%7Y6|-h9m-4bqw0qXZ@Tmd?Tl^3z+JHJHDJ6*g01dZL?8iYK^M6LM*Grs!H|_`v?1BcHpKId!KS zw%3+5i_juozpx``X~haXU1(c{+m=R%wt+H0##*8PxmJ(UB{6(7Qu?tg@W;imb~%*k zBTQ3?C)w*KAOLEok!w!GD+SMudahUx6s8*o;{E_q&V1O$U2gmevgY0KSqe2p<$)R! zt9_B}pFq%X{(UY;8UE+`53|6TW1&8WkrIr$NM>$CNGIY0I8U76NO+Q&en?3fRRtXv z7x$APodQd$oZIneQv_m4!#wPprVc3`#2^Y*Sm^qXNQwYciiEyiJsgiwmhb3+TsVYqzQHEw;e(>DOYE!z4A<0>OR=l8@i*fzSr*Z$8k-AfKc;id#XxO3Z4q*le@TCbC1dWbDv)y z0pix+mc-D5fMu+}2G+|nre_~Y<{lSyqjk$c7h;paI$?HM!kN%o-PcEt$ANA-hK3R+ z*71Q#b!D)>CCy};##o^U2db znC=F|30B1_M-{6Hnw}G2+f-I!?=>eZp?3Sx)7i2jOy*4#Va9hbKk>ljp;=J3kbeCH zA*0Lfw5MRjcVwG|oJ9r+bgwjOiAGPZT)TReU+>#fXHh(77fd96 zQ+wiJ{fMP(v2=o)HL|P2Bzio#(P-%TzBN4+0|nhSWQGd|`U@`O3Z7U^l@w6!fFwMg zNGcpVGZDLYZ_uokceyt@A+%in@B8y^>rO z%c|dU7T_O-hksvuIdiPTl27%l&wnIM1BvJqDL=<^0NQNnSj4_R^YGi zTTTxwBY@-1HB12HOa9^hg@D56fez&RYx|Dz%UG6%O!_kt$l71<2GND;^4(F8*&dnX zSFR+|-^D;aoCE1c;fO256qs0oUzj};7{GiCh&yjHbEabzSlp=ezBRe18j6fOXd1!$ zUaG(Vm?v<;?7v9#ujAjI0r~n*-Kh}(uA^t|NKx|-Usxs1T7-n+{x!agPaeg=zQAqr zs33QArRCFmEuRj;Y-{lx4hSisMc$U2py6t?P$;bDgHc44B%D)Pc>Q*(pO;j_hEIny zT*G(xGqVsHByc8_(sc85$-9x~Kyk87V)y{L=1NRp-p<4Yh^HYV`@XmvT8>M?uq-jb z_a1zcn35QN7w^-6r|rhdXu86`Hcaao70?obfa>I46qG!4eu6C+pwfPVKveS)GRpCE z5NmbGQp2|aE6%%B{z9}X%W<;}MkY5icc63Bi2vaIgTBv4Ci^noElyAqE)DWyvg|#R zB&H>BDF!N=728wr7W)NR%FU&LS!Q-Q*ccvzw7ui$vv6XGe<+`%^pcVH8jCJg7H=B4pIk`{Xy<-JZM z#nuhps%>fwvm#BknDNw@DxIU>XDM%6pbB;3=%X;-Sf=g1)g_&w9J22HG`Hy?DDG>6 zoPbucBHl-q!_i-~3#rnDU%3=*_;=CWRgd2PS#-aXO>7YIv86TFMeDmW_WVqRceRSA z4|Vi^g^L^s9(UhVy~L1HIsP6jdV|Q}3;v)v?Jx^Yl_->xk&#z`Z|(S=zU8{I$m_m) zw^8cqxqoV4`_yYI`Etz`gkRMYCm%fyOoBF7;&lCPW%ii)I?UFn(Kbr+@kH>WA$YJQpRItfS}NM@$Ew>_|TIZWn*m#JpZ60wYdMM!=BY602#^DqnqGp$G(0s zma)exYk?zcs$-Oz=M2p1g@ubL5ox+M*3gC-6ESTob@YlBi$N_qOH1WA11DYPBqm~0Ui77e{Oy)rZabP4f2$ZivEk^`; zXi*fFZ?8YC@{U8es|hDaco^lqL1g(c@e@2QYh_XE{HQ^>J+bvtepw+EiRwDw((_b1 zo^}ueXLVwd+-wRcE6lhB0a?aFvGKkna51apHE`Gjc-&n`v(uuU@4y=UgC5G(5$3a0 zIUG?E)3OEK>9enYp)!l!%p508|2mc{vkhd5mx~s%e%KF80wwt|pFoilv=gT(i~XVw zh`8&;9?`ui-(}VW2s9wIK}asKS2>x_5$;AvZ~zAqX0mI$<{w!CzP-8$1d3QDu?S{* zp)#1^!*g#FbC9Nyd4V)lz=J%wsRW)4Xv}gaP63;z_18e=ma1kJYyC}WJcta7zsdcT c%DB-iA9BoMdktFzPZs<^;QKZ2Mt$_d3-!7JP3mDkqR;z z5QO^-f-b0Cy$n9N*0X;Fyj*m8fYiDQ{&-(C4~9RsSI~EYpzF8bzc?c^z9-;AVP{!A zXU!Lu&TdZ}Eg-um&i1x1oNcY2(z#kVI$6JXPRGN+&B1k_?wPZ*y$C1ge;dH@!qJK| z*KRHzg6JTmjI@?}+RqseZzHQGTjyK%(H87A7KUN_jQz3SW*o?ZE~2BMx0gmtJ!YoK zrj$mE_GWdJ$VV!wFjbgOp9~EyB#u-)%K91i9wBv2>8Yq|)0UcTx1lX6kzKzcAz8Rp za)_Cd%|LEMVVIXUbALTv7b9$C*^=U9KIk^<FwgKniRHg7&jZasU4CfP@cz-M)AU zAAS{+mj3&>+M`eK+cx6=$=4mmKyM^WW&^g!bJo>rv;pF@zIv}{Q6Ee3+X7h@qjk4H zdW5OC+LU6!p%h)EHd0$${X%JOPXhTOu}X2o&j2+i(Q)dlG-9e~kmh?*YlzBJ$Xzf=Lu@-dhTTdWM+(WI>r*|XH##fnUMg%V17P%679B##1>V^24WHN&C0WYHpjk-ZmqkGCSiqeWTx%G#$=; z?6hO#vA~NyLX0Cli!j4fW;)?cGf_$gHYMqIS5?pwmf`i!le#@zKiOF^`Y4a&JQOeI zUgkjhF|C>)wb3SwtA{U_CZ_sco{t=IAdf5s>gDQzTCOy4E^;e(Z8#wF8Ji78l##Rv zyAjUP6xRAWWg!e^y?j#*4><(8Iv9P_MhHm~ux<)R72L~f;p6uzI3?%{kRxJ96zTI< z`!~KiRGmJF^Kp1^?9eqV@U`Xg<52sH_{_H^rZ&*C=*~hn71spht|~IDq?+@FN%T&^ zK?I)UUDx?abRlDNmx0#@3eCH#Z0HucRX1u2s(9|@S7v)+No%tJY=%W_YGSSGpQXtM{b3j01N4bQPvzc7$3PSDP?{=+ZlNGX}@$yT9j8hA6?5!MX+G_kQ9sI)ksvR->-W zN9fA&0uS;$?X20Ft4r*zbsZt2NsZ*Q*FFx}$2;!({7}8TG;Zi??qz|%7dLdM%vc#u zQ!zz|T#^P$ze$IX)%(>X>#D+0%{z=A#fg(1N|4g*OjaYddhgY$%iO(H!IJ9M zn4Ki0(J0|zgXz10FR~-Jx6r$N;rV5JUEV75w>!Z`Ma8|Xdsft1BmHu=W4Gg1x8|%% zX5xHj@78L1PTpqpQP3#BJV*LHEt%ozP^wTI8Rl&_K?zb^E8(_c-a#u;LQW}ZkNf?aY&HDJ(s#Q|CE0Mda17R1vo5a2R z?xWo=Q@o&NW2yy?bET2Qkr$itgZv{tl>;XZW&;n=#TY^ZlppuNuzLQsix^je#o{)1 z;PjFX(he_5&PAc&=es`?`|$-Nl*={ot7S|LoM$5KsA|0HaR~O>iP_Y%BiF#CjbX%0 z#@YAdBJ>%Xxbn6O-ki5l*|z3>p>$NM#>fjpl&+FN**5WN#Ke@Y!cn$~$OFe_Owfq1 z2#9(ZQ>D3;=B}i}SFdiHZBno%ew-IkoRg?a>oquTnIC#VwR`YF=iu6*0aB3d&V_q{ z^0RM_g(VnPXLq-mS?-Yish1}7Nyp&gF5PF)eRveyQi2i0Z0!>u=a95_DQx30Gn8{>+6Q^NJQGuY4ewBHW6@{h240@Q-L%N`k0ZwkyNjjqRjNCuuQ06P`a%!zQX7;N8!|YGs-x7TVaE|q&le5SU{&Mi8YWm z?F6{8^AYoGE#qL#go!}h^YG(7Es^5wcjK8g74Y$2{02BcY1^lw}haeO6Yz_an>2gmZO$ zV#*R(F>%)TQ7}M>u~~Wq0DfgObJN%IlaHDqN-b}zR(3ws-wlLdllj}P`*uCMOR5`3 zOlf0xoltg})itv7x05Cxn$xoAa(rc36`hz;y`52a{^OZsP_=6DT?OPonQa$_E3h>#+0hR zMd-`>{q%2JSNxG}H|4Xg>Z77=o0Y~nr(#4Ar?uS6)Du%%R>fqR2VLx%GV}TGuNg~_ zFbh9xCby#J?K(;M_(YtL?arpN-bmZe$FHIgyH-Sg7$dU;njrwY+9(ULS^t-l<8nvB znD-}NnO237nZtJ$5^A(ZssTz+8(}Y&!?|(gB`*&V4tV1Syu6x^*PE1|L8`h`TRB1Ox zx4bAhE#|gt`1nM>{8|Ss3pPm~C7B(b6Ta%Sb#~V$uJ9qJ$}IQP@D6+6i+4KfxleME zhn*%Uev=}jsLXul45niwwibzyC9A)sZPv*QpUF zPuJJtZH4E{;a)jQRC_J@<{7#6&(=9f$#%{Qwy#dmT7F%rM3=@p=ldKAD>AV6FY{CO z`6Aax<;{yfu71Tun$k8cxZ{1%fA^7+Yz29=@4N|U-NY0bv1-?^ z&D~bcc)VfWM%%h=uH$z9C;Oe(es(i#qM$sQhj(5s>@o)WbpSQEGK&qbjjmeEX&vNk zrG321sYYc+!0gSi1ENY?^&S#=PH!E?ZRvG%Hq$PKT|vxPhEL|(AIxwE@+L>D&(Web z)Pnl?GrDgt?D%2q^%h+N<(n@L2~z%AQ6Mx#SJ$XLK~AU9Nbtq&D~K>#J9+BOPwejR zTM^j}lr1Vu_ZoOTn)k3Wm7 zpAf5(jLp-Q1O8Uw9$zVblj|4XX7=Vi4EV?(;UOXcphAsPGFrD?@fA7YP zSZyKaUG&HKmKREX=^iG-rfg}RC&I`e64fKF0}X<6rPa6Pl(i8_D9o{COufu}Orm8V zcHsy&khty3E~-{$zC#j4Iz;BqeL80-Z;%jU-GS|(_|0H8kjgVbo5ZsBflLp7DyZc*-&SuN@^-s+{_VW8Ot~T%GS{JAH zb-F4N${q(ad(#t>2%8O@>$sP$5|>s&Qg5FGGx+bgtBzbz7Mk(NvR^xLtBd#^dCf}c zL=72rpfNP!Se~xKa#BUz6Zc3+nGA|Hy8|kk8@;c|G0)?)V%neBK+xlh|Eg+YU&B?7 zKNB-32_fiP2umgcQ(wL@$$ zKQFE2r+?oqJ)O4D{3L+%%)z{%Fng{cgmGviK(a+}J29pwI>%!CC|5sBO*eK^j>FT~ zJl}Mt#$9Zy={L1)Jn8)BrEBl+JN^VaL5-OHyeuEx5#z3;K{P#jlfSFUbVMDsVFs$X z#NEZ+hPn3>o5QSs_4bV?hl~$pr#RAhdB$7F>=29aVehVocbE0U{w+Y!|GH?F5g7f6 z3vpqNX*?aj?)&V%6m?9x2>E|(Bl`Tzg*|Bg-mgME(wgi0l%wYy}dtTn=b zo={kecW$lTd)DjDtjrM<}jFxV30q3^dM0cC7LJb z{=Eop2bA3djX;badY1*sjg%DZvaOxir2dyb-$PH$@o#IM`a zoUmu>a?}_LTq=2}vCJzwx}=P5U_8yKt}#T1bE~n6>Dqk>n3$avAA0BeuAo4}$!X;W z+eguVrct)lY~Arn{8v!zs@RZYb)3B6@D;I&kB*bLVrSY_QN$>27ajtrI0-?}*JN#0 zc!O;g6~X~~#z;3xGXbSgg$B@`@9u9CQ&a#g%_*7iY zg508V{yiVQlo`Dna%bfNtb*+Jz(RP)|Fj|Yp9m;2UtNI2hWp~XnDwim=NQ58Pj>qc zCYb+k>FNLJ)4`1dAjznL9e%IdI{ty{_MPh*1f6}m`hPRQ{y*Kp|Jmg95>t3xN$)W7 zh?1BwwpCx$#^<{ehi@@kpi&T|l>Uq1PZmxWH)xO+6H}mb5WTy7bKP5cIdH}Ym6uq&xnK@sUGwz3MohO&agMLN_+{*~SrCZ=9|NERRg0PU#95YB&@H_QFlPP#=jA$Tz zx{`<|rkLJ%z2Dp0bddY=P(>v^B~{e8yG`gloc#%2l}jp1_-_3xTwwKTW)x&OQUhv` zBcL@b@xi@bT#5Xgah0s2M?*esnJJyMp9gW15vsc(8by7f0 zLq__hw!K4MKxuO5pm5R1((yPsl4Y{#i;E)!HAw+F9 z;U#It9FJCi`Go2?zmrVSTKGyz9B~bjGI^Tf14->EdTKRzw+3iw`E*Zww}19j#z!8@ zI&PSUmX#;T^wZ)@U%U)S?Z94NLGsS|&_s6ObWPGFB0x#I-e-5#@eg%_dO^l2tG>I| z&Lw#nBrZg98`iHVV{>TS9_yq@k@;vg(jzqMMZ*!nT$Ywvy&{=d*+J6^(~<|^p`m6`BJRVdC20s>`ckF`ngKiR=pSfY9Wme z)L}Vb#W$p>KB_w@yg=QoKQiX;$=r-bJ9MtA7MZW&sEfp4CGchUe zjF`ImwEN?%%$|b^%F2R60UGn=D{m+^ zUBmnAcVAG!&waivY-FDJ)MQ<^3kd`{z5xn&geg{HR3cze=ot62t!@(8vZW|9^bE?5 zc}F9;!yB261L0i;hi{?Ah+NoMx0DLcJMb>~j2bib^?hA+a(;N~$?q&^tvhOhb%3BA zIE$0iAADp0KxF>hB-LBvQMwr3yPnweCI{#x;DI!*KmA0eBD2nTA;8Izn#sDzP||qZ z@aI1+>&~S`>Ru^?b&BkRoPPXkSqT?!O3+I#UbzGANzln9?pH5O?XwB13_HRfs-;n zXmx)Qi&(7*tQAs4i`H^_=hBD%*jYR;q1!%xFbzRB0)akdmj^nXJWEgCm6o<>{AOD> z?(R)K3Kc0SGcF1H_@G-2T3s%x&(WT4bG=#8#3b8RPE9d8(Q7ep6)?X0`i;23guprf+@N zuUJe+t))!r)<<51+Jc3^`jwkFpkAm`K@MnJ)#p?b=p_sK2>YAXHXCdZqgK z@UqWl#+7?_L2Xam4GSOxLhGPJ{#Y(vuE=to>SACPDgnK+!YYuXBA?845&Bl39+gFD zmW`%~sglzu!yK1X%kw6*>W)m4X8hRBs@}U2OH2wym$+}R$Y#Ghx}EUu%dljBoKT}t zxjwt+(Ex9Q;{*?^YxiW^$gCNLf&qg@^$}b&4UHa4z`ZTN%m3a5cpRS0wknQ(p0G=W z%;fLdR)rv=Pz*_#a0wleZiP$BI-d#BxLBt!->5NlzliDcq6i=~od2H2y}Sfkp-5D5 z^(lIdF}-%;@&FR~?y2v+=J64e12=e^2%jo6QZIj}W;cMZgFe6&5YCdq*gj z-y{4fh97+SZ~Zs!_TQI!SNbL))Q043GYQUBaL%_eF_lTU|9E3#W>IM^1eA;Xf^H3w zFC8AkUA7sDOX_a~BI$mxVT){DXn$hocdInT51MN{`S*<+%izU($QRKFvjG+K9{zo< zw_BKD(RE#+5CzsEEfAH$hHTJJeM-%~2WmxY7^*d{Qvl80OJ#UA7w??NZCUxTpzXi! z|A?b&nA19U98epaOq?9hV?9Q3)@GZ;fKtje@w(40RAspVaWvk`v7vI=N81s8*$S@@ zOCZRXqB=_-rHP*9|FPUo*)LhReZmX*Kip~143)X?N08H*y3^~kf>u}&nT`A?P5Mu< zl3ZT0M&Kp>2o5cLDDW;?S*^r0+x+@Urp02H2NsF0$(UXh0>upH+bkR@oZvy>d>8w~S)7-)l#f@iQOJrENkEkIi=>l+$92t*=iM zuzfDUEeVou1#C{!A2{V9M*>Km+7%_L(sRyO>tB5lf9AQmo7t~WGvPpVafA0GAt;kk zY0RoDk=|&@yco^{v?YGE3ByJUBH#iI8V+(o7cR?&cgI&I)PvD&VFxGz$m3@Sv0CBx z&>0P6**ddF$&yB@K>FmG2xxP{vgu0Sd}i2A&{>#@LGTKyc3?N${%9ZD@w@WZM_z!K z9pN#WoJL|rU7MDS)2Lh$h6$#HuA@I_j2*raF+TK-3S~^$?bY7V zusbwjFEj!)O1kmwnFw-3pfuz%l=Kvqhxpi#pg?lG48Iyh8X{xV&GL+GnL;}*Zhi8N zv0@&&bP<$SSFs?Uij|kTR_7%uW1B)nupP)6O%RBjx;)$4$#(RbXGhk9_WI5IT7hCQ&{p&C5#T7Ina076*`fN0SXdjGE9 zT5V62EFEeIE6pK^Z?}`*B~O*;GQSJ?vpfVf#c=vob5_nu6l!vSv5>XInL7X7Si-Qj zu3s(eQUJbxCu(yNP2FRC)K)!wC&^f+q^Pj$Q~CAoamRvjkn5$0073U(sS(`N;kz|{ zG&K$u%DuggRYKSB+mql!T!%pS-^!Oab<%$dv1|G;w%?}KH>}ji{d~*L?n?mx2dq~i zpjY>wGTkh)4C=*K)Vi<=uv`vEnXF51AhU+i!o01Wwn{Ss-3n>KcEm;5C4XBP>`} z65=8xW)GNwr8oII+l@+%Dw)h9EU!kJuv&|rZli&u*qJ6sH2Lf6*m`(2Dfkp-Sf*%- zgk=K`KzIjMQ%t{E*R)L4^Iw$&jmQ3Qp}qn=@;~S&gjzxv;~TWzny-stkzB7`_=^xo z5FOS*RLr^wQ*yCb5!0gC-~6R!k15>lH^{;u>Rb5B!$|00<+Ch^KyTDdG&V&p0HyqW zuixoyPdlkTN`I+=v-j6xzH|qXyvAE2beKq$ZKGfz8BR^(lbv|Og+>6O58b0Guh?5S~}=zQ2s+ps^~c3<{ltWpG38*{Q^1MsDuhd>)iPjTgSCnidr z(=OJNMaWdwxW+f!n(^E`;f5)vM=-qH4~+#hK{fT~fIg2x_A&?RE3uD_Rosn5ISlY2 z3PO0PyVI^(y>z|XT^C&81jkx3ma%+#!|5UvP6-EemMSoEER zttO-Y6g}VX{uLMC4738#4mgg$4zRQ3^%M+|JD+?+0?M?`oJ4PYI%E3+bYK8XABUbC zbi^JVQ)j9JG=VQKv5}#5{aPQ2azPKV#%2Q)GSw+t zgaes@{*gb6J^1oS^BRD8t^#5~gdnd?yE37u0`mZnWL{wJXnt6X{MpQA4m9>Sgr0-$mC2NJ5f*_l$yH^6EYAg_QC zpT;rhXCV_jP31p~jC}%G7nY`Gs!XMC!eO!p*XRm9bZ>Hj^7@}0Ly6)RtyZwBr{&L- z_e&3`$F;{E4dFogfXlU!00~lPBI+Y?u9T)b{mpt}AAtuY$;c1WVq^1tbN^4ZAW`Isi8)8+Bv8whk z%Q8_L+tPUpD=qraW`5{(oN9N9Y430ndUd4kBEp@Zim^R&{2b@|a04%FTv+_U^( zoElxo(-K9%YGr|@i63KG70(gZ^YU^dQ(G?6i~V93((Hnp?5DM!4(;V^&B{Ki>cf~PMMYXo%Wv- zud;r}l&jD$J)Zcn&E-=#9+1L3AD0j~S`Pf+P@XslK5hN>2|Unum^rzWw<@7fI^0AT z-#Bakanz32v2pwD%cz+K`mS|%wrC)_Ad@B`7ku*ku1}!jH8Ea1(Rs!pj`bY?dCA`j z1kPxN0=nFp!DDTGjkj!+v%y40y0voXs>+Zs9bAYbaS#Cr-hG6|wV8@<_d4m-JF|_p zh}sP$oI-5!hSgs`c@OzZ|D7ebT;p`AqS2^ZiUvgWqaGE%K95k)Cxq)Lf{W60NYILj zjD1`&v;Qe}v1KcV@axV37BKU+M+fWRa=(4kB1WR=aB*t3ZW@H$m>HGh-NR zZl&<%V*zbsHU4nx!!l^B2Hb2U$`}KnrC&@uwT0K;LlS$n|Nj z%NUKpcUix~B;67sLvLW(Xwcj%L2WDk6E+$yoB{l0Sl_~Hf#jg8%?Y0M2!0X?`74Ka z;`qaft>MLzAuvyv^(Z&Tb+#3h&xVaL2w!lsgb)t07l1ur?g=uSS&V{AYwIt&QZw)y z03W)WAud&r;i^q+oTzaxAxJSs@(?5hckvviM!ltICx1m}i2M#;XJ&>#(riD$8@*`XG(TBzR-q`#}clKZ=v9Pa+XD+d8vaS;Fqc78u-qrT)lt~*vA`Ral_ zsM3%F%U7Y!NO*$xMb?=b(u%j&>h~xeb6T=h|8mpu!p3tnh}@9;-$|x#yRl>kmlhc> zis0e(xVWI=uA--=9ot}IFaQNn;2?!bv%fq(R?U)pjm zFY5;)wvm9iEtL>J_o*_XQJacwyf6hYf-HY_&{PAJ-{!Ip+&9dl08>>sSNyI5E7=Tw zB~2k?14Q|f?P(Z!i6y`lvjEs>&&b{zP#fdBps1Oo-=>1P#)3EDhr%(p3zs1?L;|1G znBRqKW9ulelYd%$(nNKo&m%5enwsh00@K`sr}-E-O8|Q?Fh*xKAQF!*0?w-;L$vYa z0Tsl|3TL{CN5%q5eh%%l1(Nah)R$zRf-vqmH+5WXyL=1QmnIAVvq!gadR*d*T#O7SY<;)&yW1Fy!*Cf?dj$AN~|LT?kZZi2LCHX8!T{ z)b#Vpz7KLkd<7;)%CKYnrS8Xugas{4IsnrEI`l9{L0B_kWpMqoVQxV5(|WcHxCU?@ z61ZHICNcme8fe0ZrtHBG{o600_^>C(p^9HysL1B>r7P4f5o?Gabh~K5L2yv(9jf)7#zZZ6fCkRbsv*Q`Q=hDe-V|nQqL&HkN z(Z$if#UwB=VlhAh;tF4@&_CKh`Hs5WkjgE;<>S0~1wam_I)E~PBH~Rno<=DHl=wCc zN6G<|pKUjN9eNfatw$vMdOVEUY z8!v!d04mxv09sa{I8K{h1`hR@2lxtI`_A=zxMBip0#pOi>7EQ=kPEYY(3+H+7$Q)q*R zG2FmA`W$i&7uV4+jgB6R{V@(un4)fwo3iQzIz)2(jkYx+fMERj>dL5zgxRz(I8uR- zAlwuPPUeGlfYXlY_rMXokkT^4qU(T9ezAl*OWy&Ar9J~8T16^l0o=-r>~q$Iq$UK0 z)J%ytepbTd#u1!fWc{Gt5-Q*&AGU_wncprC9z>?gKK8Nia0=_G02u0D6@i9b){n^= zGc-n*{p$~*Yh13kSB&AN5HJB88XW!Cvv8O_-8j7>Kpmjv<59BC+?Hf)+Nuf)pHF@D zz(5zE9@uFVQgqcGaxjKlXJ}X{g@mcRN16BqF-s6uVM^zSs8H)K4=d0DPEP1Qe6;- zH=CBoolx2UhKOB0yw0>6cxpNkX!1tnf>aA29L!XSx5TF=>Xe#8OtcdRovE)R@#TvS z+ki7XJJc88u+Zah;KiX`z-8Bz_Er-v39?YlXG)Tkg0?LyO$4gH-imVMI^^-jjTs7k zaP#8Pcrtsa?9&EeaZ=$&@A{Pbs%tEBsTxyV0BeCY!wvkC8Bcy#vg}Q%TuF(30cEZ> z(0%Ol#is37!Gl(rE}*r^MF#KriDA1ca-@iC_9ws;KR82sP}yHt4N}9u*|eg=1=v3D z{E6>Fww0C#x&uaQ!1#=SENmK_*tqN(Yq2W8EuEfQurioKx~lUm1J^0q;ueCrq3^Wd z@R<2oua*W}*MT$-{5lPphhE!k{SG=*bk~6dm+bu3?}933f46EdK%c_Qczo73a7hn@V~z*>-9G(Sn>EOx_ zn^fE9fTaut$I7sTQRiBqjWG(hfVFeuOBujncMPE2UWj;ol%S%g)JS{s^$6~=*j-|z zOMTQ8XmJ$Ok-RH4MTHm*z=uI_6aw-(W6{%NnQNfB%X9?Xjw=A%on=R7L?cieyy&y@ zy-hKZ$X}}a2epL_hBFlcoE1yPU%D)8ZE-(b#1(kW7_F?w6RYf)WPYnhZdtX*br?TZ zd1&w}E^l(`_4-MLdttHB5z$--O2@l5Yy2Z7%XjvurWF$GY?TtsQ79KT?HS2J_Wp!6 zbhTFPuJ_PRjDfcC>AUGdU%%6qKP@X6?`N)XTuBKMObPBOK=nIw<$IHn4|%h38?uE4 z7pJuZ{F0%ZPBCS?8t`s0IJoCFg+fv81);C&H7gCz2Pk53!7t0*_|~v_wS$;Qm_JsN z_;75JcJx9sy~j1CA*wRTwIny@uCRo~xDJtd2FE3|bqj1FAogyv!(Bj%U<;rPX&$s0^r()gYd@(lU z#?W}?`6cA~h-W>QHVfwY^r zrS`^d)Q@ol>q?J>9|v(S6XGh;(eo&ZRHlnnp3AZlFCol&fnrGR&}Me;7c(v)Jl1!e zLe{BNh++a9M=C40yRJMJneU!Hnk;io;t2^(tN3$lO1ExR|7`j2OG1JtiLko9_k|+M zv|$E(zxiZrrr)Ru9}y9yk4ZXy=F#6f+Pfyf>E(?$0d za#*XYvX@eV!zm33C<$EocM=NvS(KE6MIseG6y7g*44&f4P4$@n_69bd0w zE0?IpPaF=@!qg5a1bzQ}exi)fsN=|V;zsR@w`Z==nsruH^8YRfR(Sd7vjY64MYi+HDdA2!nF^Cc`)+#UGJ%rk2&ysrV#6#F3-5cKrf@S+p#jhR_&*v{#d zmWUB|)-@q|S(Nm+_5F7u5$r)X@a?>EA{pp;N(-cjW3rv=j;}`Xi^*DK2ZUJ}Q@{ec zjeqTj4m8szE|3s~pz|ilW3uBybKS8`wVE-^O!FP!X^mYn6_Iq0`06;OzHMAdumb&J z0v;a`iz4uhrG`yq^DlY{omRv3*QQ6lQ4z&3uin2;FKeYas#9Siutq^|HuQPn{?!XS zN4JTILSDlUvU*MJ?KDS7&IhIX(zuYsa2GJn^kGd71l*c;r{CoS2Zt-Mev-kwJHeJ- zxpq}gd_4es7>*{o?%WcE0YQ*$yTUz>6~W z&h&g}ePZ+M#SqVSZ=7p2>_+$5kj{@-&iE%b?)Zc#Q4W%_auYsQP!yNPd1 zM*bbk_IIqUL{)@w(7K+81@~{(6*+2obLFsU?o!t>x?d|(4l*)bq@(~DB#LPl zEBh?%2b+qrBk6fKj3mzK?{z47oPFyzAXkwwC$Xjm+s4aROB-fqlPGx`L7#)5WSfue ze{L?PA2A_EOhhRQFPXJ;a%a%E#6M?2**q>?N0@2tDo}PLtg~n9d*a=G5+0I*94#3Z z<4W0)47ZYRw;uiYCk|x%@_9w~c%#J%D1wdF^yu!NypZ5TSAESKRuX(Jovn}4!G6r?@f_lcdC8r;1$rkPbRU_(5c z#$2aj;F#8G^leF#z5T<#8om$9XCFZK&3>P#P?1$%{5KrIug*W}UMFu3s-s?s&tnJj z5>Zz2bpWr9w9r2}UD*Geyg~mLzVsgBxv_^ILsJV_(y3fXzz&qe!Gw>*=GG5e_)38- z0xgeTTZ>~ebDdU$M*&jA*QAMK0_G2C=DZJ&F;7_}st$ZGPl0{jv_E1RT75xXJ!g9^ zemk{hJNLH)xJ!3uWJgx!I|aO_5AN?biCn8%-k1p^sQC|M@bq~SFv2q*0p=+Ft_=q{ zlGhvTq8?eBME4k(ez}F6$!WTWk<=C0aGDvcYGr&q<`Xqs2ilh7Aw|t}4yxF!R1X%Ji(9|t(Zg(&_Vd^C0^two` z5$zH0loN@d$K@-lNEol=_$IX?O;hZJfW6o(;NCT&m>%}zrmOuGb>5qu>heS}(hZig z+P2T96mPoR1iE?vkn~dRh3W?bnp#^{tEZj?P^@-$;QX^ zXZ=;b2NQjzlp6Sf66r6gz_JFn&)A(f_s<9=v_~kFGLb6DQ6pvO9e0Ya*LlurS2@@I zDoON{GRzbI`-l>FE*41bAoS#rDZObvbQcDmz~6= zWrl&QK~h(oX$C;>YjLo3%pO4AL@O(#CmKY_mf9UAF}H7wK+}|*w}E&p&eBp=HL>^+ zsRxHObKkD`jsZ8r3+N&V?uo9l5~*`qq*{yOd+%P+FF$-j$EZrbrbo{c{`_PuC*OOH zzt(7KYj{yLP3`{i%{kA*AhE`CS&eeUmiVawd-q-X#SG6+GT-C)^9}13J4Fj5N7_92 zSL{be2#bV>V{nwZ&?oJ`ZYOiUeZ#a@ym)5p2SZii``D{{^!c_{DC#RBx9e?(Y)Vtl zRc%r362B??^8e6l7=g5N*j*{nN6qP*cx9c|V&}W;Kw04>xx5us8O$fx6E$nHmu(A` zm^2N!nE)s?I#`uh>kf;f%5x`oNvuG=iGL#$+LL8#Gu1a-Gdt=e-5SbEL`e{<8LP+d z#CVg#b?#G*;DQW2{pUx7z}#Psu$e35)4pM5!bT!qq`dukt@ABZdCc_rYc1)1-^<_R zzb_j4_yWYt5m@_A+3CAWaMGKwEKCP^I zmCJG6@7*L38OCk43{eml@T^R%1Id=HV%(+Wq-MXB4J}$7Tz> zuJc;dh)NWtw3Y1GXBio}G>|zxG+iys^wL~Z=*)%~dqA2&(94=Dw5M-e4;kj}$P;)} zabVpbSUMrB@J}lIm3Pvv**nJGg(`iSHUUhb{=K_rg8c(3In;P!sz~TM#Quz(-Ygc6 zFNU6Lium~#i@`5T>}_IgA4T6KQ^_Jk&gN}S+Q$zKaY8O}F4pSCOq+(`@e@&^0Ll~y zi!iYVwy$`>uP69g$(G5*1S{+o%TP5oU9uX%`5AJhXVXCOllYS_wDMu*VG3H{k*h-b zPkCL5QgwnXuDIK2o4aw+|9BTFk{sOQ5TG2o%SImaZsrb|wN)v@^n0$k(Xv^<6?}o4 zbT#{<8P&{~M0Xlv&2N9*_T=Svmccw)x@GQ~7RYNYxiiI%u&G_prlJ46Hu>W#BYmgp zrIa3b(*EyEr|)|<$~qk@=KtJzN$kQy6od1AJ0*XyS_PrrNLf~$GTS-%%(Rh>p2rBt z7tX6wk$#Y7r&r(#v>4F#89_&{(NuxtDa&yBS(DBnF&#Z4NL$hS!x6-6dJwZ0W$!=q zUM5H@z}M69cXPkhQ4y^jl^jgcXeMr@`p4wyD3$%a)<`U0?AH&I7gsB;R)z%M01POm zeCSt*N)eNQ8I#WapiB* zL}XMI!M^m!{dp}oq2wdkdHb%mNTImk9))Yz=etx^Pjsmf0xp887Q7dA$}S9Eai$@O z`G~ooVt&8e`)A+1w2m_*Kl%cY7 zc)R?mzT*|E#ah+zARWLifM!TU`>%&pAdejismh-ULnlLybkO~P(q9S;p}{gN3i~EK zB5k1-_N=K6tb|17iaq>89jG*wXryd{y3BWGpeb3F`%TbOUbmZ>J5-Rb8`@~`e$z5l zK%}B`1TcTdeV%2pVy)ZdYvMwhd$%&{!@h(Yo0}SjV)=O2{ONgyfUi?tYOkP)N^dW) z=}4}k1=!mhB!|dm-)^VimF2$4%DF&l0g4-P=XiLBlj7GM?lnhhHeWgK!Pw_45tq$` z&zS_ynaF<9elt`;&tm{@szUEFlb=em@%U?tW9Yy*cb??1{-U(*rFwBvqAR3CEE+AZ zuzc6ctaXN?iboha3iltl2z}6q4x4w=TBud&K&2GCji%?x*2?OwAUPg$~&m@|IvDw<9C9#CGv5C~`DZ@}l*L!(((=5he&$PBMB6IY7>n4fx zJxY`5Ji=KS3@z@ebR&TRIGS!K^^&j`wP*KVZ{TkmY^#^L<=*Eq1Ah5==7l?7OaQq* zsegLAqu6`#0HbUxd~T~gnqqT#J@-ytant5@&7PJT5`VovG{Bv@X~&(mMOlT8tP8OQ zD%k6ZFUe__=G0_l-VELQQQWa!+#xC?c%m*AAwF;Kn@rsH>uLp~UI@oet!{_?A%Xjd zeNVlt&K0{hRo9#58r}=Ksn?n)+_}MqPbRGA-`+BwukJP}wmJ@3uf?};|Ne**CwQ%# zAEDKi{gUJvIS%0k3bTpEQm^M_b}Klj-Ds@-fxnLRsql=Hv3}1ekiNp^B(tp{}nd6ZR#f6`PAjlt8t6f5?^Q% z(qDP+#Lv`=onS_L(MD%7zQ;S~<3UsW&Id+zF%w9E!2mw^LBtqr@LO z-&S4=P)44Oj+wL@c}H-O5m9PZ0F-?%pME*YYja_`T@h1$%UCaj&sW}J_&Erp+EbCn zuHWn0J=isSzhCFe_axj&7LA&waTk#0klufz1ReAU`l@-?yllI-z46}vx82qIj>l>Y zKR7PY3HXp-B$Ix;R68vcyJ3%z_nlEjJz&!jBd&3vJE79MXwtNDny4qJLyxcb(|S6{ zBJlXX^l`0GNv3NQL_Hg8DB3uwWofr5HPB2GOUzq{ngm#SY6355 zc}=rS?J}5k)IbBG@=_sbwMbDxF|ClxNl{RN`RvTkv(EnceD7NC`qqA*_3pjD^*!OC zANH00kVz6Y|3Gpw9} z^6=W_2byox1&3g-7Ai`Pd4*2!&o}KDEDsDs+Lnys2`@LcwqaL6nO1jHPv}pZsarP-}XZmet-P8D)hW&$d%=Zv7lfH1=rq3DrOOVu%p)JLO>!XLQhl3RkrFwlTzHK3il`@ z{0tKJtDL^&O)63WZ_^{GJLL&d0r8pFf!PW4{L4u@@zb$La09B3yKd8Pe`1}WQfC%i zjkKp2n2HB63v8D%w~2_?+ol?gB!F6bliRVMG*fmMU9{<;<`!c^rZ{tg@!{eL*REo?+q=E2 zx#_rFp}sSfT_hKH<|t|emaVi(*EV81b8BM03Am4qvhjODOVx+twDOfTq>~&@HDI>= z*nS07Nxa+rHE(BHt!ymIl45d;AT9v~sO>ynVxwa#*#pU3n89nBk5QvuwI$y#pCf57 z@Ao0YZ}A6$$?}hrRVHKKO~SLr^Dg9nZvMTnKND@mHaL%;g-FCz$BBa%A~~9)D}uA@ z7=D9uZ{@n!IZYo2m!U2L6}v}>$*4&#{;~SmK$Ny@+xe;Y03EsV&A8EBE6le~&!>O2 zeDK2YV|U@siGyb|?k5U{=55#&AD0_G-H zwn`VoLBRgaPHoz`t75t5`^5m+{5~&ejXp!35Tj$~^!(mjlB{lb0|Qp6vH#P*nF4gG zTkMoik8TwxgrkRZhV^Y1?3M8k^f`U$fB0cHW}VV;X4?exAbnozzT?Zd9G}_!<$Zk8 zOxO;Ri9J&K3^dp}mG9L|Bvq4ul!PhgZ2~{izT3_=yv72wmWbyv&N%OLlHs(xB14}N z-Sc60I`j-U&^^n#zWuHM9U)t_MfBoAZ74tfB`)V!%;$wSmr<{_g?BH_2IOP}M)(X8 znn+{1kk98MVvp+Q<0%hl2txsfWS>-l7}plkH##n2%giSiaZWQA1^zC)^{g*m^o09Q zA)$yNJ8Fajk=l;^_5)+JOZqORowMmYbxHTd)5->qq9Mp#f>BK}@1!ykm@1TqkFj1v zVbj-Iz*GJJEstuEyz0N@gNx>O5w*TRM)ITPY8CEEEWii}6ciQM#_T?iw`->$&V9 z_>7r&;_SALg`fKlZ21R67Hkp$Vr=ffU)`B+L6flz#uz^hnplq*53mln2JWifO5U5^ zGfm02R4aqM<1WtbayUz4T0ON1wMzbJjj@p6MiH68XotMeP_L6Trk!T9>Smm@3xt8L zrz6~`$4w22T4WXo8AA&*X@_XiUS`BteW$-NfLOPC93c}d#RjekH;4O*I~fS+KGDAN z@|tK5klr>)bYOXdQG$wLJOkwV0TL*eyt^`BNf!ZYu0gAI-`YBg+=7gB!6*5Cnrf^P z@QBtb2MQwAd!zy4x{L#656aR!?mMLH)h}0hpNRahE9L-WJtkg*=C$1Q$F0tn`?~w2 z)EadyQ&ZNCYMe1bovEsS<%Pk(Psl9WM{707`Uk5DJk#ahsBLrv3?rmFT(@`$YftmE zi>^w=w&o@^NOAr?Wfq4_lAa0^1caedgg;$pgrl8?CShCQnvE(!uk$r(3U>B|?;XT= zh;}69kXIcj)l5`U4<-X2ED90+vZ&SUG~NhZWE$B?v{X~Vp$P!V&tMvUuL%!8lxnviuAYzHzRPG~i zYXjd-x*Hy}WL(BwD^Ai^Y0qqu@_NjRP#T2 e^8YSdAm2iaJ}h;+p0)V%`kvjvzcGG2k^L7u=>2r2?11guu!Ft+Lu2$RU9hC#w)2oO7nZ9#?; znI{!RJs9SQjM1WoBa?^;5~iw$K_EoK5JMRL9qoO--l6y2@4w%D{{Q(to(IUu*?X_O z)?Rz9cfEW6_?4se`+xZO4RNI*IfSW#xZ>Z%}TM4E%dHY!7^BCHRS1 z>H7nCe($7>YZ!^7yjt`{N*JowTqe4k7B!4UuOC~uk{DabqgWMD{m;PImyBmHP$ z$3ucQZa3IwuvLHKvGDMdy9^Egvw=YfEx_LoYjlNq9hVWC($Zd~d*-YAYJ z6;lQ|vz`U99@2)x4o*%=B+_Y1^{T!VK&`S<-&=skq?N!bB#jRx;P0+ah-D;F_?OMg zNu<%{$Fy~%+ZV7RR^Tyq|5l$KBi4L4RTPTMNTBYUf&orOY;GD+$>wm?8FvzHV3P$z z2P=k*v)rg&YFn&6!+8{Hae7&L9n{lDaWk$|3JWyNBR*tv>_%J`3!-b1rOe}KA**jk z7@aCwRPGtviSTh)^D)JoDv$&~GEOJIPPfJwAMTtPsTLS)2=lN?Be>N9Pm^}}vdk~{ zXx?6SboT5h`E@zur5?4#M{-c@=e{uiEnL6pkk$R!zP*{V3me!RWnPu|-t=uKD!bw2 zH1CHfZ5Z)LA;tv4@$|A1Em%UfJH;fe+1tE)=kC_|3+{-ao#ZYwXiM`!19a#IP$h^S zgotbZE5D|G$<%10u2 z0%4bbACUkXWW7@FLy1OsGM$JmAQ;xkuRddQLJsr4L+e8i zJ+DUR=SEGOY$Xpm7p=&}6Jj=&V3cShQYR~QLoyq*m|N`no%3P-awGMRL;b0u<;YAb z#1v8(yJT|BMFn=3tU`J~^*5AbH+q}1++kbSX zg+kR@FB(aNtW2XVmd-ylt};z7BqZ;XrvJL#GbI$6} zqtP&y`!4LoUO3;%TGa8eXzCj_N2`5Rior2he~r^!|Sl~$^bv{DuC5dx#Ih)a-R2z%k-u{zU3{C>2a+_a)i2m~zf+4|JT}P>Bufd>&aqW%pZ9qP&qH3>yhp zX{W0#BNBs_j!rM#?_AQ#4qdoRemtEd5KexU1dNJewN2{1lepZCYL3n`5l)aGb~4}O z^(817!v^hXVrVeKdu$+?2lPh{U$fo+ zlp1olN68L*3I(alH=@trj)C4kZP6d+OZc|$iQ~_ zhb(BGdz_czUG+LkZU2sSzB}3^VwQzYQ+Qt(IxkP;MUIa~+4GUonnt@9Tr z(|v0(%`^y!aF6#{XXrpHQ0rPzP_xq5BJ6%_pWdKa)?A?qFGZt(XpmPl34{Wb&5>8n z&BmTW1AIrv0}E^=ASRY|-jsHnoamPZWC~ti#&!i(iOkg6zc&lu7N5YdMwECc5at-E zOJ|!3yZNo%eKGxJP34yiKX%w+snc{`SmWuYWh)uQ<_198BFszqs=8(zOmMD*yS?cn zzJ8g(X#EZi!)3AiT>>W}oYW3X8C=>{XA*c3}fr9}?>Stvj)t6QY7C+y+eoo#Qmjrg^#KpnF z&O7TMddH|tRta@zk_)sPB$?P;gUs@D=Xs)Arv{iT<>`8!lW$VDVDw#6ZWd8mJoZ3E z_e{?MB{nSH=YW;5u!Gt5GR_9&!jfCqu8_uvWz$Fb)6?$ETPrR&7k1_tv2wd8b$&Y@ zg@>Zz4H{hD`g4uniMwD;0Y#oMR1)wA;ggNted$~!C@LNc*q;0D$i)`-k8j_lJ^SP7 zKNfK!!;n}#{A%$D>-gtwar)!$-vyD#m74)gYN~;aNnHg7YOWzWf_jTUTWkZ&=lMbuVUXz?5AvVMJ@)CbdB)`f7{hMrrm zgt<`zR3kDuuSwO)0*n+nd5UK~%qfjU7N1*{bU2vypI5SaZ5=jtotx?0D9P;$?{cV- z4d>7%Yet63nm*_){rHW|7ETVOITO=e1vwh#k-pFGGauB9DVs^^CeaLu3IbY^hDL@ zD%CTp-&s;WLN*_qA7;z)24x}$FYz!Bd;GQa2$(>Nad*rng;8AVB7+)d*cyWaynb=q z^d*iXU4_3P|XOLxiKJLCQ%Q)`=P9Fq~yUl(}5K3T(K&_XbkX(n=@%8Sv)2O>jE%9vFRoz#yrGvRxI{d^(oaS8r>_%T?ZxD>GL^EfL@3hk+PRYq*@QfZ!j^8CKpHQ@|NSnZEmXdmsEFeFuBnJK4;Xa_;+UD zg}N-*OD8$sUMDuoB6@q44%-kkaN}H!XjIYod*1ODxZjm3l8mYa^B`LF|Ct&IDfFxa6(q*;4qD$)xTkj}o z)nA*@QMlsmIJ3pqN`#*wBLXEPEmmn$9ae@T`HX=IzE7hUH?aVN+qjXrY+@*0d zdN7(`P`fpR(W_Bt_B@SdU}1Mjcd9*mPWgL)f3l}G>lBhTPL9BFM+nzLtW zmlHEMa^gwqxeZI7fw4VJf`qpMXWn|R_i%XIc!}ILUs@k9(!4o&Zg%d)iz{qixC1C& z_Ep3!fi&Wo8S%&2?!7g7N9cZ1`9gB??^hfdaG zli9=rDA~5c2wwpgvE1{BDgeunh)9%WJ?{08QWukJ40hObVBlst!qLICbZR21MrYvm zKz3fHFM{%%`Ju38KJf+Y2-6mCje)i<@7*`^n2LZ0atVO{lAR>4I)_ws=)UM0)cp}9 zCz$P#;frA=iREB3oh~`2O(1+DR$wqY_SF4n2%GbwbBGOp;6!slbNmA<8D=0mDQ_+D zk>uwouuc}S2oIzYB}M{(4Q3$IWP=XRM(6Qvt?cX9`3cTj7**a)wY`HsXkUGkrn_JttSMy_fCAoeK47%f2TY4LzpY(dM51Jc4n7>l}Sqm-S-zix!tXo>Y-{ouM=T z3LLiyrxuT076`AvnmL3IT;f0rMj8z8RQQ7v?EaGs`C!FRdg%E!{lAK4*UvTv_TG%G zv2*#zJW^!8{oQ(y5WoV5ydY|_S`Ki78K+98_dDryU7qm^`6lc}KzHuY8F+w#MA^_B zP-Ot&v9SuMpml4+bd~lEkghJ6`>4{{9G1U(>}&P$4w%+{YaH0b<-Hh1cKq{{{nwnv z|L9F=za?rJ>EwkP5dH0FRvV&%Tv7S53x*&9{{^%2KiUd!vc}(_v;Lh*`<`$&FTwcm zK=x&H!d7wvDn{K?e0Sk|*b$VvhminXGc&v$GCaoiuq>$s%MoqTo?2gEj{*{c1xU1+ zLT12Cfn)2c*P31kPn&)URnj)o#$`S?K+?HD^-%^MpMY9Kh0lya-MVI$IM2GpGLuM! z9c^eZHK>*o>49Fygj;_dTi_$1P|b_S^58f_{0w{;kSo^3)jDPtxHlY}9a`Dn0^-sW zYaer+kZOUj1K}s2^LtVAb{CET-p%T>sI_3oG}&IvV?{-W4I{6&dN;*KRC7PHb9@6$ zib7|G9*(POw!{UvRr*hGi!%C-l8g3s8#t(@H__%TUKs^SMseR=U(IcAUsF0Ch;DYH zmO9ex&|cL2YXnpx1`d)Zkd_@S2n{P9i-42tXA#Kb7@Ntr>8X^6+< z_RM|1N}L@^59;Mr4E6w&Pyz68h9xWY~&HK#(0qmZzykoQWsG*{|ItUWP^}Qn#E(RC2{)rK?+rD3&qL zW7t3cizzp_XdPEwA%Iu!SdRjxO^c0LwXK@WR}bL7OCn|Ne4|vur}zfeA(Wv*_o0ef zL)QZK|8`@JR7z;q=->tZ>-lmDLJqXhR+!IkMCi1&OI}qYF}CBWddg8LLCn4gu}-n`8D4oZY_! zK4u=7`UBX(Q3@_~l0`JZNhjC~Q#+M`dmR~U0~8t-ZHr2E>0l3P%X|@XZ0;GwY{bKi zXKCxSWu1_l8+9p_;Od(B1R{zz8-dO0C{(v7FHpTR(BAt8!GQ%y*?4eGY0O2;(W#kQ-=CcyAGKr4{13pom z$}5p2syRDr*EpdXKG#=*mMe0^&YxNwy+8BWFgRg&vX8Bhu_8+x-X?{5@(H$D(me(RRnnp3nPUp)ST?*tqS-}Z+)f-1 zxrXV10|yQ3ufbUQtufp^-UvdbNz*Vu#OLt-WSG?Y5gov#Xrw-UQg5g&t0_mo(%$~I zRXULk_(CV7UmIt$IYH02C@Zwf><(|kcGY5*D8YgS2;aJREVKNu!gDNhz|5JM1P5+R zCFUSzF5&Sfi-a`S*-=F(a9D?G!9X@q_9{&wV^6Co(N96F{in~2A`yGy#chgZeXbn7ONm%q$cpnCbu${|>CVZ7%AOi=IMkLH~fw zfSje?O<^2H8p=4c=5}9y1jbShV|ZOGJ8^&L>bc5Q;CXgXbf*4=T86VIR1ZAr{2aqo zAJGP=)a1YoHJl9CAJi!_SJ$U4X@*%-9&M(GF|G4D(36*5#xQ}^rZ&K z+f|M=(|OZd_cupO|IVEJ_7LlDNGQ5r-lbsXMQ{>KJBd0&vZJUnYOhB6PC&`N5H9PKi%1otX*S**C0Tk zwT{^}PGplv#8jl~uT3id$#gw7x$Ruj&E8ocv$T|9)udoKis12(A4GQg<=n3r1odz`;G}pJ;&XL3 z6aBcPvh|7oN{DKHyfexZQMHw13xu%Zv~wMl_Wi*pk#*~a;GyNo5 zy4hdKMGRg^o=;DR7*qfck~H$`LhJmryrgGK$fpWIjNs^b*|_w9Z+2DV#Fmo=e$5PT zwE8e#19fK+KMRB7ZiY>3*@ ze`n^o#coZ~5if9j|CgeEZ@Hc^z{HQ7$+;}9&D)_637GtXU;C$8?A+~M{{n^Zi``ne zZa0IxhEELN4DC)IGFV1Ba&L_!vuj^Q&;t-K0(#ds-M#NopxN8Vd!Zz5jH|H&5s$q3 z&DcA?T54`|pRAetrp4puZ|%QqF2=q?=f6PZ+5r8Vu{qR?Y5*xuFYoyB`+CU9hGs(* zZ9-;#fw(N31m6Qi3KF7h`w*7-H1W%d}T!xslZO$=@k zb#MeG9m3(?;L_qT!24QIW{02-a7=&m^1Y})t2tUX6yi`}iH|`Y$JjyckDi%x9_F{Y zNFPHTA#Aem3v6;QZc#Ybf3tkD*mp=WKhT9RZ$$UbjW~p0ZE9nzZ+$2Cuib6~oBo1b4aH2@r#Pq1s4ltQA>?l+-s}A@Ek4oil5}w5A%IL`ZUh6>8$qJ?mcozyb3oFTyc+j9oFP4O4yrV`JAKL;DJUT+dT&?W2rA8`{ihz?19n3A}h<`KIJGXw0#2 z*>|v}8E@{l7#_?)dV( zh!u9uV?R|qls*7=wu<-n+H1>((L=q}A<|2n+3S#MX8EKwIv-07Vo*gzP`8fkXxvN1w_%Cvx5T8Vi{x#su4yG^TEq?uZ*m#x#6iT9^2N|81kT=M-+xHl9%Qk z{_MuRlA5T5CoFSqdfPFtYJ<2ddM!sAog5ftnhIPb!k`CnQbmMUX!SAELF4( znMqU;X9VaYcNm)q_C_|RTASY6>W9p%Q``S+``praWpLzF;*3!>AVk)H+Ws2WwO!?S zfk{#=qq;e^W*aWw-!f1@q$PNWZOeWj16otnH?x#!gDxFLMmU1Ru`Rbh;W{5coL~tG z>2_EqC9lX@aM#)~cXCH}ZGY^OhIv72zt!yEo;ehY{xbeKD^Bq0R6?*9L&Ao1b!xgt z*FQH$_ytu0M_2TOa}rR)pE()*>Q+LoVVAK?4q0uhoqqylw3RPzLn0oI?w~q*Y} zmCdIBA8NA2qsBuXX^4&8fi10k`iEf08`xfK>?O2hjPq+27R#4rYYYodOXDFcz^xs< zuI#yNmZKOE<3v6hmEzs+)|b09ca;6O(B}swn`+YokOhx;?nh)};Msl9x}^3!Q3}@c zb>Z#F&e{=3#=?YVwf)!aJn4gArt5TMh1lFZm99VJ*Ai(`>P515JrIa+b^+$hJ%cdZ zf3U!EfMU)t)7))6kVAZp%>1aLs}_A2S)ia)H>$W8Gxc8?s-#VasiGWY<|mZ}b7TDd zS4LEIu$iW|=YIAwuTW}DWt)B0{;X#tU*CtVhwmBCD}C^?W}Kzg?zHX0gT^dhaOGo~ z)(yhq?N7FOfU^7duR?$fU3L`V4wFKge%LpARWGe&E>0j{S;R!5O(ixF@Pm?aHB4+%<9{Q-+}Y{De^B7 zk8C2h)1du0J8wsA{|eY3i0$ze(qSX{R)uNbupK|%_;CH{D@P&K(|;`H%$|doSp-uD zMq<5CTN;dd*+^~)gbQeH4v{FEsKfx__ZYGgQtFuKl8t0M!HZ04b!c9Gb1xv{%O#3bbnitL7_V&vc@&Frt_> sKYL3HP(s5K*YPg1Lxa!b~RUvgp zs#OVzVEkw_}1BB#V2b&ArJ^F;5|DJ5D1Hz1i}ZjkCuQtNL`u&{P-~Z8~D&i;9vYl z{^!8oABXO74<`_o{a*8b(es`}6}U-?*yR>+Fywed^by7}LeP`NeL>*&< zp9~4!U~Xb&vU%f%6A=-iHm0Wk=LM4xMu6$fpuQ^v!Uh7obNiu~9BEHnMs8%n#JtOs zha1dhAFjR0{pfK+MO+zo)!kQT&U3GPP1ELe1@mUU)#mxOm$S})c`cpmVR!v=?$SR5 z@mxF#UhJigm48jW%#L};F}zbcDl1uJ@bL5(AD5}!=n;F^#Yl6O`dxnRo-UDTViSM*``5Ua=4FvxM!4nem^zD8Fy^RS6gCrhLvG4 z^NYAVU5nk+ne$NkT_MF>AX((ryi;#m3XOg{EwsYN8J`JjH8-lu+kQ^E&cSNAx{Ge% zQ-;nxN=Uf4k{l70W9nP2S~$U-uWuei=ME#p3ZY4ET?uXs*IKh$mlnS{XLnkQ+D?LN zJ85w}p{dX_U2=kq2`yAH0 zDz1mq9Pw)SuwkVMb_3yW!pLmZA*2P)dqJa9XYN4hh9n~_7vURVU%-0is#$d}P5IP> z!b&G9^x<-%;yA)KpEXp=*&B<{u5w|X-RO?mJn^6U8+%PKjv@2e~4ePnscqrcrK*Q6TcC5TBWqkyTA*9Au{A}dkO5FExxu~IC5Fo z*?2bYM3O2pm`lEkCPvR%T5m|UB;Vo5QpxcGd9!bVD^W4LT=@0}E>AxdpZ|rXeC8dm z*SZ&PhALo23Y7Gm7Uw`ETVNB*1MY3biVT@vOZu!thLzSB*@Lc~k6OaLm&NBGV;jULQ7?a^n?Eun>`ZaUUFQ4M+bp}&k48E9Bj+>K2%jObJ=A_3_Wn`4z~w2AeQN4Z zAq4Y#5>ZFbE>mS&%sx`~>Zlk=94N_?YJWv+irC%cMfE}I9C1JZ`O!)^jm{-+!3+@9 zHJ|u^Vw&5isY5NTf$)x3%@BKrfuu4fh2nxi$95pDIUl zKQIM$mJ9W)_;XL8rA7)S28ykBDg{(>3MEOx{N~3!qe5>SQnA$_e zYLKz<&<7p`9@L(bvyl`lY$}B_dXTL;M(qijHM3u^ac$pmwnD#)ru@EN#4vggC9fnK zV{snzM*mNLj&@``@QzQq_!Fw-j9-LUYXma!@`W?LkCR~Bk;_XlWI7`p{lsAH<_$Xo z_+MeWxV#&P>YF7;=2XJYY>SUxtp3FAbWa&k+xKnNqa#TcMOfD`r4Pn$Lg}vU4(#~5 zJXu}TTQ}Ao{F<;c0^w3;Bswa*4~ehg$!&lbDpkL=R<@J%aJ>9t$Eum+|}=g`;)#KE_l zS;HD$x%BX3pV|wVx1!8i#{)U@Z>f=QLRlT-<*cKU&}`?@pqPxIbhe!l#zy$`hmF}K zQ<5x|{|dz2N7A35{x9I9{d$iKEM6+BzN%JtFMOSRdM*mFGOD!0N^53;S=9Ac>qiI2 z5%B}av~`n+E|Zi@$%SJ@(nCmN%iKB^_DX*}Va=H*i{H3Wdx*&m>xu%oH8#mUlN0uQ zW?bU$SL(Yk4p2AcqgQl3tS2JzTd^8+M3Tai>%t2hm1F~q3|Ls_;A6{W1d2`ah7MPK zNBkm6v*a%|D%zG0$qv4!>Y zj9lhta@uegShv8KjKMyr@-Ax9@@nQlk~Lq^0DF5;U0OC=8^0_zZcx*f5SwQcmk=pT zAF5a0_Kkt9g{>4t71VkMH4P|UEy0&-8F#w|1bn(_wQKtoow1TwJkMUd%KK71wzKwf zeecbrK<<2xUODUaQ|LCeJ>A^8L2@vlM|NqsmXm6#Cc_Liw~L>$VyoP#35Ln!>nL2|>bX3%mqN3_Alauz{GqYFJ+L&Qk%WGHHU9Oiu9}Q@k=|p3ndN=>B_@|B8dA;rS zk3YE2a``E2FVf~gw>s2*NoVYgBJ;?h&4;MkPhM?qQ4i6>N6`@x(tVvLJJUZ?W^NtU z+GJ#_bN{vEp)p}hIJtAJm0{&iXt`m>)%vdW=Q7;Uks6&GXz+*Htp-XOB0toA!D2Q+ zd;#`0@3=&m^L5c95Vkq+jeeE*FW?W2b*+NE|6mGvmJMAC?7W*_cCpQ1v}W3E>Skk> z=_X;^aLJHk>rwA19^KWnt0zb%PW|P@iv|AD%@w#afdfLet0 zEB}tG`{j_cS_DF|vBc}%5wWt6#xwUQ59}F8(2E5dVrO7K_e&~sepDTR_&26WNz>077?br&B~Oj(t~Qz0ZOK2(ed=Tt zqPr&g*3DfX)C`&?Xz@YPM()mD`ErX3jyZ5eDzmz>ot7c*PqjtIHc4&F29!SJaT zDR#nt!9stFECp~g4C7V8&gn^$Y<4#VtA`77 zXRcdxS&a|B6%~;Fc<^A8BzCOCtvYJvCkJ0W_lfT{v*Sf>y{G71-vb<=+Fh=|e`u<+ z7+$$5m$+UX&el7E;gbI6Z39^>LmUAZ)d{~2g#>XEuAzdA$f*&)=NR*oxS&gZqV1OM z5aUIOdv#Rg*5GctVY3XPFz(3vx!3eFh1*Tl%g0X~PZY$tN6P{c`+-CwVng5HyQD#W zH0-7&DnMx5!e7XeLdrF z?<{{O1R&jJ`cxiA+yc-9Gg*8|z^9S6aZgOf z<6@DvMl%pp?jIOvc?O=_e5uI<|It@-OF+w4)EkDZ^$%4;8wFS#6EBM|v70 z({Blx6B!VKcW#3H+eGj?K4O72g)T&#Af7YY4>-|IFt2$F|fz z_Lcvs=ZnGml_oYCvh~ia^CX;8*N^J^P{6DZ%@-HP{9Tjs+f(*0etPK+ ztWDUKB%HYC|J>l>qw~7AOM@C^Fl!MZ&i_3k+xZTc{p+r`9xGl^BO?&eU13^2YQR?Q zK$6z?s>+3(KCbO2Vdp)iWNaCYzM2)T*?D=Xn{aew7o2E|UG2YRz~%$^Ip;1XnPWSU zb-Chakp4b~I;`bG;EUB^dWDq~Y#_kP{%h=G>P#kTQ;i-bGD8v2TpO2{&)!FE?=%x= z-sP1@F*-M)7}etNhF?Pyr?_5+siuw$8ln$XMhO$P5-Sss)VSC&OS;z67cX#9UW}cv z(2G30GQ&X_*YCzVH8{%=KlXogzC>?E@PU6z`c;@K-(I$`d@8z0g#%O(>p7)Ru}60R zmf!5@j0eCA6l|<$WMuh+5Z2b9sw3mKb&~;n4H$Ub!q!V>9<5n@b(2SVni|&H19CKF zL2{(tt>oy_EYmO8o)fyq=XHiAt||s5@S6cL>5O@PD_*|HTgb-$a=I_}(ww**|`Ws?HFT;e}dWR9lP#NYlPP zsa3=YOE_^8W|coufL5v31ZZySr`{zN@npjgrx5KjVt#{YA8wz4d#{LtxIC_3&PuQ$ zR;H@5_^6Eu=7FeAA}m8iG8FBM_m}JgO7eYg-5E<}pL6LK$)dsB7qsfId-Dfjll5H@ zU^&OG?3at@83?gl*qaVfBUwO^>FK7~GCUhVQYwz#oyz~r+Sm>1e7S`24WZDxkK}M2zdQ-_&8_#)Geqj+#Zl7g3|A&&x#_bR3kr_^xUJldJ47XQTk$@wfnc@)hm-+H}bnfQci(q%& zuU$KnfD88GZ=lhDpgh4V?&qL+w+*`!oO&DBFPgKj0naVooEm#?=q%LqnDmjR^N<&0 zW}gc_gU)#(`YnNhT(aNBgPM`LfRVCRsKF<`i*&!jY4iy$+Q43SNjv~+1##!Qte0vY zO{7kPX^lOKB<;a(LD72{`>Et(Imwy^XwCsUG z*Cb>5Bc=a*nv-8r+UH9z&N=*%a9^b}GnQow#G-)0yTaOR@z7t);#{vgOeGq+@7GAw zO1N-MpPOcBE`X)U%@7B$yEDW+aAE6)X^p|#c9W}zu0llZcY{B(_A3wxhoCmwpoL(% z)Fj*<6b1;&Q^0O}N$3fQ-}GNEGjSnS8eyMF64z-yZv>ym&D~oH%=cAm=DBXrp5tYq zv#yHNL-Vk@{pX1V^RgH&H(~}XDS8ygK$JvgN5;@QKfbt@*;pYQw;G+xMn_78ofVB{ zf6$Ef_=}2f-40W=vnvl!S$i4tF}we=8#>@#S89s?WG6oaVvfALrFp=)7#r2ngsj_7 zjo!!bqX#v`G`@TPV#K}U)b)p{9I#GEJ9P#_ZQ={qn#B@noCF}^t(Z1D-W2mOWcJ-V ztNEr63@JL0>-8hVV7Uar2eyEl~@nZCU5(;8GSr(UVSaK)!JJp(kj z2dQ>#{~R9wQEb(?RpW+A{})fH!-1`puE-!<`wOl5WZ+-?%z{Rj5EY%)Deoo@^f;P7 z(gWB2D1Mxo%C!u537p$)n=Iz_6?Cqn{}G+N(UGwaNzqc<2LE~V!9gy)_7JI*C!0p+ zZU{R^C4OK%mk9bo>wj`^E7lN9m_=CjoLlq#gHrc&j-6n;#)hPdRm`?B6Vonf4fxaT z)7=Rc)8ec38qoPc1ic8e{V#Oua#QtKK~od5uR$J0?88;nk)H&WZlNDjMRDNV4%fO4OmKXMl$ zLLGVH-*I^t8cBe$NoVkI-$HpjbysvJUoZvcD2n(IfsZ@HSwWe9oC$9sUAXS@ojZf!*3#Jmuj<(62Af&2o)gKn6^!QwW9-k3AIEN) zYA=m&}=VIt^f&%&-0qPK#lC4 z#0?P73~?EpR)j7_M+#xB6I?F~mId&kh+`BGv-cy>huecRak5+3nTA$v#(+*O`C-Z$ z(C=;0kJmCmmCKNHJVueNlLLoKlsS3g=`exDix0(EfY5(B?VLuM`X6@P=M)S4GI&_m zH6&~LqYDqpCj$2%8eaWb-iNDJ#r@M9O2ctZ|B@5kfA$BviMjRJMmQgYL*0MA;s1Pk z_djKX=9YafZd9LrjGoDnIzwh0Vr2*-3y>y^hvGEkz`L0)rna8}*u*wiSZ<7{b|Wib zK@n=;K~Ha$cmnJ}8IATtAW~8TH5`vwnh{S`WSeqx{+T$KrCNiq^`1Bkcur9B52r~>~>^k=76Ccja z$L}=lFzXXq>a?7u#w@5VIjyj+>)W1G=;urzeDbyCEPz8T+2 z{+(v{w+sFM9@Xw&*Na9E)Zizp!rm=JR@uAx@1hV{mM6Pv%Z^l3kU{*Kvi_L;=jz8l z#=IUSoJu8aA)XvY%er|kAlX*y409S*G`meI~-&6hg_rH^wr2)G4yJ>X; zNKbFn!rAR5STht2hqVB_9=^6R!^ zoO*v>_DZbJ^WFM@ls#1svN z22cjYoPP(B_Uy*XWG2gr;Y*h;g1r&(%x8HTWVE05$4l~8kiH`#?3A#(LrMq0)NOQL zW{7J!GkOX}ZP8QP*X;#Zt~g`km-p4Q6F6T|2~J6zM{PD>9u_gC$y_+E zgI0a&n;T^;bVLR(m?z6)_)dsDfam@#%EMHaBc9FW5myv>Oc>tJk`cPe)eJ`SZ2-802hxK@we%SCB<;#~M^EN!{- zT86!VxEawkC64{um0;_s-jk8_;`eS`C@w&7Y6f{N&bF%XPtL z-9@au_;CLq%ZTZ=q;K)+yTV%@bXQ^~it?sxjl#ttY<|3OMp`oDMd#+Gi#rDe>hHegC?w^Ew&b%_8?f!RLH74eKUvl_F65)*x%K^(N!>K%bZBdurH@!PZBfe}^{Yug zpDXIjl1Yc$(*qI zg)TUQ+Ek*6aWRpO$a*esl-+%Z8eN1QgF)Us0)#fEcyb^O#;?H5%?o!>byocs`Yxxq z30vTINjCit^s2k@VM1@EgP3S9YIJR1M2!?J|3;k!uXs|M|JPNA@}c$lXkQ`9PH_!+ z@=Bj!B28$KV%fSA&UkPC5$`4oYq|@f@)Npm|wpD!B zfXOfCt*BJQQ$&l~SD-im%s#9AD9gk!>9RQYR}~8Nw#3)aQvW*s7Ay-gEkZLzLu7j_ zo6D?NFu~%`5exXR|K#tpjoTEh3e9%+s9UYs`hRM$1Z3j33Knjq=!g$GQW4czj-rKJ z)OLKxk77AGe}&*%53&I$T~Wwf#1dLy12J&LlLhupiHXIH$O|2dQ=JdfjobNlP_hAaRQe zXBELQ2jsks?m%rdQYfLiOh^NnzQ%qBCz@h6Xmq*eL>AkD*^JtJiIpLC#qZ8?T@te- ziLr#2mY0^^KOoP8T-JIgGLX6xT*40?=`wB`jGfzYQ;tlG!C2`-c4r;nG4>3zVoJQj|u*({rUp zqrd}u!O@*5g0DB=b9)3ZUagZ8WC7P+7N3Xu_TW57m%VPQ5>%~x92pCfvN|V5f2cAY z;eUw{Qz|xrLoSzO=|F9;1dLRm-EiTZ+!pszW{b? BLx=zX literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_25_2.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_25_2.png new file mode 100644 index 0000000000000000000000000000000000000000..0ad95a9ee723477dba2f420204919f7674ddc183 GIT binary patch literal 11252 zcmeHt30PCt+HP7a+9N_e9XM13D;sDl0)jFJY8_z9bgTqq24xV#B%@)pr4p?IvLiDD zt%`MH7!3#spi+@7LsU$FFo^_$KnNs42t)W+ygmQl-rk<4|8ws2{P*%a>?C_wd#&&L z*1O*C{nmxQJKAji%cpV;WqtM{{PPN!Q>Ti(k%MmvFM}Wfzfe(kpZ|+zvzgN@aT}>KCE|37Zf3y%!azZp85jl*rn!3Xv^pD7XylI|79BnelY+A_8n z^#0^=d;J5`l_fRq;eG3OeRQY$NXVmWHktA6bfwS-D2;GLJL&GJqNhJ_-hcK!nZyp3QONxj7K4dByv{JbR&cQ)gXj+Z*;aX5P~V(1R+48aTky6ToTDUpCj=?fyr z)tS86Jx$oyi3mULxyMu4mw zLOvZ@%SD&^x3K7z7#W@X?D~p1Zc|pBtDUoQ zghj)Yki()?NJpC#fi&A!-=o*Y5%8qvc1?x6??#A1e4xO9<*kaxYi%(Occz)3tN)~DiG;wr1=gyytP~s1~(P(UZM>o zi>dnT(8e`%DRV?3=EKQGsY2j={vvr=7gD{>)}sCCir&|~{_ zA8Xxb@{26bp5sT+=43`@UB@LI~2XH%`z(u1gZom+&%{@t zos`66)9zao%b=|_)}i;hmI-VjB#lLC$|j2xe;irovECblsdMdwSy=f%B|&CW%G^_<}3P-^=Kk1-UJ7zKKO5+vf5t`ph6e6333A+>UU2N z-{?uILCZC)BqJQ|B!?Sicpg1LNep;iy*4~MT$Z*bdvjy?aad5P#F@P`vTCA53MLAS z`;WzXcwgaNqtR8g>*EkcU_@8%5x9v!@K7QoB_PdPo5-Csx{i+2MIk}mXYaWRai&LL z2yOK!GMbj~^H4TV6+G!*DS4A8U?wM!i8IryKESCqTJ(Q9{a5Ff*xF*jR)ifHKPKO^wX!^F1?Kk>OLh7HnFJDw#s130d$)GhRn;6bLRhw?1 znlfh`_-TKuWxtpOQ?nmX8%zQtCdP7l9K9cx(!AsTj%=k2Xr_vv#s-SKX^n=xALc18 z7|SG3O5THOH6A{m0YR|~vhdzheb(wT0Tz3(EvnN82k)}YpSv&9M${|Y4bN2g9F7#_ z@XIENs?+m{Hb^SP^M$)bqDoN7$~@J`vuCsF^zCKe3gnybR&Lv&e04vKzU&{7H!MLX393JLt)@AJKiSShct)^e2yNFX+OE#+88R&_ zmomVhFIcq9Pn=QSBazO4Tsy*vYe95yGV%XR`RZy zx74pdl@)~=yNmc2VI|e%aAY4&M>>|hgQaSluf0o;?T1nd9!M|UM%RiT zP&aLXt~ z-w^m(q%cJ2U->xXr~-eVqx8wm{mQJD%!V3d#dnb&M)z`Nb0L+0S-d?_psqSSQfw;< zhh=ue&~~#7&}_ylue7LihZA~dXD)yU*sNT$;)`7LAgbt);uZMjTB#qLArJ*lMjOvt z1V!Y%sxv&F>gvK~8TD?RZ{l!os;)e2`l7$-yD_jl09$n`Dm`HANo^6AP7SK6>76-3 z6ePe(?JswHesmsz__ds-><6Fa``AXZPyN7xk^@w%fYbm=RW1&kAX4US8 zgC&uWl#*ey?$~9|GwaWK+(xH7h$cExcVg%X1%BbG$+vYUX!HQMyyIm=Pjmk0=}!<1 zNZK}g0^f?PG{39tyEKih!{H{*M~MK}G2ij4WA%1@W_4g^gMey#FHvgc#)$QBT}(UI z9_x@9((|S*)*(EkTimm_SS?6)JQi{t!~tG&84`}g9($JYKg4_|ok-ofFf zu>WxTpiq9S`_{K zw%Nqh)S&1Lug~Nij%^ts51Z&G^pzoyiq{)<5oui2tzLA=tk6dO@{Y?fQ{^n#@>;wL ztzkz{(Hz&_-k!Hm*PP^N{`&58qhyFAAg<}HNlRSE8m7wIvuvykSc&64yzB}~e2-V0 zS9!Cn;f^Qi&_aKB^I*Zgw*yME)2lbtp)TGD8MwE*%w=`^PFHGH4|Duuv)4C{MoAbI zZ8}z`y}Qi#jneDZ@%Bn)ygKnKl@g>dtl^8yq-jlYN096w@?hw`j^zkuWSH3o2Hv}w zqTIt2J<%BJV`(@L*CfQuGivVDqrOVNB&xWGAN1&lgz=9nO!w9e zMA{*|NBUM;8@5GDijtS?M4jQ@IsHQmwPr8Ru8W#y69W^e2R)vg{>-f=a4?pvuHloj zm&oZHH#LZ?CC2+RN^QW$i9%{~>*L&A+@UBd#cep;RZaP8|M+O711?XrO3U=~KupxV z^0P>kJ-5^Ex_yg!B~`g80rBrHb$Dy_r~5VxpXw`FonGVJ?e<3En4{B{vbmJJs4i(l zj-HqKb+Pu_5!R_CFD8kra~r>eBcC1g>C6wJW@YbW<<*eX%HPM~4EA$q469|~+LYPc z&p~64tz}0L9#d>p6xX~gs4-5(lRAieuY2+3HhC(*3&EU<=3sKW8i-c60tMVzOs}5z zs_4wCn(EV|t#{n#Q{|!KQsKQfNc=X37&MSZbndKJIYM2XzQsSgPHAOK{NaZ+7MU%3 zL9hn4iN@mW5nYd3-5$@V7=*Vx+??nVR4F&Y?_DDmjgeZmdQ&WhrF!+<#jQax)Po<^ zGzudW?zq*2G4^L>>bDo{oeGRnJJe=ITGxeLw@LPvPtV3G2bRz1X!|FjLNhY)T^ug@ zfIO`K3m*MLKH3>d+XY9ufMs3RLG%M;4U6U=>%ZwO)S^pY5e0Xl$69??cqBs1v(E#8 zC3-)+1c?w!Eo?7g-rAiQXAjt-zLN;B+|`_O?nJVdnKrfsRxfoK|<@D1jb$AWClJP$EO^Rk$PUqUiabmdTp2l$ zQp~%=;da6@O{@l;T;g!g!A;1%2&%!4a?D!Tc->q_SPxSf>9^GHr3W}UMJ|0l4leX| zFB(Muv)ucSa`HcaUY@<*?=TfUWCIg?cY5X7&hhy7aA&is-AK|4RFy;pXKajyD+u(*3QE5 zlLgW#^@~E29!;>|SuFe)oy`9VNc|oNh8-efkqgkUW8~L_!RPK4yRg%+u@=dj;I-$6 ze0gBLcb!X-T!DI=+0S70EZ#17=rWHta^fOl*+7pyhMYjuvUnHZF12SsA;Kkmf8^j0 z87VS+Eh~jU-urM?b_=nDegOfr!4Nw}3{5;>Bu9Yow+P_OZs2gMAq~gKNaP@4?`}_j zFQi|mPalh+csGol25px5L42MTOcdOQ_}U~Qp|P1>8~MDu9q}yWEsY3h8pGFqgAfeX zZplLZsn=I>y{i5F3n#uCO*l#QI5(8JP>IKxS2_EM{@G z$AkFTh0QlIbrMFw<+jz;^o0g!1JqZBmJjtU^^^}*4)VdO9ne`2!;mWd?dImG@B&fw zR+F$#N1#oQ5v>zVD*ctRoZI1c6shWN>;Dcx=){*=aE^}IO?vIv022%)3M9F3Q!cNC zK(D9A`XLqm5fc;dYZd^-%{S8kX)8ndfgi+pSOjiur&4)uj&uO4Ro~Y`J`WFDxf4t>V0!4hD+GiANqcRz0c!i^I?NX_HFVsHACO2oF6{J{$JQmhS6L1qQt#{KPg0rI zwxaLRcpn5Tiun*B#*VPf7##u4_U=8J&Kxx~JzxaS6!AuB^q};>UwWD)xdYkgz=Ty( zYy_qnq1V9edDPp7h7gESag`K>T*%h|?VlaoeRETVT;~e%AZm1MpHa{K!jn)#k3E0@ zNUEaITaZLcOgYV|nI_j~EOw=~>;nQ4z^}Vy;eg4U{q}aU_)W%>`J* zn?;3`l;t>*`n2py;}4u(OVrORPm)lVQldPz&a;kMSG>*=6b$v2s!(ssIE$4~Xgm3; zQ+GWfMv&7F%d9XPiv7^3oPZCKE$+q&(gao}R!zD@&Yk}B-KuneUR>$d`+oyp_Wes9 zrLy4x&LOGz1?z3PVp98BO0=27vs?DM>bTu4j7lt}$F7YCHt5ttK*q6T(raCbf-rai zMa$yEQ^1SURizC&LO$Ho@4j3IHTQ~q3HT(HCXNq8vLgz{p|vcY8zCl%D0m3@VB1Zd zde6oBf|14G6Fy$y>0Z9Sl`r^8pB5;G3342oo^YhgGyLt%h6m97sq>~=< zC3vVb0L`kaN0Ui{7wD23;&I3b6mW3ed%^9Ax9G9Q5#XQwl$8La{gBBg@+-U9c#;kz zO@~ah&30n*s^5cT9w%;dt|+g!N{yN=B7FP(xokb zQ7(v1*nzQOs)2YE+*oN*8t*vNeF!hF(=fv2PZ`uTH3S-(Mo0aKx^zr9gY)+7&dNQB zDM%s0G)j${qZaX!VQ=#v>%pbGG+^$QvdJdOO!IAeESQI9KH3l5V1Pfmy7AmW8l4#ztYQ!>?}!Z;FQy{+$;cT|*UfB_(6qYk$!8bak-+TRwxdpp(HsQM--yuv-5vA2F-T>TADe zH~O8_$F|GwYbriC^z)7Wi?xi8z)$f*XKO{gl>Jf;sOsE4GZOhO$3;1OtrgsY*gLa- zc$N;zjQ7jAZoI(+mr|Usze}i$d)FsHHn}q}0`Z}<2zE7os}7nTYvrb4k6Pp;J#RP2 zkI<#Lkj)@Y?$7jRzm>4^`2SpE`oH07>v%j4H(nuMU8`gC-3)Wmx0=d+xD<<3j#kz+KvCc-R5GeT*DMpz%LjU-xN?}Mf8x5;x5 z@WVu3+X9cy@y_FU!C@AO6Psbja`ZYy_poS!!}WtR;K&1rj<#8pvsfM_?;j%F8%Lqc z;^?(m$mefEGG~MgnSF_^C+s~!aMe~N($X^{Kun%3PuCTJB?LBhj6ZpV;Gh^@AX#zggyE9BPa zp5TS7L#7D?S7FG(-=xv``FUBrm9o+=^ckl|OSd>yN9ej4jwkGk8}E*71f+P)ldGO0 zxx9$~Ue;U6uh{lT5^`v07$ODz4_R=HDL})o;tqWZc*}LjMkzeSI(27oSYyX)*imCl z4Hz!rFB)k|INZ}MSzzeD9J8dS1(WzTxpX?UWqbgnqI@t(a1%Lrd5--XuJ}j%dCrW4 zo1T-;ys(PV6}D@~eMsDYdZ)TENGc81|L-S#)wWtcft>{h<$D2sPXqt_8UGMa$v>;^ znLNg=SNG!?%cAEm-Qh1@ckO74$MqT~{7UrxwE+JA=66HmexFME!aUToStv8W`YFsW zuu@3HncW_kP?{eJgpSyT4iH^Ieqed`b=q5&)#J_xMF1bAs55l2QRI$eBw*l`XhXCy zUycZmLWCH@2}yD%swg%uyoPgJ*eDcCOVY+tDQ|%(I8V^lf0-8pgSw?R463SJm{nm{ zeLQHVTT^1mrSx4xGh(1u#fCo#=JL^-7G8lE;%5DIj$?1^M3x}luP;tmyoNXVIBH(< zCgk<%Y8AiALEo}wwQfp6@jOEK5N;ZFXXs(uwDHZl&7UUq|CSC8n%xR$Stz(jg_uNq>QV z2?UBRl9RMuheflHN|)%ZCYUF{lZ1|uu|$C#tZjI{$pa~(_@7pA?OBnyQ2|T7y0r#O z@R%q>Cv^0-W>Az8&bNogU7@SGv7}`cd0F!vHp`y$J<1L3yQA<5m1Ob%>fHBj28oN8 zdw4wldy??p$I3v&x=Q@>^ZsW(kezBKMLT=C<~M2rJ03F*8`yJVYPplKtE4LCodl)- zvs2B`xCaoB%FtY&`q*-tzg=jrSh;V@SuTw8utMg$vPWGkL&|M@zpeiB+TX8rz<>Vz zL=+ytaL4z*q|`sjQ|js%4Ukf2(F*H>oc=_4?Dy2=Es?;zzP_ksmSe1G#g4qd4QwtO0Xdz}~M)a{bB^`cd~V45B-#r>XL;KA(Tv)$){& z{=A~u##}67a=6~`Pyx>h4m&Kmgf<)xy9F@e*qQNmDsz-FP>ZTx<~@SFtsl$zfUd1r zOO$a~^cuR2R%q7?2QuXDGU&{0>z8X{GvQ&h&WrnDz+FEi0kE))c>(dn`!2rg_L3tdEua0{sM0QxPu<1{$9sRyQ6C*3h%(f}5r> z3lj`fbJueGk07@?=j1BhrsqF`f>=EjyyUE^p^s7zSVMgkeode{ayL~>*ZzK7-+A@8 zdmy|!&;}j10^Y|k*qt;D0q`m2eUCN-WE}cFIG8qQhH1g-1^!1vx^*LHbPBR^1nKvm zwP;g0&Io*Gt4v8Wq?o*+uZWjFCyw7Y8SFGP2ZwnOlx;k$TBhH2x7w;Nvv#7Yc^%#vGf))X#6CNeu83YfC=T*if^mDYG(03e$?}en;ic-=fq20RC zU=Ki463YP;P)g1V3eE|a;np;pHbJiciIAR6-#BH}`5;r;gTn*vQ{xfN3u=Uz{RA43 zw#!a50_o_uITJjrgmRIS)pxcM=n_s2)upJF(QCi{J(~uL4Hq?@q!jU36abX^{d+eJ zY*tl6NhBl=$b~CR@5}K&FsCTGh0!S$D0h!*%l(;?v~793C|Fj74wd+es)Rrmwa`g@ z@Wv7^_iBk#RR8s9wb3f?|ECp1XKs{tH)&$Ggv7PVM8Lvs&?v?1c{k1t&*Y={ewsvgO zi+2rPPZl&&9>CX}%FuRx?3cYUG&<03zE&U~4w)NJRLZ~SfC#lnfrLYQ(#qGWuP zq>ylHSQVHG=*R)chJab?P9KCv2F^W8=Y-`x__!$rpDI{%fb}v2@ef{W%W2KTRD=VF zWIXkcYY)DeZ1?4Fh=L0q_}Xxy0PI05t`!%soR&I1$K}NV&`GGSK`cpSkJSr#HK4?! z*0B!9=mbz-`S{c1Sz$Ij<3_O7u!`M>m}u8~A1zO`lOhI@g)fLtYJEZ9Egyy`Pb?fh|cY#c2;TVV(BvV^D3fRHmUf3>jA7bq! z`U!1tLb74Uf+yx4L^4DQL^imvufZ}SY*S#eoW5mkxKEwI!_+;@Rj|kJ7@?42sg1RG z5JAoEh2p}r!=qGWU?=A4LCn=6MI*yS&n~>=kd-97L2K-SX5uE?>`w47B(xJfhpa150t|M{{k-ah zumU1>=RERg9G`@C0vQCPN}plR-in30X>^M^&L>(V4+TE|o%?sdHpWZv2aQ3#ne{Bf@e2nrm0(D6X|*S_EV8v|tGivR!s literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_25_3.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_25_3.png new file mode 100644 index 0000000000000000000000000000000000000000..fb217a5b81f1e9ae06b4f47b21e482880089e2c5 GIT binary patch literal 11024 zcmdsd2~<<(x^|RWZAEFX=YWyPVM9&}f`Bp)ZLQ*#>Ga@c9%YCaAT>;e(P~AjLS#oK znOdT z_j#Z9dB1P|>}b2?{T=TU2!t*0k$h|B2fkaU@Xn2^_Yzm`y2cytvgn3qdnl4ei_5Wt=?BV0K0Icf z4R0cjrS<&z^K}Hmw@Qolv0y@kAx4V=fiQgWcdjiz-rPv=3&&2H^snd%An+SD4KBLe6Yjg_30lHZlom9;G2D>5edQf6Y=CR1n76TZ~nq@wJ@U zCUr|;Gc&%N6YYX{=Zd=^M%ysw#R!+I1yjaf_uh@a(80+g=I4u9aN=D7LaG*8*XS_J z^pL1tNHd(ZJnNFVS_BoS=G8f%zK+ihOIE+<%!-;UJ0C%sCsemRE|PcwXoCaI58cR^SS|3RhFfR(1el^A&XPg zez!G-S=!$;z}LddNOXHt0p*+EdCaBL`#Umv9Z2pRK|+D)!h&YHSai6ok*j7^Grq2n z=yOdB!z*_`H59Z=+w3MMx>1)AvAH)^-Gj19o~~KhkCz3W9`9%`-+fvN*)f+W z=&JETgyqM0uOYwR1fqXI88CxU8=;pE9nJRJp_<4l0A2)-21Rjf=r=e69rf|4O6MRWg{33Q__*6l9U>IfmBGe4= zBqvp(IZvhSr(ShXJHM%nkfRL}du^=aZ8*g_!c#1*bYsWN6- zpay|Qjw5aPPy6xQF{)pEo-M&XOA zsfoTu3(L+%?V1*?_Rq9hIHW_FX-Zj})4GLOGRY2;y61buO=mDf|;X9;W{PvEgO^ED+OWH>!%ia_L8s>C&SXp zP^P|-2L zu87m@>=KVfs9QEur_;#JXvp+e>0ybyf^4Iw&An;`VXJ<39z~x<3k^$eh4+sb`~_(+ z_E=YI+IUo=!sLgx&agOTT0GBWZ;BF3OGMOp%&Ly~dP%CrXpf>!l(eI5RgD|3?#bn4 zcZSi!<{V_Ky}qJhO8h6ueScZk^={h6C)rpHn9*W=r$<~^a^L)fNlk1-@>M(3iDXuR zWgHV!LLH7WeYpOb*aw*zEo_eaEP3E2cV=i0qov$pkVtePBMK1vaO^b zQ@q*8MLhKCtYY(N?{xp_*1e3yF|kT>i&bF8Vj|f1Y$z#DJcji=ox@44f=aAMAJ+^r zWg8SC_vC;j;%%#%m#>PqfPpL<$3 zI>*8~wdi!pcrKKbA+{j8JT@kqYS75XEr?u(ktc<$J-;%{3$IAHBNUR%Y#J$9SWR4V zdjD(4*HKo2a0a(G?=e&>JYDqE%ei)+$|s#5I*>Iv`MQ!Ut$r6yG_#)XZFpOSX|pwRn`| z;aXetIjZJ^h}u7BwXv5u5&Jg{E({61boLYCZah_u;OpWb%%v2j zGb5NU=znnP+n&I3CAs%|EOuL3PgoOOwk5srh+B@g3hy{9)n0I7aiomYbxXnM1+Gvp zZ}J2oPL0Z6f3FQ-ZZW2c#!@inTfIhQ+1nn&)^24$tb4XhX? zGL_uxXUyFa9PrlvN!uF~5zFSrC>qoiKZ#(|)|DJ78 zI=GQQ=*oy__p~Tu%yk89?VFfU@s9k|(R%)-8m*-dg>p=&?Jy}X_neY-ppT@BxLb)p z@H0`PixZ|Exz-!Qw3T_^w%0`k8O}~tVaKN~S`r9n=#~DB2h1k#`98XSz@{ansBRbF zdA#v3Y7Wye_E31jsHbEL^=-*gbCOqnNm;%5T*IouR4I8G_L;iwOq&t7O0HAb?Zrj; z846oX{i=gMkgr?q%LkkFTfQM#TjUsrfsRET@&`H_Rs?3RZ!#mQYt^qal9qD$(gbOn zbaiEb*5yCfe%W_P=9RQOLth%uOeb57I-!asUpd7-bCv{Yq=BiIs|HW7>D@s#k0SCT z;uBY<3I-jhvEHb-N!3L1?YXV(>o%%g1wC5uhHq@HTwPg|B&!-PzcQGJ?K~$5TkB$< zlM9=lfQlz#8puAgm9B&L6qFvDG|*46`Lav#ueND+goRh_PI{xF-`23Yxcb=EX5pp1 zlM@Nf(9Ld8vi^B){;d<&7bj||#^HRuj)aNLwBhgOT1tEqXyG-lZ$Y?x8fx*AeY8g( z>ErUgXM3p)F9!8C4qnm`wk=xPajy;J2lmx$*=#+HAv%@eeaYt&J!T1iV?4l=xZIP1 zOIlUllEx>1cAM{(fpz`e>#GRRd?q}%HhP9{-GAzWb$o57Z{*VrX7geutz}n?9U9ut zHzVam(zaT^z3Ta5mSi(8qCeE}K^vBPt7JcrR($&B>Xm}KD}$!YscY|wZcVf8Hz|uB zq%a{#!KxrPaUsNP=EvvS#*DrLU_?WB@|I5VJ%yx?NcnHamfkko97S^@+BZft5tFL? zjNEVq!ggj}Us&k;U~A=@n$hO{ZLc_meJ}kgY9}9TroH;6qy3gcPGxZ0T*OFmQP6nL zfo(aqV$ktea&|4nC%T&<%ay1V)V>(}*4N9%s;+#h%X=HJ=loJH`XYp1`lAkQFx?e` z_3Eb44SDyE0vEj(-c?yURKGZplcHMI8d0!#w$zJfNKKp?jcB&$|0w2eBeo%rj8A`7 zrrv%oYSdWw?GxanEj3Z9$_pXg3SGuoDPiZjyNqWwEE4SdS5onS-lf|6LKl`tMId){ zjQt*g@Z>|eDgK|irWK#EJb~t!>O#aY)II7KsX2oY%shAovz`QjitA9;Ax>Zqc2gEbkl$;q1mY zG6BY`dQzSj=7b)h^+FpV9<9l{+N(Z1j?n;c)!t#;LKGl<0$fCS$*kMxKQ?D;tG+LH zYOXs;BCRT#n)46mJ3bb;?be6o)Lzq3mMZMAaS;?7v3=6S7}R;ik(w|c&GKzHWo?_s zL`q!Nd~b!XoA|58rPMVyjj~0>z51f0Zbwnk#ue+atR$1Jp4l5oy0sJ+K^|J_D9dDV zjBHhs>abMxyu?6s3XT5=--Dejz(7)z;6ZV{5}*xSueFDK`!Y^2(VY>;)qUm{`98H{j%1~!Cf)2lQ*0FlnmGbvK8Hf zKZcDfdj?a+uYrspV5_|Al(h)(yBYWIW#a$Z_t$g=!ti}F39Ig55GCBJ!I@DJ`TCe~ zSdXRep1l`+d83bD1|jsJ93cKSlKgw&uKM0@OmA=ufjBDd}ISXe=t+O75J6! zRmplkX@C~sBH!+jGm^jWYOSbF$a2l};wC=ZLl_hMybXb+I&>uJ7}{AaOl4tv(0E;Z z&epY|iZk1R%v^$+wYqb~^DNF(vl)mKpL8@S(~%h!ctr|zrs$dP#&bL=Ad|`g9N85A z0^WL5_8l~*+G!7#uTE7mah-x%CN|CQVXCQ~UT28b-Qnw%1LA}z&kBHUXSH)ad7$&W7Wqaip7bi&Quhcy` zCm)`*A;rDBM*qg#GkohqU*=O*&&RRPb0drAqI%VR8Xi*rl9ZI-{_&H)(s+QFzewt67Uujhy<7xXp zztzUn@Mmx$UtjB_D((BGp`mrocPQ?Cld8I5-)@C9fi5x} zeXohX>b=|c5$s5msDZY)&6>#ovwk;Drk!8fv;nZ$0dHFO!iJ>w@9m0cGv8BGmgwZz zF@p<^)AQLDKQnNk$^jn!f90BeeVRbHBH~e8fol@{zLK+`-`7b0vB>%nzk#ifA)OFC294ng*_s1az%L&^&1K*vSOAl6h5KsF zA44TtJZF@V8e|9>qkFs<_~I#)LriV8sNl?2Jskw%<^8T(U}gM@9!F_OtC^O?oakuu zn7|4J+M+WMrA}=DtHygzMp!;&}wx6yu93EXu3%UZii*rSZq@A-MG*AB_K@SyJ568DPL{6Cwi1N z2T>`ky3pKn0P4%9hL+6e@_4;WbeT!?K$LcL905IzVZ21g{?~A#K7O63;zWLX0=$x- z{0&coIX4M$1`oM{c(+i z`NB!sW>Q>N3~>c!=n2-cEh;)fd)Diq~cIoFntTU9;Dq)zbACWO@&v|=ltm}?u@P?g#!7r`@#;UGKn>&}cC z&>Nn3^#14p$f8K25oDf#=kq4m^B0WT_2d(G2*?IYcE;Pdlkw-%EmxjDhuKGDH|I5h z9h~Vi=nRnM8%%r(e$|x_(dRvNfj3x7(QahtJZEtZN}@gn4biw4fVF0*lQdte*!;@s z0KSa!Bkd#Pd%AgO2c2<()fdw=U+p3Qdc7ti;7{`3w0YTl<_{xQp{>9^B2h}yuLh<= z?{K6=BkEZ%yZCnK($l}LZQlWXdzu^4w+rv^pme6h=*qi!m>b<$ik&MN@dW^hU&0pb zL2wY_^5KR=SZPbCD1R5uf%TkZB4(}?`#X8V0kHZOcZ4n^m=adQnT>(BZWp|pA;4w{RilC2LGCQsM7S?Vrqr!>Y!3Vjk%H59CZAImNWoP1yzzlY=zI6y>)&&sD_>Kt}0~w+0AfZ+PV1` zQ@2esu^O00-Kp|--`LlwbkHeWBObg~_cIG~ZD~2?VPU@9YUHR78}@lvM8+4&H>N83 z5A->Ys~>^KvQ&Cg0M0N}PJRHsMT^?im~sr*U0v9BAjS?+PZt9TGN5Ec18#pb`L5o7 znZU>a>sxYwCjg^{BeDr-F-0#n0?p(IQ}M~By^LZ&8P-C7ey(`>R2!IIxykn51pfHM z$OR^>ks%(2NN07O zI)8jVzbSRExM8=f!#$S`vCA#~P{8t8Hs`7CEY)|0N zVg9LGP2{7|`^MeIS#8h0cjkpZSk2JSkcKF7Rr)s1Ph9sc!vbuJG_%DZ`8X=Oi1id< z6W0R^Kv{0{8l!PlrfEq#m`mPB-^chIDzCEzAbFW$9pc%kuQ%j^ZTQwAU~O~I7fF!| z&lIIMc{5>-Fzu141ngCp=i7aez$Q}H1f_q{)!rc%q(p6i_IpoCydnkwi*O|P8UF9+ z`Wm$!OZ}NyS9yS~3gu5MczV?jHO*|xdKb*_pBc#iv9#b{ySJayKSFe9TZ(Va@KizV z?8a>gD?IawCl{Pzzy78Q1;+ckEcAb><)js#Pkewa#G)m(i1xwwpld>(9`?QRe2x7KzQF@eip#(-52>l z(a?PxQAsWjvu_77f^dnKMVk@x4Wkw2_dUlX0Pr@0j@X~^ZYf>vc~nVy5Z z1|Nyqm5hu))j6k@FTJo_;D#(Oqy+4sM*l6|FgZZI1B|jXL)s9UGZofzhra%Kd6urX zd60!)&Ke$ts$QOto3M{-?Fj0<+&?QjN($Hpdn5IfXzH%{MdDbJux zlw-A|S0FMXP+{7WFV^Rve0{v0*zY|hQa&wLQNndkh&jUWBeH8@UQw&(a{*F+>nhI( z|IXy`?@u%TQBOKE0Vg83E$Q(>mv7o;F&$PZ<3NcGV3` zCo%uKVDa~BL2F^<94OetRZRh9%H}&51WTs-@8yIhKH0WEk8yTWv--j$kgW)WzRKS~ zSlXeA+F)dyDOQIknBoPfBb2r5SLqCZWsI(TNUTK{BEg5k&AlHYs@H8>-_j+GE@q-_Z#pnDo2`1JJjO)_}GFJCuft)P&#@wd)+ zc`(IQ`FpG;3{7g8G)t^LDtjR8aXl<0EC`_-xhhjfI~!oQ4&gYVF%ZuQ9c5Yq8R#7D z_z*%s?m^ZzgYZhI%u&_{k+rfNW#bSySrmT#$wm7=BYg(=c{q{OIG0*=ymlvy zx)d6jHhvZ$zj}`ND;S&%ILB1`L+{3Owp!UISyub-5|ppa-4cDarMJF1@NHABVoAPD z8K!{hQdq1ImIG-%620Jf@)PZ$VW{9J3KoX>BBpYnd{g{Ryp^0Q$`!XLuIdy(1@^M? z^BR{9y-XplL`)_z+I#i7UVTWkR(;zDTW5#|DiZeH-H-oxqT@RSH1tv!m}*R08n!S1 z>35C1A_L=aK{f_=g-y*9S8jM44H&DUYBl?uD=z}hJ3^FDOR-{L6!4ZG0y#pq1B!X1 ziO<148RC?}RmG#pNjl*c-@VDYip9pFQ7n!VBf8ZN)#7eGJaJY06U1<&RYRH%m5lLo zP-k!#GKDJk;)P7h7VdqoZ}@4#9wOY{wIIW4V$h_cvKv5vu+^dK1iuJ8gqA1=A5~7H z(5A-yG{3S%)UUlv5{sUCEH-22QB8ssR+oi(L0}CAc>E+pCh-QYjE1SiRqHUlo_W;n zf=jRha#s*Iz0}-4x&gKZxk$)#-JlUMwfDsX?)~U)?+6QQ#MNl*?94S`4~Yo`2?rFM z)|x;#P$OGe;_#)t_JAF6HnU?m<#hdl?o(NJuo`Dn0Iz_8${wHBi1+3>Ny8v5<)cT1p!->`M;|_Vuu>!Ggm?q?2u$sj9u0Y#;hse3>Jr@~Q z%7JG=!jBzA0kvSjGGFFj!=tvz?rpN4y{Y}n$tk%vG3QW7hsoz-T(z7zGTiTi0AHz7 ztUdLhfHZH>yMe`FxC+jpxdkt6`ax3P*k!%FU**+f%v`_m{eC;t>x15RBklyo#>O^R z%M*BpUyQ^5gUio)ATtlKSeZ-axG&=BB2W+Jbx4BaUH(YWHQ%jtrmj01&aV*!F`Q)C zAjR00wUH2=(}64al_5wqOmj!$z!5+5n$W0ZrQP)o$x3<+QD_jHN@XSRFzZb5wWkMj zpLtkBM>c@7e{A`Qzh!?^LVnxv<7Q^=6OYCD^$G5Tu|a^{<((%%HA%b&UfH=uH9p2i zpw$C-AvmK1(@vtyAz2m@<%W{A=zic}6SSHpJ~U-xMF`DlQShVA|X+@p5h&NZEIeVD^t1-m`(4|LwM@2&KE*YV#gd?oKD!zxA{|SGN^2v8p zCG+q^hIljFpAm?=#N_plRDNG50%u=Vggq|{)A=HM+Nq}%Kgqc z_sPHa`!SjU)m^psUb~jgxvIky-0m=Xwt00DvEWl@oVciL#h8h}5D zj$mmORN%)G^;;-#j0Ta?bOeDgaR2?nO|N=C0&jkF64!82wlj5dHFPim*%&%OtnHkv zEsQ8#OdK37>})AHSlL-WFjJa4IYIc@*#6H6tac7&Yy~#!2_O(9NLoxp#V!4)!@Zta z(rfo_thBA&W4+A|4=W&YS*X!|Y*C1Fb<$?ZW(CF*Io8~fF63zH+3I1sG_zPpvSey) zjKK1FV8Ec}4dRpMsyAb(2K|GaYV>JMx|BG`!kdF7y>LH_Gs5o~Js{|^T}Dyx{$ zQ>R$|2?@uoX(As;1$eN&(~bFMN?vB0O@G=;;re$NkSYDY4-dZ6(aSTt)t-`+_@$*< zF03MgeKV!&vUjKcpJxIW{wx%XlR*DJ>k}i!h5eTp{*)4k|Np`NWe<${_U+0yyI-F5 zYp&@s=HfOFbkdpw4;PlCV_^xtyZq@JLw_77U2HEwbw5ndlwnBq5Zcq(M3@aH?Me~yNPoBv={qMCw{C4M7;d80Vy>}NDl;~17X28*U#*?qd{jt^}viqdUr&u){8um41Rd@gurm9-^u^S z3jWI|daqNgt&aw>_ETDE4^zt5oDjxeHV4n}>>jmc$%KyD_1=neL9&p~{D8eA0L_5( z&|yNL(_<%o&Of_Mz#Q2#`-dxL}r$Y-foX z6R;cHm{Xryef3|rz1sMdQL^>AD;qZA9f~|34HS;g>$i4|=h)mEYn!=M{QrGgXwADf zuc|N4dQm;QP71O67C*z2ihg)AyNdW<9~e#)snq zAkeaKbJI>DcHb>M5GAo}Tq){NsxGW1S6crfqg8@F7HJVZRo4f{e zkqBWfGhE~d7;(6N@~jvP>%bPCT_$2}5sbar&v(p&*O$zpruEL>92JoIm6R_q30f58 zK@eduB0EP!wnPx6Y&InwHx6Ld$*`GkVzS7<&S8-Z9WZZ8 zp&TIm{uK?wJS+hX4e|;Ss36DN(Dv);rEzT@L|Ag+~KrS0Lx>LA>yz4*i~^ z9!)8M`dvSx=I%+`{$ea?W7K1f_K`!PhXeC0B^opcwm?M1qjQ6t-`vzVY$mZUE&?v? zpOau$Jj&ol11+{*Mx|;i(Z#h5O#317A#>!=pbDzlJ#w&m9#QjMc6L>@z3-#p>`r4S zMC|;zhWAssmDK+Y$}eW;jd#FOWf{;6igmSK#+zU_-#?;rfOkwB>TPydFJnK7LW<}MntUUOjr862*8SlXho+ebJ45-j!Lmv3sd zxQu*Fz>@-qFb%~4O?n(Df}khVKfjSLe6kU9c2k}KN%^Mn5u17QwwzLmL=eY)GQ;Ij z@EHPbOyU5Ge5lsYGIu&`=vNxCC2TJvg_*bsWToXn{A#uIoa)SrS@%KnuY6Wz+xr$b zKy6WX|7|TEDI5(G87?fo51y1=6MyfrjCVCOfz4;g(D<`)BW8UvIY#42C*GH=J1+8v zaKI_x=f0-}?VT2BA`MvS0Wqi+;qTk1M>o1MV6JdiiR5jMg0j9p?zGJTyXL?Q&^&d9%B5Pv}cvKz3N0M^QuCG{^9Td>7a;8Ojy zN^rmP*P{+9RR1@^fFH?0i!vDE&Pj(ogW*@irnxE{dsCIk#97n*DX>*VMPyevaZb-s zuZezurLnJa(tdfwKKa3C$uiK#4qV;gq{DPS zEIkjFOTMd%0 zosNB#eT=}{@&Je8<(8{0ONuF?};{h2Y%hw8%awcAOn= zL^!}aL%&aXAkgziONv%`T{Z$nKfSQIg0iOXsyq-ou)Y0GM1rDK6_H&cqD$dZYOes` zvU7R-rAA=e?c{kMTlsQIdaQhGFhSMNV^s?)vF!bR$m1o~=1Te^=tkfO%KVQmzi8SA z0386l8l6N<9rj6BK=Kypyu!Oe^wjUi6$p;byoN_GLS5DYsiMuJz^LDN-+v?a(lEo& zxPKu1;8i0t{)@~HjD_tC7J}Sy@t|)b3dhyL5cyF2+eH8PIJo|$ziLJEPktj|pG-~B zoSMAY4|*4L0ez2#JT?oB-11#_O17U0f^xNhlSKE(aj63(-C;7H34$EbxgdF{|Kt&( zVnNvUQ=U=48|FxM^2_V$%zQL-XG>2r#NC5jXjWa}@egkxX8yAH= zM{G?dm9agM9rkmBW+S?LK;rSY*5T3OE6(?$x{B06{espy=%_{x*@6f+vi>Do46ii_ zv`k|_gB*V_xTykV85}Jtkt-3+b)>3!a=xt*6rExUk|@&|uJYn2EM%GQaof_Vb|%t5 z?I%N}K6jCDsbZ)i$;}DLpHY_}Y8xhcsq1v|#xd$F>)ZscG3JWM9z19vmu4ih#~w*c zTW0qN38`wzA?9>H52GhmJu&-tbj;eJWIj8QJ}peJbm7<&`?ZU$VG;VfUJf+pz0MNjcDawaNvL*Xo8y$^0t-Ipvq^ z8D|Onvd~v|Sb8lGSrHGtz z;{@?2mE?3wG?jncGSzcHMQ?)~{J9}`4U`l&hZs|DU#thEc+d+PC^Fg&TumY=C5$J( zt(V47?cE&OfOXSld=ug+p-}5bL{YM2^uu_8*?*at1{oSZ7QbW)o#hg3 z)O=xOtqDdWoxub$2oqc)5T}X#@2qONYB$=giy%S} zOf4}bayzTXHQQ$qR#}FOdwlt5It}DIGvYd6Tlj8ru;MwqPcsBUP@Z932K$Z+_>5*c z6#{e)aRtl=N$VgG5J8gEZyBzMfS8N;lPKtKm61`|6pHQD0Gsjoj5=&|y<^q=H|rn5 zH=CWI*0H`?R3cSLJ`oLQCYp*2Ei%LJo4PeDJcw)0%EII9I`OUaTaW}+Dfrkt4o?K& zKws2#HH%3rcKMZ7y?O+66DBJvlhD_{0GSgV1nvVzeQ=%i+ydlH;K?5w4i6ea9ZB z-MVZq6nvL!N6xt7IpyKV&V*oS*<>Jxz5j?%IU?LUt>}-O{ZrrWE*Fe81=gp9b8>_r zI$xv^%mUTEDO%wT$0Ams5y3{eAb4&*91NleyOt}j?}>2?C1a#LB}c&SO#9?X-D@d1 z+9UJFO(qml@H%pnuxV1U-z745GGpEfKhU-fnlBF;$_QW)B~Y62AGllr-TAVi{5wVR zxb8`RU-PQq>CmYWH%l)B2Rcf>FI1?MWq2?)1xqtFoRSG3^%a!y5(_4x z)oI-t>VPn0Tiny1f%AR{ASncO47|J8#K38p+$B@Kq8v4XwbA-DzkI*4uzx!g`-`NQ zW>*7WipG_aSsZ}~iM>P;p{S$zb*cq;NRZRa9~@9wCC0bT)!$Kf?Z-3{7+aN}?m!Ze zfoxmb@NVsh**BI8;_f|@iugbbXxY;n`pmH81Y)O{H7+y=W|2sTiIHL{Ecivu5}dM1 zF^n3EBS}%Vh{9T;KjE%7qF+kLRWEfd9>wbyg*-kVSeyRbld{ZZL7hVdkASJ8%)PCO zXBVX@em43(jSC{C+I+2Si!Nu=wetuTkwpb(FEPY>-`dIRnlQhynul8KQj}7$*I^di zYH{z~59d=+@cjVqV`E^Z^ZqGKGiQBI>ramtRNGZ!s~eGswSws4>Tjr%u>gLI zci4A?Dt{1&t^z*YRlLF*t{z=N*($W%333CiVQV4Pli4j-riFU@0yYQlmtXDMlk0G>x_fJ9;@$H|`3Cln^Q76Z< z7#d#mHD-})zmE43(MprZ?}^$oWi1CtIG5a=iKJHe>+jIvu~ zRxnFcBiuR78KaQ_+3XSlQT>^V+aMEjp<4fLw9lM~=+FF{ohd0rPmlBw2?j2$9c-tC%CkHFP?0 zg=s2Xc^g54AT>Z`Qh|ccMajO%@5`{~Mx-4?*_3*y%XQx3lM{TtM#6|^`e)4agh~E^ zAADqW{l5ZhXEFJbEnxRnR*yT;0~^gXBxYi?#aS<*HyF0mHJzrRd*~4SpjsZ{S#7%b z{L9O-2pV*gpdRpA_#(rM2=88+0*_<#HbZxy!|ALvuL%!MJ1-Y4>(j^}D28?c4>L`5|<2TfA z6Q^sA6EGB6{C205bq_A_w zV?turJxWbmGO(tj0JEbS*%D@r)ch6Bjo{Li0?G-ug8S@6=DQ2$#^cKdEH!)iSm?Du z>CAq5wT<;1SN*0e?vHVO6ROjd#&`zV0gUKY!n~ybl{-bG3eXh&r%4 zl#58`RH?P-;$M5hWMrs6gb6{^hKeOAiMIz_JA?Ya>Kh(8mL?$69&nmiBQGT@46mVN z+>}di+P-#1*(Ls}Lfl+h%Jx1LA{wB;GX=O|-$R$Sv{hTzyqSGwP%}KVAJlH!MAG1i z0F>_`aOLbp66<(@Z}ox{8K_m9rI&F3J}kQLb#Lq#{-IP14(LE%`zghVMcTAzH_0#p zW8U|WU{|bNs}QhrRaUR4)>3T}f*ftBr@FY~$}tS8n3GvsgRn=@8{}t+Jcp;CDHxDx zR~h3Y%lK_k^1Ru3#heq5gY4&3N%G*XrX)pM$9p+EB)&twrVROANjM!O*eQSn4gwfv z!RQ1ANDZz$B&+|_@uR)byBA6nz;!SfkNP3ZB+Lo?P_egj!5TM0gHGjL@(s^6xkCuc zKvCpEzCp3eI9DMlDew2Wg%>T~fj)4~{qXVGdZK{tPw0hbJ=*#B7CjzZRvZfLW9mPb zBqn)u=?eY?>OzD+yS*W%5ZSyH6a-;%t)Ju>y*a_{yd43Y8n1*Y1o(IJtE_M4&lxUx zJ=XI&9nN6Z2Th99d|csmf6T50wNovqfBbaagGJ17H)4%ZPAigY^7(E?ohTok!KFuy zWOU<5x8yy_iuE0thU{Er4d(qBP{!M7X}`aDO$J38GuCVu2ZF=>9MUeqB}=3ed6OlAjd=B?|mK@kgQyT)u~6G*nGzU zS$gCy|8=v$ySIZQ?F-&r6jdbF2bx`{D9ta zcXeH`K#IodF?veWd8G@2-f5qHet6qup!?!&C;Z6U#@6ad{`~Cy=A<P+eOo~1uHIilZ8mhx+?6SNJ!dR z2KSV%J!-pnNk#7;o@%@)bYpL1d3d)c)=j#8`CmOXmY6+t4}w5UO=|-g!i!5kgw4kO z0Nb81wzWE5>fy2c)SQcpYQqhwLWI16mhorEZ(-a>f>;j$U>$UV01wAl^CWm)KUCB>@k;*1DoA?D+GZ<C?S`*o01HJJ0VowbvR z%QdHv(XZI{cOdAyrvRbw6&mRC>G|M?8|ANTYRQbCS7uX23v8M*I!Rt>9$dzj^2tFd zZw*A(mESgYDj}QJKkSZopI%L-W;B$20cU>?sr@?rFus#q_(8^oj38c-p{%r1L;ScG z-L5qFn&22@M-Ww~2Cvh!{6zf@PDyjn!O3QPl0v3%!#{HCl#Lga;IQUFXf5ST8 z=_aD~$0%M`!EW8-=bH5B$8pawoz2oJuD=&QaBqcNPEI$VU!Q5TW;ns$6bId5Ts#ux zutx>@ufBDMX}vX;07O~sbNwpn@uG^xFGYq1z`!4%5A0WVSs0IT>0`(v*XBsIhWFRQ zSNeV8FDJYe2TJ&?74(;{tl;G9q~&sR!X0zJ*AJv4UlAQsY7$h2FvPe9@T0~=e{acy zzN57&Y^EgtXrZ>)=oWP`D}JRdo>Ujq5%n9PB?LueQb*F*Mdb8ob)KQ9@5&Cq?9!iL z!qC&JSrkp3gZqWfA8~f~B@3)yTInbGR9AqCa$>&mrf)=ws6%>lE0I~BUg_rJXgrQ4 zXgqH?f45;s*;=(8*I~b4xR-KH{D!o^KP)wfsak5jz7T8$8%UzNBJ|H=#9aB@2}$U& zfYGdLDuf_M>6T9j9b4QDhA%A6%3+%kH-E1>-6C1{?H)ij&Ad<{eVHTTV{*Njk_7$Z zY1kjZ^uHTzs7}3sax&#QKK}dW=)-z|K~o5Y_qh*S!6O)d@tDlI907D+##E^l7Z&Dg z(?Ma>e7;TgYrUGI#}q-@B{_f#eq=!p0VF>dk;~;=O3BP{&#Vg1(1oE?jT-{dqxMq@ z&@iFMa)VhvgxHdLkO_Wlg@^&qzD(ym*HU z82F9tM!R}0a?}j#%{9ks=FmnE{YQEFNMA!oOWNoNb}{ygd3sFA3cs>OvU^l3jO{n# z#Leh${S02kiRqm*Ov^EFd%|)*fsbeo8NTYagG#v8$?CGFiq${SO&5Q9oVS}6ssz^~Bv(r@MyeTbAV6U*4(fZ+ zx8DAmX~74l4NDNc;{BBHXywmgr*ZuI(-h6?>7X{z) z%}){!ogF`8`ng#DWUjX)czN}7p?8*jc-&hLQmnL?_ zlgG|CpMJUdS)4beO`on zf^D9|{7GGr+;Qj>>wIK*2hYJ^W2j?~AeFlYp(N2=TN#Pxb2Rh|gR%%gSab)VP-O;$ zZ|UOwz)V&w&;49%H>D9#aN{X`ST>Z^!9Fr~al)k*&5$ii`JUR7fPy-9_Z?SFx ztR)&Odn#y+vA*VJ8C)Tu-mv#^Hj7F0{*Btir&%euair&y%6WTd^Gq}htvRtAu6=|R z#Dk^4TA3GQ)<|E#K88^$KVs~DrVZp{tW#Tx3bA@uYtDzA_a`a)nJbi50uJ^(@Yo@H~HBi>+ScXE=w2+gdy0pUDNoEcC zG~aD{D`UqQVO-5=+xGlJYI*Fsd`w!Qm|?PV7hn< zOwyN|rG>5^2_%)S)Ae93CwAlTg<(`9qlRdrwGsd(U>NJ-d_UqYb*l(%V3QNA9_KA4 z=<5q1dQfT8vre(X`X*VkSyYpDBb30&gqFkOrGKX!k4Bvf^&|xo3&YUqTVq^1}AG+lXvF8@L3l@kRh|Ql(dbTM;r8T_-l0U&)uR=o!#m@AcYF~VTPUNkzfGy>?RFY&# z1FkaJrnR6&H;x~pTQLF6#NdM)A_qk?{4vIT7)X6#TzPUv12LR1{v*c4l4l(0YVQE^ z51rHUa1#C>NN`<)sydt-7v2s6S+rI#;uex4qngRj6lzvoS}d44pb0C?UHpY`mbCsN z*}a)XmALD{vrg`+s#rAI5WIILeR2${fU7yC)|`lVTh(~dOa|lzn$mH^Oi+SUm5u)T zftpB?Jv!34&0@wF-UY(nujwCfzaTbK&DCH`rdH0Z|LzX@`fR+0Hhd|5J)Y5v;B%&5 z?R0F0!8Hj=BZCmB(mFANH=Am=6bm$Z~`isL@f}o{TChxt7EPj{AYsAr3 zPgvi=x9u(2TMCCBO@;yV_y!xmva~;Dj3nf{ghbQiEj4% ztXoq1B^<2Th?U;m)&ao#ZU9~cH83mcL+)01Gf#wgFrf9NjJ6A@xAU|?W)fPH#XT~f zVfJciQ2~xs&y2fVmm1T9%}Rq8OE+0i=5svBvx&*=kCEoBqUI5?(44w}4S!%?q57T-Um$)3;pf@$Q zC0{i%%gg*OgJT#*NVA*qVoE@p3iJi4pRSSHoCXQJ!k09=l)owAAU*ENxFQqvRw!Ta_)U% zzMVWjWLEM(jP_iD-L#X$UE+XJ<2J6Y=9{_%*xjQ@)!W@vLs`7Vo** z8F4dO1XxoSI}Z6Odb(sh(4o2!8MIebp`A$il{%Ygk;r=$Q@#j)*EInTATMq zg~KTdjKg*`Z^Q3PU2o+4C*R*hV3l6plS55O{-GqERYuZjDR$W!zaou3uz+ zf-UAwYI)PGGur|U3Viz zVOI>W%Y`hAO?hb_gn#F>B z_TAnUWh)qARV!}Mn!9HA@aVE`XFoL5`r`A89{#1zL=|-?kkf^Mhdk#=AK+8mYl0~m z9y-S<=~9+Pn+5aQknO_};GzU8Dy1fn7}8NH4}>xsc<|GdV$e(g!dQJfe&{OgoLnb$ z=P){K@x?^ojz2jS#UX^m97f8F=&6XXpaB5&WC;>I-=Wg{&8MjdpHg7Bo%avaokbo0eo2L4xXFX9{M#bnyr3FlzXuK zFvoK`2nBeY9KX#}BgID9N%jvp<-I6TB|1-d+kSYEnw)|u$>Dqh3S|qJ({_^~jSSzE!D2WgvW2@XvhZO5tGWiZQEZ$K6x0C;7Nrld=`2sbjsY)i9vBtbv$< zNIKGmf^zv$BD%$nhm`^~PXP}XU-3OUD$q<~ylJldzPxlk{OWyUZCyMuRcY&HOH)2? zQ(F+c07Vj^?3fV2o^AV5SbRVF@JwE`c1>vQd9&Oabm223+s^nKGSZxcl&1g>3)o|j zb@*G4u6J*Yv{@eY+iS9E;bf8ZjZ$~m5lQs(@Igy>kVfNRG@~c%FFr)X9K8SAVu<6A zcUBGStC3LQ4C))3DDL?{rOjmN{-v+&`Eu;x_Z6`F<{m_@x-ON~Bn}?cKw&`y%=E6V zpT{Ry<(Y=YNX=Aau`{o>7QX3X8IG4Ubs*8N|K&YEh^LD;Rb+_UkZt(#5wGaX0~>KK zgTLQXUCiK>9K&)Bnu$2v=W^HDc2d0IS8%pKc^=Xd@Z+{kN>LX5l{Qctf)^lfIBJ-YU-?cR&?a^dEod0hc3rPn9q=4=$$5hB z>E3tM3w|n~y~NXXj%>%IwK>9dukzY9Jz81s$E$i_3g^#ZgA!c$%~(s4_T{%T#4oYF z<#6Q3#FN>-X^_aF0cbdligsrTE-nf?Qh;;4P7c0Kn&sSFw!rP9SyEW@x_!54%BAL8 zMvJAREHLt>wyW0K1^f+cLE6{n1o?(6{u>NFqBgpdmt|O9S(l@>C1g_BwSeKnj~jR_ z+ixx&)SYG(F+tJ#KYc%Es&?I}H|*7kwii@`;|UZ_c^+qDTnzG$3J&-vk?XfC;LJh4 zUj>&wlseF+r?4rYq0cE?(zmc^t1Rz%_8rrjg1;}_$Wf8N99D155b$RwP903nmq;aI z=OoKsK-b`m%sy3(ZN3w)_Fe=V2J|lWdm8F0UBoE5sknxR&*2x#GH@TFUf-PmVtRfx zlGQa|`3#=deA@*lAtJlM9o<)mQ6!> zOIx$2yNB5Xoeu*yg!pO;72+$3H#=PqthsMBsx(Yq8vxG|B| z2+<%k>%Xj4Tix_8C?~7$j7D zTB?K)DT~w1GdH{5<6pC-4{j7yeW+YoU+t!@a(g@O^O$!}Z&J>pBsc%cs21=isNdWE zyf>zSe%z1dQiI@goI1)@{)}V{4YTNCfQ&usv0dpNh+iSNeypUTXjTJ=ywY70M*NT$ z3Ha!$KM3jxpuyP7qXursMciE%le?NGMm~Jo(>s8Sq!Y%(-(exXLd1oWKcWaa5!8SC z(!`i7|5sDAt*)y!cP*oW;Zr@SI()hbKHd)5>+kzD>=bf-g$nr!8OA*U!@m&BHV@ys zcfn^k(Aem|EUCwLCCFXV#fsHQy|T~oE9*t6WFWQ~Z^dt8H~;l~!EqlRuF>)5JCi1L zL!$hcUFHFOR7KmV(FBLBq$A*i+92m*dB*aF`eS=j+2Pz|-AU6N&+oooFc&T=pOPF4-n9glJAmO+h z+iPKpnqv+i+ig#=2>6b9_#XScirqL?u(A4EVm^7o8804OLpiG%nlIG)A;|K8lp6jy?RzJ@>2zsy=;_F`%B*w=Wkj!s6LLDfvuiZW1|5;A61|7(ftkw zqX1DOmlQ%0)_TfjP+Sdi@zY0Ix{$35jMrN0^rYQC4%)c{HL z!yffx&AYX~5IBuOG?No&3rpn<%!ihi+qU=?(J^Aa1q`0;fsiQVD6d@_cNhq2)t365 zYcvM=9)4wBx0h^cu4;u@7|N&-$pk0Q*qxF@UHEgdGOMIaD!QiK67k(izMT~r31Tlp zJj)FL;Inn_XY^@8#9nGm6G~m#%ieLD!x%!t$V=o5>O43WS4calk1UQJG=8(NYTzvE z$6L(+fxvaJ)shJ=iivXfZ7m_4=62m+3|fJ>ppI>bOlkQ~epZD!dO24DO&=yabW)1H z5Bp?ZIn7sgUerTyD2pt`fvq3M)Mz!PA48Y<<<(cywr5!QtekT35fZfm~4N z{Buw9n3b>5O@!ciz z?j-)+K;(P=o*qK2&MO)0yf`=@ z-K4!4EnU}ah1wTx5EAnpOJ*){aqcs<;I5ple~9$Gl;b#2onlE79D)XNTz1BDx_;{r z);vWnXvNBx3Pt__&evM}OhrNreaYUi)gor$d;_2u1^WPcU0J z;`p)4Q)8zo%o7E1c;pb1XKf-3CQ_%8Hd0}(WLg0MuPzGN_6=NVS8c3zA#VmMM6FW+ zX-Et4_usa?i1|m)`z9(O$S8ZJ5wi;~A=+t#EP@$eLjtbNgz;nOj78Qqn50az%PS~y znCZ6>fN#-M6zBj@v{8om)?b9R={|App;sI$w2db%Bv|cxK>+Q+yM^)%?JD*#Rp$ta z&(2cDTQ7`m%o1Jb%ebtDYGP{?6LP9; z4h!<3(e9s+Gnmhl*FQ$^4vyLoT*5dw9$32<LpX;a{ z$#Eo<0TrA<7jNFcmG>@qVZ;*F*WLJIEM^qbHT>SBFbAh}RgsK>FASNr!+77cJ7!B> zmj2bxpN2@y?WiFil|$m%trDf|I_BQIqq~?d@5)A&_sA32Mle$#V!HiR{{Y|)hwO0T^%7@G48hVDBs3Rk$8v@bk$EZ-1U>q$ zlrKVMKZ#NtZKzgFQ<*V*>To>j2CD42bC~PT8t0%v|784EcCw7N9lT=41TtI!kngrt zr5Y(aJX@ntHw9a=9FaGY9IKZFW!x)tp#0rc1Nyd0{V)s($4VRNwo&0%R1o}=5&iU7 zo6nZCG=(5@eBHEi2Un02(Ik3df>7{#JfnngcA%c1q>IVQpUl#^IX0(?Pf>6nZYCXh z{ccaD6l;I{i}een(6`R>E6Z>K#UL_SHGoW)(O*R{Q`_j>4*rx*#nubhO&||adiYL@ zp}EWjU+7GNBZyLHXIFCv;taa~e47-?ez1oAr||X6Nv_xEESG*hl)KJ*>fTDm#gWcT zREbkAinoz2z7WIgAvO7D??iakJ>vC5rub>t;Mk8+b?+}O1S;=Zt=Mx^R`7d?c;>J1 zxx%;vg|HpEx0f!6IC3IJG0Wzm(g#zT*)=4zjFJyhy>#Z~u?+D@cuYlB--LEngx43Q zq2d#tEH9(^r%`E~%hx=O+o^>fhx9nNqz5n(g2l_oF)`Dvvbui-Dv|fm{HFPZX@pBw z^x>`+H#yY^Y_a{NABxOgGY#FJSB9cQeRR5vTITe*(W+2d*R~mx0nl$+9rd-9q&xXI zG!rnK6(Z~3PR3B_$PwhjOBR0#g5T{MkGalO)C$ir_i=awwTx#2vjEW0pxOLN&l6T*pO51F%q#CqWNy{5?z%pSIu7jZ7f>z+>UHPc?3EhO*R~>*;oe8GS%wULe z30OMKZiKE$!#}_!7eR^ShY#O(=BEZY%`6$vX;e`mLy|t~9~K$`!HM;U+;WC{ON_xo zI~d_!>IfoC+k4*PUiLB-ew)niFAl~Iv3Q92)PJR(e2bWz!zY-5zLoT-lS1iZwbVv= z{R{o;aHAY={EWYfF5PY)UHsjk!o99R zwnda>a3)fk%3}GFv!WLIGbk=rj)!(vg3Z~Pc*an0=Iir2=Ev|X3hx4(px80>BK%)@ z#l^WmJFpN0InN&UkbYL{UevdRE|rNv4b8ZF=;{q(5=!AORN)}9Mmk7}&@Ooli5cio z^2LD9B1zJb%!zPdXVvvmy+_RpHSXb4{#HZKG+EKee$)2oue6@t{`cz6%s$LDZlY-2 z{cYn(E1vevT86G~&S$(EqC6efA;}VC)^Bfm`<^7;7Aa4z{!T)*dbI88X?^#_fYtaD zE-!C?ma`{J$~WNlIYm>%QAzuvg^+?TWcM&1AKS;V(2sN7T)GYMoB3Aluo*A+po}k5 zw%?cITuZ7{TaAUZ-nEvxe_4uAwJ`;GR>c`8CVC=4ve&088gmCTIb_6{{5SoVgw;WA^ ziJL8iv^Ix{gzVTq_diANp8y-eQtA)ocy-F=?HdCS%(RL4Z!_ z*dVTK;mk83Y^|b2#qFNRaPWI})zzW!o^n^}jah1Yeu6lXWKsd=t5OTX^^+9b{0Xo?Q`u9_CD zp^%!UP|71l7fWUQjym}v0v^g(tf2TqXhb%v_L2X#p3by;viVn^{JyjOJ_6`gVA*tgH~L72M;U0jF0Kh9@}EoQGTlxX?h_&Q zJHT_tdN~IHtOs)!J4W_ne~LLCNv7p(=EH-B+Yy^yP{_+x!S6^sVWy~U#4je*zGp2E zMTW!Ab{w1%9M(1AqT?JQBY{e>5>Tws%t*RY^OzNOFE6~|db^x6vq&L`lCmtxu?n^Z zibmI{Wt)?bUW{K@Q3|L zKDX{V#`)#lXsAUTd)2?yzK~_OMC4oL&x`z(7=%XaSk9L3`^WpH{dQIV?&9ixdzY8; zE}pZoV$Ff`dOS0R^|~1;cleWTfgh6ixeJ1&kR+!&v(Xr{lMp>R5U zyaX_u%bV~mKS#X2KF{i@h)>ENrkZ1m@xJ5^!xg^|4LhLaw*Dec7axX|z7oN%U!qJC z`MDlaqUQU><+?+|Z8RO*NO|Is3m(T}OrlxAK3&4MifZ@yPH2I3yDt2`&nXdPw#Y~F zZ7E=nzN}s6qN-!x!W%5BQu+Nf?x+(54rp!SyY|;tr!WqP0u5Rt?~rHUrA)G7rQf~3 zaQI;f+lb5G-ELv2Ug*3CnxNmAs_Qj)SBc0sg)+`Fy#qjb8!I7fL<4Z9b&TosNdQCT zTIh8I&)FO3aC1HgdG1ZxoC??Po*1zwhI3CL{UL7k;Y~c}LU`fjMjQ5X$McvStcPAW zO4-hf)6ufC&~pWNgcb6yL;}#W0WUjKs!>Z=@{KBwUXt9DWpgA(_@yRO44CAhH4$!< zqQu#-zJ$eoeR%Zeua`!jKLCJ71<--Ce+I{-M-{lqWp@f2|9q>c@(*YHz$6?Jf7x{F zK^8zy-&NB_e>YgSh~6yqW+e&c(ukD%#- zcG0P$1)@WxKtl;Oxm{`(ox132?+;NKCfi+9D=#-oBzV7pIai^! zlPxo8MO581i1=xiHw>IYL^{BTmClLA`V_gn@zv#J0_eHA-$mHV_=HC3&IX?{5H6tW zs?Psud>GeH*yT7et;Xj%;!$CMk#hZUrv0Az(7&6GRjt~4t~tNuP=&!t7c(8?3^eSfLXsH1 zC?TmCWjNZC84Jjq=qkw>DeJgQo5KYPoVZSEZNAkZU zrlJ*oZ0M`TBy8hOhO$l#Uu<)K;Ib9qa_SJ-8NA=SH@NSAo$NkXU$|rA#QbL@M|W4K zv|si?Dvs$dKQ-EO#>I^wNCw*eG5(uCNo@-ZG&9FxMC?dMA-{t*6&U)NCMD-d!^08jQ|-#$pr~j}E0AgQ5Gi zfjkF(%Fg~T@0RoX_3auq=AIT8(fMuUXD9D8sA43?L6d@86&2T>w5{C;MeC!C`v6Ml zvWQ%W`Q12I5-}tAOrw}>^q4X%SM>Hq`2!{>u5Ri8aq0HL)e^GABpsVh)A|{|879p< zG&8ZG@mNDLh*1%EO!HiQgh&Nt7YOLNbVlRp@DKKHU{NQ+B>3c~u^^i0Io7ms9BeH$ zW1PKjx1XU&s-yGrR8T;J#N0Gkp^Nk%uMIROU;n)}9gA^8PgXweI!s)JXn<4c{%FM= zsW@-(qbALnr%}A`tmfA7R}15gCM=*)gW0l4vfKO|9s}K(NIJaksG zQ?dND0y4?4YrazR#Xo2=Yc{pq@?bv0mtU zzZ9!Ia&i)m&_L$s&Tyy(J*%IN?8g&F#|jr( z#rr^#kUH(Tl9MEg!jEWk6KpUz3F3n%%A{ZHsKuWXUedS>+_w+}gUoTJJY>RkhAkZSo@jA%{w10hdtz7-{!R`^hYLr^F zV1!!AQ<_>QQrQvdD7JAI!D+mDwOHvd-o2RYsL66fVoPvF)e`JC{F3u~%I3L@{EJ)Yj5!q!bhvBAkXr#o6=I0 zP*5B}H}9hM40CB&r+w>jd9EBQx!xv~XW%n>^JTa)0Uqd`_*nXr*3ZUhUFHV&&li9a z1caV@o2*KJ^*gBf%sM>Y2iW?S-(=i$1KebfQ9oEJEc~Y)YIeLwUtd#Ke+AVheBCf7 zMFL_4LBPJ@(dYPO=-+jc_~C^2X2uj|&#Phs;}?gMxYY*t=dXZ>t7w%vw)g>f^SLLF zrQ?0<92+RqZ$igfz(Qf5nio~eLS(*dc!9t|1#Fna(`+_flplO9jeZ9&BOr%!>qii` zAFktY!KCb)b3(o+lE?>Jq((-gkFTKzveRkCUy}`22IuOaSVC;M5;#}z?5dBo2}`Qq zot*5VzG?%SASVc(N@EoD>)Fpz?3`5srYPIJiBHJkuGb?eD9)H2{d=Ad>Yb^Lhl1L7 zs}&18|Csew&VYA@=;LWjE8iV;MAS9d5+WCr0d*kwi0S4EV=n4&?rL*}-G6rs&n9g{ z2mRCcvEE+(-tv6+4A?c^YpAF6ya@Q>j17md&kxyRdwzEx#Po&OZkm|sP4^RZf13%_ z3e44R_!Lb^GwBtsrffnDhQID*51H%^8`1JxiQ9d6-=+du1E$9b0J?(KzuzRWBQ0?j zd?p3Q9kAKy*y0vpnxhn;CRu1okl*O8+i*3?q&?7Wj~y@?#66tG9xGfNh$BZw@(G;U z)S!Z;!^HdIN~TPwCpg$Sp-L3ii(yb53a+XT+wzMp@;I@E%())&&q|_#N{P9D>ov!a z*zqo(U|=-t_f|jhZ}SUQMu@w{WRDB@?oPdjSVb9AsE#s1kxc-8xZrt*zSQ~jwFAL<9-g#V&lN@O;|UNFv9H)j(QcbQLG zWFf;GJ`a{I;`AaXaA9OQYW=b?=i=5OqgoH}72?eZD&@|rM4a@_5FNd+?lrAcdc5-HyRWcUj1yrexf0Q;8*b^l)lzLhx?P#cV zi3AX|iJ&OVUZP{UaB;3_<_S`m!3}-8Jmoj$*jhVh@_S`ECQgvuKoC=rSDnC~c)+ZT z_PL9K9F6&&t8+Ll4EjTx0$yVer`ys?Rn;L2b7?46Fuf|U1L8$7LnQ zDCwe(&&(aCoGQ5#d*pwKT+A?$Kpd8v5iKhFw>q`Y~11ynlQ2s z;POZh^-TsHoN_q7g0}6GCwm!B zcn&RHU4~%n8}jt*u_C5d)UwfI0>+q~V3*nKl?5$E{tjljIGOcNTZQtwZO3`trUSh! z!Fb+_;BkINBuI<4^d%l}(~fZ3uDh0jq@e#L9D*Yn;3Q6w9~RH z7hHeOgO5s76Z5CCltx4CSr(F@_ibW3pH~t0!}cn%L#m!lDW8CT72(bBPnJipgo&yZ zG*d{2)*fs+!>4&#@DW0m^T7KIHu?LG(7536PyZ8f&Kfykw_ga#y6NQt8X1IHHjpJ} zK&iB$PT2gJ0)L%EP_eQ0cbU<)8Oowknc*~oapRy72B$emLhkQ{$rXpj^>hiNVP8ZQ z^&M_yF9yk~InhF7=NZ0jsS5y9*)u^XbaJi?tH21ee_qA>hNs|D}Dmh z=&5o$PvSOWJW$8TK3UU!OWiJoDX?kxsQvsTkS3Ey#P$h>RQ4kUw>)$-UnGODcAm?6 z#+RPRi?Gst=Hf({wY7LOS|k%3nQSTB)2E7Xl_X43oPN_YfQxY5vIyBFF>p{%k0|6| z0o1o^Uozl^&t+|M_%#jIT9vFSWRn!4(3Z+2zBtrozzNV0IpWoXNQR}EK2?^QfFU~pT&c4+j+}{8wYlJ3s*YAMl z6^|1{Pi16ADVL`&>mX<9JLx5$ujE47|LIG1B*uz5qOuYStjrd7R>s*|Lyn%!AG(wd z9(WG?wo~Kn$DWso*Xun*(|^n<1$(H~<-vg2DQRZN3dOKntGd=t)8EFPJb*U@X|1(Uc@LE4bHUzqpu&9&7s6pDwjms@9MhPd?c)L(Wb#GhXJR z41~!+e*qiv4|;Hq6da?t|I%K5S6UWBJzR>#f9U1tsBtpkKh_b2Z7tdz!v&yH{Ik3c zPj|@DOhYzHLQA9I=elSodz=4p&bPqg_-^6HRfgf{9P)NL6QZJJ_N=tUQ{ohWZ042c z5f|7xg}+6GaB^~NlKQ&|u+}6QY6Q(8V*K_0mvPYX9{|JmvEcF5LuAL=7OxowYQ|`s zlg6gRje{3x!DxhmSmwc*ITW&pDn_i%H6yz2Huu5`Po8%t^F?NnKg+2$5humIDAS1n z-T^bw5hTmg{ghpD_!y|67cd(MW8M%_Cu|Bk<$yMV1l5HU>L-0MvZH7df8%3lWO{_y#;DC{r6IyuVij z3q+$OVMy?$(cue$w^TIj$_$LU(n)EUT;Hw^ zs|+Fm%RK7p-nkY+3><+0taCo#d)T^N-HaM~-=2SstmgXckfgpG1FIceN1v~9%sm^J z$z%RgZa;gC!oFY%eFjhdC(&XtTJH?7H^zpZ++6Lu=G2glkB`T}H_bDra%hOn-u$QU z;TO$8;U2{8D7qhA{So|y03`@P!MQ-mnw)vn>$-V^D0(6Q2V#zgNHkaHC}%oqgR>jR zS&*_p9e+W~bxsh-!uBJE>roVE6aWDzG};?&nyG_LhVs?cV+_qwyhI45ceOj~wsf<9 zU*=Gv=fpu-%=M%abBEqZ%PV3U1cu=`?SOcHwQ< z@M?ZFK+|qN1GI+8=dfbR=*IA=?@q?*Shd3619mRtffO5~-~Q-h-Vq~>CyorN^XgJa zk~H;CZKQ?|mP~``-wmD)Ja(u4sXgo1Fy98MTHg^t$LbyQKO|_C-xD(FhjH<2m=dN` z1*#&jMZQnoG1V%Um;bUJBIZ8I+4m&EhuhPuKlN?JmrUJpk`@HvSD3MX3lHT?yym}Z zyX>Uyd1a_@`mO={jRYAK7F?N1UG`k?Ut4p@K>I75Ow&zc7V7$NDo>8zf!Y39Ih-td z4xEFRc8?+*X^ry-yG&J@l&vXe=f}uzJ$OTYcZ*4zwmw{+hE-@Hvc%i?s>k~or@<|~ z5!NGHTg(rnI95y+^&@Tz6aEe@Mg5M+q8kmbA^81nh^^*&$|XZyjX1v~%^o-cL)sgGJX=4W6NTiciU zkeR~GFS~80lr-bWh4CMCnEQ78J(1Jux)6ZQkSou!fAo60~2mGZ=JlcxHZJmZ$4*`oVYQx+KkD5Z7su+Rd_Y>(VO!)xBQitAupZ zwG)7q@*^0?oi{ z%#nhlP2Wr+Gk$LGjF-rKx$atFSc|z-CqQKOtkX=MQ^OsVf*rbthNYNG(Tbo@@3VyH z#!74jh3U{CFBY*|@Z7bwL2mgr!p?qQY`;aeC-?d5pfs`JanbNTh2rxIcrWtUG>mNY z-4`_ftMfohumul_0>BN@s=(+%CHB%?K0c4zZ4JY>>`f(37Y}=VVra}x1cg~~opd_v zO6?}#temn=J!z}6k=~Uyq?4OcAEAhhiGr@{<;Z}qRt2YF=Q_y=a+>IH;;$L_rhwzd zucE0Qd4hF*jk*`ev2>V9RwlJeCU5~bEe!J_2UloYxeWbgq$W2kp(oW~)3Z|K49NSW zCx~eZ3mI@^FiJMH?qJKD3>&acJ1eYw)43@ka@^ObFkUMP-1iIP0?wDmA1PldN}k^9D2HDX|P0 zMppux^rl*6H$$mWnQr-o$Mu%Z-3KTIij)A}P3?Db-T{B2`wT(gGR2D{6!=mNBAAFB)l;TtK44+T^_^(4I_FbqhnvqL- z+Gv+=%T>kH9DVTsXa^_AZ10`JCOVUK)Ms~rWPC^t@SF($j`eDCzWKJNS>tEx`7?1? z$9jvc(hANPdeT)X=@sWw>~xRBFBU3VTweBq-IW5;-IKK^>|v`Y+cgqv$SwZ0OQfUpbA}o_eX=W4BxkzxtD@ZSMSD*v=SGuCI7xi&otO-`{b)cPA1qF z{O?3)f{xu=Rl$ZMmPssanD4=<&pq{QD#=UW5+!AwX$J% z+gm18D}iGZX}m(CtO+D34$eU1`ZhCFyuD`>bf9I8g`+hsdB=8wGVrUm zT71I?Lt{NTBc5JJk&9KucA}`3(#&fF-keAoU6=1RaCV_p97$1h%8K^@3I{#MUeR#; zrC*PUwtPkTJGX&^PD)%Zkvu8j96iNJ16;{aWIRuQdxr);qr0_m#}+A7wy4?9B7G7S z>AW;5%56AXT7`W{07T6OWHb6e_JE=(?{1$hmSt$~)0VnFV*ZcD6;GvcJR-l=I!!(! znhNl>q~=MQr9}*kKAW`v)#=<$zV=>Jd;vGmFl>yYF+WdiD!j+tfRP_M=Vx#Xfy0t5 zm5YX8u-~tX(v2t5S&?S`mJtvmMHajSy@+2jfoY5MM{mEHGB8s%L+Qf^G0RZmqARXm37P4v9!69+;N_3iwa!FWE&hO2 z6{n()cH)9drB^xOSqlHKkN(PPR<~II0cpx>Ha<}o2l2-_4KJHjP~E8e}YZ) zr^#VpM}_fk0dJwPj^-aZeBeT<;x!q=pBCI9Zb@5%SH`5)X2L(7d~yg=xj0r3Z6Z{4 zw}x^g<3c;pOluD3ZfXvb(nh0YCUx(ehUEfwGPNiA0WQxZWUeMXTM}Kps$D)E3IZ{l z(eh2RiSQ0>id>)g;AW^Y6i`Cw;^YDtn!HEnoEua39O36+PDzb&B=6!p9fK3^0d1E0M4)eYz+om|_CeEK`Z3Y2AM zs3J#~l0aF2V+hc#va7qNtj2MG%?3BlJkKT5f&vZNYWvII;McY!N}BHR&W)|L`Ay9s zKmaDrNt}BFN9#v)Ia}nmNJPbjrrI$NB>->K%7kAeOSypCllvymeJgVDAD+LQR%9oS zeENB5&bH6~cYW9c#~!m5F=8kOHF)mKua%+OrCGVuTmuk%B1}0E9+<+>@j?vfNvh54 zD5-V;iUSRFGgw{>Rr6ET%y>kUsQk;VfDY($O+}apF`5Ls@aM#3T@;XVR|Kryr68zN z_4#P*olEdzB;o4L^L6CEw}0Y%xaW|T#(a1C4axy`b~Jo%u|H})-`PjUBU}!7kwh!c z+o>WkL;77f>lmjG0#5wDP_*wpw>;~~R1qO-eSQQt@MXy9i^lO=xT90Fca}F--sB`z zka5vV`ROm{eq#I@_m+KN)xu)@pL=O-gkG_S&mMi2t?Vx4Z1BqiakDoIu)`eezJUhsUj z!&mFsojPwOh3+SnTLr-a0HFG{dfll>*>}(q5b@{~?{#%v9|v?u)fksDbp ztxDR7hI|-zVJ%oohvQV?Q4Z8S)rN{fV5Tu)-?w2dRx_R9)Isk1T@rdl&xnGz_v=HCOSx00^+>FJl?i#KL< z``1Rdnw;6LemVATj78!YBO~R3NQAg`WQ*hN-c#@K$;)$Q3-#f1C~ti?@7ZYS7n_~E zwzV^_5e*{L;%cS4ak$;2x$W;%a$c%l#N3lm?BE~&>jl6~o8|TZq%`7Tgst{!95%Ir zz#AE<-H9xBncy)bS80cM1uES?K5}h(eN$d#nnrvWbYBxk`y_De`&vQ1YU=jG05o&; zXT2tnkkJ#+$Upe3Etd$+3kvy9+EG-MiH(qBfpzt9?b#%>dQyHWsvC~MQAGW4=+O(3=XU` zW6=@uyB+^>kpR^~V$dxCwBqZXf$?7SqS4Op%`{Td%w$50zgKa;t^eRN{p|BMpP@-n z-kwLLc!}`qIyGhDSTrX1BgdBuMuJzN;4ZBNuGdp;z(kO~e$H%=7CGKF)@)H`LDqMjUy2T`ZjMZ|TU! zFleiJJm({MX0m6n1nY`Z3oO}Ridbv$=$`^pWhW7#Na~RDhtKhh>#Z9{v)X4rj5&qScy7*n7}VWq zYG;w8zJhB0>y^xB-&fwL`n$mc&5k!E7KKCe$g4$L?%G^FB&yU z&;y?TBIa4fZeQR;py5@o*Y3o2tefYLe*vpuNSp4f-Z)^~2|LNyoSTRy*gz9zhiT*0 z*6}BI1R2;uE4~H)3k&{tN|f<7?Vse6e*k;HK5Y|sq|HlJK$&xd@@kAb+6ZXk5>j%@ z0NzcUf^t9J7Dq-o039aBbCIv!V~_Uc#AxzCQ;1UoHM-rdruZyVM9wtSgGl6aLJDe^ zo-$MhubbQnH;&rF_>u}dw7X*5+seN*1BEaIW(PUqQ`;(dZu1@Ly$h79U=Cq%a2o;$cH{ z9lPAuqIBK%w0V-+|7mFhxWV(2kjf(Z^T+{kFTD0}ks*~s34)^Lm>0*$Hjh^=7b>)% zRU<%Yee?z{x)!=>^WPOuh@Wjpps^dd52aw*`j;Cx^qfU&qb-A1e!txT|KW!dQVQ-z zzjvyMV=w2g_@`4^-C7N4-`{G}$^vn+v0D`LBq^Q8$A_)xI0|-Y6+7RGjM%pwiv)zMyMn@p0wn>=pF3q6Ia*fF9r)Icsbsi&UINMm7=Ol|c|tsqH< z`Pbg~mS z`XK@Q3{K6w;k+t(xNpbvw{ej!Iv6Fd!@?Z0yA2)v8V> z+`2OdXVAfMACWc7Q)BTJoB$qryQq+EsQ?boRwF+DL!o~?*An(AvJCi)vLF@2?Gtia zdx%^{rO^>bzCzX?Wcs|hkgpPPn7UYSoqtcX`HBQ7t<=py2qW&sSjkO=xDD zA(fIq;5zEsMtzpcV~>rfrYME^CoYO zRb*Ra1P@L9$s;e%z;1yiY;cg+hIs&QjA`w0v)EVSK)a|LT-?3H=S*C-amDqtmFQV$ z$IP7>uMcdZnl&Eteyano*;5<-gp6RAzAMV>Kn8%isMdO!H{h%?8p6Ig)Zvls(n5E% zQyP~>3+_PQkZNK3b5^Q1#wiH||>vXYs3 z{oAru_+v`qyq-wl9*cKBngE^NsYPfH@&F6iN0qi!bbuPT162w;1NI$jIYGU?NfN=^bYgVy#nC)>=V3<=f3@kv`$Y5hM zm~byGivU`{`H@g8_0;>K(-sG9uE@uwfts5>)nNX0v>w zx5FGeVI&yc-?`n0p2}zfEIS+GB)nlHw18gbog!8$|1|D9>q+DHOcwF?>f6R|kiNdH zV)qR>{`mX^mrkUnpAft*;4|=y|(vgwXn7XB*v)Ea84H>e6{wi&gc1 zp{Z5K6tnRWxH`93AsEdnCuXV6)`LThHd5}x`TjlF3xr^bYU&4N#_8QCvLeGhDl?jE zT^KiI%KKL?<|2K^pmHh4=z@YIm$L~yYFH-^t6zK%mUcb@%}3bf56)(0J?R4CWJg*m zTefVb(*9nc7{Cy+7O7pekA@F2&-|Wuqsz#DLQoIP+Gy~-5I_nNw#gmF!$CFuJDN!Z zl(B7h5#QW31n6Ly0KWTIgJ^>`VRnp4WEEzVz>B`k4VApDP@aYAmcvG{D35uGm9sLJ zg_?GN%|K))2iJ85e?;C{XPL9oEq{N92sXc+rB-4RWPGJ`mi>$h)fQs~q65=Sik6ypvqSEgN*>9iPu;31_P}O zr7V=R1(+PTdkp6PH*SdL^p-=FDTlkDhp&-Cs82e&1|VX-uRM8*JKnA2h3^dQUt!(6 z6!bZFn5|K~d+!dD#@RGKtc~OT4|Wm+{4NBa(kzZ{Uz}}0?_a3fXf7!DqsB|c33AYx9+jOpa&4)O-<3}G58Jo-Ld@~5d; zmzCYTYznjue zH$LclSGW_->YT!2Vc|z}cWUO!H2Fzv<#b%_n9$!}$WNoROj}cvJAea;zzd*}X7&Yv zCKuL}M0vby$;10LC&MmSWmySv{qU&-Zrj}-hqqw4-Hf5%g8TeXpqx=}B1FeXvlJgX z4!cZVt`}a>3frBB;>h|9{piUNZW}z@9<*C~bxK48gLn}hz$4N5=@dKjcriLz_ zB!>3cKEpw4^0C4%jJb`HD2O}XaB#bw8df?GY^}|KroFaD!l$#cdUrTxFTK4TmxFW3 zZpr1(DOYI=Uz{EEkYX=b2PyV3;g7;AVWWV5-9W1yNx#I*^%v+!-n7rL9@QW zW6&v&$0@7dDZxJ;uDTwKRj53dX_00NiyMXbI(IiWl%Y8EIvaa?d_}JrBYrePH_7*R z7-0|y!2+6*G*5B8r|A2EBg)ZJ7THA^=D6s-Q7h|euf!IQ_pBf}3~0LN8U9s~ zZ95%A4(=^5ttBLtdG4yNDO?KBf7?>{1%G`HN>n9#vzPLZ*;RK&Dh5mt#Lzzg$l_Nk}m(K~=?9pf<baoE zfvy_6=f~u5?(=h+zVZZCtYKn2m4HkrBy(p^clCLjzyJ1Vd(HRXLEWC8kcVY^UR+-G zqJ0?`SvKDNY?-=m%I z0x;h;-*ttCJ%yqU#=28EAy)|m}mQqqU3B@0lsxj^C(dvwB zyxZ57KCJZoWxo=iAzf(e?&dq~8E1Y8RqdR;@?*KeSzcS~+fcuL0H?PNV8RG{5Ikf!EvUEE z3*^4GHn#^>`1+L@__RTL>Isyt<(a-3;%Hu6+%+_i-!Fp#+Zr1~^|o@(>d)s}$ZmT# z?_aLTdJ3mRP5mRMrkj5?M!tul+uG82I%hD4+|A23b)I*u@s)+NbytEG zt^Z*1qh+}JovBjn#ci&y%g+DqZl#_ObJ^-e@EQ}FkauwKi0#trx-xZOA*xbOoAn(H z%dKbP*_V!!d_0qrlpKtJuH&*?^c{_6!TSr;{kvqR0g@l_|{|Rjn)?)*5%kMF0G=Agl zH^p(2b7?^e8eAIZh6Jz?W`9az8_Y1YO^Qv7fJsqOpsbir`ZeECRrTvyp7!)%2*cvc zrMIS1o#W)?*U5&nJMY11eXm1J>Im;h(jy;XRG0CO$-dM*<_yNB#-tuv1A_)R*`NL< zXjiNv=32$iy8`#dY^?*!12P9~^3F|TmKgo-1q<`N#)`LO5TjGhLfdkNF#+GY<2M*# zce+9Dgquadn;q_fnW%QRV+Mo11%fW|f9kHesj0HXoS)(bycJAt_$RTiHV(U7HN3cO z&Wr#iyXDbe$_P>3mm}>cD+&Yw)FX7xI z8^OEt+zAu#^n~|yHrDjU`IxDF%E`}undkQxR{@`7`REYZDdQ%eM&JlVxJ@gDoBZZ! zRiR_GuKHIGK(XIjO`c zIG2XRUTxs39il3T6k?NMUX|60UUr4fy2*!;daXE&?1ZC25MlIqUP6d-_VjU0gz2y> zC~<+K#^!5579)=1-5TSw4_t0tNQ(vt;XDN0WY&U7-G$1)JR)fMarZJxv#;YEV&@Dc z*DMGxO%FyTM(b!4+$Zbx4Q$kf%PR$ap(eA7GCtpetRyPYokDme&dMptj-B*0V70@4 z1h?RSzOKc}plRNGDV#cbnK}5B!yYQWXjKGls&$T&`z?ha{pM}gdqZoZm0S`jO}19{ zv9za~)ASkR^Z+Vg zl!~bL-5bGW0VmjyqbSkqVJ1oDK8ub=6&1&`E_hs6x9AdIH$VR98e8}gX#j`G?ZXF4iY}K!;7r9tiqBbQOmKe42K~jo?aPRf(XLmN#DkPcyk!7KzMk^5 zJSqyhj??qA>Bo@MR!XdCb9mY&X+&w%;t#BaN~Pz&H*qtKLtHCZ>@^gfE~w%RBEE3BQzPYF?Z{JmKo~^gvl`(pbWYm?Q+jHv+CyknFNK1s{;|AYfg%_ zDW;^sTbXXt$KoD&DDQgk!uUGY4gAFf+S2tN&j^pL(SZh!6G#^-5vyzEFMKl%jMj8) zo>Go*PM$tPvP@IwUxN8=r~sGA{iD+!D|tfj8&sp>+*!2PdIm;IJhqvJGT|jLey85Q zDa9=6k0{~%pF>`EVkPyQ>K1&kq~kg)Y{iLY$wdN+b^-GTBlRB(>mH6m)?0zWat{0Z zJ*3KN8c{R2MkPvM?v^BZ`<(o4*O!8`#o1jN?TVRfcqDQLLfu?#m4f9=& z@&wtwRo{eZMh`cqEx@}}qyy>2k|FSJLS9f~KX1x^(%7NRo~}VDaKW(ivdPSBv+OIi zkQN){r3)H<3fV(JoRUm-O*9^&}(^uSM&HnlD_ z4Cl+*llA}D<&+-HO1eXAls#d*0_bxvl2uY-+O7!)`S6oiY4k{j*1q`Ko+uEZUa8#06_J8V(pbZVU487ts~&g1t>sBqPokGW$Yk z7wd-f;#H544N{tBUsA_cWnTU5^!;)Df^om5a1kwMZ*3?lzqnAiCCKc-^0B~kXY*7t zgF`d>t>-zuBUKDo#(vHThp1kwl3IV;(t-sT^`= znKJ69O+KoHU)KMEvY>%U$7eM#)~k7IzOcbz1W9yzbNO{C|A84&VnlMbe^&J{Vx}hj zYlhFAr$ZI>>T#Q@0$sa;Ws}%d@Pt;|9WmDH&`*NF4#jP2gR&&_0-g`eU@hXA#C@X{`aQcSp=v2`#T-WF!)_OTYtd|)8V;oV z->0`&wy=xG-#vde46x2G*V@iqWso$MSh`dvC(MXB`*}27FcLZp?%vX9nk=9SC6{0b zRQesybBn4um~oBBQTd_9eI6ca8G39!YrvkIUY&DhB7es>gOMq>2!hdL@!4|Dp4FS~ zdY*jxurlj+yV2F|G)p38_9l^-ne#gcW<`2mKxIh%Xl9PRTP6n#KmjtT3UviJtCtF2 z3N<%f44&`-a44!SDV>&FYW>8$$jPU&Y7Vx%g4i#Vrf?Vj$&|2usB4vMrPq=uepRW- zimtyEDB7v2LgibDI+Nhzo_{QNQ{;u#C6|mAk{nKz6LwI^*N)Wd2!bR;CDgPh|NY)!FjG?=uL>-vUc3J_+?~&kWF~={^Rb)lXNMgLl;LX>12ht0Niv_T zRg5$RYJSfLT42hm&G>%S^okwK;wmt_23GV76KLl6VBD@3|C?3-N$g( za@p_~?5RmGQ1D2Sr@C4tU+j4ds2rd|@wu}T$9!vzx=Ey`mon)3Cf@w7S57WZNj8F+ zSY9XBWcXp`uka3LX7=wqr`UIVujY1O+mKHRe&LN7FzYSn(4~aljG%sC{^*@g<#*_| zp>XAh<2mzz5d_IJ3p6Qt$uMcS!KY_2PNR_jvmYBPoXQ+S6nNA>B_U(x3y!!`xUZmh z_Hy2iwuk%B4n?7k1JONdHP7dF#%z#x1;KL}b2z`i?BnIiVOwz(kj`J zbhZe;g}k1)6u;$6daE<%9J`9-9o(nCQMUG+BD(UqoPCO>8Z&fWbt@hlGxcQ<(qYiz zKXgtq>r}e7ZYzmsS%n0PZ1EW?heTG@i9Ad@?2jaj(IKf81+k%`O5S_$$9%kljprph zQazZ2PTl?8VeF^Vf_NF}jQm1?2Uovv2LkEd0>F`UE$QQjoEqLeA)D`Gun zz7QzFY|E7seB4jFwz$-+7uV3O4+eDE)lKcku5CuUYh}1TRpjI(5`lCn{L(?CCS{%9 zjKzJo&8B|-q!EUz0yo`h8OGJ-eq~WJg0svVHrD0OTGt&b4QqJ+tV>H7RWM>cek+R> zJ75yXF?=0}+Ph}0;)y4#qd(L3F+oTSOJ*}~@DnT|9EPJ_%OlY@8k$>YOWRyG5~Tz# zMT)`Bgg4!1M1Nb>RK_UD@VC(62Jjc8lIG_h^p$e?oTRTP@s%Jru5OEt^3_QbD6s}$3yFh-)!kb5i&z`%t7}DzRCe# zQLXrj3|iExhqh4su83ulNmbjLbCjJx)atj~vZw+)lG)jt8*V7ufghbfIL3G{vHT*o zzG>jtNAkS4LLc3O8Yl}^Syx!)7@4)C;=LAP^tsanyYXif`6y>bFue0y|5fR}HZq#z zYYmTkyRSzWm!Zw97Fq39Eo{_^GQ=e}^=J7G4k-j{DKE*+vPL zkW?H#^JVhR952Wg193nbndL{iT-4%_Wsr## z7EZLew*|Q7qec{pxh4cRWTsCp!OvTfR9uWhoP_evd_6exVyPJ%+Hxbj_0b+4lYU}T zauw9?;U5$nqDs+i*7;L+z#}1v54IK#-~h#d(vS zBvr_&x@&viq{uK(MXfgDN1O@y=zcsdd4odT-8Zx$bS66Moeox2KogBYo9Nfe~1qb2o7`qA64UTy;FmtQn(%#2>F&O9YWVM`vW3 zM3XO&z!mHgecO~Z)poP(k#nfWcF1G>5txTbl=S4u|MpT>!&)zISZMoEhU1O%n0GU^ z9=FCJN7?ivf?Ph&P>=jY9X#Nd69nxA^;FD7R_=Q+jJzCSt<#Fum%$9z6cw`*_PuJw zo~?#AL^Ds09rg+EH!IH|&qa%7>X2#!V)|y4A9}8Zfb9D|0$kQxc+a=&FAe1}G?4i^ z6aKP^B1K6fS%9Q@8|dOq@tm`K^xE9v%Z*)ZNdc}b(6%>y|U_%dZLYx}H; zIsZEz>pVr0`l(J(TGni}7ED3287@PFbOl4C#D4`znC^RSsDzwJ5~Ls9p>L%RbEb-? zPY@;KI!hKjN6I`8WhyTRr`X{4y%>8{b*@n;>HLOqLN#9UPhBhhx z9d4ZLGcwrpJ&4d{Gc~(i;HNX4XtJ(#D0+O}Z32HW8YaM7atMq@Ln4VT)UNN5>F+pV zFb$n^Tl}e5?mj!TJ8>Wy%3Hj{VNr=zEt+|!5^M2)0AfL%z8MnWDncmhTHq**7Jv(( zj9d$xE#!H9;L4aSZmvyM5kje39YL|c<5;)}z>cC=Rr(D7P!F>YY*IS4I!lQ9;I7Pzr5hL;@0F}=GUMG#(kB%}d-Bqeg&60PseEb2Y`x z`*EcHO6bYO!#LeNgXi;o<`16v9JN|n3+q_mf|el4$hiGG0vv;$mwq2Ok{gaNmyUp6 zH=kM=amxoz3kGsL6@B0~RG|czQ(=QGaQc3=rM^m4zW~RmwX3Qhprl)l-+{f87vR}5 zmx=m52&J``Dd8&jCGl9^Ek%|IB`+DH1)+>8Kqxuq_~ydnxD1xktgudA?%12&006k+ zZ~hMYCdz!^0v5RV%q%hu8DmZvC;fnDVvcHot31UyC(-lNTqOHvnLtt&l%i@RP-93V ztTD=CZURpk_(^R0zV9bh*0De~%8w>=-+{4hRvLkz7JE2AV|oVZ(xUfwMJvNq zWTT9&N&;FBo&Mkl5YL{*g}?dg{32m&yg>`}xn;h))7@F@80B?(eBiu^b?HZ%TW3Rk zu|!)sZ-L!4^#=x0NIs{oJ!9xDWE7Wiw~bpR|4mhsU8p9BEB z<9q%>G$YHTYisB}@=a0Dh9+u;-{%8o1~KvZrIjh<#6Ckb`XLJ(xt&AHPb21Ht*2>H zjVTJvUwxSs3&pk|W(%#d3A0dvMUT=b3B9uts~C`vIm=)uIspS(R>ogcfl$_8ZPoS@ zW8aLTyw)bjIVaxsmf`}VD6>34Okf8w*$m~8hg1p~mumEBD|d}^O(z&26DghIU$cjQ~LXrrym*(2p00GX1 zW5%LR!)VyTi2A5AceitQwCq zC*6K~PaF(K?i*22GD?&)o@H44%9k;9{qxY;?&kDz+Nl@>VfMrSfaTlsIR#GFyb|D= zg^aabezt4DNQDFk066xhKi7dR+#n|MPk{x_unNMu?@~=XjQLyzLivTKzlwdbPJeY7 z-Mj9_*6;c*G$tm)m4XP8d@mLILPZn|vy^w@i&cdBz?pltQ?4dev%twS)lhuNziM5l zS*eg&8dY#JBUYb72xXBX)abv)URVgBd?xe2(SR^@SG#_Y#~J*c;OJn=T?Brh66+s6Lw+a+u}gv4O$(B zBM!AMxB$=k%eUZypM8bdk}v;UnGjn_Aq}c~k7s)G$av;Np{yH3M{f=VK5)6PAQcUp z5QXxBpZ^84_g{!DFZ|Auic0%x1z#!XBVAp^n$pfoO1oWe*>zv@{%-#4gh#I`z)?S& z4S)q^Ji|BU9>pLX;;Y9B1UO$FxMtIv7+DUAR1IhyL%xeGk|3P(T+3cHjes3tjFCKW z8-)VMxH<1EC-W+ayjSnJ3kx^?+s2G%9khDyJvj5>f55Rf{<*(^Jy(4`Vjk)rJ``?C zlGs=B_nHj`=pJ}1*!F3U0H@{`jY_L;3Ptn*iZqk|tY3gsvf2yF|T z7T|PnlLCf-e4hKnKcoNT6FB*vch(#8C={B2Wsdn9Oiqq4d3f^S&>f@oRS9r;W&h^a zoSt^WBp3L=`NriG4QzNUav_wyd`OC!aiUPxiR=YbN+ZA;4FOZpZErlZYwHXD9WMQ& zKS5)9rnsQizDDL>rySGcKl&GchU0I3Bl?G)(m&gpO8@k9FOGzZ4{h941UN%zvmlg# zF;=B79r+sG`Oy3EXLtP-R^nBC-4WpQ;7kjg3Ugm*fvb5q7=CaZ!~!=Wgfhwnx{dUK zqkSyPXO}D7to1QsRNC5#k`Wk$L_*BtGiNY3b`;$Mj}=#_$N)M{^}+;aw80upLkK_l z?i+CIjem}{2Olu|kmY>>oVV|gpPpibe6US5Cg1&)`oICkIxUGpd3gDV2tpw1B&P)W zU}!|j^Ys&Y=GOU98A9p$L)p+~YJn^Cw;w^N*M0g37QXm}YU?s1Otu;$i7LtiK5U91 zcY>G%6wvjkx)nu_$8gix1fHnuHH;v@<;a43jpS(r>g8A4NSb>7cjRAcJxgXjCmUG; zA@G+Paq7OmnnJDQ07rItVa#3i6;9g(_z! z_*N7Q)n71}jovE)8m! zCr*fqgmKGymIcl$ta%#t&0}N#^H%bHXP%_0uC_B|fm6yJPj?mRz`_#%fVtj00N{#k z&jtX*mH_8FY_tWm;qhZK=1^!I1e7IPr)fjErP1dDM+HYIR58ZP2$AZVDzgD34tCMz zfwNEGLkB-0eh5M+N2K)#a3j#ufA~LLOPphYtJs$}DxoQu+7QaMheUK{?PPCRTuyao z0RWxGSbp6%zig*}jgGYP^#Np0vn-6hG9lvJn9f1VfGqRWl0e9ewK{S*s;?20L!=sG z09ZJUfKy*bp)`X;nPVpH70GWSSl~{6=Ce5S(GOwZv(_ro$R3{eug@%EnaDD)!b2-` z9VJu2o>i49uQ!j<&c41;RJQkwfZWiEDUFU`Ia*9USEIGfa+e{r{fB;JeXv*h9*A{U z!4Y{JS9m=&?=uizAly6|lU1K{o+~9hYtN_j_mS{{^B`FY=)4u+4BCt!CZ69o=lY<@ zA(S#`KnOy~LleQ$P*oVlsQKB#iM-D-gwh^|wqjoD0!l%QOZ=JY~5@X!OMTCobd|u!(7dp3!w~rR#y3StSid! zw4)X-pS~0TFib6BNv~~>AlGcV5#H!Q6N+#Zm_k7doCiY5Z3v}pMG;@}`MObz1&0r}FSZD2XDWa`P1r-;zc~uWL3WhoYWswJ3JX6BW&gBG_nn-)kt@@N8Eot(s9Y zFXtJC9;1yI@LJ%^`*Y!!RrXXXDrt#w>5vrQraRNJtE#+4s9gSBne+?t2U9Y?=7FoI z0B5~74_Q=G!`A+NZcLmWvS*s-lxZ*ZzTW#xD_33zgQ7B>gz>P{i zh;#{kYY1?a7qnj}t6Em{B@h0lC28CF;Z!T3B%Xx_e{tV7^`1EB`Ux4$g)DIAHi(I{ z_$Un3Nj7d<;EE$u8tqoGz|r}wy*{<{G;Tj}Hy9XpSOQ$7jg011 zv!hVjj0xnxt*PF+|MFClKpih9QHKtUy8OeHk{@eeDv5PLo z&X@nVw-{?g-Xx=nDhY62nQoL#oqIo531VU>VvO=6<7p}tIj^TjH&81QB@0B5w)05FD(XISiu{d$-w#?7-=0&YH4%V)}r zlB&w6qU(oH7Ww96Jj20-C$Vj824k%;*?hJ65#lS1Ty_PyWJ8I(4QmuxmQODq#e9DO zS?2mV*)&QJle}_)(4o5IoV-tY&9cDxtWPSbx|6HYfl$`p8>*&o3ck0^ae^!Pd4ymy zBw@7fqmic(;GARS&O7q*=fDDoEJHRJY)o4|0WR?%xSV=*y9p>WOU9L3;7kZ*p#WD^ z3CQerzm+X;21a!qhkbCP^<2y{t)_rSp2pEX|I@Hz zI}jF7YWl$OBpKNX=<82A*U}9?AB6GM@qsHMd*dr(%1KvnsOhPD~XKO9Szr6Py z;NX~QPhz}1UTa*U4DHkmV&e48nDl|mEpQYn z7PP=w&u23&Z~+D0rl69_AalNmh9#u=P-R(WAbH??(Hb{jfa9DaSy*uTthUE`coA}m zHJjjZQZ9(rw!qb^o2f|IUKapPT&&8KWg%jLT$)969t&{fb7ieq)r$q!br2IX3Z<67 z3!_ld>*irpi9CWtJSz^d!O8`SRcUD}Vr_j|Yv(!RPcpOu13zk)^t zo@Oot%AzyUmkIzLo_hq3oqb$?w}oYL$Hw(?I6$>cvk*!Ik*BJ>-HKK@-DzO{gf>WB zzDR&0;pz=8(ejtANlSxe46_)|-EkFu<@#6P$DaM4FeZJAhUvf@pS2(D_>upTkEszM zo;{7ZPklVU2YT=Y=5pv!O~3Se@-Lh)93IGV7(!{M5m-Om)a+RF6{j&~yK~6Y+R>1A zvwyw!Rqj8xJk=Z+8REv=s{`ls%vm2*ajIuBm!X5Aup?bEV4eED=BW?$d#Z z5om2>`G{HdKXgFO<21$6&0j7)(~LGKgwij-r98u-WpSonv-2uM1nw_ytb{^*1^KMz zVg&(?`O1{GY01B^c;%k=G==Fsd%1~Ijtf5@&X-yAc%<)rptnujJ7vaRmiNb zdMzq}P_8G4Ne-bTX#^6F0Jj-}sZE?Co}Z&%>-BA&$#kEKv<0rLt-1mn;r}X(bM}LO z2LM=o{GeNh^V|)`=L45igjd>Y?^{}c8%aCjWAbXOSk7|@gT0|EDhNw$d@h<$ju}98 z<=N;fFb?UWI8d8Ab{c*I!4S|N`~Z?Azs0LC2UrO?kMGfKTT4EVEv6e?s zyYtk&SQ_TROCCLY&@61jVHB+gildw6SV^UT7O;f!VM$nNARyBfJl|jlZ+nee&#?eP z8MeT!FNlen`+FvL^;qn#6+k4^( z^Fjzh+4Kl-L$MyCl8Csa0>7_H?HbPjRfaWqWwHvIGEZN28UaPlVQ4usl8$8sFNV_J z`G^9XN>z}q=HbV)wY4yWaxlP|fBI-?yS2$WTn%lzWHP2-{1R1Imm8)r)?(|RExK*{ za2Uk`N10GN3YP9B454IEg})_wWe0uV}LUo2c}k#N$-1o#jzS3u-&4;}rSi~FGs6dune{3)pRbLbKmLCM0Givj71Z#wUs?ZH#-zx< z>NY9{F>$oQhL&6YY5Ehv`w%1xeF2wJ0Ze*H5506CEpc}Bf=GLIqH9tnPGcvpX4dOf zV0O8F&ySrwh&Mdw3)%$4(s%FrUEhZBW`|hdD$a{wglG9zLGTgS_Z$eNg3Y@YI0c8N z&*SV(pEc`I8i5gX#^EEX+_HkwsIy{t@+5{QPk2xj)CbNE%w$6-M}SucUPrpNhEsq0 zH+bqdUWK!tyD?a&+8I=nN`0Q{?}a=~#k1DD0!Ru656a~n$ZyCvF8qz(@?0MgCQq#O ztl2^qhtmj5e%rOOivLF6{qP6yjrm7$z*1Tp}a?!HM{2e}i^p4Qs8L%;XxLcupH z3W^e-$%uHu@gsE zkB5d}QpF%9MRazssI4NQL$WCObbiTq&DU7|{wf7Au@o(a72OWjVOVp>^{A%y-lA10 zd~9h=>1#7%)5dQOvrYw7Nn@8@=Co}*gVfX-=2WoiD3hTg2bTE26-A-UqwQ@BXQ6!H zR^(dDWc$6L*xwAFWdez=uJz8DiS0k|GBmbs1sgSK?Rv?9P^!x%XOPd5Znc#s1GeV8 ztvFyz!`=5yUH|~N@$i>0NC#N)r6?(Y%-R;XJlB#C$Q=Q$-z(p9cy9T4Xzmg8$NY0! zY2>%GWdvPj`Mi&)@uz48Z>j`c%;GEHgIkJgOG9BjqR+z!Vj=0SQ}^Mqvj_c(oT^ml z@5v zG;@=vn>8x8Jt}d|F}D9gOkV%I(fV|ToWDyQ#3XQDj6dg!N?oQr%wtrEu@PCqmy=&L zO~v`<*=u<${n$$^aE{gbTUvl4R6UZ8r(Bt)%)V?#lX0L91r|7iH>@ybyNuTYSN#jv>;{I&d0I$=U)i`=v@Bn{Aa`JR*f+_v~+~z zWy~4)JP(|BE_+}3OL^NBqEPDjTVpJxB!xv~soXUs0_hCmUf!qfANfnF3!$V|ue$4c zvtUdWf|#s6^Z-`xyVvuJB@9v+7VW|=j~qgI@s|AnfJf#JNa2DTZHXaTW2B2HXn~WE zSZixbyS)m}k`uu;bI%G%$^xeaI8T13(tZlAGq74daQZ|LQbqR1)16SD=xGMZa6vzW-`~KU)ZN@X5A2T?fz`W=` zl?U$gX_bnhbW#qgT4%=Qb=}xR0y{H8_4rlg3!LnJ#>WO zeyp*V9gt3A00&*|ZYi#%uwueBK(HoP0J%CH&FESrZE!-Kaf> z#M%A==KBk{bowGpk8Q=vF8f~WncNKkm~2gegIgP#&85n38xS6UWw@$gZPg)^)g-vA z7tUFv$YEY>C5v9BRea#6FyQfl8&TW261xH%V+>brdyW?1?2zg<1P%b&yLXE<7uq|0 ziVD%V{@6?Uc+$+{11VKWG4(okR!m+rXzE2CeL~;UUSBr^}40+O{@!Pg_V2Uu<1Tm zmC^AJGR+ zY1}XP>7TO%m!cpK)hElL*Zel_eZ?zF%Z1>kUI-<*d8IwyH?`NOzcg5OH75WbnE$4E zA>hN7|L(KE`Gc4kOi~nuEd|5}PC+Q6hNWSt!svPC%p2}`3o-_GlTZ<-s7A{38lPA^ z1OT{V=5pt^$)*U7(M@s)Em3@%WGgG2u^0aghESx2M=9Z5jgmQxz3$-qk5WHhb2ym(Nfm8Rt=cj*8FmQE)nApTv#k%V_ z7mQ2BL8t~H{)~_aSe0M;%9m+N#0Sn=qaFz5*}(#4#-a_G6Ipobs&k=?la<<}a;6ogWtCzJ)wj`A4n#&<4oo}&^#@l|m@%uV0=fV%P&wG>sB${P(dwrnx46-_ z0T#IB;VM!M@u=o!;C*bKi#oEHO^gMXjRE`QFc~hCC}d0wW&UZMQ7C(f6yRE>1-BVB zbB402;1fj%rVa=N>mm0-1^YBhi3Nre3!FkJL}+f`0RTwO<^miz&+8dc2bsRMu6&b} zq_C)b;C4<52xV#~VUHNhNQw1?Dn{<768w_~zsP1eKJ(P)@yPsvO8pxj^&|Dn*}9~n zP^vi`2;8H3NO+2s;VQO|&0wlEX_iyZitdBfIb&Pryb*vQ_9y$U($$p;_saG2QFCH> zjN^_mGrF>ZP)@aM3*6|!Hf&^sKI?q*#lN@E=h06Fc*EUq!M(E&V!SzyRx{V&M+9lZ zIoHB!#xvK78oGtLYtVC6KFR%)ieI6~vv(%#~|E}E=xFEp@~J=~3g zbld$E(I`Av#=#nq!M~mAodJMn&H}gIz1)US(lw;4lwKYU+R)xCA$O?dUTpl$dOT0#POZYog2w$6->ns`uZ z+k9HL`Joxc+K>6q+h6>`=WymDA2NTX%xuUq#G*pwffC@*n=}nbJ8fw z2WLQ%4#{tVQB|8w_vs^UeMwI&9s&cye#@c>2nZ!$32?dzOMoMDO0NfV@cw%uWLn^= zuHy;}PgxV8;>L2#zjz(W9RZGhb}ewDGSc0o2L^_*h6%A~MY+Z<=-_Pc54MFUWKpDL zNE@qUUMvq+%(yL<4;+gkG^eM5MguVw;4*FqYfeA526MeceBgFW2!S$HYmfNqh-WC3 zXLXf=`gS~#Y5f&_A2lrwmT=?YFX9~!zOQmS&O0B`nrReQO*Q-$INM^nA}zGrIy1O* z>qY1^MBpY)ryaGx*^Iq0pBe=a%C6%Bmn-_mPMTmj3FxGg{q7@%GduW{zkQ_vJYH!0Z0g{xpJTzck%9Td_eq|@y&yG7Y|DO zW!CpmpD7JuQsO_aT$+3WJcVHoJV-8G?!gDpeeBWVA;~}_QM>I?l5&7^uMz_Q_;64T zpTuZJmGe@76J$N04QQs)b%@9|tR)?8Z67GR8S=Y%NECFSmB8Gq)iS7x0WQk|3}|%$ zt}gQ#&z-@_J$LEv%XfWUr!!EL2Y1Nt(`WKtCQH!7Pm3~qc@kkO1W(~pM>W{MAoW_@d(&G*jY>6N3n zdixa^x1wSKKwFMgX`p4t@}8{1WRC2A)vx;oAG$3~EAdM116SZvR!SAEayi7Xg5t(V z;lSK$R{I7-#IP)_ZyW6@>`mvj^7KdI!t3swkFV!V{Q1-h!pnY z+j}zdikKN(qNIM#%jacNaxPu8WuKXpo+NT!sydgPG1RrdkAZk?* z;0jZe`RTkB;7rDLJw9;tB{d@|X{-0o;IUjRWA+QPO9LeH>fVlHq=6Tx z5VT=w1USGVtR-DcHYYGKCSZM;o@?YeF|zm8jy6byrb^K0;1>XSD@!m%eE1@{hFL}HftNYWIJpO6v91)vLl?%vJ4saj*pKUo7i3Sd>5GEDM~In@kQ$EpXji*PRdC zu)rw@Wx%TJ<9j91J;boUsd3d%yk^6pwxTgBI=PPVK;HN6|MpX)?w~veoNqi;rgV9c zXNbxyQ{Fly?Ua?3#M1x=@L?Z;L zMd`P|tzb)g3m9W)M`DqvJZ7nN@XU7S9Orh&@xB5XN`WE>W#IjDh=30UF5iMsHf$BL zePj` z*_fU-#$%9gep;8}+0#ho=Fr}^zrZ&&@R=}2%fl7?g+1@eg;1J-OG@BM78!?LIyBq2m~jdVF%3nW_>7S{5yPD)??ud$O4`Lr zBoEGh(#Lpn9POrLV%6GFzPH++q8fvqw=e%vp{bJa$GsmFQ30+fM7pWGv=*w45L$2I z84QxVvG(450Dz@izG{@Ug+yi5nr?4}RZt5*hBc;uNn#CClT9`G-MHuGfm>Zg=_2Ez zzJgC)K64o^pS}ziZ`qF>7haB)3F$-36Ko+qe2u8-YptN4fbc`l{URT@06d$*EmIjR z=tnRAL0q@<8uPiTbVp!Vl>Toj2w4Bc0`4A-i#_H3*@wIWai!>(#&5K)8N|ei&h4oZ zw!nq+!YPFT01Pwh{2;V?|9!#VbpKIA_$>?ixq+6d*WUK0_?=t+sD=fueEqHrSMl20 z{uI4o7mN`fxQy#OtH`oKVR+NXjzXFLFk*XD!Bi5&q~PqO7I%RG#Bn z!#Th+L%}lhA6}~S;_)O2E2{}PJQJrtTi`vkeT!IY z!He1|s86V$3va2mT9`h+}>|)s+I=q+ft* z`UJS3UqIR5iwh{cW?R>egCa#$mRlb#pE3Ybe_O=9P-FwFI{%?F34?prX zEPeXZ*7(S0YFS!GBJVg$5NELyff5kHw(dpkM|$XL+*T!GA?hVP4JA}`;$80m=OkL5 zMTP|~8=CiNTbSGVfo8xqd8Wr}N1?p`%tJ^yM^Z7+LMd?$&ct&ZZ+6gB;hr6+q_U_h z0l4bB@(4|J;pVfaooiHpJ5!Y7%A;`5Pn3 zN1?20nGK{7$mKVdGjx@F&0M%;mc-aUwHM!i$xG2{v=EUqTM2r{)=uK_1rc6f`8>~l z@AGi^U%wq=7hj^w8<2TDhMEE#EoMO|gE_E#NQD|caLWW9T4bs2A9|{Iz-p{Mg-lhe zdIjQ~qn{3t@)TLw9#bQF@qAzS7-u{+EO0!_^g3C&`z{>&%QqPH;xsJuZWOsuMdkNV zb1Kq2a5{}Z8HCd314osSB^J0cb}=66Jcf3DV4h_r>O>EYtm!IIvHw@{fulK3svl4R ztytBvl31&aXiP8yiYd&SD}Yqi-UPU%)hZ8SlJN|28sq572@KOAe(P($kLCWNR|A&W z77t2}58Q|vsDgVQzv7C#j6U7XO{<>{kYtG#;Km{oE6l;AB|y-b-kkI16cf;mySVrC zgXTe6VccFO0{O;nMkW-0l&{)!0fe&leBe2RQbeINan@c)hV|Y~ugxN25q6F5^md^v za1=tB-`~cX;1m<3)^a+q^R_W#9x8^%&!m+rXOz#Nt(*u2@1XS=(Uza?&f=oezO|D- zpIO3mSIGm%ImZVd`510Hey4F=y>B0cvKcj9MUWnIKjk0PDo04CY*?$_6tEia1mmiqQcTN%=A;VQjqF5%5d^O#8r5 zsfRFXm3^H^b$Ji!z+U*$7ZA_S71jfQxljDF^E35ZI@1fZ0r>Y2+rMyxeI{>9v=Md2 zG4a1$BYrl*cr&Alf+9^cEsHUWa`+)pCOV2j+jrFP(If&~($)THdf3*y4c}Xy7jP?q zNsc$ijTLG@C}m&OcR(MnL81UMM*MebSl}#V2#xgF?zyRNj;)-)U8jWg>7prNMg8QH zpT#YU4;sx6eT=+Uuyl)&UrAj~hwVaTRSmlQRjxtD0%t`bBx{qdlc7fltwSsn#Kb}^ ztcR%8C+7JXyYH8O)h%4Z0;l*5#*r(RA?6Del84fzMbXh^Gh+9qkR8ybuI0@!WXQQi z{7B0nl)gu3_`oHW4;(!FTG0?GgwhUV#ifD5Iv?vo+y~s8-&N*hP29jaBttqbzY)$k z76;27i8N5Rph?zlfi)Un?Y5bq*4Ips5h>_E!Jur#g-^?1F=%hT_XZqV77mveZP^bF zjx>qE+O8GAaY(1l+HkxYYpzo6yC_2Yg1x$olSV*kbgdj%on{9aV4S4=w2zL2M$LB5 zcr0+@xqa;Mf5F|S@55@mhJAJJ!Grf5d%|9GgTZhMl5et1vqnlDF27G2k*z3k9-Jc zZ~Ql0{w7bd?2@%Xp zMA&O&=5uZ@ll@aYH~Bcn8f{#){W<#Qn~&ZKng!Iir}_O*i$N5s(Qg^zEWu5Ozl19{&;mz;6J_9^**JXSt5EpW#D z%jlm)%BnIX-J|o5~Bmm%^(+{9@Q#5=p0uagq2#nI`7(q-N2x5Ir z6b)ixz$*hmOehpA&JwI8T}+Qn2fHYQP?qSQcl_{=TEnd-z$pt{JhTNktG~j;rap~# z{_(MegL%|8TYyV__iBA6eTM`%HQZquTh96AA;?3K;=0-b=ktLhj?Z?KJgTL%2FZDb zxt@UBjQau`6!=NdJaBdp6Z%{u;{V3LVD5c+R9rI(CBtgGCY2K#C%|P|fD?O2*6;~% z5bwBVB5%iMM#4ptB>{m<7Z?2%OZFc+A9`sY@!5Ht`NxlVnxR2;%(3KtFd5R76&!#2 zTS}v;iH3XvnqOmVN6J(Alw1oOVS3_XETZ#PfHNj#iC~jvDL!-P^YCqoBOoZXvtra410UE{EUTh1whDp`LYgnd zq+3KbMrECGie%ii{s0A$_~5Y?)!4wQGGF@e&wb!*3tTTT1vnK-oddXfyMSPxSQ9=Z zX_jKHcNXo2xfv?$j5?4P`ite0-vf&@KN9o3$Ir2sig&Sf%yQ-r^${#%ZUlJ{6BB0* z4j^LK|LeaM>|@mf8?wnKz%Ac;i}+B=#MEPQls2*@t*7z8oWIO!uMl!ja_!#J4{8Wk zYDFnEw0FjG<>Wxm57XemBj@H?yoPp?Yn6+%fQl$1Lf5f+-ws0zGm*DrfeQ)UQovC8 z6SorvR*_(s33JiOnZ%+fl((MD;h&5$BsPSSV*be?#+kTx4l}~)$m9rc;u&TQhDb7) z`LLK2G`V%XtPfpX{;deNDk-uwSk~{npY(C+z3=un<2zo|Sco6Y*_-|iYY*IyV{dtL z`Opjvx2q-gK`7Ngx-wXdo$`V)2F8Vw(QMPNmA>QTJ$QQUn7Edi?`p^saBxhtO)H-e zZYu2SjNxow2-e#=xiV|Y+860>wf#>#bAVg>2^Fy2!q#_vROV%)3>a_aYm0iz4Jf=K@jt)x4=Gj|Av^ZEaps=#x!aBftEWoAY=F8wVM^~jK%J*ZSZjp9C zTi`k!7eeVwHdhmoW@&!N7sA3U?Sr)t4xD`gL$dLz(8$hsIdX?@y08kOGujZ!IvW_b zgpNQVV!@;}P_;**Pqw6OD~p1yW`T{-LoI6zIlX^wU1}$VjpMWPo_#tiP~N zg0p?#vP?4>d{}{D3s~U1Q4_5_p`Z4>$_6zS0lO`?z}v?(+%L1nYZa8bAk_Ao- zd9lBUcGNP`(9BrMHi}fJi=Ob#U&Y9&K@_ABaO!&@lpNy?_gMojL%WxpL!Cwk!z?x; z@A=?|_0tH@y5>Fk-t*qcJ;o|fK5!1nwtURE387r4FcL+E5@c2JQyU1Oq&ylG;C#=A z`PN&gT_wOt$fQO%a1;x0*#-rRvdHgO&djfM{BkJKD5UCnj*tg#HSVIp8hYIi(g8mB z=*MtmMdTQ!E&=v>Jl#EmN6sF=hYx&QyCOyH+yci93miB3T|GEcfcwZ}AIB%3_&4u; ztPa=Q_sGS#Za#Xew+?VV3vkS22#V;5#Y5pALvyHTZpldzb;gnP`xf>)95G4J@7?w% zIKFbix$f4nghA5w(UlW;>jUq>KOW2@;VBD??&pQSj_Y|e{nahl_%Dk?FW`LJ7 zhz>kawI#zdH=DV@;t}?ihRc|0O=2bhS4>+G7#G5P5z%orXJ+*C$QZ!rCSm1&AuZ@n z>hQ3AJt%1loOG}@`rl~3~qa!{Vud>U`@cbE<_-(Nr^ zzbDp#XuvNVhS(I4ltAU%AD&!(8i0Tq-hbsd-v7fpF!O)>KqV-Q4Wazx6Q4mw(nf@Q z;A{(Fe!;IGV$4i5?ThxfeEY4setXZJylj@BpALv+XpkRD9Gc+4K!jk4001BW zNkl|EjH)I7% zkcYl<>^A)NEq@3A*gdfm3{0%~3cl1!eKCiW1^3R=_lpu)78dAzWck1?4wmq)hu)8& zV)hDrqk2gnlb*TCWDt`vyv zBRSN(5Xvf+!O)m1M4{X}xd#n8)r_<;L_x3G@(6ItgJn!MC(w+V8v>!EigleEYy$;2 zssKwHbTN7srUg$fBI*Oj!L`Mcapb8}Jd|u;6v~z1D*pAU&x!rV;7y3qTU?NTtF;@7 zV#xu_NhPp15D<_Ok@yJs-fnnb%TEhA1)9UF2` z5QVZps5{l21qa7-wq7c(+G`>41Z=TBD`9FHwfBGX!+84x ze**y6IW8RTyGhSz-tcFk7C6fX&al9dIn$TS#D)bik)(o{C?S|PA~aOG0E4+8uw?mn z>x*8J-vzZWTS_*TOK?!pFGrz&dOTOi&5TWBtT871fJ5yOVd{3d2R=OiDB?86(-L_i z?!^`8SMIsn+oZ9+ScHFi{9o|!+@m>JrJgkooB#|V` zi1IcZrUh=-#LnPbv(NeU&_@q^5;qGReWIGP78?{DqF2aqf*IDUH6BG=FIwU}5u z1LqtIWIxo`0UTc~Fa+T|72vjvO`%6ZYK8=nx!yePofR8tr_nK{57Po%pp&A>B@gmw zOuR4yMj62Cs^3maxSt+NQRG0oEpneqSfeGB7XJl%uE%R%_!|I(*4czmk_vTv;ObCC z0WSAxA{q*7oJ!DD!WwN)X-;Se*k8QvXR%|#is+Q4=q5d+ocIWoL0}9E9QiB-xYytR zcFf7#D?W{M!m~oCV%8QB1WOMc+4s!%d>>e&fnL%R%wiM)hU=X_hzWh+RRp+}Wq~U? zusauDf(u{$ySV7puPGe6j~4oinC~y(vgu3EkW5qJ1TleSfh%v7ncvUJcfG^km}P-e5gU~t?1PM}51av$ zEsp@lA}}b}Z9WFYfKi(7E@&vN7{9W>i9QAjLTOnvUGrb%-`CCNVrY%gXJipz^s%!!km&(J{eaqQ;NYKJbnlV==}M?*j;;UVcE2%4}i*QK9>>V#EF{s#I_Ff~mJ!JQ}e2XbCMJaa+nTXWB_ z+?)FcQ))XT$lVLq1=p7>E&J%FxVsUOGefARn>ZW|R5-Qa5AhSIkQZ!C=u|M8S;Jfu zTn9UYcss7svH_W~-HfgNg~rMA9nKptGO)aDCUQNnh;qKC;Vg5J3*bWmOh~j5#%TmU zmOHLmoWqTdP$1`>P%4?_8Rdcl`PL$GRv#&#Lzn3vQ-mpScbn_*_H&4}OXgU)yaj*c zNvQ^)2au;J#16?Xk2G$6C!_ckzkW+QOSx%KBUHUjh0#2nidYX7D}Wa$(W zO%=axbHehH9zq#hPOK=yt@GzS!$ADcp3z!DGn~7>%GC>fAx&7>)j|~?QDf`GqbI3v zL;4s{M;jVFqddXcI5}wu10f(FE;g^=6M>#<8%(JR0FSM~xe+)aMzBGAV9RRb<0wz; zh_IE?5Kq#V-wPQ^1d5Li$)fq}r^`<8o2ROL~hg z+1md*Yny;btp(mBOIG?YPJ>l|1gR8HHvt<7PA;-%I_+7=l@>*EJjlrxhaki4_}2>b zzd2dSYo=!n*Frc6;;4Y&F{MVfUd-f|%(Is&P!4K=rcEXUIIf)1K*UllBiM1tYHQb) z9QlJit+jwO$tJhmh7TIYS7p3d7Tx-wCjU1LV&)YomE;bR;&4#_N5Sqwq!WGJ?b?Xb zWZ$fiUOB!RZWrU=DS7}z3wo5lhn2(k3+V~Mf0Bb5gsAT?TY>TaQ*e?gQ-rzS5FX<3 z?nf<7w9 z-Dq?cX*x>`(+~5ozW3cdHQIEl6QwbmFo(@+ApH6ZARX$gv|0oQoW7#-9GXKztXy_U za|mSiezMH2()*`Mho~Gm69AiMM`sHC_I9pUp8AmC8RKXAhiF4D_zm?XSQ(uqcub;^ zrp3@Jl&BaJv%9^=^{zXDycuSN)ASq8!~p0lB;XKp90FcGQK_Edu!+@meo-3*u#SQe zJu~@6kppcq6{LyS{Z|v}96TzC5XoC?r$RLwyO|QvVg%4dNN*WOIlTYkxr~P9jgfSp z>ox)9A6jNGz_8g)%-(-D+BdbpA=c%K;7e)jN&tJT&HKRoF79^@eITOga1VyOGVN`S zd}UJ|({gw!ZKG&(X+gFbiCNWQWfGOtxL$kCLFBz*<<$aiL%<&1CpcNo{Rzc0;R?bW z1v9qM%M4wqZtCp#+&qR7w|LB^p38Nic*P19fer@*yzU${=B{_JRW4q@cVl$cV6A{6 zx=&@8|CDZ+m0bp52KbJijO+>5esmOR>1fZy^SAO^#QSJ=7o)hfkx7(e3`sf(t*imP%v+RW3zSb!Xu zzHQ_fd?#rVe{iQN3&Y-c8$r#4uKgb8G93Lrob=!-m1y3CtP2`_7;Oeh)!`0586rT) zmaA1S+3@p;R5HdAffB_Du*Dx_9P=LzN<(_sLC6J|#c=gEAbAPb=c~4HEFsCeex=?phu`OE zZuqyZFs*$}uz&;zY=ylHDfEWb+wkfL??J-KT;8h}Hiub9>O?0BI(@{=e93Ix9?ehF zP{BQdxoLb-yNjczKL1SL*)E7Sv>D}_3mkCLUGgpB;z?uKv#_6EZTKAg#50wbVqj+d zriyTAqKRM-@3NNQ@g+uaWg(l=<;7I&po`?5K!|;OQaR-P{y%x*lkscK@KhK{#y3#? zb^vUz`OF=sAcfr@IfxjHJ1y3~4qvF0%31gmnTav8=L$kdn7hAxUa~$J32!{=ztEHm zCRtM7G*lG3kd9uh=S)y3pH{=dbju4IyOWCOHR#_p24n3JKq-t4J2#681Z6qE@&Wk`_ew)Uqp^tsQm`3)U9kO|KR3a$Go?o%eOwI_r+~}eN=`) zMADDR;Ov79pfqI=)*ZnEV4IqP!U-{U?uK1B84Y-BvOndLcfq97m-SPm=@)`i$6MX6 znZdxqOy}0c-AKU|JjLDVn~U$_+5De6lO41?8p0Q2Ed38D!e~rF@rL^Xv!*4a@Ja)G zy=+gvQ;kCIPgt&Y?o_c^!fE4P_Gl6|UDb7=mpb zvfeQxduap?xi5Gej@BhTMM!12c@b7>HSG2CX)DzuDcmGX zb9cY+{vUypxDKVb1_=V%HCTjf| zBoHTeBydWI%gZB9GI$G|L|-G!2@d59Yd+Ki$$y0N%Fth#{~du^$%x6eo)MgI_zM?y z>*e%eF3A7YQE89%y1hVRy67Mk<1tKPgqwVW0#*SCybXlwKS7U%Z@1IVlwKL!f?d+E z9av5u41zZd4U>T-%h+iFdA;n0G>g$xX$~|8TPK(0Y#-7=)Jf<{=()L%g1Ct$$HWtDd++nINvbsd|)hFt2N=9 zSH+g_E`x9%h5KH~c2vHT2JO$zj~Ced31KbrM!*mFxOqO4n~eLhzn=ecAkgOd-IvCb zfcFzD)fZH3pbZLcV2K=mXRFo&A^aEX67&k@wOt5*Wndzd+uuO^E7Mx1txIl$jpiK6 z*=&6}bspb!p;l1H`Z^dHV@e98i|!}q7WD_HLM8$-{S==vj{6`uzTOlpHQIx&AgPCv zIEqitEB)u{u^}E>rUwXzH!DRTMQtL$Q?9A9Fq@TU&&h|G@4af={;zV7UaBgiU1f~U z;0Z-(6@?TZE^n5rd9relb%D#Y%g!nMoHG3Lm=@PW{7y^y*M3Mt z@iJpsqd=)2!H4nG@0-~JP&eX9oqXxdDM5cOhoFbZ)m|WNoa$!ZB>8u40 z^)?3lKJoTv0!Axg+nLUrZI{FdbAg3O@ffw!)2B^LN9f%Db(OJPse@x!qa2X)>J$&7 zDqN}ORB>v7O~CAd+wu)&ScqDA2CIos16AKlM>=OT?_<`}z>D3;Nx=@13Sx+(H|u<% zrvPyl2?lkAK&^9~41Jb7iX<< z(3yl#iv)#KbINrTx>o0N{#n?IBXmw;{bD3d!dDnGP-tHtK}I>JQqJ>Yw1O3>S}Lqj{WV=b<_?jyKRc(Oq^f$GD8sRrTt0uet%)V&`W< z5kb^m&~!Lnq9X^oUU06fD%h`6_&{W4SH>RjFu=59LPoloV-=g~X%>ZisQbnysvgR$ z@JyB3QR>I9H1g^Ud{*@gPY{+#7_izNiJr^Kf+KNGNc5B7>unYQ@g&&e#a5{ysxD22 zF+aj>?%#wiC@aFzYJ|=R%S^2b!dqyvgZ$^mRo&q$MV`IZZx$~(V$H9uBv=Qi*B_P0 z#PO3P02BF9ZaU(LR32L2cNwV_H9=%5@H=1>r@uZ#NJ2(NCzpXhs&)~Y`6axgKil{( zN~*I+J9*4|1h%p0S#1AH3Cva&3o4KO%_XRMl5ibS(3wxDJFH|?s8qI76xWZC&KnMM8%T=EL zG2Y|3SRCqf1U&{T%-MQ!y48m*83i(FXWS?rD9@`X^Lsw5*%dx>p1wuJJcW(m75=m9 zK3dB2EN5Za;&BJ1C$UQV`OOF1@KM9vk976A=gyTb}{oMUQfufov?B+Ap2V z=vwjCXRLB@yP$V+2w+A6@BUlUY3A>+c)1C9=Dll)KUDd8xl+S?dyH_!rsA85pa&8> z*h-Yc9)H=^l?m!Fu}i%9IC%zk%j|c8?JU zwCy5zIG`BpHjgMhPy*(OZ^4_2p-P~1Dku$NC1yQ~P819BMYmAbO5ON)@ttH`Vj&QC#bZ48^x5Wmb`9Ka{@vL+$;Wa9W}-mvFQeCTF24 z(Ki2pe!f?^9rNso|4DKadY<{72fQ4`&Qlcr!P=*QBR(qxA`P(w9{RUb{tS*DohX!K zTb>Ag>NGl`foet^XYS-M?-*y;2cMW}w3t0cjhZf82TWcVonvYmhiUo>$xw_p<|nTT zRxSOmSo>wEuQ#ouVJ`{Y68CIjx31$^Bq3#sB^Y_`>|atyEC^=E)7qD0g?W(RRdbAY z242qClDoaFtp)T{YpzN1Y{W9a>#Ea2!q$y{8gt4$?#k1tsjiKGlfa7jBO@`cP@}2H z8A|?x#GbRY)Ghfdw-;;v@dYv{6Q@HhH>Vn`kb<4zlvv^6STRaex?Hx zXQ`^3*wxJ4Wp{v!LF92E$;Nju^zZy*ZI(I5ZK?Q*@svx`gm85!>T~z5VK`w{u1DbW z4)!gR778(%z;Exd5>c!FEZ1w$Bb>!bRT?&oa0_g6Zg%kGX)4OC5G`TN4g)MFxN}s#aa~B(aWl{ z=)`}7xST=~tTG(F(I`>IVu`c0wpP$*>~tO8oiGDmPrmYe<_znuwBC=SRGU8>T1hel zhVLh`$QvdAoa|Ra)Va7E8}B3-0!*!+#V3hZepu`UC532>UapDSh*%mSx+@an__;47 zF_=nz_xR@ceS72YJoZ=n{l5o7F5fR>T|BR}pnpO`)Mc#lxaXkE#LoC1WPgJ53Gu|a zcr9ccVKJNWvG_h}pK6D%|IPHFkov57=A9KbJzBEMl(F&$`AIMP5`#Y{@yORX8r_l^ z?N=f#XbgGjQh0VyNtM5i)DJh~AVO-DayXkbn6A^ar~#}H?IsnD_^K)c1c)_C1z29T z0^*-FZkb|19qh6!!JYQPf*i!@J5iD*8A$lNqz?BFudGUJ&rsQ!^Sk;YRVVyK1Wn@ z^mjhR5Pp2FbWT)MH6g`LyD2yAN{4vL%buWP9kDgey{Yq6+ew`8QwLWNB-60jgaiU{ zV=(~M5lO2sX$Lr@XW75!uJ~!6<y~07lrFj-!_Bbjy%Z5nQUgmOg!aKs08wPr! z*i37OQ?mK72b_U)3;TEEn`^!c*AIKi6zY!S#gC{3e8K3iz{_3%qm)wqr<%(GLASde zUmh9T&^`GYB1|!|)VMJdR+C25VMx~DYoN)0$5DmeG~ZF$*}khgA?EVMz^gma(huj)Z zylC1HvvTOzq-obmyO8o`JC_E9GyiQkal{#kPF=B4i5A|UAxW;xb|^U?J^PE(t2fao zg~Y>%V(S1XJZq`=!LNV8hTE}jT*p51LUsl;VjelB6CDY?+>7PV|Lk4Hd~mf%#@0+| z$x}PhdVLcFi-gZRYkaV+sGM+AR>DwtGZIlclsCV$e?4~q_K0XhqQ5=h9Y&Te*1B2+)m|36)g&o}>ERpdK>d~S?PupcCyqgU0mX3BH2XL=sjr0k6hw^T+8B9#c zPv*)i6w>?5txOXdsU{2g z^l>4VUxmx&a_R;IM1#(q+VlKueRZCi%eIC;?nkzf^;KpmAj?EpPKB1(tpB=- zY4M(z)Wh-!Klo3|!WV3}{zD+TOEY(EZA2gy{PH*J{WY1@@EE|ubX7b!W~eszc;!cr zS00c5b5?jHD||~l?7IYeiQq!kV7|=gXfV;N|@lk zI`{xPNlH1VcquomJEy`rNZKQLP`Qdbur1!Rnm1km$~touA}CK8v%`Wm@3UUN4zQ#C zUQE={LGnHQ8oa=V18|=gKMmlS7=`C+BS~?dR{gnDPzXmv7f6p}79LEu;=qbWz-jT{ zB-inVG-zC)FwVb{ffnaLWM)0@7ZR`a!HIeBrv<5G8*~RF{+G` zeXWE0#{dwJ$>&TULaZ)$QYa0h)TA;T$&{b3eAv`aPgkrbKZj6*(w|!Cxp%I-9Yjj} zjQFcGIO8XfS{#r{>70heu5IrGJWa}#4~@w=rjTalTBC%ncfX+?rp~%zU@>h%hISNn zguz-GTg4Ex>qmjCLo>!3FRlk*yleivsy{$$}BYMWo+ zG-=++y>`!}uK2IjA@ z5GrU^6E&}bUkJvVj~;B?7BG%o!dNUR)yKeakAsjriZ)wX$!ACe*#`C2cWxp2GL%ps zK6anc9r+8&GgtFxIydb;LiF@fQeMD+J=CWET=+Tn320Ido|n3|u6 zZhnFezwj(6ZXPS?QimYOx|<7F4Hd6Ju4g7^~Xx<`j{ z^ycz7O9K;}WzNOifGPj~S^zcHLw~~VV7JH__AwO%wfYO&*Iq?=>Z&>h1zhA3rUY+u z*@5qp<9L*zYpkGwQP7hh>yFIj{lbv467Kkcm*&1BG#W&=0~(z-UtuTe6jNy~8zY!w z7P&|OdLR~SBx7gZ#j;H!MrR--%)P)N=``<2-tJSJ!Wl{YblJQL1~OW2K`3G*Q6&1s3RVy$|DTNXg&Fc_ zQwJ-3Ajg|i7kB8kBKkXUkxzVEe01=bHY^1jur%a~$tUQGok+A3<3b@fdIp!bDw!~y zA4TC@FEtKZvnaeUT%v-UBAc^?GY%ZH&B zV~Y^w2!#NVSyKpO!~pOuG{j6&#P+7dPbB`c1{TDayzAH=rBf9nTxYWB`?03q+ME>+ zAfB?}Nx?Q{0ko}HJMh0#!RP&MQCl&=x541Bc7s<*N(+P}=W&KPE6tcqhs6a5%48@z`JYqEh%k%#9Ep))#ef$m+ z#e*YavP-w3J`xh3i^i=t^hT{W^31jg-F*K^`FFc|zu&x%HBHOEh1cAfGH8^La00qX z2e9GjIgOCFs$m;9+kwIe9bB*XbIJK>_pR-&^E<7k90(Li^pPzL&rlsizBCAz(_J2C zvW9Z=cQB~bAP29mWBl1Da%bJUZrBBN?p0bk4n94t9vd%mKhzCTVBDRGjl8`s*n#x( zy*Y93B6r*7y*`!dd7Ue#x8o||CO^x5GV~5(p)GsV#Jy2vc>u0ijK*k$jl3`WU(jm~ zZHx%(Tk5d>62;T38>j?rv8N0sHEzfJe3e^6pDV8#(R{wG;lzSay(5n{&gfn?Q=kNXhDD0KO=;)Q^UB;#(-QB)?l=ttUC; z_mlkKUNp9gIkMQv9=>#7lqO_ascGj}eo(Gs`qS(uf+o^P$AH&(UZ0c++QZ){oy)Yf z^_PCZFpE$G#^%wbTj4Beq55YVrOPOapZ`W~R=S;V0;>AAuu6_f_#NRDj;s`RLp~At zBLs~dNk`X<@VRU2f5TcSnx%zVA}mH#Gxp;<&VaP0|B09A7(6046eSl+`eQ(PRdLgd z51mcDa45OcTxa92yo0M=O7lqfYJ_Z}w*8XxNBxz%l~3wN31PuuHEi+%N(Oj8(#Vbd zNh&qU9R1%?Ma799_dp=QNW5>a)1r1w+u2!9XPL#}5fu`=QO_ek1jR^A{&y^Ot1&`! zxNRH2VVcf-9)^7DOt5;bgWR^LN2khGE{Ly_tY*4F_R1ZtMiwanXJgC$rUFk zstTi)+X~1XKN4wwD!$4v{YaTnfZCi>lg$y_zPUeK~d;(GYpIqj@ zF3aOh8#n{G^HeJ`$M-hkmD0`HB5)C?8tWMsReOP5f2#}kuy|KQq2F`;eHs(`L%38D z(?07%4s*w+#f}K8m`~BB>>HjOdZoQQ1xfl2rc+DxDc*rumx3lGV7@#bOST;)>TAaPt4a?uh(XJ%Y^eV=(L%(kY2D!#)Q2LW8Yl`f`{+5PdF3PH-iq$J-9(A<|^&k z?g)u&&`h9|p%lgul8yUG=6za*pRo}Uz`6V=Ni}IDJt=32#~}BVF1Vd;Ez0()r2z9u z?a4n&RygG7H?dfWyQ|%-6>sc9svudUbm?D4(jWkRDK;dDSu=k*8Kd$KVN_roFgdeg zELREPuy~Dfm96)0DWvxPflKmUkc!niClrgQ#8a(H{jILx4}u>kY#ZMqcme05$?&Q> zjPT7LY_JMX;?S6c<|PjxjtFg z!B`{rcJiePRm+JqQomS_tw{gwgM>P~cM{Fvh!zSWd2(&ob_r;IYoBlmu7g!?ySd8i zii@a+#xqoG#Rx?GvAlSnr~7xbW*BNmFUgQAu+fNgaN-1P@aEu7jeK;_oP>Q|^aq7m zcKSme38}BRzs&Z;o%FP-TT&jzcp)U|kpJS{#NQE~f~(jeemIBkAN=YHOtWZP|d<7SuX z%4<84Y5`+LLwUj`)?hK8@z?E69P*Xru(H?xez1Wuly6l%8E#7sq_q@!P8}SH;3x7D zbM;Hb%D^s$8_iEXVFQv+^E=wbcYgM(M|`&_-UZ5v;LCT`;cu~7rs*XYF~HN9DBc93 zXe6yGn>$GlBya)ETkhk2)Yt6~aX_$yhfZ)yPZf)a3_%_1tFw{_<@JOvUUUP|1Im#i z;IsZxINwTej}g`$3Y^CU2rcJKL8g^K%IpW-`aSg2ikMHE7G%VfNde%pAn5eRp9Byt7DeXmZ|VKN+_Q6rU6Ng zZl0WlW&Cyg%*QN~Ek85+D5r468+hZr+*A5VBx?fwu~zI05rqv$X4bj1!^UTYdl)&F z%51u^ingFy(e@{ep6sIBx!aH31$`G?gr>fRVIqzI)6G>!*w2r_GcMP{%VLu_11^D` zsCDBoq}C+mNU$Jri)l|XwQ8O7mBW7=9}~{t-gjMDzys>rTMubwR83srusQ9YniP?} z7e#m}N(Yl>e#?U%%^V!;nJp9ueE%6Id!9D^?X@6|4Mj{A{{&hY(4|OC5sL3dP_9#2 zILTpD3MRo1EdF96cj5BV*%aF=UmW%Z=uKc)jiW zKHwM37y{zH!q+U}M-1?Ay)pl5{=0LTGcj4B!l?OwOhKnT6`5Sxh3ey=h19p}@R7a< zpPJx4pXZk6f&H&M6QERS13f$gH9OD!t5V*+h6j{HrxPc=8DU9GtwdoH=Zt%>6!xou}WOsSa=?kX5= zvkI5zab;AOp$wJGtwbdDY@7?bLaN zt)+SBr((<`O8BxgCK4!&eJdV|x9va$l;{BEUt;RQX*`XlbZm7QZW3?fkAXuvYavs7 z!&LF6IN9m@^CYx!GE~Hx6ZnQk*x@dTQ-z`@kO3zV{>dtzHICORB=wNRi`)fNQvc=c zax^wq`qwMTe|NSt77RRCa*H$=705z&oexTtp-#grBI>Y!W8I#Dv?2wZX?RrbH%MD+7aA>aEZt<^DOP zrS4ncNS3BYK(zfYWzURt7#pR&obTzZF309?w{0BVj~I&DJ*yuygnGv@KsxwjKe(Mc zb0uCi*<940335__@<)KGkEYz;GLcuQ+LfaG-tfcNIfb6vOIT!^ z`DH*|O^`^gB6;U9$1(%kETv?_PTx%zyLy*+1KnG^6P8(N>BHCr>EbD480T`#zB|)- z^9~**x2U2MK0oF2R0HBapTXU49)};z|8V1T6>&(K;+y{&?H@{Bewv1whhj~mqUGvh zFdQ&0=!RUmdPQ@uYO@2w@qOT=Sc@`eD7UpFXfKh(LyUbdtZcouWWKh9WubiWwYxKO?=W!GGlL4`=MXNBF$(_J#D9R#Mbr5>or?b6X!}uzpOR-ZR~> zlYZOA@#8|xCXpR4!*g&ws|(ARk?grKi%khvxrar8-T$ zU2PEuGvvE_Tu;lN-?;)y17hXyt6%kD=H_u~?6nQ|h0&3-7|;+bnQ(*8!RAR@U^1TY zkRL0F6o}%eh$hE$0kt?SR{!tsTo>Ns@xK?hT@Z6-BG!Y79+ve>;<1Q&uH)tG-D=rw_<6;a2 zJ0U}IAAz>r@{|Hh}fK_3K^j7nT5@Fsr+EYBr$%=hsd@9 zqEwQ-p>Qcc*=+=rSyTn*sk8v5Ncy>Do32}wF9*cJpUpVjIg|6~lO_ZMPQ9FY=hD9R zc`n^t@llC;>(@LLC)eqJ6wW`pYZf6wb~Z4-Lj0_mLjOs=^A*4dw5?BLvT?&5G|t79 zIbD2`d_G?))5)k$2Y6BCKvqh$JB&cew8~f=v;mZ}ZgqTG{F}J)RHsCyvgK6-%xM0* zP^qk`bN>mH!sJE!S7e_q6tb3>gb zjr})m+&lq1_+A(ujf{k*So_TpmE*yw{^bG~YI+tQ>Gt)o5P}@OI{7s`fAF!L!OMrY zUF`4z8n2cmE%m+fSmDFwt$L}6%hzjnrw5;^Zp8kZ;eY2LJ%B-`-n&{#Vm>QS6L@Xu zx&Czkv64R>xJ*iW`^-?a&HbqI>WmkSq6 z3U5P*Lt&A`2_mEsGhd|FbQ{!KV^wfoy~xi-5=}3g>X5|c_$3t5(Mt@r4!pok|KfUE z9|7N$T;?RKu10Q~j{kxgJ!z;)HNxiIT#)`w9~x=ji3A*05%D%t1(Mbj$%`3A^>;^3 z{QG~)6*a@Lp4oOfSUQ1gF4an?C4!j+?sC!~MrdX!xI7DA2QC~Bb{rz*+mu_@f0tvG zV2DuFzd&GywUy}#Tt}oELlsKi3NiE?VD=&mE*&)oTEI+$BT~L=Kr^$0{%fnvq9;4I z29q^1KPSfLk?MjGFEWjJvep6~lwW+YD89&MZR+`sZKfrM+<$t`X4xc_^!+-yashXT z06X{FdBvrQws7NEU^zvF@b^1;QwX!Rx2!8uEpe{DbO)$Ws2YJ*qLS<4B-K%v{n{z6 zAa?+A6H^Ly9$cO#_n?*BgF!ANF;QS;s%wkx7Q>DZfwPuI=#6YAN4M{095%O5LeR(^ z(5ImrDV1dt3Szup+?(4P?Wabv&RJ#l8#pCHwpH{G1J9hCU#C{mpT=?&ga`NG8|(*W z07AJSJsZ3uuJD~^yp;aE#n+IYk?INLgo1+0@+{4-N$rbH$8cwMu3uQndF!?Z-!Q}2 z%?ZG^EmxiC)S)4%(aPH_r?f4kHmwCYV~MQsaxkAYRH+o_Gk`O~!i%d*{JjDp!p+{RBf!|{t<{(W|$UQI3q7>iYR95 zJH%zu{=DbC8t@;tL4$4pY)*GLbjGxpN`PCv?o7)pLf&x{kXjS~%@SVVj#&C4b;iwE zaaITS-IOw$BY4@_|1yFI{&S=dbaE^lJD$g?MfW2FMZ#>y0WTOj=m#{#aZ5@(nxb5! zANObxm_5GjLaq`QglG06IR>%~v+CiC$qQq9i2_nfP>Fzkv4WO+4=H=FStKML38ug$ zRRmZ1vMNGn)K0#KG6gn%OVZw381)g7LXqNb!Z286c932jjn%oE4m~+j`=WA3cl93l zU;n96hWS$pO^*^vn@4C<#yYVrQq@zp$VJ|j2g&vgawI9Yev0f6c2&?XgEx#UtqFms(fgow)eA+hOvQ%_dgW{q zKSQ4X!w`#N*T~p+l+}il&_*$C|9Pc1r1a~Jbn$A28VYYT-9p+&^#Wn@GaGvNh8(8F zN_dp~8p@zk^Ve1?SsKTKu5|)QG}<|@uj+v$Vh=*bdgg`Z1$pT6FH4mFjR-c~{v-E5 zvv!1@P5=sVb>cxZ);pmhRpn`IDY8`!_-E4R5SKmq_tl%G zeM+!QELloOIVuJ`>H#u0uDQL?=&olnZ$F6T2kJ)YxghToU zli`0oXi@{S$g3H943y$3v|(o13~F%$;qO(Ui&_9JyVIh=sBEgzYLp*z1#oUX#Q>=$ zQxO~$vDW1-9QuV4qZ02YKxO9|M&8Z%xT(Zl7Ls@0!RV4aP+auQ<=ge`4Hqd!#8PDY zJM;AS^|IatN`6V0N(yH^91!<2);(S^TE3)l#k$l~FhNNh zJVtqFa{yd!p4Ua6M)=4^u?vrITXjlioDI2)=Hm##qH0nxYPvUj zU!x|)+?U7*CL7?TD3EjK9-BDFuF+ZfL&MIlftE)cY_7A^0u|_WSZJ#25`B}~I~rMF zQtXb{w4S_MsUkO8=x&8-V0@DQLOB*qdiC%6W({Q?}9RL}O_s3pa zOL#n^9q~`WD}GmM;#R?k5a{>*dGz#~qKb1RagtR17=tlx*z+D*W>kWxKqy9Qb)e}5 z3p^Q#JBUz0`1jqZrGL&lC``u31-gE_+I%K!lxvmUr+^;0Bv#daQqa&yg#8<2QI)J> z$&+ZU8Mqo>XVDHzXJU4wW!mK`AWv%w|E4%kzMurq?_(BY0Q20+^D!7xNYn+?y>YPD_a)Jeu_V^mO2E9JRQ3d`^Pl zYBhh@ZCQ9)RPi(G`9(1&cETvz1s-RlPo#g;u)3ZEVk>sE+yQ>;T{dEX zuYqu6Z{LysZmYa69r&G#4*@V+fdC<33J=Auu50%izC`dC+_guaQAN0hjt75T-_*%R z?kS#_>WaiV#Fr*}3QYg=r?!PhciEYXM9q&2Q=#!+GeWJ~CvVJ4E8iV@tWxVp_Tkhn zlwdQAld5bl*o=^GDM9H-G`=VAwjH!j+m%le*|Q>xOlH6@&YDXcj{nbdzyX0es3;KV zU3=`UM=av9;7iRRG__HNkXJ468#QG7GOD&h4Qp64upOO_MTN@qp-})j!A|82&cNu> zTaNGFkcRN^!MYm8_^~Mg)Q!itW8^r0ATGP zgC$Z022%>wcVtY6?vs99Fr|y3j+^d|2u?>dx^BTdkbDzR$BC8V(HJ${{P703qjtE; zeE&3g$-3#eZCotv4)>$4Dd}sog2i!^{wdI&J%mS@JN<``Bfe9HL~TSnNAn=0w#Y40 zetPUBmHupx4Ly^k69K~6T`QLCm#`I~o1NRa^zu{g(DXxm0t%XIQio0UaSI8FajvQb z^jj;@0uUMHQRTZ^u>GnIAzgGq!_9Sc9dCxpUn~Ewt`mZTj!B(d{dI+4wg`iyp>ri) zOLqYhHVfA%ggiA2E~yAMWz2&l{B5DN%N(WS`Z2d~l?X+uJZOrmq+s$Nhp>JLiQ8|s zilgzu2jqeY_*Cp;LC`SR>~ey+Wn$y(**vhLqm7vZryu8wzbdCx6YJfERTOa=ZGWY@ zFp)$&S6+NY^!YuLI!^=_nl;nwtl*p5VRs-C7#h8X>11AX!az5j(z5VU#EEjhg? zik92sAHfOEt(yrBMifVc<4kIlfx@3gtn^=m9@SDSYyp;5%eO)FV6H6n%yb2881D4def9wtkJQG9?ql zu|e88xLObr9dSlDNB02Gx@*Z_Xx^awzZT#vD*f1`J}}Cc^lLoR z?8$}!4chTqvk$3^Utog6qaGY6PxM$woXr4o*(K~%&44cu?!N=Q^zPu zrzs<5@Xq7cbJB28A#yXDc-b*mG$LYuafSUt6GGk;s9YdX6(FI=s($a zKDz6>rO{G3)aQ}OfielDmU)Jc|vCObmdVv9*hdD7f6jJG zve>6j5_%j0uP&)&6d6nq!%N2iexI3$pi|`!Lk|GKG_D`{Ep{-<3mT zl~H^*p=-$`%U0dY?dL}xbitcTF_v8XgPSMqXA(AaFPD=BYEJqeu* zb*h#CP@Xt+SJdDn>++~&XSS)x?(DaoXIHzlENx?Qpfm5&k0wiViKHHrv{Y+v6GFC( zE1J+7(azu;+$nB^6g8&qH9GL!D|pUnE0B(GKJKBc*c8B*{onP{6HnkU`c8z|nWPZW z3_YG~3RcRPMx9D?RxIH9#k543jNvX2EWGGeISfi#elzypBm9}zb9@cmagklP`*ihe zvzU>Q?^SaO!5E|DEe%uu_rsT$r)+sM&!G~sxYZrn5;#UgVH|sZNKLN7oQ{Rr5vFJ8 z`F2|+sKyA~;O@cfB#V@9iE){z5@L*BWXsmpM!40{ijnEDA!)6EMR5||p#iT%jH}ov zcp-3HBNfxvH${f8C={d9#Gcb(G8RtfUh(Qv5&c3oCSqU%Q)n@Mr4)$TF{dF-fvUw1 zb~O<%(iYti6zGa8+ISNPc`b4A?|vp{CXD4JgwcmUHsH*0@>hChS3-htn>fmJtIAFf z{Kl{+Ae3v4jpofo3JTgC{FRB_+GDGEr(fxo7Rf|5{qT$?sVWs-Jib5M);w#e!51J% zkb8IyIu3@EY5QHlpiYmN`EPsn9w&l-#_hzMX@k(pI6OMML|Jcs(91!+FP+fR;++$& z`C~vJ8K!u#i#z|1>%%t(cAVgIQKpM-t$DZ{vZ=;sAaY}C$G>c>UnPPOKg|X5jr_@}ZdpGks|*;n2p?L*7@iAA`@f%C?&d>X--UX` zo>O~|aM>#TFa;CJ`-_>qVKteCM~t0CghWFcbHpDeb4{=Q;D%Ys;O4}YLmMR!!m8ZW z?SS+Pa^ma7>VA4SpIP{>QR5Eb8$*6PwUai$D05aqGNlNe_9&RG!lY}B%v@aa@GhND zleT}xEgE=}6zW}&Bk-U_EPThRW17V*eZGVKv=y<1rCf8OIz5wJ>(c96bsR@`_>T_p z%CV8xfvEHr+^bGMDRyX+YepUJZ*`o%o!zOPx>V#8SX_6+rO;)Q4w%;WsD9LxsKLo+ zrzAsLbIK#}ec0?{6Va%`I4*#Eevl^;I+q!AA$g}lo|(NVDz-S>1HkZ2&^aX(&V|6Oq}y+n$F_rh5|$Dj z^(yQsl{?TW%{!YdQ$Sshy&O80Jk#xtFq8kU6$Muh@h20KYE!=}DuPK=8^-k`r@Y*I zT$kS_V1+s`OT;iu5dh~6zH5SfO#&}Eb%sq7ypPLW{;J>~m3ECHm`s1($5 zFnliw9tf7hXL$bgFq1s@jIMfzp+w{HF#yk&SQnF`k6iOoTkhauwa=L z>CP`!_2)GoR3;jR4XB7&o$W)j_tD;c;`zee?z-_Pse90!#?0mWZX~?JIb$2zSh+QVC+O-#`AMpzv1%dnIdDF(O!1TK(pE{zt!>YXX zg|2v@|{@%ITnvnI07=^ef?e%16c!+>)q9D1eLYp-X3$0ic6jnABMX8mz@Nc zM;i4FBH;f3AVJ^08gun|6wVTf$h?bCyAsR5(2IkT=mtkIUBFy@PDJh;tX{bwtL9fh z%NsSM&1Qc0(Fg`bHO?3!uViyV7`Z*=xMGp<(xxFr&t`eDjPaE)_csonj?iOZt(JU8 z+Htb^w2>vv&sNxU<}ujOumwpN3ImRs!hs=H02)p3lDV$zn%twvUkX9ic-E%9D{3+< zVKPohcz0$VPNZDWJD^Rj%A;sKG3(iRQB|p6TsRs<_0|svh%Z4-Y+{bN#yr0K_}AtA zt+B7>UerGsKjX|>t!WB4U4tUQCXANh1<8VJvi}<`kg_r?a}M)R7N20 zWzDH$b;Ph%WSba~H}tQ?MT^e|3j$8+ktssFpS<*Nm9?MoCe!vW#pQFRW8U%KE*N0Y?i}D{La4%3~xy44agZB#Fqx zE<2DUqlFPrEe{64VD{c~-l?Feb29P1Q-SVoME4xhGlur-8(cO!G$Vo!So|Qcwy( zUO*@*ObMk~vnum#Ss~ zb%(^5K;@jX4Fo#QS^h$9idQbZ1ZxM^8Q0Ms001zU6^2ebmOqzsqa#&(8{uJS7^Doq zuWx)kfCxgTj^$h_lsP|VJVz4Q!ccCYZSBCMT$WfAfShM40w>O!*OXum8KttB3Asp) zzjEoN>O0D9?3HV+?L3&MOlnFKGmL6#^Sa(uQ5gk~!E;dB|MbvZ>T|!$=cFj0xVVfC z1XcPTbc9`Xp9 z$k3UnLKB_*g%sdpI>R3qr4c$s;0Q7<$cuEX%rK$YFZY!hi!~P9+TxV=iJH{hY4O#=0^Vegj!i^%c$8kOo5yi>c zlwrW>LSt>JI)!Sh8gnvTxBA6+&slH7E7!bKJ+li!sjtzVO<0y7#xQY}5kP!DPZC0s zP~Q=mNK7;+s!M_$hv)qcK5*Xe#OA#H zoXu7PgECl@B){|q9Kl3psxu<$kjlejo?9t$L^rNje34QxJ?3Fm&kFdRY$C?mQfup$ zy`FHbE3oq;SinJ&MqS24O1{UZjzHas)0(D%EZZ zf{MOjo<~?D^kw^S#^46E=o53A8{)RWR`K{h?9DajrIGQ|v07_r(}o2$=b=Xe}~lMiyLKU>_L(BHP+k@k5`LQL05Z1};keen}CNioxaQ*+La zz_Ao6d!NRh_q-D`_uuDi0b?FKnXkp0O*8r;6_e#90SS&p{x$YY7x6(NopCoJBXBew zQeFzZDbe3~=_On(i)T;Prc?wjA7qVaZzI7NzCtsaoRVa~1(pX`<-kRAFXg2$(~JyS zifr4-+Fr=9s4!wg0!cv{$qk`D(}x}7yU_@n2ziKa?fxF_KJtJ8TQZzpvdJ6z*I{)( zMYKKVv*_bbuMMSsl?M>BX&?;@w*ePL{CqGR8w`McFuW^C{)!_NIHlxe0ByrI;$9 zlrE~@%Z)NV|M)-ShTY#41R*j%YwLQkHmu%qm2rN)ol|9jWds0jvwOSeQaDKEeP%L9y|R1$Ngq2<`yIitSkD>m;neX9(8hoaEk)k3w5 zO%;KQ#`i{v0=Q`OeB*hVK2v$auUYqUeEgyhs&t+RG8-Wg^gUlkXb}9ChavJoUX_9R z$H%^+>a_tH>`v9aWVmYO6$y`J_B)l37%Pu!2AsJc6@ol`=HsAN<5ZWF7vP-XGgYKs zu$?pGc0W0ICw5LsA{P$4|3A8QB57krt_K0Ey`@V7jsgQm=8j<~JCGPnr9CQXj0P>P z9O?RaAhbq1^cCq~zj4MJ@u|!HM18N{YhB-JtnOVI*9#oadBxI867K~(4-B|S*%uKw zSI&+Sxxl=9&9&GtD98;?>szgiEJerO!6pisWL8SpG<14j(}2@nY#XM=q^0fDycqOt zpV1ZzifmuI9xyz$Dho)3Ylg!4TqsE+`Qezyqm$Gs-9ae(vVGCwC_R=yVabq;|a|xNE=mOrWd(R zIh$SD;x)PW5!L^`|zbN%@6miOb`XT1$+FNJ4j4xuSo@dD-> z&o)zbCzW@M+9oMtS_GQu5jfelYuCIGr}wWlYwa*5oLP>1yy4s+3aLES_O8N}+NQ-A z!+9fTquQ!s$M`NBpFfGakKB*@jy)7PT$q*Ut-b$}UTVf=z-eC*9XgFy9&+_OWavvw-g5wN(JaC_1v)y__&R*W%i-CziLi0?gpbK7$gucbA3t|c5MDaCCe$E1r1*`Z&j zG(BWdA-OaT*9>8o1TBtHX~0ngj9F1fJnEq>_@IC}7@ z$|NeyYFoGu?J_T3c{MgKl7$LGuE-H+6Lvu;`(E^7_4yrVzFByAoCch^QIBev{#23y z7sJ21TTdh!27IEUabtc+q{t%j*4-+L(c99S>A~4UXJ9ZpfOnknX7^3n7{a;&RFkC|mJ}8t?WM5u$o7P@ zgxFYp9b%$O*2^R=*1F|R}f0=2U_=-hu(C_c)!ZmWJln* zfDSXp@PYH+i#M$QRpa-I7M~9Q_}Rg`jq(yqi?rLDq4+_E@-g?bXkStNF*@tRcYjhT zTr~H{%e!a%DRrJJ0!I!jf=mxhwN!N7mj3Vl-1$8K9GW?dGX^){jKK}sSe1>|okS}C zTl_ZKMuE{K<0!w7*C3r|4Q-U=a)j757PXTBh!g{+x3Qg_q($IDX%Mqi_XgaXPkRmC zy5V)v7fQi(U!tAZ-gpL%M^A3U&WWe+uTOqUuzSi#N|XcVss6U5m@1%@Dyn&_ANBpc zw*oQ;?jsleAyzCtP268=Low4P0@rOFIAxdsJz4~JNpZ0OKi@UB+sNhX&-NK`X2xZ` zHpeZDLfiTQ9bUqw!S#6c+Uo!SVYLD;n^XIQp3>oBZOsN5oHevb5I<<&XS@{VAKQxJ zU0c<6Q^kb6$JN#_H0Ee;rU!$$euF_A0A6w0uf)a+mGV$~r^b-08*r584FE?ZlP0*> zBbFDJqHm^&x7;#`*ZyP*FJJ#6eB^@PSNajxa^SpNQZ6bzuQ+xzzX&f{aTO-2llcC= zTL8G7cDl|v+65~ytsAvgE#^3GucMoy=P-`d1PaMU*4X48fVOXIlGgUJMVeloC<$XU z)r=fq%S%hij8uE8uj%=AD~x)?y8h_6S6`+VmoK>p@05CzjrdCY>9zz{!1KU>qlcoJ z2(jYbniv}#c_(?OLhdhEcDeZ3@$$2)Bd?UIRg;jQX+mXm7Nlr%)AMcOgUxNEkfN?f z_>vfmv;(x3#UYfddspJ!Xa2fcaB51yi~4df6KD8pC-rJ~2ApUX6A+m&ioj99SY?el(4OYfE`ZB#ZqfbO_Lr-`tnU~y#cH>Z7RJrj12)usQ z&lvS<^a$L^#-y=%(6}GY_N$07<-F7-3?r(um&2c2_y_SCEnP@P>-)up5uDb)*7!Y0 zr~^jhtv6l5#=+C^XP15ir(5SPREU>NKsL@oWp1+V@iD_ljRDJm^E1hcjvj&Y$$+yW za2>`X)0DI$4g>Bvl@XBh=90x*ujnTc&!k{iL6u^jS`KZW@R9>9iu6>Qj7 z!KQrz62z@`s*O-LVi|Kji@t1R{ESp8qvK|3RI5@(zq4X()}4U!G6JWMM@Hz&lfvu$ zmRlxpwqkILB&=58jZMV9*X31fU*?7o())LKqZONN2XPfZf7QyDMBi~PoJ!;yNmvi4 zeb+3z3^_lmDZR-S9Mkq_iomgSl4C6X{G}jgIa4}AD5E2-ebsg{SwH`9-)$DPPs#G^6-2Mp>&23os&ZGr<`jD4xQeR5UL3Jhfj@W%D8LCOno_RtyX zx1X-6;l#Wcr;H2YAS&Yl2nXTPf_prrjoj1r3ac)eAgheOuu_GW&1!|+qt3F6ne%27 z6F<5Mjqy04mTQjKdBV}bT3)f1uRfwF{<FzZH??2m&YJY@y=wfffPZwaV;$z3stWh;S}) z;I3OO5CTh!qlQsJLdA4-+H$Tz;f@YRV`MI?l{o20Ae0n=i>_BcCXCjDfB9)+a~#eM z8BD7K5*}=ihj*RvmbQjudFKvXcKb89=DtZ3zxxwh`@k%&eP9-6?iB_cvDn3gbJMBk zSkHB+4TC^$Y>>Gx3{W*PNl{(Vw-SH}!{0Nt52aMme9xRC6J(IqpinLcODx)J$(o*( zkujDKf#YEqTNBP{V-V|-(G4KFUNf3_^q6FvChFxxlb!C7(Nq~tX{X3*dvvHElt~f3 z_*dLwOzZ}{kx25@##sjdw;#L%J10ccbxC27h`_bUfh(m%-NBcyxmMgarUQuF=%jj? z{kb*=IQ(~iEl<{wH}M9hx+x(;P+lIQCtbu<%PzyO zuKN{L-!3NY(qojtF4|Jc^x)v^VZ8t6AHlbu`hh}O0U9EK1Iy&zujeO@maHfe)k!6E z&ZU8ou6R9ySh~-j>Zp7iIi8j<+LlNfw8b@lO4i zY`|T;>@sWdYrk0Amx^srG;riK2@1p@*bxC>nZvvG<_*7wPhI*E=RLcHPy*5;WaYpy z>z#I6r^|W$j7;8lbdw*L*CpZ+W(|7=Vcbzagr2D&Iq%zPgHpyw)G*zvxoKd1?39zH{D%Upws;>ier# zT#k=l{GsP$oB%KtGxeEcS!oGQD<-f=(NVEQ+>Az(WW7{ZMwrSiu}Mt2eAj)so(1QV zb`;4%S(Ff$te-KUG$d<#SD}6G}*F8HqJoRQJExH#Hz*ip1MiM+#rLR!N+iZn*=I_qcfsk_&~%qH+KLAOJ~3K~w;Uy-u%n$2o`Z`&Q&Q`kZQ))?jRQZ5ABI z9z?QfV7-L8ihqyIkE_e|WqJ+AoEHKYk8W|^!ZhHzkH8r}6VomsblNZ&w&n$dx-lmB z0?bE?pXVp3xJG_b1Vv_y;q|A#3NKo5Rbm^Q>y;XNX72k1i#Mx7et!5KGXf`Dobl7j zfYSSYByWvD?%v-_i5qZ$S$@FoFT(@ z;J~4WxsYi&%>mutCW74w)s|v`VJoD(0Gx5mHOhj&K^r@z#8L$?j_X+73y2$eU3jE^ z=?yr&9u{CyyT(L+V10Az>PFgUI@e(}Gj17?NuB&GB5-HS74T~-t*Y}K-=R6Fla)>J z{h*v2j7NifWzmFR70-7s)+CLZtI%tk7E%tJWf;*rO}k()T}lL@jCL^TB^g1bO}QO}vXiLypecF-+SomR(K)E4ML&%9_;}A*Z#Tvj)B5Q2-Zk_k0O95N z>~)_~3tkLzph;}AiP=2ji}Oa#cIF$9Y#LmTYnCT4Uv-i$6{?M7)KcDHU);zw#hzF0 z+m+hEuEWTy8IhQ@Iw+yGh~J0v108EjE>w6Jg2_VS0E~Pm9kSG$>A_!K_VI|~SUYa0 zXVmDanwE#rF#?w~wvrOL70k!OlENrf_eCCJidx4!pB)T1N;*F=lEss2b2z$b6i=?r z;mC+Is>&8~o^4FDK~%WlQ0jO@C;{>+li_OTQ5&QovJV13g`k6Tg`!=VrEY5Kp1|cS zR2H20R_njv{19HU@&#@0sY~8L{zAr-_y^bjB+i9se1=A!$BuXGvpm!wlnDl$6ATk0 z8+!HzoSi$KV!qldNd~h6g6)#-#k|-aLqcl~^~;9-({RD)X0?Vg?rC6%jeb0FN2p#VQFSa4UrXT-w_k;f_MzHV;7f%13lx3>nNs6SK)eB z8dN%mk=zgh=C>zt(i}a*Z+Z)QE;sd>^QPKrOZW;PSobm|@h-mm!oG-UN?o2J$XYIw zws0>ljVO;()6UtFa_lQ##-8`QGoI6Bi0BJfB%-}6V1sU_jA%b8SgL$IeSU{L!=&6& z>%H}7`jQJIBZp1 zn49afV?M9#TcsVJ+yqezEn2$@o~gL6)32kkp>~Si5`;3za50Ea^k|~i7HAO4g&Hpg zbX7qpwe^C>KDb5YvvrCRBt+n(G3F&j;1bdq+WvbX5-TIX@!<>Jk3YZkqw2d?ue&ZH zM+k+{k)*&C$r(rECCI^Jo{=XUgI~JxI9;+}Cz1PjU(4Z}mGuTauo%iI*9IYz4&phK zvCl5iey2Kg?O31HX|@5U_l35OtnOWjw`_b}ck8htd+DxU_4R6g`!{PlWSJW zT3`1}MWu1p^sR=MFDQh8alZ4$?)^=d*m@(+xp?swymaL?_~7~POFZ}JKYkXIx8H`z zAK#kX26bKWM>qCW-Lr)ZPwiRy@+JX{65U{;^}(@cFyF_=F8Toe^pX#^Pealml>IM! zF-jL+Z2Y{)BAY4%IfZsAr1NGUx0|O6G~i;_`u`#VCm)LPvGioj#B&%kVKmS3o~}-h zK`UHv25WHHP_K4vDnGH!{Gwy~X;Pd2Bw-eWl9Im999R$E^KtSU|BB`*J0ZCJJ%cWb zG#U-ly|NaBGH@9W-IADOk{6AbM?>{x+<;?@MbIJ7G&Eh(8CIu70i-N1EmcvjQo4v9 z=@n}PEEfIJi5R%15bARIazVG=lTdbI_QCrB0If;{c}=W?v{0w@LXL0SS8-1$wUNB? z-AV*41O~2qx%LA`VuSU(Ibxx-bKtrq3g}zbu|&y&CFHUWT(q9W*a&rDS|9Srm|Cgj zR#Y@EaHazTZ8u7lF3m|n$l(=a1VV?{QtoTwymSkV|22K9@JCyI7cW`)0-QH;HkNI< z5&)3jbcS(!jKoAmgW}irI^-G9DO60C$|v*%(R_XJimP$);s~|Sm8YDJm4-`_0XO3E zB-3S$G6MA5!X|RwcR(ncdh)4q<+s1S?m*-`IxH4}iz`2(h__sO6TQ&!`^MI?=K`U0 zD89v10sYxNW#o>;jA@prz|p*7dcOeJI3S3!7?0P7?HYpEA@8eONwENZnI61l!|PP{ zZWve>YuAgGU6H7>=xG5)RBOQzIIp`rp>`z{9Bs4e?3eK*c@5rZ(mFXYiGcUP9lcHp?h{aY@`;uULO8g~?H(ij&}*jBl7 ziVV%Yk6rWutnXikVyd7ask$GNhK^;GUUD5n>!j#Lzn7-M?+?jUWP?W(?;!;g&N#Z z?uZ7Z;Pwae-}XHS_NELaQX>94Ae7dhE0WD}&d#+q| z8TR8pG2D)EsgpeGq1k=kwA*m5Sau2U@Q>+0qfG{s%Oyz>I4}&o=Cw$TEW(L@`DYpZ z?R<@>j6l=a%sWD9DR+Z0yy>*pp#IaZwLg9V!ma!e09qLVmjS13g1X1nkt_}*I8Su3 zD4bXS^=A-Pk~jFu-n{^T+*+9%WNb>NGl`^Q1Wp;EK34TahG^;HOArhWBD;FE^R)3F z{1+;Fo{EeDSAV(Qtvv3W!A)3v^e}*Z(Pr<*_mx+#yUuEF_lAVZflDypj2sbrt=A)P z&vGIU=nyY*pcoN2+au_{jtLo$jON(f*SA^SNhO_Ui7+D9eG`3AU93&^9uQOFqK_ZF z@DDLvo58Zu676U4j7e+Tayr(E$OK-1zrEs9ICR5%Vra~K=GeyHxz?C>IOW~|iUATrC6$z@uzf_6U`98A1d z?4DghDDCHEj3IyedU$s2FnRsTo~Nw)y5_TfP18Vn(}vgJTq_@f`ol%^5nZMmPq{o) z8cT@4>g^s-Rx)+>4h1tk|>^k#bS zcUOKY2AlQsd4Th-^3IZ=^XC06M}C(E-27uv?YyquqqZLSo*!f2?OI&!urj=_7DSkqnm@2FF4Z zQyrc`XQ$in$Zm4ro&(IG`*RZ(Yc<%c!Po@0$!;55#ietL8& zttSRK2si#DDk2HQG4bQH&qfYh2MDEW4Y9@zf0oWD_c@*RM-ImP&Q4wjl-~Jo{a9yv zO!0C#gq1j%Sjah=%@EC2h-Ooai<6TTwB|V)tq_f7h?d;vypW?>Z{ev!Q^=Lm^4Ky? z9i2AH5uKWt$K;9G*u4N?rd&s5q72SCDz#|b96T{Ah61=668f4tGgrg(Gn3%W27CbX zwH9WM&cL1pJD-_^#{kb`qD?c=o^bf&oN>+Zsi;4u=W1XcLm0~PMRtFu^kV4RnwcQR zeDA`bjbPN#JIw_-ym-acs62MFI@HSxxL;VFho9>}zpos3?NU2zBcMC|vAlbyev!^6 zxKIWQRJj51EdAHM6qC2zitL)Tn0@#mhodSE!*6#Jzo&~p545!`=1_FZRpv#gHNA#l zwdrgRch%L2r~E%L;MT8S?*aG%fO7!U0Q~0e-MgRe>g0t)(zK0Z zp(G|wPm-(CyIF`kLV^}z&~@HO%zv5xR*JdpWN3HYBt!Js2xE~4T}9yB(Wz&7197c{ z=jprp8dMMLNB!`jsNdz^-b*jX%-wfI3J^u$XzV--Rv^_XM`X|zE;pBU5y&JG6XPBo z-jivZCA4S3I?uCElAKqGM*ygeys@wxI69Bn#zPwjW#iOXbbDfn~yo~J+9Yn~1Rv3a!O+YUQ zFgstzSAO^;S{h5O>Rkq0Qm!NPd>lG50~f8@*M1}vV!v6(B>)ben8oe4>=N5yE5v00 zj!jf>%MW&lHijHmHd>%K>{o8uiAuVFP(D9BhX_`Ncx_!Ad)H$}aMy{u(U1mPOWRX_ z_1FZ~1Nij6K8&g(*Y!iK7EX+p@r`djiZf^S;^hEtzV86GJt4*-6%o4m-o1EiyN5q^ zJm-yf?86g}ioSXA*h!o(zyIXdA9fraU32#{llZS2wjv0d_z-{tC+2X+?R)S}>-fLD zVXN`)HS)L(w%5xiG^{=?7R3jp}txf*gDuvf7^{ntk^p4ku2 zV|c}}F>CyY%{)d=RS-~&0!sYf4cEe%$9~QGI0o(%ill#rTfrm zG(qH4gHuOw34n)pjbYEXx2d)Pa*l)?SI$&X0x(}~A`9T|$B$y$OA`E zF<|q)lOR{l15cj7j&D8+Pd`rehxqrFV>1{5@Z}%u08eGW7;xI2ajXRJUw7|S{Mb`t*#E;F0K}?y!AupYW{59+ z{|RI=DJ*?@9INE9TeZ*Sd>=md-R)}q;~XGP`R)5AaKnv{tM9qy7~}HGY;`8~EGNJ5 zFZk-QUi|g@uXH}o|Embxs{v$p@7{gM`t|EC2JjgGuSz=jo44*lxm*M1z~F&Ni~_j- ziDQ_ZCd*piOrrDF%v6!*z<2K4i{jDaSPfwNzHyA*vDdi%*^YbOzvH-i5jWj`5Y7A~ z2KJ1>1`8b_t$W$0q&SPaMPSjHJ*8V5Z#1G5M&3E;qqSv>N)V$DSVmPEA$NO{vB^9y@|Xtq{CYM*v`Qu8w_=A4T@i zH2MHMeP{xeZAay^iU;bOtsxEIz9)`36)t6iQ50=bwB_NQC(t@7A}3VU?$mS@d$t}y z??eR!01xaqhUSq5`o`u^1n|gH<5&dX#DsX>{N6DP1K4$B2D1+xME2mMb8`lO$M%k6 zjy+>2Se!>AbLj9i1_9jj_)%1j3mRJc*ws^IWSNKW-nG|wHUJpdJAtJD?%#eCwF6bG z2k`WfS={-vr@_II%cW7BnZvmNj*iXYuAl6Y#1&B+WYGlNc*oOdWbyz9va{njM}Gfr zx9&oEehTLSc>2gRZoOrv@eFV*G_;KT=g*%;xj1h82FEjU06mk()B}R zveQ_({u-PbScWwRx2nEq*EY^M7N0nvp64(A?GdR+N`+beeXDlP(}$<91i(lB=>fFB zkZx4*8}he5_{Vz?hT^>6)6V(qjgMjf&0}y0W5DLgU3ejYFW)AC>s9 zWqdz$V(5A!#QXl&op|AqHsbU z@PEkr?s!R#>fEn;=H|G2H%hzOBxxm3PADLu1Q;7(!ZX1{n_$3zaR7tOvy5&00E3MK zHWt{%gy)AJHeef*Bmn{wBtQWac2}#_X6@d+ac-WOuJ=cGSD&gn6?*1g;nh38-|n56 zuCA)Cu5iM4&Ux>re}qFlhjHf20X!e6(2>V)eD!;8SNhPMEaEKy?s@nGwl$jakbV6J zz5zt4Qf*u9Af5~08$Uh<)B6bci_hMRBYnpaMZl%U_Tw@DfBpHN;K*$g00iCuV9&t` zh$zM;q>S)~{_5Kh0N$Y0_2BRs=&R4-wApme{meHW!F~6BQwn2ePVL3d0l07XF*!dz z`}K!$=RIG?3lEKBD}dMh$u}UFefi4q{kR6ehyM8<+<0OZ{f!3R_@{RO0N$1ec_#hA z$M3>)M=IQGTo}bG0etiB!;`iYl;B3xYWRR?|+P~0{||rH&Krx9G_fZ z&xmi|cN73nO&YiY!1(k$?zlG{cL;&208Gs-;d>7pllNSaKnidV9+<*xwNPM1NUcy& z1XL@rJS!@3gu%W}R4WlWsxdk$F{;_WRWn_{EO6yH>w%s=bX1FL5rE1gz^cJ6Jp0P6 zSbK05I1ZetwSONIu1mDh^2Bir_)YZg;hO6NQ6M|cn44e)(m!IuA>{sl@ciS zxhhd=WcVD`y46g8nfW>v7gP9uZN7;UQwvh*aVkl9a(r?gU6~T&;IU~OpR8hWZbn|e zXOFrkZl0gQ6#yQan8!U2>w)L8=dLFhK&m7Ffa%#q937iQCAVN^r0?OUlYULiEMoV; zNw)r+&YWGsIso_X9YZ|}^3gv&hb;i^-!~pCz|Ai;@tvQf>+I~>G|mPvGq;3c0Q-(k z7c)SF-rvmsg0PNbe>w7zQ?sO&^`#)dXB|l#>nKIEoeDD}{A9P1d zds%G}-2(XHclTq<+;MCJu;;)8zB995DaQ$LckekNU&QTqAHi(32j@>s7y`_Ri8*}f z`v>IrYsRLe0Qbn@X?$~WKl&PTiU9Y+hmK?Sp(0$irV|a)R7BtcieXr3t7IW)k{-SfcwThM=(^c;Uc7h{T=rnwLVWy zxd34q9vhp(gUt!-n080QnqR2n!Tl5R`;OVv zkKp0MQ<&~(BC5^eVx&r!=91gT;K1=2tg6rBJOD>VYrtZGqu+IC3JVqc{e6@3I2XX9 zN2l5Aw2x)!CLu7p)Wn1PCvX!Y%rDll??}oejn|fpy0_2Pu^GVLLsN)Ef~NzRoL$0$ z2PW|#HUXo+@JwAY=)S%sGX*SZ|FK%8u~oIVlnU*mKpe-Y5G!_nPe*pIdege0ZiqDl zQm~;)0{~dv=mL%dtA~29X-z-CDDbG#p?^;Ii38RQ^`LvyJnn}2yMXMhUNz8#ts4f= zH<>bYTQ&?}b+Z$g05+`~K;Q5%Hja%0j{#NEhtoF=6@3suM|}?13-ok%Aet?n^^`Sz zhH_+eGwoAn4}Z4xb$4K(H_LZdO$D2-&MLY)E3&Sbj#&hBRx7L_?yj?L#PtvTXHj=g zC)N%3NTG5lN%x4}j^gH3gI(Bu${>12tH3;P#^zz9=@GK#vJY!T4=@gF+t82hsTdUz z=Jhk(s%daBEyR*o6I`Q_Da1YE|tvbKeY(d^7$0vS;kXZqlb0Ub_R2el7j{ zhUccLn!VqwAVCFUNj-yql2**D36+G*TEqKw-UY!Y; zX}!6CcJw{BW9jfD26{WtoLR)rUA_gceBQO}Gf_JJe-2~v)>N_btjo9J6)(763V68% zJMWFxi-Z6GAOJ~3K~#qj0>}UAM_72^F#hC?S0V1|LLvmFzi=FLx80Aoyx=@c{`r@@ zZ34i^a4+8f`YV74sNd6x+9$t-t?T>I*guLF-*5(g>GG$dap)k%{v_SE)~@PB^LPyx zpE-gXUzOS_kG|y-N}aEG#u@0n^m3!Ee1D$5rw3F2@J&4LnjQGXtFOY+BYQCQmtT?P zu04Mve(pI}$~|u4yBoUjjbZjHnf33|Etvi4PXGXa{MH+#4{vU@ zJoKitZ%;e_6g>Au*JQs(*`5no7KqTSP2s@XK5O**qi?^~I)0Cr05=G!n*jhcckbL- z-L-2Mi$nS2H(Z6Osf>BMvj%+m2YBAqTM<3!09<~dLE%pSU<~|AaqTx= zbUrA56Fqha`1>#7!ZX+6+#AnB$LH?_9=unUfAaPbobfZ~q5H#M0A}WK#-?H5q5asl zVE}J_{<*;Wi@Micb_sCDe`5Q_0le|K=K%9_0F##Pv~~T!qs~VF0KE35C!zP2Du4)R z0GrnJ<2BDd8y$O^z!!llpR^7aUU;@*c^dwgZvlsaUwYPADQpRZ7tu8BQ3Ukg`T%f0 z@WShMAX&90z4oEB+|~^Pc-?cJgx;?`1pF9y@%5)88Ci#(FW(Q`5B!ho&Hz3MY}+t^ zUwz&=s6Ma+d=YrsMVoQe`RAf?un+jBud&beGfz1U&v^3rvLCdM5hBEQJO+I0KD_w4 z?ZDQ|mJ>zlqP^udU}6^UcH{i-=rMiz* zt9mgpRzv;fPh-c%0o?qmON)AuGFJ1ylg{&ZzVsqQef@|4B%{YL|EFI70KDh5PeC$v z0<-V`94_9u4p+bMa`FsChbTB}{I}9NfBU5up}Mw6>7j;@R_|{dcobtFEEq>hFMY;N zOnfR$cW~n+n=pOr19-^|r{ne4UyEZOxgWE4?_=)+fHOA_;iGT6R(?PBcY84N{YUWL z*I$8-krCAH?8fnreH$--#u=y|J%Xv*cUkND^%tIx`sgT5eELqj?%8K!@zH&lx-He> zf9NewMWv5V)c^pKx79KBnY-}YFTVuSQ*$_W%Quzlt_|2ndtdhnoUwToKKiz6vG?_# z#*R}4aq~+r#-Ts_cieEvCcNlHYTd^_z8AIc?8X0j-DMEXCJz4I=ke6@Pr>tFUX(lW z&yQj1)`z@(i=qf~_uhjef0aJZEpNMyEw}qMMbypHPaVSiuA_M08?HhW$4C|y@bH^H z4gh%1Yl}m5_jmtVetz+FJJ5dtXMaj*;;UmA-3z?%`qR;WpaO@KgVCwjTO4*;gY8#I4O`q=>mu|+3o_-0Ae)I>Z9p8gDKmR;T-hLbt2Y{D9 zb0>OEKLfKruHx{0Ku4S*RHF#*e3{y(Mr|68df z%FeAA9j#&EKtB%L0X%u@FgixoVDui~nhQ5$;3AXxuaAvkpT^vuvu!noFW*v(`{V>3 z`4q5zbuTWskPo!Aucs6BDPUx{2OG{@Thu=e(4D3dr$WDtCIG~h2tC~$;M7>_R;3nu z(P&^AKvyNk#*sedx6Y0VRu2|=_(sXNc6C-!sRlrXUG5k@{U-;#WvX-M5slc7HmVF{ z(U$Xm=kV#=ROchd<8ot>Mhj)2(~8e&WV^knhr+x=e9lQeOgj~M1ce6G1yW0E2blxS zN_wrMT0w6&54r9-brY5jA412v^=Qt_xF3oVDMo`$MG+tKAkH**{XHFsyVAZacEp$i zFwolp&So@x8QwS97UZKOabWau3~tg3-kTmig4215o2ViSeH`~fH=acfiA2b?8fo# zPUMLny1J_JbANBA^?g^X74&qu#VuP7OqZL(<0ZgN1E6uzW1H{>q*}V1jy^VmM*y6) zbv4#pWRHFZ0QdHGVm6L&#f6(N)j5Tq0NAv?A6qWiq?G$F=H4^6jUcxLUHs&Y=o}u# zvC$Fej(S6Voj8Zo_vpR-IGlYxb=?5AUbqPh$2;*ua?j3fBeL(J*~E98PXRpb(&A7W zYa9i&QC)Z0R;BFB!%f@^;Ixf{*mn6gG|zt<9{%f(;KUu@PW!Ze0H8kC@SnS-f7LVQmtRLyc*;ntt(&QBGVg$Ig!#(T*)#*9co`Jjmu>&GW zPzSJn%>b^u?o5pJPU4|20_W@)!Kv4)hxLzd@5S_C;CVOh42sS(4-2*s&Kk(E`w&0#m0_#@y;7L#2 zf#XXDu?N68XRO8gtG1)IyNUb$iEsCuGuC14zz8ZT0oW6M&J*TY2eE>GD8^E^n3dTg7GKlX080_oBIp>~Y)RDj2b9Zh) z$6&hr<_^?l$msLV+JO0^z>ff|8tTCrJJ%a^*y`NAWduDN*E-AQG}D}d0NX$$zYRPv zvbqns4QODX2h#us2fDFw!w@E_fGa~zXGaAa))#q*rn@^Z17O{{A#|-7LS?8A$Fut8 zr@CNC_Y447y{Zoj^*NjXFf`DGnVt?=e*L;3R2dC+PRU>|#*k{thX%TFOuJ6|ScXKB zU@w5qt`2NiKZHl(2%Q}jjI8d%AppI--A3KD-Y(PttQi@AXf$vTKwqC)ZegHDKAW#^ zu*fx*EZ9M3-Y^>tzG+5wDrb)bfH zZZ7q7U;@DKsy+;^9YDwGbib!jDD`n!>S*E-0A1akm?e7{H-4fwJ%am(``I-zG}MFP z?7sQlPK;^4?Wt7IQHc;$W6UER|Gb^uT3u_`4&Ve~J_ZMSls-j6Jva)WqY@#vyXIr^ zSXTeqwF4}Zve=)F`OsiD#w!s-C6aYN9LJJB92psqeVLu@#{mF6T~%~;XZiJ3_p|SK z5sT1OIsN@zO8*z*rEJ_gtaG*Zoo~awzxz1Oc=apMwMM;{)*naq`3?a4VxU^BqPvIR zSMqyBvxz+bIyz$cTT-uM57Ko_+jul%P61$K?EpFk?Cn1i$4CJ5^w^(utgDI{03##) za{s5a8$f4gx;93$c{)JGG@m~`oiWy|>BkSXl-CqW~ zFt~OAQ;+rL;iZ)40D#FOJvaoQufN+mzN>!ijX3`Gv(dYGGw#3n51jLZQmwlXx_Wy% zz4sjNs9+AjnzaL{bfxHl*}ksyS%!LaBy9S;>(^l2Z@d+||MWxhw`w;303aIb#Zds& zN`yrK1B2;vPLCDBShb^qB>-KHeU82#mIk_U6hMDAcWdK)N`HI0tIGWcDiKgA+Ux7@ zmV0&oKo7>V&)nW9*HFNiHhNH%QG1^cWQDD zVw8`BlvAVLl=se0rBH;qnFU#wi>9Uv$kfYF3j;kmgbjE>f@ zbV6-!dTL(w-L1`n?0-(RsX6O409cqvug}jH{pvXDTp$zR78V;A9jzhBHoB#3j25%s zDb3E;m1~VD9ul^+2&d zU7T~n9_!hBlI>*gb!>bV9imgN-+`M8W|8?Gt0OsLb0n znKQFR+36`$(?7c56nD1<1F`w%-x$fq*wLZUC2p_(_&5|_` z@*Mj5rTd-j{;A1XB-*u^d+x^c0}o>Qfd{eX1!>rVsoDaX0ezU&)~!IK>;sf)r0nd> zVmj}#F&rDK$^CtDat@25HO%Gnl`xL_b2TQ@?@RTjvm5|SPo(2Cx5R7przYp*{xO@) zv#F_h`5U4LON({HS$y((Bf;osjrGqN9j(dzKY#X^o;BICEiD#nWj0%j`FkBbF~cg> z^rWHo9n7pTR@eRt&gW; zxwzQ0&(*#WtbfaIVp>4izZ=>f)odot`QB_Mh>}FEH=X3O=jSfjUz032(~`D-(U@Li z<8!DuqM_&K`TYEnwV%a2o&k#h7edaL+{jX^&7-2P#i?10j`F-fZF(M2R(_uBv9>Q-xXiTT&7MGeBKVjaJ*R%UQ?*#xf2UZ!^avC428P}3#lMN;`HnoU&E?slEzuMS| z8FVDP<)%JfJb!I!&KM(EF6VKwpghyH1!Zqj&Wh=IIe#X`XVU#;($4SAPNZvKcFz9J z0ifgZr(t?;sy3UOT@2c{bDjuD&tcy^IS+VZYzA@1QdUPgj*}C`S{=UrMoiv*YufMG zMJ&yzle$6niG2TQWOdhS3y4Q+m>VrrB#mY|?-$A0*K^j{n1851R@A2ElzmO7>5QkI znN7!WoUcJ7pMNzu8*Q@Wr`lx>Ur+j4FA!d-G*DQv~Fnn|fbc=tJRDyM#br{_%lS+cZLe>=4 z^}Y)(RH2vJm^pK8fmw?(0;23>R-G^&kIlO!vDk^0Mj-TAMai|{sZ9@`A4QpGJs*`c zEkf3VFkv~i`)m}Ps5B@2`9tn!_L)2)Xj*3o9ErB6Jzs^4pV1KaTiz~;=aGAtKPsot z?s1mQgzQ$LPy#R%5k^^^98p2#)S>H6tH+*3Ap1SfNoSd3^!6fcNI)Jqu3h61!^hoQ zzi%055lMYv#Mv}Rwz`$QFzgwe+YQ&YyiXr17lhK4kCWUG(&s$VX};zO)G&x2Aam2; z?JWEX7rjq;gKz8XB5ZAyP(e! z$+@A9Z}*PV(Y@nzZ20BZ7O75%JTQFi_4fAJz89&3v@YfqFy9$I#nOM4g7&2H`_|)P zf!nofR|4Smt=y~UhVtJKsec2*dPfnk`JL~=!lV089T-&Wprq&jQC@b&csde!wYB1UQ5ALq&N98nfEj36O-JQKb1Jkp0G+?3%Q{tZ4-F{C`oDIhJd`bG;Enm^2Q} z5~%^o3UFCJ+0QoO_9BvKw@?7JmIuz2*HdMbIRQYMQ~G$Yf<=iua2azP+x8mfe9@UA zH4j{%KmlevT&Z_FdrU+XtpZTio6?RZd?J0n(o$;?;P}VV87;GkU^1fd1f~KCWTsUg zD$Dv+hRMhH2M8T5()k8QeWG3`V;eby(SU*1au?DZu_5RrCCagu{F*ZLLWp#JGs-(a zoBIJnN#9>k`lApfP83Ong|6goxz3{U{HB1iwtF2UyTb9vj=YqHGLcazY3F#{(Sg(6 z`7Qv!#I0Xt+R*9@O-o}_?2&mi^{sEBeqt2WEZ~h%K2TW{^u{_n(Xnk=qnmHu`KDEtLFXID{$`WCK@)B!Y#Bq7m1qkk@2A58 z=Uuq^yXT&@nOGAgD}8e?u<0Qco_EmL3|f7~WwhM1XdI(DJWMoKl%Z3#z+R24_AKUF zAah;o@9Jm$oLL{;Gs;-t-@b}YJyZ&ASEO1dAg(($uC7YZdjz0J-dnKe) zc6}M^l>Z$-nitR_u!<7OgS3c+$A}_yZ9dI=Kb@P+S-rJ6~>(F_s8r+B~eSC+2N<}-%lbjy19{@B6r67r| zxpzQ*vy=;g0ZOt#d~L)C%R%>OMEe+|ou>C1&zn61x1QPL-ij2gv>gO((=7S!ve~m) z-wDU~)4e{<=Bq=oNQvI7TmACKZkh^5?>QQiF@w+;RXWC6-;wTdQh>AVxgikBe0*9l z!I?NJcljJb86>pmN;b>ca31 zTqZ0+WPfeWr~;h6_n!FdKc^k^jHR;PEu>iBTxWwO2)pM;q*$T7RAyg+{e5zz>S@ZH z?W#ZuXwPB@th{oKRv;W>Ct;R0ArbHjt#W^}THu)Ti1w3~4_1bj+moI!0vwfG!x)e3 zpe+fZWEVw<4;*vAn%b9TWa^9#F^gK6Y}(%t3!JRlA;1Njjw541%J*oqz_n!E$;O`4 zSsfZy3u(+qM3|1o^fYGgyI1XJN9zbx-X!=1M1g&{Fw8DG6{vnGXH^29Zf0VAj6XHDx1Ay)+aOTgGs8^ zS`dq|7w${7$J*M8d=N@U-Ky`U+D9A8fI>FC7C5$TU1-hATDxhd(()T`kzy&172!hI z7;#1M>eUeD9r3pxP>rj;6hdivULwo{G5#6@ZtzN;Iw((~3vfCTMKscWdzCIB^M$U7 z03SG;1x{HPQ32aG<0deq3*9b?+n66gJOx*;*``uc6zRWc)~o=n1ZU+d3!%)AJ^9&Y z%vLwg8+ydtg;^3d-j``Q>`Y5HOqgr>JLE|*?xiH>9)X66}rsb@CqXLfs-H2gm zW~m>KqQ&zu0LA<&XSs6|%iJjSI|O8sxY*9r`jZI?7h$$-E)cxS~o%>^|r zV}Z-(m|@}etZ|nBr&(TvM7;!#rDN-&R_P$VC1ekXP@sSU>MWxeA~%JXEkiCCzh%$J zgRUvW@v0#ZO8Tx#Lnw9OTECw`9ngKVjHSFN7*;MLniJ0TJpb(lII6w#G9KK-(I&&# zzki`j>t+)!3tUks{YxN}#eL-#6pLTy$g=qxK5zoefs&Dg6y}X{n(?v+3u#LV*URSv zr^DBCd~^5q?J_xVWE3I{VKx>^M@aUSyu53^c@?CR8%qC>LvZ?gSth_FaWE{L1&&#+ zK^6i2v+}((zfekoD?S?#3denoCgLu8LQaER8cMw##+OM6VnVfuf!c5(me~Tw2<}3_ z9kERQH1XLjCMgz+5R0Qyx%$;%fpc1bnW&;{Bv|9d5(1~sa>iND zH6e(?tl9TZi6UAI2&KmY=OQJDiJ%=(l{SoECx`{krlbvmMasRbyzt|M2C{ACC=UNS zj`Z`^Vu6boWtP3t(2iP28!O|Cq($p>`Mc?FME4ngvyzF|EO7F9O9*g{$qDU}Zh>p$ zjViyddginAUZv$7V<}2n;B1kj^;iW;Bv!z^&dT_}ah5741uAN6?U4Ia2qo0(E;NV^ zk7V_eL@CQQf&d7mrYzFi$?vE9sSV*4c$SuRQBf^$_HzI21-Q7o$cXM|CJLBGVNKEm zxG#K;zm>z=atwp6<>9zvZBv@K?Q7Wcx?jf9V@H?QM~1dZh>fsBH~feXJ+E&z%hFfc z7u`3IaojC$F;x$qd~tSd-eMHVpGRpUjvfBP;h89%cKq-Xsv5(yXAu_?t zvH=wEPGSuzYYoXsnWHuZM9I2a#L4RxIE69O>XZ;lTU$PVR0<>EtWf&c6UXmT&iQn0 zEo%@HjnT^)A1Cw39NZou#6{)P2!vK#j47vKR0BUb6c}vP8e^PW)Hw(xx2CAFOBb*L z`e22~v1L8*P_OSD*2CRrDjI0mffh;u)biq=GANy)nXEmBHI+&u zV9`dkvP~NGd&WJ3=Ec3eL3Oj|tqnq1MgijNrh|z$=Cvw#DA67p4Wj7N=P7Tca8gvb zRTyX(-?Ni(Y)nj8uK_56uV`z0;L^*C{-ig!+AVmM$=h#3vS`aus;wd4^GGyOR=-n# z3*T1^&GvFrNI%n#kdKj})MCT%mq^o))}bq3JZG@ZhZ6PR_?2EWiD zltN^or(M=HZF6PI1QJ!W=hbD0y+24rNd21DhK1r-o-2;PMR5!h+?pIAvMQVD9THu)Vo(MmL zk|U!}Eh?h`CXIkci=SB;hp)XJL)YDa%FvLbZuPviMib2EVk@aT$`Z4;WEa%y$ez`v zG-}nwLsxbOLMW+V*_ar2_9dw=rTmU>%_{5N(k|JLnzd=1_}pjNa*E;=%=2jT-|#zi z3P$;D;R0MsE<~aGw|;(Vs3YbEv+jU20&IB;yfJOw1EG{r(Q~DNc0K3WmI%+Lumcur zoQvABz@5|rT#x)5giFr{DkLN+C2o9~K^I0III1az+NQ>=R{Hu{P>2LdaFn=1lCBM# zMo`a-#*KGr0gjf>4gp^pfl}5T^(*TPuWt-=gU}qz_4X?R1L!(!3k>r0QTKtX(BzPU=)qAt)f8gRuQ#ASg~;KxL% zk@wL-0-{K0UM32qSy5KjU(~F=1;HeW5O;N9{Yzht&W)$I>*n|broQw~83kf%`;E!i zYYe~5g0J^Y;iF5ilX6~_3t~e1(wv@FFIjm#pVFn|eg$Ciwp&pjAGZ{SnZwgYxiUK- zh)J0=0tLetP*f`yl={Uf>{{kaYzlD7oS~^mEM!aet#!_R4KOWmrUaK3%Y%RcDq5_S zGy-i1a3^&hxC((NgjsA#K;G~dX zOUoinT3+wB%=t%;xm|7hZa&lOd=8y zOsMGqg6F*OYyV1-$3M#5FY?UVI$P01-mUC!jy)7W`5-2S1uhrhI18L_3~iPQ$Nf}O z?p3b1;h} zT~Sig=8C<{$P;QH4RVVnqr78@C@b_Uy0Tda?0@(FG^@}pU&fhjIdgJ8AqYYlGCy={ z)-n^P(DAexff0C?1wz@L1-gM-2| z^2^Q_YrY8H2hI`1M27|F{yrTg0y5}z`iOSbVS$s70&XlyE`+dtF#_DOTHs8kAAkZ6 zGQ!D|jgV)uRAD%ZBCLJUOG^*WTAj@XqH2X_yyMt>Y#S_yfzd=<1UbsUmSIc?{K$CEZIIWh;s|P^_^{|2%`&;& zS`pw%GSKXtRH84I3u0pPvk3Qr%NqvS-ou&eGW`{{U!1lrd>hk9}LFN#nf zJ&tCrme-K|&ih9NN4BJOS=zN0(XHA>S&gr;&1oB4&P9q+S6kc4{4@nPC84&i0JbQq z3?a&9`Gi0+Kab}0G^W0ByV`C@p0>2Iw7ks%r++19&g@TqjKzZo>~&kMdiH*_B;g0` zaf!JXGRi|Epq_pYeHNNJ$=0<1n58cYr5VH|Vy`CzHKoio8kDK!xC9=ed*;aup;RMP z`7CfKEFVk|lhOhM3!&8eK&>0u2MdH!)#$Duu@*R@-LP2TioA8%A8sL(hNmbJT-Hv? zNG)d&lLA7?L^Cs#t7IdLQXjY=$J8>+thSjM5K1X%@@*+TC7PpmSyI9y8v>lt-IXC) zx67%U5QUgpeV05M_(-4g%I%CckcKrcBfycf(jJ|x1#)R3eVq}GeXj(Bva}DJ5XLL5 z4iBR`yvlwLx6e>UE%%RVF^GvgWG(Zkd;1OmAdzTk1)5Y~VY(Hf&{xkqGQy}^>dFeI ze<=gO`S9xZS^8^Qwj-ra=@;`lTde~^sjhj-{E%kqb!Xm9ZtpYKXzLQ3nMT0z-Z-}f z#|9cjsgS+**WaApo>Gt%M2EsygBE7pM?!5!TFJc@xF-J@U=*=2 zuXr#`pR!LhTC_r5<3V1NrUdapYss0D%+EXPF69F!(IhJ+z`3s3AlP=lbEREQL86zT zdsJBnWugZ$;n%*xv$_2GLZ~EzrSOF(vj7JG>t6PX^g|g4r4|iHUbhiDSC}95$-yiT zn-83luP2xSp&S-%pb;2Cl!-#Q%t1^v2xaJ|=&oO>x)2H#0gksUMp2y36MZaf&&X{y zzK&TSloG%1flxvuSlGAES~lo)xGZq3GCgIAD;79i`$<0&AGAgxh_gaO97A6lh5W`T zEtvZaZD4yAI6$bOhubFiyW#WQFN-E*%liW2v#-WBf!INSV(m)B>mbS!4n| z2ce82ocfku$HrfIBl<78*zAKeJcKjXWzq-~7C4&#N6Ttfll(p<51dEy?(#9>0)LS` z)A=}x1x`Q_)VN4<=@(hIsMl4$51kx>a`D|!wk(CL{}L8Bt#bBvBPUo0wWtu*g#l;Y zFq=gMXwd>!@E-=;n9fgTKBzu$P3@Wvsq~Dq{2?nZfP}*49CcesF27tbbqkLLFBEX* z2xk5JI}%W~JUN3JS(QiT{9)4wxW<8rLTM^rd=N_A0;gSP5NP!MD}7$6ASUFjI;n%0 z06=y12mo`zx+sdsfs#{M3mkLcI}>?pK5)kUNed>pmJ}%F!7_Z^^#Fjur(6LK7LLeb592Pa*S?P1&XQQU9)6JIdtCq{VbzDKv-) z^?@@Yf@^(lHc`p~2iW)TvJlEp*mt&;Yj@p=xjnnwWy>grV)s5^QVW(;8-&v011FQX z6Y9UI>d$b<}t-Qz?Q2Zi~x7-_1N(jAI88Xmll2#8WoW{O+iPiE|?UCM{1=q z>xX5bmYVFk)`k(_jHKH1Fp9Du01RVcP$_0sJ3O@m;P8h&=xj@mPL)>GszsF7BmurP z;h<6z!J>^f>LH)Wdt_mzE(m2r%E;ff{>HJnzUcwf0)$eC<%UqI!h_ka>mAU;rwt#t zGI_ZGo?!~P$MKuA#)dkK8y2|ipyr;%=~r4<;EXxtBD&A{iV~(wVP<3x7zLrmK!_wU ztqr#M>tvAa_j;EDwZK8B3Lekd1d$+Vcm%j03tWq60)~S2#a1nF?3rDb+I&XKSPA`% z1OSl~^RSeq(N#|6G2~kDK`0Xkgi?=Bkh@bj1U8j~-2#{G#eK{gRjbz4kRAb3E1RQB z7WO@Y>2KZPtXk;jo2wfr)>aTHLl?fsDR*&ukIq+-cd_AhugAb;Pbsb&JUhdaGZr{Q zu@?-XwD`bDKHhJE3*`yR@>vSJ{r?vM4nmO7pbP^X5}uS2!#J901nd?#(+94kZw*Sk zcpEO4{9ftpOMkLKC=KlzQ>OHxL$q7e@>QvrVSv+8CF|GjcBK(0Izp~7IC+~@tOSJ8 z5E?aYVg1;#^mjeMcTUWlZ*ozu(o)X81kp-rt?8lc5(wmw2`nBu2mq+AT5a)xi&f?} zy-}@*!pRJ4TSaq5Rzo_MTc<@k!omQwLOyt#2St}J2CRy=i`*Oyfyfq zkjZq~yKY9;=F_qcGGop7z=cC7wXcpe0?si^TURS}K!A%|N@&Wx5K5JiPOH@vB9ytX zjD4K#{jPnEv-B#;yiyi8%bHh&9@37_0#`y$)i#2%QgJd(oG+477}LfzIA>oFIrb@+ zEU!cS^nF8_cSSR{s6e0m#EDCN7X@&er4gAbrF zISH#0)Zr3hrIP5sClrKIK8#m@Be_|aASR^;k$X8V0nQVJQjmN-;p8swV>E3H3KytB z`XK1=hIWXyPur_h!XrC{)SnAVjzr$_y$}W~g&?WpU_FRpp84SWmHo}DwvDCb{Yj+- z5&YP&#UZ3jQQMf8WF}g%k^<)8W6@&IJ@^0spzqvs`JfwdWG)T)S|jBz8zh5U+tLEv zngtF*EUyL5=by;>z{#!@q_4A*u*i{TKL`EiT@Y4Sh@h#|y>%N#p7Zm?Jw`R;Hwk$u zqv0o%KW}g%@01R{?~k$Y@WVP@fLSytcyzcdgy1Hlq^Rw;)2N33txevhR zcl?ghPTIWy%Y*}}q!0}NR6d`fth!Jx#yI%+@y_}%5EE+P4AVGMnJc~F#=rPp3=N7z{xwT`*(g0vng$qy7Tgu zfFp(?v5WwhR}o@@%hqFd)8Rk+0FM9fPdWHSlaCE(gs(}NFX|eJEXIZOYoy-KvaZ~j zt|>@75K6-W$27F>ciyfB^07pr^qr+qS2qBlIXmMlXWaKhf>3hS2#yrTN+yU&X}Fl> z<=CQh$%!Lu+8Tj2c3d~v4ijdvOADMf9>xK>EEYJvz9^0@K5*r#)N{N!ec)(6q6iX` zZD^B9FwFLjW!=(*daf_r?Tpf*Im2%P{%I}PkAXMyR7!rM+IXD-X37x@T-TPZ*5DIX z39cx__5nZ!pQU{v+QB68ha%?M5z7ss)auuX6=+P(PS;Gg2i@|K+ft*F!$iROzy+^A zok_}l-~u6(Igc1eos#R*wmdwv%=DvH?`)$k{N1Ct9;ANL%)eTQCu5;&$Zh-?~ zZ1a7P+!*)vqU)4X{e5x?$R5F5wZI9`!nPnLitnf=h)GBk$})npi$tRlv@ZrlE@m58 zhJI@2OIb1m4BY}pnO7x^fWz9+f`UcpRwXi5SbmKnS&X11+8JvR;LLYL=AkEu3A=}I zbqBzxqgE|&L1_fCzxp|5;X@Rk;}D)eFhPx^aOH4~X%~W<3#JM$som#IuV95K6@YM}DqU?NKOOI@q$xWg3BE>~-9< zt|3Yf5vo<;+gCSZPaiFoL8I4JUzL2$7w>53+UxA?xQN2(bPHU|+TcV`8b{W*59x{7t?Q1Up@#W7^s%oEUTi- z?lmn~l1fLGEI|U{0d91SE3HO>P?if~VjSq%cTPay4`AjjFkra_9r=qt!+aKiBJHrB zd6VQzBfwcgI1O;Nmx@AyW68@<8qMbwc?5Gu9yn#bDa$>3|Czw#N+VE;T9k|OU}>zS zmJ+irt>Ndn{*>@#vR4^$Gp`^KjRy9;{WsMaI)>)>Umej$GDt=!c^n|u;)_dBG0;eV}CZ9^jhadLj<@G zK3yrJ*6Gc)oTy5Es}N?Zr-Tn&Wnd5h(5y|n`=pVo=>GpjfD@t+-1LAP+UKx_{T4VC zL78t#`C`}ZFBye$?BBnD+Ff@lztw(lm;Xke02ikls6HN1N2gkDnFTmyVO1;^xU!@% zfvgW)(ShQxglsVWfB_Z{zZJu-(NxH$t&(%TfvB?+U0b)I`?M{59iDm3pnQ!VR?;S; zXx+6np+<5mJ|_$FsPw1WD<1k5!_K9K2(?0Ma zj?=U1`2D45hU{0K99~)t+3ozh7{3075>=JAz%^$IYk=N|B8UmyGl=5Zm2)dp!Gfrm zRyu^zSBJ|7&bIe@5_!}4Vn?~;7C1MAGOw%H13Y_HOO{*zJ#rlN>0xnO5hVpUR}nje zQk!p90WjxDEWE4U0mB04;fL~hBQ0>2a<*z11cZ$$gQ)=5m@X;6(LK}gJSUX^=ktLR zi6ELBMpAb$R~$obz`eM@C=5KU@N3ZWz(JIPX3g)}ZTxohBOm4$n*{>MK35c{{jfnO z3lC%S-ga1hYKE>0cG$C&&89w>wzEct9ip=9b5X&$&7uEK4S5$gk|3*yA`%K6LK{1I{iE{ECrNEQ*x z<2OqCs5YQdC}c_Bb5;;SDfAffPI3rvoTj~HAGmZLRr>nOvSsTGVYtd@%C$ts=6#F; zQgNcs7)A-96vlmu0>t&a+%;L9M=;m(z*!VCY$Z8F)*0Z)AzbQTTb$q3p$1-n5 zp|lBb+CFc627%do?&dFrxMl!yJaa)Xrv9wtdj6S>uxull2eO0(P7my|ToyPX7{S=Q zziZQGay{1Oq}wveQQ;?NvGM`o5K5T`&K5w*0R_#;BfzbB{{KLAWCZJ9_DW|tgPur1 zOpw9h{1&(ZDy8^0(d#8h7r=_Z5@|h?U%w4=_y44*-e-Xmq8w&DBr+M8MeT4D&Fkd? zHN+hqO8NXbb2D&SUr^7B;!GNW^!JKAw@Rr)LS+JZ0ZwmU6yp^$Iq_@@x=i?W{e-n` zDz@Kc9=Hb3YzAol9HdMao7TD8Y^;*LJ^xyx$bQcN^2BKxd#-#8`kEkI@dw` z5m+YFK}E=Bv^<_1c`Z4C5K80FUSSAjFp|n)fujd>*)#$+!QAdkY5Z#c%_;!VeXg*S z4PJeXv#UlTW1|51%mvTTAe7vFYD$%o7Px$0^}JX;>a()6xRfrWkO*N+gVy3QqY116 zT=tjrY4FOc?DZIZcUw}zprmD{YOg!LN2|l; z%28JF$SHI*qe;j5^=jIM2&(eQcntq@b)LEj0MNZ{yY;@Z5K3#aw&|=W+uZN3>y%Tm z{e2%q&lzX9`=n855R*2z!pDztEk(|VG-qajIFe!UB_%>VpyF7CJC+GdklnBLqmqVw z&+0t>=})TVC0vfTz@=8N@aAm?nn;r31^en_Bh^Kjl|h^6Y~pcfj=N=#M_zzKr2=8Y zo0qCy+o>E;C}lSiLCoh-`kYpcG1FH1rBuIc8>H0&m(87IDT5c;G=Ef^X(dzOm)|@_ z9&3$d=CR_lqdkXZ+*1o&wmq@W9-%QY!FH-h$jqN&8{hCIRQmhP^(C25!TQZviCPYq z)dHv0uZN6h;eSM!%xL)9>(w$VDZsT5#6%aa5C7$dFnjMkMU7>HnCR`hwA?NsnE5RP z##vZcVyu7pt1$hoJJ4l=KXX2CO7o@ylCGzSDjfjU0;lX9zOd#R3Hl+#0w)!NR8X@B zDmqHWF>egPkMk!l)OL|KL;Vo9q{ zQG6F)tE*O{_v|O3eqt1x-u6y(tX^HdD@3tgC@|7Fk}MJ*Vs88$0-PN}=@Z~+lW85I z(SQ)bn4?}rYLo^)O6F#Hrrp;U7jZtY)_&wxWIeEpUy&SkhS~S|d_V8qd6u$9qA1oh zJDQ@+CJ+)@b;Hw99UMa6`6McGSqP;DTeqUh0?D9xI zsWyv3Y52wvO_b73C!DE3mNNaB< zT^`P^ZRNtP)@@y1R^p90~cRn zmIYKTFg?6|M46vuw7}^Wm)^6Vq*(mj?_QufG6Jzw$H1kRsh3s|LYYqZ@`5iVD!c(G z)=rB-Oq@cOBNc;IiTc-e9Z(ppD2`<)X^yC{#}{DME|*3?6W|n-c;No+W=7nCx!fC@ zNhZHp);z<&dNt;HTa^kMDY8u$IHgZ6vgLv6ebPB$^)mvX(tHTof>G22mr=e)>R(|N zQln4;r~by<(*4m;1_VoRMNusZt52!xUkJ$qC#`kPv=~{xTJV7j z@&&fBjwM|=?0sr>={QwN+&QMHP}E3S0j=Y1BLmWC+tIkH)FTS(+xmehG> zUsopugpy6l&5?nEZZB`nRZ$o!|=y>lfzx3Xlsk&L|u5-ph@zeZ6{_W4NgjMgUP)r&;8`OAr&Er6aGh-d+$Bx(}cByT7OA zSqp{9M*0T_X$*Q4!TyXagtGXo%xR`<6sruT-Uk56^S272^a|#RCD1&FNeAq0gen%i z5j)$I;N%*ztYx8=)9>?9@vhnt;DVa6bby@0GHSPWUMZjr`X%)XX7`X_2qh`2K`6ax zSXzKk`Ymuoc%=%HJo+uE+xu?fh`@+hO_2Jz%zN}$Zq-&SduxCNF6ccn`+PBn^12v7 z*||ncfiH}-f<7275zN!u`G%~%XS!8!C5S+EUC6V4W67}dshAym;MGf>d72M4E_27pR+ zS))+OCZqsI(g^5`q7W)WM&1j6KnSI;UwMbJza@R(^8V-fNNfUWgb2ypENb8XE{=Wj zA1$4sOrZA8mkD;{Bn5Jyttm!umhUjPz&R`fB57jr@L@EjCJhCS0w-iPLH&R&6h)cO zTv-bo<7?LzY44`e->)(dta3)ZpVgACtedO9`m26Ad!k}84)qX$lhriF4%jUO?z8gd>>^GV~mi}=t!6H!c z94fz&^OtYG@4#Y#qi666DMJUJayjXS{drCb2qk5# zT%`N0M0vRUrn*T4lU`m%r*cCmtv+xha7cCa2pZ$#&gQL*tFpP~g_S$mkCHOWq<6z( zAe3dJP$}g#=%Q7CYvBNv&m!}{xvYi-gAs88+_FF@^Rl^6UlO{IZ@?Y_PN~bHy;QaM z#zk+vmP*6R+Tc`rv78xggj?W5vx)sT|1JQad&lY8d(kz5MuTb}^Y%ps;S8RKL|R`) z3mgjxqhskk@hn2<3R>Xmqob&<3Q$e~#T@rV4O?15RIQePwCaq5?#t|1$3DT>Lmbr6 zZh&LXCZ&CWKg2su;zf?$)3;AuX2nuCetk zr?P~S&oV4uuO`5Cbz|Tum!s#*oqC0QHCp}K-}eF3M@LcVXVP7mopkpRbbrv9c>7sb zxKGd@$@k@ujibm=Y(^}Ek`v$@N?&UNX?x%-^_$8ENZ(u9Pfrk&)Vk;hOk@ZxWj2-) z3JS{{7FG)!5mtjNaIgztHY{_bMRoS<)4^oSVP6oF#60^svOy?`0Jl;;aB+7xhOWB- zQ(wOgF3reEA;1+DIDZ~EJwl8~M4{1l`a+m5Lf5ty5K6&(`{SYj03ZNKL_t))+(fm& z8H^IStxN((TRUl;%%b*K;1ET85EH#lF2r>^5K1b*RVqNUiRSz~Dm^`B+o5EEQ1Y6x z{QVHdHj2_YqMT`#XY?>4T({($2!Spr_eVgbA`^>R4-VRm5FyV<@CdUR4Fq&k9_hP+-PKFiZ z$rRusLnyXLaL%y_-TMl^M=4BZ^K$jGo{jmvd$Dx*5Pz%f9EC#>qzl@dWe7<3OiP*q ziK?o)_koD4buYXwHNm;dP|~2;-nuyoi9#84hB?khOFtu`BxT9CR91nSkxwC*B#IKx zZh-sgS>OPZhvev_fKUeez$J+pp({xWO-jiKTt@UV3fWi9| ze)04~(|(psBY^Z7qy^4%aOCA#a#-NXLjKk~_XXH;^B=Y>1UQ43jQhBpm@Ki(RdyD@GMBVINktVc z>)R`A8hdM777Lt|G1{EpzIj91IO&5|iL;?A{V7 z-^%bhu6oUevNGCvw0wEs0Hg0ZY}2r?sRFAZ;I+#4Y5SJfH799mux>kiog>waVFg7f z4aLRLNg=?6`oN`rE2@8h5D8g)C4Jy@e;s;oI3~H&*02!DtS%Qr;yWOi#by;Q91I+_ z3T@ythjMdWejhlx5jJb(vedKnYZf?{&?%BcYR9O?%vN4fndn2>W;S#857}b%F$qZIZ5QC^XKf8R9j=#&TzOMC3tXP}D}RTMt|EDZOL? z$9iHQa7rFF=bSdL6-qD5T*}FCFQEI9OK2pienOX9Y-4Pe)B5dL%DRQM)%x2}_Q*NX z!ZUM;xwZO~9Ge2D{qP3>fX4Jx`Sx@oN@A-IsO3CbjwqC7-Q?M+;Hn6*xl-Pf2QH3_ zI=nmr%FQ8zZXeL49ZZni9 z@fB7GLYY>c_v0iN;6i=ipyzIi(#0e-DP^T)Tf{t@|5!e8Wg>4~fJ4DR2f*E|Of~yL zZ33JnhzW{`K5)gAn$x7(PME`|g=_+xLl`R4M5G^NE=?KLF47RPLfyDSf|!)CKrQTh z1kGtpNX_~;a?{V-ZzK->UhF-o(qrSc9fbaMH?*@B1U zB-Gp_Q3j8b5_#Dul!h+_g=8_CMQ#NOvA~7EW`eX(C4@Qsw8tqZ)$OCY+-~*>XZY(svXAingI}I@n zWp5?U`VzRd^ZUJJ+NaJ_Hz__V!Fz-Z8WS)F1LlHk->|@`_tGE{p&HaOKFcx>XiO}~ zHsz!4P;XS`nFEHOwP}G137HL8#)9mt&N-X6!9+K9o^=!f5v(uC+Oo}?cBi+d6g=<; zHv=GfXN6v_MQY0em;DXFP#Q`*(r%tcAYWf{KXoYmY!q59BDw!$#8!8p5!nQdFW^d@ z;cVWn7*}{J=CfCkDlAG28?|DAD>3hc5Nb5d5Lb?XaTGRqK54`Bfs3{COTTk@1UTP0 zY{J&94*~#Kebdil^)r8_DE&A=D2?dp44o7fI0esZc^Fpv7Nz;lBtz(O;4Y!n5Q$(9 zWZ4Hx8UfV@t_=t!HHpi^g!a>|r8gj{u{vf&Dn?&a8ab5#bEX%+v7P9Ha6iTiU6H2w36U0QMvC}5R_Za56-%; z^JXQ4u~vNGGy%>U#H4IWCk|4r3mkekBdBA-Sm-=I@T85iSCN_|ic-%m(5HVo*RMz1 zT?E=wqEN0J+f?XZ9LU3y!U7jXkrc+DnR?~mGm|?HRWB!J*~3dGioIt&Y*h;!2chJX zW9!w3bgtWGhbIc9FW5$;Gn}4wRDZIv%%5L?b3z(|>(9nMPXbK^WW7F-6xVYNaDV`( zMpF!hR0&>ybF?Fg04zb%zKl^!BXwHpu+J&G1+LJ5y1TM$1pF0}{f_ zeLSY;HB>;y5dY8{>4->H*R2>{d+}(|2VIglI z?8X3yh%8#d2QKba*NQ$)F%8qsj8E|#N+rSV%L6x8;6?m1UT~HzmT65 z=GZmXj%O5&hJ7Cci1j?*ecB3 zJPVbFP|^*GT;?{BoZ-w9oLd~>Sz%MFZo_L{hsQp43)@e%f557zKf~xl)&aJB5b4&n zJZfWSr?oH20_M!rwhb~gpArZ&BJ3g1y>(Clj{5D`%G;P+hl6sV-FbW@IAaaktiJ#n zCr0xN*821`0_yp|9LzrDhA&YzM}Zc&=FAKL1m<}{fO5v(7YZ9SXeDs_p&D-PmSq;; zIz~p+A9M>Gg-|kmHTL#6_6rvZ!=&x2kwbz@%pfLeXFP3b_s%_dKgPfECAByiJDVlY zs8{QNsCz7MIXWfxNiCB*w5;V!3t}>P$2ZWs^Q^FYgX(9_1WIKgpSE(#5yYegD;|e7 zDIk=IQLTVL?^$PI=0`uo;FVXk)LoULqJdo42@GQ5gfa#TkdgM4DEbtu8#NY$1u;?j z!JhAJD66FpoWE#c*bqwOPFoaDHIcX8tiWTp{0+KKKLe|7czRLD^3JT5WkZnGF1wHj zPEyM)9X*1*Z+-(?a@{LlWuy_Xx5MvC<)V=<1D*5`N@Nsltq8XR^Nu@s(tlZ!5!5#sXIc=3t??tH`xh>Fu*sQhW^Y z)3Ir-A188!f!2p(^|NoXmfiZE_W=MBEscO`fzJ=I1S}`aM8s+(U{9z8t~r|va05a0 zT3VwGd&&y-8NB(4S|Oic$=lFjQR@mS!pH6YWTga=M34M`;REj;=tj(_6gc=UJQK^WZS zVXEv9$Gn~P*3q)~AGcBkC&1|tN?LIu5NB&>8*__-m-&sbbalS?u z+|lMtA2=otTmXd9r{O#D7au~`)@|7GuA3n@Ig3`n6{(KTk4MT&ADo!I?ChjQx&wS< zVJg}^)5Ove;!e%kUK<1I#3~PA;TQDP06AeAc^&qvkf#m`n+&qR1q3lM4!N@aCvB1e zPgCZtdN2)KmPJNoy4JaVeVQw%PPB{q+@Zdn+-A(wtK!?s`M@O&j{sMz0Vr>QQ&9yT z?O&v>U-q@GNa$ma(#Ua32;*1I2QG~o))*g4zvzj4yUG3#0^JI-STf9>R1z_D=65w4 zrf^DLns;mh`qs5+Gv800EEc%j${jldIH|;_GZ0GW-V%AwJ6l^2g;GQ<(B}O1Shqxo zZ*B-J1BB9TQI&{#iFcE=Pl1S!@h+Cn5}u^PlA{aha(!($)21#4gYi|9UWi!+fo&o>J@FDR|5 zjOEI8rnb18xIMDc+lN!%{8ssW@$ez+zxiF+c&Mlcr$C<;us6PvY*T=h{p7L0#gW2@ z0njELgFB8Q)ePn~}7+l)D3uBDV2 zay_}7r;`kqZ}n%?h<`UBnq(AvjU$c7vQi838^KWei{#v_Mz)ETENzLf&Nod-Bw0fs;z1%qK+0aS<>~@g?;{o|R{GNei5f z!EKw0dFgbOXj6b|tG{hQC`~~pUtf}6(){cTOId*8*+)?!cv`JhKK&>+r)<7k6uRe1 z*`c|{DDOuGF=3vc)R}^_Lg$A^pwR`=RxHdy07^pgw9c_Fd>-?=cj4&YeAsMDUsv>u zl|=-Mmn7vky9G`aob+0CfzN1`CpJZp{++Csq#4A&g&+e~1kEBV*ZRTGNh82XA2>@y zog$w|Y}~_@H>eEcO$e|Dvb4ZitZYIQYr~;MDO>^q`o!{hZf?p5VqyzL%{_;%&2G`* zyG&SaH>pfuYJt-Qxa@i9p`rMvK!N7k7GhQ4gyD|it@}(GWi$$~&n`@eRM~%rzOnvJP^E&sQ73f#k31X}#{|#Z~I3GBV z1&-#vv%cCDhERs45ukn=-m)bva4ug)s^DRnA$`4;giscd@&X`~jRv9)mjLH!*VDJo zji;z%;i}IDq09r5xFD3-{Yk_0fpaoIpb$!T_41xr-SdmSE{|X(>ld(Cb;`D5Dc8o{ z8`g9{yA}wg!L&=Iv`1+aMAQQ3fKa;XWAY!mqV+kIf%GQ}!m9|LVy@NAZ-1xW5v5IQ zV-cKlKGCBoI_uS&Dfo~1hxd>wn(E)IPCCOX((oraLE70Wax3%d{>grTxk>L^_OE`9D zb(VrF9fdL{!|&O=CY23RfK!7*xqa12QbZIQaxC?Fi_{yO1;Ri#0bvkIz5ud@)UjgV zl-xdKwL~VK9Y;^2Z55^t?->UHe$uf|%rifK zp7eE@_A;qg5EkojI3w*Mr^U!iZ772n#dp5G@_9@JI6=-ZR&dhl@)A)Jv$<#ibt-W6 zGV?yKYv8iWvF>HBVA|yGvnkd%-jO|HHHC|CDBx}GDjdl`b@GRj^P59B*z&-!k3c3=fpZV{%JEGh zK}=2>0Zv-r6tgyyVcubZYXw4i%CElJ_$`&g>=4S3D3opiF4y3MSm3h1O3}#jIr~MA znrC4Ur4O8wfpPcI#+)f(T-!qN6u~PM5(4 z&dxlM`5xk{qkn&#Ae2^8rmD>X=eLLgNY}R_1ajly7Jyo_z`1?kS|4LhDWx>bb*8vi z2%afl0UtQk!c>yM2!X(~0l9Wrb~s^HSM-HxYngLN31Y(BBGLdME_kT0y~Dh3J|RLE z5=uiT1%Xg{gy@L3zy)itLwOc1YR>nycbk)vibz1YF zG34O!lBGqqKcV?a3j+p42WWd+J}!z6oK_Dx*E-g&CDmJmZYz)L`QFC5?R)Y$>JPf* zJU^pz1yjhoaaiCwH=dHNg~vhh{lxHri&6`hVggnya7>gW!vg0DGQhux{tGWA)#Va# z0p%RL;wqf}Hy=e5MOb)bFOGinBg6+nTkJv<%DVsoE^KlzWxbK=Gzg`~2hORj@O4pY zF*F#HGB!FK)l(-|RsbS{92ik3iMBEqsPbo){UUS8`fgecVv^0l?(N&P`ob-6Z3UjN z!9sxcn26;d%UJ8{*jom<1&po(E`W!7ZM2dHPBK3>3!E|LVFF!!Y|Q9~3N!Us7=^IN zct0&`t4{g4448ufRxo=rE(jkp7CIxx_}du7F?))Vh^g2&8>o3T>u0{p$u14 zMFx*y)XON66>>o+4PUFGI#*O~rv)w-2z(YeQPku0w~HdU=Dco!V^d{0s5(51`si_G z{0fwqzAq5Cy|y1GWG++&2xM8eu<62JS+tf7_Sga$N;n;96|kqf=JS?!{}Imk>s#7a z7P%I6f;8F{m&@`Q#51c)Si4)>f_C4f_w4);pubgc_weNqgFd;KROhQhXGFaz= z2$SdYlaY}Z8_IXRo+1yNs~@4-AiWQ^L%8IDM6{(=s1Ip7&yge{BKcT^1h}6%gp!cYH%TWQqTFaG#^nnYY z+Ff_z_$U7{zme1tSf4}*I2e}YB-b3XP!TL5074leL|JckJTG%ihfs!SYx6z-$VWbm z@&Ejf^v7IDWC>y-En5M;W!83WJ}vq65)ev$oQgC8eh4M$XQ%}(bUstEj7RBwa@H=9 zz1tzcwY!c=`6sqO*8UN}v19e>qHLaP7g%v0IB9@$`uod5W)*A@lj58;kQ9XkXYH2p zu60Xg6tSodeVmJM{{cR5E(@II16NjY(7kOtn$y#0jE@&T+E8dTu!pX1BtCG$Nc#Y`5E1?7%e!G?~yq}<2c>7SCDUdV&#FW#1Qo*&DWrb#?&O1jvYhC znlS?xHlx+e8~-j)4cr@ z$(mrb6(6`}Q-yhjqKG3zM^ed;J7_-{i|M$h5e7R2f2aNC}Dw{`N3VJ-K@_MzzI&);2_Fb;q51EFk>6C}6OGljO2lsKOO`*XDu#3VpFFUcrU{7@ZP zQ&d^0@KGplhKuN z;TAZQoOjjXRRDnIOpz(al!rrD z5R+taQ4OTSk!>Hd2y-k6@%RaFbRLy~QiYapOY?7z!O&B$#?Vu*=8J1qt+GCF@;;JA zfLoh6Gtm}=(kBG8X@L_cA~E^|xP&l@YA~QM3uy3E^+71xo$|SY6GHK&Df|(a2}0SH z=CbvNq;s+7^fQVo^2?Sc;0-q;}3MH}4T16j^U0V!KLXa-T^%g8}iXfBi*PJrQ z2u2eeRW)+<#}MF3`gj)5ewqg^Pt;y?A^n~ps#epV^~b3b3mmPhq%z+KYO;(za3-=y zn=_Gv=e5?E^OKH#tz;C+yw6Vr2xT7SQIGZ|vPs^YO%IRA#bi@w%nch-N5rDEzYkPn ztcPFca)ubbWu%;QvI^yoo3ce663tKkmKETFm?-TtmLp>_xyQ|FakPd7FMFtE?*tB* zN6sfIT1Cye7?4Il^`G*?BZ{VMhm^aHpoGuLL01Bvn^VwyTtTua9-Ik3v)>ILI1NG> zMa-DfHk8Hz0Lk1OU)DvsMO!0%%;$IS!v1&vp1Vq$WzyPzt!(b=`O|o>p;ld*Z_7h% z`GA%@WKH-@KyV<6u8{W;A2<#|X${X$_72ZG^d*niwds|C!SwIYkXe|uzzHePmU#zi z?$A&Oew!A!<+3{Gwnb*z!i75c&$y6%l8Rjfs_7hN>CDJ z19Vy7$V5yQ7Eqzdk%QiY${f+(jL1$L^BB1C%VHsn5UX{xk3ssIT^m9DHG;6*q1qq^ zgi_!6ONEoAXA~F6h7u!Wvk*$#GnENqBBu%!_De!2ExF&ylA1<9hftQ&>Mc82gp;5R zR@bsNo5mPNG`$C)9iR*oKsAhk3|1t4N^OUmx$c)pZXQde^b7gqvmlZM@pxL`pfNiE zRQMVNjB^`ND9esPOHnA3#PBaEf|vl@94IVscAs4UZV08v2TpIc@7(jS_9ZVx|M?e~ zWo-~j>G)sb9fU@6wJC61)J{N~AS%|7GQK&C0h|Qa001BWNklxB8Y{LM?Ib*;)1IEN>3>YwA z%wu3+V9lGiX6C&CKNAcdW8gh(u#LG`l5)#h_Z3!KPnhT{oD|1Nf+3RG@anStvyUi72rS`K>Ao zBaqqygd1-7_3ZUG#9!&UL`L(?WBu;qh7^5s+a%X8@x3y`tbP}TK{vZzNftQcx_2oH z95aV_WlDGnFXH>q*9oNO;?RTKJdpUI}e|{1!lo>5>viltN z?9pjkVS&qEMj&br)cA=q_+>?&I&fOgD7ZxE71MEJYb%??M5p-i;_c7G+|9S*&^z9x zPnVR(V61d3t?bpYFz8Uf2Zkh7p#oJogY0?g4c2jJ3n0~g_>a~G z&ojZvnY=jZLR`pOa4#PMrNf`5n@xU}Fd5VApx1r-A)5*Q3Da0GmT zWl%LoI+K$)^!9h*;t&3Uc3(4zM#a2(={@_kbB&9=i zg{+^W03Fgc2YlqV3?1n2xE zvrw|M#xZa*7fP`*Byyo7&+PtzgK!)tCHVOwg)Q5yDh4i5*zy5R`iDG=Y20m;EnB{TXd2&`@yvQYA_O{bd{2teeT=|-+6X0cqdcqD%`N-;%J z=m>3G3mh@;MAsAy(=3!)%Ri61nq?Qt*&A-erN8}gbeEE1!SH;c$i`!8RLr$Aahnm+Bmx;;~4#M_)@ZIiBW06G2 zmBb`}zkC-;x(=Mv?S=|#PuuciLW3%9J-jG=KQ{)B*z;I^D5RaAl{>A(<sNRoSVdi>WER$gyVSM5B~t}f8!5P-fG?^=~_!Sla3vhoV@^* zlOnjjNMVRJTIggoUj5=1sC#AY7J{*|z=egpDMp)2Z^}!^VdC;3c@c-+{w^#$^9~G- zToiW3DI-84b~j+PnZDkp9bIA)14lxW$>Y_5i!zBl^2dKD7KrG^6!ZxW3sRe#NqZml zPDpSfK`8>004HdGu|~@JGTLAgy2OW+-NjE8?4-t#_?{8q5_h+11UTUk=!`X2fOF*6 z2oxO@;)6`jg;H5Y!1wXMyWWP4Z+=s&y`WLj+A9z=x%ATloM>M=^5g#j7yaZ1^yx8y zq2*F*&F5Gvri|y_@A+Q(3tl29#{o5&d@n8dMalywElByJk#u(&pR(CvW8lJn$3cK|!Xzf-fknl`#nvPhgCpudeC^Z~S7OgAUP&_? z5_5JO5Xu_hqI(tnMTfnf_LRebQ+pSO`CwzxFMnC{AD#JmT>8>($H0lKVAR;~ACjA4 zmARH%Unu^KZ{>=#bNUvz^g&6($LP$N^tX%)iMO?dZ-4kd1~uRWj4hp!Qfz@t7*GD# zOz2I)+dwl`#;&i%+3uP4d7`fGX=>$<(LA@WT3uR=bq=Z%2WahjZzSzIV(h*)s?TT5HSYqVR+$-|AN&o{0mO}+J~93 z(D=-LSK)ircH4`VrIwW_$Ajc%=mqnDG{E_O$|WetLg~bN+-P+btDpZIwojdm3+zhc zfgzuVvp3v`T`zixoPHC?#!7Slo4fHQ$}Lp;{Lp<(A{R z|FQd8NcQBhoya@dwZ6I}UE;2)#tZJfG`ySf7GM zL1svD1NMnQ8J#_YE+<2p7=%!*aQUPxw%livPXcE!FeZzv4>dS^7}M8Yht+@i=cq&d z_Ea4Oy%8VzE|eQ5PSCek9Ro*pOU4&ar7dVoU2$dV8h(QU&2HSEz-k?>3t4tRvPH%v zIaRtqu;?H9-QR&r6dphKkN?1@O%x}@TibD$CBIinIif4TMeim*Lo7wk*b1QlLRk|0 zw8fUXFJxG^(?xMvW;B&TU1k+?985^u=!`QR%KFk}dQ!}|#DgP)1SfQfjV*Bb1Pw~@ zEscTGomc7WdVBU1&%lZ__?(1q0MMD8h5wDO2bN(*dFzinBNtj7_=IwkI~KA~5=jyh zhmC;)k{CFt=My0y@e;r2zAuTZqse?1xln2gaGWfZT(1%~i3#)Q-bNAwM_KdOBqpp2 zx#szq+)&_pa0o>N43x7_?*(@| z%!)u7MO6XO9Brzyx-F$Q&(Pv3;+5h4EE=A6&0N$Obi^W-KH&Yp#VoPP_ZzVnum;1Mzv2! z_h&;FY1w?y+^>x4U1o5h6uIB~su*Z(5a&FVC@rf1$Lpdpmj{9ep}+6U1x4ORXV1cm zJT-`L3#Vs^T_ikWr19aBP!g^itxxbmOnHiUuavl*lY&e-TeGL97$EtOoQj0JWd!)8 z79tl)Qkl&pF=6%$%IYRVDh61#uW`Uygl(=7R>^AQO(p+%k%^tN1`P#gV+6QZJFvyn zCy74tYMO~Qa8+<}1r=g~|#3qP#glL}n-eXQU2l~mU(9{&B`gSWYf-r|z@A^>Oq z;j_s`Ln(F?&&9;R@dUK3M;=MqmTBHpf!Lx$mHa!rWc&1K06=$PQQjs69SdA!IhACg zq}t-cotQMBD7`XoO9_)MV_ha(X%iyiAB|iuR zyP0c~0>u1Hm^}m}F>oSFZIpqnCrR&4w#crhj!SR3ocA(y^|jddn%7d_J@EFo5Oni3 zwdxo+cCMGtDC$~$cy(@UxTi%p_@=jFzUSerpTW(HgpLcPmri05?VHrAB!s-ACXuWT zoLXC)N5PhA%W;J4LS_q`yhHwH*)75(CWdL&MTim}5Ei1Kc{&Aqp8eZO{Ijx?@ZXdk znXg3d&IO9oQ-ARZocp`agqI|i3vT_xOmuP1EP)pg0KP?^Bg7=aAY*}ZoTPo;D`VZx zI~`g97qu;Y-|1(Pg|DPObC8NRGtNTES+7x&nwVdPvP_7_)=ZA+Vg6JKa1|m}vZfRF z>E2s9V#UH(2yjtKRKf*?vcRPa^l8=eioevLfwS>&%Lr_5!|nD`hv(?@8Jzj6zl<6a z_OtfyD*%wTmN0new|-MZX!4nt=z&dQBB15$r~ih!o(C1fMQy4S4e2bDqqAoLz{mne z#lCp%N$XEO3!GiNs2*CD6+DXVXlFv8BRE zonN{PS;|5ndv`=1+Ix_~MLxf9#5q%dBnHkiW2B|As#PEsnrIp#3*6~X{`cg|h*$7N zdbP7m=@6Vh4xD6aXlJ1$Eu)0eOEU{4Sr0AMqwi}b@$t2jji{!8xQu|Vq9aXjlB9;C zm|)5X5FHD8kh@TV@nBJs&0dgaiLiTDY=P4+BOs)!BsfA1OoGM;aM9*LWzi!U1(PxY zq-#qEHhUc(33DV{O#b#Z&>y76ef!L5jXp9$VA+wmP|7TD0HGn4xss`vHBmwco(3&q zoHZ>U!Nt+d1TCTk$6;n1gE?U2LP`5}2H&uyC2Z6^5ixrlcS`A@S6vnp0&3xkx|+jK zq_R-5uDeu>tY8z5)`hMB$GpeUd0JpN`Dg!)bB`*(T`(^x*C4R~TXuavpEKW-2*+*p zbN__XpZaT@{miGu*H+2!>cIEYWh97mCSgW7nUho5+89NlVmze+i?IL~w&l7MgB^dT z0|NnS^T8A9ix>!>SERtp+CFPlO~t_F>Lt(3`5;g}^Uk+O3E_`M)~tr4(8SxH6oU37WdxKla3Oko_hRpz&%%Kpep9+16|*MNR#JV2+G*Ja zDn$5Bh_cgVlQ1KuOjKt!NQWLU!ED@e0WOqO2l*^;GOrjTGD25DZ*!Az zp^ReFEv&5~ix$V=bAaM(h8&tmUcpis0ZPdvjkA};z>&&3)&$$-;c&80`WUUPrEX1kAZT0Eze$*q zZLk(zqZqiV1h`1v5bytu7T`!XG4H|!0E`w%H1HbP>jYGU9edJ^$KT!xGtsdE93gz# zo)n_yG|C954qV4^aLMa`05gw&0#b*8Lc^=7%|>0zi(^!QJfnm`>>L4(7u2liH(Omn zLW7>t3fhLYt zdVWyTX>jynVXT|O8yC9a;2+bPLAhZb$7WVwySfP~w9GSB0%1{Y(jAc(11Do9JRe)% zc{u*_@VnoeZk{v8BL?%(JKrO2n}aA0DoC5o2ynVdOfm~_nwJU2OK8n8gc}KP8yj2~ zN@GEhb6u4#>p}sPM-rLD#AYGypjAoDH2Jya@NylH=PYaK(r}@S-z(Pwr-*^$SPa!! zlI3&2+t`4=y^Zy+e=Q`>Y<}~e!;js7)0XAf0=Kz|```FO>h_fuxV#R2Io1d(u&ETg z25prGwF#~<0$ijW@B|jP$Ze@JJ)Qh6w7`WETSLoDfh_PT)568tDth2I$rSFECxwW~ z;2snjNlfTQasHXVw2i<*cna9I`?;i@R2mpF_M|HzLq_d|cb&^pM7xk9A37S{K& z0)YiC{Oqk=;M`K7rG|yd^_RVzo2EFM1&;iF>8|Gj02ZEpyOIW8JJZ)a-t3+bi_dyC zfFM4OZj-o3H)hjTLWeBScH67LoYR4bOp3Yp#m`Mz>ZmM~q9jqt^{4;xlkf>mJXiD2 znM>~EB+%(#^7thJ;`xZ;ptu$nT?Rh0r6#*T1i+pPWmqo8Pg&q12GzozS;D#$b|I<* z#~FWz6po6>nk;!|u_B0@#3Y^TfQsj4>WIet2G?r=^!Yr!!jd6}~TVLkPd_bQHpkZ3~>}StZ&(O&3b(?~06bz9$f> zcrKK&MbO-ZQp=w{d}j;Kd=@5;9S_Mc6R0lv$VWBFBIqJFUfTj(dKh_s0N}V}g!I)C z8XK&`D`LwsC6d?*k?Y#rjW=QTiPsw^F#!Ol+tm|3Wyys+Uu$pTG8FN&3$@8*2}wft zT?yE6lHFIOtS5M%q{cbOLYYohlU$H?V~%5f1qE+)Y3VKV>Sp?xtUP1_DaWNVQtBr$ z5eua98}+UeXQ7n2&pwaQHsECo@fu9m>iG7_gk9jdiStrDjHF z&l+2Px!z$O<3j0qDZXj6uHilz5JLS)^4Gg+M%!L?=G`T5B0IDM^%~ExduAPfn+!8BZ&T!}UFCZ=>g{+=Vip!*z9yB~kUkm=l!C zkk2XP9l{a0P(~$jOaulB)%%aKLPsn#}q*xV$%Fw*E1*gl2EvFQdoXN});K*3> z)LE_*0~f7l-uy}_)kILm_36V~Ps#{5y)dh}!JOl|FnY8Fjw+@eWqRk84d9IlL(1;E zU!?B8N@TUbRkm13=9Z7<32$u4nQB#96g21{{ky1Oa$b=AbbG zT%-Y@5`hp0=;&N%fg{tq3I;yfh@^rE|HkkG;T9+Aqua&A(Tg$txW{Ap6|YSHZhZq6 zw8zz|F&ZajMm$*zoT`ifUmMlkz06)h6qL;1pG>B_R@4cig($;0pifvx7CBcK3!IfQ z0%<`w_)K0Dxu`}(-#Pcxfzc;PAl_l*A{M#5#+P#~aLjYaEO1mNGkr4CT@v#tPv*+l zh0+5z;SLz4T2{!rPVZHKY)OGCfT(ZMg_4tnl4u}#A0v$ zs&oao3BCYlEs2T1!y!T(vQI5zOV99mO5eRVK`uPvy?B9PjsgsrGyeLDfFN)n1 z)c%wuJOk|Qm!#6w6AExh&M;PhyZ9LQ+)nZmxaoZ|+Mi|NAkqC9V&Hg6QNH(+xD6Q} z=7(p3iP9@|_H{b3k}2M+d`bBwvMt{J%bhQzf|T7abR?1jMG`91p#e!uB8*iGoIrq! zuOl`CVI8>WrTb#m;g4TX;uCYERcl5yyCFn`-q z(3zd3F5z3?XgC6Geb9$R4Iv@GDdR!`F$3qip;nYiACc-O^_fMSkyTBK6=YBZIIc@u zEICaa`O)`b{;5yH?2R|)ATBQij4)N?*^fO4_!p<$!L-TQbC*{aH=-u;0OEO3Xj;F>dbFk%IH^$Yjlx=V`tQK$)8p!NI`K2cycT)Z zNcJI}xPO4&BXXCWDAG&KWE?AFjzYe59Ae@U|%-3uS5eLhvlbG;= zY2gQz`;mc-Z0LMde$bQw39Hi~tj%wT~Fst71FNu2CZ)P`eKeoLN>+R(`W#K{y7;Z!7rG2f?aD-rOwwgAt=_LKnh$U z0gj68W|YJt3taO49p=#z3!Ib}U?Sp-i29old+* zkx5LV?_}>+SAb&`uQUM~v}avYI{X4PmrZ!giq24iw-uq@r#k^&83FIYDt(dbGU;VS z7C2546QdNTzS50?VwAZHzoZSEyJ1Bxl)81`#9Dv-qP=Rj)g+0D$=DFHTv0}VE8tPj zW^p-$&8~m-ew_NV|CaR2*KA8z001BWNklXKn8`Q>D(AXZ?F%+a zbd=&k8T^x4SE2-LTvoyUen|;uTN+7B82Y;li?pB+@iSzyFjhG)om;d*n>W9F-55B6 z4)u7YE!=zWeJz~90JAsVL|^I!F>ppMluS&W)9of+0wdA_CrRECx25Ysnb!hW;JT3P zZSwodvH#vE^1u|`0JOo;QZnis@ z7T}c6E;(%GZn^~%$1lO`4L8c$kZyiafPWSX9Pv(sny*OX$I(0%<@ye&nO* zF72Y59ffhxIV^C2axt>NMG1L`gjt3zlzd|*@yua+yI*<_28R!$w`*7W21%RN_c|&D zt^r9*H2Q6f0Ececg;FKJ39VxpH=|t#lUfAdL|OY5HXFCOm)z-z{xb4ovA4t z`H>&P)Kyo@>62L@*)jqKF>q8^Vzhy$eEUNU8)sw9oLW`|-t)Q+EzH}_LP=<9HXnMB z_&Rc-9EmeS)s4^BF^Fr#z>xx6I=PKai)$#rb-O}WI{I?43+2W)zK+$;{}cHw@lhe< zGS=p*QXuQ1t^(Y_x4wh;OFf3Z?_uqM`{ma#*+r8=-g?Z$MeqNB)^#zmFhDMUKP1cZ zXmm{d)tQ+KzEuf;n)C|eT7@ythEUw^D-xJ#by132mViEy+dS6-N6bxIF~ecM-ex%e zdz^Ve9cux-otYVQXXip%(&s4kUYLDSOBe`+8mdGANrQ$E2pCx4nD!ir^2Co~;0)%C z)9Fxajy#*FI&i*B;0*80;zAid-_o<6gNuIRr}Xx@tZPccdxMVWH0Y=5Gjtrv2t8v?UQt4Q3mjPoE_%7ge(^(e4GfY|&RRI!0IZ+5v~N=joCR8y{@?(i zxyqs)QE9%wx4;#q3FTQwTso$}cHgn9 zs6;1mA#YY;CFpN(@SvIyorYw0P)uZU|Ka!im~mSXCXOD(-q(B|F8ZmTQT49X9@k=n zM1hw(3#CGVn0Nu{(K~(3wVX~WT$cg?l)G0H7z5{T1>-1E#Kp1Os&hNGz!BvUOolh2 zC(6n#QVi<6vmhOINQXpu&TCE-+5rUnhVL5-6QmoZ(;;0b!@Y;911GV-aceJfcpP%= z6q!*n3&^q0RBO0o5Ui~Tx$*)Jhr<^Ec-hLz%6Er<-vr>p0JZ^qVr6CJ{lnqV1@P+t zt^=?E;QLlqR_-(HE6GAh)P7?vaO}n|OB4Vwn}7xpu>~%zh3hUXVsQ8fRzLr_;CodT zO52k{kj|gS2s`nHrJIE^7iH=`eBjKd{}!kJ>Mw%sOw8NSv-m#Zna*aQN?9eyjZ$EZ z%L|^&-s>_y*cRY|=T8^nOtMg>l9<#9hC^d&flJ+Q@qmfOeDmRl)YfR@zWI!cw2VN> zF>qPq*C-2I-D2Pj=-DDI-lFD4Bg#4(Ti_(6E^;ADGgO9N!UCtOffw{Uf9q|T?jy11 z)%RlS;fKY;W6SESSex6YgScVcBvgxc-i1g1k3XfqtWvKM8{qh!D%4kQMyrJsp#^Ru z6yOwf;J9h|sdGF0ObL1d-j2JbX?{q!H*3Vv0i-98X$+iLSoWhBIKzqK4hC_q2woBs z(wj_1FL(VbV&F3EV+AHL8J#Xh?9GIhf&a_+bDaWZL*m0N)MZHUKvc zhr=fTcp-p^m6es70lWvmFJIRq%Ov^MKO9I?LU@Gp7 zV3fHVy=~rIr1j@5%ILdj!%|w{bbP-Bw}$Zw9j*&bGC?2yy^keUhpddX&~<^)&{1xa zMOouGhhev?Z$Zg~NPt`8eH|t-5eaa0v(%{RA!FcX+fmlLg5q$q zxao=FM9Q!jDf(D=%G0p?vX?{nKH}0DIW2IC`xEQ9rp1tJi7CN4k&1_n{uH=?@*XF1 z@na3LLS9bjNx{~E6DhCa$4nHsG*80_bSZ+ue+mBK(A(d|p`4{JAnNF{tN(CR#rYc91eL^t<~U^5nz!@Vj@~_+~9vT2}yzgaQ(=I zH88kVFv}ab=q2+bP3gatF>u)@@R9faIL?0NZ!!BMPLdO0jAFJVCO+vx!GoXHG;xEW zZGbn&dOhyJW33+_IQKvQ2Oj*5U!yMZ;~2PY@g`jhK3^bM3qZQx^>*#X!5@B8xcT^YGwr{YLQF*oBgJVcz)DA{E?3 z(@n@isR89v42Q$l4Tr-oGXFhkWo6}m2W@wm18|o3`y7Dz@cT2w_oLx(Xe>BJ%oeYB zcYICC0>`&LNnMYmL?jkCpXZ`vl0wz?q!4AHRJlb27s=bsv5*D_4`TUcuaE|?r`)eh z7;DnX%&GGh{2gx4y1w)lz?GZ3J?6dJx4^N&8vty6`&+>nk4A91T^#-C5AqMFTEWZ$ zCltnH>ySDyb?H(=tBimN)6P{mi3ldV1jxT@3QB$sqyh2TsQ8#aWO%-z&x&Gx^TO}w~ggwMDPa1qcfiZAN5)(xn zEHCK_C7^|Lk%FnoT#B~L5s^eq5x*vcj1N(?Cv%~Mm(cb7V?AVKW%OKJu)OFm6^K|AJyj!Wg5v2`e|NVWDRs}c*2rS2?MRjsIqVyNp-@ehpGQyqfM@El(*Wtr+d7_2B zom>4m=yLVqMY7Q_qf26AJt^r~@0pc-{O@wx>vwJ@CKCnRbV*^aO^$Wf`%0Cbh;LT0 zX&3gDUPI4*48zyYF}h-VQkvu;)@6a$tzw#G46NM*xLU>W%g;0i^)iK6C3^7JBCq(lt+o z{3!p8tc;u~3PU&j@lmB-ZwVEM=xjd|C7uP2fEUKh< z*hY!381i)tGmwW%STxJ#R#%^ph9QmNWCd9fltw*Pa`M+jXk1XAP*-e(^u!=r(()Tg zLYB3Y6X>d?5tKWB{PQ8wBQ+abM(x2DHSAn^>Gfd`J;$$mwM!ELlfHTHss(~%L}*Fj zMo?tZ?0%a4(egw1ZeRJTGg0uo!-#xOD=kP~!NqY63loX{6rT6-%^_Mc&2xmv9No!t z&1KSE>?YLn=wAPl$)I^&Zn|24>urvY_Rf%|;Olo7gakz&Di-@}AoDVn&q=mW$9WbD zp7HgJFOuUQJ#?Uzyy>gCOo~kTJ!l-r^6q z7MVis#$extwF4cee<3j{D{sbaJWf^w$aaV?;VX+gE|B9Y;J6TuP06q+W*Ky&ptHt_ z)JF#HQkg3f;YiGe?78m@+03;Jb;m#*9-b03;Kj@-|<$7LDxH(d@w{y5l~pE!7W@_JA% z50b_9arMo}Kb>#*VWh0iF?z879$A9;`L6zVAa+V=nI<3l>JurZoE{ej!O-UYYu^Bm z4m&U1;v`S^i!INq6&W+he<{TqeU>6f4CD4)lrfce69o%*ee;eR!~cfbUY-t$Zai}M z+c4N$-JH1=Mc30BP#w1Dp^(&U=OOQFdoWHL+i?;lGW$3HAND*~CJxKJe z-Qnrz$d_oNs{hO6>Xh?WQD-;S>MfSz<^8~6&}xa#tgxN&B%1KsS&{NqWMd!i^LiB#6BArqRhL>8_BGpw z1-o&+e(KW2YpeUs?r9S=hkm!8xwHGz>o*BuqXlt)@@rC92I{W=c&x81$%=M2U3UIm z#@rWZXhu23%c6P%;%$)X+FchR&%7l))P+g~{N3H!=ec^sr1YXE-jt>keAAFRvfZz! zFUF3S%3e0vx_9qv+o^q;aU3y8a)V&!8BZeS@#GX-r?}MExtTgQm&BiKULGH7R;*+Q zE3zOZWcz8IdhPdcBrwOb?0Zz@ycgE`G5fLyFQL^jyIWVf^4R-d5auth`i9OUnOMz1Z)eEQu|zY|a zeoA0y_g7rTA}!_ww>R!fatJ3^xO=Y2$on88Os|$y$1^O46oVv0c3tSu_o3b?=bU0C zN_4*6mv?AL9~>P<+LO5*)X6nbEc3WoX+X#_DJ!M>cc&}d2Vz(6f;n`y`(ToX`dK}n zxUQ(jz6=V5A@%+=Gl2`Rt>Y^{Jbik6N2syG>DEfFEnYXtxF9IM8zVz~gXbsy^i%g0 z=V|MhM@#8rUBd5Ts&21yWl=RY@P8kuA<~`g-_vo##)zgq395zdAUKMGfg{})Q9`^n za|YsZhg2LmCa!FJs1L%zY7gy8ylNFu)kkJBRVR-kyo#A( z?zi?XTGYa?!GG}#*;yhY_H1kTEs-rSu5M4FL@QPaAt={w>|s9haW%!y>sb4^!g2D% z%IY{t*wqrfX0d96!eo-mpEB88B_;=Sr2K`>T&vwv(6gjXa2QLumf zjFr?aQ>`qOPNR^tJ}Il%WU}JegGk1gis;_1p48LR7#$;%-#S!7Lzom&tsc((<-`b7 zydKukls;t9Gn`3N4lZ;EC}@B8ew9=UUS^rcIRH-)$d#X3B~Z@f`0gfbOE7fI>QYqf zNr>_fI)n)cm5=1r)>#P;c>%~@U#iOB&Bd&oI6s}o26iNXL%z8>t4~H}6J_N!{-uIT zE|j>%e`T!Ib1ApPJ*ln=B<1~kzc;mu@-qLnu1KjM+F#E0^nM-8Y|rt>*K; zCSa=>lG$EK+m6n|Wr}}nZ~n7*m=g^An5|e&X+y@o^46d-Bm$6SWUj}rmQ$MSn#Yvs{yooLNe3xj? zeNTh|4=Nxu1@wIi`m%E+v>S@@Xu)1%noaWt{D)nih$r>+SmJTekx^gcnEwj6_z3iG zJ%8l1CgKw}IL2^KteoP%e=X>b4-ZHAj7Pj<%Y3A$PD3a=XD;nZb)W_36jF2n>yo^y zDN;%(WMbo@f}kA{Tzt{`Y&LHe%C13n<;Gsn;ox^gBav#ZTJ6sXTcrMcAkOsm>Jr5+oIjJ#C84On+f&A+}s}FzN8>lRrES*o4qwotJfiI1cgA=InGH?8}EERBR8Hr zi7VH4UnY{6xX^rC->0eo7nVeeedo|EnxCCPlt!1(82hS{XZ^i6UdFB&b25RvMfpN) zrr(JHFcqX+WNRpg9iwE)?!5!+T;8D_6E!jtC>i&f?k6`ZhjKvs`Xuvv#0PS|9UelP zS7#O(W!G@gKD5U2UlvjWP3pp3jFdsHC3KB|;wv9({P=b=wez9#g4Qy%K^vKTPdVX5 z3NF5{Si-raon0bD0Kpp74OZ_;LeyhSkLm6~lpX`GUm{=YhOZ+;&{rUX^#X7*b9DAb z5GE7Q++E}M$S$iEFNG`mrkrWfDSvW6>FmcwJl@2TO}5V#Cvzz-WO{r5<(XybmlHYs z$lwzlNbJZ{OABc$(j#o&?bKD$h1+pndahnE_NB>QsP(l}(!kRD(1}fZRFDsH?ZBBv zLP^f?1~tDP8gIs4az{&EXMTu~30^>yo|vNR($Lxtbj(_=Bo(i8C42QBT$|SVgz;CP zZC44y(=vzBno#zQSm=KUU6=5ZuI`(%Y%)HDHLa%S05RW9@AQ^<_r7KM)pS?S5oUZ= z5+6+;@dF97fWvD5bI=5Vb{v{wUSe>Oq|x1)Da^~(LnaQaY6ryHn3`p-r5S15QYRAJ=(?Rw+QO0e(fj=%nzV%OPR78=ExH(>Z<^yt}v~D(#9C`Zq-Y5sdcZ_p}YaTaIMtnP<+n1Y2p~dH)M@;3j_#~g!cT4b4 zfDGy3uowEBOyita=9^<;6qYNiPcGhv~<}@OZ!sUW;`uUL4`y~#jS@Em&8^tz}wE8O?CK)RZc@rQ!N9NT$ zuy2S6fC2>|>30mq!TO8}yJU_&jFpeNx}9m4$PfeEOl4YX=4u$Rdx4xK7BYmGga#Hd zZPC)T-b4Ty@=+}C`4N7lNxNxc6i_3~F7T=EBPgx;f*CW`V5DQAhn2IAm|#QPnkfPu zHr_Yb_Zb5*_fI=+Q5BNtla%6mJ>M(Qi83tu%Ew-I1ukgyU88`1;@7X}&>tyz;(bB2 zu=LUW(v9sw%AQUVFNE;=?z6{ZE=y1{6U@8@HptbY;Vsk~Av78?5@FguHGglQ=Sv^D zdA7{Zp3#26Om5TdJMb*|ul|le1yk?i>0iL|C$!iyC#(U;OVK!5+mC4JRVbq;IB~S$ z5N??=@x^_NQjDZj^xN3a3##Tb8rh|>dY$BJxZwIgWh7RLNd{JE>v>`=L#Yy=wTInC zo2u+1y95X1%`3%xpFp&X@1eO}dLPAJx*}|d8Q(-Qb*cB_cH}VjBbM4c3!R zW}$0ZDsw>CvG?Ib4U02+nPX5}r%bf^>Z}dNC_zfChnasidH0avKQ42so2(0N;a4(z zgp5hfHG=`4C4Fh5R>R$@qeZp3$wlXnN4*dNh>Z>L)JF~;5q4C?+Sd|by(4k$L{RE% zh-z1Saw0?m1FHgcOi1{m{Z@^KC;)owX|ROIfPpn|x7TFDR85`=+j1GWx8882^ytnQ z9wxC2@GC*gCxVC^>B94Q3n2O@YoB#$AskRV5A!c+_4(~)=Wgo62nJr9bg0(b({->a z1?A^zf<~3Jkf}3rC?K7MUp1HBF0OY_wn{=A&m9XBnWWZOlKF>ot!@iEDKxE_<`>_P zQiX<2Otx2wIvON$%jF~@H=)F`(d0rtu_%n4bRiPtc!m)N4cH?}aX@bf@pV_`tR{)j z{`>qs5^w~##k?$CXg!EL9UlkZTY`TM+u+UxHVjw_!|S!8SX6OXxq>7d{0MJaFEsF0 z+f~RRQdX2iKmEr7jyCly!I=UP=%?~TWFm|Mn$ zLs023yQZNT*z+!onOGt&CnPb4C*iK!i8x@PMvU$=vuwUchS>_=zaNmb*u&REleqX7 zW9eJb{gy=a36V;dt@0euTFET9MoZfa1((+|*2)gysRuzLvmu3OCU6tCFV{^1uS@Vb zBMnt}09V!rPn+d4db_Zko}a3N`UrEb;=lIUrVt4O{~)E>I?C`W@P6jM(~Ad5=TB4f z3bs6}XhWXGh+=nsHuQdoqMLUedL?+ZkD(~}zTb5dt*E>a2dvaVE=Gk03P_}v;x<%B zv`qFN;kh=$Xe2q!!&B#gd}e{#RWlvxSVV4&I0-iK5u9E~gLw!Z2I4{Q-;bEWhpK?) zonJ_VV;@-?P7qn3=bmKRaO7i7SNNyaY$dHa$;h9Kn{=XUY<6KRG}!+>iFBA%yeq#H zej`3_rGK_U$~7B++xW@7W#$_xnF!9)Sgoj6cT8tp^XiUU9!r?CwG^h_%q=j5U=YTg zd)Jd*(oR7cRSLb70VsBd1g3MyLJ?m^&vv5fhdZ%IyJ>4eD0@N08ZJZq#x`L4H%ONr z_~xmO*{9I;Kb_~W=zq@x*;>`HVfVBUd}mL9!*$nUFaJI9kE}s)7p)d*ckYtSdxvzS zV6-pwc2??dLD)yd8x-~4MoJDsUl(|- z&G@zH$CeRJ6LHUHB0A>EZJLw~0=J7HUX-9jq&}A(4(JnN;*URjh9oV#TWG3tDEy<% zM*kB0NLh85|E=uvID&43U4ARV`Tfso77BXBoEPmNQaXE?@3u1di>L4Q(1bU(Q?)f9D{ zV?EiZDT~bmB*fy10u|711jdKA#FVHFx-lx(T16JRBdmWL3lVTR6VsAXy@2xfAJk zqqDIcz>0SYD_?%ZkTb6W=U$b-v=m&3qUuy2OGxu95V=H^O&x`zI9KGcF6T(&_Mkyk z4FkTkPk!qny|Y^}iMK#uye+^k>ofn-JRs45S9e()*C*nFcoeKn<=M9rZPJNe2VZ&a zYgL?u&J@;yEawq-CIUuUk6sP=(VQS z^V4pZTQwN^pOLX9=bjsIjE1bNKP!Yp(V^(#(ntsjTpPZt+%)(^9H2r$ID|Ry_gw-~ zS4=@k56EZ7Kf1km2<=0lr!Z|JGQr@Y>uuCtR|Q#kWZIIrHUT7Mka0AG(+pMN&pu~S z$v1E&1zEpLkKZIeem{&uw!QVo!_3#4L{PHG3(s<3Bb4mV(a*q)h&Z~~Ka3IR86k;W zyDQd?okwNiNp^!Q(9cAgDwr!5@7qbI=k=ogB*kqch(2_~aRQ=#686Fd0WaRXv){DV z8<8hi7nACiSuN}y2xZ8BX8df@g$u{jWAv=u8ck46lg8t`D95*#CE#5KVkrx?Ys5B3d5TEFcC#6nwZdhUc^Hr9LmQCQ$u6*b>>?S{3G2Slmy6Y z@LhH-rnwwPq6@&KT9?2@`tnN>D2e-1uGZZfQbE+ zi#MJH( zRa+0$SNNXs1hf-s1Q5;$bWa(M3=P^6{&G3X?floW*BkmGLzd9jZJVoFKx)9ma?8B$ z=2lDnj`)7)zwkck{4z%DmQzpu`ti)JY`}+KLu$^JtU=k>oGF0sPVW?9Hb$;ub9I*( zeYyVk{!2U9oRycFx~ROJz}8S3!Ng+8#amW+Z69`dcNt}=vY%j?T1eDLG3s_e?-y0A zSVT&@ywjr0CUUr_)%g6nv@UL*;#i7$7+=hr4TeZKKf=YUh1MF=EKiIOpj$c9+lCF+ zb37Cet3R1yv&-?0rYdfB{Wb0G{7F^r6}jl8Vo<^caY;nkj~SK%E1pVWD?vj7*-#Oz zqA1@Nlbs+5bm+E)AFb&L*;nH_RNFkvLt0>BtAJg|oibS!C@yWyQVz}6S{$j%Y%UnC z1<{=PP}0ZhnN>^TucF{!PU`y%qP5eJ87 ztaZ)!j2dGxnd)OaoCz!aBP-rf19HdyXtBV^G4GC5vS0u8`Jz6?a4a*V>2iR<@R2wm zGvzuNg)L*boW{dXu~_apfp*A{^Ml@MIl>WPzmz`v#N$dR z6KR9l{2WtWABX6PttW%?x8r0hLUKDIJY^R>A%suw8QF#(37+H#kApinz|qG(4ooF2{Arj zYJ*+Y)3Ly0K}T%Kh*3g-D@2wkY3S#P@;{KjAU`@ttMzg*^Tp|eU%OA2kmU4dhdbqe z%kqj^kb*TChG!Hvdf&$^Pi`w-l{#zQBSU^v%&efGFzEUCbH2v6vblgw{dbN?_+#%$ z!yn!fT+}b?udsA_OkV0^M};A>e9~6l+R^8*Lx;)){UBLG1w%E!IV}K)PWB83x{V#< zQVp$?r9ehIfo9paZtSKfJG$55G1gU#w8`EgUrspXjCPg|D|cHA(jN@=+VVmW$4QXx zXaM9XTQ1WlFA3NzdqSI$+QD>-sHbFVaXj6WXnOkFk8h1fmnaJVMDr&!D(`&IQf5om z*Qp{yM=z_y?)bO0wr@)rCg*qP&f#;-V^M3B*XWw(lMU$-9g;MI6NM2$95Vy*K=TZB zklBvRA#C$$Rq`LL5<}G%b4B37@$0dfFM&>Wh(0Uei`IgP*JzSom;Q4)8fdML*{!>jy?vbvnoMNpxvd0?MVt+6} zs4S80q{lak`Q{;w9UT_Aw+-Sta7=MdvIG>x?R_JnU8OopEh$htB|}72L>U3ZxbOHi z;D|U^0KnSh>jel?5*srRuM`3IEu#T$Uyda9SjCB%Kyu&HN9fI|h=Q$}?TZs4-qzf1 zbElN4RRFH{_ZU>b??X&AB5v(jR>0yW*{pm)1x;|JWlR2xX}H~48WFlg5^f27g+%6k zC^)fPC+JX6TEEYB{d#Fh>?ZqA(F+;ty$Cr{>WB0Yovi9;LsFzvv4o$UcdPhmVhW+S z9p|>mMm0VMcmg%fneROj$*cpI#}WJ6lzy7w^`=^cbX&p;YZK4S3KF!ee?P8i_uBPw zBIdUNgE>w4W!ev~!S6GorQ;!8_R>K91&#-|TuHX=bjSydnl+FTg<$BQY5yMkZ#UB! zF?Yu*BE+u2GJ)W`j%D%&A;io%ND-c0EvNq-H5a)a6uFTT8JC=JNJj@wQtNo&KkKV# z=vo&eweP246^Y&Rv5@VA{=oq4N9RT^P4uhBL}rq!wBbpcX4M84JD^7 zQBi50Pq_Ttj_u4{HYG`)VtzyBRASAHtbtp+lTzSxu--)s4;NuHykMo7^R=(7|I-79tOMYj z17}j=zZ>V+9eCv`K;E}R4{T9GbIEnQrO(4|(?77L($$Y}j04kRfw-aIS8A~hdP_gI zsD&CIy>9b6+#O{7569SzQgmIWzWm$hQn#k_*tA_%{$B7}k6s6vSRu;El6g5Kk&T8* zwi5Q?!L<^WP(sX}N;pTviwo96Ds#wpOmDRd@3j;yHnZUrZ|s9TXS2~5Eh>D5zkDzK zQ_Y&|s>XY^m%!K=z4W`u^&UpL7QJs<(Y^O{za?kuMRcz1Oy<^h*86vdI}t72e`j5$ zU2V1g)H49vj31SapbVhV1{NmwVbp)V0wWE>^~X-W-AtM~HOO25nT*Nx4uC}m275|1 z+9!p4>ilV4Ov7#*4cvay%^_)`I1S>um01aqi0ly&%K&kR5^1!6iQKr<-y!n>;{B8V z>acZ}(-cm|utIpD1DB=vr;c$M+3C9JY%aQM(_$09n=iuf$_iN@>J7j{2r(l>Mw`;iM04{{EpJQmXVSU^U09J z;_?Z%JhC@nGSBdYFgEPzgGwF6+2~ud;clqEt zJKK0x$ZiAFWL|zKMp1N|BOhs)_GCCCHmV$w!Gyr9+2u$Z*UPHp$uB^6@Mpzhw z1oJWy2J4OLGum#n#1o=?5LLm7c|@0m|llT)$JMq>{-W#r|{)_WD!M!Y}2b;h-pbZ=6=UG>Km3I3cEzuT)} zL!t3xaMd$e3;W)Myd-au?;Iv)n}1PTIBU4i0rf_RjcqeNDGdSAXjW)Z4T9gXL{_0F zZcfpoLEp_xic<&n{UAtr%jlGCndy9~_OH_ixNp@^_1C zrn(*KE`m9K{pT9hx4lhY!dEz;CMfJa^wvGFuVDm@nX=0-?LI4~G4nqM0uP$6h~HOU z(B|<5@|r)JgIHm+MlmyDzNAs&Yq3L>T*IaAq z^4Dqa7Ki7Y0v%Ip+J}hHm|rq#p<>?)y;ju8|;H%#~lFANW(e+mzGzUl-e3?NpQ(W_h*2 zjq&b85JC6NQ78kwJSj(epK&@-v_Gs@?LWl(fc>%gL#mfQ#(a_o%tA z-Fl3Rgyblbe1SLEB=T%^IK^#5mr=8{>M%h<)!<#Wr!OD>0!Pk2>`1x9W2 z1!yF8{%588cV%gGgTBaF(tt?zYSSnH_n~mdDR1PXl0n*ox$bFpf$^r{!2K8}$3{{A zY&KIu0MTTT-i%2huYOAgl4b!ziN?%wO_-9jzH;!eaR@eQ{IZp<1Qp9KmQW2eiUJ^? zFfRiKJ!SC71#$jde5WbERRYo72}4Zzu1Ps~ZUC4-)=BYe49}1og(5yjR$FKz3dhJr z225M2)e)AgM^LYd|JHaRg4CBZGezq&N-i#^Tb>IifC#lOOWEnJnid|1G&3eY`vd;k zCgP|Pl(*vCfTOj(bmm7V(=ej+t@BZ;Nc1ebFTxwYCwFnqp$u5M37hJc<9p9(zesL3 z^G0PG`{1Srn!YMQ!KluJs1H7?o5ADFfaaM%T$*hrzLP@=VMHn43vvOHdS^ASx(-2Fg-iz-~XP8wF`>tUj7Mvovs_xICJ+75`1-EF?W~&`iz5vAn)- zQ+|ij&hP1AqJA5V24!4Hrqk&8YiNh|(RjdhaPu z#-FcX$yWJw8BJ_1e*KfY8WRVUpU9u(nSYgy?c4g}^gOl?yU@0EFSZGqKC2;(v90~N zo=)(y*{Gxz)=DR6ZHdI+LK{eE{FJ5TJZ)ym|drDuoFHhOg!H9nlK#%+$fO)p>hl)}^+2{lk)ZloNRo@u%xa~NY{s-)oN zLmd-CLV*u>t%v;=UDf+yuFbgpN`ab~Q=f0SWds|ELGk+QS{uQq40~g?41wY1P)y_q z$6;}6IjRVKogX!>avx*g4qkB|+;bB-r>2A182YTj@;m;4ZdM-!T#AZ-!X2l7L*Oxr zPyH}+hl*@-&d04jA1f_39;!F!rv7n zz_2CBe9hGlTUezbO7&T(5a0=Po>N@UL3loXwJk9hrb= zB^g1{ln(r690wo`JBOP~HzRfA`c!i7$zEwSz|Q@OxLZd#VUy$Pa;Tc17$S&3gbdIY z$LVHE_V=^oe>s)CInJ|hc_d>YywaxG>KKZ49>ynTvM>Gq{RJyR&ddR7Lk889uFEnw zNr5JC

3Q;XKgp%{RRDqsDTAagBO#Auw0SNI1pLLkTwuhzN(64P$MPhI3wPuC=nH zNL5)Aa@Z4xWU|bO{dqS)K<$*r65Q#uYSH@!n1|YGIkln!l3M!HoAzcfQRsb`@C0ms z7;~D&xaV0;G_vL+t7+;*ymU%{5?T7p{p&N+V;x3`BnXnd2L*4xmdo6WNPPr?0&_?F zIb1?c;LSh*I$>?T{DhjOVNwiPca3mS@x0vo9R-|$@D*9s0s?JDrWx1(*J}G^jV2o;UW4S%rIdwcqu4g)%~ zXlX-Ngg5RsP=zi_Jf!P~uidMF;R)86=*amxJcA{Y8TGCr10W$GPiwcvfMunb^|gGP zXZ|G>cJ!X*371}UaghBjK9Jn4IIu2Gs)Z}mV;rGQY@erHnMia~h6B%G>O*rbM{(_`Ss0274^OGP zF%~fzhA9;cUsZ}qrykKF(rI#%g+!M!9#bl4twS;Y75(K`2WxatrO$yG!WDFnL^{~? zfbe@r;$e0+4G>|(I+9G0Z}ouZl@!rZY7B`)FVUs*!WkAE;QXaXAy_oe7sodY?0p!V z(h}z?-#AOlF2@eOXePOmByg}1K>8i0N>eX;VA~8#UhB-Lh45~^F~r_FSSf2JSjh)~ zuSg1~`z?lzWK5Hl5O{AqYXT2`z}~5$;IF@c^BK<^`2uw?6-)Z(v0Xe$Z15he zxZR!Hg%AnB-sME^?WYBYnoxj_>NU&Tvg97)Vm~|)XBywpLgV_)g&En#RT2MDB$b7x zP)0OFJFyxAx=Qg!*+t*+m=DKTs7);qJ$5VV_eB@epsqSr%&x;66R~cLU6b8Xlg<#)cYe8gMuf*ob~$_$u~Js|j2ffd8pZGfis` z(5++6si`1lGUaT^ut2{(<7dWj&l=a)w>V#-Oe%-D3eXck$|ok(5fo?Z*sLXmf>;r> zXJca02(y}Ue@ngxRQY$^Qtoz`nMEMYD4z()QZ^yFT>oI6i0w>K5g?pS`e_y!J+_15 zhx)77Kr66`9;09lS8tMPKaV}`WLj(_U|%u~F7dR6z+8vzQv?4B)yvdGcr{ERrY5B) zwh@LIG&EPfgPpq^h9a&2k(BT*!ha}S^TM%Je4LKe=+De;>!ZsbTl)D0R66XW^#-=xqINzT1D-TYvfhb| zScmHqV^v1HtlkNhg?@PtZ1d>MNMwc1B{*NPZam5u)KIT=Q;`h7A}X&|cBeOgW`!iG zRaAdQ(v$L?-gm1yY#Nv5i)I~@{)DjWM$aiOKsyvGg$|tzm2sfuSwUmX9isBhDzi!X zCM!ZhP_k8@xA}{4kqTq_0o*q|HZT>nOnh~1|CAbCVNuAg?j!-;SvqjGV(5o z0W)s}FeK*?`P6bz%2RAxKrVm~P_h@MT@Rb}R(u~qpD|KqPPrAi3Z@@o*d*QEYPCE zvQRHJlkZ>l<~K^LZ6ZUy1@Q%gXD$f{XT_GV*8v`KWBk_sEc?=2=67zV_392=Zj# zX9}J9h1{z?LigK;rDSBDW?V`h?dM*PM+6M>w9~a`7KlE7v=i|_WDvRd{f$q(RFb{t z8i*jiVET;`>)83%K>T<-@JOfqO-IQ$aq)RYFezRE-I)Dg8DSqa*qplRr#;Jdcm?{d zBNtA9mTI2{+MiFd0)?n7-TS;7&+~-;Ig|ea9?|rEQR@4|i80cg7}uQjU;Ru8hWWvC z=EMjh`faPjL|Obn$4PPNS1d2nKcmGy%E({L-pgO=I`gfubkL~se!o6gJs3y&cA_C3 z=(fwVu42{0MvYYqyS_c{AKA?L>}?7xU}#q68Z|Lx+KjFTz47DSxX^r*-)ak-NQ}*q zU(EK~D+FwU4zXc&_&;yv=8&wl;P2#|ri1T`+MTabJQCPS0>wZ*T zw#30SK(bN7C6!@{rX04X{P&nD=e%foH44$IP%+&W&Cf=ToyX1(gCjFU^tBt>bY$}( zq9pjKu{s~JC27M44Y1qniGp19VFI!TFqtJ%l*>k90tgP4&#pkqmsqg*hSeT)j>L22 zw+(w|DKfSKj$VY1Z z8b`gP%LA5Z1aH^n`B9i(H)$}pHKv}-e4Obcu^o4Tld%=I4H-qJ*C>SlPgSlz(zHjB_g3^>igG?_E<7y zi(U)vGVQ`gj{kw)b)JF`r^y7)GHpUCE2oLD`#o0%_apzUP-@m-a-z1XL`qu)8p4=G z6LK#_?PCag-$;@@cJ$W(wq%}4-)+^Yg`W}yhf-N-5#a5{-XXI9wKSB;!A*LTsW>SZ{A0NEgPCb7}$=Or}6Z`be9dUKUX~6V|G3jglcTq{aa> zlN0XcbRH=~c(wG6`SH6Wf7$}YdDy>x+bqHG#2sSTPTSoIs!dWLX6(Vx{@aA2fn=M1 z7};M~JF+!vnO8O=r(~LG+g|Vi{;;{@fjmpEN_WuJnX)CG?o)MO$MSP00s!4Pn|*;3 zR?;5nMm$Z{zht|6ICiv`i)L%f&8A8?gsKf^obgtS%>C$=E+e1l{3mZy+j7Cl_%{t_ z(c$= zt80H%=*Xv4Vlp*6Y@}2VW!a@D7N~3NITnZWsH+FEANJGa%x%T?p=!{B6sr?WYM8`m zaf1_yW^#zC<*CqBtb0LAW&9s@ed^Iq)L+6|N+mz?m|7_1E?6IFsT}P7%#%0I$i&(H zZ#wQ8on}Z>*h-wDK`4)n4*JH&TJ0Q&d5P|Qrr^MH!tlE=?o0Om2h}HF{)ikFmvNPf z{fcm^d>dc7oy3&p2`Oo&ecp9E)+uW?Gmc20Wy?e`3TFL=xqr0^`Gx^~yC5c8iN6xY6LlyPEKJ{_SdY9!h&>jjL^?Xnpy z^x{Q-Uq)!L#|^%c-KS~8VO2051%JT{Q_+CB$5ROh>(r;N<}`aSmKL2T;jXxh`4pa6 z9x}*JJrqUpF0Amzc8u04|7IkX$&TY#MX;I((!oyv0mZ~EPNn}+EDboHZ2AJ_6MWmm z0v+|GHa{7}+th=0#L{<|(zfbqZ3eY@m2?zWw6SS=(Vr?klu1?x^FZ@{CZ(xc2as|h zjO~X8@h{Q0+l8m__xuMPIbQu;ImT-))<|?55Es=UfQ$u3^I{B}BhU0~IVfmgYsgED zrbqlpDh~55AGqK(CumgeoW%p{W$7=v8fAu5Q=b+}Vl;7I{Pz%XEzm#zdO|X17BZud z-qPVw3D+k2Ey3=?!8_4=q|jh=+0($`_~g-!s$eDSshnaS@Ov#J@rMJ?_|^&wLM%YJ ztQnBKSM83`P*CF!{C=`vMnL=5_d*w5Yqd>=s^%xp6^6#}2CIwAoWel%ozt!?BJG%nx0=K;+co*e!h{f$c&w+m$@##7XGUhYs zU040RqOYBL<(r|UvN@zanvozNPLoutNt>(2hP7BIVhOh-Ks@;RgMoatL5ktI{vM@J z_fP3t_MHcO3KE)yvO?(f=475{&Xit$nA3y`~!6C1cSmqBtEuE_Z@mBr3B*dD8 zLqDdAQJmJafkJ^ob+hxYK=c~RswW{(i}B@wg#t?{qvXe1iuo~kVchaIj5H!Wue7VZi)O!&IJb82g8KD8F)21H-p3Mo^(uEH%&+RE<-#I^BD z+M0)m8Xe_KI3ZAM5MaXRz2^+O;BBgVkVz89&#(?oob0h zX3g-BY=HP+6$^!s*ljhbe8SXgh$?K!HZA(K)ncS_zLX=`(*K5$V36K|ANS>29iU3!Xy zoWr-0aqVh1b@rhi8&HB)q_eX>yw zfJpzj^|krd*WmHiZnkG;NmC6Oc~v0H;m7ZNFWw<>?Mbc~qobj#6lLZ7)_fI$#mdG1=k)uPTTItdChpl&l z+kW~Mn3*gRb}8+L&GWiAa10+xSH>!FI*w9zOg&(+0Ri0aLzIxE-^kOPW2Z)X4{gx0 zSbc2bI6+yiVnuO#xHE`-^;%Ef&=m_+I(Dn*BYMk)ZY&wSYvv`o?5M{VylS%#%K>Mm zO5vfg34J<|iQ^!vUGbpF1^!F$;)O7f_Xos1WdE@UY5naP zsuQhm8(@oSL;g*L@P{ljjS*0>cykX3)pG}`VEpA#5e3pU*AAG&IGOe%8OgCECM(>l zu8_2Y$Pwp8iV0(Z&j|J_A^uf;5XKbR{{rge_NDdvGhFgmQV2@>Rcr&^6Y?yO${47p zd)At$i|TxT$K0&dZLG|iTb-6&-Pb2hAe#rKV`7|>`A}Ic!+B{WpO~ipqkW!4w%Ux3 zoX5?4J_vP{mPQ$gzEG0a%G0xU;7vom0MzaxR{nU_#b+4@K6Ekk3j?sbeFMgdefjt3 zj>G{rg9E{d$c-kz%mq|4E8pxg8mdE2z}Z72Bo4;f(}E8< z$vLPnHak0OBvsOgZG#w9{N-G~7oIj}>(3!KKK(??DDPb0cP){8)iyt?g}}zFdZ4JV zZB;1pW4(a#PW$M2ZJyS!M0F|EB4C;{qw@s`fRdKOK#Bw5zPgXKsXVis=HGm|ulaRzx%dou&`lA6z!Rr`?30M82g7=M zrGEnZ!Y%DA2xQ-z8fH9uMw`OfUf}FTk25lWn6idXm1aKcWzA>rbTusO-*i7hiEW~J zeQTPyvmHHq8)n%0vjM=ovDH#q4USOhPy2EST!(&0Bp;-+Eo@G9dqPgv4BBhR-6yMm|@@7 zHSN&9buP#Ju7{1;Pl;Fgl)C&)K1;Hzxi{X2!WLdkaj@x@k2`=S_v6rEg~^aNaErK`lb<2+zl?d7ET@dDf0XeVyfk>BKko~JlN>~m83^12khIMaT z6F=6*ku)h6DdQrPD}Tk|KLW~80ZkuCFKjYQ@@2>5eRUP7Cf2S{0D$x_iU*cZSdQ-g z#ID-Wk9$eEci^?iIqUf)L*$n{_(|=8w2gO_MO)gox!q^I2T}8_Q|v0xs|6}}3rN}M zy=YujDy^eKRQ*X`hgBe*ecAcH(!M(=s^$B0$RG+RG7R}4IWq{7LE)heIp-uu78o)} z93?2(0hAmhN*Ithw<3=Qj3#^~Z?==TjN9PKFJT;qru zS|XkjqGv~XNnI2eBr$#MOSuq<%mdE#>h~*82BOf99R117Gdc@YD4YLEGN!B8%@q_@ zH*zatrj(dF(XhdB2I+p-;ixw)_gA@hwa11wU#|S&F!kHAz=#*eRUi`1^FvmO_=6|S zf~l#)a{zb&^o}uoUti6hmxgBgKvZ3Y*9qefO$(aVzPZ4aVXG2qi>6$xryGCvf)69U zY4LAKDbe${mh5=_!>OE{b-Xx8D!#VTKgTq?%X)G!n|kYY30rRv&%&AyoZxZgRUtWk`WJ9BlGVcX&BaLiBOee%>GFuYkbj*Lq@S%tnwAUaXveNPJL>OQ6qVA&PJ z4Oq<}Ao~N0aDV0}w`a3J^VB$+uvMayBvI0BN||7}{qK!}1q?5OgJ~bv=o6+5kt4 zVt-#aUz~oMHZ0tE?Jb^Ogz#US~0XC)rr%(KZrYROZi%RscERi)e==QH@GPX^l)+0_nFiR zz2L6%1Ans&RmK?Xx~YwojT5g|R$|L%av(N_0=YFICh9FSw^R)uM`exNXhQ6;nckH1jR@P-B_evfK~4q zOwuP!WcGxWr|G+_7qjKB8+U=1|8eoZo%v-(t6~;yR$Bt%zv}XB)wckS3Y(bo0xHUr zVD)D3g7D+^Yt(LfzT(l7SMq1PO$Xy+vgOKzA8w9xZhvZJ2F_FI2(do`a6HK)B<7EE zNZ_;wSy7Lx%GiDp(~N7SlLJU`>cF>*wyIiwLN3>A75lteL0;3h5e}M5l6u@?ev=V4 zf&fxhQ0&H=h+;(|>g(bJ+wG4trQBQ`{m9f*AjYO6bb_XWfnT_yMKD>geKbw%F7Ea* z0twtl#+`^kW}d{=X!C2E?#(EXur~Logq!ff z#sHvKq8ImQ^~BbNEyiHOgYTvjJTyeFmx^s}qUvO&mZvA14;xZR?6x@l_{OilNy(*8 zrxsnF*f6?g4Pe~o#TU2N1+bTYHN3N@bblR<>Dal_DVK*^*=@swOvgx)K3T<6 zT3y`(t_LB{o7GGBiQ_qzzT8~23ZZ@MBQb^r*@|44V&lO$-}c?Esf#}iH{e!=8qw1G z6Nkh1L23f3P920iFVEgPl<2%lNf~f9x5Z(V!phRaz=e-T;{x_a)Sv-tgekIsa>es1n_d8IBe`g7!HkRHp9auL`u%HJV3 z@@K4Bt)tj?<0IXqCqJcfyUoJ{7|$&ano40MB;G|jfxpD*@QD#4zDm@0$@3~aDVaA- zablCh&eUo5hU51%!+;B9+A(0Elak)IBiKeM@b>5vC z__i^7B}5LzIcYAHNmrWKJ!ykUL`@u2!$yqCaj21nP%)pbMI{Ctq#e;BurBFEyQMJv zjZl0rDYE2|X@NGlM%&Tz1M-YrhvPU>RpQSU!ze(tS}0t|)R;twI0Z1^C+8Lw@om(# z{mK@i+Yeng;lHzX{uvvevd>^LH!G)3%ut?07o|^dJdheA3WquASrPWpZ ziRELpgn5(-m8#q)n#8u%0>zSP^jE5TYa;WvLS{+O9-(bbxk4Pn4@6WczYDLA%h>+~)`jeE^dq=fTgFI4EAweYv);fT41-wG7Z1+N%gNWveALrinh^=wY1FfeMc(n1a+R`;m1!;SofH!s5F!XX@I(Mpmze*Yk~zhxG*hE;eQdiR zciFfCHp$9Z*HKc3*&^-)Ok>|6w;wj@kF%1vSX~?C;(dD+hHsVB{gXOW3s!Oz{-(5n z(J8d-1w7vzKKIFp5lcOxP0Xgs^eLD)Sf_BxgGn+ zYrn@;6KB7XY`wVqusAB@|y|}Dj zye;%9w}NO=3D}fTxZ@&l9SNiwuPwf2+%=)CFkW$3j~0OXbfrZ6d2y=@I4Dxt!*Uyb z(t5LF*TZ^8h*y6LHS?L%-}PP+SZMQ2zqUmYwH=kh%i>KU+be$!B>~KqcK;ll)*clo zH;edoPcPS6g(6B;JJ5ABLM$d%K43Go?#c{4dA zL`oDxY}sQ#>L9kmW`O8X_bYa2a%gf{IS_iNe6q^YGZ?q;jHe}-TFO=C zH>W+~-$5kxmMK-<<<+7zzg7Sr?-cfdo3%@;EN2-i8fuu|8CCQ)x}Bds;fRThXL)vz z*;m3MQ#)dy<6cc!sBcO4`h%az%J{-D(Pi+dSSPV&#F0IvdAAcarfkw~i}9Cc9e-NO zQRvoA>r;%YHh+}r(RaRQl(UaFH45hU5L!EZi9!wi=dBc(w}3+=$aq<`^SDn%*!VlT zcDIv@hhV{Wtz?-;i@rcm(Fcde%Vn$?!Fy^X?Z>)^TN?veKS1t?q~zcX)}Y_7uhsZ< z3R!KcQL^5AXMu#1L-ZnQKrABC!xcSVvJ-ju^3qun|K}Iyp*AxDm0y9b3)4-1?A>3o zJ|~&RTxHBlSsx=c4Pj<%$I$0A;;pALEI2H)fkkbKvji;YV94Iwgds9#m%NGrFxuwupsVj5trXqFvtvxa zc&Wp>;^B*R>TC1DGIp4*$>EVaT;eV1kNFA1>_FUE0O6`YOlg$EK(CWF{wZjTYO4zs zpwRg@lGA5wa+PR}WU0Cq^E2ala3@%5S={#zwWGyX0Y4YpXGzxVYh^nN-wJhUXT%Trgdql8Q=^nPz?YPdZj#7t;BQ?8E*Y`;qeHl>{Lm zkJTMD_6C}9|7KSFF=WMIO=)}dd!b$2pn>4*zA6k^P;N4FmY{0%gpXFrKs|1bn+t{% z%e&0_c=Ko|*Fc&Zj^u=;Rn;$N{nrzyZ$>geEH??|NKn^qkfve`X#eY{#HJ`~7(3gUc7)4kpLKoog z2+2r$I8;zr7@?D&E`^U>yRBhWm8z28?!!H$p#)UKugXn}&e%5V#}BpZOgL@VU)nP_ z`gxfYn?x&K?NNLbzNGwQ6>?{%?Oa%|h`DE}Cue2arSj!M@bPLG5!J6^#nz8j*Jogb z>r)YfrY8AE_nkelh{27Ic$6}urY2|b!vL9vo%}WbfoY7C9Ec(X2@Kp5)H?L$a zob1s$y3JFCrKd9jFVrk7SZ)gQ>BSRRj}*)`{)$%H=Y}_~!>=!op`llAYinzFC(PVE zJMUU8Jw^TLXd@Mxwr^$JdMR|)(i<8OashEj?t#6ge!cHDu5+dnX+x);Z#PHv37=EECB5^j|6%(-7pK%; z;friPy@py(e$f~2?siaD+jOb21|LesGM^H(U2g4s4LY64^d8xpg?DI3uNqldX$1$% zS5#E=r%Pnruq-l?)UeWW;N4vgkfWoc^?0d4z{bU}GPU;?B22o33wrmP+R5BbNS{b( z0Edyehme;15vSzBg_pwKdo7@DPvNHDy3Q^xr_+-~d$V4lHhn_Jyw|EJH)9e4#>Bsv zV)RkeX=ED|%QV@4Fr?UR=HA+cpZX`^x>$A!b;qb&n@BXs;L(e5L&q1%QXu6=|=7pE5S&C`~hn&mQhpV@Q(YR-ub(0F>kKB^ILWG2N;Ok#_ zc15l|MW3++&jxnzsHc9XvNt;Ld+4vGo2bl(e?$N{kexi>z zX?;x>#o|j`SJ&wEJK(@=v2N0GxqfEFbH>$+;6{^!PW!sWTqbV2wFe7xJPQe18yy-n zTit44TPUQWq`&%#^9(uZ$iE?JH>+#}yE19bT2a3L!GN8-iQNrpd&`SjTU$qbz841n ztWHTmy_IovcJ55or^f39$HI=F+~eJ;`fRqkP4w}yjA0s7GT}N=%!d1iz`HN{>VWcj z`DWCRpuV9RS5&iu_VgJIMsU5m`R#vAQ+iqg+JCK=iBx(^0R84X zvXy`R4o3b$3eHhQQN@^g&(<8QluB%VyOz+e8{!a20|0g--an>W%6c_8IiJWESnZ>3uTzH>X*Zcm>t{~$!tEm zdls85KZ&W_6-0NA%Zw_2&3ZX}bsks!C=#0SmP#hp1E1b_^6TKIV}4vo1xx429veG$ zHBDk8(A=ZTXVz~)UeI`#eBt`4(XOHl=y?I+3jhHXyZ4#qTkav=5M!lG&O~qo#nKZf zk++j5+zFyNsq}6kVGp-ZtMpwkYx3qh-#i%FY+RjhIb9Je(vZ!*%fXli#lNbbcD}uu zqsSCSQ@@HKqF&srDLw#ZWvD~^9RH1ArgW3iqG`T;#W-b=veDWG$%Vt&L-c$_MW z=1%CG=bG(ZT*uIyYm-QZF_Zu#JMJq?ILC^iQv*I6KhML!7Nbt8Ylgbc*}A+jfABc&pAQ{6!b ztgqDB^%?#taBj8#WWnumbz0MSG!YQXEPbzJal`7GsyOE=)X5Q|sjN&iFfar4+h%Fm z{btj4Hm=7Y`v~64SM1TlWu$8~IXZKvOj%FQcD(E5U;jtnmTO)QG~1bc!WNwA^K+jf zvFU&Q{BhF~46l-gvxwe@5C;ihr4%)Wg;k^GSZw8LI`nw`h@GD|St+z5Olr?NDulPy zOMyKI1)u^*(z>mBX#$jQu9t^(wQ|yO;KtJ2Eh$14JE)gxkm~n>Pk*mLiTe?W($R$(H?IyVR=L;c1|{C`N-oAji@MIk2?RTA3N z{e)nGNy05m4F(3q);XQpTU*BNajdQCVB#>MI0;-T1fQ;X;3(|-T6*1&b+^a65%msg z$)Gev?9ZMB#>_(SU2`Ve&W6tFGU}`P)-e!#gJ(a7`>YbV28II@4#CR?tfMW{XugT! zNUa}QbL}oe@YVMWl?~QnQkMj1l};YO`G-m6?qs6f6j-o5Cfwn>t~hIJa=26M-ug{G zzK%ARGVcqSTv90oEaafSYz7MJlK>rqy0MTPYW6Y0PlU7xFb%Quq zDIT&valX2T(%R&UN`GM?B5I0SBv*GFN$k5IJKv$2r~}j@CX~4jN=@?~PL<#E{BO+8M2_hb4EFFighf~m&`k05 zna2J{em-vY@E7diOkqj4`Z*i`&YTnY5oN40LABCo!yHD|EU1HuWhpZWT3M6K?M6EN z!Bs}F9)8xGaO>4Q&lC!Fby8oRpA=gZOY(cYCA!BJ3uG&u5FVmcP>t+RZZW`(ty^;B zuSQ?&=3$1tbN&e7-mnS<9PvwVFA$>C`h*{J?{O~FCp!dJO0qUKB;|ov;(0E)1JqI& zX_d(H5u=EI8tsQiQ}6TQeRZX{ndHcBv5QC0geZFwxX)Dyg@y7+b8nLMQ?ZZvF^Vh% zOim&kM$a@zlo%$ICHN$`namXf;(6X8C=sFD(wb~J*e`hh(_g-=4yN_DbX$0q%IN;{|k1ZKpI4aF8JQ`VZx3FH|70$Ze)&l+aA}Fd zM#B1B@tSms=knYgAac9{#f4FPHH(kKYZm!iL0p&3ED+)gj;wiM_HZ&Ka>*zf1!HSQ z6Mbj(NF=9@1AXeVHgtu?^;IYdcEF%0b>Yd!BNafxoCth(;06^`zi0W=EBiw*4>9IA z-`u{GiC6&%?qVXpqR>^-%Hf05$DRh;qPezZ9f32jSPz0Km-xNv^0CxR(%Hm%Of2bD zx-IKzeWCeAbAFIV2Dx}R%{CSLEWJ`{vcp9=z;CBFfedgPM8Kgq_h~OW>;AlEv@{tb zK|d&D`o&at*eMkI5rX%$hE~}Y@9k&#ZIQJwDV?~Q9xs5uW}4_at4EtCHr6MF5`w!S z*I?TqdVk1N{wP4!dSz3Quv5+%jZh%dgfs(M7JH%|zvHRlPKIj$rVl7q5>Y=0^T}?y zt2A|A>Qh1Svj!glL<|%a4Mp8%7bk3g;3WO!J+!`9#Sm%!g%j)lEY`!P81}03+(K(! zUc@~!8CZ;l&L}1O>=RGxU~a6x=d|~=0PYHcZxYr#{=n=F+X$YB z{3K?k8Vf_M1tSa2X*dVAEq)nV&z6PRTbso0y_4&j(5QTN)c0mS9u~VdD7Wm4xCYe| zDKOc-qGs>^by?<`!`-Mm-Pmu2Iao7jg(&%xITFtQ)|4+Z`2vMCQ(D|oe-FiaVmYx> zA8p6tXDA-K#(u5a)wNgq0x0Aa(G+`l6*WAVd{I669W1-)eoa=(V^5M67Jv3RHwE(h z>T=Zu#ZU_NSFjPrVP>UNs#o`vPDo(7MjunrS%;3YYo1hNr!4~5lb7*(GL@4)tFO8; z{aQ)No4Z$ik*JDG)%Vb~>X2x;?4_8Vz*P&*iV}<7#7wIpik{ZiV?uW~f4-W++p8Am zAZl#EGSX&034)(v51)HpUvo{GO>C+}eq6k~4NM$a`EG1P^<0hgp1eICo1Y=JKPo)t z084U(^Z21g40Jw&Duh2=R2u8A2wNCjpik`#!hw((AVng%`?eQ!J=k_PRuwG~tiN^C zUgU=hUXgdut8(S9WnpGv8PBPD8-4ZD3?fs#@7e}IQfFVVo{#dmkznOf?@Y?iS>)>T z*6ehwIt#-3U`?ScjH4Mowy_&?wh$$BwHE^t1t|`v33=|RB$K)H*QiJ`W0H74Gh|8; zize=6N|IY4A|sG2v^etgS^HiNEI_)r6$pL@hO$O&Jymbw^^`rmB}yO#)i8eaARtV& zU0YS%Cbsg&qGdMCw+$#(q=1d*xIn>;$4)xiTbgV=Xg;Oe7W31oVd^zX{@Ff`i zFf0zS6G=01v?@n(qBDJX!W`jut0rtiX+Jzu5|QtjEX{(h{=VjOXkg7ODv_mtfpQv! zgxph-x@&yreve#A{Iz=VvFNTFLy?i|*#mBia2j9sMutD^xVC}@Hu`SJ zDp-%3Q!73&w!q~G7J%|~F!%y(e7EHEVzO{U5DW2=4|kI90{GF0X=4w6_S_A=?M~g# zE5WTuC``#7l(5w6n0Jn9;c9N+)-F z9%)l%GBhhV$pDL*G{yj^4z~UNT(PVFp|WZmEMY=Ry=gBrZYjIb6j`j@HvL6?5FJ7D zpl2sHf-_I}5Z5Hg-`ysVIO~_Hg}Qht3Zw6}g>5Gd)>(RuZ#{%!+ui-Y?w2{ayDz~1 z-5k{II{kmP?WJHNVRTC9N8xa9#7-pzd+b^VKVWDk-t2dtZmH~tKw-$zH^2u3&N~qH za7G*Zk<$BcK4-tZi0ux(mPn2>A{Ao`B`=&3rg&bKxFbD=3 zc)V|7?O-hjCmy~%MleIv+zn|UvLv{Y!1@cr#QZ>2_t3Yb__1h8*gb!{1tTk@`0%(v z6CvQ}=k;JJpx97QpAxwrK?PF z*3piW3&|srZPF0(i(8KQ8^P{x!#>%>$`XXrkP>7ZzjozAZFY$@zjZlhX+V%w;m+RZP2r zyE0Ye5K{Hq>~cxqKtf2yRWKQxzKX3!-itnpCX!GfOyt;ZjtfSZ^Pm0Nv={%MZo#{2 ZY6tof$-mp@n?b-IOhxl=l#=zE{{bK$oF@PP literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_2_2.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_2_2.png new file mode 100644 index 0000000000000000000000000000000000000000..cac53d1f490bd82e6e1a23cbafa8bb604e92f420 GIT binary patch literal 43336 zcma(3WmFvB6EzAqPH=*|6Ck(+cL~8maCdhb+}$+3gtmMkKMZ%bgB zjEZVn!HV^hlHYA}zG{m?yV_)ws6%)xq4Yheqsbs`#jbF|iI6*Za$#(1)zeStG%nXN z9iH;0HprDN~S{T4F7vL1w-Lu{yCImSpllQ|1pFqUavU+>-EnY zdUQ?0Jk;akJa6}{%ASX8vewhPuK&lW=c(OGV2l(@f=j>}Bs%1dhbH^~`aa0TbJO>)(0h6C3`2oc{kFSbR#w{e=0`%Ke#9NDd`N-&Y&9D7h3@>{(n)P#HT4B-FGIW!ti z4+JkMDXG!^NU`iX*Vg#*YtOSdUiQh~8v_1b|Mn znt~E5Mxm!GtdT5!GJw^%U#?W^npq(Gqs>x1j=GK`0U+pHZ?6vn82tJ=2>4f5vxC}J zGjBRrM*c1BWW2JfY6zG0EC7h*DST2_H~#%IVZPoL88GMxy~gKvBZjOBtNEA!qi!>_ z-@}p2Kc0Sn`M+Kb5C8vf#mV@K zqndGu*;-WUb-j+sFyaQh1a`F7_*^SnQgBKG-~YY4`0DlCTIMOU3EY4Cc4%)Qi^bUX zvcELjSz#ZA@yl6^(30(9EoR64jN-;+-BvV5dyq8g9Y3kpk!5Wy=a%0Km=7NXKKXN; zh_NxupPi$@7b&%X&J>-Wjt$pEIEi8e zM=uS;5XG^y&jTW4h4bnUd7%Vs3EvgAUI)>UF?T%f zHs0+BZ$-Qz4OuzCPrPjP?FjkR(0@lL{p{7;A=)LY>0=Anh88z$wv5OaNG8t`uTB5#g%u;vIxe-5Y52=dfw+V5*c|q zYzcp3;w0cQ?yq|}$<*k(kwRC6yZd`lnFju|AQCV?r4jcE$Jp6PH$N}8wiabh??GCF z5jQ+PeC_4=z}tO4_g`cq1TwlJl^Vb?S@OKdokkxR&ztis(P3EmN=LGNs7bxg61?4w zJ2irX{;WM#a)^*u_IvF2>vSg~jK(r_@bV(Z&yy`UMZ zo|ngQNzh*2K=tBWSLa_qu>g`SP(C(*^SMC;-{Zh#llm5&9jkh=iIt?E>P{+iO^jgk z!Z8ChfWBEu@8)Y2VoluM1VG4s)xXKK2EI&RBB;3C7hUMZ8#R^14>6H?qvVHgSe)=P zMvd8MSD`$Svc7&;mGOY_X!=a$LTQ@t%bvG;lm0&lgZSr9dMNx{w8c8Yzz6aYXkUw~ zPL*V0UpgCm>D;dv-0IlJhGdatl1jfpo3HGX+}}cW2z7SN__2FE!;;(4e5`S-CTx)C zOGq}CHMiSwN&oo(OTRRkkAHuETjNo6j=@ZcJ4GaA`+1E0?zbF-DCfVJ0dFuJevu5u zWJ;U46mGZ_zWsX60r=x1_-fmP4W#gaWl^Ls&|k$TUwrG zD}a&1YoozL8i<|4SbZOFyH2nmv2Zf}J3SI7(;Xy;s2Ww`qxmTRjwcROW$P?Ch_iC! z%C5??zQD9NnU?((7HA9PqKh6m^gLKFv~qqv+IA88rhXqo4tQ=kX`s z#b@D{yPe*{!-@`i^QWOup)m6PEk_;aQ7#CoHSMAQxoai)d-z;!fcBLLYj)O$@T_wT z-y^5>Umsxt6BOv27>)VoMl>-3Jv+bkUiE$P3HVKDXlD*}$Dny7 z_MJ3SGtZ!*11)lI7&K-;*XAOKxvf_rj*;VYqlt}!V>p>FsZnJl*`c7JVG-0te!apv zAV6x~-r}IK=`)VL3VvMw-w7f6@s>c2&!PRZ%-B#{aRe<@3-^m&vXn|rnU+3UUazI( z%*;TZ+sqPRLadD4eXmP&UWYjuz00Y^`MeAt4rUT=F9o;F0Y_iVvjfNxZ}$q~DouxR zbv(9HH0o^#1V|O*25K9??d)DcAOVHiTG)$~m>#rKFWKZTWv# zD_atH{oJ*?@>HI@UMwas{CJJbW$W76=t@THmBF?Xpgn;b-t(IodIBX$IiST9Pbu*( zQ=aLVuJ(M_t@0K^R3X$9j4NALGybm9H6+D13ou|K@=P`!em zm)qD1!FyN(wfC&W_YM*`xbrvM-)mi?iQ(Yx>(hQ+8cigeO*|xK?m6_j{`D@j#6rt6 zY5v?fA-Rv;gLR!JYqyA`tB=&2^5SxXI(@8I`qOc$EvxdaETO?vAFf0cISwQzi7#V6 z9J#B~a@cWmHNk6WXK`(}vO$8oxLC&=l-KVBY4{qlKOCY*>OGqHEVjn6(~z5t0&cU$ zTs00w9dLq z_fJ*jC6$*0WhS9*ZVm#JREoao@8Xho;*9G|*z`{GVxYhyu0XR6Ziq}N2v%|setOc6 z5c-VpBu$xG7XC#{`E0Eud1MwE5)+ z)$8k>o`w?Tn!2XbPz1x}KKzaXkHoo@CbTUuihXs1+*xSiwK@uIvs?{PlaKXq^J7kqgXxGRa)=I zStL%T<#9ESmAzPV9*Abl>~tpQyugov>&2oD`RhPCeVGxV>AN|8@C8ya-9F$ak~w`p ztPwK~Ah+4`&8p|2E2I81#vh2ezIMG`4+5V*Kb#t!Zzff`>?375_Pb9^V*cSP=nX9Z zc-dLlu4xMNl|)aNTBfK zY~g;Kwj-A_1)3kHe@cs9&%1#f_^`=Xs~6@GuFp{KM>Pmg+TaX4<4upWS{HWQdX#>t zHt`iAgp`b+;FGi(;M<92NJ`f8W!rh>T>LZ=8HpF&DMCxRS0+t)0(uR*1Sh3)SauXBgl3tyLr3M)Xvuo9BCKONIFUXEorLNXvxW$aAnG4MM0 z0fKJIau0M;{5G3V zEVH)TMO0zt{0Nmk$S5pSs@)jCv;hw>;s=9 z|ZNwbYDba>zaw%s~$vt?vzs(m=07OI( z3yMtf;P4p8E6jjA-$g|XBjSf6uN7Iz8t}6?}xKe_pz!619hbpcL z_dZcbsrV}MQt7I0%Ii48_LoU?$E97`+y1Y|92qU4;$0t@ZVRMSI(#-9==6|GrP*n{!z9E+LTqm38 zSA+uI1ChUf6Y6rcG;~taz*Mqrd%E^n)b2`tMo*o|M;A50k+^4PU}o;J_q}|8$aA?4 zXn(@LGFfYa8$Qb5X&FC^+0XGgQ9f=>eDQb{7|y|Xlu|ibL1ZpVlQ*=k)-`=C@HNy_ zXxI_N3E#3|aBFameMK<1TALrrdfil2D3BhRvpwh9!LGsH8IUAQy9<+!*wrcSfuBF9 z@w{KS>(Ex(+8Q~P@s4>+;F4dX!GUL8TQ`U@8hoAez$uR<54OYlfriq_*E$%I zL}Tn34+r3evl9K{P$|#9$_s{}jSL@%u3Xvz72kJwmU#k^B_hfA{*x0b`ucHGiozt$ zJB$*L=lK&BGd*_P9R^6=Z9&LEPa0ba#EKbS0=^G7Ww*bR(5sC4gdsd3l|?_YAeN8N zU+DCre#x%84J-u2eaBW5yykhn8%J>bop1?(1jp-{IpeujwM}@vzw0H`mGBV|U2F^qW;YF4`L7{J}uE z(saZmQTZjida%ywv%#yxaDybMz7)g9U;F)8qCQ1mOX*oDoekdC>TeV!d5x-}hUVu} zw%%@bod1%2Ygn^DG3=R_USH20O`!4$_>*WI98Mu`0iD@`b$^6MYMDT4ncIbN-;n-( zc))*rH)zx>Y(NDGNE7rzJ83!9d;I-ISlZ`_^zj+o5eiY7Lh$qg)6=auxsH2Sd>wfK zaty@W^74~-7*^k7(LYcg)<_uERb*bmx5#)VcZ>8P)%(pi`Gw6S%&WryHS;inf>i3a zcvkTATOK4x2J8%$OSWU#bB}x$fr#H!S>o*388B3#5*b8J>YpL;`=S>s&gkZ7p>Zdj zs1kH86A{uQNQ&-ux(Wx(SAW|zOh`#lop1Lc`lK4dIDEU!;ui=KfCuR4=tStIBW7pS zfX-&uoPvBKl-cqpl)k<{5bEWy5%PJx{o$kwV&$R|!mvLWFZ;Q?bFSkVHJVKLJYJaW zpTg-A{?-v2TLL3amQ}Ewpy1@*a_CGPz=(zqwpQgagU0nD?(gpIZGWvuAcl~Q?LR=- zX(ERnT*|CId(Zryvh>h8ps4@=gx#AdA{ZbTUL7lV!?WxICIS7KfCCS?%*VObQsK>h zqKc3eyRcESpsD>4&?CeFstmfsAY`3JNfpOD`;G)Z#?z2U6yvOAO*iC6`8|__vj5b6 zH`xn_1QzO#_iQ%pW{2j}HSXohvN>*2k7T?f6TTay3GdtdV_|_6h8#5Pf50Rp;dUCd zH%lIg^ns-V`eP_XV4#V=rMMt;it$8~cK5u;pwC#MQLV0iQ0FU^4PHtlAY2NC&ZVDR zX5YC}PR;s;k0p{dw7|l?Hs3)4-z&7`%Y+5V=DTv2Z zTX%&NpJSw|bv-c3p$iW0o6VAbk@52*T$-?-=pvin(_x$C(wOiI0z}UtBR-Pe!}+Id zUUv~5zi)LL%lh1u&;`^8BW@LBC|6tB4>3=!a(%6o84vPs*TzI8GGIFthiR)*drTZsALmVaw)P_`2D^IakIpmL;xPcsZt*9Qw+nEsJLv)${{r8=0x zbl2Jj7^-RzNj~vgCMMb8a8!i1>07{SY$-W)eE9SgX5rsNxAtWzh zNFK8jNAIwJ0eIfcbzgh9y78@;zUXktE07$_6CmeP;r?_%#6+e1C;RzKpxnocbP=6Y z#aM9n2o%0P+3G-&RWClOy`&rTP}kzr^wkTeZXl9H^GWox8fYd3qy6+RTLd#dS02Cv z_xU4vpz)lT@aiyej0lLNa8K^i$9mCN+*XUJ>@j-XmQw^#YYbQcCw8D_Ogmi0oKdv4 z9W6AlJ3E#XL-ZhB+f4*s?m#O+bLNvk{k5g{awEJt$@L5CFXil+L#+Q5DDKHc(e+Sp zmngEn?S^BBPcodV6!iBwV6{!sq&suSW0x@R7K0B&N>ZKES9 zkSjDFzhaH0{GZI}gCQvhaHOM^3AFxpF`CBd@NY6g>Ce960_pEb3@`2qoMbUop4MBtyx z=+#L-#Wx$_Cmm0Ol9T@AwscY(|2+82)fWr{U3r2;lAt#}Nr1i)5EHk4<@nt|tZUu$ z&|=TyTR9xjQXr%N6-|lIt~Tjh^+ovkyrJ>xR}`Du(I=agW&(5}5Lu=I9wFh)ABgli z0Xu9)e5YO%zFqgBV`lCrF!x4)JjnUyj^*HQvg+#y!aN8yW+V{@2P8$MrDBGLn6nl7 z$OV((OZG2BlnIECoN)Z?;R*29f4*qI7xooX6Sk%${#%@whLKb~^Oy>i0LA9s zHhw25_Cb)(|N3yws6YBk<8Jl?#W4FHh4N2HtI0X8d&PY%Z0+fUVcGX#H0Ws(_%F*V zXgE~g*w(GsG*Z?NS=e#fX_5{TQDdDrUFC22FfAJhnaHHWSsjvM#X?C}B_s%zYE)s9 zkof*d9n%Yqo*xUK0PYMDRaN6EcYB|HV=gAw@~z*4Dgb~MhNY^y1po@)u_i50xVZSw z?{=-vb}}lU0O)|&uKV}&|8X#b@Ai0rNa9r(-;bq~@e>q{8Ps=%TT3r+@ppN3EQXrs zou%-yLl7!dHQ0iq5=GlZeo>WJEsiaj>9%P3huKwHOsXquXoN!)h0WV7#XmT6a9|Zp z%*#HxYQo-gcnuBI+pl?cE(DWSsAy`2s3`D4f6sIxTwGc@`z1S$-ajDI(}De`>_K`o zej84iYw6DxCCTG7$Z14Pz0?^rAP1#kD^2oTf8#5Wj2KJigVN5wA1!|JX42O@%M}+w zBqRjRd!6a%&(~+Q?R&RB>jzqJMnX{2=`s+ z%>7Ia%l>%!-ne;6Z-x6N&2i&h!_1Yk-~_ItbU#%mls zy(Pcc2#YgL|4vYGyc{^y?n&xz0+?}WI37zk&@MhJF@}`90ufXlxu@;PMymb|Yo1D! zl2{cfw`aaKgvwf}pkwO;54!E&`D%bj-Yg)g`lpuj1?!l&8q@RyLkioao5HL?KzQ== z!r609@Si#bhGfcb0}78c1cOjJ>$KuF>Qa=C)jCi2v+_Wqb7!y}94hVGlitIEAQ%=$ zMVH1642i#{!>8KlJ>1BK;=uhZVv9o_NeCkXg-HLFEd1fvO%cnGQPcH^dkCb=LQn*CKYV=00OQudc=c07Mv!- z=-y%O98qBj?%NMFJ>tQa{eW?}=aHus#T)DV?RBPVxq(_Oeo3K0wG2yNMG3UnOQ|$u z56>Isw$Z%FF=Pe#^fa7uKK?6xK^r7oA^CNI-T=8&xc>7g#22$#Y+JQ`cL$5Pm@%~Y zLJLtKoj`ZRouTk;xcjFxBTg}8Rs7~`QgQU705;-~_0tk;g2SJZpAjU@!^JV^-T!S( zsBi@F+v0DC>Kc(sYZ^(f{lDlhK`q_Bx;tJcSK4CJXceM+>n5^7a8zfTASop+izVd( zXYx@XHlIuniLC^Ev=%Wz^z_sqLXz)t1&%NJzq#htg{)Wh8#MG!=sj_AbJ+w;Uw`Gi z_}<}9?t4d?VWSfJzMbv5l^Y*uJi_!|%5Ft~2DD``k4l87Ck?~VrSP1^Ux8Ob>15lz zUy?8&TLslWPy1TDK@eJ9oQql}C?ByB7x#CSdC-7{PP7dABTN$MEkdoB;!yjn?mpC) zp7dt_wBHV$yoE^V@M)3+_H$+3&8aN#b>l&zN4AEX`HaSY(<@k!qxyavAXy9heIk-1 zCWRKG$ARieIK0ZHYo~dD&o*sQTWJMjlMburhmA~LtZK$C>JpIWKvbjOR!>AAZBK|Y ze*XeLq1%5e8DBeXQSg%>bc!H^QkJ!G`R`z~&YN|_uMOzv{3&Gx>&e^)bTLNF=4s_a zDWh2N6TzpKJE%d6b3r&NMz@y(eqD!krzXqxxLy&Q5!KQEx>f)$>U2l1uRTClyhm9n z3s%icf;ScL4U+gfsROui-w})gb3a$$jigEdJE^0UMey^eZR2l-x$M7^$mih-=(oML zY7o&*y_PnFH%ONK+Y_@_iKo6|P?YXFk0s50F zdSf>QmXsPyP*KpCl(PcFTDA~M-Hlx&;=W2KRdAEu@p z^#qls!fm))sOT_$A6991%BRr+Efw@tRBhYaEdlLc&(L1w9I;ivLgqcN`fS3lr3SV2 zMqyN?!bz4De_i0f0`Rvzz`Q4B@v9c_;%V%7AI5g9p^E!)Roj*!d*z(H`(i>PQ*%F( zl*Mt$;e#c{Y%EW#@`u+CsQHoMi5_U=%Jpo2x{&gF^u)EXqWh;&G^)(0GY_o|2z3*_ z>uu`|YMS>no#7|zUQq%56!9Y_gDf)zrWtUmg_xED^a#{(M`{H2vu$Az0hXia>6k?_ zX(K*{HRCE)A&{g%ZjjaM;Z2VVH0Co=aWm3j^iG2u!&TDKA zI*(rrpPZ97=A+H-wu@|7>LUR2gCc(Y4eK=omzos4e~cnM^X9omGpw@HQ2BQ z1MSDWN0=mIf4ytckcm=SnflN5m{2jVAfM#!JsD={j8?JFAkkZ?R#<=8H3)! zH7&PS!*&Z%GTeXO;WmTt5@l3nEvgp;Lt~x|r{dv}?Zw5JCLPm1uYD@A0EZ`rA({3; zmZScVv;r0_9Fveg1EDJHiRvwTEQ2Bo=`Y;~tH6?Ckkci{{6sacwBTV*(d(Y!7QH^f zL$VQfbvoq#JygEL`T@gFrB52aqz`-Isv7b0zk%x}Bq%i1L@ZEf^Y^*~;D*n)dJ_s{nU99xZ9lt|*#s1%mI3y$@e&I7tB-fmv1nV?+n({$%Ngz0u5&L)1 zaZ!-)qT|GXrK69K)*%{lYsH&6?xYd3`Jk%Wn+=#*uHkp`Q$%*w zLKW?V_l#9FSzz-KUypdT>H6TXKA)I6jAus7rW7MfwbWhZGUj};NYkHZo15u*e}M2g*~6y)>_ABmJ5I_K-F;9yhcnp83v5Zp@lBUwb(euk%10NR2JtA zD7S>|MPzDy{-C4vAS(HpU5~*;sD35<)z9LH?dGB6h;+OUI`dZGZ?*2tn@XQ(riw4} zz1A1kZI7z5-Yui)PYajsM8j=mS)ihqQRD>0AhSWL_>+b|%9=3uK6pmJqXzywEkwv4 zv5{PAYf-YO>U=JsGPLl1+obY7HLqf|1?wB!m$&pc-}>evb3SWK95s+!RY6KV@>m9R zjDc-#WJfhu8{UaCNDsHKCUU_ls&Hwe>{>l~$qNXxb2d})C`DR6Oldq;I$9ZNuLpjd zK9XD_6=SglhjiN&4z1_0`edKcJhf$r{;r_{=EY48He?&v zU_+=XXd|qcY0vs>qaph$$DonKxeoQRBd}9UV9~B5}1ed+*F`l zSS$-c-`iMNerXK>>ZF1h9^i@7il4Xt!U}b)csEgv6n=jVP27Hy$H7?c1=x-ljFB^afvV0*yBc!4{lQ z03!|#E9lyP(Cow5w~KI?afUw1K|pQ>t(wuxNa!;#7g(U|+9OXVa5vp+H)#=A_YHOI znk(M)>73_R<_p|c@Zqz^HpmKoVwJe>-H`F^eYgp*RW0oxQHz0G@XZ2g`x(qv-iuXn znC@o$r0v(mZ!eJYYv&6I%SMt<4h8O9$8Du{(i2%w!}-r1zx_)-?Zx^YJQBVyL(fKk zxswNGDix^RljdaUcD(hv%WC>%X4Ot)zZI_SU7_!#_b%~!$$KT?AH2MUTtU_55s{d(WcKkQrO6nPOE7$n<&M5!brTF zYyJ|!mWk7la@L<03j zutuWz+a~K(Ep<2RNG3)19LTVhCVE0sS>=kHt@QvKogPeJg&A9m zuRNE6idFZ!wG#p&pgE0Cp@dM>c!MWLtl}UWBAd_Z*B)hUT|SULCc7k#B{JiQfApet zezh6vP4eN|h;ZAJq<5=5s-4h{6+VrzLOGeL5o?C(&+7054zns~qf|{BHy0LsGNg0^ z=ibVKb7LC|+a8a61cjRD2Y&sqmF<2m=@;(p+d1pCE@ZBX^~XW;jjVfg))wuvPaQ3U z$PByS78b%QitxZ$XJAJQgrb8SCpwxm3 z-{vr7+zO*Ya)|Ba=A9Uj$F3jN=~}sdNF}kTH5xK}?=++f6~{>@u(*iTd`?hjp1Al+ z#F(JxCkH1FSYda5w(3eO1#RrL!&zM8U0 zFs||e(Y7_CxH2!iskr;%)G%5Y_A_m9@~dS$LRz8p`R#6*6@y4qNf{G2I=~IM0Se&M zM5lbp>Z-jw1~0^d*DIwA6T;TIr~eWcy4{nPP0X~~-^Srz577Ic_d4IMkdzkXBN#+7 z(nd-v-Qe4*(OI#tPeKpo6+Zm9hU!eqCy&qj=;`<~JgVsr3wi4Tcy>9M~i1wwA54qqfp?O4eI%n6R)MMNcCZ}~g8r=7*{mDM* z!!UDIQ2-E{Pnk9(EpmLH;qCZv3Cg=qslB8x2|U+@$`q|NyEOg{`!}5#;>D!&J(BU2 z6;^OH_)v?ny1ou?04d(>Gsuv}973frZ~#OofeR>g+VG{Fy0gYh^fZGx4;)K+{S|9> zSR=H&#@Zd~e(OTT0$(sM8^t4XtlbZ}eG(VH`=W@}D&_87pNpt%<_Z+r3WeGT1w>LaOlf1 zpYRmi{NJ2do63R)MW+^>N3qvw`UWTGt$BhB%YFMx!q$3m1w(Oi3%Dqp&?{0{NP)ra zi1~;QR|IDQV3ft|Ly5^R3TfoxGoO+N^bs~i%xxHsXtjk;#M~hL1Bjj}ogfVfQO*0- zH=;++3m?hOQ9pV*q}x6l0B|=Z-#+;Lz+tO^55|!bezLIvo$KSXHNX@^e(W&89K}V< z58t%+<*$-Yy?)jnb<`Mjd^{=pp={x@b(jt{8p@Cyn*%7SYmcV4Y*zx-{GxleajSn4|fa21SIOzkothE^Nh64I4BJw_7jh;8RO7RyV^6 z$G1^bE=^|t_LK0hN`Sz#hT`5+iPsOsEF zV-wfl1MBoi8$0Uuaz|cIS>GRgvTY`EMKP`d;;kBB6Fazg9~F*B{a+PBr41I56UG^_ zavdq)N+p=Ss&~MlRU?fm*(|P1P3_i+PlvkZ(!@mjqNJCg*F8~&^Q~2%7`)Co3dHdT zTi%S`8m*=FwkH_BF~3Vf5&BEOlAUKss}({W##P7BR3##4Nl%Dw>;|O0)SwLDZ7LCI zv7&XY{arm#m9_@Oa0`5|i9W43VA)KWizL9|qc9j*5o!mc8$zpSLUW zdLexlk+BW{V#voa%%<<~$BGYFr^rK6Jx1@DeP`Mh$$*g<{8$ zhh?1ily0QsYQSQFhru={AJO6ND(6Qje%SWCPfx`FL{8v5YBG5udP+qt-d;ofsRPPm z8GiQ&Q)b9gUwgb)C10csn9X+M7ayQkTcLN6lQgHI!@=^8oYC3Mn~zBJkv#`rMENHF zGV{Ys)*WqGk0``5#Qgm`USj-bLfR*-kezE<7lCEi&+hPA_1Y8Fx@4&!6HSb%4@8w# z$1NbAfu%}K^q>ARg5ylXy&4+Hj$TLP3^@((OXvOl@1{Nsf=wW09z)(}bGO#uhWgeZ zRr^OAZ7XhZ3_u=>9MRKFHW52~=lAYDsSc76r27)Xehk#saIiYC_U;K;(blhhyd4su zP01=c{kTiz7RoINDIEosV)wi=v=y?Ez;s6JMGSQE`9i~rTe(T?GgLflK3U0;<_Y&U%xX+tWIxM( z5DK&Y}~1$|zEj>Z~r|+s+J#rTsKlDsvdug7YLxIt(ThxTtKhnjzumK_J>ht@J}y%mE{1Z7pYupv^4Sq zeXVe#aVXtFpmdr*Oh^7D(AaeaK9h_o$WUD+$LCUN(XnJYnqY|VmWo8%-Q8$#;OmzZwG@vB-l3SQ_W zq;N`ucQj;rlH$H|pnLYW9eb~T3Xzp2eZQKQdUXh;;b@MyS3+m!XNm<2WIK7xUj!ZAaTzLL)5;Zvo2I*QzZ{szj_-XyC#tl_f@f>DNTXUH}ky^ODd`@)`Y zmU)rk-=<%uAtJk=Z*TXiunX0sIAp)fVIIWf7xN4s^k!C*;|`LR&fl_fdo<8i;GwLS z%%vKNKe-*{Fn|300ZlqO^v>tXph__Z3apNM-Ta*Td&-Ya`txBAx^{gU+x_Q`{@`!J zN}yl#@x*RC^>bZSZD@hyoj#B18+8S&goxZ|gwxJRcWjGD6 z%ka^AgqIp--Wz))>d$^9q)1XrOfY znvZnl0y}%*?xWU2er57&Z`bdZB7I*&5T#4wpYSf@_u^{Bg?`i$4$T#ypm=)y3D@%Opb_1R^X?wq&@|+GO1E%cC6LZ`?oOU zbZ|3%60q=9Oj)Aw%~xM6yQ7V+ns^CxZM_SPvr$5p&gvBg~d!C>6)P{99~UldRdEhswRp zJFL96%8Yx{LA?;Q9ypUc#O+Py>DCn|0K*e)q_VvzB$-VYl4j_2-O!U{X<$%)3 z{Ls+E5qkH=Y!F5<6Kq!+iW97;$hPY{5fv}=v6TT5^tA^FrVq(puZy6)q7yvz!ryQp z|EL0^-q#sgs`*9%8oW=Q{P!WMN-Bih=r&5?T$Tx+}v0?QB|FC}xw^l$36T*|JF~3a{NLQqHS&ra`IHi(XNMH_#vA)=VXLx%Y4XZX~*| zrL@#&&oZI+NO>)F!dp* zF~2vOMiT0=Qm)f+Oc4K2W;HC;7MHU^G3#_jdn0C5PWXAg);5x%vuJ;NS(`h3qPlo@ zL{%sC>}LtWI`@H}xb5{|lM9pm0RjK1-CNobqSo;DoEccdXq*+PtcE*}qAj!kBVDGS zBq8+hcM*`pbVrVdD#J>E6CKN2SyNW1ziSosm4#Vbl~^LdrtA2}si?6z)-ncLHLFh} zHW1x%K$xr+i$9N$SIU}_+HLS2ev<|no;&P4C!rzZd2TUZlR{cP@p7|%TlSg_q`MVg z*!&e=U~$xo(Aj+!Xk*5U;_cu@kRy{%?iaT5^{*GtWewY&_HT54)aM(zvJ)|)umT)- z-z&_`xChgC)bv}1E6d=<-0O2)!{Cll)nG}Nk^QVM?5B)kw?JMn3{rc3(pCK?{zuEr z2+sprhCZgqa^Jqe9O(On<01#LH1vQah;(vJ{Ebgq|1S^kTD{DLB8NeqHWD5jgLuyr zPjzoR2p;mED0Dwt{s9JiFheSR8}YBIil9XOE<{};W+K*b7OLt!Ntl@w$`I!stHQ_7 zI3TzdVmW;T~&RD_nEvf#s zgi(fIyih}>jT}o4a!bSj%_luSsuH_qR4P;cMeu%(IMF)v#0p2`=ntCPbd}SnwbD3o z#`4cf`)TOL)R7w6ppqWQHxT^$UV!ng>^_a~oj6#K{;Y7^0-4Aim>FMb?H*E5Ggz8~ zj+zVGwGOUFMWzr(}9(;@em+SM4Nk>@RP|Sdqiv(qnK5Grv zR{x$~CovKv7kD*~%jsvz{=vNewIna$O?l7N#WccTw;J3K1WuJcp@{x=pA;9}_=z;# zT7>{_58%8bTU=D2Qs9G%arMNJn~85j(eNWaEfLjjB&lonacFty_$qe!hVld6p7XL+ zy{3VtD(cin!3-0o>&`c`&^)!0JsI`d%G~rQDy|$xRj+g3YR*(HMpiuT&p|#me%^q~ zm4-QgXSc}PTBkSyeW^#k!QaK_2kZ-6{~BFuRT(pikkzvnQ}e)(Z%t2dYW7|WP$YWDTJ5aHa+4b2`DspT!?C*I;q-MpG5LtBR>n%)yK>2jIe}FT zs{!=GrvsR8m`4`y2(q2Wh;F*@{uO)gBTuT#9e&*{ivzuG|n5UpJ#|s?ZzQT83BB}hOX1XgrNl_!0 zhB$ot$}=H~k?gVESDx-6WxmzEQ0`ZT`( zcO#pjs?`;>w0hbf^o!pW!_NDTEqs{Jc2gIV>r)-KUWC2CB>2)Ew7!r0OX}L6)U^hy zm%X~+m!<(I6|q;;7-H|=Qw(gsKWWst7^b1t;rlH18gVd0={5OR5&wxO<4*ia)D!t? z9U9qGRW)0$tS@V1RBC$EONq)=WxJP(h2tDpRjcM}U?07YOboyv=p~62U1Hf}An`+9 zW;OmP&YXc)Dg5{l$!*2GMaO{Ghwmnz3k> zWKlkbk1gK1^#7ykt;3@FzBf=5l@ydlNFyX{ z=#G2v^Zh;d-sfTd0?zEc*1O-8d!69}y+twoIojO0rJc5MIU2()`I5U>yM0N%LOfK^ zl=PH!JvvY(_1f_?8+b*zP)S86k&`5QZF?>2!he7L;Z)|9*woqMgicp@L!G4a>~+p+ zxS{|03CP^N857!RQ{=PW6Dz;5yfh2*9z4Y4Zg64TLWycU)jRR^N)N)eb?lqM{X*91 z9|`+GjmLdVg- zYUQIQs%AmuU%cw-bQUV+S_@S%GKXqm{LE+vo~eRV`;7+M>ZK~pQF*`L6|5-S zWva&rw1&l+w=UtvyQOqRDt>-i@kKww4BPOZ+W;gNvCFSoYa9L*9Byy2e2k9;3LUg8 zrwU;%leU%w7N~&n(CJzY_88?!9otuh<1&Q|Hby;d%zT{~j~ekkz~%*yruSVp^6QZ5 zFi;YHT4UeYVz$}mYf5A!w;kUDd+CiQQs@gKk_O^2N5)W^XgI0JWu4y=+!C)|!8^}Q zy)A{=;h2K@DXLy0mYBr5qLrEY+cNy*Uva0u@qv@&;Jwrj9EQjzB_Ig#ndBI*;a@X0 zxoKp|MOZgY)USeTXv?~}-C6Wyv2?EPzlD9?i1R20yuvIEIxMeiVYqwFrHH5e)KE2B zFf&d4Q1*bugV4ZC<*AMV&P5SUO^m0v9FKCCNPgWXcXXc`2Y*e`DO4AVi9K}bkvCwWl4 z^RGtkuxFvU`}2#;W>Gs9At`dQtsAsS2QK*!kDUTD_9Mx>CH81QQ}^5}B~&7sF4BKW z1}Q1ersKyVS+?J$yC0=FyM8mU^kk=Dm)rOL)UZGR?H^(-Q)M18W3Ir#X1!Rxv-jCm zf-`(i5Ot#3fIHa1$lQ{@rT+ep^Vp3_NEx`9IuGV$(pD@ORct|)5D=gk@|BP=_q8mb zhIi!R;S?1-D#Gax3csLN>J^^N@F0;aGp{rh%3OD&D<4_RFy>DVJ7+28wxo=VVinz? zt-1BL{sR`>%9}Y4wo4iT27OPrPv6@ZnGa5PM#!(bsZKK7IbP#3^e!vJkE{=s=U$)E zN(gY-Ysb9$?;HDwW&PnNP9EC>X8CLupGrviOvxfRWAo33=H2*GOvEWUUz{~XkP)D{ zegLu8i;bu&%2MdZl?ZCbbCL$d=2*N0`FK!m-vrd;T34Pz0^HihzppgYOsB12ni{qW2xCOUqMp;#uuaYOK|o(CU$I>pADF znZ4Y#uvZPjsJND)wlyN}sQhy3z~vg1Fa5y8o)N%xj$&Zmi%vIj9KbfD^70HzX1y%X z2P);d38g^+U(79(gt5ADVLHPaU7eJEu*vATr#$6S{VkzT=MAoYIicVyMHJGWF>VW# z*@-+E?x*{+7hG<~A9c&G`l+6^Abc(|$$m=LCpsh#UfVGn6x`9KTc}@ez567bki0n( z?3EbP@Ck%-0F&tLUi`IJ41vA|XsxWV6zU^X~G{L7oJ0 zLW*dT|3&{o?#*jgDI|A^WVCHMXBL0sc2cQLWxoTwL`z-`6` zSlb<(9Zx!SSb&stBQhX6!(S}l-lU3&sLE|(;ffbuS0#iVG7hM*ty>2HnDM16rhqk^1!QIRll}NzD)+u7AS(2 z7LAh6g}KfhnB?lRDY80e@-4mga4n8IG479=aQEnsX0wLa!Xay9n9L~8ix;I>XKqo8 z*XR*gbu9TL5NpXgHfb~trR_b5*XpF}2L6PKQmO+$2qH6Cw$9Qf?JudfeC|~^xH(|Y zA&A!5X$3u>GglWTU>QgSNuIZ0IJ?&*@7c_pATvS@FQ8DV@s&Oy&6zZiE9QSD#Gw9m z^;-(B3;gdQc!dr)r|{ApzMFZnK(3Pks^n*U2dRn=Rd_`0)}Ds6H?MYA*HbD21V{h?~(Eb*(|Eq()T29L)V;P>`I-~Q9*`LOsKoY}38`&~5Y^2a0q zposqelgAqvHr=pg{f2<``{{|Q@wbwQq*0g?uN9v`CQ`(X(@&{?gR3XsTT_@r@avs0 zp~U~#Tx9=dsr;*&jS9b0Q{H9^@Ed6irhgJE)R6etoVIfkWk?~6Xn+4dE)K5Eam1~3 z^6CIXo8-SJ4V5jVMXe#q02HSY>-P+%Y(2Rc6QAarFFtigGw=dbDN)Sw%5cDzgA6&) z)!l$c3CEHVJ{$C1buv&-B1A+E{KiY(v<0(WOKhf-6;@&pArCxG_WvGNl(Cktg!yBS zY4Y!U50`C#elW;g-Ph?l06;KioYNO9;8~*Wv3uWLG-oajPH*!|ODsICm_ zLY`O172#IndN9Mv``DSUQ+%Aip`CSoGROX*=|i##AG7Ch7E*HlfNhH~;yB5FCvLo4 zrG@jwop20xbtAv&Q}a}DveQw|!R@j>5ez$hhHWo^I`G{?OlHBey2s1ia(SDrI4r#{ z3yfX>%bB}4B&z++(x)DN+=j2a- zBmYCrZVt`7tUtHwAGhr4r}DQ8`$b5-UAfBUC2H}qU4e$x7oH{Wgd?1l0!5yof05nGO*%$-~8{c zgGFfL1iw`B0Jl=~N8mAp=Kp-VK588V*S@}ZbHUUr+ff_6nJT2}Shx-rAC|JhNhTsC z6%j?OZSOO!S1w#t3lrw7@(~OnI1-PD{QiIn-TqTy-=Ex+P0-~_lSJ{|`Pw&rZj_zf z?7l|dR8isTn=4ivu|Y^PVMI;>*krS7J%)<*nvq=uknD*VcQ^otFa9Iq2VNjn^lu=Mo%mMQQui8md`HV>9_fTKq1ABR9o$wKZf^A;sEhdar}d4 z2y=d&Bj@O$=g%<6R~M~}l=Yj|a=WMeVCqx6t)1>Av@lv)bkFpOQLlueh4$bNGcW8s zW8tu(i}Ct)0etmP{=*k@U#^lAgUsE@)|JoOKShXVYD=HJiWG%%aymmV7}+(D?_dFl z;+&%39;tUjn^yI6#uz5R76=QUu`e9)-kd#h?t6Zojo_Iyx%cJWB$|M(g%kNOtzz+ixT!Q-bX`;(wSF zurzm=r79)MZ`1%e16MDQH_N>7vi6(`Ja8C~SN9(K3T!!-@}E8E!5bqqA7PMCdI2{- zopN$CD`By${V`#Q#LATg7H0Xz>u}K43xyr4N6qCrEEHf4)c;$oa&B_(00uG^N>j#5 zp#d{2pG^ltdIZNPXRM5%+COF;GaS6>N$C*MNOfR~YX9*y9=waw(fUi@0OcVv4Q5JN z`9y_2*AXf^w^PTc^t#=EaYTUC`(FL0Qc(Z25c`S;RH8+*{e>U<2-MwRg@vpWa=`2Y zIvH&@tb4ht*%ElkKN0W=aNWQB8>#`R^G3ZK3No0|~) z8sz4{sWRaH9&2o=$n4m5WrPK~=b#OI*DWPr3`FW7pdS8I7!^KipEEW$n{XkMUQHZJ zH}0NeN&dwH^2dQhz_ttCOd8aWo?pY7--`L~!~? zEF`6M_U)^|@3Ky{=Q#6Y?8YkVfC;IT{|5}birQLeQoMF|hVz1(2F;qj33^_BXia7C zg8bcwc(G48L}YNj3pZF=FQ>d<=TCj+&cCUte5>Bei&Yd+o@$G$i&SfZ|Gp12G-~h7 zjwuZFTS1k4j=yun{@HF+jX&gY9l7g>2=Ryda$_cCuN{Moo2R24oPwq`{H))mHc}sD zwcg6>-tKfeQT+gZa){6STtH~LB=h(L!p|0=>WMSZ^CRc)yg_%IKSzb#L=gr~cpa;R&p)o|hdyVaAj zGf)P7#%RxRX2yB}Gpt7|#x@dMMe6h4&|_KS6x92YRMA$0!`i5gM{9ZsH4*QswS56hS|^n9Y} zwvf^1MYr{Msj4hxi4V7){EC>J6HRP9SqZ}+h_UO*^UTxAW`QHyJ}R&#!9dC$6K;(G zVLsy>oK3UI0qifn?+8^zvj-+qbFUDTu{(h7qDaOfhH%(p5(w1Emlz-gkuS!Rq&be6` zl`mAo-<&oZ(?ci^r-s}r9gPD!_8;4^YRi=U}v_qb5+xjr!XNdAiKYucpjy?$gujjv?pr7{1wId`HHv^vX(6+D$e+R1l4r z&Vok#v`tEC@w#;0B(~TwJ+1{S+Al7xbn2lpc5^CO7BMgWlCk5vt*#m6xmCI*E6&7>^I2Xe1pGX8?%c_mAxNDyZ_JkL)*FmOZbgl-Qv%xQ_4j8&CJRmC*#8 z>-K==nEstaLw!T>mzanB^bQ8~#ua9iDmtHX-s*7nKp+VRr;nH70fp~g%ahxmHW>~d z|8$7b)5h6q3GMR%SvWNk)E~3`6+964<^MtTR)=0b4Z>#W^1(5ocY?WXdtis4mx04d zPs);x>HA4^TtWgRjw;^PHheL*c6_|-?HnWGLt*@}$jGqUu|bKLk{#ekMd7l%c}A08 z!&F89+83hx#=Fm~Hf(a_DYBQ2+vByp^HP@PeT_ra3uG}ScKAcI7Kv+&#p|eA`J;`M zp3s42V?zjsZN@nLgy%FjSHVb!np#j9w8VFJXEnI!8ro9P25O-1-NPX_Z-JDbc4%EW z+S zcfuOC}QpE3QX-*;bpdF5H9nzjnvow^LbyX}znu--vB|;e0nnnTyp@D~X{eLww z>Dj}4sl!-ycktf&7JA1zdN%o4cnV|bxmdfbZ0aq(rRsMC#HB&@FMCU<3Iq<;Gh=K& zG0HQ`sD8Y%IH<8^F}Za%6zA=Gb#UW7q>*-RU)>81C(wJPZ*Nfg|N%6TnWf0=^ZP;O09H5Y?z;eaBPRO%WZIo>NudusZCh zHbjt~HM4gxM=r|8kR#HHi8{WJbHwF;Ph)?^HJHj7Rw+Kd{VX)Da8(sfB)((ImWaED*P&J3{ zWFq!vR9m<-kLQTL4;c#k{riIGAjQ4oYId>Vbt=6Gi&Y=tsN6CJGwo%VeVq0MGav7z z^3B$h{_PKRBbR1Htk>aS-s@l<(eZeaynWu4yz?;HND0g4Koa0T2WjOveJw?_|P zr$bZMwtkUflH8^om$98AlnazviJQaq6+j3qwp2fRCxNH{jJl)|Igf$DPpuAFkg{){pYxLAv@ zqHM{`GwaJm8=K1_q&cM>7p6eBFMaLTdiUPn<;8m+;_2^hgbPD&iL?;B9~n9C zqr?iAZIUOY$x5`YP`A<}uUnY=pzLt70j-#dyo5iXw={qYcK*+(7)e_1*i6@2ZSFvQ zL_AwSsFq#i;*ZT@20zt#!SsQHkCYhX;$Y)54P!Tgn&~HBg7?|6f zB4+)}V6)H~^?-0ic%dyfL#@!*IF`AP&AtHA7anC-mdg2ADJf%o1^zpUKvV$0Vx06j zbc-Mj6;1PX#j!V^AFZyX<;tOpX#ZWm+uQs2%JI_GlP=S=A|*Zc3k=HZ zoOhDA{TkL~ESkSlFk-P5pK)gS7F3fWKBdA@XT4Pxc@?Xq{Ge;3KC^t_AfT8cLcb}Y zD{lT^*$%c{YK=^X-3KPB-~TY<>C1~+PR`=ZM2?Y9u0D%@k%S$2S1%ASX`v#ivM~C6 zJ6lFz%n?Y5;&CVBkdOfx#P9E|(bpaFxq6e=$00wy{=G_~t))CB7|L&AfU{bouCv2} zHB?ntuVkxXXIU|FO0UL=U(aBP&xf%Y z4E`Bzx$=L3J&9*wQl1#4$^&sn1mhYeaIdIELzW_-V9iw4L$j-Cw7-AVWh5FvI7?t<42~wnMG%vh+<(0QycG+ie=Ty{TE@u|q&4k4LBrOt4m})^nJla6lK0*c z07nVnJ@cs{9g;+q)XcDoEsFdCFQxQofBLlskmAOT$e9w%jGbdepc-l>d!dae74iCExOO=UfQ|7igTj+O_fPYO$%PXP`U{vsJMN|iS>Fx9oE$o z>bQ3gt#;C34HouIn`%~bEF}->J>=VzL>YT=o7!m1n@G&f(CP|hj5zDmd z4mRgTl9^=B-oAADQ7lT>$7$L+H+~tXUj4GQuh%60YXLlT#UklswVO@g0*|LT1Z>qa zKa8a?{8iJ;NkX>An#-%v_#TJ@30Iz7lMrT6sq-lM6f@54M2nTfj^?a4kbZi}@f-25 zIdz@EP4me&PS()%N&ooSQvJg{VortX?^@o=wrPeGrv6*_@()epVIbcl_a8p_S!xbb zV7tt!U;FI72!gw%&KiR?-Na9WZ8MU4<_yVhFT#~wilieq|Frf=?=50+Si-&!l5oCu za~=JF^GSw@3Y*yNW=CbeRh9fKb%FVYlt?8c!={EXs(stT!axNm5 z;noIua;`C+=Kr&gp0qvdm{aUNxUuyQ%03UiY=^hTN0rsMYlQlzuYc{Z4R$pzwjzNG zm$9BsZtJhlODwsI4W%F_@(~--p9^x55OkY-C}yc-Kc1zGBiH|-^8!ja`<%+VvWkxS z1dh^?uQ-XT*EDC~93Q-+^m1)ST~55(uPC#kT&U9=9bthJ*iVm{-vgF*i=>A{qGM_n zD#VTA7`Znzh!p@oi#ql>*6Dj!oqxGx;-K%+h*A`R39l*5!(fR-C?Lq1%lA!9f``3|%OJk^K9WmJpGdTjOcyjJZDyJm3BJB#JLMW0b z&+D`QOnpGvMyd73HheNis&(G-dQaoe#+}V3xNQnP$Us^PD_MtPhG1*Q`J?k0n^oQN z6M8l&Z*p$v-zdDMp)i`Hp4OZcDNdill_ae2pRvUP99E-r!1=uXm&7v)(HuCR+x}es zQojow_EA$Wy3~;HWQn&@RSj)_UcNqcl@ywVMzy@Y%xqfgU+Z)fS=BJxKS75RDci?q z@tQL#|94HCO->BTP#unm_u(1ay&d;AvM*DID^!a0xI?=QO8!;t3IYB-S zRMQzP2a?!yeuy-9bKu9_4#z$_lFJM0`li9fgH8`D zcJ_aZ?X|)JA*w8#j7Uw)sdX$iPQIv6kLX@z9ZfV^@A;y4H-* z+N81N;2W0Tr}GP>wF|zb?uM{i^DH$-YythVU25O@ax)1wHiz9A2r;RYj@MA;e8JI@ zHmuu^r%T7lR;RD^tG-naMTLSY`0*$z)H^5ed$m`=_9IHj2graEYqf<@Qi@DhcF7-pw6Y&(O%)6HfBC&z!Jy!Y969(Brwl-Esml|`_Wx=ET zggR>Y*$ccGR^87Z>WpfOoes{K+)u_9ef}itFz{p|XSt_G+*OSeO{VSaJ1$;7J>vYq zmyODC&7*5S7Up?8MSLF)QucW&CXLnv)^MWm?7DCbm^by=atI1(d17*I@k;ersramg z_qf8k9Q!myTu8(ekG~yg$j~19o|ri4fZ2To2H+89ul|CtbT&qa2}+g*DSf~Xnf%bt3*K<+aRC&$%CqF>RGU=A^nMBn~6;ag|S7hN07Y zu!}U>fO;#_llVr&Ys5Yr2lWIS;HNanTSx@p-;hasobFsIUm7X9Y|SAW{0$^%`bupV z#n~{80x}Yp%FL0&%r^xdY4n7SMM(&KqKd-=hJ^UPG&YMWd+o zOj|)97!y9wcv?3LW}$9wzIwq#uGz0G0Ry+@N6Alh4hTMBXY}K{ftLcOOi1GKo?Y2- zN`f5ll`^W|Pva#C?v3jSe3a^%fgy9pNg#b1=6K8~`_8GJM_0!%=_JM)=ysU3G8qXr$(hmq{D0S^>LC4V-~-P`_eqxDe&HS279 z4WgxrXo!m*Y3~9q$Z=;C&6@f~)t05izQl!fQ8So+ZiWfz3+}fqdCi#`O>Sc!?3EGp zN}?-FskD@dx-1b!g3OsHuiqj>3+ToFD=P*A{1;;27`ne^;rjvl7}ZUD<}%59!25Lw z-jd`)XMdEH#Ewl_%_a^>G}sDmc45Xbe%tYuiNRB& zV18cEz&k{jue#bCC5m;uFBj`C-ZSjcOfKv0^xTZ5Yp~#-KKQ(B4m*}p_$8k_?)*A+ ziQ2+Ifza1zG36T?6R~8kTtmSq;h`PyWr*Yd3Ijor6Ck%aO!IFd)>dB7_t_)GRd?a7 zjlCbUPY|7^r<1a z*};tq$8(c9;J((rhGr*Wf$ita_eN+9Acvq{Pb4hAZ1a-2>kkFDWDmp(OZ&OM=^(eQ z1RB#1l%b*#)k6y4ST<(*${*aHq~J_8ZN+BFg%v%9{*?dm40rGR#-h{gMl(J#F|cFA zx^UYXop0H4KFzAJVZC{$uoj^Vp-2m>@OmOh({jg=Tls@E_;%|a&A0xCL`dW;$jcsZ>j{U}UC zE5pjs*|xj%6_$1?Vn1P5!W7~SM;unQcI0!&MV_FJ0#J7I>e-=vn$bE|vn^Pwcf}MV zzEiCZ^^Aq6<56qeheh2+ zTo!$%qy7zTaOD^ia7Qa+i9fDGt-Ezmnv|j8Xa6x1!?RzD7OynPR|(aGMEo_R;fU>P zN+ z)j0ROIsitb=KTKc#|vu#9Ua+}wcT1gGqwbfNYl*5Ly9g+VM>jp$UY>(yj-H!XHoRI z)qM4M%mYygy1r)VNFwAq&X@n<8W44B7)I5H^mlgr2hG9Vhf2|PCmrq|U17`LKPOkj z-c0JY?4gD_|9TugNMrD~CZKEJ_#4ya!Sgz=&;64Ocu&zwiSQI0R*OxovF)>B1T)>c}4HbgYs+b|~T$i-k^EabZ&q-_Tso-Qb z>I;nm;j?f^j6EQY2^q$%SQ&;F5e$qb)i;vCD5S68%FA{7?(gv`Ln6(HuD9{&g%Y+u zUj7>Q*wU;C-1LWUP|)e|pRzR>b)F{veR>H~ep+bW`%}4Iwh;Uh2vK@?YUBDREkkLL zDRrpSRDrgPz~=1O38?Mwn@7)qdv8vnN3y?zFVhI1CzP>nqmS?CEnT`)ZQ!H@A2gX# zk;>eN;EGqGuZFAb<v>OrpNk8QCb0GKZ z)Dr!7(vo)Lc{R6~=rW9?In&f&_J?ik_ybGDg8y9BS2h6%G*x$FqmJWvC&P&40*4Rj zFHh3_36xsf#UuoY66k6B?=H}Hn5MTa4JZPz8|=l7OK@Ns|?D>Wz-F%9YN z&N6)mOD51>YFUrH2VWU%uy%r6=|Q-VPfg`f_wKDmAeW~-#=!g37fGv)39+mS1&=Wj z=C@#0*~f{I&C&E9bMe8g4M|6(3x6InVemkpm1MW^_L{Nvm6+o0d;`q_@@u9I0=;ft zQ;xbWVT^R0mgZA?ZLxSd9vE`RwZWd`z?gpF00m|E>#biT#kx(fyEwUhdNDm)!9+_4 ztAGUj8k*1J@Mvg?szCj3 z0sLhaQwoolYW zh+q02n*}p(KlcviJS<;1&8$sCF!){mpoz<<)ENl;ImoTN7iPYi`3p102twmjYyBy? z;&(a=Na$n4S%3__pbg4cEs{)GikWc!HB!E4(mbPiwcvMatP%_2pJmf< z70BhZ8g1?n6VT^8TnVTR{J$-c_Sx;OnWK)g-V(AMz}U{lz5LYcBiHsJ;Qcn-oBl|o z@(iJ}0Zp|EtlhR0aAF1NQS>-jCqJF32T=1_??~W{N%X`{mzfeUNCvsZvke@$?BtVq zcJb0c1#tS1A>P3l@@@jDEP;mbOC%rZvVNl=M$xnFm0#twDsh*TmH@lUrTX*+_nCfG z{Rv^`DOkMZr@OgPNw-JybhYW>?3T3JU?#whm#NgL$LqD~^qig(nUAIVM|6%o0-xKT z9$-j6h3|m{KaVos1U?iol7xF$q&;{z(qc*DtaA>OMqRG+WQzq1UA676U5}4TS;DfJ zHo#9qapm6Lxxz%us`cIoaGsXxE~%3-eOqj?4m;FI|*> z>an4f_RRyi7XoUgaAPAH!U4hN&5hT+IH%VQ?>V0cOh(sI*ZtG%m8mc-L!)V2pAvc= zJzV%Ns8c3`Yzq}DnbJ8n+^N2_v=Q4RC-E0>8RXyJ2@aN}mZ*JhyC-3LI^yh+qonjX zn1Ao{+zld(ik%#y8DdaZXiYnM;2m0@vb+{->TOxmjnC0khKX2jigNBg&2D%bK?Dce zGmX&I2fwIZh^%dRr7l7X7xTa|@$)8W9clYvoztn@>ql#OTa<0#PpA3e+;ZQypzdVH zw^v=th4+2+h@~DVqp_cIPVoLw%S*r!Vjhky8lNg5ALky7K`l>&>KU6Jek(g60MV-J zIGvaUJ84%Y#Oa?UZlrOetWXIIWR!a$6|YFDqd<5wPju4RtmZ=-vj`?JOf%20#Yk=Y zWKT_o3HQbT&k>P15J;98CUMh6jiVWe23pkHMe4oo*q@-eJ>JS896u4O)JQtcc^ZkD zNjb09Gpt&uz6(#(l|A=e>Gizi&cO!i%ZPvjPNAQ(deK);?VP|=|9#plm`vQS_q-F# zG4+~2qs{kqX2u1Q_Vh+h(@K_;&JLX~3=3-@{~qKbJA+_vR*7n9Zx0cuUKq)JdYF?8 zrg%o-dyZ|>ecA7^q7#ZLazrtAt?v476%KteJnIG6$gVJR6sA0>#-^Mix9(O}^>dBC z&bWE)2+mIEj#PW<5$_)d_0%=(A2{3%A>DUw*a`?eD==iEGfAPtM$a2z#S4mXf4rpk zs~^=i^dVo8_34kdiw2A|O3<7gq@(L?N55dHb{2f$OSs6cByKseJ)P1`oU`|#sft~#X@!04Rrj{)S$~!W&bWRL({F`Q*zMMXK z0|%iFSBiCs9cO82JAMC>;Awa|;ZVdw&;CAy667^ty0sEc_zoR@)rAtlIZ{j!ljIW2 z-A$5LS`F`)xO|Pt8f&Tfu#FjrNeYp!v5(~KuO7XR`tD&jBZ$-NqIPEBn>HwHw7wN3 zPSrb&fehjIorOKSREYN3AF7cw_(1w8tx>|Re9hKAifO?!{4BXrvpKxPJHBd9fpr?Z z`=oC%Gij@;vW!_L&j@Hvdyv=;393B9He~oLC`5qC7vV$;z7Cjjtwvb9JP{{GAbLf( zeC%oE*4r10?tR{U&HHmr?l%ZX?m`$@LN1No(V&){BAOIVU=`0UIifuo0kDdX7#-gS z4~vYei|$iL2bC?K64IOZe#|>pBoq#KxwsyR@#k75^=8{w)bcl%UDZT{fTC0OiL^9S zovh+t9J;sq^2St*FO7QjXPSu_u`MBnH#6r61F;#uXu zX+heC?pyVS)1_~dfP-W!-Sjm5SClWP+x?uo)i4>)M8>wtSSA<I=1sK2~m}BDRxs~Iz;H~X_i4EUu{`u#`S)B+GT1#)^Cz#G3Ac5qLNO_12#@%9i z&CJ7_Qurs$;qRHz9+ydVSkY(T&JM=}-NF;kWa)2naf_Qx-5@RAQS?BahKYRzVoV6ADE*V zw_QQm8V7-14~R&}{;2ZxGDYb)95%5a9MHExhe@?^B$hTioV++Kr^;@?Vd?Z59$vbm z$w+5YQ)OL|mq7s|RkL@cBK1C-t1vDZ|LVbiEM>|Khd$r&khcd-t|Q=3){rM`;9B9q zZpmf^R$i-6mDif0b%t#3aci3%DRzLx?quY`gWx3hj9x@$aj+kDo>uixzD8KfkJhP0 zy4nkFaEcN$nz&XKl;B%^MWea5OKTbT)wM_-ORLUkK37)BM`=Eb?wXu***>=m>(mm_ z05qVJcxKrr?yz)G) zMwU`iOm3HFlbbbyk)@An-s*GMfav4gj(*j`2_#KSKTo`3Nir;DA!6?>7RdQ4GYptX zQaFH-cDcMs3*?l)Cgzx zW&eCjFViU^KJBym?u_z!d_lb2m&oJ4;LCaKXN|1eloEXIf^&t%!w&=2afHWhu;RKi z&U|8=;%?q^;@(8weP^MZ=g?GqY$GV1lGYWWU9N4eR9E@syBv(*rSm^^VKODwUZIrG zOr}QG-cY`mS&+Q97j$iB%DkOs0kq&tGxld!^2}n1fR1jcG{Q{I)e)8;Shc^}?0tk8 z8GLKy*w)hBP+n%VZ+>C-iYGL$-6uwdw>)?MYd* zNbcm{xLcfDcQEj-uV1{sRgKOzhgX*BZJ%wT#ez zAy;4|cDD0I-B9kHfG7qv8=av19UQKZ9>;dNU@|n>6meHw#Y`v#+U3gY(wdJ0Pc09a zXw&x~{5Hh!q3nC(J0tF^`PsU7L7OL(6WO%4rKvZ)w<{P@5_hc`c$%FmA?q33Ep+&} z)onfmJji=B$rD{@kGIn#Ttg&A-=qS!2r>sU>f79DSKOeU_a>9@o2ijcvZZbI4bYTo zuoHixAw9c0d&m?Q0MqUuN6z?aUZk1QTrZ|&tPH0~ok7WL6 z+QtS>P{`U4aET1Vs6>Npo8r;sS8TZTTqRfLi$~o%x=vBf8y%^%B56rQZrCqF0+Zfr zGGZFKf{)Y5OT<;~$1RONdd`!%4*D7@pUwTo#-=Cced0b@{E@ZXUCq>BYWZ@c=WQ@o zsm1##f&}K#!sCY-*hfQod-|ULnTmj zL0E$4BhA6h1xlQ@6@`?GGOR&DZjvea_UTY;N@WoNO`l%bdd0beUgu3 z=iHDzv?g(!W@2|FMGTI-;ip`jiiNc>WnYKM^J1rXfL%Vdd~#dp4qS;cXzvhaiVcP~ z9y-Yu{k~>FFsTljEO{TfV8^Yz$*m;olDoV3^ag#pWHmOUl1H!e%`B62AlS|2P%z1E zt+c_qjMUxN@VE&?dO%4er)oEnf+S@8^YVCE{r`FaGMgYS)C2r=MburV^_i=3lf=j@ zXpgMzaKR(jp4PT>ITi*;Yd;G*^WUm?or4-ohWQS><n@El5Enlx*Bgr#mRY)W(|V3Q}9qotG>z?m5f=CqjpBllRbwASEQ@^TUB0{Ecj|h zKGx<@-^md(8}c^_*6_}63r<#>+~FGb(W=a?Z87Joh%o1Lcc?zFVib`n@TGcP?0oi3 znGY%rUSbT=bIm5GmJ*qi)d-JxVw7`t-z9n&eXEuwYG+ykxUZcCtg(+k?CFk+r}I|E z_MQ;4?TUQy443d?S+#yi{wDV9*2>r6LJ!Ro(ze}na5{|cz4_8JC)xb5=UQpB{S$WYm&f8!Ws(-q%nmB2=W3AbF`6CXctT-C4_nC6bv*?`d;e~eWy+j?GWn(_!=fSB# z-_~sMPrODp6T2*!U<|R@K%Ag zq%i8MhEoK^05L)F@%bdxvROp0iE_aSCblk*^lJk7$3nfBq=JKqhuGXhvF6QFmA`_C zdhc2wl}x3$=O(x+ml|Z}slT=LOowL=&v+lRpXku*5w2U(=d01NiKF@P!!=_ zAkRqwbT$wDB-JW?1)T_kzZi;USSrgQDN`~|*GY_r#ZV9>aVp^dcoeDqFuB=Q(1*PX zRme=7*->@zsaw7VJI=d1X@Q^*%|Emf_9m`#PD$=lV}}GMV#;wXOl{P{>oKKWuwc{v zEml9dy-x2G9t*jZcxhP5H3U`$z+D1@)KU%^EMfch3#z)CaZ4`S%5PK2xAvvN7M!(z zLgnSptJaG@d7Oiuiuv`PL>TX(?nI@-%0CN~#=!wE=)UfAPj17(!PyZDlli58T@Ra{ zPG{cNan^{%N_M)n3Z&9FaJe9K50{S4AAGbwuAy7VXZ%2?jE|GIIYBPHTvhg18OGCW z#gKUUU3>^yTeSH{c}jYUcMF<=Owb#gkPwUO4?Z7__w|t)1rH~ zFAuQ7Es5I8N=;-GCyQwx*9gbG*=g=Dt~ya8FTddUonhg;W+DO_6_gb;?J^Y0uf!(PP)xsauTxJEub@b!rnwhK*|R zB3!I)fOGIY{ym&kc$C_Dtul0`dd~X8&0pKvn`FV_=@0qL(f6Vm8(?R%OU&5ZBbmq9 zRc8-1;A(1%;OFfE9pg&LvRK5%XoR@M_7ltSN1ZRz!dtEx*^h~+Hpgx*djig(i1P2M zoNe0OwzTVkit5MaNB5!pmwAG`>X7RswZcy(J(9fE$Ycxv^c`EuNtvF$hMBxTx#vlUvf zINzg8-;wtlr$ePX~x@stxqlS##Cnc}c#9N^1o^*hf}g z7N^Q$-24;c(Q&mKXSZOMXxnLmgt}iX2s;}s-d9rc=q9}KWL#vrAWLtiya1~ zIBoLmR)bfnRitV^p}7IFsbQDA3R-bp~jwlS0N?BkSS}{VHUD87^&^kN0?w<2}CjaUI9K-{*Co*Li+E=XK6K*VS|?VXclq(U2zV z4gG>FD=vu!TSc_Gs-`{NqFty6oC`LKGK6X={O}>c1f1J*+|)(ba-l>%pIH9YC8m+PhI$!do?wdVzFIqF z>&0Gy^=YVfO$@82YyM*f7ZI;6ugjBj3<(yiFmI-W5D2~}lQn17Q@49}E?HEJ)$#TI z%DgM!ejqN56SQg9Z25%d{i*?3(6qe}{+Uz{QAHHHzBoe`Nr*l1b!GQOM(5vRC8xCl zEi=ah(akxeu{$F6WtRCx#=gP=8|%ksJGT+v0)@+gGhHrE*yn(BnP+~)NHkX|gk%`$ z`s7{L^29jfofo^ArBe`Jw7L(p*W&QD+4EQQ&nd?RLhVXMpY5X+N{MMrCfxUDVy4S9@hSxtS%1kN)GBEJ4Go?kz2V9X5BW_suG zmWcV}<>8puwu@#Pw~Z#lyG`Fa!D)=Y?7`~`8r<0ZPUGcf`4;2DC!ZxUPYD=cvA=Nd z3~n3Zx)|^~tBKhy{1;JhMJQ=-d=b^Iv3$eA6tQr&<#>i!k(&k;KW?>?QpECW{E*Tp zWu&F{*E7hdYM^1nQU7Gv(X6%p?tJj;%_BTKKXmp#=Rr`4 z(xy5(?ujUAZx$a%wYeN>aEz%^6Nj0@a&DWqoSaX^#>B>@^z>S+MjviJF^O;;8_@s2 z>vzt1ac(O0!DRT1MKzRyI~SKwO+7=Wdg)Qp)7wVBjVhyBjeSLrY;2axloV@yoHXoB zY=Y|W`V#t2LAOswKS|OGAa9zWWtLjBemc*u)Kxf5y9iOFFDqhFED1(gTc(oB%0@!L zHVZR7UPDPAdq4wBWXSXA$X^b$ zu5d(DRLkcnr%G#;6;ing>0vf9?7nAC;>S7;es;65!+JdNlDPK#$|Q?<>t;wFR!Wrq z6UJcisRva=xQ?8OTAkwOd_19Uw^CpnTNgFm4)4mmCeziEP>DknH>pCg^aPS*F^h$E zY26t&)$hrFL9N)VeUNxp|4^Z~HD@6xZlSc+0iQCxeydSvD6Ln2;olBQCP@I&7sCM!RDK8 zYs%H%#(qHhLNJTHvsuGZ`0lf5-31#)R_G@j{qmIv8m*bNf8^#0_{MD;JM0K)RZ~4c z<4sm*DR}qJVMS(;k$hf%-rCk6^LYK|>9$0c(;fv3R>#;Tl7*i)n)wj~ z1RkxV-Z}2R5gw{%6=|>_K1t=DWIwyr|M&;weGvUJ{Pv+}*Qy`MD-8wdilqCA9cRYi znsYyoHg+%}99Om$B72OlDeFMFc)tfLLudnU@BFK4n>y##)VC^w+;e~6Lp2j2=+c|I zjSW4S*;gmF32hGE%5zK8(qxdfkQKCSf6kUiL~E5G8=>#7a9MOq=6caEsdA7Bu>9?` z_@k)8*LW-rH^1nT6aZItePKD5{Wh9T;mt=IMYlVQh7KCt##dBv#A zM=?~!mYMzQlX_?g59I8Z`5F`6(hsbsSjo&FI^LYJhb0u!xmmXRY*Fi5cE{>;B@_{T z&D~>`44-?sb9E!mL~-o!%F<-xPiCL*3!iH-`liP5*9&%+h`%T&V0viv?ahmYoF zNop)6C~0p!YTTL|8~mp^axVwswxPn`D3hVZdR0h*TNjQK$jcfRA7q>bYd!5Ga z&&87$822d)8WAV2jCg#zCE(7Ngjd!{@zqz^sEY0n?eg&rnr(zxE9&UA-hpjAHhfus z=XXgkZ1G`6$AJu)&%QXqd+GJUx%-6L&S$rA!@>ssFlgm0seK zR%3PO8@W2#gHhalpPI44D#2-WCP_*H1E+0&*Ko#8Ez5tY{5w#{!iv~-E?&kUqb!rD z=gDo0>erFtk#Y45r&Tt|G)<6T%d?$ByZ4&|Y12I;J@nf9nDQEfg- z-kWWqYnxFVm!uj-))iqL6FKf+&iQz(WIV9vw@bI0&rIg z7{R7e->&x&Zl9hmh2jw$;Ou#CdiG`I)JSdhyzBwEg$2IjDv{Lc*mm3d2AcY_m`1^@ zOfFbCmhQe+nJL=BdYSk0(g9HI(-Gczr_v~cxKTs2t6y3HWK(vjZc2klLcVCuDURPp zJh#}4t{-_C?IFm#j!X=i@4p)EP}l-dH>b{eMoCJ^qUQPG{OKE?Ps>jokMJz&^`0zyb|p65%lI>@(@UG6RfTR(76u63cdCo$W5*8w-fujoQT8A+9Y* z9p7;+?QW@M^0%V$<)2SwOTD{KV3-N%q{Fl6SKX3a&mBMKwHwUDAC*(OAK~fxhSo&Qr>#keCm^Q40FiB zS5Gg7cTcN^g`J3gy-Mf;|(D0?#J0CxCUUupnXo!|uE;u}mw)@z>PIt0p z1+E5&3@*J9h9XvJ!sf3aR-3IxrZbn==W6w5lXXjIxMxPu_Zp(LxYSf}FzZyWyQSPQ zz2%v{39k&%*V&|;GfSCX)2JTF_!Gp5i@B0e{W{TG@h?UAGmcBKsiI!80pX=FNJ#%? zV>p%6ybGk(B#yj4;&tbGtSi+Ex#m~0trqra-*iY|1Yz#E(8et10t^L2Jz(r}xT+M1 z&BwEmoX+0b@_~GC^evzGqaEE7toHtSuyxv9`l7u<9*x5jybX3)EI%7O|DW5Y zp-I?NRWKCF*TrMLUQ(*H@ZGx)EJd9|p_lglN71)o2YY#SoyfX-OqVO*e@x&jfhQ#; zg-T$8KYD@Xe#<^CVDlW05t{ zonejkCRgSnmstbi(H}vM=)SDD_{V31T!Vj$L@7QBoo|<#54aM+7G*;$OI>=;zcPI_+8>S`hQ1c+UKZyT!xr`#Az4}|iEz4IIX|`&LD`sL<3p zwvVOwNU5U)2hZutR=@|EYkeaele`{T^lq>ZH&khvmn}VK-~&=;b%NGOS%-3RbKzjw zuA{TH?yjKozJ8se77+xN3}2f5BlejOlP;Y5;luv&&V6c&!@_)PqTSJ@yz&lOmq)s_ z=_W$1Kj<2vm-N%v>w1eGW{hL~U%!*rWrk%4K3OJKg1Ue3%|&tl;ghO2nN(tugrlQl zkw1HcXz_;(BNG73o;6C%yFgyisiue30cHK{dUID7$<@@C8RZl2L8sEGJJnJ5{GTJm z55=9h8~=lq|1a3|ndFguyTKPb+=}Sz5O)Bp{~ZcHN@&e^Ga`>oOJ`lb`+h?%pC z%cNgjx4ig-XL{PlNw1=cihh>jku$Eq3qBon5`0Kbkw@Yhf;lqM($K`jL?=w&%$}V) ztmKY4IypJh$)ThPwBeN4$0*JezGP~lM+?)#Fb@hM4NOMHf?<;%(29`;H*Vazc{7%K zgo3wl`TaFtNW)K#t;8ENT}fL6AAA-Db7l+-3>53q6G}Ztb%<8w*MVgk7#XR6BXgfM z*uQ%9#o%UU=rs=8!%yw>_;fX$T8ykqPEO7%EIe1C6|~nvEVTb9`|~Op`#f3pQF^U3J0;C{}sUi^1z~AB@1m?Mi4Y^kC)2Mu^dC1?}eM z=Ag0XQvKB)^fkt12=hZxaWVC7Jfz_3S2LqjWvDy`zooVoHtPEAownB2TzsW36QQTC z?=t(N$qB>%kAb0~FNh0%r+JWjw>H<8XpLL&z`#H!jANmy$ouc^)ryLW%E8O7ki{?8 zgf4r&Jtk*)3R-48v{;N>L=@W=egAF?T7zg^*}?MC(Ybv)n|r+rRW6iMN2lat>~OQQ zp5>j+oQ{r;{(M70$mU`nY5b)I%+j)OWhH=n#yI5pv7<+Gi_Ec8pW21|>V`kz1{)(I zck_v9+FpBlu=mNH1KbLnx2v~AujEYcoL>!zdGVqz?$Su1fGpy{$ESSO+%wQc-1B+CT3%^!mO2?x^AIRMd+lYZu!nzZfEn;S9l+^ zqa~L-4D{ng;qLCmz#<*X2b2Tn?|~WHQOz*|eAK2|jY_sy$gK9}_%7aqUrNF^UE)L` z*6YjDeUEqT6_Sfz==(Njhd@w&4Am|%X`Q2<%9f%GY$+Lo!MJ>g{0p7O{mj_9+C9TA zV06!UBnkFU?lf`qCR<4!V`yb%6$C&X4)hT%8g%2Ns;dIN%MV*R-hjgypin65cMgxa z5gDql0M(tU60|yrk$hNR{ZuJ5Q_bgB0=2}xWXCSv2SAK<>7A%!=dC54ldGSauajK| z6ro=mI3sw|-0SV*bLW(l%pX2{$d}T*>cR@}ueJ43&)_~gGkhzMXy0hJ!00L2-u`EQ zYjE0M4pQVDYxA8KDuFw!ZiexlP}Dv4LeGP|S|HK>+sC=<^+k0*)^XbY3N(=8(DY&0clGrythaF9rupdCs=PoqUy$ z@V37n2HMIHt?d2tCIEz+0|NtP*2Ip^PV*_vu+G)kglwfGFlpDEI`qRM6VRqvB@@d{%mU38>OXHMpl}cM{qBUZnFD(Q^a0b z0E+I_Ho5xo#bS>?)vB4(vx26ip=Nq|Ttmp?!d-8U-qb)j_UGpeS)ek;I1mg8u985p zzLk<@NKBZOl{8e{^T#9kI#$^lCp0~+K(l9K0{r1?Xqr0G5G)C;t*xD+H)@4ynHV*2 z$r@_LnHd%k5XetW6*8Z4^+*j0kB^VHaCFQsFv%+Z^hp=6d7O}n%sqMHyWR3%Oa6`* z(<%nt30zH$rGPw^vmq%$L^6R)gsBP`*xvA z@adsy6962qTE}~P!neGUVXKo)Y@M`z^f(d?oB&@v5@c9@zXx&WPEI?e8hKuABzz%_ z-gc+7ZPJTk5}*>a_@Las>4=~kPw-r`AdrJib0@!a5pz1d27ujPE2d$`-h>LpNkL;4I2?a732LqdRKe{lWjN%t>+ zu-v^S-E0g;?q3m&kBNz?032YHd1YXtW2mZNZ40Zl2?Zt!ZnN7|mm<$L)w=wi3mX%v ze|}Ud)i!X5iYBjzXa-&p1!2tGo}NJGcE+2dRDxA5zJxqTKo3O$v4Cm0Z~~scfB*gp zw;@%dH;T;@9dW*`%+b0cvG7!=5d+_7^3bpQwod38Us}_)Tac^s#8VHB~Y^~SUKKRTi zEG+!OA#)&n#}%&nj|5@?82(|Rss5rVT1l3=&#zO}L&UbWwl#Bl%S#a#zX3PV|L6w) z=@@HW5^R=x27-Q?t#=$RpOA!fKoVWHxJC!?)E9FTNPc>{a40~08ClsRI-5btMd;8$ z{P~}yXIRgd@3jORftVt%&-B#?E+nU?69N~07S-3=0wN1ymA2~47=t0(*+1X@OF8e| zoBkv~2e{w$cu`_Z%>M37h)qM#(%0O0&5lq7d4)CiL;q4n6a|qyLjaPG$=enJ-Tqo* zme49teO>a>5?}ni|D|wJYJVAPhj51dxs3O_53AH&^%$u4UrKPNt<_BNtfbi~;coKqe2)2Bf#+&kZ|PnA^Y&z0;FB~Q9M26T08jrSFz-1z z3Bg2oc#Q7uKFIUsEC_-iD?cKHl$>JyK%h^v4@ZKy5^idmNb+SC2-*c`_h_yYBz{wE zJSbrJ`bzg<_07o(;fcVbt*uitL*}895)!ZLrNBFU0Ev&c-GG3&SSFPflJoAJLcFt(9?fUcMm)mzSs81L36G1x^ZZndWZmOXA@NAZrr!r}j>zmi>+4 z;lSNo09A2;-pkt?jzkVS)N%vW3l~f{-@W4{+SwdgdHK(==p8(#V?ny*K{@baFE1~j zmD$^yt3BaVFfx8F7n$<&^Y`!G$(ORU8p37ApFLR@pa55KIGkdxE6>$^ocgfwAek zzV89gxx>||6F)yc*P<}|2OT!omioMVAXpIeZjK2yegRD};dzo+D4>9*1k`|H(pnYJ2WK!!@1%ZE|T# YD-(sx>_{|k=iUv~GuAEEad`570Kb)vV*mgE literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_31_0.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_31_0.png new file mode 100644 index 0000000000000000000000000000000000000000..faac52408884b8ed082ea2b1964cfe80234d7885 GIT binary patch literal 114325 zcmb@tWmH>H*EJd(TC6}R?i46q+=3P@Ufhcpg1bAkxD+dp;)UW8+?@i!ElBXYoc+bs9D-GSP5I&AC)vSjC?Ur_?50$Q;{7nLl8uqfm%2UO!~h~v}Q6j@xN9bk@y`F^S_KQrmW7=;=fjAW>Lsa|6eo5 zp=SmC?+4nE)c#gJx!d@A1jK^6UTc-G9oxRXwJ1E zA4(o7;$hDwx<&Dw2~=ClBiHHTio$u5JKeb;alo`cQI;x{RF2Fjwku!5_Rrvd zO;A7K|Jql*|Ko|eJ%fq{vj4SyGFk1#|6>BV{{Nq@|7#bxUAxfUl)dZnzjyc{+*MfU zKHqQ**}T4{T#U54HVk#=*>|#W8ocy&uo`;|coZKm4}0G?&)X1 z0#tXncMY$z&t@$H-NYPVlbbgwcgg$L6}R>xM{WMIGi2jd?Dj3jAAbnMj`7~R>L1JR z>%t%zv+a4gWT7nQQ|~+Cr^y^8)7*hcz6*78Hx;j@>dHb_k3lV|_w=Ew(P^o(ZPS`# zWm~yhTU$IxhK)5fXYjxGVAK-=KqOMDou%d0A=SDaP9#R8bJrGUZ)8URcg3n7eO94-2_UAN}!-jiJ*OD>sbCJwCc} z|H=@S8PSlfvG_JXyo?8s1b(ypTqLs@PS8xkt}cr||Flj5>z)g!Xt%6hhrc zRsTF3`A{nA5w_Z$>FYYqO_GVnR?EiT3p`%zD_wueHU((`GBlp;G@H}FK6>b)6E97 z!}0~+*+#3cC{Cr|PPfYN`i)|tGXre*-yMMbowa?3h{y6t_)LX{b%Iy&-52&)7zFdS z?yR2dk>fJ<^0Dfft<}96y`U@{G#5RyUOw9B2m?={3gn1^W-l{W(JLPgqEDMu+c<6? z>zga6S?yfr(zi)A7avKjfhe4<&_71U6s&>-cHPyO4xB61=H_cG19^2~xScyltxOt= zM@aDJ^0G3~&llI!$c=u8)%4f!w$rkOdD>71TyP#oF3*|73It$!ZN(#-2`JxWK%fQpTKH+@?`xjM zLt4C^r_}(f!|WBU)y~P|4s2geFGh5xoKN?lQ>~8pr;>)AE|Z%rZj-r#CNl8{c6fIn z()N8m#v5X%xrQgg?SNm#P2rwxl>5Mw>x~YK;$^Cq=fBDll>!{cFaeWT@pjCcje7uC zGWK_&Gz^sc0@LJQ!bJ=Ex5duI(GBY@Cm}q2 z*msuHY>Mz$YUF^wEf-Le)fb|-#X;{IcZEDjyzW1A!Z3m0s+V4i#Y}-F9jFHn8BtKo zj$7)^bz1lgp3M{S8S(l38Y5GZ_@oO}ox>&hmysggZA^ z{dcZAf!H_w#BgYsvw<{L>zZ_@+!3~6>xj6=-F1+FABirRHx|Va66bBT0&K-$#0kY^nNF3)m!jni?XMqB%tBUyK5i_!#}iQ-&5|fDKO`l{3}$) z5c%P#Cz5x-Z35-voJ!y$Jy?_mnL7I z4v&LEcb+s3Zx^7CZ)Q6#mFFKb=TM?0mpu?6V1)euzf88~Y`Z6Z7>2dS^fmRJdbT}3 z3a4`Tpk?M@8kxiwao58 zPU0H!1ii?wp25WeH`u#jjd1fG?}sDm3h}^WM`Y+7gVTzt>|@hCS?ld*xC0WHx|Q{W z>~ny=)6ttC-vDy2C+YoFNAmJhgX^i|aOM|37gHVe06AwQaFGd;7u83P$35LG&lV5Y zxgZ1Q%G&3bIxDk=gumWz0|T&#O`i2lxootpJaB!%_sA6O#~D6-NJIiFQ8=6r9rM=* zJNbb-Ev5*_@)}>w`uf|UNimSL^T7;$NDWx=Gl6S1kO%0D9=mn`M7Ma7t$Uif*BUAT z+vuHk(5s0u{3&ep3X@Kw)vL<%4w%@NRabM(?mrwz0V%e5#~erA zH(W0s(B6`(a6Sy`^v!E>0q+N`-rLYHp^^}F{)VCh4Z)>ee|3Tf{IR?i^Y`zWW*|#~ z75MSF`1`9*#Be9-d+?P(>~*Qf^Vq1)#y|Jm#Npy9lusU!?4F$i)PZP_0C=db7Zj{= z!*YL9dHi5)4qm(Qo7V{jKTfJq1=D=#I3R$t4j=^vs6J(ET;a}zv17dDHMs=9={?t0 z6Hm_Kk$1SHk3`5LTnqUl6yfF6s7KDOGgP4* zc(kLZ=*!iW3t_l}CrZv!9k&VKr12Sv>gw{O3#IXNL*-}@(-qx#VY&gToBRhWO=(E`c&h!w7a7Bxj=cd=x#Px_I@&x1w(?Tx|YiMZ8bX#POZ| zYYrj*ygKzql~~$u&>chcGVzhQYxipm4)NGya$LM;vXkhRAUrlaTW!C?c@HU&3hFFZdYH>g3Mh_kXrhaZi?5Ae@=kw2{;b>5Htiq9o`I$Q4CN{f5W!f<*xMXO+#wXBH= z^rLp#?Wn!jIrdkDtBafcKG;gbzCTB@MzUTeH@RQ&bRK2rm&V}Y{q?xF6HNYwNh*M^ z1AIpcmz*%X?Wql7rTf6z%L7C!6JcWoS;yF{RLy@{WX>d{=)`#r;D(4-0d*UzS=O4; zkk7-$3?(;`d+6JR4I`hP96DE@)RMQYRUO`e;vEOE+?No)v*xv| z62V`IJ5<8R!gM%u$NLj6wE<>0{K$=ZzPm*~uIg!QrH2(@2e~+cmOUlR(YYmg#aS5I z9pI~v@LUs&m0P5{Y-3x_{RO;i%$MK!_EM+=xqJjxg2?Fuh#eLpV*w6r-ki9y9Uy9K zryEF5t*`bf-2cN+~Ojim1@)0!{Xq$|Suk$CpGuf=)e zvf*=;nTB!YMZM+&#kK#WU9e`9`^2#I}cJgD}1kRG$plTj*#bKe+){K3~NJ zq6R#6Oz!Dr;TfJd!yf``>oKlB4jMd+1?KR_ZvegBM}?cb)>x}AGG97BbmIa>PH8oF zU}AQSxgC#r7tTuG?I`i$10TlItM}P2Jylkm-dW+wKu-|1*0($8TVg!Zog5$h*Id*F6Y@SL;8I_8WQ@R+9)29!r6 zq91rv-G=J$h~uS@K5;LhRO9=1Syeg4h*ZmeBp!tZ5C{k;+^*+7?=zaeGPgEgT|t?* zTTOe)Q^{U*V@2Bm!9X1)q*CM4ki>ZZrB6pK8XAo3<^+Kb=_!` zLU0~?k+Mpx6nmGJ(T1LbU>rfW6MQRcE2o|Y2V@EGx1tjTF>6Xs)j-sfl@=6%)^}~- z-)BH)vXf4xnU27%4rI>8l;aUMOEVmUDc`pGzg1)FlTxtXEujc1+>oL~~MzvIaBs`lSJEb9H6zI>N zKj#1{%%9#wC;lOQO&>(h;^O;F8ED2ZiC+TJNpWrh@RB{FumpI1cEp2AhD%Qdr>Oae z#(l*WlekIzaL zeJ?1fL*N2^`jCto)Innl&;VfaH5 z8(s6pyYrJ>hpB?2={NXOj~d{}cjZc22YbbI_V4~I z&L0);56a%_tl!z}GhdQliV4Iqh1u6A$9NsS@V?*O0_T(o@bJWXe%WLMhF?+SQcF$}6g0{Ov zOJ?){LmVPBhlW#L(X$J=*!&;4f007B4>(KjF{ZP7y8z5g$%XIi&Ig{6JIm**-RP)X z_WY3yWme6ZF$j^Wet8UGW&g*gi{WE{m$((lN-6YZ9}*zask{4B(EJ{21F|4kOVw$7 z_NWgVi(T|sb{0IQQcbUW8DxA*e8DC9-EVU@K2wJDeid)+AIDHoDmMMoy^S@xKs#Dv zGnth^I_tVILcl+A+3)X~HtGs!mz{O3n2(g47>HghSB5&b}k2cs`aw9RC@Z zcTdSB5Tjo-t99+uh0|*lm`h|P=UEj}gn#Wh1~{s6Br62(`8d*P`N)opcLuPo2_0lqs~yPa=P%HGEEZF~UR#Y(uOvy)(iVCD=3dyFDEcX4!=X^mCb zuXgh3xoCEQBcv0mlzcwh^E-oTGqs=2n0>8y0G=&_evrY%71H00I-G`{_|;2p!WG$l zA_IZF`zV!pY92;0hc`YwxBlyQg#WzqcsNQWe+QI1zPQTM!5!HE9$gC^pmB8;E#L?W z>U^BN!2vk&4Tr4gbi4l~gZ_BhsYLRNr7jT{A}#ugwhrocMVm55!khwW5>Q4;{Vjrv7@w#e1ccceX$qWMkcV_*uepF^0!=b zg^XFxgO#LU5$5nKaz(%#;6rfVEo182Yv2dXr9UCu7o%cxYtwy%NQRNV6oHNhXhFvD z#*so!`{-ONzhC55mcIX#iDDKnh;F8_sI9Htjs$T-e<5zeKgDJ2?YTNW$ z*Rx($AJL=0HynFl)Th?E9nbi>g&;0~m8^7rO}fmM*yT|N7X0xhLqv=iZ}pZqwV_-m z8_)2L|6wB3Bz{Fz^ve=I)2asYo0XT=*>3zEhkk)=An{xB&Nm!nki!9S^oQlC(~$c% z{4F6uYKTsjE3MUV1AOeqQJ89$??U6KvGZ8CS69YP{GU=}aX;(T2IsR;6nMAq29ru4 zgU8`RGTA7|Bmnnh*K;Eee9MKqx>d1pEa30(=41~{b1S;`7%zGJ<2lwyq_Vfj;0g2Q zFE!j9F95{{&zs>2QGP^lN-keh>BH>gRWHY%fvg^ftuerI5!PPQ&2KG(+UpXHu`V49@V%&hfVmW?&7MaeCpS?4{LWZBCpM^&X1i;xF=e~-E7>S5SQBprL!iVG6 z^W*OYXB}6#10Xah?FtJuliKxWf;uPN$xd_Zo?R8$U;uuZv`HYh(*o@D4x{Z=n=2KN zV?#*%OcZe3)pLA7azU>=&O+zFZ`8Ir2a5>;%sNvEy5&Hco!IuIk#wBj)96)3KkeppJtNj?>WZ zlYVMn9v|^5E{M2_*P~c)CQ}JokbG;1{ALemd0y^>z;~i>R(gbXG3R@XXVaFlen}jZ=mr*ST;`PAA_TB zMk3E`S7Wo4ZTO83*&&aOgeygV+47rh^Ov)-h7!v}xu*@dF& zjgQz#cABdiyvMF*8HlK*-Z%f-uY*MGi?edG;n+12N+leylR}P*Tq#P}HvU^tvnDEl zF7~TzsA?|rn#9i=%R(H977>sflWZvH&yv*vIXhReWBbO<&ffXKV7b%d1HtwVF#vGh z$A)X_wHa`?EfNTa>ZyMLhq=ImY{GEvM-T1C#Ug>`Uv2XSkaYloAU^y+oy?WNTJZ=L^FXBfe-oiVc2T>F3v@Cbmmx7}D2R)E%E`bF@JHOa= zn6P*TIF>(DG~zSx&2}1@U);SbuY-{AJMd{^>^O?rh>SUNk?p5NwU{F${_WDwO}NkT z?bOikRQ~JG7rN@Ou@T&!RQ55p=_8-&i{HoCFM1lqWgYmZ8?z~6`6@uHK;JgKi}YKC z*!!D?y_~_j6=XF7xd^v71L1(yepgGKbTH*1Yg^Mcmi35qL7lT5@_oRKL%8BsrB|C# zPjw?d6eVDSbB2UImfRVvwU~X zPYU(rFU+uCf14z3Z?N?+Pu~71GvvjVek0Sj<7cFTx!M6DAYv81eM>$tw zQ{Hv`==!)sClW#IbM8)h;A?_`Klm!EY$%xL>XT(S)QS1kU8E47D#Xw zjf$AuZ0xYwbLWt;gRTRQzkZGx+m=JCU< zPHSd1_g!3xamTF?iBy3?$PDpp0=2Cf6IcO|k=WH9!l#>SLkd~`Okx9OO`{YgV_=CZi4dWKY2-9cvoWfe;ufB zOm_{}x^vdiNJ3cFy`hGEyGd{LBI?Ck((UAsY9@)zMa@L;fukWm-rs13F)BFiUWVXg zG;t2-It)Nb;>-BV6qb3l6>K-cC=;O)@S{n}pDLj`Y)Qm-whiU|2Bern>)V66GUdac zcHzkcsV{OJh;@yGrE(MUNm+>5H13jl6nlA_?r}4#wCmZ60nEtyNx{8w*p^d5gwA zVJCJMUuVEQ5o3~Aq$hGL$(-QI1?!XYi9Tk0kq{e39EFnfQgRRktIf~Y68UB((Xf5h z&NFr#VPcK4l?u|Kjr}hDLHEaWttE`$SUx%?8mb0|tUOog2C&@ay`D9rJZI+7#Gmbd z)WSsU6lPkhvUxX~PZ=Rq3tK!`Fr5!%Tfuv;Y<74km5|aeYp|jI?R{Ulz+^!F zxB{8>GWA8Vd+ASmQ6R)2CW|cY?hr&IYIXdOZBKF;@ z(O$y9nP1%c#qx|xHMxYmTZCOQz;gKCFyzeFvu(e4V`z~yzfuXsdP|=PS>`50@ncF{ zd^(j{N^2(APQEgE%ccD7^sOa!A(>0rH*pMwHLjD5E2+}MaNCUwP>J*Z^a2dg!KyfF zHiY^N`_^cN-Wri<6=3!Z&>*5SpDgIhQPkS8rK45Wb$+6F0p}(;mO7T;r}pR!Qs8k? znpOI7N#2K4u}(pK+Uu+oldpLTUV##G;x`osqcQtkXS+ko>Rb0e>9~tdg#N0!SSuWo z&UGceEF9MS5R1bzTGhI@kns~lztSJ*ORSJ9z7Iva_gZU%4@D8gdCC!o_zs^3lzTlKd!KSv~3 z}eZEcE;8^7yJS(1rN9mH(eEu$EaarKiYoJkAH<| zLXhQ~uj48}XZ;FWm(nxyZ8PH?yxEMYw$W#^DeU4ax207T-JMiH{hkbgc<%jmp?uTM z2t@gvy%YCACs;n|NJLkqS!3yyD3cQXU0!{rn5~i^ma0?y#}|JkzJp4NiDjf}Y$D)G z3v8~+`6XF()x7y4V5;kl8El!PJ-XhR+++y`T)X;f2hgMc7OtiaM=AQRVzw2L-c`iY zizJFIyvWbl(2%3|G>Mp_L&Osc_E_rKF%CCtM~7JEz_c1S47(ztW#3RMNh``ovOE6O77|ratkaUx>&e_B7^plpbHMS_V;0&F2^am5pq!{Pzs9Lj@_XWQFW0 z#gYnCo1BG@dRg2P1>`Wmx%g&8RlNm&HL_Xe8dL6ZryO8m0NO9Gh?ARPIX7KkI7GR< zw!3MFZ*KuxrW;Fl3R5PpNiS0U^%QcVOsn_oZx&QKh3#4prA7*WWN_ZA!#N&@nZJox zueS8bMQkjkV!wR+J}1kJebr4SthMO1)=+->%SFWDsKY14HqLQjbWt)gls~@waj3~z zfBR>eD!qSA8OJP@dawreYDvYK5efOn$Bdsh)P0CH3v7i1Y_lfneipXany@Y?mIzj` z{NE|b^`^z;;Lm52TGqdl)`@1{UfP%76CSH|J7!2(n+hh{w+Pyv+FX$EE|r0X)#+u@7CBA6 zMWfply^QMX>^eQvSVU#a3SDQnz?11-O6Ge9;sCZm0p`Hu^MY5rwhOX)zS7e2)@RcQ zVCUFgR1Yev>pOX|DkfcpUEEh_OsxX9C=(*49dsGa)gR0j`YRgU^r4A}-xIg!Pjl=Q zufCaBbjns!dVo$yPaSNQ&J-E{yjSu~>IiuQQO56m2oBfxzlmRHl6ZSUzZP8+ajuLv zU9%&-YDJGD%B_j@H7ggjYKubSeL2D*TNp@L+9poY9LkphK}};HqlBuzNwr$ooNC1- zN#Va^$RIu&y)|UVoa-eikChu~W`oq`)qM??w-K&rD=4RxJ5aSU`I>t+biUC+JY{VA zW02qPj!fx7ex`FG)hZ@c_PhBjJ=Jh(h?^ixs^PV8glV`|JVcE5>%Ghu{HQpubIc^P2}lL}1qDHhdF57vU7>QF z72^vn{r5ZklE#J=of?lq(KeAB=0*)5oSdt_^0ph;6y`uN+A?zTW|waR6ZW-n1!J#w zbL`)NwRK@r03GCA?O^$orc~2b+w7F~-x3Vjn75jONYSSZ|RtoMNoW@6pN z9k%&uF>M%>74Vg}re3IceK&L#^2(F*IZq2$!(j*r7O8(6LB8e<>o$My!!R}W(SP1o zbrH+;jWK!u)3jG@BXg~v{;WGIbi;$H{5dPnM)KuCQOx?Avdl^1Co69bRuG_Oa<)@9 zp>A^?^V~q~Sod7%QxjX5pEis8a~=88<&A>gm~%Da_KLrDY|+c&3N zoou9>TDzejHPLWM*4r~3sn-b=y56wBW+Wx=Zes(q$k|vTE$_VUaVq1#W(-!*jpz-P z(p*eSzAgBxbgxlLFtUX`bw-bDpYzeDjcR<0@o;LGVscn%7fNCbjJ+7z3Gsg?bZnC4 z${t1s`z7QpQlQZ07{I|7xvU<602C5dg<(2{WqQ*xy)XTqL!Wa$#9xeKvx{T}=}yXR zw_XBIElNN^cw^m;zoLl>qvMlUB7YuD*T}R@WiT$SK&F7Ug!|O9JVC6Ca^wv?TEe!j z+4FV|VwBA^{5J2IEUyUJtP@h;j_!}s!!O#+jV$U3CFzR@#U{lgT5Tof@0C_+gkQ+y zp(m1Lt3*TU5cc{Hbr$E^2dtcO1hK7RIm~9qAgI`xp$@~gh(%*9a^qWi#LkvpZspIqcLL=G&ZW7P{l~=*E;t7}+EI(`o z^T21L-^ERq7@&-@P-X^M);em&;vg-(s{LXI#`|zITLM`d;UE>mNkt6i=8q8)1{a#7W?f*-Hj`A$b z%1ulT$218m;>eeaBb7I#I5hHl{ z>IjjE6=9!l>q2tr(LLcbqw(oh(Rce3^pDpOB6#X1kNh}=AV1Hf+=UqyhRAP6rRa38 zP}jadbN4jIhq3McCNHLjO4`<5GHF4R9Ck=3z^Tcb)4$eY@@%ArNxrmPWo(vQo%3MO zl^{Agxto`mV?)dFiHB73*k z6ZQ!ymYe^hfRBY~HfvZkw3Nm+T~ixaY_rCXmRObZ#SU5A4$f78#O?Ukkm_wj5m{6( z-B0&4Ly-(s*0NwDY|~gAqEY?{`ai)3{^K9;v0RPPAM%61s+DSk6IuOtYWduK?##6K zUoA{^MNLKq^psw1Q&kU;b!K#*tnCLFK1Fnv0P>~s_%h*5EZgnx~AMnOr0YZzo)zcSDf3*)uk*bq1?H(+d^0B3mX6bcB>eoBy8K+Ie>3YR(7>Foy&n}} zZmNsDPon6EPF)ghrQg!bZd(=Ka?$9V5ddJLoyM(_P)DW5bld!65z=P`7pzYTkFv_) zFR7HK?WQ!8)FoL?YZVcuRqh!uYS-Qu$;Q`V?H&cO$OgACD?PduOR@b7 zA4kry`Su|#m2oe-qO2+ha`-vF@NZ-tWAt0b-gKjW^ky_}%N0GdEb0ov`_y2086@R= zz4A9h6ZC|tdzhJQ*na%8Ey1y>th%ZgL$A|9ow13-6915ErSV~Up$(PD#Z#Qxa+m53 zBz(7uf-s$;`g50_*2Q2_Kmi>b8u#T=1LUK1+VSb=9|kni_C)p-enhGwjX_)v{z_`=U#>Usm|T9Mac{m z9nsX@GF@AlbMcH}O5(<#OrsAQnc}yBu%{JsltqWoZL_1M@q8S7rGb5y>_O2`toCN# zi)JO)HJ8MOVC(yoy#b%236DVRB80YJ$$|Du({BslmMG8H?iRj=k05N8rjau5MG~L_ z%77QuJKlOe6+45t2E~jo<9JUVW3Q>fU746Ce)@<~^`O$%6%{=7NeTKjh@G7V<9Fob{@b)uSq{Vi|M_X9t3ym!XFBwBczWY#=HYd2pUx|(!dBxhNM zhetmZ*^P>=$F*jIMP%mny!WJ)yUF>MxKeRXw<`hVhg?vcq}dWW{AlCbrFw$Ch`ksg-XJ0PcrZfiQ1B2Iea!cJr2pfnebZ?e?;$fhADaH-`=jK_Md%232qv5 z$ArZ@l$*hmd2t?FnPXjU>tHYBd^9>FGW58-RqEzG;%O}U4URv{k19gm^@IFUEq2#* zASTd~ksXS-)*~P1&&JiZia`xM+OisB7X)`-=%v;z3T^TrLckMu83zmHi;mBNe?OTi z_!Orz%+1D)7_9oP6AO)@AumJN_0n(`y&sl!nd=)->VCP(b-n-i)eAN~Maun~jU+8W z4IjsBYr$nz%?4HxcFiDQr(6wBm;{5qXK1{t`YfDsMoTe){u+7B5r;i=_tV5||%W zseLhMCh1WKx(k-iYvw&VSCO{e=W6o6l|e>~0w+D$ia?6i&S+*hIqdyWT%VVj>o^5= zKQV7ARMMZ$PJKgPF1}!eQ^ek2j}rRG^%d&mx_=gjcB!IsO*sfTR5P8;Vd5~k4`bYT zxIi_`^*hr<7Vf=Zzr?=zL^x#EEh`lWiKAN3CjI=k;r+1S-}E^V*0Mvh;7eX>37Pl< zI()4E0i&h%2s4q7Te#K#cJ4-4o;Z$h7KTjTWdDlubpPX*ZQG4J>a?wsi$89Y+nYQk zIsI+pA*g-e7O0(xBO{bCv^p0QNR|Ijq3+A-5x$5X@}$*Za>V2~3F$iw&MdG>tKRGO z>?6-!GWa3yb5SbO(4(#R!|lr!d`bga#b$@OmoBRt5S4b)tJYR z9}3usWi+vcLXiT$?Z0L)z@S@0J973nsPlG?g@TEYl zOr(*1`j`FPm2lgs8nNXF3PfS{%D#e)f#g+K4Ip2%aEPCP1jye1rGea9um~nw&e)%@ z5Zcq^!7x$q*Nzuf!6HYBsH*kUs3Rw;&7biy)6R$agnW2RU4LJM6|yKZ8OG>CO ziO+<3nLrHU1haH&Bu%E`i+*6^bSivbSFT0NziLDhUuk+|gD8@jeX2eadVS5Le zSp^J}=XSE$kE(YlgXMx^4=#)ui#m&w16-&h;CIRI1ZMiM5;4%VFpjhJm>$VePB+)5 zN^goWZ$WdBfX|BYEalQ?%hyRd_AfqUtW9Ej576szng^C%+v9WvkpPt)j{EC>+jhF; ze9`0$=eFPv^AaN$g;EM=8*m>V|~kqp26 zsG_Y2gW&IJ7-BZ#UlHsX*2i0fU%mrbz0p%$Sn{&S`JHXgfTa{cD8>plss~}lPtLvt z8wS<=O_cQnTDu%tUC8?wDZdADr@sReW4aTEDsyvXZ}*1S3^!&=AtdDlJzsFkpG$4m zfgk-?Bns9q6n}KhB)oT$XR6#>{DU!zhPqsg+i;{)h)+YPfcA{P?%adqdt#q>4ADOvrsGuWd2aUr#ZW}1Q0 zK#SwX-|FT324!mt zYPcw8mFbQtR)ojh5*f+)=Wwv>OA7?chxwP} zOE4gaw*N|al@8Ym_ppKoLRXN-imd!8v}5KL1m2?uv@*4J?KAFYs|Gn?%n=8 ziE1Z)=YNqpB#jkb()E6k!QW#%=9nV|6&xEL8!c<)Oo+Ma$^vSK@TqR=O8nOPl-qN& zcaNM{hcDCOl1++zaO9O!)AY-m=rMtRD}s)NC967DvbgS?g}HZ#JY3pV)9AbuQkb+H zA-}6Sc0)L2aaOi)4t8#3IVR-QBe}6J^PE|I0Va+*0w%F?V8ll!_IOQqnjT`%*`C>Q zm8M^>qSAJh!{{VUnhju0r}A8z(^n>?z@;4a2?bK=@_aer*?R=iN(-VSe#B01zt1O9 z=3cK^=h%y-(kmGMhd&5yh*(i(-LmLlwLyJ>W#Tl{!cpm3is^9lZ_rZF-<`kfliw00 zy`-Ok9ELYX1QCa{)LQqzqe6_!cpLPL(#?&3BZhNLX{tKsxw)ZBlpRbeMWzF}K zl-&nf2f{VA6^huy5v*6+eM^w98Iwd_;qS^pFy`JM0zFoh?-EPY-@PhUw7e>?^2orN zSoNTJn~`sc>hp*UQKw~9ch6KU0oN+}wJP{AS(WpVKXJd5j_rD?`Bz}$+uoBGNwfaJ z{@@mJzBVG(@b6YJ#7y*7!r7$pBr88n@@=N&)T}b??4?{l6>J+hP`P-ww{spR3X{PT z>-fYreF!yeFi`(#NCrY%~8N2rDVA{S+!nq76ls3o?Ih8WolS!pyh50MnLR$2kQ)DMqE(|zWopKt446q@NNOwhZ()W4pfH;_H5jk)~%`9uxI zFRLn0I*qCx3!SNRB82K5`|l!ZDT+nA0{BPz1#RA5e>dJjtU;PTyKW{}4l zdcMTgFdGxhYO6ds7e9}+1yjl%ZfvHfx0vP|Q8Mvtx2If*?t<|tS3~unn%EBUzSb=6 zR==7{qMNrBx(Rb1*yNKynHMv{4FwAAj{g5|sZ%z8F8SOE(1YKbza+i!popk)1}AWA z@5>K*c5TzGy$;P2|237KVS6G}VGT_;Q5ecrck=cvpb!r23TsbNt?~N%|zM* zTc`azK4w2QsYR7!CiO6pG^9fK(hdi|e!B7@ECgA}+8C%L@NU-To-x-5HQzwA=8(|s zjjK*FBxS(43+c%S)n7}nSGF(l3BvbGDx$4qgCb_e*0pE0FC-|)$COs$AnphiGHm`Ag~ljm+D|xZUr|O*%s)Y; zYO!%ByzXOh9RC}c`)vL@UaSOUw|Tng4AtRv8qNdZ&$3s5o!9ZL zV5vsTOE9pQGaDzzP|@gL$p4`zxZ#Z}-n8RpDc&^Hqvf5u_@?97oJ^Eif9>!2j1Y^o zHIuSkf2kIXE(X<~s!%Pv4?X_k%H(0$p$qUyxViu2kopZ0sh40-$>krZCYX!PSDjd+ zkrm_}kCCV^XV`2>w$t3|gNC=tb2Lwik#oy9F+}P6-`VkML&YW!DoQcQ?JwkqI=kNS z^mpQAs=tk+Qb42pwofuQHIKm$B$ad;Ry0t&ke?G4aZmAb5On~jqe`$^2elNhwvhkme(hbICAwp6|iRCDN zC=lX`9F6^Rst$8Oz{?@5P;iT8kzV7_Dtc%$TI^y%IboAK4S|((Y&hm&!GuO+dXaVF zE-${qOUaaPYSS<Adg$UtSp4tykK%)FrLwRoOt}_!B8}?N9 zqRcRdPm7rsJYS4uW1;uS8+7Y7Y0~yL(Y@=Bn8RyJmwJ@MbhIN5F><00>Z0zMhya@H zr$2r&m{1h8-Pmc6K2^o4vC7@e2sH*S_$*fTxz$_=ZiYojdVN=2JUGlq;9qA({OO&! z;6*rs+uVJ}!W*3rkp&H&8nJWeBwP+Ix?RWJEos3tj^(9 zyCDSc)!5In7NqMJS2?d)*=(8CPW>it4)Q?c?xqB-1Q+EMojwCpJyt$@c-GZ`-bgTQ3Mx_~X}COW<1m#~CQZ<{!H6PsMaRzr9v((j@5hoZ)Bl z?`cnwA832l4rEm%Z%O+XZW?>`KTEExF*(5smoc+c--=#O=9Kt2F;q}mTEH9rL&G%x zzoa;>={IAZTV?8(SRN9|f+#h=>5;B|6&3cPf$HVeH-lvUuGeO^H{@&lHaM?w2k4kq z@P4COnYe(`?1E>I<=Uop6%3{!M$EmlzE0H=2~Lwm`p-?HgRTR)^#+qcMWjDzWpw{h zvb$u$Bt0~+cg5xM{Qtw#Sw=n&JDThs_`tUr!#xS$~vnjMMetej)GIFdzDdLJT(xg=&H)s#h1g{t!^Lkqd zc|{u^3wy0p`Jz0$#!!)Zk$z>)Ql2k!{de#ac#CLtR%?!U>1O$+UX}S0E7#-(j|I?j zki5X#0Te?i^zHnMD;)T~=r+NTyVYn1f1QF_Wysv(_03=yEA=%aheigzf^O7>G zL`0cLFD|P@$fKWmm`tZjfOxmou@YUm#K7?3R-$HLYzC<%PwbQaPGbxd)U%6RNi*@b zbU#V!3R7p0?tO%&-ok^ErGMOF5Y>w)j~L_QBrDtd@l^ruqVJ{S!k>zSfd*%cAT><8 zn~b}uCr;@}bz(=Xj78$&&#Bpw(td4|Z2U)RZ@^8y`oZ0$aoDoTSNnCdhdy@j|_r0y)N zgUfv`|Lp}e)Y)xz72qya8wQH+=*)rhl0d}W!B20bXK2+78Im*ARvhjf7|~VQZ4DDk z4lKeNucUQ_&d%OF;%vpAF>ZKp?w9k#t?DubuLva&eu|?S*~4&clXE>!U*Vr_vlg_i zoOOb2;BJ&PZ-#f>#k1Z;3mG=)4>7?55fhv-ych2UNuH`;h)of8-{Y?s@gp}EyKIwz zi(Ez>U&UNjge9%iVKkFpvmJlA&Gld%e2)nESmzu!Zj?3X1B!1hR40mR1WEro7t;F7 zQ-v^4YC)h_et-x2LwUYE6~K4NB=5~9BT-w#?vwud4VqQuM-E%8fVOLhCGSFj_j66>a^dNUpS54$+5g zstyw{ASq6g`kX(IN#z783;CsF-9)%*ikE-~H^ z`9h7)1Sar1cH7}|9raofAYPvP$^-;q1FxC?sg2~wmF}}Ne?}h#@vkCC*=;~Y^Lu%Y z5=p9cRq$wKg8jVZ){rvgS#|bMnbp+vmd94S;I^27Z0`sPa!S3yHqFRtCc2PAh{unX zkHpRsv@5L|#h78~l_3n?sU;6XL>lNDuNGl#k&GUjL4HI1{0}=lJ#)|L);P6S*v5{SU`vXgXs+#8SG^D(9Q!A0`g!agNuJ5f6JI(blTulTwO3Rk*NKs4kMxJIkQwa8BuIoSPZE{bXo)1=m5Evdpsrk1O6(x@- zlNA)RLaZDll8nl=C1zSV(IrV)9Kvq3R~D$)rEvW_d>bUo=ZIc+R~YSe$>FO(^)%w9 zyC4{@G@Xp3pd@7Ycp^y?XX1ishZcr49xkIDyx83{H)|K>elX8H<7BxdpFivF3e+|E zO21fhWWF3@&?XS|KCrt2CQ)Z%i(-%3wv_0FISfSwz&I^xmI&CYicoCr79()Ou<5cJ z85uCt+Gi(xL$NAL1k$9U%7RR6!@B+uaLrMLFk zf|@AF-Q#*x)f+_C{VUm;c(R5sh3i02)t4ifM@jUi)LRP;XI)EAv)s>)$Yp z4L^=?Uf$67>hgJFA93Ppg%y~II>;+bPT`}0P00du-R=4|NH@zh**RHklLs7Qy{hV9!qC!^F&<fcKp<+xx? zbUu?)GDKZ(NiAvn3MH5js<~^1iJ0`a-%=uJ4aYpjszTkeAydPHxBz;pS%2XWH;CO0 zR&MaigF9z%fA4LPcA~9; zAMJ5SXqcugdSb8H!Z7(X4w#3clAD=)H?udHCid`q#T!2p@j3deL#yvpyW+VgX2V;6 z$hkqLFC1R3R^G)O3~f9k(@T;eE>wkrWf6+tPG5 z5Mq*6`5hod?So%*9Fv@3Sca9qM6?xO>C$bc-p&gxL#m>upacgG(e?n_5JB`@_2<^JrHKd$Am z9Q5;6*X=6Ly2^PUv?cGUY?^?nXIAz|BH~x_@`f?z!+m3{FdSsg_qVWl{-SE#!qg@Ek?_Cl0Cf z6)t=j^$vN?1*fixRI@jMYAc})RmVBVSL?Zn z9umoU+565O_8q{I*1qLMy*^`ADL=DJ1z&@q?@Wm>&mY|oR^R%{jW~VC)8ET`xW>PB z9u%!ff^?MVJA4vo4UAqDo)(xmWMGyZmcc+w=|s+w3NGnb9giD%>uwTamFP}c9x!Ac zb|7M)OPW@ikk(U^FNS$xEM7y%~hC2?H$Y0*r?8y(S&*ZSI!c72W))iZzWJ zhEF{>p~I@@9785gA;z^)FU_C9`^F6R)c8L1W_~K1Y{zl0RYBW4Mp|vIWAj+)vPC2O zE^SG{{&7+mun}v>4Hl54NDit&NI;X+cmecaj44|f&hfFjCQ@Ygup`OSgp9OZWQ8-} zD&YIoh!%WzEb2pF+jN?S$*Jz|w^oF5kZ8FW7x}MPa(_^b!*CJVl>Vd!J={HngxJM; zTNK)a1yg&75oYL}1DcI4$$f#<3uwWWqeIs0W_aNdyLFOE6gH4-3PLi2{pG+uCbWs;89`fF&75hRMhjw!syX#%nY$ zqH?eolD_>*v78>kTl68zumH8O(<#;}jV}FMQ~ySkF?mc_lNJTI2Q+B9n>}Jv8<=wN z_6;SiEL7k&gVOiV#;bm+eFT?h#UaI9*yY+QiihGJl|!c2hq9jfTH*+@$FwQ}WmAwZ zd~0-XjX;2fpQ(yq$b^k1o(`al={0;3NyXzRA^dyw#X^*ZEQ~IC zA_J>FS+rawC-I;1G7Wf2cTUD~oGZL34JGd(i^Weq=FP8D&=Ph(l8od<@8U=?sihfm zpJ9YFS`2TQRJa9y|KL^Ke{q#zFu6o7?ITy1LAzQ+R<%M#F3cUW*J_TWZ%e0MLC!!! z!0HiV5wq1@XUnY^pTfx1W0O`N-JF2iXB5Xrsc#r6dDa@9Jf9AQCorNc2{61BvNMCC4)axGzfIkTu{Gw#s}V7M9!9SymMuDKk7p_*$mym!uoc*7<&R5$lEd)fyQ{IWGo%;;67v3 z^(-qFuY7pSn%Q(fCNoEMqClyMY{{`Z2;Z|%8C;sUsav#oP~&^ml3XnVgy zLB1diG;#!-wYr?)lyLNhDcCc?ImF=xPSjfbWLjia5~us15QzsK_vM#fg_D>dW&j&i zv(tdFQCWzi!x&+sVP)+ia20{pX&~>*q@46_I7?YQSuj~MO}1~t~t0*FYi)tT9+^a)i!rSPT z+)9X>QCgXB!?@Ygr5gf!11P&){a7tzN$FCb8%UJT8P{I0=@e(ZN14LdM-I^4X{t?2 zzn_=l3Dud9Cy|olfxRjcLMxW4`olh0(?UjGH8v^|%T}3dzeDb_CBc6{MU!9?{Q|kn z^L~Zz?7+{WY9(!wOlRQ#DU4y-`E~UgLIs~(YD|ud@q-vG%jwVFX252eP8PK+ zF@lR-BqjUR&?pCu6&RnId8$v;;Yj3mMEQOiBFh7J5VtrYYwu^xY11N5e_o0Hxz*)h zSF2!_dk#7d;`#Q;9Z5Or*Kf5Lje*0BGE`dAH5`snol%nAh0+>i;yC{hRomk(6072I zQ{kD7_}>wew(`H5;cEVv&Jtm?JCfsYgniLkK6^=9b}F++k`!vjVU{*tpBmMCn#GR{ z-EI7~ZC-fZM$~6KT}Lf*8IRrj`3W{EvM4(1uKas$9lqmeVGCjP`nh%a_Pudh;`VDj z(cqY~xAhsPePJWGkwx<|hx|ZtS{PVA#KhoipH)fl5G0jGF37Z14cm~t6shd!1F$cz zMo5+0a8uc{bjuzL*$eO~UTkA3ma^v9{)qa2;NvD`6XwRqMtTc&U9vy#z=;!W-C$q^ z62aFK{TwuRsQVdo0kHSV^h_(&Kxia>z%wd!S1 zqB2W2bp~A0Ui?{<w=lG;oh8>1%}?5YQ{IiTp?6PTLvv^v@5ClJC{Ue8J( zsx(#A5SR_g%8=q1FnJaqneD+OoV_EHrP!*P?)}4r&+ypE>crC)n(+^a2@eP_-`#h< z)1C}4?HffCVnVu=klhN{BpP)MLzbQE(0qQmEnEqolWdeC)Ew3n4ic~_ca=}0tfDOw zywrf?G@~=-Oel9#qLBpgms(df0t{lA$iT+Tq?e!NWvU>O=vH(-&Jd-VQy6cvXahCY zisSxo7?uyGW)y3!GeC})ATJ)5Pg)5?3IZ%wNBM*UGOfq#(AIi$1g>f6(7K||3_%yS z#&QyxVXSh&i!~tZCJ!uf1AUxx7F=?|RvOIdIcdSqqQy`Zg4F1Wb#{*r(Kc8v(FratV95 z-gNTMGly>0j&{14GzPJR(VbtN03(sqWNi2;{3AS)`Lo_w3^%1Q&A7=D?ap!KyXbyz`>hOVW<-g5vm4{WEU_A+zCmTB*yGm#;Q4CiroLs84BaI8} zdkHO;)$cdv8nIL^cqd_Gk?rf64;@eaQcInA6f8dN0Yh%|ICE%IRi2WY40JTL3l+6+ zQyvIHe$eZSoYH`YzS3vz95{?Ljica9m*G!qhw&|+Ivd43PS^xrh;fKkPaPI919k12 zhCB&~)I3di4-s7{dxutGv+_38bq4K^kGX}{-Wf=y)eeX^x9_JtEj9vH85UEuo;iVR z;vMGl)223U$rrev_jm)3-&@KlW?4>Jge=⁣m3Z>L1xS!NA}DWb(39-(JCGwoJr| zvBQK|!e!;8OcPk+s29oA#-|U~Kw@9FtO`??LuW3BJ<8c^oKUoF%4Osp{nT%7YOA}e za@60Jc2rk)z{^YUPKz|yn<^B8H7DU<5JmVS3#k*kq^ZLI;Zf?>fKZl7E!b79(7^z1 z*yficzU;o;6@FKBwCcj!guZ2j&sK2Z0e3@79@Hsax<{#0OLH(R8*j0paHJL?NmdXx zqg&g!WAKvzMh*-2mfM5L{Pg+xi;yu!N17UEWP{#r$x#=|;kRmID22+zqA;XkT4f8- zd43s2?46-^{geQRYWX1p`lA>=ixe#S=phbvT>Tu<*#sPU`u-0qZTc2}J(5A}R!Ysf zi@}ZAv;)N+60c2oF49?5JdgE4SM4ra<2Cr)Q1MDe$p)TTvuF8H`TGs+lcn0Qg3ZXa z%*99zv8HH#IwPN0(I3E1!I|M9t(oge-OpoO!}}$ONTP;!LNZJYYFX|o=wo-WhL(OV z&2rJ-Cpy%srEo-(LM6>q>mF|*?!y=y9}Q5C)!qJD?i;hjM`-G!YFg%zrMDg@mXwJTf}f!aDO&nKW?g(*Hnhrrzj|qRp&I!p=2dms5j{Hj&ke8wNBQL z>HRS};U2Vv9)uR)YDTWTM@-O5lFCeUnTd{#w3auki$KR*NR~l;c zKOTwRcjkH*jaVzuWE7bH?jq@sRApAmj!n*WQ5sKyJNmrD{K3>1ryFCRVdu(0rKb9{ z3qj@fNOBcvHI?(3W09s^PIaJhYZ?Bxwh;GM9$8Yn6X9>eTKz&vY}hCt-9T!#e^Xgu31=uAl%{1q|qId$El@AnG27$%DwB}HI&G8C$wUSCZ@2+S9Z8b#EZFYeY(~li*}mN{1pWNo9B0R5qTSD~B956r6&d=AXPyZh z(gcP90uSbCJ5P&?~9A$73xd$EkjwBT&|5Hn$;z*-8JS*jdaEnZqrK0jS+_a3-+ZfdMCm z{|8Fktpk@T`!_C*NCjrMl!;G9bz)g#xnKp3(jLGVAwMWaa8uhul6~ov2kO`b+V83W z5e{dM&Ig+y1mSy1-9n(0;3ZGduRK7fP7HI36jNxLT0QUuA%mGcY|`a6)~2mM&hGd- ze=Z9fEW7ZNr(N5B2~N!o{ACLXepbW0L1sjlH{{zOBG4Mb)?==@F~ zqwYE3w!NuCok(XUtf=FFCNp0_VL%wbH?I0eIkx}bR6Z+^yMjuqu;j-6B1@Xs>%r#t-ekN?||T}bm0-;<>mDacFh-u=k{=a-UO1ub=49=-H&Oltl#=R z=PbbjgP+D?j^W^jfW}B=uKXNuaH;$?Lz=hGZGb%Xdh_S-sJd3i-h=P~FNduoZJenr zaPhJ4+C}?7m_EC1*9T?)_f@>LU*5p!bwO~BE6*3+`qqFE;T)EsrdP(b5v>^opS#2- z*4w;9)>Y{;;W$GYUSCfv3Y<1t9Ir$dp&=44FJ9)W;Uv>*F1=PJrumQU5tGG_rtZz` zDxFz5@Hp>kI=-;k&q2lK!1%Jhj;ozfj^@FPF*-Je)JKzKANr6z)_ebiZiJiW%t5gw zK&!Z_Fp?0oS#Q$$-l*=}&79eviK6-Xnj08Ac`Fg%Xp}uPc+`A;c)22HjCGS%2p8T}eLH+PeacNo-n zQuCHcq+9}Amjtre$oXqZ4*+~(44f~v`>X96M3T!3T)X-DYyl5Gz_k+UTsAIVQNT|M zvVh%v*l=Tnu|JxssH&Gfj84Ok9Z*|+NzUZ++c!EJx9~Kxdupxh_TRdcrUeSpz~LmW zK_^gw;Wkqzb@|`2>%7WLD4XE}13FZwnlWEr*PsIe;S0Dsy?63( zOz;AJH}_(&%(5>~Se*AeBh!!TkPqbrR3}UIc#B`UgdSf&&A0V%TZ6|=119_rd3`MMg_+2&^L?(>@nCn4?1 z%>}85p^$?T^7}1LoqIeLxWjj6J3c);S#Q?D75iIn_d5gxo`A05LK)KQKCZLpq zsI!gU1jr}oQ3|vv;`@HB;SD+bTHC=^%h{?T96b0^plXGv?7lP<^o)b^d|2W~f;&0H z%MiQz?aLh0Qr~_xnsLj?FmD4)6P*>YbGMZb?@0O5`E`qv2!8GBj$=JgYHslKPszeR z6_o%C7Z_=UHb#O_;3DLsijd0nKNdi}sH63ZnLj5sn&VS^K_ux?>g=dCUS<;$#+kk$HqJb{ny?SMJ|v8GGJy599vhkTZq*sgUU z4U~iLh6Vq=!28lXoHD{a!&4aP>jU7ntl$id`1E4b*Qkamj6=zz9@B+!UMl8gTqR(? z(tc+*5ymlat5wyAKP8Ti2~K{)%y5v=2a>-1r8>-E?K*9%wXg&nCou^QVRHJiW(6lg zCF~}dPj|H}v#NPBgv?d*Zh@-^_VL>VkUeK8#i{IRQ*_ZmPM2;6`MaWtJal*3GS-^u zMXSHBHJg26X7lbaRaG4#aoxLZK-xk7UAEWcW~q6uyl_^oN>|j6!h~Zv7Os&ai z>438JFADRBd!W-nk)HuKsC7SUzy?eA)%r+@Ge=Tj;~Y-l=x+)_S%B9lI^iDL|A;x_PMl!?bmcCPq~E|H8uF<`c)Cb=t_ z2PkQ}+Md*P9!b}FfSh#|E6=)b3L{5f9K%8(Kq4PWq_Qsu8ssFu%aLiYzKk@fxP7D% zduQu#kS99=nfY{Pr{SX=-6OA+*FtTdiT6d)&|GR!@q!CM$JS6^pA^p1?&dZvWOEYL z*?;I(u%V2AL6{y<%m6ZDA~I={!hsWap<5{OY_n0In`WW}+Sx{}JHMPB7#1 zD>(&fXPj+yBcIoKSO1)8+GYELF4V#)>sl-6?c9A-gD@3lb~eq~^K zN+pM45!Wib9wwk<8k6WS7rt`Eh8pjZbn9K1qRa@mIB;&UR6_aW6uROKXt!`vlNjO{ zZ&kCi3G#?D4DcOCEyuo(Dd}0*CuIn}euGr=sV(b??}TnDwa$T*X~$T z|3px3p~$GFt`W!99hU2t%mg8sSpW8gi_CvtXJZ zzOFYNwziN4zRcV?@e{K1wQH?eJknL3-=B9iVE+I{V+!TN&cdAM5bd8hB;p0apWbPq z1-9-&5N05kN=&6>ui5)H7uUzWs<-+W51P|lPGl-HX0W!HH-Gdkdx$%iq#RJG<6WNJ+Xvk>01$eumHxaK+OPyo+g?-sMENq+&o7h+k?XC01<{i8fFd)D{%L< za>Ip}Iq-55-8^zL?SWtIY!Z$hoO}F!#jW@AnyRf^%M#9L8`qM3ogHap{|Zf#KarYn4~Ln&g9B%p>Wb!)ippV!M%>!~K3sJ7 zO^HKmuJl;`iS0Ib0TfHov8O19EOB~+7egf4OZr47N{!S!a0%pbRUO-Tnv;<%>^`)c z&<@hWFUc#X;C;cY1kZd7k+e+*mVmBo3+Nf^3cH3}`) z3EK!0FlrFR-lyaQ`M(8tkHh*6T36inaRcL@M7+JXkp}bx#ZmYOYcMB33#A=!%Y~01 z^b0ZALIiVKC)|A#|F{bDCZoh4l`&RmU4Z=j?M=Bjy@gOIhSFzIWWh?jNP7Mv-afZ9 zehI|9M+mbsnaa6fe=!zk+b2fg9M#9mEvNbKmSJ|0+%1*^oZf!CPZfo?VZ0SKmM#H? z-6y2;4^=XJXQT2ZF&!46lO8Z{O81(UttW6>W2`d%-egAtuZVp@t?&)JJ=#ojJu<*C2mA2J(K}aB|2{2 zG8Uhn;~p9R$iZ>dAm_A3yx>9!7)Jq)?OtykC@aQ9P}uZb5&YBHr@pEBq^Vu;{)!%$S9Jv0oV zvymnAmU6fP+^VnUYJEF{ELKBYUTod&x%Mt>tI#D^p;sgqY(QPnh*8_!?UVeGsnP{r zCCyC~O>BaNr%%Dm#2SmUR5{E*D)U@3ZCf@1gHX-?q_Y~IodlSWpATVJ*RrH03ueDB z;c!>dUP(-B;(1{_4@38f%iok=E&=thhB4lD%Fb3kyxaRH@$Sg#50aw=$NUKVpcm05 zf0bsU!dp(kFmKID;3tKKd&Q=o%ug$Zf7^;rD`;z2AsRiiz#KDX-Pcq)kFZ#d8LTEw zS19NDl0eOQjn~KuU%%W8i#eKN4-Tbfy;=^Fq>$uxR^J>7PnIn^6Lp%4%DXGw@+ zVtbfF0YN!3U)F?g&0NKr_$bPJzd4-79TK=q2*SF-?0yelc>nG9Z9DoJ_EIXg zZdJ_-2f|(*ygLbmsiHPQRPf(EutjQ<9*Ky)FD*zf9p7q7pk0->{F+h9VJYl|{mo#R zOhw_cRC5}F9$J8cr4{>6x>rIRnTBNnY2-0Fz^yRIj2+V))NH#xBx}Cs+jg2?G#cyB zR%sx$bgP<|o1ERB3|Qy{l9SvV`wkp(0UC+~QBU>l0JC=F-!;lKUGvL$%Nu&3IW$P| zb5PLl{<{5-MT2%|3}Eb>zsg&UF%+IOW{6?@VkIyh@oRvLn@-UJ#xKfh;F!Rt@4Sn4 z;2bZs!u#7mwzlSjM$rE3D3moWjuzR<*->m@V1dl{Lr0(smV7SO_!<|EowZndm?Z8)3L z0`n57c`fGv1CTghsEBhPlS>rDA=@)I4!MFY-UJbJ{tApyHU%0)Ch+2Y-ZVr( zf)sRC%AhF){&to_;3(_iqMOV>BH95<wt22j7P(ZSYfI1-6WN?#Bkp?x$EnHj~T0x6jh3#8AD2!kSY9fk8e zO~9z9$llrrHN`Dx9Qkk3GfI`RhGc7gen?sAMcnOGlNBC^5KjgDPZ30EQx@MieA?kV zk_-1(*q%*d*s4z=Vp1=(mv&plXb9hx*7m0S9?^2Jx0EzHP!ZimH(f0yipxS{CDtQ- z24)Z&NMGHvfJ_R z<1A>>4(D<;LVGdnnZ1ir)C{)x8U0ZHFzKCypW$+&|I)Buh1u^jxh=>44xr=M{X;;F zR!bNSQjy*q`Hadi=C;F#y>B0nXPP_ly7-W$3x?RNINO{QwUU!w=&t&(LHFg-2lgzji0sg@-yG3L^fxV=WMa>}A1$E<~YH zX&JFfp+#h_!d!Kv#_pN}0mkZy$Nc)`mMJM67>w_~BWO5QdB~=yl}TP|3J-;5unG(d z&puAti0&mVO6OOBW@M*hISLS%_jpdhAl4xJ5I?IcZiCuCoI+L^_0^qXCC zMlRZ;zae)O1OQX-7}$i5tB;mV-160QO&~CW#isY1H&$-#$pl1Y%fj~BeoE4CW37*4 z98!K@q)2WqJbUQI+iG1VKgtrV5WOu%@(?@01@RkcQ&ZwK5BtCdgb^JHv;_FXOMZ`n zE4#KlQxJ@w$$@x=!{q0OXDsYFhtEaO(@}2eu+jYo`juIB6NO3jbLRJG3s+0e(TCzR zcMjSMZ|h)uYTp5?UW<^+4g`hv@}{(eS6@w94(1&DmWCHLiWBmy%vTjgXx}ccM9{Qd zJ#CrX-pJ#&tOJ?R*LFuj*)1|v|1#uHc^@=YQ_gW#F9wsyWiH)fRscQgyDif@{#d2#05RuyUoZTMv;Egs+ zlrpFp%0v`7xuM$3wXzKa+pSiJJdM{Qn6L)PAKg?^_#(Yn6stu3B)ncukTfcN=foSk zJtiGbvA{!Sue&H%Emk~-g)n~UExz})=(S{pe}a&pS!>lOXyIZF5B&9JSh^>w;P=QI z!Vt|~^i0q#nR5-gFD{mc{@NxPeUOhh+L|%RNGO+{UoOo4G0#m^|NLQEb>+92=Gjmv zS2C*_-g%i9KuX=$AbIcs5D(u7ypfODe%CBV{sD0u*cEe33(HUWk6QWlxs`&vFvxt| z3q{hIByIlZq6T7$e;x>#<0mHflaYFAeq?i73R^+#-dMrWi2r-^r{1VM@vb2MfW-Sq zangg~2EEfr3bnNst^60-)8$l*t>=1AYMSB%zW<}SplpAgC@Y-vo#aFO6RVii| zb?9nYXLaEaGZ^(!1Q1@}^>fd~LHt;4NP#q^uhgo4O0{lVaOhe|*p{a%hf6>zuG<=K z5f)?$jN^*#YlQTKi;hYUpFdbSN8A*;fi*e5vN^qCP9?=9 z_RIHbpYr5>6=XOOi93z^R}>Zs#E&rt_eMgGDJjH~L~W(YLt%-|_t-_)(hJ11YDjEu zF4ArR=h_m(``U_Ncs^&l@Od(O`ypBN^IJ9J zKht!3Tyvt{MVH)N(zClI#-+;w`H}1KJNK|eip%Q}IrZz?R(UsvPSTsqoStue>#4Yb~OYrPJ?)|K?BnW}IUu zcOM%EG6=W&q!aIeFfcWykt%;db244@R=?MT`gyAq%_dnWcX6pZS;V*0@)Z&akeHWo zCnY~*p_Ue;_#um3En)y0m(cadRBWsBUK#msWT_M30~!*ow$MgXjmoitl?;$RGDdm9 zLOH69f;c2yS6hiv8BUdmPJmyl4A!O{l_BBcraOK~HmwIG@>6BdYpV%y*B zeBZzlXQ&fDczgD!0a$SmsTSW}8`>lOE&pJ5mj7l9DU$~OiAOH}ry@D_c$6o3B&ah68gn}6ixodM+CEEstuS1G>DI^hW&^g$D(W)Foi7i913nTp_$|bbm z#!A0^idJ^aWfn*Pqr;C!LZ0W*OU)^nfz?U&hIg26z^Pmo1%SQX71>`Ntf%OM*gE5+ zLnoUoRDfQdlXWl0(=^p1$SYR|WC$;4rS6(vp@Hbb zbTP^5x5}o2nTr*Kf)tl=jYlmFRugY+-DYHS7;Q^+x%_Gza1?W9gK@r^IBbokZqOXY zXte1`aQ9fo?r1G_w_{58{!l~1yHUv49wZIsc6JUs zY?g1!zd#AVL}KVHS!3qE?ZPjqDe!q z;M$#DW=fzg$$9iZa1(u1y`*i9b<%NJ6Hx2?2gJr&Q-l60+ZjPuGf{pXgKf5orWh!a zP-G@Z^fdPZff6~s0dJQy3VN*^q2L<;xHlta7HCE=*r(Z}O*_RW1*LN!E;Q@Kf`0?< zHbjmZj?3OuxjA*sRi_#>Sd2j}^euD+siaKIu=q(h(R;Sw!w0HlU>11letwi|l5}_! zRCZ1T2UKSYPLrWHQ$|}E6W%vtCJx<+RUXYxE|VEzXCem+H7}Km zqWAX7_tj01r`h`)H@ijuxta>&c7Kkbkp6Y;PZP|xZNvZy4U7`FiCU_1lHa6Kjx|9H zU^$7Q*lg0BW$#ixPlDpkkN3q3TM2%kf^pldyR2BmvKKMh58c~-V_UyV5ZokPWr1so8?$FXSI1C zA{(lI|0OgVRa2zF;2nAh`BuKWA3`a1Rg;-;@t>k9wSKqyZUJ4K$x}HY&y07+@OP&~ zbO;0%!KZV(4!qfnqPk+1WqaBH!r|q^B1+x(>@3~bAr_LYt^N>cyc}iM50Klb2>;t* zO@8;k<6Dp(C)?{zib>^LdBWPnZg)IYp20@yvbTuWQNcdHENiI%xfIc_xW^kOtFpN@ zJ1g#v>J0AN0b#Qnwo;)4D5WELCM1Lgp?@w+pAFG!3+*QH<-GVeb-fBA)d&pZ#F}v@ z(O=&WqS#H=0hyxJuRAGSI%fRX%D<#687B$@3SWNzN~93Y?oYk0@0Z*>zU{2Gu>Wo7 zA(|)3qZ&?jnE;gy{ctexlscY~Z!OWqdl_~03R z&w#TH$xWal2@w4nsVyujv2JG>pp>L#hRu;?nv3k>7qQFB3DVBoH|e9m__@k4kySt} z^7_Znulzjg61&GYSg@xrg)G2nJl`%}amyPdP|D#JrqS%W;6Ws2PjCPC6xHY7?W(^W z;BmDRqA_tE<1d^|-)mUk-{RKW9kB(;)CUM26PbMFH%;*J355V59#x&dUE5y^IL6jj zRbNM`N`dDP30LQplI$Jvr+H^I=6A2vCN%h8mBsvodS?YKC89?Jp=p0|c=?)h*1FMC z>&_7TFjteJu=HIGN~=F>`+CWXBEJw30gWRo1H(DcdJtQ@vdb3 zDjWtJ(>BSPZL~AQ)7f(yL?RUr-Xc;>_Iw6U-^emE^%5s*7^#VUT_4OB?>Xe~#{CeifIKMn(OJmu9rUSs(_{^;=f!~{HBUs*q-K`#T{ zZ;nqI*a@+XMAT}o2mu2#HOYE}j5ljRal_5o1Oj{*lzSOJ)U=cT=*-Z`i8^MkJY;JJ zY6;~iJ=f)gY&Itf?|h`Qp4%e&6H!yCN})_f;e2XbEJx%Pb_ZhS4D55^Rh6bo zl$4g(Srl!;1Ri1*+mS!}Idky$T{X2$o{OgH zit}?&52(&qKqcHJO{fQhaLlIP!u5&2f?fzH3;=cA7woA@6Cjggj0ymCi#TVSWf0Ae z``D$qujXhA$SeolvioK?DROC-rU1w7+|q0p-XmT7Qw{KOk=aR9vsh_ZYO*o`^!tqp zalhUoCw{Wcu2c=A*A}d*l*0jGEUJp1Jt-7p#g4T~u zCy}l~VGW2h^dc>g_4Hy^jzTK?-1yg@iNMvH5&pl+wA=0`kx7{ROS$p`(wKa0GKnJxeBAf!0`*`f>tumcv9mPTg^n+kcP!*G>M`0B1!|91kMswwL4gm2L&DAs&ip%JybHpvNE zqqub{f;@p4V72Mz%l&!g*6iSlWB)sbKHTBqE9Kd#;#u41&dNK{Zt2sY65dr zq`J}`-Zm*0Zq$Wja_fSAp*9Z&_5j8+zblh!VPx;bFzKn6+I66l7_t`rX;Ffx_RZ$~K<26*)pGE+L!;Op@7 zsve&COsCd(PVCNZLA-*pdoXu@lB%ha0vK34>`jGuu9s<@a1@5V7~bm!O3kd9NKu!W z30{6;`S*USkQd{Rd|7#1Gc>|yDy0PQE9x5z^O$p@s;vkw&wV31oy;C=`6FRyfRP~m zJgbJPM_!P|hb-Z*1R+HxkM2|v=-&})WV0IQrRQ;_DyrYTlk3O5rO;Dg?&f0N0Wcq{ z@8}nQ!~j@wk><&n1j^2uFT)KMO=t=nNUVbH8V0jb~~Mp4Hs3R-Xn_YpP!#6Bes{#q>*58=(H{@x4y_gwPy z-3Tn6L>Q%msaZt9aQzh0hR{iLbL-xTDWdG)RjsCX1lWNsQj%1)P5>`Y>Bvb%v(UMh zsFm{VyV$^z7#RwuqA$yO%v5SU;4ZB{?3P*1j`*9P?K`g59V55r)T9V&#LF!L0H`zU zm`-x=NqREF9v_q;;0K^2EVc8zQ?WJY3xiHVMML@NYJl{<=vM1mi(-gaHhU zIt>46K1P2kvuJpB$?dN#UvFtqgOMxevS|=$e#?}egdzH>zIa~q;$N5e9%}A zQMOp8V3MfqhoKa}X-C@p+7QY*SJfLxP|t|fPb~XCdR&DwfAsR4h5N9|e-A>1BO>qu zrvZ7Vhw>tP>$f*UW$&Gg^LhU+9FiV`HK_kaWliV!lK%}F(2mU*(LSnDg>-4(RKT=w zAD{;d8UJ8uJm6_Aq%S*df!zAZLBUwdes!4~hY26-tBP!P)QnghMYDPeP;+IJjl#Up zuBIn>hD04ja^qA{9jI_&)K(9^{oUkhTk9yay=2fQ3gEVrr|hAwSWf-DGs;#+7M0xH zuAQ~iV0nk`-gd(zq{>&pufUY>--(Wz7Vf z)z+x$p1-KdtH+wwkb~9JlUrEwB0`?TuIG(K5i`-*8mv1(fLi{?E1RgIHLP>u-|MBM zzzjnz$QNt+w`=#2w0Sc|M3Rn+K&I3YiO$?w?cFB*H~D&oEKa=s_G__S1YI))m`TF# z5Tsk{JGIzaPoi92y{Pe+JA(g~Q#x(msN*bk2GDvC+9Z&Hgv0pLKQY#M*v-;|O7FE- zNSAe0i~9$T48tVsNuc$_$Y>-U$0xey!-Kq52fiO~mH2sac{7jJG5>A5%KlqjY59i# zuy}k~7Igz*VCQbekCXdsBTOIWnki=XS?7+QUOmO*07wUyy!Tn3d?5Z z1$eY`p~yZVjf@J)CEM9Cdi8`34-BsC?Hw##>p~29>A3!+7HJHehCO|r&lrr!nmhxp zWG7c%c876qAeNDO+znp>p7=Z`->^-kz%DT$M#9y(@XY+DGeTKH!jz4q$o$qt8!_+a ziKVT)VRF6!gvKwVDDie;xwV;{SXKx*N%HzWI$ml7@Hg#yq73$BY!G7d5Lbu*;vLo7 z+mESo91@CFwB6==tpbE_9^WR>|2yaKq5f>`HGEykXj&_Da2UU#o8>Y?xOS;Yr1F|r z@vZwg>SG7u_=s^mj1@|7EK`7Z{+pC&SX;P>PYE@cG? z{aXRecRWbNsCI=vtF^2%WbUfM_9^%-I)@!Yu*p<}t$cQD51!`4+E-;T}Z{lx{* zS1k3Rz#b$+xav4Ha!hIriqGtQ=Bnz?|4rr66N!d?=>es#N&4K21V_tzGlhriaYVtZQuG>R& zg%_Fl>|lwmlMU4Ap*!yMkY~_G{7}BN27|Ng!P_Zb+*VS1(;Oey!A+o>aVIpxd!m2t zBF-;dt6ra#d#@Kg#;6C1?nxCsHRz1__AJOTUrP}(8=fO>dBije z8(~rBQ{Zlv;d}r;g4^a_p_qzY7FTff*29_1q2=_d>7U`TVoI|O2oEY9{2Rx1A4>=S zH~B6$bAVt-F$T~|@^TJ<=@XgkVMEy_eCQi=~7l6>?@ z6$`ePW#?MmFD%#ppbU9kEJPnhzWt%+IU&}lHA50fHk$QmeuQNmsTi`G7M)%aU$RZ^ zB~nx_QJYCc?@)Tg6fU&+Gau@|d}9IMPgIR?L0K$g>Qz$w#L>kNGn%b$jJ8EHCiL7H zVJ~HM%pG#VS`F0TA4zQndP$QP=>U5uGYy~A%ajfp$Nq2pQvIi_Meh{Dgf|O#389=Q z-U~R{O}GeF6eXx>ZoZh%)H7CrH2eu9qc@p>jCn1xsh`-1R6W8uh3;nw8XzC|;?%D| z?&rI-(%S3Z{83mpxPvl#P<3+X?5^mp3mujJ7RWC9F{+wn2+GVU73;6*25F;8ei^;M z-)xlyPSL8aFqbHCD9&5zaLp449igGad}5;TJMD~?kO>hMLl>0MJGoa8LSE`+Q(o^j zU{I0aDD<+KBeourre4pO9Biz_AvN*;{#d=VF;yb&LEY8ug>xenw-<-6fxj3riHOA= zIsc_~|K}n`+bru0&KioObn6SdlQV)nKj@AqIMRl@+g;U8*mqIa(nxq96#?q5mGLBI zKr!3Ls0w$REY_?fJwrtOf!FCL6xwtaz2OK`E}(acy*=tRZ8Cb|*97gc4Shgs0VuiDP!}J4^|{pmeIk zPzeQ(3<9I^?Q{)p|I*f+f z@`AN0zO$MX&RM5bN>qL?7!&-97}Jj&jJi|07??C!G;kNST*h)+A3x!>_eX6*QPKYg zEfm>&Y=j5|0H%;@WqxNvzU|nq=QGo#zG4}HQz|Un6`6_;744bS<+0XQVwjg(q*t463W`IUFb07*ZLW|KL-wkG_acNyfEt7(h}xXuA^!iNsh^#KUGFn+VYg zMpQXU^3;>B(zM=smO2jrcWA@VW#r>96ls;KNFu z*qL()B32@Qh{bK}yreqTFMNx@Q_W&M`B6xwa*gg8&D6zjHlgcj{iJe1EX*ljotjb* z!Pi%GB}^{T2*7p_y0d|cwSYEni6)`r!b=cO=_mh=_Qa111bC5hV;fCr|IQ)#)i@nQ zE_eV8IyPNNsw{(Z+eBK4bO^(;*!Uc;ziNkiN_&mOP}Fof{ch~EEu|{ZM%?jLDCWh^ z>`pDOqr5EDzTs)>`(la*g)Y}Q}?j^UW-pW%W^FH@=?Wpi9bo|MpC*3+uDWRFUB z45N+F(~w;gAZJ|nq{7=7WnC>M;uW@QHxgca?i2NwljOa-(xK1Gf1>4P(K>c=~d7_!(UybsR-!}{J9)1RZ6%1 zO7Oj;kwHgn#(J`y#LttO@-IVin$=(%XZy5B|*7oP*O3)uZ=H}h}tmK z8{yKo(IYM9ajc~)Z$`3k3L&Ui5B5+=`VV%3;C#n=o}~t8#3KI*XutMrU_W80<$j`~ zFkoeKdXjpgyek_G7JLfq4Cx#u*)WMhpGYCUcsb*{ya9e{E_G_e@+RPODe%f5nS_Sk zH?t*fubQc1hZ$(6^*+23jZdc0`7h>vG-x!XKbeFI-xfA?0f@P&GGSh>x>F0(*|UDM z!*vE1QCrz1y!En+aj}S?jz9tHMQIzfp)e(xqhrhnaH?Ql>aMx(-@sklKT6?G{0~D$ zUW{b}$X3f4W9Y;kwW=V8c;YZ3Z#g7!N}a;310{fipr|~=-mvgWbDbS9h)Qh2GlAN( z|4jk-4|F#L!dQ7T5Jo>AQR5)F}@YZFCEtJ-=GG`UsAV|5{dMs z!8hhTDCVJ;`7G{~)O{ z+`z0j2#(Qf`A~#*vmLTQ;k=w+kybH)0NoNNg&BpeFMdiw+)-xt)|ggp4s&hQL~*VG z++4~q_-R16ObHYA>&A7Ju9-TylS#)m-f@P&bGlbst7Gh)%k8hW8L|H;CdwrqG`A+y z%p1G@dkzq$`E~~>r5win+jgqJ_VbElb(V|TF!lh=A6A<3sfJe-&??sJBx$?1)~+Hu zy*QpvuA1h^be9pG=TH61uo>$6or|2m+OG({w4+WBoyXT_Hd;=p`I4YGb^VlB6Wgc- zjZAhwmmS6tsJ}d!{1jPsWucZ3=V(jp(g+)Fk%~uXZgC&Rl8T_00iV@6R4I0A4zP`L z>j7fus>?5l4rWdB-GcAp-ywG`DTM+U;=I-BLy*)Pwk6EotcUPC^V-*0XrmE0F5yTH z)O>);mxFA6#cITCe{ZwE7T@~?Ue{lg{c^60D2x1W>pxX{dudaz&3O$4h=6LHv112h z&28R!iDA41|9VbI-Dwi?4I(AG!v1gNZuJ6I96mE2;{l;%%O|hV?0iDl*PXmz zh)HQL1%Vqh!?ho`#6kiw#2bJo_qrJjU0Av8>3^ z0wd)fv;ZvbkE?$q%?9&=eoQl4GN|brL^BVL;>vq^_?v?2>e_#Q=mVsD-a$;46R)(E zI&b^t+IW_xR6E{pWfHJxm}8tJA#<+1JnG{c`Y-v=IXN6#gGIG45^(estf@bG2yDcm zMox<@Lv&uwN0W<}{!9%vlU@X{$CZ??t&t#S6m&!9F4~-;!8bZf zg7M5j{$=$`S(yL42pq(bgXs$Ch`m2q)iM3;YDO`K5|Y{q`5M%kXGtT^&9~&+yri&;vCh9!RwPQodim# z+I*ocBtCd9?$Bi#{}#pQVrm|S@!X~eLTBHc(yG6B81xwvcbbia?k!1nF@moyWM3~# z8F3{LgWS?Dwj3(Kf|YiY(ogi|5s5`&usE&T`Mm3bW3p2n*pBQMSoB|Pf0;TIf1 zfq}S?jHW=#P^Dk~WsW?>TmEHqNVPQe?FNzkSu{wZTaV=KeAWUAQ})|#5cMiJ>%g&u z%reWK4N8tFu9s3Sx*8I`FDO-d_S*+b!qNQYRS357tq6`}dUSc++P>pvR6AVYdChm` zCQlTrceqQb#A>%mB>wg%A3bXJsB^GiBH|!Rt>_JI;@EQ?R>AikOAW;W!GjvLWGWKB z%IMtfGCYZ%5I^WO$?rN!C`b~ArfJfA8XU+L0Q4Wrh%XQWMeRg}6@mLy>>oOkUxM?n z#L>~jsIxG^TM?kJ&(jdvMvuOaihXo@X=k;L-aatBIY1rX4;5rZC$@#(O#ExR81wV= zxd37N_btv}f2ZoP@~aMutI7C2CApGvCZPi%eZSC)N@yoO%3>vyUh@iBmA`>ZLm8S$ z#2ppa?FyE}wkJ$jm6FqJ|NeQ0B$o4e^3VQ&e0z3uS}JbafqD$?s!L}h+}UN@qQv2) zN`S2!d-4CyLNx9AA7EZ{Qi@1`4HY{%xA7mmwJqK=EM;ls@gTMjtD)zX6vIZ;?7VlF zE)xcuSP!Y1MJP=xKMWvxsGCAEIr(!J^3^wh^{t7{Xx+}vQNDAhDid7Sb7EfRO%F^q zO(2u>SVpn78U=mWRAjMY+QlrYDAENy+j4A@r(EZa%DkBhJT16-;kTwe(gZzpJ~*A zd6_1wF4`>uS)qdeM`J+TW`qdLqTy6hbc?P|zP%we)9ER;!X7BZ1DGUmp-F9HsH?qB zt3MB35_ypU7dCgv7xPlYvb`Ki(YeP(%U^xx1xecrow) zKy|BNnG()|!Q`S#u2OV>$Gpv)*e<2|UdU&f@``VEZBqf zo6S>TaMwwwig`XHUxz?0hm^fU#~NrG_jx8&1v`A|=m*>3#%8dmk*U=n(viY_CL~c) zd@NPoEFb#Xy!r|&GZZ66|kuLU>X{Y3@kO^zAgp483=8$sRgvYIEsewKUC{ky$u_PLG zLHVG{rLdGtv6T>ZE5{kOGOROIJXEjw1CX3XJa(Cyfb0{tvo}$w^+Y`hJ01PZ6ob=B zq7q%Ty_qfBQ^=!-7w)0FYP(qfj9Dw9-y{!!XyI}eIx-?(>VwzI}$B^>3@;)gHIUk5$)b|s6m^L-|5g=cxwF3?@ngr0M6 zB{(qLF-|^KY$LwO+r7Di8L#pJDG?R$Kr#fgj;qWvvc9dqn6N6r-Fa|YS8e4jQ4(;sPR* zgUHJU;lj$;FK9KxqA2@On2v((Qz0XMJbuob9^O9 zAGMQGYFOrFW1j@lSX967H#YyJ$RiXn>u&~?X?Tlf`Sa2}V4&}M|6QFG3=H>P#WvxZ zm5mz?zzb|%@^XU5&zDASyBAVhfY+V^K6w|ns=tRlhHt;d)ICke`w-bN-SA3HcJgl2 z^t#5w^OP)67?$1xJzCz?(`0rNA@qOggHhL&Hbluzmr7Xu>b>a^aireFOR&&Su9F{g z`qO(-J}-RC(W;ao92PQ#IV;K4(&*%w?eeo)=BE}E0_L5&DN}aDA4?L3=!yh4YAMf@ zP6h0D>NsI9r}NICS{sI;LRp&C^Koq4vzW=u%j0bPnT`&w#wy-Q$V7V1D-GXkWyeQs z3AS{x7d5VmMnb)~*A;SKASE|{HoO$8bOkVAJ`yFp!^Wlca36vGVI55#y-2X-4%o5H z_}5PF&)BZ%i>|gSyZ>Ug!HmXmO>te16mI@h%t7z;lde0nM5K96S_!n0JU__Sm!w2b z%cv!g{b@v5EuS@(!VJF1k~sA5Q`oPWIY844qv&Um?bpLK_iGx)uNFdxwSfok*phg{ zNzy~B-}E!41+&==FAXaJEY?!u2u5=w1KynVJn*w8CJTV`(D^@f$aVOI{_dqr-7uDT zs_LhFJz&1b5msN5V;S?|#5E9N$QU!K{!~YHG+!rf=0%9*IAb-6@ifCj{+H?5yy}W% z)nndY*V&jTIS$=x%dQV)r`I7*M?ilOA3~MK3zMs*ZoEfK@Vvq!FLZe6ay&6N z1wb*k#}}VLeO{+!N~f7(?}!z1^*%VpC|J`vSu!LTuszeRQprL`(<@bYgL{fy0L9Hb zu^+YVx^c~;)`@}|&w(}MPKUj&(gY`d@~?@qr!Hg`(Fv2r+tXOimJNc$8hCTx4q?>#ZC$(4 z`Y@KW0r7LF%lk0pU-x3pJFZIPST;`|z0uK3zq60@@Za}qRX^XbatpnOI|@=`1Lj%u z&;VmBH;2OHm{Kq+O%!i;XFrn!X-h?5xn-3p2$rI&=5StGtF_KfnF_^NJ zDc-_m_Cxa)vIKcP{__*T=mZ!}2ld7qv|wOn4%4D5@z>w+V?*fAL0@uJ4dh*sB5ZB= zLBn1IYCy$4EG)BRbzC`*38e6(6x#$&=EXdy(mD-^+rvp%(dIAl z&AgfQHS1W7`Te@Qow&ZqKt57^$Dg18<8AbC)Sd4GQtY$_QGaJNcQ&gKYDs)U=_4bV z^>747zxOod>Iz)5QNO%Q$bd!&(4QZf)Ci4;wJE^+oIcM%H1wkQTk93_x@Z&K&M(~7 z>fAnMi4g$%kH-0}hGhN8L$EyAkQO(uhRvKU&k(lI5Nj^`r4hmB?eiwT_`z7Q(vq?s3r_?#|5^kr9E_ME z6XhwlsB>%O!B>j8{5hFrkFDFu_zNMHrZ$z!N`s7bEr&l7=P4HSqJ+ro{e7m!Kyyos zl$;DAJu>`)QLk1*aTj z)^t-;Kr*T~aH5ROE<_OZ=es&%WNund!U-avEgN$>gqJW))&T5`Uu|f=b}@ zi_^dhKeLr;iU^4Xywuj6A`pAUM>ukjQA4o8x7YdS2(E%g+DmbHWqWPYEWybWZsde& z@1MwfWmpS9nnkkcy(&XWDEoZNuP|9MEQ2tI(c8cG#-1(d6G#+Dnn$LxbG5?G{YJ?D z<&^*^yL$(lmJ;}PGQ>Px=?V41-9PHU-5(Pa;I{g8suQgrl6>W?C0Dx7liF=<<^n#OE!^s^ z>v_SR5r#dg0o24GFZ#dq`jL+)-Ei+@JJ*DTng7CCPhL;IuYY|%ubral@S3W_UIlxe z{AhXWcjtZVFx}Dejw0JUGJ5;7OAf~bUOWJx2651d^6&xGU9;`{q|B`EJE6;z{)ADq zDGoCsPy=bQ+H}VxEvm}`^Eu91V_^_K`g+4)rYLW_6H?kCX6mK8wkOmdxbK_njbA5s z@t<1S?CiMm{CJcz5}0iW3N(NyE_*X9eYHNy{i2`Eb&l9EX>4+CloI?v_1OH) z$~xm=>$XQW9?9|hAD3fC5=C9$Pead_DUg|JwX@hWbXbRsl&Jz%{||5YaBK|i+gb6O z6rw>ZnKzBim^L-Jqhg~}Y|)@r5o`Aj5ij{EF@(Vn7g76ribg6#j8>mRSCTWEe3{cL zM7K~>;A@n2nSN!!g}~l{9!zoX$=2Cs(kqmEn0!lV-oY|umJu+^k*Wr~KF$M9O1fk% zt&j5VKo9jcHAuLZrk%K0mmfaM_nfAb+9_gEywXQ!BL!?$$8(QSXxh8KingFVfwr5V z2?=zm)f7)0 zp835fb*2E(QEfw)=&EIIxgF8g1>T^EngjIxef5&*g?Y-*RXkK)OVtsOHM6G^YX81p zYnIJj>q-5@&=KsN^+f>QV>#)KfbCn?Fiu|XSB+!8R;nk29P1hHNBtv|3xSof`TZe` z>J4O32d`%v;A3xglT);Fbz~#96q=;BaT=oCDMiITyV}L=+vX^E+lkxfBb?If^zM|4 zY^p;xc@`&1;Vg&W$plj@&Zo)h9e@Fgn#uARf zEd@@2zeI*}w*Q}wc}H!fK$EsDu_WnvD_K)H|Jyx`utMDg@Z8^d8N7cPca_J;lX{xQ^WY#Q`QT`+m_Umnl5d3XY41j;umYX$Hg=A zmV;c=K| zBYi#Wg0bID@Ts-;(46L(p{HO30X)_(5fiWj#_=xzWZz5nrqC>@PV|QzDsABF8oyzv-Gh7Tt)V*8YkNhl+V22(^Mx(v8 zczW8C0gnA*WVqHipZ^G47#tdjcPXYYjSx-RF1f%u1D7c&62L`t6A%`Duq>1xfqXgm z=A#*9jmRhe}B1TxCokx3`J$3*(;t>6TkP+8v8{; z%sy8q;(W5AekMMoRe^I$F1P)3-<#3Cz2YG{(MF&Ou7+==m(4)9JX+hO_XcV9rP6QR zK+{{e`L)9XwKO1`yC*W3q>c^Q!)>1u_Qr}SbU7~4t^i9sM^kj;y5v_%7mgZajBGCC zbt*F_5tOe(`#VzxGSyzyuN}*PRrubP zW)2WTL==}EsssaZ)RHR8+`JMRxcO191Dzk1W-4Q*o5W}12FYYm@xlzY$=j$YDhe2L zC;vK>3DxhYtFFVMuWVS0g}k<*#+ps4yh5Qe8IkdsK-aw{@YOZ=Ds!6!k}d6@6lo$4 z&i;g6seQ63-^ha^OxyikPX1<<0@|?fu65Wul4U?_Dc?!gMw(ij@EuJ?S%ktCU6@uH zgFhi43_4o#8D2R=C(@|;R;}<(FU1^=su(*xeyQb-!)`uY zKYPz_5nJRbKzR3qQ~U=TMSiD(5DR|jd?oYtC9h!!{SffZ)9E=7&^zE-xgCevDtMB5 z*1PYB=kg6#x7C?^Zkvv?L`kE$+=1p%@-EdkqVW|$OZvX-hIohvv$8CQ_b)mXnNwex zMpkuDzrTrfsja^~yh!r5mjOgPVj(C#5Cf?OuW5b}f=WQ>?>43H$GYcFRbuM7-X5B2 z^tI-}zGzv}cr%m#?Er&q#u2~O*zav`8WI3`G8}nlApiTTK(@RNY1h5cHc98*-6E)F zf1I3X^ATN#l(rB-3Hfu~s@y-Y{IRt#Z;P&sTP87(J5h^4+CCqnm;^Pw!tPaUB=GP_ ztd{0tu_o2YGJBlxcCEWl%8P2v!dTkYD!)OUgxc8mBf-0Y6ZC&j54NBOGm8~)CfxeJR-x2D#Boxgqkht41!-vAeo=zvTWjxMmz9bWy{XFYX- zE_mI6V1sCR@0U&j*7mFp56=PmvQegWEs#&i|9pIpRL^FtPG#2T65le&y3TPsv|hCrd>$NeJrn%JZqf|QHNu=Wj+Nn4L`>8 zz6{4A2nq=#l>dP}sHCi<^%Q+_GO^X{$7t2#zYd1-kxU#_E|$*9Cvw{^d-y{))-Y}p z8q@%$&(+q;PV*K|97>t-*$2oxU%c%m)AJ7T?B-@LX~~;&ICgm3@;{Obni(WpC={b+aA~|@G9_G#$37~<4 zjZ!7m2e+TD0k<`yusxx?pt3%oy65rMvZ(|h|5Q3sym2;k*= zFc`g_|3umEdD!m(Cl;?)To5Eo26lmKbgO=sDvxY2)Pxe%8tuYYwc@bGKg)f`QIQ9W za89O{-yBo!1Cfyjy+ihql|VT#`1Ps_G5pUO-2LN<*QNXQx?=MUJv)2z=Ka`1#C*(V zKX>LY?=>&KzvCg1Bm(x{&GGTiTdvPoKoBr^0U@rqaK7)L-g$r6|2c9vFg8*7$W zEMcfzHDw`g%x(_0ZOUQD`VsJWS0(TEXD=DNz-%0NcE1f)BB8kcd-K<<_~Ay*VjU(? z6>z#!LSauw<_+`6`0e7<<`8e>TI;Z{cATxwXgnP?c82Vb`N7;{AJ4)mQRVa)x4=@f z><3#_=dP5L_W#b_sa?oCx_k+5mtsC%{sel@4`NBR-}ReGhLC59SN;9FDZkt<)nY=b zyADGY6c!%~18j<&Nq_r~Kmq%;(xflvK|rZ`lb$0+iTX`oC6)ae%*SZ3X=z6_)5W}u zV)5S1+v#dD4jJO3d~V?Ksqt* zf*8?M)X?G7^*0uv$LDw>PvX>>=?nVIs5(lVye5Ew08UioS~e$NJUVq zNLixrx##^vB!g$Bdcc_LHNFOnK=4AQ!SR*dBjbaZaDF#-a782NNgUM<(VwWhz^hD+KV+i*VugY?5X2? zEI!SUbe8#%6^hFrIb7LhiX?C0P!WB5;KI?S3HR0alqVt0>WUV1)`^RIX?Z{;n zp_|E}jqbS8_*awavX6vfWCC9PX zX^E~%{xLf#$I05a2LLyUMD1Uoo5>FnDqvC>ACt@m1Q&3k(tE8{@cF_v&|x4seu|jp z;(pdkRZ3^bd;WCUe%vI-KI$MBmpPyCR$6W$YxST#f(6MCbjPd6NC^ z#oOA}!Mzg~w|WHm5wo|KR90E=i>wyB-PXt8npy5!PGD9dQaIwdPj@L&SKWmv&JExW zrg(n(!P4`0I&HbUoeqt_maU|`VZO8hsjryWADbPCH{2!tV#Qv zvS&)#N{LiX!1uSm9-J2j$4^^VTq(`lV=v+(AlIRb=(A4Dly8eY=oOKJ2NgEr0nWl-pROAJ7~D)wn%U}Fk4p0RiX}y1 zY(I2`mO8^+X)G8g1gZFjwS6Jf5|LZkYL14fKCJ2Hy-}B7aYxtFQ-w&R&;*nGY--1a z97h1bhDg8&C$aI5Ee>wr=`)|gT(T&%64o(eL85PSsN@*6vy&Zp4xN{$^(iR58R?L! zq^g-JJUt1|+AxMxj(inFh)GA3dT8d{eQTsS)O#z!fVpGDr8;YP*ka&IQcf1t7-4h4 zz0162l(pe6oi)GOVF&td4$G_;wi&+yUvX|NJjVU~s}yyhxY|-UX-=#M-TX0!IuEr1bJmd8P16!tgJ!F3y@7U$mYU;n3T=HUy z#c8^$Bm5J|-C-I_G&{M+^E*cFDGFo#eAIN&9dAYZ#*yWCxl}+|ER-~XQn6GiJ&gYw zd6no-FvfQopI`>dgp=3|f1+&{bSoUj6 z2ruzfrz21g)5XaOS{_okR-eK!-BC|ghDl15^ny9!xc#_oIebr|v$&uTuS9~-jLTVq zrk^OD=cS7{vC|i4Xyy|W>mut0@eDZ@f|DM7LyJ|$m##rWB0^?cgOJzsjTToIAfqf$ z9iJ=RIMYKDnV07~;-WyuSfpb5sgnna-Yf66Cd~L|4sZ*}P~^IAHlt(@&B6a3nhcW8 zVz-re!l~*TL=ZEA){-3=b^+|oDCP1=fNp6*2WW*|2&|sgS0STeO08uK_etf6#ExjA zN2#-+I*teQxz(;tF&)U$&!loq1C-}j%r{WlVtsd~7*{p(4b&<&k}dl*zEkfIV(%dd9Ty1l zPDGe&>p-8V`Q5*G;_76e9+9Zb-G(uCv2nuD%L;^ApQByoAP}25I_9*9gls`KZ zOGjyb*m@eON+SNMaEAJ9xhQFa;PB8;4l=-_pz7&?%2iC&jA*BU3>;7UOXgf)P0U$^ z+ea*lrk3ZZqN`?v{P}-V%#9OyaeX0RWP1ytOnHN@(hj5Q3LoMjx^c8(RV1pl4FZ@( z+WjeOdbUHiCo=$zDbOG5glgY}9r?Nvo${#2SE9a(L{j;FtPs+j-S^9)sv9ghUnmy! zs$C7-4n~~&v0{wJj&mR186K8eYbb0lJrjQlOFgU?&hc+VP*30~+>8!~Yuy9re+(O~ zok&nF1hQqlD>h7fX2?M;4OG-%3NMGQXkLkeO)^;dViBtnx;e6M~!_L*;W^c_^k z72*~9_J!i1OK6Im>D*zixUSlw1bs$lwW1|(Hk+^-u_AUQZ;y>8^DN6xsQU1cNda0e zicYvHmUyXYsI3k6Zpw+nt0XgttWK!#nSi}z1vipaOC*s3s21%XW5uN}OO-DG=n$Qt zg=Ay|I8aNFf!f+Mv|#{EhGPOMnbSQTc8*;RU!z9&FED266!?Gik2hr2`fT7c)*mScV9E-l_a7m^pLITK9J2X?Em zq^VBuN6>QdT@Kl@x^~vmU8CU#?%{MDWkddI`h%<2DblG^n1fB(dx^A|{Bf{NN~Xw4 zD&29CLEs|H2L$|-uW_ZMOa4+`J6m*=&3P?8ym+BJVRJ^o1YP9Ts(SE7DPMtc8z;#_3jMpJ5f^3x2}7drbB)!eq3 zBKYQ94+Z9!%ZC@oS8NcFL`mY&qB0=z5?n%1ydt&2$h72@V%eng02MhheTX8Ulc>+_ z)$T{M3!sGZyQg6vhD#LE`lTD#gKSqQqrZfTdBL{e-CKXFof~*_-$jOl(%rlq zdz02HT>etM{WZzeRs-k}*foal{z8x3onInaJOJy}?Y=;_h>HsLx2(ch4{{v7NHtE! zd|0fU{tYU<6+V7=0L@nK8Cv53PMZd_1x1CQ3PoUt-4yn3Xv#R;z8Ek2R@NErV)-KENBHT>0pai& zy{vIwjaQm&28&`{7dvXQuouaHqJFICaax@$)7OckyXgl{oJ?o^IxWS15I#av8|d@{ zrPifQTijZ!xV`^N{QFUE-_JJPrp#c&+EV*`bKSG#CdEvRt4eZR=Pfi19>r&zj?m0c z(KL%3p5AxL@b9Djms(n&+4mg>`xID7@Dq&coD1O-fZ5Gf2gid#bdU3%%$kL+yLF4& zaP`*^h=F6f-z^6P&r@!^>7v;|@ZCmrgPsP`7NqM&_O44Bv3kdaJPkfKPGUkU`E(Lu z*V9x$UyVIoiHDwK8)GNP1v3gTgv{KvepR6+0_l1GjIxY*$kLS{w}46<8MMg}93{WeQJlHfx>RD0faX{+2F7(tiC2)i zuq9P)ohg9-=BOG$zT}Yz+J?T5idxo!vQl9a?JaQw$y33=N~0JmHqZr@(K@McH#{m!eW zbj7Qbhwj9*O&(`7Sq%d2EBg|;10TcgC4y%3S}pwF9vUX!F=`=fg^Rag*bfYx{B#A8(!fCI$f&PKc;~uF9?t!{%daYh@KS;PSph^^%s zD}KI4N>3inR@9zf?_GqsNbg|!Svxowo`%m@OP?eFqX$LXgci`h{X;jfk#!HSKj$Ck z6)Sa-%-390g-l$`#}15(?<$Ww>y87tL&)j(Te@uYu9ZhNzol)})=<6~GmY00JOw3M zj2s>X=V%@<6bpP?9fF&MZ0N`1t%^2Mlczuv2mB3k!dd}`N09fj$Ni<|=TS<~6V*eeH0 zv7fcrXVKVsA8Lq24#`}zT6h{>WXqT6ADCDjOJz_41(^S2^2EVZv-*T(LnZAUY@fzg zmc1SrjFNI-XrT$-(IL_VzTQ!(uNVNWu=Z07l^pg)BFKf@oKY9yjw(Nyy1X;+6T$OA z>1kw~-d{h(yE0|Ur)w_O)a#4PBod9qeefAv4m=hm$DmvXjqE3m>Oh4W(FAAnJ`L!Y zDE@il&6N}BPAuXIc(S6_$s-++cN^~sRsS&V?gmn7;dRIG4nr4z&kQyR=WnU05aq=t zY1+2j0o%2{ZZ{pxJ%GvHD@gY|RytOGaj?&KF}(M4cx(Kx{rJ7pI^<5Z%T{kGwRex_ z+<^I_0weTIN&_2-Hd4<{plfp+hr0GNE^dVZr^{@T5jrja$*-B};Ml zy7uvSHtv~=+r3E=H+D@BwuWnWe(!B}<=TQ4j9Sr*$f#u_ZSucVoTYrAN6ZPMTy>Nv z9WS_g4$v0Vym$~$fZOe=Trddnl@6KJs0J=R9A517?jml?ooads92%ibkv8_7%IHb1 z&>b1qwW4a*e&;cwL?d3b#S}4cqy5;^t!u%ll56qQ#Z``$p*ZFAPR+VCef-_J#XCOA zv1ykW%ljFwijw08$AXOHSE&vlAa&i${d{z^7oNm_a3s6dF#GSn?42RqGiHeT> zRhux_9#RjY_W9gu$6&z1lst26h>NU{NIRn6&q z#hvywYA4VgP~h#~pr$3Bg>C*r-6OC)jdUaj;V&+^5`W$(P0`a13k}X3iuqT}^`}f; z?s~_D>6liUVHptwmiXK{gCMDhQYEhWoEJ7B9XE(-mWgR8-tu+98E|C@<`1M1V;?y1 ze-(fkihTcQU-NMAhL4bSLfnV>JpnPqJ)0`uJA!Y&ezUIkW`dr0 z*egV=n0pqiupWN8FFfzRvn+JXy;9*r@@z}XPkk*@K@zfG6m^) zeeAyOJG2!7IObQUJn!`8W&dt4{Ov|+K6NW&bg?rv#BMkAxUq`Ra?C^b4HC*A+c&-eZv_mk@Z4|a@g?>Nub8PDJo z8>|``;WurnykU*~@#2pkC)XnI+VhezgT7`Zi96l2^0tIp^QjDwxUkh}+aNkAd*K%T zwj;%)DAS;B*=j0ll7dBwnGyy?2fv)$1{y|#j@LSW4?`l{Z?Fy_qoNbD6HH1)Xf2R; z^brQiCGB0b;58=FHBlFji{>VuSLE*$=jc>gzgXl+MPF48stGG0gfZd9;=c*kd=Eb1 zFqGhX=YCm#-!L*VG|!?>K^}Is2&NLF?FnpYI>V;D5#G*X30)mE%7NLlN-yLNcplNL~y!eJ;{u{AHzC z-}aWEn80SZZ1U^9fxCMLrQnZN#I%U+Mr7%Hx+Sv~QK9q}tr0KHOsp8!KQBsEH>>ty z5Qc!5Kn_b8CEK)lJlKRh_{9C8smwVg_`AlQZ4y`O(_gk{$B+pi#fI7Bo)_)QHKj?@ zq-&1Nn<3iyT#CR3mZ_d0*zoW=eQbr!Woqfu4+DibOEFn6c2)dyX3bMsVd!tuPYEx_ zo9tu0yg)`_7wowU&o=(0xak!^@x%)Ghp#52ONoC54XOf5FBP1I=a9nKHAbnpuO8o+ ze{UhlJIO@x`f@5mn@LlkFfGzdFVQX;%?@fJ$xTFS%_X_Qiv}B-YDS%E9`|x74(2vu zpe}u*+fjddr&G7E1+Xoah5cLSh%E?c7RdBN8q!`4egdPHg=Lc(IE5o-U#XC)9QChs zxov-zrcA77@(Ss6Hv(tnSL+SC-jgro%0GMMSN;CFF)!vyc>3Qu6{r?XZ&u2h{7|UO zYVN2K3(3nCKp)F@)bj+3y@8US^ym~Fg)@~%8PUex89Q{e214CeVWHcVmq@*Yp^s|-5 z)c(x3t6xCb1%e|WzN^v}Lrh`kUTm756}R4+e#{m2@4 z!kYgHNYrGPn1l-7hlTet*X0BDIa0d>#cNi~sYU3|GBEb1ewc8E&5-AhF~b1R=)3IA^z# zFlHn5GzIckOe%p03=ehFF!ybKN!wqW%%L)ZY4V%sW~{1BLvVM@xXrKFPA^T-D~*F! zibgW!`_`ptW)|upyi17cSJUZ6v0~0cI&qc?HK9>4ZMEfd4b8G3SSFU0;IwP`oCn8w z-2G2op}HP)3!mWuhXx?*N1vnDaqfVR$Zs8bl{aoYW%G_aGAIf^!&TST&oFMiVci3} zHCtkIA0nOP&gPaJ^Zkc}FUxTp>7@0Qezggpb|+(Rt=!l#TT^?5`Tg+1>r>UbyJU^g z^+#VFp_#RjLP^|0TNUEBqLU-ZYs;ee2@{&{8h-Uh=Xitw?n7nx-%+Cv`biiWVQP}# zs&0my@i2wwsWC5H4jX>=kJozjIu6`UB&dCT)p7wcIs~92mfk>rrr@DI zt&Cd#q5P7r5Tb1cqp-2-3OPf)QIo_u*F!U{J#|l}kDity-*o?mgANMbtUm4{%?XLv z=HvjZ0*e`SBpN~s5^QQx3L*)6k_F<18542C>dydcJcl!@>Cd&KRPQs2S!7Znj4ie! zQh!AsUz$oy3)tY#p?!sfOB}9b7>N~>KHeD49{`vRa$h)n$#JL@V%qx`{ zuxo*7kW)flAlkWR8FKQc9E~qTMNK6L9Roz~z9+N3S5ptIvrqd#yg;lWe>vU3e z)t#>~%2)I|iN;Hkh)GlnPdC!ve9T0J5{&*61|?cw>|~#P8p~&Ehk?Ca79l=36*lFc z%~k*J>S9^wRxU$4&Bkax_CcAIAzy!f0FT??n7GJij7_qD>?OpKaf_qCqA{50cxhsd zqtx7Wb_-%EIlNaaR@lyL2Z|5rLG@b~m~Ix-jnCoAZj!XN7|?b(fzSebu4JbKTlCLT zQukGgzeaqoFvPy(!J9<`JI{1GSzaPX}^(`jV|1kdCim__}Vqr<7f z9g%)C;@6iQszH1r*V2buyAm~F?m>gUQ=^@`_+AX7f}TD7>P&q_g&=H~lm=G;Vrz+X zQ(Q#^#cgG_>fsF?^K0aufOner*k4O z6zn8$h<+wcSoZ|B(MUgIlZct#7@@}0)F}Glf3U*!4AsP!2EV@#$kPL9P;qrP>U`5K z^C==)i%RCtX>`>m92`M)?0+B-iNVBRVQ)Th#ESVEtckljqBL8f7+AGlfXI#0(hTQS zLlRRhhc#jLm0#y~k2D$UZ*LDMN(71aj; z$7|nSjmhB-kGxLrN$5IAjuT2%1j0~jj>85JKcNNJQr?OfU%u2WseUKh zyrdxEm@}D*b94AdOOd_6LQAtmuv@NTf9G^O(5p6?PjFu3j5xdoQhKC0f8jEq^B)n4 zzW3Hu#v-dlirfi%jjEeyNo2QY?%ry)NYmxo2XS)9<9WfS?M%mPIYLeT&NwGXWUL}; z&nuQjzlX}NW8N|%_2s~Op=DnVvku%fSoX(erSD6McgM* z--z9Y8(w?!dmMfnKk4?0c{qQ(J1In?_Dfv7-=S_=@(Z5=pt@Dh)Pi@Wi)}C=RL(ps zDC%@8UecJ=d^oNbNr^RN5bKeaAN?jY<=wW~_YEDs$e1L@%cBr0_tIo8$5~P@FD8Fm zJ0K3de_$z^=N>wM~`>@R`AYuY zhr4awttv!Tb)-L5O@&tnTzo!%9f&aSxhOv=$ml$0-Ak*!m-acV9kOcFosKm)SM`~% z&r!^My2({&Uhxp16!!ZHjK^O;oZ>w330<#+o`Z7F#BVcmZ=_mxzHOc}82*(yAN=@; z+p)s~m!`h%HiSvw2uV(QPYnI{YOM!V0{i)qR0WaL0Z|4QWhVs-U61Z=lR_uOP~i*B zR;Tq4=BFy_L9k1B%Ep|YbiUp*#U=faBzCHigkmALoZbx={=sx#)wkOl@aNK>-5JNZ zTkLnaZSo|KBX3BwntFs-pF=xLRYt8P$fYD|#O|7E^Gi#+?OYpPseqAj%B<{5ueX2% z;4aH}hIddCyG&`CO;Q$hWq(1VL)k~X91}at!o)M+HorDzHq-n`e2|Qv$T5*iQZtJO znOz<)8{Z$Tow}oMi!3?GC|s&!F;7cU+!b7S$Khn88qT`IZ%=_ayAHz_?7gdw5Fu+9 zDF;c+WX|03!gdaG;0uCT*}TX7g?C5q*|mCNC65{oYd>`}aXQQq5q%da_Ws%~QaY9A zFJH@*^K>658Hr8Fl5=;-D4cZcH_$wTvmAi7;)5`0+zlLG@Dmbx*!P@T2srw=j}~~U zcs@=2P$OmoH2cK_T{9gx}ZViAHS+|-G9l88zr^FwkrEwumE2vo|!iT z8m_`AJXHIMg|2w3`uT79AAFMo&rQPOehGZ;Vo_s9!D9FS$)x#RVHBP4!luzaGGlN= zZs`+SjHV~d>-nRu#sGMD?4#SHcF?|E4IdKMU-P@@Lr_UaAtVgCb$)GjlKdVtM}V`i zhWb@rMb}O8H4-stBvlfhJ6;Zq?_z1U_^Mg3Ep4V5wv5DQzlyV zqC0R?siw;GTpTlMzUFPnM|#5K@S@4~MP!ua@*~*cl0#j)jpwI&0b%d_&xcATSI)P{ z_hw`saL(5zA5Cu1l)06b7@uyZXnYorlo)m0&T%HP3!g0bQUfn7ucn{@f1r4H)8ijS zk`kyz#BhYKk?`<@j;xg!0sZD}QJ`!Wg8V7%@h=Blh9dxxF;o3?TRj7aqb9H8o}#PT zj`@8S+K!8xJB~c}`=bfm)_Vu`my~=Lk0d35#Th6+={3j&2olrv9P$~35pp)Z*dZ2& z^jds!$N}`2OBO#G3Ux@^v8APS3<~0F`(~&L@VKKepBGq=b>he6G1rYKDh=qD-q`xL zDQ*ID>S-$Eu2=-qBGmrgB9Ns;2ngazK^zzhS_|GZ`$#+%I3k;}qOUm5zQ;~tlPa|@ zbObSzyl3&4+sR6UP`#aY$s7vDq(ZAx-}! z&d7*ouRUOcDN7WaAIZ;4SfS06O8&7smet1t1D>?0-z2svO6+1kuXT=|SbwdQ%ty3) zHx^vA?@|>why{8bekJ|X_HZe%hx5301$@G*z9OPu1pmJO?74Dr;AkJxHW_d^G;{Lw zxU|=UMqRKge6_hhmgzZ7{e+;N=E^~Qy1mJL(rLY1OgWFy@?(8~1>SZ|0V@*rp7?et zZuh8JB>TAY?%&r4_rIFyxLUQn>PfH;oGDH!h#Nm=x4zrJ1oEj1`Hs-80|OTsyI53C{4&Eu|L)veUVc+ zUZctxA@DzVb2s1Tp|;bi8$U*S)G#B^^Y{4kNE5&r1Y>=ZP z+s8BRo=W-zt&4vD5QJ(_6TTn3|9}G4`+(Mbw7envL0AVwhjRNPh$+)`rZ{^?+m(;g zG1T_WGIe-Qwx>mFC;ZQECW~(cccY*!NL(CT>VVD_<2UDE=7(YahzgNNBy5v*A9`5< z{g8m2TNAK?sc|bM(dFWl$kVQ&B>eFRF5dN*wd>RFWG=M&VKF0PKV8yo zYZ%XGgCJM3dD#V%ofxzAsA*|Gg4}_gw!l*8;J4duHeA#(@a_aw3mnArdX9y6$E?|P zO4nh#uqF5-+Ihii|7R;MKU4N+OVvE65B~`U#Pd}zlb74*F>*e6z_!T4hPXD&;wG8F zYLuWVIxCH;)~yjNoT$L`Ul4$t!LXB6ov3>4$zAf0@FIrrxJtQutN>Xa9`RAv9uQN- zb&K7;L*IbWLWiI|+95!)ZT4};FyaRQ!#-fXU>0O}BpJDwR*eeFMTzU$Jn%j4kncQ} z&3UPe&H>2C&H z=l&_f|F_mW=jXRJFR?x|Z1K~5s|{C0dLayGswtp~n=!~WRq*J0lVJ!Z+adW)uYVN2f5_C*N#!4$)^2G4H#Ol zgaolLULygY_+RMS%A&eqOzn0;pvwCDmZ#CCPbcrczS*a!N2qhT&=Uo}AspU6%!}Cx zlQG{6+tPmyVhH?u)hiAL_p}AFD21Y0Nq}nJwQZrVavVRJ1DQm{|Dau{$}jb2l_$v4 z?SK6p2#d>P$iijE)UaXJZZoq+a*p2#Pvbhr34bcf1t_F&eH$EMCS%@mLkgE&HbUOD zenCzWzV@mJkLJd4RW5DuEulIhhL|3P?Oj77KCJybD;-45qx_pGc-;GQUg!%x7R$HY zDPJm635wk2!)04HPL`dbpI?@7({ELr5BCJwx(Wl{aGQj#kC7n>$7`Tec_Zuq$AsX4 z3-*`E*0zga%8MGh+CmbZzn0|5XhedXS8(>pw?h#J2gXa2Omt|Mm12K{7WQ)BIN!%o z$tOb+A;H~6cF~bkyq4N z9gljtvae%A_)U$&a{j#`Hsv4*jPx~Wc!7{a39 zrM1gc^o>3VS$Z7MvXFp7<)PM!jboM4bJ%!u!e@G!2%_W5-K8ITBtfQ+iSvc0ki zc?M+rNT+H?dUQYF=9Kk&ULp79s##&ZUOOHMhmVN)IEv4lhLY>Av;3h=YI zi%1(M8FZ56*(;A18tf(b*%Hf4ar`kap1dQ>mai32zig3Nh^4tanLkS)VqG<9lA1== zs1e`Si@o00H@-Swf`cyAKS$Aj$bqDSNPw7u&#}L=Ve?zplO2-+AAjLCu9E>&d-gx7 z9ZTAn>4mcDiHvcqThQps%uJ7$xoUBZ1wIVQ72@w6-|_yDM=K^j>^w@WomeU9hmD52lvM|H30sJH2&6l=M1)e3NE^mkEjEh>X@uFyndAik z+~8U=_v<}`cXg5~(f;ByA^?5$;N1Q_6F%=0N$Hv9=*Zp98;qnkg$@=p$-fi2q)8)# zMXGt-ii78TOP$d{S#iCWYby0Lnd@AAiC<7$dU0{Tby~o`Jto}F+kX5i!S~SesJU14 zPF@8RdwJHd9AW#RvIiTe2K!d|tG6qhvG7Fw3+n%A0g4GmO8&<;!(_=$$z50}p0m}R z7P&3XRNj)gviHJb^5VPnF1Cz4oglnd!(=21ZzmRGmtZ(O|HfOb5(!X+C zG%x>20;)~2{y3bK%XpyFmh0ZmyKlss@UipRgKP5qWRhTc%5d?=l}otYg)HyF9FO&M z!BTprX5L$V#0subr?A-*k)XY0N%v?9d0oHQD^x!2UG-5pU?SRQZOi{#d)8%Qz&h*T z+BVhglPaob-wK75lMJU+gTK2UqwN+~PU)W{c0!&2@=zJ4r_aHih|^P&czDI7cxMKI zupG`fjkVsee~)`_<}uO9ZkY@xsIX^j%+-j)0nAF}ty}b4`ETaSr{CeSArIU^2)oa= z|LIM_F(i^x!j)=8uVn=t^?OpBYv27UN(T^}WJpFw)y*kp?@H0$fa~YxD&lBbD@rxH zdm?K#c4GRI-xaSbRE4!wr8*>4ZB=LVDbW!(&_Z3-TW6DhrA-FTn!EA9Zch_TTV-DjJuq*Yrww zg6EqEV&+A1x63^06WuebWey^t^-FGqy;6AxO&Tm6{WlB0lOUsc5Pe7dP3mWOo#$Rc zc+Altb5tYu_;ggKII3sr?OYN0&sjdY#-+X*J+FPcua?*JoiDT${xZ5C*2FhQN>&4P zPNOV86WW^J`{UB7fr42ulcGA~$7pOP+2=D%lxSpX_lw4p2=*gO;goi*8jdI7q@RQn zwXQMzVKc>Ae?tEwL)y}x~X zuRrQok6)i)CuQ^dIxYsrOBRk)9Ye0b?j@+d4j5z`Ec;;P9`x}G42iJ!v{tpo6cQO8P@-F({L(QmIpgbFuht z%}vAWiC&&5vEEFBD7JCpBC0Rtg?5=JZid={-rkrUq?Gv6Tkt@;)U)&>{>yTi9lF+m z<{(!e+;G|UwnpP@52`qJR{k;@OBKejVP!tFl&#yD2UN1(tN ztQfuS9M2Pk$}eLtfsQ2t*OFcxat!a7H9W6Ch=2vr@0T>7o7*NJa+@UO+lprpqy5Wc z$xedt=VZGZzt;s<&ZgS-4+rXnm1Zpx^xD?FuU1a-GCB?iV6L9j!s59AZvr;Fj|>#e z4LqnkSLk{mpWFRM!zn);1Nd2M?@Z*$b$=-EUPe&|J0##QV_?YYc`-F#qT`A4BDX4L z(jI0JFu1cyrw_Q%rK2+;+^}Z1VgDAs*nM-_#wN>qQ|Tbq(Aw~rBs1gfHnFc~MTnZF zuhvLcjT>#_L@tjZwZSuLSFr9lKw%Q_nqEy#-nH1G53GJ-7m77-X+m1?4e~ZuibZjv zUj+F`{jQHS-8kv3CEhTeD{C)ohB>J-E$Ld=DU$hzW((vR`#q+US=tQyy0tF>uM^})Rg9bvuAtNcsjPg}WuR1ZHrJ3|wmx)1h)Erqh){Z7Wmo7RKh8tyT0c#{g9c;}LM-8$m@ldMr# z_P0|H$}48P&PVLvSIu)X<+V^L{k)#EOBjCXoXwm5#Sf1pd@PXy(s>j?v(Q{4gbr0q zfw_fveu3=(wo4^&=xX!azKJPd11+1QdqTxbDsl1g(@bIy89k|UYcIZ&rJF>BG~u2{ z;i)6ahcA`EW`x8?_$vBtxh3R9!RbyU{Q}FN0c*%JP+@;Oj}C(x*Hppmp9b^!%As75 zYP^=f8H1=IW5Z;7njbQJ(gCqlGa)i6qj6#fls^%MMFgU6prt6(n`nzv9eM^8Zumw(z++U#s(P7VqSR+f}~A`A`?);Cx=>f#9}= zQ7F3e{7{F#L3g^`(Es&{>tx%0sZvMUJN*`Azo&)32d(`|#|QWSV7?j@Jbed$627ga zzQb|52GGq>6Lk7NG6^69MW!bomX*{1R2-dqJ;MD8`Jq1W^5*=H7FfiK0871%0O1HD|kFc(%D@Oq53{eL{9_PAlE%^Pe-}|pDJXE`_xG%t5bMFx6>(q}) z=Z=r#UBw4gZ3)D&4F6~*hf8Bt28&Y->Cr8B%%r#zLg_GqOhkb<)AKzk`gNfeQdHON zF*{XUZYVmFs}7${kK$4=NB8sGG)&%t5*tO2<8K0g%9*L}+otc*v5!)#bp5077$++#|3Ml+RyN$|+ay-mb z7kvciIk%;O*z@AtJL}tVxF7517N_9V(}?CN1%tnw{DF^%jk8JLRmSO|fJ4{)?;H;p z|9z=htLMn)tqcCt{_v}g=&FuO-P_XK+b)1<*cwSW2mbi>c1!7z5MTs#p`QV)8wmD< zKSWAOo-cJhWSt|Zp9EWXb39=m{b8*8?$vhzKC5TKNsniNj|{Z5w`*u8(38jGlkbyv z?HqZ5caB}L$L(kDe2#1lm4F|I+U#SN0w7q)FBahX6db7ll_{w4Lug4y0q0ZLz|vr0 zifogLbET$+Zi>fMb%{ZE9K!^>Y;V^<-Xm3Cp|P+N43AlU=)-HtjIe4LXNTLo`?(LB~r4KCNE0m-V6=hx)#$p9&#X z7n7#prb27ij2{b2elmAiBny=pcszLFVrFg=Z*=R7^^kvAx!_>56n1qlw*EWA=Z&O3 zSlvjzewX%0{W*wbqEt#{NxEpb^)gR9(EqY}uS4dPvgu0X_VxLK=axL2^FPCCCG5*d?*_i6LoX&q(^=IU_(4X7Y1J_~0oyXAEq{Xp8qK0$b}R66UNHwqmea=PE9sAHOGPV9Ry~c7nJvVhgK>`W9g_^gRy<&vu z)Y3tCkKJnUSEy&^==30@xb)@k>*%drLJ-QidJbcGrEhw%PiYJLx!zL<14=t{n#4IE zgxHXen2IXL>gRcaepl>36XBzcl-u6v&Q+~I0_8Ue9Z1u*mwTbHAm|wg(--ycuJw=0 z#;@}!?^2**62?nL*=DGGyl(fW&bMP|xu4)?MV?xLcjp2IvO_r39NrV?W#>X2CXEFG zhF726&L2(+87T#%4bPZ4@(OcL{e140o`MX{3pn!h9K1P!^(1e9QmO{sGrW(@n9}ka zP$)Sdb~~tSp3d+a`MH-7c=I}TS9m|=k*4Ej+%Zq9<4@b(zai$yP0mU2uFy#%u%U*$ zZcjA0-{2@pVN{yI`Y0HD+*a*@576?4asYva!5?ssLMZ~+mvaP5o2;?_-G<&WFuqL= zwpUC2DmAo4W*|ift>oi5V_^$sN(;uM{rRVtH|XUzmMrz;4HVnN(SVwp@@?PBPV?DH zP2tPe)2IaKl7-rV4)F}%MG9N!#SWQY7bKCBc@Cy(bVvH<;6*%A}2jq^qK^TURP@sKI>FZgiG9zXe! z-*o=vd)u{2JwOtV@h|3C9iJdIBSFlv5Tdm$Ra8FwUukpAgXf#z3XTNEpG)Dg6&jOG z!FMw@Qhn2f43j2?a(wo(V24ShhpBvjgM=(=%k5p52R5iq?p`Uht9dtYC|4*n{UqSy z!;sRCv{lbbj(z5ZRr%b2A#dklpTB!vdwXhsY2`V#J%Y?SCn2bDAdF>yZh zbW0Gz+oVF)0CSn@dCvcNdO{K&f~d$@Zzp_Q-*~C3Tjd$j=*_s?{5j7N6nz0IIp~wq zqI?oY*=47TQ+xX%Gc34C`&KYsbjpa7Z|^~DcrsKbg(_;Y$7GcjO|>s&NvFZrmXLU& zG_^kXUd^0=h_B9p&OY`$@}3x;Q7}svSGAh1CWH`m9WGrJM6PFJV6@r=8-1SgtbEje zSJDm2zGd?n!bABTX8JzLpN2Ow(Vl>Oaw1zI+TH4xa=1{anURm^3g(kEW)hRKn%HBc zPr<_D^J%TXD~@SH$^Zzk`KE7#Vf{5DY~+eT==WcS{Eu(?6CGT;Ru?W?K;F6?B;_R? z%cZ^V#TnwE4LR4aF7nY}rhZ~GcKUB`Bbu=Gr?t9*Y6-dQLEMnQV&;%Cs(t?cu_&v3 zy@hV|TRXqEcKuAHjDS-kl|z#Dnk(m}5;meb#@r0+ao7t3nZ4iDt~??z!mGf8MyPn7 zZvsXu1@>wlD*r>Wjef&X18DYegJG)LIa2s-${w~Q_qIyZNMq0~W#rdr^MIUG`v_vJ({j-v{RZRNP zLvnzPE+irqG+Lb@{rQDa={c<5b=v-8xPea8>dxVawaV;u<%~cOB)zAa*>$|+Y_S3n zeL8!suqZ{7ObXT`c=_j*Fms_@6|5MvSJfjlA;v&!qY@iTycP|k@r z`wt*#mRWUvS>j!tPMrUrhE8fyiGc9xYc{8(d@Pe?8z?)a&~8;B)SD2BH^$@kx(ZVH z#T4g2HtLFBqxC%xQLZ`is+oZGYzHP54^T&9)18!}@K(6RV0FDpxG|$H)(9#{aib^V zrOw1F#-B`t&l22d@F&qD8O@*NXr7i}p0m$rC|LSSAyYu0X~d1V8k|C)P<1nOt2<|p1H};tKYuel=sw%0~AgFT|clmo`kAnHhD!1Ff3wMt0zzzeq zUkPZeW5*7y!?@p0$`G(qDUDP|uSRXxcqsjX#sPl-A`K=S{W-fbUM@nAIkR{`w z>hH)>B)R!Dtyc}S-N7LuR7#gCH7Zf7mKv1Kx0+LHJ1E=z6Z!OYp|%tO&AND%pmQTdz~gJ%RtFfDL9wW^OObDJ~BEoUd< z8Y0L~_|6T!YoBSh$->I+g+V$HC<#ycQ2REHXCTt>kotTfmfGEhLvyZ^GhW0N%Ai_( z*4qEMXDi9Kug8`LVi!5zm@;>BmC?7iITnVzi#uOip&e)1f`S0lhd+)_$Q$rF)?S3k zMg5(Ve6h?PnFz-w_haq?=>er+X0-%q*7XEqpH0rBYYYasX)PpyFwN{+=mO zA-5Qm1iQ0Tfeo{em^fRwf>~ESN-rS1ZdbeYx&|@-Cb|% zxo9EqNXGDrV;Fv`N&g++uTVZd)+~l((6xWKnnEffk_?M#9N?MOxD;@nk%yr1{rdJQ zxBc%$-y`KhVC18Nx&5cswkG?6JN)*UM4;a_0W!U2_eb}WZB1xbIo<-Id`|F@G-r`7 zKCl@Wv=eh7(`#Wgp3rOYBVJ4nb6;x9sS?<^-_Kt^k$z$U#FgH4Oli>_{W)ilB&zQp z7y0b_Olk)aq^uvFnL9w^#`~->*Vp6W4O?4`AsED8Bd8_lXPWg7OMl%fdvkIkf;^_1 z=cG&5ljltJmObC!Hod``e9LNy63HCPBc+bU&~TBzK2i(X+pv<;<&;pJMo$ZVyCbv# zvN{X1vb{(ADI-SBHp!E6x0J#F>!vwmC3Af^7Mk*u5*Z(|F5gLP43yllN2QAsarDQ0 z@gromr{OMud|7^&wD;#XuaFI93Xk4`Og?*N|AoBBdt1WB?6vW^r`(RKt4228%TSw> zC838lOP`%_1zFq?MO-k&HI0I#bWqq<_p|5dBgqVGoD^?T-q0n{K#B1Jk)qA%*QCsN zCvaUhVhw^Md(Xx^11`qglst1g&?j{6Dm2Oi{L1Eqg$!?V&xY!0fzkhB7tl5)W%2UhW4>=Yh`aeN#u~>5 zn1T=tR%+y=Ku&!>X#vPzqYu#fz51#$EM}hX$O9*uiIKk}G}^eeT4j-R(cJOy3Dd>b z@1f1SE^a2>8L(#U(js(SK)Z0YEUZzfAZCvZREp6BErqZ~Y_c_`XapuZ$=wr%y`c}& zaAuiq-u-}loBpL9|1%--^NW4`BEQ-mv~+^CdZ5Z{;~BpFk-!!00n*UBa9Msx)4Zsj zBVhdrslwepp9w7DDcY~q$y9>a^chU|WkJN1rPBx)u$d;ZVS6O=MXS}q2=((@17`5l zXP`n#IZkF3Xgi%kb+H3grto@VYxwHK@_Y^298orV^<41n@t%Az1y&ngsyF`p0`JMs zj}mF&iW<+GfPyPWL& z-!WHTtAM$h?xMsX6C^EsxUic{4r-w)soM6@yy=F5<|>9RwM#-~{$6h^@zriNU6OdL z@@BIp=QoG}4SuPRVi7JI0i}mg1=fev<|KJllY#12fqkOo`Ux6WT>s9y~08p_^t6;06e;bNh<=y&kx zNeiEcSCb*cViSb%s7%~-^JeFID_$mp zhF9^QaDz%bEfW8XV@&E_3{$jtAdA}LZGhq94Lwo3+^|j4 zit~UtMeioU-m3FdiT0C|7J({=X=`KN42bRgyYMvVN zfDYki9&LBz+S7g`UFW zx$+wb0&=$Y?yZYCF1XzhhnG>4wX0&Q|FhB2MQDD5uXXQjY`d@E?Z9RQ&eB7>! z9uBBrbJj3fwR26kinYf_4a}Tv*Ov6dnQMi~CT!cViXIQz z6FpS2-g<1_Jn8)Ncqts=3sl_!7_H(&)fxs@e?kTH!^Vy?)_c3D+&GR+R8CUQREP~bXStmR(t-^8!c-a`KXkcroZ)`7l zF)Dq3A_ab>?dgA+TlqeLR?qFJGRtn|A!~Q@gbTI#^-C5%Zbk|(IOSvv8R&aix6OK- z&}DD8-zeYXq5#tqpeZ*K6k6KInVz#&lSM;s;+5ZC)!g~oep6-6_Dpa+^@BeFoOWn0 zsWD>^q&R*e^tj%+jY8Iy2npJpz+xMTa{6);O5U1T5K7p&$9omX-k5Z3lr9PiU+Wq{ubOuGiht+^ZW(wfEPFQ1a{6&$hkdiKIKjrH zpg+FXW!D@BI_`WwR~9qJMe7`@m;bh8BY@S~$a+)#g^Re$NrTAH|7ig<>+>G+oh? zJ}Tv#ynI-t;-qYoT@rR~<+mqG8-N+xLEgrNf7A#n`_V()lUindcRaI!HwPqE9=!Y( z{CN&Z8>4P|+^@f3n%3%5(>t4w8k2L3?n~koqUutQJ)PTbe8VmD&vWITyKO&wqBrdv z(-0ti+Jv)85cXJy)@(oLlOO%%Fsa_cbU^>5^8Cm_@WzkHe<%K^XKyKHKI^P~+a44^ zkVpW*p`{Mz1yTCZx+<>L@I*J%dsCArZ5RFA(pj7flE!qQB37-_mA*9q7*r zSaU!sf6i9~)v&~|_o?C?Qh8oX(4-O9*bkGu*MF~w<8_h?V`ZJ%wKse@`~%4~DmO>H zhpyi7#iKQ(sV~Gh^2LQRJa;a~ReN#mIo?trGH2}CMeJ`N?_vOyN-{a9A~{rFtP7?x zV|BscjB1LXnxKJjPY@)Q*DEnV`1;fHOyQB<^Xlw?ovYFi+hke$)D=VI}J^G16l_iY4X=&=KD?y(6((3Kaf8({Hd z;ir?Rg*y0w0D;m(r7o2G1)A|EuYvkq!Wtnh0<)?@yX;ddQa9=APkz)Kw0^* zj~OWFZJdetll0IDxQ)%NZZ*??ges_b6%b}i?AkGAKjqBPeFTman<2HfJH~`vq2h8N zF-Lb=`XfdbhE=1=o*kPoI6=jRd>!51r=p^YUhk|D0Is|B51mT!5-hGUKW>SoFq5=h z3LZvoGP;2J$vDF>Xg9Uo5CKe$4WGjh2N)sm_Iv6I%l4#!!BI-H)@Sp=Uk9U`>S?R@ zf__cDoLm&$mVWioDU~xUKsbVh^@NBj2zvw-%>bpf(MOtb*Yx|6ha$S0*&KP1fD&)^^@Br zNo}^Xlf8zad|ibpHgX^ z9LuA~?FsqUlz__?pgpWA$}zLVVk~IFN`{cmEONzMHI%~!-L7(afC)r5)A^-gDq}Zw zaqLPZ&!u4{?g(!L0L^M~<-R{@F*0p7=>(&*bp4F8?05><8ev|gSqPE2&xC#CpE+cX zrEOC54nQ2A-DYAL=iCF+_suZ4DX^blY>%@2Ob8EfCgxUFn(PPi-(ul0dHFH%Ap3SC zF~g`Z@^GRYMSH^D2?o#GuO@J=xv3Na_Ym^Ohqp0Av|jZ(80cuehV2ZX1*HGM0oc-*#6&(Af;uf0*h7fIe z(&AKow&ZVUH9`8fs}5l%{W@dSn58E<+?!#gyG!mz%aoYcm5RT&QjUau50RmqmEwsc z%*J)!V05OO{M*cV_JM4;_BmRK9S@C*JZGG`>U<2gj`~@HY(3F;%ft;+iEvpY*@S7) zDMon!Y7~xS%93tsEotLVgppA$zgy2a3DL%DxJ4P^kN*vc`x}>1zKXDWHG;yMfX^J3 zM$rNSgm0o-3l&s4j~A&*P7=*PoH+%Ml^!6l!cB6FqHv@{sxWeaer1musmq)DJOmSRd z;_o}R34Hd827m!+>2-38NxM@7cLb4GX`y>@OuwszXCkDdCjS))rz3LBQ)Ib}&4bR) zLzJo7&#^1HoKn>?8Cp*YftBB(wla`Yb)KnjD4>sRWy8$F@0(sff1$^gLpf#%oBJYn8P>?RH-*ZBZ5Wg(3h*l4_dJ!+XQ?cWb11oQ(oX!XauF1& z10@HGUGMzAe+=%jh@zFIEHf*1=W!}J#Gh5>7rpW1fMPjU(N4r^)%~)8?(~z_5RmrK zppE1YTdSPDi$*8=EP_@c$3<(CL~BW~wsx)KdXS?Xo$4_{F0YukM_VOw$+N88F_szdMR^rH@)warVRfU5QLjFi6eS#^> zt2ctpsrLWTbQOM0zR@0OkS-;prIAJk1Efnvhk%5jFuJ5$x>E#3ch>-EkOs*SGGcTi z-F4^h-un;m8PEH^=lPydJIcfP6N3L6Y<=7+a{1ND>!gNr?n7S( z8FtW5xf1h0Hm{OTGaU9iNOsL_u=`H1S0B@&wLz6xxV5tZH0dO*N;;}&(E7+`eV0-( zOW+$-$kN^Lk`bSr@D^0c*}6189m4k2$E_Evav-OFG5FBcFmo>dXQ-yDfz;U=bWRK8 zytSHP>IqSFo!@wP8w;EL8={lmK;hv8M=S{c@|bqlO5qDTN0DCh;k_o^ZB%{0qv}Fu z*QRVeZnAwo#IO}ybZFC!X$C~a z;P%Z=zYiPDTi}aB(Q(^Emz3vchDxp0bx!yOE#NpnJ09&=*=?0 zTI?wSpXB2gww4>y2*TFEcq`Bd{`@;-)dt9~TZ#dnlq$c2Hhbd@L2cjd@09K zr_IKgE-kch!i!N>MPvI@> z7!~jMO;OBny%<=F-KXHjS)!wXbWtHpsm0$ zk_7m}=;MuFzH8yXY;!m{L7yA-smp4--)T2Fd=lmrZ|3o$mOm*`u5yY*k44@%A z+r2bl$p}TrZ|qSMFU0Ks_{3^^n~VDrU`KI5Zc_gCZHu_jRbBV`hlB{TVzWLWZ?jFJ zGs``PaG?1L{D)nSYejDURef=^FPw6`9%OdLke4bc<+UR2=Ob-dly4lee0V&6}_ioA|iXIj?<+Kq^o~hEz%H$GB&=c7k zHB*GOo&1f}e_cQ(FXtiN>Q-(+y9tJKub4i{xXW#lv+`;~GsFY^+5yO|xk0AZ#UY{F zouV$Q*Rqh*uF^A9DsewqrXYW=;u=91|1Kms90Yu>rsg1kx7=c2hnGn+H-6glI9>GYAQDF#5Ri3uhR=dPzGyYi6R@e3 z^9$}rI%>LOwI`y_?eu>BawyKIvMyZ4?oZUCF$0!3e}^&mGT2jn5fM-od$`NTP_su~ z@9g{IM=mqtdBE*PuL9$6ivti1Vj_1h;T1)OsgFa;wIi3v#t=@TUbw{|SmtZRF@a`y zuN}3vETdmosjta04~xSSe3Gr=XdRg`J&@U`vRHW$#Q%vQF*<*^Ix3m$9Bq8C^x8_> zwbODT*|P1#)`HVtCCG-;S=o;0uFXbzF(ygnm3XM_ISnColMb**`P< z5fZ-h_wV0q(n*ubCl7D$yQXj}hPE8vFD$W+MSCx&hre;Mgs>WsYw~{& z-oBM)&athCADHzUiBGfH`pF|yRAj-05maCbp z0z1evk0aI9z1oN(NVEfSt9Svb5}U7x93n^3_YePqxh4^Ksx+t2459;D$yy#gYg4s6d*_A&+WK+ zQo+W>%4#!SiR1L^#=ZOsniJlv3uzqmh_ZbmgE+?g7JHv|@>?6N5+^}xYJXV(#X{Xe zVl_mOY(d^@Y?W?nK8Cz!R0whmsz#jcCD?m06Sp(x(Um{Z**iGUEiNtj{%mi5cpI@J z$&%M8C;KGy>v*QT_#EGLR<=sThp1%$|(8HH?eo``|5}eNlCOM+-m%oO_%L|d(VetfO@;goXMWwoGB>i@?_I4U>x5c>{=?g zRcBq;Rc#bxL|A2Qc6j^T_owp2-P1{WzmMzmlRDpYVPy2W++YwdN2~+0UoD(%ZWp_W zdwFb}-M&VWm~IYO{xlKB9(8&{he~5_z$eI0bIn=8cX~*PFm8BV?eYBeWOmJwxLC*4 z=8J(#`+E;WRzJ*M?RBx7klNw=d&HyLL6kb;(Uo?b^+N3Pvfm>VX%Fv(@cTSiSvjtN z1K^gvZDe_4Ia=@6`Tb1gGePDSy`Y0lndh75;%v?xzDPlJ9PRJ(on0i0{1)AFd2s?r z+78`--d@&Y$?i*6gS=LDqgWM|u5PrD|HsWieLi2$+%SzkCl50qyLcn`&X;<8Ji@qL zWT@HRS;G7A=S&>34Vj3rR2^&+uT0^2lGW!F0*iJOF>WId*mBq-Yb#7tT; z8^*W|(+#yJ7=7^QkT@Z`tP9INNjmLdK}ELs?oi=TNBJ0 z&juE3=U+Y?$@ci+n1L45WVKz=k+ll6U4EWTGTA9F`$SFrurGW5_ww@csRLQ%T@K9= z{!cb_r6Rr$7te3EGUj9u9_MEc=g9n-r)$pk%8rYJ)TZ;~@Q%Ax{8umISUWq4w`I@Q zuOwk-gjfc8c}Ja|s;(jvbI8BhbaifiG4@UJ{(W`$PHGd~j$U!Q$&~E=9pU*tVJFSP z#fX^K-Kb6W_JaHQ-{Q9emd2fh?$K)8+w1N}yWK!oleD36hsh2xvF}s0A5yJ-ez_EA z?0=R{`*{An18Ml~=LZ`+4nFa@T)^^DmPPoVF|{-1xre3r-ERqvBA%2@h$k0J{PQ=r zRNEXReME-lFYRPD(@52#gaK-Y$s0b$Td%|!^Bg+wLS`>C&K}PY5)-71w|^JrkngK7 zVW+9@9l0vB?a47&Dz{pK#){pUO8ac%K^Hr-iN`wY2(j*amrFN3HzOAJr>zpazc5$f zkUFlN)^KripV~Cg5k3eenrc#QjlTF$-JaS22@7K!x2yCy-nL`f&R`m+>v&4*(5JXn z-|)Et&ET+&R~N0f9iFTAofS?tnQ+Oz4GZzR?b%=d(dnty>35dCn@i{_FnS(Vr(3jQ z!0y~}6SLedF?`dr-*j%A?83KszNL_x>QH`if4suA?JoJ&`HR*5!jWIm)dkHbppEoa zWrMDD*<3M8j|_{Ycot9i;)BQI7VB+f_;Q=r#CSu8??WhU+YL9@_KPkWe$QFoJ7YqA z8!zm_Y63b1LUG@-tgJ~Vg7yl}4&T<@;48@oFQ2XArcvO!>se3r`D^0#n~S%3SYclX z+V3a+W@{q8Y!T&=+IKwc{&^F)U7rNIJaq4zxFry?v)O1%*u3B3@n`n(dy_L6y`Aya z5HTwnI#POaPYF@GrV%|Ty2}H0-dzg4GS1BQz4(hZing9MQ`pH0_EVZpkbyM%E6YAH z5I@8@ z!Bez(>A5}|zTG&tK4La_Yj4g+5Fie0RZeraGtD5-He#sBCDe;MaBO!IoJDzDLz2fF zW5p#hA(RqSlv3oofO;?H>~Cz%>z*R1xm*4&9u)U{_GG_&N0yJS>AdjT{~?uWdCqOW z8K!xUG13STT}tQK>ArGg7p;VuDQuskPVe&m7>M!^GNbjC`cq>GK zMz*i^9U9)*jp6pi_}}Oby`cIuKyU5G5%+fS(0Sqb{{|5*xYG~2rq7GnX0w~B>7SKP znxYXNq^*1Qfy;-!!jS-lg7LQXVD3rN<1gL8bde+h$F=gSj$ZIDWbXKk!2YNzcD2lX zV{r4A6UYas-dg>tBHw*IQn6`j+f6M37)3lsTJ=gUJR0j&liYo`dxOzxo*wIrddW}Dy&&ChU--CKL z)V_w3Wv6_Oa6tg~l;f=6nlr~sy`|fDkJE;r#713aG&{}*{8Qj++*j5nE5z8_yud#z zy_G6Wy1y?}r>jy#i4%1nc-_O9fKHnbeCIGkrg0c{>kcxM_4VzU)7uZu zaIu=aB$>}TFPD7!F1F& zmpO2lBEnui7uNI@HkmAzpZT#Y^io`~j!azq9o*KJuu{LF_jtntVZHk*VOsB^dFz{H zeig$8x=Nx}zNzbYMHw3uc0kAzqQ)dM_9lM4LhWRsTuXIy&#)+|aeEI&BXRUxEy_CU z^`DwB2%C~mBxDYVTPOUy z-sc{CiGSO|O%F8y8i{`|r*B0?LO&XY2RCO0(3V>1aq+)l4LW3LBkb0qw|joj$?@h# ze|=F21d@m84hNgp)lN@(Rd!un_qLV}x0k*r>Rvb#j~@Hop_#vuw!WU2Ou$bPT?i9!wf;x(SAg9i@0#Q%^k^?aD z{;=a)-bUlq>v-iHhbC7_2bu41l4n|t8^O`oW->SwjA>n;C^^P&4RsN-?;01w!!PaZ zd{o9i_klRBzXwR zB=eC*rI~80#CwE7*iJ~dJv*hD%huyQkys<=zKsGuh4^r6U1fuyAy12z2v+^*yeV zyI_osi&$hyKT1c$m4k4Gj1OrzB*pYe2=XwoYkGr;l?Q9x#p1MCatPn|oEY z*s8k%8}dEDF0q%D8$@$tJC=%|@=Rq(UHzSG8VZ(Uw)?+j$6H)6 zagt!W6+6HQuct0LhI1DRj&>*w{&K+4nHIrEP~YHZ`P{ZA4xk<;r}?DS@N7ts0@ZW~ zIWj`@ME$mQqKTuladfxC+Yur z*8i4>;3!rbGG%$uGUgG16k=3Lm9x^aJaVaWt^SG-{o8zP+MwqNQ2F=nf+n2~DVuV5 z8Zlg9Qme3HC;ms-+`($AaAOgS+&kTeic1L+TcVErwXGAymTtO;aDw7!j8|(`!3&0T zMH(WtfR{qo2`E_EglywUv|1m`@NEWfJLY;ujUG0yQ&K zE{YHK^zq-8&G_%o@O4FwRHXO`o=rB6Dr%i=#eXJ?r7C2@$n3E?R!ma;eH&m#a2v#J zf6F(e_K|+@XA7~@FQ)YmTBF(7Kk~gkS{HxiW+6sL-qL&INI2jE(M_Kf>ecFavnJ)d zBb9RZk95SOIz*rIQ|{TX1oSR8F-iu*A(PTyiT$Kbp^+}zFQ1(o3p94AbT8Z$@1<(> zNiH>6h4f&9G8nhbz)ptHt3uCpb{CL06+yUwiwNG;A#zOl%{)hlP8&~Ygs5R-n$0RX z1gS)I2_KhA{sH-zQpMOg4T{?aCWU)zp9IeiL=a+CXAd_u2Vx@i5i-dm;HA}=WzN-> zrZoXwac5J4wAk6$6*!lEt>J~Dt4ZQ*5y8FUdMO~1=4?6#313*(uNb?T(9YA(7Ex&& zt-Zi1ah6S|7q3NDsdfW%@~Rh3T#q7W)+6@r(yal+?H#!LN`u<-4PFJkT1-VrTuWw{ zRwO`|878%7f#K`^ggbjsaKV~NGFwD&j23&*XRs5Oy**p-T(=eXPvg(O>RRa;$Llms z+^yI2nUP*S0~s98cZxJCguo(v3zNW}uci5JAOz?mVocn>l$-c>{nS|H!^~D27fXj$ zPrbcNeu2H{VqxfPL#h@NI_KbzCYzwsF{UlhZDr@2`Zwsx%G> z)ecHy*t#Ut<6j-|Y&2_Q;{g_fj{T?3zfmw)LHDy?OfgQ1BK;B_`(}}%&`XoAJligg zeHZH5W9g8FsR`b{ue`I(|L8P^ge9<>xAIB6e)xfKlC61s`R0YSnrepl>-}V2-8^PX z9FX!l!yiiQ#~;51M8=pJW2Qsf57~*ED5%vw?F%%_N-+HU#3%<4qliLxg7;`&d;gyc z5GE1CqElVR_-3lf##|}V(IrbjV4_0U0hE#TMpjm^RK(^oVxz3hFmkF%G$CC6Z}{(PlZi_darXSsuy!;7W}`C3Mi(RE&;1JzlIUuK zQK*#FvoNkhU#wyyJtE}-;70Cwcbh?kCxDk+C46e9;+Z8#0AeS9O|K1#E+E;KVYS;C zQeN%+Myp;j5?bQPvOxyZnMqtzUX4;A!!BiSc~ZEpIoY{HL{ySHJXH=>l!>tW@Si0t zV8)8iTx?%H;-~|0GlR5;D&~TrSK+LRUXn6b3VjY3yfFErGZv2`{#D@s8^TFhsKyMB6^g=gf`FOoUw&`&r zQ1^9XH1^?}2-9f>ci9|aWRNk6?*cjFkS!EV#I9Au4l^6&alVSad(@>xqlBVIYAErn zAk0+VsMIc$80od4#RI0GoCvmht&u_#i48DpV@!rh~7+9PctO&8)OuU!W(9 zS^tLBnk@Z}r`qx0AcV+2_>$L8Xe~q_a-D~~-z<;@5mCLxq#tha=j26<4-uE|fHdHRNQM1FDaGs7O#Ip$$vl#PGS4&I{A$kvL%hJWj;XBD{s_gz+-n<%Je~)1!>$3qaSw=F;KdnR&CgM}P z69vMSxCyejK34AAf^}savlf&gS_@;Y7m7+CioxAzB9xwiilVKH!`|#3JVCB5;#Am_ zyA1iFx&(G^sG4d%`DfzC*(UiIHQxCAZ*wa09qmuEv3boeW}#6qia)7cE5vP2-?K+L zLZM-C_%mLnBsa1&{tbgvd%-F|EQqkySPOpJ!zQ)CyM=}4#C08oK88>=PTZp#Y-Aq@ zq#kqr^}j47D2K$m+GwSSFZeofT=LigxT;xPdLM-?)WE8VwY@iQeP|%UpJ6+(Tg7GB z#9d}khmgkLG6m6HLq7%*;~*+t#$e%ryc&5|uIZ*UH+Vml&kfb0(Rc{wnpBGVu)zeI zKsm?hHUy9isuWn3%uZ%cy-aYPC?~=WLRfm`ESi)GP}e<+H5fZ2IQ{`)i!iNa-f6|d z|IILX4bS)5VEQN;8S?Pi6CyNk?JKwh@wI{2)1LamZAxxc{uMU?< zI9QcAsnt}+@W3wNXJiPz^G|;i-=23h@|wg#>T*6MA|T&e!m!r>*he=gHPWofy|G6$m2d1YxHx{r z6Wq-l4E>?>ff^mBNa+LJca4&Qm$}o0*UHZbDv!SnXhjTX07DutybAg(NYqftNbplV zC3HzPZ(EXJitEuYv3|43-k~upoVagI&<5s4`;`ia5NYDsbKC{JKqmq%E&(>4^bhP zl`Dz^Rh6%@4^P8^8`H9Xary76P3FUmN=$I%9R??!bJOFt^7p~ng`>7V$?7(S_=s?@ zIJj8&Oe-=C9M!=A;{$uCyB!!Q?@e7ce8xPSiyvL1HI+0J$`pz;iBL6uhql!Q-hR*I zM;9(Da!@#d)j1<~S_M?J#NRTS1U!@lJl8#U@CB2%!If@agKP6`)utFaUL`$y-?r(! zEk6cpo?D5Lf~czp!;Yl}IU>oqCnnqI+Ir6Ukha~J@a_aHH_$+|^fONNd}0}Xi+jv( z3I-QnaI%l5-yRRy)ansPzx%Nthy)~-60l#6@QS^JAkgkH2XWb^Hg3Y;4AVjfJ_c{Y zd*lefmii2IF?N~k^N|^lrB{5YOk$`1n)Xp&6@#uoHUVI-hF+b2=hoe-e%!;H^*JA& z_k+Z3X4m~SMt7gyCt^YJ)bawQ6q@58Vomr5)%J{xGaQPfT+brE&Ti?nSJC`Laf&NF zCz)fV6qp^Pla%HgvLtVYpjEf*x~R`X&TKnV_ZLPL^*TA%AFX}_Q}{PI6bifV3$PbU zm(fmykCd7jy&~YCof@9S4QAC#dYjb{*w32)%(7`_Enmw9__nTI4!RpR3RYTIR=s^I zEF1^by^f$CNRruzUU}wZR0Be6I>EVK?eE#xEF0L=J{3Y4%8gieHaK%?eWJ7(XKwGgc;}AARg~F~^G7pf5cy3M7M6UDRIM+eJGxBG{j>oC^S|rTvb;LAw zv%jQm;$Ib6rZ*6lOFLSCu155l8|y6q3-r z)rEmxQxz53F{~+1Hod2s8QfPQ-p5t8k(|CFQ6cy2n#tL%5$fA zot5AgbmaZ|?qk*_;PpprKaz#w^mT2 zJf*;QDR;9_rL|JIvLKz8?d^BET}A-06SuyKlG+0MMcvO;aT?+zfxX9D>L_YezS+CD zeDBsO)OZeK^_&_!sE!+GIj-Hr205*1lzow%U z<15au>BNL(MkB{&BfCX(DxjZRf4D|Y0KLeXJG7vG)`aZ@>2t8Tt47%;;f{9Zn3&v6 z4OKe|wkaqo&qIcN5p5pMQ+PV-p1PVIZd!8Zw961PCluczt=yEJ#cE_>+gFlk?`B?e z{=7_Ko?;3AOy-603OIlXChUB7M3K-15uViNzj+?nz+wlh;XR1%_?QN%m1d4jtWetD zRvyzXJsczYikGWMCcFkkvKEdOn#|~LzPR*9zb?-fl9^5x7*=4SeKkEB_L5-e-G%dE}WcXe9Vf z{KCN5nbD%;sc)s9{oF1MD1@yImmHTt9je2lGgKe8j1X>a48p8a(bKj>8-});hS^| zxtRn~E}oE_^>HmCi}{}?WoCio=JJv!$eohWnPyJOFd@fi9F(9aTaQ;#_nRB zxWyopySFjc6(i4|=w+52Oss#2{@XFYGtX;Kwb~-}WaNlY z#UUrxrf|!X10`pvGGsG4x-|qQyaJt%^(XQwC~^!y=l$94E0qiFMzUvrxokHxpadC8 zy@``l&hM|5>to=aV`DLw$U-)>7mA1rk1;MTB^@oz@S5f8dwbsu zHH(<-Ra1F4Yd|IJN4*AX>gm^fC4;+>@sXg_lN{d#=;xelB#(<5R}AN;_Bm*aT9d zX9i-P9%#OAPKYUb=Nqna=(vj6dmTpug>CQtGYnVvw% zt)XIB$rndUsa=~a`DQmKNbpSna1I&nCl6lBQf1+NO9ebdhAF8(>0WKVELXSRy#~ae~gT9YenfXt3|VcZ0)`@1#ne@t}fLa;>s3geWS?L zRuM4Bao&+8Xh8`?OV4+Gq#@3auj~*Xk-`bwo@d$JOZcT^E>hwgxBG9(v6|=DRv9V$ zo@}!AhvI+_TIg!ggInrl&WY{uIJ(5!woyzsEMjAEO+H*DUfc|2hoO!J-r-?{Zb7z? zgif+0Kb(ENi47cf-<+=b(vP4q@@-?;`q7mgR`L*>|HG;6HD~!!(=Rb`x0$@P?5{RE zs3PyFeh8S{!SeQrJyflGHEpu z|FTmh^GZ6vyq>h{lIvFrW{lbgQ+A&Ja$M)A-R^Kl=N z7*5PYzy>NPo{`O~Q6z&Y7p7NqkTZrziy79qm;o!2dWIQjJ1os*H^pR}t2;LDBP`-g zYclr?&`Oh%;)>BN5S3~*c1ED>hm=l9K5@ndPhHpF5iC_U;jw{`mK9vAX9~z-bBAw; zhD{f|chT)h0F^Wr=Z|M;r}XP4{RTpO!l>&dC3GOD5;ehZJen&-Y& z4O1)Z)97rQ<-Y<<^@nYy%udtmxtTIaCGGri1v$YJ_0-lDpxJuyd*dn_OSM-)CxG)l zVuK7lpPPlj*&sG>6MC}4;$M}g2(a4d`1Wz*^L9t(x6&?CM5EpJ&!7>?jeJe_R4pZ~ z`eP0OHf1^d_dHY#^|VB{y7_|!4gK{Q-^wYWP{kB24gx6D*Vyl`W<|T-<)zVyVW4s`t(yhrr@qzs z=%moYVNZi~&wpPQd%@DNFF?qAgcnzgtG)*Ig^V0PiN4q+<#{>I$GfrQxD5ZQAR9pJ^bCO3pY$=@!n9n7 z<|$X2!zw`b`R@}4;=)Yf2Hr6xg#2Hkav~zx%5KXBN}*GCC-@sI@w^wfB&Hwp?h42( zV6!ho=?dKiGXk-x)vEa$<+31(HS|_j%~ykHNL#6;C;r>nb@mHb1CdhXKN)7aUfjzN zY3RJOZB0y)Zw7S;uG)}eDfqBs|K&4aknVB7xFiqU$}G`Sf`g)FZy-D_ULHs z^gU8hGU76|)SRA-!CEYNlTkm{1Z%l077Ib8-x5cuUx`L%>fBR8@vkas&#%etuzRa8 zN6Flw(dP(nM0mU8d?_!ArVM2hoeOcF>MuT(a4tJ2qO#tIF1E_a1vWV3`;KIDUg=%8 zP*>7^_?s9#96>b%TuDx|p#r;LV>^42)2#-eRA8b176>Mju{WSF1PQ2Cy0gggZrr|E zGa}!c=lrUjAAXX7M{9O>{^=OVbN}!0W6RNP=E<3HCVH+jws;)Z@yb3#aox_WTrMWvGS~h3LB&&j#_+CK;ey zaV2-w8f}`5PfMHKjeT5iajCJ;R8u7EJ1XDXjo>Mf!tjJt0(Gq~_8zHilZ-syd^t0H zTCQFzBQRqM6^DPY7x!Q-$}|7_&Xg0*Odg@v9@&oaQ9?wjBEs;m%Vib(75 zYXB6~;6ITv5m$_Yu*5)`UGM%T7J}I-i^mvt)|UjF4&p0SZt4z}Jj;R-7Y&Ox=uQTE0K7 zit(%32}3Jt)S}jzkI7JfRsG+xz`{1UN-EDR_xR{@a-*KL;Tm|=*$NQ@WMwyRnikfo zpq1ByI@k=0yi13KZCV|R;u5N1VZY3?&Zre*wZBlzhdP%y6y5|N(@ub|I7<=}{xuaW zmIP{JY+vz-1hbZuCmhSkO6)gzT-G4xXuuC8bPN_lsw6rwR>FaUmpYSYE zLC?4l-y#)x7duy4cGUtvq7011mz6D7hM9L{bq_H_SPmq>J?FyT*3PRFZZXlgdcW^*)U5>#d-{H_$v<}*2NHZyAt-mO+qF>-^DK#UZ z67ey_m_%{YZjxYfvGRuqlXEKm@^(Gm7_;FoDGEFRKB;2P>3aV1QtXk`I!A%&sV!sUNzcX z2!JrU74U|M8u2C<_s|s)QCP+kiYb}gwCJJI5ZTks><*mbB$s$c%2Xs2iAf#w6EM}^ z`*6qx4eKUxSnjG3(@o$|czCal(jXj28e^ggn>j;m52Gm`g3npQ&8|w3wL;5krY10e zk!;&q0o6Y4h0{d1e`}A)uIKELV5o}RHW~WeCyDBoS)iVyv9$rk7p_`2=ihaom98qI z5PTEk<)N1AvZcMQD9?)RkhJYV-!P$xCYrf&`?y&U7|CVtQZl6HRuadN!mUE*xV777 zG7#7Nbybc7AbzhGhu(iSL1o2hl3hbPajx!&cYP;xN!rp;D8?E_i0emHa)e6kK&)V$ zx|c9~+XxzOfB`Ng()r!+^!uFPzgRJSKwg{hQALTCr&;;cgl&tH^Xq&;uTN%vt)}1E z_q8(01C#Wecm!_(TuOR!Fs|-T?P8z4>K{Ce=NXK_{pz-o!dSyBGL1G0Vsx%m_2Qz* zDr))T64yP&kxLLoxICCDq|kW^<1f@sXFNH)sO!uKXHpUW$Blc#b3`;@^~=6nrO{`p zw?!|})k9=t#$Lsq>6K>&2C;vtY9%T?;}AS-%w@8p-7#$XMB#WNswqD8UhG_$32ZAg zbsiu;{Mk!ltVm-Jo`#Gw-C?LARnLMqO?Jp3=#U{}!$TK4v>}SK7anRvGwvFRvpK!> zEX?usT>A9o&~7~3TE2IX{vz%m1`#^g7B`?TCsK%xIX`~Cb@1a<2}B5~r53R_fH<2?s;>Hi7u-14YIAI=Z8I;WFDbc8G}Y&T{W%8 zuRKKEcto={Fyj6``=_*lM%cUzF~kiD3-K(q<*0oHqIU+Kz`Hi!9c=O_SXm~eBy|-4~Ln0u@>G5JM?^_wmLkE z)Uc+^`wk(X6KpB|4!3`!FV;`h!Xm^!yJzq;s-I0uV0LAvB8g%raPfnBWuiQx*;y1s zXhE;IK6J5!w1FsV3~(8Q;j|)`7oju@scWp5G>y-mqh2HVH4mvejAM{qLI|`n5HH^2 zLh<`!+hM14A#6n{BaOCnrJKP8dy2h8Tqkb(9RrCf2q3~);3TgG&kIou09fqlk9FE_ z698SL$oraGv!EZ9n8EqX&e6X}hHCKQB-TjyX=SeEXAo@|k)Pc43y*Eqioe|Z9?}L* zHL+wtiY=Inm6+5(Jl0_xU@{|bh2l|e*}Rl*EK3aEA$%IO%9xs}iip$g{Uco;&3{AS z-VL%CQ43fVoHCZkg-d8Cd_|O@66@v9#$K3*$$)3iT$9!P-`A}Ce|6Qrq$WNEtsm_Q z<~$%rK}lf6GFCAru<;r5(F@hqu8Y@z)el*;{_)Z&Px5!LKmOFVn$xv_%=A)Z+O1gb zBeP9?X?5YrH13G3BcN3t;4IqxVHZ%6=s7ZwP7!&9gVXcsum%Rn4 z4U_-Qk=}^Ev%U%~g&^wN@mx#ZO7P^WPvf)^k-`)*Bl-ZBx9pE2{M@mQS&tVP6KG zRUjB%ix`TnrU~hfd_YukID7qUEfH7OV#aVBY~;HprA)&&Kci@W!zkMHO9yf%|F0{T zQK0FMm)>jPG`uSqic|Xxweu8t80tn$8kbva`@4YJj$|f&b z?}g%P0z;d(D-FnA^W7C(jrHt0nVKiWpC3D*3Xq9>DcWuwh2PpJzG<9rLU5D0NNwWu_ zHOA1=U)2R*Zrdefi_I;$DEoi;8|NqeuTh$sm`nIXDcx*{eX?XrcqfdY;YO01_n$)t z*;C+E;p?2uNavF2-@gJmQbS(km_|mdL(MG|6JUKG;mH7sz=c92e<4ZBVi`%u+37`- z|AH;4%J(TgsSzdHEPkc8MQwFxCOCTg?#k{R>PG3_GpIwucJ!52Na#C&dnqlr;I3ex zhNb77t5)C@(&~+B5#BbQ{jwqj^~* z-?M*cS)e51@dZ^cID`4VO64M=<^Q<=#P>CIxk#H4syMLd@a`(k=y%%(X-%fZ*}IX% zJww7XTLH%aKjT*b-{_HU7`o}+{0`?6Ak|CVY z-azLK{!Ki%E!!3OML@cQ0~8!$a^4)`91dcOFgZy>W$T}7Ptw#J_Q6O z5$k!$ogavyp8d6A1;a8_Z&CwPSXP-bpK&Gm8sd>v>xWW&D2o`GH|vOA1do`Gyw3ly zbk*+&|2K!eLHXE0@X4T3!133JCsE(EEXb%NF=-vD^T1l<5Yq_r=2)=T9^_oTjU!XpoC>eabK?Z3l5;qWI+D*XB_AOI*jNMH*v(09yb#2>e zNw_1LY?3!fc^f9UL|!Uf@_7S=j8m3mqld4m<)YN|#TVR!mm=Ydw6%X9zqY{OsgY=m zWL4_h>R<3VkU#I?u5Cc+&S%Bo{fZ#FjsB8JfhzrMqG%|vKKsZELGCh>V7f!wfi#bv|aH+Q4&z`YFx*9yso7CLyFobg52xe?Jg-=_i859v8n7J7#pCM!DqR*W$2GEL&bdP zwtkHiLEVS_9~iCN|9czOE3&mmz6|+NYNs)T&PYKE%FtYfN9T;z$9?R(@fiM*eV~6d zxB2Up=>{=P@q5WD4KZ)Dnqilw8K$f93G`=e>1S@+9VyGt$`nFX1Z=udS&xZU(a2q` zj8};5*{6223D-Bzl0b&&t;AcUz6)!V;0yp3(icH>%uy@>m6YUZl8+3&Miu@`%$uCi zNyUy()UK`@KiLMczy@LQ=Shb1x=y)C?Ia|2%#V8Sy5hOR8)0%1VL*vA06JXD`WVUo zCvSFcIm5AKU8i&(W12TGU724xOFE-ypp-|G%4S1;+6>{ASaBE{&{VKx=@|yoYEPeo{GQM{iNBDh>Tc}4J$I;C0tJ3XnxSBc*qsL*s)nrILN&Mi8L=KULz8CjDZw#ueDs6 zGC_n&6LLvsZyow?WzPdzLMhei?eI+xxjK(9MbH64OD|GLc@xK_D07uR%MREuS4brk zAA>~WnS90{C>rF@23^jBuWt04ZODajV+4gN_2t<-lHK8N+?sR~5exp`K!(*=1`iNL1oo9}fB}ax{yd*x8g9d1<@ItQ*gN8%l4G5G|~H%p6)KaPo1e0p5J5`WLbq0m2b|n zE0GVqVCtU2|M3tkVLnE_H-+=(OAeG2N!R<88)`=S3+S@3=y$XN1$ew$^C@8u2w^<6 z5Trc&KHjN~P}UHLZT>VgCA-6d7|he!uHbvkV)-T>x~<#7W0czaX)!3a~-5Bm%2XcLsPazAA3?=o}Lk>(nEQ3Njz z&IO_!tW1~EkfJo;%l_8j^1{)KcHRTBbpAV%vM>(~o(WKw(_Qja8to3gJzcTt?{oUs zY)q@!F|n4a>5vS8we?=`p>{1b@#4&1L!1Tqb)MY}sjQ3JKaR@4gSaokH}M8wIMr zBF?VqndQs70Z^=2O;3U@@P5C*587ty?u@Pot4XnCn#5{86kw|`GIXe*j(y_MXraOW zuoEXuuX4O1Ajw^svC`abyrEyqQ}TakI?J%A-zVHlhk$hF($dWmQVT2~9ZIN3hcrk_ zcc%i&(kv|^jdXV`p>(H|bf53e1XbVhD5l*&Imhm%MFL-(yVq%Kn$2rQ_t?{$Xb0Xi*g)D9ng(9%H=`pY}yb zE*ulC+wv{ycK$qFRnYGZmDWW(ysx0o0J=w9N*8S%9lu7YMru$+k1sel1=w6Ljw%tc zOotad?7Ta(6#j)o1c`t5Yd`uxwxX65N5vhI?zlw2eGQyD1YuB<$EhdgROfro8NMy> zW@_k_+({wN{_D4dT>13I#@U6htWW-OfUMOs{Bbr(76O9&<8)`~QML(*InqK_CF88s z;js6Ny=C|NOGvz3`igIHE{ck`ttm|;>o^;;sNy zwCG}UW7w2n?elpNpDBaUQD>%Piwo%9la@AdjCI%Bg-Qn$EcA3C`$j#Mc=ml-5K9HS zJAro)?Y*#VO&oNPFb>iiw~oGaob?&Um71OY$Zg>L04L4E3#xWN31&q8^C>r9n%pv2 zY!SXr3g#3#NkHU^y^D+g zmNon?-h2D!$CsQZTEk!J#=?pgC--k>n3JXs!nLs#yPrk8H6Hn4r~HheJi8iM&(Qd} zuf!qpqB0eA#~?YG)Y*T27wnKBOwL-8pF>RLN-eeTDy~`o%&bdHLJD(|_?>E0PxwAid*8pQ@Bgtg-I^Hiz4-OTz`*B4d>- zbqF+;dLdJY#T1I2D&%8pK3cjEQvC6Kq1JW%L1Gp6zhRs`jdYeo#d~J!h1r9$DZ_OFs*cpK*N4J{xr&fL!w!7f#z>0F^a&G_~=)Q~YUG z6}>GS6U^>UT!b4Wt~{$|Y>AZ09EV}YOORu~04)*fwvlOI0p}Li`-+YcjfZ%$V(@oK zbF?9Uz~WnCv5;8U@>vk-v#D)L)t}3qtIAVo5yyotX!v`^XJaMSxxG8NbK5ag8U?); zcGNESKo!locfIYaUt=I05zJ!(Tr; z?s_>4AQ~|fF8Tthx*OM(XAkD#KC}c)`})2Y4(e!c*(A1OYTQLll6{0Y8(D${=lGR% z-g3m>vl-;fHE2i{#U+~~DevD@j{H>o4;l*PQ?F=qls-|5B3AL_{xp0 zevKL}R3LpV=nBLg%q|8xX!U}h(Z#0%tz1)7y3mW!i=}58#@+!#BYD#9W^3kaO19$m zjK#^}gVQHp=S7}xgsz*hd4G0yLmU31Wr_y@XFIvEV>IuS9@@i5?*%<`#z&YAb~?O{ zqLAdXwvifDZe;Vc}eU6{YNfC*JMSqs z@{??IrykTZC3OEpY&F!(KjGLNIaug|>tBwb#?%nz*&yrm6DU(`YGe@!%QuuX5=o}uy;6Z_I!F{^}%L{vK2*sFK__~$h{mKrg* zSr_y4!Tx7xlwL}5Ci|D?eJS1j{>VM5R~$c@UcHZGslI~24^Z7kuP_VNyC^}8-&{lA zcl2`K4jM*SX~{Ex!Hp(%UCP(mJP*^@aIDZ2fu?gp%tn3dt;3%uLBHjRXxd7NfUf{m z`=JZXE5=BfV#~?Yx)=*j^yrF1OwZ&s&OyF7#6->;SbaJ$VO2b%6{;T)&q!i(0ze~{ z)3yY^OPK7bjOV+A+gj{~ChV+hSgzgYce^~X$X;1VvW8g~`I~S!{dyob%>^S!->>-8 z_`~E`&|J&Lv5rKOKnN@6?lhx*-iZcJxw<*BTSKcQJcN~({t;Kv4coh(m6Ed zg=@eR$bs+QwpQ-A$s?o<+1D=wXh+V5xe|_w7}UnS^<{o`GN(!btvz9{+N$l_(BpcE zL+~TsdM((^CK=UN<71{;to1O%oQhee&=we5i~@&JaSB%XBk8(jhB>7ZlPgYt!e!Cm z7dfaYS>qi`K+m-Zh(Hd3A8){%1;28LM7TCvkb|ODT50$o#8`6%X`jmoRXPYqJ4h{_ zCnc^yd}$&Xv!e6Nt7vkaT0AWjL|K8#{qmMBaJ?x}NOk|+HJdf^uW6Ivmzj=L3LvLWEVD>aB z!H=ULXmGoPUE?mf|WN!l~n^4C)VL#BR@@*JHWD>|hNt+`;=k6)V zit+5THG)U4q<@VHXDAex(2oV-Kso(Yd;WB#k`Tw)mHpfSJry1~{sM68eXTo8dE*Pa zE~vE@4Ld)q$}a~Q7r({YH&GkM*hw4&b`OB{Kyt-PMKpVU{nY1E(n(yRl0o*?UTm5y zlCLH`PH=!`-cK7xG1UKOyq1oEf2o%+AEYLOct&NqZ-j$LFepr2}lg%{=sz z%DNjHD(?Rkn>N%-wS8QvMLABfR9X^V8|DuBC(ZK~1yk}h+Nd336&6nwHmHkuP4#ai z`%;!{L63=8Yn#-ob?4gNZQ$0>gyi45NB?qV`hd?!*E)LvCF4a&OA&kvqMI3Jtl*B> zhA#FsjezC1@s8C@yR}W>n>7Qy zZ$Jm(P>~u1S0nbEDL2)y4l)7NVM$;`X``BVy8t3eJXW~@IE&0g16B4arg$N?WC>PX)B0%zLz*D}XU};fU5iwK&KIk)Ozl!bqwKY44n z#U6^w2l+Uz@BcoO`B*$v%Jl6gCHdn3*)gR8iO@fDDCy@ytIpB;fuhRz{N}n>6_KAJyBo4JT-wI4LNKB`}+wTremw>DVYh zfs7ng{L>nN%O4gkNcE^Fc4LT8!LvaPg=eWoD-sVZL9Nja27w?7(<(zLd(>@*EY+9> z-Tei9A8RmrAaYVfAm#y2%M zrf&?Iwr^xJ_%jmhopefuK~x-gncO}!N%@{eOglrupWQ? z3A8D%^c`wuNdZS9Fqi6~8ueQVM0eg?LG-85<}l0jyV&o(F0ICHk!wx2zHR*Qc}lC< zk4x}A?}?jXam3CJ3s@1}PSbdK3ii-o_Yz%6Mpf!^TfgNPx9s>UL-fCf(xm#?v}%kM zt4`m`U|quenTE&?c@|7f`iE)|=hT%FQhaI1N`=tvGGG_toZN5tkUq7oC9Jk?`1Bv> zEa(n0wMU!Te_WT+&YW#}ILJ=@M>oGWkEHWCytea<%9bWmHTKm;9Z&Lp!&lg#FKZdS zhK@K{pAKcZW6XHlgygpWl7)6j6Uar%{Wrkm}d~xhg z(gP%XyoGy2O*IQY@Lhd#L6qcAKn4ugEym4L)b3x&YDhXi$V^BJ<{6EE8o7-2-x_|R z*p0=Q+LJFWpkfxZykFO-_G%FQCp1M5@~w(7Cxj_%H}LYqUk0o;KcCkq;OTBwW-fOs zS~<4WECSm8bwvN&P?r6PIiiAzR`FqG-YD9CyO!@BUlq(|XvI=8mbHQF=JUg2`x`ss z-oxc42Z%9N?q%x>lY;#oc-)JFDNB6#xtLD75m?#EGu6|op6AoHam&eC^Pa?XHmV7ZA9dcqEql- zF&t{Alvf|*JoR!eNaZu6EdzfJw$U>U>TScS9XA=~=Q}TnOuAj??@z(~qb?{u^ zGvbkUb~rzlM#->b>`u~;Wew;H8(TZ_akbruOkfDa0f5$#`biI-6ZAhW{Y=M0(B!7z z$NCAh(*>N>mm_uGpt!j`x(~dVRfmT+y5ZI@OU$G^|0mDz3x1~bu>{pA?7omxE0K8T)U5PV080lGW&4ILjHr9?GqtX* zA*@-?)S2LrjPxI#N+%&5kYjKptdP^SJ5q2m%W`Fnq?XyOrli%$)yL=l!;5DQ{W6~= zIR2`cDGi%u)`*D}%0{PntiO-J*`-fH$o+2h^BqqpHn5i?;|#=3*pdD`Pw(|&ad~+R za-I;m`<-yo33BcUfM_1`Z|?%+AWxHf?N7u1(T&`q!XJ6{ob<%Ra}jx#*yj~#=a34y$#kd-hZ_DZHty&bxT!Q#ykZ;P?)IO4bp}Zk>Mfs3Di$) zqa>4eJ+xDJ7MrzS17e^vXu5_Wf3t1h;h=GR#j6$YKUlY;Vt4Id!OB&Rh7DbyCI$C7 z{kA>O!6&n3OWJxSIft+L!eoILzMkXG)1SJklJ0Qt=&Vns^K$q_4&wzNZTpGB9J3GJ z+;7W9edV{T+N|v2SeG(q`);?54GL;~1W^}}gp&dCkS9^1 z2P&e67JvoyG|NhT+mfhbiY8K@nEGSbAORxQil>p4`>p;Ku;BL4pfRn8qkdTS(z(>gOsWY# z=PB!#M){rEm2cYHmKPOL=wvktyC!`U`IN z*?e}y^+YdYyLoIcm&S`txSOS!n)v<+z_jf^ApfD8V3Ch@7Y$Dlk&mq{EiM1iujC;w zqIM6DD(|x+H`E<|6Oy;-hHz^05Td-Xkiec)i4(r34zd0zD;LXs*hJu2x@-de93K8P zY?YGrmb_Og#w^2KDYP#~J7So16`Gc#|0@Z<0Ns5bths0GywZ2Nx#&qCsuE{744P-rR#&< zQW%eRD}RHKeLp$~U(4GsD^;gMm)o0(GTtY)X#05-M87*D(?|2?(OfrgHaCQ=mzGq_% z%co3OdThXUAo5cET}5<1qM5pQ4h8wBKx7P_WPp42su5t^IeU6u!6N|{R%>?TZaZ`S z(*|(ko@(^th4}uz7U0$8{*12AiD`uTNZxy zuNdGh=QD5kB8S{^WLQD@U&k4;1H>vJFC44uzuW*egOlBtbP?=ClN;bDjJ~t z@piAzU)qbUE9It70&aJI_wd2#R~}A&j{MXK{NVraZ)B%8u#?9YB1s^v5om1^uC5;#jsotjAt6vVw zB)6Bs@DIQI{2rHT&d=)E0PSbl+zt|9?rLNKv~^X+B3?w!Ufj1(C>yqd^{_J=V2s%( z*v2^`t*X0unQhWfN8tx;MlWXUw|dTQQX*UfRO~TQ&om#W({;BDk+xF6pH}4?`nf{s zYPGwD2HM}z>P|tHXq4>LzH0Zm(94MFdVhJncDiDDy49XB?H@Mq_3R@LqR?sB>s4i+ zTd1`oUMg)vmAe{aD}I}iR?^tWBsGe zr|Ua&bC$B7+Vt~sr>2*#xTf+cS(3p3W5B<^3ivx7vrC(qadbB{;jc-ybj2}twkD;2 za3)@S zkjt(3o%vi#^2u&01j;`S@Ka#W7?-}i z5d#j|_kjDfW%!q?tq60LHObt{7XdzMA7Ed;c)s21-=|9ej>3W`mQUpgrzcHE|cIxTk%a+&MsHb&KqPc-QkzJrSG+`#2*j$ zvaZhmp8J+Nec;)_IRM&ie9ONI`ePBQPRotJUu}K7$Q~#kX!`Xe`yz5T%jrEbCFe`g z&h(`N)%b_^?Rg)}@JYpt7=L#PxIKMyJ9@B?^;s(5`pDYnY4o6= zyQXUCS7qtm!iV#=%F>Yqr^kQF`8yFzV4hpMOdD_ZD+h&W*mv^$o9YP$)ttwZVV5>) z*U$Er@q0oZQUTtGee_U7QAA=}>&+UzzxVA;wNAmEu=HkC+K1aZvte+9t41@7dOWl6 zv|{VNI$6e()~AkmG(y3dV08bN|4Bs79vRWYzsnFV2BOI`PsRQxNW}QvPW!!c?!`}o zv2h?UR78_Cjd!OM$ID2xDyNl?5<$Z^n+P#>|GQb30<)C;OV=-FUuB4;z1LrTC>a50 zh+Ya<&=-3fe4#dutuD8!VEYtT3bex?Wp*=jS7|-0HIDRz|qC!6|<99~FGv4oTpP-WYf!Jd+ zQL6AitRV`~5 z<}j~>Ux#=;B`$h$IWT%7c-~3tq@)bAi*1p?W&hn3iRJZjp@V(h+7d zoJlHc`BdbkrlgVZA~d65aZB%*InUnpFRH(>G%-dO-LI75<*)qF1h)6Bbvn439j?^R zRyZ_+WLy*Y)d!>vHO@9EKyo|jdR}>tKRqIF4;2m{ag+EE#@8zI0b#ygQ7w^w1UJ`w zhfOr%>hpQOed?ZJX183j_k1q|zzy{JNcs#F2UCzu<*cJ|!+Hs?W3$W;-r*_CcGPWp zqF2hZT%`fxv4Gc*fDM323S@i;B;XGC>6mEp1K}h-(Ss!9d>8nAMMnDR1CaS1jwx&p z``OyOo&it$SU5K%Sc0Tfo&_4l+Vl1dCK{)S{!}6Lwagitl7njJTZ$3fcY?5P0M%=$ ztdte^gT-w+1!yuBJG5P~!Xc3lG?6U{Y7tHN~EDA+XUj0bO!m;olHs(aL zy55_nyYx4ZE>1{t7b@Mm2quI!;Gnj@&kSU*yOiDh>{=0irusbhen^YVrSES)ZGKQ z0(ajr?d=6Gqi-TMS*-AjhTO7f$;(O!hVvilioSIzC$TX4oC(bNjarX1Vd=-OqM`%* zW!&&tBf4p3yPhu=1QLF{TeWc#OJ=_L8Z?9hgP72s;|z_g?tY&Yd-j7YrUK{H9vPF# zBOP%Eg*zwH_NXt3fN$rSK!v{i~w-2KDo<2XSfFL}`mA?hMcq z+R;v+UqiOD%AY;@8f<^%ET?&#h5NU(B7@(*z#^#i7n9G|&n$2&?TSvWyIsnRN_ z`qC%G`CL8%SYmh|s32?-`!Wq0T`~M~%?b7w`(C$D{L%5{iAMO>EYwEsX?=RU)SXM6 zjgg1vDD*jDrzYubIy^%uXWwt~NoP(wS0|6|_?%+y-dQ0&kr~E$;1#<^1760IH;`+6 z(zy08b>nN2L7zlPPbHa{-;Vp;9dh#Ok?(`A?pZ7d_G_cqzrS%lEJs>RGHPU%;N27_ zMJ9Gka_}4RF(EyL0k+8XRDILtPdBDR*V7`@&0Xw*g^@r~CZ14{t^wUo*3*f2)a`(P zd?g^Q;~3h3_mENDiax_>rq%0m@7BquxH8)1M|>qeXzM0e!SYEA0BDda*5J|lzV!EC zCf1{xEpS!&rmRlGervf+0vs8`}&VMZ=saR|2 zY=#jBJi@+Vuw=hflTz0CH{-2@9Q11>r2uv( zvPY{AaHF5x(L;>38HX<3$le(&C)S;pZdxwY5)pC8wdyhvm(vOxL|XK>ZSB!T27MDq z_cA)_y~azQhg)aPUVL(vvxS+nZs^+Mui2h6q()Cm6|9WLp%VaKdNT4%#M)Ocw1!Tf zcEg~U(U|Bu8$I<+N=!DJ2v~g~Qw9}U318X+FUi1<`TW+6d7N3=_2bnb+9txm5~S5Z zOH~JUfQG8adGJL@b3e=AY3x4+JW<$1o&VK1?YOQiH-nl zE)IX)+;5TtG+3Vj2p( zIrw&KE0KUiOi93E@{1AH@!*&LxK?=bYJbEEDbd#jnn<(t+OzoOJJesOQ*i|#L34Dx zZ~AP7#H@F+TR{q8309$AE1BL*#MPwE>IMIKH$Fpi7;ihA9kuMNQ}9a;gNB0^afMN6 zp@VwTXRwpzcPMc6Ri>@lpnKN8gA=sVH;lb(Ch*bjE-xcjt4PU5o0ruK)M-al& zuDUva7SPsw30e_ZO1Z74@5@B*&1~rV?0Vq#=m=DZS)&WQN>hY`*_7Mt??-z+>#kt& z@4~_gi#Kfhh?{L~2!0q7|EguT$+al>e6}dL1983cRF|XVp8$1Y?k!AtDZx^ET5+XI zk~?mH4!B0z>u7%aV{6IyZYCD+nM>PD-w`7XW8J?4Cx5m%nfqeU-yxWe_bL(ztaL^_ zXFDC&5+w6#&z*3om?7=ZMjLJ>QQrKXmK`fEoRz;Z-X5nlNg=sXsaPgfzSn}|3&CHu z(P$K42VOtfBo#5h-b#S|rT2Z+?E7ZrP1{7fh3WCeOTA!gwvrm|hgX~6$E(2q+IYWS z^P7@3b7BXX{|m?4%KHc5`q!y}TnuPOoCd(Dr7Dps6zEU);(92@cFxU zWQ&nU6)OB+W}-h|{MUcwRJ94jD&oG66?ICw`y&EoPe9h}ZbV%&WnPX)Nh12Z8s(5Z zDt^$h%*#*@+qQD?^9Hi*JvT!~;o!Uj+$DhdxyMX2w!8zRexv zJdH(<&EF91km)6Pl~kL(aP)Fax)2B{(S9uS*hU7SIgjV;06{VKTOHK~8!6wZs7vB4 zl5xo>bI~f1*0Up!V}RDXFW<1;{sPJq*>Sw`_Z?%XWLp6D40D~0lTt!qc73Quq=ZAu zn}ls-pQ_pTtKC5|UN4>#raKjhyKSs=Fk_tc!Pi$ zs0CpV)WdW{#I{b+8*yGrF=GEAd1s<+hS~GA5Z@t@^L&pHs^wyB9q1HrO~pi;>Job7 zlpfQ?ErV`EVd_`SFn?zu>EAbeW3AxqdVU;3Jn@^vN*qrjy*Mbdw`3zC^uhngJSYOxl+wV&b&xC#=?55lsTKImPLR^+*jd=XS zR?%GX{tVEI@XszcFi8$~df}ahp8nlWQ8SnNE)FnlBb5j82EKg_CX8yFworT)R2xD1 z8il=)aPXxJLeX1?J-GAkW0Fk+vvq$CNrE#?601y+0HNFhkF;yG6A8PTbM&Wf_6$Mt z&7Xii`E`KFd7*kIq-H)1%!!2WY3##N0tfCzuRpn>Dt^6$CM^CWRAC|WYRs?b_;3&Z zY)2t3089qK4ea!;ne(=e7`Sg%zgY$~>FB=1pzpU`X!UVZH~5T~nWURizv7+tgLwmx z!L1Kaso$YpUhwMn<~uVHn|=s#NO?B?dYj11cv0cM$q#ER&nSlk4N6e*=)Nb9WyK=b z;9@rt?na*crNNs2P|FRP6!Q~hg8~p&G`QKtA6J@ONk7NDX%m9XrbJx0%b2_ zuPh!lClyAJlLvqbQLtB~i}B(ztuHE%tSuK`1N}l8UI_8)v)R7Y;4moThHT*Z06Ny| z^}{4D)#JZ~A4Y;9nM~A80U*jnXMJ;C1Y?#_W7ldFBA)H|k44`zm%t!-mJ_2%>>tWH z8d>YlYTENQGLrHA1K_1xFu7=Y>_crtzD$xdd*=4v-+cWE^UchkTXQv-)20S7;KPEX z*tdEBHo!16z2>`$e)uOQt7Fm$43LdBLPfuCjE-%TgBIARAxM0$DsFKP5clj)EJ11_ z4@sn;y-;~j4 ztt4H*3Ny^g_#acE1S4oShM#Xjo+m{<1i|@@EfzlzwU1ucdVZ9ROe2EFK3%qAv&ODK z73Inaqv%b4chdg>IA#aNu#`VYxmQOFEj||RIm)x|+?Sl;nAvDkN`wp?5~SOlaHvEz zFFD@8e=2AwP61(6ASP`}j04g2fmG*^O3`AB6@K(Bu6hOqmr9?Y{(jA1Q|5*iN`}i->T0E@A-i?s8M;kdG6`w-n z7gVMkPiZ59)5mAPN>XB#DFWjL3#H;~mB{6p{l>at0Qm3a)CKWM65slRU+NTN*=$;$ zYt1IcQh@$&di8vv=Y@0~H`@F3IAaPgl@^b3X?X3QuYeRZ+IBKKvqXMSSfMGAW4Pb< z@>|4_sJKgg4}(^*=)P3VFJfmCeOJmeB}uQDpm`3S;qb6HO9dZJH^6E%76zgise=|o zFgisiCd#5eh8VU)be!TRrLc~zlsiMg@!T5FoCuASodHo2BtNPXJH?Df;4rTMEN;0G&LUvHA zK1N}N4gKQotLy9WnWqapJSKZIXW^t%2%Y{nDgT|nXQlQ61t(`- z74dYdU;cAYcxds-QkQ2|Bf~i9!$Z}#{{Bs>2cYQ9;^)_8H>FY#P2v?Ykxr)ZNO~L~ z2gwDCG3%4vG;qH%T41R*TC;BVDKu@ImQa-xSSj}@^qi^%FlXD>1-1r~#o{8zQ7bxq zBr0dr0*%Z{OqvCMR~b86wS3t3YY)Ahn%F#^F3`Xqm4Pw6@yaJDr$jLNKB=t~9lI1D zT9^btG#8I_W%M|^Usz1tkIR(bch-H^$dbeOxf%OCwLi-UY=s{@H|aO0MNd7h^uwsp ztgj(!$Kt*QKcZ~a(zelb;qLy55+MAEye{fSIkqm_+@z6+zR`I!&BsV?KAo5f5 z#Z{997tEKb{TDvAeYy@;>t5+$ndWciUjNPewJW5hDbM!ZAWvt-;NTBS(Sji-_UMh@ zN#P`zt6UjUL@+Vng(pTTo&O-E=o})96+d>Uw5jK9pa!h50uRzC^ClfK7l~sVo zJi5R^P*{XT5KTnUo3*}yz8^}~F)VT1u69Q&6F0P4Yx$!<*iSM{0-&5+eL(LPX@8zG{NsOC`h-Hsdk4PrFwz@W7_xgMt9Ssw4`6Lz->;{Zl5~azuqN+5Pb22qr z*8$~ZVG=etz>$~0bX706SORrGjGD!+zJD)-Tuz}th5eO+Cq-;dWlFJ@z_V2dVdqbw zyA9$=?n7T+7$LCG{H}~}P$Ky=F zI?z<~!*0>Ag(~w28=xhIg3g zneo<>Y}Wji_J;ACwUcK2?@tE6b^BiV58QQOP)adY9?CLV>Xr!4B)eSdC&#K(~n8%}@!O1=;JIF~6~sPkn<@Nfmi0x2Jg7^8YJ8xK(K#y8E02DGdFrr)^_i?Yv}D z6jjV9m?<~H%Qnpmjzy-6f&%R_;s1#6v{M2l*?~lx=cGHs+$4n2tq~~b3DkC*u_u$z zB)1B}!CWM{zyzpNXv!^9dq4$$ndMktweS1PSb}zB;o}o4uvq8@O+*RKuD+gI(QyXP zm2AWu*}q?a6lmEDV~hNG#hnS)`(vE{)*(|zpS3cuNs>DVI|C{X zdQA{_O?SX79C__K$)cG-GTTrVRLt2Vf>{+;>$VtqLN}^MYH<60?FGlabFIm~an)Oy zDICi1fZ_q$e<*Q+<8N^<`ri`8kjmZz2EL@d4sczVk`A5BGbnvrw3(!QYztM5d@hIwcC%&u-K6e06d@@tk%5qyZsn{8lax zRl;tC8bkN9v(76cCgO=7{5Lk6lxn5IW0UeMOxBpIIF$B|D|UXhPS&#xMY^Jo6g{@~ z*MF-=<3~Iup&C{`p?HqfFO=~etxn{^pi%`B8=S2qA}rl~eAH6OmNd%&MNWn*!{QE^ z8{<#ul;f|Nk^!Q-7VFk#^C9)OpAO+b#>J#5%zah10_Z#b(*kld50Y7}e=)gxr{>L( zw9)KJyjyD+UFlaKQ)6Z6P)9NdbWQ7!E|HQ(>EG5i2XGov6u+>7JvHS9lxFlJDEAgN z>H5P1YDfdRvG^e*2nK$yD&KWyJBCD10bD6>6GMF88dYjk?`5r%zCUZg0=_e4UviJ~ zjQNF7)P7R-(Fi)W@OpfE-%m&KLXzs6Fn_M&T9xDSQWuz>zqxFMm&2u((Y^M(ZvWY_ zPFnro%1XEP=pq$eh5{@>blY%29smh6_*nY!ZE~iuh3!lb7-FgkyK%a_vk)dc$3X%g zFcKlnsKiuOov16h=YOz}S+IM8vzB0Z-%6q~$`N`KLLh*!#Gz_0ofg~!v;1pu!wvqH zk2bpCw{rXSyT9}CI{;-wI9f<&zNEZ!I|46Lhtkr&X_TXeJpu)+dl~fG_DM^w#VLWewDQOFSa-GD6>dWivj0 zVj=f1;`M*)d)+RMbG*kGgM`hMDOFRqntT;?n&QWniw5aGxx!-*Md^-`yNwchs>TSh z%;1jp-Wxah5PYa)6EeCGm0fgBu$Tg?GM-v(Oi3uUDq5#_SF5h3WKBn}wC@F6uhE7;(vBm#`d4=Uc^5i;m>3Y6xE?oJ;Kq}5c-pdD zy%IlF=4|4-=`2|F8+jIO?7LRqws~4xt{hCjYNu)0r@OY&sqtFKdxoIpb=oB0ER>r~ z2*_;D638d0aLa7!tKP_6kN_^;R+HESsS$icJ%a*t{BhO~i}b(sx13B=3TikhnYbd4 zYuC6ien=J<^*?* zBkLIP%a2LOPWOLs7XU6i&}23H$o-ux)xfec<01A$csb%^yk!4wti$DGQ+TAdTh5a* z^mF(oI)HYv7WC87If3VbSw=>}EFGDJiG0*+<1#K#3kW zS#mfQog5sfq!J5da1XBQw@p+G34`XAO!jP(JIUX+DKG>@>*+7<6vi#N#6l=qcY5k8 zdD>&LYvb0K50kCph+U1Oe5TU985|ZA%a!4e2^A4Z`$^agiLO`Wadlav=Y;JZnd5)% z*gL1i8ytcph4w05#K@=~1fNBoxLkeMfCw2?zFpl|HjJCf4cz547GJdK1KP<3(N0~9TfSd&F<>n*XcmQzT`3%HUxj6 zAcIt4E0%WYhw2QVlB#rZ;Up%eq`+W5ui66s)?LEwtH6D5GKjsDzPwcjy&RjL0FP^>PG@4~tRd7wA(s>1c^8 z3LAEqNnvf2t}OQL$eVFox=svh8a+uWVT#C}&nv`@hW)tr`LZmbr(q(n>p11*wxV4v zw+{1FXWVue<4bK`e_@B)XYV53_AZ=OH9yZ~LAC0T7CvqPnJn};_9me=@SNZ*erFNx zKAsI{pQA52g?>tnT5Z*KoXrQbxF@luo+$MppRJ6MucIYl2TRAX5Jm;E$3fxI0%bOg z$r5_D=CW)!fq^KLQU?ZKX69zyofKyQV!UO?7~ zqwkyO3-=t0x1f2N~Qy~fGQ?+}{tB#s@k-jy1lgwfA68%`vAW4TMXn}IH z29pD;iLB7P7faaiYOkpa28f8#NgmxXXo{73ytqL57L_`~!FC`JoQen?tShj{3Uz1y zA?)zyt3X*Hb?~KS$y8rnEd8HQEgLS;ymXDumI5A|E)tefj5s}=C7-?PDv766M{AR1nKa+^d6PJYWj=s&abA5TPg06X&gvX< z#cCXg(8Zp^kY0=9KSLISSs@$o>u|TQ^u@2`i>Zdm)AXohi+ywoBxD+9XScELP|5lYB@3bK%@Nro z-QzSv+UqTEkwa3JqS0=6XrycIjk{7s>4sbP2SppF1l%WjM?IHuDA@cQCCV#n zccBFGkMkp8h&+z9G$5jz{dz1RGKoM;XEapxtsJn)g()38E-i)9l;|J@GWE|Sw64zX+Ce5 zi?YzxG#W9+-|0Dk9I$;lRoX7d1hBt_R-EDt8o6#e_2OJ~b5abt*F zqe6;S?>+wq0!hX)rw8!3M9_oDC(@{!%@JBbUZ$?GGab1Gn$$PNO2|-)WgT#l*=_oW zniBHsWo4|!&ztezZ6b1YDFf{6nF>F^ZGIcJuSlRjm0OMH8_-^@ZkzMIpRrGv1S3uC zi$E2uwYtfOxSzfAQh$5#Alk%2kf)DhV)k{5z1NSGv11dwQOcut+U*RqpA#A8-K{+5utp?1zJUM3Y->K)Xw(F@HXd@ z>~JmRvuE~lDb2CoXTN^4(@(P=Pm^$$W#b!$LvB8ya$CYIqwuQ;KZZF-_*m$z5F=34 zu|QEqy3@C$6Q?Vzr;WRzu;0(;3cveJ7^O@V!k@n?C4r--uDH1Ia}cV?N*3{|;$?F@ zZ!hPSbs!j>Q=y>=U-YbDmZqwCx1pm`ArAlE_)}%^6jgJ6{is$X$ETCL%V0BE_F~`rf|In5zXFrLJ8B_9m^Mn;9dOxo;_IUZ zXCdbUeP`cm<(D%3VxvAd4?6M_bqeNx!(+zAR8DZm&F8toG)RxaO()7ov7OkimU0+t zbm?b`i$sUfxZ@_+XK*98L{goMe_p^(>RjIS_lZ^!m$2mIA%!uSX|ljVih( zK9xA-e-C1Lqs}8tFOJthiI;^}Cqu`6Zv@Tykcul`zTUiY%mG{l%Cf5jb>{vCf>}KN zR4vU35&C#A50=Ou5>ZD&)DR>MY?&)VNYxp#pE30*e)yyg;&$#NpGicY zkPfmORw^U@B;=+PxvE*+bynMSC(FC)?RKKStQNZEaZ~+#&o@U%d&E=H$6|y1ZI}8q z*RQ$RHq#Bqx3=aO!U7DdJbRPu9Yr`fhv8B;`oQ!-Uy zvoltqjgswi8+L0J5^D17cA^rhgwV(r5Rh6Gj|fPZPI}7MGdn|}_7k&imoiOcs8fQy zl)dlANEF>f1kdeJ3!^JOCC&AhEG$YE->%52g6nblwqGc%t~N^nI!|qX;)Ga&R96 zraN|a?$oNpw4{*`^2`i*J!(Qub=7N<%gVWH`A@rY=_|$aoOPcicZI1USsc|T&kQV} zYr9#DOQ&74>aLF(-8N91uw_|Ob;^XoNYXDUX{L@(WaC(xQ?_$0W|zbu>498=SMbb= z+Q~!rZ3cT+zSI#!5(db2@?19#AGIJF6O@;yN)wTap{y>-HLo2>Hp>-Rkvq{(vq?v85%3ko4g?`U$undc;facAmF>@9p!Kh+$)62>j! zG3ZbwYh-n_+mbAl&r2vSe_g^z<)=E8cp7Q{(>W*BRYoI20Y4V;o9uUBVRl+c$Fz_@ zANd|=^nc;wf=mg(*+%sgCSKv`&x>PgCcexi|3B4zWmp_Rx8~sP9$bQZ za0Yh>4DJ>Zf;++8U4z3AAXpOIoj`CWK?e;oxZ9vRxx4qf|MurT&(5Ej?w;^J_mMmJV>73_x zH_Gk^AGiu?QDhhAPKa~C;ai53169c8iT~Ckpp;c!z{UI$FU+G7nN(g-d+>Jd_xRY( z0i=#E7v|Z1BFa>17d9HM%LZy}o0F|s#XU6PXvy1)@OvwQhOG%hC|Mr)IoY5X;#i*X zz5KP&0|9J1U*Pzn^nCc*#2wruOL39GvRB(_?}*LCE(|I+DYu*FDk@-7N80vjjucI0 zs=XkJ952e`Sl4dz8fY6{)@x@T?zD`B;grJqkG%MOzZ^Wc!2kW%YkAMJZx>YVLGK!)ytqpyV~L? zDcZ-b(Z1%YJYhrh-l#s+exiO2W!SVbcMp=QC%LWLdz=6LZN%6jYq65wXmc9MsKePfGls#h}R zJP<~u7}6bPMfy}c90@%~*iYVV`GUqa7r4*HjqK)y2!dM0&)oM{{O zDT2`ifi$89t+K8r_UAvcFzELd59cAMCJ|{oKp!h$DBK?C(Lao2cS)Ma6LfF-HnMiXrTKIIBJ>LY|RE5=p{LVmM*m`{EH zX|70<#g<_aX!9B_$chMR7QVXMOLe9X!|}wom7$#d@n*T!SMADaS|Y;r@b4qsL#cBu z-%*N-r=b`rMkzm?8O8Q(5s;>Hl^D9Hi^2cH=lKt=7aTL=H4FC9Z3(HTWf4dWeS|<#flb-6 zRT|EsM%(v^AKmE)X_36m(kzfinkb6u>!g`VA<{>7CDV(Vfi;?jluIfmVTUTx>o+1T zG(@wBAL%Szt9xTp(G;Sn#3||%%98PZp)nNg`9W;8W&PkJk$;?N6v&hH4Gxk%rO10qbd_hYP|h3vc3?C$5IYdTLSZFNv_ zYuxv8Y~To&Ym}O2kR+=TD+CjCo=gNsxm|~27;3Xb-k3B96E&tCvT;KgQ-8Z^FU;SG zJ0WBCXm1hh8`1M`D?^cpj6=Fm4`a^G(ZePPe#m_ocj&<=3519&%kbPMH2WPz0xUxghG~W?!-=TJD zMT}2`%xtAP^Xn|G3!G|*-T=zVc}}9r6Cd-)?3UVi)6hu7+*q)aE=2}}exU_**sJ|s z&XFz_SV}fX2==7AUleCOGca_Q!y+vz&sh~QaP^$WpFF`B4^uc7W5JYlyQ~v;+y3YEea_fp9pHBHmN+;A=hCg}IMzT9m+4r?b zvu+pjHkrIDM{M#YQcX`TOV-%f9p>k`46f81=2JxK)Pzb-(yp1=()DRqxE~VL0%sU0 ziKtWu1nK?0I+R>1B|Gj#EE^13UHL0q4I3iG5=){CU*~-;o2sC9q@n<(2~l-Cs6gp-WzJZ=)9&ec;*;_|GCu{0F)kE1Y6A4pjEF0X&{ z0xK~uZPyHA)j1Om8l&bidq4pN=(o=6y`VN}yUXq|MSJ*UiZ(%Jc9ny zg}Ea6E~5sLzKPDJieFpFZ}Jws4HeJAApIk|}3)Rolh49wta)S=zOgwBPk*ylHceUc-uqhFx45x2-BOjnmgS z@(Im<0q!i8OYpB)0@>E6bBWw&!{F^bilH5qfm4^(N~++`Id1*--dUs9ffpZR;K~65 z&)<2cS?P6?;EVGY7mk=Z?2IRw*IrkhV-ymzT2Pt{Q}N=-rZ1wCw-}~kv0obZrRmaIge<>v@$*GB0G-o4p*z6QznaavG@eRu0KFU=N~H)&=dJ}R~^N$X)kL? z$UtXjYAWIiEKU-_ft7r3!*c(wr{8)I0n1Ev=w+CWd_f@z+ajbQh2vcrD~z0E@KrLO zi)p1TA|eh6o{6%pUaF2Qut7!G8Qtvw&kMgk*8a&N{G~xb@CWx3dC3F6A?cI-na-X^ z?%qSD#|SYiT-bg11){yx+D+@V-8B)L2{P)_QuG&9N+dBA*L+RZcH5EAcInfS{USz^ z?C5GtFyo=7cNXS*;;Z8T6b6hs-CTS$2D|ean)hMWzitp%T>U9T_`rN4P46R02MA++ zL1^VdAsoafD51)>222(o`0;4zs%k@Jk?lTU+LljC@QW#x5p&C>=(ai2;m0z?M0l_1 zd@|6Fy4r3Q1cV${ zNQ@pLW?QD*WZJc?#%W=y7tYLn-KPZM$QQfzO?HFXiJMW#Y?khQA_`F8G^l9m6^8#` zzbL4k15=;2(TgTl3sY`RY*|&U41yR{CA;jyJSnN#*l7%6DmHnbm3Wu+S5jx0&wS^` zl%cb`@CSUS%y8jLNk(RKqCrxMaA&tGH_$?R|Cz$=O1bhp250(@JY5-OMjQ7hJE?^f zpx!Oe-5&#)LQi&nSrQfQs<%eCT>7Ie;y)0oA)@uo&8YoWQnF7}#g&(Ry_4~J;YJ|~ z3nTNVRS{AulTiaaJDmEB(|3C1Hl2=6PEB0OLldMmO$a^WEqX>XYbo28fFqSv z%as7cTnxpSGxqXCIArrZ-78kYEC~?$`M%YgAk5YyR2dPX(w3x(7^-6TDh5-2_E)UJ zUPsO~mkQ2yK-N}Z_b2Fz8Y-NDxIHu0Qz$4}ikKZd|D-?3d*fSQFnQ~DlgG5g%)P3D zInfHY=0=zQK$HmnC^`r6J@;gpeDYWFlz&E5uFqKYLv`p_+8397W$nw)rVt1y3BLsg zqu469`u4Sa@&}?U@#35trdWQbSJEl9#ObEu+pMCC@ZKK;-<0a-i3 zM@2t87u)04d&1TmbPzVvAyZESq7@afUMySfMSlW?-$rHKUP?p~{CsU*-w1y4#`uAN zimtQsn5{NMuOBfZVHM3PHx>&WEo+y~DKd*fzn#4jHWfCo{ynCHV>c)(uWla1^j$zH z7c^M{P*}|RCCj+#W*TY308h)P5g+E(}Vs+*sl#jm8ZL3XBP^-q|_G6PCb zD1Ee-L)`dp(haY@fJp}tbW@HG;yWWvJ1kBSwTg3G_<{o#0?`a7_^GFuWUV`}GC~w* z8yeQ27blo4>M?E3fh;2o>0ojD% zyMCJu*GJ~E{Vk-r8OA)J(O=W4)1Gso?nCL*slBClEb!6fN;+nfr|;7iNvm9mQWSdR zpROG(@=tFC+^l3m+fDKgQgwU{Hq|%Tw@keGJXrOHL7L0MUb%zz>#@P`psRka`y|6Q z`&*)b{;w34y61ilm9u58^ziirU97VuO4{QoMQrH4lr$2v)T6@tY2GojLVx#CnW!uA z>62)ToUJlD)Di^aam45>8%-fGzjoFVM=|9I)z=LMp_zHAN`5wx_T~K*nq)xQbt|>@=6>&9_8~Ruau<)Y*=bON62$r7G`E+ZHSFdw;AvPmrL9OQabo z2w0Xaq9zSqgL7tBJr{ea1hM_^Kj%r8D02y>#2V(vuy2?Dkg*W&fLphTE=|_t7$4B+ zT=L>Wr#d;MGGmsSB(rJtzabq%+>W_PRCH9+*FP+cbJ@1zlA}&wOoh9$foFz&pmWr{ zn`y|@N{Kx>FCI75e>7*MktqFF{uiCyGYs{c<>S_eW+w>)*|daZrQh-fY18Q^khMkf zye|t&w2C>ItZZGiE)#xBPg#o^?FpQ|+)Ek@_vCKwPNzQYL2#z?F0#=DLryz+^z=h! z9SX+Bs+5r`Q8B_?(&6*Z%=H<)s&6@S<(xjQX^$jGTos(M6X`A7phU6g9cU-fYnd-k zR@b#?Ke*H^2&ZXbRJ@-r5TK}!jR~xr*O=<4eD*x;aSNzhu%GLSWPR3r|P&8u3>iHgf?WOh8P6H-Dzgzg9;J0ZgBPSa9)%7P zEVH%<7N@!NRQX&~tG<+$82@!nLJ)UbN50m{;<4AF`AJT4H9x~r*+L0ST8G8yDBz&Z zJ<7L_0~a7a{D%2ehLhvkLj-&(%#Lq+D=N$+n?6$Y{T+`3cLdhUqh^{v8+0>IbEb z@|xG#f`o{jc``;tP1LJ4*!&2-)UZdI?ttVWZ(!2%g0jqO3Zadvk-cwmNc zjDOs?>eea1-D%%v-d7drR#j!E5nRqCR7hnKC7b3*G$O7Ib*fpAI=&f}yOLOlfkS_C zIP|x)wjeWN5&bzJ5=h7L8Yx)YG_343A5A>-;+m?g)@G%Yl zP)Cw;aC)!Pi}GZH=$S_&zv2aac*z(EB z*So*sJ>d>l4p%i%KQD*JpM)zLMH7W%WsrcIUE#|kn2~a!Q?yR5$cofN>i#;}G0VaI zQ2QD zE6FM)5vPp{=O(V=D5@rnS>eRE15zT=N;^Zmr7d~&e*pk$eHD2b-Na7_Z;5LIs@<&K zgF&nUh4G?G=d)Q*JIcygeXyw_+)i)z&|j|E$h*#DvE~xeOIhRGFOSUd^n5>#M0}=o zVA`gmhH9CuS|&OsrK{Nk1@UA1Fv@E)z8NALo0^{DYBI}v56FU2fG~sNALjI`c_4bB zRKik@c}z-H`9??7&%NXY++wjOK3ahenMJai;(IKs4RGZ6u1MK$wXniV>@H?~mQCQR zW(vCa4KQ<-bBG=Gm7A{3D`8f#tq&I-X4AG_ppOW`wz?_SmBUq94g^-ahl3b+om>82=Fqd@iGY!tJom#e>?yHoI2em&P!@6X#u(DqdY43Ci z&?A3{n-B+An3v$w+glL6O19DBNhEgMB1npn?7m;BBCJJTAVVL#%}KQ2i$>I?h&WzC!k; z>g>P{Frx5Emt}nI_q8%2nbVIci@6B08V?^s6+To^jxYd! zQ7MvWU^rj5hyVVNNMjTY2X#llHwD#nJ&JW&I&H&80n{?E{)$Ic?1{8}!PN3ZZNONM z1gzfg?IcM;qToUcGb+r7;o?M-(oY#I#BQUpBRZB#!Y90#uUwFHYvw3P2?7hbtN~Tl z+CD!jBfzGLFK&>bdG63mifxwMXrR-h5231#D_DpjI*ASqAD~^qc=?Rb#AoZ)21E7! zLE&5tbb|0x1jt3*A1eogw2M^9jAMR!X|1CmrH3Pzv?=#dTLP||xv6}5pM3?8M zau9dXOfK6O*CH<5xI>)wku@wggjIPrp*pa0flO@a2u~{uU4j)+T$Ck~a-4#=dVA@y!tGTmP<&gJ~fKOYYo5ce9_c(-umSvvlW zlo!|1z+0HPc2)&yR3J1D$UZq5Y}8wO1kUFn0meOT3XX5!JNEHezFW^c&ZjD*di-OD zpw@2o)?}Tf?UnYs&QjUREEN)Gq%Ll+S6gkP+Iy8S%OG>(C|YKe#$kWe9dAC>ynS5T z#w>V5V(_g?vk)4`)_%q1WDa#UxL^>05lenH_$GFrD@3A)9fxk&XnMK(5aTGPU@+I& zW?JLI?Dd2MWZHV3>AGzj19E#*acwg~R3_dLx^z#)ZkPM%4RnL4-4NB%z$Q5zPeQN- zsUxR(qS)m%JlQ}v-_~lh=l$cvKs2hr?UB5O|sq6aSXSo2PaAt)=pg_X}P@ z)j9!RH+s687}~HHgES5#qx{6nKZ4UPt3N*|R}Pj$?XtI#`F(C)_4h&@FOsZ*OV!F( z*1<~{U|E);WiQb2XiPt(GCRo~Z1BB4II2}CX+tBAt8liyY{VsN;qF++LuZj|B`cFe zfOfr&;{6+O1b{fwkcZ~f&J;4>2wXK)G}^(rHjs2`j#@K|y72)pb_opD%e1aRK2rg> zAck;`;i8@m0fKOP-2v-k^+)%>DH}z-P2Yjub_%!T5W~(Y^W@GH(S?G3(U$y3hu|A^ z$K2%@5;c7QmnHN_mhparpMEBdfDkd+jk`u*(084M5v- z{XScgb4ax2StPSD3mdX|3E90L^avA#mnG6Wh|~t5_28M~yyeh&;5@o8Cb{#X#`Oem za!|bG8M)@j%Wb?pYwNBbL^aQ4?ZGt2`%87e7@lJnb}Mz~@Bg_nAXP$l_B+;gYloXjMt_W?6k5V-)K=oW{fG?Ca)++z-kZrzf93oVHc zfOLseXNOxu*thIH!~Qr0hl2ojlT$sBQYN?VkCygmxc0CWNpgobS}h!xJX>7=$w0{Z z*7xrVqK9%#9@XN}@h6X*lGqz@FL#8KZQJZX;G0PQmK~o42?J^Yp4P2^{NNF?5yAaj zyyzby#5GHu#4p$zW8P+=J+0dZqaF)RIfLI39!KF6yjQ0ntH)>;R{&}+igy5MR!v8H zefPMi&v|&qxjq1%-DtgcYN63V0M4s(+;x1C`q5NH1+^IA8Oi}XLvT(9?kCXRKb$x% z3N&FvpXT;H0i6Bzm>;_bqE&NiOl~oO%@+Q=!p~!i9B$2`)suDANke)lPg84dlGTQ{ z!F%Td3GDf1S-A2HWD)9X78jxQ=72NMOAx{{VegK&Sy-~!1qra;2J^7cGpxWR8wScK^u~Qb;Dpm$;K0wwNG2iSUk1}x4<@t<1Q=}acxr0-5EY-$O7@yl4$qwkh%EC6TeO2H9CRialj zh2tCHfVJC#+l_7|+*jj8WE!9ibHMtlC!$RGBfGEPGz!`sd#r*NLZ zxq06L)^wC{#oK>pv*UIM9k0arw_Hnk8(;J9V<1CZVT{H zVx{SN-OX65h0$d_1kL4zs{3LK=PsPA2WzY4CHt#NF`MvY$LZi*kg)DLJjA%^z}-)f z-b(-o!SV5gpaOcU@>~WYz1IYN@?Yg8>QJ6lp$TsU0tQbe_=5Vc=isX$>GAmc$tnL; zF)*}Dda31e$e-NY!8@FV_eVwQR~>wCWo|m~sHL*$&2~`8sad^z9e~)|-~~`x=|(6h z52?J74-k)SmuTM<>m=(X$n!UJncyL+_5yp18MPiie?NN%h?c_W+y%2Gc;6pyFYC{G zR@tpX)y0MXb{{`YQGtBEH4sskj8A!gw)Shfw$7wIE7Hio%Mmbh;uwOt#PcUlI{q{> zX~ABbI4?@u~{b&@# zgCTEq8PovRwvvaQxE}dHT$oQ^4&bD9pC9NmwJL)6Iyt8=j-vaqtbnr44mvpMvPxR} zu^ki~!v?G&?^E*b7`jZc3e-OQI3n?)wa?QaHR*EhFu>XJ;mPmH`QG{1?8ZaQrF%xD z;UeFL$Nji4`lR+DYLf&HDE+(KvhnxsdBzY;(D0LUp|HZ+z=%`!hodm~3k(8rCA@i~ zg|@1z^3ZyeefxNTvoD?2yKVskX&&6JM;vJqip!I)y&tnrE-yOT+MdntdZ+fFKlrN( z#FyNXa^+BX+MWA9wbllXZ8&^$vG{Z<048^=q;xwYdIHS`+WnqPyz@PWrsjom!8fK~ zZaojk5C!|w44IkG(n>BY#d3!rQ3u$@Bm#u~hPZ7MK`{rtdBWxGAb7oATc;YC)@m2P zLXXF0q}~J6!YWT(ealy&>prv9Peg3r&A_j%(v3c<8ixe*fYk%Z2o1^wvMZ zw*j1MU zK&y+-Ag5nG2gz@ZZ_Y+q(T2SKj($k2Y&+yKzDFSuVodRmc8eJzfS*SmMEtB+b=DSOVSl=4>wuaez})r+ei;x zFUc$NIIf4NN!Rbfww_-1nCtzy{^NiDa&#}gZt@s(bnU%mICOeT+neRxbsAIE-=sLh zp_K%6!@GI8{`n)X7*7TZJQjZtjgx8}99`8Q^30>( zkn8uGgN#VJoI_;tV%nBXn#TiQhkTz(Ye%=cH1r21uMi4Fo37`ro1M?ydza<+A9FC9 zdVF8U?JnSuypCP=_JZlx7_4HU@c&vYOU&TEYCxzChIhrMO8>Pi{WP*`+!>^<+qUE^UGJyt7y-dwa(Pc$r7aLHy(vB0oUufaMv=!4pOv7 z=vIgqrBtBR8@QkHOCRczgz$X2*~|E#*VE&Iw zjm}s|Itb~+d@OB9j|b5YPz{TGUdIDD^{rg6{RkYC>CG@eY{9`ZG*P0CY(hJ=2>j{t zLh8C-YUn$wV%XL*Cv4G4o}J@%V>obQ| z`_UbTmoGGWoF zzx&3Y7Nn*5O^=tGPHt{)=m*<>2Hc(e3@nU@cJ%65KgWVO!3+1mm+lOWN%n(DU+fmr}L5hS9+p%b0dyBfh zC&8z9IXTfTXZ@PNgO+X#!|u*m+VbwImlMKCH^0l+UZ@lv5cWalYvPWJuUg{z-z{1s z^NYWmKGo)lb1vc(hRr|jR~EYCN~Z#tJIG+mc43Z}cOuNer?;H}F^(+JWbg#$-FvXP zQ``UwSJ+PWe9<%} z7%T72Bbg^bil1oHM=C+YCXs+J|#V~#Oj#k`4L0hcgWm} zXEHZ+$2|Ga4B|nN9gW6!L!SPgLrxsOOHyG-9oteaWp6Ex6&p zw-we%o3!Ho^LoP2VVuoy(qL8OZkK+cI@`?{+X*+)b1lzlYgAwft~x~p%{uoeTvtrJ z#fe_Jiid5qIkDbsmankJmng0bCY`>Mr+CnAWJ^Q#CYh{#5-Txs!w!`7^aeHFDLIGd zh-2&UQ}Xy_C)UQ>!^7*rQ!<3sicLQWE-gi1`%S3B*>qB3Hr44v1ojlL)&p^fl#Du zktQoK=D#ma_=G~8|MQ!bI8FgRMfQJR_;=2VKn}j#=Rbco{H0l{{+~NpN%{W2yVbbM z+@IA4JO5#T2RL{YMy@oK_Y8w_69( zBCDlY>pA^VLVCt7ADiGh#vd|;l#S%d6XFf^U7M&s0s?9fYD-vem;qaWY5*_7#yi02 z_+^0K8s(Qo7R!nLtYRrV8^9xSZz1vJnInLuSW4=}9}I2zXmleBut1(hawQA7g+IzH zMUnN!9v!+d2Y_>ND773@ms_83*|k%xmqbG15vWitDMCCDR&a(owIwUaQ4pbDE@Tw8 zTqk}4r)s!^9t1*wQ#H=M*RJr7a20zCr~A=UFfD%kRDR&w!I! zR z^4q?W8Bkaf=a@c1D`BtF2H0Q}jf7DKzP}b+oEWAayi=EG7r>XIYt{j@@awcLRXYzj zkC8NT`IrSTjeG9PM?K2{PL*E**AX^Q0Xzt2#P{WHtk3JsfNQ;@JRg>jp7HvlJb)0= zV%$LhQj|ya;hjd2a-;*UB<9AYFL-Llx0@nxDgs*!jRc2otR4!u;|>|S0QMlB_?E&Y z#E<^37Y+<>WQTKW2Jjm4EI~4wS*BeCrh9&Q141m2&$>9r2IJJi;O)hC&n?G7JVk@I zvFls?-D-Ux7O)1dTkM{NS2xWQ>?R6Ma~ow!kV%VAT~+~{;qBa{AX*R|SGJKG-h;7W z0f4_h17M!eZ4fpoqd43rwN9Vky&)?X246KjL(af0q<^zR=Dl193k)PIZeRU zOZEUBS*bhqTJ!n^h2+LFXTVFo^%7Nx1YmOb@(~K}intqSdmVUYxlmZ}2O}@;5FQc& z(`G9lEsG-Mfj~g@NWJ5$UT=8kLIu=wc2M;86uD6O2A?0H0ZczzFKJ&1CvlK{>5dD; z`$H8VmuW2}z5eZS6F3D|?=la~)Hu8n7p5oMOzWM3Bq;<}uxQN%@RSwa#n9|6{p|4C#)JPg4KqL>=h=kzr4G Z!Q0ZkEW|m{k_5m%Dhe9%)v}gh{|j0`g^>UN literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_31_1.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_31_1.png new file mode 100644 index 0000000000000000000000000000000000000000..052e80bcd36d2630d7da646810a77239d53bb4b4 GIT binary patch literal 55429 zcma&ObyQnH6E_^Zf|lZ1Xo2GHTC}A=DemqBx8Rf(*A~|T#jQXH7OX(ALht~=wFHOa z_NMYY@ALlio$sE*AzAM3-JPA8o%#Ld68T0|5$^%z0{{Sk_fkpjEdYQ41OU($?_r}_ zx}3SQQNJ+VU%b@3hr0alSw^6~-*-{ca|Zw(KKlKGHZ~u4jcOF}kk|FlaJKgFHgmHA z0L?sH9GyKJ?ab-DtlZq~oSo=-Ie9p_+39UPJX}P%xc=`AoX&1GT!p~JWB`C3@KR1j z(>QOm%nwmLcdntVF`icHj8vRLL0o6Q5>7;jg^*|Z2s;sKzXc)J>`ewD2 zY>$Wnq^V`CpfGi2p{<=rl(+}WZ9kg}y2xoSUI*bb{JCaxei<_dNBp_8zkiPX^TC$N zVnjji_XUpSv1R;w<9Bi}(Vq)wfjj%R1B9mlejgCL-+C}Fp7|i*XK-TP$=$8I=>Yb1 zo~W1Fl`e0{2quzeDPzT30FZ-)`@W-*K+~dwFXTb6JaJlG&l&Kd+76u$|MTX`m0fEb zUkU*;`gie~Rzs)p$Y6CfM>U)ga4-ec$dS28+Y`w%cGHH3UjWuLrgK3 zx}=+QPtBhLwij*2Lq#K+S)YIVtCuL~F ztA_R(!N8Hu8Q+ERR%K05yL#1QGCT)EC_{jq9n<`dl8~IiME}BK0Gy&7<6@p@QiYX8 z`v_6dvvQN6u9$HC)xtGPLy#~{n(0hpFA~lwb;J7EO4^7vlM$9(g;r2C9scT*m}dCi zMG5n6&<7WWrFR(b!^9g{o!t-pyx1WH!=*GB#5sM%6pGZ_KH9x+S1i60AqM$T>n7Wx zItzZL4E1)ANx4saz~M>_;)FC=My*yd2McM2(_MXK>?lXiLECYP;!U<)p~fl_-;;Cf zste9D5_npNHo;1h!8Gum7();L2QJ_ws)P-hWv8EruZ83G_^MC9)$pXTPe?0=+0a$8 zm?lvXWVCkN$Q5TZMY`BeAE!eTpAu=|s!~Iz)sUg>S~Yo5_bK1dFOpyp6MqIZttJ*2M#y=#A;dFG zJYKno#h@>wxgxskdcA2n7rR4HK1bM9T{26_v4A$xB2@gY47Ut&kGHkO(oZ*p-49Z7 zT>pxut~p+uD}x&L2*kTL03i;M?f zoW^Z<+O{n=OTyPZhlQd9?OjU39=0{6Bn{5W)s=Xc8Bs>aXO>r?4Zm9~D}T8qit+f2 z9l78z_i263FmOm~w~VcNdsUAneP1@*R%)U(+L>hcApbd}9znbwFr{alsxLLT9hFOJ zr3#A{t*oMJSqsQ$VqEr(VkVZ zpo5!9KMo4+`JuUoqyOZpH6pA?s8HDU9PSCIB_u7!S$+Xf__hV`Kr?2 zQ$?Mb_d;w^&QZ3$2AP(b0$^h)F7zYe97Amf4o{x0zoCGK>0~*~hDgwQQ)?DUS3LBcLX=!6C0`PUO`$cprOu%@Ow!?^ove zKItf7o&_*sgoUn1YE3FKW7{V}75aXOg|Wce92eay8{39vA z%cJi?XDxyE;>AxM8^U_L zX#;U(F)+>>q|U~59R&|F+wX81&l-X@%f|mBC`jxX6dFeWt&O8UOmygo!LX%xqt?9% z!ndU~Rm_J2>9KkH_R-Q@LLPT)5q0ndyXxFJwOt0PnLs02_S%R6E(aZfSyH|aB1m0N zud(I=$5ps-F%q%orW&zqhI6{w{m;Y>w_yIXcfEACMBfz@T+Y8!xvu=65D!=biF+e4 z0rV<-?EIM{3fNVwYUi*2?xWGM({u|#uUZx+z%VW2Te#%a86f!P>U5;Ox-q$9a++=+kUE(4J7{UYbvWNOxv+vR*H?e% zM6@BnHN}4egDTM7O54?eAKl%(z-{;~qnp(C_||oxa5led*9nfxV!27^-9gZuBgxpx$S$7gqd9J-}!XAqyq4f3l0 zUxYC#0OM7;ZZSCrS>ia7+la^bc9fa{C=Lpo{iqgBh8sHh)-hQqM;b4fuG`x$3=ULy z4EbPagWQMPQpa@%Dm6of7=%Uvv%=yZ|DR}PVzX9UkuSn88<%1B>0isZoGWfWL=W8O zqU+tsU)=seILc)DC-Rxt%#q;10W=B^evY+eHviKGmbGnF1rPxr{8cxx_eE!tj#t0n zCLP6XUQl>H{j9q1x)jPLM)C7bB(1ynn5}vC(0pX8HC}+-zy6V+ZTJX8c0xgpD(;W% zjpC1Pf94pho7$!Z5uom>vOc36h z4+RD${c>EC6QlU|yf3LT2HpLN5rSC%8lJvv=#_ga4P&l*I?MBSV|VFa&bFM4Ub~zG zgv&&^kMEHdhS_fZ6*xHbX)87D^IW^DWj_KmfMea*>BU{+9q9UEGpFm!RV_spYXFM5n2k2jM*%=AR%d!1afL`lNGuY|P`RH^1 zQv@?&p{|?>(81pwTm@DhDMAIs&Fs{)FHt^qqIV1|1pCUtA8Lh01<>Sh_0toOvz!7_ z1Vg>u3kgr2{S{{b`?mTBWX#t^K;$CgiQnu;OVIn%gJUuwE;BhX!oM<;Bt5f@y5rw& zTeN4hCBEx5dIzzvAsxXLrno=qYjns5j8(7@3ho6!fo^U`N?SK)fO8<=esFtQR@U`# zx$3ju?$|Tg%3ypvWnHB0bXo+u(QNiQModZj=W?Cph_$w*n!%hzqZlagzM|^z%4w%M zbnCQc=q3LszN@?hYVZs2{A7u={-!L4_vR0Zjj?XuHVNNgXBfV1CXlO6O0k>4a?lk+0 z_)F(&Yio0BYnGTxGJwS(lC9rqMZT7$QJ5mFRKwvQK#oSjcmAEc$~ZUg8!SLtQRC2# zp!g$zxYWYZ<43!OsS@I~qqf%$0F6(dKAG6_Q?`#D9?}Q9vDILj+Dag3DC!gKf^!N^ z?&PrgXgX-XJQ?;S`oT5;FLX_-0Ra^#ZA1tWfs1(u3E$ASTEIkzFQ#zmd4)B46P~RI z_gk!`X%`hdRm>ReC)QtvLdxz76LG6^Ky>PZD>&PD-(qE9x^R5fMzbg7Hb)-`f#S#L z2V2azFyf^=&tLUrhlEgnwGvzJX2{M_hw5zfof#5;eGP!%X-0$G1n|Bx9!exjO7ED^ zM1P97L!+;g*XO-(-A+UM?9^4yZz}?zBd4lce!t=lXNTaZP}j`{<)CHYPv`Yq-;kGR_joh2HxZ;4&3?wyrOW~gt0sHb zV4R1E4{H~ZIN}JJr;V%nc`ebjwV*=zgGV-KRZoT$ zb0PzDI9#Es4<^DKeG;*miPkIZqjqC_7=TS21EHTH+#g2l13LP?8fD=`@Gf^V80pb` z#Z%Y$9LZnemT4nTBh48H6Y84+i=9ZSP9aZ;7C3A>q9C+8d#$dT{n{Uf#m#Hp5T`i#e60{7eOo$4WACiY zp^+2Rs??I*=l&^aw&M}(u@zXKUaNGt4Gg9l?DZgA+k$+xYWJk!di zjgX_=O6awShJX!?^YSJ+%L58e@~KN4GMoo2qM}wkYt5yIYo;L%fJhB+rA*3T&GIC()ZyuTnr3$F*$gXEMLwvB`)Uf{ib%+zUa(7iIlxIBv zdBcX>@B7LzU|(7hOD^B)&el_-tL=)H#v6tB9!W$sDPIlDmAbwWTHb>j<9L64M?^+G z`;2q1$jsDnBCN0h2c-Tyg^G^I?(Nx2)whPdnxb=KC*s~I@Mp=^@OO>Hk@9BhK%;Wi z!R>IyeFH<~2@20xmvBqkZFxNm%cfC4u{lQD90VFq9)Z|DW-qtZscRO#LtYlEI$bO{ zdvrUsn3QD{`h_$q^-5z-jIU7F4_j;*58dzaTX(;Y=YpH)lw6&nH}_UpJuy{!i&D24 zQtpsq1zr@>T=z7bFE22jYezF*OnE+57-ujaROAVQacmRPZ!5Fx7g+hh%l2u`1}fbj zk%A^>6tpJm893q)r4e5G>YiQ|Oap_D*>m$Vn6-cXal1}fUML0gMeSj9nuqIW1##eOGHQ&lwve7$F?v(?f9_)%?B z;9f`jh=!XNeA_@4vPF0>PW?SA{u%K-6?zt{IBfOc6~dD9V6y0FbF7a1`#)w@uFTkP zoijQdS$Nx5FznJShL4EkgZD^2!0Uop(E0xXGfi(EQ`U1W66X4mnl?&5Fdar?U5Lnb(|!_sdk z_C@0uOqtMM$mSR%Hyo|d^o1E^k8@+=s^xSkQ9C>vtVudg!;=@~RdM8k%U`n6ezlA| z!zQy#=SDMGc(c(oz47sRoRAWLYjC+&^4q38SD7hJrnPR$|hTPTL6cinQ z4EX_LGaRCLKdyJo0SGnajMO(@k4Jfwh$alW5%y8Vu{_#mTR*A*F%WFNP(Ss6DfW={ z@{vXDTN3t`$0-hW*EAOODgFn9dH5d?2742Y3(Y!|L8UB9F|p5Cf^0GUzP#uUrlrFC z>ylNEbx_|o>i0TLPLi(1msfHe_^dZ;j}aEl)LSQ)qiHzfgkxahbiDYkCFk+=n);L^nDWO zxi?w=!$saej0&KR0$+p)L0<-s6EX8SI8t>es=N52kEAvu7S%T=w60XUy$wMe56n%c zh~RI;hL@Qo{go%sCb9ied@2VL!^TeVSL(Dge@5??ZSNeE2s0kk*%<{q6ktt=) zp~vQ#WllcYS8eF!9?)7RJBlR(k#~L0VuB~V0$M^RZ%s?9*jNb)l)$ZR>Jxm6ed>n+ zK0Mr?{)@YW^X6)S(($ZX6E=;E&N9PF!oNcaq&Sbb#=Aw7e&wrZY#L2ksR)L#?z7e! z;o)|e;4VD$oF{i;}DXI)Jo5Bm0m>% zJGR5z%kyu2OV7n)qP9)S@e<*ki9}R&?#BNYeTm1I$?0>)j5tn8+M9d5A3nynDZxhU4i6#TVOC$}!zw`h+fwSpl?wyu%%he+-2 zN4TI??;t2K73oL6pL=ZRC>9fCp}kpF7kh*Ys#KC&;L?-U?O*1)tdycH6E!$oJESH& zkvo>7GPRVZef-;@D)1~R9#K9Sr=t|%HJKX+^t7f#DQo`5T}brsz`pp!4l1OaVz!xC zSx~iBCw@v3j00!O4r~AnLwL@XUjdCDZ4QSg=}&$sC{z2b&WdVCE66pB{9}6G^E-l_ znGZU&Inol?1IrdFUT4gDVOt=&hfen7>g^9Jj4r(Qo9!O= z#tnZvLnUREWMptA)a^)%e$vWu?Y+^5-!KWJyzc|vjJ7PQPW{Mt{wzMeMgVn_0?@Mq zxnK<&^*CmAi$-I;N~*WPD>H`twk#ESqza)7O&<1HCr+5N7rE zzv(k7QQ~+oJN6cqM)su=t~$SS>S;T2kfLLV1Gu*i4k{|`;!ar%bkcHu@;^N|>lD3I z@mCb@w|P5WmW4e@!6>JH1S@DgD&pCpFaiZUm&MQi#Xte35M?cV`EpN~9~}_UV9QIA zA6WmSPVo^+i0aOAG%^U!0>Pq`caSs5i)4#5k@@!$x;>uo{cp*AuVfJK*xo@5oXCw& zygewyv1^Nmc-cny@$L}ubCDh$9T)`dm;j~U5L3CC+Hasmoi2I>S9QLFCS2h_!?~TL zD34K<*V0YoQXFVy&2W=(w)pT;>9MTj{zjO&aN)CdDN)^UBLM@6 zcdo;z#9rVZ2%$?|Tw;JNc|K*}YP(2?P4f_h&(84y5Zr!yR5RsWZS7;(V3wB5xm}%1 z!OL>|f@n>z&Z; z;cCk(%Cn)@CtJs9YN{EGlXWo;4gvtuMw}hHVfQ0!t^UnKGi5Vk3|Fh}XD4N%3?hq) z^XfL0P7F_|@mjvJ{i4;qk$bz~?WpTbPRP{Ny!AVF4GCZswW{9sPrEv+kqsQwDB4|r zIHVG_oq`hc4(HJxS+iD9pH{{1m@Hn-4yx_VF>A@jUPBX}$IcHo&>joo=tm39~mv zJZ7&9t≻UiFW+|EqeJq3wZ>g0AYx008Z#v+`pZ-iVWlz{4A^-j@AVA^>*_;S%4X z=!|EJ6X9z7-Ns9CkUwRxk03t4*nJx_aO;LET#uHv>HALNz(^IPlN5jRPJj_M@c#eE zTUO65!lM4MQnKH-q^K&h&rZuJ7+sZTq#1*$n1JAZ4R_rm^XslqW&l8)^^}kIjeMmw z*t!@K(4~8m4yjM$wN?JaW+D~$Q@`V{BEZhod)MgKBbAyl-`W%H9Ldp##?@B^Jaelh zt`Ba=KpPto_&Ga?1!VoH%xPo&INyOV*X}nofaH4^z1wPu>ImixNt(Jewj**XejxpN zE4N5wV(}>T+Wc^r9hPXx@R`@rd7-b0GVr=GoTnMyhFpCkWAf3(=jo{Z^!RTUb3#$_ zZshs(%w~>*A8bdLYj;8H404mzpHq<+V$T+=!PRy?qI^CdFA+vh*qO0SB7=C#=Xe56 zhFgmH-*9JLUiu=n3+yO=L@hkPjVuxShv%%J{9cO6^x}+Ky?0|P+3Oy;qP*qQz%^BX zG%NGn`QC9V0Km*8i1zrQ7e>c~e*_C@`y5bvAofkEEecH2$N1+&h2A&>trWVyOMpHm zrl_Q#LddpXJmXp8fd(6>+<%!#W!kj znDJ)S_Y2m-pVgND@(NQ?R-iwWEF$vwTAbDHvv1q6;ejgp%;M5D);97ZvHvUS#Hy)R**AaC0&Am~W(RccqUM7wjlqxXpMF2PT(gXW3 zl9R-4qt2<2e^%Ld3&m(D-(k}<1jkgP7!>Ub{a62Z*d?j4jV5+^r^>x9!r~Ud8 zL2_W~e=;7Od013U_?iNB4&W^M`WPY3-hJ85urr$4Uf@=p#{~Rn>D<_TUjqB*afq|W zf0a|vi%}E`Oa?BIz?Tm~)@4~*?iX0jNCvONMuA_@D8M(VY7%vkeov6j|6HdW$aan6 zD%=I-8><%Gk=omyo3B5X9~L~e%P6Q#H*%oKXEC}`mV*mp16%by`2JH1@W)lW7}_~M zqEbBQY?zo7sv`6v!>YtfoUIsWPUt=Ve%zPl*>hE6-8pao(Fxl> zO?-hDzLP~$OLYRxRM(?*xj8p*?vyAjL^lrbK?fYnmFijA#g$FgB<(YKL0k9YBq{}# zBm?iBN?!K7q!z3D3KDyYl>N7eZW}uB`+$S4`tZkXn|R?aSDj{aUM`k1HVw4oonreE z)0Y<~T#FcZ(&K6gmK63IQ+V+cdCOIq-vI!d;vUBo8!isu%x&Z)+CRy=uDrWvt?5#i z(c(b&fx5+>yC^As>qzT3r7Z)x`C*2z{Ka z0r;diZ|y}wB>pJ@J^!mjWswkc<2oFkA5%k5Iz+gd;EqPgjyClCJ1HR82C(S<(~#?qKQu8YoWc;uqg} zw@zHwNdbo%oqF{@)555s=53sWWdgD4Q0M0dYoauxjFW@;O|JStRbh{hRWf4LQ^cqk zYghW^M|41i%8uQ3a@kDaYrC9e$M;qQYvwaL4X{hV2&fK2-u3F*8t9 zaGCtfgn>uvZEdD}f2%tU1I*oj55auU_eIyV*?xBe#att{eh9{)0=$Se?&~Ir(~B_o!7>0raF-X&~?ivySZt{ z&z^MXBqOSkL?T>Z9QTAJEk< zwxKuPu=(2r(Fy5aV+2<4*&<3|U@g`a2pF0m$d9)gS`XPTEX;x6I^eiCC4r5D_VP6P z+*B=J+=Tz7$OK7??GP~E20K!3014O%b*pecH@JNEv=#gdlv70$oGscuaeDj%8YIv^ zr(HWp&HCyl`afNJ;ooCHTAWr1>mrgaiz?Gr292vD_hRDY8@d|rnXd{=Il6a|_YSjz zTQ{-9EJ*wL2M_3^PRS*2PEJ(%Ufjg~8^^1O*!fp^!=gLjikTXEwGiqv6Kiok8RRL1 zP5m%?aO^^z2rL2e$CgRR&wSc{pktC@cpBI!`)=tO7dpUyzxy&(^7C!aACh8sbp2AHO+NJ8=c0ynPzOG$*i4|^stTQz>NZ|^U`E7y-1^V3OOZa{x-YR?_ zJ)f4@HhSK5mHc*dl=9aT3_2;^cy9d#4ed|SF6DXg_U|6m{gTeIiYk1R?_=`|Y()_Y zak%gIr=AQFDKFF=etSr9eQaT)zhC;f(s(|7yRNc#!4*e~!UGFMhh6l1KJgumKPU`0 zMhECxyOx&+1{LGRLlriPpG5xKELZD+o)02)i@uls+pR35U1;9O{Mqfo?G?ymd9s7U@7#2g|W?Q^n>3dS-ere5z0g(s%Xr5pHhf)^BD@1fAeetXtGkirKr>`ip#L- zD5Z3%+iSI1UrsE_lN|?F5vTtu$dUlUlLl#NMMOj{2mpaHw?2d&J#p1g$_{6K%2*r} zzU*vhb@^vx3bSdVH*3LkR`Ba%$5(~?a&PgxEA-jUWONH>7zI>hhbCH7Eyv>D4$HZz zH05`WqGt87VD$W6Fdf=KNL;)W+L9U?JNo&RLct*yN;*;vQ-X>LKugNco3=Mn>S%5_ zE;zuLBFZw-C5qr|fL6Mj3UM`#xoI~>7P(7LMfF#9fahmgG*wo~@^on@41N3SX}N z*>$P#ABuk5tbeC%{@wma*ecLhyLZ1=x}LR7%&b44kAD&y*fF;BrN^}l8cow7wB`!o ztvrWXlWtDLS*0gje6j1Wbt=fP?E|{{kMx|nsiZu4__b`MmB=VX>Y)pstK`w^ofiAZ zRnNDd1ueUx`Gq4{Y_v2SZMuo=27&6dS#nth(*8IAg|OWfap|P{%%ocb$Y5YZGrGzb znPh}G8xr8=>fiQUaJ4&MwSKtrIdUT6`LNAipWFKMNExL|yc2j8eDtyTj& zu@a4Io1()J`C3y|x_r9MdUJ~H!D~}YhRUzewS~x-GOmQ)PY8KY7dIW6++Qe5OWycN?mB&Z(jki(Ay5F_mN>(kdWv>y4Ei{i7{e z6{YY*c-q z6|EhrKCqI1;HYRb|Fymr=vI02vtepkm}59D)ugUNcEKDesCafj)5)SjI|+qMKS|x> zU>)9=Bwkb^Y|PAd%10CpY{5(Nl1ptPY z^Kt8|$|)22wjDWP{kBeBRkoE!TJ@H+z48H6A;NF8gvzY1+VoE}*^ntI7@mV+baudA zZ9e5xj7p_wY><(9Ht%}#m#Us8OPatAlJzDLLsqd`pw>lc9D;LFnVHm1V|`Z3Q?3v= z{auNn3T^$GDx&*_Kr{yt^$|CR%KR=ZG|{Xj*&8{#LXp3KV$HFs4!~2c<=a^X&jYd7 z>M?h%fZZ&}Y=h@ba2V#Pph;R#rBd7HlMN|mDI(S zl{v`kQ#WW3?Sk`>JGv@{CPnnfemN~iSy+f`d!yPU_*8V!K9_#@i8x-B7K+G2hGi%1 z1-&}!C_(5Bkw}e-qFnAcipg8VICnxh^qIA_F9=(He!!ibo0}UNfHL;G6q?VoV1ZCb zlO91NJ~@T{9U{8J};xY1We)~x8Y&JVity` zVTX_#W@&s8nx-4QQjd2chP_cA%cCvLUM<>-giYzk(Ln5@@4N)=9c&6<2SUVy0)~L# z>GtLkoSJi~55lLf@GYCg@d=c)z8b=K3{K=bD`wKt4++1o9CxsA`XHH%*sutK`z(ft zv3v!I5x=Y!{1i|Xbwu3^i$${Z+|hv6mH(Dk)5mipZK}cnLnK#k?A$(4H*Yd3&9=l9 z+)IlL9!c2LUay4u;P7_5-Q-x0G{is*J-;Mp5q_u2f+-qXQpl4!R6b`%IN^2*U z9@FcNRH3AQrPX+kItJa&YvQ@lp=GwvA4M!0k=Q@_p!XSFosJEYsz-^a+>eb73N|wG zV=P6ug#ef&>N*o5<6s7wGW@k#YRscB#;ESAS54v$IelGCZ;~YDkJS%*4u5=D5u@ln zEL$Drb!D%5exyEGS)`Ta;CcJ)3k%$MrAsKJ6V#y`JY#;kp)C^6khti}*~Uj4<&mb+ zp)7x)-n%t$obW*e7p_#AyY>|E;Jl zlc?zP&$ut2ea0rT;Xwy7<`>C%cJyThRZuPM*$~?#Qtc^D(r$~RW$@KOX2U=mT$q8) zk4JH4FF&h=Ko0s=O6mj|;#$tTSxF*uemFCRH~fr-a3=sw86bH`i0Bzo-?}lsG8-?L zE)xD_32d#qv4UkZn^`hr}AV&C#Xh6OGvytz$8RV z)L5?pjC)W?Ewk1@lX8$Z03o_k#t>j!1N}kpqU0X2wryfE! z9aaYY5msy5cU)CPq~oqnHPqnyxd- zhg(rK)F?)B<7(u|EP?0#ih;Zslm%m*WmrGN?`LmX`iVYq5;+Op*<2fyi9}#&va@@% zr1hrwPgGrg7`F5CZ$Gl&&9Gw?bsK$n#A~SbZjYg+p`tq=B$4r9_svJqqW|Blo^Hnr zyY$df3Nm#q=WH7;C#nA>_9EOjpP@+WSgqbU@S11ggj4c9jUlnL?p!%+MqWb0%C(>M zNQgh$p)-pS!3hFtctW$tK&5RsFVz?LRi>;i0z9ik5iGC-c$D1Q%}1>F$<(*`i~V3M)MA(&3RQE$iO0oY8ris z@bUW7hyNOnn#!O_{Kq-IgrI_J?wnpE_Y^|1GPob$S?6^vz%%dxo+AYY4%?g zUElEs>j+ZDIs?uh1)HE9+@hk~hqd9mLTLUZ9YSd0Vkl>Sfv3#z`+@j^trM-qu|n(L zGL6+Sf%YB-C|KSOTetA@Zopy?BhntX_Dc>P^e&OlXJ=Xy!LV_|#D+%_OEIzUgIW&i za2UfnsMfx?wg5ub+klfD5Cens=0-wGMW2O2gDvz>rHxV{tpq1C2xQ+4-><!ue5y#{adrnY0oTNhm z+`H}*^f~l1`75ekT%@34Ul_tpVx;8o>`c8)(0G^qIo=pj&TgR*9O96mY{Qn z2Ko=}XDIMw%T7L4X2S^>Q6@TY!_8gapC#-hN<$`rgba&z&W?G=vrGNpu_S>MmV;=eC`f$`p(y=(5@ zoEH3~j@aW00WDT_<*ajJ%kgNg0M5ictiA& zHYgeZx-m6B&1cyAj>-+~l;$tWp&tLC#)qj?e`cXmw!MzEa5=G1V4gIELEO{7ne3(h z_&YM04;HejSE3&KzBe*4c-o29B2ezm(&*^(u`Vv2U_{7&o=qOL?5u@iRZ3&tj%Zg? zohRr+ySz}ZPn@ACYd0Dzs3oi=q8%Zw%&-Lf#F?jAdD z2jZ8R|D9GOHLae-2qZn`ty&R~qVagcHLXyZb0$n<(}wqDbt@3PC49T`tbPAf0ua1x zqy^{*-M+;#ACVpIY~lQ)U-`a1H>Rr)1y?LttP!4413`KR+@axZ^7u!uC zzem*Ks^zB1V0COMtIW9`>pDNu%lDn-H~RJH_7}oA)ESM%vuLvN)Zj9e^8_yU6j7+- zE`}m_|LAw;@6pj>w!$;lPam&$Y)yPw@P_tr(eJ$LYz2MDveP(S0fmAM={DZwPsxpecjC+`l^+H4 zQkL^JxzGR`Dc_RYr*W)F<(C4FRvxw8o{MBPH@@#>h70*I{o_;6I4)*FOV0Y7W}lHu1lJ;*_~K&;cpe z_quezy_KnzkLt6<+uyUp)H{)#Mp8ChDykr&s3!%|Q)-l+MfxX{|qh6W; z4(hq>m>KGCv(E)%l?}q|FK&~8YAR!Sm5;z^9ee6jBEf~x<{L^}JGnU!C*nl$;}w2Y z6<9ro4PnoX`|EkkLOotj6~z=AVX3;dmlo4FYABVOV0_8$q`lt+6bd||iG_G}+isI* zG(J1cXE1N$_dan5?@=cz!O|gjsVFY4{E-N2xLBUV$u=lNWIfLX9XzG=zZB2$HETXu z*m_RJ4C7caSQNtvqQWi=I#h!#=eD`q_rOx23`6$$X~%rDx7G3D?=;9V%bha+z>Mng zB{?+ip-iox*)(|Mr1{%*#rZsszC9wHFZT;$Wj&d?7){1fFKbXWu^}p*k{cmC9iO!^ z@|{Ib_tvP}C2sUzyM5_@5m|RWP*B|P)NY%kmty#J%lT;?S#uz5_x-lZ?(`{Gw&L}~ zpA&9&YqqAAkcdx>gDuZH3xher7!=&h(KR+T?^-Rj<@AJwcJu4UM1rH; zX}|Nh^&nJ~g|_xcPQithIgpcN9f6x5@>5t>B8s_}JnbnUk3cgjue$K#%F0n(UHWOw z1e90d`nF;oQ|-U{c-R*$5J?lO)gJWgmpI_F(^fD$SvUc{#p}3lu`81pZ*KL%e*>5l zK{x9bJ}c+^)`Cl*!q|j9r^n+z0{|e7?VYXbC4z+q0Nsxc*&O^B;(;Cy)TlFGcu};9 zty8cR2>6<7=Z7h3Pk|77eangNPVcM514(nwk9e{g8-3)j7FgL%ijr?K&lYNSB!Jd^sqMnME_UCjv{0qoFLS~%+9r927U5y$~q z{_#ad?zQ#W$MX#K*@EMyY6e^sGz2j!F%iZ&z45AMP@Z>O;zy6(r2|F)i<1XaV!iPC z`6HJ`Hkzsu-@K`-*9P)%o;O0S=CeIDATm|V*E#9E`*(9WY_oUTC}FQ$&eMJm-z911 z<1sWjU9eZiax5YyOTp<}Om^r;v+uJ!3@0~H-45!?L7NNkq4wURc=2ZPvmK>9?*T4c z*ZiHt?^pjkhGuA=7+je;nFqb)P2ga=)$7o-`nGj%ocH=MdVppTyq)wKw10)Q36oSIygX|u~(~*3NF>E*Z5~MREr-E-$smX5($QKBMp=ud^@2f~Q zF{)-4X~)NkBKn>cJO-y1;Rhr;RhBg!HC-ZCZPfW#h4-3-53kvg_hy6hFQYx5z(UzZ?GyjtrSDC2P-O?IO+fRuI7zy2k~F+TILt8 zGquc6n_0Sm5BNIeql)ZbgEMyp0Z*3_T?)8A{oR81r0vd^&sRv!3IqKeV zuN?f2eDeiIy|(NeD#yR)K#a%u@xlz*U>{p^vSCfh0h{UT4zAD2lS+l4{#*c4FP?5k zJB~)FOT>QVxfqHi5$7DbOtXv1OW!s!q$2FCbFPpef9)%fbin(A9bDZ%HFGsFgE&X6 zww{CFtJc_9_w)I%{G7IlZZg`y`&DqsxjK7KE)CU6bRpekEakc+1xfencim%C?W5p<&DBggdYdeyrlX54^f=JzJRem4L6$@N*f0PTOlbDLrg` z4(HJKf_ws^U%$AK`f$g&PpWt|XCK z+;s!Ocxj4Cm-$S@qPO10k6gbEZg0NBiuuX5sJ-ZUOip_>s|S{8#8o2G7eS7@Q0U@_3w zYv#R7GG~ZGlH)GJ3W|<{vH-KYgcdw$PH8B=C0KkbO`o2p=i)?4b4EFhuA(=LY?pAOSivuJ`51$QCk^8$6fX6{Jw6u54pDQ8*4j0b3nh z?RUdfi=~sZp>-y=qb&!YoSjYgA9T)S3&k(DqRv2MAjR+helZ%C>VaujWpeE)x!?H$ zu~}>ckmriFbMdjPw&E?(2cka$lnm0d+>6dUs}-6LpfPs!sW_=aHbrayB=TLEo~S*8 za)$K1YE^TnVJDInzgb~tQX_GQ1nD$RpD7H~QD+p@+bW@EuJFkcxiw{zy#2>kIuy}Mj(evxbP@}(T@|8TIIK_bJ zJa9K6(!B08`dWuXz+;ES|1fkSfYjv=?XjblC!XhF^#(gP8-1qJa@D3gGaBkTQ;-YH z(7bB%^xIKTdjaf(q&g(Zs5-8rF|+d8X4GN3Wn4IM8->QW;2X1|P^MYNhPiH@pP&WV z)X!U+zr4Zp;in;$0@lVutPFyJg&fP^@{r)C1e`%ge*UqrV@b7ruw~5?9LmI& zX2El$0=wBUgM-!1CmAS|z^eqaYjEsCm(5TP;gUxyAXD1=vM+)1T+?>OV%Dygku_Pf zZNXzjDoLpEF#~dF>bE9lOVXCsK}}@LG)-PSC!5me5@^MXheZKPx{nupzfu0g=RPxa zT2=1M<*18V`W!Mx^Hq(aOeZ^ZBO3L!YxB791YyTZE>Odex2}k0 z(OsY-e>gOk{$`WsdupQ;J_!(qpa=rWX#5X-18B^*=n(2oxYfekb*y~gaCemOE2X$) z7$qMnsOmb0qwWko$5&-Z1ZpaNraT#&TQ;#;B`QCq;_k}U_oj2&+_En7D|7M3 z>e7^w1cNkdZKtVgal1?5zWbX^6SwtdA{ZlikEoCna_aTK%NH_!n9dV2(&f<|(#6^p z+(#{p?d|;grSS81e}!d5kyEZxE&!dzePha5!O3{UExRx9vd8eBEI}~Y8P)q6*cDe&i6r2+8S zaiPB`bt94bNXS1QG0AJV(&Th_GqZ;J+JMpxp>wnBI%6b&3Dfr8MN4h)VhHP3Kig-i zrq&c_gu+Cub57^;^Xc^C<9=jv(#5(K4%Yp)NdUxhv=>97B0;{{r}x&Y7z-l4Q`vy# zE#YFXjOdUd)dO`fH3Rhr<6sd_EjX)SVts!8(Y-;_`*pVXGD(5E`t} zLYBNgHxm75FERny1o3WudWvPE}KwS#~X z<$>40pdb74bpr8zC(#NZ1?B@~Wq#}n*&>Zv`!Iycr>k-wB)G?(&qfnl)ZI0tD!Q!^ zCv3Ru3xJ%fJe}{ABzYE%dn?O7!j|s`=aZ#nEM^^j?vdY7ae5chA~vtJQ@brF=7c0a z638f(N{&RBE0-Efm6~^VI!$Pbx{lAgUw2sUB*$-5&R5pL&zzFQot-3@Kac z{I2!F;6__YK%Tc9?Jz+I3!ASjRy`h1aoZ(>?`-;xK4zcfcKoJ=`4_z#|G`M?UPK!G z4)4Bd`3|@4Y^_Y?f5O<5dVf?DcME@d@R|jJe>S3ME{8Eno2qmjJ28MP@Y~T0=Hv(Q z4uj5p{r27L*M`;M*bBc7p|Q2F$12olWkXYHry7Yazq>)2zp$HA9v==xcH%KN6;XP2 z(lwGArQentAnat~R^e+&u?izuN^D5sN=*H3^Xj_2 z#$-ha+O;FrVl?kttLt?Uw-xD(+Vz0rNGA{7r%>-8|IXh)L^NHQA>KhqLTAe+vsT9f z7asU9GIByorl$5|V-$$>dUy3w0P59yXLVv5D~q<~RQDy6HvXm^ZFXU;{~{s#*6fvG zjdX+FITbcV9n{)!Nqpwrx-(ZNmiAT|j>)nSy(|Unx`@z!;VNDjV_rnVovxtXEQzCY zX#ZGeo%?1QJh2?G-xx3v`p4SkUEh+?GrPRlI1lY~o9bRg+g8QQ5jIheM~#m6DbCq2 zp5b|xVJ@yFnTc#h^xz~vMUf9CSno0rOd^*}6kKmAAqRN!%7=&N`)|p>uCT4|TVUE1 zETQw+DUwRz(c_E-kFyt=!d#(SikD9`*QZ9qRl#SNgM3#@e^O_{|6=bV7n!Cga%fhr zzL*kd13ks0Kt2a7T@`{GM{C?We-bJvGK4Z)W+}{r9R;!+hYi2hTc5E^J;r$KWjLbT z1I}C7dG{Qk9VqXXMOHsObC8D9$m!?2WE{|A@($9&ruQFd<{Jp*BYtjOVxfJNWUCx9 zwJREUa!$Ayn(b^ji*(%z+4tKwwsW1d=75NXm71VVgU>j+eA; zd3Q+FaM*gLM9azfHH~Musd{NkXARLQt#%#xZoO4jeTyo1&K48>HUE~@*;Qnk^YL>G zan6>>EPwkoyXhZlOy9rGIBscIjQ%A^hktE2$;Y*;&*a%vCk57}e6MXv+dWX@meWu1 z7ql@YQ?gyhyA(O!ZN1nqQc!ShtZYkz&`nq5=bj2Iq^A{`y$=enfYK5u^dBpd3*l_M zW{5w}up{?8#DOi2hLN?D*sfe4Eb9UpwD^M>Z*##H+c=?1A)Fa&+w+M$+G(y=UX))1 zy3fZ+P`zb>Ymwg5fhk=!RAy^ETkFPS`z{?;&hExtD>Z9#POrW@s+ax#p-KG@Z)|hd zfuu6)D_Xkp8P~a;Fp_d1roGdVu;kWOMaop`sTCr6HCWkP^Z3a#Bh{psYICn>UIAM{ zjiiy?5!JS4)_K>+$J#EkCcMqPP#SF(_L$!zqW=-C1*!z?R`v9KFKx?DzdElT^Iz!vU~IVIFEF(6 z@T;E4DW2)F8-Atcn;$faJ`^4AS~UA7-nPo*x4WB^8D8zce1#?W?&6C@^HpCMYK07r zv|`B8Wc(q2!xM8g26|ka*2jvJLZbT+!&KqxFO;*19z)H>ZGDfd?r-{JxK@bgRIZY? zU~^i{()0D?--V^>&ezWf8yhdSnIT0>Q{jTwH5ijM#iWAcr`q{{MWz{_cdJ_^phyI3 z@?XE*jWp^Ey-|Wk+)NQ^HdX78inHG@_Q&?p7ZG|9XCHNKaR{BP@Zw2vDB%1#^t`K# zRZVqtB)Q0Tb<8NuC-OWAx-PCVBW4NNaaL2~5iC`ZQaVU?w1C_;#>W1zaz+xJnFq=&^5Jg6_f=YK$}yrv{Zh@@DTZTElibB^G{V@T@K~E0Xyl zFXo;Vc6J{}K2E@kSh&LA$5P|5(>vGZRfq=J<#>n1G)eDGhgO<@k%P~r4~t&Aj;ILk zqOW@-!Vdd5cFKI*hUOADIj5#h zxE96oK>eJ+wR$AefrH(%JZ^=B>DRCMQov^JfXlm^9DZ=<>f zUWCY&a zxB2hSIk%f^bNw5_rUw2TmTyPDb38-mk&8F`#XlHet7hBSO&GAJ>q^8lgSEuBE1nnw zQEK>OpS-D=$Xa7^h?l@A)c@qOP!nf zBXlod8Ha3k!nOFGesut`>s(b@O_Vs1Q)H>C;C2^)#>D4hN*2vxFt+jT`)E~NKI*#O z{Q%PJZ(C4qVADyu_alRzylBdLN3=bP9mM8~_2jmM?+=}uMR7p7B7LEa8)29-D3dyJ zwWgsPVJ=p_m>fITadbpnP>yeEKz0{U{$lMgEHefcPx)@Q$%*Bn&F(1%UjV62$ z=JtyO)YZow<-OBcq>C-kpj|}Ghb}WHQX!(!s`X67ZU4r2=1NYvQ{$Q^tuFsZbC0U_ zs%d#TE{mL_INI!%^U3&of##Fl3GC$n${-|<2qUrmsYax0ON}sVS(J5-->V^ls0R!a z=b7POym}L9iuEjt3Y+_*xruo=WR0ucerG?Bk}5@FBB_R(W%mk2@+4&X+gVdu&dZD` zPD_{x@#nWW#zK$h&s+?%cm!U;GWCOhLRz=c9(JsBv$q zIDX@@IS_qYnUE&cmFJq#S6Dnrw8eRj=1pJn3@h8Pq^$8ah#aI%ysJS`lo2{}R@gk9 zvRrOpV*TH|-mAF&F;OS(=!ZylMPD+VvFrLN#?WBMQn6rVmTmc34jN>NFra>>M>pPC zXhou&Om4U2>+28_aCK?}gc3<`c+W=%pT!seeh}sJ;=C%ECdKJJ?W#p}9 zIXCot@r7mIyboHI?Pt6q0^n7Sx**E)BW%7FOd2Az%{eG8|K*>flxju9li#N#s%=ku zqH<6wInICHYZAj#ToVP1J};-Zlj4S6FHfaj_WzMDe}#EMaMp$W=ctop8K(fBi8nQZ2dy zd0;N?G5>Xy8b-d5=kLknXBBiWgrE4HSDzn_bNh?X=zk3F2k?%rb^6V;C6Y-ok8{! z;Yra(%%pf4GSi%a@JN~9sJt&z4G7TPI z5XXYDH0|*WPkj2x3t~Wvqy8ED@(aOX4FSkNx{pDpcW=!PDeWb>M-lUHw=^~!F(h2DGx={fZT8e+HcOC_(yNaHV3o&{s2_&Be2}8-K}@(r-Xh@N znD}s5(~y*%I%b;yF4&N2+ysRtS%KA^tv6zSNP5bBX>LT((=5v0#*#3d(F{? zT65r!{BrOp$#l@Izru=u#rR2whmK>G|}Z)V4Dq(m(7&L;A`+J2cqLJ5OGD{*6-F%~T&1aW><6ko+_u%#6TE0Y1O zys8mHFM~nNYLH&mo4v4?+au;4zCJ4TN#+ILoN*5UPD5 zKd{6zG;wF1m|k$<*yzr1#Q)4NM_twXomvEJH!B!OV{ z_@>mx6QLKYu9lR<$on4ir1cRQ5U>bDQc?Cj_(;{~tWIShdu?ER#GNDfMX3(e|!?}z~T(RgkSaNkr=lDr!RMr#^)t(7*$v{@I zS+t4s?eA6hAPDqzq&n>mg> E*R451xByzcrWG&mh*gq@`VkOx2mwWQr35o2rV0% zvU3l2gR)(ZmoTF}6dx{fI!Z>KQQI+ruy|MQUi^K7K{|q_o&Y#Fn7VhO5jU+!wUyyws2m4~qdA^LZ`C4^fW>F05 zQCV_)RGqy$bB|lx?7cqV^~A*y>x(IQQ~=`nT<}K}Z4uf}9q)T&52|H~eoyHo;N=Rs z5k3B92^ka5L#}>Y)VThLeFw>c^KJ3E?ng8sa$|j<^efyO8D~hn=}DWE5|}+5%&q)t zA7$B61MRJ_^#M1Lu?vT(AI1XOCx-sIP^1fyG(KH-rnXfdZbkhBeKiXOw>@I90YbD4 zL!<<(s%qkpoFEtMA>FiLf?gU_A?M};_wWJz#?ty%%ftuZk^#TElHht`tC4S71WF8+-`F``FE?SdZG@;JQX1?di}iib z#K`p8@km^_o+9klN*rxCo~H-Br3#(-jmCAtB{o5JD8Qd$LGghmjrzPlazo)WsGV@; z-H5(F$EQvyT60T*Gk5Jaw7Mjr%I=bA-ltgKN*FfAFuamz2h-WkJ_qT_`LVtg4i9~Y zhY0!{F4B)gk9DYdUe$*$u-HS|!$*in8f(AfdD9f2Tjh;0h?Z2BS9em=rJRl&+@-g2 zxjfrZ(xv5YfM3CpTlBHaK3qD3I4|1EkG|)<%>V(Ny!1y@-FTemHC0Ln?uQ;UiK)+| z$yyT_j#9R(hSW<$xfNgGi|<&LioSnw);`{DE!U$m_ioVM=B|#te?noi<&XCsN7EDU z;kOAnFH)}?_~uPt#gH6I3Y-Wma!K9EoQ=k8P#@{8niGXHH7xwdBjR#=ulZ5(E9}n$S_EPL4K?Ve@Z}$XzfFr2_t<+u_-AV0QH>wsxM)C};glkd_i@4U5PT z&R5g;RvbAPNl8RnYCd(u_bXIrzM6R82lIA|Um;kcBs9yMVMC-kX3bn_B9sRtD%Wc_ zgxmQpdV|&+TEms7Wl#r9t;e4IPZwkc@{`R433?}wRL35BDaoo!^i%nf)>vUFp+*Qy zaO^-=`8W`x8+7)zT(;cNc#{GDz1c(xO15?6lmRZmq~wu8{L3Y3Oi6kze?f z);D<6W2+EitOdwSJ+wv5>hp#^*|x&!Fkks zu@Ua*bwCY{AX^V?lpxjB!{yfO5A~72SJp)0B7VrZtUawQ8*Y}fh;i4IWD2bq+4-v5 zi;bx#(}USGqgWFV@-J$rdg1E+_<{B>?9EFD?Ikq7yzUfm-PcBd>P|H44Rh9Bbq7Vh zb#W6Gt|uIO_06%{OzmSwStrdv)cM=EbzZ4(gKw;mL<@h8$~iQ1cHOxmJ^71N3O@RgszYluO2L*_SYmm91Lz#X3gjfXuJKpZ-eP! zvyUV|0$!e2i?q@2vp*H7h-&12y2EV(ipJ67}F9 z`bFTwf$ycPF*`9hCOMC(XlzSXZHZSRMKCpdb*xO)XjBC-JpQ_V81o<3(=QXVW5jya z>JdsV(6br0u-luH?6k<&qW*S2KS7d#LJ3L#YFJdG$+U#*l*ica9dav~$)%b;a04(E zr`{~l$*)lFT{%G9}dRw z(5RaJcRm|o;25GI;g6q3HYR)KVnq!=01WvL6~Ek~FkuCbQqiik-tq<7g7;rrlKjYy zJduve4Nenw0MlLBpyR*E_+Q5r`;Fcbot+?%ltgXY2b8dQNj?{U57mIw}0sZ z0sqhmRoLgxQgvSTC-y`oB}4}Tv9D+{P?i*>A3&bz+9!ozc}Zrku#XhEYQ5VT{4kP~)`~u@?`g$_NppxH}7iE$L=aF@kR@iOW#peT5;fpBZtZ`J(r|*3K-zs4Io!P?E(EFq z{s*KpQ2O&ur>((-`<&LY1|ZPG5&!9PnG+h zK=HwC%iqzcM*q)u7c|DbTXjX$8GiyQ{_;M?9%WB7l+#P2fkwXk*GS!V>)^6hY|Meq zw~___%;{B2Gz&E!fhIkUpUOVPD^ma0ciIJ<(;LQQsAyE}{`;ad@aiLjH`I9eU;la5 z8#_lM>aZV5r|<-CcvC3) zybDxMdq3tifkL4?aQDCi0^K20G?8cj9WTL8>qea}(N(&;KOmEEpb)>*}P*c1teQ4QKV4P5>># z$vX2>;uh=`zOsvnS7foHCa&^emd2%mVG_L9Ilu$cQBGBugq`r;(wjI z10yk3-O#u%{!UoSjV)EV#7x<;b5u&QJn3J<=vJ-(b~bu2UH>^`A1jPE$DM79;?i5N z^356l^9)@~3=6&pRRbdO+N0C1i)>tV5+Tu~T^$@{seQEDU zUV9m#bt1QCtF>%N7T2PW+Ye~T_#>e6*k4BhCSf?@Fy|4(%ryuSX|Q2PqW^-#J_2C7 zPaK*OLV;7n^liog_U#p=sDeCai=l||bQm)ZXcN&RF*=gAn@vk}IPUudBsN6A0(lNR zwM~eZ#NESm7{TvUiu(EU!QL(D2gdCKyT!X19=(}85xaPSyDduWiWv8ctraNJ%~tNb z_lHmclg;TqW_lV`see5_0!Z!Q!^1*IWdXnxK`ry?b9;=v#s^SdnSEHWr0k6O976z9 z1^?_N6(Dn>Te_5Q?STw0zxpp)I=sjruWUpatL@zQQTh2Y z-`k<*&>wTO0mi5Q=2_X6!?v#Q9DY~Xnd^m;C(-@&kbPhAG4yF0GUyNJJnFwlWuUh_ zwkA__U9gstO^i>?bj`}pT^R6&pKoJP%JVBG0#%S!Aj)(jA2-}OpUZY%ho;_$< zQRnM*_0GNi`iq0P8S9w}GZ2WVvu<1nQcVV^$}|3i{hei55@N$bK%j>6_pU>PKkyok zcVqyc96BE!DJ83wP>-G2Nie92UAGk@vCD*sz!x~C$m3rx98My)27%@bUA52t>^Ba( z%;^n~m(yLjv}Mic!EtKw(t4BJLHINoe}4SCP#|BR_0i1>z-P~OlGLaJ38ayOZI;sf zV(#MylxFEg@d5St``(eigDprUx5$X=%plm+R%-hB63 zTFoT%at`2q|Lr0%W}WN54e;%Sr=Iv66fQ^dpr$M`udLFFjX<~(Qy)x?4sZB^8BY9A}+-bKVR%DbneWXYE(6 zLUR(K#?}8cF67Uoc5O@N%3VQ33&d}5-x@nn@4SUR1=Zqdp4FV2?@FvChy;K2dTP(u zEGgMb_IGMll71M)s-vIGHPn34^B?=rzooAqH^OS%>#do}S5kl@gbLZ;nHTt*vRzo6*#at%p2PuJ>GYw1gtP$nv%!Tj za>P|pwhR^CFrYGhAjJikNY)p+vMWiH(N6c_d`Gl+!*2gNDKlXwM`#k+cZB~zVuov$ zPFALbp+Ef=)B11gpGD@9lE?N_nbIl`9HkMGI+zM)aq!olZJU!|Z? zHUHBUQr)A)^u7&V@I{4b#nl^zr|*D?uy?^qUZ~9B=H>+)1?a1na_3$4YcvDB2EYt{ z^eW4BbpmuFvwoi+SvZTlxbTT7n(_-%v}f63)WfV2h-V}qhAMw3mzeTo+GFiDx*&xf z=z7bgYSREMN)7^`Hjx($*c(Kd@DknY{*g9v6EAagk3Y~T+E`V~{}XN!?Kg7Mc)QX6 zD>r$VWrw+H-*n{N>{bKRL`h1OyyM6DO07*QCJshN{V0c?jSs=Eq(xC1Na7t;f4CEY!&{z|YLl|F2yI5BLi2P(a zjpp@HovAThP9xR1GKFGi+|ezlYoopNyWgyzoO1fiBTN((dRdbp;ghm{`9h264N53>6!i!?XTO?Eyi5Rp>*La1&Wg&s4m!N|B|&7V4- z$22S%?15bHHM*?M3X|;4*`rYb21_Ue3zdFH%o{5WHYoWDBkEb#5zT1$YIX$Mh(Dij zPWPRlUzeH+zA@o2(~8WLA2OG`b+Eh^*#=*V&i_VD-j%ET|3FQWNK6Xv+UKYD9>a1> zcqN=ITI9&%mNsd^){mF@=ud;Q6Mu7|E)(bf zyw(eRK-cMMpV=5@ObJKbeyWeEYwSg)?!lgA&yZlY)$Eets+y1|#a^~yw$V#>YOKnG z4K*d|zqk=nci^)ni8soP#Nz?}^fS@Y)#e#&JUXW6^X{W>gMKO`Mq} zc8ovr9MyEG8Srb$6eKa3OnuZ%Gmf)z2X@p$cUiZgLYRGP4?w&>vbBZ3qMOjg`F%vM z9dx6<-@i)!t&+Zzvzjn2-Ui_8Au8E`vNl@!UAAL5_*PNl9t;!wYO?oe55^YGMM<)~$wk@My2M-DO`oDvzV&MwJuMQb zVLWR#&Dmga?UyeWl(`)y%H2}fi!5Z<@GR97v=t63+A?@4Qw9;69et#mETb{OG$L3(Z_K};%zER`)*pZZLs zSxmTDqhnVu!pQ~}s_SwevnnM)wDtZ>u=?Jda80=Km4w$Twv@WCm{W~{I>qWQ7RmT* z!f&TsGUu5QM8fr~q&0m0F)=FJGV!}?&>I`Pj3mtUc7ZWsVyn>y_zXWvN|A|tpeaer z^8fENrCpe0_QxsA#YE6u4v@`xdE9`!cweMauyS;7iB$EZiS9dmI`8`j6dOEM&;BRc zli*pyVD|mGWMKji+6WuXP zq6VBig#>4E@PWISb=%b^kUcohnP&9GjE(KGZ70YEzL}y`2I@zhRS$kUDkY3&%rRsf zXn+S!snfn_cxP0q^?p5vDilc+7h&E-+B+G9#IUQGAqMP#Hu^A4%J?okZd;&lYcS)$ z&9@OHON)Qh+fJP6{6)XdCmSwt1pgr^`@Z=7`!V97(i z1>iY7FMQ<85H5Kck#l$Jx<6lEaV`hgZQ3`P1l~mMk=H?LCeldlvNi`msMXS=r@%XtH%W>{9^d>dx za&?j$S;_H*f%@lF0bT0`b&Z?-?nFA#pPeF8F+vJ(Rz%{5C=&gVHAxOr+|y*{bD0n+ z5A5g5f+d9rn zKc6Kswrc(SP%_@Jf|&b{6j|=)P(7$###HIvqn}!O87j7_*O}EO!f|6L8Y@RtQYIR| z7{!DcRy674T|ZXVl&UkNGKjMB=uefdS$`sTuCwJxdh%t=7wa3EpDww~l)`|!4NLD- zMlm@A`_2 z5SOg;_HzPG{EIcWW&p`bQ&d`K9~N*FABEM4dmW>$M*7y!(_rc&O%t~+ms=%dA%b!u zqBOt5#4B3;ON8F$b;h2(tqH%aEeF?xFFuIYI>9lbhMPa7yP_$wlfRoSGvyW0Q60m? zt&2ib>uekbuNdM&Dv%E?Jz?CW+gY)vl!jSCE!IGGydZ>3ySL^`fF5JQ-IvzzBW2S`%;c>U! zek@h=p72OD+K{@mPgu4cRD^jJ2}o+9^%~%3a_8=PXIukj)#wxbc;-2Ics#2A$ID&7l98(Tu&3?W6EBzDLmgg zJUuy4{ZOVqM+bw*kPK1;@hQ)f>Le@>NW~abyV(?%p1#G(@EA5f)cBm!KB`-VZ-MA+ z&FV7^olTX`NMa1l1KZ%?{-1J{oGkiO5fz{YjKy>kxxd6muZJ%CVSeap*lIV9Qq zM1cf+cNruVNgGHxDFW+cQPcx>5QP^5aE;7l8K#Gnes;KwWyiS|zktxLa6#VSZ$O*E z()K3BH7EPzYmajKIq=YE63M0$yayknGmF1Qc?$@hH`M!~^aW z@Z$#Vo+Z%JX_?sLq=#SV`fBJSgRg+LT}%5RMr6@FsRce3n|nu*{`O=^N$zQ5GXRA0 z^uA_3#T(8r?hfBM3X2x!_ zW%c4Y8Vxngb{vX)u{=Ryls zjLQP)HjdbzEh9ARk=k@|QELY1E2x0~zm^(uqJoT>UzxfdhMWatFpyCKvRt;6Yqr#H z83Zi#HIeX`VoG)-kOJ)wBB`tLe`Pt_Rnz+5jkj%O=1O&K z0o9mFoGopVuCZMVT7m#lU)0j%ua(SKbpaGpSfHkPmio;KOi)HP%TMt{9q3HJ4kyI- zW^4-%Al38-aIVyOdyvi5^dylv*LCTK;4KN9C`?`5C+Zbt!$R9;7V)&FMk-1{+#`tm zg*Y@R=S{S`4wf+1Sk0;p5XQBCXD~6H<}R)dPJL3#Zd$1t1kyHd0fXug9j6zox3#$} zl%33ZQ@dQJ|N>U zYfVmabdkp}iy^{Ccn!CGPlDyD%2-#>@CL#rFJ}C4mKufZexKg;cD5axgXd7ppYJ4` z)i+*`Q`cFY?EX38iP>UJXe-p=#M0!&RxO$c%ve+wtw+O|Ejj&_9R|>dUJpbDut^Y} zZF#((pCQ4@$p`X5@)|GVpoNd8W8St-X9u_qSM_>D=d9yoZdXg+i6iH3?#|M|7bmp- zAW&vx$oS*%4QUPI1RqlPc|`>k-2j&0#T`a2kvnA!er-7Rn+QAmet3Gl(LzT-5-_wX zDgU)Ah4RhBXFd;nT70aVxlGu~%wTfcp)Gz;!!9*{YFzBr*~NnA3H?9_pVN)6GRW(= z;-ziqCG|32$K((H=DjxvlA@1FazgO)gx3z{JKs*q*`(o#fM`uCm@L0%4>mLIpmXcR zy>bpvBY&x8rA}v^;0zA;lcp6T1|s*FP-fN3_lCu%ny+ugg5y(VZAo>^N;l_I+z_{6 zjh;kTwHQ?f=Tsi2?zJTlcbsiaD7&$OTBj-ZOSNf_!+G*adho=x1-@-X{ry?LYz!;V zuE^PJBETfNMo5!5gE8;{e7hH>f?Jvra%>+>AdoS>QiV!J@Tk3Tf6X zJH4wB!Dzf*B3%qbp{tGKnGowkIfY)7jx(wzYvb-Grm2&|d-4TD( zCX=ip9ho7Ag9~Ep6k>3n(AoZGXF_SfzKAEfsLQE2bJq;l*97~y>^kC(d24VKl@B~u zQ_!EX(E%IG`rF8iL<2!&xljz3U@&`}`Pgw!14HABn&Jzl4{7Us0x$4}|FrA@I<+w+ zC4%&+;GYvlDeBI4870Ou7EaV;T93>^W8p{rT)RyW*Ku9>YQEiDd(OJp-}v6F8N3S$8C?#FX_C<%0^z{wF{>i}|Y0eYWU8%GKaI&h^%En#YvCGS;DTV62MeUG$e z@G`NM+s@;=eOTQO48W|gUOJT@i3)-T_Tp?^KK?k|lsr*{2AVB({S9&d^=nzn(@xZ5 z%Uy6|c29e%?b;$mgl(#*7OjN;_?0@BgkxWH$ML)ft^QMBQcErl`aA3V5j*wueUfbaa=A{uy8iI^G*Z&SD-!*aUT_# zu&>}2ol)Pb(P=F|A3sUBI1rvuy{8ndyig{61=lzIfwNG*`;cH6*8R&SliM49#Y8mb zGzuG=h16}TJB!waAKI};GT>18H8nr7;|>zj5fqBN$YwsCI^ znE!~>cr&j7^0K_?<&b1{6N?ZVfP7)Uc!7d9{83L{4hSV)Cx@G8OTe+co&DBk8M>HZ z+Pl`F4@2C+3NB?Z{S?34U@_4m;@^fB*P6kTa;nRXrN90c_v&u7Vhyj-~}m_uymq?TKh_`!$4N*@Gh(VAPv%Y zh6~Uhv^ zSLLap2jnR;vj1*>T-=o&Sz)qoKlobQK9+9&{>Bk|B~et!4}*K7w31hdH6?)gd^LQq z0uACU;j8ls;wbVAy-yb#K2uG7ykdUe%e=_j-jxg|TCPiCS_0zLc-K)-#h#E7l#7#W zRzJ@D5UzjuVq;ApYG0kn&KJSR3DV72T7ZDVGRWo@zt1*$*`}&|Ekym$r zTrETdT;dfZrt1K4d{&ELxAT{-sc;u?S(Qb`olCI)%~$}3?+%_FsE zkfy;#qlqN(_sv~PF>_{V`AlT@M?P>v0v+=ai4rQq!YwA~-cQ%cvy9U0{nGJ@I2+{} z$kkm-s-@YZEsp0YR@ORg9Sg!XkF{Jf1Q3qqyiFU8YVF@HXQvSiW=;~J2bWEdMC;yS zBv4a8diS`asr_N$;tzA@nbI5#Qq)%fkQn(JO^7C+(2ufKo;yS(&Y%FO14m2Xdw^fq z3eh&>^XbCD-~Dfu2%`GPwg=WwAYpfs<%AkP2i3P~0zIz_Di>+bcajihU*=e9QA-Tu zpZJ+)_n>OV_I8)QO(A!%QiA_Tt}!0GN(Qn%odDE2$nFdUf#`S2%~m_O=}uy%Q*RN> z&)7fN;!$^GnOieIE8hF`L{gIL@4hl)^dxUZ1NA23z0yVTtj9)nX6xv@^0Q~#$SEOea)}f6E0L6w-@_WdJc`t$Qk|yX zrZDFfBar43)NQqR{obayTA2v(xK%dnMSNjztfzmcWZJpx z{#1bd?RYtB7%7@OP>d#eJqx61)8bNDNVXz@v7l*@j}PRVdu8Fw3;G)6Lp!rWA&PVL z7z=LY)7w1plNIUiR^gW;_9)`Qe*3(KjzAHWW8UJq=kYjyqcYQWUM>05PR?XPQEryCots`{?xf% zar`7lAD4NhHfV+QlT>pti?Eka{r$1DW!o`ZinOyM+mQk^{rfJ9W42Eyc0U(zr(d8C zRZwF&Db52sZBmzg(|#1IHcSbe<*0M6y&Wi!&MuS38IL7wis9@vc0X|a@KAfDW}WA* z9&WLB1K8He*J)+vA_=H!(+L39u?LEZ4Je>Zwr9UhhI}aBIxT0PkhE3~DE8Hr>YMs~ zedO7y$9m<8KJ=Q!T*HupvdW#=0kYkk!mk|@5K^t4#)+4CQ*O!YOEdo731a8sqGaEQFG&|ag1@LPJxFUpN1 zOO3)F1R+!{p+|kA?4XRGt^NC(5Mpckp~mzd!xqoJUhE(Pq0;%g{s=*2J0dKT6G7-= zv2HoPwC(mv!y^aNu@rNf`$o|QR=m}WQp{K|Y1`hVR;xX+lb2HbLLtFT1PhZx=3jIa zbrZh3GegT^aa}CJWAw+!qo{&bd?!rd7Y=3x@$Ql}71d6Nksbj%)t}X~iFiEv01`!0 z&#S(;3Y%|};@o|IJU(SDhE}{VFKVQU)+-fN19Ds=(*&0M|JK|cmN|2@w3i0ARlxV3 zknX%(w3C0N02(sOq2;|hfv8!njuF$($9W-m4>vg(bS|5!t%(>x`;GRTdsRB*V~>e9 z2baz%>L^OqB|d+?S;1Lo19*Zm^Jkl{?H}RmzUWG=ai(>!e4lDWOOp|8V4!gc2pNXC zZypQIu6oD9bFZM#h4@n zBH+=7QDhm7X=WFrVGF^!xGNb?R&`NQT^3c_K!&NqK#o}j`7fC2I8S6u6u9YgRo*z= z{!!v0z&3+5bCouov9CGR0}l1Cp{+U7D6EDo^up4Nra{_NoS=7#-Eo9B^g!+OzNa0f zoT#79D*H!d_VY=)DhD%5X5(v0QMcr;I0Sj8)7L&Vt(_5ksu=0 z;H5KRGeQG3dH(;4w6~6``ibI2QIL=jkZu71>25)~J0(Rr4&5D6QUcQ5-Q6V}2RPEw zB^79`oQrndccmdB$N zB;CUj!BvL3xC9XwWT3nkpnxQ)!8#eZ4xp+#6XrDW9tNh;trGbOs0{#bX?-R^ET_x^ ztgQ3ITV=<)i?G9DqhOP|ZKM4n4n~~D3!Ah!?c!@#39d-(fo%w#AonQc_dY1!4-uJo zQ+e>>>dqx9v*lBrmks1o(P`*M(dKdkFh|>f6PQ1)D{h`uQy8wZX(I+`K>2S2vD-h) zz5vs~Y){+l1WOTCTlS!gA?R}HjDc>_jIw1}D-b0eT_Tx5Fsk_w*`S>_v9(4geTmYM8n;0-~!yhr(>Dg>ef$haOqBI4q_ts*` zHhu|m4qE%^ucrD-M>*JJneUlayeQbvuVUfdZD-v;8znzauHMCkn7u$GXYrZ!Yp{?> zjTz(dwtk-RP$0r>>sh<+^}gW@4ESn{=qDAQS^9`4FP?Z=JFm$vUeDqn6QcEYZ2%Ft zfNa_-7-FBsD*7Zo`5lwZEl$*b6j0l-BD$#Gjpfw0y3WDxV1@`|yLiER(~K+w@G=0V zM0&cIvH1&==Ph$z9ip_t{G!N7*( z=2Z+iEt7^=1JX8$ba&*%c)ylQkWRBGzvYF)KY{fs-<+Vh>>d1}^UB`>+uqALg zb2J>~crTNd8p+LP)u1;+#a|i=cIUAU0Z@SJ>Hss=i$*7~mgdkn05*;5 zk?z6@Hh$|9e@p%J`W&x`QLA5pK3^2r=W?Jm{_>t`&6xjsde#V5|MsD({*t6o4&_{s z|6nCW&^71$Va|XsvcbMtR$K{A1Kz6RPK8hV@Nj|0w{77jf%YR{F7_v}<4=}RvkMq{ z3vmzyqxU_6%?h~Viaedib=86rB$QsFXLb8HZ|QCaDSzgO?L@@O5@cA=ubts_Tt#se zR?!+h|6?dofgWl0LI)ByG=1{KApoUv)zvpA=o8hP+T%FAECRRS3d7&oVUI_Cgm!0E z#0XI{pPq9IT7a+8Hdln@;69PIxFB#I{0`Jm%$o9RvDS$S&UpV4X26*;-0+j@NKbzI z8fNar$xmXI8)JZ8P#J!rYB=>GvcO7+YjCWn_F^ z!+ZHzXFu}Ub}*>b&7J7p4K=RJxKS&4jL$|h3hLst+KasYn}lXXP!M1g=cMt~fC4!f zn6|vTCk7@YgfS2xLJAFAfmbIxRs&scR$he5<}Q-oo7}Q`b30@vTq!)d!aOebRJbrk zpPu>e5nL~&a0w~pBg8kQ2DvP^A_W+~1`b=ZHbM5S?#rH%__4rZxv!aJ6@R3$6ZZY_ zoHvhi9*4|Q=xo#z`W67KssHStL zb-lQOw>RrlFA1j8V8p|=W{x!-u28VwoDZa2FfrBo%&1|qy(&OJNN%Oq0@HU%*L1v= zmr61;;o+F5f5_Y0!<7D6x7hCm1Je9-U1d{_vHB#3_8H17|IwZddeDVBkD@j@oDljJ z?^-RAKeHv)P~Fn#YODy}he5kHaB|{Ut#zuSQg!jgsvIYrR=9&ky5y_O%U5%Z#R!ew zHyc^a@(YFw3id_{Tm_M+$4lB{z2m|;-Ky)~iM=m=V$>RPl6DwzXgQuGmz$QUY@8aG z&(4OHTfXK6O_(KKE>}kS+zEo!%8B<$w(<@Pnxif%3u=-gHN!u*|0p9&@Wa5Tu20DD zxd!8gJPVsgnJ2&;S-j_aAq4aoCW+)7VmG~VA#Z8ZlKR78tBKR53poxI!Q?w$W1{}e zDp3E`(5r@H1(*F#mtALtrV+o*Oh@c=E{JwuGx%d@V;&)|+kT(C9ydp4TK{f_+U3SrEPJWt z=i^B>pDWj@-?oPk31;76E~o0&93*^`*T4|IG)4U#1JNN;{h^O5R3_)3Kc~wj+m&9F zyHur=cjNkXLn(qk+YirakL{4f%MpxrFR*pH$D zXE#{k;!-nASjRVKdb;o7!uFl6+S#1V=O|K+osyi0FKxAJJMsk@VWqPjn?^>5+5Bc@ zc1d*Km*nS7l?+`H%Z`i*Hot%9;#8*A=a^uAh)FkhLZeE%pl@nqcaBr?)h;T!YkFa#|JMDJJjE@Z(VOWN~FGXkSuw{ z^m}_bs?L`;eZqL9!NV1{5X(-PbGM|;X$vl2KZ_45)sFwXKBWF(-4WKPU!Q=BvAO(o z$0aqmT&P*9;0;2FGAatn=2cg^caW(qeP^d_dc{&xn$fdyG7tLEI7=M$)al>`lJ%l} z>c+9Xm9N9`&n${}|5(R5MN)Y?c~tjzvuDkpslD!Y%$M+n`CUg34ahgIf2Qr1A>5mF z`_h)>+p~0Lxl`-m>ahcIG$C|7=jL0hmv4hP!jkcR;f7OsU8HS8K91u@K4&c5wa7Pg zW8*>1Uj0-M?V{6`Om0Elx8P%4mHU2BV#yUPxjf5~fKa1u(!udt***R8_8(I;n*1cIeKHBL$N?oquh)0! zdsA?tzeVz`<-$C+Ia|9+JjX&demF1SlhE}k@<^UrDPeoRDka zS|g*NyK01gnf7FNO*+H`&th?26WaZG>9?YWwy<0rT)Y#99TYl)p_fXA^-?^5U2c7A zSi@EhPS`A0!Gs&zMT))8fEy9eS_ovM_XKDL;Ft4PAje1z%v#_|M(w(SDOW2a%gv2W zAP)2C^G=v8E57hHEf(0uGn*HtXsoFWF?8|VZoDGPAIez|?;lL#U@fr%C`M)&_)aZ% zfL#eEl!&k5JWoGN0M9H}gR$9q?>4nhmFa%z_vVxG`!A{`emQ;z%GW+Zh`%U}l2NpV z394v}dOm$8+se~{{5%XI&#nGOFWk2v$4Br2^Bc{F>e7Q=iWP#)rf*-LNd?G?QhfBC z##<_I4iO{!==-9ItX&f;^~=kcuR_&uNi;u1(4&NDpZ{K=%H()CSSXaAi4jrQ8xWfP z6;{J3`$OKl-R+XGgu`4HhSz>(aLgznFVYm`U~@9NuXkY2y#<*DG2=$ziA3^xkF7OM zP`)t_h;p#wR%Vrrk|k+evPF{#u*aD`-j~BBqlxRqC13=~*3hntD&;ZYvkZJ^KW|wX zY&6%%Axcn4JT>Wo6NXhaQnwWKf4m|iAT#sotPUHY?WI|f;Qq@Y&6 zh%l1c`ADC=CS|NPuOqS}Qk`prOpEfNxEFE5cQVvSDQ{TH7el??KYwxsS_XyV^es6t zl~83L1n&9yYDF=WuZ;0lfoo?+ZSq5ydG2RvQ(cj~g%^?O(h#o107RWSw|8IxdpO_v zKJKFLLYBXV1E`^{qMIz3N?);}g3RUcjVQi7k7p-1!}GJg=3IyJM81R=beb~}hsJ31 zMZgo{)Z12RY*C_~B?iGd*5eZ?nC_S<#8|LcIE7~F3=d|G#0F-Lg^EqJ;9#M$ibbG| z&s(gx!^hFPU#tzz1LfKN(xi;+co^>3!DVsQ3u37 zb*hgok+xk5kAW;dU#{xGNHg9Yt=<#yupm;%zt;Sfo;x@-F@AN2z(kcmA5BlQ@YTb4 z%R`cxjPF~zF{jS7F5hPPpsqrch^|M%+azRrNEni1Dy@y?GFD&sHlw3za5LvHn z-?e!r)0;X6o>40=HEyhsRZ5I(r_dIkERL1-`WW=Gp_uWAe_qxBq)QOtdNLDGOZe9K za!^@~SW}EM+mRhdW%Kt8+hB+gYp#K)n#VVKcsnBs)r~YHkHfcxHTOsDa$H!d_&cuG zEULO%Wff+syT*^Yn_p%QT-|ZQXi~UZ-Fv|{lSoT7nT2a(U$VZV?5-phP>WBLP_Y{$ z!1OTqp{dQQp-SuVLETx+olwKSsZUgB{-j&~{K@8>s`&i{Gft70Mz4HbXFWSErV?yR z=F|oQNs$FwEg1uWUdx&fmtD!;v`yIQw{ZM#N;mw!l=JxX7Iza0GHh~k#dq#6hFG4r zja_lB6_oXosVRd#I9+pKsXq2sXnQqLOQWB!*)C@8-POM(RCms48V`E*u`I@>BW?JL ze@B<4OyN|WDtBdzEX{xnJ8;2UP`;W~U31#;aZjwGn`As}lUhTQcgy+=X_@sm>yC`? z^e>KYk4=i_9k_VrJ{XWFkP_Rin<@IBf7~w=KE#E_;`g-+>jTdj8_85HG>YZ!`$3#RFBv z74ah_mQ&TD0Y;j63rsU+l)sfJk%d0qIPY%r;2`b#TB+_BIxWB1I#;-F=MBw#+=6~) z&z{`eUO4oLf326%f;Hke!LA@bk=b4{dmGYjFGh8p87@Ap#L`hlgK#Y$r22k;eZfjw zXGiAMkUY*0Rib9(edlq7^Zlx92Q`olYxWtBic_{?o|lZPyXM*MYOw$_QowQI^g(pK zIpYiO=bnqzr3=N@sLvzRe7K(9$A+>kCgkOc%x0Z*upkzkeoD~oHc!by+@SbYLQ902 z_o0{ni`4**S`OZGc#3bFs#l&$_ku)z?X9$T-%vMOWq2)AXnfOAzjF}=3O}nY{i=Wv zl=E$jF7J5RIC$#b3acC6DOH6RDGO!RAVFu&gd61zuDvlf4({En{Xl=|f{cn?haw%^ zmtxqaV^GazH{5FHx8Xrw>GTmN5q9sr12gD~ABPKDgLP~jnMgm<+>Y6I=P{Yk^@bCk zU6>5wPTlKpn;q$>3e?hWKU2lG{FpcH75No%F(g3fJQ!zXFQ#T)aQZC_4$YmW#QS#B zy#Ip(+4d&G;h_A?hv7n(EAyf6I%lPF<*F?;@>wu#F9w3&&)pb9IhJ@TK3^IqGYNA; z2P-pA2<&x&q&dCZ;?N{ij+>gL^=Xhrl$^@UJ0YQnvwFdkPHL$l7;(!wNY#;Hy0wG2 zWQ3=w2?lv8Z&BUbst0kuTj^@-Xjl%BEoPJz{ba?+qliS_fgcF`UUtO_sU;(BM{P_e z*#OFxvogzXRiQQUYQ~9Ubc>K0&Nted)M*+9M4wuwU^^GewWQwQqLgsp8BFfbyQ}XM zFj?w*i-FOJ`tz95dLuum2pY+ZCm>I5K;5!3hqPVP5|>(~C5-T@jq?P(1=!MwQd?!X z4cC7IA@TI_TBs0j%6jf?O&@@zC>9fv6IdJ=7F{L(^qzD)+k%=2$96}&2nEYi?RnPFV{-Q_)^Hu}r{T6)UW@*4w|6t1e5sfXL7ZXUQd zby8ub1lo<}S4yY~?~u-LbF9n#+Kq1`W*Vf!RcK$WWNeuguHo{$DiD6hu|6i_8}ZKoZ{2b3%NVhtmz8Kj-k62UL?y5eGj`sd+q1sk_s?Ljt z=KJ#$#x1~=rt?els3oXFOM-?}I5B_w@D`;X8z&zx>naS=$c6V_L*%MzdHWt^K; zGKTdgPK_vDZkM-It#c{#h~u45Kfc+wk|_ZIk=@{{xwsqp*GN{w4GsC;*agcZCOLJ7 zLt-T-(7E_6Ut*_0?7igHYtk9dg`XuvG99|d!9 z^TO#k#2#{YC&6Fbx~T@c?z<1z*;x@1tNC1c;qnpu>MaP4q)B;)#oy-q)25?c64&4P=L>rSTc+Ul35 zftmLuKi?R{<*N>5GNqO6FriA6+&u67upP!zA#iL2SNzM%?aF=($I`gSZKtoEZZr89 zxVtorLK~Phr_zk=)xw#mGFs?vy9m|ujevIddBnYuncgfj#rA8-ah%*(y~Ry0#3N8^ zGyN}Gk4p{Q#`3Rx`iQ{$VHQTjai|_3F{!wFMXZxIxE|x>p8RJZ&hO_ZHKKE&@oG*V zW}k84o~d|w&|`Hmx`MtWJa}sE)a*|kdg~82pz6Q6e~=xpAF|;zG~z(gl%zlOf@4WTA~-IrL;* z;u5lG3Q7K|k?($Exgm}jw(Gg2yM3&k0NjF$@)QF2+x8`mNiJk$nXq_vv5zvj&a@*@ zG7R4YnJ4?e{R*~6>;Qe7u9}l7CPQ?HTP?l$HEmYtMt9g@K>VuJH3pSVd0oI|^o4G% zBYvsgg4oz#1mQ(ocb^*QZm#KF0b7{6V@@HV^;^-reo=?C}Xm%4kw!PIUQk$fWFOO^uib*u5&4c1m*^R&H$G zVz731LVvmAn2VDACJhDc$wo6NX;xrk%WiCG;Mw||eMjn_xt*8o)(pe*1eV>c$CI0T zb@D1l`O@BJa)gLYKdmv|{t1~{#nE;#;0(mAs(#Wa6z$2QE8|J21ZZilG%`jV@^?L~ zTaXq+{W7X{1M$H$eNOV6FgTrej(3^Lu)f)8$Ux}4E}0+uQ2d9=;fBasQeXnyLbPf| z6P0YFi+)Rxu2%s6O$kMumOQzuGQIVdrrQ)HK*-uSMRptQB}%JP2+nhe$2H#nV-pZeMaB4%Qcmd7AEmX zDR9KtiG*kJq;a2qK!cohk_xfA_MJPlkRSq4L%%XaqhFo82Aq9CNqS#)o+|I3BB@%R zZ6hyA?W+8zO%2#ToEazxR5v^@R8DnP(-`qU7l*AIk=jrkHzv1l%J=SRX_2Lh{V;zG zXE1+v!X@!clA~|TURp2di!d(`;&Hr}GAc`c`cUgvi~>3IFXqSN4op?sl7eRAzsMk0 ze}X%7Jw~IcW->&`+A)ZlwxeY}ye1K_*Pm{4{^^6U{44m_^JcBrj`dXF&ldl_H5UQ_ zhV05BCaZ%hLe=^ym_6L5L43FhN%Is=(^}qkxG#cXp8Ta$7 zACBM-5eaZO_AS%3vfAn-w2%r89Ef-UgEEDiapIY>iIw~k+WW)ci8}y-%M$i@HTh^Ks;UV$d6WfFBLE(Fg z!(c8zxAUjVLaucz)Z+6u!KeIpcQOF6sWcQ>QjZ}RKqOEkKGzKC+Is1Mc6r>%CSj|4 z8J;f&Y!&cA`ueboRqs2ntVH`Ia@h7|+E!Ar)8|0Xq>j5WoCB|2W|&_8p6&Jr?&S_2 zrrwhz(g^q~fV`RWD$H2b3H_FDcbYd0mgfCuY0wB#!9LW*dR;?pA(#|8m>TE!>+}o* zEu8>vCHU3hc9Cv@}T54&3|#9y|&-H zJYM=_v6N)I%aOgO?yveJ=dJAurK5utoZ1>w8{yTB0-cQlV zkP-L0Kf3|3dv-*sVAK@6dNzz{<37H{)Nx9$03zMT!ugt)EN`=nBChmBgYjCJ`Rybx zR%sVK&d|AklvFw1mqYvkHAkilQerTIH7k!#-u&+kLO~C|fPMtagGZ>({@S(z>DJ0% zmlAmFyU0@QY96tvbpY9)jRGgcQjk_3>%}SJY_R65Vzm9Nj^p-TTkkoUIb4d_)>pJV zWoG03vrKMKx0$^fgrMfS(+`@K-M&$h+NzVKgKsdLV3}4wrs^Ly?{i14AJtH!RUgj6ASbW0 zQyE$0{y8wZlT75(An=veQpo%JQj=aEoneC&P^&Jln8O_2N*f~}PI<|L0t9$S*)2=Z zTtxW8q0Jj7#@XVDu9EMU1yh3yU#1LV+Y#aF&h&kicg1FnhfH%NR(N=gxJnQ4Sc1M9 z6v!CuV@ALcey7)+9T*ZDHG1!5g;(`VvMGJZk_|HTxoPC`a9O6h;zzrwf*qxfKO8${ z??2DMO*n#Iu&-jXFfiyxlvXAs{XyFy)mGB<)=w{_Byv}=`~zz=-ud2fI*Q=cAftfe zgMGP9oo%_75)XyLBL;uR)CIzL2b{rZ`I zdP4y!3c};WufE32%kJ6fB6=f7K~(P4iIZ<}E~r5d!76r|&tI?E_j)&~Kq~kne+tBZ zxAu&m2%BabI9`fg~LjQu#Mx8GaAH%r+eCb)gLP^>qP8}C|*iT+i2~N>DAJaLC0ftbxyaY#N^(Qa{wHb6InwC zo4!x|K!r=%^UM+sDGwR{WshO;C6^xF>d3lTaxCb@A@8OZ+?5;L5GLaBxHoXgKq7>7d;qkOE>)zHPSQBl1 z7Y+Er$HLo9-mxXkRFcYT=t4Sd<{OMvR9uG50Iu?q@S~k(aYI(#oqq@LmpM~;ZcwP= z{iv9p$C$8nt1Es+%ek;{a-ZL8SdL4N$&c1PW~4h=pH739{6ZUam|V4UZiDfebZ0-% z^YWrL=T}*OMDC3dSyoJ!XdtcN;dkqAUkYWTZY8fmw)g^#2gu^VCGjgUPXOHul1TzNd~ga2~yPS?Cve&v&{*r z%o3I7io!bu8XAIu6Q76;?J-A4MK;2y?c&#`*J*MkT5eFal0MJrQmsd~LzQ5QgE*?4 zI<*Xm#!Q~Ehy?nypAP>{f+S zYv9Y3NVF?@FyRw=m=27o!xs9O+4rgEFaW-;EMtGG3PjCq=Uz+kuC*F(2#0&lvc|&h z^{VYBVI&(+UdPgYfdbLm1A~NJ>P=*8$3t0`(2l-_cD4Os{IELubU!C}7gf6c;P9;m ziU8Sns_WHH%q8N53k2(T2ilzDljs>MNPiEIRV!w|s9d`3_CsL6*=yn#jdMga=;f_( zPre@!T&#=rxjW{R-keaGBI?Jl>k5d*TQJv|nEJ6v$ZJ_%$5Ax49~t1qU9RGgc@oxt zQ;>>l;2nKge`_QEv;6$48-l*ip?BDNo8PHGBEFY%3beV^RaEZs{8g#^k8a0YO!`AJ zN@dgL1IZfF~dG2Uv@rS=?sIVvXcM(G|fk9%(H?AAo z{+?U6gI)-X=fU)7EeDkuDBPixIsn>?vMn7aCocUqIJSUokAHmlL)zj!0j6P8t$A`^ z+_sC_gI-H+l0rL(g188-XO3L|W(kL6*)H4uv1*^%_3YYkkEfJ~*Z06N-ly4t54^9| zq6o|%@vS@bV4ix!OL~c*I@+}G8cN=B3uj~(nXN63P-u69h3PMe%sV=_Ca>3&CME2j@cC!>JvLLcnRNOY{l-KfS5|xCLZAIQ zboX0u9x{sF9&$bl33QOT@{}@4(CfP>MvR!*$5P&b1kmr52pQZ;K3zowoTw$9wq0U_ zW@V%cQ!7SI2#{)Ny=|WIgre1j_8D^3w)bbK z+fBEFB1FTRZl1SD;p95)MX?R()XS9j511kh+`uB1ODbMy(yGSSC$yrT6#?opt5HtMXO< zPF*75NN99@5qgB#9dPB&?GMB?Kb2lmz?wY9T;6IbT zz_Sap?%sMoKh?Uvs}?6Gqm}a7b1fctHcEzG#}TdVgmEgaPx03js<^ z)BsFB-tVXOY+!Dnafet_WNEdTTN8Q6&DNx&5kc{{$|YVs2mDg3&Ef}cb}zP{?5Ku6 zBYK^R?tXMiSWdoazE!6)9% zeqGb{rAA@G;j1{WHnK{cyms*$^=l9=5gG~U%7WmsZqxK6y0HNOKHauC>RMz4s`szH zm?B=hDlzXqY_jGUY?O_{`U7bbhk-6eAi?*JX}9}o(tyCOdJCzKUByOD5=~UZh zc)rrqw&;22*T!*K7y8{ThJN2{!=b@?>z=E$OlRSs?2;(#tWwK#W|EuF`R~b0*6Im# z1jMR>?<7}}nlL?$xel5s-BPhx)MU#ZpT0Y>wt4X5D&5SVVN6k-)kT1ym`d1uW7VzS z7aZ01azSPy+S`1RA#^ID;qnMt*V9C>OyZ#JlpdkA!PD@dX@t+Z)h5q?*P6^GY(wg| zI-l|Jc1^r~?`46pXyw)Vce>E^1hyg|&Q(RzVGK~SL{(Rx2A@TTllhd_sZe6cQp@?_ zc0)Z&6@NNTXE`EtyfNJC6XFG0?H<9iUouu{pK^`(fzSvM#^t@UFX-0eI=IF8=&bwz zDIJpv@F+z5<M5P)syxJyhHZZYcGaCED#<)pp> z-c^A6^jIb2d~lejYTvj$*u&q#>uU3 zcdNCYD*o-%&sJ)e)IyKSD=#q7YRow?lR~$?nAL($GU#?H$!y}ttUzwYY00NY%Q=a@Y^n;t1>LVOHB7&JQp4j zKgX8J3{L`=C#U%d5PTSxZPWM>OkL+(&}ngF z!7T@E-;9Py>}R`|T9hpeG2#O}$dgx3d^M7?6Rl!=o^A55F+G}#O2v_OvbhG!Rk|(! zr38@1Guxd$dB(-@!Da7Lu2}bWMPP*#_589OeOViCHu@ea$-H}d{`hO~e5M@l+*3v* z9NcaW>*LdZ%3srxq8mu>fp)%bmf2*>j9l~t)8*s@V=FL&YF+@s1;ie?1bSm74@~>l zf~J(@pBBt+lCH&LLV}vEzs7BJ+iqTm;h{D0SKY%Y+*4`J)EgPZ#0NE6DNy_|AM-2M z-pJZfY;`8{EfKEdoP1|Jm(^^k{^PZ(XYHQ-^+U@5EE$+KY_+A)eSL61{VKwJ+D6!M75D*K@JK-1BT-pk=U*x(P89i`UU-uZl3hbevB1JAGrxMGfoG7K&re z?Y7Qi>ky|1I!%Pnu~5*1&GLh@e^bnn{SeHrs>ANSEso>*5+4z#0aHJ z9t{q0H&Wwe5`|TjJ8+B5VMuR|MT2a@gv6q;{o4oddk@!Jxi??a2=rSlsX?5ct39|= zNcX$O%mqPKgqRaZ!qaPfE~YJ%glib(&9)fBEd-%uX51;TT8cBA7;yrsF zeCyjh-c+}0G(ul!L}Fl%->~h@4Vs=y*P4=n3(4>GjDwe)98KFh6nFPg^{XQ*nFoGW zk^1~ziB{eZEr=pLw68`7i->XUR+C@Ua`j%XL~IR5m%hu&sw%As9mh{De)n(9674jl z8RxSi9gi2ixe4ym7sV!EF$QOBYPOm8tzA$?7w_*rUM+6Jj&qS8FnF}!4`IzZ(2PFB z!t&QaH)yD9_ISA?d)n7wQ}+nHGEW;0mU`Gcn%%5lMsDdC52&YnlXc1k9s5&uTu#e5 zs_*a8{B0I7RxDp4-FWG;x$alfKB7dhgKS^mZOcLfOZ>2HSF&@h7}CMxs1i;-W-39Y z8zgTS#v--$oKDNlUBPy?-az!@Y|P5<9r~YhFCND9iOC3`vAeEtNldUep2hU$BAo7V zk4p^N+3IR$240nL>H9u1d?HJsj-`tcEgNnzyT4o7GaBHF%(DAR0g!cnSKsR&=6u7Y zdlqZ2hdJ$CnR`^gM1}?q{?smMxjApUiXH|tN~V{Hw&UqECW#%)*vWM!=7ni6l@C;^ zE@WABA>1x*Y?p$tHjSb@PRQD8M59L3=Zv_nM@@!tf_Dx>`@%{3cQ=R{I_=-X_m8Id z>NPw&VfzuTccbdhjVFmmmjr#TS44D$I)TtU}1bS z*3X?Asr6MrpMh07YfnBJT|A1U?=yi(GC$e#p}sTHPXOl&xsL6AHGUgZ)?qsb!R*L8 zSh(3Lj_L1YrLq{wEf9%7*a^ZBo6BpAgnE9wx&q5pa%J&#;XG9R9#LC`*ziShgry8_ zNCQ$okK0#^X7+P^j1Ncew>7#^ji97B0vh8ZVy3SXQd_<`$)uRm z2#ZLWx~3k5e!)EVS4~S3hoR8&i2%~D@6wkXEGBn$EflI77eDPZQ?Zv#Z|XGU28vT? z;RmMBKWRy?+lflR=IdDu{jP^MZ&MqZEY}cBL(eh^%(bVdB*{q(ydz$}{JWw~iSf-- z)_*zfu&za;PbiiZI_j>c8ov`xjuZ%GYhcuYi~%Ip$gPd0_N6yF7B`4cqh8%R>esvD zo6#JwONm^<*x|2MKPZ!))}?nWM!pZX!r}N8^o(f67}`#<=Na0@bPj=Jtap`JoW|-4 z++xa`-0_E>2T(TY9(=vD9!D9OUx&2Mqj@ughFYIB`lSgKFy zWb9&feJgk9bqi}nmDt7jad}ZP)sk(HW|HIVzF|4`kvs1)(nwAN8HS1IHzC(ApbToO zAc}O&#=Ela;NG-2l0FgDyQUx|-8+R;;BKwZFMv8W*EK zR7{B-xu`DRrFaGixqLkLlm$-5PCr%^7E$StV{YZx@FpnyYW3DSY#P^r>C9P(JZ-xz zRSI^xP2DB-p&mYXNZNP&C|3vTdG!-LGDrLv(3jc~SG#efK|zh_iePf%S65W4tXpN~*ewRia1+$vyCEj!o3sC*$Qh$*0gj%P?jbZAc5BQOVGFY-G=p|1 zh}QWjUvb8qa0H9CL*HffbGa_0t33;4AC<+r14P|3CoFfhC^5<3ehQ~uYW;9~%cYR| zjW+0{4r$rP$~T>TrTYTbt8s!{JcX!`;ot5ie%d02n=vNsM_FN-EQ8TyO#^Yb^lL+M zLpz?I`;nYU_Im9s`zz%yigu!Oi{LcU8$vWGf1E^85fFZ6r_4^3Uf^%P$75s^^jSl9 z5pairX;Ivwjyl-(@$x}NkVlcHeJ>$jgweXi63ImqN0j{eDY5crL7E}}tK$tt!(@id z@8rI<7Zxwq(<$zMotMD=p;Hb<6>0f?J*-ZSwCJ@2D)C~e1ra<#)>me$|a8NEP`o30iwN1_fO z`o02a_0yruJ&a==zEeh?MO-PFf}a;s?cx%#2Mf z?@`6(climUzHk?mL|?Ybr-@u{0tDODPB`x&$mUfG+IbDsR7Z5hViL%QSiK(8XGBCH~llX974p;!Yn-;eEJr^ z+cbRjY2<{@FvsIw=6~iSPtlO! zpuLD|H>$=ogL&5rR;Poq-xdT;`(dQ*A-HH~$LsxQK)j@K70aYexSm?WA4t?q^|#j} zPbtDJ6b&n_FT_DsaC>-c_SxMAY57LqNo?fTTPm~xMQ*9~JS*)UA)}r!cWxMv+559P zN2Gu+>Q%LFe#Pcbz~9Oq)ukUOB7U1QfqvL#joKhs>YQc;3a=?1D@^@286((#z5yg< zWLf8Ay?=D!OsP-{o=3`^i9fp>$(Q?k@S#(M0lAQpNLR`q#)P~fn?F?kB6svH0bpZP zNH5t=u!euWmy`X2=Ygy}BMYctlznvO`QvbPsilO@BgIP2hbWgF7lz^L{50WzUJppL zvOw(TWg&Nmod`vOidFbm-;6(Mo5V2x_W`(PXQ2T|zQp4gu@T;k zG57O_NwU`yk~opB;(0m2f8AzDM^aK5dVU!6@P=z zF@VLMjj>5g{goC?hxse*7@!DcBSb4#i#;nhCP$Be33^twGH(9ANM9E*i2rY;uXaos zdjF)aBYZ6&p`RYX3Hh$E&y*sJl9F}FV#R2vy3jnXOR=>)Ys3S3c8;6XeUzmcogXQ!^q| z;*9%Bop*bgLtBlGf<|#AKqn@2Q}8h z`aI3qlHhLms%-V>Xv@OtQ|M4Nu7o!KxKIaU_xXl8;zkP@yfvWTE%Xahe`l&_4i^8O zPDPB(2%D=c{#LMEZdHBi#Ztl0|0G~l;LI!Lt^8^wx?@J4KQvKc8iNsFB-s;Ed_ndR zWo}+>mX&;!T`hcbUd+&x>{ptwad##)09>LnWsHruROD>g^-m=;b9*l2r< zuV0>EM!6DZ z+9#0I(Ciy_G3)~U88xeUOTieuj<>JXIM*96l1wVX&p*s`LI_b~-oRQhSu-i1_5!*p zc7mTJ^1_45HjkdG>X-LgD&lfJ?{JECk+A|C*|Er!(2P{04b}7+k~C(DjYHuFE2SIs z%O@nq^CWTntIzg-f@_xRZ$awpItwl#Zu^bP8q^qP%bvR7;;PMep11d4`);U%2Pa&5 z+eVvrt;Vw2o|mY86M3wsqBsS#FmYM^dw?gkNOAhbF{qxQ{45W_m>T&rE!twBGvDum zn+wf}CP}qqa_J1ViDJvZPR?*;wa0?uSF+uo_)VNBFd^(5D<$#9sIESbM2+Z)cXN?nV=S^syUn6c5zmyPpr^xc^4Pmv|6itwC7h*0dwt&9s<12|w zrizz>Mj||iF_H6FFEdSHH%G;@6k!-j)*ybXG`XkJ=65dF!9u1v=wl!7C8^(hf5x{L zL$`nu{ANSAytI2wc*&Ca<%>9ZL47T?f=;I_MOC}4*2ugRmp7Ig-DZW2CxK*MnM;Qn zS54VB9pOVB11}^lPoe{>59z6OZa&v5k2DI|*u;A(ErJ6B;K7HvmTF_Lg{;%n(pk4e z*aiD>UYtO4a~ofaf5~sZ!9^lEQ&hh%7tqoE->6mj9Cc_u*gQKiP^kBwbB}NtE1C65 z+6qG-b7!S5Yz-nx$cmBE*URgfQ1vV?pTr&NR#ersBsg*;e_lV6<*19jtth(5rQu(? z{uvi^@?xM*brTz3omXu#bA~R(Q)qD7DbBktA7%1>E?Ju4wG!`I<2P$x9m%<`Ol)$< zldB89&>f*Ms4dpZ-DZV40n3kSK|8IJ@84U#u2%D&bi?iw+MEGLZ56f}krxwrEf7S) zS6^%j#_m#RkN>AemYb z>Au$&pF)1)@rBV`+D8X>QtU0Rew4kQNL)mr3%*#~(*G(>HCB8Qrz$X%oGmxFb?gDs zUzaP+a!Wm;@|Xl-C73!n~&sU~54_4CGhNgJsnw27+l(2jQFgrVntf5W^H zr(&Zw*GgWYVE8+8-6%KIZ)gDwBK-&d;r5VxD&?wTbvRuGw<@Tk8 z(ENS#)WzO>$DxnTh#OEWKcob9-z0V(M4K;W9C35{B-OjRP|xJi!GLV4s=JU7ApEX! z=d*lV^ub`xcNHh|x_0*m-Z{z4$DLgFz6A3=9~Y^>L06DcIii=;R1kp}Zi|tjL>%gs zlPzbl_pN)b($rGcf!eO9b}zJ{hM`QF>P`P!K_iXb8d=IphUKN?8@1GSkkS7?^(ork z2wKY*s}w5?_r(t`cg<5w3WCdS6{%icJHsB%tAmR+m%%+lXg&9w&MY*75-O}TJ3?t& z!;1~Zqa`T!)yQt=7K|wP6$eu~xTE!S`!&mBbE}z=79iyL7znD`XgO^>Za)jRV|K=H5EuFk{ zG^k}zTPR7fts3?l+p+!x@xEQXJlzYaPLd{EEnN2Yie`k{FGSwxW|WsdPq^d9KCQcN zm6e^dsV_a)Mi#o&C=zLPW{zY1En{kVBhxcc-2Q=O{QC1)i2^^qAFYc%NqcHduhvHk zz2>TY=_V6?(~;w~fp}FSZ(``S8~1J>JS$x(!9Up zWJybF{btK} z=#`wajn#k+Qz36iScSb3bcEYF;PdS*mA1Ye)bqcN<;7+INk zTng>AwiapLu_g;;+g9K*V3ze4hk%{~{6xJiGaS zFd3+{W&R(5r9at-0f5E-`&VMmlV0z?_&fMX4)`CqMx&5V`R~`diNyco+<=C7!vCj+ zMx7RG(%}CGmNq~!%Kbn1mH&NryVn=l<=CEk5^6sC;mh=_#n%Tx=M(kOyWwggraOWa zK|nV8`+gDa7d)l!dZ&$cd>rv{Bu8vSh5XF}PUGZoKNtP*O}=?@S*IQoqi+Ua?^m&O zkxgJ(V`Xfxsh|9CwSdMpvEdL9NWAEb?W7v6wl~bJq6#-pMq0V;6#j&GRcZY3JsV9B zPjAw6u+?&i^|%|q6Sh+V=&WIKKAI;nH|YQ@X$`&QayYVKBr`JW4%`E5UIn#pRJfHw z@e;>Sym-7znrUBkY+0u-?p~(x$By>_pA%I^J})|P9FfKwGZ1gDmRF@L6hJwKRx z`yt=l`$Z)%RNTYEDA*3<@4ieQuAH z;^8o1kiuCb%$KA;lG~=>I@3uPiL=IC(I(~tFTwT=pT%`%BDtp2XTRJlo-u9gOCg@U~ce{=q zCHO+=hntDa;H^onb=sKo&GnFVB8y$ipY`oojjEVvx!k`!0>>NcBH#IR>PLBYIU278 zwjf?%S2pjSX!|v46nLRsoz&V3xFi+H3Ltp)Be#U{?hk6#vx~dU@Jo2{g~F=VQCHvv zj~eE)0+Q{#PEy!tcc#R0**+u+XV!LEsy*1G{3f7`(?f}L|IRY4lQeVw3!z^JryLvS zT2s}HuFvzmv&l=l&eTBrM41s)s@L&gynQLStCvUcs(k-XWoQ1)#=^#NNvL{JRR^b* zrX@r#ZHd^b+IwqjNDy0ZYAYJ9eXD(ozI`=qV`<`sP>pMAEL9EFl&G|nBH^|KwO>K5 zr9xAxDDU+C1Mhj~m*>nmGiRRpKA-11XXeZ^^IgW-i9eX5^P)p)|81&Jn*-%F$}OrH zlkehj^v&_FqZJqX(%A!+c5j1=7kPT$e86m_?Qz&pb|F=kke9N7q1}Dh0tNXocG@J_ zhmwYOcYS9Mi4xVS-1*)zd*x1Jq1DIyOq@X-g6|1gM_s4n zu2%ez);FJ*MNjQm`CT9Fr(5>wRl7Xngb!m3$lMvC%1@32UZ1D!omx+is>Gj;t{t%K zW>%#v`0##>wS*c1b)7--?f~H?Nhs6@&R00RFT36wGi~HUBPrXh-bk~gp`i@Wb|yjO z;nOCW^oCi_#^WHIi?eLS!5qG*RZ$NhiC(z1tNUQ^TNfISpna|hh6};F2K^3RR1b+0 z(hX`GlfTA#iK=90WeTR)*nL$!J_1>UAw*90v;~W`q6XSj+Lc9Dots+lX8OvKW zT~|w69^!E!BFC;om(DMpjK1&Z045J@JI~U)`vqwLIUA&deHmZ3tC3W^)peYwNOGy} zAC;s2QMtPg=>!6(4{^8NrzA;r4uiJSw5 zI5(uXOZMw+JkH+UyP-wNCFeEEZA_@tbW*8dv!36dEMOc($%pP`YIe#lHik4ZBPR?18Q98@d%ui&Wh+RNIrGZ+g& zToEq6_x6HuHtgncO>Iqgal1B_Ft|Q2k z^d^93%@||JJ@sXQ;Ln?4D}P%dCVg8bl-Cbj1@|%hPj+RQ4|}BB4O^fiNM0hiLo{^| zIQ))VIcJO!2Q#{F-T_)*D|;bR?m_^LdMSPBl)Lr)!nK3M@(TlIL3)&w4WGNkYLcN> z(hDZLlefG$YGptz6LS=~c~RGvN)*_Wh-U^X!ob@@SskDekO(kJ6O7nV(vRO@pRTBR zyjpckklx;e9^!&z32QZ#ac2Quliadi9ZCC>X%J?L55Rf89H`(YfXe`!)Gif@@6-Ca znDttX(@35=K~!A*Ez?+rMtVT)9qaWSE{s$iTlt7lHEd`yq67AT9`e4uv)s{*=sQ8E)@#MSM&E0UyQsO3fzqqswJLKty<+|ur^aYav z6GGH{X>+Nls(4ejGkOqS`@B^F{1`s4uos}R<6|b#!5luUL)mZ!Py>4DJ~p96ehfU1 z8A=1tAmDMC9`J}li7;%Kx`2_e3f#tFLWU#CbFQ3sS)pXiFzcn;`@Mj?Mws>XE^#K% z6YzU*g4rJ`pW79axXgNJh1_&zPo<#AU}dpZcudcBkBP?}V3k+BIHep-MmEcL0U1S; zqLF~U?8yqNn~qV^o;Mw6f|hjYr&%Qhm2WR<2Vd3|tUqPc_(VNtOTD1t`Sr(<7;%Yq zXIV8a?T0Y-@s}x#>;>i5X#AW-_<_Xa4cv%-5nuqXl{jZOn$t*j%8<$8nWmGJr;tkk zr2fN&4#EFI9DfV@G@nSoaNt((Dw*dpefqa(@8%DpM822j8RZgk2fcb&)ys2lR?~uV z^Z%n3{fFT(>_(QQk;73a7JKuQxuxwd*qFccn~d_y?#jlTI%LZ{s`$F>=*^1vNnO&! z>|dG?_ZZrr=0@_lUjjp`C!FGUGwWz;6DBW~(O0M3;-R$UB0=|}O;>o(wCnfQWSz~8 zR7Cy?%1iyXn6|q65RRKi;iySLL$Y*OOWT%P!v-B(2=N>KIEpnQ6g6woi-ir=oNPTx z|DI?1*2kY7iQ~PT@325#gdSsY6S1h;Ixi1vT9z>Cp|Nt=p>z+XrJF@Jj;nRx`trC? z+*o#Gofq|Pu&JkrF3)~7d0U>E@nOrbQ6&kfwYVF6@i5mtPg&vpuFX2E5#Gl&wI@8$ z>_bB=!y-jVUqM3fSN92N7A5wMaDm8zZfi0q?j&+XpsRf;>r9U$e`^bpDStf`V@xV) zzDvXufSy3XqQXaM;e*`v_&yuj#wUrYk}nXSwa~oUjKI%Yct;=P3ZruKGk~oGl&bst)&)k%PK%CG35>E?wRB-{y%@cnyEE($5si=_zedIVpARrne>kQ!95baA|5e z0{FE4wblX{iVR!29UT(^L{z9D#q@v14+nNOtGPtW6!w9G%|nx}pHSpx*pK~kU*2Nw z7s60Ef1QsYS3Xl#tRn~s>V!^?B>w%XJm+^#>+)vFX<4aDpfm^?t8y#@WG-(Go-Cow zC?u=GP@hpHu#ozx!`^b?l9Av6X(#YmiL?D&)U5RE2sbU8%<)mskV*h~8OJHpDAOOD~ZefJ~pYl`v1&Goivl6oDi^ zn1?-!CXH)EA6f?n+Sd=QD|`}+=@LW;u@-??Br&iz7^aVMl}^YjfaNrOC7e-wrmHmq z9(6tTQUMVsy>5bMPuO^5OL44Iic{-@t?Me(8*@6&1A+jXR4|BnO z;KyK9yDp)}GiO3vEqw;G1sZkf=0xNX-3WeJ6L)ZlDDt93YUPgtm=sNE>j1IlHG2HV d`u`vIrQ-De-W~6TUY7tCl&zCZ!{zI@{tHEqB_03( literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_33_2.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_33_2.png new file mode 100644 index 0000000000000000000000000000000000000000..8d7bc85ba8e4976acb5ceb14679ee0ea3a5e2275 GIT binary patch literal 89379 zcma&N2UJsC&^8)+Z%Pp<0#c;c(3=6I2Bf!u0wN{!B7~08yM!X42?C-Bh={ZxMQI`+ z&46?WT`2+SyZ)zS2V>u!+{@!z7TB_Qs7Sr>7zK{Gnto`r7s9XaqaRS-tctTDR5EFPs75` z*z>VpfSr#c$lcD*%gxiz&BdPMiKCCNi>C*NgowC^m=K4vpP!e!sObM0AmZucBwFe| zn+XDOfV9=`ngr(kZV5nho8})}yjkDO-J+EI&hwTq`kKalCL7DnhAyY%jjHmK2AYkV zW;QmbIcDKy4C>;XT*Oavz<9i>p)kq_Zf(hur_3>t%)C=%2Lt`}%@qYIZw>yw8MU#Q zHVu8dxpEfN5BD%Pmwi3>#&_T#1o?PUnv^q&76SZ7PtY<;#PQGXw8IK_uymJKX(3vX zFVi&t9YpjL!v5cIQgXzaavGx7Wp}S`y#Lq2i9}~J=uX~tVPBN*k zG|ubVzJH(QQ+&{S=;*5l?h@kSRT`n$x=`Cj*m?k6+`o68xfiovJ{0`#L+eHMxmcr~ z+yB1s8g;bdKf;mn)6(Pq6|O|}{(mFV@b7Y_UTH-OAt(I*89et*Fg(6G^pD_~$h|wj z&%TwKlMNhV5Q-S4} zjW+}E{*$6G^=b^Snz^FOoaN*`btn*gfMe=8|Kpi2eL zwk`|~n*U7RYIjoJSv`j38);iapT5~uSy3~(R@m4>VN?rK70s@ zy>;&F_RCKtMPW0(=zvu4OYY2`d|u#!@s(OHx>+N^@Sh7Q3La{uM(ryq;UfE+)6WLO z&m}EvZ9C4-Mh;ajR)hohYYTHrD$H?;g(Bd1Rp?1&!i+y6~eu=$-7o!v&_nFDY!3JLd@-YJvGk3kxQF^26V z_SJ-*+#YWYzsdCAlnNF&e;_6$6=e{*{;J_JdF%%x$ijOF2^ zwDQS>F{{5v)GtvE4~9k3DCEv`xOBr-nV5NcEmUFwI?xzqJoN_AD=j~3}`6!wND$m2<)05W1l={zq*{+n)^61vv73YPIBvOJfAW{#H*#rIym3G zd-uGL*KV~nodAgVg6N=N2J$iJ~CO&NCyGwaIShxYcYNTj3^Vv|mjH9B~+k>zzB4(2xb ziDCAz%X}w2`&4vLuC}(eVYS$EZdf;*2qb&97tr)L7sZHP8PZf?447$T=PNwboASpH zgW8H>*;AfT%imbZ^Hu(~BvFONWna3ZTHi+iI^PEd>@Ut;-dWY%T*=#&OKtPRKG(EA zJD%Kr=cGh(Fzadm=NCau@PWsRWhL2-cY_WtE@a^s2Nx8gK|{LUKkkyuOBNn+b#--l z{izH8y1lK1_1wvwg~bQ%GYee^n3m1t7X<~lJV|-^gv;=7+Sht|Jtj65ScjD9W#G zp-CwzMKBSEeiS%xdShl)dF6*1&6nN6i;f=~{x;pgvnO}a7iSlEHW=^UH8I^JoB3O( zG$H%7PIIjnCnx1&u7`scr+26ow^e^nHwj$l+5fw5-N>56BgE1BiPH2yh09c&)fpy}c~cN(Cg4H-Re(v-o`7gKFJOz1g{z`qp_a&;!2{2q^# z95}R?Yxwc2bN(0nBJS4tHc5d40f8eLmw6GfqPT)k;&&2#$(y=II2Mp;#^rYXQY;{& z3y-s}w@Vvd=I!$G-jQ0Nf74)8n%{pJjg<5Mf;MPnK-$G9+1idk`h@QZ=N>>urtXAZ zFoHY@?h|;$xS(1kC>_`$bU~B^frM=?WiA6OF+0kjYLbU|haX)~*#X9!SA<{~^*8s) zB3z}F;#TO0wyfK6*AU7*UNc_6W7y3sNSWqgbH$B1Vn3?ExAj+_ncfF~^9L z&N+ZY#G$+NpnAN(T)P`2QUglNZHb^fF#QgXJSO^hRJ3P~V$v_dt9-7*GRw+bsSIg7-vi&WnYa?-ir&7)*b7 z{}HwoAbx2ltc0!vC%3eAG};tYRyyeaMeG~hY(L22kAg@FUfUPYCb5@b#KT{~5b_Sq z&xqUSe-gug|MO&akKVVaG#IjnkESgQv^eZEE!A)JHDD1`R>KWI zqsza{WoEPrbp86`AAL^dFVZgkRd0wuZB70TKR&vZnf@=RrMms_cVfSJv+Cnn{{-*V zvX1@Yev=l!7LiSGSYvl%5cK};@g^_G>1K>L;X~RsZ_uV2Y*zv_8*_WghT!2X)*{bd zDd?nF5vhEwj>N8JNwce00R-1`1O3&8)L{&~*!x5?psW5a#- zqug5P=q2qtb48jxbsWxIUIH;veL0kj5XF<77E3y~8M8w^A{Edk-i#)08v`lZqn5cM zBtdzufQDZ9m3dC6WiZHt*z1|y4Gcj8P1^<3f*0a*w^AQt3?L&xH5dvZ*XDv2xS$v# z>QAU=1w+H}A}B&IzX`X~(}F`;+q#h%&(ai)Dn_RBub5*A39{&Vy7<^l@FmY3jYv?0 zB#;4AQX*y<1zb2zb{}~gmByvUnVOb#1$A`>sdXGFKQ}-~dv6^7L!Z;6fLmH!_bZ{c1ao#`?wu$1V;b!l7D7IUDDaJ7;ke@e(9^nueh~IJ@uE@VN|0j;21FD+%cUUS z@&9Gh>0FnBf~B6Ey)Sv7elQs)cj468oNdU-+u-|^V<$El1s!kV((JEjza?4VF7|KD zW#wdVSYds*E#uj?xuyYXGmNe3@GS@lEY!`!zgiKc4z);+=#U*NLwykYeiICB(sBUoIEO_zqCPecnzTqmLowL|m3{%nzSks+i7q z>QJZ8pGup4`)Z0To(m}O31Y(cvUkH+j+B#|>}u%{HTUb?PM2nELWQU}qtc!b0#X$3 zR`j_!HU9U#bGznp$V}w{bYVeobL}#`DqZ>4e~%WTpMDDjMX+qnOl)xhD51PU$)(5k zG6`w`j?K?|WhfD9z-A8s<$g03m;gT$0dbbB zT-|OU&;uTUP)@25ly*g)XY%+1z%-J*68qAdv_8|K(CJkOcG~_tF^!T|p=~f2Hy_yX9DWSD383_k7Z|~#i8OztQE=}v_>x@O zO;w0m3i>6oBIelo1~5k0(&DY%);SLd>f6tCVg}FHA?0UX3S){$%ZwPO`{_S-tKdKu zRvQ*vs0&zxJ7Hw7nX%85LUjaI+rY)nSrP}BM~j%WP|;>YOd8hiKw};46L0+*h>Bd0 zHiF9_n{IHWPsevnxDcZhRPbXs3DD{w!tkZqrIT^WT{#5DPvV8>5vfh`OGN>lgCe69 zf%t8tcJN9~F8bgz=nauMY@hb##&DLKXe-axuz44oNLR;Pwe_WGio!x%}k%%t9i@ z!}cI87>dFGze zP2wisN=FO+50!w_?aMy=D;DwC?~!VY#FNCBpZ)??p@|@%#hNE0?CevC2fH6DCf{I7t`VRhg1Y11j93~XC$S%dp`!@EiuIW_p6^A1WuDcUAOW4AItw}O!>&BiCFOKQ#rMKq^@Cli zwYBDf(k6|v{HG9QMs9U3sd?o#3Sda2C=@#FJ3%8i%%U_yQ)}od2%5kd1=7=AC(@H= z0B)h~f_vF}{cDb~>=x|@iK_uZ7$K8yJO{O;Xrr`bI|wPi5P}?iji>cbu4TvT)^G~; zz(*>=TBMeo|5~vRS_snW{UJAb4H7q;;ZxF^D6m*v6;8`iufI4|I71gioeU5u_RGj0 z;aa&_W&py{lb;FDUFK4$SMdEt4)M5Ovh7O$8!vjgsV{d(zbp&8ejFw_!Ovu zTV!_xWRvo8Gk2*u1qm)QY((-hH^tf(w+Qkd5UwZ<}H45@!S@XG!o2%KWqpG6Tijscwgr83d?}AocfFnFWy2 zxs`*4pr8ncTXnyDVKmQiZdgGJZC?kv_jK0+qxFHFh9pB`C}C-`)*hJ5tUZRUqE--{v*3lpbmRfi(meB{u$nZ9OyGoN7MDK>p*b z2ASg*g5YhHdN+R+8mhqTdqpU89+{5)j762@;b_45@N5SyL?RLh*8Gd)h+**>=khTH zgIHTB<}I9xQiOj+tk<{r*uTwpqSDxFVU>$GxHLh;2S~we>x8Er-7+#eHV+{oA3#E8 z>3wN5|EJ3+0>|!Cr^cU+Y35RelzGUN{vK-2PiN1^yf|VNP8)eCyd87Q7L5iFr)YoBNJtL)1hDASr@-# zCg}ifMh>iONiw`@BJYtP1ZfT}?%mKR0#auv?#1B9K2;xzQ7V8k@%|f$KT?RJw^W?m z)BvuunQH`v3_d)gg3d?))lM2dQf3y+VX^!^t_zV^HSvwlK3lnNf0FLV@EfTd`5Tt zM6e9}Z-fI$$}6zneo#DZ}eXWS_@QH_6u0w zdjXfPo-x7)h)mIs$Fgfrn;hqh1vg`ketZsNioSEN;5#__lb~M2F2!8|G7aza`g#b) z+4Qa!-6hTY74-t1u!_=_LTErrqpxWX*yJ9}H&H2UPw0AV1Q^EIV^zC+``Mz2g}&2| zsF=Jl5p7-e{`0oIO|EkH*bv}ASF?PJ%7K&DzT|G6BKq(XyXk%Rey>V=xdwX_i9!tT zV7Ojs&{3bXya`#}$lC^hcb2^P$D^_Q6i)Wyh6eBNJ1<#3moc%r^Bha>vKYC?m>Gg8 zrVXa&vW=fT72mrVEiJu3`m(aiDxaVJpE_4N=lv?G^83?YGu5iWRpgaOEhhElIW9qV zM3S+;arcKmUH3Fjy)8@M9tuM`z|Vy}UM{KK;EVDj2DqRR?{}E-brhN#VjH<^Z^{%} zA}OD=t7=Az6RcX_@UZ^G$7IVIsmW8+qmmrOAnf|CZfLy3@U=YPbHL_KT84`&4%OW> zgnjd|VKoci)KNnX${r74uTFP!b&PbJ{Ndlv_G&RnS0LHu9Ko$WcY`?};Oyj=^|n!& zi|quAG!Ygsie)I55WMj%kel2x@V;rc{y;%cJhg>S zYZMq|9R7k=wEg?r;e}#r`ss1Ls6A3dgAu<)eA264xNFJoqpC)@E8c^nwV=To*`d3R z$K74zLknp2usZeRPG)-7w=4|bp2K$=%{lcI~Y5=OSp zk8Ry1l~&{!*=;0GgDQ7Y9mF|1FDn+8+xXR5&85?1h|ZiO3X@ERWEEyf&Zn>!@L$P0 zjpFK}<{RQwhOa~t``SOmKm{woh!!C_PIU(7Ds4c3Nb?ehre)cq5x#2GOw0Ci*BH&? z)VIs1EcZp@*>j45z45yDLM%bXU0;kSISn#v1U>Z8KRd^qXC#eW7jQ6D7R=$ni0d&vjlLWAd@kB3Ti^C2PhCEf8Q~u`4A_tzr&s z`MD4b(F*%VfE+k}FHl=vOCrBiUVy^3nB50cF8IqpeU9NSYoVfP*Zg}Q?)a)V_uRD@ zVa;I*o8t}5vz;8wmo;LB3krTLg+OIF4;hyb)d^7W470tx2jxD~G=&x@?psJJ^3&V9 z;OJ|>skzsym+n`13)yPJLY9;cKZyPzzAEyxnH3lL*wH;C8=bIf14UW27|RWKE|!0l=!o*-T9!;WmEjNnqf`l?Q-vK z$&>f_P?@5>#1&+=S+D%Q$AChscPlu;wz#NZfDwjhcc=3mj_b8+&UZ-XP+Q8 zUp()MwF(Du#rfi;EY+Nu59(5Q^|eRMQQcd_<`-_ zDEgeqt=VLi=^fIDmuauzy&u`%{^mG%8o@hwar-%p;FDLm~QNdau~CASF<9Nv}| zI6s%uTr5{JkG8GWv3V3};%UP9&J9-tl)GmnQfAfJ+buJ17YSS6lv5VEdsWL6YgeO&c=Zu3jwijCDlCeYnEu*Bj*{M%CPDNuxK6rJV+Y4*+JAA`JvX$$PSHzyGT({6{26#{sLIes|<6C z(=3LJ9W%yDr=>%1&fkJ{e*NWQQpmr;=Rm+6+bv{Pu~2nF1Aj)+iz?7zR7 zew$C6k4%t9DTcH8*?if4iDd4(RrC|dXE2Nv_l4HPBX^(EGhG>5#<23BxvVxg_8>}A z;u{#qbp(xtm}W7I+cCCAk{++Mts0`P6WN-WscT!kR^EdmSc>5_h)gC8XDc4&I~)|= zXmT19UxTTS@|6QE!Mj=yF3X#Qk5=!b`+3t(uuGxhZVcrjg3J}&LtxWu#9BUCZ~X_I zN`bad_1twHtSPJzeU9mT0HA_;nFkZ#*YNvDj#%DMy>Fkx-=Q3<|xtAZE3d& z@sX`!+G`1DoX97kxW)eQPHoIUWe|wEpbsVSiVI8#dZQ zWw$<1or#ch76me1J6}bS-9{k-Ja?4@gF|riR-p8O_uOOF1~_buC_O&i4Q#{hpP>8j z+kARRCcZlwr6no6qTl&MbqM&sopdp=C*CcrE`gW-x)6BIZtO6Z$pEd2M!Qan6RkZq zysL!@#9=iktMWHJfIYtJ47$way@JFa5RNidvXciYy)qCa-_yuDrM(pKRTBxfshLSY zlr(S5nIfxPWd9O%M}_fyW09r-AFzy7TwhCx;5Bd!V>l686JFYXU7l#6>*esYJb}-k zV5>Re=&@cxhU!!?Z#C^`Fc!&IB^-<8yM1(7)DeJUSnSSBgSyprv30T+uRP_+bjRd@ z5;T1E?-|E;KF|I`4)%)|1YTQe#_!#%hf@?*qM!h`S>WsFJgY6 z6#`khwrdgLV5sk_y)$bNno5dnlJL5`yMU(bg%YzCt4#5If^-R*YCG$$Lq1Z{iQ7{lM}+@>|5% zXM{$Y+wLdbR-8@TBdq$Vi^o6sfY30cDD&NzkW6xPpyn58CU7B#R)Si^Dk_V}t6W%G zJNLj86r(qy$lMkS3b`9%ccY6FG($C)1G1%@6Z#@Xj2A-L##81}fIlZK3wb$534$x| zxBWTT>dL2)k2eE%QE(+JKx5dS^HnbfGir+A0-2UuBm`gBy5Q8g{5K~V5;bp05vx`P zOkIT$Qq>N{kyI8uv&g2y4Gvp1I@WtX7o>y>PeskWL(tl3W|8J5LASK!|1Vo{5q3AK zi5`MeI+v$(F%CgbCf*PRaK#mWl)&gU1+Ocq%s%_5*n8(=uYtV!=E^j-w?ewAKcJdd zb$42tJv4&lojOsw)*MEFyj_d7Zjj>!B`a2hui{$FZNowU zNXOQt2hU5?jCPzEB3#ydf$cS)uK|)Evy+rTkcIn=t{u<}NV6~d#ytwIw+nQ*Vkrb$ zE?noS;Xt=@wVA{Uz#c6MlylH*D~xYJxauNa+goDL19s!chjR@5w+S^GBjXkYlFZK~ z;!-CFg=O#bp4u}8P}{FM2ib=q zV*5&h1pUEPHVO%24nvr?GrWrq#+$S7pGo%i_U}?ldx^&;xyed>B)Ly|dL9FE}BdwNtC1*p{224H@3kq#DM z`3SLN8}n=2`niWP)5N9V-bj)ZdpB-$i?)PGut7RG0)rPQ7jX;N%%%kS6gTC9@?36o z(MH?_b>lVEdiVE%LRi{#@n8<9Wv5P!7`qVswiJCL#kSrdDY@RL)w4(T_Id8K9j6^1 zP7bD~(pO}xJffIpTbvljI+xn&4249@rdtEHayoI4!#adBGSrx2b2fPYyZy^KVm071 zw~z?<1bco)5x?F5cWwXsr^0L_=S*M29T{d^IW~Rah9 zu)XDQh(@M=llS!0l+Wx*|LADQ+%6VNxo)~rKMR(7RuseNk7%TZKC@nKL_GgJ{bZ%M zcUsZ{MI&;2lv1uaC2a|Ni%?GdM4WeCqsm$Bw6~$;!ehY;#-Lf-itTQM6L0f?UIPZP z1)Ax0sAX!<3Vs7|O3dc%G8d5!vMQgqzy>d#EOQ%ztdOnkTXX+SexbD&@R*By%}>AG zsN)dTeLD9xSF~dnCyvTq_IyqYS6BH_SH@hT<6GA%#50`>;rvEbvWCRWHd$mPyEm^W zcAqYzb`!yFQ__H=5GW&{+*^wNsMx(Yz=i39*tB)Hhp{TiY$e2TY)bwt#+p zkf@9IpaC~O#Sfbv56Ex{FHzB|&0OZGF2cXB1K@#yUfp2_FUXZexS0#u1j*Qxu)$*d zzUOp*-nh7Gl+YjQ7H^=O(o)D*%XDl!8a=P6oPFUP6gT9WCpa4GlX>V-6LZjd&i~#` zK|U<3js`4K2JRRE7d0t>Y`9u}DLN=9!AtH>2az-g`-lH{r(*h)zJQGk&edJy$^!Qt%CuZ*Om;IWrVZ-eXSR#SM)N@%%|oT{kT~w^#XslenTO+&{uUlk4_UlAqdbH zU{m&^%JaPpv2ew$$0+%&+uE`Aq=*b$Tyf9-_PNVP7p{>Br6q5<>SufRw0vOw1z2_Ic5JU)C-E4y+yOyZvn-ri9{=2sD4e+G3l&DGR|jUTwaiS z&Sk21t}CczzAQaVqPKaDrKpH5>`rOfZTNHE`{|(PTap%`nn0$H+}RTG5RG4DV^Qg_ z$)By)O`Buk8a&kIJj};Nri{1{s~+l7bOr-r96h~rEAPR=J=?5Nh!lbm;7Rn2c}u6y zd|LxXN#i@N+ep5jM7b?34qOv-F-TIga$<7fFq3zm`NxARp3BaSp|S?`s8B%3tN z>J?x}84u*oZkW@%F0)Mz7&r6Yb=%FYTmAfOEc~E|jFkOe-}9}5AI%o- zj#WALk=c;^Px{inM}MuwY+a(r5KaN1&)IyFYr3C?QnB)$%Q7*n*0-s&!7MAS0VBlb(s1J;)+cLst8Ic+4oK-bF*A?*S>hGl4uXrG zXP~gOB6>1#PW=V$TVE&GJOr@_X;C97%sUESVBc-HBnNWW_?}q$jwp+ccqq=K_o#jf zg2Xf$*ar3f*kI1FLvq;tq-%+b(!;4KM=QGGwDg_d^p2$Gh%JQ{!+_n@#ZN8=zNPal zokzT_U&S$Q7F+sY7kw1{TB1UQjBz2p%UcsADpW z@2D#pJYPlO7Lg_Qw_lV=pFg04X3ek_Jp7T|I`|oD20QMCDupxd7|}>#N_agrp6ha^ zq7>6fgeE;EWUhY;Y@|VdSbKg}FbL^c3_$`fy=VE+A%nMiT1n!U-4ifkuUD5rT-qgl zJ0l?tbDJOF?CkO4644L{1!a!)R_$lH~K=qJmMdh)bES z>}rIa;sJlGTz5%|?_ieOOr33Q*a&;bUNH;vJ7MA@dK`q<{B3@`>tXYoS(5TMy&I!2 zW8vIm;Fz4l)_LbwO!G|+qIF2R-9-O+J`Bm1pKEVUdr)Rz+Y}e}QhNwI*|J!8Jn&%q zBJ{{0U+J}GXy*=FhO(xXjz+OWr)KSK z&uO+cY_`K(cL$Do*~X>iV&R*CC9@ia1+W1hI|sr#kUIF(=EDLL?%F*Uie2wjrsgt6 zuK|Ofi(iUl6I}C)fu>3koQpL*Zi^yP= z&|>&q;AtuSX%kiYP}^!@>lVa;$IDmKzX5jNh0pKtfOxh=6>m7+bekagSfby(=?}k- z%|4A`5s=D*@`uU;r<=l?vww`_(>7^+KfL2iY;N09rzNEjq1#|~2kJimRQ-)>4a!5N zcdwxnjwK3l^J`Mr?4 zy`m8CXkRZ~I=|xYGaF{`q9rh_6xv2zES=@}%B)^|v?t((OVz{xpXkQt@0(cy zK+`NO1h;Uun%Gx2KB)b+ch{Jl6hVhVdjNZcdPu%$iMxK#94V$_b|#8NO$KT>X>Z9`(sPTjndm0=&gkONt2ZN&hhZ&uQkm?|OH` zo_wG9l?#_Xqqwg0$wAnfz9pe5=eS~dm(!q+J~xnTWRKcxPZgCE=1Cu*X3-1xr%-8q zBKgEX_>nC;LvLvs6T3|<4H0Jv(VtM<%@u#QD*lUUC#daHCeiXCx6Pyr;CNEtU?XOs zUPfgKiF>|h>4AO9>fwwlMi$j?3Kl5F^ZUV3{Emr-2rv}MWz^OD#O_VXT4P|YlHpmU zuw8V#UDX=#`_=l!GS96Uf@|z+v)%tQAg0 z+||s3b{-Q;%z{EkIn>B(>ug!NX4K}ab4JI~X0rva;7O$y1(f%m^xl$Q*sF#m0&UId z{V8mu`O|LT+?bUnPz-ASsPI?;WA;+tupMJd4@G+Fp8&!1K!}U;Y@oyHaY(~8*~(d# z&S_dR9NP&i)y#~@D-2^aj2uzKPcQMiyraaS(baCFYT|o=E=~jBcaoUV+_z}zt=y`v zSJ&T?;a9N&oxYV?v0dctYH{9sVYGJxfb#{T3-#9v(NZ7XAU)U5Dz_B4iB=}frzzT; zs+fJF!&eAW1iw}u)X!=`-}X{iOZI%xuV_cEA&6K=R+uV45ks_*Pk4-gFVLjZx>ilRj&yMKAWQAAIJw@NaGTafl1tS5H4FV) zLfZ+M+NhIH`u-vLfu?;tRCP_s&x^`Lv&;2gD-4x{lNO@eb@-*!>tE(u`urLK=R$1B zYAH;=1zHwyW;H$@w;xFnuf{Zg-~Bsau0p1H>(jR*j%0<(7!DhQ&$9YAsYVT|LvRs7 zui%UZ<@XtmoPeZp+YVxD#-kIN_F+(17BVw_U!*g)0NM9|^PTZNyrxgfkUK%uuV0ls z`q9%Qfn|oRlXd@iMv^RdH4G~r4Jd{rnz!0gCiyLTibD!Pz%WfVln;dd@p=JX-99KM z&1&4DXv`9%uD=CqQT#G!C55@q8O(KCxd(X(Z*61{EU;jUbd zfW0F`fV7eXaJV@{LHWs0a!WV|-rNhmruIxLN(=32F|1sJRYkq*h_1rOwpkVW zD|@W_Dt#Xehr#IO2~7e}f!|&v)$Z$M{BqMD1jW?Wd@EC}B;VxyrkSq~9?w)BCd$RD z%*-UE|1v{joKK9jb%D0^Anf{kamkfKPa!^14)q1YipiR;Cb0)~vbz-{Ev^8PMW-Vff@ z)W*DoTfJh-SGKCuR+1_+D7Zc6WLMQ2t;#sMk(B`{>O|Nv%6oqY3sx>>n`dQy@LX?FsSwb}9l0dhOuhV7<}<_%T9e(=?guX^OV`qhMm8BUu7pET zKO85@9m%5^@nU`r0mpGZP0O3Pzy9K6hEkkdP{?NH{E1Fg3i03msHmeRypMXU%x&sG8b;J+r1S5^I>lLJd9NEz3xvF}LCFig^IS2`w*&qii4vau|A z&SH_QV|c-;lEt^5UFashO5!Zcm=jvy)B^C|$2}Y5jiDOc6YsZhn(w!zFnj5`Q1(!q z7W;dfNS<#s5ArY*p{7)5paOr_8U3#JdYme;*`gR2;kx@{fO+c4g~y<{k~*>;pu9C( z{ESCS=`o!q{oq`FditPHa^0y_R8eldu*mplC+hkcnKe4pG9&!?$_W_-nk!YlvP+@` zs4c?xCb;pqPFoXOxpjEd4szg6n%-!q(=kL(s?;reQ&rqe{0#ucRD&lQGPB_0#WDEt zm5wOcD|q@H$my|?vpA!&U0`#b{F$eBCOEi%ux5K-uY4ZfdW*FOKIUWF-b;`Y`xE(HEhkhoOY|^we`d)bs>$1 z4knkqNk?xkqbhCfQvOgkN?}gF63GyzOoU40{x&TUGE)3XJ7SB>o`Tgr2&S}i{Os{% z-vaaVl@#Lg@HEypHs;=3=63ZWkW_iGMBl-?jfwd(z}d&=ygUhBP}{vwjUZ~d;>UH! zBMY~V-er_{DcbA|&Bo3t>cVxP3T`=A3p~`@0mre}><+6aM^MrH?k)XM#AS$5R6(#4 zd`TRrd!`5QJh9_3L%5PxF>j|jHTuG4h~>6*hX1Oy z!D``!Xt(cRHmEJyJHk)5!Jr_V0GujeTd`T$oVzlSq2Zr!8~fMgVMF+a$%6vj(Qa}} z^&Y8LsyrBMZ}@}eux7p=8Yoy;|8iSRLt|G*lwx>+VryAydFrdmp(YuO&}+9UxjO*W zKJ$&s#Y2M83%HVVE*P z3Sky}eN7RbWdb>8=+?~T?LR*+aH{S4QD+RHcvEb2gVVFoY^%@rteu3EZruH&QHxd) zhrs~T0|d?I?N^fu&6bdkb@~G~%3ZY~@WZg0gg?Q{`GfR0pIBmmH^qkE>V_Gs1(bPJ zlD>dHrT8Yrzjl*7cw9gRRj7r$rU9Ho7${)I@Of@vh0gtA9c(wLK3&_Ao7TX%*}jm< ze|j---dtYNyCK!ITpB)}VQXnd>w{F@fB$$rit7*y=4pKI`LVp(jJuHu$4l*Xt#IaS z?(_G8-X*?xH4Ap$oJ*3nkFwmdqB7ChoUN8$x&zu_vasW)mxAsd{`|3HYs1L(-6t1u z*-ih`|51mh8!MSi8Uk#_NP(U$mGP#Q#5x9p_k&p4%STpGnLb`e*8(V;92|Uo&Dh}! zD1&{0rpHDjU)#2>0a^HWn9FA}Jl}rlm5a@+O8%_JOFN?ue2RrXB>1hYw7ioxo zw{|*c!bT04l2|~W!8J6=rE~pIA^NWS$c%2bO}DDk#a;GTokg}J zhbly(+#0r@9B5AfhaJ|r^jy!Jt>9Fe)`g0FK2aALziiz^8gB00aOCQxT{Nmkq0RcQ zm-Xs?pib*viCzliU9oY0+@p+$2P0+%&xzc}4-x6&kx2INw3DM%HFG@Bi4@s6|^V9MM6%5`Q2O|zQ z&Np15{$Mf0oPWb3EzgXU0zW4OhXtoKkFVFPEYPZ9esGPCz}5CsrBZCC7QzCSVL%mSb#^UlM;>p@t_^fWD&7PGqf_ZXaB_) zR&rnK!w=#Jt1mF)9~*VCjtYi0OQSr$AFt7VYA>xPLvz7#FnQ-fAMI36pkmH{XgF>< z$FSCbh33=%ky8ldd=*WxF&wSY>SkC+Nr< zX|+fM0f2SziR$&hBf~8!GZe;uk6~35w!Ba?xj?3D^|vk#j+>SF_Eqxt`&rnCZ>t*& zcT*WL|MO0PL+I2;QF6nxT2d4`%jMdQz)rQzXyCgc_eESnO^<@zeoO8rbFB{#z$D`> zQQ>pf&Y-qa++!tvkjlr6cT+)g+y1Y{m0IF*j+QJiD)U;^H1XkQ?c3e!T#PPi1Yw+m zlPLyDPw)-o9_ODlRvHv6mE3pMA8wJxxRD|@ojiC;G)(;Zvw*KV*x}DeDY=a~oql;c zb1yClZEy|B-b9KXeg=NJT5rhv!mi^%UxYMpfDx;R;2Z*fi9!o4zt4pHn4NAdLUrF2 z3rf*?$YJX2BZ_rF#TaRCRWz0fJ>0KlRToAfT!UWsCX%ZN8)W1-}I(t8=VpKDu4Zbaw%@jGCVfc-yP% zkN)e7dn8=qn*_0yS6}L-a4TQ-B6a)QC2^T^$PuZi8$_VfOz}t`{>3&yYw9Q$BDq-b`_APY=nci*LQ$pubpM? zDYM?%n4Pb;F%7dv##5PoY|jXISOcP7)g?PrS?({@Z180L!8&Cimn2rzj=cRZ6TTB zs&Zx~zDlzmlH zTV2#GQYa3^r9dg}MFIta6fGLup}0$Ng0{5K;*_8%gyO~B9f|~Zmjb~(xc26|cijK| zf5;eQj6878*?aA|)|4a9yC~MrzTiPhmN%XgIaUWPRoCbs);}=!QeU55QyC~R(PySI z{y2~O%p899XS48q*w+jkv#HNi|1Pb8Yxe-~sKAaF_msp^J>53c*h!+QevF-X8j-J9 z+hiB*Ec>-pe^c4;>naQSPg2wv;PzQvHq|y%dGZ`Zf3@8u<+kwY2#?(9JExdj>F-sb zlsOE3kcEE==&z0X!M4%05xWtnhaiW^>Sx(hiFg+Dc8C4oUYkHU6%|^%L6@yZby`Q3_IXwTZ>Ji)SpGt*ej@+FGjA9QEIu}{n%hW<&z1( zNG|=U1AP3D%){4A5=<4Cj&9an@7m8k_Gp?BQb21(eR@IMX7-nY38DPiK%68;xVAkM z;iHUE(I^GZ{ICS+PtXP=4&GK;Qip#=gBc*uuFYiqnu0{qySe~4S%%{7;jRCp7FCT2CjUMIlTPwGS z$Y1>Ni8~2r8>3qXtl)ZjG{tQ}!)J0aj|C(n66Wy!S+T~Gfv9=qBzF=79KFi&0>j1C z&+DyqAafx?ayGz_XTtkO{#MUh#3ZW;Qg3J)UgDb)#|38?m}iT`IWGE9kLFo`{Mq6wS(v z-d-0ToK4`nANpyLz9{d<#|!3qm{oQ(^Q4S4+Eg_wzLu71H8c zx^d!z^Qln{-6_9JRF36~=;fSgd(Fw!{btI6FWacoEeL6~Y~T`?JQR>K693jvKUb0^ zOS-9JHDJvqKC96acS?9Kz`4sTO<*vr-QT_4XQu6Dk5L3XN~}nD$kJSJ;b-uF)#ule zCN2mC*0;pxfqV)$Uoq5Gl?NdxE0AG|(1*s5Wu~8rTsHzGnh|ave^zI*@k3Am=lyyw zx8u_7hxqF-)Z9qxVu(?Li0y};*T_8swA>R}u%gc;iXreD1JEdgg><+~gU0i+UrWPPh8Cq5Ur2muN ziidkh3fz8XV-)rBkkJ4|X?+3p%yW+HLg_y&l6k4meFInp;ZB{_34NJOhzm`5pwn|s zq1&1ToDqWy@S@L`$KJi*%)m<~kVHs$@O+z5375qM8`Ty469Ww4J`y563=F;QUsTDa zS>ZypB|FhZ0@qFJg>=smz3THsHWkYmQjd=&m9CR#T802p6cO{b`i_cKVIqh^t?wKm z#N+tX$-Nq~?LMW?Yg{I(ehHQGYCFPo6ZGah9SmZ|dA7$}p1|(9`W7mJ(m~J$sArJl z)!?tsiJWBp0KuleiRV*c#FX3;P0XXOu9>|N*2EL5QFe*~E|}K1byd^K!YV`XUIgg9 zVH&1Y&YfLgsDg zDPFLwL`kpaRwVhWt;FMYYE{Y6YX>7jh_-OFP{(^FenP11_m^q?FP@$rGn`S6UgV>? zgSYyczu=A|e@DdY5Lm0*2w;VDEkL`ww{n zhl35?05G&h`Po-|Zxsh5(sf{-pmjsyx3)NVi=0?5E_i_ZS}!j|7Am<(U3_aPu;Gh~wQ?5z*5qZe6j*k*tp*{$?l7 zfnfVaR9DqOtQ^<3lfr_#|4R@Ftwyn?Be0iEqzNcMFV!%M0OUHmEeK$up$bA9Ad5U& zwMl(DH3uMf9R04?mfz^duu)vY-{~}%+Jt!Bu*F{@El)4{i){MZ(5xO z^2cFJb#Ut43* zcN+>WH>p7RuL=)n`;@Q+$twSJ-bGHqwi(E1i70%3HD_BmPqt6$L)g_q#CL_B$nj8* z@+VG(qxVo32@}7@ztBN}1C0KM=)_h~WmrxdC;(p_CLP}W&RG%dPxNaO9{`xv7sQVt z^Shp%(-PjqyW~~`Z`tqr_VMWM2z9-W@D8ZG>v*}6Pk4==pH zv-y0-C}ril+S08T)+GuXTVj|PE^?j#_IRRtC7%xlFw-<2DR*q(fLEP$4V5@Gzm_}H z=YuwnB>3acY;BxlICz#ugXylqWO2YU-!$gTtc*nZBDnpByEdsA&xkU>*Kp=GIq!as zZ`b-w<~bx^^qa_C%V|X3739M4q0aTBqeNLK4Ay!?0U`)8F!UM;QwE!Rsf`?X{RW5s z&LwiqYl?hfF`%AJQhjrRH9|;Lpj}$2UHtC}$hc>xLMPFovN;m!yfk{b;(&CzoJCz@3{l++WI{PsuT1_|rxn?i zYRStA6aBw_y0Qa0zX;ko*V=|`J7&~~4i>xz@k8d`+Mq~_Uox`h%5&Q47)M6(bFOpb zdq?e9+`-82olYphjN)8OC}@ry^tMb?DsUJeCqg?(eGnlF$yTbUcJiSsQF;zko?bZ! zmY7sn;Nr|k*ilXY`;W)KAnjWnG#<-M@B(KSbQvyN_EY47QpAf<7Be=B=1y(W$WV)~#eYjdU+b|9k!)fxj8rG5^tJpU#e> zqz_wiXBPSUo~?)kFo3s=<4T|IEdDPw2-b|P+gqHo4SnR76K%}D_BloQBF|Psg9P0gou7XSnytydYSW@WD=+iL zLmg~#^!|ZetLX~!Xd$6XB4`?e&(>3S7=KSqvn2*G{rn!D&1%Te_+s}f8z{|LrN_ws zZ}NP+LnKd(&pyPU%;bj@3+q~3sMeJVUctb5t-GP1_nClN&v-F$1lIm8tDC1=)|v(P zZ@8*PT2n!57uhU^)p5|34$<|?RH|&P&;vptQ@XQ0o!g9ZB*KRy=6lT}-Rn%!0?t?~ zo8K`r?IXKy5QMGfuicC$>mq!6aX$%9lKkgoMm4jKS!m=5LM=Tb5GoDh+xImrrjQ*A zqvc%ah(T{XV|N-G`3~LH=d5DiVSrUY zd2m%~Go9&P0iWZ;#Wx)XzjvX69%Z<~4tqG@jg_g)dz2662hz#1h|)obbr?XwAt#F3 z4C`w<;2<*F4&R=u&WKOH;|QV77+B=U$??3~Ifp4JV}d5M<}! z0}*QY3?rL;9$0r<6)>&*>1m@-deQnRx8MJtlTV4lfIH`ObIPbyF5^IS@}t)f@96OJ zkfTVH*V_w8|9cmL~X8 z1fWu2SKmqTy=tqC7u|_;W>csteAQ*%M%i3$eYuNfe*It#?B8q+t)qkj!TlfR?xee} z@R}GpTDI1uQu0J^`enfnQ!H5=ppTi<)rq^Jj#$NKd79r_w)10Bzkkc0rlN4vQ4*O0 z?y&p)MMa3vp?%z3F<*Q2Z`t@7WhJT$sMZ%7ou4>5P4xcE<1XSoITQZzx{Uh-YuxB> zGO8<9;R7E_UPgdmwqmxlz9RtV$?bgcFr|*@Q@Hy|%-UK#q3BAD(8OgqtJY8Sihmv6 zI|Be@g_!(@Y914~&sW=pn;zGt)6W%V@%&G_M8m^{Ew?6Vo!kLYvgVo)R7;`LrcpO} zGv6zUjut2VxNs~#NxU3xyJWN5Hjcnj2e-~$7JQg>y3~AEwvy9d@5+9v@+Yi^EdK=@ zX;$=onQxOBGnhx&9R~+2<)!|DMvLeNqY|^7Po;x;7%%RRs;mTSuY!Y>IHKuis<_i-Gbyw+gSY~;RAUl$&+tB@S z_cEszbhh*+J1+s#NdPLVAU05V4EGuy{rEja_drAuTTc7cclDI-&u8{2UF4NONlPk+ zHoXg3L5H3a0s9 z?o#w;Bw3hK%H}-tKRa&@3sIJ%Sf54LdIC4IxeM3vTQ`ISPT?_UHx=-Iu$K5E>s!e) zD@N!wVkiYZgZ)TJZ*9!qbUu2pdwr^wpO>reT%h?o$(!dLArpv#SF?fc!-RooUqkuv zDkH)`DX#CJOM{)nx?x~5mvQMhxUxQP8~VSCUsJ;LXa3ZI{!#D~6-|VPY$66O;XB&T zAmBURAfhp28Az&^*9eA!xz^TYoJPd)!Dq8*BLlnhK$ zS(9C3y3CA5x=Er{-#Jq+6i0_F=>OZiJuP;a{d$U@>r_B5HrKwb-sqy?$j_nRHA=1> zD{cHhS>9Ao;k?oW=10l1tB16Qo~p{mB%XHbj@J~TW1tl0(dvve;PZmatKo_fSLg?o zo!al^3z2_k>Y55*E|{GMbo-BPbM4?mm^n_H29HfRW9|HaGb#sXHkl-)M>oTi8Rg0#J#>2*$ zKxZaot8VV~(KXF^k{x8^LN_ne_Py<%%%>=>5jCXTRY1;}+__I$DB z;hO=DVL*T2N!spB1Zp*Od#%(7rNW?Q7-%m^m=JnqLelhGiIi`&7V6v?7+Y@Gf?6%3 zeo`GKJwGk2a-l;F4Z5o0rO;$5-J^Sdvp3sq{?o6c>d@gt*zPH;CF^k1%DPqLEkcvy zT6H8vOg;X&6=pi(-4UX{veCF!oV!SO78&jEI%f#_*I;)+B;D*jW$u7{pxq)4-oy_2 z>pb_(oL!_#UMBbL=cv`E!OgSSYf1L@zBl>mgbVUh!AY|hE#BH6#QLXV%Emd1TdzDu zTpt^^;sxi(cUYTS#Cc{~Pnv!b&^yJggg6)AS2XrNO2n$C@@)ScWAe3~h6)JH!QA&|p76+>%CF90)Iy%7*Nz6DO6Vj2c_;;^yxiI;0~*B`qc zm(y3;{Q<9j#QM)4Vsxr_Rdr~wfc)cBRGv92R~Jx$@~MPAA>7f>Iv%>Yb%JM`vYKeo zPVZ7*ep6yZJP=vu#>vzKTz=ej7iya}Bq7$b`sW+3CWdh^KTp!9i2dJ4CNk24fDoXL zepwxd`ZHeS@Dm_c(vfip1N-^V=fH(n`t8r3|N5bQJgG-TQ!3F{b6o_s37irVro7SQ zv@SBf&bXc(dt7}qsSBBn%3il?iHRdZA27J>K?OHt`=l9)ZbM7r;|ZI0V&Ww(&Fh>v zs*k@AT3U=OPIUTNPqrm$Ph~s-1cBp7^L$VEV~BTN6Vs1tk)g!=2pMGfHIS}f$}Tpr zRgk28dEBQ^I+@m5rsxb@D^OTrEO`i%08Y9{8@-37QTNDfKE3`m6s;kJ2Lc{`8n-7> z4f&$HSidsQpkUj#a7asA{AzH9>o7#NL~J>YdoWf#>C0^FrAwQTCTCBae~50=hGx;* zBSDVa{^$T*uDA~{Ljyv<=$?&+TC}A0bYDn{?Fc$^%$gV!DCNGq_|WQmly*;a5tZk+L@ZMtxk_@{ z{Xc0%sK6v9G^(B#534U4&``0iu(6rG@|E(Hn%@`x?p7!5V%H~`Eg3tr&L}&pZaaP3p9>wI;C(kWp?xm~?CdDzvZN)q9%j$I zhN^}dDm+HIA4s`a2~iF8;bI-5mzV0Xm{;t5nYhIt$$I-S9>t**_nBE4ilKV?xP-!`E@yO$g6usnU(ch?Ko;jK-2;0|9-f&uHJZJLraIBUl{dYEa<{p^ zXL#mQ=#9U%1@2UikMk_)*JRq$1$#L;F;ySe#9n1BbdZcAG){;^L&Ytx&3D?2%*(Aj zJ+Ui-X0>i^>waSH@bb{%Y5UK*P3MD&Kog?T+MMz0my93T{QFgmaI$7ZZw`3Z}Ck z>_|h@#dDpDduHL=uiB=&y$e&nroUHIoKqvoRv&E>1sX=UN{H;Cn1sS|6yBlIM@uZg!$A}%GR*lp{FscfWmhq1_h8Q2vTET(SD1c} zoZUgTHoj>7f|lp`2*703AizNCmLGH-G>1<{89F-nWsax;7|+sE?|PVJLPRJ?ZX3q_ z4LCP0JonP!aMr+ib=T|ZV7#$U`ntgw-#bf|X(3qtM=j+9z#aqKfjHBVpL3C4I>br1rl{Gum^t4+>8n)<^Tb>rRY)^?Mx*_hqGO%0tv3k{7E9PO99&43 zNZ0(cpZM5PF|IC^BhRUn`2ON!Thmmk3$js@kQ#l$;>eEiTuhFuUCbNVJA_->HJ>o9 z=soKD==tdRjSY)&!`48HVpEbcGb!U4lUgm2y(CmP^HepdKhkevv(id#k7eJt z=5R(Z@QqsSvWfkozXz>SY}})5qcWl0&`pu>mvI5?A!*A+TNd-$y0H1W?=r;OQ1T^1c zQ<*Vg-9-&**gnd44hNByz0ys=hYNnH@7AO?0hA+tAb6Y8fc`~*(b{baGh#3sXeX_e zMZ-k2m5n@5PmW8y8$q&^$EEKuseGt<L6!ZZY`>cru!jWQuCZga}I+^i58Np3#Rc zhZQY+YdZaz`xT=^=$ZVqOc#VIeomUz!zCYY5Ra+D{Cpi9_#%dY?f0GvM=8y5&;9Dh z@~g$6=Yh}04z=GcMEN#M;K_bTOr>tpWiXj~n;M-x6%dtA&GEh){~Wychr1&}GA&FH z@fU85^WO3GDl~WY6Q3Mnlf&7kF1y3(EmFG=$ZLIz-FUQnNaVh7`@{&msM9H6 z=U1*bbSo<-L8X1aT97ODV6(kCZe(|VQJNfW+ctWzqCAM$Tg`8IsG@#1_ig2QA(oh> zz$$d&W*VEfLS9JIuZyz7xAC^fFOD;)`4Fl~Xic{NHZm7|8X_u`RnVD)<)o~Qi_$_& z?SzFr*8TQNpptiwytGJ@Rj7$dsY>v|{I(GS9FrsF+RjWC&n93YFae;VPn(=U{cb!E z`6<6_H?}`z&i1h`MktlxH*yA>(%q9j_7!N#wj?3GJbgTPH_aeflO)tW7?;-@tAr+C zpJLe2iV;i?jAiG?_dYXG86*v+S|{CaAS&y83AtV_EW<&Ii;_U1A`1NtT z)k$lHQ~>A`NBn((LY$t_5#>$P>kR^I@!F^J8#=7fB`28ZKU~$}xRi8;^%Yx~`**gg zG+tqebL|VOF>1hc2<0I)En3Qx#c1uv=yT_En(a0f+Ii z#dn`iMhgW8m%WnL_-3K>DnKtX)lcB~Ezx^&)=Q7I^V5`6Nt%j)Rk)#;yx|RyZA@Or zk|44+(V)-Tn!!%dBV_Vy=&ar#<1>3!CC16WW!|8m32?1^%BcdD+q^ab>DYOtWtr4U z$02;vdn7^}{KJr)zb%e-4|>)#2DC1_dP(L#$N70hf}AW+G78l1aU zy|5N)W^4OUe+};)-%9Iov#NTdh#cg5Ffc+YmCv@|iz_*7P)xif;iGlu317Ima0bCB zXGHoC6IeU->VfEKlHh12hj~gRE6}RvH{o$rtm)V_6c(ZPvKq$8{qDF66%(wTP_xa* zQQL)H7LQR$a=l5GopVW-1h>_x6zAc{>8mkdWr9L)s+_C-4U|?I@?R0uC$TM0$HeC2 zTrK;+8G!t>bYWr7TX@{mnl`G$lRf*7)iPim9SxM%Gd*6gdZLn)Yb%P#nHgL62f$&1 z=JZUz-dc@4L*6bl>JK-xd$)ZjKO!}j{Un(xBTusbYip#z?{&})r~VWGQg_|?!^mYx zqDb8{nd(T;=}j}6*<5;T>qdX1!G_6R5kCW~JF0dz1$Ie-o8i=1_3w|TuynECvzsed zQoE0^U_XenjiJqv;(6h#KWvQl3kVfn0W~$T*7qg+@a8ZlWgoOjxBJ5HY~B`QXze2S z1DPa%0^i1hu2B&!p?F!1hYU}_I!s?}k~Ke~%J9DcSbrP5OkZ0z+q{J3-JL8F??Bao zsb3wAT1{`(9P*FZ33`SPp&PdwYu8eqGL>l!JtiO6987cgg#K#FbH9)0#w$y3=)!PT zHb1G}gHD}^OOO9#t0-mbt@nZDeCQ#{&?sMcuZD8gMwQd_BXGUm@4!_XoCOcD-f-s{ z4UmBd6LwIw!8+Y({wz%!?ce3pw`D%3NZ*O;?gZO8wf038MLGruvalp&_{=|(GVT)y0xnrnVGJA#c zKEdTQ7f|b+VRh%?>scF$G>WT<{`k|A_NQ~L)}zh2b(m7FY_A9m*ij}0JHfOKBJB$fMEC)Vk@>qjkMxz05WZz*v(u0%8VLAr^Z#~ zb)SUpaVKaO3MZ@qd_A&U#u?a0OF7IR{?coO;Dnm#e7kBr8vQhABn~qF-pd(XbKT_0 zLH~Lt?wA3f!axT6nX;YQ_N{O;)Lw8*uWVDew}Iz^ht)Dp9Yc}ZBxd0|(yBdH0IbAj zP5fKltmPu=zRLAP-g~6<5GuAyTB{E8&!<4%m*_nKmXT6|gT_Vc}f>ZW%|aEwrh;9Y^?NQAgo`wg{{2rA7pnxK z%Pn+2>*@R2=Ra9+F%UN5{)@zd&Z^-hT2&{@-;lJCvic(%6DrI_M&Aky{vLR?JQ zy@ROAc>b;tb-$9#3v!{n3O4-+RN2}-gywk4B)1A~^Ian@e|yE=deHOV#ib02uez!A zc`Ox|wh2}PZH!>R<_bYOv@$v>Qd@R$X&Uy>%R4Xaqdio99Wns9Jm)5pcX~k0-~=*9 z@{c^%WCPNf*D*6J2fTF>OtM1yZzS(N9!b5W4`m#Aw5z#?xL1|VHK}r(uGzlfNqOaf zQTWa8Wmi_{9h)imTx30i#L@(4t?=>h0FOw&;>YBwX*)@p6@ds)=uSw`{?fHA4F9FV z0^podu7T^R%pnm^+*57Ust_VDj-Kp~jAIyfuC7i-FFKgs0l;;jL>GFCXU?-3>kXRwHZ->(vy)RDmaJ8;9&rW&?pfnof znpA!rHRFSt$V*u3?ma&psp0^Pf)--0+9moKoUP_O6A3^%+LgT(7qvxcK_h1Q%;vgbQ%>#yK z?UFP%N|Qa_b}p$kF~pSCLEsO<$E%Hxc{;2*MAvYTm7Mx+KQfD}jz3)HTImN47e1FH zn36v*h|5ZUK9MAj0fhnuyy=u+gODA5SJso!iO0srZ24EpNnxWGkNpiU{pFZbi_K29 zzcK~DJTk4>rwDj-Y`wqmGFe5?CaQpnEKommshiw-tN=M!&r~83_;u0{o_HWJ58Lts zkuMg?U?i>V%AfqH6Q0UzV;^!sR}p5hB2c~!h{0q{Eix3iMi#?V9?^O71YRrU)L#IqqY_cF`4Q*NnWo0U8bP3an?>>W0a&S|IKh0@ec@*oPF6U7S`N%7b~ z=G3$&O*o5MOR07``T@v1=YZ9XGlY*$9JiH=RpsN1)w!<`)3K0x9zd+-6)ddR&s`SD zgmtu7(4tme*H)MN9`1FHXp&L*@Qcz?Ox}^x@Ni39`0#|4?;9S8U{!LEb!pINzF>X@ zN;9Doe=RU;F>SmrjipOH3@DaPEax6?hIQ^!au?p=Xhrku<(P&9lS#G#fBb%*59CP) z+g}Y<`!~~PpNpAr5*s;RoLq`H6OUB{!B|YiN@<$!5|l8vsScmJ>C2L3TAfF_uaL2t zXZs+Xq)?VUel+;vFVCtF}3`JpBn{V3<`%ri=Gh?aWzOB}fd`+BguPxFUU3YAYAUJF?3k%AYA?$%$H> zCxJ$x^fDV|#>Icb>TEs-jU9~kb+lc-K02xX8d@EcD;UKzi1&)%ZZdn@E1Cg5V?-gZu0m?>rJG>Et^s^e``w%@zB`_!S6 z-m5mq4ZLg#5`vgH+X$@_0E?x`M`M+aeTgDSMwBWX!ArP+V3TV#yZU!EgiFh76S)Wh z;)r~-T_kcwh2atr$?wcLUacF|5AZuW^vA`T!MNa0UHcXvym_o$p;Pad+-60wqPzO5 z`WXxu{1fKNAqiI7byTsgjA>583_^II9z<6@WCqT!w_72P@8*K11oCSS-bbU*z`|Zpq+H z0WOWrgH|V3QgwYmoRmu`s%y5Z^NU#hresR-iK$c7cK<<4N43`Kfzsz(4x--`#xI}O zzwBnt`{nzB;7_zn3lL03O8oLYe$Ybi_{zNqU`f-nd1)VxKN3a(YVF>IzQY;AH20b) zy1B@bCT_b7f(K2(T95J3*ar4G?ya0RwGEIiiDn#3nNK}G>o+8`nj-sauDDC9rax(6 zQ&dk7#FztL<&5uDFT$s-X@p1qO~my3#?r-moqQgxOrB_Ot-qM%wnDx}&3gtJq6+}= zfk@93<^i3}B-qKlTkkkc{jo-BK1$}eNv8f+WtAo;u^+b9R9MlKURX-rUZMXm4P7I| zL1lggxi;%>g%Aw?`XzR#yu+*T+i64qh0=O`yu8)+R9@JA<^qfKCFCl>qZ!i@JwvsO?f@Vic)@ER{pGH(XdR%~BQwkJrT6 z_^)nijXw)u4^ocE#K27s&B@A8!wZ+U#I6zrY`(DyXAXZn*Pbp_GJ&c*N zW9(yNTZeBIF*JG=PK$SL{xfj57QOngHUIgQT7ZyM7gbjZ_ou6Vz-JoF5zMncNW@kQ zye3jguc=0%xxn8=0LRN{9M>t+e0VXqY5g+?Lvau*Dgd7HrWzxQaZxHF*xDDcWhk&i z1#5W6`RlZ?F@-0{2;lzb!o^1GzfHtB?-0>crbk|;{|e}?vZkHAq{}FFrVd zm2YpUHk+fG?cvQmeWBbqo>SRUcX9UX6jT`lOSzkWbbU9+Z(gq6!Vf%9%z>9#1Hk~k z``YVB_|LRBpugv%tceYU+}x9f=ruu-C^VoA0t1S;QquBvsdkV{fqKdkqBXd~O4 zx&<~6Os7qgaj(%eFkquC`>(mJo0k81JF9Jz5L!s<9DhX1pJ7%rGuR=59%(t}qrwi; zh?iDf5hEzRH)J?*&VL;u+R=D^HaSnKuAQa511IZXui7^==O6m5mr50@k9@%2_fL;V zW-Z;MArlM7X$f$bZg%8u519FFfkT$uy5T*-o|M=x36A3n`Dts;Iz1T+g2}5g=>@bn z9W~~xKtA5e$j|YZoaqDn`Xaf}^01_SqJfuIu`CDre;&dEAMrI*H#YLXr{h-wL8th> zQ8tteYts1-Fr%6Dgh>~yrajFAeZs%X>}BW)eA#cDzlR36_>l{F&m2j3nl*3`fre3m zG>l~J2hnX6E0o5&EpK^j>uS1CVykU_dsa{bTmOfWS+spPw*uVRE?!|xb@opBZs)_s zY;2%TFm)ERe{0TFBfqL3;u{@HZ=p$AMr5`2=rBNVRQOAr$(4E9M<#r(jJV&9+|Im7 z-%|L#yonwH%)*6+8*+FskFh*5riAYu%yJQMWQ5a`4Qs{#<`qk*=YcP(S*X`uMC7X$ zw+pfnzt<5xPbuV}yJ+%TWS)NIJ<@uwsE=B&vX-c>Yd5Y+8^-GVddOjVMBq;hs)=Bw z5h`*^5Iw^iDNm>1CVHu^!l3%r@&NAT2<(Bd6ARl9I#9`oE=7+@5y>P?6iw;mtjy6l zk(ucztlR#C@Fb$Pl3K4~y9zU_Rc<9aMEJ8wD63Q0(`6N!w=+JM zr}s{{i`H|HGQVN1SYim-UuippDiPWjpFPqwV0>K5@b-$AB(C4^{hvj2mReZ=IANtGP_VPS%v?2oD#VG_c3$D+3>Tw zU1G$=)sV#*ydVwuxp^;ew6xUs9R>a(=Xm4sgNhcmPje3|`O`rtLtlRfnE2S=KXkp` zFg12GsU_e5hr4@s~dpN04=yvA@R*;^gzuOMFkY#u6G7`)aq zn9cCaa_1l_3EZ}D%hvAKL%H5k$DO15CqEELe$=-6K!|ooR)J{aqpRW4Xi!V%AuD}< zTa)D(gKSi*;oN{@{$UZcq(<7j6vA#Uh{KrSe50@*R>(Hy;9n^T4>g^5McMiKr1z3< z*Dz1O%H<0ldDQ2Z5CiW_2jLzU5UlG<=iOjw%~Yb_;pv~&Q$Om6n~mh3r(fuLFMrc< zSe;tN=WGPN-D+eyWc=9+lbc%n!>Vlc!Y6RL(SLa#z1QQ+J(+aQB|Lu`&Mo*nic&5f z2&QG_Px`0vfw_XJ^I7JG-ZMgtIr2?L)LcVslO7c`A=N}Z!>f){NH2vQl$)81@H$DTusG9M#L|zsfO{R zoU^^ujbB6L*O!s&*CiU%zOWwC?aPploB9toDX!gqC8sj6FUcpa zGnMo?bv*2nT}5Rz^Q+gpQHnyH#n}vHww14OrAG7})M65_RJw?|6AD#D@=N$V+XOqm zLUrO)QOk3yaS1DAM_KEPLQb-2DP4$TflISz$-d(n?Oz55c&|!D5{x2q?5gS%s3Sbo zVDx&Lw(K_dcr}$%cTQwe_>HKdTy*Zf(nuxE6?vuqOeBecem?lV{hLla9R>+!Ew4H* zhVg3|th+eZB%T@CIVY_D?r1M$=Pi%paE=Ju*lQtAlO!OrsgyRzC2kIp22>}d9LvS? z<}@3KbqhcquLLESO0b(jg2!7`o|aoqGyE7c`bH+9dw9eP0K=9&_$HFXh=nMQ-IBEW zWnIV!n*HOzIK0A>&7ES9-PaG7!hm%Qz4){2hxk?o-=C^(n2WvNpA!q4Wb(%-Q&ncI zo%v_i6U7yBvJEq9h6s39NkZ?8r1b437T>5*is<2)i?LN~1crYFqHd{7h20B`M1>Ls zAh<4O(T0tM{1EM3LaQpIbM2_9A9iW+LA%3V!L%=T$w<10y<#BEdxT|S(oj(PUv8}b zN^fDdsD|36GY~AJOI6LzPLUd$8qjy5?s&F!=TaM&9JN@VHW)OIgCYLWRwXLg>GV=T zx0|%Npt+4FTa7Zv8`i4wTN-xJD>LVUwOe-J>|*~$C_nbN_Aj4+%i=?Kd7K~pMh({PF0VMi z?Ns(D_$|i5Th%DNJ_Yw5nXEuiSy%`7{Pvi^Ty+4y`UGq|W7V_;)K!wI{yEnM0%6;>@Yw9Nb+Wi~_ zJCq;~@20$OyxWve|GB~t+*i;g2C!5*tTls`9I;t^SwitF?Ypz&pb7&8wK|4*?yI3! z6|ZIYpdc|vR+!(ccu33{r@&R& zG4Pv1`eBYcT|I^RBAl? z!1XNPt-B3j3bEpXMEQRiEBjP(7|=X`Nw9i9!0eMd9J?Bi5@ao zGrUC&=P)mE(LT^KKj#{8n`lsxnJvoq3n~A?B=r?1p_lHWn{8Q5oR`7rR{Rw8^AcA7L{zU4kw@Sv zQQf-R6i07D*?qWb!AVxzRq2iK25>-y&OKV6q^PdoYPap*B^C2%aNXBG-0GwsaMDCg z#migX$*o6<FMR~So*DFH7ra=L#M zXW%)@(QT5;4}W^igSqxbUrm!nc>dlJ#kr{8rq^*dO`{dHr5f~02upo?-oUUCDr&-X zJ-TOwv}rEj6sd=h>_KnuyMY@QO}~HrEHqeY#|$J==Z;VBY$+v77!iT;`P!&kiu;L6 z!fZ0-^^u6DH%7`u2<0{218bF4vV?M)`GOWt|F!Blwjqg0*TFPG2jX0;#x_|2vPo?^ zLpW;8nU>HcqS55uB>Guir#_48ueKJf}2|3 zTm2n;D0pxAS8ph%)6DS{!13XW^N0C|B8m1;8C|4qhbSj@+vWRH9&PS102?U(du><( z6;l>M+2p}-_My(V3+Ox8nLqOu7We_kLu$LGsg7eEdFk@mD2^@Yv6sb_yz_m23O^i2^KM z>}JC46kjb?VD`k$*RPE#d^6bL40SvqR0uiL7|xw%_bG`u%8F;`)_Him4yGdG!HCI2I`_``?{ z?Jf|KNUE^FUOHCx3U1}J2|s@ZGSB8CkIlHVaWA<>VC^9tLRN zZ_P@QHEymyq8VnjO}{l`V#Ols5nY_r<3+IedlR2aCg!P#f2b=M2qah!H5IplnJa(SZoT|_Z`vymB5mbqo=%bFX+_z)5r#vl8UHz_F(O8jjAU-Ud zTFB9|SM>4CxC!qJ#LwS~ueZW(PKQ&^b^-voKX(#~TeNPMwx^W%r?%gRjU`P!u6eOLfyUwYJSEVn^ zXVCpFdeAY(S|^Xk-8TAmJYUDM&bRzBjENCh@@ zuhIVj?ybH6*%|jwl_{Hfmu54U)Y2}^cX9tWrH2D^&mZ%#NdwO^N-8~w;jqNAS>8QQ zW!+Xd_q8sx^eNpc^+tAr4Fu!Meoq$~L2&=}5DS6^-nxeTtk;V?gw4oI&Y!sy) z^vm=ktoIKu<45kS&Q9}{ahYbcy2y=wk($>6VC6oYbHo3`)mer$`G##AML=gAuzf}_xt?c<9NTkANFvlF&H+y^FWSc@$Pjbi-K4eoeHZRHLGa}lwo*KW77R0M zG-Rc*K;A~KDKESOBDrFI3|aAdZB}|+Y}jjcSDSfOBO~ANCCu>2xI6x#J4{BB{ZWbe z#?PkV9P?hI&m8JhbGN)OO~7t=uO9TLFNnr(H=}UMS_ike+f~zFIVIDuI#JH3>yOxc z?z3C^c3{DOL;vg$0#dqs-s?GSa2Ib&@0c_I@-WP=mI}eAkur0N?D)4FUX`o-Jx1vvWR4K;fZXxB)`DN5@91G%Ao7j#3MRSgtwmN1bjuSgTon55foSI{m$3jeL+RapPx14Th;9&8rjQ>=g}Bvx{dGOe`%!G z2R~}#+mvdmoshhxNk=-p6G`F-n+tUKN4ezSV}uLFDQ5P_H?oDIaDquM7oy+WZhmlX1c9@g0L!%eOUml%{^BxroV|xOuBsnLnc@Gv8p>#)PH~5rCS-2;<_7m6W*n{tW@WiHD?w4Y z`X-;Wl(QvNhc*b?9jwR?EZSFIVU)!5r>~O@;WOzKvwUW!ZFTu}s`P_%4 zw}b0|Fk_TJryEP~F*!UxKHg%z6k4ctz(4VW`?Q>urh%UVl>ey0AuG|l%Rv)vY~$`W zl$WTA!H4^di{ZfK0R58RH755}oGil1?ECou`_Ji%v5feefIeZMGC!YWYsO zc;vdz36GkaTG-S3nz3b_jK3j*t^+3aPcoz;^{NyHlSQCQv`MTAlxKP7Yz_9&t*JXc z@bR8yWe(jxh@K8R{1Hae5+JZ`(nclrW+uTaSaK`pBli8xhTPR*@1%CgAvW~*u$MQR zPm(slH96g|M@0K=f#EY;^9j=$bF@&qU(xLFciEGT!#jy4SPNydnsuig?@tCGNUQlAk|dU8bqG&M?h@^udX@WWu4 zcMz{u?5=svdWryCU{HvW(1tjehaI*&LaOYn&ya_Q3*>~AB%QXMf=5gIt%wOSVv{BW z9dKCw_3 zr{P{zt4@kD4{69pG>~$5;?a#e;df1$M z^gdxWjh<#?2fY;$)tS}y-<}7TTcVY`Q$<(Jt&Ri_K57C%HcfLGK5W5>SL!XfkIl-c zT;G3N5Vc&Q!Q^pl$32f@&a$V<#ya0loS$9Rg4-J+9U82T5VrX0!zaZOuqxfj2Iu;X z)Xr7e&eMB)fkc?p@+sTY*;!fY!^lJdr^rs7!cFfQ>iBY(?cO_h+#}XDG#c*kYNRsU zMDQI!hS{Jof~LP57-wL`5I3O%!^y^avCe-;OLQCPE1#PkuTdl@{)OomcGVm+u8Qs6 zfD&uD<6PoFeCu8cxv?BP!3p=Yo`s_OP>rxh%Z4yV0^K8C|2>Cvmsv{FlWl6v0|`JD z*S`t*$l-$P|N{QfLQXo>iN53E-LoPJk?@p_*Ckl0~u@= zs`C>pxgZRH++=7gd#Kee6s?z9!;vHbhpUJDlltxZA0V8D-&DmN=`7)YqpNyv@RZ(Y zwE8GUji`)q0$<$0ynd@Or_BRo@Jxr8c{@CogqD*ma|L}kX`7Lt-`T(Gt^6WuK6mwz z(GPdzXj4kpPU0N(PrPI!4tB`$S{fGO+GVA27#BGA^NP)i z;|yu;k$?#R|Fn|eRrhVPimlRT0_J^vlUfD}M@Z@8Q|G9lbzQwTNu7%D*Ff*2jr(Zl z2-`XF+`L^#k~bQ(7Z>3BO!Df)`T(^;F2Lo8e1+@6(q<4J!My!Tu?$V9O^p0OO$kev zE^7J<*RQPoa|KcWF{BoB1*X@$Pauwb)$1a&opaQA`UVV8CD zB_5vUq|NW3cr6{o#ox|BUA|6i%K9Fgy$AL{ctj}Naw6hpAQP(XcR<_c%_mv&l#@QA zw|vS90#{Eda45FxT-KSaYBx=nfH6m*&G)W4F_VD-z@*7L$$~sqt*K&jw!muS&`0uj z!atFxsl^=kSOSJuak?LIevecYBP6gaZuz|p=;lE9A@HL)YCUu~6(Sy$lD|$>6`S<= z#;kj)piGbRWtwNy;jjDh(nQG8o~x&SkBYp_@?bbl=3n;8a1fmZj1f44C&)D!puC^D zt7V)%-|L#HNk;0V|GRost!4{kHJ)gk4JMsM*!W@kbr*@but5l=@xapKYjV0EXwa@t3iN z;Rg^?%8==%5Xq8Ys}D&~Z9C;CbQ}SvF4TzW&lj@ACKXif-uBmkPo|p}({KDRIp1W7 z-P8bkNnJpyJ;liw<+p4;XGvb6vreQwVVx7v$hU!? z!u_oT+a&mYLM+ZkFNxL0mzRNeNu2wD8%Ia$=66aq2XKzfWBc#!RfA~-+7T}E+)TNo zk&ov6HX>!`Bx!Yg60*|RO&>t6@XDHDLbub2dXFd`EXKT!T}O->{j zv(p6&?@{*{%Vx6|{#*2M&=ejNLeE}K>ry0*Q@jbWH1C0bjj{YR@ui6U>ElheiPCvv zkU4IZ&gj2$^Z9}U3*VhKooZ*jT zT@!BUKKsX$3N`&3!)XdC;rYnoi!(m`xAO$0UY|cKR69lD%221p55pcb?a*4YQ)hf; z#XL(jrpqMw5kXczSZT|DDADwxpSJ8dD-E~6b#aTmxh>DYDJOnjnIk_eNTv+wF(pn* zniXds6Fye#Up#Ja_{ofr;2B$fXzWC2GPrY+U2bu}J7GtiX7VRBF#{N;7Vas@-$aS| zhyltu-;&|;%&U_oJt^(7+8iRm>og=BS;`oum=Ie~#ckDU^-3l0Iw_%W=k6wUETkLtn2m+y;C+kK4;yNYd z2Yk?|L=>Qb{JEsdAif*ibBc#?h{@|_nSrw0!Y7#HcQc)}SR(!-iA?KV-BA0&+Abo{ zkt{D&fW+bS_tvhFUqVxNpH#bRGz>58osUD!$ zMsWNQ*}3h&5kuFPf;1A3!bvn9R^HdAZkZb|>|p!By`}m+qnDj)WL|ON!)`PD=|3u8 zHlM@6n|G9{5WlO{O^==)(uDshTejBjNSZ)bN61wX@KWxu-+zp--&?xN(y0dD`_H+L-ZJPIfdm19Q1>(Wee@J&)Eb)ahW{4Zum=w6V5=rf5M{IU8)uy6#Jk*ppxB$bE zp@!Jasr;IA3m~cY{~$4;LiWU1BfooCk}Si)Y7x16tn-YzCm^mG1oudcOa z=56e%K$t9Sk=e5_i(~U;SyQH@V@+1bwK3c5T1~#N@t1@T+viJSi?E!DZ=|4KOx1^K zB^_LrKDaLOn$5tM;as{oP(GEamgdzQZ9eeii~GwpMl|B`2(?HX9+vmdh`*~&yxfZ{ zx8xNIz*jdF{^dAwI-TZ4z-PTb`Yb#$`v_}^y~j?vmvDFH06T~B3a zNH+Jnee41y!N%J+QGsajZ zIcJI!(SGp`IsRKkRWprsYpUO5gwwRZfpw4WZHumEx`EypSOLV~@IKFUz}p0)s)LKg z@EBL})JSGQwr(Rp2%$e4Fz;;mL@`%;T$1oX7|={%Wh2D<#;lB#)wEio9fv|y;l3Pk zX4?07ddU!>O30I)2kn|;$*&XQdgAG-c-9T!`jj}=+-Iak$>7Kc1r<$#XFu+8J%E=Q z{CiHa(-h4@bMt0L(NL*P=TPbZJCw7rxuBh!$Eg|q>DBTOYlz1ye_YGYB4HR6;&JMa zs^bBVI;X^l{!V1ei|bhm;e5L|5n2&XG5vs2YUTNCk;^5~f-*up35-NQzlwZz3hIjf776gf7W)%)1{K>9(3$%pBVa) zimT%0@owZ(^o#gNksu$Oz^Z}f7ZbuAKP@t7vOQ0!`w#;EQcjHLcgz{|blYIy zwcaugitsMp_tR6I$2jR%le*O$IslNua9tKj%61-Bf?Ctve&)F-1Es~RiJkjF&_sS5y}nd5Ut6(S7#me2ZD5sC7=8`5839Zm}+GAfgv^sL^$ zpi2*N&7@&i2=LzW0C;uVi`)mVuU_bq$R1oV0b-lqPVQutO6Jkd96~}Rg0JE1oV08ii^nVc@kK;DE#1E`fGqc5PF@YLhDz

;3 zKAue1r+PNx4aS&&5YYHkZb&}G&kioY&1FrRgZYffsmmUP5fjubWzXP+qfPAO2iP94 zKfJ&}Meo0ofPvvc2f+59$>d;DI&Zs`g#V-PazL-}NCY?%Tpw6T=5i>-&>5!O0`*>D zhpet<#b>nzh{WG=r3H}j;eX1tdT*X>(P%KKg{9w{F*Fz8siurn(a+V=V|c6^Tj9ok zbP^7XPs~X#-zY%g>+DJCNh)vNv!DOdWX09umzIn5b9;r^imXk@)-nGoA*jnFmghP% zPkc3yT!0|Bs|QTWH|kb7K|}k^C<4 z-O3Cm4Te~P4FzYrH|9#`ck;`2D-Uq4$#hQP0LcH-euH=a9TlE}T|wH%cGYzxi{H_5|*2_YJ;b)Gm@X1C~cedMIM+EqVr;p*6)sOT!Lk^;2XnQJ| z@(+?1L-}EVkz;D6=OT{&BbD6uCk5Wlgqq}H3EvyF4(eldPsAw*R+P)I$Kzbe z6uDcj7Nd}CxM5k_)^OE%a&2OMR2R{DHNLeE?ual`K$#uSO1bbsikliiiQJQV&w&49 z0h%M#2Zhv_ ztd>^Png#jI0fLFkc|HU%q<=onh^bT;HWFL>;I)8S2;w!VCzf79$L(Qnx?>&A#Quzx zEDLB0X!(RJ!LRC$sN~^fH8?H}iQCAq{+sr%7u+p0#b+wa+JPBcK2!FC)LLj`o8J|O z(qca84?fbX{fTZmyvyqMGQq1;W_bHIXzyoySb{{=gbkafDHq09ZW-;WIs3T0JN0@_ zMZG=k{e{IMJ+)ZxKJMGc-?|YF^sD2(cm_?gaQMsiK1wsxrxiBjVH^q@`dZaIMEma# z>5Igqj4#$wEA;cX;K8v_?UU@c&)#O)Uzl3Se)lk71zE+ahT!OPSYXDG`N-29j;3hN ze%{xMG7;8zRCh!XgRw+ny{ycKV)FeoNoHT4zSd4ZKW2>czdB;vza|bHfR@I zsOyJ3^~7{hhVqx5v0N;h?a3FGa}FwI=i3Xg@?NVRmVZ6E<^yJ?B^jVy4PLOnl~JQQ z6LPfl#*wu_Vq1y}K?vz3+AZ)X_nf=%yGoT=bbdwNY!O{VGJ0uv(9~~WG-l*+ zAlkk7%{*}tP+GG0o4y}`wdU;emh%3(sy%c)0>5EISJ%0q`4?f28*^= z;!H|PcppygzG7mA)_kOAB-n}vVU*BY>4^m%!HN?BE5V?}+vdZmqFfk35Ue%MnkS_E zYh3NvPgs?i0XtL%c4)~#6Z&1*?@B){XLO*^{32LM>&@{^26{x0d#XkUn_7@agBVmd8{nx*qm#+UlN$_*oLZMnzcJKh{GD#&JE zTTZwgV2@9JTt@%Zh-F7*&}(W+RgDvlO?O(#zS9d$E9Cgu^%*Pq5!`eRuKr-bL6g%W`5ZU=#ruJjIU6)ejmWK6~%5R#CfJ1++Fjiv=lkC7x)%!u2AuogDV`7 zf|5|K=}YtK6m7KPRN!amJ7RHz%b&Y=FQ@3%D$8}A#uGl>benSL8~DV}5b3ZhbL^w9 zEc$a>s{dVaDp4`NmCA%_gq8Pd8q!IJdps*w8J(NJT=OyB;_OI>M64?9}akvsfNLB72L z9IU$?TF%>h+%27_3Z#CR!^0k$-SyixL~O(sJc*uw`Wktp5pu3%`rAQ+gJ0qdO-zl*~e+`zkG` zA}_Au!jg^jw?mDYds3_jk>|aSKc14oT0YnQgAE1buhCH18$WW~PC8Wx8}uw+a5x%8 zJXgMoJl%V^>S>k|&E3?{pDHc(;=?>W1yjX^L$Cikn&wxHovD&600Z^@Z*W}pm!3FJ zT*DQE_S6|^5PP#>0;7p=sU;+pD~NBDM2rTPZY2vf`uXFgOxO3f(MJ;y?+#i;AS=PS ze}wiKq&YkutUJ(ES{f(ziyh*kY6_rd8UD65f>CHe;z`T0#s9jt<7-AELZPxTjN*Tw?`1Zmm*rq6{;K01mieFhx+sk?e9SPM4V~#@20ny}s&bqIti~CS+L5 z{Me2l6NWk5M+Mv>XRi-p=#6|aFXruCqMQVizzXH}?>1I)y>A{;O?rSA>#xTp$vA*l z_7pqM)e4YH#^I5Zw0EJ})J$3jemo-DuU{WOtTyn%9RhA2Tp4wnx887row*2CiEm68 zRf(M5a8g4KGPJa#R!}o!VA(U{d#T!-y`<1zEkAW`*H6PrO0~9vj|`yIFXD29qsNfP z61=soGd1e)l=2i`se|jwLA&8VnM&)*fqOI_U2gM(f3lFa_fTCvk@5nd z;{1H*+bHmL)=#3Jea|PASRs}$N;*@`EW$8W@pt7a60j4;IuoN>>AS0By5;}U+*06R zMb^>Z5Bsi{?!LPNVWAel-Q%Jotk3x75hGEn8!T^GamkpLzP7@l18f^4O4@AJaU#Me zjZew=QG;6E>hxIiDx3jZ@?F?C$A+}CuD}DUJU!w~I1$;=c>1>~nx$2v{r>U}t;Yba{rwdGDIfqOgN?tpq>9k2{)-WHl+rd|CZ+>^&;$*T z;(#qi0qkHM5NR^D_M+rl(AiXE`IHPRWQaEd6s^tX!sFmp5&q@ZgZcW$rc!yV-|r{O z$9UmLggaYR*bN>Km=hChXz2Eqr&!B7dkn=XB6@h7y(72jb1^CNqO^MD_4c4!Zr;&D z(pS&q9%=t*LjN-4ch$kf_gij(K*LU2P^4o^rI9~6mv=zh>3y_smIS{Tv!W^f=k zY|k8ksDQAxIlquc_Js0!J~X)ND!-0=mK4V{PT%taijQJ{TS{`|t3}oKpmcGdQ$el+ zWknVCLV>#O)2{JXk4V)6tVzdG`YQ?>tR5B0L^NeKaIitfN-a-`yh{MRqUuKVL4M%^&!z z=kpVaN*P&3aNd~EY)_@#JFG&M@T6QM59xTOIhgj_n@un4rC+SwtvBX5o^t!pWpt73 zfaS=DNop2O^IQii=5CcGbRXvBr#x6MCg14be709{;&n78iq-UB)bHbULYxb~4RD{S zH?}sX20124gcMjY)d`-=YgRC36vMI@&Hvb^uEFS8wp-71swDf=ADvGnx5=G3mzFo{ zNbfFeqhBb0m#Sf%RG-&O@x_IfGqqyD*ZF%|<`K_JK*SqraTY6x63nTaxio3mns z+n!q?lGB-~R>6{}`LyrVRbz@*yU>u(3PF8FsQ#+gfTVkX&OB0X*)@pH2A2M*^9{jo z;?bUeu$IR6K92yVmDUutsC4!C`V515RR2;rR#3C*G*`f1{=d4z$TkmnNZ3qcPAN?> zkT@@ST|GIcxG$0qr=A)fbhsZ6dc75Nfr8dA^u|eY!_MP16JxF8Y(il1)m`S0$8zY^ zy&a03b|KF_n!mOM8cuN>V8llwAP*p;`;_ze^M!gDAj^7+f??b@#qU(%TujRIdtA-m z+o=!Fq~6!#8+$|_?zy|Er9Av?0B9;X54W-Iat2Mvq&~U^Um`K9K%!u9Ze7uTaMkCz z-(Dc1P{qiczto6H7|tZV)JUjzvi~VU6X%y4(F-d_{rbnao$4M{211yYh!8u^^^_|S zfW7sDqzBe@VU2Xf!9P7{<*cna&2c1MM||6pQk@I>;$}EEH#HCh?p7LMwhpUaO(4gF zuca=s08YEOPihHZWxpxEPay$TcjY7RA5l0yY40lgPOunG+qhe_ku+NT%V4Ff(c)`x z@FVaqL0f^s=Jz)Dl$gaA+Ml3SZR@ZbTL)p*nL2e+Rkc>_(=y04cWYO9Dn4L=>wll& zZa^@Fe|*UsRkaxkM`A_%G9>__R$m>=C(mArhy_LW-?@M<02PrJ-mX73uxfxipNNaq z1+ZV@*{)nRcC0T30n1wiVRr0%s2bT)L9-w4&DDEnReBJkdm;=dt@d1{W|PGVGN`_) z`QJIoaG)95nJD&x0S)@=5+6?&^)+H!K<%K~+zL0cW~$@CeX;BrPb^ zJ%)qxM!G&KmFW6Ct9BAQ2=i)In*WEYL|qLB+0G7&T2r6WhGZW|42c>dE|8Qp9G&+!-nsofu1x;gm`kE znqry_Xmm>0I9hfmUs zx!b^e>ipIim*L#B;R|4jfozlM5Q#P?WZt)$RpWa6!RaD}DOf8Cgjsz&paiUf*rhEt zjgLz(>#}ykf^zk1AegYkx)Ym_;T8NEWZm}*?W)JU)jBB6%Hh8AOq?UH*FBdg3RaJlB6MsNRax|<$yHOT@-u;}*X3xQ z47aC(z%P(SuX^Rg5eLI~>n8bR$s4IvnlJ5tjQI6qcLs{>t*N`YJXFuRf5Zd#$JT6U zrtAq~ZciI6)Kg7GwwiiVm#DE$lM{h*yFU8%OGmXe@w8NyANJYUmZF9ks!d=D!o>D& zS2b6r783{Sf_eIaBnV+&-!EKjs^E=^S*89g|I!!(!hC`jW5+nv-3F>&A=xShGD$$w z=kImUFQodIE7D*1L-fh2-%06Qa|p9xxI3n4u0}JA&4DvQ_}w5EAl*Qd|H!8LW?z4= z`G<-fr|HNtVH2p5iuW{_5_%uQA~Pz643CV5$$ZP@o+Gk;=9wG*cF78L0T16kVfl-g2H|6Cr3Xc z`NybYK|?sAHwu1b*^ib?c#E-`9vDZa(Asj8XWory*>8h;0@|0Tg8P`al7YFdO)3H$P z&nPL>@u%b_3+dP=R0PWe3U`?BTzb6&SBuZ{0G)j8{L zisgz&?PEwuZ5zJr`TXy>a>n#CA>Id+m0&-~H-C<7$v-3ixeHSS{p@<#>js&iAEwt7 z)D6A}H?6ys@x^-KW)UU1ctz3)Z@h1hB!+6>CrPYhnw{91Ms;{8mNg{wNZcyXY%G=g zl)ulFw_A+jWTL`J7gfDBL4A_z(v|U;w};Zr5IqBgcHkY}3>lZO_mv>Gbgh?!dBMbp zx_@sw5!3j2AV}N?P+a-O$a&5a2Ct4{IO;LRbK!r)1BKk~WXv5IK}^Cf+<4#hzG_mCUk ze6s(qFo3K+=^pb8J*cy7u<}qfbz=G3)ANJk-@=`A@((O6Gm46e!g0%cc>C&jYIsi= zn3=B+dU|^7@D}b35`7R3tc{9_`dj#SU<4#4>>vR<0_(B~JoQe=4>tK_ukd);ifhp2 z7+NhiJUbKK?J{qqF3zL7{l;?<-=&lQkD=E4U|7m00GS7j^JFJuu#ovu`P1Lz?Os5T zMmvC^^E7!db^@5W<+XSCZPc}P(Voqp!Kyw>nuqh$(J_~Vy%He3DWNfvS(%){k(sQu zl6mn{EG$DCmv6L1vs#a@}9&!C7+5Dt%LT z)#`irnZt*g$L~f!09CR zJa(02=yOb!#=qNjDt1OksDETn+{+$>l^bSu@(KmyQz0x+eU)g~%Be%7_5isMRPa#i zv8w4v=T_gAf^$=o+kpO^b!KMfCcG9RyemO*J|MQ5J5UOL|1lo#o&5ks1qE-sE9O9F z;KEB%v`FC1+ltgusv>^=B^SHnp2B0jmbN~@9vFD`Z_0|-SU-46oJZ@j+lr6BDG+tF zJ#aR<0>u3x+ODISmqy>jf%YJ#ery0t%b+g8ma~CH#3lLu-KzAmxul;z#-KWuNxtZW zsHwtvcvj~XDaUA3O&HG~M(p%qo@MmrG}NH)GmD&8YcX0&A8&DN_FaQNir{fd%}qXT7vpg}$wA z_<+uLKi~u*>>{I^_ltkAA$xKQdt(XPwS<^fGtdWnGJor!WF;4GUR5Dfu=C@!zggiw zOYt889{OOUQ^(tqlig6S9b=xd3?m53uzeVZVPshOdCJ~=wDbE$hKYr06$2s%(`WYi zJu^H@kp%+rYD@qR+GY3wz##^4vXhp%ufp6^;TX$ZM;}m)(2ws#CScf7^i*#A%F48e=q2T>&>y>jNR;(z7x{y@nK;EpgO#{&?U&IQy81M-KHld>VP+rX1KBsq{E1UOW>OL?us z&?6G|BaJ)vs?2a&YiVXU8h#mR{;AL;jdj@!@btm@oOfFn&jOv#x6!_quFUkTyYKEj z3L}UFQM^l{HW+_T%{|@TS0()G`H>tGu)enqrkkF-C#9!eIN5nTJHXaFV^A>tB<31L zlu!LwCrkNZhIso|2@${cPsPk)6!u~Dtx-wxbOjnP-0ly1v7JcjlEQD|Y!1@KurTn;PLy}e*x%6gr*nR0W9PHSivyC2+^5PxG^_H@hel5l7a70WIJWcH{&?S`B#o5EoJY&K;>j zeOe30)ZW9mMgJ91JigyjN_GEY21M_V?5GdCC7s^aK>TTvX=7kvj3Au*r}1RGlu-jN zC07-#TTE-&I8sf1bgTmeOpUlnK&9N0(;pH{WoJv?7@nplcCYE&zh>KNI6A{y(OjFY zE1{(r(EEX&Qdq4aGAmiy$2E`Er{@>L#wDUb?GR69nC4(pEqLEN$)^bz4dQCU?ibzb z;g^}&z1mgr(R6+PEc-|Ko8PKZMAN~BW(>ysk6Hb)+Lf9!y^-t`UE`=$%cj|&84ZIe z9x-bPr#k(JAyNrm+iJ#|i3$C7;8#+HWPkWF`)QU>Z}(jnhJ#7ZLNb@OUGr}6&5gG) ze9g;b&Do|xapp!8B1x!k0%C;ZTcyz(u?$?wv^yVu_{10LS*`~z_@f`Ccseq(c7rsk zJk8}@uC*WMUOwd8M0nj^SAKu!ruIV(cf1MnkH zhA@>VOpur0OKKE8HD!T9?-5w3Mx^kxQ3v0EoXGyLskfH867cetL9LEkk=A@I9?j% zFZ@O{8ZeVY2sb_NmF{o*ZBc62L?%bl^^-*IK(KCiey(@feu9U39Gl<+5}e_#T2{r& zf}o>m!DE${cu_z1tZ5g}YmA@&Nnfm5S;x`A)(2_4g)T>8UMM+?-GzNQBrVfvWE>fPtqGvjsYM?DIdr71CYZfM(H)AF&I{kDGwh6%Z6(Cx z9NaD+sG6lbm&0H!u*Gl?M$z+D`uF7Ea@;ozSlIa;kz)()i`WCT{^fr$hRZb@$82nC z@oV0AtE-H?=9g&ChOHjz>z=nBnGUVra8rivw-&09lD(KO1flxA(V4 znIiWF4J>F<(u@I)Fr4pwIuv3kgxTc$%a7+PDLX`GmLNPhP1KFyoq!xXcDR7+ncHPz$=bJP9j{aGsY7^p`ZPTG$1Wf`%$9uOW04~76zgjl=dmM;+mmwO zcmC9ZdY`P)HFBf_%vCxt8VxI}x;%v>b}<^*yoRav4xH|E?Mf{BMhQMv=vKh2ooFJGt>wp?@4Bop)E6L-jF@9OGs=p=fe z{;^_}^isTpqv7cQ$5e7ZpCGlwnxTr}(mSxVb&r1!@~pa={IN*#)yZ5Y^1=I?7Sf2* z4y2!}D>-uI_UbX-{yECKS)jdw%;Wm${XvKNXh%F*rLt=xHvXh+Y-Du!;h&;|&3oD2 zewk_1r}dSUwq@KTc##U>BaaL6*HoaVmp=A3HFuFGOWL1TiQDU3-K3-xRy6RuZmpf~ zen6ex!}<-T9AxgH?mfBen)7m76Jd;em;dAm9WarFvAlKSRDtwbLig(082*LAZ{>l% zueY5#?55)=XxP~IY@cS;x~g3y5DQ&6`DeOvAoo50o-<1vt15dNs)3=U@6HDc3+xmg z%hPTrqJ3mcOw2s+TEY8^xBv8-JTU1_-OwkeXUX8Lqo4FNY4H2p8Gsxcy=e?~Z~Sto zg5c2pS>EUalEl?C;^9d(IX2=>tA-N^VE;7j!=m(ze!Zc6YE{*n<`pcV(kMV@Wt3Q? zH&z;QtNN@Fqsvi#*fyfU>ZTLV?M*3&8*%so{`*YP;%L8?Yy7; zqzQZ_&c@576iO_woK@FBziEaG{Iy^I({=>%q~L>jS3;EI*QYd@%YdY(QX^IHZoYM1 zJRJRBo;~j^Hak9u$f7%T-)*5Ra74;=NJu3op=3J#6fOWnbe(tfFzLK$FH_|FF|X9K zXCkj@vCxBYHj(iwkg9N(EjGhVf)-p0>Z?80F^p=p3Ssdw#6L`IM-;?hsUhXI8D2na z(@~DsV(HIBUFP6|V7xBk{cT_;#um}=KJp%sAr7Dk%HPR4^1uG<;U_aOFw_&Ypzyr*fHLcSL`1~Z`1<;~DPE?+uMQ~b zKLk*Zt>O9JYuN%0;!cF0?gU~O|GE>BH@r^L$O>bQbbNOkVwf4h4||>8l5-STH}s?X zKfg|0pMH{+LDICYPZLe;LU)7i=K`Z(z9SYJa zRER=Mq{#8+La(V9?Xa>bjH#l0AGteaZM|kzDZSzS19mUgX&fE5miYbXs%f=61DHS6 z^pL_yq9Zzkp36-9M9q%w2yo?o)ncD>|HKGHc$%4cf9Y_0n2N6Y<~?bQxIcw*Sl8LE zsq2VK<`bOgC_uSN{n>`MAl~e>F9e)>;8|HJ*J=)QyVh*K6qh$Ei%mvuyRI?4@;wAH zo$FqYU5?27po`hfjHE7pZPAHE6NmTeY~pj=l+~K5l|2y*b61N(H(oUi)Nxo(yBUQ? zalu5FJS^qZ83rva^7gW9uHNfO2s0ZD$TAy{X?ezj51f~i6CPNO8C3htzpg=T8qB+E z>o8W&oc()}-YrE}5~nC-UHeRm4cf*GHFl9w!^w6K-k&l1ad+uYu*9q^S}-Dx6l2o8 zC7)VKh=UFaN>EH2WzzsNH2`!f-XUXHqKMxGtAsQoE%|1q{)#FhDvA*A|BtodoL0_A zBgOiweNAAA1yZ)N4XC3nc?2yhv!kcFo}1aLZEuyCedLt*WJUYPh}yzAdk^;C*ZU47 z%CGbv$ifM4!yO)tqRxjAd_dxt;=%!UX?Xp@kteBWlWBjhnc&Zp&Ryr%E@tkju=-Jc#L)`k(0QQjxYbhblBAHCqfvgP}OXBg2CO^G_ z@nx6Q=g#A_|K#K!H>S03*vlKOK|uN&<*Ab-yRWk{GUu?aqTa~cW8m&i{pdDwcNbcB zQJztEIfQ?PeIf;-?RO3uilcjy>ql8Oym68i8&j;xRnH9`D>m)@P$*!ER)%wsx;;v^ zMpb|ygE$vYMQPo`{*48M?_Z_h@|f)yC)8G7R$n!&q&Q*1mR?0uDd34n&YyvjD*MzA z0`I&T{IpEpfA-d60;-i(+pV}!%H}oV&VJ}U&xz@XaX5IUgNu!oV(9Rr{ZxEDo|oyp z?6cCsHlvbruSHmQfnBR5ngMKHxA9Vm<(FTfK3DH{n}AUnCG7%)KUpUtAIS4vKGb*8 z`m=1N;sTX&?5%xV(>bV?0tfV9>Fmpy_-2F09aE1UQbXfp>3*U975)!RXC2n`_r7sN zy1Tmu(p>|jq*GD45pW_nMU;Q_pzQ*!Z|4X?KVSGl-&516pB$@E9obbBWVe!>Bek}2>zpxnN3;3B z2Se3bw+k*Y^x+gyeIP^nB)lszsbE>=nq*NWz7PMKz?Q5f82uGD^ zxp_(@)t51c{>m)ktz@_udRydCUw|v4RL-`nzT#>#2YeQNcHI^$qmx1U_hbPs zFT3#SeKw&U~62%u;zN++x70!Zt#?0(7inUF#Kj(!TkEon*?+0nN+%5fmyVb zTf<{!9+LU#BL&>AiqVNPbyoj|I)@{*`otD&Ec$~AeQO2(t$1s7)`qOFw6yZQkjo3W zVL0%B1Hs>pn?~!UzZlxOZ%aA6)FSkMbpHl=NAy%qTRG$RP!ygMel(LekHwjlL%DWD zs5|&O-tfH%`qrK}UfcWqxW}thLds_N8|cMpgwbP8 z)$>5bG8XA5rDS3nDqVbsy_x4vNWCc_nT}tERd-5LTG5S+YJKZ$Zk03{XK6APGgz%0dqvP6lZm;0?pH_}6}D8wm zL9OT4-Le;%Hs<3BXW1>K+c1drulAp_R8!RN0A{A{XaGc+f?nHN%QHG}8#l{tsEXPB zHFFAr@J$Y3j1Qgv_q9JP?um%lhvV$PKT|2Ro#^QO@|0Yea~`-*+v9b#OCE5egm?B~ z-DleQ0!Gs+XWMF8C*VLz$$>>^s~>^&^Q%A;;h7(*mmdo?TRIf>y7lJOqDkMt_;afk zzR4q`^EQ|T9U0CibKX2MBzzb0$^ReEu4Et56>GH0YpEF6AWtc`0h{Wh0w*_dUcTW@ z9DnJOh`3$3^1XxoDCj4~IVc3-c$xlrZX?m3TlL)KQK2hX3ay{z6NLUlX%5b_5^6^S z!6%`TIf7-yr(*LvuqpJwN+BmeB3J`$@cIlUuK!AzTJY(8=oh6Q53kqK5iwVEe=i~c zp$QMm8e#$(P~glKMcSjrV8s%D3h9OP*OD9}m+~KkeyBQlCb63@YuR4vI|ZZamoy;O zq!mHf7$zG7<(W}6o1f!t@Q-Yw_&Zvf$CBlSpi#JPJ0$A+6{XAQ7Sb@yr$bl z$nk-5d}eCs4aJV;^8=lXR2z?3vU3L79?x+?K6^Sly?_5qXvqF0S(>WIk18j$Jx`41 z{zWEPuNe$7Z`D?8I(gTTfUcPx4_d8{LqRYZTxrZw~Wjr!P48Jno*Z~Ld#TJ6x~~bKLJOF zu_RAZA&TGBGm_--z3{^`l3B&F_k+4+!D|oV*W7bw>Y*}zR{JNRY@&02Ax5ZMuR2o6Uo6vnDOi}TmI zX#4It%JqWyV70$TL+O(9#qv*T)F7KhX5{VA^bZ8^@MtnqUY1k zKuTli+rBJwqi=uc&R+tjq`QuZ9wj@*;trbzT_C>6d#0r%OnLo`VV8R@jqaOwy36%; zza^4H97=GWCWhl%FK`$@hh$Wd3U$fjeurwOZ~WkCY5+~n2`ch;M&mCV%6JQ_-$-O8 z>%n7La0+UA4Dw9Z6#u^QLJ2!UpqGnrvlAaAw5^ZlMLwA5;BMf?h7DiDzy2`K%xH7- z;LyENjuYA=RzetVGev;E6Xa zrE;_c^YN~Z;IVGyM>pteI+O#9(zGd7al?3G@=LnO393WC9t9GE0;5-<->{;Hk`E|q zQcuIqV^bWm%rhOeN3?5Z6<}r~#hT-nXJfdQlLZp+Y`c{yrfOGtlI8o_qe9p0t7BmW z0AxTkiVoWTap0}$t>0f$E(e(!3jQG2nU=c+<1(Kyq2|i}iEkLWFuO z$a^X~F;j-SF_4SfdaX7sZKfCqF7{I>pDgL2^Bc}rJ}?W@dpMA`=^e?Aak7m-RrVbm z{wQb@MA1!BskToN4Xq7s+UJVnOzcr~{gO-Wkr7s5&Ul&r>U(Aq@unsDeh$`k6sYweO=O~sq`oiA zX$F*obHh+t6WAbrrp0SmYU<(}6MKDM=#AQzj5OW$L6WVAhg6uTYRkif_Tbv@BXu>FC3mM zvc<^aA_nc^>g9h1P)~!qzCzob*|o=#>S3r@G%Dah-w40ZOC`b7!20-FL(xatCr`lA zM~JVD$FH-QJs^zt)4H6awhI+QM*Mx-jP0C@lH%oPtmk$!-K!FbRK=BU0UE0w= z%#G*jDqn;AVXva(Om|t=0~^NbVio^A!fnAWo!|R?oy=aH#HmP<2zKjV2<-&6k|l(^ zyZ5!Tv6u?B@zzfO6ewpiU})2ZkRi&oH(sZXbc!@&%HI*SGl1UB?#$5~UeDQC`u0ct z{lIQP`brjTq}h}9U4;gYuXjw29TrAWq{t^;SxF~HJRQf;)!Dv_%#O+9Hu+c3S-Qaw zEL*i>5<6&-^~@5Ii;!bGh3=jqPg)$j$PZvXkC$pN%Kbv0({<0$@`04K z40%%9$M@1oRx=Fctu;a?+I1Id1oTRWu0_mvDTv?V`_c@I4T%8rr`y2{jRTW*v&HFb zM%8wcvfsXj?M-4eI$Xy!HiP0S{QW$=Cu3JR?JHla$6&4H{J9T%P-lF)0Vn7m)=(TC zI=Hij2mlO1eva6-ZO6UYzU4G$TQ~hs0tNPs0uPPKl1U`*5w9rK-_C)NJCG4Cu_88| z=C_uFp?M)6$;dTEun;jDG4xh}{ZXv;60~s$)M-s zG7uLR?d50j6AEXJC=;pUFSpIX^w-M<2;193f`3oL2oV+mO7YTRS2Vygq}QLOCv|^+ zPsa0NFZh24JO9l6u$_ri{Cx5PML(8HB;K`q)*Y1&RA1=2e$%uDv1zBhR0`7#N*t+Y zRZl;)=<Td$LYj|7iS{>#Uh~CR-VgJ{5tf&!~7wO{CubX zM-yV6u-GR#`t{+fUj8$X0-*qT%yqCfmIE_bDdf;}zq4-ymLRz-sp@;X#cRM4uJrhz zRHm|$-}ydKmIvI-b6xZs0@zly99Kd(@rNzKmH{;r12D?S74f2kG{4Ikn>Jdd$9An3 zv$T!s)q9dNZlvc{Sgka+XSW zTSS}X-$Rju&sFc^C1gBc=@@wu^Te$A?cZYMezwqpk7QY^&EeNE7HW5GN@3=6ETYfO z6fIwd9!PD##4&g@TuoCow4fWY%OT`ph)r}KB8glvFRG!6@XomS-R*Z;d)@XWj=@ch z^qH`wtGM)?YE5kxGfs0+Ah;cX4u(~a9z0pyDi#3nu(Dq*zBE!UBlY?Mzqa7TopJ>+B>rK;1eOGLGxeizGc z$j>Xnj0cxrRM?g+Gu4^4!=}xm-t}*)z=7 z!kHe!QQH-EEnxOKPd)0J+)~zc{*kqKaE+REuP+oBRHS|9qm_I3SODf$#v2SAN9Qv) z%cyN4KYNa1#jF6m>`S9bL-ysbeq7qnCj>?>e^k1q5&5F>3(^AA8I*;}V?uI`nwv!Qv!M>Dfz=i5Cnfi%0hQg?@~`=BVXB8P%9I2dCh{*R zq(Xp)p^YArK0!S2DD;f?R52NF6fi_a-sUmht$hCeQUom`pfjwtZpY+*6kd1_RULt(%oOFD-vbMA!#S&%;#6~K|6 zqpuj~F=gXxORo#KJtTOG#?f=s@94+-Gvc-0G4Amw*=r#vU|m-`T*RgTx%RckqX zac`3IQu)Ei&nP$`8Iz5XL>+~E^1R-z#C}FsCmSA%ay&6tr}imR+Dft#^Odv4k4C5L zmTnxeo5eBslGpsCraG&vsqh+B^Vv>V)^=X&U>exwFVgCEym=ZZwlw1gq&=r(Fxo4@0U0ii4|y|EeoI zGS)1QwbPOpIAISb)4v669+eb804*sMjY_V6@rcdp#cG_GoH~u6?cX@>1D8$%Ry{h; zUKTwkbN0GI(jN8owY`4X6~9asgTv4nNe_^S)tAVJy00a51?cz=$oRT3meLD{BwMMi z$1K8XGEM7MMsk-Q;i2NTixP>)k%KXyPYPhH3XV;Q;&wft1+U(_udh&exvz;*-qSSq z^0)sJw#e13#;cVhOipMm{-q(AH`BhBRw4$dgDY_cJY!xWmTMHp#JV0H9OiAqn#=pT#i%^sUey1 zeY|wGluzH!8HYdy;C-GaJ{L_~=KLZLQMbnt24SoR$w?^>Lr!7Y-^d)KR9m-J`IQ3m z?BWv{7>SOeH~?@7;`VEG=ha!Q#y7eW#Am^%zXOwE3)Q2;CwB=_PKx1puUMnhOc%K| zHoSi*fOlpxde?G9r)#zOz|UX!1ZLP0MUgL?^XOl=|xzLPr z9`dMmHBE5J(7Z3cFm(@VR?P2P(S-DhjdnQ>GC=T}SC?Q)B>i&5e^IHfaEkDjcLSC{+28zrLqw{ICY%@9na7Iv8#dkf-cbsgOQ?mIqmpYXW8GRb6N_|Kc*LA|zYvAZ7yUzow z=PM+4giT4PVm7*KTn=9%1>?T7H|tn-u}LVRM^1wBuVy~^V^?u6!M_~%Ot5>AH$J3p zHH|;zHaN$C%8Gp?eLT&dJc5~1^zAY>k)rE1q6RnKR?-Fyn*anuI7;VpBI36rMRUUeejp?uy@4l zu&H5U%EmUlXwshcmNWn8WZig@eo5qX8}p1yJRuEW(dN{jDbw`BTN_$YYP{HI7bIlZ zofd>rQz<%-2|U|@Jn$^JbEhauRR8>1w|%{qW6AoksiV{vtn^^DS^vheMe-~-h~j&? z_iyUdb-dYAL5r4_ti>3nHy=pQ!&=6u5yLn-GhUn8aDMAR*xLzsdLgZO_*E&I)mFCn zBEos*)gLd+b!wIdZUL>4kXMQ(3{l>w@4p_A^#KT<6<;$0S9Mjrz}2wKs3Per_pACT z?1p)>&wi)xB}PoI-`%-J%7IVD9y4fbo-~Nc`XOy1X+7e z@ej5x3S1?qobnM|vDIjz3`hb=3Eb7p)LQqTOBdaaKfOwsDt}*3-djdD=&6Yor`^KE zKl(qd(2*niv#S@g)mz8DzoeKf-EQk#p*Vi|1u*87C$N^|-S^Q0LJLWwi+3Td6qXJ= zGQkSo8_?kRA|9lhkP$5Q2$AD<+5YJ~si$_J)38`twTOwn2wzr_*RnhwWR@N`+4$>x z9Gu4gck_9JL9Hh--Cc8@v}^Ql2Olp30}#w%oZL*RpC0bDmjdm6e8^>8wdt^Id?}aS zj)j?@-wi2~`=m=kev9C%Mw=!i*NR)whSBZanQA&3=&%H_Oq}(s#X+)IN*wL<&eqq~ zOhu=UmtlJWGB4x<>nHiO#SoP`jT0H|kgQx|uISzJ-0+=8Xs zL2``W%%n`H`I%HmCYL2dPHGgnQv3Paj{{%J6xd2A_|s!{FiERouI*H5^gd{8CGL$v z0ORsiw|JC$UlA+r;y8^-XOVDa@aU{4_K%gD1=jT+N+EgAic&KHa6GUiee&(-OnwUgWn~Yx{Kq>i6ZWa&>keXe4Ff3WAmzr&4=HPuN%$vV zE5CnRW2W_GJ9B(^E|yuWr}$fame8Dl`?&xSL{+019ULP*jn;=anPBZm1l?vi;CW(( zwN!H-JiXSJ`6BpEYjhAz9Pcu4Ro&NxSglP(`Ng8%ODZ40hJ|iYFZ_b8BhFYv zu@tw9C-Z84TUqezPoN%WqR%K35PZiyK0_Y`n!No{;*l1r`gb&-^N#86^bxF__MTv# zSh{j3#U@=AtY^~vcI1yv*lml4VwCX8<}|nVP)UELmgj=!3S6*3e1U%|2(?br@K);m z6G7P`3Yv(qe`HHirTW%Ay^>oVwsE2^S&k|%fI#Cm101FBZqlxjFTnGTyRFBd56_AU zffAAo8T1VG4=UNmdC0kO?BAi(!sw4YihDClY-0s5ILp=hp>dJ};t?IEMP_lwXQzN1 zH6umZN*AP9haeJ`rypySSf#yu{~FDv$8B|W)osa^(h*)oKS=aGQ7Cfzuh^(m4t-d2C=bHG&os?A1(YXv8 zA_YQDj!=)6)T-z}4$37$C1;7Ug{=#7bYc#}RZ+?A6EsWj5yG@}9c_EReoMx09I+ew$x7Tch@AKU3XBlY z|0p%KC&dF9MhsB>KIE=r8FJJ%Qo_9vC@_%}ym|{?YNc419-acwI5n46xNs{4Iwg=_ z3tH_7TIfSB^Jn@ORdAo)&&}>lZXyM#se)*f8x56wpIc1{Yk$_|aD*(dP!IhaKjby* zK<}~7_863<8XA%+r(!nXP zGB0gHvedn4*UGIPb^I?E3yLVg%~OXm%rzVOYS%V!9OZC~=SemGbp%D~iBmSt%Xh_^ zY(DaQ2sXYqkltW^V3+Oa&@SwDyXy{*lvyT1IP8-AQT$8cfQH9$u(9P46}ehzx#wsn zkz2(XxSmFJ#srY!k;&%jnA{qA*_Al5o1)|s(CQzo?fvC$vAs+Hgv7rG%~&ue3TImK zKiH21fsil6t)+-EU&YmIoP-czh-}l-Z&{$c`D%gS#SZsI_mQzCuZ2)}p~FJF!oOm` zH;0<91)me?(>`R-Hj>xyru!Q;m+pgyIGEJ#|E6sXH=eBPNb_&KWCAyMb5jkz6`B{g zj=%r42k$O;*i$G%%v;NFBsCLyq~218^z-BS5V{kcNs8n~5~qArP)q9zMgKLAhj5~!a0fB@j6QUJ1(2&WoeA4M0pa$`$pU>IQm5Ci+wos zf9y!Jg1i&gp_?CA302=+dBMKdZbbfWVs*y7`y$uxskP#C%9d60XMC#^#_m0fWYrfh zE`4&0UN%;1{JZ!Rob)j)%6Gne!^fX)rI90^L-4-udF@<#&!%jY0PuVppTCwiF7@6T zIdX*s4>wO`yxu)&GGOjS*R=+tI0mXZSEB!Voyc3Vc{oA43_FYFIvp1?2om{fwbZHv zj?m`=IcXBQGGhl7&@|_0R<YL6Nj@!iOF( zd3NpP63tB*VX{?|H`g@`i*v`|VMAlG#{|~*97qt%64JrRaF8soZlcX%5HLzhlZ;8v z309vZ>u=N_h?ujD#`V^olCY0{3fvlz3>?b_iFAhG;gUjq7ue*iKVdKWGr80JDk(Go zX?9D3b&7P0wn3(*E_3lT28jJ4JeFH&Ep`sS>mgDW=VksLN%sNT^m>`f zhQEL`w!Q86Js2WZ`UL5;^ntkNH~&Sw?jJJ+uwzZJ;7x^Jeu_RmI;z5&(+p(J%;>&Q z#h?A{7yUu@*dc5RcbR|tIXb9trurhU-E##cCKLmQ+(|PpDEAa==1Ck5)i%4 zT7b~6;W}g}9}n76#JY5HAh;L-y3A)s z@Cenikhy14u~Dlc`Lf_Qhh~|))X$sp*q@cDQC&zeSM#B<* zeV?Ow6)+r{*uXxlpK4^#zqQOZGRG-Nqt!dm0wVAE9U`Gn^+gXwLV#XNN|RsU+j`HQ5@ z#qDZn`vX~Y_0li9h3Y4O1Pa}ig?%*0eLCAPDj$Kh=4L)vso9pDYrjCf*i#g7IE$Ey z8lLY|UI?x6Ns-X|Xtc{TphZ*7$6iB_X=tb+%uPR2X}sHc(ZbQ5K+flTLUie-6oZ?a zC^~!j>N3vi^!P;fZo>Hx1;U25fYpmv_Qc4dsz1DYJyOm0UIYC;X|cZhqU;9NiBex3 z>vzE@U9f4&cZ|(hPbCr`>tg5RG243?ogLPImm=-XDmde3ZiUBLrMUtB4rhtT)fnzP zcMAhpKNWAJ%Ji5vP1XS6%*Qm7|w$NDgdCR~6T5i|FNj-*#lScBG|m z`yL8>!e1HA>X#?3>OxMA75wBTtnKxWWAyicmI&Ho4Nf_H!SNE9GUBG%maVAxF~y&1 zX-m!AK!BW6|2KpYj5BJhZhmeJ z3sMXj*{=HIAXNqjvb`#Ur6jVzC)2;4KC$$`kG@LS&1iJ^JP>!WU=#eWA>P0dX@i2+ZjPWxTtrc6Ql+Rc)Yonl~{}Ks1S$m!mcYT*5dbTC; zzFc4w+71sxDBoQKQWoDb6YVU@mxX!AvW{lw=`qf=y#_s z)5&BU-aVw(5wR+h@ZGhCQldflz4B&#gCENLucK5V8;|@C0I4T-mUQS9*0K z3gv>WzE&RQ+K`ANSb{erK-5-x^>E5gUDqy1G4^8tl1J?oMYG`LW8`?Q6s$Q&OUU_A z@9xk-sNbXW@a|RDr2-f~{tX_EIE7XG_=@vd)l5Nj6~Tr02Pu&gZRm$uaU*?}+fZWz z>mTl4|J6>oWo2Vgy@2V6lDS5hZ;8-sA;Bs?Ng_r(q?b?NOKmKyfd|Wjh^y-R^#uP~ zE^}FqQFrhaUz07`?K;^;H9l3NdJIBX-~U1XPjUD zFURW)BWA!LnR#z)oi8Q3zuwWk2zBRQxL|KxYSVMr-hEwDzA@3dTSfB0D*WM`rTzM{ zi@a4aldf#loaMhZ`pbW)r`wY6#Bn{UbWG;M79?3^R%`qpv=EP}Ap6am-f(%sKf_uMst!UgS+3CIBdxUXZ>lOYJLG)mW}ndj(9 zl6-;EaZX3zGB%^v{5yqyBI|*#ZPZbq7h6ae($}uJl!RMY9oO2$jQSS&!z{wb}RyEr(CBV4R?rbcDfb?-rpvZzn*Qf06?IKtRX&IkBG~ z;4k}xZ4T=48b>|vV;SNH-*v?8DYJ8{nI9zY!G`Io!E>_861o+hdOX(Re$w3s-tKeB zh+u{WKK+>C_l&q+#BFy9TC9_5&JDaf47vyhh{e`^fbi48=ORb?X`EbGRfU8|5*ILYP@HCu`hBMJkE;DT;}}T=845EdGm0L zN=$nBfs{GC00ZvAZGmF`NY=NDr9OCP1uxU7Sg^}7*K+=Xe$lml^l4|BvP({XzDeJ9 z5t-Dyh7ug|niP~^%fX!W%{!;5`CiHb0R zC7vXKkut5%8yB}wV3H1b_L1X*eDWY6pzBc#r|)O+cb3?@;D4OXyC+8IAJ|n>0Ze;j zo|I|%OMUr!tS6q>ts;6|zeno`=1WCw@oV)U99FZu3F1_n`VlsPN=O;Ic~m%)*Yp%D zX*eAn&=iP`S9y0=N=H%3w3AC_4`}qE+4>52YE0XMr$}qGgl-m#{$2SkPPLFjVANfN zkU?vh$>t%Hyx@in&W~HF15`}{s`UNHU{tyvY7sgz(sc6eNa+(URAwxcRDd~Ih^n9< z4N!Le&r92cu_F4a>2b|ppy6PdT6HVyQq#sA_i6)OAS{uxbjQS#hdfNjI_X`>+@4Xx z24lTrzL%B~`39ay9|1r7w)yx=w!N|AVqGcL_`+jx+;tSnV89B+hvBQwWzcb_ zl=S!F&7_awPMl5}tFTj5XLpQhKLaD5MES}cYW4FeW>fW=YoL0=E|BqsHZf}j5In&% z$HZr6!>W$w-*6BAvryd)ge&b5{(2D^n#bNg_>+Ct^cbz-w@%Zp^Mb9F9`1uvw7Zmo z_XsS*=ic%ZeAal_&#~J}BLUI5vX{5t7M2mwvTqHG{5B;-6fMaKx(6 zda0%$z!=)Msrj@b4yO;VJW?}aeGbw_ybLL$(ssvH0$<@NUR<*x!WSEG_sY|x?-(?x ztfxfmgX8gXGGOQtUoxKU)-u<3g(#xdRx=B&)e97Za*wJmG4RF|b|? zy`HR}v9+IL6BzFGc)UMghriYE?0Q8OgfdPoxa*@mJin#=7bg6l=K$?}sW#=gB^b~k z=^Jn4P0qI9WxL98!Md9rRYgM@7F61vF8F65gLo{b7KnEKH2I>pP6O=ECT&Zl0uKSq z7#NGE<93&Ke7L$9cBOp~X9it%3l?9z$_7?)X7>FYc$W+0anAJzdOGV;?xH!5Mo`H^ zza` z41Lh=L7T-t4X2_eA+&E`;>1rOjG5Os2M$xGVadOqaFJ-xFlR)sis`y!c2)`CWm(TX zerVQ*?mrpquj936Pssx^-v&v30pdGJDv4SY=Qz@@@q+~!2THfHBODpfIQk;iU3u#u zf5+S0nZ)ZB;F-$FtT^CgWP*N#&@@+*G;IUvnv>6vL*6pudWHR*`ZZEB$LuILsJL@8 zN6WG$)&zx0`xaW0?6NdLUrq0mr-b&3+)9m{<*g{lp^o0AvrVGKV^w7jLkR>bA1SiN3sZ;K)IZhY0F zZ7mn0_`9Q^#1Poh6#Od%u?4NyIv4k{NcYm~^AvbWDVc`G7kM!~%hOBQcK979DBsIt z&A0PP|7C?%%#Vv!7Tp3~ja6=TxX6(B*d-|$e~8<==gopaXp~OwJZ2>A(-<*;u&XO) zUBKOH*(<9RskRJpe4DR9jnbz$-mR>TNgR8up+M5PATE31e?8UNE%9U(=wqHx z2`xR6&LsNJl*$J5h)ui;@JuD-6ek)IQ%?uJ`>89y`spvn4FiwRVhatry8k$$a`LC^ z;R%MV(zo=y9EW(bI{oI)e|RnqtP{d-t7VWzST{G&@U{L_c_orTq-y|^1U9D>iGz81 zno9SVz$Qi3u=LD2L}nnFq0bJQZ5wd^Fut-h_Rxu;9i=<~GM+JdjV4rjJs&@gqWf5f z@id}I+AuI!BXLTQOkIU$^8c^k$$GACYwpjb7q%!EWOO=}hebX$N@3O;U`EmVvHZ6FV8MmZM&s*rT zy?(8e&tbRt=#y!|O&7 zo_h2{&!{H)3D+*6zug#c#DxY=kQKC)ZKb?wCvy(FAj~;t3qtLz+zj3%aIz%z_yn|Kgzz2g42VM=U zdV=5NWVZ7$`I2aTOm)IeP64c7@v#L|*rr?$TJdMiU7@FKp}#FpeqVyBtuIW20#!u1 z4b*O0EJ`CrLH&_OT=n~nGj0PL_$Hny0QaN3T_k3)|TUW(0m1I?^3xQPYDyJg*fc_P6wH?#@hzu$rnl;Q2`vz-4!- zPEQ+>56o_Cv!fqj7+{2Md!Em9+2W2Zra}2KUXM(sej6V&cY(s9hh!}wi#Aq`VtSmN zhD?`v*z~_@Yu)}jeVc9}`RqkTRueTq_nGh&0qyAP(O^`mvxPNr_pu^>D~S}qU^zgH zg#~=$cx=)0!8PZn#d}|B)^}B?7oXU20L%+jPqQ7DD6O0`(4tZE+nZm$A1ql7ted>- zu~HPolO)lYcU9xQ*B1GD*kOn*_|&9+A36=wb2QW1E2#1p&Mjj+;u8Ju)6C}|f6!nn ziStISNAiL$6}=@Uj?(fH_?Waq$71!e$S-4vBjQ4XaFkE9&GfA=JoU_B7A?MHXd#KT zM`Ro+wb>s3#%0Kk8)*wRk^j=TL{3tEaxkn`Hc4bWg zobbV_9u1D2(0qw2=8-D-m6E&~R*!e;_NO7W)s3rlF@b=H^X&_?fj^q>8SS&sw*BBH zx>ie9&4lJ2-7VP!tm3%2U!8t~t6zYB=r|Gj-`GU$4%5)?*Ir#J^-feCCPF}T`?KN* z;in=%1UjQ@sn%{mpTnVZmeVvpuf34<@Ub4)GwVlNfWyXusKsk%3WS*j4dsoGzLkWM zzw-W9t9yb3AddQf{94N)l7_rPI< zDXQ6QMr6zeWa#ioxa61f=P(~7&@jRNd^_-EflHqdsP?K-+unLVrx^*PlxyF z0AF#>*V3Rdj!F&3PT#t&`e%u4$eDS~FK+*YC_B2VzrmM?eBl5X@ij_aYsz%HrQK&r z?5^7{Xs|=ArOeDoiyIE8UG0H({AqSQcL}5jhG#{wT)BUv`xZ(p4M@@5-V_)Z`taRwMPkI8eM1m?^3A_}Vx z;wta98jgFI&`8nn`hAD>=GHi6rK(_z|+$-P$=c^$F^EqgK;_oiKf1bYs*=R03HM8moc z>-n0q-qztfW2C|TLg;M3pn;>?2U-S*H0&dQhTxd`G}hwt4R4}a~pdwpO@p$ z3x+dk!Sa*H3*^Lc{2N}e{GnJ-1rYof^!a!ibS&Ff?5Wq|c^P&6I`!$uk&PT7cuIS@ zx9&J62g@wpBFl3Wjq&@1An0yw55%CLRyCl|dg(ZR`R{`c7n0z9ZLzFj^%6KC&go#f zab417N3FO^7Xc7{r-QbW$0&*GdEsNPlW8(=@TK9)F$27sd6q^DyK?2o07}OJ4{Ib$ zGQI={$)j}3SG;Ui2zI_=qL2_@bsBDqrn_3_+ve$u3iPC)Wi8gTBH62C5Pu&t2Rjq; z&XLls(S0!p{t^T25~(l_h4x+5w*c~^tv3w$;i?lx{O91vK;7`+~j48Fjwm99&J z0I_KaOncbNIuOqw>?M0mXwFfayZj%OZxfJAn&=ZG{`(i%9j3sK9K^%Idw;_82eAgX zenCjjy+0SCkP~|Zj8GFIK{z^0X)is_%4cSCgKpnLpwClJ3w zI34Myemf?DX)jBA0;>}KLoFmU#YD%9)YX!7IEPxb`D|Y@@K$H)OT!@JnV&>14^y+l z6na5g6F*5Ht_F>|S=XsaNYbQyuz%;x~3ud5?uauvH zqskeT^IXXBZ!h#hRNXsaszIIyTBPMe0X^ESFWsz~xMVbHgvBtwoFQSKh#;3*7bOy; z<7JQBvfyP*zkz$)dk1668X1^?q(ohY;i?_p_aGB)+{q!!vvWlsM;)JK2(6{2irtW#PhW{1+WMBL@2KXEcZ9F5Y0{&`R&tZ8{GKb=zc^-e#H@JprDFTnw?QwBeZ!mJo}tCzWY7eFsK zhz@7@I5I!`HiLG1ZL&dEpuue>0l7`cxHZu1l9*OJt!=>KURj#_b%s3LTC^YM+>Z-w zjl~h@IgbAq=lyp@LR2BQN+0^<^0I`dV31760}!}0!_~JjC7cH|P=m+4xziylD5&|C zf0hG~7E-mDV!l<+RC=}xOE5%H0KZ7&Cc}yTWr(YC>%F#Val|OAVeSDHG;#XPYEZ1% z<~P~dgpDz{Ssa-QUbtD%zZZA(Li8~11nkg|2KgYR_1VD9r7kZ`n~a4DErY|JPeLs8 zSy-!g`r4o7&}i4hHw-sbW?0nx&QvvPas16%=7i~PNoOM$hi=i|UlLd7vn1KxrTJAa zvj6ZJcSF-k-R}8MwmQ^SVU$})tDioYs!vBfJL?@ECn>63cV40}R)-Y!YD0S_Uv-Tp z1ahZCoZI$ug3z8aE~mwhiNzZOa+amzCi9%;h@wFk^ALb+c-)9^ zpJdHN_hLfl*=Ri7qCB^l{S1a~nN^d%Lx=r`}}z@dDWrzxF3U z8Lh)J76eA~9x@1St4G@qS)qSC(T$UWOA7XNYW%j%af~+R*ltOAhA+T*G)167UT~Iz z;HKXz&Wcj#ws34w1}YFM%X*2CVB93izkU18$cgAI22{Zr^&x95M>me=8`22AkDg1I zk#|0ppO9%ksc^q4dkp&R0V;ALo@;dnQ848Y-WW(}^(GY8l>+qVkurMe|VL`$Jr`=PHgeaj*I z6=*a4wVtA_k#S&%tq7qudY7^XQ`e?^#(uY>$yz<%wro(BK_a=E@V!q{%KCJ6L{%32 z$){ut_H};WGou(Sr9A9i08|D}3XkR{KZo7jjBep8KsY2?*IWo`1F(ppY>=?3w?y?@CBiweKJdq)6`RC=I2&R1b2Gt2DEM}VnWx*f#ODO7a zv$yQBPLU@lzWc@cV)X2TMU=TSuhXpOwAP>^U396Fc7e098&NsC!}ZrAexoe+*uQ&! zecp#9CQ$hlr}OIYYC?F0*6Q9Z>e`$pMdl3^$`5X&}Nir7N>A=h${;yogsh<^*U z!4@I&uS^2FHNrQ<%H1FurX)(Ss%tq6{Yo9bPa!BYOXhV9h(N9`ctP8;0fhN@x&?n( z&_xJsH*DrHQBmG{snZr#(C8H1Z(S0rZFWG31ko@z^v#PA2{7YpMq?U4_Xl3>WJY>O zpr@X4L>%Tnhb%jomXafpT0o`Hyu$ve54Yrm4AWjg29rZl*_c{*!fDTuusz>1iW&)q zQVGi`|2$)Ct>f7)=lo-zpsLzClp&YpOE`6Gk0draBRyZZI86ylELz?46L%y{!BNkd zWzc_JHo&IS>cXi_?hBWLIKmq+_H{&g8})k|o0s@SQmL`=Zzc=Mw=F!bON!}IDQbAT zZ|*pW{mFIe-(JgtnSb%HB=t5%e-9gv9GmvjIlfDX{MqyQPpNP3W>KMx}Z$rhYGbFm&oy0TxNqMVkNRaDP zuF9mIc2#=Mrdi1LALJj5Q-q9{h&llI1mmS{R!rrhj#0Pd69X7xR&wRO!Y8}9DRdD^ zCRAj5>+XbI|Nh;ppve#C+S`nS#lWp!n{r^{spoB+)jpe!w%tNlTvM_5e9qmH=T)lg zh+5l33hw`7?5(4se51C}K}4lRx}`e=L1JhDK^l<;1?g^vM!J>Gp-+DVKUl2AGsC@~yZ7GLb?sg370BE9SXQMGRO+sb2r<||lhYrZh^l+zs8xvzI5f2_Ef_N-w% zzcHNW1?ge#JKFJbIz@V?Gd&J8iau=(>lT4f5PJJAvG)4v)R_n+OslheXbB1Zyo&F4 zEll=@XS7yslyvZQD(ak2z6$qsBF{R7g)eF;cqjqYVYD~E9!9XVIn$1z-`nZpMBaIHwGvURHOz* z8H0c1yuObH_&`n1n@ZtbeQ^r8EIfTsM*T-`k@9DHoD_604Z)_DewE$raGWpV{Z271 z4Crv_*H&YrU9TrOAoW!9M}$@3ac)%oRi{*>?L4_Jc}-bFE6!q4A0KM7Rh=eZ^JzDALm$EQ^E|}??Kz3h zdgzR~082(qf927Z*YU= zgTz#gLWRjt$U;V=T$vBI^k7JT5ovtWO8#1>RrjX8PJ^x5m6$P3yIMwwd7?apB1jj& z)}{V|9&9upbXYjSb!}3WUutH-RMc2TC1FnWpM4$!IlCAqyvt6zD9+^d6{HNTyJIw; zOyv2qxAf*xkCIaCuH(@%eQ&TbIZDn+L*z)i)1(>E@RW%PHgQ0C{W(Hbu%@pA4vRiU zzq^f-1aygRke!!(ry2uo@;$r;g%`UF{MT;PlDtYXLzRO_B!)v?cXbadB8lLK{ac)UULjf-ovxPxy1G`Z@@XSDH8on`E#wx9 zu3?nA$355Ti}ShilA6MPGMzZLVwpovi8YPYWWjPs=Z*(TDh!eUAOUqJmNlAYz~ zYZl=@{AF^?#Rg!*O?L4B{PbZGDgz*-UR}cuF+{6R>&>qA@Uy%46OY}m=WNn8EM)~% zXt_q-=U_W=+KW6tR|?!Q**WsL7A_sBSRmy18tEz9FHMfDE$x5VlHI1FANmwO^Ej&U z;)VXqlWwn}K~`KcRikiqmHR~i8wEHrSMVNr$K@|R>qWI+xn(4Sfa+j>SMFf&x7{ks z)tu<3Tp1_g$25h0BMB_3Z%UHm<>S07^obBNFjAvpM8Y=o?GBtU*fAOHz5I2o{I=7zy475rw0IK{8`~*#(M;~i8#U#GbyK!UNPUi zQ1pWEO;dEA9GGdi_L~TO>cG{_41!MTyA_p>yIE7a_DE@5~^KI4JCMi zCyOpvRsG!(h(zd-Y|uXS!4W{K5ZWeIoWr%TEm>_ixVn6Aqhj>SNoqMxVcL1f&(H4o zRwG6>t(0J^9n$+y(fnzfeI>wo_?nV;%wkP8CA04?*^d)pIOL}-`z@XTyrZXsyv@o; zCNA?MfWtT7T9(Js#+AKe*dOeJ*V@JaFL;?&Vlypy$(r0t)*9}JU80l);qj? zKcbgaBKDnlpZK$1?JV?S9K4lxe0jadE4rN3D+lP-n8jNY3vptg9cc zJ+A{BC6ftjY)I^wUJm69hk`vqdC*?4=dQjb4C@Ukqg|3~di+y9+nvFcIT_!|CSj<} zy}!>8pQ`&nb9DV2ap2lM!i0-ZdSncD$(c?dHAmnyy+69=V;W8Vknti}Eqnlu4M8!s zbUixyCKY1CU4I^oOPDrsj>I?>Rv6*-9k$49RD%3aq>E2#VzX9c&rZ-LhDZkkNmm~j zm(-$3t?e@{)M*&tZj~UfMVaH@41C_4kb)f*iGc#-q2h2K7K&;J1a)ODuP38UptyUBxZ`o+DC@$H zW?sy1j>-f-WsgOU{Ydxybc!NkEAYm#fW&;&wm$XUPHqpVEF}TK1xD4|;25@P;vitKvL6$-eOAusn{Vm#`GnvbUz?-P#j)Q24W?mpH7 z*w^zV^m^i+8(2Mi9K5gRqHSLopaUq#tf1i6y}UX>wiD-T|6t$$KokQ^LBL)gUYoM|?aE*&^XUaxg7#C^A;D@(dVgC+Er9P#Y8z(PAce@0QF%EW(Tq zug%;j`QaN2PnZY$N?pw@n z#D`3uEa#(I#L-J)H)Gfk@g^0Jf56ElIOTx=jtr164zp1aa~~3Iv{{P87~~tPu`@dm zCvMw9kE1o6ABg0W7c1x;PdEi3e|)!+{Ow{nIyMB;ml$^PG7jS9rw@(DPAGZV@E+X= zjSm-{r^A*1lst=&C zZktJVJ{ib~;SoHL;4!`Ih)1gib4v|KCO-1N(=kJ05-4^&ijaEJLWsJVtzib`BMY&B zjWS_Odh&IutV|Q%3wv&`$?ohvc(j5@kY9-rwRq@%N9K1)d(=hizhw{lDeZN?sqb93 zTxBF4d>2^^H;?_tv2bt)sAtQf<1z0cmO6}Y8?H}dRh6r?nDELsYB zbC798bc@luCq6sPgCOk!A23M#9W>T&O3npjCVb4&hECSlR7g#Q* zmEE6H+Q~%nE@@V-$_(MAxHQS+A5q+3hVbxsHfDv8O8_%MZYrZ(+H}d_&`EUUH{AmA zER;WhQ~t5(3N})uX_+p9Q=HU!YAS0g*<<`ZI$5w6!Y2J=z;st>xzCFxrZV`!nGKh{ zWg;Q)e78y>-2ZOi{%Tw%Z0vA$=T|iOXeAOd)9(JfveaaJ5K9*`gqkuaZ&xH?IL*c7 zNGl^9Z$0T>TnPmBTonqC?4l%KGPn6PqC8ly7XW$Yf_nX;>Uq>D;z%gq&BHR6pC1-} zc3|>nncseXfK(goe73_6bNO^{sr@jLWXuMaKw7KWIWF~;tvV|t^oNQOzDUAzTvaJ1 zn&6D8EF5b7F~p~6r+U=<3>BYIK_(2=#lebn-^0lzBB**^^#T*ISmVUzcPLzJC2H}8 zpyBeHw*nZF%sdx*`8o>O2%Is^yL$&9Bu!hvFAAR4FZ|-D*ujERQ`=^I8K{P2u{bZ? zhLN$QN%Hs_vn(vH*soR<7XQj1A#?(u%Jv7{5|OWiWFnyVrL^CBX|L5 zQvg(>I*D#=|0^L8cUY>E7pl+%arQ8o>p)K;X80|{W?~z%=P2G#-~EdNMVDkoPtcp% z6wJRC!W8=M1i&VWa9%EkqP~wVbAeUfs(dIA6&0BZyX-XQX>`z`@O8wLl(-};&WjrE zxB;RSV;S5yz8z%UM@kCK<^(pPsFyA8>x>S^nhV|?aa1ktbr$hNu@Yz>7*-WZ$eJLA zaO3H6_=7cmO~^xQ?AlB(+TR@h#7%J+cOS8**MpxXE(*@QIa^#%vtoun&@>##!>NiZ zNDz-c{7jL3{G&s%nr7V8#I<^qmV+x!jNJw+hIYC;#K!!Ui4IV*Xm)I>Ua2Ksn{}5C zq*|%7jZDI!54^Teg@zA5yavAu>tmGY{K@sml}<_bZ|%z|XaI1zQ{ zLy9I#L*p%;*=GQe9+}&_(Au%a5XzT^(sVlpEk}0WrQ#NZ6rpD6|9p_MYm-liL=qX& zXH2q`wKiZmd1)v;zn~G!Mu1zQzv4(9JNB1mt&gqbdw&wsX6C?==ZePgd?@h&oa4GN zxMZn+fQ=X6j@y1Sd*V-vOZL#3ALc1L;-%Pm(IX(R89A*M zy8sJ7>@NDid{(R#mSayL8|_9T%zIpOd|EA%Q@N7sYLK|Vm#K#O&^)k0(~GH_v>>4ebEu1 zkfAA^TiBla#!RX++}|a>6u!ud z?y`Ee%Nh7HZN}fzeYnZUpE=-D9AXoG%Fw73q=}l4K%aDt8FXS`4&dE>oG@bi6?0Vt zRaU;4q|cYUT0d>tJu2Fmr9=LWi-!H%i3(x+n6wYo`}NuCwksU`w>;85E)HI6+;{{Iqx?|953v zQax)ZSLhx4b5$eoTD~O|7HVd)U6eChZQV|9EDXe5RK8|KY|6CMaFe2OFy>Z>Tt-UL z6~jav9al`{mt2y3?B(FNU!Y=lQvgQa{x{k4d@w|?@YzZ8;kvStRZ#OY>k)uak94W! z&H`MnqN-p|rgClQZ_OgBt1rB|Qd@m1KD))9H_rw)az3CKQFcF*KR@9)nbo5%zCb47 z0hreOP96gnR(lm15bVCtVr}nKuwef2y^s?ifpdcF)zSJF#h-2RrZ(!35E+U$4i9@m zA>`j*R>>-U*K*6Mx_rtr{}_~d_Kt4`%Q<3Q`imHPnKDdz<^$I+j#q+-#dz6(*3Sh9 zwCXc(s`kXjKsT4c)%F#y&7;G1=jVbzk;D<%*EeI{5oP{TQ1xT-+#Tbg7FUHD=LjA6 zWQ%s{R|^b~DvfiGb5n(W-hqLb)UOKqCRB!p80O1PhHD7%Jp?mYB!t-L6~Q5>$fk=( z$=0-Q0S&GtKU(}sIs+lGwgsmBRr+<_3qtM=l&Ws_A}m#N&%9B=!a-DkPyfuSQEMC9 ze;Jo4&X?zfG@xPS;%S2PI-xz_k4pPR`a$#Ghz+tGQ`z6JE$Rr)x%%|>?1yg=C?saz z$9cDe-`{LiXxvmr5=fsHG_UNJCCJY_pXB8&vg$0_?u$qxIbA~7`%7O@CR`%Zy593F zeFaKH8tt63KdW-rko}W{0aR>&!{Jh(zo1XV0SO>KKWpo~mmWh7kDBo$DZ50Ai;C?EC zQ>`b#y0WF-!X{QM%ruTcHRsWO#%~9GU%YGn3fh71hvy$p8fnZE8f{`!BgUl5>U0vp z#yL+c=cHbXN4>i=NjwJ^&)1^p4Z_ zax4c2|20)i?uG2Hf7fpRQLlfJb^O`e4fup+@np1@_8z#$U!a5TB>|qYNcj6wWLlt4 zfA&*Amy0Uw^T$iz&H{w~4)l`6*SXR%TgUcR)AH-OSAeK!8JF);Z}D1dRD&zqo42p( zK4MtO&+(u&TL68;2l9Wq`euiRg@xr3)cmL`1Z0G<`uC*ch5^*Mb`Pj%uLIqB4{B6V zRyM@Z9`{~BB9VN^07gI$^^?L!9c{7uw8qok9r>oQ6wU93fV__u7-F(ceElTp>5iKI z;OoIr3bjW&v&NAnV@R|#$>HtDVUps2+mqFSU4}6RH|eZ%c$M{ zO2=(@Hp8Znm&}28M9JZ)@jk4nO_1l(IN`p1uKJktXfDk7;Ac};9gbmQeqbugiwj(sppv$!PO?SipFBSm3>(Q7r-n;mO z6pS}$gG?;KnLl&Kwc&|#j1$KGqA9V&xS0D=?ZCH%~Fe!oasWtKynV#x%Vt-b40Y<$H&0YJ-K|b7jDaLY)pF8OR_{RGTQXHkfj%FDTe%>#-Zn=Io<1a@^K9fIpH{n%*@O?3{dBQ?;TFS#`1mw=<3hYA|pLL9i8`$u<+dD<0i)*fnq{KS)6*ih2ih}-OOzCy6`44FIS1y5LkD_ z7i@XAaP97FjMs}xEsYPEuxbJ1SZ&h>4}X)@Fmnazjb{UD8uWI}=K1P(HXQUjw^?B< zaiPk@+T7QTL~Jt0yM%f&pK;Lv^bjfixM`fz-(t4hZ!;W+r|7O zT0oF_OsMb6WA?KHLxA4sqGBAO4+A6ARE!k*zz6Vh6bVHsQdwE~o++TSKmu6gciNzW zl1bJ8)5TF0wUx>K*{`FkAr=qV0S-#Qr&Kay!@qSJ%*^Q$G`}Z{EeHnb=>GY<+x) z(2XJ@k~l(L{3{{dmbIESbJb%_}nA?+?kA|L68oiEIsf_vjFfT8x<%8#MX^(@~I7m?%62C{$N|uD1^r z6tun7!7X!p9ui0UHdpr|d)JfJomr(t)L zcvqJsVbF4_!8`_pLG`$Aa>f7FZ0H;Zr`E;6w!nD*{9#Xdo2}CrRiNMc*;B`7S)3=O zijDUZxAB%3rRpp##h<8Yk32O!+(C&B8MY=M1P{D%s1>ix_|Ch|%XaU@tE+cK-m*6Y zO)E~kZ^cG8ib+1{lK{b#HAbfG_M@#+r_rFWyGz3IKC+FDB$N9C3_1CycYk|=K5JRJ zvSux6*4wBKR$fzsctDPn0o&+TjjOl#swyfEXaVP-q0-V)8DKqnsHmtM0`u}F^s-GK z{34|a?WzZOq+gS*#b9>Lee%e+IEj-Ope^cn9EfzAdKSX_Ai{=`ymk z5nYKO42+jIro_Ys{5A!91XyfPZU!nuGxc#CGGf}_tA&KndE^3huzoSoccP6PIQampXa>%5Mna>)$*a;YJp>blWhwHyQoWPKA`cZ}DT& z(lE}vmyv`l1MNH~c(qLEBraksD%GZ`(R21|1s)FxEZf1`S?5T?@5K&VQ?Oggqc(B} z+GzB_*SzwE`)m0>MV5Dkt}0Z0@#DmOUzqmzKD;W1LBuu=_9t0>`Nm?`hU_n9(|X@L zK7ELxyy+1XjK{bm;)--`ySYmd)RK7eVwa0PH zC4vy3zh-<>!QMM2Bj6JK@^OLw=O*Ob!9siNHLQDWPwXk_0TCrf3f_8r-Ny~lOE6c3 z@dtr1CL+t@6k}w=r~V?d*&2mmj=r!QF&9^oSae%m{*PYtaYlg_e}7cHnGb*7Zh@rO7{yf5F9EZq4C14rGDD9bos+O^QFP*>Z{SUZvqWWVXk-`e^UL~ z_ilc~zo05}-$PdI4Xr@gaBgHx9HYvGA*xpdD7UhOa& zk(1kof~y`s1$bQh9?h>V02lfQ+O*hIPxM;@O8*;Imr)TK?a3sM3Ns2AA-3|c^|{JE z1c81O%?jHvqU#!SY4V(wl`x6)7cVlrvi-JoMBRDuJGurEn5hCykdK`#M+$IFjwWbj zWxv%#Tf49St_~mUd8TAc_%lKiyZQ1v!-Mza^AuYl2WKjYFC3-B6tDR?{$43|gz%Pd zYNgn&MwvLYjpKh`FTSN}?`BOROh{o-tpqab8$_u*e9{B2xL7T{x{lhNn$FrpkMK#h z`JQWkzzF{EG6o|P%rf3*Ap3id;sjy*Mb(IE?CU=DCG9UZo)p{NcLJP)?I3k=S4t2P zV2Qi!ia`wiUYA?BL(_J{b`!H_#;{7oIM>Y8iJ&z!oDl*GiDiVX7+$!>p zWh>u}vGz)U~INt7iq_7wa0^y@8*hyez6hcoDsBoM_ta> zAY+=##cY&YCL-^U2YdvU;8DwaEj|s)t!L=R-9#~f>WFOt=`r38v-b-RyPqcCJZ@StP+Ft z23fA;_Sg<~@W{fsM%zB2=fj9bflP$(G+k6yrW59n_+LA1c+>`bk_+9a(}6?$p^~H8 z?q0*r4hSzbpl*TmI)DZWRP;op)(}phT9-2Js&@)nfXNJ04(4XzAq{K?$@OGqq-+dv zaX8x;rzfyH>u2To!R>{*qMIy8f<4DnLVKbUBa5#|KlUB`qE;?(IBzJ3IW>10p$F%n zc`GyQo>`gFxl5dmiw&@2#{H{Al^L)A{%ouT>#Nk2og?{lM`h}D;8FV#80UkUk$lJ^y-bX*mUngEf3=F7h+w)8|8d>lGj;o1QK@6bW3;WEmuQnI3| z!ASNH&M8)jons0L>bSKy0aZ&XM61Gc*iH@%|&0)vai~8`k$x zG$JLT)AQTv5g6nSAi`~YNtOR2=XBk+zd<@Zbh%aKF_?qG_)ooDOrBJ7f;tY#pxcwJa_knO<5_BKV8toURK+0-$T=#%Q2bCht_hkoWMqL; zy0X@wKh26wSa3Umg3X6!OzY*)q;Sk(fq5Gt^EePiBjT@7T$9frDC?Ppv)LB7)?46A zo|>=ZWT_HaOCKk79NCphmumuQ{sM56g+Mbhr2V7rd}n$XV2m=#Q=n6zRQif>W3tq20Y5;e_Khb}XssP1}mb zw=BDsZpL3vh&~M0{LEDK=QLR^BnkYg^|MvprWq<8r^I0WXG4%p!-Q)lK84z4r9!=`74I;Sh^?b9V_(kE22HXjACcD z@u&gV)*HkQ)muKNKaqQKjy>b-K5XrYiofXefd0#$(^ir{#HjqjL`1tNjZ5{l@fy^9 z3CeQ4ME?1D*2ezngbiW{Xyv}BUixcR=T1cK|2JDRi7gZ_xIgA#=MvCW4O|O+0tmaD zhin1qz6ju_^c*Z;z4L_NC4{MR$!Qx?ccDB7DZt5NFu7|)o}()6Kiv_LoMp@RY7D+g&p!vy6Vyng(yhQ}{{_w=W()HQMKsqORp(oA}8UV)EoM~P0Opf$bcAqt{e7%_u=!|;+?Jt+yZh{>Zr zo^neaHB^O0FtBW)fjIh}v@X9{vebF9MPh60`Qs}=d1Q$XW=Lwk@A3Ke#)(C-3uc7Y z&*)?1Tx?L0nRD-0UA70@kv29PtNYHUkjD0A=vQsPP8drxJHu~ZTODrnTT-0$V(bziYb6WF7cTDqfG$v=&SC-M&V~0~~>9S!{35cK$ zWMG~{xjGhQX@Z6I1u}+*`fc4Bg^9{=gO93-|KwTE-+#I*FNsBr(5T~D;_ha7Zgkdu zsxIX|bX^%@K;m;gqMSj5w1@3OlL^{^4GhEp4J+qeC1^+J(m)InnKv+0q#LuKmrtML zf&vgjf3HiA&_T&@=eI~KEwy7%Q>J3S`<-t-)^{we;GLRkC~Obh6y>gb){0H{ZK0eq z)Shg}sAzEGOWG5F^~AXR@ZDj9DaHQDYOk6+in)e%t-JnN5-ack`awqC1o zMI#=sM0|G2#}k8LZxJ$dglz{*+Ec$cZU7CfuExQp=HHT&FGMA|nTW1VkDrIqS{+Hn zP{99Vlj2K|e6`P0#B8uqs2}kA{UpU;f@OuIBC3&*~qBJrM zKRt8KGBcnFml95ZY?aa`Bg$DJDO~$4>w;Qwm05MCdIxrR!~i>_J(%Gc!a&Cn{^;$G zx4O9lHD!G7YF5jT<<&rrAXpktqkH1J_^yYm(@JC|L_iU1KA}IJ=EI=rBS3dCmXOG= zYW`dcgT5xq48eKn!f;PZV@rb418fL#RK9t01BN_Cp7jJtIZ`>Klu9=jsneMfa_!@s z=|;meyKb;)a4Hq%tH*KrURoi;kY!EBZU;uuonxL}! z%`qA)hq8AJ?bC4N=Uor2mK1@qr|F&{My7TPrBg*Xk00Y<(zjPf}Dvltz@-JZq*g=NC*|A~|AYsVlb+|`fww(YTf%|)lxQDj2Dxmeh~`D$QrD7 zG*Ix@?`V+bE#mFU-UmQ_1WI{nDeV8I8o-;vfZ*VRcf${@${H18#U8%Y7Col#wY7@N zR{;8A_I)UmC+4L%kF62^Rwq>7F~RZl49P`e;Im~7tkTL);&oZpn3A_6hS)DzL!tc* zxE$8xHO1v4z7^_zuiG0Ev{AOjcipe?*QbpwrxlI9(`j&1^#=w;63K+kYtGnQLFE9n z`1N<6$DV@)3=WHbd!kw5#5y{y)*28hCQFJCM&;|s zOZbtwVbkCYlh?(Fr-m*OuV9|r#W7cA!^ZhZYJPVge}C@}IYuFLYopY2))i@#zt6Y7 zx6@(1I5K+rQs>V$%yGC^F+QGDB~y>}z=S;rEho#xmvc_&$JqSGe3NgRNMRKS20J-L zvbWeu^S%N|pv_!;yjlr%ep8n^%C3d8bZhJiBx0w2@kp4Y+jb;XIx0u~he~s^8@&0m z;w8fiy|z(f`(2)bkM@aSE)qxXWE%|8iVtFc4|{ax9&dN~PHjZo7X$QZp_S=h&Ot|? zUfY)(&|-VC<-LU6&WjVN#ZxRbL^%6=iYACc7NY_QA+`d2gDujyv9lb@!M%(~NMZN0 zjckP_$kAaIK{iV|YK9^f9{f?9VV?sI$cF-T-EGdL{pzsy4{ZV*p(mXyj%Xh-VGFX4 zsfWK%*#7nx&dwxD`iSz{bvAq>{&nTLH>%pTnKrTfdlEj#E9kdluYH82$Z zToCF7%DKw0yWvzZ!?TOrV^ zbH5m%TiX}U+|pu_mT}&<%1@W@rsGZy!m-868Beg@To17GazA-3t!VUoQRkw+$fSz% z(T98Qt5QNxfK2~(D@i4s#1P>(a2W6%Z8pkM`yG5gA68jp^+8ZCZ(=RIJQ;UQ^Ju{s z;EXC_cs1i~y`8Fantn#(?JjZ#DXb6|P{hwezH&pU`Km5UFCa*=D8Ztya(h!c!OtP60PANTUIQ20Yb;D^t)5j-n;gJ}Ioz+M zq`f;Nb;W-<$;h5LH6*2LhRAfpGuNeUkMu0mq*JAN{#KFv3GX|&UPHWgzFf?rWK}sN zX)#BJc-BQb;d7asz*xOfW~SZRvV1IWc8XR`e4w@-roKze`sY+llhH>a$)a9-~+ri2bXJB)l2-e2qQ$`Q+O^koDa;TM3pZ^hMok#*i z+!6cS$VY+({Isf27?~G$ak;t-HlWFIicP(E-9@)`T8s68Z|o70$)dts=hm7C`;J0+ zU&ibbnY#)F%dElq(-!&ew@KI_wkqBV+3f*_3EzgkO{i$0u|YmlJb7}n?>I~$fEAKa zxxD;;8Zzp6;UF1ZZ7?BLCg(P88@?@Lg~5(#iB`)UY-AfeD9M5rJmu;3h zqekZTW>`BOP+To!fvGRBUb@-s9yMgwa(vqBy#~TPCiCuY&Zq!Mh=4LWdSZ>ad#(r+ zrbt*dRU(Mf)AiJ-j#LJHnxgM)dCXVUXs$P&LMwDAUrRtNJlBM$yuLYH(peU*F<5#I zG5JrYbTx2e7Ur%{)kY7XujDnTxrJQ>I&OOU8?rM5JDx9vDSNPP*A<6xs>j|t4o5;z zj~D`bz!h`Xd!DE=CTfI^>uhUBYKAJaTDh&iiZBE>t=eEPK>!OU?P=>D;4Fwr4{u

25c*k)2!6X=L0T|XGou_w(pcmflSJOg&Dh@6)NHcNS=Plue1J> zZVueL^;|__t3D+f?i@MjHD3))?;JU|&ol#d-`}m-PyUvlE81pdl^&6L0s^$$t8Wy5k3BZ|L@i^v+^fbPot*Xqb3EDvG$n^+G2bX}1Q=Z7m(S0k zdEM0q6?M5@>oRlED3ktK4GISROW9u>RFdQx1Fe;)^YXqrF%)lVRxxV$;UO@9oi=9R z9*2o9$Wo<;_~=%z=WgbVio|pFw(I|CVGnsu$s*@CPF~(Vx_G42^E=D1&h+V8I!E7) z69C}H%TAs2pWqItIN$DQ@kCe~G`r+E+YqQfMCsALeQM2AB^UEGP*<*vlko$c6HLyH zjxu4gu7dlL(Rd09Lv^E#?aiL=&0%~yD4TRT-aL|c0_uq076R@ZBf^kh2^Nn4D#ppN zCX17GVXms*ZBKP`Z@x{6u z8j>aowPMR2%ooS@MG*|C>aZ3Ci2t6ONegG$^^_%&QkS!8NY{@T0x3o@6d36GY66|7 z22S=u9UZ7BuNVrZ0NI-GkKPut@VfD7lWZTGYhUj zF00XosS5k0w3mL@4VfnjHK%DMgTuz97Gbe0y4+N0`YPCFrcEBOOs0v`DzDKS{zo@o zj_AwjPi{8D796)`^A>=<>;4pp*MxDta5wK}E)JCLh@DSlsrr*sm9wY**cCIREDzX~ zrdY{Zi7VNpxzuJ@8OpTsQnJFdNbAc$ep!`35D~q{u{3qwPO7-+_^Y26=K|2vFsMVq^DZ2y@Y!OF<0BLT%{X=7_2h7+{wY?5h!75JVPaDbLr zb0uAa%gDc!iH8Qgz!E!r7YoGffc@%;dH!#w7-9is4v2ttB8JvN!Tt-ZP5Jw&R`f~U zyG$VpfUOPsj2L=jkdT9=NT4a0dzX^`7Dzy<=gT3a9B8g9Yu08mVj`>d1QcMvZ*V)#4sNCI>WK zo`68q2Upn;5i?$LTosHI{=s|rdvPeHS6e22e03>)gNZBXiY~%RkE`GN6g@KXWeKYZ zPO5s|=iRHWH{+J6X+nf~%+~R;$AJucIO_rG{pxb3yy{MQWRmh94br>9B}n;IG9&UI zeHEmSJM`X;b17>pJ1lK&+W(j}zrA>5!L{i=4f!L|c{yYT@h|Y}5?lp!kF0!Lg?(N;7=5X` zn=z|kWpT+l$CC|PubJZ(z?|5*zwi{Vu7$^5(JKGewuScfBAo|5h zSH=kBPvpP^s~8t#l0%MK(1CMLoKkO5zk5C_F%251Z7l@1U*x@ejM%Egu}*%Ve3>== zY2gAZ?lRn8IPu*xg*Hu0u;y&M-%9;RX<6rU^-D|eQ*{htpAcRqr zIAmvLAJik2b2$a(K6woH>AWB1-^}Z50N7<$XlnHV4$Eo=3wt(j%Ki1?g5{eq=0U%g z8s=UqKipgq^@WnSH3dvnKk6GQ+RU5W+!3}o#<^;pQu@~&x1<-0^9i2J_{kToRx&1? zz*x>as-n>_w;nmsd2?hXsXYEy$w>66(eBpL*_Na0@C~jgScI#*%|n$LzK>}9hIrN5 z#5{PI4m8I7R^Y>NqpeYYM4V8tJXMX``hNV!{LU9{XKVPYp&9<&PVx@fDuK*9XM}j$ zjoC~52PT%ZuGwu1V`Y<%d!9Vq#c^z1?c(4te{a-6$DdFC9j-OXoHrlqo9_ zOPyU*Ro7r_z;Fop4bdRoX5WUC@TnN&oKjHeodvi^o)+>Pr0R*x-7xe(lr5lewxZvp z>G%HEcO&Ic(?YQyF02;qT#&;bZe;E%S0}1RPgarr;BVAnw7+wo+R^N{dV4QLyN&Bw zZaC=K$SI;U6f*+i(855Xfhli)RrpTAh_8r0kskMjH`5i?qc?vw;S9?NIAt)&&Gh3x z7FZo7I0+f|i=Fau!-vregvke^HoG{^^%ZO;hlX(Q!JeI%KfI4t?5GNUCBwET8``#P z0x22RiB|KwLY9n+5@VmLU_e2z=gswZdrMs*n?C$qbB1+>k?7Y7zFZLUXxPL$sdBk) zD}I=Ew%eaGEP5@VNY;7A9#ie6A*C<0{8}z%4K7*SaB$kSOT1!CO%O$Jg8oUou%227 z?aKPE4_l$X?0DqmB}1~jbqv&lOSy(B%Ys_zBr)pHddf+(QMrOjgSgFR#vz@{vV9b( zTtP-S+4sw>LbtKaTyYn?s_aYqm+VUS`cfswA7>vuV4>|{Db1Xjo}^9UJ)0P{kO;j| zmWCHfJlWVf3mTQYtz%V{EP~I2j16q zljI2}v$bX$&`x}DPya>->if?p)4#qfwF-k~sxsa*nj#yimbR4lFYelXZ%JlSZg;H7 z6JW2oXtILs{rrv|n*aJyQe29L!q1yr9Zvm5eI{gB^bWmSt?OM}>KYvK6{;K-8t;X# zx|9hGd9fpA28A|&?(mB^s8mgjKem8RhrpOd-Mq-JEe#v=|bf)`SoD+Rcy@ZVWC z>T=X-6fQSKc{;M2GtW>%QKRHvvm) zS*atbeFw>5vPPYoF(396%>`BW(z+&fp3E!q9MRRJ)rAQ=0Rv&2a2Xv44^$yG3$R4mlZk`xfnZg#XGS~D>pA`o5YTswHV(`u4nqgTt*H^$f=?@Q;rjzHe&Nh0%}O$NhF_I|Nv z-zvluLbxF3zk$>8qPH!k)2iatzt^!r64B945~7~A<08xBvgQRl+0mK z*NB|1wC3mG=AP-e$8B={@^2t7mqax=!xPEzpKcBXYVT>gZCHG+d2l9k*!&H=+)%Uv z^uzFm6nO^FbMsnuTfMzEbzpCDR(WQKhPioL>;Sn)huLoF^+MZDm{u_ah zctH12SYtWNOq*7k1ZR}iBO6$k{~b$Kq*A6P9?ER|jUV4lg9WFE+*iu`7Y$_J8&&8o zD_#HX)4%>VElf8h?*J9QpU?f`bvpE)8U2kFYq5qvs;t4FctGT(Mv+drW=Vf&Wx3;{>Yx>1q zIrb65(~S=*+!Fh6h5sg`sfTiDx_oH5$>nRKnZ_r>mrF!hGay#}nW7{*kN0f+Tb>#M z^3|G}N~Xtg4LhsoZ!Ye<^|qfmjIjSVrhtta{OxOyxV2yMRNddhsCf_aeqhFVU(vyK z()t~{w%oeTo=BdwR#2q@%lsq_49xyeXOG441<&ERI270@VJ?jv>VCHd{`42Oi%9<# zx9PvZ?xXxV0ivObXLqFu{BcV(ZuL|Dm|V&1-yDoy5@%GW%si0&kTB*%&%(oBe6~Q(1~Ltl9>OXRP>@cSMu$ zVeLmk9P$U>c==?jm;#gwG7!fFi7$|=W>VEq*`o54B?q=VMuD%RNQD7740xQX0A(yC zAo)|t#>Q}3hX>2^0Xid|B6reo(nCRU;3wb?{4vYH`QJarzu8ZEuki%%Xco=hLs1)r z8i2uB7ASKIJ9xrt-weSaH1DUMzB{jT5HTvmRI4p>W&`ad29kmgEDziK16`nAQ}t2w zT%Y4v6s&_WvVmvcEA$1AL$@W&=X<}g1I>_oA+A+{88l^cnYSdsq@afh%zqjECfihZ zf`UI+N>D}xj*Tu3;GK3DA;4Txm~aGotUwO9P63?&>;eB?$Cp_(zJM5*_lyGFX{z9_ z%9LB4C*)T1vfmlmYyigzX#6Q{twc)4?vxd&OnkwgIl!QJMg=aD|DV74COC-xKQ5S$ zbROG38i@-JNt}2eh~^i7X(z83(h^+8>2UvhFTKg+gUU1w5qwY0m41mQejgv& z35BYUZvU@);H~(=6EKDl=ImpGYz;4;w~H0(f8X=CHYJ)s_n32|Z5>Dd zPifa4&StjtB`MBS%1O)A-Dw&$Lu-P%rc940BB-FGb?I@bsv>DA29b2WF)76iq4a`L z;k4SgSCq;-Q>l`oO4HoTL>JhxGLPe;!^TxcVozWd%_=p7wPAO1lKP0Fh4l5_7`#zUgjb85=YaR0$(6P>VH)TjcdtyuUJ1fs7K=y z@pAe#eoA%=^FWI~Jek((Hx%OcFXuXyl$7v8s_K0eCx7Gh<5w{@|7f`w%YVwX@qx2X z8Wi~^_qW2)!vIt6|IJy;yf(gLA^?@O3)Mzex|VVV!^ z1`vppOh%k7y7K~2dH8t~lM2h(+is@T6=&V}m^l{a9)y>Ppve$9-2gWvZT$sKGI^LQ z-y>aL0^rKq3h~Jv^E92oZP#}rL_z2=sFjwb-fO)9Br=`!@zLWUzRT)8iQd_wMn&Bo&gzP8ABb-!$xGWH)sY>KcabkTRFq*Sg-X5Oi|69oVD=i z5UNp*o-e^`C*n%PlP**`nzfg1hi1oZ`crnaV&hz%8OMK!6?4u}zJp{R8QQfr8CrX- ziFp802Y;=-9*oOR=nd*Bn@^}Om ztUE-!6>Qw9vuqTM%(xaCeDue8j+PRu_d4o;0wknsAHFd=DFJ=ZOsEqd4h^S&4LKzj$a z{((u3(4UKqYb_nQMz`aqaD8|^iBCJ6Pv)tf_15zzqJ`2@Tx%$lMOIPX)ny!gt=XnN+Bcp`6U9nh9*^CQ--*buZ&OS( za4xAvi?i%Wv3Qxg;i4xZ$BQi6&Obt`o}(>|N*B5UP`ULw)Hb=OpSFwER{clCTvb^Z zddBxw(jCGH(`j+l!UZ|N=W}<{-Nl-7xx+2Y!K=hinRpr9r}~+5Yw7TjVx0Vj&m?Bw zDLtvk+rly9rL*0X?$tYGHQ_<$9mquCOkZvTH!JI@bF!8zv|d}YGwR&%yeA}QgLJvVPYw!17v^?qpmIzoO;aNf=Dk0

R=V7gyG;jw7_S!ow-^y4=auEBiwFA zhd6rc_@f`xNq*j783lKhHlEAWSDK3F(5xTc+e=TwF@5`y??cem;&`zNbRm&2Dr1*3 zHlM2~DhiaxOPG&Qwj{wZvhXi5pmq3AiY(4gx|O@xh2Hzpv%`iq;VYK5j}qHdu-$$` z-aAOc{umR-(%}(hjs1zuOALiy+-|4pbfLBI-JUFV8UWhX-+L?%n<31U^Nd zb6s*uIv!f6!Ubn0WnZ2kVtbb^fs0j4Tn6O5x#QXdKZQC~>%v;j7rXKm4h^R_NYB6> zt@@iBEs-&z&7psLw086^#EkdmULj?tX({ffk5HvXvdqQj-B?{mH3 z^IGYpjPp8#Nz$ypH1%S@FqnU5fXpty7r+2Z$aoBES$}1=C(natA=IR#>kginwYba_ z90D$gZP$q7*YCR6fSn;Ixi@s+>2FN|M@j?mvcraVw|f%t8QS`IbU_7j(JYXF z4L;%#T>YZ(lRO%+I99y+sW-J{@Lq+7aN(=pYj1L!-X59$qV@7f#X{H5@{xv``CHkc z-H#5`7B!}CXu`3n>#jf=e{=MdiO&Ohra0r~X-JZFUjQx|+|0uAC@U(!m7W)d7c!q0 zppmnr(0jY+H_>%tul*?&c^SC*u+~|WPOLjqV$v$Q%;2KEHOKI>ZU(2Qkt>TVvX^`< zo-#CWsQWD13=tW69pxd9S_G5dJ!UDb@t0hY5yDDwb^akxsO{xTS!8?scu-(0>A>Nl zb+1qMlqEmg-L+?FFkZX$?L5rYzIVXp_FfyGb=_k2sfp4LkU7TN+&36jCTY{zaK?*j z$68J=#>=UOyBm*1r4dHADRzoUh{f_RXKUc(L&{d5Wi*{0G2>^N3dgK!DP;`xcHWJr z-xe@NcG_WsWA(A7IWe^_%)i3C4Ya#sV}n@qxnH**kKWjajE&MPb%&15Q5>t~BNd-Q z3U8#+%xKxwF=W@HnMMOC-)6Dp``C-3ZFSJ~@~ZX8W@8^h_1Su(y8d*XvS8jx@NV8x zZ1kh9uzL^x&M;HT0R=cyz~!!?(J!E~^ww;aM_zw-XT@t2D-*7)WVo>izj>J=Hm}Tj zELU{;VxEq7NL2>fUVUw!SrVG96(Yz9x+oBx^{GblxpJ`c*3zk>dh9GDy0-XPVLEL5 zZp|C0xYOuB+jJ`JJ4l=T6$7PXalgM+0Q!NxTD!dh*MvT1R$dhq@MMLj%a_LJzIH8= zN}J1S?0+D7)JY(-sdR_khxGbTNU#2i6e0#WyTfp1V8V(l9JmFRWEJu9#S2M&V@Tv} zoziz56*cfhlGp^zY750OXYL*L+ByYdg-1X5R-!L&{~cHvY2burw)Hh)v-d+CGDxk@ z!pCD;f1@~JZT7w_L`wY7ELEsEtP4;)5+J&D!S(FVYBF9XH=KC8!LPd0br@9m!@Us0 za`?In&ndsl@MfweOypce2}Eo2sALCU!J)J54{S__`|Luoy6*lF>78Yb{cmy&C({^(n&cg>T^tT)J$ws~gH$K!?UwKY2@;?G*zfqBcpu4H7VHsiwlD>VgP(&M zlD6oa^Zgd$Kw(ft(^>G(hyfLNG|NOB1DvN>LC+gHxO=z2HCVjmcjhdW03EH2f8az5$*lW zsDQi;SFtb*Z?=V;l0#8cA#Uh9nj#e2<{BByEs+$-vgzLt@h!}HuDKd_*BZ1aF%U%X zEQWfCDVU>Qqgg>j5En>!5PBvmcqJS7K`N?;X-vVwZ!#E2#GBFUVGg&t=D{m>yAKYx l#Q?T=>i-3_|2w$Xc&Fzu!W-`ka9ZFI;2Vr%|Mld>{|2kc8;bw{ literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_33_3.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_33_3.png new file mode 100644 index 0000000000000000000000000000000000000000..72616b2463c89dba241b2ff9f93c3e3f50075445 GIT binary patch literal 63395 zcmc$_2UJtt);5Zwq9PzFARwRu(u*LyDnbZIkq)6FLVy5LrA9zNDIx*sz4scrfQW!d z4?UEqG((GY1BBcieb4#M``+`9`;UA7F)m{`c6Qdv+H0*j=kq*suI+1WO%T;Zri)}` zWK>|)hdN|rJ-0Xz%VVHMhWH-sc5AW+ePg|e!NrQ|B5Qz=OJirvyVfkvh;~ehj4$dY<&L(EV zSS~f;=tzkjtJaJ%g(6L{Z5hNDb+dlU8Kr(hD``VglQ!4GfK`x@4K50JpZfhNnHEX< z@FL{@>5BhiMh3nZ`ccKv(Yq<~RNP$~mDkeG=vP1a6kWB;mQM?pe#ZLyW`)NveQa{l zN2GP-RjhbsWx=en;>ABL*_vsghpvBh18#a=dwzeFMMav3W%Qrxji`TI%j`=*hlCRh z_^=}H8=`>XbWm~^nt}8az0#a0B%W|m%MqZAGUO!0~M~D?}NP^*fSOrc(X5MsQyTU@}cixU;{Ei2aaPY3>x-{_^ZfId)(S3kx zC&~|GDri9(&h7r}q)|h(9nHDCD|t>D|6-XDJ1m?7Mt$Zq0dYF8z1>i!HIF>GP20l4 zFfZqtikVrtN;H%CzT3pubA1boLRxkeqc#PHG1u|&@l`$xJS1R=56%bP_LcK_*D?#| zLp|miR7#hm-1{aw_IgMA_f5>`YM#;knFnCQUxbquj_A01CL@Z1xd{n_x9K<)0s>l_ z_a>OfXJ^Z_x$|lVr6GL@<-;+79@%KLiRWh1%37NH;OLA?d$yE&Mx51kL>|OBxr{}o z9=gBYbI&PBOGD$xV}BYmtju6m*4-_aBK++f-d{f5^`oSi*v9BsvFPpu#N|h_-P69c zy;bCBTamgD!Kd3Tw3D_D>9IO)m^p^ZSNG_oy1Lszfm<5^*{$ZXvE*6`7abm6-CI#; zFK4juHs2KJ0U?+?&pVlo}QlA#P;Jl*^G7a%)LF&H>Fn_ay3bgL%-Syc+m>r z5x`A`+c>yhv6}lnMb@Ik{9LcA~}iVK_4n3>o#_AVBeWdY=x-|)~@1JDEpeTV9nFFoE2Dpr&nHgvd zjV`%s(`~=A9L*%N|0{2Z4cLw5wTj|H{1DMFk^z31Muh}lk`~HmU`wumk)hu|rF!6( z61i_suLV;E7VYoX=M6=%%9&XF`iMR3)e6juWe1g1RA^Gr)Z5QCUKMEY!REIQe|jx} z#TI4`{}=)F0+Z@by4(CUn63Lj)Oq%`^wGM@C6hM3%J(J;1g!F5YCB#gnhl;FxL4Yz zZ+Jk9_n**T-Fm*;f-x%uOz1X{w596*gc_LEi&`IRb|u@VjaH|ZgU?p3?qn+Hvk`xB z-E)~YEr&FyEc94d#0LmK>WwN}#Vsby{dCPSb~(?NO6(|3!;i3LK`dxHXx*Wh8(JPnz2~_q*ZlKi=B1{7 zU_xYHB4fpkawdEJ3b%itF*|HthyDzy-&^KjanjXQ`2T)QT^`CTJi@hC&URHTwO|Ma zO_8LoS&HY;q^sUbIf`ZvY&yH?vr%-k-#x33RNHue>2EKe zIXIvTi*@aOlsC)|iw^ZC06PLL40xPqez+60RD-rKGfTgtm64S$i?Wpna=!g>x z|JCW@(ai|2bO~6q@SL_~SZio+H2?x``a7E}X({K;&1SROERD4Ir*dXa4*J~~3ZL-a zwok3yuq~Ias>qr-MokI*ct3Ou`TrYxYHXXz_9c9GAFtwYlTnN@MZgZ@-tQD}U?tk| zA%ZRI)+Cq%xNGP96tJ=v7xifGL!{Q{=dy(0cs@j4oaSMaxXXN=t|q=rmNn*$)Uwgu z{=OQbJ4#BWVb-k`;IaI$Ff-}BvC;3CExbRl>r8iZ3=m_(Rl0>4zReui-O={Evy|rg zHVdqEb#<$&rSMze)y>U``Bp#AZpI0~2AIM0nZ2eV!aEM^%d48hQ`J4{h}G5A-2s=A z(hQ%c^%X6f3EyvUlblCcpZ5NYPbR*hEZ4g0ClIbCsp7D)$u_Tq{Y}^yInATdhIT@F z-jIi@=V)uAQNF7npylS_FRF3J|>DQ9R3e^P?OaS0Etg}+`Sah9jjDfCCEr{8E z@c;;p#OPd^{t>pxA{)54%;Wg^=LNFJy>do6<`gTu_a6cR^WJ-s_ zN!nJC_7B`3ksb*xmy{bUJ4z3aSG2}^6izM-q)HgBO_Y!P+L}ykF-llnTU!j1F6Q_n zHy#8?(s+LVqdl6Ew@~K<<{K?+dZPHz4>*=e;tmg`BTZYmRnThoz)pG+_7?OZ5WdRE zQq0M|N#77`w$XgF5RXA`a zd#aaKGyFEk^bO5&zV=VC8PVXzkLTuO}L6F_xcrB5Tt`FW_rIqi~$XfnAIvG%u%Mx-gCa`pr1EkU*6+ z24raZtWHxNe~mOC5HEUgc>BpwJ3OxvPDnMWa|nIfpHz{O!j%5}d(SRF6Xx=ndsx>_ zs)p6Zg*R~=fG1P2$v*%BZkVCXwHa7<#kbDzH2^hV*1KRzh5|M#`5UbC!zhK`D;8#+ zOroo8Qcu1M$rs5ueY0x3*x{g7U$-g5qA_6#uZK$jPZJ0 zfDyE-0U&ks*@SuuS{Mw&CI}mhCBz||oj)8fgy+W#T&vy8Tn;^NU?y$;#lWs?HanK2 zq^5cdh#CGMY1$0A7SE%NgCbz3{sjH@HkeVMV_-E_ksOy@ElQQa6}{h zJidi0OeEW#gqZtc&jP|$7X)f~I^e5FBe&ZKNF&dkfk}tynl9;uD51i4Jl8H_H(R*Y zIw;u2lkWEX_!iDK7DP_*9j65V!Ad4PsBOQl7U}7z*f8f+yV-(^F==vZB6$m-(ge(! zjl!(#QF#}di6`Orp7!7M{n>FO2Ka2iK?|lMRdhjBmFQdL6D%G3u2=q z_7^?Q9UC9F#S=C+*`cp#xy*Wp9xSiO38!U~@8v<05hV)YW(3gd+A4xWE z^j%ykIRIs2`;DjY}h%0jl$Wk0Q!BkW-o`AAcN02bar0T1_ znE2*n2&A;4?T`VH6V(3))v>k?E-tzNwUTH8vAe)VyoV*2wRiz!Ks3?uxVHHrh`=P~ zfCP|vGDX%WxVa_fM=Iu+fkY6)*&)sQXp9=-@bGZg8=lC@kWA$0s*py1WX;TQWS=03`RW$jbn8)rNIb2L&L(hwm=rY^=H1jBgwu? z?-)3Ju3ZeRNuULstVo597CBB_IjDUTLD$KpfQQ1+$j25(Xk&Cs!($p*VGRJfybDx!#x=5lRozS!x~_DWhWJwp-7J=6^G3>mf`(P^W)=7<*L-$cn>?Wh?hnEo zFSi4bTHU-+-{LX$7zF+H(Ob-Iu_&tN`w%>%lEES^_h{2k5yVEI1*2Bv4-8Z8+B5^( zcJ0!+ae#jTw6ZV>#FSjZ98R=TzfWyySjZp zWLjz^t?>0#7Zk~zTqVmW1%G9uXJ!!cqQ1NK0pBPK*MPl>Re5uxxVc%HMRqFZ*@7l= zb{T-52f)1Z3Nr&A0B*|(I18Z4e*pUWI%cTx8P_Tx&8+YN03!hUR{}sLJ`!+!;W^2Z zdZKVN{VwGmmR@de?CQnP2ZwXGit*|m*3!;!8Z1CeLBPZEad0AtN!%%^qVc z9l?fs_@T^_82Itk6bYA#iE>CT@EjrUYX0%b$zCc?9q^yj^gp$-o2bn^K$2A!HVV=@ z4FpWG@-(PvHLtBr(B>l3|Gq?z)Tv)yemdvY=eY%^VcXP&!@1>4p7wkU#jRos?Fw5@ zGKqN1VIll*CHNg3Fn8ChDrn2s=4^ju%Kw=*_eMiN==b^j=YeiyHzm#h^)0~WmVdwU zMtrNGsQ-JVr-+-?*3`b5_n+VPLrJ_$M&V|t^W^k>X5izCh_4k}b!Yx?GhJw?DyjWL zN75*%ibh7g_#cfOW($rN{_*V7*jQ3OvYuP^e@15i|9IV@bLORvvRkeV8}Csb#!2o<1ebe8<+I@|d(^bAl7 zQj6)Q1s?AUYNbZ^Aq{yl9C94kC*aCMLLmI+<@2_O4*~+rVk3h6|I}#!t;9bT{#TYp z<7tg~g|PJC1%O~l}VoInBG z86A<7@mKLY5Op#J$94yM3M|((B~O|bgWDt-#Izd4j(fWc0v|;n14!RGFI1eWZw#h@ z1-2969Cc?-2PrW4&X8KZ*58tdvAQO1x_3mt@i37yBigv3k$Jdtr-PRHE!?5~mw-+m zDq1p4iW?Gej|oY!DSP2A2`!SL33smu{CdCvL(VuM@_=gR1BSCo zKwTA-E_vy9ic+i1Myi$m&R4+Bhljz4JXJ{@6-!E466B4`>T@oA^;zJ{d zh->H14Dv4Tla|>S+p>(ji~8*)9~&J%|EW1E+PVS@{kv`cWuyPM*B24i@hxPW|MaTo zKni)~@1dam_%8r;z4R|+{S$j%E%QL6Jn03wkEujAz4G53^!D`%^{A-Ze}hnM+J6mo z0XH&EpO~pUb{}snMRhKUS!vQAvEAU?bN25sN z?_BJ6p#Mg)lC+sSKq^_1q>h9BJ#haS@4xTAUI~Ltg3pm!2 zKUo3tr#N2v!nxc;%!y^=?Jud7YQ;1Xe~R_2s~i$?t@pt?lGfKY8sC*_)|`zXF%vu1 zsvSej$g@IJ0LuRO#5Btd|`9>H)I!alVpz` zUE@Wp{2lwUk{u-!u)fAJLzxmLW z510U*%`LcTU*7j za>r#rP1+P{%5TTUj+tH1|5(i`{{GIPg@uN4yf=3V0ayC)Ux$HHh7g%Yh{e6XLRQ&$ z8-qK5KR{9bJ`d&E@Gs2Iuf48(KLaT16r3*876vkgUqF7rs{UYJ0g< zXSGw~U&m~{8ZIu{h-$~)~rOZ*M!HK{Ts|021pT)&lMa_z1wa2nkY2WBeu)vDpbBz&Zxb>ihu9l|=P; zCf)_eaP{8;O~Cu*Z#VfZWQ)X~0FL{Dccp%r`Y&;c99v%swA z`eE$Oq?UqBazvg0Y^Ki?;jmKQ2Gq2^(mTVJE+ey_%pS6nv`1KQ78U2isdMphGdf`4 zVLjysBEjNWUw-qMqUZ0xbZp56y8d|=fJ~cq7A>JM9ENzd7DEzA*DsQ~U%mnK&|?S| zkBKr3yLD6)6w!+{9NDgm%< zyxWXLi)0?t`VTDs11j3KMoy=TRW;6$>9GI|-PPfaR{LZ&DGY3M$zKY$rqM|l$QU>m zE7%O1{%tjFk(W;S-)gS8EC#!i1MzM;@%1mfVKhykX9O5rkHvdW7H|oMXVd2)m+mvG zh1vF~cjixuJn7V;0dh%|;V@M8Hy~Yoku97La-Nx~kjXI5ugI`uq|{>~#km#9x{V!q z(|mQ$3`^%tM~pUet^sq`hP?vZM6pg}fcyd|Dk!m}eM<@0I+CCOPUZ&|g6TLf0M@n< z9t*o9DFGO6=cBtv-L5i-Iicu<;uY8Q?pNDkKNjKA&-kXi@$LBJ~6r9s-F5H_JJ+T5u;| z*^>08)`c*;Q&)jORbxnpac&@BdAFYMMLPsmact`n2r*=2lT{8YjbBxOmMgbOwe}Cg zbiA6S@q^BPVvLT{M-y@qCQxfynJv(oW~us>y~YhS9J#qE!}nOjB~)@#J-nI+)p*?V!6D5@jrkgo>`LC>g;Jq74vzxYS zADCV)eY}v4dBR7A3Zi)Vkqx4938_C zXwk5KnDJD!qq22GB;`Kxp98O1Qk%|7da|N8kOe|}|0y22^cU;}Q! znWLFjcx835C|5=Ap%i7l9(--&s70-9=s{^YpqPNSHK3JXJkhKeL6o*`a+dDDlxJyK#$c<{Atifw{4OJD2Zj3E@Om}mt4B5y80RE;Uv>{?XDg|BK_MTgv2QZ_WHH!tV&RYc=pU)y^vOM7}xE z957LUP&7l-YTEs6D%F~8NDge@pP+KqlS!X$=z}%ejX*L*JGdbVKDWHYLW%tTfoTB! z^GQ=Af{qbU|Jgx&eK5jX_L+W zQiYtI1E58jcI~q}A5QTV?cK08NyCB7eJltw@Z3AoXLd>N#fMFU4TsI^C~@=oEjt02xpCH&4k~MQSockA zEUs+6l$p)Ez><4sMQ27V^nIVnTx~14Ese^9v$Lbaw15rLhU4c(+SKC`=L+lF_5m`} z591`3cFw|fJo^wblp-{_MocL(o=3W+_qJZs0f4~!A&<)tTL4O+fihQa`s&6w`!_3c zx>0ahDCvZLq-DVhIB{vOXIy7pl$6~!QKUMOsq=%|bq^Wk3#%N&{vy7oK=Ze)>>P4{ zZv~4tzPqY&bJJp{ib?vw{(k2S5Zxp3MD7+{PJTRY79rKM)`EFF8cSHEk@3E^X6d)v z1kwm^?lZkYmaL~U?6uI@x4XlGv6O+va7^a<0OKARzV zn)}SAgBPNWwN7O+pEi1ZS#yh@(r%8|2_N>fxQ#8J7f5mo+V*1V5>;+A4$ zv$Woh*y+!qaWcYbWe62?#4UOx-2;=Jpss9zFKOZ-vEq`S99!nc%GGfbIRWZl%;FnW zKMhAHM*1FJJW%p+*^}4EY%!-9!Ym?oKl7f<+$g)UjO=JDX;UE!F&eG8KRVgZ>*#A_ z%LS4yTqtaj$ipZ!8bwNoCwjC?QNWA^o4hJ|d}5Hs{z7*P2aMfQFQ7{vLM&RmyzedV zrjHA(ae`B+VLU3as3~Z_py^~DRH$rJNyvqNDv%kH(}WI^gKc-C*dx>Ghv%4U#L{9` zzr7Z6S^wngZJq2kIf5zfk&r7@k}Frn7*7r(?HzsH5R@tmAM(d9?kCHa)wX$U|R_h;IjxckEHy zek>ADRR7>mado~r0_o%ZjmdVIa0l4H$(xj+?9KjP{F?FAyPOFv!61)4ze(t~`L45b zg?Q_wsF|03cMHp(FT>y(k*Nu5)f!zEzO%j1g*2-{*Tx2YnhLn71b>F!X3i99nnln1 zjWK^1Ee~X0F+Xz!m>r{h*&Qrq`iRJJ^L&}UYj9M_!XO4EOGDmP% zhK0o$*hdhbUoFgL-y|A}h{2?uPvo=L#&-X#=#T)Ym zo7Ri{>|B+sjQZH(R06rg@P1pi9QPD8*QAYnO3b>U;ZN13$jADJ9|=o>4@MY8zU)Ja zb}^PsD(H`~uh20Zg9EgkajA#X5&BV~suynss6l-1@4zVTqQYu=SK4%*;kUq2c5*^(SD$pk7+hNVVC=lJHPHv1UB-Ene3-A(Uh26xD zk|X+(@=`6tz1yC70)0UOPi8*rewfHlf5DHdf%prJbZ8BS-Ttz4`|+xInd!bk*|N)V zc#;y7)$|}~**VqaXlLmM%O$&}EV;IuS&8%;{8mtr$m_Ib_)VPWWCWH`p*A1Z!U4s^ zqBK)jd1)wPubJ`a8l;J^b*WWMCK;jMkLm>Qnyr89&`j{Hcp~k+8R%6P_-yECbzPHH zj^E?+{;%K{1%t+RYqj{3b1`RHSnjGBetwhLYNp}qwzG3FjDkqz;_ymS2r4^P;L4FU zk)0$a=l052hL$~NzipR4H@ikR6Hh<4>KD5Hl?HU%jEt=9Rd>p8XYFVpxb=II^--_|)f) z3?(#tQ4zg1?dy!61jUX;aI5cTlMbe zD`!|WjVoF%_qXS>_dE8je(_^iorE6`PuTH&H%Zm`WD3&JNxa1~;pyYJMlAp}iQP4k z@9_rB2!c@nvQj=SyT$WFCRgGHRY8lAILJ|UBtU{~I#ZsFAIQ>Y`}~&zDEC?@aw1Cs zj^zQP$E*ERy+10*A|EEso@i<=p(my?CfmyDHv}x(CNs!K&hDRXnF;&t4zhI5pSxk{ zUYSL>%ZW80RTy3yq261+)k2Hnd-YA~_Oj+pV`tbY*VP}wGOqAHv~JTrpeufs>>CSC z88wKPqgSPtcE>Gx4#64Py9SxhI49(sLgdI`RXXQl?`&-92CM$(D=UXb!ilALS8tRbbaLS~ardH+LQFcMEhW3> z+B=4K@oyVW>#*f5QYryH?xQ6*pp9&^+`WD6l5)hM(yr<@Z-X6l$z689VtS?xt~&FD zV`7b7m!}kjZhF--Sn2QlT*6-xEIO(1xXNQ}_L^Y&$BIej`H{-`7K0gdO`+K*H9cB( za^p`ZcJ*wOif`@R$(A@a%7trUHq<|s(kagoOgWF!bo!DU?H;Z^;8417xG`Jk1|8}T z42aC|^YcSFYOXp7E!qdHx7jP$Yu;!X>&)0FqTgnHJO!h3(uI}JqTauOTGxQ1 zVl5k%j(C{kuE}jGX=r&5PH!lNn&R)oMTehO3T&*yb9~OXvngs1%HG{i@sWLf5IN!w z6|}o8hnf!+stikohNlO-ZlVo!I^(rhxceZv@(Z=I>J(J?(=yBQXf898y>@&}M{B-k zDwE6s=W;`Q73YC(rwk&G?r1XJDRZf+veZ~Ys7ZH#en%=YKV=!245!hAeDvi;Hy`f) za7Mj=W0tWzV9+0D4#nAESt@N z!rTIG1oF+@Xh|`xeJPt9f_X3mt*tfl!wempKb9#d7vJcWpR-y%k4tuTm#Y2F1 z@eFP%P>wYQx~H0YAHvFDwo}LHl%fjx+;vqav*Fs{);DyRRguDtG0GY9k#41+;CGJ0 z1T?qV`trT_?)y9o6MhB*!=G$*zf1khzX6TRr=+guwOnsBTn%Yoaq=@B0PU{`Ur_L- zXr^&M)%YzCD|R1)YfV9FB)iS=;eV-MHS)#|IV7kb5qnsp>jDYWSc!4?IU^8 z(RGNA|MB4YyeTdcfSFzwIzCCY@=-NLXzlFo2Wn9QRXSlr+$bhpDvW$%y3HmBR-TP) zI*)dH>$~L^;SWOh)1(h-RrGv3+%b2#?cK-?nnaF#N)vCv#x_}a#OcI7lE`{6$O$%k zbaOORd=xJoFu-rNw~5>9-t-oO4fF#$W+hGI$SQ>e880W5M`$>Fv*vX_qDUjgKgI1(G&F~ zk?uP@C^x18qX_fVQsJ((tMXdOWdg`e7&!Glp25481SW2_>2-H;cjx>Vh zdQyX6ex@USzUNY>b__I6U{sDTZN(#I(=vuhdSB8(c_`c51tOEX;`vEfZy|b~0meow zb4QE7VcfR$J7nu+n4xWR6UC&_1b2+fEg9)np29`#U>^_#EC%MU(jeH{;&h}X2fhO& z_mE8P{_o78dUxH?kNT-*bZp=G$QIC@JnC@*9SO3mN;%=v{oj=1ZI<;}D5Vnf6s|my z4g(KCMPr(6xwpGJ^O?;=Yuzt7z6WSvmWjek=R>n^aP#86_wKLYkH>^%>CX~VHzI%p z>*h)V?NQ9mXj9p9wXMqwNIOR3%u<|qVAeZ|35V5^Y+Kb!;EG}_n4L4kBHWq^bMpCX z`l(S1qsomV>D})i*LQezTWcL$(AMNl5uU$7JI}uNS#Z7;#HWmV-Zf z>tIjimt$Yi!tZ3wLCINlhZAOHKg<6Tj`uQhxG5hWs_N$BQdCyY;#YpX^t>T#xIWJ( z6o^r}vYOi}4{V-UAAPE%zVlkn=cEbF7bh z3txMD6uTaspS+eiOoxloiWlu%jWy`;IGR6B=n^<1(`wK(pZ0yGKK5g+9eg)C6A&(` zqxGV9Db(@jQkCxZI||8(6zGs%Ksk@rdD6_f7n(cSk>QF3C2ZTafuO?_)zL+-%bYbR@a#Dqv*B$Q;6Y})p zs=$t9!MK6g-Uu;OLAu2r9xT7#ydR4ar@&Nqot&#k4z*7#(5x##X9?WV%TgI`4oThh zuzchE%N0@n`l!o%d)irT)H3Rp>2(f2b~_UM7;2csAGizWT(K1`^tiK(WIW5bGe0t) zMYEs0+;+)n^u2E$2g@c*Uwx<}D8>jUDOLX2eAsp#(PW6)Jg7`DlX0zCE*fs*&uOQTj2e!kd!(V6y^$nDB;y!x+dSKQ4VVM?6c{s z3tYL?hx78{3e@`cDi(An+_O76J+|I#fCVi#+>y)+B*}o>tUJi3=qb)EY2z3gcDhojqVvMBC6c`4@D>9k?* z^7#<|fF@FKw#Dd3gHEUDTy*U2LO=Alf1k@{NPA}Nt*YGTy?AlBynS;ABp*c0DL^1a zq2G@C);W-MZAPB|fi_1OVNSrffv&eY+(b=7StJ0nJm3s>^ymV+pAap9482U0Gu-JT zs>K7dN)e8XHcdDll1u+|k2fW|!aCO~)S49_mXbs~lewsW){TAo+dTTxlK@Xm0&@3a zy{qc2(|PmSF6h(p(|Pkoll4x+fZ~4xgauGK*??gqh)1ebkiJyIu0Dr~gIN{yIhqPz zEmL011u6&Dr$qd#&=hYy-K%q&MW**5)b3}=!yAh6pHIp%dBURDVf6P?tuEz(n0noZ zF4kRsZ7gX$=X}=%Zl_x~Z!weCk`e7y(}3LjtjnxXYzDWFTk`6w_I={*^0_8XjHm0_ zSE9w#egyR%>qKxJbDfPv_@-~SFWIf@YSiYAZX5mm_fStSi4X>D}Xf}HwHwU{vDwkZTh*NGK7|ZP7Bqq%q*2FN`mhg89-vj8e zb+qyGe#U{v=BRFvR5P@fWoz=H7%D-Q12$*5PQAa_+W({9P+Sf1o^7sDBRll9gqxFI zYD}R|-hgi2?&q=8cRg{}sbX{P?^s4R=K1J|F9$z7Nc~0hS3$ec9x;o)LDFR#I&jN< z@rsDUDWg=?Z0iJVvS+53vjnzoq`Lu{9LHq5N}tNj#lVN457) z#_YFI%T;YYHY0w^`?aRIIs$i{S22@uFRovIU2rl46h3KO{MFP`a&lLjDpk<-Ro z;@>01n}cgI1x<=h;ZlC3)qj+~GIhdrHFIF%Sj#{6; zP8vV3d+mJ{Ex32}v)!|b-N}BIXfUN$et)6*ktW9xuHpt|tf~BxoSCPEub*(vZft#0 zhxFy6kY4wR@S4kDL3i}I(s`p)o`g3kyL0@dAd@=gjH%%(_Jv%^g6KE9rHsAAJ+2Dje^KYYQC}w+ zU0lm)QQh9kHCF1)tZ@C_XvgeV5sP*kmecqOdpsI3=j-k1?9R)s!hx5}zfohGnoCub zt})_-*w|>{0BgDU+)pQ%@uX{squAx7@<81Y@tt)AK((+dY4qu1B%yrH7aw9~%wY0^ zdOt5vz!}if7Y*K<=CdZ39h_nJ64J~tG>D3=R}E8c?q_i>UU_}1i@Yyyav=T6w{6+* zsum$a146)_k>6f42FX|us=BUFIM8e+ImLf%$8I3T{#9`~V=TS}+OD)#mYbA6z{d#| zW0Oj%$34;+!c?%X4I)gX87@V_IncM7EFkpdj;Q4@1Mq7)=UnE2H08w|bW4wvxV^gc zvy0=9R5vl!_Z{Yq%=e>}Loe<1{Hu790RsYTHJ|Q3hVwrY662jx`E@uOqFRw?)?FOZO>m*5wC!8WHDzsMQQrh>uU(4)H556w|C zq7>@Y+a_~q)b$5NLPo#39}d!()pKn>MmcBkzr&30P( z19?B_;DnE_SD)#?%!$btc?2hm?x@dI$Khq>=dwrp;&O*3H``*26dSQW>0y#csg0d5 zs~-{G-D@$9Y~t^3>C&t2wpX7s=e~ksXU~D>EwD`)RC(6_$8{N#dAI}@=5zmT$s;R zC#}jy&?+z0`ZXeee$Z{*QjUD{RG{{cZD(jQdA^JLPYa>A)!V~{mKNY}Eu6$6+3X+qx0>)wf=;#FS zDYL)>KSr+41&5;(J{LhBw_v`qy|&MR|8E1E9!>FNUXFAgUOpdzmuP`%~@Jbj6d^JsV`j{P#I3ZsisE1 zlXr*N6QO;PzV?I#U&o=N1RO;tfWq~-MK|w*b9-w?3jLBGOYVM&ZMqEg5^3XF)kxps*-~dEtin z@IEI1RHGm%J^C!F)!AEfW|NTayS*oHF_axTbpE~FIQikY-(<1EY-MpN8){dq7S-nR zS^Lu~`&MPe#Mk)1(b<5TE3x7&t!;?!2jgQ=F;p@%c21WW91!gdAF#3N`{nTmMZ3Fs zMlOL`U+g3BF7j7ypcg13IQO(cHD(s<)l$L6Kq#3E;L4{9Q`yWaq;Q*`n@pGeCf4}8 zIO|=g(Ph$(x3McvQK|Oj?f-fgfG}i3JQ4p^O$QXXkBk`zzU~KpzR;|YLcD8(xkVc& z%qnl72Z72w!n;K>WyxUxx_EN-ik2v~EgaZ?vP&!s*bMQUuEZsO zVdQ&oTTW!lc@>9IL%Y+)p`TXAuJ77hR|m62*@V=89I#RU9FR9~NLXBXHPwQDE|BwM zY{O}KlpdaBEqIOvD!S2g{3zk!VOI7Yg#;8h`eDqBT#>oERW(pynYd)<7CVF>)>>e4 zHrw7V2UPV<$jdvK6wv6nW06iUJ7XPG6JZ^}G*`JJl0L#N-m=XRpqR`O7v>6Gy|{z+Ijs(;_Z zq_CDV`d&A)Qt#0lv0wW%TgiG8SE#B;ryVE_3Vs=}GG|4vDKq~bCt$apGkIwhajn@q ztvY1Tb`EnkwCBoX8neJ*hVJ2I-SaydqY;FH(YDN#2wTlj5x7N@z(coD_P)LD2o-@D z|C<7#4iE@Zmwjf|q*MiEIjL4z%m9Bl@H0ME{D?AkidHM;o>_=E&UrL_sBB_x$i#bf z%1m-mwMvF3U!gTE6hMsYv~sl1RoFGn)3-#6sWvK39=1wJ*sDVyKD~gx#2#=rzlv5< z%~68rZ0*jSNKsSy+^);iu9ANq>N}UF>GHTTBoDOg2A>(f(P~go@f1Bh2c)+-r@GT% zLTf`*E?`7Ofc@(XUz^f;@%puqXsxx?gNn(CiH9FjQc4nc)9T~fyF@<+OLS!6lekpS zw?m>FCaASs9K&>CpcAq6ixMtyhj+e5N+~T*t2d3s*lkK&21deB6~)W#__=OnC|_WA zr6{@QQ{ zSY^Sq#VkklQh%$I&X?`h04!DWtEl_LH&$#~XJFN-_7x4idEgmxY%Jetitj-sO}DJ^ zetiqKW&?QOiTGd79X^6vjScwNQ-*@{XEyd`pYUe(FoT<46(;nQ?T^va<=aHkZ$MH! zEvhM&p89L1+S=SXIQIsB{Ml9$;&f2`LAEfq{zf0vZtt_H%r6QEElSh(Nj96PCH>LB z%eXt+b|>ua8d3vX8`~N2`dw~d@|g5WW^YcF52+7imRR1kz4wqmmH(uqutO(T^r;C4 z1q^VvR6ZupM)sxMRT&rxiP4Gbf_g%9OR#>KM&MXAM?ePpsQF zUM2*w9&Q|!WhUDmSWUGD63-F5zG);M$huBlq($0F3j(KLeWJ352YCg^ITtnK0ea+k zjI04-_jRu34Trn#3D>^*eY{BBkFU9Oyr6!Px}2npfM1X!yvDfm+fy%Xx$b;YYKzWO zxZJt0|5(-4~qds4E3?}VuQy6OZyx~2FZ45Z|mct(! zv^GC&EhnVr*SnbbBG_EM?r|+dGri!FeB-BJ%{=C3RxXpff`84rnyi1z9*-| z7f~_S;DXl`(|6cX^G_@@*^&%tM-w}@H>d06rc@yfP)UXT-dD7}&_UI<+^pqm2`8%U z`wd=>Xv)_ff}`=`>UjRM77N9%iP@|^I>0F%*mHWsEdJ=tZ6Tx{8SN=MXVkza4Dtj4-ivdWCOs|A4`IB*-Z;?@1~- z?G9>wWl@e-u3QFF!$==g@dTb-GUX!ZC1+B%l=ZZ|O*t;ZG}8XY1oncA zU&hQ&dx#2;W;JqHwy@V#R4?Q=F*=(}Q;!j>dCRc7{t4d;j zwIR9h)+|O2@bt6GiQTA_;k3=;7;vdgi%UN-L9GB@bph$D51dZR+nW>s@75JyW838Y;kM`}eSocw9{R-m>h-wNM!wSu6O#VB zblL_}a+~Ud?W5_zp!Xs5zh2qz4R(=T5&OI)K4BI3X zo2E|B2l8CURa8j)qe=ap2R;I@-i-_=SZ#;O`+*fT)Uzr%)KfxwM<8Eu?nFk4t9gvi zTmInsczDk!yIggazz$AoUq_zh-hv%}eVVQ_>)iI6RphMJZF}bD0dJLJQx4N-_lIsE zjlFV=T%CrW%4heyk*&Bnvs>`;PBFU*fkz@NZ$&;?a4b8XmR;tYV_C|<-e@n*9-ZdN zsL z*1I#7zs6GSbukcsa_{}R4vvhx0r7iuOw9DP`M&_WKt#Wbnhteq{*qns*Lv&*ZOZg_ z7)kl)UK=a_b#-U&6bKt(t=WD^n|E9Hgr!Z2H4MvRJ6M2}snHjki_@85o?|@KBAy;O zxcG%zhGwmwt*hSsgRKD0e9_BvL(Fv%p;+%`rVDCs(ER&P4hE*ZuujjvyF-6owkM~3 z#`J`G)!N&p1Kln04yL1TKtx$Vkr)i`ur_EWin{JyawKLoK)Hx8?w|6JsLwZBKT7PJh-rM_u#xJ_L2&t=? z&y}!Y-4Q1xr^AOL;gox`IXI6kT$2AtTR37QEt-+Ea;51!xn}wY1N%?kmU;i497oz> zpASYt@dcDD%WDpNOt1Hb68C@uDM4Gd^hm4oW$pHZdS~EqAm-I0qghDl9duTP`39Qx z83JL;=d_vrnbs-c4ds>o8rxU$ZZZUI-sF_sZ1?Hp7|8UGVfLRB8DljsIdxP#_PCY! zf_a17L(}H8*&J!J+ez)*pv}fgaM>L0ZPinOIawbU&>!wkI;m1qGLvr9rZhTpdGdXz z?O=(8um($})#nCVj3KsvuSLKe zF(Q^}mGRLdBcc@t)~G++ul{gw(1xUup^WBz)8y~|Q2OeTv11vVtJ!!UzlD4L zu;^C(;e%UsE4%+GeHuBNRSj2D2cS?Ftbzk zlhJq)eqE14VsLb-$tUwq$Ok!hCS*C>GmGnHrxKyK%*{8x?JNt+!dU&%!0CMcOie zJ;`%M5mnFUICQqS<~z?P9Je0eLa)D48+$A3WVs&6x$FaJk=RtE?diQ&@QH68(vVDD z=Hbap&jF?`({me+hm_v;k-?!FxQ!GLNvA$->h-SICgCw3Uw-@~e(>@zmTIoX!x$Iw z9`1(z+Ei5S^W;X}ydXL66SP?#C3#A7Vu4k>MCR)n&&{UHzWrdv_xnSJp|L z(_L?0N3Ef(8=~{p^t($UZC#AEbWK~2Mq4*0Vnjc;Mw^aSbmLx}@16ZI_DvkZvsYd! zJSGrKWA>`icH+`J_Mb@vr^*!60@1WmGu4>M2m9#q44phxqf=EZRI?3pXaBIHjTr&sCp(T)OJ`0A*heosiBIhNEauxchH{qV zu@}{}Wz!NPC&^I1tVdK0ksG15qQG5P%I`UoS9`>{K-H_^sgdV1=%c-)y-hA82FH!o zujZkh_FB{S(9>t|z~iU1-&LbHO?d|03x_Y@^M}8N@9#OFeZSaFfK4KK(oOl{8gIz1 ze=az_^pg{K=;RQ{hq+nS z8Zo9DZDq5RiWKV4-E_lutQ7U19Zighm&V@69djq@8fm*h&;6P4nfUM7x_p<@&Dlhz zybF=GUY)~1kk1QL#rR`;KaEf9`z(YI_`)M^C+~{@2d3V_!{;Bv56?Z8G1{6x0|d%E zMOn&%JV%70OT_U1K`MJhHO`aw{LSai-N>lo>?OuU$DU&GZTl*K;ia68QM68ZCn=-t z+5KafS!`lvDcNH$j=qMS*Y?7`{kU#~c0f%{rx@Cyf#)jD+_sl>7Dn`S#Tlkvj}9#1 zua0~ffA;zpP`>{an43p1JiesqN1TgTSLv3r9s^$~^TeUcsZJ3v8EI2~H-cQpR4>%c zNf^&hI?~p`Fw)ze>Br@@>rkns1OP3uPSAmj>=Y$Ck63*))xr!5WS)Lys`wnZ` zdPbt}>8Sq?NCy?@9tAive_ksD_QOceY;#^aP9-Lo#%R^^AAItZ24kx#XX-iWNZVf= z{t`a9|FgMc>_kP+$c4aXzkd{e{I>@(zqS2rZwny=zIg0wxVSWeW3wkR*G~5p0TAYK zcU1lJ$IJx2`{H?=oV&2t zX(p>iHKNuJ*P2%|=XIhu(pKQX(~XKy;0O*bIEMP9(N=Bt4ytr@x`xMhjdZQ=Bpr&P zIV8~08{>QM=btMz*J{A)0VmT-a>JL?j} z!ESOT8QaBcNx!;C!3{)!v!nTa>@=e-vVI6W_oo5l80W`8w00Gl=2KK7rUDy*q19DB~>1YD1v#PUad z@1YUzb5A?gT%REFb*o*>CxOy^ui&}q#{uLSZE99i_`TIe>7Ijd?l}NmriKm}ML$!4 zwzNztMIJ=XC0c6g#!Ux3O^>t**da)mT92Aee^%wj*t8C&6gh-RS!QC4EzA9D-82F( z(Axts&XY)67o#nD1a%%%nXLkmY$a008PrkC*gBanAKr z#}4&rs!&x0j;fG!+VGv4ECR);J{gaQ%4kE6Upmqj(Mo4UI4&i3J+*lOX*9g^zIXz= zu4e%?@|v^isi=NOZ>tw@oVvV#2OdxQ{KT6iXa1u6@3cWd6r(NZo6({=gou=)ugs0n zhIPw1_#_dcJ*SEldV)lup{h2iR*g1~b!O0vC(Igd1S;v3;(wlhX^^4juH=6Dj8EttjL4Z`GEj7+0GTi(9 zKK;ETcAtaCJKA1kmXzQjR0Q!E+Gd^ylrY%iPub3z2 zUANYfd#7`Wt{xGsdyN9mXY$=6im??rI69>i&neErhzA`$KT~vg?w(q1w8L>K(Rr3d zi#3Ukz{VKY`huPrUC?A-dfY)A@koxbb9y}$Qw{`sm-m|HOWmjurkgS*G)3#(fclTG z)yc7{L~n{~+Hz1n(>Q1n{I^%5O|L`ZAOyJDl*o+f^hh<56wNgWjR@+r_2m|()oJ@j zGuj~E9pRcm6&YO7ZxMCs38+T)g#fHDDyJE3nMj*rU|1eTD~Z7yXM+?p3)g}05?~SV9a&;y#;2+;Tf`+A@pnbdkyD3i-m#FO73EDwikm8o)xV=-1q7Cq^q~wDd0h!$-gFU{>RHJ8 zJWr}RcAtAad0VyqD{*uodtBs2V`+w_7;TNsoqOP^b2n2y3Uk9aTI&)h+(2}%tCH6# znlDjk*lPmcR2o@#*~s1c>*?u{;oRlC&u&J$RxkDr5CsV#m|1ETK7Ye+;*r-c;tw9! z+tK;)*T=q!kMH{oUOsv`2gE{oe^nU)dHtx4s`*ZhHb9Ts$Jf)0HpO`1-VGURX-cQr zq$w$iR?~tap)RnlPl7j9yf9L&)W0sfS@?XF`b$Y&ho?EEvJdp~;c@(j&+m#O;(7C% z&PHII#c5#O=BSg=Hq+?bFQ<^ANSol8Z!O?s`#z2DoqbfRF#~`jGbglKq=@23Th2a+ zj-P5OX}BQ|TC8=78fM@3Q~RW>%Z;=trTLWL6 zveB+Yab&p$sfw^x6uDBV&Dyw98N)MIUevySw^|1Poju*E^RH;Uxkg(?fz~5G>GbAK zz1~KrWZA{F9O&{+lqZh7z}ME*&TD&N-*Q1eD2ig`$h}zE&e3EU=lH9Kk7XjKxA4VdUrojq>0dcU8{;C!;Tok!b^#~j={2YCc`ig|O{h-W zfN>4Xg&2X>&sL>wt+~?oNiRip4VFIeW=}P3x*y~QjkYM#78`BK`Zc1o_w3l1;2HU# zl8Q8$9=rNEde=+MWSzZqXdLyHAEOX=qn}%&P0MQ*ELJ}93Uwo|iN`$r_0g|lv~o4h z>DMA{sTCxRwho{o%A)_9Q%NDa%1G4cT*vf^R9!-P0TdNMXCrON-;wZ8y>)qrXMwh1 z^Oel>*gJVMl%rs*$uB;R?sKg+5gXd+^vGVkq_(9j(GH%D$cyHuo z_+HiYO4HX6or*|*XX-o_M`Kk-fQEiWI^XZy!f+<4kgGg}e;1`kc8j#V)AY!QUN|_0 zPkiGLPG8B7AT|7E>_P5i7)PGa$M>C$QMU5N*b=((6E*Qv_d+@qFOO8Ct>HJ|G7pER zj>WuUvH;}94U&|icY@2>NkFKS2X)Pu$ROoL#00~i?*B_1m@KYER3mMXg7CeU&f||C zI-sQ(0l;IsWFMT*e*b8Ae0IO3jhinY{|5ee@1IMhCguV8>%85;XuDd=X>-xjw8?ui z9$>sC*HF|bSEVbJu{iZmb>Kygp*$shuCa`t4F42Ys|jLgq*$hVm#Ha7dDp5oBf~bC zo5|`A|}x@s*S6a{=e}6Y*!w z5uW2v(BxORw+^45%KbfxOw&?Ri?pff!zyy6p5Cp?%I6P`YU7HGs78>;0M}#KGjR~# zIrA`nJp5Eg825O+@T?l1Hrf~$v7VP+r(AG+{nX!K|HR?&bJjud+R-G!C!M$Ydvi6T zP3U?D<(k2(pV!4{++(B-kOp*Y{PX}sB2P*kXLLp-kAUu2j?oqwe234?WbVTS&vj4$ zvZi==X(axf#;4Gpg~@eCXpWrxhn^lOQdVvraUn1~z62AAXLzhSjt7o^BlZvnf@xN; zem>W}%cl0^EA*;&T~&5FMF_ez{w<0+Wgy#?1rVo4s-bUW@52h_GVMuFNmsr)2u7Bl zMiX7{b4MP)S5ABjb-$sfM{=*j#uTvMa~$TzQ8<>;MD13FVrzVy3BK;-z851HoL`OjQeA@dahCAt`GSF6{u3chlSG-{k=_%|MD z>x4ennFL^Zaa8#H)%=LAnikX(5*+2IrP?8=V{9=wpQK#FGnZeA`>_Pda~?W7jha{2 zyxY;*if^MBZOx#CpN_nMADsUQUK)EnyhdU;YPGJ)`c_{L;~eJ~E_Q@?zY)@eo-K{g zul@8ijtm#4;sL%o-O!hvqd! zEp2T4=v6(RS3{SpXGv zua3j<27_`BhXVV)f8ivv_X)vOa47yX~&sg=NB*L0!2j>ueTg0s#?Pa zMCp<|K2PP@=ccaX^!#}|GW?_*XY7Q@H*}{Lns|2qn07xs_`p+!b+O*kVoha?001BW zNkl@Yw8qi`q{B`H?o&K@{n4$=XjO1s#%(sUN*|5dq_w z(wR<<)Wg%qa_^TJZ+Ji2U&B~+Ts!Xn2kDXd#)XPbw(rywKL5yZoV~0g#sr*coATo1 z99}*=o)L^paP7NDp&MQtfqmy;tr%01ocwP;pP&G#3P~rXuWsJq@oe#Wo+0-aKRAjf zc3)0iC;2<_xTSM%(|@ba$OMZQhmIblD@>^La zxg^1qj7mgWaEq>*)+F($>US`2A!(tB6iClJ8vR<~k)t zm&ftdli$Xt4}Jjvuuy5^-+yi=cBPu5=P6V_d^J&OqezOjW))>tZF2!+4Pl@AX!uS1 zr`?~#qZgjkelry0Kc5GhqoOd06YQ+MUi7fvEB-l-w%4RA2OEG#hcyaw2)w~ADN(8isj*sM{n*MOl zF|^!7#w7bOIVMsxMd(0dTz5u+=(Vis__^SiDj$Y(=TR-f@23=qqVy=8R5>I-I)DPG zeNXpI9zdJ9_|BOh#@{Ve+n8Na6=*+x7qpbDCkEmIx6Tt?ei9@c6f4gIhpox?-g&kCV~N z;x!qkAm`0F*TF(0cu4YvYApTD6UWq3b8Fhv=ZNaOiJj~t6&X7dX)^*?H=hG3Wuw5l z(Ux*bAzMSAso`|fdWZb|bB`U6NSa$lkfx64kt^mi<4~Of5#)cuHPR#0FYXPA}z`pR4BY14r2=+h{r}vyPrCd){JI_BF`}P9s1^L!bybO5_-$X0MSp zJ-SwOKb4l$IwM7hbVs=3XmCB^Ahh3;PmQ2~xpsaXP&!Zk)ciR-Kl%#(`si06guqfe zQ6`GUl$RQ3ZW;vu7%Sy{(*io8xHhj>)H=gQ$uV$pWFAusVe5+&+7loWp&pW|uwLMM zGnajF^fds8n^&vrxZyWrp%Vi=6huPZz|)$?Mzq|PN`1|*LkNK*7o@WO!&D?AuL<)m zg%_yERS~I1Teq~@fCq6j=s>D%gPI27aUZVd!`glV#=2{TaOciF2XLu+34128D7Q-m zHFN*{mGkz$gpw@g1uWt|K!jo`Vk_nPKhQzLDu zz1*oEX{`Qe5fq^TDy2!?6O+^OUK-d}x>uALz%iW6b+i<+chCU%@VOa0wrd1m{K<*J zY?sJELMYefXk_7=TStlU%h zJjXB1+fU|0b5a(`9K+Z3gU}ITu9*fcHy7 zZBa>4DkYrPhvfO8VS47uBATuOh$DCw@U4K(RZhX&tQebC6VBZSK}vOv>GzpseVjdJ zF#Y@*Z3T+<)RH3Ha+)niq$!~xlSnsi=7MXCHluVFgoSV81;oXh z*K=ARctJ*R5}NWFX+H|RjzcrrvRi|^lk~{+{R-wXGK#nmT8@1$4PV_<{Z==m(mWxx z(P84i>)fmHPf)Soh|eR(sFSvj%x4=&A}Al zmB}QMmgnW~{0uoYiOTzUVe~bORj*|Z(RvnjS#OE)qVkDEP8cia;N0~VN*|C4P_Ab^ z0*FZ&yxNfk&u*-{hK5q0-U_0|;8{mzG=GQB&1kZYK+p65fS1GGYelGgaSCW#wr&Z~ zA)PloO$<%pVp!WDxX#DVE(~jtpU7x)?mmcXh8`(MKc5^M&xIXVjlZJ3G~1lV6PKRN zbt=`v6ziGAW?`m`O(aiPy~5VMf8f;D^fBis=&zj^0hD>*BuEr)8f2U^Q`LMY#n+$7 zMzGT)_m-TGO2g9}vDVEOdvl2893x1O3ry4Wo4NH<@|}dTI#QAgYT7snIvQ;(FFjHP z$%vx4g@#x1&Q;#4r$-hT>t=qWE%~gB!)d|^5myK7l5$LkNL#qx2+iK#MFW?NHxSM1 z!Lu`3R8}pgNJq5ecVa3$fO5d}U~avDppbgaG~oiF_2u4D1Oe}Z|OCU0hhhza_$L0+i!p(tC2+77Te3A5fwVR zs%zvUl=6WKc@7Xs(VN{l{{pO=MgYUdiII8m4HrNMDzYb_a#p|9ubo$<8>Q*z*Jvy7 zQ0zOGD3%cu7da_pTI48vF_#-U%3-=s+k7SM^-aB&9HY%=9B1&Tq3e7TZgh zsw{%6zOF?>@|2UG?!6+FE;EFz?yJCg?|#sgGoS;~fQs%D(bPf{4?TS*r3fX@?FS4e zN9MCiHW8RxZfSFzW}Gt2oE+a1DTf7|Y4uChmK)zs2!JEVG{H=6o{XzpQXpBwJ<}{* zigU*SmmsYqaK_K zJ<`^L(bi(c(Tesc(U z-eK6QwHX5hK|ElQ6}{id!=Qm~H9wNoi4 zp`1T;siz}tZydXhIYkzw(<8O<7DPZIx+18;7et^ zR3aVuQ*^#M*QNLGL;2oax#tloGLbe|?mI%~1%R)d_%_P-zXDRO;jvvKsJBz^>>V0y zfWV27tfKERALspjDBu6Gyl+Wn4=~1KBP%jmctJ$>_1PDc6jDif>5=9}h4(3u6#KR_ zh-wY<$i5{>cU1Sf8X+p=m4>hPe9P#WO6_yGj?HUAnaPtZoz5);IHHu>Jfh`BDrGzw z%cZI0eW=F>C5=+cf+8Ho%2`;O#$ey^cJ^L
raVBLHnn;zML_D?23gv{C@0&iW= zYpbL6aA^7{p1%Ad(z=KzIvL^7xI_#hmiO+6oi^IC>5*SN^(BTm^V(E?H>ve(IrR0A9pp3Q`FJ=|Fq6r~Ro_96Jqs~&1 zHo~zO=!_=~M3UK*DH)NM?%{DC(+hIqjU4QX3(MzWZ$AxdtJ10e4DSgBBQP8KbRRO&gGnw5gQnF=+)T zpQ@fTJYO8k7OzKClpYy@T14}>SXK55H(;*MLHmoYDR^9H-wP2l$N-UK6jRDI0SW-K z-X!R%>CD>u>d9{dK%9aVwfKk>v8{uf;VFn~k#aszwvb0I^I`#^lIrb!;mAcie_$;4 z{HOPg=6;_hE+o8rpH{}DXC{6EQcQ=;Y< z=}bNKsf9C$>bj%R(EcP7NmZ<}`#z<&al&ARz1m2* z5rd|wS#Uqy>guqLqZ@}7oCH~%J3cy=R z9z>a9>5>8MzJf|axs%RRM7Oqm2lZKJ*6cJC0#yu~~Rr1jrR%Gvp=K zw$r%crn0-D^vKpAfFwOq4pqr!aDA9m-~ZiYi@8D8zl$K!clAAS@md9+{AQ%v3)F+& zT6z3j7;WD>{x~YB0`4NC%~&}X*PA3zVc8c~Z7VO1id+GahWzj5i841|&Kwt^tI5B! zn_meU=n0i@?d=L%WWuJOp_Dz!)CeHIme{5q+K`L%!u^k???G zFLpXzF%m3ad+M|nH3bsS_U^^!FuPpGfBo)TG0eG|GI`?CJVyCZSer*>4s@z0+srAI ztHe3*LD;jVw@6z#%!xi$)oZha04`5f@b5pjQ>sGui|MJm$v;e|c1t9{KXv8~DPJ z2k}R{{}dIshN;Eg`w4N*WG&SVMA~YK!V)l^HE;=!!5LJtZ#z|}B$vYU$hes==b(hb zAch3a2(Qy@z1G=akliQKJ-( zV#{lj4{DDvk&3jLDd%MTw-W8o0R)H|0|x~tdNJP#BW;~PMbgS_z2)YnGO9FRY2`ZY zA|MXmXQ@zRex$99IsgId)-(9z;XlLkS6RLoHFFIxBDFUhr^DFSLrmNL2cxuk6Pkeq~?oZ^Uk+>7~|oFC{qz z%5t7D*YtGx9i^-@CX#fdmh2hn9`A+PNByiU3fws6E4oY^vF6(tYAWTeqRKx zr_&WN?SFm8?*agf!R657n7quB^Jn1(*%X?Ha+QJ{0c5V#(ddM)=g-@B9McxEb?Z4; zo3FsSqP_U>K-@olKuvC4CHbkq9jD-eie^I= zeUcb(M8Ldh7<5p2{?*MN2p`X!+k=;njl_kZ86bhM{_KX+BU8*?Mu`NDU7X8${X-*q z#=nL`Q!>3^dNJywlw4zcHc@a*Q}-6z7DazKvD$3IM*GySU}izilZ;de&EwrE(zc~< z3xH6OOEI~}cS!~iM{?A)*&(74aE8TpKEh>0MM7!cz+(XnLO}@y z6FgQ>BcrVd()rlzNr-X<=0;^dT5Szl*%;F2xzX;u@%K_q3KuRoC}?bKCW1Mc$In0V zHYVn?HD{;i6N7SDMXgib!9uN}3E1=3W+8;Y*H3*9#;Wekt&d-ndzuN3#cCUur*wsM zeo24kbXGy6FsF%!=`2rNd{+MkDHEs57XFAAa zee54Q_^HDFO_A}qP-*8Hf(tFVC%i!CokdD{b?a-Ot7hUT{!3%8W1*EY{1t@bbE(Kj zte9CYzJKn=x%Y^o^|sSJ>!e%CRGQimYM&snj9F@Sadx?VcWQQbF4`Wth82xlp1kO+l6brIi6h6&{En};x*~)B2EkDmJyWR zw;#UH75?wOlEnn@n4e_VC`OvOb}EkibR-di;&qDr7g4UkpMU650ZM9AFP!JxRwIg2 zOI68B!h3p`-v_q132c4~XsH=H|168*^<&rcECe+`5zUbxnqC0IhfkDpCqIBMTsU_e z&wrpCBDO0d#>$#eF(Aw}({V)E$ceTV(a(+1#!^OuTK|+si`8}<;b?nZlpP|p=9m$= zexM2UN%v|hY%6cR!WqI%<(uWDoK|LWx_3P%>pF54?c0~L(BO1vp}P{m^$3BnavsL2 zBtMvzC1WS1uWgK4I~yU3a>lJN6^RgzmK$gSD3cy(D8;BZ2oR7*0Z+UN5ks4ozuXat7>QsC%JpAey?q<&X2Twf!v|K+d%I|Hh8Ed9c36dzw zx1KwzK|0Hu^2|H#H-=>NE&M+4Ox(NfeP}ZmzyIB*Fnm2p89aPx9M@*65S(Cc*@b|B zpnCd7kx`wOIzdyZ-Lzj9Tt9qe7`@V)({G~U)*!<4$SAEd_O8apCDEbN0SHfb2mz_4 zvWk%~y;MiVOO%kq!&CSVpWlVv-1fk=nJ{80I6n6EgZSHLQi_J?cAbJI;h`sbK2*?S z$4T0Y&wM;rkb)|YFIdZ=0$po$ZXTPaG}slOM+VFdSFvH0jF4+-mT4X(XeV)Go;6~E#?OfPL?bPLY{NaOp6V%q6J#gK- zl=%)w(qr2`%cRh)uveh&H{eC7#p>QAqHwLG({nFZM)BIwYcbGOoZ<<@4TvN10|sNm z7|e}hxz`2~$3e;IoF4g3$PL0d5G2m7skHOzppRNEMt$ST2U z;EbNq*NS9)&bcbU5Fm}I2VKL3&!UiWZ4o^Y|`pf|kGk|5?n3H?PC{8Qq%^?U*K%Ev=ZOIyezVNl) zrt$aO&yBPJa?f`s5=W+Pn9@#xoNLHFs9ZyV=k+15CCSet-QuS8eVKDrs(9hri`Q!y zO%J2hFqi}ySv!h7=SH=6{6}y8Su(`PE)W#pG#<0DHbH6zq>Yj30o((TQnO>Kscd&6 zG#=HBer}95j|Vt-b_%Z@l@@0#gcai@g5?B&KY92$ynQh=V!9a>gy;6_@>zgtQ}#0%c5w}PZ zX-j+c)9H}_5--HNVzlwt%PQP5SXDAyW8L-CX6M>w_iX8TrGrbTvn7ynEt4K;h3ozC z-Iwv)fziypX}MmkoQ2OOI6=b=^T7!NDW|-h%Ep^+Pr=wQhG^bZ1h9Z8krX>MrxZ}j zwkBpn#uct{p9h(mHV}@lKU;(xM&cAnYx}8iJo3NDXtOPv8Gk1KEj6-Dj5`rAeYCdijNj{p@nwumrWBVPW@!==gmMh^ht0MF;NJD`mxuRN zQEw-E?Ab$?03zTAz*04wmnfYgT!S~#8%j;R7_Zf#Zg6J?n76t8zUrxvn?U;fP^luMRT=5h~D8R=r99-`pVOV4xu=kfg518l>mSf zGv^_Mz{9UzM78PT>Aj=jP_yr7ndL**w}O^*XlywHI-u{@r7-Zk*l6Y$ZN=**atQh3 zQbu2x8^fcoU&7lXp~E!Xv%EQgx#l7sesvhL%Psf;!mgcf7)3@~_Iu*! zx)U8(!c+S$hB7QUzUHP<4;i$b0ddH~pr(-e9;sBA)B(B_kx#4M}g2w)i}& zt);LQMIfmaXh1`ve;&pPeO(hmVM2~8Lb|?D6x=)#o+I@F!qG(5AP=|?MsqM0)ZTC% zd2PWM1(7vi@1&+Jb&j?5Qj9l{+*RPApPteB!U;ja8;m`cX#nzD3LZHNV0ANT@Fd3t@pI&h-iN$v%a)$ETsml?I&Rj^%k84 zenv*yjvYJbjvYI`zGKIZgFANY*u7)Nj`wss=W|ECjPIX+1dqOc36*++G^j$a^L9UY zQ>Mi@cOFR^?{ziWL~cHB%lGjO1*RVWCL4;8MWTNQ`i-zqF(=Zd-RE7P(!IOmbk1OI zOZ+``T5=PZUQ$%*G&P}atX33+XguL&qEYWLB5*mS;O4<0lblqmcS=k!9WZ71!w`bN z7+loThX$AO1%%zg^oAEvdf)yGl9^>C8}iabcJbTqISJ>^Bbo0tW-lm~>uoSDU~ah# zT29rp)mH1*yyXJQ_rHSk3m3Jbf2KfVQ#%!DgC1#%m1mKF9&j#F@Wu?shIIs{;Pn=;`zrg_)2Q9T1cKp`_D+`-bvuCE3M0X zr}p$)tjW12VPkZA+ZnBfh=9O=2~dWTBah*XV8|W}%nrym001BWNklv~k50@|gCSUjnbM z2zgm5!cuf?uLJ>sV^>FGPaYg(>5O^0q3=vp3ICBV}`soue z`yFr<%#@xpKC4Pi$}i(WBs_6?gS)rUTrl)GejRkx42Z!XIDzmT_`<`!`ZM_WH}>QAzW62<-Qqrg@wmeGP%hD)`Dm{c%UvZs z^3BiJF02Bmf=nRjq^KR&Yfi0iUV449F*Jx9gTOTXaBlEKkR4U(}1?7=M z5HJDzmVAJwPLyZ-=B=mWm*%n5P}21Ukuny*fpZgRwhI8|fVjrikNanaPWOm6M5y1X zDE@6*^CMYAOOK?=x(%-zM!;G(7-{2e=}f09=5u(4!pDpt6WIC4h7WeU_RlKP_AdaG zhKGkg3gF`aI_F!36bY{L<4egx)u7jj_SxKcHPZkwmx!*6MI_;N^>fvlgy;oQLScoy zTJGF7lsPAPfOiJf+dlD+&^rE4z*~}85zC9~MIy*$Kt8Yio|CX{J|BDAjKO6sa+jBe z7Cp!8qKYyWEq3{p>g|fYvu{5E7+z0ID5}3GBF34X>M9JmAuM0>b{p%j=L$x3^9TL9 z_r@^0D|u;X>2MH;-=&a6=9PvAV<;=g?d9!o&)k7WPb`ovg09H)GzT+s2b=Sgs_a;b=Uef2* z307r}nOQFG$t9}Nuv%)g5GXy-(#S~}3di@6JF|vaM3t+XGvBEx!%H>2IGOfWb)g|7 zpa=+;@ZFGzbG8w_6v{Lu-4`whW%B)``u0W7mi7p0jb%MYFUAge(0XHA9Nn|GpMrD8 z+nO@4Wu4x?r5DoDx=k+@1ROjzFynFYtkK3vfFHkk2FAK;;HrayG7Vba+;|nGdk)0? z!n#r@OlOxHFxF1MzFmi#j=?Cn0pZ*7eTDphIL!`qi6r)he)rfj2{LV(2X|TbszIdE zFWq%h$Mds5QF)XjUX1{h65O+Gb;pP|fEWx#2OE*~LFw8#V#s+az4rjjO;^yMMfHZt zO+~TMrtu(V!9Dkj5S(Da8ph(lahU5S&{!3wALj7uA_eErwUdSQEKwa{wHfv})S4s* zT0Kab{P7*JQty)%teY=_kkF|^8Nki>of#|VVQrJnjas|AlM1TQ_V+O2^GF4PiPw}e zpN}4p&PM01w{p)XP7Cvu7EWGHW%T4k+Ip#JE8K6fbJNhiOQ*&XyM;uw0qyaRoi{9gKta)llX6QS$C5_a2FwuPb|5kXQ#Il;IoC zo-ORt9AP~q{6&wnMQfrokeau00V1mrga#jx*GQEFMSJp0{TP~Cvb}+eh&NV(x69H& zk=|1Raquafo%f5IK7xPu-v6cJwezdI|NitV0A2=w;o;#!J9g~&NT-9#Z4MsJSwNeZ zoLZb}7&XOZrZqa36`OOgx8ahWW%2Z#U> z9CqY=iIf1A>* zD%9uo71}ifvpXvN)KC}x4KON#WFBY$%kpsg@+63BgY*d*pydJv2L^cnx>$l^1}IrR ztU$nW4V12rp)QtjI~LF~TQKUY5oSxs77z*yHK78lhHOkn{DTNU2n;nnteN&OeDnhD z*nTfS7>q!`@qxhiiqXgf!GY7WaPA%g9Y~nc1-=LD=5ZL1Oqk7W?dTzU5Y4@;e1Ja-eKwUtzeeYfBdX)ouS5o@+cLzvcwy#&Hnag*Wm+EY@1UK)wzgnG0V5FcGc=7E)cpoBgJovSql8xiv0XUt zJqT~??)Vu4A6Q|n)K0VCa}xe!4Z-z0uz5{CPF=n+!TE1@{7d}RkuQTc2Vkc1@wFO8 zAwakQWdc+HR0tp-FbK!F*_~LkeiB3gv?|{#7z48fe1pVt(YFX(yM>P41R>z~0{zVv z`WAg)s0DlL8Nkx#i$qPim6{%6`Vh>F8&(%xpGdrt+gOCTAVAzUSfc?ubTs*ml^`oB;Nc!8T)^=JEGA;!aq8kYuuAe&+ZW*6 zK>OlHfN~S&Kn3MC$JNPCh(8p*#V*;tD!!w4TDboc6B*HnKK`5D*|)vx6BBZXal=m17qWxaWQm z96wP#V3-Newg0s$Y6WUdB-!6bt+IpCV|S`;Q2rSJ_O%cNmdx zNW;fqQsLngXjm5NSOHE2xFG<_;1~_GN)$9SHYo#0V-OSpXsH1^S}ROGuNf-u|8J6S z0D?$C0|3=N3d5%m+=5dw&_Xj@TXGgw)ETG%7zl`AAP@qK5D0^V8=>LhTcF^%-eeK3 zQvm`Z2naZ+Fd)D{g#n9Fc-)uSvJikk{C)^J%nu>(iR9~yLMoR;0Xt_D24M&c0xl@b zfI^r)m|w=K!G0|I3z-+qTm4wwUqZWDk;V&=&qu>D1Ik70Yal{7ol*pZgAoc23Slxi z79o{K%a_+FDp|Qvl6-*VFf~bLxc}1>81g*Nr1D>jpx!5YRP~$7fYS!AtpsHh*1!Tx zCeYWGMwk(LkSPZo7chH3>hmdq4;v-n#_v%;jv`i-_W=bM zF~DGe*#TI%o(ISf8oYw&tuVJApd6yqf*=GO1cD0Ovho&qUVxd#M7W=&;%o5G`2h;X zZE18`Zo>BvIh0BKck~R=?~!t7@bG+2$>p&;|ND>t(6$Mx{f1ndHbGyDqk>f+ z{Z-sb*P%MM2#dI}+@oBe$}UG=o1HwMx6s~8ePXw`j~)P+HUPzREGP+jZ30R$$A$Hok) z#{{O-Ys{7n!VD0r1yCM4I4Bpey67l^0IpdE;{wF=;2RX4u>zh`1Bi%uX!Kf)P^KWn z*irW-7Y4kNfbDbXv}B1B+u$M-(A94KNGLWMHNMyb=fvq_M@5 z=sFQVUt8+;k(`M3eWattK|4Xij7tGVsMNa!ff?E#5EcyK#dBzgP^JBuZ zvd5oQq^$~IQ29)Y3^o9`wABF#y%9tJ#5X~F3x?f<)wEC&ZS=P|Y`+B~G%^_pz^P<3 zfl1ITQ&a~CN-mEVjO|Aevv8q?FSzYcEDup|K|nY`t1mI|sAs|!J_ec$jXnx95V#2z zO4C!=NC4&#z%Ws2FxWvA0U9Wq1ilS4`vnXZFN2N|`}7+jNR+XNglB_L4n55_eEx7_ zxVGHz(S~4@z$XSMVK7=HFs~1yuYnTUC^acS0t^n85coh-JEtMftUiEN@2u9MThd}-TE*%U@;E{_h3|g7(#%G3ZO*G z86jvp1hsyOd5Z$AK9Eu)ae{>F#PP!jkzjDRKtN1TLvExX+|Ut|i5QE?Bm?20vh5lG zrxc9Jx#V6Ml=>i)!5}tV!vmuP4&Q|3ngKpg0~@NrHwk=RhF|tTEE~jk;nW=5?w1i% zr{Q=4CC|fP*oSAsQUJh(*KeZ|f?x=4fVl%$9;B#lXy9glE4B!V@x@Va8{m$KfcdaJ zX}nS{*C`Jb*rBSxx?l;0;GhNCb3g%(WpEfEjKdBDYW);#he|}OAtHr608SCiZ-KXE3Qn71Ws8Cv(io>9qbEWtJ4662hr$SeRrLU_ zWdOd3vSk7uVx^M^f!S4|2fRLjwFCWFt~5afhv76p!9#`EhOm4fCs-Xn3nwz#Ysgwd z0RtBLVAB$6Sd6!r2&2#3D}y*~aBjjUCW!4yVHKiGZ7FZU!qOZJ>ca?`vB46l7ab~< z{Xlx)IbgB??ZpZPOdf7$Djj%~1E_(vJOrfxoRZK3N5I3qEhyqhMkFLevmbYES&z$e zqo4r=2@DvfD-8f5&##pYuyAkoSu0Ru)wq;^aTCH~p)iu~k`sU#7B~&0aqk1t>;NoZ zDnz!=6QP?TWgW)tI8xtId05trl-fKId7|2@&yV-z2DD zC0f)$ux=5au(6Tcg8BLk%)SatX5gN++i_v$0<4w+v*loU1(%AxA(ei|6CgQzhJgjlrzX0w=Q*lr2`Xzg|!n>+;`*dWb*SbdA} z{DJ_3o3>-ciq$xJZVKkAX_Pz*Rv?X@W{F~@JqUMc0PS`FTB?KhwLpY`Z^<=f1p<~Y zU*f(y0oVF7fnQ&Z zzS06pO^U$ba9obHl>q%Mjy07ab~tbXY!Y*jA%yE#VVVd`4uO#GSp>^N6z00MSZprB z@)JWhl0S|sU_{YP4%Ev8t|i}1Uz@3KG6wDg?}GKZ2nK*y0APBXbyRw^0riO}e5VX0wWt$KV?T zQ~++s^t@2HH8{sWQ||M?AZU~+Di(p&v>?JX!r2lz_`8Gzp&f@Rm>1O#Rf#92**6PS#{U>RS7KH%@i*b}(4sIG4Y;ri2tn;*0qS)Br zpkf+x*7qWQR2d+l12)vdn}eX` zTId*+gECzce!mOPl4+sBE5-GM2AAt)pvBQf8N!ir*bW`~AOLL{Fc_q++F&qvGj_r= zB6+K40S%kR&nIsmre?PLU|J0rU=W}Xl!6!pf>01D;%BY)n-D3U8aa0(2Ppvn&ymhy z!n&B~~#A$h9F0khJNvftTw{aG1p`vLq903O@1W5+K7$TpNv z=*3@Mp?&6!A+V+Oux=WGclFM=W-FM!1?IY|02K&kZ-%+y#*n?zBmxs40*)AjXUd#w z-W@hlgI%+)z#I7h*y1LbTQ9)cG?t9NzM`OpDxX?! z{RRL6`>sQ>7hLrH(SHg$G=D?AApkjlw7&{}VmpF~+hM=wIE>XZ2xe}ExnUgt>E7SN z@L3l-z3;`xs^m{>hqXoa*y8Oz_@nPl;P{K4;n=U?_N{{$A9}U0_eezUx%4=eZ52jO&RZo6&h7My$iE&#yh+n2Dk>Tuz)-N?Uw zJB+mxa2$aFvKC8_Yiw)fS5ceq2OXNj;<~-?C$@tQE-AgX`oQZeP+9q2TnJ?D^ZLep znC+9b2ty4H-rk07cMjn6yoCB?)m88=`~r*(S7G0B9y9I-(7){?c>Kyk=qnSnMRDyI z00c8z;a`nXDFm#c8Q6CmmkMHI3tXcHIv_zM+;jKCx$Cg>ctz zuOF2?nVk2(30lh5q_E0r7%Q^9=7eX1)mCeTzx>)gaOc*e{GpxkckcQ7;M{ct{?x6o zHjRN*){uftrEq$>+%AegxsU?%9wIc-13&vE*fAzFhd z-~TcIV0Gm_%+wd-J$EA{=ls|4#ozlS{P@skAlx#7`7Iq0YCpQ-*Rghuf#X)kIuU`z7@m|F8HfEBR(mH6*|?GNzOo<9X!UJLKyN8-6w zDVW;=bKOMt;sE~Ld;bldI{QfB{oUaYgICt&TsMKLZoT!JAmtiL@7oVRHq16w&f_y5 z{WyY_jnAC;O!m4LJ_25q=~jRIZ|}udFMkfPvJ<6k^+-aHOfBm_+w`ySp*!!xU+nxC zSbZge$=l%Uc)Q>VK>Nf$hVaVx?T_Aq*DF7c<(d!xZLY@e{MLWOb9+7s$6b&A{Hy;P z{_-uoeEomk^1Jx(y&uGX{Vy+}^r6?`U;u$tjR95u$<|-NrNdir>3Rj`rYjv&JJaM( zZiBUX6aet4`~FY-^lPW!d|)?dn8GG}JFfBO?K1w^s^7(d(HFrgYd|+G!P?Z$og;`O zeY1f+l&)-rb?XJR9f~32CM+SlX8y(Y-@u;B`_Mu`?MwlY_8>&5hJRfC9entsAHpj; z{{#TwUV1;A+mC}Stp!`!0Q)vQT{>9Ui2LqbhvRd)YUNMd25ZX|c$c@MbQ1-45>TNJ z+P{Vq-WytqSNr5Y>YRogU3Yv3tecBllKhu@|5v>6)>RP8gLmalJtY_buo8~H7Hv|A zOC8wKdKjx_VJvO~TRj@@DWh)*>u%W(udxQ@@*3seFr!DZ<+UiSsv>BW5VT5}=G=qZe*;fnelh;c zn}b+A`Rk~ye+jhQgm2N*_11wmhH_<3Fuxh*nu(t0cVl@IrdtK2I~hvqrdf40f~jqA zb|kHo{A+jQ@&eT!P{}=iA9!sINdNNx!`^#G$#LCxzTXO+r+cO+=YSbZ&kP26kOmnf z2#^FwkOak?MT(@DDT$PpR<_bwD{E!@ImkM@eztf0v|hjU%18FD?Ui->lx2|=NvWB0 z28leWyX*Z?=~mUP?j8al8k+Ct93Eo2tE+CMdw=vzvpQ|O)+geWMvDb*`$WNeU z-oeyQc0uoW4w0TGoz$mt7==h6eP{N$F{r7-&|67S=6I*75Xs*Fn9k*LKLGGG0Qb)8*J{x<>kDzrhM}02bVY$;oVdQJ z=mjWR5j~kU_t27LXQL3s4<36HP!#C8TejV;SmQPC7Y{dL`tc3(8HxO3vF!6aa4HO0 z*Dz+~@7SLg4cA{UOQAyR&@v+e zC*GoTERC68t%1J?grDaQzkt}-51_=3&AYFXjZ;WPDMC>T(2NLl#l5eZqT#o1UXRaR zwinZnY)0XgAvZ_RMlE^zU8#D}obVI{hwC)VMRiZrs?s6rI$3ep$7g3TGgpM77Mc&iX@h-qs`Ih8s;bK~03*QWS(SD-w!b&$ZjT9|{UxRI);xM9~)b8BlN z?rcm$Q-x>2uq#TEi+%EZR*Tu^$3nle$8~JF zVD7h?3UN@8jR`q*1$p`YWJD-(<1YeGCCwT6^P|8VYe`jbph3qGz0UOL=w_IZQdgnD zuyym}dK_xv7!J(|g$@uwM6;``gxJ25fPrda?ePmec24QH(5E_X6p-ol!d?Wg3Z?DozC-W%*FsiMJaj|f0Z|zo9n8M zm==7FB1*)}Qw3lYBPe1Psvvgsr+eJ*tG%Z7SP!}DOnt&C;$;^Qn2iP2wjHZ_F!$mp zN{3pV`ywsSq?l18Q*jk2MsYNn#IdA?qNd;=!i`Xx@*dV|ySc9Fy|>0x%1krV3RW*C z{}0_ZA0CQsF%y4ouhVQ>5W;2cKcx6dtE)cwOHmX@_zWs+CQ&8oyf+$jw{VQrd(f73 zN`{U@X&uL#kKvtq9f#{Q98YMNR+66lz*!|yl|oTE=C+DbR0E1u^z^07*naR9v}SQ&lL2Y8F!TokuoZ zzGvGhQQGqPd?}yL-sWF*vRD#kbE>yzB*|EI;J&jFv6Y66Pk}a+6 z4F#Y7)+3If_0zY0hJSqBE|)4-+7x}xDIj7LHK*cDMf}2(p#&T#pf3E|m`MRpoCJ0Ew2FB8HP^$V_W^E(xb;j<&zVXa)FL8k z6+*J_x)`%bOg}b>ZY+iJ`iQAm+Q+U&@s=J##q2Z7s@gQ7YuLYS5SpSwQ4FWKYce7i zfHi0^tSU-cbPj)*{{wvg?f)IR|3U$nu|fw@aUIEcm=LR&lcxVv49NoJ`z)$Pu(-3y z+>2G&u&XJ9minZyjrpEV&(2ANKKE~1=_?)eRp7MBX3sn}iRs5C5mghxXGx@tU}X#S z$EM~0LxHLq=xeVF-xo{)D=G-sVU-ZmG54J3D^NS*(?iDYf2R!{wiVC1K%-hrR|lYui?o3gKVwKdA7MpZl9Z8$S7{R940?nSE{vW**;wzPSzf%!UW0+msY@o<4TmR!jku zG?c79Xtw+&p92kN+=g02bG)hIm@48Vs>+l$6>&8QL!E)56=0MU%sjFU#dli)05e6e z{G&u>FjFXo8omu9SQ***F2tA@#!T_O%NV7j4agi??tB#KeoDS+nDJ0@%~V4J3^UZS z?BVV2J@KC2LL}vPAesM5n%lBPF@Tcp$Qg=aKvm2JM6$?~LTuHB7HdBP zot9Orf_Kaur+Y5Nw>!P%x(x+i{Lp&*)^!s|MC6ml^uycHnsg^gMH7_$iug{KQ0{ zp*p2af^j^9L1hC^K@Q{uDi_Ip$or$jCmxki8RQ9AL+gK=e+p-!%n~SX4ti8uBg(idaXy8>xt;e8?6kLj~Xl z=tr~&Vw(9L+Lq&p8u2Lbam}3MUw`*l;CZtr;doSYtZ06v$UbLdx(>$i3}O*A=(QEM zFY}#hJ(tt7W@`dX2Ud@SdyoJirt3bXP5yq>3-e;>XajUb$GJVbJlj-i^$}6S?veLC zT(@fkYllsRA<|ogjn7c<`J2``e~N;wZa4mxg}#*;gGf4>4*d=g?&0wan)UE^LY%LQ z@0x4Y;|KCi%ZTDTzU$|kk9EO&Qx~hQe_z+DiA#Og87k-@hf+=0cN<)7QY>CGfz z6e1XkFNdnAST@*%!kgVN3}9Q^*}iqxJm%_LD{kI1R<#0Lc(b=Uud3lyuq&Yytb1t* zhY{VpcAsAV0PbG-A#7aI?HOZf+ML6Tf{y9O*Q4-8AL5$CA}=(YF8K;O1!n{;KeZdR24d0TkcvC_CQLk*4Ytz>tU3ey|IrIl&6&^VS$jurz;F znET1rSuc7uN}CXRS2)n=9gCr&Et|wZM+R4&JrcT)R7_B~=hI}( z7GYf?eAXwu9wfijB7Fz=N+0wNEzrW)v=*#rVHxTaSSv^}q_hW}WDbN6z;W>(-mltNjO0CK^H55Ge zni)11)iu;dGojl#9s;PYFlhw6D~{#Y8e>$AI$>V+vk*~r&;7SOP>($KdLXC3CKcB) z`|L6pMHR(2dolBbt6+%Nv!f}AOSTS{H^!7%bfygRdOY#MJEnqd6fs*W?``gGNqa)s z#0AwUe+(cMb)RozCW+6j`xN#pKFhN&e`8QT{;)5bV^dx$x~6D|>E<~67Iqo^9ceT- zB&6$r{oX1t3&vq&}H|=BxM<)paEFIEwFj`z(sy zH*qa19&AQW(c1|q8J(Yyh(Z+8|F#2Lnq05X=XZY)_l-V?D|U>aH7f|v!lh`;#L%3s zaDQRu&y)_eR6R$DMm`|SGh@DEi9^&YQA+kdz=DladV)^@W{BRV2f=}PD1_K@PwE}Q^Zn|@@;+dnJs15O5o;A-^QQY5^ zlmgUwgcDXo>SD zZA9@le#NKczqLVL4yA&Xw6tv=F-^9FW?3Im?p3%`I? zQl%4cDiZE#bFAc&-`&4|4gUC}+psR@Ds4UKF7#wuy&G2PX)7IV#M~>shtmJRRpn_5 z*~S{jY;g{UN>=mLK$wzJ*6JUQxt|6{X|ug9WkQE$-0N-}%Xq^%gmERJf>3E$e+qAQ zLsJ#hiMc0YBjYN^>)^Z2F(v6)gf%sI4+q*@%UwBdh|N^$1v9+H4o$U&nzjT)QR$0n z5qxm`8m!2!E^`X!w0W0Jp$qaXuXGPM_cjRH?K!yCSEpFuNtqwKmP1xbD_{@aJ*2y zVQ^oj%X1&=MCDBI_Qym^zM&%K3w4~yua-wM2*|uI0PxZq$IZS>_I8>ozn39wUS`g@ zSC3vA_^v)>UTeirp{9-?Iw%kCE|r;={m(!E;hpe%oxFHGQ~)qtoHm;(mo&(XX4!Pi zQQE|JC$7&^sVOrRCS%_7t3S9B@nR$3j}CyVwAt-6;#w@Q{>F42ilSilDR2I&=w&a> ziBU5OG++O+WOTktDX?aw4J#MBiegJc5<`~9E|Zeq7e!I9b!ktzRjl6z3`BK# z^Jm$9BenK9Q^uS-V_Foehb=kDF5+O%b0Oo2DPEcJHtCH0k>`DdKorCD+=M*CilX>hN(qOW ziv`k1MAYd9O#Rz-%)OW^dmiREHP0FtHIitKnMO0iQQCl(NVg|?qu%KB>_1fguImk&Eg5KpuBo2ba%mXde7p(%!Vk9f$q5~(LZK4Q zyYaQN1N%B&n8MFz{@xkeMMLKcKQ5D)ipnnYOr7PKw8J3E2>Euwlj1vV02HsqN0=ZJ z5n{z%}Pln%W2>>xYij}QPar4T{!hcwy=tMlGp}oNy=9MjzzZoW|E?wk$B+7+t_GL^# zNVPm1P>WEZOTCmfqL*T0=Q=dT{W(4Yp0Hg7*?0pkAHJyUcJYYj93vTv1m=XZR`%eQ z3&x!DimK6o@(@uYm=l~oN!_|%W!~!xHx1zOvlipV^G&7M@I?#&@Pv1!Lj+6!fg&L1 z_Mau)%r2tzudn<_`n>`LpP&2$+EZ;Fh3x9HUF9hoccTtG-rkY|-PaVhbf_7#d5L#M z98;JgW+*7W-7RdVV5Bk3BM@Z!N>gczYEd^F(xSD&oD&pT{|A9m1xtNdg!w7dfM|2H z$;w4mU=%e>6{ay)vI@sYjApTjkW4SECy7Y-+$*4270E~jW=9dne_jhBb`@Rh|3`qA40MH7i2f$E0 zVOid7CDBawSAJpL_O#grfP6}3RrRe35!A)aIVGk=p<2&|UF{Pk&GhJo$R82Kch9Oc zhWp2AX?Z8jwVrAF3t=aQ|LaeIy15nW0;>tzC&3$g69Kq9O81Uwz zDw?BImX2i*i^$~UTYseoc(XkcZIjhguYu`k-JzJhH%o#zkuqK!P{`7Y| zn=h(&&jn?|Bc~tUg5sg_@$czG1ZziIkx7^WhAhm_Swsp^O#Ryq%syjhU zO)ykwYS4>gC!zx=Ukt?;MtSj;MNX~~V8-0Xgj_nAU{;QlqQEe6n&e_c4iry=`SDuHNaMkIZwDjWyt^k^Q)8WIq6N zqE%GG>@f%})S|S%_X^Mc($Tu|$^4S{NV@NmhCwU0G8)mGd#9;dKtNeK*ogIG?WnV^ zi$BB(Fz?S$r>pGR+d|UF+a{BW;+!=-$Rw?2NPMrY_cIo8kF|eWcoM%~(JU7kP!3H| zk&T<@A%;ha|87pY=P4Ro3`3O|%#?}-iZD-`**M9YJF6XC@*X6I+mF5E&S5vxyEb2=R`#Mr{rXKq~UQ3k|kCZ>AF?^hf% zLLQ;45~Yl&tRkMpkvX>#w0^M9^IcU+Te*S|!Ht7Tb%;_?I$j6Wm%9^>1m_*qaI0#T z4mD$I{7NVP7%(fRes;sh(N++u%i6|LtAx9fI1)O3r%ZW>M@Ph8!7`JIVkYl;RjctZ z8N~=nuyXh`T{71zW+hQEG*R&6M=?L8&6YF7_i0bRTTDF={a^&=X!AQaPtf^VFw)w} z`D5>v?QG>8+jJf3l~(C@nWV3pq34GRdXjD$gHbd++;RKa^DAIw3T2sJYbd-rh|-MY zeJGgWrD5oHo@<3@3;VFixYr2oO($U-CloDiS8_pfk1lM4=BJld_V zut!FhTk&lHd2TMa@0e=kAc!h6H?6m7LPQb@J6qh@EtaOnbm71=_;dQ zGVHN>kLPP+=Q?B~O-`;I0F+7!ZeM;A#!9>7UOGeZj=7{tAJn;*7Q>iLR`m2Kih^4& z97iT$UXzN+*@dXo;wKhI5W{9V1wm_SrhxuT4;D8plJC3BSp8Mg_DuF8A(S|es!=3` zMOfx7N}vHZF1ZSyn*0cw(&8jOzkD=RQ4v+V&uS_fu3QdDIk;PFiQiAV&ciIG;sqrxOAyniFv#fWP$Ts68MlbvgwDv=3$d#wNsni~ovF#FsR z45o)5PI3u7UOq%lGO5a*uc6MYr-06M!BpgvdLj^VVhf6Peuyj_Bo#?HMhE~x?p1j1 zSi*1J^&Hm{CZg_V8@iWctT9B{_boaNvG5$+vIrN&u7C-6J*;)QtAu%!Lql~0v*>Fp zUBg6$`5^3m`mM9}bLF4^R<|xkY09fy`Dba}_k3wWn6Ai2C+@%lYwmLXK5M1C67OZp z<(^CrqNlAw)xf!eFxM1yOc!QMPg_Y1>Q#n8*#SircEjG6CzV{*sXtf+-!Z!}KpVdOp+2xOkcqrgv)Y)d6U4d*7|Pd3f5Y3Xe1-Q6(Yo zM)B?LK*@ZWH)yEayaw&rI(+NFv+#k*6#?U6QzDDeKEccCQ??YXRM}`8;?a?BYyPh- zoA4OOWpdeY)@O(+L>xg~Q#4oT7ciAJVPAqA5Ycpx*Ra~^hGIm+xr=r^McHs`RwIKIa zwdWnRi^^H+K&8|br#+19TqWmLc)ic;#cJVc4 zb*}SxEIi?n<&>0?hPfBUF!x$WG9^&)1@KH%C2#1%s@7%r{N@Mnx$E3w5rvY0B~3Xr zDe@{$LL8Skkw~pG7Pg0{Y?8i@86h8{B$UDy$LICDngZuNt8T^0mSCts zCAYYrgb*?oRb$A+MGvZb-j{4OmBgisny|WUIogsf&iR%rE+Dd~GlQ$naRmw8=Mk$b zqqLd13c-8ie>F5!2?!FYGX1B*tlQ!}6ulRHnI3#~>*p}qIPBTJE^g%%sU_%2NFfqK zfu<^+5VeFBFB@uh?e1VfnnEd9wBnkbqbLc|@S$0=2+QJzMV|NT!8LcIH)9I!_98e} z3WkcLqbZN_5w${@l$gBP^rhPe5ernd488}V1z1&7>>s`$u+8)@Cj)areQbW=w+@0v z8s=#ei@RiebFWS0a32b<+o4&Na@yRn7Y_KbqNLxpVBtxyXXFQ$G%s( z;(eaeku-YKuA&wXsY+W_UW%s@Sb3o!5fh&Ol7?f2<2XEf1ZLl!V0h%4@4AAQc>Q96 zm3ijTEl3&e^?dN^@Lq^A>SGyf$Zi+@P9qW3Pk}T^h~*X^`WKLp?hu(3NH@_A{o;0 z%KaxD!$MV&GKR+x0=V;_$iQ2d!I((~DnE*bF`IV_W<%}fWcjL^(?#=n(WjcFW9@1x zUkTN36e)*2gEZC0Q99ayxtE49{mYGk2&h|^U5^hfz1I6%L1|MJ6{_UDNyT-D?}T{2 zbt=#{7|4|p4P}<_-PU9qqJ1H!^Hkbw;a$_@o^Yp?jWldk zMJ%EP6cTYQ@ep+6dr*ZCay!I&>Zdy~_pB*T$#VH^oI*I&C~XFiQQaslUDe$x=3;mx zy!R#I3w`%EWke63I0ieVsn>ePDtOwW5nl?D=YZ}pO4AAK=r|i!FS!WI`rM*{VRMiu zD@U~`cCB&ewBEMxck+y=9(nhMn;hZEX1X|ygdX=+NU9>IZRMa)fl;`Ted!)-=vs}a z9=tL31lrvk6oz`Oq9TKxu65fVo+OTOu0rKD0Oj4u6(#_25}U}idps%j!X$=W*_CJ% zMgCB(8ENwh)kPhjzJ6U`JA0y0h0w{FC&C+u+g_JKsfZQH&Ax9#9`a-EHQqJudRWEr zg(dx`Bza+W@3l%ixaJ-J@Oj!INX0~D+&%938~X9bAKiw|X7`w`wIvvnFDr}w(6tlj z5`G`?E%>q=2ZxXXB>u%olY~c>^R&rw+S1WF&ovj{zc67nDvVwCmCN^xPg6aft+*a9 ztK_%T2L-KZNpF~lrXy>4qeR6c*XZp*D7G)KL#b@*yhzMfcp==XX>#tmpuj1^ztGA; zLyf86oK#<-96cZ}03<51;`xZrh?rO8QQF>18xY@d>>O5+!W%s(yw&AAyNb`yVi+Y9 z54NCqqyd|nOb^(;!Sg)Z_@8lGpo#dDHoGF^P2*Q%|KbZg9?pbsW*0ile-COIV`9o(Sif?rX46uQAHTLJ$wbV5g z>0}gz*A~H;N(Thj#&|Zco*0FwBdBYNCJif2B_e^}*yx(-M97qmWC26P)GxLL+7Gxt zmVa!AXnMSOe#4?5hxN6XkxRB`C}@P7UvBK|ug$zfJt|+v6EVAhhTPa07nC-;=&J6l zwN7alN}H~@|L$x~VR5$*)-A3T;ygNS&hrOmOixy&LS8XD#9Ff5zq@|D^Y7xD zz1Y^d1)G<5qQ70f278rxcYg^j9;l9cwJ+KMFl9EsG0RU)C~W|sN*;Xw#BIzZDtg*P zOR+eCeQeF0p?N~(ykpzPhj8nKOK|OO*DK=B3sMyoOPkHO@^_~X2KM2W;SDC3&OYz0 z?pLv-zo4|8w|2lIc-Svkq2x}ucHV#jMXC@ch}5Vost2YS-xF~t(+W+9T8 z@V8IE_JwvNe8z?O;?MmHYvKw(5~ptBH)!aR@W^sGZQ>ZlnsT^p*$wEb>+lF(xzH|>t zN3tlq-iJLcS9pGN+3-H}q`PqO&>jF@AvC5%F;{fGJN2n51imVmnez%pvg>s7-m$=E znJPSOvMO8tzD-M-MzF1WqvN?7ZyG^!!t{oej@Nmvt(aG83vQ!*Ws1gF+j+txMa9o5 zK9D@H5_8Wj#ZZ^2WNW@q$C6<-CY}A&daTN>#qVwZGIsWD^K9c++J+mfIZE+fU)$@v zs&yH*_iPFntDLdP1eHPraiMx$Tu6wok9hOLy58Q4sejwy?hnAau{P|P?8nvP``qoC zGRUUA3;EfrdoU3)KZ;75sw$NWpj03xR6C67W;jqxmY_3wbDYM3ca zd-mmdZ-rbialQ5%8^7SrdH?_*07*naRAga5=MC({xdUfQ=a$mpCePg3n0fCd$>&vw zq}u9{J|!hCsfO9okihL1Ek$d+_gVx!^T5{bNql+pr-EUIKC*q#TCl3RStKZl5d{%seozy%xokxrSPX^Mtri@cRPugL8W z8H1N|`_FQ!lKMmF?VhS_ajOMTi03C76^tPzJ3rdHtzD4M?^X1NKdYW%O$suJ1peT@ zEzbUnkQXTd5UBoYpP$VI&DWzX*@An|I~$+4W;Ip~b~@ih6dfNNzZ!F|45ILQzd05~ z!9Yg_6N}yL>}Mzu)A0EZuJc4Kc(0EzmN(7!<-(!!@Tu$9;KLULqY$Qk?#|D4XtGSX z8}0YjaL_AOA{D&E!uYgeGGM%3B#9=_H5G-z8Q^IH37#zm2r+_%X-?jcW=V> z9wCX`P%u*5g`3CSrjIf!YB_5{W4r-tN83Cx=Q6?97JQ`Tww;O2XY~M3eA9R1DtX!j z>ri7n>k*>ubF+o5!hv?znyGl*we})gC>4CdqPdTUHhv6SI)rO!O%C<(bYNQLu1#8*TMXqPazYk55c-qQ@M~dg0jWuAr*)%AK-mhvr zZS^sspnw{cDq>fhJ&Z(551gj$)l2EYcT85gc}2@O&Kub2`Ak=J^k;f;S?(g#MN|0j z@*D9xTRv-zSHawiqiBzLJ^PEZgLrVw-ANtCmcEM zT|i~mbHkE$eD%W{@$rfKv8{U}erL;P5K(pK{n*eV_cr)LwPf7B{6<_ld?8YiB)+ow z)3{~nby(EUhv`Q*VdjbTp0eKe2)V`fYhS69c0`MK1vf**L}U*#S|f@F+Oc-D760z) z)%enf)|r*_^fUoR)$a!wX78;YS8w0-+pG#2~wdYa0 z8mj%h*kJk(?%U@4JL6N@Ci?q4R{RD*F%zRS8d3>dw5{Ls+np2P^Ok5tnk$ql=F)Yf zf<;|KL`6KRtGM#)VcdA$D0Z!L#}KwQP8Y+KHcbfK5(RC4SZ}cuKFNt|(#FnpnECYt ziU&HY_IlYwta}#qd$p@*ggw@8&8<~dkMtYfQogndXZ5;i3;s}aSpg(fQ3J-vawrOb zLU2Fz32*r0qK1BqHs??};;tQI{pAfXGLnJ-Z42=CthyCn*!Wu^267b_4V{map2XRG zTRlST#@MB}X!AhOpeqQ{qQGny5$S7BBW@WVlq$tpHu+Bkw&s(~6vb3xDmh0!wf5V$IM88SVY56SG{L0(NqoDcmpmT zKG(Siwo$gL!JSVX-BdPJgyb|T(+&8&?O(>K)@A5xPh+fGG7k!Qb8b)Q;Pv(xj}!xO zdmahX8A8Hl)nYO*=g87gbnQ&?v>s|sYwa== zG?corqSeiJD)%Ug3f)8N?#Hdmu9t?B$tF@;7?$@)GWXlnV(qKkB2dYySJGk3#tYEreRYfKhCRD0{rlF$Xmkw!qE4}~<6z4gZeryA_Ca%DEle}M<*!!s8 zYA#(k&<;&iJo}uUDc|tdc`gkE?yujPF8#f)0>=lI{85(X$zfqF`6wc8oWT;I?HqR1}uO7||xNZ}2>P?21+BZLPyO zYrNL&(Ce9wp*z!tONTFXgo`h3`Yn88`dH@>rAU z<(Ydihnc5V;G8};@5=v<*vuK0HFz$D{zf1+}eE6dA&~3uryZbI(iH~2s3hPFK;f3Q( zzWiDv=xGz5{jRzW$BPg6dLSbFI?o3MaGE}gWE1Y1ecQ4daLLf#fWc+ifLy`%7x~gk z?zly-hyBdNw5Z2uXHz9;Yoct!!E9DROkd#{SSeT4=_`zGu4y1Ceb6$R^$A$C-;H!|~)u3#f{BefPg> zmksX&prClD5!<`Bl=ZZ!!ZUaFM3?Ik4{Kl-Qiwz=CWCEKeDj3@#q_kD2{~ER02ll2vPYEE5sSc>(Lx* z!EMWLkoLC{U+AsflbC&aIp$s%g{mqZW#!0J6}gJeLFa#hs+E*ne76P3U++Ux!aYy% z-PqE!6NQ)D!XKhV%pY!~scOLbTjx`HMd3%>R-E({j}YgMMP?l~kKqbu4e<UMVljUd-(Gxi#5> z+m_#mY`noE?1xsflF+9u$IiZOSk#%pr*B*v2=6M_&n`GVvl(?FZY^}_7%t0Q5_#&%Xm*J}1e%!a=TI^WW z?erm&wN;t*vG1PW6J---+_+=K2Ql+2_nKveil!I!Uj(D1qWDIi zC!|?bRLnlT+zHDoC!C1qw7g~9F-|q6<4(2OYN$^|ao7H3=xzxwwqZx|_)!%Vi@O_e z^PZr>ciZwCJv}95p0URcaHi36ba5Gl^eYg49zf-8@To}2uo>hZWw|QW#GPfm zM1(Epf5Lu_nhM4r?0NI{$^NTPmdM~@0Q?DrJg#_5WYegl09`BJgMaR-=4`p91f|;E zfd!k|g0g@*)zo6|g4JAPt-_;vfsK#^0*)kaG|}82o}&{B1{5t;H}D?TYNI&2yH$F- zfn*Y=s+=6DSWPKi5|RQMBACX+;F=M;`HciY7RAo~}5l z55C}`1|E1D>^1=p+}rbspu{tgk=m{Gh~&>dj)4Elk%}AVqiOnh?OSw7GYXr03Gyj> zb?rJ_FTZcN;{<25FOp_`|3=*8wT9N$^XsqN)>#J?OzPi`Y_w4-7Bb(T@ui>@LvPLS zR9I0sn-0J~(fkN5-YPT-hO~XkqREtXkv0~lvtlBgLs)gg4dV2K)tI~e=4rqBostBl zL{_AjM0f6(c4n!_!>Gbk?}^LV?t71^&SaTYGtZi5JA;pw(%|cQ6st1vY=oSmfmw_n>T@JP19wK?xCiF^ctOT zZ*$33u7iT=dxnt!w&+5q9IT4L$V|4e03>}9_1SvZ5y9!u;UO!%J^JR6#lY2glxQod zTAartLp;>%Rf^m@7iG=XjIS!P@hn}AMoG0CUG*ARf_kn5@JV2xd-0^ghB6!O8&K*( znm1H4*@bios%=wZ(AFdS`NC-!Am9XUxH-y)lE0+u-X_lv^W-!4V?6mU*_yyC;wnEA zQfhO-aH*mFQK+;q+l9-Z);?`CrFcLs9EA*4N=L4TWqslvdLUMyg^9t^wCCN= z`2D1Qyg2Yt!ZGI(xM4y>0lT1PCQ9%96C$P5^6R<&tNqbw*-~|Ii70gAz_Tj&d3&wT z4)TsoJ+`aPPLH5id&=3iFM8L{3cI^43|?Pf=iYUqx`U?1@KY~xTGa#N=M+g&ZST=u_*bxi5Q+Ewcxf-b z#?5DBJiQ~)W>&Ad!*5d5d+W*cCm|Hj>k&Cs6lR-CjJe8JB4Q;(W*UF&;wEzO2ohcABHUWu33^y>!;cu zzdK|AJ~dF{6n4zkEty;|^@}qGEy4pr6$`Ck{pg#W3!-Mj+stH_He1g^oR)^w@LK55 z9R?a#VBH4q_luZD!mTVWHz!=%X5JvN6GJ>2tF}^-ksn+-0v+XKs?ot?v(cK(cl-dv zI=g03Q~s9L#7lURdTef6#)Dkkq<<^uq}&ODY@vDL@jPwra1l^l)!46SRHy8=t&^i} z;ucFT%v8sGcik59xsn)%U<4Lo`{fFe#AloJ_^0z?LhiUhAq(*ob1_&JiPMNS%oPbi z9Mupj&1>R%w#<`f8lLpEP2Tm`s&g5^C$cG^;efj3nhk*Dm7GYJ#ZOD0pJ_)S>n{&f zeW0~QJMa*#qFD=beDiZ69ARuG$d>P#dVn7_TQSZri)Lc70S&B9-EMWa(6*HOZHSe% zb6+ohI4f?%2`}nvcu$5*JL!a)m{G;$G!5pdMu+1U>~DlEIp+MPU9H=SilVcbbGB4p z1R^21eA8+9RMl(<%S_@9KkvJWVD>>7UIiOolHb2sCc1PYDk;MP$r+1(UrYO|GuG`Q zHFIWu75bJ^AzzQMLtlEm91&QaVALkupIyJ}Zt#ba;ad}Rf)(@qJ()6yiZ??fVOQy4 zD%3;w^FH-BJpU(-Z;G|UE~-#mKG%()uh3!H_2{KdH6HuPWU`J2r44nZJy1RF%u>ol zdO$BI0;iB=O11ZebRSIsY2&3501?W=0QWF@IW3{f^mmKsyPjpNu0-fIx-mE3^2!jZFF^w&jchGRUA)5e&pI~bfeX% zK&mvEb^aOWi#@6E9*0DMD^_0r}G!88%6wvo}1pn{d=HCP0iDPJzXcic}~zfFv#M@xcsi&O0( z60IMmh5wj(Z+DE{UT9%(M0tV$0lqxAI0RJpPr>3th9t2=QSKmc1LG?e-9U^vQ|N;m!EAuW49`Gy`5dU zlo3833+?#P*JCK~#TQ)4sG#=P2akS4n(A=x@O4aIQI$7as+bwe5MI4ZTzxqXqSTh%3n;r>_HZ)WEfsjZc)!AF-Y2RzzQ&uTjox ztg0m?zAfyCVombKmG|}{7iuV-s7cdK=wPl>WF*tYo78GAZBA&e6=7?27b6~0NA7Ar zX((2SXhYCK;Cnfdp_W#wJJ4ery_|1*4V(4|o)=62jblj2OkUn&j)b+|sU9?w4ScoBoQa21a?5%UYL&nqxlj(*;*cINXyf*yE_&T|qYGR(gaN>GV~(c+ zF3Z^6brAdM3#mCVBwhsEczFm5Ja#r@8|xw0d}qadIG?oKhd$d~AO-$C`gw6mg|G8%5f3%yp~qsE5NCrvl$* zpFr+0D{)u)o9Nr}0JlBjql-iK&%x>hw*`q9nGLz5tmkZCf>jzaX~+<){U#W z$P7pg$rTFf&og(28E~Pbldx-Em@cMct>nbtd$Ol>56!&sWDJY%_L>*)i>scaYiDM;7&BVlGT^ZG<`0j%Y zy?B9LS$ZZ|#W`rwZG5X0U0~#rHY zs0{)e9$!@JNJ+lS2yW(H)b!l!6B-h8p~V*?c#~SBUHP_%uUKJhq9yU8Tx&4fyHsbQ z2j0Dk{_3*_nVgubm^_L&pKLJWyj{HTbx6hedJy#j-O#vKG1}0gteKQDI}l8MI~%ia z6O3Rzg`IFyk`<Ezlq@sLU?zk)Wm5u~_{LzCv^xC;1_oBMW9`Yvqt##A4gHTy$_QTe<{ zzdPP-abFtGngHF)b#p)H{FYv@qx$wFq+fI>Syr!K!tyC~VM7%N4za< zE474=Om(xRpXhEN=`wbKwO}(%Pg@lzET+!Swzb2VZ*PX4lO&ICsi9XKJiK2f*sLzh z`ecT8)YGNSAd21>3>GUp9D{Wr_2?CtuaY<`i43|g?rT1Sq&`Chh3ZknZ}mKkdWc(cQV)0Fi$S@1TFhRsjPO>MMWy-j-uwuR*?C;_qnOD-=I!EE;y}&Yt%`s zH=|=Gx>K$IbADb;^tn!=6*OX2d@$<|Gbbw&xk@| zSz01K9!-_=AB|l_TO{=LsMASH>+dMlmNo+h^^0i{R1^+YWiuR-Kb2Z&znfel0wa?| zxa0lLu^n0$M}u0DkOfztmvuz5GJNBUqT+c)GG#?|;%8{!1k=i=8a`?Kj{ z>q6k(9Q75P(^ytwag4kno)>}Zs3Y4f+e%Xc4i{2=eK-M&ap2)Fcj?bC4_GX5Cyp*x z>%tF4#(n)?Skv=Q=Pa>$>2b|WP|*9SJds>v3SH#N6N9_RS;gD#U7FJ7j=*5&84^{C z(t6A9y-rp~>&4%flU1u9&WjMP<0i-%sT)v}kG{|wEeMZje6w3{ww2b-Whxu}cg>Vk&}3@ceIg>|KX^Ex)5OotT>a=wryBfYfHU`0dTh$_$d@f%oyAi-x~06yF>bp6 z%N4yE(w?O>ue<$GrsVtVsbSe+r%VTALSSca-hcMSh7iV=ATh5n#0)&;vH2o>5UTAw z-6)c6`O3T~LCT%1s#8o8S0CDW>qp;k?o#7)RiWx^coW0XkxkHi(`35;vloH&g_2Vn zSt1(8Vs|3Cf!7BuH^l5=M^*v7PIYF|Lyd`qu`liN8EBnBrX#HPt2M|3Op6ZK+CwJCsD@fWi6gT2~g^34-StAw%BE2@ZcYVwpS7B zQpoo9zJ@drrp(8vR$wM*4GwwNqpexaeL>l zYDst(9aV8u=yJZDxQY4S%B-=Ga=H3^YbrE?cKZK-lGnfM?7M!@m~s}i=-J{1-!P^+ z-m`kscIOqciBp*M@K8#gvPA#1!)7C4HElvs%t*4zXj{hLH5Yo*FFI1o=c=IR*#PPO zDFZXD>a^sE(Gu3mREqj&X!LcojdHlEm8*V54s9?cwS6-mK26wLYx*Yli{wJG6gtw` z=cMF?V8ka3`__2usiN{@jz$^4VCCR6SxWcuh6c3`T>hXbV&UyrGfq4Ay&W8Bj+~!9 zz!7`tO&2E8WwK5goFL+ba5Xht>yfWj?a5qMY??moa+pma$Gs|*ajBpJAD~*>%Ad&8 zB{F}_nr9NljnTSS)r7a(nz5X&n|vnZrBbNX6Ffi}qEsnpLhGXfSodeQ}+ z`}WPb=6hntn|}`1pIe}hx$^H43USTuWo}h$Fg5Dq@}(UvKznrF!#`Fr$^5b`Z&|1P+WB>!1L7y z*)HKPUrY(~>s+o93Dy7rw^&m2rLqtG$0I~_(xSr27tM-CB7%eom0)xbw;QMIrL$#t zszKs&H^(?^y`?l%7*_(aO>LUm*5`B8W+vFmI$t1h$D0bZ8%hw{u$8As^SXZ_*6LCT*Zf3>j8m-?A}C*5tz7+_Cub!*`^da^g#v5jgFtBJxTcy5d0K?tc35o7 zS_W%+b@u_fOjO1kOImFAy`zFDKxPp4AfQX9eg0-29{dca`t`D&M#udMFXm_?lw3q5 z{tWx@hY?PVMCb8ibhbEkBA#T$a|~CBsb{GVPUTL6>AG4ZCrWOVK0psrdam$InhZYU z)9>-U7(BNn|7dg^*N+rM!h~-y7$RGlG?ha1dH+qOkoQQF@+xqj3c9Y}sW0 z>3+0eDZ7i*Z(da8-yF@t7lZj#uXb++ORLct^CZ835soYnQxS#FZj|nNC6sf&;#$*f zvp-vIu}*_bhFcTDLm1B?{JrgE6@mFZN0g7%R*yhi235(#ciHEkT%?Oha9Hc7ZLK_o z2yzleRQEGdRIt)e^<=EtFh^-i8e&9d`G=0|g-Fr>ZebrIa4+^R8jE)q zaR;0cK|`IvQs7iUW@I@gdQL`|bk@Hf0^cW-DRakql?xI5Wm6?$=4c%{RxRYj@rP_m zU&ne1H>4=?FB`<7M|FPT;)>=J|FHUrp4LwbKwi5xtseyukrZU?!Q77rz6|LHH~{`d$@ax1R!i|8jmmC6+!?&7$>J z#23+xD|c4{5hJi5mcP-Uu&i(TA0nH=oQ>rTzxwqWk*o^!KcxNUnonV3{soxK6o^T! z4$7=h_;wNrm#CM_7KW~uxOSF$P0ljxj($1d>3 zcJIG~hxv~HBa^rx*?+-2{ctfkkstXRFN+}f)Ss_%e?KZ7Nl4!^WBzBbwSUzsu}iL^ zg&Q*Vm-b4cN1O>WZTBawb)D8;mKM`lV!p-QZ@Gg48a-CpUQZt@m5+dLoPh>_&x`I< z{vU+Y-!Lr9P38BEoWcP$X<6Qn{{i;<+r>b>duCL?*`+`;S;pX<3RB`VM}~J*WsbZN z%?dWeQ_*uj{U=Eybrn2Re7E(_Zoy7Hwa zDm7yEeXOXobn;nF=K_BLzni=T%3SnRz*)}eKaYj$KQfp72a$u8BwKv)x6|X4u+{lv z{y|CcsH~3TACnIJ`5dLT?v%EG1PQqCy7dH_T?_xric8|g3Psd1`(JbwuO#@bQA8}W z|7gekC;ZIkKe||n=y-z{^;eZsrZBw!)wFuIug7o41Y?KGU$v09yREd@RsFRgzA#Zs zO+31LcmIX(cYMFTq0WEZ7qI~6nZ|VCV#1j(Q9jIHXAoaAZ?Nk6aU~En^4DN?DZ0%^ zs)8~H7$Pcu`$y`~y}JIGaMis>wE6vU&$SQn*Sa*X{}?o1kin)C#$x5mzh>2k^GA4z z{^z`Ee6u24*8l0j|HT>b8*1J$C+WVz_;(T#{jm|^`~3*j%W%_AUWr&^{gIpv*4bb6 z{U4(zd-2EN5DWDGj5L6UikI(+2<81FdCt4ce^v3n_K65e9R6eE!WQ`d4vMMR{zu^V z1n>Tx{Yr#C_wN7)W((y18+9rx-W#`r4}YXEMMsf0{bLjVi5CAAUIIKUw~C{C^|! zAAy7|@cwV}{0}PsKdf(zpe%{Kqj2Yr06w4qoUI;Rkf!e}{|;E+g%_0FruN|W4`~u5W3%9{zSt21L2~d^E^7(1&=HApqa?^mjCZZ$;rBm)0c4iW$Kep+UkX!nsfj1~S(x2;eztJ63>kxhio4J` zkL~Z>B*@$_8XCim)Gr=FCGW$M=DyFbD24FPqi1S~=kRb0`pus5N~JfJ5D{eDv5p8J z>RCT}lK%G3+-&*spMg34w-0yw_g5kP&ZPfO!~I{?6Sq5((7Q?wG{b))6+(rq!|=f@ z2*R)cd=D4eFT9$KtOXw|-1V;?EsxFj1GkTaU?D}|-LdOOUEW=Ig)Y7^2REKTO7YS8 zG6)BComL4JBzCMBSg<|3xE?QRAgUS+oqMb=cm|jat{-7YMPYf&JJe~R_>lr{z$>ou zMLIVosS41XYV*UV8H4M0KQ6CK08-f3 z!2SgY264Bok%JmCqpz(UGKL*koUF$4p=Va1%Ggu zWhp~YNMCv{U&=mHy>_p`hM4?a3jhJ+Y67gop7R5DFc6V3Q)EAsFE6#=7FuA7C4L9)bNYXlafv|}m&1B92sPX)LIahx}~IU~$2Q&0WD-@WP(3g+o` zKtO8^Z} zd|XcrW_S`y?|GyV8rO;yJpY?jhdO>1=)491Ud`(hZy4|*0SB=8ddg`_M{7O*a9^`+ z9v&!yxeh-$bA`FS+nu#8CQ>2pId-Vi1! z{VPTDkkd3#EMYVrA{u9o}78A)ggre2a^bZbH1Gmbm}+R;{(#-Mq&Oz0iu?ASQ7Qu=DBP zm_!n~nH@ASH-Ve>8->6LwTD=Ib0&xlf&@&?yRYL+MI+@5)kMQqxju;+eJt4mKNnk} z9S;&P!wL56RW@R|ahQ_!Zz;}Ql#DXitONO?9rYm-m{?Hjuih%o*s;Y*4X8=FWzjB% z!wiwzlJ@+xBM&_o_t6%DUzDaHSS2_K4g30~L3p>TEywnf(TE~Ks?;aP6SxNGHrc6+ z2jq45-FeHDhIJ$n{AD2#^}EU6tSwZT{Q7e|M&x-SyWhh@cqFGC=6ZW=>B>}x6(k${ zDNcwtsf;PelAymPQ5pMCjoY@m(1jGwOR zz+j#BVMR@|I+1d>{}s7vjLis?+PhAddJ_&J?{E8r*l^T|Ah!6h)UrHfrdCpe*<3#S za5b0qi2HN#P>7^X@{aVfx?ji}p?b_x=8tQriiW04b~tvfqLnWWN5bndV`pQ~#YBN{ z|82+9Ayt{LPAQZ(*?X%~9F}V-Yx1gx6)yE zR`0e$4WIA0=#}T>quh5#9T8Ec_8yJoq*q2rzD(}IZ;rjxU-+4Tph2b`0$vMGFdPwSk}=+RO@go{+7XIn&%qK| z@0g-i9fAimixYUwjPKdkTxa#>2^3R(aj&B$w<&SIVqchtPic9d>uyeCE$W3@%j4-w zwmBeEa7}K2wrNl=JN$O1`kGEJJ128fno#12##e{=A6s}udF@FntFAES7MMAjTWI$5 z6E5&9NNzgAGgRI04lRqkRQ9F1M27=pha=%_9_9gwk^~VUg!m*X4I%908W|=S`$ild z`5|ujZp8aD5Jdu(dI2-5-N-;nClO%XzD$K3v8@_xy|{&iSzSQcqmfb^sQcmr!NcMuvO|El1%_63d>Lg_V4d(s`x+(c|&h z>McnT!q3gKl;)NLE+^~GpZitwW~&hJG%Ah&^C=76O%^J&_578S9Cewfss;&HX~N<6 zQ{y$_8bwzuWeq3b_)n&^EBtinXESqT?nH;{L%0%^2X6r@uz=Ok$uR378Sc>ILc;Q~ zvf7?#lgA|`2W!^Z^5kg@o8)$ENy4$+=^>QDATK8}r!F}f+o&ABHn8$N)L=nDvPc5Q z$BZ=hDAvim--S9>Af!g3zJY2Id7%s9or7XOm#AdyOh$$F%o^5YY{wAY8HD+?=TQUR zC6SeRye>}UD;Z?3ME0s}iXPkr2OKHvUT@yws_gjZVy2E2^aUTu==ZPaqNAQtp-GL!xa5<1x}p{fSLztWacf5=<2W}e)e60PsF zg`dN?F6b*)6?s6LoC&@n*6*yuuAVe)nXh1Fe>*R%e)$!hnpMO`xz? zdbdO!Rh}$Y=I$AJ9xy1G{K2_zFXmW2%2tFkPIj}EZRG3OJn9VZFgjsn^T?@+9_)Tq z2wrlAJ6aig!E^YG9r$UZBsHy{N;Z%i&=#Oaz?Y~jKh8?2YG_6( z4hiX!u$&RlHp##lHkX;=5tLFoZV}di<4ia{{+_=*ywb@?E_z8s^wc>koJ2rPZ1#K) zd6=ioT9G`QU$2g+YG z@3bW@Z5KCqpNeK2EJHs{KWTqcKbYZY6ZwZsuv8|czNyC|t(*X_KYkABqgz}% z2EBk_8&_I`>j(fku9*4Vb(q;hjk;}Ppsd~18m`a(qjM? zA7v>k6BE_0G!8blZPNgvmRGwhc06V1wK#9!i8Aepr-6MnNhoYc2+TsCT4N>1l$(!# z7?fv{*}s=!DJLWe=p%Dp;gHgJxbyUjE8+KHQYthv0VJ7-5d6vQBR|hqRV!d8{C_4- zxoL`J&s0V{0e_9ph0jGzUTxg%gV0EM<%zbB$&ym}&_+@;0!{}IU`saUWMd;-$`?=m zjktU?`!6;8?^?K57k}UVM8H--vL=`EtE)PO<2`_2`>#@O5lS!FzIBLlF#=$d6q6Gz J5!QSAe*jS*?jisH literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_33_4.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_33_4.png new file mode 100644 index 0000000000000000000000000000000000000000..4f62ff373a449d782bf87a3acee68940748f5796 GIT binary patch literal 11911 zcmeHtd011|x;Gx}(H?L(r>#g8sC7fC$Xvn5)QTS6B2b475+;#Ji3|oALPD_GLhAs! z(*iPtQblxQK!yNeib^GJ8KQ**2#{0>pg*y?J=;-{4wCdO3N=)$g=fKB`*xm5a zRp5`lD&!mR``wuRKCwDFy1&!@FZ+3bp#~R;XZIdEdn7vSY(fwvR3|d%Y|QECv!_p; z_$WS<5_>8->LVKqYYVIGADujVHfEQl*#!>1Mm6#XkwmxfYu)x z>Tka!u(H)#v*yzl_R($M40jXE+&}Hwb8l*etQ_UL7TxMyo|$&|(9zc;zx8~%<$BIn znNCI7VILl#UVMMcXNTS|``v-jthH+%2ZgK%PgN;{*$;C23~Ik_oOg zQb*@07ism^`D`r~;f(u{UF&|-embyZoS~t9ZY(lf<~6F)n})Cj^1c_R1fuD zl|4D5EN63ci~YKz2{2hM@1z@@%XOVvp8cgr?3Q`2*V0ruT1CE&?h9F!$m5(`yfy7& z8r)ajkaR$mvYRX)-zuk}MptF(M`pg{GFXuV-N8HwR5DrKWgv=+LH(aEEYqw8XJmWt zo_7frkSTixH)Y8xAl`MEH4FraLpVEd0yFPB84Dg}=4HyhW^>GuxJ0zuv^Pg~30~7W z<+|_`@^r5VPYp=l!fY_dJx!I*pp8t&CXT4Z_|XW&jYj)Ssr%4m<|Z5GrEU^AP|`7$ zcm~y64{<|NV9G%>@PLAc-o1G@DaWGP)IJIN%d-6jQc?&8fN4cqhYyGO+N*&O~`dBz^~p%Yq0QeJQs1MJPo? zawx(kT#V|S_=EEmBJsZX*G*UAEMFZ%gvrdjt0C^Fv6~`+%_&Y-?X@x!IK>Z;@zPOuFV%pM(f!eCgYp# z>Bo>jFlE$kLgaGd>4;&bEN(Eie;Y0!C@<(0v|oWc_EYwd%`r3uLd7WenKItvYFjaO!o~PLZws~p$ z$!JQ)x~}S89%oJ$W@SH58!zVPIA_YP_uW~<2c0K7NvdAGW%BPtVj5F@2<7>`|K?|s z%7ZL_Hu$2IIetx+60)j_cXhL4D1CLB373ra5vXk&-Y>|MO^L(;6Keml5xX>q8b+2E z+pfsdzdWY-6xSGZYobuqmDw^+1p#Jtk?OtCeWp}jWZ=v+c_6)LQ;F0~fr`YR!;EeC z7HsrBR_BkpxG7}QwT%`yx#f8|pFllMmOC3fY~Q^yWYuR0ZWJmi{V?Ozg@i8#**0Ib z7qqTxkQ9W(rA}$8rZ?PeU6&(iypY_G5VWxrqosc-Z-$rVk7=5j4H!0I?>t=0R12n? z989T5lZNHwga;x*mceexmj+^mC&4G{xs%g2{5qSXx>80xf)Wtn6Nq3+?Mb9duE~}S zjtn-#lGm=OO#`T-eRKH8eLeZ)qu~1esRD6XdO^ub0+pUBkTf#YkI(xze$pJ%v)q?F zzn^jn^-g!Xl#(lp+iiT$_UFNsR>ZYp$tK?3KD7q!aHB*a`I)jRk(f|jS(Zjnek~Hy zQF6&>hRuqWOj!w=GlSmb%uQfPt>^j4cR2CFMClzQ?hxW++e|NZW#(~@_whc|@FFFh z{Po+7>n`Lh-Q-k9W)%Fy7-IPa~1L5#euP5K9Q5t47SwyN344`FG^6rl3hO+n*>(IGj3fZIHA* zI$stvNbYySQwI9$bi(!m=UzC?AK7e>^xHLVid)#5V`Mq?lHGv0>nA?74ZE7xaUT&5 zaHAf`Cr{T~uVK=XQa2~1uw;GkMAh*=vc9ldY5F9Po1fzqS)RV*MLKjGR zIQ5H#CTOMk?NiUk05OL29HIT-b03;R-Lf?EafJdZZ~z{)PvAA6bGBRFwM zIv=SDaFQ%_{21x-jO4pvbmHpf4d%{kYBtW#+|>(Ol<9p=iEHT=lV~T9#k0V#>7tHX z@v_CMv(dDsIJoI*q2c1-0zCtt&lr2yUA_=oJ=Ifskn;L`Vda?3S1#xBa|&5Hwnvfq z$5wk3=SAWYX2aIzhT9H-(RAn8nf-Y`KV*)rs^!c=1(+*oOt;a$FM@4r(z?*>08M0XrE6@iV`&1 zepTTevf+2M5cIOEPE84?+Pc{~Nl`1$w`u!4&r_juIX0VQOBFj^C}LMTQX`r*p%Xk2isQhA30xpzGEP=e{M=IXu%6a3BI>5=S;0a}o_? zV~s6C#lxzC@(cnM1RtZm7r24=WjkB2jxB+jQX8|pB| zmgbDtePKJF^RsMM)Oc5mn)09X6*O$LU(Y3{CPWq9K~F}drI=;tPU0i3!NbSxv!!}2 z5&?$kqWxz0dr|7m_EQylGd&%xPiGW0eW`0F?!SVUY@5lvkDArxtGTbbr^a9g8|!FY zm$+n(-#XJH3%1SsY@|Uic3DByRK+U$?ww~9LW9&PRzYFHXeB)HGpQbGK9e-RbAEXFSBKO%Oeq@srN@^9{hPCPox{) zx46lPN04Mo+{Ifstk<}jXZm{JJ`Ym1Vs#eHyx1~s`BQIX?Gr0mJk421qRqV@k#`+S zqNWDahObI?6QPd07Tt>Q+Mj;v%qllJ=X)>%!0OLN+NS@4orw?D>gfCsJCN5O+MIgD zVJPI$>{$1(qP4v!JgLe$>~n|U^;NdF+&2cV&#cUEZ)f|K-%!0?aPP&C8W{HOO< z@uGOszk}z0T;lxOwO6?4=$z~L1D+on{?!CP^nEjhwiY=rmyF`3mf3ULxg)IntOi-n zI8T$0LcZ0f@p66>q>|TY_KH=|J;8yf!@#R^blDc;Cp4*Q!tup#Gdcz)mu#sIbOZ9hBz76pw&zrFCxd`LB`?(S zou04n{#biZ2Om5vWa$U0CzWz3<3K5QxSra)F@Op6*2TF^#H1}&bO+Fe&g(Xzu>vOt z+5|VeX}+<&dvY*6p+EZLKS|42%rJ!~=pzMfXZVeds)_pOrq@N5!xgO-?b0RrKFXMH zS?dgI{zvsl%F;e(_4Bo142CmYapF;k#ZMpoVHeefEHm%Ywp;GrBi9A=_%%C!v7kOO z3qZ$8>n&i#dHsf+DtSWjrWCdAOp#@>HEq0nUsQ_9LH4to{lTit5BgA9Y1CW&(Y>DQ zo3(nQokfDd*@Hl9s%*77BnD~{MC|MB@2~s7p-%8lKM?&NByxYFDYudgdDyN`aI!Bs z%}eNy=Aj|ZxDrl}V*7g|mhO~2s5#6Mk{rnU`aCMVfD(HeH@nt(lu><8BpFhDvk4TB;sS83KX?Nv6|}D9m_@R_Y|pvpr`A*_1TX zm88Z-sqoTH+-MN9Hzk&G;$zScU?U%7{s3h^dI8<^z3ir8qyu{wkmA}y~FALGcN{1KQ)eucziM0&AF#4l|K(NR$Y?$Il1 z&e^qWKN;S3KECDV-Nq2r%ni{5v6p(J@#SJ=&5gO3*nzI;9Pq}CmDf02&EjO1ed8;4 z7`CQ`hi@`rqDU9kbPDl)ym zh*xCIkEUeK)Sm{g zS($*zIfAwkh%WduHfIbQErQcGOs05|<#&BVfR=oE$!C7SkQIWEyQ9y+$T#+=pI%UElfb~6xR_X)He_KH#E;h&* zx$C=B$)q=M;!h(3n*kp--t@~-99+7eB21)BzcH*+E8O3+h_eCHYOzqO|E~=@Te9Dg zU-o(0k$uzMJ1`g0x|P{6ud;x+3qwPZ=}Zil;;MATq)!RP>qoYheaLe)8owmSZ#JM2-4+1k8*-DrjP!V({(p1}PG zzr*IR2kpYcRu%6P)OvuiQEi_tZ~&H-byvrBZ|>`zTY&hUTnOBm;GT2P;<^9DI{cp# z!~b?~{~gufB9)AX*e*MK3p&n{t!2_p@vT~#xIp$&B#uL7e}?u!y{OEG&8ZCYHvGi{$x?&3;l?l-X&qwJy@hCP&IlXiRp7W^iMqAfAM)kc} z?I50hGfS?F5I#B8MZcs?OeTK!GVjl5Knqsf(U95EjZ6Lh4UT5ydB4i-g8HM*G$zN^ zNZ?bWZbj*A&RiqJ#!7Lk{@C3ANk^cu#+$K-y~tuB>cpg<$WvuOYdtByM+K(TlZf04 zNoad&miX#VevhUmk&W+QD@}=Jt}h*T;XD&+I3j1s&O^o3qG~Up0o>tt&k*D__RVc8 zi8UftO};Sgba?$BbCZia30zP5|APfJ5nDGRLaC{e38f5>RFbo90KgnaGsT1RVrZ?K z!V-x)j0}Wd+yUUO)#q-b(`0tCDISiEdch16d?hxDK`D8%NH&LDd~6HYPR)IEWC0Nt z!jc>r0t1#ff!S|?rxhPI05{(&?;(I~EMD1to@~{dTzYsIas62&jAMFsr(LnSTwf)K*qD z!fOsH+D?4{0?K{a_8kjskBX_be5sp_i;@C{W>=Zy_nY8pD7^xcWNn^uvg;TI8hX#| z*x`&ovRnyE(3@yK5%&cJANNWt@PuhF-aYL``5c`OeYvQLN1S4InP`szc56(R!Z3q~ zf352!2(N7e8MTf>c~QqSZ9giGe;yBh#v8gBj#3YyA9QYC0lf9AV-XqB8YZ2CIcLdo zB0(v~^ZEe$2V&Allf#u$A5)sD1!}{zcK-teREx{q4gGoTXS=Zeq5pn1~6Rx!CqE?M4nY;Lt zNo-C#n=?;PKHAy^Cb<8VdED)hGRtFr*JKm0ooCU<+O0<1$%;*UdcJQ4ws2R};#t~( zH_hYHrOaagRbW78c~>DzlWFW&5^kfX%8OS1gbV5qO0djAi)F-uuvhK=5f1W88-T5{`8nqR2obYWT{PGlx|31ZRyMr;mN42Z!KV#M(6?$H_w{)xc7*A$8 zo>Wgh{p0rgk7h`v5Eqm+ab&h%B;FWy=zTC3GxkVU?6LA+=H9#I^Y)#bIr1Qy@j(88 zL%(+Ie9>XcUs(NCE5M=MyHtCJ$Ve!|F17TzfF~|OGi=WCTizdPr-?c8V6xQq4j6Xs z4)@tF-6U1Z-QNJaI=+jMO?)f(`TtJj`d5$dUgmtJmoSo<$CN#Qt07RbprbR)O#`I* zQY;`x_RaKCI3S8i=_DX}e4Op%bO|PeB`jI}Kj$5My0szo($I!cn^DJ)@KJjXP2>aX2w7~lQ!3%-NVi>xb&B?Gl*7&0qRZFr%CLx*$m-4`_ zPXr8Y$~9+p6R#M$UWPTJ{kAv_?T>%3IEKGD1OoEv9&IlG3XBz-o_jItP{mjj-z9M< z6+(~4fY8a6tcqF|`4%JttPK0m@Eiyq722!0^@&t3(F8Zlhm~-LK4(e}cVyW{D%qTs zQT6^vfrsKUR91ok^8{a~pn?O6S%`2{IL7RE)<%4{=+n}yz@}5AQ0d27`T%6$Llzg( zPX%ka2tY|3{P|W%nLBz~(lGQUuEe{n?ty~RRavR%&CMH9Thy1|=Q^e+YC$#W?}BNY z)u!2(L)+H@b@Q%1{h*8!|ML7J*Xmf!G@M>=hzRs^fU+zBsOBGO%6})%f7NU8uWoYx zf^NgBU4dgDC^DJj1pt(KL&}K1%d_`anBbKpa(H`%Ha!f`rib5Zt3QT$vgcYHbp=k} z*v;Orc#PF~qps+t?_{?jLi-={!(9uFF8C$=?a?shI4Zc@T5LkxjxR^^B&6JEwtrp- zg0#0+9R~Ayw4J>jPL?~shmkQfFGp4jl>s_3Blq;57{y--`$W+_&zic+0&|fPFOM7J zzFOvqlJ(ihpNW3cP`L>ig-X1oQzH{EhJ1YLM{+``k|JPvck`zcI~s<(g@!2I3OBA6 zEj3^s$71H|Aa95p(a@N8J#nSKx2vUx32 zW^Bschmx6UK)a2#`hEbgWNCQ##5CO>;XyD82?(Z`0hSzkQt5SbAOs5Ip+unR^$Ut2i!Tj(u1j+32hJ=~vhLgTT)!X?Iyl@TotLis_U~M_B)qi)5bJDX{_QwKf_=lRXhc-THs;otR zk>}$LYHF4VtNRcn`k(?JSyjuB2J{dyuD1fi>lqqvi&cZV{S;_bQ<*9iicEkq?vcgU z(~=lgIOu(f)slt^n{Mr8H}R>oB=D4#fy2xfo!g*r!U#E1RFrrK`0I4+TqcFCTlvqx3cv%=EPJ}(LRW~3ultZ8>?(hi?BHl zMYus}Q5{X&(9+S>lAVerokas9*-i{UQAhS~QHSWAIbtt^yH!q$qkL$@Ezg}M-*I$R~ZSab5E+an93hQ89w*u z+W1kUrD#**6Ozc0O`P~MD1z*;@3Y|vz7XUVVyqll?cs|n3 zlz7}PW$65@Z%G6~j%@wzK$w2jh4?v{NDNBX1g82Rx^kbxU|8L^cGc0Tn+pUN?OM!Z zw#dgVOGcl*GX_e`u)~QT0T1$rI+yj*vuy@Vyt$626BfSr+N)oDd|uiPn(w^P z1am)cB+ygQHEmoAdjD9m$I#gN)72LE2e8P3#LKlbTHhDo;2R^gOrL>Wa%3Yv=AW@0 zzkLM}3PLs)e+$b z4tJwv2sV&-I zk3Z21rfcqCOT@QUVqlu$OeN}uWKk$+LWWbT+00_~jeP5^WgS+B7TX8!&4P3;Xw}-;e-3aj9TmEG2@hQo$$gM4MCk00 z*jB9X*Zi(d{5DX^SO36dItD$f<3marC4jE46J^moz5Lu>Y*YkWcu=xL;u?M&h|@<< z-|*TmCfVp+SOHpgMzGONINdnm3^5GXA)A5LA)FYnH_|;;jduUHQ8g4*a^+MD(fj4uf!%;vQzK`s3nA>fcjX( zz1Qlv?4MeGPOf4?8OG5roAClbqnT3AqM(f2%2bD?8r?5S`~ociZVP*J0`wGe`}Uaq z`kdi9wa#$|5?OOKM2gk9q69#Qomuq~bWnaLGe#Rs@QZub<_A_q%`Rv_|1mU(bm|Di4Vzd$VW8lAp{6K00%B2>WT>cD$F L_LS~Ee*XUexf=|+ literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_36_2.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_36_2.png new file mode 100644 index 0000000000000000000000000000000000000000..888b9f9371ed44ee8143818ff831f1f6e39da695 GIT binary patch literal 95828 zcmd43byQXFw=TX2K?xD0TLeK;KuRg;F6j`YB{pmtY3UY_lI{lSO@q=YAic>=h;%pn z*7ox~=iGDexM!UE8~2a9#$dpD_u6aEcfNBz&ok$GH=!y@(zsaUSO5Uv%F0Nn0RS2V z08ka~V}K){#7=g>U+9ivvg-H2!}Gpr2zdU$UPi|e0I&&=KPY4K-q+xufRm)Q(_1@p zC)f85W`ON`Cwm(^Cz}t(v@T{2jvwqGv|Q|*>@QepEuEa~UvY5!#|7+m4i+4Fwu|uq zKnuu9yis>c-JW+%rI={pyB&$BnLYXFYB1FqWSzq7AddZ6kT5uw^nPMHUiv^@zyO0E zx;<@D>}SDFzAq{`9gjXbw?pp-hywn&K`M_a#%*2el%v-a@}*oBP_R=Ippslqwi3QEh_Q%XyCMeN{2iMDAD--{z2FAUk#FT90l=KAj!7grE ztw{WEv>8|4r-cMN(@{@`YHQQ{+X?=bL{fX?Kei42S0Dagn)sj^;KN5A0()QHDz!Je zW0x32uvS}$1aO*kFa3I}%rS6kQb`JFSo>%*Q+03D5`81h6(wImfSiI4(yqv7fGHdM zt%urUrJu#;o({1{27~v5(7#57)z~ki*3?9F-kgbq&Dph4xWb_nz*4%$Zo9J2E8Mfi zJ0^9FE|I$nmw0(yQgisiOHK?t3Kq0W$QT zw#u(?>ul%3@SjR8byL`hOZOuD zA53;NI^SPT;@Q#+5HmD7{>?dEWyTF@IZ^7ZikO2mk;TZ6`iTmaw_cKOR}D-l3{20= z_@zJ^A9{Itsb~;!o9kyBoC}@7L)QjGFaSzd_!+dD%mT4fzu2B}Cy43YMuX^4ZjT_F zGBGj&xGffZcXuH``&!~1fyZt`;-&|+$F@49$M%_;&y{EBPewvrKRfTEM?m}gU@E_} zMIStA8n4n#-ogI;X_IK9@%+f&fBuNs+3_j8-f7#P)Uz}C5yX4F&NpS!c5~X}kGBv` z#M0W{-VQudUZ9%NceKr#_z>zxfn3BGv~+J19%1dumfuqso&+nFE%`!`_UaGc%#p zBf_|V{i2ua^6~gc=W;MjD4vKX4W6(YM|sPs)cE00@{zPcvIC)#(20}h@hIl`;lRk- zXg1wrWiZ0X@IUuu@D6X1qy(Mc9X=3&^q5#E+9y%%Xnwvs)VT?yJVJji&2x4 zQ1>lP5)8=S+-K*5uF%`e);wt1Yi0biMF9Yb1};QEW}X>(cXS2-kaC;j1O)}XFdx(& zOy;II+Gqnr#aM~uZLKrBJ^{W^gv%Rxf{p|>y>E-&S7?A#Bza)yV@5P!vfLmNIkU&g zgDAlH&16>B<%uo-X6{?yuOom^P6+UG@|5VI;6ANPEPC5ww4JAkPpMu#F_=R{Nw3eK zf_K-|NiRQeArqj~pov^Q(K}?y(1!^4IX9PbA3iz(CKT}9=_BeFGri*z2P7k@F))g%nk&%(4l$3+#-aE!iQb!9>*%53=vwKz6Z7&C0*uCT=PQjm1i>&72zQcKj@?} zT4>&|@3==|{Ht&jwo{j~Km6M6{a9`v|LwU?&q0q5O0{hJ)Od3z71Xi60e>~w|4ix5QGMsN`@Oy0 z`FgMUfdX?g6D=Z4LGteWDLN{OLee)Dmu<_Q zfCo+Mo(96Pk4H1af2mcx{9K(1yA&Tb{+|d;`uNocYrSBN60xLLC+JSDuFG)8kxuTB z<`7X@m7VN(#o9l)wY4)`i9Hd2fel}WoDV`GxZghS24Ybb6IQV*{`NmqEvyrdPu2#*4?4y>1TKZ7gZZAJy8pEsEa@ggcMSjg; zHBN+7f<)Wp+wgxUSmMcGw|`EgJ0mDamY)6hIsWk5TP1<4SxKf|G(5QfJ?wX-E}Q{f zAU_vkY?H!6Sr*g%%;rSOTvS1t>%}NXNJ*%p5!-sxEW4pc``nUvI>Ol|*dKy4Z2A8L z0m8ue9zXNgDx2c87`BO^6u<(#823!EJ6rOu6GW(vmNVf9koM7+_aAwmR&T~%%LR7+ zqegmBd<<`5%hGX$b;R^J4fQTk5T`wN^IMqi^`mfjgyD@91`^yI*9Aix8-d-HGbJ1x z93y*sfW*M*0f?Z!@*FLXShUJTeSAcQUu{uRdhTbPACD`)@HiFc|5Ip!WPqZ#%I!p2 z`jJ}|8Ga1%#96Ja)Ivh@ZmTgOS=H5#Ei$~wfu+`~-S3+P8KFP$L_q0TSzGH_TzZ4V%SY{Q`cPL_YALZz0o?+bN1po~9q^@>UL*^U+@yWP2PIxM zx$y!kEgfBb3O|&9*LF5w-gWWu$q6ptJHXzA1^gW2LIt@K03yh^F~r5iK@MPDA54zC zI5GripAd)V)zyv&zX94|&?Z`fP@{nawrRVz8x$Z%D)M`0XdDV)JyqTfZ-`zFWn2e< zYwxX}-?wjGy>c-IRSPMnF+E_^cJok1=q}aq7PBD3n+pP4PDq_AW4I>%tC}eHeaCFx*UXr8j{qYP|gY9zOynv!DQzg0~bCP)Ow`v>voc6gx8=b6sIFR6Fsv}%| zX8nQ8ueH_N$;AZ(SXJ%H73>I#dTe0nbk45BEYTovrkdtEUzfba zeZtO<@nf|9SA2Y^tJjk(d^T;;77Q{7mE(qR5Rxdhv=Y}`qWO)nkRTk+Axx7a9sNdJ z9PQd$guTJ^mHE)uP>^Ws-R_SU+*!ntt(ctX3vPh_Ejub-V z?g$5mf)}TL;qo=yX?#!q%0W<6P2>Hm;ljLkA80KEpeMnpU9a$?_5Q2|@^By~>iCx9 zJYiSbcFIaC39pKXO7W0N{prWFn%c4-#Tri((mtX#HZ|GrHdw4ATfCE?eN^Z&+MloM zJT^OP;~p7L_D^9@^%4SScU$snIsju>OqEa}<!*?~n|U zpo8r;E*j0%m4U&B4rxB%b#mJ7+^HXtpeK-0R_60Q&dFFQ%!%r7-$)DefB1^jda@J) z7)*7?48o&{(y4|>G9BNOil+8w)8j=<>g@%v4j>sAKQsXU{x8Izl8O%YCeNXo2#|rn zWZU{VHHE360oEHQWYLR`BWc>L*Cs$aw8x9aA{ENJ;C+RAeKF#=baut*eT_bt1QkLm zR>yVR-@8hsM6MTWZJl6Iq0w!pMTzrI6+!v)w!Yx!)iS1JTlo;*8f)QWJO)9QLjzgcl;UO)q@C?nt-u%qJR$9I4b^X1B0Be88dtde~R6vi~Ex^ZMdw|8Rg~vp(SfE_6Em7#mC| zG7CURNC@dPz-XnjkN;}>uKV_iCZw*;S-Wog>A<04x*!>grl()a*#ahwPcvaS$sP8| z$qC>q8|TvV>E4n3dh!M>arkoeNCKksv5&9&QTh+CJ`F(vP2C*iJ17YQW#gV9&JlN1 zJv4V-AWANEkz{aedN@A*R~A#hu=>T6>NxBUJ08P+B1;e@c=+1VmdfH1{{Ny*{65zD zk|ai5BMHK7Ris7UtD~fU^TeW3sS}a#D!G20h}Fget%@FzZepR?#Ba9te~Oo>Y1E3w z-AJ)yZv*PR8J_?Dn7O`~*zmG89NYde{sizKL5Ks1clStP$nqE;|3TD08XZ4o>Hqf7 z1W+`450nVmvHyzN|88^WKlf*fpA;8sHr)py-_(C`IQ&ybCeD&KfQfn^?Oc|LP`AwE zngkfe$OK>lgjhlwqB{RHTdZQ|Bj$<#a)xK0pZg>g+R+rNWfZ>_z8$0JtdMw!9$4 zVaEy-+uNA4w6=C^El>#rL*)lZt`vWAq1LoeaR+I4c@6B0QN{o0XN~^pge=wFZ|?)r zA7c0iqnxXsX*2r10hU#maxwfn*ny|mGnO766+O?uJ$9fNmTx$&YsF6?Z#G|Rc_xy-uES@5qCox|y}tixIZ@R9=^8S;M`AMC zFDnux1M}UvtK=I$|CjRG7K$`To4Vg`z?eH9Fq1L}D^nd9C9*Gq- zIJl(cNP%7$^sNL8g_zg>CN}=34rcKK$~mySUp4<1m4=}A{3lC6+y767z=S43>L6F7 zWclyRKAXI~JQg%|xBEYR?Ee)9AwBiK?b8ifGe&#}7iQle6(%QsUqiH{JfTN87%3>% z)a`g6jJyXXQAqWS1^$IE3G?l?SiV{SEg=>gihbd3vQ zaj1hNreubsfm3V@e-r)VWgwM6&Zna?+5@r_xwA$0D3?K1STz1Z7Qt5 zb#UYk)9C$SgEELFBa}=mAZyXTDR#jJ^P>>G4z(UcEdVxce}*-WP)2bp4sbv^M-^Wa z^7}hnOFYT@5{2}&v36~^xWq#QDl$DKsO=XWGmPJQh!C^t817_0QY8b4gt>!dudIiL z#8YR-7!1xg8jtU)OkT$Df$7WKF>Y7h-IieISDeNME>m%23`Gnh_=1Bd>+nC>(;w_d z5rdXp=~f#Kf;zhI13tP65FA#0?bVBrrWSTr&I!lVBi{pXgAquNRX!)PstD#j<)il? zAA?7K2=W$moEQ-LSMU574;$5$WpCl3f?&rP999LxcNDsf4I)a)zu!gOwpmbo)fRb| z_C8q|&+XTe>MZBhjEB#_D1W%LN-rUy?lssD^STIYPBqX7Y0qtzS!b-Xv*#%x|}Q>4g~k`Vy-jkT>q9M0EGbhJ?sGLcUw}?`K)ekk*5N zQOmh3_19%KVO!ZeN=jl9tJD^}ix*|$0v|7*YOpE_ z(2q#k+!6famE(@D{R62I65qK`qduG2N%4afVs8p^0-eqvFTuOq3KIk;dBUe2g*Jn* z6r)H9cCJ?0b;$Vax@@0Qhf9YtAp=42GMWAk@(>V`dMp0wS0bEi@x$3T}&c=}~<;P0}V?f}-JpN9Lnsr})+PsWOxc z2HK;X$ly6V%yc=V-Yt{xwMt42Fo_TCRs4JX8i2GC`&aAD2^45fgPQDq>h<{h3MXXs z8Q2TXYl2;Qg|0{cS?i4q5k!K7qAuD}@Y}O;2icHAlcO(8Y0#r9f<&%n%6eH!4vAF( z9C+c1vE1NeErHsAx#^f6_G8O&#d@T4bp4x%iP!sw9$P5Cq`D)a6b*Q;v!0|dRmrY+ z{`@v)+})e=Q7e)>Qz!#x|2(5S|5|U~1RIVjwIG#RS<_YW+Vq0JeOfA5WzTE;h6iYT z#fA2QU}-tpP~6Y(JZ(}#ErI^mh1ay>6!Ez!Z**vggw}>K1|%$YBUwUX1%wWw^|W@W zlvD{N4C^X-s4WN)BtO}!+}&fJgWjB47EU2SE^5tDi!uqUX#X_n0UaI3Pc8^29wtO$ zRS4-swFt8M)i(W~@gXuc!UCh$p*=00&E}V%daaQj%cVhJ;=c?cyQqX2C}Mh_mC4g1)m=ll z$czTpdRD|7Pc&=a`JDKa?7x!7yjl(wutx3`DP0sCV_EzO|926WMfmin)hZ6qyaw)jZ{9RSm03ewl^2R2ik1yPW?&h7{ z_5(+-K9=`p_=lu|ZvlPMa{mYZy%XnF^?cA*p&{@$dfg1q?AwpF=d2HI6X&o$mVfAu ze9q@Uv0LMg%*yAKk$K(qDEd8-A-!xheX?--=3!?}6$)$HTY>5O&ko7|P1T%*32Oe^ zUV#5W;mocI9HBHn!V08jt<78|TFIctCW`7DomNS_d`$!c8~vy&?_|HM=W{~BioaXL zhTbpR>n!up394?b=X*Hqs6ZqqB@u7_pXHF*VJZbmM4jFXx=~z71Q{9MPIEsj5)2Yu zEmNvf#2YTYw&IlbGGJUpj&G{I_}TjJl8UneVQCW+ z0C-_+YBHKp=JO(Ki`t#Uf{Lc|$<=P`Q3K?5p}8N|nX6gobK_3XVL~yna88PPiSYMP z{@K@<-{xS0XEYXS)T(F6^1Ggx7E1G&cU~(~+`BaCf*XZ^RFuu&$259b0g<@EjQWHL ztF%&u+qqx*9B@}!U3YNqLcno`#KS**H*`{FFdrd_C>p^hle`;)7wUM*}cTuI2n=d_%FjW+;mYqF-@YM84#%dOJR zzSt7cTnP|&9e~+cGGPHBJsR87Gl?hU8X9bEuD4QPJ&JPq@rRff=0tIven&PaaPfWP zPz0%PF!0d!i%vzE2pe^qz_SXpZ?&H@Bdr1`F7pUQQ`Y3i(pK|KD`a1rJfnX@fh{3n z4yup+D^r}3`nd?E3Xqx8Z<#>8LIsX-B)F*0E~=!%n8L6cdcz?TxqIntP!FF;gkZ(z zE&IfwfnEHwf9XpZ&!PW8UkYfxqI>h<#{<*(H~C+57|f!nN)sw(Lf5-rZ40;N%}PF@ z3w~Z4w&{9@Z6f`0sqTZcdJ}&>_1Cj|3FS7*HwK0q18#5&g3Jb6TqQR4@NU9uXh$N5 zyZ9ObW$kQ)SkD1=UUi{p$n#1Rc0=YlLVyTmIP8ka3}j8O1wOO}#31W}--9+(7KT-$ClKbKY0Tr%-g z;vsTCVb$tZjHSPS3=Qdh0+MKUvjfTtBI;z9_!@2j*-bNoKnika3DXQ2lqjMdey71V zkAb8JDEEVp5`WlKdQF)dK3et0YG(w8q$2f4(6Ixs`Pjm%xFk1{6G9yZpVr=wib{Xd zxx$`O>DNDuYp`Db28*T#KjGDH8AK~2=E8Cd7jab=%crH`dQ&{kM|16uLD8A_+> zprmAM5s~t=i+S!eY`HFZ#!9ks{!6{F2J6mQf%u;2Bp7Is!QXeVb}Q5l~sBhR<}=s z)o42Q;-a5-nLkj$$oBA`+jA#Om6|s6v&hFfqb&Z?!KGZj`jA;mh~FD$whOGUr*vn)(uniYN= z094n&CQ1x$J{ez`d{kt4>~NYeDYCqbW9JrNQJ zWk)3B$SY;dvFLochi;r;CiLb&>Tn)&CK%t+{C#L;JN?F@9Js*oItfpRM$^aoFy!9K-3 zjaA`iR?h;9N2WE@=nZW*J9_g!GFh2x^<~-Lp72NtxRfpYN^{Q8`D{)ED>CYar*uw> z6g46x)#vn7dan$6+0P7p@3dqKC~zk9dxpf{Sh784xDs6%?K!5~VH{2Rv^aF}NYwb! zGlMmcE~x``a*B|_p1bL@MdL$*C~KD3K2*f2L#Z-q4@@=C-An)gS5?&b6T#~(n1Iix zHBvt2NXukG0%`MZ#ni#l+vyS}IXXnbbyH?U3T+SjI3%WPnE8R-$tvwHi96?wM5#k+ zq>N8uYsaN0_9(OJR`f+{V$v!rdP!%dCc}CV(I?wEqkJ6P_R9h26R+9ghTJn>ei=*e zzRLAH@4mfv!5^@}MYI-=h?;Q#fTcJyJu<$YiU>`pufNuxY3r~u;wb1-mP_A`;l}v2 z?7dNZzCmVz-}wp4p%=CC43&>jUUI^`?tat8w*u35|D^VkDk~SnTc>Vf$+OP~DY9oc}2Z;}zv2GFu4@G&t3^2+UadP`Fi#5t6lvzqXuhBDID34uH#})WQB!|?* zeLUT4=7{Y*{W(T5l~=U_uNhQM>fN*Pr7H(eepiu{N{@}+l}pa@9ruiut^stro6JQV z-9FSUm@ZVWn=|`lql7KR{+w(xZ@y{#bG=1TvOmn2Qldp%OwNueO0*U@E<;b=)8cbS z=sQEoS5!>KhyR=6u`b#txb)&ZcH*~>3Xe1@U(yqJsbpBoUCNC|4=8}*^Oh>A(ZYei zOTe=VM<+qSU(PG&z*ndzvr>3IH?BP*W#c!q)ACj5z1iqj_F}bi;u_y0C^V9;M(DxR z2uc$Y2NW9RE=~2~UWGX1O+5(9)It>TUv|6K1V9ziTHarOcz<8$2A?rZ61A5U@l5Vc zjFbz46D^^J8*%j_e@4@b zfM~5fQP3aC-urt>gptLpM=J_M*v6TpjEpgP>TL%yFDvnAYR<*7pjL-!!r}Ah_-*0PJz3ta8dHiP|WA!7vkBntYwq zTjP8dXlv)+X`I@kN*MNDKcAJMO5-Dnk4xer^l9*WkEzT@kIMpb4k8v)loMzNE=ZOp zE#T@zpBZ-QzB>EG==U3++3b;*+6XY)+~7{30zrE|0IDH{;o6uw4OkTs$-eeWuUx}L z-w=sCNK#f}#ZtZy%y))t^c}sFyjh zYE~gEJbJU3e{!{2ibDy!{B@;ZXo!m@o?LC%UlkCvn){S*_!?7I^wJ$84tA zemIXly!cpCYC=9EPY{GXqUUF`0(~1_K0_VXU+T5^XF%m31QIdM%fD9XXS;A>$j?_P zV~Fn!_roUo$V|)!x$J?Tk7UrL=+GhEBTI1%FVPA7*1ir2C67#4z*h%H5_Xw&g2dF~ zzj1*L7>(2`JVB^rtsq5yxdU+ubRY@0EMQN@x7uml0hr*xo5>l0#d8USM*F1{;7D>6 zOpt7@L_le<&%MYTsgj)I(0zke)kx^JvvvGZl*y#NEEw^Ptz*5z(*0iAK7xeVxHZISj_A zmtN%wehq(0?Xo{;r`_VuHx#mVvn5>`B1p5q3fu& zU=O$BxOwic3U0~W+8mGjU=iphwOD^g~*D)r_voarfHk~Km zC0M#ewPOiL(9h zAZw%$+zGqaY;H+>z4&!5KQ8>%%K8_i)cIK zm&)Kn_-aJ^P%)$OpX&Se&0OX;HFO{R^d$I73bJ);`f#{BI&nDL&VywUM(3L_Cd?sB~m$PF?>hwxeiP~!A_Yq5Uhd&S-N z1wz>G(8!X0Uxzu8)4t^Bigq(g84Ly`FEwWY`43D zxxSnbx*KY$9xpOqBLjvLZK32k;cHqT^J4CU+^#iOI}`nVgW?w+Ji2C~a51KT;{K zey7auxgiGx=A2KV?#rJE!b=hcP^Nd%SDd=b$hR7g@gxs^ZI$dF6rcX`ntuDBKIZ^GIA%OIHee*w2sAxN-afshjnUD_cWsngw`w94nayw7>(tUR z4DCJLF=LO{4#0)$x9-IRuYE1dO6Y+JokVN6o%rKUPcLLNR!n;LaFpu!dWg6aR@k{Q z-o@P`aWslZ5nf{1Xw58Ue&z9F%>xZJ6PwOdHi6% ztR?5Ir|^L>vuFkmD~?Mi>`A*Vac#bJww#jOAxHes0jtTk9A#;`gSW5tFDwAx-gU(_ z=BUr0SrV_vK07ws6NGlJOp@{OS4O40Zp-nrXWbI6&yWbKt#ZT#jBH)?;^oy|-N1O8 zPDmX;Zs!Nq3ok^J?CJ%$3eV`*ozaSSD}oP8BK#7e53oww6$f;?N<6nG3<(9VJUkFt zhLrxJY`8!bH$JFl5*+o`hGEWU()$;UQHM6EtVvqtf|?)eT^#VE^~Tn8%%oLh>tRV$^AH{)jaQWJ!UZw5s9LqfgiQL_pli6 zw*MmX+WLYRXb)zwDj877d)~+i+5OG@p%!%NA$?QXHCTw;Vb?Z<(&(G!HZKsVdPr4=Tm@f~(Ij$S3VZ2{PZt5sjGS=1k#V-d#grb7^q zy!$fW0)KaV_;{Vw0zLz8JBl|y@;Wn`%b+fC;iS~s)>WgEGbJAs37%9cymSCGj3zC2 ze;1XNRBn2vyxvmbn0f_anPfC?r6BF!rB11gbTd1(wuMIvi@zBjM?L6Vr4PO8hZZlu zTJX3tw8QjnuT@nmxa%mcg`YnK`kN?4~zG&^ONbnc69AZ zG`@7XmWc>^GzlLn536AZ2n>+nB~9#Fzq9ok5EeUoZKu^lYD!0-L93%QU|oT-G`&i% zaXsJZq;*pxC8gz)tJ_r+YiiPm#z^4x(~Jj{NyrK_&eyg$TPo^3wYR$gzE4bplQ3UG=J)pN=tdf@p`>|jBSbI>`Hz8}oOxj_y>e%&lD(j#tv`2`?-JOqw!hwOZlNnm;_n&?+l- z;S^NXm{{$bFxHe!LHo{~f8@Me?lWhYV6IP9fk%&8|MiNhV1@V0XE!N3|J0(1WQ^;b z)^LR0A*x@7pPtU9MLeOI7@m-cs;96(&Q&H@En;?W3ENiv}{qZ zi%H9E&r;`6X<6F1wxMaggYzbd>Ve z9Dcm_KF27kng9J!l=q+k>32JeHaicB6KCD-vegw>7`?q#pYg!2N4w+qAetuFho*2R ztxp3dY0V8zCVzOjA!|hSG0^H0VcwqZuNH78ZnpJ4*i6e$byEd1SsHW-lR@K!r;o4^ zOJ}!1^BCjdPSUQsqHg2)YT@^3t5c!kOHyk&G|X1A@ipzduguQ)rfwmurQq@8qMOj^uE7>T;#iP1Wa}*l{GwW0J~x4GHGi-9u%mKbQt)t~-f zJI2)n>Z$78ij$F0mT$(`I^PT)*OI}=23F#@UvpfQCZI7nI}ilBG`U4Zq*QL@e&CE% zzA)FiZ{kwkBalLzPkr@At4(ySw(ZT-oLxNpspy@9hKBVw3(4BtHVfMestndA=Dp>O z{E(8`WvjZ7$FSsInhX^yf(N?y!-`kp&!)7th0-2D^n%^&%sweHkW1bb3}ki7*-bZT zw0f!4fvG*P*v|GPt;D%oDrnM-t-LU#n~?R^1{>qY!lIqpqF60UrG(I43nnmKV#4FA zPgW0~3)OJ*5=->i`96@UQ3YewSQK3j|6pAmKs=yLsKZ+d0>6Ol;R){?Wgxmn;Li-q z2s5_T?0{1Tve3PeZKAmi;iwJ`7DejksaAuqgJ3QE?g)y{zvsCKhp%njYlZ7vbt4y# z);DVD6qd{T*^<0bXUmLnTOxbNjdu{mD!h?d&}b5Xs%9 z%MGooOzVOJV;l9~J(n%bxwz4-#|*cJx*sC%xju5GsyFWcvP+P7Jx7P8rmoe;<;l>E z(Mr-y9L5@Z-O3;i<&a28EQwfO^d9+pBE^<_^WnHnHdIys0SCiX1X7rxpf6&?tnl!z0`?z2bp^>N` zU}<5|)vt|v@h~K+6rs5WdH9|}tI5@tD*eFKA0ps;GWR$#z?pq3$VR&ItxLGv9F3QI z74yaEky|o1M3-1gkMFaIZNK&8TN*T(sEX&A9`8r4%~n z$Y{=uFxMpXdfLNm&A`xu)n&Vzqojx)>*x?m2h#dgV+@oFl*bO(Jx@be@;Kr$Ge$(W zm<1a1gty#zv}kxvp@9$K#m+<)N5i+*$__F$EmSQu(;4X5`n+(5r@X>Pt^rePB7Las zlQVeYxWS`Wx3O?#rwcp+y^>GN9^f4_{8hjG=O+T5tIAM!)S`f6_79^PW9v@)$tLjP z`n#KDy8+uWw8vV6U=w>n#SWrCX+$JBloUF=HP(ZFMlEg(y(iu$>16hNRPMHtC|n!0mio zfWglC{6*UZ8jnktQd0Yn4NhR?+$S#nklVG4%$uUNFSV>LS5qE3cN-a-jWYRd8T z)3;NMc^a~IRnFdC2YzCPUb zFJ? z9-Q~KZ*u%av5FQ;y{jX0u%hb%a3%k5R4tEj>VvksgjYcKoh*qeG4 zsAS*>BckW7l0%n#%f45*Y`>3ykccM%Iu5IN$b-~k^Gd8Wsr=6t4ma|&Tg@34ZrvRJ z95lzp(Qhs6#SM&Wa3yP4|7w&IQydbkt88&FSg=-nnV*XqZd|P%Xo_~+p{r#F+qc~! zzCUF;$ehfGFz0*w-gRCeC*q8cFz;u?oR5uR#H38(%ri=p)KrOFoan^O==$5$i<)5$ zaW2mry4v^Q)O9gAzgIkq|5Ww9)=X!LivxzK0$Sv!1S6+20^e$A^yI6S6Ylsj>9Dt_ zdA=K+<7usn2xNsgC?Udb$MC2j9rP5%|izwHGu9ZfR!*r^sn6}pj}i&}Wm9Yv}6v+iy6 ztvNbmv&WIje|0tR+3W0w$78A!gC9;JbppgVJQaVjHJ0ff<32w*HUjrOfmtder8O(T z05*pPy}yc1Jdy2M3wAIYVHHUf&8Q~;zmcDOvmbdTFhfkGUyEhS_bwy-o@)J$l~ero z?Ucx9{dHVeTZK?VYsU8`xkk>Gvb2hav(^!th}fZsl$Fy6J$+f+gh|U}@-hlVaDzq> z*m0kD&uKO$@|Me#?zkFt-MYp)Iqp?k1uIHCZRN*~eS@ozs!Al^vs@n2xhjkKfD8^?6#sUI~!&>E~5hNzx}Arm%9Tk zqfQgO^n;RZqer^eoAyf2uU-uYzLDmv@v0i$N#X(nG{E;Vh1bdyMP7 z^QXav(su7X9R}p$`X;TG-)Eg7$Rn>*L4xzDj`x&tDUk*2K^BKiDE5|Qb9SB1T2xYQ zOeHQ_|3FIGv_=N^LpHb&%msH+|CD?C{EBj-jdH z3G=yEhaN|#L@m4fvcIere$-JG9|3cno-#Y>mI6*xd8ejOLN4e;pon1M~ zXMtfZ%AuB9jk|)-I`N)QiDPlnI;L=k7=|nPN1M@UE^~O@XT0f{sRmE0YHZCSq1ET3 zH<00ASeI}`T48Wg=zHuFW5~Wc`cR477fjt9(j&e8l_eCi0BtY0osD)RH8#sDa(o} z-^@;b6hVYOc0bN~Mi4nS0L=0C-JP6lpUllR4Hg{p$|)$tw(Ne+&Q<`D>R*b+=B{>;g_G#Q4Q+C` zDA~+4`#Rek{N|sY(D&Vz##U-yI=eI}u3x>w!WGSnSiZlex{V5VNzlf!oAy1ahlj{q zon{-d5Oj^|GQC8sFX<)p_C=(uY3X#Ecz0}#XncO*mqNyP8L1~1X*}7A%5!p8V9P4H z{bgdDy>qstqN)vLnSw1lk)z&oT(O{0?klAL-_3jCkBbHoN;j;jvLK_5of!&l*$%qZ zaADW9wK|zhdd+@(cR`wn28?adeW<>=V9h@~A>b%Q|+ zN&U3Kn z@GnqDCx=+93@wq_Q_kC~kGlM%JwUbV3Un|Vd9*1CT1IHzvl|xpJlA;EufR%)%aP?#B;_8Z0Yx@u@*EptQ zU_wO_t<%+8Wuu8MkvFXF<-_2EM1^iP7JHWc^CBP325&6z;qArG=83g zGC6J)mMUk+Xz0}^X?e9{m%8|E8MA3eIXde~5fOl9_GQC2OBe1E4i;s+99|zmnTx6| zZt}LtV6!sesT22G1J8aw01&?*R|LRkh4-ZqI&pENJ*NDxrNk9n{urW{@VV#-(!J^D zRQ%XFLKe=lfAzRv*TIuvS%%W@mEoUkKi&2TpDJaIn1k2#+*#7)Qr_aU9%BWbCh)=E zcsw`$fd-zj;k_{D8w3x~{!_~krB~ngwYg)Vq~?-2zxY>Y0qdv}#F%(6#qLB)xk519 zvs&)e0mUz_ud$24>8>PMH=B&|3+6n94~GLRotud~90)cJ#p7G2_u>e8a$v?j=V}7e zH&V*?euCTW9%AlW1JyN{;O;bPU>L<7-S-CyB@MWNs<*zw#Ff2k>N^$S`@YZL^_Trx z|EL#d%aZ&G&5v%DN`!PB1nQlWVDOdTtmmW0qXk&U#aXR*roVia8lskUs^>X9BKATT zF_qaOo!6tQG@C~T*iR&5=8>z2FJEJpf{jyj+SfVesrSl=xgauT@Xon<$M`-6)|@Yv zgxcotL(f5NeaSTCx)uc~;n_>SDt05{qR|z}%fV2U)c9J+=YB_d}sjJQNBk0O|nbUx)>OFZtyJ zk_T_QSFQ?T2;5S4CmUX6eeY^We%`fLU5>Wv{ufHLu!XY+KKrz!$x=)TVsfjp24h2b z`Ky1RFH(F)H~*}X+Vf04oy9@d*jUg`g2oFMMX{0HiX`{>JtnlEUJKj`=qedWHmvFl zjV|N#{~}FiT`p3Ex>`HUsPz()XJMWM=Bika62{LJNL&>VEjm{~T)l0%)J5=(hr3 z$hgH7Y-;Z-cw#4w@jS5St|K!3&UHxFy59%dR%YH`;_+zbOY^Y$l8Z37CNb{+#kH^C zm9{rBr=>T^xJ6^7{|ME1GUMj+m%OcNa`a-AW#A@mSIMH!i8+dHc{nc9$Mq$%g)zYb zH@m-x76AIbHSu6D=nsWLu}~-!1+XI+3`zig4`5j+6k2Jz6$5QHq~@l2_!TYtYDT7iZ)H6*sB?OVxzM~oVdPgl3&`M1~L`U?+7L%`XCM?qf*fYB|1 zRCi7w{kg4PKXz;r-ii;H^g&g7axjmZUnfy{lexn&pt zph?@WbXH4=J-l&vea2(PhDl>%;&IhCfMM|=4Eh={dQ4L)W0mXsP3_l)_b5p6;6Gvf z2>5+60)82Bwea6seZZf3?&|v=!hzd+@v49C)Z>9bUCF;&QE8v6J~`IP=aYr|tiv{@ ze{06FH8dn1Yi#f*XKGCB3qGHWK%LLBd)vs7jX6K3qN=D5_*37@*fC9xPEsRDiHT3f zj7c2J>g)Yz9G)KgVYd!0dE;IHz>#|%jQz*$TY5oVEY{Qj{k(pS!_vQFe=?hD_C5Cx z3`bk?cA(Cen&_y`Z~fZ{7y>*=N(AG%>T#&40Xq%%jUC&J*3s#6&57e$kWYQU2Srs2 z+Gn)mY)i{9jA?C#tlOu%2Vx*ck zM>nBHer5W2Yio1Hxw>V z3^fCeQfpmsMe}5?k29xh$xI(dYTMur2 z`~v{M>r2+*+h5DWjXr$!#T^?)s>!TqkTs&>V1_D+%|XZ003<2+FJB})R~+pBpgn6N6~Mi zzb}zo?(P}P+O{?s&A>n;<1u4atE+ne?d`qT@XBkL{?*f1(0VvFZSKOb`b1zq`I>o?G}$P&;>7m$ zUegIE?9wK#=@X9H#WTLwsNru-xHEme zt`GQtBY&Kej@f9Jiu zL+Gr}3>>y???q%VvtG7t>nZBDuS65yslL0uXvfq-^hVNknXml$&hI_l=EpWAmbtHY zboQgYJu`5wmY(kPK3PcpBj(4No}M8{W!N`j(L`Jjjz%lK@8t>5PN-Zq50)+a~O=BQ>j}%RZ|%MrU|Ko#7ER zql@do`?TVS{l2Dqw1CM;d~zzA>-6`cD2Z7w(_NIEot#9(v5M8^GmLR7jrLd?@=JFt7KfTu99{Gx90#11%tuG0PX~EMKBn= zG8hb=g2conM*}!9IpgG8!C>(4LN=;3hDWv3qt0&bm$)t%LVTS?b|EL1E!ghRSRIAztI1&J`r6c!Pz(jW`;OK)Uyz98d)XXt%4u3Iar)y z?#_NI!{5cOt(MwOj&qb6k7LUt52F9`&ob`U0wX)eDJRyP)n?~3PVKHKC~m9JF?O$I z3o%TI;IPim5Ra#SbK1TUH~Bt_z5t%=p(43Ga4XX~ZhFS?;||OXQ#CoitupW5J?}0? z=j*Sf{uXssNn2edlar1Z2M6i<)8(GN$-*%Qj>o`md*M3=jK|;JT#dnS94j|;VV{2+ zX=ihVu~^4Ve+A8n%-_xzUqJn&NoYFYpy~uS6*zd<*pfrrDUK{@Q-|BgxG7pNWwq_% zPyWVoXeU8c_dekwGj4W7V{z2^(X73{Oyh`d+UyfRI@s;X$) z){9-oHf3Ze0sVgAp3nNHS3;@VK3T$#PTUv0v(rn6$cDhp@00Ow9 zrYG3c1YSA@T)}`VxCq&jEZeeWNw#ct%j(jq?yh!MyQ}T(?%p=#e1FWGnNz3Sd$%~r z^Uv;`Ic-jP&eI>4pfP7Kn(q1#(f;_VIe?IH`>zsJa!O#? z!X~`ujTa+hnkf2q%|CzOU|3)(He-+ufPc(s-0a#G%`KNPv~~@8ZoIyxb`n8MI)J!x zwRfL_VVRNFbE_Bu-4(h!v>MF<5iU79(71)q>aF!vLB(>>kPA@)4I&XmIDPl- zJph2d1QFE!i|}nYaB2|WxoZ!8`^0hSU6_D-_I+%UF=a9amM?1J2s3uCi;QX%fk5|7 zHWMb#s5e33x-_a}*nT}VZqGN9*Xe)^!_-7+#B_6~(#B8_BhV$&xXH-ah+uMbt_LjR zmKN$EEC^D~XstOSzKIT5yygKco?n9>x#mJ6jB`oZaxgURnbR+r>zP`s=A&w>kvfMX zE?1ms6(ZJGhF&f26}%-^5toM#SDWR-^?JFP&%J}T}h0_%}Ang zi?K(i(n@yki#`;w$S|c{xn;YUELvDFH@xJtK7kfRlnna*Z(|doBf4&E|5Y?@ZD+>; z0K1y|^o5>BpUN`pS<^(ukLXK*mGo0BY!bf(Dq(NTWjKvkJ;CvP+<1-K^Jwy)hrs)| zr9an{u|Cu~h@H*7{7Ye58AcL~oBSv;ca%1XvB8Zm4b(%hM)9mD9HEd+qHzR;!nJ0k zEM-TW!f(>F{i`)cu>aIRSj^w(I}dNbMV%A)-LaKZHzp0t6mBv7ZC}maqIbI1fjojh z)iN{!p&6J;5-LnExQp<%M~~uD*F95LM(FI&BnW_W7taZvh5ia@C1#rMoJE&OEf7WE z)#5)nQ?P(ZZIQ_sQW$d4#|=mp;D;toZfwXfdEDx+amz>=xA3fN*xgyz{{DLczaPW| z+}d-k!B6zuT>ro!{N|CP+#agR$4$YUMDr`^_UOK^Mne*%MNA4*IH!xesAK2=Rxu`O z#%jA~ZQ^Ms`zHIfWy+R=a>YesE`#}VsK!n1wCXvkqsEO2;X8V#GeTe;88=N^A~`a< zWTfd?xBeCPqUGwVB<(mMBv`}o$z-{RYXO>zcDDJr%__!Cg<&`ZFcpNKh5)x55+KUD zN4K0p0(P`Cs(jwuK7^ZA9S$G(L->Q=Y{Xx08N-}noi=9dx6Qo9t(HJr@lhrHauJwQ ziU1{e5>qCPy@c64xZ_AKY{!i;6-fS(tGBe`KkxKXUo2l7x~EbC!cOby{9jz-CNefG z%;u<)x)HH?)iS2R3nlyn*AxQAErCfe)wnfe&AMvbDvpKU9b1Xcd{>Zwn-!Q8n0!|& zo@%MR!~gCeZ1)Dn50)n2R`2&{#*IRe3HL5CT#0<#6cCm4SGNa~XxyxU0gUh5Aw93; zMqo4+6g85A9!mZxxjX)w}C z!>$tl8+BydW+c2oJ?R|XT`V$gv*@l(dlwP_qnkE@luNKjM})Rq^%@cqq>rd41i?wF zu+G|lY5;qV>jfUQz^r22*afCUV-%584=^+o$o^9Ufmu*JLj6t`d~f&9Fjy4Rkpf1{ z;mOUwH_jAlp&mDGHKvl3abqsNi9-j%wiAXuU*G-|PL6m)rO3Fk!ASt`a-2#Zw?}t$ z1phB)lBQB$mjBVX@emy(;Q1F-lEtyvjLH2r3^_Q7_dI@|mpM~O@7ZLr_RICT-hJ40 zb`O61+)aVTEldYMkT2Bl0)IZO<8%QVdDb)yRBRWY{^678d151%YgOmwAZlL5CdbR58+G*)aq&~sd=6e&du}su8olG>prXh z{(I4K)hA#L%d~GTkg35`@}^aX@r#F!#22grW)P-NEd5js)RGJ@&q}VeD zdNA%20Mn6Au5LhpzQSOFa>?g1otb=eyZo7)8RTNnsFKwLC-JueJ0)z;nIsPGCA*AA z+ScQS{lE6h3XEHD!G*o3_TW@pLUWlsUfIA*Af?1iLp04MDPS!Ssc{QlJ%7HHjS`qK z4Ne0G@J0z#+Y*{S>Vby;ZpdZO+C2sU`04KtMAS$I4sr2^M;iA$7_AuA|qW=#;v}ll8jBXsy7$}AeHdE zWtm9C;{8;u?`bu@=sK8*R3Y`%xJ6s~1jT02U7P;<3G<(@?}%EvPxoM{wKetlq9CIS z@jAmWyGF$<$kK&Pc){{{Q?Kn3!ZE%1RdOz>nzbDw(wjnQhynFxljUwicwZ;YX6&aC z<-gMj)g;NL5ae;w+M35pZ6##nh^CT68lOsn8Ht;#T+Vq-VTO=Qg5V@HirB~BcSZP6 zGp;muiRIcjHhgl{*_H#*fjNxlxyCJ%F@+!qyy@hn7cTUldJuJlLXDe=Q9pRiV8UeX zQIIt=ccu%?nU z=h#xqYqNZY@hMDbGM#6%up&-Q=HnLrd->!UZyYC&>C0zpAfyg9_WgUebyJ`q8{$8F_~TcepQPA~K>E8-FWe`DMAAL=rYUFVJwD4AH*u13856c0e-YFIkL_#+!25u` z`X$S_GPN^q(b}#w;96Fs6Q)+y{|k=HZh zkpA(&s0|nCnx*)`6xL_)Z#`jdzGzAJ##CwCI==Na^xSkkTq{1x;7n+u>Zx(ljsJ>^ zm+<9gm8oRP@JyP=M8XD;O(n%Kr8SkTkNL&S9Exhp*{Sr6TN6KJqffS9IT} zCGI)FKuVPxYh7VEF22yV0t;{X&)9m)7tg_qFIX7-4(?+G?yU#;B;VEEZ&TBLezGD3 zKujIviuRN?sxciyWkNEwpAl0@X71b?X`Z3tKzt$ad$MGgYC7*y+od9`!RT?g#6@3W zz~7gW>dBA*03ZNKL_t*PzPYW3HRTp125!uLuCvCiuC3J%W*OtgPm^q_H3icsij)jP zlBf?X+=Y!DPuI|gr0=c1shE(b1_|?&anBV8peCsD8)kz9qaHqPakkIm1wjaj@cG~` z7cr_N5Qd6oTCCe8ME%rW_QJ(zYGC|Vf~b=Ey<*ueN668!iQq|QlaDF%6`c9~A_6<6 zA;D)W^!=KBsa(&&^4_X1DDYzK< zG76GLeWft_RYuJNU`oo4F!0VJgYa!_oF3{N(=qD3#BwoR6K}i0|zB37+fQpBjg9 zJ6ovixG}h(&i8KGvvZ{dYUtF|E5#;(#_lI!mLoONL4;=K~%};akzw_?{{}&aP@-# zfV+;~ua&k*z5uEmILx!$B}dTohnuu(kQTD0i8+l~eC5MeatvvbsFIdKBJqe>=~ z_%Q>adFRgLJ)w~`Fn~&L?+j_&!twuNky=MNo-O{tJ35^sz)get@cH^Ei7@eqKQZj8#57Z2=wy2Wo z=M-EQ7<*+_fC10^P;8UE)U)Sy!N@o@5nn8nZ3heH<|Hj*TvSQh zapAZ`X519>Y8t?T$sx2{{b@`dQTRqm<*CMP_Azd(1aVe)4ih(xg{&9{9m z|C~nI1Uu>s>4@!H*B+_O{G5xOLj0(b$#8aRZTl?LoYn)}G6Gq=@m^i!R`$m6K5I;HEygAQ4O}RW|gLrthr+v(xFrd^Be+z8^KhHAkioqjT^z# z2q|cA5|43{1@6VN9jqB;^i@H(MA+KB3qRO>JuH{eNL8_xqRIN{ul_sQzj5u%1Ses} z|K*mI_`mI|s`iD{){?Bcs%m~ppr)ZH);{`t&Wy%w%fYjlV4~x)!qBO(8k%K{o9N>f zAJwi_FhF2CB-Ef7wT1Lmg2XdTp$3sC`h()Y3kWRD7nfR2r5u$Ssxh0a$JB*BZqbdE zD-MRoc~dxg2qnbJUD(7umx2ssO=PnsuISkhw^TykZ|@4;J+-e3oA-4|Z5uvns)lhZI~5!q zIx%HTA3Gl+)0%W|%_gAV^Uv>j82~=78vxjTbjT(~;})REh|jb&`)2pCe(XD$%vVDR zOtU6Ptf1``FJ2n_|35x%9ym3e4VLLv5hdqVM(~P(qk+(h1(n84>*L0l?N)48o1c#h z{y@)P8Uo!2`}4-*{l4wUJ-GGIU9r{KxfE%Ktp|JX?9o1Dy;7M!S7dS`wy)P*b`Ah9 z@?_@^zZbsn=RhJf4WlMg$zVRkAQApw(;(7W%4H4M4ha~w2A?ra;^VgB#A(tHdLT zhVz#20^GC1p-_D)w7hcM_!$J1pfveFL00=mP>AW}xi$l2Q*aP^7m%Ses%sVflq!9{pp3}53G1?*ZRNn^m(t!jj`AF5^C<}_w-@p%h^ z-yv>bB9BJ29cb~H_2+!tnEx}T5eNvrc+)nRhJo*Y>P{e;}XBQpFR{QQuLcI4PA8;d38&HC*DQ z=wJn?p~9{9`_;+kkzKejzA)5uLpEc=cETVMRO4o+3Npg9T!nUAcm2(@#*ISOtWIZQ z2vXm{HLEcCp%p$HO5r3-uG_YJwXV;P-$4QQu+DHgTeofOQ4X8 z*95anJnfz1Y03`hW)}qZM%qA%k`L>t99t*RO$7^ca%Peoq2g zDBH-`1ebJ|VLP7GSF%)LG;ZQt7i>WqCe&p$L-Xh6Fj=(xU?yRivTs(yGEvbQw{(nK zMs#)uqjA$nN(V>1d0HkCQbO^jh77V9Gx!D&U~bXH2RDr1QymW}+YZcGtMEfSIOv&Z z4HcsawY1PbTEwB&AmV1hP#ihsH(oBS$_()%@ddaOBm_Ta1@bL zt@()U+FYLo!aQ>qoHJM57iWIw{hdVu=^24krjiWY^2N6!GjJBxu$Qk(jDQ=r`Mwb!2S2) z9TNxkYu_92q<^8QWQZ7FHQs_xwXZ>g753l#^Xo9M;=Zaw)Q&v94t>A9v#Pp@fT%Z{ zl*di8A-k^o5!$}|`KcILUEuWDFjQ=zR9$2yDiyutObM-@`wT{&+z0@0#=J1mZjtvL zBZT1X`||kT&x~RIp4C8KqxrTX-A4aBQ~#zSKN#H??vY?K%r!X(r^Gx6|c=ESN#n^I)ECG{`}m$s_UxY z+FN(x`UegoUkGj4>G;m%d(b-C&V(kJJ_3R6=ZaIE|EJ?dn;TM7NiH~v|2JxR>dmQumcQYCxNDCR1vIz&H-g+otTKx(LfnD zdF*MXVr=tM0Dz(9ecrq(4ti7Bg+anQO%zmSGt^YlXWX(i(s9BEbp7}T=)L1NviT<2IX2C3(}w_;E$fOhQx1p-0wYY}=MZql@e=<{obzIspJ^ zE9!I7itGPy+j{)+(4E*&L!|my#klEBCG|)t4tj6@4SH_ALHphSLB)1LGd9K{`Y-!; zV2M3}7xvajAW!2VGQcx8>~jt@&aA~#CzExg{iYbzGJA-tAa0AyMLskhpQuy?R2uiv z4o_n=`qU<=1Piw9;)T85rJC#aG<~whEjbfO3=zpP8n-!KX#RCUti;x>hMX`+^sAVF+N!xLrt|gQBWMqqtW*vvmFu;vUDv) zi5}thXpHnr_~|lr8+?g$rQ-0Wl0LJr;n|RAE!z={YXX7ZaA^cvx^|)IRoijqoQI|N z*^G(ChKx3nCmmB`gUGmr1ApI}UKB8+OaZAaagH)Z^}$JWZPp8%$w_>m=SiGj8q@~h zn9lrjS<^Q~s?z+;b&1;i$_LZ`mN^Pj$>^w({MxZ+rW(3MB}F&jhKySRzm_=H&pmwy zIE~(P`cq6Nh`A$Gu($sp*0w&5t-af{WiA~!k*Z%Bh@->^KiIRv&S^%GLPV(zQv@eT zl{8WSJ%gcs&Icz^*HmdHDej<_4P1`alzXe=+uuUp@9xsOKxpc9=DYB#!*}Dydv4@k z7zTFqFwBqNKx2h(N$2C{xGGc0^shfHNhTWn2f$xAR8t^XIz$jcBBBuyIjeoh`C4Yn;j_N6rbQGg8Z*PB z@Z&uL*q&n88p z^{MS!1sTe?#c14AKnRI7mAvvLUR1_6ygUrB5MDm|wnZYF)pk`QaaJ*ICLw`k1`V2V z<>kw`GEu=JL@3xr?zc|pRm7+N9cgdiFTRE#ht) ze(X_(UZ+b(D{S!!YRZDjfny}_ZgejELYbS7d9^< zP{*|JZB+z#(&e&^s@yfeL|Y{!dhTXQmX_uoMD^*Y!Zv0Th^CTR6PaaQSkrUA=g3#5 zMd6~1X&Pk-8A&^h+9rLfVN_w3A@gkl*h-$Yw=`ajQ0=XBe_Q1U~W{ zU!G&!{4qxdClMifoNOMq9P1C@kI4XUo)^@Mn(G8nCF!Ld1#=s7T8$eWlgPNK5ITFF zM)GB;gh-GXRO42|p|2(6xd?1J2G=JRvcyqn0KDI|j5{r4{e;v`46~?O7drl^;3Suv zHy^iO^A4P|C`|hhy1qnd+=L5@xoxVEIIE=127m=~J&o@9OXuRc&%7C*dH*Z1a9%@A zeNoVTU&r_v0KjAIqM7yV1$O1)RJe4!`fyG_o1_zz)o%09zyFi6Cav8(R@##>;jcQpfe0%4QvH6T%gB$iu z*dOXL<+7lq1nz9UFZem9tYX~cwnqJ6bEUQx?s@mmuS2P|1>@V|#~TH7?moVDFdRpf z`!gw>rZms2cX}L=rgWSjIX7=A$>N=~0!<>EotUVS(;S>6Nx$M+2hnS580)NJ+$0}2 z(?G+eN6=I1KyM*F(|rGE5kLL?0rU>XBqnBwbaC!{0@LIeH`QTDG3nFk<3@;*aZ4Ii za_S-MxEc)stNp1q=z!!4LkOv6t`2x+3EVH4jo`yWl=0UT!50k;R3cDI*VO?exfGPR5F4{0iZk& zBIA|`lBCZLQ^|=Uv+sgPdWID8p7uDMiNmu#@nu&LrHanGm`IroBm?3~nyMs;#-)gx zoT+3r8aMg6GC;6!Zpfr9UD$+-Y2roahvCe18l5DdyO5uczHhw7&51o986!c$b)xbc z)VHe&PNLPgDehgR8KdeRsKHcHw?}kqZaXgi@o~@RYtfiGKcQOV=07ul+a5iNEKAgC zH7POsPFGK38IX-*+=L2$wUyV*sRZAd;11)XX6DHN`ip~j@YKV8lLYp-+JBPmTXzSL zav8+t%}b9Ah4-?Gaf_rGbi&RWEw1RA%`LMUw`yq@u3_eXu}{8lKz%0>Cms)IL8y1; zCqG2%7e5PULN5?bf`8dPrNTGSrjoJEr-DRyo)ElkS3fSDR7X13n@U!Xqh=N3Ci}RF z!;7B8`!=3L^XXyS^_V`w3n2ve9{GLnTSh$Iq;jT`s#!{P@TT{YFDNu5u|95fiejGT zOKp;#abq=ZQF)@$!h{u?Lo}b}8Mj;49tnTgHvVjAFU;+Nq&+ICWZYfL5E)rU<3_7x zOam3mL$EB;YA>{4P0Kn=RBAKjhyog*PP@&^+Vy*EVd zDMfCzXwB-Wanpq_7YPB1=%-U7Pc?4U2tw$*=Q0sjfdbbhvC|jL+-f$JR3IsnxLCw! z*C>4H!>_|DE?FY=m9}54f6WY7ToBhqhj8W!%EOs#>4Fefy=#`nlu#F|mKIG={iwrU9)9zNXD2Ci^OeVd>-m-Z0V(LI}nu zE6EtQxX6=IwP;gG~+FL$i|#1$AqHYBxGQ2Tpurjn9Rn_4Rq^v9Y?vKlu! zOv9@~h??+JGr;xX#A)JKick)p?t{_DGm6=aiBe|=1|M4GF`-o;XDOFr9W-wB^fR-V zlpw6YKqAQeMVn5I43(M_5V)3w@|n)Wb#2FmNgT{8t0mt6l&MdWqys2|m(H{1#r5)W zd(-IQz*LfjWsB$F%OAWFOBXf@8l9Lvgma@aXQ^dhRtp0w?nV1IzlO&VLQ_g`mJ{^M`2LnJec@vK z!Iy3}4aheQ6?z|R84P|mYr7hQJsWfg8`%|lN zOLmtItXzS!xBW_buEG^9g(LX<=C5L;G@7XGU?}V-a^EWpQ~-V+B|4|<;eg4AbXif* zlkW}uV1-d?>!fAeo^9^s9}p5vV%AxpmZUk8`J_cTg=Sr$aeM2&JT5vBYUkT~$MLN@ zcH{QPj$%XmW^_-SjqWpkSkniD5DY)|DD1&OIQcx6jhuiaUX&Km4>Ww zQ<@deVjnlv=f`T?>hwMRBYH=65vtJ;EFUrZ_ek%= zFBN@*N(z56TE{J_BRNK;15l6^LS0$oR<;~W7Cq@IC0KP)xoXw!%r7`-Qkazhz~cFy zHiJe$TXpt#XnM_7AjcCBo!|Kn3_tn^3dfH{j7NW_Y#~>i$`3Iu)Ke=`<}_~9RC0FY z2&2JC0HF6bx1!_Q-%?7kl_sjTiw|~h!keG`4Xi=6nU~V+%wNCb9V7BPAG(`%@KqR` zYE|K%sxqB>-PkEK^t4CT(M2sx0%H>;j2Gk}Kr>+~Iks&p0HAm>T_i^e?3j~iqcbWq zIwj*~z?kcqM;Tdtz$8Kl=FRci%rkRJ870Rhc>md_@s2$!;Fdf*`|8Wii5;g>P*h7) zN$r`|XkYF4R3}k)6@e%G$}sm(R3ybz5X5Q``X}^{PSTrz3lCnU)_gcFh`Ig?e%TM{yEBOBHuziX%5r(#^Y@*7|i2YdSurW%Si zs-%XTV{xCvG}Va0Za(lEd~f&95dJ@nH^d#Xw;Qw>od+?fjcFQa%w;$~>52V&!#h(E z1Sbj8n6rtXfr=h05ba)}i#S`e!BxZ@M=2T9jd2Y}6q7Y>lCY*m9A-d{M(VxbzlrTd zbtf0BLXe{q;L{70MOuu+31sW6aZAu1`?br)WlfpLxS0yJiwXx#Gntjp>}A{lfpN2w zuSwKdFpMBC5diLg`X1m-B~?INg75GCId0e|tH!0W(|E^gO(ngN)U6+#6wH7a1xTn@ zV{j6-=_Cm~RXN+j^-$aYmm}N&Z}f|n&EvbxWRyh53zmoF49NRbG?feyeDxoq4QK5*u=@Hiw)si*dj+VXdJ@A! z%KZMBc@10|U>T@NPfs8P=lm937bEK*N8fMnME~#ZlG-SDcjN4@Z-q0-o6w5%EPJ0@ zRWNS4{EN8=Ty2_s66fcz5{;K10J0haSZa#Dy0>)iz?znIGh!+kLb5aQ;HkAJ9Xks9 z#3}ULd;>S;a)P{7RFlgR?Z=*X#K*~u-UNwDK1S_*;-8{ zPk-ZDeCUZ0%qg+!tkZ(Ur)6aWJbGH_n&BC7jCCCU)J-Q%t5Aov)V3N`aI`2zn-aadNaZzQgI3 z&MLS!gAn9ibToWWqmNs@oDLc7Ju!gY$NIQu)g}xM>L)OVQ6oD4P-;F}r7@(l)u3TE zqtXF5CEmPJT%9+Kgf{-UjC`yEQ%Mc6tGj&b0aWuWG0Fbq(cmQ%JjPAle_#Cj*D~Kt zq%A6b8%2_FdAFjVo)=Yx86T^?c3js>RpP@;C}NU^6;_pE&(Oe%dolV%K-tg$03ZNK zL_t)vXX^2qmxQ^{i0i`gwQy4lZ~PhZyLVyaiN}LFr_YYV5{?S1 zaZ9R|XF*4_u=hmyOeZD|h2}>YfpH7k$~ejPhi3c5rCyj4plg-zOt^$UXYBp??9q6w zV-)TTe-ch%Vi36qSJp5vuPKLoF=Tc!K2GIuK$?S8_uwQ1t}ldWti@o2G$=T!stq#I;eS#tlU6 z^F{A<1Hk-(i*ozvph$HA&1z%Z)^2apzEefYjRLlG;ly!mxqxwt@NugZ^s^GBag+Bz z`xx(M%SNeInc_zIM-!mVmoQ7Uq|?4p7#c4LW#m%DvOg~gE#GDp|ax}7+FS&OE(X@@w;#MIW9Y+_IH{|(0#iBg6w&01Sa_cP6KI?z%6SIHy5zEo$a(%F zy{Y8XaSH+CCLqhJ|IaJ&p?6-63k8iEG8v_0YRQ5|(A}w$&x?U(=>Dq7R8qs(S0j;A zY1{wD~Kl3Fp|+5{s87RWqDIcA8eMe zXSy+ogO}$|Bd0S{SKURm1T|v5F;d&;gOkEkQU&cjUVsXA3deWv!pNqLayzMg+`LxB zJ0fxPTN*tUKqsTQ3SKL!{N;r<&Z&e!H!`My#;hsfngEoH8?y!)JZ?w=K*in^zR!)) z>P}HQ0Cny`{+Ts22y1vKzA>g+_s_3m9t-QMV9ceclC?5&x~;>W8G*4^2^p8qUB>-p z8Mn(OyYa4p-Ascdn%*I#YQ~M*4+@Q&j^;JE|Ks~s`6*ICCV9RyZp0-V<5qE!`_9CD zI(wKUjhn($k|GCo5lgKt_+MM~k=S^cMq*CeRWzfP7B@wiN+$ibk_3iOnpedf z>}s?D(Wa6>&SE7u5#V$GH|432sMrjikML<$4r&M*#73p&{M&Vkp9E&7QrZv(pO*cccIPY%HB|%m-;042_sV@~aBCdsO(j{z zK5EVgD&6WlRU(Z4;%E3oXLzm*(+C2Vs6Z)PO`v@=h;Td=#Y|zFxonWB#Ee^QWU`^K zfTH7~_~!IA|Ay0F`Eq<)x)%~-PXC6_B_FpM18ZH}SHZl3TA;~~C7StJ)VPrQ-H;9O z)>}pn;q_xe&fMs2TD`_i#keuA>3)#|4Ke&gf^Pm>Y25B;mXR2RiGv5=YZ<^RsLi&j*mEkDTW2ci5(jrS z--lD9ZCKm-Snz!G$&DCXyIR@)Ib4ntzP*Ve&lJ&%+b|4Rwu4`+IUE_mPzBn^c_}Zf zr@OXePhle(UhLVb)BQo<5oFE`XkREC>l{IAkHSGb2Ix7I5{Rpqpwft>apN?k48cSH z%NPa-(KBw7)i7>Vn9Z7|fh8qx-;6!8nQaX~5}}8BuUJ*&pwz*-1FP_F8?M1naRfIX zxDBgY9#!ute<)8M=+SE5S@1M&Om%i~nHLnVJhiV2kL+m2O@dDbKL$~<@2_j3BSjfE z^*TB>YjPYmxV-GG-$f;jfI@MeYw>d_IbmevBzT*MHo*!IHEuRzK2Pz<1xx2h_0C-P zBTO*qADm)ADiZ}+y8?r_I4a~OrQeb?$5sO6iWV}45eNX45TkL^YEOwM0OW~ngYa%K z0B^M-k`G$^VgRSdIEPxUakb zJcC6~duYH21vZw8&XEpO9A5Y!20@ApFF^pK{ght&UT0!kJRe6+58)F(ej3jm_i$0B zY~d{j(&f?3D27<9gqAExU{*11Q9f>70r`sy$B&`srt8u9!|&oP`&Z*7zS-IEx<}A| z-#v04gm8yh8=QpcnjSKpFG*2 zg{Ql=(%~HtW^S+w@sGxD(h?WxiVmy1{bAUYJ)~D)-V}*Q%QisX@q;>^)238j#@Y% z*5e-=xNh&wSaD)CCM}+EZXfT&nwE7KS4OX<4Jb5j3EX;AkW?T+i$yVRa^R16s5tyy zZ?FkA@9*aBgJZ)d!#)@+@|gz)k-hHM_{G6HxHd$*9>vREI(Y{3R{k3A?|nvHfRL(8 zKnWpAoI!*;bMrn=>%4A9I{@IKU9GrifSHp73#y9XUJ3w1LA<{1o@8q>s~9)lRFc=Y z>41g}w)*;T?r0Z2aCUR#+_}W%kd1hzs074NNRf33ealXD4#QIc`lyoe8=~x#;UwG< zRcqXs|5-ng!pRdj`N@x?cELO3j9ldwn&P7S1M3yZe`Kp*jBjl9D zeL7JP8MiPHLu0NwG^HP7x(jQvK&4@VwgHB$ahqltjpayUXCIQ01Z*k_U3CHym`c+9 z!Ud9G%F!Ih#xxn?AX_Q=+IAgrLWP5@8Do5Kl6gf}9h`(VOJq|?7H=i? z4d?J1kGIyguE(a%XRx7tbF#LWvC+W}tXz@2VvGP@d>m;iS;ZMSlb6k9fA_?3Y*pl2 zV>$}{TQuq7)F>aUB_o)0N1cP^WzTo=(t@Txg4B0#e_;?;Z@vaQd-jCQD1_34xPbtI z(nAdsV&IW@Udxm6XIjiaPS6sD&pWiA*I`LPXs`FWNDT z+Y|^>q)1buND2r5ZcG}4u)dzKh;qbc$Htl)4X%C=a9s?pT>~ed$EiMXUqKHvzyzkvE@U0}VAbC=vlD z0Bs((l#)g|?F|YB(sKByl6>OWsXzDC_+tVQV^cjR1V)x$1D265F_HJER(R6@?>k1} ziir*Yo=v~FpU1X(Ox@t>2c&u}pLNMeoK z-oAs_d3H~HL3rn4ZqeIIs=XVcAp;f5fmW{<{z!dBeVGSgW8zi3;aR54VaAyS*b&=^av$R)!sA!je6waT@Wg;;U z@2s53cWasHXNNY#Hp8Y3$(R|=ER^0CQN-BkYyJ)0H(g&9uxvvZsgXfgX+yt@YqUjEZb zJJiI<<5g+gyuZ2rVT^28uOEmAi8XFsIWEYH#BpHl*^j1jxM9VEJy!OlXQoo)ratMh8n0$*3>uX^a?i7t-4)x7#W|*7a6%+5ZHPgTF-17g^Y8!+8DKR5uXRPYzu$2j4R3^L;u zRTcoUrinip+KP@VOf#GdT*G1cD&P z4UNVYk69?}3bo1p# zfn;G2$#gv*ecZq%HzqC&(X&(qD#@f~zVA8+6c5!8bUDc z5}!`L7jLX8L?JROGLkc3h=Jf@`cVVh^ppF#@YKFgz0OwC&YLjLjl{xh$4=sJ`<}rc zzI0j8PFjsye&1f$W1}&p`3p3cHIos>F$h?99-n0hHvpV3K)@(~m+}C-G+ena6Ckg} zdG-9Wdq0~A88?eLpOFDMV)hy!PwAgNa~s;f`jy}}dvQl=aD}cpKdbr#C!yPnfZ%W5 z`eMBJf(605vL)nki!x1_0w`6~>oBnLem=>q0EDQ+DicC5xcWilcQcOoF7fj7F`x=g zGRG<7F9vqwl6AZfgAPU~1c4VN?lfoVinb!o9ai`gMJ#7VxC<`tDB+*i4dYF1o{(Vq zu!So}JQKagpY2p^4YjnqUU}Sh_B+Ipu-SdhczH(|uWpIZ@{kCvrdZVPz7aOwJaQO++xs+LJ$@>>Fc@6NtVPRJ zpFqpipO(t1>emDW0mG)c#|;C>2wUO(Z+mfoH|fk6#Ytp*Ki&^L+=q!r*Mx0QQ^^E$ zf?KRE1(CQyM+UvU#`{3=AChqhnhMdrH&J8$ROdrsTP6aepA`kJKH)s}zyo;8L633c zaA#7B62gzvfE=8}arF1fzP^Ll)4LxdC6PuD7%?BlCo9Mro+ScjI_^ zS=)pVRL**vZ%&1sM81K!Sue5^cNYa}=js@@*#JpxXWfM2j;Q9!P8pB3J%Q13bhJCQ zpNOGc)AtPQ!sYo6%q5|eUPOxa*eC`cS`D|v6B-5#6kA(x_7^wd%n!a7Ys$bfxt`fj z{M@C}xOqR8jo7d|I=FIC8aIw{3#8E15s|LzO43LbP(;;ydKg`UA%f*hSt90VWYb2R z`ozaz4e@3eaYPEsREUoKQIIrBS{h&(x4(Yti*d>M9^+;h1}e70?c=HFUxcCJ2<~jY z480k$C-=~Xv-Xz;6RIK_LYn9aZ?O5ItrXn764eq=KK10MwX2P zALpt~7;7j0Xe&4D|CP2yLS&8GU%lnUIDe^^-*Vx+1^~bnD}RbVzvDTnK5e)04|d|% zklHeZ1-Ddf?pT?)c8RMsl_UUObFxlmnef-#-;6ntTv9}pROQrCK~x?$gFwok>To`8 zK)ELrD(^nK7k3`LU-G$P1tfHiPIQjo3pZ`U_#}<88{!Q@T%7vUzo7f3>rt^>Zy*Xm zx%ZFu(*h_Q^YY)GzUJQ&3nXYM62X|K3E*S;(ILs%KKZ3&3Mh^xTH{6pAyuTSQ`~$J zlG+u*^!J~k*mIl(4Iz@oElOa2*+q+x%Vj{o3p#a7*MhmZ#MU#jig6=WNR$)e!el5* z@i2u2lS*UMe7`tP^g^Cf2?Jt;rjqJOwc`lqItl-hfIc{h-oDwZ=b3WUs&O*_Z0X&K z$J?L8-OUQ8TV@WG<^={M_)}Tj}Sc3y$mkE$& z#xx^C^apJ@am+h|0DQ#qkB<-I{M&gVIjaa~s>4kpR$j-4F4;?eTdCS;F@R z_k@f9d+A3Jcr+K$#KHYw&!3iH_4g&ca9j{{PPU=pCHn!xjU^_NXx!39oeGbNAkqa; zwjAC!gX@24(gfUpViorE9l(R99`-eE=@ATpMq8)x7ZT^4^G{=ZN?3SBo0`b{$a`J} zz>`>W;9sD!`3aCw$3pSSM|{5+&2EXWWgeZ^h_~zy1ra$y6QBwWXw00FXj9q!rxWh! zOwOasgNZ@BgzyT&t8n5tdhfUm#Bro(ZG4-&#%+vYqRHH0jF!hh5(Eb$AaF@CTuS$8 zlAvS6wo&Q#w4wp7({s5=I!Mq9#gdiiO4o4c)?k0fLtg_Tl1=iP*9#p+*u= zEsyOwf~lm#RaiK|1P?2z1sX}&W6t$NSg+wnWq(+XiHu_0nE#3IH%N2usnP+6Q6>AC z+>Ue|v!<|S9OLHwf4I%_`x^7{iNoIijsp;a$%6;bcir~^$R?X1Im-Hb4km;v!4^F)5uQ-c?N3 zW81di(rz!cie)=+CMGca_+!Xuv~)}6H$G1pH%{Z`a?z?>;%bNr#l@;xIM-Ef2+4Vs zxG10L#9wR+9i?kEm7LDtBnC7WT#^7Agw*Wg1^~k)PrDMUapQ6!QO3=X2@TQUxJ_Xf4=Xe*^w?Bo=XSU(^uxD0Qw2D}iw^6c6Xg?dzd=Q;*pAbvuBMH%OE=-`+rO8HaRX8W$nm?+WaF8cv%mf&+Q0S{lseiOvv7H# zH+4QUrS~frfm&HYBh2-gh^AZu#*Mgm?~a7$xXN!8=guI2?bw{4Nh0i-4=!7}{Z0~{ zd)8D^%B?ms%=tG1dW~CD{@M1gUxRl(8_uHvMLGcHx9bv4+sEeT6b2L4k<1M#AeIY7Y_;Rx!&F9YOF#02g%zu3>2D=Xxu1fDTqs4j#yGj=$A9TGo}!1BAYQ{^VP(fN;3bOCr=}%k-AU>x1=(Ti+g#-w6lB? z*%zGT8zkV6b6p@}3%qChIIdnf0Jl)Y>vr|xueOfiqJ16u3d-gML~bw|E8i4|o;7Z* z+)O;<#;#MTjP`F_i}r7PHF)GDV^4P;15?SMZSSvPcnI0m5Ek_?mHg438}UfndOUdQ zVcc}!HvoW35B1@rj|^kkzHS`v98D~xW5>4b@LBYYBs7I0M6zsn$CVca|2J0BnN&60 z`a>)$kDwqjZW(GSDbHK9+(ZBU8I#9+RCDKO?EBdL^`R$5@PWg}q%sCc=3iT863x=2 zvlILG;?yTUj>55{ep~9X50^&JHl{mQp2kg-_Hu$U$MJ)c@bxH|#KDzY@5TIMUc}4s zfat${su(aLxCM`?E_Jkr_(-v2Yg*Q6O{0d_KZaAE`DC)O zB>`18M1A}$+XW04xyE>=*2q?3%Y^;akCw1pi`TeSVIg2B%&1k6HH@H~YQDrI=Dd%a znu$}vD_fbw=7dQ8hc3fZRU8Z5#eSx|-?wm|_TT$EEFQQ0p@^1CKI3MGcXjI*uI9@a zGNTqM1Ni3^J7zB=SbqZqOU@ia`!}vd<*_j0skFWcO(kF1Qbfb*4O&&0nc$w&;khGi zLl_zpTw7|;xE&oljuBn-VGWpuiFpMF3n%6Me@=_HKQ8Mo`@ulKE^7!yEIsCN9 zxZS_$B))Omv)r?ErjqK9G7u6hO&PVOjDpfP$S|b&&#)oZ9h&dLz^E9NE-w+I@I^c-XnQA_TdtAxX?cAaO}pnfhi&H$L;gpr)Kx@Z)D5kzVa9KY`qZZCrC& zjoXv}!OJ>*W_frN=brV5E4M4kaXAEoA;4JtH0O`PaOQ5=XWR%inPiB~1;e=I;IBD? zSRNr$-Z$@Y{D3q&&+fq&p8gt64XXt+I-odOHVrjk*)F$_c~i-$S(l62yuEtfX*qne z2yJ5>0U^RNCHHMQi5nk0B;!xjxps;4TxIT-=DuB48O5Y%eidlk6alBI>?bSW=D_S- zXynZ!M{r4@Cs80A(Nt1ra#XTqjoZ+pkNAH*^DslRMSi;X7x?MkTcm`yfTsy5TP_NP zu>G!l55B(rdt5owFgd)#5{dt3PdgS4cVqEpFMve8puk@W-y?Z21dHZ3V)>#3%o}Cg z5^C}QUiz-p>}Z5$gAc9@H2BFuefN9)tIMmNTaJsyS8hk|d23)Gnm$OwxK*2CL>!|5 zPl&}^2=MdBS>NcLB@>-T(+rWmnsyLqJ??zD>zG?7QgBP8b57|AaXqiu_yhcO?=P_V%r<39X2N{2i+epf!QOiycqS#_ zPPmuexjT=hy+^f7V~z+oR;6(h>g+!`fc4LI;%6%lVqmm>zLWsaHrk%5ylEKt*N2Ai zkB_qqpS;fqaWOYPgpZtAhvk()jFt0RI#@K(cU%`{qel;C7#9VT;Wy?qWTbwzV@_0R zCcx!2Y_D&gMCZ4@5&RC`Db3PUr&*)nkh*oXbEhN3EMeoW%Z^(b001BWNkl6~ZUzV@7*j*Xw|5r_8f|;J{gtr-#Mh``+_V}uc4Se+lV9I73>3>YZ^A(( z_5u>EIF)!QJ_DR|j52O9_|lCb5EA?E`{T^97lfj6Xva@9jN24Q3z%^@5yJSm`@n#H zKB&em$U_5yIVBgLzpo!}${#@M_-Py(XpZPx?~J{%<7oiEp1%Fj0~A0ql??bc?<*>d zv^X}rc0C}F4AWugC;X>-Z^4QaUIaTnZ<K@Mf@<6t3X>!eef#4w5=1DW{U_151z<4a z(5!Q{eqZYTQsT`Bjhi`V5?8Gpz*X&Gbj82hAm_v~qs(HZ{;I|6vanJzl@#z5TSIrY zjfAF>3;WwK$B$v4oMPd-91XK}?@=+wqoOe;aF>)0fJ^dC;IesB{iY_F_y!_4t_yo~ z6w8};AVb1bEN+yKyCIv02Fd_o{N3ZdXd7$CgQwJaFpY$an+jawV&K7*m^^ZrK1fwx zXH{gt#Uxn4w^)%#%XHJ~!&tewMOnTUro;eHveO0dF%>-q>;*G8mk^xy+!MHEikRe0_ zhL$>=M@vU#s95U#LW9Pz!h@w9LwMO~UTauy5H)`npEp0EFu{(qyS?$S7q!0>8Odiu zBf@5%>n?ECA1H<>a12w{xao2d3FcU0sY;(B(wPsrvO4dTj@YDVVqQT`kR1FbJdvwg z=Ykzdk}a2K+yG$o$&Imm0`&vtqPQ9a`Jx4z@h!_3Smo&!jKE=3b!s5 zQVC9>5IFcJ0wbJ#(f62wDws|6px5Z=7!K9lKz(4cF0hbE&V1pZeCH*N`0Vvp-M1>W zg03BHD#=ySjWN!D$%7X?wE`bG>ZKS-!nko~iaBe~_VST(qo@^w$Qn17jqXP>a7?~D z0L;JnUi{@2-ao(CWCr8v`Q^>HVE>bN-DnsE)K+N5Lm-l67yTXS%L)XM(1Ut4_>;RM zV;EWg7`m_jsn>S|qpkv-Z>|A?JzyAWp`o(vM(+{fWfCEf7Klg7rUAoH;3LuM%kkDe z7#Y!l!-dV;@RCv9*HZ_xmT`mYO7_1T zM7&d7%0p|{V0@dL7*-XWL?+}tur!RuYzj`I1948?+yAWa9vCPNB{r3eG93&VHcEKc=K_ccA3>2NV%HCvbn4roFt=G^vR8ir?QXR1>28Hk_Ec4bPQT-0`8gT+i-cl z8*__#17!|H-ZRJQAY*fuOCqLei-Al2df^(7rJaQQ?hM!x!a zRC>>P&mv7F8G=M%Ho^ic*}ebxDvU1MmePVoE*wXo1vM4OQEA6-gzqc`a;nxB!f#dm zlq2d=G9|+0tKDWaHxsMf6ApCi=xO}=@Nbp=KP-VOnoQ9B=%yg_ESrzM*fY@^?m?fh zDOS|dR;%6&wGXU7>*DhkAnGu(Ve}n^sbofEIy4$z&QwyzxG{BecJ%&hY|P0a#x

6f&>2>=9R+l%}8eEz{#$VvD2Bv4wu73zLas3nA4bJN;P$yuctwf zFIcddeP_8A<}zajAutR+y>FBtG_YJqt8pVh@l;fVS{brwBy$%Cbmc9D072t z9y$)uRI*T3?_pb^>8TdZAGGk6{S(4vYT)8?=SzMPEU&K z%~CUN?74aO&gk&wjg1B-O+iSbAtW5Z?^v~Wh97@S+t&g|HkZ_yr#T9VwviE{*AjsB z1=9rw8ZCv48@(e$#w}Lk=I;gyinmxB}<3aVt>KGOBL+*HO4O!dS>)dm5V zE<;aKsZB+rKq-h6?h`)ZG`shcbU^>e3S|hQHf1isi!=OxuCurc4J=qspzq;H|>3qZswAp+=rq4<|p4ik~)WcwFz&FurXo zTK?~+u(T`0;bkTgcu0S#Kg=HHeOVpHh1rmRaf>bC!K`82WJzRnvR(R4wfQ<1CJzjv zL?UIyMGfHY=KGax#F|RZ0v|Vkmm&i|BTHBk?>mwQCyAEc<}4Qr+xh@P@ScHfxTf_U zaRZ{QTRv zX9gi$^dYtf13=q&d)56ZL9qwUD-B@|Yl4v0*4}lP3pL^b_8AQpnd+EkD~2&DSpwr` zdZv;#gEP7YCh(x|Bu(MS=^=dbCr@M7(OwkFHkK3$_}A5gc=d?_<~f-F_fT8>qKa`N zL~B}I4gAA~5xo9b0mT!?x$U}Weq$t_%reVVVHmfDOOK%8B?shC&Pq|Ou=f&Z++Nfh zvo=ePzvCVE(*DO%h5GMlP-u~L(S*hPfl-i46U3;F zeuu;~K?uRzqKkL$;#2ONGbYZdM&pL`8gM1eC0LEH!f@7FCdoa_YTU$VjuqPpgvgd- zCDypZ-g;HCqBK1MC0DlxdynY0)y=SLykq}PqA0M2+tH#+oSFhzx3kCp7hziOkSqFfu zkiJIcYBHj*(6dMwh-cZTgR52!VCh6Me>%q{67E+)Qu;fatk~3pDddbHuAB~lFW@t7 z3IftK)eh;(eiewo)gWWt!KMp8dH9g}VwfF#n*>cRzvFwBO2+w7U+60hTNl1Zp7R_c!kzfQrnb|A~FS@uv7WJq>)^|@#W_N zz5KH|00(F8Wr;LwvtwYHS#}%n@E6aqk zcQMnmLAW!~z)G^H#*HZ;nln>S`4+K)fwC3u?~+{(O(g|}Dkp@wdup$Dp*_B<6CZxp z<@lpBJ(yQ=@s7O{u-hNR$i){S3!p;0?<^`35Swm1V_6Lp$0s<`yrx_R;}OIRuW{q& zE3NW-|b^^D`q1^)iX2%lvT!XX599}+^arF#dS=-?&k6t^bT zxXmj#c=yh6JW}{Au72OwxqWS9ELfHc+j2lpWZ5oD_l$Udx`g1hCkpt(!StpOsm^l6CMIKoJyaeJZ0k1aM0OajQJ@P)0Hj~f6u z2ajRyIrH(B(-V?VH!BP&O5>Jx6R0(AJZ|DOZc%h#L`Otk?tH$0YdTiq#Jr0!;k=!* zFp3Lw68`W?{?XVm94fvT6ARO8wxb5VbljT@dvsJ{mXi9o1!U4>0n3LQF|ahp-5aD* z!N{g3_z@8j+}&=e1SHkC>2jI?m@`s<V?9BgS zsu%wwl<6E;$d-%9kQ@x(=Y8AZv-qG;#vYPW?Kmz8@U2RS69tYUrH%@c1_zu)8aIK5 zbV;=1CY^+YK0(@kRb_=XX&K#=QY6!T!_R_C#$KuS;T?kGKx--q03f)e z$GhmxD~BrM%-k`~tjl)o)OmI&VK1&l&&@XgCQaa*kO55)oP@4@8dJ&Fy>yxM?C&=w zOA4uSrlmj;IuJ6Q08nyDu_16L4z%LjefA1CWa9qj+<&*53YU? zlP8Y{zu9wl6`Rw}Utdb7Uf5qjQ$^j83O}%#36?1S@|JI+W%M)vISOpKVF3I34+Xy+ z;=o+o55sg(DA^p*k{udDzT!n>wTYi6u5SpJckuIX5>H#=OiW<#p;d4u!YHmTadGdl z2XQbWt$_|scMfvXp39k$0xs6agVnfEXb>-54dcd2`Uh6tkK%DvV(R1@B8b%Mc>DOa zEjMFqAd~>Ne)cM~TzwS)&*U^cVHARraf=x1r9xl=!{!Ak2H}Ynx}OGDKZsMG_!x|X z^4!osHAxsZVgPSGG>MD*EWG*2PHgMm#hVUiDkzj~tl!xlJS#h8*(^+mc-Y)NghdnT zJGJS`&DfW_pBD-z!lUUIrXfxEdl)c%yskHuRE$%1S*s$*v9Ar0!1Df|r|}O@pC?X+ zYzmDV4UADQnE%vsXpo}j0QKRKeMSxP7jeFny?BolSSqC z{!{l8c===}F7M^Fy-}`C>^i)2@HyrCf)$+?ZgKZX{Cn%Yc+H@9|8@=JBg<2;gy_a; zz;@hZCfx}yx>=)fGjhUE7*k1V@2dj!W=caq#B1D)psczLT~slbxG*Yq>UO4=M}W_Ln|s&ju-SJkOg=Tz$M-4WN%kKO6+s#B+`PI%+< zCZY+BHN0+GshF0wpyRlN{iDTk^lEA8@m7-VXJ@(q0Jr-!&RBhZy7PXJoHt*|jF*pg zqvcm$1yB_zCFimpx1qfyT=M|;EGV`6XNYR^`E2sj)tomr)?e%0f$fJNAU38$MNvq$MLzdKP@Ejk%5*uZ=tIAhDxdikexQ4)A8vtP;h?B%ovzIy_dUy zNUAbItzl7ei!I^JsPb{Y<$L?2$A0cNch;!52`sRZmzo%Q0i~DSKPqMS``P@=ar|Ii zoBg>mIf?SrK^*z79|Hh-fA%!4Zl=(5;5!$Xdnb22upMudj1`h7qhyqjWV$DsUmnEqxJ6`JwJh*5>m+*p~)Rnv{@ zr)arie&c^v6-VB9>c#yy!Q8U%DrES1Xf<}pAi$;?L98vO8}s2hnX9H z>Vc;{IqZI@(15ZAKG5|5vc)RGHa~k5H&q@gdHJseX83+I4o59C%iraW`0=>Cz=78Fb1&61P z;DQ{ zk4)f|o+M8H?IiMim~9AFNg29I!3GBl_PQH_M(fb@VYJmSoYMluP3l2Vb(9lsugqmH zjABN2^3~?;E&=P!=aDKJnEd!(;I+1P`**4;n6uCE@+k%d9UBJ*At(nR?z3a~GO7Mq z@3LAwi7n+|=D2Zf@b8j%!#*v{e{BYr|9S%7TR#TdHyq-f(->==1|6Y;^1}!_QCKAd zLXlLJx`go6qtn>3AbbcD0POq9KVjbg|M%!R9L^}2n1za481_a0C>k>$YWT@HXJ1KJ za)>A8sxbSDE5|MLmBfmh2BzMs;$@Ze)C*>Q6CsGCLfW?w$NcAuKg5}(HrIDibKC$Y zZ^|PpGhM#zTL-akkXa|GH{xx&G$~Zv-aYyYU{vr!6)msr#|1m(WL3>m?tR{ml#mU_ z7e2#CvcG}HwjKz55-pW6G$XGW>W7kE!L}pY;f=-OI~A_ISrjVCTOyr-lM^IyQXj=F ziuFVE0C=I)+T`UqZWT;C_K4^E=l7c7SH@JdoQx9%o>8vCkpTF@?->*7)VW}j>Os-+ z!~4)QWnjaWDNs<9Bn5J%;0kcNE^FmU1}GInd;OI~UZ`8L)4vXh3#wX^(nKqIBxRNW zn7gZp=>z^&rYNu#1IyAa@U}!ICxJ765_;LLb>?Z8@wkb?li2ql@^oA4!pP2|v|u+| z4uEaX^2mWI)&F!%7b{YMm=d5V>n$>Gwri4;kfixLYYbu)w`oC$>)tPa5eL8Z4Q#*l z4?JN^(^F0uNFkd*A)EB2d7o2Ne)m59Gysb1jDf{Fi@4~~W5`d369OnlPErq8f=*f2 z?GRSq<3qG5vuLVBFphi{uo6d}(R=(j=JKA&s#~T|EqYx!;^ah7ZZCVoePbB->|Lmg zjd@Z60@oD^5aRZ#DuT7O$ki;|^ZCyrweJYmzPAvtg|nYD)wN~2x7pwEEObIdA=aoO z5y3zhX6!{;i-N+sRJRbmY{v}V^s}Q#MDU7Nj+$ZdH~utSc>GECxCy@Vge1y5?mp2I zGK3)~F+!FD@VySaY=#L&aRV`2WDs-qmay)35#^C88sTxb4-CTNSI zRMta#dh!A?m$29|wH2?7zZ!fEiD#e3tWn$)&Ap+q9yek9uuqO#ttn-mJR{5FCON)L zE7*7Empy&^KQG)RIb(K!ry;HwmC(;FXcAisV$X~t&?wYk9-`U6%uF<;))DLppm6WL zn!ga_lD_5vfBJmU#1Fe@5ml`%RI*%#lFbGmSAC9!NgY@IY8<)0kryqG+z0Nna9xWK zRvQVr<8c#NxdRoqYVSM87d4fiD@g%w@$IZHm1(ryLZA-0^laPe@yGwCn z>d%RC6K8h3WdGf9%)R&>(qHh5dn>erR^(phCttAg8so6)(O8}pKiD~LhK`5!JQm{k z5Q9ykL?{CPj-Rk8qW<q=YUk-rrxP9lvAK=*ce`x=tz<^41 zG?$&c$zsK8Tf`^P6df>Z{;{CVs zQ)M8MP{~9CgOjwATuvxV?I`*F7ybQ5CMRL$HGi&f4`QNG__3pbX_pwT)i5Q@^|RU% z|7LsK>bpGJ*BqO1%PPFbO(^Rqy6de_JGFotXMS^+Qco^;)I7ep2vhx$5j$QKYf~*kZmB#2HH_j`{XZok?wEREE7HSraqOul(RJfZk@~P_avxgZ5QK3UPfPg;H34VODXQdSNSyyIup`v^MY>6-IGl*NOvEhtQMj2BFoETVi_L z(%hV|*;ffcKI%L7=F z=QxIih_#Ly)J+yp2UtQtnd(TW3F&cm>4gyUPZrK8+CTi-DqCYKq2(cDgOfoI&aV`)N>+{@5gZAO9@&QZK5eOrm@zJ)G)`1XoMgpq z@hbv>G>n2&Jx)!BBX_Xd637^QJy%w7^UGTn$t$LeVS3y6eVYxH}H>RDa z2RpJTYN(_%)r7fM>g|(S4l&<&!=4o?=^;Mz>9b*YQW0cpN4;VA1X2eXaiYlF3Miha z`~V~|5b})p_pc#Y(;miS)_B~A#C?l^v^{)Ry>Bv#Dra+N;IE{ z5BsI-xTH9gP=?88%<(`e70w^_uG#VxyZ+{{aqwH;gg#|j)B{94r#d%hi zHYEs^B#g0$^|+nJ(9|nNl?^db4VA32&y|lHhW?5ZGBM3C9@0t$JOBJoUE^1)4$?~1 zuB9=>BeR-Y%4*lq!{|K} zfiNnDk&1*U>}@w6ru_&WJl@F4gD5~sFh>$3e5fP$q@h*{o6A?%wY9mK^-fT`;zp0;h1m)TtbR2z+fZ$K&R0_<~0#JoV31%OF3? z6*rcI!?fntDg2Geabuw}MVM8hhOTYqLc~O6nHBA=cZ)5ufSXk^GC1n=s4yyJDCuC& zNy~9dsS430&VxLEw|@v!%e_xx#~rufpMLZy0AgWp-cNpu!ZCjVjHFV&Tq`kn#94*!xdk0;Lq?!-qU{-wFuUJwJ&=bxqMYZ@{s~ z9>M$v%*=4A`*{T@dd4Sx$Gv%&cR;lsoC2K*xw(aewU$17^ge%&TXp<|V_}Qpag#R~ z%HUS@xQRU8e5j-!G85wG%C4X1JmnsvqB@hM@=SI98(5mUKoxiM@Ue@7<`B5yX7vzL@i8MPkX0 z8qTCt!yvEv#W-&N<^i<%Q2qMC2wA&?L*?iZPYo&yBE@a|f&1+5CO`K@+<4DXq6F(_vABAz_F#r|&M;Ro%%Ed?z9z58(N@kgN_ zI|k9Vqfz2wI%AnDEu<%^_YmN58$KK&q)8N>T0@A;BP+y$r$T|=gJsNp>4=aa*6vQZ zjKO^+G))Ez=S4}4E0ML_Z?6use~_v~B_g26@A4LJm0``@zY9Kyhu|H(_ZzRFc`{(G z5yz;=V#%?WqxZo=jQL#}4@cSom}^(yJ{qGB((4hK;udqi3IUnN4GIAXs5{pv@N+=6 z28akiqP7jlOE3Zc`>Eef*>$vn?xS2Z6cdKmHsvm%;ddW01u9)K$4fyAPH$i#Ros}r zJ5#Npj4_@zxP&`OfF&=_pzXR2VNL7wPX^ow6&$X}Zgw-p4C62Q%JZ^4yBB8Y2 zo-P8Q?f7b+0^II}*Baop=GrwH=W_)ND@FuX$p9FNKnOLQ^4n=O6{}t6eFxiRw2C~Z z!w*B9@vWRRW~k(ALuT%aQ7%OjM5r@`4?gsO_>hQRFAG+(_QKcVCFSZ>MKV<|b1PDgXPn z9#epL+Y7%&PQ)Zy!=fL@NL4xzfl}KD&T*?$!WY2~dTmp=9l~&8t)YsWb9f9j?np+3=x*f_y~3?xdRJW6#$M?=$62d2S-I;wDpq z*!ycq(PePOLdVz`Mo3DC{&8Rjp34ST*iQK6Db4MpuUY8tCMmxn%nXnz@fW8tDn z)R^loNfgnwGni2l@XxbkF>A<4WE*_Yz~w1Ufd;H~6rhx#KidPqYfarh<<48k&KT%D zG>tu-KDisS3@yiXto_PUNQ6m#^#e8k5qsPmR>`=ETjg-|`TM?Piq`Q8-gfs9{BB-! z!iFdwDkYzXahwaci!s6VYL2H-sYDZ=nM0=!iZ>-b^fxM|Q}OIOmX%Uhyab?rFiOR$ z$IbiO`HxNDM`yKQ-Sd+e)L($H$m=l!{D+6R$ud@dN|2-N0QTbOq1{l+rlLA;SHN>4 zKqe(#LREue&*VPLk-SP?;Fx&uSD1M4SKi~oXuSr-HTRF9V_fd(Apnp$@#~Q;FyH`g z0mY9M(3p%z&m9E6Jl3$`NpXxq6^$Sf#&YfR+T$7~d!~cQMj|7Ix2t^MK=46TP~G2{ zXd36jUpr_vX&rlzI#_$CWE3Q%h6@rc`l62Dl^B^EMnOSj!kYx`6W;q}$(wHa3FndZ zAtw>i%=YJLC(lQ~-(~j1Ycfjp=bSEXA!{j-)tt9&+ zt@BfXp$!zK;wE}q*W5pb@w|$c`^5$d5p$ggVZu`grRW&<*Njgcdmc}eg4wfb$uAH= zm&kOi;#4Zj$7h^E?_uCa-yL@I^!4h-xNhh+>b$?z)LM+bM5$|9KCmCzDft+<_1gy{ zT|3NDCYp06!{bJjlc>0bEF%F*uL+OgH^!U4dkELvJBC#+PI-hdN(ovqXe){d!@x>G?i&wM%eRM{FJYALw=BNS z^*L1j9EDvrMTEMu6`x?;APSkt#KRAve{cPWaWWx1BcgW{HOK9OM}tFqEyx7I@zOCA zjoP9m;({MzG7k{}1&JC99~I2{mL$PZ15xBZH#v#-#A1jjg}JXxq3wlmxk(me2D$YS z3xLxjf_zcMaPJ935*^^TZ@g|5Hwv{uYE9gFi-nd59=DMD@2pYWWI1lS&w6?6n3o~V zEV@{)UR6PXicXOgEc%(Ef!n?%w))BLX*Qy6#5&byFZa0B>zUN<8;~li5ro$=_2wH1 z~S=OFwD(s9(H{WRcgd9oWT0MjyTal zQKGtQCkhF_(i1+=5KVFOi}c{pHYFD9e*E&inARI(xCnwLm&_-$ui;V-vmfW8ZYBX> z*8$PIZ#JDyjRB(ban&I8mT58Os|1HLk}k9lVEIuJk~*9W)XR!%S)r-meJboKU*q-44J=w3#UeZ@s4G&| zBhX!2sD?_?m`sd~M3&YTo)XpLcI@%TOg1@*0?k@0MTzc!JhX=rK;?umMF;jAoJLx} z*tor=L)yz`L%7S!dV!*!;KpSBhLC*Cxi*n7b*3zS&(Z$ z$taz0rP=~-U`R?L1PA~^8XQ@~^yPw|1$(yQ%6~$(%LXZKonws&0SDmqxKVLvX0hV4 zw$3scBs3^(T&QHs9Jfj;Jd3WiwimZ<^zTcoo&Xpb8BqXy0l+E%MF8&^9Ua}y{Qh15 ze*mBY;FF`Hqd)d*PoCo@KPMp=j0E+!01*mY{nV3~d_bH-^!tFCicT}I1Zk1CQK7Et zA~jt{r)~`i08?ld(c=Sh7PQWz6?8rC_K}=6}n!D z=)bBTf=tcA&aH#(kDhrjAw{d9y&iZ%k1Yqpmp8<~-8q&6gcm}8Lqu~{|Q=gkeXQ>nS z2Sn@FGAyqKkRBZ!Jq^Ie0Q{}>!^p@;4}jYMoDSe30G}Qi8SyoX$~NDq3s*xzB?0tJ zG=Pz77NK6xEHiDsuwv5t;s|F2nyna*qM!@v>{Q|qDyWv?rq8;>;6#mkrC+$S3`=&* zNQLW7V~!V0=5dqd5cD4`qwgiRf;L1cF5ml@@Oa%v=`?Dnd#IFk9Q*3O#XkQ;q1I_C z3l~4*H{l2>w(fp5@R+g|UAoOrotXS%ehi1{X;2td)R5lU1fAfdTJsYD9=FZUh&|km zBqxy}p(SUH;^udp(qP3cYR))`uxhdUgh;t*boyQ+aP8LTTs6lCr9#C!?UQF+{@&e< z=-P?FL}SdMni4PH^xFG_BQsdcAKi&}z4{~HV`@>{&H!)^0E~`~J_=wR^VqF z7Dq=%#{p~yu+pzFS*WClQuj0eMwExadi3PE?W8vR{ zT96YKRD9NnTJiuCK^c?Th*|}gS}oRl_q`N&OeGh+%uk|Tm7*KUFv4qM9x<|%qV>+BIAgXsmH)43)h{Y;t z)SsNBR;aZqZa#UcB9QK0q{bEHc0_f=7W?_WL7^Sw^IHG!fa^RtIz zpIZ+cm=mtnO|2IHS_PjKF9nB6mb1y)E+WBXe^1SAC=DoQkd=f7p9qxF(F4?Ha%Nea zawZXIh_%+iMj^=K)_GJM4wX_GGsgVTlxlh%c-+MGHZ9blQb0q&8V5zCI$n>88xPe0 zvU|ga>-{&xkd<&a8K`AiO#onnNtMyj(Te1^0<5GI31kyIYVK9*F&*bV5uDJ^hw?qK z)Jyem;Y>;R#D7B!P4{2S0f3fjPf)M-np%nxa%FkSSR|6sr&TgzdJQy{Ad@;-86aXL zr{p05Plu>g7&XT&vwC%;;{o95k@z(e+g{i$|52fsZ1+Zas}$%y+Q0;J3BG+nYhBtQ zDRHjPGyHR`ks0?y2%fr+$Fvp{3bohaRDbte9eU!1A0bx5A&4*t0!^9kr@7Dy1Q>Br zl5trtv}XPDUqpHH08q#_W{mlvy{R#Ugu@_g4rown%4}DBT#B2BoMe_Oo?(!ietmlA zXB$qW$1Mo849kZATnYdqBO|8*V0Wm;0c;)_8A*?fj5GsS0$__@V={7*s3CmPLXjMJ zA^l`owimN=)HLpS? zvLH`RM)xLGsyke%SjM!39(p!_-H4xE*@}sr_nCCPvx}k&*}FSK z2#E@f7y8;D?Cnh8^Ka_JSFUcasU1VYlJ~^29PV512)DI++#0_Ym3;_gYJslT-uFFU zt*sQtY(uQ~Sq=R*pahPmN{!zAAdpHtk*7FmuE{&+ca8K`rq zlgLm`Ky4Sl#99_=NRRE#-c)crzQDUCvOw!G!lM+c8~`;y>s$o6o?tDI4=)l6|1D>q z>-rou$IZydz27p#A*h(lc;DSi18${}5{gO#OHagst`Z#2*65X0#ES&wXnASGFjrxF z4F*XxCX6kS`2E=v;=)rSFUEMVlmMbCf#ZoVgYQsF?U4u58Lo}EOY7(k06>Ya+gT?} zrM=H3p{88VBP`;a<7p%0zNs3(f?aYW?Q#D3*9e(`KQ7oDH|_T{R8m@l@BcxFNb|x% zmUADwJwvxW+fnUFu>;CSM@J0+@8iCHf%*MT0C$FMPc|V{BfRh(1trb>q%twA{IeCN z7wEqyDevdqsYNcpoykTf-;NrN z35b=wdp0$r8UhLNsiV1?a#RBSGLZ-PgWzW=?`%{tXKF^v6UfBd`R9q=9P=p~uc)j5F zAuhXK2)pi50;p5|Q<{ndIf3F9N6=SPvu#QZOmBZN^7)Ox@8){*I#`xKLkUN`9F?5p zp0Rr)9S;DN7#=rX*}G?b8!8&Xp;qTTHy08o#p5;^m6RzWj6?$H@P=Db!0mC1AUKMc zdZV%ev(R(l!e3RbL5f?lamG9vvzTkG`0^X%1?5HXC@L}Dr*>eUo8IpF&QjdU62sqY zk)`%@#9!mIS!@VC(bzV0;&WAHXh}JPD{4B)EE$&a3DPJg7k-gAyri!&7di=;O;)0B zUD%4d&uBW?-3SB)u(;2c_!NW}0)V=C+?1;DnR#_TN_+N1K0hw@x5=IE_igYhvh3Ij zJI+X6#q?px&*SXqx-W$`L(9rEUeBvT4>L&uNbvlbH@mjXC3zU-F< z>l>yw!-a?t0EzR@_8wS+$4!*aQp;LYDSD&pMMC7(iQtj}agb?H2qpj&EAjGJXVSHW zp3Ouw2zZDM;=E5wansbm5Iol7R_i=Fx^|&g@u^X9YgEprC}Nt6bk%ird~c@m!DEr}25+vHBK-yDn_SSl*fY&tK+SUCV{Ip^}Z< z=lK2TMBqE;wP0Tj3UIwqxa>0f@2C+&vq*81g-SNap;bBP9ksKyy*M;Gaw6&- z2VM*IcOMc;oa@(@;>95gfYRn zl=~lO+5&Zfw`tftCvKomJn$aVSRNoIR5GYO7~6g=-dX?{9$D*A zd}__QXq?B*`&~AXjirRu+v672>!jx0V{BChjeTLb0UT0EJ>n7PN38AW*AlaW+(q)CO6b@rFnvEnBFUJFqx>1YVS zjR(6aPy!_DP^V?9AhhgcV79pTEu08Nawb*VO;bWZ^nevkprjE&-rIr61Cg(vB*E#X z``fhGjG@~l9-N0)ow0)i3%ba#|Ksp;MoP zuV3CCnAkj)S1_Gc@bycb>njvUCewI$bsmRXoUumoqJCQZ*Wb{17oz@|h)BeCy&i=*bgfF+P@6@YLcAo?7BOgRZx|BbGad7*439 zs8$vWb>6W3cdbfNTFVF&&00NfHJvVnP;et8COJuc5jNC);3FS(eLm70jY6STMLiG# zCS5BP$B=Y2YM;st%3Be2cl%bbcH}+ z909Le#ZAT>8HULv&H~S$lTvF}+}J!Dk~(?bw-Z6Z9R(+XSuQ5avkij)2vFRJAjeHq zFg7eB7mGwTTsUc5qMm7qVp~oqczTJ?CO`;|FB^uEHIJ#c;`W2Hyq3ctL7_x6e82as zNPSQf8Xj7e!;U`hye!T!3oWZvB}FAF5>3r`ZGJNj7fq59O;JH41NqUGV>sI66$c@I=@h|p3&WQ;2#Sv{Ry}=(TQp2pLsSR_G{qdx?E9hM7*B9$+ubfPyYg?*;xnKu_MZ#41^+3d#vXkbB}D4av@st2qE!8CF?BKg*5~x z`}&dW>$g9bH9qdz!83yLEe$s~3+9d$(IwlXqV`GmA>OGKtPw1gYP^#m&R!oDwY+O8 zVMGo>MI%B(Vw7-R0Qlz`OYs2ao}FcCR{lSk<5sKUMgb(W+7&l8|3XQgM8$2^yj2q? zBIi!8p*{xyGqer;i3AF`Pwo?Mp04>vnrCqjXLyrC0^-*GtrK&yH^wd%bl z6lY;o70ng``A1OEh;ZRmI7L4*Z$V%`0pOX%Sxn@^ujE12x@jh_saV~ldYb!?P|W*v zZDs^WGDa-IY?2cz=7#Q*g_`ER&$;Y9XHxP|QTF=xZ7ATip785@R*PO6@QLN&!YiYY zlT0U6hnk2_W8Quo4&Uhkx?u_-7M232Kb?6T!Z-f@d>@kn;@Joc_P2#%n3 zexDM<5?{hJT0?LH&8B@XDN=-m4qfqnS)vBUq{cj16 z2}X$2h$^*yS5zXlm~)C-vZn`MySxowe4{_JpOu8Zzg50Lt?FEE{~hF^oMP(L{pieQ zq}Hs)+^cW2@6+XRBS4DvxUu&fL)fj!3|ix-U8_rWS0FU8D38T{BMu;BAw^gTw%vPX#h{1lMT-Y1vGE#SUo^;F~3X(UAP zK4{PxyzN<*nl?p6QMnJswml!7oHTNoa$C^5-N>bv3cMyaquW<`~&oucm> zE++^=C9Tk1**(qHP|3v|iyL+w8x1JKWx*O#R8(Rq0E9$8r*isQ0AdCGV5>a*{M#3{ z;`6J{u|M+m1RpYZSK=4R)eZ)F)Ju9Td|uCoirzPSM=dCq7YmkBxUX#EcpBv(Rtks_IKH|*V-RNakIM^ z@)-ps_wz^%4k0--$2a77S62f0wd>G-`yIf1aX6GMFj8RR#!K+P<_NUn%y@iwRZjZb zbMw=9xxE!Sqm+q=M~v!IdpME*djJ3+07*naRIPs*9&BAHHJ6Uh?{O|;3%t|`JL5K{ zv}y{CM)iBv`mZq_H(u%}Ym!hWL1^t*lP2|$WiC7)KRBz|P743l#jVm1F^$>0f;{Zg zj8WrAi-wl>ybEffV0#w%=mS=9W0j&fUW!`gzTZd>ThyI3N+ilOk~vL@LGlomSZ6Gx zN0mZxyAIO5bU1k87;r2V~#;_@2Ao;?Z_*W7(%g^%!3^)3>D;LIbXF(F{g*z?Qn z)w}yKqX>jA0vMcU)9Qb0kDJespoI7u5&ZTe*}IHaldZn{t%pNEAxJNfL^&|?y`qvx zX#vL10zkKP}U7$2>7txM{O`XYwnrrLX* z_pY`qNDGaU&x~XMLNKj5`{6Iv1rvdV>W=~BGmg#?RYjiFiklH)WBQMa+Jz(RXAB$O z*5Nen<=F9f>rOp9ZtS4YYp6F;D`I)v3axdsc$Jgx_-l5v6V(Q*2Y7OlZF5qQp929A z=B!yzRLvvsqykhS;xTP2CLB>yN@a80m>Y{B>_&~<4~t3+M$@Cs8cyNp z!0U~$9=8Y9<}kWGI6RsX;u_y98B&83ybsHJM8et5aTDQ zI^&w1f1;3T3zKJFhO&sJ`s)s0LL{|vXr@N!A_P1&H)hYSv^_&OKI|zO* zAmj?d=$sTDT%AWYB@PP@gITS(?VlfPRoK_AdOSRUdm`#8@I1%*<`$lSgjzdW7dt4z zl_qWs;uNH%v_1@QsX4=VZlgQgj$Lqmy{0}E3m%JlmwB$KMbMoItrk4>+0d1~Uhj8; z1vFOOlsYMHziV}G1Vq!I63wHy-Lt6)cU|BufuSiHezdt6-#dpPaiA1hQxopGunl{< zlCDskj%)~~L{@R*9&b~cB_kk!p}HogC`8Jd?`=(~YWF18>U7%nY?P~vktr=oc7^Kw{E}wg$>$}I7i3u_?3C94!&f6_Z z+#AW=XEfmjkFmsmtg&7XmibB~_yi$nP1&3EZt52Nj2XH{P`vy`4F1WV2K2yeqo@(Q z)}6r0&Se3|*M_k9#nUN*=hlQta;L5&b`sI!_SLJLJ@nPy@Wx45Xrdiyi13P=qbvnK z9M)r%V2r7v8i5vc=Hlu3OdhE)RMM&`7f*DcxG`HJ9^z=v5l6PgdR65$4&CkqIv<@cO2$iZP5bk>Ix^Xu}Wmz z@f!s!({)^>Iw2`(tJ{iO^gShxF=M7^3WK8iFce3zvrtMf>l^dnc?ZEu1JT3P?>W60 z`#KX)nf37Z%HwvZDSr1@fkE_8`0yZ+ry=q+na9~kMxG$dZwpR7=b;-)T`XR6{>T4> z(Z|tqGYeQ;;*_S-H`{-Yb$P>bZdi6*sCFJ$D_0y7iYDE7A6=2NL(5zcETDcREMAzC z!VI$!+6sP5rX(KxX5o0;+{cX$r#(rwfcXq|45sjEuY5rwaFYJBY6vSn^W1m^hkf1@ z05w#wo4;Rfi)uYHAG7GcU($+yzq}LUDRbfO$#&WbfkG+Xy5xGCJ7|ur3`a)6DyS-P z_lt$hD*72Ai>(bx(IafM1M(@woH zC6?kA@Vn2VAw z7?%7zZmdlz+1JN3MbMt%j8hFHC!xe7F_Qmoo?PDV4M&%S{sxH=3%~r8fFq)VzenjD z4iKQ{w9mt)-VMUvbd}(#5qEBKqdjiEVXTs$M17h}EBMiwVs=_1?3`fw6joGZ+ddKO zvWr@y%aJ^eXT=ZJnhS9hwDwicVm^~_TPSkTlDaB_SQsNHn+jn!{cU9b~2qj&CPFtlEKjHM{08A z>BBGxK`G_k#NsZ_O{bq>|NZn;D?Gm|Nw+mw_Vk|}5esg%6_HcK^kob2t5foLa%mQd zKqwO>g0ohpL(T35mJ)*9jD^iUyH4@_1~;XNra@IyTbVpsQ1RG%&y=382?P)RSrUfr zER6Mw9gqC`SNPvJkDEv#I)B{&77R3F!;&sxqt7nLp!6s22VgQu9cf8m-_(8pKyR+w z-ZTgWPVHT1-?Pfy3%jr?M3LsW8AK8y=b4AzW72co1zY((0Km+I*VCI}ykfi&s#dsi z+$NkgIL;Ui3LRwa37J)^pya|Odg}^7!pDO%*_1+l&0713TY_0ub9)~rv<$v~b~Aok zEx%AvfFEsc#$9ty3)K%EG69hFHd*8EXmL#1&d)kG;!DGCKyOD53;P}AgZ1#M$!KBc zL2GY*kwbVeGu|gSg4$uU&8a5W+UGa!h!w6F!sEuyk@l?Pku3VKO6sy3Bg7?SxzGs3 z4TQ<1^}^m?1x3SzA;m;N#Rw=-BfMU1dkH^=rJf_v_sn1E zqi8;FA539~#M8pQ$1w5~QB>FK^7Fn?AA?^bz?Q#>yRSUGIE%%F<({x^t7$#dn!ukM z{Tw@UNpd58^Y(3*EW_PzS&FY*)s7XN%kVd6{sq$)_pz@qti?*kZ3sTtl)~&ws?d`=y48?77x>C1=vye?< z;IR;w*HP2$d8OI~*G-$xld1 zfS;Y#gefj@Iiabc7RMiN_GeHuc;!RYpb^!sS2LAXpft(b5Y24`0I@wyWCnphmXk;idIZ$C_9bTsJbx^p< zwlrRGV|x?#-RK&@CB0W7#gVw#Eys}uW1K^)Q8|+t1&3NxJj#$M5$aDwwPJoJ%IO4- z=TrccD_P=|?*M?L(nxf0sa}*sPnwiq)+la5FwcaY1nEI{sDWs(>%^(qAj*N`2O=LT z`BHz8 zGrI0jpgA~r=#>PI2ydfgWTsBmaf2NcGrKEzF3JNlFO#wBfBJr(nJRZ&dgUGa);Dp9er zb1CLD4dVT)-(}y|U}3=STejj}SeJL02BC}Qm?3EFVy+NX`g#mPgh|iee&8k7=VDnP zVzT#7DF`8+O=SLDZyp${T(NU%GRcm|cy`i+gs3SF%{WyEa;MAJLW2pr1tEaWxT}3G zSD9&o<|Bylp)b}m;wk>EKqZ@L)b6*% za?6&Z>#gswze=>5Il0Mhw_+NerBwbKB{h(fh_)7k+Dx}mP^(PO-=nnOqWM?7_`Y@x znZ5yEMtNQ?iz|N|N{D3!9-+LU97KJh1k$`}b{tuU_{ls5+$BnMLvDa(6}Nhqd=Oty z{PLnKjm6(>L_$-cq|E!uEM9`UuNt-&+V+$;&z?uqO>cHzKhC{Z6(&O^_{OE}c#Kip z%9_|H&%%1%yrJIL1Mf+%Red%H-^+V2s}(m2*cA1y`{nbB1UGF!brd&29D=t1w_9A&k8<51quMw!o9D9Z3%22O5@v?FyTN|VM^h~0V_NZ(R2}c+yWFgz*+nh zh2Vzs7MkIQAy-7d!*bn^R3VYhaU2rE9mzjB6vI zqVJXuAhST8Ys81Byuy$qC|r)4*)+kI-_U`tTy0wQ54CDI&?XKcNhej%X}2|xP_u~k zyyjv2@wyLUxM>J~yzYZ|)1qszpk*%7Y4iF^yW9q#HJvN)7pHv;XAhk2xzGN5kNvLs zjl&?}1i!lsr!k5{XqI$H#L7rz$uf9S)&r#@|rF;~aio~g7d+(U$JFdMB?N?ocE^bVU z6ekgU_b)<1DQ=>9DO5}iJ?40;Z6oL90GXGOB;-m)rnw!fJD0<678~5U-RSzW{yA>q ziwnsth~x*+aqz#dgqCnAu==z-8YWbZXq}Kq|Q9u{w!w5^7pv$0)ef#S^r0@%f_C|BDZ=C zvP+hESS3;Q;5@P_j~|@XjHi}neZvA+Z=6g)CdBcQ*uD28!a0BPmQHr=DX!cffFz0l zC74MoIL?r#Jjk+$3aj-{BcI5m3m@4wmp+fc-UA78_0VzT5tNFXrioYyp!b*zJbyzYbe(+zik5Q3}c zUkU&?dyYG2F$&XFE|EoZ$`KY8w$Ar3Y*`4SxQT=mQEsRO%CZv@g5Fy`z+BLK{Nv50 zS9EKB*nIaA*v1B1*#@p#c$GJo+2HBo&Hok+dX?9itR}TW2O&(}@smrl_~)zJQJU)* zloG0flJ0ocw6b&k%pxz9_}_X_=B)9&!GS0WlvLXF**;bzlslFc zfKrqUr(eEoiwl-w=>>W$%*7}>iOk}p-S-J9(; z=b&V|(D6=G_RV#Drymc&P%LUIn}+ZuttErIo#f$fJt@YOYGHUkyuiGg9!~`}eqi=boR4Rq`FDcrC>uOXf`30Hr2H_rA^qrm8hcc%q0C1zt!n zibZtYa1+S+m)qaXq!b)%a^FiaS>OJ~3GULTv|=G_DxA=Q25@DQDm9-4!J4}Szj?wMPZ^twv0vp)qxA)!5PG68^1 zIJXuuPp%(xZbFsQJ}Vq)gE848T-;=#Qt6~t{og%*{qE7W*aZkimV!G}=m#ML-BsZ+ zp(NavbwY%KpGU|eKxyX^R1P}=>~zWLgD77T0F<;d-sdz8+VACpIcMX4pZgiC?OARA zzNT{pepg+io>-m}D(O+!tU7OS!c=IV+3)O#;3Agj~jX=SP>lLs=<#9=-GcPoX z-ocS3)wKRH<3Ljtlypbo*UHX#$**+Y`)?Ly@MQC1yw;sC*KtB{PT#pGy|~ssMx<1` znQ|Eqnm{P0)NsA43S(gKt>flLP@(hT!;A-(d1jiTN-5CmQ8Lw!M90N^>vNwpz~g2R zpt5(q)Qgi?xB$s6CM-Ix;#Oymo5}PmxQ-y#oH?udpLjx)UR(#NyU#Zw?%&*%0^!FT zC?zKmd`$_=eJTK!GRXF?#P4GYfl8eHu|hQb*M%R#4~H+dzk9~=a5b2`#X_Q|$5zTM zS&}V76qPYu*C~45`5t7KuSDk?uY*Dq>~A;QPY=%xI2)dbpE#kC{G1!eo5r!MmVu^d zFv^@!l{vm*7`Dt~?a_sG>p?C(&wCx;PRJEEN`S*n;T7{)t+=i2UXAX#i-o_r!z;YM z52TXz#NjR9JWLv2@1tmK6ESOfF;y}*pA1K^qMsy>n?60|`b>+ar+{D3D+k>nlrzct zE)0I*Es;S8zI#yz{{7-sPo9bmW+O1l;xLZlHb>Z@gb^C5hJiUP?otM;Mb-&|X$gerYbBJHDc{ayQMn=K1O3Gbs4iXHBLLr%Vd*j$p z)Ug2=M|w+8x^Zh<2%Gz`8rS*KL zt{lmvvGC4+Mei-Q3QzmHvp$L5!4Yg5;*1Br%yQ-t=6~k@9aT0#))Q!MP;lM@#O*it7ULHyHUUeG2gy%BZf#ij-{L zd{*#5KH&SQPjK}Ht?4T8%6g4`;+JEFoN*rD2z`tLzdC|4&Ir*v8|YY!()QJ!@0B69 z5@H*Jn7!gBr*mr>QNZ7Me`g*QM%MUMwS-Z{C&EC6Cw%hZ!@%;0#|mQ|9L5!!hB4Hg zN3y2}10T8riH=UFM8V_Bb9nCJCFr;|L>VU!0Z45gw|9=b6MwYMjO_UT&iFI@?U{cG zTK47(TS%%2dt4hqW&*oT8oLf z#kTT77?s9)+%h3^&cc8Yf;}Ax9B50(H%BIyvGj`L75LwCu4Rs4NKRa@++6(-rj-yV;feR2P0{jj=gWvJttPTl0O^snt&g=KAyF=T1`2tK;*Hv6+XWLUgN z>D0hf#WW5$wbb0lu=7M=+WhlVKf-z3oc<|B2FZjHXhLO$gP!&*n)6Ad5-KLsW?xDg zk%oCzFIw%hzv5=)G#UcyF>6^rXYMAn<-Em|4Wi&D-J5)`QD!0u_8p$WbkRGWlmPZX zHuoW+CeV}XhM^K@iiST}DbFuskz276iB2mVP2y=)R1iX-W^>313<4=NiJ8i@XOriJ zxzvzj9GN$@hk4z^zK*OH)~21$Xs&j3j$6?F&3bhTLB()y&I5OR1etmB*u&Ts1lM-{ z_E^rVkmbs-^RV+xZ?;1=ErtJqwR!C9OIG{h^hQ+`m!}|q=2=M3n}>mqd@QiXd}#M| zBUfWltJ{#E5*0t&)Qr#F&@NG|1gR)uu-R=@lRJu2LIXWpr*x$|vF zLhO;L1cV=j@jxXKK6NXZcjrq^0_tlpGJN`B5N|(4M!_Jcg(f8XV;F1LzEF+(EcO;l z>r?{HSn*lQ6>hGi3_&P)9pOh#qDx*4zn10Kt;gWmZw4yf@uIx@cJ5sBWEbfVH-3oX zmOZVU+g8l;!!?w1ORZH*@KcKxO7(U&9`9whyMuI zoH@_4{wsb%)4wr(O^xGmWB%^XciD1|s;JNu&9e@%$1mwzV9NqQ ztj&HIaI}(=TW^TDN0oibp0JqJiW>+)Zs{`2``drOz9pxIIDvv(c_SA7)4$-d)z{jz z-$bx_R1WnsXPHN_=*{&AL&fGb&GCF^vBl-8xap-g3RB43My9% ziB?R3g|&Rn)4fb@#X5W3+I^Jm$RJMck4Py0*q0u`Z(nq1vsneL!fd8iLUiQ-CzwcR zqGbxe;Kx3JzFR-&6+Afb0*#ZDTU}5k;V`Ul%VK`(9P|~ub-lvk?MrXKr~dUh`}3O? zU5z2ea?W}cw;X;!*v5gWgJ`S1+Z7$Af}ELe7VB)<P$^3zHXw0 zsmcrjtrCm^pu!2ivoC8K1LRWQ)Qo%HmASk?t1-)KY7hk0!~z_HgYXWR=OW4netcOL z6FCJ>wRnkoTvlR5!LgD_Eb@!DZpIguooCjUWIVi|dhbTu{>GI^B~;w9(h+QwrUHgO z{%6RJxFb=nS#UX$2^G!zH-k=eAUD1Qm(F$PH8-WbW5H51C?^~x(gH<>Qs)`4e*-9F zTii(oJ=ZD{j z-(K(*r~Md;o6NwZQdM!wCkptZ zwYTCeL+=FuJlV1Y|G4O;6BaV5fMBrTwYFKIUaUZ-D#Wu;&eYlC)}D!%Y%By(aLKS4 zQ@p&xon!N#J!j*<*fgMv7q)B8W|H{JDNH|c0m?gQ6F_Fc zLgd%14HW)$&RR(og3|VtSd?AmdmbxPgn{*rUGG#N2q;8BY1+9*K5Wu2vHjLn??zj? z6&rd^!Obh)j<+wp0n6J>vWR4FALjqV=h6MncYDq&a-I&C;^tzNB^|hMy|V9Xe(MGt zPrK(J1<>1`!>R@5UNfg@5UnXwcov0N0_IwqN+_Tc9hiAx9onZ>A;)=Y6M_(PSvYhu zlku=IQ$|@c|8$zpzts*l%> zl|9l$e~UZsaZ^rru3;IHS1L0|*-`NeB!H zq1a5xJ(kndG-j~#-FqF1_U1J62`E<#OwLqrT+0HCCpeDBjm-_Wh(^o{QF+c^_1%5< zS3B@@b&PD!ImTVpM{Rg?c@_hI_(#5dvW&fF_4`MoSnznvV=}E4Us#9ot_5gHc@;{L z;-(+%!g)icAv#wzc4iq?;)J5%qw8Lz1F<-MA#wp1Q z9f5r&>)z10a2Xjc9X=mk&CPq#uh+c6R?^t8hhjBhJe5!|w|S0T6AS>}a(TG0wt66A z7cBLdy{cbJ!uG20tCbT6R=$)$FBfS@$W2=3N1;zsIJ*{Lu7;$>|(DlmMa5>|H8$#Cphlk@7)G=d_>7ZT-rW@|F!8)(3WmR zSGEHidQNd01M+z$M9t|(Yt|b^Xu(qs0KmHL)i|&3T$EmLgr1q-uvR(o{kNo?@um5A z+*&TU2=o5-AJDYX-;3|WwHxjZ0!TAN7w6489jA1y#I;x5fkQ3c>yBwvrZ6pw8_r#T zPv7iZmoh6Gsb2HLYi~t%+hs0yZFcbzH*oBhwyhj8WT!}!p3?sc`o zS@!uh2AT%2p=XWo`nRlnC)RkvkIlZY!VY_1RO7?RC`vn)LqF0Dl#>`sHsPmT&U-#` zj8S?O1#e$^11_6;0b0~fk2EKGN1xbu2mb8TkH|ekgdmwvaeUf*N6CchQ9g;lt6)eJ z-efw7nP)en_#)$#ajjKuj~np`o8v>`Sn%s7n}?K7G2RnGq#ieq@@JnTy{zZ=gwJ}x zDwE@Re``M*#@~GIc~CYu&(AM)f+~*JFSl$t`rdb|@P3J+cnme!B_bAPIjpxR%h_c2 z&ivE@v;I_Agv@aR;HkqHm3W5io*=>K;Pz|X*+J)(SaEKxgHZoxFqaR1hx#w9If=X0; z=RE)DmU}xl;Nc73hy5wX2rsW_3Ou$lk3_rwnt#>&OYn&eci44P{m^{oS)Ncy(K;3c z3c#4?KxNMY;d;d9xEV7!l(wz0!_BW>bQL!BuE(23uJ*r>pJ)bvmSysmd19#j8M9q+ zV$0C^L$iGok%8x1{Ftu&RRP<88~aJJ*Y;X)_LcJmCn_mNJ*D zCXcEN!`#NDPEqbgLq&Cg&fmiz6gO*(k z0znigL_t2ug@N*fE7i?$no&p;O~Y%MZX8awV9{U;2D{C7XH0ak4VjmTNVyxNxbYhT zAu5dHt-*^A^K)kIJm-3phN2di;ohfqxju`^V63Pvs2^JMzS!4cv3ZaS?O`duRj;zG zDk{z!I0v-oShr}25m+UU?oT(~VgD^I-C$jwKx+;T$L!3Q3KWnm-8Bvb)V{d&j4|IWMY0aP{VSSUKM< z95knSPpA92&TX0FBHm%KykiM^a_)87vhohx@evf8&G)4-&#yJ-R-$#CLO(Qs()Kl; zYn#72`w~$UZ0I=!m(INax=vvnYeRYWe3V{ViI%A)Sli|GsAROX&1xzFAwVjrVzL@S znyThX{KIWb=(1qlNJ)sEl1UXPr(ukBA-~o%TBZ8?-G&)P5s@iX0H88+eDLG{!}Xh& zoWwa+<;JT_IV{PTC4#_=Tg^ulVvF;>Qe2Av>hgvvKDs=Mo?NGkxwPxXw?JdcEtGeO zJzM~A{_r_s)>9se0zPT5_m=lVEmV!g6d^nkmO)Aq9>})Og~YnxCsxtmW1@sgc3gWs z3L7^1To3>VjvlYB8ObCbTh4_7=H%s_WJ9QQ#PQ$_fBG|+p$hK&@$ZDk&XjcM2bdHG z>)x4p_l8ARa2KYo@x?zb0tJJ6uSaRy8q6K>j}Q@IYQJN6GUW#A8B?t6Sccu*{)&P@ z6ig*@C^Lo)8OH!s6?}C4ZNlGJB-JGP^4`)QB6Pp)oiROZa)?5bJvna03;<#)dCjRN z+_dC6mvLAGYmXts9ad?AfEKg3X2E5+WcYm7FYTE&+_d;Qe0;+l2!nY1t0xF-e6(y? z)eVZDcW%U_n!$r@tMFGtj6i1PP6*ChyRZXzta_M$oWyQIQ9yMano3YC>nN9Xq~M-l zR*sv+MCMnw=w!eSqYLmn8Z+VQ)9x7zYd>@ljQxEWo|K|>F2JoK% z+@3|Y@0Ma)**^r5GKo;K%a&v6`7KEG^VIJqGFk>7U4I)4YWOl|hQ-Ch=OUZP;8c$? zMqHb%1yxaT*@BC(6F+r*e_YGr`6km^%v+g_s#&QTfM%~%2Bk<6%~t_+y5ny1^gffd zaC3jWTo{>QU^pvg*=0RDOWGGBZ_$)$LK(-*<`YTRc-18g zrC#nlcV8;H0f3;g+gyKczwR_&f(to_i&@p$i<+`Y>=RtqLQAR{?_KdW^yl2+xolg# z?|VOt>1n9htm|gjapLE3V~1yE-h3#T42y}Df3){STk<~`rA63wK zzivIoAGlwB4-BYhwQ+-0=qRP~xg*M7v-|5MbmGCUg?>=dsbB#Hz;io}U^Re@lEURl2E3_*B4>>;C$GEF2F>gQM_T{Gtd2Tms3o6pvzs*SNfi+n`lBYEh<*QWOmUjaf+MD7v%u!Koq~L zQ$k{F*nM_DA#mF_xEu4Dhh2i4v~a2jA;LNU(-XS2Fc$!@bJclv;qhCpUXIV*z8THA zq{&=Z#XX&;q3IK!LS{i#ar3bp3$GuLU~x=wE5jB^LD1rp>@zKWnMEV^cSD7KT)gn? zSc}T~o;9w5r^eA9q{l~m&ZrUWqQwcK*DhqNjuOSq641-9EJf)>Q*rA1!0j0RGc|J8j}7V1xYoD^M}r|y}Z`gP*O>$Fylu~00_c^h&$KRF7# zgxFp-z={5lU6;k`&gJN=hBJ3u_a?Mo{RY<>X)=jg-V0W9W5zABZYF!(RUQM zp35#`F-)AYp{o1}Ta#YL)4reL#=KgU8lHEm5CvxqY%-0M0!7Qdgx`IKH5e+yGvC}@ zrGa~k6DleGoy}*WhEIft&pfvcCO(US*W=~~0)5iS6J?22*xIPnvDg4J&Rlve)8o6I zPLFO7e$Ut9oi57v`L-0sv**Owagr`zhF$?gYt+Nk@7F`R(-pADtAmE2dhS(0|*9 zkUry_(AN;{i@ZkDDYk$EZ$@i#H76%G2k9 z1+SQFX__xy90-AII9P)wL8^*d^?Gb#r%_Tl7PjXG@a?&mI{mfoqk0{gqL?0< zgE@cxm*~I!4rlKRo7-lAIsW;bUOUcADP~rGMEHhwO5*=Ti>8uDAlVb2QL|RGU2++6 ztJk3awm+1Ix(3Ys1eZr@fZ)}PsmL5nG}*&kkD|EM$g<^a(0$$h58RHykAB?4WXN>D z^-)QspycyregcQo;1D{mdz0%sZ&7+PmqY}Kek6GAi~t7&d)&gzEke+K<<(gDrGNH} zL#fA2)ULxfqT+lFJYtJ?31RjJC>uuXbm!SRfD}{CJT%golbB$4|`1h_v z@T|Dr6Zg)9Yo(&N(j%gQ^DKpc3Oy2uhC8CbuS7|>XG9cLGT);cL1p{>?+T6_MY;FP zqOftJ_Z@kR!Qnk_zIUJyl=hgpUwWYhhm+!vHRs(>ld+b8pIj!BMf_xx*RK5lws$#e zBEO&R9WV_~O)Lv2_q-?qDQzD{i@T0$==a0NbSq?D(%fLanI@kF_pGD(k}z z9r5+fa>b1aqLJK~UL9bkjC3L)DWaL;D963flpac+5gJM|JXfPOwYZBazdDKTu@+6OD(VvP>5~C0m zNmNj@6hZc7VD{xM-BrIoYUxu|=hV_&U0v1leZO8Xw`)CB=hQjpd%hdy<||I5v#!qS zK;_f8C6IR_Neqt0&7@kc&8x<0a{8=?Sc03NY(c_iS36%Q@^*r*335!qjW;=E(IMk; zh4II++Cq853Ftg>4HmuQcHy~gQ;WHsp}}1pu6lG2|a-~5MYn_4WKXoYEZiX6X=uaBRM|5$noe%Z6M8ou6$vEmnJVjKmp zrlY+b9V-qO9^>^rkz^S&AG_D|Pw+5s##ydJ&(F6pizaN_wf;RQmr!Byi-{-LUJaXb zg84hH2{eQKz1fp+sZfAia`!Ej7#cVB-Bl{)dFO6kQr`-%B%!TTea6LOezW(W;0#`P z8aw+w089%nm&T3JhIw9v*8+vDtNv5mz8-8D{ic%Dd)VfD24qwC<-X?N_sQ;VU%FI$ zAcM@&xCt)`x3C$s$QapgS(by_as&ai>V6hsO!fF+u@w6HG4s*C3NA;W#w|{JmoQ*y zns%RhvHMm$(@))iY%N$ju4dNzA3WFNX9l<;e^1=_X6|<1IYXn^+gZJ|A&nLPdCUflJCpE$p5S0Edu zy#phcUXH>*g6W=u@V>Keuby)dPOoidBPrAVF#hFOHP+Mg`TxaWq=`13afMA3}d z_h(vgV<)Jtf-*H?E0cJuDRyOXUx_RF9_Ju?z_&V783uI2aD*VXGyA9ep8&uLZcTcv zqL0z;zRCf5R&;BS9=jQIqeX6YaiTV%?=po;J!7~^bl7u;>4O-ta zSFSHTmd35If*bb`s~r~x2GP#RIVh}i39fhd)yXq_rjkIlE&SEe%kj(0s^O(|QQP+o z?p}>s$TI~!vn`Y{@44tP+pBOEQ`XK5aj(n1n*~eb7RTR*i{uuz#s)bW%NXq>e9~e# z$$0?;N0k%^8a&L*EXQOk?I*g9?;qq;Q{ysw844(fgv+Z!(ROsmr20OXrz_ueZ z7*@c=J^OmB=(0|#g&@JL;BFUzqnZS?PcOycfBgl_PRG^>^TW&?GDd7;YzE0SMfZH^&XXi4122XUHJ!qLLp(3s}N%4Z4vpnS=*0V zF^r%7_GQ<;zD{v~ip68ycPsbo|^+q`%DdSV651-V%5 zADKy#-LD&x>=J0B%54+po$I}+^XJr^?~Y}D)R}n5C_#;JWiyVPeP~na|PoND|7gyi(on zGGlaClHbS8{73HU@@v%u`C27Og3@CKjG2{7Xs^s$capGB(ed-~^|<<7Z-mknBTxx@ z?*J{<#Em!Or7wR8V^_Zch3~$I+5HE_*Wpy7Z5sSO>-Y9&?5JoGvp^iI;p|$w4#Tf9 zbLF+qEJypya`d0P&3}A^$wrv=!7We)1Sf%i(Wr0hHgv69hr+;MXn6`TwBT;b46%0G z5$MZh{7;{XnH~e*(#=V^t3UO83#@?Va(xU~TvlYsW$a)JZXIm}?4K?Bf-V7m%?|kC zi=fD6zPKk}FoPl4(PDWFop%9tfB$>f|M1Vv4YG`XA2eM!X4(||v~MMjUVVi7;bJWQ z9`Fcmat+t02XDU>)>AInf*Y&g2{~udJP`_>enzfzcaQ5%(;)j{1NB%#JpXm zHEu3bNx>oZN6gL5AO&dL*w0F^ie>JsYTN+e`J+#R*0mUO=f2u^sO=mc)m}bng!bfC zc?Nr{tFY%CKaH75x1G3X!X^qETraWSl1Ok1DBH>{ZLJfTePAiu5pXW7*`SV^E3D2K#4mT*vg@hU z6slT$$rVt9w=fq+;|2i7tsckpc&}^Q*z2!Bhq@A@S6=15KcjK;j(qE$$6iK<>OXRWWUg6pDwK1XpOjI*$kGv=PtA_nTBo{f#acEj1kQ? zC}@QjHm7Z|h{bol8@2;2OHvRMNby-^Z;uIK+&j0X}Yp7!z_< z3#J>cao@RvVPHRFYPcX5@z|PEv9n}Fh-Jrl&$r-q+mHm?-N=&UYNE6AWk>+}d(1^t zr>|#)&e>VlH4L4}%gWSoL6Onk7E!O_`QF%P>#$6^oj$aNe%rgiTYa3g<`30E|E6mS zVGmJpgeTWU0?$!8JJGl0L==j4IRDxPIJb+NAm#-B%vkrywBRN(l{7d5Id>w=44SVw z&5RmY{m9wlAbf9jhbmk5JXq?&*C)23FzV0GX0LeGZT6Bd_WNQRV{capmw3%K1Oxjs z1JeyES^XL}dk}r~sVgu!(uHkDRr9WN1ay4t1lq0HNLFz3MeelQWQ>lXFl_qBl}4;Q zPM(gs+&3f)=8y?$(6|A>aYv40)pU$pe<>mqmOLF%L6Ka-hIc}3ujrP`_BU#6*9|C< zHEv0pO2#-g_Sh}?-krgb+*qG6wz-Q^eoPhegUAS3L)<)k!jk~=twcTx-_BjA_DCouI#cc3&j4t=gV2@Nup^a`ax5!75M z20ZUh>FUC7k2({(iak}q4HC)~U0~WNdHxmbw(iCHUW(9lBhXi^LtTl!ZKq=D_IHL} z%hfLm7lIHmD<2vsmVO-iW%cAU~{ynJl5REt*EsCHw&{VcIs^%Js#~q)tC1H4p5uAkY4^sUg zMw~Fq0mt#M9n!4`MYc&(kz-b9n@aX}mGFkMSK__b*bxUCqp|WKT2&Dw;PxU~S!zW6c>U33XX zuYA3A5qI}eYiE;|IbzhHH@xQvjc%7Qyx))_%Xr)}lLYwb0072vK$1*fT0{@f(hMIr z*9w2EYrC&sEU;6ba4j1zb(DEsL9iGrxKHK4e(rwfxX?fr{{4y~IU2M11%cUdNZr`M zNeXq>q1#lFyLgyzJJDy&d{Tvh!N4|Hv(Gn23u5=x_Cl&5nLch@4P)r_-3xY$-f=rR zS05R8N<|OWxJj~%u`93g2lELlO2|8kJV{PqHtiC$4Nlu<=Vf)2Tk&b!0uE-1;8(g^ zf&_r=CDY30sdiI9a%tIIvQ0F>%`4=3{jk}^wYddTa2p%w#LXA2!GNWCW8Yt)uOBn_ zeu}xE!JXL4vJ|-R>@Jk&g)q-%YwesqlxOA`Q)sZCCp9;8uQ_$d;f{}+S2w*GJt}2666U^;{A9W8A!H$+{_INR>IIyQO1`h z&&Jf#Sb00v zCF4D~>y4Xm^Tlhp$J@9xZZ3cLgeNzia_gQ62+PQ8U&pTyDio2Zi$ysARKIgu;x}UecS}^Agq~j%4;tI?J8PPGrM}tJXdwUKQlnV#0@tE z9%dMZD-{q>k6Bd&ja%f4)pqd5mR{l8%eI}s1l#~5MZsY=zXeO)`#$~w!j%^PVuc`# zfw|A+|EjyRp6qD{3LW_P^riT_Ni$lhBGTXnrl_g@8DuJ{$Zk`~`GpGFcyR(eb)$4J z)-i_R?3a8Rx9Eb~@P(IDZ^sm>s&O-X=h(zc%T%2Y4xV!!sAzpzLU0M{EgRP;<`66TO-^%W*3spS&;?X*kr+1Z4aDW9|5Lv?fu-V z1o^l*8aHcY)zY|?3JRX<7{N<`U|}}3A>|O1UzGg3UMiA|XWB=6+qq^h zF?`&nM!Q4JRoQ#6ZKpUkj-F#ThYsLTiKB7r3R&%SuHp4@t6`OO?aYv~u+VU7@Nsia zl_dP})yLq2Hy+2?+e8HKT#{uxz3FUx^{_Jln1b8trPV&dZz}0uJo(%I_ZtAfubxa^ z*ocCmH#TSuD?rFHv(C;;@>ne!E36p;p;9z?wnJ8j32u@VY)X_@k%ywlC|3+zYJ-^~B_@g|r)BLLHxqko-B;*@F8Nb4x%8`Ejhh5~ zef(s+a_J4OBZIZ8?zz$Yg3e!P(&D>Q~o&nS;0+-u5mLA9c@!n=vuqZ+`www z93MBkEbix7DC<~=;~0W*W}>~P7>tf7Ik9fTg43Spm-fvn&I}Nrvu<0w{)Tx!+qKE;gdO0Wo>q^ zJO)p7jsq}PeA(ysCgAq^%g7S&(oRp*y0qcu3G`5F`|SuvmR3o{XMNn=y6Ay91A7DJl}mWgQP`+nsGC&x(7PmaCFba1uz8IQJTJ zOe3%bxAE(4z~Vpt6PGU_5TtPnnOM05E9+j?we}Rd@q?lDSdbLxhEZS6CD*-z-%&+3 z{Lv7Tc&(v*fAG69N_d4oFHbAsny-d}^pjn!PHFpu!m)hQb$Q5qX_o}cAo zORsPi!`KFqn$;Ui1XIbw-f{~%)RpL7e{`%%XFDALyE4l@JjYa$H#qclmoUE*STx#= ziajt&01VG$mZN%gcH0^^!|mf%P)z4^QQ}pWQc(fYh`jDNL-Gl8k`(*6HKy6i)*!R6 zXc?Bi-iYM<_S>`Q^yxb@ZRF|c@1?0b7BSdGGOBQG|UjJ)dVZF3m~CQHCeOOC|T&%BHa-*_>~fB$Q)Pd0B}C6`Lh ze8;|@0RysR_IHZxHhq5Q>o)kVF?RJEF>=LgtEQKB!e^!}*?rS@A9@<6Z=7;05ZbJ9 zYj(aIn5&M5#QSbi;`6s}W4;Ohz2}rRXTIYOWR-3?O~MDq?sek;O$Xu^%RT8h`wm;5-EJ3n5qhEF}!@9kXp<~&MlXfRC%9R~e5^jxKL9tiT z!z)LY?a(GEA?obCn|;4U8n?Pj#Kj&D$`#$!c*`+n@FRU4D21#{@$a3^hwO_gY5mK6 z)e$vraZLcqOp@QWl7hK~N_y7203b_0h!-Gje+5u1)MgAN#m0mbv4`%c~(|K480 z7VSd%{6b$Jrf$0v0C3&>gC<0KWhI;TVc%2q32lB^`N2~LXDe9F%dOrR#LG2fW-S| zJ=j(Zb;apPV1iVgrzQWsGAX#VEuO~U+2^>nxgMR>xRq@mH_pqkS7LO-`GCJOdMu86 z!=>n2qq>jtoo?O3>QHTs+kDwv;WLvjO0a(74S|!ajLb;Gf{_S1vql+(+7X#5755ib zVJ41+(NUCNdMTFgNfgRaCZ`GDU9q#13G+I?$iV|*3vSiPp=edUp-3_ozw~O_d+bR^O}YfPXJ6j$bQj!7KpI5yajVr-(*0AGB`_+tY7tz) zNzA{4%zL9oE=`hxBB87sfhLM_L4gkbqQpYEf}cJ1vU9Dv@B}AGi<-1}QO}8R+%KNk z0RWhpjINz#Zos*h|DK=z=U-xKv>OvcU8bod({C;Rt=y9MrL1vSGk z>WX;Uck(uL%&fpG-~1Qsd*~;wecmxp3L4iu8aJNSkRQK*`IG%ymN9tl`PlKzf3?mv zcY5aqULW;}$DGmblMc?=LF=NKO0x8ydIt9V*8>>4>T1aUwg;$~*Ji)xD5lg-+9z4Y zMJF!9Z=T+Tb<54@+V-`iLIHzkpX;1ct{A>&w2NCP$f(Tw$AZ*@W(iHm_&a{`>z8nK zK*I7s1cCg*=va9K4*vRAkh_?aB8`*VGV0^Ti9{p`I>)lEThV=ZW);;0Jd%TGY6$6SNMK)1OP)#v~n-T}r*v&>s(i2974?;}hDS7FStZ0&NhecVPa ze>H|LzSOlXC_hr3;Az}M$eh*AXSbW7>zn0A8%g74A6w(H=Av6~!;<&D4~i@?iyM5w z?SV&L01(y>HA8Td&2KB<6%1T^BcALS!~KKneES}IwwflQZXY-JP0zAV3?DZE&%bg2 z05ICmF%u3upWPkgdyJ~aLN^STMxz#?&F<%2x$jaG+{FE?Z7M0FVoeQoNd7)7Mn5e{ z656JwxPqzIy(K6(32PPQ)wprieYki9&_2fRwJNw7uCjW4)LFq!ktJurXm;Kd6ru(v zVQHJ3#EMV^#w&mCmXjdc5yS;#QgGu< z1}f{1b^d+)^OAs35K zy1D|cR@=mJxW5B`dhI6M{@SBzIzK9YQ%O5YDd$~B&3EQ8UpO#Z#+{%25q9jE>NnYT z%{9>pDo+!H{(==%(w@xmf+Y1VUxvS(JQI5g{yvPIxYoUp(j<*rZA5!kR*UKgJDzh7 z&Y2VD+DuJ3>KH*i?6=ZA=z9G^_P}Xpplj_qEV}i!>g|OIxa+!AELc;?uS}i^eP$*8 zr*CBf$b z$**3-{VzR)tIkwWspw)=zWveZhAUyVFCi#TZes)jrL)UvthV5$$g*qF5g4^HBbtQJ zylsMK2n^F(15>x%iSo{!czCA-;5ldTwXr8c9c_)Bh)j+&UQqCwN(O4&q6R1NXxt7AEh}&L!H2&j%p2fEx ze9E=2SsJ&_RjV;{;l=1ax&e9qyip}3*8kV<*XBMoTYaouKXwkcKR9=l@0fxj_n7Z@b*m>W#(R+eFf*cDwv29;AgW1P_htep2 z;^|zT*JK3kXrCjvS>f?-cn5k%2D!(Ep>%g+@~v<4Y)r21!dCc28aG?(R4B-Ju44qV zmz;{Z|NC%AMDE&&qj7Wjo$2P$UhL-@=xM{wy>r$^VAb>>R!#fsiWS^!A*oz3T=(*h z-xVg}?qF}bPjKVsaf@EJ_B)Y1!AT-%+!#|ymVzSr1X7!_u0!iyf_rAJ!Zpu)6XSEH z>2XI}L71YX30CQR0?JV=n$c#rw+-OF(akX~+JFdYHN3B|Z#Yvu{b6tZLllOG(Z>n% z=@Yg9Jo@_`!O1smA2&mH8fQgwoiUqXk{?bSl+Iq2lJ*Y2`dC^z|oOxP7zNw^hY@pnh{%m5&m}zGHtsk2Lw`g*8`o<}2UOn#HKEGi0bEj>H9~IZ8 zZLt|;vp785G!1QRqE?kGp<`w_4!iNqPRaohtVPYDKe`>$fA&EXhev|%=L&Sd*SH;& z%~kaMmd}iCn34Yu-*_a(rvtu^n27txafu@o%u*VC<>*E$>ZXnRO6%<(*{oHvT zPrEM_6rsSLc3&&JUqCr@-KZ%zNmWT!|1)+UWrq0gm`N^hm`$c;O5N*^Lic*U>Ds}$ zGHlVyd8LLq$rlZnY=yhb8hvt`gs=|MKBrtUoJlu(%|@+C#l!vxMf*bpRzYKJ)O5fe z5Ns``O~r{6Dt@Pvx7-S2em-e{sMfYr zn`?r>2=V~i7hHJaQtmN@zCINC`h?dg7Uc9zQesg1;O)`4DQp7nU{lFJ6SXG1t7BJ< z;s5*5lg@9^0-`KQ*tTI24t~SEeSRSzpg}~Y?sylEP1qT5!wdF$E|$$8vNt@GyrpAZfk)X5>+onA2(6y9gUkc?%HW%>JFR( z(~oQMyWfka?!L>}<`qVQ?^50C?Hjy;=wZWMmKk%1uP)PO>}M>Obyr<@HE#AbCr7$W z^Eg}MW(6nVnk(1PUc9D~QQDksD(Rg^*wG=)MF+12k^d1E3$m-fl~Da$UDrsX+pVE* zHw>fcVX8-8^E&h%zXk2fk~h=Ll*TQH@xe}CKX3ZD1(`}(73Wz+@kKL|5ZXBG##*lE zRXgOUrjl79OimN|xHag}6h@25Qi%{ETau*A3T*(;wqyy4NBNU@S35t>NeM)i^rhxD z4E)>wJOcpe?r73FP1KGz58qG(*wue=`1)X)7Ev-b^{Lzx_O~D%fKA{8vI&CQ)Mz)3 zSW*qMUkvE4ctZHRwV+auX4SM_sA}`BKYuk&-#AtC_0oV18WwV(Z_@}b2nlLU@4`+% z{pTNi)m7NuF=QPn;pe|KBY-wytPfqZi={pYE?-y>DEnQ0@2AgNzZ=sR`CTERnM#@( zH{LTy*m~3?iUm1RcOWU%zS&Ny?)3%p1}Cuvo%dXAnvvUc!Gn&*Em|J8Fl1RmS9{EW z8cc8!7Q5ek-xq#@-#)X;wT~~{8cv>Kwmj9p;}xrZqHF#(9bqom*n(;^kqQNL%q(w+ zhB7a+11u5*E(i`z;@h^bqT${g=$a`Dge()*W|M2qw;N&7oo9Ln1b6npHk<3~` zXqK5|bdsqnR|0Nk;#T4LIS0MhCTST`Br(Sw)gCKFD9B z5FrdsV%6VMFYd#~{?E@{`+mnnwq+?OvTI)L&WD$BUmMwitQxnV*+N^R$&{&N7zQNE zfwh`oucGVXj>T?ZRwd3%_F-m{W1b{Qexb+n+x|c+6&)ojk4xm>Bxz4bBY#-YOeGuj zojN{l0#nIGt@NdWVQ__cTW}LKm%b1ud;pxBcH&Oz!AD!66%xfe`hn3y?D*3 zE3jg!4}bc_hnyx;e^g2TUR^g_{^@p`Oe3h3k9rht-g5=b^vHr^l= zeO8L3dgH^#Q$x~Km|d~l$~t@?MZX2*pBt8ruQ#YqPsN!9P!{&#jxtZ|E@ zqH@v!C^9eq|eB5}E=vtY`3O9~bf+RVnphZP?gx{J> zC0*C|pa0o^ebgC)3+Qv}FYkA4XWRAC4}1uPp`n`Y>g^U; zf$%-o9D~Ze_o4D)_;qyM5VoOO$GD=x%te@M>ynJmEWQwJ?Irvf%zla0{M(P4e zQc)djy_2+R-mxsb)0h~B+keO2>Dw0-*osbIs+=E~h zZi4n@k40vbIy<3m{9Dyej6TI%KwrY@;Q4_!bUZ5*7e_`S2hsB5DF^d&db~Gy-Oghw z$zG{yYArdYigByRnTu3(_q`xtXQ>xEtvrn0V0ezk&B^1&OTZnyG`hzWbJG!HIB{*n z=%uNYOtMh0>WP-k=snOTe+(<=9ylN8{bsY>*E%xfy{#7 z7BB`#obvzvdDFk7(fKN~M{r&BZ#xxZufHbrD(r-`7V8WtMB~Py8%ATJN{VPiyAGKj zc+>MJvXpo^{_OhA{@`MP=>QmE$^f_zApu3N;1sbNtp-YS=W#PE?Ny~>V9)+}?AkZa zH9edS3{DbXaH~l+wte4ae;;eJ=fDDCwehH7+3gh73v#TSPf@Q zi+t>)Go=0K%mRKh)(Da?zjm$_qQUS63o9rxmVfdyiQON7)#f`fcFh~nKE2f3$b9oV ziajun+lHa<|BF>LvBu5DK<#G7k|d#^NS2$1|NT^S9k<+jKLDVQ34r26m7Gf^IEh`& zwJhw4(gD2iiaWpSpMLQn{LLMwxE2_fjP+n2tDNxkx4ZYxbMILk8$;j8+t9UkUF`Bk zCWeojBe)rcuY2ieQ}8Em@JIS~(aeuL1{s*u#YeKRB5 zG?S50EFn-Z0Xi_d;DmI(;eyrfa-^xyiEJvFv-%cLtKc@=-+>d?PT&U*Kkr-h&KgR0 zHzxkzhS=wM7c9)h8(ZU6eP*w@Y1qWPmXO;?arjh!Xrw_|0<`WW=^8v$i-=VWSDOmaxG~|ylk{<0{)x|2eUmsO(>6RWI^>#OpYwtu zLoN!enqn2hU*UaQPGS#m{`$t)7M!&57)NmPCgA2H)g?F;3#QK`@Aa^^Wbbabg;%VI zqxJf@+0Rx}y*o~r?sqV^;BQ}h_Rr(d-|ujKE3yQmXwIX{k`lR%OOk}KtFDe;);I{u z!ZVeuYTUf@{$tcpVLFj2*|v1CX^ELqUl+eqks_K(#{EcSPbgR*TmD!=lSps)e_uKP z{&}OXy%P5ghpbf8fJmcOH5bUvJB^C-PSeo1gI^u|y}G+L`EqREh<~^g9h%1lq%BpS*JvuWLeFj5-zv z3_%{Zg|a`m$u0NZkI(+=qpoeQoO~g)uEqGb;f>C=^N*j7U5@05?!v?Nv)=X7R$3s- zrN+(sg$tA1a-81z$A#aKT}8LQRdzBFWXhA91|ukEskj=xNs3LB#h z-KZ`oX1$*Zc$O8P_zbq+dq2Q4eX|8O&-+X(c#h%8PwLW`FwYcJ-_ur}zgKNpiqnpn zinVxFD#)gg6Qh2;ZK11%#X1(djn!m8ATX7jkFW?>uISMFhw$}@t*-4^a90s4+{79; zvyB*@eF+z=iDY}U^B}U#7OJP6Npx7l4X;tQv#W-gqnolY?4b@I4{U68$^zN|NR zhr94McbtL~)=V_JD5=2uxUmaQu}vj2-gfK>g>D$G$xu*0lU7BxOatXoNKmmx!}f`x zrjqpqjz|}G`Me9dqH*5de9q=2uI=fWO1d4%beG)b)woIQP5|`_89VpR0RaB_f!{|y zCu&<5x%6`MM@VsT^QG%>>lN#9?CP=5V}01#I?n>=wxcHlPireFm>lln_OWSMJx#y= z&#~wow+r@0F9RD@GNx;%Nlt>3Tj$8{20kJUB_V+m8LcS1P(|5zwpMI24$;;U@HK+=QVE zFHYooYnIiP5ZWEeJVbC~OeOPf7$E*sER9=x0cUSs>}*XdL40`%p?UxSAOJ~3K~&Gi zV_m;R7DN@DpK7O;1@hi4C!u|2x%<9x1cikAo%T`ztCtSec3pwS?V=Nx1)jEfl_@0h zT#nMxxXGmw3VnV2ozWF;&U>3L>$vx854-opY9QGjPjWeGc-`5Bs{F`#+`=n~9c=AY z2)mJl+X1K42sqCvm)O89{&MteVmix+oyFq!+=Zv!_ujar^C6mSIU2V-n@0%*x3X@w znfI8vxJxC59ZF_ z)r%}kkR=J_is7U?0a{<<)_cN6`~CoXvnP67jNBWw8cx>Sth1X8853uCXp2D^%8#7OTz$1XNB zO(PNGzFF6r5cR`P2jIu{aqF>?!q%G9JWCV{G8W3ZYb;4?MY~xHz3Re-UHk0Ki_un6 zLL+k)22G7zam;Og=4y)}YP3eB0|=!7_lnZbZedKdlQNYoO`86@BG(PCz~Qo-WCMKZ zx@+O{>2|YTyVf-@mzV&yj32(~_|)(3LJ(Cl47)w^7LhWscrKa;a-P#3Pweyz?&HI6 zRd1x*v}lRtKCzFRdlDUsAV*n?$flBMb@UMujn}i=Ijn)pO#2QlFwwg*&}l@VZSfM! zJ@q7tqod9?Lu4wcCm(3x?N_YBNB{ok=xQ&(*jL@IJ+(`CPA0pjoYXgw9HpXCU6A8w z-0UcA^PF5ndBaZdYYT3tZdlah66KrAwl2qITbG9(*Qu_=#7%EO$MO}zW5T)~GuVL< z>DY!4XATplaudN!kXhj_DUF-b*@YFK`8*^g{Cc`48nercx?-T68AE^8cQ{^k^>j*NT%4Am;omP;kq@;<-4z6=#!G-W`^|B1@$CWIkNn@+r7^ z->FFBR_HfvW(xy@As6&Jx_U8~57h2M6i<+n>`+^IvY_$!%6ET*ijgmk+oE^ehPfx7 zM90kXs$;PA4Eqi)xQ;Cw$tM;+a_JD39oCDdUfc`TO8mPI`IDxnuKbO2aF*;&h{oXQ zW7>*}Gp+OnCsAa{nKVX;j5c)P#jeGZtl?ZztwDL* znt^x%%ims4QfuEGLWH(O@3!SBAl-tCnk~=sWw^)yo@ozjEy=p{6PNSj;{?G*%Vc@KDFn;YH z#JGvTuG(M)H}}e0=0a81TAU0t*5_Z@pSuLyN@o{3k5~l&=s4mC06^E8wE%$ayWAZ} zxuQ43{GhYFfO5s)CT@QHnVgl#w8onZv?(G(c>342qRb6WvQXAhD9CtaxB30_c9jsu z(0Lc2chlzN%9=36f{X=52cEpUzjJi0d%fB0?IiT173|AgBhHJow_FDGj1b?rjK%$B{Miqm^EtLIQ5(bxh;oTW_h7@}@spWnje;WM;M_ufeRyNgbIeBc z9J8_6#fVOrk6W`eZZ+M@bB-QuzU1Z3*ByW{rRi# z*?)Z$BfUl7+3I#hmRthbA6{CW)MrX?vxu*8tHx}2!#OK4+Fwl*l?ithIV4Xrd#GoV zI@J&DY13sS%99M9|0?txdt9b1H-MaJ+!_Yc0ERER1OU)~+8M4x*zeQ++x}=nHE!1K z_NB|vwf-n5qOhk;r}-c0?0f|k-GC%zq|=CrB+I7Bq-C~o!3oo@{bk)~jK(csRkXS9 zF~+^~SKUONw3iqkHyHTl4}XvU`02A)C|6J{$hiEJ<+%BxH8_1^V*?_kL9rmaeB3hO z_)nNb(YUpUrc_vZ&p1&mD6x}RCxMf!UZD7@=!Pqv z4y=|6LaP`_Z@U6inRome4DB+rbzU9W}~= zg(OKRjg4jA96Fa8w?@9w?xT*ziqHKoU&Xn7+|0krmajs%&ysnq;^-JAuDbzG-hCG; zyLTs7=xV`S_w$t^?8RlEvChtyq3cG=tVVn7#w)tfkVta2V=>R1*ke^<9hVX=vV7(icl$?;Y9PD?5x>9UE`s&V7)%RrluBne|zzMi+ow}pL{wvyrs4wr#P zNsO8VH&s0oY>Q3HVm(j#*?;LmAL(_&d!wq z03B_?rUZrlek^Q%2})PSozXMUu;&+altl?PbBNbJprRWnHsIL?dfJ5h*v_{#-YSt- zypyp~QE?U<<`*h})r>2;k-CXiqbU|-RCL4fzi5@ksg{5p^NS^vWp}@wFH=bmhH33% zV~+>Nt(m~O<-_<*{dY(dN8=XciK#{vQIc zQ_>p%6aWjTlcJTcO=2o|*&4KXTl)P1lV~sOTF(MNd8*000~okc5`^E=6W21kq5u zQ6)=Njho>S+%i8wj)}d9GdFJvZsg;ZAw0n@yqFrdeB~Fl=|0Mv3c>avGoNSThMO>W z?)jO~NZ3{3*0>qYHr+6QV#&29sj{<+MfUCc8EY1A-5;Zl;4K%g!A%#gN#y=X5N0ZQ z`Y}`Zi??oZeg_L~i4`k(xWP%P+X{;8wl>Q0v&1CSR8m#dYXQ8?v-w2;wv*Ogz?D7< znx@SHm{nD^2;hq_O(plCP9#Zkb*i^su|81K5aYt3hg`mGIUacA1pvTHI}ZW?4$N8_ zH%{WhAO_Dq7tep{<1q`F0HIMOqYD&mlaqB8#$=$U4S#UnD*V?kUU0T~osaX*hi^I_ zFTedu0L+1>5gNBrQ5O2nHFsq{mXlkN09#kx17Mf;Jj*ol9|3$% z)3gsnDa^=7PvHK?WizL}Exv8tv?R)9h1j;;0|V84XH-+c^XLtPs&oORcSPyE7YQXa z0SO&MdT-K;1Q0=y7K-#Hq6Fz(T0o^p?=2Lm3PP~Z1^*ZQ{myykymQ`pAKsV8hmh>< z-PxI)ot-;7Gi&vQq~(YhX;FnmCWUQu=GD$;H+_z*9Ib7w^q-dGS2*XA4?B~q!8IjK z8Tx&1&A2r&_3Kw->{9OuInn#h_ix8+FcYAx=E@5Dv136V>OMxUg7PvNGuyFq;-C~e%rLd@&8oxB+* z^rlxbf@?jmXT43WZ9rnDjcGGaPh~}f$D^YgL$x$WlvkH;dEAez)Y>NKVpqS0Z~ zyL0iq@1IL(n>dwy#=V{15wZ*v$Unwz)vQm_jBU2`C`fsA>9YO~1RRwfkXL72 zFz9Z-9}2BfwDLH9hyyX>Ral7Hlc`Gk-t5F^VY2H%;OCE^fACIzggN$YIB$b`dKiF_ z0a&2kl1SESxr!C;KZGlspwQ;tR%`NFW^7*GdCL$GW)!d|i<~2#F{Ie(0^fOkzERoD zc7zKp1)Ru+ou4JG9V1>!q{qDAZ?SIlT8?i&bF}L8INVk2Tl9Q6VphtwyF2PMieiXW32)&Z`#^_gefrovGM$jIp5iI8Jh90r_4c9DSv6eFF zN3DT4{=oHCk$C*leFu5+GrC2U1huMP)@Ux0tD#VqTr3oxcG9I?N z``4PX@>jLhQvA4ZJ!hI#+L~AD)bHvtn^>^x9X`J~GPQd$ChQov7kIJR{_spr?74el zO>2M|oi0)NgOfm@}t?zdvK z%z9Ny$(W^u?@x${m*YsO>D*|siUce1X!H_=4GYE%qKufL=$@?218i;}cZ?A2!?Igs z*`?pF$x5WSYaTe?ngkU-w3yM>5&Emj+iVv1Umo{VLHFTtibqi7V_wftIl$(JN0Vfe zzCbtUMDJ=2b2)@-G2p#RX_>tvYJ_GEQ+I5vzmD#YALy-^tkC@$*-syPU6t+dnVZ)>y-e+J zr*WQ4Aec$mFZ|fWZghw+5p6sC&OtaVe?{wq9fjKLun>PZYb^oyiTykOyH22Iwd)`KRMK9Xom^@c!tP7po2pirOAAkb#7u~4>U-w=&jem z<9ddy+Xn2ZYxkkpr8U&!sY)3GSk^&CTMvzG{4T8`J;O?EDrpp<{;j@Dp`B!heuhYMfX0B$bpikesRCvd7%N>^3In89ONLPZKuVfl4q;=bDHjE*~=G<|ijF z#+9V5<)s~*P>xZ$CoJrR|HSC~hn8nihv;%s6g(?R;9-c@(6o8E2hq76vL2B)L-jn{ z;wpRF8gYTs9>2~8f)wi|Ux3QzKu&lBq^LeCAp$OYdHxhq{(>Zax4$d!L5NpA9E z@xmU=VZ?K$aX4LL(vO15t22yQ@igL5{uhZlWLi|uP|ml7C(Q0&XgIP-of5qZ>sV(Y zZHB&AL=CNZ;dr2H9e5a_FN?gY&&1f<9WSJ8h~3=TW?;3t`Y)u=)&;*FRZ^MLy&W-5n+o#=5AI#LMrBw_%lqrgh|Gl*k zPkIQH_;517+VhZHMNaS42bKP`h1M0@fYv(Kj<=TlwqJ=9ACGRq|9)77ksFLa61{5enc8+$GMJCoK&-8Q)lOS#^~CH(=NGfh`O13J zP|#}YLUfbkSZCQ^>erl^X1@0sipz|~;-O*r&f6Y=s?T)ycG70)oZL{CH$v z!8^jR*)XjXTEjcymoYF8R!kohR z?bK@MypwYO@aqhxg3F+R09p}Bju+dh*X92p8mxrhujx94)@%%NnwjpZ%(F7zeVBsy zL%2GsD*orw$?sXB+i!z8b*SeYA9WbgVzVtXjAP04esrz+9FI-A=`%Dzr4~l?GZ*)utfy1zs@d~k^qn)HK5;xv#qgz7#gYa)LvRo4RaM5tj-5cc)d*Ikx%f4q@TR59oX0JYB#ii1r!=0Dy zIz(!4dS<}H)cs}0T1fiNKGy7HpP0RkYc`>(gA;dZTdTw+{nCj&25Ngf3W9-Qzp2LaHh>bZy6+rAm84QJpTN)m3Q!Q-q2) z>N#)b-Ka2uGnpE=`Ae-+y`{}lD~1~%R|79Z=IMpLGkx_ed^IKlD4+eH6~WEkVs*dJ zeE;vbCSjpRjT}1kOABx=F(IGOJ(rI)#Qw|U)+=r#ofQu;<*(^ z4aBp_YPM#F0A!_v8>8hN4!&{ovW={~7TN8q0rP7!)=BM3Cn8#@sY8OKV^CP?XRY|G zchv^mKV>2EX)@9#o-HN&W*=B?2S3OpQOi?8P=4UK!S$W;Jcn!`5#Y{F!kr6|8)Nx|YlJb3fZ5 ze(1AUJU=`vA?JZK#Fn9m;(54X?)KZJ-<6isd3S}Y z`w8Q;&wA&5mtf0i9o3z9&SnS8HFc&tANGCR6z;*tn>UyZpp*P#c)o;O@Kqw-F*1#0 zSD4jJCYnuS;dJ}ZIb%v#bTS1b!2)DR3u901ud1%!DI^D)e>6)}v&?g_~#OfdP`t5G}m3ia}shkNd~Wg`NUdjzDa??6Y0 zo@uhAco#7~;nYm8$O=YX6vy|5>>m!ysNK@8^d{hSi6O#+rRIGl5rdzOKMmv2PP)^f zo@9LBlN!bPe7*K}YTmHu?F}|^Zo1C1yVXa$O6ptasgCfaDSx^3ka8F7`~up%ksO?6 z!p7ju_eP?B!rKBxPA!x|sLvHV9KEUMDtzuylc#<;fVjo@0U)mlh!$Pr;~!Rf#E|-a z(X`W6dV~6vMkTaK?|}H*N!8hyWJB|u8vI5ei`3^w9Cg)s4&{EiP^$F9uP*g>?>;;V zR*Ef_knxmYl{#$o654S6qEPZ+CxKotUy}vrb`gs^Cr9$Z4*asS-9jJmy8J{`U7uy3 z(;fW%l3>C6LC|$DgA{m);uTWR^gF#yEs{(75T0J zr*{=}y&s7lu`|TVC0T?VRNER9>_|yKINXA^)MCj3A@c$JEN%*{F~f~`UwqS+SyoG{3UJ#2;>IUAvT8nDCp*Q5J-kXSCNsLdQURbAuJzcC03=`-Eo2Pp9on z`j$jHWthx<8GxiS28Y62L_l>1l0MRG^g|k&_;=m>v>bRi?keYjcl0T8GRt( zDZmzoCtO#L?`+Xl(oX}2aR;?(1T>hfkaZdmJ-r}ursjuNPvANU zeh*HH?V}r8piOisz9n>FJV3H`Y^i7zREkNKh6s)l_U(5V66|4zyLQ351;d@i{W&zM z3*LXecTMI+A6+FBD43I6930 zP`Fr+1b@zO(0@%>?V4R6mdrL@O3RZC+vz@>i81yI`NXDTXaBMx-$kHSGCl)N629ro87KX?dMdIVo=8h%)N_Y>p56(JcV%&p#8lG(;>G6 z7$V1>oX-AM9ngTL;O$|B$=aw6`e93&d@Hw9K6Fi=Rx>;^&h2wb0i!Q!x}q$~-LP*+ zwpgjL#2f@^_2Upq*su++#`>DNJ((6!vZ4y!y_XNaUQTx|`#sj22=i()YS>|NT?R6T zjW~)pCa-OaT^fG-s<2AZ=$Evso?QY&2h23%3|j@$Zt2hzmG$~NSDP?}x=iNv#WK`m zvYI76+IfYFMWZXSnnM*uaQ%p!2u*L!xNC)w0ygOAYZd$CLlhq1Z0CDr({4N`mi^Yl zNdTY~fWuUb{;fTh+>$98?}@icNBXqXFj7r{j%ON_4XF4QVV}P5)7sOkU*2nYUyx|$ zc~nTJjBu!IhJC~%;4OAEe3H;za7Co#uBwN>CtP6le8NJUTkTX3e; z7Ac0S#NAI6i8u!O zWa33Pf&10sz_Edj~Xo>$wRe;;2klmNC!Hna5Gu@&uTXO@Rd?Z|IoCf=C zVM|4ymt5f=s$l#=4HGm)!r2pMe?um)3;sjD$0mrwTug@>4o<qedk(svCn{N zxW;<>jQiuRDF^D{Xs8s}+?W9%<}mm&!RC8M5MU+K;eWWI_XgXKi zHMR;omHiY=Urt{<0n96WleG+6Z)!#m=6~q51SsQ^r3g9eM)zGg8ExJGCvzX#NKIOj?1yUcVz*0e3NvBoU3ATGDBFTvD#AX-rLu7uizoCg`_{%(_fHGy+mjSjP zcLe8Mukb(K7x#RT-^PF7t10eDbK~*f0Z-}(I_I+cs$Urtd#d`_H>UWgg)7(jt~Ww(*x}j;<6>Y?u}B;p6b9qcpcy0FWccFV@hK-UaxS$=-3qil@jHU z+fT$tDNmxz`BVIj?^3L8*BOt)6uIr;-G8^nMaK(0Gv7L#I!XC|kLZIcu+yctXdt zl98J0S3$;#TB&(-A`I9J)fO4yw4)eP9KZ-v6-wxsILJ!GQN0KBZ@aU6Y0Urbo(wM+pH61l+_?Y~~c>&EWXBwZIpZSN)gUOv7pOBJm29?t~t6pBuo@ zF&%-X!XKrs1Q7c@^O-Wm+nOU2>!8rt1e=y3i74q z(IGIqA+u`^XoIICEXZ^q(HL<+pgZx1&aWyZCBJYHMpGyYPef=Fu@4w7;>5rFKCvZ8 z(vVKnqzjp8xOXe-y}pV8b$F5y?_AV2C-df&jXpbIiliVVg(Ylr_aQ9})+K+(G%PYOy47^tMPTzU*2tmD{(7;ZBiapbR@%it- z{|n{+0RDeN;Xl2l`21bb|6u+uI7*zH0Eyn`x zHTheY9uRtnDHWizrjh`-KO?>?^itkyx~xeta|erOV>wYTCw)XYorOko0vA^>47wAJ z1Yla1muOcaq!9jff@*rqRCcLH)tZF;Gx2Sh-*Ys&3gUeQNs5exVC|Pn}HO78od zhyIY`Ysgo^og+=o*@rgaUL0~<`n)O26i)Iote8-n>HcM~TxM9NBjg^!pARY2&D5Fy zSmue(*?>GsIqx?C@?d(S2l8!P+@o%b#c~dYnCgUj;~~QVPmrX&4;&`MckgGOSH;W` zCdQv(4J16P@b{mUy6|3#M=MN!r1la4%CK0S?bif<*sRJNIgpIav0(S_K6-B_V zn1-Mi3vN+6A@}k2_oOLu@foan+wAxwk3E3}@Cb}WnHBl7ZR>lY0mA<_a_vEYA}>Cr zUbC-O`}uSM-f?rOiv{HO4J1X7m%dw`X)iPW${FC8IYf`=+;mz8y3~}E@{R}|O!qSb z9nQ>WH>K^KezBl#^O^}>iQwG@FweOKIKk0b@aiM{Nih|`vo^*_b6!aAXdtyEZ_!Uy z1VRJcgy;riAZmfT9=yBz1^mefD zju#D58xqE0J7<&bpn!C%*!jqVUOA)yE;3K72&*BO2=mTM_mUl4o-iZ*03EQr$ut1c zonHyMufF4jkHoX-dbc!&Mqj)}qyH45w_zBGAL{J~W90XOLLx8#0f75ikX4@z6~sYavd&f((@$P*WK}23MFu@qQO|k zv=Rg54&EI!;6@Bxxjq~mT)HG1%!m}SV0gg?2>I@@pJoK%a@35xb^t##I-~#`MJ0OM zvFjxGRi$hVbm1<3Gv5kJ!}QZH*H87LI#X}{Ebs&(@Kz$k79=4-$`kc6x)TBTL02*6 zBf-ToGg-hU0&$**IK;t%hUE>s@?gPAZMbz}Aju`W@!mvzFmQw~J@zpF&62U%1|E{g z=8;qdI0d#p>3}0}0TDZ~;zG)SFpUXutBLv-5Tmy4`a*YbmWeS6!UA%x9H^C2mw83q zi9NEifUpBhPRR%c^CPz{1;77r6?=Q=x97 z1zhx8f2YYreJbQP4Knnlyc^4#CdIepD;>!T-a9%I^*B&QXlb4V^}<~6TeuTsKQr6; zGYR1#(P*zond=c!t0M1(dF5X~f@qLcZ_wrwr22I5LOpBH@k<4Ppv8cK>0^tAuD>nw z5wg_fZm4A4GKmd2af;6TPh~uR+q>5yAU2GH{c%SuSTFc~$J}{wh#XLNF#?7gpAt$RCy8wA$}9SvF-B-eMpWE_9jC5~jyfVmj**)4}`8y~}Xt zJSfvoF(U~yJ@ADze3U6gIS@oa8AImA)?_8dRr7I{~X-ZR$GQf1IO}% z1byudih=8i!=f?AvN}qcRcQ37ien%J(hBk#SCc5?%vz4#eg!PK?{?CbX7G$3fXj+- zP~`yBO_yxTzW$-Y9Et1J4P{+0Zz8XhV{um^KK<5r3g546A}GzGv_a2=`_p;v-N!d2 zw`nbPc|k&6S7mbV@ZtOdVT#k z*z?S|C^kW;&(mkccQDv%v}zxtEuxx}3*pKnJ|u!caq7`eNxRtg9(56@sg4HusMr>- zeV+O<=y&(-ke^&Y)1PI&ufd3ObVnun2+@9YOYTN0Xu0e!R!yQo@@2KO9vB~H1lXan zT9I~~wu05SI6RBgb=1qW^VaNdZzLW8)eW+q_?+;`02O`q)76@6$0%hiz?ULtA)_D^aiA|M`lelm=iuPMR4-2LL+&6}`D^EidOV_y zAXoLqiWKW?X4Z%y`R^{=oA!=D`M^HkGs8#8M^2mfRG$eD<>OE53-%4^87h?Fe|JvK z%0bGgcG$6S+D_ZfmAi#~T=BB`X}YtcmP(aM$MV|mr>s)BN^_Qs`_%_9enzt=;~TaH zFnMK{xV^hA&A(y->=JTHT;NK=^J^Y3??_J8T*&&HDkjM#57rpaYQ zBy#eQxw7zHiCjbOl*2ZFPakfE7v*KzZ%RISKJ_$iH!B!^uq;DUmedQ^sN^NvElBaG zG;k-}t9;kFr~9?^$Y4lvhUb&SqbuIB`#yOdyR^)4@b?#G!F#9IGN~N8v+koEaOJBq zrcKc<)KV)PD~W@@**NGXO13nFcJx6q|MBB}rRPaaB^HSjdl-&DU(&o>qs z{mzbv2qh*{g{2a*Z6%-98<~Vy2CC?ANqUHOdGGUr@zclN^wpxD-b%?K33Na46J|_V zF6+-gH1KAOc8Ho$zD-+CQoZa8E6x}=qPFnUT~#X zeARc6xXn7`poU9qW}1)2fv0&W&2vKPxo=>rNdseQ?9IA}inoVmj*fLt)1Q>lq|!~} zIjMbENQ)dem!wi}6)_`~r=w~z*n8Z_U?L&-@?*kygM*s?9s@vkI5&~^XB|7mlax9w zlBIvfE7qj(!SIuaFhMgnqf;VF#gIQmwLHgC(evQex5I&l$pLnvMdzunS}%0dM11bu ztkZfVRjf17tOhfDL?p-e)UTZ6Yls2wu$9UU6X|TnmVWEBN|cE~kBZbn)zG%2l2`;| zXr1|josEsnH$xN`998n?xzI|+mCBndKU&^Y~KCocUF)bKLn_C+n z=f#j>kzc2_=sLox03-joZQgCUUpD6a8BUXop~=$ SRg@0^|KMtRu*y3&QU3#Wes(ti literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_36_3.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_36_3.png new file mode 100644 index 0000000000000000000000000000000000000000..02b690bb54941813f4301d88a5f9849b8f446ca8 GIT binary patch literal 12021 zcmeHt2~<<(+HS1JQmaV&*NVtsts8JaQBW{Kpo*efrdr%0VO9nq3=)JG=1P@X5p+jp z2z5j^1`r5iAgEQ?GKoNtFlpI>0s#p#3E_Ux_MG-V_x$(#cdfJTxoiEb1zBY8{eAm; z$LD?C_rkZ<2NXYD^C^i$QiKog`;J6f%p{RMqJHu*_y*<2&w`J?1nq^7d;)&LKXLyN z{J-?nLHi&QY1x0se-}OPj+BBg$*1=pJ8c`_d79xy_aOPXoj&CoaN5`V_*Wqw^dRp5 z|F876Zr{31=c|*aPoLVYtNXVbwg%9>bZ`0fCXz^Bk>GuMj-1I5bu&wyJR)@81=L>n zYWs^jHOKewQR|r!V!?NIeVc!a`io%fXdYEz@YyO}Tc>m4PoHqimT+5>1cId^Ze{!P zpE#d=|nZ;Vk3^j%H6tdYaB+B zhx27hTrTC_5DLX=mj%vAvGU%Y;edl2?iZ+WDQ4a2Ceufyd1H?%w93f1aI8=HNZYN& z?UQwIWI5KjTFfN%pS`TG?Xo)m=E%b)&DrPAxXX!T{ZE6MI^1MW#+o9%v}=BiEfQ#? z5H_gsO{_{ll{|v-4vB|UmLw}KPMqfF4D!C8q9kivB|?lE)fVm(nfTfH!!NziE>Ddt zCD**AOw!_1+5RGKh&fuLJ?o6BqQ;wX@OIm9dk&Wan_ML_plJ)eMB*XDcR(Ddv;=Fh z5OQESrV^!)k`3J#b+IVWyWyNx1I-pf)0T7zG{iFIVm@8zK}_@p+O-{bfyg`X?R}!C zTUb>-t9?uiEv(0rAQzZUN3(3i>2Oksz~2e6NiW8eQAcCZ>aMMLH;bo>k802MK}xEl zqf$s$HDLOgKv=_)oa1U_O(aavMz;Lt<7@poSF2u6xUTWo-w9W!@^7!#+ig912P>q~4nSo)@U}jW8mP=6BygBY%Z8Yq=A%P=_tqyR?(L$n zr5&$UYjs>b{KBb+T5%sMF1ggfi;vZ0TA?v$*GBvtGRX^cm~lmEXqP753`crP!&PhQ zWOj&Eks#?3Ei~M`hG}IklGZ{^D(%57It$T@^IbDo3i$yhUDOJ?#0Kr{3_K?gI-$I6 zcnmi9y~>iG73|u`unFt%H)m{6L(i3@s7*KCF?u0>3$-Ew}HX_t)`WtTG0 z6FGyQ!|^s^5f*w7>E4WI>woIeseTwys@rffBb7h{t&}yH53GHnrp{z3VVJ~yqfOnHjaKgtp$Nh2VK(cWGL@1w9V}=iN&a8Nlpx zq8XWNf!W5nVHGFz)?m{t*d&p-)i)cJO61jyFLETIP=CdA5#t`Xrd1UY;{(I~!S%7F?|=;l#-{i1lHa1FFpxj2JnGoI#WA zkh(Vsp8%H(>TAF6Ei_?g9=^PgI_4#cfo0b*6E?90?$La?$l`mpadgD^kC~aQl1ICN zMFzpSCpk_jhm{_giriglw3){cE6t8pYM8D0t9&&4E@qMpA(Qa}p=!3@^ek5H%^T(k zglPidGPG;`jdx=gyoY4nGrhE$1?L^2vHKNw-ii=z#3!%TYBKF;LOMa=aF^)~Mi>PRqz||L6c>s{ zn&5^tomFJKFQl+L9leR=`fwsP-e?yq!LpNTo{>7ZT@Ds z4c}y^hI5_n$UP$B9g7g_al=oeZ^x_abas1Cx(jNE=GMd zVqcru(0`rrva38(LH{Olrn0MN1a-GX{7l*U>J{p}?Q6X`>f3F@x@u0$EPnDx$25sJ ztfHuFLg`(5I~_7iNC*}`%F2FQ6U;>ItimFco=%6QElOIxPRZ4^&p9baZ| zPOfpEI2R;Q9#n$JW!&O>+z?lEz@zoi*nMc)htuuF<7;cpUXi-a2uHyB+2J&EN;Lm! zvvPZ7@L}|e8j1;i@=f1?9G{luo%KWv%-=56gY5KQw+ z&bx~VyiV7%DbCaWzz(fET8)C61j45H{}*3T9?UvkvFIm}1{8aX-DHV=>C}O48f7p>D<^E_eWs3q0Yu=f`8f{cbUq@B+*yXo{sAC6Javbf2#bd)aGmo^j!Oj^( z42N4cK7Vlvy1{;SkrhtoWo6aA8Bc>2t{&cH8de;hRZaJR%azomLQX_14mm2SZXea#bn5r6|K|?Gjq!KrVhwL`Lju#5D@;g znLeo9(Y7NrksT@(%$(gvays?u%jo^Nm_LXvx_Gt&EnR;%LuB_Co=Su!zCh#n)xB9L zH%;02k}J@-(!5QWIeSXfv1RGe*9yAN^}6S<-J!*jw8uddLp+DY+gqK^jcT}aUCSFJ{;9$#MNAW6$`$UjJ66!I-$Bzm@;%PfbKoi#7iFfvzoZ zfk$0Z2K}iwS^92$e^ESTog5nv$0!)T{GQww*ABs3D~4I*fsDeS{!}mBV-)$q)oS*9 z*=@DZH<@%1x1AU+YS#p3_!dd&kdsnYVd#4ek_$p7MJ$NHmr#NR@A8w)lqfs07Nm(~ug(vR%cl9dC1nj5 zZ|1RX9e=))-#@w_qok YS>+3>bzcznyLBRa#xLZqt)Xs^YWCybT95m_Vzx(T zu^)^kS53SI@~?P3(Gq1SUz+^p=NS46HwHf0o|icun&f8_Z-EQBL(0L;ELKiIh-mKI z)|hzj6YovpgZ(@|PICd*l0-hK>DR!)|5V=m$tXUUWvLBNKodN* zGcUgnq6WOLsD@ep&}z=pJ|dCouS^aFJiQj%vr(?)@cAJZ3p682#$*mTEQI&?JYy*Y z4Ff}6E>qiVr;(zlYM>}HHX1Lzk>GfFU2`5PQZ-)ip!w@nBD{_Yt2p-y&htzr4pCJqYiqZzJ465BW+1eqB9_}>2JRu zKC+o@25fOv`CnGmK21~znKU+fUOcVT<8}UK#QR{jC2?w}d#&UUO2d3M;dWG-p;lRU z(d!(&Pa_lnwl;FT9i0pf3H&mKr~|D8f!%Yeh`d(k`n~UqeD8My$I8UjOeQ`X0c%j4NAEx`tMj!$XwFsa zU`-1kkicbR{D}Fr00)$zY0qwM+i41t*lE<|BqzccFMygfe!G2@7#j?O+2ySL2SoWj z#Sq`*h&m9D(T=z^lKI* z(y`Cp2af*@mGrMa_>~Lm7=RWyf!494d(ka$qZQy_FbMEf#RB1GG-I2y>>*a}Tbl-K zGt}UijWf+}KL{Z7@iPKdG=qv9(6&z^?sK>jZL$^~!!p*y$!2XpbNQyL>81TcC~qSk z6}Q&(EBwHd7G*8+R{Rmm(Gjslf}K!M@DR~E zeZI)jI`^qOHeTsi#G*jr-=2s(U#a;AX(R_ zm!5BcHvS?1_^&sb|JmW+Jhc8jD5(AATO)tY78`Ltv;`MHP1XfEco}>fbxb5~VnP8m zY(M%1>I;kI&VHx-y|cU9^yq5B2t^0?hI_Wj$XqPGal<=GF*jrZs)3lN&}@k8RV@z; z+?#IINyh7F;XMFOo@Ob#!+ViemgQB3%p z8g>A%!OZW_nj>wkXU68B5-a*aRQ0xBafD3hBx3vq0aC6H)PlqfvP84djH<%c(@SHH z-9P>;p^azS6u-i`Y)6k_)`N(?nZLT^-J-k)e9fb6`VKT*SbP^MVHcl7&;ac+Z{x~7 zsS~xtzt1t5oDE`#2S8xUoSs}S34C;0o`up415~8sqxVu$k_S3cZ;7jBmyb~RkKR{Q zMY`vUUI^PQzYofnhbtF95UCMN zU5DolyElU{Fg*cfH+k}b(1(S-v9u}!Tvu!M5KWXJ5XO9bZz(_`l{<3SJZ$bDnouP0 z&um8Y7J$ZVQP4ps#HefRj)O9yD{uYS|D$ zmY?aOz0(;@d=@qV3?#$+)yRcF1c1iq{a!~YOk@&;0xX}ST@+k3XRvkMGI=m;YM3)& z!nxMsk+{&wDgd=Q+ztUu>Kf26Wx^bQW^Y05*6EbQX3m#j`D2i0n03#3R*}eX4>*o% zV4CPu!%jF!(f$)~RpMVvVfG#p-;(qH;S5PVwma}LCV$h-;7ye;MaftA#q&!5+yJe+ z9_=#170@owY}oDY1}+Vk*=MrasbO?9>L9?^{>j7_9B#If{c3P6%)eOKnF*t@TJ|nT zucf#JwpO{f30#|jlNBI#eT#u7vsa?pvA2~s?{bbKrmjGVWm2F zCCgXi=GXEYg}wpT-u>v^VhiWmh>0>?uv2uzc3>=Q%IS6BhT)2i741@=$eF=3z|Hj^ zLDb3F2*_gjcAiF#<9Vp>A#s0PN!e3Xtbrg(8B;R}R2m?E+haF? zUR!jfey76*9U4cyWPT4#v>oHu)GL-#f9x*=bx1 zP5X1Y*WnEa*X>0C`1*xv;hJ2)4Dz^B2_Uh$BQ%j2P~FFzzZ$yC7`KP3ScEDp+l?E= zZu)KW%Zym8d>4%QU|3HEarxEL_cm2;Ky-Iejdc1{ua^ik*v%2+V2@+_Ji~$;K!?Hw zttb)XTGA_^g^2vW+6{25JuqkzFi~B*w&{;^-fy7Sd70sfI9(<#nyr${yDHVMwxXCj z1wzRo`uJ2T^7_+su=K^+IAv#VPB+t-X@+{h@rT4ejy2tnISN{^)f$~nHa(_LSrkI4 z;7)ZSlXJ5lBv)7gB$sY5U$kx+kg#j7Xe(i5mF`?z$CbbAO3yI;2|{7$Yb6G$Brg%KLMh9UX$GiB~!@SfE9|~Z~cds z=RXAqyFBcE{Krhd)Kr)k+7Q6cKmPck z8b2nxGWKF>)61$r>0dMB5n=nc%FeURkg_(p43l{qOA0w$(Ah)d8e1f%KyxvpgBs?9 zK0@UPc+`IZROD*chspZnvQ4!1T$eX`t8M|7rdzL)Ih3^Ip1Zfh{o`M!8|v1Nb?y>T z9P7hBo@VcSy7U!^w8C6I3-D)-eg9V2T5DA~$<=#S96YqD{0I9E=_qZ=r=mtZf>5*j zh_sDA@prQa|CA&CaaiGh9{5*=kT1+eKX(5*gP9L0o^ab~)K` zTnO2uOwBBUP4w7Re~-2m}q ze;y!2uAN115&0O(?XijYaj&A#$p@(^$4pAv8twyrvckpNw21!t`x48%Ql?3|OVrVO zr=*?*Vu8X)^ki2h1QK08eMwAr20-WUbkK=4JNt# zZE{5IZuzN|{m-ueto6UI1AMW}iB$brZui{VO5w=ao$d93nih|K=ZyM)WdETf^!N4N zhf$u)jqh5rOxR^lrq1_DW z)cdC-+@-A)ojW{Y5*_3=&d&p7si#=pzj!vF;2PM%0{Q%R+XW4gYK`)cp={-eS>0nn z4QEXj*t>swF-hY7&&8l1g=SlzX{&;bco62}J+A~1Wd0{QKV42H0^t=H24=eexSWF$ zoL;7pTo0!uT&%0V^;Q|P2kf|UKAGo5>n|3eHa`rjG-(&|Z|7`-CjV{jShSl2!~_%%FM?NL$!s{}kBC@C=l< z+LZS-4kNGkuB?BmBWxdqX4k^Sn#^FN(reGBncuT{Wn-#v)wh6CWqP5u*}A?Q%GWpr z8(gQdq%yfkaI`5ZRcCvG1^roRH*W_%RH6&IH)%wa7V{W-0E~0dMAb{~qPKi*PX)W9 z*_zCgXe`8Zr-@9KeWz*Bwzac;M;<6nn4F*3^%F+E2wI35-^PI2xe(*nk6+stc>1`Q zqRota`BP}2^38|cpNadQ0KRs|`{ZJzv#<{gUV!p1NxQ??^w#|!x}WD_gDhBMmtRK{ zGrB>{~4MWu2mQ-xFl?X2rL-5h~sN#mO;6m5ZehnYaJQYs?qJ zWgB>B^Qh(X-S=%pV_jSm;cie} ze6i6AOluuN7vG+zcLa7=cdFOB-kwU7H`RKQn%9078N{ZYc$?HgQ505+PvLo-1d5F!rPYt%jpUnq{3cV+x?RmV?#x7gl#~cMS5E zQ%*H4HQHsT=N^uovzKkeJF&s(fii=nTn8bjc<;oWXZtej(Hjml1+D<(er?oo=YnRz z4?qN$!rt|y6G6zN6cd(j`|usob}?rV%+mRyK`h>$>Jz&46H&x#II@5n0!W>G=ncKW z;O{%q?nZDd=s~DeUvp@$wRruw^DBRy^fdalYY}Z!qg^-LQW%HCm5>bwTkzpzrXC*c zexz6auqCm@AS?ul2=2M)fv1FcWJ@5q*Q(4vEW3@#BEy3l20SKe((LTodbb|CuS3@7 z=Ea@Qk_MwT)}6#vZ0?uvcKmr!MXyVXz=(oJm6dCS`K($vU;;)iH1cF4Sg7dXk*DA7 zxHuIIrdR6Ug!7`T#lJodnLPTz_usdU|I2RnlmmwwrQzZeF~>{fa8;=^#*4=W!1>}c zlRsMIstX1%hMNHK;%!tPwii`G+9sEMt3(>spT-xv^4q8tR_GAgbpxx~$z}wirk3<{ zh@VLa;1!ni<46RL8v>&(H5I!mv3T_WhCgb74R#5H`e1JIhUsl*Heh1sMvNt5OL@e^n^y z1$muP^n7r_-(Fu6jRbwS26s0_@kv=4HWjakTCt zQe-q3d&Z4e;O-J^PzX&w-SA80Zah}Me07~zy|~N-zrx|hP-!I=^ocVvO;`hX`w5z# zJ!)F_Mruq-Q3iWM16s4(xZL7YD9eKGf$D0{9!I(Gima+VNW^x0N#E-z7V&&c+N4Qd zkH0COG(*u|5n@h+h5 zs{5($kH$Uw?A!h2A|5hwB=F089_6WE!j4Ok8-B6Dcbad1@6LgdBVX+mz7!hVuHYAK z*e$>RNbXLXgGW!SkKS#EoQm!EaxSJI@~SvQmR3V@YEmzhjI{Ckb*CR= zrRT0p2fPwU^7B@+w%i~}-%jQZ`$rU1ZRZJWENJ6cc#HgG#!VtR&aGD$UkeLj-Ar>a z^-aZjZkFOnBxEjre5I!1MWgfIjLxctC`RqW?JwtfZmUW>dMiRGKdBeHJW3Cxsr%pM zg*HRcY{CSYzAg}Es4;xdzUMoOeK+1OUp|fu$`_881al$1zQBRmB-H@x4WmgPRmBrt zle1Bz225Nx=~m*ZzGehqn(OPtUgXxvtO1>xP} zNnSu)i$^;6Jy`iBu>{9jic?`b&sUa{`A~E+5exg@@L-~~_Q>^!Aa$4)j5?`GN1!We z`l02ET>G}9P}&v^D{&R-3yXOWnJm2rRk1u6R8bZ(ebFa1QWam-+VrH6)op@DuoePQ zQ%hRa#8Q)`_}hul89xqF3%6A(@pYcLED&CW*~x@jKXVaA7T*-NPu+m|*W>7?QL=s8 z8xGG9Vzh=WE+2lh2Vdr3K@{rD){J_jf07Z7RM5%G7h9X3T!JfEM0V}qj47IC5H-$G zT6I6}di(rj&&3?F8lzvrZiccwrveh7qKGH4g?n8Qu1Y)O zEb4TkEy&A&y){;pKe2CXatkBe5=rl*7;51MVRaP^LtR|-=vq)a#ZVPzY0uFY+hc^Y ziKC^)Cc6yNs-aY^&&ukZsO?CbgugGfzt{~;BJ1zOIjr(3jJ?l)waQ`ILA08+g+K=|~R=4HImI7iwLLlu)GjfW`IB>!a=5f|!w zn->~}f-|&7dbBf1!Q+^LA?~gH*(c*xVqwfjKQ?==Um8mx6e!dp3$Y%|-mmOBa|0?$ zmTaKg(3}xtO?(2bbV6owFhfYopHl^WLt6**umo!=QJt0vlFW zS`{CJ4g0~aNyIq)ldv3Y9BJE;-AHjn=y}-S_2%ZU;3&0B&4{X)AIxfMr@n{ihiMMz zA)dfLk$4L$QxMY(;$eSjk)dwp?Qqjn!VNWwHd+oq7ka{$#??xiXTt;#BM9xgkCl-b zVQ7^vrzf=bbl=qwWZD!PZbs9R33|=o*d?V)qR!Ie=v9HRj6!v*+u6ajMX~TOq$mHH zC~s5y!c!=~hhrUE#GIS$kgwbMuF7ArD?`766B`{E4+YfUKO`B{nwtqbMHL11dtOnM z_6Iu6MTG{A)tD(|phw4vW;JQJxyV0D5|$a{fGndbyj(}Q@`ru(LrH%Ht`!Y2tf->A ze$PV?<0Qh1iMsmkB~-QFB-XlBGVvw~gaXT`NLje|I-4zNBpG^@fMpNa+ zMpMeS3Z!w6n}xVUAe`48J~=y>J~}cB&E#S^P%4GWt>3xD4&|O`Q$+7#y)P*dqC!!n z1JWLsl-@-t!+4Sh5WQ|^WaL?4>GJ-i`R5aTDz_wa#V)U=1~8$?#dkWe>kCR5ZX@VP zh_g+NI$~a-=A=Dbp|2}_%`oI*y0LCK9~m)Ilw?i0-7IV(qFM#BB~w(PRB9`RDgJ zzIFHI7Tsz_77v?eJXzjSwNwCQ$7HJ{5@WE5p-IgfrRi-e_xvqfO#0Xk>C*a4+ZMl{ zJ!b1fHJm>X@uj(2N_Lg&jTS}G)__xw{Df08eA_}nlp(%Zd(&k}5xnGo#V>n?au?Gb z&sun6nB#MbJl#M7QIo06K&CPT{WrNV?N#2 zIjva=7LOQP5|?-3SNl!NhM#pMtfciv*Na5zur3H2llrYCT@!uNWD50A(<|kfi7iXF zCN%49A%=x{^(EW-xXW+V@U{Ix>D{xFUo4iZ+lpWM)Y7>N_p_DU@&5q(pgZPSvL{oc zPQzB5t;A$lnY-;TioU(%jbg)34!+1WsIL*n?%G++{&P>-=7ive?i7n}xbfGdmNIpAS&1+p(EpBd^_L?cb`d2Cq4+hO@zXqnwoQf!pzG{|ini+c;hQB0vu zfSc{3hnPT(5p3R`&D@?zoryXvv_29_?Jk%eg`y3YW@fKIZ8%{1@g&sqa$P9l}fhSPM ze*Rz{mKVTT+=hEosHxhep`!LxQCSlhLsL z9fhjUaAu>ZDe|sl^v0iZC;Rn$lKq*;R_!ik<4+ZAHsJ}o?)kA%SmpU@N2DXw&k_w$ zTHE=jq08*|V6s^4H~4Z7zM1>Lr7Y^Gn?@HlmVe@r4?f?=tt@ zeI}?>Bin0qwP_hMR^GbRku)e@J?3+I4LpC!La1o=vU20gV`trd4O>3}=$^Fo&tmY` z;IG6A5-IrWU*X&vs#48hfNsHncfqkKQ}Z#@YZ%&R6cbt z`%URcUj1~tTatFu{@rpak?%~}w#mjEy^|djPDs`4Kg7V76Zb3Cl-fuqVhQT)a zZw{99h+>~d^hLP#O87-Ydz9!#$z*!8dUN#B>H?qEETiG03XQE9OI@&e#W!)x(RBlN zm1QX3UByZzk1^fWSErr9I90j4xLJ(ZFT$wDh+wb&!n+-`cTeO7#r0Kb&CIa^N8VW^ z>fMD#)9zZofQYAQzdWoC)&B-mvM3tAb=-C_b4&QpZRt;n8jZYmSJq6$ctuHPqupRh zGxMvZ#lGde<54q)+B!N3kR#uBOgZxBXA@QHBx$&@uW!~P9Gk;!Vhx7n8MvkEO}{R_ zD$HJ9P#pMfhksJ5&3tv_#I>Y>?=Q$dKY3*O)@hF&qBIl1woewrMkp@il`^|%HAy3lA#xG_n8}*B2d%$S9W`o~2)T<6Z z@~lrxqdmVyd-~@?y=Qus=eWxa*W4DaNJpwn$Z?DY?tou_p`M&_*pF#~)c1qV6UsBi z-ZrL-Z(#JA#!_&T$^3(~z#7NZc5$y$WJQ?A;@n8k(CwlooNT(IZ(%?Wg$C2<{=Ks` zRVhWArihm7C1WXW4R%o@kA1uIeYpIdo_J8UNg7m>B6Z0b3o*XE<@)xnQm%e~OaZM8 zu~&C6{$Q`SOq?f&bE|H6n@m34658?F)Y(Kwr)qj*-lrsz<{`m@l7pzn^l)2=L`X#; zw|SxcAn#*ine)uM&!202Q=jDBU$d4WC}6X6r~;ym8+Fh>BsZgBZ-Bl&cY051%6Mh9 zetxKE?x4#QK@7`0`F4HB_^5q5!J%0zS5IiiZ1-_{@2J-}OlzAwSAMSNW$H)&dahwe}HBPSk8j%7gS^u_A1eLZm^*VRcK|F~pC`so0Ny3iBaGDB@z|A**UDHa#G7 zd7;keyjqDHdYZL`O|-!_9PBi@$5Q-GAnd8FA5SL&;U;BF4TOQ-wffGJ+u_QaL^=$B zRRuhD<7j{@T5gJ8K)X%xRfrCP*prjbaIEDW6hUcRba_i2qaFfC)dB5NWzf-;*x9q? zkxbMK-I7KKeY*TIszM(N!9q&E@Te=(#qD#4!8F3hc>>pT zLIB&TN(TkPKqTZO+RuuF@Xz62K5R+-h3=OQlw9WN$51Yr!K8}R zV0BxXKjP=dak)txZxsOhbJtii_sJzJe9Xp6rHnOgV@VUn^T1<|Dj2QV`p-Ae)gZMYj$LPf1%wjE-> z#!==Y+>ci?IJ^s>-il4t9e)YM+0YPl(uqp9rFoziuwfGpFOyZi3$MO{tp=9jZ6+al zbnxc_;i~=_{k`}%NQftZyC%1YB(&QAmjmON^iawM&+Eu?xnEs;(LQ`Pt9(1Yl?B|C zp1s#CgSZdL4IVNxV0lofes?hb=-FDT;6cOFr{WTBn7l0X4E;r7xVtLk#{)^4T)RAB z88H9kwW5o^1SrdU%(Y75%0%MtSju5BPaq6|{Z0I&!!ZZ?o=;4L$^ra?di0cD4{{kv zOG$H1m*t&crTO&hn|1dFe>&;)23t8Z7sj&=t!>tn!4^n#ZTnunMCbUATf}22WUpYR z3xx_G?yW9RAu_3cj_4JrWG7BWje^U2Tj0ts+^vD{xNLqz9={GZ`EY=vpD@22;Di>b zIOOeR(cmj{-M&vN-rdz1qkj;?n3i1heQ7Wp^0@ZYt@ zKZ1z=^WxEmBw2Kr2BU5^k5qAeI16=7B<^BD0VN_3T~|||;eseCIIaWU+5GVcPUUbc z#P+cN#^&%4^my*@EvOzfD(8jHK(%TmbhK7gKjMD4%#h^Fkv|OKhd$QCY9jR?KY|3a!(b=uN?_uN^w)HW<6g}LhX%s1E zrDEwt{fDQXjhZADxC9)^^)D@KW;F{I&ast#t`rJS2-~-9=VHqF%u-(HNwn`U&5J53 z#!6*;oC!+&9r7*|xF!?%klcwjowBaw(vZzpc1AQ=+2l0|c_WIYF^f$#Yg0GK<^h)4 zlUH!++0zGtuH>~{i4umma}zt`Z2L;J!|HOe{;Ue4P;$L3$dE5Wz^DIHGNg?DA9ZUg8^WGQm~R9j7et#$ zq{PqOBg8)}uYUHOg7Aw6s3IoZn?|@G(-%%!0@UXo(8wo`e-1~f;_VcwcadOB=Y1F( zz2`U$;@BZpWFarK6^et!u>#>V+#645pp87|vL?iz=>6Ca{>idczV7Sap>q?k$%KLg0C0tuA)Co0Yf&3#WplG8PXZJPtNy zaw1T663LyH%hzdbx|0kQ9Tu|%LhZ|c1K9X{g-%!eObk>D!3a|uH%5)9_wRtqI}8if zGIpa@RTl;nP^(6!zHEqVjy++jI0H86rbI-TzaDD|v(e&8L+YuoljuyR#eF&xcxM4XZtW zDX35ze*z07SH1@~=kIR}EgnGN#I=r}fN$sh`NoVsSezgbl39__^9`6mU_2&U>29!6 zm5s|_T=zexBESfX3I(xNv_VM4iWY`2nRP$Nt_mtB1-mNgfW~2Q3Z!Q%&JhULUD@+~ zPxZPsbB#1`ChGwg3m{9SQ1%+T&%sR*p8V|rRD{#FbO&47jq^_){&2LCn%!>xob)u0 zgH(|}97V?ORVSoaP=KDqlE1QE08q#a`E}wn9vznjwcl5?t{Q` zo~haOI>k0cLUTk7$(=?P2f>A-yiSt?ufJ){%0``8#KRyrU=XDFQ~Y+qIArJm_`ic* zur*IQ-90;&f}a^0IDu@{$wp*nVee(=JQ=|9JuIG!$$J)Y0F6*(Joz$2_LZX7X0h@y zWF}2Ar^Dd^mN(UG{rl%k7VTJ{$P*|RE`l963FoO~L9)dPd?Uo{8w7{LGt(~B9nXc? zMh=K|C2cO)ln0t2cVsOSlLU_ts;HX7+absKhoJ-b zl?+!V5l--uI_`937ci6a71~|#^m?px8;qUBFxL#?$Jfu_A4`KS(er|0xTjz44)C{( zmY_*6hr`!i5%k7Eh!KEx6$#X>X_L@$Q2syc#x$95g~x7sFi@^to5IJr?-`~a;?*58gNLd|*DHE-shz-$XIe9d|j zI6OU7X%eL8o8gFP_ne%xuN~=r@6h(%>&2ivTkS;UzOT>pSX)wwURd5%92*n97VLP3 znRaj3Jzi+)1i@2URhY>#I=3)boXqE7lc>?@1@U(=$`$A0AeF7n5z(leYDqM@x`r+) z|B#vD;=mHl_eh8eGTxIroWtSuaWQ)l-jsXRk}BE@D<>2CU}Zbxc>l8z))urSb7NjQ zzf&Tm(s_M4R6DOzr=;wgTH`VXD)`fDFEK<;o${ErN=OGKsj{UymdHR=Fr{22p2hS>UZj5RWEv-Q&XXF^cWoQX23=wEQ56#4hF z6Zdh!1RofTnmdIjtIyf?c9e(IyU)A&+C8{cH_#YCFW=1HE6UE8^mpgo@eg{!KRede|8`u>kcEe4uRs!(| z0$qQ;KzNOn7Vlw+dfT@>GkXPGHQ#h2MjpQk=gA10Eg3{J3pjF4KjSy>^!xYlbhX)~ z@@Nb34?f%?sN@hD7wcB_JH*Wi8SI_;_*0OND=?8AfuPQ%EK*Df$%lln@nh6!vRiIZ!0ITj9-|W7{LR_kZA`Q1{~!WzpDbTtJ;hWnej3m)idG!5i0 zBle>71B+wc{+9VG76+EUk5NO5mP1B#<&R3zlK)Y2UVC|YZR*EeGXoqa@b?tJsbA{` z^hU?hORvA5Z?HN4H&FG2{bLn1M;393!xOa+EV`oYe1Shoh@nBdHi1BR5G0zG7cH!h zF&RX!(zF10p|5`DE74F#`hy4x+IsoE47f!1pBw@k^sk`b|2`G}|D3shkj?zh2tn_C zyzXhdVF0Jc5Z{dr7Yl@2(KMFFF8p^=`IQF%kA3fbVVd9x*r~)?Sbo#LE*&L=OEPg3 zUh-O)Q-)0p*ij%qlXDJ zj)fnhit2m{60cV~qYrFp7U%_*v!P$QXwrKP<7awD|3T;&pm*2>OwNMfn;<^-693e* z?{{3B**!l};#_hz%0wYZs^t22$xOeu!!PY3AGb;A-oUQHw{37`Dls=P6+7u&=-*RQ z!tsp-gUJfQLEq@jdcG+I%)Nz;sYQE&KXq|`rhZU-ohzNCuy?|pgTp^R?MYw))19seCpRcTcdYv3Vh zGo2q>vq_8%Z-!%)ZKL;Q8v2YCH-U`0`H`%eS-b>t;Qtwa{)g=8Iv@gj%$^-?8yR@R z)LpJcCdDRZVNdrR0)!Un@kcLNAQ=3fD(t`Byx;52uC*jMnHIcI9pz1OOHXC+-2e?x z5Llh%$cgyjs6ub{%txdF_J2vvzj5`FI_Z4Lw2ZrImF%{&@|YahTR@>tMmzIt$9YG7 z;jY%0+rAgeO%aW^C)GDCnn$!@D+^9mXX$s1CpgWBia-bQ@sinxi~hZ#AsMi5B!|+x z?zv>pPvE9Sw|zc27e(GO{Ud{EN|FQsHOKEaM-K+}gJN<8y!2PxMOOY4Vkv#OKdtBp zh@2h{nOum9Hsy{N-Qqaxy8+yy`^=IksgJq>>(rBVQ7@^laL?Xwu+9>cYH~;$6UZyb z3g8Ugwq&Mc|1AT771<4X!v z&srSK>fVLVLAH4q&+tKzm$?En!$PK6nqz3(R0RdhmuOYpkkY19)QE%S-Qq921%f<) zeLy=tLh!hb2(<8P_Yn)CZv+WZU!xalL<3UTmB;*wDtZA`r4muFGAa{gtW>;vI1x)0wjYJr@kAv& z#v-0@cx8Jm680cvzHY7M5Z*Y*+ZC?W+MM48H(81EF#`i!5ACLH|GNjClEYm5+Pv?H z>@K*868{<9tS)u)jIH>aiK%&((U~i6G7i&z3Jc$bi=ouP>@O1YRrt9W5T8WYI7wE+ zCP$G}Y`7G%hbC0hjQ1U%pDTi@jv-FDXPwZ`;Y!nG)khZ_UsVDnmz8`IVn0^-GMku!?n%@`^Qs7=ZpnR6I=!FiBYR)^sd7Evy zwzRsbOUU#h)Ccq`7UIMhU>E^I6i2aqQ=AY%ef>DrC)yIz_mmwiyU^3&IgeqDaGnom zZ~aiw>kKZ&-TU)~aCjNk;#nDUb!Syhta8ItG_jXuq>1;SksA0x4$oGqU!x4xqnhb< zIZ8D%HZ`f49$2uQ5Z%VYPosJ^8SRw$S}3a|`!f zRPhz9QN^RhzS$yqFU{lghpD3Pp@8Q@il0qDxh#M@?P0Rx)BoMYJtu^i(`w6No6v&_DY()ug)LB<{9HK|e>k;pI z6NuHwbOR3-bqd{mnn0vvwn`gB)O#Kx+6#onMmA3+*mn{|PDL ztGbo$(UL64w&P@PCK_3cq4c zpQShtTGobTJ*c~?CEM@-RfYosnr=$4O>(0NXwBJ(r=S@QR;DTqMNMzb53g_^1Yu4> z53mu>PE4&s7pxJWZmxqAd^n3o(QJ=b1$vtmtZ21R2GC-q5U=5=aGTv9pH~8#G1`s| zpN8fAI9u7oRk+tkxrPx4dgW3Fv|Y`SU!8T_u)%4cOx9Oq-_}!O%m4~dVuivAQdA7+ zbApIfz73~i!_Oi5^PNut!Ei{cRHcBn}dM M(B|vB1Mc7cClxnBCIA2c literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_39_2.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_39_2.png new file mode 100644 index 0000000000000000000000000000000000000000..da372a1e3af8d74b0944a4de6d3b41f19f4d7e48 GIT binary patch literal 73965 zcmdqJcT`i~wgws-sDP-bAV`ray@PZVDFFfL9Ykpfgx;%wfS~jyz4sD&hk%NJ^bQFD zlqS6sTHx*AIp_B~_n!OSeeaL=#(0e3*h%)v-gC`0=l6Yct{sD4DajJuB)-fWR-FskqT1dkz^q)6Gw`E(Mq}d z_sxqke_8dWotM#ft#6EKXc=Vg_MbPO?d1`SB9V!Md{2WfW+>TaVUa(sXVaX4Pn`@8 zqH@<~)%46LEG%)~ZeQ9DwRu#4Pvxq9zQcK5$du~JHV#(Q2A7iHjG(cDHy?zEpP#DL zqnn|?MRd$lO1h%+RyG=K;!SlDxr{RxdyXpUA!nySqsRs=F)^`35sVC_=hovy!A-{X z$x6NT^>yKe7&Q$QZZ*N_r&>8VIZ&&qoVYkM1GfeJ*mxfWh4_~2_K#_!6XkR2s;Y(5 z*xyXY%gR2bZoAg1US27u-Ut>Jvz2co$`y)5Gn?ZEF1^FKibh>?+bdHJd6s*>u~%jg z`(vx_2a|aky1Iqn=&*sDc*C3&5emm)#qomd>=*6r?G48(t9-^^UWgsedg<0$SD$(- zoS$u)FYgWeST**-eXy_5b{)+u92{}BvD5LojSmwTu-<3H@7kb$4dBxc zd?TZy(4Swfv9Pm`riwN07a3uFber9C3JYs~k0Z{AQ|!JYma&+bK>|)urtS)Qu;7$! z()V!cG*8B$#}^B&y0_+`pWt5it>%Ot$`dCu`@ zVZ3wQd9{bvCnF>zAu8LSSo}r2p?ho`o12P4TvK{T$Zoam&uHDUS?1WdxRoyi{n7Nz zJ3kc21+AM(>wf80*VaPDikEfkwscUA-ly9^P#c?Jx^U3~V7b^0Pm7g=m#OK&>+3N0 zweq07!?}-q&=Cu?LqDba(L#HaJ`3l097o-3IN;z=Vc~;~d8NODSt9v8eJ+lX9c2_qnPW9ZkXCesVl5E&|2 zG73>)5@#<;w6_B;Tvqk_hJokyHF7a`pWe^h3aDDGf(rXev;I_$0>nXaxm`SLfDsIM zQE*YY4&r@#|w~<8?;f9;IS^zW&@B-MNLh1 z2;oq#|JaAxao`y)8neN&7C_u5@L;5LGPvMcSzWC%>H6rK>-n>r%KMOh zbVR*-eM18RNf3Y?%SSUQ56*X~@!9=)f!%N!o_EHq1T!sK_Ixg{Sx)9L4Vm^iHvp@e zo9C4_AJ}7;e9q$Omm{QZsX6W6+TYu=nD30#ZFH_?R1|)m=DCvrxa_K8l7N8?0vq^% z-Tir9%7Ijh?H6#vT1C-3=A`;{TbA%z*;lJth)x_3&~H*)e}R2r;32yXN_fA-xwbXFEvV^(;F(`a0BwQ1*06yHb6(S~M_b3n#QfGm2&>gjyZZynS_&jO5V>#-brXq}pTyo<%DVOT^=5sdTHn0GF)4E+pJ9&%gi)pT%(E=8P?-zO!-8AGbSCF`}Dw4hsQ7TYIr zj#*h=9)sjz9nu3irhu8IS6gZo!QskAp4$oZ%T2pxtDkt!F4mscJhcdjiQWVUsgb#( z5*td&$UyC0=A5&{rnxW?!{JltiRCp{>IzPu{o7t9L>@^ z2ZMv%Jv{hfNF5et=Fve}YKm&`&$)1kOpPMV7oOe=u?~*EGY)#mhWB^6Ie)L$&U`pL z1*~V9ieEcG*{C?}A4K&3_#yAO+v@^FU}c_0DKWho#?xbrKPJ?=u&6SE8pp!`X#=K) z2lK;TmR=A&-v63u>wqBPMZ3;T=`($`0K(waY$4M5cP24>EbJgrpXnM1l>N>P2}*Bm zR^Kl?_VjXh>Odu8(KAcJLZEki%?C)<oJ>c}#eA^MG1_l>+?`5U^2Jo(av9}Stzwfkjf-TJdTtK2M+9gmT zp4RW|F*+&&_-owq+lNSUA^Z0L1{a|lDfVa1#ndop%m*mc`FD8-)sPrQG(YO@^9Nx# z@{hSB5+s$@=e)cqN;y0S8o;xe7r(4cGJJSh$E;jq&< zI-6N7cO`%{Rn5t%ntpji%_lt#yGD9J7j5{PD*)YQz6}#niZ}8OowBa&6Wt{R3}prj zAI?fSF6U@Lx}r#{O}YpQ^Pd_Kkct;vBS=++KnggTwnV{0tnj96ySeYHA*`hu9v(?% zy@{m(1ZmZZO8^hUYB9gFd`35YB&3+qJVPFE=%*(pLcOr7_?C-31Wt3I4plCjhP_EH zq?b^ju*)Dqk~q_LqwAmu(*JjPVf)VVrn@NpvF@^yCo zI>~58#TtW+>hU<}Ikw~XkOCYhodDYBew9z!vIf8hfc4c=8-_qAL56eTd~Q4U6jMc| zNtl#IHoXNEtzF=$u5WPEY?;(&ffD)kff-q5+^i(Dpbncp)p&iBmu8qBtt>8`B;b`p zMA0$=1WWv0Ir9r3H@IHDm-uuE6fhU1P&(2pXavv9q@{G7^*!#j@h)0Q^$>njzv;DU z(wpLuGX^&*!cp|rSEhpc`Yz{`xsLD)Nx9n(ADAeAyWrfYp{kl`gk5=wc3&mJDc^<$ zVW;m85t=HI*u%iV8kg<%c+0+I);%DSh5?Y((5y)lu$j(xnRb&R7C)?W-mn@N)iNr? zr}or8*+d|+I#{Ud2_YPBb5y^)>j77f;3ojEz+|*De-Mj-bhPMtt-i~0Y`by4UPhD^RCNQ__N} zs+T}r5uN)op^((jRcUl|G%8z78SCqPP-%35i}=({MZ?PH!C^v+PYt|}`0X3f!n-|2 z`I&EW>6d5yi3f2N2ZMs)NE8ESe&#PvcKyTb2W+nLK(*7b^<|eH3~$bn3JRPkyN56TIm=ctO_6;PLPP59nyx9^Xp=! z9D)qJ-OB0Xe{>^q2sjS2#!B?E!os`?3z3BejpTddh`xB#`q-z3OTXu%5paOJvpv^# zZ~T9vegTv#E-4x0?(j6HA;O0o@9kE*@5_US`cjAzh4(4Q`Jq+x%ZGEyBO&*Ve)|!e z@#s%fc#Xd9bz|MGqe@`u_co76ZLW+FCs)snuj#++_Nf zNPWIEEBZU#UtLS92v_`l2_WEu44I%73_V~42QxmOIGXoZM#sl-++wN|w_XuMEe_`A zAGL1;$}rtr#iW)YoIu4PV)9cJ#0i=YsCC_c1s{>~nia!@^Ij%oVrG1_qDCes3oPNy z`sYV!=L}%s`G~LT2F+4H#S0K>_E@Pw3GU_q`Q!sq<{40;j-zZ48Mui7lI#^zvTYPc z;~L8m)|*{>EB}_rT3L3uUJI?om3Nny-dMvxPh8{m?Q^VKj@<9xzrWmig?Plqdsj~k zGc|mt+iTN<$#P?gwb~o28%oCg95;d9Ud5W#M-tvmeZs3&DL&o--@_oI zGG7_fvl&>M90o$UfVc0kIwWMRL-4eX_zcXd#WCKKu=HbTcNsvN=VKBuB%y)pPr`bA zX`Fl&-fWr#B<#@sxKY-xUvF^6;1D*9E3@yA~<#TIffC#^|ty8$8 zSY4hhLZ~3_n8pE+gYychQ!P8*>l0d8Hk7t898WW7&xm)_Tjo1#pZ`&0U2ebj-K#AI zNrX?<92mfrW*WFeYB@oZI3!o}{Ln~!`I(Cm%FW7u(YB$DiHXUtt<@UNP05LhQl<3T zD;GXHB(aM3I^CA7f@;jaWBUWF!k&rTW;cO=zxOmz_A*G7|Lu1+pq66Yu*d1?p}jkO zZ|ng_+nQDR;e$X0fbVfC2iJCy^v!ak2Z4@4|4T#YpL$VSXvexc(35t19xDo~h}=8*plRc$`8* zc16Vw9~i~Z3wEIZz1yq*HgOJc0iEn|Re)Q0MMVW{YbI(#abA{$@zrB<@<08loyW@Z z3Lz)wMw&6C%ZjoYn?~Za{}RLyx2WLs^#e?a($C{D?m#Q~FnrE4oND`2G_!T8kv+k^ikmLe z->8p}gz%IYBl_Idg(5KI&CiM zyFYEgC$@ayS3xw0|JZ~3_s$_9=>z|ZmHbOUL$6z*&_mBDeR+=mb1EE1f^#9QBB!t+1Ec-w00it8zpV2|aXhC)3PgMMM z`q_nlNq{&bB)OQV#Q$P}|LZJ(_kXV(Te*z6Yk@}ce_4v|*wuSL_f{Q{U9DVy-S^(p z`208j3<2ND7x#gMIr@9!`PyHL0o>?+>`mjs#n}I1xn=+6KQaNb2O--kAV1kjEyXOAcIzWrno2ljsNRINtXl2NFRcw5`5zDd)m<~_8 zL2YOh7;&zEz1E13$Kl?{pNw|Mbek6do8w`zVqof9rzcKe31=MY-1~D{LByh{xLBX9 zi)1gdsG`Dti!wuMsLrwW53t74c_F`C#TZf06|hHAD*_|~0G{w4OzR2~orD)_N2%-T zCjSqR2~z}6nwXW9RU%@~0ldkyla-qrMo53H0BC~~y1gL-p!X<>$;(R|9Mv(`{c$gs z#c1d4(|(EA1)9uprQ4@S~29}!wzuu$MNS-+YeKYl>Ld4#7PAG3Yz z-!$X=$u-4Yf3a!tZ+Qir__v5GGhPq|rbu(`-y%c5UI`c|cL^8$6c-Chjl&^dhYMdB z;v(v@`M+M{?)Jao!oS7D>(6CmM?my7;XnuY!`bxC_)B{yE+-j)IQtJd2@Lx$I~@P# z5b}@9;x7N65Qxi4`>$C7V=mkjNThYKeW5CeL*u`);?=DF-{O9j?ITdP{W}Z&2W9{+ zic89hLe%ir^y|Po$-CE)5&Z08B@Od)Lb_$!%NPA1P$$JzSZ88GA0Bw<2inph`R;4i z%rGD_FAy2{+8^im`QiXu85l}#Naj10c_BOg!t_A4%!^i)+=Ks-8l}btvT)rjxxZ~E z>CD-y05}T*(f{e?{xUD-yOKBm&Rj3+KC|EX#~OaU`X?E2=E)!V zPR$|#cz5{^c~Sf~O9PAT>Mb&X9@#(5ksMq1f)&&lIQpJiyOc)1 z5%m)=xx){WRN~%|0JYNea*A>q$p%dk?bj=XZ2#Rh{a2GjAg;T_`L4jHuj|rr-onAI zj?}}O5p?>Vz{I#)T|F;Q?1E_jj#%jfgKJlTiOCEA25m21pT7tM#w;~G{lC)0ggD@d zq_yojARNa3x^pM_F|PSSb9eK@_CL$$KWFD}-G|u$4#APY!GGi9tNxdO3#H+V{fslV zRgUB4{kg{$Qe&@v5YOX{Q~g6@-h9Mw1*8Z-z$QfeGk~KccYyEwMZAH<-ja6WudC03WY|3yX_SjTy&?fs25?O6Nk6Vex#0 z0QQ&o!t?<-d?X!M6VUXG`DO&cAL(JrVzCkK4c%RYoEkuADO>qT_=_pSk<( zW{c6hVLn$as%us-fijnr>9@A2}x z&+~y@cIt7C8-DMSt%?G1sPk(ny zOZ$|2WFf+mKmY)0=oQV>m9|84;w#4UQ3>li1#ho_$a*@>^K@{?X4ca4fYxxpp{u7Q zi7^+53i=R0M<&1Uyb6-EcXj?Q4dl~L_nx~fNc$f>i2_PDL7iH0GjM}&@$6F0@g-sA z&c^`s+eRb+0ZL=EZ(XDsaXSZy+CR?%bdaVM{oD|7NQoi*HTe(-;))LhJROeVUoTXne4TvjQFq^6QIQw4@^v~iR;bNSy6lt4YR25 z8~}_rZ)w2lP4*mupxU6$M9OvkmEWr`J;XGtJ_O2{YvZ!k*0OEu^;SaP6)I3gW-q!F zrG$YXDdX2t>vt+Y*h~?o3<)IUYCxJ9DCF zAtkVNlNP3&>TCxr*0`{s&y@4}cGY9c&yHkY{kj-3ukL}~vE^@0F@p=CsMHDKm)_3g zet^p#&Dt+KQ=}l426alfxo$cWy(d#SnR^TYW|xs6z`zukD4U3R_bUc;)5ry`rMH5# zPa!mU@75pd8lt}_PO^Ld8AU`UW#d7Cvx{tL^d+g!k4RMpZrp1@r5cv#Jt!FqGdKaF z!XkfP+AP7tftsyzFK-*PQaV-a)h+JA0(OJbkKbtBQhA~=A7@&yyd2>E#-SW4OIdsr zpO(5xAHXBzPKI}LK@>m22$-J?^MRhX?rja$Jd%=wN1k z1n^MiY2)%lc~eUSLd@7_iHdk_ip=6BE!8WKeGn7qCD%kA`_IM5fbEdaDu7!Og&V}` zl`a$Bc2)V+c7-M=--7kU5#}|sJ<%tsgdhm!$O~By=N|9+APK~97ouB$`=kNz!TZ~M zpKQkx3|mZ;or{(`e3^Gc;w2>UfWm%0eC4{cg=L;h6d=LZ+olls z0JJnBa&rZsNSbTYF+Cm|ATk;KhaZq}>$*AYC8$S6HjjC^uXp8U`1R~vNwcEvZaZ@o z_Yc$FPh3+#*@-31vv>Z z#CN1IepoktQug!h-FhbsLR;#M!T;D{bJ3t<&MsAj9~>;%l>n{9~l* zcxkQX2zZ5B5~}6k5~ddO&|6}u^hPpUeweoik03mnN{lDiqjYp!Vl-+dI>F8UV+fwV zK%y+|!=|TCSxD$k>&46rMmp~RHSeb}QfD{^2S*RN1r*uCHC5Txl~|L%+Bxtn*Ny(} zBFr*+hL_8D*A}rtDd0$AxAA;xbf`o^Y^$JVL`b9+{Nwj<9ElkQGM6lunjjQB5`d97 zxNi}9j~`}cTcsd3;_}R4a~(_?)!{kQdmu?aQuX+fw{lv|`7&`~%i<4xrgl3xvH>>8X8%oK7bA! zOcW(mxfsFUu4aMg_`hQ7?hEMtm7 zoa)Vqdp5hVSyBU+pIv@Tk*8@)LrtLMYFpD%DD6OPlpz~$-J=r1lZQ%~e)Zc2wO7n> zyalap#B4XcjI88`9mV5IchwwcDC2bF_wK3Sm2C`h>`K3Ck^xEL&8Ix>*~`7eipoZ9 zJcwNO!QE*d$1@hh!Z@%|T)fB2_0#*Bc>o4d1pQ4d3Tf7 zpEfs3`6n@0=*+QzRlSxtWQPTlP3R{0g;H)Nk>ak(dU?vxjV&Dh%i!Li{j}u+4UFY- zSS?Qrd!QnxsQ)umCsv+5N5VaOd~=kjdt<<(nmQ*%An(*+7mCey%Lzjr+s#%MPA(Nd z7aiC24%~)TE7>Hjkulpl?{#J)I)%*fX}hd^}Nf)K57 zYxYw4@>aepEsKzN`p}KwWWU_)$e_#qDGXnyL=q>H*&c-nvy`_b%>9<6S8?W3>(>KP z_4%rZO+jt0@ZQ%g2hr2aa0e3GOkpHyI=3_t8PUJ8h%Owfol!sOh-3)aI2NvMKDS1q zdhzlsku47Mz73ni=L%7LcBh?n-8Pm*ar9mzTM58CdPVWwb%er<&kF~#f*;>!Ane{Zi$Zc?s zhjpAwT37X*OnAA9qK}V!wNEO=u{4tD^|ATZ!N>FTYEr{{I|=Y+#7N%^nzG!pcgnKL zd~jx@*3vvVd*N*HSLg4@XFuda_@OTfZjlQ<7gsZUwbN8@snBoOtag%NC)oWWfs8E2 zemQ}x>K-xS*W}P4Ws+TPN>&&6XkXv=VymLs8W|CedO1L6b^SPqT2SBZq-B!ra7dI2 zztqiA#roKz;%?PL*R;M5`6p=!nD?2qGT|>j!W;E8NK@fsF4KKZs*iqdI-q>+Y+nAf z>&3`1qn(q}#_8^k7OO`k5dWip$UR5;0cM zel?hJJ`%>kdtN9IAN)Oc>UD|6W!cdHVF1Hy$|lApS>2zJk)OL7sM0Et(yb`kI= zBz=3${HkiauFYu_?H;|3X(Yue>aq6SID3}7zF^3L4HG^V9$h6`!M|OVW_snB9;94B zJnb<9Par;VH-(m^tOsmlQxA=;Za6s>u8gIZod?RM=;62znZ;vO_runf8Yg9KOeS9s z=Y6@3L<*yiQAx4KGFtv&ztLh_keDUOq3|G2gyno#v}|99CadU69wuaYkNVHVgvWYR z*I>Db4~(qasz>zxHH67;no)&T5;nxE9dX3ho)zpt8c(BF_w&LR3B7Lb4Oa}E1^M_W zCOv+Z)aL1(mO63hf^J!9sq0?U+wIJ7L+;Ez?^N^05>^bF(1w*fCJ6ZupyxJCQ^h@o!mD5{M+$7@j5)6-Co_OfA67U<WOlz;oc`_;v%MeWKoQZotnu8ws&K-z0@ndix>2KUIi0=Z(D3{sIzn9MI zY>)Al(u>ETR1cF+bRK>YR>077FRAs9mDu5rZv`qAHqS^ZCUqoDmv_!v_j!2+l%^m= zzt^y@Q(hnYg5k`iA5OOErPK33@tt71_mtLyfYw4*zn{gh{0k4JJw0!O(?NdSt)r+6gGno?u9useoDULca1et6&YkEfpL(F7Y%QVS?#ac??>{susljPpXKB zUOZRS25A z@sf$=@8x{-zd~2ekkjlX8n=unCn-O)PcGj~j+S_)r-FBDR?=f{Owcfze&1^P-j0*Z ziQ>dsn5j?FGl<6;AVc~IEMuV8Kg5e zcwQ~`+r-)RsIkUnM&+xKwbpQDKYeW*TZ$B#0&(-mr>;RPMYrBf`L*i$Gk>qh zVHj0HD6h%%u%$Y>j`P>9vf!Rzyk5CmxMUy2{7noMK8hy_S_W-5Luk zz#k>1N<;`dnL+$ypy}Oc89+{mpJdvB#I_cFRKtnp~eC^^*5}`S2#P zVrhTH#c{dAp*m;O`~7$onX4En1PAlWHCRk>dcfPXHFRuJ^tAh$jl=na&sLJJ z-%c9Tp^Q)LgGV2;}!Cxhm?}FL?&~)s)dV%zH;JVO6S&oUA$yT4&T6T#&hJZ+!0d zoWCt}-)q#;HQC<};D`6FIo&z6a*mB*#GZV*x0Tm9DGux6ci~^2PASs{_c^E4JWVpF zTXtigI!&G~!an`!RDDphjBQXJag2Cq!3GAlc%{SLCryZYfQ zB@YsQDi+zho4M|S!$X&eSvG99EUM;6FgPQz<{Jk&Dp4S*zeS+toWa<(B{`k{8~Xb! zgsjQX$R%D_v-E>5?@E})aNJkVvL-`CxSPt14f-}LxNem!xlABsml^Q4HFPo)>9wze zGAwI*yw!Z;7DwdEwywsamHqEKYvbC;BdevG2K&pQ$N4{Zi($Ou45LanTjGXFAQV;& z=HJ%Ee^eF~S82bMjbEm25mSkp-ylFQMg8iWAv(}d+9NNg5bR<8`3#kRXWKuXdd+}z zr`9y!{O#7}@6|0mZ+@rR&I&fHt6R{m-&+NB4Ugvq6Ktr2s=T$pJ6_rZW|H|_gQ*sS zrC;?)g>~-Ch24NdRv6SLmL~6sLl1M#)CUz2&Z7p4Z|dR_lof%k+8bn z1D@Njq+>eYV-q5Sd84(>u`ofDCwVOgUBUdf;aXPY`>-zFUk}qv5Oj@EJc!<{A6fWR zg+INJckAuKP^fgQr{NJ+s#>b??D$=SpjVE+kA%TnWg-4wg3X5J(2K&vYLYCJ?cvYP z<5R`Zh)7qUJS6Pj-C|2u? zz2$vw-FFp=d_FwCeXOpjnw{xOUfr2k)2a0uKCWt~6LplD;XvQyHt(IYO^~5)47pMK zm^KvabHa`QDlLm26LjjDQ|G7dunrOT=3~kfhdmz)tAS1berjdQBxKPTbgkh0bEIww zkmwqTo{CA}M*zK=a6zAU=c*_E`hGZcHpeIXF0@e$UrT~)wz`o{)?YD3h#!_9yw&xg z?viQdH^#~w$u331Zyv47Sgk6s@R)E9mJKIbun79p@@UhIO^LjHWX3c(sNfG&Mz2wvsHosO&Sj21VYb zbY;j`ERZ_CMa?3nRWUdZ0Sex|otp70J`~$Sa}l$abU;rXzUeC4Z{?=qL>bB7+0_TD zIjRwf(iLYg))`&eE~?6Y@@h+1+d;$X$Z=(Qzv7@;ruYpPS??h)U)W*|mDujaSVaHb zheHyc=^+;UFn^!Y>1HJtxSQNZ0SVGWYw5Q>#;93+bLWGz1x_UPFl%M{woqmci66m~ zY9WL-zda_amo9p3IBqpjpzEiH#fXMbWoVz1IdPFc`uYDRBN*pGz1f{VcupGM^ zNo~yZE-wc$zd)nh=v6Nr^EPoqk{%#9X~0bFsF4+G1xtgrwZ#I0IPLhtw)(m#4yG44@LTg8Fc5RwHt|RJj2R)c_S7P4d5h8-G%LA4NcWY`H)re z&w9Haup}qsbTty&+I**o9D0xdm|rW_ETgv~gleyTCr)A&bwep~rd;dL;tNlhXYbLo@qVfO`9jml2AS`b=2?7< zvZ0)kb7$q7W&aUOny;^zob0KnXCl0wD7zuZ)u44)hTT>$4h%Exl%%)oi`FLfqCJT# z@O|0T;!5260*X|n7@!-i&mX$el#=O-f(Qg%=TPElRa|^#t>orp-9RDR=qyou{?hWG zcwEeqs>?n^HQp+%CgbvlR`Sa;Zhkj&?Tr#89N$9Q$C*xuCJJU;;<&s29 zb**4UAg_J3<`(r0o4JG^q)tEawI&|$&4)z$s#QpFB@8y9fR1Dj9&B(dDY!aMt<3V} zfSJpzjgb?A>Ubx34aO^K;V^4b<~d1ui!Y%=P6sZV)##;@l*fL!svrA-XtaumVKF+8 zQ+>4NtFv39WUICPdRt=6*3r9P20LxnuC>rpX^JEIJL{3Z#;O>~ZfS*hA)i~4RP46i z6c11NTqmZ(;7baBy5x8N;9Q#!YRLD5)qzub>U^D)qIh9rU#3MriDmL~XxkT1;}X~w z^b=fBkUbnIQ(N^Mn#HET!peN})7{Cbv2$99iOuefd(@|1Uof}2e;}(S0uGgEfe6yQeYk2_%U!AVrCJ^?#ajWp2b(zEp(D;b)PP_9sd~dHW z)*@ixM0lOxwSxv172C2wO}1Az;?=6h=7i6~1;K<_<*keac?OwhBUQ}bCFzx>$^4lz zL-WxDA_qz_S@pCsylsMeY_q^yjaZ|eCdEf#~X#n`lA zwLLlV98Y0hSE)K7BbsiWfu-(6!xMZjWC*@t)7|yqI5@V-eo&bKSx$aBmEFR-eRWfT zwz{JIiWkEb1cC6qHh+`%{XP$>+Saa_0@+uK1u7)u}D09_qh-AaJ{DU?~coCDoYbsh=9R_!)v4AD74( zPTiR3-nZfK{%KmgBqsoXIMd;RDB8nDWuSl4)vQDub=xE2DeuO9S6&9N|1r8Z^5wnO z!lpwvYEhpwe2d5|6I4fYT-8o4He_=|$&5u$PUb5}q*62umN6v5As;^szUd*3j(7^@ znR^~;_5^l=IC-{g_Ri--58aVLQV;Le*`(5$oz;EQYUCK#$V@tRj+kK|(Ymgs`Djp- z=lQ2Q3I@(gGAv84ZzV||{^ARNIe+?SMa$TGw=*J9K>7f`t4dN)?~BwK6Gzj$xDN0W zo%Jy@gYAJOXt*kQva4=jX{d^rcg6YU zBcWfiNy=0nj9PSIlI;eNx}q6rqw)I z@>)+@f{yzWzxRC5R7|o-@bk)fkNED>P%4$XwQlp_%EF>=-gjkG1>nQ5=d5A(t8{Lx z#V=^>DtsJ08w`Sa?*06{tRT~LV*YlVs@MCRhaK27&zQ)5e9oRUH?g#;@Whpfw8_Y5 zeWD2Ha1Zf^b9@x;^4dt^$lDSp=j}b1!R-v=whVSKIph5j1=&|Q6C-%Tedp)T#04 z$)!)*)LA=DYRJ?4|^Vs`|OxgCi#|xH%6uOp6^QI}E z0$NDPwx>S$G{ zp=;XN__Pzt=31IwS#i}9F8o~7-0&Hl!hRMBF%j0_c7JOX=mx&gPpLH#+y2SPsrx%F zI*>@Gs)QeI4~ht+&5hzW46zY4wOSqeLEO*uiW3FW zW>z~DtPWYozoNv=)0LCvqJ9g;F}GX8y-%g*MM<{9w6JhZ&Z?}ncr55JhNa-jq}Y?;`wE;jqN*=r6=~!t7gr% z5(SnQxKd}uz{LQYyWOA0{Q6o=^w`Iv$=j*I^6kJsp9OH)6C{Ph3Y1twm&@1`I9$#Z zP}hBYY2_y7z2X{Us7rpE7J9SCR z1{UgGV?%r-PKpV!ScATCao$I`)L^PnXN-v!oU1BK=)M653)nE8SnYx-x_U9=Q?W$i zp?`FqH+GU#URwpBprP{V@-k*sVlb`-)?luSuE`)q^ zeYm`O3oAh4h4f?GKHbE?2l7PXJG6ysQVUB~P$VAqlU9Vg?gJI_l$B!5s-bmPn4UiF zQ;6-@RLRQ|S>ypKkK?AuE4A9*2xqaK^fTGjgAcmF^NCrLxirE2CbGpz+Ea^>52sQh za-Zl3Teo3yGa|v263TkNvSbqlSLkgT3qGOAV&&o=bF1J~BG zSBj|gOkbaHN`nU$RLn#pZ>||I<<(dZ_@+9CKGb1k4tRWy&2UN3E|F#H9sT&B9+>haA`k>|$0KPK6vkMKG+dxeIsXdeW4 z*R4|?(I#eoqgrFkR+hP$R|lImt83ubl)MMeWsfX-JP2lgTOu+kG_7hXIOwjKB>R9! zApE6mY7PC6vz4sR4QCe{=ry(+DxcX)bIS^1ThYmo5LeU>kGW5Vq|G_fYA%%mRaRqP zdixio6;aKW)G8XNTg|{zC)s5Wu7F3Xu4%`K8m7g0>av567k|#tx0BP*iHyHPyQyTi zrI+w!=dORN>4lze`A3){1Pax2u6VWm+J}5JVRn^x+iX<=IaZA=(Qr3CNm7X~Xk6|m z$IKf%PK%AbXZihHoY9QMI>9c4k%~*cw9G`dcfogI?bzhOaUq~b)h9P*Im?r+E1^fCZQ#+8f#NcS{-#)r zH09Mk=YaASMRS+8qg6TONZazjkx}SI#-uZzyVhPaKj49`VrL?X$4Qsl6!tf>f}QzMUF76)134~c1ezb z<5g}}xpLPF4R&r_g|REd=dTtK{Z#lK^P}6F11~jre~46+(hq$`A2r?fHg)aib!t9F zinTCl0j2{gPhUI7o1wlWp6?OLS-^u~Awz>=2Q2!>a0V%catN_YO7tL|)ZN>AN0I|( zs*&FB&-joA_+3EMdMZ}C+(Ki*Q+N2m#=xUa4J22IjwJR5Un%O@4G^p=C(-HEpZ*k_ zQGwW548$EqoM&Jv^ZTX2;jprYM4TTu<#&Hp4AD}GEm$VHcap{4Bb_vqCHWpoCjZJ} z=lGo3^w7J}qZ~`~Dx+2uVPY$61YJ*32neu+cYf#@hO?i66epJH%Nc1E;0d#*;MD1R8gR+qOAB-9Y*& z1bU*G%dKh=BS`yn$hPq8h2P!y zE?+q-0n)w6fjlaNp!MxLo^!i;;;6@^{?sAjX$+V?yy~VsKk_sC#@^$sw2p&n_40m? z6A;U`B;S4KUabZXG2P}Iun2~5{|@1FS}9y0A9~=nBS6nX(>|*py>cbeq$oJkpe&|$ zkZ#?u^ey;FCvgLD+)?vjkW+X@cD{DjRNGPH9?SFS`Pc78rYg0Dxf2RppP>jA!xN!(j#0gjH2=(1iB;Z3SRHkZ7k>ccvOKcI{HwG=Cmepgr?PW zR^Id^t+K~Jy@>WMMTwiq#0KH5mv3B@CW(%0bPimInDn*|rGTDJl3CzKpxfb%-l&_W zg*Do0>Mkpc&PK9s>lPwrFRwSbc_mRw_x-D^-op5GS=f>6D zAjPc|rQ`FZc!L_nFL<@7`BsESHXe`h7`TCQv@9xf!_a14lKvS#EXZ+PRq++-tgb`Y z)gFdYIsSDmwrl44aI@Pn8v=OnO?P}xDH>kBS(`42Ct~AvF%|~NKjOf!3`+jP}6B#E) zhdgiQ$1GBjr%jrhI`F01mb(u1+P!lOOO{CYW^2@qM)vL@2I~INQ=*S|4YjriTBTOg zUNzm_v~{k2=pRs!!yx4wCRqHg8XFxxT5lFBteHLSBEsyyBt6jVz~%a|-Y7WaqdrT8 zC;7t1A?hCfkqRcwUAb-wH*1}Za5x%poh>EjwiNhT&cN^(YXZ_Ql z3`fF6b5~mdS8qm*;Rmqv_noFLwNJG??yC+z5Re6aq&@IpAvLNbcRQG@X(nuAc?MCs zzp84e<+?jA<&n5YO=Qz`vrzieSP%!3+B2P-U385nectV+0utnhS})GN7eN#_+_t@w z`mRn4UX}S?!yLgOU*-qkV9Apw{>M#c5rm~yicPz&FF6XH9D3h=;Q3zpJtg;)ok7Z! zQ#IJsY)iPi$b-Lzx3Vn+t)K(XWAc2ALa=v7-8ZMX0cKebQ_Up9B;LIB&0$!SCp))y z>BcEG+)}uDHL`Osf~`BM+XiyZG1DqZ9|=gA{w!vL3=%^|hsl%E11Z*ysLu4uKSj^> zj!BQ$5gU3ZAAn~aZ@`c!iEFJjfoE<0ehMC6WuLE_L)62KhDik>Gv)`?hywA~Q6-9U z-{N~I_<>zoK$Y|zoXjTHw3V3G=CV&N-}yz2nth#}Unj`rj!rk9Mil~e%%}RWtzZwe z&-^qmUJno_g{_aXYiDTaCGHJ2OhotITA|FpbAvd7b_r5xg>bO9UvCJ*^J;Ja{{M?# z;iZG^)CLsgpBNOxrm0Gh(T4;^wniNAndrSI{|5lmKrFw9cC{HEuU{j5y(%pV4RnH= z{9C^C@9TcQr8kzC^`8q>KF|PQ3j@F-l|NTI)Rua_AvoyTG)1O>T+u+~f``NK_ zg^qh|qg;L~Vqg%v$I?gZb~@HVGWb3kYmT_ST{~5_xBppF9OcoMiTiJ=1#y9bJezw( zvV}h3%m2sDw=}t@QAg|;8dWs7;5Yaj)iPHngTK@)(vBMGl5D^yBdJIbI&5 zaWcjj8^FncH`b8WxgVy;kpY7BC{wTR&UY!szqF-40U2@6m_iE*Jf7I3) z=f+)MB7t4pG-aWA|$x`LZiI`!awVe3*!3JmBFF68)U;3gl> z;6otpfI5M+C8yXG**x;i<#qaOLt~U*^b3C&XQEGA_;C)OTsW#|=U0OBbPn!{6E$tO zthifGZC)I6zQ|OLUGNJ)Nl{72z9jMjH#B|4U?L>XzJ2=d9nb2hx1ZFAmPX0yZ!&3f z>8Iu0RrPxI{VLu2{Q9`d+O&=g3`8=rtXM@ZsU*h!cCK8m;!W%Ho1O2<m z8rih7YmLq5r&j3gJDr*~%N_dLv7^g$*g>QJfA+pRP>-@s_nG<1sp$;}T_mW0C|2z2 zs<@W5T-z4+uF76rb$8Wk!*$(tR}>Y+g0O&ypma#62`z*K2$0@$l9Q8jlGA(n`pmrV z{bSl&r+nv}5ZwFxk(_VpJ2P+j)#n%d&N6xara0F9Mu!!^Zo^ZVuY;P~Jtb@MJmf&7NAD&KluC$TU6}rd27)5eT?2*qgH<_g-ru>b z$x;4CVOebqHQUB*Z7Xr}zB>}OlydhSnTl_3Q?^mLoz!?QT~=s!mI_3c-@wHBbpX^kZO4-GKfGtMMLE$t${doR>6NyhZ@orh1)IL7&7Fw( zoMeJ^+j^K|lFhYAzmrZ`3Ml_)FsCi*TJ>1TS*vZ<%yPr7UIES)gyiMrA$g3?MAv6r zcL&EhVuVH68svvZ8itWrX#;>-+6WRtabWBa03hQ~tlr$AJ#=aFVgSIBrbWvAw8ned zvKe0R$Y$N=IJMM|1s1Ou^=N1M(QUdR02c zWFNezjqwmgtgTsFZvQ)s* z(CY&#M9q7t$%UA|Km67+8G~ZD{jxuVp^{YRy{r>mQ|c4}EvWpAQx=~GDU$k)v9$=L zZx^ez0V$mUPj)|p??3lbZ0MF5F++ps%o$;$a?s6$>(_CkwDIAQWcn1=ipkmlkYV1x zImQ?9?&{}%>yR$__!uf}R4wL`nDEG`iBW}m@~8ko0Xi0S+8~D%h;K;xO)177djtbF z-T;7KKx{8xL$YWx?^m{VM&D0V;(X7IzqK5bC!zB6Ob5^IaV?5BuHMgWXFYA~0wB&a zEJ=%H6AX-%@VkfhF^`#CX-F&o%|=d}Db!B!2^I?5wgGtI*(3eQe@2N{n7=b{xSX~m z{q4}iVQJfRa@u+deVC~FIg=qOH48UA9EQIq9t(k|Af2c;TU@ww*& z=V6H;iz@y~(iRwUoi`JY^b)B!%##}=)rZWyjHsV%IRiB(CdhGOE z`7?~%w+c=nEJEKl+K$feUW)!3u0w5bF!Fo=u&CYu?Hfox{)imKlr|cKGDefrmbC`` zTsQAU*NAhmv2QcJ_T+bi`ISY*t|lv>4S-auFp6s9E!QTY9T_9T8R9rHDdE_0U2*yF zgw&q?9m9J70K11(IojzAqDc^y&hVo1w29%7(+!^!NkzPkFxg2)=RX4iih{){B0MrG9I|Xz zux)@R7ZAfEBNKI@n^0mrZJO`Y(L0Gfo$3%-%VEPK^^+K9d~pbVb@wi8*x83t)d`vw zSF5o8Sn`=y+N8wcz=|*5r~abg^&`AzLQh+Qwy|9>Bb2$QS16l~r|q)me~z8r;>s@Y zeWSe9HfcVnf0Q`a%S0sVah=3yMJdGthabj`dvDbqbMK+m%rzq{@^$nllM9c`fD_>p zj1AQ>t2Xe;xB;2+UpM!B{px4%qd#s%dry2$w;ydFz7usHlDBb6TZ%}RnnG#onmnpk z8Yz&s2tK;jRYu>?)up|5U|iw81EWY+c;j3qBZNn0Og#f8+aL}yvnBv+9@y?3t?yS{ zcqDOKeSW)4EG2%Eqy`3SYz$LdL$45La3ie3sP3ydi)wS)0HC$xhqI?MiC=EN zHr!l|d*{*7R{r~$Q&NS|*Y9cbSw-EOsE=o_uUfOq2M^+o9k-$4RIz-I>iR=_O^p!7T&Slq1+v9TjB}IkVE%vRacgGM-)v?6*M*Xe{*^8KDJ#VNIocqUT zP~4rY;CPba+Hp93lr~DRygZ0Ai#@PxA~W30kR_R8j})$HHk44R2q6F}rH%QBvC8E! z43#pdx`PpMQW4ukNGgAz>YXUB8?j#uf1NFeVMnoq3=x7tzVisqDIUSg3jE^CdMd?t zqw?hWxbM(vZ0hF|+{IdLaWw(!@p|eOi~qW5b6^dZ3f${*4gkzQp$qd&-y+F;W1C>u zW02(EdvtHBJ3KO_V44I{;;{ejJYi5Z{*R@n&Ht8Z3Ia#riETY7R>HYAOC8iK2kku* zxbNx1C|AR|B#j~_TI7>Lya($|80vPtE2l1P1>laI;qfy5_4?480%34neP8zJ?ozG1sj*4LCy{wsy72u?MO24V{fqCKsJ*u9v z-#Z*n6YsCVTu7(m;LtyR5&gfvL1>tK*RxKXgRgz^0s!EOYsbM-ghvjPhV&;;iuset z=3l>+exK^Q?izG`_tId$6YFU+kdI;gZLaa}Hn^woWghEV$F)V(R*^kYryPspI_Ws? z`j79T?>E0f<%qkMvSX1;=g{=`yiJiwptL1*@juhI8QoL8=q-qfL45zQiH*|!eZjM^ zh+4zahew8OY0R_6T+Mgn<}dy|R*xRV(aV2;k3Bl3ZRcRw&DAT}@k*N*-W%RmG=lRG zl{Ri26XvOTEn;~9@n$4-I+CdfyALi$6>VZ*066zh8La~o=+T5H%l9*I;*f<*S&pDe z+8>S|r47K}_N>9j`yK}XRGGRc^YU|NO!;BMBgF~9peCjSnql?FWEa3=<1tDC1L_Y? zV{+Qk7BSX=dbx3j#yevL*LuQV%ZJ)=_|k8p+MA?6b23PiiqI!GD(SMu>K3&yL@0qH zl`*M**~0y^F@;3yVUJ{=skuyGDi%LcXrLOQucy$DPj6a}FC18dcU^D-SOc-;_$3n9 ze4}_(EOct68}ppCc80uNp{GsVpLyX%-Zs;isul1|?;& z#rHCF*Bu-q?#)cNApm5(@W{(<-hx#d4s*GVX)ML{PTyj0VaLnT>#l%F2~PA__8da6 z^2v7e4j1w3m3qsk%Il#5w?Ad*ZF~dz zvEEQcqd9pZDuO_KpHt60i(0>{Al!ZMe)Lc9ROu2CNybDzZFGvFh8@5VSZKU{fIv1y z)FZ{9RGI^l&I!Z|M|7s9r1Oa2F;DIP(4PN&BMio_d{No~1FbmkU($n|QCprz{1^2iaLrh z_SRt-G*$Go;T64qlU+B7w{6apjgLP%hV%cR$e~LphaWden<>1QniWn^4cQnCTLqQ- z5#YijWkHN$swBp3`^U0Yi{sbRrh*jnEIfBwE4Wl#I=C*yszVRqXIp<0)E?q?b8Skm zv<>|J23Ugw7`gYJ#OH_}+u+-UA696jUdb|a)+BDRkG3qa6Om~c(l--5ZE;_wJ_W(O zYThEaWaThE@yHk^io8NvuG%Ou9v8M9>^-Y?70p$5?K$p${7TSo1 z%OhwT)#r++&(o9TkV+ZtU;Y9{S3i{Kiaw!3GEZBmK+P6@v*Wk;He<>Lw+i%sfejw{Ji}HWbqr#N#VRx=`!ygEKLX@y8y)=mYnmG9`QCYC45Q zG0xfbDPhEs*EaVa%SJ4m*6SKRL_!@Nlux&aI#OdOAe3P3(G3_Bl(vi_r!7zGt*@yz zd_?t$8oO>1q7LVR{JGf><(2C@aL;;~q+|5qP!TpvKWCU#)R;c5=}!$cDv%PXpV6L5 z##7)cfU=P^?DM*LE~@TnBoRs4IgzLbnCkE_vL?@W`^6wHA`rt zt;snJk0+_+ZGR3{$<8EZJ*UEXlTWM50UF*4>Q z;tgYb-UA`P@VzT>@RGle6^`m9A`zcUoO?_ISmrBjwi7CCLQYV{ z4#$y>aZ?JV*3S9y-#2ZcWsB&QJbwL4$S`IYxNu(y%SLUSci&DSyi>hqm8=rJwc-2N z(6dnyjiCUgik!A+)C8sN$oId8&VT(jD07{o19D$tJ(rYHJm0?+6V)k=GErY=^TQ)Q z`S2J%v@StCRZ97~uTh5vPf9xfc@05UWGq|4b(yc%}>8gM2B3;X7{+e|Sn8?`dPbEgB*cLLyCB{=eU7p7PRb}vI}5~w^henf<%AK|tn;f_gaQ5gw5Fx>G%;;`6# zR0gG)QrdpH`6~R&li$HtpZr(+asOS)b}8RWT-P~Djcx0Wzvo3c{GpAES z5UvS9?a?Qs^9{)M%6ZiZDLnh%Zg^hXG$T;j7^5Kb9dzN51_c)$DUM~60w)bczc03+ zy??EY=xJl_FRrzI*s&ewCD-N-dWw3vtSM0?pW&nUz)I~=z9B_hu$;e?`Zs&MG{yqW zoT)uL!l+&8>_Bl(Xee}I3`9TMd{yLr6@pSSF>TY0>$KePk)>S{>I%n?(k8r=amIaE zkEiXi&UMP|+$1YZ2&O^M(#XgE`>&X7L-m2x_{%3fVLHZRG?UfT!ojG_{N6+z~9~dFY>MHQ4o9ug!$<6=emW7zy7IL;VU0|B>}V!0_R8X%QLu{GHM}={^0y%u`o0!6pgGwP=hPTkrE3 zR_rPs?p%ukLquVM3B5KAek^JFCztz{(5@$jJH|aLN9oOiGkk^DxM)WapMG!@rL7@h z(|E;Iboxt!YNd@)a?d$+L1cSasEA0SA%{m!7Hhb3T|3t7*^YgqY>{VA(Wews;~}|8 zp*rQY*+rHT{B6$~3|;wSPCm(IOf;lc+SE*Ss+=~~(b=(?rJCuEhUZN=eA5UIl=mWVAv zNppXPfA{|KO7#5vr@?PqRri&>H-JeizQ8?qPDFSlXQ)#~?m>8s3EpXh!y&2MaNH~$#{so%9Qv0p!+c1#3;}#jn=~O9R9b}mk11Mw z7fh%Xy z6IhE+3yd9IzZiEVAbfJ%{cm56?6C&%D@6`$q{`uCc@wN5;mN@rE zoB*%dem$<)c_WS%V`zf~gq}9y-^AY`-P8ZG9`9#r#CSK#b{UTyc~VxQBKor*k;Qsc zvLL8ZcbUj~h8EG|!d_P%Z~pH3=0z!|O}I=xV=5T}=U3cFjj880g4Sxdcw-oH=XDUzkj{C@9kniHf8 z002&?@=UpYcw`h2Nt}Mc%4e$7go`&$;=^m@x{C()w-MauoQ^W)Ps;Nk1rffZzF|hW zguz?>0DD|r@6n*ZP-$4XPX|9ZQ_0i7t?l9aJ2Kgg&dDQKI9$O+JB!NWwfBn(k9@It z+PHXaN^!6|{4j*76Jba0TZPG|)}!;%Z=mZx{tZKS+y;AW3{GJRXC9K{;tBKv2moNX zYosd?$l{z+=c9Y5h(VvSKY^tl0IXs4q)8Qj`CvoWSg>QO zx9ArAF4_75o>AeEK`vM|S%F_4{v<2bjtl#dLIGA-pl1uZ``mHhUaV|?5chb(zeZ=~ z@U{z1lD3%!U>UA(GQYvV=idJ^O&@o+>2eR>*!z4W>#H?7g2CHvfm7nYuc%;%OJ3eo z)4G#PgaA(cYbOtnw4Qzzukh+rkw9tF--B1$)bC{8l#RDpFj{fv-5zg@0A6^c-)9Yj`|!Hw=2<2MrL9)O>&FE_7kr(zrF(kdOhk{bs;17L zH53|uxc=o6AUaHbEZYlIQ4Vz)P15G)fr_=lB1Ts*04atGp{LCkj&%kk(i7ig zAAxJ9RCAG1rKimw(;}m)|Ng~XX!ic%KHn=xY<(y+Rd{2=wh)x|$c%$N$&}&*_QG0N zGeAU=#OSnS+yTwuKWm-t+7f{_cTMsoj+FCcvn5^Ryk0V|?vn=)dWA>I0~L z{m~(k@}K#e?O&H~{w030`PX>c<30KlwD=S9w7v8ECBfe&2=^9=Ca29Q^7%lMo1Trl z2c<&dut@pu-Lq6?JsmD=N9efT4%X8~DMi^X^MwkJWq2f2cl!2jpA1wy|};x_|Z)jNX4QCN`{xJu!|WKm0G04<5wC(@()EgzoNekxAb1 zCCh(In1JXtOH_z9g@u+~C{;=9m70T+T@Ig=QWVPSi74yHiQw){qWc^L1t`Vxp|GES z_RxcP`>uOojkrqJDNE-7U~^E^UWcThfyYXHuIf38mR>9x8hGQ44LeU8^lRr_Bfm4i0O)m@3R^%HjhToz88`7zCD=oZpfKE;{!_yzXU7 z<&$GPZ2-{sn_p@7^AI)yA}G5w`h3-Y9;_Of0+ug#@>doi-=9&~;0I{|qDD|mCvw1!AJ zq4At>OnKqC0AQ2~ICrXpJ3eE&;gReo8DIOj^4dQ9LhTQ3?8Lh5q0rO&t1Fpygz$}{ zY?vCC%pc=vn|S)E$o8;^&rcUXc_l>Yfe!Z3;D5(v`hy>Ctr?ci#5fLK^7qK?-J06d z1^^AzR(jfOV(UF^VjChn#X3)`WfOd==Mj9Y_b~uro?_k-9yB0yVigSLej0`6gX<@d zV-!PiEE`l_UyBtBm;87g9^BaJ6`bdf2NbNYk)Aeh+(j6hsYZDO0PJf=?^XIaQE{B1uugY6K)ytSgUf~ht+x2>-@AZ<%Zp{(;Br+r_3_=JCLpLV$D zeG{&x&@}E-FI4Zt>hH%Q>M|-$2$bbf?=NE-IHiSRt`jQDra@tQp0=zvHdI^~)Uwfc z?KP+!IHAboEcAvP;_4D!Q-uF?Kz;4mYjduRO+Ib933S5D;PJ*xcb> z%$xE;brqgA_I(Zf?s{pzwrzFfv}NsN5AV+(r?pSujLk>F?Oyw}jLaUgkFKgqX#>># z*mi7Ak#8SA9Q-YLOLSx)pxQj6i49NUv~oXQQtI{Y=Y3Pn@!3DD!fSWCYrMmSMC!-b z+=5=%H>fOBA2>P=LMiTkvIALz_q6#kjhHvh8e~P1Fkj$z>h!c3gColAEUG;{0T~DX zUGyEssv|s7Ojlv&k|^2Gj){bDU836CVoCQT{(5yNZ$}!0nSCP5JK)Y6H9MWB&7Xtg z>M^U@rTVV7A8?J1zge{#4?NQ;pA%)+d9f*Ngdur&_l3*34^2R^u3KR-69sfQS|`lF z4cDXj*)29F_SQ;`hH>!JaOn46d122t7j72 zN41^1L-cctgFQG;@N`*&gJ}QK=W*ztz8HBu>Nuzk4NBj@A{MN%F&w$<`?&hP|CEG4 z3UKd?U7&umzA{d@a}%?$KzWjYk92(C)a=B)GvD2f&JL}XH(;28bx38gr3 zSTnhK575})DQz`bz>Q24XMQiOj^cs|w^%b__KU5%_?bxz{PZVM>s5W|&_pNJ9$7DK z7u#6Ykd`hA^=hefPtG$_57AB?P`#tRYp=!y*FOOOm|z&v+~b+Q zMIi*hoU8wf+h!PmXIr7Uf@G3jjF1M;0*4ntlubM#dGQM6WfW z1PxV!&)+$O^AD7y@s%?Tb$Fz=smz4qy>G(=-m#^CGk3c}!dur5;_!FAg-5&Ap}#mN zUqdsF!kjj}kk2a1Nep7SLAOn;QPB_W=E8oxYq9Ui&%p%E`A<>Uwk7d6tA~h0l#AGB zjWS$|URW^-i_&OmWN|M~96}U^Y!Oi@D0XU3n_g*Sp;D+MrOo?E2*u|8gScmXhkT9@ zmdhduLpE?+DQ%&U_2IXij;4mteN8FBo?+Q4Ckh=D(6Y1GUaWnN>6?~Ntna*+xJ*+m zj!Y9QCY$VlW34{1d(7>xB!k~N@R#Ma+Sc3}=XwLIqZeu>{wMPz*WQD^hhOW;XeE=5^ zJ?AFFOIOh&%Hs69J-6WQ_6IOh9+UR5i&{zZUee|OvfhyHLJz|xE8mkvDw^avU`gB~y#n`pYNfkn5=8r~x5?FsD0|;MD#a8Z3%; zY%WL(Wj^CF>q+hL+W7pwP#HVD&t1@o<>1wOi+JhbBCLUatUB}%e(?Oyq-#9iw^cch z`N~?<95-GIjbQbXF8O_k3y*Ys4-*>->3*L@gJq1bU+3;;BUL0K5>4nZTXRtHPDNx* z-HM|}jSmL^IjB{OkKu+#I@-CzpupQVhjX?rr!8v&mX)k;`^=m<;SmZu zwn<~2r~FU$eTg8Sx#5w*F>I8Jnc?ICU)d1DyE*nq(ctHuV=?u?s$E?ey8Tvk{rh(@ zy!KI#h(xVDrs=!ASN%$xmLkIUYDRn7_-l!w!R%aMITi}rx8aP-{wUo`ER(^?QtsLr ztt^T^Mc@G9npVJme`A-R2O5R+r3XhbU;clo}4ptO8aZ;JdU7ec3)Rs-i zMulU(*gS2Nt?fZ58geG{Q$tBFJR~uIr@Eu_+F01agp5w|8V5qV4L3wAMW5| z^?fS|>oHQZ@*P7(j;bd)sgn!G7)Y+=E3d~~CuoX7Fo>(uW*CNKS<5b1n5a#K%`PQ+ zwS%{ASdJAe_&UoLJNRgXV5vnaPg{7iydt!wQgsCSWxb~jl%i`=E@B=Vn)HO(Oh=0V8RBW1apcGUbVlJC_E@f9DSP!RUMQnw%~OP|BNcQIvwO|1ZQ?v>st5$cP{ZY3-@A z`EYCTJ}VAaklELcUBi2&^Zi0Jg&I8!uQaz{kl@~h=G_n z$M0(&THTMqn{IT&$%(_&Bo#evPO&I`Z%(nx>Wd8f5DP#@;oLJ9BAYP+l7uLHy89uV zb?Z;iVmQj2HVzt345?PNEOS~2*2p;PyAb)MJ|rgOa%iN853Y~TDK|``?xNvCC0=1P z;2H#y)}B(;eg#~mJ+9!f58ps8$_}IV-wP^u^0+Y7h^P*>okRchRlI5+6V^?s6duXd zT!o2~2gCU<^tAEo3hQN*J#C)SW`z!iT5mYMM{oHf2;`i$AZ!^ak?;hoT*lPqO`uGu zU~G7##?xjH3Q8Od-28hOif*bRBp2o5fy)~#%v5B|AnxH6_)z>#E&{If9VV@MCr!CBB zyJY1EKK^Mb}Pq!Kd_Uk4mA4sQN2=-khVu=)3l69KHO90H7pm zNQSV}xJl~X`56cOqa}TKmBotSJroC z+95H-G3fop6Z6-r+YL$}|md@cZ>*?7?)sTTwQzWVVCaMGd{)Dn~k zXz~m)b7&>__Lik9%B{ZM;qQDC9sgIZYZ(Q@W%5dK1|OxNS{OTe=J&vM5V3&SHHxfaXEh(2&WOt3eV}k;X3K2qNmNjS85If_5q>@J089peb-!t z#*JZ`kGx)ro;H4b`E$W%SB>DbpWmq!`fMV5IQhHCmD-|yM!_fg(TxMw7?F}a5+*L( zTg2I2vWM@bd)-K=lLu-blz>#LDDK`Fyn9{Pt3><c==o>Dg`N7Z=W>AW$l3KVn zC@`VQMVtXcK|n;JD2D402Xjj9JN5q$8>JX$pkZ#2V4dbdQ@!`dPV;$-;9VOhF-Kt5 zQ}tK&sk0OAd|?d^;HjQxm1GS`z_Ls2?i_?=xP8TFo`mfXVMz-Aj?M$9zeeFH1MZ@f z8=3U(Sl_pHsDo-nSf~{9mjM#?X>V*u^9lF`N6K3f;0sf}BK@oF*WqxX+r5q>3J*@S z(q;m=Y(~o4T~KiFipfK0ZjhBWQ+UqLt{TDnHmJQF&ADc2o3;=zfM@$Qi-!km#MGwe z0RY`U{voQpJ<@R^ezfUIOw|h9x-wPqzB`jkr1CnuVHe(ChW8sl#-@1rW3JLT{+L@Z zdDrk>^c4E|=gP!;+MJX*V2uq~*a?X{0AOgm5`5J{Q4=<$$+vRSdf5O#$UlnBb0LJE zzqp+g?|6O+kNx(ZVAC6R$_9YeY(j6PVW36PmlK_;_-zwM?`flaREo~iW*W&#o6NNe zusp-2s^pUB@#l;OY|-@;Q=N)ElCQPsz+r^Fz|*D>`d{8r4$mnTQ9kI_4D_EpDv!z~ zBH_1%N?h~{sRwNwZ)1N~Orv zf$EFo=2wmFg|~X;2uK z3WcO``97v|Q0|?xW6&v;q-S~c-V$DZxPp&7&I@5GdTy?y1he?w+ICNn`^U1-6|EAk z+D{bNJ+;?|yyd&_8iAIy7Q@votPVvqy z6GNESlE?Tcmv!X&*BwosA%l z_WMlSmltce@#!Z?=2+&K10Cr9?X^MViFm%ao=WndGQ2`w=LG)Us20@?UAHrkzI;^@ zMX9yy=6@DF;DFvRs(gX266Un2!Xw2vZAl17FgZ@F^FnfS(FMihu&^~RF_;;YV!Tj8V};=T8z%AT2ibBI zu16;+8Oe=%Z{=&MsNlWhIde?pS8T%Jf}11A)p=qpqbCV0lvEMMlxrD*k#&XQ!Lc$w zmYBauxg;wW-oiS+z<(E2!Z8k038 zR>O3HiJ1bZT7=vG?q{ch{1jcyr-9NCY+?u3uNPrE>h-h{^o(`K9@m(Yb7@q6C ze68bF%q_<&PMzPq6mNd?n%Lu57>x2@YD8RR4zgnG=TBOW=5x=FxuGEF#|$l}RKjbR z2%scvfYjn?0000W07*naR3b77bEpl&3`1j6LL9&EdukG!o?e5;Jr>?MMF*d|XP7x2 zoMf!^w3*36(M~4B zQ$?+Z7aHwRnN5)e8;*0r%`5T09v{b&QMaS}?q_ikH%nDGQ(jSA=HvQJHH724`uNF7 z7q_f}k}XKXhz^F}bZa2>jb3Y^9B zb}zh2dA_1fO4bQOBt|DI+&ki|hmIVwQ)*Pt1FG0{zL=;+X=8-lf+fe77rZ>8g7;3j zF`Z!x)f%W-`Vb>sY<(J*Rv)cJN1F#(uhK@S16mWusC=!Za~tux6-&5dR7TgaO1MBq z)%F6yF~!a~x|}uuTqjYDrCMJvUVqLKc?W<@RrYS^>L#f`D3JsUC&JUFg1<%>tWhT+ z2}I4Yz!rA(`>&|9vGYR^QWkX8kUdg-c8+0={aa&MXVI!)S&oA;+Cc*oBzPgZuqkC^ zhR!Qz#f46(J#D%IyrcKuD{Rqwgmo|z)*dC-(3;nT{+T){u_VGr~6bZ!MqaH;10~2M2+t5FXI)O44k`uDu+@o`;=uInm~1^Jc3^BD+=WBqoyV3v zG6L^?M(;K@kS@S&-E`Dkvu)6rD+SSydE$s365m!i@>*qT8 zb)JMp{F1u|QT7u5Ri3u2K#krvAWX1n;(0WlwxoTsMR9r-6r?CqowL`~6_TzC-em6Q zfC0eaO`Gw^t}ui!6QSU%JZ%{VoEe&Zr`#BH99h}YbT(D)0Z(_L5!^KWJP052>Zte@ z#HNuc{N)qlIHS9Y91R65*VCq_&DMoSvX;rDWA3x}j^L9Ij|qL-;M$!Q4k4(Pg>Vez zwFt6IK|yL+%0*+M5(GrcbBtIpE~@QWlD2I!&lyO(OMuUUnK*oaWH z#De$zV+DxJn5-wjp$`7@xht@${UJqb!(#xzVDrQ%Rn7~Npy^ck!uCGpKSx9&2>z6S zFk!9KaQn&Jf`fAp3B`js1(c;)pPl^dG`;n0=baFe4`@zQ_7_cxWWq zUc~K9Dj#35s>l%wpw#uWF$M%vq2$Hg$6u?W!Xp7-PFW@adGq!nOhvxFMUSGRoBFG7J8^%9Vl0FqhL?W&Ohrj)G?l-CMh6YuR`_aq(6O&JE z;I^@)a+ZwQ`0(0f1VWZga9_t7Owf1($Kl>&dARjuw$3oj9N!G;csXrxvZydQQ>62Z zC@mzS<;(YoiiQfo(>8SXov=<=6zsolw_9BD^2L9Zyg{=F@k!YQ%=fhEasowYCrfYp zCmtEa{K8sPSG*H%*yVaI_D_|OZwwEuI8`bCEDnKHglXjaH%y}Vn%yw68PKZQ(-WMp zkT&NC17&2q1UAqr%8Dk!$mNuM_N)jmCyQ2v(st(HD9#+b8Kna%_EYzNsgShTS1Aps zZDZk0?hTnd0N}(S3(Fq85pQV;UtT668s90%Av~uH)ZkD11}L`xEE!`hx^gI*F6BcR z9+}`%o(lW^u8L}m+a-4Wl2^T^#a^EVfSo4r{T$;$R zAUu*fc<8WOVA)}E+6p^&Ah&2S8kR4YF8-cp)gfX!15jQOQWoWDd)KqP!gJ^FQ%_>elkrRQsETB=em#B<|dRFiqy47OPM4B$;Wimf349o#=+zBhz(0f0`7;AE zABWY#_y2~5Wc_JTO=XOWKd;t50DF84nU|dn+szA-j!_wRh~osZkzemK3GQCk0cW|B zD0F&ivI5MFKkm5jw6TjB0DvJP$ys^TCFLgrCRcq0~ zhu4m2L+#=`ZMu0tHy-_WnDsnuK9LEVb8^{tNh5-Zf@^hr)qx$YxWenAl5LT;nv{5+B0zalu z*no8NE*l=1Gcx$I=O^(}Pnn>Ojox4W99`f0PGqwrXuM~QHAQ%2#28p1Q9l#z+6yNg zEq0ypv^}Z5z z4e#UnboHkI3Qxw9+0fwG>dplFlYnD81MuMR^t=8YC43VD>Ubnl5IVDBC zRN=SI$YD|nBbRIr%TS6_d#g&}-w~8wE>)vWPn)6ev^5MK0RWsobx4wT3`(_%woYMr z{c|p%o0w)3heUHFrCg0Tz-4|7cSl@=**Aa6Hy%cZ!cWw~en<(C(q#a-Kt{iGePHd; z4Uy{%CF+QRk=t)WWA_l|6!~^7nHObP2@Su0+bt7$8Jg$?7Jb)Ujox4X0(V^dEqv># z?Pc3ov^~)AFaS9`QuLezwXY19h-A(a+i_ZdO%f_C>R{maHvj-8 zHiRV{EY8y=Te4FO9yv7T8dZY+VVaTw!}nN+eboQ~RjzkWZ0p8JgEjp5vy<4}KFD1o7In;b ze*MQJppFx~1d&XOJ4S>?z|;|H1Q6IG&pBK{OUXfLUZe7Gm9T!%*e<{%TuxXNvePL4 zF%wW4YK7;@Xlm;jpfFpK86*MV!|Nt6e@an8Mv$La&pwUFX%m$xcDF&~@#Qcw4aHrvW z?u3Zb`>Hs3&;lLYn!G{B5R_r6F{qoHM-r;=x=BiW_j?WxV1f5{ju0&W-D)fcFuJ^k zZ6^b@vc5Kk3cDSP8ieKAB8rlYtu zngr(*)TB8oWF6qOyNjqT8U#*^KORUB{_0Kc>$}~!Bo%Q0okrp4Gka<{vq!B6v!1p^ z6VdmG3Xgof3zU5Ey6tEQ2p%8_m=cEX;gie z5IByVD*Q1HzSVZLJcgVh8tmlBCDEL&5lS+O?NKc2b_U2ZUGJivE}%y}CeJxs!7{-U z> z<<}8`J#zo(0lXn-ir&*E@eDBXpP@LORoZOopweIhaOcohwv}*-SiZ)CSnn-pH-P4B z6HJ%;y^36a7hb?@M;?r5X- zId^Z0+%LX!4d)MkOuh^#K9w%S_2`d(C~fm!Q&LZxwRU~{K?-CuCK@vhiQ=VoP6_F_ zx>_>B*fGqr(NRK>izqtjcPN=XGF?ua3RDwguA}^SsDp|1Ps(jf!IE_>Aifqh5!ELm zaT0pkbnjS95Y0atDziDp-QGw&Z$>$tLZsuS$&VKTL6@DJR34oVbIe9E#DSyr3Mnw% zFWz92P*u6&LL+V&QLB@jIwXM{SLaNJ34Lg0U8{v18b+tD}s?PMM3C7>uVa zt}n8lHc~0OHQv16XNZaP4C0EIkqA1HmJ^&VG7$p2zh{0?{Q}>3!fTXkg=#+V6=x@*(iWA!8io0-dE^qx zbou!M@dx2JQQB-#KqCa%h&nMp-Ex)thuHB_dfHSFlVS}Dyn4awqyaRqNMI1Et;dwq zYjw;ZzGC({shgXZw9bq!zF9oIg`qdiGLt}4rV;PkFac}TgUN2_U&DW=!bi?dv0jyM zpH4`P%9E5r64EGb)70AXAgCG1P0`I|w{7_nzv%V-_iu3c8(+oYZ+?wa&j0NBNt~47=;mcSk`f*Y>ep=K92ZF_@nvZ^&Y)Dwg*T0HGU-@!iVUPM^;#JR{{}KQQa>D%h z^C^$|UlJ683mBMSl(tVWb+SwXbWR?@F!4%FcoV)=n8IWG9}bRVYu`}E!O$JIarYAI zow1&_eA^KmePTl}2Rcr~`=S&Mq45fdMrkuTVRD;TSkHXUvF>-Lnec!DQbFccH6LBsMGD~?ogo-kewN>IGvH{oS8-_#@&3n#sN z7DF%O83u*rJ@UyD6L{N}DV)_^#iB!l%HuiIp>QNFCJo+`r;_D#@*OFuJ<0L10Yzg~ zZeJG3`$QBosS5d7BYcU6Do+}a=SbZeSPy%os<%3|2!WU*BH?#Q-#?}_h(*I3durR9 z(it_!==vEofUJ>0lbI}M$wyorO8{8fuuxKpIisD9S3n4Z@{j5-_VWiu5t%5$Bd6;O zNsNd=nvXHMoU`C8ENNVr=r;Z|I@J06Q)SCdp-R-IWH&i3R0~ls9Ju*LGz|@_ z4+hXR=@rQnIuikfqA7`pY3@p&g6eBqu{t03jF z%ZAm{hZBdQC*dZuA^7`@?kY}bS&HSYCkC|XzNc@jI_`S>1qI)KC#Gp&q7e4s(5vBk zayloD!1kgAsz;Av;O5`s@V|T+pT9et*X*?$Fm%@)0D!`l%@})xuLG2`fwyc8`zoun zHFXc-Lj&t^PWKc*4LEjmF2MZm3A}$pbjX$}r)^os2+U&odQ4GZ1*D8%q+pA51Hhbo zYeG+3a=|i6Kr1#S@3&$SJs^A9bfARb^F_W*^Kr*FmVQ#KuTw>)e?G+5d?KI#TsTb|$3rk1ltU3g_r?=w# zwsh$$GXZltUKdJn`rK3EkApk6=4&Le2d&5QYdpoZrU~_mA~t1$qd8E@C#k7 zw-+bkE>vL`v5J?{)@-;yyK2gf`3jX`+V%(i2?5MRs4 z_MO4s2573HzxwbqRSfGTU^WQEF zw&j0y6F&avcw|RpL!I8dy#UiNF(=oGic>||t^^jwrV7EqfA|dYnk0PFG%#LJ3%Di$ zhAX46ynbp84q)QRC#2(+Ke-2EYaW7ACyQO>iwa@bY_pdz$`1dbEIWOSu%jL zxAyAy2gfM{<2t`10Bk(3MY-Liz#DcJ@WvelWKC1r7c|GV@usH-apG`1$;tS-wc2}0 z+amf_Qb$nEB6#aI*#Pp=-FjoA#g=KS)o{T+`Fw+FLX!RV3E!x(Qo`p}>4^XUAXBqp z_6;fby>)PRV3=!5l)$VDk36fpihRvM zgMtJq3Q3f<1)0|Ryj#KxHVE+6tpzNaOg>mBA!u3s6yC8VU8wI&;LK;`RHLMzlt?+! zI+z6b!d=67^BoE2zdD^kMy`f4e{~P$7vkT4Qcv4)K}4cca4y`Z*7SW^X3^4Trle?3 z0)tZ6HpQZb1=2p%t#UR+V~r#ZH9Tez+VlGHy}{qj6^b)A^`NmtyztB5oeDP5hzLKe$z?P0$7+jdcDg8C{4{t_)^ZBqxq6JnFS>~+~!|hV1 z&pQ?S#|~oazz$emNY=Y!3Pfiz1}u$2=X(Hjd94PaoJZ!+zkCUXqK1^XxT^?UnsXVv zY1bsqKiDtrV^Pf~2=SU`l!6Fbb4!x|uix#??d#qkB%(7-C~V(`6$g{`--#z4Pu#9Z zr7ht*XpSgYtOGF(AVvv}n{Ny;5+H#l(mGTCuD(OsK0OmteV(>C1-()$U!NhBQYmdI z`YQ#HK}bBIgVNKM!nU1OY14&A>dMEw5XfnCb0g+ms_^o|vT=$qJOW?ZV4}>n6RBh1(fibzG5p~#7UCmo$5CuFaien$ zKB~BeIQivk1SgDG=w6zK$t={=Fwj3z!Jn@<2U(k9@xNb#lg?U%WhllL(2PjA#k-!J z!ob2TbfYe3QA9Frn4e6_(&HzrHv!4Io3!R9tlcjM&5ej>EO@I(SERT zI4l!rKBY%X#49>Nc_1Uy4~u$^mqw&=G?i>DJCeLl1A0%}$^GGcXFZ~h90;ya)U?SU zobk=1ni4w^&s&c%=6HZhwv=oHHY+^pQK;4tRR92HWAYHwq;k^np|oihcRL~suKOoH zQf{AaPMdr^z;Y-WnOqna%SL!BhHuq~qbxt>i0I2Rp|Hi=f+HfCuHX@8OgVMHD~znW zO=S2{ibQ#FEvFQ(JZmAaxkGup4gt%cRl|w%8!r9v=Q6LKIfQeU{sweGKZ(>!GIVMq-z-O#6uk->sVH!=O(gULJrSrcMO zoB*fy)o^-W4M$E;3mNA$o(wX79)Kgt{XQBZ2y=Xt6~&`PRF8Dwtk|REaP#RxH?Omb z(aBqd+!E%y*TYVj1UkiRMQ0_Fd6Y%I7T>2&n{zVQOp+uDAzP!mB);X~H8LEQ*gmoLu3`Y5MrhZFl11iLWxVNJ>NkLS{d~ zhVi`k%)T=P_BmDGz1EzUNWMgzyD>dUlTK;-=-PD3p9*56k3rSnk3=v)t3vf(6rePb zVWu9CI@cnjF*!rJzdjf-p4(Yb+E%PsVFLIKfL8*j0{C28TbovT)P+YTrJ(nrtJ5$Y z7yxXGpfM|Z+RkgQ;JkKq2WN>1{-+>HpkQ;_rfn>)BLp!i(uCYhT1Cz(2uhL7#0B8U zAYP3*;yBtGL-k_fiD-*m9CFp^c|~oF;I4x+=@s|ZyaqP3q(u|9q6_C~u25te!pSB> zC``jd#>^zjGvMx#F)*(wI{fw|P2Hb2FM1UYHpNfoA6ge5{&Rt*AZ$HQ)x4SxY|XsR z3P`7KBfdNCw)|mvEltd&ajwFA^g(VG<*^E|3Ob1bh(i!dyN?^v7 z8ksH_nPSOA^n8%|jm6}&DGQI!0OH8NrUhZ)G%1i#bjRMw9xT>ef|O^Lc0npm^Qu)ao08}7`s>3fqaTPquCA8E<3j)%+uGXR2;f@)u82BV zr<|pw%{S;Q)RUmV$y>G{yCz+NWIgPNFLp%bd2k-kX*PMPN2D_58Cldc7p!kx@vZ z6pYMEZ+D#T8qr*(c>V4K7F1!LOLE^OV>T8=2&ZX`O0x~8p77NdOlgZ3b{eaM3!(Fo zc>xrt<0&Uz7b)Qy$!E7evPR6eJU+vvM`D_ulnM5DLX%TPz7(!y2BF9**3zgv^XgEt zdSS;KhF9K&rj0vh<=Qz~-@J7~O-%r$!fW=FaQ2o~n1$$$Ia}e8Zw9ai0NUExo?WqG z#cQGt)+uLcg+v2%R&v@--?M9GFZu%DSS4$&Rznc-vW_w!DE!%uK{z{}gen7dG(yZXEE@~Q6V$R&AX6*@e^^=9xi2Q@l(zRh zmCU0xG13=%jH*^z98QhNSDYz`IeAG)jo!E`S{ZCe5SDqYV5BfGRdNOzEjm4-f$6}b zXOF@M*QvwP{--HzNz)e$3YfDkSup)2j>$G{k?XkUBrigx?eF(&;C`D_{a&Jqi4WiM z$C+-{F##!+knNhCG6nf;@-Rmhf3-Hb0=#I_!Fwk=&^<^1T&z8AwmfZf0kE+>&WaT) zv2d zoiPrc(ng6h<75!iMV?_4b?Q*SqViI8cu99v>uIZO-V*$M;+Q5pGR3?xTGm_8N)c9M zG96aVO*`X{`4fOHJTfVcZi4>~g|ix}7xSEH zBfX9XwAv9h@BTmPMiR!)nZo=+w0CZ{y5%Im8L!Q@wl=MFq!X@lDVgh9Dg^J@7#~Ag zY2as*fdzVpBu&TZiR8*XWYm zrirL6HQa0f?d!1OdB5AxZ*6dmPsPTtED*oP^= zN>H@ioTskqHxn>m)Sd6rkU#c(ZA)5{*Xx{VBz;RJjb7_#Iwx$V#pbx?(MX!=7YEKL zr7wH*r;2jE{tlT|7nu%<5%mXw*;Cq{2JjaEuwuoEHvou?FVqQxNhq&bBw6GEpxnSe zcGpSzj-4i{_Vg&b=ew@&LmNd=dr22#fW+T&`vDLCGVu+5-ArH+JE z$73fe7b~cik4@-SJzza;?I$;&{S=u|we?jOa=)#Vf;(BVBz3#4`>-yhdU~)j1`5r5 z`(LQArJ?y*{OS`+u>Mu8*zl@4i_?3c8X@$K51xq0=9ya((vr~BgQ*#8FN@}!nk_gD z_FtxEIGzsX)miNRg@RvVWBJ0v-OSfYSZ*+@d2dp zw8fSAnSN7P%yf=fTsWokC*Y=Pm;uA)p9;#2^{*A#8GeoH7G9v;x2zIv?3*p6Z6$!p ziWMuK0q}DGUx_+c7j~7F(Jd(|g3@+8CH>A8nybfV0`e8-+AMmEP8v=&g5qM}eXM!Y zTv*wdp`a*!EGlgPt&9E9$h!+IB{t{`Q+m%N*ckr@-#SlP+iO_^Cw=kD+_tpgk#uf) zFHpH5eP3%kRTj#-PT;?>l{4T7>=CoYC>95503>5z+sm4<^<~o&9vfTKH6;659qd0N z+RB#(^@P)=1(_u;$h_ubC!im%7@9x*ckAc9Et<15=19Jvbl;+x{jQYKM3nz3&M;R+P53wl>n%*7o_fwziAf+S=aO*4DN^>Uf=} zZKhw8kE-A%ZO$}lj{N_q7vej9A&}J4M+_srujOP5CKZ)73XnRKHq*N{Aq1p+{D$Mk zhDR!Pr}egwIq5CT^%z|&K~Nf=pTYfaormi`6ow@^SqfWZ2z`ON^-Qt`nkVapPpbL5 z9?W)lGJqf-bfz({X?E5GD+3rWkU|)h2B5;z7tBDoqNlW(4e_2!gZY*lUpYN*vUF`2 zK@BI8O(*>4`rX=%!`1rBBSb+pN47TBr?h2fpq3fS7FlmzI5EnQHy+j=g6z z;@-E<=eEU#yuDBcx|u{SL9NgKDX1s^*+&u*sWfP{!(7b+3IlRvTV}Q?^hbateYGDlPuBE~PEwdD_hVhftYjG3=SbeQ%W$ z;o}x?)f-Hk%Y`nDDF_-0uL?Mx1Ly>kJatbrmku^SlzCu`uqMW+Yb zXr0#jG}!r4#e6i4sj$?@x7k@Z7qwHCsSjojovwm9o$yF=o}P$-eHG>`DQ$CSNok{o zk*NNh3TZ=)Mcnq@g{h9838mY=f~hciNylcwZ#ms{?8pi7y5r|UXY=)izK+|oQ(sHv zk#23MPiZq#6ar6zdiy}3$xJm@CYfud((PtbF-$WS+V|%sP=-Lae@s_nr6xHN#oFVA|L0 zI^p=}5XXzsHn&Ky`pxsO<>j-NT<)X&%<0{O8bAw;2@6xzj1t%*K>=C^dt@f(PQsbK zVoQE8@KtDkX>&fDeBB zi@}0!zyS3^VNX5V6>^VWcp9coa_5L+F}?~43$>VDG0|dTywyb4$??j??eFG=b&~?c zkG%&S%kxf8D0H%Aw0l(v*PZR4N+Sn75q!GY5ogYQtzWw8C#$w_K*n({Ys5Dk6D z3##L%iU*<(&F0|0?Ay>rg!O zrg@S1V5|OYKJ35w5K0SOr8w?eDm`r}Kh651@pbZc%zbI9YpR4IcFuX{o6iaU&YBst zT>3TK^Jnv6E^)_n#{7TmeRqIfRh{;8Zh3our}vpmPbR%r5|WUFKnT4F2+{>X5y6J2 ztFGS`+p4R(?5AsA%YM7MirrOFz=9M(4N^jYRMImuZ@J$ex1DqDx#fMQWG3+Zk<5GR zx%Zy(tItoi%)I>K|J>R>Jk{Y`^dnteTpNP7_ppEwk$-~!dv+e5J1dVPDepz>`34n- z6EeQE$rfUXra{VO@!xAQ*q>qV#VBeOe7mo&cM8d4VUHXk?&FC5oN|l)s z;g)w@sIVUFSWBFEp=68)4S-z1+|+!)Su8#fCLy)H8pZIDv(KvPUS*k#SvD?_@%hH1 zA%aWS+cHe0dH+*FX>+Cg_aP#wrm!l&E(jU{Lh{%bXnI0_xyvQ=XcFMJu!t<;6N$<2 zOjJ_~jD{u=5RoU10x`TV5*;?hd)iQWPTPy&8Yn>o&oKxwqQz4w0mBgqPt0&v2Fnrw z85%?)riZFklhfwaAHTKUX))9qybCJ-B0C$8rDk}ygNLl*8|yOo`YJmlVP96k1GD2e zeEkK8Q6w`mQ4q@Iu(KhAkOjXzX)R7 z9p8`;fDqsOoTEnD_EPsJWjptU7nbPfquJUDA@BR}E>G?xp>;Dq3WJlJLuS^8ImYbtMjyZDUt_Q&93U2fY>7)RjV`7jeB@xz%CbV zZDW3qsKixi+at)WoakKPf#@nMZ(77`lMT|Zl1t&nN#gtr73F@-;_^$LlObw;YrO}az%4y@CT9wCc zt)(aQL&vJLZj1x`ELIb3KpBzPK{Xi+Ov7U&J<$jdUa{2k7usI_%?VcRkx$%?tnoG?ZdBFsM|ga85S)rfQ2>~ncWQGSv8?(!7l zMG>*ry%?#rN+bk@6jt#(51% z2)$^02-a@~WBA{B3H)rnci7X;hLCW~xXBNGO4|{t(EX1VCviMNQ0#7nBI)Nj3}!_9 z<6vuL`B1>vJQH3*9NkBPdh>R)h6CrQlnJVezStEYXQGmj(|>L|2mij2Vi}`|kA6L? zIx>^mJMKWsTkiBcMq~^nRA1QDovWNa+e2wH8FL9mqCtQEkx=CwsXr(1#+&z%t5n)N znsIQ=JUrL$UV7xe)}-;N^J|2J8=^>nkW!ssKHlMx{P-Hq2P^tLsuEYhUqq@j(Z*df zZ=7j|5v5#q>6(?wE;|o8NyNsBMcZl%Ay6hmX`2L3Tcu%v0DvmIe&C4XuQJJ$NoZ>_wZVu=9Bm@R8f%kao*6Fy(g`+q=@JCpx-$~Y)( z^ddt}Vq#e}g3{Md_X!QG0EGw})-f5cf~Ru*U4@~98i2&A)p*&1W;(L&G<3ZGgUD?? z+urC1k1S*Fv3-H>OAIw98h}}?8e}(Z#^_MD&|_^9uRPKhMQGk!sBgRmN6%XAI8Gu2 zvSDRE5|eOr+gkkRX)X)5=vz~Z{`a~3DcX|xz?`@qyH8DEqVG{A1c#IahI?n@dyCu^ ziI>~#Hkx6qwHaH`HSbIe1yHvBmn|>LNJ+1mCrfr&Uj9uMRaq!>X`Em(w{b3hKM=#S zE;S*KZC!)^T9d|pLs9+I`K$owR#4u-V9J3mKK*!i6rVk}7KldOJ#F+4YG1O7aILXe z&%I;@df^O8b`mO-1Gi^XA&8Dc$h-&|0rqzVt1I|QD21anRG+2hn}S;1qM7a+L~Ow6 zg`y#hV4;)&87#@f{Y(8xGd%OiOomApPn(xfZg)qQaJw@+5`bY)t2U?2Z!L3IQ-J+x z1*0JehvUJNwy{K3j3@T;Ua@on@gaY&VnHG9gIKVAqK&(Y>bV0> zqMB-R0^QmoD-zVu#HZqnhtejh<4U6%rLCIK=0EMzohYL3`ICj>x$FDAo!DKY;@O-n z8~=fQ;`(Q3$^peE`1x3EkT1HUk~klLMU|o`mq<8-wCaixi1fr zN#U7h`@N2G-UYW|eWYYtcX#x$#+M^83C{?WL_!D@!+Xeo6Pfy6jNn*J*wq*WPcH>) zw_&VHEnk5}%?sQQq;Mdm1om=`sss^v;*_?>H}>OKXZHFYd(Ns(#ApuzHQxkT=zr5^ zuaDncr}vE@;d7&++&NllBN7`%8{oZqDN359wAs%`UsDu%YvScuTU>7F-X^b5O)q#A zch;bJ-qWi;i;UK!N+pJjv$FSMt#kfpe$$(wwtE*#_wuy;zTc@(Pjq;sBBc~Jj_FB_W5UZW^vbL^AQ>+ z%h@BTZsxb7stC&=C|sL9dPyz*)M4M#6x3x^#V0PR#ec4)g?|l7B7uj7;ur}@-gSUP zuaA0P{BF8$m@T9|Z6a%5YeO2Fmb4+82xIg)caK3?mhhdGDLl2j0}@PTNV_ejLP#hN z8(@Y)dwb`ps79r-@5Qj4N8Y%_U|w=f6*&osFAd#@?+T6h9iOWwuRx zc%*YYn`?mEGrD>I{vayJ0^o$GERe@@9Z35d%S}%m9UiGp5VNg`k~BWO$j_J~g)5hP z{Q8}+9hzjc$GNX8u^xT^#={#VH7ciwQ_pm)g1T=b3c-*1TJTs;%wdo%R_HUC5=xtB zz>dbN@0g6z2B%WO3`R0ON*nDJa0_Lc4ERodT+@hVGZT#!@tLzACv@xX3oV8 zYM`EbruFyFE|}%m&xg;rg(Q6C3~@M}?rBpTllM!@`|!&-aXc|2Vp*u^g;^4?z|oAS z$2n%kr&E{6v>_SD*k;-&Q%~#iJ~jK+OQOE9#*n-PT`$rtt*qc+a zqt#%rq&&FwG241cTmL0~sTF+Zo=g{J*UqHEBia3Kq2gYlU)5stm~E-dtXt3B(EWZT z2~Z;u5JC`*IHN804z;4@{0r^hMp0x3m&?pP{A6LmB4^rFtKxs>CGexg$#GRuhv`L{ z5ERMO3tcto|bhRnKkg7e0A zobu0X{`7l?ek5^4PEhvpVvYyA7@Es2MqW|B{?5u29&*bkmF+QYzBjKvQzq=3^g^9; z?lomu>pBEDTAEnSgpx$YMTQkcdC(|S!G!ItVUD9F>0v`ETXZVHl9^bBLv^1@&`>evq(Ut z%?xpJLzx@SL{;^0KO^CKSFMWuF?S2UXhPI9R@sp$PuojDid9nIe`mcrNsUH;mSiJi z_1e)I#u2V&89l*nUEYD&Tz=5=jUmW&?Br-E+>{V&Cc|5vHp%w1@!wh|vS*CHX#SEo z6~PM8pf3Hh{Cw;0hyJ`rcx_WSr~B2MT6?_G_b!yYYuqVB#%=R&&_iY|A`;Hi=9V)s z0WwudqXcL{G{Xoo7gm=uKz0DdhS}vgE zQDA%hvKd&muoD1lFre#}`i0bdeM1(E(&jVw(%ycNLP!q@XLzLNrShNG`3s#|Dc*sTr~k?`ZQxqLT^@}F&sSJ@L9e(%uJ(`Gz^XdV$UG!j4Z zr&5VA-dN{(pH(s3luf_(9f?Vvg1>~|<9$4!2#82bxO&T`cBG}(72%PRhtb##=GyyAQy5Ql zMVRt8fU_^ld7Hs{Ny|L!&8gTYU_9kvdd%aq=Q#FhB1Od9SK(`z5=xuMI#eXi0RR9> z*1r(8Lx|$8&kRQ5q<4O3W-L&0H2@4ZcHn0X{TMbT{(>rDN8CTObE4p9^%V7w^2qq+ znh`~@+}L#9mtW`n_NGQWDX4j+P&E5)7QXMSwiOyLVw+E&UyDy%Sc}Iy>6$=B`#53| z+7&O#1>u!8fGtzu@bD5nq<6PD0T_!~SPjMmx3eLHKMUyKtu}Jjd!nk4B^d`3`g0tK z%h24YvH;i6M_L$>srT?mZxr8Lm$ANCO!OSogm^e1zw11)u^NyqTO z>^Oe7B#CEQ!np688XTcQyXfz~eqk$yy4Wxq0BlGZY^9U&l5(ClGaQa)iZr2kgh%Sz zoEs(1(^iJ!IF|N|YLZy^G!+VklJUc`-3RFK$cMUE<-iMWo;FnyTSu$*v|V_%>#j1r z0CVrqn?16!CYaCYxTX;58 z?Zp>;Uz338kDU=+v89gTpZ(_>+L#>UNXVWK#i5tf*deSp-ph*=>KoAiZ*Fnylj3nS z-E<2=4SM)H!mCe`>+5{ZNB}Y=btS8y%2gyqmI;2iG=;r66%Wjg&WT*#<~m+qzt9X_;S6uY1~vGSg__6GaDf}tWiJZ&06ln}uykJjPl z|3(bFt9K(HQp;B&(%FT5A=VQ|WEnD%@vU_k{AwtUCp#mag?HRSAL)sUUWzq|U}ro`T2Hke#9`wIJ7079|~i4Z(IE6(IU(%wlvA4L{SsuGbYc1S{nN76ZM`VnSb zJyQ`<1l~qkNdkZqOIh|bQNQMuwi29i^<`SDap|%muSbMx4?W(8Ba-Er^c&5Vg3bvQ zs!J}HBZMR%NUwWMy&~PO2tjVkR?lmhi|p^xVhA(Z(LOpF2vz_kWp;3EH6oukEI4h2CuS(%3i*$oy zIzjalu0!nas>N>yY@t6wks$?Qj}(ylh){pit(gC*k0adFCy9G(~I*ca+Uh;KcUEl};Jw3WQ; zidKsfcU#A|HGWGTjK|g~9#X8#KVOyNM^JJhwHi;GK$zADP&zIqz>{-(sRPYxxVMSO z3iFDdZ*b1NMN4TT*8LTA>~)3Rus4LX8j#CQftk^n;I7W=E} z{Fw4e&u{}j{{nispC1@()}_PlH9<~)M&bj~qAOJ~3K~xi$ zRGKz4WtBGC5=n&$Lrx~q^Uwc^x{EJ$KbL+g!Jzi5)20EI=gh?6a1w_E3*~oy^_+e| zLh#$cIF6?#o{rTE`~*Y@fpYux*xhb>|6XVa;jb-WYrm#RfkQ-s!gOO37aC_Cgb>$| zAvvmBg!g6?Ab{`~Bu1EsJR3&XOql@5k9-IuX28k4PZTOd^;S2(@-3$Nv@@l zTDb~s?|3%~oR>(==b=b44ku(hG^ATUEA_N#&=^IHo>@PIJ5nX(q?@ABcnP^vuZrM$UYoV!Z06B1E4jrVM(HX zy(i2@1X$KS>R2W(=tvey*|`vij43qRC_k6|&x$nmrDZ%gOW-}H?xzSmiU1Iz3<$5B zWh)S+W%Cg2?L%^jduYz*w&w7_9QM9mMiwRqlK?g6o{y2ZE|7?p^B*it;Sa&yL6n{r?p$oYl6Wo;}aFX*%o_Sm^J@3$}jX>k5j(BcJGsVsB1$%rkU2kW$dk zIUXj=nE3hJIDXT88b(7Bo^G|vW*i>1iIR8$^s1Q`Gw&%vd2RfZHi>XKZ65C<9E~6< zP}l%K<1E~?r%k0oCB3eHbi^e*QX&{G+POcpp@W~3WcTz!243rzra8SwG#m;5b!=Gz zl3O-01*(17BL(@?06-#RBdOr$6W8#_0C|C4Prw`7COkYc;;!hp$qS->SC#-RfcM3+ z%Tm|iYxL<#jQ#siLdGX9s>S_ncKG}M8g)HQxsH^zs!LV`!Qh&_%aM5YM*ws5#{k_Z&fyQFvtI3Xrqhokk+$(=oKw zi4|du0Do=^$*mW)1sicPujE~ED|~= z6J0qjj=x;S(xyeo$8;^<46Cu;i>BdSS1hc&SgH?9QUpzQ4}s!Q8xz+rlGPACeSQtT zvMDQ6a85kD0i{E>6@%7Go(f95iQ6XCwQqPmXL-I5il1(%j#+# z8?bn_D+IX%UH|YgD4DF&Ls&(4q?@O0Mbl!uWAU5O5^u8h@*oO7wy1p!Q363o4*3>` z<;Om62_u>_Jo1nsyjsd7^zSsMW+vv<4FRy9y{I`Y*kL(rhocdv*GXi7|3j(=-)ORl z0yMDS9^e*}vW)JLGaT1RC7sr}m_mp4viE+uR>c?3%;RvvTc{Fw6am)LR$gq!=95GM zt#{sy`m0{=dd-6=#gRq#!x)%?6J2}l z`%9CEoUxv{m+b@*S=jAuK?{0Y$5Vauhv)X7P%1J;$)aSlJMu;Yx_=+;(2WHT&y3^! z%inHof1y5v{XO&H1zrHHi`8OV*Jk{`HEGQN^mqP;in7i^r8b91vQsmhTR375bD>n<9O(Xb$F>hj1wNr zuz)j%&CS^81=C>ax_{KY?}vP=lRyE2XMtO{1Reo829 zm(D)NvF%{tFuu1eh0H}4;mHnv@71pQ5boQS$K&TMa8PRU;KL(j$r&EWD{WG_2AA&=yLs9qBB3eKfcT&u5}aJT#CfvA zAVOc5HJ+%F;vYlK?Jt&fq3!-JOKb`h}#}AsjT6;*;iU2 zS?04B%3`I>{8k#ALZ66ET_Y0aop~DFaAP~GsM6q-O#s-s=wbk@l{Tuld)k76?%V2H zZo=ob>IyCG;h>cq^O+?z1Uc;?jB#C&Uv%lPz9dy+&OX5zM#`hig%&ytIlQOM5D>%E z^E}xVg=|nxJ6I(}^#-X;BBkc3jxe5X4Kw+d*8QnId%P}<;nFZlS{dJ6(S)z}&BZ@m zRBJKV@d_h79u6$-#TPec@kn13*$72wMA%SB5i~(Rkt7MvHiz+4SCmoO#Ktvx+{;Wq z4w@6@Xj73LYjoL*+PIyo>Y3l@%0nXI;=b(|%A4s5_E%Q&HLT|_pwbpU?(LHE@{XC$ zkWgY)`%LJ8I^4M;5)Vm&6fyd&ASz{NSH_q1bbm_5zKrY|?&})TZ*4ID_kI`48yD%y zy$eJhjA~#uhh}9KAruyeM`~~vw)y$_)7u7dA|g4IHnpw}FLR_^B2SxRDJGiG;CHmG z1wX1=j4#a_vbG&D=;ftSIWV)WTPWj>mJoh5$6cW-?Q4cMV#`gh7^yTGagjeLJlzt; zzizK_yblS)UQY;t7LTB;mGSwl-nGv7NE(Gyo=Q^oQ`!n#E+X}M>G^kV?GSF8cY_{z zQz1($ktEkXZ_dp@2}!1e(ss^()53hbI1EjdQM-Nx7^yGNNs94YE_0d?_w8U|3RZ^Jv zX_`*GX4`gT*Kc&Sc3SO_#P8gG_r|y3g!RW}xEm?FCQZ?<0%t_3hKPir%BS9gISD0~ zE=T*l??=tK=R4ag^GX{%_SkW#N~)8#-f=tnUnf@~3yn6>-hL@s6v7rfH;rA58C ze|Z|iVF~wbufdl$Wtp4@+M{~d2**89Jb`DMl6WS~DiHj=j~e|F02E2ZzN{*EK7vf# zJG4e595T$5l(PP}EAMd}ORpa@((Ncy6OmWWnHPAajh-u5Cdn$UPY7g5MnrMWrGyZq zuY8^LTM9^T9&-!D1OR9bgVW3X$ZR14oua)(AX*fiL=_@8w zm+(l9c;&RQzs)d8jc2~}khZ;8R*NVx1K!-PsuEu4oR33c`x}{ZOeLV}8}93*lp~Mv zRCvB0&?JNu3BO7A0{~vm`zuQO(=r~M6|=%QP24i~T3pzB4rEEjbwgKL+hrm_(=-hG zM0iP@{16RS?rHN4kK{aUbho9)^o(>nda_(38-1QfmzIg_IyQrphoCVflr|B{L=OWZ zgm8kY_{q#;Jd6LD*JhrYIL_hcn*E7de7A9xb?4&^oN}Q_mLPS!cmk^!GwlHBrkr7s$jD570Ly?c++-#b~|fPdA2b)VGAwH(pL4~t-KVM zU$x%2pDk=MHGU!z?%S5f*EYJdj;?4}>>4;T>ZvuiUd7JnUp21AyeB#W+eW+N{zho)1O+wM@-yZj7MxA{kM{1VHq; znRV;1lS-iHQ$@XU+UW2|>zV>j+YY4<2alYFdl$U}TRYFdor`W|@4-K-i>Hki;NP|6 z4xwk$xBvh>SImS;CI9oqP&M9r-O`BSnRaL_T?ex>ZRafwkCYwZgS?k-_i>xtz-?_S z6Cj=NQ`(%{7$X7oF8oU1gd~;Wsr4&AU_#5W9$JmJC{cZn9%EJ2_w<=ZXhWb2ajOHr z9`eq?q35puJS~kAX^#jY#?wY%_PON3MX0^#68C!;IlZQ*Ex&EMwJ#k``Lai91SpS0 zToqwHT+gk3n&!0*X-@Jc9!dqZ@`^HC*$kqzf()G*56%!TaTRpJ?B}if{37v8(<~f=YR4%@*$~9bH};_~+XKM1q)s*nTns2y z7=x?H%wXFaAIp~sbJ8xBi$HA+j&roli45zNC>k;H5#n4J>48fxwpVT$#6X8W@kEp` zez-V^$GRhqh2}_H7UrRt^tEOvA*-~>Tuz(we237%A;E>ySfvH53y3{!79`0*tt<-V zdGzUhD3;2?4!|pI-kvsl-{OY(_`r&HA{)stP+lATdVm0VYwPDMQjd&X;_`h!OLd4Y=&S+n2G|j1;n(cIBQsn2F za7aeu)o(!L{U5_U*DP}!^TrFCR$BgD$P$CeVsPUHP!WY&e5~T(4E~BrJ!R z@+VAqWQqQAw1<=rBWF9PLkXvLhw1!5<9#3P)2ZQkCbfUK>TJ{`)7ad3I+_zK`yb(y z8Q!~Mz9ZUONVAIaFhBk82IE#f2Q6e5__>5r+U{9;CoUhjfV#i^EljUI0BB{&B#>p= zrHICJv?nBK&co} zZjp7qRo66|v={oUDy8`m^C zPX4TI2sIkfMVjVMU_t;CRSf@So^Utg83L)w(+22lon9f7F*SIY+jmx`eX0HFGFT;< zE$sZu>})8q%eq3`iAZSsX8jdc0j8;f>yRZ47?OOl16T&ep6M1~=io*_S6t5=v#wYKO#;E6kZuV|kWFOJZyJWI&jU!Ak|^ zcIpqlSn7Dd^0bu-LSaMZD0q*a(1q`1A!mpktsF=$*5R-m#uMF9{CKghfQ8nqME)G{ zgka(eXXf$3&tMUS31S!Kq*)9?xoLqx*WdNL{h0U#o?g7oshZW z;L92pIXn=uB%wLch%-AkK$TV8yX-E!ZQ-p@Bn5;JZ0X#9wj^6OYG%G4A71qyizt8| zOSwn}!)e`6b2KIgdTszH8wyNYLkcZ*3G<5ZkWd)G==?(`?gzS3vlq z4JFV@n|+G@OUY0v_e@IuM>KPzE`)@^_Gl zS%-+mrYSfx?2!T@5*L{FV4^(eIn_s`(*Qs!LvyLk`beKW&OPb@JLX{;^J|8X3MDwE+tygyLN4WF0A1!xsBx@nb{WIg zyjz)y@?x|W`FFe*qYZYNl!%B#4zNA~yumi0(nifykMu_MP~=&C?n+yQTG$j;+KBbh zBZQhrjQ{`g!Xd{wA6oft^k!L0#Fowt_|WqA;DMZ7TZwr|1Wv0FH@K|H*raIZ>S~2l z$!e>}@;`YX&c)fGwCT@ahQJVr6_T;S^0a9s;Q*1{ENum6NQvsAJkeIgFgHQ8U4Aw4 zTipx$0($6VvD0?ZOPpoYuO>+Io8IiX|H;k>lZ#_6_`8fG-Dr0=0H>ApudQJ`f6KYT z#YUvG5op*U7!QYzjpEBc*uie}AR=*N%XDLp4AO6;fZ>rE0m_ z_p{*=JLmEqU`--;)4c25Nj@A-8U3%GOqV6lYm$We*Ik8=UQ%m&-^}Zmyp^_0%3i-% zrA@-dC2WY0x2Me|JW?X)Y-B^Jv*8TZwXPB#Z-P(qufOaHWY(U}9^^*SKr3xjcx3); zC#jf;DCYr{6C9hKi>IwK(+*j{{^yyi;vn|mcT=9zpy8dwY0%ZE{~hxoH-}w4^D<#b zd|3)+00Zpz!iMHsRzOcd88GJAL+<1czaLUKLodV3n6ARnwlAaLmva+{g%YmMT&crk>MCsjT9bOm7+@4J{RvNuIK3RnkW;Xb zWErt=80W0A2QFisak=-~7vFB*QMRez0YK&i(U2-5WGF!+C&|-BG?xXR%V{$~E0@v) zdfEU$6?9g`rP$?(QRjE1pNqaOVZs^NZ(GXL;@~ z$pi|pd;R6h^%>!`xql7xmUUysgD{4-9-5#b_j9ZDqKdTrpG?k)JIbst7|&Ym0T{wk_p z7X&mbohm6PDFjF2GB-Bt=Z|#Fz|4HVeZEBSgJmh~st-9lZNq(SNJnk&;*V!+aNOUF zR45&;!S^}_@#W_Ah=jbKr3h}$;B(rD@osoen@L2%UC-?MH_y4oR>ZAvJK_knCX`Tc z`}`Xn?Q5kJs*uEb+QL4R*EGDtBiZ@%(*E;sUJt9#^YdE}20vlzG!5yac0Y0R_VS>W zHYJxw{p+q|51_qY^xv`yV&oJaQfv=TndqZbH3UdCZ+kd=S&OMA-@i<(d^pb`&UKQB zLST)%BWYbA-=C7vk!r(&da8s5t+WxYK>{c_!!uMna7emfB3!0LQiW3n!p9)XDEHi@Ps|Gyvb79{uFP+?)`R|lzt)wr5 zPFq}!xjwTUwi@hNr>xSppl&uU>eW3B3YUWh07s7p^=RoQoV~)`+QLI4VDctRrlX?< z?W&SsCwWzoti||bdfEt_VHQ>hp4l;sp9`o&%!vq(q%D4;+G=h}+wh1txkn;Ig=J6+ zA1$ai#O#T(Injvvcpcuc_{~_}XvdwKpuKp#Id(D&5@P0sk_2WgwpfB>g7~c2u9L-0 zbFRkh8Zl9eXt6E0v~$OBNkU(fvZ zC;j0(>xO4c3Wbq4;gYZ9QNN3xUurMB7)pk#Z6(u+8WkRys6(h(_ej>Pw1vSkBt*h8 z+U~p?O}E~LXiqP7F`uzS?LVG#r$7I0tscJh?N$1k&%bLrKbiNI6;d&L>Vg`4ZDZEa z*BGJ|pYY$B^DaQ=hyD%#kY2G8L{ZRi?G3_Xy@-DRpj_}a4l&Sx&IsGrm@qr8$xS!i zf`;pEKytDE&OB?mRWQ|QM6Xk(dx2HqG^qhN5z_}#;&>T9S(L=_&Q8=_dO34kq_Yc8 zb%q`1ivFgG1G}j20=A`YB3XgK{L!%XadviJ-LUTW_z*u}N@R>K--CBMud}FD?y=Hwo(%STd@apL)^7PR{#J$u;N|#n-%Xw+dJ+- z_6%n(9FMAU+KgK#LkV}K%{+9v=d`VBS*g>;0>XsW9lM<2U}AW`Xg#ffJ%+9k0|3Lr zy7l+ltJC;he-sT{?6A9#B0)0paZV=m!6w*Yc-rX2Hyui$o~~I%q%qhK#PDU0;*>VC zbt45IrA?(4SVn2H|GsI?HIDO|5)DjkBNMczEg5EWF2<_ImI+}Ogn$>EneTTU!1Yll zd(w+x=eDCK3VOGuZmMa73FT6VtcUDSzfHJ>>xd}-y%3@-zqil7k;`eb&u>e&8uyi$ z|AU|!4}u@eFhS8oO{j-h)h^C4@C)e!VD(=@2+m&7QF)w%-cSqKNX9ZkD3XF3IUzj= z+!#@rcgi(0qJ)u+WSD}{fUZ0zsUpcO$tEVGS@e#wkqkNttAL^{i1>NhO4RzWkJsVvR=*cl4PMMWpYzxQ!>=&E|8DhrF*D!C-OHag zk)DTI-+DLFtJhe$ed7%#r;R2^Y_=j{a{(Q|nc)Hc7kLGeY4M3?$&j&TjiA3ZuMpX%;A<1FT;On$`mO3HC zI$o`*MbD@I1*s*@Tp%q#`Qu8;ClCNJE_x}<$T{q_&W9$gj&Sxi&|{iY5^& zB1w~ozMoq6j~w@p28$Yovf`c=sK?k)$TtkVPIO9yGk(he03ZNKL_t(V2tr~8fazj& zS6mh7ltQWOI*$(IdM#GubU2BK5=OYS6}1;!WF14F8KxMNHTch$Jj`n~#_QeX60;9X zcTXEbpuv0q{lT8weZ=)#lkQtT)%o!Ta=ngiG}dsgU9G4KBZm_*em*~mc+yUyH3bhp zC1o-Yl0uF-nOIp7 zA00ZBkBaI2V@3@wnrfDzx8}lp#v1Bcme@s7R4d63rls(yjtJV*%}A+i0{A1TZlPfE z&7VE3|3O(*hacX^@Rk4Fn)flpJ+z>7tRN_S3^o~;_Gr3+4v(yj*0>r6>?D3-v?ch| z#0x~@k)vrYj-rqVx|_6T?7l>Qg=I4v;0L<@Zd=)jhMYI0xXVSDpXR%eCD}pB6a;SM zIzq3EkEKT;GBduC;Ur^d3DF@qR3GL;-+jX)DP>WKMIHM!B3=;f@JKcafmT#rstw^= z>$1>dtaptN0x1;24X-~9Z@tjz!DsJd|NZ0Nykz~|(^TV7bopfW!5ph-MU{vn0$_X3 zRseRL%eWGAc;h01^(lzbMkCzZjQT5H4@r<;W+SNiPjDRNosNakFYZHd=VP+mCbXD8yBEGr5p81qblT4 zy0AR4ZZ*=Z8!ydb(6w1{s3`Afq~G4wPTS)mVwD^oHOTQOPn#R__T>W?Fhc+1-4VPp z$By{Yw6ZmS(^oL(MUmVj%9|tt8H3MlEbVVZ*)W8eBz|5<8Fe2E&(1>hCEGyox2x{a zLvSmcJ9q@{vefftR-YE=l%j{Ht&(wee$Uw~SsL{{S`)e=JEzu8kuk$%={f53_BFU` z(VHL<>D2eM(TbWI1EL#loqL`AL*Sx6z1?QG(THL>i0PEyF~&)AWxf*^*3|N&3Ma#o9qoiLx@C#N|dK9O?hbDLjHy&kGv?J)s$!H zq;^M?2)?~Kjc=@DJ#IzgyB28ykS8LcytIm};`zo9iVCp^gG@NXBUw+I=X(yU2W!6J zA?6x!SWQ@=pETAC+Vd6x(3$OUy;iih52=-_(ejo%U5@Z*cqMWLU2daPhD0g%)@29~ zT09>=Sdzqluhzqr6H)OR!h5D^BAVa+$@Wl-N}3)uyi^hh%s3j6>@=9`(`5^4UqO|y zYx4r;ICK6^Dsf!2UUw$+8U$9nLC3r=kD7CB#%=T29Fbp|1Z_k&galPvmd?~Y$7M?X zjvB1aHQSvm-<80RJya$#uANn#M{lH1#*cr$%lfSw?JAH7jBmEIk^NTm95Pfhh}-Ai z$V5H-U`YyO;T+UnXnXA%;|-RRz&)qUxb1ZJw86#GCK~G(_nnJ-sC*8_)8ex*o!NPY z??R)MjD@urLR8kRM31&F!C&LeNEmU{5ha3K=UwOP#hWP9L~{DV>|o7u#!&;{JZ5fP@W{xqcFSr=I(T z7Su%Z*qvAKi@9;M-}7Dv4ZZLl+`DLRNMd9AT3p(9UIh*1$a4&3mnW_GyVdtP${dK` z>S+@!6>b#BX1NBLNDjrEsRyR8N~?*ZCyGoWd^GGA9_gZJCiF2C9np{uxifhl%Ib!j zy&1j#(~GBR&>Mpvgz*}uV)po(+t9Dqv82GiQCX6)wR58|AJ>9pTGv%Z+3|yy(l(ga zDXRUfzo}FnUFi;s>R+w(_r3!VuDNtwGn#aVNBh0+$4~R~@Is^xZ`kVMO}0E3{^5}! zH3Ur}C~@A@qA`|=CHp-M)eO0|%Mk+UMcPDD{*%f)06f@JeZnKD{f{SY5~J+qGm+i6 z3F{ZxYg6H`Gm%SqtV@!FhO4d?vibs5<^cI%WVFQ9T+^Q?Do3!kbtU@FINz!XTXN~& zd|vqBgpB+9I`J>9XJP;0VQag{({{qe)7H_zzNee#USr5(&b-<9knROn^EKAmKA7vp z<(mg^-(Bl00xMD9b$F1=8ZztFTV7AoizqDrWIcbd?;@MgCX~^_T=Nt2=A-tK%Y^57 z;gY^{F)KfSd3EmN2moXd%&i*|5(>4w^B%fS(Y)BwD9*@ZP62)Z+!j7RfGLIy568%jFE9B0B!PB95@f-=aC zjcH*5;T|4oWB7@sxaPbTEcc2V7M)9N>(BR~JUqWaQkLE)O7E2K;7I#*qh^sNotsO#Vx=r{EB4HKZY+Q@FkpsAT=eP0Q+#+OOI*dZG zjBmG{j_b}E#Ebv*aqIa0To3v=q7YgjjHxkv1*1!G0bK;8?-TN!;dE>pd*+>RU z8yC8s>xLOw%5uy1Gn&-I_?Al>7os;i1Gz{R|M~R)0MHjeFGQ3uX6F0x#Qvu$Zl4=$ zPn)yv*3Vvqzv4?6UB4Vd_5Ikp_XxIkpNY>t_Id1G(uZ(sa5`%q+h*wDInNz=0Sz%{ zJ_ZjZp9cv?kXfxq516erLtU>Mx)MhVN38|O7pAApQ54ARbjvDr+c~%1{-*@JO+6)_T|5vF98AflU{mi*#5leE#jqd!Q^U zW6uLW!_SL9b-#(xzAFbW77BxJS#UFsyMz?0GJ(0m6ia0cKe`ef4QWV3LSww1Iac(Y zHg~RfZx`Sc3@IcQE{2<1!%f)*fSYDt9jGpmlGP2QO*h{PZDhp3)>jc2(wZ2=fsa7A zxdjWZz7*ZZMzDOAAi4wyz#eJ$w^=mAHQ&1 zM}s@NC*TZMW7_8{ta*Qj_|P1T?A(c1Z@=ep0P7W^=i-{}=Q-Y)b|Qg9EQI~OS9O60 z5lJPW6_t@f2?}NGG4Ifu>p@J7VSU>gd~3&djN6OvpO#_(*qqPD8X8dCl|=})v65$x z1Z=r)sAd44>B*yY_se)VGl<(SoP%A%8GQVa&oamJ?{s<7BGliq1?7*~6VD!CwrkMG zpT&{kgEQLKAx}k$T`_nO)*N1rZpy)=H56lYT=+TM8&?)&~fU^uMzk!6jG0KDLP zhbgDDMSJ^j;?I9Vq`kx1#x55Ti=#tZElnxzYG-2U{$#+sJWXKdCMhuIK z>1jLJaJAG~;gQ}0c4hNYjQsJ(&K*_GyMz#2Yb30`d~6Q@GyYewLtw>{w;KGdzV z`TYFRmoQQ&VOPEjiFpg07v=9!LEaOON-WYy@6tn9@7OlqEcKM2cVtZiM1SB4Mbl1jWi9_Vfw#0~(V zW~Y~j>9Z!gDIv^+859@wo`ZM)>O-iFy4N781pV0_JiPn&!jNMnlSR*G?qmAjP<{Y! znDsh_{(daDv_IJUmsAzqpZJvZF3m+fYJ~mHshwHTea)x>BD;GH?1S0K;m(D(;PB`X z%*qd7R=yu~v0CRhrb-HA60{&o@W@~Gp*|PIvEc%0(ov-2VLbEFVKmiv=fJe5TLBz! zY!5XwqUC1qkWiD2HoSB(3J?CT(M-F|vug(NhkZ|2R@TK0P75y}W{osKPg5g>613q2 zE?73(x?Vz!qb^p1gCmDsl}j&p&4W!hxJL;z8bSo0HwPG=1dq9*oroJdse<5 zkMDoVHRt-Gfpc;6e?HD`G&ES6D*nWu7Xi4RIm`?hj4Dycsmt);884%;Hicv?g#K6$ zuATKd*6>1k>prpeZ|!+H8fEtj-m5IhxN4>zes^Z)20Xg&kCuljxo9zxi)`7~H0Ca8 zT7>zFR-rY~jGAZ`ZOIngbpHbYfbZ5V!{$A|!VhW}qqz5ZD7Cx5qq)}3B{h|{Qdz?p z?dvdFcF*y@Yte0}k5!jO;tAKt9Oow0=og2MI@>7+h(}UE%BD>OYIHvS|rs zWIDKZ+V^crG~l|SD-kpLN2H?@y_?R*AW<-o??r7ij~)1y?|r76(pGc+MTm5CunQ4o z*`&L6Aa^1)2;1LvFNU9e2H{pZJdOBHie)N1LNTl_X0m+LC*NYy!N=SO2#*9@EStpQ z&>K^e8sc?$|MIsZ6-wf1Lur!*bw2hV8b+a5wulF$cpTb@o4s}FV{7wv{P)w}1F#nW zPWD1{ZMN1Ho8c+q#lv z3-v%gn!^WHybB?De8%G?{pVp`-E7QqQNnmZS(aqqkdKK1tz>NP-h$^2zkt;(%d5JU znbT$p(043&BX%78E2~JmIPK}M--fuee*pwiOjnZRWYS_u1Avzf9LLAL@hG}m(l{|v zLOi12vW&sU6^<5;xrW#__Rq)88QmCudItb~-rBHs zJwE=$XR-f?E$|l#tg&cTR}NQgve$#rVhLp;GhyCyxi!GAAJ<=gC0_j0Cy?8Grm(Fh zwsda5mQH6~OAE%lt*T)(8e#Cf=WBl`gDwH2;V7ea?Sjr&UBj|;>^H3)Y=mSP*N$hz3V+t^EEj1qV0t~WF+|SctQ6zhg2EO zHE}ctnB&9B*ymtHQgF+>Yn|7YL(Z`5fM|R7y*TpFgNO|b;+5~|p}r#pef)-8iq}?y zAobSVAj+?u9EjK>$MKz*^NFkcCD_5OiDq~tU94B47!xCHx_8yBe@H}f7*AsT0~r46 z(}?x;W8~Rqe4e5T_{f`Ph}?N=yRms;Gj@F5IE{LCC7VO>l><=HX@??P38Y9A$ps6s z=S%-y^)>Xy>EF_1Ze+rxMPdt)JaZxmA*j9ZV(k3j`vK??0;O^pz_ZNtN?aadM?;Dk zxBYEdJpR`MnA`2)Ve&CJ#0Cb@{jpDa9#aYU2nmlPfno^dL>kgjJHm%nZcL|0X`I4b zt3f3O8(Mj8%*Ajlo<;oFD>$meDpcAkL;HK)=PsvKXmF~%vw%NinjVB&OgoHW$DX2NhHDgp>K%w_96DRx8wR34&sAf(Bo$hb49&rjsB#< z>NK3Ejmv3s4Q~+D7b3)!O|Dur-gq-cckKcp1RuC=DIR-zKR)~IKLP-rc}cg%jTFQo zTGI{LWEkhI=>l|vo?Z;rg}yxSrPERt#DH_!sncewe6<{t65kb z$2N~4OnfSVp92%~7vSjcehVdEMc9>3A7$=k)pTRuqfJDj>E1S(AlBQ5~=MEeI2>FB^K_kXvlYm5aZ5lJQ)b`7g-fA_r@dFe%j>Kjlz;!h9ne^YN>0Y8|E zxdK^|5K<+EsHMbRlV3~ESlo*4<}_wBd!$-S_T1$29xhzljg_+- zaqCBa4gffQ+0E!Y_zd=b^~;W9O{YkAvpb2?grkD*O81LsSiyrUFUO82pT{vJT2Xjp zr9=)w0>COSmOb6Wn`&Un%=YV|VsRiH{kXhk*Vq9KK?>Ba5m4N0;jp|>^Tof|mGbCbx>{g#XD$cvhEgpwBkC6`Bb z!x_SBt)A0}Yt9_NwP%UhK_?VG;gO>4xum_GgjETe8pZ*GHFzRDZ6ZXC@e^(u->^|& z3VGV{XKh3NtZlx>&F`tj%FW}G><<7SBv5i~Di*?x=h$_W=J(cOes7gI2onfLUv`Ak zSx5Su=(24JpzCk{e%w8P^a}*;ywXeoC7F4OG-yNR?TZ(MrC#K zX=sGF=IDgm_56sePeL-kfSW9AH*A|JEZZOoGn08Di2;^uKYHo@|dQ^-_o`t+_XRdS98u*i%g*ai9XDJ#vZ54%B`C*dgyW|p< zUOi;wREGl^4JOQsJBH8S-=6h9$Ol9){-Pn-lNNtE%t@l}MfY3Y@Gv~;oj>J$vxzsf zR$|Ph^9@5Pn~JjgfVdos%UvrtRtzZ|o)Co%m_nYmaR)J2A$^K#6Jbu=ifnS~DrAA+qV$(RkWYyTN90%>J)iwI-$_c2#vqzz zlQFSHTC~tiNt?v0$kTSppwf=y@rn7FrXm4ps`nl4J*^mWhJ?R{i9+!3DmNqLiIEbD zr82`DIre5%&}S?1w6WI>HL#wNm9v{bvMo4cX$KA;3?RsIN8Vzs)pE*Qo8l!nVY)`&OtY!ItbeZwQY zKe!@G$fY8<@2+(yYg(}KV8JeZ(lHHJk6>?<5Z!j`8xL-Jr6OlNT)<{SOpCKCW>A}?l5|%#u3TAapgHU8qP8(g$ z!H@^i@eq~{P6LmBmFocQ6+P9~l4&O?RXpkVN)`msp5Ch4Gu7cxAlzPuC_HkCQfW^` zw7lg``-fY2q>rbqGMLw~@3o-cS?pFcVQDAZ%q_wxHnE<{sJ-xF06=!5cfnN$DhQ7( zmV)FWPY=ZU2XUgKAOF#~4ge4hPw!GD6N&h&p~)fYp@dsYrtp}Xheu1}>S?P8V=yW^ z*8d9EbV3LkuDb!PcfYghHi(c~x*XB|0W{x!hj9OIG6QrY004zzN%z2uzEh>^hk%Gg zS7_MlsEPzdmN0upzB=K5l9yT$+b65Ejb9&*&(T>aYcIZR+^*?BmEnAUG;6!FJ-xEMQ z8q5YWS^YacZ+`HDr`h88YDYB-wbvy(94NNEGu8bZ0$bO^JXXiU;9^(G$m*c*qnZ~3eSlpn9R z^1{cXR-{s+vlb>6EFAN-f)nb+!nU(mzmF`*3|<5!X2IZ4k6{gvwqEMaD(RC=f*Xs zEx={Wx_3M(D%LtlAg8cp>@}G13Xjy$(U`>k!^6m@EAd86{l1fq+a)<(%}l8z6oNK7 z3Mo3yVS%nUblFZRZRYn7%|SHNr(f~qDFMDtYtSOvQwV&mv=a5V?)|c#$=2D%KBfpE zh*9>G@nEo(qfvB!>NCO;0}}!tA`XHz znx}0n6Shm#$5cbjc^6{eH@*fyUnkw5zX~d+&HS^9Km=;KCU(0LxZDMGeHDS8-xiTT+79Lr1!9{4f<88>SJzcoJrzLap z2@fiH)YmBgPknfVz!FVEBB~-0Rk3k#+qmZsO$D^oC()3bBoEURK*#$&;Mf*!YC_F9 z=L&_(iGV4T%PE#%K}19$k_BkCy=hUZ!I2(O5+66oFpGRg`v-*k>CilhQ!HpD?oT@p zGT$lDq|??bnM}oPs@b+3*$rnf+a%3?U(>Qyq=<-w>J#b|RN4S|u$sGUp4xiVgkl=Z zLL36>Qx+4{tERX%`c!PvR-Jy!*sB4d#-@|q1mw;-8|6X)xidC1+XE|Y zl;9pYNu?Ub6wW?HJZ*{j3($1SZGp-w$%>5Ps94$TZca1bspZC-aPVh8MQ+phRbg8{dS&p50LXNH9Wer*qt{IdcGb;m_7@C6h(Xw(aBA&S~#y^I?yi zvT&2@Pe$9P_zRm3vrtv2yZlNdmn=hUV9@)(Qzkr;gX=R?V9}Vy%Ijo7&E+lH=B78^ zioIX{00ica3PM;8hnsd$@!xdh` zc%t>~?}j!qe6pM2jjF;Ur$NXr{|M8Fh$Jz09sof3(=V9qba-SUrcS7VkMXokL#53x zr)|2yy?*QXKU2$F?!4xL?-+w=hT_k_?fRakBCbP8Gy@`_O*R`&{>XC0L)Ds31J@wZ3-hLoml^ zgy_Vp)4V$7Yp@aR>N?p?@I^J@ks)>Z%~5hfC!-?a=~Ej};TR6-nIRIA|9^Y;9%e~d zA9(zG`a07yJ@-q`3?l;!yxf#w5R}Vs36}wah$6bHxXPV{kU-D}vPmQ=C@P>3m#{&N z7+`(G4cSPN6}%9I7M zr`coWeE#7FPXjQ}SA@|c#~)*ZyR2s9ybGDVw)r=rTcx+B@<1fXcda{D3?6(aTfX%* z?pb~~vkLf3Tdg7g^DBEF@0&lLJ#YOppLs7+yriw!cVx?&UrRkbO;6b79`t&)Jp4Uo z?YgG5JKm%p_DM}`HD*v}(q@Z@>NS=9y}(^KRHw|GElt{NX;V8@IFAjkOkOo{-kbL2 zoyYCTlRw|GJTjC-$D$6DH^a%@akul^-V zsuu5Gy0neM2{*^Us@A>3vA->8&Sp-Hk)Wh09b2}vbwBTzs$lv%_)Oc9x1IsO+;#Q8h`ju8 zTKU_TF%RV}+g_dc&e;+R z<_?Z~CCKhK+|-g~mnUjP8i-`Y1sAdT;qNi9a&jwV5n9@&tQ*&lc)}A2MIA zt#TDckIei=>b%)yFVr6Bz(xGj6Sm?XN!v5-EN|U5zV)qd-n^D9yQnQ~!v`P2@WF>< zem8b%&GjoQyk}Rp;w5b@96hqgMkkCOIXZDW)wn1w_4TphybIX;@b`8kZS}tTpl{(K zhTl-Ehn?H0e~&$R{JUFf7wj@UQyFGDhj)C{WEJ1j<}+=|r}=Ys{)P?o=lG(xi_9MA z<5#@0r@nyWwBlzDcmwso_}$*#QS!yn=0C!eHm!GiiHvZZYXsQgTuNt^Phlh3rx zR711IUzUyn3x?bOp1C5mwAHe(1KY0=L;LL4=_=$_@shTtk3&+-i^bBw0Ha&CCiUOG z^Df2Q0}kZ*Z-0yV8;+VVL4EV>nLRuE^PxH8x+L@t4YAwDZ=iR0?v(33({#%nyLt_* zSjoVOl~bC=?vXP)CYY9c+DOQ{{payF-?3 zm%arHCzr4DN3Yb=!{Sp!nESeQjGTKu{mYl{_zclUJJt=u@?B&{OopvQ{Gx>*1#Wa?*<$BFscUV)|wuhh+0VT=+ z0c0=|qN0GID{YJpaHtAW6)6!AlqyZB(SQn}m;lmoB*4%DQbRjD| z@5BAZ#Bv&S^r+Wc-xM~D%zsyRrr+f0rU@Q8E;DA`uQW_vGV(oeei*r*m;2y8=kd_3 z=0>0kC$;Em}MEb*a}T=}T?nMeHuW5fWr+ zw?V=2&jW7_w0&c6^557G_3aBotYS4(i~S;=%sy+Qd0zv=V>@Bu!N-)OsGqH}E{~%A z6p<#9zuvfEfx6mN18(G=*TbPjuP&uho3%Vi$pOL3vo=mA6~k6o>x+d-hA)Du-TP-M z&50*GyNu}HV#mfUz}S~}R0B9)TG*`J9)0O!t>T^2c4^-Hl~?&%bjGQR99)+<@!NyQ z`C~${mf3xJCofV)47L(Kn6^&r5&I+0@2G=vC7@B#>Sj zkGfo5MT}0g9Bw;SL(kR)h(1Sc7gQhGxhtjE9&h6GAHqY@ejhLFZFI0PWttxFYb*`u za!a;iS%SiNq)Q#uIIlr!_-g|1eyVjePW- z5ZRY=kM)i)t-c>1(p-kZm%v~iR(D{|iS9d0>ux(GDe3{bwN{6cb2A}J_M+9q%|wT3 ztVkXb(8`g8W$uZCkK zWeQ`&t_{>IggFeqCf7W(c=AMoazSTf=JP&}OHa|vZy5d_%W;0TpN1tUGMfp;bYe?; z4X6JTl+=9lvwO2d0;sw&`*Wee{r-i=4;3Bk%HQdj5|I^0avP;b!H8B8vO@b2#>aR-vie{rVO58 z%V6|HsaHFhvLZ^U=y7R`K7^{MPaSB>R#yxptNIILi6#zM%^+RDS=-|}StBRh31*vc zlCE4)kNr$>Q*$etr34PSo&uZ#&J(^i(0#j2#1Rt0BkTnwD56>nk?BQnSPu*sZfw0* z`6mn1s*5^qe+1QQBIr!(NOg;jDws_9`cetYHtr3I3t>+5|5IgQGSGDTk#vdK#qAfw zU>JR&wHDW%Teg$uW@Y#FyMDDAX`;^|@DoVCkmw-sY=qwd+jswUwKH2QInLF~H*()H zSl->3)@CGN_jK2My|~b+^|^`ndFK9!j$!GUAXi}*WjIl1@Peh_gGwPKnJjb6k3>t7 zYy#L;x^*#RjzdP@frzb!e>{@vh0#t`;h$e&T{?--$U-O;)!onIk;ai&$>EL1c zANSMWUWBuIlg26N27Nj~hrT~pXA!=5-Q$<2U#R*Fs*zfU%vv{`w>i^sUnmmNfGZaE zeF1mRsUtKkzt$*;D;7#KALQ9$2`x!58R7KuB?#4k5rvJ-R~E>p0z)zC+fBjmJ$;Ur zc#UG9mbebliwfA73XCE%YbWB>jzH0D;e6ccbGV*Pom^!;&-Ua zpSKy(&h^GXJ46e_B!u*saFY?b&&w(_0k9$>7ExrV2pHywsn7m!1u zy9;M;4Ep;SNJZ%~sKWX?*R+F07DZ=#Rk%HVD&xCi_Bh+=ZiprraOx)x4uQuTbnzpg zh?W;{#yK|d^2-mNNy(U;dJOx~V8^x(q_$CElg zN0vRg95kZ@moB7KNKKewAk|iHaL?0!^;Rn0@ya5eL)k_t9>|+^DnYmIrK+i|!$Ei~ zn0ASCMu8{l(@8Eu-qR!s@XjukfroYab3-4PToLA^0$CvZ{aCvtdGMA1+W5s5q~09E zSV1^0f3l!%&)Q|EXK-g&7Ul7{q+#B`g5iE`PlHLI1YOY@t6E_D6K4xKm{CyPYs))l z>{d#Rg-})8rZ(scy3}3Y%KpfC4%e{mU0{+%GYvGba-=C)jD8|A?zT{n$Yyk5xN=SR z32s4HoW0`_zsKTh&+6lYM0P_q)i+irAk5Nu6SI2zECa}ziJW)0wRhadc9DX@O(U`I zkn@}$HIfLv8}vN|)|srjbO`)Knq~?zgjUw2srn)y`sb=frB%K|S<%LWm&1EN|I!e- zoi%3kSp?M_=cwASCu$p2VNLAVOq%~w9eGkWuER#~dYE!-Bj>l!)j74_u7B=K;~^Pq zlJw77Wk>2wv7vIo(ZlR|`KS|ExvaF(>Nz)x-RN$iBn)&l3D&*`6NOEjNvZrJhYZZA z(SLWyMvvv3Q{{!&ZRl4_%U@PsG@}>akBxvXdJw*Tg!5_>4kip*gSYMuA2j7=!8)Bd zwD_j9<)cJXtX=O4>x9jUaM2yKu`D)bdz8?-W1cjNkP*EaS^6y`(^}6@8--ODo=-&^ z6Ti9*@K?6C%VS4>#m4N23imqT_D3KdCL=OP{QfB?yAsR=A(n)YYfw-4nkFC)9A@a} z$qZSAnt^-B2+eS}&3R!M5piVbY{boqSG8?{8ZY3*mJ6pxP1#l*iIdEYN;vN<-5nBt zAwV&u>}?KNRPaPch9uVl=f$EKzE}D*s;rFGPkJ^fqg=e%N~z_-80h_sf;$UU4X^eR zQwp^b#Bl}~D2KL0GPAzJ(n2$85O|>rqA|y?a-3wqb^a-w*I~Ox*DK8AvGl9%BE#1($5+{Hbz%idB5npzHVd4Yw9a>-*jYSt?etLfS<8ht% zPi%^0B*}0o)ED}m=j|>j(owDXW63X9mf4jA8{ffq{JHTFsiqa)qk#{WWU;>AgY#7U z8u<5d>sSJI?0);n(1$8DtGE4Yuy3{Dr0O4vC)qksB5D~3snVSDO=zN*!Fh7h$*Da- zuFFSmIx;~I9F*=_7E%&jf!L&@(~@8mpJ}%yEHHn^=IGMV#ggyyZW4&LZAZ7q8E4&? zaw$Ork0E0cZ3YZ@z8ne8tCAySD;*R9O&!obSnmub3PQ+{x*+I#eXclIJd~&9ocq(# zh{@t1BWY$hCWq&<{fy4gAtD%9@O8vVieMPl=|F!7>y!odww67A&b#EwWRb5txI5^E zX57{)%cr_ADMPcZ^EYJR(LU2hkYkRIEpDN68)Ih;i_ayq(mtyb2iSnOIi=P_k?0%V zvD?r-S}mn?=b#%?cp@1PS6QAsh-O5ef{K#%`3klfO0@06P)*b#-3edw2sA~=7vS4f z-cjPxyK*mry?=O>4vZB_oF>H`VXQ5G=PlfZrKO?AZP`vs`3^o`_XlgTZp9oFo=8K- z5g3`Dt`S5=P7!>Fc#r!a4nGsKU6D~clu+jPUO(vpgpg6KTL}F5gV~4~pRWc8yn?wpW;&z5 znT7#TmugnPNnr^Bv7S_5yCftC(w-Udtb3Mn)*1Bs9y*9t5OK6()HpH6%5FL&RCm#p z`%oLmHPeJzI9*1f(2U}vjMgdQ0N7}ZyGrcsK-=(}X{nq<_j4Yq>=*^H&Z%`>*p=lRk!xa$9f%FlaBm*uu zjt@RAXJnjQ4S>KuY7jpR!j8Z{NhoH*^~iUJWW5Nsnw#=B?8dw_7hlEAtX@gbu+j0n zHLMmO*yRl6dqO>{dG%mojTd*a0$Ff{V!ERC`;iN~(gsF@A9sDS0?@ zWoT2$1pip}8=6s$ zf$H7cCt^fjV6v1?JJG;NlnQ4`qf7O>cQz@HK1wEucq9kH5EE+$7$9!K^X`34MD(+YpV#ync_cW{zd zRIG8c083(G-=6jh=eM5x&&KCJzShR#Va7_BsGzI`!BKqO6@@CWe6~gf5Rr3X60G$O zu*Tjs!9fADt_b|zV54BMMXd+-CrgK-AxuaLyLSRSCYmcLY%8Q-ei6wBJfKlKsQVdf zB;DGZNC5o!g-9Eoq2uUrbUC`~1Ic#^`bQa5*~K7wE}C%#*h?khdg#6hkqr1C2^rVY z-0_o$R5_>)O7*{`yFZ7wK=Lurc#*3j>Y}fAA+~YPa0S*mff^o?+*;xRp;uQdQ&oUG zI@sRz^_a>D2*bJ_=wJ=7eDdZxpiGzp;(Ra_DgFliL)Llx+pq;O^XdFOA~|qHhYL0` zPr=fOdzyH9eiP19qw|oxkC)3nw%i+i!{1W}7A1%c{#EYl=79@Da;91U*t|(&`4b5I zEu0yyJb{@oL>ETj&DdTOA`zB?cF{Ej4`tANdPy)J;a-siKi@GGK%V#M-WKec*#D!U i0pI`IM(2O=*9Ci#dh2Z-cT0u92k^ViX$r>U=05w&ZtK|w%fl~z46Rq+UfNoAA(!2pQ~GFV$|9Y9YM z5JFI?s0RWFgn3X?#UqobB+3wq90q}igh_^wZ)5x3>wE9*_r3Rz`+U#+o{#4Np5*L( z_TFo){ab7O*81sN=Uu8Ft@(&VBB{c=zure8En|^LODP}z34DXrCCz|;A4Kke_kRd} zj(_O?Blx@`Vz);miKP6=;_s3tU2*f^ON*#)+@oA+flG9dRX@*5@{_7{(AfVV_az$tJ*st)@Z@y z;ZI8rzeyEkKR>;eQde4f>7&(JAD7$|vqEyq*xEPkJ>MMYkQ~tZSpI@?bZT{O^p4l} zW2m<%mrj>_m16mqyDvXXR^Qhr?zypK{Vxfdg%$C6+BOeV$mF1`OzQ!8T#f8eJC$EE z#pKJm{;|#Dd4iOt#>Njwqy$^7Ew7e>L%DC=p+h2V+x5LQ_%i83AQ_VOpJm{$<>$l_ z5-G|*x|E1gnj)+07+z{ykV#kAFqq%PR2$Yti8lCksy~932}C|NA-jSE zqNMgi@*6?VYWqFJd*OU1*>&yJv4sLg|M5}_XJoPzq8;IT-xkg*qn*(cG9FyZ^{1kf ze1VeT4)0M%*#l9#`UANKXf2U87CpsTuR+1p^PhAl{{@ zBf(sTL3S62a;VH%_5)VAML5>6HAfbHgs*Lq6J}JRL}m>qnRrs`Dr4Cb4kwfhWk$<& zP{QfVTNWwC>EW`^PGXkkc&aD0;1-su$MQl)$rbDHryOfrAui9&4WXjRWD7FB84g5` zL%6ah)e{@)(O7y{1i9&3=;3k>mrIzNOf2n6BQC%T)_4mvgF~9={7xz#Y14!Achh&E z9eOiopi^XvBNGe0G`{q?kb|*dRKfLkKnwINZ14hTCKGDN9Xc;+=LFUC<-&%%XqE6i zGG#bvx9mRT62^}$!;)Geu2qLbc`aNKOpUdg`5ZvVXQz7F_<~3*q)lf^YNEmZ<@H5k zlw(~bC=GiyH~Ae@b~b5jv{aO{bF$_Oe3h|R<(o;U&g7$DE7PGBRaCNo^$Zwn zvb-i>^agiq#0#WOG*`sN40kZmN>+vA3Iq%fB=Ztso82 zGR&fSlg{9#EYkS&Pgo^=E((r#)+Pdw&hEy0mq>xg8WMJ0U*i`}*TIPbhQYRO!*;K43=xm&^~eO({5{Qc+UV$7g-5DDf_Hj8v7Y)9Sm1dHWH&)OA`} z;3d~pPDIWGck?VQMRnGe`SBTq)Jo@MX1O1#VD1<0&2Fh4xG522w`84p1?6(M`;gSL z?Je1!)b1lEpEAd4tMn{lCt{C(DJ;A@Z2ZA_q#+IdST9Yd%jUD_|lT&>Y3m0&rnSIwp?K#jb%qZY9-dkn3v{YoM)fRg{*a!Ox zmYA?dFKMvjR%QrmV{ZydH{wo6bkksD5==izmHO@)o}Y$-&gJM{zN$1JYYj4Vp$}?J z1vTWg$oC~m+Tt-RS$}4DZ;NGV4!&9m9F5ytKd?(z%@b{SQ^vt*l#&YjQBIj?njwCU^dM5v$uD`plAZP#Fb z8d&FZVcq_bW2-n}#W{6VvDdITE8$OyCXMf&DB62!G8i|*#&sU~)^gHw82egYcN$aK zffJIAR-xv|zq8 zlrrbM(s~nBI>BVRGu`T6@2c&~i})rg8uOj6C8@*-B>G0{1TCPP5gD^K zE;8{DXY>d^mPVV>6UJFbZRy;MOkPp3*JPUQr!(tckD7S7rec*%!Buvgp7QyY5wp_ zJ(=}tkWx|xvF5*cJMze96reU$!}*z=rR9`ehOSOoS_&lm zl?BgDHzoTh1mu=I^f_!cB=Os^1yTF*m}4#Koa$n%mfNFmQfE$mQDyQ$v2NA+J{|~q z(t83eM>WIdTsYPtTL}8DDl5hf^303Y>4{rVftG50Y(V0=2H)n0^<0;Lw+jrWN_Q#| zf1u5N>abgLOGIRPLEziIN9W+2Ao;b!rEdO%pDOkxQUmHP>y{>y^;ma;?QAoMF210S zi-;9E%MT^UpA=oboGCZ{EJ1$vW*Ko`gO|Y=zbPKR2iciYx30I^i!hyK&s5C!yf}a) zw>-{>n*ZKG^9;t`hu#o~bj)5+R(^m?YQnW$l&avUr&)FQo5nk3PUTw?V*4L#AkEzt zwL2k`awsboYtqQSI~%=(=Dc7k40~I*AMrGv7~)n|neT5KHtEcy2l2Wo9c|gFj8Z}P^aYtC>innyM?5xh2h+Gxn&Ti8eC~0*f?_KO!uCGQS zU0MHrII4Bt+{dFV{G{><=HaGv`{Fox^J}bm-!<(ks#jFc2P*|HtI6Q`)P%Yb*$z>xauoq`@E0E0IW#|Ge&>tfgiT9zDOT=2gkq zUN-%FRkB1XYl&ZwaasKu7DG3!$Z%=s3)G}}tH~}M*0b+Kx6R)L&9M<9x9j@?jA8;% zqNu?(BeI!g-)uXlx+-_q;)?ETHO)FN3f1cD^J}Kkt9w)nnj0G(!y_{~h_fa>>Gmrv zpn|x`EW)#UHZZ(;>;X68UhH^YkespbHo4`|Ide%`MtJ4spe%W!7UTJ$x&0>>4^XI< zU;a|YjhihlW{vlI#Yh$Si=eu71?;vB^amP2{mo2UOWlPxO7w-9(dKMjd3k5APThI+ z>RlCUE*=>05^R!b~L4WN)Vq8 zy{L?KNZR`H;o=4=hOh!+Jgd$+_W=LVbY0zyQb+mI%p|Wu_B&xLFA8jO(T88tQ?u|h zzVkAzxVJqsFVzbgRn5J!>f{}21EMmYOuKoZdY`XiQqiDf_jaMNu@Qn(HhPvT>AuT9 z<_^w9H1##44)kZ3_gA#U#wFR#=Ckf^Xl^VG>p&r+V|N|s#06%vM^Mcs-}#r9EZ+Wl zGP2%E=fZG-Z`rSt1|2*tHE38Aw)M?vpAVis%`Fb^N`zDIet!hmOYkzNeM$Sa(VQD@ zMjdU&?^OQBHt}0JG{yz?c|}t_zvdXQiyyOfi#qzU6!U!+Xy}U~y&&$< zz$9zgOpnhl#4@eQ$)L=byU7Git}q6_8=uHz$;3NzCf#){w^> zCFPN2sri|M0|gX;v8H+WnvN;mn3t`79cH9ECk9V%Fl>2s!_F$hoYpK5FJy6Jr!7A){{*{KSY;KPzMkRYA$q#EU7 zC(&vP+=dgnN7g86H|@<+25NNkQ)VI25on3XnP)os2y)q7WQPBML>EB2^eoB+j4aG@ z9Zuy~2YN*VJxqjhZCKNe^kBr>dX`&^=7sXTGazKL6{I>)ygCa=OcCpp`m>2mZ&|&JM0+1G80q5@tzH@?@UY# z!KsA=pCX_?(K{>nQ`pFzUt@M?u5DfU_)jSqcwvDaNVCm21Qm()L$lHZ$D_N_58$pxYl zo2`dTGWO`ve?J^)h7>Lw)2PUi@K@|>ZaXG zl}X!tC*Bb%|9Pi+Uo*z0ua+iMR4|4I`b#9IJ#&g!!zs7hj`p-uACyXem;m5t{0fj} z`a4|yx2)2?QwYYU&F9?Oq^Q>g;x1eYS(xLFs1ezMFDT_>KIz1tv-?`8d~dVnMXP0- zmGY`F$_0QM;TlbBZ&bZZM@72nmNrz~#Y&2V3 zuRlWs&#s4^VY&hWvjQnpvEF42d-XdM+*T3iVK>Mg;7$Z1nVZvV@&slk>5}t=8NAYg zF3c+n&#DV&cK8eTXoapMQF%5nz@3P?w^B!4LG9XXlJ-c)&|#dh@94mq;V#75f}2GB>fE+ zxLwsppZ@Id*_oz{GRKK=x4g79R8^%%(~Pxp1A~%f((a|Jd1l)dL#v5!=8`xAp{XZT zEtsGAjACVhUxIn*#CjxJ7JLb0&s*>tsC5ap62q+YEN%)I@~t5NFWf&`9qILAl+5x( zy1oK55g_`)_?QFdxW4_b)?t4h25>sq{M=r0)0|etVHC~hfwZ@3C14$|-w{3r4}T{d z|DC4s8>RXGSNO;1_x(HmA0Z{+_ruDu6ku)Wo+4A+1T}D=hohGvUuQan8s>@AY{A!~ zp|Gr4)E>}_EqeZ--Vr=zKXCl7Q;9~XKvT{F{L3#YCq_3fdVg@uZE+6DHF@8gZ9{{S zeRM7p8E}%53~#MYhTf64UY(Q-Kt-qeV^~f-q7LZumIr2DCV*xEG;bHIlS;U8tc$>X zr&O=Q!%(dhBGH4^VH@9-Us@H|boFvN#g=zXEdqq5Wbb=i?b)VF9K%Bf2l74}PHy{! zx;3ip#8{2?Zad}P!e`UEVF@RI?=IYOP99n!m@2_$vmwPr;=IS11B*0!#?Gf!&E3~0 zhiN{8##Mg{wIUhg51ba?YDSY7x3>7+J{*!~s`W*8$BBvJ!pAF1;+5Txy%!bSRt0FK z*oOq2^^tJ>JyAd_6Rp+%?5dX!Ertd!7DIzn!W)@XgAYI~A2b)O=40We>9tn`r2@>* zNp@M~>UhcTSZMJ>H8$G;jqZ_|^97?VeKvf-IXEtse8#yQuME<&pc-~8Cy@?{`z^i3 z5qQBBEkN2Vkm%8O)9+X}-69tVrf?`L53@J!)Eh6z9m;`dF0ui>U|FxT3V`O!jPY}B zJIx(uilKOvxCSXqaVh6`gux{MD}~~Iwv)sh&1;JAmb~H%Ja>*8!StEu7>G#@7BmXT zquXKLbBdJ_j1A?(PbeKCN|m_$^y1UeMpMG(bK%ELP=zJw#xOQ5F=G1r@?3o| zG%m>525?e#dt^D#CBhJvJfp;nZB>4^Xw!@Z3(nsolc?0NyYn%nvo|2{rhaOE3l1pf zY}Ct&I^~$SYs2E}v(ko5S!(dU4&CnnlHOT3k}otB>wB0r?*LDqGb5$=90M&l&~}4! zoHhr7;9GvTKpiZBb(#9GDtH1Uk_qzX+#NoP zv&LH71E!DE_y0wPg?OTuwF4EqsL~{5-`^F%tJYN+&ci;10Tpc9`_t6LPz*bB_c@*QTSi7Hzm6EAWJNy)<^E#IAC|d=`g@yipYE@R53pgv&p~xBsMWoT>zv_H+ zMAZHRTx;BXcu|Pvk*X~5fi^47yesNi+7imI5WX{e|1xu*TUeHkljOX=2f7Nij+huA ze&2qFtBd3m+L@UE(`h#4OzjZgG&f>iW?{rdj{1AIo%KI@!N0uX zzi|TasG%hoK=U9p8_jc+orZj!{@A77Tmc06#E=1=&P_Z6sELc(m zCEvng^en!_$6($?g1fm5sGtx!yMd4+Xlf(7Mi0LY+gh;Y7oZzZMf_sAZo(G~qmD@1 zMA~93IVf>oM5QXeKot>K;>%$luD=I0EU@HJB2)&`-BHb;n&`RXKx_Sn48(*UjA&mV zr6KpZ?VK zMK$Yq{Z#+z(oWEgV7J%{(C^XRvk)4u@c8V;vYzgx4;+5W{n=$zB)fdy>AFpLI%ISU zlZyN0;ix&%#z(y_5#Nd0MWAYp2N|nq+k`p3OHWq#tpF~iyXoU0M${8$kE9aL6a~QSpA`51uSCM&(vY?mdc}6l!l|3c8HzAzwPcZP_4#!VAih%nLvPRjqm0Hs zqL_aOSF-@?@1O;4|J@n@CA>dZsKYC!{HQo*-XHCvNhqAPs;vxJ? z_;nWXQq=B9l~zKoh^fu{@%b>65!6HxQ8F}~XuIhd5C~Y0iYz+@fYonO^Q+OPDRl%o z6*$W>A@g%NOm3YgRiu@E>sFt#r#Bfez@x0|D=31HKD8XT&Z4v?+7XZ2_ilSfKYV0U zP_hbO!DFw-1MPEGlHTjT zmoqxN6MP%bPtU=U14!8(I)W;Lq#}0+kaPH^sELwq@<4QS#mY|=-1Gvn#i1>7feQ0U z=h4h!lxx~-3GguGqyG`7{YP}_zu$~6+=A6fn^ua$<(<_MCLoShm!tQYgXV7i{pT{K zhHR3z&aU&r{zP&QWy`>M{uNdL;9P=7er>q?XNTuO8xA-IjQ4M>@`{_b;(PoOLQ1%w zL;i=V&p+DtA7WyTzV|j4L$8>zuk93%Y59#!n&wU=i8g=>13(6L>iv`hl=II@OaHh}6n_{k!)eintFY)NzG@9*(&xjt#+I<+h={90B#Fc?PF{O|JLxX(0Z>UYjD<)Zv^ z0%_Y0OSl9NHq&DTQp2VdCjqRy@tZnxK9#r)uMFpR-N2l8%K*e&j&LFs`nEr93OJCL z_Nc$fbM>usn~aHbAt@M$4g!0>XGe8ueW*{3U%{Goq3;E>fvqP}?^F(G&A}%>P>py| zE0iuSJNj^D;S(7k^m_Bep1C2Ipj0ux<`Ys{D(ovP-_I`(_$s5!xqp9%i}+m8)~T}L zNDu2dhlf>P;zJ$4-c>K>^`td7TubfKV^~Le8a3RM(%1M%{ z@41-Voj4Nz3Xh3LmE1r&XW$?^yFv_bE@B(S%*4dx)f%8v_qB5k;8?(mCcIzeoNGAe z=1xMQGa!YDFj9$jiI}EPvo41s28o#E7kCDz(*)0fK#PMb?8-mj-T|Ty17*9tad{(FA%L7&C3_Vt@`gB4qrI8V0Vm}s8B1_XQjj| zr>wSN#m>|~x>SDVMdB6Qd^yy@;99-@yYdQT1jN5WEcCb5!$In}ieqhnX92P5AB>_; zi=Z;c%GIlVkxVX83%Ub|pP^ljC2RHjdf*%ib=pZLgW|1w*zW#2e0+VfdhDkB2d~Q| zA5ae+?Xtta0m=JZDB268wMym&`xp;Trof-x`?^LS_eAICepWv8xlVcyOE~Hxy9(*@ zLML6DzGa z=HLpV+8*<_v~Ye+(38o+L1!n>_;CZW(8pQG! z^gUOf8JU4?+bLFl6N-BvK~$$ucd|DAd56y~Y-qq(Ma(`-l`3=cPkl3a3-rp#B%tIa z{8l?94Xcbr&v3XB%G~pxhYyW`_JG3JO3VMb8RnA;%3cQoK8!QiI6N*~ zm)`AM^f@lWF9{E?lFiB1vV#7X-2?d7^eEXWj|* zbwIJ%TY&0$3DsR9F7O30`W9BWM&ye?q-#B1jCPg@7>+35QBM9)phIFfKU{Y3R*W0k z{h5=U1+D-@x|6IN0?kUPWEMM-S5tB9AesfsUSO5RxF6aXyM4o-61qN?k=&mE^5#78 z2DAJecSWnITh5LbL7@FZ4VGN=f3cF5`Qnh|bZd75ry8u+c#}Mu%Hi5R@Fpebt|OLg zqx+!hdNT~Fv>jqLeEf0&!pX*+X9H$dj#k*>t)OU%$iGHc?E>_ftQ@QKMm9Rg1~l?p zmL+`iZgx1@-562U1kLO~H*mZ%i4Cww&w@UsNum0}^q$}uU%iT`Eed7WCxz(E4rt)a vzba>vNTrcXfLIAhgE#=Qf29aaD3;DXrEwp;X7d5!k>GEfzs}!r@Voy76UUsj literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_39_4.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_39_4.png new file mode 100644 index 0000000000000000000000000000000000000000..62d25221b73bbf8cdcc07fe973b5a2f06d4b9d3c GIT binary patch literal 12103 zcmeHt2~<<(+HS1JsuiU@o~jfUKh51;m|x4`Q6jlKTO09+ zNgIiRH#b{>!;CgW(Y3(;7*mU;mEhx*q}2q%^G|jt5(qbT9#ka|4p>|=0gn@`tg8tz zk;jo1DAk|Yx1Yifq?<5V;!J~NSYoc5_65Z}Y$sicpwsF!ABr$N zXMqSU1X28OE&q9o)`_~iSk&kEDkdv#@^tM=I(r9xh@O8`G{xa59}$k`b9e)eOj++$ z9#@MKd;y(6ovJ!-C6;koyRQ2soIq-gabrh{ov)tkJ7`|1HsS!9hx#5XDQAhVthzr@ z3-dW7$N}-#Ip#l}q6quZW~J9hT(Sj? z=+;a@D_r*t!tmT5U6GK>?jcbu63+I7^LEnNl!;U(>z-e#>e4qaKUpWW{MJH^Ci!4W z@$|j5G=kgL$cTCs#u7il!h+FzP}NS{8qP`=+*Tk@^?!||qY;0`4dDbU9lBr;c4;T| z*dvK8AFt6@TL?fm(oHn*wQ!W?A?@cauxhp-kuE)nZnG`X!VAkeB*YmN`~WqoS2?2Q zaKJfq&|+G4ox|gpn&e`3Y75%1zWTxu^aNe{4cc#2Qig5tWts+Z9P6?KuN+2RCPU^7 z!E=agEt=%;=CSb<1@cdJS6iP=mvPMWcu(^3#=F}0vTw3NY!GJG!{SJ@Ly29cbg47C zxtyb)7*_9+B`9wOX%`-Q*DIs> zHX=3@+VZ-)pO)aK35&>dll!dlU3d#JcLkzYM4Q!SR`7E$tz)8%aNTvmDtPLrn+6ll zIlPt}zY3_Hty^o2%n2Yb&;8pbP$>{i31+k#zi1(m9-{~ydW=Jn;B#oGdKDRMQ3`v- zH(NAmvnh#2!=Z&94zCdDJc-JR;{z}7yrW0#I!hfXvdWE(Z!pOAXuyG3@mvXqXMv5g zl$KkT+)-^cLywaa(NCZ6j0{HCGg)B3O?deWdFJg-g3bLr>TUb^%sV1T> zc!dVU6|9)7wzcbIR7hb_8q;n|q(j8nSnU}LuQdl6fnLG^G*reXNxqJK5O^Z?Ku}Pu zt9Shg#5_yThMG`*SvfPNK>ntpG8)}@q~RA;x}b*1T3x}JN*Da7bg+9CnGFjPeA49Ev%*^b8XK%>9pT2%UlDJTWyGlJ(t_#eG3u6io zM;UoO4yYoLW=#=#>Hgt*1=5);qo1naBs~52YX3e`v_)gcw8G8#5sL{`GGb2Ou{FDk zB)P2cZQ$5wSC**}S9UhYMW&8t`$ujlA4q~^)AwT=EF=*R?(;iymf9MF(Ce^GK4y7D zIPyJ{HC_HNw};jrNzX7^G%0A_r#gq=Z;<(CuT#xf zEO89v1uaZqM&7e^4XE_d7cX0ar})Oy`he-z%xYin;qx zBSiB>GJhe3(@-jrRvoi?vSn5-wr!uOmk*`oGC2!ehzyJFV2c;f#0rjCRlJ|6I)2EJ zq6_;MVxgXE;xut?MT9GrSzC{JDt;;fek-}XWF6)cjMVOL(6c1Ej}Gu&UCgO3R9=c~ z&*u_-@7Q=OUR#ZzLZUr05kFgE^FpLp1S?MAYlxI@lZqu1!es)(|-J8*K_;066w z-t={)FgsZ>W_C?bc*K+(*XCyY?1+RN8tYoq0c+)AR2Ij~q*1b5zzPw1FPbVn^4FRD zAUku1d+is83P;L)sg=Xp>I?1^zhD&DK7#bODt_0tnM6^x=m^ZL*+`d8c`F+b7rLQb zY{Y%dvBIX0u?@}MSA5FPZy4FXY{=rAvg^d*EWM8yib_JSAKMbcZ0LewrLgS=UZb$7 zHXdp5P<#`1u|o=#nc*V}!m*1hx>k?kE4SpdZ*CgYRcL4L!X2^kNx%GRa;(ec?m~vg znok}3e|DeAADi||y^r-by?z`W8GB>4zC3JN=-65Ax_U^v?}+t@p8H-}6)kC5O0}Vb zr+TcBrAhBm7afJ3XJ5Ql$5GnW9FbNf9<3A2l>;*ep@0inQ!H%ZxP0 zQRTLm%Wh#&fvP=6Q9Y%E88(ME%;Bwv&600=QM5`EUF+NRQP(TuB5d&vq-ZPpmc}W5 z%*mch7HTV7M^p2HD?+EDMoXF4&LcO+rgbl26rI@%G773zL)#Gj6{3lvG|??w=r%Sw?dGX6cu{xuqm`2zPEQMQjsO8cet&!NG7nTPa@(ux(fFqY-3d)5CyBr_Mwjt!#1kUiVR4m ziT6{-QhU~G;#P>M4p6smm131!=b~Q}Z0#ZHD8%*Zu;&&WHN%(l2d)(2do)7$*!UaR zEL9N5WR;>BjBOF+fj-Q>Yl0j&OP9yV)KyTDzH*wj6kWlpN4yugx=uA!Y9H6{Y$(Fb zsm#b|uLQM*^Cn^YdiNr8KPtuQ`%~@tHRjg`*izt`E-J;c`NRgj z%)rcsZkgHe#3hB=1S)=RNkA`M3JGvUN082_9Q|c7+FZurcveQudE^Y*U%xpY^32&f z^o~}{DmB51tL@$?L#uTZ{Ax^a9FC%tz1^u4d&!h|D5lymc1Mhz=Ng^*ev-r{Ry!L^ z$I!Wy8Q(2d(dbVR97g6k70Bo6f7;gT6J^IHHZa7`u<>z7v01S|!t=;Uy6_FEYr(x$ ztBb=qFH230BYl}Hs{7kp%ip(G$;PBF*-K|*vr4s3c5-!`Ea!VOO@2xwE|Ac?BR$ba zquwqSs?fefYwS9?x|e=XWO1~*9){PY32KpGBsRTS%E|YbZu_`7N|5lAF>usjvFT$G z=gNfUR-#MoNza(T^VwL7I&#{^N?{j+&k`in3Wt&lpPt*9(dPM9I&2iT%}QjRH-6ms z{1+o$m4+=`U1`A3Fw{{Rb$o9RMR)cGa_Ru7TUm5b{N^g8xJ{*TGs*_>YIEuMVt>wd zg(5qWj&3QF{Nc(XgDrE(8Ce5WXD2LbT{f#PeDBbp)E$de+o4`wmB*hBV@A6UQD5xc zsO6`DjVr-f9i;H)+m!CjCp!z(7i=iPTkY1-%SH{lEBj3cUJydkl?w@zk4cn@lbtGX zojszg<8*Ou_Xm8o)H1f`HQ51C)}0;CFySg=IJ*p@tU6tg?IMRcoBC3o>&WKkwbuP}DweT@J;V95cJjGLSBiW;W>CzKGeV{;OF#&i_Tj#S4l0& z)h1pU=SdsPr7kcUuWT?}*3sJJ8mCfcG0~+Yhsh88_mAJtnHjgM*MbAOJ;+UlBWyjd z>?O|kojc`gP41ZB^r06O>nsXtrg-c*CbbCw@TmYsjQ~v5{OxMh6a)5vqDV;XPfDlO z88)g)lGra-)nDtEEtLk$v>1#eJNmbFd)4c$Rtb9U-?{zWq_MjTDoyTXEk5$?D%!zy zo{tU?cT-y?$TD6=2v4bsTbt0-XeJ)Wh+dY={7f`co3EF(4Gn2WBmVVE;*6jdZZqF) zmL5TG8oVB}jUHCbeU}4ttuKwExI`}*%-q_XnK2zLD`$^cN2fsDWoO+sn9de$4SN1% z)#7;Jko;D5pUQ7i3H5!O=+`@w6(=kXdw18S?w!~+TeMfgH^1It8*RP8?Cr~lxjb^K zwLxD>{X%-;P;015YX4H7-7tB1NH)B4+rrnLo}MUVnLJswdfPim)wn)8*K)^_;kmTv zIP+?Ay@tis^Vw`M%gcRcxCKTT^-{!evM78gztrVgVbt6+!+HyEi;DTmovL~xBJIdAQO5ZvXAPyV!_{DY|K5}i8{?gEDj{zZ^Ci== zWvby!vz@?pSXCe_kRp6AG?q9tZ7R6JYN^j_apiUrkt#^#2XgOE!o8b1R zZLWXo;lT1i_|jqSh<|8J_*58oY!%ZBZ$3D$GPQ!j$?uu}!G!>>xzw|z8fNU>TYxKT zkO$J(kNt~f8V8h5-%z=+e%3E6YzP%<>N;)w-?PqtZnM{N&-=468%xp8Q0OsH0+bC0 z_@k+iotohtR(TcHY9*?KlQ8)JQbkho{ps_#|U3 z9EEH#Y;{8NHo8CwZdJ0g2G?J!JaVqZf>@=4$DtAXaF8ZmziFTin`H@ph7>IW&QtvE zvO*%!Tr5r1%^AGk_ZfJYAEfv0#x2lEE-76}lgtok!5fYRbmY(brPh01WyxL7 z*^C|2cOh;WXX@w+Y+Rxg>+4^vgNM?4b<+4@%OOk>%jCof%lUIvktta&RfE@!Skl-f zqVppcw}l^s**`w+J+f(Iwl0tGeMpRck$t?bVCfLbIN6y_@7;<20A=T68%Y!fM6*I| ziBT`^D;|_!Qs|bYCdtdJfl2Zx)T&RDCd-(qY{!zI4y@UEs+>*ObhH@bm zeJo&RbOxFmas7`RpCfJB&pyOSfbeC zS19>dKq9nR4W~tU05IR z1QfqPu|6AM2rFyNzL`%$PXotu+cG6($Y9cZ?2qElp4s`zoHT~@OH$ruw10RMgoOT--YSXgbagP7}8~UHTLenq%4P1~=%YehEg*vdx zUPu=%I2Le>;unZyrV7sI3~Bo@o%LJgNFz+YJd2Hyk_FDNzj8}hAll(bX;gDS1+d&U zL8Mg2b z+4wR0^wXkY^jYI6aLEK?53pu^ieQY%nn7=4Q*?;QY5|07Lf(G)(ybAP_=7qM?N(@w z+JZMyd(K1+1frt6VPz5EX(}PWEA7UQ!!9NTx4`RNdNb>3&(P+&i^D3gr#Qk8d^edu z>${+a$I&A&%q(d~uc_V?2E2F?H`UG-IOchjZ3?SZg`yP|9Gh)kuJRFVnmJJ$04cMi zn|9O2$lU8UKm7rmu^??aP}B;GE2oce zaPrmCkHOQB{)li<9bGVi%vC}C{W_(r5Rp9wqT^{svw^^Q-y#_Dz{S@^ZWzm$kqN#; zkN6zF$z(;V{_Uoes{)M4=)C9t-IlKzG^dQ>tPz(#08#cAMnyp8+Dc2QA=Gg&K{D zI_mtv6nrcGe5ST$n5k6oFi=IFP`}$HrcX@m_7T@ta5i+${3?ka`uw&ABRTI)B+_12 z{vbacw|PE|EqhMtc}|i%gX;Ik${khL`Wcmig-Hi(22>S|u6N4?iWB3k-*54S$r;Y9 z6{<`(iELxYZ)7TET94MI9J&LHnyg#cz?F_jNBi{XuA{?N6yX(9(yzyC(36?qLYSX9 zKw^8T)4oRS5_09$vyg{CZE_qb7HwfmLB0J5482% ze5?T*r_v+L@Tb_~Nkqkr^He_7*_m4PX=j+9BnXH7kBaKi41>R_W+-s*89>2PIlLPB z)_rv)@)4f`odtD*9ZIGj*J7&4166WfWb*KEcxVelZNVN52bB)G)E*_PIwJBX=t3;J zh6oNTQFlla07tI!m(3=Hh5+0Hk<+JR^L);tp~PGWfH!TBO^tYN5z`R#1aN|RQ zNu>W+Km_WBZcP&u>dbxy#9c%mX1_UxED5|tcNJC$yP(7^ONOom^W_|~48i3bMx4im z*+<7=Gu^cL-vX0GsE}=jpG2&uXRm<`6g6bA6V+*_DMA`D*TZBP2%DccQk3(?m*6Z^ za28hWmuGG+AaheveSEGXze1k5h4(nKd}w#?CQn)I`tb=sdoW|qy-#^>if6Pn0J2!~|WHNHHbJ}CeIPGQr z;obBI16(s_j5$K(@>mn0@*NDubcTZ_n1kV>C$ZMbjpf2f{5@=vjJ)Es zNW>ksVzGXmLD%M}O?zD4XM@jcsy>h=WYG>z5yX3M~z> z*96lC@{TvvOn-M0xYP%#d%c<{%t*@3kHDwX^TN?5yTKcihyDe!F3?OtWwb3gy>9>5 zA48s9&MS0IS~8isVxid-1^mfA)Bg(L_n*w5e9ufp69^kp_!he+5CIC)=EB@iIX0bL9E5GGL`Bf%3XUg6+*x24q z5MQ6y7GDAdp?MNz0`u`e*P$6%?x5c7S@yIV3WWo{M$^4&gP%nJr3`s!Ux0(e(`X-H zg4j7M@dy$u&VT$@vu!)ui4CQuk*bN$gmTBAQn>HS-KQqa%l))#{Crzz*`>Y?^&@8% zw)8yr4VTp4QR(JRc+H=EM_xZTqgS9@*lUVEh5=TI4A>{h1{4*Cr>0cUA^9)i)D9-V zspWpuuCnvKJ$#0SqyF{v%8RC(CmOqAJ$rg&nk^pWw+;_3ykGCY^zcWo2N#27yV3k( zA`IgN`0*`Kb}csb6R`8mWgL(w-+|4tT}MZE{dT98z*1|WL-%`lZ+h(K^C7SJoDFi( zJb6c!|6?}&KWSY5j~LXy*(toIR1;v)B8RsY3C{k<##t&i&a8MQu@H+gz_Zm2Pw$&( zfo-Tv6^1*E5|Pf8^sU)~6sYZJKx^eVkcPd&lWuybGfGFL-J^5w!t?S4)I#kntmO~L zm8v@IF6L9sD)+n^EDY3gihRT7I7T%rJ48Z(D*j3*t2eEY329ZOGQ6 z;9oSW;lJ6dC$rRJIb#R)S7ThA*H&MZ&ZJSy>UQ`ymcv~7fTllK-_>8kFw z%E^hjQpx*r!0BRA6ZN}vFY7`pQ6E%s^=?I$`8^heJKg5bBdcxzc->k?X#tl=rlbgITC||>?aW`2#`Pd+q^cW+>|2Ug z2z}8TmIWW{FIEwX zyqsymcsW(|-6W-B)*|YHp=SvCIdYMnp^Jc^DrtL zY-%zSG@|@p5AN4;;mw2xbraRrY%)zF`FHU&i!H2nWj(tfS>)sx)_ zi;RXsv;$}l-K3sXUS#)pWs$cNVC`1%`^g%k%gLJQPh;0BZw|_?nc!P)+Xv7WkDh3J z=7k!;x5MQV5o%(HuK+oovYZJ7_2CqF z^MOKf@<1AZzg>`$Gd*<3{TUEXmw`~zl(y}ds0mwiLIJig7?7usV%QSYCDok)&;`{v zzK*;?6=QnfcXi`ywL?#KPp&|ML1Tt)L*VM^p9B?vyU6xMG%jI0ZQNMLggPjO+Next z<8I8}`}g1ngnRc}hxdMh1Xn@WYS&*E(3z}3x`_d9NY{*8H7kHtmvK}x1Vb=?-#}Q(RWG%wTvmva zobAe4%We3>)wZX(= zE~CQzZKA1C*x7pXha`J@MazKWpns??Nid2hH(Zi>pmr@`wdcRNyyrMz+*=`;{@B5k zD;8cC_^;m=%hVk=Y!t;qCvvWttyb&aGZ1EfI+ik(gN<`hwr^f{8-V`B*oM|UzB6~$ zk(D;ShgamD_!j&~`kzk8ekjxmDcRrTByu5eUuPX8Z|J6w( z&hzd1Wn&U0+H5S${v45*nu~3uZ%q}jv9L1~p)CEJvqnZb>eNB1*$L-i)5KI8kq}RQ z{6V+_YFoy!QC_NloeSpYq#bwp@lq1^8n&3K(7?(9&45pDPq=;=sgG|&BW_>`EqhMJ z9lnbJis}_~52UGvV7UvR0hXFtfLWr_>X?dA>F)}73J((>d-z4|`D(@(^d&kNRR!34 zA9Nvud^854=3!7(6-#^@PyYFXg|AVIQ=KEI1}tI&A-l6b$1$i7bR2PqP4BXXKipb$ z6dd~$qG%i75F4(Y@q*N|Z=l5f0%%0yW7Yc_oKKP4Nj1Tb^onDWo13@XS`T3Hx==1a z$N#iUpg}_B6p^{B%wgtz46vL9J+wA8B>2&He_BJR0oHMPZ#Wh8^4FWb4P}E)qy688 z5l&aoKmq;7Q%Ij7J_k>AkR+|%{KrbFP{arX;@<;ELNo-Ys=`1m+#$z0qmyLpI$IY= zcX~lGuE4S~1$UI9Qo|0%uKp%E`r8fbVh-DYei3;aZ#cYcgliLFWa%sPSipHX(fgLe zTZv|53d$CIOR=eJ&~T~>X3@a`Y1Nuls7ffe23sr+C!=H)Yja&Zo5j&rqa8y*bf%yt z28Y`C5hkDGwrUFpkw`&Eh;Hz;2f;nh4i4m|N04*{(ykK}LeaFvBU!t~N zl}gWEF!_OQ=uT`r23stK8smq_s9+ax2^a|#Bh*{bn9OYkk@3} Z7EOEiKfZ0451bzXK5X+yx*zW>~{?yNPA3}?c z?{TtJDTIdq_c6iGVDs-yzHFF+B?d|Kt0CeBl-Rv_E>e0@$X^ACbk6_X!rc- zR#HWYH2j~qn3~dOm>6>iF`i_iUZ_wn;{SdU*Px6lEPT}7oLV83)w}JgP5FuE`~Uv! z|2WoFgt1z7^6vs9VG#NM{LlK0T+-jA1cWj}2>-67jO+hs#RTwMAJItko!ON{_W2JE z4o>QNF{vA;+9G(__}!Ss47}9UPWR7O(;RzwH65>yH4oP^@r+6D`Wfwk|2WRL5GIJ6 z>r~s#5s#4SME%>22-iO=Np_j9N@FTo4Bk*gGYC42m0&vaB1-?1{T|~ zw-5|DM^mf)>S}8Cb3V|F!orZ9880+WkAtddhxSME@- zY-3;ociQS!MgL+6)F=KOrvwCorK#_NW6~C~*u~0ZzZ5|?QEDWLh9`dIMnFjDakVd_ zU13g?t{g8HRcv;&=I|!%hG!1i@(9jZcQn{7xE#HI8FIWFXZUVsT2PV}-}mOwkkfK_ zpSPb)=ZLLe^z@lQN!;)-&&^qT1C~GhP0ED~Hk^h4%jt4kRp4sRxAAhuE&wKw1(N$JsTih$6UMD<3Pq?@u z8g_5!QiRLY!?Fq*8-3Ys5*^E|tR?+t^udmjXP6rD#cYStN zCH@m2fm~_c2k1VRRDCXEGl+b3R_%Ichh8VA)jp%G@u<43a@KhMT`T$5-De{u#pZCo z<2T9fIKjkhroX;)lL;QY_dT2UGVpe|3$`w^u`zjnvH#Dg?(Wj87ZOo3*Vn!nm$!=W+D| ze|YUosA>kUl?LzM&77X56ge5^zJ1G=z4^?0*5}luan_x^eoe2qVTTcXSI3OooKkz3 zHY$?5k4H%KJeFafMW_Fhg1Bv{c(hZuhL)GBbo6sro%GvGR+eR3^0@DP^9*b!(tNWt zqG`AQGJ=M+fKY~l>x=SJtwV2rTuP7S7?Sg~%u_VXdHdRxI&_S3^tItU?w{|zO;79H z#iPJ%7lbZcylet-X2tH-X#PEs@NC=B)({V6*; zBNta-VWA=#g~!r8^Pc#&Q2v|P?WvjrfAML*sqGaI>tzm$cU`x;7QuqhzJu%mzvWM; zL?`w8SqV`px0xcoxms=cV=o{pFP{M(=8uPXlHQD?g$eI`k>)~k-kwZZS~3-(!b?a< zfMsW+gCo&8y1Ewj+o>6zJc+ovn!%77R(ek55kI+iJ&s986wpz>0Ua$R5rwbQ7!PYbo3?$=DP1h`$Jz94nMOCJpG~cj_ zJ|TZN?vz``6{v3n*mvF6(pyHbqbP)&1?GH(sXxT9LdSRe`H3)w87(dkI_U5?&AQZf z>Nlx`Tze*Wt9#Ss{}yD~kh;BJ!5(YrUUl<+az{HenBncJhtoeke)jnD(M$Ht8^pG& z(`t%aL`1}kr;p4hE13k(msC9#0$UEkp*=9woW4gSB)d-HOes9Et-&peevcXP10~}H z_Q}DGxE;%;`wQIJ#ICOUZ6SgQ2n37~+6+Zng9J!@Y#aZ@h*Z!1rvKRQX(~z^*_PAuxSttRV^5T^G$AAnqJd|INmK2-o{qJ|><%xoGFQ+!qYtI(CNx4@{iP>~Ij>il`A&GAip1Y*AxV89RKW??B=@VFd zR@`*LqN1YG(Xl4+;>8X6^|X>hy!m2aI5DTL3UTZj1d?ZvA=8fVb$+uY)ec9!{O70k ze3QtSnDYMTsVx5h*HL-aYu82$c{L;*ZV0_L^}{A3j`8VB;`fIlFRQ?N-uq@DlwJqu zO>I31{S~I28J^*-t#x(RCk<<(Me9$}G?cRx5@8Ku|3%!4MWg=$FTh`ucKIaoh=17m z|BK`Q6Jje_hIp9WFBSM^9avkPntw5d?oJj-(EN}hN$Dn3x(aPu=BARxaOMA-7n(1{)g$9a|QrFan$8#;# z9&}-W+9Jzmt%dgkj)zP^AS9`vS8qoPwWUBD55la-L_H~na>RR2=Qvt9->^3wIVuX8 zU5S~bh+RWKA}dHq-SN3N0&$oJ5)%dCzjzd$a|@#>8|*CBZ!$XWHsQ@X3)QWrGQUYW zxdlo#o2T7WR4zSgPpIDARVE7^BSGzl7mMM(=+EgCSgJtc5}nNN^RB=p#k97*^`W)n zcJcX;@ERe6>wJ`w*mt`*c->BYl2(-^1K=dZ9<~6pLF7D-(|5gdxZ1 zm!<|1mKY6We0>vdF9<47FP^w}e=tYiyPkN5=(sp;-z&0d&&`x+uidn>lc{r%U(wNz z4zCVNRJ62y=-M@XoZ5cE?}phgc1iG2;=^WfQU_Oi2rUCc*4yOeWigNz?pON|P-uxX z^ckf!PbZzbYK7+OuKO|A*gQ3P={Qya#Eg| zL>m~Qn2~kvS$98rhrqTono5{hY*1MNa{_k~PR-2A4J@WemjMQWCIeQuwK~a(utke{ z*)?SSWnU7Xjp=aiB08yv`#oE?ZL{nDYrtf+lKvHLba3F9^kxzu=gHOtd^k@PlsH&< zd8EBSPqxBi!NrgYG*VDPcN-5G(NGw;wDd@XivRl3g8$M7QlcXY>F(=mzTeT`*?Im< zSorcoRCQrt8>V()*8hhO4~Q@}hbHA}RU}p#y;|p52uN(_wyTdVT4!GJJ;Guz^pT^$ zznBvt^M~VCX&KAC4(r61F|BYg!6h+pXD`q!Y2(3JSeOR1{GgZL(BXVJ?)kePXaFjI z#u@q|zLFRObT8AevVQg2_4)Xkqba`3r2Sx2*KWU0c=uaO%%|>UdRA7VlCjsu#uUuV z`_8*!0ZQW6(SXKxb#>J)$LgLfb3o;c=Gk{zkiOXPcaxP6?8mVRj*g4@ia zx{GYKd<`iL8E+vCbj+GCaDa zV5|D?7K?w7rq5Q~ILYA9xg6jsqoySE8rUxdFPDL%T+F)lU#1~S^8vw`aKY6GkI`oT z`+oNyOgJLd-n69Iw$y$7f{tPDxu7GOt(D$Fcv;2?nX*_Hw49-n0!azGeh?R1zB!U0 z0M_d=rq(#quMT`a-x}xh2>oPhs1O%=kojboY!tsFJQ`(Yx|oe zX+7Vbz@G)=`UF}I#zsYPvnQ5tpcG~3*VnJ}^cwt@B4p<6WlpJl<}r7T&b&<(&X$!J ztw$p7;-w$PXsRA{%6xHMjzE?`7dp2j4kG9>$O|O<&sPmQ!1KKe>2~ZtSlyOwt*3Cb zctfY6@~KACZcsX$!KO!xf?cyW zy0&y4h__!{cWLcbf-7Ay>IdysK6XoO>@!geZ^BaS2?Qvjp)HLuw1g1De`>svkf=Zt z{hMPCm%y}bq#t(HltRms^W01<+qt&zaPbk#K;3s!8n>pZBY3O@iW!O3ZE-c_@6XQq zQbuH((X%|RkJ9nYrKa`prXPX4&738w(zgZJR%qHEVg zP*Kbe!;84ZT^ei-zwvML*<~EGyU^pP*Zf?$I9tRUFE``npWaK#-Cj(vNPX8Dv-`7XU^(x`&b-NjIDuF-jVQtrHN4AgjA2pM+* z-}W5?uWcgv*RMU!msbV1EC0TAaoWGqbUIruH0&xDgR(CoT)#iJU_-;2m{1Vg-JS^E zAxZ8JbDK43Uxa3M!>sm9U4F&HyZ^Z4REW|qX_Q=VtV1)s*-F;XRiSA%6sMq4>V4R+ z6^WdKs#d$d4fb^n?v|rB=J6C+UNh;acmE{@Wq-JL_~-L!WL%t#0EPKNGxJEz`%_!5&J79g-G2J)*`I}A z4ikX<){~VVlWgk~1~S|CM|F`#eaR(2G0-zH9j=Ot2emH>{yD7`RsL(|4C1O47syW% zVDc1Ks&D!%6P*RgGbbDp>F%~*ehA_2&sh9QGH-u#gjU#`m6DV-Dasc_LsDJ;e2@u&Rc{-HS z@}+xu0mx3%o2$BKhRxAsCQ2*i-No-_8%vnk*cOxQ#GbIRrHJ3`+XA1XZav%Td{unz zy(841gakm60L98j%xuS550Y>3@vsT6&OvtXu_`67HuIGCt|byVEF{N{#*)CKrjqcSl9sxMA#>^ zNs;Plc^B9=ZI`<(3MdsUeuIrt!8a#0DDAip{4Tz_7KtDIY&FwACM?q0)itl{SN79i z`5*T3AEE=odgrp}11}MV+RU5rxZ_Re(q@T;)0_{U!)B42abl={B-MSjztuR<#^aS&RuQ_snDFnycZD-C2Sp{0wD3KBFhhqVFb)i91 z5GGZvKhP0ChPZ*?r4%;bN9k(d=taj}*8cev?66}JzXejKwJ$~39eM4BdZNWYH)BC* zc+`jS#N7QWE1k0yuMfpcs08foGf87P4D09SDrCY_>FMb?A%jGSRu7c)zjNoD&7<2m zF|&$9+xkfbgPBoaYHaKV!~csk!M2yg#8b+@&JC`nw>*p+fuv1sZ^o1QiYM({h)SC= z_}pCGOAQH;p0b8s?Wz^(y-35PqAh+srV-jwJcGPoYOQGgzPg+9?Kf0n_{4z1b(oWHq7FP>%~ziW?;LWnuww1Ze&rTR zm4#rXUwJ2kr8HZruu9KXBAN~lSe!~t4$wm$rVLj!SF zpK_lozjh;jB&ha}Zv?)TruhIJl3uu^^2;%a9ht98L~MN&ASB#p)BgmaNZfP`9M1Y{ z_tQ(C^V@!qUHU*W5=Mkule9EXcW;;ZSBpo*$b5j7;$Qb&HY8sw4&yhw?jjSl3lCaz zRxn$bB*OEbfncn*Tu%Yqw6(Fh4P_nug+D(98u!nLIe_Xdfa8}%|L6XgetCJuZ~J2^ z6SEjbUjPS979|Q$QXaB&l#t(LalH4hzd-Q$RuaF7-%I)$U}1 z$-@7v_pbU)t(%yxu+>Wy%>`f(s;DsQRw_TR>3*W{Z?V{x{R*=Af_m&KN+MYB)lBDE zy^wdmH@-)g9 z`bhouX2W^Q9XxGHzkmRWPu{G}m^6?*fasXF&7N5!PXa5M z0rs#xdj9eerhFmpD@jS*7t7!?alwe6uL^OqdIc!L5^W>BZcY>OZ5(Ca{!6b{zs$03 zS6eftBhmD*ur&OKvKxIaB023J##oJ&?uY4OZB0X5WNB?){%2G2dh#~N69m@ofn|6B zTq_=%kpN5S~JtrXOU{Wd42i~x$-!1gN92Awcal{3ZBIH5!Gg2UPkw%`Lhas zUBZ{qrVO*8KiXBwVJ-fZoBM7vZ8yjCMg*iaZ-1Om&9`5tvp?sLBgJlbL{fw+R)@kT zo*yfz73!N9Ezx4`{4OpCu2e>-q3(=L!B)dpQZZ^Wi!1D$b`uwY>PXiGx!Z2G7X21! zX(A>RFZu>|5s4fx^q4J!)@mi>NrSo2ySZe0{+*M^YzQ1I0RKIE4IOC;t^*CTF z4agd{?!O zuxAG1B0#_Z>ZFbYN{IyW&6P8}BZX18gp8zDdZiXV1JR^fW{zVn;A-1L{t@l#Zp#CS z+R|?};bLzFn5YTI^OlO5K*A5+a#^i}yif$ExI1^+jV?>&5#1U=K@P<6Pwcb2>Dr$g z%D7q+3sQitnWp-%YZLm)!78Ia)y%%zyjIQALuQW5%dx8bJrS!7BdT!2T*%TNqON0o z`fF`pN)hhrw{HUOPtk~2p``+m7@E&5h{3%KC41d=Hni^3e{HJoNM=s|a>uFP`0QH4 z|7j6OWsv)*kRMPxUli(*_yD%N5O?`oM7-!j89j=uxt{Pq_Q;ze-95W$*}>mN0IqI> z`p-m`llEdo+k%jtCF9Rb4O^IsPB5x!2E zt?*ZX)~0mfY!=}{TI9|9Z&{8d6tEs{Iqf^|yxEUSBOI?TDtZ<56zH14TMsLD5&M27!;a)Lr@*xsiaV71?EeQ?F4p^Q)e2(EKmL|7*(O07A$*WEo6Ja~ zJ0DgmdJ?E>{yPhx{q%79@W(oA?enQk!d`UGHF>h)pdv+6zYVC6dF^QuwckH1lr&qz z*XYUrMrN(zsq8B_h)x($%Irwn;uI&9r%vQjt%w6zxk;Xh<{(D&X&z#rhdM2>z#{$ ze`QZaf9t$!#pN*+AV-BzGC70OD%v+b&mJY)O~u!An;EaUFnsUNdeTj%%RRV#=vJ{g z5;t+aHFP=CHzU0tP|13{QkjPenj)Cvj8MOc9d)M=;~B_sp*P##x_0# zZnK?LfqzfAdhhWxS%Lx|4McuJE|WP`G#IefNU@#hcpF<2Klmf4Xi`v&_@977g7NZ% zGcliz`lC2;ZHLMNz$HsB=a8Q;NIw<)H{}Br8oJynvaE&MUCAIWPZbW>bni=)>s(L0 zY=c-R-&{L(wHWq=F;T(i9TxjKaxL@hUN8*TICJ^UDP5cmolbm!JpnZ$$M8nHTJ*}o z^?H%WbIzw^xzoZ)s;g`KVlNGAyQ{#XXFfE?dcaMsQ2SN*)GlHwGv_NlpW(iyVfm#Y z5)qRqKgvKDush_|GSxncPgsV9GGzh*-@9T(yB@rZBug`L;5kn4`)D^oklfixkKF+v zGM#09-S=>J{A3Ld&Z~at-kPs|)V%5o*sKk?()zEjXfP`1%L-ribVKN1TUe%PpY@6N zxnP3D)id(>s(QeK^Ryc7BC|tL;ro0;U{I0#Gpk@i?T+Zvn+2zXIrkJwB~it+ODe?r zu@2>PqD{xAm#*lzHU5bvLm+RUIlz3$Yku+M@GE}n@0*&f|yGSozs0n%d@ zo0Clz23p!ni}v*G8=TF+=;&{rgQOJfaU=5`28tzdR4ok{a|==kmrZFIpYcOd?~hx_My$?ngbw-1L(-fGCVZp64>9x)U<#hD|i zC^>2a%BAMsg5nKJ5g^xebgVGUWIM01X57tMEx1{<|0d*#ox*`sZ(=cOTeo<~J^@ed z7t1p3(=<)?&6XO_V7@jN^WZitB-_!t8i}LF5sw6MVX`ywNt7*TQj(^~WZcVRV^-bz+aIDc!>R=cARRIBvH&(vxSrvC{`}-> zS2Z%6LhdE<=JI;tK%KSIXGc5a;D9l04wwhP)?^@CRGQn}1Qhu$oaT6ZQRhUMo@r=4 z`LF}JIQOXWkT|8Jwp^-Yi1^Kr>1oRimc*|gFPswuu$2766l{~uE1aH!UPy+LIOFz` zDlls&pAVDY^d@yAozwQ6-L8LA?B2SpEK>KjH$+`QvH^&Tj}C{%V)^o z@#LmuA_A6bPn&)u7p))eO4jmLx}icetQ(Vk_9txE~&z`fl=+ zqkJgtbm(!g)}I+1>ccdbT`fxKg7T^B>K`i#UmiS=BX^}&3~%4CUt*#^qLx_EUIl8! zV(RnhqVB#=Qv`oDMCD@pRyFb%AG;;3kB}*X>&BS?6PFhFg0iCXl0wN|Vu0_P{MLv5 zn0Jj5-i8FN_Sib!R(iLJd$kFrclbjyz0Q^vynf`q1{$6Y3^}En)EtYtWsR*RL^#qk zKLB|})R=MsnjmE8aqLT2Z3!Z$eSTm0?507Ig=LavPzRvv_)SgA!~K|n^&r+wmt$vv z6okvp%dWTW-?(mg2rx}+o*H4GSQG)*@PVO@lEe4gXi$Wm13m4wZd0&j(u_T8f;irX zXcHX+sfg;4`Np&;u^Z=49(7yZ2VB*n&f;csZ1iecKX#zkQH><27&%e4QFe?j!_5W5 z%-5F#HV3@|jRvmBMKjl4Z~TfE56%`!%+bH`?L>bL6E1#DQh$9Cn=k3mR&iEiEw(mh zjT2G+yc)TU-v!lrvGC^!(7{M_-ZeD)oSZ0+Q9((0`KR8e+fQY5Sb^n!(jqPogMC4T zu9&&r@Cnd=usgpjC28M2+_juyH>LF_htew_+6m9tbKgSmYS#ZCO!paz$YhOZ+9ESQ_)-%m27Hyy>esSqh&WsRQ;6su735>Z8UcM zsm=}i{I{!ZvYdZfaSBbX=d`D=aH?;HrM`eahMV-=osgbfp79QW>o+W;h1td<@~$G+w`Yo5 z@)X8WAM8v@%^q^w*UlU@9)<%Mxb@wD1E8OfA#b2QM@vVll6b}tN6GsvSu3)SXbpy! zm{|{2=C?YRwJAPWyPPP5 zXO^m|19@r%ZYZBVqoQR+{FQFapSjuym=S#6dF{9PCDEm0PR`I~aRb)w#Aoi=VAlN~ z1unhI{~2URxxro*FMKzZi8pl3U-L&%DST2aRQVnNLvSz6`jKLHzITs|Q8@q7U^}i| zWWLz*0d<1WVNW^IpMR$Va&{ffrV{`}w@Mh96o3Np1a~PGmZvG=ae(1G?CNJKw&Jfx zp2YI${?eL9x;eu**Ha8_d;_{7)^(@0o;Nq) z2$%KA{7Wvl5$Jv8?7>g5NQg#7sG#oRDoO%nBPWaY4eR#v935V^Lc(dD$st31KN6xP zmoKQfSXek;z4+8{$c3Ta+alkb`syVT-Bka1dMAQQPvs>LJSxvmt$HNT{M%mvy46{~ z7Rg7cnEyBJb#fGR5bWf896}3e}uK) z$j>*}4PDpNNb?eN6Fk|?BFW!5qK4j*d*vtX0;RoNw69z9ULHZXY)k)yB46!1=pWd` zbE}e9Azib*Ct z_GAa}&XBC&3HE~5amLzWcUW9wyn#ORl>>MBOhc|#6#<%?Ipg|j zvdrXKS#4yLuINfy22A0ZD)G_0W3B8Fy%wc>#fa5;35dprU9XmTks4VFTTk^Y1l$V? zbSJ{Br$d1GkF}~r$8^x?;+;5M{$(e3#F$RC26i9c7?^}w zPM@5Qh#0X#m$m#ICTep;3b2I86?w^9Z{P*@<N8I1<`ad9GHW@}}uw2=M@5_JcFJ53J)3e;@PUG5FteNo^!%jJGY<9_rD zd#t5Qb#L_XAA7Z;ce{=eJXf-fqF#}Fo_b0BQ_c*Gk&eS$moshi_TPY2Mu18A0V%2)@i~jA90+{!k#nD3;3LBB&~8vM7r_j&6!_5)e!sTgE9y4MPi;_8I5^OoT8vFG zZX*T&q=eh;)5_n)Vf5LmHQ%OFG3X0xrz)~k`<=xK$PvKI2vpH8b|OLboVcHSEPM@> z>&jh>E)CqSB_Lb}1FTD8m)O8?nW*+6VQvrk1<)TzS{99xTRBm+iYcIpQc0*p3ptAr z&||+!;#<&d4pH_M3;cXH0w7VXs!GvK3~oH2PQY|FHOu;zW@rv%;9ti?eG*o6_6b-) zO;tJax~;SFx;omVPHy;eGGRZ~0}EBmU5vJtv)nnw^w zk6usJ`HYuAV%PEIb}i`u7W&TIK^@W{xWIdVJf{S!0^h#w+ikPuy&?yqgTB;8x7P_Q zY-oSsb)xks;aC=HUVDv!Dt_KyVBhG641KMxOfFH(Qc$o#giS6cSHoRzqsx+mVax65 z^>q}rV=(MbH}16r;eXyah6|<q%ORlqi_RlJe>|Oe{=Xqj*>iWU;aI$u$+2k1CEc_-?#>pTHlR0eBry#|Q)bh!x=D#0D(GisoNd zkW(>ZzG6eR?o19XOunF#>~B;af!?*)b<+hp^`Ij&5SYw$>=tQLG3@a&6B)Y!yJKm# z{MUE=yGIhA1P7qKC8tVAN!h-Yidp{g9w!$Qlf^5Z6NWP8*r;khw-jCx6!x1oV!aB`^`_bkE5n?!i2&iCn`_{fS??c&r;U-jI|Tl-{QbX|ND4s zjL*^%ICnZ=x=WaZhKXra@{jGG-M5qBh+J80CY$_9Ijj7TGpHvW{sUA9cHA3a6PL^y zLr?MbY|1_Jy_Tcki4Rg|o!Cdr`)r2N_L@{cKB2PlC`u{R^NQB-eX!1HM{;tqy{qd9 z>yJA>qz1q>WNT4TkwJdn=)~|r^1k60yJ5h8TgX{IjkPNuA>yNT?ghIPo3xz1i+e|}cn!|Vi2B5+_ zIy)yU>^2Jvqu=|{vOVlIS;)_Ax))GoLd{%Ic#0ezKI6NjG~R9!dPLE~#e5PsdI{C_ zjh$p|f);U<^{5{1#x}ON3NkiJ2+o`^+6Y%H$SPQ^%uO*f4IZ9FJYqADUq0DB^Sz2d zi21CE&i{(H5;Kl7p{)YLRqeLz^g5xk#b};OOG_fR)zI#$h*zcJHH9SU~uln!*~6)^M>Cmh_%D5il+J_T$WTI~!`x%MM z9>sRa{I&S;aP@XmXrOT=i;W!yH`tw)yCOf>!1QRM4F|8Whr4N}pbhyTV{hfVRX1yv znJ&;WJf<46klV^_dR9z%6f;mJ@WxgK4?phJCT)=Hn?U)&YB$m)h5>gQ2z5yPq5B(* z96Hxn?84MJ0LB6F_`KoYJ`?XAEQH?%vdNm+x;i`-3Htx`iKX1#hd?q0jKA5^V}9MB zQnL&#WDp&ZOPbQ=^?%VzxAd;HE`QWj1z>k>liK7<@nXz(GC6?6K<#J=UV~D@u)%0k z#-~>9=?-hJI}H|Zi&QL2+koMK6az2<^D;GsGh$;ta#p-u8Q&CuAZD;J4y=dMnb@Rn zPs;0#tQpS~#jH3AP#oXv&LmalS+cqgQ?c0iwGcQ>DY{zJJ0RLIgxrE-mVX z<5q2b$l;d4q_K^A&Um<{)1;1RcuRaK{w3DenUSK(R?7_4YHKXCO;4{tCrjXrBB;PB zu`>00AVYhy5K4nyh*kB11Qt|hk4A~zt8YVjvZ>x_(s#zHZE~+K@(> zC$BkYfOrGHa!z@XQ%wNkA!>`XiYs{&hq52o2+A77*`o1i7V>finaz_@Q)yrHdZT%N zE{NpopKalvp~sKVLh&yAZaLlBpUKr)jRE*pQskA&C6IFt%r|nnQ-Q+}NdhbWJYe*L z2?hMIqQ@~QgXnwt`{4ly8q{~Wjs(!Ru^S^i@iTpYrN<(BEh?j`;KnbW@za7{ z#^Wzh_jVM-s!(^37WI(}aIN)cK{2sNkL8AmMUHAAY{*O4iw7=j!?WJ`l~pOSP15vb za2^Hu6<-`&%)Is#iH>{dRp7p_yW!)b?j`5ObX{oG#>>KI#XiViEeAPw@N_8sc%Dpu zFMG8u1tW;SAhLqzn`i@LnNM_%H_Lk92lcS}u_s zHkF|R=&q^jVDv~*eZ ztRh!^$;*@mDajMiO4Fjv1~3sSYweyz8CLcr$3L-6E~$QkH_lI{Iz<+{c!-$g8BM7f zH)tW^$BpD|lqLS1NSEFEdpXALDb=M4tCcZ#e6EyB$v-I5zjxp%7sv6JncS{;^dK7S z$;Im0_*uwBEIT@l$I@HgaNg7*;>Rt)0rvob2`1hC?gg7!sT8d~(#|e%Pf%dcy|>dO zfbW&BTW2pk!y9ZfwG7Tf&gT@d7C8Kv3Sval`v=%|6u7{hdwZyLY$5G5DM?QZ?D*G} z1@jSn=L>V{5qJ_2E%EO_ZzE;ICVj_Iz(F9ol2;RMnI)-Ih!c(-7p+`(BSUa;+@2C^ zaOr;RZOT^6M$07&HX~yeaYA~zP`SC+QU5Z(azY0-yZ4UJ!X>NMFO8vL(4ui0F?l`- z220`@JL$smPu&ZjjRACggo+MNH(Qg&LGzY|D#jPRkcz5{V4}w$C?v*z?{!qGAiZsn z{keAQ#%Pf;VTGse;~{^X1snwP*?o>q8EMPFVzp>Tccw?xy=tmG4Zd7QDyl!(DzbI! z&xaYtRIl7;hFEd?fid~%W=U@`meJy$Qw98~VcN%O+_be6#gl@t3opV5(!V(oI4@0a zG^IHSdV@&?h7fLt{J~LcRCsC$8OE{4<3-$K&J43U(i_KKbgj2GoWLbBGPg?$=g_is zc}iDVS(8esXB2(5w{J!FoZsg*{`TDRQECtF<#aX3 zg_jL(5x@a0URsjw_wSV*A$ZJ(^qSIti}pj&Ftru@okR)jJ+bip4pT4P;Y0Zy#+WMah`D5OtG7A(!tRIiRFz= zO>0%b*HBbXD3tJana+&K;1jWm>g5)7^i~@6$;mLIpMr>cx5xK~7r|FO0fVEasa|3c zkpzx8N+#Vts#rusqf^bs$1I@JBS-1toq3mj#Mn$R>BY#Y$+4a$K0f$Ek!J+238zk5 z%T81M!AAOpmPUd*Y%A#~-#?H%eF#gOS9ZO8Hlgj3rSJ-xSyI$LmTgpexX$!x2bVpz+M~cW*msF~U zN87LYeF+#&=l-PiD_~$g!bN@V4zD#abo}0!)j4%wy6cR8P$}6HHuf09Bk{PNvyjPP zS?5ArwOU5V(3n=`h@cFY_XLj-Q^66`G>*>hp43 z?6R^65-4Cqevy0)c{|3MMJsnd^oqT9CFU!Ltd4>B&2KEvRA=yQK}2v9$e| z!ld+!(Fm*!Kru5;2kGejZ>dCE#ryv7^vFdQZmHYtWH-J8r; zbwv^(q~=BPnsnRP9pi2JF_U=CSDE_1toibYT+F&*Fe zM9Mtl`c*bbo0t~X&TTYXa52QaSTnA_&IC0+e+>PP$GL)QrD;ZPGH;{`j$J$g3h92(E`6M00 zh<`9DWrg>)XAY5W1ofE(LdcI~ciQkN%O|wT1z9fNvyIFJ;^KrqiV*tC8*9FWr3ABw z554l^PYJ_H;C(hLw83i@ZH(n|1g#Ag6{slv}Zr(1e`LZ=tRNJPtJz_Ux^lJ4~TPAjvph zS^)zqCsgOge-ry-p|vsuwEN9jM>bb@6F?8w^+$+M%ufCTM;wM=zflS*U{pTxIl+>m zZVm?xr{b|$iNQZl)Rp=!c4x=J`xF}U`(;P!rgrj_kCXX)vZY|`DB!DiD&6{aMDY~P zV=pB7p^3e6Q*)AKv)80R*M)GCjQ3F8vSCr(Fd33N_pv}Yu9rvQ(lD?+w{5esYRh|d zt}!8HD3xAM?F%seQEiE4w>0S~sm;qDKMM2oCVT|S!CZ>0>fgP?3$I)yu~6NZ9VpSx z>AfpwF(YV$!)gVRkwXE;M`du-Te``z>0|I(Re*SOm2@{!`GwdN^5h=q{I(@nM1Y|I zFa(-3%}2hfI#ih7CUkOQP;qI$w6QB$G{i{jf+7(-jemlOT%xKc8>&Xzsckb}nSK)f z*ky0lbb>T)%AWMl#EThD^u#RQ@t`v%cYhX=C2HmEYip2UlE~PAJXQj2MB2!%;4j}ch=a|_>z#&OBt^=LDJ9Z-Mm8HU~)gA z1rtOLIa$=d`z1}vj{GQfDXX-T*wmro8|Gg+KI$4a2Fj3#E69EC*-*{^<3(B-J5n0Y zW)uoHBs69MOzpa%kG&81)giA>v(X>kV}(>iW&6tjVncy5mm^CE|D5H*lV5p_SZCL3 z^#9RE8C`OPJ{Q>v!|q`;8{WrkY+1t&F9h@P$leKyXi3%lIVW&6xYOL-hVPu#HJYb| z+EHH{DvKbH#>NdV+>y}W78wNGGO_-B@1DlY#EA^c6i+N=v)=PY2)!r4lygg2hPgW| zvYOZ`x^mqoI1wCs60rvQCFge6C{teow&A^G-ypa(X{b68!XEIJj7knJXybJ{vf*V( z2`YXcCT*|%J!f5Y0PFaHKj$Mx97eIjD~(P&>It{F7YbNxZtTDJF6{YVilh4p)59k+MTIcaD zr=H$%4D`v8wStv6mCXD%d>_9VB2a;4{iN}ze9Ku;ks3Kr!v1BxJB_elj@hW zVEMOyeya`I|9KOaR_o`(JPKk{&x6w`!@qkuj(PTz;q=W^i4SGyOX(kry!0vlPxTn5 zpaKedZsMJT&Ex5!qT--K2CxKc8 ztrXCH{3tB?c{oaX(Y_k_lVv3EbNBkKOkXA)Frc;6>y4F}kqjnXvf$?=!;MUAa^v5Z zLsLdc?3O-vvy?ZW;FKM-v80R{%VToRYRN7^=HQ&)KqAZZdyuKV8uf1NmQPIR!?Fy(jzw=7Sb;}@=+?(rp=ArmCnt(9;$jH#vk z;Sdkr`%u_t^=qn$dC{_hY<3!}xbWW;u^0oj%g{~3X^o{qv(wEI{ORVRl`=4mD*IT} zZxFb>V9cRf%vpTK?uODqJ4MF_>H7A1wmwBY?g1ks7_oL06UL#ytw*j90|$M;@-n#X z^abqaT=I~#l{H^h_MrLDnIwYzuUM#6)XnVN8h3Ix00KLnjU=n5@0_eCrjO6TZMNDb=uDM>qjIzwGfnq4LDM0wb-78VcjzPbdgN z#|kMUtJ)FVsB*8hJawWGZ$C+O z=g9o#6Qw{%rA=xGF_1NoXtT#!sKg7W5FLMciWGTMyNJ!ut%(R?*HkQCD<@tQjk9%! z(RO3odPL1yq|!UCgzWInO?wPO&oUqNDrty6l8mUwoBf(o9oC0Q{b!i}CMM`LN9IYk zu0u>r)(CM!h9^|iL|S(>!K6os_oYlsk`#$S^w+~I=KsahS;j@#MQb0G6zT4k29a** zZUkwOj-fl1?(URs5E#0oJBJ*)ySvZr^Pcm5;FJ7tX5D+Qz4o>K*Sf_&udqc9b;LiY zzeq=zdDf42c19s`RdtxdMNRI+I8J+*=})p3N^0OEc-x}=cj8fC#(^_lxG1>2Q+ z8wLwiGuDV;i&qD49)8u%-9@pgywunp-`Ggjz=`dfA(Q;y?#*2{2M?<3Xqec-a1`S^S zj;tM~)9JKC9T3@c@f-CeR1Q`Sz$>NuN+IXI^~A%qm%$aStYvc@=!=ZIYc;MMDxb{zacki$$qPmscGtWQ$p{khl3q5lX}{ z#5*~eBe{67bB`Bqv3TbFTI!QhZ@uAPTko9&ugITSJEV8TIttb|voogHA~&r*lMdPS z6Y%+*v%d{S{rEzMm|y_TO4G6FRnucH;3`hYX!C1&JvG?#J;r%3a1ZU|=4QX!F>Pfh zDrvfQ85-jkuGoaa)!7Q>5{YQgt@@;dAZzd3eZ1S+njFhnXhev+h{ZCif6`6Or3+(^ z=HuZ>+4%39c>in`{~B5TiB#T{6jKD<`uzJ>L6Aa0BqHL{r&Gc&>2}#fM&vB_2IQ+2 zLdxL?Rx?zF4?$8cPa8$BsP)P<2Lgmb=d_Js;ctptF2y29=f~I5ZIwL_j~f{oK6;Pb z5mPqCU=MN>DWC?2IyqA|3Vt}9mmDV}l?WB5({mO|)YJ{dMqEqh9LB`J=sYew7%D4i zeUc4oXdnK&Glv8w{{4)wYO=K zrz!mkoF5!!B+WY6*v|EQCz%8sJW8bCQAvL6ExVqLXDe+M35TyK3OE2uD-0zWa=lhX z;B}}_%B|16zd1yB8ci)DvmTpM&jo$C)DeI5*z|QwOjLO-d88BcRhUgshf~S7KIR*m zt)yD=NxR8@3h5lJVsExZ8})rQX+=TN;y!dwD2L? zsn-#Dgax$`*F^14RU#oSjC!`Q8cumh6d|#eq7QFk8rBs)*j7?U0v2!o=!$GCBgQCt09#mzUpSe&c?ryE3htFpR!&icjA2`Vxd8 zezHkhbKHxN&C;9sy4^H~%>e~wd znSi!kj-@!OzUy1D?D^S1&j|VZT;^6;ZKd?2#x38d2cC908-F0Jg(_F-nOH zGZO6w7V%P27A>#ou-ZB$%^p+!WdvWTZO z1M~9m;8$O|L~!z~#{x;%yRq~j*5#AOM=^mS6e8J|XaW$6e-ZN>FX&)nK+8J+V~OcB ze&yR6a3B)-l@*(^=R92Z|8Mi@Mz&M_B5yrUhdr#w$eYY8~!h75oEvH(1 zKUy0AZ8mSbAsn)KRW`+or;(j2FREg4JY^T}j6x!T;{I==q`T zGO6-|=-PzHLzXAJraSM{0HQ=(Py4+OSeHVUA_r!>ch zSVnU3b4_%1?#S=9^szyS9ipt2qnQ#A;rubbNQh$hY(Wi5J&dCqpc`5BZ|@Z^ ze-V#Ias<@iDl6&~Ut>>Ap!+Qv+yJl5w>gyyBi7wfgkloqATY*Q_f4 z;eqIEJXLN@8Tp-Ut0J&vy=qMztz9r!Ih^ei`FCa_j2D0)2$2X2s8&5Oem9`OtlRmR ze}Y_#iHC}M>RQ;5JqiTj;-`vWjdClp3ri(QY@Q4ybXnvS%L9>piog?`sRk z(yc`pE)$1$72jBCi+}kFw=6g}0Qe1jKl9TN-^s&*{Y!)VW6xDn<9?T@*G)|zVo?{! ztfHtvhz(g?U-hGWSDx~lony0X9t?a!CzIXnQPjwE-*u4_ZFIr{R~>+3Bt8$D^DKu1EIs?xw1H zPPc@jO2=zzJKNc%2=Pb)Nm7OEHw#vi4Zo2kc%cV^8%ud7ZacLa=%%P+6DV!{y&sBO zOL+`akcCMtK}iQk?@(lRXPmwky6N0YgjEhvwR?=rYlS{ikxA>zB`bKF=k^XcU9@q;E7W&`YG#|Le z4#m=@8E$o{3H&;TX8ziFTimgm2b5j<$*(kw?}0s{ydpT11?LmCqaegFfeM@=*JKZ$ zfCt-ob_4ogyBbv1i2u6eE{=eJNXjc;T#-20=DCr5&cUJVy&RcPp%uP2V>l&#l*>WZ`MFhcg@>wBTRS?d?_b=paXI93Hk$PFCaaZKnY#pISu!_JEF9 ziJCg0juKl+*dH@w3z2wo(TFGx5EvRD|OeyGxqCI;SYA8tT>v>L-gvDm-M?%ndf01>Rs+|;Z zc3DbEZrN#rp+8%BRd`+OY_W>#dcj1qt4jp&Og1-U!1?xRoQa8+|C)5F# zlz=}v6A$zLqYanY&7&E zoSK=(o=v(O^lP#gM3b_)trlKBOcSv_0T7q2ml9q?+$)2I2ece9I^m-sxM?~PQ)d^f zK>R>=*hO{ByBh^dWi33dpaw!Z)EqG$o$^q0`cS>8eA}2EZ*rMofDjz2%xzS7$=CDm z<0x*tDV2S}>qAKzkdS54fbEH(MU+t4K+bbQl-qQJZp5chiT}XE%;GX~+nPV*wTUKJ zk3xlCnGa|%{D^bNI_l~e7vkv~&;`At7gzO!mVbyIX>F{ZbweT=!W@7LgM`EMjR7h`dyzP(W+hiX-(V|F%+kB*@?PzyXii1QdKNt<3gB3z7za!EY zuIdt!o9+^Vc>hlD+pedxCr@2!?v^vFQP_Y(qtIpQRcN*&(?4ikf(v+G>c%nh-dd@; z%miqucTS_o*YQ<9?=b6l=Pn~tDCgLRitUL!0?(62eH6%Qm2Sx zGh$||Jm$8cl(iPR4I!nL3A+wn=bA=tm_H?SAv>nPPU5-E&|W51)jHT@ysg|xZBRNp zW0Z2+D-e5HmI5ZRDn`)MPVu3ls^utKz83obck6Mc{fZt?&1bf`>qxRE*wem(8-t=jfs|0zTfBl(H)&LCVf|O?a=Gbd6P+&|;>Wn~ zv*FM1^`%;~GZZsh?gqSn+SE8`D&{Y>9B|pV1Y6K`2|nhX?e=Hw%axj~O0jszI-DKN zsdG$W_T+anJfyGe_^$ZG`S0*c*nbkRi{J{*$V2&x0cYPOQOYnCd%8GrWJrnVXA*90 z@ph9F2T4h%CRuUBUUAV0HCjDa#pC4;!6VxT)AcLP4EKsS1a6ld9|L2F#gA6$bB!mS z_qfpLpzkvwkVaIi*B!!eS*CFExlSI+sC|a@R!fZLXz0POXP)Aop2bb~8Vsy00%jm- zgh6zG;Rrl*64fx)%?&X}+^usk%)cfsFwo^^^Myyrs^4;8wsgyX4(U6z>2pXJ-BE3M zAA5xoc(?L;^pQBRX*r_ya)wF+|G|T&uS~FuVV6_Yn$6=a^WXgoEQds@} zorwY()vq75?MnLO+g+99Be}$fKZZErWu0egsZqo&?buKUNPm<>g(vX11+}8EpR?*3 zFDeWC{2SZt^z>8|Fb>|VtT35PZjS&|&5h>IlFdOdbo#9U8@+OLTJ;%Y2)?7hc4NC5 z({W2TQ}LZ!#?Gu$*PLUuP|5Yt1hTF=cBPkR%)~j1tY%ftLtnbX+)oY_yn99a<0Gs~ zFio(OHgA!6M~72~Tt#&eA?Tnl#5kqJQIJ(JFvL)Z+bU-aVoF63N6SSaY$G)0E7+dgQl;Ayaqwf*an|RpH0q6HTejoZ4LY*_E(58SiaP3? z(2Leja@!WQOhwEJ3$KH2P>1c%lmSQ~-Fs=w*b^H?-_u3ltG**|Ty7jX3X{c}`EWv4T<)g=%5G1e3 zt{DHZ6Pg`U+8--|n)^+BbITt_xA^|Aq!=wkidK)TKkueGrret0#@@KrJD%3WvES$2 zF^rY0)M5`$Zm6q1ltycby0YsJf|HTWMn#RM$x^fJeuOeGaYK`sv^L)Oz>mOr{hia+ z)_yU+b|-$1*EY#zuc*_NQk^py^gUH1p}q*jWUq%~GLd`2u{*S;kU@Lz)!pJUb^W-C zxxWXa0xOeiJ*thZ^>GR!mR}a%ImgX*_wW(s2^m+l-U9`=PXEf2ih)P4*HmB2alB)}ObX2Z5B`hilAV{50&#-T9X6L&NYQ-NQh@jKyJK*-pjZwNi@jYbu zCaq`k?|YtT;lhy7yHaS9_+Ns9EKbDggI3*xkzJ!dDO1+0L45u86j&x~q$1X1?^h;L z#{k(`avg)wQ`aix8-;kT2NY9OzE5E4?FBeh0PhH&^nU1ui&|^_0eNQ)lh(`*=TXpW zJu30(;T~7f<-?_L6-mzd#{6}-28vA?w&ROsy$7!3Au8jPdi{Oj@; zIMFtG96ey)h-_Ls4xS*KHMcIc9I-4v(xkgVBPh74vn#MEW#%Bbk4tw4u}#dC74c`N zfqM_nVjo&>-Z$ztGM1q)u~^!)Cte`4gmoyzn)vlcVG1||#Cm%YEVrbu#de2U(KAqb zHAhZ9KTg^HCSPM<6eA>%!Ng?i*3%Q4={qcjy6HjTBYjTeqRo)YRE8&qC%&^AjdhAjq?I0WQZk<1uCvtoTlH`& zAsAY*cHt{WJ7BG2i*OO~G;C zJ}nd*6wG@)>PxjW8`e;gn(BLD0VpY{J{sr}fP#^4-YHsIxgeci^^!%e{(me$bPn^s ztN9RXJM84H7-}G5LqmV7dcXIwUE&vl1g9M)( zx+n*(!czi~wEx#kzzCN^7k?v>1hjhAODekcG*DSEs*C4q>_jFv3$8L8c~6A<9BU;T ziwYuQNfvo09ex5w`uofNxSQHf6F3qSZbx)^o-XV)u4tWkQeRZihlkvLRD`d*cU4s} z;Ll^}!m2Aj!l2|L33Z3YbyHR7;%mi13U7r#jWgm8;l_sf2-kMT3X!xBDuUOo{jdp)O5Zomz14ppY9l$JK!|y zMt2`RuF`r*o{9Dn#4db~@sen^uE(V0k--=ydNyDPXn{$9PDHn^Z2gP2zel1cm$Fr1 zw2_e!2~Z2bRjfB6A|ZiUK#Cn|{t9lpW&VlOop2nGyKp!8a`IhJwYAaZ#vuY63$yPD zjT0^+m3tg{a?fgnmS%Jtlg8z7`%#$9VInu_^8r)#dyk z3PNm2vNmpOAfl(23cOCj8;tk!Yq%vuD2NykkK{uMhx%5gJPJcks;Yv92z$P8_HNZPR`H?rcHN2DWiB-tyJNv z&7M`<7Cp;S*^;u*y6)XbJvk7FeuH}RPEAFBJ+IQ^>5#p}$3W_+weG8lOjR-(&YPw~ z{?*WLWKG7YD+oTaYu}MM@$?4bI-W8VZ+!UJW_+$mqpwv!AcDvST_s5KCC?Svs-gMZ z8zC=o@f1#u6Si&XfRj0H$A`fp0$vALnAZ__fo%nH#A+X0Sju<)uu-IMwEFb)6_07~ z)I867)yuy{wQ%gr91`w_k~NffDd~MR9O-V4KWM|Zs_NejyG_;0rlEaYJZowjp{p2n zRVxheix@vNyczLWUe#kUobnc&e3X3`I!f#tOIvX|vCYQadvGvxmKEXdYgr~&QpObS znJB0~$+fxtWzJCF!uuUe)v*6KnP>gsTN{>8vRTpPvY>W8wS|CWoYqaqAFUUP9l z>65^iDrj*{`AmO(UGSg?A0+t(pCD|4=D>iA6!qOic3wLX5-f&sAPQ?e1mY5qD-mAO zyt@gg$i~l0_vD$6)adw+iXQLW{KVE+a@MO}l2%rqQ^Jy0MelFAtvxLfvK~BIui4M0 z=Qb-#KSEdg_u9Qb*e-@~aKQR~8Eh&mZuT&e{e{hoDMGl{uczlv9yajB;LEQs<)h2L z#1~sU5$HpAPG8dAcN;l&oqaE7_3uOk4hgNyhR@q_tiC8ePYuo^1saSk#Z8d3{Bqj= zoSeoMbCk4ajktdPgdXxLz(**1$p0aTQpPtPC$+MYLQ=|z*XG^xn`TNed;2nFH;1_x zWJOontY0jh5aJ5@qnZ$ZM#=AXT_xo;BnXHqJ>*uVT6con&(_aj0WpYVO_XqQ#;#z2Q5x8bmIUT{4Lx$0S;}|7 zfdzI$xBWD)j#JIk)DGvEeW`?)^m#EBgb&XN=Cm1is$)^{1uH}EI4Q}`L z-*jQ57C4rD7Q*cb2s9zr=7GfeD}>0s?0VOw2-d_xZY0*i)t)oH57RjYTmRGdXuZYX6E_i&e>_nMeUAgA4O!TsaVWZDv2+^*6>3}h#47rdZ!ArQV zDo^m$cI%+3#g|T;oZ9}THH|v&=pEkZ`b3G33)%jT`6D?pA-iV6k|R^nc)hivb6@{k z^q%?aC|F_?ekuz35yqmGwcI|=1Ym$|y%~bB|Jj67kI;EY)aXsS2#x?c?3-kAN~&lp zu*4?mPcI@+>5okP3*j5>9gy4{B*%lkt37zn(jMy;lv00UD;L5tgEBdB$C$$`yrr&H^7Lyt#dq6_x-3~dRndD{NP`%tsXvZ^p*bCeDY_G z4WQKh5M<=XdQ4?@v4rV~32>v3NDx~+P#tRmAHQwul{$heUHT2KrH!NR+x*T+nlasyuW3Zs;qG2eGoC3CQ+ znz}}@aDnP-?3#38ar61rlinasuFp{76;^XG8*z~@|CDD60#N9pBub*dylcQOWm5*R zecU-zasN9#Aqbyr(;1jPtSi;v<%7lV>`lCpyjrNyqlA-CXgFp5`{)tFISav_z^lyO zZmQm{Ptd8hhRaAcJb4LpSh;2O=23r+M~1ItjC5&qNI=)Ng54xoIS;B*W0>2wB~z>-{)O}@g+6(14VF|8N59EHkiE4yyL&+8OgsvH#H)<)%&t?>CWfCx4PEx zJwlt3Rv}Fi4W?@S-@ybv+#XP2m7ot;g;WL4#AEQ`hzfvG)XP)TudJNcY61F_4l*4bD1qt&; z=g0dFr#&{_=FkcHQ>0naCaXQIm*HMkWw-wfAGi6P$NKm6xwnPbf+*$8@lomO%^$BU zXHqWq8`9I!gL7n*ufIQP|4#q1AbwiWF!{f`XhqnZ=5;36+`RQndZAr1UFQ$OJ)dBn zf(o{uDjjQ9y|NBbQO7F@459F&yTA-5(siMQfQ4yT9Hlzr%$Nrk{WO9e<&uKq#$D#*jGPAp=rHDp`#~L}S0s~L@+Sn4IM1g!t>7x!%a8OyjVtRFY{9z4^kMJ`4 z+b^5ckz79szV><@^qF`a1Qi5OeHQllK~|H|Y>*o_(y8`5Qcho3GtIq!DUTzf%rkr9 z1_h_g{BRD*8NLMn+dcK%P;4!h;^2(#9{g~tcLBNabd{OA_TTGu4r}Z%6KM%9(18xZ z>HY4W=ec{nIjmOfc~}6jwM0&wx=0gwn0QUb$1sgr^`;O!4ZD&w0=wIw0L(L`-{ z?!~uOy+3%#%pEIWMgDm6RMuxBmxMH>q9c8)x+(wm$314sTujC~Vb9VUYBgfTO}Yep z%SmZSG+9ORy_4&Rd3t$~!f-F6X^oG`yUgcbZpWPLQ4MGqVbU3#{gk1v*mrF#+Wf(_ z9#Nv*jqV#Uzm+d*i^4z$U;(aU`T0$yf58Cn zg}_FtN3ZCY%?uD#rQ3cy#_XsV?NzIGz|1sfqlNQ#dOE=SVC}*A($ERgIj=}iJNc`1 z+!8A(wePcaTg??h$u9Il&oFBc=eGP2zCM#p=ZmP10O(;0(^#PiuHx&WzH?JhdNd8{QSBLYC$xub8CtEAZMBGtcqo-Ax+{Ky61R71m6 z`8QGg7~+fkw4i7%dSD;I_p?Jcg1-3RCDvpdQB+Tvvo~MiNEoioXyPx_z0)+Ip^YY{ zbZaKDHNpaPS9BhS6rg|Hco`Ay-;j#j^zEy-h6=W%%gOIcZZ!1c!`{Vd`EFXFKtKX{ z<}7wr{mi#`_3>*a*NpkFiMiDJ4wz;K9pLxKQ1dRqgDQ47eU#Jk3}hh$0-FI73ikqO zyS~jil{J)`7|YEbX1`0N(gLM^l!eMZdR>Otq)ns?7nU+E;D*&Z~!wG`3;n$-mo)!P3FUq)Qkcf+R^_+Pjbx; zK3BDg-gb9%>wQ(YH1I|`9g$2hPpDjdO?pW-*qH8kVOKDCl6$(`F)JXMd=cXFxki?B z={<eA9t#kCP!u~v@d&3L}Ioby%USJ z82cx0lfw_tmgGlK$iCRoDv=%R$Wai$G)a<3$xxWtOX>JbQz0Wcdm$OUZhMNEQBv!< z<+m-C(j=mX&diWqXVqUlNNHfVve?#4a(#?tCCBHIJ=(E=0H%RWW6C<|yF%)5X->n4EDt3RNO^i4&nT5spVK<7Oj_AZVE}FSAE*n+)RXsrS$VHd z4T{dkg`@@-7@0w00D>@U>;2Bc4!!fR;3BN7xb4}0;FpT_>8mUJs+a#nNxZtgJ&lRg zEXBiUFBx$kErmE`pR1kNWN0_lr8iY+6D)L@C9g;!Du7_+h7=%f>4mK5X&65WOU?wE z?Oje5g?77{GO04R7WPG(Rkj~ z)I5H)2knk_eGNO@(eI7CtdeFI{I|~agrceMjnddT(Z0hFt_4i3-OG)d6rJRe4CoO7$vgS@+n4B6^3)%-^>Ula*QOEv%NUP*jHRY$_q*WCgys|EMn&6o67puy;sTp3JiY<$Zi zJI;$|d&vZd%o`=8ecWcKFqIeYbtSO+U8Fob&7Y%f0ZCNlbuwDTePLVX)E+1K(`Ea( zvgabn2OA&%7hsavvtBktt3!UcdE z$$v36Ka!DUI?dUA3M{t}$R1mL3A%ZG5UOo|y1h#?i;bbq*y5C=%y@Zm1)h!My#yZn zrct)Ioq`bTG#$mMwK;WOOzR;T)vf1iv&5G-%!oi;gWMD{zX~bDqogO#V`jO})C?${quUp?1?;5QJ~6;Zkou~=h& z%(SxP7^E!Tb%+}(4!pb!k8x+t?)GbV{EqW@$`?svCbV(PfRy*9I=6^%Oox`a?FIk{ zTLS#>ZY?Fj4BZIc;W6dEbd#l?Jxd_tetu+p9oRqh4F--j{No?X8kYL5k{O1nekm*&WV-nXiLThaS&bsL(C*W4-)m6}y3e!ZqUwfyv@Zbw@t5Ybl5aWD z42PFURQcuVp7#<$Hu;df`eRJ^1(I+8+;~L$t9%pz))VLj8us-Ib8bH=E1NDezFZlej*i6T+$@$2P(>oZPavv270!%|~$nNC6=?8?6*q`FkkS z=Dth7o|IS9M6SU{7bfcHjYP{A!~-FcE{o`N%8L=5cZ|#Fp*jqYVFyB!=9H{Za^j_U=sQ$!r9&(C-)W`n(l zMbm|QDMbpLq{FPOA?60G%h5ujkG`+y>nDdsyQw|Z9)KA=huL-`TR1yNX(c&nO>xR5 z*{GI=A}?hp1Mz;qf^lM5red84IU3wBsd2^&GVQIaxB{EdQU0cT|2~W*07^apFgrr17%_V}Cd4Qk^TV0Nql5X!=I{aLC5Nir> z;l%|;I)*?UmF}9oKEE&0Z{CeTNq`1$3tz@-N`4^cF|T0(6OshoEG>(!ctxHNdogpuModMhhBG~j=?x;9KEJXmYr)JZzcdhEa56{55 zjQ*NV{NYoL8F%;M3YFc~C!qTRFp0#z%U`vFTzBM`I5~mGdOkh7kH{b zKpuX`;KF%+OS>wmT>CRb)~sa-p(1Qinn`F#7n!>=Hz!b*rKNa$OkVY9tG zssjIW>11I~fOK4T)y;^7j!KLC?JZ#Zspj>y&Qs*PxgkC5?YJVzIwJnD@SVhQNDWz1 zE3%)OiBruO8<(qB^*w6cO|8$i{P4Jn`Me$tcQ)N=d|fbeM13%q#$`2uGgb#13c#=a zgW1&$e5u5AR!y8v^?^e}x%J8V;G~tvK+V#hl|tc3$zfT;q9teN{kl^4|a3`u}EB?F125O4S27EQQQbw)&C8{`5_q9&Qxf`BmK#^d`ch|cvTQs_1VS}6M?n?br}sAX zV?(G`o&YNR*I=;Xg#k-OpeDnh@1L8OF?I1TI#DKi-S+?w+BGsoa25Cvo0!s->%Q>z zF=l>5-YsVI)4wLuM~1kQ1J7CMfB4?l6?C~U0Ftq$qvae40bQ&I^)?MYbJfP$v| z4ORk}ngCoC{mRNCVg+0NHQF)6@oIFoJWpKr%j{|eB9XK>EoYwKaR4*X$qm{RL|OJM zC%DARQ@FqW1!V^Cu8cA_^okCNQZ)PA>cDfgg%wq1?Q}d42{@;MvcBcK_iYgeF&pZ<@*~`f(+RT03yva{I$w`y$-5{D+2FXrZf80FK0d z*LQgJbdGilZaWRFd-;7wwnTwMF_|k)r_%}(s7SRi}cpEJR<-uCjGW8 z1##>|LIOK=K*5S$a90X3v^ZY34K^!_GcN8U2jB>8lI4C31#gx}?MPj8#KdsE&+sFk z*S}X~Q3j-k$2?3Rr=AF;h9RZ|+V|01ZpOU^d5)Q?)R|IbegAk*_NbQ*nVqdj?j5g# zQJ|d*Pzn9?(^1I}vb<3Zh}ns~rUuaM z_bhJPc7fOTja=Ey`gd^zj2sd}tlCOIK+d`3g$i}v!y=Lj^_UO830hs0%`anj$%1O@ zN=N{ikY2knCAW60YfgZXc{0>#GDwQ>@b%|Q5M-8P=oXQUAx6T(6CI6oS3WZRgn_#j z;-+j`npWrmRV4(ym1g46Rml zhh0R&*ilJ`)B*Y)7?*cwQJe16LJ-JspIuC!0!Y!=0|No_mns`XztToy0{%p2P^)74 zE=w8->Ay!Xa?77IS962{0&zv=!`tbm8>r4#Pvt4*R-;!I>!`p(GMl=h$@)A;ZZk># zCYO`MZCqs4|6>7?NN>w*Ul?nL)9)cTw|%b~(vD7*?j2i@MF1azr-A_h|Ct%0l6gBg zz&!!E9f4HWyiM0H*vfD$0a`$SV<7*jl^7LryTpDabcrqNCch*Gz$!jme!~)Hdn%&; zi0;fEZi}8UjSLL*T1|0r+h%I5#`KjnHRbwwqCe&!Oq!y!VwJ$OA`!QIxp+Il#(NZ4 z3Bz%}lpY642Byvs5Phe4%y^p4sg>`FYibI3=WgGPqh(8OPvG2FaSL_ zjJk%UsG^U!2Xv89n3jSPKrj1URhujTRA@@T;b`iKP3HCjh3bZ3Y*_BkTtLL3vHKG^ z>HUbm&=&r`=n*1~aj zZzicw_aR895wsrJOsJhoX(b5qYg30Aod}k~jhe*e4vKKN$Mr1vJZ>R}7+c&E$%PGx zF@9rpdGT3-R4ozbBeVEM*y{?EQ{Eyr*ejB$tPgBmlcTcb$nGgg-@h1)7)aw~f#|aR zRwfBuZz1xVL$0Q3-t`mS6#SNYb>!sE2T4a*zyWzpIHXZUVYi2#+2I)jlw+U4+X?^< zA?~YE?)B@zCp)?nI5Kwn(8wR+!>!-@!T9|wD#RTRtV=L(V+&)#0?dhkK8nBGkPH}4 zqMoAu%T=vY&JgbtKUwbLKB8y#Z{;($e)=} zKaG6=H7W&EhFZv$g=QEo^N)X4OJIAl1D6%RLjj05Vad$>+*Vxe3$^rG_NbK`8}uZa z{~rjlv}p~M*2J6C)3NZ}poiCYPyMB-|IcXy6yJFP-H0nGF=3Q4Ze|?hkx}F*sF*gk z(FDdq!VYu+n4#n-S6C-|UkFM2zN$ui)9o6HGwdpf!h$c?`uFnMw%0TP_@K50i25TLhw-vsiMJg0#$qDQ)^zAB{`UWN8SOijU|TxyiD zlMQSbRBS$OTNCE^fj`m?WH}^tYzBdI7f=Xxj^mGn7tD0>m?@=XRz504s~g5N+qu+6 zhTO85=F~wj9`Qkt`Oo#3o!hxTo(q6|%VD*9Ha#{WKlgTFE%v*pTWfA_IH_7z1WT0&)JNM9?djjB&C@J_U&^11Ff@ z6UY(#5cSdM-me6~!&b4fxaElFJ>8vGvH7|p)asxrJ0I|%9ES6#r6V#da`cIxnai8WIG|mrD$b;iTw@8K9C+dLnC? zt=i9 zpU<=0i5ta0S=sP>Egi1z@5~4wTVTtG+HG@DXlY<;w9ZJLnbVpavgB_q1tcq@Pa#iE z1xgjt+zb0C>Qp|XFO0g-1D~sX+lb)< z7C>!8rH*AD{g!e*)YPy4wOJ{0cWk74e}di~GU7Qb>(m!*dW?<*ppI* zA(qAvfYj`oOIVf>n1Xb}Eh40J*kaonQL&#qyQ$JCer&>zS?QDLf+R5rs0zB=oU&@g zUR$QXIVhDKbKoEhPTlwMYqGR3&y3YO_mcr-;N2cuL0h#DI2EX)14~IuqN2AH;H_}@ z>$2d6!>yvX!Kn=2q2^0H@B3(jr4$n&T*Qa~|CBd>s`y}CIT5ulFD~QM7iQ>Hp{G6G zT?M@Bbys`dw>3F^ZalA~lH=G>D-sCr&ZcTnjCqYdq720_RM{Nc@;k~&$Y%s zYrfm!=uNX5DVl*^FNpQF)~6rQ@9hPgHU%aDc3|o<#*U49CZwNF1pRE>;LF_z!9$jN zSi4zP7m#uRy<8RShV%l5%Vrmu`@gKN5_g|-xm6qgcQio3gpVx?H|;sgj3cPUa_f;$u~ULXXA;slC& zaCdjVdEUFeKm5yDWOB~znLT^<>7;c|W3*`TYvw4>T3ZS>@I(OB4McEW#HW3#Q1f_T zMVePw{$QC^{@fWQjnvDgdi?q8_3T^J_y{thaXw#IXh(l&B!b_+QfryHpzYQ40d3cX_BkMz$8BMEF# zjlv;LYTHd&)#>UbU9`@PKavhJVdWtT%zCeeUt-3xQmJJK6D2qyg6%#%sZk)s{?$1e zLlC#JW2=844gYBv7mWhMytNohDtxmR)L%Eou2{Lb$qON7>n9+qgQQ))PzX)r#EpRGLe#1Iql*0psNA zn#9Y21(|1?oSVvQne-aM@WO4!8lO{XbX z`B+mEmZy${VAYJru`6e2fG8MwSQz#ozkju*`J<*0&uDki^2I-!ffJQ&8hVWCQ;Jo% ze!n2=qNR08Z1=c4Uazu^hTZZEI?sH@herHP^T>1&0y7xL^c}91PSx%J(9a&4iv<^i z|Bg2zpMo9vuB$2f;=v%cJl%I6ExY`=(Uo!Nh1!hXGPG)f?9r8s$c z^bbP8R86=oMn2Ih4WBev)YGP3a04VNGWiWv)yeiCX3}&eQ?wM+@!`OVxD*QWFTvn$ z`nF;}WyR#1W&Nkl$n_KFaoSo8M{i6)4x0eq1S zD=}lZt%3;^77tloKAM|rsOd9v)Dc7*swqO?JiL7wBi3jeGC4Eumoy+03GSB^g+N#)f zTg{}T)Cs@S*7@J=D=R`v05IJNCl(&K6CQ{e`jO689omIIp&-;aPVOmwG6C_s*Jd+>PFUYfPZE#n462Hu zw@roBbs$_;d#Ic-s|v`jlE3 zLp4tVc1ssM9B_F{J;mPe4~-X!AM3`IKJxbCuRKe?!7$L)6jM|8+C`*o@fnn!pua}# z*O5yPvW7X&{zE{Gn}x_*DNM-lKnfk<+cI2QrBNwX{olrfwG!V6U@?fdWx4=Z!U&b7 zCqcEh=d|;HAv><@4T*1Qb>&g;#bR4vPc%Q*+(glI4MBALGd~jK7Q%4f#Xt9++-A4U zx?;(C-}X))lf@+IL*H|yk$^S$0%fIEnlLSC;TURQA;^{I1pNdsO|w8d_Jc(6kbIZW zHpz@y2+=N&uALc_aNs3J4jNx%uk;beVc;N>?903G&y@99K10YxcyQjT*IX35%f`>0 zagqOt*@9QBk%R*-Vi@v6c&QgN_F;bJ8Nva+TPDq6NeUJ=^PhrQF{f?{C|8Qj4S_Vo zJhjP!d*fPD;g-i^+P_1L@yW@MlAQf6+UV5)jXR%(iDbKr-`V`@3t9HyAv=@uW$W^J z>w}cxqsdsHz%E;aQ8;#YUd^vuO{(10=dLsOR0Rnu$!CZUXi)ZkPiUa zL+7kSx5><^Pj?Z-|3NnBjebZT(>po5*Pp1bQ}Q7E{8+J*TTl?-b+4kM(!F-uL+`W2 z;I4b^r)s!3V|r0=N@A7q96jOnu(9n~^;V{pTx z+c3>$p*DX@M$p$=C&zeV#*!!WVrzy2`eoh3DPp1X^k+zw+%F~!iMw^9ye~&I@ild% z39#ad0RG@|q_OermM<6C+X6yrr21oMiy~9)F7VOkDT(9!qMCTkpJn4|JX9ejN4Dae ziiG_(i)S9iqxO+vpBzNBxn>bH+sV}>3|qIcZ2#-c}=PikM;*1?mzVoKS_E4CG0oJi5D0l&~d-`-`}L7Z>6g zhtJgey$PtG5Lxq2AtWWn=a@eHX?kMgq1;JZho7tsfeXsFnB~+BU~&U2MH=oNVR$xMJXT+?B;_LA<|QEMT=1fV8jQ z^%SJxb)3!!jF0{zTI^L*0H3K zxX9)PBoZz5e>Cc3OZm5c=u7e7c!kl5(U22{I;P6t zWRTkJtcJZ(ObF0OxG@~*BEl^`Z0>|8@3j7I4L7H@3&B;??xfY&ST~m*zqa5A4gdHh z`BRE{Mz>{>dKleRl?8G-rTlLs+30tf?r?QeN0GgC>L%?xXwjrxOt7+889hzUxoE~*1X^qGuQF>IuF#N90Y)?T;Wr;Rx76#;$%GPWIAX@Ma|uehW4vff zn!_w3bqu>Jp>{M$F*et6b1Ix`%v1*uII3HeCy(rrnOB-VooA(;KzS0#TE>3BOv zG?bgVZ4O~TYNxU4kS2OS?SGhjwq!-wpn<+@Fa0Qa{VTUe*2{$`9)<~vywD?$pKf|` z(-V9Mr{oDsWHCbm06o`zDl!?pMKS{=Q+tqsRIh^6qC7JsNuzsaym-TdPg6bUj!Z|@ zU#Q@&|1qQ5|Ej`U)qvP<21AQ0fXF+R3rJJ+pzFR{%b#KG*mfKnBVIv%+0%N7g-)wu z|L81*rZh)wmO38O{gB(}O`pRy%v3|;0sVX7S?_Z9f$fPYNZq)#QgvF9F^8ZKSZ|{s zn*9E%2g-@S09}t^6MPAaPCk_$6RrH(kiTTDB=)iN7-yTVm`!O9lB(99@YM2)%GRlQ z@>=C~RD%Iz#S*y<<)-5&M-GHUf7f)ZjK;%nCk|unMw)Bp0(oTcr0MjK9w`zM7}FEU zG_0cdRewnLwi2k&cc;pD({i-bv}6fsxF8Spk)hN7P#q4;7Nyk!kb8u?;t3V$CiuVX zNlJva(lX~UOk(GF2A(9m9RT)yT8rUNrF)qodq#$eI<>6&u+10bu_Pk@aH-<3(c*bY zMcyv&Gc3jqpPUI#?7M_kDV`N3#4(KiQY7n4l>`D)xk$*@N#{KhS(R$+hSrmgM6;Yr z_a4>j`VihTOMIE$>=$e6=TkziHVbvvdi&S_{m7DjAP= z|JwmP!1Irb=k3YJyE$5KnNj{y#HPPep4`@N-)OJ=b@f~V!jE3S!Gm6&rGMsyV_YQS zhR@5kPU`kj`d#~atoKxPl)1H(7uD_=?kBzbRR*7ASh@=mhju1Yol}x!j>!{4_%p=8 zJ>1<}ih?7Zg4`GomjtRg73%oS??V2x3T3?3>%`7Sq!vjyJv=B8i}k7q~#8o z+tq|lYsn^Q_tn$N=D#|Fqj44GQl#V6+O|_{Du-BP?|7{z&>sisVB>q+k?-cg6-y;$sZ}{1i*ALV38DNnncl>7m#y?zTj^hBc?7m9 zMd!vD!PDwrVjJQ7C72N)jv=8$rRDP87bTU9@SDBS+(900IBPDAzWUpPh7Fn|L6N&} zLF^AKxX>y1$CRn@fv*(ObP)S@89N>H4=Z^gL#9OaUKiO@P_0I__esBv#fw^|3b}Ra zcR%mw#qp1@{QF9kW~&}1YhTI6Q14aJp2IAdOyT-ubic43m+_r(-fd*VtCM@ZdGEUW zTr}$4<>vIKr;{NOT-1i=T@BTH;*jyu3<=lLw!Dq!XDNh7WMQ`##|$({3gN|I?d-~I zrB}gH)1jlVkR|c0@1A+D7q4EJN#wP4Yz0^@ak&!fD(=6qw-W|x42=4*l3fnZVwn=kq zkDr1qb6`wogQN#2E9f)A!H*+9cTNW{k0Ao>Q!wiAy@CJW@~>o;tt`iLRHwyel0pnb z9Scv{sYuOZHTR97i;6m)v`mQa=N0V5c^dj=*vwP%ChYfk-x~QCPeL1wy8oRSs94nq zm;aM7R^;L1KEk@-OvE*)Odxe90vFC4fY1i3=wo9TYH_M=Rm+Z+&|CtUZ`I;p zb~!L3#{_yF%1@{ICI<2z9(Y2^^bS)zi06Z;#cnkBt;s*j^Q{N&dfD$`^fp2F#iFu71L9gPhkqu-u1yRFg#?5><0vfVP{x;UTDl9d#YJ)6s>q0@ zBONaSRT_>u671tfjM5_AgI-L{WN&0)qVP85E_Ks_ErQ(RKf{8?-i6tMc zCq|95`t&QL=FcZWPdB&Q)#0gxKbq#^ZZt{VG7Y1LQ)$HyZm_KN{vW0K7zZp5l zjF#aWXDC&$M1C)PNtRv6LWAGa|Ab59_~C@kn*8oX zp+aR*NR9x$SiDa!Em&PCfCl`3S^xrWL`W3W^%SskNBCYtUDK|dj2bT^%8@t@MsQ{Y z)c1ugl>8}*9;F4x=?_|U6URr!gc*s|DL+!bMf5kD+SVyOO?d135~Vv-F7C_6v$Sd| zSeSX%wZLZZA!mP>&WBSdKM<7EB(< zy{*+vGOpbQx5;MHQbbzsWV{j^Cj#Mf=jqaOT8wv^={J)7Qiz9GvD<=NGCEo(nP6yfylh7pRBQY*qFG#G)63eW5wJ6$Y(K$gOavRBDB#6ZtKf zhe$2;2h#J;VDFkzS?xEILLsb0?A9!m0A0~ql0GieZUjHt8O)Vj_j|MY1j9IOq}l}v z3kIxF0d}tWo*FL#O4tA{a4^gTU91gZq*41LWb?|0W z61rFvjEP&Z>#;%nlcqcT=N{m_qFY?8EvW0YvF1d+U6lOCEWgQbS%*`ziTRd;o_Fv= zv+88OrGa6M1p&(U4XB|~$=xKat2Eu5Ysj+O@hawx8l@KsBjXl}NQ%AQ*fbwXvw)l} zqLb+W;eGCl2PG^6?SHCP#X;EU-FRvc8sH=UcP3s2%M0Lbd{5Iarx@?-IT~;!Jd_(t z{hZ7Xb&(B*V{zFp90Fu6Q1}_q6Dx4)tR$Su`*W`95?I>@-n0n@C=z@HSJ*kb&p+yr z;ts55FAV~WFik6qDu@Ho^fg}L2Z#jbY!~3B*Bf)j(fA?~FMx8AZ!W~g<%f@bm@nIX zC*scPS=3?)Vp`ME#K>X3~pC+fWJd{74_W*E<_gk z^F7N*?xL=*T{*X3W+ra*`}OXHk1fyDIA&f#66nv-#}8Hy*9sD!Z*JJ9Z`*!@oD1%` ztZ(jTloKR5&RtcCzKk^69kQeR-TD=cvayBu1p_fkR3~}9wTog6Q!yOX9(}>YvzzdC zp#U(qC=R9>*WRWsD^S2IP!)JX_2yrF=?REZUDU9W=DC9D+8n;Zd&x=12>N4MbY%p60qxI$M1WdKBuEI zXa1B5g8cdh=si7tD|F9tj5e370hN~NP%mncuiZ>_;e$+11Fr4C?rl3(r{in_FK|7F zM8}f}X-r14N4Td=Jb~mG(=p-Lnd=VDUVVRH)R9i@p8t$ zg@)ZdRX-6ZoU8~#P_=2B3~6DhiNHQ7-#ESa3uA19b!~3w3-` z5X?uPDFBB|(%yO-^M6!l9Jk!3HE6Lw%YJhpkz7Uf zu@Xyb`ta;;@N1A#Z2hF=%;vq_LpdeI-?GZ(pYS;g(UxOni*4=Vq%u$f?y{h~e_ZZ_ zX9Zf57$bg;TviL8{{MpDS7?p0$bXyN@;v1qJY#tA38ghli=T9m$ubncX0BQlUHbkD zHQq<-^=#i}w*t1gc5D#K+1ZQDV4!qlZuBjRp)8__O14u2`*{O$t#R2+lN|b*5MFe4 zd_C$C~fHL^ah)4;Sa)GL5~VUKQio}SZ$jgOKldhb27L5K4y238`Yq; zZLeM(1M~^S%}6C;7HTCSH}Lb3rV`og4{B^N=4NH$*84whVf+c|8J45}(D=)Slz|zU ztyr{y_PfErNvx>-KQS)sHH3xMZ|8{%U}@>L?)V_H_~*-OP{Mtqa=j(SG0Q)xl5Qi* zWGV9N44H}0lH5?ohxx3^@wGr;Mua`8rVi@oi9V?00nYFd%KExy{mpgeCv`(~sQK4%F zmnxQJ48`wrmI6SKR(g&PyJAULh)HZK3VCkHrn@HQbX$>UBK`}Y7gez@akV`Sn0xWl zwZR#(aKbLEK^l)s#-at#*7k*%{f^t>#@mScxnn83w;gC%?a1e4M2P(gu@9MszE@~( zGSdXBe{k|eXyepnp$GSGr5DgRd#+dn@mr{5tc%e|QA-fN_6s16Z4Y}AnV@P3?Tuzm zlR2uUM49gm-Dx?AVOjc_MJqD<-(aV*RN)K?wXs3$<<8p5xe~ZNZm!=X)f)u~#+-(D z8}~0Ve$MeK&<>-E8GTDD+LWVCskMDlV_T1cl077a<=rtbnaxFwCm(CDM_2gP6Wxg7 zY5iE@r0)i4is2Ae4M4oHVX6Phnf?3Fl*x#vfoT3waH?& zr;y);NYw%LKYE#)OU2Ty7h+1avECYQH-FSHjCdXP%XG}w5BZ3Igb$vlw%2E+vAJUi4j>FwR}NXXl*$qn{@I=bDyT}&L<~JZ4fUx zem^ueL`W>$l*0?m($M3!!g|FEqHbtZ9 zSp@Pk+>T81#Ix#!=YlIM9KPGr(iGQfkwK^Q+b3BpWf9tAog*0wD3E&A@!nV9?3A=l zSAsxcR$>qfP==LWHt>PCJ!7((bzD0KE+sd1{R8KzUwrAhwY@VX=lQkjaE_{Y=si#T zcC97i0wEh~-uK;Dvfs0@J~IpySCPL;P$w9JIfF>MW)Z3?3-FZ;28uekj?v~v>_8}9 zA%88Y<+tsByv#{L6$ep-tToWRarfz`BTD_(OU@N@Ik^)Ve0W_voG2;?6CSKeJH%VQ zj27ZTwNzv2&VRPPPu%;}YC|2{bT_bjMNYkyo~qz+cYEG>thtSZ)ldrZ(CX(Mf@Hnc zU6Jd;eY5OuVQ}uDy7kn`Q-%Q71bZbY zZt$|RJ%0KYH89HE&t62N#l2p}SEtVVra%y&4Afstq-BuJ+n-3zR*;j%)o$Okmh)nn zj>rwOh=Y;!SrdU+t{z?`vG4j=C0k8^F(#pk+X}&`Uvs2=$MeFt$nx$H0g2rB(y5et7_)#`djYjM&wFLT^z zEf+PYxb#wv&=D6mccr30$*aW*L! z;{3TKf|)jAICbWCG>{|PbFmdEps$Uv3qnL685|`3D+(XoPMGDc-)pD3*-c$Ns``%nt-=lC+2T2KrWtw~(0g5R@C!jVC+@xyDah}RC&^6|FRtD5A^7-%KT3|o z%_g%N$4s7JDHUA&s zfgO(8kQdWg9^nChPRem$;hLhk^!<42AW4Qah5kH&lDmAYWT<-zI30Fb>^Cb=SEtq1 z3@?8dqFkKHkWKuSApu4_3)A#ArM&j{q5nO zEXQGUmh=*a>!yB^JU%elMw7L#zM)vuhETV=tZx(O;pVJ0S954&8{6lFJ4JK-g%DdP zn~(WOv7^V9^%2bRL&m(u*BGq$U2V&(#@y&>K4NKvCLg#=CQP)&N!rA7A zLOy+^pVb9BH8H4jeupGl)+Rk$YgRvzkjlV-^J$ovH(Ol_r&)}uD^=}KVs{D0m+E@{ zgJsm`=h5L_U-`y+jYCU~VtkWDtHd}m`@F@k(61;&a^|#QOXvunzH}HMUqRcX6u3-x z+m3+nr={fh6dB3hlRqLE7*gs1DQLu)SMaxqQ@nl$mB`Nm78Ru9+72rE9~fWt{vbvM zRGEf$W0^*)XZU9A0n)~Y5-@l5AzzAg>c1QOz~Cm*F`1XDK|6t_E7zxLm}rqjCBtzg zvHr^0z!rf}e>0M~Y<%l|@fRL?dNWsi(su025*oxta>%}l-C19XU4G-yO#L)&er zJD=}50njdV2hZE#1>bA=(Jf|Kyb5KBcu|)8h9W0HO%AFA*(0$x zJ-ugf{92UxryW?ItQ0b5n*yL|1(%rG(}^+&bi>{gGWY7)w&C92rR%&bk_csM-2Dmd z7=U6BY}$Z*ya;ar&SRvvOxP3t{;e-~=l0y67(49tQ43j}@fI85CB{Wliu}mmcs5ix z?l2a+RrlEpanSZs)gTSg(sTU6DArmF^p@24#+jxC#V@ zE%)Gx>=poXV$T6qgdW+(5hm2o-rsv@8Z4iXRkZxdx}k&bdt6litF*pTTYpauzk7c% zrVEF%GPMlR`U#kfQ53OZi)v=Q^YAJXvQ2#sQI3|K$!amTPKiWZ* zzH>XZR%GTL?xgAZ+(deh9m&q}@`q8j9-2NJjVuSV?T2#m)uVN@o=zm2Kk5GxFHx_1 zP9=uEciko75`P>*{c3=H>Rh!Pz3)~vvgodc2L7?#toU@zB=#kl+WoG=glk=83f-MA zO;HTz^F&wg8v!PXDwe^*8sItsZazI&Od<9kpqM>>55hM=D`Ftgzzl(vkE&=x#`Ml| zWDxTAc&=3?o1{`MQWkPM&Yib}xV7pNw4MsNRAMy@dvTRuX$~ren$zpybG*Hn!*j7_ z!51h=pJ`q>H>fBM<(EFq4!K&B$HBt9v&{{^Te1@5D%9M4FP51y^^qj%;mQ`_iaxCi zLYZy()Eg~&6rNy%r&T&(%1*+pKSAWI7}&G}k@F2%6zM(rsn7m0E^4F%*;!w_OBk)f z+tv9<)OY4}+|%H+oysebQ8jce*0P!$IeH}9unkY>1*;7)w(e$UcrBeCEJhp1i0m=t z+~bd^tYkB)tX|Xjc@-;MO96H^Ly`UPQ`LcOJ={8DeOY{ow9^A-Srj`4T#P0h>&$W{HB^*iCM;oeH^>awI4AS=6|)(my4M$ELy4|F|6Sll`jh4Ex3K zLYOy&2|HtOD)rn9~$6g_?TkGrWZQU0V>8c%zb$`#_HzCK(sa|wkT0~<{ z^#&d0lTuv{=p2*n-lrTdS9Ty`E{p7zHkB&kI$|10>*GV|{Nkv;Yw|kY8wVJvIUimK zs(Q0qR{X}o0Ten+UfRQGe?s3Em+ze8U=7u2MYbIBg&1hNbo~`ZQ5@x8`0z5<-xBVv z{-L5Si?}GoifcJrAvm?PZ8vaY?V`Uaj-RyRm?AyH?%~E1$|3UR2U7`FK?ixYAmfij zEB5P;F=q6S=`^Ov_ef~PC=MQ*_9z%K6dRvZ!{)pM>EAkb%|Izcxv)?g*7CSS#dfXG zAl&iK5$UibT$;Bn8@oxmk-N^Ua|QYq(3sz7G+Ukk_N91EM!%aaikoT2`o`;}V%4?d zBf)?+`G9J^NA!I3;$e=z*P;tvheQt<0tda4#xigkni1%tY8yGJ4aV~Me5##w?vE6s zR?=%RUyOTfwY7A^+r*ZpXo+L(N%;gizZaqp$PJ0>s^>}9hNBv+fm?^~RDTaLLy1*~ zUv~YSF=~*xS>k0!vednfQT}b$RDZZ`uT^wn*1gr()_ik(U!wZHczySh)u;)@AH^CC z@U+jd7&x{njw0C?@EUKQqG0H(h$2ns=X&jj^5(O1wmKyH<|kPvUA?uU!0tz3KkLDU zV)PO0It`Uex1;6)Gaxj^W(G7G>{PZ1a9JX5PA*Y;g7|&0bjP&ORe6AVhfz4ZY^Jr!_g8@ay9z5K$m7nlT`*9aY6?+($uJFait!+Sue8HOSc!P}rm zEaj29QRUT|+|{uFto~!hHy7yRTlZ~zpDv3*`Cm*~Do7ZB5y|L?n{c{c@$Z~sDBDja zyRMIttL=U%o@FjZ)`7(0Z17^yu>D)tss6o1%z6^YDEf>z8|5#=!S4E$SoU&9j?1#* z6_;w|U+qE8%qy7p*z*AJHuZhp8YBSgZ~Hf#FFE>0X?avSz0pADQPSu~(F zA@aW~MM81Zb?kfXfP%6ta!%)GJ{F7*-H%?Ab$Ys1FBKEQMmHd^^lU|72(VNu7LBezg&9RH#!Nu%RM&C5o;^xtx~M}cjB&)} zB@Im8MqRV#Sdz4$!k!whv8dvDOV-Z_r{%9Ao-Y>`!klk<9GIarN|fSIIaHQW>euy# zmhR78j+zhJvHw9;#fU~30G`!csiw~%35BX@v2-?;&>O&f*?dN1R^C9h#R;Y{ESWF+ z?b|RP40M{*^egrtvX-q)Xvg0qyagC7C&zD02v+lr7emi^20hNfBA~yo={l+A`$EU; zZf>q694XdFZZ-t62_HT+UjFO+vPXP37hHJQdM%10@%)oz#Ty`gdihBDE6P420(7+y z4qAA;dCN;K?sqno@^-$gk~_xig72c7cA~W;g79ot1pAwl8>xUXJn$O?y!xvOPH$RZ zR*{MePtq~EoktOW`Hjj!pQ=RV<2a;cRY3cL;~F7o01e#213Y?#iI|lv&+yW&-;F2< ze}5?|p`}NzCilTXZX`JD= z0ukXLu0JDiQAT~j(o_BC!B4&a(*p4Rx$r3+CXuHOg(64e8$qAk&mriNC(fS<2V&)L zKb1YkcjJ(PTGzd;SmOiviCsUB=km$dIcE)4xenDCY64UUHq0q?3$RdPM$)DZZytAT z5z4-Z@#SmDKWf7!rowM0-H*RwQmI(uUjl`T!(vJ>K>L{dBPsfpWd$b0+B^1JLjxeZUpFJ4gh34UMcvby zMw|&6z|&zeD1M!8>pv+;HU+~^iGgT1+FqTTJTw+N5T8-xo4=Aj{Rhnpf9J?Y{;a_`*^Bm7xCq=ga;xp#D!l3HoRR zLFIW2)2%-vwoqYRdK^sp0w@uLq7@6((%-@2WNb;XwnrAtREpfQB6XVTY%w8@dUwJU z3_<8NrE!BI?6EoTnuaRg@)Ni$J|*oz78VE7n<7*mP^B*;P@Q&@>O>bA<$ AAaZ*&cmKHE6&FX$`E?4Iyr=4E z!_}Jq-}-&Zk_%yFtBcrHazhh)I6(348ggH$@mN<~-*SLwhZG@F#D3@-E;;NG|&s)chp=O8D}OxL;t}P!Tf(y_E(@7Anq6brtCM z4$mJzw_#W{>8*AU<)1BD;QCqdliZ+osH7g1CAs+)xN+h!k@=e4RT>o=DM z91#J=8Nkg8*A1rg-kDL_b;3LaC#0Lzh4E!uzp%c&1oQf`T$_Dq)amhBPsYp&pMZVe zsq^_wmH$2G(xb#t$6{>G-Qu-W7kHrGIimgr~h#d-jPiwXdmN{5mgJH?mcy9y4J-DIh7|6&XVl1b4x zHktU$?vT_s6d@j?+k)kZJ!Tum?47E*);yEn>+&FsZwypJq7;RjkR;4Z>^F~(>PfmH z+_Kjq!Z`$%Rk{;8_pUS5&wS^K>W>JB)aDcFa_F)533aU3|WSRF@9r{wN&&a^!G(913s!z(+Z8 zF3L;hSFv750eer|d-9iRx=6(&G<2Udzc_!RmBf%o7InJLc540ONKBm^B=nM;q%O~a z%5#Ypd}SXKjb*yt;PGL~@jixb#MP$@oj)cf_dS{ZguN z@r!GL1eDYarBDt|xw7iZpjp8+KZk8{jRO+Yp@H7c6JFA5xY!5L%m?qqJ6SlGeg<{! zM$W^<9NqUE9xu}7sKQ<<+h)(}Q?5VKyZQ6fKIc1Ax;(4XcYjXZ~X1VaCl3K^J>vTTUS?>qkyTJ5Di@ByKkM#8 zR@Er)t zfdRX6^&25a6C&DG)}rwdqOJK0vTe%*Z%&@(ulueJ3xZz;pRC4B7aJQbHlNl7L83c7 z;w>aD8B7sB1o8a3SPuXFVEC{hd9zpRz7}hIYMeM9tRBo1RoC~`02p`; zFYzqq`ja|NwZ;S&OskagW0>H1n`G%%ndE&~;nsQ#mljEy!}9$%Os6_|u<(VgPgEl9 zptg==TzP6^Qgry$QD1sG5##44A7bK!`vC_YA--5=u6gkSVX1<6Tf^4`()Wv!+MWlKmzZpAmL{x#pW`fB*P zF-40+NWcjvB^j~nIczfDzqL_2j3?gwjOo$UQ`LLLr_Ul}|9%}mS_zZFWgMVnH8MP^ zr;t@A0)LpcasPhzLEmaPE2HOgZNqmI(hPv;IuAAPWI^%IN!h`4{oaPni{Ea1ef4RFvB7+ng)$U{-(F{iv4JUF_gbq+>@eRr~&% z3D>2H(?fiX{2;|>D7N10pT_9to1eB^d?m?8ZvqNBoU39*bz!Yc%gkYVbs`VW)JKcR+y2X7n)h$DUl18Wa zaCXKoctN8OS4Uw@_Rhrg3dW^MuS~eFUoBAxwa)rTqjC=HYe&6yiNg36LQHa($rS1* zB@=rwksiww6HJDtyNDfUZA&lT>4Z2pYqIbXV%tSNC;$w6c>!do%QT+Q7BKutFwLNt z;*~_*Pe)mRw2e5Z1{f)k z4hd;t=SF3K7<9?TOIjHhadS$h?{(j+I zlwWT>)=i&&*01q8SA$QX*M0hzW@e=nw;7cuYob1NK<%et=KxGKWthX9Vq^|ftgsqg zI=ef$yL#d)N-9>9B8|d;>+m-9+}XH|F>aph-O>1Tk~M00*tC&Bgs@k8fK17mZ{ti~ z6%W0M4-9*HU!0^-HmnbYp!=L&K1}#lC(|k)n%PL2sW>cBY-=g&N~%v}b&=YRIsaR= z{J?6Lr$hovKbwAuv%Ycy{p-`MNI%XP_DngUH|g!Ak^O`{7V`3F+27;o@u6|v;T=on z=s!RiEtX{`TSCe?thDX90UF>HT^Fg}_)2My)Dt)2wm$bv4JKPl;Q&vJ7KSrMFqS@+ zTtDpK-nul>t4X=(A-+dOa9nq%+m{zqb-R}Pzs4=ivj~!GZ0T~@`!~sQE}Ca&d^q4+ zF~TC!*>z*S2lt|nWBAo7nQCScu2pUlR^TCRG<=u3SWR?2ff7g#?NHH3F?o|mgE6;= zOL5-gT*yG^W6B+$+FN!js*@);-xXF=q?UG+nfSr=7GcFD@wdjcPT1=UPNPvhhNJf; z&k%Qm^HbKOUT@U^iFW@*^!~Ru;y>B6Q1y?hRo0&Ep=m5W{>lWfd!2Zlp$F2vVYGsXW*nEHb zOu}mmWBp4Y0jchH$oz_eG*X4F;DmSSW%l**?jzA~y?vjw+hm`iJ@eBq%nN}%_&2)B zC@;&-sWv^U8m6eYnm{lmZ?cij-r|(h_YBBlq%g0uY2(TJ4~7M5dV&e*D9>x-q3I8# z%Zmle1f0?!k@yh{@Bm%QQl$LFa54#QV~D(!Rl47P)S_ICdiq|+MW6w3%?nb*Jk#6j zlU`P?!KHVQO>xG+LgzBwI}kg92KJcjl;9$#t-UG|Hg6GaB1!dhZ?pJ3wV)h;1obd(p(bmkiFM6ro)B4C#Gy~ zqT9c3&G@r**^gT>^zInfT{84+@|nl?ppTo#9dGyX>(nfBU-vUQ94m~r~SR7LD=~eDP-|bGPhV^ zp%LStWd8f7Ap2iJL0H3n+24Yyu!#@TJxWu#3Krs-rOzZ26P$(aK24i>4u?M^ydZz~ zS$^~k&viiY^nrsAae>ZN*F0tTTUyQs6{E~Xq25_xkSoLEz!AzKP75vfZql&q=Z*2( zB$q={6izd$fhozgU5;y>e!F_CO#Qj;F8BY?YO3h{dZ$@Yvn$K+{lxEXesKC^b-V>& z9@t!fhDB=T8rxoSF3C-2{tKDcEE+tsD+Y1nq4oQJGPR<1Iepw<_EtSG{2Z2B)@ZAD zYAP2)#J_QA->P}K97yfVQ0dm{(EA|@=VEn>Q)q3~*T(ty`fXK{t?J!fSp}iue*&7H zEFZ5f>wmi!d=ADH_1P8G?eA)HYv6$3Kz@HX@SNWUP5rQ&gC>Y%GxBL<~ZVUh?Wdu1P?F-m%qMz;ACl+3FbxWx^*j2qD5E1hC?D z#=+OGGC&`VRyR}qQLIR`rx~g$p!x6Z+*vluxRYtV1rzel#`ceJsl&@^4Y!28`%p^x z&8H`BJK$6dj5EfkHF)j7+3;R9QKS|SU>dZ;*lky9N2$x-Ot3swx2fwSP*=KigCk8dk`H-Tr38ka^>vFstil7C z+bBua6SLPD)ufHPc0|+SxvhNZh-K2PJJ$Er=KVJ4)H0n2zpsx48!6U%3e+(6HHnDu zg`U)}lToYKo>n)TiP0>%lPr6#S?UKiIEwoa0ea+}=Wj&0Y9+yR6g{~~G^w-2b?@yJ zxN{}cYiT04_Lk92eiB%RnI-Ml)Txf?5d-ub=xdYd32zL-mi||U`4Xo^t9#VyGSHM? z_gQ$yzBMfwAxRdyZWY5>0b~o~%h<;wLZ%^<)h3b4%||#!2q@Z1mgk%WYMZ>hPzsg@k(Ds$PE|ycKKD>Keb#B`%eCIKJvG7K+ z;|1%;@ajr9^uJ3HC7_b>+wll(J4Nz443Z_$o*XqlM-gUHrO2_^XV*X#M~x zagwJQp!qbIY(T;rx)A4mM4FKj;WWFYK@Hz%bEw@^rqxf5l;z-+g5$y0XYamjeQ{86 zJ~ucbhNvXh<0+Hcc8N>GT}qYhrbN-qvqkTfdX@Y*GT#Jsy?9M-IS+Rz@J05W&AcSc zs?#?e|I-8cd13=LbWQ zkXaJnUyf2_O`{7)k7Q&neGS>fshaO+ny>yV^39F$VGcm^i*K63sKvxWc^Cc3o~QfD z_l;mNT_4Ejf`oOAEgF|X^yZ45;RU44*r~Y|p0$h`2$Ia2o%tZ+Vho8TChBSWy*eX4 z#@axyjTjmt(9#`vn_Uu8`Jc}-qEe3uvl6aubV6%kB&MqRT#a_6Z0g&{ZFepq~qDAqUbtlqTBO*{$*_| zUJKvgrpk+&LWX;?nqRreBku@W-(*4-*F)TA_KJ?R3MvCF`ok&>#JV!9Z^_+hDZgDZ z1xwMs0z<;uzU^dfH@|%R4n&}cE7Zn27vNx**%_H6?(V?L@+&PB7WilLUf?aiPWNP3 z%ixb!$t>p%QLc=D-kKM82G&4Ob92@gF`2O7<1GCYntm(oL1Fe(eN7|HHagi<`d(0 z#rD75d3h2yEVPn2d!KP$ncA>X7)Vt^`bT@}6n`BK3f_EX4Pl*?m$Tf~2aLj5yw7D6PBmxPAI>V{K0?Ibf%yBe?i^KbOR2_|>AFwbh^Dq4i(A8t*6y$~Ow@ zmtDad`*FiWBWjeTKZQSs7UIm3?<6n&)qEIO;^~5UjKxbZu0dZ2XYOY zU&2NgFQ_^ipSWhKc6+PaE+`x*)h&l?^;yT|lAq-yu77<2l5GfPS3C_WAqJ zrTpL1asV8l9{Zd;zan`I)uDZ-BHqV%*I&TtZ7ki+QS$E6vPd7XZWBLl+8x~EB8dB% zTH_(t-_h9F#=dvvVPME3*%D1#2iSc4JpzLfz)IKNchR0pXgpjuA*cx@2 zq)1}YX+BR3Y7n1_pohVKtPI%VV<9Pi`$eXJTc=)*>cu^MkGCe4W%2|=^zD#nUQEtA zd*u0DNz>=&h+Q+ zianBHUU_^9aT520bMzJG>x8djCnLD>rBR!q{A5+9&+`UHsvf{a^ZP$r#US z?Byy@;P8!+uFTDgv~649uGb44{^Zto{Jq`j`YQTo@6$trz4OB+rPI|3QFv_N5KE!b zmx>)Ys%H8>jtLSQ0yYJr*W`6#HriT{%l4exxMFi{<@e!0))gtaM6PI9yrL;vKi)DVQo3GBWpy6@R{mznl3WGYU$XRZZ!n=V6Z&-T z+hdhyQk};LzZ9@MS7BiUz_14W8HDH8pf z1_}O~iYk2M7KLXWlcESFE%&v4sgg_l9@XsC;5p8hyzjC2jvlX9|EhuO#3Zz6>O{cl z8$a+0)UIfV)bOT(2rW6J4j;ry$xVnHYA;L&^PwHs;63zAF#jx{0v#^$Pp8(`X7pI} zAq8|SQ)}YrQ;dne$aBVk1T`2HrL=$c^#UNAvhni}TDqENbvn{6&IoFF-dl8h+)?*m zTh@7ZCImQt39pATUpn{Z_c{U3f7{fJ_0wGD+l^^f|P>zn*S zjTp3of|$+LgaNg)VwZK-EZiG`?ghe7iHD{;PGsmp{G5 z9iAwrp2x4gy`&KK`$PjcQfy4zMV787GE~T*jzpdR4qCQKK{8lD#+F^ zq+wTQ5XJFcjE>v~#Yerp5tqfLogXR}7Qz1@%O5<5KJ>4#<(dA^7vmfOi2ieM@$#O) zP@7x6pdwNE4*Y^jJ4Y!=)w~ZUTSX$yzj}M&EcIx5n+#J>uAs6@>%(?|x3$TLpKela z`sTff;UvqnWyzADetCIwLj`u}(BWjKJ{~ll`ROLDAwy8T$&`2o;g*M^=C>tM#ZsuP zj{HWpd>dp?g%^G<-oJbae5iABUYv|Sylp3#+*))C z=YRPn@4F?A#aC?nJ%j-ALddikWA+dk;GHENZWHs~e0`2?>2l!RuH#PoH!1{Qu!+#} z*(}*LDqg+)1TyIpK@NEds?O$p>KVZwLz znymVtik1rp#irn=xznC8qp{yJaX|B3<6jfqd zX(ozjOlu`puI_$I9f>ABEQ?lE#3zarzA9l1|E9gSw9WOVC=J8BLOuPi=H{VAxUoSd z{pcpqio~rb;l8@xjqa7A>6nfv1`o?@c*!lITXqbvXx~13S^F-HPpP^eN+KGGf(=d& zLU}Hx4!z6B9z;lto~?L$d0CG8G=6AkY3mn+DSB;SQk3S?H~4+b6wKqXF)c5Hu5W*B z6Onn(cCrPHQw0>3R9><4B2XYh<=>=r3T3f%e7*O6lc?>PFRqYrGybyQKeQ|<5ew$0 zCc_5Q5sL}Ei*9`qP`sO2`47pi7*V&npDR~8H6@^; zj~?=5%6h2E5;@*`H?s~r7G9so<({kMvxS$RSY!j4;i*FeD}$eIpXmwAo{In))pKxk z3F(vL@)^36X?^8@Ue&LcHdP^ID95#xjYOa0BMl)0Bstlk(_@Tv;PjT%Ejv60KC4^9 z$At}qV&B`@Z%ufb1<~;X)xU?p>8oz+sxeW}Ev|>I-Nt^;)JzJkZH?m6jQW;{Rpp{a zm4Zroj1Uy6iJoXN)`DRRS9B<@bfBa~wrsC`Kath;IHN@>%`R5RL4YbL`xi&I;g-R) z3Q!3_$8HG9`%eU|MIsLBF$q+Bnc%4M@YkcRu^>5b%tbe%T%`futKbKSQMt>ZGHid0 zU|gE)0U&X~<9xnOn2#?8Vu~Pl)EevgT$G;& z@>MLyS&!`~|L@aFw?Cqe@~GGyq~L|CP)~z$Iijdp6LkT1A0Y$%(|3G}mQ5ahdaCr9 znU^zu6@z}LmpEhYzX+!}%8A&uD1`n3wN3TgkI#jlFlk_ngbTU<(*i`t-%$=zt^Mgu zV|n-cZO}K}bS`}a=je5?aS{&CEme)h&pASwh3citk^AVMG($0_x7KBtla+<3)%o~R z!2IfN(+@yyK`WW>@+2es1dGb!;HW60yw=)MByUAv(nn3Po;^D%O#=CZ{4A=$B^_>h zotYmxmK+v9J-KM1gU0}91M~5v8FpMwG#%`NmnAwFvXpmrU~v`RtNK)& zFF?}KSkjx?2k5;CXofls`PO?UG%Pf{M$ckFC%(i)s`eTCT`+Q(G6;xPkCr-A zM-+^8*GMMBLLWE$C;eE;h@e$!M;YDf2Rm>y z=)0_X?$*J}xek4cF~y*|jb(%a7Bo^r=HWyoEdWs%R(SAN{_58->K|V&jLF`cSJnm5 zq;#DAxPQQ%QhF~_iO1_izNn8eR+DuSkw!c8riQro9PBWx?Ry7KS=9y$@ntO=Tj%`) zE9{#UR6!xHeUYl$EMi8rn#F?O2{m6_MiEGl|y~G`T$Mglvh^h{7w4zF2nt)XG@<6Ek_FsO{VNHNH93AW$Fz z8UhxdZIY_f*v|a`$oTcIg*2OqmVz+Zgv?j;Gk2GI4X)GWVVu=8H}T0&WF{RCAe4+- zN8pAad#lg957QEikDd-Mu|rP1_0?rio=sMJG%5O1-k_TrPLrD9{{=gv<43^e=Bwe2 zj~^hdMYQQNuh#&0+tNEU;ZL@z?ze_h0N58huhq&x)BY6J^24!>qrhkFjp<#+E5Gi6;# zQdyp??zX4>j5Gbb1@7z;sYB#al_%(L>Z#@SWxs1!sggM_ z9qiArS=wr&60*x#PxrYo+&n9O7&J7Ug?NoZl`io$NPF}-UT@?3HPc6T=Yrwy&OaAc zC!-hTh*4pE*)>C|+ZG3Q)9!5lMUORCPO%_hX} z9Dw5-l|k3u@5ZtpLV7D>Xs=mN$?j7{z{6(F??c;z?|a;Krc{Cl7=tF8wdE!F6*Cg= z^)2Pts0+{*W#ox<&cVJtsZvt4_4_pvxs72DM`{SVrDvn0m=>n5XTMnpKx6a3k9>Q|ybO(Jz3f%fq7W!w{kieVx_asSCUtUNEI zd}b-;-_6?xh&*yg5LV{rlqE+HshM%Gm>N%b_Cqb<04a&~Hu=XK zt>QDfBDoktSJ-n2Exj0d;MC7X!CuE3T;;!j^fiBGz>jvFcU%FiuIYn6Fp~Pjmz5qk zea9M7SY{lea-zaxwd)h!nSZ8Ud**FotlJxFz}?gNROXhFf&n*o)g>uykU`20BlV}c z{HpeDcyhS-8ZE9g#*#*@5(VsNT1eYIzZHbZN`1rJf$J=?Vd57N1qBekWkcdtq+5#$ zoMzs;;O7g%oD*^fkMAmLi=u_B#**ZA(a5j{siBeV6RWp(1_GM>)|~P#PyI)0fPvuy zZMIO$$|xQ|{ImrW z5D&*5+Qa(y%K%=u?u2pH{ztTz>FJ$aQ*b_uDbI+(TC@fs7+K2c-{E_tvmwjyjpkqc;N?* zLtK#M@9}7hra$vk#h-i0jjJHO z)S)BKX$(cUY(>^l$!RmAV4Zs)NG@27s~~mI694n=rq&En)XUOHa3V=K-;8Qv9~jp- zRaId~2cs~JAT%l*U)iNJuc%;A-QyG{Pkc62OpL zG%-!)HeW4KGqxo!InaSi?o|*NIig->mf@eRb5ZT`!Wcri-n`r>u6*(Da_uUM0s66w z_D6jgJF7#d7D1t52~rX6{MUItXTZSsMpX8a_kYsWf$I3BlbCkoQx1QCrNAj zSGY78eOM^@u)Za2<{nD!UX*EChsc)IQ=$&vfr<8wRzE^y3Lo7C9>dN~0m{(*~#cYP_D*lCT< zfr!HlG7AIAMvBy7mE}*~?f#-IQEMR+!*y1RfS&bQo<^>{f(0UO3=1l&{HUxBQUO92 zNQ^R@`yKV+BzrKjDS}3sYMnoBjROt$w@s)>dqE zCOiKwm+rTWFx6EgF(pv_Ayz(MP?duho?waA^=QFTjti|*vVy)TBr8|>Jh{Go2skbZ z4`mLzUVZi;Eg0srg?tJX7OD>$U-jF!K>4|o_M+o<1;6czFvi^LJBFA<)An1G6(BeO zfy6~oV!Gx1a;CB<5{w-0z(@H+?m2xE>ph`ic}+IaGmSWz zmmC(G)0^fer&x>FdS90th`-z3=S{kCx8m*BgAv1-6B*XNR95b|G2L_hgt@JZ@<6P^ zp!woRAsAfn&r=sTw*4cQcgbIHd6p<5b$UNabWOd-&L%pe-on!ZnT2L#N_Ga2{hWLA zE*3fG_;7#GWIgLeB`Fbk<#(#-a|XAV^S*wDLzCT8-#TOAQ`v65K`VaEdOfKm1%9e5 zpJWm=s4R<KoNM12OYf7iHLpN5sk?rGdNuMI4>=CLUt@;7Q=_DfMwtJp?>=<7O^m zYyW2^PuOYzyw_@_8iS}&<}Q7R2|jY`JaSuy_`MCPpd;fGm|&@Ww&eTgDMZNh)T_<9 zchFFFq7S9~OJywq1G~ZG3}M_8%3xe770&!G6_y`|XuMnj{8Na;6t;dp+gt~tJVLjX zU!1Cxh8T?GLYbQwz%ZP~JSpRh_i>gvLhYx5F!MJluN@rhkU1_?+*}dLt}u5CaywvX za%9w-?+D)eR8QB|XmM>#$exG5HuCJ%I-dQV5^B>0_uG0`jZ!_hyJ`+5#cefSoh%Ze zjCBQxs+kwZ?5&NgL2O!+c6^>27VFfK)NW;*v z00j9IRM%zto{V(2zBWEj4%uX*yVBmEfPAkygo*-?hfbFLlBTbmS-?|2{A%#=E_{ zZ)R$~Z6d+!+Ca(O)ZoAalq7jHhTIZyQ+b1L`!;MVF6VV6nr5S}s&zO#wX`>Y zQ%JR0R6f%LPWo*T^CZF0sUq8SHQ7-*#b^1P8m=_oU2cvR_miGcjGV$4XXGp;y! zjj(zw%LJVye1>qj&uee~938sR6V&$YaEH>A=Fa^v?R};jhXE%_M(B%>o$_tE##h?r z#Jz$i6e^_&3=u&iWu@zOOG5-^dUXvOnVyQ10npn1E-pvSy`s9^>16}9V~<*T)nEpr zBTK)3p;v(naRgbuvkg9pIglpkbR^OL?iH&{xT@zY43O)!)ITlPQP-xlHH&%-4}BPe0sx9 zYdizlPv!LHnQXxTCetls93s^5nH69vUxdCNT2V-@;N+5)Ws7O)qQf_`Q-I+W%FYMJ zJs$%y$9Sre$7o*nw-m zi=r{KTwUEv+gIfpYKZ5$v0bJ>v11jEVDz~N5ko-{YClvL*e(%uOq}|G=~i0`6`1D7 zk4KLV>kkwIDejALYuY5@VPO3$2e4GZ65W)0$+D9EcD$eP3p%`5JcS?mx0T^EhV&EG z>wP6#q{ILht%r~BG-O4`+tuv)Ylqx;th5$OfNUC@%CPG4iP2eQIiY3_k(`2vasnYoLc zV5+6#G$r_J(_xJgfJHY6k-0~AalCF2JV0cd7U~HYepSb*At9arX{cX>a_kzm_t2O9 zPWHdWujpy`3KEUjLYfl{)<@;o*dZOduu3QZ3CtPR;*!nCQE#XCl`fEtCi(G!(wNEA z$`zJv&qLPjTqMKme{T}<^Ny0sRvTTUW>pMeI)2)iOfGAypm_74B?mRDL%r96z0(*eZz@-*-8&nVhu9)n?x`#YnkGD<9d{y$T{YR^-NxuDvj zYct?FP=Qj8}REonV4R za+U#{uJ+vK&X?fe#oB(jMb~q*w}KJff;IZSa+xRn^sZ{@9dCbaVDaTJ`d2+4xZ{Q= zyqX!;*Y!m@^r#=9!AOQfpn4gWQ<#>8s2|yfakxX?&2*0E+Gdt$E7MJfi`sg8b)p4$ z$$pxd$|3!k>okyVY`l`-x!_Kk&*HoZDRUs`*DsAJ1e8Q)2@?xGCTs0}HDMUmCHVT88fjOcH1N7x_r24*x}7o&eov}!H8YFV&VI?$__uqHMr&uUeFQl)HXgQss4$Th zdRPZteZ~tIF%V%}O|){w#2{Vfu1@@F%F5Jx6-Qj+M0Ly6>WL5Q<+HxLZ@MDH@4=L* zSJ=b#-EMGW)+3+evVef4@RP(}uty{LooJ9O(_keY;pDqHkmS(xc(u`(;*u_Px*Q(E z_!~O;;95#Br8f(V9bOf8-)KcQ{!!47Z8 zz!t8~Djd?76wUu^ULHWxua0WxW!drE;BCrxjX)YGHDXhY)qGv$>Q?$|o+Uhh-R@Md zl@50A27d_FO491Xi%&ycLL~-(l_C-#{jOvc{Wh)P*)J(WCmlN-j=>i&z~L`$9GsnB zRv|Gn!RUGQ&B$Vy55noNTF(3TE3VYV$v;mH0v!P4fN$jJ6w;&)YwTZH5r}GC7_B$1 z#Y|$xGhrH1*1lK$LgSi>yD9&@|9zHv34Eb<_NTj%m{GwBEc%9c&s)uQN+(RdaHD^i zyFSt|6617U>cI>gJhH>~t6V|CJ?HjA0Ulb=#t}a5eVpEN+LZ zV6%VXj<-@SiG9rzR9d9eVo9g}`_@O&cJKqu1Q2*xM{ehGb%QZJD=uWN=nO z#;G>k9qE$WCC&@8TJ7oshjKMucm+|hR!oMGRwM69=IhhOwiP!bL6|6!)>TE=hX17Y zEFv{d5lHg+N#K^$`*r)qD4IY9Id|1J+xEJG<1&5xO+lF&~Lt_+`nsJ{*O}~+XI@PDN4gs( zikM!O)B{x@@WLJK(~r}}`wQ*FuJe}u-!vR{$ZHIV&$0Ko0L0LfQ~7FwWt`Eq)O~_s z?N9zWi^}ZUa(Es%UHV@sPuKth%rKOFAk~ILjPy^tCI;BUe%EkUWY}9 z63~s{rEoO2r!sZg*?%*AFMG&r$fz5IzVP66Z2L_53KDcBt2GI(ag{)cC{K3-HV znPTX#F99keyVUfMnxJm-y%#nzwm=W-a{eqZQ#_ohRT4L#m-a+=n_kqIQ& z>f}mVeFzZFj4XXGi!Y39UfncsLm30HKVV=H2 zgW(9mSWsDzc}lJive8i1Qa zw7xtJ$Zopt9qKLBmYC3x5}qUbX-QFDx`kutJTKS&_;oKe{zfj54v~Dn-7AALQ6xR> z)-yY=4S+o_)Q7@p$O-A=_GZLI4C4$#C)TZ)pAJ$;8j^~oG!jqFRO3NX`g~dEUlWyg zXN)CkGd8CY{hQcT7!z4CNC)A6xl=~10V^ghQ4v)4*b{mjz${S^LEAUyV7BkIzQ`T( znRGnir+b}wf-fWMC`d7X-SWbb_KvOm_~<35-EHqwggyQ1%Wl& z=I8xWA&J|l03k;x_vbRiEvByP=!7z-8x5B3Prv+J9cE%xJHY(2k@W{~%pa6DC-dNx zrP4s(*PhPK#(BjeHPQ_TIG@^C_Ek;h{{WnVH3@RA##zlv9JF;L?xlX{Y^NI&EL`MC zX^TyE^@~-gbWr_7%-kw0$)ID8ezy3U^LFN+Q!s5pi|d#WXgThNnww~ zPJ&e#W4mz(l-w*6Y)6q8Bs)|M1Eae3%mZ|#V>Yt7)3%&0@6J0#Pq3*awESj#sO1^t zwK8xLl_Y9qkt&#QB8=NLVg8wU{JPS`SFa-tvK|^kAE{Wk-j7?j$%O?+5hmxTg&^QL z(NTi*a$MXIwYzr+t8{y;Jvc}ZhOf>PCQ&z&pFbn@bUyK$%{W+;*(FcS&cCkHv%+_dwz_qituE)$ejRaK@&I`xclE{Zy zxPMDSbF!!vXK{LS1_7n8FNR?DHt;p{Ensl=S%}M&cjr__(EZXKn47Ug3nNY=RTn1` z)cy0t3kUPO>vFNLMEt{Bx5gSU2j3eJ{-|LMpe|&DnE^wj0>ABQEhxt}hxl&<7r?vrU(~c|8XTQ?;O||kp+a1C%?26cm z|DQ-FF3NG?wqtSj=2hX8fJKT_Nh1KL8gPfAz7FfE5LOUsi9nnXl_$`UC*&)gzBhRR zjZe4NXXA#1Zq6pAXmWntqX%0>-q{ebcRuqfAcyAfe5ZddD-bk-5zJO77E9>lIs?mi zy*vthjjQURb}ppr$c!aNA|`a<%?}!sA65RU*OhegaiYWkevS8opg@ff(fkVTWYPPL z2D)7pv5oJ+RF_PP5M&BXjKVk9MT6C2z`=&PEV~ZxJEqL^{!3)qU9o+3ddB7l+h~&K zo-Qd-3}h#kh!d6lXLL>RUPgjnDNLSyZtceiJng^rJ!7>QbGUA@)s~IfFyuNFEwA;8 z(($>mq+zPyi1AZUNKBlU2- zuc>@k3hi(0M~{Na4?yq(>T@DyS6L*(ruzUIVQP8QIoNg0#D=4j_sDaMsoWgrJ6CMO z5(bjXmeFNQkxLev6#r?!4#^>lL>g6^0P_Jz8Pf9x5`h^(oRBO5W^IWQ<@KNmMyMJj z{GUMfpjL*fNe%{4er1pI(8{rFy((Py2idi`be<@#Zo9swh02F%2#^mxxHS-ukoHBx z_$Q0nz76e1_)X+}3KdEUHWLKhyTi|8Qz;n!1S8q$`b>e4M!IZ~xZKYk`PBbJGrNoH z$v?Qk{5*2I1Gn7Z`x~jmz<4a7b+epYUp0+z#<+f=8>52`+ni#A!9k=A@dGi5*-9^< z0#n2Q_g(&JS>PNTm&^D1_RV*+?L06el3`)LHUnrR8Lb@bIYf1pypFpfW=`A&6Uz%&wC`k^JC)Z=0T zd%pRmtGYQ_dRZ!F5(OVf<4HSb4q4z`sscZJHENc0E?e2$c2j#wt_=$#ECd+UBHyGM zGc<#^07+<-aBBX=1@V=uDaBac0ihIwE;r2fNS$p~nn~+Zj&BH5yjw)GL9kCDJ)LRT z#?C(s=T565W{JW*<4^}+rjrE!h)>czsCA4LC=Kg5jztQFYl_s0f>3$D=^n2^idgB~ zwm&w!{Y*|`i5W^6z-%fpL+|AKFd?dnQt#lEVi1Qa494%ln9xCg#TNf$V8p4PyTN1Mv`(DVPtE3GX=>E80y-#H z$=u2J5?W{cgk~0tIjF}k2m>ylInohy3HO>rd8E!kUKBuof2m@&mQxsOVP0r{o!)NH%#(EZ4p_7yIwyA8f+1gC^wfol!FH2$|%2#P1x{DBU0HzGOo|aR0 z>LEfET@+F(d?ntg(~6FY|K>&7ZE|UtWhdQgy4*|6$EDgLwdv!jwq+NKa&R>tgb@Bl zP$Di0{YF$)?c?^HpY`dcJ@Rv8&ImbFA+Jk>F0ZF3Cpen#%DG_hpH)K)qs-giS8YS$ z+6vJYszD^36E%3Cx{NidPgnp@A4w~6Lt3(%EJ3&X6$gH8}Y%k zvPY0(bpQUZdS|ESC?D09ogM^XyRB~1w~Oa>-zsPf<7jrbufOobJ!uk=`(oTQw`B3s z$^+Rm=Y=*ju1oQ~^zaR8>ofn0{t(gVMWyWhNr0H-NXXpu1(cFC0Z6o0#E_#YaQd}4 zLJ$_={^32itl~cuc?XZ2o*?8lB3gtI2GHlCVQdq6$5v)CkXY#ZRQNq>T!+MmNfz9n zLsv$8l>@i#vn zP8$Ab>+QB+qQ)EK+z91LNB=~*!2d#((bg9C8Ls({6sE6Ccyt)b%!wL_Dq3m-6u^59 z3?xscpT53Qlz$2n-u_oNDk<01Ufs9%kiWM{%`g%z>^!n`cX!!%R*@1-!)_^AcoifF zlPGEV!qWOuqPB_)Gix*F__gdnU)gr7%`WqRsbO+o-S2*< zNza`->JIP1sZ+&{v<8t$#%3=|@iU|RA4vQS94l8EnP=_##(wJ9><&Z=MywSCS?fV2 ztlB&9iL@k+o9dF~GXl&BLr-;*xm&KkA5~Jn1h2e+87A#}*XSRjqL4(O^HRvf>)&2e zX9vYH?C-Mj=9k&G-CFfl%);p7wyTSxAN?kIwWKM-yZf-Du8WTT%vahtPYy))IsL$C zOq+eq`E?`~BoiWZ(PXFok^tUdphjuRD@q4*J5Z908pGS21gT$udE_TL)YD@)3!-b8 zx4ylS8U?54rIHxZzkp3j8#{uzcnU*JO!dNyCVOJlzaxGvk(&GfLn3_q4U_fMAjv%~ zQ!O(eRMAm`w%ooUE((<}hdn&iMeSay`KNT}U6}oTp*Eb1zn<=)K$XWZsHtalq`)FF zhAqzHJC$$y#x|q*b2&kT9%@~)%CMPxvG<65otB!m##u)Z$bQmj!E|zq0mf5UG;t0l zg$f`NKFwN~UPLp1DKn4QWtlPq-MQrnl+*)Q*tX-I8mT;+FH$|nPId$+?j%66wB`Nr zyKsU5f4uPL_FVM+{`B*Vxq)%cn8R&$NY$7eVGhc&P2I9~f(ga=2ydA0b`zOl0uNNR zP5HAx$9z!3%aOMi4%ME`02D0yOxV)3oH#DFp|681-=i`r$$4+C^1vpW_5!?Dy^~W( z-8pr{4;Z?~FC-zo7$4Ao-in+H?WU*{B)Q5T(mEG|`QQ7Gigw>6ukz{&Cb89&7cc?q~u zz6=^4HQgf580F1vzBD_0a($FG#w&-ek7&UuKlhnVvM?s&ns~hm$P8~tx2GkVD9TC> zBMeI8BjK<3u6Io6zm>gi|6x2xr{Ex&_Wrfc+U}@Fk5xv@+)?i6CxjKMwwfSYW9tcx z@B|4E`Ivn)!=$4j&XYfvAYm80v5v%XR~ZZ(`(O;;7q5I*8BlT9D2wdro@?dN(9txU z-TtW*Q?XBRCFzI1Zf3@=1hU{)PGl;8y>|_-Vx_{r9A9j$D1B)IO7&w2N}()7$2!hJIO&f3t@4_1G9# zZ|_O5OQ`15dd>LPH`|M;ax=eo7`~6B*L^qTIW!JJe?*sw$?r8H0@Rm(XZV|ohGTw$ z!3#q&3tv?p7f>VEZjNLOyBbj3LNd;w+DY+TsgC%`8F2N?cI_u_<@V=J6o%USA&AnO z-PN&o*~K`?T1yZL9`oD-4Cd)qD!n)7b^d`*k7JI5M}L+wWEF*WH3&U^4lAZfif_4d z_U`A@bsNJQro2Xj(b^Q?Ze+P z^aB+7uPc|RT#w;O-M9CyP}-|UaOUx#3&pCm$NUoVcDg<M(sMD4MRHSrzHyo3&f6 zRDG9Is7wSqE>s?qGks~(&%fyOv2_72xWBo(H2T0>I{v|S+@GA(c&WEk=qJ^LsDWp& z@xf>ka+uBuq;=gd+zXvQJXyQm$`7tH#)}a?KUHgb8>l&V{8}+I5OjHq^nGsHa`MV| zYjFACjc(1uSyHmxEkPHF{&p4t4MyZ<6Y_K0vnonvi}t)$mhom{qqvRKioNz9-1_5P zn+c!y&8FLtp#bDOmGQPxUhaVtSDO_sTwT2%f9{ca1=rP(3l(8!(xOgi=4mn#bQ#7g zvUu)SpE2{Ae2Gn72rhf|U2EwTJtG+{tf{Il+V3Qce)3=*V)WI4XxBiF|{#X7OLWp!iwU|7`@O%e3;D`d8EbNCLyqlL}&vM{q!v@fT^B} zarNR#SUn0;V-P(X1Tj8^ym7en7l2hKd1AFgQipv8YdCPjK_dN5kw$18uaWUC^?SE& zaj@17K*vKyE3 z(ga=B{`^jG3)QFlT`_ahLO+K7JGG5SZv@b!73LD&>3+>glgv&7}K;h?%4YAM3sb*vUrpV5nnEh!m znQO}d>Ql}1G7YE=I>1KD7L~%q)D~sjrw}Nw4NCaq$AK#Q{8Ce{W5I~g(tGBZ&OM$> z$0`<=wxRhHVVNf~jgizbo7x0pRaiSAK|)*lK4A zr@Vq~MY?G#K{+&>^Haf@NXoH|hJvw!Tvz@H?Q2ZX1TNd8u1;mqCBZby%dp(+$g{Y( zjkp7;e4MveNvQ5$JG=2r3IO4k!F$@1wch%@4n0;V+G%C7gR=c0PlxGbxktEG3$vxIk-25tVJl7O*huoqO>vzcbncV&vmD2q@R>85>y_RH60UtLv*8i zg9KeyFAhmkK(H&h#@(o#`mtuwX3f;kOHlqH;vs&E(ma`q3yFqp3<<#$rt{ec{bh_N z1N{56bBprJrwl?;lkPeK!yAf7iQj>V{6j6ANk2#FB@REQ%}XKwpj3Do!z10Y)VPUZ zyTDC+qqvsqF#$FhYqtvR2&lCK-hN{3_J{&5g)u&x>a<2qg8M5P#j*UEL8VDRcM~l? z%pqnbX0_`r7&Q?&U?xaQsZjRg1Y(eqI7Y&Sjsg}$qPd?SnoW3fAnL8| z)YHa1(5z0Vf~{zA7X+D_6Z@y6ByMDV2|}y#yMtwa93>nAQYjqwvB%ruXL% z33J$ZuW!3z{e+A3vKu*Pd|Ex1*+S`$&5VHMeIbcnd7FR<&Sh}Ypa8(%NMeHHmpY2VXx!Mv_Em{4r?=p{b$8FlNvd2$KgwKvMGq z(?*U`tG5|XE5q2Vo?ydty4AObCnDJ#pd$Y9C!x--0!b8WYDvLH(92Jw~FQg5|oR5A{xV{P? z#WxBy-#i<2WoPLS8P$%|QQNZ1A?=Mk!7DPI{-JJt>zp~@o@BeFFVql1$eE9lPL>hwotzo_QmT2CCLsIt11#Kawj$i zo%URUgg^XuRRx)bb{sIP8937Gjpi#~8Ej|&mW;;aQ5jPiL_0SB;azoXy%H}w&%@CV zqLFqU_WMb)d|2_lvUU4KzqR0(abj4+X>#@TGu1YK63_I4AT41bP{yPtpb-Sh?xrxw zS=<`Pb?gTV%#5)gOF%^#$;aY$@94PAJ?ky_m)7fEGCO4dh8T$lQ`^pgJg*3p0$%Vo z_;y}5C#4ifc9SsJ*daNxt0p2FKlu>haqD*3ITc3XT)8NgV_I^Z$gpY!o*x-n+Ac%+Aq}2vHBU!Hhz%=D@i|pP&m(In1^IzumFTb&hqU+Bi zZK;QQP+IyhI3LI0!Kb+DyBgKp?Jvut=PfFCGzS1%4pyUunLjWuJ>Rc+hEWt2(4cy- z5rmng+HNSZTXGiJDwrGiDLtwe}~dPhy4y0r;;v~H)>u%3#m=%z0eJm2HlFLIrvxVoICo$!$5L3@-Jg? ztgR6K>-aaLwC-PA=sZuwRFUiEJUzGn7UQ(Oal4qxL5$cv3R1rzG-^NMI?$(!EZ>Yd z{xov%$USY*wKJR+0vSm^#H#=9tkMeFd6VCj*Fj-MEA6TtyM=OrlWx@`1Pb1B>82KT zwFms32z*3xw^;^)#nft@iT&6oR*_~gMVxo0_t*R8J-v+iYPbKLBM$pV%;(~z$wmC3 za`@UG5s(x5uIyOBCTW;zj51F#NbN2i31a>=z|vn76_~O#17V+gEEom`|6ChmXc_^t z;C8%&8rgmgJcEgo_WEg-fOy9?X2rFyroa8NwlPWz5F8X7Z+ zr>Zb{%p>nKGD&{!=PQ4(iUx3Zb)#~O;|o+KKS9P7DlXZtG^L?K~wENwiv3#8m4 zK@Fns9y6(^SV;=*^NrcgHBt;cWX6(p2XM>BI}JeupC=dY_TS#Q-bBscar)oQ$`!!2 zAJjj2l#Y4m`3_Pq-&=2+9D}%HgC@bZq3~i- z6;&lZ1yAQ_N5*&jixVO|0hpjnXo;o~PTLxAPKgE}Y&Uz#(xHAwMfC0FyP6)-?GJIo zs>a_QWsVIzNY|_E1 zGrE^$?mXq@JQgXcd8XI0f*?DF`*3`ZEflKq6HNy2gIQKZyK7=V%&NCpD`A{rAk&ecCl#7C=*k>XIx-#Lm_lOeNp#S1AbAni}7#H#`^h6QkJ%rl|u;Lau|k~vr?K{P0fKKBXI+ai8YFeALnlJU0>+9 zV_~&m+*;2C_);c~neRymU@xs4%O(4iX`s3Iq&3oq4Xl&5S25e=yNpy!o@ffj1{O+8 z4dnaqtW@Z4<&*+G!->=iKS`|Ldv&*ew*DJ)i(=^L2}AKliXgOkYpS;*+dk_09)WvE zLB9}Gt!iOzT;v#7XKG1zZ6{!Xe}h->1QO@5KJ6{twjAd$dJI@Vmgfg(^Xv!CWrB7{ zj=uc-O@IT(Mr0T*r+kDtas<`Hw3=Grsu0cZ%Bq{MrRGhm_TgsH5BYGTpcK;K3A7lOh{-Tmc;-ATLXGm6W#vKS6TC~aqo2bAXi4v=B_ zEJiGSDWrhHoxcy&8GjFHKYwDIINVt_mQS4QkUDsDth+Z{r z_Ei(z7OGMxc#161o~~$jE;+HvFr|30b{O?bqUXa4rf{!sdO_V8vp*v=xXdj_6@Amz zEbeOhio?>MtunCSn}4+tsc3mDeI0erS`?ftEGhliE|xXf{YS2kMVTI7d^#Q;d1oA{ z6_4)IM&8Osb>HX>4>#>)afh!&`8|CFDOZx(YPd3taN*-nRvJ1qH=ulGE}2}AkeQ%l zkPHJ_?h_?BT>pKP`h?v$f)Ea)md0&#+$(lbFTUd_>MOZsdGqIG$Gqr!XGrS7R~12m zqD1BJLs|uTukHNn7ydAzNy13S70rg*9MUjdn|BAV)&oZ+ZBN5<*X`8NL54tv4DlHRX~=F75&=zF2gsk{m0l*0R=&j zz#P-8SD6P2T;t0fsLiuPPbwlkkQP z(n|d!sUYePxD$L{7JE;b7>7*hdq3N%wdbRD&nDAgob6abckH3Oge`Ru-)P?x zlEi{IYC?X0Bl|9t85i_o!!pX8V;ub8Z6veq`NR4)*>8YYJbve$w-3LA&@n~I!Tj3B zus`AlIXX)8w{sCJLgz2ke@X%mTBUF%n=fg^xZU9CkB{~9)Rhp)i{3&7`24=A;&LAK%BUsG*j>G9Rw*Wub6%Kelg~)^MX+ zVO|2&aJoo2Z!b)!XsFeHtFUK(()gi{?Q5aZ)-#VVp=8|1>ct98BVguo3jIZkaQ2bL z)`|7?f4>W<|EzrV0f4Sd);-Io@kDIm^twb55so`)APy$@>S^ROjcVuB#=;$zxDrym z2$nlR+{>KJwo^a%mGNV^cJ+h2(VEvq%2PFQ3|bXx=G(cLCJCE>+TPl8fwW47F)%_1 zj_L@7efV4Tcmt5_oR!5(!5I~BZFCpyfl}G=jcjFY1x##a;=2YM$Ac=tcN2boD=0!N z|BCuQ_2+eO?5bAoxPIJuYrxn!vKg|g5Q8V&5?NVg<#RHMAl`!pwy0m_dUp4k8>y5` zl^e|l*Phrz()wSL+cpIJD0PaQFjCS&)Ny7vvztoEVuqG!1gKA57GFtd6y}})*JZNR z;DKICMgXQ}*at2DYew))sR2I5m#j-t+9syZ24&cnNy2OQR3FvI7N8 z8(Sz}0A7A`QU5`g$bJm8|e0^TPb+>$ebG=@v0!am)5_gtvvKgP(I@0GV z9n0Sx(Jr1_HMQW;6~G%>dG#tHe^Wh9TSF;)oyT9YYh}D4526O1nu-v*6+Da zAmZ(REk1fP!l9(!1r|?zgOTH|cL259eI|DNp0+Zber)Q6@?aaemjxsg$0kkAFxAR- z?r*b5lJ&ZHb%bHb+p?o9j)gtE{f+Q^w+* z>@}|_(s#}D#HUWOxW8ifY`vZT$~f%QgM>s8|mT<)635BCvD2J zygyE3rlA8qtJSK{Yh}NXh}xL%prl?|wJvmL?I~|sf4YnjZXH%f6cv}RBNhd^OB=?d zs9wO1iSJ&ES9{5KIMw0ufve@S6R zt)r;U?=gkv)T)=JMRp?a48s#2gXGGhsDL$D#R#_t|6_n-N98zX3Y&~m<|;cCeZrba z-#4>v3`nH+QW5YOMnj6|b!cPO2g3fNb*;7C1gsLz%YSeELYZv73Egs(xba=^UXd+* z-|T1E%V4LZ;Lh)5yQ@Q{e{lSo0fd%h$Gori`Jd0HJu@`9TPU{?{TQ5Yw_Hiq zeNeQ=QKVo7n^VHEzc}~w`j<^x8EC88<;g%?R&kHS^zzz$%+vUs%o4zd0FF4wwrB%KDeAj zXjEfAQ|}nQ+>o{0i_#%Fet?hd{B!^o3koWlw*=hd%$M|_@c6d<00*oaCcUY1%TtJm zfSYFpid>09Rqf_vT#$b zXO_I>RiyY8v||t>g`Ypgtu}fZeYXF7#p)1fj~z`xl}{+>@Qwkt!<5WPdm*^gWPZR7 z1seN-tvPq-_XDmI7mar(5Z$ci{otubMVyt70lm@NA=}3=La`6+GEiEQJFz^Ss&|eG zpM5e;^~tbvy64%R$gqem`xp~Xa_~gTaLiYx80oz%;0n|z9;OdW-~tal6COOMt8lh; z-Xl2kO)UOKMel4GCC09x9WpJM!Ucpep86d5tLMyL1$qk_zSX-3I$sXC1~mm<4;yzi z`5v1{xcc^|gvbP7^jxEcr9M3&%*C!~Jq^5PdS&+&D^oskwQb^aTavR9mvsa03f@|q-aco3THw7;OxPo%;C;Dr|*rkbig%_1SA@M*79QU>>!4^ z_a5MDoTWN_YzjT37-Q>6I9V4zjO&y1Eu;whVM*9LReUQsHbB?wgNWaDM+|;X1=5Ki z#`nL9VaFq2Zode|6yE1v7P?1%8GuE6Y^pgQsv=tvt&b&05`__EVT4b%xZ!yI` zQ+T0-s#=7&fg6TrC9q?#2p*fl>IgWD0h_*wTj7`8+`ww1pz$y65Ys0zMZb!#M@xBM z!0eXdD9-_W<3%BCt&p9*+Csvgr2GFwdD z!@bZ2`DM3@nSM6JNXhCibuCw3H)XA#2*ka0ZmLahp4|*tgDRz@xq>}b7g%{5{;ovT zWp=QmXo`mRsF=1}9J|!zoS1cMD^5Qm&~pcwm+U+T@A0n~B5*5U&kEhYYAVL%w&&o# z<5~f?k8c}~Td@`K9}4(LoHRFOTw`Y}NJN-kjPZ(P+68uOP_d^nbUnj7wQyAZDr~x1 zul`RKv0HcIZaTk^h$~s|Xo|B@QQVwJPW|OmnOo_J>UqdBsWmkRgI|GrAgi*VU(PvO zD6!)@Gjh#aqpt^2$c>T$gC?)1^nN=}+Mm?~LY`#hL+d{P@SgnbKL8yHmpSi8?DgbL zVfMaxU)&1N6Q4cJv9c5q&k=h+U~&7WRIwP0^(shabwHo%1Imj!DDvJ554IK|`pZ23 zz?A@quMDE;2l&eSe@MUQtseKh5z7g>l|EMG=?cq2wN z!MCZ=lfq2@e7Z$Mirj`HSN1nsLNjlF`E~et{(eh6#%gUVusRYrAUBtD(ld9|RBs4c zCb<%Q!SMx@r!2hb8Yd~`WigOlPF|y1?{=((d_nQ~6jF{eFu0$tQrH#Q_-72^EL@W6CT&P;BQbYMPl{+wh<8Rwz)WE#dznOyvHswK%py-Io+pqul-W+8zD^rlE z&!=hq`8~nxLLfQzmR@l=E_M?$g~*sT2E&s{U|@oX^~*!PVIOS$zPsbwR@N(OgsQFF zS+wRY;mw-no%7}?OwVxl(JkH0kB6F2qeu!;&goZ>RC=3#YImuJMOd$y6|^TQcBVo; z8%}QFv=idO1U{yoUTH3zR$rXf@({!XK{A%SYR4NqjulG&dl$$mQqH!t0HolodVW~3 zyV`W$n@-H&s8wte4|Fa0<2?IZ5lPZRt9T-gNTb^zZ|r_dWvnJ7baI-nnY#CUm`5RJ zh^+*5#qK{<|IpQ3DsGEnM~dV1_U5pk3dk9oSQE+Z|5KN_pCZ@c7N9%Yyg@#^OXod! z>7OAdJpo$j+D_vW>LVLd6b2^{{fVK6NmOME{{Q{M|E}UHYHaO2+tq?fWzh272WnfA z(Qb3*XV%x+6c8Q$*gkZN1@DX z8^TD)vb|xM{hA}=I{`}_mH@rYV2YtR2l2Nl?pf&Y?YSZ+I8^m++d$*df}Xz*av?HycJC)uThs7 zyO;sU5xa;H7kSfOj3FUQhxQw`?MrRUGk-e{n`6;$#SPnkn)6#!3CyHC&jiwk{xHDx zr@Dn2D`5t(+UK8!>=ScVZ*6nvhRJ*V8n@UtrL4x3o>ohpgeTp2L^e4R4vt(YKGUi% zwh(v(f2!dOgt*S#$ZzJI5SYa8RmcC9L301BON?G~*3iXX9SGiD>CSv;iwA(s7U+cU z-M%%vKo}5u5HOZb$Bd1M4r-2rgLaeUkVMpqy#5_2!cl!4bRq9XtXQB<4NBNDyX;Lq zzP4$g=Z5a8CHZBk>(ZIa(d2#=o-+?%cIhwcnpI>%nVoJP0nKD=7Q*PkflFDb$2lq4 z*0jIvs??A!c5}w-Qw6nG7u8Wthju1zz}v|qsqIi+cCYbTzBTe=CT@?#G~)Cltmfm;@}B!y9|BtRc@lih zon$Q0srRM&&E&{Tla?yXEp*zYYyVATqXHB+e(aYKVMOS#ZY|0Iy9UD{H#mC9dtxj` z`W=u*f4R*_7_}tuNwZRmB3NdB9Ux^&%N!ij-=g}7yxFFU-d!W*H#-!PPbkSBNN|`1 zbs~xe(GN*5a6TwhC^0Pi+--6BmNX<$`&HI$nC;5TlYvLGZ`b|z}Azh~H& zY7Um@|0mM2LV0-1*kAP`Ve|C}ma~a$i~@1#@2Q=$ngFyi=X}M&)kn)TVnsW*rNbh> zFCy>H6Flajj;<}r2DAp>KE{x|V!XW=kV>mGTn;>qp8EM3l6sTA(Y&!3Mv9*M#c@m+ zZw{f=6Y>2$whc5ihzGwT8?ZiBn3J zDHGrjL*19&Py0!z}h!%r^ZGh2RPF&DYbW=ipK6VdAAVja;V- zqSf^}_Ax75`Mb;S{KmEA1q#)6DQX3b{u7lD&**JYPf3n@U+EC=opAyUOh=B{0ZOaf zr;QR;d`M|mYOOFA-~Os6f?om;9_qO6ZOqno3zO*C73T6n4l^R!ycxW6pZB;2^$ z%{@xe*J)FBwxcQv8g)@Z62(hiv=BbOCGe6c%7?aYUihpmXZ=mV|L-XGmH!oyrF9RM zQ|yqc7I>U6SV_fNzm9GM;w6wT)^TJ0mHyoZ!Q~MzY{>{dOnY?>Kj?|^8@OVEV?>@U z6Pcetj2^cQUg6c&Q70G~<#7CO7YlLF-aMF0}uNBdrFi_t* z>l{-Xtvjl_mc!uR+|$%&z(Y|Yrm@F0HQ~V^Lsv|G3MrEM^Uq`Qyc+Z71pE6zP$ptl>RNm5ps}N_BCJajrHmWPw&_}HYsr5Ca+HhhindT1 zt!(vC+T%bY>PuQXI(JHR6b@dy&vOMKmZx~OveO^)VD=vbY zf6KSF5?2F{93)x-X_36%eri2(l4(!Af;cACRe)=?f7ZlF%gtrw@!jO~?JNC|ms7hx z63efmn)2S{*6K3iE5`3vw)^x1LLehbBZaRd$MPJo*0cSE`nJJ6= zp-D>@0elzRc<^CrmM-tbWsMYYJ{DiA%*v`~SgIh{3l9fWIVHz}ul5Mjszc|d2QyNg zv<5cUgy79FwID&H6p3vRO;%6?)8wm~{6WRJ!iF7G^%SNTVx*cWER$UZa0g%fIh3A8 zj6SHp43uTxlvXm=dEpJTW{4L2vJxQC*&>!sq)~e(sr~I{_@Qeq8BGDp(!=R$$EgL; zUuSaVU0eobq-BBr4Elr|5%=}oFRRixr238%SefN^!xWL~WZi(qVbGgrY>MrY{GO;l z`Sq^Sp7v7gHD)p|=;yq7DgbSqyT(xE2ow(o{G-X`_*Y1${OtQK97{BeV_Se~+Wqh{ zgy(lhKV{`?v|Lq{gBKm03H2JVv=H5GBwfy(3R=6rNi=}U4YL4C%jK2p;J9vo2&ljj`OGWT zXP2AG1N_tUDZ1lWV^bCR@CsgzsN^{i~VaCO9;) zr{ALAW7w67*IVzzx4E`Svi>liIl1Z5Mey38qA@B@&?g3`SSN~eW+ZUVv2X4~xa!kD=G5@pFOXOOA;W?r0VZ6urZ&~rWd5Yb}KoT z?0Z6E5p);zmQDQXbkPav0}jNXa2WAF6><5J!k$fu`=*y&0>e|T#@P?Mxk7zxk(714 z+PC|j)3Yke7H-)6;7PffYN2|XPwY0dp}zX1fh=lS%E4ZQfSQ~JJ$RAdMe@21VZz3! z+e}O6U7YDT$Oz|qwvD0-APi}@Z%ZVT)E@m1%>2+nd~ixWH91Pc$`&v=|K46_c|ua- zD+G7I@Fq_{exwHd=}rxrbp$dtZC@m){rT4bO7;i_d@sHj;qbCZBgink&Jp&7ISdiPXg40JlW7gk7#G>;&~r{>ET`@f za?G0*e}5yT?ggK46Mvo`EU8~>!vb6;9b;dlC~e8%VcG*Q$!FIX{9QxS<1qih_9w_E z9}#{Jmv8%8_iu?7<8+D1u#D4FGOE0Fo?&2_1ZP(QeIb-((XZ=v3~1K_K2+%&BE@p3 zZL`Wz!aymomIMdm=yYErCe7DDkfYq*y>a)wb^qK_h0b}tCo30lpj_WG0y=-jLS>~b z)ZNwm!ZodWrf|(UL8i*ics}#};BCL*&M6>txu_hzLn{^T89I8u;FUph|9~6?HEKd> zYiQh@;k^d=bUPe)&0?){G4`r*JJ`bO5g?nSXlKqM9q*fz7uw_kj8tPcf0?XU@qy5xw46=fkqJ52e1ORkXSK+-n`34q zBe@cCEZOO6Ai+pS_5N&x7#SosN>fy{uK+3}l}Dn5AnJYj=K@RpeHyhF)d;uW2O`xD zms6DDjPaJqkcx)y-uU#dk3+7O0kn{_mvsa@iJ+lc6GRUJpRE-A1`vj7Q2gUwuH=&k zUE2RdpB9}!5)hP=U~Abq$R`;(+hyx7q?~qNEyK=q!~g>deimf@0CA@BSCjK5%JBz9 z`>)JX{be=iyUxhzT%FyVtaCg~pBKoo%&?4MtLh&1aV}xa;wAY+`WmmGCr8-I-O69p znO>U)cUU*tj)I{h`rhSj-=7QZx`-of{7Zc2e|>m?zEG7jxIqyxs?xyXwouq(!brQN zfjz6cYqD^k<;+?a+n)$48?w^=Ih3|$x^1O5a}nirjIhCxbXuf6xiT0aXc=GsG^Jv% zj8?4@=3tC1>!rl{P<`9Vb(z^U)&M9TVFGciGsc0C(!t4mWmS@bMm~A%lRiTFOJYdg zP7zc`EZJrB2(GG)%t;FJn4jR{SOg7yQJZvnn5C75GWzlyUccoVmg|H-(a9q*bXJlZ z>qL+`zIO}c*R5WXL=AAPPyYvc={CcgD}?tt;<7X){{+y|5yM_*?V zr31HFqJ&o0Giyx_^dRbH`T=Iy`iu##9;#6ei#umliH|CW5_E2MV}R6%ip4;*#kBfJ zK36S}!Ocw9NslG+JbO8jA3Ofh+GEtK9lYkx9Qh87PW;^H!8qcBI8-$)OK@6&AWhz| z3p8~pYfwA_2S=*i{h~l{#NLEvvv!Z0mKIsXS z=YUWBsMYZkj+ssA>jyd=M))slIjE?$Ym0~T zUi_whk$8TQ@*F0y^2uh0s$pM z5h6r;-M-Pd>|Sj%#jr$=E=DCuSN()jh6Yap5+60epe{ zotgHPm>3NQ%O#6D05>o`?I{j6Y%hCztK1KN)+Ispl3wusMhbay``Gnsl z&Ndvei8tY>Et`5+2B1T=ZUA`&m7EshoY=cHW&b-2S##}LXMk@w)@3wvza=#!(P9%n zZP2JJF8(S@`{DjkLg3+Kzs9>&eyh#eVe#%{iW*`T`i6Ds({_bZ$clSc?2LhbSSPi} z`#{LnQlXUjVk;$V-rCN7Jg1w-dIbN3ieQX&@i8?_tw34d)slm9d##EHo7m>8KPAMsX!KCH4blxtZ5pX|+X9j&gM7zl`M2AB-KG^s4kF2L&xzKExx`R51!Ti zU2p8J3Qg_vbuO4WH(;QE^@}sW|bAg**Tj*c6#@^^t_Td!FVNz^ywBOUy7i)Sqs<2vi6mh1E7ewJqYf9CH zxwmW{&(zO}9^C(~Xa<>{_U)cjn%j*UZ=)X6Y80>gEgLebrl-7x8fE7x1p9V-@{?z=k zAq3wSI^6pLj3e*I^~FxKiWHG5tF1CXuwP!ZY*j3&3baaZ!gocjHSqp8?w-gf4!(Oj z=M<>!W#Pq69HtobhN48*6r$M>GF##EG>ZQ1x5I-^;~cWRfe?kO7fGC$8~GHX5mzymEtBhh~r1kd>#xMNd7X+Et75CJRDi#WU zOc6aKqKZ5zQBFC$9}8)XEKA3CXlQt&Bkt*8AXRHUm`(J>fLj-7F)bd1eF4M{&@B`c zcjcuZ`S?kIBir!#0iQh59{Yq*#|M+HFD6%{a!uzSSm$-d zU@H)_`&#bC#1Ibu3ld`qVyt&fUZY-%vU76>oQ3JrH3@o6VsTur+jBJoZw+il6KO^a%~jF%oP;WO$KDjFC1chs)OP_k`-U|T9-$o<*l7>em{mLr+uphS z38XHcTR|taCO@iV3or>w=Q7BPpt%*m+2+YL`NTcHbNAjYR}`>284S%z=BLVJyQ&ob z^PQQpKQ-vam{XE#0#zcq3`$bFxytzjlr~+!9WZs!U`ueV7KKUf2&T6rDC0d5OTuWt zpLx{D+Ovob^n5y770wW?3#;%wJr(t}n27G&mr|h9G9?>)d%QR)#~!9D0;bk{5;PEk z85DoKCpU>qwj#wB>fFEFz7@WXmYcTOW&Y{mqspf@%akise5so|Hk={5<^vea1Lk|# zck6I7KD#=yvH)7CS^aF9J1MK{=>20V#km1_fmhn@P6HRKZA$yN&pOh;Kh9K z27(fl3c>Saywk{=`#bL~FX;k=%|U>St`?Y#eTrS;6%A(~5)6-5Y(v#j8AFXAy@2zgze2l)+kJ$1UDWo{eAS2jEi)5%pY8OL}@3nKSvklq63aevaWHd5#8UKyG4`psT zXR2OkpiVIQbKo`#NE0OA0uY=d57;+#P#l!n`HGvxDGJX3oD8R2&QFVmHoRu2@r4hfe7>0B;@l-3Z;;~eI1PiGL z<+km(smYqsa1reBrwqTZuL@{|qiM*0XG^5J7+4 zeQ}f*lAEb#upLt`KS=q(!BZblMl{8QpFkeKuGvgaNe=5wPU-#|D6#*IgRQlZ7OAZY z4Qu*erdfu_Ftde^^8#CK{wVp})81v&^MpOH-2Hv%W!g(~+QXFe6!&J>Oe4lkITTGb zw!x}dpNx}`dU?v?#T?S(Zf{udcm%DzoK=>5AkS?~3Q~(CP;PCNYzXgc%TZE$a6QXW zLU4cg@I1F%;Dxwgmw3x{l;{tBH`~U`%DVaBf%6!Xj|u+1!)DpLADSua|8m%1#PTII zH=xK90Glw&=VCUgHu{G!0K;{CIuQC7r+$Ab=lOc@L=oFhv2@cb#zL2~-_Tw>tdW4Uqvhn{j-V!*XcVS4#A~E?yr9O)!{&V zZ2fl}Yy6+12lZnnsP&xIij2i&UienkCqD|y_If#40HC%veX@&=M*M>T5*>)tv5f~_ z7IDyH28H^WeW-MmI5{UP$3UVim#_7nwQqt~_0J zy;-U!!oAVDd4u6Ms7BR+Ug}sG%YWH#)qHgLDxQSH>}OH=LO9p-xyopk4$D1~7u5N7 z`GVDP&!48%>WtFWw2elF4vx(V4OQBL?V!3Ky?{j({wME)EgH9VG zYQ0$QuK{VCWJ0PwlH4YO56!LgpzMvETS%4G@ie*4ZfqkDW1vbD-$3}Qb64-GGSpM5 zyrEC$+d}{0@JC$jD+$?mAJqB1?1;Yb+3rytyZH3z($hA&UbcCz680uDv_gLmp&D!S7(QJ5k-*&FQl zC9gy5Ovrlu8m#lUwa|f;KD(v5*7tGlx6*qJ3+GCgJ;}S(fG8M}s?yPT($iS}ubW!=<%WE z+m_9Vy>F3%`!9GSk-a(WN4Wj+57w;+uA4Z#gpKWKqq3%b5q|P71Y%l7H#tsv9uvrP zV~qA!A0qESzDN6+b}cVO3*M*wi8ozwcCh)`Uv0Hu&lnqaUcEyEn4|0;0^u~U3hNr{ z>gpjC;pQYP^~@Au%bmtI)|bPrC$!DxI>UOpzw-w*p1d>Tvfu&y*em&f?8=;OJihE- z4Hx8VUwNfXMYVf**TGX@Pp}n2nZ;@2!U2i7o(B1ja?u-QSHRqW11EslO}7z=NgXu= zuL^TMn!3zC#VB%0ggyUge++b{ZwD3;2kXpI+=vRwqUKuItN@jtaqOy+f1Ijc8CDn|8QslWO%#(qDm&H|K<1p~Pwdi3$J z4~(~<|D)+F+?ssfHckjA2q@j%DI%jmx}>|6hB4_*MMatcQlq;O7@bPTXc&wJ>5kFy z?)y8A_fOcK>$#unzOM89oWC%xd$d@bR<;UWxU&|3iWj|t`wvi=(Nb)zRx>UT1Ko|T{Qs=ZM>NQUhEQZIRsFLu3&~v z6>F}%ScTQ_kE>k&>6gY}h@l(YmET*dXLq7-6#Nc*%imne&r#vwhgyX|tNIiW*WXrU zSvaX*`xqsKst!y-fMZ-YE3;N2X|Bj)lqZ4EF)2O89jUzHYb^u$I@^9RU{g?uk1)F2 zLy735Zl~F4do*z@Sn{iYX#*6qSBp97xNNe?e(}|j&Pg>?Q%HMmrWDt0F*{IN6Ej31dV=%DJy~?ZQj?sfc>8t@In#~&##BZqP3wb z>pUTEez14raPI!a7YfM))r)>7xj<@a&`oYu%sdM5y6Y)zeWjy@!h7Rbr2A_Usf1>C zWIFwzo39mPLbr*gEA6WjUh0PO)kvUxr5^Nj0d|=GY1D)ly)nY_evgMa>PL<_;Z6cv z{B24ISzjq?w@fgnJ*}m22f z2>CxVy98{T&z=syT&)kr6eI0nb^oxjwtTB5?5)FceGw^P^PRdtee0roC80)Jp}i4= zwXY-oilFQZtYt+zFX-39hr?!OkU{pxwX}qEpk-#uVGFjXEkMiP#@C_@cz$%Zyz#u% zF`MyU_;M)#sgs-!1c1smt<@nxeN+U#KGux_yizDBmxq4~T;;DgG;m4nvm zzd?Nx@gpozH!IS9GDBo1IXP9*?oJIWjk(!O)StbxJj#(Zg$xPD4nZo2x)pL9qfb2S z(gAS%<>o0dw^7shebB|gTa7HU-pRDBR;5_p^&P9ac%JBR5kGg* zjfq$K=4--ZZS>hew{&fHrXjK`(C<+&qgZKmzxFO(>3z7e*%KoPHJ%r0|@o- z>c&3qd4<&dn%^Q9!H=bbMo*G7I*M+ zf=^zH25D0X%v#J{hDtM!wL9}vguz!JS=_AUiD#0 zmo?W;n{CW6TW6RFtUT>%KKTT0m9`3SdY?*K-oP*Rhf^Tdw4!a_nDJu%A*}*j$g=46 z#(s4NNzx&o3h@rxT(&JoeuQD9w!qo>LuFDwSj$8Wu#Jj|2H`cYV`3Lahu#vfe3*_6b7 z!^%4>wBc>YP3!OJXcyc0d#OsT`B6Nv8# zIZQ9sNesWC7|6y9{ay!ikq-96Vvobio(DjNeI@?pFaS4I>-f0z712b3|Gf&eQ?H*L z@wTRm`*GVW7HFd_QJh!H&link^S$rERqP$VsX!3-;aySzIB+?n6)TU`qG0tK`yr8z z*&Jb4ttjZAq8yD0DC_Q*ob|)}!Ct|G`lZ=Yc7xT+tbiA20f+WveR4FCRs|>Ih-OKe zn@;N5m~|qw)$uc;|4QX-3WgMQ_k6(~*U~@io)a3vXE~Z)!}gWlMOm*Y$5bn z4j>3yXX&^)w2XM#pQ3-C4EAEI7T{V$ZZV}>6ZZ9eS%Z5!x-H&`<~N9Z4(>YL7&f9@ zsKiNb91NytvR7NMv-}z3=ms0vUn}XFuvR-1xxaHK7jK&w?f-Rx+;y+A?oX+aFq4g; z+R*mRxU*))eM=|QiR_6WO&F;Vph$f%yD|04`qZ_xum7M>xmDp#p zg4ze#DHXw@IH_6X^K40<7kHqD#a}T+)=3@t4nF#f z%MRO4P05KJ6(ZI5k%tYr+-#= z+6NT&cM)p#=xCZ2fwNToeRdlapPdhw7O3}XDl0+h0vJuT%`x@$>KPKvWu2YPg&nQo z^`Gud3~Xay51{)UrAJznc{wo7KsG}|ZCc->vf5eL!_8i) zw_xx`-_g0vq}jql(9N>;f}^0zRK&x4OpKkGscGvRJ=9^iBZG2rfm^#its?VbE5MNN zm|>-6tbJ;9CFWA>IANujv=`y`>EXyRLSk6#zf%P6gLE-AUFiAcHANBZ62e5+SOsjK zMWbX(EWNrnHS}3HKloTllvQf((J>etQT7(@=2I;B83f2_KeSVCYiYI5)UE7JR4Ih7 ztEDvddVD?<2I>l-v;8u$7M4d`{c2~c`Q2&%)YpQ|HZ^%0!zJo}Gt^N3SUd-noSm*K zLW7wYrgU8z2pU#ZSoR`h&*!5K0}(5Aoz-u*TLaG8pN&ZH7YhLZ(Np@rK%nugr^g=$ z_rKWU#O8rpLq{4OU---se~0v9?%p;OFZd4b!BUf0_Yj?gl`ii#7TXZ9KAlc+3-^j% z^nBIFYrNHMbaK-Jdo(B#(Si@V`U8%1|1WNsz;1fJlt*rRLt^{&ZGzQMxJbw+OmSxF zOvKzAWA?e_mD>ImaxS%@VMKCi39|aPS6wpJ?>_6Wa;w8)e(sVk?ubIBEwxZul5U1&-8>IhX-9_}Y3oA6ev9`f;+b_c z$YIdp;#}`$%aVA&^@pMVPSoaeLo|vNZKBuBo{rQI$X4^*0%!}S*cv-2P*Sg7iz+{} zIcR^284s!-%kaC*2+|lsWI7GO(L?K_AOnc^Dl>hWgBgfL=c@f)^^{N0cF{kN7Nv2z zmZ1BhLFh9K;Eavc*YX&o`EaLhK!r(TLA_sqy^_Qw)cMxJouw)Rdgan-illLrI~Q(O3B~x=MA6mvL8@lla?xkwpdsvzD5xxZr`_Fp|9OdE9ai zB9xgxEtrc{S;a)cJ}DRbmcMetjSA-n#WGrgWna9(<^76qfJH5d* zyCK!TU@SR2Y7_{-?_Mc}!MDRZR^Bxw1JOBR1Z=u_7Auk=xrR0b^t#%W6hR+1gX~sEL7$z1iiAMHTqPg$`FI$K zOc(PA>-&}Li#Nve)c%@Xm6>6e)DMxcHV)tdtF{GkKb#23<#|5r*e^%WKP|SV!>zrT ze(!(wGzaL$J$oBCMeQ<~or`3gYM8+kwjj5EioGdQ`a#9qKV9+b#z80HX1e_Dd9(`K z%>9KxlpS1$2(qEnr!uN`r6;7hmkx(=hKvPSM7HHlAs(#D?LJRRQrG)FHC+?XCW>}0 z5Jq3h>s<_>=bKK|J6NC^xKEa2sN8P8%GXYUa_&!|t)p~w!UL?;uQO12O1fG3frctS zSrp^`oeL^R>dGVBWg+kuQ26T>IuVe*xs-_zHoFpQ3ko5|>!s+t-&{fK0wV4~ zq*e;`Ed*n_E(r+f?&shFERf!pq-;p6jEOIdMh!*k_t4_}Tza1BM^)9BJNTutH1iMY zp+gLx7)`E0*~22Rd*dww6lw%{@ZHI&#J}LKLl0AzacnBv_NwheJey9`5S)<##ro8D zX+A|rmKGfjWexh5=fHycM%p6>KLG{U%6fJJk}>P8^zSlCkoqq^Uz9mc34LFak9We7 zv&>&PpSk>z!9dyrfOoe)2HEziPlUAEW9{`pQ zqX>4#4rZ|(xynnk^`^*_xuzrTwwx25mS)dVVJJWasxVDMnkV*c zocu@V6oGM&F^Ig+pv$x9GuOd{A=3n^cltQ)@;qp}#G$iVIGK{Sa zCT?PlSIg5qHyrezs4tCX?gjF=+B6}?VK+B}8fwFSE=MtX+Kmt$q)P3#l z%qB5y%g4XR1H|)ZW|9(UpJ00U)p5kx_M#oTy&>3y=E2kcu=_(FgCJP#ugmIWwkw{t zQkbT=+9UBZeikGjDKoHGL_i$4LU=9=E9wUW1lbgT@o}2A0lt~P5nkA?bE=_ixF+Sv_MNRI!Un-9QYxN=Aw zEsmR^OSz*F#H&EvuD4u#G)h+(nL(Hv;imhbisl9wLrq^1oEVZO)6a9`xksha5%6an zqi}IQI{f;zMCn!?>a@RX$Y20D!s>0s@E>SW_Ag3>Z%UG#WVNWU#;$cDtWXXo8ERvO zq`cJVEMu+miLT~`ZZ-ABf|bEA-*-#Lmh);BM66CHmhID3(Ad=boS z)xiW-b^Jo@@oe2o6Fc5e)J1>x!0*_&beXB<{1JLZIehRf*`|on`!z`F(8JZy@_j56 zsVapEU|2}RcC?`4iPY$<-qsiyL`B_!mCnUy#3qCxW0=e1L7b+zCLEjv6TfHu2IJSZ zgZC{Yu6u0Jx(XZUF7O-8i#v5~M1jiG260JA$5|*2@e#$Xv-CPmK%7cKpNDRob9L0* zNk`bPk!Aph=P&$W?yojlm*L6@8!=P>DItc#u@rBKi88qrRN3lj%~-Ew*^=nmcIG+^ zb6wXDy_oEq5JRQ!=nkk0WyN1V!k;AD?#I zp(C_$f2}O*v;>+$&J6_7DlCSFIBYY@ZGP;6wW z#aNfW8BR6T&N>@O{c_o>NX$;u$JwV`CYWi%{}xHO;usBmL!EFPq1wd@rHL zW^-dKmfV_U(vio>gone)g<|VYVWK`riD2Y~OGH$xBwyI7TN3{-y0l2>#P`)wSY5jR zdur1%(_|g$0rC#1hm!GFh8gc7{7NUskKBoSKqYMtORa=$0$g^iH+_uAac0SZ&paFC zf*p*#Ed74%g)U~d6tB6+%q_{W@n-LJwv8AsOw6aYa^{_aJOf_2PYoE6rQ8cMh$Xf769cC!jP)>!KB;o?Wq+J4@05%Cj#E$4{2L6QgU(kxM>ZE_C9#!p)rq`< z=%F&~;CD>iChuaVnDNu|!3}?pHn?xZId3r-1(E463QNBO!2K$ulaSw}Lnfq12C?HZ zfE1Zd{bjxk`ljAgl1Rkl;dCS6oSXJqo^a9tZ@-{ONyFUV1{E2`X6!Wm=VSO0c~#Mu z_HZhvHp=2}1?BZBlliNx>^dGGA-?6UT}_l3sd1Bqm>mz?L}}2aIflMibsRY1iT8Tx zAl=;MwNn)+C&VJ!p-*lXyc7noHE-JAy->b0a?gG>CORPGhN17iI9G7*WBJ72e!TSC zGxNIT*P&hbHay&=qs%ak|2!j-fQ$W9nC=lRRFPw=dhv{RIdrVW;=rQltWV@{|O4>|P*)kJxA=n9Ve=#6C#V`V_BL3?ric;e39E|>CIp0FOqrgS| zS0+@7h`+JqK|wV}zrhW&V2W48N+6>nK}<7V zL9cLNmnYF1?$l6PTKd-^md`WemY6d^V>q+tnate`^pX325~($<^`c$7YultI1=7$~ z=qvQRN;w^*rjS&JkN)0=T%W~iq8mFd6$5u7?oJ{hh9`5kSTCPb=Q!+warHU(Rc-Kg z`j*DHC%2Spzqr1FD($T6oBJgy!UPWe-nz6D#|2H#_yz@VNfPC3a`H(MeUyQ?n|!a= zMX5dI#R|XOW$Bg{#f&xHP3pB{2;m>B>2cj{oD;x1SPJ$Lp;I^J7`hbq~3Dj|Kum1V+Sw$w0K3$xvyOe z#`24@@gh8S=MCMy7r2|f87gCzmks0#?l59{OqWAA^u0sj=J}fpl16eZsJdR2<$pu` zveD6|`rbU@J)1E3-1k$1Xpwr{NW5{ZR#~AID5~w~ZrZWiE8hTq{q`IG{7e0S z4)+*%JOP{h*e?&q>WV`8r zXxsR+6QU_`hT8#eidkq9AoU@`1}*>|&xxL1Q7M|Cm={a8rTlU8UVb^`zRG8M9$rmf8<(%Qw(2nOlgd7-DaP$uTWk&>uJgU6*d^7d9Eo?p8GX{W z=hZnchOKVCgKQrS<) zR0pk5a8oRbC&P*AD7y{*)aJT(8BP_Ewdxh9O9|sEvudaNu6tJ?NwGpP%ND`GKjSh46>9&9vhkWi4P(+z(8US(`G)RCj=h34wz^R-p8dhLTB z`uqHzvVS#&+j8mfnijc4kbT0_03=7n|SP8p)yh* z{V3%TKlwGWDt#$Q8+FF;;A6T0@h$B4{;DIX(3#Es&1=<0DrTWtJ&I1z(Z&91+e1f?iidV?rzpGcJust?9Vw) z899Eo%BA0L#e2UglVq}9IWL#)yeR$`gR?ezIep`L>j4%RLYaxQzd2~-9EJBpG90e2krX>-Y5F%oqhbDU!MvU4C&0?^YRsi!=C(X%7k;T2x8fwK{G zqDH^B+T97TWoHp76!{T=m8NMSy3KB1b%>ba@1n|{P=+#dS^~$Q0r1AuRc3ef!$kMo za;DXFZSk8X0wY>J>vB@on$imIqF*KzMKRc!ZPKf#V_s)Yr86pqlf}z&rf`!&t)Vi# z%MNxGSIM*Ih5-<&XgvYC9vQBCt0Jqu^`0$}Apeo%|;`zlC^JaPj z3O7EI+SG;LwVQq9;Tp~GJ;7Bg8eaj9>llQST%i``#*Z6HUf-uFyZuyxlmjgEw>4{Jj|C zLEs#ZO}WeOWGYrNv_wbSm9p@#|rs1Dd%!0Z7nMNJb zicz<=;c!$|S4nxE6n+$V$JeMIsRcb7xj(Aq0~0sjR}tWhNrjvU+Mi4vKQJvn{J{~Z zbh+g1g1eSILbvFIF9w2@A%;JDx;09eV#n{Ky|B^V ze5UW0s1tnrv9&9fYHOap!Z{1AmoZiTX`?aNIqs!(wR_?~iuPN>pF}5rU)}6ykK*$! z^L%>~t#|zor(^ASPdmiYZ>KzR#(5bmJmg>{p|v@c-Y9zE$F&ln@JZ&IhcU^qDW+5N zAAi#eV>Kr@H5Aa&9{oxf5@SOl?2yRg5|jH z6e@W(wbqQc?zRcr)p753YfwatU8Ypx|Cx+pI+|G21p?~eocrl(`UR( zf&cR_JuX`}@bCPpY`V@oaxAjB3CUvItLw;t6(O|}<4eYC0{dU2ksW?gA!zwjw!aQE zu=JEiu%VQ#IJ~)(t5RFjP=#0SVV~~=BWAZhRjV)VmPQ^i{;`N#?l9)NI41~qmUWNZKUHz@N62B=ku(VCz*QM%Kyz32zPW;PYm6ruK zNVpImzFkMDQ0VrR;REgkF-gLxSk_&(7l)leo|+bX`QI;6UGfwlI=f)mvw|o;Fd*6U z*}+POR0$`imJ*Y7zWJDcf+fCid8~UGJz3fgTGby zieJLtCd*V$%qbykZ}`ICZ;w_Vr;-_)+0bWUREFxCRUy0v|9IYoy=QMogG$PF)Nv^* zH?@kIu9EEOiQj4U>4&ups7+;22m9Ly`zw^$vN(Jm-6;O0GC)oG;T4Ll6wuSFtAm-$ zBPjb$wDhl_Qg(W;O3hfNk<2i}2O z^R2F*w)2qlO#E%_k0qsD@>9%MEZXvjJ<%EHA1z3d${!ph%`=`4DF)9$kvr(s_4*KE zO%0C7%iCo(1EpbuSMX`*cT9o&9Px{)?V%B&l+4y2Sr#Tvo#sG<@A#$pN+7p|*SX4~ zr~CZ)Wo=OOIabB-hf{H%4D>3W#4j+8rRGWggPEBVtmgz4oqtb#9(l zsJ_2;)@X3L{PRBf`MqX&sXif@N5NhT>gBIoV-Go`yPvLJ3d??|zb0*lK2;--w~M$vUswk@g^t&SGP^4 z$hh%-QdUbQlsF5B7dRB&J?6wPQ4@V782HJ}EBzY$%DvjGSJ`Lcb{+^sU5`5o&S^&zKhSY zEr&(OXOhh#TL^^VMN&E3@>Z8xEr11Ey+@&1ZOLR}EvZh$r4_~Q?kr7yWu$VK&234< zWY;&04G4vltspWBe4nxd?iuv=iI0#=$3&JV)ESvN5*VGVu&auh z@a1#ILR+I&w8Bhn6$zu%V>-_V8s5uUDAu@IW3zWtY-ybKAKZPjp4~}}pyXX1{(2_v z3Mwi~X;v?Ob}GlZ>bid%BXSIkEI0gDj&-jyd4{zNzvS?)Mte|`GIJZDI!@y%@Q;8| zVRS+TFelSRho;mI!bLZ1wBI6htMqLT+#^A}KeWFYu;b00IP$LcJ(7Jk>fqyaXsxXe zx4a(@YdWq`+v;7TBU5P=9Q@>{=jstSmM#5#Tk4u5>)A<7Kvv(r0pKK(oYs9D&8hTa zfQj4L-zIrC;AGccI=s5`2H3ulI1)WrB%o@ojh+JSkns1$M4`CaZf4kB$^A0Rb#xes zg#OAh8<4samVKm^bM~189Yz^z^_0=xXkFc(!{=@u55?`y=Mz}O3CSGyBSjXxPM}4+ zK|$gYPSeG5Ly%jVdT#l@#Awq^*F@R1=9iT>Zu_{9W}%9ayS zAq;-5{ZT@o+pj~|h*6v|u~NK;e_O^6<{Btn(I>5^4{3h?R0#D-`i7|>qjV$`HVV=O zhnipL28FpS@DHXuB1J$@<&P(b!2X1j(O(N*Mlob(( zXYxaVbenR(<(-@uR(2M#@JhP*wvemc^QOB|{0xcOP~q$r0{WXp-D|?mbF_}VF;2uj zhsMo0L!DCx=m7LdN8QyX(5S%nzuYe1LetX+;(~|eY>5bDWl-DYX8%cM$Ps`i7DuGh z>&3DEiS@0xJMX6r7L+O~1PQ9{8Vg3Bo6lage1x~2cvZKfTO#$(5QH3Jjvw)7{}7Nf z3B3GqC3PW13q5^Sc)Z-An*Ru_Qs%xUf^z;V;ELE_ zVgzCERy}~c`s?}aQ0$tYbd;*NYIg7iVn!lONJ7;XA)-ZeS>kk_-N*oVa=UDIA%Tyh zL}0-3EpZlWP{T_we8s;TGJkcD%>N1uU{)Cd6bPX4lS}gCHE6nmiTUM(S1pG`a&wfTS_OpAm> zx+a&uE;(iWsJelhjoaCztJw>@oPlc3D2A#Go#n(VIWHHhJ28DAeGQ2OKtjqML%jD< zm4YR3CoejEV?R97O7Nadi;Y#(X|QC`6HM46B`TG#f$rl@TBtWv1nX{k>C9eG$!mpt zLH>^9Z&HqW5yN$~7`=MCYHnQ^i6iDSq2ekTYSZUb=yVOcJzB9XsLxDl!ohFRjy5A! zJTS|L$Oosd62qAlxu}@*{o2V$9IXvl{ez6Dg!Puk?A8~k%Fok+^i{m=fsWV#d-s`F92FjIz6K zHFF=j5j!Cys260pyB{z7nOj^v1A8h7E1d2p!|8iyud=3AhS37=gqI^bPm;;0alk71 zch5dX0)FbB?*c76B(qX0R%7o**Ou}2yVOE=ryppIlX2kKT=IWQ%`_7Wa&WBr#$)OC}|8cwz11$Z6cL;}7bjjnbacE?m!B`>ynyRG*6%MO=4^~xa2_-8~Ij1dY0fIbRp z>%O}aKT3$e#*$#zgYR$2ILW~7XiB#rfO=HpX>cs;AKZ9 z$FPxOB|G^H5jUo{$Cai{UKesR`d4;}c8ZD_9?Ms4N)Mfdr7&-~)6X%Z?bCT&Eyr)o zrLUXNuY&ZQn_o?`MP#Q6aP;VvDy83)@FbD^-dzc-8nn(60`1*kF3_#NA=^&D_rFxBf} z#3gYgRA?-=v5%xAY&rM|RROLxwS$N@4n$ae@^ z?e5xzt~^Ub2ME`mgMCphUaWD+;;6YY4vG|Hp9dF>2~L{ut7L5}K{0W!rf_$2tGffdlN|4QS8wsOyT5UY$#Q>l+Z6|yAIt-)JNC@GM@Y6_e zMmfafXQ>I>zTdRT6)9l`wfo}5 zV}ZG!4|7ab@XJy-zdOy!Zhn0w-GXBovZlg<*70!hsVx}!ZVR8%Q>4mQvEiSz*Bk34 zVvQK?2qIwMArDf@5i~=kLdCbzOiAwTIa{g_aDpc3d>3 z41`WlF5PkM@x!yWk~FWCI2&OvSj{)+%>&*bR78G}Ck#%<9G=Aht=f3F1{c3c(^zW_ z7fw9hlBw4`Hd4mV|Ie&0AE&oMP9e>vP0CE}05$ONv3h|Q%7Rp8mQTpdELL9c`LzDe zCMLf>J!1D(k#qk zKu#-$p8@ox+M#l35Uu2X5@2@RbN*TR+OgK07%^UgNj6kUI#=k-6Hh*jqIv4GTw&xT z>x84jI2$gVgH)Y3pm1;F=leH9{T~4I>3;tdL-qq4n`t#r%Xb%t5CoJo?&PRFR*Pg!Y_L`51)6*Y~dw_lZI|AAjg zMK9$Cpf|~~bgYLw^010!RSVC5$l%{_E%kfl4b7NkCY^5ep7oBeUG-%WcEAk9Bd>r< ztHIUaU;7(qF_SSGEn9VPoYCIA8}AY#=lheW3wrmF-1Dwlh5(_bvwCeLvjptHhnn=- zEA_FT4px8e?=~g;w6++0KigW>J0998Y)5NCNqUky7^_IMaoFh6(-*~l3LkUn+cCnU zf4mpG)|B?+#lEHTKlmeL6!E&pTiujI;rhz(;iXg?(z`DmdKe$%5_zuJFswSU1iv^(C(>0?n=m_)Up>O(IgN3W5_Bl7KcB^0as z)b?98eA5Qa{qJ_dzeABFMKHKt$LDdjnK;{lif^CIql{4it47oj&H%rQ{CiR^2@7^9X-r8WFpNUMNG`OvfH7HKT&;>E9wDMN&3Ib{Ir4O7`;am8Le=i#$^L;iLQ>aA+ljapP_%Oo=@_S8$tPO4LXDWQOl zlTry-F3)E|%K!=u;w93@ia*Xx@7!iXhzRIF>5Si1uiPwd?vpb{?zF72jh3J;;HoF9 zJ-!qCz`)v=IO*TCXeZU02mh-k*re!nyN@OP%ehehcCI>!x{Uhubl5gk%(~Bh@>ut9 zxZb&H zTG!Bcz#U(PH-7-3byk7s&AaR{JZjp2hHnDq4ihz z&ix73{K;3{=2e;I$9h*(Ym z7F&}Qv}Q%$o4dbYpk?B*Mn%=D7g{W3TUTRVQvDN-U6s^cP6$*sZWzE|3NZCikAj#M z#|4!4AsuKYQbN$p%JL!gH8hUtMn4DA$p4P5Y<2kRmdo#)8l>{|iZ> zQiBdtIsf=l(x%@8JL}m5^DZXqC}Rp&{Y>DGlOOesK*uu%$=bZo+94;k$Eg+^_w3kc z+TO6cj>-@v+Yfk*2^vm_5j>7bW)Fq9il6~RQKsZ!==IG2!GEI`p5dpvxW^a4+u|WF z_0_a(tNaU0rfoOUezBl3*PTWl@ChYrnWX(RS_Q>Y>oNkmWTz~Z|M<>CM zJToinq=Zf;&%J|SC+IXp@)dm7v9Eun^2@VYPu!p}zG=v6{hJ;rSwd|Eui!8bi`s2I zFADv{B<#&hSbB@FlEw#yu?Oe^>T80*M0{Wnv39)!R>LMoMmkto&TL+ug6R`J$HQHKrY-#c|3MD)NBQ5;9dd?ADJgce|Jt>9{^ji5i1fIz|ys zq~(4g{CM?nzayAk(#EGAXLCneY)rQOZhIxjmjp*MdTkGn+}a^$O#*ZCMD&niKp+Y8 zp_%q-<6@d}Kj6{_Lm4t!aYgl?4bf58)!s~t1bVV4)Xy`~+CzZwx0p({Z_u$cFM!FR zA7VRBdFAa{bXa52Mi|@14nW>sTNs^BC`#7JwgN@bn z+GI=a$sxYtJws)p_8KtD=R(xe%Ox$Wh*+D=OWZ*eX+9TCWJ{v?^S6L!Z>Tkk41 zHZ4-(Qu+vp2e9ACX5}*Q=se~~11GEp@erd3EFyBlxHP$q8B{cc_2N(J)X(bs0%%od@5l&_F_ek`d*JNFGg<=CkHOjEn{7L%Oo{mGA zt#a5Ym_}6SOLLfq0RF0ncxNUVut^bVxYg)DKk4BxWcL-izPKCRU z@$Snf&5B980h(V$+)C2go1bE;Kz~@!FS(F*e_h^ok#IvpJ3;ZLcRMG5Yh2LY=7VQh z{wuMu^xZ3+C!+iQC4(3KzraUc@z(73C8aBlgCR988Muf&&cogJZ=4tk6P_eHvUtWS z+yDDqvBKRcavL?iDU0Z^Ndh;as#Zj75%jN^zGO5N)gq^NZmYK_l@KNWq}2_|PBA`9 zCTsTA66Z@&mCh7mC`J1f2AWDWnxSHOS+}o_hWVvK)$xQsZrmd?&0+!655z1_rTzuK zEwns(TIO2VvR94?-RUjyV6JTVYRhUWCRs@*oPYbAEej9Y4f!UMi;wUa+EOntb}Tml zz?Z)z1?_j`_tq$0{-o9lAPWP)(NU(MA&yB!QWDNdyFa@^m_Yka6?savDIGF9B~BJ* zCQNh-suQpL50s6fgUA#SC5f9#2={isW+722f?y|B&HJl-uEdm0N)uyKc?5@54w*f@ zEQu15?^;*`*k@pVRESqg-1W|N7oBb^%~kI_Bql z@bi5B`+4O1`+$X5zf$v|msm3mxm!7fWC*zO$rc2T6}MT}A_Ow)QqtLp(Sl<6?(^=) zZ+C@h(v=iIbt6ft9Wj+($k^Ermyf(=%7t3Z4Z@O(l*qCvDItAZhe|c>r?0AvI+a6W z@d``axIKtcZRko{JOmgScnpoRKK1XWyqQ2fb2uc3MNi3*;ikjvyJ&mdf4jOLr{Eu|~%mNy}|K_uR|(ZWJg9U{wDvX@uXtS6!+MV%?e zjr~IBvcYg`7J9Shnw~50C6PACbgV=TxBSaeP)H*=ghf?3Q&oUJnUM53#@IU@e*@a` zC@ASee;`3!F8J(J1e$!d0?OT)6Dztk#hSFEdJ`Vsuvizb17)fzq%)3y%8d3*oO%MM zORGl_3wkwLL`tYwG?q11UHD(>^o0$t<6IdQrbRcHf1B+?=D}4THcn)X^yQ*9FZdWA zaiP5wu&BA!ha~6izF+%lVrICvNGslEtsP548>QD&b+l5>XZqu&8bYUvx3Xd*s**KaOtfhNwl{`ld_#zK=t^iT(2;;xe|U61+X zG2DL=$Nx|#)R0Cswy2wrPR78VGF=BiN(-U>xHNNrmIJXTF=y=e22KS5R>Cr-&kO5z zz*!#^+$eZW5T?1m4=^-f1;4H5=HlP`C{PMx0LemjlgXL<6@ zatb#G*f|xvGXBI>(^eF-+}d)k^cDzu9Vobx&IBXx?$Zje5t<~caJ26Fpm;Cmp1E-wpU@pb40LEzf#$M*MoCu;%k1SIM)_Psf$)P9I-D8w_88BuD`Ncy!ZDY3jO-r2{3F)9XN5*Xcfy^b;zucOoPA85TNxl zjhhhJ%F>208<%|Eg4XZ-xA1r`=pek*5fis~W&4@ko8yQm=-^JRf^PCw>8R89?caOn z%vgkgNj5FAIV(!l-&z}3`?I17{sn1jf;H=uB>h#g+GhR*oki-R)U>5a$)@t1uXrG* zE$~*aZ8x;8y$!RGCwF_MvzeMKM~< z1^<%4h5V1R%2sV_w==1!ssexs0v)OcRPw~&kl0HE4I|Oq{#_3=_op^;fW3jf`zl*H zGNycM?Gk8U(ht?bE4lj=+`nQtxJGC@RqB@1V0fqOkga=Vz#8>e*|hzpkD9KSYGy}! zya>o62zd;()-(nSQ2zoHdEcTq@7dWy@4MdQ&7-Ju zPJb3T#B-%O|6B{Sv@5BXGQh|+^5eNR~FTKUNomNCIQa$jCiquP$Y8C&P z&lv$}Ok<_XpJ2mbXt8sU^KX0X#{s8!XdDYY()@CpZ;O&EJ}#U}1#Wqqb?!crmt_~+ zRZR%|wvJpEv-l)K9Ryxdm~N+7!TRBV{`pI81;Mj;3wm%D2lC)&N&0znc- z8ayl#?=9b!4@eZtKn90OYj%UhT{B;2mnyg*Gk!JsbW`^NCu=+FzCdf7eJC7>9X^0% zbo5=wZqrcZkfpw@&m*D$H*dk?Ed!Q}ia@VR z?Nd7h+Y_vn#~ov#nYGz5qLtzD%seCAdAt`5n$yMx{esocFL>UMJR6NoYfkPdqWo-r z%Royg8SXLy_ND^$L_U7l{<~jo8uQrkjCs2Vi3~a|tX}n@yJ6lB%KNDpPsf>41GN~Z ztyA09u@17j69`=0h}#`Ik~EMA-`#zg?fX&umP#OatujTFAb=y_C7SwWhiaM!=WFIl zklBY^`++0|mi%aD(3u%W*qhBALl)5)MCEKsGC_O*s#6{8Pe=b=L8tOvSuDp;=~7%d z6Y+x}`t5N53@qkk_Ve5Exs(`tJK-LMgaZ)85<4ZFX=y&c;FAct7qxFEWF2XWsqgFE z&V6=KW-@vm-6%b9Hlov4)PS6;d$y}{heOO1;m9fDbB738=nRdx{Px&5ZMHCMLOdJA z8WvR1_r^_D$k+2|!k((8elky~V?7>F%Q$0f6Nu--;ZO%o zUK~`MBk0VHV6j18(-7qEDC)Bm(S2`0NPusw>>Fxtc5x#p?4V2h7N#pX5%^%iqMLDI z8>SYinDlpgFUf8`!Y#|=O`WXBaMJomW{{xE@M@U>qK}-X{(VC&;4KLVJCH=bo&sJ! zPP2i>=JP?ZXmq_!yd!#Iw+<_YpZ%**~ zKK9P*A!@F;62lP>%QE+%p>WX<(@_w8VNFufZ#nlF<*LBK^XbL3rCH)*^yJ>lxXA3w`*rrmKWlm!(Ca<$ZUpd3R?* z7s=4Lz+F*EHZ)%=r7upPc|VK|T~OQIQ533?c+)h0{8POgXO9u&eyngs>t3oPsffTp zH@3{tgaqS=$KMy9*UbP6)Gal+bSBC^984*GZP4f|-TFqhl{@W;44$x|4k%Lm*<-t_ z)gywECbFrZqF!c`fd!G0E|HLMK~TD5 z=~%kEYw4vFq`Mp5=lh#^|6gW@nP>0ky03H2=R`jVGn!+l@eQQT^xQ3=p_FvGZ_+wh z(MDzNb)xT1{5tyx*>;_JX^Q9bToz_ECGZcT<{8=izeo1He8vN-K$OvgTO zwJkLI!Nzv*C?+V{b-0F?cmLVlL4w@if%k)%d~(`%tRlIDs=x!55?zEAeX{1F z?RqnCF_pi}6^1`7MNASlZZ2~FQ#-Kr@O`-=a>R@jo95Fx_cyKi$8$GP9Pr9vql_?i zzIIEP$D-rW<7n|CsQnVpxpzhEl10qzk0=UGvJLwx!)m=`HV_JzYyy5Os)BJ#)MqrVFbBW+`xyS4{- zt+SbX_h(CF0&>34OhU;&^37Tw9EYe=wU>qDknIS%hO~;NF@2vBclHhzXdHO;h))Z> zXl}UGeU;fZFQu1l9H*$m6R2hX`(Inl%ymY*Ueo(1kL16*DLDN7_kCll+5D%+l!whm z0Uq1g7SzrRSj%30Op6}pN|%8ZE4<53pL}}8^AbWt_*AQQesg?mN@fS<&B?%jgP2w! zEcE_THZ|)*OX%~u_`8tuSwG)ccdL$WFU$}J@*Rpz_vQ^0u*lUh#S|rw66&zqO#)q) z%h&gE>V0z0aL$hb-m#ZrQ`B>0zDlKZ;Tt9D%#RBL*#ZB6b>+W1)ojKh%USL)nxr9q zsMN%>#Ny0TTZg4X&dZvFuA$NZTXx#fSk=Cr;*8Wus@k2$>&yD3nhW=h)MW+}lbN%W zTnT>XIDtTf*ES3fnV2kV-s2~M&-lnPmc+r+*>jb;?GZRMf-bVSf%>WhrlL+zRIYvs zsV1R^2(-zZNbXW2NsFYj0csr2jcLjoXk2ps7;%f#bSrqan^(Jq@1W${bnqf*2AJ&K z!wP3jQYZtquU`t8!r`!5(nt}J;0Nq;?KH=eSHq^!Z)2QD9_3-Qit|oZ_EWyKvJAXS zWOZ3SR`Y!bL1QTooBAlhd(IlT2Mh~%ZqOh@*+)!Lni#r*Tf7lBa$s)ZKt9BlfO`+#x$ps{Y5^axsDXcG6EHp*W#Qbg~JCZOr+G;}^ zqrfu^5xNaC36~WXnj{Clc@J8!%IsOv@Zvir>EEp@mph^y>rV})Z^^RwLCp4#`KOT0 zrYVM8Rn$12g_Wk>;u`##QS=LwMnq^R*VG-)zd*E5Fj_*d*#)FH?oQI^Vt+0ATNgN` zB%ib@%Vr`9xJcO(J{;O zD|1031$a-C0}mww$mZvJ!Z*|9v1mRt?rSYv)k{8(bME;y;8Sv?g>`{uI5V`f(QNKm z6}1e_X~*g5V{@MNpKAa}dQlB4(?8G0@nwN`V;dY24-b*L1nL~*QEsc04S8RU-d^U90lGC&5P#Or7r(eiq<0;p17nvgl~4)d0QkhPfGeC9 zr|z{3+{4@c1UC_v6Z=LQwQ|PbSQIsR@j_fn9yQf!Z;!IrZOK{Nno(cBjIRD2dD<8* z{>Pa=z8edfsES|i9iU@cTc>W!BAdOT#q~qr#u+Z5aeu$I@bE;Rt6@<%-D;Cs9I2%Z zm%cp}XFhP#uD(IAa1+SVQEN=JCu>?*f9I8tJ;QoU98mqZw2)kD5hw2A#wO9UHncnj z$C^<|){}Bf-8gw9e@V9;NFzLwx>G@*c<%0Q-^>}LE&XtDt-hPFpNLNk;pHQ546m#5 zQ2!yYc_`AghNLHnQ{LSxwDy|O{Pd$6tIXJg1cRb16D_0Z;5N=MAU3h2L6)V@q_d)xw5sPwp|y4#603tjorH$7MXx%E_Bjb#0-9~cBdfnN8nI7+|= zzTJL5&q>I?GB^K%Q6T@ebnPTso8Pzf^cz2}X7qV=VjTKr{@4=`&D?$FX?jsZp@3m) z;*rDTCXA<_&_d_oVDq3s=kXv`qLRGr9Co;xW4`=t^D-R-@_oqqb$pZI)+?*4q` z%W7bL&a&U6{oQmxGxgy;Z0Owff{MDQ%NTDpFNFU0Zy;t90mIr8`2u*J9_PrM>aAD~ z{6@S%8|lbh9e#;~bCRbNs?;Qy5TdUExy#>s8ul;2Sx=D-wiXfs&pxEDNks^$7if*= z@6_CNyq3(@nVdP@rQP~1;!GVcpRoZqloTN=Fn+JH4U0bU1?bbW2ta1BkDB=%YG%2} zApiVcZQ}hXDV?T(CQ}u=x7E83buXy~6izhfcC`+Kp(|Il2bU>|8ANtD~tE{&J~-bc)1TTE@$tk6EyNeF`tl-2}%*>r&qpO6TGY%Bc#)m{(O8Xo^$)D zk^Ko=hHp$XH`?jIogi0)Xh2$QP)^%g6B~2h1C?MnzkPC8bX=#NP^Kjw=i&mK-O_S9 z=+--700Sa+M@CBo98mId$Qs@)eflK&FoQr?JSG|AvqR4Pdfq` z5{~V2k+=)fsH7FamDRjpu7nY&H55njJGnYF^X^{b+`qitKg=!*+uCxP6&4?P_bLBz zZ{b2RⓈzNr1A6QwGd(a=~|tRGr&!UIU(rIpJ?-PDR%paNZ04IcX3-Ic)DmoJxp5 zhKiuV>adB+?7RE4lLn9M2anqwefkIslR8A9XXE3<5-9L>z&(>mWmaa7zr**o%eYt? zFYl`7Zzx=ztzCbeq&(SROZ+?GTyr#WTld#<#jk~o?@&T4^3`QV2g&X$i|M$J47YnA zI-SW{M?02_H1Y6BZQBaqC2mrCWpQ6ulq^u~l%gVeFE0MAB-p_BVOpQFui!POzo2J5 z{!rp@AAd^XAJ_zx?8(uRZS3DBV|B};{8irgNf!S-cghI^^1lzi%)8eqNk3Gy1^tyi z6*Jz)&A3B-2L&>4Qux%NdL(8IT(L)VxZCv&hOaOu5 zSyKT8G|huTI2|i&B+a8$tS;9 zw4(BoX_C65V}_!9*Cl?IDY?IpF(Nx#p>6Lq!vWScH?Gru5{JRHza0-^2qJVQ^(=WN z6}9<@htIzKNLWQjGzj<=o-rcH2iT|GKOyH*G5eU}2kb5~^P|&-HW`Y4O^%CcF@Vo( zb!IxTQBT$I1{;-uW?|m#n$5nl+7+AoZl<{~k4Bp>V|sHB$Y8Xy$v; zex~DOG?gjEsmA7RE_s}wAB(}39q(Do&OG^sxR!RYNDy9B&A{c_<d z*VN~agmzf4Pqs3djI%7^WtKqOQkxG|si3P|{v`6yEtw@?e@Fir2=H5c=MYu@(>ZG~#g#6>Acfzj3QK=A0@M#>DZ$SCU*ygbBwQ>;*C${jW9R8M>xo7R<>);FQ%YEt2d_YH$0 zT%W7+dwkRJ4x1ibgepE5Yg)HM(Nv+Zo^y74OS$OfvkV@Vl?CJB$^-Wdfl5Zj>!uE= zaht*ld4u;=>W;U3Gb6@1h9W!SI)n8sTCr$@vKdmRn->9fOJTryGag0x#Ube^0o_oG zE=%%RuBwzvnF`3`9;v6*YaKv&@hy4b-UJcZLRnH7meXlJUI@_7Qfj# zLFAicrpMxGded=6G6d{vb+=NXv4q<)IyBPahxPf7T9J8yMgzYscgD1&;|4DjsKCA^1*F%uMOY&tA zol?y=RPk;1Xf}~4#V-7RFMw4tJ#^!AE%!0fEgkU`Qp_gH^HK^0`Y_N=w@1Ac%bRBx zS^hVV9#@kH62A;dkKRoqi10R7p~ey{OI^>DphN00F^gm>Xx;WXx8Z`WV8()If~g7-`KVlwniu_xYcDRKovVK#o@*c&~0Y?!WktvD|g1y`p{1TDIHW&rsXy_B2Ir ztS@huRAdbZXTw{^RwOk>Cgs^N{T8?5$gr|NhA7*Tj3L`r$hnM(xAe1&Yn$U+ulM)s z-1j@M5&5WDGi~PjyQw7%akN0Ly~VIsmy_(})Q(2dDMgUt&tK7OhX7{o8CX#bn66#) zK#xviH_6kP3Ic0P6fRw`Z zfT42mEt5KWtit@;wDDrE3TcO2Tpmc>a%F4zICzOZ<_#41%nyOv8{&PD!c-HQkhf@r ztG9*89_B|1@q+FN-|_xD5sSuF@ySFksK@2Ym|iapYy(M{%T_x=aa@O;4vg_h=QJr8-2aC*a^_c#OVMgozXV zs7;@sk62^W5MzfC1cRTpkC`7kU5hW^d>_<&KaPbEL37?OI$b6Qcz{UY1{`1+DZ=3pa?84s$ zNVAUZj=zbN9^3K?{7_RmD8xzI<;l~ie@WGeB%2;S+s9*W783HTwrI@%s64P=-(?$Ebn!@nk<(HR=1 zo19lwP~)_JD?ayBA|7A;i&1sLDb6#!$=NFU3mc*7wv$shh#-h$ImOphsLH!o%hW!hM z3xlnN83omep}C4dKX=Y2;h|ebfkpHmIe7XTSPm&cdbnK0el#ptmiE(;ePwoYZm+Yzaz9?Ty|@e&P-?@k&E$mBBV;c0Pg^OKp8y$ z8^@EmU0?7_n(a4XRyJ&yP6;<1a>E7mCXKyuzEVz?sHAM#ZN=x$8= zQ(;IXK>h2`7?P+rb9hsjfMqD^dj@vW+HbIG{HFP-&De0ksOd_mI7(^eS)l#D(LSu7 zV>(CD+wKBre}Acs)cKQ2HWlWWqTY=0pPMXL-*P;N59o~;26_3p9(Tg2SHG+>&y3}Q z8Rk|l>7i~f5VK9JxvJQxA|mU}B=TGicbeKW@D4iE$&bjrk(dNp|Fe$9A$oUg0`Huu zaV(QKbNCpHc=6CV|LBqIF!m-2CIEO&a^LakjN3S0?a)ZE^!Inu&0;`00H^y7D|h9#y&T2o(1r??oDBnxO&_g35Xkcr0M z%~}?}k9DhG5OC*~rNq6L(3!Nktj9)&O5_PI%-21eus?q{KsY8Z^T?t3!!{DZ!Fju! zmQFFTJACVWrMt_E!BXcy$Z+jt{o3au9waihC3$hDxhM86*g=rPh2iSEYvXB9tg;}D zd`w%w-&32V0VBo}0=<%@iqAC5mus_s!kkR;LH~*ME<+@2C1VVZR6lDvICLB!H=z zjnLj5iat;|8wS`O)%UpU`3R1Lg1!H>c6Xj?=NGzY5@$(n<730RrE^C-bRZf|Td&MTj+odJfW`Zo$Sb9j74?=T~&$Ky`5iSoRB@_bE zk?$*Ke%9@H))LVMxe{^s-gKmGIdp%SHGLJ4k(DwdHIEY(``xM4cBtm*yXS3+#MjR_ zKnB%_=LV$1F2?#o{Lm-1&1$MChHTd>P;c!*c~#N}mw1udlUynU+)KR8aZo_Sea6RZ zVDaH|<+;yxx<0^hiFiQ?A!4@H%$3vMp`rZUk}Tl&T1=6VKPE_Cl4+79=s=f8XZ6VC zY^;Lukz~J`NOzW1+x=fb!DzUphP-jRqwobTh{cLGa$ailc|mNE+BAI@5iJigKMI3S z?D`E{L65O;s(Moqg@J_~>C&xs$aiUQAfd`(>$4>5Lx?#>T`R#0us1&?{mjx6lAz&W2ol@UWsIwMhg`I^7wwY(l-f;}8Ve!vmMDhofJJ33GN1T@M zlFh_T$oDrNHtN)Ggp3w&I6-r z8SlS>xr9i?t2(w|fC${t?09B!uPAvFFL5seDrtSgYng5D>icZVY8X#W)wX3%E;B99 zh#&tAv)%Gc)%eaL@+p$nJ2&A|Mc&@y*yL+Z35V&*FRvEtb2)}yIGf0X!d3Mq=;^Cn zPHjnm*N$Eu4OYM10I(48)m~>Nexp$$yw34sse}zcSPM(stZ%*(S?-K&_IQ@aNk%Mb ztDPlW_;s zlnUO0HJZcFpdjDUuchL6HcQah7+b@|bf+GZg`@d+oDoqnjPW{pQ@Td42RG5+?&TPaN&It(cP zq1W&-kkgx@pB*(0xm-D7yE=CWh?t;X%8Xz#x(R*LpsjrhaT@5Xir0;lKa@rRhX=oB zy7;lL!t+mrjH99|3vVZC<{{f_MDHT*9)85qz*}AC>F7zPXRw0xjmG6aj#1qG@jmNc zeKJ93q2$aeG}O};cKgjbHyTM_t`iIv3!32iogVvR>b@ zX@RG)y`qdiz6821y1ryu*(+HTzou^g-l^&eO@8-hcJU=}h-t1pI$3k<%Bi_sFxRA> zGe@EoSpybFhzp`>y~2lnU(_eiFOe3S&OMc-pcMSBXN*w1N&|j2)7CB~s!+*Z;SxrA z^MOvDfNq;aJPzZlPVRebRJ~FTgXGww=`WfF%SUptwoSgW#fs<7jRU1}JZtWPzGffP z1i7XQehMU+ix!wxaITZl?Qg;DM24>4h2(RzNt}!>siHb!Q3SJUH5|0J0e4?!Ua9NeFDntAf`l(RyR(wBY0mwCM{*Z0S zDg2f~Rh_}DirT&g+L)xnb9d5j%0h3vd-!EL#wOdY4e&&SJ2(2kNxn(;>NyEDJpd3v zmC~y~_g%^IMD*#bWhVEBYxg)Z8b5ir(scO0Hv8h9X^!u0?qLW&o4#M*jINzy$arvR z5|2YChhi4fh@s%ey)18J}f4ek@~U2JV7)pD#;>5ictAvWtEs*>x!XMJi%}8 zmXqHhq&Z~c4AjJbndl$6y0GWp^z;hx@JEJh;(ZT|N;3+lVG;g0xUKt~$h1G92(KJy zwRt+ov=C3BxwfW7jGGfPc?;?5Q(D03)^u#kjU&JUYKli{M4zM3!dkBc6;O_}gdxGT zu=NHP(l=8{>t6cclz(3prGHc0ezFYr(@VtPV4}tKrI`nR`n{S*$SDzt&B1(#2Eq9V z^>{Z##4R&E6T*NiSu0D8hWo7DrQ0xHHr@_r3M&L zZ>YMjf?-A|V*Yea4yDD%b^v!aoy5}Fe?7N}?bkO;pI99@d>MJ0X}88BUe%TPqT#f4 z*Yc%E#ZQy$!@bU+>(R^l`^&cvuOtAS@$fhEZtyR2H{(f<&nJin!_sy4Eo8plgpJWr zgO#8!*WUKpn9*Yyg=qVK4W#mYrn8a~&LOorzcr9_rkm36p6{%Za7&hM#k3qQ2%Uo3 zR)~^)?Z=j%lJcwWnKQ;cullOHRMYG%i zMB{OIb`-QZDfZF{uG=uKR8)|u?S)XdUUzy14-TYQx+^)=X)R*EuhQxP#A(>{=E_h6 zv%WBt!I|s4u}FCUkFk+qs-Tb;K&CO9Cch<$Y%5J`!WgNKXvw)PZKG6*rDjm#@8$uX zAKgm- z@YM?No*r)bi@CTJzy8QTtg`GnvuFO1f}!r-7JnxLvf46O7%NvU{kFRwH9Q-Fc_9|= z%AqaNgAUK-9{1q_e5Vop%g`*OkXJB3FFm{b%P0%hRZVLZ!72h5HJqUy=tazx5qXJ1+v<6L{T^5+q z^WT3ed))roRzwC$6BDw~d{35d#NyOqZ+*@r(`#+dvga~FJ8ub}O-Qyy2xwMmn6kT{ zu;i)!yu&Y4*g?}rwrf}t5V80FlVPwItNIt9>dkO#D2wVpyip8hmp#w5vFCijkNHUs z&Wzpwoaa(G`^mKj6ZEej)vz3!*sZV4wXsI>_Eu~FM9AeIO`q@E5#8@u_7sphrk1rD zO@8%po4ZOpn80_MZ7oKeJc*xuiSd?$b{4-yQ7k?M3x-Wb;oa2_#XKO+E*k7~3L23b za_uAyQYC6o=Z?~%m#Lt%G_WcH6X*^k?o_Z?DrNsOwtRa#$fA{^z%dksPhELlZ=Abt z`m5RW(UG`aR2sGSmAfFy)(ayh^BKn6QB2y3LomB?+#@Khtz3haP!#9G3h_%w@wSS3 z!6ZA8C8mH$GU_aL@a)h_s;~MPm6qTvLo7_|s*xWU{RAvUI;L85Mm0rW1q)2K^Q@jT z{>@Ys{#dk$^Fi`e0?DYo+Mv@gOM9r7lMAsi7Yo-7rVui5J5=6KL59K1o1taay3`6N zU|aB_)cGdxjpY-KbM)GK_50Vm$)c64w1fv|u9#m1vM#B|0N%xYW{S%5`SY|fr_Y1S zL!8vvZ^X5VAVfUQyu!|jwnF?~M!5=4dp1UA!5OQ?K&_*At3n1#A*{}9`&Hx*c7>SZ z86h>5R79`X6crMR^V6}Bd8MIsa$Swl&@&JLV+szH70yLvyfj?O@bv9gc(Sr$qja zBnbFQF(KBr8PZeQKJ3ZwbKOd}Tr1tTQPiM%k9pmCo9%>kvK_21Ae+$%Gbr{o#`Bgb zqH*NcocTleVMpJgW-KvbCx(=FC_40KaHeQN@hkbO<};*XixhCBaj={sUmC`1zv@(; zkVtsJi;&-tP1sx|mtMh{9krq9K5EzGxBa)KF{`$l54z0*Y+kw?Xgg@oo*||65Ga z?Mjie%IFF_dGv$l&}`3qyK-=tn)91w7ml@IUjq7t!6~UvNVj1?+IR5ON&JEeB=qD* zmCd5tRGaT1yZc;GujijR;XR>u!OF9o?S!!w4E)QMhn}sceP6cPJtJLVqGAQYxa}nw zIJYnMwXDb4Lcvdy43`UDFwZE=4vZ>eXNMig&)}(TW?B9@17iu}DL#a4!OnaR+y3fT z*o?B8w9YX{8%i4=l#j)i4Wa4hA2Q#In#LF9_U1*oj0Fo^c${obogp5#rV8Wu1dR>} ziAV_^aiz9kBr*(Au#)PFewvx;iAn>@LMhO6n>8(A!%J7{YM8)I%1d)~MwvNJ`imGv zVqUB?eTOJ@=-ZHLTMlm#W_0OA+tk>X+_ZeD5`1X_y4uTDo^V`w~soR&NqwGT_9WNt$( zj0V6d&H>tw4`0t5URFJh>5`8zFsS8$Ax%2+O=gCZom_3H%@&h$< z_2?7y92!G$F2+b(`JF%TM|wu#eC=1yvo3$FIIyx#Ds01|@}&Fp&P#lnw9eXb$0XkC zn04>YE`BTDzh^qA|5G!%nTMYHQZSJ4p4=YS!tI7VAEm8UD-4*{v;f*}s=g61jRH4t zonJCdSC7MRY24@b4z5im%%EMPG!}Irs!>sjMeLFgBbl-!o4IrnymP}5hA}PF-NSfD z8&MfVJAZ`5t~Ia%-{*#dV!2AvtXwFD$+bRGE)4^oFF}WziK5N?YRPvoZ{<*pSa`Wo zW1}~7W09E9mln!ThBplqM_J9M(%z_P@`x)2k7ujQJ`qe>jae_?yysr5yT_^bzvh3i z#O{x-g1PqiUDvdIdA@&a@sY;Jn{W;kr8=16VX8e=!{uaj`0mhaI*M{s6nI?zp8u5a z`Ipo+S9OZUX~K`MZ*H&zN_rjZyeGgv*cw)Dkzh1wDO98{5>SD4HRosMO;w3#&-Rvt^b?%;-b?o+um%&BuXuVB+Z^C zkkp!`%reD>eDyP{8<2e51c!3qipQ~@4@7**G&p2WR0yPjqh9HvcRkz}gXe%P7yl1| z|3*ZBtG&*GWbeW0GiM!JS3lDs=O7wz?GmVv$eGDFk@UxpiV1-T%l2`Z5)s(Df3WXm zb_nOT#4Nl1TTZ949dPzE^Tyt`csSv;@+yS7%jar~P?upav3jq`_Z zg6VWDZ;=DtoB565bJTA; zY?2=lKrk;5p&9m`kZzk8@||E?RhDZ;FR+B7C@! z1`>EZAG}}S`SeE`2aE8<7KhF2r(N>A_gKP{!}B9T#Tkr!(a9D* zAm6k@3<$3eb^BLv(H5)|^>La5Sa{D?I(F|piR>K%nUCmq3e1c&QN#B7saq6m*tDe9yh5}vezWdON9{$9ek4h1^4dM=#CC;P! zyO*bs4W2`YNVy<*vdZ(L6P%cpPlvHFWFpd8b6OK)N9}jztwu%5#s{wNT}#J&Hsv6# zK50RS(!c!B zznb9Kswl}Bcw~DN%v~3qX;dSY-VRGwC=S!(^WkTPH*19P9JYeKKSmo(i~S64`A-Br zT|tFD*c_`p9*i|(w|zNWznZTz`IgbNsRe4+Ve5Om8rIvJ<0^*eCS{qCQg$zJ`r?2D z9Tua)2_mEpGxabbw@7-fwMAJRN#9*>_T){0_6x)3km_B={o8qkI58*H6wzLFu}Azb zH(xY2-xj+@Mo9m^7a(&67eywHR9Mjc37J*YXKrojHI!i(hSl}5g!k0*L;rf-#>u6e zjV1mIKtCsW15SA#s}s?J_Z9p#ikm+p&Wt*RWu(3=6li+Xo&Kfq?kVAuWJVt@3Kt9Q zFx!_92M;QQ;$;w$Uet$^@6EpRZ%_aEaYB&CJxM@0<(|lvdk@0|c7Kgk>kW@9?zOl> zw_GQajLZ`L*)~iuA3JTj_t$PWSPD6l-=_+8uIr z|Au(dz8Vw?+Vj-1$et$A5&oYgh=F$A>eLHJvm*pc1D=6CZ2z%v2$o|eCCaPV0#;2$ zgC8sdW#=v$^v4XbKn6k|F8NQS&myyh0G^YgxRz-Fhq@7x9_#BE&g%x&eChH|Fr{2g zt_v{lx2!~YWe61Oz9$b?^wSbT<^!n`%Y&&PJK22om}IV6`@GUAtnp;9s9nw!n**Nb z->GmgrF(OKc3!Z**%~4Ck72K2cNSvnm8~aY6}Qsd;kuh>{|&-brb|p%S3b8VS(?88 zzRQJ-6bq0}NiTG;^!n}RGYScdgi7At797F2#KYdd?H!Le9!{aae623~6del~! z!O{`aFa*!xXFcUE!lP*SbW1it)%mvn8mqERthoyDN zpuG3rXvX5T28G^B@vt#RI#LKb8%{>ReX<8#8}k(iBbiN8AomCh82r!8(VV6uOA0j1 z9tHY?@9Z!6uzDd`H7}JI;26l7iIN1IWdg~N5qsHm!qPyAW|FQUU;(_rw^^a6TPS@} zcD&Pb`)BPn>z6<5yDY$HavSk|<=g9}Grh&8ztIVnXm$Y+fNhA6XxyR(FZ5~tOFHfv z>I;jm1h*n8X2oT1rX8WB-}DdCRBR7|4p|?^-bB(R(ab|UxSf8~Vsi#tCD%5!D&Gwb?vJN5ioyatsRLIb~j+DzLwz`@ZxriB$~Ugz%gMu={c;s z(>F%|kZnD0y2I3|FgsZ++?+RsGs?kcE74p)eg-nRS&XkR|Bs7geY##%2K~68)g&}224oTHS!reuG}y&K0v}#E=p@ zp zZSP~C@QAPwpGUn|%;1^F7Z`ukY=lN(5;BmGVMgo^^T!}W-e~Xi zc6OX>guK@DHG5X@upCMU_#=B1ws)>i6kyC`t@<*>tw|?N1^LcO%F@2<%hE!~ysQxQ4&exUen1=b~=2<-0!p?<@jPK(ovKFUnd! zaX%dAae&B-vNs6n9F4?Z2OJ$bb+3)R?pg6am-9UvS~#ldyIgxQTi&bsi{pLuOAUk@ zPfm}Jke2QgHOe7eKU`K@c+ux-zclO!I0F~m=6OsSveK`fzYcpyLKmv_&W&!I2w>|Q zR)}@8U(aoC-ku>~(%eIQ_zR{qUtyOstS7f&{VWS$W?mDwl^4^%XE@qUcc>I5>>>(b zQ}v6fA(Qmbe_(oOI?8Hbrv!Zoh0ki2&-!54PP%^=g%*J0C9Lbhwd#Qdg(aLxz)+u@{@i+nf za_vdI1R=o{{??e-)`B@6R)aF$OKfkzRkfiV`!(wWlV%jl$FzTz&5jd2U;a+vm5^P~ zpEu{1mdmfmM>Hxe(1iOP5Nvzp`qJ6cCdP`Jy=G&n?Y)R3qN`+lTpEF;5EB?Cb@Jp$ zZzl$(Y_EeUrEagsU!`0a71qJ898lisvAHks66V6ar7dMC&T{~snrFT`Wmu%c45G5f zW~n*Y#vOnnNW6Wg4CM2O1|lYNb&&?qNqqU)`5d;ic}QT(vnyxGYMae*Ymej z6hjv|4a?#-O=*@Z6V(RQZg{J666IWLT=y-5M*Fys#GtaV`w_IZhnQlQV|4U$L;K88 zIE@SO-$XXOKf&v+$Jb$IoxDwItIn-Fk+-dtM2BCN!zq$3K}$ioA_igPfT%5Z>(#3GI8$K zw%_q%xEUr*^^YYYl|xq=cR7Xn(ES(oe(GY1fvcVuo+y<+CD?}hQ(F|PM2oQA1T0|g zpF&HBw-I`r+mO2(Ug-uGb|JjbuT;dZ@oo&{welpjbQs_@-5BQ ztX87@zEA{AX+duipO*kmDR-%H74M!s=AY#(dy8xbQ`={s&^An$LwLc)Hv6wmTp!nq z1MqStZPT>q?d=z}4gG-eB_jxH8{^sMLP+#>e7`y|bTN^9z zW1lYG(*2U?*4*;N{uc}xHt=|tvdMz|secf_;rtk*)A%GRECA$*_Mjg_w)DmbY#Nu}MAX@b%6lJP4I#L70Gij?RxpppFpLlbp zF15Z830vDF{{UXl7FDBr?O@r(_+CiH|1m|<>qWYkKjBymP2Y19O5xc~Oo>+V_xCT( zE*Z(TfD9Ze)S$ucIVN|Jq@YC7>LmU_cef5D;FrI-C1f`j3O{Gt__!3=Kt^Hr=V-vC zxnh$Tk4iFZqLLI@Qa@8UKDuT^Gwc>?j4hv&QBs1Ph+WoFzW;xT5*&z0p+uUtR+Gr7=#A7=4UI~sXS{Apre z*@MT~v@hQ$VXw7ty@NH*Y3vdESBS(#Zs>yi2(4?VOeOINH@ zkFX!}xU%80BL2duHk~kmb-STUr~O5K>4J=aUvFpg{{3^%TlzX%(ulPpikKJH>l{=` z9eR^T$^B7051>i-c@{i--pG#;XK<8d&?8KoQ)qPdoEZ|`DQZ`vg*{FWas3zDRKb|h?>dlP3YI{CL*b%2)LXVDGZ{|EsA zEXB>=r{8W|2Bz66T_4GF4Pz#43yzKwvn4nUy@~xOBgdjuYmb3kk?4y4%xo0*(#iCQ zoI#TX=f;ckzr%ktQ<($Qp9!1`X98&5{bJTB^QsR7hhOePzbw@hA3gdXKz#j9{r5zK zf*+4!in*P`r(OUn%TR=iH-qNfG`JEUQthyUWbcv;@Z@T(+kZY&`un?RnK4I9LyTfj zaRaGO8G~k&z*OU2h(*H<0%A8%Am!ExFxQtORWCX z`iI|a|7^HO|931D*%Fa(uCwyB_L=5Ti}X{ew_k=vau@jcfyieFs=3pm1Lv2?34@H7qsKqmcy>v z3UATNcb55o6JR-eAEefOqbn%SfAOv#!aeiJBHDkYfCfI#V|}E&sZApOSxFnzHPZP) zyowr4oH&PB!KvoxnEdcP{6ALPIZID+trOvR#Wu`6xE5!lthe`ix59Sn3KNpJBV0so zT#*ugi}HHXLt*%~|BP{ddy&EkPqz#XJcdk)51x(OM|WfJsVtp0F8 zZ(L6|Od7}BcIZnWJmCx7B&W<04qVXGI-?d(uvk7-NIF}0GM{J1(Nb|0Z9j2|D|Uuu z{)w%4x+p)(6>&n;iHc~5$A)-O0!jYqN#4CB=p$$IPF3FAy8x0_pTg($I&?Wo;a1BU zlKu}dLuYN1>|M+Bo1ZMKo-W8Qe6et(1bvtQu#U*F6_py7t!|+U8tR_( zE?bwIMPg0^0Zf3J0ssj%Egw=PI9g%du!rlv&o+-5sExZT4f>tDZdJ@vkM0c{KM?$P zi#UqFtX&&;6}zS`c}~3iIO zKzqEgaHGz=G|g8?Z280%ED#?kD8s;mBu#jb{Z=SnK@Z=0`u8jKeUw+2)p`HHSFn<| zRgw3y9^gx}<98V})2ak5NkUXJk6{a=r=`1Xw`H)=Yhf8vfx1&pyBwkh02ZWqB$1{n zdM*_W7(=$cr_MiaH2ScAZsK!P zB|qo72`*Mo-PvJlbl4=jt*&?+OV&I%W#LZ}8^1SDy?_HFI0ygkkp^&+GJPF=XvCMX zTK`AWRRy)#Fl(sbUWz-xiWMlqp|}(+?uAf1P~4?0S~R%3y99T4_u%gC{^vV0=PnnS ziOjxhkF0G`OeG+CA95m)n{twP*|;vkpQVCad<*m^au-5oDh8Y@ol@uMQG zunQVoZX#Wc3p$1T5q_Aj%}#)|ka~>}mAAOlt=tDF5K$D=E!?xH0ZwVaKYtN0%wCTx zRKs`wULn&p-!Dt4>&n}R`y$f0cNxTJ#?sw!5h|Y5CNh#~RBx`g8l40A50)%;-v|pb zZ6+g2VGQOHsF&tW^9p@OeSua10e=+Ic00Ws-kwBOACPug6SW}QHl0y;TFkW#54ufr z^Y48@w|5huy5tkE*#GcleHZ%pbX}h}a-of9hvADO&pDB{@rWr8W%#0-uUhSu*MAR3 zPXunqUC4sTx6w!8SSs9@#EMpp*fz660U4FfQfYs9^Cy%4sooU7IlAh+B;0X)L+1UE z(-1j;8c%1H_&eOqxT?USI8S<(<2qFl@QNtVkadFlle>^3IqHp0`F!uG;6>l;`N6~K zOA_$%kL3&)v?%haDyC&sohz}oEuqkbCN(cQYRO!cB5lx2Iqdwt!ZLx-N zMH|nMPr-^zk;Pkpd(M3W`~H-%;9&io`0{WG05JJ!4yDHQms#BGiHy(;0QU0Bfe6mT zl`58KsA9PW$^(PBV1^@7iB^2yw_&T3qPm9nwsYqibM3o%(~d14sG|&!NpC8L9Cq6; zzW(+pAN^oig_ZEEP-K?_wX;ayI_+QNSq>2g0h2kQ>NrTH=4<-eiVJqpWnHKZiT zGrE{*845CfL~wy|uG2~g6s~fDdBIExpmsjNq#sE?K?y=Bd1pCW1alo)?3T&r?H=fw z;ZwxBz8~oK_s_dIIZTrjKdD33%Cc!y&CZ8|!CMc4FVyA=q}dP;7~b@M5wZtCD1GF5 z$$aY>Z9Tj_c`B;_W^!^P7xQZT_&-qg#eH&u`Km*aR+Du*%rYm>C^2Yl3M!SI@r zch!$HgjE=r^EUy`g~5<4*ZNgxj9YGz4Pprg+ls}C>e2~KV$Y3D%Y!Th%)c4qLASxX zBr$(M_(f=+j^!c1q!Gy0L#{B`ckvBE#x1*9-`*bzrX>&EAPH8TyawR%a2Df<`P;X? z#dGX+FL`C6g~CktCb8ScMGZjKomBrEUt1O@IQDTg!c*SUbkdAM3!1tc-%ab?f|7?? zL9l?Da8-84RMWqrCfzcv-|5YlGJKG1~z-v~lp?`!(+BmJQMlVE7AryY z&lb*Lay99h?`SZ!F_oU#{pqAXYsoL9*f8T;VPzz7nmg-Omt0kMfDaPXyTkym$CTb~ zN(@l(_vwog$4U~_rt?^htY@DmRnh0yMLy+eT%B8uKwn@&jwQAWhxrv@*)-m$|M-Fcm-Y(OCC*LSq!G^hbMoYt> zGl{oKr-Fq(-ZPTL702%{dBUMg6t_?+d{u7eOCCJvH6zoSI1569bBSCKz{I8P;7tly zYWEz^X`kV08#z@Ym8JN4_~G6>{thO#5m|dn`HC;xvF5z=?c@0o)>_py`mZi~+I1he zy7y^+=OH*x@o2QBysOOYHps`JFwHVmfrxuR3MQ35sx?@xc{&=1yRxcKp0B1YSjctsuKY@VP$(n&mRCBhR0fgfM~u@Vu1$zX zY;p;-1`QGF|1oU2A&lHke6)#l0p~RDV%8e^Tf>tyC*Go!>WjajOXV zxUf?D^@cVy@fvI5Isx6p$=H*;loU#wGlIYe=Pyn}-veF`Ijsc8V!eGn7h=Iim2z0w z_Ciywe;}OID%`GZ_!IJn+h!$MA@4z?mIJ1tvF7P*d8MQjY)oHA8pk*p9k}w#pr4iX zzCk!Xf6%Zu*y9L$a<+UQ=^U~{{jo`yw{qW*9tu$Ev(_=mB#g2F{t%?VimhN3IdcRE*-u7_qvGVj@S1yj0`?I zPUdm7Zy^zVpxP&kW(&@sZo`WlV4+~)w(x>_t1Lm_&sI`=v0?QKGAH5GV}oPb8a=* z-g&1c%+rYfqA0-ND7Pzg_crvhrp%+KWkhstRVnuW9%iWWMh)RO*~};>>|K*klHoy1 zWL3#`hvURapH0Tju~i3Rw&l-$kKux9Pn^gU9xuGUorvjm>-Kt$?!>h`C&;5%1XP~L7_xr-lcF*MV zl}>~PbvxV`HPwlXO9vCQvig>ATO;p9pP5Hobp;LC#I;HkIod>xAW2c#9ByzlK=w$y z}$W4nE)ukR-XmAHe2ThNCk0GP(RGzxJ&h%=GVNxeC zJeI8MiAI{O;c{C}u%)?Tc!u{R*EA{dpF~YBa!K~HNjH+`R)aAw=k_b#l!<4C=Z}_h zMZy0_Tj%P?V@*-sa*GgJ?VucDp2)nyOzF7M&_Rv##HvLBmxG|`>I&;-P3jvmj&)E9eX)ze7h$+{FBt6XjhfP zd)s<6h=LED8_ZK)k0{+6zFs@SgAT&ogY2;k0JQNX>rb+N)|XE+ngcMO_C0JnAkmvz zoIVK5@k_sX|DCl4QnDr@-0&%g^?#gG?n`HlCS%LDD2mkDOjiwGR^u-vXUxwlwV`1L zhQ~1fp_-H3&Kdoy+PyzE*(A5?Y)C_yUjBNJ(o=aj2kl{*|11We7&u>2e~rFLd;cuu zcD)K!N_NipJ`e);zotTvl@L`s2*DWM5+tMEM1-bOXitYs^)^rAlMnNqvdls!TvSHH z4HXuP)<0?iq3?7fL>P*si#$Y9YdvQxgA`JglJI>Wcv`x2uF=&)T-Unh3+>vx_oT^u{u8C4mn}Q^ENRhL>H0waXzUj?o`cX%qXf6o&Sz(u_Rq-&kSpB(E_uC- z7MSG7?IlrY-R#ErHL({A^>BxkskUIj_DGB$a2p>bbspXmves8%z?R0oIPHrz6<>p7 z%-zdF;f_K#1l$a{X|}B%n&l0(uf)nZrSQ{$E=mX}bU3xG?P(KUvvx)1LDXMFaLQOR&fj#QP$3s%qr8R(b28VZlt zb@O`*!`0wC@ISKrt};bm$YjTm{1X1M(&So|7hSy#1UAEOl}Qt{oq{gr^YTXC9b4^` zOpCZQY8P&*!v5B@GsVn^!ti#@$e}-p7vH(V&y+q3NwXn=d!AxXCF6Gg+d1G!pcH$wyor)OiNeYHfdzGW8G>Ev~vC#B#z)FAr( zOW9FD_YXwc9bbQB=8yj9CL=1mC3;@6P6&k#bP{ITF(O-3>AwRT&fhDInjK^neyMks zRM`TJKkzW|#y^}}#Q0BJXf)&CK+sLXGU60=y(L`<72>i$yQwd zNoaEysKBVB3hA4H$(0j)^JA96bOP*uYk3tTYxK9J(ytl3_9(AZ`KNQ#lD7_Ln~|Pn zDG4xHXjYkQ$oxC<6UhXrrjP|HS(L8t+|M)XrP@Ajh9Jh+jJWEdrm6Ui@5+6-~(n z4lg>5_ojXMkXMkILcyexRVDb}o>&SW@wU~p#Y+*$KKw^N)bM@1`T->Kb_;nqKg{%S zx@m^l-6R#mlh#ISM3j#t!!PB_wN+f(X0)?GvjUeoYY{=#ok{B6j^TeqeGU%8_F zj_nS9@wpilPz=u=er!8QtLHnFYZ^3)skUCQk9u3%(F?5Qxa+S)e2es!Jo+U9_^}U2Ocd&&oBJNJg z(hfwgo~GU9yZ{0i%(_Ec{z0PujgFEE_naO8oD@x_J~(Di-iptK@pRvSMk8T zJzk`5SL+kGB`l`~AbEgA<_i1s80X%*TV62!V)N^2EsqOFEmiJX?nv>0+&$ zIC(-ex-LI#U}3xC!zVlMz~M=G|8QA?E-rSZnYt1w>T@Pu=jCs57EJhSmmG>4IxkW?RBoJc%pk&6nZ6W)$@$5JFX|kuI)eT3m=L4GCi2_dk_Bw5_uia3KN@JA|90_x&P8jwr0)o~rtJwCcsB2{#gNX*$z zf?%S{Zvn%j(9XyQ|0%pREuudcmvdwDQSGM#c_F>`lb(D${pXS)v=V^sF_zuR!%!HV zm@`tJtNC-pYH%G9nVmGEgjH}deS*MlfBa&g3-ygZnm8Xfhp*~~w+Rac#FRaQ2anpn zBR=6`$Ya0`mLjdvhXEW(BwZls^v*+qRcqaImiOL(*XII%h=24sG-P52uITcL(3j}g zC##CdA35t(R%J?qOW8h~u=KmazfWXOp6Y{~O;hXMP5@oLI2Q4<{{#%jZHb(8d^yY(otz#NQ<58rD``4#l48(2*Ej_z!J7U-FTWSX8kzq5v_ zV2c0(sX7eE60v%&Nh!2tR!O47?=Es*2cN@-{av$c4JrbBr*3V|8W>nd>=L?CSWi(D4Awqg9{-z>K7Ry<#z+V(b%%ehs3Y*k ze+rkF^J$^v=XP1-nM@MjNcCBndL8LHzwg3qbw4%y5yb-yybIh}SZ06&m?)$AOJNqr zE1z^7Q4-$`oRuUP7$Ikm%uH#xi-!de)KS;_XK#fpIH!izGDa=ntJ`$(Ggd{HQ;m(F zt~`zj6SBwh`d&bD`^X9DpV+b_m{dMA#ScgZ`N^X+hylp1Wr`x~1~s`OhPYtRT_+tL z7|fFh4F8|h>42m0jcm#5ay8}Qu1&|!H!)A_+xUOxt#bwb{H7VGt(6j+Sa5;FPtn^E zRPQ~X0gi`0Qpmyr^i^h?g%hXJarf>;$5k+_6?F~Lfb@;+`yM=dsLiZ`oRfa70sF4^ zM?+qz*khn?q@1*k6H@l33n{hSQ}LTZRx3LsDjRNCRey*vr|hh+{Io~=K^!9y9pV@S zJm+xVZ_>rpYA?0S2}gv@AN|roQLvj(16c5I7faz6dDQgp!PMJUQ1$YB1)fi6#P})p zFjqcH!TvC=uuuFdkvC9vQP-RouGH_7jj&Vv@47y#2$;HCfeHk6MbI=1Ev zeKVJBqIrUmC2`0y4Ol_$&$NY$-NRxTZ9>W~7^OitvO1NA4*8r0wD-ir`gseT$of2+ zRTj~D_eB%2MENe-`ZAG$OIBB}jb?x-!*U)T6-#aR2!OlGDnv)Yrnptvli2-_J4(~E zSnGf*H>+JOF=G22qBtF0wspq)Nqmd$wJl-{2I+>?Xb)f+`(VWfB8{8n$U=4p#bj0C z?BaX{4hPu3Ybc~A(FAC5xyBzT-G~mU_?PNi6T#8E=jICQw+*ZWX*#j>9XEbODt{OBLGeCcR5|>!*`E^WbV0i-3&&ZfA2ydPAfpjx!6;Y7 z6qqA@{5G3b+@yK-V|%2*-HMHM5-w-6;J205Kf+4JpL0A%N6ee2X`hdVilheOR#nb2 z9Zq&$Y|0FVoHre-1M+qM%h6n&v^6xhM{Z4Fw)f+zt6?o>SZnipsK?EMowS#@+IAr) zc13Sd5^j5i^I5FJl}^$7s})IWSQ8y0$AUUi26GC{GvJArm*G>Lk-GCq)*U=p$>kkOAw-+6&rmRYpNKK>04imm54R3d-Jx z9{q%s_2Zv!OAa9a0E-g3Df9<6#mXAkc6?p5BeIH-ZlEE7I0Rp6q%JXj_bkOh_W-T^ z6MI*f>v6Ex+_RrFp6#uxW%FJNu+f0#@VEVefSVW~E(MqeOsi#|`f>43aLr2*Heqgw zk4v|~Oufv{fo&Jkd!U)~+E)Ds?)5q8$|_HQmvu~dNgTg2mnVY;uUaoIa}j6v`E4bX zv9?el7ddWwBLuGQp#hoxgFlqM4iviMy*SB)%-^EG9HCedUmRerVgRVSNyT%Zw)mU} zR>y{V{)nb)4&7k?YmHO);`x1u@b5W#gP$iMyB66qv`%(7`ID&BbVS)1`HCS`{2a5` z?b;Wsyk+SdFnQSz6wN&vwRyP>=_N18or5w6v+pB4?O}Uh?dxCekcg2stWNVL$6o(> z@0B6e^a-H92x8GEzcieWlZlmovv4W)H`r>A#Wmz>#F2Tdg~Pzwea4=@o;{Qa%eXfC z97Ku0Pl{|}3K|HCt|p@xAFnQ;kd7fsXkxTF=R$a3ij{m!)h2@$z2fk-Wx8&c8vo{T zukC=zoH5jH%l{eg8YKcSxpstxOOBOKlm>JltulU0>c*^h=t;ihXCPQXkS*g%9id89 za0msy*BoudKWx-opQ$zsp?tQ(-cWg8r`OniYiBW5O2e!p9G;Vq2JAbNG0QHEDee%Q z7u2TW9q?(_arXaT`|zvul-l6x$pI$y9n^|;|Hj%pUPOu1V}zMM?hOJ#?dWEDaUXuiKmk^i zy}xvo0e$V$n}#;_Fp4g-w5LCnS5R$+?W&w#UHk);BmO4r*Zmnn z@Yuc;69k98vN2j{;72aOsN>zg{Q@m^9X0jF zvvjkU0}eKNsp}A_Nf1nP`OV@fIsDPzC)!h7+TUhhDz(ClV9Db+Bk>fkr>FwZ(gboO zCPL>1BR{r;2YN{+m_dp8WC*D7E>}M!qV`8sli;;~8OC#ivG~(Dv12{*!EHpNhDWwl zP2ShBG$WFq*Jd^UZQg+SE@bA1jpOrN%M|B_y*xjZ)wJfgFaJW1SaP;!K%g2#tNkhl z%0Vpuw)AJr)0UY&ig@YfUynKXiVaP+f4rvTYSY3psC#M$AhE$NSVbm9YM~k(b786+ z_3G;~Sxrna;0n8XrC&IciBA#|UEghuHao3l<NV$0Lz*j9? zkT}(g9sy;qFc$-yST;8I;BgX!0;J*TaNAD(frIsfLr?8LuwKNu;bYOwOf`GgMR-rb z#Qcy@z#Je8{?TtRP+i0zCLS^zZlh!oqlsIQKLx(OjYU4TaNxxIGiFg8PHXh(W4j=G zHTk7wAIbg)EU}-WKPc)D27G!GOwaQv_Q@y`+4Zu+_IZ{r9=Z_SU_pNXsHL}Px?}8u zld!;1aGJjb=JL`hg3J3^{d~h;f+8Xn&*_GHz!Z~rzxv5&V`YgiwYfG*FyJ-2XwqD@ zAUH4uUL>QlTgA(vtGbjwc$KK}sv-tb49+Hu9>wfo&}WO?KE-;p#rWqsW`UZSsRFzn z2~)VaCSjCV|JI}$Z~Wg0BrEesRlDQ!t9Qn7)7Py!VYQP#99b4hPAsBX)6JN~)uRB? z>Lno$U$`atp_OMFFbyTr{q9u!9TP=q2^U2ZvAgwhAw*)%moY1iMZnGT#%y9VRxHDO z)PU*vwc$zUOSU+#k2dzG;cWDr-9A5fOF!(BN{D7cU=xn4TUc!*u02@s%C$l9{pl(Q z$Jl{h+lehXf8?h>591Sy@%?}WIb(qH*&x-%}^&Gi3gWU-1~?R zykH&hJ;15|d|S_hK3BmANKmfW$IUoG)7C!4;rzl})_%;)m<!1`HyB>C?)%-1_�#ectr4&=1j!315jR>R~} zW7i>DNQ!x?L}ZHVw6B-%gkQT#iIUG;rsjVS&`aP&E;g@e>6!Y7`b+;8Fg$E-m^Rw3 zZxL8e{n?b6InscqTjud8K+73-8X=29+rBPNR8~7z6OA!_P?wH5H6DKo%368VM^&|H z*^Bg#PL*@`IRZ2r7F;3%j(WQ5e9QHU1Fx7i)pE zC8sx+9?9pu#dvPmTT+U;aiQQn9WVkKgcVVeySYr$In*= zvG46hn>f<-cm9e(i}*sj`A_xGdD8(tu%u6^AGQ?8WrNKn44ohj1rh#`go!_?$Vg|D zB8vfzy&jP=yCuE))KyiEyXWy{5gUcOO7pc$&6TpltCB?EX*Zx0iJjsYNj7Z}`iwUI ze7~KTJqq7eL5h&~<}TAS&Yt>V@bEih1F2-ShclVR%M9f2-{9*F9FLjwN`j9grztgp zZxXqbqr|p}Z7AL~xqIjMylcWvv<%CRhBcixxaj$6+N6XbrJ0Gm(aVo?I0Fu(Y;ov<}aDZy&DpxT1q6ET1dGh`b(0_p+d93Ir; zaIN9d2w1$r(3T8Gv9=Lq`thywETb!WIVf;v4a472aGJD{rp51%>{88KU!RI>HYyOu}lj6#esrR z6r`nSAssiAQsg~v1i^wcmJiG44oc#P?gAtCc=}y&ZEIgwn03538J)z8p^ygTHpOJO zW$$+*duK9uJF+{Tc@LL4$1VX0*dL7L*(34ED428!OP@L~p^!r^z$=$5sD$(4$szX= zzG2}|>O;;v2(9ga$dd8$8$T_>aJrBUnnr<{u=5HgbV zcuYywcR%EQc9N_?MR2~VGHRLh+n?0|G2zztCZJbLC8x?Fr`n?LaBo(<(sew9Fcy#I z{&Icf;XK54)xhh|)So}m`6Cz+ESVEKo8;%&6sVCnCnX^`!EI(_Kn=y{TCejPJCm&h z6=~E8_aq0Y?%z)D<5o23lR5B3EL3O@?Ml(fbFNT0V4m>rFmW{kM?ba~v@e8QDz z4()?oz{)8HneNAKdWehi7!K*EjwtzqR>_{SZ&HUI8@KN?K9Q~1>{Y*FAz4w9U`j@c zW3gjVc0?G~V-Gk+xf6~QeBflr=#%Q9iNS%wr|ZcZ@15Y;djwy4{a=4u^RJpVzcu-` zj<$ya2d8%G5s0hExe9TE=9}E_A`Vd9n{Rj3{Cy$$RK$IO!n9@`gso!?5=SZw? zNX*}J&mX<^C=MbgIU?Twycv8I11d8TFkOh)>%e}kAT5kp*!w9P!1AqrGl?#Ns}wcj zgf~D0EVR*x4ZMl@!pkK!(*UtvUXJj&OK0HVvk;!Y4snkh+CDS9J%;+3Uyu}1&Q~O6 z*u&;giHVhE=P?u2AfvxE?c4c@O~Qa4u3IMb!DRM9jf~Q7zUr3roD2T#)H3Gs6YXz_bp;THW4#dW_S0`bG>ILP3p;)V)!fE~)J}`c z1RxC;+Ly*-Mv5C(cCBW-7{s;tLe!_Ox%AI31}zzH>spLC#N=MUaUbRSw>YIr1QXZ7 zbNd=Tsa>!0L%)OjkDG@!ET+=QnePzaaV=bt^t;mV!`#l1iL#Z=QJXwPf}gt2Y>W^Wg7ZLZ6^=+m}_`j8iJWeKERLWUmXfp_PrR|2? zE#0M3Eq1~gp0AaT`F{r_+;2dzxJXpaMoHr`E7?LRpS*dTDJdLbVc=YdQ!2mET6VtF zc@1*fUzTqL`JGefjcc&Ph**yDKaXN;eFuH~ikAg|_rPjV1A>T_scDKF0RPd%mUl z+esYn%Pnd~vQ$b=#yqEnjb6If|K|dDEZQ+vhDHCC)vL5YA{evb79QH-jN2u{WQIf8 z+wcN-79DuIaTPgJy^C}z^h3Nq&F$rjB1S?@=PdgH+x#A|1$T!A!A&X$IHzT~1Z-%v znjyd2x~IIUvCR;4f`tk$gbJm9#!*V{quRP!iFQfhre{{q58DP0tp-``=mn!cj=C(5 z#=O}L%(-j9YDD25o4Wa3<6`u4mvhLB&!hpq98z-2%yYbpw1A!qfvp+cB!a186*gPF z+K|@tPky%mFKlb$@aj+;)5KfN+6w&aHvd>nsLw&*vGZ#bT7%#_$J)ww=2hJfmn00B z7N!tbbt8@J2a65?6)U#iTEAk=Pt7iV#;jxa5E5=&e~U1Do(K)Doc5zrTfoqT&ysX3 zbK)zP6VTdqml}@;PXEB9eL!PtNkT{{)}0kg zagLB2Jqy(m0yiPwthWkbBc7FQDJpr(aogp92DutSIjAZqc)vD{DpO?Q+RzaBtycnC z-B+=mE?;drB3|l|pWoh~ws2$)UI>Bnkw*q@o>mB!nk~|PGJT3wSkQR4m}FeOD@Kz)e-f5&1}s&tY+wf*RVI?;&`ET(ZbghIN+PMCQJ zC(N`c+4B|tv^>8XI4IjTpAceeo|F|Fc!ffyq|hNTirZ1gTsn-{kW(*Szmx}yCdHmn z^h_KjQe7(!#w6OjiJe@EePsXYGliX)`xx~fsyL7X|4 zu>Hwn>0=g5Sw}#eLWtdxadr!y<)8>wX~ND-I4t_Y*c%YoEL@c zyy0t=BjY2i&2~GRczbvJft}c=ZTo-@g{g{8?{n(NFM)M*4f(DINqr)swC;#k=-j0q z;tRkdN}ILGc!b6A%OykleP@yUPkZf63ZivLA&2hWpY)G1-wGsf)2!Nv4j>jyD!AQQ ze({J~Um!HEidE~7pJ&kbd>uSlh`dsj&Ma+dz|wNszrPZymBr_zqv(3@q-4tXB6543 z=)NjunmoIa5%HV2!r+T;cok61nV1ixVUk*%#4sHm;aXrQcbAg!d^E>~y}c^^foL|U%!o=)P8)-I^IHu1D30N-J>pV<%>y$4=? zest0%UXb`J%MW1G;nPV*K}Jli4Mb)?i`KwE zTcImKgtfeHJL~t;9Ge1ZN#j4Q9)IoKp-?P%x9P$VC+US--UUTw$S~vFV{9t$o(!g)9SbK;U5e;W<-8xAqdvs={4N z4jwAA;-|wOzZ-kvy_JFBhh+V%Osl1Rrk$@m{es7(bM{+TQ#=kJ__E83#3>$k+%G|u zI-=Dqom@xRGxl1A&Dz2dc@ny$s&O1-wlx&xSJz_Cq=*r^S()1R>*a#t8ygw6H^k5i znIz)#oPIap-{|AO{(Cdo~yz?|R zB}FYto=w~>^(fPtWn~@m)R^M;-4$l;ijE?M>pDqT^_$E4g8_*Z+R>d5oD@P(SbFCx8J6Ph%t80>_W)PzYNZpbJ`JcC zo=A!Ik!HgC&>A{mf;&RQRdZ^i^NSUzD1zLAIfcf*n!y-65hnv^MOc$V7<*XozFalv z?AYw$b&=(X8@1^|_c)5iA(4$bdtm;MAd`0vg+(AMhTGpR;)wX6Ysz==6%WULbG}HG zGdmA6JQ3rM?pf7`d=-?__`0NNUADkWiX4FrIy{NKYcup98`^=c56j?jHIh`A8ZpET z+c@dbK?|h`CU6_wU^1>-zvNUm0dppdtHcM8mc_&b+I z(ShFLCU=-1{ewYtp@>MaTR)rOoEbEJ_JIhg1en}2MGy@Q|C~Iu{#zQGDyP5xJj?&? zWhEc#Fgq4ecD=D>@fJZl?ku1f?`|4inCiT1(9_)ykz8cGM{N{O>PXxTjI8f}xWhPs zh{;l3?b8Re98$><9mBBS@!n1bQ2@rO@118d*x4gSJ!xh^A7~fGyhEt_WdoDP(bras zrRm`s1lGT<1uHnFoR8vGq+=6*$cK+%b_Z@HQ<{1U&Ki_uT~yq5cFZahCA%r`DaxK!G(2e(_vq| zTZdCE=y7y6qb#1B7FEdhDMf9~-f||A!CPAi`sBY4 z8&nkT8#pf)dIVY}&*4DWwD{Y*fi92A(_Ct6t;w(&RMqcGRy|U2faXi}q4WOQ?7RIg z4|rT*Bg{K&VZ1=EQA}^Y7;j!!B&;rmu8g{ez$oCRuX$b04!F^0GU7r}t}s0lXYDTe zC=*am$MN>X4fLKT63w3sw97PN_02GZg}Ig{Uqc&&t&|+1k^~>VuF#+1O>BjIYht95 zQjxtjYE%lBSUmJh<~U*TCap90x1C;vF$sTif!>>7A~5~FHSF48EOFLvXzqHQ2Y!fD zMA+e-X4+;7MoYDsslQo{2?-d)yS8<;a?r|Bg6k*L~1s!;ZG%eviST`0Q zFwzxJ^@Jl)xu4_|Wb8k~-XzRBb}u6G#`9H73vJ1~OqtjdXJf`zDe6Y93mNc%y%|ib z8?YN+d48siT+$=4Er_6ka*W=8LUGEh?=g31qJ&DcvM?v*V`}%Ej~>GiRLPZRFFE>a zA}_h^zg>8~#9~F1;On>oaJN4@xL7Z8WE!V8tYzOF#j$V1lzoyt`!22a#?!_1Oc3m7 zgSU8+^$)%;&hVGPKUno&ersUEw6@yrxlp2@4B(5DWN@E&_p6xC(go|CCDe_m+@RBr z1uFU+y?l%K19LQzqb*Cstm^`k8gH$gecQmxjf;1Y4%o5UC z%W$8qhWfR1u*3#l+aobqVmG*4@832mI5&I0exXAm+sM%whOC&R>!I6_o(%Sj`Dy3;FM@A~=Iwf!t_C$pUJi)qy1zFdVUusk)$K!Bnbdg7TRHAo=| zvq+etCS^A=ix@{%R(GbLe5%!!zo@)%Kqqi=*3zBkkd(Gpm|uVtH|k@5)r~FR){^UD z5{Z8L)OiW9`}p*pr$|WVevH$Pe-dK7cAZskWRXZnvL5)RGh0Rl14nP9pxvos7VetG zo3~AdWbN%|0AT5H*B3bn27=ts;uH+3zm4vtLS_!y-88V4m!YxRw+IGal5h6+EH)XI zQ%8dQK?MRfCk&|y*=$GNuPd&{oPt&GG2ZhE0a$j@m9qb|b@JeTsclxp_jHI|OA|e^ zUUmrFxD?>dF0IK$Oic|_HhG_DjU;q@{9dG~gd&_a&=(oo;teoWVPx;fT7rJ%?N_Vf z^`M%!C;QgUUO*Pi>s$*%79%>p;GE^5)rA$m+QyCW)rE$4uXQJE!{FrLyaJ)VeTmT} z9~q6%!!U;9znWIMP^@r4ERD+lucdc%J{uFk1b>b=1lcl>Og!jSkC;ba<-ukq zOo&}j$iZQI*38R72a-+4)dBQgEY?BU#a%jovi*}H990~tHF_MiOziRC4oz3n<1AyeXo2m zed-`dI$@{(kb8xz)Cb|4D_aDF>(rO;Nr@9#4ifn}giUJ#7@~I^qNzZf zv7Kv?KoBXpER9^S3`Pot^rwwx9WKEHi9u1;s|Y1a*`p9Ms8$)X!W^jt3ZF^E=@}DC ziNIeI`u9xCo7fSQ?bS_>mFA}CB%Pe$7>T#8=2XE(O#Txpmg;DHTlQzoK0YozVo$ek z$KW_k12N@O6L-R_O}ZdfSSab^{c;@P`BMjCiQ%+=!!l;OqE|B4<{mco=4+V`d+qgU zw_|R3ff<8nXSWHOfRZ_6D%w3+A-5)YJveg;xZTz98#PDjsXRv^H2>RVt5%9&Z@y9l z4VTVSk%g@}5`CckUf{EiRKQ-WT(wYW{xN()Q%dVNtGKy8Q?^(ULLefqy~XyYV9uQz zAS2p%eVHCmIT_^LuR{T}Sy^)ymZq2vn>jyR5lO{<=`DQs@LROhC!;TwSjFmmLA5K1 z2Yhx#L@&N0Krx`*a&D%m^h0mG94b9!TCW346=#bV=T8;|Mqhf3?cro^B{;Wo;>+hj zy=|?eqD0$lP%ml)~@$33=wtzN34tSK1Q2Qt(Af_=NksL^FXg zWK}@6|7gR3{AFQNZ}a;g80=D2Z-<2vMP`Q~cxIbu3K)E4gt&Jcud3hE3Rs zRx8BnI{9Xm0W7cMZ;TqkSD5f7eC&XHofzDDjG^!*+|~drUI1U&eoxnXf9X`C&+^W6 zm5`Kx`yN&M8(q$w)J!JUh;?2+YJEG`R>`BoUKE;7PM>Pu5pO&KZBr}sEL9S}Rt4Yp zr_=nLcaK>OJN)HB4Z9p5@r%i>a9qn=le{%q?l+6zWA>3u< z5Z~rUi<4}D_Jg{H_Qu8JbK>p1Hl{N-84P~>0(%=g^44X~g?P=h_x-3DDw#@l>Ayb@ zEKEPdySiiA2qZ0+A1#^hPAy)y+4W}WVEju`gSB`o<9TX#(gXrj=HdCj5jCS@jmJL4 zQ_G$d^_8WtbQi8P!Q?cVeA)8SQievhA9hJR?Km9r+0PrXcrRi*OJ>6{l*_fzRZW3E zhjlkPO+}HMWY$%NDu(I^HhwcS5cPz<8lWg}B9Muu;o~0OBW(c>SUXIY%8(c=KK*te zJ|^pl|63L&R+`1UM8Pdu`>8sg6Sh(AEfY9OtjbuQUkExsojO|*{0-P*Dgs9g9CjAg ziZ9`}SIx0iU^z1VR!e=WjXUJq@Io+nk+=Hc@)l+&_eswXpX?5A^ndRM+;)&Q z=OS}*{bG@zz{;8ZjoJ%E^lb8p^ZwxZY=g09KgoC~s`|W2^!rRlFf zx>bW`o-#8kMa6d?{6o=hA*?7N`Zr0c7z4|1??hs$2i9-l{A1c21fN>Auzer9DZH;j z$BZunF%}*F!aCQwhsrjUaRqI@>2&PZ6f_Bz>=*4VQ(}xaZc!~4&yWb!`8p7oQOHCc z`XMcy1Cg=0Fxt=ez)QWE)M;T^1>~=m2nughIQNJRU-@obxUt--ZMnKgaM|FrB|T(E zDGmSZxz<-U3o~PR{w%NSax4o7U{}3g+4|E6Qswn`ijT8(lHb{HVsdP|P6HfTyu03) zY8$qPd~1HErEG6LnfOPburKpHVDWraDE^8@>YV$QaXG2a(h2J|ec$O`_@*`9k|nRJ zCI&%*REM@@bK+ZqyUgWZ7wVxFLAWulwo1Ak_HE|%pdtZrM^BNZ$l)n+_No}u?zSLtX3vlN};LsdrJ9> zL{xiar+fwnh*S}#ZrL4(HthDXEJo&Te)z#luk09UodRIO3XK;4`@*H5%hTQaY$a3H zSC`M8|LLzX3jq%EnTYw)bH z?zZ}*Gl3<)muX%7E+>#}n@mZC9ztq0$7iF;nibab4g6r6F)(-z1KL@ZJ>u^O{r`Rl zUz5i6UM!E1+=A;NfNT{__3BH^tb{26^C1^cN3I6W%KV}04Jfv}(F-_wvxHAR(w@zz#uN4mAA%GRdY8tqq zA)&mIpG`_W^b+CqWI(38$`w{7M%*$VWN z_j-#LtX2VaPl8mgEl5%&{O>d$%un1!+F|)#(Qb;C<@cspT_M>nAlXYv3k4l89w&}g zRZGlI*+F%?$n3>xir)nlXnbekLh^6c;*#Bd!cOV@TIGo+>``!AIVpxWfY+fmJ(txnM~0Oh)N!FaFU)Ax|WNisUB zQo0j7r~#)2u1V_bdHj8O(tCNX|JCen^$=kR`AatZJernOiMG=Z&b91zoiE(FNgo-L zdMx}ZaSU4RkmR!oc8+=xE7m5BFcpsW`=}Pau3NTqVM^a3$0YtF4vzxh{I$~N1lTec zSe0v5xC$BAB77Eldc$;u(GrYVzt2MvKeXnP9*ta~08xdy6@}z}Ml1n)C4)XAoLyAj zS$B@0g>tQ^VD@3yA5?D{bld7)+j-m?>ku`#F00*4{_s16Xx;^LSqJHB^6K@$yJ_}`TWtE{d(oDqaO6$N$(LL57?>!d>^*l0vDQ6=ho4kLDcZ`VwS z6B*bUDlNcDxai<6x0(VsSnM`6nC9vyn{r6VaZbkA-H?~3-Lo0&thzpkP&N`~MscOF z&KD2M7Nb&N;Woj*bM_Bg9`;1_>I0X((_YYI?mldITx;^lNX6R^6zgBOaI7Nvxx*+N z^98&Ntvj^s)j=nVCL+y0t@D80lIw&g;>i?sd}m2Q;p-aFg4-usp#aOyhb5>bp&o{l zli2G>kYrxV@MVJsA!O?f9GtMl}POzWeE`_@D2SN5C7tV`wp%N4{CqjL{MKmM&qwrYT6Y)Bv_2; z>S8hC;WWPY(PfS1I?FkgV? zDXULUP-|T3PF&7vCPYMo$nl6;TMR#Spv4qSbW(+bl0Af+M?P`~aI-`(l%s1#bJfWc zePnS~ODQ}mWt~3@whj88x$A7NuMbLHnT>kgZbSl{_lSjk-Cz5jLG=aBMTBkJ%~6^b zZW4U7lw(J>?4POb9iF%0K>jya=fSOxkMB9YGIyXA(j4abUZBTPsQ(%o2 z(9J3S=%gdFDJsf)mjg2cmCSw<*+Ets(B^R0ILGs-`!J+p@IlC=s|7~RCO}|Jm1}El z}aO$#Pi_Wx$t;6TOQ~c-`|uX+mE-8zwdH&vZ%nKKDH1X8J3QfHis?v<|8+q^gZXu1{b{)W#$Y zd!?mhXF1brf_7``2&40_CUY$t_}jA9os+y}4VP9BwvT9WrjA-cBvD)y81=;Q&xgE~ z%Y@}H|APhCj|0)PzGn~i)kZFUhtk>=MofVK#A5}< zZ!W5ic+7H2K(9w$U*WafDu5Z*6sjj#i*-vS#$+I0i@SA&cRsVNdRuX4pH;|cPVRvAPt~*~2u|uPb+sXpLfL_Tj6cq~e1uQ?DJTj>p z222mux-wwgE6NdnhUnOcw7M9~djLjPsy}Z*ZKWkm12pOk0vYzojJivW#BOCxaMc;+ z>$6BthPGp1_NfCe=;UtIS&-^bY2gSV>40>R-}=LA0>6yxy2&gH*6g}4VsW+%W8B0c zySgd{LM>VWN3k8{As!^qiM9v-D0S$B(n`ovm0^Unm&flwUc{`f!#AW-%6vtR%>2q9{#Tc{cn)KQfVw;V4AvJ}56lGk>Efj}Hy7*KaD zv1flQG<^tn^;d1Hc)y%a(5TyZG*>T8SwEZl=t;-mEeU>xc&%xCLwF*GmQ${fAi*rm}jtP@YIscjkn7(n|RI-sunUC(1?+uuig1aaXJ0k zk2N-C?`*mAE|lsNJUHn!h!KcDpPIQB5-!>FbAY5=1f<#Y(i?zMBh@;mlF8i4-K#g; zl0`=U@Uuu^;np&NI>wT6Z^wDvbVTl?QI=R}s=+e1L>+v-^MgoxJNonS6u}A-`MLD* z1BqggWX{yV04A}|CvFD3*NiVNN-jH&3wE8-bF6Yd6iY8xq&IqMw?|HcB!{7rGV(ed z>*gPg&KqZnRD!VIx+u|{`-w~wL6RcqzT?alGyHHFt)cZkyF!1l+FZ3cBX*fE2o(Fd zZS^G@mmc$OEa!`zaOKmyQ!OxoG)B#r? z60r_CBrmnpW(F)AwYoGJwhD%@U`aY0B!$Hy$#B-iYOmZL!in#NJhR$W+|Q$W_ZnO# z8c<&oc13|Iz-5UUnF$>RG$ciKa$LtyBGWr#d z#80teryu5b`5+f{Sq^Q8A6c=90*wCR;gB*&Dfi$RX#vgx)kU#tma#w4(n?^yBiDPL zPwJq#>PS$bCXa&IUxi3K7x|3J@N5mF|8nSV5$A2MKsadwBRs7n#F(7)GuSA_P}R|X zN$8TIkFFaz9eDOZ?B^9OX==D#+9v6%y4<6KCTqOk#{JHWoiV7fF22uyBt{*aHPG5n zbS;ok+JFZrk{%#qQqJ|gtYu3c(_yyFn7o~`LgyDX2&q%*Qj5z4;_OpYzl<`scf26=_nc(9hB+^)@6BU6E3Nlles zhX%l2xpDWzuy5x>#-UIFfcHj#X9z!J?! z*WjJh#`Hgvk>XOo$Gjm`H)#jSFRCi&nepn)2>r1_-0Z_k# zKR#q%Y0Oq?KK$wY2_LyI%!YwQ4d|1)+Ew?x+ZAjd>Kiur1>YjHD~T(km{ z0H9{Yk3)=b0(-3#eh1LS;C?}`{2`$lp&D$uF?5=Je_r!<2z$h8ziYiNxbCzazjyNX zT?75EKpm{v1>wR@suEVV-2Lb}X>>MpqqbkNoL&41e0vFHB}PH0O{L1QKFk@ju*3-3 zM8>zwYHUdgN~XyK5Fy%NV#p9{+`c6 zA@aCQXGs7Op<^3P(G+Ee#VKVtB@MXk0E=PH(i(Y|>V0VJ;17}>Y%92v=}lrg$?D7nUjl*YSNBcV?X_2 zcoou%OS-oQem8Q??Al(CGqm|ja_bPW7+Q1NS5h{S%~g1Bm4sDMSvW!=pv)!!8O{Fu zS@4(mwg_Po86CQUPMVX{&}n9i<2(limY1oLB*vOviS6r6Vqn?8PbGe(i7&mN!Ie^0 z?2x6HWJfOeyBzS4NTw+>%a6{k94*(dK3Vg)mZ@^Q*wfnsU3et3$iZsoKsaO zjsmZ0CiEoGb>_V$%bUKhly0u&Yxnj z>zo1;S?`T0;fsDVD$2DU~FO85C+;C!D{UdSlo53RzoyM-~5A^n)(vh%oc9D#S? zfUMcIXV_)?QdBOpCx;JHYY4JQrsqdDnD+L5?5lN0k;a0TQVWp?*{h_Ie++eW0Ni&s zPE8a{#7zu(Mk&bLSr;!%m}YJ{P#YpKNCaSHCy!4E4|{1;y%vBfWxWY-JGfnRorOxO=e}Ekxv+mmZo6K< z`@k31Tf#je@p+LyRLZE6DiY@{Mf-p}N`ACmo!CXtw#a5Wl{ED@4mXRXo%f;yvOcfJ zeFV4Bd(N*0hmYTr-{>O_Jb%j_(v^%w#X$S9(%kTQ!j4N~1k7)8k0mD(p&s+6VqWkmn+Fyl@?R)%syx*XZ8Ht(5Iq;Qa)S8nq~_q8a&xwYqM1;xHd%dd07FU;C?? zo-6oK`s23T*45mwbv8Pv!Dd^GhCf7usUiGARH?WZF@I2!E~T`$at#* zfeJ#lyF+nlPIb`6-g8Luky)>um+a_fKZmoOoYd}&g?L(mblh^f$#QrDhi2xZH`%EY zZe~7@ZPX4RS@)peSS)S0FDBf8ae!teB9Q}MqRTHr4Ob~yoYl@ zkm`D}uH+pBawNm87FXT2(Humo=Lu00CLG>Z;L%H9td3hSYMbJ1x_=$hjejGrKYdxYJCBc3?jq^3X# z&Pj_A@4hibX1fhxIWKD<64yx|ZY`NXqg$wwr9cJ@+uzc-4NNmYcbe5d4p=Oj{pegt z@j;*qmzj;;$Q`4e7S|OLXr}p8SRyrw17l`+tbKqYIsr$p$nv#zgSd>lX_Ci0azue< zC)j#mN?hUFL8l7>p4lZ^2gvKDCZ&)`J+>9Bz}-+m7P0q+|r-S=K969ULSTi^K?}Ah(lO7e9)myl<$7;G6cOP z6Z*$7&$iK7Xg`nQ;S{)V)WZ-I7aP^yY)rvbwpaV=2Y{J_ekDrYfQDn*EIVNPO$htB zjxj9W-nScmGGGUkTc4d+-sYb;9(!Tr{PtU}hlA@%csU);8t@qu57Qa`JyRIgKw)N@q@xp5-s55A-`UIcf=qJm# z|3#+^s3-EpP4UTP2ycSay60y&Ob~UCRn2tlgg*ETMQw!lV!(G$E)mUjk>>J!bS77d zYNE3AlY$u|4yhKZP}|zc={gkC8`9?n;<2WN7SX(Bf*h)EcxZf|5Lej?Osoyk7)28F zk4+gK0+EMw0tcZVk6#({G=W8QP3%QZ>{|E&PM)q1ydP7VqsH(?Y<^oa>-eWFjn?Yk zH4)kmeMf`hwT`=cnUHiIxy-rPg8=RPNAR%(^_nk+j@$Kyn?h?Cp1!~rV#kKl^~MIz zuF{X|Rc2CEL0}xV8%(&Saa493Sk)eWN+s(GE?%K4q z38tF;OYA~wFtR>hYv-MqARR1`9C+nUG{0ePWTQ>8Py(5apO6ksd|?JKu=c)|CqvKV z$4Nq020kSYAmpRR1kya~wKd!KI8&R~t*@0yd`KHy&BK{uEunkv%!mZi&^5BYRpN1H)+3)N@o$np<4;U)P)et=&Rgx=YNUHF;}kwc9aEuV zYM^4dwvZ}-FW*Zo*hTZkxB;l(3E#8dZ@hj6oW3_`p?(GzPuw_AieCPno?9+irYv^; zG^pJPR=nwNJgJwvpc0}(g8Ugo1&PB{RU#hMYR^t%^#O|xi{%RZug<@!c)y2c#yawX zg8crTNo?HHW%CEn)uC(qPAw?K)Em@ew`QRu6N<%Sszj*JDE|nW*j_fb8ff??IIH&V zmL)W9G`XU|H5NF!A8Y$aOx*uO>#O=^#++Qoa#s5Ym>xFTa-4Z=e$rBWdao>=h%A1g z{S}jUo$&*OeXsTLr`PrJK5R=8ro1%xgHmpKgudE^>q>g5S57=dYW#_l3?H? z=i$P?U5p5OC?F%EHa6<}}qE*N;;! zcE}VDl@y1%u_=pqlvQ7xqJ@oo+ykS6LIV})-2!E9eiZc`cO&} zBlTT#j*sjmG{uVVacIZ{7Y^PK+pxf9gjR~7+^n?sMU?^^NZVwj*R8gIRO?Wn?2qaS z0c$1tXG06m&#!HD?IHRlHNJF6u4xb_d&jdwkGO$kU#M}?4iG6Lxqax7?ML-q-qP_P zwqgvmd-%5M25Jh?^Z|Hk*{RF2r0QN9rKOus+N=`B^;4qAxBIIwtWPF$udd6T%PO@g z$>4gJavsjo@ZgHFeKSbwQ)*~z^7sW_QN-`(u&E=MGP_!>bNKIPKH$mlS?6R-p@};S zSpZ@-fp$3E(64pr#?}SK4_rT;Qi5~sD&?IFQpj|Bz1(=l#UY9+)5{V{G3pv`L=&}; z+&X&GyqJ*U%=Pvguo2yYWq?ls zQN3Z{n(29CNt%HjEmK}jWt3@i`l*CHU<2#@ByO!Df?wI$=mM*Rx2Iof(Ou>DyCgXs`{QvTKvuBU{!BV`^-H{}d1EFXPF6#2{r->g)M+{Gsb(m_Dsl(JhvU9^d?A!`EwH{h|6z5G3qZR7T z%sp~@8pa-d>&jU(iGf)La^EM_t~1X`iHQUQMw?t0+%RRb-5fftlY&Hl)J&_b=$2ST z*8yH;1l%m%X4B<{vwXp&sgPYQy#67LuXDc3gSdJEHM&{-Uh3^QUlKlBM%NnB^V(z^ z!1T2nKZ&{TT}WjLKW36ERF%f=taA*os$y8%n3Zd5d=qmweHyujVUD|uJVm%ihFmioUE#%k=`w%BP z%_oE{0>lJ4*V(pj&tGWjnNl}-!~j6Ovj`ej4D`iyG*a=@uj;Tmx4j!NlRrzEO$BV~ zfVNOPwg}8hd8Bxe-x-;RMPQK7cTeFebvF1u4Z-o(N32e`CFs^`?`^hUMEG?EnDmv* z^m72_CQ99;Yzt1MaQiy7tf5nzXV)5pRk1=k8JlCaqa!@%UipcLn@`G)>pQ-bJev8a z-vjKHxuSTQ#bqq{f??By6p9Cx*>%-Y2(1*lF=^30$pR;DH*j0Tx8hk=&T%OiUy5#gN0x0?j>m||UAsCV)(+nc8 z<7;u9Q`;%hiJXmq^@5{{GN-ZEc03#V?BPW7%G3MgHpiGog+o`77;u_ja%GonUs6e8g1+7-Ez?P(*na(5+FQS_{c@bTlRO;tn|zH{>)N;P zaM|2>^`3!Qc@7Avf?Ln>eg}-u*}Jy`@JDrTs`8@%gj(R&3|8m6Pc+MNQt_~?bD){2 zAA-+ndP7yk)*j^dc&Qu`L=Fxsx8)1Y(=O|1Dc;3aw8s}bnq|fHweox^bq^zi4k`qb ze%em+R!)nUYjJ_;19;%t!3V0ytE>KheY**E-z;5Eo|ETn_Ce7sbZ4v(NNM zcG_p!58eO|Y?r4OPq;7j{0Y!oY2NAUO55r=n|xRJjR;H%glNpQyza?xlpmE2PRye= zz;9KPtvoTDebqR#W>xd*ml>gsT+0?Eo~DqipGPiC9q!-9I;A1YQlGRa-qCLCFX*Y8d;V0Msu|z z^vJk*pSxrX{(21D&t)y0R;C8jYUnBqNT-U!_38SYpV8d2dLeCDDlg+*!4K;{r6q zfWQ9dB$W@BYbbHZ@El|ft4H_*>7^H7S@5W9{)nATHfgyh%(4U;~xJY+Y2=Ha#k_!Zn2u z#_3Qj_`bX4q}`ZTUUu~K_@0vn*5Webf6@!f(lG_^v<3kjh4)jQ-x<>=Yin*{w}mRH zx+`;urTW<7_Fo)OZwSojlqJp0)q7ZmtW5na^Os0OpRtizkh$@Sg_0XD!e;&bR8@=K<)}X+{{>G*i!GYk4FZ`kN#1&UWh7a7|$i6)JAVt*kA7vXDI07&+(rKkwi3LOQ2jDuewbN140{50HmSp&V{DR{&5KvK5xmza01>kIjwqPucDN zDGQi9l?q=fhYy?=#fSVu7N!U_@FaipN2t^CE%1UN>VIm#{~tnt+F#1Reu7X&y)=^A z2}Iqw7XPOhaxvk5?TN=FN#_K$@7 zOiXrAaRL4}EB%}QD%+V6<5mMi;-50u0snE~-^v-q{~`S!k^m<3{7dG)S&@tJ|Eb|0 zRsa;^Q2j&kOKU({~sl4Q6J|2D+WBiMf@L${=dG_x2T?>;i7p29d0ljFkv9~ zoZ{jb1Rvu6H~~C(i0Fe0k9P*;itkh@<91=7Z~U9p)E=EMcj*6PG4QZp5+i`f zQ)7j1fqaoyp8>$5;_5z1ay1C_s^jI30HptwHLyCUBO35At%C0ugIUZg-d}-TYW&|w zGD`#k&%N%D1|eOU~4P{7mXT?N> zqJyeoL}4D-{dYj#Xn;>V2IxdpjkCl~n5?6JuGR_hX8ra4Hx(O~WHh{YE7v~t~pw#9x!(0GFzTUzAI>rAK8GeCdQi`KE(yNG1Y>O5o2L0(L4D29g0@$ z>!ql%$Y7z;AWV>f65x;_wir@O>ECAkrN{OYC|e(B}IVJx(eieHS( z67I%AO^s~xA%y#+7zvsK+WzPze4?y&Ik0{#dikb<{nW>gXJeoiB!qgD=KWc1y28QN z#LG5Z)EL9x?lVz4h6qtt!=o7!RtNj78>r-B=@Nvms^$Xc^s3w^{>5L^kjftuM5d~C ziBjPNc%%64-|OVo2ArR@+OjAt9Dp)`rbIv*a5q@~&q%9OcNSRw2NwzMf*fhj82i^` z2v8rNg|cx%92uc|c1dci4AAf_%N;C;OqLp}3^W6}2`Da3*?rDnL(Gs@8l#Sr?0y^G z?FQ2_wS~X91Nf_!!$WmIOY*|bbKCNuh0DiB7XO${r{A0(2XavCh?el5EI=8mYJy}R z+5N5OR!-}Ho=O4nkZJchv4Z*r)T5PcRxTAlZ3V^qG$0{_)u}@mR3F+q*8|W4LWjWq z#sN(Ch0qZxD2HWtuq4GeX8`D*GP`?Xo{jLS=1u!{rgpez!EhK5XSOWC7rDYYi$GCI zR=AFPm>>@%`iry%8>;2E*B0x%NYd0;S%BbBSVp>TR+EBGLbzykQC6qIMJWd#M#0OM zFd+Vm^Jch@l>YaMa@hB>0w*zD?pTPx=+;MsWcrpoW$v!<3f7Oo-W2-|hr+Z}^m{2n zurFm*)mnAPRx14K=-rTZ@arCFu)?js3AQ_d7J=zPXbk*0yIs&*!sD0Z;CSmN!k`xY#`?$gjLiJBG2s!cFMT?hVs77pY!s6GVcT-2ZGq6jWGa+p2ZJh?6$&Bc@RcMT zEFb|;M_r!w2Jk`4uUAv<+C8pu=pWKR^ZN_vAj^}$(`;a};qiCLT$yI;5lXm*y(vEi zr@^f9?BL6vV4e6*0SzUA_OZgd?SO741OAAiE3=GZf^V0K9vS`J8i@19E!JxQ;a^;N zE9~?Q5k!UrCE2fb0@_X#jN*Q+(?R(sQ>X20{S~b=^_PEwc z7YTEyq~`KbZJOF&0;JpjFuK>sG%iq%_}az+4RIP|O& z(`64_URB%HR8R2-I z3N_%V<7+Gx+l%I|D7eIFev6vOp>Q(6N2B1PD~(6Qk%x5qCKLtuvlfs;kd3u*B+21R z&?CG*>Jx%l!8W2lJEw}e@g(7BSie!$xj)*Qx7OdY@w>S-9+p3^6uMpy52tw?r}2&r z^HzVau7+uVZxEzJY&vKED*h(nbD9SaCG6ZQ-M?l;a6JW#^>pmdlUJt?uCQCiiu^%7 z@loWoW%BF3tFqD(1wKT23(7GYg3tH*4)=64PY0>ibiJmd(H+~v-o@rG<$pvS6$sJ# z+<#2FHLXM6%R6sy)h)5U)3XC5n{V?C%5{vOEuXS-1*TpI3JK0jt)%`*^hj)^`$>i% zf7qP=))bzVf>K|Gplagaq;}zs6k$f9y9(2Ru`;60WTDI!lNHW8#qs&eqp30G~Tsf%K$aeRHmshNojjwZ73|HhrBzuV7AC#zJ|Vt1C-3G|ZwFv*iYA zW~=7(-upBdoLs!DakjH< zBT=CYwQkTs6kvg?Jm$bRS{K$3h{(F9ltO#73EGms zesBNHirWs+Dj`~m%~FbW=)B9Op zT^*k~+Q;%8|C!9J9L10_`6LRHNe6F2eFe{+O}|Ix!KulwY>7{o(MsFVqSrK+MV;2QdvKcR>d zC6Hc$$Y73(L)Kh~%2}%bvCi-(Gu{52$e;AA^--3O!-kG1zzrrvU20G&G3A?Vu#s_m zngY9>t-L7l@UVjVvmU#oj}0AFW47}}!2G?Q;2}c!&yW^U34-+ccB6J{?k&Rh*EesV z3$*uq3_$H)H>RMAmpqk}gF|Ld`b^D@5f&x3c6l<3{^tSj*w48!tHPP7glPYU-RW7U z5s64AJWx}r!;YD5?=!MCGqFDpPWbG8Z8GyX9WLI#uZMAC<}mv5q%hwG`yQc<5VPzw zEd@@eq%R^y#gDRquz_L;fp^#_xP?Bd|n;hd)P49FGa(Uj{zhWdPf`p{ULGngE&(oWHjryZVpicAy2S zb-YAgTRg76+wcTjv~VOj?>}F(%cjBA2c2E@7tRklN9%}EZ=I~tNMq?;pEXKxL^x?E zZew0eG70l0vk9CzC3=i4eYLJ{%F0S(xmqdn>>C~(y<&M$e@S_&-E7PQ&v=erSs(&T zJT*8ft>)#$BtAPBxalmufYp4G_9ek&xIixc!jFp5Hau+XkN5LqnEL^xI*_65rC_=f z?bdZWwG<)IlY9m>*h;LMwZo;Ov16*^)s{rH2FL7WQFo$qE+#c+e=9Ey$`pA#a6jzXj$MO+BAB%mx!BYi0niMhA&6_?eXE zCecmM;k!x>dtfQ>8Lq`Xib(f$Jrm(1aH9Z^r+>e!4PHK=X>++OTN{0Y51*dC_ta!@&Os DJI;eE literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_3.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_3.png new file mode 100644 index 0000000000000000000000000000000000000000..95d975f47b491838beab3516782f1a1959d4fe7d GIT binary patch literal 11559 zcmeHt2~<<(x^}Fd(pHqV9<@}4s+&+Nh(ZOKTZiHn2yJzPB#bgd3=jbsVi;_#sHKAL zRAv&bt<;SH1VRJ?s8nzZ0WBrWp*9<$fq*1s2t&AEJg4XO-gEn}v;KR}y8rsuVJ&vD zv-dZ?)AK#=d;VjJ+p5>zevL#Tt%CRO{ggyn&LWXsqQ3Gn_yuju)PRo_al7F|uYkYg zS3=K$`&WH_%D{=~k+Ck`^hPb3D%hLNIzPaKbAo`{S%@=iin zY+M90`W@?SJGO1Nc<1Pe6UQB_tp5FlZOmA@)pt=tmr0~|Nbued4P;@Bh(QD^F4*bq??R(TqPmLEof3xeCZBd^T+dlp#`iC7c2iGbNZNXmQd!HvG zTYf|@I_&%95M(O$fFnxQY%;XD)aEh0*b=|0KevgSS3jMv8JDXkb6al81TG9EqhqYQ zp_IWlv$3&RMj~A?nD=CZ#gIm_9xNx3o}T-I>w}6215&xwQN9@RMG&9%+Ob=3Djzc$ zpt57o))IxWum;0Mf7&bTjs`Ht8Z-&wxrchJ@C=kOoFlDyup_(fgWw3d;tPHD6P~YS#U&w3y(Hx{} zGg-5XRJWU0)^-{@`NSxCx)pA)e&$OiHX0rof0gFn5WG;i2Z`@48VC(T1AD~1>rStN zC0<8+(`bk}_)tH44n>WwEKzKQ$MYASS_P~-UfNHtX?n@U__RQ6gryx4jxx>>>xw=863b3jYGjUxZw31 zqZ}d;H7X<&kO4)N4!K??uEP>D%>@jLS=nI*XHsI-P#TxWhBJ*Pmd;^w-BC_i>mkh$ zY-^@DmTu{>v=yH)^X;QLmSZN)quT=ESZUG_&qFm0x#kh0GFi0mxCe?DYKK^EXu$=a zA{t_~UsVn1WzrTh52*TKZXxlJVRidL3{oGwuu&TfN593JNrxK!k(_EtbRKa59^VzP z)Qp`RynXq(08X{VRgft~m4+Sblysy?L|LAy=lW-N8gYpYu+*u+ByqnA!{#`WzPpaI zZ$~n@j%F+ddK&e!O?9q5+(%`Hr2p*vK3<6_>R}fyVbgCo6U-OLziMUEk@_mZv&;jxXn$zZg&_n< zdw-k!E*xOpkUh$A`VMP&L}f>#XUX=*lUH$l5xP(^o=aH5tM^wxcp${;oSorQ8KxMf zH+D}wdwx<|Vx4S|Y>AiobY12Pn2;t1N`zH6A%;zI;5IK66OQH)-(qt)lD_k@IDZ$H zELRUzjeekvCXi@vVJ5q}Ye-~#2a6P!n95M9XNKk!7QMf zU3>fri->r`m!8vYei-scohk(holsgHu|p;)Q*#E6N%jobH$`X7c*gEVC%n7rF~w@b zO+nM^@-}0N9Mp-7KQm02sbixCWR}7& zf^Pjqb6j)lk_GNlqR52DFB33d&~MI)N8K^S_mC@Z<96Py3%%6|9%ymsD|s|?)}i#D zSwUz{m1Md#v+?Er0(p^66`IS$uV11WT_kwT-SRvdHxURJ+t$-wcsBH$<{HQ8x*%b9 z`a3Dd8A`G&iu?5w#%;^2!uo)$y0zxG+GfSPf3xen8SDPd`IH-2>PbJ|k~L0i>7HGW z8Vym|dl|}gu=YJ%)-0d@5=tAOIyyC3S!HgpN()GxUHml-U1+*}Q;%HZl^*zo(?(q3 z|ElOQ5b9xMa4W7vBR#Cy&f49`;)(Q$j2W_hSmCo(h7GPZ>GBBJWP2&6F^3qN+{rqC zzL|7K`a`zUshYZp>P);}VLRlZIs@^d_$lw;dYGcA|FGm$IQ0e=j{4a}*R!bT0o7$} zZZ~?UtDnXwD~NBj^6uIxi>C`Dk}3%|KRBZ)26nL@txmJk)}LIMKV8{wDlE#AdLy)i zmB~@4Tp)?Ay3ilpI%#+hLgHBr<>vm|Vm;162t#QLYwhtkOrenUJ+!p@9-Fv8OEdY2 zI)6i-=14a!PJoe=5U0gneHtuu(pENy`4tg#)HD*FJ0t0v_)6$_JhMY?gG`yqthLTK z3yI&uh>A~t%kijr;AztW`d72O*7BX;`Q&7-$g)Baid3d7`u+ay-2VSK}_;0?fbZWWohGa(ZbLAPf~ybSTZiFi%Bo* zzplSywq{bJ^>3c45KPlx6X*1a$C@YIvt!W2QU2oY^mt;Xr8{M{)%~mu!rRhf!Sq-9 zG`}ciYJ-$8ste+O$Np-Z?^X?)m-Tztp z!*YgVU3av6hn<+)C`brJx3)XFt+1&{dsDW6DI!6nZ!ckt&U@wV$e>|V0{$7xfqhDtqKt-%tpYIuSZZ5GK zKI;mly^G^~ff--0X!FHA*RWmFiq(7pZ$r+^bErQ9)eG$@Qdt^Sle7oYO+QNP*5f#( z4p?*a>-N#)C_+Y(NOd4)K|fsPi(&>U%5>UHA~SqWAn#y`^dLsJrzFRiA!K zOi|8`=TwFxJ9?=wSlD4XA<;b1r$xJbO+2d%7@Zk*OJoeLah!WQlEEzq+vTl#RW_X1 zdfWYHlUe>`4c|j`?kiekiDHdm>W9zUBGY`t#+o2>D2i`sn&|1grO9D#bF*bD@8Rv0 zV{bh+?KmzPEaohnU?|&VV$=NK8Sy++a~lh|yzx1uZMGJ;ZwGvHiNfEo+9iM!oY6Zr z!SkOy1(lUzjSpX6T-w^Nb$u^2=cH#MK*^C*>m!TBetoTXHSs0xyMnzRv1Lw&FFX?0Id}O-m z$97@;6G57XkXJN6Wk=ICI!|2Q`t$fn_w?;GKtd5{-LPAhe_tL49f%N3(5x3;7YVwd zn$g=CzuY&JDzyHvc572XVzPZxOw`bW=lOp5PsC1=aCwK4(Eo7qzW$}j3al1tVx$~T z@783PC(eCYUaR1Gc-gILE}NA79v;Zs%j4CW&Xdt9Z!N{lUZI z?&v~ddYSAy!`&kW)p7kp`(uBdEp#a&n3$pnnd0k@KI(6g9p+tn($m}s$5zJpYYwFI zBkUsh{Qaslo3UoinHXQXxuz$nZUSt|+i8Z|eTvOk%Gvl`j!oUqS|s0LwJuEsN)ZVB zHTt9CC8&3MLuz9IF(~u1@=#rjX&uf%2Y@CKlGYWu*#Ni3^@jZE)ENM}pr#E0g;Zoi zv!%0~tidN|opXW9snGvK?So7SJGpeGUAk;5DiUFmOy+8J4RqG0tM(a1ubg4T(JNnn z17lDb0IYd1qC(PTB_nLNW)QOz{@S?z5h(^uph88?c2dB08@Z#y(sb zH~Yk`ZPZ8yjY*`j&#qr(( zol>-_zoLuY>ke$(a@OSJQHuTWKKti)maD(?S@=XNPiwebQr6($X1bWc`ejX;omI-S z8#Qx^k~r~BANjAHft)?7?L)J|U)L>${WI#mtsOUa-Lko>?qBY3+4dj1k4R5Pgky&|9sk@ z9XwpPYaJa|&?NtD!QQ2!2$V<=&fgF%3|n=mhPSHjTcx@TX{Rr1TGEo!qLXE7S&~X_ z4l`Nis%n@iD$2{tgK*SLJ#$xYlK~KdL1eFg+_N9Q>n#sX;m-Y3EPt?>$)mf@_iD5= zWnQS0+}`TJle0s%#oW1pN8;sJs2RyQI|Lu53>kRj`TC zU0Tqw?_S~IncQ`wCY?d`AylAFtx$J8QsQmVD~)&2iT=uF-PnJ8bukBzpElPp+6%ge zou59KpLjmkkvjd0==qsq;@sxw0;snt;vf*}8T*Cjn^VWCm!<-j^48Zst$X{gJArbI;I;AH zM7D6@d||SRQ*m-i0pa%Y!plIPJXhMDwq%jYa~$ONc6OQs2N)+m*ZMYUYgxXM^DRd9 zR;|l&4RZWqV<;{fxc7EUhYLWz>V`p6IImQ%a6fIS`k)~s+b^h$c-hbLPv=>@0rPi@f zcXYrCzYfvKd9dm`$Q(2Bul2YqRDpnPT4cQ)zDR4Y^n%zmoxhypte1l3qdcv2vN+5#OHVC zz1Ux{ZY}hgYH#04)+{VMjrrKTOk6!HEz~dD+G%|up1J9g4>HpmTPsNT5G{sS`xwgG zSnWIbt8lwlEDP-f=O2&Q!{{QWcvxh)gq7H~jf%i94|IVsK5zSa5CZSl3Ymw2xkqGe zw*mtFI`kFMg$;J%R%^Qxs=mmK39&{#D)zeUxASE`Az~JfNz=YL9*z2RzoVktj`-Y6ebrIjCqmUefH^QHF(B zuNc}xV*tJ;5@nNFhfo{xt~Eet-Q;!P{7ym5FVGFVRD9@#v*^`Bjd+9^imbW?FTBp#lo9Qy3Oq0$2Y>I+<2j74zP~$403{pbR9C) z&ldp5ega)i_ZMseG_IcwS30LsQfpLKENImy0_1*zWB1#cE7k-J>M%&%#1*Ep@tv&7 zWX%st1p&v^Q-!M?l7bsv?);e@XDurAXnkK&4+B8VB-`J_0z}J*w+x7#7 zOU?1)62D6NwsMTJLmRQ$Shv;&1-44$-N@y;xlt^dz}7{z5;FBv`_~z8T=FrKv#OX$3~!bLP_-dT$d8e7Mw&pRJeX! z7We(TdB9QD+TMClf=$6Dw=R@q4mL*ts#)=EI1tKVi{!T){ZN1%~~_hDib;YkKd;_>q`+W5d76>M& z$OShw)1A1zVl$wLf(N0x4k~I)I5Sfa!`dh(F&6Q63`qSD%`mqGpp;Y>S_+igUU$ki zhJU2ir2u+t6%sFmR{?l*r!Ny#JHeD@lF-@Ya$oAft8ut zzlR?*-}z@vl-8h>xOGkkDOKi=EU$dZ0y6w^$RW(nXO$!)irJu^@qme+63H8P6Y;6GfK@AM_?S ze$pd7%Nq7}yUew*ji1s`q^v7U3Y1Y3etYM7GOa|p~~EW73-=?F#@4tpSrKIjIr4MKLU=k!o1dhr`)`@6IP?(B#zE5TMKDjw7{Z6W>C@1F=!4kX%FF^Hlfi`n*xlrsKFi zSN2@DvLkU{iX?rj;PC3&*+xuJt}z85`qbb~utL`!ex;z=2|o{y@4Rspyxij)=S-f^ z!;Xa@_2#&hR}gTd0FL`5b}#UK={ZnM9C~3*-YdHHw%u7D-=4VHX#o(QI?%9XBuHwLss)y9FiPAj%y6E;pU6<4jYr%uMu+ln)HXa>CMfOd%lCmhVSx`s8 zBR}wHEFJ8?a!fH^+1^+!(9xeMZ|>2pi9Is+#%u0WMhnxvlgd7hGXAzVG@U{j^98i< zUA7YyP^0s$8@j|G^s`H|{) z(q9pZKo>Q8{j93_+W^NIFfW-G~ojiWt7Y^(N-(d+w^PFK5U3SI(GKQe01>r@?)>JYgNn zrjlaSJI>cV-r6?R^oV1+$_3m^?{;(~Pqgy|08P@w4)qZ3ff(D@Jl4I3IA(|(EgtCX zwJpQ=qW~bAt1pAe2X!bPf*c7D-thk}@W}Q&a+NO_hNbz$IcVOT1*5=!{85B{Q(fdF34VzG#V5P!|1L(;TN_`*=!t(M zM*AjqM7${(DyNU;Oejr%hv+|Tq<{?FWjNpwwLdmeY6`JHX73|-n`f*y5*5w&&m}m9 z3C7M5f8Eg++jLt06QLkP7}I}{Q|NHs9;ni~4W{V;<^K;HGXFP@>+`!T!R(`lK4^G+9QfZq0TA@hJ1$|JBu^fVf9v%y_6&m;VP+~X8gm{$;_>GZ4UMS4(g5n2I|k!eh2EOv*RazK0U*mex)u_ zBUq^!q6cPM&GaeT)@lY!2A39?i!Dx`70jd`I-HUy!hV`o95R{LTr0e|^keE@od)p* zBsZ^d!k_U4K4g0fJQax_ZeMqz3)wIdUk(_{P-S1dy4E9iCEzkE?D*`_?m#=`8wtJ5 z;)3hW_go@0s<7VMj~R9m8>a70+;HBJlh!(YJxzVsk6bgZeAi^XwMx4kFQ75(4ghFh zi5-j6k@vi|^3kX8%3Xll`yi40HVc^&KyF#ZjrmWC-WN8AZ@`oy!brERXAJfLP5Z-w zmp>|m`Tg%Niem2kT2wb8y5T&n5c_y4Z!Npx_TQnOUL4d(L0Z3r`#>*)Ka5%!$uE+Q z07-PrO?3|gHs9~m`JlPKrXBvESm*b1{Qv3uUy6|4DvW!QACdKZ^J`x<>8%&O;)&aD)T43->C~&bG{#t^ zH&fe2VO9>Wr^!oel9!SD>U6}q7kkAzfSZBk{fE@hFS)?3*PUrC?WvQlV7zUc8Yi~3 z(w!dHC%s9=|Huy|$<_u*!P2V@M!4x+1;%~`Bn!$vu4+HX0Udg0lh7_jqLhvRJt_p2 z-S(HkdQiRjb8+2;I_o<&HBxfj`6bewZ_HIa*U$8XHl9?|$=bI#$6NYu77D|Rf8{S$ z1~0~|tHC04i!a|lR?-;C%kHe(Yv1IQf1d?fY6&)T&iCW0(d#ttC5y1F64fL{e zBFLOSJAB znyH=d0CVDTA%7R`h~$`mjwixC}rmZ*%gWKD@a?~{|)ppNe`FG}KjCneN=E1YLm z;||U_PFJyQyzxU8FaHKl^<8E4-(pg`uB(R+Q5kk#u`oK1bcL;)x?N4IO0~gN*xYxJ zfoJUemX4-Pk3nV>=Y`H*)m!(_22H+=WqPW5Ai77Q(YnvpaEv}iW)7$d^_Rx)?oRSR znLb@RV9I{goUWy{7JcFgm-;_#S;so92WdWHCsoE43(I%snC z{&1I}wi8Zwc8L5i{KxSk;xzmz!h2XQ*SGlMubB7x&Q~&i+{zK{z|*$ zsD<@esOF?ZBjyXjkYT-OGKMweKzzYkz-6fxo>6`{@|enwLx_6h}b!USV1|Kl= z#h7AHrePlH3O;C(vF{r}!YBmTuuAOYXq7xT=BSQPYMYgp!VUSvMr3Me<>YKew7WE6 z!5!5jvzQF!Hn=ob^GIct{mBt8kk6pU4s_7fRdK^sm&o%Ky0&}OGEM7D9Qf-B$ z0KYrnjTDy2y7Q7gOSCYDAh5aTV4%s|#f*7L-=AP^#mArJoD*3}3ki^4@G|p7i7f}Y zdO>JFHUVlBj1$*3)M6$MgO{ET^upua)cL*XOLSAaVb)+PXo*AQsa>5(kp&Ny2i;=R(4n`y zTpjR0@2(NZz+H7p(wD(;vTe$)uer@cc?VQCBz&91(#7Zfw1Gz|_p%wW;8i#h}6kz@Q32!Uv$(4bC*QYJ3N80>;ebTf(Yz{TBJM zJD&rGda*E%NVFF9hoi|GaXH5?n`nh4Wc%c4V@%Nsw;PwGd7&#?S{pACRgkG+8E`gP z=8G#xK`SS8xz0y#fbIHE@#gns34i}xwM0rivh13%r`=DWAqn0`*;~3h=<|OAvTdd$ literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_4.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_4.png new file mode 100644 index 0000000000000000000000000000000000000000..c742c3fe5794512f4566e5c47ad7fd8da6f597e0 GIT binary patch literal 11734 zcmd^l30PCt)^@D*!(M2y+N)9-v>u=>2r2?11guu!Ft+Lu2$RU9hC#w)2oO7nZ9#?; znI{!RJs9SQjM1WoBa?^;5~iw$K_EoK5JMRL9qoO--l6y2@4w%D{{Q(to(IUu*?X_O z)?Rz9cfEW6_?4se`+xZO4RNI*IfSW#xZ>Z%}TM4E%dHY!7^BCHRS1 z>H7nCe($7>YZ!^7yjt`{N*JowTqe4k7B!4UuOC~uk{DabqgWMD{m;PImyBmHP$ z$3ucQZa3IwuvLHKvGDMdy9^Egvw=YfEx_LoYjlNq9hVWC($Zd~d*-YAYJ z6;lQ|vz`U99@2)x4o*%=B+_Y1^{T!VK&`S<-&=skq?N!bB#jRx;P0+ah-D;F_?OMg zNu<%{$Fy~%+ZV7RR^Tyq|5l$KBi4L4RTPTMNTBYUf&orOY;GD+$>wm?8FvzHV3P$z z2P=k*v)rg&YFn&6!+8{Hae7&L9n{lDaWk$|3JWyNBR*tv>_%J`3!-b1rOe}KA**jk z7@aCwRPGtviSTh)^D)JoDv$&~GEOJIPPfJwAMTtPsTLS)2=lN?Be>N9Pm^}}vdk~{ zXx?6SboT5h`E@zur5?4#M{-c@=e{uiEnL6pkk$R!zP*{V3me!RWnPu|-t=uKD!bw2 zH1CHfZ5Z)LA;tv4@$|A1Em%UfJH;fe+1tE)=kC_|3+{-ao#ZYwXiM`!19a#IP$h^S zgotbZE5D|G$<%10u2 z0%4bbACUkXWW7@FLy1OsGM$JmAQ;xkuRddQLJsr4L+e8i zJ+DUR=SEGOY$Xpm7p=&}6Jj=&V3cShQYR~QLoyq*m|N`no%3P-awGMRL;b0u<;YAb z#1v8(yJT|BMFn=3tU`J~^*5AbH+q}1++kbSX zg+kR@FB(aNtW2XVmd-ylt};z7BqZ;XrvJL#GbI$6} zqtP&y`!4LoUO3;%TGa8eXzCj_N2`5Rior2he~r^!|Sl~$^bv{DuC5dx#Ih)a-R2z%k-u{zU3{C>2a+_a)i2m~zf+4|JT}P>Bufd>&aqW%pZ9qP&qH3>yhp zX{W0#BNBs_j!rM#?_AQ#4qdoRemtEd5KexU1dNJewN2{1lepZCYL3n`5l)aGb~4}O z^(817!v^hXVrVeKdu$+?2lPh{U$fo+ zlp1olN68L*3I(alH=@trj)C4kZP6d+OZc|$iQ~_ zhb(BGdz_czUG+LkZU2sSzB}3^VwQzYQ+Qt(IxkP;MUIa~+4GUonnt@9Tr z(|v0(%`^y!aF6#{XXrpHQ0rPzP_xq5BJ6%_pWdKa)?A?qFGZt(XpmPl34{Wb&5>8n z&BmTW1AIrv0}E^=ASRY|-jsHnoamPZWC~ti#&!i(iOkg6zc&lu7N5YdMwECc5at-E zOJ|!3yZNo%eKGxJP34yiKX%w+snc{`SmWuYWh)uQ<_198BFszqs=8(zOmMD*yS?cn zzJ8g(X#EZi!)3AiT>>W}oYW3X8C=>{XA*c3}fr9}?>Stvj)t6QY7C+y+eoo#Qmjrg^#KpnF z&O7TMddH|tRta@zk_)sPB$?P;gUs@D=Xs)Arv{iT<>`8!lW$VDVDw#6ZWd8mJoZ3E z_e{?MB{nSH=YW;5u!Gt5GR_9&!jfCqu8_uvWz$Fb)6?$ETPrR&7k1_tv2wd8b$&Y@ zg@>Zz4H{hD`g4uniMwD;0Y#oMR1)wA;ggNted$~!C@LNc*q;0D$i)`-k8j_lJ^SP7 zKNfK!!;n}#{A%$D>-gtwar)!$-vyD#m74)gYN~;aNnHg7YOWzWf_jTUTWkZ&=lMbuVUXz?5AvVMJ@)CbdB)`f7{hMrrm zgt<`zR3kDuuSwO)0*n+nd5UK~%qfjU7N1*{bU2vypI5SaZ5=jtotx?0D9P;$?{cV- z4d>7%Yet63nm*_){rHW|7ETVOITO=e1vwh#k-pFGGauB9DVs^^CeaLu3IbY^hDL@ zD%CTp-&s;WLN*_qA7;z)24x}$FYz!Bd;GQa2$(>Nad*rng;8AVB7+)d*cyWaynb=q z^d*iXU4_3P|XOLxiKJLCQ%Q)`=P9Fq~yUl(}5K3T(K&_XbkX(n=@%8Sv)2O>jE%9vFRoz#yrGvRxI{d^(oaS8r>_%T?ZxD>GL^EfL@3hk+PRYq*@QfZ!j^8CKpHQ@|NSnZEmXdmsEFeFuBnJK4;Xa_;+UD zg}N-*OD8$sUMDuoB6@q44%-kkaN}H!XjIYod*1ODxZjm3l8mYa^B`LF|Ct&IDfFxa6(q*;4qD$)xTkj}o z)nA*@QMlsmIJ3pqN`#*wBLXEPEmmn$9ae@T`HX=IzE7hUH?aVN+qjXrY+@*0d zdN7(`P`fpR(W_Bt_B@SdU}1Mjcd9*mPWgL)f3l}G>lBhTPL9BFM+nzLtW zmlHEMa^gwqxeZI7fw4VJf`qpMXWn|R_i%XIc!}ILUs@k9(!4o&Zg%d)iz{qixC1C& z_Ep3!fi&Wo8S%&2?!7g7N9cZ1`9gB??^hfdaG zli9=rDA~5c2wwpgvE1{BDgeunh)9%WJ?{08QWukJ40hObVBlst!qLICbZR21MrYvm zKz3fHFM{%%`Ju38KJf+Y2-6mCje)i<@7*`^n2LZ0atVO{lAR>4I)_ws=)UM0)cp}9 zCz$P#;frA=iREB3oh~`2O(1+DR$wqY_SF4n2%GbwbBGOp;6!slbNmA<8D=0mDQ_+D zk>uwouuc}S2oIzYB}M{(4Q3$IWP=XRM(6Qvt?cX9`3cTj7**a)wY`HsXkUGkrn_JttSMy_fCAoeK47%f2TY4LzpY(dM51Jc4n7>l}Sqm-S-zix!tXo>Y-{ouM=T z3LLiyrxuT076`AvnmL3IT;f0rMj8z8RQQ7v?EaGs`C!FRdg%E!{lAK4*UvTv_TG%G zv2*#zJW^!8{oQ(y5WoV5ydY|_S`Ki78K+98_dDryU7qm^`6lc}KzHuY8F+w#MA^_B zP-Ot&v9SuMpml4+bd~lEkghJ6`>4{{9G1U(>}&P$4w%+{YaH0b<-Hh1cKq{{{nwnv z|L9F=za?rJ>EwkP5dH0FRvV&%Tv7S53x*&9{{^%2KiUd!vc}(_v;Lh*`<`$&FTwcm zK=x&H!d7wvDn{K?e0Sk|*b$VvhminXGc&v$GCaoiuq>$s%MoqTo?2gEj{*{c1xU1+ zLT12Cfn)2c*P31kPn&)URnj)o#$`S?K+?HD^-%^MpMY9Kh0lya-MVI$IM2GpGLuM! z9c^eZHK>*o>49Fygj;_dTi_$1P|b_S^58f_{0w{;kSo^3)jDPtxHlY}9a`Dn0^-sW zYaer+kZOUj1K}s2^LtVAb{CET-p%T>sI_3oG}&IvV?{-W4I{6&dN;*KRC7PHb9@6$ zib7|G9*(POw!{UvRr*hGi!%C-l8g3s8#t(@H__%TUKs^SMseR=U(IcAUsF0Ch;DYH zmO9ex&|cL2YXnpx1`d)Zkd_@S2n{P9i-42tXA#Kb7@Ntr>8X^6+< z_RM|1N}L@^59;Mr4E6w&Pyz68h9xWY~&HK#(0qmZzykoQWsG*{|ItUWP^}Qn#E(RC2{)rK?+rD3&qL zW7t3cizzp_XdPEwA%Iu!SdRjxO^c0LwXK@WR}bL7OCn|Ne4|vur}zfeA(Wv*_o0ef zL)QZK|8`@JR7z;q=->tZ>-lmDLJqXhR+!IkMCi1&OI}qYF}CBWddg8LLCn4gu}-n`8D4oZY_! zK4u=7`UBX(Q3@_~l0`JZNhjC~Q#+M`dmR~U0~8t-ZHr2E>0l3P%X|@XZ0;GwY{bKi zXKCxSWu1_l8+9p_;Od(B1R{zz8-dO0C{(v7FHpTR(BAt8!GQ%y*?4eGY0O2;(W#kQ-=CcyAGKr4{13pom z$}5p2syRDr*EpdXKG#=*mMe0^&YxNwy+8BWFgRg&vX8Bhu_8+x-X?{5@(H$D(me(RRnnp3nPUp)ST?*tqS-}Z+)f-1 zxrXV10|yQ3ufbUQtufp^-UvdbNz*Vu#OLt-WSG?Y5gov#Xrw-UQg5g&t0_mo(%$~I zRXULk_(CV7UmIt$IYH02C@Zwf><(|kcGY5*D8YgS2;aJREVKNu!gDNhz|5JM1P5+R zCFUSzF5&Sfi-a`S*-=F(a9D?G!9X@q_9{&wV^6Co(N96F{in~2A`yGy#chgZeXbn7ONm%q$cpnCbu${|>CVZ7%AOi=IMkLH~fw zfSje?O<^2H8p=4c=5}9y1jbShV|ZOGJ8^&L>bc5Q;CXgXbf*4=T86VIR1ZAr{2aqo zAJGP=)a1YoHJl9CAJi!_SJ$U4X@*%-9&M(GF|G4D(36*5#xQ}^rZ&K z+f|M=(|OZd_cupO|IVEJ_7LlDNGQ5r-lbsXMQ{>KJBd0&vZJUnYOhB6PC&`N5H9PKi%1otX*S**C0Tk zwT{^}PGplv#8jl~uT3id$#gw7x$Ruj&E8ocv$T|9)udoKis12(A4GQg<=n3r1odz`;G}pJ;&XL3 z6aBcPvh|7oN{DKHyfexZQMHw13xu%Zv~wMl_Wi*pk#*~a;GyNo5 zy4hdKMGRg^o=;DR7*qfck~H$`LhJmryrgGK$fpWIjNs^b*|_w9Z+2DV#Fmo=e$5PT zwE8e#19fK+KMRB7ZiY>3*@ ze`n^o#coZ~5if9j|CgeEZ@Hc^z{HQ7$+;}9&D)_637GtXU;C$8?A+~M{{n^Zi``ne zZa0IxhEELN4DC)IGFV1Ba&L_!vuj^Q&;t-K0(#ds-M#NopxN8Vd!Zz5jH|H&5s$q3 z&DcA?T54`|pRAetrp4puZ|%QqF2=q?=f6PZ+5r8Vu{qR?Y5*xuFYoyB`+CU9hGs(* zZ9-;#fw(N31m6Qi3KF7h`w*7-H1W%d}T!xslZO$=@k zb#MeG9m3(?;L_qT!24QIW{02-a7=&m^1Y})t2tUX6yi`}iH|`Y$JjyckDi%x9_F{Y zNFPHTA#Aem3v6;QZc#Ybf3tkD*mp=WKhT9RZ$$UbjW~p0ZE9nzZ+$2Cuib6~oBo1b4aH2@r#Pq1s4ltQA>?l+-s}A@Ek4oil5}w5A%IL`ZUh6>8$qJ?mcozyb3oFTyc+j9oFP4O4yrV`JAKL;DJUT+dT&?W2rA8`{ihz?19n3A}h<`KIJGXw0#2 z*>|v}8E@{l7#_?)dV( zh!u9uV?R|qls*7=wu<-n+H1>((L=q}A<|2n+3S#MX8EKwIv-07Vo*gzP`8fkXxvN1w_%Cvx5T8Vi{x#su4yG^TEq?uZ*m#x#6iT9^2N|81kT=M-+xHl9%Qk z{_MuRlA5T5CoFSqdfPFtYJ<2ddM!sAog5ftnhIPb!k`CnQbmMUX!SAELF4( znMqU;X9VaYcNm)q_C_|RTASY6>W9p%Q``S+``praWpLzF;*3!>AVk)H+Ws2WwO!?S zfk{#=qq;e^W*aWw-!f1@q$PNWZOeWj16otnH?x#!gDxFLMmU1Ru`Rbh;W{5coL~tG z>2_EqC9lX@aM#)~cXCH}ZGY^OhIv72zt!yEo;ehY{xbeKD^Bq0R6?*9L&Ao1b!xgt z*FQH$_ytu0M_2TOa}rR)pE()*>Q+LoVVAK?4q0uhoqqylw3RPzLn0oI?w~q*Y} zmCdIBA8NA2qsBuXX^4&8fi10k`iEf08`xfK>?O2hjPq+27R#4rYYYodOXDFcz^xs< zuI#yNmZKOE<3v6hmEzs+)|b09ca;6O(B}swn`+YokOhx;?nh)};Msl9x}^3!Q3}@c zb>Z#F&e{=3#=?YVwf)!aJn4gArt5TMh1lFZm99VJ*Ai(`>P515JrIa+b^+$hJ%cdZ zf3U!EfMU)t)7))6kVAZp%>1aLs}_A2S)ia)H>$W8Gxc8?s-#VasiGWY<|mZ}b7TDd zS4LEIu$iW|=YIAwuTW}DWt)B0{;X#tU*CtVhwmBCD}C^?W}Kzg?zHX0gT^dhaOGo~ z)(yhq?N7FOfU^7duR?$fU3L`V4wFKge%LpARWGe&E>0j{S;R!5O(ixF@Pm?aHB4+%<9{Q-+}Y{De^B7 zk8C2h)1du0J8wsA{|eY3i0$ze(qSX{R)uNbupK|%_;CH{D@P&K(|;`H%$|doSp-uD zMq<5CTN;dd*+^~)gbQeH4v{FEsKfx__ZYGgQtFuKl8t0M!HZ04b!c9Gb1xv{%O#3bbnitL7_V&vc@&Frt_> sKYL3HP(s5K*CVRi{ ze#YPPd!8TmJMLco;U^yw2!!SEo?QnCgas@D;eE>Dzkn6A@`?&vJ_y|jA6^XpMJ@LE z9(-PMVvk!Wfw1&r_1}BXI%B56BKg!;uBQ$${7x~wLVO89UZ+k3GEM~s9Nie^8xk78 z2;OL7xW&-eVB@heA71Dzh}=czUMMPZez0GE zRRD55!tPDZ8@HVaZ5NkcSg~a1$KxvR#uwZA^4Wt4tDeMk%UYfKQbTh}DoP}-mIHj@ zn$XQD85zsLdqlU;+ZKXr-ihz52!u0N76Wk*)_5X}H?IfUyWV>v8iXWY?garmeo ztg%Ot+aqT>i|M2z&2qLtfa#EN;d?C~?bNAy|1PH0;LZ1d6=QI-iLPeDiat(W>*VPk z(KbZf$uFqGpvq!4Z}VRU&?DA2z2_W|4C9;LMz_zRg$*vw;%0V-wQ9sxF!-c2I7#YQ zHZnpevaea-O5pOEOx`{cV7#yp^gOA=5NEQj4Dno2i9hO6B-ut(9YYV9Ms3e z+1PR}ZxM<06?z%2NS5A(lnx<2Xt#a-r+5OagGw9Vp=4=ATcuf!L% zwGSD9c3)D)`XJH1OJyUEpgBuC4(hIXTKzT~p52H)leASJW65NuDgq6CGBtY&WfE1d zq3%yMFq=;Lv+I2(VrA}d@RneUY>bvHT@R11kDS(UP?W)(bSY6g!hiNQ)@2p*eQY>7 zARMJ7NtxOGKT6uT?CAj1GQNGT5bH7?|G2^i7wNfiq?_PbCnTt4dRq2;su+r|G3LI! z0d+enBqOTgLum71aW<8%Uo`SbAeU1Hu_DnK^oUi3PMSdwcP1dND)LLz-$gvdjxxbz zMF)qfsdUl$c;yfl;YOFM;Gz82yyM(Xb9^ov^Jr-!GhUKiIZ`ui+T3N>CQbSp;T7@5 z8%D-OBo+-FWec|8L8ey1;d_{^PWQ*C6b1Evj;707Kt#-ltO1Z zDvF>f$PJZ>*aF{ar9XwfAqQI|uVPI<51&g}HvA2PsA|AU1-x-NG?y+7hB+BN4sps} z1vH0BHQ+0`SZpxYI?$@Qw})kAiffq&p4c`~rp{v#Z=wd?PliGjguY>KF3%`<5>}uM z%wyb6BHn~{WMe}qx`fU$%+VoaN8E{%U!&$ei_h35=}vcU#tSHPb0>ustYbMI6K#Nt z>RI2H`K=ibpM!RjR53_r7B+NU_k()*HF7Z)L&m+?>8Mw6w>3LGLwb*TccyqGS&3np zP6{!Ug^0^cqpr@RHM~#5`WGQ%Z$|p=!8V5wri0?V_M?VAPO|hFR=OLlW_O%i<|WiC z@w1Xe3ukn!;?Uif#~2~I&@5;1T>Xlz9Lt>8Ln!00ID_3m!r4G{dlYSumb3UK9HVPj z74>BG@%E0FFbCDG=^)~_Oh4cNlMbK<ax4 zE2oYlGlMOhxli$Sp=<(#4lyOthc0)9XHD>vJ*o;5JhM=uQTs-Cag%UNB#Q5Hnj_)e z@xq7`=#=k-UCm1Le%G}#=963~^DZ_8l|-Xsa9>f65h51(g?k8W@gKY$7>#dc>(^L0 zIVx^EaG2eJnm&<9KZo~LEf|L))JmPDrn331Hgg=QJ#5oWnc9zPBI4aeC+^>3Plq54 z#FDVVaux;Ms~E#352A;~mQ*?;IkeKqMU3rvO{uuh>e7xCl>c_J2WOfQ%boSeC^?BSFj zmp5k_Tow@59Ap<~JaKL$YHpi%Ss-`D5fxr~sLY#wWoEMpFQd>alW$(0emNl!_1v3) zz2gUFD0ETH)1Ju!*rr0ox->>}L1dSdQ(2O>$2~=h{3g8XgniGqr0H&bfAHjYR%aG& zjag&;soikL0hrcKu`I(l<*hl9z7tosE5{YfHe4{T{2m_*O^nS8xXBxz(vCRRmHhJ2 z%I-R2+hc6Hd3MlDSgl9txzxmo+##p6);lb+^+ zvJGD|C9SZI?RY&@eYMW%u(;35pQ?;~=Bf;0cf^jar_f_j={e-IA8NZ-!CPh>yw;?C zHxA!r(eg` zw-ijLT(a{Nu9(4>jmkl$@Tbz5>zTIOs^2tB>6P5TXl&gV)&@PJ63SFI6pvv_pI6a> zFYMx5JCvd;;rr2MXR(Lh;+e|S&6Q3Si9SWVu;;EqBfS#)IAzyvbX_NAbt&U|Cc?+bxLB%4PMv|R4Cg$T4{4t+6!E+Va1K$6sdlXlOD?ri8iV}=hOw@ zO;nub-L?6>`mPmU;A|@0qtRG8II11DZ0J7UcQH}Mml*C1iJzY6_(@K-!QG!sRcx+4 z|DvJX5bqS~UeNL>em)b4PW#7QWJYbS78Ei3!yOH4Pi%=dYn?60xT?E9ifmUC&O+Ri zUzX6Wy=2WQCWb$!TGw7_mC*Be5wlEmH(yc#)YC&Ax}b0RfzZjfxVTo>7Z|x4ox6(} z4gY-7BUM^yBDkXEyVxYQFd;ftANT4ZM{mPDT*PJB{g&EoPc4P4`=T0S{zxvn<7lA1 z2Z$SC1(LQ}XwJOaxY6jc&|(u#dNLE!La~gU_O6P`NSBWF44n8nuK6{o?I7Zw^zx{s z5uF>YYgeWkh6bL^P!(xx#O3*F?`-gJ7I*I}<5+jDS?7@=U4`)c1l#Mi&~=9qdKPtk z)s-zIO;62(hzn1WW3MQYv`sD>&DQz+#b$w|jRiXg`;NXe@6#L)nn;av@>|RrP75KM ze~6g1Q>OUKv|QXWy<)mfn)ihf3}_$=08D(;QHMbIa`$h+a>)T&xNk!$Z>hz#6Jl&8 zJsI(%th6WP2j?x;`$ntbXA7;nsx@qV(%Nn3R7({< zYGov!)vRzweX8S@lSh8m>b-GRgZ9)S>^t?t@|J2?zvYls(j*exXgg<09(&&0d;Jj2 zoEI_wS_|{TiHksB}5`#hC>mfBV6xv0`c{&80#SKiWMvlW~OA zn?N4S^Qc{!IWfg*t#hnRaG|AS=aiacr7KDYE9Yj*4xfFusiEM_x9KMyvGZeQChyZ` zjL5y$n|oK~h6m78wJy>#3xX3gW8TyYraFh~?KVul=@`qgO_JFt&y|d~(MJa=XJ1&2 z{7{+c^J;n2^IJLv8^`7=l`_wv6Ag8SQ+}LjsZe&_RzM_WMup^*1>0>4?zr0C(RV|A zhLTr5=Jt+eR&LaHzF%{?nOpgC4ZmEzW2tle{L#L2=9aQh={UdAn>KR6#Yd$`P$`ls zlZRuJis@?GC}Z>T*R@ttts)V>a)zO*TGUuGI2eff;OM!jzb#N}##1Zslbn)Mubx*JuB1JUSULZqN$VnBS%)fcBPTRHcGf?n|6Xq0 z=UIZ_<6~=bmH^xOQj$~t1;1j@54+SguKm}jj;3*X_m{Uz*H858ZCJDZdqQacdx`lsxyU)8jwRyNkp5k{hHy(~iFwLs+;y4NdEg zBJztL*9UX`@xh@X%OeD}L6?eU|!06#bZczrEY61@fAgdRzi-j}plqwCUrGO<#C)$*WR z$B@C>{qFRs_}V1%Ryy@PBRHq{Xy>=9Eq- zMcrdC$K;*`kkaav9&s9fo{;|6rhmhi{mzl=?zj^O#@hZI=IiBk+2*t@kN5tiF3G5F za%}A#MGLb+j@`2|tlA2qBQVp}0| z!!$*1<+m|EVJ{CbgZZ(jzHG1{z#15`rPskwg-)g#lBB*}eEUyT1N@$E>6Adu=*RKg!1#k1v!nTxl^4yRu%2+7-P`_q;2~qQ`v# zt<{TiO`A+E7nxt{E<{dOI@ED_p=>KX9MtT)oy8^a6-UJbCAAGzOuZ;Sl*ORNTIB1bMSc8}r;6zhUCI}|}cS7DN{%bq@o7OD;gj`PggRy)&VAZz^n5L`qnBq*QIYjc4g?1x8jFL$X~(3 zEd48V87#EK<*C3BAAFPq_O8lFZa(LNrl&}6ad}F=#mxBcvyX!V51#B3vt1AotcZg) zC)5d~>E>cxtrW}cxH~&)J067fdyw4Lfcq_jD_okR4x?I7t2u6@r#eNK zyCGvq?Zu*J5ToHuXT)0ex+E`JcYt%QY&W_I?XbjevC~U$k$|kLJb_HT z5pL(HTiC2AKGt4phh(Hk;hu)GXcP&*3ESA@0H*R5+F_295i=^1q~|7~q@~P#4tCDN zql^R!o}_IFoXD39aip4P)X7LDrtVKLiL7w6dynEOmb%_N*CFIfbcP+pZ0y{|^(f%= zUsk9}d(P z?z<&#P@2m}wELv)Y^fZ!NtLFImUtsG!E`wpaQj}4-9&wMlr4_*DEbEY{TK8l4F!X$ zloYoVGrA-=cDJkNd<@>K;o=c3UtTw09-Mqs?`&^flJCsq>*o)G-|h7qjMS*?Pj&H6 zKFcp>g_|Ga&V->0vio~siSL>&)(*P72D327e}Qchr6`mIxU>Xm6%>hxdq<%7QDZ z&F0K(S*II()|8T|$a#Zf2v{GyuF`0p&W4(aEP7l?csv}E3yCuK14Kd?{7w}oScHhJ zWgRimbonD}QUYB7r}C85EA{^h=)fy&r*84auR<;kcm6X5fwQ}Fc~t-8H0DXPJHz$Y zJ!tNuk02&UL7(Dg$mubkI`wn>>*>XQbomWQn=Mgw3Qgeh;)^62oMXP~&GS@^c%(h* zLR9TQhauGfG@N?)fclGca4PCyF&RDx68o40nsUl90PA5-qU^fNxV#0XF}e|Sd4+a` zIVkSVSl2}5=BVC68}@}vsr!l@1~|j<{uk;SYQYU$v_l`yKn)y1P9pB+4=}La^7-g; zR@Py$8w~LMQT2iuSO5(xhLfTdY7V5hAvt;KVs=q$-#Hfw-PY7F#vDi0eYm-aQ0XrH z`LG$3OBx<#cih6R(7DzH7_Hp$o#+CGf#~YpV(Ou#z(YNogN&pNjc&Ajak+Y@P4&vU zr|b=yQQ*ViH$~>8;T$f{Uf7$NQXqivKxDm1$usru4zw?2G21q)g`2mrNE?80YFYLQ z@F}eGO1&BWR3B)~4 zzhTS%1>hM#Ta7jfl>_3IhGRYxO(KF$YZF>eR2@fqvim0`Z5P?=*r0v|T{so{E-)Yf zS`RyQd9$PV0M~|`Ld}UR2UP3QKq5p2urnUo4V5s_3Bj$0U>c!bJqxg#L_WQ93~1Tl zL-vQPVSB|RGT$5mIaDZY->^62FgisfXJLNX{rONGg>JeM1Do84T)6}QfU_8-okC5K zzJ-kT{yM##Ih|j_~>7mUI1HcqpmaI%+CxQC69U^bS)3E+r(AcSO75oY2tqCzT zEeM&ieE7k98QNUAN`JhL?=@&^>cNg+Sl|o%8+aVU>iEoQ{Tx^RjWJL|*Qc7% zwcaKhZ}=y%z4<{&c5Y?Zl;vr^2jz1!jouVu>v+*B9nzSrP^RaWAU((BIfRbReul3F z-BcKa=BDi9-gLPD%4{?~^>$*3SPcL^+XqPz@dn?;r_(Hd4a4wrAey|E36oQ5B4?0Q zkole`DdY5Oa+9G~e11gFswTtt&V2rq{SR2!Kibti?RK%P|8izp*pjkNw`a z^qaDqAA5fM_W#{!ulY6^0^CshILUpB{9}S=|G(gwf5I>S@y-5=Zu;N4d@x9pKBUr> zj*1JIMLsX={2vP5zoR{po0?Y<5hVbLM}`4>o-ZoyH-l;Wk@F-lkI*ttVqKGV!8#ez z=kUC>uGtq-+}96Pf)1e?$r;9eh97{3(m?w*m5bG(26S%2-^rc8Vn3uD0RK1Xh&^^Z z>#l&VW ztbkrP4EkXaNKha*BT3q%{l09Z>;Z`BXNLA|1#WE4UboFKc2jl2R`YJzZHVNM4~VHV zj~^x71g`$;*wTLo+k2PhsyMRy_M()qB}@G(hX*rGyLgm&3N8DtE;4L+@TXw~jG_ep ztnLkEly+ZO6)Edqn4bAQVUYZ5v;fJm>eJ8>UzdGl-*p~WDSQF#UhT~9RuyH3d7Bxt z-nF}aI|BCqN0#}4VE!!6yRr0b`r1SnhTv${l?T(Q;4~+zcP4y57~JuHiEc;SfnSAH zb!4v_?NLWrV1w^?va5~z#-frb)+|MNqAZ|+dVba^H$xT1K%6#YTkKO?lI%3 zZhmZ2x|RRpq4gdi*;Y5+y7A~IobXm!lK;FbEdc4L_zfsWzuZ0kJqPevzbC{?5%Bnq ziNTL_jqqx8@DQR5;I2=Uis366Ar6*O}u=#3|tfQ-iGWuEzK$u1H&v*1=ka{T_D~iA$ zsv94xOV5Bydv}1Pj``^K3-5l{5viUcta{}7efoo21bGWGQ3>Kcy85unR63pf5IN7iscUMAc-&fV;w zNQIR90PJF8{b!rF7asq}3zI>a4k6jtAHP@x|AbZKwiVk-mO205Jxi5lKS zYKEN`5>>&VV3)pv7-|`R+Ot7h&2M(jwCwD9u>-E?q*&_XRQB}D^#QMsj&V1`3V)cB zb2{G)rmbV9Ey4I zmHCkZ-gqR;sc7vt)3%XXLHG5wVOy=QkP$ zjs}!fnygNlVILvO#^)Owif__>z_1MvOb_x!o7e)+(p3*!3ne;9J`PB9F)!?ILord^ z?4;YgaSk+`jVa^#U^p+>x;OvT5xN|Ox^);jiPC9IAzT=CQPL*TV>zMzi1_>+cg<)z zx15OkWBuhla)yien?r^dzXG~TgZv@ZA*4LIZ7gp)Xg*x?37am7L>Un47&6m56h8e` zGn>B(%-}tQySgc5RJ88S5zUKVBAv!c@X8I4W;$hy!53U!na`R>Z|`E0&k6^;4ovu< z9`=eZNt+j3VbUAn3W3+%8{&wr#QHZi<(z-)J+xs66zW7)?a+teKV0PlJqSv8<0-%* zt$b_82>YJZu?N{;U}67Dzy`IvPTVDH+@m-nX#-Oywvin`V_P5 zxz?jIo%p*hU~wtPU;mU$_59^H=)chAzoc=gzfh(C>#>?zA}RqHk!k-8A#Ww5=vDA4bWbZqI?iykHX6KLpQO;svWKA_y&DYWB?Iq4jVK{YcC{ zwDK-?8P?%QcW`-05bH=Br(9JWtL~odqsuSCR~$lQ3%P3uMLTL1cpk{coS>4^bon+| zCr!G($GCBn-C>B6P=PLvHVj#mwU+kwRNAuzd~C>OTsm_UT}cf8knqME$Yf7ff>Z@p zxFFf=j?eABpXz}&)ScLp_)}V^OaYw-Q%hiK$^d`aGYQys0WYjh(uP8eMq^t|LfBH! zwFX7nG%YSWh=?blQCslGFqrLeK+pDd-NY&qrT0%xO`+-LIdcb5HaqH6N6}V1bKm3# s1kaT&&7hg^>U+*V9gO~ytT<~s<8$m|nzUEVp%UP)9CzjH^!)Ze0KIBoT>t<8 literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_6.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_42_6.png new file mode 100644 index 0000000000000000000000000000000000000000..d7a2decf38fe9fa1d0c1ce367e7124cda5881bb8 GIT binary patch literal 12062 zcmeHt2~-s4wr*=;Ob$d$JP}cbs0EmaARr)f)CiPJacF^N4hTv!He=HaCK@ymL8?V& z+K8eQG@}hP&7dM;$jW*Ve{M&|do=Dd4ybM9K_-u2FX>#h4(3!18~`v0o^ z@4f%;`}Y3%I~(&)|FZor1Onkx*y7t01i}YY0%1MrpaB?12S(5Z+_A)l7%>FuEUrr$F% z^;!_3;P&O&!-p%4CQ3iv@y$0Mf4E`Shl5p**6;dqoz9`-r!HTFik%=Q>9ZfQKMFf! zm-FqH>ksYR#@?nLM~={x+gVr@^!Z_}=8NuLFP0kfKC$*zH#TjcEsF}P7fFZJ)* z7!z%Y;VX;ADPOd=x341*Zpv)j7YaTJYVtc}z~S!0iUh(p<`<0!g!2g>1M?6RJ`;hz z23o9_8wmUFp`*~aBiW9dIv)?&`ZA5HP?sCHh}XlJFTUDNk1An_?L0Ihejs+#Aj?OQ zDTsQQEX>GRXjEN@Ap14!;!!f79ggI^USc=dacfoTS+ek!bMxA-E|UWTuGjH?=%4A(>bn4_PF9a}IDG4({1eK&~ z8w1a$t|&+9#e9u*K5=eJU3QAwKR@9xQxU&veQO8etJq#1%VC8HQp;_>JCfXbF^Sw6I;;IoQ*h2gd}>My-BTPdiHs>z`^=)!&C*&GB0aLzr-k{*nGdGP5Q^DZB9ldiB@X zL%GP=UwJ*j=vXVfs)7x|304%RxYgCLIKi?t((lW(CU*RC+&Z!8jX}WEHzo!uSebdK zvuUI0H9|ON2LIf+A#dlURDJ~Yvv zX}lk6M>3P~TgR=HY(&-0FISt}bfQMqGo!TQ`T<6re=7)mBu>>xorh&c~ru&Pcdtm-Vaw zuGPt(^+1**$wEbVRUHes>O-?43*)-E!JbFR!mc**Od(2Q?2O1h5V>#Dv(5MVt237B zyoPA*e{H7Y#&TvxQ%U#_aQ11Ut>QkzUD%rZ+!zfOq~Wq=p++iL20FGW$61b%gs;o# ze8te74Ygf~u|`}K=H`{<1iRO+Db4z|t_#3BwU^sofe1)}Yzt6Y!VQIFT$#ywwt2`k z3BPN`^%#%$Gt$QR$nxWnnq@s$0N(r*QlU&uJik%R+)PAJX*v=fY9%NLUDd&4=~2I; zCfD6R!~?=hnC2=}H?p4r#zP~6;{v;oC?-qX0G(sj+p#=)rZ@929HWN?QR-8e2J%c%; zmfG>@lPwwMiPOpGA_>_DEqoLA9hH0BdaaK{=CIdV!a5639l0O*yUluQ{SQyhnem-StEvjw1JY=qYadBl@3RWZ% zHCi{n+|>F!r$x@pe$D;9fa@8NxYj!&R)X|H53Gzx|GE~OGhC^K)mEnvsyrc?-w5p_ zj%Iyf1o!Fw6Z1<%R=!5x#xrkEn9hh%=|gT}*vdasbA_L^g*dkt7G%5YvFBA5=nnH) z`Y3YzZ4W(}bMKsw?A!##bEpWPON~WveK|8c#uSq^ODu`z4ctXn$JKqhYA-dWW_#2a zdRZx5_jDxtna2?p3fk)US6>TT4{;(UvZAdKCa^rK$ch4TgNxzXnJ$)iciNo6sg76_ z&6$5W)n>uJpcTK>ba(ybq3ZasvSm+Xi`GN}%?pWTO!xV3tKrf!>Ri2R3-{8izkf2r z35er<^q^D)UnlQomh+7(_GZH>QSNYawE2~a;f=0uO%eP$N;*!=*S?sY==GKo-H9$v zw~4c_;ihL!zm?P9SwDF_fV+SF+cLRYdv50?x)J%nu4Jh020le1mtE*xHP~6Np0?&4 zvJ@jX<`3uQkG+CV5F5P?hE3ms!Wku;-?X>hjPq`eh&LSGxcg*4Q=oKr4ZS+RRkw@O zd)@ue7GKx%Ek#wVA#XgR|UCEVrDS>CKU7xl;yn6~wN6`Qk z{o5?@kaT0s%G;4>of%_2yNcGpf)Ocm&Q_%?_mm#znhKLl{4-+cQk&3wc;i$@BBY;( z@)G>(cGat+Y2MBRXUT4}KZmcjrdF@+!)V&S>wa)JXI_;`B(8iPM+ohOToqTya%RT0 zS+5?eP8FgWo^QXeGv=6F7$nn;D$v^NuWl>4KHY3TG%l1||3sM>>JaBF%&r>dG&fCo zb+O(w$(gm9B;l<&`xo9q-th_4s9>bAf>(GQ)rqoT@y}5V8=Po%CB6YUc zfUPBs$=a8blq-cSkBq!EesVVC(^{?yHIOWHy-}47+Y!T`ZGPY?AY~My3~u1(nH$xE z&JngW{cK0Lk;dzpBhIZr3?}L)m!P*qT^F#7j@_144beaHAfqf63mpBW=v0Ro>h$V5 zv*kR0KeCZPc>Y-<4p36aw@*JH5JoOvlblNWK=gR;4n2R$m#=o&S4>`Wq6rII@3o$I zk%Hx@(qUJX#B3{-=rp59tuz&;#&~Cua|!2+nW&4Im$$+eXb#-cpqtyO&}*#}jnk|a zwWzb6S_&4?@6pz-Kh5^ppW&JOHQ6KJLAsJ>Gz7&rdubCvjT1o&vbAs6nK6rb`imom zDsXu~fA&dRV`FoL(Agh(B^vL5-AdpTtzT6mdNdz_Qk+C-nZd2y`r`#S=@f` z?FotAWV$S7zy75uSlnHN&CZ5wGMp&Rj2x3=5AF*{>#QD1UPxT4{JPUQ+<7u~jnNFN zt{iij{zW^OAKE#%I9}A`;GLCqM8-Iz&IkB6fgr9QHeF+9Ql15u`t_DO1vQus7L>KN z=DV(lz^J3_0fj_tqiIBpU?w|!a5!c%h`q$0N|LP^QSPn^B`dDIH6Of9k5R_znyHMb)AV>SQn@c`AA;u6i=GE(Pi?@t`FbiSEfqj{M4=C@mV2a((N> zD{!Ds#m4qp_g2;`B#??D-x*^=sXw1dhr+Acohd!%G@4#rQpyIVdEpe?(y=gJx9S#y zoAZXkV}=_R>el96MXU358UQ=P$QOIJPCnWw!OIU~y4akdXUTiZ&NK}fO;PKTJQCQ! zE~}#U;DM`pDzMA!trYxT&Sa`KcbOkGYMCSM)}*jG}FrqR2M^qj<655#jxEYzQS*&h7zxOu-XKXz?Cwn@%=*K5j^u) zb=4QF$V_SE+}H-D-g}!j)l5Y*s%P&M9YdTbm^Yueru^>7hjLg)g7x*)slOW<;5@ec%i(!*Yh{@uf>WF?~zXgO(=MyPHG&nNC(Zpy-L33bOOYA)qY@89q=&!L~Ag=uHS35o>GowwhlVK$z zt7SZJwMJt8CgAgfj~ku?8yox&_TImT0RL2sd-~)7FMcwxd_}MCKy*U_Ii(nRh!RhB zm-{UtMq>VCu|KRR>-N<)?BB4(KQ-`w`bqxvH@pw+UX_I?3#7hPa@l)Gbgk~ps zdXR;?wY`eYGOZJH^_2D1uwUWAjFQ$?iO|P9vjeq&-4YriLTEt@gFLSUBQj znx1VOo5*7tLMKn|l`SNNkyjR3G}oVx-hGGI+9^{_={orV=`Nx5_A>R1GGhLX+=L@u z)mtSI3cuD#{T4vJP1kGV2UY#Z!iR=;^T%#Mb(y#hF*FM3T~MNxXc|gU)z3#=GVsgL zMi#G7&?_#g32Qp|%P3hdQcIzenosq2u)GeOLyG?AU0(8?18h zfng63I`$TdO~sSJUWj)hed^d!;|V$N<&tkC?qFqGS34U%h`&@>7}( zGJpV%%!KBFk{0yE2JocI%{n;qnAVJRdcUn!&6`0mL9yvj$m?WiSardkxZ)5OIDheA zz6!YXaay|taMzz;LF#R!?<)+b$9J!m?FV;=`I$xZ6ucCQz2Saps+TzT+w^sb8KPR| z45-7V-t`x4O($q|aZ5STnmuB!{_dfChJBzXWYv4{lk_00ym~M=?>8 zWSnN`UCztaxq*V~Qd8J*)iQ~z;2rlr9Qvz>M4ke&2OUU<=7>C?zQaLVLGj>0ZN@m* zim&7Mp$aPz9X4?$)^(7U`e~KiXHY;(pkIvwoSpWnvNl*dGi_!sY~#=5+Y`MZeN9XZ zaRZpnT2tQO$&2G#<{t0WXx==j%i^u>#$qigV=j|3W$+6U%?)X%SI5i(p|U4PZhgN8 zI@Sfrz?3@3)`rqrYXXc-_$c^Osv(J-5hggxT%jR5=0h&=dKTbp?JDXiBp>NB#8k~@ zO#VUAoU{e6cRp(<@^y02>5i}9)9=)KAH;G#>@KfIj7Hiajmp5C%qw`g=2!lfNYjEU zvS#!q{W;@21tc#oIan=gr38SOJL*3;KYvGo&#~vvw4`_FSr=8g7uJay$sOpOyn$M|6lwN+dS#U*Ty5@P2H3;GJ3u)x1 z9BZ=h5lB7O6+A&Y{(L(5{a`vc|2v|&XUL&hH1fN+@gd2~ha?8Y ztK>)ouh87&bVMLT`t&eodV!T_j@L8ac=`+Q#f(;Ki*56^T@%-NPz`q4U$n;C zJAx#91j?sZ8)2PDW(Ft?+98>JBu)w1YC-uP5yIIL;43e|r)nDqwqrCBLMD+xUiCyw ztwf8^-K#@P3sEX+po<+r`ZO>)JySb35-jMApMrj>HnkNYaupS-Yzgx9kKKdSBSw29 zlzEiblMLsgJ}ap{z{^Gi_J_e{2`W(5M3yc_g>5WLZ?SZZNoP(X^@w~rUL_aK*H;3; zMBUb;Nd?L{sLi+{rasJ?3bZx7B*G7rY}qjfjA^TiOviAG+}zXZp6rPyi*w}p+Rv}p zypyAH2L&lQ{Z!23Duh9D*o%i#<}79 z{nn-Gm?i2nTtcnO#sUAh0;MSH7qQB7P(YAJr8x=NM!#FQ(vXh;aUl@D~M!^VsKV-+u_Y3^oNwdI7fbH|$WaI~N(=dEIC_)m+UBez0Eaz4-jk zjQbzL)7%?X1cLn@*E&&8My}mE%k`!dZztGq2UWZO&*lFn=l?eopWG+xX|&1}v8&)E z6rqNy`g&LhQUvLo}5Qj}y(gsVqsRNEckki=j&@Y_BH{)h#dD=~&>?^bT5e)?0S@%j(s4y4Uxsw`+o)%=SS2FlFUzqNbRp}m0LrgturBbgs8NLAHvhEDbKa=R*6JG_Y4|VIT zm7obq)}~q*z*T9Wwq$S*oxFzM_hc>g&Y+U?&W+Qhcy(0w`5#p`Q>QT-1D@es+UC zpr+=|qH1yOC^0`56mZ1K1zw|k;imB$RUg`a_urLA-t{0A2dH-izOrt&o2U%?WbZoA z`;+viW~Dz^vkU~#1Cvzhje#JEP}^Nf9k*BVaI!HP`V2Vp`&ay8H}%1~!T0a2SLW3+ z=IipfuChv3kx;Dqf8gz&zC0mInCM=R4S4%&FPT@+3Iv^$d+80q4GCQJ&`*NP$Kn82 zDT&T&BDiJO#tecednDuVUg+UZC3E=he8gB+>WHNJ=wE93Yd8QkT}#I{rZy^uH=jr; z=3X?iKP*|^qH(8^flIN^x9hAYxY=GbQfZywZ=vZLK3E4xF6A{qx#ttC9$UB&6|Uon zNS`*wgSbE+ue~n;>+%sQyKrTyFLJ?=EOQTCQl&a0jcP&GOTOxjb_y1o*gm16uRV11RT=b)pjvL**rQ9ciR zP=3FPvV}9lQyAY1RIe~v!dt-N3b)0=OOtZrjN+Hdv#(+#;EmAN_YQKr_%QW)QnjrL zAh7WX*pleQ4Pbykw{&oFUip8E)=sY_LA}WWl!))9R7slowm!Z6t`zlP{kz)Z?{c;0 z37hIipXUK>WT784V0oTITz#2-nXFbh*v1M}AZ8rNDW^c=S~c~+)DAeCPvQg}zcSSo zGdoxg3(`HEkz_bqK;nE4PQHwyX?b*?M2vvma=szIDt2i>dqM`8uqf53_Z~!#?yJ=% zhJJ^b9;0xji$=@9z+C&76UeaFNPUwdS*ZZ+g{T1tc#sN+3!cGY_O+odx3+I5W~dcq z>y(7+Gg;*$4dFf}#%U!J4`D$&$&eD1KiO|&x|fVpe}yT~`*zh&Em-=OPb<4YiLS6{ z5C{XXAPc{rCY3MI2C%@nDpgf|@B1V1kOr9vR%uMy^``y78DW!yT+Cb3h!6&6AE{v_ zBfwVcFMqAO{;KJ7DRONz^+=rS6VQRv1Zg-G{Aeidf;J|uUIV=oMZN5sC}>zC!-}c+ zMW_fxJ7617=Rdx-s#!0)XDcsiQDjPAel;>P{R}E1P24inV`Se(6Rbo(Lit;3UJtsP zL@x*-SGg5w!>{0dksX|!`1DOkNzqz@X2VLB|4zm=sn-~A1RY?~vZejy_8T;|fQSBo zE`OXDOULtIb<*v~lnd0k+o*pQK93m1P9JkVJ+$ONrI3X$+6+#@wH13h#KK&c`#cjm zZlZl-gS*^D_KW!$w!&KaFGJl5^7K)rADpUR9KHIdlHOgc! z(C@$mu?jtpwl&|?sDMigSz(8X#>Vx-gQHi7Z?Zq8Hd&B`LRerD>_S{Q6PHvOzq;01 zz;QP9SZEFvT*E7QJ$CtHxb%@8)x?}h!M;G(LRhrgRxJZj8xD7JKT)mnL>Pj{=yL}u)fFg|$Ts6_;g zJR3Jak9jy9A?5E%6Rkjv%IukuZIWeW0BT&lr$b$7W}%>YRWNreNLJr2tP`ihiaO~r zp2(H(l4Y=~pAGp^d?=^xO|)VC4imXeH(V>WHK^|fp3u*&?7u*d3f26@S!Jl5Zb>4C zD=BmW_~W|e&DOqZ6Tr;xOYe>V5{|B#3)`8KCrby}{RsaoOZ9Nd$pLYL1bxRJLpbnxQ02$B>EOB?8ynE9}=oHu=@P5lX5m%v(4yY3zPyR z4p(A8^XAu^j)`6akpdkXlv@lxf#eT(^A3VV_x3(`@;8ndBauf6K9TuT8Q0k15h;bf z5Ovxm?G>%_u68El`(0rjR*0n4*U}kePJ-0qcXjgLTYCSnOa4tYIDaM|U9Cm4jmUy@ zv?>?%FUweRIz?>MIQ9cjg+PJ4soM}S3guOUBw-H(G39$33E~XUWl-!(>`3&i+_RYF zNbXl`;q1qzR2PyU4GT&Wpv6Y{EO8!MwFgVfvCix!8ODUv1=F2gk_;=*>}-5NZZ&mr z0aE4M)FfPK00g}W$S@pu6=*iL2)ft?CF74I6_hq6i>9K#7t0Io_9F6)F&K_1WrY<% zYe{&;*4juym(EU^^MjLFaJE)@j1RKbLF!GygJ7F`Xo@n`EH0^r9dQ=nKnqqx=X6{X zo-Dul#Rm@*0Y_6KGg)<(lnA0i8h#EI==WTmL7;FeQ89! zm$`H&qx7`~NW)rG(pH)b#{~4*5(r_GuyzSWM@Q_?I4?M$H-1^Ss^>wJL_0k$81RU-ZS$Y zG78E5Ux&}<`}_WWkAIJchaC6oe%<$VU*mZ_uj>}@SW)H-`DJnh0&zz6p`;1|L4rXb zj*I+r5eW>YxKv0|~ejV!`^W23G1u;?@m?t(S z80Tm9#t5rt7+XsljHS836(?hR2XhTkGBhDEZiqo&$FH=T9w0ogR5dKmy`0_>cCX9PnY9kD@3G+X=B}+<*_^Jxvcskj-X6yjYKi|r z)bBs;JVyK^gAIT9vkEl`3W3nSNsc0ZFQg_#62EKQ>LpNA#M)O*Ve@8C9+y_bUcRhw zQAinb(Sa|86q=*&rH$VohC0*~yr`9+BPSK|IJJ6-@rfBJqq-UY|M{LUzvV-DI63eC z^OC@$&pD*T$cVp>PE95uewSDNzt%YE?fLtLmqH8|+Hz-4IdM8JzdZ&NUb5DY4+rM@_qhs-r4NhBccWQoPPGBM};)Y%p8IyZ?bTsWogy@!` zIt@n14y|6dzjzSixw5(cn1tlj_Ij3=67h-kA5>oJ^#e*rLKyhfUp`)-$}XeFpOORBEX5izragS)#!SRSKXa)2 zTFy$SWU5?NPk1_=p1W9h@4!GoSC{hMaKYZh!t!#zK;4$3qhmvyy~mNt*pe{)t@qmq zP})rv*%_+q-QA6cm3kF$du_=tEG|B|eer3LhNb(;CTy4x*rK6gvu2@Nj#OvhKiDmRm_l zsX#$ViH_CdNw<);?ZM$pY%o(?V&cAoYzDHnm)+cIq+oz`=eMXMnfsN8a zLG3TOEN;>V5x&DNdY5E{M?A-v%^d|q@9}gytl1p@7J6@ zKxf~LAI`Pdo*0s(AC);J!cW||JP?~x70tz-{kX57~ybUwLtLE z6J3pWXoi|V>E2sbQsgA}(X-K7SY-K|e=Tfw>`BQ{^-71H%Dt6CGL|8CR-=e;ewFUf zk1+94C|k#VpusRyp4jyzx{~@v1;6F5E(I*`n9b2+9Hrqs50swn2`kGIhrK==mZf0y z$;>Nes_QLFbSlDAf@pb@Pp%j1TNcU(Xw)Q6e`lR!KU$3OHHvR1rvjgJ9;=l+8fJ2} z8UG;0pzAGzO!FNHvcKeq+fa)A?o;%#;&@1!Bu5?xFUGsz(9!;lByj@BM?VYE zIWF=)uex%XQZ5`fO^xxMI2!mifa7AW^E}JVa}>Fcb3W)~JFPY&_%0kyPL-kd+g?@M z-vHD2CH#9T$?m_0+wfD_*s3gg=`y`}zQ|Rqu}HpN;AqokZbmP=kf9I3pZ<4fnGEg4 zF?6Pc3@vh!?r3WmE2EcBgE-&5OZlHswAcWSw`C}dCakqq>~O!l4c*U~DblTwsQ>j@ zP;LR*|C&`0XEF%jo8*(CN3SdC^yjFU`_2lo zSvlIWf`#ArgqPM?6Ha15Czi(Wlctez{4A-%VWMYt5 z4a@)T^EX6qCD1pLJ#rRjEyPXnAm~4%)r>wlqA*==b<~GB)P`SZBD9WXmci0#>VGx7 zDmyjEI(gw}RrWRCk25p!c9C*OAKUdl6zkzImIWjVw20|Qpfl28q~X+|{S>(4pr>R< zkJ^=dKW@HwxFOM_H-BxrMvN(9$ue1!d>l*Qt|JUne1EqY(?@@vnl8(gia!iu;VfggD zz((iK^B6$h$b^l&6c`3O;{`ObLwaq)1FhBY@xFjD_D)k3=~5bMtWXe86lcN)PlnJ01p43*NPtu zJI#dqP!=*C%DCarWz8$HXyp=WU*`WVo+BCp$4eGppJP(YVqo(k4-Vf@RKq2CXR7Ng z$b{)oCWY_73`ZpV6vNNof#W|q4-OL)Ce7_#N<_K~N1l61Ue03KR59Y?ssDMK{@1jt zmErucX(V}vXhFZoH>yU8_F}-hA&jgT+2EVQ^{X_fNU<-v1##TQfepJKDToTu>)6^* zC=(4|KHT1@>zG>F;of>Z=~5r6#KRW24-ZkpqArY7#p-4t%jbq;Ek{zdc=qA|iOXk> z0b6N1l6{ocke<=Yk9&uD`Jc~9CqPqkiEd3_;86M$NR}h%AGrcr)I)g0>L$1{{k#7e zV01N*Me6f0QW8o~quHamBell7K#GDPX)YX+lt_KS|BU@8aYOc(#=8u*{|>~w1qC=q zakE@Ad=b}%<3Ly)$tA@%s`{kcCeaMju12wAG7JYC^Jp+1bMb?4T>Bt_*PnT zHKUhbRjB`~0o{2ZLH06lIE|VkSrnI^%{WDhj{J{`F*%^sqby2$VvZrqu9cjfO}>OV zf8;8>L-z;+x?LTf3);7+*%NB15f36b^7wARD~}(OL3dpN`4Wwe$!+;_aX)_`?qlIN zLH-zmPqqZSo(o@|`%CZ)APjFMRkXT#^mFcQSmGp88@S2yMQ35j2E^ZG4DhRR49v}& zU_o2FncjW(G2sB+E_%x!L}P+IM#R)2caz%r_eCLYulhA?@9OZdl@MdBs1u3piZ$yP75? z1fm)n3y$KxH0GE-p!@o)xo$yH2AR!TPlfZ~A?m5#U((cPf!*a2-#>%H&czg8zJ%{? zVy+2Kmj|DVSOhF#-~0X&P6rI)a2XPdmEpy4#>h*7i{EX#mG9Y~I$U^4<@W2A zfRy2&{a%;QW*T*e!8$!Q?IL%18j{VH} zqqS+vaFr7WI2flH4xB*TyLdsfv-M0&cbQKJsDG4rTXm5U&!xBPH)Ty(Xjt~}>+9<+ zBenY_;hq{Qs@-)&l-Oc2F6#Zh5~D~WtnAn~e=Q`Kh1!;ZxW^)2TBA-`?IKcQ{8h7X z@>^yOHvqi0DZfoBTW4Miux*ERPhNIY-nAfo!s53F$=gWo$kJk6GYkL+2J!`v7jL$s zYOXa|0VSePFFVS;2V(c|b4j*~MBB(Vp~I}aT^|VN6Bge4knUFI!O2btPnX>D${Qik znrtrC^bfCC*v$G?rOKg7uSbR$%%FkOy+&(rlUzSLld&@L2;8za8S%grR*6?lScPxg zWFt(h{E?QCc75;c>%F`84&`Pp6^_~Ae5Jl8xZ*nI&nV(1#aP(gQMTR+Lx=#lwBkEDw6w2@E zLB|cAspeqGGvws0nI0_iRY`2dgx7M%DtO9=GZT`oM>Hjct^WpP&|{5g+I;BB7ptH~ zOd%%txAtF3*oY)NxkjsEbKkvhrSaO;;4|MG&7YxF2UNY4^pDkF&XzujcA!hW`0GPc zDmy!^`JWL9M1F6tR}rX&s;sDIn@wHe(qi2;g8KUxNrnuGt#R%|(jhwC^TBPDeQs#E{L`uljW9ds({PMQQ=VE{{RHQAFt;J7Zcjb-8VlE2=R92Hyo>M4EDAR8G;|4eO@Sa1dl=p^W>6rh%yMy z?q4}11$n9+{H*OqF+?0tPwPtzf4hMq?Mt z*18dhosWZ4zHHrnycon!aWS&L-*r&Awrt5MW@Dtd*%BsSk0N^U)+`5m26Ia~?(K-{`tHxt0Ffc?c{@qc zUPK?F6bhmny_3{#{;^K}M`zoCW?TasFGJM{gwk^vqnBa+zBloR!!d80XiCGl(E^Wm zwSw`-A#wJIU zwRLr6kRUoNU^(YP`-|~^lc@?Rz)zE8N|eWaKW_LuB;-*HVp3`e^sqIo9+@6i`wo|Sl{O9G zEt4^PkqGzzI1<;ZVO;=7ci14(nv-Kba=w8caX%{okP|0>I^uz-!GUlHB#mnueR2Zp zuxD+{e3wRoC@?oA9$Okui8x}&lHWsgf5b%+Y_pH=5$NS7c(F!n41e$e&{skAuUZ9{WZ4z2py z`->qhcJaao?pG%9f6dD0qU~=*-{Pzg2d(}n1X?Zr$@|(51SCwxppijf)HzSbJlZ-g zJuwu{!C|?$P2yaP5#F!NoQbl24NK5~{I>AjkZt9_cb}!}ja95gL^-C99XfFnaN?Ih ziUtng#&!-)lot`giHdk>DdaHWviB{{!H)FrkQREui8hq+;Qvgd2=T-Nuhf}Bf}k=# zdd&<@CFQ%$U407TRBQ5rz7ogIY%U*=ic+7(4?Zl{MUOtNRI!@sJBIl4{2A*&KOjNf zP_FMhGGrQn;|rhmIo_>{@B6E-^Rj+iK*w6(?s%GggO$ah{oD+Tb5ww(~!x zyn|uW@|>n%rm9qYqNYS|Gajb3)GAIbD+iiOG%Sw06B_=-2U~)M7S+0)cVGl^AR8pT z6DAL^Tp>0ve^Ox#mjmcwPjipss- zc&~544QvcmqY*>CXJkuR?;<)+Cj^43nc#`p?_C&7kv|_e{5|Hq{b;uthxD_a*~Hd# z3sUrTZI(u=`j?J8ko%zQV~qg}K^m@~l7A+q&Fz!uQG7z;gk#74Ot43AI<3kf{=&wS zWg7{bIqb~7k4l(`BD4=iPK<7|CLg~#hI78P<+w2Tmej_A70Mz*zl^H*N%XW zoC?SJr}cL55i!T6eXp0}jDH=sb85L)BlNd#VDv)L+39cn4pRAfbeHRNMs%UZ+4>wsHtNb+nfyJCtyP~U{r2Y}? zs@}g*yqN~yd8`cP;^0eapY*5DrFfQRB@U4OVOe0|FTkcko-L4==|A(PZU2Rq^c z578Yf{$zgsO?HvBtR&sfXhLU#h#*_QB@}{8J&42Kk%gGRirNkKXy2t6bTqZ2t*!j{%;_azyXAi z#ZKAQuCX_#^hI@(gnq6BgVbg|-17EV#1ONje}gWd5re>E6t=pfaqlYOf+d>|~Pf}zp8 z$z%QcwafT`?v$#4*xuI+GANYFVkG4|4pa#G_+XZ=tI?;2WXu#S5O_z3dLf%XqneH5 z4B!~Fw#bvorI*StDz%frE?V%HVt;+ANc}Nv@#|&cF#YXR3dB$KW|A<{?y^fnUP+B8 z$>O`B1H;qzB7*PZf}_Vn^P~Iuqqv`9+&@O|NezU0437<)i1gKu{b1AXPe}hEcx;KZyDv7ewsvMm^?gI zsM3+V_E;>2XnDX1=?CO2F36#>V3)^V_FGo)F*J68ZNL^v!{$l%w0J4#7vv?efg$*n zY)AY*bYz80*-_hJEtE2}4^?iTeav^Bn9rObP86je21rRptNLuiZ3hf5hJXzpe}i{|a4@=7WwmFGcV5e<37qS?rOkEh zXs8PxF`YdR>c={#U?dg8E8b<)x4 z)Yc0Zr$u_#3~KpLrBI@UgF*yR^*hAZwPt|BT(nqpZ-C@Y$10y7`V#`EF1mSP&}=g# zP8xhlupk`fWCoFUqL7DV-x3HO4SiwtUg_H2vMoVCTQW%7U);N91_}G^MoTqn<1`vBL^H!RlsWGjONfPH1Oeqlq z#wd);@W&tB|D0ezGA;HK^K6xj{LLk)l59u8@Q~o2yPKWrNh#W6U=D>sz6Mgy8G`^L zxp&tsPVikhbvAbK2aiL3V&FlyB&8nwbz>xiGP>4*ujg6%ch zsgK9>kJ$*jAzXsDGKRxieo;E&Szy$xXK1Yav1#o{%wI;|sWVf& z!D?s-g1<_HnBg)CNeR|$H8UYa4fQjQi<^6SxgvvQqwgRQ;#S3_0-zSp7rnLj<&jTB zgaW5`Kkvx5etkT3_zWPD+mj5#KGvE0^CF%RzHH&WF}HtA0Yt4Rij*Pddm0aC19J_w zR@;?G_(3J^TiV?%kn39-d@av>l5go`rja$n6=K7RF{jOf9@;wC;I(};MlYF&7pK;|P5;9;7Z7z3<>&=Y107bc6 z27x|Pj~1fWEKF$9ixV^oQa&=c{?LT+-J87Br$1D&17GGHCzn4ndv6>#%`ymyoyT;6 z=W}^S=zMhAdH-H}@82IfZ|sc)v+Ofmdmj8+0{>E`bG#zkH!A-1{fnCV?|it_VPDm) zaUE9>EPXt90KC%Mr~|^%uP$prlzSIx2}RX}tvN)YW}0S**ZDvtMvrhrmzF87|Fn}2 z0P>9!&L$M9h-)o^!BkE+&*DcxI<%+E-Py3Qy|^4dGv5t`oZ27ubQH>`OD_6yA-xyx z&~w$`&PowU4I+q5gH#fjxx{x#yda@S?x!Cs-mk1@d~8!llPHg2jw!_-hx}0|bbwd} zk>P?2ONn@z7F<@esV?(9BeEB6dp-<7a-=Al+49@Jch`zr6qo6@PCbQ5tiE zn3(lOJ$Kz%@=C+}xsC6~10dTx+`xOF+rKa_bRvrz*dT5Kkf97`{6snnz{){%z#Cr90=;{bQEh$bYEPTHSNCYyd z!OvA4*XpkdB(+;qh-N;#H%O4LYzEiG|C=>GZ|C6N56c=5?`f3z^A_W8en=d}+9d!@ zuG_O1;e^2P6f#LV zcWFW=f|N~E=;gkO17uky%tLwze1E?6-vT_ky?0+h{yD~G_p2j1p{g)%+(m=QZ8aU2 zD(0~kE2x^oA!ANTe@M4}Jq^ADd@WfUXW!g>h)Yp2y%0l?@^9Z_TJ_)W85YB)e{zy_ z+A(Z6%eV_llvmf@l-1H2`MDaE9BcA~UaN)HaUkGo!?mkp&hr&&0)Z$u&&r;dIeBf; zgmNKFc%;8Cq-ib;AaJoY#y1?dDdjPra)UH0hj+xO)40zmU)Nqo|5HWi1SE|g|NFg! z&cb&jJK|M%I$1kI7>n?FuTCSjsRQblAI<=5e;C(5elUKFil~ofB51dwq}9hz`imp7 z5eqw%V+s~t^jyKU%O3z=4prBM+~PE~NT`(S>s!Dbpx*lR4Xv3AhA*R(+3}g*+=%(T zsje(j;EN%rlBXE&Bekq#Ko)z2BK zK(Z+gKvdcs69k<~_Df7$8|(U^NL=p~9AZ^uMKl88r;zeg+108iV$I?81YO$G996V# zE0G&bncPpjUS5pf?P<{Ih!j3dc@icm42i^5{+`jPxK(~$E zj3`B&_uMprH0(sM1!bI7Vo}f#o9SINWn(GSB8z z`GNU)$Qy11P$uZb3)SUe%^u$fU9X*cPL(KlD`1wbEi#9!Y^3n4)bRThVzn6!8rS&l zOpGq5#C8?)La?95NQw|%oZ8&YuU(WhAvURMQ07b)XAJuWKxU<< zUp&x8U0d~)Yrxgd`zVGl*F9GNULOuGqQyRv1iV>UD+DaS0o5TO<9AyaMRZp($U)#> zj`H`S0ri06-I7A=kJ`bPWp7^l9CLK`^(dX~ZtXnt=NsQB9dl5-eTKa%cWa)70h{NS zjV<9{{^RaD{&PKoHMUn1Qnr~R=VJ8yYT%|2rn{dZfnc#E26Mmh!7`%X{`zDP*|(9ZQ_e4XBm0hnlwZ3d z`ywe?ceHb*016 zfk22U_t^6Y_srODxxu>kb$y+Wy~G<=nW5#^-f{^u5?i_-gUws~gLZGWc@^t>#!*Tl zn6g)FeTxlO4<+QdCl!xIsuw|8adnRKJwHMbp$@yG9~CJN&5zn&u#{0w4*;X(2P3%o}*AM zbA#e2nSpqN)sU?@G$8=U{Hlgv?EC4nj11q`3WqWSQxvA7tf1ymx29}etituWtLD#K zU0sWsHmNjP9MMG9i2e=x#lmU6^}z=^UACP9q+_!gXDY)(n65l_7rG$)!|xJK+7CM( z8(|S-7tKqmnp@peB3rt!Fhl`#fAI2)V?Bfj2?&l0UGub0*|rUbl!S&{XLz9FWC2&J zxq9O7qmqfcf8>T4Ri4ORkC@Y#FHCoq-JW298jRA7h^CP^_XF=zKuge8ai58;7EPor zHGsA(u60RCLf>9;br^;m??hS~EhK>wDKwU}}e|Y7jyZ<85@XsKH!9)oC3p{J^{ zt3k?(VctjJ&6{-6tOb{(OaU%xXxO1oW4sJ^df(dW=- zI6ntfMo3tf7XKh+oyT}SIM79J^g67eP~Gv&&7Lt@P1#zGcRP^;{Msi^Ms-CGr{&+H zIp`?byo_vA)^q+Upv^_*YN(Fv zV%8ZI8EOk}?=Z&vHY=Da+Vev6XoUP;cQ4^;+q}Hy5X~tWW>G|X9$GaDEG+!2U0rdv z2#p0>OLS!(dnMr_Bdt3pb`3mlvdeV;O-7TBeSNHxqF=w=z(&C?NF(1TO)XKf&YFr6 zjZrRLxOKL0En>+aJ9R@xwh>GC`c}#`X`T!F-Eosvy)Z&xoIfwoMPmXbP!Q_XA?qtq z)lw|fO3MKqPqL?YB@Q!|?;)zL^;d5nV%xICw|WKtkdmN8-go8((ce_&E18>UDq|B!HTY?OAjAiG+DS5axZODrG$}#WtDALgPPuuwhcB zD@84{t zPr@6jZ&CNh3+B1=`2uNl^epZcNOGhvbL~XSutH5ZAl*ItRLPlLf(?7S2WxKOU+B>Wo?IXvs)zF;Sxw{5G0Qfw=Ne*Xi z16r8#ln97-uS~gn=jY#R zbdDu3DBr)_{l#=XKQYCsG-|`AnP#AQI=Z|6G&<t{Xr}F?K@LZ{)=c&;O*;YK%2; zkNU{FOdxqG<%|jcXkzDQ{la7Z5=!>61#mfCFEmr0cCG(>e_f`EzR^4G>UqkA{U_6a z`!`zI37KQq3Cp&Qp)Cfcpp&!rN(U(r<4`GZsRx)lE-4v6G9&Id3^`EXY|dQFQe1|) zWrd|Zbm5KI-|WMAmuWRoQ-{8$4yxuSm{i12CY;GMRa3=2bsT7#bDV#ZZy4k7sLrZR zLnGf~@{WnQAJ^nPz!hI<5sc74jnOy+y-#F7PYvGXzu=|il8!~2wY`>?T?p`-eW+F9 z@{J>5XtYS^26SsGcfN=XV87=vrEf~2|nSt zSX3K5y8p`N{3yKX^+ObCjuUp($)@Wxe#ZGy90up{LJiohW3?fCY#at1G{u$x__ z@ung3fMb+an>i*~UNK07&w{KNk5~bvMYaALIC7cD*0~T%B(&;FLoQ~tsSGxsAkpiX z!XM|o;8=4BmCY|BL!00nyH)w*Mx3Z<`51|5h@637b7_CE6s$gXem-5xPw_mI0jP+R zT0*A)$9c<{sG+<&GNxTcEwR4+&}eoYSO3k{&SAzLkCNfa(5k5TYCz2mj>vVtJMh~{ zoR&zPqd}@nqcm=#S6;rK@s71`Bo%GyLv2k^=wn0;#XQc?>Wi9@J}hqv~^qT7=&$2#19h$W5K{@ zLuA{9-VHWIYp-JB#7~4U;wH3l&tv~Ek5}Xx$M5-_;vpVdM;L=zqtWsqs%xmJ}*1tSZcL+H*}=9ojCk0_eX_)tKukk10! za9L)fy7fe0x&0v>qFrM7y4?}YSwP2!c||N$yCWgZ&od5!9xm)i$Oijmb2Qnu7FE39 zHQ8-ci!w{!H431(wrvV;_Me1ubv0xn_~fmRqSq+O;&Pm;EZ?QYnSXgLZ@v=^{0|PI z)2y88E8&5pqzJI9ocUq*(e8>pm%48!r?>x51Py;@TDA^Z!~t-+i|Xtvj&E_gLyC?D zxz9s21_@O&sI2pKdrb?p^2c5-H|?3Vr03U>D}93n6S>=Bf`?r3WgG?%5u+Oa(^pI9 z6M>&Ya;Tj{<|e4l`VhNSjZHz5b#xSWq;~DIkI1srnsDH_UvdP9_6Ke|d_Lu!bLOvdx zs2@>!#CFk^a?d`}H){Ci=@B9=>z+=mQ3UO-ah)%0U659eYY4pVUVOFzA1uSyd7-a? zeKB#lKW{!zOOudfjD zqGW)a`C3>9O=9aLHVM%EvlglYWM%FpD76M7QQ7^mrM`sDGvimDj$XVL)czzqrpn$Q z>_bDA7U(Y9LaUK^S9(AM9A`A!se31os#k2+E^&YYO>fDwLsNoc0$#_t-KCLmN-$)- zvu6#m;*f`+pS^TzZBw}}9O*jHKP#i8i|~sQO?-x+XoJ$uLeS0g)_RjRLXUzs@#{@j zYwlI$#BdcjZQEm2ZmEMB69&x;)Ene@*PRDMQpz(V)U(w}amt;OTtXC35vvLC@4iHi zQxr0tB3CRE!0O+4RdWYwzUdTevC`_hh2O2BA*bIm@ND;&k+4Ubmpmq{XCMZlRRZt* z(?mAbQd!2Gnyog1YE*Br+vAfV8nVu#g6vW(#55CpKSyke_6S?EqqBgh>FLdeNZpZ{ zo*haco#)%R+0RiBzDn9;am#e~+ei8(qI6o6Y1N;vr5o<;3;LcD=prSBJcb*Z6;S#_ ze>GqJ-RJq3XSH5AayaoUX(Gi5Qjt`iRxGkG?=H|45> z(Wg=o+XK$$fWWxEI>fHEyh{5O`kH1bqRM7Fte}-E=W&k4x#H?NN_2j* zyu(Z}vu<^DjzMKk&yDK71YSlUOt!x9`Z0gL0(VRFZ4`dI^%}RhYl7!+p(LTaaB#l` z5zQ8TORm6*F>pEl+&}kR4?LdaJVkqK1q_AgwzP_Scv|OqK%G%fSm(Z>Sd2AP<5;K% zd;BPkx*Vf{=vz#82J**kZHakdnSAj_$=Xpy5q&H2mev^CHjv#!j#?E?B@V6G-W0|6 zV~wa%UKTne!pa^?+3KZ zzr&L)Cp?9Y7xh|?O2dI?{5p&)5B%DrZGRmmRpv@zq$f2o2}SWky&!XE1xhvsixo?} zZgq+0&+e5LWtCuGwtd&cd0;+?+7%b;i;$u03X`9H$t%-4M$l{E_uYh+zcV0O;WC6S zpuUeoqgR(YWmWjj_im0kC{&7T>bWiSl}&g#m84@#N|+ltGx9H?3Y_t+Q}0uRjXE#E z5quk38-K$-*aSfAdsJOaTKYoDl&6sWrJxfuwhTn}7wn5aPRW!e=!9^&S~YsyWAjeK zH8GE^Uz$+B>U#e67w6~878gSn5=^gu{8*OVm?U4iSQnUW#ol~VA!EXSo9G{Sm-m) zGWApAA#F%Y`6gXe zZ_X?Y8pc0)Pmj=T*SH?+Jqb_m5Ve=J4w~p}!#4N2^8hWkRBgO^o*daW_-YqTizl z9mq7NSCy1kge(^O?&YaIMB(lCnxKleW{X5egq{kNERvg#3P@3=xfJdqfDMG z+Or_(2|srYfSOM0A~pFk>j}#9<=>$4hS}cNJVU9=IOE61D5l7r>=(O4z#cYcf`YU< zUaU=g)rHFg;3U}@OP*)il}{-{R;de+{bN)AYkAsKOJ{>rb?0%OWZ)_AyE>Vyn?G<^ zDAHX<;#D}hhXgb|#>Oe>^!P7f$l_BX1~Eex^IW|l+KFYhp6#{_GEk~X1)_y{emG8k zh#ag@{&}3*iRu+~;+-5o*f0KF#JT?YY(L#by*n>w_=OdTd+ss0ugxN>=Q3j;Z|!y1 zW-TqIS5rA^j3(A$xsO!9+b6UGLz-{Ha6lh z)8A*W6KSsGU09{ zJ$HDsU6Wn>;L^}Yh>ok{>vo39pCevk0+JOjEwdDdH92T^g_;~3JX!aJP<(H|)izG! z(&FW|_6_R{H4CQEt-DWkhWk^Pfpj`ej-vY8zMi_@I8jHemSWjG<|sNAoezG;^N7UW zc+j@1q88%MF&Hp?FIW@DEi$~TdD!HkNNi|=t~c*#mvRYpQP$g?H3!TwMqQ=j6uj&Z z1=*+J7^fZAeNfD)n-v zl>sPmEyRefRV2DrZfxn8g+h%;!sCwAmrsg%fj1H=9W`WR&O@hrB&~Yf$WUyy3@roG z(r#Fb_w)yWbNxA{P$)ml0g*pvpM5BhH!sF(eQWI)x(Ixq_P6H;{M=~GmDMPQR-c=A zciaz^VXeT=5M+_m7)W2=57-lZzhc`|bMU0X-K446Vh{t&dQ{u30t%beVB8bAfbBs)Yho=NBkH5|au& zJ}#uBXg?zX`R#mB53N`o*@M*`>j5Zu(Cbm0VA!kIzOm7A@Rt(>><(1g1`2k&rd{ov zN?)nJdG#)rTk>l0G?pV!C)C+vJMl}D`1ZE`klEDJD={Mrc#c3Sj0klDoVZ9alV zx88z-@*5jjdTyFETcK5606YDj5kEZ5yGVq<5 zPb#7}`itaCe%MbU4&g_>!?OEcMTXMc{2T4-u8~bqdFVGPj%aA31_$uF)lVk>e5kKR z;Bl9KNYQb?rXTEP(5-)N%~`JXkW6yf%oo_*hdT#A0WYpo9IUooUJfP5hqmJ<_G4@o z?Q^!`5M8J>4BlyJDXXzB#vi{@x06%+=w3H($z!3dgsyu5Jy|sEPq=&Gmgg$v z*x4>pPFRyxxYykLX$yZ5s+KhBJU5cYa-kETYqsIcUedwrDGx%Ce2&_Z(0lOP?dXS#O10a?{J;IC zPuFV3d0_^HqN>AKoGZI1#lXh7cup+&)ejVUrLyaIiZ^dSom+JO zwXluQ8!7Sa8!J^3HaIH{FQO!~^gN`L>OQ73ZA~VqReM{~wz$rW(s;}Y#n2;j6S0Nk z&J$1l3i3*UNXTGcyu7qxaXMo98>9R5IgcM1LCJlSSO2XSJihuuo|Y3Pcg zq~`O}jM+C%<1$-2H^QX`$hpzFszpyX(9VkCncsenV`8;74#cUMmAyDy=vso4?GOnP ze%MF46(3VY_opa;Fx@6Fp?X{-%9%{9k^OahVQ!Aj_LAJXx;@+nUDMm&dK?mwEP6U^ zizQy0;rjy<|qZT-pP;_l}cN_>a!A}*5nCpRA3F7p1{RKzIkWiGWPu8CGY5TQ1ORy8E91`nCi zCjrK;n51`o%pJO20N#IY@te>stT{05*w~O~z8NUfF(HQ=CTwTT+F#eE)N-NU>8W4W ze(JUPY5q556_f|yK854L*W_z%_ls?Uz+)Co>K4tIWE@M zk@ZHLI^H#yAnuy~q43k@giv9M`mLD8@a@SF>#nMC%u^C!0Z)>Fi{5&JtBzs< z5yPDil%Cf3O+Fbhp@*6@bP51rW!qH=ykC+A!VM444+1!$qO=Nf6o{^*I=ToXP zwH!Bo`Wm14Bkhr3dMVVGkH0fRexre{3{$1D;mhWiksLH2pba-rS5L0gwETKmAo4=f zYwz!y>#wJ_140w5cj8K+Up-XBR>h{m@uAn>%K3GH(2j*sU*o+ss__@ehF;K;;jvLw zu&}69lLMr32s6~ix*#Fe0S;QLe)&XeP=yUj(h?hVv=DA)Wd^xXDq$M7Z1I?8OXd+qkP zZQRgv+d42^5lLgo?QrN4bsNAkROL!IF3Ya7Tzv4*JJ0g%gDbB%e5{ayY=hyUjx0Z_ zLOfQ`o4QG}4%Ql`mzs(#H7UbqZH*qF&Xap{7*TVaI(zY?NoLl&6o;IJ$9+-LeTh>R@F@#ARV({#T=(C#7@U3nuG2J0qErhXq`D(@pbp ztD{5ra*B@^$bViEpqxeyP%YmaRHHueX8o_NwI{N{-m$UL-6Yw%VrF-AeAI4@EfE4a&4)GV&%?R*YoJrZHv16nL6SFo>|4pZH* z{k?lj1T!DTZZi8chsV>CKjcPI+?N>x@(1||Yti&4?Rtv*O&SJlzlN&M_1~fEnDiz! zwd{3Lv91`6OJQVEWcX)#CO6l`n7=YVYKhmb6gl{=Zc{AjGMDumLEN`933^pi;hLCX z!Ml~@%4cnj(uINM=9ek&sno2o{5LQz4Kc=ErgQ!h1qCWNFN6GVPeGz&wob!J?dCno zb^6?Ug0-S=ME5&`|2BFBObz|Iw~r4JZQNV=|Css;sH)cI?E``Vf=G9YB5{yz5GfTw z38g_A={O(_qI3x=h=_DccbAlabTvI?)~mJW}bQGnc2cY z75WgMocwSvf5T9JCo)t2W4n7f4pw8?r5gJ+g4e?01Icc=y=_MCOIh)&<1{bo$EL03 zDb!RiE~|X@bS9fUA19@!taj;&OthJbpgs%uLD`RMb$i_o?K?p`Z7q(krNXFP`?OH2 z*q`?%xvH=*ku{E}&bWO61GaB=`uiD$@p4z@OPx2ZtFCsli|dBmGhrL?F|~N*S>)F% zzD*n*NBqa9UAoq``(tj5m#vtj`>2DihsBk@htnFH2eaV|tveitJ(JgrCDfV^zQnhd zEb^%5;7uuC+3-9gn%SzB-sRuQ=>Hz7;^>dJ&?z1fVQFx=BK7ra=`aF+drKpNLB&$NLdq8L1f9fKWt-_AaiuHmFfxAW zNEQ1z!r9V~rj5QF&sMk;-NC5Yx2}@TzPK|h>|eEXb;kP)F>`dxR2NyA9v>lpM{wvB zx1?Z1tiE0=!|77*ll%^Z@BPe66;pSDgy>-lOT_~S?y#ka zu*`!cv)a#;FOEt9y$_B@UeVX51$ZJ6&3AcU*Y#$WfhP=UlPrj%2I4TF{+j zc$rglLPSmlW}Zy4qAss|DFlTXrl_6qGR!$^9WY1(LH&e!LLOWSsRJr>$M zXg>7SSgI?2zGAlYudwH~GR=`E4t#r)Dl8X6a%*kHtW$j7W7(pKUkDT@x#7~4pk2(p zSwl@S-YlMoD)qZ(edw=0HXP46PV65i-> zVYV;W&)0YKRT`EVni^k)f66`^kFWaqR z5Jgp#H0i(Nw05{=m+-2~u;tcV@B}qDiQsE-L)g`XsU-?@LaFAKT^1 zv$pH%rns|S`vVoIk}dul@xJwiMWL&2dtdEYKRCEGWwl3BUH9{$zOrzKpDnkt(#Xon z#MdMzQET+ZwvlMeD^8k|i&-}Kq5+{KR2T89=|XNf9{wKH_v7R^oUVzasZQ_WJg%uN z4E9U6MK8zjJt6(kE6}CX?tYz6cq{cC{{1Cn?R?I6-sPAQ^feEr@vt)%B-%Me^@Fp) zS)GGS=2^?_SQ)?G9?t4%Hc}3-dBOAa2F4tgVpQRWD)2IuF@q;;8l;bZGU44@6s*>B zUDHB+PGuQLESg=Xe00;GEtA3RN}MMZgX`#1n=*&5alfO3UfFV+EmEnQT9w*nartnf zKgkpaSFX2Rf6vbQ#nX1*&xc&6D^)j&$HZ@3F7-`l!H7(&*r(lqQVw+UFLx|na~qeR zL*LlhpQhUwSalauvVQ4E=0NkFUbvB$t%cH>>ASv~U*~=NTe^yQ(aFH$N>LfDZNm#n zyE>P<8!TGi?-wvEg@m;}HI@pVMwWTKhlT_zN~60?8%2vJy}br~+o?!dsy{s5JkvqQ zKDWUo?P@n6)ZM(KTy@hlfwqc2i47y7){V{%kTe!gE0B};Q$Dz~b@5%do&Nn#nG z!>_h^LW*nPZcSUzowv9b=&@N}LEm?BKgPJscPmcQCLp(=EB8Q!v+G60d_n=ky?V_i zHSTVK^YgF4<)MPjt{svkaW zn{vE(VYpU$7^;=Ae+&p4bhs#fuOpAImS z$~8UW49`!(|8hKN%%WzF-tA85B4h8M$VFQ(+`AMIx-pgAsjVwrQ?8RE&*BYRg*(-+5kq_Vd)GXd#sBv9a_^s+}&X)7DXg07eA7wLs7v+UnH+ zk2AKIoN$W!C7-e@!U+{zWk&I^3NF}*^hXY>UynSU6Gu3e>R>}M;_fV0tkoV=BG)Dx zcP;%;;!K-!n(Utp@NYKzWkj0#qo3>64iN$sIKfejKum?Fvwcox8KA+hR@Cez-HKCC zW;Xb`@cJcf(^DC6VngI#p(I%}28Qx_dYO&=>s-0e)s~xht}fz)N&EJVSAR!eE>IjO zTPk*t8U02jYSzCFr&L}%uKj5X9nplRnMdKIM%Qft^x8enCXyjim6SR4j;FMcWK}?`>#vj)YbWVva?)JgLw^mp`&`6AmQX_@$+K=d zLFIpWQF6cXLR1pJ*(!)fDHN#-w0`%@bvsaEIb7{hv=>R24^5=PsUzh4YNC?gQK*>b zQ&QdUI9^L5n)Iwsi7P$odknP$0qO+_ewm-Gb*0S8JIWS|M25j4e)4C<0o7hm0yp8n zgog-9K~$(25z<9rQPwA&^d_Ecl}jp<;#4LGR?-rSUQn+5tY1l|y0}pV|AUTL7mj`) zfo&#E>~ZfD=_8E^f~jN1=vFMAMW&rY$22e!ONug=9DKE-y#`O1QpEF{PLk;TANdZe(X0| zQRWLUS1)_T2&J>18R)#%Q%@Ra?N_&3Ko7_>dy9+Fw}Z*myV<>`Vn-3an~|C@<=FCe zMq!M{d2p#(A6KtB$al1Vce1G`RE6+rsri$A7q$?;V1LqTKO~NqGG|Fri$z-bs-q>3 zf5m6?=n+57Lg)UpefG96>$m7-eG_>T+yHL0_hLkQj&Nq91$o4QZ@~WKPo)jJ52>tD!aYYff8NzmsWgEb@O_OI}!~)Jjq{SQA!I zNaH3)nXs`yR|2Yp$Hh*;sOxc_aXU_>EKCBrx`8y+&<-i98OyBSrv2x=b;FT!Z*o+8 zxIA{&cf4hdu$>7a#h=%AMdutT><Sh=(B=d2ulJldPbd_r)JnyvORYJ&wk2jnh!Z)!|KU-D=WTATBusE z5@h&L?h+NmkgZGA8CDg8m1UD+c~`XG1&2lmmG{@%K&k9c0AW^{UVa8%hKJ@LJKO+{ z>1&DZqS`TwI$USV+vz(GET4_yKY72eAA~&w8ppfkjY_ey?ncrI0VN{OryiLZl|5sW z)XGc%#Cl&)I+m(hmgRN60N-6WxG-h0llS>P8ssls|Fd#BWwra#?Rl(h%T!-$B@r&d z932$qhf7Blp-t37X`MR$EW`N48_$TgaQuFk%YME|qp$Y9dh?;?$;nZO!f2z(rF4Gs z6npPK0sw300oH01vw`r6A+v}mz5UJP$FiS>U93?|g-I+eR6O$;UF!L7WUD(SMJ7HZ z^#<=f%3jI~vdU(*PU$NSB(kg&7Shw7kd=7ySqK%I0ou=S^F7J$86AH6NOUbGxVg-U zh7u^rTYmb1*?6J?J`ps?7eapemvV~ztV0tW3o`I7AJG!YC9@jXIaLbRjeNU@ryNM& zHNU)q{i)x=z>6mYYZ*<+uAf@2>lhGm-vDm+7EaXH^pN{Y-8@z;1hJ(Q(gtfSt+~Zv zCK*8yB6%v;Tg#2(qz7tI7w(1Zyu4OsIramwwQ%Y zYokqgV7ofx&&F~+@y9JDK1=Ir>-plh+M(ua%PYP;TBxHKFQt-?+7G3%pb=3T_iz6e zq&? z&Auq6Y$3hDy?AaGh=?G}q5QKaLo~)NCzd(WSH@fYJg+qhH^;uu|AVtxzn-;GvVPxI zz@HF#7A!WrJGqNiGGRMT1TLKyYi>B+#*6xaxu5?9q^n-^?G*e-Q6z`58m znc2*v4ZrIEXAB9ZGVkit$XbA{F%RAfS{+XFS{(5{PyTa7nt0@%$Jl5`lGV-=hY#(y zc>*Kuo5PA0%7a)xY}!SnhemWF)wh~7{euwd*HyiwVIfp^N)6>CS4Ba^;DyYV3@7P! zn(Cffq!@&^lUc#2Z+;P1yEw5H`HJ{IyU@5FmBzR{C=TANTIWhkE>SEin0(ls;=$$2 zglC5?zlnz}?{TK7+nMrYVC5Oxm+qGJ(x%x3DKYsahX-%TaQ&mbLoI_Q=wMHLZOc%+ zK!E~82Ri<%dxszC{xgAI!^4i6H3cNMtB+o{@TZ7qkOCY?^ad>w?wUkK8)YPO{g`w zIp9AcgnD_wUM{si9_y6JSE}k;`>6&Zf!ar}m{Eo3&eU4_fF+^a>vG4e)@6Hcij=+? zoVqft@@G>6tOLL9y&thtM~SflA~Z+;B7bHTXK7tARS%OzS1kkwsP1#3l|5f*#Qm4r z6ev6FO&o-5YJVoyRN)arM0oi0g}WCwE87fWIW5yFMzr~8gqDro%bQ^7q+3J|*>64T z?iV0WIn=3{R~;rp@rC9`;H$Xg*R&8+s5K9z(BtZPG2zLy($t3gMR0-T?5}QMK|J>w zG|*^oYfH1>*QTPO5hI)%MND0o`#aTnYyHo1{F00F=@X&)gDK8uC9G3l=MP>zn^oJ% z6}c~nHA)-Nh;+D7Hod-dVwqI2AD~|ptn@eTU_c!kafg>^XlcdDC-NFVkl(hKL{aSQ z;YLOJjJiJjj-7wWJ;AyX9c-* z4mI2=6*{#m;LgLZCiU(4E7xklpCeg(X6M3U{xxxRLRPI*`#@|hfE3Z}_b1iJ% zSLmw$^V4%Zu1w#@r8H^p;AxpIhodnE)!_M;zL`z)r&hYz79-V3Cs%wA5U#G)*1vBe zxO4w9Qiq?L@BNJo4?nx^o4!u!G&I9(c#SrC%)*90I(?Xy{V6!@v@6a5$ZS6aR zSA|fS)~8^OC##Y;Vsbtj{4n}^7ZDvUbSlQ9ohb5I`(Z_CQs^y5`};DHBk3@{ZsqwOqQYr=5^& zb*4({JHLk0FDsdNi<4gQLBKHxkCsp6^^Mfu zt?1QXSUkVqRiHQ`NV~N->`%I^!5i*8ET2S}5PLD!>5-o= zd30$JaDO?CK3t$?)$xsO299{~(%C6ebY<(3yNV%(4R^>F3qq!XLnsu-Fo}MMtE+F9 z#y=Q$THye9@50}xN-bzDo z8Lj=aZdNt&e92bRJbnsF~+vlIxUEruRE`QdN&`R^Gr66G6Cian1L? zK?vM7V5z*3ipc8e#hS8zFrliETp+|#eYY-o&?$g$j&@qM?lPFw>9woE^9N%(FJ)r8 zA&RRm=b-t}ZfZBq$#T7p9PGV6G;%R6)q~*U=RMK^Wq`^gE9enb%dYfuArxZ5CBoJ* znf!^wcR$-v9BF9e6!~Efn^&oJ_*pCLslX{Bx$+ME?#1^I&jqZeFj)$LPa_RrX&Xmn zv*BgL4(yeUyVOO>kP~lb&oA_ZBA@6W#hmMttyVZiwN&m@eU!Hgq>&Wz3HU9Sx?bGr zh8n*|^$!5YHgSqFdlezpdb$na2C<=3{n65Ex z!YU)&6Je~Z?G{@EAAA?OlRb$zUQLo2* zPGkx9|HX&u%=pnqc70RydF<}l76W0aowQKrkw{M#S8mUj)Wv`Jrdht zdy<#@^c4nmkc$t>l8mzs(}76-2kH33iYet17LB`DU-WDg$=uy3*UfM;RnI9lEZ_Bi zonPLa60fNns6nbccG&nCq$aFJ2}A_1ahfoqrmAmztaz(nsr%nYqR47pe@~ojr!ad#f=Z?uPp``_h*ZfO)Cw?l$ z`m5rujT1wS@m(%-CFy@Fp)T+4)j`HlEzz%GcS%G_p@-PgsM58$PzbeNLTQ=;JxCaY zbS-cGbV_O2um<7<#;hCUC}MfjDgvxv^>b;34Bix{#=|gbtwz6yPdA=KBJT?r@`PMB zNBizuR(;mJ-=wx7$haORe|q2S;r+BSI}Lqh-s0yRG>R&&U@tC#ywW))<9GN$^VElf285mBS23i%z7 z6_bFw4N|S{u_SP?jHhibbwRP9C9c5ilQsLTy+>Ck^-lIBF@53!53ZW zpQI@S#|RQcBQ5ttL;-_WeY__;XL%}g(*{D``=(_eC(2ikx=%)>RY*W@4w>r7x$=Y# z3oxdu=rRmv^{NHQ+`Nt&l0^m*5Y}WJ5lqWpOen&uwvPuA_$$TRA0OPrMrBjICMxuh zxA31d`m;^WJC7$L*htHI`);Ig7{j1a6;RSus;$ir$z>!YTR7h{S`p)5Nf*fMP>H6> zk!MY?hT2B&I4KEDylG|o6`%-(ls)U}LVDT_UZ4IO3eY_egT~DC^>CRpap0}2WU=~5 z-clXsHPNaWNf&tSACfyn{v>y{4>Rp~{F>anyZ^D9dKc1I0MAB;m3reQUm7**YvL*-Y~K9ba_Qi01b8DRE{n;$bu32}D)n zYIU`;@dSj}#eb4(w|7Vx!Ms$OWN^ZZey-_9U&*x^g^Y*rdM;BKD3Te*${tR+^hjos zizCIvm95PCpXTtI#SBoQ_nTMeGQOEnuj4bm;}$ZLKd_ABik)0`81^m)%ayf<8Csb; z&-YzbYC)C8yA>6z29XmwN%YA4C4yb;YG36B62IrQRDH-$^Zp)gbCsM9>k8{vUepzO zZ6t2cb)wCaQcwRs{*$ZSFXB=5hftNA;xI_3U97HqYkkTh(?gL{P&UeLRiv8@v?`6Q zw=x-FHD`icCQ^319ol4Pnl`$ovm2Y%`O?q)unBGNj8SB++nl}~ry4kWC2?{lnx?vS znD#pv0J9-p>BLWRnMz$t+S*W7`4zKY3-<%YbDU71i-+_a**>x=q?8Nid@fxfp$}=URjA~Pi_w0bjj#C0)IAtqC96!(7R}F&zUm`mKCKjc zWQ2>)p#`R#AJnk1zyG$bSvoeO}az_N(D;G&Xo& zlE*B>`}WhqWnpZ1n;x`EmC1Z&(&kGsib&ZPbzWW*oboC%t!^?E5V;^y_G za4hUG_+u@ay2KD=>c`l)7(M3rAPv;aCfa_CKmr5;h{j7_uJwI1y0TL_AFa(b=LFTM zmfLj+_sQm69tQjv$T96FRSBTzc@1&8B*ncDV&w=a**Zgk&}@Q(<7C9ga3OP^?`@c)s$%6oq!dd%HISE%AD|bMf_F&|TzQ8kTPQLL$sC0= z@-b+9`|8g#LEk)?R_?Kz8OoQ@PPB-hlu4TBrk|9IE(`Y{Eu()&&tDCXf^Z6 zPdo~lfRl`0pm6mzt3+g^^T>8BN%RV11ouxre-G)$B?(MI%Ey}KWcs5w3h5^)pzCP|+4<~=f{i<;1PObB zddkQ&#^;OWLE7e(qnD(|&N39u`qm?2wf^S{Z-!t8c${i#c3RFX@IbGf0hOBRJ}s_L zq6zn>B*3-n& z$Wf32;n3FZVv5R_xN#P^A;0B`(pn+0!GMC%uh8SUh#y=3(mhGzhU+)297S%xs0hr^ zmbhSC#)MG5WyR>5G&IQ9qKRo<;rrR~$d~&Qgj@ww^sWoY+tUClT)ZG{uI%XIf_II(q z3-b!0x9Od7Q`_plL+yv0R>_bO{f6=QC!z9<9;KYhTHm9+J^GT=*H4T!A zz1|pb7p#0)_qV|ga&}?fiT;myb*mOQ4acE@F!}RMf%>wRk#qtcO@0xa(rY53WnNDI zUN!mH=>1P5$ZO#fD5f8jVt<`Z)q9_x_D$C7fsy1>_Z+Pa<6;b@E~wC?G1}rAI)A8V^v-`(?_nbBpOjT(-e8hR7LhatmK3X9f6QyvppPuBN8Vi26lZ=K~ z=C~aiMq5QB_mbthGtc*ZA-y(Yw=vf1Oz*@m^AJ}IUi9TdnMf>RbY|S_XvADBf*tK=XX;G1;`ij&j59GwUnyy+^y``Ue>G*a02a#41E*& z_+PH?=xzu21jx}(8hlD;!&?Xzua>b5Iz4JI7F2oDWw=N{r}Yp7D<7(EKqfzS$`g4R z+k3H`N7theKQoi~aB?F|#&)aR49@Kpmu$&X`o|mYuijV+etCs`G34F(#Cm{oPm0ci zxPt)X2M$B|S8k2v?+^u!4p6@@qVC6q2PF{#qTu>z~eh(R(ho)2tNC&aZ z;$UX)m3(7iVajiO=0=Arw|dL?{UD;(YJ)gdRjX}aVn1+}Th1%G%bzW+LcY>99tsGT zdsD2sdwHHr-2pQ9J;!!=j2Uob_TILm;>u#NDR0w1$7x^ird6i3wrwE zN2j#(9`4m-?H2&hbIRso&hZ2-Jw?jf8Na=eh`ryoI>=BW-1%rOW_e)Rk~MQa?O*we zgD=`bwVul@KQ2FMT3b()9*aAj@1{q*-TM7YjcHJrk*6rQS;A|9<)@kjT@jc5G?35x zk{F!K<9MSSlW}jEK#3e6@o}rhLlh@L;Ej}mcT}=z+zpe2DnxImY`RRVeF+;bq*#0z zX(;Sm0mFe0+nB1g9^keODJq;s^!#*|OP=EG2U5kSk2upH#%ocVU8w#**g$e^%7@F- zRt&WFTDA7JRh^lbXYmd#zV;2jS~dM-(h-b8hC9ilksBe{r}|>5H5OH0zw;8WGK)R} zeTgcB9?{G3sUZJ(7kYd5&D3U9#XMT@V32e|RO2_-S~QV5tL$V0*88osGj zzERRj*ZV%t{NWQ)CtxI&f24%o+J<9Vo4`ledDEzHGO%hXk0KTL9iUhE;|;?*7S&78 zlzMlUGuy~$=~kz<3MBd%zWI1=3 zH6Mxa1|{{rf`}toeY(GZZ!$pfLtF`Z=v3rKFIBIF0pdfB-_a5Ww|p?`HUvS>Nsjg{ zDr$cbBs^Go9xO8him-5Hjc$MLLEu)?O9ttD&8FAa>c&bPu+P6SD^l5l=blz0 zaz3}M9L*e$3))X9T6GL`LghlYQNwqjbNG_1Mv<}^@WWMp?b_6wlLde(z3jrL`lydy-67)?9wZdR*hRalMwIOG$e_m!N(%FH{l?AN_xMEEl z%`-`!AZV$k$4{ryYu5-`KnP>VnYXkVr=Wk&Ay7|92STkFUR58KvUs##4yQ5li!`_& zmtY_M4oW|Lf$Hbxk9WH#9B*I7ZpNxuEk=JQ!welZR-s~zPqboB^0{tebu)op7$}&M zZLxoV1bY1Ygj!J$K~sm-^e*rSoI=56)~^bh@jq3o20eqyEEg|lpAHBu7`CeveN;Ks6sCnL^QXbvFPa{Bdn5i|HZHb=O#^vmQhQyC2w*P- z{Vg42Cv{sUF{oC;IlJnJaj_cQP7HOO7{k;^tPTf^7i;tv4nFnfb(%BrzKznC;yr?$ zpHP-1fZaNdl)E@!Q8m>{kf29AFEoFAiX{2bFR;8)Nz_`1@kpk)PO(~H#Zl7jpos#s z|CJHY-wUq5qGX~Q@h(fzCL~)$H4%$e zP`Bhr!G}ulzJ=4|=@t_1_d`|-r5j}Ai2-Y-+h`CW;ux~vN4Y52RQV90Y%49GMgGE=}#U$)S(#+_>E!rW5nNp^S z7WV1D%edm12RHQ?wHKy|yF6KOb&UgU0s&%o#g{(&Bs?)%||VHXAGO z#=YVzkoU|02lV67El{BFjC~6{O~9g{ul%bGd6W9xF|E(y4aIA{t+4TL%{eEvY)thN zOmDkm9T@?QW^x~^fF%3(z7BHqmynKGUGf@U9EYwh7ZD|!t+k-aH_(wnghbj!0qPl9 za(kxlU#|EeBGq_@Rau~sOt3guJ;F#7{~6Qt-B^mm$^#rw!u9$rf?Ta&J+23x?>rzc0q>ah2_mg{(&KfSJo(4HfFIUcsCTu=eBt4~Tliod-*qPq zMvp$NN#<)wG)M^ze=K0f^nK~G@RS5)*;^-Q##nn_K$1n@CDUZ z#mhzOeJYGjSmTZ~c|r=?M@>zT-vqzyt!1U*$6CR}S%~``&a}6r1uN~B{BVZ=aeu*!|fZd zBwpdG={N>kHK`j`Y`IM%`h3uc^mT84UIyO%rSIK|e8C`ig=DrGMV%nXBc?wm55B3O z*K2HLGZ6$K1RT_eFcg~j#0fyF>&jYSVdbZmMDM+yR?A-87+|2xI*P;JlEop|Q2p-fJro`5iX9B3GYTd1bm4aMA&ayjf4+YiL#B zG}XGvex5}k$_;LlT(5eBP;E#s^{PZTwjBZ_0?&1AYIL=FWgzihI%H7=w&A8~_IHeY zvcB*VooH{8qTuz0lbOY_QHsXL%3SlgQm%U;488C$tC~=iq0CZHZ=~W4*`ZY@;V>(X z;w2TX+M&awWHdgQK57MqXS-?Xj-7{9jS597#CL*vZO}QQjuXwFI@4FQ6y0qCHr=Qy zq(!t$N56aN?PjM(fpps7Yp_&R3+)(7Xemo!T|{Z>emmT^J>tok5?@q5a7p0EI&G}0 zbQOmsGg`jktN2b#IK{S%X`w(T{Qf)d{=tsn+qhj+<-E%Tbpe5cS>FrggycnVDetzj zN0xhS0%sQ+FB~L}Z8LEJ+V~1`KKe{lD`zz*b%xckTCO)BC&PluWk_*=L$a}{Qny2Q z(`q4xmY>)7A!W?_m4-^XKT4S+Q=aIA6_n(TvB|SrkNj0bzy3iW)PGU9c855NZPfVQ?H1 z0S1R$y5K^3NSNo=_c(s5+g5;b+Y(bjgVSV4(LdYzOrnG;uj1!pWXAQ!KOtqKM7Lwe z4|WNL?j$S}E1RA(*O66ZyHXAujFvVe_e_^Dp~jj&LzD`xR~fdAS15!$No#kGViX%; z#vyRn!7xhLg~6V;1>*bN<9~l^76mCzZNlJKn=0u{UzA9e1Frn1#K|l5cv0yBv9pyJh0$h&eOf za=quNd*Alz9Pv4Vqc?{NbS%aEDx`OY)>@h$mTxuZeF`;C_I=f8LfGV9dFZ~p%@qqa z{zHy+oFCG9jz-kBl3z+75;lNV--{n>(Wts)MYE8@n)Y@ct-mD?Q6l|uH%Ji*@?xOn z$p?0&i)M9CM#Z;k39PfdcSN^|m=Nk&Fy|AD*@mH#UgfWj-;C&Ioh^JNKoX zbyX0fkU9Sqp9%Wt(0|cz<)`5#S`$Lc^Qr6ae)M8-qO%CHAajD$4&&|Vz~+s@SOhnJ zDp3wOas+hy$<3}!E=GeHhCllUxMTS?MyXyjQYRi%?D-;*YWF~zmd;*rYUQ(Ht|lz@ z?i)Bf;0v!wqKG>=P(n{U#Q5qi2I}!U<4eHo)OK;n$7wxmK?VoCIl8CZ2FjWA{K6&G zY5N!HI;r_dG)G3mPrAr5hFla$8V*SyoS!=wn|FS&Sq&;R0fEpzjv|FUj<(2Pg}*j< z30Swz=gvkK>+EI%;Xo$39h!9Y-fN5PCM^OR4g%8qf;%yC%Mv2}f_wfFP(+gv3mTy= zGAh`LpeCtw{QRg1IX>s`@VPI?Z7M335a}sh;!+f=$pI`(3L)xooE$ z-w0x2E4}L;(4D)v;(qmSfNqaDz`e}A?cm#Z8$GR3I&+xTI#-vo8-bG zM-5#BK$%R>4Py0hhM#~L0PVF{SKJ`Ea!jic##J~0U*iD=)VXCz5~vJ%s^)(};a*bktJ|}tN*iD*f^Zcd0ztuID`EGS=15az(;#b<0 z4-9}x=)b;$l*IxHDjo_WQrS5^8srnm+jaMXZZl4yZ|&|)gZkej%Vp}#K2M3d6o?k_s+yuK=%Ay{bJQO zx!Sb&xOc8|#Vp<%$y>f;LZ6$>OnB|(U4FMo0en$Q{9iW}%ihKZryG*s0#mUkPTn7Z zQx_YF%=$0-k5N}KV+>hZ3sKIQW-V0znX2>zyUp6 z{q|20@t1-#LnTo~kepwU?~#zYRG5@12m)PyCDJ=3@8zF9yF=5P1oAVz;#DvH6dUMd zsb>^nE1~9>qG<(YqwY3}nho+Yn8z(-Q=ocmt4_baTfx8z?s{9IQMw6t`eKfsZQNsF z%KxVYfWiu_z?Oi9;}NP_-gxU@M;(=4-%4cyu(E+2+Bdt@YAybHT$4JzI4mlt>Lfk; z>`iT%5tmyq8k@tm5+@9p=%SA~+}aDh*HSoC%+a5!NS9X37Z3Y8p^D|ues=Pj^~q?s z?CD|Mfj)tp%I0`M{hOnu?vaKdPPu=e3*fJ8+TiKdQ?Ld$5aB|O~{1!er;V7Bx(>+Q?Cu>-cNw;3t{Uj7j+UyO)1 zJ`vs0*^ms=E%Lj>AUWQ#m9~GU;WNY!ZS(Vlir->3$$}>WsPCMgCH4-Te*!M@5gLyV zm3w;)a$A5`Q9n}RgUz3OAS>4)wvpj8N3%br!f=;AL&<9Yj^y@H%uI`)(nKE2f2p9m z%dGb;lR+d{H&oCu`n)Z31c6ZCy7S-KrI6c$R1(LROU*>|S4@{lhL<)HYmrkPa)&AF zJN$T}>!E3Or>?{W$Ta)Ge*M$t;V22O{7F07Hg0{Xpra*D$pa|^`Kso*EtlsX?mB># zx1@o5TvqHai3Iw}wRJ{WGcZww!Og73_(Lwq5x!&qZlF6305!h|3&nquKjz#mf@x6l zi=XfEyWg|*oYOP*u#F|b!NLfhYyaff0`gt3Yj6r^S|kTlBy0W-y>73w%*2Ly7@*fE zdz;MQrAIBsBU+9M{|lnM**Pp=55LHcouL ztYgj?f{kIkK1qBelfzs6tpzKSWtqdyz zJAiv(M>`uy=(zW^wU?=5C3t7D2GnqaI3e#>Whr94dC{Lq?< z4A*BTflsqH=3kA7XUwo+#r)z%%|$Q6Yv)TVC5L}X_&#}i^AeU#Z)eF({IiZ`(Ei~b zk#7t6vCN}&RIZJuUwV*P{qccoP}Gr!1v0|xF(*|-{uYz}^oAifqgeiK|K?Oy z`Z|ADuUxxBAVdB6PZIqjB^@4Z>X$OvOOaSj-vlQOW za(ME0P0%)*We`t~S=W}^FMN`=H~{4OJ3F`GoXs5w?@C6Pf%Vn7j)TP% zTECjUPxK@eU(lwybUQ%tDOYHI%B1!d%s1ls`)jX*%6n3!QPNN`LqRV=p!IBX{(#oz z^s046GQEL>EA8RbU(YK}4i_VJT91yLp|mqX^G5z%2v>tTWQWjxAc*}H(4~xTTd6Kk zj7C+a|3|C=)p1!99gI{daZ4y;RjSboOJT!1pRZB*_Rej}d+>5ZnSF3;RR90z@m$x< zd5WT(9o3ry0mBP;>YV7HphvO<6tlIfj;To{e+Uvj$-OjVfAy%otO6rKf?!FfEZC)^ zuAQ?QN*vx~_I|TZlJc#Yt$o~;YSX2pz*4!fehGr`%~h!6=$dmF6yy8gt3+x){1$rJ zBYdTGWo2&?XZ7~k{75M|hEK@I|LkaaoX`$`75Y{hpT|;Mn3lYX@&Icq<1>a2O4Fm! znU9J1mgiN$U%P7pW4c<0InTE|RG`@4bf25Qw39sVJJ8I_Q4D8ODSzABC*`z=yBiOJH?fI!C8dej1@EQw-{%#jp z@E;qLo*v7}KBL$k2`M)zuQNmEk2ADk0&2Jm6drW@yI6}I_>mi~t6@&I$AZ~%B1u;UK!iH#oEnNu%u5{yBgDX+zqw7*q zH0=gHYgaLqr9sS#irqIw<9$;Q3ITb;wpT2CWL^p(H2A6O-2SQle6Z(`2ud27$!l|G z2wR*a#Nig`@&g3@4dqC|4cz7uty<{n7kA!z< zdDg1%MKm(b^&(XI1Palv+O+k%$dclC9{ymtZ>s2utPU&i{7VbvV=~=o{Bc{y7aCK^ zb%L-h4EpM>G?E~Q!sQd`X=rK;2c_b1?REI6^ROGo#y-*^ZaoSPa%n^cZ&s(_$EKv= z$J8g(&_*gYH#IR5655vDV-N9D&xZ_rII|s8NP-E5iauAf!Gf2f)|BX+=>>t1I$H+6 z_;NI81Tu`NuDYDe6_)gbSlpuKiWSog*RDNgc8hv^p|D=DH-Nm@af^Ko(L1?qrtjx8| z3&f+4*-v%v$U2puZl8(4g`IqqQYbYRv#ENN7J9f~yjZBnEa@`pAWX1N)Vf%_sCJOh z=yMXdvelth!2Hu`VcGb4U8LM3B$W(7glwEjSEx8Lc_rIf8otLiyE|&cPi=F08z$Ka z>yX)(-*LEGePT$(f!5+E02ez;~ zy179kzXKAj&&_zkVUK4}sD0FW$RZm5Z9L9oaWS86t$*nt_ODVlmG+)j`j{ndTy1!P z)(4<|Iv$v8n|l8C8l9^)_Tmzr|Ka@dWUIYlNB*>F#XF2!LNH?foH4&H$9&De!a@G8 zma~})A;P|;NU|l-S*R3=_Qsx*K+xy+_SJnoe|_9Dm5MkQ0AZ_-*il+n*9)a<57zT) zCVMw-59o3<6in?YMHDFK8P@CfRjo5O6uj&-Cb4(Dr)w+tKd}vNut)xqtEdgF$SZ2M~*Ix}9zGg&> zbD5#_u@RHPtKZu)Nj8O9 z!!%1bNB)1YtnKk%+HFSW2^Qx;Q+74W&<<>7-did}5YKcN7-F)yiv{)0)QHW=4UvnW zLCINMAE$}fHG+zDjd~x#Ym%PCeDJ^|6H zgw8!?AOP_%fy7L1>doZLov`#W zTFH~)*eC27dy>R@CZ5{i9O$V9mL4Dqu19rdS?#@xV}1r-3At3EOB{vern}$OMlQbB zEUqtH;n&i_H08EqVRbDd*<;2V0R?s#*XKDOpUKn}GNX{9H01YZGiYyn3tMS@l#reZa%8=TC{@3w?lAv5mOMfIM8w^=vnp6taXhvAqv zKk=62r4OXOc;bfUia@CvW4^>#`pOnR6iT?xos%3cHz+Z~Q9VSZ^#8eq0HKrsUaiap z={K*DiWF4xN$2MbMfNqUkbVs6K;cN=?OSX7F3N%*)G;QWKcUm3>ovFpeG5(x)8(Ml z-F{<|@RwU@#^s~WhkKKR7qVODCIR|RwZrc&4s%@ zHedeeWpVx1)aRZ%)g@k8Q4^Mm{l-!905EpA!63v|O|PD(J}tTR(=2{jP>I|0E%&pn z0G5&ZgbSK|*RRJ#SFaM!5zt+yimfJH>IXye-5pDaZmpFjQUN9Tfd@*vpgdTDNodBk z_S#*Wkxh`T|L7Uk7Pv*O3U+lt;T8n~ffY%2>7pM@7{l1^yXX|A(T8gb3Kt|?8XMOZp(6sKth{O5HA7`CAzr5)vxA$f z$Pi^Z4gHc*gakMaCZ!kJ<;9LpbY7Z$KR$9|hn5SnH%YS;D1!Wa-$uguqk31P-#0Fc z#Zb3Ksd2FJR*95{`pR>D;>J9ot5^tdS;9hz*4+zr+KKHRr*TwMXUkrP=>}t&JK1|0 z`RWed-gF?|z!8tg^Lf>|^_c8>)D{2QGG^q@mmfvn#s+=0N$Ls(OIN!$;SEe52uq2f z8n(IVvaP7Lm0k}8$4AZk^IeZWw+eZSLna{jUkT;=W9ZF&uZp=su7(v+xEd4G@n*;# z3Ye}(MOD!fpGVGCCa>d%nSr>9c5*cM@$^e<{n$4RKFlHSRy1}cWAdSAO)3Vpb|f`p zQ9yr%dci4D*oXzg|B}XEe0y%r?L>ZQ{&w%-2Ft1$B+sF`Mv!#igpCVC6!0(*)|_uj z=|&#Zt^3X>FflX3VI}&8folNX%;`mfHJLLHqO_3)U!OZNg?o9Om&c6*|1E2xdg=JJ z4bN{SS=q^#)5#FfB^Y=7?D|Krec@X5N{b2kag&MT;UrW=W5x#;=aS7R!JLF0ZL4Fk zZ?Cu`F?{KDgQct+6f?R_QBleXj|W8m@2AUugf?2@^H*Cy)9AAmu9l^43f0iW<{89* z76=JTd!IeUtS(&SETEq_(=)DIzDt>Tb7T{U{(CBlj! z|A<%EEML0_T+csNFZ*>ng@zNvw)U=R7yKB}UY}z?%ZgcmAv4fr`c&?*gZso^9K7PW zCARohiCR3r90WY;Lq|7`LC5v)hXJxGjdp(rcxWjv&#m(Dc{s<2#(`g;LIeh>l`E^dn-ZLWQ8CE;1GW|Hj$9Qoi`=M41uo zJeSzuL)aV9zAHIUuGBsNVssl1vHx33OAkFJAxz^E(2kwWWQ5%`H$BL){Ox<&*S-b9pvBL8CIijl8*qtWb=<%`?n=i zLZ|iv45zlMrMnAEw#*GYsNmBF8!UAfS5_=B))B6LT$ts8DaXq~w11kwc%SZ7{J0wv zPA2Ych7rWH1>AFIkOS%ZzfqzEAp528N8B$r;NJgh?K;DnTDo;Yivj{cr3e8D1Pq5> zB?t#e2m}-XDI)bl5K%#T4I~kTNN*uhEi{oL1Svwq?I%hJMc`0k5K!SD0)jN9e}U_H z?vHza+#h%ST+ckS*M4W#+V8B{v*w>Q%CWa%CN7U`Ur!nH7NvvEsI-i?_p>uO`yK&r zmSg`t)IJfW&0fa++Fc0>|I8GBnaTwU_X>sCIlk`K`5mSA?KmFp5{m!UdUU@83!9;T z_Abj_H57hVHUa|0v+)0oRKt65|4(c#Ph=rKC8j2SS)IzQo)LdwZbZ9xT1)7!HA(D0 zm^Ns!5C0P)Cx(Q$CWG7v;)51GF1_iU)cu6=q!CD<KV;W_62MOxv|B0K z9h6IG$iA^5-upCw`(`5-$ShKtcz{6neyNT$`n1q~LUUV{uqhk-t3Y{YlfCfVul`V1 z;x_W+A7oR;BHsut-{o!HS`qJ7raJAenZnrtd|P?18OuJ{dC*_zJazoJpmgM-_9fS0 z@9dQ8>}{s~In9oPzcDAD`|aY;bR2uH;s93-$>n(YlzZjq*vC<9uPYxdKc>kL zQdO>>k1Idycs&~_j=X*M?-IFWH(i%{B_*f{8uETN)jM@XgFaIrZjz(9ZFr+Ld}eIj zaOR`;qW5Cm#FeY|7r(#HIgp_&{otzyqCG88aG-KL{{roOp!)xA7K=imhJ&TL4`g0^ z=_pEbU+QuL<9iQum8D~k4pf>INOrmM1G(M>`=8C?R=vKEF9}`(Idh+*tfnUT8lIZf zuTV&2o86bhs-l>*jgSmF*Y}KZ6RvL@H8ktI%P+v1Ei()UJ=R13QxbSWty=k;h>%I! zFc6Gu`7_>!F8zytNzPw%=^pJHesax7f5{q0aOs)-euzIa_+sO<8@GsAZUbsCs`|xE z?ekYCG{kH<`7|_Kv_`dPjLw3Q=9CWepW53dh_jLZey@oC5a>aCW3Q&UGq}Q1uzvP(>_0%0v16@7I zrpWpCCT&=t1W=oN=EY0~`hlxJ4iMRF95`xVfM3`;ZpWKR2_ zWeAv$lo$D-#?raL#*UdlMgUSk9`OjVuln`P^(enaMOM`W$1Bwb`b5#JIV(z|4^Y9V zzYq7pV!9RP9>Bn0!K@%($hZK#n7LMAUgYQOQ03`8c?j1SrgEx)zL8;>LPnEtK-q{b z4%O@#JH9WHV(w zq$khebg^wx0CMWk8+pJhLmtys0>pS;QF9)6LLTKfEf3EIv&(-43cvZf|gOdVo3}lqjM|35i@4Jo`*?EsYa(vu0^Rh z^*y<{z}F3_mYeJAvzvY~&5-6idCPRmr37v zvoNeEX8=9}g`!D`9Y|`bHcJPt!}E@P$@uiwDzBk;fFR z0UNPXo>L^I1NTbi-DGEj15u0OUOV+hUNB)O3q07R?F^O#)8h(R?_x<8IAXgV31qLj zC*p@Kd%DJbJhxXaEblJne|VXnWL>S=-c;JzI+q!1y{M#_90S3(np}3ufB|bA%iHRK z?$@z6!VQ`)3p{#HiF#DlLv_+(T1_I26H2HyFH4DBvB`o0RiF&Ne@*w(pQX9ADNVZD z!)CX1)ePY(@_e7($AyGt@9p7Y)X&bQTU+!C=1O0*zxdMlsQ5g8rvbU zXMpHodQNNbh8NHOM7n2^N2S80nPLlvCB>lqO6PGGaFGv-)xo3W${HPH`@*Ux=J^S& z2=0xxg)a!Vc_z)o_9cr|z=N)kaQ&sDv@4AW$N29~>s#SjwS(_pMe_?r?@qO3s59Pq4Pj``&Rk<3Dm5MGjx3&A!2~xE2`lbV5B`Ek!qi!e!66 z_-NVp#czJ1MWo*GpB;f?unuFqDsw6MkM><2e+!e=Vf&E7g;~#S2g+tQ1>!j^ z%uNpk=Dt4^_?N%V(nWU-$E#tde7fPBY@ zB?0~1{F&X!T_NUuH{SfWU10pjrjOSjC&l$~v?|R0CDjm(RI?dqA%%gwwfL>-&7ZNy zLSn@3c!(YHnYTq`&2yKLvzhBhpTWqaKoNYte5XJ^^@5Gk!E zHdLA}M^hC)Rz=1;!>aXFT_^Z<(B=FYG*Fb`cgpu;U*~IvqCUq_i}6-7R|xTyMdTeN zO+m9rGdrji>hG5F+s zc&HzyTP8O1lk&ie6PKI^a&RJd9)MFRJGUUHt|y-q<$4q(dhpEV% zHANC0>L0%kgEpoW9pn7gKX=`#jCgHEm`gC3JU7dWk(M)sxn15JPuwp2$+PQHXp7IO zl(g&hI)@88QR4A*Ntvc`#>!>zi=R9JZ9H}B>*WPO<=c-tL`5Vy=nv>TzR=p^E+Y}p z8XrtB&sxiRnmyq&ZRjUWTQuAW!=FH=f+aG%9_HB3*7LTpi17#*)^djV@Eg+o2zw;H zUkjAmdO~ih-DZ_~utZfejv zX}VhY*2+%xM!#QUryW9#Gq1o#&>|A4`jneXh4xqZ&QVu;{8+BWt@q0NJCDqXrX3&u z@a@dx7Q)KWXodJy-Cf)q2|Ij9hokx?RA|Q#UM(w; z{(6f3W1Utl3s2#wCX>rLpshN~?;b#*1-FFrm1YGI;kizzi;Wqws0uQOAwi>^roD}5lq)xYOTpdTYs7vbHr8ucq-U9wrF5X1<}#glWK)J(Wtbg7 zxkhDYiAXriSzBeC1GeoeZP9%)Go!GwBkbAW+*J{^ms*v3oVy(KO6u17A8Z0Kh)Tq7 ze#pazq``pi3^oq*s5dj5jP?kv7ctt?%}+n?Qdi9|=j8PH7XT$(!5~RhafX((%`~F0 zh!$`UZl;W0_WY>^T5NZ)A4t1BsTElu zB3%>oy`)cY1thSuK4rw0-p?3Z1^u|f z@)38w7Tu(M_8C9Z@-YFg{_j!wij=J2TaCUGCMyD8^)jmQ^0Rq4%$15z7|Kb1P5b2K z^FD@iMrEobN|m@a`?DU^+H)W`S#i@E~jz$kv&4P>2MIT zQiSLJ==Xod^*q=0JkR&K&Q~4hyg%=8kJsyU-|rsZ&{UzOI75L#p{OyciaID185V^i zl|FhH-r3+(C5In}JmfLDN8vxeqgLVY_hYWAMjj{>Dj8yLy4Ya7 zEZnV8P8L{KM;EN4oh7@cwY!I%i!-|r`Z8LOpWPOVb(Oqy>3@6x?c#p-Ql8U9JPO5* z!YIn=-cS88=KD0)*L-5D`{tJKJuR=zj*X5V=~55AQjjux*1uN|vVL^OsH(iZW; zZtEn@6}~DNS^pmWYHmJVLP~02OmA~^ytLt0YWmV%TJl2rwsgbF*3M;?mJ_fv6uaL^ ze>UU~C|4;u*d7#$R_Firlc(YMPsy3pk9MNI{%mB11)G~e_s!1R!|TbvSD03@zNq=; z+s28WJRM9!G>V_4)IssYe}6679`lnsf;_B-iJTSr8BF*8_j9yo%dh*^K<&!A^0iX+ ze`9gPuk9dXp=fmjW?cRTzS|wycY5&se1O`my*0M^@{C=c;^N}=vg?&20uQE7Wen!a z>^hB??(YQbH}rq{6e_)0=+X}(=CJLr?yJe{_RHi??9@;6cJGefjlX`Ovi^aV%6_bmx3*ihTUGYr{8t(G z-%4-yM$dPOd2QU?|4~gO5^qebO9gC(1TCM7njyOE7VqoGtPAhg4-UD^&jsw=-H2%T z9kB2`9L`^ z((AVt69fJv>K5z6re0y8slT-|xBvH6PxRl`TSF`Rdn>QZ_w6zL**|?7wqyp5|83lA zb7P^WP}==@e7`d!wbQkfgsem2n#is+*_#`c#zu7|C$7Lt>EEj4*#d>l}^l0*kUU$t=4TG$`?2G}j|9R(0neeCh^# z>TZ`a@zW`j6{&JRX=)g*Bq)d`{O#&T{Q$vVd){8r60nPbf?4qW*H>%Pb{dyrIT?`0 z22+!>(%xB?j}xmd;wAL+E5nFKPg6*;e;N%cN!4<=Tbn)8RcJieICm3%bK9H_EBiFL zoH{X2-q>ZlNbTG^7=!&fOr7a!fWp?Gr_xCe#PcoWVU0=5MmO5>H?x+WP(9K}{O|A9 z63TQ{`4Tbn{>6%o;$T1F$O2|NdkFopxoJyJl<$~CXPgoQ)1p0$JT9%X$C?v!b=;Ef z8ye>DArMw}xkyG=GXBN|sa@?!dhCuP{t!%?44HPvxN4rCaj1oAtaIs{UPoR{78(5N z81gH8{&^RF%~-0Yp04^=QQz|Iy~3o^sbF5~nXoVR*WM1WT{q_@=FVHvJ^r^}s(&7! zPV27iRJ?=F3D#I({V&6nHg@?ef;t&Mi{ZtO6|aOOXwcbN*K`Danj%@Rd$GxoUF?O}WH&&Uj5O*!e&{ z#9|lp-jc`02~ySL%myqLHYo5r+&{3Bf~Lo!d2L7`}bY0%tg$m&+Z7< z(#;N%y*JxAlwzj%xO zl4oE=nGOq`4bbCE3&@oz99k??&bchTwX#Qs*;mi$6@M{zYS5mblz#l^A(>l4Ijf3~ zrWC7R{Za2;y>c~Wn=s*LF!n4bZO4yodh@q8tDlWaLGRbWv`EXzy}D&*jqW?Su@5Cp zV!BBADM}ZKhRSk7&#-&+vG)s;p69N_Z8)v_e`r$hI59^`nxoIRvyJyONVpsODQ~XE zi|-O` zS~l@u+UBhM4g zv0?6l7>yHVC`DCTg=Vv5oj6fpEK0CCgb^F5+?22}c4>F9y8FT3YLT(vV~rPQe}pcV z<#ER{3!3+``4be=#(R9r$=U0In0S|8b(|G)1M6I;9DHYq;+v{8eK#AbDd|w_rwGn- z?4pgU30gg*f(ny1-U>ln))on5R-NPg^tU_|E@G~Z&||WfPKJjM!h-ctlz6LiS(ehp zG-5CvF$hSZT?yHB@4y)ah+vrKvg~N$IyuRhN6mO_tc2jP9y#DVtuH)6HDf7o8zQ&= z7GfI3X-PCZXj?)*7Zl8r1Le*JI*IZd{)_Yr|cih4&xrOwNRnA+1 zA{mPB@^p!eW{oUhmmv^4IlwPO({wLL-7>66RH^QU_|!4_2UjUO(W5~rIZH&{mPUp% z+Rak?^Jng^XHpK?xvbNZt)vFSwOKHwK<|TPZnp3e=DOo*YmIcJQ@)4N9F^D#MYoct zr6>)}hSH#Bkqpq`Dgx8dwu_>YH25I6F+27oJ#C{dgctRpr9O)i+s*|ioDai zo4n={6;-9qUh$#FeZI4&*ZmmE1BphnywAwz(gc*@&mVZH1QM62Sk<-vO|k=w#=sUA z*LCEnu*#8Oy?&Nf!CbXf`-%M`T>?y^BpBA4ynMxl_ykw6>`b>ov{R{C;-9faCA_wy z(G{?XyMAb^bl>qp;dROP)UZE1H8Q;<{2{frlds6rIF}p^t}tm3>P6W!Ai+Lt=B z-IF;Zv;%3^goteh0ZHZdgyFsma72@v2wK1`>(F7;IFZ2GO9By?D55}XG~UjVA@en}#2+ZW!_WW1C?j$$tIApgYfjO(Qw)(?WDfC2cc7K-nUS=4gC*LOU%T zR;dh307>*6hV{Lb-vrEDAg+Cd8LJf-qmv=1dfjPTNz-0F#6vm3+d_2fJt z{q#@}f+3+CLlEL=h+Z?cUI~plEs46%3f8XdTt-W%gZ!=;c4~>Zw zTpssm4@si~GVZkV(^@w z%S&~3I%EC&qNZy7;c@QLom6m$58=>HT+*#`Ex$eGo1$bbjBzFg#vJVrRX4~>vOsK8 z7Ir6mz@&rP?3@L$vzA^;YPrz2jTy~O{7^B~r-!!s!uIsa8Lhv_iJXBGIq%$Vy&6iM zhD}gW0bB6vqz!peTi47z+DFouhkzfWFI0%RlrxbZr7X=X3NFaxqeavFXSM=F=U9a~ z9}iz2g%)tO-^N*WS?7^MLV!YRwk2imykGm$=3kN9qa3$cj+VW=azn`C{=+eg$+4b$ zcDO@9RC}+`kyi;qYD}RMD#<3pDOoeH zL^P6}!w1+3lWPAgr8=}Y)mp&`^N+ZFDGSZAuZ{z__^rZ}^kDW$t}H700l90Wvva19 z?_s@$HZHl3mx6g8X-fWQIK-Ylx>`AiROz){at@s}FD`JD#9&EiZ(Ep#pVOGba-D$n zmLe+(9?p;^n17U~GZ1>#6SkaC8Sq7K1zY!~oAS0>U29OxSdVo-1`eeP9`AsxY|6Sv z;0-|s0E}epS*g6GlSi{(UJ)Q7mWmmW4`l%Zq6P!H@S0qiA=QgPP!oc$VrNX1shSQh z3GmU0NK#ZHVizAM>2JBpZOuxF-A-keWDhsyaKgpCOhG%fWaTlV&eip7O}tRQv5b$62^A-t(4;9A*9(8LpI2_NInKk`dha z_8F>+3&%fY!H%Wfqf4^tC28bCY`!;*9@}hcKb5hwr>~ui4T8Df{%}p^qQ+e;SD{8b z7pm?g9Lgy;6o81j?yD2OJ}b(z;cxctae&vy1WT03N}4>e?1P9|ija%o0k&6l!G9zY znFaUa$-bc7hsg8;nR(64*HR?ch=I55UXT^XmmSzPu8Lx68s*9Z`+oTK_$z1P%LwhW&s2{5 z?y6#~EVd{Z5#TB`brmxcQaOTRL;~*QYl2Yumr{=geZYY|3eH5-#62H{;iyyJs1wof zw@G(o{)XmqiN*^<7_L)3Gnz)eDhb0yG#L1;aA(CuF;yt6uL7ZUabZV6ad8gjpJ* z2Wo9UdaD`syyudln;zw9i72Zycl9HvO8^|sb-k$MiC-^D$#En5l)+*w$qHQM^|#^B zcGvE1T$|E|W|B!gfC(IVn!>k>M|C;XJXLMCw*IwV1aS?u0{>G?O_8f^ zJ1zP6nq;Gv_Az=d@2P2EuYp^z&F8wDaHigJVkS@5!kf7p+myI;M+u=39&idP5Xcl$ z=liM0jCqP8)ijT9eS;{#$AC*vhg=1EhB?@)V(N&yk@+eT(npJ~lYKIQj}*~WCa7=C zF@g#H^oO1Q_y=4cAYOS@yA*hsp8X55yx3#6-mN6QugzLS;M>0?FGO3Z^3MLP$x30s z9^W#0O8Q!-|BP*Y>N5)_e>Q6lis87}V~@ZyYh>-8WxO^oy~z1Mzi$Y0Ms>SHIcN3f zXv=cIn`um@j$*R@WxQ;O$(YLc4S-^&EzZxcs z=N6<=h_?&{4|RR0G|}@wO{WAnQBE#f?8d3(Bfvw9`l8jh#h4>MwQ$v+xAS;^i>*<; zV^1|NNM`DTdE@W(lEY1pFWp5=zjUG|i1!&QLS7)qzhIU`)ih>P;$31l$T9XJXBs%> z@61X6D#dKa=4JpV+b_+%3z*y$8BPMRv`F1wZc#RK=1NsF#56KsN_w`+{AG=LJT@XM z!`E0y0~7i2nMJCS6DC)H+&G)ez07q<*cjs6<-+W{0oeZ;)F2(`0p{e`vU=}wP%RUI z!zr;*tzwiq@x)_(S8pRMl7A@~Bo!_eo-g!U&NvmReCOKEL`$qcutFA99T+1&_MLej zTf_2mU`j)~C)u(3t9XB(FY%mCC5(PM(%Yfe)iQP`_HJlJ`S@LGK?Qu;W3HES^8eFV zU#Yt5Jvz>hi9MP8rER}9dt>Kl&3!YK7TAGHYTLoNw_wR^Llw<^n^$AsRhgH%sM%w- zYjQI(=ANHD`+`#X!eps&ab4`tW^MUWY+-Q2gi1B9(StvHEk1j7r;>|(?>Fexm$>0t zj`XkW;G>JN{yKeI1B;t0 zr9+Dush#b+_b~g_xxgtKM9)OZnEo6(;u@7AH#bL>CgN24V?$ZeF=N|@hMgw+o4Ypy zS`+wWYIP4YUOC4?eS0}^Z*yc$dQSqAVe%b9hQ0no!;RH-&nmv{;_3_suhQb;%DU3K zB-tere8lW3LLW7w%PBJy>JqylOSs?`#?vlj3Bw4E{5gj#q129A51kvYro32s-;3u7 z27L5V_@I_A>Jl;iFt9hW>UK3Q>ZN5EfdBc7xP9`Y)=Cq#yJA>JKsSsKTu;o7_53mI z$-8;%!B0&it#p$!Pg`S16Y^w|Yz1E^mW=5D4p~If$tB41=Q`4|__~eb|5lWn4Se+6 z=z>@rX#Lo}poSA%klup_$zbXbNRF2KD4Y(}ZAD9FeP0-rz^hc4k*fEL!D;6JLQS#<9rnix^^<;=G5|Iwu>vD#JQx`=bH|aQ%{EFV89`VfEsv7}w@PnX#`9bXpmIME;;4ut zH;Zv5a@x&}i$psoLj0A#QampoSKwR|*EM!P>&`-+%dSc*#SR$r@w0Ujf_SH4yz3qszFyd;Ecb|HJ$ zMlqS7ZnqukIA^ZsSI(|MZS8#Dk674lKNA1A4=M)ml45N2ln`4TNCIiT{mtARy(D5oPvoo~wo@|B!RBy+dp-MZ z11yc?T~>;K^6*%GCYduY`WboOunrvniQ7*gjkA}_JaA|Ig0NZb&xOVvwBV_-rspU* z3ngo_9FWWz3x}Z!6t<0ol3u2pn#tt_SsJY%&8TXsFBeBU4SQAEoZbG5uo@E!4s`u8o#N{U^5>T$BsX+u@{+* zJnd@cTu^h6T)EoH`6bJNBBGF>0gxBKEus88_U9o_MRnjW<<#Md~sqB z^UX3_XNEMO@+jaX+Ex%0==-wn8#k0onf-$jl@D=;`J>or^@?V;nPA?3LqVUojbsG4_clyVow`8fRM1g-win)^NV*o9Y|2F)^3it z4I82@?hp!W)_(NLxP=|4Aq+X!a+glll!;fF;!V(3KQf?DV18EsJ{lS$`&&!TMWs*+ zVaQ-mTmFXMh8Ig+APZ6e^ANx+S|=>516<&*mJ^_r+T${MW(H-KLABUO{kEdZXw5f z$6FYCIz!9-%CcqLm=qKt*2}ifM_%-NEozDfF7WA;%I^EGa4dnPi1%OK>1W6l1R94d z$});3$%F-jSAfl^o3I-nYs9b?#t=j+E9=@qM8Mu4svHx8Ok3*R81>6ro&zJb|YNX*hatU zF?We2dBMkM)PDxs)g}TMx;g@W7X1srT*vuAa*mdwV=(K*ijIeC!@2IsaT6*=xN?C+ znAUV8xFxNa?zPwCNIGZHa+LCS{_}v2{pX8W_5@08&Q6;UuIB*CE+ddO+@L1}3)&<= z-WUkEdHOSI zy*(IjAmiQJV~e0K0k7l4s1(10l2lM9q&NuIB4$tfn4c!&$Y~v5i-Q%j2tsLU_Qi3% z+B;w1=xQ##j(d%#K~ zkd+oOMh2DWcYb!ueQu)dxP6C&pGBYVuVVYiP`U3cK zI6}GPAyyaWW|>}?-_mxrDwjMsee*(y9fDLV3A|CG`<_58KAr|2;Lvvwp&YsL7uZfs z3i>!uF7rY}2(*q<4c^(=z0lTdCq@eD;(tCIK)3CwKL45!8$?r+v?OkC^vJLpc66XV zYq5-uT-Fb<=ga9|7pOly<0cNO8F8IDERfj9msJ1kLe;6Apc2#D5P%UgCZhvQ`GbmF!xxng|c~0fkc!ga^goFeg)%M9x_YXoiV%pOIeaN3dytL z&Q@}xE=0~ko$KZB;MeeAJ`!uI|LO%eaU%YP8)&?;BV0eF;iIX-MALYAWg8dH7B@u1 z`i)crkM>j3UsBA;9N8!%!kiMX*x@#GpPbfkY;m}HB(Mev&mSZs2dT$w;)$e_dd3x| zKHz8U%gFrS*oa}DC1-i$P=2GsHn!X1uHEE_pporBHejl=M=6(3rrgf;Q%%4lQ(iRB zQ4&tV&%mvm=!2ZmML45#b*J&+qdfr52ttS)M=7Eq-)t72&5Z7X6TYv86xt%D#(Uz| zr@FJAb2bT979i|mwmXYmFC8o8)8U0GnO;i>)0dN`f*YOQj}g_?v%3WCd%OL2XUp zo$Xg+0;`feD&;*s;A*v4BvVro?N>94JQ0Xhz+S*!9^f`G>Cpr?g)JTo4tQfE)T(A; z{pI_r(|3NWaP2lL=eSh_mr{T1yKh+}lcZ?F@uYnO`x%IRKj))m@?%Xma54H}3F_?F zv&$MQ*r1IbQ41#gExv^`vYRuHi*<#5=kT|SPl;i+gE(Ow6EPc?x5&yzYD;4`Jm66g z@S3>wVd#iui%Iy&XRV||FNfSg9h|fmQrMCv$cLVmWDoWn3tBdRlW=Wpg4fRS>NlB% z?FVr<{+ZB{bMt)_wmS(pLFLJ>kz{KS}T+OWr1nXFCBUg232h5JG+9OqLO`GBao<_lJ)#$ zFZso^hZm}rwzLCffe|2j*&(7`)x@Yk4S>O^RoBw7 zQB8AkbGuZ18-tlJC>?5OfWlfCNCifH`<(M)oV%}b1HRgd?Aac>i?VFSQsToqdoVi1 zFNUC8@q-HD%H-7%&o5P>{EFU>QFhv_MQlTeNaL}$Uf zUzUf|ws*r+pl1Jy;nD6M?{8mm#K$wD3YE(U?o~{L0wpX-V`zH>P9X8Z)U+)3(~DK( z-u4TiOW`_%^nFH09~Ik;5T4V1??r;v?ah3xJYa#|z2r{Wlz|MVv5eV-lSdQ1GBkw8 zgT6Y?yHnx?4?VpJAEjM7jkjy(62k_5sdz~~W-Re_Nv7zN4jsFxCs`eB^F4?Sjl4$n z&x8tt%hX$Mt&R9_6b8l@Muq{-4`LApH|3YoLaOR+2js zJZkH>h!ubQ1JXVIp$6j=NhFnh!GK*POjdFKDb#6g^<=rX)9YCK z0~@w*{G}O1%e7JYa2%y}&^4Jkh(T%;dzN$%k-tOFz>}=$l1?KAq{wdhT80TGX5qg~ z&udNaW!-HfOQ*I-CUfUTrnoBr&qure`TXAcu zQ$tZIVtF1Hv|Q8FEg#$uwMvNG4<&)?bTte{5+cc@Jw&z(eeKT#JhxB)??&JB8O^Mi0DyviCv1+k z*PtcEM{0q@#H%oyahWj>pn)1+x_htaWV%zmh2c{u z+y>wzxXexVyx3v7Itj738Z%X?y&@FDyL1NbBWa{nF*x450b*(q@oQ zp<*Uu4p1kKyPtA1i%ysYCOH^^Ec&=Lp!Al(UQ@U^!x5l6NhoXW7q-B$agJ7o|BQen5M+Y;-(PB^x|vP zw=s^Tgi>uDt8)?xbIJ@o?vDjW#umBbuM^3tAF*-omF<|kH$T{bR4ARrMf>->*|{)_ z_)nIm7iSCD+CARpr-ySe-$iB5rfz_`0_eC>zl}Fpkef)$3;h?-874>>VP5xlTlDc7 zax>XE;)kuP6pg|x8X`;@=U9y<+pKkX8T&eVI1;|PN@NtEl_kXI?K}iZb%nANKlBu< zCH(RTZZk;tw7MGQxg6ra@nq4wa|}DY`G=DcVxoKpRE;4~W4^tfy*DZy@AOQ4O-C+%C*Ibf*$Ajck=|qn1IJaPX+w+{#7#L?MYW zy9O*B3W*PYAoN$B-&qX1jC5z65YvdD!h7r5Kw|oa{j*{9ZTjBbnNe!9_~M46$6MSg zYA1Sat}rfCt+F3MLMz8?$di`az*?%A@|shaKB~7<(;r_=$cg zoOl$+&)36=18gDNo|*vf&$1ncRsjHjm&+NW{{i1jv}I^Q`ya*C(B^86ihW zO2^!g*$scr9MJPNX=iEu=yRv-j=Yb??FAN$DR?f*w6j2Q_|c z;zC-b=}EIdL1_CLJ-$Ufwq(+;Q7+e!J>zni{o`~M9YJ4$uPKJcn>UgPoJYVzwwAz> zJ?Jj+)=A3c*S)(r>`j7o0S(eSMy*t=A8tdOzRo)}<{F|0)zErlZC@2L4abp{nL21= zJ9>E~w1jr|wi`x`>l9wEYd$=WJN((+?H6L0TEZftWtJ7TR+yfx)PexR_)Q>hK48vA zqMeGBv{Z)4VdYKH@v&mX?50V%VrV-Ue2;lE9u~as#Snhk;n&N&IITZ^u>*z0gfC^S zx8(iaOs&}?wHpB8W+F0k-(G+JB68%6R?xkhsMIanhVv>@QGDW;3R2KK#6Vi%o%2wj z&ASQp&N87C=)6n6e*WxNSMMtW^2Rm+oFkqHfiiFCVP??} zotB(8#gas5)4C}#n5J1U@iGc!rDv71s&v12FlKbgRPrirJ~ZN#Szw^Vi0kQM*yK#| zgD_*=EK(&a$ylJ?&ULOUk{?i+J%n+|u`HI0OiMQm?)6Cz*g7@{l{HpsPleLFzcUhb zR%(g3tSr}TDl(BX3VP|Aqi&G`F}Y^|1ROI)m*ztUfq2ywCJpd|$~rVesgQ`9Jsh&> zEXGjcf93@J6%_bPexzkd{?!N@Pa=jl{^>-un{q{yJ9_%iIeF+qILguDhSUvPT>ZN$ zaS22Brwg1y){k8ijD|`)F6l8rikDqEGr~)l+4+)ABvnj9iaKQ91WL0Ixi}2lPk4{fS|q$KOaAT< zu%vutj=YD=e-RtzGyY?-)0dtLJ=}AKT+aBwi(-bOT@I(ULkmWxg6`(wJJco=BoA}ETg`TWmK8Gt7KgQWd>3UY8DYQXcvC9#7>*_IF-CD zVeTFL0nrY`#GhR~-s>J7RYgv^U$KuTzmBD#6^C(byFtrc#X+&h6rwY{KwJS?NO_#v z?CD+NC^6`~Gm#cVBoZ;K!JL57u_@}YIye&Z8t954ot!c^3C$H-Q5L@Ow+_-Zv}gUI z5g4v&5Pl7S<)~44eiwmhqQ^W+9H2NaN zdTHLOaZ$>zPoF0Pbd~XyoY&VOvgRd$Pc{x1J#dDoMI@ai(klHcW+{Jc@=nZ?j6mCl z6)dey-pB9xjkl5}URCk>0?zaod_;0N)&6en$=VDf*kSm~tGO96dSDX4&?NrHQLWIb zt|8iq`h zL-K74$L~xy^P~|j^}0VUuzN1&b;qJ3+jjx_c=&er!_k2go?CY*wX5zJ_Bj1%I5?Nn zhy%8~b*YZawdcvv6_SHs6h@sWW{_NI>M0LkXN(z7?M$33AFGc#8Jcyxnf=CJ>n%Wa zWUfk&dKG6Lv+lH#VxSX7v`E4jeL@0qD((gYwna+s$!U6b14?VpTKbx-M{LkOzrupu z02=3b!CyTUx*h?h0{%(LsC_HYl{Gy#Fu1mm9`%4#`7lG|jn$N*4jbZ!K6i;TTG&zP z`n9E0P7vv!7Vx2YDq<@=`HU9J(rCm4ybX9{Y>a#1a~9V~K9Lr-(W*n5e9U|KrFvB@ zhZ^Ku+}e*&G{3rb`js7b?53wWMrhQT99Hxw3`hzSp}YRadwuPuXG;@ zZ{9V+);*KMf|gO;CXu0a(j0ePXI}T5h#2-r%TP*&hm)?y!f~R0;{uKu?PY1&gY&>f zXZ-0upi57ismCboAz=mqAq{mK6b&yDhSmr93nIeUarrntn;slA=~b9nhOo5sHq}?X zYJSR?aYE&|-#?5`C5*jv4v*4?`0|QDSna}ZhwTfz%@s(qdB&`9$p-=AviW+b^K)0X z-;=q*H^5-$%&&MpoSwrOVf_V^r(7u5t&*~Qdxxo6wen6-A2f&>g_ofS^2(r@^-q0V z$*BWWru8{^s+0T{eJ}aXM~O0w{g9XJd5Y9HGyo+@o3|4jCuNo?a1~E*;E3T=MKU1K zIYhPwF;lA7)Xa!WiZ9zaNChmJ7{P&rg=ravPvaZ(`r!V+?)!x~LqKaWZ*A7ut(}S2 zQU>baRzsF;5vh4T#GVhqToGMAB0)7Rt*2Fzbii4K(i8y%*B7!NMqagUh@P(9xw3x{ zK4aXVL-tP*dAIWLtg&X!+hWhgj1Oe%wnlW=2zO5f#vepd7mhY+X#c;QgXM)zS$!Mv z7eu(eB7HyqHI~=^;q;|-hMeC$|4s#{Q;f!2{wWqQ{A4&Jhd^Hi$akH3Hmhj4hAb0B z1n4;Hxp(wfSRZg_)+NV&@FjYze@E|X6z$Q|tsql<75!y7v%b`az3GQxffJKBS ztGCP#k6nSHJS0OvE{|yWAIkksBXl?W0!><0*8Uuv)goPCimtd@^uKk|1l?K>z-&)| zp4g3ETO`w-6OVd5uA1UCowDivtP_E$tnf|Ed!h6<;}7O8N1_yleL3 zC0e7OC&fDA64Vvt`coO$Don>s4V{VU=^MHodAjeWeobp+Q@(*)TeiRxHr@5Bd9PV{ zLf#f((!^FwAL)od6W{$$*9g+~Z$nRuD5fg+mhsOaa?AJaK!DfCVK=Bw6hzp9_y_7b zp`2eDU#KI^rJ$3~2yy_}Vh*$lEhY5*;g|Ghu*A`felW_^P1ozcEtOSDaq_Ds!FmcKC=}$NE+huv8%yxYB@ z2WB%J>$4kK8aye}Tkdic$+_c;(Hk3?4~oO2+WpPM#w8Ls;~9V6bsmWV*s;^CVJ=hi zMdQ{`!0(@`g;w(MjFJ9I(siUV}2ShqW+2^f6Aw?acDxUZz z*}Zq5cvvy@4gR?MRRb`N&rW>;#JRr0@AA?YUB?a5U%0bOQ2E!^$&wVtW zl|9zB_H8FLP2qXzX6E`PSL-fhhbBWo9I&~-{p{XZ9o&Wu^ zxys3h)1~W>)BC5atS7<%ZmNn$ZE(N8%U(&%tTUsXz^sJJaErhdaPVsmdS0a zhYt0r@fJTlXxmqNQZhi(>DV>a?pt6u(CB*Eu8X{7jb9(_saNY9!D5O|d}vvSgttUZ z(T1YWbw$&teo&jCpKmZ!^UL!l_Z%n>36@?B#n&aXfWE>+ZHxY8(qO0-pXMl=91w-R z7|;rWzq;bCLG{d4UE6V_x7_9y$c9!-5l(N%{v$j52=O=nXtIKRz1vhWUT0#Fuzv+i zlgrLJLi=|=N<94bTM|d+SiyGts@|M{@>$bczWiMi}r|!SXgqD+KLM zKO--R9PXB9$hrLts(La_f(T-2vbmMtMA#oic-sePzThUB7bdCmWN4I8p|Y@+?h4iX z@zWb~HZilrgtwr6U~0q@8qLDX$~7{7Ut4yG|E~J&>H>NfxyZmFC%5GjYGGUcV#uPF ztzeM%_E`Z6d>&7?sM%q=DCcDIvBOi-hJqt*&@^2;D*n36V{4PACmQDkJ#1w(}!io@8xl^jJ)+HxXT=C=Z?#I?BxMM4j_8>v_stcRSc zb2C#$ekp5*LUIrE02?-DMH>LO1X&ZU@%+ZB^|5c%W&wiw?Pt(=V>+>Yg}JZt06!Tr zd2vvPVb|MppW{7>GB1V=_O-|YAB%ajeIDt&dkJ!FCa5w$l@Cu{KB(Z@Rh!1Pz1EZB zF8?-6jT-MjjVd7YycWSbb(tjQ&O$;W4C($?dj|B zm_Im)Hzmv#-w(@rC{(i`_e4*mp2k}{*I=D~meW!~>gsj&zIVJzzx)8QlZ+sc-LWQB z;eu2eE6@;&Y3CZNP-h7U1MVEBl1}6G=&;V!q`l-dg<}sGvP~0Bdf;x2EXYjI^w&W> zW@2!1(mnTY^FI|O^%hDa0T3p$Z;DgR2hZ_Wp5R)!|CaQV#N1E9+S)%NkL z8Fh67fPIMn9A$}>hrq=VH*BAU=b@<{PF=rwkS?Gn7D8|7+#6PvBc18a6Hgmch5xG; zfS22X-{tIQCz*?Ql-OkuCBLoM`j!{SM{ThiSpUlae{=KS+j`6RBE*d`t!ohoX11!FAVTb z@1L~N=!D~+6PC{4WDy-QJRJD*jgty={%yK3sd{k9 z@`QP)d{eW6;hc45m7Q07CV=C$H>HDG%nurt^5RgVd|dM?M5Bs-23sT(YoQu4 zx|Tsy4uLCwZO(^AjjTw7%i6zp_WWToK~(hf^IghrT(?|u+OAzLaq%h@Xo``>CNkqw zd~T#T;Z6Hkpp%c56z&7*NNXJ5p}*ftE->E8{uL%4d0ny)nrs$>Vjj^eG1Sy0sM`=- zl>lCrvLr#Bt~ggpd;zLiY}5P>ml0Kk)W$`zmOwu+Xwyp$ByAFgNK@mOaiAG{zbayQ zUys}j(ke&FbSRAhB4qS_y-;#n4mOQYUYKW%2nZy1uSVhX>97WbN>g`*u)uX=xFlf$ zB;0C`r7&Ix3rv@DTWeD!1+4T#l^$FNu9gWa!fuQ#HLC9OJ#x7_YEwVLhT1qY3#1Z z2Lf_iIDR4cNojcXd|y~lNk1!u`PYvAU2u^BBu?)uoe!g~lGWcU<$YxBNa-;Vi3Ura zZuy}#algmi`yOyXXyW&3KX!K5e+3)GBAyP#$S zn$++GkYimhzGUXrl&hu~04;nZETR3;od60+XQHcKt*;Yw8oJPOzjH-wJUyy@`Kb~l zSJE!%;JyixRxw zKgEl2`MqP5bFUNh$H_J(mowu}3M3lLDl&6x!!w&a z0|@^>26Q7<|CI`EX}ZX-X!P=k`Zp|8vk#@-lhpYj2+j-%j%X!}fx9!T@R&e*q~3X~ z>T8MW2SK1n)}98nbOi6BOD#sbe^cAjkegzq<+U;<;booFV?vI)9&OgKKJGPN590kK zpw&FTC;UkcQ2t%4@!%b~0K$5|$Pr^c>)(6kS@s;|Ys`|s#GlN89t^uf1OMCyh>`<3 zpL~x7HbdVi>@p%4h@|uXSl2-u2qa(nqx20W-;B*qjr2bL{M_zP`^Tz*Wg5uCZ{08F zz}@$z-s$n{^z^GAKp9IgV~ zsd#me+7ZuJYgen-h{d0mpjr1Q(oYshGA0O&J=8jlg%XZnGzeLoc3~mh>IAg1_X-a8 zrW@HgL!`|Wg7`5AVEX3|Q8A-;-Kyr@?|C4M09rM-)@=ty4?@dn(q@CE2=x7TH4>8G z#f^{+onPy7;Zg5DhN=fZmGK8(eb&|GgW_plMztAq>cbTzW=T_fa5CrsIIVXUATDc~4qF7ueJMBSB-8^^tcxXDz>={inu^un+G<@N z+@zkFOBk=YsV}LN`CAAswL;g%=5HKVi&4i1QDjP^RFV|<#ag}3ycSGQ(si}PZG;WE z z@e0%J9Gz4FB_n96oq+5|Ert)2kTkvR6@aG=`GXs%X_yQ|z(M0^Lc5SKRt#WbkrTB6 z{w2$OR*-p_@dNI6i5*OEQB9F?((-u5b;fL0h3YfV#YWzF5L7(}-7z#{8jfXU%p_P# z8eO=!p}A_X%8L`mF405tc3$RHXumNbx#Z5GQoG{>Omd#d@Y&A6wMX_fxU-(?Cyl9r z3yyL#;!%+A7e~8_P2nHokWMk4r#9nAS*!2=;QL0Yoy&Z!ZXj`(xz`yd4?9to3_Xsr zEUEOMWsfN$O(2KV0|b%V>Swf?9%%E}e3=&r2z9m`L23kD%5tF={JV>0pVG3R#D8f7 zM4lzbn@}EyYvfQF>YqthzOyr%;X-nk^bMy?K!MeV8`A9*Qz->{5WNII#HWI^>!-() zYyB&$;c69XZ+_P~i1IQj1*@|0aX?KDhsS zTi*rJ-_p+Wu{T#8aNi@Tg0cwCHMxX7Mkvlioj1yFug~*669aAd`z|Y8Gb8v#zx@VI z^#p#S*i)B=Q>8jF-(KeBUCpb=%M!q53S713p%SEO??_9YxMp)_nX2Pg?be6U2|=nR z>zW^AWH-4(9*S1v#Z~o$$d6!G#e7r6-KNbFtUnuftwf*aaeg80dCp``b!BdbBvQa= z`&&X(_ne;$_8dClMMv)|n#8;OXOH!< zY&e8zn&t>S(!7ejqMfcJHqq3~2bq($=izft3DL_+=+dZ$>7h>8o}6fZ>5n zC$!tFBjde@v$dDi_Fd1gy|L16uaoX}taJ#DV9D>JRU#P+ayUj#gbX)nyYTdqC|~9& zx570lykP_>-oA%O>UJv6bWq>B=C}Nhp2~|K4v{U}I_jN9m-LeBl^hixN^&1Eht4w9<@J1cbq8kS<}sq&xjz^ZWZfpXbH%>c1C$ zKCn+`8o`#qrkbSwanA?oCv1-yhW%COxeCW zlG|Zqp%QNR2%kWs#Ydw7wnT1{)7}5k;ISx-plwqT5ypkOH884XZA6l5o~XsIysq02 z#$UjIEVj8$WaD`K{<4;xlL0foJsPt|870zhubtFGiacCxlI>bsjR?PeyFWpI#=e=R z=*vvNlSf}Ukd4y^432jLv*R|=T;btE*85q1$5o_8mI-!f&4ENXsrT6kuT)WP&kur) zfl(cqA(<^{SndkPq~VM%@l4h=i>WTDGBpb|jg?i#4D*djdX2!hgf$~GqiVS}?lvxq z)vSuG4=Ga^vUL>n9hoC(cZnL^9`R|Bu-{lU{)d)KD48cA^S;i-m#Esl`1mJq{&)4| zI~snr_4N#SBDKtCs(3LxE}?3LC}ErEkHL`d2o4VSD#Ui$*Od#J=G&ycTkF#f~ExphVKu*C8BK zWqoS0&gP9hdzd7rH3ptWLm#{GJH&AXk4sHtFclSt%U{z&J`1k6&1;5erZ|7*Eg?L9 z;6k)*H*dy=(sF(O$|PT6b9^_@bpCE~hC9i+cIb zBYsCa-7IB&Ub{Ey?2`cl*H=ewcF6W*@@v)!s_A;I2J?jY;YAC^8NxlDpIo)*&9Q`H z7%g_;mSy-VF@jPF5g7`_I>VH@3i=+vnmn24@1+RbB(2|jrM|B3^D0Ejc+6BrN?sH; zQAEJL1Qn|=)fw$7D>zh2oe58fE~wuj=x)NK*9~z5*?4l=%NW`s#>w1t`AkQ?RKh&cSj(hC4w6lSaCLjo;Ck>-=n4!b@1+@tb(4l<)he6_ukr zR5DE$4KLTAjerDowzZ-QRVPQZ}|VYdOXnRaNL5U90^3bx4D5hpu#v-<4y& zd1<(%$yEn|IddqS=$vp{&6uL;RMiznnT{qsSUTgVvvPP;|g?I1e$0Fx~)GKW}E@rFaMY2zEb zhfGY%8M=<5rWzMLbnj&9{30wjC}(|Upf#rGs8#O`IdwYapM%mpRV&wK5H!7ORyW#8 zm4GV|D=eWw*M19ip0`z&7KWHD!Wx>U==aQ%v(57PleGDb*wq?JYtgm4 zyi%en@ox)r7dNS*M26*)3ZC%}{i=XuONhsT7{NtBryu&sr=~S1!=XI5rlzzxrKUH z-)4NQvGPQzM0@pM8#mzn3aSK5XiV0W54m(A~ZSWxjGJ2}(Ps zk2Uvxm~s?4VCi{jhhYg`XKgg5Yqk zw!1ph#4Ud1nFS5>u|<*FMFzvidgan4Mg6j1G$GmZo}R9+U-M%__i{6w8lJ4dg@|WN zy4F`$9)a(pevv41R1p!u_CB#Mz>rKjig-{3c0_Qw27adf_dEmx66WEFrO+op+UT-4 z%Q4%7JmMs`zaL9rZW|6+$!Xl%UtgsGc%WCQ;h%Q|NS{2Aib>cRpz~78NhrI~0U!Ht zv?TfcoRSvfmLKIUf=KDSWE1oF35l716N8m8Ge5?pP=)R>+20U|7F`^LG%%@A$B9v2 z*Z1pnKB!62=D#(dJCmho0dkW^U6Q0xCD$YOHhIjySK!c9yNI+6cbe7F;;&KUBzer8 zvPtda#74g@Z2FcNY24B_V9-h3=>C9jSxXeAYpu2hFV0SE*gXpX=*-Q==CyyW#92jp zmuTb<+sE9?ZnMhY@INjDtI+*;t<{4#JNB1bj5pWyT#b!>`f@1-rtT6O8vjf|8n%~H z=yin^TxxiDWoI&T$p-mp zucW*>_kNy+H)+f3k7ZpG7Ab(jMw3u=&P{EBZ0B8?+J*e zv72!fwnziOHU~nVPl3~l4v>(5Y7ue6deUIMT+lAgBvSz-qI?eg~Ewj{A?Ha4v zaLuOK{4FrDVF<wWT$XH*IjIN^GB*5YqNiCRvblGn=0%WMFwu5Qaang}Kz@S1)YfR4(M(D;vZ+g}T z09zxs&s$!!c>IB!UgfwZF21u;GVVU3%ya$fH1$BFv~FHl`OwV{#RGTnQ9CSmU-qzq ztE4s$Pt0=;;6&cf?SxeIZI2$WXg-)PREIurY zzawXUPHMN>gj6JkOj^#(Us-!<8uH`z&rxxeTpOMlt>TZ}Th_|fNi8AQZ*(kjr}M34 z@+`7ZCw_QX_g<<{ROPt>CQzC@dbjV)bHMMevim?kUxhL1Af@ypl2FWcP%XzLklZ#(3$j^mFGV-iJ<1^ju!Lo`!Qm2PrdmT5$fH zFH?DE@?+h~qg7CKY0@)g{*soT>Z|aLC2%>BRQDMk#flOr6mzgRTJa{!mR0o8y(5i< zR9dBp4+lsWkkJWd%)s8Fy z<=N7Kwdo**IhOS`ovf1?`=Y7NixU%lo~^;s(0x9baTKu9L88&md-L?lQ+h~*j;>|6 z(;bhVv-^MTsRw~H=8smg7Y^Z&56zp*b&r|}u<+k&$^0#wahHC3&q%*?p(dq_W296{ zGEIKDG-79eoA{pom{6_Zrp?*2ks=LRXTZyPOd#?-sI&*ip_=ijqooa zB&z`*?BtxctEHJ)$u8rwyee{XW(0me8*1L82S0D=TkjDGLLg-mYWvPvNzy zU{n&Hn58JU0PK?qdO0u3VDjLP+X>sz3wAr>`4}uSBbb2;-Nn zOH!`@&{JA03PM-A!j{=R==UmvjEAbHG~Q?M*HKjyyV~6R_vj;S5S^(S{6ied73`yC z;Uq;FZbb`=qt;Vmt+RqZyjXsAx7maNeC^y2NT{FL8qLw_g^kI-e3MQnLVV%A=>`?R zH}MH~dX`7B@~SID(1EcpJJF}6vLtzyeKMDN=gr6~mf$fh*B0Jr8;Qs2TsiO=UC()& zcVNl$hR}XkWgef4Wc!G)WG&uJnmCc{z#fFEDs57-{p!e?o0G4v`W{9{o^$V$v8p&V zZVR9DcaHyf{dRnUwjhWr#&PP{fBmyJN5UF+%bz`2ndAL`92n6?b7-TAnYK#L(dCH7 zj=a8omfP9Gt~o&x8ubm4N+VNri<5?m!1%#hf3p5_Erf#=o8s5V9b0eYl>*Rb|G=}I z$+f4|xajEi@|}|Xr!mw{zJKnIBi89Y@w$TtX?<0tvfrjm189xLYQ}wS*{Z1GL=pvl zKD8oI`c^0>d!N=3V4$Iy+Xv@w@3hW!EqVi}<^KLduPc~%49}E}-bF?)JD3fN*6sT& z&lTzhVn+upX$CUGfWOI|HE-;bL2h0r@;>vhcI_kLxh7Hsfi$t}*+vVAmIOOJNc#tb zyxyfXxaG#q1K`HLc8Ol&6LA$*F12xqsnsQ&(8Y-i2fX{&=;ez(TAB`}!_4S$-KEZG7JfKWg?Au50pT2Q^%c zDg1|Rr0R-TRQb?CC1hO@l}B>5OX$X`Rc@hIl6hM{av6DzYi~>Ewg4`3yfg;1$PSnwqXI zcRE%^qpn>|GUTr*1exOAeU0Zy<+bzog;T2)z0``jnX((*rNKg#{0U zsRWD`-rjK*&asWJPCMF#ZIwZqKNFVJwCxIcj>n5IdIyY^+BH(g(jf%61s}c5$FiC< zT#b{}o%{8=oO_or6LaRTZ!wuoe+v5Eq#yVupWci@%Yr^c8Dnu~avo_|kB$T)>jI(x zR&SB^RGoK`s;FBAkXjyeCGoMfw4O&X@d7lXnLAgqCS918MSDL7}WNChFym`+FFXXU4`#xKi(Fk}9nd&A$e^ zt~%c~NR!>LWE++M<)4`D@H1;ndzL8@cr)#Z%+S-hw(s0tpL*Cy;G+}dCVt%7FKl@8 zf;aE_`l?HQ>>$|07S@O+9Qn=_rq1;sP&Hhjx|yT}y6 zpyY2@i0VLyU2+b|XB0@T7M7ts%cQB0pG6bD=)l_*ZP6x;2HZu9_i+ZVpx9yW{G3-Q zac=x`9tp^Is;$%gM}aNjD>>P5({B6%bx6Br-gqM2O_*dBI#VQvXHrZxY?#-Csi<*9 zVS|BRE-z~ql;uNw9UyW<)&sigO$7sTa_1}npaC*T9k2WP^E_Th+pBx3222z?e$Fy+ zy6Q=gyD^+B99P+v#`i%;R~o^G8($N=O8B#BqyPUMqd=g z02qKdjCr5dBi`Hgdr$`+bh+ty$O5ShRL+Q-^<|0tWEwt{`ZAdrnMe#|S&%__C}H1iigK1mSHHy*?OYk~n6OEghp zfvvIEEtdgZQj+Y%y_u&@%EtddZY@Jb2?RGCM7t5QxC-~A*j$heMRqGz@;s20)o<8m z+GXuNkvp40lZX_Dr0ed&;zc_(9xqfU8{fo_?P;!!@CT^_nHH5HZSqx|K|YoSCZ6+! zX!F@bZprW<5g-iB&Ik8oY_G09esgjmp4s&deL5RSlNMzF^Av>vkXij^eUGL%U~=_! znu@r{hpdad>Ng(@YLvR3x@MosFhqJky`RZGJ)M7wVBjH!9T><9iNF`KThBstJ?;AD^43xg(g{LIHOh#`m~O$@I~_*x!G6T^Up)t>(XasST# z=09-W*zGfCsfuz<1?6IHxiZ0?Cxl2TW+>jx|8QekCj9tUyEtw$pF|G}hdHHa{ii9**p0szhn9nm_H7TvgRUGM#0>{3+Jqp%~j>2QA*WXJr@B)2vG zE)_a&o*cjJBDt2GMDQ@Nv#U`hX0;zXd8l>@+SrfEu+d818TKFH@)C$K@N-zEf@q_`|>Hw|l3I@1dLUm2@>72I*iL6>d0AvIKaO9`A zWR5mjrag?~+izJJNUj0Qk<1X(2SLcC+p(mDl0gB|to|30)o);r=_Iuy!7N=xVKFp7 z5ELId$Nfj3rVxYBvH+f@(0 zZ0wlcP)^@y3_qTtFxGoQP3inZV+Ck;*F+kGYbq#{v8q>9I46E5=%jZ$WC>gx6J?1I zf^>iUgU`sIPR0~#899Pj!rHi>un}4$Iv5N}kUatnYi#V(ms4UbS4nMr4*}26q-gz~ zWpBUy;pJ{r+|H8f(eN0qeB`-yG9AB z+c~5&r{*SoPWRSQCrWSUlxGYSvulj0^PpHXu5}Lv8T z0FuIo@B-b@NHfr2oNMswlJl&7FIN_@Iu5Il?M*BnQaX+ZuWqhBvh{M8+CL!ut6@XL zV*~I6mLDrO09pJJC{p*M7XJYoNSIeMl?(E>y#Fg!FWIIPfPRUcq|#CSCWci95h4i& zKC~u9vE@PD1U5~~QZ6cVrO-)(+xQplww+qq#+3~v{|sw%_`z1TUiy*WJDIFy@r}!m z2qSE|=+rRwnXOEr!IZB$EEn*Mxs12_H7tFdX*%;QQQ?6%-1n+?s4mHN8vk`PoOMm` zSzZ|4+S4q7%ke$jdK`ME#?2z%j;dRTLZcqDOVujsldm#Zzj_E|kK=!aM0jiH5=x;e z&)YD;dm+5rffl{xwsn8-w`+&O<;6PvKYr*p6BtTkn!7k*2|UEgIn3WOg72=_i`|UN zXj<#W@|)q9pWUjteb==We&#naY{`In(gSju=}-AbV)}rIGyII%V9c1Wnwvs{%x+x) z{l3+7nbG4E62TjNtnRrw1d6oe(@B+qAD|iGFTj)eIQf=dobZK3?{ZrJ#*kUg_v$b+?Nm~$Dwr@73PrqtBcPusWPTgDn}HE zH5+@|Pp6|QGvMK(+3M9|;v=!8-bOXr{1sO=@gH=`*g?mXhn=MHrp=?d@eJU%t}tM^ z1Vh=`ZCk$dZBMsQzQ&iYGp&hbaC8gfa35dUI)j9H8EB`tek9C)$n}=4$RR*+qn^B|W(0B%Rg#5&A@mvC0rqV}A3f?0YVuYKGu zW~=#)D5_~HSfRqAhy)+AZ&PeOEdHLr+|kRZy}2c&T9uvwB{Fh!aUA;)k6+H(b|z@< z;POH=0gU^J`DsbJb952ugD<>1r2gPh#&R-K#LV>c6_W%rzra(t{WmzJC4@3K1}A%^ z%cp)Q>v6Wc+=*_%csb4dkPpPz%3W+}?(TTCW^e>86w*`f__QkWs()4hUy|84o2h=9ytvH6IdCv6 z)8@L!G`5j%@~QJ5i8G35k*CBPX0l%N!MCCe*H4eimTHcAX@d37W=^hc8?|}yqL8FN zOc4qSj@9^R*U72Dj+rla{agxdGLBxx@GhtH zAGmK(6E}cg9MJVKE^3KX>p`sNPZziw_AL8*12gwO*`x#YQ^VRj(P@8BHwGe(BI+ML z7*JCG6!}Z3yi##I;y`Cv3Yq&V>~Z}i1_8%nXgeOk`0O&SN-PG9lCN%FsRi0FNgHv~ zcx9>l6;FJPwvyoYmQZo{<{#_MR5LvvvU1&O$H2?|e>T0%#n&9NKwSn9gT3iWW7Ebc zZe*E7HES~E z+f0FA9aU%QM;rAr*C%LGU0h&c5EHu%R>HMbLKO<-ioF)j({dy z4p~gs1A2wC>&3+PsXx0;0Ihxw^vO6tEtMK&nJZh5P;<7mP6)QO&eer3yn>@^A8h%@ zbih3}NDj{dF84BX-q{h5>#PexM)6^%Z0$4uC}>$Z`wJCx~zBmyWxZ@y?*M~1(lG16=D)SY&>^jC5S0%BTB|ZoG#O9j3I5jsI@Ce$iQ?M}l)N#?ioT-$+>V1cT z!LK6(ACWLAER!e$G3a5-pKX=`H|5e~$0n?A$%?3uzS-y3s@d}260L$c`|t$nMuNYR z3277U5*d*_H!jWF*dLDRZU6m%MP_-uFW1!K?Fa?VC?!rRcWPQ zdUOaAdXG#dv9wtRc_;0Ka;E1pAFbolEiUHB2h5H!XN|O5yABFoG9Vy;y4{bhw<8^i z$4Rsc*dl8NPczkUiogNG0JFpgw#+_zj!)it zGgn}oR5rU+p3n>+Ni>}<&jbq-+kvKs#KERux+``6!12)>L{<$g&uso zNyBuWuO?FI)>BK(zevO|70#I2GDg`N*;b(KmC=>`;?!iCFAqP$;mZ+V1U#Z?#MO!z z&rHV`fQte}P+7*$r*(VtT-l9#P~c$ozklCr!gOko%)Wo3R9tb7WViMBQy^~Ku-jzWR>W8iY9a3~55@+UJaMC`+1(zGbKfq! zDHeI4s-=APwJjY}w|l(IEJXy{)MGJuAR%`0F&LEJIJ?GGD79qHjh=)?0;X%-7Ox{R zein>Itr|1EFgI@+Q!h$$BQt6CMDo%)dNMH~O3FHP**`0-d|V(zQl}LysM!g1Sy~I^ z-upGfYVxTe@@V>Vq-M|=cZ>fK$@#J$KUm>S*r0Ec7Fi}I6C;1tSHoq0{uF`j14n6Z zpc)$*y*}UU!&E{=i`cZndx{Ey?QF;kpMh`C-E4{3%%jgNKWQM4;ZvzL@nqJcz6EwT+IOtwfZ^lCiN3pZskp z_DFYwmST8)6Z6xq51{3$nBMc33gc|Lq{r{A|lMgq@%B((D?8->jJfz z&uc)u0Ub~4@^>u>AVMC`*vEz6R@aC}jhpf1UVW!7`%GcH4a}m+0;>WTJhO(z@Q;q; zV88DrcY`Lnq|J4=C=0-Tds`jd%s!1P1bvH5d!md!bN1pT>ZK7PZ(`rLzp$4`E89^k zE_ud_Q$*BhRSjrJMtvpO3N@?~$Tk->Oh69<@k$#Pg=_#&c5J!+>UAtPfm2D)TCpV- zicCdtiPPU;3J!#iMJ@i!TK=kU>3DGFQVUmL2@~%unzUdUryYS&v18# z;CYXt;8m`cjI9%rKN78S#!y9m-Pikas3|F(Km8sU1wGTC!3y(L5MHDDxO)9%rgu7l z6n+Li7FV$Mh=s+20eZ{+T+kK921gpHWj<5ju(%9U2db`bF6hDGqH$Q16*u@P=6}*9>yaqDMf-O=>XTTT zdT&kJoO;jId{Z#|#K|TrLH(?{=ukrLO`p;_a77-VocJq&Pny$!$ghgR?l|2t) z24`;HqkVpnF+xlP6UwVIZ46PWPGgm+jB8h5q<-h?#$|varHQJw8i)j615yLcJFz@&XY@zZ zG6@beS?ZTmzREAheG^JUvIDmtOH8}J9h3dLO>ceKmNB~*|K=zwSm~Yjo^f&fpq1;c z8Q1+8t@T&}skE9Bv>CcU*AYifaQeoMfiWhlN#kdF;!HqYs;9j}_CwKd)m)lVf>rUvPoOM|? z1idwLEkV|0DN9d4AYa~!iik*o-EERa-br^~$LR4zQVxeRZz{UcLLH z>H@$4oEDt1i?%9NCe#3HEj`Iowb~?Z><_@=+mC%52qQISKv}zw{W{v4WfWgJIys({ z4eQkb#~5~#+!P9dj!(Ih@XVbWu%uTLXR&U!|7tENzWKn~Pyk$(x5Dm$ez=xD1G9z# zUD{fS+QD|X`TPCbJK68ixH%#JuD|faT`L=`fURFU&)87Sr?-AV9>KEV2{op%*3l(l zz~*F%WhpsQ1QIe*ix0G{_=J87vPSZ z`5f-wKlU95w16&6C8bx8SW%T7h{AYP5RC$12g1oVN&)@Ts2tiq+(>*>Rt0oWrXH>R8z~;T9vU9VO zxn-lCI17E2t>cQ!!_S~;YSoabXi-xE-1CJ_Sd<@k4wm`r*4~#F${)eGku2a|^Cx{Mx{01)3`n_xY!PcB9H5fXJLa7%&~R!X@zBwPRZlVntkO-yX0NB+e>Ff!CzK0KW@%7=K->^{v zrc@+Lxw87>ZmnbEB|*s=b1o>=N^jj*%@4#4W3s+dLs1%xa@_z386kPx96~<&{W==f zyT7rl))()t`n(87GtqZk1q~@-Ik+gSq-4d%Kn~;^w*!|QpsV2-fTq-||9uP43WJms zjZ(`)`>{AM@Io2jHOe$ET)@ZKG)O@}16aeINb-psc@+zIA_oIXPI}NmH6s6?VR9}@ zNr@Mjd@wBxgsj1bxc)Pg3|PH)eSJ|cu8Yx@^nWgBB4gZC==J7rGX$7a%)|doD$+=m z?k?a&m{QH#-(C3{3~@&Yt|s&2md9P|HveWN1CqHJT~7dl4Lgu(|NfmS?#lJ6=jBtm zSnj_oC-PpQjP4HZt=YxB6N9FYyEP(h@fq#s3Tj3icF`vp~1ZT@lVcf(y{xX6|p{Qg9~_!^|mmlTH+UyWTnm zd=9{w(#5iS7j%ELx2bv|fDpERwg#CAlV}g#bub@4hG|u`q3#!S+ z+R?WS-k0g^Rn~1bX<{_7a>XH8fzSA){$9SeUVP$UqatqOR!U`%^JZJV@S>t`PrSx~ z531AFFp-Q<<=WyKr7BfJ8|~Sw75+2X3Fypqa9$2n+>lyY8ygGgSH#^~>3d$Wp`tYu&U(z` zBKMwX);W5@V>&=8#0<|US}+Y9puyR2#AEiNL-LtEg`f29lG}xCg@toA(6NIy&ER{w zfu?^i9UrE>5xl83&w^*so7bk?HDh|EoG`59ya~51Y;0tOllUe~^y!DLUn@)13=0KU zOf7n!C1-2@9Yp>=x_;y)R1q3yKb@nyv)4jBJv$)*oRo2cSi|*r({Zi1eI(pBf868Z zlc&Pb{~{}6{xYnc?Gg1V*49re?2Dv*P1I$F{{0sCRU$l7Fer$5i6yiZ&%e!&4|S?& zo+7wHtQ*MxpHb`mFXj&7(keRY|DXA&r6%Qp>E*!L*X9bf>!xs_K7FsKX7B}5{* zxn#c~8=sY6GDMS5()>z2*)hqy1FG^;di&nIS%}M8OSVX-|6FCMbue+r9v-7N;RAC2 ztMylGu3q-gyQf$}|KJ(FO=LNZ>rDNV@uDo~N)y=+LV5Ad^GI-thRlHgsW#W%6)i|% z1V6BvrwAd~1}D8V)sIY!kXv^16w!iHkON^VFWX;)D^Gb*cKDZM^)$y$F)8eOrL%Ly za7z!oAQEG|Xo4d!r&d8LGYvY9U^KIpgxB%CZJo6_u>qY^$qWZaGyJiXK-z4fPXDRO z(v7zM5WZmi*rb+m-fctk?#RGEPCxQAR#P8}B!2!soG$d7Kat=>4;|dnk-yC1<9=)W z(1jO%D;}C4@Wx%We#dCRtq%*TR0K}=ErHV*`M1=o7ZaprJcSR^nUPZ=*6OX(>LK=p zGoHfRvKeNbSXa~PAYuo>PXD3GQf#m$qeY+HT@)3aO?;;@9IueHLpF%Htqb4jL=;#J`}PD<~~X9UIvb- z;mz@y{Bw52C0>xj5jr-`hnh4*I*-x2TdXa~69BO?Ri8W+;Ss=uk)`I6-Kw>%bL^0m z?88%RI}5(Ey)k4#971v1q84m{;5;*;<|15hMY!tR^=(K6{?S6lr;H>^C}T*){Q2+Q zw#FF2fGU3$sJW>RYZ8PhFk+A4kKlWPSwfnS@DO=oQ#`bI=TigtL6^cT{a&l)whK16 zFj}x3(G^HgPx@25E<39?acZ!kU7g-SNTHybXGb?92{jVAX%E#St-o4-4I_K}VMs%8 zKD{$ll^3;+e>p(E=ZdOixq`-*g6!@kzV(o1@uo;B#V_yb_VoT)SxVv>+x2IL-W_)+ zi@+hvbI#tCpzTFQ)OS|GLj(AzXC($ma0KR1y=8Z}(|Rr1~-NRxVjILV}arny_WaQEr~3tqg(jzj-WyezIqk9}elQ{W3zHr`4+qa9&7jx<&+zL%VwAn`s z{-O33*ggXhB1Be#vuuuN)&RLR<--3c;|FA(2~`PCS{E`UQ?m9pg&IhCNq`_jn>=>V zB)Gx~@szjdl|cLLl1R`UJsNhp^jK@nYuiHv#U*9=6=Y}gGF3DY<7J6;k}_J{XtO|c zm6o!4znTmPj}~n1Ol5lTBHE{AfA+S;CZ=zTuogacA~bK0$kAD`5yLm3aFNu3s1>$; za%wL!s=w+@etZX=Jhr=ZNw!@xMEjdC31Y7PdnpS;G`~2scb6A6spq>%94)B7WK4EU zj%K|`EZfrp(k6oXS4l84V#?IiciP<*^7L@AiLw^Xa+d9C+J@Vkbl@Je+x3D4=Fv}p zcV=5u)R5nibR_GmF3mESZlNr0|xCxJBaz+N0f`Gd%MOL962Zts?@~`y0HaohOVt%JVbed?Uf{2c4vus}G~K z-S>$l@aI!pATGrJT~>V5lYmy%;{?GKXNc>ZWg99+unw<+@UqYny4+iwmgW3E>nUag zzx9Q;So1%pY6fPGiexA6?r_&4pKl2m06@#%>T`gYfl$Lq0$!PyMc* z%ED_gJhkxWLnn{qDO7>zOvuT3Bn-EdedFHIY7vGx!GECTo8{Q{Cp_^(;{AY $NT z%LA%T@GDjVKUG~I4u`J19rFaJ%FQmx=f}Z)A?jVD+-rf zOK2df@-=Wd)R&U7P>Duolp1U64a|YJsLN0KJ%$WeZ);akiZ^+E!G4n&er@*Z^%y}4 zMvHR(i!D`7=y-P%zV{FMJ-dvfo$THntmO-zDON2bfP1)zxq|ILm(?sVtqFhh05S60{Pd z8(#sjash%%A>vZ^&Ga&Niwq zRdglJmvNvI z8)u$7u`Nv(Yf4AD4BY?}e(*3O>}J=Qutl$crpupJ6=F-kHigv;V94RaE~}H&)B7M1 z%`R=8`DUQgy3RN)dNT|6&e^)s*JSa|x9qOKeEG&>F#xKGr(>TeCTHzcQ{;e1N?!Q+ zkGD93g$T6@L|t@_SnAZ1`8J4-QC?G5M+=94=%xBaCdjNd*FHA z`>y-*`&f%L!_ae1ch#<4)w}wHD9A~mqY$BhKp=D}Nl_&b2o4Ma!3rQD0H3_~iPZyM z;O&K_RFHrlcO;`=;BRDGNez1t2o>k~7iMh1^B(w++d)j-LD|N{;fKDRF~~~a!Pe5o z!P4A-%*oi!-rUBTjD>-jfr*aH%)!ByhmrAr2Qb*!nKBkwEhT_JWFRR~Ar2!@t2=vZ(o8)G;OeX?tDX~eOdN!my@L_U<1{%QWpl%H`V z$zYUmENF6)ao`RGta~o2JS?*g#@z(nvKFrXNxD9bNNUC=iW}#rd^lK2!W4k86PcIL zmz(krpSiIORDVVy_s0@OA{V7U7vl7Oeh2(1Nk9aC`P3gPmy8YiKSPAf%CP@4AlP?A zo#MYEUgcDY|91q6(!2GcIjfG;^z?T|xRTzEdurZOqV&$P6Mj>o{QvvnJ0-%8;3&&s zrCA{6!KpB;*{n;vei#C;i+i!mu88^nyrAl0UMQTTGNHx(cXD|C-9-PHvp)?|1p9v` zgrtb||7FUAW{Q^o{bC7hq4}!FyIV4+!+9U^JfEwkE&1<%U&-&8r=9=LawVhYUAC;u zIMS|@yl&7IFYA`Ndju|HGV7%bBmO%p*Y#0}`qcnNcV^J?%y0|JT)p7T83!SP)PGD< zg7@@&K#s5S!MSv4!h#5`BlQ09W|#|A@Tq@*qBScmtz&xn%ax7J)Tnj6VudN^pKXo* z+Bce%keImR{=Vt1-dKa5&;rE&U)My3o}5)QHT`@e(_JY0({{B}X46C0adPta-68Ku z>DOkWxjOzpX-3(4FT(%p!h8wc$J4LNK8S}MbBmX1>WKk@k84*KO|t*jcw-a|zt(h) zZr9xFQ}+JH^Zx6w|33}=zu4eDxn7$)j{I?N!Z4Tnf|%%jJNHNUMUSn!s)O}7KWh|n zBf?|Af*73h$8P{*|FMkvkEcHlkOUq6wFF~ix!i~SXPoWh&70+l$6XuyIbHsG`WINz zbgO%yfhx`D(0_mMkM=x`$lzRAS&J&Tm6e^+OIBOIno4(kz36^J++e+SyZ0@CLIR^` z)`s&xmXOcF0Aw6L?;q%W+pG{0 zxkh%CxTH9n)d)Qq@a?dT6for3!5{npYY|o@L*$Ui`wdZAYX3mzL0SOHcXp(Po!s5; z13=cv$;rPxfw!8VC78;*vx^>TDyo(-FdVYt>yP2s!jgZ?Qp$xmeXxX;VrJBd-@SVh z0ky)mr4%;cw*>)11>z+-UhwSNh0{)^Y2xNh56tcS90%bKYFk=BYZl`2#oF51kMO9d zB`yJhmeTq{>|74~H8Ny!QI}4d;6$NeBJzA~BMvAPa9@ni`xl3Z$G<{CLXzO7(U(2= z>msnaUJz4CaXBFiNgaE*iyT_+Yc4`uKogdPIgf|nFADHi7gGit_X2GPAx_RUW#pH)dtZTvx3CIUutM=7H|J*fj~<)Bg37)w7S+9S(`|A zb7tB5#?|jCPEJmiG6B21Yx@b}OJ0|tmixCp4L|lNjiY>(U8;9|f=|w@E9=w$l9Iwk zs?0Fm?=0#f(*!eR#ZHp6k5m5B$F9Xa*}tSX;h5zO59&egmhSFN$jda|OaH#l0YugD zYy(GkZm^0UrGI>QW_T^I>}HVe#LYdHchdR@mGBps3o#_}e0U@e_E!L*8vBV=A@?Ee z0UQ*3I|30$qGf%C2F%7SGGM~sZcWH)CVNXBQVHqv$3E9%MbDU=kf`}qdZ>|CE-rcT z3=2|-uvQ)`m109ERf%J z>ai&ugC!gINw$_t9p$S&pXB^E7Zi)?(8%nq(1EDtA9?fHL?bg`^SfsUd>6!4X#x! z6d^o2HxfuFl&}6NQ}{=pp04i{RZi;?Ik2LLP1Qc*F_z+ak*}Ufh?X@A(_dT-T_+D% zUc$>7?_nv}=0!bgo}BI;Oh3TN662-(=jOElX()XtT`j;{6v&2ldb#^*95l;|1Ju7qUV7tkDpTGaI z49~l8Mj^r)ePr^F%IrQd*5o&Uzi0(t09$Ye0Cqlp2I6F~!q##*QC~Hp>yYFacB)4} zNxo4eu#JGFL{%0%Eb4C>h?UD=%n)w7a4P^Sm&G+CNFXw0CyO)ODT^5Z z>8bJ}X;?IjUe%B$9Ur4VRswJl^jNGRYkmeGr^df~#;126z;E$sEL&wRz0??tJZ`Ub zJuh4imw-}0$@4h~u%Q}Z-bKLWnT#*XxUHggO&m!GtS9DMpS}Jv0yZ!nsG$Co_?psx z>=&70Lt}5sAz9M+?+ttzTet{5enC)?{GZ2e%$ZAyPNq4Fri9z&-;8Yg@&x>VY*dJk|#R(;A0mc z3v2|vfbxDk#SaWDC0a&BNKdpAZ?|lxK@cDaCC_V7+*sIe}XYCt*Ltto?(;OTZRwOcD94Qpk@l#A(i_abdV6L?lFCTq`1a_wx%&ev5{) zd^V(tC4mO!=Y5z zajN*#Q8^OazXzJPiL~owg#W%#F1>%aln?v)X{O@fA;3AF$Y1s^bIK?^_bu=dFB<-$u|N(VG?30%VeS=YFVKj`HeJ?(d|w7+w#UNRSZ9E3&P)5CwXSIjbT5r zs?&jtEs3IT#zva?UN{&f8HPe!c@eTnNH@k;L*s+pw{qY9sp7cqr!B$yl=VV@*TWF* z^=5_}!UCRfe84m7=nVl$CEh37RQ3qXMTMU6ece}loE`8FnaA_pDst_o`Llg1+P4UQ zuD01gdQT@aF!laejxRS=@#y>c3Lq?_V^QSrVxCbdA~Tk%m|`Z$VcWAHmm$Vl7?4)o zyWyW9U4MUkB9D2o)#)2bU~Q8~E>N~fdnnopq*FbNiN$Xv6XPP4zjLnP%m}0W6H+ZB zGWnMm^H&aO@;$S~YotwrMn@=Kh8e4}Gt`~mYRgdJ^F}RW0}{w~vAb%1Rvphm7vOpC zXDFKy(qBPJbJzfvfKWG1%en%DLSZSsTSS8@4W`xnRWyJA$9Z8arX^hh2iz|pLdeP8`mS7wg~a#k=U+E~KjSKKUz*7b+g zpB+?mQ9Psz%uqDPy)u`a5;$ula+DV)8G+zqertH1J!-haGcc5@#vZUuQVgeG`SI;& zP~;Q67zMSwONdj*MFpMty+0jenfG7ise`u+s%|u1Lz-7ilC9GTd}!6WpM0tcoruW) zYnbbHvILI}Twx^SFSAp%u3K@b9`)v--I~86%$K<32=Ys+fhs@b*~7HzOo>f`*NFnQR_qQoZCr>${p66{a_g!0c%Y}n(Zi|U-vOI_mXK;weeMfwYXHLi^I4?JTjU5Q2 zT2cCc(bT1Uj!>hVh{v~lGoAYC<#|ZMvvtiyFrcV?o`gLo)6KN&)2JWInLSaX;3RL4 zaYWmx95*1Zk0I`!{KOJ|>kiar((A{aSi*Q@+NOgy`2ZVqu9t~TUWUgWB6_F(`c#fU zTX)m(&872U-Xe{FwDh7?=)K*i!!T_++ztRG77Ovc3p^7uCqeh&00RoDeix~_1=7SX_Jy9fl#H$UZ}eW|)!*sd&klmzx;m?+^` zv9KuNy&(e?WWZLDVzaE=qKxk2#*TMm)uCJCUuOHIrl!&E>kxmHY2pbL!*6kW2+4aG#>> zq0c(nOBu9>J0s$HtPP;AqfcX;SA;}%C7qr58$GgtfbMTmpPuV+C@iS%kT0cNpBvlQ z{m&xzz^MxeC}I9%Q3XBGNWr)$pdMp!);6TaswgtRWS>gCdZ6Ev==zX5Rxl~1x84r< z3PaFzVn|t>*3Bd-y#7KYiPyd=rwM`tFOy#(U~Yh(lyQrv`Nn`uQ&~aY?n02S_fNg9<{=7meuW`U`f9GD>3w*X zUyo_kw55cnP2q7_N?|}o(9mzMafo;@;!^vVi7qzAO2<>DfD*L&cb529E>V|0E z?zaP{A))>e?__ZhHGXuEoe6H6%yllgpRDvAJ!Dn~=T2vE9P#iSXe}02i3g)TUo3ky zybPt7>zdr3&W0|eEtmwQL^o(d#%@x(qq?yzSU)gKTtey!uCE;nQhBv4v;ITCu_r#0 zKMtT(h8NDN!J_ry3SZU$*w1@SW862hR)~!XLH^H}^-nrsA@{Af8G?~_Q3C6Cx>QW7 zn`Ij`OtE+;1hcdewS2D>OQS-6u=U|SBe?AwUK&Y0+%P=3DEoXm`(JfP$Kk|YmCO`G zEliu*tj*&vgb@)M?E>Y|kA}k{z|Jr%iKvCCNy1WnNyYAr(k;^3_kKt~0oS{H5^8|B zTShxAmO}CuYYKu-!L<4)cl^1JAAEUUBR*X>Ml$GHMms1~O$BLCKYmCcC8VysS4 za5vs&uj;tleDD1K>MC}itN@QGOSt39kPu`!U|*cOit44nloW-POB7k9hUyGe+0XN} zN`PvJ{EPmQ2q|3HP^-OkHhA$t{HPL@`uZ03@#XmxEh!B3(1t$5~z(4l);08oX!Dv-@K@ z$a^`@2Ue^KgDon2~cZVz3JOmHrC5{$dw+2~t%wLI9qGz@3!wsm#|bFYFqMW$2}|F0b;dR$c0!It!&EZTA7VY+vPg`3~oRT`U{l>))l z^MK+VMLA_O+~)`KF1eYRuUMK-rw0pqm|#g|apOcn%kBL@C+sseZeXOWs7pd)ai}%&iCuP#m6>$)17`<_YVkV`F zxWGx<77WOy>DW=Jc4WM0Yec>5@z3rXKi4D&R;)7>Klf)a-wtg}!Tx6LvBJ%Tr=qKG z`zW%@pBP?vm$H)MAD#cN)(Xy`tm^%h6|dcOZhkX@><;OdJtaKeNWGIIvO@EfM0!Nq zwI5kD+B422#@CN6H$HH`f!`GlWo1n2y8eSOUj3Iw^+ zKi?4{@k6;WWIn})zOzC!5k1j(Wk}>|_4+tx;KfmeIbgZYhU@<&mgO+hbxL-dUEnK>atkIusqCl-`iQy;A-_s_%3><7z|WleKon$82<6Q zlZ_CY&r=TW=da(rb+DJjyx+^q>bUG9xy}GTatbtD#DTn%vYrgkCIjte9xVsd(CFIL zAx5wip@X%PHAH9wtdZPu>q-^pB~We5{(^I_cVX~tKZT1gnL&0%H42F_V6>e%_h%W zglYvvKg46~GH{;-m4F; zjM(YKx%Iv6d(2MvJU-$xuUn>J}-pcGwe%H&$1Tv-4Hi?9>Mj z?m028VrWhaHPDSf)IO>?2oGJ#2H`#;$BY)U&kq~#+`RR{9vzv$8_)o6FS<9|pK?Q1bibiSu4x3<^(0xyF4|N(CqoCt+w@8`>#QKW`|BZL-kn=hp9hbct|SVbdPuuUB5_~}T}pbfPk@1a-?foS6wL`r0<$qJ#YlW;Xz^V*J9_X* znK=nI24MrKewmaV6qKzy;3OO8FVABU*LpMlRote?o=bW2zUxN|Q4BCaWM|sR$viQpsyHWhBVM+_7~V1^I5jBVje ze67fM#fxFxUGL=aE-Kym?NP%aiHG%TMM7ny4Ej~H%ca1>WY?tU>Y*pVqRy<`1P7CbtI@To;2I zent}*H#KC|;;me>7$SktC|n5EQ~rDaNg5Ty)U`?0V@ZBS@{6yrF)EIH<*IWpx>%30 zFhV}Id5WKse-&`5Y#lhY<4y!c`+7Lc6SP9E+qS0+-#mQM4d&Rg z?NJZlyEPr|05F=>{SyZNO^7H(36F2Qc<}L*5XM<`2nJx{M)0P!4M~w?Aa*!%>fBuy z*`2L4$gJ!&3)erhNjuz)CYx1#&e$P&V)M;|H?W7KY^#ys`+iFc(w+ViFWF(2 zueFGz7)4`9|B)}2PQLRlf19bd3>Qgg1$R`r)`*Q+n;7MZYCJPk=xn2`Yf1w$6<6`v zQ5)Dmb6PEiiBOxI{H*XmP^+jMRz7BVR#HG9-TN|ogSppiWu58lJ$mOZ(1v0mAZ!BT zEMHOw#p3+LD^r3*D2Xc1qky3{`HJxo`jyn>gN}u4`4JIzB zYq4_ddtUMxqVc}SSekkn<48; zu8sEPDk*e(J}BJ|ib9GeXt(vj@TNS!L_`vSNJb3d~xB>d7=;X*|NDv5nM7L&i-Ns*Q%n&_jVS`6Y0 zY3Ta5cXw}F8n=SbTImU@qCWAVu^+7ip=h2$s@%h3KxG6cELNTAwJA5=RaB^c`E8O& z34HA?3UdxvB1!y#HYE4A*=e~iBBVE$SxkVCc!@pzn{ACxZ$6@{x%ph_R3&3`gT>|r zZ;-;Bv(hqPPeb(a2 zKMnIk#Fvj122K54xWV{`&g-_t9zwh9)RwWszeOh7$!cR z-=ogzui@d5GVB(dSsOYHlR&jwko9dy(@SsBtSUGsN-QYdgahi1P@q?qLSiUua}Ax! zrgcmTYA0*9$=?I(z>BXAt?(|ozm^-SJFY>`b6%5X=>EZRbm8GOAcFW^SuaK8lO9|1 zd8z&PDMJYmNSXvr{+|XhVd)L@haJ>#U}_=b z+^hkxeK=puw;?l4?!s6{=;D{CTh6F|z;=>5Aaqc+`|ySCy&!$><2)Qf7a~d*<05&W z&}M4|A0IfeQyrBEHr1+}R%8USNuN|vA>@~!q$k>~K*4vvSJ%~5xTO9Q=<7MIU!+;# zK3)192pBSM18Ndu5Hop}tfAt*sLFwiS?Y#6fu+b75KzqGEDy;0A?S>IEY_7e<}OUT zUwhu~Y_@h=As#s;5vs9&n6R0B_y+QJi?SrNl|KEzvsJA9gM}a5Wgr$PR2m1NlFJW~ zbvXQ9wOtd@F!n%%<1fSmO987(;CZ@cG11W>I8%}F{oG)Dsb|UoUBq#YEG<=|ePJ&0 zw&k5QdBL}45ZNN+Q|18jT_ z_llr4zaG->Nvf*bf0+?1a$vswp}j3ws@U?$>FvT%#cK@ynRby`^?tXNTU=Y=UaHn7 z$641Z??Xvja3!6{6D1LNVW`PavQ`!@VxUg=n+uV5hVrKKR?GLE!;zz17(*trx1pKr zI%D?@LrlG7s<;Fv3I`=BQ5F%Ok!X=VW#5|trw#~j-vn)7`0lsL4wUWxITkLlUbE6|Vrs~=gIY)a3By-ko5Gxji|mkOdAtVaWp3bOl% zKqPPurcOd(Y+p(HifrCx@ojqkD(4Nn4a_5GIrY3dO5M@`OT)_(u|K(By3TeoNqxDZ z&O`IC!#6AKdhVgX6SOc%`iIwU_;b~ON@?3xuoAA6oMQ35s+xZ$?y~bhxD$(a@FLfb zCPd6#2sMDKPG_gt2tEcnK2{NCdHR~d#$DzvwTl&EpLaX~C}FCO zDvrbIM}IhEP+nX2p!lZSa8o9pIK{gvQZ|s9=K6oQPvtp zBQomZ)B!a7T%f);Bf1&vF2q?pwg_`n7@xl#&<~6WmTPeDd&+G#qagW*LwSX%?Eob) z2dLW7;^HSY?4dSwH{rZ03}{Mc4VUBOyq5Rxd`AQ)Cp05Z{pqUoga!}z28J)# zl#EN?gtIWqvYq;y`FKI(sXUIY7`xfOTEc_&1v&fzx)^Y6d`)G`V(|0p9=Sl-0vuaf zi-YQM2}<_RH$aQ2V~VsZsP$BGM+q^suqm^)x~}m_1q?4NDFh_Plr~BHSrWtY9EsLz zmCi|XGb=i(+CD920c-7PC& z`;8t%{G$Rwb(i}FhEk&7q(blsD-}86O&3-_4Fk7n#L}3ZE{NHvac883kWd)s!s$O#_`= zQ70vGb3Y#!qqBmSh5p!s48UH&54xlJ(HhuC;}5KeCtqQ9ZlkB9#^Wto39%$c{fAl3 z*{OLyA;FUHqdE16tUGMJg;*W0;L#9 zMsbyCtx~Hu0}`aSzwc5kqPtd=5mjr4Qb!WgoR-1^E@AO!bxBnf(8qp33Wvy;&EmU4 z0@TY_MyhrBz@HlZ*=~RA*Mc27-Ao_)pUxb1c56R7d&y3n>{WOb)^iWEiw!QmX>xt!MEHUvthhF`et3WTkIfc>Z2ch^4!~kdDJkLWr<7qfHvm2k}#x> z+fKHnH9+wrTdkIyvJacI9^frQsV0-iCsQdbVvz-ef>N z+9eUcib_jvyj*a*T=B?i5!7geQ%`&ak!C)!Q>tAf7kcqFh;HC?s$IxgA=)^7l;dC| zQhX-7cIc1u>N)(P<5m`C9kWMn5);L1sX~MqH+9WX0z3lRc+bGE#tU)75Gofrzv08G zaa1Nc)U1{(lX=JO#c;R5s0s1X0--6kEX65h0wchdJ$t(DF%CB_#Qc~kmN-gfeSh8y zU2g=KRyYXO+p|n7;kBql;|EVv@dn>v^F(RT}$_Ec~IwO>sO_5mwIc4`9f0X zw=csjQa68QEX1`*j-|8b@Cy-o2BrQ&&g$5sD?B%`R;QTo8K9N78jc~PV@IFAyROo% zlaLgonTi)6ha)>@nKWWe*+C>48u)ElD6j4IGkIT|eONR0xNcwk>(j5Novyx-YWki! zVZXqw3=hYpSw+?N{FNxk;hh_0ud;M%OUnYnTpMwHVj?DZo-WYx;$pYRXhZnHI{SYI zhO{Ddf{K_Yj)!XZUHjun8ky-VE9e!&Wx}{%HfjncIZnI;??5K_n$Cl$nSoO+3Ww|} zuLi0O#LW5;fTqlI6AkSz4;N95!q!+AXO4plCw31{%b}f&%;CPhp(K7RT05jv=#mx9 z?kc4@$N2duH0ZM-Jz{7};$!8UWin8{IV*kO!Z9vI_D;m=5B&=$Wcr(d3jD8fPuv-himQF>51WDmd2SXYQCiF?EU>m{i633%ZfDpxxg$mnuZ~DH zdS89DStw|#GEqm^P4(K=?Lt;sEz%tC^2hW3my8l5wAtv95QDy~>$-^geIxJ$rY6vc ze0PI^VNlnUer~v$X{ld8^23QgDhKbt*`MB)22TxXF`x&x`bs>#xkR{9@M5>jk(%-7 zOFit=8%rYG^~*f1d@xZUTrNemz~+5~;dPSWb>Dh->aqqajx#iK-i-*8-|_vaTUBNn z1(Py|NRiHmSK8&;Te?Pe-%*P2<*ux}fPP*Gc|4H0W8eCmXGF5DrA_+f;20Dun#W}{ zD%8DkeLK1mspwd%WZ77ei#OT8P>M~+kT!n#aHZdEg;YLTF!lfxlfu^Q@R@=GID9^e z??10F_3Cb$oM$xZm;J;!e2{q8KJ~+0;?cPCmDNPtmKi4UpYL8*8|77dPX|f$tA4TGF(bzuPK88NyFiT?5oE`u zXI2=#-jhZI^T?;{>0TUpV$@ac`{7RpWBC2s;!DH6(kJQ!GvLlf(<^`2pe|;!{A*{` zcdhm3+OK$O-=k^Q<<0V{y;@+)(>(6CZhFK+(K*YYmVq@4LX-*Pz1O4aS{9D8Z_Ug| z|9lr4OC$utnIY~x_dY{})DWq;w9<^Dw_TxMINIXTOFOk=>_}u;N}XgzNpVLZiK-bD zUhrAGUv9RfS70ez;zO|xja_Sx*4L8eNZNE%=%Tv}F0 zB!vO&%M1YVuEsW_md+U{r}r#A99&G1f0{XYmd@_`7Q6xk=kBNctiLee5hKh<7}8f( zBpQuKR*#3Xc-l8~x}1Bg@{^@qqsUQ|7?uWf$QTcAbUtR&d9`qZ-)~u}uiQ1N;ZjiL zRy?1bx&jklrLrsI_v4GaO{2#R8?0G81<=HmT=$d|T-W%_k#@IBuINl|S8XQ1tGn^=-roGgF3p|)Pe?mi<9*ALf7FcK zyPmwF&3R)_p3K^})ID#>qfF-7=9b(O8k;gFASMCSQm4hE^(L0ZdsmVA7t@Ez&UX^l zSC=H;Wl44(rH6FTLCIQXL1+S#5$rRp8VNrbLIMH#h?$Z$G()ywsZgeSwoY08OVU?a zbi15pZ%qDc`NJhuWkS3ob5wlbD6=QfxBkary08Ig)7o{LtGyn~Xe@#zY4+2u25IMw z`GJ%Ch@|i!KnHxkBxi&ivK}n%Lnlf{w{Wxt4Z_sdFNuKbF>UiC*JUZr ziG0^ACFcHiZppbL0qAZv-S3{cBcyI?>^V8E=e}vSU+iXXI_`&1w0bQS9U+3;H{Ik7 z^!vafD$e<98pJyj{@^qdnj`vc59J66IRR2lwM!f-Jc5uS(pD7mfi#6tC8;4z4tB}A zg5riMD97A1cP--AvSyW!e(3Oa(2si4@ByOzk1S}bNiv9@l~+B#U6#sQ99dAq@!TKw z8XjgfIh)jCA>zZDy8r5OBa&*8xJsi2v>Lu8Lh$z?Y-TO|{0)0})^68K7@5gkOHBt| z)4!eAlzFSMQ2hMqBB*JYaMb*2qG<2ze=M*LwL1=TeX42N#3hhQfg~ym9e;3gzLNB(^y^O5SI=RRoGiE_c6FZiyk4jKh5k)Ii5z&$h7uu#$cV<2 zKFm}$&gL6?OY4@z^)^&~HR#R;bIZ#i7?u4auPQ6lmoy>{wMcl+=#3Z6r8f7lwCuRZ zRDrA^J!kq}tCMrY`kccQS2g@+3}23=r8|l%2pt*=8~EL|{r8dxKWfX4^YxT28LQq< zz9-I=#sW-_U)wpmChpw&(JtD{)$_rXwm2(nZTZimwHGm%LNLQ|HlFQTow0E9Y*C z!|tV4V)MA3J~8KWvP!1%Qx3_60f4e)P-5a5k?*me4_hJ9JK!Jo43 zFDOpP|JR8ZmZFfciKn7&+j*mQ>xWJcl5-22haRTS&GSaJ@DXyA}j?jW?z?g zzfdi;n^;TL8r6MQvsY3>1+btxBes(n>K49UD&XOvGuQ^#amWcZ<2`?wSy?nvxY4kN zvd%(D4ku_DZpFG=Grdod-vk(w1f_M+$(;om0H2- z>!YRs$4wpHa&f?coDGh4DyyJ4C?6Ovz9K77Ega3aUqCQcGes~1hx&(GSM5Mu;zB%& z-PzddSnflQH!<=Z)n(p_i|-7r?ppd3dYx2mYSns}j(`I{O{Vk)O}2B;j^~Dk`{v!; z-F)t1$*HIfCGERqA7ZfkADqc5EDS`TyfOif&H;iAF|3Gd6VMpZETAAvG$hC`9eXG= zp54vUR96vlWOPiyvWN4_$0rE+ozzml71YkbN&xoRqbKg&^(Bj^{r;Xa;IB)o@tm=K zbmU47d+POl=U3s@Ki2b#5_G>h%BR}(qrVF?Aeu(OQ~8|kA&Tb2={?Q{J*~xz+)7Q7 z0p9{10W!kH*>IFCu(^s+wx4ccEX9)yp;0EFRA?5$Dk1%4D(lRR@VeXeq)9Y@z1Wu+ z!Q27a@2&e+B^uxmp!T9)~ImJ*WSO(d|~OtKN~aIT`*EDmGX@_JUqlR zJxubbkNT)%$$e+#es0WkOn?OL zoxZ9SmS|~^p^W2M*#*m1w2otiAeVl$EQIh+B&#z*DKiW%k*Ml&vgo~7)dpiE@QlXF z55tJpDRrahxcK(aTW=XX%DrT!en?$4^QPyJUF$2vUt{UDpO^65`cHJYN>P`z4WS$U6!#(Qxu$LrlRrG4LNHIWNoLgLvz} z=tm~*X0msUQ{4vat`$0e+0=mZzJay_5Bx|{juCF=pZ4q6>iU;rGG#O{(C59T#nVF# zR|$&lDKv=t0vsR74{hfgaKO`pMLc`lymYEugPnLaW&AkviZag>gEmn^~*JY_NmowaFy; z9iauuaL^8QTr2opS)Aqiu145zhDWBE#R&G2Hl!wZ%{$$wMcpNS@ZVDce7!(X{`Jh- z_kWJ}Rh_T2esu-1w_jk(X~+NQp)<=hIq27466pM+RK(;I?MJ;SJn($Ru-^^(F#%!{ zw~@)vT%}f*&JLRPFj;yr@nUw@o&pdLGyLGvA2mZ&;x2k13IA-K7WSF&9|>6eBzHxa zU!oZMiE&yF42BboQ>@LjY~|UYryYMHS$tw@JfKNbE#x|fsA&U~OgIXDY{nMR1_b&4 z)+n5z2;~UKsCSWrw_j19=g?40zxb754b&n8(4zpwu$lkp3J-&TX+ksRcssAxCHIM7 zY&vNV7V*w{S)bXbLyfTAwbg!N8Y#?rrVg@CLwy0tTx@PeBZFiggz+)(Vh@LL5N1+T zRTsc((nL{aKMCMVE=MWzP66yX3p{R{uIop0ua~{nUvJQlCh8yy>x?g6=E?in^vj|` zEMCMS8r$(%9(BMR-g6@`S}q0-xBq6uN_^8fsIhmpp1fpe-Cj)>VmglJ75(W#jx@s@ zCMlzp%IQIilrQ*)mjNq&ViS1R87ls1O9KvCL7K==@zGd*;gd0ek)X>GKj$*smDkH$ z+oS#A0^(93Zcr6YxPS1Fg4Dt{npZ_jDho(Rgo?2PsS*T6*y@pONHh!IC>Ma!vwylh z4a<|$*=7BrAymjWlXPX8`a!OkntGxQPk@v;H|qLzEh*~+;=)<}snGaKMbhZn#eU$~ zkSx*T<#A*j7jtbe31ZQ_u~a)*SA*L}{aPaR1@#Y@LX+N0cQ-#_K!y~fx*`|7o>A$U z8lAvt2JX6orRSp>zkd7SJDijmZ`-FQrRdSDVDG^Lt=yK_kUL#y_BZc=K8qPsB(avGiA6xE{JagX0VZzb~SmS!*Jl+!7?x9?aV!!~V}%fOr3VC&*wv zzd<`>3tsVwtm2sOQrFr&R}@&}1N}U#OV>0} ziD6!|LUHCRG!V5skHF0O(d^CGT6lB2NHNitTo1aks~TaAoTNODG#u|*1fAX)94b@o zcuGa4q7^Mzb#y8$Hzo;eX@^54m{?SZ-4!j-S0uzS&2N4@&Ke;6cj@H$v`EOIA&mc$W|? zO<%-M$va=v~Oq;G$A@^>LhSC-Bcz_VZIbG(663m1IZ+oijqNR zNrphfh}OxPIkY0JUV+@fS638MRXFS9W^l<{^s&)IMpEC96e*d-A((Y^J3UR6bf`QI z+sJ%iO5W=9+NS0$0mJejre4>iUQpvdzpHxVS5bc#k8JZI3k1+6Otmueo9+ow`vnog z*|+Xmc%iEuWOpkX(v3P*jBkKVl+!M|tdQX#s}Y-Q(&h#R=l)%*?)V5poN2kAbGSL7 zzrPp5l~cbg9iw46yCCo=3C`*ulN+3``ve&x(10hENE+(-$@=Efi0hgkyz!1QX!pmf zJ@SNf+ab;5GS>(Vi2!Djxnq_~<2ad<@pz8pDHPE! zuBG4MbpQKORCT{{YZD|mJ|uvz>W&}j3TuqD9@PCgcO$KMHQ387ahw)uF!+snKxfwJ zd4?6>62c;Z*A=6IdhvGzW5?uu&SCds6|c&Lga;pQr0j?TB^&d$1*>8%j- zV_&%kd&f^&ep2LD@V3dlqpg8ySh8mTLSgd4q-#^p5b}jozV;Y+;!P4|B6saGAi_xn z$>p-x7J7~r>JL%A?hZ$*TvTc&|9O8qs!6b^I`cuK&?Gu$_+R(iTrY6b_kC{;l{#$> zrpw57JBl7Qb1=c?v4BRi57MQd`Yj|MSAVBX>xayQ+i2|VddnGiL>T!k*&_o7zd4^Q z2tOo@aO?a)$A>YwvkRibeQC(+u)YNZ!z!TbL)}(mH(?5yi43So+2AOx_@3V>dYo zT=is-<+Y^r9L7xj+XJZvdJOlKzc{A}Cd=_S;%y>JEiQ%fqf#Uu&0=^MqJ9U!;>bF~ zaNdW<|KHZ$_6A6hyYF(*uFW`sy>ubiJ_;0r%N*wG!?x^{^Gcxby|9$q`siHCd7BII^i@lN=4wR_hHEsm=fV$K*Ki>jgJg8PK#(>+o~MSL;*7%HVn%Uot#eLzh&OJ zGQ=V9OfQaJDhMgmMU@}hBZ(659_063R4TrfEH5QL9Jv}K*CZ?uD`F9~`Xp>YVe6Jl zrjPw?B333EOkidY6V~GbR~g!v`lNh0HBQ^gd+{YA6ne%L-QohZJ(F@P5pDH3=T?MM z0hjdaT=YfX7dkqRIYC>at_WFiY`Yc+tzLLs!Lryyw@Mz4+^uayb=ZVh>=0-UULMMg4ZT6wU^4%HIM}Qd zE8~T%po=cwdm;pu7uL^p=J|#~I*r2Fqn_!izP438U<9f@ptcG`06LQY@e;ke-Szo^ zez<}+4skXSkAyxs#S6Sml}@@8J5_v7z_l|`szHMGz;2bs%%(Gs>`xR_Wz`QK)2mR( z-I&&;D59jtF2}^=QlaDA_D8URW67Dkq#$XiN{n3Db(42Lu*J$eV*P#8r%ooa+(Q9B zP-oX3(DG1_afn&)h9Ks;VYG0)pG!J)1paxs0e{6i(cfz@G2#ekwQF`o3zO=$uiVnG zkrM$9gD+N|c^H)ADClO}7|?S!Scy>xtDJhB-J=Q&D&y+d^jn8BDhOItLQmqp?P$Xq z{R~p(?NkF!u9?$KGk<~U9<8@sydm-_NgB}i-_3&F3s;zvNchwG<;}5!2JyArS?5G( z++;Cxg?k~$fQYRDss=>h#&%Z=hI@6P2JiAYhwxCQ!DuH?FeNqf$p>}N@Q&w&>`BvP zy)79_oYf5NF7`?g{vpUg{-*$YF}NFs1=OcV)04`ZvmRVB3QVBn|G~fSZ%)(q`?RtP zxX9jbDq%r2+zecQMNIpKC?+EG7nX(^@w5n?WRqc&{=VIX))(RpWC*mZ*)! ztdMEY1SiT3%ttST0In%Y=K42;PuvuB->p-VU!Ig~^Fk>O+L-xxARhY63z25*^o?;x ziSO=u8;5X}tL5P9{Sw3Scy~AF?*}Lm=g+~KNqYPSg6T-yr6^7;+mAf96%M^j!&2q4 zgxZdL6ba0IulpE?RZxa&Z}6aq>3{&#hshA_Baj*p)#wf|J7v>!s>>C=LRm?-9j;(v z%;tD$tgl=@c@BNv8#@B}=~rF+&B{Kw*$!_4$UpoM+RTUKiUDRAr2Aj*8V!tHtmcJy@5n*Sb&QY1koP))W!ua-y%4X zm8?=^yMb>cA>tQ{OD5)Y-^$cfY^qdjv5kTDFoV%ru145W!eh#9is*%jU?VO&S-~bk z_#*5M<%tp+-NP|J-#o;2cHMri9qk+VLAbS04DS& ze^&z9+%h(1sHw|sstZ@k9H}Cyg-rvOoiI}PhK%Ft3}(&vUz46hECRYu<}>zKnpg4x z_k+!~MF|ylG@w38G&f)UKl5LCE70&-mYav)d~1^*P$*@x1dj5b5Uh88+GtnY_;qjx8d&aGxjIII|KudpK1VO zJ(rIE#1cg71BY%8L0OQSa}at9q&sM|-xn@54!~ z%WgVyO41(%ouf#BU$xJ{OITJ(s*-g_7>!@~RJ0D*%`LxdhE;Mj$I%~k5UeZ(du^iX z!9$H>6P7YrRGaEvWCUFaUV{@)FiicfyiSRcT|F%cB|dpFp53o;+8rf<4$?Y5htFAn z;xpw%B`9H#rE}uP3tWw1Nk~`OlHFPi9s&cy;Ke}Zl%kl@LfYYA9dgK<(`LLLo7kLP ze%eb^Y-loRTJf>}TxfE&E78-;~!)Qf?LJJf79agmCZ)dEP>bB)IBmdO>%i z6I!a*cM&vt!@;@(NLPRt8`sfrS%K2bL&*ykzvpi8jS0UV2eUE^St<51&_WWTZSzTe zq;EKY_vNp=hO|7Y&G$Ip-gqL~%b&-DBROB~(Q{5)h@z@RnR(idnnDsT z8oU1e=%sgB7a$cmRI*Y9`iWEE8EksoO4OdcOabV5Idg~0L||0SA|G8>E-9U8N$L@= z05C^^BDA^T^FQ!4Jz(5Z=M-(n>TBrTZT#+)--X+*x}H*RjsA!eOJ$5;_TVn1_P%%~ zfiDoaFyUwIQdMOBZR4E%%RL)~refziA&2yTGSN^v8L||+cg(-~ZWAAKSh-@PhO+<8 zaJdMd{!TCr)_!wVt(=IVas(PRQ9T7hTkEMS0Z$&!ss?rMCumnq%%=S%kjC4fEEBy_ zds88U#yT<^p_kI8J{f>tmDV)WyfVDItjPImj*UFZzVDZn=kAFH&4s@SnbcMi@Q+qS zCvN?~E|>3flS0m(G#Ga3wC6g4G8CRqM)to@U_10BPMu}MvO=^Ze+4Tg_CtRlLST_olcMXo0#vZc@dm;7Zni0394U{JQ)TIJz|(b*K2O_GEok(LwCA&f9H9=W5n-+{ zxJR^T^qk!`yq`r3Qh=-mLLdZZ*}^ai&D&sj^Y+O?OE-?i%4rUrN#;v07cI7S$1C1! z)y@@O(|e&~yx}c3cA6ifJW-Ar)i8$9qHk|=7;QTpa~ZGG3}tBHp#yVaF8@q}64)Q} zSS{Y@PUQRTelt`x2( zXt}p}RyslT3SaG6XERohAdfK~hU>l9%x+qPZ_oov2=YoMd3(UV3Z6#pxa_gsZ@4Q7 zNvQL6zj80eRw$zS%B%AiFsV>YP)aQ1=&R>6L>?TSNT$27e?J$F$Zjf2qFFKoSCy8$ zk>wa`VhWxL%aFfrfJ#5_>1c^^lArWB)Ml5FJ;m4z*ewZ zGY1@w@yUd6F{3M4Y@N7krw}~ecBWNbG_l@X_%1$z1#}|;7;N~K6 zr50HJq8hFSH;KS;hY&OWw2cy`{yES{N7eJqz1XCZnLo%wWfm7p=4(Up?|A`4L0 ztW~pmx8l0DpOLS#=RxU~Z@l1`7?SA8%Ok(}KTjG-o4*^U&9Z*fn=sC*0CpGb|lTJeG9jVVfz* ziR>)NfHL{QSk3}}=rkm6ueE>~nc%e@|k zI}O4+XaQu$i6k5w5F6cGz-!n&%5U}GZorK=peki<8|d7~xcSq$`p=)t zD)_x4ZCLVKF$=5R5Jw7I@Kk{g$xOAe23!b3=q+*H-2`#EiSvfC38AmqY|bX}l@#pX zKm@p|A24O$aZ%gINk6VCNEGmK>+XSct2w%gI_7Hwi}tmu+r7h&k27xU`!jckj9bS2 zLVcyXuR&mRze2WG@b9Su$)>!3T~-XqLL{?AFw0aoT2=2~xmEfklJ&?>k?3gfw&AgJ zrNj`+h+kSdd4&?bUkZn=I(B#nyqOeV}tXq^kc6$dV zI2D6{s#7_ieWmTUaoE}c#Y((Oh!U`^2qmY#*I4%F?J?+tE5n$q_McF#b^rN+Qy3aOLvEgE(RD_y+w$}I!JS<+*aZkj z3VcTWqPFnluWq$;nO%`Qto$Y|UzU-|pVUN`F2g?RYS?8ZSE;_bs7&r`93A@5^?jo> zblrMIgeF3L=2has^?#l5B`ki%MRR*7+enx&ec(x+fUDgnVB~p@@j%!E!RRFDAqU>J zj)89ufJXl>^@v^wznhsc9GQ6hpw{Vkj>7~?9Q{2hkO@%*7skqo{7_v7Er>O-_ag3* z)+-m707~!p_c+>BV`e~hQX{to7(;tlQg4A4_^jEtv(i}pu_b%MLM_@NWpM*EKMD`g z6|!T$k>cqCS8k;@kR5{>h`y0Xs0FQH4Z}gU6UMxNIO>mR1kxP!1j+5yU@9Z(v^B!B zLR=7(P7Qs`jshZ8N5PAPtaP+waZT^Jn~`~51m^A&P2~&vPp_Kr^9s$2hGQB0t7_Vv zyS$}V+=O^TUk$;%m^CqqlC!=miUwV;h000%;-jOih{}y#i!^R)h8plqA;~l$4y@X`k2=L(@^2h-L3}<{&zue?LdW zQycnTuKO%pjg%)V>_<;uxFfrqoE2`Nbs)6;X5tyZNv;j-l_uvhylpvOi-HkgT=y>1 zZ*b4vdly_0WPY0p!75>6iE>+XV6XaqDn?0lcDq1YcqP?QB6VN__Wmb*HJ}ZU7$3O` zbbcz*wKOaym(kHR=j8zBEnp-?4*z*rx(e=a?Bk5ftzT&KJ;Zf31|OSDb&;>OUjlp* z@g-q#mTWxI>f`)oRDy9`MXpJfh^uLIAouO1%xok4{6rfoOQh2GdyTmrO8BQi0Q~wP z?GY61v@!3q?DHDMFCg#*@sXHp680#}9i)}}_x=ejaJ(n_lwg0b*1C6PSr}q)9U>!X z+Bcbv8C;f7ToQIJep#_@)L>5%Kk=iLp9N-MJeW>R)eMu7YIrL2iTz3wQbp2lLB8|CSm;rh9d;D*#7fVw%zT*T?Q zTK#WpIWzY(%2vo^Sxhv=#t33Ac8513UmyTU9l` zE_1{;W?IC>#KMW?=N4GZksItK9p=Q!8ErE{wG)e93@!Yns+TX`(&UQa_Jl}hpL+$4 z$oRj=ZOJqUx1tmc4kY7RSoYIAtTvdcJtpP47jw(PR-Zb%Kboctg=*$x{tjY4c5rf{ zi^cTm94;5j{#0u*N?3Jk@i<$(d$Eh^6wooz)R_47<~`rLmH+5s=T58Nz7?v2th`C5 zttm=nF2zIkI3m|m4)xQsvj-ix=5BU<=^8pWa=>#|uC6b12}~46HNBC-CH)F+0pI0{@RG-`C3~7;avl;Mucgcq&pk?=Twrw!F?xV zr5&TxO^u8&$pT4u8mmq?$-dvE@qd0viotf9lN-v(9{tHN9;H0&UEl1nGXn6J@O_2s{d4h%Ukx!?WuL4v zt6M*g{)g;#TlQ^qI~+bU7Zq#zwDMTmakoHeI{{#s6uhjh*S`aRZF6w|*HjPO&ha{e zou75vyy?cv3*R?2xa2VUh6h`n4_POV8wgdy1L(R4@TXw?xyyN_I4{^`2eKIdcK~RR%owq z!cB*34zHWhV&ybJ9DSptFby8Q$({cqzv_nLyS_`%lDq<8tYs&!`k)V9vMs{byJh6-YLNlPEq1agM4kdn@CpPw*yk(y~fnwXvKD6{@%r*BmHS&P}@-X%F;d=jWY z`LtMm$E|Q$CTFX}F4DHoPEnOM`(c`oVEQt1m2&7M_>+Yi!&2U}8SJcw*YsT;gZa=e zE_Mq*s#2(WGhwy`oBjP$UPo;HOm@vVC8OG+Fw%6>Gc9d~X^m$%?FFq*G5-Gx_p{{) z_fY1aL7xENlvMW1`9)w6M6uGY#xq2M5BH*CJ+BNX5Fd^Q228&MShdvFLAv9D_pvqY zPhck_qf0P|S=^IkB1U`xUU_AbD%FaK>tukm>=OGK&it!^OgN-$whMiVgF4juH~FyE zc$-bY6@)bH=X)z8vHn5l4dwrs?kB@yK@Z!dF%Bh(>Zm5{_p!Mc(m|eteo_cw8|RaO zOi`{>FfAqJ1NHn_&IOiW6zs?e)jycQ2BX06MGxM$!q9irmYRr}+696nx_)qL%p0Tb$%` zX||v=+n;{BdmmbIGj1Nz=b#8zLFo3_q8Cr?9U6qp6|{qo<#wTr;SIT4vA3G}+ht&} zqq|&a}mQRe5-`t6UUVb~yDm={dMM^Jj60lb|(1JxR@hILXZZr${F8Rj$roIO9$Gv2}%w&=lb(F*#RX zgemz#K=Mj&WRBb{q(u7V+>7*G#Iy~YqBeuspGX~tvUgyZe+YbDM?$vXry_za{7t1q ztF&VwxN-yGSa-u$G-Qm@$Zg>CMtop~1cf#TOPVztZ04t8{BumQOBRMwZ+U$ESV=Jz zI-A{u*`;!)iigv5JnhH)^@(h_P)=5JyjqJOk;`nd@I;6T7PLz~9KTRy3{MT4Y@?tU zo&fvq(BE}}J#5qR6Z=`Q>>fv1R=FmfA|fG&!`#n%?w9Oa3kQ3Vv26^dmdN9^^@i`O zBj;&qD=mOYpErHioSq);NuPYlW9j|zgxFTw_T}kFweQM)f*?KO!LOf%dhw6}l zk>RNQ2=t+L>AH<8DUnZRn!%%zD1qLS(|0q2c}pZ9oABuJpdS^3*-e2KN7|X!fi?mU zZFBL;j_00C6}4|-N3>r>4BYX!+A;qUkC{=mcq{!mqn}k>Xow?59JgRdI0g(y+mHOM zy%))fE5H>39|o|?e0L^J9F-+;YAjKwvORN?a4y^xW=Lv^aW$k*&P4SnpzXj_AE<0m zZ_Mf~KST^3z5)r()%O+;6wVI}MZJ{7e(x(+LBSjZAEeJkiJ!hJmJL+*`!_9EZ7!xI zQKCw=_+Nua)ek-mJDIS`@+Zt}R7JimP|M;>BL!{0w4r;95%d)E1`93yh$zG+_3$GE zKqq+RUEhUK(~;#N2`{a@D@E(=_* zy-~39MvOGZiaW5(!CEV9QR<4u`vrwQQ)Lalmm^$L^hVi*luG$*;;CCb$xDfL10 zs<8nIA>FxxbY#)$zqK}7+bXnyA$hf(1Wx{Q|Z#_(r!Wo}p5Rbb4DxMui+@dH~ zRMDo?UiOWKo4LM34F%iqQ2>Bs64Z^eWC+8L7iVI{q6Dv5}ODFHU{#XE? zT`C>qem9#*bHagZQztmO4_EAWhBGty-0WG-YO`8=2mHpO=bHhqf7u%^?tOm4I6qRL zcAu3u*UVR{`I(C4Z4vfvr=3_VlUz89osfh3ptl9RSSwwg|0e7tFEONgo2-NlhjHo1 zN==8YbGN#*AL;wbYGX?Iqz}iJN=vl8SDsX8n~5XQo$D&i#dle1X}=X2$6I78}+QCs?kxrFb@X!tWmuBE=4#Uz@>5!Yiw}C!l{t-)FpbZ--Mo z5tD7=U!MfsCBr$<^g?Jt@B`yolw`tg*1a1X*N^{oLL4wk(+wgH(T_f@OzW@#v>oH zCc4lJihNu5A~efiS{6eHLK-&`=299&yfpr7wn8ocw?kEhP}z#_Bs7f+sepk{<`5N3 zX{twrNi`(X@DGMGo4+OW!>@DmBan1C+fsxxjvb~;_3wigGf@{Z@k z{4z26Gz>>3GSmc3U!0gfLa&Qs>N!KP%5OnTQMbk75&KG2aq}l(pGMP$^ksG`4`$M~ zh&#^Nt#bF9mQwtBgpJTp`%cT&er2%>rJL63@zEVPu4xeP=oT6b&kl=?N?@c?S0;jH+{n3VQ z{T;_Qwf?@Z11sWQzC4Ik1iLPUbfl)v`GCji5`Qj-@bC$A!~qP(y-*(~&k1Afdi!*h zwhSk!HX{>71b(Vf&hv!wE?E+al8U^OU60$(jyGPigu=b=%*#7AtYt}l^xk>r z&u#Tg{2eC3=;=L`Z*@BkFHXo`4lQSisDE`~WD1T)McIX`{q_@yEok(2OcgGA(2nr1 zt=eiy5wXX6^{t`-F*;-%G5)3oJ7b%XF7HF(!0BfxD1BCh>VygVp{Ep>$TmLf7^-yR z>mtJr9uMM4o!_)xL`Zz$JnUH(E!OG9-<4q9}K zd5pUhf)-A?K1Apqpr-Hcqq=XOE0Hb5F4=U{?hd71Z_}F8?K2E(=nvpfJx6SkeS1Lah>h9IJnuu$hxqM@O?P%5oU* z1;dH0aEbJf{$&jm$OQgwqi_($7lX`geCz`cDE{z$Nibndq4?UEDd{8IvCRh@O6QB$ z^(8biF$(6wHXs%wI~dOxX1?Bh-{FLISh5`+HlK7xwXB{_GIxhk{mTKgVt=i7FUIX_ z+rwo7^vR!Xtdw(QA~K()R1laO8C_#49*62$`_Q>&Xv4C1tpJ{w-_B7!{fChEM~5y0 zlj)U2HQK%_j@Hkdey(WrV$c`+LUHh6bhycB$-;7^501A7@ppbF^s-J6bX>P}tDE*J zUWLKGg0?`bYPjql9B|C2L`<;thUY0lHWel$gxfI;_f`KMH{6!(O}85FRSpkj9*|7` zlOfn3(7*mr!*SGl8+?P?Bq?f$#lSj|_V%f;DpIi*m z$;-z_lPT&PoKV-0cD3JLgbsk}g%Rn-#$=9l?>yZ7xy%;cx3B-eW2R6sNG1j`2uuF6 zxAW~?NpSbxU25Fns7cSepqF7pAi+ZWApVK?0@mHj^1-Q<<1i&yy&@*q1=|U++yQvi z=QO`KEu~}H+KyK}^X{ZQaI{GVQvkZ+&$QY+Uh!MndlbLgL6nQSRf%7Mw{y z$}5qY{&zpi@Hz8DWM+eT8uqZu+G5Ds7flVE>oGr(^=MjUFO=XMwELPt`sAC>zfkYa za4=Qxh2%$D?gziWl8S48CugW$JTX^Xf!#y{K%|xVv*5#brF~iR=@FGp@^R~>*O3+@}RRA#HpKDQLRh?Rg8SA;U~O^`K?!b%&9~+1%mwWW16b@ zlR5bl-yF_PLIR;bgiMT2_%rT0{LN*IHRzQSw5U+$!I3w8!RZntf|yjfiM+}g>TM}hBEJ2t#O}h1s!d=T>bYVpgxE2t~&W%;FQp$_ak-vHoul=V|=!v zf~`~tDjC->Hn~ZUCEQ#q?cDske(!tj94d?ax@4JkWEBHs(I13`aXs5aPn5^3K-EQF z=9>M@%Xac=Rx$i;HJpABkz9&PU-;oCB*D|7vEr{~;8VL^S0a-U`SD*I6}@%eaefOL z6g|PKp1fZK_85*A)m(O-U=2EY<-w12tO+B0WLCcmWXmw0J8_2RmpUX}%uy#bNv~8= zs4obMe=~gAPQ}GV)lZb0|L|{4JXsru9RRr)Obxyt{mzjx{fqDOab4ppKe>I~;~8}K z^{4B*_=T2r!IkJyS_;P`AcjA$`i?4uSl01} z$t;XZjOIru33ht%1n+bcpz#M&9yjlm7$A|I`c6xJ2zwGxs(x4?W7u8k%rB09VLuqo zquY3g8hyA7y@BpK0-B^I$=!#}o$m4Lf+Ve>pxWYK0lp|OCqK0YKMAgdBvr2Hw-Z2{ z@kQ)(@pXY3SVdne)=jNJyVH$!Nw+57Luxq(R4*T<7@npE38#IHe){pzLbCSxC!V19 ziEwhIxFbSHA|!CRv1saKmYV3WI+G)oi!Pm3NwAs{B^&zx_Wx zPL00A`)qO)-cwaU%K}}v_B5cbE|7uWW_n$&g_U=>KL&z<#?DI)G(uIEJi`n1ip9AT- z5EF5*x(44| z@=B0@0)d*!w#w;#A|zd~R*T^fxK+4iPRuK%AQz$nS_Ov-ae|L#&u24A3zydC>U^`m z4Fs$chh;FWT063I(Rs-t08?qbo<@jEw;WN*rZd=xKtSPxjc$&1V%^0%yn4223GP^A z0n^(h0bQ52cF!o&D%?S3c|;{JP0bco__!PM)6o1ykF+zekahdb6tLcj<_Z$j$2G9g zL)g?t)76jsNa<#UjR8KH{cl56%cn$5KfC0YhsFgyoA%4i1=}8f#<3ELtyZIkq z|F(5K$10gS`RjB`RX;$BiafTeo$0x@H3=j?3bK89MNcVDp>%5WyLGP+O?)@vqD7S? z+!5FgNeai|9x0&@zOCb3J(5Bd2Aq-YLPNBaG}YT;gN!l{-eFy>v{C04SzDVyc-3jZc%&`R?)Y7`pJitLNV!#3Usv{!F?!G-(XJ* z`H*dxLu@ZlDh>~nC786Y?@@8SkA5FnPR4q#j^2u*yL;*zcT`=VIB7wW5z;&I69dCA z*SiftmOA%T=>j_Bm;{vR$$v#j-<$U;dYIWRfYYT&)^)(x-JW9|Cl#UkuDzlb(@S~D>~)a|tGdI)bh{G40{ zC@E*jVX{Fb6Pb>ma=3jE3Q}T-PszE$5U3ji>TDOXmS!(@sU*V zLR2UqNGcp$3KO$*gepFUCC9C%2&K)@H(yAr?R-cP*v&wl!1%j0wARvI za~;Xt&+qnE4X$

(i5>f%ik1Z^Vz+E6bnj{q^#~VK0`=WS-DB`Jz&t+D~!yD)5y| zi;|Qs*)@2=f>ruFnt`X<1!(o7zo&k@nMCqz5&Eo&R~VK3{P+jtl++1t>1&RxoYTK& zdQ-#ih8`}*u(<6d{s&%1Q77g#YW-o@=ZL9df-L1QLH7MXvB`1WY%;p*mC20apBG(; z>znOSUAAcLd6=E7T}-;TjekGLCN6&qmF&BFk5`%!Z@bam zfkg>1z&`&vB9_O%?0tjly3^jN!=ZpKkN%Wg_<_==PVN_RBrBmaXJQzi;xgx~ zU=Is{Ml;RL34u^K!gd00ja?p;C60PDOx!%? z4HACb(|~?X0Rptbgt3Mm3&>Kzt;U#P-gfJmQY&%4ol}5CHf1S;+?SiGfa`E@H`(J! zc8f!@j&wTSo6so5pYZiwaeVoW`*iMOYVHS@B6pvB4JQkK%a!(DgW5Sw&S6Aa2Yu+) zU32XPiDs?0>p^hxpK1#>k84;G?)z90r@b}pW@>>i)2Blq6I5cSkCMUEbTXZDYcywd z?TM8$;XC&6+*a7HWsj9ug0)zctd$c`&sLDK%FwWsL`5~vMdg;4&4{>sPlTljO#loD#w&>8V{ zT<%$ys$-Pkmr7Q=BDL=pU$*2&E06P&&I}{}w>d`4W?z2Tl?dTJx%_SeS8?Z84FF@#}@44|n1-O2Lbwbg%JN(2I z-K}%yen|KNWTSF!l%3tQ$nCHZ<7~S4Bm!F%`7$xU;P;|y?d$I5n}yB0t%LvUPQ9FQ zlHVIqce8WUbYf>!Q0)b%<32_XCKtf=dz zV^b$=6cJ2*R>}Pj`_RN#xXqMJfqm&MPuV_p7QIsJ2fw}l>@QQ_+P`SI@w)YxxnW!n~Kg<#ZgnYJ9hUPhaA>g7m$_=uOF;=Gw-lIh1RUZuo1&4FpwJ}JGemMCJ67*M$s= zM-)PoHb$Q`pJJytiMgkYnDi5s`+_M$t5)%2U*GX#QpM&f_ZP9x+80|!;IkA&ii=Sa`r%Ix62>foy)}-y-%zV6 zBgz^?T*}nS=9{G)yC$$UqE2ccGM@`mnFCjiJQQ3;`C}@5Bwdw#2Sw(mjU0+?!eA$GSjhG9;d~8Rj zC)vXCIZf@)ly*8wyQ5@D*u+#+8J(l%t#6(%&xq&gkgT0kyY|d?z0?m}d@qOa z_AZmq1S63}n&aya5tJq)#4$r4HL2M+uRkH&5`HqK9mKQ2U}kCbk`eb?Qa2AsXiVkr zG;ExD$E0SYuz*<1y$wzrauwl2#d7GUj~i!8!(}qf5?msbN&h8`Wq=u2s!Gdb9Xzc_ zKKNx!`M_FFx&FC35ML$IdUx|=WssGb%TjG#1rK@*GIyM&L1tI`ET9VXd7vUv`1Zs? zU7h35vHKVMzQJc;?sW;IML+&C!jf>u#oAr!f5AaDKGfnC*gBt5k=ZN{_G9}-&kH$q zk=gY&?-UK&bYC+=PAU3xgk+=C$IjCS3IH*pYE2NIpvd8@t&|%Bi%+Ed4})NCDABZ3 zqU(3N=Io|YRKka{^?p6+hM4aPKSacRTaw54X9qwf}+!At>neTOo;o@(OCh-R8#Toa|-Cwu@G1zRU>8q^@c zS>WJl=YuHI)pi?~O$)13{Q62M|2=|=Q0zGY;HBpK;kwhm69EPyyffSG(lAi`XCIWf%tX> zk9VACq3${^ascCt#E|i~dmd^~!{c@`RILTK;Jw^O$9#xAaN@VLT4{tl$w%i!AG4-d zEewP&%PEtEm8n?BDQ^B4&aO4A#Fv`@eX2+ty!?wqOG)vcs#g=6hhB0(7m?cS314n% z4W3=P?g^)FaFuU*26Uo}-C`6@15W;Q2d~csU5wv%Z+f(b6Emy4c|AF+m(=7~EEzNS zD)LtRbMk{f;tifc00x7S4f&XhRnUjvmjbUw~hinoK^~j3!Ml478MAi_2{7Ql7y*x1sI=Ct$DjLIy>p*z>T~+ z*7wT`(ku`jE&=3AtFi|CB7aqRV?WxB$VS7o=2QO8+EEqlEoS6MAunb77vx)Q|6sZ0 zdge0W8FI@Mj1FZMVT0b(r!g+&5wW~>(4+Y9lBau+#7B)>zr^@Iz38i!yi>>zo4f5o z6Ay>Guh$ZgyQYkJm`3uIWG~HM1H9L#;Y|{a$9lKq`elNo=iF!Ncz+orb~qP_sNJ-T zTJmjp>1T1M_=~4(#^wRR^%8Mv3+{@i`Jh^xsfZYvApx8N=Oyso5TXJKI>?Y%5Hwop|up4F}Wuj~b- zSkR0eU{a4}K7ZnEdQvNipY2Ls*L|L$w^0`k{Cs6Q3?j@%T7O@s-o=J~ELSAk?xRqX zBv({>8@>s(4mtmJTUcb!EZWVq78=55{*bNGT5U&1Oo@EPl znMvQ(-4Rv(I{6jyt4kJ0puZo-z^trXZ>c#1>a^YVcpv`W9X5Rp7SCW4>igN04}T|@ z#1aq5tK?>_=rXR|D=BPxDP_cKg?1ZuYz)Q^Tv_C3|p$D&>26go- z`nz^+ZrMz5s9&Y6w`8opEu5e_JMhh5=Soos^YlqE^F1A#S%;QZT26j((R0%*O6{F# zA!wvihsWo0z$>wl2_NdFyrF#vZP54a1xI6|2>h=!voD{N8a_F znXu)*(@_dspG`6x&iW##Gl4%=oFNxRPLccLEIjN6zN)cx*zP(c@jU$pco6^kNN;5bdMAzPxr%4yR*D~0#%lt{abL86P?UH@|Q}XLT$lBj>I`pi1w(_U7u7O(pY^uit8(t#Mt#-N* zLAFFD*80_Q zspY>pn}IBVgdm=g#Lu$KiSo{3CL@4VI*e~IRiWL&^T7AmTb?NVtd1EvTuATpwfa}w zZ%LQ<`cXcR_1M-w@uF#}-2LLdHB}ehcOIM+=<0_sq-qOEj7h z=*${LEmJd1qVxDh{vcU$#==mH;BK%7Q>Y;A9$HB7RKcGLSRYUO3eTivk8jPG& z-4Jx?O5snHS7@E}L%aO-E=5|{(B?dT0fOex(9eYfEsgQ$q|c>mwQPqk0+)rl$le9~ z+q(HDQ#iTWW-kRfe$xtSY8EJun^RSK;HKZU)YZOi(! z+j%%~;~?Ynj-%+-92ysRz)s%UdFY?JvoU%;4|tA46vBYdlxK`tICki(c~ioF?Djcqel7sDt7=OvNW^qSu&Ag=g#;onS02Aq7np=5gGJk)X>fYLZjLsCzKBw1N zZB7OMEP^#wQBptl;MajPLbunmO8)m`a)6^Wtmy;U08@&6l7qQ^9=|@W4j7+=JMJ?e zwgrh8N*7|4^mlySUhwsFe{qOYcak-1DEHedHQ#;&zNBf@fAhEdv>^M=VEPdE2MLUS z-ay9#0R{E~!M`UPYUC!>%SBPR+9{K!E|W8}y(0WRf%Ri7DlzBXv}rA7eD84+=lBRr z8nGu@MIC=i!JV<2ltx3_#QtpH9)ku6S-0>CAtIIN>6V)#}T7%ha50Boc4D?$E@u zZOxTVuCWft?`&V*bFxbTHU@fHVxfvFGBc{csp!DYdm?sa_z6GoTpXeITIEmGr@-b3 zN?3UQ$SZIph`Amsm&Fvy$4x=UH+n%HAd<>Yc7;@RvJcOJkyueoDakzUKLiDc1_s3q zd7<&g&TKCAo>+8IY!+ZUtb?Xx5Nxy%5vN^r4royRdpg?XgPh}EzX*EIN*U$UDdd{h zZWr(4M;=zL-;IcfdvOY!h+_6r@->3B!fNJKtxSpPr>&(3 zei3q1b9XX%8`-Ia49D#%+SKqncupL{+jUB%-tP7nd1kZJ?NCFM;>$i@<|ewZFSO;< zEqft!&z-(A(=e4h4ZoJAe8`UKX=4Lfqs1iyEY5 zTQh1XYlJ6Vc@;&Wa0sW^6aVf}Y{^(ANBs2b96QC#xfTgeF}r#;XvM|5IfOsA#(HE8yBWN17xT?>RVi~WJJNkiE-heaf4}Cyat8-)dx!# zr#n^me@Lbuw)el43UVjYG=N8qT%y>v?D+e1^}>Nepd7hASx$KF_2Nac_rg=#H9EJi zGht4W!3e>-1Gh*yv@a2xpFi;O=FWK8skPGNH*jHV0}In;skT6d&PUy5P0-PtCUFC2 zA&Bhd)JIC=gx9S-dA#?X_#t@p@SL9f+Em>+U2A8SyqPwKNavEcy&b;0NsSlsuSbob zlE%UI_(&f{_8NX1=`R~Zx`DPodb}CVYjvT5kSdnf+6X~FP+Lh;2h-*{4!Y3ec9N+jwOZh5qrd)JD7V6+LU;FPkuLKt)malvHh*qd{||p@ zNR;SstcsZh1)riz>d}|L55E#ru61;=74Kc5{tE4Iaz4#YdMw9@x4Syu7TkzdPSFur ztS?vx2E~~5IL*g~Qz=cHG#^RhG|+B%<$!)Jd2Wwsk7yOLXPTM|w!h>2_Ll(3tpM>< zOp<>}{1*eMI>_kvIdl7ncRPtyc;3eQrzO87A4Yan=I2kiiP2M{yO6MqZlY+Pn%|$6 zNL27fRxva-3ZD*x0yZMN%3u%Xetq5~+X(VWe^b4sCgm_uZoIzQPdGyh_A<>cV#8K0 zJC($1TAA9yi<3(-@GJ?{0x2Ia)_dPfiE)Z>%>t(sUqx6GEpz*TgGFpSy>+qjZR_v$ z;yuDF_WkqC(TtDRd_Ien4Rbj|OA$bM;fUBcHFC&cGJ)r9ayR-uz4?(PP{sBUXzg-w zDx?l+khvHNGzjYe{Ry%hW68L%M}vK2=|v5(Iuc|VKSaL_%|1jB61O(7gfKI)nj+Q4 z{;s=rJBjv9-uy&4Hlama#)1Zi4T1?lbZPy$HD{T*%^5w{7{j=WQ;YPqSm22+Mg@jM zqu|nnOl4PD(I37ZABjiYQF6y7y~w z@b~~&0qBlCk3l#NT({>9QT_YDIwBwNzR>W<9`Ljq0C~}dMcJ@zFMIo3k>rWSrSUbD zR4ye`jc}0&a{ig*)*JIwZ5sYWzwrE7u9yvKImAs_$-I8GRQxd(Ssx10FCHknM>iGb zOY9k#!$npkR|~);!*Qrgp6^QHf1>2?iEvxmBebsPx)ks%lL}Re>C$!)%i~9P_Z%I-3GL-33bzecQHF(?6!v-nb}(xP$s6>~#4|KA*=N z#5mI==Z{vt`@Z=^N6)FW?hL!$HefY%P)f*Q`pw!^S8VH@1AO;9D?-?Y8X`B0eqdtS z;m^HxW=vc%ziU+`;Zn=2pf=T5I%>28jnyBKrcXof3^G~SPL^(PDEhAv#s&+(ofj)<4p7KPp@NlT7O;yPCu0VPy+nM zo}{+dSVa_bufRGC#9kq*Dtyugsc%V3{fQcF>i+)tL3eAOi4RMh&?@B-f=Kp|FyC!D z2tl}LA;8K$)cb`$u3vsRFl*akE8d((#a);B17xo}euq<+A}MbRWLM$c9v6k(aM zT-mZ=){a_Ew~O7P3Jh{@U{XmX8R`)SDCT%1%&LG!3t8oe++=AtpM#!J0G|bLuuAzo zEgFN;I>GTv|AN2Uv$y&(h%|2R-P4wh7QFH)H+S7b*Zr-`nn6f2@IImwH~+Xp6Nr2~ zbacoo2zd+?CxW?_OmnJ4;a=5xB+$RBww9c5&URgXe;@QyGNBBl@{73bI=CVdUgGyn zpt;5$#hyNGw5Md)hN5Q92`7--7FWzWmddur{GB-9VrO9C!U$vX4>(IP6t%MC`9^&0 z5*Mxz5g8I$C>mAm9c9IM(Sr3^<$8CT>gZaFU0S00W&Z0Hkkb8G69202akiH@wfU^G zeq&yu#^Vvz^uh(#&jqSn;!mW&aLMa)-L$i*nX<9EcDBcLj27QfB`O&B9bTT6Quyea zd8lTPayF9x`OYfJ9F@n<-c@@s#=$`p#`H!A(!i(qnL5-jg#PD1%+h;PosXfMEP)lQ zAe3)mb*A0N!cM|}3&N7~n;D+zYo*5Fc+SzV+tNT|G4-yW9F74Yg)J#n;>tkFp`Nh4 z)03Nw)^v!LI$VU=ZHh3VUig_3+&oQ1TPF0?a#Haw$00!Pq;tt22p9#Pdwe0%VO53?*_w395btKp+!Uip_ zoLOYE#%ir&e8QY6$*l}-PehZ^%)#VfvO=eUYm%PZdpyze`+u2YXs+MQM8&WDzamJ8 zrZUr`)n*=RY)liIGPct~NL%JdFZu38X z#$0h3uoHATpqVMg6SU1X4&IXAXVW7pIi3RoClPXkzb*t_Rs!(FZ#G6moHMKgPWv4w za(HpuYg(4H2_bBP1D1I*!a5rGdz1a-*{|DwawS#ofdX{6iCe76&#qP{hht zCTuMm_i{er@Fcam=xotnjlQ0yYDUrMd9J#j%_x`R0%ysmZ24HTSKUXSM|0DyJ0)sT z1<4V0^+r~N@>F^9&$lIrIy>r}J^wxZ#-YaEW9vAr?&{ndUr#lyyAoDN%{-}0Z_u9~2`yC^d=WWH^A{BTIj9+o zijk0D1%yL-PQ%(uDP;c6Pi`3+8=NL-)!3oRX@(>C5@3JHv71>+aVb+F}%C?_+njCY7z@J@X1N ztzloIs$vUR_A~@Q*4u4GO!QoD<^E+AstoPh7WUXpp?27v7$FH0!foSbsjwGHX(9Q- zkjo1nYEdi6$j@uVQYb@?G~pKZ3W!k~9z6Z6a%z=vfoxv5)P!sp~xM4@1ikL6!lqtaJy5! zQ%j0q8yIUD)KF^3iBxYWlE{-#G#6QGb;a8oza7Mu@xVG$*44a1e(sL)S_kW-epi{H zT6ITkD@C20*U9Y)zAIf&l|}?9=eM#ju%({vu6~`S@;H0dk?w)8v{oyZTKf5ot@iAg z%^o(Q$I5|$)txrZ$z2q`>a^7aa1}>+roge;jkHwkoDXN&J`%~6xb-Lw{PCp=6+8;Mb@JDMwA3ggW8?Cju1WZD zH1vK%D+vCM`LN$8s`7v++@=oPb-@ocI__!Oszg`5xUKrlAA=QVNTA%D;4$?J_Mh?C zdbwp!%q_-MX217Nw?kz(`aR+~%z; z6au}c$XY)a{j&X>viBmFyggwVK!NL8fX;jf`^wo z?{CajdSJSYRU-Ns#~<7UCo+&nd4JadErco!B0T3sJ@d2&;n?QL#5jG)bpyzn-A0GyD0=&T zRx|0$gkN!5JgiwCTCJCDHZf`O&PL@f4^*OVBn($?VJy2#!?J zacc<66}p~`*fy2?a!PpVh2W5|t9Hw!;TyHV!Z;mgH2@ZB;&XR6Ey^j0#5RYXp@e#& zu{6h-p%o_j9WQh@`bTObWN;7mMkW+!4xlVy5pmoP|D`tm8&v-;LI&2&LR+t@M|-%1 z2ij2>x&=t5M zge4JlznZH071Me}#Z?@Ve2#i?Prf}5+`!x33AUH!4mWl$EE!XRXG@E`*vC=vwAu-V z7{V+vxCvO5U(w+pYe#$HIkXDK@!E)=$G;4N5Twmgsa?}5Vs^e$F8eML*wBV%TWPDK zMv%Pa@{@}Fu~re*<;1Uem(A>$1g$ZzfdZabJQr~vC`*adcmwE}UThD`Kzyn*|H8)# zZj`yoFJyFx7->F;J`*R8lJkxFFW&I?y+x?lmwo)U((u&*onDykoATnF zq)UJ39F?<-M=rqt#ozaRw0S=aE=WD-s71Mnk^Y^{nj0Mmo{B3OJMoPIZr>Ppk#7NC z?$RemEJ!SaAe1}pJ4$m3I$T&u`I9C4EP7y)a6w_Al0b8>Ky@-N&1RH^0!Dq5vJ*5b zv*OE0kkdzQoxb0R-Gzd+sE^ne?XT5Iily9R+j;AKYF=snyz{wQ;cG6xz1;Unbd?D8 z3ASKYH+&%SAPcIWgdD&d&EgkFL>$5 z;a4?R{7vPfhd?d(?9`-iP4FP|H1mhFitnC}geEw@YkE*Enk`OQE($?bTYBDPJl|knN6%hBD|9I4#kunS)Mb~<31Jqr?Y-x3_3f(FvgyxQ zw`04@w`0MEsvo|{#~%gJNJIEVY-a9NOFknm|KAHBzC(@UwOC2{7+S@w>?}NK?nK-a z1b8!z@$7;uYwD>X2OpKH2j%XxGN9$KmQo;h@a+k>DNrl!zxxI=o+KcHvGDZd!}54Z zh(Akki|2zGr>tkCRuq`9&x&CfO*RYMb-@RkF5OOEwxm{@QgC5VnWNm?i8ZKf0JVkb zh~H2-_jg)HO(~}rX`xeXN>%-MjU3{DbVJ8Z3}AS1&I~AH#R1`6mR`I# z?!*JO#!fay2dAZXnXI^>wjUAXkuknStyNMqKTz*yK(6^LrZb<+=$(b4q}{%Ga;L~A z*sYm13$-<{7l-$%$rBsJRi&Zqdwq&IPtRg}lpuD2gdW<{9L_|wB~zq~3+$UHbwDNLQDj9O-*g#cBN2x<#BlW36K z?|qBvehJF%e|wESuY;k|&Q9FHWJ@1LlN9#d5yvvX+T$t5Q*>{NqDsQ<2uNSWuWMjj z(n4m^(?9N*``=doT(?I1MTMM56PUPu-AnT__xC^Y$I`T)5hu|`wr5IS*7f_m9OBzftItr|&H!3Iho>f>g<_Oz>Q)b93sJV7p^}5=fSGxp;7=TtEAUfUKBpIt<~UvcQ8; zH61;}3B#`5mor7!ff{THxhn~OuV5{$tnvs^g|eE_`GVkKn%5T-=U@GamV9CwlEwd3 z)c*S}@r-tO!r8HBz12DTz9b_jh7E+Knqu??+8+h}$=uH54QxVgH}3)26^Ig7781;+ zy%YY5Gm^0q*2}wKbBs}Tu^;W7S87)v;uN9-+D-xDq)8RM1aAaN5P^1Tx7}F}&fK6f z(Ic&pWCHN-TSzkiUNvw?BCL@@w0_V|<~NRSHUZJ~{2<8cXiP5oC2gB`tt7@A%#Z>T z+abl!TF9|_P5EXqd7qg_OFz4L2UPd+2U4MFu$Ta)|Bv4IaP-AJOF&09sV)<}u?A9C zO)n_^RLr+1KM81MbPkP{{pG7ZQT+W>$M$c3Eda&NnrAz+2o0z+@&y=W&atgu-AhlR zM4SZy4z7J1jh&iA#RJE_RGFt+7QT{x-Uo1pthcsN(7UJG@xFmrb-w~{@>xN*<$-P_ zq)2SE0AwLMm~BJUFWFBh{|$n-=zd=KG_`P6p&? zew#ddKikyI0KC}I3@9be=n%)BNZy%V@5gzgS^g*>L6|?*Gr) zX1@I391wV}w%OgRk)0?XM*p~yP`4P?+v9rHN!8vN4r6lH{Fh&<{!KX&eZ@X$&b~4G z)qYT_mvZ0x#hO1JO-{dyZgQEo90JxXug$u}0EfxcGMi%9B=r5mfgcH_{iYmoy3c07VKb1z; z*_*&-?Yitj@Wbl<5o@}uQXkE|Gld@r=>>GSe(!GNo1%tV1@^yiqHoEk%`hh~1n4a` zPcQuukZO%BuA8hf*yrY0T0RAe4EqJUEm>#~R0pO*W?PVy1`YKr96ZtBia z8&j;B+)xEaKC zG1G;iQHC|9{`F=_@b;fN!tFR6|D-o0$iyVk@gl0aVof!E9I=?Yp8%oUz?xm2)Rdt8 z>`e{T>yIBFzCQY#!MoMyxpvxh~c*@u8!*i=Ri;lkNBzjBg zBilOtMc2NDv3;aeZOQjwXH4H~%iN z_Gsp$V*jEBjh+a~(OJb8qsm@xf5`zA;1P1HV^32En@d@6pi=EL3xWrL%KT1U?nTxo z$9C}?Qd@k9l08Sp*5`^iWFX~pROv7}enk$hw@aj?qIR=a@K2MoJGs6b^F}F7u99D~ z%pSbge{*L|3btc;2|ZR;Sgo>Z2@G}8)||^Q0WwT{6VVs-Cp9eS0u$HFE2#X7N#Cyr zKrZ35n{8ENL>2#7Or|R1yS-3OHb-XCyaZ2TvC{R(h~Fcxd2GAs9kHO@Z%3q|Sj+CE ze@OKj_U|U{??JwY5Y8XBc5F~*7c*(OJF%vD`+0BA7TZ~wZTgU{q7a|QQ;*kh1IJVy zWCm1iq&ztiduA_C>h6rw&A+V3i40S^CH2MuYf3|h7~O^Z)`*4vT7$l~Q)UlrNJD0H zcbl1G;H}HF8DXwzHaEmeC=uFB-%3|}OS%GL`%#s@uZD*ZJiGK)aFIJ6NWw5!#|Kx= zQ2n{m=cU51AUiic|7z*md6heorS+jq5xa&2e3*ys_uLzagrq^SZ1IpUYzBntRJz&t z6s3G}{I&wm-|IhPW?*v=uGc;uA3@f_ed_$$+ky)~bgfxDvKlTyxKJW9&n8zL8#e!U zexYsljMY%U|9|)6ePdy?Ph-F3rwUbRdO)EZ1kbu7RPB?#`3g&V06C2qemfX8xH+4< zYM=%8he;Y$NK4`NWn#;_+M^hXxjKL6D>vpJIwNgX1I22mLXJ|1B=YW+pwD^Bqpv6A z?i%VzVs=wmHBxRX+e&`%W;e^97j?A?upDTTR#+fO&bn^Sbvmenr!OOG$KW|m2PDm| zf04xR{#Byk51Vy_Qw{{I^xW%iE8l~}H%0;lG08~&y4r6t&jGV_mPS*r z#J`3eSys*Gx{mAIbYfAv4YkDk4sOqk3@E`|*OnH#^Y%YF)IO9g!;KctYw!Qi=XzUK z%wSinn*z`y6IbOvH4lWWmeU#oK2-lZZ@#_8=Ek4}?cLkO|05>o?CG++$gLXp3|wTj7SL;fj}FH_T@ei zGMY=jvT&n$-Dxj361_hNCJWv}^S%A|&ba*?t3ovE;NuKA0k9%!pZ|><-dg*W(W$AJ zOYCt&=Vh^HE){0fo80eU+Cq$6)c*x_7V_^8&!+7q_TQoDkY0J(Yd$B}A z-mS&2?VK;i{btq|B%b)4L?2%C-VMG--s4}16RN0aRNR2Mpe40NU}y$SRhKqu>X`K33z+dZf z3hhh>zU!mzNb$H7vo-^DJor;^i41GOo_CN;8^EAn5^{|#~u=q0EKdV5!t?+o{AT`6W&ja7m zQiu(ymEcADOK1_Sf>vWQnpR_cndI2DZ$0tlnXefT!z1s0;9jygsLMuOJp1nVT(TR7 z$y0Q|C0q%cTw>})KEx4?c-+E3PLo9FvJ@Yw#?5bjZZNSV-rRE?+X^!}xo$TL$dHZY zTR(SF?uNyz4EIJblFJd@{u2clGA};UmbQ>9eksR7-^MlsIaNN_2=y?Wk3Pu4%3UuK zn)Ok@SQMg*Y_TOTDMf#n;&vw}c4nEp7M$yi?K^46vC$KP)NE<~IoCS;>(D8bAp5pp z{!$F{-pBwIU`GIrCfx% zuv5RMxrw&E`up)*HlblscML=yxWjq^u`ZjJ+mgvX+GT*-bkHkkl%XKAph(6i_W8}( z=e~)q%9U++7{Gn3T=5?07%WFPJlTuMHQjc?ZmkfHqjoWMe#3XUw?`Ethw_W~A8g$b zz0Y%rEhkUs(^HkZ0QITaZxxu)H~Jns_`>Gx?3qZBMBP7#4Oi%p23`J*-NpXj-OiRr zwjj(~ZwfaPT7N@@TkqkQz0zkpfFTN&tZB^t*6X0fO+aJ;gl`%Fl9tRT(NkuZZd9ne zCuUWriOz{2gg%MikH(|uy;N_uTd@Mox5FaYSuESPB>Vi<^)caSMH9%~h*@`G;_ay7 ztG~A>KSR)8b>PzIy1$oW-42Yuj9?q#7}9l7kjj0>>XGC)ESNjy=9=YtCWb;s6mzvf48Jqd9tpAZF5RpR4D z8^|x*-(M97Qr*o!zti8Oo(G#hFtp(_+eFXG7PX#^3B2~wZ(b(Y$3f=YP_uc|ljSrp zjcdjqBu{xqeH0^v5k_E_b`kp|-{UJR9*DBOcJ}SH9jup+3%$}(V`&Ko299+a&55*| z%0yLKzNWy(Otc`Ozjq%oYKyKG=>4dYhjA6jDe>OtuM5{YG8n%;qu0O#p=x{Z$t20K z!$Eg0L3bzq z)hx1H4{b}1_zw1Ea>VFp4)|hxMIQHcU{K-JH>{V_ypABt?|*M-9<6sxZ<^t>iw90@NKW@}$ccDPdAsPmdHP<^p*6CgdCm#s_LnoH5C39Si3RoRMM1TbG+pw%C9V7XQ z-n^LcfM8~IzYPwe;N4$c zcK0MJXnuI>d}3mUt%{Z7W@BS40&vg1TUpIqwYll#3m-3jCH7hKe`j{TIp49BES8n! zX!Rk%ulOPX*x)Mu9y{u@WADN!_D0lb=aM>>aFt6bsIPq>P)3l)k561?809R7blhS5! zveGe6jcq3ll^zohi${LA914yI?%G{P&f3}dCCXLauhn~rX9x4TbHQk-F#4iDJFw~Z zxa3{kulUfOmkN87_Y#A74_M8VU+flHG=+o#NHnc6Bx{!J>sHvjWGHp=SkMC=n{bM-n9sT+hF z?Tqs-w?FaSQu;E{q9-52lgNLHX-Y%yCl=IFgUMAron(Ih$JdRbkL5_8n~C#mdfwkU zCaL11aCJ^U#(Rd~qxats_`qf2UPRV~ygxdmOL_cb{N8FeWJ^$x2bs*p)0!_3L-m4v z9#n858MckhO9c^Pb<}x2P5A(2XYEzQ+1ww`@IBWwZg%GPsIzaB(PLeEq3680_GL<@tcGP8>rR9`XQYB zKbS!qXw`p>(+jWWEbAJ3Bkpp<;X=;HX6|Fk4@>7${jr=%hs&o|wb;#<+=+hnq)Dxd zN?~k^`zBYZ6ivRNl`#R$A?UZ4jIP5=fw-}KL!o6Q_F6${(=cTTg+EW6q$YHaMcToJZf$wKJt?8Fe-!t+WeJCdlz5+!zn}e8SC!IND?b_Fy?oXvMaGy&v9z z+x(HgC+0`}usQpr7htRY&RDp*I4>l>weFOa62!&cpru2MQX95Ima7?%fA~dx5Cb>TayObH?3Y-HVR~QuYw3V!(xf zOmdU4+`uJzOzw|EdAC|^b2FYkPy^r*N~@cEb5XL!F86fFy%$j1(eh@P*lSyBm`&XQ zgX)40UQg>Zw> zDY^6SU2Uh%y-r>0_<{TTk+*g*Zadh#MFyI@wL;=Lf3s)sE-DlY`|amsgCpC?sJiSV zw%t7bi6a9vENIZKH)Q*Z2)Z?L6-8NRwqClTg(*F}pUcE)bb49>~ImU)4 z;SJBA(8%d)CWRfpc^wG>$Gnt@Apa+yeq(xoPKvTVJp5`9c9b|?9;Vl<}$=kPPiPmh1%!je@^o<75# zBZaRNQg-WxhVjw_{LHpuni1Yi)=siKBmap}^f-{APxMJ{`3bSr>X}B`+!&EUh`Mbg&?~i}UPsPAQ9FF8~h5ROYg-wUAYS(g* z!MShXMgaw08kB?l3#*LIsq|v-`rknE{b=URQh*&S?j!G^YkH1-15c#U3-ZZGu40EY z9Otl4Gba-S-i<$)=FKal^n=$Y(h|nSDz?6{l%^OC>e_|p#v0ByPnmqtc!JGGy*?3V zfBMbyK7DMNoQ8ki>3X-7Q;4k4cVgbKmy77Q>oO#NyR4Y*i*#aY8@Mp`R^XsZv_c9F ztS*}R_+4(Y+$wjEx+cJ%Q%+m0LSb?%*g0&-*!6j&E7!UOipuv*T*uSLvqsoXtx789 zJKRKo$~EaDHs41y?VQ6>wUsgIgPLX_bCqV~2eMvK_X0Qt4wNQ^3ty&s67n?`soi7{ zGup&E8xhAz`+m6Jxa2j_j9qjA3d)yr9(orHjgtx%QR(B#j4z&VKa0DNrN3hHgMvkTpF**wN>*6~k|5W8bsAj? zB)cAZXGkX&^Aay1ei6+@)OT=yoKhn(aUyU)SJQ`QjP*C{`S%jVW_zZ&8))sE(O{$H zj|a~b>L79_8{vEz@^GW6eG(XjHsGNPumE%(v03S+Rs9Sq)5t;)x^`}3qb*B?Ir2u= zO^Yu1dmz^Q??pV?nG@=&351)|wUpQ_1&S$+(1*R9M=Io-d;$u&Ke9AYJ4z$UavVu3 z_aJx7p-gIic>2s+FAEuU8I{Al z)(<3!B{vKXGk;_v?5y(-HT=9#Te27Db0@;BP5aycix_zd9MrV^K~cAa$-RKvzA~O! z?M%`w;K0`on_<|2tvaVPz*VpKMQ$fL=s%BG)6uUhg5;u^$FWCcLZ(Blu-9p5ZLskf zs(tC(JhWOlEprD+TW)q1&%e2C-GznCwmt}_YaSItdh7$k_tmR6_f(EDDc6%_ZztHL z4PS$Kqhpws(PFlyEHzevU?huF7mLh+!d(7)w|sP#7-mkPa*5$*4l)xO<@cTws*j7S zZfRibhdZ)Y&SSJz3DM&3@2%XICEMq(Bji55g}V5 z8GoF;p1lH~R9~IG7qumhZRWLt9FmAa@TiV5`~0pN1zTIIrrn9;uD5O7cZjbz2@3NQ z*pcUfV}hB$L9o6Tlh@@sb}#{aM0{NWD31~{YSDDkas@49>^fPL5~XWcn!M=x=k9ynSt3;g z?VhM6b}P?Kup1NZy@e(U}PT)SqSVh3{%PRPY>AG*XKTQb^V5BzH&pj z(sD_(e-AxdnA@+Iida6~$4qXOg-v91fSB+Ia<%rK*p_+D(put2wCQIqR!;jack66) zNQBF!PymTbu}_k1bIU}`AOvsuaVquLARKk?s*QYV2-Pj+w2`4j4g4nw%fWNXczPMMK~MYZZv93ja#B6;}ODI7SZX`n&jBB=z`VbMomHiCI%fM~g& zwaLKoDL7tj*1t1L_wwc+%SN7M2y1dMm2+7h^;T_RY&kh+lP2KoXaCoAXl+D9c$Ec! z^VQ7Kmvo{*WvtlHvS#^X!utIoNpft0I&7=X#}L_j-sw(g9zXA8ba3!K6bpG2*c1U# zKjInd%vizFS&Kd5O%jB_M~&DHpL%zno44zxA4#*0>zLu6VM0!q`>7?V&9?4>{JSs} zGZPh@2h>@DaFPw${8-s4)$c$h)AcO~Z4GmxnYMu#1^XAH8=bE9~F}Pm? zvU=T(s_Estw&&ZV^=GOHunaN~MEay_GHC5+z6tMGs?;MpShz>Dr1nR-u%OUULuim_ zXutYDeIaMEpi`WyKb_we{deUo4n>1piSH z?d!b@W**U89z2(#sX|3~tuIzN)#dRiWYINrXXLQFOtPtNwyl(2N^T8sbjy%bAnDYa znK0V#t)-dJX@U(eBf`KVWR5o4{yR8YFH~IqJl}s)Io&Z27SLxe#6rrFaDvY+ zob{zsMJfHA04f49@6csVI^d_GTX(KdvkXPgBA}#(y zAPAU(+5D&;I1N(gsl2S!0>!POq4NpTC1~D4P_r~QkRT|bv#f8V-J*v*L;kQ4`$;FQ?dWsecSRB2 zX_`ORU>F$ih|4fr8gaHVO+k}dam6l_0=x$@>+h9mIbTU)Zl_*Q=zQglUE95#7#Vf48JsK!_0MSgdXxGmNl*Ik zuxAqL#5N5J7~`bt3WCv*HZ%$!{pm0Wc4oYd0cZwu^21H-PCn-6wQI*I2#8koT+4Lk zkyi`z$3-5@G3hu^$ffa9uAXH7KDlngdgii#PZch4UOG{(>kZ}3Yk^jQ>PPx~#yuxg z@@&DJf(7ZYZS|b4r~l3e%9)~~phpq)5-3Up4s0ZkA59+gZTwR_d`e_jd}U|S0$}x{ zyyf?ow`%O}4dR7R&u<;37MmQ|#I_G|wZINq5eYCsxw_E|`pB!Is?Hgz+P$eXpi3;4 zE^zblcRDFkz2^n&lIK9LiG|IxEjKV5UG?YM;`ZlE+3IDdBmR-nO7EeIN#DNwp#TF5 z+56j|vW4rldx_Ubf_!d+)f889AwnN%UdR(D%*Yx$@CUxe= zXV?lg_MeUx3WGRr|GuS%?zFR}7^m!1773-MEeOf(YEmJ{#0 zZ`SZ@&X_thi_c>pl%-wm<-8WG(D`*pb!V$dR{6~|R8)TG5-BzepWFged*5m1smQyX ztUXg3_87pW?Eln~_|cA?(@rgVyW8juIw+t0(V*S&psw?B0s6QYQ8(nivA;niBIdGS z71LjHQlo{PqM18qLciP%J4tM_baN`(#=mtwd>%JJB)&YcbTwLIv^tQKEKz*a1EEe>>pmP-IVqX<*a(k zwp3|t8|cNsc+;icGOJ5bLeYP1ZS{_Pj%v=a*_JR_(+@;v8Wdv0iIlhCu34D2G2u_{H$Q6uf4xNDj4`)L zGObUDy0y_2Hil(fgNcJ{-n#5O)E_Bt+qW)>A7dC7%Y7R+r|1k`@8IS!)2D}+O~YR)Csjnr2;{RPgwrIU+@HRp))r^TlBxv zzVHTuf)>Z-SFkLl3QHbI|2%Gu%YpF8@5vUxyK zMHl-9Mr@l=;e-bDEbfO!J9y-S829gG7$JNPaA_RQCvGvwja&-C;ZY=wxb4+E#447r zeThQWM`KAV*hg-H6NNkHxBq)WW#)`lf*~TB1S`a7*kzZNdVl&KGan^_DkSOjFShMB_`xTSJKqp0D+c{0 zbq(Dz>eqBEf5^ZAx0hqx$zCK&wjL-Ff=MDr(%`YuB#;Tb(()DSR(T7FSyj=G0W|5su}!^mX;bh#+WA>hErpR^F$?>GQ z&f*@jMNSRiA|J?-A4LP%Ql6bKEC%5%m&;J-_gesTU?qXa$<~{c-{G0!ojW8@;%Pfzz%)PY+#D24)f8B_IE$|7%e3uder^4nkhTb(jQl5)&?I zADCaHT3ly7Z_E9LPcuD(Ieb%;^vj8!$6qpdjO4!sZ>UY2XvgywX?jHc*Yi+AQ(Q=s zQ35vB-~GRBGJLq_z6HqzcKlX;G35IFb!8n!F-n=*%rle_MDG{Nh?c;v43Ofky^6G> zUOB%<`d5DIgKv8W#jVc#EQaDiFe zU_+hD!Tly?cAKPzO?}#E8lc1(wX$zX5y{KV=u}*MAr)Wmljau^Hku(!*rQ=6_AUsOYjQ-S?0US&Ft}kv;%-Xjhc#iJM*{uv{T%zofI=D8;O0M1mE-)>#@nMDWjlFYfwIrL^ zFMmIs{3lizxnE<|I4v>qi^S zt0fA^le_7mC8gQaFWGXXjVA*c`~{DjRK$LKf*=vyt((VkZf1gbN|JoC2iAP z*>c}&S&KWGm8_2MZBJLmNz3Pc=I2KI*oEacOTn>1ybBrOux}NcVve{0O%4LjGx!n* zpUk3f!?6&qJMwJV6~Vu_ulPr`X#a?CPg4#q<9N>6IrQr0-le!^xw1{z23`@EpAYMg zQ(3aA(PiiXi^w#uq9pwzb|WVGf!l&?YgmN$dnsohT}Lh0R7+II*e3-lC9#FROjk<{ z5qrSKk_h#?7xMStZ1E|Dl;MrY{ee$xY^t@lndk^mNAPWtdge=LTWP(aaeRe)kz@)l zaY%7|9mmJvo?!OSH9dRTuGLG0`SrWvBVcYCt|1rFl3IaI6r{= zYv4B(8bADIC2)a*#=wrn5rR6dq_%sM)U5m=32cH9tRJ3-7V$SdLQ{nvv|X}{kyKy`7sbO(|H9KCA@z7Fgvv2FDrJ9>Wl)Ps46?sGB%1SNaR0V?7YCm)2X+4 zf}qtrFlM(>7O&g+Kpi#B2FcFLW5x$4sgx8f11Y|qt28)RCjs9lhYezy@mNZ1mJOGJ z`UnetW_gRHzpV8WV%}ivPNf`qt*3G@x|VX<7(HCfLO-gMB3*lTkh*%juyekD7WT`psn#zm;9Uy3XyQmyy8Y$)hpErohDFjP4$t{(0H^s#NO1o^;uRZKib zISL*hNp8ikTL)zPb&+fHQc#Y(gr3A1@}`6}*AxuOBOx92m;L z1~|37yLh|Gs%N5vb4>!a;3&)h!Eb2U&*$=39%;BOQ{(=U$GPAA!S>H`}LP0R%aL*ZRR`T0M>ZAbFo zerBJ#k~&km)|l6x*EZCyK0H}5=A`<@jvdxLQLKNX;;v-w%ITJYWgkc)v}1FM)3IvtQHFi| zu(1beu0#0BvDDt0^V0hrM%IqCqw$@+*MS*meyW?0AgAeWj%RBy^5w0)@my& zI^fY$&8r05!#>(l_MmddM5skE&7^cW2A?IC}#0>#-$eqfJ%*Q84gy8dSG?|?{LYeiM@ z3}J5wL@`f?#UBC1{^4jC3T!0SBD#sMFDcec`WSG@*NTPry;$RqUGOP5-_fAKf5C{ zk^;NOf9)-&?z=Br@%on+-{?U%I8i$q^Y6@UNv@U)Ffv{|+JUBlgFXG~W{jZ|y%hIi z2%-kRZxf67pgPlR89^t-%pPw5GlU*2t zXF78MORz|%rK|qrle)~W7(j#{Yb#G(@xkRT@!_|C#1A@5v+x`SsLmjn1en%EMZ)E$ zJPQ4H1T!T~QFB((oAq#c_Ik}cNXTv^38d21gq(2^<0Lr14WDtzE$=Ct;;YR7Va9Fo zv12L`iJjFLaeWf;hA!&CXoJzQEG*yAV@7Ddf1Iu_?=r0gInxXFqvbswzkD!dcQJ{X zMoeXdj_L_3mN!iq1+bv{>J;a8^Y-)(2XY(snG1_cEm>VDR?w?mQOVpc4sErviV@2c z28QQrCoN=u_s(af0*!($kd5cLUIb%!@T*}jiZiHux5|9-k3vkD=Hq*z!Gum|!ErBk z)F3f_`BR|*+HnA$rtDxESFcsXlo~gr>h|BINqBa!=APH%=l=y zNg26n)r3}q1Lme-^~QDF2id}NMnm1vd7V>k1y9>Q>DXlr@4MLj4_^D%=+A2Xx7S6m zZH^KMH|_t(lJO`P7t^b;Q0`uNkRvD;!5w`oIqzQI{frl)dU!8PN2wM*5<*3oHCz^x zK<#!d`}4_=s(p^htWwqa>Ga<@bM*F`Xib-s9`-%^91v8J8cSrFhrKCT%`SEG2|=A38l z?4;*7ypdgaM5?r#g%?+^QyUoHkj>0$0KBXKHPdELgYf*mJSlJ2)ASX^fM#XQqdAiY z;@ioCnNA(QKhB%b~dknT=HJB8Qil%0CYE#l8n~mmm zLu*WrEFL)+2S~j!OG=?NR=9Z0lE9OVQIxai`=u zOJ2O93HU*qJhza)f)QX*Ng1+Rz=45r{lMo@0gi6_jNNKvc<2xEz}dO5OU=jPXW<)4 z5F=G5LXclM@=o}&`Fwy;zUzk9jc?hSy{!Kh?#D=Mge(aL9ZkEYLY5Z-!!u4~v-pElo z@T^vzgX*d~dBxS>ZOLis-&bodEj|>WzUh!2Za?oHiuijDB@SS<0Vk-ch*^c(3>98t z@JUm&?%Nx&L{f`_r z(|<~;W&|Xe{ZVd`gvVp4u44f1b^<5i_U9WjESLEdM*Q;b9QCF!4UuL?OaLE};kNy3 zO)rui;kBc}3}V3ZzYR27W!T5hywIEL{L|FJeaApVGd6@&r=ev{Otij=Z`e_3XU`q! z@6H>l+m)?Bl?yIrdC+Zk>u?L!{{ikIz#&_IzH$-Qd`T z?_UuG8H1IO%`LYwO_ldjmY22x6mD$3{>%u$BWqOAoZgr!dE4qM{dtm#&XDDk1ff0# zH(Kc$DB&|HXM>Q19RN=E=r-S&blZz;DE0W(5KjTc3!+F~@LNc3`nEumz|-r^Z^msg zl2JblI(%7)SqoI7cuIA)HK;Q;_FA)YL43V$7FVy+Cz|0&V9RIBhsr{F5hjQfnn=uo z|E2MAKclLESt&tmeDVa)l-u78$a&k5LH{zmM)WCY+V}w^0WnHG?0(YNVy)t!-hd;^39o z4Rc>zdU}YCBO{b961UTrPI_6dDKPz`rLrztLsGncL_aRGCw_4KbR|pYV_;{G>80A% z=F;;qxl7yf*lh7&GS9mQRkO-3fTdesh`h57BWMG9Rahs z0}d7yi(BfO#Sv3h#E|~(MNW{t%kyV4-J{;=Xl;zZ`rdgQ-x?J@+;-DU3>3d zxG#jvcx7Q9olUFcp|eZU=LQ-X_4YJg0;o<44Dl1_Uf8N13Az_P`;WGKP3!Q5m{#e4 zs_;n_p;;2vmc#r)%F5PBpK9nkfqQe3)2Ecwu9^iPnJm0p-Ne#L>L(k#EO9&Sk{^*mnYRL2k8}&6h5eL)LI@j zY1#S*6pnHj=IvPiBiW>ac;N87lZN$}z-Z#(VIycW&B0WlOc|h&oGllb4S@F?WBZ}p zd30uOlb^0rCez~YRL?5q_v-Xs%mXqd`)pUzfN}{=!~DIJO`$_qwO8*?Aa}oxIMP$( zBW_jj$TGkuJ&#iO%yM0S*He3h7(5aNPRUSwh4Qn+SE8d-=}vxYCEIcwtcY{)SONaR0>o zxSV8lx~SVvO}{&l z17TT;IpFdWsHlgjkr^+Z_tAs|sJUAZ1w5i>Oz87Rj{GKlRmjL|3+OtK>GX(Dx_a30 zn(QI(Q$Pj?`o$6eKQ~xQt4TaJPojl-5e0vfCdBFBtj5YUu-&Q|PZw_SU71B7?9iZY z-xe8v-x@RbI2qRQm$lYxDoQG@eq0i@NT^i4-Yc0mkY!@t<|=3n<7PpK7Xld(djdL-pufd8we#uJBkh&aIg6M@Cr?u^ zu|$4AVGGt#WxlDXW=Z4$h|{6JUD(`ha~y9*T;>bPqT=)P&#r#&7@_ytlu)`)D4(!N zGEF}hmKV8&rA#Jsn!i_<9PKdR^?D}ewIc{~m#LakdJGLLTt?$69j@>9Vc0#18$zYw zA9{o9yPwx}-rn%Dye9c}Bj=?y`p96dIH|s99@8wkRWc)?b$KX70}MGKT&rR|=|2NI z4wZ)S=&2HY9=OJwej~JQ>^pJUU$|KHG8WazO^uGvp$?4vR@k-_2G=i^xp=64U09M& zHQL7|F)K;k@miU~!+H&x8(!foR3J=nr^TaY`4;g%E`Uh~t%tg)%J|rk0W{qCoa zq|xH>+ixviH>iL#H_BfIRbfyNro+roaVA04F9osjAleSg2%r3D}CyGwW%-muGvA6 zx%X9O%pY3NUSa1yZGKK~{dc#Th*x>8!~t!{({r|#=CogRAp`u`IzUlasw$;y{O431 zcX+OogCk=R#FJ>k++S1_S8tN@yiOJn^tv*1OjAwY6|9&@>^XLj zKfYpbeTIz*@+^&PoJCH+H^It3%f|nPv>Aba+-+PB9G0aBDVhu;E4-I2zl7MuDDnOA z6yI@*sU&^(=N*-2j_5>(N>TTa71g5spHEwnK$msRCw+}ulzrVx!^L*)Rx#Zy^}FUt z9&{P?;ByQA(6Skn2{H3Zfj*e_R|EVV@%G!b31`=JBD-gg8k80z*D}Zl82>}U!SlS< z<29~!YEsG@u5S*a?!sdK{>uIPZ=O$Nlu%muQC+tsPC<3+dD}o5vr4SgxUXJ@wcXnj zf>2~v?+*{sk3MT2#@Yr4d{aaxfPY{DBdcc}x$;%YTmw(Vrw(i&b2ZKlPK&I457zNT zWh#DhnBf^0;bG@|t>SG<$bPowZpT#{!5bE2>q`@uywBSnJmhk730?o(Bqz-`5q+IT zoS;KL@~;9~{`{CwIwR1aqyt%c)!IPc7nl^*RQ?$mCkT*v8&l)6F%|^F-5JsgF7+K0 z%YG+-l3ZUL6d0li2k<@+H#w#fRFf3q0F|;%+(dh2OK*;pupmDgrv5eeYr}x22Bx(oe&6=v-Q1(s<2<+bf9(5_&<8^ zv#>1|ZvwMPI0W=x0>kz;Z4e$-2AdL%)*q)@XK{Fw_n zfQJ(Ct}8DXdMeKDeDCla^Mqgd*Ha%qh34` zH7MdNPd@n`wCi{w5ORY2CqubUkjr+`cei&ps&)<~c!8vNF%Xq{x_{59ejXDx}0q?7n^6--6 zWtv4H^t?&+ESxMHtM$REj*Jd+WWxw;=_F<$D`1-CpQX!mWG(lF^_8n$MCs?kokl!b zb57L~_^uL!X)U==CyE#nIPnWhe@h+BRHA@NDis+S6>v7d7nm>WvH_p`YYX4>462V_ zdYtGRJ}D0D1l&w82(nirHb1oNB{Mb~pEx>iS1aaX&f0+S_z_5LAD1*9IS~1N4^uKmqZ$4z1GQTBtZdhN8jl@QtM)U(_ z*F~;On_Eq;u_liQshQS3S40hxa4XsUOwzMZ;g`4mbN3bRjp)$4Qu9$?J46`_8BV}P zaZgEq_x+M69ICUKdFZSl(&V}5Ly_tpFVUEK6KBDAn(c*I0<#?5ILr0|I5gca{G(@o zT+>6%G{|RQn*LZ0VVpCqq{1M@tAd=1@VIU_T)NL0^9XWpejCcLUeb^uM5I2ZoCvB^ zf_Ew`pI$48c&D!KJi|VU#yyw|3}qNNU%$zTjD~0rLevZ75{lq6toX+t1L+U(9+vui z)|$B6qQgz_&N(GONoPx$g9oj#(tngqt|)4BwQhhr2ae0Hq&`5h|>WMT= zBN|fXQxrU>j(EJt^%KXX*ol+1zWx2#Q{U&^+e$jtpic!6gn^@t$rMnymlbIV-to$ z$H*0ImWlI0HcPf{TwSW7(B3T+OAIUt)UE`jFU*}rh@?8KC5f~B>!*hwamlurc=3w*795ui!*yyyOVU9>Y@HUUHQ^A@#2kLiKU=bBj-` zExL!uz<7=o`Z;f@wfDYSqijUME#ml)RX}}dYgsiv)s@6yV)tbB)jui+CEWQh%>Lph z+YP41^)q-3o7P6$TWp|W5iHJgx0Kex9q4B)T`0VHxbchpD=Fw6= zDLi+m1%5le4>0B^V2o!>>g_1dpaR9%b9|89`H)UHlHrA>-D0JQp73L=oU2T$Si|`7bwZmV+ym;YXa<{hiDmiR`AVz9&|w& zi6;u#(P8dDj#7olm_rn6f(>gg6#-p>i9V4D{4o%uehAtdpi8S{!VT`LzvHX;9|wwO z2C@Ai@!nkhqHsdSDbppinJ8eZ=cpJw-tTt(i!Z;#nBIwSkBocJSZC|^TbEJ7sW!5P zYY`k+{&%L7?gMf#(<5R?nN6eyTVkEbcok39A|kaPJ=B7UjFAgrnoUn-WcsvZk8meE)PBd1GzgU!?!G%J}{28<+Jq-X*Z}Uvr~h%d2(20Z!Ohrm_Y^5R$Xoz z&)b`5@{0=e7VYP*1*Zi!EryJN+s5zV{&Y9(qwlxV7v?$B$<3pieal4oW2h=7#{aZ# z%{^y^NZ1vV6k7j-NWmspNX*u1-kq-R7IG$*WCRpT;sV385rAc)A8y2%hhL?7#gBxQlpxycJh3 zLH#J&VgwF{D7?!Cr;eDyAl`55oP+u(RU|m=V<6e^Rwjl`eA_IIYXqwhT?)yH3!J?E zamKdwcA3c;!T6C1a3UbiLo$@10pr82wdl`94MR(y0+F}{iTIij5x%i+ekFYAt-s)P zAIq?gpFgb|G09}d75BdeIdTcd(8o{=C(Vq(t=|=P!W|H|$+Ka}~Y~1-}#0q|WSH)HZ;G0){SY;yhfG`Q2VuD4M6(j#& z!Z3`%b~+LonZPUGD6GgM!+FnP(?5hz7{m8<4Jzr-x3Z%Syi|_0+wv=QEzH&fDp!dy zcqYGUa-y%jv}2eSmL#fYAB308HMm~V&%Q7AY@4{Y=Urx0QTJUNMFCwRA1YmgXg)Ta zAPf51u_Ev*+oQkLc6dcY;g286m=H6o%#pW`1N1rdZ?9Z!1ThchJ-axcBu%el7TBZC zYTE4o_Ma7utFJnq zx?CX}oEvB-P{{LRe7R)=?cRouC{*UiF*VtCt}*&@yKXMk&5X5&a!DIo#9;1RQ6k^AsVN!W{DArdmizdq6 zGSM}ttGZRI=0|RwLX3KmcN+0SuwdAyYf0JBW)nvTant4W&XE!EP&&U z&R2H;Ka5pkqIQ4)rxB^;P?)I*Z+;q0by;om3*wzAOzdT+vqw*gv5mueuMlt&KA#Vz-9jIIwgPmL$@m;%Sky2sf(dxNEIyx_n3&$e; zt8DVM4x0A*Ae)|>b~T%^e!3^*WAhM`rf%Jbq2(W8@4Yie(Xb(t(eQ{E_XB^8=323v zKJm@?S-4bt-E&m`-+=zQ$sSn{I=?Q8Su(AX{li{AWZ0>oAq0=obmnWyknb9xJN$5E z0JRo&!D-ddC56-|)o|A2nlxK4S%) z@0Ju=+KihKpM0p9dM{4NDFtlxKGA1AVx#G~^8Q`e=<9D$>O-Q43bbYb)BY#C>^8xE zDNC%*>v{2>-jdsQjg0c7+pf*6KPSbmLw->yr#PIzSd*0v>7r}pc{~F&gYM{ao|NyO z=`noqbA|p1iuihWzTvyOfH-XiJAqMci#iY6(1-SI(k&~cfFyh*JNN*U9T(?*JYAmK zvyHPkRriw&E);?IL=9y-BF3_S6>633mi_^OraD<-9iS#zdby55YjWz!$>_0ZqQ2}1 zms~jdjMc#It!uvB8ega(P7B(0r1LEuaKnZIqGnn-9~#^C{4+=W-|y}^_4%jM+T2d5QFvx>yFJ(0LcIFD7mY#z?ukxC zo4?IOp>?#0sD*5<4N<3xS}gJccV|kYi?c0htNY$<-7;r!U*EXW|xmEgRa^7bdg@1=HlCZ5b{p# zNeX@{o~@>fmf_h=a}6SKsneBaB;kSUcCfUGYatSn#__6PL`}-+B`nSN*J6v`s^`0C zo%O+$hQl_O+lh_XR3on-)hngYt3GLzaf?%(2G9a-Ml@Z%ES;D>X>)G#lGU%&^!JTd zs>ty-;ezixPBNsRT04m(B%FtT@fmz7DmRJ_aR7uwql4>;F6&ISip32(liZC-Bw@uR zgBMQiHq?(BKD(oC&qxKvt=ZN6(Xvqx2mAi22WqLcQ_yx_>C!@Uv7ph-amK($rK)V% zW@ir3qJ@OD){+{&Tz%2Ofs1Rp7;2vQ#&-UM$pv9@!9a_ghL05YGl_t!3>Q}mB>e^} zx*mp@P%iWzzQ=r~?IqE;h@`^qf6qHi2N4^hmakQ+js%2YwTV=<2en;uE#c%!;(<%o&A*%*;smD{V7USjQ&x-n@#mat zCGcQm6CbA-D}r#}zmJ(|^!w{3#+^rhpUn-3lVJk?b~0j?i7CeSC2MJ!%j?i)mGtPB znoU1$(_eTG4vxFr!VcgEo;T!Zq8a&C=pZXEuF-fIL12(RUfF2DB;6-!)OEG z;5O|EKI#t^5^W5I=S8xz9O?}+fxdsAZ;4TyQRC#U-BHdF74Q6+KHa9A zf&6PhZKS2t?PaG-=9_kBmY}r_TT zbYOnr#-BvN^DfTy^53UoIfXNC$GuC!mIPaK_x5zA51U2}^^XuVCGgD!yqs(5_8?V< zoL)9dZ2>n|OnT8;T9CZ%6?P)-sq30*XC2jemR`?S&5hdMG_kX@C8?ZJ>)m=KkpkeF zy3$-fbGLD;Bk$Cd)=;CoPZMJ-d4YsShF%86IWGz`bBcPMO?5gIu?G3;?Fs4Wv{`z? zqbKfTyk8g#v$r0LPPxd1?!VqYj*JLdSfn^+R1$qU$;veDR`!YTofuqQZF#oeGOA$V zR=IHMTpwO&oWIU7Cvu z!{+OKNv{$RfhoI_EjDLlwJ4xpBgBBQ@uL@&SyzT_0HCE^?1%grcl(o|+89g9LY7c_ zRLr-aOyj9D>zgZRO>xqrW=1uVLjEl~Zwx@RstHo%HY(6pG~Y(f+gqDsuUs-am~)^W zRY&soTH|T-v5H6ym%C$w%q(B!z^WVDcal@(LlWVK>)(EbJxiPDT^>Luvw z5N~GQ-(IzMy_iGwOw(Vs)Rqfda1*cOHXZOZeXFE&{|qt{EdrT!^0#pon7P$^Zd~pW zP7r#m3W-QxzZxL&;cg*;9gyU7S~H|@-o(O$_mm3+0Rw{+t@YrPkIMkm0Bam+$j z+8Z*?kV^JbM?Em+RvP^-s>3>I{5#hVHv4P@e*W%IG#v^w>Wt-4iKn}{ylwS16c=rc zGAokE^=5pqrnn{Zg)g0SN{+u8%#ePx@jHbKy@wS{ikLGvwNuG@*%{tg71$N~jIJIt z3Bk`KP>)YDm4&s+w75Q)qWx+9uDD&!(a4lyPqo_nNS(`;e`p2J1~;#1+5!{2_55Z3 zM&*-5bR;6JQdQ7=6`IVy1_T>EoWsB;*49R+TulP?a3w*li}cUA?5z7*hb@v!sd@g( zw=KaftCR<#b8as6mgrsYg=%t>QhtH|hA1W!g|;Tde(N)lbD6uGI(WVtM0mCJE!q0J z9Nn;qPKy(DSEA5aeL6gKGJK+cnvNnAHm>=0`f_8QSBARs0fZ#*4l0Sx^xZZNOX495 zJSvkWZmQSEH}l}h<@ErJJ%4(TT_xnOV1=$uhT<`I4Z36$6=@tfziK{T5MaF2pFeV} zQYJ(2s(xr!)rj2cCzy5HdJvqT)h1n-l|@$UWf017VmF{(%@&5M@S2v>@XL#yfkD*0 z;*)XV%{!>vUE-F-g-)1KQTYX8InJ_FWy5P;ntblhYz{vJjVW@)zZjqx_`mQ#*+lE) znx1}E-aT$Sl0WrV`*IsS9Y1|5LjTM>U3M{YRJ}+GL;BI@^84Pn!NpXgMG}^GItg_q zyXnWZvsT0QP!L4-(M&Ko3Wc6MbE+k1#aic*6aqsJX8e##AGygj(_V#-zcx!=`X}G| ztZsbn!P1Kt+dmhh2xW1_kDg4mYi}wo$Vsz}bBf28!VkjAYU>S(ggX*;x(vR4EY}1B zU5aq^PBScd$Z9P*YbiP|-bGI$_cAZ(AOB1B?SPNfp0Ea`%ebh7Z++DSs6It^gg>sC z;Rj+A@Iu(d4)4y3Ys^x@CCpVm67PkXy<`LF)~?KSh{WAGeF>GhGpYO|Xr_+n4B?2& zILuFsR?Rz9#GhJL{E``@#!i7}nRB>*?LYW;qtkn*cfbwn%BSGtZqY0O$!@TGPwAr< zDInXoEx<5r&jTLS1}D!2@IIz}=}c9qj0b--p7&llstDm7Wo+kmaZ#+rb!go;gebc> z>vMv#;Om`jWP{Y3B{SKq0InS8!!s^WaZrZB>0G>a&0QHy?br^y z@r!rt>p&ghhPjVYsJLFPFS})w*5sgz@LmO(=$KhtI5*(W)H!Y2%WdZm9}01#iGM_& zdPt1?$o#M8*gnEe7bMhyu2B=znkQ(<=4?;#~ilC_h;8<7B5~W+#SzL0x-f{5v0Uf6aA)yH3 zU4HwH-yykV#y;~Ek+SIPv2-Mb&%z#!WLkySOK$k&b{Y0#Vv2tD;r7383)hpCfZH4W z>IOt4{961&@X@>k;BP@~o;LS<@eNb`*PQ$*&!SZV@;lw{%5EqZX{+NHfg{j+ncnAz9AEStIxkCh)$ zenmr`@8+wg>kjjpWjUwCM3P> zcyB3Rv#Q^XP(se;Z}~1C?%J9+w0!Aq7(~&2D86+_raQ;9A!0TB5m}Zmf!0SGVDqe*Y>9iAbvI&;_>3Td=v z={jtmi}ev3$kD#ZAJB>Vo)58lZVK{$_m(b*6eKBBk?xM?P!Nc$=|e6TXdj=MRx$|{X`XxCxMBGJxB$=g zb7()Yy>QtNIX9(d`4r=*A}-TOweKIM#%e8$_jBpT2&LA6W<>3L>lia$5>jHF9dpk= zP3X9!Gc2`mb7`!RsknnaZlr1*Tb-6*zpOKuy5P#F#V3pUYGxCjP<$sO;1#G$`ZLFrHtjnUcJ4vYM6%Gm$#JG|!V zG`Br{F+(eL4@v58XW&6nl0MBzqkgZ=X3WO$vN*!szj2CSjlR2=SuO=5uCXvj5$!8| zac(b|9w;61)NN?ono_RTwU477=c@sr%dTylF`}r4?p_-Ke;(GBcjyigyUp)>dH#*< zeStQ%RLszWGT985I9$K2IWVZlfXO0x`NR=fL1xhss6o~m4A+Q~-v{EWe$13rkT~He zWFT^io$G6Y20-d}c{D0f(T)XnO3=AqWeY^c3Tk`~ zAyzZZhbWm2@hmQs4`4o2`B+nMSCj-1m0T~Ic5=r+oT`!dp>*QP)HZN##iWqAiu&~f zy1FZt_lb73RIq%T(ecjWu~u&Bqo;7%K^;Fk6-@&^Im zGOW-Z>8To;kF?gZXjTi^66TeE*@Iegm48+i%$jT&Z*V`|`<>N~l$?-8xQ*$7ABOZw zGQX9fvP`1V2~|PVY33O^e+3!S-X9rgo#dqmrUrM+O7BQb-G%=%FknPZrUMOlKS!*w_m|0+T zC5A;Ztk0+_g%fmBzx9>MKF-bgfp?owfoW3G4=r-dbVRQ@7a#65c;-Fm%IrJ(c*=wB zppZeOFmuuBY(Nw{h|w8evsdbL-jyimviwf`wdoEO^jz=!oX)-_sS3&AsZxl(6UTE^CfIeYYU-0|kaai2k-I zdY`4akX#8&9hJ9<>*UcPyLC?CXX`5$A8jP1@eTr)@6i_*Qb-C*P@X_-Wu*6U_2slY z3OH@gIj=#&F#+RV(I-;ut&-@v+6ZtIk>gJ9gVn!g*$cDL1Rm;Wh~2=1eSLLlA74cC zu2*YSH=0k5zW+r0^V~hx7V*Ao?my9M*2dSs+0w}co%*WbA!1z^)i%Gbi8nnIe=vFE z23P{&Mf@Az$;9i~vA^Xoh%(XKt$>nyZXmV_6`9e+AL-LSe2=r%k(mq)u&22OtMILxZ6tz{K_2pc0Dtg^~s+%)U-x zRfj%2ScXyLXefh|m~qn+#^)XLI=DWoGXir0D;CRmA)xeb%3!j}?)K z>T)1iB0Dxu#G>;1n991P^OL^6AGHmo!sAxUIXJRoe8u?%Idm7<`V+{J8uUZVQK@c3 zF-hN!40v)iMXPLwf~0StokLqGv6oN?tn9U_{k5qk@>dUz_pF~3q!vnysQrq+l(_4g zMtbVrSPe>6#Td!#FbJZmWp(gcQyJKoG=cda?D20$^LGle8?AvD4yv4RDBOyx`Eyxz=aCjZV*|#`f<7%p6bi-t+rP3QzU>_`EG49;x zdffcUJ`T>>M;l!3APVJ9{XRLb3%gA@TKtAACcM-T0a55|-hm_kB0{$UFBh8_g4KCG za;GMPab?ba#1r14;X{)Ld|el$rU_}Bpk4yzw&FQh53DuYRQO-wq!;UQ4WCZtPYJrpV<*`ko4)stNQnOL2r z17K}3H4bOG;6R6FA6Rb&Kki14NZ^ce^TWw=*uaW#Ac6rbTOxvVNN>FVJYeIN03d*9 zZ*Ln)LPJkjX2mJmMq(R>ScJJoDY{KVkE>2#0bhYn@7rVzoiT_@J1GfOYqqA@Df5v4 zeg1XXPPx?~xt=Prl>Rt&9$TWkf6JubcM+gu#@a=(_A)MeANnb!LN_HjQdkZ)0{Y`{ zMtKp>E*coS=KJeO#Q2M&ZZt`Z#vHs3;Dy~7ZHSJrF6b32S9&C7eWR&uY`CX&u`Np> z6RQcPk73(kWd}3kVdkU042|Z7`1#c7JBo8ge4QgSG)f%gz!NlA zdYs-Fr%09Da^~Q!m<93ZipRLeW3ZWze{R?$L5@x{R!XWL3WT5?bg3-7Ji;yT175bO z|8(_y(u=1g;@Y&OWGvOVu-`uWkEXx?Y8~(xSf1+K^7N6KVoOO#Mg!rR#^tc#Y{{W7g7LYs1+w z{a+ik1|ico@H?!vC6$)M`!!syu4ivx z#}A00f&-tY{D){DiPnJZTfxYoPs8D~%I0R{F*r&nx*y6RAz!z7peYt*vopImV$%P; zx&_QYF9242y_6Ga$N$lER$)=TUl+z72nqty-Q6JF(j{FEEett?w6xOQoze&c$k5$g zQbTulcYW{w;5(m_x!x!Cv)5YpzQ|gSmaEZUd2(W~EIOKp4E*uH=BYSgC(p;|e22h; z<}P5o1nge;K0RP{RZ5mg)#tH(QNqB}kS$KZSNsZo#^-i#r5*i%7`M>8BfrvJtjfMQ zyK<>bDn_*{!fZxz*DME!eTgam4Qdy}qUsdwBfnSwrj~3+aG4{WEFnhJ{>Nk2`PU5% z|PwWVp?>lYT(|_WB z2Pn^DzBf#e#zbrDy}9tMALAcE-?v0~V{0d`KKFwi$=_EDCh{nqUmAPktXy|IqOeNP zM+4qpsv&O$&iLzq#NsB?oU*GGGK~zOj45|gDH@0dQMY7{&la0@-a*pXSTd|{N&C7f zd)D=3+T+IzUZo4nK=yA`$N!8*VgZr>Lm=^sAQC7cHXoe^LQNBMqA`pfuNmSMSNjGd zjCYxmW@~(LQ67+`M8cp?a>|OF8aN)maegg&D)Y(X%Ntj%){*CxF5E0yRP+3QNJj*%$q?ZuH{Wg9seZFAv`nh} z_?y4w!2{tZU{>kt^Xr_xNBEhoR z@`KVNQ!Vhb>`1urFycNC!t?H2A^E;O{dVlrqNBbRhGC!8XDY1|p@17!4ILxnL=q>m zZE`&ke^=R5X%3%NDLM zN7%zZ*uOoO#PRCMf?GpgJ(pEe{4k@MjIGQV*RwoFnE4!jmLsa$68^FRjWw}$k?8|A zPc}-6D9kNc+J0!*^z%6a7bIGypBi_4`kDOd=w{Ph*v~oa)X>TN{Q!e|_3x8PA+=!S zHbv~tY=fv0>ne#L)MJNmZ|Tse_@lWGuiTSQ-w&1<%d`wgjb6qP{mkq8xn{^kMf%$Y z&yqq^z88fNslQo*Bs6FE|^nL?>Av){D$H8^-JxWkwuC z(GEs_c0{;4(#&z!>nrZNOhpb?xvcGWqDzjg^+i_U^kBy#^zv0BR|WivdL zRs=(tApqDAcH>AXIJ8qJWPnkm6*FzP&=87OyfZ3jMfx|(E3}1wHmOupQD`p5Ks0FE zDEss5$Z|jC_a*}d*Vm76wX;Ug%ug4};-}t4?-(^bj)+#tw03~=G}WnK+^%YyE`Mcr zV%zcz-n8$*+(?F*II@^)4AR!es0G93l^FV(aL$F_~~5zev;6RSJP9; zs^h+YOjtypMF~TgXnq|@Z=(N ztQQuu3~zTO)zT_Kxl|X`b&+`oc{hvrj{v*4G`~CwOg6E0G*oVPs9>0+gU&|u(=w%V zelfR&-BB?v8dp^uuU}@WxIJ4}ZZFNhUsmi<;6;-k|!9R5Rs?8ANM1U+FK0Fw#yG*pydCW$j( zT53V;va;kr_3C9KBPQb9NHmCR9Ph7@5~JTO ztpC%mGnsG#^TNh9kLngj()OB z(b>=b7JBgLE`FAB&6Z?MBnteB{AW9XGoe6IpV=W~5sD~(N_zrMdXU2VR!6MRs( zCAIic$`a7jEEl&Zk2qlVg)e>JSO;Q?$It9%PDkoSFRI>S7JtdGL?;^FfGnTjM7mszis~!E;vkOkDg2rVe}*-04*ph4?p4_c}X^3sMp-dhu3ncHVoW zr@cD`y4truwi^8s$I=~JI}(}U*juUybhM{C=%xrZEGwSRVXW-q3vTbT>ko+!y=uq4 zgO8WOT32rRdI<~c$b(6?Om&-)PY9QdlFRyPLX8;x<9^;Y`nc$SB}HIS%r$KFW&VVv z@isaSS5Ac;v1E6LS2S(bHN62t4+sljDA?C!8Tr!=B7sNU0*;)s!k4IXow?LU5{HX& zq2_o)3wot@TZVIHsERLuZ7=3%1E+FL!qa+J>vmzn*krn{Y=GI`R*E7F6%VgoqjsRhdvzEZ z*oNw%R#V{B=N@+3gv==_-9#Hs9kEs*;bbynNV@OU=)Gu;@Y7-ORvAISwS9g^sDKT- zGqhUt=y`mka&w~l@~a`o0Skt!ms=#!?4Ka&P!l9yetEj?&v3qkruJ3U+~g!W%pi|J zT;c;{>yN`*Cph6vuY$srvdt6t1UrOSZJUy#{(W)0#MN#<-SlHK>UI9n+a|LZDrzvv zT5f)nYOB1*myoGvp7#TV>ocPUv5o8Y)Mwzc)8b*GB{r%r3pLk7*SDOGwJbZ{;X6;P zuvzh&E!~$`NJ4&ksByO@OXal;Efsdgt#rdw2xY@PuCO2p4 zv-s;5g>R;HDYNQ<1+7iHUm`(Yl^@o0A2#N*gHe(T<&QBECcXCgYqYkp-#}Pg{N!~)zcc4)X zc!MrzhDLhko5=sdc-2)5D$Zz@)-H6t_4`%N?+|d?tke^XdUQ@uwyy~Ml z*gN%jhQi^&ZRD}f0tFyd4oPJUco8N&&HDpW(ln4p9@FdW#K(L=6$7Ah-n_6|sL%4yysd#%Ch#tGy1f2_p zr0Falqs5yZ$?hDCA1FGJiSjWnDtHA0T`0%iyGyQE?nwkRZva$;Rn>{;qc(-e4=nes zSFK8lMN0JjdIIjdNEQT4FpD-#o3q$>%W?J!0%XK!=$lsZ2(FW~@EFglZieLZv_(w) z0X;Ay#KTycc3fXv;T&l2`q#3T6pXVR^1+JcXs5<{YiN-0@XwpU3EhPPaEymh5OaiIe|FpKu#r_)jW zh{lpqgKWu%>iKao-NV?Ovgdy$=h1n3Tszv8o%_p_gd)f~aK4|=`w#A7;3#I^ia9Gw z&j_mbeyZj%$ZjYyTJ5)!r#*%G9HpeU!6*i!Oc(dv{AT6t!S`c%bM@@KEBNlc-lHUT zkuc##k^(=9tE&8D*9Skb%gJ|V?aFD8SX{aPw3;Qvs+}eu44YPsmT+Oo^;L${kfu?; z%RRXkb41!#>0bSzxpuL2l3-%#vfkY3yf*e8!3jhR4=h`7xq{WqAv^Vx3D;gg=i?+26C}N9GS|#0{#3 zWn<2qa=Tz$C?`@w9H*sk!*+?=8IZ}^e2be}K3=?MGow*xJ z@yC+h)3c4$$oUu01d?s0qlEOJJGGXrUe~6aP#%vQ?z`aB3nzYzfWRach88@3t=(($ z;tDQ~l!0-@6WAuCnO=4d$E$HkJpiiF-@bI`lL9vxzP|jm=K6_RsA3pYYvu#M7L)o( zvPBQ=J^7S>@#b8)HqM>xt*wVDq=rG0U|1_1$a{h>W z>u%ebtMcZ>)^4aBp#F20TAsn~bPKZX32gF1w2hs-ZFx-stjE#r6BSAaAImY01Ge5x zLLGu&a0J;LXZ?GxFldr}EQUW;Ptt(iJaQEWapYzbp4LRm4;j>Da6$?e=)KvX->xauZo@%TS zDXd(hiV%cj$du0)CGP0A{PK@v&V@O%x4|SY6qXV7HN5#y$ngxjD+$hEm%~AbHVR{D zAlEo1xF9P-iCMDH$;bT%szN;8YvUUF>$j}a+52^)aFCQo&wDP6#SI;jhDi_n~LlPv!qm4fb-={kp?9x4I6=`u57x5xdns=gXfY zs7%g(pVuDvZB*GUf^ejTuaRb%7WgspOdvWqcC9++=6rgCs@eO~yV4DTf}Zf7KmaY4 zSG+l&&4;SGIsWyrM(ir(P176miy%+v_X#biI}kh|fkX>Z-B3p8;)ap@@Ywrc5>Vi? zwqVOM7<}-Gw5yyQVBGRz`DSi_*g@D%j^j9A23N72q~J+^|3r)Q;H$kZS#{A8C0R*P zddbY9QR@{_ye%IIxH2cv-Wb4g07zFxY?p4es&Ls3r`$6q&>s6Ig07YopM+haS>-x< zmPLdCsCU~rnW9+U!*8OD`}c)wM=-Wf|D@BirB4sz%Zq&z_S>fySvfx#8LmuFBiE6c z8V=yDml|N4!)0&#`**UmV8CcC`YKj?xb00F{(WmHYx8cKqG_y2%nX&nhrKsmA+8qb zJ+Uxg=4BUlXwni%a`9yHd}H56tX#-$fC`!#_x9#9p7KGl*tW36@qIU>SF|WmSxozB zG`JP6gu*g>G2*+b{Y&=gg#U@y_m#x2)ydXDU_AXh(kD}RDaHmK5Y6=Ewuow|v+H`Z z7*mF~7q2UkAF7KAK51p@8Td2K;aR@%PPf)Q?$w(zj-qjhO!`mbV~>x7T>?-?@oXT= zlF-EN9Te`!Gf@~oyP4lRi!Wx1K=1+U$yvadSawQe1lXjU#U*p9u`#(p(<1Hmad_u~ zh5v=%Y4*^U`8CU9O^XKdiabx5@gJ;@g6A7bYOu-i%Ya!<2cV$T4goV^Ip(|qTw7_0 zL1r0sh@i)V^JX9obCawfL*6@k1h~ zk}g?}?wlTi4V*tYrP-IE85T z9AUlmCJ-hOyknAo63ru?JC2U6E>J}5#MrXkX66Cap#t6yxie=JtbbTGZjEnHBYFG( zx+?5CCnSE!iHyPp_a-;P)Wl-if`5Jpf$7j`@RA52~BnAOmg{U%9FQ^!%6r` z9>4u8hb9)<86w&zI>05}qUvx`S4C4o=ODeTlgp!O)8)fLpC#8Pa_DWh8a~COW)yV) zdzQ2SWDtp_ZlcFsWn@Y>D5kLXMUS)L?+_tL8d18+_X zHxStW-wUwlO^MZH*QA8+xl3g4Dr5In8(JJtD;HCV6#8) z1%VD}4O{l%t34wJ)((wNg8t@Tgv0C5I_wZ!TQJGQqQi+9{U_st}^b68T6@(OuEl*V&8tFncU(y}=igdYjL zU+Mfkl5TK7t6sqpqPi6vPExrP6*gh<5!N?P*_b$#?wG1=A8YZiZQ8H>`?G2U3ESv6 zGD3co8vlS~oZ=tYj=f*9`5vvIh}dmGy+LWB_3gSAt)_b3hM0eB?N6!oM=>+v`Xc&; zKGaMW3kyRnP_xyrn63Cz>yLw<eZVJ=a?Jq0Bf8ka0EkGMJi-9c#1#?8Ngpk&} zyqM3awTOpFWUQjtE{)J`eb)C#_G~Hqb6}i>7&}9si#|a7S~k)k(nV`{@3QCMp-r@M z7tLYjx;)O4V&P^xn8(TQ6?Qb5r$OsIi*^e-ju%6us`&AeQ#KTLsWwBv6g{_BrU-GT zeL=?!Wb-#)mR8~e!d{+5vEo*(IwYSqIXF5)$7y65{S^k%r;dle@f01VsF}+{t4sN1 zg8f9V=vq$KF*hp7@BdamYk5m6xHWt*+^E$VA%^Hr z39Rj~vkAuig2XM&SzvEOprxL6S@)W8eOE|kh}Nz$$sGBmpC@ogsh!P=-*SUrB?=q% z*J~L$ubDFhXv235E}kCE-X8EtR&-~A@~X~8aP>RcX~J|uyKlAy3Z@SQe2nKTe>w-! z*A|?&>nzvf_aiY*%wrwK_nf7+*}JhR(mP4p8g~SCzpjY$wJMVmET?kG8NK-)&{=S~IT&oDe z;2uYwN0Fm*oCrF?g*YpEzgA@8#I#64kSd^6bq3yJ_&frf2{MI;d&;^eotKphQT%N? zLN)s6K>WWc8Zk*aleP-ksk^UBkpPo46K{B$t{A?)d)0D`dUbgE%=~g6O$tg{qSQX{ zj}1svw%T|-!j`JaRg`Z0h-nPU*Vw)`ZIIBbGVwIlz6MUV4>kYl-99ke8z{@dy~i6S z^*e!X@IPfTBW!?Ix4s0Xg!EbHxgzHcq>H{R4G^EMwyao&U*X@5iiFZA^|!bp`i^Im zx|ew7sxv~UvbD^8D-itST5Qv>mKlaylMW(&6G0lm-`ii5>Wu<3ZWb!G6-y^^74FXu z6pHC@?XZ4CO?T{<+=2Ou25GMcWlb5! ze^&^r>*DOVam;@%6pF9G2!pjVj7jEgxuGX-3nA3*F`IBxkE%7r<8klR>T~_q{kO97 zT4H`%7Ed$cyP-jcCTe}w__CqKZRfk?kf9%<>uHjBHcWm~oQ08e5j6j^4S(XVeWx`s zxcIkb!8u0s-y zL0qq^KjcB9xXtaXYa?pRcCe2Umdxc;=QCc%_PGv)nU`$J-YNgg{In7c42)KN4yOOU3P@l zy?Zwrx49{yJ#M8d?Vp}fU7Lo7u)Ih>5i%PoA5da;!*c2P(XY09Aj??v~WO?rlIG_ioq@s0{~qqL&1Rwq z6OO~eoi%FpX+E350Y2hu6ca@K*UcSrHa#JiGnfc&-yblAG^UM0=o-4U3{_;mg!aBH zePMqu14meko9`b=&mRa7J3pP5Bi~J+a9W0E$BqWpZ&_CQWU0#$!gg*Iit*HE8wJ9Z zdP>7hkbY2@cJ(HP$0Lx|CRf)!(@CW~@7W1m0{cK* zw4|ghZ1df*1tMAUtWC@JLBr$9B+L5M=MKZKM(z|QjU-#k3@6=T)Z4)d%MQ({C0=Fz zX@2WXITgMF+C^*8Ix?KF=D7}Ck>rv1QX($U9`~sC;efezQn_t<;j(WmNkPHy zGOqKjs{5hGKUb5|;B-999QEL!B$42dn?#{^{d6$=-#r(pynM3Vake2a9T@a2-X<{2(Fb zT8YZK&(ihIrRUV=pu>`7v9G*niJCMRip3AWsyT3^5~OTt#t>IB)Vnp3X>XBS2gYF2 zUZL)60$19G&Vz1|Q9MezQxz=prUk51=ubzrmEDzMuLMy!N!Z0p0_H;2^-cIqR~G(B z)~S-qg|d2F4+=Jn_2E5cwe_e&5q}#FFfQPcc|;aEs++Bt&**?IZ%o|&CY|U!Le8G8 zJ%ckBNEb*csws7g7n|&x!(&E+e(*WpY?@iX2>pINlDno9<%^#-o6i1c+G^% z!$50=V7PRq9WaO()=5zKmu++~=xsKDAEd#ej8IOtLT$_fcfALbkIy|uo1^A>WaGU(~z?r zUM}j!P`#55Gi0=3y^v~~i^Y^Qi~xk=U;EaP88U?asg?-;FjOU+Y=>TcnbOdTB8T!y z(Oy}bv547EZQZWQG|UEA<@1zbh0*#sn+@L@rxeDemnnVNSu4U63E<26&IFaROMoX+ zAckbCcj7Yc{8#2vIfXGR>8z9d5$|AiWg!rG*_IMm-Ir6A(oF>&ZiK7 zZ~k=<_5p2K=7vPO&deo&{N?3bHF?!%wXpJUMM5323f~4!ZJ3&FI5QoT=hKg!R0&Q= zk++j0(fk_Nc+zj$>hCEy{OEii1jU0L8rSHu%fM-bqnI%LVkedj8wQFT4x$OT_5t#r zy_-MsNHjN|%&SxTbZ*fUPL)p8WK{BSd5IJX&_Me4&vcIsTc+8dp>zPeIt&|#vlULk zK~oxAP4u>U72h(ip2kJ^{+dvH74&ARA!7#!8>TZi{FwA0d?Vm(`scH|vN>DNoMup4 zP{YZ?kU~gJ@}L(#5u&-Uf%Ctm!;*j9c`S{N11rY5rCsknrZJ)$rs#Niy8CRxQi1S* zRsAgPKrMRFkcsRJ=E>C_ydexWnl1O)q*tfASI^;r@Gl{sMcwx`8r_yIGqZGclXGv+ zI$W7c$v3Y{n#N*zP*+zpm`pJ{&2+$EWh10N+f9?`*h8yYZXxSc&aQqHW60v6N)wFAnDxsUb$F~hryFk%K4Y0zcVDXWqrc;D*Woe_p#0`1JPJZ7l8 zSFa&qGiW}X&t`Cn(3q5saBtN6t)kpjD)DENPBP7{`ei{tkxEXu05FZj*tS(5PigRX)0P6W<` zfbL@15+&mBdKG;Le#}}I8$sf!Dfb-ZANl)=$QzH?+G2c6v$krJ=el|OSR7^D%o2@6 zYG>92aR3HnVACkkHBv2Gc!VP7M~DRGU7{=(uwdjL@I2Hw;u>&Hkx6k+pe9@&N(0WF zwg=VOr*|rqK-E1G&`9 zSG+PIpJ@9mQ+m8r!e=vs;sMNNR8Dt0T%vVv8elz=eihha6PBfI;;AuROsWD0fLEOl zUL=fdHWb1~%^TapLsU;W7B@X_Z#MpjU%q8#H-+;tdsEuuf}HKP^}=!o{dvQXbUo>M z=?673jWW6w9cI+RON2*&h)dG8UIkl${DM0Txp{fxuG)lb2n;`MC>Yf2WI!Qs6-|r3OnpT zns$rvIxYjx6TVHM{n&0ZIQxRI;SE8Op?*K7(+rvEGkfl7>vR}8Zj&cl!|oR1*FE+m z#Q=T>y*~U|2wMez<35z zm6epI0!pkt;{iuav05kX&q$>C_7ZoQWahqM-G#mH8USXGsOvPKcwu@cq4alX1m;9x z)q`G{mz+XY;SGE`#A#tpzYLRmdmkT*;9dE42Ls;q6{}p0K5hH8%$~T~SmDydy=qNR z1c~g$XR!uF>4;wF^PuQy7sc|k<&TkssnDhu^|<(rQUgU(*f45Q-N!#T)i-hdViIEW zIvZg-4Rbo(=%4D!vvN-uT>}}M(Q_Fvh^L42entK+^Zf7?SOQf;pPn9ceKCKgIRxB{ zjvG8S!Hm6;XljHPqmmcVVasd>->Dz~DkY+bESA6a-}Y~p!TB?+e)YCMD32oWio6_@v0$Qcr$}R0cw$ zYRs~Znq#x3^36Sig$DEro$$YKnzrBGk5N~pI@rF(V}c)=nZct2)jQT`&vyN((f6du z!&G?1u%ZRxZC=QPpL@Lh-(uOM64x(DvJ=$8eC*s6+onHO-nFy5O(j`o;~)61bFJ!8 zYeyLEt|OnK^K|*1;UOK>A1eVmvR;^P3ZIi2BL94SkqdZSZ3y3$;t4Oy`UYc!S-QNC zuOWlzrnhTUh_oS!sa1+z{ae=|;+0Bcisk@G>+gbo_n&JKzYmuBN}z1sHu<*WY&a!}CW;8MoN;{bm@|Up4a<6*0%*^@ zNU$gn%}YqY@)U{J;KUWZm^T3Ku4EQ(wxqA;tMiA=axPI>(ydP(SxBIW#jgi!UW=y- zBef(2!WQK<8ulj6;+g|``MEfVnt--;fp`UvvqsE4Vo(GnY-C)t0lznkqN|QfQ}1Zu zFr8f(x^*|YD!+5!e==Y*iwK0CkH+YY?NiP3W4h!yV9V*PBZqaN$EQ3%%To{#+~TFy zWx;_=Qs_=rr#IN%cWA0>J~_U)n4|)B%ZDVD2V~ciVlPK4w}j7qhlzbq#c(zj$h~Md zdNo#mgGtI**4^dni{8;fIt4rY0YZoBG}dxsSE}38w-?}8(vy7JYq=@SZ(&vIVc zytL;Gh;ZNmbH>Pt+$@&;mL9|GDh$Zdg;Cp}m!On<*!0$dNg#V7Xb~Cxs^+m^izfN1 zT7$P72IbkNkv+?Hha_Qc1hE>$A?=mus?<;_Y2S+LPEL_p(KAZgW zd1?gEtefm;z!-{wqQYzeDGNH;lvv(4^TBoISupM{Hg>{l|dTf@tj(t+W#*TB$F~=hJ zuu);%oOG@a)iKz|6A@{qkkifXZ2NQhW~(BFx@(*MO%@y<`#G%q6rhJ%^Vj<^~XNao71Zg%x^X3L7;(xrC zy%_ze3UD_|3h*o9&()7rdd&V3Lo0RRc5k=(+b&UCt{QhY27`+I4+~CZfx#_Hl()xe zU1E}FT=Ur-2A1T93JjrQD_7Dcy7CaM#5W)?rIAKwxkV(aHKk233#5imX3Lb5PnOXT z_b^$!_g5II`yH^joup4cPAAtvNA>rsXvkbG>sa#^iC2PsH!^dQL39e|KRZ-Hvu3 z)+3IQOTjfLcl0ZN$1G7f)co%}Wv};N!0{U*fy)qPtPr#>V=n6cHG>a=VfnUBM+=)3 z0EbL-Tle~H?yZCNkwNB3QzeQLQw9$b4BKQC7aNRSGmDi-vHeiSdC@i;amUdZ;#>LY zXHA)p=E-&dh?Xe}K;|^QIl*wFWqO5`JYu0oqCPB0uBPabmi4sseH*2+$Kzq*L+Ggz zk88qacps`UHYdDY@_QKl6YXp^aQc4_U`2GMgTN{dck+$-7PUamj?45E-+^ZbSMqKD zMY^{@;k#|mcos2@r9Eb@Cbb%}zh*Rl&c=!Fmr7vCvkFP_!|0QPUv?C-(M7XqKHbCv z-Qv;jsN8C1$^0V%HJ0kpKi}WVsq=9D@~7r!8c*43%}O`!7GL#1%BoOa9uM02d=PP{lUWp|L@W|V?`5c5=ag!OyzZrA=k8@ zRa|f|rvJDyRKi6tT7W2l5cle=XW|huZiCM+ok9aK)Fn{V0vGRefd+%C-toNE*zzfaX5}? zlL-l^auA=-aIt<08fl3&58v)LG&6>C@=f-v*sUupYd0dplJOs{5a}gDNkNZ`er)kB z1gEXbR-1MlkA^K5FkOMel1LDm44icP!xZ|(BFB@3PO(-@#Fix|SeasHOax{zu|wi# zd4l7){4nGW$e`MPLS0t3x!e(=KxU96lixdB5bqcQpcjLC^X2_>-=$F~|I(Q=q4^45 zsmh55RUiD(K=y51U-58vesn_vlCAb=_EhJPMHG_==qDYOB*0{33Xu|^Qa>f6>_LY; z80I7m5$BkQ_$@pG-u?&N9|od?nNVxgI0GXn5~k%Q=Hvju3o-W@(hfkmm?&}cNp*Aj|L*VkBya-d`I{G zm&t#>exkF_{q#z)1GT!hzN{ptJwBT4jAbqs9aq#Sj!{f5E;G4XoGf{b-?v?o&35wh zy?SjN|1r;v+sk~b=`}SSy}5fg5S($oeofI)Q0Kc|Pm9~n^B>KBr3xi~OPO;#jc^V+ z$>?94Py66$pA_V=H2=98I@-Bok*kSctMD5PnHN(s`yN#;jot=UpaFChzm}R!pL4~ zk=@~<{UhDWRSpHJ*pzosdUroEHtR*k>@_&QjuooTSWw$8lUM97Nw8D0U;qgkCtquzwkB%SmW`H45kyl+t~MZ$wsL zx|Cpuha7PpYKW&^wYJdzE64g`)`Zbm#YPh0Nf799I+=cnqW`Mz_2IsmM&bq)CIJbQ7>j6z*b$w zg+@z;_z!@@RE5Xlm3MOUNAhK-?<*R$MV$7|DG6e8Zl8z_9sh_^Wn|V;S}Hqr%z#ar zz5*^Y>CFnd|MvnAkv94B49aaoXUszSW8glKjQNw#hP1n3N=@8-XID37gc&7oRUGuW zP-e3~yH_b47ThE@Irc6oA(Zg`lqLpWdG*KD(lR;FRo$KpvQ<{!yDxp71H6JjpIX8v)*=pT_WZBs9<6LLooP3^7SD z`t5!^r-|{bc4rJ{wZE4?ZWrp;;Ld)SKVP!2QOmnUFyAijw$NzbveK-U_K)tiv~Ye_ zz1^-mT>Jh*Y%-=)42G=1{8JqHWUh~h!mNx}*NSFy;CJC9TKy>|Bxok7I=L$5fN_1A zxQbFMus-mFOe%mj1rLbC9=F)MY$N<67;WZ}Q99&}cv32f0Y}JAQks`CM5qZwI=8(A zk7|UFY5vxff&czTX^y1G#$sY`to1YLw6iiTX4C1fmOD75@y|n@ee{~Y`E_dJ7;$27 zu>^dwr8dt(y2c7l_-*yyQ-|kU*|GFGKC+*kalEvNC#wJ2;4bh2i5SmfmnysX6Zhv( z7x!E=eyDdjr8$K72@^9CP4F#`rE=(jRa|Z6UtQ`od&a|4COq=jYTu7j%-r z3!NSb2|u528hmV#L$egB{0sr(T`!H-dC;lYuh$lL{Wa+IHLeL>=^nF- zH6l_-e>8Hm4mgW<|7AccIWI@^tK&gNN8j*@<1IOnhHtf3jOh<3aTqoU!}I4Lo};qN z6B0Jgcr9Dutic$64Rp+$-!58?-Gib4-6Xv5Yqb^ZthM5liTA@G_o2=1X&@od^K#`9 z$5H-pN`Bv}Ai22_w>h4L>*&X5CVK~rmi-f$9bzP?Ybn=D^HPxIH{n5`%LY{MdYt`z z^6|b0LEf1&nT|y}!;!#jU7&>i z;u%eyjp3B#VC{sIVrv^i*~f@89;-28V*czv)V>uz*vAknDs7F&GU)&SM5U||vSX1a zfhsdp*eH1j?WKfx_DhpCe|aOr1`Bo(gb3XPod`{)H!_syA<>ssTEDK53ibVWFM1&G zD2IWX~>fhrtD!thJVQ|KU%ThZJI_sHGj3 z@vgVrvr2pM_eBj-30%GDA?}qv5tJy4r!45Le#^rCR#>itd-t1Q=Re8<`v)Fs!(I2Y zG?4XEg0ZEKjdtS@~a3_Ok-Ko{qb=R8G7ne+k;; z@e1nryNLTBOKOy^e8Kq5`dHa|i*ADZ#V&^Zw|-@#zl$G6N~Rzh!uQ>7ueDFXUO97^ z2y=cexFf4||4sx=T7$&cvKmZwlk(P=0;%UFA1P@{T9CiAPV{y6Gdx{df7FZkCh#9< zsy2c|#>K<9)nV1aY?@LK9rn_j6lpuWSs*3!(p0D!)t@F>i>7OzT85<+dfG7!LW|`c z{8a*iyi06y6-;sP{+<>QOg%J+3&b<{o!zc*hH&O!!NPj`HqbRAf;db=GS zpz6K(ZC{!S{Zsflr@flnOd9s*(Qs(5fWoLFd^!k>ja9|y7G&RMpX{GA|HBV!7fb|# z9L;xG;$>Ci+nI(T@>)j49A1cOOV4MwykoR!4tsRJq5M}&{v_F>PK0$Q@5>RC?)&tbh@kKj`u6tJj|E1L?#YYqCiJ4g zeva1u-?@kG6`%C(%bY+!D-xs#iftA96qLD2#x7aX9b0Ydy_b2r*?YBw2nQWFrL4OA??Aef97d;jquz>JR8#D=?2de zPT7C(edzJrsV0}RkmcyLRV*dMp)#toRkY~ z)kS3t^5b1mLISlNAkDbi0ymfM|2@XsKLgWbetkwo8yn{tN@~>N8R%nW+dyI>mI@e& zhN?$s=-9i3{i4NZ6`|UJa!KWsJ$hp+3xBd?>r((ST1q|yQjQhi0b)@jY~q6bHfgGs zCtQgvUMY&Zn*?#S+bC%&ZOC{%(<*NQ@_QxMR6H=-w;a`(O^p`W$mtrT%bWLy+T<5*&)eT@@F9-yeR0t*tZ>0(l3imU2?9dwjE43d*a1Gg2l1$nP$Xa7W@rYQj z9UO`_3i~fd+(AuVBbHa{Dnm|j%!m&!!t&Opo~w0^9_4TTMdN&?-APxqX6d$>MeR?ZO~LxcXKIrxti z<5)i4eftyg;?TE~njbSti^v_O_%A&~`Qrr|+lk)c^eBG4*(3-mA5t8D3PW5d@T1F$ zvYSnfD1hP2vRdYvxG3B^;lzcH_mT~7RAQGf!AxG2Wb}a?H9Ufl;y%`Oar=$yCiMJN z4GGQ{KOL~LwD7dqStDgKvbA+4ul1LT10-2fXZQ$@e4D+(6iSO%lDEeS`&;i{eg7zx zozvbTM9Ta}6*u{O#o!b@3uvkqu45f7C-eIxEJS`|Lf8KoajausUYS-`)zCi?!BPS( z=Hq3mwh5v+zSm(Kb(r+(f4~ishKRsq@lm<>pU*l3#O^s_em@?O8tjyh?DhQHk>ivt z&DY}{fbz}~TRRy0NPYL)n;H5K{WB1spii5$wY%qQ7?J5MXU0|6BcUaFrZ&(TaD_W{ zajVVX1!VFfqH7fWO?|+%+)_EzM3HOEf~Apms9${jqVC?f+B6cS{9`-dIxy#O=1B;$ z^y?;C_0ZV02G9SLEJfmC#)Nx9p)i8y-oq*1oMS6YIs2!wKbLjXOv~n0L`8a<1s4T~ zTQgVLX{bhg_%vIva{9l4uFY_dlpf=sRfgCw`dmhq-P=u^QvuAW$6nud8(;D4`7im? z504qNcT%gPrc@y*+2R!LVtyYG)`UJR-k_(u@#-;h#*ctPaU&)T(u?8NM33ye!u@NU z!sk7zk2byIp#10mqvAQ8NDUpLbTyjU)_!8+1Bprh%Qi;v=P)1rqWVcOPQ zt)yw{#8`BjgI}tM4YrBVV?sZy<736)2Oe;R`AV0-EdhS4I`^}GSl9xm3bi6MiEqE5OSWBr0x9 zzm@I0u>GnqJXod%Csr{%eo{fmXK``e(fjB@>K)S(gm!q}I$_6t$z_$A%aBYv3wZBb zk}n=yi$sHU2rY|dJIF%)^6ERX!Z;{e2|X8Mn?&?>W z=tU{$LT|2E70^%Q6F2$+9)0*{peKmDHfKtJ;D&Y%VixJ;~yu@0I)ePT&+?vO+pn+w*~9 zv{OwR{zUIrxaifmbm*F6`~Kq}vvX>NX-O*$5<&`sk+2`?>07IMyhxTN1>{qNQBVvR z#KVys!=$toxZM1L{8XF%k=)U)fK*VG6j8Lb(+^7vq2E)4}rVry>NwEOk;S z-a#^{HliF<81K+paBfRw&DoVT947pSOq2LW`d0Af6>xxcao7^F!+sf z6*^+pNul!#=7~COkz@&6y*=V2&DhQ74nvnsXml<@e+TEU(nui++|;STx;G9|0QjFQ zHgD9@DVuIWT|!Q_f)}`g=a{TwovaiKvtEy0%~2OxC)__vN1HNYlYi4}U~4o_xsZqH zPJac})R^@1*xe3o`vbVu_1p>sY>~b+`L615*veg*=mwikcI34T%W5^nk1fqjQFlrb zP`r`rHGmeDRKrjshU*&0TF`;{d_;-LkplEBbFHGKr5HilG6q14_^}F?_leh>j zsL(b6F&-N~tiygw7x<|+f8S(MBd@dUBU9eXVs@c-4WclE>Hf|dxp{-=7;ftSX`osG z0JIVps~7H+z-GAqzQ5v3U4&dwBagKC7{0>!V(O#F+%|Nf=5!T-?wxd>(&-EC_TIV| zcMz4-_C!GHdDTd8yI8lF>WaH3sjUFt(aS!`S)<|8WfOb;+6_8S2tr@bg^@PK*2C1h zxFe%@X4_q_-e7JS4gf=LYVFNLDLGGV}{x$R7)|5kN-5G@He&u94|^X zBC34HCpiMWtd$R~8^?vZCUM%Cb7=7}&4AI~k@A&WeCjR~;{!u-y(M?xf)vJM{HkYM zV5mXk`uVye`^qPwhmlrdn|dkwP`$Fxs}uliwdH0F1-@#aZRk|2=IWoRmL7F;nC_UD z5~Fr(rh*A~Wb7UEKX}+EbTwx zU$^;g!{;cA1#PO}zML&5l@PapMTK}F} z9V;v?I4g1|a%L$-M99`*{)+%9sS@lKggjbTV>+$2?7e!DU;T5Q1xJrr0L(eADcQ>Qb+N~JV_+YV8mEcYAGgncI{3wu_$3nza9)ZVH^G8I4s{lg{by`&mljh zUN2wGXuj@k;FnEaCY{4wdSwo1QxH!o_=8+GFq;L`i=I|BA1CWkaBkxE{hgA@nV)sG zR=9LPo{QnZ))q*|7w^zp=(rQs`pviRGu!+7StZ^&UM|XaTia3i9agE3iqZ$oiXCI* zB5}3a^r0r64D>SKXunJr=}%nHW{Rym$qS;B_*6hn{o)OPAt3#8)h!>F~!N(H8kz_92k`=lz`_$ncpR>lTWY zz2=LYE1_Ty@z>VBdx^kOo=>W${f}?4T2BSncM2lZ*%Pa$`xWxN0~!a%%ss+D{|CdUZJ{3Fbhq9Ad-Q<&8hLBhXEk5^;cQ_|=imQZPJk*Uq0V@MxQ2`lx)+v6 zmIr2Sha4UaygBtdr9-3u$}IY}FZgMQqg4sf$Oe*LVJ0?C2Iajvg(_96up2EG6^S1# z2yXm1N&^8L3iPpP|Bi7k%kQHaJwN0BsTpd7MigN4Q~f0W*ka@4hK+TXl9i~xSDPptWguP}|y#tpY{GW1q)KhdU}4##FV zjt^P$e4N}`E-q{Ko{ljpw7@v2Ot0TTpXgep;U1%SziT#HbBir0b6NbMKP`q8Z4j*u zMU`O#(q9ib$k}Jpc`p&;IGg~S0?AjPm*H>Oq9XE4yRypl!|98YOqzAfM1$pCp*kte zOY<(r+=;lPUVN-3+0CdEjmdsdQnvzNq}Iq-ClvQ9L_ovV_60wDYVh9qJG@$Z!P~F_*Pr`^xqj#idoL%mmgCMZMLf=1j%WpmAUigct*0^0@C)wjFnM5 z#K>Gvw6ZV=!M|NO0dT{_PzvT~9g1||4s?p90ASQhmHYB=8-o3!%wJ`P+{lHZi{)t0 zGCopZxDmnmJ@HI;(s6{~tA^qIV{aF-@39e;deaP%E|FQ;cod#?`8zhOp@-Qae_B8}LtN%C=(w>q_ zc*B0WR74Bbd+oknR+!o8uFK*~%vXGh<|{IBwP3&)++A|hTv(aTbDsSHG`a&l)BRrL z%RBG|2HPk{`%&0ksl3L%?~>x$ZATt9B#S~P#qwi∈>byfUHLgrM`LS^xUD-!WHU z>txL3r1$w^jO z0L+Cwtw><}GtPi68`!l9nr;7_VK&EWes~dEfHyjS$i;yACh*qFx=M|Uny#*RlKSO6 z4Y;mxTkh8yLp5JDF7Z^^k&{(rMPVS~pZLg-?LOHEckLvq< z8Hdoi5}+%-iOWDIp#aSjWS|9}Ib*Y%A6+zC|>dJ5#=&*6Z`GD}%xV7I9FOg2rH=g4CzyG_2bw@?)jX<9v@6Zxo*L%f|p z!DEB%xiiweAlS(FvLg7hA?so8AJQZOkurMOcR>n_1zWCj^BE*CTLDIrVxk4_ajg#L zS{-;Y3yh^6bT9qho3|&^g1;eKqNPYJkXJ-C&2^*a4ZmCr#s}5ubQw>at`6~{^lV)Z z>xfoUbw4a}pOwoKZjNBPeB?|VxT$VwEza4T6dsovZfNHpbd`0)o()z8ilFrQ^_KjuJ}Tg{*~dSsc3i@w_h8C%084rt?4$zPz3ZdW%43-O#Hr@ z*N-&7^BBOX7j`t&`B+TqWOD$O#AflLLY^DhNJ73K%X|S`3)B9W%_~Uy6CE@&NnJQ5 z6SCz6!ks67OX>>ai^&wOX64TU7plz>=xf0WWHw(p&CmZqi?d6G(0%Ad5A=me!J0T! zt2RzC;zzVx(u3I*6l&g>14PDKNT#1+IQiqylD~aTNB^lL+9CEdcSG6tYtwAxWLbFs z*_=nlZOv}J#Z)|Fnv=DQA-$k@gJf~PK zT4G}ln^P#>GjBw!d2QZ6{vqnbn9i2|4B^U2vHKj4MGDgToV*c@@6Je|>>TyU+6xl- z{I7VAM};MJ_AJ8e`kh>%0_CBYXqiDRGjCFJx`DAR@OPensq~u`y2;t3R?^+Ip`RK+id(ynS}%V*e1-tDqo_s6WHmhEm?7bp|zMoI=u%SZqg z--%3}$+WlQ@y{~$-2(sAs5-HDo~{=nX&jg(h-vMb=FU?=IT?}hNRO&8PEsuKGY~|j z_9xH8F9C3Z*|cm@0qdVu6`nV{jtEmDQco2PckeieQ`JvK)Jk{X-(Yg(Cov$4afgJF z;NwG2n};Rlz@!U(ZK>8!Yq%i{BEzVd{SMbI=h#5y=YyG&&*C)oeqPQ@N^rd~21dsb zI=k<1iPY31FGbz;yqG5@(&W4*W?~Se+o0=U&X)Q;sA~A5!U2F#B|0QfF|20htf(IG zYO`NjXKI)$X4{p?85(Z#NX4qRNlxxb5Ewmo&1;(@mUYg+-i`?F#eoaNwFI`OUNTy} ztrYil2>T*8xZ>VN_5$wFiiPiZaY3x5yUMf=BBDEphCSb%W*8*D*D{oBMCT0WKS(k2 zJ`2o&(GtS`1vwbMABoU;n_6BW+?s! zC6_hnkd7`0@Q+1SqLJ)U55#h3wIIz%sBCOwLHE4Dd35mAW5@Ju)ee~E+ZnAj$v6@8ML zY$FfdZ7ZE}Zr_&G^DhfT9c?rHNW@VW9tgpfmxM$1peuJZ#JKQnc`3cky-1s=Dfgy+ zIyqT|oDTIVYT3Jl-#jupG7@EGgd>_PD5ihH*?5Sq$NC7YCN!I-1i-Gs{{3OmscVOl z1#azDst&W$)L~~;XJ#2)Fo?+#F{!zdI^UT_1}HM|aa`wAvU7-Z-JtuB;WIpVEa=vS z0nybT`y|MT+ayFGp5EDJ2{&5qZg=ZOq@cQu-V^V-^@D9f-mmd3o}r&Zy8j++KpAWO zQd87kNA2q^G5I@!1tYE_Zl6DIE4FIc&qJvSk9geR5;A;-sn9~>&u|ngK!+0-qUvKA zC0(1cyCP6;dS^`y+c+n+A40knZ^!ZxG~Z7wbH9Zo8t~N&wHpfEqku|KqzXEJ7PV(K zP*rfn*WVx~yp+Y(-Pazg<#}2%@1{$Cs{0?gB-VW**sOybFz^>BrA#&@UHz3&yDLtL z#B3}Ex^K%P`-7Wz2Q%a#5ufIqo*GON4V$koUGgwT?K4a50gZ}_;c#<^%||#AH35g( zFC=BYE5aZata~QYoJIPwgt&2a$+96Sxe--c;`LL;tSP#7gZratnJ+ijIJ3Pt65O;tMows*bfGa|I-3I%A0kVV>Ol* z>@&=a15C3U2QIOY7i2=9B%?gHFO8GlfjhqH$#b8!@9HT>K?3|g|9G?2rG=uGajxcW zq6V`?Xeh7LZilrpmuB(*8GHCbUq=|XLSveXKww|PbRT_jqI2%W2FG*VC2&|^)0bSW z6jq9QWM0eVdXhnbK%4p9x&j-uLpIkpxtm#?^rOje64?lhA;e3@tS8;|^}&z%M1=kq z=%O&@<)X*I_i%RtYif_+;^FHQIu+>fz?7I(JC#UL`tX%*92zq_KTj+-M$FH8PphLU zksFh>A>@tbe>^f$1&fA8`4j1q)L_l8*}w&JH}MnwP|QsA>I}i;ixLm4!pTq*n(qZ3r559w_J#BH3^4)ARp)@|o8{>e1Zw?sw&@%0b{pDnm}@<32L- zJ8l~p_`?tCtdi5_Gm2@kIMR^^maa6X8LwaPj9MS-f9*ntAfxGA{4+A&R6YoOQ?g5{ zFRrd<$fN`nzB0Y+)bF(B+MzlaSaquQPsIRLz&$C5x|rs~LLdd-iTqccjG5lFOO$Ky zdIo)srJI!{=T1%?-2hJY{`z1e$Xlv>9aj&X*Z+7IA{H>j`o(@;5Lt1NG=!D^tik8? zyB{Y*Pfzi@uZ;KfZc3e@4Q}uj$ufllg>a;glJM2K1MJ&uf@-*o+29fa5NHQt+_mj( z%eZ~`EF{W59I<* z8z8D30`128P|4e=PNV#LuQEdvDbIqZck?h9pcR;su-ri$l<1w<__Z^E&n^TS|hf(SVto+%lr05O43#p`XR#=-Z6b0^swfq_W15>k?M% zBsD5P>8EA4Xrp4^l2JX@yVc4F%I(wb7hjg!F=i`r+&2lp0Ox;4a=Q~v`Y_#?Ub-jt zib9erT6N4gVUC}Q#)N265?1y!s%9z4sQ^~}(?jQ7S1I|g-wGkLg66Sn^8T6>Mc;x1 z4CAEWD6ePY^WtSk{DC&O_Mi=`s6|PUKB-UNN}VussCJNJ0a?~yLfg2VFRM^Xb z3w1ltr=9(;kxiQeiC=7Gvw@>^TmrVsIsErAy-$;h5gmKn6}(bUs#e9;zT`83g5Wm6 z_%{1rY=wUk);+h$h3hX+@8)Xa<=6cDgc?!kw)6!d=4mK!r?g`7w|t#FZ`}Mcv+C3M zOQanuBcPh*Rs`1TRztbv$j(6H|CzS$(J2k3kMjSm|Q;-&JpoPM+F1R z5*uS+5Id)b+$P%ulp|TXF_qb&6ORwGGRB65BU( zDHa(<3Mh2HXe%*hDl44cDwyq%sEunbC|NS+{?sZP{)fu_u}1ZJYYGt=QC4H3_|HxN zy!>}s@YdynP4$!vgal-!v)qn^^z8z4!o@d|hc3`*MtU#bDem(hdAw0un6YCcE+UX8 z4iAT7YxdspR{_f8^;8JW+eGjkhjGoz|0xa*Z9mDI#^X*?&vX;*j=#D1zPVaKuRZ5Y zhY`p^BJV1|(#G_i9j`RAV~dop&un#Aj;n4*y5B`$XHE9$XzLSrRzS>s_4V2H9G~@# zW0#~y2+x5PNa4r(UjR3lZUR0bJ8$XNRqX>w8f}%NRKO^$8ywO9d{m^uFGUwL$JTe1 zTJeYevo^Y=wu*fZW%qzf*m!^x&ljVK5O#lqpkWbvU2(i@AUr{@}yCVD2l&a5;o^-xHK^B(a?a^{F8?F^S^u)k#t+d znkbWolkcDgwbm~3cirx3pOth!xo|0$sD#WC_A3QL_fLv81w9Y;EVoHr)9giXDV9+J zl?`uIegAd5C%HbqiRFLg0mno)Kk_a!ZiC%+LM=YSR~ru8eyyFM(3N1+HQfxo={nC< zHnE;zFADP|4=U@7QC7HrDB*=Oe zn4?U)O{e5h88g{?U59jKLNw^i#u_iox#1`3nu9eIDl=(i z5V)7nh;eRxjwpimqZD3)7W^Iq3+byHks=(Pmzu{Nx&oca*(;z|aqmBRzz0TwY>>GS zG4C1gta@MD$(>}Aw)$C~6U+We6o@0{U71@1SehQi*rvPH3~ zhzo)-_jD-`6?m|fPW)M;R3cZ8`5M`a>_@9Oj@QZQ^QlkiorhDgc1R4>SA{aB?msS{ zq$*4}I1g5^7Z;58pP!pV$M&*{p8(4X%b!N#_=wcZV+FHicQh&Nd87Mhn3VCYj;dcS zn1$Q6-}s*|86X92hHMmQ#Y6YAfCh1@o?f4fTnScd9yO!N4cDP}5xSx$YdmY9dbat( zERsD|=d&$KiTi_E9a8fVScO>lLP1=akL*Nlt*8n_JuYmLMhsNTsIyOLEagmrr z0~wNG-MVv@;!l$>VHQP7t#6gOKt_=R8loQmDS@2z@hN0nj3i|7Do5IxcZIeUJR#`& zE$rx0Bgk#@h8jd1Pb(jN&nb2{V#1OiFQU7f?_i`ZeO+qYlV`Mvz?bK>n^{rcqruD~ zBLt^!ll9{n_6?ek#Y^-yWZPu9>)`>3r}65MGgJu7!4E#akX0x$?dh8UN7dVoS-g!q zEYoI3TnBA~x;HcTOK0#3Z3ZFj>|&oAH+)(%Hk^yQv3A%X2^Ise1K>*Yh2jSSMXcOy zomKiAatRh;C`FJbrC^xMHUU#CMq=Y&eCXYLua5G4LfpsCgBAv-^(1Lwh;MCu2b$$Y z7EN2A8+Q()%9N1g5QL3_(qeG1Z+U27Bsz2;r0Hz>Dc|op|I-Fl?lU3zyy~P_a{mnV zTz@kQ$6uM;aTGe)9SwCDWOO+%R)aay;&beNN4m25hou_B^8$AEEOo2z)dbbzt9c7zs0MNXb~!5pG}G5L z7)RDRL3lW4hWb^i7$N(yOOu7``Zh#HaQLsfO)*ARWeTY=)yzBzBfl== zcj=Aoy<+=?Ursg!Rb6;~ZIO{xOD=6$z%MgDbMJn<>a#E|Zc)~Bh6~C|A}J)gdK4A3 zq#b2j=o$%qW})4CZ5=@SwjeOJ9$^$fIrg`sD!yx|Xi|GjpcT7LI)Mi9gR5RCXxLh_ zjttp!)T1N47xf`VnC+UFYX`y%c(Z|I)$Mi|{`WoXP`#<}36U#qBt#+m8@}X^r*IwB zH;kmihGWKw$mcp;w3y#$*K@dO;ufy$&7Uh(3V`^UebfrwYPCV5Ldz0p#cy756)*71 zw9rt>A$#?;EMd^fp-V@8$u4xtsk)tbB-n#MFzg5=6)3<6uR{x0j)n#ag70^k+3@gb z!LwT%PjqAs1FIWPy}*4o`KNlew0skVTrRZ2H6=CHR0LvykLlF~2C!#K%9#~YX z?BFdZkpX4OT|IW`e4M^~hVwKq>$$;QhagoU!#pw$ek*v=YetCnc2FIe=MvM4!|;y~ z6_w!&a);C1)jfq$6KLT5DqpNh$XLS{b1vRJ7ZQ9Vw4x>ed>Yi&{V3Ye@GGyI&;> zfsI|t%F`cF#Bu_BO1wXY3dOfl1ZS86OYM||#}BjDo1P~`2!<<1VDDu8Wf!tUnRlwS znMOtq8U+!`^^;e%d*WIuA7d;jWi^fuHm?VT#G~fkkW;2+IaMEZBG*~wAl=K+%qhFi zw$_?mq@I}Xu9;^slowv)yq!^;WH2B9KF1@CjkBf~B{PK27U1ZaGM6s^-ZGe1jYdI4 z)P92xUCqB^Q*gr$6x^6N%8A9Yw3q2Ls)yF1(B%LNHQrI|9*&EQ76dN5_1VOHLTpH4 z;N-_CkOY@xP1Rhu1bq^`QE)hX|C~mURi?VT{L<@5Nn-^t?WCgx|4nE9G=`8f{b)rM zkNsxJ55W(D7P0)U;zU-pL#ks4Aj_yv+vq%Ib6xMv*d>Ko@~&7La~&f^+a_djmQ+!= z4fKz@et4p{1ZhDF(X$Yi0qAFUJ8BK${Mk~6ZsGz5@wFTT6M|0-UM{};{?L7%B-!$e zr_5YDU|VBXEx*U4DmdumKcP=kcBTOtnu>Mj;3DdGpw<>BN8;#C!{0{M$ih5#HzZ*~ zC8a01{73!eFSfDvSUW1BB3QItCj|kjBc;^0;{C6?8a}*!`^MtNsC%pNwhz16*rvN# zCYfl(nH|@0RD+h@Sg(nfWKol$cZUt;+*Fi${6n#--*Tzx2e;hnRU+qmi`LD25l`>I z+Po48g8p~53&2UxW-!^TKuHm5XIZhVN;Pg@bD zt0))LVDix&US9GCk;i}`7Y=PTR-Aai9nB2A`AS%aiGS07Bb#$sI7@xeWbX?1q&yw~ z?G`kNX|QBYFMW?^z|$O-xw8LW5IRsNAPm_C)h7bEzN25YbLEr~Ow+=0YbnXBvP+&6 zVa!%BXt2q~Xro|6r#1DxAxO-}o9boj@%?6H#VSsFwKN~SeT=YjgKKxCxZK|ZXoht{ z6uu3I|G2Z!HyIe@+j3iC;|GM)!C_=RHDZUvhu20d$0@~G%vSY*lJr6i#nTJzv(iJP zV=en&ElJvzYI8(A!)gSkK`8%*>D~nU;~R(ez4*pK>rrVU&YiU1AfNs)tQx1rK~6XQ z!DKtD0*U+A6JAt?U8iz|q$$&B>b%zYTM9Gi;vK*0rVP%>O)~_!`GQ?CuNGZj8Kh80 z`jQ%$c3{hkCs|X_iw3%xGu_JpMP1$CTMyLlVQs=tjBaJO=0+2x8z{9^(xtd01WJD_3F?1*+QUx?GVKz1wB2v5yer=UV_-jY(KKzy8P)4pq&~ z4J@SZwzpdh*SAV*9OYfUdSAi}++E&rS+;nvaGrR<$YkTJaxhpq1{ByoX*jZ(UCsZ> z{ntOQ>6>Z#!4rOk^vZJqq1yU^SLSzuQR(w$ZIZ$4-owN~VP=dqw$sj8VlE;`QP4;M zFt1%1)!qYRPj1DtxBkohcI|#sCVNj3Y5@y~*<*Y}J*iUlPEVt)o5T;1nexW@yg0SG zk5=|+!P>uGHy@@;e?Ye)HU+37{r>h~vM4M2>*{-3X<9Jq(dJq@o074_E_4`$?w!k2 zj^khqY`?}Bqk9GzF8^DHHk;&Cozxt4Sr~HgmS4C-W)%#Q@s~OGm+!gViE%n_5<*1i zU)5(Ojf}({$yJ_EpB90>kS+*5bB7=nP!-Z*{29YAiZiXU-dbZE2UTdyy?ca=5{6&R z`EGu)h`mFg=3gkM5L8)<_eQjCRTadp!KT<7ol1@!g>V zXpsbb>tc^^B+UY!o;fCp1=ELQQGwCPJ{$P*QbXJv0iEN)vWbJHMw!6OVefF0R>HqK zxqkaHEQx9H_oydv2qaKhKX4+AHzGy)aAV{^All40r2Q%oq%K(Ns+4<5p>2k(AVtNG zog}VTzMgOOp3W16aAs1Y-hkV~_A;!~>^DhzSpJk8br!wHO=%V|NXsgnQP?$xK5f?y z;0<2YrgG&cNz*s}Ey8T}uQ$hwKVZOn`{Ab2N66t4YaYFo`uT6{r|+H|d*c;`C(R2n z(1o;E*7=G{%{$NKRp+ayypw(adz}z_ryZPbB+$0YjB8F(s`@Q;&JN?&a zLh;967>S9GS6u>5m&UC+S-<@uS(Y%RW(Z0|F!`gFn79x3)(H&v#W-&iBFd!=j4Ur( zXeM7|Bg0|rs-J4;=oYOW@&U8AcVHGa{D=QR_-Yjx#8Rj?E3pk7wogi>Mm{062*Q;g zVV%^w9N6TNdrh)WsYd%|?f67X}ric-?7RZ!6!$bf2A(2($Q^*5~^F5U&-BMCJ0iru`b;luM#!|sqj?3!Nq`NYR^!E;|{$W zhTR>Lu_leh=0P0=LoQEGaIY7{tT6%HIH2$MKqrqPgY%pvOGi92RWWEq@P2CBZnY%ve!SAgaF*s@zPWa z-|Fj54wzZbTBF6{Mt2R8T4N*sx#o+H47{BlU=YMXYOryJyABXB2l+Pr;=Ne zg>PDpfs(u8+e8iHxsL8xKJ^lO z_B|6`^GsT9lwD@j`^s`$*hMr6^@X!|o02O^vmMOrj0^5&tO46}q&jncem zpcz6J?AK};4-{^GvI+^u^K7fz9kM1h796yQSuX7cCn+eA>v=mMNBjD0@r&1G7J8Wn z+&n0eUR#u3Z2(}@_5Qt`Xo@j-B5CN_CHcWrI z^^L<|Zosapy}cOH?QFMad1^@%I!5VdmDsscF`)otBxFEjHfm7fPlnfDZ+m%hlqZ?m zoeG2K)H^w&pq-X8c)myP+12H=B|z{8SLbhycCeqvNyJ}t_0Q6C#h#BC4%tIlmtEe665D9a7kaE z;OQYAbMC>_)5NRxv$43%feS3jT43}|T!&7cE_)PU{;he8iN3l#G@)6wto3%-(Vb-J z3*#q*rrbvNyvZi%JfQs!=erc^ZTpKigS(!Cjdgk`hib9bTFw?emE4{ zpI;b;NCD{EM4FQx<=cy7BN6Ha1s?Yd7^WEe%+Duxu#x*bA(1FUT_48!~H? zUB!WvY0Ec^#}9VR9+Fi~aE2?LfgxKWLff##y-@TVAT_unEqVA}uCq4jE=zQFh2&FZ zZoSJlo$=%lD?%w(dwVDRl`v~kdbgNNkzrvci4#-_#XV3HZ}a){*@q5`AoE6wtE z|B-CI&udhCIYvYHGi<9%7FMy#j>Y-n?_#x7%G%PGS*J70fkYv61msbBCn;5Uh({0W zmYuDOoU%rWG=FH_E|M+RD=YjcZG6XVe!IG|^vzU9B4+D8vThS$n`G9e5N>?Z`BsfU z&F7(>oNxsYi64ivlJbZC_oVdcB&E)!6;5zZqvQ%awLVr^rZbq zr?hPWcLEJ@PB|w>sWlvDIK(q2*@6p!G`-m+TR6idy0|KNcgp$cn>Y4FJ4BlTBA?UT zjSvde^2jjf%7@#{Et8(RiyLjmbJh(|4?$`rr%sC4tpLY{{h)Q|a9oQs)%aZiCN@{W zOS6R(d~DN#P7&wu@5BnsW z7b9%gir0C&E&x6fh15FxcRMY0q<&o}%YhG(noe>-q(2iij30MsY6pBOgt4j{T#$b3 zqIQhIC8d{!8~Y2meUMx@_zIt0w0Rxp^#*rb9vO$9R@q(*J()9h)0!j;$oHx)?c*Tp z_ydiyTKQtZt-z4%xX*6hN6yIg`+4c6iJ`D|KT$&qHP^@d=WA?{v(fb>>bkN9thpXmAfLbW%?b1VI&>9)wT>+ zIT1IONSpBxNh}O5{$AnXKzNCU43ekq$+zJr;L6`U^&fRV5fB1|4U6_@+8BM_=W+`9u3<`)W@m$$bdH?r!f*Aw=GjFWq-+HRoda#a& z&4}06c^&42JwOM)%ZlxOc~ZQcJe((Kc1sWWY8K9^LxE~+;@J^Z`G9^l^V=W!z@b-z9a$e2K=P&^wm0KBVjd3*tzu*F4)0$Q#NSFt zVqNke5=Nu}uLDlIedgio{{DZ--oH9c=!7+)5O>_$@eBf$zHao?sc5*BfF=#Xy8*@f!JzpoP%{e#`lIOwv^B+~G5Eg6hC z0^9h}`ngmt0g~&bSMN9DRy@c8s@pV$-CViRS^EGXwy3=*cy$BWj-*UUv2alGga7F& zDPe-39_`$Nt%eBHrMUX*r^Ge~v}6)2eZwx$Q!p*w3t0kCfPYr~p!Z)D$T-HNfu)X* zQuLDF{r$<+HTX^4P6i#Cl0|fRy%a86TP3XSLx1r=hy*3J+R9qd5UHdm!a>FPCW*X- zM^!2rQU=qVtNbVhpG|2TpaW~6dnnpVUv@d?(f;f%7q8c9R$tZaN@pT)NrxkL4IZEV z%5C+;l&ky6r@<4ao7JrE(s%#mE{kFTWAq)!mrL1oV`j}4^~GtPx1+{`<6OAX+G&Wi z$PidTckxSn7rN4N-k7+XiY6RII>H+3FdAa`;a|3dWIUClbG%`yy=}WRmF{Y{gv)=Y ztxfTt1`Y{{oAI!yqfmkG^kP_&@@GKXg;I=$6d7qOd|R+G-Aby=BKZQ_sMZOYw=y&A z#-N@O3SEuQF>SsHaO58reePA=$Qe0*S$o>XGV#GqRvULZyI%5-)O*=L?%1sN*!VMv zie!wqf(U_1^YJOFVSzI<@{>7lQ8Pt-iEA+DPO5Q4Mly?#_TNd2iMyl=GUWBMO6f57 zSAS`+P>-_3R@#jUH-XE~6-S;+_T9hZ{X6jk_r`uG<6?8ch|O-77+*+w%1TPVZMsDF z=?e$=vUXix@*#&}1zVesW5m&XqGof}r-m>*jC}kQV!xoX+^k}!7jm2!c{a(U$LEG^ z*ml}qcAa=aq`3k99yvrREup@;Mi{kyu;>6<^?Qt#?m|K0cR8><;&t1FqQymZIgXYl zA2%`E7EMd>sHA0~Bbt8SRDFDGyedO%E(AcRW{`>yrSpz>pY-J=c^29_D7JPBN;-TF zheo_|{gJ4yff3*4HbHof0QYcu4tCb!N& zC&ziTc7rBQ-?Yky(xe~z`Uw9q{>XHWW8W_Ovw8<2$f3h!X!>c3oLuu&AW5=>`B4b2 zwd0?(Q=Lb)4SHI`=sxnt!;3XXYo0~cFGmZrUA(@x*j5{h(X$?N=3H%)GpfHc4eNS! z)HcgowF|mu!!u$2W~VDUt=~8MELm34L|&zrdgA9sqPP0JB)A80aB1~_qFjhRtD}mH z{tQPFQ5>mbGg_Frl2n~FYbjhQwbP3}ll~O$;_3g{5jrgl%*BLJ3_~{m4tB3@XaBg| z$HOhp*eGm_7Y-nPaeGlh%K1W%q=5lxGR@J+dei^~$l6J#qPpm!&8-Ik28fRrA1c-# zc!nTFU*V5W?(dEW<4WogAuAt@7B5MPs;oP2B6btBuw%ld7KG-PBYqUQ!+$^YgM)z4 zlob{AX0TOAWF{0US$hQ| z^+>^V7xy`;lKuaqXW^rHO^0GtsbsF`1lLjg8Zw*t*eT3lz{zLcy$3guRdC-rY~<%a zd6V7Pk&QnpkbN+Jd6_5f4b#;QH#`mLTAnxf2S7)NoBM=_iKXKkBx64oPK9Jym>K^J zUS+Q~qa;a>Sm`EEh@mW%%H|3mn~CZLnU`{SS%(Ud0HyuD+u$o=aq&B%PyK3@ttTUreJn?PBB9%NyO4HLD4>h zFQ=R18(sh`)}5OY%s_f(21R?Rc^+TqP3hVeM`Q=D@eCy4pfvoi8$L{8eP&-R9>?G3 zpc@yr9@wrSQ^q<+Ofqc_V6B)g1cwz=|GR78e3|_2Vn?XLig`4J5pt?Oko)XTM7iQj z&;Pm^j~SV>tRyt`;-PU~WTVi=&p@){GWafW-mMO*T(GLSe7c%@P|Dbh19IWWR;lYl zkRuViIG8B=dwd-y9USWdGfwkhP}&!_svAmz$1wYTStScmP%#twxgc24ITZ2nznviR zfBP9Q@l6my391j}G(5S58(9I~8mBwMg*O45tYwhhLOgMI=QO_R5C4P_UF}Fy)0XfE z!z49uUbNb$DGz-(yBT5F8L9Y8&iCYW|}DeV62@Mt@a^g^xi=CNB*I68I3#(eaC1+-v`Cm}rz}9I<=6bLFE;n$nzUh z@ZVa;EhIrKiUDyGPiSyq2)+*gj1iBtFy@`W$4;u*f`eqYlymVZONW%d^M{3wUkeF> z21;Dia~?c zB9+6i2jbx(8wzv9PwRbyDywn^sM+P>*D1nLw!gY}Fr>5OlT?nUOB+Ad7Gw|de<6Tr z@e<{%OK=nE{6|n5HePOD(SZR8OI4{gKdPjqE$ScrszH}{V+WAL{pCkC1SvybC9XIO zN%on7yVn(RoH7>Sf0YM}PxikoT875BW zlvQ2}(bbOidN+2#*ko$6M*H`hWc;TuB=j%7R!Rb|h{l!?Tq8^o4nx17Zj?@>R8(a7 z?x06V4oB%(v=I*>k9L9&Nh+LQEX2Kos8+Uk%e})Tj;!y#v4?F)I~Nvw4_`zHbsQW+k{jp_O;%l zTv7uzhhcu|Uv_M3Z4Wd=Gx`7xbvVf@v&0jz`&A&?g9`Be3jUYfES*lvw!`E1tE6Zy zFBZaFOsv9{kX^eRLhNnklgXMHQ_Q{C2mW@YV#9DQQ6c9xx<;RAGid%YpYvV6=Pg1+ z$n*3DsVrV|O=l6GRX_6eyrwc`E|NwNFIFrpVz$$K{6l;FcgS2`TJqvAq|`^NAmWd= zoJO}c(|tf)-8WOH%on?{me_9}?<~jq;Xl^hnzA63p%+wj6x}yCoq)1WsEIPeif|sb zWm`W85aKGNTmZ3Ay>Hv|OTY-~iB;&U1XsuGxQP^mu+hQ`sX&L z7&^Y53b;dWYK^}{2Ihji>n%TZpC4$~4nf$hEvjBOo(_S?Bm0}@JWsJBvYkJwtl?LK z_f(ik;qSg{vb#SrRKFMb)>>JpG$t2CELbTX58kD*pa~oM%!)%ppWM^WD?1AOX7+(k zzHsU|K-uA3NHl4OiO?mLP`V(je`7S(fAKb0xr3dZ4*#ln)y5Xj&nm?Vh= z@?~VF(&yD4@K+L16L_MW!$8^d)hj+436~zbft$_nxW6x35LrN?(RzLEeP-1EsjYkt z5fkkJA6yJqSUF|m!B9~!t8VK2Y%IHNp|IBfWk%He@Uh?ReYrf~{nID9arl(x>!|K0 zaS%UIcRe#QE1wrB!6!5l?bX6YdWUC0>gC@fL|I#krWcjcrK=&pk}=(R*|p4Qc6^cN zJEdsF^6y%D7L#TN{0v+V{fU%jq8vnf!9C%_JyaWoLKvUFE4(1L0$6d_jB2*G57EqD z-V3&jvV!2(Nu&(Ct|*zZ7?D_ELu)@T3i86pm@`>1IbnXIyL!Pm24bF=R-_MP)j%5R z!4|SG*l9UJU!a^1636-tXHY?IYE_g0VmsMEtdWR`5+vNqSsE95-1&j3ndyD_6IKcqi(g7b#8s)5K6Y z`hxu0ID*RJgueKuwl=A&v|A>ymuxU-2RB_uCNUyd8ss4oKJ*-L*{9Q0X`?nUZ^D1E zGXhLjL%PS3ZlX0uuJ#hFaga*JT<+ed&Nbj2Yywr~D#v~S+Zj+BaGAy$g-iGVA}?o3 zg6)&?U95Y%pm5ign2nl36(__?JY#4Q2AahKLXohqwl(k~A|(X-Zg{14KF!8xc?2VK zd{>cn^8#ht5M4)K!Sa|jMBV|&MI|2bavWsYM}As85sSkD9{+Pd3f=@dT0Tf=yZp6fN3l@^ z%tO663p#079TT#4jsU)wa2LWSDqMwQhmo!FHnISsHOwl0mT^sl=sEI?(4HDB7Ciy% z50|uba~Yps*^S@=u_@9eUqr@3pKzr^Sx<1G0xjNPwPmDPQsE7MW~t+qi_I+?O|x>O zI~WH#2A1(nttK3RZyZDB_)>9CV0$)n^Ud^Zfiqbzwc1`ba$?b3vo-a*DCL}<343~S zKfSSeJH=BJ`)H<X2>A~O84(uY1B=wSsH`obZDS`GZ33B%%*#Yy3jBuROw^s za}IZ^BI@-t%cI0U(v7I0Ze$bP7D%**1X%LrrL5-{K70$~og=P=Vp3x&m={BhGg&b%X_lZJR_vtXY4u5Eze>?B`sCU~3hq`WRtYGZA|88^o%^wM`8$;eMc-A?oLeD2FDX|qS9{Yu*Ld4arQ_QpewYm?Vv z(py1%2#E<%$+c`@NOBnmH%53fT{)qM?jPCfS#78TT|;UMEPSg04EOidhNf5|sN3%+ z^{#b?LW|Wr@PUwbb|5gX>OMBDcEOP<>sV*)vA>><0>HOAY~1BU)${lsb9Agy8>+nZ z`p7+Ucg~8Pr(SZB-)ZO(x#%7`wubX|YR{TqrhWkhxdh7`@6C}HF(pEPYh)u)90C_e z%?k?r72Ir3!l%bZgm;*Lhdq(9%EgpqG*Zn->S_p8n~^iGe_%vgPYs>-6L_N4z1B8= zlzXJWxXy~~r;{2)J%&`R8$G^u8!vh*{=FwfC`W36SQ`UCK>8Jvd=8%x>x>oK zX8&7$I=Yh;#Q8f?_U%kaFmc~m?`5r5`1echT3$cvA?v|JeFFT!(luZ;{_m!T4f*5-zD4qyAp1Zpd z@4-OEFOqn2h?rHtnGpH>lN1=tf=3@ItH=_W173;Tfi+AXj`y7!R*+y>Kk{aFmeZb! zlMbEM;r;C7W7{P$LgJPI|2agd?0n;9?6<%fci7Wzs#Hroo2pBluTkC(aqU?b`D16V zfI{VkJtM&<6XG0!Wv)@WqNz+uhfRi2B2|5o+8D;oiP4n}Qzxc?`^QuhK{>Ug?`3vG zAkusfJQCXZ%!FOV$)XtU+T7JKj&&XVRGjaYx0jGaul&xXuNSE+j}#TuJ?CCMyb}$Q z*duF4Uzt5PAbRwE!JiMgFTvAm+XZ+Bd@cydPg6>_e4V})%(99+M~M>RceOy*i`ObA=b6dK44{^r*ak+v(?8%bhERnst%2 z>k~EU6ccb*6?d}6gv^@%gaxxtyj7288#|Q{`FLa4WJV3uE;zesL5Pt*i!gdg5D?yq zO0@md6l8*LYZKIX`=uKBuoOY?AI}KN$PN{cuQN@MD8G?~4bL+k2%Dy|C+b#f@S%e_ zs<*b><2Qo$x|7f?25sdSa1&g1bw0fryeonIYuRU#RFsmp^sk44# zIDg`HN?MiDRk%?bL;lymql$b@L+4M zB{6Q_H!~Gc(uWJYSMx@HyrOyVK5K`xj!>*78+DtlRIqh~Gs-28stYB!?(U9w<-Q32 zXC1i~a-uO#R;{E?J6x14o;aW>hU3Q41$cDct!)nYO#60T8aCn*F*<^Z#K3O3co0go z0Nlg{zja5(Uppps(x}Hv=JRH3m_HFK{`!`9D9rCUh>F`Z-E_Db;&VgB`ic>38CPOC zpqA?+ENYJUA2Kp*8xL)V-{?oaZamUvt)JSEJ6BBzDUz~;1l|#@BO1mr!-@C)R(2qLVHu;SX)5^~Bl;ED`K@BBIXo z`xUB1s%vz|H`2=@8*Z#C(|&p{`Vfy(8=pp{QoK5RNU&TA9w;WF<&hR0*jh!0r~;wo zdCD78ol#1rk2KR*`dLXeNv@h8WF$ZPU)Sz?w?mNG5;u^QF`;2L_>7paM;kvDfCVR!mQZZz+6W%2Va!YNB!q3UDc{+XaCm;tiq}IOu zLt=CVSVNdTOMfuW-5KaLS^ZXksa6VB4?D3{T}$>RQNTp zO*Jz=G+KJ%jIdVmv3GgA-W3aV4lc^w6AT%Ll}Y_*@{?$!zzuWc70apBd!y}tLA>^R zZiAEBlJVuKl2PP?7umzGzjAlf1bu+*Zcrcze zS$!9?Ty4S&!$6BoX8%VO$5A4!^|^S;oEb)!^H8*;@fCP>unBap|8#JWytDWEb$^y# zR1@$i(BY+DP$rH2*Gj9eV_qQGm72c1Jt-Mp_Sq3KI!iguK{V6Z+z0bA?OSp+9~l1b zd#fvN*c`xU>En2QF2)Lwd@$4Z(ab4`eIqleM4C zod8c52J8k*W?gD$36rc%436qaLpW(XCaKv3TLMLt0wRlroU|OD*<+zlKESQhaDQe8 z<^@nEEzW82nQJsv6iit}KPR+@Hh(@q^_Z3?6y{~z$*-fMd~S>FxgnZ}Zl_%`lzO#fHr#ZVx(nEdgm9!=R^^cbqmT7#&%+AcG11ZP*rgCw& zKq79tU-t{;g9egzC(k(UmB4$VR`#Wj@DT|ivfFGd>Te}d{CORYGJO39v_dtHU{NTH zgXNM^F}YRd%;jCs3}vdOiKGJXE-&i>xL=l0(RACSyW?V{HTK|)(b>iT5 zyGG^#E)TMRqQ28Nd%|f|XwoB9dVKG3y`aJKf;tHggEN$Q5I=*^<{^F%eQ9gVCbV8pyy)gDR)UZ`M$V99#X zIw{eEij6kJn_nj?s}!t32=}o%DNdIipBa%b2a#LxMM(jeFAdyd)6`@p8cZ7N0v5k0 zP|4s4(~s)?AyG8HfQ( zJfLWFrLkDYQyD(~>K_YKUP-8Jn6MReX^SWOl&fLne ztL6?*(&Xz;>)Di)1IBaKUStwe_>DW$W^F|G2>NAhF9Qf%b`Qi_6~aczd#z3I7gLAqbD}`B3^Q$>y}X=SJo6|V^r9+91)^*&uN#%QX0*}*Tfpy=_!5t~HkT*UNTj>(pPyfsXNT0u*%BcUgoS^; zuW4{pRFfsGJe#k2Z=Ym9VyjUW?F}$G9U2{^KGX!gc0#w@j7r6@0Jt)PT%|Wd`ql-X zx`#;rkzH-LoFu2I&yXioiXFViQ2+uD+1!5G>fLQM9qa?!nbo7{tB!NHXDuwMRk^-D zZ47<>N39l|%!9d->Fk2$Ek?deGTJx@e zw&R*+9N&ANL3Anl%?n5@agYuClLHU&aOE_D<+GdB*wKdxJV}Ygt@TNhe55R5)b}j* z^3y3759avr&D8YCv=sDylaa2$LG+m3Bt^4VdZI-TS7mIAnUYu&78M=$#dCJw*ytVU zykmb(lq*PVs>S*8kw7k#xb(i6k+oH)$7hV{6!!vCH~=aH=~mSLVSu*I~V z^lySl#i7WdWF^HkJm$N}JJBP?v;I!P?U1bnLC0pxd`q8!j+~!biR8n%ZpoW3o+JNp zuE$=`$eP!xF}mFmg}-xee1_N~FCV-Y9QBwj1!)R^9`q_O@VL}8&T!rSOB$U9;61|s z`SJR~vlG{I9~h5+SDok7H^v0y)cXIp-68;=4Z5#h%2ZxOJfZ{x< z<4am2E{^(SsDz!eYI4tkUlL0LA8KN&N0-6PhEv7VimrUw!ul{Lo>D&{a?+xted!pT zCPfhZG6N*MeGZTTW`~31b^UQ6VYjaS%rzPmxRbkqCZ*QMj4b%RWN+aBJjeU+6}zenezhDp-=w9f60dHbumAw#gqgq5Gve7QPqa=1%0-{7*RV^ZNl3pvD@p z#=;b77)Ml$i*t5x@O=K2TQ`5eLX~S2II3qnrZ3~%{FkZ4(&S6e`(Lk1h|=z;yQ+_0 zfH0Df;VD;7-W6S0z&Zx$cN4A~FT26;RRPD8t}v)bNR{GOWUw4aRf7VV-cCX{HMCiM z8Y-U!QDC)ubp%cc3PRD2TsD)5MD-`Xjk03JC5@)XTp`rLAXzr$d9-?BD@piFA6|$- zF51CGxJ#*_wQqfvLFVHG>cpTv%*MtR%LmawEws3Z)mi*@PYa%F^@jqX#n>xXW)~xL za(K2mejiJ|v=MeHKq{_(?F4RNIG%`OMLfhpGaxzCr_)~fYEOa1Rq04A*%Wr%SZ^I+95bSMhrLqI4Td-Fl@t52Q?7qKm9B z5$}X{ZwRlGlzFNOWguD{ZLmhR%x3c#eQ{A!e#`#h$WLU!UZ%|rOdv9R{hGd06)Ftz zQ=^fPVb>fEIPoIOms&}X>rd7gIm1PIV(KG!A#TdxwkSq&ajz<%VdmKQ$P1a65LBWd zH!sbR1C+#xit~fK#?!vgjvP_eFTd?94SsHO)|X~ysXBJ;^Wgf2 z2XQ)04zj4ko5TM1>|F{oV09FA+{Zj48FgCky!=xlHTM=ZCm> zvFWhpo@6(}a*fVA;uJ>Jw3xBzd=HCF_MQ(LsU(OeP6jgAaDXCd&*PL9U}*OsP~#`W zluzv?>c5)EjS<|K7tp3;EMM%z;w@)n#(7t?X{O{SU2rWNRHVV9^=RlJW6d4+9nl2_ zE-LHw@Vn?np{%c~>fW397u*cSC%|szuCSV{_Bv2u^McI?Iwt2A z2PtJ!*KA0M?GL`U+UjIf-A@|U%ntVH$~b7c;1`0zQf+y$|y? zW6XmKcw=`P$fv6)_m7YNX$Sz`eg`eD*-T{`q@hAtDUOlOCdIJw6sk}NQ_KwUZq^nt z$3Z|(w5M{K9F3QbRke9beUMSl5raYd7Kh?>58qZ&N3l%OU!1q%iyyUdrD$5eVXXUu zLM!zpHpai|J+dAfrk4wG5zH`9GEKH59rKcqh-is4fd8YBf%H?EkRpdqin`3_8x`sn zSidlJQ4{&mW?$ys%?J8BYyoVw0yud)u~C+~a_ia|@M9PdL}1~0MG{^ba^f0vh_G0n zjjRU5j`&$aMzpB>W6+J#)M*BG79eLqupZ~)B64?qzyM{R%jShX)}vVv^*RNTuZ-a3 zq}aV#>e1-@u=|qGSZxA5J=<`jtvIr4vD!(t8K#LWcrrb~Y7kg8ot1|4xsV1q>9Vk) z2wPL(+;(7AOcOUzpSc=^?1vLgZWjSi4~p1$Yf!a)WbHk`=YfQFM0XSYm9ugG{yy_u zNxN9xiK+@;KhaY6yxYXyJQ^9gUBzAkB|Q~m3m-9r?CSz7)?)%JErlo|bD%7gxw$>I zy|ZPsgYFR4Tt!aJX6n-$J7?#-XUj$MTbD6wFL3qw-_+FKo1DWJUo!Kr?PD3ymO0#R z6&DgCv~>?N1XlOJ5R7lFe*BhB7u_O1rc@ThM&Z0@N30Ec=PSxusOk?W?sR|ON`BQ} z;eeHqDRthgeW)l3DRm1s`Qk7UV=p=PTZXS#%r0lsY5haIhRIK!DJaz&c0^fewNgxJ z+QQYXQ;u0>_qGDqr`Ime$LohDH7YuWsM2r{Y~=|=HtTe|o0ZAsgN0hM{?2U3we;&v zW}&ytdg1Is>qk?zxX|6qYRVre{R4caRMW1uon#tYqp)foGc%Nj?4M=3Ytg>Vq7rph zOK~q&UtM*fkl|O@fg-Hliwltr{-x;yg2Fk?^Lr`cQ42&O@@ZP7J{HdwHM{tjRNpPt z!#iNFTdUg%ArlrJJ`*qUr?K~-I8Il+K%sv`guobuJdG+bctH%$?8bwcfN~iMveS!( zR#4_|2bOeAF}z}jroS;R#-JCH;i29ed>zTv>`_SEzQ08^UPT*O`_{Vm{KH1pi$IBn zNJA+?*6?&bsm$aVbJJj4%Ic_c2?U%j+l!ku*YgXCO@HY>hd4=U4}njDsIH5+RkI1< zCZ-ul&#db$7$P5M(Afl8V=~#RV@un|H4Y#@IJ27ZXJTNNfG3(msf^?CA#b0R zp-pp#%k^Z0sMk=ZYRwdGAfDVJq~-kG-tY!_WwaK3$2hIX%?bZ&Uy{>2EQs zW!#lU(HU~ehp`@*Vv_t>o(30ktpx$hJh!#XRYHyxMW&!pWc&&h2<1^Vas<5E?e)7M zVS!j&)*d{}xm9xLp%~{#%Wka4>;5W(*&29q*jbU28P}b3P8W1odep!PUxgsaiBRGp zS|)?M){`zd&4P<_Z!A|qP2esgizUrZUKwK<Y9%7fV}IkPDV@`_bU!-X%s|J3DOJlT z>|43~{1Uz&n~Qvjnq5~SjYc*fq%d12)YQra4^aB0!BJ2XdOwIPqj*|3S={irybA}T zi60xP$kd9f&pCbX8|KM4T23GTn`_h!-)Uf=V!dTVkAzS)cy3-BT^s{8yQP7w9YL8Qm(K^iY(ONa;+=$q4#%t^dhjk@fVU9;RB#)LQ{E=>bkwhq<*tj#Q4{j z`J|&}Kb7g%9@QjKMa z!%)TcmC1aTarWBjnLWgmz1W(RF|Qg&?sqFW*YTa*PIP3N86v@OA!VgFY4?|gA@ z+lVadOHL&t_4dd*V*ZQc9WPDLY{0GN^Bfol)c-K~1iq~SYGN}UtogqPYv!4E6sQ&L z4#{_Omz?dMm`#KE0Kb3ONC^kGyZ1f|nv0reHo#`GY37*TzURpZn6FsN zZf2+y<1ZEye!L!75^5;hax;(t8{9+p-oi!SAk-STvcDfM*X{y;tQzJO1w0s)t>9O3 z*=tOgIB*71$R_&3n_&G}Z(y3>_I=AvAAo6VM~eGR7P|p0X)l@RR-`OF`1@ zCd(6;6^xL_iwHHUR9=yjk#KT2wC4Qo>U-F?PT-|8vt(o8J8Z;WFR6qKn^xH*m2$U( zG;E^y$1C6ot47eg9x$_$%utRn1)k25jSAfN65+1yDdPi;zx$7+mNQ@4%S%T2UxecD zhZ}l6Q~teh8Y!A49quUEe-j2GczSGWy^Ln+BMfxhZ>SjSvy`-^yM3Evd?zQXeE3|# zx$!GY+wgGXHzgIIu`^rX#-EQ6oaong`ML>i*!GtVX3D0q(h*P-7%px+UaMzekY>-x zsCi0+&2H2ZSgiJjt1^(X;Dr&82IKiibKrj z8`r++5HZ2d8v{(?ww^3N9iF8zSIwuFCn~N-745)|nI`o^SQkxCbvaR0}ZY5le#3VDrI#nb5grIQmCo)(kzI-H)ai>#Az-|3P_(tnyESmiRl2fJ82 z?&k!Y_%@}n9iEwgJbTaH4vSY-{IfoL6>#Mz06-_X;7nZIq4ur(y@5D*0H0GmnPH$- z4f+&TwoQOSn_La0OCnDClvdBAg_yHVe%dVQp`A4>ent_ieV*%c%WZepnwB3lX9)Mv zsRB-rT}8gV0e&%x7%!}Jg%Nzb%5+!2NjR|l%eZeR=DcaA{T zFHT9+^qw!yIZ7BCBd8TUQ6fsXEl54Y z0xA-P*2fAj4rv@7RZnW?*E9a)O4wzt*#Ztt&Ofp41mgM9sh>YJl$@NN{%J3pf{0TO zg;jnWEy2FO9kOcNk_xTgOVy&FjUU<;4m&ccr*dih;%{*6w$_mK{DS;I`?GU(_S@>}+iul$H`Mqh-dKpI zk|*y7musH(aJGy~jNOlli#MoPn8$Q#*;D9$%y{L{e=h4@eDh~#UqPt5=BxsK1r>># z3wtQP!(?3S`<=xn%e5^Y?A&5$hOHxe^0LAUw;Ja0&G!4x*G>u48RzHeeUHG^kF!)h zil9$b+=7CUH#~obA`)a@FB7_J;)Kk~&1`UE!r|2M%9uc8&?YBWZnGUv0Sh7qEIPz| z{J+n^lp*{sBnV4Po8C-&b#(dNC~zSQK%_>*7Hu0>Ifn=j*{&7k8E#{Nh@ z_?Lz8>>{71Jq%~PiP1W%#jsku?V$78TyLC$-1=3SS_w%j<1)=YFFU(w=UKxLe!gXg z&_mBIEy&N#!k##Z^Q2eZ_N>t=q@(#_@5&ZxNck~F>%{?U$k^e-&G+Sr%;aT_+2chx z6d0bNfK-Sf##03Q{K$*qw)*nSA3v2YQ#C?s6`1kL*QJ%WsMBS>H%R?k{a{h3!b44F zgq9t$(iIi2>>OE||BhcH<2Up2wTwx=0gHV0M$=Cb??=7gyLj0X`Y$i(tkj+s=MOVt zW0iKTjzN#L>mM19Khqz5*Z!G2nUXJ7I7Ad)^tN1Akh3Tq?_Q8`ujcxzV zn$+DiGC1c{YT1WRkJN#SpaV-}Tw9$;0iz6M*@+T5B57qHE_PK;BMl-<4IhABi*>vf zcP^I=uUf@8z$jqbwLq?Np(^j7C9*K^D`a|g0tQ2B8cHWt`Fy`+5OB~gEGStPUecM$ z+QtW&rwT%mr;P3VNpR`9<3!&&PK#~tQD9<#TzCfyF$c{lhna51)aYLhXAlme-8Lbj zw2-=d$6gD{%$I|t2%8$`nCFfC5~B8$lbU3Y^pDl)578XrDnwD54}Z*Rn5A2{Ec@E4 z*9ls;Un{>Y8{KfR2Y`^Hd^-0=)u8^?3}w=>N`Cp>EZSCj0@8@5@{*mXwtJG4yT@#P z@^}1vKh~CK_{rFRi|h02+z@{Hy{viGU4m~ngGKc`IrLWMzP8EY$rr$Thd&-}kvAw( z+oZhPKLyX+3o^%x68o|ISpik)lQan5;s1R<~oGvAYGZXeU!bL}4w)1`d^C9U_Y^@9v>) z!G0Vi1W4l_QkI$>QA}LBK&63B?&Ruy{e`_JAaMe9 z4ccr%I6$$sKR9dnd@y?gF7@HayuiIlG%WW7^YuAk8+j9w{+$gZytwNq&jdYxgEj_%l@c=4NcGL1)c@!!2Viek*tGcQeaZo_-^f zy%k(-eovfNd?4;7+OuGm22YNDkZ7--aa`25!zr(JC>h)+scTK40Ug`<4ng?99giDE zlT76U=U338Vb)anq1BD4X#M2ADzbGs?JXS1%?zm%XSZX$c?qQ3Z`b$h5Sw*1#+$Go zNuwTF-c6sL2Z(&VNm5VY)K6m3Di9v9dwU#|o=HDLF)nTJi5qIPO=FIay|P6X<19{> zz4i+vRZs@3W?L;`{yAKl`8Z?vWfg07%{n(-Zg=`{(K)L6N!~ctESA$c}&iPtsq}%)>v;gxOs&PyFxouKA*l=)tY*O@>T2YwYOo$@dG+kimjX;7nEq_PAnx7trF3@;|nyDRa;{yas;eXesn+V_> zX>+R`+n+ZMG36~UY5gGvHV;y@dw_Gjx5GO~GbJ=hgx*{>x7q)8mB;2=9vo|T$)0xrrA@rGDTEtsq5M!}FT{r)2(_MupaP{b1j zGKKpoQ~>3xy-O0gzMIQcZNdrbL_r#e^1)b>adpi)!QAyOIk^!0!3@;zxc0{9Q7{RZ zHj0Fl+PX{)Q#7?mvat}e3;DAx$Ca#PH|3ljt{9<1SP@S{-|%PdW~mIAP&C zaZk&1>_khoT`a!126#2|u@35^wQ`NFBPhc_rJ^89!!K@8qq}ty=G7?q_jUu|5*dS6G9cno+gqIU}wapBRyDOCREj4!a+n zn=FST`QP#Xx_F+q=ct~)B-}b*xCG7%kaa_?u!`=@vx4+GdSzzU!XADiyQuvM^EDPo zI7jaBY@{{bU$%!nY{DFEI~w~-H%9BKOcK(n_VJS90xkaK?65k+VQGS_^@~SYEzhLw?~Mk$3%3 z7y`*m3`d=)+ZrbO$|5QHbJ)n$K-vu-cg{c9OO%c$zi<|7SaHZX z4o(tboUG`ZYch}OPjwYn>Q*}NlK`u~O=`3S@@o$3m=rD~eZ`oXDm>==9AqxTQduJQ zT*9fs)QmXFN}4rZ>R_v2iqbJK?pEjrDBnN^lVuDMHqDz0VMD%&kn8lC&}98BOQEgHWR*GhcrGQA#sKA?+_If|?Bh#;aQBTcAUh0lqI`&fB&(4iBfd3C%C0 z>ro;vFJX#ee;zI5s_TwaQ0M5GN1yp)g#e(8r{d-o=LZ@`s4Ef_b3A`=S zeAPgy=z*oNZ}7sQ2f!z0hq~m1=5T^vbm8Bv)mz#<|8F7Nst3~HZPEXp1c(*ST=agO z+u>~}g|`uRbXUx4EJbjCN@zw3<_?ppcYA1uyu^?Q2Gc3McRz-UT>Q?ucma0~{dGa?`v6+|)8L(YNW~>**YV>X-!u&M&&hf|P&RrW;WiBG#x*~aPvEoB^CMe^S8BMw z;Sr;1$f(|cI0X`!yl1`(ML7C;zxcQ%oyg-3^8pT$D!24HHd!gZI);@KNHJth8NxDH zlA=6C*;+7%yyU4nYboN%(j&oPTzw~|;-qcX+Fy-VZ8#atB!`is`8J-KHJ{?ME{7a_ z^itOCq$bBb%GBUd0dMPIY$b%|`~O-1scGi9QZ-g;gfkfR_G*tzmL2VP{x9IZkA z8d;LENVfkymr2cY+t@KzhX59@yFE-2=W(GM*i5y)@>WGCriudR1y`b~=APiz#9?xW zG&|s=OS&luRrRbSRhEWEg_xTHGWa$&&`frf@`Dr7>g?R9 z`>9bnni1#ZlT-*|DJSRSn$t%gS7xqe14a`h@2v^bdx?=J)s20^J9`Yl&@vWy3?j#c z)BUR7iWVS*96d;NPfzsokG-A5AODw>nnpa>0(9_Ce(a;;+xueU3C2qB_0{t=EQsY1 zwH%pRr1b(8%$nuU=>#ftv^Nm`QdUbk7}STRUYF`g$L4Bbf%Iuz_HS`xIxaRz6s#mM zQqLeWva)^}4ja7kv)9#<+W=HxZ1GR1xhl5dAzm68pMAxWCj`E-F!)Dh)K?}L)v z_Cgx4iNm%i!aXt35ah)s7UXvXm{$<-bHp?I&tSrCX&y3#c0IsuxSsJFL40NDcxAZR zaS2%nJX=rLo%QCUKi(aRQdTg-BiM@@ZHr0pZc9v@8SF7>lx&Ufl;9X2h3vkG`26G3 zcP9Ts;9Xv1uj^;XTJXvTXeohGF`3Ggk1q^B>sD5;{TpTnQ(}fsaH3kVf$sK6)iTwn%(yY-^HLVxv7dA2jCK~WKWU4Ax#COby zBgs0TAoNHV!NPP|RHh0nf4_Ta|nSX!)yiej%y(bzT z8XhZ@IS5bvrXSynh3R^fXcSN6$O0EG&E7CvzJ(`WNTV4UFFQu4=%w3H+E8bn969B# z=QvrLyGB(id4)bIQkB?+F3M2u7uGdGS-Ya?4nZpDhj+C~0p7zO$~;PDQPh^(5;j-c zcuRY-Lq5PhBzW4Gs;JnZR##rrP=Wb+Eq!1#^JXICqSXnfm>&Ke9W4HA9ubbY)_m2{ zkoT>u74@OZiptYZ!%(nFqKcP~s}q&XXa2r&g&GM4Z~AQT^0NGN7g!OQVUL$Ie~{2P z8-X*I!PF2Lp3>{ag>}aH$-}!-Irto|s-dhD5kzgtEaew>;UdWSZV-l$+b@MJZw^ zIAFsL_-Z-4XELKUM4#<8ov#wQwQi*$kaCMmIar`VE+cxyb2$PZ3dFg*L1nSR`f6Vy zGZYj%HprM=B~TW_pY| zh`fNkC4(&otmmbT&!c*GB=3M!<6o=b4SQP&+zER6dm`wAMV7N~Bu$(C?bX#@syTW) z%T!w{f=FO3mh_aDhg=EsmV{;me=m#?8Bk>O@DD3w{%a{_NwLA8UuaCZ0HuW29k1&m zC-BbKVb>clrm$bJqR6aOK{<9}qg+j;1)$%y{wR3t(6;k! zTL6hWf)k8V7@!3(Or@e5%F(VJU{1>k>dU2$jaAr}uF+yu!$02;5&X^ScR>hs?=F=? zs_}J4)%X28r+sy#IeEyPCaNL>r4SPna=@5q`4B@WE9wW{)AB-6oP)|bdL&9rF;sBr zH5I_=Tl5}uA9IC6B@g{$fT|2-4mSxsjr7%34%whk*~Y$Um0hrHeBU7#3^vVF74QdV z!-0m9$OrMM`6ShKpx#Vb;eA`|Q9CYy>S{bIn_AXp7`INo~^g~yi zeKPYn9ZJz#`RpePj851gzrQ*yUl>`MwTp)%=IjXHfmmN zrh5j=q5g%6x(^2@HIIfB(zU%bqMKc8vkw-+IQF`73;#GoLvcTp&vQzBt}`>zK6mn) z%FM+p5EYZeNf@JR=b9{TarU&;Do~Bs<8EPQf2E{+^abce#$V(qYFOm%&sBo7jW;H z%_462srO`B$+MuUy#;8EnenIe2$HX-@Togc;pR~@B`TJGF7f$=*-caoAtjVffuJidZ89& z@iP`2V5p1BejSJBp8*IzFZV0)Wu1nS8P(5e*T@tZ-+{_V$qmdv0-Q8R#PxyI{ujEezo%W@PjoVraoGss8J4$2kW>vl?2uJ2L<(6**FmHs#v2{DZq|oh z&st%#O!>Ew`a^R#FIE-Mh5i^I{8g>|Es~YjrnOPM{*BbDv8_0udY>Xe^3asd4W1}DaE745%=I`@l7E-iE7JNkiNWM6r zpK$Y=;Vul7)}2C@XUEI}1m0P$7SfsTY;e5LN8er*$axahIgPH0!t@$k6>|K{NBB?k zFkYw^f|$(AC;XZD$8$?~P?M4fe_XoMem&6YFo3_2%Bo`4#n9niK5?r9+5f!ZoP5W- z{)ws(C}S(`gNK?nBdJc{3(_b(lzGtRHkeRw5}xA>jo z`JQL@^5ih;7kysqxVKUtI*?{N$Jdo-DAgw_ey_C&y)lTXb(s9;QVS1hOj2dN2Akz@ zk33Y&U+qAK06uu$=ZE?RYbnExR->TI3{{p*vQVu%;GerWP@A>eWmQP%Y$4x4!^=8} z9gdVrR*g%Uub+X$z6f2MXks#P*VE)*}o>t9~^z*>r@ ze>j{{+rQQ#Ht!HT=0CFO-n?0+4J-EN$Bh?WfXSaH|0=|wK+dq1g4X8M)6)3hcin28 zZeEefqB23EG@SC5mBKqaefHt1P;juCqs8Q9Vp%nc^i+f9dn25+sSG8#4s@obqv{4s zUV+N;LtW|w8r3Y9HFH}ph@36AC`z-~9WrBFy=du~41Ns+mWaCay}ErB>#83*Y3e5~GZALOn1w^w zsa+5^BcMKU|E9xvK2%M&_5%OktEvi|hXpFsP9eYYH$s3%*XGi4M5JmlWbp9Qk+JEg z`*#Y|{h|38i%#oD{o|5keBDLLQQYA~2H=YN$M z3I0}Oe3q->IsRsvEiX3N$NNjfCMUS@Fz=THc9=_Fe2wvlvK$YA=WHBlR2CLB(5SiA1|#31zk+CanRTl zSn`O!Gi(#UN9%gia&t7U4rYI8t93=?=`Wp{{-2+#2)^Z?Yb7E%`5ISCZt>a_gh(%< z(v_s2-4WS5um8j?Mr6w!7mA^+N=Q>wCt9kkom~~f69uG$e&&l+Hu|AQRJ?p0UtI3A zX*c25K6L@p6d$AVpAgJJ;(n-#=FqM{jDA0~_z(Smq~u9HW=x!$tHNjUeWiU%uHRV@ zG*9JGT{>cL`^uEte|nF9xHW+2(fJa&*Zc9zLs1;pS8oGeZS7Dcq&18kZy_S~VHlt0 zWN^B|Q}ubZ09IG#KrRRVKovn$_lOH;{<5&eZ5xxo^G>|S0{etBeDQz_^x;DPQNA)QWJA5dQ~XDrx$s%{OiECS2Dh z7&6&3{b_huTY){bn*=-uAw>h~)?N zlTS4<{k2d;?D^qK%Gcfv)H|xUj+o*Ysb;Sh&%X*a3B+?xzf6*QJn1^+TF{W+sXW|1 zfUb?YeOWmo$I0_IRI2)_v_b|~?*#XW&(AZiKYFDrU_Dr#mCq=`x5VTxzZTicXY8vH z^US(*KkTS$YjO=Fp#0lc@5yfW5960^h270XX42q?w3DVhWcE}0E9aDciGRCry(WWa zuogkOWls@)Q0Ej1EuvDPh%g?!xRSO3Jzj8{;eK{b&a;?(`saoXYIVf^tGeqWop3>D2VSmaO=WyVKosY>mDUVxLK+&U?uHL1yxnLiv@g{4|E^Tr zC64zsex0MlQEeKWP)KKSyshbjsuR$%Bebmq^o$THi4g&JC9hfAXL{ScIK`>;=Hp{a zXkA6xXSA$k+P5pjcfAVQg8&|n*lnzF_vm=SXzQ^DuZf-(68$r!X7KAU69q5j_#PLz z@ZO)ep|oD(`^EURCAF4g({2C3H-a_)*D&(MwE zWP($R!bhCvqTa;C?k&q($V^LKdCsX$#l?g>*{dagyj5=gu49c1iDd3g@jv(TsGDsV z9C~%u=M%6YDfjx@*SbB>zGS%Tp46ESYs$$|yDDa1tzK3R&2e(zYLAXiRUUc!&0+JC zLt^B3iC{&4^&vMg?|wHA*=0slhm&OifqUuWK3oas+oqnivKp4Uvr8PZKkZBxiZr>p zlARgcT~OiLH(8th*0m$Y+WEYetE9C@(|ZIZ&z`t3KsIwM9N#h#%e6r@*vIs~d}629 z#Ohl}`Izam)pf${DADov8nWAit9Q;_;#&mts&>Y!yiEjQt!rLlXY}1HQY$JLnLuPC z5FlE}>@GuwV6wijad6e2jI~vCJe8ujk*X*Qi*L0Op*qVkt|ix7H7N01EgTY-5bX}< z4k={o3RAE?gvto#{JmSrypXo*e7UCCO~Nsc%-n@nlU|OqS;szKkbVy>h%YnvSqc%i z@r9MdbC%PyA;ZNDgm$__3R|3(wswc9W;OEC(GmUV$DUtn~I6kzagqp<|)W?;p;x%Oy=xC7(d#QYUX6G;?>n~jd9Fw~%}4Ci)t|_`&Q@FrvpwY}>xg4J3$sRdYrOGUiE`tzYO~Vo&Pyw? za&wYfcPEL>?I}nxJ<;N0f#@>QLZLXT6|NxU1gVy4jp0Zc@hBE)NDfyqTY+|@v0#v& z1y`2GS=W~Vx?L1Mxp!&QDsjGpAqA&z7ff$HT~f{OrCoU&D1ZEFp{}+zLTG%|7P5_S z-Y&r`O{H)Q-Wn9<>Ah{JEmeWikFv%oyhtm)Apcsee{1rx2O%Aan_WhF}8;&dOkdwi9aw@ExaooVl#vDk7?nCAPJT>PF9HZj~0jL7P} zfP={QAtt+;bMVgQTE(r^vCGPbM>&s~Orue{g}wumLUp~i$^)@!zbX%8BRm!R^EupG z6pFKar8)QQJ*b}aXorjZT6Vq67c`X%!+nE>uZ2g#68eAOQ>PtXAuw; z-CojW{lbe8sI#m{{ZV$zP3(S7|92M~S0l~6d0I+(ub^-e8Hqgl$+wF-P<=;aPxKbw z{nx@b`vo(=?D$t+flk$XnzpV~r03L2Hl318O{KO1CJ&$DObSUhop8$(DqFnRs%q=Gj`2?+-sOq=t|K63quSvznDm56TD<&jhfgsN-I$Ir5L!c4SO&*4`e>{#1V8ZF|*W+pn!l76d9Rgl5guRB!4A{k3DhYvT_(a(mkFz zxVArC*l?Kqe&XqwfpPx}Qt?b6K&{i#A`%XY4Z21srtv4S!sx$-H_?s;K=E62quf)8 ze~p={qXXqR&lIem(U~xVT3$&`dJOeAg8cFG{vzbRm&zlcZ>lZWi?A7(znblX_Dnac z;w}Das_ifIp#|rNL?^{|N<=Zm{%LdocOm^|A3rC*@ZN*lL!Y?aiZl!OSIi{!V%<>} zh!|f6wGu})6?g96cHJq)V6M#AtHHH(Q-6jrzN?dz(~XdT2FMr}68b9ke3(^JU9oP~L(rW0ndR5P~ZLl%xqw?jCf8!ihZi2W6wn=6`EsKIa_^UUaftkL8C0#X_` zUe>|_b(fV}7=OJNkX2CHJtb*Mx+eaW)WRZK?WtRDAwZ+=7B_W~_>qO_(32?`AWz7Nf=HdCbPw-jVRi!aq2f-v_hY5TMJbw|0nm@RMF>P)2 zcYit76!8}|e5<@WZbhLEY|m*-r=H{9#sL&=BmaK}+kG$NW4$40kuUCr@+?B}a_aKOkh5~Xxoz?y}KkcE1bp-l)*|J zSaL6~J3wO@Qp#1slFQ&LP?69!3fg@isQ_*YPO}Z|!BI*~8eeF|Ee@Z!8{?dE4b0-e zzMQo;cnAw{m9g@C-51**PF; zb(V1~r?5k$dGTin%!&f9;HtFhFNLWy9Oc-4h_fbO3t-&XN$24!zSDap!OgJdxsOX< zb<56B_m_RhhV?z4KDGrLy3{kB0_>c=y6S>;HWKl3*@qD@(B9q<@t|HwdV;Ck9%`>P zWo)YS_Gl6?0Ts4^KNNx5t7*Te8=~ddY1Ks{i?{mRQR`mVkRFg|p05Wci#cK~KSaTR z>xvq}{sgHRjr|jb#$KVIb6I{WRh_3e>rlpOKn5AT7|=f8QYfxrPR?9|I_09VYOq&L z#p@xm&734=B!GNsLe9JZqf(q#4NaF5FOkt_AnzYRWABCZX7XJI*Gs=MTEI;A=EgZN z@oaYP<7AP=nJJ}8$VY=7Te0v*bVV42Wrd8!);&PGKfFQoOoNqU;dRJpvi*4MD(O4mMq^bUQaL&4Es}8dp7N+5Y-=*HqQq3y&O5`FWEf* zNVfS|Pw-j_*xXNh24)hR1CEeHo@V`nEB`D-%GWI~#~OhZ71DiB%}3k%;`wEA@XT^b zL*TIv0U5B)O1lJZz}+IMURD_YG@^`oX&Up;clYRUr_a_t9h_OP&LjJ$G!+N&0yMT~ z&yWd7gSWF|F!Pc?gym)lwEftAz^YFYGhCSV!1waR9dnL7y{wQe&(*B_v7F9Q>4=Vg zk7%W_rab&-!q*lVPu7fCu;i0mGy|w_R{w$!j&h}APuF1Z?>lb^ z=EMe7c-RtR<3@I)xft}hgGbI}@52wpr@0qHzGOS&p2Rx`2-40!b>Z7vE>w=)*cO|v z(ye98(&|Rs;-d|ID1HoiSfQiCes`aw|M&JS#JkmZFYKou0(mw75f^ro{_Mud>kFJx z0Kj3)x&UH?rVVw#fTksxo|dx^rSC5>ey6v7UOh~@kH+#J#@c{Vfm@k#a-N*8(_8$> zXm@!Mn&gcoQw+#x4KeRP0AY)8gtWyD2x_MfV(F)+)kh#*=+<$}xn+rA7(b}|IQF7R z+;b#^2+5p79lrtGa{?X%vfyXQB?g$?%e}@8IWhO~?^DZ(4XOt`I8)~sL=H&g z9vBriD_ddgk*~3(%sU}aK=-dj48gHv@sLwk#v+sXH6j|yq-88Qb7H0zK^xR3pJZ7) z+BRJ*oAv-b2?KQ@$d1A9SbR$TLs*a{Ig{h5)xI9KMb6e5fHL*XK9GQ(>>j%FMW4T8 z;b2oSRiEr9L)wZ*yYqXn<<>>mY{d3v77gqfVjRZaJ2%}Cbb&Hv6g-kNU3B@R$|s0F zV1=7hW4g=(Dy~q*mLZ*wks_XEg={3sHlK&$*Fmr)g{2cftcF~scImPtNR!zPb>2P` zLLlCGHG+)31jWaC)3!AR6s054*gnb9iH@z?GNiVZjUbfNJ@a)lX1>A9uI&UX>NfYuShV7a2;@#Q*>R literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_50_1.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_50_1.png new file mode 100644 index 0000000000000000000000000000000000000000..e68833c08ec2a3c554c6207847af786a89a2467d GIT binary patch literal 92592 zcmd3OWmJ`2wC+nwgM@%INP|jusI;Vnv`BY%gF$yHDIg6>cT0DtAR!IX4R>w)zH`sH z_l)!7{6>uoH-!LVJSf-=G-Wg^*@bEyl z(mKU1>-W~!D;X@CI6ZveDywBt(lBv&;Nd-J!^OhN%8Ckx242c08gnRr-}<`Z5W(NQ zm12Z{{`WgZ@i+JG-ce@X!+^Vcmxb>~b@#?Mmih_e-MdKTq-yN+k(CwCxsSeyPLAbW zM@Q$?*a*HzyRSsC=L&o;sukdlAFT@SY?^aE zk;Xc`&~hKMo-+P79l#b3_EHXR#<_bVDues~tnL3F!c^#X5nw}cRAq=av^9NcJiyu& zysAOGz8B>gPQ?w0QXFZ5$G#}f+hPv7Vmgh?D_vI?PAG(F1gcJDeDu^qC6OUt2g^q= zDcVf=^N7pOO(n(C*(g)g~b&DL_Yylj|omvNdH{qJf8+AKopp zuPnzJp=SdY@FndrFx;^((>jCMe`6Ih2m+&H{8KTC&@oxVWq} z?7fI%=jEgW9UJ~QD4cVWjo>sPev1GdiIpIM0rNXY7%Y@}Khk(=&*xy;S&3;!0S;~I z@MnY}nT*%@nn`5qd-`wTAu8JgUT1h}2wIPr#)qu3>|_!AoZdnJf@LvC z6km3f4UiupyoZp^_Bg_TehU|Zyc7-Y`4aYMk(h7k@Xn8g9;@f=m@u~Z)vW^;b3~uTdnahWlu^$A>yik;VSHEgj|FohX^xJs9l8}%nzMB2j z_HmWs<`>1v#a7Ab--i^F`nlS60&+X-Ef!=j~{g%$&f!8;%o%db=NIcIz4gN_&{AIbmnVA`5AkR#rSDh!27?Ya1DYV=fP8M?~aXm9)rm^!!NJ7^4 zD3t8KcIgGxAMKwp^a?%T7Zx?AKRv`>tStQq8JU_|Uw6sL8Kf7!kK%xdNnM~;(KB6k zc>iVfebFIcmxOFf;5V0rk;W3TF3Zcx#*ZqR5uWe4Pu8uJ++LKdPH5T0aal}soi^Qi z)m-k@k=-`#(m%XmWwj%N@uMJtTTW}mSC=VnT@`IG!N$Kw5S*Q#6NGtm`X|s0 zg6;>ClY`%@V_+)u&?t~6@LIea1fN!Ao0De9uT2SE2 ze!|r#`Uu&K*TEZI5G4Bg?pTYyc!B(}W7Gec(W^3XVp5WjGXQv^Q~y2#w&%>93~cm| zBrwZQf?D?E2-qUM5+M5e&V&rTn0lXqa^Yck`-|hlZ1-PVuzYC)eqHe`4g&~7P{RK( zu*P2M;8EgOxt4#^P$onVEY(4mI~YpfPas_sK_2b--c)7F>B7d|Ry6CDx|)@G-Bvug z*#NsGB19Rq{tK)nCytT+x+fc+R3u}cyA%LVqN6^TPD4dc9H)*WftV+`PZ24V-@lax zHYe`mDQ0gfLZ;tXJLJnrw7!>DaQ*75rv5s^CKVjy`z8|nl)aD~!PjNAb*N$|H~4)< zX8uQjTUW145aB3?x78x53ia~FvXCK_ELqTO3p9g##z@2=DHgQ|I7%Whf)7|R*07GH zILtBN0uc*3p-6K6@#pXm6Od>mL}_L;Inus&*#o zgPjcz$=T-Ip|s#blGMTinwr}`#M3nm>cFnP6=a9x|5StN27>6{zs+M~prvN#(u$Q# z6=Zw=mhmeM!s0*R?Mol<+`vgJqZGge23DB3=L=}=A2k1C_4D;xE!R#}M?E zHR__^hy*LZkcRO`OxEJ0s87VUh-ZhbfQE^OJo1IdTV5u}dT8_R2kkLgIPW~!U@$eI zBMYDd=$9Z$lMc5FSQtcUw4F*@VRS7+cVt`GR3ckhsHYL<NB~R^rQ-ht=aBh#*ja-7fRO(V&Y%1plpi?3{|B5y zYEv=*C4HOwlC^A)`76Nj4t&tS24umPy>*+|-x{MHc_=0XNg-=mgD(+{{{gM)ltOS$ z5w3-(-|B^!0%S%c#+OjUhN1)REWy2(!U<6+vmV)HLh8qRf7kL<<{SNh=8OM&{_xwK zgW#8;NEVhhAfC564Su! zBFa66>X<+cTv{)uEphoCnBzR!4*$EeZnC$Y6Kpd6c*t+!%q z!a=Ri3xL6eJ$2m%{h9rX;Md|`Lj;sijv?q*#wwW3Z(^cU#9fZ4YO!GIL|xafVanhr zN@20v!&zAjIqf$6Xf^abZriiBJp8~hl8B9;G}U84j@0S!2z z`HP$2R4c&D9t8D2EkJlzMQANP6iGU! zhyGEFpX_HhGW^loTPxKb+x`)6D70`_n>qkV94*pK^-a{ zqR&aT;0c2tO*_0%A^*w4;(--LmoE}>_!KwC4 zz(X(SZ*all!lbv0t#&t=`z3OYBN@(;LRk;)Hm&lriXzPl74&vs0>-Sa*<>|!nmMgM zBS6{`Fv~>wNG0v6fG|+{m5%6mX$1rgOUv89mQprf;ilIwai;JqFTzu^JoH@6NCt#t%VNZ2x|h?;Ty@zctYxA92%@u zF~T+geNht4CuIob&%}gquqA*DNcgqYty0C5gJzX^9#b*&#hlm*@^u{=0o&BouFnrX|Zo?_>?y)Ww+@LXev0wHQU;ILdE{* z3$7%jR1wNeuz$o2NlT)GsbBOfo+h+L&@_~xO_L$EVtRY|$T#biLpwOn>2PFataFIv zU9k{M*!g-l5av1bbhgz@G~^{JqFkp{kYEF*=t$l?8qCV$%fkaPlv1_UvSSsgL=bNU z%bmC9`>88dRB^lV5n*t4VtAjf+oh3-NAc!@Y6(3uBtIMsq&DLu-M<&SJA2=$@a{X9 zQE84WR?rP_kN(E0)am{fT10H%10#JI#pp-*jTILf6OX_GpJfeYnjcp_g7>Xu5C-NA zqEx}RMTVS);b8{ki3&q}ekCr}(Wxue(p{q$%rK})9~k;$sPk+8`r}|1@YhBbCRaCv zrsMBHo2Z7&(=`rjhJbdnb92*CQ=?#$$C3#+cS#B#;GWMmU2AD*YN9O-0(zIP$kGi+ z*ukGheb^}iW@+vtB7>g?0?ZKwKo->-5%06oy{sJqMN&3$e9(3Mg>?R#r-_kdI-q-FLRn{qif!kBx zpP%f^O1`N}gL<3;7qf zJU?BZtCi?_t=_7a=(5Jd#Dp)DWVGzzim9*erCLzB13WLi>|SQ)diAuK&t78J#5aIM zY#}FLaJo=RgoiFoYCo8Bq<61DENxRE<8`#8w=sEQo%izt1P5l#vdWU2{R^~%nMIfb z5`W40hkR!wTXsazZX!NDKL2JxMp80_lN(w2iOb?MOJnVCU` zn~Pq%BtcOM#WV{_M0jtzW5#Yp0skkXHA(IqdrzE>iWXQXX5-Xs(Jy0ncQ+p+qr1C1 zAA_2CbaV}mA}FBd!-rm;Ip9V;YdBcHI&04Tm9Fr@@a=`a-~q*B=9uqF4Dl;L8Bddv z^dbq0G-_l6cC7Wu9JJS{*DpCgf7iw6GLG*a8>_z+K{V~So0-84)Gg<=qjpcGnXd{y z>+_`^-}nW-0%nqSGelQo+sN=>;30}sbl+Zu(zH*BWq*%}aH&S{d+Jlh^jzBG95r+q zzd>s2+6_8ByQO!bp`l&1PFse9sX_;N3SK??dt2V6zZORBPm0AF|F$x}*Y}uV--~E> z%|~qK`bwXy3~h}%_tNo=MZ~txuh3udNdqUz7?wLqOBWo^t=Qf@%Jm2k9{)_xYgMVl zI{0;|-nyY!mb*ktV|-x#E_T6@cXlOlrTtLi`qVFT`CtRPL90?X=l5&mW+Ul61q6x) z<1&r&ld2|Gz4IP*Lw$X*-TFiM^L0rPlA|=Z^7OW>;ckfDnx9Y~b1N~Wu>@-}HBjm= z?b;H41^BhI^`7cMVlRVm@RJQs8`_pT@@%Wn5Kii9_~<2AYS`3M7cr3q#0^D+pGqjx@;x!(6ecFU2xAHA^3>n&Y08_k zY46^u$XI@jEb6{KTL6dl%4_6xowDm5*~8WE*YvSuSDR;DbKkKPE!HP^mfT zTd$<!5cafXiSXzYODbtKoJe?S-VUHQgu?nG{GqexNrxU9{s9 zI33t8GVks7YH}({PSH`c|5MQBT%`$CZGI1gv*H>~qTj&@M`B5%_i2PFgbvvxI(S&E z^TxwPk_$d0zvq`9)A8&(E%u&A4eY?!I~N1ube<0|x$D91Mhw|3Hv=C2{hIpuqB0?q zvrkO3^XBiJ`kePHPBe+(Lf$-SMoFi6>;+v*JSn``V-xRWheiULad6;O>BBtI_{GU>b~QFC>T))A`og^r8n<4ml4aYZiViFYltQL{zBsv>L+3w+&1NS>+}7%7_(@zG z3y*Ooo@zDh0df^re-cgC{oV{0TZjBL)bMxUhy}&B*8M%#rv@2|yYb0dZXCGO8C~~OW3$>h zVyHb6ViNfVbsKOCYiQoj?qGp@*N0{hsFbZn&W2A*V)W{5Yt6;K6@tzvyl!iW!kGjC z2R4rs7+Q$=6gOxm-axaQkTTtE5zK~1H9!1q%!qQuqMGL^tH zFMX8G+%=UjQQ(F7dV|1&kj!^l>p6ZYw_B$QE${Z_m}X>LY8QP0zoQ$L>#^0ru{t9d5+TLKAS6XKAD7sBkx3$ zNCxy?*UwckDO0BL`vDn;d45-PFG-{YDE>6_I3Rfs{P1L=+NFidKEyRUC`(h#YkUAV}p!2Ttr8 zp1j8_u`7$icIN6?i9N&yanrc4#hvD>VE+uAWp171n8j4)vh?`Y25Y1_ciF;2S?@10 zNwWN7q_6vGkbpCUP{FJ$lhEm3@M#*c`C&=`0-05ZMx~Jw@|csw!?t1z6v$U*eK`G{ z-wpZnX~C;_#+g+(%TE^S>$T=&h&rjxS@y~3a$74yOeOJUJ<&&eLw4U!bAy8Db%E z`C>A=;)!<_UgkSRstgj1!h|)@BBH>e0f)6`2%EJPVYNoQ8-d@$T#^MKvCJR7%9X%4 z$f;NK;0+=R+_hJ|Yd^Cd2_{2V*&iVvam>m5p;NEz2(H1yJzf{c|EsP-=oq>?^w9VZ zU4A$pYQcnAX3q-@Ul&9a{~X!bT&)i=;VQ(l>#uVp;~Y>Z`Nph|eW7>6^+EXtYIftA zoqqUGwU{mCykn2;NEDjEL!GUoT-#k=_TPxz%{(94(K%f4fD$wL6~zdQkZs7KXzfPy zudK}KPHz6mjiAdpIHNw)XaiXC>>X?0V*kHxGkU23TZ!i6O%bnJ(GD_*QFgEJz=Qi+Gw{-4kW@|Oh#*bu5 zje8hW1g*NNb~8`u^_3Ie`Nd*&p^34kZ0R>&3dw2tR?}Y3WXfYNVmtU7O3QCyO$B+hfp33=IZ3WShIpkfAIXBBhD`m%A*xMAn%VU=$XEfR z<>tEZZJX~2iARPY+Ib5GIq(Ir3;)ZID9=Mc8M)DB+ zb5X-+?z~Yi%IwXFMp`5sr9p*$Eal4MmE+W}tfHi7KcWS1H?vj;ZFk^uvo4dN1dtk} ze#@2DYr?_KUT7l~6)1^6p(j4uH z5=O%Oxqu!El3K}+UH3nwVS&%QyPq`>{cRdsE<9I^>2725K#U5KdZOvtoSpu+QOx1P zcJum}Eh;nSUfT%wr=q1($4{3>kpNoFSk`?BgZFjJ?7&&{|NIHw`PdMIfj7-1V*y#~ zdAkv9#7a`%wyv#}vd|+|oaW9dU-B`lh^0+v^9R)ZcDyq%kW}FO>$dxPBnGCI$b}Ap zScQ_j`34*`)+U8-+hX?nqY`0v<**tQBJ~N6PAgoB$x+UYAv{Hx5@}I^E`vX66~B z==2HIu(H%LwqfOw)Q@+#QrzrM$KnQ!vg&ATNQmxBcRK5XdGh_4$Oo~35uH`()&E{^ z2t}3|`|{nGu>I-sisw0TUu`#{ee{>TI|)pbyu{={2x!^y7)lqAxbKTD&n_~D0a>8P zV6YYOb$8^0G zuQ72f#<60Fv^5>dme!9v&&m3bH58|;B7;$BmLzQ1Jq_RH4(?Ek-G9&Lz5mdY&J`0n ziC%aGM?O`=qG9CC>!utOxGx&ilFgOF9Bw_JjuSAQj)qo;sr*#`C7X^~6{`G)h?mMj zS=V_1`eAxk$Z4p$2)-QU??l5W)#8~@0y{f@#^Ra$&iZD%-?OELkX?=qGS^6U2h$Q8 zds?h1JN?B22{J9bRbotZq1{=do7^qkf1;%GBg#dbo`mj)EG%-gSU|QPlIRqvy5h23 zkOLoXs@?7&%h+MCIdv(1LtC2j=#=0S(250t(}VUhgW_<#xHrkLdFfagwsQKsXn3ZA zriV-N;w!vnUwM-9%|(CKCP4c1qWm`sIZZd&%;J0 z@jPyk3x}(z#l(LSTEw71OMgb99`D$zh?9r4gbyN-$3s*_;S1rPVXGiiI{zY>EXUdk zr=@#6_kKO{mzBROk*wd2yz`C^)v>fRtCx0+QI!KfIn_ipLPW+a^~q-R&hH~$C+&GU z-n>-6H3J62x}R-C8*=m-zS$DkF&VjdLi_pONtnRVMD@6DT2)$}FQlH3@@0v3EO6S8 zG8_Y`E+}YpuLeYS4ol=Eyss1k*ru(m!(UB~?{K2fs~SvsH`>-*<-p(e7nW}_$vh2OI?KS)Dg7}=N?$Phr!D{b z3eflwN=$oa`6gkEKYw@21QDF*Loqq{ol@04wfIz5wFqfb);iJNN#QE4QVb+|F$(&H zLx8)P>5)Cegm&z;C@*MBcOHpZ84YKXN6ao8Iz80Ys7M=i_&u4?<3-fk68{VmedG?A zw)N6}b6zaV7h;asq4+MB$)l+;Vsu}#mu<-Y&$_E2F`7J3bD(VeG8W0{O8TMTLnBR0 ztZRw*7lw`BKm|tYjPCsvXGNXOeOEqtwW?q5)4Zj|g)v%2v$rGJFo8?`cCVw54THNn1$8bq_Q{y(wuWrfIf!bkJ6kYr=p6-2URC<%Uz-1Vqgex(>a z{H`82Kvw5;ZPJAr`sVk`qgw}SwKf|ty&;+dN357y@=*r^4B z_mk|>9(_?hA(h+Ce7U7_*@vO4R_vxRLcX7Tcl`L&{tO)I$zF%rBq-z-W&n zXJsRyBaVXfvyo=S@5d!L>cVk_o_eH$nzuDQbH+iru?@(lj&5kABVywi+~XXkJv)D} zQS_oVYA)XFPV=o@$LBA=LCr!EzZ3^_V5t-&7Y!tN`u&70T&vi!vL90%CZUl^8CYeM zAEF*e4w!TBa`%>NYTj?#E=Z8bVO-A}|R$aT9o?NDY{dc50&vvdIbAUH=@TRyf zQv>aXI3tU8{Q(Iv!9D|u61nHm9f>%{=6>B2VIE*m_L4c%2c25B-4v<8Q?B5fKbA?? znZJxm-+tJd#^K_W zO?)64^SYRFjk8oD=-M3CHAg^)mDU!|H*QWrMif0#97;PK(%7fo^~RBpLw5bjUKGu;FWG=JZI+=G&}dO)6En^MCxH)ub8a1p52b- z#kHpf1Cm?X#QtJETVL6t8ymo?SDmBaY&rXe7$0p@@Wu2*$5U(67&HShDDa^lmFW-j zCrdAOUZ}l?q)G8iN}(^SCPTz)TqG)r>7Z1?*=s}X&X4-_xg;LuSoxec7x@*o{@2{) z2X0@5nHODm%l6%3FHJ<4xaXR{X!h$tyGYj|j&BO}}`J3$8+Hcx}5byn*1&2{P5 z4rGn`YQu}m3Oo%}cv__gL$v6Wn%o72iSh4cVoAm3-7*QoF`}7W&zZfQ z{238C*xPkhABgDTBR*Z3r_Ic~eu$&m|7aY|=Q5+`H4e0trMDF}RzMp1vR~KL<69Li zedpl#IAOkFd2NxhFKrL}C+WP)FX$ox1H2`$jiE}`58~%m_W1bs3cgB`Iw^fgyqEX- zic=a-bgXO>+Z@U5t|P&Hbu-eXc$xQ2*F)z5AjSP8KOi2I9)hs0w)7quNoqMJ8gY?z z4wvXNLecUo4F2Uti7kJ4kczlX?N{bik9~BwB8ZF1lS#jg0hK{=iFj0TA!&3*@QH|G zDA+sfb{0r+`gnimY?qtd69uBA9;vpNEY`83c%hN;M{Vw-FA*1K;L4$fQ=Bt8h`u|Y)OOt=6NR_MnD2U z6t_hKt(PUN1s0BLC%PI7WH+bdu^Mz3S*v3W!^K8QKzMI?m*yn>42Ltw#4!0Wb=aLLN zqElF3Dh9FvtYgh`~ISh?B=KhWdK(i{m+PP%(; z-heO!vD>`h9}<-haw=AzH#JK6EBB?_TtID>=}tOX0ctERJ;GEEoE?b1>tK@wmpe-n zeJND^@>U0b{EWe{g%}3&nObOp^~RIePa+2e!|3YxC>8|Z!+ad@Z#Z1Zc51-9bV`dUeMyW_8(rW&))Q<|?LEO{YOOEp;& zkFqtmLM-M}wU$7=20^6<_)O^T6+bsB8!3_dnXJ_fqTjIPhX$mVeM=Uu6Nd4GxNyNsFTU!(E3OyTF1uuD)C3k6Q=Wgu??uRv(eB zad)0QV8{y1)v#g^E%=Q|V`mfQ14_E4`Iff?3Y|qe4~6MI%1U0sqoU_t7@?NVCmQDm(i{+ZH)_Z}A*3!@5e%D6ew6}4l*0VxR20PN-T=l5Y}MRWY*(uc`E zK)3Npwojwr>S5gB_C)u5cu+4cXv4*St6c5|DFyR^cqJe4&Uom6WOi2a!^&8A+khxB zQBzM`g1R^F0;{o9&M++}jFHFW*9B(FU}zT~pj@`70?yJ089s9v&^@)|MB@ ze{ujq30EJJxUGoj#wWSWe5FK+`?rI>|J}j!g$enmoQ>VT=wzviLyemN;E zoM4wcoZf2)D;)DaZzbjvc;NYFbR&I??QCrNXW?;A%0RyV=OT^i^Qiux-jn)oICuS* z^$l4FfNy`<$LRKUok!Vo>r2k5Di@7p9L8f&9wo!iF~hq3{cCcqHTrb|P>v}9d~9ro z`gphGRADJTA>remWreVw(Z^xEpi0Buc(dM0q77`Mk(lhBy>m}HrQne4+BCC%9t~vf z6m4dClx)NKyl#eSw?FIEo)^#e;)^E7QFxe3g8p$x(RgQ&Bw#sKQ`eD$#8&b`l$7s= z>g!|Om-(cI;WTZ`Mc4SzkAl4wJ~ndoTuyI#swl6{A^L&IO@4z<@MQj>UK~AzzC-kT zMdGpV9*+qs+lW9^@Swr#aW8sFYTWxDA@L%!u^Pq~8Y#LkZS0KapLTN^$D^`8)rp)B z=mZe8x%hPy3e#3UP20n%7|Ovo-myf zarom$^NrffB_pi@{&i|T@s8d6V8vSIqe)s!Oj-NgXVOUy2#`|dcpHJ8oG?=vS8-#$ zs`YFse>~Q-nfv#y)pQ9^hsus_Y-`$gAoS&Doi4dAA0}EHG19j=U1n?KY$e!ilp8;& z7j!<5gGGC0cjDw1W*edNO(}mTm^LI(rMn(MKwn&;d2CQ%y}P>_D5{}6jouVvZw_I& z5CWxD%k^ohf)o%=&e4FYB7J!GN2SURkoYlL`ThJu&^0MWD(>)3_zKvSdN- z_p?Wt(8T_C;@*X)wQ4G)?|=%wX>HE311h>w-H3?CE zpWsoQ)vII5Bqjhz7{WYs=-IN-{VXwlMV1lo-K*2!M9D($+lr6HV2@gcC7qRW^(3)^ z^f04{mvi4YWCgxlSYc<`8;h^2S>pkWLiqFY9Y z+xl;=-KpU|poSBiOHZL>V!=z+1*#0sS5iQ_eBP>3jI53&G57RX%S)mPfu#(ZSR6_; zvRm}593HN?FAn{%rY1Q`=QKMGo--OwvMDLN<|}K?HE$WCES=jHj)~cNR&n^YeOK44 z+Xx=;+~<)j@}S=-|Lwp1hGM~nAF*s;quIDitJP*^+tMpamzyrHqLsTXoT+ot*)!qN z?Ie^ykExb6zUwhvUD7Waz)*qNwS1U9rM$|L2EYQfh&)NUcIw&uI%RbYei? zzo${Q6GvvHvC&Ygb5KJkc^a87u6%uOi6hTjw{SPxlbc3T{v}E&PWnGOCHi9t+KV9g z@|)TzJ<9Kv1U40~WKioSbRMmIbkToY^fv{CkF4Vh+ zKwvU~D{#*Hc~znLpc%o-FlEJQ$^6s@WhX`&0aE%IwDk0avmQLN+?OCD^xUPu^K>Di zd%Fh7OfNMKMYvL2tzu1(!be%L3`rl2=1;Es&_ig%U+sa@mqbrcnJ%4ST0zEWkW^&n zT*-iaefhnXRZgM>slczVbxGXqDlg{XNEUC#`V`lW`}IR`bBg2Dni1@J5to*y$Cg6b z7F^;2%flRm-rV3ZcjDMuH_p1z<$ao9j6&euV+K5)(GI~0p{99duEH9>qdpS(1`kB(?SAw^ zid1Aa>ca>6)r?zJ3VfyloeFz)#bK|yhgposOw>@(%_CmINIOv zU-ghw%5qlKQX`a2SOMiH8HP0DXb#T^RpoH$5N+EwgqAAf14q*f&0B7A;j70iYhM0< zUfxFwz;i|PT~V$>dG=NVldYBo`GGt=Qe2EmPQ)A`D*YB!u&V49qfJ8q2$vc+9m#H&bCnpbUlW>}!)_JUeS{Yb0a;vD& zy4WPn|5}OgedGOVAM2NdG6}SwHRxQ9b8?JjiQp0`FZLS-lgApL@cKzYQf!*G?X8x! zcA#hmpxft{C=cZ6kSbzScp~Po__wI?Rb>lWG+iXiNXef1d{Rl&^6f)jPl$g(Lh>S> z$^ZGP->PipX#CzrrIeMC@he3Itg>E-+8rT_6;HeGOfgJ_kUmk8pz-9+C3i`@Uc(hK z9{iN%(X9?$#~5P(Y`V*I!n8rPU{YN+{jQfx0>_rY9s9?Z_ev-BRi2gGt1C6PoA&bL)I^hKk;?MLYv0(>=L~&=bIX1_#ngJLnzw;x2pd@a z6*+py@p8BfzYYR^2(s@AYEh@K`%&&yZ_`ys;cIW!yz z%zprtSNq^b8UM+LWL^$+o(*tO=%8DGr{`jKLTV&EbBj8>%K2!Uz%w0EGuJ-td1{y7H+paw#$J~wMVY&P}#ALbkeg$`C9 z`)H7mkhGpT+>2yl_LhJplq+xFnJMN*kDKeNm<`#9{Kz|~o2#yrlSyFf?z_@*5^-^6 zo5G;uiLmD(N&l$PM!Bx)K@YT}Bh&@j>5f)T?$nddlHp)g;jKPlM>j7yeP*W=o|anF zgREi|Vi0XnmaC@1*F~v~b6q_@X!x0=0#-wRfu8-~)2C0-v(|NTjpzL~JqN43s|q(O z3M&gYI}0nX(k^0m_U;P=4+1xD+xwvUWxvWxnTX`5OB&66W}j2z$>v3eU215roOH$Rn`>#`&tCGDHiq7e3z!j`E2ixA? zY&G6(GH!3dUDV%?Z8+)$d>7|+s*bvDXiV}4WHr=5p|UGrA>#{8y#|qE-R)m8e(iLR z5BAZkPuhG-)kboXo7JgeUhqz-#q_-U~>NjVde{(ihT>HF5JfVbnnQKqYS z$47w9DDFn5Z@h4JZ~S!4%$&U&1J*ltelG8x>d;hKs@*Cb-;-21WrX%d?9)E5lT4SJ z#avx4++N4s-h%(U+_t}WS|U6rBV!$zs%8m&?jQDVS*&%dAlH8`isehzR{{LaY`z8WrX> zt9-8MCfR$-dB+R84N8rd%bDy?y?}$QGd|3M?YV@kaeA^K;JOm(dD{6{&C3OlpGSMM z_HkExX|>(sr_RT!6KhAC1)AAqWvb-o8{hPsWmXPWHuDT@x(4blG4!yb=bbK-A}k4U z4=?e%e;>JrKPTFG-?hqpynic5HR>R~VcOfh=V_Z+QYlcl%!zl>U_SY~a~OMJbef4` z&RuT&v~oE-EZRlm)#E_#xm_XeTZ2hS?neLG^;h89^|dhOqbH6lUAS(`VLXO!-hius zY`XOfVPRpFO*}$g!uwIYs@HcVyyE{+!uzptX>!Q+{DXkUM76Ut_p-2QA|QNudFN30 zK(eZFcaF%Bb(?Chf{$s8Hm_bR`dW&KD4)@>jwb4+Hs5us@!;bgJ;CbR1DXPwxl-5p zPip7CeZ10s;+quuNh=y9bz`TNXpaMt8g%KCd(O-T5$>&i8dJnvS4+ilh#uv|BP-i6+0r~gK7H$dm@^FO zFbv;VDCBlpy~g|f-o?Dt@~$YDqxky%gq>R+9NtQe{h?4;z3^k2l0o&9G6qhNL|8t- zRK2Y%cRar|O)VSyw-&&2eIY`_SY2+At!uYsxzsJCtd_WcI&}N$o1InEpyghJJu7dX z5B|8&`bsTVokEyvk&dy8&!hJ}74zmvI)mqync83;SPV*nAS$X4M+fMnfcP6C@lf*9!rbg5udPeC2$#1gr^T*~^QG zqR7wOPBIH1R=GlT*o|4Y$DY=&lG2nusQMq_Qoh+83!{oP7Od4hhm(3Q0hQMb(v^9` z`$FF<%fw;AO69`tVwk%-(IQu8gc|DKS=T;|_pT0oM{RSM0GE^i$9y#6@XBpox6Hi; zFv{)>13Y{CrDW}@#^*921C6tw&=3|PJ(y#TVdocq{5Z}16&Bg&$neVK!X3+}*Frg` z>VQN8?hy^*o-1SRd^N_$_IhiK>!)SQ$5-un2krx$++8*3AfI)GENa!Y&?X|L~;ZFV8N1?7bfn z?k{Hc1|pX{9a z;6*m&m7sSyr#9-a`g^L-yYgx*9Vii-CM-aQ9`e8{Vs<0br)_B^sx@v-Sao1`<7K{Z zMHfTeGALU-Kl=ESRjZ_IVE4~qIW_(1W04m0Y6$5N_=`fYFQJfc6^G~$L-Q1U^dlAkLe~7zP{Eiwl?)<&t@Sohaa0)$& zwHLiR3(l9O9`q`owUg#u@J5j&wal&%;kFwi@}|*0z$uo9#qs)c>Z3@vVm}6CZnz`7^qQ<}scJEU+#lk_b4FHrte0*VGbLAg zPv=eD=PyvDz zTXhBu&dN^#?j8dWE$1J$SCcEw5CiqJdI`ZnALqSXwpTvGGErY!kVV9xy2}EPwmSc5 z{Z}CZ+8`#FLTy-;h{QOroIFgF5%+cSQo~a4`He2%K-N_S4~~DV7q~BfOYYaaWurz> zM?x}3GbXO{u4_E@s@2G6MV3rQ(np*Yb5g_8ScM~YM1E~1i*I-iHzwK(e~ubl@Jg9; ze(r)Ox$-ixU{!uspx{kF8l~@i)>Yq_+d}8=@3porV{~Sz`>HrIz55@DEm3JG2|G^) zI1QVDHXG4lDTtN@z~RX3428%xSK;Q`E_LH;TEAqbl?c(R;YBiWOH+7n-Vj}D^P&IV zwj6f;SD6J?VH1-Fuxdlqui^4Z^J_Du-q}|h^fs}-EhUnIw5EVIdje%|0v0HJ$Fn?v zd+3L(x-`X&uNK+9d*gj`W=J_%Jh_a`Jau19l%;1U#jM*Gb*aw&f;_)`lKL0&b*raM zr7FDW0WMK6M3&zLiv9Vq(42^qV-65kJ_eMi5J(oou0x(`*Y&7kKIA#J@AKXTS0G>- zRgn4SIg(YQJ{u?3!qM_n$Xw89OP~EJs>Y_mmrF7l8IF&Mnq12#-_qJuoOG$`aCIC$ zo7AfZe}iMYX#w2)S>>4ZFq&6AUNZ!jKs^6+RM?;FgvN#>{FKIKO6#5dIm-GmTy9KA zSmOmPh!Z@l)iUyO`OIk)9~20ij&6sNmn7t}z}W|;e?zOPb$?JpX@kES7|PK@mG1Sa zZQ;%zva$yUc|39phrfTa%{r`htkMsKbv4~Aah z2v`0e*|Trgfy>v)Xct$!4Ncv>xBn?;M@*KMkf6}O2u3I+sU<(*Tv;s~{t9o6 z+RDS9@JQ(HHiStWsTR_{&U8a3=A?5Ms7s7BEos{p__CRBRT&|+uqOulODLyFuk6>S z-X(wHrJpR+C7-UyIPgMSEd87O3iJ{p$>o0R`W)jNjg6?NUh zX&a-lt;UUw#%!G2v28TAZ99!^+qN60VPjio=Xu`ueCPYsUOQLQHTPO;VvI58Uh|$Z zrpllhRT!93sbl~^pxK68HS6_S^+Mxt8y|rY7Ok$HhUZ+C*l7`&VYh#ljt|er^uK-LC2n|O>)Tt-b2m(|3i!x zc>j{oDDFi-tTSh=L6i6|p79FfB)DFPr8suwdQ=B4-O2A+awOJ{f)UA>M+7O5z@UDu zI%#xSf7~GWP`do5v1E-qvu>Sqf!^eo0|*Vo+F(wqw9=OcyuZNW&a26mCvB39R<`Ymn?tkTV*q4 z)=nVP1mK0&=gVQY-L_$*H~P^-iaWZ*h7JsO9k1Cqj(+uz$Ou0k|bAT0B*j@jgfId=2+^kl}`lzI{Qe<`Z^P~ha+<(O1j6S;qTquAC%p(feGO1;z(T(2U zbVcHt)dvGU4c~> z0?h9BAQDN9YAcyZ;pEuvcwp%YKY&0!zP3FZdOBOIze$(5!6lBH)8l=x$QWusO{{iq zqp_Tp2(%Y|9DdxT#t~)w$JQt2h9UWu>`kc-=tT2B4|_${VezkTPMcLB!)eN{EoO>E zd0mJ3Z@$W>NkGRP&qWO#FgU^ZvEv+2UDMLyK+&$xBZroKn{7)=8mVBfOx$RwuwQ5G zS%8yFBbxM#Vdc!wY?Jp&cDmIY-B52Q!^9Xr$ISa>Hh(9q96uKQ`*^ygA{0psFw~Q- z?q2RN4e?r4=_$ilsp8#;J<66j=z?0JLCPmza@Nya*&w7FNl+zg4UaIr0|jlgqfGv( zN`vlw$i%u;p}G35@E6l1J@Zj}wws-%%xXE7I-qG%mL9Zjc1rxfpJ>A`Kr#&N@Ei^) z?Ew>qhJQx-XAc2FC}4P`e}avu#SlNnff=cR1`=oRHX(m<<|k61_-oelZ;C@|^e#+0 z6{6L!xntEpnBS-Z82rxeRY&vh94%tXt^0jE7>RsE*vkGYGO#H&%hSk5jQKgT5Dq}j zn6Nz;rqBXyEH~b`@WGQ;Wu~InaoPj9DggQIbQ#=WJ*mh}weo2*@0~)nbvl#*r2F0< ziECeBPVyBgx2Dp=MR~irSD?lEKNQy7sUfh*LmKpJ`SGh(-WTbO=Xdx1#i0St;0=j` z=Pif^;r=rXZKs3QoVJFV+Blg}^@R2sz{2B?RfA92jO-Rj=L{1tn2 z$pqfxd^ohh)ixU#wn_Kw#4SLp?{;psf;yXQR5#SiE72FyY~rTAY92f^ugipt13^Mx z0zfv&?kh#-o;Y1^4EiKXZk09|S*gm8$u@SRAsQoqUp&Rce)MSjt_X%T;_w6Ppe z#~VIO`!N+Q)s$kxQP1Rb{8p{@w!6EghBzGkujH;BklYpjJ=RnSkz6yd^@)}9$q;p& zW2v^|ZgB+~oQCHkT;=|?T7ZTfd1(MVbjH46@xV(jkjeN+%-2q)m9NlL?7JZe_{3qx5eF)R)pGh zf~d`#aI@EJAs;<50R}q(y#e$8Y&*-T$uu#KL>+q7{UMA7H8ET66 z8nblHQ+&KM#W_ce+fUUtg<|af_r6uxt}Q*xO0D8baV-l!tNNvdjP7S^&bDKqgS;O6 z*MFR)@)4_)HY;32>@+cD+*h;Hx}9OqM~B!zVpr%-nwqsqnk?iDp~v^Fmj0u1Ch`Pb1-AnPoq9Xg)LQQXY6?@S|&W#v0V z#vAgnLbdlty+PMkn1{dyYVn?=`UdWW4A=t15~u9``1Gh1~83o>yoHO8c6-Z zEKy#Rlj!nQ2S0-?k&3q8XaykTlvWAKt|YsZU)$7|3!m%+(u$q5h_#e({7E}ZPd{&w zk4ix)oqu%BGf?7aj#`WfSNSSa;@R~(n3Vn z5eHgGj&3tV5)n{D_RZE(=>#yHRgB!rM`>QIk1p5i%@P$}J@AxTD`UQMMfSvMY8rjI zz}b^_0}kJB_ZM~>E;pSzfuwi=qtmUWDQfREe@hx;{Gb0{A=vcy{1C0WoOkiRz&9&h z`C-8?gl!lHQCa2LoIG{}r*X8swjX@dn=e)8*N$4vBee>|f6U2`8i|HOO%q<_GH7zO zr_|7viR6va2Qrs)?ZE~R6IGrvy@~)O%oWtV<=013Fx43|_$b3|NjNb14L573Rv;9} zwDZ|KcY^$Bi~L6qqGd+`k%Xoy<%rO`S9zuQHBe=DKF22;3f(``WuqCjq3iqy5ZJ^p9gS|+lNR&0g za{mzI89?or-0}=hSvcS&LrrH^o?GB|L9OZzwZH3%S+#L;@j35hUE2S&3w7(YVnz1c z++VmlCFCj6T(7Hbev+(;zpwVkmN!lhyj5ERzfwl{{ZMd(HGRZA#l||i4$uQO-nyRu zh7KvJ^UUc0Y7WQKT@T`r;}On3*|%~%z~(kAiP zN+2rcfUJL>%!4j}fH^5<`UXsk`^~DXIggq}^p=%uh3*tTtgYU=Y<$A>SfClHw2}Gj zhll7!lWW5ZK&$D$dX@X(t2nZZX%T~Sw}Y!HH78~MY|e8@cm;-~NUr^$zGiYoWKQ|} zZIw2}f_Hdo+i|v1AB=ot8-DN+;eQrM#E>7e653aKSIz@Mg@^goi#iWJHr5#S(Fp9l z3+QUGWT8cpXrZ9IuZOGlI?`J!e>T27INQVk)zQZzI%cE{N?J`8e2;mnKv&PR(fEXn zFgN#zQ5su2OtHvqj)=25Nnj}8vh%+LP4&|E`>T6W6t52IGToss+06ogsFs#atzDqo z`+9@Bvf_E1BzL^QlJzl++J%+Xz30kNxoP{5s9ZN_PS-T%)JZNoP@;{m7k*F;qT^MY zRN!vF&Lrux&yguIx*m(2>LO86d>;{aJrPu~S-Y>GM7mufpyyF`(VXt11zU4{6~wj8|?XF6}V1O_?uj+Zw>7CVjuG9UoVzYR*pOI{#<0B-6My|EYG{;o|SzdEg@%MxB7yn!jt=NHDBy z#RsZ!bf`AB#Jy6R72S8l_vva?CfJIJ2TFCgh);=lsqN2S`7G{sKK+ zqm4q4>RtohlDVA{>Ju=@&l-Dr{;@>XDfh{`?}=Nc@hM>4+C7z{3}sl1#k}er@H>qN zZqFT}epsl*8RQ6H)H&o4Axlac%mT6-{sazg>vJ3bmCof@hli#6NbMPp(TW2ZH41V~ zrfOJox?IbnyH|L!x|Sly|AhnU+9@6pJxiS#nAd7@FkV$Bt{e*%DNrY&z5^=rKE1|OZHh^1 z@GE45ykqap97W~ZOX|dD(yk?OB!kb1b@`w8$-#q2w%8XI#i!%%86YzS&di)O{M62rP_ zPq%G-{=_r&Ov~%bVibJf>K6ZF7MLsci(G#AJ=mFk+qdmVUh53R;+1mR)1T+D+iH$r z!I#vWnRY(G9i7lC?wfek%VHqTP+v?LV8Z<)Hn#eyuVb*%ls0~_c4JPz1Jc(LOJB`u zeg=1n2cpV^b0k%dq8*M3|5?Z2u zi+wz`2PGAI*Ndlj+UM-j6H1s_QLIr_1M_oyixL8iOhO&8)S*zO=s7vWZy4qY(VCzN zM#b2JOOI>U^)TfT4{dh!qp_I<_jng82DF^U%V=);9B&7@wky|g#~=PdAfX2BJjq6$Pvu*7{0h}&V_JVy&j;RL_+4dp1fsVyTIr#L z!l8pmE?n2K5Wa^XWqua0fUd9qj&1iRPwX2Kar9?j{_fyEHPS(1zw@cSvff*PRIEM%jqU4XTPtfh@S{a_0zH0CkV)BehK=S zHNO!#G8$sm7U;hcs~2OMF8fj%&6OG<)xW+-fD0kFyS5{;{bA}Y^2>qV;Mxez>Bhq# zVa%P*+3z1eK{YIl8B`PWFlU1;>Wex+w4Q%gz}p=w$y^TOIp-mTnXPv=AUC53%u(Z< z`fTGJv!OKwwBZx!-mRob_3@3lEH2>w)~*5_{#K z0Uy`a_|*_xJ&0g+3Nhc1Gn*9~$vO~50L8OmsncTPd9|qu+ek35JS@lEu|eEY%9k=# zJqT&>()F@7S+5!HwwO8pMq|fqdnD*%{<3?jQ8xSsutL|UKg^WL9DG!BUwMQrA9e7u zgkgir3qm99A8x0-(Z57F6s~!kTwvXWo^4}hP%+&(uXHZY!awRfYaM6tqxvuJLcK&F zCXK&*J>Ash{JTDS9eZP4A3qa$yHOv5$_cvsLz2_*<0b<`V}^*I6w@Gy)p}bp{_Pju z9SOKlxXZyVk)ki6*tW~Hi%w8na|XkY-4(zl^Y&#I9=99HNm19u!`rVTpuko^zopf1 zwzsklYoSH_f;ZBffw6^A_tyU$FAFn$2x#7)mVKqX%d_si#f_4w>bvIv4rtWaEB<_E zY6)}h#Sw61&(8KR21bSiPX)JU+)*?eN>|Z^3Zol$5taX3k>r{iH1D+H9!$tjLg%eS z;u}FWfdXQ(Pnp?NPt>Nt0WXIflansX#ne$B4E<#Q_6PRmI5RnPLo5`0dP5V&J8_6b z7Ocz_ulUlKd$48GTsb51qI?cF>Raz}eGg4IHt$;^b$e;zLHWs^Ioonfc)$rcQaN8g z{M2Vj+|sGzLF81iA#<)}rtJXvjY@KB3chwEIoiI;z^O`^e5(*i*xZ-=l|5R&F|#4r zw^LY;4gEPbg~Qe8EP}zBvt#VNRtgi+c_)T3sbB~F`j!*kSC7EP9BIev` z>%)4+-WJMk6~;)_I4nEZWntRXED(Hnp*trHM7M6_JYqaIN0D78kWi0dVC8db+ zVSu};Vc@9UV+fAgc=2Ub{iL%OPlPR5tI^o&fB0$N-mHbRup29@dZDt{yVpoGh+^43tdcoSw{?NZ0i6+ko@JZsj0?czn+38J~?Dv#~7ORM)3M zC*GRUSfS(A6gq?7iIGttera@G9LZx8iwb+r(=r(ec(Lt=huMjUcB?U%tsN=$%Rjuw z@ya6vN2cAObt^n>E{Vb&q9z@Xur$h1J3Z9L5{=izB_$V`0pb*r<6{d7d^}JXV27D zAv}UnskkKsdP}APsjSu-M`Oq-uryheU%I&|ppfC|a-XjPaz9DPoKHK#~?4DCz+BvK^ci0dThpCbfe*mZixxtx#Ivby};!jL{s zoGMn{sCTeJ<8 z#T@{W9PHfsE6NM=QBV_`lB($8)Hn46_Bb)biGL~5+fWt$; zJ?m&pH*BxRffxF>cMEObs3ktb3D?QGvIj2OG6z=OT!sZ0jAHr@+3utwn@sIJMJ5-wfP9U#b11FTzaLpiPDJvc}2mY+6lk@ zVnqRdQSrX%pVwDuUlj}5?{?gdU9x=o30H$mT*ew7TTpHOl@*5fI4MzZy1rNa0EjD6 z_d1m$K_;4=E`TNS(8s~u9{nei$i|tLCCH^#Y+D;vUPm@px4T>XVqc;hbyV=FMg8iD zYk8dVkH=*qXb~44Hp;ZHgL3{Td|nbYN!4>}r%203ISjsQ(q%%E$6K<`lLV6F*E~)} z`;4?biGpOyDvBLNy>`bJ*hUs?+`HfV|FI}zr7nvZaFcyijz$rm^5A>Qoq65dpk>#) zhm;O;E2=7d{TJMp7 z(`f{&^)id&FPr|D5ep1N7gB{-6prx2(;pm3!pY%^Rpopv>JZ|C4wUSL1MA-zYdu@t z&`d3N6In%4WS`bGMF!jyUllH&ja{u_oq`NP9mej?I%!JA!ddC$uUv^$!wtTf=nq%^ z@Qpk#Y>1yYZ+xd8M-2I!qJ16~r%Z!&`Er_&`68;e?+;8prS{F7p{>IG`K%!tIX*}i zgb<$BZnvdP4<7RBW?NFvXNu$j8|?nEEG*ZKit)qnlel*^XtT6@2dP_RW(X782Sl|vFc)CO+yQ0Xd;mZ$4@*e4`s+NSR z3dgtu3*TUUThe7hMJ;=xk*(S6{r1+7LBGcG*T_xgorIkaf6)_>=ozkdBZI9TRk~>| zO4S292g1=+#Z)wL4}8mR898c$ZTGR=`k^drhME7nMMsZL(5>ShwkSqj0%pUjIBdh1 z5l@r4@8%KbU_DO7Le`4Z)MJlEwmuO*TgLdfSPOhe`ylC|)(;MMQkukjg5|l0%}o4( zazSWopjZ;SV>xd95zQE}$PR=sd@EK7o1ZjzGKQ#mvYr)uU2y1h#~?oCI^}Q%XlUU# z++WBR9X^;fR~T64qse1ZU+U1%>#lc;1HZM?#+om9M|BJjzD#WW!E2?LCF_zdyXaN7 z{Q}&B4cBD`UvV25+_Yd}vc>@CA9w+M+QJ>dJm;`u#j`UYxa=klX>q>05$FX52Nerx zkZkpWWjTn~PMPLnZcrgoq}Qe1g~^n&;l3HaxvU|`9IKSl(GDAF;YR3unngvm92wFW zNC$wrp+{rrc~+1KDA8Q*x{b9AlAL9#pNv^)U_=R-b}haNkPbI63ZAwmPIQj$>m>n3 zl~dEBqm;Q;U>5gzJpf~QTfAUGZ683DI>hI8Tw!v`XM^2;EY$@i(`nfQ$PC$^$H2;! z@;K+%b6lnpZ3%I?+Jex9d?5#oYi!){GrqRg_ykTsy6}8IvzuPvjuHrq6Wx(=X4i|X z3o+-{P?sU=I$dj!Xt&?xnY@wKWnc)F>YMv_gfFJtf_vME0!EX*Iy2V?JQ%uo;K8ww z`s;v}Q`3m1)v;stN-S^q<(n}{zq`3F3*@e+Ox}iypXchaoZ*+C!2{+9)3I{+MR7u0 zgLpknoNu_UTx?6*p`OQf2j2)+(x_7a5}@^RHt)1`C<)l95jtO0xo^{52Ei=K&rP)$ z6RvKAI8cUY#3l{gvO2z;*rJK zs4xU(A?H7o`k5Qh6-Ww8^T3fzdQ^j)uru9;^m7C8{)8LSxE^o zh^>JzY~hB-0g@xquA5FjWU>&E)|1pI_%R{B(Iq!W?Dfdi6x0{iri@#9rz6G z`E-rO!;j3Y$e17G4V`vZ(lz`$!I626BEhY;kg{5707V`wZp&maCXH&k+-+e59FUH~ zI)lW*n`Q>x==XbT>Rn@x%=&*ZIk&q9Ji(U`x`e}Ed2XAC@?kgpA|bS2F{&g|;{ zHHM)NzO(73_gczMO3y1@3#=*%5azkorFr|i95E^zL9Vjq)<4Aowd>orD5GCAZ8&!T+TbSF)>BH)o=!o+TFna%rViGyvCbl zBJ7Lh;Olf?-r-I{?H)?D-mY<9r0D7^yQ{y9Mt>R;Elxa~mx`#l(-q^Gyy zRokKLjRFyByBJC-G;hNw?wmqpJtosjqyQq(`Z%~R{%Yu7uX~_P&>pQLhC!^QmP)f| zke@!uxw!i$s!3aP@Z&Bfk->r2L5Pz^$k2)eDp!2NgkzWe9@fUTAXl*i_#`Y?mXA_9 zbP5~hyWHjukY6PKPHiRX+Hg%Z#rj-MiiAB=)gu@1hc6VIVdNr2Tsgll_6CW7?w9zn zhf} zj_L^MD_PE71HFQ3H!s--+S{aWRF_D4NXq>(pzx2o@J%d;wh(EMDU+KcduN< zb*qPXj(hZ5j(s+UjS;0Drxh9a7pP(8mwg1YbqK|#e_;FuBZI2#f`L3+xLb`$+$mfI zxqIDO<0!;hrx1%r10!6{MxsnjXXZgX(+txO1`_PXY?N{h5~&h_BZ!} zhzV3*f2-&kPgpTWipC``ESJTb<+Oe`K@JP^FrenKK{s#Cgn688TH3 z##hj&C}bN!?cw^urC>;Gn9huK@^7_m`} zIKl>Y?RF=UOq!uaXh7XXwV^ahAZCtAW1>N{ZI&0o^CPbgTFi#V4G4z-tfqQS|3$Y? zkSvLfZ6%$?5w|BILr63sGg;`^M9+r`42yFy#e2zj(J`5=Nyq)1WWN{pazm`|=a&!+ zz{71-?5HqsrgPfl!a{sf*p#k-qC5W!Jp!HdbWUy!C8GtMzZV;KM!LytZ?v|gKhACZ zx1DSG&NTjRV`<}9x%@lyZl^Q|wS^6OcO_537MGYF#&p-+tJy=K+)J(d=O-rIq9kL> zjOCOq^Q@1veHZE*fyc%|(AmaFH4UT-z_VHSZ<3+}t{R;$Ycd%}#46#6t%Kq{flZOt zHh)rKF{DG{y~bAg$N;0v&ju9HB{Qrs_{#AtfTSn&$%F1Qv(-sZp45Y#iOygbuHDr) z?ED0vYA@y;-{Qn0cKvj^q7WWUzrK4FlyHvS!fQb!Jdzm~HRAv~j>PFnpMRl)w1zz65YG7JdDi|jy9vp|g&^3( zTW$WOsFa4WkS${wq4+sL)F4o0?{Mp^7rLF`at6Dc4?Mknc)e`;wRyNN|4&APLZOn} zc5&i65%x>v=pMiz%Gd?X2v{Tsweljnje{uD9V?Rh;1~Zw>yqM>&SM3F?XgWHHTe_J zuLg7B*lw4z+OJ6La?uju=J=FZy-pRKPuxDBLW3VwD_AcI4yMsK`RXTuQBk#2IcpCt zTL=hS(-Grn2&$Y*-$YNEgJ^H8Ggydy*?KJC)3(Y*@>h;~|1PyQ%QUgGgLEl@@1hAO z4(?jE{;z2kIjqO)kr_ff_p@_+z0&Jxrpnqbk)b>zqkDr|%n{vg)UZd4)QJGkP&s!b zFm?sj&cRV|=$Wt~d+L@VjmWUFSrIq)9ryqOM9TWNkL5P~-{o%efkHw+v_zGWK}ao$ z*3Hv-suz|SWIf5`WHH|!R!a4Os^go`Hx4Ug&iXD0o9urF3TXiB&&KXDJTjQOdNzCb{K?(fo4cQ6OT1;GX`>AaWC#dKMAsCXqVq7=d2u0 zW^Da0z=2Gr)cO!lL`O2j_jk-c=YC#|$;T8~a6X_{V$8n^;Q~udT$DTQKq*$5 zGo!q9EzrGj(MU-(L8#0j33&I~23d)vZ>r?9K0|-X7LP6d#|-TMny~_yp@&6{G%iPL zifiK70;ggVfHwBjd70i>f23FvkZ0#{-tfKsVec;gAcm#KimiLciG-($*RBLbG90>$ z_o$5b&#z#e`;t0Cuo;p7Q<%W#z4PZeH2e)z^E}KIkFm|}oxebn4s;Mk$rSUd0d=-L zFV?4Mk}QNh5vwlAV}G?ErN!rZb`@PIMfAC?5#}tHNPXNFBUK%hNh_a43&R}OS1M)l zU!13ZnkU17+D86dN`qO{AFj~F2R#nA1AEiprnRUAR@2vI{3OOR^gTv$Jp)Xo<=1U=@#RY zp^&TmTvZ9ALLGd`$$d@11S2^q!nw<~Racw3g%Y+%1jE0X_BVnyla8Yok8;+$h8`(T z!lb{dW6ryz>Rn=H-T*+!=CD4e4DlV2*Z4N3>VM6+Apv!L?tvd5!3#BDY4!o~5P)|1 zPcAXw^6w1t<>l3)bwlMGreiT)AgjMx@>GP$L2i=~XDIX+%_AGxr`wD0HoJCra23(Q znICMyfS1Ygr2?`;D%ct~p}#(BE%p}Zt+n_l{berHk(^-tM;7@E=*;W$*NjX4$QM|i zwK?rT`OJSX)Cb@d^P3|G`No;rb-l%I!G$y2EC~E+p&($xR%FNiESXO$rd8#$%2|2w zEvEGdN(tIN-oNy`;=<{FFS`XPuMqNaxPQ5PU^4Ejsoy+OyT8FAQ_)CK;PbA6mO_RG z_gnpgNXX~Gu|!Xd{B?8mmS&euMhv-hbR7#TU4+9;gDMs++}Jy{^x07-s~f0Lc7ASx z2Mrw{!;4f`V+GI22hflbgBSLu1*|IN)^GqnVdUY99$Zlq6_$82Eel@f3L{@ItDJ8bapVJWY(E~VpBI!ZN`KcY}w5mqfbT1vt zVp8uRrQ}=1e=D>t`;{83NaFhLAKHC096+gf*&XF*T0%e6M)=i8lm69s^RBi2fD2#5 z)S|RIGu;FD!v|O*@PEKV?l))asGRlyPuIHGVGEp#1dj4-S)$%%koNoR@E+G$BanGI zduKQ_Ww?PVuX!_eA<1!ppg$R9+Ytr~APH*pv1%+Gvu|svjF<+U$HsPfONj~d(no1rBWs^NB(6>hR1Jo+I-Iki ztRpl44LK;hUkrr?$6x3?-XocT)@e7lib8!AUFwV*lsHly@A(J{h3D1` zr?rNWU`ztDIhMNxH`3zUv^ge|lnoOj>j>%Cz5#$NI=U?>2hsDB&wq1Ho~}JZS4Zcl ztLeS39Aq#Dcy@-k-nAT9unOD^f+p20hB76W2*LKjJY7n^rYM~rPj1}!cTtoOiF*TV zWz}9i+AObaO3d~)Aa$MC@x+E{Qv4|HDw?lG3U0n$l3#7QZlKB~UyFy+I9JADns86S zb%S_(!D}+}7~S~j01&4Ph(V*bwns0NUN?8H;3iB<6fO3;i+|+Rt9G*(uH?#<_Q&x8(K@i_@cdy(7KPdwa{DxF;gch1ELzHS>eC&0vva#lYiFsTS zj%`&Ex`%|6n6>)K^NiK0e!jv5VMg;sLfB@Y#$rr;;7%`)EM{Y5uRaezSpdo=S|Usy z8jP)yrs%D(u@=juO4=AJM?oGoGDZjvSwbY7rYWf!B5$p!;YOZ1PN8srnU?)wX6rL+ ze)nFzfkcnGn%0?MM-^JOW@jpEvXeSTbW)?dKHy+C-)?BX70&UJ09W-pg6vNJGGj(d z?)P00y83Fl=rP|8jip?JUlsb4NoX4!_P;(IJX0i|SCO7Xv1CPfh+Yxk+`+QusHqRe zuUyCz%m*x&AbgsAimYcf*x{OZ(1Dl}aHrrd#khB!ggjwzE;R{eK14PU; zx@7U)eB@GF2`&iT{#a>T%10S@yM)&(H8}F z8ubvEBI`=j+;$G2IdOJTCc{J3pK1Qd%LVY6S2 zZ=w`w0>t)EjooqP3?nUr`l+d;+%#Jj zsMFem$h3E6O0skgFbb(yFMvY= zJ~P<=--6IE059!yHj6spyrU11$QMw02&K-@v`>wf=y(IV32jb$f;Z}DVpxAs$iYJl{sgwulH9M67QrMQWx~8_c8!rQNC7=ERRKg-LHgN@MKG@q`>`Y*^Zy7 z9<0RPacBtiHyb#4;iFYE_z=%5Rek$X3J~t518H&V)I+p^frU49_60H3pKPmY3@$Mq zpXToiU|LwU*$KL;Aj090_ifZ#!o`dBBw@QdPrY7lf6yHG%L$psX^?-qJvi6N)83o` z#b1Mmnxjh-2+jINL0Z$3Rfx(0c)get`;JLhN7!WL-`zi0neaP%gju~k>(VYy;pr^v z8VaI-I3(E#M@#EWQZc`v=5BICK%aoR&fbp_W-qQbfvYeAX@h38zT!vu>_2k`{mAj4 zUaNg(fb#kbK1Bzkz+K(0wYwW{U%v1~{4MgYINo^%9vP0@f}4st>#+KW#TaaLgv%q7 z3|y$??!Dd!jt>G~l?Ij^1dygfl}Y6eqq-!*H24)_SJuOT?U7qlyGXTs4xea5As`dD zTdCQZenX(7a{7iK#Nzt^{2j>p1aJ3=J*(p4@^0{0habRv!Bt)WY z5CW7hz=$zsL_jg4@{~!yTQv4c>-4F!xLaSM!Rj`A8CxaSkxQfJA>glf9W>xquB$v` z9o|o0N?P8H&#`BXi3C3^_xweSf(oew1cB*LRVq5@=-ynBX+x@YM`eNtGr7CLq7frk z)X>C>-%2^Z^C}=`{-A6;Nb4{K(BNtH#%>~ZAJ7c!x7OBg#({7DTC$4C2EM2F-){tb zD+wZI6%Cp{(8Nv^IG?W97u4gVDM%^1>?PHR6XYtf`Fd(o^AfrU_yqt${q{{iv5PdC zSRyhfpzuN^vCZ}z^g|F1n2;c{b=~^+8iQh}&)f4_F&9&fT=qltxsuKDrcQ=ac0MTF{{$JEmoU9q`dbXV7OBD;H4Jw z7_f}y83q3uV_zj?{k?9r-4*WoCiH2fI~leNAGW{`(V{bE5aYBJNRKNU|7tBom>*kW z2_+0NflWaE>^UOBee`s>Q`X~02gqm7kcHXYVfJQ}rY}ASm{3IwXekQ`eE|hG@8?r% zfn85U(TrWDmYu{ca!CKdU*00_p(lkej;h=)k~dcp8)Io;`hg<|R7oLI<=>r4*y>%@ zqVo0pjL=rL==*@H8&)(;M!t25`pQx7{bhrXQFjEDPC`uqhwyvRho}qteR8J-NXY}9 z)|7ms3ohmo_K}1h3|}(?)cwOiHW+j{RQYd`B5B^Du;=&IRboO$j8UF(-+grOGC+H- zMHD(Krna9>ClbR%1zG>eH@hOZmP`S;Ime57va!%7E1u8%|A9SAPUoGbEy!57M`#h% z5x(=ZNV=>9ErDgw@9ifJUI8MM>Q82a8as)x@0g$m^?t+4o1A>tpa+T7;$|Q4dcg60dDzTc!QL1;VD^@0Q z9i+B(f5WD0r-9kJ>V*3l81EVw;qr}ttY~-aXrvm{7oaWl$%5ypjAz_w+TcGgfnI$z z)^Qz(DM!BwK90y$jyj4NEzRj8u$R1F=Kf))OiFaYl?SUGA}S!aGy*RG;FBfI?Ob{x zcPU-}#hm@MTfW5H{F4eo7`LX8e2(lGjsnW;Z9vnZe6ST8@R@b6V!l+Y$Zhaqu!hF$ zQ4zob0=vSpqJve$W8kQLsoc!$lj}mL11=~(wQ$YkQaR-HKv?(XX&y?mLIT<<3B<1> zdH!V6%E@ijURG3I7xA+3BQ}J~bKuddIVF+WZuR)|?-vRB9BQ#vd*@`PR(S)za|fCW zK)$>3l!}2@mdfngmr*lMKWPH_%~*f_V@1Q#+cJ0+&8nil-K>~>1I*{N!9wm=SiPh! zeU!7#S{kOM*c3#B*w+O;ec>cg`U&J*<09pS7-Hew-!NIs?xDq!ZLeM=zY+wB7 zGOx72#6W1-%v8OCY7}q)HduS1zia|Q$^+1Q%p6}GMPdh#UPipl%)S{1W|~=vEjntj zD;Zcb4lZ=25^u_MCv^|>Pys~(P%8PZEP_VpiiRvkB>&p-s1n21BIRIPMX*rL-6_vB z0a4{QVvW8!Uc+aNOB{D~bcQTit*CMyi4`=bKp#)$G_FF)hm!%WvwP#qK|N ztR*bf`qNjc66{W*EdX%kHxCTM`z+z^3^?n;(l=`^Xf*CTk{rzjK{VroGPXI4@M_PbV3I z_O|;MhE3F|XvNC(1kZ8w0%|69oOI{7=v$3#sNX#8*-DE~>Q?US%23CTw7a;u!=#Vf zFPia76WCj3ozL023Z2@W(+M*P5oz2+0D>C8SYh6dwx_~LX$xMZOFYepHz_6~^_P;= z`*%{GB~ypYQjxGapfEtt!GL;6FD4Ln#55kkzw;kJnG;RRo{^(`LT~uIx?Ms3lKg&Y zm$n2^^|=ohvVe`VT20VE%99gNc1n-Nf|guC60Xc0Og9-pHBY+au2uE}EadYp1rmNA zTR3o}ZC?m2S%RnF4kTHnrO}rW&lGnR?CT%aS9{4`#f*wj=E+ah$BAWuzCL=nTYRKNG8!^Q9{q`l#K>VO9VZXH{<>l z017j>N&z_=AqX%9vS&8Loum^C8_TTaSR1W_^7*5RiifG9u42=JOo)KR26_by!wW&n zke>fJ6uR*G1@#;(z7@leBEE`ejy+}F7t~tji71PnQfpsnk?hr{0YPuKb7!k`ynVh1 z(q%KACczJ57o&f?2nM&lQyLK_1UGhpFH}?=Jbu|Y26)F_qFGxn*_;to-{6yFG3EPlm-Ul{W=PraB6o&Ez1CVrinww(O1jBM zXu_fLI!MJ0TE^@2dGgV-swFw_;AjGKD%r-_{)KmbL{bCFpQkxKL@<{54Ah}YRdCu6 zqLH%&qEvc&b-IBzRDi>*$y*3kiOP@-g6C~*O4X>DB?+mYPd<+FU$P&y=r_ZX-E;$D zXRVu&A*AP$iLDgIX8~C6E##MZtR2&P<|l`k1-5(Z>z&Ma|H6GbIfa{1UKz5O%7hxp z984}y+0VS8?!2PShzpDs;LHLF@*j+9Z9HUZZYBkH$*Ax(W$pziQQ!Z%S2_J15L;!2 z$E7VeKOnp@ISG`s_{6)UjR#!V5etc_*)+L~fTZK`t0kzIydMJcii+zJl7z%w zITc)E+#8WiSRf)Ws(Q0yQo>sHOp^fKJx`m$Do8R58W7tAea;g-RLD!IzETr5ID!{q z!>u;c;sgq=L?v@kiawXe;38XFXVk2>?Qi?M_05xjW((%b$Kj4=?9IMv%R7&Tl$ zeq`f=E?ZJ{q7j|_c4r=>P?rG~<%F=)lZnv(LOt?qo8=)jEz{t#;-CL=y}PPQ#geHd z^nt}C6Ic~_u~!L7EAkW?=eYnt0zeKlUwP)^WVuAx6%5db_P;;&u;%7OED&@E&5iI- zsE=(0kuu&y2H4&XS`OMovP~9GIFoDc)LBH-C=}q5c8J_$)Vi;IU0YBWVuhb6b&r+9 zS#?Wjowv~qX5qGTbI5qYJtQ!P-^q`$smMYRbrUPbUwu5uG%aA5UkF2BJ9@VW+=&Zd;O6_0pMGb6Z;jf? zsy0*+X&p}+00A}@!UDG}xUn#-e)DG#$%D-g?(k_rH=UX@P5`fz>f2?y$4|FFZb2W? zS6b%SwO_g14LI+LhtlMs@iL4!kZcXxslAh^4`6Wj^z?vUUvL4&)y6Wj^zZd3I8&Aivl{OGHH zHGQ5s^;GS>*1h&gOOG&gsRmL%V2jSq9k}Jx4}}3g0))fUqrQcSnmU@h!(w~(_q~%{ z$cG|dBIY8l^CgC9d+n}7p?~;tYGP-Ks+@2Dt+wzcfy8^v9C6RnbTej_tqkE4hkf?X zR1$97h%TVWl!Y9M^um?2Bmn$mZS))8^4P53D_T>o^jq8ce`Q@qDPy<=u52f%s-20* zS?v85fXx8iR=O1aPAqEGw^k`L{BBf`ug+`?oT0&Tf-wqhzE`aXtfYS!#H|s*vCjWI z$d=y3mcmHJ*TVEl6sv>}R>_ulJDap@w8dScp_|`Fu&I=>)r|z!y!_jPd-FLqJ>Cua zJwzDxwHaxobJQ>AU>|6tU~5MRK7 zCsIh~{HnNG_b^?wdt9uuY2v1{NrgZtLk+xKPgM&O{&bQ_l|6P^_}!9+{cMg{PU&I_ z(GILcP>ARq1X4W?i3ufZkdSw20)g&FdVx1kydu;8slYGVafVgeWndgU8L6sE=fWVz z`q*uCvxdL#3cZoGLS!9mYsNFPN|JzVubn_TUeqoa%JI!}iH0{_H^t5Ckp_Vq-icEZ ztW8a6_eqz_<$}7+=cd{9qg6yh=tzn8_$$}r=FRJ@8)uj%E>Lp#LP@xZlh$PFY+@y_ zTP!XSt$(+`Z)*ZUJ;b}B$ksrN`ezdE@|u1h+=qJEIb?j1rtIke@UC}nNEXsK=oz$N zFgq9$^F(ukug4Yi{|r2QVl3A{@pG?=Qa$0u*8EjI0UjQFOc`8MlCE2zgJW4}7k6mV z(!5pKXOG({{?zBhCcEH$c^Tk?NQ|%`QMpypXpXoc2{VK(2={dz4H`B9h+iyS(a@wr z2DzuN+P5-_Cz^wBDa+;(BW@+e zs%H}db-M4~g0;QiD)>Hk71ZqATRU_GytJzyk6OM`1Q0hn*hh2Q1g2h($9|8!!B#ef zwdv1W@KCu!zt;W!F3(c0M}obSk?1MIq;+aXj-%24W=0OlN+RC&Y8Yu)l51>c`{{ll1v0c9V+84 zf&l|v>*t@UO0B_D`Q`;9H4v8Yef%eR;fQy$v& zR6?3SX`6i*I&D#DVuEJ{dPbw0&Bj868jrh=Ww(NSjoH)likOhg@%jjexwKJrz5klE zJCZ^6S;*V=rMJce4|rE5a|~yv#I5n|XU7Mj-f;vGFgX!9Zm5+Sc9w9k7+}e&&&A%< zDOo_j)-vSMpmhO45O--=SgKv>o{x3>d=&HDz&`>?(WJnFqTXo5C`$YuT-j?Mb?H+7 zctBB*mCTc(e0lj-x(>rr3mu7H|8~{Wo*UE)M*kivd0bqmiVAsSbmYcwD5(CmhZf9s zIkT?;T;d`h7D+eUM6evhzf|{ncWLvVmo=(HYYC6Rg})EO#aZ&Km@#t_mj(T??ayK* ztO^Z1QYPb;9rySleNK6qojg|km>f2$aYEAE=AC}eZ`yu5W1N){>Bo`t?5TZTdT_Ou zAjBB-Z~Pm0N3g9ZJ17JoAiazV7TUU0^bf7wNWreFNB{Qp(ocToYMKz>MNqwX_YCQtdUA( z*Zk0^&-#xD=hWNF(?q^-Gvw$qW*X@;SzY{>ki`@h|Kx;rg>Nh2io-6SCwT#paco`E z^YdvvV>lg+hZAw@E`-NANWV%OsE?pk>;PSYeq|`i2{Lty& z87UhnpY)+0{kc2%+jQcJ)q z<+l_aL9+E%{PEk+=REd_Rus{l5$fC}Qf2bb7kIFx0)!(9F$NSegfKNIJmkl(f=t+o zCP$*3`T!T}??o%sY!ZZRSN6=flptqT$Pg&6ive*_zO-qDS@Q}U@8>H#jv3}a_DHR- zJCKky37%tQ2M2>^j~#X4aa@@S4){@&d#wfZ?+b4>%upLJl2;hslU{C(Fl>5GFEO*S zD=?t>jvW|NC4qPNHB@QGWzk!|h0>A<(=Z&MFHD!D7|xNvzG;{~$1VIVIX;L{yLvAs z+Zg`0;1$VM!>p-6XQ-ZrXq1)jRn~Uou;_7y<)IY`Jy#BI;yJ6$in-Wj+Lw0G!)NpW zc8rgbg*-qIh4+qy>!HzG1}u+WNZVm0I%#hA5g;a5)|36@#EGt2WUj#JSmDlmjz9^+ zW*(31>V+3lY@bw&D@2m(Jc0f3^b&)89Ta{pS1sE9J2|I`jjyGJoKktZf&Udg&DN2b zD5MOpUk=tumxBx~XGy3fbuSyGp$KJep6of^zfb)U%EdF-CgJkN;b`JlB(ln>C(Q$6 zGyY!#a_ly+Q;)Xx%zKfj6=gQon{d{?&o}h?&ve$w@3yaSKSH3W26tbqK+_Tkse1#k zr`p_QY-YtcmvFjtT-LWC*b5c<7OA@3uW%rs3x!He@GK!_QJanCogQJQ4H{7k&H)w< zP7B9%!_B)0YGP)fwYhAvdxj2vh^Cw`EPAd@sO-h>}Z&c#X}MiP(U z!AiRS2YkA2A*jh(78_hjF*Q{}MdeoGl!R3h+z?_0k#b#_+$h3K-p*ae%^2R1r4v&p zuTQKLBX5dix{loxtjtf%q18Zp$Ee+N-Edq2p_0~4zm+SijK6+kDD;Ict3WnL zd6)$a$L`dyXI%CT&V&u*o6mx|I+Xce-qzyb%l2C>xXH3$)yg$@`}WG_$%pO@-k zvGQ1dppu+h6J@v%W*%|#dSg= zrHk{#Kf2YV3~hyn#q=-&Dx${9;om9W7bw0nV?yh&IJq*$%mshR?S1|@GeZFCuIPG2 zc97t-ihCuXPI}!jm7aMqjCveIitF*hK<1ILH@PlUS3j_-T#0~PqKIvXqbtV}0E{!{ z!QflE-K?-yO1KHH#lLOt>2}&KOQvX%3|S1Bt|VVr=&V+bD~8Lj(=lIRC}PSgrn<5yzi`YY zf-_;iG_L(p4xR@>_D`M$JkTEt`z9p^5uuP{m;TYktmL8NK3?AGyIJMPNq$Sr@Tqr& zdsZGnsK_&G7AJ_bzf!t}^c^L3*k*)*O0u>D$fCf7eV;q!b-oShY+E@$xg(gyGWr86 zwgFULC1+%VW_1CEb-7u|(CQ{D%q+z;qx5yTItRk&eNHSDhcfl3^65K_WLSm8G&^TFOjN~287$p8C@#QhjiY}5gPu(!xhWJsqm4@%0>ua^SuL2G1# zEzPD4Fb!KDww&_0Te1I-UitAmOCdUuIW=$Lbz>1^MQSt->#N(?(38B;0`fx*LF@`c zh!u}b5vn2*t!kA}Cb8_1D9tNk9kPZ!6y0WDG@3=OCG@PkYGnBngGBkD9h(EG@i!+x zmT_j?AC&aOXsvn4eLYluFi}~X)Hh}1+BS)O$=Z3TwdJ(JOmph^F7ZeFf4p<{AkE5o zuBKhS7cCczYQquPhvA+}YG}BGG-x6pzWl zrim+&0hqje1v(EV7}PAZjz&PxGQ@7GqMSC9^K(T|0il#ygN0qkE*-5>Od>V)!^&{o z?7ourL41P`T-c{g)j8efe!w|lq5Q%#Soaq^_+mz1j^q%Z2(ZzjXVF<_(95!ItHv!J z|J%K@_irhZN~5|HPmhCs-2T%iptktR=USsi$fEcQf5K*8?b{w96m{@QEkR$C7(>Y# zEfj>qx@szcMJ~HE16l_-kL>8{&U~;+X%Gzp+ z3CEaN9d?3&g%xMU zkYG)z&h?#qtsrK}^4!DFWT(dn%DyVTmibK)Yb24ez9vjwt;n}`gHsr92P|@(Yg3Ud z{m5R5xUJfL|H`OnVa}FH2>+XER{RuN{x7;cI=YSb&(taR71S$B zXh*kjL>>o;h&fa%DZsYcj?Hq>2j4H7-hEUjZ zgp$wKFvCKZ#qZ>D4Ab;<0lH5X5Dd7mDU809ISN-nak&0<4Cl?14;p9uk=OcOjLQ&0 zsG=l1bRV=mYVbg6;nn9jo90(?i9u(bv{4`oFsFnOD)PHBQ6Xnw$WQ;H?p3DAKyks* z5TP&ni!`JTDoS1qbsvyi`e&re4X~G(pIvt1v47AE5fG?2soo^2d>H>co5S$$~|w7A;0gRnW11CI(fHp10yn$C25tby?AX)UhJGK}l=d(REZ^H)S@ z;g9XG7A{%aKFFeS06jdri7MN!C)2s@5^42)Mq>Yi$dVa!x=PYX`o+f#beJi|H~#5^x6xOo zg}sm{_ao95$(j}(GdDQCf-R@%`UFD^{{dVTW4zO$-j9wI`ZHW5m@+l`MmdsH%Dgek z)c#-Jo5aRs%^UR*b-n$l%DC_uI5qnN1BH0-f1Y z4?#?kcXtx4C)|)n!3is!g=eC_DDOcQfromCJSNrqHR2o%QDh55)P-|Y?g!yfM zgBdII*MB*JWMOmH8KDOaz&C_&+JJrVMrUO)TtDe8U4fQd(W_Uwv4rW95NEPtZdK%` z$j0_O?X-c#%oC!zcy8tpxex`RL&j~kP+x@OmvQ#<1km&_n zZV>R@Kzfi*2*w+rQUEX(&)lDVkf;O#0yrxz*(hKufpnP^n2)SZ5F}t(NZp0u%(Au^ zRZG73un>WCFZxeUqPf%#4eT2k>P;HjNqO!wB2R}H1WfFoeX&y2A+)pxE*>8r>gJ00 zp78O1_T}l>->yCC!)FCtHh_c%BLmxzhqk%SjFNk0PAyqki|eZpuIrPIBcTsck*_|D zR>6xskey$--o_RFxp_;UzD;?}ii}7i5V3sKuED=B7o6+?qy*CIuktrgNGDV^20bzp zEvnv_A$(BY*(gvUo18V8#k5v$szSet3jD(p1Udrnhyd(`D8=M|Wxq`B$rzYrR+2om z*@4N=TZW)^qWnL2@W6>Rpoc+f^oCWUGLy3jsYj3`5)jRoAHQu@Q=1>{|3KU-IrZd6SpR8; z6u7r>J_z%TS+G%u*2+9ba&c%C05sYye;2pH{8!h?$S(CpTs&|08>qhqF5Wc%mr;UY zkZI$w7GsKG4`C4MP(Ptp;h3o_aR;_MfD0L9xrQhh5e>_Sc*rLvGf&-i zNdep#oAOWR{F3+x!Css^sJURP=;?EE_U_|^`#D`g?#tRC0;u~!KlMv2eSGX;=dvv( z_n{`9dPPq(E>vdeT2B?Qapqj@UbGO3W%S*H^3NuEzMNw>1SKT&R^hIP5UEB$SHKCh z5^v4S1gR##LX&o!<-iRl{8BBy;lCXy_+z2)ODl*ZGVmqZeUKs7UV#`7CoLiq{G3!1u#O-#rl`<(Jdic z4c^1DPA;9qBEdfz{xMFP7G1{D&**twKPwflD>6-=2kyFnXE{@;C;UI?dH_W3)xp0# z!u_S!W=^YY3rRB5d2?jueW}Y{ztG+^5A!GW+j&4egC6ha$)^Km_@s{UY{DSoGK7R; z1X7+}u965NPQebOQc-_7MFONP)K}OvMvz$gDtx_VN+^_&3*&u010P;*|42Y?6X(#C zm+>q?5+j$rF{~QnaU3mc)Dt4XJoS@-X;EuucZcoyr zyXv=>GeNk;H_G<*R_ZFgAUKuU8BvN|ZU_Zv9W1JDOjBCtjBIGLN@(e%LU&s@3=0^P6CifL!v z0M)9Mvixk--!ETDAmY)vi=Mhtr9cnX^YJS|>IabTZv!|8%EHM>2Qg z(LLPqEBYoy@CWN$4`6jmWxzX>?jPH7G0J`0)b_yLy=m8c+6i~N!`@~#o1;wITu{Dl z%HukD2O1=o>o3&K$x`6;u{hD{)@iBv&{Q{_U2QRcDt{p1pL13-H3kI456-{Ux>DfyZgJPOx%fqE|ye;Xhv;Yri9O#}`E+;`g@#@wq%0Ph1f@zjhS@kW% zvqvRdL4-Qnjd? zEQ{Pjc;q(sNm=GL{|lb+@wi=U2=NU~0XM+}(_Ep?79_717db{wE|`!yuVU;a<3*wAR=E=mV`hQy-5X; z8kIe1_QFB$Pj64L^B0|y=3&R5iaAKXXnwgaeZ*Z@jg^yL+O%K8L9`KNKwCe5jKQhN zW!mQFbEC}3MyRxJd<3aRvy+KKdXbZH_%kd~Y>6toxAeSG2^S;@mhp}=2LstR_m;nA z4BGo`rYv$NHnxqO1}sz0*18+ya2ML%*!;vCZ#I7Wnw;rwC87)i#Q^VH1;FSDf*_J< z5w(zoP@aBU^(FYaEkkzgBAYcX8-32H9ZKl*DYr* z6$53x(j2m|u(0(qH#@tr)Zm~ww-8Rfp*a4J6&|!Vou7Fsk)2B`x_=)dd(5)?zKKLx zQMcs|L&}PW$d{Ab$&L&OW%88hJ!2-ml^6_pSZq6yVTWzNyWQz3`(u*!nV)aa#2-@m zp8Tri#_GmEtOW7J-VJlN;yp6#s$czggx1R6*g7k5+MMMN=TLzZoPiKdO%%vro0Yml zF+0d9#y6bGhWg3NAGWI;Yg8NuasimRU1xip34X?9`86cAb2Hf*^#NZ7eS!O5%ZlZH zA!hF;zcs1QPFpXuF?$MlQLjZIU@>*yP1M{(uk9Vg>VJ66($q(qxHa&)|N2DQlj2#v zjg3C(0yj#N4GK_GmXCo%KXKA(RceaqoYw=y7J`rLAK@Q<5#Wa8nCM~yqSEY%&a+Qf zH_`2>s|nlgCNXuZ#fwIXTkC`6> zT(L*Y_6~+$=ha%U)Ik+g2RHWqOL0H}hkM^xICwSz4is{?M9K)GJ@@25SW$P_X}ulo z_QspP7JCjTf2<&y4O$o=)RE0-pr6DDD(Om$GE=LBXz1y?5-06Lgo%z`zA7puv|H=o z4P2n38@SxuJSC?_{3>3G=sU3x`1(8U;oi|=Xr4bC7zyhaWlNiRff7IhK0SHa@eF4k zd~cDJJv>4qR@(gzZ~{jAv@-hU&SiGKb69WE`bC1CK3BN+eUkPteLmbW z`0Q;woWWp}wCv1|f`c4d(jVrPrzjk%qB&adr>9o6^W4Z{76N*UE^=J1R4^v*Z@@uH z?`cGRysSOu`I&g#Y^+wP$7PRtalG4U>S8GkXzK({|MBIDMp+$YVln^eA z@$vA<0&CF4mdx*Gi}$CSBg@=K@|?CKZ_XOLis#}Fn+o;2v^F|#+XZy6ju-zXUq8tl z+W7W;dwx$l7cGlz!*Yok07}%>t6OFBCgD#!$Y$bCt-VLx{GVI8A0zdX@bJg5!Kb&o z-iLZVOX3Z+I93ei3j&iC=R+DquJYEyqT64dqCRhcL0ziq@_fbkKh?W+p8g4W zJp6XTEwgo~z581t@VNJKVbje=>RSI8{mb?%$d~ju{Wqc_r+&<&`Q}y;lb_2TA0eTK zlT#!&LJ!EfK~Ah26JuR0TL!G3T2>2K^0%g4mj4vAB;MoKoUAu!Bbd)c>tx`PP`zw| zH63Wv&US;xe6mVA82pb$XZwKv%;O<9;`#CLkJTmIm>5!~$r#K6E04BG?wK(<5M-YB z<}hrjQHYNb=@4dudkfIdx^&VvVWYId>DCMS?rje@3A+u3%=Gll8yNY5-g57UJVotD z(D>WPAqdflA>VLtR_5T})XZ(TS2!ZK#Amv@RBxmXnyVz`KxdFYeA?aUy|>qLh-4Yv z!Pvz7IJ~|XRaX#nMH%j$W+f8r=-?3~XA#%F)Z$ZXBT6x_X%jvc;#Eg5$&-ozafHfOh+QEwrh?<-!g>02&QX3MoCTgs6n+J6J&aG9no1Bg_q#%_1nS3mY@g!ytAU2Yc zFlc{&HKsSC0H@Xkz{94o8R0SD2Z1fI^6<$Qu&I@>vH-xml&so5gHt{H6(3&2Hs1yk z)L#0=e1l3TDbocYFMhh}ZTDZphMC-zmu2?-Dl!MSplwbOvXUYv%Z=z!$5uPfqCQ&1 zP5tjdqPeJ%+_p*ccrR=d6LvU9z-Z5Y67$-1+2#4ap4aC`*N^A|w7VVAZTY!e#)Q!L zU=2R}84tvq$gJ={gb(QT747U4VZ}!c_^w;LoOS`lFw_i!ch(8N`$>369 z3EkJ{$olVpVrWE@3Lk_FzES>0v;s-UA7?OBuZZ%nM-NzZho{S?&~us_KfSXbZ^ z2`R=WtRNpnyx9MTB>#k5V@OeZQ&+D=!`_lsgKL z+PsVyM(RS_@|2K-ya!TBa$dHW_2?@;T8xrhWsmZ>6Nk+5FvQ%8a)c$S^oNn?tTvNM zrIh5=y}z9*sB>tOVMB4Po{j$exTOGe8M3mM@WR1_$2w->U~r<_qpfFsyoilI5U`51 zVjXa;R$9>hXyrYweiS9Tc3GW_E*e~WkC*$2Rky=5G^d8coIGlmz9SOEZXVglAPj>d@zE!RX zrq;TsHk&qW=?Mr`fEwe|Y6$DH_ddU4Uw-iD!{B_J5AhFKLl|&vrRSB+Tm}he%^Mrp>DKA z5w1Jw$h}L7Ra%}*Iuq&*axkFEoooqsBMa6LN*%dLIFV6({_Sl9IWS^g2l70o0U;L# zPfYr<#ETp~cc0m!B=l^27m~S5u@YrP9z&FTAj{CXer5v@!f#HK8dN~ge)F^U@=zIC z!F7?`%KKPk=LdS?-)#`V*wMNT!=3cG~T*f3Q~`DJD-W5CR3XX{HN z7u!>+y&A`FB{xBTMGrjsC}id}iQs)eHi2L~l#(;BrV860o^|$oTRQr@9-LD^4#SVA z9lX;3dX+Y(;8+aN@&m9rCJx8Ktxj5bd{rWIw`MV)dFn+QaGDn9%m=kPva6N?Q0ke9 zMW3TSS_QRLVfr*`;)7*dgDKn3fUKQrdSA|AoyNniLzgx9)IM$F>KM zNs%La?W#=RLGG3LzHG&rn>-ZYuYe*Q)k@3VX(r(P4+!0J()KIY7Hv%hMBq|xI`ds9b`;h%}z*iQuz6kzpE& z8y%oGc;Bv(flp8E^)vpEf94+`Zh_cI3kCz(wd(v0GiGdzxAb1fjB9i%8rc;-Frckm ziL3Q`e5hCs`QTLgW5`VGe?i#>`{C$W)&*@ku>(z31Mth#Bx<2G&Z<~I*0K8bbN9r& zxIgV?^iu==iSmlVJID@Lz>k`72Kwt!42}D@0CCw?PZzfB*%pca=}0NR6S4B$F2XaD zhn<*^JZ6H84+u4Ky6)_Dj=$xe)w4<<-}Jmvj*_IIH#i71k9VE@1w2834xfod)f+74 zFKlt>ViAy#2)J%?(MyEl-Cjz_o;i1II(%K1j<7FFD7MF7E5FzPxN4*)lV9rrvn|(Q za(aZW+N$nUl$2^G z-cD~nL6(p7`)0{;%b{zrq?Ke@>~$8TYJl;E{Donzo@L~5_adEs|I!Csnm-En=k zBmNQ%;qrzuI9phbh*U0HU(0eRanlLq?~w+VUF_E$C$`MrU>13C=JLYAamw)QXyi=+vpoH!AW6T+_ z3f^J-L?4%vyt;Zw2gan8c}S#sDo+WN{-(MOnWHA{xBGdMoNlL{^QvD<7mjjcNg^zn zodqi75aOaW{Nyt!3HdhFYNu<7WX@uj|?lee$%jaqhzv!$b4yj8Sh<`D6FNQBrK8*)9k3vAQm<}%*4yg>M`7H`6MQ= zXHch|{e_^AXUk%?krkh3VMcTE*;kJ0W>5mR;WtJIneC}9;uN8r!>ubGVXA?&5L4iE z_|ylk$J@W$Dl8x9;>E*GuOqHf9Jsu!;j>OrmZZ7uF!)oX)@NOuN?d7smsiTZVZxO6 zx&Mqr;{LlEZY_JRLt-xurEGmpOAIy#l?Wbb z3+9B8+mlM%U-G<&+NcNh-4qh#g;@|^fl>DX+v$(@t>ao#$v_yrHg>*Eh^Iqz*J zai2GnZWvBpD)?GOc=_)?tm%vU-uCf<@ zRvE z(NN{G_b~EmNYQj=f0zFnN_`6(%Z}(c0-I_;<%qPb+$=tM$!fnMn-`GhE*hT|0lU^|F<( zRYZhHOhmmsA5HYLpxaXD@=^MD^Dh!&^jZdK2;;y!1M|Tn<{@2zGh^1&>{s)li8Z5i zhGgnN$=O<+@ytn;L|{!Kh8bmyK^Y7SEgNY58W*T$&X7XLPIX?6V~b^ZqrEUJO7L91 zixKQTH)XJS+?3$WPj5`Ih{a_V^d0$3=?x7wvNS!$IcCC1+WCLt`Zl@L0-mW>nER(2 ztD9st(FD}WZNb6xXtwC!rG!>j0q)ffRg7Sw6V`+zOPsv6f*G1d+E;>p@@`gYb!>}7 zWdB}Sm??Kpl(xrz=+0{bd#4v%f^Oh&3@0peBWFqVpu>GR{77b!$l^&4HeU{$vz^uV z_uBPuvlt0yaQ+H#d9M|HEVTGU#^hG$QNxHg}--S@tb-v^mUImny(LaNWziPQN09(WfnU3kE;tx+Lb zQSE+tNO2$dZ!D=!t~-00)nic3rhJm(`>AY&cJ|-+`_y7lN>gSSsJq_gs0fd5r%mf0o3w=TW< zPQ7XZy2U%oQ!a;cvCQ(v{%Z&yH1r&p=|6`YGtP+27k|T8WDbw_Pg$HSEyo=ZNCej@ zRyf##3-C3gPI!KEIv}VIHITS){k2lvWK|R@N%R`;Gl}q>H5a7;{+0kE(JEGNM#bxOg$BRf~LQQ8;H) z30~YOn*CQg2GXna?_4l3Q##I8xQ8!FOB{(%zO60C)jL2^W!a(y@ng1sZo97BX$ZUI z*}iw>cfDvXB9*9#{rg3T^**rwBdKH`U#sb9NQ_BdKIfy0^j}EyVUl*~t=Q97TG+o`P)6+ z%iM80(e^Tj^Z8yGewF6^Fvf0sIun%QfHC$MXG1Q+*(ZTV{*}cg!{w-oWw*tc%`OW0c2vC z$DK@BR8ppYJoxtBLc{f4KWRpki@u0LOPivDG>#5QU1>#5D3AF})k0G(%*3{E;w;)X zDUHY!ztDhjhF`oY+DA;a4%v9lc9gW}ZH}Ipm<8`z&9lYxLOT@9&p4&=w zRWs~VpQl2w3`;AY3Wu%iBCDyzx2RfVYJNS1{Y~SsxJLVr_Z4vUy@2QEIxy z{J>`TyjY4y*;bKy?|c^tU()kO`FW&TYkn24y@J2>+o5Hg4c$t*FbyIWuaXmWUFnUS zBe|-F>#lk_nB%&TF;`98b%A$RUX_Uc*KM$Gi^3Ulrk6X4F7!Ks&cfl?-dcg| zAry1e2=Nvhphi4gU4d6o+8z~2a5pl7I3Y64ua-y~*ZPRF5%Nhm8|IIe)6|qeLF?^E ziI74*z6zYsO}HZ*@mUjMMNpUV6dtC;2gt>7^iz9I%h>)B^xe2^0>|2!%~el#lU|td zSh`XXddZNmzymssWGFUFPEC(=B2wrCAmm}kF6;N)p5aJ7iw2AswHiSAyifzT{{0xtPY>wMzIsX<1zrk5~lOmDQ zXUU^(CML04Adu`>r0;#Q-gPuYhjCLz$&(MX&vp(^$#8QtmEf=;BbI2A_>9~>#GkEM z@jZH0IP6_2oBH6Vvukv$St8TAYKg@+QB+WoBP(VI()9T+Q31~l`jcypose+9QDd;Z ze!`9MEWL+F{cgLpnuM-k#)Her>TmF~$oWl`Dg?j;egwI*aK5AYu#ebUtDr#6?P|Mk z$**C%xG8;-JLG5+ALyTWChg`N`E#m%O8@#JLeW9S-@xPNV+gN{#YIi6i}>%gGsNR- z%Dm(YE^1S<5#-b^Dzdcy8cT9QurXu7Lj0TUbik(pWge5mfY4&&C-_UXB#S?R|O-6KDPVynBub1eZX#^n;}S9-4)CkOF&I0A~Yh-lmCT{ zqTbiE(3Im`&@+sOtv<&cYg)fDnKR`npmpMh2A}K5MZ&pM;hBSDoz!CJ^lg}CnaD_= z=cfPtMzcX}?psRHU5o1SACCAc*45Q)7)dB84)=!(yQyQoP&VzNl4P=k8E6YT5{>SL zjbUk*<<&b8lJ$a|3-+ZA&1ggLE_f;SltOx1QHy2<3rwA^sESNPK1uw8Mww`e_(Tkf z8(Yj7mEPYIZ|gxd1U{0|+xep!WbU*HRkb(I_fKzlDvOYnE$-W{1ReYr-{K#d+W7ax zc6Q1`cHQh0Vq?)pSRXFp_uG?@kZ(>WxZipt(iGxpNpGB&A@vG{6?1W5*aQ}4WH~vq z6mij)?n+45nQ*?7_#m-gImP_z_!b!3V2)2Z&F3P`Fmj6AVbN?X6ytE`%({M1I_`3; ziaMEYee{eNikwpU!I@`CVlrm>H8_*gXO2_F;m=RE!cPZtGsI|vGHUtC!!$)%M*5HE zIU3!rCZq`;$FZ>5jI}>J@XQkxOuDeklTr2URjwBS$oP=hO7jg)S<07y@AA1f8~^^w z;hwYzAsklje3I{av!JORYV^K2QtJ1Rtjmvz8t{|KlUldn0gxTv1YD4T5qa{5uJV;` z$iyYx11enWAuEhZ>)M>vaEy;D1~?A5T~Etz^r^Mci_mP(5*Z^1e=hnmkj_`xm0_%U z=_~BCfnG2Fec-hf;uhv=EL(SsLVeM0ta!fd`8hAdO$JAiRF`%2M#zWRb;VWQ;X>%E zNq8}0?g*L!u;;){4zBgA#E}uPjlv7X^@FH7qXdD8!P+fTt?psW6P6#XgVsGkyT^vL zRY{p?D|pzfL77k$ruB)jNVEodo@F1JxKde+6e#elC1Dc$QnloT;QT86)+Zmue_T3O zS9F=?3pyqs#F#?b;5J3ByE_C%z8kOJHjTG$@LMzr>asR^@1&Y%a^4^gV@5~c!}OLG ztWsu4;u`gy8)&XuU#8J{7Vsc`Ws=gQvxDDFiv%Oz)&*upiH)WR^OPm%1$-N(W|`=)VrLfybFxPDM(;Gl)!13O zVy>6eur!*b-`J3~A3idXndIC~usbiku=n1|4RvmGgkP$~3fO>n4Nm5k$7hc#y%EvY zOl!;L?B!-s!Wwt7K9KW8Y^zV(D~*>Bqs1SlD`Jc_BV49lxLsbwlO0iJKH%DN$Xqlt z3Ehnaaqo?JlU|m9LpEwI4bSm+>F_f1M zGpHWh4fxFI_4cU_?;r)%DYmabZ-mLhE!RL2j*OsLLyiT zXNS=29(!TUMe7w1pphl@Q*v@M_@+5`%~!1ieGx)%cq}y1I|HMIXlyLpVHz&Vdiv)S zjESAEhpAxxE^TyqkVp^nt+jaPP0EE~R7;xAHxli4pzpQhM67~Zb=Oc`;$}AdK-S%< zS=~}p(mkQ(1J7+vk`soN$y8y^$b;v~FrNG=K?0<8)RvGWl~||=hNZ3{*)DU0wu&@*nEzGSy=y(ug{WCg#xWc^3q|+P zr6#8sSSR77&AN^Mb@Sd`-mAp1hjpuv z0T@eezD06s*v3@J-m1lA<63c5QKB4x@xF1-nr|Mgl^`mrQ8~3>O6%ZK=fmFLvfN3mz;CVQ;U2AD9$Qlc2qETYipn#T zp~JZr)LSb^9fDXY{vn(yN~8#6K@#T`4k`XSwkKkKos>oK~8-h zz8jv_L<871g0@Mbc=@8)Q1Q}(J zOvU@^L6q$|acp|fixH#3xm-0Ik?kLloZheFH{V-g;4g_d-HMNh8-Uq;k$7j>UWzvwfT$J`pp@4nz1`ZjM%0X57WG0I;d!6xf$R;?^ zI`ry`uybj0B5H@UK8_!+GCwSw%KTiGo5`DaJ9NsDqr{D9?1)9wv$8{Mhs(xj~nG3vE%P0*k!vtttCcsceHExo=s*VF;qTjK^@R_44dwsp_ zeCfwS2)Bd$CUvcmm(6uH!y{GHiBmCAvDk?@<-08g%Zojxo#T#}oP5!O6s5HNpF>C$ z+0j+qG)aPHOMekre0=iua>P1#WbIyUb8(Qr;5HK7k#6|la;aY@iWwn4Z8VwMlk1#G z``tM9)oL6>{f!dODOHdZGy5C!8`4mkswj?C(jp`u?=Sr>FgmDnxB5{4O{Ny_!e8qW zTp^G5n;L((z*76*9YwepuLgz-C>JW;2pYP1x>!rqUL-BKu*M#V3XY`chA^|cWHkPO z=D{MPnZ_M*VG6mCjwTlM!0!_mN5u9)^wIS;4(WBngircMw*K%*TG4O1LNE$} z%*XUxI&YXXq(!&q6ercdYaAy<{aL$MwMz-S%1!#9pa=59F9z=$J{?t`6wjZ6clu#y44Q}7rO+`` zWi)Y{XEaO!392YiPB6G`BkJq88&}eyC?QAs-SLw!l6nyL zeDV|vQqH&un$uyw7o}3=;o*DSB7VfqYA%}nV9cwz4M*9L3Lcf-ncletjEv0-@&fRteI!_D^_-;BRhcrgMKDX*0MOLy!QA zBZY`0b>MO;HWIOmhzM-~D<$I=k8`1+E~)<^=RulE zlf9ZeVL(|cEtlS@m^+{vJ|OF~?pC=ZjvO|)y1JH@@+m)-2nMHljz3wm`K7Fw^wi88 z-pT4^r(j{~;)4)wnlg`-fUFobA!I3a-_ekYkDO~Eq)5X3M z1TTLORYtNz?DHYiO~k+Q`g0tFZ!v!!#Z%WYvcUs2U+MkDi6#>yH(#6QE1SA4?5WaQCCnbMlh* zaV^g2N<#YL@6Q9w9S(e;&pL^D+gCC#b%}opZ(e<{S+z~o0$B_q#9<>^o^)pcN(~t2 zG*_t=*qGm=7z83t@>xGahS<+mD zo-c?nEy#(nSTG5tEmZ08)rbLoHxDZt?nMuJ)dGFTVdX~q^7J5u#{<#Iuo?LIxL7%b zusir^Y|ZcoeDrGO@K<$m|Xo#mHbQlI{!^`JHU==G}6n-m=I8sua!90RM~wf~fh<^r|xkmyh@` z^T?wR&>HcSw;#PRno%?7-C*@+qo(+mFW`xhe#t4x&ZUTs-4lhuyV5g3C6pDDtj!|6 zxO?qkx+Ujc`VwYnSLdTUF=|6aakm5;l7-kqjMRqPDO8)mC@>0aQ}HIVxyXAhp^H_K zF!~NI2)7<@HplBt$*ri3Vvu;;>Vs~P&vR(Vyd$~dTd!+|Q#>_wOgb^BcX2|f|CI@j zX7RuJ*-bU(EPkCtms+U^_EMOma^7i!qn}xXzoq(1Cz!w&C0sf!NlVn-L=yxN1{-_= zu2SxT`ut2XSikwl-^y8i=_zJMp+tSvXF&zLJo`o#aVJh#l&M`pMYMXD_RMeNYT)+( zQ9ad1%vIwvr(h2DH3MXrgk(07cYMwl(e~a#u{zhpmZt^HyYVl3BH)k}Nozz>7MV5U zzv4smCOBtJ3OD4eSE7Ti_cFbF*{e!68mZ3GPrA?nz-gR&Dk_SoEyHx-PZ+?xsd6pd zWXz0GhY`8nKA9b^v70R^TydT)F+XW!b+V1H;1M%?1&#?PTg%m_h&je?jCyXq02&f? zgrKGGVBgO&69eHyzp)UwV%yRo?II_=TqpRzFV%0*3aF%f-hoCQ&@&wlUex;>TvINy zDlk%(gM-};M|ltUJ(vtU9xhnGQ3TTedPrP~(Tz8A^OZI(ca58UtuKsJ%81yVu0X|a zA}Jums|Dp&MOfEWlqodoX}z5^d2H&m>7GV$cFX9DEFt_`+4J|*(FuA9Y>$zL+5^tv zoS?v6H#^quxb2WYM%aOPKZ3BB;HgH}%h{J3V` ztY**`?8WO3tJ!xI%15s(B4T0CtfA3nxGs^U^?AgnCp8y#dtixu)>m@u*PUj|YsXMR z;eP6nl@(YKEqkA>aHZRR;bAv)cSeuRq#V*8*M7Ktl1nDJn#jS3ER zqvLo}h&}jOJmH)l3Zf(E;YtvQSJ(IS-E_6K=G2QS9 zW!|G+lXXKVy59M1SVslx>G9Gb%I^GZ#{MjoI2bG@FI_#Wff3iNt32+hsU(6r8WQ$P z<;&Ql`YrR++!I+(-XH6!oF%N9)DmH5hUCaD`-_8@^Dw%W@n7(D+||YL8O9&MZ~ui_ zP@W%Fc~;A7y}2d-cekYJ3RM2c(X9eY=%`=s!B$j>h-v3UF^ z5c7vG5LBvACM&To41139=YHpDR*}{W`+B&94be`p8s*8Py|x4Ys7kXAUz#S4U*bp@ zH4f7ZmDC8A&$jnQ%StmoMz|2Jt~d8vj!5`DcXJ)Ji`YDKV%w_o3pVfOYgtwNng{Pf zWp4tmvs7&QN`*o4w(F=VR28!(WxtFtTGhUyjGJJZYD89}*Kvfi$0^M+4=Ic4s{6w# zw55w_s#8B-24=bKcaec3UxtZ;!rs%1`TTi_nZNb1%hc;WWGK;>-@#Jd6@imC!6v%t z1oAp8e7m0)R3x}+?mt!q8t}@~6fF1`P`=_Co=owbp2ei{yu%ZIKH&s*dBMYP?^0A5 zd_-|`84i;@jc{qkd>2}!fNFFbn^SBR$M;h656V2>JD+(n<`tyTM5~*qz(A6VSakE$ z=L>lA&2t@qQk*(^39pQ=45DU?Ma=BVAa%C^K~dp(8x$M%NIxb<*Rw5N)h6lSWFaq? z6=$E^4n|v!rdjto_3 z6zsWcdM|&3)wHQ1uid4j3HP%iSh7chw)sWfge-O^wSxHJFL}3+Sr=~)X2=AhULrBR zjH%2P&xA99Np{ujdpc)l4#X0!^Pvh2h|iEfx^$Q6s2+WToV#OqGohCC2nmKSxxN6P?MYU54zjAp7C#~M2Xs(Zj?)6`wnkc7!FW4zmN zQa`m#Tl!YZr8{fg{#)@Olv$Ht*oZn#>6p1K{aosH#amMXI>2ZxjC;7m(@|W3S>)Es zy=)ek4svFgHA3lEOOQk7xOMdR>eT5Pu@d7Fbdu?Z=-1d2Sy8ary&dU~ckIlIFHK6X zrG3%Em;V;;Z;hqxeJ<&QlmsUf&qRN(8&1~!m}VOaqV}I8G-*{(i%R*dII7vyuPJck zR)1MrRYnMM;dTR`vv5P*`iUbG|KkJ)FdTZOe(j~OOWn3uBe^Ma`HFk+Gfq0W0O0$z zsySNJg)P{1Pv#wU-0ZZfj?6^0e8oAZ8p@j{7F|vlQ(4EWq{x?Y4x@;nbDv&kJbJi0 z<6i6viYL81-FiVF&|oxgS|dLL6JLtGCva&=u)V<}IoZ=uz;GSxn5QsAz?L@>R_H#wqI2Gw7nm)=u;Z5-uE7R`@=2#$yw96-U8ZmBnjzyJg_`T8N zx;j)B!S0Ov+zW&Oc>&Sc#y)!DNojK*5-?KZRAQ{wN(&Pws!%4d!cFIvA=oWFKJ#ZG;M7}IkTAJ#yh4ww%y32 zTV7>!!!$n_({R_^I6UR1NeTxZE|--#kKib-)8kqsn|?} z3@gG=re%TCz%`Am6X>|>RiQK>tCfS_c0DV)eNLuR_K*LteBZwR=P!0!0%4^U;c=uz z6N-B98;2xv+A+)vZYjK<&O}As{-xoUNyFissFU1Hn?Ltn*4$XhD_Qr}jLn73x(hV; zkA>X&b8_TkT?~&gp5Z%DC`h2@WjyqWb^egdh+bAA7t;AShD)!%_JF8y(GhwcAZ zfKsUR5oQqnq~vjQ_GjqUV(LBtB1~?SB{y(ze9}XIMm!9*qG&w7v3OAsqB#Lt1kO+A z-CO14l63eCI5v4G&!_jEqpLDVAI@usP&w;Q1M=!%pp+)>J|5!%8i=>|adVu9Z~AuC zWp2$dY>OZvKs~od67ATgtoN3Xd@4ipc$La#3CT#xiWr>ar5N>~atfigv^c#`09(5Z z)UL(3s#N1cAVLwG+vgq4gJaaq2N@3><4ZELQ9{dXZ_$=9JfY z=-1rocWwz<>>bgj9&uMr07vM_H`?8OeaQOb%P2a)_mN!M`^Af&cu ziucIh5->0S>_VrWc=07SLtZM2a6j3~e#3@mz~by)d$ztO!0{{bq#;HK^{H7~BWONO zKb4md0CNcq)tmJ_isqki>uDaOzyxL7!h!~K)hlcX%>E6R)rq3HrSZ)V%G1L2wG}u8 z9~^SQ#Ubn-@Iq>WwFIC}4DOA7Vut%BuF0l(S*EJk-b7<-q!y%CCnQ;Mi7kFD{HmPdw6G7A2l`Q18?TWlu07-F-$zJh1cvNZCSHe!ud_J|E<#}CmgM%;5@Bd ztp57Zzv8qDXy*h-f#})sl=z-D2|5$QKgNS?txHYdzg2_50Z`ye=}B2Rz1P0Eq}jBw z>ozquB;Rk7(VUw(L%cSOrI?0mZ9^NBO0lQ=aB+w<=^EKPm(W!M?MOs8{|Gd3 zpwiTYRm)$iTERl4osTbc7#~l+(Qd`=f5AOj?>3RrPApgMZ+395%V5h57a1@_IJi2* zV?bO6ED+y|b(^KR*QP_{_f4=oS97$^MxTmGItdWKrxG>$Sgf5ynf=x%cTsD4-+e`j zyh)r4{e-e|Ta`uFC|{aQi6|^r2~u|g6I%WI9)rO;_IILYj!=b9cI0{xbmFuDk7XR<)EfasrpijRuSS5PKUTYod zm=GTqHEC63wfNn*;+UFOUx3P1@2OLTna!K27S)RAAy17&*t#a5KqE`-{1vV5BWlTU zQ>3YolN?Xp3GlEiVrC|=?FLCG1@Lv_@!L9!@ToSW6Tsq_0nl*ey4jC>x2 za)DWeCTJF~r7xpNwvH%6ufC``yaZgavnRxyl_*ZEDJCy5Tp z^RpQgsSaK*0HK1J&-F$owULz^uTjLopX(5ZyKN;}^ERP2Qwul0AXvN^#!Q~@ubkQ2 zay=u~RJ^O7mPV>E8gMt&BNS@jOq(Ln{tdp=L~rZKjqNJq0&SP?ZtR%V5eyuaOd8i^ zv)9wokA&^&@L%Jv`-9<;Y%QA~mcRa%N_4jqs17cz^;n`Vv)ma@zASP+GDtNduY?I7 zB+m}R!qD6np5~EHOHay8Sw`j!aro1p{Yxcu;13YgfL~(p8ehcZJ3bSa27f&0=hj%B z*XT`YQ`6iMwZaV8lE`XjbpTM3W`&s>%vq&=m+5?w;96_HZ44*I+#kGH1VM)mG*!$4E~^|u1xB?KBNzYOhr?ar%5z84A49Tt|1W}xd@m+&%~ zd5q9H`&{E@2**Oa+cmrCzqTsx=*_jv>rS|XK*QFS&3wk#Q6<7~=)XdOX4RiYNxWcC zmsv2J>ewt=hPmQv$>6A#diC_yBQ@V;US%Z4)h6Q*E3Uuvm942iJLaIF-_en?=5V;v zv!ns8>><%bT0#`^%M#*&FeizPL&ME-t%`E2UNPKbK&6s9dV?nLL|JXk#yskV5V-Jc z=PK?;%^Gc*$59VHMJ+{}@q4u_nz=hJdlLc6rymEz6)1+xPP-7R_={dx5P{r!1G`q3 ziw=Y63~?CEdUGFXV`#|tEIbL!D+s9Ib1_6bIU>QYTl{5exnysc70|kDZe~}Z)06Z4$2h>n z^L|5?+EO!@@vF5wwta?FrcOh3p(XqyCPd3A=!l_i^mdG%Z~6Was4>7D0@_CXfAGv) z&uQPl#!F7T0TQbVK6@qdWf|cC)DovhVAy^OeVd1F

i|bG3UA|oW6aHMHF`Z=Qp?((UsI9M%*xg z32->6>0wgTKmrYhvk`J}>nABH;}7$bilEc=hbErUF;3$6yu*qiX@-~9c`MUymX|o8 z{{IkaO2R)DToFvhkZB&zn3Jiu47*QK!bn{F^jQm9*om-|hrHvi6!^s-x?^4vY1TPc zy`b&@Dee4m73IXe5G_oZAFCCt!VJj8lYIJ<5|O`x&t;=B`C4<&}>V|H=r z5fNhzSzfnLCaK{I*LpoR4MHl4GpA(^?aR$~fDRW1q`P2GJ=^z3y4(a-LVVuvq@u{w z;Z@ev@XCresNbcr^Nhs5W8LLw?=Ct$T9-1@h0n(Wn}KOm{GE_2hUK=o-^enQ4fc<) z%6A9%iA{R&0nEUQPX2Q$32~<#kSu}gk*nHXeHQ;;?ht#3yETT3!<34u5dnhY&Kp@m zld4y=6bc4v9p)J}yO}vbG@6PTjbHGWneWCPAMJU(d#HF9M7!9XA4UWOA9t~u*NGDJ z6x)43z3PpZz9(6}Aw?egTu)o@+5m%N0;Qrc$Q#8LmTbKP^#igF*okR>qt zC>a~?Q+}t}{m72%Vv6L6@4YSlEs+H8))C`mcyU0P{~_9xzJim;gfO9TQ&J{Y*yajs z)Wa!Rq_ydR30Z05w`{mIfQX^24L)GEoF4`tC2)k9z&$HLB zFmlO_cB*`vgCQP|GFcQ^xP8fK>g$v-)JoT}D4s^&{-}Lq(Un>fnbCNqpjl+NbeOOE zu=;6o@Ibr&$K+sy?K+0V&w<1xZU5v%6oP5rz__G`nUgO$+Hyk6M_-SC=C?lk=mjVvLyc`HB6!u*fHGwgO9X^8-Q(T8m=>yYAHG z&cSpdECh+sZ$l=|j)q;zU-It6Rq5$GhA@GL`CJ4o#CO~uU0hvXY!eu}Y>m2%Sj1lB zSF=QtoCxK)xZ$zX%SrTwym~QnHiXEK$D6>tD~fM zQbVnuzv!=8ozMT{;2;@|3u)g{TB;$n4Zh)ScGPA0s-;$keGlO{t7x1L<45{P1rE=c+GSJO7WH}EPY&gp2fp!dlrtS-JuAcEd320S25-O%-vCZ0qIuch z27j}}rV%UgpTBXjLkY;fp8m{3h5@Ck_DzvaT@4Q5N$+Jf>*gblZ{5f&0d6f~KC2~X z5@HHnR{c3hNJ%ykDu%;jj#>(Vg4!B-97T3jaPi|lj=@3g6E2PjyLxD zwnN~nYOYg%j`*60l&)evx!L<20ww~vqSv)6x0e=_9F2ZU|2ogbJe|VgD4k}aq*(N3 zUYb8Ll6MZ4#SAS(A`)G$t}CxEIA-cw4HMNcCf)(P39B+#m40#o@q{HHg69G6nwm1W zBZEf)^;fKWeJB0d6t$ESZBbYc_vA9eMb=A7NZi}0@D=L|M<~ShhQjw) zdXU=e=<`gi9ib(LFwNO}ay;&5yqS?V4Y(h=t zfrm9K3N)lAw-%q{Hbk}p7a}`5uwF6X5<5IptHe$9{_cv8*OO6w)s(;wNJeT}1qUvT zw3qR)jcWVETr-c_8oWy`uvG50zImoru z5%`!^%+aE}RzCbryv%|9?UDdd^|Nn0Nl3AV8q_K0{8fx%x+uyxk(ZtAWNUHMH{Ocp?sY>jv@r_}jI|u#UEJcpol-P{1LG z5TnL^;h)+RaOX~n%ewX1ypu~+U>B&tKQ=8c8(n~W-4wj)N$I+vNDS;iojY6*!{QwU zj~&vM?4JzmF%kIMVZ6gHuH*nWU*=Q+d(bs(_$b z2sqS8dcT>6CGU$L?EX=>3;!*6%1O!uC(#H23kyD~tYQ)^hV48$_}IdlEMBE7*E>We=fG>RozbT?4E^e4p3~RLyZucL?sG=kRl?1Pj@K? zbVp;nS;JpdHXb9mnPJ@D(FE9rZBVYMrE7}k?i=5@_{s5D`2M~9;_J!&@|{@Yik-Ic z9`DbrWDO&>!9wFVITZgyoGDBL(bxh>QA z-N%ZdN{|BCJP`nXRQ?$8G={pe?^Is7_v2dwz8W|vP^vy0lTc7_dMIbE?|UMAg|FiU z^zboJYQY&1oKS@anWQ=7*!o)=9x4>mgITj05icAr=0HXWvC&@A-~_misghOt{3;>@ zsHiirc?;Gk;s30Dq0=HsE*VZm9w%!Mx8Z_+UT__u_fGvY*r~rF3rfw(W>1`WZ<7Zt{6HNCDoq#^AWW8?}wFWG3Uqj;G%yE`$xHB*nTpi6G<5c62^4kZ=Li!(W;RA^lAlLorA1>-$AD^+ zx1P23fCX{5C8Zdepq{<J|5_>I>qCje}wFOf_4jwhp2ae>Ywu)?v5JoUzh#ZshY+Hj>hd$DjC55OZR_Tw$ z?p;lsj_h3vNCMJX(@(HVtLQro)T)5+iwg+91nNh}CEPs9h2jn14k;5T5?51VyylDF z>*18l;QSq#q*^YrEWNTm@pdJQrm`UrU|S7(N7v+Vb2USDbKe$U-+DOOT*d}hcIpZ$ z;c4NE^E?L+jptfGu8H-dhZT~Oxvr<|qhwmr^$e;EzMG5X5lZ4vHT&9)WZ8zj1TMPn z+J7zY4Sx&jdHEj2;I~%d72xpHwufoOQ3XYKi2Xja)&)VA+QZqATKc`_NON^kmMGx6 zYO;;KUNjA)K=-o9tdqx!7TS415DqwSsQ5bbNFo(=+QB^*d0b%77j9u}QI?j%4qmB( zT181bjSjn)gfg8)pr{Iqm_8b@f%;4HxC|So?;avs5R$K6=|lrSWfVa;((#@7ZGsiu z-j$<)$H}$aIu!>Pg$-nD&|kl3rRM9A=S^K0N8?GL-o#TE5<$n*)OiN}$>aH-YM&tWXZcuH3hN8cqgm1von z>P!Uh;@pC9qn|tESu$|*QwJwN*w_ZFvpyn6LX61%CN(dC5~LAdz~9YLx)s5UJREf# zJoqWw564SJpwly3BHQN>KX_0sRHSb`rhR682PX@+gQt0;-f}wu=!ss6H>2x_uY}Ag zg6GORR`dOgVPyQbU!8OQzWe^2cjnDa$Yv1K>^FI!C+dQUk}$P$gL;GejBCPpvl?nK zkNryp>4ZB#Ya0N_?#j3FIZU+3)S76RSx;1Npv$J!B%aDkC#Nt1Gv`c;&I+*0oBMF< zxqjn)8rj%7fx^WGLE~h(K(dYuL9{=+dU_eUmX``vyQt*?H#5^{X>+O162VMDqF)xq zUUo&8J?0V%4bp7!9vWTIOU&Z4Hpl=Tw9#i>yRMR>lLqS&Y;vPOK!=pXvtS9TuS|KG)bmRZ;8$cV{~eO_5AhTu#2OLew4Fbnbc0odB@O9v znVr7n$;Vm@KWWEjk>qy~wZau(+%ciPZh2!m&g%x)SAaL<$+o(wHWUuiq)H->EK`9& zIFq%1#OuwoP`x7koqv=WX^3?Pl_ILuExw5Rg26}dH{IoNrhZB<>;p6+>2^BaHal84 zplKbGD|&<#bd4YZN_?b9|8_M-yTSxRO)%kvs}cuCIgf=Ak&eV=UaT^$=$8gL^JQvh z>?i3vcy|6uV-dD4TRt$;PoY#S7|a$5vul-p^g)3>A&2%Oe<#;?EgqoQsR(YV&6Nc=x>++-v^7$$vwG_#MflO zpvO(8(V@2BuIWJ66^rPc#HV@;li66we{BR*u8D!;>bf{|NYSiM{f)9?zzn+f+ZN}( zOztgS2qbu~&fWgX##d3@H7zpAfitqzg-le3rhIe%N~w20N0!R_=6sdFi3t9SLeMsE`A?o~;#guvOqkKb$7^XlZSCb$LtcycY<+izl(#Lyha@c(9XU>{yb!TiqV<) z8nM9w>{9vLB$$9g2e%779;J$Gs4$C-nj9NhT%R;^g#?kLL)$Q)MtIVvH&DY&)j=EaHNc! z2J?#-vlq1#NgPp(8^)Xq95H;Edy_444f{0m^q+>b0fz9fjHMy3a){8*B*2i?7O_6qQ**Q%0d0)1lis2b2Ho5iec$rD1RNU*zKRD=` znFV`&7akPJXw4zI)SAT05i9EI7YGnBm14adK>XDL#`lcM(|68C zM4g(BD6;n6uYjX1&#VxdVi-2-X5|%F*wN<%UNZj$V!~r1D!-1i4QIMiqZS= zHicg~engk*PVxO^S0Dw=3KKp$@-Tsp#_gR5!0F=;$1{3OH1>R?$nUNQzdXKz%DjxxSR&jv>kOZFKc-gTk`8V zRp6FWWbc;^gRsu-(Y5h2cP1E!klj@VOGJQc#WVryK*w^j-+rV2RT*c!g3$e@``ooH zjTOzKWdpDS1|h&pN)GTAoimM`*i8vkR4yVXDyw*xGZz+V3QMGd8$@X8=maA#t{bj* zBs#BgFWg97G(-iT(oEti>2TeGtNnJLxe(`s^Lo-d%k;Lf%-&V@Dyf@r11?gsNbOHS zVjfhZas0y4O6c97wHi&_$3xer*}*?Wv^gafRa4+7nJ(GRJE=zuI;w6C$r&tid^VY;FazNH0=mOD z86G;cYx*rMf2m8wS1@_WgU$4xWdtLd9WEx#%UOsyoRgTn$fP!V(2*R-Jd5rLm=@G( z1PDf(ehkho?FPcKsY1>mV4d(3O)7NKQYx zTy>r?M-U*pHFMrA$C5)EV5aqU~< zR#>FQE1g&!*0-%IN*aq*-iD@$3(`nb%)*US&+c?*LSK(_+K>&8Gq2TQo(xh2nl8t(CsIN%-O@|0=Km4(O<|U9!IGse+jf_2 z+g;UNwr$(CZQHhO+qUhReeTTt=50Uihn4GJ85x-wVQcG;z0laVm>9QPcC1ZYpuqq{ zZhSweoN<26**0=H3Po=+yT2_{JD0HFauArxtoxZ$W z?7Z#QfYALZPbc9}GNOUNW z`h6}bo>Be@Y0D}@_zxEU+R6FeskNe~GugQPy2;@Ac5N@*2ZWaQztAF#V$bK^;qm&5 z85oY=%VN81ae?_e3hck~6fELo#ZKZB#15hXSU4O&Ba)jdFDg8UTM4T`gPNWsVQdnT zy6Lvbjc3C<$U)di#IKwcc$xQ`bYLVH=D5YrM7LzX=v9`TrLbX`BbvPWNMzBq*2-i6HTm&43fq-LXDufs>e=Pp{nKP!$L9Ee)fnP$zyO-GzN zN8fXS_^%F{T%H%t<`wJWkpWr9-E=zXA#fvO){Gm-`BTj<77)U zvt&)TGm-S#8^oDveuRVvHZoB$R5QUmJ3-@`#3gFE{qKWOS?Zmh+9YwDkTQfR_X532 zD;_zoxNzy-5tn_A+_*VO&yyX&4DGcDTiosKSNc{|D_uf!Vx}bqq26BKz8N2D09Hsj zwo9h4Yf-SjzeaInfCQ|nf1C755l7?SjZ@*#1LjCWXYB8OFRc1TMD!0$f2D}!K_8D} zVTufa(Iy@}7oeIBh%_0S!{XtXj2vhu_e#Zoex}UsrHh_CVaY%AJwJRJonvXcE*pQI zg!#W&^`ky6bmZfgRx0ve_7qRtwljv^&XDXIg!@C^T8EuT6>KcSmm=C-kt{tF81^iycsWYP?g z=IlC37O*3+D5+zt6+K_JgYRazxmX9?NoJ8ae$ZUC-tv{T5#hYJJ6RG=X}7v#YcRym zS54d`UoNULP4Wwf=&gni*NO%f?7gmOae7j zt;IcT=N0O0&YQP9wL+R|rZ!S35}F8Xq~E2q$khnKrpV*svgA-737kihL$MP5?a@#! zmA!FO@S#0PMd=lJ4GItaA;xaEC0)8_oDle(m+k2tq3bO7$4KTk+=$RglTH7HYTK1s zLd!NeyLH%Jx_ZQ1RfjP=HvKC}OW=;P8K^q>^Wf21NQTbr%HRq+NohyX z#vOoPu5te>B1kVTjb>R{+a$iY%;(xuD2L^QNPtjusx23$KG~-skpmEkBG28Cb-uW~ z;slLR04l*LxmI4;Zl$cG36K-xMn%m(57EC7?&=^EGC!{wNDAVM$)-k2MV#S~Rt<=c zlcKjuA*6_*BHZV79MNHgYvh_L3((BQGaHx$2o&t+sr6*~W+_4S{J+{G;-nZ?L8tam z`+V6)JrA4yNY7Y{B%eHm;-ymOP}kIua`Gi?*ytF>E}l_*VIXssSnW>XXGRKV3`uf5 ze&vVUF&9WE90S()Odi519M9i_+b%db<1R+PIw$dK8{WtL)jZo?X!0_PahsUP|AqSF z%TRn;gD9#DOlQH1N2jtYrfJ%%)KPRNkf-9y!~rPl27^KBR#IaWEL0hYG23zVDd7kZ`(;N z(6*zer36^PV)$a#!vuNti&e8UAWwB~avBi}+g$KEF zz8?uWlfs|L#*`#3HlY*bfi8$>c;@*V`??KXXJy7&`Z(k8`%xArh;xk26ER-ds(L&m zbm=w&P6JQxG?QhuwO(WQw&_AllUwXlX#Qzgxbs=3$ZhRL#K)MCHB5Yxqf|{C0+Lo^ zM2{K1NLh*nlH$^7E^?Al!|V!gC7Ee5s6bSy$y+X`=I_hV5-B4lf^hq z%Kji*NXloz1;A=Q6X-^*cuQ4g%8diP4`u)!gSnO z2xFkwUXx0pRbMhKoyknP<<9l}B=c{hDZp2P20-~=(b^O_@Q5NvGzwrsOQv#Ds0oD< zd3JS@3Cn!_i?TAQrKtjaSGtAw{niK*eDnO<4V5@9UH*{#v` zs3t#;U^CvkcHbKaAfifSDN%@*HM|pM7r@w)90=pu=U;ZVU>z^#nX3|Yb_Ba#(+c8n zktHvT%dA2Z*J#fK)&5F2uA=p=ztl9?>3erKu|-$@`v!=a{EGFNuXK^@3Pt@DJn&IF z9U756R`3!1pC$X+tod`?=7LuUhT*|y)jh`3*FO9Y{0$zC9}7%XNMv_cA;E+o*{l~Q zCn>zIR;>5EHSqm-apmJ*yK7)KbudaGS((Q7c>nc&|+Pe>9GPL4Qj10FevV0 zhLjKl^2&{^*?@VIm7}FbG&9amg1~uR>`#;woc&q5&e*QMD_ zLD{eZ6mM-^h)aGI=YXrL>g;A^#B-<-M94{nhjEQUUHnKly9dv&!On!PrM1q_2Udo( zaB1Y2e-2#s{&*iL*$yhZgvVjKl}_rIQxvh=qm)@S&}kdhKB<(VjT4ccy6o zrl{6^2tV6}oA~q$xA$t*$j0AJGc)H$sVB1l>TthHSfm8?MSW`HJShsycWv zBAkR4J(G)nzJD8wz^3vCx8RNmJDug;E4v1PWt`02671LVD&cFUXR~7&D7=F}!v9Vnl(B zCQ`|c@HtrmQ~G-wXcT^6FpvnaBt;~Co&X!R-qSIpbbK4SQF)^%?G?MWMJK;Nq!$ql zSjl_~^rP}$SUG1{ePt0zt9++9EVF{A8M7?T6m*?Wh#JnCWLkVDsx&1KR2RCmN3Jw% zFP2{1(veZjZryPJ5N)zvbDRwWp}^DB95VWZK1}}mMmy1RC%d>_J#O5vrT)<5uAb%? z*U)4Zjd~9^@)3jo8!cKb)u($+@U|Zn*5&Eoa@)_0&Ku_RhzrG@=H%5x)OMJd1g1VI zf{S02N!sg?fl>id2s3u0T8etO5Z@HBWuh{hM; zl@;49s1PR4z(Q(|wYd>zG&SP1x1=H?q}qAc(>+DPjX;kXP)GcG(ru-SumYmZdveH~ z@lPU!oyl9t-N>==dRtN_-#Y`uijJB*u9>&(`BoVCceM$`kN$v0;r#3ttsP#-dOd2& z-@&zd#+$CCCDQK@A0-AbULZ?u)Wgv`!g`+23b23tXHOzK(okmq(Hl5`hmTjRZoW-F zn8kJYQE|MF9IO}=vd=Z)B+*e*nuvvE4KDJ66jCrVZS%78vKx1V2u(7fGkq|+BuqQI zu)YbJ!cpw6_+P{pV?=qvSPGVfFwBylZ&DeH3>er$i9rF%(~AU7Mu94T&|thw2CB;T zBU|pzNq93RF-5-L4TP}+(I+%(zs`dH7l>}!wkDSM>-Cpo(4RC?Xq0$G3)zaN!PA+ zkj$Pbs|2Sk2sgK78PNJ#9Aj-e&xN$WXKN`3H<)1x@_Blo zU9nvnI{koY)Q4j{@cvF3t?(Mvk+s&zz8yQL4}ubUjOF@Pxjd*&1DW{a`QPzz>o53| z3|wIrzfiLm9$)prJF~r@(3N|1A_6!A=ca_*v)hJk2ss4TjdpL*IctLbCz!u<+^I#X zyQV)QyIbBnGA|R_>>{!KLv+^+5AyeLVr;|v!f3KRjAMBa|<7@%uD$_-=}M@l~V zGz>tAKG=Q51x#`Oh!N20Sc|42Us335F`gR{x_DW$IV9`!f9k5y=U6K6$S(T~Tq>~v z?Q!_RR3GIs7l@%x)NjMqVPOnC=)OT6-Baibz)zCC+h?SC0a2T$L$xRw{$8{)cov1xj}eF5-0 zAK5p@?)iYP?=Jhl%GH@^YU%5nsMvE(njXt{3e{^@r7`>oW;=Om|InxRAdHDFvZfD` zV*VSfZ>>#DH=+Mxqnu0{ZHa?pu|jMepiE8oNEp})`!*}ZY^T@Ro9kk$`Y>dSOzii& zv$VjOWsW~XsEJCSSW0!}F!K4_JS}0&##;IDNm5;dRS7|>#Onjn4^f)=&wSRe1&zyc zD0(h>n>M5PhZ)vC%_lWiNEmksL0wUD)T6eQ{t#TW=IkwX)Ql z`j9}7S&NsEmjYhqS%-}$*UC&+Cy{vjt)3rJpnJC2Dc0IHsaAKnBpe$NMxWG$+>dhr zzmkM(u1(=zq|ajPrEsqguhm=;@vFd1kbt7cmHKw`KB zi4%`W)RFdv5Do>8FfNW?p*H)x*hqc7q4ycNERLbN2xB0|bB31zIw>YmKw~{7AKz#? z-V|rS*Z<`zqv2Dtmm6zbN-YUW3bq_zxrf=RB z^t2i)uX42E;^4td%YpYA`WWZdC!Q_WFKH*)vF~b;k6$pTRA_r3tnq0Z^X9|12Ucts zqE+0>gaZ{JRk&cP<-Eg8Vi6^g9gaHW>y9I)7AwG)=h}63hB9+J_fpbEVXq_qe9A^1 zmXUfh_fCeHm1kFyp@$*Yg0w!6aa3_RH1}UBc`yHCNSQ!Wl|>Puk8|o$t53740xpUj z5H3wtp6TrX9+!husHB+C0U)l9h;ynb1sPruu@+s4s0uI-^=h}YPa{PO{PT_2vQWQn zRXBB+{Dp1xO^RQTk}+M;w8r!{WZAnYP9e#g+f&hY|8*(11Oc!OLP9CUt)KGY6BDkr zpY~kSuz^G2k~uRMfg(Ql#lNll7_sf#L}6<6%r_dIn|VY8t^OyPo5bcIKYu;^2N znlxp1zXGB-#dGuEAs}SXE7QsWC`I+X1wLaB6UKeAx(WqIN&v7!8%S)6kDc*mo4RX& z$HQ5GG~3Nj<;4}BqKJz5)F`Jqe{*q7m`P7M>s7SB=oWcH!N4 zm2X8LWE$wZyxcZ=5hcb`8TdI_$ZO$nbVDy+*Ua?tDOK+VBA9WRy9X1s%JIt3=hxul zoi6U$++>bLyn)T5W;==!W1FV&sUZ!9%a?xYLeeTrTtb!C}#>F4@!++n)%Q zkvvv`=0fYgxFjGf=Im{XFxzoUG|lX%4Ligx{z*`kCfgz_Mni#%It9dv?z=f zY^25C4`Ij!B2}Y!>}sN-4UR={1fS~y#h?M-6uYqTu}p~&@Zl{vG2#KmVk%x?EiqsJz?jCDq^SGb zuagr;r)DyTA&f&2re(JkfqQT7h?Xx+)#cd!NeHT0xn17?Q1@)Lx~wzIwo_Sch1*Gy zLZf$EmbruW8y(D_01Og->Qq{cUlLD+x7^<6>)4%4y9#{EH*1a?CbP8TTC)w#yT1GV zoGFi^kicdOiPz#&>c8F@n9xZcM|=XOKaD-!r8j{SzHt}^t9HS0PR z=<8=Y4+{^;^-1y?II!?Pt@8+capfa+%s>@w#o10pvV53I`;<3}KA(SJMz}il!LjbWF)K0iUto zxdDr(>W(4>Xe|6~(M=ud&`dP_NR1gdX@~|CWenzUVE$$7WKiMuoV23$4);i${`Rx+4p}u;!Am>Hb8ek3P>liB-pCO3tFRNxACKvM$b-W>|9!>+`*- z^;MomEG3AvL3>a{S;k3FMm&RW-%PS|!GSg}X_M>=jWE*|mS?nm8lqHnq&w6gDFEK~ z`wc{BHxhg@xZ4hq88Qi_S5u~c0^1U>D>4Vpi~5T6pVsHLa9b&n@`K%jUNh#2VK*FU z0t?CHdk5Zq$5u=1)|HZ-c&@Kuw{IyhgU(p{<-|rwQmX-wV3Gg{CT7-qt^?~IOFBT^0#MaJD6sHtHlBLavtK4R*?zkE zW?zIuWcLKu*nylin7K;NisQjmQpT>wApIsXjtd?veJU=T;#iQ@PRq@&k1v}@7))oY z^D-$`p>7DZ_OgRWb@;LlCb9e1uK0)k!Iorb(DG-scMKn7{+~JwBKAihXa{PO*g!a5 zl!j>c{wgz$#v19ezD3QZLsU;Xqp`I+0n9rL>mu(akT1(`vDs0|%wrP~m45jGviCD1 zp(v!AbTY$aqQ8*iE-JFL7RpM`DYRJK?yvFy|B5Fv$)^$u3mOt0?t9w89)<;4nuxTYvy0Ama|KF$o&9bT*73oc-xX7pGb%%i*x$$WyDJ2487<;$ z_cL5Ec@{aD7w*mRr2Iccn#s0)<2AtlGY=DY3~nI$U-gqB5BM68z_u+rnkOjdz5V#B z;u<95XCm^EdOmTQ^?KW#u)C@u)cAv!{g1^Y2@BH7LhlVl{%w{Y1;gNIB)frnWqjo0({amX|%}(Z7B{B z!dN6pt9m3_Cpv=@GOhlQ3zaT`o$~lbp`p5?6c4(TqIVdG?Q?_6Ns3`&=#mLNN~Ekx z2mA?zJ;h{Vq%h{LnV5N)A+O{C^^zc%keR#%Xq663y#!f#`32QKL+w({U9YZv9MLbJ zfXSj^6S1()C$6NA3I@hH68OLKd1Yp1L8=tEi`7ZG=9SQt3YyuLxz+Zw9-0DIO_=jK z3Jf$@o${CL+tA5?m+0EuI!OIeJ_+W9eU6_{>4aIv}AfZ z%hlC3`Y(Xe#o#iXaDGhV?eV5$Cv3JDGc)(_WgJ$cy`4gXW)EuqCHNq}zRWq#Y9k zU2u}nu5D8%FgAEYeF~sl?pX?Hs4(bb6sZDC{()eo)u{h>ajo@>nDtWh%f^E~l0H9f zmc7tO@xR>rUQ<2qJ-(n7y_qG>c(nm1=#c<8zzhHyxX2iBJslc>O!ZR|CswKWWd8}a z0<$__DMT7K`~nx<=3pvLE!0#7(WmnWj_?zlWlVdQW4|wtpwvB;hV^I%4->b66d9h6=mv;Inhj*UDMPKJw@ZoTcOKGxGOwG!`f=E40Ff*6^kW>jU7i8-(zY@D za^8U7-kOKD=r$Gd2lW9!WW!g?fyzF!&y`@oW~g*WXJ&DU>$ys2XtP|2>SwA)k6V&J zW1TdQNmOeq^QmNRl{iXde?;6D2pk;#uh_eG0>^Jib3t8b@ZteO7?G$$*c1dA*{?)G zMAg<%x?=Y>(?aED+CP*IZE@Rx>Rmdf5E7qLMChHv{#}cY=hbSI!ih@b!FcUPK9Ab% zKsqzZ=bNK`uS-cSb4Chqgu`%nroSab=Sv^^Ih+_V#lJs~yiwUMLP!sfVgYH3m(mveku*%r?mBB`~Z4SYP_x;b! zr@p^l{zAQ&Z!oq0HFX?BIi_TDXdJKB+s`ogRrTxlwgxJ+M$xVKLBuvfcva4gIDpWx z%3W!j)>Yw8^&cGLFvxPsBuFJj^etJQzNl%7Ldy5YaV|2{@Sv45z`e&Mf`G_@*M$TP z69E+zDwNneWvO;7`#OoAcEN4;*$!@K=2QWpDlYD|JG*$OGgC08cx6JL%ZOT}JNa_p z4P#qpVU!MNA#b^DluOCrf0puusPiQ^M3zyxKh_Y;ej7Bee!Ma$TAM1;Zb<~aD%N`T z-opYvBPT1ihtX`RzB^vo(&cBDH=@SU+-9AXjAAh~Rtyd3-kz9j`H;;RZ{ulBo<`B) zLB$75poG02mHP0xM}E<2U zI2qq|LHa;;p~s$bs%9bv2maSeDS@Trsx$e3&)_5zj*X&d9yOx~1{q6URBj zRG11nU$M!VmoG;p9HTIj6bc9=?Zg}#rxn;}X?zo2G-z>(pZ7${8#_H;6 zTBafN%olfjP4AvE1b)dl5e~ZfBYn<9rPz3_GAhx&J=rrHC}F}WRP zhw1eLbiXcyxXg57!y*9-33TTJ$cg=4x(Jt#o2gK*FprEOkc_WKCfWi>fIb2tg(OH~ z@jA4w`7L>I*U1CLvqz6oUmYNC4QX7H!ixWMJn|Sj~7CMRa4r zMnCAzCSM7z7GPcAx@-bK0b`qMKChsT46V0q#PCYaU0P%99tAV%oZ;-WuocG zVTR?LgT0{M)t3N?U9QC_F3#WXi9*tUY1+G9{uI{$m^Xd-zu~GXG%cZn#-z^@uya^s zv}iVBxbW8x<8}8%SvD(E1-HSprbd6i=51l8JsTq0F)qU1$-6?!z$3uu=#JX`S)FNRzfDwFI6PuSlW~M2|f5G!WQXXzSgn_{SA=A z0c~8MPOOdSL2VbU67TrC=EZVXcY%9i{o2n2 z6{9_1@W8(uda64H%d}wg;^=For|0y;u=O}Qay6yZMK0~l5)h%cK5l+sdDS+7?4xPf zk7dSlam{i1&qm#h2+>O$#Wq=eGiwt8OGX24?^%yF!P}+jXO9Co$xlss?~y)xFcrEY zHI%gCYXPro*15=a7I_2mg_{e@YmtI^OEy2eZ=7tS0fox+f{R~BOt zj+nmOej4iTonn&apqLj+uXn^%;fef5z(Z7Cw?bcA~llBJr{Pv2gY{T9XH) z75$EK|NSGR;dpb7Rjrg=cRL(J)cSd;+az{v$mCKoWwF^PhH1`X-47uKEi{qeUIkH# znU$@cFq@UJR7R-#Ly*h5rAfGZYxx0C!9j-jsVBJVKHU4B(fy%Z%C$by{Ue(zO zN-dEl3e;B8iLcO-FO=O(vmE^#E%HF&JM#>?Tk?c(xpBq-8@%`EtOsAw|4GJCa``0k zW@}B7MfBF^jliJ@(S-y7zWK?U^~ZUy>QrVI{$_<-O0KJOhS>l`XgDezO8RL*IZC&IKk!_zM={EsYOZ+$5SdV<=%G2d(-@bnWnX;*OTmAl1 z4vK{nuG7QDp#JtSW_5Vm9?Wp9%vhTn|CKJl z4Kf1o;$+|BeM-C7go(!aVh5^{A~fOIH~z-BN_dcj#l_Ikls`Jpt=AAzX`LFO_NW6j zTE8E!S&^5#i>sJwyDGC>J+N8L^MYhZ_fO*Pvo&Mp7l$Mpms?1s6lpBvXr!2ST6elX zpqA6BL?<5a#W^s0Ay%@FJGTDao<-Ba8f2{Ku+V4yNZF8w^}(geCp2n#*BOz|c;@r4 z6MD!;VkBysv#_>*2Os%~v4}0i=;&1zFc8t@R>V(l^1ra^qZ5U45?NR zzRDY6BpsEPQfU~q?JEz*XbJcaSg^YX@ak z(0pEyEt@wCGLgyQh3jqDbK;xLJ?kP9F!pWnZNyBX74SNRNTM|WU=OU-9^h2CH|Xsp zi0QQNhh>d+Dv6w@NT1gs0p1>fx#IkNvq(Qap$6=oSEI(@y9%56?Q`4u8l<{HfjfuWyYoP5c%R>S> z9>J@3;l?k5o@fmvhk+Tco}8^F)Py+6Me8Uhp@RMJLpz89EL+^oJi+Ln1)6`qyQ6OU zxpfUKxkmomyzmzkp^-Y}|H@lAW<99iot6F>4mKfI{fi3369>d`50n{hd_8 zQmQ4I&kx-@N?$#DFQC?k;rZKXAY!R_hJGYqDC*qCW01ouhSse?45vv}txUoJ-e$M!R zn-tP;(6D)K9`AbDr5yiKP48Ydb5(Aw0V2s0nbFRufSKGE4xX0FtHjJEWEYe-KT%)6 z4As6c^CbKbrA;}7ssn1c85vX&Z2YihS~1Z4U|Co)(boLShqj5}(x~;&Q%m*kWGieB zPoM>*W|{ywtBE#WTjlP7xyi@XIquQ?TuUlJgjUY^z*};}wwmbUEvjnxZelSHxO4G% zsm-EzC)wnS2f@JC2DCpb`}MEOk`yS;U@;QL)b}COyH}PH67to$pD{G8k&dKGcZ&@M zj?-Vt5Fv2tqP{I7>oCXVBD?Id29#AL zAs5w2cbxC6Ui7jQAQg7AWls@22u>zD$ovu|cNEcZWC&7&tfOmbJjwsL>KpmFB>_bT zbUoa0yUbk!xo{=C?0}+dZEfY8U0zm#w)-md-Z;6q^lY!Ky&>O9?%Lek+HD~RqJmlY z2l}T^_n~HlC=>=;Mr)q+&hApBkT;iv=HQHEH^mhj9*=Wq-T+gkrCsWMuG5>^JY~iv zEyH0@Eo^PCWQ44-a~9#g~=nJ}^WTyI)$3?~Z@)~|OC6#5gg>hqi5qis)<4BA}};>wvp87j0Z@lV1LOzL{>2 z!Delq+&)ke#`a565tD*4RtiO$g6sR-$ySC!WA#I8f17A0wIzXV1wo6<+Z~*U=y@0w zjk^MU8`5Sy*f!P4mEP>8N(?cYs#M|b{aAZ>+qwu(|<#uwkvi_Jf^p}-Bc+Q5yD zwwl~>$x+`J_;$vifg$e-il*lY_Aw8xPx)D-ewf&$>YF&>!peqYcAcI{@JOykwzF%a ztBxo36C%PD+&`t6XTiEYA6e@HUFdv?IIq93(#a9AsNoW|5WJD5%>YdRgiK(zF-%Pm zwk)hjsMBurpVEzxM&pqm)A-MfPlVes>I!lc=ACYh_%TA6DnsA@~ARKp&Lk1sMh< z%es`i0dzRS&v29Ka{gL-Gocj7rZVS8SCtAUZ+r7@o&J|KHQ=)4u@a{Z0tq#^#h6s9 z^fkrBS3#89f9F)&P^>N{N8R4#>OM3l6*g68XJN%xz0S0!F$wML?d053i5OfES|kxw^mBrQN+) zRZ2(m_9aD4-wBk#*6R3mI9$X=&2>Xgv;F0~2SO!#S#zzlRUj6Fsk z`kJAlL2lVQwrSQC0}WH3l-V2e0py<5lIdhiO-qotLV_~i^55f4QIXTi3=BBKW$^$b zJ}xfDIVz-}eP|5HP!4$su=ur6nzF(mKZG2kd7QTC;I9npg`^&*!$25PY#t35WL@Ib+w;DP+xZ!8l*3`mIF2C?^2|7AD8g{aZ+esM$UBv36U%Q8(V}^!)bu5rs@`WO_GYHO0T6q$MD|}cAKCS)E{bR|jxZ_r z?^2@^^4foO$da=47Hn)Xxs9t#8E{Nfu5dqw8P6}MQqN-SzyJM}J$pFOcDar`ep~1v zl#Z;J`2+_xBOI4$oF|?BcmMft(e{46^ed)@zxDfgTBDeA)-y{Ou=W9qp_I2uGBZ1h z+6wQz=Wi=mzWIjUrTn40P^<)ou54d9bPW?xH{7xHHGZY#yWxkgf!?WVM z2S>|s<4`*06V7O-lh#|V-C`c`?#nWd94SY_i$@QJ>Ri_zAF+=NkgXO*$A?|Ky(uE0qa)po zSMx3pi@BXxY2hH7X*Q2n5T&FvCpw?0Op_VW1mN~zc82&$VQ5K0T?V#eg9EXDKNp*A zKsleJrd4hFI(my(MLX9dMe(miIlef(d`Uu5VZ*<7sRz!pi?0)oTwY9r+wETme!6z^ z9>h&v?^b3MenOA?ZhlyugluhHnM1&r8~Bu`o^IKeT_DFlba#dY>82caAJW{|%7tR0 z8HnN7Y^FDAffWF@G0?9_-T}N<0iO$tZ1Q3x!Lx<9qCBStUk4YrOUik3*{4~c4IyM@ zbTF=1TpPxYt?5%ujD;2+&i+SGH+x*#Z2wGWq9@^emS2UxxxN3jWxWJ(;}ZkmspZhb zqE`U`kk)W>bN_g4FC^7U1jyhkDBO4fjM#*K8yGOd;A12(2O^uzIz%XWya5qt)tFJ^ z=vq3aXD5Ji2rYa(P_tN<_19_zhrnVlo5AAHX$QXFvjBrdv(36^3m21)-C;GRGj|hs zW5N?WV;Is#Zd)v}Pcm_HpS)43%-yPzTsSw;@lY0}wk|f5uJ6eg2|vtutfa$ap4O0L z!^;vKSbCX;*VSe8goTY^jU!WfHXoE#9UiotD zv=hsi_9;WaV0s8z^h-~dt8Sk+`1b7tMT3klgcT;cwO_L);w1F6&cA-vJRS(et3Re6 z9+*&6v;?+Z=3e@)jdLuY`^YHc5=A7Fd748|nn&ts)fz2p(4wI{hPTt!R<}Z4~V!_?zYGqyzQYtF5omAq8)u3^OUprHsKy1q#KXn=yaK6KfY zb|A%S{e+19M7m!(x_9W!_1AfCzUwpSFa+Pe)_(nEC?}KXHb@A~(0mQ4(8RAIFLD&w zeyL2{4RK+=Uu(v%?%9a3n*1%@WwX=Y!#ViWVq;Kp=|3{jyi#e7;=ub+I6eLIrI7ii zi>-$Dd)I1YRet8}5yLd2EJ)XMntXU_@EZSZ8x*cdp6$kVaE%vAAP)yY*`{Js3BZ8w$AxM&E=BAUXqpMIfrX1aOLIDJCY*Bsb3K++mWI|r=EyA&>)sz zkgeF&x+lx9e2nblXb2-|c#-=UY(i$fzQ=#vg`F&MJu!la4U7?e#r@b=z=U*LoF=2J zjA@wMR(|w$y(?iNeup7wxE3M3BHeO#b#>Vo6I`#=8%;O>e)9wKfhLlz@`$CbEQ3G) zvLTXA=u;q3m4pFXyfM$U^Z3mu6T*n+kdkX1k?YKDlWF8zVVfG~sP2WS`b+Ex z2!$ZJ;aUOb#A;dJJiea)8=>MEO)VPwRE4$?O}0u>dFMchLb_7943;gv-y$%^&k+jbiU&9osV(2j|-fGY_XNf zqOGdJIw9~Vi(TAw79ho3OuyK?L z;@qcy@9EKBID*3c;)D*|$tjYgEU8HGVBQc)E&KTP@=A1F&FbU_DfjbfF`7vBN%6Y8 z=*_WSs~>{VEQ)P-SuuUcBC>_qm@+? z38rgwJ@G*U(a@!}*}A(odQw6`pD`RUqXeZT9cSNnvnp->$Bm5&T)o& zff*Wp1n7r*edT`Gn5Yl*2MGJj)^D8$LFdaY%mg`z&%SU`g|-*F`WTZ#2(3V2G1Fia zh2OP}Y&pOwEj%>*B=>lAfgBuxWw5JW^6i}jFng>2f_!gXHB$Z zU_6S;8P1PLI7Y)a^>3@4PA3oirUUh9Wg953~ z$pry5-{-*bp%)%`8TD`j!UGRJ1-fhj7$(PdNK*aD=mxo~^-|AAPW%>(W5FB8fJ{YBB7$j=mBo79BkctG!9>vKxk;hlbnWB#@s?i6XK* z=SltiF@;!o$v^R&7D${pd1nGJ1qRr|L3Y_zZPQ1t5MhlmR66lw9$;lK{z~yzJ?(gM z{40z~@^Rrs$5E@TC-svu(!^omlI(g4$)wHzP2$0sVN*WMX~h>(CL+ciW+)yMU3nbw z1njHCYxHWTvE^GiJ?&a^vbh>h$Y2P)bcwB9^+v2PG0kL!B55#P$*kL4!IR^d$45U) zzxzuD16~r>aoz`LHe|`4j}}Uw`ubfy75P1{@qy_Q7kalJdh%26(^iCoCkqM@yZIKx zX`jpB*#)ix*>#XSG(Y zU0EP!%bcMV=BbkAO)+|x>l;lXC9LV1ws1lU22tdK;ausY1??ppt||<4 zgk7h}`dB2tmv8d#S#bHRUmnvfmxTQrNrksSe>t2bH%h{r%qk-4L@=k||AD4@X(Fsr zGmiPYN4->~4g@W_mdpq5Z4|Dk5IlhysCWg+dXg+5uMC~DN19l~^TroF+ENiJ=E%o^ zZ;Mf}glU_DZ(ih)8|NFh7qy|Ws>r)nE=wB}#71K#`FMu;{qs@-jepa59Z4dsOl@iD z`0GAUL_1~GEW>ZY?pk_jw+>afp`F>=&W(PAsz!GN&ySEu_ue?NnKp<-)vtYNBJlkWEMJZoCdfmiV*Z1^MYezd*p1`4Hoq*Li$<@LzXL9etv_ zY?L{CU+jG1H7W}2Cdf(|g_2?LvctZMZ#Io@+06aWGnl)37uOAZJ_z5|?t9s$C~+_L ztEvj}EGoEaX=6A<#RxLWlZE6SVBGQ0C2NS;h+cmdvYR0udIeB^(PA{vVq|K$bYK16 z0XLo6ee^vX(qzurRZR{DEY?J<9X(I^D;E z9e%p9MdV9}bsrWhumq4^hjUtgHQ-iHJKuNR2`3WB%mIh0!p@W-w3^!-dnkB7E@kUm z7-8!t|T zoz^DW51YqD=BVDqA`V1KGgBXLj-UHK00%+%zHF{s@UrL0dr$asoT-RCPXC|x(ebrT zf~uDBp0WEXoxdO~8!{zEGp$v~<4cK}m|XB&mupwCcW)Y4xdHdp$$I|u^fOfJQ#1t< z1vBo;LWxBx*HPW`N>`!eDvst#*Yy+~sU-1To6z)n&YXCk>47-PR*YVaW7Jo0=a!%$ zEjZHJ&*$50?7>NF=^RV5Ek-Yl)AFgsg&3BCv>Y?j0{$I331$cqL|Kx=xi~@-7#L(U zN&N4p@iZA|hK5W@tZo}|OkiP=A+tJLjy0@dr6}Uoxg(f4R96v5W)RUR_bFw! zFj%{jrW!9;7W(icqP2-Vd!@7F_~zZdt3TZ(L{mzkw^#7J*L9vs4`Yrxq8Brx2}aKj zyX*V;^MakbytKdCF;5E%905D8wuFd5-Ws-=^L&t4ErnqXtAjfUH~ov)gZC zN85PvA1^`3hoYw7wVl^f&G} z{S2EbN6>|QXp>(bCDxL>hlJu01!+m9E=>>+0g@!K&AA_W^kkIIgX=K=)$%KwDmqD` z=O6JDjW8-;AS9UD9Azx&<7&)DdML4xON@M&Nz_8w)I!IbnB?-W{TciB+w;2grK+`ynQZ6&f4K(SwiJBt`V)*N zD~U;+27hASjQeWfc2rM~QgYf$DfHPS{;3(H?V(|P88Q~4f5<~Btua~FPQ~^%BHMOh zzN84gKg`hS(SmBc6rOv!#<@ha_G@)Sy;Cm#F8eGoqR5jH+mr}R;Khewdr0<8A}sKB zdhrM^@~n+IEHQKg4C5xOErLJKZ_mK-f0C@CgV69KX{A4%IhZi(Tb) z)@=)PLt%S7OeAzVJ6ATYzu@U+r!B60^CEk`c3{~FR4&jf8^6o#Yf+lY9iKaCNw=Ff z+t`(@_Cx*VCYMK>gF;aw>(E)A;!#dOVb5+{-DHKBt5EBtBoQh9S zRnxAoL)9#QQOF33Ou&mF3NLA_Mki4r@FMBI?Zx9!Tpo$g)C`?sesI1VUPO*Fg{7P> ziy?@gj$>kC=^2vDqU##7Ju|c%ZgZ5f?k6-2!F=Hma7H6mI!`@#YJ`;Z5T5YQ3#>}L z$D$_NQgZ233i6hIf#S%vIATgUfkWPR{C58qE{)WqY>8mr@w|5u1xRmz#5o@#?O|-RlT^weK3+*?{YH8Q%h)GO1~2tuYeflE z+FnvnC0CWVEDPJP3pTsK?l7rolfL(E5qh?;5?V!wcqU5hWE4Bkuw8}0m-1tWZOYoq zvm>06Xm^zLM>joI8|fMzPq-s|sJT%gD}y#Z1_)$(hZ7Vo0jUK2)74nz*>%PSX$fS? zB77U#>r8hkTMaKQU!iuQdz?gK8qqD-bL_yf3ViRpqY;ZJ{Qdo8CSycXieS)Lxuyr= z3>**B6I}0B`@g!O1HkRb8yKz-)p8Mjw~z2U{nS0#K+|(A=;+wkA4!lbq7ee$_!Eqx zaWHVk1T%a0J=F90X@EN=BbxZo+Jv)AgH;)P>L{`!rI2d0{w+voF<8%ta+G_*&5 zvZQF#JQf$6eYXk&XHqJIpASAT*tbt&0HdjDPEY!HVcj+U>E;gp*%LR2mpAc#;tBLJ zr|_MBwmX}L|)w|bqf;J^CU?zzX}f|K8>qODOddcg;l#lR3WRV4@*8IIOn zfus}Mtt7}B><+s&2A1$}o0?SY};eH)UX!Ot4p@dE(Q;ElGG1U_$ z^vO=%d*9#_MWedDQ0_Szz_`e3{ZQxo=#(3 z$z$c<2HS?hZfru>HgO?X_oR)_=Lo8d8BN5dHFU$N_P={v=lSP5X;tm3+RLORx%u7e zBr~&|e!ZKzXBx0PX*|kHH8pO+_%O%al;1aZjq@LWXlJkh9#=t_CCvl_dYn)L=NeKPfoUc4yvnjWAQF zSgK$`*I-qea(um<5V|=EHFKqsht+nI) zQNZ>oV zo&2q1Imv6Ti|6`J=^CRqXK49U_55y|&ySon3E%c(Nt+h$IK4B~NXtUAQ&dd!6YlHa zw|-0F4=$~SR*b>!FcZ_`4F8uw>}i|Cd((uD)i5O{81Ej%N?MLwwyB79M+qG(?B;ni z55bzCdmk)UdV39Pc+^l32rA{OyLrtN$=`Vuvfh{q@a3&-i-oVnUXn(h(3V2E3bm1w z5w{p8O-bK-w`hN+bJ6|99Z6RTeQY#)+KRy;!TNQQbO!F6pFlsP08zv}US0Ph{B9rP z{iE2rMXKM#IAKu!i3(C8MNGvUzMq74Iv*%+Zzac;NYbm=ukRHL3BsHmZDW7%<|8Wz zvy_m{kyrnaD?dmg(rLu_IGMvo0mc3=ZR6&p?aay%Za&pa`=Mr3sG8k14>sL?_F2ib zb2cd;=r?(;v#5*b^E3OECA@9#0j0cl?-?a5T|l{|lcVdyT!?l7&id2dVlfs|w6;nv z^%xkM;&!x#L#=nHEprmtd@&sNxOrXAxBE5_GyUiyLra6j&6@_l|NDz~U<-JGZ)j}T zV7q^xA%iV!CxMYp?A4(S5gu4iM)OmnO%k;`&~-&ay^T2{2;?>6-E;fMt2GZEYf0WC zg2guM96;W6yAhtu7DUjB6USH6PEpoWH($CXk- z;os*+DX2OSqUCVw-1{gCOLIQYa?#r>_=mr>sGa&twlq8HN>YQgPs5v%=(G1n)oflu zB$nUJ%QxA6`DF?gE7uV8@?L&!{lx`UGV{kiySfw;6Oc~pY}*abe6}2=mzR9qV#x2} z<*=X`dCJ6l<_rgglfcDQIe(`PFhm2$GOYRz8dq85l9ptoXPA_pWcnv@D)&_}eKt<; zurnGl(lbD<)`&n55aqDGL4 z1|==-Zt^iwcHP;nO^a$PNL#vT-hTa{x@yIOFjpt*dA)BhuSWL*KvdpGk z3^E`z^pPRV)()ONEU9P0+Ea<5;>_7S)H3amV~WhnwyYQc!w(a8+FF4P6@SrOl0octg03<#Hl!o4)LfHnDm6Ea!ovI4(s1$bE zS1?@_Qqjkz+j=ipOY$BOEVf~n^8P9{q9asRHSuPOv{&FwEBZJ3@CGB?m=RRuMvsNU z8n5HX^LajNE0BtomL%Ps#+UM8iX?V+(%B;n)Q1w|)4Ch1dzA;TT0&VZ5BbVkKOEV^ zhOSc#Z1uW{tC3OEhG%HF4<(pfLX^LBuB4lnBLZ*R=3_k1)=p}$u62T+u`kZ^yUR!M z*k@OlBocwoe|~iwgHkpfIV{AT6CQ)IY=!H`lY8hWpJFu8h-vuI%YAfoid6+}gWX{= z$u!AmAXHHU>=ISBy$i5ClOMu7#K{QoN|kCE=jl=m3 zi#PhV^JV*^wcS`P22YL9(UM_e#2}rr2u|MR*s(SSPv%h&7AjgkAZ*!a@x`{&Y%Lpu zqN&XLl_V6$U$zvybKzMkGJf8&*Ze-<(&S^80D< zt3~6AdkKwEhP2NIOp>*GCnVbwIuHmz)~A_zW3Kc9lv(UT|o~G z@Fx@^WzsbTgU!vD%@W;f5ioR8L)GkTY@P2-vP`LHp$T^V`W{EZK07iu#xOB0niW2o zGkY)Y#w>+mWv%arI%sK{L?|#UKnNyUe5Ac2v{ARz;TA-GLL^NKObeC08}daDmRiK~ zH(!Nfz&p(Jv7n>&v_H<>F&~}RQw#QD^T$5dt&{wVe_^efV^GSbqxkv7a4guvg_(_P z@P)Y`YuVgoq3imJ12T3>;!ZbD*U-@s zmSVDJVo{r(#rW;TqnPz(#x(Vi$ZnC$Q(0%b_s8FN#HfiOHw zwi|SW9j`R^b1Z_TimN?8`)~Q)59{Y~l8WJu!)c0GD!}pg{5Dac6JQ9g`jTMp;$RvVvNe+d91ZO)0|yy8Qv_o9G9 zFTsb!1tGC`L1=DVT%r#TJ7Rl-L!5lKm6t!~9H>onflnhUCYgL^94jNxCUq+PK4#-H zlvf22{r&9!=WSGPsNs{J&ss42OvXL8p9ZWYd5-{=+OYGzzZUHHRZBYZ#7IQMQ3kWU ze$Kq{1Obv4q>(l+WjK>*gL$k^G&nqpGVZ+t7iUoOvMc z@4SuK>V0DUnILWJhNy%0qG2E? z*A%CFeC&CaRVCdI8w%*#?Bhn*%S3z(-SFYBEu*7KVN7Q@@xT0p^7``SQ4k&k?$IoJ zrM$ZPay?6Qh>xG}6Cd%TXOheE;@ws|PD^==VXvUQT{1eVQC6lAJiG^|wB>LmlT|Oc zuh|@`oF|5}nu1VnTwL7kLs(9XqDhPO`d!FQwh097bkdw@<%8~%cyFahn;GhBY?9M9 z!kolA21gG!0optZhMyL!C3%kkma}2Q5*v;)L-F*Jra+U&##FQp!(oBdkbR0#h+-n6eS*_?uCD9k?3f}ADvlFG#vx+;IP` zHP*0(hk#|N`)b+)RX5bo2&r18#C%^mcX~pD4K<4^Hy0;9#aL`@S}F-#_Gd9PS5PTu zDHIhEqC~Jn8lUDTsDcDDHH`O+E!fdnit>=(wQE1tS-@Y;%w)Lr-Ro4eRJz9=y`G@; z_x_+{r%;t$Cvqx@J#7t z{QN}vM0mX;?wT`pwlb)s$$LN2_{=Ar{?o%!+g#0F)VJBkSiM2?4GZeQvTdei96Mp6 zOAq0<``GZ=jq{GXlzqu!&h=-qLeR8F38X=eNmOoV*fcct3gVmqi+6!sw@4$8(%N7m@5?F>S-d{6tgqa z#IL`IM07|0ory*j)EgBC)V250;~A`kE5v8XjNVV`cw-p^XlZOZ(C-=G9d^ zuILJoup>Xn3P<2H^J_mnUb$5PB@ASZuyo%u1}uwI7-M1h)T5{ zYhRqBm}xEO+BHAbS}+1QJs4+ZI6-++h5MM5vKhEGTi7j<5-l1bXjamHY5)yLoQ_bp z&q4^Oolx$m=4z1R)+rQ!e`_~;o^T#7R4>hbwrrR2Xx$Yq^oP&~hnzV$sSqeWA-V}% zF_-2AmclA58kV~k<@>}+4JNC-Xc>!+Pg`UTwxIk0V%<>$G3sf+O4>9ZY^C+^{K=1{ zC2MBJ5|XJuFwRN*Cs#{7y&1~ zY-j~rNJ8mxg!U-Q5IuOTC3%ksma}0mx8s+?iJ^^7MF@p9G>B|zrMV)(iJ^^ra*6X% zMxHm2Qckxg5THM7VEb(_VBn5T!y+RS`QtMgE5pd25Anor?xw@&Dmjvu-_|z(X-d{l zOyO%aAwOQQ9VN2|&D&axFVVN&Ao9;YNi2}YmX0Ev%GzHzMp7B7aCT!|f#GXJJ%IBq zu1+r((vnWsF@M9&8qIDi>*tGYCYv{GTJhX^e!v!}D_h~K*RX~)EEo4WJ&`}IIC^%N zv7Qlj|Mq@{jDZ!YJn!0J7Xmzi+nC#D9*lA=;|ha0dw z3l~89yYCi^VqSdhocnJj6^U>hnUO?qPEpxbiAXsGs-ZV;(6+VAOSt}V`U`Rb+l-DDrI=LZ?ieoI65 z7}!#9xGPMkT5xt`1N(x`NZv}iY%39B%VEjANJ@~3d+;|qNnJQ> zJL-`7;+@!Hg#4*Fb<3<8>T68mwP0@p#~c7gpZ6U&+Lhv?L?%575zSbM2bO#x9AS9f2_ zFFnokuWV;HFhazLVGA2w=~P=mTFbVPJE;e03R{XVVHq&G!G}U&lEf&ny?koRZ}(W^Tpx)je*YAT7!Hzr4)uUwZ=0(AdVuUv+8?Yxr2e0-v$+ zvGx3M#mMz3lu}&iK8yaGzHF7}+;MWjean$fmq+%-(35OxK3O2{u-aj%r9`DXns>nh zsBURY_DmEc1pRN`rG8g~ljJEy?Gp~KPWS5U`NfTtfAdeBwLcC1|Mborg&-P5dVP#c z`l+@-P21SY!rwhbXTtz;Ut@v5M2_}w{=DGD7Z?AG`CP2_@^MDveuf4V&5cR?KBriF zXj_z&EXSky(DIV3V=ql|<8Ley%1@Oy#dDpv-LcQ|jnlNRV&X&j{hW<$U|-Wv!Q-|D zDUrs=5oK>TDZ+)VJMHGQGWpP1O_VnsO5KloKnAjtVYaGU)1ZUQ?+=nl zxIA1-BI75dCpdPp)Q8zGm@8{_wqQHw+L?ZYBve&2JHQD2S z`qLKG)oRt$lI2b;<=^j(mjpX^sCmzq`rCz$_0x>CB<~T!Vxu*%{1F|1kl*B~rn{UD z8_t0Dbb^ChBZU0sJf*1o%Aklu-0@5oem~(pft|8Zvq|psdNI(r^`XtSA6%jHNOM6# zmCqkkmUO(D3_;>-oXDYZTJ`qA#3!4q8Ndts4Zibw1uy<=5`# zypNP^FmP@5r@r#FhBZ7cSk8!CuKHi>2bUXHR8lcBng9XAXH&Et?LZmM8m^(0RC&%n zc7AYwJ=IA(uH%Dci90M8%Mq0-E`Taaf+4W;#9Ew#LH(`9EQ+v}hC~9^s{?bA0>mGyGiF z1xP0OQSW-!QsJfdM^-%XadoPJ*Kh8m+>>Ez?YO)DO;&qJmEAxW!)}*%xqDG@(NqI! zBZ7%q!@Xwl?kF-P@u>hdbKRN2?lAJOB<_hY(LGKgF^%XJ>^XMefr)jM;?%wKo}XAM zfbO09jqht7$R_BPqY^r#F*YV>Znp7d!@0$LBunvppS|hCK`;NaIGI{MBPaSwU&Eq8 z_wf^c;^PXxl_8$+y7yqdEkaejmuEifo$tl#4-}9A3tp4u=&zQ0yAtHz?+1=8|8LhY zA8Se8V}_NC=m^tfL#CIDYCRd{!6#B|ux^*O1t{j36mhkrgn>H}IWSCL^e&lX4Vr+A zg46%!6}B9`h54`N5~_UuVDx0v^=h(B$z=BwnP&?5gZatYZorPV@#Oah+|M!l`~Rk( za+#0iT0h(?`ZoKRX!4*-&@F{TU<(^lndo>NV{Zb~(TGx#oodgDOyE}n%d}P{D_yGM z3b>DroEc`UXOum^y&nwbeq)jc+A&?j8rHCKgx_5t@XI2X1n&BcJzV^Yo&rC(Tu>el z$B>ppp-9~@8R{OybIfp)JU?ZWQ(jW&D*re$QH%569YU{f1RPbsVlS-+iTna+#>z1A z%^|jZWf!B}!^l)&U@bJk#E0Xo`_z0v4>2{n;Co03;bAXU0W(4X9>U}0)Kvx%dHa-Y z!<+xzgWnI||33WEFHsOA=Lh%u;+Iev{^1lPF7|D-9)_ z4y#B^v*nM!1t@miIYTDd$Ictq_)+vJ67g~9^b@oFocgCIog4IJPkfZ>R)x2EnP~DL z(hgTLcMdWwnOH;+XDM`EPeCV)Do0SQ^{ed#DzG^W5+-6yB5auLnE^vE)H6Ws;d(la zbxXd_O5s`#w8zkx6fHAtd^s{ zhL0X=N#0|Mr8<5pR88Xd{(!;PF40v9SFU;4ye-W@Ln{qm*?|aEFF5KbB96L}^84MY zju5bKcZ!+W5sv#`fx5X}t{-P(&98gr_=7Un#nS}BvJgP>gDA$9C?a2kMXG{iZC}?U z;Qaripob(im~1c**^?kmW=ADMKKrRgDic!8`tkZ&6lXR?{lvenjm_^8QVJFeFo37#$2~}*30Jq>s#P^@Ey}NtYHmH!!j){{y*nv z*xfW&u*omXFlX+4@wIcLr_-*$N{+*#q++^1j*<#cBnOhHGm4rcwFpB)0ZC?2ig}#x z{B9t?z@Uy8AA;IBO95BhVbj$I{(a;ZK<}QsO)8#7e_vSLqs z{^x!l2>QBj;Z6D-F|DjJw>_g6dgBW1hnna9HWHy=meoB5bX`kQ|KeuS{wh4xB~)OM z%!&k>(1^S{P%ChRAHi)`$+j}n0`OBv?v-IohMi0 zBRN1n!3`5gOF48GQ(|kgsHB>A4Rf)RE3ks)1WrPsGPdhyw;11ETBZ4d+iJ)8!ukuV z;^;pvSdA*|mgc3lRj^4H)HM09q{=FW)gz`ROOHC5Nj&eJBy;G9 zqrQl<5C=%|_RJ1cxfkJ?`{^hJCx;8gTyp%u+b3^0^Yzk3>+eVD8vdBg)E`}?vpp-@ zYnlaQ>_-u4ufXzT{qKO_goSPUQHDiYm?)+2DL+*Nsm_kDJP1fja{S-CN#w>PndwR@ z+p7wmUyNuhEy?KFVMfmm({!K(p$SIL3_D{-*|DwJu^CKdk~(YBakLZN$ntVLQSLrj zO;_LibNaY0{A*alql}BMog0X(2i?CB!chyn7pyn{vmnwl ziEikOUl^tB=;EgDD}fLY@GDgD;D}OS&SJ)*ZlV{93(met0LQSd;JuA;|oO&M&gRxVv@s#Nfc!+2e{617!X+f^V z3fH;GAkEU;qA@u8R_t7i)S(ms;~qx#iVEKO*A77U`#E#Q;FVX>TsozSY?36OYQ8|N z-pPAmXWzGN`1zmD(A%r8%11IscfnGGztIo&TtOnGCmHD(E_n@Iffd8R?&t(7gS~ej z`(Mqtes-n!_R^AE_{+;2o;4B7iLm9cKX{Xc``eE2Ddy5*wQ=p_WmH;{u`G;?hJP9= zrXXwtXy0g|X^(c2kmE~uQ((+`+;W{}Sp;PzmH6@d4A#wTL!nmX54aM9-|ZuIH%fVP zCBY5V?E3Pa`Qt{KC~3et*c~QveF{5mGaZgm)fpmsV+w%ax)9UhICjP+EmDXZf>?Ky z(6Jilm<@}n6#0m>*V z8rPJTWavZ~IX!3gZU9YH219*!5Vnow4RECO4j~mKM*=TJ709=1fWl7XY67s;a+Q}0 zl}=%j!kdzFYoVFM``$@Mnm$_?ee?DX^zk+{+ah!LC{*|t5*Q3 zq52(u65m64%7i4C!pogh3vGF?(Up!jB~gCA^B%xqQ>W)*3(B&Qjm-$d1BOm}yK}Nj zeJ9=BI!f6EiHwXZ21l#dTr=jFQ|F)w+F$KptJ>l4HzQN{ISGE}S_*%_oncgFa@EYa z++@(y$+<3`3sW)PJxa&1u2mj=KDR%2?SycAZ!?FFBK-j_U)I@oRO6I=bk5j&zlrbY zcAmE3{I@De*nWbQiszn_w6&>K`AFuH+W5&hvsY$7gTOi`IhIH=$#ltUSRj^SI7+Mg z4{0U+?D8?#9VTVz+&K0nS`Rc9h_L1GaS~#)Obf&Bq(22VGRN9USt)#m?}4kgKP;>z zc^^~Ulj4vNjwfDq^}G?hP*8BNrN2Pl_ek5Fl435Jrt!>IpLaacqT^J)_FvHQ#{C2e zlBQ#}9*a7vp83cd7hMUY=5*e?_ecXNCPPWPzp{?NH~yqx669cu;I*kk%q9)W5AWdM*S3<>KT~k-xnQxtVuuW~%%BjI zXGh*^R6U|wtVl4Vc!YGN{4n?P>nc6BrJK+qQ76F*Rl9rE z(G3IqAiRT?yzbjVysUiw*Uf%EUkJWMlXsH8nfL^{0PDJrXS>Z{rjh!zz?=R4YOJ7> zXbOSK7Hfk6c&cNV?*0~x=rB@gR7d;JtVS&9oZDg(ABPXyT)H@yG-f|NTaScDRXO{g zd(AbduWq6Yr|T>56Y#4X)1t)pnnER$^EyQ(bprCBp;48o=1%u*WU8>r7*GL*y9a4I zd~Y4w{DSw<4Fg<=b~%sd&LMm4Dk|Vwub)IhP*tIL=Ce9VFGmAD`FX*2z9abJ3yvq= zN^Apw0)I%|(wIIIBR!l#DTTMe3!2D!+{uDseLh^Vl(dhaFUhe(CQx4D-Lmg#Nk)2x zQ63n+nZPb9cSYFlXL00Ffn{3!;8(xLXa4GETx|l)(74fajj4lUg#V(Sj<0o6t=BJV z9rL(gEy??s;z2476)Yltljk~bLy3ec{~QD+0bkMLpEU8Dd>4eX$QxHKfu1v9x5ylM zrlg?Cy!Xj&$Vx!pmH?AYUM!D>Cn>1#4%14_>Tc8`GIT37sBBQ;j6?~lWi1;#8<-%m z^5d@%13$RJO!sAUO+zV|jr1{f-e%*e6nfg>#aY4Hk_N0o6V&f&z)sojXlB!aW_JAQ zZU82(WQp?{Oo%ZQV5ek3H_ymOyy>+BZw+fGhO{Kd|L`pWwSj_!#J1thA8Ay6_yIqD z<0&?5u-%IOYIz`*Y0>}YU6fSLe<)`AljwCGVke^n4~JZ_D>Ix#w+u9)Av4nL=H<@u zgAdDzWpv7)yo;)vWRN6PRS5#NpQ=;^0?V=J$%N3;5x0;eG=aa`Us8qgQ#- z`x(&cYZvSw!3Z24UX;n-4w+%yp}t zw%A<%gqxJxSQt{LCgGzkU5>yp-Olm(fdWoH06ssnU-?b!%HXOxMeSNA)^B8piHJLr zoG;LFuTuGEN87Sm0Hy5%4(46Eg^ayRC3VZ`;O7@Sa-VJT

&FQn9ZJB^6Z%gH#;~ zQ7vm|#kr29KC>&9a(OR5x8Vx9zI(xYP~q_JN6Z0~reGF^zdJ}%OY^FVBaZ_desYS7 z|M?vCI~$!T2QAL5IYaWbS>&`L`d$=uOdzGCiIxXGq4glKmgKErMG&Tm4!qQIfp7O7 z;ODw7pr>Y+ti&w{BWv&A_d69r*N_Oev$xo>Rj8W8@BaZAVKL$vC+dm230(%5^qVNv zzo5s{O0bZ!saQp~aix%!HCHM;k!LNTsJsd_3%@NftvA>JLuPTH8a zO#*fRiF4z|Zbt~z1sLicpyG*k&YtyBzU>a)rg2b$@hc(ftFDl$)``#B)Q+a99ZA#K zn?y^N7Fa6o$}C5yp}=A%>o=MqO@<6Y2z>aM>7F5J&fph*s*=Ga6Sbub)0Z8vmQXsB zNFt&SL?NFnXD`u4;p4Ux{OI-;D!sD|Cqh(92!$xg%ZkO|>{-K27W9ChlhrTt%TJu8 zr?&-_4K7pHf!-9yUfx2DYRuYOOwQ{%_H7L?RSz4dN4aQpQ9C=1T_x$ed8eeBXeqdU zwRwE9;{DG%6{q5l|6?Ji-%MhhJA*)wIegUZE;?V9Kvh>Wa4E5>PLZZ*Y^d2>Fy6b| zz`J-{y12knY#t7!?E`XHtV6ewvFzMu8DWU1Hs$(LN=q`+lR#(!J)j|xnAd07@ZuIa zjIMb_>*C+Qwz7V{&>`7Y)<2I+m;e2Rtv-f&2C^MOfjOAO95M+s1(tQsJ#NU2xod_- z`0YOIqzxLFViutw_D+O~eN{}KjUx_gj2k0NsxdrxT)U9Rt+Th5 zp9?Jw(s-a20^xW2i1x)Cb+hcWk5Yn2L?MJmdtH_+o*yja5&h#A7Orr&9qlL>?Num- z7;r15LI`RyA-XO^7F5?{awj@XnxP)ZmPDdF^KodXB#g5_^t z>CVkS9q|Tb436jiGr3IJlEIde4Z5yT{Twx-?k@FJPr8X; zao15I87;dG0zyFR52I+>|Igl=2gh;ccb=d3GV8=qg^M6T9K1L5Y%D>dWr# zX?yKs?4m)te3y*`~A9rV8)uF zzo)Mv?wVng?^b06QUtOzr{6H=i?v0l#58>=ETt@7jAHsiae<|jdAK3f-*Rnx>Pd{po527n36n^<=Q7W~r@JY}o>~ zC)QYycyxEWoIh{ml4u*mKGHDQC z-rW4T?N@=dvk$mxUo9KE)H!uILwFa3t!)fEJCl+f=@Omi1yG8C+4q^8(-bfP+ewi) zHinTl@Ec*QnB|=tA+Y)^+;$gI+%?_2oLH3taTm>lq@mobMQHVws>`P2eBEI*BUX?f)Zs2>W@0Yzcv=a{nXV(s7@V#WgcKb7+96N5 z?0Y9XL7F@SgCH#Ee#GM48--RxQbPA(MX-DM74CwHsif+IS49;?Pzo+ylxQtHB|ZVu zGlFo+VLR7(dt_+7>LLWbkwLbRW~zcfx47~?)sw`UPBVUCtmN}^g&AGhC|e`~5AK&- zNc%7hjZ)CQ#U(i806t7xFUrAHj$&xUKuQ=I5_EJ_KFpA{*qIPspc^90ES^%Q;h4-E zpF(FehBg6>(k>dcys^twMDg)vq0uzxW^m?L1=aYYZi_kh3@W! ziN{yJYIEq2!-*5#6voX_K_U}kC?g4P>*by=^zr^B#XWl^1C5Qe)0jJg;^JdKLf}XQ zgkbWFgPQIFzc2S5N_ng;hGloFf6UZO#+BK5i;SjZCQqYa+RVHH(WvAXE(l}t>?g2IYcf_QI|%-@`& zwK2@lh=~-SG_*CP8Gh*!wQY64;(>1dq=IxLQ)iMWpXTzJ3uS|@<&LsFa|Euw*obNv zBN!BPwL386O>Z`jIE!*{2i_XSO}pT;acqcPaSFUomqI(8puA#TEw!ZdEE$o(FMRmF z+DL#9wbT^|O~9>$BRQ16dxtfG%2{*VlsIFREt8pUJ){+Lnz!e4ce6f?ha_OzW77ljEk16IuehJhCB-6D5*=W%5 zZ@qJ%(HrJFw_0#4hZ{e+hMOriveyhA@275SJz8i|9VwJ_a4ZLbWcv6tx?ANG##gIh zu%4(Uc~z7}c7b}}>ks0Z?y`u^`2mVCH|A1mrde1PjuO0haR)&xesXaKyAQ-LGu~)N z&cCF)qhOYQw6-1Jp~CT*dLp19O$x0Q0>e`vTV-SNQVHo&C}nG~5-c@dTZ%AWMHN-7 zK9qv~eo1R<(Ra*oQLSNu4PiR!Z6-%GnG6K|5OpVsU!9?5b8RkgDi!GF3zGmjwM-!w za;sKahyyS1J+h;ne|Sf*_qm&B>4MfY58HHID(^v~9L31x8Pwr<9(A8j(){K9xno%> zFfJDIFfr-ZeN2ckbc5P(Vh81fw_-iLWTx$$kjT3|f_C3EW~AW}CN;FnLC&7u#r_8t zCLUSd^mETS{NC^RX=~F6!^N(fps!c5ZM$ak=J{2>S6pR+F%&Ll*rs(~h_2q89UWbl z(r5+hXEo`EH)8~93REaz^@DZ|^zI2T+GNoCLk-&%iFdD}{eIFui_A$2l~O22GtCsP zcBsQkde@pTBVd5&T5$W;WX`n2{EwT-{4NtC|)xog7Jffl*EI zYfA6}mSc>XMJ404hAdB*zmst*fov63tObPdB=Hx(vPgaDej0amGBGhj^ornx7kvDS zPp3)#(_4f$g>fvqK$W*R(9IY6$a>z165J|a#VVay?Ar@gs+|WKx8O{U5P9+M5dOsl zmIiuaIB6G=H@@yDy&`X|{O)5H+v(6<%T`ZZPvjqODIt*^MvRMfHrBL(>w2z0jdeCV z&0czXT1)b#dwLAIyImp?O-l<1zl{;F85}g(vc=8mT_s5{E2arMwV0*}!e*>300G!G zmy`=&`;|0Z=@iMs_h2@(uG#09Ejsq@3o+IN@pCSE#$%a{U!TA>H1*pfxM@Y*gLOon z@Dl&xF~qg#6cuwFWvmyeoSZ27P>$l@K?z9A zNDGN?{sum6mJIfEv|;tE3d&%)Bd2SHN(xK)zI;x~A@+JNiF1Q&Zgxpc8H|q$8X}r4 zEiR*PU+3{(ZY)SVVBTcAr^jH^oE47F_|Ucw(8OYrUAtAzYC<}aq3;aP{*4Y#wnM}C zCX>!9>4NcEsUV>JIVH~A`&xkoK`CU5j#))d?P?My2GN}wr8Mc&p6{XV(nv#+x-?7E z$D0wR#MKUlHrMn#MZ8AI8`CMHY}*gY?bTpgh^{;5*E(P)-bC-VM-t6HvI0ixe}Kf_X92o0O@-a(_d_ zI?u;$p_zOHW~q9vQkgcpi{?7p@{K}RVs7HSXu}UAgD7h~ly=SO8KaA!oP%Na!yfn9 zj!t2f0(O}Z?$79xvh%}ZT0fTbut`hw-aZFNHb9^VdAN}X0UH;%@6C=y(Sr3loeo6I zf=PIvSv$S`bJC2Q5<4z|w{2WCXT5{&;#dKR^&yZcFEl|v3Bnn&%TO7_x z8vnm>0^4R6`%=;QWjujBwVfObIP{bu6s~>h75fKDH zpSNWz0cHSF4yAdGDgr(r@q`0_g4O!Kt2`eqxUNHl6fs*dN{W_83!>@e8(AdZVfEf$nuHBCAc9?TM zJih61mu$P~4)Ki}akXk1Am}evvFr#^v8!ARFF=?B{Ou6nwCWV}jiDs?S z{noJ)=jFzLgGnuFRx+_Y1(+m$=<7(imq#ncap0A7b4w;#YouD`^OAVrq)|4rlTf48#BC-Dd1+c&Xc%n z5dRYRZXN52X`pZ<;nt+~-<96m;ggn+8P}N8?+3TXqt%ZfNlBAhCv}VBp-<^jTCP(3 z@A0SU<(GrYx)Y_Tx7u*1u;V0U+PaQ5&rk10I$pxKGCSvGCs$XjgmS-(FqLY@Sh&`g z>1#`rZ*WIZDi);a4=WJ;Kd(5BK-t`T=fsUNr@~?tgMo~<}#f~+M3;6E;*LdZXy1WLpYvU$v>zHLi0`wct97OO18*!CFl6E?xoB z`g>-oV;qj86wTJaE~>1!k!hzi?^m^`Nu#T+6NxuD@x}~iDC~4GG2yV+O>!q0CIyBS#4L|htWL4Fr&8RJso?DTTmo65LxI-eL2Faa%4xU$7muZS(s&x;P(t(zwFcxy38!;^Tg3&pM0 zhMrX+yQbI$Pa<^Lp;Wj1v#Cf-ucCZwz+Yzh4LpdR!>0TF9GVuxbWsW`NR(P&l*a~? zVz=wIJ%X*IQEaTuM~4w^ucd<+RC?yr-1+HUd>lY#57h9H49-!dxszkxZR&1v^2Y{D zgkmykO3=;nBTgmDa_Td%EDt{e)ab+>+)EUbNgIB%QVyCaeGFJ2Gr&a|)Q}Ot$QZQtQa~TCkr~DOi@~#d!R4 z3ZiQ^qA4nOh0M)3R8jEz0GBMlEX)Z?n~a8~ZGmAw?UAS-8;N!UJ=4G!^jkQ)IT(}W zWp?*v&X~wH2YZjmpA0FqNsxE=_q_Dsgjls@k4E z#`?-rKl--+d&4>Td6>=d)f9B&pN^)M%-37Z-a-z#NwDk{x>n%h@vsWlouUXDKAADB zeWDs!EtyiTK|B4}V3B0z*QM2&ob_@V2vMOX@6d zYRr5>fx**JnmW$ECg;Aq{DRZ2VhHlj#5Q?wd)bKK zGU)t5LWnJlz3=R%;w7Ytf^Ul?2cLA#zwL*4k@90+LC*4)eI#E~w-?+JOR#DX|Jwhc zpX1qZOt46h)dte1^jy(#4PWs&x{s*LEYjZ2&u1T#5t4m4ZSbw3E z{urpq!kXhr8%@&TIMc9BcVflCWYEbmw3o!caKlrX5EZ)8u!h5xYoKjnOX)z~H`Qu5p5KJ*A3=>jB?{Fk<>(hpwi28uQlvbX}e@^HR%&5gz__v*c@qkr;Sm^ zRWV;~RlLrpGIidDAXE{e-@}Cj&vK3(Jh{kO&;S;VnF93r>$*(S$TN3BmG=y_=Kj7S zcQaGia?(5vZEU$E_I&Q@^3JF4E#V8vOX+w6Z+b5<$bp6@MS%6@7{ht|+|uE<`#q&hjk&aS?%;q-j_c=Vq#v(JOb)rXcvz^?};v6LWu= z8X^*PRz7QbeL(LQ9?}?GVp>}9>~J6ohoRph39DHkS=JH!hJ-m z3LRVf!9H!%?>5{~A^{y3m@uV<)BFOw*^hmLWV)@2rx?_zaIWA0XuUq9?q6peDZn;E zEV*NOlLnXMmeM2a^xX2zZ#bR+j0q?VA#4^7B(|-V^tITCM{H*}2n#vefoT9x+;PAn zUYr)H{Kr>27LLJjH8?0wX0U#C?|3LssRAwshlrIcayjFzdNg1xH(EJNT?PpGQ>6?_ z()(azlbbtqeM%_jo+>iq>Q=jl>+TQTFm6DXOjH5OsMKKAUHo;xJk z2WD(l9JhU}+2@_7m)u72FUPirJP}VF)E1*X;-@`*^Nn~sOW zUr1QLZ~64Q9noz(aE1r2w4K)!TAwe;A8mb5wsygDt@bLEMbKP9f>5KnT@%wYnZ=d% z3vu8U2-Z@K53>xK`Fc>)%}cXI_M0S-)ySbLuo^*u@uKv)bYzIoo<{Z(#rZ{gN09lL zX%u5UL0m8>z3<>K-4T~4x>%!$&PuuA<)r}~1jIji1*x(2m}i9e{(5N+F6XRd%$gSJ zFhXqler33*Rr&J$iN<}>_8H9n+)KP{?pjuGSZOPxvn-v9H~4z5h}*R8CyHyuxw~^- z-5^c*s2My=*Kvv_LhO)B9A4$f=0aGF5!POV0w%uD3H$A+(4`cf5~DVT?nPHiFa2^{ z#`f=@!$4wti285))Fok63bGwfCTcniZ=#493LY^*tj3kAk}BakPn`}!L4p9n<{fdQ z*N+BctbaEO{r`joC;0{!rSnCD3V->7*#AHPJGQIZ7;F~Xo;XYK9RY0CEOwHOwYK7a}Ox`K38X8u#W zN5&%=92{KE;TJvMDd}&DLWUcw@A`Ib&OBO1S!UYYu`(-|T#Y6NKcNYaoS~8H{bNyq zrOjA&xbj&y34;_N6h6F>W}GB>aDVNu(bwgxn1CjG3A*HrF-lZAH|swRhc_r0)O?SX z2(5o7!?lF-^>Z5c2--@4F$suH>Y}s^iAZ5%BqzG%xSMgEFhkNzSY3_9SpCJeCiBjN zr9KvWv8nauxi@hY@&BG<4rx~suztD|9ep0>xs-` z&w0`+h)3xib-r~*=~^|`DAGzOoZDS}_{lCxpV-aOt(bx!<@UZ6J?e5>3|TB+y)rNT zL<-Fsigb6C16K~r(kn3?(6)C0TI;BwpLlWt7E{gb5LiU8J<6{Iz}bd~De9UuaP8)c zgM$O!Y+s+ek||3fM$*^NiT74iTQY+A#W$vhL6BNO}FsBiV=lre`_SUVGPF6wti4wb_=-UWu5m=&}V`L-pospal58GA&mbS z$gYD$??Vs*uZ*B#BWj!nVsf`DkN|HpFuiEL=d?_PR!j_wad4laT~fYr#TP*`pUast zLeu19)rh~ds(3XbXIl4T)Vw~R#OyFsCqA9tQiGd2y;@o&a^#GK{)Xh6K3o;UY(H&*~(Rqx{B64bvahR5``&F=A68q1=#XT746MT9P6HtO4} zuG`l_V@~aMbA~CSOi%ZzOHnFNvtjkRAL>Lu$!EYAid;?M%G@38u%E91H*oC>v)>~^ z)}MOKC&=^3VI7rdNd==1#!!Wz>O@CqY;j=DVbXFCOI_VC^F_5u2qjwBlp38=x4&)| z`F{NrvtZE{RixVdRuk8k?8AQiXdMl($G-7SeL?U65=znqylBj$*93-W$sU zK{Z2}_^O+E&gs=cA=Bm1bn|_qSR2~+jLO5?Zf`8Y<2LIxlENgCJI&ok1kJX^)=Uip zyEY%#_^|$XGIqA6Ir~wA)4$=%0o!g#xba9qWfmKJ5fo300t|%1vlP-^=3;Z-S%Ax( z)3j$?Ws88@wO0(vU~v+M?@38Ky-veBSNcU{c*&;=EiVJjC^6TEQj&N?00aqgz>01n z&-+DxpZ5_3M9dI?hmrrhPc`Tvpg&o)cX=ZqFM{fdOSY6)LAzqzXVt}F=IrS0Vs4zmK>chuzFCyvse zdNW|AZL`_uCF0OACsQx70r~pXs3r22bi&z>cm4z3?3{0;F`xg3b(@ugT&(|c^-A3Y zUTg>oe&gJeIbY&+D`&$KO%HQs+@GLFJ@LN28aEviIon=JfafOS&u`?F^bpu$NHs}^T(nbaus=_8Q6W(s4@Dm&;{4q z#v3E9+fUDJ|3lL&DIL&s=lnI!Z`i*P_fvfo46q`}&DUgA+JdU*WtXe?p#{8#XVe9W zJ|M=GNBwfWO9&7j=9|rPl3}O&f}9^%M81R5{aRB z<20ogFqGz;wb0}y4X<--%{=wVuHO$h&)?^uZAj#$7sa*P=x{1tqqRYCiULFJr)@C7 zv^ZYtuurNT?OhoHiE$vl-hOrW1yInhlLUkYH_<-Lcu&aTAB>V>t=6BwZSZ*>w=V2h zFfsU{P)L?4I{xjZsZShX(2V|?Pm7JZ;f8~9YUDFA3NzSKXK3|)hdimU`wuT0r+sgihVZ!o<@5jH_5JRX?LORp zP5+IVG^h;?P1?${Qtx5Ql#(hYQoo+ zZP0F?s6|Mv4EVgGDik2P&tI%(l#^;HgVO-??~$6nf9o4) z#7WY={9fJ|i{{1OV@M;DmV?#CppjBkJLw8FA3QpL|H7m$dU4y}^eWTHFl06#5iP-e z`*wr6bld--uq8~sAwPmTu4vx*U2arP1m4k#b~vbyA({foxZ*vLc}m0oB>E$cq^}fU zx{8&160Np&`@mXA!-Jscfwn%>oQP{bZm)@x>?!+HEDt}lG;(2ePgvRL%3GL5`XT$(DO5QM-W6nG4 zwz)ER?$bb{Y9Sjl{2k0;7c&MM7^{&VK<3;-|d zJPBDGx~VBcT$qv5;$}_nq0VTb<_7jtp?%#o4umal>?O4A$rS$y z7e?{?|8W5>oCHXfxUsxN8zig+EP_#yy+sQ;QsE(V@i$pdusOb49JX4#C~qhe3I{v; zg!9Q|Klc=_K7)3%dUjOg!)fuBXu9*H5u_P^bEq)vH#T(?5Pf$R(Eywp{nNicT^)Jd zhi2nP-(Hba?A3${fF6wZBJ1y+MpP66k_Xdok|2VgclIgmw+@mXjHg7f{7n$x-IYS z`L1Wz+Pvzj>dF*~x25Op3hN3J8XOjB*Y;68d$1q|bu)LeO9*Uo75~t=)3ww{s${dX zBnj&Fh@K*J2gB2$rXpdP`rfz9Mayiby|jGO3zoCwIMltEGUAU^iE#m)hm?OR0jW2m zQdq%=ED?}uOVBWue!#yTpkI3NRHJK`p2E1=UFFx(lQ0GrT|Cp)=V>;*`=X6(HaxeL zA?t_@5`WG?joNHP&rmjFfnkk!o6QaVAAa#Gyr}Y*DtKgE=1dO5>U{CpB^nTxkQZN= z%}q~>gF_f#o>{$EBcEltz1ijx6+0pBWGji!doI3BcTOwuw)V~kHGp~Zd~<*`SN+$a zSg=*HUTsI$UG;J!<+4*RFa=`L+&QxG96RUfg}orrkc*tzV}3&aqG@3oQgTwhlRYA> znnzdBsX-@SIvOA#>Ey`V?tX^UMpfR5_OLKgNPktf0ka3L-?aVA$hGI4qrGZC{M2{MvQsA7=n=P1YAuS`0Bp)O(%-WbMX}cPFl21H=%#oMBr_;Rd5PwtVi@ zcSt+d(sOe7?AxsoMwCHGt0@zY>@@`0sBP!-eFBCIUS3ce4*!Wjmd#jVD3_CI4e^vq z=%T44@w>K6a9;zoA3CR?gIVTEiwlJEP^IOha#?x|f$5@T8(_Y|`04p!Zhk8x@s3uM zRJ3C*cgV=5>*2w6p!dA{_miCk^o6y2B3U$IKeiBcKm~5L&-T9U*N!Idy9Q()Mh4i) zj(oA9#9s~UpyzLAT%-%kOsVfrkcI(fYachMHGYG-e@3jkRffOgZEI~fu*z5_=U&aM zNaH1HGR@2flt5_=D6*UN-DU}DP5w?k%ECnfZ`k<}y@tpU#qlW(DTqQ$gX+KbupYMX zdeoH6!E{EI5jrC|ZfRM_Ril{N&yrLMeKSh%6cxMA zcz(XtFvK(-M(~oI={q`MyYtBalDHF+Jw-5J^l#fFyY;JF&qep-KG_=U%xV{v{?Ic z*_kxT10i5RJ1EnQKPI87 z*NMT==seUIC#Qx*N%V9{ZY8Ce^N{G}xC7?PpQv`oeul-^C>@jiM#B}YGwu69k$Z=!9%2C8Au?ND z7fC|{N(_#@+Yy@HpP;YT6WnS&dRu2D9y&{o1Z*JiXvX3)Nj8f{1#ksrz!_UDQ!ouF zp5=E_YTbR)KFiRS-4*1FsB;xlz{F5dM(ui%1&S3EUgmh{B8_>eAN@M*@%f@qiL11wFt=sg)nC@^e(Ns6weuhKY$2_A^*>D-Pzbt z%+r<0{j4}RIH)jLs!?6;DA_<^-)U5dVb9?>i*R(T*;V7&l&4167@8^_`60poK)`Z} zz>*wQ?bh5j_l2Qma2=g?8eiJT4@>m~FiOVAW)^1h;&40*;|$8-#Z$rLQo{nBqFTw9 z!{6RRhxB@-M~*oOQZY@a@6t!j$tQJAH@S4!lQe8V9BycC#{<&>tMCAQOg%u}(cIrx zSEau-;!&70mcc-y*J}^dI_Llqx32d#K11puN;xED8&mUYL;J=nnq1$QQL0o5=^>qC z!N6&_BN#namRijIU+{zldoZqB=HXB^1GUAOP#d4V?}#v=h4gnG^wYK#Wq&ogvI*ab*EU}>mI+0QhzNj z?ISJC^W0NWiTz0smr9~N&8jr={1l#R0OLZ=Qo|Od=a8E|Pf#k6E|dq@_DuEF{2rYQ z2HvteqlnwY0+K3{=EOcEcrM#umzcFlmzg*QG6`<<VM1fyjYmx(I?}%RUrhg8Ao2(Q z)@Hpvz9(L=+$*@}lghAc<)D!T<+gkoOn#<4V<3dH);VIa{(}EDmm>75wCY0UiJi4eUyz6m>-APzb9Lrj_%ND)8^c_#U9=*HQ z8MBwq9fX^To{YUiiGs?dsS!R4jHpOUF~+ylfmRC)T2w;rD9<$!7Z|cw8DwuFNo96M zk74Z0B*N>i;Tq}s&x4NT%H7)4x9`P~-9SEMaH7~Fw__FMkbrYGMB%2Eh3o75%RDCo z+#$)ld-O_0;7XO8fC*4u)13|hanmqeE)5qZgH9i82EOi0e5KOH{3CwqV}nGeY^c8w z+S);=lT5IRD4&`}SAC{zgov%{1~uE?d78{>DF1(ILUm^qU>ImDR#zi(mu?34(Zu%s zIa1~I@ebKiwHa#A*aEIS2nl)bY z-VX?)po?G<7QNOrZ?_?FgBGz80md;c+5eHPgJy+c#cR3NdsVTmpDn4KG#4R?H!p^! zb>j@RSo|He6BF1I%d0Jt$*l{?HA=lQ95U;=H0e;sZro_nq(Gm4)9(z%@W9VERWnVW zR;vgsg3(I832OjvwECS2g#kpu|7b_kta#aM)Dx~c`}1dnwYx}Xa(?k3bP6qy77r1Wvn^@&(}g5;l~~Ua`+;8A__#uHDy#@&PD4mWI?9mcS@aZ zp_LLjPfj;Ay>{W}m~0{C>*h&k0B~Dm92FLZOeYfLPbLz^xR)k;RB7F`o2Ytr3U)53 z@X?skl+1)S;@m!;)7bz%SZbMnD?Yz5T29SDKd!D5urjH-($R+5VW;cZ?C?Br{H%Ne zk8AKLI7X5$N?bZ)e{V3eum|G)F_|c^Y5YBx?YZf^H}f@UoD0P7kB2bk!Jc#mv(m=B zdw^6Z$+kt@8uI%nwa%Fs14|Z7NCw2T^;nq@M1y~~OrKts5@^)_MYXO<+J~SJp|0h!$YX8u$hAHmUMATr~@UrB?^T)pG4zmJy&L^ZOZzW9ozyE^Ws8ohPeqWu}4^88jTcfnc?eyq#kPu8d8g{<*;9Ag$n_&sbFWG zr0J0vA@5FfaFZVGG`ow*{G?v38{x^DFUi1VAVz-2pPA@9rZ1$=zPI|$F5MBo0{82h zy^^pq>4sLu-{jCRtgkF=1c@+Y$VS-T&!SA?NHb80;t3wQz5_&!vU$%WYR&K+aW1aN zuggj3|A2Eat_Bl!xtfSig)jV^oH##7R<$swK*qB#vw@!QZxp(~a$?Z}-|9SJ&pDaO z$T0)5F9|J_DvD=`Cdx9ek9E2&QAs+F5^^s-O%$W%-jZq4(uAD`KpssAheD1;Pu?%L z>RO|N&uCQNap+axBuI8&>=XAgVJyUhlHiImS{FV1VtE&ZNYWrChTiUcoB~Ih?k9dQ zE=>dhL<(;Ah|4q0b24N88FEXyCKskC*D?KsI$giqlO6u0><>&`yAk4_Ty*flZ`*=ejf`lF$q4)hCez|bj1eLJQvKiWq|_r( zva;z!)GYZJ-v&(Oj}^)#+`r>RU9@a36ea4>WhGYZ&X-RAFR2;eeJavHZDfFuc&WBBK2@d?9B1% zcDHsA{O<@}(dUD9>`lW*tQbkRM2ss)Fcy}KhyiuzPvS+J;vS~0_YYU$d7Iur|6@aB zVVF79WyOdfw>c~(P^pIehir!Q@ykUy8S2_tcX4}w+Ws=)4mh*$pADF-C2Q1(>nsev z%JSWI;B=Ov)g1Eri$KP9djK0dTYGJD1^sM8!8+TPF*|xsZFnBbX*U}LkbMV zb4H?sMd5hOIG%kXiT9YAn@%r(;)MCfX3ak5e?2An>*91F24uiZsl#qJ_F;o#xqh{|~kYFedtX0PnAqoQT zSBm);Fw+l#-Mz>^zO*Q9{~mS1{$~q*w$=>13`0}9cE6lj-FJLLZYg%{=IV<)zut1$-VOfY4z#<11i6)JMlSkUyWrj$_TA~ZJ!aJCo^TsPxv-d*> zeeG&Zeogo6FbriM5$K6i|G?ovKO7t*2>Gd2onZ})9h5e-;s|GxVg8G}=JCD^_oR(i zpNSV+|6h{@7VmlpW2(4Z*m&z4_AfygJa;bPw_YPyJSnoh!JK!-T3-0oa)(r?W@}PQ}ksH=xnB=VW&aKCBB)ua|7yO zn)(Qy3S!-}xQ(uwfpfeFzv222!A&h(Ip9FE-^D|E-W-Q!J~vrDg~-Tbth{2PE5NpF zR>Ut>v@sd&acjWKX{H9TjlxQVWp%wN|2$+ZxBa_vnRwgZqC!W3$Z!%{vvl$k8WLIJ z{?AZ0`hc6c5~WSIJ+d^2oJ|jS;@_E`UNYX%_i?`7a(Fp|Sq>5pgTR8cvK8Rek`H90 z*>A+}450|R3G0SBpC8krZPJpFIRHD7c+X!wN#;M?!gv4cJcGjXxqs`r*t%1vjvgI6 z_UXV1LpP>8bmAVOY;^ki-uUlo?ZD_~*j;86cIzf@ngO{6WAYUHQG`mt0s%kv+jE}Q z7>L#z3(J}W83$O{*i51EY<%+Lb`08*;YC~u7Z8UN$~_GYc}CQzZ%b2mg9U;8fpY*G zaNa#*7vs;D8vMr#*?aQtxaU@32wB(*P4+>L1JfOJvF?gEn4nc0$a$g2zi`ZdlW%|1 z9a6A${&`i2oLJJ; ztIu(xhHiCR$wrL>V@K7^T5#?&3_QqQ=jExzn*IdP!a8xI(2$7`a4x#uNHI&3eupZ!y zsbQ)JwBthuID+$LkUSLV%j)#RM@x6rhv9+3rnuj2By#c`6eV!MGA0XERoYp)0Iq^K z$**=ye*#h4D=*BL!ano7=%@OuifHXMy-A!8)r;V9Xwae9kvXLd*zafe3(Ag*QAb{F zZI2-p#X|X*NS0p#jyqM+A8UWWj9&-vKV4@wuY@#yi;wx2ocnK-K>h9NCXbQZ)r27g zuPzdQ7_@LJx7QGKcf|$@+)(|Y4nqBpfwpKj;Wt$_%U-Wo>;bb_j78i7*_*n_GunsdDeCdSdNN> zW~A%$g)t?F&AAHho2MW5q&gB89gM?E6kXam2O@OB&7K`d@vM+?C3~+YC*HU9V||j> z!5RhxSr{Q!VvNpQ67oTq99R=*5-ICq^egE|c&@x(TO8|4g@ZKEBjLT*}=49b+g;DAv&b(DFQ-A#Pu%3@0L)gKRRq zmvJF+rRwtQj4(OHd;D+EV{WrKQw77rRt^N5O7$T+pz*~RLxJ{3kJ0z=QOJ&k0p*0v?h?qq`wIDl=2 z=VG|+e`YgX(fH-hJok?deWp<0#!0E zN(ZjT_~>7aur-eqfCSC%H<<$fn!9MwI%q=oKiscbi#Sk+j6G%`rEZPy-{VHuksV{P zA$WXAhV;7SC(L}wj#L~D5+6F}1mFL+y;JYlTojZe;6z`Evcu;K-2C821p67V zOPXFxH*R3dVcJ=5Em1HqU+Ict72C9}J``ny!MuYxlf$+E8B6PF=xt-}OmcQC{)J>rbYl2Nt-LtdUM%!L;+9wPTxTYKK@} z&T?=7f*2J`&3hX@uQ=tPGyODP!2?2KTzSwn|p*eU8 zC2(FOm|lREH26VSIDSOyfS|{Uq*T%1=Gbf_rP(dN6C z2r%e#VSn9}T>Luljm%~OU`A=}AHpcr2Yn=URJYGbcTtw0mp$5}$`{3zh)*N5V9W%Y z_892)_K*bgK{^zS6kueOA0D%-JFo$1g@bz_EF@UU$uH+*y5_XD1}Yqq500)O1)V)g zQi&aq=`fMo9M%PoG{;>?_~Zmv-+vMiC+Wr7HtU&8VhzPXq${JLQQNIfPy{=meqMGd z8&g4{h{m6vh|ok}z6M6sC#ns%`#GSt%sesMa|g!-gl|y($+^^fMmRx{qww(1*Z0Hx zjml7!&I=gia!L}zZ-&Cz64Im;?x)5_3Fp}3`yzH?81>=*Wdq#n3n2g%WOBQT(LFx& z%m!@J+3AcO7WOu?dOllbdsaXEy=L$CXS(8DHd59hFz@(sazo7 zM9%kcj2q#z%#DTt9=|+{ugwW6O^c{!x_~oG(^xLEy3E*oAwm|!vSl2OUHuKRfdRy5 zOKYv$7TWprW#1LYuL zFgp!7I9gjBVKRE~>-k6xdsn673=>$0)W{I$lN(QMSQhH(nBF2OWwNBaczbBe&jI$K zoiw@%^f8XpA~@(QnMw)hRyxhqNr8!g{*tM+86`D^_HUjUoo(oU?p;>04tYns72spJ zjWYYg07;oom|JXn!N)zpCs0Wfw7V|3tdl=TNqCg{7;#sL3uTE}IVU9eV&+ zQ!)$(5ZI_CSaFOko5Pg@VFg5x&PTU?$@ztC5s!uD=ir9+>^kkc&K&ScSn`^xDj5)8 zmG-V?*R)us;aa;7VwsZYJTGL2_A)>XFQ;0ymm&%V#7nXlv0(SUGi9*CT-AU$0e zh#~}wF36DU>_a4WLt}lBj-D@FL^l&fR~?oGrTzSWTmbH9Ck76*KDJ3g=re02?`(IQ zcbB1L>HxjZC7S1Lt@aab&{r0`76NKER;#!zH*Lqmh5UbObL^$=DcD3)Sq1 zYQWI4B1_1JmWivO;{?6p3@!2ZwM{<}&}9$GC$#(1(AGHtMPby@KT5uTyujvAb2wb; zSaU7QyB$YNFxPzfrb@WPF4&dU?GjY7WTwt|m=}$aFflhn5@r7lQ_X1k{@8>gZ)|-Y zQ-SH=i#*E+`-4c!oHcuP2|D&<&vZtEgqiiI8R5Bd>;Tj%UkYJtahmh+i;lirjcOTD zz_j(kif-&WzwqcvbS-zO^fYUVdZu3vPK5MAh8i}k8?dpli3Rxvcl)A?EsNp?BLv6B z+YHOJkJo^`uTs*_Fvnkm2T(aDOk)8rQ&bsGSl7gB(DHj;!tv>20%Xs{VI7-p`7sAe~;87zsdtx#aiiKO}- zva%s81%@wIW)Es*EGpbs9b3h0N_z952m70Kx_>(zX~6;OKYC*K(D}eX8g*~~mY&_$ z0RtyDgm}6Hoy%XNmpW0e;u)h}>lHjJ8oT$8AM0~bI@o#nZI&u;Q4tMzd2cs=-<@+# z|HjK?Zoem;$|9!05rUC)jFedd`^lRTfe7>Qz(}GHB5E$s6g3(5oAOErwor)qZ|@qQ zV&?CtgZ_q_e|S5)^>|x*}+thttCmJUk}1!O~TQ1w>_Dz-2(Sd0^4> zkGo+8XsogZvohCn8g(uZCH__g_o0G?s1sx)3#qG>j2au496hBZw&MKR!E?W^{rLWh zT>NY`rh(~-{_2xch+{UN(d#up;8E!U1SjeGkPu@cT}%~^GciN`?(!U-KMk3kt+GBf zY=G9+(MGKnOTFg5lS>TpE$An{9R)AurNI2`*otH}bMFj^k0#TqF)4l%kDT4uo>KP! zn-DLcmH8JyQvC3y z7Mr^zFDcuU*LeABv^VzXVg#89j1}&Piz)5&}j<)zp0#m?Mb~u2S@2$O_hm0SwSqm~g8M z_Mf{$#0SlG@WN@-saUdB!FXt^It8qa5=jF^35z*ZhD4VgDwvL~XH{X4@Qn@ylionb zK$x@gepzNgMeh~YGab)xL=<$n3&BIDqzOaCrZYH@L@*rboF8aYLHoxD*Wq(2QxRo{ zCX0&Y2lGW@LhQ(;w+92m4!c80A-{fBy@h9+eDrN7 z%104M`{jBY16cHSgnT%ra$uVEODYmlVO~qbAz|Ve7(Et`4bljX^cRXVRfa6Hyf9&` zN!>nIB_H?N;$=MEW68u`7z)EVXu;_lBH9TqjH9DzWDW7pZ*0rF)DeU~&2O{j&UQ3E zs#C`qRr-j@)+uRO1j+MsA8Gb2E%y;X*^3RfMTW}7x_z-S1lnUNlc zAhkB5C7Jy?bau({oX)!UYA|3WVHiTk`L4S9dYhE#`Tb)zE z8R3vud1(1N(^pXjZ6rI>zX@)=D&KS?YcdH_#kz8N4%acjvEEn7R>uBsO+hcV^ijYq zg`&Z(th6Se9nI%DGX+2fB%$b3Yf(}`r*!IJ!Y7c5*f78aok^-O?vX@3&F*p#fFZ$Q z1r5isL9M*gAKv%($jV+%+uvwW+G-8w3$E)Pe0iCW6BBnnUw=oW*5K|fJZJ5NM+>d` z_|sP~lF`1bujJBkJ)cadqgAfB3vfoTf1P9Fd{qqqS=I+f*kFbJm=FWE`P0CvYNoi< zeI6xFg`!*<-{5=GM5iMBc{?ywFQk~P^?6&wN8GgQmFP6bB$KGK&f~~&n8}{}I@q{5 zUcd~Il0<_%z{o@*8++u0dCbMQlvht6p#q^Aej)*&g^m02D#c#W#QLFD)wDLj8!>mcQ2VHxc;9W$Zca(jU%Hi>dQQM-J31794Y$FeP75z zc6z5cc(UK1wdkDP@a=Hi_MxFd)n-i7z!z))XOa***d)O1Hm}_@CUt$~)RQI1;iw6A z*n=auVUkX!_AdSUsowX_42+zU9@BDv^D5rmK_*svEixZ3V)1zM~>~h{_8X$x1<^e$_9#0{=;>feiFxFqcgi_6ZuI?ozvCG@Ogz>3|1tGWQI@tn*J#=5vTfV8 zZQHi1%XXLTuIjRF+qP|Uujl>7KgK><<33$Ut|T)vGcN-)tyqw;lF;h<_Pf2jI@n{R)zv2C-(>0^mj|3%d-*2PO3;&nzzDPnGJQDkTyRH zIAaGq@nkkr)mbY z;HQl2fD+i-*x1bET&!rky_!{$OiDZmn3F3yAE|}fkU@288Yh!C7p6R~vJHWayGsQu zn9cZ$$xz@InFAyxE~RScHS<0SIj%9f_fm4u78hJ-v(>Sg*xB9u8d#GF0!So@QTlI1 z`eE)DrmuJ#uHNfwnqm+UN?%rOy&B7l)5_EA+YjlO`)LB}nIVcucJ;B#xHGy*%mhaQ zsIdrY8R0M$`fLPhJ`@MxA zBE$IQwvW)n&sd+kTxPz763;+v&~%i)8Phc_CYs{P6wg@(af`D3iuo%Pt1{9%#BVxX zFxM7*T1oE2EPp78x}b@JT-Dhbl$D_+sV4i(oEOsfh`ek~oZm+r8yr0!1*nx{={cpy z`GbgM+wGGYb07JWJD#=G6g;){`(%gSPFD>c(#90(c|22Z;Q53}w}-mAFZ9V74y;V7 z(MmTM*OkDr5Tm6kOx>gy4s`wQKeW$JtCEVz^$Ojz;_y*uhu+6#F2=TFa3%hLcJYo;+4R8fLGckpwq^_C&t?)O=rXp%NVX*@X{kSYhUOH`(K$WXV7U~-rax}?$dq6c}`&oSGlD8=H{9YB@%n*|S8_KdG0Y_W4~WjrtpzpyWK%oLE+ zOuXaecCz@$vFY#F0+%-$FE;q>rLr-2cy|s!5vy8Uwf9sSJj!}|hYaT@=)g5)TDkztF zXR0?@2;a9e0M0rz1_U-4T(xc@S!KckXaR^&2<4Kf;`$LVfN_4P=hSTqpW_Tc0e!*9 z@B1*Gc3FM7|JG~MIC4WlS^r7-K;-_$!*n?RzLpwnj3drd5uzx5^o{nyEKlJZ1k_ZK zD?T?VlGiz$aRKeVmA6-KMLU*pZU@k_tj#!msn0I|Moo!bn(&`~=)2Pa^m4>UQc1hu zgxB1^G_WT6edTj|s;a867%CG2a(XVt*$m8RaURSDVg$jbHNIOwaJF4(#RaUy|G?+y z$S%N*`zLV=+1cNv+Y#sd6D9ijM$c5#8ftZ@H0{r|V@i?)k^lX=0SyQI^%Zn{9J;bA zQ-t%@ardPfg4!{lx9gp_^obT($7H-B`@PqZ5)zzr!6Da3ueaG4w$jn^Q0GHW_nMP( z*C)om&Xbp4A1nf%qWWvkJk7Xp1JWVBKg4*lru^Szb$RgYwtaq6G<$R-F3ekk=rJaInv*k}IR<5Wl2f zm+!$2B7~d=xHRx#v|*#)F7_j;Q-6Rl%omXT6eKnsALyiv%> zv6xvvy1XoA=g>BbZc2j2!Gr6ZTB2H2BFhg3x1{xRegEV=bit&8pFJjl49Ey=hbhGs zp2T-JQQ-cma#;bcex?oHe!lL1P?vpOM5;7mWs~B_3CRpwGm~at#F8;)bH@#@e%2v% zAO+~u5rM5Q4?4sU6>BcLY>QwFSSQ4AMNZD;lx2Xy|0?td1q5&kAb@L-Ih7tg?k;$Q zv{i>8Q6J0){z@#`YtF&5^Qmyk7tW&mh9Fz4M6v1?C89$9TZkMgo_SW%ffUMuJ9e8F zd;gl2E1XfmXfzWFKyMU4ksNV_JX(rN%y?` zQ#~#@F@lwc1fnpim%v%l<8tj!cLr?HD!BcSbrby~O@_ZvV0o|?9vp%Cxm#h{?f?pl zTy~Uv?fjE_uzR@`{?zs{$JVs{Z9_|=I4s*r-}y*FFpNOJ;b3WPvl(QXAc!;yy{v$! z7>6Lky;Eg2^YyF32Jd0jmQgYz>D&E1g22NG^FgQ2lfK@Hl@!r>N$^ z_W+9=(3V?O=Z5}>KxPkWi@r*5^XjFsO3R5=5y;|K%Y?^q#;x6TOi(r!VJRMJ| zth6EhbK>7%H-|IvUncwzPOUhu&@I(4d?iKnHQ!0fa|tz`#4CK6X}|jli=6xg1r3I7 zRS~(n?{9dh;jhkEmW&ZSqAfi9Qvp~0I7!~1Jl-YEw< zvA>s4vQ@E=u@WLt8C_anWL-k4WVmg1yH8{UKO=3=Rvg{z*IK6rk4M62$StT-OOggM zs z#b-x0^V_eR52$b%DZQv8HF?tK0=-xym5nCk>~zm`z+~PG{5Sgf5kqSJ+CHn()23Om z0;3a~*jIzwY8X&ClQZ5s&`OxZS?hig@usRXUGw>s8@0zxl^la5mQDB@DXPC)?#!7c z?Q@z9V=lA5cx|e;+7N6+v`(Q02C1&5DlV?AEd-XKC<0)|2~~egv|F?w%3A!85N8$6 z6MlKj<-k&9VP`Jb#q|0cJbk=S@|M}@w~5FLTX^cRF0^?fXsTpyc{K!F3V0P`<3!fj zhv#BB>3JU50O7T|)A)M0k+dSf*UET6e4i(hWHj*2jQjHo`;TVJHY9Oo(BitXBh0aG z940qRicp#P$5U|lyPu}0Lu`+e4YEyVGk-@97|JY~LRnM>g>_+V!r5qFzYH2h+x$3W z{;4KKZuG1_gLyn*w}w|&D!L|)h#03d;Ui4^P4L-k`r)45IxmfMY7!C)kB%1D#-iK8 z4W4?mwVVnL*e<%X>H2_hFV=Q3up=1xa3=w$gr7>}#0YP>9UOj#w5bz30ZWbK!!VQnx8r$<_RJ)jE0yRzJw z+*!2PczxM{T>xPjS`)bXi@enbofP5<6{xw)YsU$376%PbF`H>W9dQjTmO2bNP}0+& zU-Hc}>UN$gGxwT-{6tOw8<*F|q8av$?v+k35F8$4gsNd6%gdP<7#!>+r0j_C(*Ruzvf#Lna74i^;TZEJ9lCi@IhtDr1qtEa74FI(zV;=eY7;n!|@M(XSkx1 z?e~JbJQ^?F?^qGo>Gty7^b-T0q(uKG-^Z*btV9+0xy&Q@H{?%VCX(Q zcvDy%h5vRQKCr-jcv_8^`vvlIhUoQl-vIY`2?1Z1>;G(fdUUyKzWIT;mx+e!xw?0& zq~<)?^xLR+rm1seM^~Vq!9D;|1bwTkIvCKloeJjPzSxS2n*FKUzRdwFzqFewssY9q zz3ug}k4sfCvf8}&L?+8{8Ug0%-~2^LEeTM2Knn zHM4*miX7QHBA~CmuPlz`vX`<4>E+W1PE$tmG_A?vgB@0$l;oKobPg|+`+Z9MbgmBU z)33+dvov$<7@yYWf`J(5^pzO zpckM1J8+4m6!|IULlHdWna6CilzTqJ#Xb4DUs617?w76y@(6a#z4T9)F0S?NcKfgU ziPbr}mEVYTXPQHS+aNNHGe8T2K-;+8;iPD!o78X%=DwS|uc6+#-&Z?FN*L1t9Tmmi zX7ir*T52>8b^aT1Q-Tr(LP6qfFh28p$M7gLMOd=hw$=H?lXGr{yf#GevCV!^D|GGkAg4*VkotZF*0B??eq5 z2Q(ZPQ5VIi1&P+j;ywPY*82EiZD+KCfKD`b7XQ)DS&vA~tXqMY3wB}()!|4fUvt-&er=|q>O)fN zEm$O5Pe%0qlF@c_3;I_9OyvPSZdC#^Mglc+>^Y6+^`ZwFt5?M2MU6aYY zKSU>ST%O$81BVVj^gh2?35SP~ytX81V&9(M$Ov5O#HXzfKE3+FEtuw)k>8weky{b^ zsb&6d(%}lwkC}t(G+RPIS!tq3ko#C~DaR2BL1(Tcpv`(u z+u;Q@LS&ca`!bL3z62L+VzO#A-HCo!@Wm#|E}8q*s+n@0@-}LyOp*M$AQXbSio&j; z-#O@5n)I4Lo~Wu?2Drf*G&@GyHzF*#ken_^&4_oI3!w-hJutQcI1GDStsrud0tZ0P zN8iD}E5)ggZMpR;Lr^?j44nSY&OoXYP)k+>`>H%yHG`|mn(H%q)!Ci_M*9B&sCELk zcDvZM4Cv8Y-6a3B@1XBj0EkjLYqXdST9jk8XhEX6y=e{8TCO+`NI|c_^{&hsCFwwp z5p&9(SqsUCanOz5Ot`!T611?e*xw4*j7AaF4;J304gw~_!cfYHA^{bzs26f=sdXaa zZ`Kh69Y#6E<{0KOVPn=WH zF>YpvGB4Djl2|Z}XkRiJGxfdn+!U2VpI>OWt`CU>f6WGBIl$70ywmh}jeIzzB?-Oe zk8_bCJ3d!N8VSlooBQIvzmxKKaO3jW7VJO?5;CUbK-AjZenhCR<655{9PZNBpelLG zs}{cp3NxD0pIXZG)lKX~FF?zx!x(AtHr)~5Jg+3y2aEcmE7<#b41pO8(RTDZC2Z+E znrg3}`yg^@_=gJ4(A4ce*U1AR>{>!KaJ}m{BcH=50_y~YfB0n>?zNrcZ+~6 zf{;%ke_i#OgqWKCLWoNzETXHZ&?8qSU(1!#)X;W0Q50q93U$t<FQ9_=O%!b>8=`-+Sud|$ddbDCu*P%vzg`DEi&s+Novfp`9pAM@%9z-7NOx!@M;h! z0Q3z51$d9qt_wA3mz$mkXo_N%26VpyhLX+6QbZ#Z%Sjq*t9pH#&7(-i@jH0i}& z;!ype!36mXNYhgXn{(ScN|S?t02Ao~MzF!00kevVVKP^{jo#Q13Ikn5#1k}SCWAkk ziHW^kSwVP!jdd`@gq$$5F{6c+K+w+qhi^U`m84;a3ZhL?guCS&+Y9=v*Hso3yXLE| z@FtSYPq4e&2S?1QLQ#ns&E|~WubeHmq1JidPL7%Sc^iI9)6<`6A?(%|_CFMKBV`a} zQ(r9TUt8_!jSXAQ?Nh|FJ7|gXQ3kU6bqI?EA@W>wJ4LQ_d;ic~RdIbF$ShRz4(*KbHC)Q4_CjJkuAv*^e1IOXrEA2W4p1tizYef_ zQ!QAM8JD)VMRS~`!PpyvS28?|a1K>H0=_6*i3Jay6l!u47k2s)jq+UjGdqSOf(4zf z{K%=kI#M?{Tb3njpQGrR?ixtGd!%4u{MEb+{HHVbA6O4&_um$Vn6JFIHTlIjYM>h{ zj=E-loJMLfOBF=0Z7bG$JvB+#Mx$`MI)8^vJIR*Rr8!+6jF16nX5api^<*u>7pwYt z`2tu+XQ`MS7hynvL6KCz`N}Mt3almU?It*Z4nb?nWVY6D(y#Jm-Zj_Y+_BillFnTr z6}4=NW_<&vwIypos{CdM92@}{Jh(YFO(Aiq_OL0hCh`Y9@@OW2*^IM?c%R?3PTJK(4$rvmfQ5BP`>>qkpT(Y`K~Z<`s)*iqaUCt zXz)%3x%nmlYbZH2V;6tNal_A=9ASxY7#!9|_&H?o`uE=ha%g18?jW=l;g{yGsOuKJ z_}-DvAfIP3bvnX77Hc`R!J<>Bd4Fxn`X^`kzjyz1j;G2KFZrnRL9uP2GvWp}T$Pzi z&Mt}x=3NY1u7`=w2YBPm&*J*o0%`cntciDJbon&TKV_1qAd6Ns1eRUK{XZ_iqD2Q% zY5qwS{yIAcefgz3w>hl#NlsP!#|7;A-vu@$i)IX;{~kXin%Ig(7r#TA%wdA>R4cJoIr z>o>M|5KD`&ip@GonMIpx63w!)vBb1>Dg0p@7}w;_tqur>9e|IK_rAPbjsAwa*NeV!Eya8LjC zUm$Tr#@;y=qIc)Pm1M1#6@Ni9;g^0jPkr&5#Hcg4d{L_;(5}x@j(A;-@!R=6?zsGT z`apVevr%|uoWP8#)0~f#1Vg}e1gOl=nmY48Gi`KWh(ACs=tr94$6bkW;6hfizAPi$ ze^$fl*E;-CN;??o(q|kAv{`|hw;F1;(?7nQ#QIN|rux0Bb^Xgf40y)=dbg&AZ=69R zyVsGK7sWsMC5etyEkcrzFJ(!W_HX3z{D)6N5@bRne zn6KA6dk4DL^b*|Pl)87#zZ5sXhLq^h@c$LCAigl10Fa^EOF~>j97|?Un>FKv2&qwD ze!-b6*8hXpT-~G73)@4bCh%ly-@H%W3N2|(RDU?EBHN5Yk{wv@ z67viOvstIw6e(@@b{9$|%J8d%s9+9M|9Y{B1A@?DaY}}MOPA8PNAsk;r3=TW|M+>$ zpB>MV@{(d7a1ihzfR?EC{E}U%i=5=zN|Q<_MbiWKy9n>!RRwm`7G)>&+e@&R(#{sRT<=NA+<6@`SZJ%A%H zcDu<^vc2zZBE2|=t^K{b@+R3a6qo$8+GjqSSq3TomIVL?OeeTvE)VhM#Mf{^vb4mx%j^ZP9=z zRfD9csgzJI$8HO!=C}Lj4UtP#T5EUBs^8jJHoTGE!QsMo6|_re?yrxJDp;uY=#qP zu>1m{IUiWrt9eZ9FVn*tTA!#+}5u?O8rG zNdRjXls=OxH5?oOSx7nju$|-GU$E!};F%uus+5uzIuVIe{{PeYdD25!3Kx*GoJ|}OMg)6=iyvkm6@m1`=9B#dkpG5a5*lL&hZ#7Eq7 zSVnM5&^3&@T2bPQjD5)P#u@dp%y4$T7RJZ>7B>p0Xkv|;c12GH@M(LU?@RkwG|Y>A z%=AE@z5pGAhD$?x+jEN67~~Tr9iB}>3*X4$S?Dp79Uqr;Nr>-OQX~s=PX%-M|IWEO z4E&dN(=KmL3Id794TlIzub0%=OpWg~NM$PZ0G!^5;Be}l9a2)73lD~(o|OAc-;8gg zm%?-eN-=irq&s4ExlXw>r821H0$r?-$H0~;%Pyl)R_L}d`RH`#*P0D5HJ}{@Bu;oo zMnFV2H8uIcd$OTNe-Qx8?w=1j158^K;|9!As)&*U1%cp0dyViPs(^?1e!uk^(ULxjerZSf zA$lJDGq#1piZ7~S)kM$dQbZeYNxbfsFHI{^Yo)i{DCKmQojMH!m*j*_x`I|Ur;ff@ z2N`iXwZADo8(mg2`oX)z6vR%FgT$VdHi3Y{f8G2}GQr55+Vn2P72BE6P}0JPC8wgO zHH9#P5qIbR{glFItEOYF3VL`mPy(?y-ujR}GnQPZNy|ZYhkCmMY+R?=3}|wuAk_g+ zd0%|@Tr^v*n7c=!rFBl%Sm&ssKtSKfcd1Z+z^9w*Y_$1>V6CDJn~kd@eNb>awX3|W zcR3~fiPx~UJI|vrY9K-+rVM@N$ ziz-Ee^6bvd6YtPL{-51-M2Gpu#E+FLKln*(r1c&&%rQdovY^0re^6;}v(^SPc&Rdr ztASkDxBR`A?vtWAB@_f3T@B}_usmvmR8R7le}jcky4MiZ*;4ld0Rf4bA2W3w?nsT| zN6Y4kW4oI#K&V`84JixTQilzVBqaR&e-==#a_2z*jbUR|bR!i+l|K>T-Y4fy*6ZvD zn8<4*MCH(t7&1Dx#{)b8vyGScUxV6TY$z}<)-2eC6Z8$9COGu8htKE$BNnc) z?2^(6rtOp>&buWIsHMhY%MSs@~#Gdvj*(y@SGiBm*Y)Pk< zL|FXbye3m}sNK<7Od}(sF$*o*CSTeQ$MK`fS6b|6oZpOpe^ueEQM1#Z@znbwk5Dj{ zy-DAB^vUx)_H0G_5k`N7$qm&>#~*@AvP90?16<Hi9HbmiM#i)W|3 zP=t!CGIEOn3a?$34M(Z1>f{*1*}!I~}KXh0VgFvnQErI&q2eSHz!c zBwkv=!!l#qvB4WZcs<(uzih<|p)176G~o@jhgDgWB`|6rEYuLCTz_=>$@Nxjpe?fk zfs=>D`;I*1@GJ3*c~K6_ayGooH=deWFUg8H4bR$d=Od8-C4Z{}!wYNnWADH6&^sSy~o%oI|UoD7`WLTXw1rrnO#$>`+m>}Jr+H7+Uz9H5P{zz^kY+!O*HXR-u zu`rRa5ku>rb-h3XsMWfEG>_D;)N3hS!MGSla?C^P3xL&Kk2y+y^c% z1|WxH{U1QW*s`>-@xfN$xap~S8wJ4kiJnJUewG{2Fel)uTUAw!EjYX{x>kS2?!sTk zn!3P(g9s3L2l3x#FiV*R%2odLvUX|Gs!zHR%?F=}!odv1u2d(sa)phz(^RC)*xXD$ zuQefW>dkmIxj^2zM%Wa&!6~R48Nl3DIY8t4JzmGja76{Oe8J`R#9}>HWm#I^@y#!g zNRonu0hfDpv<6NzUl}T_>U!NFqh--Rp$rf8AzPtFMYgD1zB=OQOf8$K{3!G&V2sNj z<%kIY3loRr9yPwzj~D}1TiMv%mi%)!^`~YPo#zfz;`aBm_zz8BqI_0$r(W4cwb_{u zC^oVJS&;aZ0~yP_eQgtmW`}84xO;dfjfb1kX}5f*-SCBB#OV=(QPT^k9zQ`+L=bR<`|v_>$c^?`EnlW8Iw_ zo`Kkuq^NOBizaW)4QL>-y(1u4Cc3*rp#sp|Vyu8C0A26F0R%9i5#1J+8fE>zO3=2| zUNir^HgCg!k@=0$!ocgv8jKvuQ}ZB#E(M&ug}7=^`Lf{h#~BPw5EH~WNt|Fzc2`Ut zr3<+#cyRlSXuQWz1H-~ic)7&6{z z2Q>kpE8u`FCiAj1dn)HW{=m7N@a^^#5()FvU!Cg>(SZLYAybrmkmdmKVedU|-h`Ud zkH7cJX7kXXQ}cR*YF9|#mhqeD^y>0_IW)-DliRB=tSsq!+;85J+U85`;H z=Y9a+&X3;vviGBf)V`;pR8yv3u3h{BK0ilDf_vtUR zv}}$4d8tYe`4YqV$_PDnTaVY7bZJy=(c+N!MJhw}UqO1a)A7jk+|4G)PIB9GO`Mw) znl$wa9%~YKu7Rn%`%JS*p62>Nx@V%20hEWZyHBj^GTekc{CUs#U{p?4`(Q*AUT5_} zKmEk+h&0qE*P^KH`24I+3=I26*zUOqn`X}XuCKUL9F2FRd^R-bf_;pib_ z2RR=a)aapaWB3sjK$Rlw;KM84{LuL7dcdIB>3z(2$C);*! z2V-|yzK#U|!Fsf0um7UzMFYKXgu$(eX{`lM#hN^2cX1<)>;CCv1w&_p`rzsMs@N`h zS`>cF7AcV2PRbTM;7Q~5^*~X_=VT;hW?v3Lp0L=^*)a(4V9|^pSBVGg+#Mu|;>z+& z`K-wKlG{4mF<U3Nku(b}fddcd_^8W9t5ep9PvYw-%nIB^|IkK>;N0jTvm zSi_14=dr9f+RQO*?{y`l-*Liv9*m)Z>}d1ott)!-#!0(-gke@lq_S+kd|zMB8g2B- zp`L}wYGwGAeGyD-341-xdn74~SM_|dru7A+!S0vpB&+IJ(ES`-7d}NV3a2v|4EXPQ zdis+CUJJl)4%(oaqgravT^qw5HT;ujVRvq`xoBd&uHn+TlySQ_AxQ{4nTwCTJHx00 z&{t9@HB2%=uB_WfD%R9ovWlK=gw|cuF%BA!SN{Evg%mpZ^jjT8EA@E)@%K^a-7<2} z+^3m>hj?g;P?^jcK95H@W(CWsS3%zJj~ULoZUzGBBtDXM!eDG@u#oxnj<(U7Y+7j~ zk=%KE65Q3_JAcRpQD7%71k*NJdLYJWPBzbIoljF-j;mx(gAo`?yP)bLos>oq1|`-`5Mmnp%x*vV3A zE$6dsK_uC-s?D!CuXKxNwvW*1*U{oFA12o{7O1DoBmOlGhUyMD#fki$Q2zTqJwn4aR0SJVU49Jx>qIf|sVvVS^`N0ZVYrdT6aP<@x2PsY8}0w&u&t9qI7# zs*3exv+&-X!ZK7bDr^hKabDkR!yp1-iEEoQIL_UQ3a^*=w7 zSt=Fb8i(D7A~+vaYMkdxoVxTkMA5QqIN0ITeVxD@zfDAy(k-a(QTIheX@Jh@Ow!3>|qxWLEy2&RZAwD zxqthSumRenk3=o(4QJhOAMxzSob6?z8h%7&P2u$7he%lDiN+O>r~p!v%(8Aae(k3H z=Dwbn!Wh4>Vj&7Z&lfrGht}Mb+ND}?6T!gf@(E1dJ4w_h`?PKy?M$$L^7pKA5UC9w zTqYuoS^K7Y1;OvcRBK$7gcwXhLgLOyk)p9AqiirWd9-qu1MrNj(>==IE6|4Kq6@D7Iu$CerR?<`b3J3&sngVbow>kV`&jrDq?-FUR zM*{c9@k8b`4@c?$z-v(7;l|aVM9?G1c;S1wK}t<;x8y~|(xtfM)lH#)2~!F^J41NM zCd@<7c|*$C9!b&MHIzi$O!Cm zxB5^^{hW72w@bh{!-G=&ng0)(%p`Dl>rMHCXV=}g5v&6Qm5C6m=H$J<#QSKN>QVi^ z);ecsV)K8Sf0Yy;AzsRqu&Hr&_T&g#Ob=JK z-Lg6OS0TcQu+{~6dW}iuNGdp36=dkR6v~G|qo}(n;e0eC!->LvXH%pqhr(gUIUjMB zbq<;!=}7n>4)OB^3>QNct{l8`Q+CDjLN_i*P5&cu2&U^$hIxuExNWtgjDQ+$NLKzOqOiOz%4BXtVcG#f;fkh=$Qz1HW+Os!db zS^?N7DV=@OPX5#CGmr6~qq+amtd9s3RfKIc`t}T@6Lvi7!pe4Va-EDRuJ0=n1sP79 z?Jy%8KnaF$6%g!ES5jktQ`LJPp3E;4y0g;t>#sG*F-ACyFspztgU|vPVk~s9gxjvLXhxzPK@ilXhILBC;OqVx&%z}t)(9~rGrfrQmoK> zav|po!$fqrt!}J_5;CjQoP>*^!_NV@#!a?Y=1&P>kG@n4ZpS_Y(zp?q zP|^|t1YJnU^VIPQ3lsbB(a-0L@5%82n0xMXF%8fj>@GITNgsfhdPN)Q0-dmKf{2DT z*n?AMYyv+2howFoAj-?x8MUH4JYSoiyt2If>`|wAi2*=yR`X7_eYnu0`5Kmk0kw9C zF+V#kUe(@gfM0H$g9cL~x@y2HFZ@UUY9V}};iW3}3R^7*y&89fq5IrUieVkd(A)51 z_cMM)v${%M8^{@lv?Nt;Rws=s+W~Q$C^}`zgtPSOzazapZpA?K1$g+;qV zM*+K7@^@L#?V(Z=)yf0?YC$9H9?0d}4}Hw~j(OcLq3FZKVOB@+}BIAu^yX zYt2?XsjN4xN>wT5ul=)=%pz2n-He0H79R8&geHJ8NykqH!Sk@GWBa|lWwlk>vG@oA z=OXztKJM#t|9Lg@!u@E(@f<#~riUOj-~ExiZ`K@Q`Z;;liFOBU057;0KU&4aR+GtT zz&Iaw=&IpM_R(ir$J3*aFcbNF;*+uYi zRjc;>Y0>n2!??|+1WT9cmwEhP%UJT!RA(2~UaO_X!%xG@v5>RgNy^F1_KR~BS%W&N z^^iEKhcRHC9!xT^lv1nF%qzZmJ$kX8?5TC@7vI4xC+^%Y7Ca^d3D*`A)3JqA(|=3$ zv6d}jV|?{gO2k6Q&_S9oK)@hkl}$HlZ6_0xFV{H&`ey3pYU)I=e?eNfp&)v79lD=% zrah)@ToCVF;A=2;C@#;fW=r&VHK>vH2b|~wY6A2+ytq;O{T)}3VZj}GqxsSV8P>6g z(Fc4kDc4V2mI_9OqtNkI5#Bxu2?y&RT)@NnRH{ze7?(wvZzwM7UQ0S=Zd=wqUY~Zf z*D@{0{%qHLg6U~ehGlRzU57j=yY;Y9uERV7_NO4 z_j<2o-}GL)jJF3xsyLk^hFB%hwWwB7(Ltfz`qL)S4p*F*pWIl)filG20BW7jhf|Tu z^p@(|hmsll6&K;JU<Od!dm&nj_e!{b?tk*fGtuAl{L5xaQ?vnC_q(qC-P6 zvI@F6#I63mWzKrGEBzRw`}bZs5RR56&tn=|x;M+Z_mynwdwUz`^19&k*rw*UNw;@v zG*l9RO&A`^kepASPQipqQI32ln%cWexIQl$FE$rGXa~)q8l5{=PuImAbE^ZqoLsX?3E42)(QU`4b^Q_FR!8v;~Xdm8PsRoGi(oF@Th* zr<@Dk+1X$c7AGD|^3G2yO=lt7cs_*?%UE$FS7CuYnxA-Pg?GPG35 zB1KA>{B1>7{PrfSR%4;lR+%+dT>C1?dwx-}i)fOO&p{P(W%CF#uo`{KqqFH~$^5s9 z_`2}<-4_%Lrg>tq>FJ~>(qCFqVXRm=ZL`-^U&NXm>%m$NTTO!ql_i?6o& z-Y5Fk>z~W*7?13=s5EZ({;-x{-?*<|Nh5ZK#&|1@f$)_y*4~hC;*-oP<{p9Zd3Ypy~q+GmhITpUXuUrUY80Jk#hV|e@FXfnk%#8 z7d{=#fze4B3K(65Gk>aZPwDwc{DMelZ(JeEsD2S-?=5B1@-nkz9e9VJgSSYxZGm2O zy6-1tLZ_%oCM23gp>zikhU^!Ux_v6NUoSIn=KFtKfYd8=XShhX)}3En%p=S3H-B60 zFfhU!tB^`*(Zffn$ah-9CObZCY{Cyej{sCdTOgKF`|^ioeHYf0Adfr(_7)oP5ww1b z15Xg#OI)Hw!dY7F0pidhY0C8Km#-mc5IUj8dB6dzK@`?sVWzCiowgh|&3sR(DE3wr zA~X)6E766wFuxHXuvX7ZN|y$Qg*@a{E;!DNZ0c@XH$AR=!T68RHk)WdAl$10fz;2w zD#EbO|CY&zAFrtJ{WN6Ss8XR=kS#|W$&iyA{H+v8AOr@XWJMO@Pm&;*6+;|b+W#-? zWHL>akzmeV4!!+(G_xn^%8vCgE{+d}7%w-X@0Oip7j|C{*`J$qDJ~mM+mb>9c*j>6 z1VqTwiECUa%dI}U%m+USax_kVbQb3K_518-5TWdK*+-`koQ>RJ5e0ziYz>#T!*Mim zDi4z}AoqKHPT&7?Fgh5u!)JD(7$B_q>mzBH%VB^Pxm-mk;Syq54LS|HMH)is2&A#4 zPBN|xI*qCOusJ8Q{@ClrZmMI@zACiI))vJbod_601;h0jf4aVN=9giWz|ze(VosxQ@W&C8R; z+LI^eP%XC=#q8Av)HR?keAvtSY&3qF#J~^!%*o-*?zi+Z)0agV)OF`ww{ooxz30w+ zQARHF92er#6ISkcZt&#%l|k%fPePEOOG4Mru@aDY9K6x{)c)OOyN$|Fzh1c+6gdaq zvUI$J84d12n_XROU=Dxj25&wQ7PF*R8J1c@45o)d;nAX7Wvb<)%nI6Qv@5l2K%pDrqv`H&g7iaUx%$Ku&$V2YM z0=ww0vM5!1PlNjWOUK$8kGd0zX=_nv39?a4f1F3zxgUniP!^c1K7-A#R}j(SBUcR4 zWVOg0@RHNH#(HbV-z&SRaCp2V5q590Hc{;)-A_8#RtT(`hvzq%4N za7BH{K`MAjMi;(@!qf-GSOw71bz7!{|# z84BJN!UZi$JvFU_mW1`S4dTN=OkY{Rnn?2#V%k@XHH=i~bYeZ)9F2>oHF~=x;McNA zHL#5l){op7dB(^^i(p~M_3clN={*C*+WU~5r|b+Jjx!B3OBK1WNaGwK9+;iTWlbTb z!Jo-=6^{^UU1$$&S+Gs|{ZYn8gGeLK`bKta`U^3466_TR^X3+fG$jcEC`|JNEVfWq zGp39z^yER;7>My1j6g$|8?c-1`jXE(v1K$M{wp$(sLEuruO-$dg9%3-!eEDC`{CwU97hrQ}o^pY{*+{S0%mM=tcLO2H4Rd7T8#~PNt2ZXo7Dhsf53gB&u)r z^c@JEb+|%^kea88z4QMvmM%mE-WZfscTM}<@D8~=kl>j?G?oOKS}C{qb##-Ftitzh zXGU`b%=yGpgRx0lSp2E-{J8L2^q_+)k$sk{jH)lU4IOzjdbOdM{)2_h+wOd;$w-bM z;1~>h;BsjPDUxYuCYkM-F(wsGmo|RpQ^I26b$?hQw{^3u@{f)BSh)rORXO3*JpZad zBq<5R%Dj2ZhmJmWJ5#6BVRCa1lJntUaq~|K{y9lb@4nx--5)GcEf!r*GBvj(5QcI8n((dE@1| zLAP8kebB55&{T?DkTrZVJLO)DHBx_OqT8aNQl7-kB2SxScCyWm6VYq29nE=wv5oI_ zB-Eq%C7l>&st7GcomBXi&`pQfI@D@seU2UQll0>OR%Wm%L|*0j;v6T^Lw2jG=%uVP=&EOVD6@fw`7u6`4M4`i4%P`wT@#Fnl&*%DNktVm0a`_--NLQu{|t@ z2kj$|ZI&nvZ*hm=_4^lM;1ofn>3eWkMN;SX_V$P4$wQRJ*!TDM%Ce0T;4$$oP)1uT zVZs#KOK$2{H2p10JmqMLkdWY=Vt>wVJg-#+=f8EF?a=u}vlgY$H= z{@0}hM9SeDY<$m*Qfxj%tlZFAM!^b%Ak1WMe^vjOdJU(J_9;{r4J?9MeCr8c{8eC2J=l? zh%usJjc>s^)NdTO_YoxxFGBE^&I7EBe)ew7mXQx6}5;sJ#FsIh1$O}!foOZisuBj+KQ zPYj>5pj6s-oCFPV{yqHGp-_4c4n8&gy<#wScgV7&)a($t-i1$T zHdcvof0)6=9h~eKAyyb6k`yC3^K<=n(74$9ZHbyQyGb_Ern@7*JR6dk{OIeO-o18?Pq*V?yc+>Tud7hyFzI2P0( zZX7Ufa|loL$%RaXG0T58W{OH{9gdp_660FzGT7f9V&qY6pMv?v$?u5q;{1OA2toJ0 zz>u1l<>%VV9qf2^gv&#keAdSB8u*+5$)PwZugX02w9UyK<5moI3-2opoC_4;&O@s^?+V7m zX23#t@(9~xbX2l=vqK?8wLOBISKzmn38HL>ek}@L7A&^S@)N|1mo01qee?ON+eM*M z1dtj_A`HRskwG5(+#XDS*!K=+-E;38gq2{U$xfd&B)_KR6@ysDSGbCTj zpmJG+0n##vN1`-5(O9(y+)9aD>AAU`{-aJd!?ny3&f&^2F@QedOFx~FM@=TLFnjmP^U`msml_T}CAa`#7l?pO*YCEqP zloW$CLO?jINu>l@3+n631#A|Q_l;umdZU_7-m^e&e}DhYC9O8Ffe!%IdyssXL2ewo zify^ULe9!DcWegvgmmWs=P@HEX`!v`y|JTFQptF+LJts&3yzQXV3_mCm(&~|*~*?X zBlu5bX?!q@^anwM?>;x6FuVr4zPJx*%6Y?QfhahMU_Z=QP9D90U{e#!q?UdDgM>-}vRfUu@nGIuxB?jO8$+9#@xC!S z4s_9FR)5|Vjfry}bl!sy8m(byNOD)F`x-N^@#dBfo<<@=1QRu6-biCVnM0$INc;q; zqrS}JYrW@<3beuaPz+_e=G=D1=Il34bN`ngs<=H$>E)$eJa7{vozV;*9pdE^oAH}@ z{(0^RdYlQgFcF21QUYz5L{9j5ZcBA*)!_yr&;1DiyB=__4`ObPz*qhp<@MpY@HTiB zX555r^XB$nW6!4H+u1~Gj%rnB3;RY&Sv37FHP?o6AJf7uQiI6aSTuUuR~k+rkUU>H%Z{7=dKzaB25(RSDiN$O$`#!7VC zJArDuRck?+9gB?M$@p=M47O!sNAlDhc4yr}G$6FVB8`p1+#56aGJfi1h`G!RzL9Bq z!=q4ZBa|Q=074L+&LeG`C~eI?b^YetKFR zrpLVG^O8-Ct}95mUKM})lH`4(n7pp2Cds=7cewnqfeqXNtVb2Oz>P0d+!YEWSSKwq z`%~1J^#}wG4mJ)7Rg|GFRO+?4P@$KmByz%!*0Ss*)EbTsZ{?W>&tQH2A#}si3cWAv zcSSVLPa!1OnH(aU1}6ZOoZQAJCU^`d2-IV1R)pDACX(K84T@#Q{jA5JGd{VGF3B zmRkY+mkqx856wskUo4rKDN-~|PtisM;GJ|2-@Ez{K~L^IkOa9sEbdr)@RAX3O*?ip zO6WisOi@NFE>QksN25qfVjFhR&PG{^Xe7$EgLmCh@vu;YR7Vx5Oq#rrL(i+v`Z9iG zM8ctk*B8#sIcJK&zjRes8;lm(?M_#z*%XZS4YT<`M^UV+bWU;Z-C4BORa3Cn0;S(? zXKc=W<23n9-tDAj6vL50_U+%q`I81H1F$h?ZvaqpV;T}(s0|>5V9uFh@@wPl{^G+Z zQ!y`%w`wgYvxVziNQMzwkdbLpr;^khs3Bn16bs9B)Z^qGoIVFF z-Rn=*$dEfP*!=l>m=4Sqw@nJD$u}Vo%p6Y=$OJ%YERiOj(2x=2j|eQ;gRnB_Ooo&H z?t6T!`#KjdJk8Eb9dFNeva5BBd>(%JXL^7}P>N$evd}4~n7o4<&m8+vmgj!a|Dn2v zz8_Fck~a&y)7#q{fud?U{r&yFvu>-}zy>~`D01WHEAA4Pj;XTl;JiBICUph|CPvu} zr%ds+7N#= z83H6Ig}=Lp&QOe|O`8DEhsp@{!-zX6nov!3T-l1V|KB*RO_KhT7s-eeNY_sZ38Q_( zG#zN6$E;54vDBE@dUp%TfvtNdF?}{N#yB_Ci6J$P5**lkl~DbIRnaLO2Y&oxml_L#AOBdh zeS3aMuy88T%ig+v94&b%et<>1cK4XFqtAyg| z_>T}z|H1pl>gB_NYA!+lJpbPYHn4%4z_1OHkpwEYkd#Rzd6CCDnn4^8#j~zSwHB{) zrSmp^9Yo3n+DfQi^H}3$j!xfQ4B8%VzeZR`Z|XBs+KmzT@rT`68q*I!GsUCMB_i<$ zF|cuz;8%B^;#})?l8O(c5$s0=cTzNAvG_*;i>u>res`ElZ)@ZOkc>}(5Cpa^6d#nO z7&vy-HKDFD4Jb7x_D*c!lUH1-|-}NJ|#5ZBgZ9_=m&d`|#+VCR09_njtk~tss-YidcT_#uE zuja@R$=h#BEK48+y#2Q1wbvvcduZV`7t=lbkGUtQF)|G1HW9UJ5xAzuuO0LACsHVW#D`*}5}KJw7(6vg+a2iUEmk`n9~#B7 zEX0t&?y<>>96GDHesYNRok?o#Bei-D5!Q8ZSl&=PoH#8Rw3X}_ciWHP4k@#d-%m|=P+b-q7Shc9DUtjV%WjJUHABq=8Yfc+1C&w zXl1ZH0bZJWi~ttjn>i1r(k$W7 zYXjtxSx!cdV;(k`6ysP&E%H_lzYO45ijlt>CTm%k(nQXy{;HfN{*wt}#}hQA!k{2A z5GOVR63s+^lJU3Jx0|<^8mp8dc5M!=AbBl`Xc6=0tRQ_XP5Rd);q(-lpr1{4+C4$E z+l`7InL>NLm@&wj33Of)e`ON?GXXLpQxqC0+)vk9J$oe-spci8os{s{fjn9AI67G7 zi97tpAmLq&YyywU}^cZbdM-VN`X_bZBBstU6+9MydG6Vic<5|M=A*tdxxuU}X$yc7&*}*VI1}a%Y<6AvAcUx56ittYPu_cDKpl z-)Q2lt=$yI!{=us3l;7M|J80Lu3kaZ)iBnd#Id5N{L)#{l~h41uBCz!>A+4O(@pMD z46#66O()^hsk@e?Xq5);UVLO0}F&MmRBL+ti^L}Jn z!^mu$6E}|WnTg}P-17xy+P7m!&4rm(yoSTJ+HveX`@kPS`TRs8icfsPdCz^=-tSm# zN8Yg=F85tx)-yxCFHh6KCi3L4PG``DCaW!c_?Ufp7V!{hCyyQ)D$Y421~eVdYwnNq zF?~fdQ2#SzouE6jt>EfqwXWT~#T`mZWsz~$-eiVJtgwYFsK+XWibl!4nX~l-$KS%oD4N-0GJ^f6VK_2aan`0PiSU~V z$5eVt1#d}M@VJ|sPz?O-31o9Ca$+3XHj|hPQd^rM^>%`$=b8|vM5Ad`&1L66r6i!z z`4-wf&2WYDt>8s@_UosLoja9vXnklC?fW|`{+>#zpw&W2m}xZ;cDb#DKyYDn4uyj# z{e8=+)7oJ7Ic0Rx_^CJ(zDD$H6F)ug<*r3)d{N8is_cqUKwt>Xo2du*SIyVC5bq}G znAGgs!DGMKjb*sy{rgxLq}TN~Z>=3T;BfLao0)T>m>39POJj_KJwwcm)N*{Jv#9jj z6Pn@VL=PSQ84P~_9S9(W`#JBm58DR;D|X~7(1p*PI8QP;i*07X5@e30$>|*VY#xvF zU}NJIK58GT#q)@V_IrYOUpihUlH-XvgwJ23@5&A)+Xcd>LAwdV_^{^MPghq6Sq&C< zD82ZoYpKT;F74SCCFhj_8Ha}7@X|V*W7nHDQrYONg}QKxVeg|%&-p=`NVnpGlZV)w z3Bo_qMjiDit$0B1#=O)O%WAH)hsypk1#r*5_nt5F&+bQ}{y z@%g`F)OCfZof+i$k2i4ltCJN!dvEO}^6X#syYFe5;^%k1&D~8?E3R<^w}j+N$-w5`f!XOyifzPDNx!D?l`p*;DzohrGo?Xu3y-oSbC*1kLLBea3lLD`Bc zef?O5JH1dkYlB=riSU)YCBOQoBRI{Q&^|A;ZN~2CBHP)Cc=84v56$2R2hTi3xwM*| zvvQpMt5fX$;={#GWVQ2urCyYI!zT4wl9oMfga{)H!Q7QuwtT#@)coxr=M}C|unlA~ zWvgs&b-1SE=#0M@=v7juJ#$9T6d$4{Q;U)cOQc;@-Z4qyN09Su!Eu(V@x3v$4Xw+6 zk5+=hANO+Bc3NThO@i!|dy`sH`G7G>6Ez_C{K3CcisD_=yIh z#tfVD9Y`eOC&x%nrryJV9RL6z07*naR1i{-noQAu@*;D4Y7qxRm>4uo+Vs4eExQ&i zS72E#W>_v(Df9LmPa>osIhLfZE5u~qID39Q2(P-YT^v*3*kEN=j4AfEjaIi|H*m|? zNb)wYffAI`zf8ZmWFAS|is7#g(fOq=9K-b`I`$vWv*WY(1FY)8dOPSlrO}bqSILEC zp?yB`d-g7RJd5@D-$OSv+}4cW2G$otkpWUx0!o4~$5O;2QH&?#iW1?sRTNmJ;(PIe zCf+}ec0AOKj-WTUW6VyY@7lrByLV6*+UCB#grZzX&`$i(G0bLz%&}Cl6IsptpATP| z7iDfJhiy4Thi4Jpf_g%$p1-RW-kiqFYp`uRZyhh2*9&RQ{wo8#d7}sQ_~SSMKl}ET ztJC)P3x4pT!M@Zm;aZy@K>`HGWHr~$n`oJX0~*5+MXG0k?0T^48s|ov%lC`a9BjWz zxIysgEg5=S<{+@tPGvQH`NR7y-fbCScBCGJ;K9~0cV-YRSF&fq8nhX2v>8T5D{t#LPOhT#K^x_!vUK$3my*3;0ka`%(&c;@RAS$KoA8 zp@5VS32YV$B3>=gj>Dz_i!JA(3kR{4LD)8X_h!Lgn0vPw+U{d6tjX?ct*D6lUf`al zDSq~Wx1m10@Sqg*e7T2sB2D`1NdjFp3nEMNv$=Vlr|)YgXuZFU=;c{d-W}Mr@@aBc zEWF1REglUX!E~D|CbQ+;g`u{Qx5k$gSZ<}WUfRVgtU=kT*v%U`F+uMtV~W+zgm2*X zu#)gfO@Dv?hr`u(0~@Fkg#qW+{^+MX`Df4IG0W$XqDP}R35QrDO2ZS4Oh(4Z#}E3D^2WZl-m7uSw{)s`>Yq)BB^OAg{qk>4p;FFKK zuL=9JJlZzEn}a3>3P%eb51t{61DOE(>c&uOAP;XC@Z6SnxRTfmz;oOCi!(D}zs0`Y zS>C)5bZ3p`J9q8vniu|GgNKrDBJ|$M3Cu<}uZZQ;Upwy(GV|~LGioZx)P)qGiIZS@ zP+BlKvJD=-3uS??C{ z?j6mdu4jlpeh;SDbjL(iZia`$WAx>{6o{xo3cO8TthZ(mLLz+&O00$1TojlwFa6(r zhvaAiJCR@53Uu0H;@mXS^pzD@suAmY;RVUB{EGWs zrQV*gYjY^IaO^~{MF}(q895uJ~rl0eYUg{qa`EfuHP` z*vBPte!*roXg?WpF-x^7zPlq6WET#lStri4$qM?J|0j`T$rimR5m39g9+c};R`W<5_dm89AKv0NyBR78 zD}{6;!kZvn(sKGc$+xTU;D=Z7m8mD~172bX~(go@MxrL8i`5 zRJ5h}V?^fyNUw*nxggu52WgrJ4G*^s(tMzsna&!7Z8N*CjjUJU z;1Cc2np8{0&XwV4jAVYv;{b;rPV!Eyd|$p-FfiE04wNn_w$v87|BK)cl=~CRLn`oT zFZz9w;DNiQrtuu(CBMSSJ4{B#aWW3meUk)s2QZ}nkz5%(|NF)PSd56Tz}&-wq;{T17F6^>^Ejy3FJDH=;c`eLR-U2 zF04Wd&iy~9>Db>@G_Wm2HP#FT962IMUKqq{+gP^XTEA0NLo1sl+z>rjQ;6ss{y+V{ z5JCUa=c=4{y6rX0OSZSrRum?gJ2H#5HK|KUS{|!BgSH;jxmXO&e18PPu^|>iYK0I2 zC$H!X%%QUN6%)!ld8S{VAv>5s2!XN{xsfc1Q}JRaa;5n{sNhAZG>N_hb-U}Z&ZVh& zwx(*eQK&5RG9a!&ohE$n2>@ngg0zt#r~-tXI%+Z*qnJFFkFFT2pq6 zZFKV%u-HbR6#Xw=rO_5hFW8P?Ako0qrUXJj(9E-QIKz!bA2SV_aHyWiXf1bds;7so z6-B)OupP)(Nb+o_^1fWf{b)T<%`E$BDSz+vZ|dpKkjsae^XIU!iISxGcUy2GiWxP9 z=TQ&-{Q&~HhF~O!KIeMaC596?c}0C!J#yZ^PD@C=ouuixW|%+63=O7l6ON6mGCZ%0 zE2Ln&Z;Y&yC7;P7rL1@^=5p}uZ+r3i;9KAF^5l~iUhjfdK%hBz$G6!A)&?u7YyPOW zxA#Hd{{Y_V?d|>7z(C3KgLhzk8`!|Qq13qe<(C8x$FGsR9z$C>gb<9JonhpM=jlG! zK}T%|<9%azgwGv(2S(=QgtgM7CsSyxsqYCDE7!_V*cqGnP>g&s&$(}$X3v)wR5Vv( z%>eU(;t7doatwq^*c%%+7>taw`H>FJ{Z(Hvsk^1l&HJER^?rr26>nV%@$i1RWD_hm z?^F=vS?eUbkOa*+Q^Zb3!PMkVA|a3{iyeVrhpu{7BpieZ0Y>lEKri2g-x$YRr+Jd~k|u|LG)Wqdgd@ zI=0(4NRJARU%bXMt!Imcgq@GTr@Vr@c7@i&MrARop;YxYmMi_1dVWQ(&XG&zsPC#T zd*5p5vmaJ0XLPP?#oJ$rAm{zYgn+SRn4ZQYQn=e$Xm|FiJDcHj-95bd!#1}3io#e% zaao5#*bnYP`};e+I0h2 zvJ9J7@YM$yzC1{#5|wd^0c3nAR+JOY`@N{Va!t>NV$}D9$*1yM{rjDM_T>19-Xi;mpaYYgM#%XeiT-DT!N?6YP8SY%S>ivq5x5mlk z1VclTo}Qainv|{R`->BRVE32zt!ZE@5OmVb#L;oIr9ndU@-!)xpf%D~mcT7H`%}#^ zQJ^tb!hy#X7fwHntu$n<`E|iB{A!-Mx&qF$P=Fv){=ffeL(`2q?2#Olm zPw}p_Tt&asi*nAHB7HeU-taK`6N7tq?LahEAG|FVdYPFPT)wL43~2%Zje~=>HQH1N zBx?RoVawSbLC!1iTPvqq%b6pWDsLJFJk~kD4~F;hK+71?ATq5I#9MHmfJ7Y zb~u(3;VC>`&3Rr}L)kH=p>1C~hDR0y)3SBkA=SqBGnP|R9(rv6Aw=1nnQaROW^376 zKU-8Q1R$N|)t`p&dktQGS+aeR-9`brv5EAb{QG6sQb>q)?a~ab(kkdZ!zw6$tF=G6 z9aNKi%K1ME<<9q8E-g}7ic}8`U59#>_}ZCzf#tBc zL!2N^Mr6ngWU!}l_&58>$TVoE%PcT01_$BwBeINT@an53pZSbU_j{{bvw=0hib-B? zZ||pouK+Ir-TnRji952Y4QybY5sSg8H*)xoA4MAm#?T<+b0%#@7E>zbvVNr3VR$OQ z)gdpVuirq;n>Z_vw>XF#y&A>zNbH;&tQ7{5lOqXI6DjPhjj~-TTRy$e&09_?K0%x* zInIop#Dk|;b=0;dbm1hPkvxzG+W;*P0yekU48A;XT z${l2vFg7OW>biMDb0jjv%*E;Azt@_kHfY~qyl(_4T_f$>M4l`;`cGagOW>B9{kfSh zSN|20e|)i)ntYO-+ufj{w38cd5bQnZ;rMYABN!}-HgxS;J^@y?V(i!m9rt&UB!Pv6 z#!a4r-XI5l=TOy2K%v{Gjw%|`X@)L%z!JRj&2e`AX?w+hw-QQ?-nD}3*CmD!MCS~G zeuZ=-BVQfD^Cb^>C1!0@`Am&JA)McgbQQVKCUG323Kfca` zpWB1uca})S$BB^c?gXwnd!v0ltdX%l0?we#}(1T@3q=3xTQI5RQ&c~jq?lVe_-fs*@EDNL* zJZI2+wk_Lvav z<8YH7wL*}oY*ke7E2VOCXkqp-5s721lH#pw#Ykj`+3XBCkwv4BNc=j0j_8lXb!RQ+ zp9>UDF*i%#D?eGnrf?g40^QI+)M(=5MH7GDaqUPyr|5%970hfC2Xq#SrKR&z&DR}Ol zYkcP)EW)t?=EANxoRpf+es&|l`!HaoPTn~1;D(LD20n~9aKPdGTk{u9A;9!NeLWv* zd5agOo&h_Ks;dVn8PT=m0yk)A5RlR6#sL1tg&?lEr4Bu{(B#%iv-jUT%1C4g)9-Ps zbVD)F5NHZAc6@}6!{t)(8jXdUC<Sb{O;FQTTMU?2>gKIP$=d+r>>NXV14RjWA#UEy8;J}Ry^S=Qxp!yR zw40Z;v&=>2P?nn{Sc4XNUK%|+oMrUnFr5dwm!177pi)Am{eE5>hhb`BP93jK z-pA8z=a;;;l4!$9SdON4s~Cw4k&4=kjhV#`gyGoqy*SF=huf=`g72i8bP~o!Vn}Zu zo%fKrw1W{xVO~FpFg5CwV$)--m>v_SFx%tnqQlo+;$*fms@Yy)zr~~N14M?mU`UOl z1dn%KC+xRM^-orX(j){ZQn@epU83<|6VjAOTaxIDqdc0+eV3|A&NP}~If(VUX%LD4 zetZO|qu!kpQjH%8dge%Eh-|{*M&ue>4sE-o?ojdE2yaIJ$saCxzR(-i;RYfv87^%< zmqQK>qI$NV6#U)anT(D~g29DZ$!eheey+}S^6peS{!OCTMJ{|o!MfzV!0mKMOS|-o z@m~L?{Lwr<%g3B$F*~afje>f=kNmkD=5q$oqfrnb11?h|ekqRqguT4D&LVj5VAzsm zUmT;(AaglI({oJ-Q{vSg>U5n;8?_aTjMKdZayLeahI+7-@oH6{Eu_F(?_>J> z6heYliu6PZAs{`OV&v!$9glYrHW#Gg3$s2T2oNlzm`op?A!Wsp(m+{?)~Q(r>YM4k zTQhX*D&CC0NZU&c#c^zhxhu0}!UvT)Hw9znV9;4rQ1DTJLUEQ;3?92q(n@0Zp{~cr z=D{p>9)_;i^mMr$vQm0pp^KNEOu>BhJvEVB({7$udg=UJ7o&eOLhx?4vs4yLXBQ}< zt4*q+mY?IJJ;kKfkeW9~x3D*SrDDyyx3^q?<4&Q_r5wDj(7AkBnk5DXIr@4BpZrvH zYZ3^q9oa_gJV;+2o%4V)5I3%q$hEP3r-R4{S|Xe1I8<2-rdm|9y`Jj1%7y7Rk~tqC zzvUW{--fnzS?3Ol)XJ2Vz>FA#4>gv}2c@h;u^U`KC3V7K2AMUd$v5Tk2)D?TCr3u7 zsV78QC(&BJuS7f68jkI7x$hEbPm<}rNfM9F(dcWvbzzSxD1VPVlBfUcV<08Q*eI&2 z8-yet7p{od%jU8(dW)e@qgDEsXNs`bN<2u4TqgkuBbJGbzqFKvjfd{|Ju&h!R0@FBzD{T5fgnIWlb3HdU7 zEOd&5sN-C6d)e!R)EsQT3ahwjmv&J`B10&pnL0O4%Y&O}eP|OxiZZEqjY0~EPY0-H zp#`CBMXE1VRMHYsU|gJG=Vt;mc@;Nao1!5V!o)ypP1C*2AOwa-visMzmE9a=batV; zSJ%K#e&nI?b&DE9>r^= z?IkP=19-OmEZ^yWm|xs-79*QpRvP|hD7DWhczFsbTtOMBNt}vP|467TsMJz3);HpI zgH2IUov@uwqQaf!D$G?DV3DSddK{b&B+YL%I2$=d(n`4E8EM7k|NSyM{!D;eKe3YJ zg(2FSbBvA|NZW>iLA*P=u`F3sM_hJBZyrU}$>1;pySL!<#NmdIM1LJO{0(%q&SB;> zjrlMgzB|{_Dec^?g}3L;>{!+et5BvEQV?tka{OgYEbGqb#fM+PL=m<^P|( zH;<0%y6-$c_r6yf*1|>-BsQ*~R&EkSQWUjXju+YPBu?h^E21GjqD< zOr~e)GZ|-T+ZoH9Nv1Q7-Dz8qlh~FeS(HeS6n9D#1yTeF6!x_?pk7tIcklf1P=zX> zKms5@g3|l&)Uk!CdiCC`SNGlD{r!I5Z$3E7;Y$S>=;&i=ZCl>*=|&4h%2ueenle$2 z#S~g zo8QBHKSS7z@kr<#9TS_7O5te1qh;p^2mQdpvm&|j8^?C&zIu(Z@ewSY!kOqJ`$2|Q zIxZnKh_prOw|^I1 zQ;V1wr{Y>AeHgK^8I!{ZEeQW+E#R7t z3sWF8JfIF>V$LyvRkq^#>(_~2kD^rZS&Ute(sv}XEZMyL4csh8Gz->#aUDL>N42hD zJx%%RXDOv}3+V~F)1Ff>^ZN?c!k&Y2j-W}nW^ty@vxQN(-c4gehCo4lveI5}g~BOq zz$f1E(fYvFe3@pcKEIn$D7;hX<(U(ZaV$mOH+zdGmC6-t>h0)391?kTLTO91>Gla{ zRj%L3C<^d^d{x4oEQz}v*tX5!+1~tl%k-s5_gTc=n!tEMu83GkZeqT16O4~TCL{2V z^pkFBnb(7{6gkz&Oa}VL!$=8ovqko5h|X_q<a7^*2O1Y#j=UVlR;sM{R(i^B zX2$~V_vo0;EsbZ3Ri=(c;q+O7S#F^-J`4;_oif?+U=x|67ttAoQ_$a9PC0!?dO1_M zX+hcAzK#e^%BD(IQ>m*^C`3viJ0#+e$iJpglxxctjg_*vx4auxlbWi>E#U=u9v^A$ zE$iX4Eq>Z-hRE)AZ!U+XCb{^UO?3TwDnbsA?Fc{#pP_|tzT-5BsW_RzG(t);18EW) z;+*d|&F(|4XI`#}x`j5#K-@Qhjg7PfnWGsh(iJ37q(ll~J4i%hKd0VqVfW4&SfKyV-OSDUJW@47ZvtVXyM^?I9Cs<-3uTT`_yT&dSe zlk7{NwWe%M8Ay7NR;wDm9B`7N|QP}g}uvWykmswM{5boFxpo1el0@Nmzxo$ zBq?G@35dR@UvA^mP4j1_ zR)SJx#mnXGSxTrxqv^4)bMYJJSogwue5UV~#otfzHcbs1DqYM zBh}f)@#8+8dj82dqErBHy(NiVlo;lXv$gXHZfR!5FQ)(h?AL7H;`v#A*zkfpkB=<5 zmGgU{NYp?~Oz?F4yZnFs0e-Ial-r*)oyl5EM$5Ks`Z{{Bx>7i)Y4_)h#_CGZCwh4B zz-~-)<|n9a&DhsRdGLi@WXW>zFV6GmuRrekR-x&qmsq+V&JSWDXc)3-{b2FUI!F4q zAk4nJ-=3H*`RO>`%qKqa;r78>NS{ZDGE5AVt(o}RIR5(ssDvWbF-7@f<%B3J`92{9 z(ETs;y^~ThadwQh1DlFQ^BV=Swq@tN8fPOciznB-%f*2@lGz|>+a!`M zr*ohh;U8pNrdOSh)?x)CwIoE$ zEicz#kwT#;(-qX|hUG7bTSX{aG2Af-8E|m0A{OaX8Z9)Lt7&?VbW{KMT3TpZwgr&c zllST}*xV`zS8L8+>><ba{vG!07*naRMK?0)V4XQb_>mD+0tgs7uGTK;sAl>nKF*4jAYFh)?rIG8W*d6E2IIm{@yh^miLu0ibsuoyy_pFCLf{+fXW!m+%w2c9`?yhn zbE7_w!ZO4n~m< z*fMj?*ykK39veeSxois{H=4ZLZ%IyF6c}=T55^omd>Gn5neVas;hAhpDV?r0^b`8+!&f?nSBMUg`O=wF^}-UQVUsQgn8T z1@#YltSoo`jLySjxtR|Bc068%uC1H%xTzENG=AwPeaQkTFhT}K$RMLlCdMVhZ>RCg zneOJMwY(ORYLBjsBE_{ zC{21=wY2yg7oJx=U50p3oZ~%lo{QofVY?P_(!lAr$#kdDjwX~UqrPL!jXr+Gk1aQG zw^P~t!%5rpcl2UgHs`*6n#fz-MP*NgTzK&enM9fk-#Rn*1E#NgU0cVtz11{s^b@Eq zLx(~ngr95ur7ybvVOL<|PP1Gq#D}^nxsI($|ER88l5^u#AIWi1N<5-G`w$e_d@4B)f;#5ffD^B#r$xdeGjByM7J=}~eS;mfzxd!2oSD%C# z54~GKDc5R8N*EY2^820h?gMCR)#O_Ef6pdUzrRey`pP*aPPS#!`(_W)l=L3% z;lVHLp0{i>7K3Qi$d^6}$H!n#fDLPG0tMOvW21u0mjbj-_}RW~*$#EpFneL(cKtpU zqb!&U?&|KZFM5x^Dp0hqIfGB-ltw^3t;>c-R5Gk-uSyb;0llguIomEUlQk1ur z5&wRihWa)6&yh%cw(pK)JMScY9TC#8G_mhS2{Z;>E0gI=x1$_lN265iUzy EE}( zpBi7ow>ux^-nCu)_$Qla*m#7NfB$PGt5upZ>lp4&GuCY4_yn87W1Km@k*2&-(pM#mBo$WrT)pkUBeAR1%uY=9$K= z3kF3Z65AFC0k$LPJ2^ztryBC!eeP$%#*J=YW&3u8Pnh`h%;y%4J(HIQ*}b!sw@>+t z1f~}11$w*4m1iD4EQ!U$g4JFS&&N2dCcw?EcH5JrFdw2jE8>Xeh&Sc zhe+<+&!PYRA@+P_FFT&!eb@9GmBO}chR+U?G!yin?L|2XLzrj*V`_vC&UVh}^RR83 zs2Iyn&a|!Q{qqPT-y0$|Hc4tUg(*y?1}4!;=YzvSa+7S^vN`t0$5t%RE4h+C{qR=> z7&$*gav(vxCsuM_FT8lh^+>}le=3>Ho2H|~C{6+>gUnzpJy$b`R0@$wp(j&ZyOKo@ zRPg%CS)A;L?Y@2W4!i*G$Ebh)tA$#k+FHRg!#8lmn8}W%5v!cMg$}zPsf>XMvAH{ zimDT=ET9n*M&235Ulk}C=a%dKG|_noKd!V$0t?0G0d{QS&HW+D}nJ-qBhn&o|}&X#WJx#uTrNzR#xme!|q3RE?Ahf|mOu-?Og2=(${$@F&ANnCjnz zDK%3{aN<%I =#}=TFTv?)lN#8enu_qnU5sN@`kg<+&vX8mh&4r4D6mqL#9=X7> zJY9~$!4j@ukVKL>l41S6rbW+;3-7m)j(#kLiuPRzU;ek)L<@0qm>%7SjZNcPldvlG z?khF+jGPJq^I=iG zioDfL{CbpZCWC5I2r2XBHvsXDD0bQ=qca!8LCPKtg3rz3B~Hajy+1`Zmc_p& zK!`HR>dUCuP=(=_?0n%Nq$%?^-@==5@8KRcJ=S*HC%UuF986N#T$K+J zMlKAM6l}ThtuyTYt-W)$IomhRabW+>4ELT*p~hfT2YL0_c5nn3AbmC`&j#4_IIFIN zXsO&xR27ywyk&iyZ4T_$2h;w-sP$_ z*R0Q1PbA2t`W*Yyr}*%wJlRJ-BFe%jXyvh+V4|ff?dy~!ta)Yd7!8&7_eGiVYq9J_ z%8~x?RoHIUpQ|AbS@Y8gz#$@uE&m8xlNd`wu8TjyEnk+n7@-C!@Rn+yS@3fzvD*=4 z7oY~RFgGKZHu-IUMnqd1Or@XUVB{Rt4M!Zp@Nxi)MJ9iS0E}WGopjg-WD+bah%y+H zVCLKO7=m2Dtvuk)D#1GQk~r};n3<<8%UYEXqn(e?w^zBP;Cl1f{-El@x}*)yAkr5m zxkF#)y61H`C!!ud$Ft@#1}Z&^2c&at7!d^}=<7rF@BETN?bFua!e4Z$dA(|~@D&I% z%iLL9wW-fQ0+%krnZbQ_IcgSSGF&$$B;K7ZyQaA!!=Z-7;4KSRN2)`K0;_)|K$Ht> zxj$7DI+R06de564+@~Xz7Mm_8)(fXcKQTZ3X7g!q5;nRhVG;T?Fo-Z#_9ECPu(E64QL#9?QtlRu~u7W$hAoF`qX%obk_o> z41I`gol&~E{Z+87Eg#T8X7{$F0Qb#pSiGynt1C*Q+7E-KnhIDldRR7#-suprdl~#N zQ!z6)Gtz`;B5~W%y#2=dNrj;Iy6w*ZdNl^CqyLD08Uaueb|b#ks8wfcUlq?j%qb>qR-`oZzI@cU z^G&N5^cMpVNrmai;#GwSH~x%i0jP>K9P9Eh$qFm+v}->^dDLVgwpu&NZJ_?89IG0W zlcvh0&Ue?Rqu%pZ^0aosI;Kv46g<&#X$VBf2I|CGX38o?Ksu0umsaShA@-FqF}>%P z(ow&c?h7RbAq_!>RE)cvGH@uOqr_J$^Qh-Yl1J&h>HH zO!p^C0#*^lk^1%YBoMdl)x5o$Rurf`33(}*yfy`^?sayDzNLmQ%KXg)9U~|_j>XV- z0zC8!O3=MsCmGk%TR9$=uvjGtSO=vu?#*h`RKxzSG+7Ac6}V3j`+ZbLA3^(fV#FyVLRS>z3Z!* z00mL7gqvbBBH+0cvLz&~3Hib0;jcrP_2JVPfRY%6-H^9xdv{>LC1`=N*ql0-5K}D@ zTne25SdpXv7xP;*M&@$(=Psdp(;n_422b5L@9@I+%k>c)Iz-I#?1LT*6cz=Uf?07o zZ(`qy;oVNZb|kb)fr=l>XEo+rcL;1b7yrt*x4oe9WdXeTVq-%3aB+g-1gpOq_a9l$ z)>{@_kd2|>`$WwM9b2&}hHr-uf-k!(;QW!xA(%T}UKygC&TUA$(8BGsFXS)bI~>v%eAZ_!xZA6;k*93^uzXxsYu3B_YI)Sb{BTu^(wCy`0Sx%r^H<6bZG)u&1UF#ogbiY=1TgM#rVoKO92%El+q@q3?w<1aM_ zy&FNyFZN_goMfjg*gF>MNPf~-5yVLOsuU_V3UJL;Q&mKEx`89oSS9Tu!##e#kAQ7q zg!HtdP(%A;o8kWyNb+yOm2(f?bGT#D4TA$<8DX@&l67vpOI!7J0}?Cq?8(93l%~9r zc?;nF({e|rM1BsX(s|v!IG3SyWY%K4<^>()Xfry0x7g`wnzDcrPm`SS3X;c$9UY&( zxB7Ve>T*2z;kB*~YiKG?6uLf@<(+f%nB%hdLv@w?c++WT%t>d`h+X8+ns&O=rai4X zj0!P`axj6atauce=)PkxgD+ZXjJj#AYP}QR*b-d!F;TiC+*$OLZ?192YHJG6W+b2+ zGx#Jc*3(_6uWLShSQ1!~_S~w*q2(h~tEM!d0a&2pevn)Ynzj#!YFL5>q+qPIjkxI@ zN?a5;V3b;K`?WG(36uR-eQ_~By8@%+OF`d zkj&_GnPk@ z%_Rgiq9cCKB7l*l8*bAhzUAaz0uN4vN&0?bc$KIEeID5>t|<+d>oy`f0it>TgjX3~ zhPLxZkLGtI;8-MJJG;|6O`nAz%R-Y#>Qn;~2z*E@U zNI+5=Fku>Q?cN>dtff42IIV`T$Hrb@DtgWo%~;j>FDWTIa|1XA?RCLm z2I2QNPDsH8Xge=2n&Fha`|gFIkj03&fb5xTB7^1oEnkn+J36p*tKPgC4>;qm~1iIo)x$ zhg=aEdffYU>Lo>xoMMZ zSL}v?9%{oRlcxUWu(mAF%_O`*BS0}|Dx0(|M}50SGr5HR<_XPiIQ<@b=k>ne(K_== zF?eJfn!i;A5Nm98eX@{E;FeCXfCXIm2cF24Q3{t>TKsKxzHrM@b`%zPj*0yw`?^Z; zMDrz(XkQ|K_8pi?(zo>JMbE#RP%e^&5%@tL4in^z*CCAI4MEYfJ|WA$;-KjM>9$m8#$^Kw`pOXmB^h`mzjLU z-`~3?2f!=;|8QlIKa%2{A?^r;W7}_pPM#9m6qx$lF0VZEuK5ym>91AeoY&oHbQ5ly zsWQWh_d;8>ppK`fC)-V~KXo6%hoGtHasAWNlXqV(5c>^)aq{@viRXD@aB$Et->CGP z3e~_vh0oaunPL}F0J(JUr?PzdwnExvZ>x)|;a7W(YVG{ZP6k){cuysOr}A%jfP62r?lyaS>EnxJJZsw&C6CT#3jFwiGv!@0`WeF zDzYS4-mV}ONfOfpNpywMuycy;d9F7V*kvJrU*U&2-da(d$C+TmxRXDcDw9jE3A%P) zzv}X>hJK0?9G*IiQwr}s9Yg<#ShGG*&r>j=auDP(Yu#RAv~N0i%-1dAT_1{_tiH(g zf{;H4w-f5?i|Z$+Yg5nvRkP4`eu9Q8i59Keqhu$@4&4Z{G9tkEdL@bG^_EK}Zo72~ zhSD0|Wu`?ecCzZtdq?xkWbEZIeU1;ioR_-Ca#C-waV51y095Pj;^NcX-QA7%!d{2- z0)FH86XPcK^768ihlgioR3vBkBbtJ*C(X$r9Ub&| zOqjui3@nDqS&VrXKzB26vab;^D&_Bdm`?QmcJr2y0ah7oN-vcEL1Z6`XH_NVs2gkO zYwBmLw+_Afg_c<{Y};bKv@YG{`#{WHXjj6LC5Ts$br%fQ*9g2~?YTSe)4!CxC|QZ$ z7XEgnFu5oIjT%1uX#ljkqsz94gU@l~0^$CR!7>krQn$9gUg`G}VBE@n09z*jkp=me zEOzV9;>0YR`RtKMhCu8HEKf7kpIb)K|G2}XE)>%iM>-Ef=2wbrLHoba%ZmBf&shHjLSnu$ zIBD0eh{#w!^6Ma?rZGGQBzz*p_L2r+U|0P(PnLGvMBFe?g(G z3l$~tK7AxoqN-bYrHL3{NJ9D979%|UKI?4v87MXp5x8(Guy>`PK|g42ZT0=}@~Q6o z)jT~tod~eibGr$4UxZdC7M+_6(7My#>ow(6gRIwG=#Ij|hf}%-xAA?Q==>TB=kH}= z?_4RoA>Qnftf1iFL|6lDg!MV$ikk8vMCbxC&fQBQKe0inVcGeQz#}xwGYG6pn)AA- zlu)R1NXKB4Uh`@Dgb(c*xmO#B;6Z-ssLZ-nPGpj~TY3rCyY zrjt*bp`UM{=9?}N2L#adwqp5d_iK0E34^fk;>}YAe{ZNie1T|nVeT~MW_Q}UT4(_n zwl`}q578VYLnvy0m)BORspXZTqEb_i)9wI8m=2h_xjNiGpj`ctg`OJWa8jTLO@q(< zt~#jIg-6Z4PX03suTBxoz#h(|D|><0WurReU2wybtd7`@tT9yo2Obf8E{$IxIoS-( z!V*u`>MW?1clYa4mI1M%+DL}XwcOssdJ!6bk~ki#tU929Sv8(oxz3FYcid>n8}6qx zTz`%mb)mfaCRf(B7q3sohkN?4Kc|bIg*#fFZUFI-}W|S!Y z#hYA(Som5N+|1p|VAk7xT&3$-HdS&>NQ-Yy`m!gTcJe^2;l!OOhmbY-$0c~mb5Jb{ z7uTl|wXg-NzsgraF3)>63uYdi!Z^osw_#!xxX+7lpwS#>3cz`M7Bzqk9tbhF=HkY;L0x5IbqSac)-X1pNmwtjCiGa_m3%Kv(d_V6K*>oXQF0Dp6VhK{ucOR{3I!@uLO(`XUg)Jq$ z(|W?-419kwyTmL@viJti8)ovI1H3bC?F;8x%J8KJIRAZnV(C*cot7AH-K zqnIwZaZnQLY6` z%_|rv+D2CWXKv8Ck8elNuD=a~qO4IMAv16qTNepGV~}AJHs2w$_@RXIT&|DG%c*)c z-3f9n1;UXuItnhl4t#Kyxoa5XaVeaw5~5?Rr@q-yBg!x{?|G20hnLctyyAXu8DILf z8}hq5XWg^EbnfI!H%DS4phszIvE4WwLec+jO&kp=qi%FJuq;}EdPiU2Ri#NS(Ri&z zkwwD1F7y@-;HYV4T6D!`LDiFhlF>RFe|||B2S4@*fCDjLvR7mxH?HhLIGe_Ja`Vp_ ziLloU>^k+US=f#RdAB+40Z7el16l~0ebHtrHGFmDW#Utb6hi=uX8Kp#(Z;?3Dk=D_vNof=;}DLC*BUXRiV~6sEUa0z)vUG)M>PKb(JeWxon#PEZ=k1^!YnadDksNk(TZz z+MebH)3Ax`*<)DYkWKfZ__%@RKCO+$3=9pE(xzAV1&0|RHC$EUYg6%mKTu-Ozw{wx z3DlZzazYy*?e_~of{*dPtxWogQXuvzT5#KKvy*HTkrs)7J8F>K*Zj5&N*3Z|hX)tH z-2w^Ak29`nr;pFc~=BpMC3Owan-BE*;$z{J!=Na4yF_0Qp!F}I1 z1YM&ZBb_721|yE;2`~-0+65FTzf5qHIlwJ3W$9~7)&7H~p{0sI6IOVdXHW|VoukvC z*H;7tYUb5#Q(FSkSPz%_G@$et$*76%_PHNRY*@s7eQ(`L_+u@;^FdWLZn5?C#Yh*b z5jkzBD;ksmooT&J>g;@#G$XSbnOl_{=lHL6g18oU{9<5e*ndU{NUF4L7Qnz%qpD)~ zBJU^(@l3zf*P5=frI*Cu!JhK0=1Qq_v*0CP&C9$mSuY;oWU0J0y{Z9XaGflb!7Q2w zCL+v6&*C?)yN+jKKRG&tX$YdEA8J;Bq~SwpOMNb&JF!7v($S4kb^#NHrR^BkVhIjKIa&U7Sq(!we4&g}j+y>(ZKsgL^Y2726y_5-;uLabC=|etyCzSHZbjp7j2_ z%GbXWL!h!y@O%wXrl!kv4Lloa{PEP*=q8vG8X7u6m%vh?6Om!^f0(Wl_3qy-RE)ab zSdZ)94)WyAe<##`YzQs9|s=G z227l;tFc`6a73U3*M+^Jj;|C*ExrY8-#uS3I$2H9-fSyidtMxOpWLo8lc&;|bjLpC zUU1(JUxO=)6o@GDZ`ZY=sxtEv+yT^F%JF(zzspK7sjSt zaJQblF9tz{gcyAi(b??y&pQ31Ay94Q*~(Q1{QLW%?%=-YID^ zD?3tA`T!dSlfUplLG13{G%|#cooz736Gk&Zt7xXOQ4el+NnYofoQ|6d440u57+jF9 zUU?M0-?rzJwt>gHRd8{=R%x9<%r$rvMJ#A0>St&!n~w%Zc#eV1w7uxe>D-RB{6_Ha zr|zeNNoXgOr=?~p@ayKBbYO1o&JTl@BwDPNrNV3wjYXFIej=h7M&(%QFT>kE(_*8g z6hj1drLRP*5IP`N#R&g2l^+rCq!@4~xs5M81wJ zv<95nmsT`q>^26n;;;A_a=+Yc+I>9TsKNf%l>lHO|ACYC0t)s@GmVLlVDKF(hwi~3 zIADN^scgB;C%__jbXKH$S2M50wIcMS$_=64=B2t_GCXzK2-ZzWti|u7aP^@9-J%i! z4=-zE@TScjQ_0ZgFxTJxHr|oT*BR)Jnu;B}$nYGLf<14P3ga zLR$HKm>R0Qu7D!@rR4s$GXiqB^1!ks*OPnA9_8z2hcamb$ok;Naz9j4M!Q;&6K7rb zQ3{4UbfbE{z&DDM9XXBJdtle?akf%Phg-9YfV3uCi#mYD-)v*|g(f2op+u(>rcuV9 z@I4pa?q~o!BFX*|w)ZPkzvsQwkkmQu>|cvp+~~#?;So^D779Ow*W|b_Q^0UVuLt!% z$IwG=7Ev*VwsP)e(1R&aIe3KwS-nZ~fH8-gYRtd*fLB7*81weUY8Gt`tf457R@^-A z00s;gU+x>ehGJvwHxm>=fwR_rsqLXEfj>I`s#B~n(4ps)YvDPigbf0qZjQclJg+vE zWexv>&2^l#uO0vo-Q$&Fr52j~2w~h*py!fc;EUvk2xdO0^{vcx;++y3K_n-iJWji;=9Id+|F!0uO36>HE7intw)cq#Z473t1m4UGu5A7pLFlOQVw}u z_b>Nel~zu`NjX$_Him2bka=h|fD9HR4KJBU8-F|fCY(CZL#}ojyFPDW%zjO~uHPux zYo}E|ndy=E_gh{5N-|BbZEU>)#(934{TLHp<4-Y~Y2oJ|CQD;`O%?-Y4l1*5vwrVF zzOXRU_s)YK`ElB6kGq0cVW=uRQEkinoV~P=H>h7$J|*CT?VFaS7|brcXCJt43&to3 z>ZT$1tSsQOJMpbz`aP|}Cxlpo#5>3AN8+uQ!8te5Q^IedLG$|3;aD`E5nC$|8=vD4 zJ+D}vu)3oqYsU>Y!)utTH9BT|n-I?_v(!JvZB*Lu;EkxyoJhKaB*L8#9zzMhuw0mC3Y(j+?`Bod<#TE9HGKH*>5ru=bJ}tEL*P~zz=rO`(aB7%ao-RsOy2d0 zkU%=UX`@SrVy#HDu+fP)7?BD~Ke6#XUzf18?nkHGb{!|F+j)D9XKNSLwq&8$nAz_& zG$j)o0;%tKF(0;%->U%R^vvfh{nuHo7byi8+F{1Ak1_du3*!9^ZVbrwJ3ipXodJ`y zcXx)W^R<{!qGb(!B$D)NeKM)hNV>$pOIpdlVNWr(DX-vn>~^8M?|#-y=OTaI;xGLa zDIjBIs;k#fNzPJ!!tP=?mO>`n%W0hp9GkNk`^v*e;C|Z=DVE-^A?YH#Oh5fQf!;K2 z`SipOgFq)w0yq$v+=u)0Zf7;Lq0gA*4x(9Ygciz|>aA?`QVPvl2YV;HF{!?(H8yQ> z#ZQ)|uXo*jl2J-*Jxq6AX2rh@~HP#IvTaP`QX5fEdiig#|%aQR@c2C7V zPrO|@FYX+YWJRNMMS`kkv(j!Z_dti7z$iRaXi1}h z?}u-l>?B<-N{Yx?WN#+IUx#-c%sR9bp%jiFw>PeS*WUAe$J{Z6t-2dcBYoe4-N6JH z3@v5;31lZ%7n7H&AzEt1ZTJjxKcRmDZ!9j|JOjn+w7z=WJ|#rpvj<>)8nRj@HLaEL6-2 zd6wrZw=a7VcE|5Jj@@0}zaU2m5A%T(%VF8s4Wr_qOUqL9$>C#)Az49fE{QFxg728J&w>PtmrWR8));pZO%n8P z9Ym>@G*=>scn~TnL;?VOHJ%ExN|ovMhYm>s0LEfhO;+-r01HG8CyMrp&7w^EJ568Q zh2@UrP|a8pEZYBh+Ga4bS_l#v0sveaAR!7bs(S~vVXsV-lna_m z+DqWK^QFsv#_4qqUIju4HGl;0|6&Z9v%4$mA4K5MnHi!kyuK79CNMIiWMb-#hm@tt z@g63}4>irDqp#EnubTc}=)zlO(#^>a5odqtNlO8^gtLeC-o>x458LL}nY<7BG481= zHtRsIC7X!DYc@26omx0XvV@ml0^ju9i=^q;L~{ko&ImVA)MS@l%O8}NdGZ`eSC2Ps zNdKGdL(^qH@AP;sDCtJIpcT=0eA>9% zSnv0WDD)WL1CTFky%LJuB=2ocUz{89BjwmTT1aByEn(O@o~0+YHTzXHCb z{d$$g%Z@s-tn8-b^*A@w16Ys1FGm6S@EC76+M4tLdb&th+;lv|DE$inm zXSR#2^xcnLNJ^Yy{ZEhJayGI46CRR($N2@})tCf@7XlyGe#5+u&`|;F>DGzf4@^yV z-aX{MIE0x(CAs}tDposvUZb)Q2vYtO=$Vv+#j1z(q5ftCJq5z4WR7}FN*o)Ad9d{Q zc*w*wHGMslPSx}|yZ71Zq=yO>ObXSadg`7}ytqwYrU3&10jApgwyx1l8Ei9Fk@_uw z_(#1H9(3h-OV>!7u!^-KN#zro*;MeixoiH9HXnna%Iz@&1II_aP*0y1e7f8YjG}`@ zRqb26!8D{@_q(wL=QHpsxmx%17!YS^lW9uI zT)5n<9MDsrDhwYx+P~Og3=ON+b;9#mW!{E;;t7laEeF#vXo9j52`lEn&qdDGD!GeY z`LO@(NJN}$VdU5uBX*MtLDNb~9HvlF<||JaTOS$#h4#V;>iBHYZ;EmYIFPG9A8!bq zl$wgat7sxrSQO*bmO=a12u;5(NY9_y^k1Ug`SwtusbD|WdX2)LM{@r<<@lBroj@h& zj4k!&@xU=_J9lv%SMdF5V~AKXesFrdePzXfpio`7<%9XZ5~WKBbo?DIf5%*Awdea?o5|iM+czG zY*d*Uj3AiRz;tPs#wdnzqFmC?Wr~!);Tw#)M1znyrTX_`ugu9IGmN@ zj1F7GnKei_9>q@2H%!U$%FWa-!%a$o0|6LQkayEJOP39GOTVoc(gMm^#1{&iqnHL> zm;oA4<-2)-Am8>b572#S%Ho)RSrH7K4zXZHLwgYh&wbOy|8vZs=6Bm5;}|D4&@s)H zkSkKTH3^=PI%T;qND}%#!ml!brs$R!5NpoOZ)MG2LscvhER)hx=SPL_7WKFZ-q2|? zB8_oDy%menv;HS;3G)JNd7($+t6x&Ws~OBLJvWHYpAIh5rm;O7us^?Vbu@C!G?PR( z44AwFN^|e<=KB?eZw1%UgTZTyYf`F^WN*wuJu9kmRV`=$^tOH%%j0+B+YBb~dZ zpq>B4Le!E0!t1q7*0KznU*5g@^mH++q_lFy^|Ar5b1ig+)D<*f@DSKD>*hVnFTm~g zm-AZrXD>MFvPfq53FECULfsxAv|05Y4-W57==?xI`p1w{=>=j~e>v#%sQJtr`^)Vw zxa9*ACnpmAkss?sozF;30;9Lr(T%tG1OjgD5&r=@tx+ScSW@NYfpNJe5Ucg)B;@F+ zQ$(W-bI$z#=kTiK@*aZ$KKr8BI`ODmlE1~;AxsBf`;#oA(vMu@r(g&`X5J!>$q2yp zdim4{vB7(Q`=NlRGHEq&t7()`!zJVnf|eSQbe{YW?aGn=u(YHw<|NoY2(@Z+|7p*> zSp8j&7({)MCG>~manm2{Jk(Mo|XD7a#e9y4iMye&e)e( zw3wz*HD?Sp30@=S2|S_vjvuQuxG1V&vpRN#jkQAZIT`I52CA%5uD;UqZR#h%{yiI> zRSm)qvLJnly5`N@#9YZn<4p1Vu z(mkf(?Vn)HIxsb?kA~0GfZ_pw_jx0dS!!a4x*oFueR;eoW$aAtA5s4 z3rfy6!*XFkuxeN&sbJ2j$(w)TJQf}ONj<~S%PcIj?Mr;sB?J~^sa^n|z!Z~lQ|F0A z8|m!e1w1M=jgw`@(jcpdn3jQ~%|9wMV52mi^DC^$x3Gkbad9n6Y-PmySBB&(G%BHN zYj!;fQslg``q$*XBntgc5! zITBmkL7w*qjO2JfWXIBX%6rs+Dy~AWw_x$E zOPUZyFB&6xPfX=Nfo|fdj+JcC-Zl4AorzZ8?V^p4#zDlzcqlp232y=jtk*;Kaw?5&2JGD+wQR7?Fq3@Zk zY|#;CU5K3TuPsmIGHTl3XjCX6sQOsxs|YHXv(~nXP@5J z{d{QUpFcpw<3RJ@XZw*JE6x@xD`3w~z-`zi@T(mw)=nu?Kh@t5Tp{cPsvqnLf+29@z8^JBDa8lO2dyeWr z-G3b51kIFQbM6D?EJu4#v9xmMq_4jo+;&^E7x5T9(X7-rotO+>g-b8X!Qn_OAX!;8 ztN*Tywk+plyj!asaF^|orExhJQD`@KV@0vUel5aT2wW`>kjapnHBm#4)KNYfV0N5R zPnu|+O;IKVC_7_4wLHyjb;FBN@gCkNEmEm08p%WJl=1YR{-W9E{?%lVfVYVE@wKwQ z!lrHq0@#O;UCGpb4vM2iuHv>s`8VX@5jC$&T|UrM+Sgxk2J--THyN5XZVfU(4|B@sY&>Qvsg9+^@C9`V9$|{G%B{x_Q#s<50%~gC0 z90PCS9>ccX%h-wMN`)7=NHGh5QC=Q_I{SBFc;&A8k0>D|)xj#JDYX=5RZHT?!$7Zz z`V)brQ27uoSM*ElB!wa#79aK*g*bLKi#KoesC%O=ztm#Kuc-&EbF^uMY6FA0Cy=iU zL(CRnJ({UV=j;1z8?T6&YVI)v1ROD$m&T)#Gw^8kqJTs%hY3 zebO2zDz$jfT1Q~lMlja9TQ+eGnVeYqZ8G(D+|hn4zOz&sE8>`FSOB*lGZ6m)g!d*e zzQ4CkP|q1G-wHBzZgM)?$Qd2=hQ8j|=9K}*YDZDJ^!4o(@5AVj$cjPpZkiYS^kBrY zcZS57D5DUAi=_+QTK$0Mf>QE6JY@bCHG6%116pm(v;YLoQSIg#|AsQ;+0unAJ?Kef zwzq0Zhp8?rB+=Ez=Xa(CB+;LMW|yM8f`Hv*_!a14I5-gcYCNjBT-xt6uS#D{^NSw- zBy0P_9k}1V9&pZZjVvJRI-B8{_FT`pGK!m8foM&uZ!kPSoS*L$E4LG}Ti?d&t&EzC ze!C)TuePfMhmO?*dYZ-gb-xqIg#Cb^*(}TTYBtGua~7bgmkktIZA~)_mgccU42ktYyX=_Y4|~O#f9TQ-zju#=boTJ zG1k*(zs1JzGB^^wSDtadz&$nqz5M}n*X6K!uvc~7H|En+3iIPlVX_B?=n4<&E(me& zM?q9>wncju5sngQOhK!tFF7@w~)?FScn$AULzMTrC)+sE;5+^|0E13=laLG4KGL6sl+Lp8T@DFXuo z!?!G%6rE69y9twGKH(cnx@-OE0-UF&uh^es2WyLU+z~Z+x_|4@X8vZVTdJF4Uz;CQ za7LCU863taKYZ3@jz&nR)RYhF{l%n3J>pgJ;%+MY@vS9XnD5o6=`wb;@Z?!AnF^;V zP@TT(W z?i(C&^kPxSN1kqUi~&$F>WpmB>%64qi`Kfl)F=LiQ^W$pSEBlePR(=;=Q(s7zy?=& zWDYAT2H3}rpl)Z$1alCDXcb>O8qUo8TK=-d%{AWq9~OY#)N$pryR9;#Ecc>+sdAiN zuZ2g-1 z&^C-%K}uCq)vO_wHAZ}#K}Wvd46$A&D>A*Pm(2ZMBgGLc7JgBqmb5=P4>|wURzqQ*F2>*(={L z6E&U??iCgt4HXKd)Yy z;P7^0;MDxbB^lQ8*+Sd zvRaJuOv)JDkyMlB=Oj8!Th_!SXct02@CW`gZVZ!`KBOURxMgAE*+s@vb+&6(fA@F? zG*Jru|9+bDY`5Q``Ju*N8c8O1{eYj=5h>uoEH+|r(h2}du9rQz-GH7_zL3->yMg&B zx~9tZuU6G^EoCUbRC+%!PB=yWm(#m z%SGDYbhdiI?A#~%vd_?VBnGpKzms3zF5%J$8bWsmHbiJyd0}`nB`V(~(@&-?z7Q8S z2`VQUmZfyP0)g=9Q!rB=+w;#fBsIFF|32|*sqZp2DDwl~Qgz<9Dt2Lq^mLZBKVzqg zyL0OqK;J9_$;9v~&V11uA7TL0#J1@;OZ4bo-=Yv8UI|&--_J zn~vQQhhT#2$FQoXy3c#rhWq8Gqz@}kXVXqWTAnl zAKE)Jk45^n17$dm#}|*s&d__f6Wev2n`nDzaowIhrVCR0B2A$#}uLoV6lJ{6Mtn%(KmQV4Wx_EJ= zz@n?pua!mny@hsd`R&8$3b@JJ{Wm3L6{9=l&=rGDG{0_*?o5$}DW!ivDE~%*-usfT zk(uljE8sT{bNDIy^V(w8=S=Cxz7jOUWkO>q!?5ksn(2}pdHPTNFgbBQpym?)=BCN< zwJBavK!nJ&bU*aU#j;anX)aLWkL2KD^lv~_wycm(DR9xI)70Iha&{34155l@Hm6`- zTF87$3((-)%|`DXa6mv>Z_Al68eou>M&QJGeNPbzyxD=+uh)*T)R`PV15+SuErO+7x z-hZ)HtJ!lXH+{Cm$QSSX6Qp8EDV29vx-;vmJCV0(pD2obgL5_(&w(_v6|$-FlndAJ z!UMNjvhgwe+};CzT?n#1=zuvx(RVd6aH1I=lK*UW+1LQBs^G z-T_W5h5)9{(v-%sVCq0A=I5po%o~>Bx!Bs3b(RoaP6jkO95w>Ndb3!T)L%1c*Nh8~dv2PRnykm16qu4@O`Y`b$)-xK_vU%4 z*LG{Q7=gmeNrIfLWFp@CMU(?_=BSZjpc`iTTLjT7clPTAs-dUL!;o;^w!7RR5`kB@ z)peQzw1!`bko9`V2T(+RkR496GwVlO4OioycG|2NJ4?^!k z^EkHT@qDonBS&2wh)2Ioy*ZT$MA7X-ze*p@)v$HIBWO{oTtD&!Nh~jIDItMN( z4Q3)yZ*VSLwKe~1eq?ES?RfI1Ue8*$R~`<}LinwdzPR3n9EAi`QijhYpkz7mIOjGS zR5Qgz#hhW>VsUwHl+q~ND+F@Va(P)gS5`Xu(0^uR5n&eYuLF^wF=+tt!j)*No@`G*`t*>4P>v zRc5nRY;U4>(vHu>ZEouux@8pgM9?K1B?D`sLNWT9^?C-?u#YwUu^XPb)tcpimEDH=j zom=8a2?IU@k62Yss6;^jN(Fy+WKp5;(LVX1wb`Wk#I$+s43Lt9%C)wzkuh34nsU`v zXGo|^mBCQUs`}7S(O%)No)1mX-a9n-uOp@kncf+m?IRNqQOAZVhX8*%b~ zVJ^%;y_rYM)oNx@dB^ZL3vU7yd#1| zsB}Hnkk6XQ#{qVt9!r2}_(n1CYdQ3imXhV9M7smQS)U7i6QXkk(C$e#xWm+&3AaZ! zh#aP^aYq%mO)J}!=>REQ7mvmqi#3gudza*7W$tHhf8tl`s!1voqc=r4($VF8VvkEu zGldAbN*ANXe$OopWc8%mpsUdpAx%%tG;4M1+7OQ{+IovAD?Tc@&aw_;p0O_%(u#cC zom6G?44DWKZC&{W1gS<}Vj}CXUBmKD-&am=HXj324w3wyyZ^e_zMjH{(Nn*P6yWdE z?Q%)7R}`@(oQmuU{0u||qR!rJpXnVQN~DvLTKPr8m*c*s-xG{Igz@+r$2Y9?I9935 zyqa$PpD~1ieNuFWpPUU4+B00b-Zk-qrzc(oXk6sJo`tLb7@pQ$ZQOabVhVLQZWJL$ z&G6Rbo;twj5v$@KOG6XY*XI>}`vq9q0EZx_53zQ))YuK_XR@BZ7JVz zSr|S>3=P{7x#YfbD>Dm?{~u>x85P&>MN5lIf#NR3-Q5ZlEAH;@?(Po7-HR7@mqClW zySw`UZ`%I;@6-GASc_RRv*zX|xhFaMoV}AUESj1Gv8JE?9N9hLC{f#4*rJkTa`B3? zq8H;tC)R`9?|7Ury^2VIT(@AaD&`Xa{Z6VS!e>pvk7dzR=DG<7KCmvS-9 zrOLM_)t@#BZ0{2%9Ry_9tiu$)*r^U5XjHDtwxuU@IVOUF-_>Ef@bZG-^Vq9$``+l! ziG};8xvgqx^MH;FAg!rgsUD< z{wjEc&Ady_5(T_tbhbQ(&46K3aT>SMvB#*o1UCH`o2lF%xZ;PBx!(!G2ffzqsJd)4 z>=SbBVQ}lKw6P)JU5HTyGeOac1Lr8`h1oeb3wb?OJnayrUfC@5n!QtvK$~Ek4K6*6 zW|xk+&KK5kCYUEGr>3Ol6m#l6Otvt4KY4UHGuYf7)SCk;7w(@2c?^+x6J5MB)sbLm zHHz+zibgVHs%ZFB_H08j&&@VK&T&=z#~-X0WJzPQEv}xRm&>ipLX&Y&q+R*Grrdsd z3dOXr(cGGAr6cPZH6=;XjGeOnU=XCLvOY%^_+bZ)Tc3PA5>*@;Rs-FPHCd%un;<&_ zVD8))$q+i;K5kas&K<4GL! zI28960;YO0eFVecr>I-&ZVFs8nvgPp{Z+Z>TZSF}ULGcQ`ka+0+_Lm{{IRnbLVWkyK(+-l%7HBv#@cbEKKD@2v7SqW{MF zV}B{>K>p}9zXJ+n()9mK+N>1GLnZl(7NI^#hD6+U`!px{&~M+?vR$8Sdvg|9Il*e9 zKdqXz`PFuI02;Ik04j$B_4@grAquYEj1L+bz|WtnJc9R<=2|E@e2S4edXb*V6;a)E z5O;7CLMckuv}N!6)VA(clE*HGiB&Fi192}?d@*nd6tr5))OpUY7mGIAF9dyBPVPo< z0<^1bw72fJ-6I}^_{$f)nI8qNK=}Rn6gh0-Nyz5c~3=!nl2Tqi|_8lc^ahnpd zTD3umN!EX_2p{hRrsbPAv zu#tGQbPEZq2}KG>q&~F$AxH`$>l(|d%ipn^%ALPpYncsxWwHInB&_kS)o9q}%2RF? zy{>SM(XA}SN>Wmv@=<7?Y(2*7VccQRkP9P4_kw5@OI>bZ9e=O&9_KVYT6 zSb&B&2>CBAiw9*)z~l-F)Vf~LrG_p#&7%C3e0~Z&6xLVz{!{bfw5 z(v{1IoVBIXgWS`x{e{Ck`&BA64fVp*1+*iYpK`Q%D|egTYb)fKWIH}SeuThdAW>CE zGM&0irT~FoO(n$6+FL4QA=+@~Zl<=T?SjID6FhO>EBW8-n6rpF!ewA|IK%5erYi%Y zs0pO;KoPyV;LPst_^;(VwSXp_sxK(Di@>2(ZTtfZG=*Z^l7(opo*Yx)Y0?KPJkb>~ zaq_|Mt&;1A1)l;RdwA)wX~TsQ~^Uv^zjvR z-wJ+TjJAr)WGPrJ89Y8O;8*H4J|&7FuQgYp;Ti@I6DLxlv9LeJ{2ScN3e6mhoyBZW{KNw;#$B5p6-c%0(kV zk1%}BOh;9%louC@zHDC7!8)wa5)s?f(&x&uXB$Q}tOGSS#*2JHvMuOXIO-uf0VlQ3 zOxQ>y=q$$1 zWi?rNhK4Q@C$HPa*<236T=pz2&AUVLf{-6Ly013)0`AJbAm8JL_H9J&j2+UqY^6yz z-L-<)v@Bc*NKnFMUCB>>31er?5cI{*yWqQ~hKmhVH3bt6<_KnG}H<@h%%H#P|aV7|JD4%$Kb6s_bbAv zJQh859A~b94Aq5vsVd*-O1@0g!EQ=K9|!c4Y?uU@X zVzD#wbcTOnjGc+QOF?X;4ep~R&)($6HC-hFx8U2Rzk4~i}F-U z-X>=2MrZdo4rJPd=)O1e@WK))G4h2AuAt3t&1PcL7`mKG6P=&_C}n&_?jUtbR(eT| z^)dp%Yjmk)tKvG$W8RzhH=8{^yutO|sQ)y*2}I@1^RHcZ8{b$Jy4Re0zpZS>ULqZD z02!fX~0A(xc;aDoIt4Csde|BPVm?Swn3v6?Wudto`kJ|XtW-dL~EapTB{S_=$>`XFq zCRTrkLw~8MCgE#|SI8K^5M7!zV_uyE`&zyIDx0bP#B`yZehhWO)_8BGe8eTCeXY>z zZ)|(&VSUm5;I4-@#^c3mmqu9So*?#7^>SMC{7Ap#kur|q9YfEp=9L$};GM-xScG|4 zg=6f+gh8H9d~*C+F?yq5ULu~xqut&L1Zz{E+?g-Gg4jR0zu8)BMapz@V`rOBV#^x^ z`uWLUU7_i7wZ94$98*|u#La%rN2kiReEflGBD@5D<8`JzoY_p(uioB!Eir-o;zNNe z(BVE+XK}+u_ca zw7c0}ZmWIKuwiq^-<%Ss5Fn7cEV&`hUg)cgsQYmbbR4`R%DTQtm3eya00Tvt%1zJ; zZJ-%AQsiH)nH!v?e6}KQ))5mcIxyO`rHd8iue^(U~d8dF2xF$ z9E^icmO1{YtpQT>dzUyp`{1=A3was+oze+KB)!sdn|*Klj z<%n(hhXIfz4bdvqcEj2EGv1)iFX0Yr8Wp9D3t?o*piKBLvg43(6bAv6c>n8+tFNuLf;wVigRS`jT}Y>Gx`SW- zyJ#dBK^XJjufmMK{ju7=g{g`Dvk1_q|JT>aTxZA3xNH_iSZvIrM}dZQZ&CC&SfFc> zf(n_11pm~=)!&7!*yn+BMW73QB<&5fR9`II>#6BcuQvEXYgKxUM2xB1mHxcQ=T%?B z=jMR%?$g6XcS@LIG1^K~#)~%=$SNiO)giei`yOlQ3IW6xrRSK_wTyiVc{<;-4ibvs z@MzTUes_FF^yzsCqkovfK_`UF{fAidnNy5zL@~h>HKFIluCqQ1@qYcUG^#TTP9!yYRp^39!YhK(gA0+qzM^FGfUT?oL ztuR-9@teNJK+Yw!1l`AcBhFxC$!srlGEhI!DuODwnwaD7ph(YmR?}-8&eR|GreZbn z!^Qe}pzH{@iad#Zk$a?u&}^VG){FGyMvAg;1zh&WWm%8CxZ7Mi%Oxi{TI)tAc@Q%E zUkC(KgRocU_FDmrQj*E8wret|@YM{)5IEvjIYmjG?bnCJx4`P6%W!|SgZI+aDYiS( zrL5NZDF0bDlymw7x*M#~*saSI|EeA|B*UNs{|?MPW~I#j5t{M+vyCiKDuGSQQi2bX zd9)&uZeX;y=+*8Xh7V%Qp3cp#s3xLS=!U>EA=+;(F^$DCr7w1*+XdhM8i+yKRAo_9 z2QI_T_8%sVVP|?}J=%qB3J1{njC55?K&-&Z#bM@PgRFwhJ5lYbOwo`x`szdV&_5%c zBF|Dem~`C)Z_n}+)7bB?BNn=yv4LQ>)$7g6cop~MuQ7)e7L@=Dxj0TPOKAHWRb9tD z+e#}8FS>k#6MU7%`s|V`#yznH^{2HZor%WkGGbPzB;9_@g-oAXAOGy|#BVgdtlute zSSa~aD6w`Ch$^{08q=5!ZQHSj4AEUog@6Z=%+lzyO+z2l_|KCBgH2C5{@M8With&MqrxmXO64D?csbn-Rd z;h#XpyEkKQ>VA_r^qY|W3UVv}#1K#LJxp1cke>7X!2lqNXedYsIU8}79-(UUZahoL z=Jz!B#Ey-!X2#YYCWYH>)(4nScjFs%0&}d)2PSI%@4Fjs0-UBY{)#xCs22chtyzC! zJ8&+G?%8>!r(lMUcAK>T4xOrPmK@3WwdSnT*)vxl9!MYer81<2Y1^JyUa*nlcXkm5 z8pBhw;-A{a zBFoZrdOEWZPXpJILZ^fae8?*f4`c@LtTy6r>Xb^++VWM2lBj{BNgd32a3v*va?QJg zK|*iVu1ngM2Kwr$&rnj{;296!o5F1=8>1bF3b`6 z`)zr>Q)(Ak*62nzL&J?Q1*Ru#;1TIgmeTfz+kP6g=*`!b_H6sLfaaQF^sgV!&&H!k z<39wfEl3z#y>;;q-DFf^+Nd7gW=e9(f*!?&jfpjbN@hp;$^DCkXtcqgaj0#Fj)*b+ z@P72Uv?ZEt>q}|m<+k9J``&unwp39>SkX)Az1MKCcV5FOLo7Tu(e=A3#DIcL%}2)QLVS zGg*L8FF+J1|Vs$e1T?Y5`BJ@0=nQmWiU-VxM@NutH>4`#_G8E!x z>nPw7`4!^J^w7SWXWMjgzX*zq;2_~6GR+hAHtN&DUc5=Cn+l+I zTH-S>NHtz#0wxre7{^EBwpcWO11gLquZuv7fL^UfE`5AyVq>W+j%{C48_JIa=EW@R zKy)!j%tMWd?@jwsyBGO*c54uGCAqr+!XD*-4`sy0gF)GI}b2E7ro3_rN^ z_N49Q)=$r6%9dU<2z|t(9|*bcffD6EE|Km_|Fzlx+*D=>G&s_UMndv!a|K zhshi>p8%+*z$Cuzv6RsLF3LaUG-Z9pB&7QjFMtx)QufhWkkzktVI&vWLU@3>fK%J> zBz&c8-FeRMbj9Pm!u_)W_|Tlrq=VxXnx*QlxKnc2)LH&gP`sEEYQVKk`d*WGj*$E7 zk%R-dhndRkIfZq~^4(sKoq^SW{gA!7^!~u#(KTiQINM_LYtNR4|FjcXH{H(RIVS}V z7yP+ThUJpys#-UgM1FyaYF}`D8DdiA-%fj2Zy!X}x~Sxyzs13g8e#Z-`^fKRNOEO? z+hzbka~Pjq-{RuT#z4VSs$J}NR9OZO@7sUI?KVjb;mlz}IiBUH)->KV*0{BM!pFPx zBk!dH%QkC6$zi81Y``-gw?_7lkC??a z@{&&=1Vz|-B3VlYpM`txbfYYT#F}KK_`S~86(?+U+H%PBiX56;E<1D%pJc8WtJ6MP zT3{3nC7XrC90LO+=J?D8QF&G8mQ3gz0&8C|QREC*g`K%~$rzUCZvo)S-+P3h5F9m2 zJ309I-X#b$7cLN;OMUq;7|RpPfaT#y2L**zuIj0zv}rov>2Wm7z4~~AOR8eshgj0f z<+;fvu&KLXf%T}9sik5FjmAbCdj;5O_a#<>fdjWzg_R-&?QJ^T#{y9v&`gywqs!Ox z`J~jn>yq+8B;4qxZ)^zr50<61|0{?7lHiY-A!BGtet_?I>2xzEO zR%!?Cc0f9c-Dca&7G6b|uc(rsJTJQ-+#7sm;1Z+NAQ}#vr`1Vn+s^ zonBBdS#SbZFhOkB^cCyC%ug`|ENjl2g9Ql$&)^q)ZY7WNOzuKB-9)fphVMbm*u#HE zC6eEmtjf)FO58+$VqecrxggTwcg+&1t&K4@=E0qjB98oa?Axmc1H6RcWRJz_?~WdW zsF9~35W===vVlf2sF@zbj1=A4OQ{3)5JG$qp)_*4-J-Rexw>{v-mYBg+Spm;YMWf7 zL<=Y)2M8l!PvX36LzdC-J<~@SmH^IAL^zrrbz!8k>IAM8-~&T#k!$&mafwk>7MEba zG4mnjUGg*+^fg2DtFonO_yT&sxE6%fBbEnMQF#ne4^Kp!>XEtagAB)YT+U~|6(~BF zSFM~nzm%4zz2V1OWvjvb!)DO_#x-YO#{vTD!N*iN9liL}jZtM{<+x^pUGAidn%7#> zFn=qC{_f=CqJI_S&?%}9)SLMZS{W~5(;v~BE*iX5Dh4`J<4xw8%`SMKRzO}>a|*8u zJO%&l^p3ioT`2^8<3%6RFnO?28{X43v2gMJScc$fc<}XICJN@E- z`C)Ve3nmxgRDI@Pf%M#}5A4YIk}>by9#6<(ekaoVc_zJSgWc;f?+aQ0UF`1S!isw1 zxWX#m6y@nMNJbXcWi)fMdGY>=hmX&mU|OXZ7p1rYp%KecX3+zZJos#ysK2$?Y6(~J ziD{SlYk>AO>~FASCqFP4Y@HmVQ(M#aG0dT%Qel0bsNj=cXt76V_(|{bnVo<-BY2#C zc_rg%wwM=`1}0{9%c9{xXmbG{m;@>LLR~8JU+ggHCMw%dI$q@yrzw3a2rW39M;ToK?C zb5=&o0*?~&)(gwiqI3Bbsig@2a{sc#UVyIYDf|<7Ng|HB>CsqhpBp7IvH{LJrQ>YlRt6!NZ9w{E7n_QBmDn1&@LgR2`I$xb`!4B1*H%0$aefcN1V0}5NS7`DH=1(~ z&N?p1FCVU&qpe>g`FMEf9JuY4sFjKzMN z68P<~9|eHVf&HQWbmDl?bZ9Rre^ve54o^b!G~T~9TO}YhV*9olkN-h`82BNSACYQV!>GX*-zt4C}_3S-H#fD~c-rW&wwfXZUJ z_ei9XA4{DX+On-)KyztfLv(+rLh^a!nD%QNwrm${&fpn#*aZwUGG49h87HH(^m#%y3tSQ`}%Y2@NUroftCdxQ^K0 zOL4UF`3c;Ci`C6nuQqtnzY7Amp?~gNX^WN21HHsYHw=*C?cY4YWhT-dm0ITUFHJezg+POuX?sdJ68q+YNH| z;zD}VA1noM((BSjBpKX;xx1C%JUr2p_coduly3%b5n}*!pVS$$CDoEUJ!g*has6I% zJ=z>e!ku7Nm`R!S5nqY=>I7W6Vl8~0CIs8k*YB4aeuBBEMooCNf=*j1mK}8<5&Dxe z${>c|bV1P2EFR=gy45WpPB*rj9H=GA2nOTI%%*Qob_TnBz|pX|ovK~?Bb09rG184M zV`F3HkRAOil1Dbc9_B#*aQNiEVX^kxq*~U=AHUoA73004A~NSgDuW)?xZ5fx-w^qy zHkG^Nj*GW7^Kl(h6_%9Om)AtOPQ**uH_|XBID}v7Y2=5kT4yi{s^#uC8QAQvr<{!) ze(3;gM_5w@5`f|wpR_)h*B1Lipc7ofA)R${r(*H!uL<7l%1v=wOJW{N&5!~Ln#C)7 z>54S%rj#b7~_2k+nxjEtU&ys8@ZfC0o)K2`- zyJnV|>pq-~9}K_lf$MXGN))=k-$}f!r};+1D(eNH|HwKgEt|$x=z7MXXj5H(5Tz@g zP_x?LZ%eM%`l{(AbAWDoqxT$%G-22pH<^L>eo45`>B`>S{k*2tY<6`>f>Vqr)t##? z!fsH4&^w$knSMmdbHwz#MR{%%1AKr5k*mY|;avX(-@^Uaux#8yhvgT7X3qvrofz+t z6uI}8{;-tFbnoYWYc^M(+-7A^I_JGs#S2idu zTWNwdKv(^` zW0k5v%!?@5)|^ETTT-OHNs%>RfY#dulf)#|P(pa;LxyW5Ypwnc4xZ+kle($B3xlpN zM_rtpW`-m`UCIa*KXB5(yBvyE3v)cHPQ9x~u4$QYb+O~kJo{a@b~Z8G*VN=R_#cU) zwr?}9wrfMrlF7284|&Lyk$coXxIg-p_Gj8irFMt~Lw`3e>@f`s8TR+!{j@UF%|)ND zd1yhvZVo#j79}v3L1~uS_p|7CTCu0|v@0h_u@Hg*#OD>d%}_%2>K(#&$9%T8gWH-s z`OcSP{+E3=lPFYR#oL4?jD!J>=8$;&mZ|^vKC>Z3;D{|9Bo+R}OPp2adJx0|lAEPB~U9 zyVnUBvWynTW?h{axR+7?E!w+Aa>zW&W#IL$=>&Rc(^m?OX-^HBMD=@Os-OkLA~Eog zI!A;jj#cqpt+)GYtXAv}^@**w#7ZI9f`(w;uMgbUfKq_eTe{wxL_joAv51wyP^@S~fqcQ0&;mq^n_$jh$d& zRjb)*3mY@5)zFW&ItT9y3#~@|68S@O^l2wdxQ*V`sf~<+R=ABhR;Y%l`~)j$NbvgN z;U#}hSH!pG<*dS2tWbpP%=E>d7HQ$rSX-BHI6hW^cndq9p*$_*0Hud# zMf_5jtK!wF2pIaPf5OhF`AUxP!xq*ehSqmIrR4j9CJeK^wx0b1NDl(wV(ea+RMJ9) zhA|8z+n5T&oP6-wLZqQNq8G1ZzaE2%FJW16s5Vb6*;r^$YV1E!&26*P35SPexL75N z=!^>}KGwFVGf!wwgdzREI91FeTjg{;jtYVh8c8E6`iZLMSTEU?n?p)q(Ya?#kozn) z&rUnLls5!4hwt2_mOir!J?!R;GmsfpzY=I!q&S3pqwD#}NNnzw~cM9~Psm^Z4} zTw_mOUY;A&i1Z}$k)?X21qJQW($2V4os6>FMi$BX>-iiK0X)8}5KNs*Tv+sv0u`kZ z4>dmEzczC18w`XQ2PR8(EWmfn3SjmJusNq5-s@a1{WBfSd3DgCEWl&eQ7-v)-}UfQ5iR^L^9fnYb86%a&9g zNPDx8+`5Q;u{&Ntr}gFOovap|(J-7^3v-ssZt}4uMDZpsjAA_B<%E zT_T-^W>}?XSkD3t*MDFqi8H^>3DCNSi5D_n_sCMAM{#F%T=1z;*>|a1aa*EB;J*T- z>iK(8*MiBO)jQhK>r5AN6Tj|-F2Q_|h|;^Z#z0>b*Gw5j(4Amp)VKu99c^9 zqq$)QC{kq3zs1}(4FfpdZ9WwZTPyD@FQer=CrYyZ{^UxsF5OSVlSrEd*LMADGcVe4 zhv{Orn@Arf`^DnuR-FuefkVsqaF)m$KwO&&1J0|8)~Lggg4crEq6CYdkOIoe-cGGabqQGJSCo8ShHxsGhu zvz@EBkof!@&zh~S3J4Pw_ho7-=h}`M)+bCUNl2Z!wv7vKL|_G`VGvh?@9M@}&6 zY%pP3AI-Rx3Nxw|#AUF94WEQ6c%g+Z<1A~EPeURIz3Sn_w!}o^oxHN^^EhC}EA8CX zarRvwXB47d(A(K>i9A7E(%wNc;h65(rH(A#+_^6I?%&QR>WIatDC5Ew5{o4Qd#D+d zcX7H}G0EA%0L*1E<060RR)I6B)|JacF7?tI3!Q%QSMrEw+29^5+E@$!+}RMDZ$7v$ zZc9=Wr%P%>iTJ=alie(}8`D|qDSKrBE#0R4e{VAZx{b&eO5*OA@wKK!>(%yWm$sz3 zm2J)-#7@Ly$j;EmeGa%hR^Wi(DuqiT#Pqlg{2Z(|u4T!4-+<;bM%6>T!R`H*ljBr; zj#4zdLrp+-+jagq9pQa=!SdP5W|qR-pHVH{2F_2Zh*wC#^;%5vV_lnf!dM*{&L2G; zKGy{eJ$&?)4@X2a|2B3hth#?QZA-JWXl@%v=sDO$8K!o9Tsh@po@ToKCH;TadE?{+ zqvJu<*B|-dJ9)x4D{aFpd69Rn>CxUEsb1Z-(tQ)~Fgx)aY}qQGo1AULyr-zjg_xk2 zi`I!|rRkg%bhg?NIamLZYO^r=cg_J=#^q6TB2@uP0!pqIUmSww=U-emgKtTNi=h~4 z1M?KYXRXTtnK)uU6~dfw_Kdz064rA0^ll5vVkDCcWrlJoD+x*#=02XxRy3e|hkbp` zuU^%}3IJUvrOa_XEvau%(?5}QM}Xfw@m!zyiG}qu84tT?J9)3-$T%?`{xz#L(|-@- zzNe{AhcoW`=a=V&A6IT$zZTXj*-f5RP~+)QV=s)}-;iYmyc4eHQ6?DpU_}vsI?oKJ zO#5l6A&-~x%v;QPmVhXCVg&z`t3%JHkJiwgS+)gHa#{kYGRcw|{3G@0`3Gm_ILUKR z!U}IY9~xs{`M#JO5MmhpUJQT)8?8#b!FrwoPPS9w$pv($kN{|3oM~DJiH}x=D`V6nV?FkoN`Dn6YjZNWJce_8;qRlRqg z0#dmLg5!aa=P=-pv}0~H3euWYh_W*CBf_vE@1dg~e$pwonSk~QU)+W9d>AzIZj8L2ZvmsN<%04(5<~== zk(E)o$;|leh<$3bitF1E6hGsc4a}jdK%6JfyO2Y2Uco(I?~{{moA|GB>B&uXThyi@ zDoLv*Sk>My(ctS|bq5m&;2zJ?%Ms(v=mO$}ViJST$oaQA#0Uc_qL(Vay2EHuq*$<( zn7LH(GZ*No`6M=IQhu~-f_5@SsaM<&_@N48)xW@F_5}wbBKO#JFBCJJjs^h1t2?=7 zJvm!nZLQpoYUFd`8s>9@+e0cHki5V&_jTxmG`hdD2inc$E~#Z9bhodclo=%pepbPN zfTyiLdNvU9M1OZkhvJ?!V+Nk>RF>HmCby*ez<$WA#o*X&G`1Y^+N zRfUe6dTTV1yw}_4P42@Y(OpgnoqLpcF=N-;#n#fEn$A%-Xdgb#v)CVzSfiGV+Ot3x z`9eKSo601Xo8S#WvU227rc+yjZ(-A>XQ!-}z!pn61*R#k7$>qTWBni)AxmMv7cuxx zpCQJ9WkL0*TbDx`QPt3Sj77+JY0KiCP9Z^ApRxrK^j~(=*N@XPRt%h64Vt-Ba2Jpb z(P8v_+WB5p!lY%BG3kZ!4)Y@GvHAgk-u!9lX)`uV>H?4}{VDtp6l%m3XH?qR7(pts zkS8Va%bqhIW@D0~l%;#%V17dBS0qjPsNcPrrmy1dv?X-i6ryUl^|j>I9Zioa&`w3j zC>%Zsj)@&^mqI5WPL%}W8>--4Oq39rwURQLzx1pMnr`Dk&r|{VNSXJ~ojkj=!|d)6 z4=EQ}Id#P>-__~4c7x#Lh3$m`1VpE*{on>$Oq)nm>g5%_7`z(B;BU8gb!7xavbuov zhn?Qs6m{EJx}8DOCghib=wIHfoJ32)n1%x|AN|8Y6R~NRJx(Wtw93e;rZY!MkL5C- z_MB3ri>r5hq!(>dfKd!-k?jpa7ul}u3RgP{QgDQmUequ3RFb0@!` z;(u(03tIU5BHj?7mSfb`gzHSjuH)5H*5Rd(hoV_J>@zanbjy_p+|;b zsr}FIv&c*j;B*f-(H1^=w$dgm3wkSuq%&CcRf*djcM*`NXkxVUE#dWE$zgzYJP5%l zmK)Qw+8i;Us}d4-Vb{{WTwH4-!=$G)8Fxlu<4aFRdyCR#K7{N}3COv#?rq%K^Oje! z{h;S&ELKBd*sHk={u=qDsdfUAKE3 z8QPJGq1GeTR>;0k`Yk?WA zT5dkYQoXGv1*6W({$O3y*g$=V1gcNqOzavZG1lOjH&CZhhVIlQF=wgeG45{7&ELY% zdK2O!pa<*3b?x^V){90H5>=P$-;Ob&ekj9;z1(9~O+Bo7Im&oQ@b z`Z#c;!3`K0O+k#PCj5tKg6I=h!=(u4Q6t0NRf?}}@o@md#5Sf7M6E&_O?*)`U*H`7 z#IfGiuRaIk zYW8mG*F_`!&tJ@_cwdW#_s4o}zFFjY`cmZ6hUmk5V;wyVmd7D1^SedZK@C8yQZ;Br z>~*Z69(_VSwm#i4S!aNC~weOvNd*Ppl(Z|ch4kUHD5Gg z@uAV+xh3|AB{tXw2_yy<&z#Wfz{Z6TsNtrK)z%>m`2IJV4y6WJMgUqbs#JF7S1Kf5 zhbVEGEgzX(Y?{0XJiN=lE`p;iLH_v5n|yds$R3Aqd8k*zsBEr!p{JnK5A}~ z2Yv8P+QNV(c<|dwWu3zga$^{Y-&7z#N`_laKSxbQ-?ZleLRhT3^0N{3Cu%XRajz4+ z@@!AAkj2+e8t?7M*AR%|yGpTnF?}U@ zG`kMtOT8L*@5VZPbm4ql8a}ODKOW7o&y$O#YHlGevY*FL9K4+y*_ljWe=K9xN$rCb zG~)thSsD!n9_7f)Z!e2T7#8G%0175>Z`Xj}BmAKMxQw8q^23bR2*aoW#POQtDgcu|$%jy@B zbrRc!5b;38QOjXy;ZqGtd9*(rP%K?%#I8LqM;`XjEx#V}eflFwC%+{0tAGIaf3F7V z$1j$bmm5Fmg7a>gf<)f$&mHabe*^aO4>v+t;*d!VODg?K?2>x=<$EYG2LvXThqrC5 zw0U}WxE-@x4N_L>k?86=B?f0Jri}dbjM7+yn5UlTzhfRYO%KW}Dj6>$lYgX~Zr9Oz zQ7t|P2^u@j#rq%5jjIf>#BIKCvR64*n#dZUZ5hd@iHx5Te@`xqteJ}MVXbm*m|R%- z7y>pi=xar@HbprBtiuD_css$`TM;Hg3;E#f4Mn5+{Oxp_ea=<-`|J>`DsS z-aJ4{lZf;u&cM-}YCdS6b4oNF&EbN*vf0v=T~?p+8$Aj!H*eM7_ChpyDFSKMw> z|MG4Suh(FGba=@5M4+4TcN)7WfJ9}^lA7e^sv1MV$RVKOWoTY|_$o1Ox^V4%fSOn; zv7Fiz`IX9!`RUc+sYtvvoa;SOtR;S7GPD-`! ziDR(EnisXa$IGc+dXt#tQ(aSzzPeTXaxHe^fj>SdfX#H{LGZhkUd^-Ur3n!X*Ml={ z5v+jy59+QK49xu2Rv4%%@d?>#bHVI*9EQc3&)sSiIuv6+yQN*b#E zh<|v>J{0l^0oTC?@|C&gxQ|r&o$|3qeDhG3K{)XxO7&O%5pm!fNeAm`HoTRj@`;J2 z?WYk+uBsCAht>z~U2inE@`{SH3s~yguC@7j71(c}j;;g)_4F&+BKYCI(1ef~p4@1E z;p1xk7_$K=^M?)WA10E`+$9wC^$&x>dRQPiN4_faV({cDjZ6DCctd8k9hMyKf%# z<^v1~=^f_+^FrD(;`#$b+X6EX@tNZs*1sZ?abCG_fdU*5)KeZz#ir60vcZWsP;tFn zbJTpaI&qhByos;6y31A>rBNlq6N-v0K!HsR0DrY~=fQ0j8&nMB?L=_3S(MHR)Gj_5iL=>?b7e9zRJp5Ym9sR9KEwpXrPtH!=MYP9e&Y@lDb{jxl ziF4U@V?zLiw+X3-c}cgK1BNORn+Bn>QE@W;H>m(F9v0uf;aS`mmz78Y$~*1b~8)@+-cuyvcgu@zdSjH-Q9W0Pg@;*wKmIu=g{RVR3) zVpT%0uXwU<;O%8L)k9jR;eem%s*-O6K|CODYz!k@`&>$s89lcXj$CBQcnvy#=q;Kr zRb|S&!wdfO^maOj% zsRX~_w-D!lbX4P=eC04)uy_<-aW@Ge6X08n+L9qggAo|qoYGfOB0u6=6ak#?la)J1 zB2G@t@t*P9F9`ivZ;}JqvFR@OW!l%aOGGTLuwde3!b4(Ut{8)nzg*D4nyQN8hdK0~ z1#D(F-XG&3ocs;h)m#1wsdqG7CY1(*CK(Xsy}p+(J&wSGcc~I;e$@z6ek?ym*rmMQ zn-7oQuLjaI$_(QHRWOZw7zK^&t4XMJNls4ak^z^M&ZLdT9!oI=vDiFN_)$wIF}|25QpFd zcSr^aE+Ne)gG+EH*iPDRh4PT|0#}xc|I?xX7FrQ5TbE7%DfT$4@Zt2{bnt7bQo zzEe2=ljto9Zx%ox; zaa1`d`cj9p!%jvb9ze+bxx9z8rCn^{V@lC((G z=tsAA**=nnNM)kYt90CH9(CS18}5&+t)Y?#cp*%K4d?gl50~5yV@+W#FM@G`lTu#C zB{EZaFPOSET{+FdX11Mt^?V{iZyLFUL9LPuXy=1%`R*SC6aEt3<^uZd1B&wiLQwZi z1b|l<)YKMzClC-(LlZ0J2H6mME1lou4rQ|bVB1&2@;Q?TIK>B2B||efH4)6<+Fc{2 zvt**)?fFW`E-WB(tI96(aY=Rq%%%E;4D*>$3=l_~PR;a0Vy!$caEpr&8rR`*5TjTU|CMkHE`F8e?IcNF2#zXz)LC!KJ9I=MQ?mF zI;0Wu(=}l$d(bV*-IvJ&CASmDP|8x%Ih`ld&d}nkKdit`bhEvWAk~O7;*%#YMv(?b`K=Qyon00x=fhsI7En(xUu6D+CKFN0J zBhYs{j=eoSclrmqc4kjmeflzE_Uh8Pb8Pw7P2V82yy9zi9-D@Xb{;X(}Y&D|S@+@dKY6Eg5=ZLL-yz5z^r)1PM1{80cQbZ!VS-tv`I?r*?Bk zxAwFvF*^?nW?PhK;R>e-`^3R#7RMskmw=ZNSNaaySRX{Jdsb=VGpC%sRM*;fgS{1LR#_cFqw)yHs z{-a_d#bB6>BwL|@;-EcA{~e<4KXOT3QHxjUwOD{*@vZDnrm zTa3rUH;vRN4eg2ZIe*uCsa=Y1d}Yro|Lbz&uKfh$z9&)foX^M;*rZP znoE#Wjb_^V;nE^;FuP+mDX7OqsKL7Bg3T1sMU~%xKhpe= zUXeSA!lcHNtU}Vw8wl}!iigOM`VN`lW=sT?&(ZiNE4^`C!E-Kr083RET@jWc_}jXrk21eBDR-P#QY zHqs@lB!>JXO-X3JGY-q};hSKl{2fx+IiQ_QM&;yD-3Fb0lIEF2Vl50{${rE`f6jnf zj(>MPd&%M;n|7#ft+81t;Q%M0i7du?VaDj0gXNRU%^KlKvvywKWA;UHLy4`i0{dd0|)PQi>{Y~FLahW=b z$#Uc4(^p?i2)wGoH9PK#5;h&QTE-QD^J*+p;uNt^5! zI2JDW7qz?%aGs)3R#bh>Vj7jHl(|Q>wE)COTs;a z1@L^&Ry^E0n* z$BPB2s^!&LrNMsnhLn78^v9ThIPYMQdrlBKlM*AOCQQJ;9^Iu(_giRYvkV~l`H-5e zNjFdVo++ap+HrG%-R5b$@LPx#oRLIZM~~V-bJ0t{brd_2G%Ak7@0-@+#U0!_XlkSj z&StXcNNVS+M3ZC5Zy+9-Mrv(8fH! z0)A|XKbU`*dq+wM=sZ1tiL<^>C-|;A!Y?IfE7;h^l{Tn`MU_u{%r_kGoz@1_MA0`y zB6J{3k9Ts>gj-`ilo-p<5U()I-22Jc^$uLc!Ljg9F!_z@F9Z?w?@$>b_A+6Nt{@HK zOshDX5GPK-pP$_!8!7>Pkx21OpO>UJ^hTBLb?9iB#YNRr6yEyZ7PUDAbX6Yh%a7QU zW*+aBsN)C^m4%+$Aje>lmK;+oHbt`fhA|f4Ns^&kqDdwuztV4cr&ci0=nRuS*R-d2A{OT#dP&xND7+>NT_?s0_T#L z8Kf}fVe?~YA5cM#Krk=G+;z!;G7uAsC*1_+sCz?_8EUZctGzMtuCY@_!yN_(g^XgN z`N2w52X_v-ywQgeGv6AbhYm*O4-lx|;=Jbil+9tpKQMtc`Q(W_J4?ixsFPw>{e7nS z!>C0MDnqQu+#aL=^(|0B%#Myp2|lPhcA|S(owY1i>MOMuh3T@ZpmWvrCB6w$CM$3q zu?zElgCmaZi3km%O3MxD>$Xa9DepMW+*x%rs>--2h{@WS9j5VQNAt?S_>5xetD-(o zQVnV``i+;3i!QNtdqm6Fx}B0&9Q3V07&A}Q8mFj(C_V>kW; zD`F2IDGK?r^XS=@9v#=Ibdd%N(>$A#S2;X%6G8caj%QfUQoF?6s4snhY(;jNq@=f& zHM2OhnEl&3=z6J(<5E_iX;V`;{ycPXeEL&2`}xvHR;0Y187h7&zn+@u<3h0GPQpyD zbb~on9m8!n;Dejp%*prS#O%ar*`-04q$~6ZR9PhCsQm6I6KnHvz57R^E5*{0wa)l1 zM@#G1->HiY%yKY*C1>_?QmW&DIq|^UhFHLRdws77PopDP{2+iil@W(>D;vWj;7sR= zyXG?$gEn6G`lXT<(;!Ji(srB#;LW>I+-*!hv;S{k} zOrJ2^4t3W2LnK*^cHhsLZu;3IO?!@q1_VyMK|Vy6Vfs=PhMSE%OB0wA%m%x$F?$JH z86$b*rJOgW!g5@o$@2HL>c5(u2kOEc7M8;-83_!~`!_;S-DbSQFLL&Xg1SC0iQ6Lo zg0`w9D4aL#Lnr%s&szM-SPQ+U8GH5U5QeVRHmEbU&#uIPDNWK-7yf4kB;EVoBRTDc zBuUo91R3gN85gBgaRf6Vb}c4IqoAR2wcwmYdIP!$wpzPlAr4|9SK5FoLnL^10;ZKc z%^#5y*G@7DHOe=?@Og%AZt=9&yDD^fpHXUK+3X!(9*p$p=5IIRGd0B9Exp~d1F^X7 z?zcv09)Ciew7B`p-$uC8xXld=xbiT!BeUIxR1ieU*;&c_hLzsvSt zj5$gg01NR1W9lhg=6r;1#nML_rx~ka;Tdf-S5UQ(a7zyH`}<{Z6clr)BjsL1Q`={^ zOK|vneR?i-&O@RFNK?m&zFWxj4pHEHXJ@AHh_qLz&V3+Jt&kL_&(kD~H>lf5l=o?< zJ?w(8vXE*wHuNbF>I>-}?|7^b-r4pi#F6OLqtUpAdTz)Lx%v-=K=?O*X?nj}f0bdh z!vvbXAngm(Yx_Y%Otdf_X)M84Shdn0kg~(nqd9CdZGM_=7iLX)FG&xbm32bR&&Bwy?= zIBRGz4`|H@HqK$)LFUQ(c;bg?Ocll7`yN(MVpBqQ_1 z^$CoEJXPv5KQgk;UK_sx3#<+eEj^05V<7TD^b}e-#oq9r>g3|i1kTgEoz5f8cWw^P zX0e+24yNVcD9RxV?CH&wWP^2>zulO%Tw2Zj*Bv<>vMEgsZHBI-iyIjk85rq=h93XN z1=t@W><%V(Nn!ZCH(2l`?2Ox zvuA-Pmg=gJKWA!HwyIp9iN$v{8|dzAW_B$EKoc?>%ZiOz-UmzVa$HGVo$rFqiaYc} z!gV!Q7-2Wt>CbcgA6_m|IavZsi#cbqJ56Tl&dRd<)w%cMG3^##(y4N|*(BLU#BTwn z1!8|}M7%_V6ngQQF-}3}9*(Vf4C{$qu2~+}D=&CI3ge(3Z>{t+9&Y>xF_5s{6MD~! zf^pH@O(v<1b|#|ORG1x+6&^lL{Tp0y>FdgpndP7z7~Uk%`e54e-qa9}t|6<3_aS?^ zM-;)BeOt z>-5s8#x5r6BApqZUXu{!?Qef#>bv7fC5fh+3{IlSmT%)JNSsy!yWV_>8A?6R+?L4DRRx21g~Nf!8);1ZBe%}M-PN5ZTYd$Y^_0O$WRbqF<*whMcudsp76l|bB;8-A z+ckxsN#^~-a9VgIKR$JvTweSd&n;FeV}~zVUAu9J)oJHE^}Fo8`&2K5ti;j<@^93# z-T3-_PF@PHE_cycKS&wWwtfEPSr0J)Tw*2{L4*6A_no8^%^s6z?Cg;@HpxVzHd7#@ zfQuuAxU4F+&FfznJeb(HA5Wi&b40|4Zij4_KfyRv zsb4O^xJOo&qH9J?Nw%%;|7AnjcL7}4F}pG{Zts#=L_~1Kgq|7G2MEX+*5Q^vhGZ?( zd#Y8rD723Nr#*^NS4?ga^e)pY?&ywKqAL%#6%`y5zp44B4`TpS$++^P+ZUGt?zUU zNxM3&`O^8Yi=cJ)n=2scs~9;dI+p`^Bdk=;++PNUO-<;Gn*h%0u3-*08}@(zsxjvS zRF9akO`$tnrWlg|q3*)b+A@7ki6zb9m||4UFM~=uJ4p%shUOU23*1+QKym3TagM6( z(RG{^WgZ+mAsvF#vP&*K+!E&xU-ymmO)tex{0CnieaG$=zmFCf7>Rzbu_hfG4()j| zHhyE_)OO&aw`A1qP&^Op+;pi$zHK}_C}2(_*X&kh69w*G+;zGo$c=6O#=2TUJnsGc zZ-{@52Qk3n7t5$*3TK|u_vd%TRx;xvtbDv`ly92n@@#d5aY-bz>lNu<2Y!+L8#z1X zJj{@BF#V1kJw(&RNTA8Zm{sG78)3=0WHG()Rz{10@E#iLvvx!1)pc}V>Gqq7;PL1R z{m|5YLuX+qsXI_M?C|vZtWTsl(n0s~3u4^L4zg`ltu+RimPCN3OV#PEh-Z0L89ubVu8FxR`AI=A2U-yH7hmT1V+&Ed)C%#*);oK&}MO-%BD@;+O}qs z?)E*my9A$+a!6n|zwawx<00nyv1^>qj3-&{Zj8%{dx<5r<9|1oLDmmi$B3=N~AF++(hX@L}Rwy{B4VuzQUg#cFXeT2-A*qhu=E4Y&WFy?77u4hw5Lr z6Yw$h6{z#)t9rbJuI_CvoP4 z+EaaMGvkL(a&KKJD|J>w_;sQ;JermpjBjrIRdp2lE#)H!Gjdy(v$6}WJXWn_P0wdO zCt+lSt6hdMdm}QS@R^m5vp4a+s@K^(e(_Er?5qy^QU5i6z_UNV!HfrSqLVP^JiER{ ztI(1+>tD0tGL|m<66gGe;=sCxgOJIZ2CU%IXtZ;I857cj2Ks2&%n$y_IeGjG>IOC= zh&d+>Ys5{&Ipx{5%|X3pDEB{LLi0{K#Zxz7POPws zy&PmgO|3@RSV$nw%sO$?yp5g6Cp1J%G~cal_jPa!In8gV>_YOs0rFGU5hNY4zt`H%DJ1L) z;1%qCR=ei^@CW-kPW7*-7g;bdQ@|0zD+vNUBSEB3%dp09==2J5xa%1oH6#u52gbB` z*DGhSQk*;gGlCD2=ZsG)G3Y}(X!T~r+8^M5=3E;o!jqT3`qr-iKk@9gzQLSx_8NZ&jMnRbe!qMtmsdv(kjBu8fX>Vh343?-MG?SDfcGae` zilHiu?)yDnj$rwh{w$Y!ErPJ7vX3+x@qy2W95FHQX|kn$2Ay{|#~6qiSAcdY58^Vh zq|?8Fa7uFg#L!o@xB`v#xBMP+;)K@>=y+gV0t3w?+Sq9N=rhW5+)PUkj9h`xQ4_`C z?VRJNc2og-w~#OnBxg0pUk|&T#zUET(G@|r>OObShBilBkAVM0X_if%nuAsR;X}~ zq^nrsNO!x25OE`GYU@$)xVoc=#>>XOYyu#4B&>3tY3U1=uENc0;Ym_B#+3Y{DIEcQ z%IdGuJz&+CJQklOhx|wMm=r+@C@{tz>5vJGEkm{A4s}CgM+4Vp;~U)Cfq+zPSunf_ z#+63a|83Hh`OtE+BgE^)94@w3ws>}LH~Qr<>;-r!3jVpou{()7Zotp&g;y{L&>N5t zfE;mt>gDl=e=p$^Rv5)b1mTfy<<}klUzWgHec$Ki>-w`{UD~;N79DIoPdocB+5LFZ z3z}5=zlObi1W}+5Rko>8Kx|DNV4FdVK)2(h0b@vCqnsx>3;R%1IpG$?Xx&-z9Cy<0 z95OyN27G>wMZDNR?q8O5I8&@P0}?}r?(k8|chhCM$c# zDolYee!YKH%1aA*M|>lv_|7UMqpuD#!)_#prSVN{s84Udk&3RGBei&B>aKeuYYvF>8WNReX8eY6UcVvP5}j$`Tu!+ zUJkka(4KEYo*UueCvgD=Cm~^j#4MvhkIn5bn&Vd%QQO5{!1_Z`5Z~)+j?Dch?q`i> z;m#-1+{p_|gCB~s5uq`nBW85p;vB2!y*yR^QWrl(7ldo3s9#mnY$%Zxm015IrA*fP z>QntcE@nXi(s>gTc-$zQH7t|*Yq-7sQHq^u$j??aAY=Y_75w73WFH?wQ}PN2PN2-F z9R50Cp#U8$M50@T{nTD2V6}uA^Pdl2X-BYWXB8T_2+KK&^?x~CCYmVk4AM;3IV0gQ z?j7w>Ru+n+p=FgkKdY*;_(o>&v@F&XUk!PeA^Q$nwfc}``uoQA7>q7EdK!3lRoITa zhe^!sLo;S{yRO7r+)^U``rSLyxQjV)Ze^6?nwys2V0FygysS!IQ5`hNFJL$r`pfE8 zaa(d&WJ#_1pBpt1D_IrdS?yatlXKMYp+B5D-R#L)?4xDKRX)@_9cS_`WMZxTLwUKw z$Rx5qN=lImR#Oug&2U#aNjPboRbs*=uU!6oGaN>6Tiv|XcmrKymAL~aMEbu*gU52B$`L7=iliruT$J0`W1`p-D*d}g@&B!nNFHWTFkkqU zAcD+0g0SDeb0a>)Z3Oy%89t<~oZM8eVO%!&lz$NOr+H7kVJx&;U`hQ7+2f!_mR&43 z%c<5CbbDMU*`X3%Z?Yz9r|P6@qxkcxAHKoHZu3qv6s>tEO~R`k@VfDv%Mnu7p!w!T zy|}9D$^D5Vq4Kn_$^W^>Xs6!6q6%aK&9x-iQ_+B)%dd@f(<&c+-j$$5?!w~$2qZemj~x<4o*1%E zb)V3FdkV=f$#4-p{pBZtnqP+HGKFXRshQSB``1j~M>JJomK5}|q3>~PNBNd65zmdF zzgnp7Hj+B(tBEVt6sDgk;WOiiDA|viLJl1qoyIe%Z5_#2^!0Bfo(@R8TuqLL2=;-3 zd{0N;KOYxw{3#H}eRIT^M3h0g3lpY+HkFUJJGpW~#sTCtHWk-?L9D~(`@MeB@z80< z=}^(J<3sH?qoIy4IyV{cmylJ%;k$N0pGalV)9O!;Wx#i4O?Y|U z%%K)_yNekc!M!DCOnF|6^$som%flH^FL~vsYhWPWMGX&O#s`rZ6k3tidAl*@Pn<;cr~7oqv8O z-2kj&Kw&}5q|HeZ+Z1V&NI|~E#_vj&g)sf=H*@QWA~{nxZlb^LZ#!=%IOkE)AvEdI zA1pcb*^sXX4`vRBLj|g^V5L@Nbx) zwSW7uf-i_Z@(V+Mi%;(9ggQ>Hy=|Hq4Gbq}nQOII+40s)%F~H}I_9f9+I`9I3pR80e-%3Nb zm_Yv>F97lFZzVI5Ba00RjV-eMQ{ui7g7YS$Zxf1s5{{37 zB#soGZ9%h&e57TU_I?O|gN%kM5^p|rr4oN6%-`Et8xuVj`D!GdWvBE!)YLUp_^|@s~;&p+EiEk?v56nUx^6!a?u}%&+zc z1j#GD7gQE(KWGzqK40>CKW^b>deR2l231|Krd(>i_;|Qbo0zLne|>xa-kzB8(k|Mp zNg$wcGQvFBPu|F+l6N>96W0D)j`M#hIDwpMuhO=5Rf37#O z$d&}4fN1cT_=z|GfbDp|w(04~nn&jI`HK995j#=Q8@A@#hvdcKwac`Jqs1}%Tj9%j})H7fh7YKbqw|xxb~(cQqdlI=+QOLc>{qm`?hrO(_erUQ25)|6IdJ7kh$(IF*(W*fx%e8DE z{DL*UNR!j>ICC6Bgav@iM5s}f zHTrl@`fioN+kka6ZQ^cITu)90_cHdybs_f>qlT_NFQnEYirY{UC90w>s0JCcKI;P8qd&K|=rb{9U zhoi+ggxF^jY)ej|0xri^$cr0!1wz=7>6yFsaD^rK7-u|;WiHEGF52U?T$p};En*Hb$BqSpAgb!1 zlu73_H4+6it-yw;AKzA;+DFrpZx>tKN3z0WDC`Y?Y&5akuHMu(oBaHs=Sq9f z8W{!fqkL&i#EA7yC7VC#m6gf&w6oTi8af?hPK<7tKN*wt{S^mAV%C?jVxf0~01hIY zYSikR9WK|r)Y>{^=9u*&w%@NO-pqun+&xd%^0(E7=XpY<$59kdD$bw-AeQt-L2BdT z@C2#3A9UNiL`3LPf9OfCbR1YU2VM8sl(ZVs$}TN>4ssZk9XN+$0U+}{7|HLqe*f=F zs|F%I!g%z@d036Ukrvl0b>n7}DLn{4K{WPza{7a0b+xrHer0orCU+^o<97Fzt+rrX zi-qP3UtI&j55f_XEx}9HHxO`H?X-k)9=#ca0R$PBE7VXEtT~f)xi=j=Y$h32@a9im zy-ZM+=DwlM81ZXf)p2su^D9%`_;sp~?e6>&(OQagtLD4+uQ?y;HW_4h>uK&**(!T> zP;q$PjC{@Q{UY^tgNMI}Z?@lQAo)f5lSWN;;1gScy zesiFCzvel-{|neb$d)=ICWQ*TGx+)ZJ*FoK9o5}K<67}2B>W*gt2~m2`}xPcO6EkV zdnvWqYQ|;q?Vn>4+gyu>J;EOVK>q7s`)7hhaH!PHPH98qxsHYTMBSI4tnd2Qm|{Or z8(j$6`@f0}BB{>f4*h$!t(bc2&qjtd+FL%>|Kz-ds+GDu^aK*ll{0hfHhPPV#0ddd z+aFsR1LxJ1cj@nqm=xOi0#8MFqdARL%p%uDRTf!JR=?5Z>fa*O(w~&DPAR{6E2um> z@-ntSv9#!QLh>5&C|X76oSr!etHtZUF&s0B^U3S5XfzkL6zEd!8mxmcmTG2$MG%%w3kPbpE)xdCk0q-1cpp2wf=n za%?JgY4d$OvL*!U_kznWo2j+Sp+7eZZ}po@?Z1hbt57yXuG7s%clJX7Ag8%s@Rxgu z#i|#B@#s44mdR1r8dX)WW`V8Qg$V7Y`>e5X9{l#3w0abo=g@(7MSGi1?S^E7Y>%&^Yzti+N3x7d0EF%blvhc4 z+~M)C^OuKL<@zl?lAIfxN^XCDNTaR@y=y;8uRva~FN#M{dMb`3;K2Bn%WR7ZJJQPd zxWi$HEm^F&JYAU=*v7Uqrt*c;Y~2|>Fpej9@9Uzb0w?Ec27^m~t~P5O#Yw(Ki6W&5 zFtF?+MgW5^WSr&81pow*{Fn_Vn-F(!5|l4HBGu4togK)Vmd;s{k8b(1XpU)5!Sj`t zmg{rZ?;_QKkJ^Ho9)jA=(b)R5$XLi_)+%+tG>`WIJ@BU$<4dMC##lrXHO< z_qgryD@~qtdfL*eq9Rxr; zTy^RTQN|OCxqPz3b#;KE4ef93)%^0vHRcL`WnvZLjzmy8rPS?kYC4t6r7Oss=&x$b zn@<9RFL|B6og^J!)zR18nB>*xtemD@TF*t7f2~5Nq$C|lh`(P-)H+~m;IMN{E?sXz zZdvvNV`eD_DbI86jSC2Z=;iY2=WZ_Et4t-2{o@U0az6 z&n&LF;(EW`lbfA#M9?mM%&pe^7tfGG&3XF0q$ecB|L-B5vX=YM5!=h_bJ#Sv_nFU` z;hH~ukpEcuwZUJ_cC{2+V1iE{b;Srs&n{br2@s@=_>V$`iau$5QHq` z?|2XZ5ANUPfvE?YznUEcnfdt7ya2_1f34X6n*n|p33Y0qWg|ABk|18eoknun;n1?c z*`faIdg2^dKICWnXLy3^ifu1A*Ea)AXm=mJI+Q)%z^0hgzD7rdJxR(^8H(|S< zj_RzLWJ_HXjTrIev#><%iwhsof=ipj>8i)w`{Duk`<12FFM>pP(f z>p($YHB4g`jbTClQ$#JJ2z9tq1hbi?Q=~O4omVTPl=+xC8J$3f{EygBljX znMhP2oNOqaIO{5p+K;d8#X7d9O6jB!LsG_BDFKQx16D+pIqf0-{LFzACgizmmxodud9*?rwu zv@y&3+HYOY-qEn`ZAKB*KxIVbr#=!K1TgLZ!VAg@f@jB#8P2v3hJd7nYe_9`52~*& z=RkaYu{&Jo`D7eD{9eo+u07l{qI57fk=#WPu5lYiQ>l+O+6EOgxc)_tS)39M4oL$f z{z>(R8Z9_^oA|r&gA+N%QR(tWo}-|Uz(PNqS++lg@VBuqn`9VRHdPvMXtbj!C-Bd} zfu@o#!`wtE(_Qo68KlZ)Fm6F?r?!t&#JRpGTIO$;g-+zLooGK6a1}ukh9`c~)M?ZC zB=81~+&Dt$BPMO!P@&BY|8X_caV++d8>;1t+e2aC@ZTY_MPKLX5_`)hIr}N%n`FfK zA<5QkmowCMK-2-9wk^~%Y_8Qf;uf9+L;lz>s^c>YO=dM+lWABc4OEp?Gg#X zo%^v))7&=KL2*ZpO*@0o4t+|TP#sjWOd34$g zcnhSOoiFtJ44uOjU2k{uLHB$IoC%E5;dl`ev8Ha9V)>jHz789pilQYVj`%kAk+h1U zsrc5@g0VOUuls@ECQfSO zqfd}L!%ZPKNM4YNY|a{@Cwvpbz}=<#SzTZkR#$(Q6D@cVG0F#X;X|L}*n_Wp7X~dD zwv#8|JW%8ipNP&d&*sHEpQrE5QJ3a4gzasBS-wrRZiR2W917fY;p|g zuqMd{$Y*`bFHr!H`%YTLJJ{OOf-q$sKlrc2n0i3PD&jDfe!~?K`2Pzl|LKs*5C(% zn}ob33V6Ijv5W$LKXsAQbAv$8aA03>zm@{-z>5Oz(z@;%&Trhk%-&i-9L?Na9Gu-9 zY|SY>t=_uXIy+ImWPic_l9kfN-Q7iygX8}k!0!Cknu7=JdH@2Ugvd*YYkGg(U-I(S zw3HcacOK!sk)SEbp`cd1$*v#1FGjM zxB^D_5cjYotoIOG+7FiMg$-x-$ynmAaNd97`qUIS+bjLH@awj~)4`v&nP=qDlqm2~ z;K7(L-^(5Z`>m&6RZa>#(8FQhd;a~yl#!MiJRonY(T*ANsyjJuOG-*2I!3cHQ4zS`2+;+V+1pQ>N#Ay_t5e3*Nz2JAS&OdNnF^w7OfA716!MzYV1bynB&A zDzLu&4K~IQl~*P~Qzk&eY*JL#to+p8AwyD)uxxNki8zM!hBJC}P|T2gW`Y}hua zd2r^B0DnPbIA?u~5>5_xLF6!3^!W8i;zJN-xJ7@0w7mSF-U15?OSSijdCT?I7v0)7 zuVYunvUF~HdV6mjP0Y=+I>Y^u5>9{9{ozQkFqY#x zUAjI?#K-apM*gQEL3z`>1NrJGA(Wm1WcD}dQBe|OC;BAx?-~h?4w)ni#Y0sXE<2a* zg>riKyC_8O5d*I_AgK0b=4tX%cH#6ai^i36R@_iIDr{`TvifT+Zx;{tKcr5EU&unG zXFVhv6%y8Vkqpzmb;UN@9~+5dv~kQw-y+dLlZSt0Kfkv0&rM~lsLvZc3|3-(s5@aI zWum3d4T7F}pNtg3E8Xu??mKa8C5&|VJ@?CS^?37LJihX9Czg)y;+0Z5eC&4uXiY<4 z9|N)qQjaF-#Pvr$e$zU^C(KyzFq6eK9U>u3znTbOT~>?3Z6(fn-G&fI_SJWETY(lw zX$LyRvtNODru-plOfk73-S3kT*`hhw)*DFSVKue_E{a+hE%n7QXdPW{y|WH^?> z$>=-?Q_MPU#4h@?aqkgLinIne-E^%T?uRK2C+UcV6!%_iwJxPs^FGtkE}~#&_`wNQ z1o~HbAU~L>9ln;Cni`dfyfTO&khRNk_*wSMVINc{ADU<2OQVqIFnyaZV|V zN;kl1Q{`YHzSNc%qaaZ^B81og`id6c!Rbr%ha_uG55IA1Tm@1%V77MoIRG$`<=rK~P~ zPi_r$A|$A(aeiK`>&F@YK>L#TiIbZLXXW8UJ#NRrChbytAU~a#6H%xTqwl~UCrQVu zvnTPwLd(gjxkXG(5hWz3g&D2P$@$Ae9`qS();GLDC`~6Wo;U6W-kR3&pRBIpzVp1L zi<&K&_cy6FQ)mfr9{%X{pKv`IF8>Ebw^#4URpNKhKP<(6+Do`{H<1dVT$QWG!%r)cM34x| zNs5ZPlfy!|^O!a(6Vi`|lgGZgsCXd!f(LE5f3$k_5{Y52`bG{<`z`UOcRSu07&Dl- zC~&YjIL+gDrnBB0LX0jK(=jA;L#m9Gvi+4Jjv zRR1*&YO#{)rsJubJk{ZXt8E@5s2@X0F8 zVIJX)Gk*+oDOw=e$B_MWPBr`M;UG(Ng_u?Dm-VHnwNH9IFb6Ej?8A<6{~1v^sz_7wd!1Tggb4KiIR|2-FkH$wK>Du~4 z?aOz@?rafVZ$^$(^p6qG!5I_|8C*aQQR!5*vfOq+%t7}3d1 zlyX{IM$Bz~m8MTw{cBHBluTjZg)se9rcj$--!Z%?luhW&j}SFFYJlM@ImbgA{WJKW z?SA)QZ6<=|e7B*PnRSZpFNMkNn_v<~~dgS z@v!M4&^Gg2l`4NyLx~m!kpzybo~x2_^~gS1GM zED4>*1!n91$dMV$9eDnISbn+BSkgT(s+PVe1g@`dHQ!-rIL}0CvPoPmm^e9bUV3_? z5zOhGr*Z5lBPA7}qwU;ZyFx&1$kaUyt?6YinpS>I!(xRa{3CU8V2b}V!=5{@g{tuh zRR?TeA4p*#jNI{3yeUHFiYTO#uEcK6kNrg_xIb&Val{`_I)otJF=597e50i}IZ7}l z7V72EN+Od+;n#ZqzkjA1H&YEbeNHV$GDS#?D|N#DL`Cg&C{d; zG@ZTHTnZ4K#8JL^pm5M;OPbl)G2^r8yU%zQs7EJ?JrEMVhE9bo97HG-oO=0y&}Vtr z2d}AT1amtg>+WEv>_4O;*P_=l)Eqt5qMZ|?j4-d|%YTOF@qEuV2(6-nck{WX|KIVu zK%L3loR~nu=(__^nKnxVCYf(1ECq;IIB>cY3>>!nc5y8V4|j{szR%@-)!gq`@aEm! zu)L)V^GQ(!v8J~6l~w!0j+^>t9Fx9pC!1z8GM<7l6SixjE8EWDU6-ts0a=(01mPZ- zjlv-+vy=|Sl|tK|aIXqRwrcM)*?BJ(SNh?|Py-WZ_j(mMTElX4saf^wilsI1kR12#y;5cdB$Zo!7hDc{dhA`2kXCxbQ?iIyvC?5!1uYSvg793%gzRk>$5ID=Bl> z1=^Gfd9U(iFeNAZ)rftdydKb%A_}IM<=@0 z(9-ihZO+rp(3#Gi-TC-ZiU+YrE*?IjaD0xCaWhJj#gv~-NyZj;ymUj{CoS%km75Q6 z@@iHd63of3Mp-ASCDy)am73P;Pn7C#yt~;gBIGoM9RAp2hjdJpXuNncLYT}#ON~nA zH@tU}l|d($plWtltW-UGQX+Pt*hO(en>%wTQ@#{V{Dov%n;{OLAWoaXu8ck1fqhC~ zvACA+-nG#+-&Wv5Y7%6;R3%*2=gcNw--T+>RLGJ0bR>zW;=RWen%`Y{OK0#eUm@I= zOqS@OKjB4j=@}R-dSmb)K~JC4b32dy{E1fzHgeK7NHhlce2!5&?k4ocnVvk%%70<9 zRPTvk!X_znnBLoWdS>V7l)euJ;H0VlwfH+fNq2s^t3gJ0{LN&SrF;e%d!@^KbNcA* z!^@|iWl3nJPYbaJOvDnVxE(bfZ(Q^B;mRe5-g2POW@Tg#yo7(Z{K$sts4%t!C?*JG3s5 z@-v*c^sG!xKCd@AgqUS?;C;I!-3RW-LB{$P+t0Tny9bk!TP4Xu7osM=C=AItK&EEn z;+>tOC}~dhC$f^CNu9cXi#K?zdxrBZd@J+>7E7mcTQGgxeEnpCYkc$M7@jN%Da z=Dv)kxHp0iTI#wYZN^4RrOY7;=cG?^JI2Q~W+F@Vr?~1*^Ko8L zrAV-UIE`7?{^!DIg2wjUjx3njqicO3r8O>!l?c^}xsdGlirAGJRK~ME&gdMSIFxvG zCc}Bz3E9|jwKTh_wDRV+1fhn5KMG4*W0iQn@+m$FStPQ7RluO zrHVIEba;^l`x3{V(}&vl%fk{B!Ajp|k`HMV9o70m4^!>W-(c>sddlPG(&9X&o{EQK zV^a?ec)frq-XZS>t*h6;8WlvIfa00D`l_yw5{eXi{g@c%&M-PU=MLC+@Etkq1HnJM zFm>gva%oZ~KJFL=dAHVE6kY;cGp8^nD*}(Ud=6OII3e)ckX-3{pMbQC8(Mf+?QNz+ zP_0NU7%N3BZr+IcRFEz%wGU0HjQ!ch>*3LX{Pu{!85f@x&PQIQOkULMz5aGl&$5{d zp>4&?3S4!0XojlQ^Ppa}hot>&B%wTF8TaA@&nUTftX3Z?O8Cl6!L^kjR3lpTN zlPQ&pB)%$#3w}ZC{fo&jvK*T^uQiY#^-B)BK&|eN2WG=%+_5(^e* zV9MQlk7g;bOPAfXIViI{tpKQaq ztvM-Oo1)+?MxO$T!gw!^j=s#>py=VIGB#DV=8zVQ;`^B;ZDMmWhPz@MMTp@mA! zdvE#|Tfhz!2PN2UDQ4c#pRN(J-NssH24FZi;S%)Hm%3zKxHU=bkZ{=e5ZLAe;1?AC za5B@NJ~K(B_Y{!IeJ@8l5HrJT9JG$Hgr*A1XC+3KPkmb&Hwn$ValOw3m)jChuKvP* z)GdE$S*i2}c0H;$MI@J%!sv-Q9U%F`cFQzy#SZ^AC5M6I&g?D0NeEku@FW2eR8^ar zwNXVJ*Vk#fpqxjQllSGpq1L40Gamqs8<)Cml*|10!&^&P`|8zitgs_&GPWjW!#3_+QF;I(EH(f`vjmo5_uD=7Yok)#cFw2&!5w%7f4A3 z_ivr9KBNe^_#z1N6`~1B7sG}uiKfGpME(?aYK}4mX(g}<-Z!6M zT|*;hb}vVh*>$%d&3t<_gIW{JV&hhzNz@`Ui_yRTI4GoNjg{2Cf%-H`zlQ=(pt1jq?^YToirZWug zzui;Q)1&g#J7C9cONHE`YbF~%OPJx$w%Lp_lk{H_Xh4H7TYdK|-tRKE81t{zdllJr zHnHnorOWy=%YZeNOJe<+5PhPJbr0RuHRq)L?LUx}OL2A6i@gPlBt^Qb*}o#mskls@ z@}kf8O@=k*tXHF-Wb^U6mdzkF)pJI&&~MO%nv8x|4#JNr%(I=cl>tt z_G|8f)%LUO=XAas%CC`DaB~`qE6}FnLaIq`5 z_QkpFx;atoxZ_E=Z#%%LI_>J$zb`m-KUWbBZa!)w0VV&heEF!vBmT!`O6t>;%gdCt zTXQZX_n3~6wG7xC?^qGl@oU=3aF%I9({`axkTF*`20sw;IgxI>6==IX6r!c0tKX>y zK-W*jQKfXw9G_cY0GxJHj9F8PQd8KQItHB9l5kxq>McAuLivUP5d+&G!2IY7TQd!B z>NZKqjfpm7}RZh=X3V!rPq=N0l?h;3>!Vi4#x#C|5k@Q;^#qc3kyyXc|p^0 zY*euk<3GMZG6$BLEtqxZn2a)Ue^Rn$P5<+@N!7q$FA;WbShyJe+N*FPXmg*rx#!2Z zO{{Rz0>cQWYC)R~veUO1kbuvkZLpHd_7^QWg(#_UCBaJIqlhf<4fBIDQ2LgpR>DDS z<`!Odl7t9i;A&9yfGG}CR)4>V*?6^@rs_Q=a%nn{M0It&okf)_cYL!~nP<@8^f1SR zt)^O9-^}Un!Jdz^T5tbD0tAH`@%?X65;|e}!H3m?q!rwf?0dSM;~djJmYg)Tv^q^W zDVdp3o0^)gPKP<}tL>?Cv*}Ra0d|34g@Fk&f|oMxyirCt*l^>_mOG>c;R}0s%^$T- zhUM1ch`3a>wIfDGMz}`VT2A^%?yLR4*>&rth;2hWxhgG~wX$zO?S-Aum#y`RZkDQj z{;kZ#Q_Fy-;XXb-Fsw9EfDvrgiUG^+=PR2uN>ttJPnU!?t`(&^*_D_iV~pc1=nW!) zMJa{@bL1qBf0)C=RvUNoYfW#v;bc{QmieQG3#=$`+t?Yhb=uJYv~yBfRiV4J${%-X zuvlz#9T*)2g^a`ULnkuDmBl6SW}Een3{|Cd#ah^MHKO%~8=YX}mo5diJO1!9tWYz;}D3HDs>f>jx8wH3E}&!E}nLukt2fYnT;q!z6mU&lR};If{|-okt_i@H6df zgE;)Lgi+jPQtBUa3ZHO)zc4%YhUXx>p~F=u_{GJ}saB$yG-&yc?L_M6JNM_=C%$4! zTmN~ol>Po}n?X$$zwl#Dt@sn2Afx2{1~*g!c0-geKO_F`%|ah;kNT6SB=2BGgZUGR zcii#E5R_fs`!Vk4@=;jLwA6OUYQ%`|X{O*jW??tnPZ3CJYiqkRU(eEZcd8gi_yV5G zdi1=%B05U2t|5TEZ{~SDVJ3bwGEx!DZtC;GT=3TGgWVExOj7fkwln>X51Wt7!IpiP zBLk++?@|ND;lM6Yryb1K@3no(B_+-%ppL?Qzp1uv-j{y^+Yec@- z@DiE562M57plG7=l$Y9|DM==_B<40xTLVXb7z|6Mk)@`mM`BJv4WWF+oML`|^Y>v+ z1Y0eV%i01iVP=lA$qU|TpPU0M$A*O(F#vw97;xWMS(y#Kr^7;k!-+-!;3CE2RU~W? zr`F1bE4yy}hLdc^SHnx2VfPe{k`>XlJ6S}-$48Kok}@zjXuEuP;+>S9z5{bS9&&hZ zkjWqDpDBDoh^^Q|Di0YR!%7ak;>Kk+Y{aUsuh*?Ih06@M*){QEPNNYNoKFMBW>*br zFCQ)Z4J|!2b?5%5b4GOKncMp=OmVE^2Io^%N4K?!99zPq{L8(EXvVs0Zrnfaf;;Yl zcY7v}r<+buQTjdmF3?v67%7{Z1LZZ`$elGv{X}DaR(q}>cX(0YOzpIr0tw9;{i|2g zj7x%M&&e+UpJ<$XnC1^Q-g=rF@LYF;`|eP=6g(fT)WYN0D_7fAXxVmOIMWMS>BKlj z4Bx(RDkh2eF-$E}#{ix;j*K05M`$nF3|I?|e?65{f5+$RJ!jL$^#v8HBozv5k7^UF z=7u%MKc>t+WjJl<7$jTQQ8qALk(JbBUy-hH@G1p&4*I(Pg4}CZxX4TJ|LBhpuN3ve zJ)Ym!)ilVsx=Q=t9q3FXDx?_=E=oO|-TARC!^OVRTgpDgy7kcf_Y(PH`za?WIUGm) zu!Mg8m7)fg+75v0a)Yd0eUnV??T_uz1GPa>n)P>)upB=0J#~`Vc&=X=ej069p6pl5 zYdY6;&c_#L5EI%z5;s<~pt*Io)MS2&T+>+DM zkOA&>eYQ=*##VlP;i;}GBu*d+?bQG z3&12rH{*n03&haM&!R+rff&Qg3cLkz|BH8tnYNLgEPwLzmlsVPL zfO}v53}sf6HqzURgKjjAmhpF;3jY2gqF1X=-rXKFRQ+~n1i^s_H9Dl{GmX~O-kLEzWXY_(N@I5s+)zV!S!wYDTuaJ40em-$;W zYCC`t6j9MNzWsV|7gP3ry?aTdIWjfI@vNapOBUTpcw`Zb^!$rK3csJ4h5X`Co3viaIN3tQSryI}3ck z_%2A|aL_h;2EBA}G0Wz-{Dlu332HRs6+r5)&IpiC+~h@S^6I?<)m1EsyL#ATqoQEwdO*#i<&(pk zeaazX(njX)pa$oCxQzE=A)shM45WUZJm#ON5gge*7}|Z%d)~>E?r()OOF&1B$_bp; z1{WwDxA_Rx;tv?G3X|4=XLC{HSYAkrV#ET4alsFL-X06C-2B3XU(5QN`To9gNLSeZ1weW)PFx(dW)OGw60|Kw z``~duIgFR0Jp|_dj}~A9#A0sYw|c}IH9iuY;D`z7((i&N>!}tn7uo{PNvoGwR5{X-ZP_|k062CQFmyzIP@OI` zD;!To>$}IOQfXC!8l2eHmq(pudb|`bpmK2Y#C$jNWlP;AA>eoO|4hTug2j23OvRsA z*dD52a^T7UUIFTAi{a?`Gf@V0Hd#B3S9gx4N)x3ysl)U2g&2s_>8;fe!1RT&Sb1-p zY6`#8Bj%2|SbBzyeN7-qr52>0W)j}+{~;E@zul90$ES@B-299DZ)&L8`(mg+U=;kt z{5T_&q~q8djCv-p!XRFB$HVz&S}sH+Gt(wiG z5bfZ0o*@C$8xD4r>Sht|Hx^W>`%K~L^qrG5g3wN?lAn_`tvxDMt$%R(lsyFIy3SUW)B`pq3!WV>1J;7OMz%oM&R0`%kgBem?O8F(R0lmX=LI z7~9^U)6tQSGD7qzSbQ*9R16;wqhhc*qOBYXu{GJG?6(o$X2f_9$q~A#H|?~JmJ0FC zKs^z}L!!^{PmUahN&`NxUx}Br5iU&Q;u4qfe|jxCGAJ_d3Dx6k^eNfOk_9qZ?m z0utf<6>|L`&unQfs0&`J6;o2q>=S$mh z=GLy2^|L8IyC6u(l~JX6oMN=l08qY2V^JW^gXqU?3><7kE`aDHPtO~rS8t(cZxUfw zd|Zp)`(gIh`Ei+oA7u2}A5mRhT?3Xl0Qrvzj>SFzq}V-+o2vTJtCcX97Jo^vd|BIG z*v^x{lB7yT5jKW0=r zv@|rJGk-#;1ttzQu;F|-*xE?o@`eFrGFmi9{Y zT0Y#4!;AIQ%oA^02LhV~+XHcM@r#}nWhqh9nx^ApJ|Eo=CWx&H32A+ApuA$0A^=jK zA_hx)uwV4NzA?05VxY!HQ$F?@)UwI%E1)Kl88C+sMdSR~@lpoM~$9^if<5_X0 zbPp>eOLb!<2~ah0{C{Q$6aiOou>>3ulqfsDYZGSBrdJMHAlab<|g7)(wI9-(K`~h9ZBV zSZMa*0I{OlWlaLGSHSILy+8K)8n)}W1fr50dmrnx8dg_s*qlzt1 z=TvQYzvN8reilm`v;+Y&X?TNDbBW6&O>u1YlY~U-M;t!tvc?E zU~-Pm`ZadOIF}4!UbT7{>Vhm|ph)QJ{|S8e47|K|Ul*S6!m?&v*3_-BR%4Eh)4sPf zG&B>PagNKZG0jxxx$_6%$0x{y3u0a)Sm~JqAJ$ zz$8dh*^OeRrZnToMToiHjC6=xEU%sT@xV!(H@`}k;zPEU#F6E}WpGAn7q0nL&_`=_lwt4tZ_3EvJgMbBU{R$E)G zAVC!`^cR0HFrMw1H2s~+NLbSsRL;jp3BwfI4l;k77lPf8aMs4u zZd(5hFtzPgo79h_OFa<%|dvDwP&d>TOKy?Je zOF8{jUp`EUJ$)Nt1IGLUJzSh#A+MwLiMq>C5boXE8n~k)mhQAjAiR@(fq%r<7nF~( zIKcqN=N>EB7)4MLHF$Vo3QIm7CS9lI76FZL+);(AMDZ2AUYLJ|1nAuC%Ey%usdBv} z_>IYD@y;rTx?rV=sfob%jN)EkC9qi7=M~=zX24Z1M%0pBd9bu*^^gN|4Jd~M3($cS zCypqsh{o_|ASzI`%wK)sL@3^Txj02b&i6M;7KEk8hIUel`?okOnA)bjov8V;-(3B& zq(A~hE{|+3h`lJeAo<*nm#ubJA*w@VGA2rkXYv<{ zHo^zl+ACmCYU0m%+scLS4yH)00?Pcp9XEF?b@fz+VrfvY! zr_IPUgDmj+6zk$6A8eTeD~=LGpLRA~af44Y0AaUF>+Rw+$5XGriW03$@qfdobyMtn z68m4nvc=_<1^zBx>ZPD+y@^I1 z!}JpXuKuE0R(R2v!!vct!pfL#hG5F{bpYPXhK@LVHYm9aGqd}8+RS#aN$^!CM?g-U z)$2AI<;n_APbU?S9ISdQ?lw{uK~1j=ugi*%QI-C1wCy<>G8~!6XDRpB=Dw2 zAQP$AjS!EGWLNB#Oe@F%o~y_Y^+fX1bJ!*y%v5Lntr5dnfUZ+0Yo-|iM`cAn3$y+ZF)4{Y!7G@Z2 zqUzz5iJEYbA5!)&YTR&TJb71ZrsQn!4g#xVC{etvb(jEe7o>y5>FAY0FQFVD$OS0g~{=^W{X zO+xABQ_ej;bc&!~$JW5P5hF z-)DCV0Uf4qzIOg77_lI4gv2RRieU`PuUr@D$zE~*eDUJXm>LD}e8-zL_b}FqU6y5r zqtU&j2iiw67cyyJL9alO6o6N$v34OE-Po!^-4X%;LI=TS zl6p@*I|o4PFBN|m1V~4xr5lWl5AB{jZy@o&6WL&x(x012RL5qb)n4CBYCLjDKnFQZa zKvoAH2q3cs4|vLd;}Pt490C}+4<7%Q!(sd`Hg@p8M?eO8*|YOp0Lyhc$e^aLk6JVt zeS6eSp{J+ky&la#nJhP6phz(Ci3?fX)?!o?Fg4`ft8iud^{5b44UJG)3V&SBW-^d$ z!&tJM37Z~=-LLcW+e}BTm*n5ReLLRCON^Q5L#(eKtEqV@e7*7E*jpGF&DqvZNg0`l zbhZo)gWIyQvL1^>5u~(X#8%@(SSBc#p*)g0TGHC)9Qbf;EqpO&akUmn(PIM*nV+|I zbY$yGAdB7KcYt(g=@^AKAO29R3m7dZ7tt@*9?1|QprfM$HlpjcF$Q|!gVZsaAu|Z1wNoX} zGyO00TyJoTrA6=0HOwCFu0tqMLIy2yWa0>^l)mu3o@?`O2Cs11&#|I%l+pac-M{sADcOW{%EZr z&GzIqNm41gf4N?D>yV`Ozo2De|u0^5#z2~5C8p*Xjk$czW9008-8 zO3G7!yR7H|otDAv;t!8fPUmIeM}lQk$Ago2zGbZCfLlkv=&v2Gb^lyx4=xmGvqluh z`l?*ya`uxC4RA6KENysT*+LM}!k&rUsbV3Bd;gu*34bPf)$#9z-yL@%ho`XUfUBXf zXqRE(a~SV$V-maGG=}%ZlSH=PA2>rmc}MwS&}C5YBg3E)EOdF(BEqdnaJ| zGEZ)nn!POMs?4lK_{Qt%RU*5Czc~GXjXWz5&AH(Fg@D_Z5)7+{te$vhtC!sA`VRxc zVaR%iGiwqk(qhapG(3z=PJRfRJdrl%?U7HRASb`6Kb*0%&q97i-jgF4>9U>SwGLnz z2`j6DKoXna?-z|$!}yH2sEYu_^xi9P_#AkM^!fXR&rl>qKomG3*M7F*fvF`0Sk~p? zlA4LhGYIFGpGm_{+(K&0{mDgqaY4R~3^_kqp#T-fg~eY$>O16ARdE7fJN@Sy;q!4x zZ(yB36h(_8e+I?Cz<>k+bYG%$I`hQ0_V?l)+TZhS*cD4=_gs7Nbgo+e87@*N9BMdx zczC#OqYG7`O4i{exqfcBKTv>s3zNrDh>;6Xg z&mO!I7l#hJ_SJFsGuLS?9hhkb9IZ*r&*u$VN&r|il~pf9ElD2Hx-o&f^j z(|30#{f)PW&G-8Md`MUr!rjW_Jw-+Hp`gQZ3lU(<&-|XTP0WabdrgQZ;e&_pI?O@7 z{M=eW0+7yk2_GK;z+J|WI5omOr&qEO<%2+2@zH?i8NJodP)3gJ{gt~NQ_co5T*m`9 zfYYXn`U@JrJLwG)&N}`G=0KJ4_$S}W>Tm0;Uf@*xjSi)o=R{eUnX3Tv%WB+0s8OgS zZe&D8?z4d%n6hN&c<&;N6>+ z<=E+&z%OF==g*NaNeQcHu8Qgk#sF`HJtp=j-1cx|FZ_2(L;RWx#pbL3e4{H(q0%Ry zI0-2(W(@rJ4nLv`A9$;-tjD{5yiFtMv4De!_?~wpkO@H`U-+E+g5aKv-rhXi-|}U( zwE3L9G4$OnXydq{1}l*O*3D_9jSLN+wIlHH*5v$fX@P^sBn}v~*P)>Uc;^-L(Ou=f z5?Fn~*wvMHnLz{Qa4K7Ojny!0Z_L|QUYB3Y*zC=o0hvMH5058Wc~P^l3|~r{gk42H9aE=K#I?j&W47DXPR%bZSAuFuGvkK zC>&xnoGMQLVGYo&mx@d6bg(F4HAXgacYRj<=I3WFnXpXXKTIQ8VifFYXhcLr>0*JR zmM`_rppuc8y))$oaNGgiBVPrcu2ys7LBm%zu%=tOn_>3qTD(dI4+7Ai^=^}o-FS)qx=YcKHULG7dK0|Ok zsBLT{R1v+Vg#cR76j*OmY%DmBV0?z$-roM?d{U*`hFgL?%>o#(oU-zT9|gfL@|9Xx zHw(-<+>e%*D(f3$3~q&e&l$IVenGCBMFaTKl!i) z09;(>pXt(x@$sO&%69UK)LW9x%%jl@jCtoF~sVP8-bnM#-Xo1bQ1DkKl^lFj7 zF72o=YKA%bQ0rqXwQSg(odyrHH=_f`7e2Ww1-4tj-HEJjxi-)Pqs$t*VE`y6^z&z8 zZf@=f47i@&HX$2 z18FP-fOHpg3Q<7@qJB{t7llbtV>j2u{?p?kHH8Yw>*WQ57@%MWs&H%J831btame>j z+|r5D9qB%=`S-)wVBIF5Yv|qEDtLGp8wDyBxtUTbIG6mPn5-Ck7(%|hVh|w>ZHE4W zf$~e{|DH&2d@#W*eD|9CTN%40QJuG`94f%jpEaG2Omq-`K|=%0I)L+afj%C<^b9Wk z4gAU9oXGx33Ukj~K!a8N8Y37VQn+Ra=q5Uz!`n^D+-?yEBM8^AhW;6`Sv<4CJiKQ{ z#*qU`-?A(g=hg(C-><=}Y%tJ&L2F=NNxZyBr2>_iPT)@Lr*6S4KCDb9_cz>ajZhq$ z4RsjHy%1}Euj;x0+b7uA_kEy4t1qyT;6K8|cV4pvfDLw@_B($a*WvfUx03~>aeJ6l zQ!hjG+jswePs(@$%B2dU@5lgtS8AfgrdXOs7M$+QaODHVT_E~VoI>pLXJtd-lqd&= zj<>Kr2T)a?f|*&oYWFX$X*^Ce+x6c3T*3C4{Xygzx_s~PIimyXx6W;WlmkuMTeK+E zoxi>>{4N|8Jr^9)Us|CiP>2QeK|vDJ(G&gL6=VeFpkDwI1oG3nlf=NDk4ze{93r=> zN;U2mFk41B)+LRYk}R??9msNH1qnIP=VkUImK3?;p+<+|O?BZWQ3@X3*>DrukRX)s zz1hmh$=#mQ&0#>8qPHA(q5VuGikD$E_>Ky7c*_`2r4r4DG(fQ0A6d|C=>{#Jh@Jo2x}f-q zRle5m(g~e}7aamqhL8$-S6x>F5mUBFdjO0pV@{EK{aV_|iT%y!*XZM87f4V)G+3eF z$7+C`-M2N*X8*|^Tctv~tRouSlg1nT#7gIrs~hCRT4zM)N&Sx&@3(G5GZfCR-YW<5 zRVv63l%u7j;2pG8eo;@+C9df3^Bd-5k_??f+0+|5>3@;%FFlA7{-%~lFr(ty?UNEx z!vaQ=AtuO!NFN}S|H##dK%9bviJe$W54~BkhK4OG7kCQ)yu>yGoFnen8$;Lc-z3(x)9pw@C#Qa9LXcEX= zxC0OW`ckD0k6owtn%iPVFElv!pYKkdtjBUt)6jIcO9SVx7Fl0XjAZdIeaPpL*gYh6 z{?~^RA?T@*#RSI-(iPH@F0;Jf+qd@dU~xe&Xg`QFa1fB#NP2pDo>}&6X1iBo7$Vv4 zhwo|vqw`NH7$L{MQY`|0TPq^=oS*z(iA&Ir+6YY$0)4TtNLZ}NEPT1>2CLyf#Rh?Z zJfW|}=S=D_4ES95=~O8F9klr!&}>WyD8%dZd-RUiF}BaXpywiPg?d~GR-($5mILYN zO>2Z(GD>hujJXgOG09y`*3eK)w%|6k>hXWsg~t^1i-}_=7YW*lqc~KWlR(ys#2eXPv`jbG4!^+S}G}cIyB*V>tgDQ1fD|`JH+r0{XG<_I9W$CmRVqC?I;x z+fK?FU4<{oh`i!wf_RY&9zYX=^>p4)ORxpdK5vHyTRqoP)!NJKtXkiJwXE-^i&!(A z4aJdyvd#DoD|IU2Y6*IDz~d#Qg|vfo-Ee#rC<*PgzPz5hfB zxG^YRRbD=(eS)T$wJjN@_UEY#(R1BT3_zrFV8#Lfbv-@JaJX1`qDzLR?`uvcF3vht;Wr9mN63hqTXZ+}j z7iPJMbw+Wp`;%?|+5=iK{tXB1TA)|!jw0sxcMd8FB=>V+XeCg5sC_~zzOSpuuKcTv z(w}50@;$RyI<)(;Vf|j@pVM$T0iXSd`L$<~B%urNasctReewZ7ga`u#aIRzVo|j|x z&FlS8deBre$A0IY^^b?m4Knref)Lp209>RjwC3F`(pquPUb z{t4jG6`gB+WLbA108j^V?g%fZ9U@Mz8x*`w0Zf+M_ku!g{OYk-Kh)5H348(gYoo_C z9IQoc2mOim%I~aTRRmHd2kS>6)r7Q$R2m^Bd>WzHc5^{Myu!Lli+{znFtdP`Oy8bx zDw>$Jt;Cz!7C#M@0V~p4oF|fILL?KvVR&8t<3$>*>mWR7+D8Tk zQNJxMvv#1!BoF_s^CnxRtLcc3}(To}90!AOWA-K#n`3N#*l)-tPNx24qp*81Sv7Yl@h*w;}2kTYo$3u8Pe8D)2CXoc<$`hTl>+c-vK?7B4AHu-tBhsU>(w5zpe5!wYp+?d zQaj2>eZYeDGI;OhUkLFS2aKGc1x^9Ty6n$NVeOH7hd<8aUU?7gjM$WA%u`H&ro$^< ziWSlqF{+NHC*Fv{S03zT>>OKhBd;pGmCKRgBP1vQm9_RBfeZlD(katSK!7H-@kG%x zZT*8J-VPo?M55Dfyvy`8!^%qx{j$dTXRvYeF63^>+PXbh(h#Fa~&$~_* z)7e3Lkju&tskfy2ZcUA^5dMR17>pY-{=nub;7$z2*;FD+nvY|8%>lFX&K@9O$fdjz0-1!i+S7QOAGAPLSce|ON%r3r01nAz?LXsxHUV;2qxm$II2C&;e zY_yh!$`zwzzB~wkw)x521BN7vx>X>iZOrjAEH!3Hma78Vb{jl(;o1@i4{uuHH*_U{ zQyzmpJfJySd*}qMi<0e~symX;zXa&M^Nh-ajVilwG+{PSFc=8C(E2@_iZ5Zjl!Z=y z9_X-UF-WL)4u(_0LJ+=`#D=VvJX#;MLGzevkrE!?yxeV##FYyUONGE86htXJ7msmA zP&1o0Qk}wE$Q^)Z{_&?2g&kjEN6Ued8iiLMOX4+UPQfK_iN>-RwVoO-3YVMp`?LFZ zSD{K<%O4oH_^dN;g|`>UfA8E9El|s&{@gjV5hLB#ba?L(E`c(^IPyC~A!W29Zb5$) zx<9@ORoW$0NROl$PPBZlH_y$RvEQoNlSmNT#53}tO|4BKlBPo9y#&{(d(C!*oQXOb zi$ID_g*(3l3YAk=P8`nn%!=l}0tIJ357IrRihT;L`FVV4D*1wc0}1^=Y5OQn+qjVW znoUnua{l;8L_>LVc*|Pj2tF!R7@NVd{pp2aCCZ1z8`9sRNsJWMyrg5c=e6MrW4JE- zrEx+u{yX?vCGPy|Dst*JZ|-y7xmN3(?UoqEy{@|p!jhQ#;hz?BeQ1bnBq>ZdJ~T$# zKUF-fv^PVV(K&E?%kgO=eP+Ov`*i+tTeWmGd>I?u%0q}2Z8%bBFetO5LDB~M4+%g6 z=>lqr*-Go4C~Uwoeg?pm$;lk3*S$d<#YS|9;p$OkVag)*OR-eoy;0#mw@$noZ({xQ z@i)z4em~i7_9RL^WNkVtwJA9->cB7h10}+2PxNna2xv1D%RXtHi!L|0G4Sy404yK@ zFsjD@1c3c_2gvE^shpggDaZ&lb#%A_?!0}^cL0mM3P8UNKuQA`%498TwGzYmdB@g= zrZTZi$)eJ_S2z-jgrO4y%V*O2N^GmT$^z0U^^Jma6J5if$bYsH;vPg+Dt7b1p_~|q z88fcmqV>8zJKIQ*qxe9+pq97gY$W-qRw!Oewl;mHwMjnF83Ui9_zPmjjFG~)u25+@ zlai8BzD}hv#C?A*8I*ssVyPcLN&$tNi;GLg(ozPvd{lT=Ub0u0+8$a$C!q$ zZjf>jm+iiehNk9mWaZLySISQ&ItMY&Om^{ElY8U4vFSdo^o06E=Yr7=7O^)c(soRq z%#Ec@B;9$fjXZOBvhl=VzQcbJdm1rXEbW?Wlm9e_MmvxvUT!~lipI=J)n1%9vMPy; zM!GRyU8_Ge3N?&!EurF@75;*R9M)X>*Wsx_V*Uh8&%wNk>Og$L(Sjcrgm7|b$-!cF zPIp}&z`}nQuC$YJe>64aOxx`}I&%_&o6_-DDxEe?rd>v%pctN(MnyqsS$~ACAN>CM zzK3sj8a?Ji_;-xIx2|}FR^`wyrR8Qr5wu{6Cudet9?|0p-3BPUIFS$~8nijjlxg-7 ztj>nKN?7@mhQ|bWSc&GfPYi};1l!`{nfiSWo_Tmxyg84frR?A)QL5OgUikXk_kwe8 z%!X*0X~<#wMfe`s%K3Zd?^#099}~HrJK07n#AuoD6;$A9yWaAPie|R@UBbI;3}ENx zJ5ZihD`5Lg^bA!}@UEu>0QI)6_1(t871`48%cSb*r z9hx+_yw>5D=KL#?;$+k_x4L`W&t=jVnRIa^NX+o$&DsO*fz6uk&sDeF{3#WFygOqx z`ti}Z{T@FsFpysP>%i3s)Mqsq8ODaVy1Q!%ZjcnJl@iSh2CXxbt(Y)s3zAYfNLZC; zp6n&M3buz#96Y(U(G~j2?Kyk@E>H(qJ0ZsE&6o>t3q(Ku5F{wzL0mH){5Z*Ij#b}9 z{r*6lqR_i>Wr{AN>&f3;wp|kzqc2jL@Mdk#eC!EXXbPsRAwx>_Q@pX^;o1?3(8a~C zrONk*Dja45Lnee1^g+)ezSqmK#t&x2mvUm*lb8T+YLS&?el}=`Bz;@$?%n+5rn}|F z24BTdrBBbI|MNt(`?K2pTrYc)mA)ZOsG+W&V$o$_-=uu^TDzBQ9`7S*%y$`;$jiX4 zW#!ku#GHDUN13-AD_mNk&4;?YlkLJkyH7e>=2tEb5C0cmUjbER*n|lph#;Xz3Me2T z-Cc?T(g;d-cQ*(k-2&1jB_J)*4Fb~A4bsvjT|4*xclVqP~H_2XAB#F*x@r;ah)HKB^`kOn0iNXBstBxy#rg>;u;vz9b8mj%P|LR!z<>UKx>X`?N zFFuzP3@rpbdLo(OA8x8Nj_EdAX6a9LzmXh?}e@26! zxJ@nog=xpXQrGjBjAXH#Uyb2gHn)I@LBgT+2u-Vd|K$;^!m}OE`~KWh3x@9$wM1dr zzg~F#Gdw!`ck9%h+WRX@y~PeLDIlrGaQ*)Z*599xB&QQ!J8Wu)})2suplE+Pgkzmb?Gb2@Cj6I#yR;*sKL_Wi>n88~L%o10; zr$N=khI-FN!v)jr$}WG0`KJxj>4G4B1=?2^oUFvUn8|??$4G)O>&L&Mw%EVExBE6& zL4?O+J?P_zbUi3rBi!I)9Wir%p)FXGiSDfOoyOrok-?;{e)3bgx6c`LRHp7!@3;Bu zhZI;k^abI5jf*ZZ8XaV8ZAdw-^S^#l@Rt6XgEc^-P4JA8FJ0v%t^AjpzY~9&Qa>Dh zj@ZXvH1fW`ckk4kv$Y>_=1wvEtX#%W^ywJ6_y>-q>Ka=HtSo%?LMtSG-za(c6?(D| zTxGqTG|qeCrzVlMp|MEFwj+6J{Fy=v+H#lk1B7Y}$<0ZHIM~{^bfrvILYZ(ZS3(1` z$dcujzwk_S+&i8!m?R2gLTS zZ)?eNVB?J)9Eq;x8tfvHSZy@4b%jYxv<`Pq?DbtWRzkxB%(jTY)YONldsVAuJMxYj zvXZF1=fpG#pR#=P)9*}DG4GS{PQ<_9y#-adn!Y09`>mfr*~!5<_tsv?TvW)>YpeCm z)}i~`NUpkvcK!J8=pO_sbVvjfkC24PY!HP_NuB@GzW(szJnv{gdsj&3XU>rMdDXx6 zzBgHpyqP{Q1HV@&bMA8gFn)!ubg>}Hc85c1ooq)o{q>g1$OfoRLkS%)T-lb1-LlOPQ=MGh4kg&)J7& zGtB_QJT@e18zn!FtCXqTT{;2(?a1CcDdDKOen*_6xBR4bcyQ~VVmc!3TcJG5%Zsga z$&}QVhr%|-z z+hr4Od9um0{B*M+>&JpCb_E(0)if%7<>kwS0Cz5Mk~Kx(7rC}}SIOL7a z*<&0!>bJk&h6hXdzT)>5!_=@*s%yUsqpw!T{5PNDbngW^0!?)|#ov47vZ6kv6^W#B=lpW&c*pXEKg=6L!Pq|d_aA4;*5|ubVA}42 zkwXJ^FyB87L}#!?59c{ zgUdoQ)VJ|V|29+Syu9C9_z#V$2is&Z?+r&q==KPwN2SW`m-?3z@!G8%(@Lx)R#`_0 zr&Qn=)(fpEAj{7aKu|Qk0-=`X_V$FWV5hmZ2OReq%92*C9oa3Ci1O7g$nl;6OX62g z%w$nA{`$6P(=#1#*&KMw-@?PPCTp4bYcl5RKbO|=)Uq_ut5wfgY-q6x!gMs~E3=$C zJIfrR2u3^KawP9`=vkj1iZA9?R2gWWi}29D{KZ&c?Cl;rv|vkFmC~kWG()f|<{)p9 z({`U`=ufsS=#C)L`XeJFdyqsv{6!U6`u@V%+`_0q_NDB$`iYseF{YToao0la0kij} zzLt?`abRczS%G-_gN=n>1s(%sV;F?jp-svKJbP1f4yGgYX`A@)#5~LP({)bDd$k%@ zn`kkEW!)#i1YaGLLfu3~MTxjAi6CDK877XWPoJ{7?&&t3tv*s}AJ6`0y&!8LLf9zN zMVs|Q3i0SQ4q~xeQVdVIe}`*W8V0PM+?pj-6X3^|m%x&@l8$RV&+3u6cvq?b5uMpo_aDA>iNd*e?{oGZO_(L&^Xhm!iwL70 z%M8=E-<;6KXpEM&v-L!&^32AVMq+Swtfb!+`IK$OR4ZuaJHB2dnVWWrD*R5;@e}QV zb-UBuo9;YkCvS^bkSwg>&ah-P^R(ur6Lj5s0xSu`k-Rr~qZ{WpI@fntb(=pt;{OWq zC9qHQdlT4XQh1{<35!#xHJZGHsKmo`A%D3w*YM~=YpW=^`(KKV$j1Yah|epuBqcNq zSMO62Y6ah`{`!h9G`*=_T*6%v{|ui?xx7u56MK4KS?O)gQW}vrDOb3Gvz~33$l-bA z)27Tgw$145fDC*AmA753?+N!^z?3ym#bW2SOrchfIkiYJWLI||lvH6-b9s7aB*^v6 zm@VxZ?;m0w4$b_z-d;OPi#gsOT*uD84hkJl&_cOUcF-rQP6;{JYFR0+LtS zH>!$?4^sJ^T3cF>@7%eQ#ADMB3rSK&W;sfN9Qg~R9O|L0DV&B5ppSZc73q#b=|z8= z{)0)s2xBu8XWsJ9e054^>xx=#C^!-Vwf^plOP2CtMQKWIE0%&$Z5?=g_d<>hyyoL> zd+;U-Vh^5b(dX+A)KEfT6@>M@sQqeuN#{Lf7kz>8aF-_e+169(!10O>yfM9%LB``0 zmc>d|d2-X+kEO(aVCn9-m=(%(SDGrS<_sUMCqAf8U0fD^B$<5V$J13`{`ufX|lDgVjMP=u0|2cnuRN&mi{Jc~N39$mr|Q(Liaj z6-yDN=9qM{m39r^;!{@I5}lsYE8cXLeB-hH!|JJmGZh{ksQtwc>2=)lDelwc{q(M5 zVMN-mR^#j3nu&?@v*Ixh{*KV0Owa7hVz>Vp+T*NY$zk|@{D_dJAmevz9vm#Y-UQ62 zZovT9SQ(?&C4==XxN`W z$Ixb$Z@t%(c#oylyY?>i$1%kVy5e_lPA?y>g%$)I*sZPzWD-qu@5(oM+djD$5~{nt zaL@RCa`)$L!ZTObx+c#EzQq5GLFefPmbkFIbX&W2pMg-OorC3`QRhYx`BLYn*rw8B zM>e)T&r^x2RTV*I7=~)W{@4n4V=u1+j8vcT^NLLAo{n<1#cMeta%$x7X}=3U*D7QNV}&7?cjhSpR)g`WyZcqQ9Lk*DV80tJj~Kv^@i3@VZ76` z@2~2|8B$jx7n1a}?^kMc8b+)nZi@xODZRt&_2J%G({vs-$w&}>7V;+Tt8FZ_K9fm^lnTTh&fC++E&xv9^VKU zC;Yl>an?zg%bTPn$H8-Fj+98YDUL^YcwAs6c{EF(xN3n2$BM6|QgZ+Mg^cEKk`7OT z%+`d=!fQsViMC*_tRdr<1Dez!S!$#{31`Q|Y z$hW%0aB13(QkG>X;rXBi+X?Wiw^x)Ew4eRVt zV6KW}dLlrZd=lM#%F5UxnI+Ivc$7@~fqBfPd2+CEe957(gycGp}))oz6GdeAXXD(hduDq+2$;nC3JB^2K<~;ez;G%JN@St=16;=tvIF~Psy8pF$&~Bc*M-ie?$6$ zGWX5){soqlu;}UO{rvg!Q*?A|(0wY^8v7hN1H7ie-q|SmP8Y+)uSQ?t_}?#I6L<^|W@HvSwxrZ$qT6z9`|l^FEo{}j?XBcEdrI1;uP8Ci zcv!k(h&|lMD_hj^>(kh^pp(VnxmO;95T35jQg1HKC=JGG*-C7rzdGN2$E!d6{aO{9 z{*Moh{pRUOM+aKe8};_h`Si6xGQu-+`zO}e;of6s=0CXHg+)?(ROrq~e?7}6J?MU_ zCN}HD+})Wd*C+UQq&M|c7bi)p6Rl3Y!AF+XKA~=nv}TH=Ho$dnztov#GR0&YPJH9t zGfH8;l>U#%Y&0TX;8jMyT(9Pv*pJj`&7+IK`4z6_TO!xr-@i3o6`7DgY|2NWlv8_s+SOgYPQaylC*pdCr(-rn?wZ8Db8zb~mJYhZ;Sn%Q+uF%kHj)31 zkz^=f?(t(ofV$2l&ZcHiT><|{n~4ic_9er-BhGQ@5(uWGrMit_XQ}ah7b0<5`uo>j2u6i~ ztomnQ;1FH$H|g6i1xeTOmLt+bQ6L#W2823+N=(da`(!v*p2x^?kse^x z-kJhx@689@-C2nc3Q)>x`1YG-1IWvd>S3!hja2KG(1apc8i-eZ{%XH>oUV5!sx{<7 zzt2lfY0`@(J-3Q>X(d|^LfLilX(UUXPGZ7V8O}StBU}Or zBWww%A}J;i{6{)+X}OU!wEW7viZ4|uNI0%Lkjk_(-xH7Nk&=?y`}ZT9z_hY<@MjWn zn0P=jf9v(X2XW!1onK53sgb^tj1Rl1qZPmYY3jFfQqiYE276^Qe5e{nm?m6ywsoU))W$#=1hoKOVWH+Odza z>*pS7FT}9+Lr)gg^A>&^%-XTOQM?qhCr6w_zsIgUc?-#Yb9RmoS=wiHXF%aB}pk&#VDzP1Ia(sTLaiV{IU`___AtzSkLECB_-=U{-nBvB==1BjiCWIrI$cqJ;*lTM6$?qzUGy<8T5i3;^f7ERcVQqJB0? z>n9sq5{iN+z)4kCA0SIBGtBnOl=EO`fbb3SaGl0i-bw{+-EModKItBtAhf;xu@!B(PapnH8fL$zJqgh6rX^bm?1O9zm z23dz@Es>(NL+@(8RzxOix+kpF#@~&<%<+}L2t7W|d-snJ4Uc<8W6>22u^C^zan2_A z%{1a$Lfby96sNBGGfS%t){pC9;33cG-#_13lnx*<*`XCB{1a8H&LF{*lqBV$va<36 zeEfGeH^6F#>J5YFFMivJb3$P-B*JpNPm1zH*KLc*kdP*Iyz4->PEi#N9_bga?-Yiwh84 z=;eIn{%&N0xQQ(oWj*I#_<`Q=1oml-`d8YLyv+|z-krvp^hL%;C8$e}q)b@%Hs%~A z^8cJoQ^`EcC`AP)xuL$E_x-sefKda&7rn+~1Q^2(LlgT4WKn<+?@{c%BpOcLfEpGam5c1HWbp2m|nczed?9o zM(t6I{SV)=W><)m`Kai4(2(Q;ssMGUy8S79DSQqA%v!ajo@e&jZY%go9W<7`pNPB> za||%Lh<0i5k)q9|ZCc6!3HjDT856v%Uaw3K%=%QW`om$d0|vu@%c`-*185r$9`CPd zH*!P^FU)x+EB}IHO^H7R4cxR#2M-LLbfzzmgGs+~R2#NDo zf}!ql|5IJHz<(;7=3LSN6*>O#c)ORLQ3LX8^kj;@^;g5F%CttqQv?2^R0cNY1llw8 zwANNH01FJo)?Acn33uU31h-b|o6}{M22n8|mOFkrLl_#`kYuKlvii!pW{6_;({4Zh!THJBU3&-J zzC2z*+27(yGo&ha1Xho%g8Oxschl1|SJAjr0n%-Qr2CH}mzDh;#rRUX+I+t2KYw&V z{iWkii?5`lBn1V94}c3m5|~e*7uNIDt{1vR8=h1%pOaDa#+j-kPO0Y7G2c&{ss8$R z*|IU8*;c|_5nn7nN+`}RONtTvLgfNo(ZDA;FUyFFuC&y6tFhpBG2G-?c|+X7swQ#D z`x7R)rAh^^-nNfK4VAmhAyPMaTlX9QLk@5GDJLOXYMma~3e^(@@M5mx@3+55n(x`X zZwtVh@xHkd1eI)H!z!0(_kkKRbZ+qf{MBp`;h$VE=`Ft-Ik>(K4QYR)T(q>JmCrks zPf|a9s!ro<8Bh``)Z^V%o9{mx{zCl?Y9PDRI?3XTgxvC>g^ABCY~ZMAU^2%lbF2*G z{k_Mdqxdt${0QxH?E~ITKGJZ zvF)fI@qN^?%3x0cA7qCuk0{z8_t;|l_;JG+?G_3OHQhs*O>*%M1t^#&I+S&V>QO`+ zJn=sRe-E7uOqcJN5*?Q^%dtv3t@Kd>g-mGzk}?RM81@R9bE$;_Ko+dFhI;@L3QBt3DF*s|*9CMnkb2O-^2F{UzIJhxA*RmUq~Mzlg)y(98O&-3R0mBy%K0ef3^N zPg@A1A7UILvI*}^9*Y0Tu~A~;4n3akqo$InuUQ_r+#c6p#>CfrnV;QLu1+-t^w)8Yz zIKx7A(6}IIzU22;a#P>2c+~8>PZ82iNy02V@p2fneHpN41L6;OP!6<)V=4& zg_&jGz3X4?lTMx19URZHg>+E*u|BT(h*@s2z1!`F-S?WQ@ae*@J}&bchE9iWHT%8s zK5Ci`O?xV|&eNqe{Q&^<-fkAwWe3q|H99dql97?lQQY4VDhl3rScqv$EaW$DJn7fr zi__{j6zKm0?i*r$*$+vyDE#c7(mf>Dw=6-21cs~CE?-E2j82M*4ePyYG#bf z1^ZGZj&JXuP`~4^Oz)~XJ&RRP&so|mNA>gIv$L4!JNZnYV(;+#6DvCbjszBmOSbK^ zte=@{EXCheGUVkIig*s(Z7UVdDJJ@{l}L)sm{XGuTA*JcKT>d zhOv+&FX7`nBl z%$j++6bAvkGYLfU+cwPhCA!)8NO$ZH4h7^#xkJ9|)YC|s+ zOv-nBW*iH_E`-|a5Wp(iYYc9|BXz&GLV4ZGXs|j?XUw$!1Bd~SNedYit`&2%2T+2h7RhZ;9pIW!R^xmE~2Ed6L7$b>VbqSBJ8AVq>#Ve21kOuelL!AjiM3cY2Go<{OtXmPI1H_8XK#mE! z%7sVl5PxxajH}hBa59q4Oqq}UsNpjw8l(A8ctCQT#-hkiS`HGQmV#;F4eITF*!G(f ziYeRMsvP_gz&1q0#E`s`Ng_hgfD_43P*hh_Gb-YB=D|!G#nau{SwG9^#qi|0^Tt)| z2PD^q4jcdDIjx#_yJWH0i-#vf+1jsu$CGwP6^>O*BFB9yOSNP*KORlfQDZRUm zY-$N;adZSzEVJBxA2nLfi)dH*dcF-*a4VWeQVM^Ew0HJO1QGB?XQ7&gA4704`=^-p zVp!VMu#@;l1={L~MORyDkpZ3f%PxzddPC1X`Fu9z%VRrFPeG64Eo9x@xdtdkgvE0M zxlN*bXi%=kMs)A=^z_;NZ>(i^A-s*W*2~6!$8N0k02P0HXa5@_L|k3kl4r@V$;P>< z9MXycCJkHJi?^Hiz=JGsU;O}_qT5q`1aWN=J6dWII_jPK2DuS<^1@cdqmOj4jrZZ7!Wl8D2IK22oY{Yd>?F4>$`a*Eq3n2PiZvOs`OLHf~0Dm6;a>eB5bZH(8fP=un!rtdz& z+q#yhy}wZ8S(DOa-%v6Q@s(juzUEkDM3#JZ@01RUgEk>hSb%8E?x8{tEF$%bn!O1o zy&1gio4_2*wGetWC(ck{mnkS0o$ z_QJ=jmuJykyQ=+N#m~kQyuKN-$(z?a$!9{UDAJmQ>{0~@O>3md@~dBXKBi*mUur^% z<&_DmePdp9XcNJ^6X&75zf2i|a}B7@8y$xppEpa~x=xeQqa`z}3cUzrMQ`G~NL@#g zf#)+}&mKS0Dm7w`KP#$L%`uehA-WxGO`hqPz+(ux(Si340ZyIeZpAKs@8)+J$>Adv zi+I?7IDL5Pr~K?^TkuKXkA+F?g+igYJ_u%E^Zzl_o;4N%u;+biLk&ZBpd^{EUEK7I zXwdwpYz0+(LJt8NM|5M+z&|2_#-S^0nq*r<50(aiv~=lNmH^0CEcW`>Ldot{IaD0S z^QB!0RUl;c_io|0^lINH3Ks{a-rFaVUvL*$=o$xK1$9`l~*ds^^ z8V)R?-dekKh3Qf`t?hGi4@4<`a!D#a^Glqanh9mak!Y0a=aFnO$tjfWM*Gv~{5|b8 zIt2-pB!)jLM}<`T--##iA&oNDt{NiLfbv87(YGolAj&F-I|EmgQyknzJ>;zEJIJNo z;uZuuyc*9To&XNYf-XwV2R~fV8D4m&(hul1CWrtV7{&i|q(4qXb2SwQrc7icwnm{- z_^}cquKC1P=0oIj)L9;jy%Jy;|L)LAox&KmS2TAjWf!y5HRz7#%>;ArofP(^uujc{LkCW^&j6eU6(M|qXrW1XY4hM;KUr# z*DN^_4lMd8K+%wZDe(tC&rh__sjchI9cE0t70O$@6o9PYXK0 z%P*nT5?KVUC^}{|Oa^NBRmJu!Z7?y0#4TVQ0aLqmpgrwQ_PuZzBR<4aeQ`#%cEmhd z4h(Hiq5Dlw(i1S;{(1Z_G2SD;tPZ(BRTxaww5R@}&$eu|M3GfJpJ10ne&rmuP|jpqN(y`vp%VRP}z>wB)ltup;y~=AKI?r zLgMW~grVByB^=SayG?!ohY(kBf%onYk9w#5LWP=!hTW+9A(H#a&Q)MGE2LvVk04Vq z9~~Q8yks2s^S_{Hli2g;NJ#DtbN}qJc_$4D-$Mv;} zjg0PKwkFL z1h}}SWe!}_;ZB+;AIj`j7==A8ntiV-oB1e6r(4 z_(MwOVN6L6BS^SHz#G!quP___nlU;iD+^+Pf`Wp@t}}goMc4a1^A3E$mm38os`ajH z(s7I}ot>S%gP3~Sh_N^h^sJv0#et}CN3oWzAek0JVfCT3Ns?H%#jCo$T6e9LxQzw-T3j(Nl!G; zIEA6u5QwOdnQM(=e8ACD%`g<`Q*bB~8QDE-S2_d$TT5B))};$DCh7*W#m-KzXUtEhSqRk)F@lH%y z;#&z*cljKmj&gWWk?m6b!}p;mx}6i^c2*!P!$f;E41Ofw$$v7KXyKsII&=fRJ#phX zx>zhfpch>~BU%W8lwrXZA#CZRKY4G;?F|_l+8QS9DnEGjJmCBM#(s2{sbp+_sLF)6 zi6R&_7O=dQcW09{c=Zv(FP`OyBpS52q;J!?@uuwZqK*?PB2r)6ZTby-1s|sOclT{G z3&lI(Kn0_p@k3o6;NjgFvbOE}_C0X&{;WXw6IhTFI^3;Ox0nC%_~x29ykRYL!lUtT z$nL&F+1hT^ZH{skUgl$G3^95*iGT(Vuh<}8ZHHuj&0EEG960hoxbunvjdPw3tLk763=8`17xLVDI69!QjJJTqtxyd`0*9pWoktxk3E? z_7`@NaPb`9|6GgP9i8~!%P3$`AYKO^*neJ)SR{z=pZ~w!Ci>x6GOrya^iPrsv;zUG zfu%^1exSL4qw;lYz9}8D$sk19!_X*f_zO49W2YvW-#L<8sCe^Ybs&8piOa%zL$k6q zWeKa)a*}<{^RO>jSkAz%$f6UvBuY9t9XXK|l+~|!+W?#nGT4bA?v);lM{5tvvPZ(= z_V(<+2&~WNEk1F#V;Vd5m;y;pFhw*B3{@;UjS`!W?91;i-5;5W1aK1J{YA!&6;QsR6*#%E(AoD8+2m#rwLgE zpxcC1T&Izek|I>b%2vD{I;{1th}@jvp!vR7SFqH6sgp~>(QZ%<;;)II@iIC(y1cT2 z5MVez-tGZ{Eu!%xXvm1?D3+NHQp%+Xc1=}SxPfN8Ppy20$n_}|9UWc$@stJF!H|#; zgiOr-{{DS+>h1m6(-Vpi;`i{lI6pM6PzRwXYp(RaOgR)w zSCGQtfF%JI`z184M94|NA(Ss-3{*!@tU^#7vvYFjjKr;tNL_`F#>k@D!Bq(Vp zD3FnSTb@HXRMLpYHM@(83&h8hAd3V=TM(FXTh3J9&$}pP2mK z@be<&nE3ck&?i91-D^}@w#?0?Id4zBdH1dzAz_o6N(Lkmp!WuXVonOwO)9;6C#J1U z9z!F$2)|!}-+-u4Oym0t1Yr|sG?L271Z-?<&=WKnXmp?zB?eP~bUNO2EhZz=i$A_O zPg6E_?y)h~AOI&L^!Ty6xjKPjOppa@jo0xC2Ff5v`v@NPa)5N$M;NU5-@g?gThtHQ zUI;;iVtxY99L`e8l>_m#H1JwtLFpqpIvT_g{(v?bk}fnRMW|x^_Y9PPE=^E>`6ra6 z@p+CSo9XW-G_pxQftw&lWFA=6F1LS&(l%+v32%)zG03eVoQ(!=}?D|2+jNkFE z?tc0x$;@BZNN{W`^bV^8hl<8xG^0h=oDvDYuySOAA&VG=SM!uTDH|M~Wf{`zdd`@8eDdPr#K zWQ7IcW6wQgSXZ>**@D{EJffLw^@019#@MAt66{?vhKGKnvlQRY>Ea-wBS79-3 zztD>6ygSzij`$g9OCe9xyK!VmL|zY<{rdGww!Q!7k3L@p%iurpdCng|ug4kBEQvPze1vl4~R@1kBgF;h5@%>sstH-#w&6#4M zw)XZQ9Jjc-iuR$ZiU-UE(hRIgrFasahgCAi9C1S?d@K?DmD_<=f3*FXg{5zqyNrh1xtYFhE(AZPgwg z;ZkKin;_uA3`%sDr%REDcfb(0nJsqSu8#Y9ns%q!cHx$_wKbw#5($ia7;ra+iZpm& z^SU9zjJ%>EYC%EL4|1ve3xEC~J%^#GhBD@>eGE*@uD-q*mzp2{iwj@`gZx}8(`DMK z3ZfRwsUK!2BYkq>Vq(Cz-~0Ekut^)p%yA7Y`{o4EB;qsAoU5<(Y^_$A@X`sPmxP1_lx%;fl~;_Pe-6@TOVERO z4LJR@{QR}oMCL~~0Rm5--Ub5;ZAyGadVg^$gL!=W_U)%npPCy^<}_}O0Lm_RSd*J` zTO)&A;oqWr+Lpj&Gnew?2PYf^NQff>x{sBe$;YlbW-S##kD%uCE>% zEhcMfAWz}7Tf`YK3)ywcOU_T?Fp<0R-~n||92^{w?nYQU#9hIrF-da^5PpA-WVdBi~?03;V#iSD_2c;G#J_!AZ*!VV5fJkIer*=eqbIRwE?dj|((Ue8n3 zBJ~P5>7%=1Xk*|p1a|9{ZnV#~kEY^g+}2VN5=H}Q;^N|9ru^h`fdX&8_Xo7RDQ#U` zaslZ?EG012nb#gA+yvtesj^a1xBmRjczLum_1#DslsR934S~{wCp0vxwUH*6BnH@n z*(MmU?OV=|7*WvfHN&BZFgq}Rz~C2EP*Av<3Mnv~Zxq_u*#S|&5IC66i3>b-8{%ox zTwwqrn*=-l4ralaSzjfEebxQ_QYTSMfCg0ZC*%(qXNT(MU<2uzWhx_|_ zkg-9e%z=WiQ@w-@`DZ5brlOj`eR4Ma+aUXcV1I_RTVf(M3g{^&vKgR(CzY*L=dAKx zTgh_(8egY_L^)W|;LuP^;3y<=m@Mw>^lwd;yMc9wu6pp!5Ohg^HWPnp1Z*osP0e1A zK@EtE#Mz#%GJ*8+D={&ITG2sO(-l_MU=ReqATe02zqXyee{i6`GgGs?y!<;~iPpO5 z${FP6T=&}v)u3zxIQ0K* z1_?sMHU)XS4991pNKO_tpfc43+E=mIId7s*E-SX@n{GndPeg+XI69BAB?lhTuNPI# z>EB#mAqtPA0x54Rs2nW8HYm{1WR{VhI}}A%VjDktW&B?k`_=HADIiPWK5rmAdc=Pa z7!$&;{yz8$eeh>aZZ3!IpXT$8n|C(@bE$!1YP&a&y|K$ndq1$E7gv9Xw#qX#s>w;? zPm?3>6K!uD)(>4Ph%P9-EJUT@^d>RF+rruGLt(C^@QMq1jy>7>d?0LykU>L@fw6P-+$;65Mh zd0h~i0I}3?(79JsSMP>0bOaF+ykvc_a1RLx4rUw%V5}Ft<`LlmoRq41T7lSPi@-a} zl}{I*vF~9rG&YWoiD?6oh%-QYT%n4co>2q}ti}q}P(J$)!xO2X2B-R_q3Lpk zMG(Y$!LWWrq(wnY5+SyByffPa?=aJ|vIg4*e2H@NQTjL*oqq7)UcPwYcdygAcD;5|j_DT-=YP!J_noUj$V@g9kzF?zi!T&@d5}hM1Vxge5mL7kOc7`t0uAyO&2L-tETagT-0`;FIuydslHJ z_G*Jb=tA|?@+}x^XsU={qr%w@LaLeSV`s3Yqf=6PAzIPGdKVIuB7j&|HAwSb7feDP z$A--xkVhY&BO{`3XgsmhSgZQ#XENgP;13DiLvXw9`->vJzQ|C3v+$L|v;X|;A%+-y zbNm1EE7r4GB%AL3{=;r(IA}|!+Zw(X)xN$uVmulzAJG|5^cIq6IAXLphEu(IXq|-a z--n?gMV)wsg8ZhmoNM>E^G&sllC`|5w0C&t1+Zn|4`KnrL;d%gXAeWb4M6|z&qT@U zsKbMTUTdw`);@dY{7FSqN_)_zX)V5qnSMp}4V_y%_JRC$noGAuU|UQ5wB--%s&jXh zpD+LO80MvlxiOde68?YUyrpz|7|yk-1*o^k7|yL~KI(U(TFw78X*NGzQjPNMRJL3? zdSL~r*U|cTMZEvqg6s3LHZ_Xs6~cGIQZ9w1(QoRMv>&tBY5zWE5=T)kzhBV)dKlN+ zl7LFN{BA+}-)nqJwg-zgl$^g`33=mX_!zg|lJPrDEP6RWsvtEGT-O(SAS+otKN z@I_!^QtsM5um*|a=vLUsArBsbDJ5s~tJ0=KU2m!u0=(<58x5Aaz3-xCD!mDpl&y0? z^-#vEmNBF94NNVP6scUq!#MjdUv6WBuw4+d!e3&ngv)zGSZHMI(Ij2#_HPz#-z+*t zzpwW*;Oq2$6jiWDT66G6d9ucdx*rqM!G}h~#nnQ$T(>-7#;5pFC8+)N>kq*S-f%mz zv~4Mgx}j0J-gw-h_sh$S1Bz5VkgBSzUQLZReL6m3nZcj`IZiFfrS$A!z7d#SRBCMO z^k*x3!4K@^Kc`$aY#lA&Q7;q3y-i5>$n>kvR2tx!(q6Ca^Fr&TeW^dm(u7gcmn*|j ztMiEU(G@Fk_pPr2rX+H5A~h-d%WxHK?mN}auI-fC2&K4!YHX1cXIZb6o{M)A;*$qP zoBs+{UW~8UFF3vk9+u1>KAL6;41I87k?Wzp-t}R{Hg13=S!L07ftRnO)jg&EyIFC} zu85I#@bKBRJL$@B_xOA4qt7L|t(EfWE_(Ni!;sOx6O|=~`=KS6J$Rr%@Ta#ayj!hL zd?Qsbn}kF+Q~N`3>2nwpncEsNw=W)*smTysnV*>4eNtl~JvZa|iI&5~Zqo=0{jNe- zo^1Vf)w&~pB9zx5Aayvp5OGVro5RT^L;+=nT@Pev@F2SY5g_^U>MA?vuY++24huun zV?AYM{REePhak9c>^nmS#5#Aei!Uh#C<&z_&@BRDc+9`inOs{L#tGUigqw*`qbN?@= z8lMEIx2}cj&xu*Dm_6f)ma0~~9&7i+cl8W(ij@ATDpjI*mii!@{&u;Ps4BHL&O86o zP)WCvuv|2cmy^55G$Jxy;wOSx8PP^sITKbdcJ9~V-h9VZ*O&; zL;dEl@5V#3ioM@XeF<@8p`Qm_IPy&xbmE_m{@Tp2g-+MdEUDaaT@gXJL`Xs-_yc(@!f9Uxh^w*e2Jq7g1EH9XF+|6+)0D{f?axqu&RZ$9G?bhCT=^7o9j``olYW*n@*gAfWkBpxf)_ z>fgahT*`xJ*n=nT445VOtya`j8rUlBd+#(A?UuV2w2RfJ9Of?Xy(RJMz9BVaS9aB! zWMA1WVf0L`-NDGJ_qrqq3-?l$BVOl9zt?1(h1}C+#7G-Y=PmE{N7$)hC1cW6il`(a zs&eD)b5vT-N&(aby?8~CAR$8qZXpEmr6vR92;Ct7tE#svrxE}9tG8!nNP(y= zROLWRCY-XgZ#81nxKlE`LRm7=6(xE{B7~Hbj(+8JhHsYGN(mV$)8+QSN(trwnLgVdVM=UO26HVu5@7V3t!VPHvBXTd>Ege^okfiRhe~obTupo}G1;ju)sb zu)3?+E`Dwn_y3|yke0VVrOwqc`qwY5;`WPc0=~4^mLtty^>LLY7vp9R>y)- zDL@XvZ(EBH*!cq*^{orGtN?j}>xcpHfznFlw)3u*Xvs~!yRy?!Ro;l(xtoiBZp7l% zb$$HRHtX!Y%#K&?*-R!L3)p zzUh(pWhbf>7ZC&phh>z`MvoV6-(d(_B%@=@`9~VKdrQWPwoMBugLa^l+q+C*?W{7 zk!(Wt%3i-~Pc?)$p0>p8AV9s}A;8dDPS#pfyh#rZxt zr^i|L8w|$AWhG4*;|FYw8#JcF->iQ+9QPYMl=W%GCD54Jd1S~`vToHjUCtF+(huBM zU#R2K!t;MGxp~=(ARF_bJ4N}X&J)Jsv%?#GRr_0Be4AbwG&bkRFYr+#+N;-fm7Ao! zeVFQpXEwJ#3y1K~{Gg8=RIB{-M75|%|94K=+0XMDU*m;w*lwqqsVXvzIQ3rQ-itY&q8PBWfL+dnV#Syj9(Nh0RuXQ>n+FQ0PeR9pZx4$;2(9sRYQHux~Rld-^>e{cg{{Cg@6~UP?Cm*guy5wh_tijB^ z_u^pX8QH1N%eAM%9pmPvc8qSL2+YW3bNQR0rKwDhHDk?%r!1O5{6KkBuUll0H1W#h?Q`oPr~FwV z9Es1oP^XewIUeUF98|roVn0T4<#AvdrtVm@#%|}h(B2ETb!#@v^6p*hF0R~X87C35 zZ^*CtMMt$%+Kl(s(`WN-tZ$aM;&t0xT(RJrbSbui{on%zr{DJH-nf&X4qf#Ka{jJ2 z3b*_s?e7IHe07~49djM%e$vIREx%>0*pnxD*^m2XvJDzL7wz5gu^}O(l)FDr$_gOTH@9n4#Enj`clyuBbCa|e!91@Hg?UZ(0ob5 z+wf%Wj5Sz-F1Tm~F0!|)axBT%al-rjCOV%Z+*t+&dfp5JPF+sBW4>pn&8tqP>^w}J zvX8X-f34XpL}zQdDaS*CwaqJC)>-pDK7tf#uk1-+71O6M%naLyM8D>VeH3(Tv33)E zs_*OgD|6q&L7L9dg3c8gJhEjuy%Ctad;sbl3>uL`Cl1I>U-7xs#a%>i&hTX`sNMq( zprC+D2E4*3>cB@U_G=>q)-SEklY1R5u=6fxHrDyv6Uxl{YBqb_X#u1U(cnGX+Vn6P z=yNWuM9CQ?v5qkR&`<@?Ng(xf0rf>jMk;G)$b-KF%pd^BvMsKdM<0}_3J*74x1j9V zbPDUoBY&)z%1=vhjfpAt5g3~OT8KGLggLl|YI+zGf|9$;z9)EMoTGlM+IzKq2QSy$ z1>*G3&o6&&qM23_T!0)*Ondjf{&KOst?hM#y}3CJXppeRqb)x_eamZ`=6^D5?4y1e7^gcfLuVR+OM4O28dn*gHX!Rd26or&dr47{zeN|UA zYwazMuBBzGHx)wt-VhV2$hq71)t9Tl>Q_=zs|IK(D@y{u_A5roD_1HY9KFL|M(zA` ze~j~$mXe#oZA>_S!0`ezTRsGwV>1&|Zx}s2y(}^`00>}@W5GS^>FaxXdvkJdthfe6 z4&VmmjyOE))1v{ivjNotRP=o29YPu@zbo8pAImNL|3A)N+b%AVK*xlHD(>%PoFX>o zW5qlqlA;HDAO6@vrONV0PhH(rt-3O#3^Jq;nxet%w~9$){jKd_S$IT&$1oziLEP+pc>=%RW5 z$s*1mzES7Efmqpt&lTx?#p_yot(P#5VIOgSX-gH~jgKwLb^DdD{}e-`mM$Pf_)}GG zNAV044!q+8&h2S z2TKM|RN0?bTvF$~=BCm3=;o^Y$moSnwH?*xmwtu~N3@B|t*<3s+I=0hY3$nmXE=e= z;R?-%azaPc11t36eP+P_~S=mbSudvXnwZN6T9A;+0pQYyz+8y-Q3$& zlS8@yPv__7NzK&Mz(S&ejEuyJGmiNW-WzNNz|a+1UyoK3B*i0ecp)KDFb=;ZX zfI+=lm6G({M(S=T?>NiFsSnI}22l=zf0r)EQwvbOCJ;0OWJ%J?3sgbP-RUP{^PL{QKULBt)jEj$%ZN_O32fU3EFR z)p)8#;D-X_cjFr;LmLOmxfc05f)lNZfx(Ixvo}1r>Azy&u%QKK!^VOck=o%ehYmNm zm|f0UUaD39A!c$qzV~ZxA&D{u29yVZfyV*ZD+XtRo)1yvoS7Ib?6%cQs!#5VD^^P~ z51nyg5wZUuCo; z3Ctg@pYlwFNFxOb2$%9P^YZw|cnv-7GaYOg z{n?VeLY!@Rbm5A^m9l%<&SqM_dF$Wb$j`{obwB#{Nms3ix8!@8*OmM>g>u~nB&DjJT|b4 z&rsYDb`F9JhiBr55bpYc^PUKNjjDj`o|Cgqyfp*IoHTqpm zS9gcE=*Vh}dBZp=G9bLsT*53BozMyl4)ELese$Ee7=;K*5j+}J{Yo9AUHi_*t@Qnr z2TBGUZ{gLiK=Ik>lTt+vwkF1m3k>#Ze~gkkqwY>Ul@jUoSat9W(I?JRD8ge}TZ_ud$t#sz4)~KZBHHPb>B_qquF$pM4%(lEEGV5OMCL&FJl( zLx()ReEA|UXelV{EL_-L|FZZW+y0WH1=}UI0(vL!k#BBEBaY3F8Rph!@N}m+#Anjc zW&0^gT;>Xa6B6sJJ*78VA6@%MSAEb=p>{XH(V!LN*#IHTi$pF*S%Og_bDRMUg=uG$ zyviOt=D*)4$s;^*pl1_fUDoCL*Ixg;y|o1ghi+Ec=6!Pmls7aV85%xB#GE{0kuflM zzI+d`5l(<@9mW2mAnU@<{3cqJ0t|!#;YTD|kVKVgLvW-RQe6(-E4#Kn!Q^JPvd}N}d5vtS zAvXILgVO!@gfnR8?%kl0g{iVLSj&H8t9XR%3=IvvGVcC5 zo1}!|D>Z`u!3AmTOW)6BUtv;qB&uf-frV)Pf7YS9!{r(czr%E)r#R*!mhKzWFR6Mp+E}CZ{8qm zQN0^m&bo<8qwWDW(>I6FnVZgY#r)U{mBN>~8kU4s*uZoQ3`LNP@%(gNq{l3V1Q-Gu z1gNgXawnbfD0?&`RknTY2C5aC{#bc%8-7+W3;2ZaI&RPDubu% zsb!6_Fo3{;lwKa9`9!=U)FhFErJoAMMMbNEt2w9uHh6}cM!l>ip)xJLDJ=zDw+4oA zk^zjMwNCP;O9u;?rTuw{*9U4VCFjkZ&dJ`%=VvAh1xuYZPv5hz@i}%4G1w9!7W348 zA>g<@-9cCj(y#M>mX)sAz&BiC zh~FQTg`+|ZM}@2FMXyKNR#>QgVdUYTt~!6$m7ESV^zxGisWHW`V#|UC2&*eaE0zb6 zHV}4@q-IwU6p!(TE|IZ^ueRZtRwbY33Lg-aFBs53O2H8-xWyGsP&I5y1#Nq(J+J@&?sWQjW9wImL^K(bjyw`7{+mOO=VwBq0Dzmpx8OyR>y@l`a_8d1F zv1FMisj3+w`z2~!91V~}AR)3T4@L;Wo7~CIPj~Gvg6AAJ1sOFmKy76+@*rmf*N+=X zM;VrA#0Pg}PI_83K6Ak;u&VLN!3o)Foorkew+nhzX<1oq%OQ1GKVoBJNl#G(GoPR! zb=`Sn%S46K-QA63i|^`)0RaOTkJxgByH0nT6lWsq$6@00`0)!#!qFND_VsXWuiH0! zc}@$EB@$=B0xTl{oDL98OlB_3NFZ|{qKu#46MI*g?ZXVvxh5PTv8d^*IJ3JJ|QbN(mYoE?%jS?1)tpfM_)xy z+2Hr(7K&UMFn~IM2qy8ADn6K9NVziTTC?@vbNI$*SI@oigCv*~_M^}e+GX-+zrbMw zt&++|lW`cEk};a>V{de-r7$ze<+*{@-z~pbR$3a7P(9j3%ls#!(eoGL3Eui};=80q zj@Gy#N>kIr(yVi-$p_dgqQ(|a4?ni^VwbsyUZ}hB8TFN>tDMNFyPVs5(AgDBXRkby zxU=x8RTr;p;$6hw|2{b6RXlF3Sh0fffWhkP*DtzxLeijzw906`yS>xo;jdaO>>NxE zW*6*y7J2i(;8(NW{$CQ*6&97XqM?4dvd4!9sO={Ih?#M!xrL*35P7ok5&OPLk8p!c zY-~!{=#(WOy)|J9*>rZdZJgVJYlvc(3H{SY^-!I7dU`?~gg5vN&^q+WQ*5u5@CthF z_XfFJpD}e28Ypj{V~a!eT#lsb{Sg?i{ys4Raq2JQ!%$>wWCff_C=d+b)5jQJP)2GU zDSCQ(M1)Nwai&6582_i9WZwTylSCSI9X)Sj@uslcJf$m^`fsKugL?*^Id9+HyHy{0kD-X^8Iq56BFb2JY%Wj zT7tDFTa~lxnw8fr7TWrTltN0#qlKhwKll_1wH-QzVZbU54&YTRVYBPRx#6{Cu;S=-H8CFI zX=u0`{ep$f=0THT=rRmKY*AI7jev}i6dWjcc^gH*s4NoAEAsO5E75lvSofW(ZUgk`Lo|a!Lb)o;{vOLEEj983ZqF0l4)iu%$o0ML+6-7vBMUw$7^1!@us1H=UAG z68Ly&CX_+R=fBHcUnXVNIrD{w#kd~7EB2ryLREKUrkz?Vy{`Fn*`DgsHzX33<#zZ8 znOoG~=}+cVn=Iu85cqv*M}|cGh~ED`=$?FeLw@YB^5(icrX>MZ*_jo=60}=WRKjF!mQx$xE{JjLP#kayR4o+vyGPW0s0HyV^<)tzO+H4A*RZIK+??1S1 zp1kkjq)c|&LhcTsS!YC-*&RzkgubX;N5?wm9Odqu0~7sd=={=6=C552s%f_{W1sA- zb#7|1uBh$M;9Ck*62`M*m1=jXcDtn9+`Nkh>GRP)uX(a9;(9}E?4HaY^a6|f>#sj~ zoh?->RLE-FnVje(tfq`mTo$|-+~fpTui^7)NL*ETGDI{mwyL%xy$)?SIRu2^UBX54dS&k#o;iyh`a<_e!tg7YcBg)^NtDguf@z<{dqK@dOv91z~GU4 z6k=>x!N_cP3f4Iiax3hyx_A#b<_^FMgi+^qOTksnkH;&)%BfzaPt^HFLX6w6-Qli0 zeGl)ds;WQAOpUwdqk_^LRda?+zV|F9kW)%gK?QP}U(A*3x z?n=h1|2N1d(qgFL??FYtkCy+G=#-wl5al0-UVxELhhi8X2)*f-6uZkyXIT;Bs(`!l zAH{=anj3R|C|$ugCT>)Le(R&Xx~Y!1DcjpO)zQBuQvac;jh6o;V4gK;2?Og`Nv&@q+O3wt1*^RZn8wtDHx#Hx zh)M#H?DW!~Xz^t@9fY>*(;Iusr|1D^t@vy)D7CFBJ+>lw;q{BzAnlS&p+4ZEQACdj zF6W^~w3(vAgTSuZ`Mm41gzLDzxW(`Iubc^XczgNeeShJ=u-M|-jNyALJot{E5{HDV8TPO-z!@;PGO;r=L|v(zb(% z`Cm~n#0-ddfdR=0#+5fv_~{)8RQq7cNId(1710F?;CE|jBY8cq1k)TR9bnahgoa4= zr^kBXnY`pa1<1n?aA9OrlrPejAD?`efhpC+bPNJNUIPn)!|XrMwS9ko=#kTiJo#|B zkjPVS62S-0AIv96XN?;^^3!-=*qeqHypI6ofq#%G((!fQ(4Z4ekV3s!fUCyP#zPFg zi-#xrbAK1fT-19iT~_|5a9s6;@{xaIKmL&?eSEv|KL#c2{Hdv~@MKhN@9RtxOsZ~! z@0>{a>|a_gG5SoeZ+u81QxTAO8ao?8RJ9om<#3ZL}qB7He9gRAGjBt&uIHso3-uj?VpN@ zD8C5^_|mW(2@!IGS{M&fauH zHe!+@=3+E}Bb>bEPztdJBlQ+McV!qQ9E-n(^%~fnj=FclXw({8$eP+RM)G!gZRcU{ z$5$#HdtOD6woypWG~DLK@Hza}KZ-6j7Q8(53{;Y4Vs!kANu;`EI4LPyJUlM|a}u&~ zU<&BAXi&^AUrA-whBU^N@8udh}yn z5E_TI#l%_#ocZsx3M`0h+ymp!zU*n)Y5eqT2bTiX8p?>1dGqa8g=^e<>dTFygwp^MA|(gHeW<`S5(PKJxSOrle?1Na`~4B`+e zqblP=*A?IlVnC?5kbA*{(}sV24!4LikU9Bq@lcqu5G4TAtRU7NXI#yE*!mXQwGI97 zRU%nRm_yqdEF%Sg6U3?dCGvQN*)0#h1FIIK%=l7*stJQY{tH-#>0pc<}!XB zzvtAcMJpPLO4vkmp}s)C3v_b9f+gXIIL&Z#u%k*al9S92dX+*QKFcbFL;L`O;Tp^a zb!Gv53G5-nw1b!UQqj$gByU(Z4}*hGqGPx03Do;#I+tC&V~eX z7wOapyq{3`2m$c?y;6-~rNDHj1IB_p7TBc;(+}E95pVC~{B&dL1Rm;nP<6$e#R9~mceSXiRq9zfsRN|MVwVC$+Jkg2y70NlK93#LrXK~ z$9T;%rVNomPgaG`pVh4cS`~<0T=iOo8w*VeMjZ@F6`~AgF5tEQ8lDuN{tkI~5nR(a zT1}U9MK&1tO3pFjj)C+5l)oXur{wvKU_NN@MIO$qGX%X>5+vva(6ACB-U(}z%>?wu zalk~xtIWcd*MRLcIri?SG&!_y0LbSY-!7Pisscd|8~h%ub{@pV3P9BpwdW9`iPxh? zTgWqkC64rkK-dPc_tm9HAHFu?0P6Uvs(leMs*>PC-ssp2El(DypoN+7>(5O#)Y|%M z+A{(G&Fip^#iESPn7$O9KCUjlFl&QXri3CPfKPWhS|=Ey$UbOXag7+lcAb2TQ>Pda zfbpQQvb$YDem=iNljxBv10~dK&RLLIEt>E_G!j2Mg!X+6$-WSPqnk!DamH6YlcgOQ z9qpZ+kUe#Z4lp!n4uK{;Ay#!jTR=4y!x~vkhQuL#A>p>NvJwTs0U&}%VLzo^9W{pO zl>+VxPk|4227ifk*BOm1wq|gWVucVE-h*#=5tP$&TH8T5DI*pz;`Z8*2->y<0tB})u4&3TysbM>WDJxq@>j%WKcS926XToW|K@V>##6-bu z$Oq$4$7Z2O!qdGtwo6nr?h-Y0{nD2<@3cz_Q$ zqpp4eIGn`Xug$o7j$SO~;tuL3paO_{7TpAN;_JBf?_UL^=sF%SWFPP|Lg_)j0#<$~ z*rfpH;2FU9M#MMJ57njEaTA&bp}7TOp5;$KZIB>}>=0NyjU?=e{DH1BC(b;85pcSv$U#^cL|_>=#3jUge_Yr0PKx4%3p0Z zN`Ifn_7y^E}>*B%sWktP~B`zu)}DYA?)*I7uhylOG^_)51CcubU`Zj zM`mW`%uP(YBS?e^VxoO&|eSkT5O3*kyYk zEi&-tkvqskmP4v-(A(s&=zJ9w25)TG6ZDBSMal%R2s4ex%rP%;T7E>WSt3wg0jhYy z=p%S1XbC2svak^2HX-+cTu_L3AEB5vs_M9!8Uq@D>=YFA!>w2yT9zHL>yeh1Ul0CH zPC&BmZu3$Qm6DbI@Fb5eVl%AxIb!VNXj@P_HR%0$KK;VJ$0st~ z=4M@I_&;FFle7o$DM{qOwyC&lJ=UhYx9dHJh9;lL%ob8v9SKE(JV9H7+Ug5zLM4Xr zoLAyyjwFV6ROh}{@uP=gqwH6A)m7xJunOBQTtK%Q;n1?Znc>C$*W)U*=I5+ivX-HR z9VH77lHsuRP8_MQE7YV9kcKUw?n$OF;dZXvUuG@06!5bQ)`f*cq#E?d;ycyyCNgx$c=gX0W&rj;9wudgrhr$KHCfA<0K z=;{f^*$Xpn3*PwX)u8UsswB3)zX5#=0R68{ZB#_(6$+X@=%6(LX*vYbQXkG49-aa? zjG~m-NbJTAcS-K0|3Oq1vy;PUwX>OP-40~E1k)lqFWiR+l3*1CkB37UELJ(1wVVL{ zi_^tucG&^J(-$J+@`h-ai|bBrOlBDJhu)d?D{#74*95G#r$ywt^jNXtg`nd$@%4}`NfwzuXq7&M~ppZ}wrq;DbvA8-Ep_3Ok!)NZ#1 z#6Pw7I@f1BGR|fa^su6$!pk~xNbkj>{u#2{$~K@vlx_}UdS zWBsRA5MMN2uq6(qo^_2<#G;OpbE;5czP0!CrFUec8)}ubGUl+DJ-_BoxsW6k2*8^; z)^Iyd$Dd4Sxk5-A^eI_KbL)xEVl{b`W6`mDV+mzhLTA_kmdLR{3nWgAPiQ)H5~bM` z6s09tA&_G}DEtr@9a?@T$AEl0nz4S)=kBM09v3sFFVFWR{P#iY|;=o|7nRJ?w^+EFd7zH!$$!>(~6x zpVyk1nSF}IR0~Vt$;n}k2gZ5}S1blSJ=Y-HcQ*-YNVcKIAr2}7-NdKnk>!s}!2&fk zeZce8t35cNot&I99Y0C`U?76x9hKRUfH9Q0@&Nw`Ume+*o12^FJoOMA7x=}*6f`wi z09xd=TRpAhx-NMQ(+WB4Qc_d-*Wc_a53j1PKdGupKkUF9Q(Nr5j{fK1pwj(BwS5e? zkMc3>+~oN_G4XdkhLxN4GjZ?T%fQIEOvlu8eR#P?^PrKdYgk|)BYMDjly|j5^??2@ zLns;y`s?b>Pft%f0CkErcHv~t48IS9|2%lK8(%LykBqzp)aLf>+pFD=y?ytN?w-tH zG*-KM_3Fx-M?WMb?cwF+6cikjy9ZP`O^f%z&tbFpI`EAxXsgg18jprKlD}mE=SDD> zS5&mNw9J~F6-}~eei0w<`~3N?&dyHC9hqlu-@bjHocyV+jomznNlrs67=;zwWv!MB z-i0>{+jnqt_a2H4xWmjzz{@N=hVz=59eC)IbFPj~PRXuwN6eFgErp#UyJsgcmAAg$ zK{U*w$Jyl;lXoG%0;U%|_VXK_9M%U52vAI!>sEQ!Gvq)x*W{}r@lDVUih@Q*a!N{F zXvc8y(4nd?UzTUh&y(ueQdl0+JQo)iTU%Spu^ts`Yirl92Rw`TU$pDfO|`SIvW`Hs zio6pw?#kuM0PDSc^M(UJoDN^WdV4gD!+#Wao<#aF^Ww2C!=$q~MMy}~ujvL3p59eCxx+T~6%Wv}2oBWm8jG zb@dja5dfdCor%de^)Wm9f{che`-rUL!n{~wVxlDbmTgW0{(k){Be`)~bU9u0WobnCSPm{`>bo0Im&A*q}OD z_@KjX-S=uD_D+$~ABFAsLEE=)XJBUDDIzknFu#+|M_Z<_keywk8|lABhI8QbwBxE{ obcgK|&MfvC`2IikKA2o?(dDebnz7l4g1?Uct|%RSOy|b`0X6eW+5i9m literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_55_3.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_55_3.png new file mode 100644 index 0000000000000000000000000000000000000000..b1b10ed3d764b642103f61560101de0a5d89cb24 GIT binary patch literal 54746 zcmce-gJCs)h!`&q=&4ojN8m|rM=>==B^zT$7d?9;C@VcjTT2^9OEZ09 zXCr$DGaGAS76xVp7CK^6M@L&8M#lg51_m2@6GnE#JK(m&P*R_Sm0i<8t8SiJPP4b* z@ix{trzr}vDMzW)0;y@~07YkE!|M1SVy|UpYZ|M9sRTa{ks^fV1}nbT#6tfZUtpR0 znJWIr8^fSP>pHpG(+7cv6_1V%!4tz+v)K9>1~dD$@gujGrs0*-6_fjsl+*N6?o>r- z5`Q$2wE1kH&bI$qItL>AGm(E-@!mqQ2&T|PD*O`WHvUX-^3)2&$F6nRH7 z_$0d)!SpEB-6PfDxEtRm8$>RT=V6QBQ?d8~Tcj`R(6Wl}Fk<)c4*#K>!m6DKN?tp! zf-_vvyaV{>Bq#(a!oU$T@4E42dZmh0fX>iQL0J}4?7XJVEvtMFps?24t&5!a<+V={gJ$bnGpf z=&l&x`YVP;;knx#E=51^6QbHwtpC<_S;eb;$_Y9#S!-1)xJ*L}`VN!m$7i*~rc$QX z6~Vd2Wx5`SjJHr{h8c#{Lp)8l0Gq~&zC zAW3KGXzys>bbu-RiMzLLYH`tfqLLfquVek^RnCoTL8ED${W}OrNlD-}4;zP_7>7W< zwYqnj8c&V*PhEBsRX_JpVlZv&x8H{yoR|`vub55SL-T$f8yz+1_J^;lV>=yCWv#)l zI1PCMT+b?hEofvUo}_{3k_L;hkj1<>@c;GRR#eJNSC;7_Y;nJxgK0!=aBo~thH%BfIV&?MHIIj-MrbAf zuapYkE?0WV8#H0xiX*rjRorB2htn#`?Ay<&xXr%pY_<#Y%DFm4aSPeX6ZBz#G{b(cDYOp zwU%rA3Z=~QJpZOG|8lmpzzvk-xf8e@b`=$CycYT#zG{2p!<IDgL9)3~OtG9Uq29^|7HjE^v+b&9=6qYFVDw7`N$S?U#zzZ{czW*xA|b zyWZ%2J@xWtw!~KVUIRxr1MM2}|{v|6nv_}0Wo}FV)MBm;YdCd+LRa?-kl>SySBb-?6N> zUsEuNOjND z-~($h4J}D!RdV{H2vp%NmTedLIsqGO$GVS@P8u3%Lcu#}>c_y4;hdOEuFFcgpxA#O zr%Y8>Ta*i5Q(a`9U}k>#&+^dlusx3F$kHEegmBp|dZ%2CuH?t5Z<%EQZCBq`E z&-V;!6m|gvv8rma`id+!Wm=;dr~(17e9q5A6ITmSYgtbq3aMH&196*)>{-0rQS8DB zUSHUKQYKu2@1huh6{17}mLR~Osx`tf9IDN9*(E`QcJ`pQ{*AFDZ6|U&{PA)h0yaC? zM+tf&1`SNEN>Ul{M7r|&%F9Z_vK^MtejK;4yPBOBA5YTwtxva)fR*mrNJvi~=|L6jf3K>=4`N1rJV0spnDm@WTq0kx=3&p`DtZDR+_*Ju z@`hE7K(d$08vItVWtMUW9wBphxerCM!`t0572ob1d9OswNx~-SESF|=m!2r}Wc1V# zFnRkva*urv4AkEd`~5F(#oed+(W%!2tLl0Lq_22F)sc9gTD{$G)n1knj}1#n8Js*$ z6LhZ>Z2S1JbW+Fhrt)}{s$iiN!k>CrlK0>zz)0Y2@H+6d2*{^=4UK)(TjNo$gy%^O zfeuk5@enmKArMz@`hT~A<$x7|8RbjT{x9XL}T2#1nK) z6I^R%+ii5))9yVNTphJj8kk(b+nNnUNj)?-h%~dY_;dA(Q4yV*UR6h@-$!62n7P*} zfNO>Q64ngt{}v}STTd^SiN1w9ICO--0+;jzaU0r-ogRpW;h$PK;0DJ=OQ!*>wejmWFDC2g0B(f)!}CIm3>z4I+b;3(Hqys`+U6w{#7sCX5O? zs(khysh=x^HK&oz6TF}xYiW8~leqQ4_DQKQ8xZwmu~hE~4I-kjIIK%{IBnl!tZVoM zzQ}qeYaY#^)@gTSNP2Rh9o1=IY2kA2rb)Sl^ zc2^L|@;Rw6=zb5{w4ySEdwzO(m^{goRU<*)+#0&Cc5h>XolyHy9de&Q3bl`r z>}e<$3OgVQj}se2CmytxEo`LfgPH!@lR1PTC_^VlNX$5#-D+n9|K`8IYk~_42E$KQ zxL{J6ILz2l#$@QeRTtY|L&1k`L1Ag}Og>$xMy{M6UixKoe!H!3u}7&J3ID^PpYkk> zwGig4H?h!ku{1~7MM{<5?zT2QH@8P(qH1D7NQtW4r%(-sP9|dFl?}&#TkfzsLN3@r zY@9ZIpsyi}K1}GIT1LHC$2Mnoal^R%tWxH`qg+T%BRgG%suFq`9x~}bl`blN*eE>zxKgJqKdwM(NK?=joAdYtoJ*+L9a;eeY%`UY!M@ z=*~m_p=L~xSc!_Mns0>#DF+%s@%G=4_O@Yp^wg(=&p1ub-^}`F7=%&C%IHIB{ldY! zuQrdgySFlo9TdBET==`Qs`F52dlP3t1}$Ld^w>1mPF;bLFqQ7c>#YE-iz|m*;TqBT zv%v7DGnxP{M;ZL4}9b2pOL zdpr<%`S;M!E8@vNI5o;?O7o4^pITmtb7Ll_$6>GDw4_z$<&9b!5yS_$Z!yhbzMVcn zHlXJ1P#YNIk8}}-gpLs3d@aWbLA?A26Ai)#wl|yhG9%`Mt*xw#4w~HwR~AGb?mE76 z@4bpe!3j5wq7lrnVYjcY1$J5qJni&q#3e~x8qbD7>e&# zTZWJbP4@R5DGLY8d7W0Yj`1)-I_MfMPj(N{WEEX6g!koYfcK}P5WL$@4P>7>Y(5q_ ze1VZTtbBy106r5pJCN66z}~b?wlmR|lCkX+Hqm+`F*cCI@g5GL)_6O6uehROi+8>0 zoo|{AL{I?Y>LDA=M?xJ*a4ax|p~bvsMAjFRlq&R9)psnQBYbiG@fI0Kyi8BQ+{uaE zIZ-1i>?DB(YFPA{Xm;|eI>|+grw05iGU*#LU|RN%nlh)-#((|)0|0rb=~v+w5RWRF z4phT=y-A?JknNzO!MS++m$Y>{FaYlKtO=831OkCVG!O z9?EeEbvr*zTYQB4B|WAWF=^yaLs5UBwC52>sS#W+cmj5FurEYjN=)4ECc@Pk6`5zV z=AEtxD|_Rvx9T_PWkJ(yw~w3g*9MCgF+UFe38wpv*KSu=XcjJmvnYl1FUzv7SaZ6p zxv5^-^@P8HdRIsZ&D21gMmaXR+uP`D&Bx#ec>23>0h%QtGIn;S35VT1Y}+X*O4OxH zj8j7m^H==PFw=^!;o`k{nJE)~t@8!0k4E@KWd(KUyy?6zF^1w3eLW`mv~B zP?m$-q;_S?T+`$7f(-@JSWOt*-iRrGP0V|r+1cm{r%I4SuqsHx8n)bSr*dfr)I=`) z_pdZOkm2Ps9LDbS9oI!s`MVE_vO<=R3C}g+l(r5o@%DKxktU(?8E-4fD_$FIx-1;v zoBK0YxtWTPWVXS*ZHvDUI+Z z&V&_U2cYuv^UrqTp0^eZqSlYyQVZ=qC8jy+2HSz>-G za|q^0rZiNUZQ^darHVi~-uAFv!5*h0ypa}zaD@+c@V!9jz=3VOHT5F9(E{xA4c+6F z^^u)M{>&td(_r4$!%R(k+EYRoq#XlG9ffwXWDYGG{nL}X)=9? zgNpqW7?kCPwdR?e-g?jq&U!{kYbWWIL}z)gr-Z&YF~K&95|4VpM)Hr3Fn)(UuCHO( zm2tFiF~QDdJk+?FxgF`iM9+>6MDoMg=Ma^$|4}ARPiDm-mjxeH6B0fx%QbM!3Cjeu zk&>eNE|u7Gc(y{6_&d;oeiYEX8#)Os0&z?Q-8@#0{EZ5t>EMu+wsSEK8^+CDdRx$r zoveJw`Z2d1%(-uEO^xez#0}M7vZYLczvXCxU2zNlRxYfyTOX+4KkE{}hl_fjId$Da z6dj-sN+`v-Y<_1i;`J9>OlGUWY@u!=U=g#vP*?rY3L33k+i~A=`NKRvsrdMo#^cuT z*I6Vb+ya>LW#6)th$sqr^^&mwOVDx|wlTOS_jlLR!ZPKFb2v{1U~E7hwu!#(e=8kkOh zgfVyPnbQ11r4mSJK15hD9|pfJFbl>>(P$HX706ATJcIJQv;B7PFYQDz)8KOcoR}`^ zWq|2%15|6E*S9!acl=sm+SlP?k)_6IEgc*C3Sa+ zU{m*>2?;Ux|4s?%Ee=*(k>R#2kKQ3Vl;O2{K&_63__VVa87uU==$v-Sq<=59I){fnG>u}Pc>-&6>25cs= zMre8h<+NtN@1I4?T;Ne0k6tAQLLVpzt9zb?(n`rnQ>^8%PVzU-XwIQ6UsD1;^itq0 z7$`XOAamLQ$##*K2P96GukePLx4{>zgm{LBl|UeX!-=ka`h06`X}PiLvM!KqKoALp zou_+Lav>rZK4H>byB5aq9H@ev&t!cBYeuWi`;=_PvOg(6EVs%8c z;~9AX-{)i8^Z?OR^%DTjzv$@9b>#445ED6}wAQ3o(%qpj1VtJP2MLZeH>`Cp71W4X zS&a(gSC=!+=G8e;0wk$g?XJ^c5Mf_Q^DBI2<_~hyrdP1wKsvhN3Zy)05CutI@ISYn zm6e$UA;%=g%PuXdF5}HVrvZjYBjd6m;LoZHWL^V51K(x^(DSY*R?zfd=(5ky*RV1D zqre-}pQXDlg6+l=7wO*jDR6pq)v$%`|M9oNM1EXcCC!hHx1wqYB86h5oS#&QWfv5w z-sI7>{KxrH&F>=SKnqj`)e!cKfmd%oE;hZ99c0wkddzuX{?+KJB1>2^{O3oc#+HV( zo+nlzE3|L_5>28`d+-sX0P4&}^KSxzV>qi3uh1})FUo8%3k~(lTW8tvxz(JKs-2yf zET$mjDFU_w_*BzRKei{?-H;?h0XPx-rJ}w%M0LI*M|oVNsb5r+9co?Moz`r-f72en zxhc1uZzlqev&z8)UJwF~f_nSa8woRvxE9KsQzGj0-~{IqA7GFOV>f1wookIpj})z~ z<1MZNK1;{M?C2}S1(7918d1v*i@0zxz0b4$PWaEt-dO-_NbB^jJ`RNzgg75+mIwwd zD_ThUF-KQz$GL_3PrOnJkcv_H9R&*tc%>Tn9HDkbBH^Rqrr0uw)~?|q85y{KZWH{h zJg&#dpevv{J18l1I=hb1U1qj8-Oo^Br z#8Ob&8w4%Qpub+rg^v)DB-Dd>0avQzOZf%cK!9oJ|{YKErtNsXuy!t7f4a%^c-tQCd z-x}oPLRUuy>MceH6UVyqAxzW$D~R*dn7sK=1#Vy?~yWX#yWr)3gTtnx+ zNO)Jo>M+K9)|e4B!Y%m9L~De3z4>|oD3(IgJw3kbc3pl{C!@SB&DK*~I-!)GzxUf{ z4^~^G#x@Oaz8~=VSBaQkx${|C?02R|hpn|@mOhF?nbQvcq+$FJ^Gj2dpFpc&M`l9H z+Gc`)YwS*Mg!$&_dJl@uW8bXZXS%WpQmBb~PSs~R|DNeA0JKXS3gH>R{iOQGEW91K zf%u$_%*#=DPfacMeZ|g@(_W(E+NLQ(X8a_RFPF}iFh0(IjuvHW%GlnB(DQZ~RlplM z5`tm8xwjEC-sAHOou-ptUJx@%)HdMdvL@~2^aiRyA+wvdvQ=0`Wlor&a$q|~8Y?ea z5g|#bfifyVM6?$B4>dBI2Q-i%+b+uTZW7>uVtyLZc0vFUP2V2LJVZ^r9M}JFLPFuU zQLW(GHVuu9uLad^uzwOoYd+q|Y(6M-QzuO+>tZ8Ec3E?K&8h2h{S3RhZ$6+`vn`~1 zhi^pp#x4dUnE6*EyHVwofpVf?MSDsM_+BH;y> z*OT-aXzK0GZDozaREVK`Dn@Nnb@g|^$?*3{w!p4x9T3qquN$j_LQVvydr`+XNHe}1 zZeH+MUNV=k4W%En|DDvKziimbkB^tF+|d{6EnW`UoXtKD1E)Dr6DxxN%N(owjj?@r zjDDlN<1u1c;7G^^EWc3C;J!jTO9(mpP19c_2YAqn8(w4yX1-*hn&EcBRqvm;iNR09 zilOK7g3vwTb0z!3>?$#D+?jaN{E+^$aB?(`#i^Z~ye2|gO2v=IPn46Scd_zGVQ((> zh`P~FGMA459K61v5XCp%rqKSvBW4`atC2qkBt5@H)&9VL9muJv=DticIFgFAAbgn4 z?SQ(l06?r4M)c~+2?{3=ebr?z!)4RC#q9bu>cUmucN2}!&kNm(&ZcEKl96==^Y2Vk zyALKN9V5{12^>12#oS-=MugBpe&KQyK!fVC#odC`Uqj={By(}6i6wa@z1i~&8Q+oP zoe^Cvf9HZgnPK}%j$ri#lK(8H>p8I3^Y7WoZ)v*RDSo^^c28~7vu+1#6dD&gJUl7b zZl)CBPXyTi?KFXf;wTkJNO`kv%v-ABKk`pHb@mgZ&G_Swiu@|^M7&cEEs_N+IFxEA2)4eQWVmVD}xnuXpg*8l3?>&RAL4UBwj}=+1LGE{bRK6fo9zyK=cC) zS5!Unvh%k>S$}H}JDs_BOCV`5PZBh=6yY!{V&Kb;GKO-%3=T5x)YXoYGE;x>Wqhab z3-xj88TxF4$a-6I{TAV3H=}u6*xpOQcL+t$+hCtu4X8(xbae*u2bExtEq<2g8Xk$W z$>nhxqCDX1?|@$;FL{yhJdxnK`|URy@8O~*h%kpv)4=}cF=#BZd?c*Rw^Ya?7 z62mXE2NKk_+>V|kaj`0=(F4@)u)U6O<#lZ#*`8 zK1T>kiN#OJ$nek^5eVv$vQj#V?%FOa)ZyT~Qd~U9E9MjuRq%~2h8;ypmHx6!z)S1X zU2L*p3%Vy46;-e9x{Ocfv%d&COM|08Rp+@q7F_+#B(F`%-W7rcAO4<3@yQj$^9T_H zR`eEKPYp{m)m?bnR_qm@3^m~`)s#xJF($wogBF@&4i2P9>$!iQ0Dys+WKhh;_RO-( zIIwfsNHE!1*|Eh8SIgxO#xAlce|dcFG!ca*ji(-_!bE-{uVgLfr(BD(k>=r?=?TnU ze6(ausp7}0J5H&zX!O-Y9zEN<*w39PW&FZ^@;;z&2ja($J&L4w%cz5m2D{`%`)Ut@ zcC@rqKL7jn-&8G1Yig*G!hZ!4LDeWeIHJ^B8SZSitBbpNq-Da39-prnpxU&xxh{Jy zM14dQ@lUwmlm^HrFo9f)BoZk0RUQ6n_WjvpEfm=pq&wSTcv#xa;7NR`l?3QA#Mimm z9pZxJ2^4pjTg7U zXWd6O)lIFbS4V=qdwA~E+mfG`PVyM(b*Y8oQnm$Rxf%V@wyI_hP`|9c59VOmzi2>? zS==6q%3XHn(L^0y+!nx$+fGSFItYRNeXm3#tIRDa58U(o3!HOvq|00b0spu2o)Y z&=~>2aq9ETixTAbfz{adsJua3(-#2%qaJznlw4F?kjCmDfcNDqmZ5Ix%m{ar_-41SAr41O!g{|O3K&*`_Rk0fhex8Xn(l`gwTQ{#vjEJ zLQ`C(rFx1raR;m>FaYIUynmS&50HAD#TJfmNJzuoO~WP~dK&(8VvoK;-dz8vib&L> zmPx1}QG-f}NBrlok^IyrX3F*`n#BXjXx^*^!_Z;UM6Mgq*6nx3Ke`q&LEnXZTTYt8d>*%n_`toG00f^a*L2AaeBu7yDM};X zLn%pve~Y)wEI$5Frra@&%VF(3VI%HO9@5kc4? zlmjYJPM>GR#OHg8P6q6TmcBEqhZ-vum_9BXnIk1z)*{wjSqmyx-Uy z#fRs4(0~A^v@PLgt~`XBg5T@a;$l`sd81-zX7+bZ!$|_BpNII~bo3dkmg{xU^!S~1 z?^un;Lf3}B^YHQt%;H=pD26tlKwa?*(-oWrBGDD>BlrU>fEt!?Pd6r;>A641M-(^P z?E0f>fl%$bLC^&w!$S{rns6qE6)vqx*+xH}P52@qHueCf0-vzH{zrggMk6BX82BeM zLD6bT-gI=XC%UwV{Ph17auI+Ys%m?p)<1K>jj*&UPxd4l^X^@`nyV=pjFWN9D1*Bm zPHh3@3Ce9F%C6U$TMwIakYwa^N?d|$$^fFoSkPeadT-hsOa z6}KGmo8?Q#vu8~ugD*|E;yq)B%t z#UzuI+U!)3$K3sgBP`v0J8GS?8X2D7_?0_9orWWH1Us0L=_ z`{?CC03aqf0e1asnxJeRrEIRKiIoE_^z_F8f*{eL5i;zEOeW+^rV#mvlWeIUN&qCQ z`i!HZ8)PQ74;3#8IzAwD&eEgNz=y0t)*plhM`Sr6 zu5(30<8|@594j(IzFFVpWWdtD_&pw*(!uyHpb^tZOKV{gK!kHHJPggRb{Yf@l)5Gh zJ4Yc>&5RveT8g*?!1y4+({PRMS!Zo!pX0{zY<~?w-7Wp?qtT=ls`bf6sl$1otb-cF zTF%lIACRVj%bJdt>%6a`pz89mPQkS;^l1I|z3BCH%C8J57Ux;%0|qv;xg2io;F=%R zLauukH7i@0sJKp)l$7Mm%&0GRM~Ujj@mM4yk5B{X3QTMGWbw~b;8U;;K2S3s5Ch%W zJ=MxW=6mw8*u+3wZ16uUd;=+;Xo z(`|>brA?J{&6WT8=@gFn)KA4GnnK~F!7zo9fkUC}cn_ujiXC}jW?ye?=N(Ww07^R! z8JpJ3zIjy}lCv^%dflZGD651UplFw@40c3t@oF{A4=r zuT^M_be=-RnB!{^zJLsyQiE~gsH>S!fgm#F=f!bvaVDIdHILJXLJdGOg~RJyZlDQ> zr7Fjiq$l4M2Tu%ObEvn~BKrpPrA(F}0ZrH7KOM~>b@`K;RZ{b8EsFk%?-b-4ICa3P z6Ze8^r>%GH5ZfbUI_{%e5))3Clz`|=qZn86L`W~K}( z>GFok?8mnD$mOrO!{2!UJr#Nmr{&ZF z9{zbcO2>E6`2$l6y+3}mre)5o--^+R!FtpbkzqRzJleLKjJXf=!`35uIC^vCULh{#&8}@V ze!FAVb8Sx?4Xs}+h;AX%jy7&_Nj`QTDCK^cu$98mB|iLY4{9iBNd`1PshIkjnlMjJ zDbUhuud>|^?SN7PG<`J19&vcm8U64|FD`J2rk(keOGThjKWaRIojh%4@Xq;A{P#xQ zy)~P5PtG#3ah>D@*NVcUSqOu`LTdnk{e&L~AGZMxDh=CqIjRExe5F#?oBl@d388!w z(z*t)E1$AT0nh{d0s^xmNl^FIt0<6VPlHO{nZ|hPk1~A8xo`h${!?;hMU@j5^x+R# zlELS%$<-iV@A9#+vEAaL%vawwy8|YVd7VLA(Mc~*x*NI7;K9sWA0?3f61sLEtIoAJ zV;nm6dFhQ2vT(ax?4x0J4d+^U>9U(ejqLGaU& zpQ(v#uYGYlmXAXffm~u}>4Vxox?8f>a4}@$Fv%8?fOjl(zm-BQTFAfi9*dR4;N!6s z{n>8M^^dOBCfRg8r!1W$(Ro{HI$m|KCnXGowC}LUM7`{Tkb4#Wrtj#}0 z5L6@1Jwm)}GPjV^>fDc&(OEGrm*fP4$I$W?XGQLfW7&yW3P!R$$)P1F`GGPjNYcUr z5h#>D0fpMpyicR5AnQXogrkpSTK@o-S8n@oyM~*@gl|GO&*d(!)O9DzLfi-f7VP%-GR2?x%V1S$i(MKJhW8cM-UKXUBlu z@woX%tL@gZ-r6;)B$0vVQBOmpdVZaKbq14qeD_0c+ik^R^Mg_(+Z$=K?5jW6HwBst zQO6ns*FIm#CO>vH?WIl|#QfFdp)?N-A;@#-p}4I63ZGVZ#(z-&KHe1_b4YT~i=F!V z>RpX-giA((Lb!{Wk7F_8VyXG`QQXwcdiYm=PR;lByuDW!a1pAyD8SnUNKvtl5bM-W zjD1oup{VWFYBx}9$KhVx6|k;%3{Z*fDx*;lO!&-(j!1Nri>0t2s*< za%d3ug$y?~E9@%p$bIevRm`OMQ7_J8 z4ajUA*S%)>+!4vngD!%Qk8YUL!7eAy?iHk8gf%{%s<7E@8|{4oL}^21ar@e~(;G0V zjHEO5ezEmf9wb?Zr3Os?siTvEFhkI@czWB2P<)p~%iI?$l}II_F`3LUf@nFZ?pGe68iJNt^KKSyvf zSW|0D?>wq#(Gem8@~}F0Qa1KcOOf7a-Epc_<8(VCh>2Rg7i=;Z-M_EDt5cDg5amv`)r<&6H3`5M6_gGeu< z2!1C=x*e_)97)5!mMcuUs@@~hKyKyPzxj0f6muDTZrMR5YL~d9#CzU5gbE7F=c44l zN|^MRXnE4U-5b|ObvJqga;+8Q7g4_ylW!LI#I<2Y+P<|48K@M5ih1KxsCNcQt3>8b z{P7`cbMx!75#V2H7eypd)K)iQv{9FfOCY_qo};@dQamcFn?8_Cq)V=avl(wt1<;2Z znH|nLK#hc}!g|J%Xw9f$Vp`qJOel5Hw67Rn=a{*0H=;alXKJXRr8Lw4GReeLql^ul zTo4f-{2oI9Xpy;#nRor<+2cgS`Kzur`lzOLS+U{q1JU#r@)kU9ywfdE4(b_ga+V1v ze1bK<3Lw2oIsWFlF`x1MJ>7l%P5JWC@E3X8hzQ2$2a&(z44k&{?k5U`O#E7Ud=w>B zRaOvpmt^)CP?8hG*%k z&5raj>Da7u>=j6Hp*ay?UBYGLh#V`7)Wc;6(jze*Z)_wX3^pyPx)lL`ykbM7tlecUg|c*!t! z_Sc=08;v^^T?$oKUmK5J)im&pitfobG-UAI4rg<0AP&Zxy^$Sb%x~xY4G?zCuV4!g zPtA+sfvmx~&+TjaKD0gEAQ$m0cuZO%v`Op`fBA0SYw>-o2OpnQHQ>T_6A1tcsjg-= zUItK7OF0)h3ms5p%f)Q$jr?$IkG6sH_)p8A?tb^t*HrZve}Ppv1v~?C5iP?#7tmy8 zq;F2{%{P1u8_NS|4L}$8LgfeXbrf0b^R%x;RGv)|WZ5pSqShV``uG-B@7I*V7O1L8 z>rsm(t$+Kx)E~)d$CbV#&q!t^f)FB4(4lAdr=tOUE0*zrAgC_`zv4J(}Np z!WAfZquQ2rkuA>0l1wk1VwCPN-t1}p#$)HVG(SJ{sRZrx=M6Z37b(B__i$-55Ncj@ zF^wu(cK9qqjB<(TW84BT8=rf4oa@|}@xf)TmhS=eS@dooPycv^go}8l*HqrTXqfhg zPt$DH>dt}#nVz`7hu?{eYA6le84W0bC|VEIDzp#|J46M#??(W5D7jJ`DeWWik4?Nln*^nK zYfBxNRlxD$(-VP>5`>IYy{Bv?!PEtsC#4+>Cj}0Lz4%Ie4^%Z52nO{{T6QgR%Q$l8 zw9*E+#*ZDEC&7j9$SBC;0Q>e)c}}a}U9h%kZr{sV)J#2Wy3eh3+dPnP-7NO8ou0+s zzHt96jm|+IE=gUVZU?_pK+dFRF3@7!m|7?-Cq|uG2;R|exl~_Jq;uD2mCHnf=i&4A zMu(3vey?C$eQ)MNK7nbH{BvYpX1p3g{o5-4cjcM!Yoz00y#iWos7$= z8%B{HX*jnJv;Q-V#)X>Ln8Q9Um;uf`KcY@_KGoI$~-D!0c=s$`R1@+{t z76R5TF`hYE=lOsr0_2Fk+6P)v0IF5!cyin@KJ;Z@+~bB^rbKgx`1j_o63%~Ck`hhe zkF%kcbUyHO&P@wBaXp`o-M6$d{MqMY#4Au;8s3Pnv*=uu01?XHZlR3i^??TS`*5%=)_N(dU-OUMUieLB4Fj=o zUAxsc@bEnOqELR6@G3&&zH!wW0tV4qLUu5LPK5zhexG9#-ZxKko>gsv$pOxlbG)$@ zTV^A2-rMUfhumd$If?lzQ-eq;r6RlgY6)fm@;3pYbnj{pQu`k`aFj(K(eLj#$PC}gmh*JJ9^o|lZdnco^d`ipyta0X?UBY2IpimLeq#HQh zJ}pQU6n65N41-;y6;fKdkcw|JUPpO3@4-4>%kz}vSY+`x~X^u#3Vhg|WuoO&+iUa}99BfOZ-%zKbhTN@(ZQPrvJ2k7koV8w>o<_IpAmFs;r+R^_9U zJOf_E?*Jma%;!kZ_B0j}rej;$re-}^sqeR~&42#fIlYz@h;i1*+OXi0<%4MWUZl%T zR>lt8WL7*m4S&NseimvN15cY?P=oD4xTgBxo`)%n`V3nz|6VjAKW z2r^fke$4LyqNqAp?%SkOL_|cJ=UsJFlku!G4ew1G>pDbn9&_WAh_eb*P9p;24bP?Z zS4OjyeeTLPlI4T@f+CI^o?};5TKC(55uHL|Gps~KoW$$TWJe> zH+_8g7L!6YI8#$yU07=H8s^qq9LuHE&leE94HU}FD988J8MPkmNqE_Zu=0rGq-$VeW$Nxr^0!im_j3!H!zSB0TLY?<)g= z>SP`iRZYMdsZ&YJyqnLz*jT>lNkGlZ@ImChntg9q5?0kJ8*2M8>iIib5ddhC3$%o{{yfCcEh45Dt>X&3wA z!<8fX4-lD`Jv^Elfsv<|t`{u675x+9Ij%X)T^DD2uV&ODdwi15La*+LCW-{3f4J5| zwhJNLhD5{KARyEjIhRlcFQlU8hFwjuQrNG@F*@uiB-(oqF?4DFM!oUwso>M|2QmC$ zPwTYl=)lsxUQMRK^!KdV9)%1n&)F$16{VrK-ToXDwN`yI0G3zp@wIkAFrpUtd9?dy zN@dAYFW9j!EM0j0nVvLm#Gjs4!^HftG+8m7T!Xvu5k+WpPxypzND!!H;bW2E}_ zoS-|O^-eJb>)oNfdgKqEJ5;<}6Ex%hPDcoT)#3}w&Hdm@(7C%K8>Ui+Lvu!RdIpvX zOG3y(xmxbD*c)+nslUjx(Ux>@U{z(%>5L^0GqnsapRfg#CCHi|4A=m^2@J4DX@4T? zvtX$*`Gd-epJw?^9uH6@QEsx2aP^b`u|Cs&lRV$`!b0=V!h1$S50KehnVVPTNh$A` z@MhWKe&mAm2QM=$QI3tyid5m*fhWB72UM;ngoo1x!taq9j;rVy>X}YETEK?(=W_#f z6YJh>9Q8yqXmK;P;oGV%h%L19tZQlMt3q6SI!24#6-!HhwGoTna@fct=!=KvG0dL= za{HS{&pM&Xw#{FH5;v==u*m%1+mR3<%{iI6tvX##M6(wIE+u&x;QRBqhZ2=b_5>Y5 z^~>dtQvcHeXmQ0Os#Xd zvEetLS(NK}23I%yC-{!TQC&CG0{*X5bQ)Sj80)lX?r9!lm)0er;|x3%}oxzkS-X^rqe z(L|ksQ`dod-t!6H-NPdYxm}*?O14f2we^V_Sk4>LYv;6B%kEDeNC64lXlNwUUuktqm{mbmyd@XH0dfW9XjL$1`mV&`_ zTSpH>+S6x&vJlNxb`XxcD8+z>Na1mp(;8i5w+w!#UA*H^3NmJHZh_|Pqgy5Uu*K)5@r>@q*OVWmdKeAU9cCt( z!ye8r5Cy&tNvDhM1*>Q24b?3WH?|eTSTNRWGUIiUcMl!*kgQkuf436$mBE;=;=#A0gClQ6vSa$ zs-M5Kzk7dItcxwQC~WjaSx8w3t%NE}l3wf+G&)s*vUKW+R9vCi6h+F2VWP+BX%ugY zVQM~}Tx$N_le;jlONtvy0MIaU8ylqENNdQCY(;V5{b0zx5PY1YMo}OZfN#I>g}1G& z;k{`P2hFMUSuS>YHpl96VqGPX|p4#(UX+j4I+|LGbYZpM#qRBj-1@y*nt)M zYDvx2Wo>N{A(%nG*C^OHtYsHhTrNgkKz4&eBcZQOS}!QIt`BOJA{*G)&%3(^ZntfS zR_-t#uLjPh__JGx2{#L~1Q0sCIDOLS(>T8{SEnkB@FcH{$Q~{?!;8~Tt$1~raLtSw zbl|sUF4faPZk8LOGm^&J1Rr;!r(eqq(cUfnADXT*AgZqGf+!s#-6B%b(k&pMz<_|# zAq~>qAxOtaH%Jah*U;VF3@~(ecYYV2_xr)$JC}RT*=Oyw*V-G)Sy9ll%V*D);m26A z4=g5=d0av-2_*;rkjrsIb7=1ra(oKW$+YTx|KT`Q07udO(zk!eGzGIdvQQFQhSte^ zF#p+A(z~S4vb%_>STOhfx{EA(o9E*~k2k3xT8*Q8LGLQgqb14RXCGab`3^L^3PyQn zx8KcQn;ollnqhrYR++Z_iF>?#;SU6W{(x9jp5KVF_+$6a3@$E<>|!fgib&$f8cBQA zU%p&Ky0;7ahK3t^XA5U%4qoR4-D>4)x+q`okH2Gr+IPn|xWXlH($Wg=7g9k^>^3XQ z-?gQjBw_fR*hxHF9Ze|SXA-keY>MBsGlU&9F`$HxgOz^Q*V?@0MyGTqp)xK%mhEHK z*O%02zK}DVtlIDqc?ceE#+)cZVceTuxwnl{U*fl^S!eMHo z_0ooemhD6FqW|y+1G-BzO$H8AZ^z~iMwQ!crU~V7u(tQ${amRbR@}N_w>#%r{kVE& zbNmimttRuZabb>Nxm>hxNiOTjB zqM4alOl&L?yPi1hu+Zr<@5fs*k7W#1MXfyx^j)l_H@TgJLKGK7tL|Swa_CsQ5zM zRVh6nkq}i2V>4y?^y}3S;U=mj=YC$iu#Vc(^xeyy2U>IZb};y%sYglwNl)={a z(nD<~vWrnl5)t+#MFIzX&q z3L}f6lTYawNUXRxkHRr+Ox#?c(z>AITzur8g~NfC6c|po3u9=}S38#npQawC2l*@k<66O{15jvf4}~3CriB00({uD_F$92q)EBIe>Zj>>%#-O zq>fDVigabX6w!*3lNlIGI&%1DHXlMlWnB(xC6zQdFfZs%g(mFpc6Cc~$W>+9p)7s< zOs1w=y8=o|Dy>z#bAuCpCb=l;dj$O@|M@Lqe@}rdc%zxLi)K_+5IkX5%INhsim(xL*dWA7Jf;p^^4j)~S z-H1>V!J4^ezFDK^;({k4(Gitjgx9+1S^%bHPq4o)&r?)e8{E|uj!#H<&|MNn{joWL>!0ZIskW1Ugfj}t?>$Os6PTlq>bX3MQ=6T;7b1r6WMGh>`2UjY4NJ7iV^lM zXRFwzJWiPGvERArghYm3KKCte=!e%n!<({zd^RV?2*p9Oy6i2b0)gXDyRp;G$%!t-}wBo*t=xs+Ca{XL9a;Dd8gP^oUkYpTKt2sGDZt+hm zhYu{rK%K|7pAMgsahROX)kc-h=yofjBib`c^4))svh?ZL>o%kN+}wQgI2)CzGoU+c zy0q#`*cwRDviMVP!Q)`-v6Vm3xVr>;8A zrJI#ZM_a)uYb!Q=Lti}3x>{EOh99f06Tv+EcHI2;uDz|PZ5L&UyUJ%|R;<7FDL(EB zMlP7ZCx*M}PxB1ShH~%8fr``V*@P0v6A&-#1|Wdly2@Vca3R^TF|RKQZH>l-Rvd&2QfZ zN2RGa%XP!1neHFS7+6@=otrg#Rys>?QJ+US_BD!bJ)aW*?ny2yTyB;XTa0vBX=T4^ zd9o1ri0v*ZcdeORABjihMKORr%w8a#Aou<_#LmHwJ{{v@5Dic4+!nHJZ5?2paZV+( z;?GGEYECwwH#{wx$CPpIoF{H@5lV$m*P;(Voth*n1p1lOn_z*e>gQ-`--{ z|5_I7soaBGv5MT-#SUmdCj4-6Y8s+80?vEQ;ckKZmLLkEd3dPv#a_F5!&Mb{Qd=yn zL3lf4*?IS?@wMsJ9<{N?S3|en6OV=wBL%qS;-HP@cwM|EWNg{I5(wZB@kZDrv3vHcSX*#yOup~UFZtNy>K3WM%vciX*a z?)PRgw!3qr8xI@vsSDN-B#VA(WbY>-6_?)m@aym2 z9mAsI2oh-yp1p(go3T6wX7V5@(_wc&n8h8qbx_3+MX_hxN*ZcgaoZnIhDgNM&(OeXu$@w3v= zPvZpAaVATnw-2H<>oM>C+TEF=7xVx1s7_}}Vvr0@l&|N~RvsuAT5sEShfS`Z^}6;h z5@pxAet#Gt``&D~Rt&q|&Q}){7M+!0{@L8JIJ2xNNEPwB%ltT1;~`*3 z&>GS?GWEM5x5$zSa8b}ST2Kf02Z$?&sERlfvuO!L2M#B8Rr)$$&hvY*6g+erE8uI%Y50#6VbuesNN|TaVmYr)m!F zMPVk@y*cY(UWpSnjel8^5xLJjJv9!?Wa~G#+03tR4z@NK7$u;R{pU6A$uCMx+7nU~ z(0dg-S;e?%e}e9^m8hB^bf|=|k^bJK#s12pesM)MXjG2&A;%1z!oL{*9WJ@KjD)g0 z%kh_pU^4 zf8L{ND+}EN3bbw!$1l|U?jw_{xAfTazVb3p9CT2s+5)A?H=-K+6z7YXEvd!8R6M$` z@9j4V?`s68FDO_d_a|fUd@e+$xcz0wlhsp(WYdKmS{kKejqL8rVu_OiGHA<3la!&$ zJovOE`P}f>8IiQ+y)S_A?e{Q+Mq8uF#7S^SYP>M!#+@H}&l$0n%@^uTIhN@xcW}YL z#%vbT#TEA@3gc6~jYA&@y>#85t!GQ)fE7E60c9|cCzG$m2kW|u%?_FZP?L*`Wu+aa5TRDV3r$5q-wdI(1t zQT)6Psm2A$ewm+REhG53FQC41C9NQO&`Lma$%`dv2q>3%-cMH5#c{A#q+kKFGTJpl zlLrwjrZCX4ODbG+tX0=#VjP!EetXs`nO!SAO!}YRo`wP7HkOpx%1*LywuhKE;ogU2 z&rZZ-OAp(s9zQ=!g>~01L)~lcGBJRHX%~So?#K^xuEG4zD!=o@RQ}AU@ob@QC@?Pl z&U9e5cxHtZp9@^va{aX`%UTfn@{u?!+HJ}y3o;L``f2|Bf7WGvfjWWfrS?Z9b?yF4 zM{PfyXshX?6SgQYMu<$pW3T;NKEhRb>(_;s@N5Vz&kl)(E=#%0^F~UEcBq~`y9^W- zJ0NnY12K~~3n*r!SDV7mHNp$ktk(+tMElRFO!I~q^ZnsOv|4>`+SpFM1^=eJ45yHg z-GNx8leB9=nI9+>7dwResQvq*8vN0DmE!B#p^kzIbyw8FtUi4YC`R+GEGxcRa2UJ1 zPs+yFF)^uEy#H_!?tWRysfKQCK(U!=U%*Fgd&ykz)WH_3${VNuykWSZp zlI-6-5>?gHYlpS&P!;rv<-{ubAAec86VYXcBdvbFe9OgK7QlVR4Q} zCZ}b|-@1U=*?gKB4eAT91DM0KfU~*()7d9^i>C3fGKA_d{D6&0h4EME4O_vhZv_qc z5Kk`BrayVB8^rw=pH;}9mv6gz==$hF=#ai_P=~HIUZUH6I3*^H ztchiYl;Sydp+mS+G8h|*Cp;i&s4>w$tCX%V!^a%hY~3Bg9Vm<5{%Z(1UHP2md6unE zfV`M3ntJWE%@O1G#1sMZzTcPEcV=>eYhT8Ywx8Zw3bMfHE|0;hv;#(>q$r6@aveG& zb-@zO2?u^;OnAsK?s;$he|tu6oPxV7Q@8}mpapPLpTCN~^>a6}EG`xjcuoiAC(-fnEia2B}EaCU(y;$Vfn579<&X=U{$R2@i zmQXZx9Sz^nwO=9}e7*nfIYPbhY%^_7T^r0VI~FwsLv|1?bB+9&!Y^`8aEvk<33~yR zvnhg0Y*Lbt;-8v_`#&;TR196U9lGV}vglr~6H5HoIjPhXr!x;&TdvXDgaL8BE&QN> ze9SYp^wKisM; zg$JG%5DQ}_C{f>ZE@I#RdBLMk( z&T4xUPWMi-45+cc3OW@|Q+UOvz1LPy4$*45FSmtRm?2`Kb@9e)?`$ zhoX#PwLS^F@rBK(d=A=?@ z)K~|PMhL>k2}2GJjUq@-XzGAF*YhvaD-%t=fJMs@gTGBnHIBk}`yx$`St$H_33$iX zclgNJQ))qxf0+Cyt!;vG5kPt~OO9q&^8$!wMG60HNAMujk{O;Ws9)~nj@k@wfm){R z4m)iF^;tDPFKlAS z7k@V5{Ab&ylI5~GSuE1?7{xAaJ#;GnVqWd<3YkHRuuj4b6nS*^c;IS5%Nw7IDte`# z{ai@kxOD$aN?s0DvELCR!o_9us@g)peZ_@~q8|#Z<hw=b& zzR+mDU=QFpDv5$kSsO@5Kc8arcZmsbEKqN*V|5i7cmM9G#nfR6@OcdQZq2VrKFAuz zJ7U>+TA`24%k>>cZj9NOlg@|`ah$d!Suy@=D%m)O$BWj5e3)8SS&M;izweJg%u3`> zYvjW@%L8)i$0*Y^MIW0(u0y8OmYsMjNK42-?=m%FBeG=sBley(75c^Ek=5hZe;cr* zGEkp*cF8;Z&RO)5=V+pjqWZlY! z=)S;Nt14PpUT#`K&s0PAcM9>_vHG8f2q9qFr)J4zn@|h*km!O3lhLYn$zlWSc}vQB zDi#nHLM0dXOKe924IWo7SWxjdRE|o+jf9VM>btj%x%|o2u}VNr7EJlUv8SE%b@SuH zt;YsuI*H9)tg6oP-RbaVW+>|lKoL+5(LOaJ?S3K+hWQeASs&MY4)6iu#Cmo)x=sx=rMFmR|3R{o) zYWnAu<)TAQN?~~}c3vY=dz@GruQer5nn#L2@e>;xACCr)kBy-s`_+3i0aVdSFnC95 z3~Fgf^N^Gk*?@!XN_ErYzRdS>F);3cc(HC*%&O+*J@l)G@8O-fY~M8#POqNvPqELP zACq{Bv$FNyRA8qC(2srA%(fRTax)|kdKAW#T)^m7bERU2lSs^y1PhA2AEBr?uEn2M z49(M|nIp*{gUsnGI669Ey0Ti$T8y^WR7O5JFp7$Lj;zuwn9#pO9hsk3Et#61PkqIX zLrYKZ%oks!{NjcG?S7Rso+}mkiO5;xWt;7vMx4}r>N?RYwj#LTQbNDdP=3y^-ASTq zbi8hlg4ZdgbtCkbgsAPS3Wy37dkz80tT&Dz&7r>mb0f}+4}8X%_zuz_yL&4QU)-^I zfq5w$+;JJFmT6^)PCLc%%-5n6FowP_U>6^)Z{Iqf`W`oV3VJoC13kV1nTl)lv*Vx0 zVm37>NcPt0;Ch)?uZv`;m4K~%CEeFj56RjiGo&{C4u7#`|yoBa{ak1_%!VW;J@KcRDu6eJ11F_w?K+;XD~>p(N5QJ zDb&%1@X@`E5yoRZ+au9@i|1gK0d@LoF@mR0J`(e0X)0Kg2X{P^lazii$6#itQh4va zvCY%OoVq_)JnXx^3w-M2m3DUV>ZWxRHvLW!lT-5O#J|6;-S4 zKEfD(5mQ=e({yjPi?9#f<`ku@b;mAdhUJd zq&K7o`&i$*df47AFLbA^7Gki`(=egb>(*EM`ikcZ6Y8goazh5%z5tn1gfvi?AxVIS z!-z#wS+f7p74nYKa&lytFNQs8Ui1gZ;;gV3 zAJZ>l6Ro?^J7&G@i|^y5 zR@}R)FkD_1nR3pWlRh@cT)ox22H<0^^Co2dMN9|)ObPx+hE1wi)F|#8hR>Jfw8Ub{ zAwy|pWN&5v;lNM*aV$ow0w$ab8#~GfU&t1aTG+ML2x3>b9Zo!u(?uRV9E7Xv4(oOa zKM|@2*-9z@VfrGI!Nkrrh!*oR(}yfRcLe{rkU=%we~TrtgYBQPNNknhz&CqAw`aum z>?OF{R6})m!k0@ZKuS-K8Z2^S*mu7>RTL{vC?3Ws!&v$8Wy-*7dd}Y8yUwdqsUVMx zyxQjYde#4!x4iG{JS^S))h~$ z2G+|B$pFOY0McXdFFrSpOC5AeLblS@3m@I4{;#SsQEntV^P8dM`z$%a7+l$%YBL)G z5yF1{Y|i@;-~o88=02G3#w}~-0hP4%oLUYpdV@ln+^uuufh6QQ?0}81KM~3QJ&7K; z&0)Ha-!{dZ7{5}WCGT$EY%LlZZ$A41P+`(kUei9etW8&UF$T@|`!qD=#?&1>NA(U4 zlkuMc<|*y!?PnzVtgyCnO8_qc?a+OK{vBcDJRs~PaTlbbpEi3u z_|f%4`YOQ3J2*IGlP3!cat8sQ&r>8mBCUtm{H+YL&5vkDmg9o49+3U$1VJmQfmr$f zo>`PCV`i3k`sb~p#N3_YiO22+-J2pZ2iUBAhGc}$ z3*x9WC)y3I+bJq5*Hfv`{vyVx{OIbhoL;yU6jtQbQ;+#Oo=sQe)$S7;Cj-1vfiE8BR;MJ-#K)o-T1c!+cJ4&-deQT8ejr^mJ&?*P zVQOkBQY{*QoA*HT-}lxF!9csQ-n&Culd=pZDfNK(Q?>@K^*SI3ks!SJMI5ytXo+L8 zsuLhh|Ek)_b6TagkW1FNp5}u!*1Ij6b6vrubW}OC?8W=rr(I=e8eSPlN8pC7xV+Revqx8rtiEN6# zv<{KWVzTeIyea-h5a4q{mZf1?jAU5yo zetZG~#4l=UJy^VR?0dihp>lZK#DATDm8>M15SBxoeRZt(9V$O?4V2jr%PjzH(0%|= z_W-<(PTdvc1MhA9yI?!f$5b%e!DNV`0RqJ}Xv48sFiE-iw5I~KV z6@tV35&)o^?AxM|e`=Xpf8fO&YCJ=KM?Z=11zT&{Qse1%T0V7jL~07-MVeBD`Tr6mFIt&Alv#rFu~i4cQIVv+s#tU+to@sh8-*<#%b3jd5= zT@oNQ%3|82k`Qyij8X4#7NqW|nQZnBL=?mE}IcB6f35-A>JE2fODjT8d{Mc|B+&d2`ivfhq22Zmye&I#Tvi-bH(|}qqY9=K|fgR`bvCb4y5L@Q5a8{i|A0*U2bI9c1mrGH1 zT7jc49Hi1y_Z4cTdm3J>1Apuk_CoQTwOVUGPq3Ib=>*7E)=zXJV6+J zt)0atX2Q_1>6&8$QHT+|GSI-`*Q$e*+!XZk`*}Ydn8k zy83QOkg=Qcab3Z5W(=KMS^}o>CY-9w?pok0ylr;`swS@;OghC@p6H+WJu9#u3&6kp- z$ODR&Woz_FO6q0SINQnl0agK`N5HwcazvGt)tl9=)2*}Y$fgV3JHSkxW81DlC;wNk zxBrp&+b)rKn6Ov8{9CIGCcq&6CC=Xnu9j8GS#AjQIbM|q%-{{DL)jU6H0$f@LZ<_| z7XmdEmdW2c46ip>F+sF`1~wwBn4JUK5%Lt_IfTIZ*}A`_L;}9**P+K(2&yS=T;XIX z2yXMUH;UC>)E(2S+z$BYIrxb>NFYXhbWi*P+ozt_90zBMe_%ita!=2B9bvE~900a? z@L5pABKMXQHxuc`q4izzIg90$N0V4OFigc$1*x&5aIprlqWZARcu8<${3B~!^13F? z7CPa=>HS*Ow{Mg0H8fDm6t+kiUg$_<32qqvt{NqxdV)E`-apJC?`>DI*H(dk@;f?{ zh$V1B_2y{F4xco%DTUa<;3at)<93+a?Ne^4O=+8k7PT$eZA z>IVeV7rbm=_x1gJG--lL<%$N6r9!Y=b+?!uQT4KgX zvHLY5LL~OGzX3oK$NfM+F4je(O{1=|?7VGw8>Yygqs+67M%|SPUKiVVyDc5+J#l z30K*?T_c9QA27~3j`24?`se@~GqF=um2!T5BBqZLdcR$Hr}c|atj17!J(%c_j8`AS!y;iR0|U6a=`Z!~ zPKZfm_>)r{K^bNtnGTl^I#UQwSg$Mf!|Rqz$r3w2WkSk@;OT8ol#%dR^{u?Us$t7@ zg4rm^c0V$pKonR<X<|?L?o^+7|g^ftJVELl1;l89xdj1m@iHJ z>Su4#U92f7pym)AjDxQ|%|z@7EGQ4DoiOe~V{wR+(F zw9ubFlS|V|wv&T7{{2f2L`|8-t7zM3W4st$)u&vg8Zud78n39qX+6P-#T6&L7 zUUJvY%bye0d-Gx@@3q~{Wy=Gq<4M33clVdID}`Cty&#zVOao1s1bjOJOFNE3OJi2B z_Mkugg*TmrxeVG(KfQ{5kDjz1ZTTK>{gOLiIixU`>z}>o{r6#tl9Fa)ieKfLo$S;f z;^YbH%un$$4nZwR1=_dnZ?OF(<}J(?oBY|97_|T{Ug?Cxj4=az^ymwliEVzjqx_esd=D3- zfF)GMNdzQu$V-)aW9uaVUEBn*Y3eqe-6DVWY^)Rbl-Mu)#DGQ<9Q@4Ls$OEaoW__I z>Qi{tSElAc+y00nNwambYcDAmagRYg;DG ziJs>SaiZkTXDZGZp>00DF#$BbR-{T~YdZKG9Vso<3sjWBpedmU)I~t4JZbtArM*XW zPHt2mCMwlnly83UV_lyz{iPm8A&bk9_MMOu4`}}WV#w#1nG1ScA5Vm)-SAlG_`^5p zNe`auB5zm7ciw#GnAc840I;AQP`AjXe9tsPX~oc)v;NCj(YP#^rDMtl6U%0sR40C= zed=|RlH9;Wl;}rxa}6H2yFQnb)D}>2b2bA$%B5=23!xDx?s!;*t)(!4lX`DgazVCT zTkvl{!mI0$Qz~upO#MjykDPf?=*OhcJ;&ZE?+nGB=sZ#Ba*mFi&^NJP^t{-fD zpQ`yv74m?UWB%hS&jE1%vXST@Nhq75OKD=OHz5I$I`!bd%FWFUfq{W_J;2@DPbtLO zb6Fg?6vD*()*gVsyVQemgDvFDbaxe9+Q@j`Rzw!ntWB1;oMED~+?OsQ-CirYkz8W2 z7Tv5VWxW2?!E*~|x9OtRetX+AD@RaZ>$+=*QoJmKb08HrI=2`Vi$br^%aR^I7Zu$2 z?YpE`mQ74WBiA5l3?n=`K=Legl43TK?T#GLPY48SkaCDz3CFv7wNJso4W|W&Y?s%f z!AAXrCWZFO?QV5Y%O`}s?=IbDj( zT~GYBzc;ONUH@p&#dT{G7`wssC`Vo)7w!CTj^4ScE3|YCs|rNzEQ|s93)*eV&vYa~ z*;|7?e~SQH3fn@Rq;1V+ecZEhJ7vwG(fgCvLs*M?fR~3MKK|2Ohr!lI5JpMaZk;he zd=tgk%{GKXp;1vl@jr}=g@t7x@if@b26G6%fd(v^IQFr=>Ph?giNK~kYO)YcNO?s5 zgaADB(Y9D!E{7$MyOWCT0Tr*^N@N9Nzs(Py`d96ebcU|i7sq&rTR}fHN?$f?|5ij$ z6~TmwAi;#NL`-Dn!`i`g`WhWKRl`AvgrHW``q8ClJ{HZPmckq&)2|GbrJn=Y52@jZ zw5Mi}&D_dWAGz^BO6s15-pqG(9wQRUK2Fd2%S@msffLphQmk0>7Whx>0U_wPykPLu zR8z3c4FC1q<<%*m-|WRXdh;UMb!nb(!E|dWbl9s0g+-fjxFYv~#!Uv>sZOckc?FW5yS7R@ePq|L05#>+ z%TZ2_mvYUGmjfGu{a?}yQyP8yr%EO!dMZJfDI4^av3ae!udNZ30&p18(Y9}}YpeUY z)>zS#4239{p2`|0=4T0RTqA1P1ZG7sS%R?;zh$v%K=)D_XYThIr@og_e(2AHoE{uR zPP+*hhwYcwFw=A<(Fg+n#LH)tW@E-@;DR+R_E5(s@#w88q+4y-z{?XjffDmtp2s9y zg_@x2jvogPlj6W}Qm>xhUOB#^SX?8>3cO9fV={78H@r=0aVZ_01Hy9({?kqu#|#9D z8TbS_5zby~3vkrHy8OaoM;T^x^QcYM8r#5n}BZV=?Rw2~H--$G)LxjfpGHGUEqc^FG^c-MOnb|cq)@9ZD4mroc33P053 zJ6-Ht(C1kl0eJ<)%rrtVfXJF&bAY>0bC5eerPH^6<8*A-nxDv_as<$Gm;;n-+cUI>uQb6)kh~{AWPceswDS*W1l#&FS9UHirbVTT|d_gp~mvYsw-QYHE zgnyNaGwOAkHlC^va!;s&x8-30bIO*JYjRHW}9^tiZbKF-ep1CHwRh;4YXq`%RARXn%2Z-687AMwYifsov#)2I4iN zQ$}3Mv1$wDvX)tJnmp%SIk^hzV!?k2@ALs@0Ov*M$R@M9{J=LVA9!cK;6y@aRt>4s zYf;}97-j-DvJI!{-ZcTqY(GsUknRpkNjZqACoe;W-HLCE`D5U7jFQdYB6vXBzX9?-ummnHy=9m*4#mm{8pjifO40Ck;SAh zCf~iv3qbq8D*>4q=YLY_PoDShVw4yuh;A-Lcrb}NAU(G&~C6km-Y!Wt&0Tl>vZG?o+9OZQNSJ_tRd*FmcgL2GG? zwQQ(m>;cQCweX6#tJoP(+Ls_J=$~q)$pO6IHG1Is1$Nrz-GiTG>6Hm%$v%$ZQKP$8=dY*SWLIBP+<%n z{l?2L95VEB`pWuyXMmN85J%|zm54VfEeT~gy+THILsV|SIRdd2o3qFn*XAI9K-k$C zg)Xv<8^JE&kWWMh9bP}Q%rZ!muZo;T0KS66)KfQxXt}w{H6Bqo>!1s zt_PDJq!_Hp3bM*HNx23|wkLv9Hmkjzb5|QG8WO=RR~46#rk>nbBwqucFQw5XI(BsQ z%(uTQ+cHy|;(=x;uSub#Yw@~XiKbkA$_m1rjxg=+{p!UuA=u1JZx&dj59t5uPU*Ua zYt?u@wX6~FQlC7(?;5(3huR;6;K~+x@i=Qf^l1^3I4JF z__(<^SCh8WRtU_=)8P!^RFcY(0)_f=@%kg;L{bZA1K|kh`0Jg?-i~4Z;I}?39|!s^ z%5i<036{J2w#NBd!}Ybu#MEe^YA;6$z-$r) z4wdas}`FoVU^bK_6s*g8q9-q_-emq!~>$64Y9Cj#0DfuGjh z#+$+N4X;?6FhuN2PHSp`oAdz$#T+fTig#Y@h&7=aUYmNfNtylab`rdc+EHI~c)VG2 z4FN~Rr6qlXIi@PhCsy~DfB>rXW4nqzE+(=vkM~xcybxtKdrCYrE9(Y8ICpS?n$B|A z_D`+>Q%_L$YJ1fjwIzItXQhOnwD)%D_hrWLrzWCYqtigu#Y}$18-(w0LN=j$hQGQy zD&vkJLs!pIwb`5B`B}neQG`?#7(Obzeb#buQFJ#<58m8VV50*{(*r3U{}WPPOLht! zUmc?P*P-njG61bKmQZ|;i4y~UW-vl6w&f|o&eEoP5s?RDr50ph*>))P?^J2Unddys z_uWlfFhM>JUWS zbr(Sjk5rY1%Q5w)d?e(T=uTGj^z`v5DOzc2ci8{0d7vN2qjcc9=%#+O=3DdJ0%Q*o z3n<-cZd3t99r{y+>J1mO<_OH1(6HWUdir4_W8;-`H{1Go7a>YOBC@?V*Kc(TWU4Gy z>J~d;fG_Lnxa9GZm?Gm+r5)K)Pbg|)$XLtk%~t?bGg3KW?a9XM5yLbrm}vCqisaKf zj+4X8=Dz5O`vE#E>6!~hQx^faVMfVIV2};gPYZ1v?<E!P0fB7%D%Y;rh;9K@iq;gDhTg9 zPfS9r*g&$$W8+&pEz)j8?rbh4!YddK$LD)RU`@c4H+q zjZt1gx7G60h4jeSc0X^ewvfw(4SHT}h0+QG2<)*r`H-64`nwL?ddnSZ1KejVn3_I? zW~8E5tvE^%fEUhlt@eBCGeTxHb}crxU&QnR?)tsq4Nr=HBf{Z_hw8c8t@N21Xqq6^ z6>U)y<`_>yXCje~$d*080nNFOp9^|60vw{*!k6K-v7a<4msJ3z<{z)yd0+jY+jk6P zVSEQMoY(gyN^q$5Z6o~HXv6Mqj*~H&J(A7y$9H$R9JA>-Nr2Mo9^kiZaUC!39VQoO zX9aF8DG&y=R9S8@Wu1ZNj1B-|hS{!EPL4OauqM2(5TkK~L#FTmjrzFBFqMO0g%P~) zuV(MYf`z58(kwQZ;IQ!?nT6%n_;j{7#cnpS*A7>kx8~Xed;)lSSEAUoBox(k53e%E z&~vH0$i3pFoF~?r`;{vOt*Qg9=iR89y|1+o-0xhyYLBdefIbZc4ODKSb_2+gW1Ma& zjzkei<2X;Wl~9{ApLzVh7J%c2zky2M?!u%-T29{{HRt`Popuz`GSCppvJorqo4U z0hU3&!gm~aCkYvyhIeL~zW;H-FNB|n91OL*Oy~Fa zrP%Q>u*JZiMi(z)VQl5#BUxQo;#+T03j-!mbmYW)IZ=6k%bzOJiM7y$O_ZhqG**IJ z4|7Xz!m!W^acOFybpWiFYnXMg<6ZCf<(2B|OVN1t`yM>Tccgr{Y{nWjSmBut;Bm-I z<#8P#;6tT$deT93MJ=d0+$;EqibLXolc=9Wuur<;EgRHh?D7>KOD>NJ6`^5(Z~7L7ND2v|9hngf?(WW zP2ylXpY>GqriZydu(WT<-Br>GpZEzmEsgO}oVKKv^+q#Q0Y%eifRKt~k!68x5uj#Q z81{+=Ha4`m79q$IKKeD^yED>8(?KQ_lH)*LNf;#=SOT_OgO*FqGi%q{g^QHA!sJMR zXz=r#uSYWz2|1v+p7wlVVWo0FsgZ^@cRgbup_v2?fefGF0p^XuS&wp0r26+;q<+vJ z7|)*#qS04Ln*T;l^Zb_Y{)x__rb?#uhzD%IS z=e~sisKVi#e=9tFKM@V=2Uv^{`qyw@$k@|Rk`%R?Hd#{#1~;pp1z;H9sNaFP?fEk4EfgJHuJYg zziL5acXX=Wv`PhEQu25S!tnZa2sJg@T2qN|Ic(q%{Fz6cXIbg()~Q#chmrG!V1=OU zZ`06|#R7 zt~c@hoqxZjdu}2cl!&4VFc%!4TK8+5(C2AO>v)Mxh(n8LJCXtiXDA}Zx7UUQ53xiS zEAyjHPO#v7`j=(uUr%1?b1EYZq1Bqt%r+#?$-!$H<@Uf+w=L`FOepJH5dePF0FZvHpootx_Y@p58|>hY1LF^HX}g;&J;ks>|1M$ua%s-R z!?S_Wa%MDp9iQY_AFb{7w}UvK#_z?9JqF|(bH}&C@~oB}4%FPb4&J050F3kS)8KY5 zgt>>;x>Yq_72{y zX}Gk);!*d-O<1QZf}^mAk^#Y1sMhO**yLfvK!s2No|h9n!C123I-)q-d|Q*=6(f1dk|Q4Q7itA%oAnL<9!d?iJ128l8m=K zitLuMI7Q*cZy}rL34_f7 z2mg+(hGN=j&WSwpq%0O1Mh!r$6NF!H`gt$c)!HWjFLie}K(%~cbBr9W(I}Xe4-3rQ zW(W!91~r=AEFC8muWk>Adf9=H5CREJvXa7YT_nFpj2o<_`%5ps;u$$$@LG@?|oT zsIV3(!{+x625GAU$cUdM+!1#bn9`Y3M(GnU3&>#ao)_q6n*aJ5y!?wR^@fs)utGdc zU2NP@tLf#u&MG;uVYiR{M;ude%mqG&aobO2%e^l@MffBSg6PR|BUDYsI!sx<>CIg! z&5JSWjAp6m23DZZ%jfb=P|$0MTUCpm`qmj;|(>VYyF}9dUrqSnd^0VCxOn(8sYFpPt4RF=wEa) z4ed%-r2ixAt%I`sqPEcokd_kZmQ;|CZUiYMM7mSDyF`hf|Gr2}%i&-jE{<;+R9WZ3rTW;Bp4=u-f6e)fD)iFc(|NITSn0l?wN-V4`&88?L8_I`!?&LY=RA zM5{R_q7zx;Z|b=quPmlC>usU?%;3LCGheKL)#(kREG#Pv!N)^-;k=zjooaUkUtRxb zf5~JypH8Zc8LHQ5NbpkOebFm9&Y9J)`K;?Xm8PV|qVR5RVyYPis@}xi1Jo#NvQSkP z(bTGGyiWuae%A=>=D0X^Ue=EfjbadUkHZNo(&nSKhfUJn?d{*PA4xrYqRqIVDNoBk z0p1$+0S=8GvgGL|sbKw5ha)A)aZrlT&4caYjvRCo{mu>FlLzt#rySDUo~%%<6smRQ zr1;#nsA2+gsa_5~I9AtKZy%QvxHH)xCra_O%&dqj3zuNW^P@ZLOG2g_b?Z0H~sR+$?%q+`E%S3rlbQXp}$JYax)A4 zL@@Z6iS7H;a;HExYS5xMaG}KBf`tSc$iPLXtp#m4qTjkl7!l=MMz~;if*Q2vqvxSH zKQM9tMxDfPcad38&=jhi4=Tk27PT8kKE0MwQSd*zGy`AqB5V(xJ#N#Rh3KJo zV5F+D*2gTtJPce1Bs!v+P7^NJ^50g2P<7{Ib?aB0+f`AWPimK~#}2wcZvdD#^6YvH zD2JqiDLl<=7dK9HTnID&HsQ&cDB>e(am)CeIIb7nNeZ5wuVfNhKw$@9M4<~REK;m$ z{+^XK@+~4sz}EHet?|u=ON{fb``1-TKL?5D)Kj>R#Sv|;$;vkqoCL9!o*$B86MyOs zc6(M=rh6^40dtXj@)YTISn(W;Rc<6FHOOo5^7#qm?v+3F&g@9}+`QzOS8q57(|36~ zMZ6u6j|}kr-eb^N@{X(Yo#TGQqg8$vD5=Vn4Ea;Br{Q_Upq3ow`X_}$@weg79tjWV zeSvf;4YFvu>DFxKG?Ep10b*X`ZqhjU;wD*lmw0wDrtHS24{sCvaQY zkQlXTiJ#E zh`4$b+hCU=fUC{rAKP0H9fLW7)7D73KS+uJykgHlCuk+?Kr4`CB1Ct^}n)Q@^05Sq~gy zuH$A_lgpo}ts@F?z82R;S zrnQ{URubR#t`{?MB@N*51(6aVnk{=XExloX@B1(KJ61tha7~BuF?#xPI)0_#Yn0y? zm(S>K7U3-dPY<5#>E69xv}-FWylS1>g`Q5iV?UT!1urDT$IGbB{?r|z2jQjrJh;#G zUf)6*1i8oW@Fxy=9F8mZAgMgu ztqFHmQ$=m3thfBhJIMJXZkmt`3A;WcK%y~PQir`^i~ z7d-}(dn~QCOIpGMKI$EZ=WCYymb~EPzqT||q^YNi6RUaicvKX4mqY&o%3*G&qmjDX2H^W(F4KTiHhfWAJG(mGUW0F=mlU^6 zCZd>NO>n#LtO(}aEmclCYh@?q5q3pS)>9DbJnr5=c2&8h1XiMSF{)-sQr-R`14XQu z#Gu~+@+kAnD_+jFpdV}hg7gtS4{CByr!8yp!KKbxUy(o-?j(y@{w(&0Pd_HI4?F8r zcwE*@KP7i|W?N{7LeIy0P#7pku5;5CnjB?r7nWVPYLD73QOvc?)Vn^lGZAKSx01np zmD#avCD7A#JdYb8xaMjze|&=Z>^Ua&79aTrc#W^dCtZDT;v9W ztuSOJHnybK5f5YL0xG|ayU({bHomFx=q4Rv7GKl>la5y(ip zJR!(>gQm{Ua`2KG`6X+|7}o`E6J@^GWx-s11Q9&V=~VWMD(-lA89|hcmQ5X}DORnt zn~PAJwEf>8xGqM!-qO)!=jVG>E=J>tEN$%gm}zmIIhZN20)R0XB|>}+&2NTw$ft|2 zkBsb|Nz*~`XIKXFnjW7v^CyY%O7$VCd4?NdLVrn)y{3C($9r+lEVO}4R~-0+C28qf zyox==r%@#lVOzpQ60x3;rF2GDx5fZ|KH9b*-X~j(KoaN77f=`W3hBRNU)F2_v#IUT zpYyEx;ywd^=_&T@EU{|Tr|ee-OJ3!(tFy~6jb-wQ29yF*#@Zem_2xzLv0s0#`kF~k zzm>FE!7$04D=iEO&dk?UdW{l$2=4!orH<3SL7up_We3#NGjop?soGHB$Bly&2 zwGxBBjVo2V`SQR@TS$b30CmTm0kxI9d)W#GKlod^CEg^$>as zYIt=9Svc|C@hPRG{h*phPZI&Acm~?7Sg)G<#2$hYYu|8m&slC0s zt9VBitmr~7FkcSdzT21AgonEf0ie6dm%J1Ci&dluv)v+9g0zF!E1 znky=Ta!VwsGPLp}=%nsX4jdK_$(?K8{>8qkNOpQihI%QBq97c?hyQ){<LFNG1R_>H2sX@mDr1d@epUd3e3N`HQJ*{3#)~ zzQhPe<5M_6tgMaZ|A`2EkfndTnChVV1_wFYY z;@9{0*FiW8`&Cm@)a4c-Uxpvk`%?}W!hP?`C2XdxuH7xYg1$<0y*S7qY3pj}QvXt;-X9z}o40<58y9213j*=e zz=}e#mJJ~ZRONZPStnbr>H1s)4Tb%k)EgBj1|}T#4hjZ1Z4~3;*{~R*#2&0#FeZe` z%idv;Sd>O-y$A^zT9o>DY9iN%C`_1KmSeIq9rhEcSWnOVvpsTMn(l|BR=Fc9F^!ir z@FgL_!X*R=g53eQoF6s23U*cW4;ftc`D@MRBusW+>_$LyTqgd5c7!zR640$MWrakh zv&j1c^gdMDF5*?QO%eFM3O}+DOy}n<>a|hUhV;C6%RwIkiylf))&EJ!ebC9{ZP#a~ zm#vZY_^kKexqt0ltX(5WRP{y08&j4FmI5>9hkpn?RGg@$prM+;n*Ja#RsmXMK2b7Z zsvQZ5UqC@`i=lAl%h!+?f)b1a4AU3vX{W!?%?;yjR9IVekV13*Tsdo9 zLe|`jlQQmMNjEC%o*ca;+3sD{;5hahbiTO-vQmnx4`)o%j`a^8VRM}GWx^~iy`qZH ztrTvnRYHH1b?rqiiB7Zq;lM51#UUI2XUs5)YRvOp)drl(CWS2MH)1x4!EPK{BeK=n zyIfz)W4irn%@i9%Vr@~X>ZA}S3pM2s$(Cc~>Uou&IkS_AXQo8O48@+VAjna5T_uS- zXYgZ}9ekhv2l!mIZD>8cZ5y%+wwTAxs9`G9RT5*&Fs$OO*X`))K7OWz9Nq1E%p9P@ zehgQUlm>GF?vh(PXT(J2vArueu_$)CExAR|hVtM})w_;{xFCW> zL$`u>M+#~U1BVP^KBv&%N5-_gc^;o&m6@$a2?3BMs7+WiNOOz;-UmAKZ3c}rHoJEP z=?5-B*f}`^pQSVy@j&|G>{do({{E^JQL_(bOY2I-I?tS1{Z2RK&hDP~kGGJUc)so} z>0Y;LbNwmR|7JGfr_20DaIO^DhcsBdw7ReM%iEGM1Rv}ZlF5F?%VYuw7QDQ_zhC$1 z!9_t?S?=412#z3}h2n`qy*AhWN{o-Ymsce2_xxwBsAT#Jps`?^lR;CU2@2 zF&U*7JJiVW10&}YrK+g%c>69ng^;p#dU`sXi>QHLrU2xld#06?n1l9uzskyBYx%q0 zIu4Jj-U+pXs>*!z@|6pf7g2l4FR^8-n3q@@>a-ErD|(Z0LwQcQ=>2Wcg+e3<#;xj7n$; z*|nXl=6$&igJ{pX<83OK^sLHC3cdN6${xyL>yR{7<}Vmg2?>3beWZ0mEA_d#KU0Zw z&~0>ev67NhyCRB97hkmok2$0bX=)7?$(>JUze~h{FP^>G-@FQ}zYDk3Qdu4(c-9)& zVr1(7wfpcWXq7|khz_wy5nMgdk3eiUk;`+efDQ(+zpay(f@TW01{8rGo0!F}l%95& zV!uB7K5%6hY-U#HZgwpDi6}8|WPoT~@Z9a?(9lpi_&tT1oF_?9a4E;)a%<-L(-@;AFVaFeadSF@JIh3{(u~_hTc`w!T526e*^X z$`F97;{LE~Kc4?tvhoIZa?%2MIcQ>P$`)*!Kuu##Hj*5mxH}(C5usyq#|e=ixkpx4 zfN^y51;?HC~oHk|MP;v1iQ_(DInt4HY}!bQFcRz#3qsnk4!P} z1%TI{P6cx&g8~mHHxJa6H|B?U6ZS5%{}uyh4TM>e-k8#2;Hz1hZw=;fT`#bL`VCZ6 z1u^Mqh(ea0(YY$_p|*B?nMJ-IjXTX<=NTp-AOB1z*~5}9mzfkYn|0wt!)!T#Indnv~pKVA(R*y zgds1l;L`BX^B%z42oJZQqnQz;C-u%jjcvHAVBu0kyVE$i(GY&mzDi(FFd3#7^Xk8l z2ReBi7k57xwwuF{Z_5dnf$@ z4n~b=4`HAZ2J_bF!?9DH-7{;b^UiJ0D)Aaj#)QN8Dw_44pZ%*lB5%+JX!P=_?eyW2 z&G|-S$ArR7iUL5H#*H$`U1wk7e%b5U zV{0&}3pDZVCwso>lOuSUu8=Gy_alxyyrpFRg#9w5xR%>w<>OFvC`w*Q++3 z=TB4Sq$PgL)dwm{j-*2tnN(B%R|^n+DYq>tJ)*bJdOvoAT+!MiDnaDIiQyLd?;mm) zi8^tmh5Gl4#vg`HcNf_wCDyj4JRp3jf4<#cDnL4$QPLPq*7) zM4S=4NAU^DaB7jItKlIP&(?FjuL4$Kx)B0{>_ZkSSt zmshtKR3ohVOLTfQ@`g7}2DDb~H7jrHN{eKA$uvxuNr#fKY|V;w!$!EzVK+;_ihPr^ZwzPepfBss-6 z9p<1}^Zcr+SR8t#lfU%kI(75h$Ia(-^z=Cu%&z{=-dPP<%XtQT#Buv8zC4_zeOid^ z?Zhim%WCm_7xyPK`He#*>W^<-;Cl?Vw#F6ek_H#tzy13+tFSDQt%$}MdD7Qy_b5Az z0{v1G!n(n>pWp$@*5iz74o=K>1md5YV=wpKA1d>7+YA9Q`1Mnm3#ce_reGtDuql~l<6(*$-bR6`jA|9o^i&gH8(?I z)B2*gbC4KyMBuDF==eRwTYtX|HnsUVN$FrvP1w{Z64&kgxVuhL0MXYS9pRQ3q2EY1 zYNUf%O)#*!x?Z>LxE3=uaQ9HTpg96pacQjp_qV~m?LRy0r3m(1~13ik|HW<+VyXGmGdPV zRC6<u*EOf6Z(77Zr(ZqD~6m4-z?72|#9;Go0``ytHIo zl^Chluc^7Y{b>cQf>0u07?YB}n0|hDf5aI#jVnMS=LIFheenS3~l-8X&rt7zd*z*LKoqfNEk>viRp ztgLj9))5VyTHG;)ZoHS3cjt-|mrUI+6a0Cd(Q_k^BT;EK_4xNkKmfz?95Zfmbg-IK z6Anq`e;Ye*6whp?@vb~oz4zcB8}L1yAC3e?TQXRg?zl%l<%U3vdf@ zYS_QJ)^wpcUhsmGDgL{^eQb3=%u4VX9Wj&MV0EF#!F@tEfYs7RWaOiw;;Wb#IVl?8 z%adv&#Uf96UY)L>(!GlvZjR}1bHy(iJ1iM8L~U?!0W6`bd$i(vLf1R7638ng6Z73O z^rquL15oFD^)s%I_vx*of_d1E(hjoU*V+iVw0`S9st~&8dsa@;pD5mfMz5$gzt%N` zXt!EUR117}ClpLe?t6F4)~uOu#fVo zB!jZWqYGaHhmKYbF{W(~I=&aOI6hE>JIZ=HT6t$v5k*i?ck=MT6!GwjMWSMdNd}=e zdm+`9`I=X%AiaPE)<0}|A8q@u8yq1v&7rJ}=a>$6TdbGagT^(@Tt1Eg;ygFs@X(nS zqQ)8Li3?~^Eq9qJnIu=PDX%KyW+vZVJ8PubNv*tu`J@Rb>4SRw52-9ot9$?X*7Ujg z6X<{b4ELC`;Qm1yM1mXSZAL1nd8TY$5%{Wr1ivyCn$+q2Xe zwhLCIqGa;8w?DQQ(c))LK&MD`RFF@TqwKmH|< z);oXS-UY7O`GJlGyQu$@NF;{E>#3wC#+PaQ2shJh>Fb*b+Hgn(Y8Q>JCJy(Nvm_4| zt0@|{DS}-S@)T7sU_B}xlB`)H&+|7h()oJP+lRzAqmL@YS{%h3E$fTdyyYXFv0Oj{ zXc0n7FHFrqmCy%vkXb?@hJBmhf(RrISO?Fh0b4GB#srkbG?# zcJ|!p0SLJGPdg&xH*4%Y6}cmcE>eKHH`eN0aT#u)e_+OcX}zAe9YC)&p`?7asZ7M2 z)LxQYp*~a(OHstjUs80OHH4ixfGwmbl_*71QY4&k9XM@mus^$AsUOM>5ZcOF^VQ4- z5LgyZmC~|pJar`TqDMRhpKg>QcFcE8axVG|9kuJqNq9Wj?i^Tgw{CdGXhg?JAb^pJ z=C&Dp|893MCN7_7PP=H*Q}pg2WtFN2mqY`~J?o7?#aC%0^81w;tvYv9=YtrST>4v=@@+YnfSkj*u?+A*%XH?Yne}W7{!C0vk#$S1f*RbEOdY)w2hJr$KM3OfvbmLE`anW*TV_e3|Emm5?Ro)E^NZDN9 z=f-ia=aI-{h<1w+vD4u9s8qbmbU?c9np@@Nl=^dOd8S7^iR!Qz<_z10ao%9ZyBMdqj^h>W#~&lrP}tR7f{Bv#hz{CdL5b{ZQiQ7z+>q{jAsoV7`R^^1eZ8_ zy){vtojGu9zL(;>y5)aZziSv&dBEamf^%}BW$;2k0F@pv9}Zzp(5Gh6{DmLZO4d)V zZ;=q-5?}kz8l{f>^o?BkkKTHk(Niis-p%2ncGdpgMAT!D-G?VEZX_kl;IJrQi>+sK z>+5z1+vZc|zqtu2>8E*H27lkAC6klWRY*5BGg~hZZ1FB>hQ;MOW2kGsfRW-RXiVu> zIWuC=M=6}w5Y^JPxe1_~vfN%O&{~a&jTGKzg1^ovAlno#NF_LJz;KuUs;()ir9~Qw z*T!ppEdX}1aG1ac-)0gEi&71*9?{ip!}FEtLpZ=u8fjSXP6Y}tCamlo6US=zX5(dS z0KPeblY;=Adw%Ar`}>7swVyl(@VF)IRKhZy+bQg_We#l`kPyO~^)$zw0Yh2;{V7kw zeGO}sV6&9HDMy{8>5;W zenFkqxGyeb39n)2yT9rBYFaI3GzKffy)R6vbwhJ4SQQkQu1$>fV7QHQGT-*_{-ODo zC2PieZCsn-pue;=H9&PwnSBImwE%0x1n{wSUyOJ(j&Pld4K<0-5)_;6O4^rp)#&9* zmVA7xgv{3kCd9L3*7pl5hY^Wc)w3iTmrd}!VW&oqE`#?OFR+b{M(+2G*s*`R0Ik&!ydn)#EN8`5<_^Su+JXlk(sql${of#hx%V8dpllP zs=MqLt65WZ;C;#bj-52y0H8M-sq_yAVeV4q=H2J>WzVAB;gVvGj72<&h+67R)c>#H z7v|*qs~f->M7||wZAXK03+bk&5sU5#zpa0`MpC8CZJU)=bXW9-BT(+7JecCb67ZOGYn;mi1c%oq9v*!f?uN>=7xJ&0_FGDO;!LE%7NE23 zULwABr&TI@2-`DVH@ltM64Pt8pqeWI#9b~=3D8!=QGkBIH~q~-{loN`Kw*$;wAop} zB&>bBk~w9na>WJM&uqe=m-siXUY~bW7-#FeI9OYPwE3Em#@nTA^*9XT0*vAji{8)` zB`K=$RHZ+qVrOVcYhLR(plN>v5-kIub8OATI`H5BfDs#yCBT>~niqHQ-qro16b&|D zTqpeH83HuE9JTh2G%~?-O6wwki#P=Nn*}aI5wbS zebPXZ2bP0Qi3kv<7LKIOj#%fzg27wcW&WMNFf-8U!@OPgZEYyI%}lY_(@mF(k2a2K zTCB%>F*6XhIEDR zTrZW#2Mq0W`@X>AW$m+7DNZIGrizvjTU)BrAgI`#y6uFClJZ+`b_tl#BZy&@2vgcRBm40T%`2{T?)Sn z1zgxS8+t9sitMrChg82@gV&z}hSHyp2XbS<2P!NlusP3K5_pn{7w;BMgKV1(ug;%OV z{{H7peJP$}p3&CVuNomt_?-kfA85wJ9EBN9D-B_@{=6fAtdA2v9OfcF+|KA(rm@5; zZ-@0gE%2$>yIrJsojQsAsy~Z_%=}v~sA)q#6B@P=S4W+Gx{zXf|6!AyoziS(0wc8O zK=FMsZ&Opl&c!-ZISU1xAkb4mFe?_7s;m;`aG;=X{is}6^cQZVMGRm^I)kJ}Jf$i_ zrV|Zc#)-ou!#2YR0%MbsaF$445^`crPAa~D6}yurUnwZF9I$MXfu2nFCMrai7XSb| zAIX5WE6&fi?IXEn_P7hvJ(pNdwP}9pZ35y|oxiz~t1JY=_(07$q{$CxNY?zqL;!~E zaVST}Ck;VI5H=*Elv=rCB?RcJR-GVSnwYmTm4RedDs_!sTaB-t9JuwFnvu^HTvD~I&C0?X`U~=sFK%kD0?4Y0=a2`VDcB^UnZb0%6$-oGna`fvQ+tWB@ zn?GZ$ogI~ZWP0Ym)2LD$y3dWc^sO6U$GC^o33zK&J~x9JahPsc$Wh{7wOT2%scjq` zuQ>2jzf;l1*z9D<&092PfTJm@DGil(JX~fljV*k|V?5rv43wx;rTj5!Ul12nCO^K} zV;P*@^0Lj)u?%a2gI!3RWO3vXS1mcacXuGepXFX|ahE!$if@4-r{)({nFdn)Q$F4= zeVr=@2%q{Y3?E-hZFFD+6P1HRs>;%qp>Q%>Y`6?aKzv84i zwE}~41j`K7PQQM6XB`)urOaN@Sk^@L+td@4Izfp5*4`cCdJ^E-8C#IF+O2x4TQ+Fo zg6ekAuavCB|7f!7XH7B>T;3)=I2C2hkD5a(42E_hn)SRXf`!pXVJ{;Pb7uzWyan;o zOku>5yK4mb$B`oLYiih{lhXn&IzOdgXz=(!BGu20Speb+4#pSz!T&YdC5#VGt9 zAB#ZGNs9wrk1A9voq5(mx6Wy8tIVw0UgsDsKLK4H2+kqt@XfUv2ZzJSUazCI)9IWv zUH~37f-oU+C2mNJ`RZ?%d7#Jf>FmTxj=b34pLhHB4Qx{+3YfDX0L+7isp}2fS`T8> zjlGc>LSr+pyo2KZ=_nM?eXhlDOPwsS{b~tIp-IanC2%&nhYk0y%J%lWOExw=3C??w zz~}(Uxhsy9!&tJn_9u(A^)qaZQMpf(EX`_v!$~{w`fW==2PGctXaZ|e!)#DAqespvsUoK zmSgk22(HZWDaoI-$CBfF;bU%>FNMg)_=mXsndIUrmVbQq>xB63A>nrEtr#! zqB*C{=C!Bi19_twlBTY>%8y&Jm^-Xz2{q)-jXE`B0{53{UY~aBR6&la3k5TOTQL=^Os z58}yA?f+2y$ue0WUYmp`pj(BtO@J=0dduN|;k8qjMFTFq+H(|2JD#-W$16kzm6Pe9 zLlTn1<(*{cCOch>f!y-yaS%{1-~FJ_XeIBzI%I+nVdClQO6f6JdKsXt`8ZAh^%?32 z%{C4$lv}BPP7>uiIWPkXzL%|mcbCz$p6izS`S^cGKqvRS%Zh<+On=V=M1PybQ& z^g47euGj0ataTTfEutS1l0z8ywQBB$TbB@0DvdVC`~p)>4?HDvt?mU zc`4>$5IHXzS)9O>&?c=OiuJl~(p`EXJ4Lq#HMdL)kOG5x#YIW!M~qYMcU}tam!hB6 zqjG;L%+wR}>}TCz2C?Hlv2#wG-g%{mBgM?mCqu_>407-lH*pO~`2E`!*fR9dnQ|H$ zTms9^_c`zuq3JCj3Edti>}9p1T7{4TCy{JhNI5~_13t+6=LWb8&O5$5?14Z1 zobSGFY~Zmxj*2+$)HwQqqrNu*M-5Vif$~8(r`-GSI&s{zS9kW3ZxQHFDh=ViBq%XI z99e!NRsy^2qcrWxIW*0su(XVd`aPVYq6xt_1oX_h8W^>VEQ>$2U+Mmoo-@HCjc{Oa z-QCDLZ_d(YK8SE_nE!c)Hp2J(SeD{)7wvYl&L3H6xrvhQb|Ap^zIz$>A^ywOW3rAH zZG#SZ`}wnacR6EP)6l-z&TbA{-v5b!=1?*b!dpH#8tFAZE7FMmB_kjW8144{7%_++`vCpX7d{Nl*VeK8;t(W61b=>e(ZQ-HC`*1PQuzc4+L)3D<`xi8#AFXzn z&NL+PAv*mzmJ9o_3MH#dS*p z2SbvBp874vKVl`22ol@>$t1-0be%RTF0F3S4){|)+62jDn7&SS+~)!pht&Cqz3g^f z^M!Bk%Zf6SitlMG?MW}W?=7#{!4zw)a|xmP*FR;;&nVQGbf5Y}1qkMf!nXr64&DQl zM2+`9x=81@PAeUL?Ig4vL1H_@+>JiDw5--YQoPdJ)RKb|tq90b*WXyS{=k1n=0MF$ zddr~t`)6wEf(0oNivP*w*fn&jDm^cCRA7ObG>aoOVrP?W~eI`^Tzz+2VP;%0;}1 zLepz8d&&zS5U#Prc6Pfti#Dr!R5j+gotIpOUcB8Hp`YNFDQzkZKd^qdJ?WAK^)2zb zd~AUVgMh&IeIWq-ktO?qM=1YQMzO6Y90yw%f7gX9<0{0Y=H# zgwy^bSc#qlsh+GF)?^!&USb4c?GNG9R-Y`6_fRqag}MHv46Z2zM7ct(8|B{ndtbsm zrP4-iXD@0Bag^$*(dxVq2YNx6Oskpr86Fp8US&B@q!-ZCR=|2-pxHa#Lx;B>o(FQM zvApi**H<4qbi9k1?pUCaBs9jNp6P2PK&LV6X5nTN|w*D;re0eDfl{=NqmLuybwcP$XWoyV0~dA)!C=0|B8 z;`yYghk7!>3r9(7T8nHLQ`BU%1Dw-dim7V~B z>;@SmVF0Qy)Vg0L(s&HyMfOLKN3*p(Ppm#}#nM+Uy?YrsAKqokpuy|@ESYQY^6fJ& zO3drx%!VfCUHcrKZnw!aP>1&o&vl-mLF{}+dbG02;07EzjFi1=c#l__mf&O>>0FbW z>iMoMqu{to4J9~J(Y#7h1~6YMhkkW>LO8+pt7hKlLiwu0a3YpWU(Pd}_8 zOfd)sf&5S(%itbexr)mId9G5!R3%myWS%CiIJN&ay7C9#2YzL(Rv(ZN3{g-pH~69m zk0Dr>c%R`JSGS}ovlZ3jrXKm8X_?vijg>4H7im#eZGfWJ4GRP+{)kifBsMF@d@T6Y z7QdWB{bn%`4Vs_8bzJYeV{Deyho`3~f??S6=`w%`!FT<~TL7*wA6YM%1aPBHkF686 zRukce-hn-qkakN+>a|^UaB02YmM3&i^e@Jp{%*le9kJe`@ zp{I2E_i61jmA;#EM@^Sv-$-x`NnP+~-%85qfBD=C^A&{FKoGI&(W7t6qFx(a-ZWJx zbGp5G$wpSCXi}5vLCz5YZZ42#s3(WR5F(s0-38}G_Qb(N-)*(g+U#((MEw>y z{ECl`2lGzjAuBWVZZE`oR1>VZ{Lr7v1gQ0=sHK59yH5STx!C2umOhDVPF94o{BK+l z&KVytPTwxkqH^0GxH>h~<$8Tg_i{>LI5<*w?DpR7Q^ewo_1^JU#kfawzSodq)vQ`m z%FC4d^EX#1@GOt|g09K-vC&_MN9~8z>N)gum%k37Iao`0(YBpo>>3y406s*ci@Urc zkuqP3^hyOBGvT0BaC^di1u5EkhR&Tg$dnwt_-ePX2$eSTdl)QMNa_y$R1cIEs@4XNlCI=SmgpsRy z^I%8UQEfK&wXtU!HA$`8tJlfDgF2+4jR$fxGTc!h8|cV&P4oyrpI*<`dO#HIxTz22 zle;l~zW5^ufn)7rYI`7bTClm6A>n0X;>JX>zAb-#t@`VYhlE3@5ZMymvyg6P@Xb>Q z7LeZ%Z0}&0kD~&DU-b5_24eoJh>hpy`$d8Ggcm&h^B28uA8cf31(SYC$#_Ywhd5$H zmX(CMdU>fI!;<$diqXAZ1GKKr5~zs-m~a5=P*byb7L+MNx4kehMo~nT^#T9OrUwjc z&SmM>4u26i?K3+46KdtJE-!d-+_Ng<25Gnz1)Nzx20ab-y^32HZJ!2$kgO9ekRdf$ zwW7afO}#bJf1c~XM0xOXyC%g^oIQqlXi6f`Vbt&^fMr zI+EfN-}o2TH2Mu`b3jyGp5w)g+gYhT_4h`pQU>;ckWXW|7k+iZJ|0Qig2gwEL6f=@!~BvJj5v!-Io@f_S(Y&!;4-YlKDJAH3BC z$~F(|K7JHHK>O^S5J?)yG?De({$g9;d8Pu6HUu3e3iF)F%V$Z)+#@U?6awory5y}* z$Ec{ZVtr~G$&zedJ?$u-$PscU zQyf|a@=E#G)6Aqh^5pbnD-SK)dW<+kAb&nQ6gn!F^p8hWmbJn?rGO*7*q~GWt@>Ns8s&AD2)Rl$91v znsM-$Rz|bPo=>=-Qv?BHVN)A^k-=s2l7*!be9w{J><(IZKT$Y`4?-~--X2k!VCNWa zOGgl6U#rmfkv7PwET!2T>JH%&HgfFm6UnsoH?5YgC| zgvw@~?RfTuw_6G=>(+l&`yuP;G>CWge#w{f>6U`A#s;@O4z*2BEizfj>HAd!3R~@C z)dXQUg2!EVbwfD#qC$T2C`nu<$<9ntpHX8fq_Hcto|bGq%%v*4lP|675z*xk6Lp_V zW=Q*_Y(i#9^$QGIewgt5M<(_M*dG<1x5PT@UY!L8Tt}Qlqf9&~FdsGN7M2aGR;RUP z{}7U4VPQE4fERE`#$aY&i)r!-qLy;vSGpheA#tB9g%e?TpqDBkeo=ASK@)rNqHgg3 z)?21PWOsI4s2_{XlNs*0h}Zuj*h^H}Ay1eRIw5+#QYgsh*B^sU=VDAbnuL67W?3FP z8NVv2{Rj!g^Y+*;=Px|L*11*(QJ1i)39<}chLEC*YSW0EqD|%G;q%}0U5(vr#rL|a z5br;K=q`@QXzdI>efl&pd-8_=n;(@V(#6=Cxdo+rwU%-1JeJ;t*y5z&gsMe_pF^Nn zv45!!+{rjcrW4=Ez5qn1FfYaKaKn<{l{?launp z2Nd->OL58mD|Ce)9H(tTc z3D=3PQ3@B~fy%}S3wDT&PsWl?cM1G}8j0Oqvwz}sFYlp%kw@BkHhlmwOW6S+F`4$<#uGFz>MK7@mn8v{aUQ+KecQx)6X_X^*2JLg?!-D)XA*|? z#%I-|1&e6UegCK08sE7%?LcN>j_@_YJj+oiX{-N=z&)x$Q32Ke;HO zV?;}>2p43D-d^{SlEYQ~S(;rHdtDZzci;#1Z`_6)S`5J^^tkq0JiBRe6`}|1=Vf*ShiMg{x>!`~0-GjxV~WfJGbe_0i(^p5uVO z%ljWcL{4Unc)44CfDQh-1H3<(^r_YOw`LPLQ>`}f1p?)PqYtxSh9g25-qNo|oh2a8z!N zwQt%?l|BhfpoEEe)GrZ$ z&oz{OWMp9Ij-n8OKpyX}#pUGWiVt}m54@=)hdrQ=1RWt*Hc6DXwzf{5se=^*GWk){ znj64;Rane(lxQ@(DpoFk66q^0D*9w+SJm{_LfOF~Z*RnfQx6?|aFx(-wVjwa(HG9H zK0uX=88NVlJ#h4E8^^Jex-W1kM@L6jnl0+)vnF}cEkUvXPmy+9T6JZ1*%~B z(q_273PdLnwzsdgn-3#kO?}p?F~t!U7Pg!t2Ac&7>sOBj+F1}5WmHB+q)~x(pzY-t57R-21*`G92|epOag4hi`{WVpzQWdNLW7(1a+iz&NljQ zKv`J`L{U*OQNV+zOsfT@YBtOt6;HT)+G!)|C}@FLt@-|_3G|6<2mhN_5C3=nP*!#I z>!hTlidl0^VRCwURPb#i+_}6ooS~t3OmF!4Nu;Hvk&uwu|K)uFz!Q(Hgwv;A*S$V) zh*9b35y!3fWt0IFDGS7mnvH<}@FE@?8-sY~=28I(b6Hm}W#9q>qjqc9?K!mUpI z%6lXsPh6vs^d3-1lfq9(MFk&JzO!~Rpy0{+KYd+!P!neqU&G}=xYS4m0|Y`*ltURH z2GKwuC>jxzQ$T_u)-==z0gNbxBGFKh7Dh^nf~W{VEJehC+^z{Ih%FIYZVW}a!che^ z)V_7v|2oZNCdq8F`+aY}-+RB!zW086M2_btCfGna<#IXeRcGNa2yU*@(9i%{3<>Y% z^{QEK*a+Ph^@|vpgj6kEp6eM%A|HkZ!muo6o`=MouR7jcN=4FS?L%!j*2D6E@YUv? z8G7EAZ4R78mS>4tV1+#_53L1Ws~8zM4=LF>i~?gx(BY#;g_}aK>+e7b_egP4%u+M@ zv128<4#$4M&+`o=6vgPMu&iw3n-%eDk{|$+Z&^^KC$RO3Na>Htm3xaG@}V}g%wKG{ zB`U-DjOzX=)Y^-qL!nSePENq1AI^?EMn5PU?#wRDHg^)P_q!?ByM1v#Yyd-{V{-8U zBCTiZ$SPr$Ib#?gtBEW%D|iBI(yVuLbf9;P;nr9yq%o?pNh)QaV>x6e;gcu3uV263$flT?DTG^xU4&qk`frk-MOp;b< zrWVSf-f}$OL{i{&k!it?g#c&W2m_b&8q!&BLfLD=)9~y`@46&%_xC3}$~4gxqSsDM?)pyTPN%D5v%^MDCYw>IA#d!h zJUCFsBfoX~HVOp^sSz#bB4&os(oEVi?nwj@%P)Yq-csn<>r=%e1K5stmoE&a>P~n0 z?KQKt)iq~a+z*G!5_z!M8+popJhJe9{LYDyw$*W3ofl!gYK;J$8Bnf$397Z8T<*^& zIogPWgG1xMKtrE2Z?`49R~05Hd0g(o7O*Uhw#3)Zui|j4L1zBhUN;T_W*dHbMg!22 zoROg&e|g+7KF>WU=rbLni$E?8h=g3*TO}p5;NZOABi780@rcd>TEcXb))E8|(D6w-;H>M8U>1%3ETQT!) z^eWallel=6Y-%fnqfYeK8AVDjrU4UNzTCG+5i*vI=X!W(fNeAX{4*B71=mp3G2xi; z5vU$Z*CHkq^hu>CO0lhJef-${^yvp5ggi9~MHM7#FDxiP03ivWZ+qh7;=I_mvR2m4 z`b+iB%E}5EbUxn6)ol7z)(Yh9&}c_~U^Qpm^V=cm;7G~>E8MDn&#{<)W5<8Xp6HdV zOfFhq11_vL{H{pWPI7hae z4|ec)jt*pU=?h(>!`Lfn4f`LO^ApVy`^;_9#MqEPrU75L zwml018w*0(x=>C1EJozN0e2ksmuP3EPS_OuO-#cgA*%8-M-d*N^YF?xzR$jWOAxO; zd(i2j7V3Rp66tB-p2a17QEOW=yYNl#?@SMEp|dC zTSrguZ2~-ds$&>j?q&>B_K}a0D_;u)e>r12Cr&_-Ve`dxRA6eLh?uHu_(%l(!$+kD z#F%v7q5cPnAeZSD8XC&Dyo;`|cSchLvQ#peJT!Xs?4w)ziu4Q&Qe-l(7n3~I+nyLN zCi9%X7*(`>KcrL+JiB3_pQv5VqG1$6k>a-zv!&qRe;N0Gt&e_GLyS!E3zvhV5P0nL LVA9Lo4yF7J!)SjK literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_55_4.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_55_4.png new file mode 100644 index 0000000000000000000000000000000000000000..dd3511ee4e729e8585a0c98c57ef6abe54090ba2 GIT binary patch literal 51931 zcmagG1yo#1*Dcx*ELecx?rsV0!8N$M2Dji4+#Ql25!{1YfZ(n{f(D01gG+F^)#rTw zz3&@uy!(1I*1dP{+EuHT%sCg)s>-q$sKlrc2n0i3PD&jDfe!~?K`2Pzl|LKs*5C(% zn}ob33V6Ijv5W$LKXsAQbAv$8aA03>zm@{-z>5Oz(z@;%&Trhk%-&i-9L?Na9Gu-9 zY|SY>t=_uXIy+ImWPic_l9kfN-Q7iygX8}k!0!Cknu7=JdH@2Ugvd*YYkGg(U-I(S zw3HcacOK!sk)SEbp`cd1$*v#1FGjM zxB^D_5cjYotoIOG+7FiMg$-x-$ynmAaNd97`qUIS+bjLH@awj~)4`v&nP=qDlqm2~ z;K7(L-^(5Z`>m&6RZa>#(8FQhd;a~yl#!MiJRonY(T*ANsyjJuOG-*2I!3cHQ4zS`2+;+V+1pQ>N#Ay_t5e3*Nz2JAS&OdNnF^w7OfA716!MzYV1bynB&A zDzLu&4K~IQl~*P~Qzk&eY*JL#to+p8AwyD)uxxNki8zM!hBJC}P|T2gW`Y}hua zd2r^B0DnPbIA?u~5>5_xLF6!3^!W8i;zJN-xJ7@0w7mSF-U15?OSSijdCT?I7v0)7 zuVYunvUF~HdV6mjP0Y=+I>Y^u5>9{9{ozQkFqY#x zUAjI?#K-apM*gQEL3z`>1NrJGA(Wm1WcD}dQBe|OC;BAx?-~h?4w)ni#Y0sXE<2a* zg>riKyC_8O5d*I_AgK0b=4tX%cH#6ai^i36R@_iIDr{`TvifT+Zx;{tKcr5EU&unG zXFVhv6%y8Vkqpzmb;UN@9~+5dv~kQw-y+dLlZSt0Kfkv0&rM~lsLvZc3|3-(s5@aI zWum3d4T7F}pNtg3E8Xu??mKa8C5&|VJ@?CS^?37LJihX9Czg)y;+0Z5eC&4uXiY<4 z9|N)qQjaF-#Pvr$e$zU^C(KyzFq6eK9U>u3znTbOT~>?3Z6(fn-G&fI_SJWETY(lw zX$LyRvtNODru-plOfk73-S3kT*`hhw)*DFSVKue_E{a+hE%n7QXdPW{y|WH^?> z$>=-?Q_MPU#4h@?aqkgLinIne-E^%T?uRK2C+UcV6!%_iwJxPs^FGtkE}~#&_`wNQ z1o~HbAU~L>9ln;Cni`dfyfTO&khRNk_*wSMVINc{ADU<2OQVqIFnyaZV|V zN;kl1Q{`YHzSNc%qaaZ^B81og`id6c!Rbr%ha_uG55IA1Tm@1%V77MoIRG$`<=rK~P~ zPi_r$A|$A(aeiK`>&F@YK>L#TiIbZLXXW8UJ#NRrChbytAU~a#6H%xTqwl~UCrQVu zvnTPwLd(gjxkXG(5hWz3g&D2P$@$Ae9`qS();GLDC`~6Wo;U6W-kR3&pRBIpzVp1L zi<&K&_cy6FQ)mfr9{%X{pKv`IF8>Ebw^#4URpNKhKP<(6+Do`{H<1dVT$QWG!%r)cM34x| zNs5ZPlfy!|^O!a(6Vi`|lgGZgsCXd!f(LE5f3$k_5{Y52`bG{<`z`UOcRSu07&Dl- zC~&YjIL+gDrnBB0LX0jK(=jA;L#m9Gvi+4Jjv zRR1*&YO#{)rsJubJk{ZXt8E@5s2@X0F8 zVIJX)Gk*+oDOw=e$B_MWPBr`M;UG(Ng_u?Dm-VHnwNH9IFb6Ej?8A<6{~1v^sz_7wd!1Tggb4KiIR|2-FkH$wK>Du~4 z?aOz@?rafVZ$^$(^p6qG!5I_|8C*aQQR!5*vfOq+%t7}3d1 zlyX{IM$Bz~m8MTw{cBHBluTjZg)se9rcj$--!Z%?luhW&j}SFFYJlM@ImbgA{WJKW z?SA)QZ6<=|e7B*PnRSZpFNMkNn_v<~~dgS z@v!M4&^Gg2l`4NyLx~m!kpzybo~x2_^~gS1GM zED4>*1!n91$dMV$9eDnISbn+BSkgT(s+PVe1g@`dHQ!-rIL}0CvPoPmm^e9bUV3_? z5zOhGr*Z5lBPA7}qwU;ZyFx&1$kaUyt?6YinpS>I!(xRa{3CU8V2b}V!=5{@g{tuh zRR?TeA4p*#jNI{3yeUHFiYTO#uEcK6kNrg_xIb&Val{`_I)otJF=597e50i}IZ7}l z7V72EN+Od+;n#ZqzkjA1H&YEbeNHV$GDS#?D|N#DL`Cg&C{d; zG@ZTHTnZ4K#8JL^pm5M;OPbl)G2^r8yU%zQs7EJ?JrEMVhE9bo97HG-oO=0y&}Vtr z2d}AT1amtg>+WEv>_4O;*P_=l)Eqt5qMZ|?j4-d|%YTOF@qEuV2(6-nck{WX|KIVu zK%L3loR~nu=(__^nKnxVCYf(1ECq;IIB>cY3>>!nc5y8V4|j{szR%@-)!gq`@aEm! zu)L)V^GQ(!v8J~6l~w!0j+^>t9Fx9pC!1z8GM<7l6SixjE8EWDU6-ts0a=(01mPZ- zjlv-+vy=|Sl|tK|aIXqRwrcM)*?BJ(SNh?|Py-WZ_j(mMTElX4saf^wilsI1kR12#y;5cdB$Zo!7hDc{dhA`2kXCxbQ?iIyvC?5!1uYSvg793%gzRk>$5ID=Bl> z1=^Gfd9U(iFeNAZ)rftdydKb%A_}IM<=@0 z(9-ihZO+rp(3#Gi-TC-ZiU+YrE*?IjaD0xCaWhJj#gv~-NyZj;ymUj{CoS%km75Q6 z@@iHd63of3Mp-ASCDy)am73P;Pn7C#yt~;gBIGoM9RAp2hjdJpXuNncLYT}#ON~nA zH@tU}l|d($plWtltW-UGQX+Pt*hO(en>%wTQ@#{V{Dov%n;{OLAWoaXu8ck1fqhC~ zvACA+-nG#+-&Wv5Y7%6;R3%*2=gcNw--T+>RLGJ0bR>zW;=RWen%`Y{OK0#eUm@I= zOqS@OKjB4j=@}R-dSmb)K~JC4b32dy{E1fzHgeK7NHhlce2!5&?k4ocnVvk%%70<9 zRPTvk!X_znnBLoWdS>V7l)euJ;H0VlwfH+fNq2s^t3gJ0{LN&SrF;e%d!@^KbNcA* z!^@|iWl3nJPYbaJOvDnVxE(bfZ(Q^B;mRe5-g2POW@Tg#yo7(Z{K$sts4%t!C?*JG3s5 z@-v*c^sG!xKCd@AgqUS?;C;I!-3RW-LB{$P+t0Tny9bk!TP4Xu7osM=C=AItK&EEn z;+>tOC}~dhC$f^CNu9cXi#K?zdxrBZd@J+>7E7mcTQGgxeEnpCYkc$M7@jN%Da z=Dv)kxHp0iTI#wYZN^4RrOY7;=cG?^JI2Q~W+F@Vr?~1*^Ko8L zrAV-UIE`7?{^!DIg2wjUjx3njqicO3r8O>!l?c^}xsdGlirAGJRK~ME&gdMSIFxvG zCc}Bz3E9|jwKTh_wDRV+1fhn5KMG4*W0iQn@+m$FStPQ7RluO zrHVIEba;^l`x3{V(}&vl%fk{B!Ajp|k`HMV9o70m4^!>W-(c>sddlPG(&9X&o{EQK zV^a?ec)frq-XZS>t*h6;8WlvIfa00D`l_yw5{eXi{g@c%&M-PU=MLC+@Etkq1HnJM zFm>gva%oZ~KJFL=dAHVE6kY;cGp8^nD*}(Ud=6OII3e)ckX-3{pMbQC8(Mf+?QNz+ zP_0NU7%N3BZr+IcRFEz%wGU0HjQ!ch>*3LX{Pu{!85f@x&PQIQOkULMz5aGl&$5{d zp>4&?3S4!0XojlQ^Ppa}hot>&B%wTF8TaA@&nUTftX3Z?O8Cl6!L^kjR3lpTN zlPQ&pB)%$#3w}ZC{fo&jvK*T^uQiY#^-B)BK&|eN2WG=%+_5(^e* zV9MQlk7g;bOPAfXIViI{tpKQaq ztvM-Oo1)+?MxO$T!gw!^j=s#>py=VIGB#DV=8zVQ;`^B;ZDMmWhPz@MMTp@mA! zdvE#|Tfhz!2PN2UDQ4c#pRN(J-NssH24FZi;S%)Hm%3zKxHU=bkZ{=e5ZLAe;1?AC za5B@NJ~K(B_Y{!IeJ@8l5HrJT9JG$Hgr*A1XC+3KPkmb&Hwn$ValOw3m)jChuKvP* z)GdE$S*i2}c0H;$MI@J%!sv-Q9U%F`cFQzy#SZ^AC5M6I&g?D0NeEku@FW2eR8^ar zwNXVJ*Vk#fpqxjQllSGpq1L40Gamqs8<)Cml*|10!&^&P`|8zitgs_&GPWjW!#3_+QF;I(EH(f`vjmo5_uD=7Yok)#cFw2&!5w%7f4A3 z_ivr9KBNe^_#z1N6`~1B7sG}uiKfGpME(?aYK}4mX(g}<-Z!6M zT|*;hb}vVh*>$%d&3t<_gIW{JV&hhzNz@`Ui_yRTI4GoNjg{2Cf%-H`zlQ=(pt1jq?^YToirZWug zzui;Q)1&g#J7C9cONHE`YbF~%OPJx$w%Lp_lk{H_Xh4H7TYdK|-tRKE81t{zdllJr zHnHnorOWy=%YZeNOJe<+5PhPJbr0RuHRq)L?LUx}OL2A6i@gPlBt^Qb*}o#mskls@ z@}kf8O@=k*tXHF-Wb^U6mdzkF)pJI&&~MO%nv8x|4#JNr%(I=cl>tt z_G|8f)%LUO=XAas%CC`DaB~`qE6}FnLaIq`5 z_QkpFx;atoxZ_E=Z#%%LI_>J$zb`m-KUWbBZa!)w0VV&heEF!vBmT!`O6t>;%gdCt zTXQZX_n3~6wG7xC?^qGl@oU=3aF%I9({`axkTF*`20sw;IgxI>6==IX6r!c0tKX>y zK-W*jQKfXw9G_cY0GxJHj9F8PQd8KQItHB9l5kxq>McAuLivUP5d+&G!2IY7TQd!B z>NZKqjfpm7}RZh=X3V!rPq=N0l?h;3>!Vi4#x#C|5k@Q;^#qc3kyyXc|p^0 zY*euk<3GMZG6$BLEtqxZn2a)Ue^Rn$P5<+@N!7q$FA;WbShyJe+N*FPXmg*rx#!2Z zO{{Rz0>cQWYC)R~veUO1kbuvkZLpHd_7^QWg(#_UCBaJIqlhf<4fBIDQ2LgpR>DDS z<`!Odl7t9i;A&9yfGG}CR)4>V*?6^@rs_Q=a%nn{M0It&okf)_cYL!~nP<@8^f1SR zt)^O9-^}Un!Jdz^T5tbD0tAH`@%?X65;|e}!H3m?q!rwf?0dSM;~djJmYg)Tv^q^W zDVdp3o0^)gPKP<}tL>?Cv*}Ra0d|34g@Fk&f|oMxyirCt*l^>_mOG>c;R}0s%^$T- zhUM1ch`3a>wIfDGMz}`VT2A^%?yLR4*>&rth;2hWxhgG~wX$zO?S-Aum#y`RZkDQj z{;kZ#Q_Fy-;XXb-Fsw9EfDvrgiUG^+=PR2uN>ttJPnU!?t`(&^*_D_iV~pc1=nW!) zMJa{@bL1qBf0)C=RvUNoYfW#v;bc{QmieQG3#=$`+t?Yhb=uJYv~yBfRiV4J${%-X zuvlz#9T*)2g^a`ULnkuDmBl6SW}Een3{|Cd#ah^MHKO%~8=YX}mo5diJO1!9tWYz;}D3HDs>f>jx8wH3E}&!E}nLukt2fYnT;q!z6mU&lR};If{|-okt_i@H6df zgE;)Lgi+jPQtBUa3ZHO)zc4%YhUXx>p~F=u_{GJ}saB$yG-&yc?L_M6JNM_=C%$4! zTmN~ol>Po}n?X$$zwl#Dt@sn2Afx2{1~*g!c0-geKO_F`%|ah;kNT6SB=2BGgZUGR zcii#E5R_fs`!Vk4@=;jLwA6OUYQ%`|X{O*jW??tnPZ3CJYiqkRU(eEZcd8gi_yV5G zdi1=%B05U2t|5TEZ{~SDVJ3bwGEx!DZtC;GT=3TGgWVExOj7fkwln>X51Wt7!IpiP zBLk++?@|ND;lM6Yryb1K@3no(B_+-%ppL?Qzp1uv-j{y^+Yec@- z@DiE562M57plG7=l$Y9|DM==_B<40xTLVXb7z|6Mk)@`mM`BJv4WWF+oML`|^Y>v+ z1Y0eV%i01iVP=lA$qU|TpPU0M$A*O(F#vw97;xWMS(y#Kr^7;k!-+-!;3CE2RU~W? zr`F1bE4yy}hLdc^SHnx2VfPe{k`>XlJ6S}-$48Kok}@zjXuEuP;+>S9z5{bS9&&hZ zkjWqDpDBDoh^^Q|Di0YR!%7ak;>Kk+Y{aUsuh*?Ih06@M*){QEPNNYNoKFMBW>*br zFCQ)Z4J|!2b?5%5b4GOKncMp=OmVE^2Io^%N4K?!99zPq{L8(EXvVs0Zrnfaf;;Yl zcY7v}r<+buQTjdmF3?v67%7{Z1LZZ`$elGv{X}DaR(q}>cX(0YOzpIr0tw9;{i|2g zj7x%M&&e+UpJ<$XnC1^Q-g=rF@LYF;`|eP=6g(fT)WYN0D_7fAXxVmOIMWMS>BKlj z4Bx(RDkh2eF-$E}#{ix;j*K05M`$nF3|I?|e?65{f5+$RJ!jL$^#v8HBozv5k7^UF z=7u%MKc>t+WjJl<7$jTQQ8qALk(JbBUy-hH@G1p&4*I(Pg4}CZxX4TJ|LBhpuN3ve zJ)Ym!)ilVsx=Q=t9q3FXDx?_=E=oO|-TARC!^OVRTgpDgy7kcf_Y(PH`za?WIUGm) zu!Mg8m7)fg+75v0a)Yd0eUnV??T_uz1GPa>n)P>)upB=0J#~`Vc&=X=ej069p6pl5 zYdY6;&c_#L5EI%z5;s<~pt*Io)MS2&T+>+DM zkOA&>eYQ=*##VlP;i;}GBu*d+?bQG z3&12rH{*n03&haM&!R+rff&Qg3cLkz|BH8tnYNLgEPwLzmlsVPL zfO}v53}sf6HqzURgKjjAmhpF;3jY2gqF1X=-rXKFRQ+~n1i^s_H9Dl{GmX~O-kLEzWXY_(N@I5s+)zV!S!wYDTuaJ40em-$;W zYCC`t6j9MNzWsV|7gP3ry?aTdIWjfI@vNapOBUTpcw`Zb^!$rK3csJ4h5X`Co3viaIN3tQSryI}3ck z_%2A|aL_h;2EBA}G0Wz-{Dlu332HRs6+r5)&IpiC+~h@S^6I?<)m1EsyL#ATqoQEwdO*#i<&(pk zeaazX(njX)pa$oCxQzE=A)shM45WUZJm#ON5gge*7}|Z%d)~>E?r()OOF&1B$_bp; z1{WwDxA_Rx;tv?G3X|4=XLC{HSYAkrV#ET4alsFL-X06C-2B3XU(5QN`To9gNLSeZ1weW)PFx(dW)OGw60|Kw z``~duIgFR0Jp|_dj}~A9#A0sYw|c}IH9iuY;D`z7((i&N>!}tn7uo{PNvoGwR5{X-ZP_|k062CQFmyzIP@OI` zD;!To>$}IOQfXC!8l2eHmq(pudb|`bpmK2Y#C$jNWlP;AA>eoO|4hTug2j23OvRsA z*dD52a^T7UUIFTAi{a?`Gf@V0Hd#B3S9gx4N)x3ysl)U2g&2s_>8;fe!1RT&Sb1-p zY6`#8Bj%2|SbBzyeN7-qr52>0W)j}+{~;E@zul90$ES@B-299DZ)&L8`(mg+U=;kt z{5T_&q~q8djCv-p!XRFB$HVz&S}sH+Gt(wiG z5bfZ0o*@C$8xD4r>Sht|Hx^W>`%K~L^qrG5g3wN?lAn_`tvxDMt$%R(lsyFIy3SUW)B`pq3!WV>1J;7OMz%oM&R0`%kgBem?O8F(R0lmX=LI z7~9^U)6tQSGD7qzSbQ*9R16;wqhhc*qOBYXu{GJG?6(o$X2f_9$q~A#H|?~JmJ0FC zKs^z}L!!^{PmUahN&`NxUx}Br5iU&Q;u4qfe|jxCGAJ_d3Dx6k^eNfOk_9qZ?m z0utf<6>|L`&unQfs0&`J6;o2q>=S$mh z=GLy2^|L8IyC6u(l~JX6oMN=l08qY2V^JW^gXqU?3><7kE`aDHPtO~rS8t(cZxUfw zd|Zp)`(gIh`Ei+oA7u2}A5mRhT?3Xl0Qrvzj>SFzq}V-+o2vTJtCcX97Jo^vd|BIG z*v^x{lB7yT5jKW0=r zv@|rJGk-#;1ttzQu;F|-*xE?o@`eFrGFmi9{Y zT0Y#4!;AIQ%oA^02LhV~+XHcM@r#}nWhqh9nx^ApJ|Eo=CWx&H32A+ApuA$0A^=jK zA_hx)uwV4NzA?05VxY!HQ$F?@)UwI%E1)Kl88C+sMdSR~@lpoM~$9^if<5_X0 zbPp>eOLb!<2~ah0{C{Q$6aiOou>>3ulqfsDYZGSBrdJMHAlab<|g7)(wI9-(K`~h9ZBV zSZMa*0I{OlWlaLGSHSILy+8K)8n)}W1fr50dmrnx8dg_s*qlzt1 z=TvQYzvN8reilm`v;+Y&X?TNDbBW6&O>u1YlY~U-M;t!tvc?E zU~-Pm`ZadOIF}4!UbT7{>Vhm|ph)QJ{|S8e47|K|Ul*S6!m?&v*3_-BR%4Eh)4sPf zG&B>PagNKZG0jxxx$_6%$0x{y3u0a)Sm~JqAJ$ zz$8dh*^OeRrZnToMToiHjC6=xEU%sT@xV!(H@`}k;zPEU#F6E}WpGAn7q0nL&_`=_lwt4tZ_3EvJgMbBU{R$E)G zAVC!`^cR0HFrMw1H2s~+NLbSsRL;jp3BwfI4l;k77lPf8aMs4u zZd(5hFtzPgo79h_OFa<%|dvDwP&d>TOKy?Je zOF8{jUp`EUJ$)Nt1IGLUJzSh#A+MwLiMq>C5boXE8n~k)mhQAjAiR@(fq%r<7nF~( zIKcqN=N>EB7)4MLHF$Vo3QIm7CS9lI76FZL+);(AMDZ2AUYLJ|1nAuC%Ey%usdBv} z_>IYD@y;rTx?rV=sfob%jN)EkC9qi7=M~=zX24Z1M%0pBd9bu*^^gN|4Jd~M3($cS zCypqsh{o_|ASzI`%wK)sL@3^Txj02b&i6M;7KEk8hIUel`?okOnA)bjov8V;-(3B& zq(A~hE{|+3h`lJeAo<*nm#ubJA*w@VGA2rkXYv<{ zHo^zl+ACmCYU0m%+scLS4yH)00?Pcp9XEF?b@fz+VrfvY! zr_IPUgDmj+6zk$6A8eTeD~=LGpLRA~af44Y0AaUF>+Rw+$5XGriW03$@qfdobyMtn z68m4nvc=_<1^zBx>ZPD+y@^I1 z!}JpXuKuE0R(R2v!!vct!pfL#hG5F{bpYPXhK@LVHYm9aGqd}8+RS#aN$^!CM?g-U z)$2AI<;n_APbU?S9ISdQ?lw{uK~1j=ugi*%QI-C1wCy<>G8~!6XDRpB=Dw2 zAQP$AjS!EGWLNB#Oe@F%o~y_Y^+fX1bJ!*y%v5Lntr5dnfUZ+0Yo-|iM`cAn3$y+ZF)4{Y!7G@Z2 zqUzz5iJEYbA5!)&YTR&TJb71ZrsQn!4g#xVC{etvb(jEe7o>y5>FAY0FQFVD$OS0g~{=^W{X zO+xABQ_ej;bc&!~$JW5P5hF z-)DCV0Uf4qzIOg77_lI4gv2RRieU`PuUr@D$zE~*eDUJXm>LD}e8-zL_b}FqU6y5r zqtU&j2iiw67cyyJL9alO6o6N$v34OE-Po!^-4X%;LI=TS zl6p@*I|o4PFBN|m1V~4xr5lWl5AB{jZy@o&6WL&x(x012RL5qb)n4CBYCLjDKnFQZa zKvoAH2q3cs4|vLd;}Pt490C}+4<7%Q!(sd`Hg@p8M?eO8*|YOp0Lyhc$e^aLk6JVt zeS6eSp{J+ky&la#nJhP6phz(Ci3?fX)?!o?Fg4`ft8iud^{5b44UJG)3V&SBW-^d$ z!&tJM37Z~=-LLcW+e}BTm*n5ReLLRCON^Q5L#(eKtEqV@e7*7E*jpGF&DqvZNg0`l zbhZo)gWIyQvL1^>5u~(X#8%@(SSBc#p*)g0TGHC)9Qbf;EqpO&akUmn(PIM*nV+|I zbY$yGAdB7KcYt(g=@^AKAO29R3m7dZ7tt@*9?1|QprfM$HlpjcF$Q|!gVZsaAu|Z1wNoX} zGyO00TyJoTrA6=0HOwCFu0tqMLIy2yWa0>^l)mu3o@?`O2Cs11&#|I%l+pac-M{sADcOW{%EZr z&GzIqNm41gf4N?D>yV`Ozo2De|u0^5#z2~5C8p*Xjk$czW9008-8 zO3G7!yR7H|otDAv;t!8fPUmIeM}lQk$Ago2zGbZCfLlkv=&v2Gb^lyx4=xmGvqluh z`l?*ya`uxC4RA6KENysT*+LM}!k&rUsbV3Bd;gu*34bPf)$#9z-yL@%ho`XUfUBXf zXqRE(a~SV$V-maGG=}%ZlSH=PA2>rmc}MwS&}C5YBg3E)EOdF(BEqdnaJ| zGEZ)nn!POMs?4lK_{Qt%RU*5Czc~GXjXWz5&AH(Fg@D_Z5)7+{te$vhtC!sA`VRxc zVaR%iGiwqk(qhapG(3z=PJRfRJdrl%?U7HRASb`6Kb*0%&q97i-jgF4>9U>SwGLnz z2`j6DKoXna?-z|$!}yH2sEYu_^xi9P_#AkM^!fXR&rl>qKomG3*M7F*fvF`0Sk~p? zlA4LhGYIFGpGm_{+(K&0{mDgqaY4R~3^_kqp#T-fg~eY$>O16ARdE7fJN@Sy;q!4x zZ(yB36h(_8e+I?Cz<>k+bYG%$I`hQ0_V?l)+TZhS*cD4=_gs7Nbgo+e87@*N9BMdx zczC#OqYG7`O4i{exqfcBKTv>s3zNrDh>;6Xg z&mO!I7l#hJ_SJFsGuLS?9hhkb9IZ*r&*u$VN&r|il~pf9ElD2Hx-o&f^j z(|30#{f)PW&G-8Md`MUr!rjW_Jw-+Hp`gQZ3lU(<&-|XTP0WabdrgQZ;e&_pI?O@7 z{M=eW0+7yk2_GK;z+J|WI5omOr&qEO<%2+2@zH?i8NJodP)3gJ{gt~NQ_co5T*m`9 zfYYXn`U@JrJLwG)&N}`G=0KJ4_$S}W>Tm0;Uf@*xjSi)o=R{eUnX3Tv%WB+0s8OgS zZe&D8?z4d%n6hN&c<&;N6>+ z<=E+&z%OF==g*NaNeQcHu8Qgk#sF`HJtp=j-1cx|FZ_2(L;RWx#pbL3e4{H(q0%Ry zI0-2(W(@rJ4nLv`A9$;-tjD{5yiFtMv4De!_?~wpkO@H`U-+E+g5aKv-rhXi-|}U( zwE3L9G4$OnXydq{1}l*O*3D_9jSLN+wIlHH*5v$fX@P^sBn}v~*P)>Uc;^-L(Ou=f z5?Fn~*wvMHnLz{Qa4K7Ojny!0Z_L|QUYB3Y*zC=o0hvMH5058Wc~P^l3|~r{gk42H9aE=K#I?j&W47DXPR%bZSAuFuGvkK zC>&xnoGMQLVGYo&mx@d6bg(F4HAXgacYRj<=I3WFnXpXXKTIQ8VifFYXhcLr>0*JR zmM`_rppuc8y))$oaNGgiBVPrcu2ys7LBm%zu%=tOn_>3qTD(dI4+7Ai^=^}o-FS)qx=YcKHULG7dK0|Ok zsBLT{R1v+Vg#cR76j*OmY%DmBV0?z$-roM?d{U*`hFgL?%>o#(oU-zT9|gfL@|9Xx zHw(-<+>e%*D(f3$3~q&e&l$IVenGCBMFaTKl!i) z09;(>pXt(x@$sO&%69UK)LW9x%%jl@jCtoF~sVP8-bnM#-Xo1bQ1DkKl^lFj7 zF72o=YKA%bQ0rqXwQSg(odyrHH=_f`7e2Ww1-4tj-HEJjxi-)Pqs$t*VE`y6^z&z8 zZf@=f47i@&HX$2 z18FP-fOHpg3Q<7@qJB{t7llbtV>j2u{?p?kHH8Yw>*WQ57@%MWs&H%J831btame>j z+|r5D9qB%=`S-)wVBIF5Yv|qEDtLGp8wDyBxtUTbIG6mPn5-Ck7(%|hVh|w>ZHE4W zf$~e{|DH&2d@#W*eD|9CTN%40QJuG`94f%jpEaG2Omq-`K|=%0I)L+afj%C<^b9Wk z4gAU9oXGx33Ukj~K!a8N8Y37VQn+Ra=q5Uz!`n^D+-?yEBM8^AhW;6`Sv<4CJiKQ{ z#*qU`-?A(g=hg(C-><=}Y%tJ&L2F=NNxZyBr2>_iPT)@Lr*6S4KCDb9_cz>ajZhq$ z4RsjHy%1}Euj;x0+b7uA_kEy4t1qyT;6K8|cV4pvfDLw@_B($a*WvfUx03~>aeJ6l zQ!hjG+jswePs(@$%B2dU@5lgtS8AfgrdXOs7M$+QaODHVT_E~VoI>pLXJtd-lqd&= zj<>Kr2T)a?f|*&oYWFX$X*^Ce+x6c3T*3C4{Xygzx_s~PIimyXx6W;WlmkuMTeK+E zoxi>>{4N|8Jr^9)Us|CiP>2QeK|vDJ(G&gL6=VeFpkDwI1oG3nlf=NDk4ze{93r=> zN;U2mFk41B)+LRYk}R??9msNH1qnIP=VkUImK3?;p+<+|O?BZWQ3@X3*>DrukRX)s zz1hmh$=#mQ&0#>8qPHA(q5VuGikD$E_>Ky7c*_`2r4r4DG(fQ0A6d|C=>{#Jh@Jo2x}f-q zRle5m(g~e}7aamqhL8$-S6x>F5mUBFdjO0pV@{EK{aV_|iT%y!*XZM87f4V)G+3eF z$7+C`-M2N*X8*|^Tctv~tRouSlg1nT#7gIrs~hCRT4zM)N&Sx&@3(G5GZfCR-YW<5 zRVv63l%u7j;2pG8eo;@+C9df3^Bd-5k_??f+0+|5>3@;%FFlA7{-%~lFr(ty?UNEx z!vaQ=AtuO!NFN}S|H##dK%9bviJe$W54~BkhK4OG7kCQ)yu>yGoFnen8$;Lc-z3(x)9pw@C#Qa9LXcEX= zxC0OW`ckD0k6owtn%iPVFElv!pYKkdtjBUt)6jIcO9SVx7Fl0XjAZdIeaPpL*gYh6 z{?~^RA?T@*#RSI-(iPH@F0;Jf+qd@dU~xe&Xg`QFa1fB#NP2pDo>}&6X1iBo7$Vv4 zhwo|vqw`NH7$L{MQY`|0TPq^=oS*z(iA&Ir+6YY$0)4TtNLZ}NEPT1>2CLyf#Rh?Z zJfW|}=S=D_4ES95=~O8F9klr!&}>WyD8%dZd-RUiF}BaXpywiPg?d~GR-($5mILYN zO>2Z(GD>hujJXgOG09y`*3eK)w%|6k>hXWsg~t^1i-}_=7YW*lqc~KWlR(ys#2eXPv`jbG4!^+S}G}cIyB*V>tgDQ1fD|`JH+r0{XG<_I9W$CmRVqC?I;x z+fK?FU4<{oh`i!wf_RY&9zYX=^>p4)ORxpdK5vHyTRqoP)!NJKtXkiJwXE-^i&!(A z4aJdyvd#DoD|IU2Y6*IDz~d#Qg|vfo-Ee#rC<*PgzPz5hfB zxG^YRRbD=(eS)T$wJjN@_UEY#(R1BT3_zrFV8#Lfbv-@JaJX1`qDzLR?`uvcF3vht;Wr9mN63hqTXZ+}j z7iPJMbw+Wp`;%?|+5=iK{tXB1TA)|!jw0sxcMd8FB=>V+XeCg5sC_~zzOSpuuKcTv z(w}50@;$RyI<)(;Vf|j@pVM$T0iXSd`L$<~B%urNasctReewZ7ga`u#aIRzVo|j|x z&FlS8deBre$A0IY^^b?m4Knref)Lp209>RjwC3F`(pquPUb z{t4jG6`gB+WLbA108j^V?g%fZ9U@Mz8x*`w0Zf+M_ku!g{OYk-Kh)5H348(gYoo_C z9IQoc2mOim%I~aTRRmHd2kS>6)r7Q$R2m^Bd>WzHc5^{Myu!Lli+{znFtdP`Oy8bx zDw>$Jt;Cz!7C#M@0V~p4oF|fILL?KvVR&8t<3$>*>mWR7+D8Tk zQNJxMvv#1!BoF_s^CnxRtLcc3}(To}90!AOWA-K#n`3N#*l)-tPNx24qp*81Sv7Yl@h*w;}2kTYo$3u8Pe8D)2CXoc<$`hTl>+c-vK?7B4AHu-tBhsU>(w5zpe5!wYp+?d zQaj2>eZYeDGI;OhUkLFS2aKGc1x^9Ty6n$NVeOH7hd<8aUU?7gjM$WA%u`H&ro$^< ziWSlqF{+NHC*Fv{S03zT>>OKhBd;pGmCKRgBP1vQm9_RBfeZlD(katSK!7H-@kG%x zZT*8J-VPo?M55Dfyvy`8!^%qx{j$dTXRvYeF63^>+PXbh(h#Fa~&$~_* z)7e3Lkju&tskfy2ZcUA^5dMR17>pY-{=nub;7$z2*;FD+nvY|8%>lFX&K@9O$fdjz0-1!i+S7QOAGAPLSce|ON%r3r01nAz?LXsxHUV;2qxm$II2C&;e zY_yh!$`zwzzB~wkw)x521BN7vx>X>iZOrjAEH!3Hma78Vb{jl(;o1@i4{uuHH*_U{ zQyzmpJfJySd*}qMi<0e~symX;zXa&M^Nh-ajVilwG+{PSFc=8C(E2@_iZ5Zjl!Z=y z9_X-UF-WL)4u(_0LJ+=`#D=VvJX#;MLGzevkrE!?yxeV##FYyUONGE86htXJ7msmA zP&1o0Qk}wE$Q^)Z{_&?2g&kjEN6Ued8iiLMOX4+UPQfK_iN>-RwVoO-3YVMp`?LFZ zSD{K<%O4oH_^dN;g|`>UfA8E9El|s&{@gjV5hLB#ba?L(E`c(^IPyC~A!W29Zb5$) zx<9@ORoW$0NROl$PPBZlH_y$RvEQoNlSmNT#53}tO|4BKlBPo9y#&{(d(C!*oQXOb zi$ID_g*(3l3YAk=P8`nn%!=l}0tIJ357IrRihT;L`FVV4D*1wc0}1^=Y5OQn+qjVW znoUnua{l;8L_>LVc*|Pj2tF!R7@NVd{pp2aCCZ1z8`9sRNsJWMyrg5c=e6MrW4JE- zrEx+u{yX?vCGPy|Dst*JZ|-y7xmN3(?UoqEy{@|p!jhQ#;hz?BeQ1bnBq>ZdJ~T$# zKUF-fv^PVV(K&E?%kgO=eP+Ov`*i+tTeWmGd>I?u%0q}2Z8%bBFetO5LDB~M4+%g6 z=>lqr*-Go4C~Uwoeg?pm$;lk3*S$d<#YS|9;p$OkVag)*OR-eoy;0#mw@$noZ({xQ z@i)z4em~i7_9RL^WNkVtwJA9->cB7h10}+2PxNna2xv1D%RXtHi!L|0G4Sy404yK@ zFsjD@1c3c_2gvE^shpggDaZ&lb#%A_?!0}^cL0mM3P8UNKuQA`%498TwGzYmdB@g= zrZTZi$)eJ_S2z-jgrO4y%V*O2N^GmT$^z0U^^Jma6J5if$bYsH;vPg+Dt7b1p_~|q z88fcmqV>8zJKIQ*qxe9+pq97gY$W-qRw!Oewl;mHwMjnF83Ui9_zPmjjFG~)u25+@ zlai8BzD}hv#C?A*8I*ssVyPcLN&$tNi;GLg(ozPvd{lT=Ub0u0+8$a$C!q$ zZjf>jm+iiehNk9mWaZLySISQ&ItMY&Om^{ElY8U4vFSdo^o06E=Yr7=7O^)c(soRq z%#Ec@B;9$fjXZOBvhl=VzQcbJdm1rXEbW?Wlm9e_MmvxvUT!~lipI=J)n1%9vMPy; zM!GRyU8_Ge3N?&!EurF@75;*R9M)X>*Wsx_V*Uh8&%wNk>Og$L(Sjcrgm7|b$-!cF zPIp}&z`}nQuC$YJe>64aOxx`}I&%_&o6_-DDxEe?rd>v%pctN(MnyqsS$~ACAN>CM zzK3sj8a?Ji_;-xIx2|}FR^`wyrR8Qr5wu{6Cudet9?|0p-3BPUIFS$~8nijjlxg-7 ztj>nKN?7@mhQ|bWSc&GfPYi};1l!`{nfiSWo_Tmxyg84frR?A)QL5OgUikXk_kwe8 z%!X*0X~<#wMfe`s%K3Zd?^#099}~HrJK07n#AuoD6;$A9yWaAPie|R@UBbI;3}ENx zJ5ZihD`5Lg^bA!}@UEu>0QI)6_1(t871`48%cSb*r z9hx+_yw>5D=KL#?;$+k_x4L`W&t=jVnRIa^NX+o$&DsO*fz6uk&sDeF{3#WFygOqx z`ti}Z{T@FsFpysP>%i3s)Mqsq8ODaVy1Q!%ZjcnJl@iSh2CXxbt(Y)s3zAYfNLZC; zp6n&M3buz#96Y(U(G~j2?Kyk@E>H(qJ0ZsE&6o>t3q(Ku5F{wzL0mH){5Z*Ij#b}9 z{r*6lqR_i>Wr{AN>&f3;wp|kzqc2jL@Mdk#eC!EXXbPsRAwx>_Q@pX^;o1?3(8a~C zrONk*Dja45Lnee1^g+)ezSqmK#t&x2mvUm*lb8T+YLS&?el}=`Bz;@$?%n+5rn}|F z24BTdrBBbI|MNt(`?K2pTrYc)mA)ZOsG+W&V$o$_-=uu^TDzBQ9`7S*%y$`;$jiX4 zW#!ku#GHDUN13-AD_mNk&4;?YlkLJkyH7e>=2tEb5C0cmUjbER*n|lph#;Xz3Me2T z-Cc?T(g;d-cQ*(k-2&1jB_J)*4Fb~A4bsvjT|4*xclVqP~H_2XAB#F*x@r;ah)HKB^`kOn0iNXBstBxy#rg>;u;vz9b8mj%P|LR!z<>UKx>X`?N zFFuzP3@rpbdLo(OA8x8Nj_EdAX6a9LzmXh?}e@26! zxJ@nog=xpXQrGjBjAXH#Uyb2gHn)I@LBgT+2u-Vd|K$;^!m}OE`~KWh3x@9$wM1dr zzg~F#Gdw!`ck9%h+WRX@y~PeLDIlrGaQ*)Z*599xB&QQ!J8Wu)})2suplE+Pgkzmb?Gb2@Cj6I#yR;*sKL_Wi>n88~L%o10; zr$N=khI-FN!v)jr$}WG0`KJxj>4G4B1=?2^oUFvUn8|??$4G)O>&L&Mw%EVExBE6& zL4?O+J?P_zbUi3rBi!I)9Wir%p)FXGiSDfOoyOrok-?;{e)3bgx6c`LRHp7!@3;Bu zhZI;k^abI5jf*ZZ8XaV8ZAdw-^S^#l@Rt6XgEc^-P4JA8FJ0v%t^AjpzY~9&Qa>Dh zj@ZXvH1fW`ckk4kv$Y>_=1wvEtX#%W^ywJ6_y>-q>Ka=HtSo%?LMtSG-za(c6?(D| zTxGqTG|qeCrzVlMp|MEFwj+6J{Fy=v+H#lk1B7Y}$<0ZHIM~{^bfrvILYZ(ZS3(1` z$dcujzwk_S+&i8!m?R2gLTS zZ)?eNVB?J)9Eq;x8tfvHSZy@4b%jYxv<`Pq?DbtWRzkxB%(jTY)YONldsVAuJMxYj zvXZF1=fpG#pR#=P)9*}DG4GS{PQ<_9y#-adn!Y09`>mfr*~!5<_tsv?TvW)>YpeCm z)}i~`NUpkvcK!J8=pO_sbVvjfkC24PY!HP_NuB@GzW(szJnv{gdsj&3XU>rMdDXx6 zzBgHpyqP{Q1HV@&bMA8gFn)!ubg>}Hc85c1ooq)o{q>g1$OfoRLkS%)T-lb1-LlOPQ=MGh4kg&)J7& zGtB_QJT@e18zn!FtCXqTT{;2(?a1CcDdDKOen*_6xBR4bcyQ~VVmc!3TcJG5%Zsga z$&}QVhr%|-z z+hr4Od9um0{B*M+>&JpCb_E(0)if%7<>kwS0Cz5Mk~Kx(7rC}}SIOL7a z*<&0!>bJk&h6hXdzT)>5!_=@*s%yUsqpw!T{5PNDbngW^0!?)|#ov47vZ6kv6^W#B=lpW&c*pXEKg=6L!Pq|d_aA4;*5|ubVA}42 zkwXJ^FyB87L}#!?59c{ zgUdoQ)VJ|V|29+Syu9C9_z#V$2is&Z?+r&q==KPwN2SW`m-?3z@!G8%(@Lx)R#`_0 zr&Qn=)(fpEAj{7aKu|Qk0-=`X_V$FWV5hmZ2OReq%92*C9oa3Ci1O7g$nl;6OX62g z%w$nA{`$6P(=#1#*&KMw-@?PPCTp4bYcl5RKbO|=)Uq_ut5wfgY-q6x!gMs~E3=$C zJIfrR2u3^KawP9`=vkj1iZA9?R2gWWi}29D{KZ&c?Cl;rv|vkFmC~kWG()f|<{)p9 z({`U`=ufsS=#C)L`XeJFdyqsv{6!U6`u@V%+`_0q_NDB$`iYseF{YToao0la0kij} zzLt?`abRczS%G-_gN=n>1s(%sV;F?jp-svKJbP1f4yGgYX`A@)#5~LP({)bDd$k%@ zn`kkEW!)#i1YaGLLfu3~MTxjAi6CDK877XWPoJ{7?&&t3tv*s}AJ6`0y&!8LLf9zN zMVs|Q3i0SQ4q~xeQVdVIe}`*W8V0PM+?pj-6X3^|m%x&@l8$RV&+3u6cvq?b5uMpo_aDA>iNd*e?{oGZO_(L&^Xhm!iwL70 z%M8=E-<;6KXpEM&v-L!&^32AVMq+Swtfb!+`IK$OR4ZuaJHB2dnVWWrD*R5;@e}QV zb-UBuo9;YkCvS^bkSwg>&ah-P^R(ur6Lj5s0xSu`k-Rr~qZ{WpI@fntb(=pt;{OWq zC9qHQdlT4XQh1{<35!#xHJZGHsKmo`A%D3w*YM~=YpW=^`(KKV$j1Yah|epuBqcNq zSMO62Y6ah`{`!h9G`*=_T*6%v{|ui?xx7u56MK4KS?O)gQW}vrDOb3Gvz~33$l-bA z)27Tgw$145fDC*AmA753?+N!^z?3ym#bW2SOrchfIkiYJWLI||lvH6-b9s7aB*^v6 zm@VxZ?;m0w4$b_z-d;OPi#gsOT*uD84hkJl&_cOUcF-rQP6;{JYFR0+LtS zH>!$?4^sJ^T3cF>@7%eQ#ADMB3rSK&W;sfN9Qg~R9O|L0DV&B5ppSZc73q#b=|z8= z{)0)s2xBu8XWsJ9e054^>xx=#C^!-Vwf^plOP2CtMQKWIE0%&$Z5?=g_d<>hyyoL> zd+;U-Vh^5b(dX+A)KEfT6@>M@sQqeuN#{Lf7kz>8aF-_e+169(!10O>yfM9%LB``0 zmc>d|d2-X+kEO(aVCn9-m=(%(SDGrS<_sUMCqAf8U0fD^B$<5V$J13`{`ufX|lDgVjMP=u0|2cnuRN&mi{Jc~N39$mr|Q(Liaj z6-yDN=9qM{m39r^;!{@I5}lsYE8cXLeB-hH!|JJmGZh{ksQtwc>2=)lDelwc{q(M5 zVMN-mR^#j3nu&?@v*Ixh{*KV0Owa7hVz>Vp+T*NY$zk|@{D_dJAmevz9vm#Y-UQ62 zZovT9SQ(?&C4==XxN`W z$Ixb$Z@t%(c#oylyY?>i$1%kVy5e_lPA?y>g%$)I*sZPzWD-qu@5(oM+djD$5~{nt zaL@RCa`)$L!ZTObx+c#EzQq5GLFefPmbkFIbX&W2pMg-OorC3`QRhYx`BLYn*rw8B zM>e)T&r^x2RTV*I7=~)W{@4n4V=u1+j8vcT^NLLAo{n<1#cMeta%$x7X}=3U*D7QNV}&7?cjhSpR)g`WyZcqQ9Lk*DV80tJj~Kv^@i3@VZ76` z@2~2|8B$jx7n1a}?^kMc8b+)nZi@xODZRt&_2J%G({vs-$w&}>7V;+Tt8FZ_K9fm^lnTTh&fC++E&xv9^VKU zC;Yl>an?zg%bTPn$H8-Fj+98YDUL^YcwAs6c{EF(xN3n2$BM6|QgZ+Mg^cEKk`7OT z%+`d=!fQsViMC*_tRdr<1Dez!S!$#{31`Q|Y z$hW%0aB13(QkG>X;rXBi+X?Wiw^x)Ew4eRVt zV6KW}dLlrZd=lM#%F5UxnI+Ivc$7@~fqBfPd2+CEe957(gycGp}))oz6GdeAXXD(hduDq+2$;nC3JB^2K<~;ez;G%JN@St=16;=tvIF~Psy8pF$&~Bc*M-ie?$6$ zGWX5){soqlu;}UO{rvg!Q*?A|(0wY^8v7hN1H7ie-q|SmP8Y+)uSQ?t_}?#I6L<^|W@HvSwxrZ$qT6z9`|l^FEo{}j?XBcEdrI1;uP8Ci zcv!k(h&|lMD_hj^>(kh^pp(VnxmO;95T35jQg1HKC=JGG*-C7rzdGN2$E!d6{aO{9 z{*Moh{pRUOM+aKe8};_h`Si6xGQu-+`zO}e;of6s=0CXHg+)?(ROrq~e?7}6J?MU_ zCN}HD+})Wd*C+UQq&M|c7bi)p6Rl3Y!AF+XKA~=nv}TH=Ho$dnztov#GR0&YPJH9t zGfH8;l>U#%Y&0TX;8jMyT(9Pv*pJj`&7+IK`4z6_TO!xr-@i3o6`7DgY|2NWlv8_s+SOgYPQaylC*pdCr(-rn?wZ8Db8zb~mJYhZ;Sn%Q+uF%kHj)31 zkz^=f?(t(ofV$2l&ZcHiT><|{n~4ic_9er-BhGQ@5(uWGrMit_XQ}ah7b0<5`uo>j2u6i~ ztomnQ;1FH$H|g6i1xeTOmLt+bQ6L#W2823+N=(da`(!v*p2x^?kse^x z-kJhx@689@-C2nc3Q)>x`1YG-1IWvd>S3!hja2KG(1apc8i-eZ{%XH>oUV5!sx{<7 zzt2lfY0`@(J-3Q>X(d|^LfLilX(UUXPGZ7V8O}StBU}Or zBWww%A}J;i{6{)+X}OU!wEW7viZ4|uNI0%Lkjk_(-xH7Nk&=?y`}ZT9z_hY<@MjWn zn0P=jf9v(X2XW!1onK53sgb^tj1Rl1qZPmYY3jFfQqiYE276^Qe5e{nm?m6ywsoU))W$#=1hoKOVWH+Odza z>*pS7FT}9+Lr)gg^A>&^%-XTOQM?qhCr6w_zsIgUc?-#Yb9RmoS=wiHXF%aB}pk&#VDzP1Ia(sTLaiV{IU`___AtzSkLECB_-=U{-nBvB==1BjiCWIrI$cqJ;*lTM6$?qzUGy<8T5i3;^f7ERcVQqJB0? z>n9sq5{iN+z)4kCA0SIBGtBnOl=EO`fbb3SaGl0i-bw{+-EModKItBtAhf;xu@!B(PapnH8fL$zJqgh6rX^bm?1O9zm z23dz@Es>(NL+@(8RzxOix+kpF#@~&<%<+}L2t7W|d-snJ4Uc<8W6>22u^C^zan2_A z%{1a$Lfby96sNBGGfS%t){pC9;33cG-#_13lnx*<*`XCB{1a8H&LF{*lqBV$va<36 zeEfGeH^6F#>J5YFFMivJb3$P-B*JpNPm1zH*KLc*kdP*Iyz4->PEi#N9_bga?-Yiwh84 z=;eIn{%&N0xQQ(oWj*I#_<`Q=1oml-`d8YLyv+|z-krvp^hL%;C8$e}q)b@%Hs%~A z^8cJoQ^`EcC`AP)xuL$E_x-sefKda&7rn+~1Q^2(LlgT4WKn<+?@{c%BpOcLfEpGam5c1HWbp2m|nczed?9o zM(t6I{SV)=W><)m`Kai4(2(Q;ssMGUy8S79DSQqA%v!ajo@e&jZY%go9W<7`pNPB> za||%Lh<0i5k)q9|ZCc6!3HjDT856v%Uaw3K%=%QW`om$d0|vu@%c`-*185r$9`CPd zH*!P^FU)x+EB}IHO^H7R4cxR#2M-LLbfzzmgGs+~R2#NDo zf}!ql|5IJHz<(;7=3LSN6*>O#c)ORLQ3LX8^kj;@^;g5F%CttqQv?2^R0cNY1llw8 zwANNH01FJo)?Acn33uU31h-b|o6}{M22n8|mOFkrLl_#`kYuKlvii!pW{6_;({4Zh!THJBU3&-J zzC2z*+27(yGo&ha1Xho%g8Oxschl1|SJAjr0n%-Qr2CH}mzDh;#rRUX+I+t2KYw&V z{iWkii?5`lBn1V94}c3m5|~e*7uNIDt{1vR8=h1%pOaDa#+j-kPO0Y7G2c&{ss8$R z*|IU8*;c|_5nn7nN+`}RONtTvLgfNo(ZDA;FUyFFuC&y6tFhpBG2G-?c|+X7swQ#D z`x7R)rAh^^-nNfK4VAmhAyPMaTlX9QLk@5GDJLOXYMma~3e^(@@M5mx@3+55n(x`X zZwtVh@xHkd1eI)H!z!0(_kkKRbZ+qf{MBp`;h$VE=`Ft-Ik>(K4QYR)T(q>JmCrks zPf|a9s!ro<8Bh``)Z^V%o9{mx{zCl?Y9PDRI?3XTgxvC>g^ABCY~ZMAU^2%lbF2*G z{k_Mdqxdt${0QxH?E~ITKGJZ zvF)fI@qN^?%3x0cA7qCuk0{z8_t;|l_;JG+?G_3OHQhs*O>*%M1t^#&I+S&V>QO`+ zJn=sRe-E7uOqcJN5*?Q^%dtv3t@Kd>g-mGzk}?RM81@R9bE$;_Ko+dFhI;@L3QBt3DF*s|*9CMnkb2O-^2F{UzIJhxA*RmUq~Mzlg)y(98O&-3R0mBy%K0ef3^N zPg@A1A7UILvI*}^9*Y0Tu~A~;4n3akqo$InuUQ_r+#c6p#>CfrnV;QLu1+-t^w)8Yz zIKx7A(6}IIzU22;a#P>2c+~8>PZ82iNy02V@p2fneHpN41L6;OP!6<)V=4& zg_&jGz3X4?lTMx19URZHg>+E*u|BT(h*@s2z1!`F-S?WQ@ae*@J}&bchE9iWHT%8s zK5Ci`O?xV|&eNqe{Q&^<-fkAwWe3q|H99dql97?lQQY4VDhl3rScqv$EaW$DJn7fr zi__{j6zKm0?i*r$*$+vyDE#c7(mf>Dw=6-21cs~CE?-E2j82M*4ePyYG#bf z1^ZGZj&JXuP`~4^Oz)~XJ&RRP&so|mNA>gIv$L4!JNZnYV(;+#6DvCbjszBmOSbK^ zte=@{EXCheGUVkIig*s(Z7UVdDJJ@{l}L)sm{XGuTA*JcKT>d zhOv+&FX7`nBl z%$j++6bAvkGYLfU+cwPhCA!)8NO$ZH4h7^#xkJ9|)YC|s+ zOv-nBW*iH_E`-|a5Wp(iYYc9|BXz&GLV4ZGXs|j?XUw$!1Bd~SNedYit`&2%2T+2h7RhZ;9pIW!R^xmE~2Ed6L7$b>VbqSBJ8AVq>#Ve21kOuelL!AjiM3cY2Go<{OtXmPI1H_8XK#mE! z%7sVl5PxxajH}hBa59q4Oqq}UsNpjw8l(A8ctCQT#-hkiS`HGQmV#;F4eITF*!G(f ziYeRMsvP_gz&1q0#E`s`Ng_hgfD_43P*hh_Gb-YB=D|!G#nau{SwG9^#qi|0^Tt)| z2PD^q4jcdDIjx#_yJWH0i-#vf+1jsu$CGwP6^>O*BFB9yOSNP*KORlfQDZRUm zY-$N;adZSzEVJBxA2nLfi)dH*dcF-*a4VWeQVM^Ew0HJO1QGB?XQ7&gA4704`=^-p zVp!VMu#@;l1={L~MORyDkpZ3f%PxzddPC1X`Fu9z%VRrFPeG64Eo9x@xdtdkgvE0M zxlN*bXi%=kMs)A=^z_;NZ>(i^A-s*W*2~6!$8N0k02P0HXa5@_L|k3kl4r@V$;P>< z9MXycCJkHJi?^Hiz=JGsU;O}_qT5q`1aWN=J6dWII_jPK2DuS<^1@cdqmOj4jrZZ7!Wl8D2IK22oY{Yd>?F4>$`a*Eq3n2PiZvOs`OLHf~0Dm6;a>eB5bZH(8fP=un!rtdz& z+q#yhy}wZ8S(DOa-%v6Q@s(juzUEkDM3#JZ@01RUgEk>hSb%8E?x8{tEF$%bn!O1o zy&1gio4_2*wGetWC(ck{mnkS0o$ z_QJ=jmuJykyQ=+N#m~kQyuKN-$(z?a$!9{UDAJmQ>{0~@O>3md@~dBXKBi*mUur^% z<&_DmePdp9XcNJ^6X&75zf2i|a}B7@8y$xppEpa~x=xeQqa`z}3cUzrMQ`G~NL@#g zf#)+}&mKS0Dm7w`KP#$L%`uehA-WxGO`hqPz+(ux(Si340ZyIeZpAKs@8)+J$>Adv zi+I?7IDL5Pr~K?^TkuKXkA+F?g+igYJ_u%E^Zzl_o;4N%u;+biLk&ZBpd^{EUEK7I zXwdwpYz0+(LJt8NM|5M+z&|2_#-S^0nq*r<50(aiv~=lNmH^0CEcW`>Ldot{IaD0S z^QB!0RUl;c_io|0^lINH3Ks{a-rFaVUvL*$=o$xK1$9`l~*ds^^ z8V)R?-dekKh3Qf`t?hGi4@4<`a!D#a^Glqanh9mak!Y0a=aFnO$tjfWM*Gv~{5|b8 zIt2-pB!)jLM}<`T--##iA&oNDt{NiLfbv87(YGolAj&F-I|EmgQyknzJ>;zEJIJNo z;uZuuyc*9To&XNYf-XwV2R~fV8D4m&(hul1CWrtV7{&i|q(4qXb2SwQrc7icwnm{- z_^}cquKC1P=0oIj)L9;jy%Jy;|L)LAox&KmS2TAjWf!y5HRz7#%>;ArofP(^uujc{LkCW^&j6eU6(M|qXrW1XY4hM;KUr# z*DN^_4lMd8K+%wZDe(tC&rh__sjchI9cE0t70O$@6o9PYXK0 z%P*nT5?KVUC^}{|Oa^NBRmJu!Z7?y0#4TVQ0aLqmpgrwQ_PuZzBR<4aeQ`#%cEmhd z4h(Hiq5Dlw(i1S;{(1Z_G2SD;tPZ(BRTxaww5R@}&$eu|M3GfJpJ10ne&rmuP|jpqN(y`vp%VRP}z>wB)ltup;y~=AKI?r zLgMW~grVByB^=SayG?!ohY(kBf%onYk9w#5LWP=!hTW+9A(H#a&Q)MGE2LvVk04Vq z9~~Q8yks2s^S_{Hli2g;NJ#DtbN}qJc_$4D-$Mv;} zjg0PKwkFL z1h}}SWe!}_;ZB+;AIj`j7==A8ntiV-oB1e6r(4 z_(MwOVN6L6BS^SHz#G!quP___nlU;iD+^+Pf`Wp@t}}goMc4a1^A3E$mm38os`ajH z(s7I}ot>S%gP3~Sh_N^h^sJv0#et}CN3oWzAek0JVfCT3Ns?H%#jCo$T6e9LxQzw-T3j(Nl!G; zIEA6u5QwOdnQM(=e8ACD%`g<`Q*bB~8QDE-S2_d$TT5B))};$DCh7*W#m-KzXUtEhSqRk)F@lH%y z;#&z*cljKmj&gWWk?m6b!}p;mx}6i^c2*!P!$f;E41Ofw$$v7KXyKsII&=fRJ#phX zx>zhfpch>~BU%W8lwrXZA#CZRKY4G;?F|_l+8QS9DnEGjJmCBM#(s2{sbp+_sLF)6 zi6R&_7O=dQcW09{c=Zv(FP`OyBpS52q;J!?@uuwZqK*?PB2r)6ZTby-1s|sOclT{G z3&lI(Kn0_p@k3o6;NjgFvbOE}_C0X&{;WXw6IhTFI^3;Ox0nC%_~x29ykRYL!lUtT z$nL&F+1hT^ZH{skUgl$G3^95*iGT(Vuh<}8ZHHuj&0EEG960hoxbunvjdPw3tLk763=8`17xLVDI69!QjJJTqtxyd`0*9pWoktxk3E? z_7`@NaPb`9|6GgP9i8~!%P3$`AYKO^*neJ)SR{z=pZ~w!Ci>x6GOrya^iPrsv;zUG zfu%^1exSL4qw;lYz9}8D$sk19!_X*f_zO49W2YvW-#L<8sCe^Ybs&8piOa%zL$k6q zWeKa)a*}<{^RO>jSkAz%$f6UvBuY9t9XXK|l+~|!+W?#nGT4bA?v);lM{5tvvPZ(= z_V(<+2&~WNEk1F#V;Vd5m;y;pFhw*B3{@;UjS`!W?91;i-5;5W1aK1J{YA!&6;QsR6*#%E(AoD8+2m#rwLgE zpxcC1T&Izek|I>b%2vD{I;{1th}@jvp!vR7SFqH6sgp~>(QZ%<;;)II@iIC(y1cT2 z5MVez-tGZ{Eu!%xXvm1?D3+NHQp%+Xc1=}SxPfN8Ppy20$n_}|9UWc$@stJF!H|#; zgiOr-{{DS+>h1m6(-Vpi;`i{lI6pM6PzRwXYp(RaOgR)w zSCGQtfF%JI`z184M94|NA(Ss-3{*!@tU^#7vvYFjjKr;tNL_`F#>k@D!Bq(Vp zD3FnSTb@HXRMLpYHM@(83&h8hAd3V=TM(FXTh3J9&$}pP2mK z@be<&nE3ck&?i91-D^}@w#?0?Id4zBdH1dzAz_o6N(Lkmp!WuXVonOwO)9;6C#J1U z9z!F$2)|!}-+-u4Oym0t1Yr|sG?L271Z-?<&=WKnXmp?zB?eP~bUNO2EhZz=i$A_O zPg6E_?y)h~AOI&L^!Ty6xjKPjOppa@jo0xC2Ff5v`v@NPa)5N$M;NU5-@g?gThtHQ zUI;;iVtxY99L`e8l>_m#H1JwtLFpqpIvT_g{(v?bk}fnRMW|x^_Y9PPE=^E>`6ra6 z@p+CSo9XW-G_pxQftw&lWFA=6F1LS&(l%+v32%)zG03eVoQ(!=}?D|2+jNkFE z?tc0x$;@BZNN{W`^bV^8hl<8xG^0h=oDvDYuySOAA&VG=SM!uTDH|M~Wf{`zdd`@8eDdPr#K zWQ7IcW6wQgSXZ>**@D{EJffLw^@019#@MAt66{?vhKGKnvlQRY>Ea-wBS79-3 zztD>6ygSzij`$g9OCe9xyK!VmL|zY<{rdGww!Q!7k3L@p%iurpdCng|ug4kBEQvPze1vl4~R@1kBgF;h5@%>sstH-#w&6#4M zw)XZQ9Jjc-iuR$ZiU-UE(hRIgrFasahgCAi9C1S?d@K?DmD_<=f3*FXg{5zqyNrh1xtYFhE(AZPgwg z;ZkKin;_uA3`%sDr%REDcfb(0nJsqSu8#Y9ns%q!cHx$_wKbw#5($ia7;ra+iZpm& z^SU9zjJ%>EYC%EL4|1ve3xEC~J%^#GhBD@>eGE*@uD-q*mzp2{iwj@`gZx}8(`DMK z3ZfRwsUK!2BYkq>Vq(Cz-~0Ekut^)p%yA7Y`{o4EB;qsAoU5<(Y^_$A@X`sPmxP1_lx%;fl~;_Pe-6@TOVERO z4LJR@{QR}oMCL~~0Rm5--Ub5;ZAyGadVg^$gL!=W_U)%npPCy^<}_}O0Lm_RSd*J` zTO)&A;oqWr+Lpj&Gnew?2PYf^NQff>x{sBe$;YlbW-S##kD%uCE>% zEhcMfAWz}7Tf`YK3)ywcOU_T?Fp<0R-~n||92^{w?nYQU#9hIrF-da^5PpA-WVdBi~?03;V#iSD_2c;G#J_!AZ*!VV5fJkIer*=eqbIRwE?dj|((Ue8n3 zBJ~P5>7%=1Xk*|p1a|9{ZnV#~kEY^g+}2VN5=H}Q;^N|9ru^h`fdX&8_Xo7RDQ#U` zaslZ?EG012nb#gA+yvtesj^a1xBmRjczLum_1#DslsR934S~{wCp0vxwUH*6BnH@n z*(MmU?OV=|7*WvfHN&BZFgq}Rz~C2EP*Av<3Mnv~Zxq_u*#S|&5IC66i3>b-8{%ox zTwwqrn*=-l4ralaSzjfEebxQ_QYTSMfCg0ZC*%(qXNT(MU<2uzWhx_|_ zkg-9e%z=WiQ@w-@`DZ5brlOj`eR4Ma+aUXcV1I_RTVf(M3g{^&vKgR(CzY*L=dAKx zTgh_(8egY_L^)W|;LuP^;3y<=m@Mw>^lwd;yMc9wu6pp!5Ohg^HWPnp1Z*osP0e1A zK@EtE#Mz#%GJ*8+D={&ITG2sO(-l_MU=ReqATe02zqXyee{i6`GgGs?y!<;~iPpO5 z${FP6T=&}v)u3zxIQ0K* z1_?sMHU)XS4991pNKO_tpfc43+E=mIId7s*E-SX@n{GndPeg+XI69BAB?lhTuNPI# z>EB#mAqtPA0x54Rs2nW8HYm{1WR{VhI}}A%VjDktW&B?k`_=HADIiPWK5rmAdc=Pa z7!$&;{yz8$eeh>aZZ3!IpXT$8n|C(@bE$!1YP&a&y|K$ndq1$E7gv9Xw#qX#s>w;? zPm?3>6K!uD)(>4Ph%P9-EJUT@^d>RF+rruGLt(C^@QMq1jy>7>d?0LykU>L@fw6P-+$;65Mh zd0h~i0I}3?(79JsSMP>0bOaF+ykvc_a1RLx4rUw%V5}Ft<`LlmoRq41T7lSPi@-a} zl}{I*vF~9rG&YWoiD?6oh%-QYT%n4co>2q}ti}q}P(J$)!xO2X2B-R_q3Lpk zMG(Y$!LWWrq(wnY5+SyByffPa?=aJ|vIg4*e2H@NQTjL*oqq7)UcPwYcdygAcD;5|j_DT-=YP!J_noUj$V@g9kzF?zi!T&@d5}hM1Vxge5mL7kOc7`t0uAyO&2L-tETagT-0`;FIuydslHJ z_G*Jb=tA|?@+}x^XsU={qr%w@LaLeSV`s3Yqf=6PAzIPGdKVIuB7j&|HAwSb7feDP z$A--xkVhY&BO{`3XgsmhSgZQ#XENgP;13DiLvXw9`->vJzQ|C3v+$L|v;X|;A%+-y zbNm1EE7r4GB%AL3{=;r(IA}|!+Zw(X)xN$uVmulzAJG|5^cIq6IAXLphEu(IXq|-a z--n?gMV)wsg8ZhmoNM>E^G&sllC`|5w0C&t1+Zn|4`KnrL;d%gXAeWb4M6|z&qT@U zsKbMTUTdw`);@dY{7FSqN_)_zX)V5qnSMp}4V_y%_JRC$noGAuU|UQ5wB--%s&jXh zpD+LO80MvlxiOde68?YUyrpz|7|yk-1*o^k7|yL~KI(U(TFw78X*NGzQjPNMRJL3? zdSL~r*U|cTMZEvqg6s3LHZ_Xs6~cGIQZ9w1(QoRMv>&tBY5zWE5=T)kzhBV)dKlN+ zl7LFN{BA+}-)nqJwg-zgl$^g`33=mX_!zg|lJPrDEP6RWsvtEGT-O(SAS+otKN z@I_!^QtsM5um*|a=vLUsArBsbDJ5s~tJ0=KU2m!u0=(<58x5Aaz3-xCD!mDpl&y0? z^-#vEmNBF94NNVP6scUq!#MjdUv6WBuw4+d!e3&ngv)zGSZHMI(Ij2#_HPz#-z+*t zzpwW*;Oq2$6jiWDT66G6d9ucdx*rqM!G}h~#nnQ$T(>-7#;5pFC8+)N>kq*S-f%mz zv~4Mgx}j0J-gw-h_sh$S1Bz5VkgBSzUQLZReL6m3nZcj`IZiFfrS$A!z7d#SRBCMO z^k*x3!4K@^Kc`$aY#lA&Q7;q3y-i5>$n>kvR2tx!(q6Ca^Fr&TeW^dm(u7gcmn*|j ztMiEU(G@Fk_pPr2rX+H5A~h-d%WxHK?mN}auI-fC2&K4!YHX1cXIZb6o{M)A;*$qP zoBs+{UW~8UFF3vk9+u1>KAL6;41I87k?Wzp-t}R{Hg13=S!L07ftRnO)jg&EyIFC} zu85I#@bKBRJL$@B_xOA4qt7L|t(EfWE_(Ni!;sOx6O|=~`=KS6J$Rr%@Ta#ayj!hL zd?Qsbn}kF+Q~N`3>2nwpncEsNw=W)*smTysnV*>4eNtl~JvZa|iI&5~Zqo=0{jNe- zo^1Vf)w&~pB9zx5Aayvp5OGVro5RT^L;+=nT@Pev@F2SY5g_^U>MA?vuY++24huun zV?AYM{REePhak9c>^nmS#5#Aei!Uh#C<&z_&@BRDc+9`inOs{L#tGUigqw*`qbN?@= z8lMEIx2}cj&xu*Dm_6f)ma0~~9&7i+cl8W(ij@ATDpjI*mii!@{&u;Ps4BHL&O86o zP)WCvuv|2cmy^55G$Jxy;wOSx8PP^sITKbdcJ9~V-h9VZ*O&; zL;dEl@5V#3ioM@XeF<@8p`Qm_IPy&xbmE_m{@Tp2g-+MdEUDaaT@gXJL`Xs-_yc(@!f9Uxh^w*e2Jq7g1EH9XF+|6+)0D{f?axqu&RZ$9G?bhCT=^7o9j``olYW*n@*gAfWkBpxf)_ z>fgahT*`xJ*n=nT445VOtya`j8rUlBd+#(A?UuV2w2RfJ9Of?Xy(RJMz9BVaS9aB! zWMA1WVf0L`-NDGJ_qrqq3-?l$BVOl9zt?1(h1}C+#7G-Y=PmE{N7$)hC1cW6il`(a zs&eD)b5vT-N&(aby?8~CAR$8qZXpEmr6vR92;Ct7tE#svrxE}9tG8!nNP(y= zROLWRCY-XgZ#81nxKlE`LRm7=6(xE{B7~Hbj(+8JhHsYGN(mV$)8+QSN(trwnLgVdVM=UO26HVu5@7V3t!VPHvBXTd>Ege^okfiRhe~obTupo}G1;ju)sb zu)3?+E`Dwn_y3|yke0VVrOwqc`qwY5;`WPc0=~4^mLtty^>LLY7vp9R>y)- zDL@XvZ(EBH*!cq*^{orGtN?j}>xcpHfznFlw)3u*Xvs~!yRy?!Ro;l(xtoiBZp7l% zb$$HRHtX!Y%#K&?*-R!L3)p zzUh(pWhbf>7ZC&phh>z`MvoV6-(d(_B%@=@`9~VKdrQWPwoMBugLa^l+q+C*?W{7 zk!(Wt%3i-~Pc?)$p0>p8AV9s}A;8dDPS#pfyh#rZxt zr^i|L8w|$AWhG4*;|FYw8#JcF->iQ+9QPYMl=W%GCD54Jd1S~`vToHjUCtF+(huBM zU#R2K!t;MGxp~=(ARF_bJ4N}X&J)Jsv%?#GRr_0Be4AbwG&bkRFYr+#+N;-fm7Ao! zeVFQpXEwJ#3y1K~{Gg8=RIB{-M75|%|94K=+0XMDU*m;w*lwqqsVXvzIQ3rQ-itY&q8PBWfL+dnV#Syj9(Nh0RuXQ>n+FQ0PeR9pZx4$;2(9sRYQHux~Rld-^>e{cg{{Cg@6~UP?Cm*guy5wh_tijB^ z_u^pX8QH1N%eAM%9pmPvc8qSL2+YW3bNQR0rKwDhHDk?%r!1O5{6KkBuUll0H1W#h?Q`oPr~FwV z9Es1oP^XewIUeUF98|roVn0T4<#AvdrtVm@#%|}h(B2ETb!#@v^6p*hF0R~X87C35 zZ^*CtMMt$%+Kl(s(`WN-tZ$aM;&t0xT(RJrbSbui{on%zr{DJH-nf&X4qf#Ka{jJ2 z3b*_s?e7IHe07~49djM%e$vIREx%>0*pnxD*^m2XvJDzL7wz5gu^}O(l)FDr$_gOTH@9n4#Enj`clyuBbCa|e!91@Hg?UZ(0ob5 z+wf%Wj5Sz-F1Tm~F0!|)axBT%al-rjCOV%Z+*t+&dfp5JPF+sBW4>pn&8tqP>^w}J zvX8X-f34XpL}zQdDaS*CwaqJC)>-pDK7tf#uk1-+71O6M%naLyM8D>VeH3(Tv33)E zs_*OgD|6q&L7L9dg3c8gJhEjuy%Ctad;sbl3>uL`Cl1I>U-7xs#a%>i&hTX`sNMq( zprC+D2E4*3>cB@U_G=>q)-SEklY1R5u=6fxHrDyv6Uxl{YBqb_X#u1U(cnGX+Vn6P z=yNWuM9CQ?v5qkR&`<@?Ng(xf0rf>jMk;G)$b-KF%pd^BvMsKdM<0}_3J*74x1j9V zbPDUoBY&)z%1=vhjfpAt5g3~OT8KGLggLl|YI+zGf|9$;z9)EMoTGlM+IzKq2QSy$ z1>*G3&o6&&qM23_T!0)*Ondjf{&KOst?hM#y}3CJXppeRqb)x_eamZ`=6^D5?4y1e7^gcfLuVR+OM4O28dn*gHX!Rd26or&dr47{zeN|UA zYwazMuBBzGHx)wt-VhV2$hq71)t9Tl>Q_=zs|IK(D@y{u_A5roD_1HY9KFL|M(zA` ze~j~$mXe#oZA>_S!0`ezTRsGwV>1&|Zx}s2y(}^`00>}@W5GS^>FaxXdvkJdthfe6 z4&VmmjyOE))1v{ivjNotRP=o29YPu@zbo8pAImNL|3A)N+b%AVK*xlHD(>%PoFX>o zW5qlqlA;HDAO6@vrONV0PhH(rt-3O#3^Jq;nxet%w~9$){jKd_S$IT&$1oziLEP+pc>=%RW5 z$s*1mzES7Efmqpt&lTx?#p_yot(P#5VIOgSX-gH~jgKwLb^DdD{}e-`mM$Pf_)}GG zNAV044!q+8&h2S z2TKM|RN0?bTvF$~=BCm3=;o^Y$moSnwH?*xmwtu~N3@B|t*<3s+I=0hY3$nmXE=e= z;R?-%azaPc11t36eP+P_~S=mbSudvXnwZN6T9A;+0pQYyz+8y-Q3$& zlS8@yPv__7NzK&Mz(S&ejEuyJGmiNW-WzNNz|a+1UyoK3B*i0ecp)KDFb=;ZX zfI+=lm6G({M(S=T?>NiFsSnI}22l=zf0r)EQwvbOCJ;0OWJ%J?3sgbP-RUP{^PL{QKULBt)jEj$%ZN_O32fU3EFR z)p)8#;D-X_cjFr;LmLOmxfc05f)lNZfx(Ixvo}1r>Azy&u%QKK!^VOck=o%ehYmNm zm|f0UUaD39A!c$qzV~ZxA&D{u29yVZfyV*ZD+XtRo)1yvoS7Ib?6%cQs!#5VD^^P~ z51nyg5wZUuCo; z3Ctg@pYlwFNFxOb2$%9P^YZw|cnv-7GaYOg z{n?VeLY!@Rbm5A^m9l%<&SqM_dF$Wb$j`{obwB#{Nms3ix8!@8*OmM>g>u~nB&DjJT|b4 z&rsYDb`F9JhiBr55bpYc^PUKNjjDj`o|Cgqyfp*IoHTqpm zS9gcE=*Vh}dBZp=G9bLsT*53BozMyl4)ELese$Ee7=;K*5j+}J{Yo9AUHi_*t@Qnr z2TBGUZ{gLiK=Ik>lTt+vwkF1m3k>#Ze~gkkqwY>Ul@jUoSat9W(I?JRD8ge}TZ_ud$t#sz4)~KZBHHPb>B_qquF$pM4%(lEEGV5OMCL&FJl( zLx()ReEA|UXelV{EL_-L|FZZW+y0WH1=}UI0(vL!k#BBEBaY3F8Rph!@N}m+#Anjc zW&0^gT;>Xa6B6sJJ*78VA6@%MSAEb=p>{XH(V!LN*#IHTi$pF*S%Og_bDRMUg=uG$ zyviOt=D*)4$s;^*pl1_fUDoCL*Ixg;y|o1ghi+Ec=6!Pmls7aV85%xB#GE{0kuflM zzI+d`5l(<@9mW2mAnU@<{3cqJ0t|!#;YTD|kVKVgLvW-RQe6(-E4#Kn!Q^JPvd}N}d5vtS zAvXILgVO!@gfnR8?%kl0g{iVLSj&H8t9XR%3=IvvGVcC5 zo1}!|D>Z`u!3AmTOW)6BUtv;qB&uf-frV)Pf7YS9!{r(czr%E)r#R*!mhKzWFR6Mp+E}CZ{8qm zQN0^m&bo<8qwWDW(>I6FnVZgY#r)U{mBN>~8kU4s*uZoQ3`LNP@%(gNq{l3V1Q-Gu z1gNgXawnbfD0?&`RknTY2C5aC{#bc%8-7+W3;2ZaI&RPDubu% zsb!6_Fo3{;lwKa9`9!=U)FhFErJoAMMMbNEt2w9uHh6}cM!l>ip)xJLDJ=zDw+4oA zk^zjMwNCP;O9u;?rTuw{*9U4VCFjkZ&dJ`%=VvAh1xuYZPv5hz@i}%4G1w9!7W348 zA>g<@-9cCj(y#M>mX)sAz&BiC zh~FQTg`+|ZM}@2FMXyKNR#>QgVdUYTt~!6$m7ESV^zxGisWHW`V#|UC2&*eaE0zb6 zHV}4@q-IwU6p!(TE|IZ^ueRZtRwbY33Lg-aFBs53O2H8-xWyGsP&I5y1#Nq(J+J@&?sWQjW9wImL^K(bjyw`7{+mOO=VwBq0Dzmpx8OyR>y@l`a_8d1F zv1FMisj3+w`z2~!91V~}AR)3T4@L;Wo7~CIPj~Gvg6AAJ1sOFmKy76+@*rmf*N+=X zM;VrA#0Pg}PI_83K6Ak;u&VLN!3o)Foorkew+nhzX<1oq%OQ1GKVoBJNl#G(GoPR! zb=`Sn%S46K-QA63i|^`)0RaOTkJxgByH0nT6lWsq$6@00`0)!#!qFND_VsXWuiH0! zc}@$EB@$=B0xTl{oDL98OlB_3NFZ|{qKu#46MI*g?ZXVvxh5PTv8d^*IJ3JJ|QbN(mYoE?%jS?1)tpfM_)xy z+2Hr(7K&UMFn~IM2qy8ADn6K9NVziTTC?@vbNI$*SI@oigCv*~_M^}e+GX-+zrbMw zt&++|lW`cEk};a>V{de-r7$ze<+*{@-z~pbR$3a7P(9j3%ls#!(eoGL3Eui};=80q zj@Gy#N>kIr(yVi-$p_dgqQ(|a4?ni^VwbsyUZ}hB8TFN>tDMNFyPVs5(AgDBXRkby zxU=x8RTr;p;$6hw|2{b6RXlF3Sh0fffWhkP*DtzxLeijzw906`yS>xo;jdaO>>NxE zW*6*y7J2i(;8(NW{$CQ*6&97XqM?4dvd4!9sO={Ih?#M!xrL*35P7ok5&OPLk8p!c zY-~!{=#(WOy)|J9*>rZdZJgVJYlvc(3H{SY^-!I7dU`?~gg5vN&^q+WQ*5u5@CthF z_XfFJpD}e28Ypj{V~a!eT#lsb{Sg?i{ys4Raq2JQ!%$>wWCff_C=d+b)5jQJP)2GU zDSCQ(M1)Nwai&6582_i9WZwTylSCSI9X)Sj@uslcJf$m^`fsKugL?*^Id9+HyHy{0kD-X^8Iq56BFb2JY%Wj zT7tDFTa~lxnw8fr7TWrTltN0#qlKhwKll_1wH-QzVZbU54&YTRVYBPRx#6{Cu;S=-H8CFI zX=u0`{ep$f=0THT=rRmKY*AI7jev}i6dWjcc^gH*s4NoAEAsO5E75lvSofW(ZUgk`Lo|a!Lb)o;{vOLEEj983ZqF0l4)iu%$o0ML+6-7vBMUw$7^1!@us1H=UAG z68Ly&CX_+R=fBHcUnXVNIrD{w#kd~7EB2ryLREKUrkz?Vy{`Fn*`DgsHzX33<#zZ8 znOoG~=}+cVn=Iu85cqv*M}|cGh~ED`=$?FeLw@YB^5(icrX>MZ*_jo=60}=WRKjF!mQx$xE{JjLP#kayR4o+vyGPW0s0HyV^<)tzO+H4A*RZIK+??1S1 zp1kkjq)c|&LhcTsS!YC-*&RzkgubX;N5?wm9Odqu0~7sd=={=6=C552s%f_{W1sA- zb#7|1uBh$M;9Ck*62`M*m1=jXcDtn9+`Nkh>GRP)uX(a9;(9}E?4HaY^a6|f>#sj~ zoh?->RLE-FnVje(tfq`mTo$|-+~fpTui^7)NL*ETGDI{mwyL%xy$)?SIRu2^UBX54dS&k#o;iyh`a<_e!tg7YcBg)^NtDguf@z<{dqK@dOv91z~GU4 z6k=>x!N_cP3f4Iiax3hyx_A#b<_^FMgi+^qOTksnkH;&)%BfzaPt^HFLX6w6-Qli0 zeGl)ds;WQAOpUwdqk_^LRda?+zV|F9kW)%gK?QP}U(A*3x z?n=h1|2N1d(qgFL??FYtkCy+G=#-wl5al0-UVxELhhi8X2)*f-6uZkyXIT;Bs(`!l zAH{=anj3R|C|$ugCT>)Le(R&Xx~Y!1DcjpO)zQBuQvac;jh6o;V4gK;2?Og`Nv&@q+O3wt1*^RZn8wtDHx#Hx zh)M#H?DW!~Xz^t@9fY>*(;Iusr|1D^t@vy)D7CFBJ+>lw;q{BzAnlS&p+4ZEQACdj zF6W^~w3(vAgTSuZ`Mm41gzLDzxW(`Iubc^XczgNeeShJ=u-M|-jNyALJot{E5{HDV8TPO-z!@;PGO;r=L|v(zb(% z`Cm~n#0-ddfdR=0#+5fv_~{)8RQq7cNId(1710F?;CE|jBY8cq1k)TR9bnahgoa4= zr^kBXnY`pa1<1n?aA9OrlrPejAD?`efhpC+bPNJNUIPn)!|XrMwS9ko=#kTiJo#|B zkjPVS62S-0AIv96XN?;^^3!-=*qeqHypI6ofq#%G((!fQ(4Z4ekV3s!fUCyP#zPFg zi-#xrbAK1fT-19iT~_|5a9s6;@{xaIKmL&?eSEv|KL#c2{Hdv~@MKhN@9RtxOsZ~! z@0>{a>|a_gG5SoeZ+u81QxTAO8ao?8RJ9om<#3ZL}qB7He9gRAGjBt&uIHso3-uj?VpN@ zD8C5^_|mW(2@!IGS{M&fauH zHe!+@=3+E}Bb>bEPztdJBlQ+McV!qQ9E-n(^%~fnj=FclXw({8$eP+RM)G!gZRcU{ z$5$#HdtOD6woypWG~DLK@Hza}KZ-6j7Q8(53{;Y4Vs!kANu;`EI4LPyJUlM|a}u&~ zU<&BAXi&^AUrA-whBU^N@8udh}yn z5E_TI#l%_#ocZsx3M`0h+ymp!zU*n)Y5eqT2bTiX8p?>1dGqa8g=^e<>dTFygwp^MA|(gHeW<`S5(PKJxSOrle?1Na`~4B`+e zqblP=*A?IlVnC?5kbA*{(}sV24!4LikU9Bq@lcqu5G4TAtRU7NXI#yE*!mXQwGI97 zRU%nRm_yqdEF%Sg6U3?dCGvQN*)0#h1FIIK%=l7*stJQY{tH-#>0pc<}!XB zzvtAcMJpPLO4vkmp}s)C3v_b9f+gXIIL&Z#u%k*al9S92dX+*QKFcbFL;L`O;Tp^a zb!Gv53G5-nw1b!UQqj$gByU(Z4}*hGqGPx03Do;#I+tC&V~eX z7wOapyq{3`2m$c?y;6-~rNDHj1IB_p7TBc;(+}E95pVC~{B&dL1Rm;nP<6$e#R9~mceSXiRq9zfsRN|MVwVC$+Jkg2y70NlK93#LrXK~ z$9T;%rVNomPgaG`pVh4cS`~<0T=iOo8w*VeMjZ@F6`~AgF5tEQ8lDuN{tkI~5nR(a zT1}U9MK&1tO3pFjj)C+5l)oXur{wvKU_NN@MIO$qGX%X>5+vva(6ACB-U(}z%>?wu zalk~xtIWcd*MRLcIri?SG&!_y0LbSY-!7Pisscd|8~h%ub{@pV3P9BpwdW9`iPxh? zTgWqkC64rkK-dPc_tm9HAHFu?0P6Uvs(leMs*>PC-ssp2El(DypoN+7>(5O#)Y|%M z+A{(G&Fip^#iESPn7$O9KCUjlFl&QXri3CPfKPWhS|=Ey$UbOXag7+lcAb2TQ>Pda zfbpQQvb$YDem=iNljxBv10~dK&RLLIEt>E_G!j2Mg!X+6$-WSPqnk!DamH6YlcgOQ z9qpZ+kUe#Z4lp!n4uK{;Ay#!jTR=4y!x~vkhQuL#A>p>NvJwTs0U&}%VLzo^9W{pO zl>+VxPk|4227ifk*BOm1wq|gWVucVE-h*#=5tP$&TH8T5DI*pz;`Z8*2->y<0tB})u4&3TysbM>WDJxq@>j%WKcS926XToW|K@V>##6-bu z$Oq$4$7Z2O!qdGtwo6nr?h-Y0{nD2<@3cz_Q$ zqpp4eIGn`Xug$o7j$SO~;tuL3paO_{7TpAN;_JBf?_UL^=sF%SWFPP|Lg_)j0#<$~ z*rfpH;2FU9M#MMJ57njEaTA&bp}7TOp5;$KZIB>}>=0NyjU?=e{DH1BC(b;85pcSv$U#^cL|_>=#3jUge_Yr0PKx4%3p0Z zN`Ifn_7y^E}>*B%sWktP~B`zu)}DYA?)*I7uhylOG^_)51CcubU`Zj zM`mW`%uP(YBS?e^VxoO&|eSkT5O3*kyYk zEi&-tkvqskmP4v-(A(s&=zJ9w25)TG6ZDBSMal%R2s4ex%rP%;T7E>WSt3wg0jhYy z=p%S1XbC2svak^2HX-+cTu_L3AEB5vs_M9!8Uq@D>=YFA!>w2yT9zHL>yeh1Ul0CH zPC&BmZu3$Qm6DbI@Fb5eVl%AxIb!VNXj@P_HR%0$KK;VJ$0st~ z=4M@I_&;FFle7o$DM{qOwyC&lJ=UhYx9dHJh9;lL%ob8v9SKE(JV9H7+Ug5zLM4Xr zoLAyyjwFV6ROh}{@uP=gqwH6A)m7xJunOBQTtK%Q;n1?Znc>C$*W)U*=I5+ivX-HR z9VH77lHsuRP8_MQE7YV9kcKUw?n$OF;dZXvUuG@06!5bQ)`f*cq#E?d;ycyyCNgx$c=gX0W&rj;9wudgrhr$KHCfA<0K z=;{f^*$Xpn3*PwX)u8UsswB3)zX5#=0R68{ZB#_(6$+X@=%6(LX*vYbQXkG49-aa? zjG~m-NbJTAcS-K0|3Oq1vy;PUwX>OP-40~E1k)lqFWiR+l3*1CkB37UELJ(1wVVL{ zi_^tucG&^J(-$J+@`h-ai|bBrOlBDJhu)d?D{#74*95G#r$ywt^jNXtg`nd$@%4}`NfwzuXq7&M~ppZ}wrq;DbvA8-Ep_3Ok!)NZ#1 z#6Pw7I@f1BGR|fa^su6$!pk~xNbkj>{u#2{$~K@vlx_}UdS zWBsRA5MMN2uq6(qo^_2<#G;OpbE;5czP0!CrFUec8)}ubGUl+DJ-_BoxsW6k2*8^; z)^Iyd$Dd4Sxk5-A^eI_KbL)xEVl{b`W6`mDV+mzhLTA_kmdLR{3nWgAPiQ)H5~bM` z6s09tA&_G}DEtr@9a?@T$AEl0nz4S)=kBM09v3sFFVFWR{P#iY|;=o|7nRJ?w^+EFd7zH!$$!>(~6x zpVyk1nSF}IR0~Vt$;n}k2gZ5}S1blSJ=Y-HcQ*-YNVcKIAr2}7-NdKnk>!s}!2&fk zeZce8t35cNot&I99Y0C`U?76x9hKRUfH9Q0@&Nw`Ume+*o12^FJoOMA7x=}*6f`wi z09xd=TRpAhx-NMQ(+WB4Qc_d-*Wc_a53j1PKdGupKkUF9Q(Nr5j{fK1pwj(BwS5e? zkMc3>+~oN_G4XdkhLxN4GjZ?T%fQIEOvlu8eR#P?^PrKdYgk|)BYMDjly|j5^??2@ zLns;y`s?b>Pft%f0CkErcHv~t48IS9|2%lK8(%LykBqzp)aLf>+pFD=y?ytN?w-tH zG*-KM_3Fx-M?WMb?cwF+6cikjy9ZP`O^f%z&tbFpI`EAxXsgg18jprKlD}mE=SDD> zS5&mNw9J~F6-}~eei0w<`~3N?&dyHC9hqlu-@bjHocyV+jomznNlrs67=;zwWv!MB z-i0>{+jnqt_a2H4xWmjzz{@N=hVz=59eC)IbFPj~PRXuwN6eFgErp#UyJsgcmAAg$ zK{U*w$Jyl;lXoG%0;U%|_VXK_9M%U52vAI!>sEQ!Gvq)x*W{}r@lDVUih@Q*a!N{F zXvc8y(4nd?UzTUh&y(ueQdl0+JQo)iTU%Spu^ts`Yirl92Rw`TU$pDfO|`SIvW`Hs zio6pw?#kuM0PDSc^M(UJoDN^WdV4gD!+#Wao<#aF^Ww2C!=$q~MMy}~ujvL3p59eCxx+T~6%Wv}2oBWm8jG zb@dja5dfdCor%de^)Wm9f{che`-rUL!n{~wVxlDbmTgW0{(k){Be`)~bU9u0WobnCSPm{`>bo0Im&A*q}OD z_@KjX-S=uD_D+$~ABFAsLEE=)XJBUDDIzknFu#+|M_Z<_keywk8|lABhI8QbwBxE{ obcgK|&MfvC`2IikKA2o?(dDebnz7l4g1?Uct|%RSOy|b`0X6eW+5i9m literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_6_0.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_6_0.png new file mode 100644 index 0000000000000000000000000000000000000000..6b23edd129a51157f70831014d06559f47e6dae6 GIT binary patch literal 8219 zcmeHM3se)=x{lRqTeY<1C{?Ub9iXid6a+ya(bfkeFRfO2h(USe;3Pl+d4*T?Y7Z4f zCIt+Sq^(C0CAGyTlm(}w+IBnLfC8b=LEuRgg|(W^u}CpWyM!$C^*fD{}kT+ z2Kc4D5&kF8elyl9FrGk||DNeT>t1h$4qS9g*bU>_4lbvQ>?sd((45CesJU zbE&s-ws2l}Ty-gg@O`NYo2KPlb zk3IJB>mbM2fT_r;NoeiWsxCotsj-UU5qH@&$zuwAUu0*H7OlpOtn{~ z(xmd%_HVpb+ys`dNu06@l9-YgIykF;YOtjCHF?OMF{79*a&BMCgQJo)3U)7Z1Eb>>& zt9(^Mkdnp~d?b=Wjh~1RrtWiuYxsZxEZkBGEY%%Gtw_;YUxC`8(u2J{&Q-LE+0)6O zj0lwewGJY2=izgp>+HBYVrzy{s0d;VeJP{(qgZ!7EHA*H5;?xI%$~vzd}{l5S9!WK zqR*c{wBKpN`t?pvZK_3*v;YYsS(5hh2spk*=`6VBg^b>Ul)kFta%~zix)JR+B5hEL zYIl_hq(LqExw}KG5qi7p5%~@0yjKFdJO1+-T%e8G>FIHa@G^jI@ z1s3zcs{f&E5h73veN`9p+a@@JZVfh#^z?$)!5v!JMD%GedYa=u7yG~C&VNVG`uBbN zcjfm}K1W8sfrLE_A)lA{C7Np&xLvga4Ng^V3r3Xws^gFp(lpAoddvDqQQ1N&#gAj%YN*jxv4bq;1%mwOJ>{&O!b~v4i$=Ns`>vn^e`>D$1 z+B~dV02@5Svy#OdD&Hj#LSy|_VX4Z@V*HC$x#~zwsg-|Py91;-HW>_p=G9ou4jP!s zBmY6@@229ch5YH~c^+4u?Ox0wIX*o{pyrkDbO5uu?*q5gbxAz}2atybvuB@hGd2&6 zbh{N=RyDaY%`>QPmzWa#Lu*qPPG(JlVegJgw;98YQwZo zTM2Aa#&o#~5()Tx!_yj&r*4CW@BVjV`Qvj}5(t*~?`1NpzHqSQSLd=y&fNBGN*XxX z*-X@$t&VJ+ilTO8-M2Np^x^+xr&%QtJ$3&e07#ePo_iQM2790sNhhlS zQ(2RYc-BqjK@APqSet4IPYtD5i|AZlJnB(`?;5V#3_SHw;I4{ExtWco;nK1z1Cj#3 zA~!z%tOf+Q?XMEZ|M>Io`t!d+q$>&YXAWJ#n} z%O)KkZjK}o2RuC@NiPp#|2ide%OEg8cOR-kxb!Hlz*W=$X_)y8kfLWGb>%n@SUESw zmkJUTCyE;Tx%m* zNNw=|5IC@bDYhnmi?3(u^ml$?aMTw(=qUfZ*g6;?qv0)TLl@TFv^OzkNZ`QrAe{+s zE#FT~oa*uM^{tF}(=s|bI`a2)@&P#_ppLGF3xbd)=Ds4F3EO*&P5=L}USxlCL_q0f z2+ylC=%|Bjqnjv%%R~0E0(FnJci9dokL9Lx2vA+MU(g+uM73Zi~g2gXBQWz$it8;3u<{&beL3# zmkQLfy@^T?teaHRrWpRj6vG3wEI?LRzN!|iyG~uHr=hugtQ}UxqW;|LGhpmY9<)HQzA^4T`-jl&bigyI_^&D@S~Cm1Z(VJXxSC~u1y|+P`#n%*6}M! zu`zaQ>nuX(g&RvPpI%gE++Fg)JVMs@?;*4cCmf1A&-McfxBKA9h3fAcLNrIF05y|e z;rPZHrs$3Okj@Cj%K44p9j7m~Xt%Uqm_@ky@t>Ss+HP93eY1{0aP_r63NY|jD}uk8 zrmblBuj*@H2>=J2r@VdlY-9gedRJW%$$wdZL^J41?QC!CN$$PLD)|wR;5DBdr1y84Rt1DaiR^;krn)ZCJ`!*gCK+L1eZ!QhI7d)QvAdE3Z8bH0k<;Dky!mgU^6cTw-K!B8{SdAI#SHjqWVpm{Lh)Y5b+-GTy`y zpP14fd=aoxs+zlUc2fUg3%kIUZFHb+B<(bDWvRt783=kg#{(>P&Ew2OE>C&B!~RMv zBeLCdFom<;ZEaq0qEcd6l@e$w@tqpIZ<@W0vkuZFX%j4}>YBe{ON&e9N81X~?A4+M zDP78lF|bRVCUyO6`3BZ}s$W8visYBl;|VcVsAA8xM*~iDD!1?q$ zpvOZ}>4dbnz5mi2*@%Qc0-E6(bXy+yNPla@=`FvHmtql%_ZL%f7!s>5tX}3((#4{8 z0YHUm!8DKCU|aicNPQV3rnz}zl)Alnyr{4gn=sw_5OcXZksjTBvNNPalszb1aX582 z+`hy!$$T%^oX9B(kZqP~8>8UpZbAHR(=grw$SlTpbBaxZAE;*#GFSmJsBEUEUjOwT zGB9%i6SSon(cOnm8GC@oW^JyZFXa@2JI(LNL&MEAri*BvYw@Tn(EL^#73Gm|feREUZYW=!ZOF|a?7lH^EC@Bp@ODK8-9AQbjnBfnQBwM$hAZ;CF1*;~8bu*R& z3gMVL<;M)LbSLX83pY*4b8R)E$+Wh%xCiGP+P^4lnResU4dj4I+nP^Ef6&e$PkvVQ z{v{+7K(y|DDrGL%&bYeaomVz~eih~cwEn(ZHhkjh)hAN{vm}&UWxWE)zq04E&iU!< zyYB@Rd#P%mDzDlzcx$RsyS3>PY!^aDP#Lp%ohSh{gEW^QEC1SW@$aFA=knZBf6S(x z#=4Ke%Y9VoFgu%-3$`_yn7WNyGu)j&R%SX1nH;6~#KogclC%na6xzwd`1RQS5c-1;* z@Xf9ra%yo90W6zydCJ==2f3BygVzEnT;6)BCa0SxP#c?SwFamvic3ehqh4`vfg(1N zc=?91aZI9$=`#|=>n|F9`cvoi8HPXF1%c6fGL+p?Tg@Ml(Gtjvs!@5}lF67okpunZ zY6A=Feh_GwpSD6|s+&ZT+DRxr1@-^}NoS|nkeLZKWNo0FL9SI9uW<%B2A$K~AcPs% zazk?oCiMn+ql{FgGKQPJPFzFE!vzBM^|Qf4Gu^fI^$Aa@AbC}n?=yv||9c?%&S+*6 XG+)iRl9>(y4FTTbx4H7u&?Em1%AB^} literal 0 HcmV?d00001 diff --git a/README.md b/README.md old mode 100755 new mode 100644 index 8170ef9..dfa8b0d --- a/README.md +++ b/README.md @@ -1,5 +1,3545 @@ -# Kamaji -#### Documentation provided in IPython Notebook - Algar Kamaji Documentation - [Data prep, cleaning and tests results](https://github.com/sudoFerraz/Kamaji/blob/master/Dataset%20modeling%20for%20financial%20time%20series%20data.ipynb) - - #### This is a full fledged application with a Flask Backend serving the model results + +# Dataset modeling for Financial Time Series Data +This document aims to provide information on the research related to find the best format to represent financial time series data with certain data analysis for the usage of machine learning techniques + +## On the data provided - Overview + + +```python +%matplotlib inline + +import pandas as pd +import pandas_datareader as web +from IPython.core.display import display +import matplotlib.pylab as plt +from stockstats import StockDataFrame +import seaborn as sns +sns.set() + +df = web.DataReader('BRL=X', 'yahoo') +data = pd.DataFrame(df) +data = StockDataFrame.retype(data) +display(data.head()) +data.plot(figsize=(15,10)) +``` + + +

+ + + + + + + + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_2_2.png) + + +## On the indicators + + +```python +%matplotlib inline + +import pandas as pd +import pandas_datareader as web +from IPython.core.display import display +import matplotlib.pylab as plt +from stockstats import StockDataFrame +import seaborn as sns +sns.set() + +data = pd.read_csv('USDBRL/all_indicators.csv') +data = StockDataFrame.retype(data) +copy = data.copy() +display(data.tail()) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseadj closevolumeclose_20_smaclose_20_mstdbollboll_ub...mdi_14mdidx_14dxdx_6_emaadxadx_6_emaadxrtrixtrix_9_sma
date
2018-01-223.19123.20633.18283.19473.19470.03.251310.0453473.251313.342003...32.42446432.42446450.39382650.39382644.70556244.70556246.14526246.145262-0.104079-0.070007
2018-01-233.20073.23643.19863.20073.20070.03.244570.0420743.244573.328719...27.45617127.45617112.09310812.09310835.38771835.38771843.07167843.071678-0.108291-0.079818
2018-01-243.23373.23823.17573.23553.23550.03.240860.0392023.240863.319265...31.17443031.17443028.15480828.15480833.32117233.32117240.28581940.285819-0.107148-0.087835
2018-01-253.14513.14843.12153.14513.14510.03.232450.0408513.232453.314153...41.19458041.19458052.07050952.07050938.67812638.67812639.82647839.826478-0.112533-0.094800
2018-01-263.14543.15433.13123.14693.14690.03.224240.0407123.224243.305665...36.82179636.82179645.96752445.96752440.76081140.76081140.09343040.093430-0.120949-0.101018
+

5 rows × 69 columns

+
+ + +## Handling missing data (Data Cleaning) + + +```python +#How much of the data is missing +counter_nan = data.isnull().sum().sort_values(ascending=False) +plt.figure(figsize=(15,10)) +plt.scatter(counter_nan, counter_nan.values) +plt.show() +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_6_0.png) + + + +```python +#how many columns does not have a single nan +counter_without_nan = counter_nan[counter_nan==0] +print " [+] Number of columns that does not have a nan: " + str(len(counter_without_nan)) +print " [+] Number of total columns: " + str(len(data.columns)) +``` + + [+] Number of columns that does not have a nan: 24 + [+] Number of total columns: 69 + + +###### Much of the encountered NaN are caused from the indicators necessity for previous data + + +```python +display(data[counter_nan.keys()].head()) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
cci_20ccitrhigh_deltaumlow_deltadmclose_-1_dcr-ma3close_-1_s...kdjk_9close_10_smamacdsclose_50_smadmapdmpdm_14_emapdm_14macdhmacd
date
2010-01-04NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...55.9264631.7190000.0000001.7190000.00.00000.0000000.0000000.0000000.000000
2010-01-0566.66666766.6666670.0657-0.00420.0000-0.00100.0010.0180NaN1.7190...68.6147811.7280000.0002241.7280000.00.00000.0000000.0000000.0003590.000404
2010-01-0660.36363660.3636360.0572-0.00110.00000.00850.000-0.0055NaN1.7370...74.4508651.7291670.0002731.7291670.00.00000.0000000.0000000.0001410.000344
2010-01-07133.333333133.3333330.06670.01130.01130.00070.0000.0074NaN1.7315...79.3220961.7316000.0003761.7316000.00.01130.0034570.0034570.0004000.000576
2010-01-08106.533036106.5330360.05380.00200.00200.01490.000-0.0069NaN1.7389...78.8548681.7316800.0003871.7316800.00.00200.0030770.0030770.0000550.000415
+

5 rows × 69 columns

+
+ + +###### Erasing equal or all zero columns + + +```python +from pandas.util.testing import assert_series_equal +import numpy as np + +# Taking out columns that have all values as 0 or equal values +data = StockDataFrame.retype(data) +cols = data.select_dtypes([np.number]).columns +diff = data[cols].diff().sum() + +data = data.drop(diff[diff==0].index, axis=1) +data = data.drop('adj close', 1) +display(data.tail()) + +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseclose_20_smaclose_20_mstdbollboll_ubboll_lbclose_-1_s...mdi_14mdidx_14dxdx_6_emaadxadx_6_emaadxrtrixtrix_9_sma
date
2018-01-223.19123.20633.18283.19473.251310.0453473.251313.3420033.1606173.2051...32.42446432.42446450.39382650.39382644.70556244.70556246.14526246.145262-0.104079-0.070007
2018-01-233.20073.23643.19863.20073.244570.0420743.244573.3287193.1604213.1947...27.45617127.45617112.09310812.09310835.38771835.38771843.07167843.071678-0.108291-0.079818
2018-01-243.23373.23823.17573.23553.240860.0392023.240863.3192653.1624553.2007...31.17443031.17443028.15480828.15480833.32117233.32117240.28581940.285819-0.107148-0.087835
2018-01-253.14513.14843.12153.14513.232450.0408513.232453.3141533.1507473.2355...41.19458041.19458052.07050952.07050938.67812638.67812639.82647839.826478-0.112533-0.094800
2018-01-263.14543.15433.13123.14693.224240.0407123.224243.3056653.1428153.1451...36.82179636.82179645.96752445.96752440.76081140.76081140.09343040.093430-0.120949-0.101018
+

5 rows × 66 columns

+
+ + +###### Slicing the index gives us a pretty simple solution with minimum data miss for the indicator necessity on previous data + + + + +```python +data = data[14:-14] +counter_nan = data.isnull().sum().sort_values(ascending=False) +display(data[counter_nan.keys()].head()) +plt.figure(figsize=(15,10)) +plt.scatter(counter_nan, counter_nan.values) +plt.show() +print " [+] Number of columns that does not have a nan: " + str(len(counter_nan)) +print " [+] Number of total columns: " + str(len(data.columns)) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
cci_20ccilow_deltaumhigh_deltatrclose_-1_ddmwr_6open...mdm_14mdi_14trixkdjjkdjj_9kdjdkdjd_9kdjkkdjk_9trix_9_sma
date
2010-01-22178.996300176.8077990.01300.02690.02690.07760.01800.00009.2927631.7525...0.0019413.0851130.14341697.52837797.52837792.85676892.85676894.41397194.4139710.083942
2010-01-25128.966672124.2965060.01300.0000-0.00880.0558-0.03530.000038.8009991.8189...0.0016532.6593990.15534473.82714873.82714890.13825190.13825184.70121784.7012170.096051
2010-01-26197.350586184.5210320.04740.02470.02470.06250.05010.00009.1176471.8136...0.0014112.2693880.17296882.36216382.36216389.02738289.02738286.80564286.8056420.110112
2010-01-27170.239369148.954115-0.02690.02030.02030.08030.01600.026911.5331491.7860...0.0050907.9531660.19535585.87436685.87436688.57695188.57695187.67608987.6760890.125540
2010-01-28166.319888142.5871030.02040.00490.00490.06480.01840.00002.4297651.8064...0.0043636.8095810.22210194.51622994.51622989.42541989.42541991.12235691.1223560.142624
+

5 rows × 66 columns

+
+ + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_13_1.png) + + + [+] Number of columns that does not have a nan: 66 + [+] Number of total columns: 66 + + +###### After slicing we can backfill NaN values for holidays and exceptional days on the market + + +```python +#Back filling for holidays and exceptional days on the market +data = data.fillna(method='bfill') +data = data[1:-1] +counter_without_nan = data.isnull().sum().sort_values(ascending=False) +print " [+] Number of columns that does not have a nan: " + str(len(counter_without_nan)) +print " [+] Number of total columns: " + str(len(data.columns)) +``` + + [+] Number of columns that does not have a nan: 66 + [+] Number of total columns: 66 + + +## Data Exploring + + +```python +def plot_histogram(x): + plt.figure(figsize=(15,10)) + plt.hist(x, alpha=0.5) + plt.title("Histogram of '{var_name}'".format(var_name=x.name)) + plt.xlabel("Value") + plt.ylabel("Frequency") + plt.show() +``` + + +```python +plot_histogram(data['macdh']) +plot_histogram(data['cci']) +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_18_0.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_18_1.png) + + +###### Exploring the distribution of percentage change in the close value + + +```python +import matplotlib.mlab as mlab + +mu = data['close_-1_r'].mean() +sigma = data['close_-1_r'].std() +x = data['close_-1_r'] +num_bins = 50 +fig, ax = plt.subplots(figsize=(15,10)) +n, bins, patches = ax.hist(x, num_bins, normed=1) +y = mlab.normpdf(bins, mu, sigma) +ax.plot(bins, y, '--') +ax.set_title('Histogram of 1-day Change $\mu=' + str(mu) + '$, $\sigma=' + str(sigma) + '$') +plt.show() +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_20_0.png) + + +###### Making our first label of 1 day future forecast for feature exploration + + +```python +label_display = pd.DataFrame() +label_display['close'] = data['close'] +label_display['from_yesterday_rate'] = data['close_-1_r'] +y1 = data['close_-1_r'].shift(-1) +y1 = y1.apply(lambda x:1 if x>0.0000 else 0) +label_display['y'] = y1 +label_display['c1'] = c1 +display(label_display.head(7)) + +``` + +###### Exploring influence of feature on outcome target + + +```python +def plot_histogram_dv(x,y): + plt.figure(figsize=(15,10)) + plt.hist(list(x[y==0]), alpha=0.5, label='Bear') + plt.hist(list(x[y==1]), alpha=0.5, label='Bull') + plt.title("Histogram of '{var_name}' by Forecast Target".format(var_name=x.name)) + plt.xlabel("Value") + plt.ylabel("Frequency") + plt.legend(loc='upper right') + plt.show() +``` + + +```python +plot_histogram_dv(data['macdh'], y1) +plot_histogram_dv(data['cci'], y1) +plot_histogram_dv(data['adx'], y1) +plot_histogram_dv(data['kdjk'], y1) +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_25_0.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_25_1.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_25_2.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_25_3.png) + + +## Feature Engineering + +###### Normalizing and Standardizing distributions +Different techniques to represent a price movement can be used to select the one with best results + + +```python +data.plot(x=data.index, y=['close_20_sma','adx', 'cci'], figsize=(15, 10)) + +``` + + + + + + + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_28_1.png) + + +#### As shown above, different indicators have different metrics, so we need to normalize in various ways and search for the best results + +###### First let's explore the behavior of each target label + + +```python +#Labeling the different window frames +##Signaling the difference between a feature datapoint and the previous/next one + +def labelwf(dataframe, wf): + for i in wf: + swf = str(i) + dataframe['label' + swf] = \ + (dataframe['close'] - dataframe['close'].shift(i))/dataframe['close'].shift(i) + dataframe['label' + swf] = dataframe['label' + swf].apply(lambda x:1 if x>0.0 else 0) + return dataframe + +#Negative for looking future datapoints +#Positive for looking backwards +window_frames = [-1, -2, -15, 1, 2, 15] +labeled_data = labelwf(data.copy(), window_frames) +index = list(range(len(data))) +index = index[-250:-15] +label1 = labeled_data['label-1'].values +label1 = label1[-250:-15] +label15 = labeled_data['label-15'].values +label15 = label15[-250:-15] +c1 = copy['close_1_r'].apply(lambda x:0 if x>0.000 else 1) +c15 = copy['close_15_r'].apply(lambda x:0 if x>0.000 else 1) +y_5 = copy['close_5_r'].apply(lambda x:0 if x>0.000 else 1) +y_10 = copy['close_10_r'].apply(lambda x:0 if x>0.000 else 1) +y_30 = copy['close_30_r'].applu(lambda x:0 if x>0.000 else 1) +index = list(range(len(c1))) +index = index[-250:-15] + +fig, ax = plt.subplots(figsize=(15, 8), sharey=True) +ax.plot(index, c1[-250:-15], label='1d forward', color='r') +ax.scatter(index, c15[-250:-15], label='15d forward', color='g') +ax.legend() + + +labeled_data['index'] = list(range(len(data))) +data.plot(y='close', figsize=(15, 8)) +for r in labeled_data.iterrows(): + if r[1]['label1'] == 1: + plt.axvline(x=r[1]['index'], linewidth=0.3, alpha=0.3, color='g') + else: + plt.axvline(x=r[1]['index'], linewidth=0.3, alpha=0.3, color='r') + +plt.show() + +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_31_0.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_31_1.png) + + +###### Percentage change of each indicator : (xn - xn-1)/xn-1 where n = [n, n+y, n+2y] and y = Time Frame Window selected + + +```python +#Normalizing the features datapoints +#Accordingly to its window frame + +#Each datapoint to the change percentage of timeframe +def percent_change(dataframe, wf): + new = pd.DataFrame() + swf = str(wf) + for feature in dataframe: + if 'label' in str(dataframe[feature].name): + pass + elif 'change_' in str(dataframe[feature].name): + pass + else: + dataframe['change_' + str(dataframe[feature].name)] = \ + (dataframe[feature] - dataframe[feature].shift(wf))/dataframe[feature].shift(wf) + new['change_' + str(dataframe[feature].name)] = \ + (dataframe[feature] - dataframe[feature].shift(wf))/dataframe[feature].shift(wf) + return dataframe, new + +raw_data = data.copy() +data, percent_change_data = percent_change(data, 1) +data = data.drop('change_pdm', 1) +data = data.drop('change_um', 1) +data = data.drop('change_dm', 1) +percent_change_data = percent_change_data.drop('change_pdm', 1) +percent_change_data = percent_change_data.drop('change_um', 1) +percent_change_data = percent_change_data.drop('change_dm', 1) +percent_change_data = percent_change_data.replace([np.inf, -np.inf], np.nan) +percent_change_data = percent_change_data.fillna(method='bfill') +data = data.replace([np.inf, -np.inf], np.nan) +data = data.fillna(method='bfill') +data.plot(x=data.index, y='change_close_20_sma', figsize=(15,10)) +data.plot(x=data.index, y=['change_kdjk','change_adx', 'change_close_20_sma'], figsize=(15,10)) + +display(data.tail()) +display(percent_change_data.tail()) +plot_histogram_dv(data['change_macdh'], y1) +plot_histogram_dv(data['change_macdh'], c15) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseclose_20_smaclose_20_mstdbollboll_ubboll_lbclose_-1_s...change_mdi_14change_mdichange_dx_14change_dxchange_dx_6_emachange_adxchange_adx_6_emachange_adxrchange_trixchange_trix_9_sma
date
2018-01-013.30753.31173.30753.30763.2968550.0294853.2968553.3558253.2378853.3111...-0.073114-0.073114-6.225712e-16-6.225712e-160.0471430.047143-0.009660-0.009660-0.0345420.016791
2018-01-023.31083.31273.25853.31103.3002750.0266963.3002753.3536663.2468843.3076...0.6955120.6955121.310292e+001.310292e+000.4486620.4486620.1180960.118096-0.0445110.007815
2018-01-033.25743.26383.24103.25783.3011500.0248493.3011503.3508493.2514513.3110...-0.015868-0.0158681.234280e-011.234280e-010.2837900.2837900.1779380.177938-0.126147-0.007375
2018-01-043.23563.24103.22143.23553.3012100.0246803.3012103.3505713.2518493.2578...0.0663330.0663331.039332e-011.039332e-010.2040030.2040030.1881970.188197-0.228872-0.030493
2018-01-053.23283.24793.22563.23313.2985050.0289013.2985053.3563063.2407043.2355...-0.105324-0.105324-1.462284e-01-1.462284e-010.0615500.0615500.1376840.137684-0.352545-0.063682
+

5 rows × 129 columns

+
+ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
change_openchange_highchange_lowchange_closechange_close_20_smachange_close_20_mstdchange_bollchange_boll_ubchange_boll_lbchange_close_-1_s...change_mdi_14change_mdichange_dx_14change_dxchange_dx_6_emachange_adxchange_adx_6_emachange_adxrchange_trixchange_trix_9_sma
date
2018-01-01-0.001057-0.0001510.007770-0.0010570.000762-0.0375820.0007620.0000620.001489-0.000664...-0.073114-0.073114-6.225712e-16-6.225712e-160.0471430.047143-0.009660-0.009660-0.0345420.016791
2018-01-020.0009980.000302-0.0148150.0010280.001037-0.0946020.001037-0.0006430.002779-0.001057...0.6955120.6955121.310292e+001.310292e+000.4486620.4486620.1180960.118096-0.0445110.007815
2018-01-03-0.016129-0.014761-0.005371-0.0160680.000265-0.0691610.000265-0.0008400.0014070.001028...-0.015868-0.0158681.234280e-011.234280e-010.2837900.2837900.1779380.177938-0.126147-0.007375
2018-01-04-0.006692-0.006986-0.006048-0.0068450.000018-0.0068020.000018-0.0000830.000122-0.016068...0.0663330.0663331.039332e-011.039332e-010.2040030.2040030.1881970.188197-0.228872-0.030493
2018-01-05-0.0008650.0021290.001304-0.000742-0.0008190.170995-0.0008190.001712-0.003427-0.006845...-0.105324-0.105324-1.462284e-01-1.462284e-010.0615500.0615500.1376840.137684-0.352545-0.063682
+

5 rows × 63 columns

+
+ + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_33_2.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_33_3.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_33_4.png) + + +#### We see in the above picture that even with the percent change ratio we cant diferentiate on how much that change was significant by some orders of magnitude + +###### Standardized change range : ((xn - xn-1)/xn-1) / (xMax - xMin) + + +```python +#How abnormal was the change compared to the feature range +def normalized_range(dataframe, wf): + swf = str(wf) + new = pd.DataFrame() + for feature in dataframe: + if 'label' in str(dataframe[feature].name): + pass + elif 'change_' in str(dataframe[feature].name): + pass + elif 'rchange_' in str(dataframe[feature].name): + pass + else: + try: + range = dataframe['change_' + str(dataframe[feature].name)].max() - \ + dataframe['change_' + str(dataframe[feature].name)].min() + dataframe['rchange_' + str(dataframe[feature].name)] = \ + dataframe['change_' + str(dataframe[feature].name)] / range + new['rchange_' + str(dataframe[feature].name)] = \ + dataframe['change_' + str(dataframe[feature].name)] / range + except: + pass + return dataframe, new + + +change_data = data.copy() +data, normalized_range_data = normalized_range(data, 1) +data.plot(x=data.index, y=['rchange_close_20_sma','rchange_adx', 'rchange_close'], figsize=(15,10)) +data = data.replace([np.inf, -np.inf], np.nan) +data = data.fillna(method='bfill') +normalized_range_data = normalized_range_data.replace([np.inf, -np.inf], np.nan) +normalized_range_data = normalized_range_data.fillna(method='bfill') + + +display(data.tail()) +display(normalized_range_data.tail()) +plot_histogram_dv(normalized_range_data['rchange_rsi_6'], y1) +plot_histogram_dv(normalized_range_data['rchange_rsi_6'], c15) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseclose_20_smaclose_20_mstdbollboll_ubboll_lbclose_-1_s...rchange_mdi_14rchange_mdirchange_dx_14rchange_dxrchange_dx_6_emarchange_adxrchange_adx_6_emarchange_adxrrchange_trixrchange_trix_9_sma
date
2018-01-013.30753.31173.30753.30763.2968550.0294853.2968553.3558253.2378853.3111...-0.010609-0.010609-2.072037e-19-2.072037e-190.0124960.012496-0.015652-0.015652-0.0002040.000091
2018-01-023.31083.31273.25853.31103.3002750.0266963.3002753.3536663.2468843.3076...0.1009170.1009174.360903e-044.360903e-040.1189260.1189260.1913460.191346-0.0002630.000042
2018-01-033.25743.26383.24103.25783.3011500.0248493.3011503.3508493.2514513.3110...-0.002302-0.0023024.107921e-054.107921e-050.0752240.0752240.2883050.288305-0.000745-0.000040
2018-01-043.23563.24103.22143.23553.3012100.0246803.3012103.3505713.2518493.2578...0.0096250.0096253.459096e-053.459096e-050.0540750.0540750.3049280.304928-0.001352-0.000165
2018-01-053.23283.24793.22563.23313.2985050.0289013.2985053.3563063.2407043.2355...-0.015282-0.015282-4.866762e-05-4.866762e-050.0163150.0163150.2230840.223084-0.002083-0.000345
+

5 rows × 192 columns

+
+ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
rchange_openrchange_highrchange_lowrchange_closerchange_close_20_smarchange_close_20_mstdrchange_bollrchange_boll_ubrchange_boll_lbrchange_close_-1_s...rchange_mdi_14rchange_mdirchange_dx_14rchange_dxrchange_dx_6_emarchange_adxrchange_adx_6_emarchange_adxrrchange_trixrchange_trix_9_sma
date
2018-01-01-0.006705-0.0009150.065792-0.0077160.055369-0.0227550.0553690.0013210.041792-0.004847...-0.010609-0.010609-2.072037e-19-2.072037e-190.0124960.012496-0.015652-0.015652-0.0002040.000091
2018-01-020.0063290.001830-0.1254500.0075030.075386-0.0572780.075386-0.0137630.078024-0.007716...0.1009170.1009174.360903e-044.360903e-040.1189260.1189260.1913460.191346-0.0002630.000042
2018-01-03-0.102309-0.089450-0.045477-0.1172840.019267-0.0418740.019267-0.0179750.0394940.007503...-0.002302-0.0023024.107921e-054.107921e-050.0752240.0752240.2883050.288305-0.000745-0.000040
2018-01-04-0.042451-0.042332-0.051209-0.0499650.001321-0.0041190.001321-0.0017750.003437-0.117284...0.0096250.0096253.459096e-053.459096e-050.0540750.0540750.3049280.304928-0.001352-0.000165
2018-01-05-0.0054890.0129010.011040-0.005414-0.0595470.103531-0.0595470.036623-0.096222-0.049965...-0.015282-0.015282-4.866762e-05-4.866762e-050.0163150.0163150.2230840.223084-0.002083-0.000345
+

5 rows × 63 columns

+
+ + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_36_2.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_36_3.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_36_4.png) + + +#### As we can see, the datapoints are now expressing in a much more intuiteve manner their movements with a same axis of change + +###### Normalized change rate : ( ( (xn - xn-1)/xn-1 ) - (Σxi / n) ) / ( √( (Σxi - (Σxi / n)ˆ2 ) / n ) ) = (Change - Mean) / Standard Deviation + + +```python +#How abnormal was this change percentage ratio in comparison to the others +def normalized_change(dataframe, wf): + swf = str(wf) + new = pd.DataFrame() + for feature in dataframe: + if 'label' in str(dataframe[feature].name): + pass + elif 'change_' in str(dataframe[feature].name): + pass + elif 'rchange_' in str(dataframe[feature].name): + pass + elif 'nchange_' in str(dataframe[feature].name): + pass + else: + try: + std = dataframe['change_' + str(dataframe[feature].name)].std() + mean = dataframe['change_' + str(dataframe[feature].name)].mean() + dataframe['nchange_' + str(dataframe[feature].name)] = \ + (dataframe['change_' + str(dataframe[feature].name)] - mean)/std + new['nchange_' + str(dataframe[feature].name)] = \ + (dataframe['change_' + str(dataframe[feature].name)] - mean)/std + except: + pass + + return dataframe, new + +rchange_data = data.copy() +data, normalized_change_data = normalized_change(data, 1) +data = data.replace([np.inf, -np.inf], np.nan) +data = data.fillna(method='bfill') +normalized_change_data = normalized_change_data.replace([np.inf, -np.inf], np.nan) +normalized_change_data = normalized_change_data.fillna(method='bfill') +data.plot(x=data.index, y=['nchange_close_20_sma','nchange_adx', 'nchange_close'], figsize=(15, 10)) + +display(data.tail()) +display(normalized_change_data.tail()) + +plot_histogram_dv(normalized_change_data['nchange_rsi_6'], y1) +plot_histogram_dv(normalized_change_data['nchange_rsi_6'], c15) + +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseclose_20_smaclose_20_mstdbollboll_ubboll_lbclose_-1_s...nchange_mdi_14nchange_mdinchange_dx_14nchange_dxnchange_dx_6_emanchange_adxnchange_adx_6_emanchange_adxrnchange_trixnchange_trix_9_sma
date
2018-01-013.30753.31173.30753.30763.2968550.0294853.2968553.3558253.2378853.3111...-0.277020-0.277020-0.045644-0.0456440.1346910.134691-0.148862-0.1488620.0077740.020925
2018-01-023.31083.31273.25853.31103.3002750.0266963.3002753.3536663.2468843.3076...1.6123891.612389-0.026412-0.0264122.0339342.0339341.2497291.2497290.0047290.018454
2018-01-033.25743.26383.24103.25783.3011500.0248493.3011503.3508493.2514513.3110...-0.136300-0.136300-0.043832-0.0438321.2540661.2540661.9048401.904840-0.0202090.014271
2018-01-043.23563.24103.22143.23553.3012100.0246803.3012103.3505713.2518493.2578...0.0657630.065763-0.044118-0.0441180.8766650.8766652.0171572.017157-0.0515890.007907
2018-01-053.23283.24793.22563.23313.2985050.0289013.2985053.3563063.2407043.2355...-0.356199-0.356199-0.047790-0.0477900.2028390.2028391.4641681.464168-0.089369-0.001231
+

5 rows × 255 columns

+
+ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
nchange_opennchange_highnchange_lownchange_closenchange_close_20_smanchange_close_20_mstdnchange_bollnchange_boll_ubnchange_boll_lbnchange_close_-1_s...nchange_mdi_14nchange_mdinchange_dx_14nchange_dxnchange_dx_6_emanchange_adxnchange_adx_6_emanchange_adxrnchange_trixnchange_trix_9_sma
date
2018-01-01-0.128347-0.0500570.821339-0.1272590.229905-0.4418050.229905-0.0718890.362274-0.089153...-0.277020-0.277020-0.045644-0.0456440.1346910.134691-0.148862-0.1488620.0077740.020925
2018-01-020.061175-0.003072-1.6767150.0597010.368936-1.0414220.368936-0.2799760.760588-0.124398...1.6123891.612389-0.026412-0.0264122.0339342.0339341.2497291.2497290.0047290.018454
2018-01-03-1.518482-1.565728-0.632093-1.473256-0.020851-0.773884-0.020851-0.3380860.3370150.062559...-0.136300-0.136300-0.043832-0.0438321.2540661.2540661.9048401.904840-0.0202090.014271
2018-01-04-0.648116-0.759089-0.706970-0.646273-0.145504-0.118126-0.145504-0.114609-0.059371-1.470369...0.0657630.065763-0.044118-0.0441180.8766650.8766652.0171572.017157-0.0515890.007907
2018-01-05-0.1106650.1864610.106153-0.098988-0.5682771.751577-0.5682770.415113-1.154962-0.643402...-0.356199-0.356199-0.047790-0.0477900.2028390.2028391.4641681.464168-0.089369-0.001231
+

5 rows × 63 columns

+
+ + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_39_2.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_39_3.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_39_4.png) + + +###### And now, we can evaluate the order of the anomaly of a certain datapoint without losing information on the feature + +###### Normalizing the raw features instead of the change rate + + +```python +#How abnormal is the position that the datapoint is located at +#We substitute the original feature value for this one +def distance(dataframe): + new = pd.DataFrame() + for feature in dataframe: + if 'label' in str(dataframe[feature].name): + pass + elif 'change_' in str(dataframe[feature].name): + pass + elif 'nchange_' in str(dataframe[feature].name): + pass + elif 'rchange_' in str(dataframe[feature].name): + pass + elif 'distance_' in str(dataframe[feature].name): + pass + else: + std = dataframe[feature].std() + mean = dataframe[feature].mean() + dataframe['distance_' + str(dataframe[feature].name)] = (dataframe[feature] - mean)/std + new['distance_' + str(dataframe[feature].name)] = (dataframe[feature] - mean)/std + return dataframe, new + +nchange = data.copy() +data, distance_data = distance(data) +data = data.replace([np.inf, -np.inf], np.nan) +data = data.fillna(method='bfill') +distance_data = distance_data.replace([np.inf, -np.inf], np.nan) +distance_data = distance_data.fillna(method='bfill') +data.plot(x=data.index, y=['distance_close_20_sma','distance_adx', 'close_20_sma'], figsize=(15,10)) + + +display(data.tail()) +display(distance_data.tail()) + +plot_histogram_dv(distance_data['distance_macdh'], y1) +plot_histogram_dv(data['macdh'], y1) +plot_histogram_dv(distance_data['distance_macdh'], c15) +plot_histogram_dv(data['macdh'], c15) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseclose_20_smaclose_20_mstdbollboll_ubboll_lbclose_-1_s...distance_mdi_14distance_mdidistance_dx_14distance_dxdistance_dx_6_emadistance_adxdistance_adx_6_emadistance_adxrdistance_trixdistance_trix_9_sma
date
2018-01-013.30753.31173.30753.30763.2968550.0294853.2968553.3558253.2378853.3111...0.4889660.488966-0.348806-0.348806-0.616822-0.616822-0.665492-0.6654920.3381690.335080
2018-01-023.31083.31273.25853.31103.3002750.0266963.3002753.3536663.2468843.3076...2.3029472.3029471.0643751.064375-0.031028-0.031028-0.485673-0.4856730.3144580.339260
2018-01-033.25743.26383.24103.25783.3011500.0248493.3011503.3508493.2514513.3110...2.2327782.2327781.3719211.3719210.5057430.505743-0.182739-0.1827390.2502500.335284
2018-01-043.23563.24103.22143.23553.3012100.0246803.3012103.3505713.2518493.2578...2.5214542.5214541.6628561.6628561.0011061.0011060.1946730.1946730.1484510.318967
2018-01-053.23283.24793.22563.23313.2985050.0289013.2985053.3563063.2407043.2355...2.0326852.0326851.2109831.2109831.1810511.1810510.5227490.5227490.0275330.285929
+

5 rows × 321 columns

+
+ + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
distance_opendistance_highdistance_lowdistance_closedistance_close_20_smadistance_close_20_mstddistance_bolldistance_boll_ubdistance_boll_lbdistance_close_-1_s...distance_mdi_14distance_mdidistance_dx_14distance_dxdistance_dx_6_emadistance_adxdistance_adx_6_emadistance_adxrdistance_trixdistance_trix_9_sma
date
2018-01-011.1293461.1051201.1619481.1309771.128932-0.3264461.1289321.0569271.2036221.136831...0.4889660.488966-0.348806-0.348806-0.616822-0.616822-0.665492-0.6654920.3381690.335080
2018-01-021.1338881.1064951.0938901.1356961.133691-0.4333231.1336911.0540541.2167001.131972...2.3029472.3029471.0643751.064375-0.031028-0.031028-0.485673-0.4856730.3144580.339260
2018-01-031.0603851.0392241.0695841.0618541.134909-0.5040661.1349091.0503041.2233381.136692...2.2327782.2327781.3719211.3719210.5057430.505743-0.182739-0.1827390.2502500.335284
2018-01-041.0303771.0078581.0423611.0309021.134993-0.5105431.1349931.0499341.2239161.062847...2.5214542.5214541.6628561.6628561.0011061.0011060.1946730.1946730.1484510.318967
2018-01-051.0265231.0173501.0481941.0275701.131228-0.3488401.1312281.0575671.2077191.031893...2.0326852.0326851.2109831.2109831.1810511.1810510.5227490.5227490.0275330.285929
+

5 rows × 66 columns

+
+ + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_42_2.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_42_3.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_42_4.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_42_5.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_42_6.png) + + +#### And evaluate the distance of the datapoint address in comparison to the others of its kind + +###### Creating new features via interactions between them + + +```python +from itertools import combinations +from sklearn.preprocessing import PolynomialFeatures + +def add_interactions(df): + # Get feature names + combos = list(combinations(list(df.columns), 2)) + colnames = list(df.columns) + ['_'.join(x) for x in combos] + + # Find interactions + poly = PolynomialFeatures(interaction_only=True, include_bias=False) + df = poly.fit_transform(df) + df = pd.DataFrame(df) + df.columns = colnames + + # Remove interaction terms with all 0 values + noint_indicies = [i for i, x in enumerate(list((df == 0).all())) if x] + df = df.drop(df.columns[noint_indicies], axis=1) + + return df +``` + + +```python +teste = add_interactions(data.copy()) +print (teste.head(5)) +``` + + open high low close close_20_sma close_20_mstd boll \ + 0 1.8189 1.8213 1.7655 1.7835 1.758200 0.028923 1.758200 + 1 1.8136 1.8460 1.8129 1.8336 1.762635 0.033447 1.762635 + 2 1.7860 1.8663 1.7860 1.8496 1.767467 0.038380 1.767467 + 3 1.8064 1.8712 1.8064 1.8680 1.772758 0.043854 1.772758 + 4 1.8200 1.8729 1.8200 1.8729 1.777765 0.048201 1.777765 + + boll_ub boll_lb close_-1_s ... \ + 0 1.816046 1.700354 1.8188 ... + 1 1.829528 1.695742 1.7835 ... + 2 1.844227 1.690707 1.8336 ... + 3 1.860465 1.685051 1.8496 ... + 4 1.874167 1.681363 1.8680 ... + + distance_adx_distance_adx_6_ema distance_adx_distance_adxr \ + 0 2.155962 2.155962 + 1 3.204561 3.204561 + 2 2.238586 2.238586 + 3 1.551822 1.551822 + 4 1.090493 1.090493 + + distance_adx_distance_trix distance_adx_distance_trix_9_sma \ + 0 1.237139 0.663483 + 1 1.774381 1.013457 + 2 1.445436 0.852129 + 3 1.260181 0.754362 + 4 1.133128 0.694455 + + distance_adx_6_ema_distance_adxr distance_adx_6_ema_distance_trix \ + 0 1.881588 1.079697 + 1 2.633112 1.457967 + 2 2.594067 1.674967 + 3 2.216411 1.799871 + 4 1.767651 1.836761 + + distance_adx_6_ema_distance_trix_9_sma distance_adxr_distance_trix \ + 0 0.579046 1.079697 + 1 0.832734 1.457967 + 2 0.987445 1.674967 + 3 1.077429 1.799871 + 4 1.125687 1.836761 + + distance_adxr_distance_trix_9_sma distance_trix_distance_trix_9_sma + 0 0.579046 0.332270 + 1 0.832734 0.461089 + 2 0.987445 0.637585 + 3 1.077429 0.874942 + 4 1.125687 1.169698 + + [5 rows x 51681 columns] + + +## Feature Selection + +###### The methods based on F-test estimate the degree of linear dependency between two random variables. On the other hand, mutual information methods can capture any kind of statistical dependency, but being nonparametric, they require more samples for accurate estimation. + + +```python +import numpy as np +from sklearn.feature_selection import f_classif, mutual_info_classif + +y_15 = c15[15:-15] +y_1 = c1[15:-15] +y_5 = y_5[15:-15] +y_30 = y_30[15:-15] +mi = mutual_info_regression(distance_data, y_15, discrete_features='auto') +#print test.columns +mi /= np.max(mi) +result = distance_data.columns[mi > 0.1] +miresult = result +mi = mi[mi > 0.1] +print len(result) +display(result) +mi_df = pd.DataFrame(index=result, columns=['value']) +mi_df['value'] = mi +mi_df.plot(figsize=(15,10)) +display(mi_df.head()) +print mi_df + +print "\n" + +ftest, _ = f_regression(distance_data, y_15) +ftest /= np.max(ftest) +_[np.isnan(_)] = 0.0 +f = _[~np.isnan(_)] +result = distance_data.columns[f > 0.1] +f = f[f > 0.1] +#print f.max() +#print result.max() +print len(result) +print result + +f_df = pd.DataFrame(index=result, columns=['value']) +f_df['value'] = f +f_df.plot(figsize=(15,10)) +display(f_df.head()) +print f_df + +equal = [] + +for i in miresult.values: + if i in result.values: + equal.append(i) + +print "\n" +display(equal) + + +``` + + 29 + + + + Index([u'distance_open', u'distance_high', u'distance_low', u'distance_close', + u'distance_close_20_sma', u'distance_close_20_mstd', u'distance_boll', + u'distance_boll_ub', u'distance_boll_lb', u'distance_close_-1_s', + u'distance_close_26_ema', u'distance_macd', u'distance_middle', + u'distance_cr-ma1', u'distance_cr-ma3', u'distance_open_2_sma', + u'distance_middle_14_sma', u'distance_middle_20_sma', u'distance_atr', + u'distance_close_10_sma', u'distance_close_50_sma', u'distance_dma', + u'distance_atr_14', u'distance_dx_14', u'distance_dx', + u'distance_dx_6_ema', u'distance_adx', u'distance_trix', + u'distance_trix_9_sma'], + dtype='object') + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
value
distance_open0.440642
distance_high0.443556
distance_low0.505598
distance_close0.468534
distance_close_20_sma0.491667
+
+ + + value + distance_open 0.440642 + distance_high 0.443556 + distance_low 0.505598 + distance_close 0.468534 + distance_close_20_sma 0.491667 + distance_close_20_mstd 0.217032 + distance_boll 0.494343 + distance_boll_ub 0.829823 + distance_boll_lb 0.555011 + distance_close_-1_s 0.442161 + distance_close_26_ema 0.729244 + distance_macd 0.168234 + distance_middle 0.637619 + distance_cr-ma1 0.207764 + distance_cr-ma3 0.198476 + distance_open_2_sma 0.450697 + distance_middle_14_sma 0.642620 + distance_middle_20_sma 0.506292 + distance_atr 0.241409 + distance_close_10_sma 0.624836 + distance_close_50_sma 1.000000 + distance_dma 0.172680 + distance_atr_14 0.246042 + distance_dx_14 0.185833 + distance_dx 0.173521 + distance_dx_6_ema 0.113376 + distance_adx 0.113376 + distance_trix 0.319277 + distance_trix_9_sma 0.260197 + + + 24 + Index([u'distance_open', u'distance_high', u'distance_low', u'distance_close', + u'distance_boll_lb', u'distance_close_-1_s', u'distance_close_-1_d', + u'distance_close_-1_r', u'distance_middle', u'distance_cr-ma3', + u'distance_rsv_9', u'distance_kdjk_9', u'distance_kdjk', + u'distance_kdjj_9', u'distance_kdjj', u'distance_open_2_sma', + u'distance_wr_10', u'distance_middle_14_sma', u'distance_close_10_sma', + u'distance_pdm_14_ema', u'distance_pdm_14', u'distance_adx_6_ema', + u'distance_adxr', u'distance_trix_9_sma'], + dtype='object') + + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
value
distance_open0.191533
distance_high0.181462
distance_low0.210108
distance_close0.138125
distance_boll_lb0.141074
+
+ + + value + distance_open 0.191533 + distance_high 0.181462 + distance_low 0.210108 + distance_close 0.138125 + distance_boll_lb 0.141074 + distance_close_-1_s 0.141206 + distance_close_-1_d 0.740016 + distance_close_-1_r 0.530851 + distance_middle 0.174595 + distance_cr-ma3 0.211435 + distance_rsv_9 0.249812 + distance_kdjk_9 0.276445 + distance_kdjk 0.276445 + distance_kdjj_9 0.714550 + distance_kdjj 0.714550 + distance_open_2_sma 0.184072 + distance_wr_10 0.488122 + distance_middle_14_sma 0.110842 + distance_close_10_sma 0.116276 + distance_pdm_14_ema 0.299721 + distance_pdm_14 0.299721 + distance_adx_6_ema 0.506360 + distance_adxr 0.506360 + distance_trix_9_sma 0.250674 + + + + + + ['distance_open', + 'distance_high', + 'distance_low', + 'distance_close', + 'distance_boll_lb', + 'distance_close_-1_s', + 'distance_middle', + 'distance_cr-ma3', + 'distance_open_2_sma', + 'distance_middle_14_sma', + 'distance_close_10_sma', + 'distance_trix_9_sma'] + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_49_7.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_49_8.png) + + + +```python +from sklearn.decomposition import PCA + + + +pca = PCA(n_components=2) +data_pca = pd.DataFrame(pca.fit_transform(distance_data)) +#display(data_pca.head()) +data_pca.plot(figsize=(15,10)) + +datatest = pca.fit_transform(distance_data) +plt.figure(num=None, figsize=(18, 11), dpi=80, facecolor='w', edgecolor='k') +plt.scatter(datatest[:, 0], datatest[:, 1]) +plt.show() +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_50_0.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_50_1.png) + + +###### T - Distributed Stochastic Neighboor Embedding +Transforming the data into a Similarity Matrix for comparing the similarity of a certain datapoint with the rest + + +```python +from sklearn.preprocessing import LabelEncoder +from sklearn.preprocessing import StandardScaler +from sklearn.cross_validation import train_test_split +from sklearn.metrics import accuracy_score + +# t-distributed Stochastic Neighbor Embedding (t-SNE) visualization +from sklearn.manifold import TSNE +tsne = TSNE(n_components=2, random_state=0) +x_test_2d = tsne.fit_transform(distance_data) +#y_test = y_15 + +y_tsne = [] +for key, i in np.ndenumerate(y_15): + if i == 0: + if y_1[key[0]] == 0: + y_tsne.append(0) + elif y_1[key[0]] == 1: + y_tsne.append(1) + if i == 1: + if y_1[key[0]] == 0: + y_tsne.append(2) + elif y_1[key[0]] == 1: + y_tsne.append(3) + +y_test = np.array(y_tsne) + + +markers=('s', 'd', 'o', '^', 'v') +color_map = {0:'red', 1:'blue', 2:'lightgreen', 3:'purple'} +plt.figure(figsize=(15,10)) +for idx, cl in enumerate(np.unique(y_test)): + plt.scatter(x=x_test_2d[y_test==cl,0], y=x_test_2d[y_test==cl,1], c=color_map[idx], marker=markers[idx], label=cl, alpha=0.5) +plt.xlabel('X in t-SNE') +plt.ylabel('Y in t-SNE') +plt.legend(loc='upper left') +plt.title('t-SNE visualization of test data') +plt.show() + + +``` + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_52_0.png) + + +# Facebook Time series forecasting + +###### Prophet library + + +```python +from fbprophet import Prophet +import numpy as np + +test = data.copy() +test['ds'] = data.index +test['y'] = np.log(data['close']) +display(test.tail()) +m = Prophet() +m.fit(test) +future = m.make_future_dataframe(periods=365) +forecast = m.predict(future) +forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']] +m.plot(forecast) +m.plot_components(forecast) +``` + + +
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
openhighlowcloseadj closevolumedsy
Date
2018-02-053.21693.24553.21383.21543.21540.02018-02-051.167952
2018-02-063.26113.27593.21753.26113.26110.02018-02-061.182065
2018-02-073.23333.26303.23143.23343.23340.02018-02-071.173534
2018-02-083.26963.29263.25623.26993.26990.02018-02-081.184759
2018-02-093.28443.30753.27083.28463.28460.02018-02-091.189245
+
+ + + INFO:fbprophet.forecaster:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this. + /Library/Python/2.7/site-packages/pystan/misc.py:399: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`. + elif np.issubdtype(np.asarray(v).dtype, float): + + + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_55_2.png) + + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_55_3.png) + + + +![png](Dataset%20modeling%20for%20financial%20time%20series%20data_files/Dataset%20modeling%20for%20financial%20time%20series%20data_55_4.png) + diff --git a/README2.md b/README2.md new file mode 100755 index 0000000..8170ef9 --- /dev/null +++ b/README2.md @@ -0,0 +1,5 @@ +# Kamaji +#### Documentation provided in IPython Notebook - Algar Kamaji Documentation + [Data prep, cleaning and tests results](https://github.com/sudoFerraz/Kamaji/blob/master/Dataset%20modeling%20for%20financial%20time%20series%20data.ipynb) + + #### This is a full fledged application with a Flask Backend serving the model results

Z~yzr-#Z~qaYoc=4U`|&RU z%mavPGs{%l?$Thu2`hYy9CSRyR+Dw{o03*)z(G7m(fou@We2BVfEwkt!K&|0#gzS0 zH=W7`@pRD4vyPh_M{a!x4S}OKq$?U6ujnbLo(gbZ-P6lB(^0|(&2fZPBVd^lnM}=r z6t0>}pt*eQFrx(CYyT9w=w?cDu?nUBQW%>$j|@OrTikwFrosT6PkpciqGX2vZw?2YbI<2Bh}y3GC%#% zX3s}Eu|4JZFQVm(2RDR)|`r|O&^FsI(=@fx8G43kt={vueXyt`XT5Vo>BpPF(wWrJC8EVxGQ~^cp&sWXCM9;%%R5q z+!ROVtFCdn?_JUPrIkh&8lHXgN@%6M6qMzg1+|@eY9(~Rg&(bZ8}L5hB{`BmYyH;@ zXEGp@X;z$N)P(*RLwyquexcb&YlJUp(k(WhQ)&kGR(Rmy6LO49ge zjf{y1T2^uv*;BDu?>mnV;h~7$B@AnGZ9pEDqI~e(Qx{}E^FI?-Z#R){{e-UPS&9S! zPfdGQZ0de19kve&%*`6&8=8i^X3$DtP>2WjCE6IZ2LSE_c_le3J#Qk7ZT&nEhsjmc zCTwW+s^zxW(Ut$OT-~pm`fv-*!}W3#-%8CU2whkETUjpR0{7&G6QCrDQjl1ZXWZF{ zQab&=LBu$LDqC3DiwK2xZ`)$qAI6(=$>>8Bmmjw*LR#i&cN8PMvYeZN6SLxOSe3h) zG=KabhJrdc&@~tS;z-;or_usSuE$WPB<7~o3grrqiDrs_r+m7w>hS{UGuo77 zulPx6pXT)Y*XpvJ98VXE3}f@Uz~=iN^wW9(FRRI?_*2tq=(EaG3po8945%n z1YZrR12D)(whuqD!qQkxF0q2UsXQz&=VLs29SNV-J_w6+fDD73x2{iW;9n;R$te$c9urk=^D3jx8P+I&MC;LKtEJGa+T~=D&5DQ!waf?zCF%9pHsf zuer=STiuwWT%G(SN#vcj#9J}3fY~P0+!0_(>}s~EoaT~$5q~@8P}cS48?ZF7a4WvY zu?3=kpn7cabrY@eZu&?eF+DeyEZp4C9U77tOkP5)tNwwU4xJn>5XzYI+aNQ|IjEii znHZ(iIXQWID^8^6%el1u09fiDFfP?^*#~kij=n^v@MX=ggh%RmdxhRL0F9uUduqEn zmRU6POfe8!;Aw9Gx4fvTfWn_3@M9=!R(HY3jG4Q^-u|EN(+LmDz7!cKlWFR`2XP%X zY9O81&061dOeAwW=en#!UWTo2<<;u@x_)uf(X8TqTjTaRCE{mhqA^xg>eljp439V0 zpUXKz_#ab8Yv5;G{6Nm+0&g({w#SNs?ojXpF_7bWasY~b(UE0;qlb{Zp@p6iExTox)ImG!1R0=|o#Z`&O2@fy} zuz;?QMWFQ+jYlslQFg*9*GvN&E4zr(&q_XGxSf2%ZHL~d-Zkcg&#&V}1h7(iP?RRk{*q1B9^Ti=j!}^*1B7%z{xfHeSlVsy$pNs4uw6ZN2>W*1FHoYtwEh; zc`??{Rehs&DNb2{I00_VJl~mur>e_a8hA2ufm_9l4F5_wK;n?Rd*?#jY*zUB88th+ zuuc~8awojH`_cbCyPY`Fz^XPkx~TtqZlh(hyBBMovaCcWF4JDzaKX62_HiFqIja+OjyU@~>zXO|KwOlJCy-FRbZXrb682^8w{ofr>;4#vumS>8+-$kO0 zvr%?&#1k8Fn zM~qjpEhKdl-^8U`Hf9tVLx5)fE#MsDmQ+1r^7tBIR3XhBYg5IykGAkaoQF#d==R+% zn9^{|39rm3@mzF7vDb2=q!BASzqg%*7MlrGA3Z^M2;^o2XvhRrJ>lO3HOELW9N+NV)6Ag%%Z@Oz zzGG-f7;oxqJU%u4?sk}6Gj7=TIOJ8FYI*$#k~IoD_J-b$OsAgBM&V!2K#vpo)oV#9 zKp7|BL~zZITZphlwm5q{Sxj`q?=oVnhxJ&XFyWthBxUH$h8ZvTizuMDp*ZEo^2Dgq z3*V>xhc+>=8}P>&-%n5ec&pLRU(HP0_>w~IkMIaHr`2_Eu0hxDy>j*d4a+}OvQ{B$5))!$IU6${0{qHyu#mC$Twk^Gw&To7}_xMPIWu;v`xCx z5~m<5@9jac8r@0!iRBzL*g3aOObHUlP@+YD8if_a5uF!P78k>qG#oq~y^lwYb~xmu zq$CHqk`l}S-YqTD*mesYt;^zWfw^8yj^vAFwRwTohVCGM(=P7354en|=&@_v9+Mn? zGZqc4SK#rn_Y-d_KttHK-Z~;Wj7Fc?nEpKkLYt}nM_UQ4Rz9z(`h&qREG~lP;jkIu*bzga3Rmz5w7zWYLlA!xD)DIQ?RgS3mRpL ztIqn>JeRk3#YDP0It_F3|3s)dW)udfgCb``FM8nzPc<#Ur=>dA?awwuAi!uOm^JAt zf4f}7J07l!3*<5=sJwgsF0N5Vng_t1gj^4cze-7~i6a><{YWH?UsV>~P59V3#GN&Voj@o(_r3dK12^-{iMfumF$B=S_iWyE#G)lOiiQ%hU! zNsVWbo3OH`$O{9Rw57vQB?dZ~l^TsNIKC)PkD*N!w@79Xa#g$j_4wtzq-L@e%HiPi zkqF@l0MZlNLp4muipQZtz~3fWXuy#TLIH-|u8nQ`%_PO|?-(_4aag(AhT^5!`s75R z2y{7jfh=_!2kkG|{@@~tsq|iLX(<7yGTP14tieAh)ONQ`_s0czne* z>N>yIYkj2Fu4j{Yxc7Clh%5})FV_NJ;re>Ggkf&sLrYnab7A~jCScbRYG#*$5?T}z z4n38dDcEZFkX&_>T8=%YKXik1kgfMq5rf*TO;xYnd9@-DPM6QvF0+$W9Tj`=9RLnNW5oy^C_|=AtY8r8)QS%U!0`itTSP`Xq?%#T{ zH0mwNmJ$|pN)oj!C9%>kzNx;t9fi`z4*+8LM0FOO@18mQfot2m-`c7`{7Vl$&g#E1 zc|UAmeb;)7d)!A0C-mzyR4#vj#=5oAiWqofiq1|1EwVgCpMx=6R#H(Jo>sN^IYz>r zMyfNX%Hs(4-X0Gp;&4*F4xzTIO(%v@iZ}$@%e(u_trQHwJx9=6e>`5@Y3#v9>*iF| z@X$xmrO_2A4`c||vI#X3LZ&4_5DisIFB|C}D_kRg9g=%lWvT5lSx;21#iUGJgJNZQ zI<-{Nb-vI%oX0;~0c5KuKHO3;t^@XA{GJG4+Uqh`+S#@6Nn2k@fgK4laN9fPj<97_ z#oy+eB>B@c+XE4n^-Y8V2w^EF@Q9RVQenR^?Rx{wsoj}zn%~qIc|T{|pPb6ACu6xG zEXa^&aolrWT`PxSmqlGiIl5JqSHY&11?3kT)gP(9hY(U|*;A}08={3KdJ|rxSi&dy zjDvS=H}O8j8$ISnp4Ch}QBv!|+~3a414UVn3#7=p4UoPq?4S>YyO}=z45Qzn*EUl| zz*Fcj>+r->huj6B8CAFffsIAvVx^i0Yr6*(BAml_4&S`aQ%)qs+IK7DL4zi9Z`8w{FmdmrSAF2ocU2Gj$(LuS_7$<0-|wW&<#gt8Hs zy&W7msx_xs^w6CMEk%v!`9~wc<3>%I^M^3=jl*NzP#t0!NZ^?D{j3gJU{*aJXSYE7 z!}%GPyp#o2i9oWekns?TsjK)v@2Ok=my5qfrx~ADGcJ!M&v?IG>entS^Tw1#GL+>lU`o2ln=e`=V*g8^+a(NSAdpO8O7MV_o zu&+o5?z#7QldT7=>Z%m{oPe`b8tzUI9F)naDK$3#X+4`{lA_5pU)3Z&$lL{DuXcMl zf}X46CFpGYQjjwn5G?_bEXx2J?@=bUt~sU+pAxQ}&)M^1qEWSLWclNSr4qg^mBZkr zNe>^3LnA<%uHtFqATEor_XNI7b;dnj$wT#V9<$W+s8s+ziDh)iAR|MMHuLn&yq^}p zxuy8i?m*?f-Dx<2V%mX8+h=A+N!mNSgEuYN>QBBUE(AlHQ>ly9^eZgdAtjVPQF3Yq zBNlc2P?vhM)0}UNKYoHh)gQZ>wXxoOYO6y1%heZzx?>C5DF!hsC>i$INn~*jf9G+t zNupSz^zij98vcqlPo}9+;8aJY+5YFgmNvzf{6pUX3e%ORHpM?^o>MvD|1oO>T<}?eZw+lb?5)N(WZ7dWiYyq@*P2zi&Ac@q4|mmXh3mYYm&cP2Cq5Ourw6ORD@NqwB5Qan^^3t;#sr!%KqAC ziOzKBP!z1ymVbiAy7)hA8QGsY#T%rP2NIcR~%Y`=Y*Kc9*@-2mQa(8>Y|KzHONz2ymw~(UtZagrY3yC}Vcs4MujjyO^-t3cnArt5eXiq3)p5ym z9gJQ5%m&+<6ECCqc@R0{We|U|!y>XKN^rE|ht}7&m-OVM@c42AC!M6o8LoEhF&-=i zPWGqwg$+X24_Sx!oqo=(_q7Oi`nC)pNuj`XQ-ZTP+$B(`b0xjtL4exCHG!yuvaCy>K3#Z2q%7gkhegd_la(Z+dS{L0?|{iUy5f%wB-ItHTR6+391IVGDS&4HJzgm zSn6-XNaD{v8NUcXcP4Li!gp;=gD^cArj%5XR7Qq0RM1SQ`4#T3Nr-^onit;CtxNfL zllO7aAFMYUDvlySYBWKg?6`haV}eTT?#~`M(SC!-!%#x{pbo6YR{sQjqqRe}XHj=z z-Vn;(N?2TrQvAs3w})AvE!y2L3xLiEK!;;*Ijwnkv=E_J6#L#3aDMGfmEpC4FM+2Q zYu1Y-~IhLAdLHi22;lVyY|`j-;!ep4m1*Jucm-f24IN)$V+?{2D;Uh;w(f7 zGZ90;E2KXi!X5lIS9G><3vjkfH+ZZ~0Ts3g>BYwUpU}cy2yBaHJ*A0+iaA&(*gqrf z>Z@MkE9ZpJ(qV5BviYmxn-UoBkxBA{-j6j;1k)BjYPma*lUFidCVJd;nUC#f4)NHk zv#CkZi#$s0opi|xsoZZzLq@yH0>C+lh;SCF*SRXzu_Ngfy-i$o`ik$QL^ZL;K74D8MS78eh4kq=j~DxMVc;f1^fa`sEc3 z79-7-E)M1&Mr(zLoNU2~+uuPS4;{x6aCiK?^(Nvn%yc^$Kp{R4xOt}+orEV#WiI(X zy?-2Ij#iR;5x|)6=ahZHhDIKbC^H05Y6E%WCkI-258QFm75J;GR-T$wFjkP_3FRxh zlxo8nVvgT0U9srvC0tqjRIe9ipWr{4WI4Cc!l5*HQLyJr;wmW8|DiF&dgTO}UvQj8 z)Q^a$QQ{P!5fb11$(mdU49UPB+mPo$Y#V_CiBvubO{_!9_zf`CcbALNv6eoelMpI7 zDb%zkj0WzzxcIOf&?0@^_nWuRsiM#*L1c0|1U$|qhY|sdFvi-a%MA2zAQH*FtA?g2 z+dQJGYBkFpO9u`F(Ew0&xtnuu>qmmQ#j3`v$sRVyQNw|F*@K`3S}sYgvgZzES$J#dEzZ~+$e^eENTAT*#=THJM5y@#4| zYWy2!>o6Ak_pf0wyV^+(T6#fwg_mwKp^CJ0gKsGU3aejJ=lFY(tD^WZi#I)K`U`8~ z;LZyV^7BgW2;_`@Q&%6K`5^V%w1%ue!9oL{cAbqL(&&LM!3luzKjs^(*y!EE^ntVi zsI}j6%K~K$q1vtB%7xRvRXT-+<<+(49^pRY-a}$|8c zy3qgyfs`Yp_0juHD@95y-QPgtf^+n8U!kD}n$^AwYEHx2A!b0=7k6HMlR$_3^Vca% zTgcz1(DP}riZ2aoVzItQ=k$xbh=daeeqDjsC%fVbB@X(8V%e zJshMmxWAGIcBpvHY!Viy`V0ivyb2*q3J@;-66EwbXO(*(-x$ARywrUIcO)_QQ&%Pc zM#i?lpjF~6w*t@t@bzb5p6|x(i4}OuF)$h}9Z2JlB?mmWI{#oN^}eqd5{3{kPecZ9tuTb z^K*_Df9ts8B%kZv5NGs{Z3vOo*`2JUaqbFvbf^CweF{7}Mm{aJs*=PnT8%=Yk09oT_?9sNM9U$jHE=jKm-Ximb}9o z|Egt#b9%o*`X+4Ohxt}%Zm_A!%>EB%EDdA*sw6q>cS6euI zmUzl8@dP$iJVGFpH~12XCt9?U?QT_H(y**-@U?1e%>2(v;ayR5?5|!N5$2n`eK{O& z3EyprsQfc9YA{5Rg^rU@p;GxNc(vj^k|9+wh4}xiln-Kicm?a#XNzg$MFNdrcd$|c zuD@?$+HR3?+U*i?_cYzY!fUx|ZqQhc`x@&23uIO*i_YI`y`o-5FO8Dj`}_G)%?v%x z`S}hK6mil=;)WOK$_S|Hk3aVU1B#|Fn861Hp};2Nw0j3OT#S)zvNWhTH&U^ksL1sv}?&mBooX`S1Me&Tj<&M3?mJFnc%Ora`z%1F$rV^i5n_(ua>^21-4 zNsJU?anP!2We5w~+Vz@mf6Os!Mx;l3Er4VGi=EL98n<~%PXIGe_YqF;wdHc4`j9-U z=2=gu=5`o~_)Ndi=X|(DaoPF>i_YuxdH-bBo&4S~dd=T*Bi*2MyY7TRihp&uE@3!i zDSBzd4+|j!)ll+P=1O)gix4t=o99Y!K=Bo(mNqBJxvcT+d zIs8Q+Rkr&Yq299jje5?mejK9ZxjLwR^GKI}OxP?LLZ|t-1-vOC)ukL8)Q=^qBF+O8 zs&s;ALqKl~U4IqH*fvBf1g}OS3fcu> z3e69bH~5{lt~M5kX4K>~4K99Cu+_nu8&s<|>mk&$B#$K=p5-;(8| z5x|;mB`Yt5T_v?5)geRh1ky&Ly)c0-BT5c9a>0xRWhNrsPF^rf2dHho`fZF%iDSQ4 z*tqCVO2cMO5)~_c*^afet}Fe>{%zz6p&&gbts=35mbdwXE{QiM^%;ixvb4gqM_0d{ zkqQ2;v#68?rtk==6EDx?mb!z2~8q{!xo!IjIHl=wCtDGKxIfa29REgf6`n!H!OKj+7c5Y$K{#Vonkx;?SC zo!AMmreso7Lp8COzs|{VyyWb<12GQB4@n;iX0!ayGR~HvpkJ44@d(6F)2#xV2aF0Z z=uJ8t4Dx>osHndu?pOZDB35p>b|u?y$s}g6+&I9%a@&}77N{>tTzGZdA{0_5 z_j9Lwf60&8IjB(^EbAI%S*O{9J{d}^Yg?FZfBoae^sb-n#0owKO8_TU$dI#`;)18$ zgGP$-wPo~c@M^Z&8D{;|`<}(L3OP-rjhHGjO9PE6)K5xQEP6rmLz!lvPIhs0Q8BR_ z#D#~V4e%8}1{Y-4IUqE5=MKe^S=B`pRqQn*_?`e3;9Of&C;!~PpqONG(ucAi`j*Do z`F#@`cQVH|VYBSPzU8n}2t##6Ya9O;(4iN)1ON}vZS8dNRBx;NH_&kvaGGO3{`NiF zzWuy&rf8CYKNq}#(^ai@M$z*!img73%-yH8eW*=Qmo2fxe;t?`Xs^77@+L}Z zsFE(8f(JvUWE$XohBC1Hd;QPehXt#Ab8yH9j`x4*pIkQHxI z{CZs&jM=jPE6HlLqba1(dfvzM*FH}D$5C^Se+{f|ekxMS9cUYsxjaE^97EzVxrBxG z1*1bO%+b>P*KlYwVBw1(e>uVPiZ<~6*ME+A+1f0nc8)t-9fR%NZh$=~piD^nL6yG-GjD>qIz$Us!s#N~sn)v!Q=1VRqOg5~roZ#$t zGg1o?dN?qRFGwAx2`@BjY~L{c4~}7PEVHh)8uoyR;Qm$@;^} zE|&r5+zTp$V1$@3xZAd|el7-HxTYUJw_@pckWF}VqajOT)~i(6fe26U`z}r0AR-lL z-{-DIr&L5PTBeV?>N}M1Vx~I@r(p7;I^&>!|8rfwxC#U$FU-4SHb2AzhfqEFynB|pjnkorC@AeRN{=I2nv(y*w zN0c|L*^Ezzp2xN1KoPpF5MHAOEFP7q;FM>|&qzk4NHdr3m9aYHGf5sGp)**OYZCCu z@D-^0Ej?J&91&f9v3Am_By;?0z6T2i!~0#s-iH3bLY|~#B}HVhw_54z#ozb2K#|+< zy;~{)D9-shRH4qkt&bK=(11`EqIe)o2Ga%uO?Zm)vYwraYJ&?$ zZhOhj)4`TOR(Bn@5B^Ke7S-QWm+F#&9MgAE@{Ug8he;M-aX7Befe+PK`I9P2FDEV3 zDJ^@+qr{IYp8OhNWnO|aWAZ80S%6EBP@+kc307i6*gCg^hIk(sp_X*oN;+Jocp5gQ zxwMc-4kUZadj}kLFRwjjU3U+{grj(kg45=YLaD(@*Gkf4@O&HRa znMB)&5+4Zt4fNt$4Sq_Puu>7~=aHBx%q@E}Gy^L3LO=UG$NtM5FehtmdWmFuKs?B%>a2lP8ivku* zSoWYu_8(_kqZXr7^_eM77|=&6hy~nE^eg0qDSpp7<8DU&&(#6JxBNu-8BtS!!wlbE zgYj4p02_R&OFQ}%P&Rd#|HTNHk(ZJuvSl!JWHY<yYIYid-#oTn)&Z`*>ZmBsb^H;Q|FnjmLYkudDE*(e+X)hE z*UwBz?I1yssaa@eB@o7P{JGDa8?^}=WqI+QF;zsXJ!@}Kqj#as`~T-bf%Mr|QlXVV z;NuoPw;IS?9p_aUi~heP9vA1b+aAaju;z5?#w}&eo5&7>bQug(=ME`oA$QtZ{pSJ~ z8yt9Bqur;kb18sJEg~>{G@M&}+6i$4fm5u!B6eGki`NT|7T|;njIQ;9A9eBi5}0M{ zDHTL|9e#rQ5Q_CKB3zbHzBim`3or9g=oRQ5oSz87WTFGJx6MNQu*+prE|5W&9 zmg;XvByCw8lU(rwJgDW~2k=jrYNJHI9v;UZ)6`;${JVmeJj7-xF*&8$aqL(C9|VS_ zVMsXqMYBNAw45ROZzO7D;i+W>6pO%e8W^$rb;%&)A3{Tc74iGnvE#UC_(1ytZKB2_ zw&_yfFx(fQioCuYp4VTU1(@)~9VT58BE7l4C!`;AJss6F4y&MAdsVVyzTvI>?Q=WE zv`B!q-(MY*u4Tt3j6Io}7P|KF_~)L*BL!Sj`R-VzzR5kK=mr38v2_<$eVaBlIj}A{h0wPOw>}6}mGpDPgx>nt{k22{L|yCa>1Hw{N^0`#Zn;QR z)F0L_#QDRjGgR(~;!j6wO^NpLha@HHG{2M`*mQIgDmA8>B(Wt+LMyEu?3*nO0Pp4_ zrI^(o>c9z)t2K;_^OOc3r{vB#zuf0szVznd!Z|R*6@?!d;AJbMQ2Gjo2c1Y(UX>|Z zAN@zKWP5V7ei8Muf;tGOCU~!gjo1j(TJnlf6)b_(a)$AzkEdX#7hS5j-J)*2uZ03` z;q%3Cf@$piX)Jb35BmO%OEPv7e=@rXsbU_#X8X!k`C8vUYXKdWgt9}m`Fii=`Mfx_ zgonSK=8S}@d~og4=(ZA*qqR_~Wz`IWU>iAlEPXLNl%^9G92icV{xVee2V6@{DM}RH zT)PU#;)OX{{+i3&>A0Wl!;XmHKbGq;VxEj_LtDNxxg$=cHoSTjX>>F7;R** zq_Ps(chwMeWQPO)Z*XrH!f8vHGt3t-z-0xWpHm&WA)T}ZAk{uP9jMEvx8Tp#+er61 z9fSig8jz!nc(`yoJ=0Omp0u8j-S|EhkcS6)O^!F|xOi<;grD3Cz6{)MsHuD5g_p=O z)Q_PQk^Fxn0bc#ZGlY}RsZ^CX51QUX6)$^RCRCT2xOP6+$_>WUjZ!C-ynWf5tkEq( zZM>A&qI*gtl7YtLCqMRSfCoSz_IH*)Zd}0!Ow&D!^YR6?|0o`Y@rUscd;Y^4HNCm8 zreB|A_$W225zH@>A9Gl(SAIJ*dsImez0UQHl#!_S%lUHMszDg6{DfT{e zVKUU)QGNv^5+q=p4393gLDLZJKV|qK0To(o`BVe&o?ujyywqzQ71h5h?mylI07oi` zOA8##ASip7c%K%j=^^MmZ5keKxF?N`Sfa_~FgS@E6PXO6M!S|)`Vr)N*JY?Om^&7? zT;} z`bhIIY2U|~U%#Zs2ClAp4bU3Cstfo5J@t>1LP!_J&FWzOHmahjlUTINn1*QEgh9ZH znC%e5o{abo;|jLv;q>#(mSB?WX3o+z2ol*ln;SDT~{PH}9M8O7rO=Ti|u(B$8tR9`bEq6@Bz_;tkP_V?^Kx6IUg0fk(Qh zv@Gvg`G>2cPjX}fjHwxh zh}D(bt6;P^WDXekN&)hsHsDN>y$?nlU?ZSiv%=m8eBc?chiLh!t{x~SSz|l>jo1IF zc7+KIaU$-q)7P>CvkWfiRk33pEAHC_%kODN%zW>zfRFSUBgX{UjQ|D$MAMO*I(7(re_N*fFT@qjXc78I!Z8q(Mv^vJ9e&q(V@?w)intHT7Y`&U2|VwYUF~&JFnjQh(rb4X@4C0AppxAnNA- zkE_3osw-H!Kv6;n?h@SHEd-a~?(RW@hT!f53BlR8ySqEV-8Sy-?s^yJJLkPSF25K9 zRn08XPbzF#G{;c}{zKb3>i&dg11dDwYs13oZTob|@3cG+dMNnGYD z*-;G;R3d&FJ-OBhO+?$r2Gr2P%8TlunKX$?uaw_^e;=uF^*(Yrb(t}80!Nc~d|nkx zol69S{{TGQm6{nPDnPLKlxOvhBqdr30STNaydqK~AZZ4GwD-f+ImI-w21bRlaTkYX zkNNh181;Nap#F0x9-m&~>)Y)qKTr8#JN~OnZnXKAW^KH|7)G6XYtp6pd2wj}rp78n zD(C>xT2yUGM1>R=##M0X*OQ^8I12CPZn^`@sk+6=M?N?|bQnlDL%aZEZ2Bmg`l>3# zd#Yj1L17T36~z$`o)r1PiwF^Gf6UNdGLHHX#sdJao}OzDrG)zhmi zJ{_R$Q~mgdl@xa@1@43;((b@9?G`A!(mw4Dq(tp|HN3_nK&^>M5Z!%#gR>R->q=6vFA_L&Uwx0HMPEQ8q8Y zcmHT-qDbEHI)oYS%EYt}YH9P$K=wC67`n>v$#X-g{nyvEV0FB&g{qg=+|)V`E=OR{ z{K=pd+eb@Y7<97D$gCPpE_N9j{j*M*>g6O?&uJsQVN~Kyjhf-LnVD;Ag}S-;`7_Jw z5u6;ehWWBpv1z>Js_tqvjy*jK9Tg27zsJ6D7F1c?_PD*_u!FTy9VM!zy|Bv7aJdr6 zU?D*?ZUh}l>C8Koh82aEmBQqdNDRid?6r%7CL$=2 zjU@cCMNf=qwy;k@waY#6P+r%kni9~k=1Wg@S;iz(1M63f7wd#-?0dS_=WfMn&wN(D zs;p44ThId>CJAjwSQRPF(*zv`lTt>{_pkq@U`xY;k9n~XSL z`DZX<9EWPEbK}24R+wzAR+D99eSoA?$T;ip%Gw;CE@7-%ik&lonNim_%2B;$J)U1; zz{7#;S(4`eNF<#QBu2pR@CjjeyKB!0VHGHTL!5{OOj%VEenp4RXFq|B0uL}& zP>f&J&d( zI(qu|ox!0VJuCVNK|U(n<517rX_WF*Zfv7)BGe9*ug2y zP#LXFx}6$lT4BXapCIyi2glF&B67@|Cl|RxrfoESH5MU=J?M|z>NR;1$q{qQAb$7`sZ%&(&x)B6|dslhTYBF@*%Q#@7BPM5*DnAeuM zzk)NnZf9&t0xlku#Svcj!PkoigoGE#bfb+P5JJy<_S z$Z?&Hjdb$)lxMrAG372|`uJfh*y{ggaOoTA2(2@pybIi)qbGH-8NP5^zVE(qP}JZ4 zH=v0_4k_cfwFHwhxN2Z-YBV~<@v=w$vLwajL}ka+o9axQ*#6zubs#;qxkj8U23+ zJC1mk-5IH4h`5nv7-FM%i7xETvn_1}is{YzWrOrJoe|paHovQ>jOP@&EjAYNq4?bG z68!wUp4@#V*c6!H%sB`(&vv1pu)-Jn^Qbdae$r$ocJ4AA z=V5!YFpu1wpOxcjuq3&ehll91uKyPt0vFwG^*VNiYwa-%{u=uJBXOm6iAknl{|pYi z-yI~py8`I@#NRRnp@4xV^!vWzt&&$GVR}{(@Hk>S*|KW!;I%bA*oZJVb&|LzbenKZNY=%AuB&kyMW zTfz1sXmjS9Q0L^0PGGUCGOLd>M?K%S`5r)t@ zU+lsSD~-$Zyl)v{yF9D2GMfcP<+@^LI^9SUqR*PoU1~Z7PxY3il|O0 zN{#+MEr3onK;41t=*mjE6mcp}c~hnc;o?~w5NtVY!ia8!3Ym7Fs-yOX(e;$csW01r z8>E1B3ugl&lF6E3sETRp*wu0fja*#Q*iU`FBWCWIsn~a*z+Pu!I;Vh=&0b@kf!=+n zMnzWGObfvNv=&=xk}yjdYt3&@3<54&pId}CX<|>J4-TP`s}iFYp-u85nZpfDhr5n% zKBC~|HL9`h;gPbh(FHaMslC5Z2yFYTu*!HeO6*4>7IqXk@Z)@pDA&P?iM$9I>1WY$ z^LWJ8t|lTJ`Xzz^MA4lFjthC^C9aHV0Y451X6i7QzjQ*!QBQnc(i?$qf#9aq%3ti# z%=8hxydv|d_-UQc_NtOr2|i|Q{IFvqU40`|+C~f;k;AnX@MNnOvN6Fm<~bpRi&T?d?v|s<1DRA z7zJml?b>Opg6i~FRQ*RA72%ZVkv;k}F#<1Q(0G+b5(oumfWSO<`+H?fR^?% zugnV8?-f@a1Zl{9X_b>K-sPBk{g)dCV z2Npw#|Lwl|kDi9|^^gH6$TIguUl?7t?)EN%6?i751;d7_ z`Br?4a~zuY85i71z^jqr^6QUcV)xU`OkGHSUb4B{a@#eePWh_7@&dN4b+geENi<02 zbzra*)EImL(>ZZ8uN>o}Gb=owmF%t(dPVfuU#D6hs5wUDEOk00JpQ^atzXlTH+JBB zJ<-SrTkWs)Zr8>C(l8(V*J`hSn^8H%I5IA_`0l`7L5+N&HCdh>JBc~%kk$b)x@g;s zB!qwE&*!)8($awf%O_(-g*`o{_20eSaCA4h68hM6ZhkYU9`0l}j!!w$8s}yGw&8;x z(B58@*>Q;0YE`e@Lz%|0LE|6RyX}4u0O4Dst_s)W)F04rH{m8Q!td?|2to3xzbW^Z znz@C|hX@R2&c!1S6mb&!qfcpH^ss)=aX~C(w4*P9Q0ojP=u-W2(pyy1mEs**v zBiQM4Bv$=;1U4>Bn)Sg4-Od|?KW1hW6fL<*wq_dJ-X!tU^xDsNmT5b*oK`Z!dyC(H zXH1#O33pU1dfa8Hq(QJuzxEo;Nss?>^jKV^<^LyjblfrE7VXiPwR5$zn5hFwfSYwI z(N#Eb6s+mCmZN92>@#f!{h^6>4N{RFU?c^mLDywa%|)zU!TACAhRMWaz~k6z=Js8$ zOIR&KS5h+Ms%@h$c&^@MPRFs|{9+kWR!**$AxAl7t~UfZO*J^5oP~jVK2AE0!R6y> z`-xfC9eg~seL5LoX;yUQ4@20*F)=JSy5f^mDWuArSbOOUx7-A3%Ll@svEfq`W+QNn z5nq)BEiXG{95O0+=kE}7rghQQdC0lpdmdmgn=x63Vd;EY?D}_f<^ExHnzd^NG#qgM zuYl0?SzA%o%42qZ`EQ@u0WMYali%{MamL#X(2gnGT8U{YeBH=mo{GG1H0cBni-+g;M8N7<_S{b_omu9R$mI4W zPTmib@UZ4=7REH^B)n4676tsKQ%v$k9;|mK^5Aq?qZm1hH1c`?_)od^0 zTMS;|1E1}nskQhrVjz!z*aOjWbt$I6Pta~AKrQo765`P+2QZbjOwqU{=j3CQ-AY9* z3r+FTt9(sz1220noB>D1hNUF{;Us}=v;S2B^!bmp7oHh$m1c+NMX2)5J@yWL*S)w+ z-|w}neoA^vg!J3xVX*%VIzJo<*%4HTed?X5HH!*aOrW~jvM0S=?)|QtKAsFK)(Y=$5!XZqcTJj@?YJ4?*0_YM@~jgLrOvh z!{#mGH(r@g?+St@zwP2)?|Z(an2MruRFuL`BHxb}*TM)rQmU+cN~|G`g@Lz%-PPBN#C=)_V}Nf7g1|a!SdO{6nBUVa=j4)pC6xr^^(P%-iKH?*|0RL1pmTd z#U-Y@B|@&rB08Guf!~%86EpHdX$kj7YJY)d5knY$5+O!dl^ctzxMwsVK;xrp9efK) zKI16S6)iFu*N4{fPq*p}$YME+tT*0YJT)Ff77CW=c6C#j9+}R&Ppf(Uq<@c4UG>Z6 z(=DMze<(Rnh`cbE$|8BWYT|$ViRR)nyQp-qk)_ z$Z_D{>V==RxoUp-RX%U1a&+xRX*y@G7aG4e*=%Wjxg-cz1YF`LCnHm}XNRAk?LWdK z+aPg9U>*O0Sd}M^cDGy&L7c8EFcChx$nC55q~kPL7HvI7#82C#Uxy6ZUe(Z1!Ba_y z;byi>Xr^t8M1<~FiaYD_YEU=g!mKwLBdLoS&7pQIpDUyJ=ZBHT6 z0n@EwL->lBx@l^r3tpwGlxbAGMwns33vW;O+2`9=qJ{PTVUJ`MiYR7EHWjfShYcWy^85g-wTrW3Bxx#o>|r=E z$JfAEPX%gGAXbpjv-wnSqn~eCnKW|kmPaVVF&D4u2E-kImVV9%VD!=XXR!$Icu`W( zKtZS^raKh|&MW7@RvqQhtOZn^o5*e+xH2ZdOxn9CHZ0?*OVO2VyMuW&m8Z;lOMp$b zyPB`Hu?6l$B!_0;X1&NGfi}6V*sLfenNq3kW6prR`R0Y(A1tqW@BvyPCeK{-+ZwPz zU3*zxu?^~pl$6LA#Y|Dx97~7KqSdz-T5PAa|5>_*-p zlcu!QP$-tN@p>Lyu>GRfTI`x4Q8hj_yzh!boPh)jx|x3<3jeEMBqjD?7xMwrW|FRM zr%>75T7j85iIJ1MALl(JW)8dv9Sockt;b}d9qCK|X9KGMTXBT3WT`P+-)PxT8L?{X zD(4hhd?%gOv6vi_WD~WL)Tu}lzWxJ8<5Ap9AJA^FzFsSUD6HcN7Cv)5@)6q}c0Umt z2ARf? z0T3@mq#w+Bc^FlFRT$|!r}-`NUG6Rsmb`ur?2dxDBp}c%HzPd!vwUuEur5}*J}H5h zS$n);b&pc57Pw!*hLs8YhGkh0f9(`gRA4!5j3r(NbD+({mZ4H#Vs03s8heP?8w|5; zD?f-lw%w>Jbe4H88yY%Dn`&{U!WT7Ha`oLYm@z3r_?opI=#ZxoI&S&=8b`B8&7NY) zHX9$rdwvW?_v!8^Y5QOWM`htw5p%T%cog9C&InpVUN=~~=3WMq-87ZdD7auFJ3!lz zIYxUdkMmY#Ho)9G1Q6hff_E+$K-luZvR1j$^H7449&=up|?f(;n{QxdCD>WL`bIz+g*@}paMWASvG8SsO+~= zIJD`O=l{x6syIx40)QWpkOe#d&$yjE6VH1 zNICyT0c(J{-2=W8bGD3Tu8zS{)2)G~sa|iCjl9S+@M111dbsYIYfX5s*I>PO>^B0) zk~#3u{#QG8149aX&2*vKVdbnUg!?H@iG*87NFWP~XtBk?amY$)t#j(`=O?=@r#!B; zN#is!OE?+qadk!Kz5RMre`-)3K*<5CIK>^y>m!FM|LbFTlf|lAGJHa4z2D8TLd1Wz#5K`&t0Yn=)EB62hes)^ zn7Yjx^iNl$MKm9;96d-;EjG#Gp@mE0p|9CYh}-flGyN`^rQ7osaygf8VJ+ zXIut=Xb{Dd7xY8GJL!I?x=e;o^(mCYafdwCb<1+<^eAWxDID(MCiIpts=oK5Qp4sS zgaB}o5JpGrO+WRlE5Jp4qf9V_Ixn0W{5~3*BH5ZnBw}o#m|#cD8H(4>JTS@~83;n+ zzv<0fsBn? z)$R>djrLV3GG^EYY8MUlN>`?G^u?!-8b^s##i-lc=ed0|2b2{JdAK_ECd7aYSZ={> zAc7rZ21>pTO6zaxi&f7p>&l$eMSAIR z6#L-~rPZi1*qEc%B5S;vtydJ_E=3+8)FZp%gK&zLFQOI_-%euk2e?B7)5}~Kx|fg` zSuW(`fh6j|w?YB$?@lkPq^$gbsU zTdSw2nPu*OJH{!W521u-)>{KK8_4uC%H&jj^5bA?Wy5wTSh zWEkss?b}^)`OT7k&?P`55sFR=%T0W<^6f5M=nzl+NneL8-Jx=NCjG?g&e&A9IHvX= ztKsV)PEqg_3>NHt%$8D#UrsgSQI}X^#Y+$DPxD&>K%*pVQAmHY5^vqUvB!W_2(scEy$p1#b%jO}`OfU;3uccq4M8$Mq?SJ(=xPUakL zM$oYMEnf}#Ncm*84UV0oMs%pc3Yj6V-)mj8z)%r3QNP^@`0e|gA4u1D@*62h zos91>7yCE43DP8pAheTQw7n&|6Cl!yduoY!jaZej{VV$^GYC8+B6{1a9uQ;So@2n` zy7hmM?Rg$EjSSV{Rr9Ym8-$I!JyKMho*B$a%PQjFXW28`Yb^VrdMIQ^ zNv7!noQj-fEZt_V*ZviM>~$w>(0$)9ZU2F6ibgr8sMP-V)m@g~Fc|lAPB(nj7XSQk zkCQ6zFz!L;DdGQ8rR^3nkY4ISO}!M=ybuuqFotPKGZ=sRIl=44c>-#~UB2VIPtxWO z0O64T<6KuysgR3BHSuV226xh-xItIqo0P=dp3_zr@8_)gd?*0xq7xv>;aO1rfJ&Kx zOMq08>_(YTi;;NRD)6!{4OSpvc1B)*2ch1|^J^>%pn7tdOAu#c_58{1yt6)35cM<8 znTgu>f4KAmP{7-nRCX6=lBx%@ArQm?KYLe*R>b5C6k#}Wau4y*e^I{6d2s4aN)(vV zDSgrD5?SRJLVBhwaicQ2WjN-}xsce1Fmd zp-d2UpnaMK#C%=R4`hu_w+DC$g_RZpty4q@-~c7vS_9mk9ij{Q`w2;$f~E3J0EY^@ zY)d>E|HgvZ_wF>8XM*a>Nk^DRgT~(hSZp9j7BwdoWmj9kFWPuzy8ZPG(QR7M>a%kY}I_Ibw=KFTvGFNEyn15SfClXq0p6xUQ?)ebO7jq zvb2C^q7uw3cj;Z=rN97?0xjhL<6vtOsBC{SE8@b`U4_8!e->{!2ZaCWYi@k3zixiu z0N-#;MI(?MB zVUXacNxdEeXHzA_%^EihDbtqhHrH&T^N{h@Sn3sQ<4)lb@j4@-@L!{*yY1qV3#2o2 zm!_Ol4=vosf*pQ63!^*+_baZa1jYY(xu3%R3=2)@39z|kC4Dk23WHR_NY}yVm+5BV z{iBj$88KzKTlqK7x$eacK+=3jNeQrf1V2IfTaz`hWnUnw0hq*c7kiUe5MvE|x|}Bf zP@uULll;Mp=>EcJSyiEdXOSHd^#E9my~ZD3$v(A>dG0KN@Qyz*8k^YR?GyWrZ+-T{ zv+P~*KNhx$>K{y_Y;v|*31chO-_!t?=UH~*ugIS)uF>J*;35D0vx|>`t|#6^;s;E! z?|ZD=V5}OoHi7ODhi&`{@m<9QV^-$Ez={Hk1G(4_fcAqM?g7p1=R(#rPB zN(b<$bmpeuG2UEj7802>qF!lv;w2L>x*4agYQ-Q8>_PQEPEB~udp@(8q z7CWi>!R<_c{M9U2*G2rgB=woaH+2x%DXo@$`}FL_y~^oGo$vYl-#q{*g%o6XtQ?9E^uP-x|#c0aN(s><>z7UpEGT4Sw)zFT}sTK<0Bl zf!50uF|Yag!!h6U9faIzuVIy$c|Es)X|HCj7s;G^nA8E#Y5k{_g~TgLs_LLe08f?U zO;0^ONHVAZQ;%u7*OudPFW9Q}W4`EE=3l%-pQ&GN^Rq7vX4(7_B|a2pYhs+8wXye+!}vQJ#)h~ z*wBlK_S|S|5q_mYq{!I}0B8v;50#&_aG5d>Hr2l9rH)a8MjkNXpT!sXS%sa{ju(jt zGdef&>A8F?NH&P_IoZ86Y9tA*_{#drw^x6BVZ38&nYPbB-3;`g%R`}_b?W54`BK!< zd%Dtcaa=Rr_pGC(g}dr`HJbF+aW%#potF0ZYH!^5U@9*rLqjz#U}WT4PFHLQ6B~ir z-Sef*Y;sI3Q!r3tjW@P(S_Qxr41Da6Yg)D55nQPRo7Ggl`xiGHBHaG*yRXKETwmd| z#)V*cUkh*>*0_kd7cTu2YY-#Dx8{gbHD09JeIJT$?=#LNK2l_O zf9l=9ty?7x}_>eUrc#$K-$Nd4eIommh$1WQ~VbzC!wk$QpGb`3^-4#av zc~nXUbi&+F-t(t}+pm0e+WETFYkpT!Q zQ)gV@^i3LkAMbItS{J0vSoW1f$jbbD)eA4G$8Yd zHTC?Ax%C{9$m?2Zdv_NSf{L1Y!+F?8?dO@@qQs_T>M)1ihPyj7D`jQtu5!XPgs%0| zS@|m3a|UN5?V^*ow3Huq0~5U%2}{V{8XpK1Gi;w2?;o>sMo+>Vv;2LETKdqNnUB>7 ziDHqAUH~lA42N33VcrtZ=8p zYGluCaM_&o=x^{pPCp#*ct}*1D!b20yl+sS7T8;oLqA1B7&hL0k$bIUMZxdu-G-lQ z5kGyNmRz^~a;{&vp63w1z~bWSl8I0E#N6;}Yy6cXQyMX(2?uyTF+ujF*if_}1;hAD zxBOW3CxmKabcQ+3dShWDdPfM~PIO3m%6xFlx-wH}-hvd)PQ-s1o=JW!XGh^vg)t`? zCdQVd{IEa=w3k<*H(1CQ(tCu~eON>Uee5FnFNZy%0or3#Gv!{UVhdc8WCHh`4%k$6 zyrNo8Fho_i<^Yxj`0PJSHb1vHy)9f~_y7GC@{x4zXY={yJo5S0s3ldboP+-;bEb}v zF%4Zv#}5PDHl>L>2)8uqI%NP+zT`;WXn>jP=PF<8^X0I(=a+?4Rp0Hp$C}2Mz6bxa z5`dguhTDA{BCB;q3gauoULDerHj$vt^8Fq2ZFzeJ)A{6Q8t#`tr{jz@H{hIuMmE!r zrSJUIOQD?OXA!<8!tzqo`anqy>}D#C`ht(wD{zW#_W+nCglTCCeLi({ zgN>x=UtUKif{&lZr0?XO(>uI}K7{L4cAy1AK6lG}G#;|5!d(c?Q1OQ?T2unVD|<0h zRijgbou~(w+r6HgYY@=T5aIW%v#zW56!8H(_Vcrj-512OQd!k_>M=YXATyYizevL2 zKrq|-V?{S%??yre`@TpNIvSy{d0|+|&KZi{-fwDp3=RZ%HNpgKAo0Q6 z@%U8XC-GG^r+VZ*@R#;5Dq_&Z^Vk+#z;6Kk1Cj%~rJ>8jHAeu2Z75?12AyY~Y=H7(?*ofu7%BGJquaL~?%dN8YV|Zc~3p4sTMHEg3 zxCu!sTFU#q$(E+y$|OBp^4n0nL^faI7muXhrAT3meto;Ptq)IE`^2xFMYX)_9}U`T z;2X+mK4!KdH|zS2?@8_Ji~@<>ZM?&zgN^gFs4D1KwLU@KDCh~}Kq1njN|T?G>`3xI z$;PWt)P}V*Z4-4$+sE!2%Q!wTD0y)ofH8nbzt2!NW*x{aYz?#`BION|aL;v53A-FB z2(Y~1fjWAD^M~*xW`>NM`#MXrIf^SNpOr9sh;l21VhrBm=sOsI$>Yst_!*q2I!ag7 zeXY)DI#I1kp{8J!dYP*eqQ5skqyUNsjSk7c$66TRjXQ4r?)6@{RkrZJF2WF~(5WO$ zOojy3huGQ#4Ir8$;95vxaiHd74JCY=4lgZ51mFc*Ny2NlmHWq!bJPq-+x8G!nj5d8 zk6R<5+geVcY|+z|vr5u~pIm{M!T+ti)|kQhKd~=B(mY?M#WoValCe(*>44%l%2Vjh zm+2+c82v8YRvIlVXm5#ZW#%I^2d>RqL=!&ubf_Od$VBew06^RK8}yDJ5^8)uC9nX_ zJd*~XiMVMO*|00cspV{NAz#R)UREU4kuB##<6(lNhs<^;gY56HigtRUomGq5Fs-b% zdgns#orUCByzJp!Z`#;3+j4s*czy)kPD!QOwQ~h! z9Dr)(hiwa85{q_mTbz~5Q*ghMMu}HbVch?g!ojiBbLusQ}MeYA;PUU;<#| zNg&A8lihB!PkoO%)NNgv@IP6yRR=dkHD82B$o%}pjG3#1Zx?ECczYc{Z`weu-n~zK z@6Lo&wWZ!#bbSASP#yco8$CIqtz1}3G&EWmT_U1v6Q}#c!6QJ*>pQuaemLnYy`o~U zxDp7+j%j9D??;j_55Ar7PtXQU&GxBlk}Z;mLA_+w0_DLP2V3SE?sTr*w+C z8^y!+7+FG~I<)gAik|2X+2?Qm%Mid-&BYok3C#u2694X3WrC|tWQHB#Tpg&y+$Zc& z9EV8OXg^e{R$ii;l2Nmn|I{Lb^9p!$X4=j_!`?HeW&lUK!|QA4kT%yA{8ux@T%HsR zb5_{>=6z|_HD(7;?DeZvG`m*;Ip14X>^}S*?OtN){{xj67uN;|WS0zh!qbqj&tLl! zDr+_%>pL7ZFI#dWRA_U|Fn(|oal|=3UvFROBf$3|RVJ+`mGT%?T??cg>gS?%()4u2*nh- z;?jIm8Ur zkzJ{q*zxyGcg2pB$|V*63j$miHdUOl8UuS>i&D|DUHE0q`lh#1EbVTU4Z3G9eXBpn zPWP7JAW+w*EYz??M{fwbZUPtk0(w-GRi(V8hq#sk$j1@K$|Kn@$riN#=@T{1)AuQ~ z57Sl5+O@rEV0kyn3q)tT@gzVsRrQca8DTC=fNT(s+dUVW%HAyy2zB`GhLrfUHOd;N zlaFKI`FSVo;iU3nB^5>}Ow^Jai~*?Oc^#aS-7yYmhh-a+j<^$Ld)LY16$E-A^?+@I z7hk*baM2k|@mEGOyg)-yoyHf2WMeJ7FjyOd>#5b&Gw+l~?qlMB8^+=>$(OHwMU9k} zU6U+;YP++T(p&GaeTJVyyZXbKD)h_^JS0LLKAL+yu``0URgs50?ly4A1T3%A4KV4@ z`?V!Nt;PN zF`yro8H9ZXuM0vY1rMf`RkYELbOG08i>kLa&%||OaPUNaO|+hGFCLaWuFQj@1ay%1 zJUYxFVTd}zS#BN|Kz`3cfU}Nv3~AB=tkko&wc{UG64b^%6NDg)<^npvbL|&y*dX~! zPp$k>p$RtMN$udB)q?y8@NAsncP*m!yQ%M8x`NstZIszz5cD7D!(P z7if^$nEErf*|c^ruSWnNeAQw(FV2nFG3lSJ0vO18FN-AG4?ml5Ioa1z&L$b73d~V8 zEn1>vpT6&9)?t{v{n&`3bP(OIzz|chH)Q_nF7Y` z(81iXV8vE}7*NRox%OaUCMv29wK6|WwXxl3#CEw_C*?y+hV{W@9s!`401+wn$MXEd zWinJYSXdC~#NsqX#_!0^#!q+T+xU^j5577T%yTxN%=B-Dc_+ebC&4QL zvj+lC67ysdoDxo&`v%E0$s5A~+b)ilm=<+~x?5=@q7FvskDsL#5|`Atr~3`T<^fH?CY1d{;6E`~jWPk1&Jv#E9Aj%)S zqJ3bETXl!e-zjI>Pxjbit9gvg9}MA`Mro?LPM*eN>J0CAgETZ3s*3Xa__J;` zv81yLu{^;5L31b|GbHbaQZr9Ep_WK(K%EOM0_zA;vz%7~RcnzB+=TprA;u{^|nyuI8Q@qyuQ`#=k5dj4%ODkzg^IrpuM=#g9 zDE?WM7IR5cgsl*r0BjKJKttwzEBD+qcG3Ky(XP1eUHNXUYxP`8nq$5kQZZie#LA2R6d?&{a}0mX zz0L+^Dmp%J-B*6CYnrV^^ar$HA6bF`><<9m_P(Lz)yQu{E&`4>teic^e@WWq9P&S6 ziYhCX-5a3SLt)iQYx6`Z`2$U#tvMrH*583Pr=3j&m>WZICd^>XQ@MqD7X&_9-p8W| z>rlr`4eB*p!Zj0@QYBuQFoogk=n*$rr+!trwDt9WtIF|KHbB-JgpHm zCq^|;Yrm_**=wOp<5!JmbhmbTxdF93?jiotulhC=Y#wM-0;Da`VYSpBP05N>lg>HJ zf!IC{kZUi8av<-hZ@X0QngwC>O@k7qyf+MW+YM4Sw_2=#B;{?(SJtd`{$8x!}k*@wT431K6o znY-dFIh)-jDl4i8b!Hh=pI_qia~GxPDOeR?5G&D?cm`NnAVkHZj<)|WT1jC$)nNhp z%1>|kwKdqdnfySN0U)ZRdFWXf`Ub}dS0@2v&+dcZb!@f;G&Z%nBxiOEf9bo9bUz@OOnk8CO4aoKkCHRr^ee%{oO7ZJ% zjq0j#?x9etq@J2K)q=Be)JcU3Af0k9T2eRf0mg#{Jin=;ZU2Y}Ql%c7C{_@>U9rE-}S0tlq%Trr=fM9^e)G z&Be8{)hFUaO9tErTu+L{X`W@Th)mANMqFPax^+?B*;AkF~H&2@Xx^OTB6w zh%11y?jtuaKPA}qSg{DFflYDF+XX1ly7_?1Um;Nd<2`B=tZM}%3tZ0am`MFhf7-5J(RpS2swf3RRJF0dla;`Qv#02D$X%BA$ z7us#!I!T27d!nMs^V&+rIh|e*YKHuuM z*Mb&(iq^w8=`pr81`|(C>sE~gDn24$m=*QRspa_@6*+GWK529U^TkrSx-lYttOf;K z8{jOcUovuEEpon$sQ%y;B8g{3nMXNhC=~%p;mQCVkS|>QFzKJ6`+y7WEfog3HLxtw z_~8i&bhI}ZxGUK#djD5sbV-RNWUuf^pB|^0;cM#xEEKfq@TTek-;<&Z?~l1Hxj9^e z1OE<`XfL}SaSN#mTn2g1q3990RA5Pc2Veb&_eK2JK_O=KL=0Dc%hoRz~@A~@5`J@Y=k3W(lzFG^a_FC<|Dt#+j} zzT~pGY5~jf_ZA_r%PQkWZA^(hu|GD07hi$65`aM7M{cr)uGTXcv{i4J$wjF7-e?}& zc+SF!>$F>+2G9DLhzavCzl!$sVwSU|Zy@I{4=JbfDPTrTB7yI3VD=`!ylhuzW>6-L zj+5=z?Y6!CjM_^+95s?Np1~8p&Rz$>5F#&$U5J0GjPfLse$@EV1cG z%^+wKF?Wn>pna4#@pS7sA12YBsDHC?ycQfXQ#D8EOCy$wN3tQeEHHwoziVQ?@w)Wc zzJOd=Zv1GraJ>+%Mlv_T!xA2l#simqu4N9M{K{$G3Y#pCjc(Gqd;n&h-)`(P!9{}|yZ3PHYJmq>JY=fI}8 zX*;k~cs#Qunw|G1T`grKG2@J*){_c6TWJHDXt>$&C`btJfn)_(k`X(abK^G z3%R-9JH=nP5SAz-KR|bl*o@C#qcU6yUzJ1zYB!TMaupBG1xl zFaqI6*a&Z;=g{Xy3PMoJ#m4y_Ly4xS~l{4@j&k#!C~zpXN~@r zjTJF%tuAwEJyVKOz{pHg@hzdAvnCm^T1RiHk~{%ao+i$s?3Y&N1x%pAZ_w22e?on}47+-AUz@Hvdzo z1>NtBh=!IFdO!FJ{(i4LrML_Mzze zO)9T_jaV&1fU#g7Pbp|AEM!2^dWGhM>sK>>9w+56ZDNW)Ot08IN}{W!I`#bx=-dVIz<<;7G8d4<7!~BvYY$t_gkvvs zS?RkY>7Vq;pM3rJvFaFeW;$TnOcE`c!|Mw ze(Pei-l7dOv=J@R;R0Rn}yu`j8Bs$lN zMutL!^e}(wjG~f4G?zj{2&mHXJ7f75EDpk=O-=PE_yHAfDnMhxM*N<%J7$A8u=?Zo zVdofgUOfP?pt-S?f@mCc+!&8!1MRtq!uxlqYH49hp#bPdMmh?Od)abbZ>KMtIWvGBO+j_7+$ZGGHY<@U%v$daO`(LpUAZQW>lukfdC2PeB zuyQ5F9TB|c0qR3RoyzhvW|%kj5$yr#aGGDXC$lya3JDip`orD8R6L-mz>vWnF07`~ z!QQDX=lS<8c$%ClxxaDO)sg4?KW@NiF#z`eR~h^}dwi-Uz4!nDHQFAi@fsaOL(ydq zlod5GwlpWqJ;HRYCgx?-W6drt{gVsBI0sizwynuZjbToLu2elQjEc69xJZ$xo(`!n zW(>>~_k?(-=QiK-*ehTWWv; zEUNhMkpHK;BMocn%7(o`5QBioS|foV3ISQ9fUzYg0*VDSQubW|1px_*Y|4^=ODS8U zHjGq2$`YY2pzMpFf(XhYTOy$-MOlhK1|gaA0(QQcZ~9}t`8D@PzW44s_uO;OJ?Gr* zoEuOk_Z#}ice$dv3fGWSb#Mwk${Ki%Q#STVE=W9%7XciGqsahC9fNI7%>_!On$Aw? zyWea@a?WaR#Q?yKCKr2$c&)&Srk;H|S&4x43lU2}t+4ya)|-{&bwZ%I>uIYrThfyw zm4+|SzMy8ZO$|UH=3AA#{>yMYr6rmQQAOsJH?Ns`20fOv6)8I+4$ay2z89eARNBe1 z5}3R^+u`4~vKRbGz8q?1wVf%wWB5XH4H-ikgULAfBeicCT%{=LwjwYDpWM^8ttw0B z*q_K;Z1#h62y5o!Y*hbjM$+s?Al641M>}cim~2fvenRPFvH{fE%7N(jz+HdahUVEadXe&y#?VKzxDf3_uLsi`75X2W))`=%Z1#YyO6 z8!bV*1VzQov$VlQaeC>1=s9j;|R+7)7P_kTlqsyo75)S4q$yULKoin6x%~cBPSb+!wB%9q*k()9cIt0RvaBcj^XTmWUQ@J(q zMDjPbst81tBnuj1C(8obr{6>Vsf!dt0VWKv8a)(eqB7O6UHKQdn#IfO3Do_uvA_qw zNF?F^tXbB?_4?4agM;khVh+(|OXTS+(#nr*0@250B-GvPzQsEX(kJm59P#>Gpg`4T z$T$PZdLIOPfoe3?!$l8>l>G~ef-+b-LI_-ickpgFW;~Wn7=*P&hIB8waT{1(VDm)I z0?4C6q{((bnt%6J+wu9oVC)$~CwI68t~z2WKu7U~M!sl}JVF5eL;Go?`qI$*V?vc{ ztX4W=gXO%#DB`gGY=JUhZOn!P7&q*63BULq#9<1Eh&@G0hLl8AK13F`tU&O(yxkR# zOHKS1>u}K);o# z@;Jn?7TV_7=vr=n{3>~;Tg{29OhNZLBtdC;C{5NND1q1kb+SJkO(%TyRhl}V+ZOp- zHaTQzgwnP0>58fu;s-Ls;wh-de#G#2Gkmq++J)mi$v6a)!$m;Udn;g#jH3=^O{wZ} zR2mJvGQwI_g~G=3GwSDOg?P(Mz7i_riG~9OVw#hi+F*(J-+87f??BeSm<8^d&ny&}f zX>*s0i?yrrzX@=3bZl?`UWWT|abr=e#+8<8mzVP8ur=%G=$D&9P5NBTJy$X#btd+M zrplgkVya|uWm96=Qm2x+{?Vw-OA(wkJUJyei zz@N+QzG$5`VsDHK4oK@4%IK|FZ^Aj>nBmCrawSpWJefUC?zB?vk(r{D(xLC_<18Yk zhta4#q2phetI13}|0%GAEHHZTld(TVG(|0bMK^x$*jAfrwxt z36Cx>)}FGX{yses{hd}=bz#57e)}REHqg@oS1HkV3_Ilw4|U6E*KQ9J@5aZPknOj5tfRZeZ~~u)JOt9@@Rsy)+ur^&X4q zHnOy|9H{i&FgP?Mgp$~((vY*u8BuKx0!x7TS}2-^uVe6LQ;97p(#n3*CCr*X(w^X6 z)To+E#gEv({nut71n17kZg-^8Q^6Bj7^P zWYINuZqpV*%wiDt{NA9!yXcsuX`@FcNOA>Crc7;ZEqB7Co(8w5vD=6|eg7{vIkf~b zYg1;zCx5!$zppl32W|Zj`M|+E8#B-U$;rMMyZ=VA*WDu4qn$XkZ5Kf_7 zKY_)j!7XwjQ)Lgvs^2o2nQ;p`DyE^L!F7KxeBFx0qWCLa{7d%&`=756XG%zYo89f1 zZnbH>C1j2>Ygqv_nUC>lPU)`aMMrl?4 z`s-QVO4Lr*hlagY8u|Fl%*>E#m)(4#k&*m7pX5`Av&~^6qk$ifug4qHn_V0V=DbN& zH?BBJ(nwkYoz~g0qscz*k4!qBb^o+--Rg&6jxvjzLM!M|7qRrY)_L8;dw!x5&F3|3 z&|`NWP`5gBMmJ&ddf`x~ZFYN*udgrIoAwSqg+ggFpVYw4s}kc>$mK3yySl2PJiNSw z>2$hgZW=WyD?7WjW7Ak{c6+q0TMhLpk*DbV;EdS!bxX%|aoeAnhQHf18p)AHHT=_E zGt<_JG}TvzIB<5qe0kA>K(&ZjWIs2XF+}>=H#AhXYwxF>;t~@2d-q=HcZ-pxjGW6w zm@8CrysQZ#F<$iaTz~=T{ouWHXlgp$C{TeBGi@3k9_|qkAXyLE)AL8&(^HB*rb7>c z+aA=fp01gDtUMcO&h5S$mvl+$F@e@$?EhS4rIWQH&4?UBgY`t*)~nv6D0k>8V62?( z1;``$E3flbw`yu?3e>Ca)AVj2P@{n}$Ce;+h3e)m2YZBv%T4t&+bouby(229c$=sw z)4KVeX4p*L?@R)auN+*18M=QO3O)=wbhboNFjm9QfiXj=&(En|>l0LD)~u-bIXe`; oHu*qoxJugkyc0hDx8TcsA^HMqZUd(%8wKg0)nQWkHy#)M0jg}I-2eap literal 0 HcmV?d00001 diff --git a/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_52_0.png b/Dataset modeling for financial time series data_files/Dataset modeling for financial time series data_52_0.png new file mode 100644 index 0000000000000000000000000000000000000000..b1d71d300f16fc630ff9e32217b3cc333887d20b GIT binary patch literal 165355 zcma%i1yCGo(=G&eNpP3o?oRLocXubSzy<;=8r&hcLvVL@m!QD|ixb@4;VwDn`@dUt z>#w?0EzAxxJMY`_bobM}p~{LfXvl=fP*6~4pFT>eLP5cRprGF9BEmz?#CAsALH@ux ziGNZ@g#36SnukE%BRPK5ae{(E!G3)~Pc3^tLQe8KOKCf+IaoTontZW<0+={E+BrDe z*_e{MSbTA^aj+-nU}0xrVP(d>fCny2`xq&ql30_^`=R-@3P<1`v@xS*H;IYBQWNSIMln2+I*MOFJA4 z-P@B>oH9X{&X^aoH=quq{Ca6biU3S;M2fzv?xv}?uSc(M*}bTT-u`nOau5Ow`u8-D zB!*n+-y15Zu>TYdm=UAouU{S z0f~2tdp22d(Y=O%#GQ^t%)j>dq8OIux=gx=xF0=;2l=`C`Jdn23J(Geg*&xe$AL=F zo!U)z0h@fCd}ot!Q5T)x{G&D>3jyFPXhpuLi;TULt$>MU!uVEVR7FcZ}H8w&CrKE+Z1_yuj3o`1Wx zYqJ3$y2CeK5uQAv_l;E`%E@Ehh1d;78=ear)T(0XgY@*PF)16F^_yq1L7;$aX6xmx74qPlQ3jz-G`cm$4^r!1{7{dbU6nAlzO26+ zj-XHA(FGw=1AsfoZr>=w|M{i_*_RWzVHKmT@s!a14ZQCS1J( zB&b~6A)bOiAiL%Nc?Pap8B6TBb#-PPJV0#2^nNH4Vk5~W#DjMq)+;fh-mXDEvWtC~ zgvfpZ1zM(ZlaE#|7@8E}d7DRSQ8?{L-8wFxj zUgsNUFg954u-I`+c_I0|$2aa3Xolcxl(B0(2qa~R@WF6|zm*sSM!}H5b{z4Iw|7N$ zp>=^##C{pB0SAF$l_L#D3$V~*w8VqWFm7b02H*welp5K+Jm0@1O|T}WXw;pSk1?ZDnUMVlRB z-zie9CuSkGUB+KwUxjyyv{ni65Mb2&>HG(O0Ju{v zc@+Rl(1Ntk0DxMBGjt-}xd?21f!eJDJlyzJzWKU?zeDQR4r)cY;CpijMM@{sF#$|Z z>{-2m;ogimLp)U&1i~XXz7YO41-rP_+(nB90ZlD_ZqBfydY26$;IoUryXe1gT~tM3^Fl>ZRjGC?QggZ?pT zsgf4o_7Y#(1brv2(LU ze|O+Z9S2bhXBM2Ke zW_h8ssNrvnYXv{MDKe-Ds8U}=<7xod2>{lNKpiKg8M=LX`%6sOdLZ2z9pdTGOEOhT zWp$Lhy>|$ zz6GarErBenZ_(fe5*Bm1PUy#G0Jy#Zzzeesu}hp&`kmUH_ zZ#7=&Z1>$PEc3I5gwZPlSR6?oWAHU&;Lf5h$M`g?@AQN0N;u0}(zj0L^b6K51c(9i zbRUpTh(b+3vw|C*2*o};jKpPeSc+u9DPl1ddL@wCUbhC`d7-;?oEnOJ`W^{)OK_SD z0Q+bQ6m9ZVLUkJPS+NF27fS+Yxbv2pR*{(Y9r9V<+bqk;oO?!L=6~ZdD#wMN(5lS)w{JztHfN3Xwf!#glMJbo zM$WD(ed2n9jn+qup5-z<&*kt0)cy_Nd=8u}Lux-^EsWf-Ng|`XnBq)M&uD*f*Ron4 zN(7@jP6*#XJAwg?PM5p3c-&h5xyuN07mObiD=v}8i&T^#8`}raUD*bpm(9@tZzMIw zq4poKZyFI)oyH?PlquW_I;=L5upOfny_3;$m;Ltx2&5q&V2%$TE&BYEQ5fw%BH*F& z7fSdUp=T~-!I9*}^3TPH>=~B&-wQWqQAM8n@}g1xy}17K02~N^0Pd#yKgmyNhWh-w ze;@F_CPJJdLxPSU6b{^EqKLOQ$zFcdMbZCjacbNb$d&Pq#QoDs!E}rxwWj@U3OM5v zqAwSXpzV|_?8t!v6PJJ21bnu%qnWr^yW3&TQE@xwN1157WyfRD@5_4L!(;I#r>OY0 zH~#tWT0T!dMEj)6w-yX=57#=$mX2U9 zlM}=6*-|HU4TE7T+zsqAFLe&+Z%#cMGNS2HppGn@5d$daHo}NApO|&f>0|VT`XRvh zARD!D^1e!M zyP3;BTGY29MfkWGB8y#S@1QRRw)q8=H+);59PyuWqZ8n5RVYhwy(xb869h_}xrR}W z8e`5G*q9ZDOV|3N^cFZ?P6KvOt?DnJk_$}d*D}h&$#Qk`*%lX}B9SDs?g`(8As5SA zPIY17#~2X1c3@NgeX2folHgD&Tq4v7ls!}?JnA4YsHa?HEgglXv~;A3>B5he-3r}q z;SIPEL5^D(7D4CRYN9^l>Bs_t4=nDa8;h>o`Y0uZ z(K|{^6lqt|OcHa1nf%oO%m!Z8qC(qkdJcgkf<0`>RDay@JK&GL7~P4S-(`adSx;ig zMtxZxzr4?&x^PFSF6@XRr43O_LEV!Pm7n1anxNkz%A-x5u0QIEp)30x&UGuZxsV2A~0RaB`f&bLgq>{9Ys!J}(jIsbpuc67j_OyVvxu22= zqGO)941BCLv8oeiv*l2viQ*DJZrdeO6f7mi<8mSKCBoz>r+sU#k8n}r_=W4qI+;_i3DcE(A1ru443zRj6+kjH-N=_C2n zg=c^J*TN7P&bZ7*P_2?hK0<|ze!g3g9p0adwe9Yk4@ySWV6UUE(>#fP5fgva!XbN& zZ~P?M>1KOGIGUnV^V2ul3bc*`Gwru8hSC-sLVP!DGK-eeS<$LE!>3(KR7InI#4>Gq z5?upsy}|8|;-+}dZGxvLn>rOl#B69U@`eYQy%-r_dWsb^z_txh=JOFbm4~0xA6D$r1O&%|Wzzt8@s5G%KQA^(@MW#p-No@FU)_ zS}1Ha>kGGlF5SmGZf_n17E{ch3Z#5d+jn7BN{f=rNmh!BOU`l^eU&&_LLl(~HkOC5 zFMs{eHVaZ*>cfn4am5{sd@0CIxmS=IAT`GCcY$X-4ss2^;Vmx_sDxcAnf*af;Zh6% zZ14MM|IS<+q{g@^Rkz{Z8JgKUF5YaFz02R-95(6~dB=|GH=8EB z_pb1OoA>#`u{4lk_==5#0ABQ2k9v&I#j_O~mr?(leCjf5q0U9*i-b@jbEea0i-?Y9 znzGdpf^fKr?3S)z_W>lkz*oKZHCZ};=gk=D$pmc|s%sA1T^5SUF(mwfA-lCeI`6wn z`2ljXm0&bfB8%^LoIdVbXq(E`&l;#agnsAhWp@;a;12tu7+d0D$HPpxdFVlAd=~Rg z+AaNas%~!S#^G;H1kum9j6Muq(S5&HyckcK_UhO8QFkj?5#~wQ1H@z0mzid+YMj+x zGbPh7OY`rAlXZ@%dHVzX8HpAq7$Ubcq@Ip)XAL&vLyemHu(Q(&3t8UqB#~8>PVBbZ z=>s>}JIeg)=}OPfW6GL5`F1NQL6$8>2Mo_o`eN(m=YN1ecA1wZW#su^yYoi9!_gVx z!{*Ax)CcqPUm(ysmtS~qS0<{{mVv^!^u6cHAgX`3T&55fCEg?9-?(ZSOK?|uhO0Pj z=A4a_JS@(*%idzW-oyBukdUCFsX4y3290yOuD#IVu1=Z2TNDsKTeRq!HgF4_qZDRw& zxZ`gTc{dgKKHbdy4CHw7NV74yo}ap&UO>fe`?%9ZDY@&n&HB1F_P1kA*kM4HAy)S%w3eX9GFK`E7$;zY6e$Yt=6b<} zn@-YPP$CjcBPZGzb@a{Jj+f^=EwIdL>W8Bcp#rA@u?hlTiD7p1JNj6&sN(U_p38BA z6^jeYtdf$oreWD=1Y8oLv!-eOU@aHcY)&-Rb(plsjDzlJqyKTuAe?zl&Q z*T_^>SeUkYml1sd?tFSEGw`@^me&~lFmbc2FqIZq%th~jyLV2=qs1-GqwrF>5@6^q zai(n%VW4~1!eVvJ!})6xgW-0oziYvJ{MeSLy6-|?_(qpcA$q@W$h`WSY)@W4Y!X}%-@0$KCk5!bjmBs>g9|2-~^m?sdcWi?aU(4FbJV}^xE9UB% zOwUd~ygk$-&VgjDu$2d0(A@T9@?=?MXq>4&Z5CSO=#7P^XNqE$b#@P@E#iG2&9 zz~0G;1UKFBVx6Kc*Q+OPv~X`O>!m3=kjC}CE`{1xwn;iWS!6Wn9d@}w9Gervuu^c^s=F>!GgFPDs1toCW#&cPA_ zYfjfoM8ht6n6Pfy>qee#xJ8cdaL^M4_DdMfT~}cyfqoP6ga#Vi8x(-#R5c;4gMpana~Dxm!EdRPjG44>-+Ir# z?P2ZHG!!acTkOgDSzWVC9hg;|UF1=gxf{uTe|@dmToD_lkx<5F-`_>9iX--LpDuh8 zRI|*+BWSh7wLU}c&7#0ED>lTdl5*&1DTHlNq~#}$lcb1iq{Jb%fcNr-BywuTZqnHe zI&mwvv_!c=&ihH)^Bo!*O|%flnJxSWTXh;vPr*3p_to@Fcs4G395Er%c?uE z#wI-8YAWBPGnJs8iCeBC&y4$rq>th7uc1Ys_Z2vmXKDiiTf7(V{~!UY8Spe}t{b2U zvBTLD2ByQVE)>~pC%-I>QaWpRE?tB@$fJcTFHx>0QVG$DH@ufADEAi>ZHY?8G4Dui z@N#{*1t=HH+RRT*wqH&v$@GVH55N0eW&7(Uy8VOsjSUyO(_w4h`#B)jI4EcWTkv64|@57&yH?7#W=*SXx;a{YxUDj0%%*{yi=R*G*| zZp7Oj3_ub5>%ef>?jcI*3(bMuWIU6#LE~*P50SfTzC^5iGb6$9Io54?2`BdOLNA4f zOwH|b9X5L&rR<^!X7Uz<%J-t9CQ8l0NOW{RIp}-z=xAra$ zy3O6FZMzTUor$X)w@>7jATvC^Zz3CwQw`lPTw*X#APHA4 z0_v&0>OovT972|CFsLlf1KOVL<0eJ^xPoTf*9d+Ab#u3ae=Qci$g@JMW$D?rl#K~y z^$N6AEX{CG$|eEd__A06gdrxWw1hAgVU1p^Qq3M`)Aqp7Jcc^Os&i0TSuk0o7*mjJ zA=1$*9#f(7#cQo5fV&ylPZP=SuU{Uxo)*7VTJ)Lh$Kv4@ZtuFbDW}TFR!V{1?bm2_ zK?}K^JZvP>6x3`9gvmst#L%y&P!8KTQ7(^^#YqOkWX)L$X+2Q*LEY!6IJdWEHyigN z3=5oR4|=hoe^czH#ZTXPBZVe5FS1^U$Ho-!gMPj;7)<(2yRu4h`sK2O9)h$?5NOqj z-+9of78+{EP%_SbSElneeSXQ#*i!g$)+v01w7pE`W|C!}mpL1x_ZAnz5leWE;NkI}KUhQ|C z8Ef-$BAiBzCN@oPZ&Ewzgixmt7MMBtOl;*>@WNh|*`OSh=T+&;(DReW9VD^9RuZ|( zw;|Be_X&D~!b@y+&^&Dul#V(R3B#F%VhEL#0CNM6k zl8KTcU%iuANma*FSG9H=NEKE|ClN{C!J$)o*-u+j#}KZC$J`&`KI+t(;>7V24Xv=- zDJ8_=!;L=UP+ECWuR%LJlBKxbBT=nhn_sQ~iG`5MydhCWGmrx5@l*Hxfy%M|~l5|8p23W{` z6y+2d=+`67AU6L@pXLx>B2{e`vAJ?gd3tg(j^CNuQFHLaXm6ypTC9aZokFkHznO)< zg1|RSxGd&Ayc$}%>ip97N~85%*-9gT;=GdEl@l$_nkSyHzzyv~J0drCHUw(=g`QdF zvb7JFZ{*L{5aiHYGb+p!4sj^o!zs$v%0Da~Xmg6v0d<%@y!qibs-Lo+6E7!1Dm9q% zeQtN3&d?&D!N4l4UrV+gqAN!);jX-~DI-2J1nA=IPx%{mwhbWL3pKh4wCykZ>TEa@ z{d`XF4#3kBhV-lI^OoOqUc1~|ymqi?wg+~Eog^5BlD=WmI-TBj64#Wyi04l~HhUX>O8nbC&9}7suC>T% zcNx5Zas@$yfbns3?<+0Q4_t)(Y^bQkL$oy2#rseQ9`*>_o*8sUwZ;2g$!5YvXNR8z zi$p+E+Xee9qt;AAmeB4w5p%zqf+%%4&o*<@@}pNO=c{N5nTnbCWo-QcUan^q`$>*k zl_cmKoHpVqOm}(?!Pf8UEcY^9m`W2Wh-}GW6CF5Og$J=|BV)!-yH13Cr^b(IuLe>Ym#@iq$S7~eVy-Mc!7dr;9|G7}e zz%L0gODSRRauDXmyS)L zYt>6KCVVgVUN5PJ#@lc2mfP>-9s*|aEk>1Jfa!vw4N-NH`+@(N1z7gT?SG$eQ+{YZ z$H@3o#*8W{m?4nGoIs{QD8xk4RI+w+V$+kb8^%nJLI1}dDsEw1l(fw;-Jk}1$)Ccn zT2o!ZnQQVAoLwOrNZ{x7PW;`Id{?WmMTPplD?8k3{6NA^nKizkC{Ba75JLV%;dMvz zbp$t^H|ipz!yL3g{@oHjh%@+FM=%S+Jcc`=oYdd^usx>9`UK$&`pp`7nWcA@**$I= zc$qEb*01}`a|&vVFeIw?j<(w7uyZ<%RQTm;*T-n~62J6FQx6R*_+J2EMVSlewbRih zpf&NyRx$2LTi%OS)CH}02ilY69c^jGXNPrG?Z1~AoO5BAQ|D;vB=eC#6V}9AoTq#D zX*M!EJdm66mN6=_AaI&mgBQfB^f0g6d{wQ%)Q}j(r}(-Btwu-zsIb>thMDA_9rm!R z$#S^4ysdJ0=Vfi$KS(h|S^iYpSbG9aVEZCNY`f~pDL@MAj~5pzFz?+?0g?A=Kz4QLf?J&Ya}L~hLJ8V&4ou`X43~vrdW)i- zc`Svcj+#h{GS_%7a(PK7P7&FFdaw7^`iGr80jbE|HkaEw|F#aVcJ+$rxQ2WB!nP(! zwN{Z~j*lhwxcly?sGgp&B}9SZts+kk9x91BK1Qse4+1*Yb0g0pugfN6hg6~z74Qh? zbehXR?}siPhiiU!^(@z`pL^SzYVBo2k#G7Pt8vJ&##9PRX;I-T8a8OOhIiY6`Oup5 z`Pm*7{Tpv}A~vQJ;0PBnT-a_Z0-;7bThYm~NN06Mp>n%MZm9{~jo&82CfL;-OrN`s zG2L4WXA+E3i3fPDW6<5ZTy9uA{z$bNC~VCRethZ%{tealpT5)fS#1AXOv5v3$_qcZ zP|VV@1`2`nm&n0fVc~kHgwn0L;c5D^xq1Wu71#5XlTmsxwcIUTX%{v=R+>I8e@0>39}nMjmm8zj_cNTvf|}dR?KRPM=@f#V5bdS216Q<@_dGuma8(&pP$^5Dxf79N@(}b5 z^n(^!E0f;eunbnArrJ>2Tw>-&R0JtLmPI?<{-6+#R~C@f>rDwie$Vh)S&T^VXd?m% z0L!1h%fgWjsnPd00CrxKPQ%o*m`sc@=W8c(dxRosDy*EA*g^Mun1fMchm_L!Xv4mt zN#;4b8b}OZuR@rJWY-6C`f|gSxt)GABo3ViI@fy?opY4cu*uT5M7v;>GNW{S9@aLj z_0yO=XsUH*E-jg_ZnK07kIbLBtAkz8t^z>hn4%!)JK@Fc^LF#nBi@UdZc;2y=S*M9(b%YwR&bgN|MaiX9)+to7N;XS zJ~@y(?$!WPTb+!j%u(`Ij1^&Oc;rMdYNSs^e*73K_j;kQycyrV%QQ;{npHIq!i8!O zrTSY2kqR#LUF71D*CJHk?2nHyYHszl$u&puo2w33Z>k-l*=f{L2#K@|c=}I1!FsQF;~D0m znpSVj+xmy!iCqXhU+hfJYxcW(8NN)Ix$#GLY^$@I1&suZ=rdl-I&-_gMvkdy2T56N zE?|vNdCeErXTz}`Y!qDdv$7s!I??B+0c{@7SFm=_GQe|=LBpO`0V59YyI#4c3gOtF zZ%tECj~dhH!ZkGDZ0DK|mu!IN=9s9>ETgI1ci!bwuU1pT{MDfQ zUg1j(96hQK*m@{3_XB`)FB@doFKpZqm<@#tC(>{Qcdg$k5ea!r6|mxM zrM;+jhs}yGY8gIy4{j%=?gEhgTAv%d8TL!V78<0|28^~#h%Wg#o&U{6MNZ7+==EId zl|AH`FHS1V*1fLGNHK`8P*?FeE2r{v{z9J%WKf`wD|z3$bu7)x`_W8_CO1Ud4vY3kr51uJ&;l+TCh=`=n~(toI6_ z;`*=Si5sT3BF?V07dm*tYdAMxXlpbyu!PXLODBFF>Lo*uA#p}{l_w}ldBy64XRJhn zMsw^B0BL+)vK*Z&wQU$D%?z(OmC8u4t7mY(x~%xc8h?=%H2oF>Ou2kR!F;ud zSxxI#q%p5qbA6QFZ<~V(-q)P|u5Ft=H<=Wk67^e|bC3pUeZQ_^Z7I z_N;uOM5R5LhuzQ7Pt5J=iCeoqAXbOxtdZB=#FSgd#zGv=e>k9%DNXM%8O|lOc}a;8 zRe3*3CL&7`YDK>XtInRA=t}Vi!hHYH4Am;@n2t5!fQ|#Fl6BN$zCs>eqM7+9foJTx zVf-WUQXsm9g+dVv_T_gi{xZ*G-vJRy&4}9EH&Q=OUo%22Jjl3GGW=rAZ;l73N=t{F z307Kr)Kld)EK&Etkj;%rCfE5aQ!Q6v>A9{EBD>^ONsTS$-RuU~74ao?S_*)P@egdI z4|q;M0Yc_$6F#k!?`OIs$<44F4h_KSicNx`|;>|2~S45MWOnT{~yX~5C>0FYO&a**$lX{T? z%St(gv0Kd|j}~frQ@jvYNXZ!Mf2gmtS)TVbaAQgdt%7)V0hXjdLH5El{(8mOyCiAD zu+c;t>y?_(b))FAZ9IG7P#sb@iQLjs(4VB?+sY(`C^Fs-wSoHClA zsL%K(;5c~Cv6N>jYVn^xG~Pggu(@*2y_gtU;Q&Q8djLKaZpFxg1YARIj178+zT3rF zF7K}x+0m)SbR2mqbakaak4Ju>tag^A6tq_-EM7SwVddmjdr5A({@ng+Nr@0zIK47f zHku*kn=|3oHgwbbM}e2}Z7I#fjG)J%>C{8~3>5KOc&4=3-k5H?oJ`}J@I7lRxi~+esko|oDFt<8n>X;EbLsO|X*$!5$ zvW(|@Lcm=2;mC#820PH^)sjGjDtqj4K~E3ti;G=s-8VXV816Ho%ox%04vbc8q_Ci% zEUUA_+8K28DPhr3;zv`yX>9w#MixI+8TBo&drYjM#8l?Z*SlBgBvlar)0?xnznGq z9#*q9e^G?RVhHvZ%q}*ZzQd~`UYbVF2hD8NK1ow;z@~eYP)ZsbYHmVc~QjJQ6%>hUv z0kmcB=87f`f`X2THkcL`IG8WA7ElFWMkMp~phXd7YjomIrXM~tIy|-4@9w8MC7!sx z4$1ZIKhuqh^=5LbA9>bTBnA3A`E9|9?@&blnO%aP4kWgExKwFUvl6;2*b@*O!#KkJ8(=Q(9h-K_diso;PFb;X z3e(Mmz_9P3>@Ts+FI(<(y~bjB{*F@kU!!WCD+(9fYXTR8TWoH6M>{oCwluPzyUpiv zWYIgY2Ra>?Cr%=Pn*vD+4#D%f;+Hp!3|2Ngfbr?N&3AXtLZN23+@&%sCeF-5nh9{c z<5bqIm})=$B6;kqW01D@K&MM9n3Ik{W(fO53!cdSKX%6^D?r);gXMaz*e^CHF^$ZG z)fE~RoW{D^F^F5NB7<`S|I-Ipx@4M|cwm~e4%o@8)$R}ywc+{Fvl3b{VY~@du^yvg z<2h|*Y$RHL@EJ&CFsehd!X7=`s6J^$f6fqm&DAVHFa$T>G?(h_PCsp7R@0SFFmdKi zS|XqNYovAZ!}GBRxo*>S-N46u{Ks3`U$ePyK-9Odc?HeuG%%h7eNiz*=Uw-j3ys3| zlV+f|X$USgnDCw@Nnux6eQ;LojD zjrPuu*TJO6xACG^+;c8&Ty-qH`zXl1Gg>s&^8TD2<2AcSPBbJtDOzd3Qg^m^%0kn+ z>j%_ydy2v@m+9p+accMm8F@K!3k_py-3VT!i?N%c-g%&11>}70Z+*bGeZG~)JXPsp<7N(DEmbUbPWyvZC`W>+#`Cizcs_nQ!Tj_ zQ8Le23H?d(X{j#Q0lxEtGJXID#r<=3beJ;^FqcsDNUhb3Wxaj{#ukE|5>Lo1;L zL&;Y(#;YSqL_EkBTr7kJ4?sn^ljODpkvL>(dt7tbFp!4ZqT`yDW5qQEL;-#BG_M+v zE5;(z{t96VFf!LO6>}odBzq`gf&Qrew-j%CuZnl~ceZy72N3(i$aG74H7-F^BP+IW z^#Fc(qez06HUeo(YH2eeH#N>+wW~Zq_)tkMIa_xX(sbe9pO$;y@-`~wd8R(Z;s-{= znRKOC{$jn!sV^vRhwoJ`YS4VV?>}6&Rdt;p`lIDi+b}>SI{&9j6HjzuqRgxipY6+~ z{TK%rJ(2w$d7JpCXK0-0=B~0X``Jkt$$ub;TQGHz?qyVbJK`-~p=y;wmd0pRO2^0? z>-<#3b`AN86o4f(X|nB?D~5weYZ8%*RCmp82SpSSJJQz03=f9tR~msFahq{oYd$ll z`6EmUI_g^2%KrV?W*}n#x&~{x*<{E{Xo2nb+GwjbY7=<5s6*`)!=AaqMVg`@5xWf5uJj+Kx9E#8?j$S}IFSq7f26 zr$IgeyIR=P0$js0sCiz)R5Zh1*;AF?ddF=$>S6FM!=h}bh+#Ai;O0>HF9?$|#OL2Q z2ZVt=dnyLgd1IHV3ej$&N?C`9hBva`(JDcPdx>sgj)WdA+>hH`?Xcp5;NPy28TuAq zkXBkGPHoL{d}qxqXv0w3`kjAb5$Ti8fHvY%Uu~`=c$X~I#OdpLknz~$a}`?M{@L>x>Q(+h#oR3g4C4XEgF1Hk zkF#fnbBpzLjB;tTaLZ-sWj?P>LJT_1+4Ps^>d;#e{C2M;{F~w$_@6t_7;XBPe`YJP zHNz z9w9_mWWU#M%bha4IC5UYBCnLyI{kpd5#KL3Ywmbm*5f2*n-s^&brBs7Kqoo-*}&nSl4ho5JT}(JgL8kljqYeX_iiVGVH1vA$dUmOV*J+j ziS;M>+7Fu1dd~+olJ?3#3GjQeP2nQ4KbE>e?F2Ee^I&IFOPVErPESOISD#VGRAawX zCf~nDZJWY-CoyL2d6bPJD62=LtKI%=pIXNI(Oua5x)HP1^!CAX|JZ7*lGxg6nby@h7`JnbA{NaLGjeQ1h{-GhHHZZu5pi`*cw^O1E-M$3X{~fNid;=M! zjNqA_y2zK-a%ZY6CtsfB-8h>Jx}RbmFPIEAqKXeL_=nq;|4sK}fk zRTZZn5@}IodsFprYNq zyrWJkDeEMl&3eYBCCDHuq+;qeOxlj4*^6fh>U=J?e7VkQ{J zos)oaNAv=mKxKGl|JvekXLdOcCJtSj{nG8A1uwHqLDI1=N(OJynB^e#-S5){)stUV zV`!N^uq;kk)`r0VUifVz5X_IP#{{-u&`eJzL%;!m)|bL%4bbz zAO>`STf|U0QYRDl;%~D~hGdoaE#Ju|1$If2#=p-nGZ8Wo#RxkwmVln`5GU!>N^;y- z;_9ib(HkeVV!Bnu>PJFTfuf#r!Y{XFzFM;qc|8^jB)H7MwtM{5>F#=yi5#G?@k2ImxMvu$Y+d=9(CN-Z@>JTJo@}hF3y{cQ13Jvo~iq8yS#FT#@FqkPd3-kWEylVGp7toR_eu-E~ey*dg8i2)4VwP$>~75OJTbef+xRe(zOO zcIjrkP>l5;;iM9%hdUs$o>#YT9d0-HN z^Wy$Y&5yJ0KmM}jB8=QN`4BEN<|TH$^!@1frFVPUSk|go`)t#n3m&U+#0Gnfw)>KL z^PD})Y6)D$u0B~et#Znku3hWF9X>t^l!N*ctO%u6YKGfx-8Q#cq&eB5!*d>gE&|S;ee=tpm8|i$T`}KFrLNOHqvmv%z+sV@8Xj z6tX_-kz6gZEeG^|T;=;}k->G{fQ|3W@1^=>?Kf6VU-Es%>Sl2v!`?o&`a5vQ%@1~= z(Jpg#`aLtb9|=KISn(?IB{@L{3A0>f={C?&FZT|XQS;fQxT~P*WW3D%Zh+m|p6{oQ zi`bvFN>?WB9B@JB=?sBgS*qGD>t4nm!+R@XL;EGS1(mIMs#IsU>X1-^l)K4m`1+I$ z*iGH(*j&Um1Xh}3FxBEqIMSOWw44waF=i%Lmr&?AELrGP`FaMtyPlAkX3=i*h7WcHVk z64}pc{mmDVpa;}1o5(ecQg=-(1nbX@J_i!?iDmWNy_X0uoM=cm zPw4(2cf;&mA*25KQe0+c_@Hc#Ro_RRbuRkOA@%9J(hvjXk3{B6Qo3RBvL>d#mY05p zdDS1@F4?yfS@z+>8;5wupGNJ>7%5?&dd!~Wz2CFRFz>%evm(*L3FWxjdV%^-+!<_Q z#I#cojS3&~TLoU}hSkmc)$^n;*s`TEw==0?`uZ@T*sTIq)RsTW#R{c#Ejd*6l=bU( zrHb`QH(lm;nrIpLj8CwlXndEr)R?L>B*jjadjxNhbw{S` zyMT8{nPPsZ=M$-4%d@lN6lmeE#eTM)c6H%g&jdE6P6-IdLt~P|Lif+WempHLy^HqI zmQ&#yk*A^Du_IDAX|2f3oD5}?EKpT1(v2I>;Y8(g9nWjgWdSAd2o61f=-nJ{VfyY< zPx+C3K8I-J1JiA=CNvF$1(TD$nHCRSa>`$q#U}ir+-&$shk*VODl>{nU2wi_%QHO_qD` z;Graykyps3Dd4-_r0+ZZHEQOFnR~@x>PUXGGmY_wlF?@xucV~yjfPI3el2dZB{Spa zYwXCfU}G%Bp*OG^B&8vfn_nnlYWIe7xX>8j`W81dvq_Leewrw`HZDV2^jq%Q}|M&ScUuNdI?|nAbUVEK$ zL{ul8)+Whq8TZ;}*R2@Y%@ov1>S!5%Kg(t9Bom}Vj5?i90ys30S|%sJczv{H{n|N3 zIt#yC80N>ep4K#7IP73-zPEQk`uON2yHQC(du9#^=4{ML*_tFR%^C7*z9=s?@fFiR zzNu{zqRKc~wq~U2(I1UtTyrg$-z>s|qKbth`L2pPdSj2=7#bTI?~>we774pMn_sy} zaXEj+L=&PqUcYDi=E14cLe6?{O{bLqwNctwt8#O=ys@&|WRxK7bd@5706s@X=CRtq zX+<6?!0{#-*1On1l&+$H4LunPjTQ-o7HJBP0m7BFPW93xy&`{HGj!v^qlCv1i{q+b z4=y>WvBe$8B}}YWxtTN@7b}nSo_0gd{QvaH?m{N-JafA{Fi3hO6VIDI*=8V}EyL6- z5XyR(1vcQin@mC!m@+Z3lA(cxKgfz+`={EF6=iU+q-WyjPC(CGb%?SOFRHH_>X%o3 z^F5U4G-=+m!5L?M6blLrG0KShg{;yW!Tq2j=IPGe1}vGpe$%oXhGF+3UnHO{+;Z|$ zN(>D4@j~WqIfPhdVFTdvmc^sw3Q<x59(qV# zw|x#`b*wA4ZbJ6Z$M-(5(y@l(SUw4d!=O?vX+Br1G`nC-7`#HgzGb^PM}0XQ3CiEN zZ!1CSd2sghV&y;~Jchh$5QxO8Gmsoe&|*v6%HsamST1?n56>?9olvvUdit=m2mZIV zC@IPaw<{QJZ38tPwAYHA1Kvz;X)QDui*qb-@?iU1DA9L?Lkt_h#htm|(S*q&4%EW~ z47+{K*RbFK#>^#aqH3yA(gune)R6!OEiLsDb7*ux^eLhT2U0;pR`TN1I-qUTj^fh7 zZbIdD{=_Qhzk0^1bzpe~j({Mgk~YS%eP7|BiDe_!Z&Kum{pQ%QlZEVI`^(sv9Mpgn z<=}7g(uE#i?Dh&uMmQk&%2xpVRw^Zt6x&4u=SQgztI&uEhIM2DZ}SCpd>M$-kWL9I z=J?wSs=Xg0eV0uuSEO9nBSq_Cd0HBB@IWL*PHWJ8(83brhSo4}p*OMy1>OEFZYVT7SrJzs20Y$oN#IfNVbagbHwN~j;X(1jK zPh|m{Usjn2-`otaV;#84unQky(k3I&TIz41zt~NzoH4|WRIjNuWj)R2d1=hm%d9j% zXwaBf6#q9O#K4KqE}H? zEF*(U6kx>GY#YsQ)S2R1hrw`M6(CQ0`ctiW65l7uHG*wgk)Owp%hXe`;b#haGyuYkE!TU zY;OLT1#bs{(;rW#BYg8*n)wNW`(3r~gH?Z1EU>@rH>CPCyWJ0T9e_*LkoS!Bzd~JC z04&tqz09<3K36EAF+}KA>+QNG>ur-&Rn;~WQ^vKS3W@Z@IO3c+vxz0{TITA$fuKX< zdnhT%9ymHmeH0mhL$RuaW2@~U*1OVKOmXR`9cTf6EIs6w!#zs$)sCmhPfudWcaHAx zND)iwC$0CCc{-TizGOe^gawq}zTA+l?2;gMx-k zrN?1qm-^x368pg_zByd&RLOyKCpn_|56cv$$6$J9ynz|QsHN5p$P=1lRw?kPKibSg zqY2Vydx7C$6;@7o^^Ifjw!G6~n1N4iRn`{;(d-^)$T?be#zv_4J23V!*l`V|e;(Sv zJZ#N#n`=LA$3_)Kilo2JU(dXG|MEC9bKVwV*5u3~OwaQBIF2Y9)h}&hl=WynzrxApR7(MC{PKB9p7- zQeB z7Y?Qt2xUqmJ6HkyjR9y0Q@~z?QN($Fh3Z{wGsr)GDQxSoh%arkZ%ucrd9YC;h44D} zvbeGd4i(ec*p1h>A-;KMe{6F&+9;Nh%SgiD;>EDZr)L`4)>}|1?bMc=ME;l*kcL(v$&LBQM$SG$O22U)++1RJ4VjDJOGc(W$-qK_#MN0mtQcC6< zj?^3tiL#im=${k+RAhw{PVAL|KfT>wp8tLX!{jB$%Du&ogMjKR&Bfo0U2?i{O#ah_E|N%#7*|(*Of&J z&HGsTu3}p`%nC6vj{gfN#sn49=Hc-*gIuYd$-$qr=a|CuX6Q6%bo-<2a76#+yl~!7 zW(5!md1e(Kb}wK={^{Njh!H@PgpPNqJEN>wE8XEuZ)w2WVsG|e z*#h>^kN>67>oNOpNvKTt*ob-kD5LC(qZ6ep--a41wL9UqGNRIsVkbi!UWwhdnw3g` zCP|YudC*c=NbXa>t_Q zv`y6PnX;cFYFslE8%_(UieN+#87t4%+UNU^nf{J1+0Dn! ziFiaI0)UEqf}?AhHtdfsV_$Ot?n0cr-2@# zXGcr^e8lmwxL7u69Zb#Z?A}uSlv<_L9Nw%4Z0%kIzG|@xnVMNsZObv%&E7}34d~FqiBepqYp&lOF`-Hu{-2|yv{4Y(mY0{~a>DY0bN1@*iSlJb`*sx< zi}HYU&ZIdH)1Zue4Wp>^3ZMZlxYGuN343+Bi786$x+hE+YA>d%{P@@I)f~L;)i|2P zacn3B%T5`J2%x_6-p879)Ms6LkL;NHxjE`*XJ%lrMC-(tqNkY+$NKS`5z}}2Ws+xk z3>@tseFm?lg`70kHPD1K3qL(lTM0Cfk;Jxl3{|c5>2{b*JMnNs=;{Vai0rlltd}!v zAkwB}yVuND->m2&m|s(yw0Qur8sw z!XFBXh8RJCk)i1w+!$yTx&xF;b63j!7cUuJgSuFrva+)LJ2Po*cwfdlewLP&o?YeT zr{}<9)2;!Rf9E$nodUBOVV}Dc%yVbnfJC(xi2P&CjmRczRJLq;V$pGR(q77OHEBXV zt^l#Uad05;Q*~5yNaX889Ln$W7?e1kbcVm9^{>X6XT1=*6}+mHgNXsl+?*TUsOlA1 zJK)N6$T^ddHb}J+UEn3ce)(c&_IFg$>~U~mJTh>=%$?0-0)GwS(T>s|#+RWKt+QH_q2CgeOKBf3+Pc!`vNG8s zIETkt(%(byAwoc?aPVqG|7fL2kgE%sJM;XNXQiJSw)%&{G+Cbt5}w3+R|1;M-|cp8 z9=^WdZ)kx@w4s$%XDUj)Md_jum?UH2#4)pE+rI-}zB8*+JF}%BWdDx^rpNRx&T4<3 zz)EImC3QLa``=u36juE14_ObV4P-2BZyUc(6M$!T$kC7p@u_LOWNKEo+#e4njWRkF zn4!MpYKRrg-?b5>5&ElXM|VF=Wh4UW zl5o92Dnx@~()pBV-4EU6tu8t{o}@) z+fZjCNknG8hMJr4Mw3xf@t%55VAyF(k^;Jq`Wff9Ag54F`5Hu5v``Z!DzJ-uaoq&=I(e0p(WsR zvi-y9Kif8vJM}?kT>V$eBg5E`uPTN|=@p$p5%%}^hm~|}&2~w+va3WD_0VI08p+VN!jyroOjwA{ zOGfnfG9Mm>D*l;zG{r}L^-hD3+jR3IkN%3V-`hOw-JSXvu|Wa{r5-3Fd&;?i({k7Z zVe?AQ*LpXG&FGw1AiW-dMdzwy0X^F4H|DUpZ_KRvXH(u-WSSHc z8|TxjDR7K_ob)ou!cIcsoCObZi+0($+NEt4 z)nIBI!bynvl%}8v-HpH{J*%+N#mT~`?{Amt)xmYh`}M3J_b>m5qL5;A$CVK;VHDg6 zanCkWG6G%qh>s;K&xuGDCQBuy0-)B~%wR{2-<{GN@%qmS-Smi#mCqJJoK%f>Pr?$x z)sXMzPz}uhM8Otp1>$93nYtqZUPfzS|EuqT;QROdHs_Oj!9=lK_zYHQNBT($)ax*q z5I-dE!t(MlBptBN-5<3xZz*!?IP6e-SiH38jI>aKLiq08+0@&#hbH=T9Rt?^`v%wR z;HT`Y#SZMYyG!TV60E)u#PO2~DM~j-kOTx)ootD}U0~e0t3SJhL<lhfw`PJ7|DgD+%oPtA;CcxL zk&t{}@k0wv%T^!VJ0@^m7Yf6&&mzGe+ga07TOK%E@zV6F%jjOIH6kx~aHBa(`BTrN zC^EIgL~W0-(0w?-`@ynodpO4jGl&YhSA*o-{!ZgR9RWkrkA_#(0p;-$FE4;{e62^{ z_7UBE%GC)hS4iUS^9eelvvuXn!(9CJG2(zup~5xEcLOSZ5`QKfiXY$d0TfUi|D!!E zHd*3V=I8GMs{DSmtDoO05Ry@|i&T|4s{vX-i~u%u$x&eb0%;8COCEjTkj3EQjYr|nr)0cJ?sE(093^!^3vb{0V^*Cu6yl*7Xj)lxB z@MYReK;3aDD?0*1OTNe>`|2Spm!TqR8@ZPqOv3c*Z9);dNnW+S+Z&|rSv_;w@w832 zN?(6Con>!&2y+t}?@~i{)c$n+5IYDQu~H9H#M{|i zMGz8*BXU6uJF)^6KGK`(y|q7}ll`7X6#=J~AP7paeEg}Mw&&ZrRtfs&}6?ci=bp^|~|21V{+;>FaM9jQL! zCG~LT{^@mJ`kw0N&nPnV4YVr#eRMlfpI$Bv_n5{H8jC7yQ$j`Qam?p)>*r#DZ>Vv0 zoz)N`**EyMOOs|U=yEwtW+B?w>#CeZp82#bLK38xd$^7$;)KZ9l;SAX zvH3~~ROE^h2nd1H!B%QWCTt8Hm$#AzI~_#)FZI>lAOGVIRG~cfV2_&xj{i*mjVAA6 zpJ}3;VRDX#W8&UGR}UG`Te>2rww#a8dRdoj{y39s&*X7TWI5OGKnPtYn|{WQ&oJWe zx~27Vx5UcTaz@#&0F}B~-*FS$Qj(EoI!n1*-(g4GeEiWWFlz6-b=;qBpISgJ+Z;16 z<7ZYZ z&B-5NN<-a|sA6B!W__+ex%n&q_feDO$odjJs*~9TTs-MmQksZ~fc?+g&usJWe|mIO zajP18pw0cs_?M@riy1tR|At8bLwyAKd zfV(c;HGSxRWT&mceOg}C`{Uz)k09WdozS_;@79^UM1HD?ssp^quPf%2ffbpp(r!ag zofH+Xs&jPhN(ut1Qu>Wcpeax`{s-dKH&D@*9-sdaA}I)TcRz?BW*L z2Ohv;G$%&TB2B)@eGZO=Hs9$QHE^!)l{~IbGxFzPYD54#ZybZ1od0kloY$X9N_{$@$Id)jF`(8EQJkD#Vs)ku?Xs^OJFA!UVh!JC_;#b*KisPNplbJ1iDMs&OIO>U!kk2!8 z_}?Q)tyi@D;~i&Xx=@5;X^cjU$|weHxlT%G!a>VdUm6CqkEOzK>)Ka#(#@@4Q(GB% zAG))A7XNV}f}&BKVaUQljE?qM&;y36T^ntdEXj>i6zOT$1KeiFo(0~3=P(dZp^D(( zv@vCsg|C++g2c_cl%OD4!~JxZx1Csqi)k3dQwh1R6|{@@zkE;CvlH$qSu=A=z=8Pd z@Csjjl1w1a0dc;eI3MF-&P+*1jo+livq-rbC0l z8cFF=)bRyRF6Pssm30UZfoW+zw^jzTd1`YdHSwgeB1VKayCgCuYD3fg84DidTl{Hs zoZJA5!u`MBRqQGYcE?mX{#-sqd*acll8!H?`Vth8#-}ElgKTV9?>?6!i!r9rjEAM# z{cXr*HT-eB(AG?XO^k|qp*tt%Y)(>=&$}{}!QOA0d8JkSYNtqf@1*d+l0UpF>wt!8 z2(uY%(!?cpx^LrYP?uEQNJ~j>vxwo{{iZpk z8d6yZN(4Dz#7H7moPh0lX#$L3RZR4XkiZ2{tsZyCQ;8bimXP+5Yr|oHQao9fis@2S zX|6@E^j5cM)SWg_M`Y@enG?bS2U8BPw+P9BBflUt)DNVfnTbCTmhSF;LX99L4}}9% zNwmQxlqzu|edU;%FN6 z!qzaM*UY$3V_eB0^k`4N6O-3k@5R0 zwjFQ4($18hY$uzHi8-<%tUcfRQB|c(Kwd1AT19*GC>jiRaf>b@A||HdA?zZMdLT%u zF{!dehj1Y{FS`7DPW$$P9|gFAj@NeN?7}G`G3T-@IkmgenSEjXA|L*r?j$(wa}r{V zjR)ZFY0J)zh-e0=wGSY4WerJmV2nu*Iv^*V&P3ghD2_M6$A_8-+y~)|%_|(p%l{>b zS^dvD%_4w=Bumt$8Y9}_J=5xrFeDg)x^}pw^<)!oW~HqY(cSUze37hd5sBpo07GJ} z%(=@z0~;(U__pVQu>D(wos5C63AmkSlfheAK)mwd1eULJwSE3$9{`OndMlhrSJH_! z!n&jLZHndM<)K;B{yu2j+l+o^%H*)aIw72)qMZgoaaNM$?ZtDfBclFO@wrUD&QAQ< zXGM&%^ou2}x+$3?ek#F$SwyL5BdIIxw~8~I=g#9)U{P?+k9fxsjQ%%w-9uYCwf_|m z)I!l5@~}3ozTm)sL;fOIey_(jJiG)_CPq6;IfnZeO)(05`z91?d{A}6*dQ-_mF%Ax z$Q>}&R_LxAcr~wH*eJH?XPZJbnJ@jd$RX>{;##5DZOp;7i*bDM{fr1=wXw6WiE6}N zS9%CTT}E;&sY3?`Q$ha;jArq5SD>>m&f0?pNYN+>WlWCPpln_@+0~Rd_*l+&2FAUy zQi;in3Mcv8 zB42{JaJVPpO3!*WWe2c)EM8~^NDS7W^wt@SNMTVB-fTn`RL(Z@57se26;K-gWJ*0h zGNM}KFDo*-@g^9%MGr^{av>Fh(HSXziOcZ({CXLbRh2B-pZc>^dzBSMY@Q;Y>U2f= zB1Tgjj6*V9hFctL1f0Z{6*Rv;-rXDtb0p2B<~IN1ot$oV zO-C^*f}WKkPy7dNm^aE1l+BU9-(PbV+SkPMd^uW2GHpwsSIj~OUM>cR?-NQ;w6Do&OGGT$T_w9 zL1upUa_|meusNRS)(#iC43eUL{Ja8f&)|U(3*-WZL|z=gy}g{Lsdd~CI2#sDg<|>Y z!G4mM8W4Xqli<~YfF978o~%Y-vi)@c(Y1WSLw^Hem=3XA)w!R$Pm1?>n5wrY?DxV% z_wbJiY!h{X6=aFhI-^QWhJmD~?{6-*$;{i;K|qOH@L&&p?;zam=EQL00wNzlN@UXT zLIs@sKiEzP_z*z%5p;1)!q;CNsF|@dysjbjdg8tSTsnBRCSYkdJ5`sWPSD#N3+Mw6 zFC#<<=%MZ1c>xUu&AE(zLJrM)(=acAbOv0ykaki03P+M*S`v`l9?KE!lD~H-2o$8H z@n@t<+J@%8&Zm`sr~T{cE8uXISt=1j!Sz(F{Paup-@|(v%(Y0eHI7CQ+>qT~Z-xg5 z?%`a&q*P)ubYB?jFHlhj2}WC@g|os%L`7Yb)Boh*MwpoeMHVs$p-oaj(EU;5D-A2U z&_9_;{SPGo{k0{-fwq-zTH-|8sMrbUxP&D{!&Oes`wSr`)q(np8%a{YU{ zZ3u-$C?N(W5;u45QEQ8+M}F@{eCI2rb~N3)a*4V_(s4Xe;(&T9z!XgK#fsU8#-??? zGeavuvp#V|o6j>3k6}AoV<$W@SdnSnxi*D__o4FW{8L=6X?tX9wrqK&=l^097ik+K zE0o3D?y}$EU-!dU>YS!r9n+MpC&r98RFOulI>6l)@o|Ri$~xKLG?T-J76CE1j~qvW z>L}z9N4y77C>VH11T_JjR)zIX#pcSvAy7NfE z%JGMY`29EX;gJ&yyAJbn1LJ)d*wFZU#$eEr0B!I4P@yNDQ))f-|MQ-VOyTVxKBE?v zD4h=paRtPgf6wjd8Qa^|M5G!5e?#7;s3JgEd!D@vcB(dIok?(ucp<8gYB45t)yU0n z+wWEW*t?_o_VAS1N*^o~>Auaz=`^@AMq$4-crc062fV6+{V_ouV&UHVyRV&d-!b@Z zZ^1wXmNP;lkf6rszgVf^RS^F=)kB!b`*OJk7S~@C@eShzNB9 z>&`3oKb~(4sRqtXQ`(N3*baBTOViHJpY-)ga&CIO;M!TaZQREY=q@br#vFkj_*!_a zSo|=1(4Pu}SqV|s{{sWHo2*W|TvgAa%BAs)b@!imVkWbUR@V^wX4UtPfr?=FiA0#i zOo*(L8l@K@%!IncdIxD&5WTUnZ@=M;LtV?t&WU1_ZiiCv!2NZYkd9q|daVny(zbk2 zzaHo82RTY8p^BzRS%by&ii9{lk_~22GT065j`I#Ye2-k$<`gVJ) zj1QO}x7`^Q{=kdhds4PD8lOJUllIu{u$r0eTx#FkL4UEfPfJ;0 z1{?9B1yd}7fV4~SV<2)P+=KUcPJw?Qcm(!^_ zaqkthMxTQ*DFl_#24Pf`uJtYJpYQLM~{wpJMxI)0O*VAgH{=LDo< zDB}8wjonP=a!wNvjwNTMmqEs@yg@*R39gCXnJ}BbB~m0HjPv7VL8jC_EUwd(UAXr( z)O}#$3$RjNhlR2eV&7fW{XF7fSt02`^$;-9fQo0E<05z^RxE7$ikC?CYO~~?oHR+bv;Wob~q6k0V~K^<*^qL;^$Z@I$~5IdEs^27N0RZ0&&9pW98X^V#%VsS+p5l>_FkU4iH&R>^1x*Q?` zqUjGTt~wP2F~zJ8lRNo6jj3~dPu0-HS6giUjJdNxZj|Aa%8?oDAMk`UKkR_sK_O7# zE0BTGFiIvV(6kd=^8&A|y^Ms(H-Z!^y)3HX?W~{V&XwiNR5)acqM9Q$MM`c<3Uc05>jfrk zPQKtKo#|Zup&etIdd7$hRq17XAj-rP1IDq0#LR*z$>GC{eZjn0#?7KK;utCKM-xk> zDq}8}=m>9aexM*sh=oPaI8kqdgAjj`rIMXEXH!Xzye~6w%NZP17qy;j%)w4yNM+